{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "## **Assignment #2: Classification, Regression, Clustering, Evaluation**" ], "metadata": { "id": "w84cR3AZIU0e" } }, { "cell_type": "markdown", "source": [ "
" ], "metadata": { "id": "PnYmknSefeqx" } }, { "cell_type": "markdown", "source": [ "### **Overview**\n", "\n", "In this assignment, you'll level up your data science toolkit. While the first assignment focused on the data, on this one you will practice:\n", "\n", "- Classification models\n", "\n", "- Regression models\n", "\n", "- Feature Engineering\n", "\n", "- Evaluations\n", "\n", "You’ll go from raw data to insights by building a full modeling pipeline, enhancing your dataset, and training different models.\n", "\n", "This assignment will be completed individually." ], "metadata": { "id": "n7afdXdxIbLA" } }, { "cell_type": "markdown", "source": [ "### **Objectives**\n", "\n", "You’ll gain hands-on experience in:\n", "- Evaluation\n", "- Classification\n", "- Regression\n", "- Dataset preparation\n", "- Explore various data hubs\n", "- Engineering meaningful features\n", "- Communicating findings clearly - visually and verbally\n", "\n", "

" ], "metadata": { "id": "lJAPMumvIUyW" } }, { "cell_type": "markdown", "source": [ "### **Submission Guidelines**\n", "\n", "1. Please note that this assignmnet must be submitted alone.\n", "2. Link to your HugingFace Model.\n", "\n", "Your HF model should include:\n", "- README file: explanations, visuals, insights, etc.\n", "- **Video**: Include the video of your presentation in the README file.\n", "- **Python Notebook**: upload a copy of this notebook, with all of your coding work. Do not submit a Colab link; include the `.ipynb` file in the HF model.\n", "- **ML Models:** Upload your models.\n", "\n", "Note: Students may be randomly chosen to present their work in a quick online session with the T.A., typically lasting ±10 minutes. Similar to Peer Review.\n", "\n", "

\n", "\n" ], "metadata": { "id": "MwRmaJBiIjMR" } }, { "cell_type": "markdown", "source": [ "### **Evaluation Criteria**\n", "\n", "* **Data Handling & EDA (20%)**\n", " Thoughtful and thorough data cleaning; handling of missing values, outliers, duplicates, and more; well-chosen visualizations; clear statistical summaries; use of EDA to guide modeling choices.\n", "\n", "* **Feature Engineering (20%)**\n", " Creative and effective feature creation, transformation, encoding, selection, scaling, and more; integration of clustering results as features; clear explanation of feature choices and their impact.\n", "\n", "* **Model Training (20%)**\n", " Appropriate selection of models; correct train/test split; reproducible code; logical modeling workflow with a solid baseline and improvements post-feature engineering. An iterative process.\n", "\n", "* **Evaluation & Interpretation (20%)**\n", " Use of relevant evaluation metrics; structured model comparison; use of feature importance or visualizations to interpret results; clear discussion of what the model learned and how it performed.\n", "\n", "* **Presentation (20%)**\n", " 4–6 minute video with clear delivery; structured narrative; visuals that support the explanation; confident, professional communication of findings and lessons.\n", "\n", "* **Bonus (up to +10%)**\n", " Extra work such as trying data science tools, creative visualizations, advanced hyper param tuning, interactive dashboards, and deeper business/ethical insights.\n", "\n", "* **Late Submission (-10% per day)**\n", " Assignments submitted after the deadline will receive a 10% penalty per day.\n", "\n", "

" ], "metadata": { "id": "hD9SZmagIjOV" } }, { "cell_type": "markdown", "source": [ "### **Additional Guidelines**\n", "\n", "- The first thing you should do is download a copy of this notebook to your drive.\n", "- Keep your dataset size manageable. If the dataset is too large, you can sample a subset.\n", "- Run on Colab (CPU is fine). Colab free is enough. No GPU needed.\n", "- You may use any Python package (scikit-learn, xgboost, lightgbm, catboost, etc.).\n", "- No SHAP required. Use `feature_importances`, and similar tools.\n", "- Make sure your results are reproducible (set **seeds** where needed).\n", "- Be thoughtful with your cluster features — only use them if they help!\n", "- Your presentation should tell a story; what worked, what didn’t, and why.\n", "- Be creative, but also rigorous." ], "metadata": { "id": "h3vpVHSxIUwI" } }, { "cell_type": "markdown", "source": [ "### Assignment High-level Flow" ], "metadata": { "id": "7lTH1B5b5c12" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "EK9fe2XygjgM" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "6kUonEv8Ipkp" } }, { "cell_type": "markdown", "source": [ "imports" ], "metadata": { "id": "acyYQrhPdEhB" } }, { "cell_type": "code", "source": [ "import os\n", "import random\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import seaborn\n", "import matplotlib.pyplot as plt\n", "\n", "# " ], "metadata": { "id": "H9ZazAMOc5jC" }, "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "source": [ "Set Seeds" ], "metadata": { "id": "TPaWKBWmdGNF" } }, { "cell_type": "code", "source": [ "SEED = 42\n", "\n", "random.seed(SEED)\n", "np.random.seed(SEED)\n", "os.environ['PYTHONHASHSEED'] = str(SEED)\n", "\n", "# " ], "metadata": { "id": "zBaCUY21dHeF" }, "execution_count": 2, "outputs": [] }, { "cell_type": "markdown", "source": [ "For Jupyter Notebooks" ], "metadata": { "id": "INAizD1WeZcf" } }, { "cell_type": "code", "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'" ], "metadata": { "id": "G0hg5eohd4s-" }, "execution_count": 3, "outputs": [] }, { "cell_type": "markdown", "source": [ "Warnings" ], "metadata": { "id": "UwSXkPGvecLK" } }, { "cell_type": "code", "source": [ "import warnings\n", "warnings.filterwarnings('ignore')" ], "metadata": { "id": "Nk9C78G3d7vp" }, "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "source": [ "

\n", "\n", "---\n", "\n", "

" ], "metadata": { "id": "evFmlLbzdgBj" } }, { "cell_type": "markdown", "source": [ "# **Part 1: Select a Regression Dataset**\n", "\n", "1. Choose a numeric & categorical tabular dataset. If you prefer, you may use open-source datasets; [Hugginface](https://huggingface.co/datasets?task_categories=task_categories:tabular-classification&sort=trending), [Kaggle](https://www.kaggle.com/datasets?tags=13302-Classification&minUsabilityRating=8.00+or+higher), etc.\n", "\n", "2. Avoid choosing a \"basic\"/\"small\" dataset.\n", " - 10K rows and more.\n", " - 15 features and more.\n", " - Numeric & Categorial features are a must.\n", "\n", "3. The Label (target variable) is numeric.\n", "\n", "4. Please submit your dataset [here](https://forms.gle/YYiRLXJnbwUfwuwc7), to share it with the class so everyone can see.\n", "And make sure your chosen dataset is unique using this [link](https://docs.google.com/spreadsheets/d/1M8uojrzhSyVnOlSAJpzCKxrhWdzPR77k4x8Kxvr8VDk/edit?usp=sharing).\n", "\n", " *Note: Due to their popularity, the following are datasets you may not choose.*\n", " > - Iris dataset\n", " > - Wine dataset\n", " > - Titanic dataset\n", " > - Boston Housing dataset\n", "\n", "5. Choose a dataset with a combination of numeric and textual values. This way you would have enough information to work on.\n", "\n", "6. Briefly describe your chosen dataset (source, size, features) and the question you want to answer." ], "metadata": { "id": "a_vsO0Q1IOMT" } }, { "cell_type": "markdown", "source": [ "Part 1 — Dataset Selection\n", "\n", "Dataset: Startup Investments Dataset\n", "Source: Kaggle — https://www.kaggle.com/datasets/justinas/startup-investments\n", "\n", "Size:\n", "\n", "~462,000 rows\n", "\n", "~40 features\n", "\n", "Feature Types:\n", "\n", "Numeric: funding_total_usd, funding_rounds, founded_year, etc.\n", "\n", "Categorical: country_code, category_code, status, etc.\n", "\n", "Text/textual: name, tag_list, description\n", "\n", "Target Variable (Regression):\n", "funding_total_usd — continuous numeric amount of total funding raised.\n", "\n", "Question:\n", "Can we predict how much total funding a startup will raise based on its characteristics?" ], "metadata": { "id": "GFaHgQJyKwa5" } }, { "cell_type": "code", "source": [], "metadata": { "id": "OI0MZzohKwfE" }, "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "Lgum4x_tKwjL" } }, { "cell_type": "code", "source": [], "metadata": { "id": "SWIrnfSLKwnE" }, "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "4t2QNyE6IPKS" } }, { "cell_type": "markdown", "source": [ "# **Part 2: Exploratory Data Analysis (EDA)**\n", "\n", "Use your EDA to tell the story of your data - highlight interesting patterns, anomalies, or relationships that lead you toward your classification goal. Ask interesting questions, and answer them.\n", "\n", "\n", "1. **Data Cleaning** : Check for missing values, duplicate entries, scaling/normalize issues, parsing dates, fixing typos, or any inconsistencies. Document how you address them.\n", "2. **Outlier Detection & Handling**: Identify outliers and decide whether to keep or remove them, providing a short justification.\n", "2. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n", "4. **Visualizations**: Use a set of plots (e.g., histograms, scatter plots, box plots) to illustrate **key insights.** Label charts, axes, and legends clearly.\n", "\n", "Tip: not necessarily in this order." ], "metadata": { "id": "6eLmNWJJIPS0" } }, { "cell_type": "code", "source": [ "# and more..." ], "metadata": { "id": "fUEbi2wOhssS" }, "execution_count": 5, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "w69eaRq6hr9K" } }, { "cell_type": "code", "source": [ "import kagglehub\n", "\n", "# Download latest version\n", "path = kagglehub.dataset_download(\"justinas/startup-investments\")\n", "\n", "print(\"Path to dataset files:\", path)" ], "metadata": { "id": "Qe5k-9DLK07M", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5ae16649-2088-4965-8cd6-776c6197c6a2" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading from https://www.kaggle.com/api/v1/datasets/download/justinas/startup-investments?dataset_version_number=1...\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "100%|██████████| 115M/115M [00:06<00:00, 18.0MB/s]" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Extracting files...\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Path to dataset files: /root/.cache/kagglehub/datasets/justinas/startup-investments/versions/1\n" ] } ] }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rwDMH3dyqnUl", "outputId": "e5724843-ffb3-4f90-ea55-672f0b3b2306" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import os\n", "\n", "dataset_path = \"/root/.cache/kagglehub/datasets/justinas/startup-investments/versions/1\"\n", "\n", "df = pd.read_csv(os.path.join(dataset_path, \"objects.csv\"))\n", "\n", "df.head(), df.shape\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "p70fmxk3rWFE", "outputId": "d1b031a8-ba93-47cb-8dc8-d5f12c485f07" }, "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "( id entity_type entity_id parent_id name \\\n", " 0 c:1 Company 1 NaN Wetpaint \n", " 1 c:10 Company 10 NaN Flektor \n", " 2 c:100 Company 100 NaN There \n", " 3 c:10000 Company 10000 NaN MYWEBBO \n", " 4 c:10001 Company 10001 NaN THE Movie Streamer \n", " \n", " normalized_name permalink category_code \\\n", " 0 wetpaint /company/wetpaint web \n", " 1 flektor /company/flektor games_video \n", " 2 there /company/there games_video \n", " 3 mywebbo /company/mywebbo network_hosting \n", " 4 the movie streamer /company/the-movie-streamer games_video \n", " \n", " status founded_at ... last_funding_at funding_rounds \\\n", " 0 operating 2005-10-17 ... 2008-05-19 3 \n", " 1 acquired NaN ... NaN 0 \n", " 2 acquired NaN ... NaN 0 \n", " 3 operating 2008-07-26 ... NaN 0 \n", " 4 operating 2008-07-26 ... NaN 0 \n", " \n", " funding_total_usd first_milestone_at last_milestone_at milestones \\\n", " 0 39750000.0 2010-09-05 2013-09-18 5 \n", " 1 0.0 NaN NaN 0 \n", " 2 0.0 2003-02-01 2011-09-23 4 \n", " 3 0.0 NaN NaN 0 \n", " 4 0.0 NaN NaN 0 \n", " \n", " relationships created_by created_at updated_at \n", " 0 17 initial-importer 2007-05-25 06:51:27 2013-04-13 03:29:00 \n", " 1 6 initial-importer 2007-05-31 21:11:51 2008-05-23 23:23:14 \n", " 2 12 initial-importer 2007-08-06 23:52:45 2013-11-04 02:09:48 \n", " 3 0 NaN 2008-08-24 16:51:57 2008-09-06 14:19:18 \n", " 4 0 NaN 2008-08-24 17:10:34 2008-09-06 14:19:18 \n", " \n", " [5 rows x 40 columns],\n", " (462651, 40))" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "df.info()\n", "df.isna().sum()\n", "df.duplicated().sum()\n", "df.describe(include='all').T\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "7lDjVxHdrzdv", "outputId": 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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df\",\n \"rows\": 40,\n \"fields\": [\n {\n \"column\": \"count\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"2809\",\n \"max\": \"462651\",\n \"num_unique_values\": 22,\n \"samples\": [\n \"462651\",\n \"106496\",\n \"126089\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"unique\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 4,\n \"max\": 462651,\n \"num_unique_values\": 31,\n \"samples\": [\n 4029,\n 85369,\n 2378\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"top\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 28,\n \"samples\": [\n \"2012-01-01\",\n \"dhawalarco\",\n \"2011-01-01\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"freq\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": \"1\",\n \"max\": \"443663\",\n \"num_unique_values\": 29,\n \"samples\": [\n \"41\",\n \"55584\",\n \"2\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.1137488084971177,\n \"max\": 892672.2091101068,\n \"num_unique_values\": 9,\n \"samples\": [\n 0.2651955793892156,\n 189.1597986387147,\n 0.1137488084971177\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"std\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.5242294375529722,\n \"max\": 17001196.984981585,\n \"num_unique_values\": 9,\n \"samples\": [\n 0.5685769183165938,\n 432.4034819015646,\n 0.5242294375529722\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"min\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"25%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": 45249.5,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 45249.5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"50%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": 143072.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 143072.0,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"75%\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 0.0,\n \"max\": 213868.5,\n \"num_unique_values\": 5,\n \"samples\": [\n 216.0,\n 2.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"max\",\n \"properties\": {\n \"dtype\": \"date\",\n \"min\": 9.0,\n \"max\": 5700000000.0,\n \"num_unique_values\": 9,\n \"samples\": [\n 9.0,\n 18200.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "source": [ "df = df[df[\"entity_type\"] == \"Company\"].copy()\n", "df = df.drop_duplicates()\n", "df = df[~df[\"funding_total_usd\"].isna()].copy()\n", "\n", "date_cols = [\n", " \"founded_at\", \"closed_at\",\n", " \"first_investment_at\", \"last_investment_at\",\n", " \"first_funding_at\", \"last_funding_at\",\n", " \"first_milestone_at\", \"last_milestone_at\",\n", " \"created_at\", \"updated_at\"\n", "]\n", "for col in date_cols:\n", " df[col] = pd.to_datetime(df[col], errors=\"coerce\")\n", "\n", "obj_cols = df.select_dtypes(include=\"object\").columns\n", "df[obj_cols] = df[obj_cols].apply(lambda s: s.str.strip())\n", "\n", "df[\"status\"] = df[\"status\"].str.lower()\n", "df[\"country_code\"] = df[\"country_code\"].str.upper()\n", "df[\"state_code\"] = df[\"state_code\"].str.upper()\n", "\n", "cat_fill_cols = [\"category_code\", \"country_code\", \"state_code\", \"city\", \"region\", \"status\"]\n", "for col in cat_fill_cols:\n", " df[col] = df[col].fillna(\"Unknown\")\n", "\n", "num_fill_cols = [\"investment_rounds\", \"invested_companies\",\n", " \"funding_rounds\", \"milestones\", \"relationships\"]\n", "for col in num_fill_cols:\n", " df[col] = df[col].fillna(0)\n", "\n", "print(\"Shape after cleaning:\", df.shape)\n", "print(df.isna().sum().sort_values(ascending=False).head(10))\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cFa5q8BZsWSn", "outputId": "85324ea3-af2f-416b-d153-25bbcc29405d" }, "execution_count": 10, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Shape after cleaning: (196553, 40)\n", "parent_id 196553\n", "last_investment_at 193970\n", "first_investment_at 193970\n", "closed_at 193933\n", "short_description 189422\n", "first_funding_at 165046\n", "last_funding_at 165046\n", "twitter_username 115962\n", "tag_list 115101\n", "founded_at 105326\n", "dtype: int64\n" ] } ] }, { "cell_type": "code", "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.boxplot(x=df[\"funding_total_usd\"])\n", "plt.title(\"Boxplot of Funding Total (USD)\")\n", "plt.show()\n", "\n", "df[\"funding_total_usd\"].describe()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 728 }, "id": "I7XAFv6guaYX", "outputId": "906ced64-5225-4936-b4ff-d0bf5b88abdc" }, "execution_count": 11, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 799, "height": 393 } } }, { "output_type": "execute_result", "data": { "text/plain": [ "count 1.965530e+05\n", "mean 2.101193e+06\n", "std 2.603485e+07\n", "min 0.000000e+00\n", "25% 0.000000e+00\n", "50% 0.000000e+00\n", "75% 0.000000e+00\n", "max 5.700000e+09\n", "Name: funding_total_usd, dtype: float64" ], "text/html": [ "
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" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Convert funding to million USD for clarity\n", "df['funding_musd'] = df['funding_total_usd'] / 1e6\n", "\n", "numeric_cols = ['funding_musd', 'funding_rounds', 'investment_rounds',\n", " 'invested_companies', 'milestones', 'relationships']\n", "\n", "# Summary table\n", "df[numeric_cols].describe().T\n", "\n", "# Mean vs Median\n", "stats_df = pd.DataFrame({\n", " 'mean': df[numeric_cols].mean(),\n", " 'median': df[numeric_cols].median()\n", "})\n", "\n", "plt.figure(figsize=(10,4))\n", "stats_df.plot(kind='bar')\n", "plt.title(\"Mean vs Median\")\n", "plt.ylabel(\"Value\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Distribution of Total Funding (M USD)\n", "plt.figure(figsize=(10,4))\n", "plt.hist(df['funding_musd'], bins=60, edgecolor='black')\n", "plt.title(\"Funding Distribution (M USD)\")\n", "plt.xlabel(\"Funding (M USD)\")\n", "plt.ylabel(\"Count\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Boxplot of Funding (M USD)\n", "plt.figure(figsize=(10,2.5))\n", "plt.boxplot(df['funding_musd'], vert=False)\n", "plt.title(\"Funding Boxplot (M USD)\")\n", "plt.xlabel(\"Funding (M USD)\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Distribution of Funding Rounds\n", "plt.figure(figsize=(10,4))\n", "plt.hist(df['funding_rounds'], bins=20, edgecolor='black')\n", "plt.title(\"Funding Rounds Distribution\")\n", "plt.xlabel(\"Funding Rounds\")\n", "plt.ylabel(\"Count\")\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "nKjk5Zr5vYCm", "outputId": "09f20be8-5984-4215-ce1d-bc2ebcbc57dc" }, "execution_count": 12, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" 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}, "metadata": { "image/png": { "width": 990, "height": 388 } } } ] }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# work only with funded companies\n", "df_nonzero = df[df[\"funding_musd\"] > 0].copy()\n", "q99 = df_nonzero[\"funding_musd\"].quantile(0.99)\n", "df_nz = df_nonzero[df_nonzero[\"funding_musd\"] <= q99].copy()\n", "\n", "# 1. Funding distribution (funded companies, trimmed 1% top)\n", "plt.figure(figsize=(10,4))\n", "sns.histplot(df_nz[\"funding_musd\"], bins=40, edgecolor=\"black\")\n", "plt.title(\"Funding Distribution (M USD, funded companies, <=99th pct)\")\n", "plt.xlabel(\"Funding (M USD)\")\n", "plt.ylabel(\"Number of companies\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# 2. Funding vs number of rounds (scatter)\n", "plt.figure(figsize=(10,4))\n", "sns.scatterplot(data=df_nz, x=\"funding_rounds\", y=\"funding_musd\", alpha=0.3)\n", "plt.title(\"Funding vs Number of Rounds\")\n", "plt.xlabel(\"Funding rounds\")\n", "plt.ylabel(\"Funding (M USD)\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# 3. Funding by category (top 8 categories)\n", "top_cats = (\n", " df_nz[df_nz[\"category_code\"] != \"Unknown\"][\"category_code\"]\n", " .value_counts()\n", " .head(8)\n", " .index\n", ")\n", "plt.figure(figsize=(10,4))\n", "sns.boxplot(\n", " data=df_nz[df_nz[\"category_code\"].isin(top_cats)],\n", " x=\"category_code\",\n", " y=\"funding_musd\"\n", ")\n", "plt.title(\"Funding (M USD) by Category (top 8)\")\n", "plt.xlabel(\"Category\")\n", "plt.ylabel(\"Funding (M USD)\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# 4. Median funding by country (top 8 countries)\n", "top_countries = (\n", " df_nz[df_nz[\"country_code\"] != \"Unknown\"][\"country_code\"]\n", " .value_counts()\n", " .head(8)\n", " .index\n", ")\n", "median_funding_by_country = (\n", " df_nz[df_nz[\"country_code\"].isin(top_countries)]\n", " .groupby(\"country_code\")[\"funding_musd\"]\n", " .median()\n", " .sort_values(ascending=False)\n", ")\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.barplot(\n", " x=median_funding_by_country.index,\n", " y=median_funding_by_country.values\n", ")\n", "plt.title(\"Median Funding (M USD) by Country (top 8)\")\n", "plt.xlabel(\"Country\")\n", "plt.ylabel(\"Median funding (M USD)\")\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "6NdSqLG772cP", "outputId": "2071b4ff-cf10-4522-d85e-6c0f7576fde8" }, "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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pPv/5z4/4b/PmzUPuYyoC3gDEWWedNeT+bNseEKS8//77B2331a9+tdKmqalJdHR0DLnPf/u3fxvw+JMZ8JYkadBgS59HH310QODR87xd2vi+PyAwftFFFw25P8dxxMqVKwf0c6IB7z//+c+VfbW0tAwbMAyCYEB55D/96U8D7n/llVcq9x155JET6tdYDBbwFkKIn/70p5Xb6+vrRT6f32Xbagl4RyIR8eqrrw7Z9n3ve9+A9o2NjUO+7n3fF/vss8+IgeT+AW8AYu7cuaKrq2vIPnz961+vtI3FYiKXy+3S5u23364ETmtra8W6deuG3J8QA19/y5cvHzQw3v8YARCf+tSnht3nWP3sZz+r7FvTNPH3v/99yLbPPfdcJegOQNx5552DtquGgHehUBgQyF+wYMGQAfqjjz660u6II44QjuMMud8vfOELlbbJZHLQ82q6At4vvfTSkG1/9KMfVdouW7Zs0DbZbFZEo9FKu2uuuWbI/W3btk00NzcP6MNgAe/TTjutcv9gEyeIiIiIiGYrGURERERERNPob3/7G26++eYR//Uv3zsddF3Hf/7nfw55fyQSwVlnnVW5/txzz+3SRgiBn/3sZ5XrV111FRobG4fc5+WXX44FCxaMs8fD+9CHPoQPfOADQ95/0kknYc6cOQDK5dxXr169S5v//d//xZYtWwAAsVgM//Ef/zHk/nRdxw033DDBXg907LHHorW1FQDQ1taGVatWDdn2z3/+M9ra2gCUS1Qfd9xxA+7P5/OVyw0NDZPaz/E4//zzsffeewMAurq6cNNNN81sh4Zx0UUXYb/99hvy/v7nBQB89atfHfJ1rygKPvaxj1WuD3YeDeab3/zmsKW2v/71r6O5uRkAUCwWcd999+3S5vvf/36lVP1VV12FxYsXD/uYxx13HE444QQA5bLiL7zwwrDtI5EIvvOd7wzbZqxuueWWyuXPfvazOOigg4Zsu3LlSlx44YWV6z/+8Y8ntS8TFQQB2tracPfdd+OQQw7BSy+9BACIx+O45557oGnaLtusXr16QDnvH/3oR9B1fcjHuP7661FfXw+gfM7fe++9k/wsRufTn/40DjjggCHvP/fccytl919//fUB70997r33XliWBQBobW3FlVdeOeT+GhoaBizXMJRqex8kIiIiIposDHgTEREREREBePe7310JAA+lf7Bp/fr1u9y/evVqbN26FQCgqirOPvvsYfenadqIbcbrn/7pn4a9X5IkHHjggZXrgz2fxx9/vHL5gx/8INLp9LD7PProozF//vyxdHNYkiQN+Pvcc889Q7btf99ZZ50FWR74c3fevHmVy6tWrcIbb7wxaf0cD1VVcc0111Su33jjjejp6Zm5Dg3j9NNPH/b+/ffff0zt3/GOd1Qu963pPRzDMAYEyYdqc+aZZ1auDzY54n/+538ql0d73r3nPe+pXH7qqaeGbfv+978fNTU1o9rvaPT29uL555+vXP/nf/7nEbf51Kc+Vbn8t7/9DcVicdL6M1aLFi2CJEmVf6qqYu7cufjEJz6BNWvWAAAOOeQQ/PGPf8SRRx456D76H8cVK1YMG/AHyhNz+k/AGG6SzFQa6f03kUhUJlwIIbBhw4Zd2vTv+xlnnDFsoB8AzjzzzBHb9H8f/MlPfjJsWyIiIiKi2YQBbyIiIiIimlZXX301RHl5pWH/rVixYlr7tXPQbjD9M0wHy8jrnwG6bNmyEQPEAPCud71rdB0co8l4Pi+++GLl8mGHHTaqxz300ENH1W60Pv7xj1cuP/TQQyiVSru0sW0bv/71ryvXP/GJT+zSZt68eTj88MMBALlcDgcffDA+97nP4Y9//GMli3K6nXXWWZXM6Vwuh+9+97sz0o+R9A9QD6Z/kDeVSmHu3LnDtq+tra1cHux1t7P9998f8Xh8xHb9z6Wds7EzmUxlkoOu67j22mvxL//yLyP++9///d/KPjZt2jTs4x988MEj9nEsXn755UpGejweHzZjuM+KFSsQi8UAlDOq+7Koq9HSpUtxzz33VM7LwfQ/jkccccSo9ts/eP73v/99/B2cgMn+PBnN50QikRjxXO0/ceQnP/kJDj30UNx8881Yt27diPsnIiIiIqpm6kx3gIiIiIiIqBqkUqkR2/Qvuet53i739y/DPtpM58nMiO5vsp9P/8zA4fSVIJ8s+++/Pw444AC8/PLLyOfzeOSRR3bJnnzkkUcqAaO+9oO5/fbb8Z73vAcdHR0oFAr48Y9/jB//+MdQVRUrVqzA0UcfjRNOOAHvfe97oSjKpD6PwciyjOuuuw4f/ehHAQA/+MEPcMkllwxbBn8mjPRa6ivNPJq2O7cf7HW3s/GcSzsvidDe3l657Loubr755lHts7+RMvAnu0T0zuefJEkjbiPLMubNm1fJoO7q6prUPo3Fueeei0QiAaCcxbxt2zasWbMGr776KgDgjTfewKGHHoo//vGPWLly5aD76P83GO3yDwsXLqxcnqnnP5OfJ8MF+U844QRcfPHF+OEPfwigXAXgb3/7GwCgqakJ7373u3HsscfiIx/5yKS/lxMRERERTSVmeBMREREREQGjCiaNpFAoVC5Ho9FRbdOXjTnZZur5jCYTd6z6Z2zffffdu9zf/7bBsrv77LvvvnjppZdw8cUXDwhI+b6P559/Hv/5n/+JE044AQsWLMBtt902Sb0f3qmnnlrJDC4Wi7j++uun5XHHYiyvpcl43e1sPOdSb2/vgPtyudyE++H7/rD3m6Y54cfor//5N5b3ieH+DtPp2muvxY9+9CP86Ec/ws0334xf/epXeOWVV/Dkk09Wgte5XA6nnnoquru7B93HeP4G1fD8q/nz5Ac/+AF+/etf71KNo6OjAw899BAuvvhizJ8/H6effjo2btw4tk4TEREREc0QBryJiIiIiGi3FIbhtD9m/2DvaMtkz+QauyOpludz9tlnV9bk/t3vfjcgOJbJZCplp2VZHnFt5qamJvzgBz9AR0cHHn/8cVx33XU48cQTkUwmK222bNmCCy+8EF/4whcm/bkM5t/+7d8ql3/yk59g8+bNU/ZYM3FeTNR4Xnt9mcV9+gcCk8nkqJZV2PnfHXfcMSnPZ7T6n39jOa+G+ztUg6OOOgq///3vK89vy5YtuPTSSwdtO56/wWQ//5k6Z6by/ffUU0/Fs88+iw0bNuDOO+/ERRddhH333bdyvxACDz30EN75zndWlgIgIiIiIqpmDHgTEREREdGs0L/860iZlsDkZHSOVf+SxqPNjBtpXeCZVF9fX7k82iDsVARrW1pacNxxxwEol/795S9/Wbnvl7/8ZaUc8HHHHTfi+tF9DMPAMcccg69//ev4n//5H3R1deF3v/sd3v3ud1fa/PCHP6yU+51KH/jAByqP6zgOrrvuulFvOxvOi4kaz7nU/7ULlCc69Mnn8zO2bvtY9H8/2bx5M4QQI24ThuGwf4dqsc8+++Cb3/xm5fpdd92FV155ZZd243lPXb9+feXyYM9/tpwz0/F5Mn/+fJx77rn4yU9+gn/84x/YuHEjrr322kpGeSaTwb/+67+OaZ9ERERERDOBAW8iIiIiIpoV+mfgZjKZEdsPFjyZagcddFDl8po1a0YVKHnmmWemsksTsmLFisrlZ599dlTbPPfcc1PSl49//OOVy/fcc8+gl/u3GStN0/CBD3wAf/rTn/COd7yjcvsjjzwy7n2ORf8s75/97Gd46623RrXdbDgvJurVV18dVeZq/3Ppne9854D7mpubB6xD///+3/+bvA5OkQMOOKCylnxvb++ojt1LL71U+VspioIDDzxwSvs4EZ///OexaNEiAOVA/Te+8Y1d2vR/Tx3tMevfbufXATB7zpn+z/2vf/3riO0LhUJlffTxmjdvHq666irceuutldv+8Ic/wHGcCe2XiIiIiGiqMeBNRERERESzwsKFCyuXX3zxxWHbtrW14amnnpraDg1i2bJlmDNnDoBy5uB99903bPvRtJlJxx57bOXyY489NmIA/6mnnsKGDRumpC+nnXZaZY3kp59+GuvXr8fbb79dCW6ZponTTjttwo9jGAbe//73V653dHRMeJ+jccwxx+D4448HUH5dXHPNNaPabsGCBZX1gtetWzdg3d/B9M+Ony1KpRJ+9atfDdvGdV088MADlet9FQH6+9CHPlS5/F//9V+T18EpkkgkcMghh1Suj6ak+u233165fOihh45p7e/ppus6vvrVr1au//a3v8VLL700oM173vOeyuUXXngBL7/88rD7tCwL999//6Db95kt50z/1/ADDzxQqWQxlAceeGDSAtOnnHJK5bLneUOusU5EREREVC0Y8CYiIiIiolnhsMMOq1y+7777hh3Y/9KXvjRicGAqyLKMf/7nf65cv/baa9HZ2Tlk+xtuuAFvv/32dHRtXD7wgQ+gpaUFQDl7sH9wameu6+LLX/7ylPUlkUjgwx/+MIDy+rL33nsv7r333kqZ5w9/+MPDrtfb09Mz6rV4+5cFbmxsnECvx6Z/lvc999yD1157bcRtkskkli1bBqAcKO+f8b6zF154AT/96U8n3tEZcNVVV6Gnp2fI+6+//nps2bIFQHm97rPOOmuXNpdeemklY/rhhx8e05rcW7duHVuHJ8lFF11UuXzzzTcPG/D9v//7P9xyyy2V65/5zGemtG+T4bzzzsOCBQsAlM/r/ucAUJ5EdPTRR1eu/8u//Muw7+1f//rXsW3bNgDlc+Pss8/epc1sOWfOPvvsSmnxTZs24dvf/vaQbTOZDK666qoR99nV1TWqx+7/HijLMurq6ka1HRERERHRTGHAm4iIiIiIZoUPfehDlYDmhg0b8KlPfQq2bQ9o093djXPPPRe//OUvYRjGTHQTX/rSlyrrxm7duhXHH3881qxZM6BNGIa48cYb8bWvfQ26rs9EN0dFVdUBmcb/9V//hSuuuAKu6w5o19nZidNOOw3PPvvslP7d+5csv/vuu8dUzvw3v/kNli5dihtuuGHAGr/9OY6DH/3oR3jwwQcrt5144okT6/QYHHrooZXMyjAMR71+eP+g3le+8pVBqxv87ne/w/vf//5KZutsous6Nm3ahPe///148803B9wXBAG+9a1vDVgP+sorrxxQtrrP4sWL8fWvf71y/Z//+Z/x5S9/ecggoO/7+MMf/oBPfOITA8pLT6dzzjmnUpbcdV2ccMIJWLVq1S7t/vSnP+HEE0+srEn9zne+c9Cgf7XRNA1XXnll5fpDDz20y0SPb33rW5WJCn/5y19w2mmnVYLafVzXxZVXXonvfe97lduuvvpqxOPxQR93NpwzqVQKl19+eeX6VVddhW9/+9sIgmBAu7Vr1+L4449HW1vbiJ8n73rXu3D22Wfjd7/73S7v433eeOMNnHfeeZXr733ve6v6c4qIiIiICADUme4AERERERHRaESjUXzjG9+oBADuvvtu/OEPf8Bxxx2HZDKJTZs24cknn4RlWXjHO96BE044ATfeeOO097O+vh633347PvrRjyIIArz00kvYb7/98O53vxtLly5FoVDAk08+iba2NgDAd7/7XXzxi1+c9n6O1qc+9Sk89thj+M1vfgMA+M53voPbb78dxx57LGpra7F582asWrUKpVIJe+21Fz784Q9Xgk6yPLlzrE844QQ0NDSgs7MTq1evrtze0NCAE044YcTt33zzTVx22WW47LLLMH/+fBxwwAGVDO6tW7fir3/964DSveeccw6OOOKISX0OI7nuuuvwyCOPVDLXR+Piiy/Gj3/8Y7S1tSGbzeLoo4/GkUceiWXLlqFUKuH555+vTLq44447cP75509R76fG6aefjnXr1uG5557DsmXLcNRRR2Hx4sXo7e3Fk08+ifb29krbo48+GldcccWQ+7r66quxfv163HnnnRBC4MYbb8QPf/hDHHLIIVi8eDGi0Sjy+TzWr1+Pl19+ubIe9kxluOq6jvvuuw/HHHMMOjs7sXXrVrznPe/BgQceiBUrVgAoL/HQvxR4Y2Mj7rvvPmiaNiN9HqsLLrgA//7v/45NmzZVsrzvvffeyv1HHHEE/uM//gOXXXYZAOCRRx7B/Pnzcdxxx2HevHno6enBqlWrBqzHfeqpp+JLX/rSkI85W86ZK6+8En/84x/x9NNPQwiBr3zlK/j+97+PY445BvF4HOvWrcNf/vIXBEGAww47DIsXLx7wt9uZ53m47777cN9998E0TRxwwAHYa6+9kEwm0dPTg7feegvPP/98pb1pmrjhhhum46kSEREREU0IA95ERERERDRrXHrppXjjjTdw2223AQC2bds2YN1eADj88MPx4IMPzmjp5lNOOQX3338/PvWpTyGXyyEMQzz55JN48sknK20Mw8APfvADvP/976/qgLckSXjggQdw/vnnV9bGzWQyeOihhwa0W758OR5++GHcddddldsGy7KdCFVVccYZZ+BHP/rRgNvPPPNMqOrwP2/j8TgkSaoEkjdu3IiNGzcO2laWZXzmM5/BTTfdNCn9HosDDjgAZ5xxxoB1iEeSSqXwyCOP4IQTTkBXVxeEEHjqqacGZK3quo7vfe97OO+882ZdwFvTNDz88MM47bTT8Ne//hWrVq0aNMv5gx/8IO6///5hXwuSJOGOO+7AwQcfjKuvvho9PT1wXRf/7//9v8p68INtc+SRR07a8xmr5cuX46mnnsKZZ56JF154AQDw0ksv7bLeNVDO7P7lL3+JxYsXT3c3x03XdXzlK1/B5z//eQDltaivueYaLF26tNLmy1/+MmpqavCv//qvyOfzcBwH//u//7vLvhRFwb/8y7/gxhtvHDYze7acM7qu43/+539wxhlnVJ5ve3v7Lu8PRxxxBB588MEB2fKD6b/sg23bePbZZ/Hss88O2nbRokW4++67ccABB0zwWRARERERTT2WNCciIiIiollDlmX89Kc/xWOPPYYPf/jDmDNnDjRNw5w5c3Dcccfh9ttvx5NPPom5c+fOdFdx+umn47XXXsNXvvIV7LfffojH40gkEli+fDkuvvhivPDCC/j0pz89090cFcMwcN999+H3v/89/umf/gmtra3QdR1NTU048sgj8cMf/hB/+9vfsM8++wzIkE6n05Pel0984hO73DZSOXOgfDza29tx11134aKLLsLhhx+OxsZG6LoOXdfR0NCAI488EldccQVeeeUV3HzzzTOWIXvttddWSjiP1jvf+U6sWbMGX/3qV7H//vsjHo8jGo1i6dKl+PznP48XXngBn/vc56aox1OvpaUFTzzxBG6//Xa85z3vQUtLC3RdR3NzM0455RQ8/PDDePTRR4csYb2ziy++GBs2bMDNN9+Mj3zkI1i0aBHi8ThUVUVNTQ32339/nHnmmfjJT36CDRs2VCoczJSlS5fi+eefxwMPPICPfexjWLhwIaLRKKLRKBYuXIgzzjgDv/rVr/D888/PqmB3n09+8pOV9+0wDPHv//7vg7Z58803cf311+Ooo45CU1MTNE1DbW0tDjzwQFx66aV4+eWXcdNNN43q/Jkt50wymcTvfvc7PPTQQzj55JMxZ84c6LqOlpYWvPe978XPfvYzPP7442hubh5xXy+++CKeeuopXHfddTj55JOxdOlSxONxyLKMeDyOvffeG6effjruuusurF69etorXBARERERjZckxlInjYiIiIiIiGgYRx55ZCVT9q9//SsOO+ywGe4REREREREREe3OGPAmIiIiIiKiSbFhwwYsXrwYQRBA13XkcjlEIpGZ7hYRERERERER7cZY0pyIiIiIiIgmTAiBL37xiwiCAABw6qmnMthNRERERERERFOOAW8iIiIiIiIa1lVXXYXvf//76OrqGvT+9evX49RTT62sc6woCr785S9PZxeJiIiIiIiIaA+lznQHiIiIiIiIqLpt3LgR1113Hb785S9j//33x7Jly5BKpVAoFLBmzRq88MILlcxuAPj617+OQw45ZAZ7TERERERERER7Cga8iYiIiIiIaFR838cLL7yAF154YdD7TdPEN7/5TWZ3ExEREREREdG0kYQQYqY7QURERERERNUrm83iN7/5Df785z/jH//4Bzo7O9HV1YUgCFBbW4t99tkH733ve/HJT34Szc3NM91dIiIiIiIiItqDMOBNRERERERERERERERERESzkjzTHSAiIiIiIiIiIiIiIiIiIhoPBryJiIiIiIiIiIiIiIiIiGhWYsCbiIiIiIiIiIiIiIiIiIhmJQa8iYiIiIiIiIiIiIiIiIhoVmLAm4iIiIiIiIiIiIiIiIiIZiUGvImIiIiIiIiIiIiIiIiIaFZSZ7oDVB1KpRJeeeUVAEBDQwNUlS8NIiIiIiIiIiIiIiIiIpocvu+js7MTALD//vsjEolMyn4Z1SQAwCuvvIJDDz10prtBRERERERERERERERERLu55557DitXrpyUfbGkORERERERERERERERERERzUrM8CYA5TLmfZ577jk0NzfPYG+IiIiIiIiIiIiIiIiIaHfS3t5eqTjdPzY5UQx4EwAMWLO7ubkZra2tM9gbIiIiIiIiIiIiIiIiItpd9Y9NThRLmhMRERERERERERERERER0azEgDcREREREREREREREREREc1KDHgTEREREREREREREREREdGsxIA3ERERERERERERERERERHNSgx4ExERERERERERERERERHRrMSANxERERERERERERERERERzUoMeBMRERERERERERERERER0azEgDcREREREREREREREREREc1KDHgTEREREREREREREREREdGsxIA3ERERERERERERERERERHNSgx4ExERERERERERERERERHRrMSANxERERERERERERERERERzUoMeBMRERERERERERERERER0azEgDcREREREREREREREREREc1KDHgTEREREREREREREREREdGstMcGvLdt24ZHH30UV111FU488UTU19dDkiRIkoTzzz9/xO3Xr19faT/afwsXLhx0X8cee+yo90FERERERERERERERERERGXqTHdgpjQ1NU37Y+6zzz7T/pg0vWw3QKbowHJ8+KGAKkuIGirqYgZMXZnp7hHRTnjOEhERERERERERERHNbntswLu/+fPnY9myZfjDH/4w6m3mzp2LV155ZcR23/rWt3DvvfcCAM4777xh2x5yyCH4+c9/Puo+UPUoOj7asja6Cg5sN0AodtwnS4CpW6iPG2hJm4gZPO2IZhrPWSIiIiIiIiIiIiKi3cMeO4p/1VVXYeXKlVi5ciWampqwfv16LFq0aNTba5qGd7zjHcO2CYIAjz/+OAAgkUjg1FNPHbZ9LBYbcZ9UfXK2h7UdvchZHsQg94cCKDoBLMdCzvawpCmBlKlNez+JqKz/Oev4IfKOB8cLEIYCsizB0BQkDQ2WE/CcJSKaRqy6QURERERERERE47HHBryvvfbaKX+MP/3pT2hrawMAnH766TBNc8ofk6ZX0fGxtqMXWcsbsa0AkLXKgbblzUlmjRLNgL5zdmu+hO6Ci3zJg+uHu2R4d6kOkhENth8AAM/ZWYiBM6LZg1U3iIiIiIiIiIhoIjhiNIXuuuuuyuWRypnT7NSWtZEbRbC7v5zloS1rY0lTYop6RURDacvalX9FJxiyKkPJC+F4DizXRxgKpEyN5+wswcAZ0ezCSjlERERERERERDRR8kx3YHfV29uL//7v/wYALFy4EEcfffTMdogmne0G6Co4gw7ODkcAlUAMEU0f2w2wZXuwuzBEsLs/AaDgBGjL2tiStXnOzgI528Pq9jw2ZiwUnYHBbmBH4GxjxsLq9jxy9tgmLBHR5OpfKWc078l9lXKKjj8d3SMiIiIiIiIiolmCqU1T5MEHH4RlWQCAT3ziE5AkacRt1qxZg8MOOwyvv/46SqUS6uvrcfDBB+O0007DWWedBU0bfzbL5s2bh72/vb193PveU2WK4w9al9wQmaKDVj06yb0ioqFkig7aesqZ3WNRdAK09djINPKcrWZcYoJo9mGlHCIiIiIiIiIimgwc4Z0i/cuZn3vuuaPapqOjAx0dHZXrW7ZswZYtW/Db3/4W3/72t/Hggw9i+fLl4+rPvHnzxrUdDc1y/F2yB0crEAIWs5NmFa4HPPvlLA/dlrtLFmFUV6ApMmSpnAHsBSGsfpNZBIBuy0XO8tBaM61dpjFg4IxodplopZzWmig/f4mIiIiIiIiICAAD3lNi48aNeOKJJwAARxxxBPbee+9h28uyjPe+97046aSTcOCBB6Kurg69vb34+9//jltuuQWrV6/Ga6+9huOOOw7PPfcc5s+fPx1Pg0bgjzfaPUnb0/ToWw+4PVtCZ6GEkhcgDAFZBiKagoZ4BM3pCNcDngVyJReuHwIor+WcNDVENQVeGKLkhnC3T2SIGQrSpgbLC5C3vXIQ3BfIldwZfgY0FAbOiGYfVsohIiIiIiIiIqLJwujMFLj77rshRHnYfTTZ3b/+9a+RTqd3uf2oo47C5z73OVx44YW488470dHRgUsuuQS//vWvx9ynTZs2DXt/e3s7Dj300DHvd0+myiOXqZ/K7Wnq5WwP/9iSw4ZMAb2lAAXHR8nvF/BWFWQKLrZki1hQF8d+c1NImeNfeoCmlggFQgFENBl1MR29jo+3uorIFFy4QVhppysy6uI6GpMGmlMRdBVcOH4IwUkqVYuBM6LZh5VyiIiIiIiIiIhosjDgPQV+8YtfAAAMw8AZZ5wxYvvBgt19NE3Dbbfdhr/+9a94/fXX8fDDD2PLli2YO3fumPrU2to6pvY0sqihVkogj5UilcthU/UqOj5e2ZzFmvZedBUcZG0PluujX1wUigxEdRVpU0PRCREKgYPm1zDTu0oZmoK4oSBlatictbExYw16/rpBiPZcCR35EubXRdGaNpGzPRgaM4CrFQNnRLMPK+UQEREREREREdFkkWe6A7ub5557DmvWrAEAnHLKKcMGs0dLVVV88pOfrFzvK5dOM2siazdHdBl1MWOSe0ST6e2uAla357EhU8TmrI3e0sBgNwAEIdBb8rE5a2NDpojV7Xm83VWYmQ7TiNKmhtaaKDZnbazvGjzY3V8ogPVdFjZnbbTWRFFj6tPTURozBs6IZh9WyiEiIiIiIiIiosnCgPcku+uuuyqXR1POfLT23XffyuUtW7ZM2n5p/ExdQX3cwFiHWyUA9fHxB8tp6tlugLe2FbExY6Hb8iBGiIUJAXRbHjZmLLy1rTju0so0tVJRHUEYYlO3NabtNnVbCMIQiSjL1VcrBs6IZp++SjnjwUo5RERERERERETUHwPek8jzPNx///0AgMbGRnzgAx+YtH1LEgfjq1FL2kRqjEGwVFRDS9qcoh7RZNias/F2poAe2xvTdj22h7czBWzN2VPUM5oIXZHh+CFSkTGesxENjh/CUPiRWa0YOCOafVgph4iIiIiIiIiIJgtH7yfRY489hkwmAwA4++yzoaqTN4D+2muvVS63tLRM2n5pYmKGiiVNCaSjGiQArh+iq+hgS9bCpu4itmQtdBUduH4ICUA6qmFJU4JrPFe5zl4HHTlnxMzunQkBdORcdBacqekYTUiv4yMIBRqTEdRGNYw0j0iSgNqohsZkBEEo0Mt1nqsWA2dEsw8r5RARERERERER0WRhwHsS9S9nft55503afn3fx89+9rPK9aOPPnrS9k0TlzI1LKqPwdRlZG0XvbYH1xcIBeD6AgXbQ9Z2YeoyFtXHkDJZFrna5WwXBXd8wc2C6yFnuZPcI5oMluMjYWowNBlNqQha0yYSERU7J24rMpCIqGhNm2hKRWBoMhKmBosB76rFwBnR7MRKOURERERERERENBmYZjpJuru78dhjjwEA9t9/f6xYsWJU261atQoHHXQQ0un0oPd7nocLL7wQq1evBgCcfPLJmDdv3mR0mSZJzvawoauIiKpg3zlJZIou8iUXbgDoCpCM6KiL6QiFwIauIlRFZtC7yvmhQBCOb9sgLG9P1ccPBSKqgqZkBO1ZGzFDRSKiouSFcIIAYQjIMmAoCiKajFCU13ZuSkYQURUe1yrXkjaRsz1krdEvRcDAGdHM6quUs7ajFznLw3DvshLK5ywr5RARERERERER0c722NGip556CuvWratc7+rqqlxet24d7rjjjgHtzz///GH3d//998N1y1mdY8nuvvPOO3HKKafglFNOwbHHHot99tkHyWQShUIB//d//4dbb721Us68sbER3//+90e9b5p6RcfHW50FOEGI7qKLbXkHRccfMGAroYSYoaIxaaA2puOtzgKWcrC2qpmaAl2R4e4U9TZUGYosQZaAUABBKOD4u7YxNWaLViN1+yLPMV1Fa20U3QUX+ZIHVZGgqzsmoQghIFCu3lAb1xFRlQHbU3Vi4IxodkqZGpY3J9GWtdFVcGC7AfrPL1IkCRFdRn3cQEva5DlLRERERERERES72GNHjG677Tbceeedg9739NNP4+mnnx5w20gB775y5oqi4JxzzhlTXwqFAu69917ce++9Q7bZf//9cf/992PRokVj2jdNra05G7YTYH2miPZ8acg1n0u+i27LRXMygoV1MWzN2VjcmJjeztKo1cR01CV0tGdLkCQgqiswFBmBEHD9EG5QLnsd0WTEdAVOEMJyAwgB1MV11Mb1mX4KNIiooVYmK0RUBS1pE/W+gbzjwfEChKGALEswNAVJQ4Ou7qh1rkgSogyyVD0Gzohmp74JK601UWSKDizHhx8KqHL5vbcuxqUHiIimk+0GfD8mIiIiIqJZhSO9k2Dt2rV49tlnAQDHH3885syZM+ptr7jiCqxYsQLPPPMMXnvtNXR2dqK7uxuGYaCpqQmHHHIITj/9dJx66qlQFP6wrCa2GyBne1ifKaItVxqxvRCotIvoMmw34GBBlaqN6ZiXNtFTcBAzVNhegK15B70lb0BZa1WWkIhoSEdV1EY1FBwfrTUmakwGvKtReYDOQtEJKrfpqox61Rhx24guoy42cjuaeQycEc1epq6gVY/OdDeIiPZYRccfcuKgLAGmbnHiIBERERERVSVJiKFyUmlPsnnz5sra4Js2bUJra+sM96j6bc3Z+PuGHqze2jtkZvdgJAlYPieBgxbUoDnFtWOrke0GeH59Bqvbe/Hi5iw6e51hj7EkAQ0JAyta01jenMAhC+sYUKtSazt6sTFjDVvuemcSgPl1USxpYlUGIiIiIto95WxvzEvDpExtmJZERERERES7mqp4pDxyEyIaTKHkoSM/fCB0MEIAHXkHVsmfmo7RhJm6gsakgZqohlREw0grN0sAUhENNVENjUlmj1azlrSJVHTHwJzrh+gqOtiStbCpu4gtWQtdRQduv7XZU1ENLWlOTiEiIiKi3VPR8bG2oxfZEYLdACAAZK1ycLzo8DctERERERFVB9agIhqnrO0hX/LGtW2+5KHHdie5RzSZvECgx3bRWmsiZWrYmi+hs9eB0y8QGlFl1CcMzElGkDBV9NguvIBFM6pZX7nrf2zJ4c1tBeRKHlw/3KVcY5fqIBXRsLgxjiVNCZZsJCIiIqLdVlvWRs4a22/bnOWhLWuzChIREREREVUFjuATjZPjBeMObnqBgOMFIzekGWG7AXpLPpqSJjZ3W9AUGYsbYthnTgIiBAQEJEiQZcAPQji+AATQlDTRW/K5PvssEDdU1MV1+KFAEHoI+53LiiwhppfvjzPQTURERES7MdsN0FVwxrTkD1DO9O4qOGitifK3DxERERERzTiO5BONkyRLkCUMyAz1gxCWF8APQoRCQJYkqIqMqKZAVXasIKBIEiR5pELZNFMyRQe2GyCmq1jYEIPrhfD8ELYfwHYDBKGALEswdQWmqkNTZeiaDENRUHJDZIoOWvXoTD8NGkRfucac5SFl6qiN6Sg6ASzPRxACigxENRUxQ0EQAp29DtwgxPLmJLO8iYiIiGi30/fbZzz424eIiIiIiKoFR++JxikV0aGrMkpeCC8It2f2+vBCMWBdb0kCemUJpq4iEVGhKTI0VUIqos9c52lYluMjFIAqS4gZOrqLLjIFB+35Emw3qExmMHUFzckImtMmaqM6HC+EHwpYXMuuavWVaxQA7O1VFjRFQq1mQJIAIQA/DFFwdgz6sVwjEREREe2u+n77jEcg+NuHiIiIiIiqAwPeROOUimqojep4O1NEd9GF44WDloETAnADAc/24PgBamM6WlIRpKLatPeZRscPBVRZgq7IeLuziPZ8CUIApqbC1Aa+bWZtH7lSL5qTESysiwEoB72p+gxWrtH1Q3QVPThegHB75r6hKUgaGnS1XJWB5RqJiIiIaHc10d8u/O1DRERERETVgAFvonGqixloTBp4s6uAkheO2F4AKHnlUueNSQN1MWPqO0njosoSDK0c7G7LlUZsLwQq7RY1xKCyXH1V6l+useQH6C64yJc8uH44IKtFloAu1UEyoqE2riOislQ9EREREe2eJvrbhb99iIiIiIioGjDgTTROpq4gZiioiepwvRA9tjeglPnOJAmoMTXURHXEDIWZolUsaWpYt62A9vzIwe7+2vMlpKMaFtbHpqhnNBF95RqLro/2rI2iE0AAiOoKNEWGLAGhALwghOUGcDwHluujOW0ipqss1zjL2G6ATNGB5fiVqg1RQ0VdzOD7LxEREdF2UUOtfA8eK0Uqf78iIiIiIiKaafxlQjROthvAUBXUx8uZ2jFDRdb2YLk+gn4J34oMRHUVaVNDPKKiPm7AUBXYbsCgS5UyNQXZESYwDEYIIGt7iGo8rtXIDwVKfoD2rA3LDZCKaohqCrwwRMkN4W4PisYMBWlTg+UFyNse2rM2WmujLNc4SxQdH21ZG12Fckb/ztn7pm6hPm6gJW0ixgFaIiIi2sOVJwNaKDrBmLeN6DIrlxERERERUVXgSC/ROGWKDgolH/Nrogi3R1QSERUlL4QTBAhDQJYBQ1EQ0WQIALVRHfNroiiWApZHrmK9jg8IQAIGXZd9KBLKG/Q6PlJRfWo6R+OmyhK6Cy6CUKA5FUGv4+OtriIyBRduv1kquiKjLq6jMWmgORVBpuCiu+BiaWN8BntPo5GzPazt6EXO8gY9d0MBFJ0AlmMhZ3tY0pRAytSmvZ9ERERE1cLUy5O4Lcca82+f+jgr5xARERERUXVgwJtonCzHhxsIhCLEooYYUkUN2/IOhPChq3KlnSyVM7wbkwZqYzocL4QfCpZHrmKW4yMZ1ZAveSj0y3RQZQlKvzXqglAMyPqNGQqSUY3HtkppiowgDFEb07E5a2NjxkIogLihImGqUCQJgRBwvBDtuRI68iXMr4uiNW2i5AfQFHnkB6EZU3R8rO3oRdbyRmwrAGStcnB8eXOSmd5ERES0R2tJm8jZ3qi+R/VJRTW0pM0p7BUREREREdHocYSXaJz6Ap1+KBA4AdKmjmREQ7flolDy4AUhNEVGPKKhNqpDliRY29cM7r89VR8/FIioCprTJtqzNrxAQJaAkhfC8vwB2fumJiMUgKZIaE6biKgKj22V0hQJDYkIVm/NY1O3jbq4gZSpQojysQ3CEJpSLmc+RzKQs31s6rYBAPvOSUJTpREegWZSW9ZGbgyDtACQszy0ZW0saUpMUa+IiIiIql/MULGkKTFspZw+EsrB7iVNCU4aJCIiIiKiqsFfJ0TjpPbL9LX9AFuyNvIlD4osQZVlyBLgBSHyJRubui0kIxpq4zoiqrLL9lRd+o5NTFfRlIxgc4+FrXkH+ZIHv9/SdpoiIRFR0Zgw0JQ0EdPVAdtTdREAgjBEpuBgr4YYSm6ADRkLnb0OHH9HSXNDldGQMDAnGcFeDTG0Z234jSEEJzJULdsN0FVwxlSGEyi/JroKDlproizHSURERHu0lKlheXMSbVkbXQUHthug/9dfRZIQ0WXUxw20pE0Gu4mIiIiIqKrwFwrROEUNFbJUXq+5PWuj2C97Gwh2ae94DizXR3PaRNLQEOUAQdXqf2w78iW4vkBMVyFJEvwgRCgEZEmCqsiIagpcX6AjX4IsSzy2VcxyA3iBwJLGBNZtK+DNzgIGi2E7fojNPTbasjYWN8SxtCkBNxCwvXDXxlQVMsXyoOx4lNwQmaKDVj06yb0iIiIiml36Mr1ba6LIFB1Yjg8/FFBlCVFDRV2Ma3YTEREREVF1YlSGaJzqYgZkuYD2rD1gneehCAAFJ0B71kaqWUNdzJj6TtK4DHZsVUVGcog1nHlsZwfL8SEA5G0P7Tl7xGxgAaA9Z6MxYSBlaihybfaqZTn+oJMXRiMQAhaP7axiuwEH4YmIiKaQqSucDEhERERERLMKA95E42TqCnRFgjXGrELLDaArEgflqxiP7e5JliXkLBfrM0XURHVEtABFN4DjDSzXKEuAoSmI6QpMTcH6TBGJiAaZpeqrlj/BcvMT3Z6mR9HxhyyzKkuAqVssszrLcTIDERERERERERGNB0cDicbJdgNENAVzkhG05Uqj3m5OMoKIpsB2Aw7eVike292TpsjIFFz4ISBBIKKVA9peIOCFIcIQkGVAk2VoigQBwAsEBIBMwYGm8JhWK3WCkxEmuj1NvZztYW1HL3KWN2h1hlAARSeA5VjI2R6WNCWQMrVp7yeNDyczEBERERERERHRRAxen5eIRpQpOiiUfCysi6ElFYE0QrxEkoCWVAQL62IolsoZTFSdeGx3TyUvgOUFkIBKMNsNRDmYoimIGeUAuCwBbiAqwW4JgO2FKHkse12tooaK8casFamcQUrVq+j4WNvRi+wQwe7+BICsVQ6OcxmC2SFne1jdnsfGjIWiE+yyPEHfZIaNGQur2/PI2d7MdJSIiIiIiIiIiKoWR3iJxslyfLiBQChCLGqIIRXVsC3vIF/y4AU7Rms1RUIyoqExaaA2psPxQvgh14ytZjy2uyc/FIjqCgqajJIXVm4PBBAEQ4fRDE2Gacgse13FyuWOy8GysYroMupixhT0iiZLW9ZGzhpbkDNneWjL2ljSlJiiXtFk6D+ZYST9JzMsb04y05uIiIiIiIiIiCo4UkQ0Tn3BLz8UCJwAaVNHXUwvl1T1fAQhoMhAVFMRMxQEIWA5QSU7jcGz6sVju3syVAUxQ0VtKNBddOF44bDZohLKwe7amI6YrsJQWdK8Wpm6gvq4AcuxRswA7k8CUB/n2sDVzHYDdBWcMR1XoBwc7So4aK2J8vhWMU5mICIiIiIiIiKiycCAN9E49V/zVQCwvXJmoaZIqNUMSBIgBOCHIQqDZB1yzdjqNdixdf0QThAgDAUggCAE/NCD44fQVXnI7al6mJqMZESD44WojxvoLfmwXR9eKCB2Wi9WlSWYuopERIWulLczNa4CUs1a0iZytjeqTNE+qaiGlrQ5hb2iicoUy2s6j0fJDZEpOmjVo5PcK5oMnMyw57Dd8nIvluPDDwVUubyURLk6B48hEREREREREU0cA95E49S3ZuzOybxeIOAFww/Oc83Y6tb/2Jb8AN0FF/mSB9cPBxxvWQJ0tRwMrY3riKgKj20VixoqGhIGLNeHcIDamA4/osLyAvhBiFAIyJIEVZER1RSoSjnAHTMUNCQNHtcqFzNULGlKYG1HL3IjrPUsoRzsXtKUYFnkKmc5/i6fs6MVCC4xUc04mWH3V3R8tGVtdBXKx3rn71CmbqE+bqAlbfK9mIiIiIiIiIgmhCMLROPENWN3X33Hdluvg/asjWK/cuX9hQIoeSEcz4Hl+mhOm2hMGDy2VaouZiAd1eAGZuW4qoqMpDJ45raEcrC7OW0ibWo8rrNAytSwvDk5ZIBFkSREdJkBlllkoktEcImJ6sXJDLu3nO0NOwEpFCgvFeNYyNkeljQlkDK1ae8nEREREREREe0eONJLNE5cM3b3ZeoKEhEVL2/ODihHH9UVaIpcyf72ghCWWw6GF5wAW3M2FjfEeGyr1I5zNkBrbXTIzH1FkqCpUiVz31QVnrOzSF+md2tNlCV0dwMTXSKCS0xUL05m2H0VHR9rO3pHtcSEAJC1ysHx5c1JTkQiIiIiIiIionHhiALRBHDN2N1XRFWQMDQUnQBJU0NUU+CFIUpuCHd78CxmKEibGiwvQN72kDA0RFQG0qpZ3zkrrPLlet9A3vHgeOX12WVZgqEpSBpaZW12nrOzlyqX124PRd/a7DPdIxqroZYPGQ0uMVHdOJlh99WWtZEbw3djAMhZHtqyNpY0JaaoV0RERERERES0O+MoINEEcM3Y3ZPtBui2XOzdEEdtTMemHgtvdRWRKbhwg7DSTldk1MV1NCUN7NucRE1UR7flwnYDZpBWqZ3PWV2VUa8OXqqc5+zsVHR8dPaW0FP00GO5KLo+ghBQZCCmq6iJOqiJaWhIRHhcZwEuH7L7Gmwyg+uHI05CAjiZoZrZboCugjOm6kdAOdO7q+CgtSbK71BERERERERENGYcKSKaoJ3XjPWDELIkQ5IAIQAhBBRF4pqxs0im6KDkBtBVGQXHR3fRRcHxAQhoSv+MMoGC40MrSqiJ6uX1oV2BTNFBqx6dqe7TCLjO8+4rb3tY31XE5h4LHXkH+ZIHL9hxcDWlXKq+KWmgtcbHgvoY14ytclw+ZPfVfzJDyQ+GXGZCloAu1aksMxFRFU5mqGKZYvlzdTxKbsjvUEREREREREQ0LhzFJ5oEfVmjjQkDm3os5CwXjiegqxLSMR3zaqJIRfWZ7iaNkuX40FQZb3UWsTVXQiqqoSaqo7fkw/J8+AGgKkBUU5E0VQRCYGPGguuHWNQQg+X4M/0UaARc53n3U3R8vNVVwGtb8mjPlyAGiY56gUCm6KLbcpG1PIQQWNLIDP5qx+VDdk99kxk6e/Noy9ooOsGgkxpCAZS8EI7nwHJ9tKRNLKhjFnC1shx/XEsQAEAgBL9DEREREREREdG4cISXaBIUHX/QbFHbE3DyDnpLPrNFZxFZktBddLGt4EDXZGSLHrK2hyAIAUkql2B1gbzlobMgI21qiEdUbCs4SEU11MeZdTZbmLrCTLLdRHvWxmtb8mjLlUZsKwQq7eK6ir25ZmxV4/Ihu6/amI4gFCiMomS9AFBwAgShQG2MkwirlT/eaPckbU9EREREREREeyaOBBJNUM72hh2EDwVQdAJYjoWc7WFJU4IldKueQKbgQpEkdORK6LG9QbNFAQBeiILjo8bU0JiMIFNwITdNa2eJ9nglN8DbmSLa8yMHu/trz5fwdqaI1pooIswWrWpcimD3lLVcNCUisN1gyMoMfSQJaE5G0JSIIGu5qOPksqqkytLIjaZweyIiIiIiIiLaM3E0kGgCio6PtR29oyqzKgBkrXJwfHlzkoPxVazkhyh5PrblS+jud2xTERWmrkCWJYShgO0GyJV8CIFKO0OTYfvjW7uSiManq1BCW489bLBsMEIA7T0ldBVLaNVjU9M5mjRcimD3YrsBtvU6cIPyciCpqIZteQf5kgcv2HEya4qEZERDY9JAbUyH44XY1uugJc2y5tUoaqjlSjjjSNRWpPK5TEREREREREQ0VhxRIJqAtqyN3BjWFAWAnOWhLWtjCUvoVi0JEvIlHz22B1WW0JAwkDJVeIGA5flw/RCaKqE+YaA5HUHO9tHZ66DH9pCyPUhgdhLRdNrW6yBrj+29uE+P7WJb3kFrDQPeswWXItg9ZIo7MvUDJ0Da1FEX08tVcTwfQQgoMhDVVMQMBUEIWNvX+RZuiEzR4eugCpUnnlgojqJM/c4iuoy6GDP3iYiIiIiIiGjsGPAmGifbDdBVcIZdS3QwAkBXwUFrDTOTqpUfCjheiLiuoLUmirzj4R9tebRlbZT8sNIuospoSZuYXxfFksY4NnVbcLyQ608STbOC4w/ICB0LLxAoOP4k94iIRmI5fiULWACwvXKAVFMk1GoGJKlchcEPw13W+A6EgMXztiqZuoL6uAHLscb0HVkCUB9nlQaiamG7AaupEBERERHRrMKAN9E49WUmjUeJmUlVzfEDxCMK6uIa3ugoYHV7HqEAwlAgEOUBeEkC7DDA211FbMgUsbw5iaVNcZT8EA5LmhNNKzHWWuaTvD1NLw7C7x6GmhzmBQJeMPLnKCeXVa+WtImc7Y1qyZ8+qaiGlrQ5hb0iotEoOj7asja6CjuqcPSRJcDULdTHDbSkTS7RRVRF+P2YiIiIiAFvonHrn5k0VsxMqm6aLKExYeDVtjxWt/fC8QW8IIQfhhiQriQBqixDU2Ssbu+FqSt4R0sSmsyS5kTTydQntmasqfPr0GzAQfjdizrBz8qJbk9TJ2aoWNKUwNqOXuQsb9hMbwnlYPeSpgTPW6IZlrO9Yc/bUKC87IRjIWd7WNKUQMrUpr2fRLQDvx8TERER7cBvO0TjNNHMImYmVa9UVEfRCbG6vReBEPCDEKEQUGUZslRe41tAQAhU7lcVCavbe7GoLo50lAM/RNOpIW4gqiu7lD1WZQlKv6BYEIpd3nujhoyGONeMrXYchN/9RI2JTVSJctC2qqVMDcubk0MOwiuShIgucxCeqEoUHR9rO3pHVZlBAMha5c/l5c1Jnr9EM4Tfj4mIiIgG4i8TonFiZtLuS4QCOduF7foQQiAWUSGjHCwLhEAYArIsQZHKwbQQgB+EsF0fOduFCHlsiabTnJSJ5pSJddsKAABdLU9OKXkhLM/ffs4ChqLA1GSEAnD9sLxt0sScFMvoVjMOwu+eyiU2LRSdsS8DEtFl1MU4UaXa9WV6t9ZEWWaVqMq1ZW3kxrAMAQDkLA9tWRtLmhJT1CsiGgq/HxMRERHtit9yiMaJmUm7r27LRdb20JSMIFN04AcClifgBgHCfgdcliXoioKIJiGilQff87aHjOVgL8Rn8BkQ7VlMXcHixhi29Zbg+CEKJR9Z24Pl+gjCHe0UGYjqKtKmhnhEhaHKWNwYY8ClynEQfvdk6grq4wYsxxq25PXOJAD1cQZKZxNTV9CqR2e6G0Q0BNsN0FVwxvReDJSDaF0FB601Ub4nE00zfj8mIiIi2pU80x0gmq0mkpXCzKTq5ngBekvlgHc6aiBf8lHy/AHBbgAIQ4GS5yNf8pGOGmhKRpAreXC8sWerEdHELKqPY3FDHD2Wi81ZG70lHxCApkiVfxBAb8nH5qyNHsvF4oY4FtVzcko1m+ggvO3y/biataRNpMa4DEgqqqElzaoMRESTJVMc/+dlyQ2RKTqT3CMiGg6/HxMRERENjimmROPEzKTdl+0FSJs61m7rRURTsPf2IFrO9uD1C3prsoSUqaEmqkNVJGzusbCkMQGbAe9Zw3YDllndjdTGdSyojcIPQlhOANsP4XhBpaS5rsiIajKihoIFtVHUxvWZ7jKNYDIG4ZlZWr36Sl4Pt/5kHwnlYPeSpgRLcRIRTSLL8cdVtQwAAiFgOf7kdoiIhsXvx0RERESD42gR0QS0pE3kbG9U6yb1YWZS9ZMlCaoiQZFlbO6xkTJ1NCYiaEhE4AYhgkBAUSToigwJQL7kI5d30ZSMQFUkyBLX8K52RcdHW9auzHDvP8gnS4CpW6iPG2hJmwyszBJtWRu5oocF9TGoioz1XUUUsjZsN4CAgAQJSkRCTUzHwvoY5taYyBVZ1q/acRB+95cyNSxvTg75nqxIEiK6zPdkIqIp4o/3g3aStieiseH3YyIiIqLBccSIaAKYmbR7SpgqugsuamMaZAnY3GOjPWcjosrQVBmSBAgBeH6Ikh/CUGW01phIRzV0F10kTB7fapazvWHP2VAARSeA5VjI2R6WNCWQMsdWcpemV19Zv2zJQ0fOhiLLWFhXDmqX3LCSvR/RZWiyDNsN8Hp7Hk0pE3pB5tqTVWywQXTXD5F3vO3Z+wKyLMHQFCQNDboqj7g9VZ++71OtNVFW3SAimmaqPLHJuhPdnojGhpNUiIiIiAbHqAzRBO2cmeQHIWRpR1BUiHI2MDOTZo+YpiJqqNjYbSGqK5hbY6Kn6MLzwwHtVEVGja6gJqYjoinoLnpYUBtFXGdwtFoVHR9rO3pHVZVBAMha5eD48uYkz90qlik6yFoe2rM2Ck4AIEAPPER1BZoiI6JIOyYyuG5lu1DY0FWZZf2qWP9B9JIfoLvgoqfoIlvaHvAWArJUDninIxpqYjpq4zoiqrLL9lT9TF3huUhENM2ihgpZwrgyRhWpPDGJiKYPJ6kQERERDY6/TIgmQV9mUk1Uw1tdRXQXHbiegK5JqI0Z2Ks+hvpEZKa7SaMUQmB+XRSvbulBZ2+5dP3y5iTCUMD2QwRhCEWWYaoyZFlCV8HFhowFQwXm1dXDF+HID0Izoi1rIzeGJQgAIGex7HW1sxwfnb0Ois7Atewstxz8HkrRCdCZd2DVs6xfteobhO91fGzMWNiaK8FyfchyefkIWQK8UMDxPWSLLrb1OpiTimB+XRRJQ+MgPBER0QjKVTSsXb5HjUZEl1EXM6agVzRVbDdgNZVZjpNUiIiIiAbHbzlEkyBTcPD61jzWZyz0FN2d1gMuYt22AhbWRbHPnCTq4hwQqHpCQk1UwwHzarClx4YfhFjdnq+sKyrLQBj2rfWsoCaqoyUdQUuNiZqoBklwxnQ16it7PdZxAQGgq+Cw7HUVs70Q+dLwy0oMRgDIlzzYHiepVKu6mAFZLmBDpohNGQuyLCFuqAiEgOuHcANAkQFDlaFIEtwgxMZMEQICB7SmOQg/y3AQnoho+pm6gvq4AcuxxvRdSgJQH+f782xRdPxKVbq+37V9yr9rLValmyU4SYWIiIhocPwWSzRB7Tkbf30zg7e7iggFENUVRFS5MuPWC0K0ZUvYmiuhI+/g8MV1aE6ZM91tGoYsS+jqdXDI/FrI6MGf12yDFwweECs4PrKWh/csa8Q759dgc4+FfZsZ8K5GmWJ5cGc8Sm7IstdVzPEDuP74gtaeL+D443td0NQzdQWyBHTkbJi6AtsLsDXvoLfkDVh/UJUlJCIa0lEVpq5ga87GinlpDsLPEhyEJyKaWS1pEznbG9WyP31SUQ0taf6unQ1ydnmZppw1+ATRytI/joWc7WFJUwIpk8t0VStOUiEiIiIanDzTHSCazTIFpxLsTpoaWlIRxAwFYShQ8kKEoUDMUNCSiiBpani7q4i/vplBpuDMdNdpWAI1UQ3/aM/C1GUct6wBy+YkETUG/jCMGSqWzUniuGUNMHUZ/2jPojauAWPOM6XpYDn+uMq+AUAgBCyHZa+rlSpLUMa5Fp0scx27ama7ASQAC+ri6Cq65Uoqljsg2A0AfijQY5Xv7yq6WFgXh7R9e6puOdvD6vY8NmbKmUo7v0/3DcJvzFhY3Z5Hzh7bshRERDSyviW60lENI30rkgCkoxqWNCU4CWkWKDo+1nb0IjtEsLs/ASBrlYPjRf72qWotaROp6NgmJXCSChEREe3u+OuEaAJe35pHe9ZGcyqCXsfHW11FZAou3H7ZwLoioy6uozFpoDkVQVvWxutb8zhi74YZ7DkNJ26oCEIJGzI2LMdHQ9LA0jlxLG2Kw/IC+L6AqkqIagoglctdv91ZRNRQMb8mjjgHfqrSzgGy6d6epk7MUJGMaMgU3TFvm4xoPGer2NacjZztIh5RkIpo6OodflkCCUAqoiEeUZCzXWzN2VjUEJ+u7tIY9R+EH0n/QfjlzUkGWYiIJlnK1LC8OTlkxQ1FkhDRZVbcmGXasjZyY8jcB4Cc5aEta2NJU2KKekUT1TdJZbjM/T4SysFuTlIhIiKi3R2/6RCNU85y0ZYtoSamY3PWxsaMNWj2qBuEaM+V0JEvYX5dFK1pE1uyJeQsF6moPv0dpxEFoYDt+VAVGaahorPXxZaeElKmClNXocoS7JLAtnwJOduHrpbbqYoM2/MxRPVzmmETzeJlFnD10hUZjUkD3ZYLMYZ5CZIENCYNaAqPbbXKlzxszTl4o6OAlhoTKVPD1nwJnb0OnH5l7COqjPqEgTnJCCK6ghc35rC0KYF5tcwGrmYchCciqi59QbTWmigyRQeW48MPBVRZQtRQt68dzHLIs4XtBugqDD9ZcDAC5UndrTVRHu8qxkkqRERERAPx2w7ROG3usRBCYHPWxvoua8T2oUCl3aK6GDb3WAx4V6msXV4btsbU0G15SERkBGEIxw9hF10ICEgol1BORzUocnl1iBpTQyAEsvbYs0xp6kUNFbKEcZU1V6TyIB9VJ02VUR/X0ZyMoC1XGvV2zckI6uMGNJUDedXK9ctrdhfdAG91FlEb1bGgLor5tVGUvBBBGEKRZUQ0GZIE5CwfbbkSglBga74El+uzV63BBuFdP0Te8eB4AcJQQJYlGJqCpKFBV8uftRyEJyKaeqauoFWPznQ3aIIyRWfcy7uU3BCZosPXQZXjJBUiIiKiHTh6TzROJS9A1vKwMTNysLu/jRkLKVNDyeMgfLXyQwHHC9GYjAAAemwPiiwjqsuDtpekcrC7MRlByQ1Z+rpKlX/sl9eIHauILqMuZkxBr2gy1MUMtGVtLKyLAQDa86VhM70lqRzsXlgXgySBx7aKWW6ATKE8iSgIBToLDjoLDuKGCkOToUgSPD9AzvZQ2Gmtye6iC4treFet/oPwJT9Ad8FFvuTB9cMBE5NkCehSHSQjGmrjOiKqwkF4IiKiUbAcf1yTfQEgEAIW1/GeNThJhYiIiIgBb6Jx80OBbXlnzD8gQwFsyzsIGBStWoaqQFEkeIFAUyqCmKEia3uw3IHlyhUZiOoq0qaGeESFFwhoigSD2aJVydQV1McNWI41prJ+EoD6OGfGVzNTV1AT1dHWY2NRQwypqIZteQf5kgcv2HG0NUVCMqKhMWmgNqbD9UI0JE0e2yrmhwKB2HWdiILjo+CMtC0nIFWzvkH4ouujPWuj6ASDvjeHAih5IRzPgeX6aE6biOkqB+GJiIhGMNHvQfweRURERESzCQPeROPkeDuyzsaqu+gyw7uKmZqMZEQrrxEbCsQMFaauoOD4sN2gUkLX1BXEDRWyJMHxygGZZEyHqQ2eCU4zryVtImd7yI5hzdhUVENL2pzCXtFk6Du2OctD2tRRF9NRdAJYXnmiiiIDUU1FzFAQhIDlBDy2s4CpKYjrKnKlsQc347rGyQxVzA8FSn6A9qyNwigqbwgABafcvrU2ykF4IiKiEaiyNKPbE9HE2W7AcvVERESjxIA30TgJSAixa9bZqLYV5VWgqTpFDRUNCQOW66PH8pApurBdH7IsQZYkyBLg+yFsL0BXrwNTV5GIqKiJamhIGlzruYr1rXG2tqMXOcsbNtNbQjnYvaQpgRiPadUb7NhqioRazYAkAUKUM34LTsBjO4ukTB21cR15xx+2TP3OJAmojWtIRfSp6xxNiCpL6C64uywzocoSlH4D7EEoBgS3i065/PnSxvi09ZWIiGg2ihoqZAnjKmuuSBJ/1xLNoKLjoy1ro6tQXgZo5yV/TN1CfdxAS9rkb1oiIqLt+IlINE4JQ0UyoqG7OPpM0T7xiIoEv5BWrbqYgXRUQ69joLNQLossBIBg8JECr+TB1GXUxg2kTY3rAVe5lKlheXNyyB+PiiQhosv88TgLDXZsvWBHME2RJMQMhcd2FklFNcxNmchZHrrHUJmhxixvl4pqU9g7mghNkWG5PgTKE4x0VYYslcuXW56PMARkGTAUBaYmIxSA64cQAGzPh6awmgoREdFwyhmg1i6Ty0Yjosv8XUs0Q3K2N+wk/VCUJ4FajoWc7WFJUwIpk797iIiIONJLNE7xiIrGhIEeyxtz1lljwkA8wtOvWpm6gkRERc5yURPVocnyqNbwzlku9m1OsKzULNCXDdxaE2V5sN0Mj+3upS5moLnGRK/rA7DQYw//mStJ5WD3vLoommtMDtRWMU2RYGoKbC+EpkgolPxRfdZ6gYCpqtBUVsohIiIajqmXJ3pajjVsZaudSQDq4/zOTDQTio6PtR29o1qGTQDIWuXg+PLmJCd0ExHRHo+fhETjFDVULKiLIWt72JpzKrcrEiD3K8UZhmJAYnBT0sCCuhjLg1W5iKogpqvI2yXEjHLJ8pIXwgmCAVlnke1ZZ44XojaqI6JyUGA2MXUFrXp0prtBU4DHdvdg6grmpk3kbQ8yJMQKzohB0fq4gcakgblpkwO1VcwLBBqTBnodHx250pCTGYIQ6C35KDg+akwNTakIGpI6PH98y8oQERHtSVrSJnK2N6rgWZ9UVENL2pzCXhHRUNqyNnJjOF8BIGd5aMvaWNKUmKJeERERzQ57bC3Abdu24dFHH8VVV12FE088EfX19ZAkCZIk4fzzzx/VPu64447KNiP9u+OOO0bcn2VZ+M53voOVK1eitrYWsVgMy5Ytw6WXXooNGzZM7AnTpKuLGWhIGNhnThJzUgZ0RYKuSIhoMiKaDHP7/xFNrtw3J1Vu35AwmHVWxWw3QLflYmFdDM2pCNwghO2FiOoyGuMRtKQjaIxHENVl2F4INwjRnIpgYV0M3ZYL2x17yTgiIhpcS9pES9rEnHQE8+tM7FUfw8K6GObWRNCcimBuTQSL6mLYqyGG+XXldn3bUPWyvQBNyQh0WUb3KKrlCAF0Wx50WUZTMgLbY8CbiIhoJH3Vj9JRDSPVRpEApKMaljQlmClKNANsN0BXwRlTRQagnOndt6QXERHRnmyP/Qbb1NQ0010YYN26dTjppJOwdu3aAbe//vrreP3113HbbbfhnnvuwYc+9KEZ6iHtbEd5sADL5iTR2VtCV8FFV28JvY6PIBRQZAkJQ0V9IoL6uI6GRAS1UZ3lwapcpuigUPIhSxIWN8QwJx1BptdBW66ErqINPwBUBUhFNCyoNVGXMBDbXpbV8cvbM7N0drDdgGWviapc30AtAJiqgrQZouB48IKwUnFDU2TEDQ2GKiPFgdpZwdQUbOqxkIiqWFgfxcaMhXCY0T1ZAubXRZGIqugsOFjaGJ++zhIREc1iKVPD8uYk2rJ2JSjW/zNXkSREdBn1cQMtaZPfoYhmSKY4/qB1yQ05FkVERHs8fosFMH/+fCxbtgx/+MMfxr2P3//+92hpaRny/tbW1iHv6+3txQc/+MFKsPvCCy/EmWeeCdM0sWrVKnzrW99CPp/HGWecgaeffhorVqwYdz9pcrWkTXTkSyi6HnodH0XHQ68ToOCUS60qMgBIMHUPhiYjanhoTkWYdVblLMdHKFDOzFdl9JY8+KGALAGKJANyCEWSIUmAHwqEQQjd1OAFAiU/hOX4M/0UaARFxx9ywEeWAFO3OOBDVEV2HqjtW06iDwdqZx9NkbA1W0K+5KM1bSJlatiWd5ApuHD71as3VBm1MR2NSQMJQ0VXrwvPE9ivJTmDvSciIppd+iYQttZEOeGXqEr1jUWNRyAEx6KIiGiPt8eOBl511VVYuXIlVq5ciaamJqxfvx6LFi0a9/6WLl2KhQsXjmvb7373u3jjjTcAAN/5zndw2WWXVe5717vehWOPPRbHHHMMLMvCJZdcgscff3zc/aTJVxNV0dXr4Ld/34KCG8DQZGiKDEWWEIQCXmDh716IuK7g1IPnYuWCmpnuMo3ADwUiqoyIpuBvb/fg1fYcghCIGyoMTYYiSfD8ALkeD2u2FqDIwDuaU3jn9mPrj/cXCk2LnO1hbUcvcpY3aKmwUABFJ4DlWMjZHpY0JZAytWnvJxENxIHa3YsXCNheAMcP0Z4rIWlq2Ks+hnm1JkpuWDm2EV2GJsuwvADtuRJCAdi+D8/nZy0REdFYmbrCDFCiKjXRsSSORRER0Z5ujw14X3vttTPdBQCA53n4wQ9+AABYvnw5Lr300l3aHHHEEfjkJz+JW265BU888QT+9re/YeXKldPdVRpEe4+Nx1/vwsZuG/vOTaEtZ6Mz76Do+JCk8nqTuiqjtdZES8rExu5y+xMUFXvPScx092kI5eCJguff7sFLW3KV2wuOj4Kza/sgRKXdIYtqoMojrY5GM6Xo+Fjb0Yus5QEAXD9E3vHgeAHCUECWJRiagqShQVdlZK1ycHx5c5IZo0RVggO1uwcvCBHVVRSdcpWNrOUhCw9RXYGmyIgo0o4JSK5b2U4CYGoqvIBreBMRERHR7mOiY0kciyIioj0dR+9n2KpVq5DLlQNl5513HmRZHrTd+eefj1tuuQUA8PDDDzPgXQVcN8DLbVn88m+bkHc87N0Qx75zklBbJZTcEF4ooG3PTPJ9gfWZIp7fUMBLG7NoTkcwrzYKg5loVakmpmN1ex6vtucG3K5IgNzvB0QYCgT9JtC+2p5DU8rAu/aun66u0hi1ZW3kLA8lP0B3wUVP0UW2tD3gLQRkqRzwTkc01MR01MZ15Kzydn1rCBMR0cT5oUBtXIfl+ig4O9YqtNwAwNBrF8YMBbVxnRksRERERLRbiRoqZAnjKmuuSOWqV0RERHsyfhLOsKeeeqpy+Zhjjhmy3SGHHIJoNArLsvD0009PR9doBFt7bbywMYte10d93EDW8vCX7k5oqgxdlaHKMvwwhOuH8PwQiYiG+riBTNHFCxuzOGRBDebXxWf6adAgJAAbuy0EYfmyqkiQUC6/Ws4EBmQZ0GQZuiJBAPADgSAsb/duTqqtSrYboKvgoOD62JixsDVXguX68EIB0e8HpVTykS262NbrYE4qgvl1UXQVHLTWRFkumYhokqiyhIiqoDltoj1ro+gEgy4z0UdCOdjdnDYRURVmsBARERHRbqW8RJOFojP05M+hRHQZdTFjCnpFREQ0ezDgPUkuuOACvP766+jq6kIymcTee++N973vffjsZz+LuXPnDrnda6+9Vrm8bNmyIdupqoq9994bL7/8MlavXj3m/m3evHnY+9vb28e8zz3d251FvLixBw1xA0UnQKbgIBxmqDZn+6iLG2iIG3h5UxZvdxYZ8K5SW/Ml9BRdKBKgyBJsL0DRDWAo5ckMulZen73kBciVQsR0BaamIAgFskUP7bkS6uKRmX4atJNM0UHW8rAhU8SGjAXHK5+xhipDkaXKTOogFHD8EJ5dzgQXENBVGZmiwzLKRESTpC+DJaaraK2NorvgIl/y4PrhgKwWRZKgqRKSEQ21cR0RVWEGCxERERHtdkxdQX3cgOVYw04E3ZkEoD5ucII+ERHt8ThSNEkef/zxyuVMJoNMJoNnn30WN954I2666SZcdNFFg27XF4iOxWJIp9PDPsa8efPw8ssvo7OzE47jwDBGP3Nv3rx5o25Lo7Ot4MANBIpOgM5CacT2IcT2dpHK9lSdcpYLTVVgaDK6iy6ihopFCQMCQMkL4AUCEU1GXVyHBKDH9pAveaiN6VBVGTnLHekhaAZYjo+2nI2NGQuOHyJqKDAUGbIMhCEgUP6hKMtALFTgBCEsN8DGjIWYoWJxfWymnwIR0W6jfwZLRFXQkjZR7xvIO9uXmQgFZLm8zETS0KCrO5b9YQYLEREREe2OWtImcraHrOWNeptUVENL2pzCXhEREc0ODHhP0F577YWPfvSjeNe73lUJKr/11lt46KGH8OCDD6JUKuEzn/kMJEnCpz/96V227+3tBQDE4yNn+sZiO4IthUJhTAFvmnx+ECIMBTJjDFxnCg5MzYQfhFPUM5oo1y/PpVUVCQvrYugt+Xirq4gtWQsld8dxi+gy5qajaEmZaIwbKLr+gO2putheiK3ZEoJQoC6mQUCC54ewSj5KXlhZwzuiyYjqKiKaAlOTkbd9bM2WYHs8Z4mqge0GyBQdWI4PPxRQ5XK2bzmAyqyG2WKwDBZdlVGvDv/9lhksRERERLS7ihkqljQlsLajFznLG3HJn1RUw5KmBGKsfkRERMSA90SceuqpOO+88yBJA9cQXLlyJc444ww8+uij+OhHPwrP8/ClL30Jp5xyCubMmTOgbalUzgzWdX3Ex+sf4LZte0x93bRp07D3t7e349BDDx3TPvd0EU1BwfWHLWM+mBACBddHRONAbbXSVQl+INAQj2BjxsKrbXk4fgA/HBjwLHkhNmQsbM05eEdLEvProig4PnSV64pWI8v10et4qInq8MIQXb0ldFse8rYHr98EFE2RkTQ11EY11CcMpKM6eh0P1vYJDUQ0M4qOj7asja6CA9sNBpS9liXA1C3Uxw20pE0O+MwSzGAhIiIiIhooZWpY3pwc8rePIkmI6DJ/+xAREe2En4gTkEqlhr3/Qx/6EK666ip84xvfgGVZuP322/G1r31tQJtIpFze2nVHLoHsODsyiU1zbAN9ra2tY2pPI0tGNBjjDGyaqoJkRJvkHtFkSUQ0NMR1vLY1j9VteciyhKiuIAxlBAIQApAkQJEAWZYgAPyjLYcQAvs2J5Hgsa1KQgikIxqKXoANGQvtORtikPkqXhAiU3DQXXRQdAMsqIsiHdEhBmtMRNMiZ3vDZjmEAig6ASzHQs72sKQpgZTJ9+JqxwwWIiIiIqJd9X1Pbq2JsroVERHRKMkjN6GJ+PSnP13JAH/iiSd2uT+RSAAolygfSbFYrFweTQl0mlpNSQMHtNaMa9t3tKYwJxWZ5B7RZGmM64AEvN7eCwEgDAWCUABSucy5pkpQFQmQgCAUCEMBgXJ7AGhIjlyxgaZfXFeRjunYkLHQlh082N2fEEBb1saGjIV0TEOcARaiGVF0fKzt6EV2hIAoAAgAWascHC86rMowG/RlsMyviyJmKJB3mkuoSBJihoL5dVEsb05yIgMRERER7TFMXUFrTRRL5ySxb0sKS+ck0VoTZbCbiIhoEBy9n2KNjY2oq6tDV1cXtmzZssv9ra2tePbZZ1EsFpHNZpFOp4fcV19Z8oaGBq7fXQVMXcOK1jT+srZrTKWOo7qKFa1pljSvYk4g4PohhCTQP7oiBIbN8hVSeTvXYyZwNdJ1GRFNQUe+NOD2tKnB1BXIsoQwFLDdAFl7R3ndjnwJEU2BoXKOGNFMaMvayI2h5DUA5CwPbVkbS5oSU9QrmkzMYCEiIiIiIiIioong6P002HmN7/723XffyuU1a9YM2c73fbz55psAgOXLl09e52jcgjDEXo0xnHxgM9Sd05GGoMoSTj6wGXs1xsoZw1SVNnVbCMIQezeOrZLC3o1xhKHApm5rinpGE1FyQtiuj72bElBlCXPTJlbMS2NxYxz1cQPJiIb6uIHFjXGsmJfG3LQJVZawd1MCtuej5IUjPwgRTSrbDdBVcEbM7N6ZACrr3dHswQwWIiIiIiIiIiIaD2Z4T7HOzk50dXUBAFpaWna5/93vfnfl8hNPPIHDDz980P08//zzlZLmRx555BT0lMYqaqgQIXDU3vUAgMdeakfJDxCEgOg3NC9BgiIDEVXBBw9sxlF710OI8vZUnQquj7ZsCQvrYgCAddsKCIeJdcpyOdi9sC6GLVkby1xmFFajoutj9dZeLKiNYkljHJu6y6XN87aHEOV12YUozwRLmhqa0yYOWlAD1w+wpr0XB7SmZ/gZEO15MsXxB61LbohM0UGrHp3kXtFUsd2AGd5ERERERERERDRmjLhNsVtvvbVSAvmYY47Z5f5jjz0WqVQKuVwOd955Jy6//PJBM8LvuOOOyuVTTz11yvpLo1cXM7BJt9BbCnHMkgbMr4ni5S05vLSpB5nijtKrDTEd+89L44C5KSyqjyEQAhFNQV2MZemrlQQJThCiM+9gYW0M6aiOrdkSOvIlOP6OyHdEk9GYiGBOOoJ0RENn3oEThJAwuox/ml5eIMplyYWA5fjw/BApU4OuyCj5IQIhoEgSIpoMU1Pg+SEsx4cqS9BUGZ7PqgxE081yfIy3IEqw/Vyn6ld0fLRl7UpWfv9jLkuAqVuojxtoSZuIccIgUdXgJBUiIiIiIiKqFhwxGqf169ejp6cHBx100JBtHn30UXzzm98EAJimiQsuuGCXNrqu4wtf+AKuu+46rF69GjfccAMuu+yyAW2eeeYZ3H777QDKQfOVK1dO4jOh8TJ1BfVxA5YTwAkDLKqPYmFdFEcurkeP5cLzQ2iqjJqojvq4BgBwwhCGXN6Og0DVK24oiOoqeks+NvfYqI3pWDYngYX1MdhuAD8IoSoyTF1BRJVhuQE299gIBJCIqEhwML4qyZLA0sYk3urqRVfBhSJLKHkB8o4PxwsQopzd7Qblc1MAeLuriLq4jn0ak5AlBryJpps/SLTb9UPkHa983oYCsizB0BQkDQ26Ko+4PVWXnO1hbUcvcpYHAUBTJBiyXKm64Ychik4Ay7GQsz0saUogZWoz3W2iPRonqRAREREREVG12WN/fT711FNYt25d5Xpf2XEAWLdu3YCMagA4//zzB1xfv349jjvuOLzrXe/CySefjAMPPBCNjY0AgLfeegsPPvggHnzwwUp29w033IC5c+cO2pfLLrsMDzzwAN544w1cfvnlWLduHc4880yYpolVq1bh+uuvh+/7ME0TN91008SfPE2alrSJnO0ha5WDY24QImmqqI1pACQAAn4o4PiArsrQZSAV1dCSNme45zScmpiBhriOguMjEEBnwQVQDmbrqoyIppQzB90AHXmnsp0kAQ1xHemYPlNdp2GkojpkuQA/DFFwfGzsthCGAqauQFVkyAA8ALbloj1rQ5YlzK+NIh1VIckCqSiPK9F0U+UdFTNKfoDugot8yYPrh7sEWLpUB8mIhtq4joiq7LI9VZ+i41eC3RFdgSIBRSdAvuQgCAFFBqKairihIBBAzioHx5c3JxlEI5oh/SepOMNMQLKcgJNUiIiIiIiIaNrssSNFt912G+68885B73v66afx9NNPD7ht54B3n2eeeQbPPPPMkI8TjUbxve99D5/+9KeHbJNIJPDYY4/hpJNOwtq1a3Hrrbfi1ltvHdAmmUzinnvuwYoVK4bcD02/mKFiSVOiMuizc2YZIEFT+i6Vg91LmhIcpK1yc9Mm5tVGkbU8dFs7ytNbjo+StyN4Eu6UOVhjaphXG8VcTmioSilTgxcI5EsBspaHqK4gCMvZg46/o+yxIkswdRWKDGQtD0lTgx8IpDlYSzTtooYKWQJ6HR/tWRtFJ8BgOduhAEpeCMdzYLk+mtMmkoaGKD9vq1pb1kax5CNqKOguutiWd5AvefCCHUdZUyQkIxoakwZqYzqKpXJm6ZKmxAz2nGjP1DdJZWu+NKoJSLYfAAAnqRAREREREdGU46/OcTr44INx991345lnnsHzzz+P9vZ2dHV1wfd91NTUYL/99sN73/tefOpTn6pkfg9n7733xgsvvICbb74Zv/rVr7Bu3Tq4rot58+bhpJNOwhe/+EUsWLBgGp4ZjVXK1LC8OVkp6+cHIWRpRylOIQQURWJZv1kkFdUxr9bEtt5y9nZh+xqwXiC2Z7AAsgxosgxdKQfA44aKplQE82pNZgJXKSGArO2ip+jCUGWEnoAXBvDDEEHQrx0EZACaosBQZfQUXWRtb9zrCBPR+NXFDMhyAe1ZGwUnGLG9AFBwArRnbaSaNdTFjKnvJI2L7QbIWi40RcbbnUW050sQg7zPeoFApuii23LRnIxgYV0MPZYL2w24PAzRNGvL2pV/o52AFIYCKVPjJBUiIiIiIiKaUnts5O2OO+7YpWz5WCQSCZxzzjk455xzJq1PsVgMl19+OS6//PJJ2ydNj75M78aEgU09FnKWC8cT0FUJ6ZiOeTVRBkFnmaVNSXTmXWiKhK5eB+15B91FB26/rDNdlVAbM9CcNFCfMNCcNLG0KTmDvabhWG4ANxCQJMCulN6UYcoy5B2rECAU5aBZGArYXgBDk+EGISx35GAbEU0uU1egK9KYzz/LDaArEgOiVSxTdBAKgfWZItpypRHbC4FKu8WNcWSKDlr16FR3k4i2s90AW7YHu8cyAaktayNpamitifI9mYiIiIiIiKbMHhvwJppMRcffJcPb0MqDsz1FF70lnxnes0xd3MCB89PIrHZQcHzUmBqSERWuH1bWFdVVGYokoeD4aEmbOHB+GnVxZhNWq1zJhSJJSEV0WK4PP5RgbK/EEIQCAuV12HVZgiQBgQBUGUhFdCiShFzJnemnQLTHsd0AEU3BnGRkVEHRPnOSEUQ0hVnAVczzQ3QVXLTnR39cAaA9X0IqqqExwYmERNMpU3TQ1lPO7B6LohOgrcdGppGTVIiIiIiIiGjqMPJGNEE528O6jl44fghZAlxfwPKcSlA0qqnQFKCz10He9rB3UwIprgVc9YqOj+6ii70a4zA0BZsyFrK2B0mSoKs7soDjhop5dVHMrTHRXXRRHzc4qaFKiVDAcgMkIioETHQVypMZLDcYsB67LEuI6grihor6uIFERIXlBhCsaU407TJFB4WSj4V1MQAYsux1H0lCpex1sRQwC7iKuUGIbXlnl+MZ1RVoigxZKn/WejtV2BAC2JZ3sKQxPs09Jtqz5SwP3ZY7aBnz4QgA3ZaLnOWhtWYqekZERERERETEgDfRhBQdH291FuAGIXosF9vyDvIlD16/steaIiEZ0dCYNFAb0/FWZwFLmxIMila5tqyN7kI5o3dBbQzzaqLotlwUSh68IISmyIhHNNRGdciShJIXoLvgos2wuUZhlVIVBWEgIASgyRLiERWSJEGWJHjbb5ek8jkbM1TEDAWaLFUywFWFWaJE081yfLiBQChCLGqIIRXVRvVZ63gh/FDAcvwZ7D0Np+j4yJc8AIAsAUlTQ1RT4IUhSm4INxRQZQkxQ0Ha1GB5AfK2h1AA+ZKHAo8t0bTKlVy4fjiubT1fsFIOERERERERTSlG3IgmYGvOhu0EWJ8pDpl15gUCmaKLbsutZJ1tzdlY3MigaLWy3QBdBaeSwWJ75cyytKmhPmZA2l4G2w9DODsN/HUVHK5RWKUimox0TMPq9jyKbgBDlZGMqEhEVASh2L6mtwRFliAB8EOBzqKLmB5geXMKpi7P9FMg2uP42ysr+KFA4ARImzrqYjqKTgDL8wdUU4kZCoIQsJyg8v7tszJD1fJDgSAUiGgy6mI6eh0fb3UVkSm4cIMdn626IqMurqMxaaA5FUFXwYUfCB5bomkmQoHxnnaBEKyUQ0RERERERFOKAW+icbLdADnbw/pMcVTrigqBSruILnNd0SqWKTqw3V3XJ/QCAS8Yft3CkhuyhG6V0lUZtTEdthdACKDklQMquiJBVWQoigSB8rqybr/MUdsLUBvToCkMeBNNN1WWKpcFdkxA0hQJtdrACUiFQdaV7b89VRdDVZCIqIgbKjZnbWzMWIMG09wgRHuuhI58CfPromhNmyg4PgyV36GIppOhKdAUaUB1jdHSFAmGxnOWiIiIiIiIpg4D3kTjlLNdbM2V0J4fOdjdX3u+hHRUQ3PahKmbU9Q7mgjL8SeUwcISutVJkyUkDBV71cexblsB8vZMbi8QsH0fIgQkGVAlCapcDn6HocBe9XEkDBW6zIA30XSLGmplLec+rh+iq+jB8YJKZQZDU5A0NOjqjvNUkSREuXxI1TI1GS1pE6vb81jfZY3YPhTA+i4LEoDlzUmYGt+TiaZT2tSQjGjIFMdemjwZ0VBj6lPQKyIiIiIiIqIyjgISjVOh5KEj7wwoY+4HISwvgB+ECIWALJUzR6OaAnV7dqgQQEfegVXygdQMdZ6GNdEyqSyzWp0cP4QXCsxNR6DIEtZszcNyA3hBOOA8Lq/jLSOqK1g2J4k5SQNeKFDyh8/uJ6LJVxczYOoWik6Akh+gu+AiX/Lg+uGAILgsAV2qg2REQ21cR0RVENFl1MWMmes8DStpaghCgY4xThzsyJewdE4CCVObop4R0WDiEQ1NSQPdljvoMk5DkSSgKWkgGuHQAxEREREREU0d/uokGqes7SFf8gAAXhCit+TDdn14odgleNYrSzD18lrBmiIjX/LQY489O4Kmx0RL4LKEbnWy3ACGIkOWJMQjCvaZk8TWnI2OXAmlfmuxG6qCpqSBOSkT8YgCWZJgKDKsQcrcE9HUMnUF9XEDnb15tGVtFLevz63KEjRlx3ttEAqUvBCO58ByfbSkTSyoi3LpkCpmagoKjo90VEcoXDheiOFiaBIAQ5ORjuoolHxEWR6ZaFqlTB1zUhFkLW9Uyzn1aU5GMCcVQZoZ3kRVwXYDZIoOLMeHHwqocrkiTnmSIT9biYiIiGj2YsCbaJwcL4AXCDh+gO5ieaDWD0M4foggFBAQkCBBkSUYqlxpWxvTAShwPAbPqtVgJXRHiyV0q5euKih6PgxNQSFbQr7kobUmivm1MZS8EIEIoUgyIpqMUAh0F11IAmiIR1D0fOhcL5ZoRtTGdAShQNEJoKsyZAmQJAnlVb3L/yuyDE0IhAIoOgGCUGz/vKVq1ev4gAAianlSw1ATB2WpPMGhb+KgrsiAKG+fivIYE00XU1eQMjUsrIsBKC/TNFymtySVg90L62JImRoDaUQzrOj4aMva6Co4sN1gl0o5pm6hPm6gJW0ixt+zRERERDQL8Vss0ThJsoQgDNFddFFwfNhuANcPEYhdM7xtV4KuyjDD8kBPY9KAxCzgqtW/hO5YsYRu9TI1GYWSj43dNubWmIhHVGzNl+B4ASSpPDklCH3kLAFdUzA3bSKiK1iztRfza02uF0s0Q7KWi5ZUBKEQyBQchAIoeQEsN0QQhlBkGVFdRkRToElASzqKllQEWctFXZzvx9XKcnwkoxryJQ/CKU9s8CPqiEvDxAwFyagGy/Fn+BkQ7XnmpEzkSz4WNcSQimrYlneQL3nwgh0/fjRFQjKioTFpoDamI6IpmJMyZ7DXRJSzPazt6EXO8gatptI3YdByLORsD0uaEkhx6RAiIiIimmUY8CYap1REhx8I9JZ89JY8+IGAQHmQR5YkSFJ5ve5QCHiBQNBvreDaqI5UhFlJ1aqvhK7lWMOWV92ZBKA+zlJw1UpTZAASQiHwVmcRtVEdC+qiEALlDO/tgbOIJkOSgJzloy1XgqZIkCRp+/ZENJ1st1xFRZFlNCUjsFwf67YVsb6riGK/ZQbihoIFdTHs3RhDUzICRZaRKbpocQO+J1cpPxSIqAqa0ybat5erVxUZySHeayWUg93NaRMRVYE/njIsRDQhMUPFXg1xrOvoRY2poy6ml4Nkno8gBBQZiGoqYoaCMAR0RcZeDXFmixLNoKLjY21HL7KWN2JbASBrlYPjy5uTPHeJiIiIaFbht1eicYrqCkxdRtHx4IcChiZDlSWEAvCDEEFYLg2mKTIMtTyw6/ghio4HU5cR5QB8VWtJm8jZ3qgGBvqkohpa0sxgqVbljCMVtTEd3UUXXQUHnQUHcUOFoclQJAmeHyBneyg4fmW92NqYjqShQVNZlYFoumWKDiQJ6Ox18I+2HLoKDjRZxtwas1xVZXuARVdlhKHAP9ry6Mg72K8lhYaEgUzRQasenemnQYNQt1e6iekqWmuj6C646Cm6yP5/9v40yJLsPOy7/+fknneturV09TY9GPQAAwxA7JJBbZRfky8XkEHJLx22IiyGJTls0Y6QHQ7LwQgTdsiLLH+wrQjbQZmmSTkk+INEKxRBSRRES7BIigQggACxz9IzPdPVXftdc89z3g9ZVV090/t0d2UPnt+X6a7KvJ03cvJm3vNsWUle1scV3oHnMAw9ljo+y12f8HC8hCudcoQ4FYPI4/0b/ePWyL6rCL3gONnX2iYJeLUvrZGFaIPNccrkAb7TAkySks1xyuX13mM6KiGEEEIIIR49+fYpxEPyHMUg8hh1AmZ5SVEZxklNWlbUJ6qOHK2IPJdOoOkGDr3AYxBJ8KztOoHL5fXeXVu/HVE0we7L6z1Z1Guxsras9AJ2F8Ut82IXRcU8v7mdVuA7J+bFuppRz6eszOkdvBDfp8rKkBQ139yccGU3OfxpTS90iQMXRylqaykqwyRtFnNnWbPdp55dpqwefDSFeDLiwEUrjmeIuk7TYcViKTwHYyxaq+bzOHBwT+QJOkoRy/1WiFNz9Jx8filmb5GT5BWVsbi6uTab8UCS3Ps0S4tazu27QFrU7M7zB+paBk2l9+485/xSLOdbCCGEEEI8NWSlSIiHlBaGyHe5MIq4smu4Nk4xBoaRR+Q7aK0wxpIWNeO0JCnhvWtdLowiIt8lzSV41naDyOOFExUsaVFzsoOqoxShr1npSgXL0yAta5Y7Phv9kM1Jdt/zYjf6Icsdn7SUa1aIJ80Cb+ylvL6XoFTTXSVwNLW1JHl1S4X3cuyR102A/PW9hI1+xIUl6brRVk3QJGF7lnN9nFLWFq1AoXC0RSuNUhaFoqwMe6VhmlZsDCPWegGjjsxnf1pI4OzdK/Id6aLxLrPIqzt+99EKIj+R7z5Pkb1Fcx4fRlYY6ZQjhBBCCCGeKvINRYiHtLfIGMU+NyYZgevwh58d4WhNXtWkRX28oBf5DoHrUBvDLK9wlGYlDthbZFxGWoS1nVSwvHu4WpGXhkujDgDXp9nd58WqJth9adQhLw1uR7oyCPGkJXnF6/sLXK3ohS5pWXNjmjPLyltmODe/9xjGLsuxxzRr9vuBYnCKRy/uJvIdeqHLN65NqIxlkVdNgmDRJDIccTTEvssw8uiGLtvTjOdWO3LvfQpI4EyIp8skLe/a3cpYmpntecIkLbm83mMQeU/8OMX9S/Lqls/eB3GUXCiEEEIIIcTTQlYWhHhInqO5PsvoBg4vnBmwM83YTXJ2ZjmLvMZai1KKTuCw2gtYiQPOn+kAhs1ZyqjXP+23IB6AVLA8/eLAxVhLURueXe0wiD22pznTrKSsb64ENbO+Pdb6Acsdn7w0WIu0z33KSEXhu8MkK5kmJb3QZXdRsDPLsba5TgNXH8+MNdZykBSM06K553Z8pml13OZctFPsOQwjn6+/OeYgLbG3WZSvDcyyinlesRR5fPj8kNiTa7jtJHAmxNNlkVe8tDVjfB+zni0wTppr/IWNviSstFj1sNHuR7S/EEIIIYQQT5J8MxHiIfmuZn+eE/kuSVFybZKwtyhJixpL04LTWsM0tZS1JS9rwsAh9h32Zzm+e/uqUiHE43HUPneR19R5zTDyGXX8ZsG9vNkaOfZcOoFDbSDJayzQCRxpn/uUkIrCd5eyskSBy9YsY2eWE7gaVyuMhao21KY5r56jCdxmYXZnlgOw3gspK1mobau0qJnlFd3QpR97jNMmMBq4Gker4/netbHklUEB/bip8p7lFWlRS/JKS0ngTIinz+Y4ZXIf1+xJk6Rkc5xyeV26lrWVq99Zh6p3ur8QQgghhBBPkqwoCPGQ6toyiHxe3p7zys6CXuCy1guwQFndnAfsuRpFEzj7vVf3eW61w3vXupiHG6UlTolUiz79It9hpRuQ5AmWZqY3NJWiy15wXClaGcM8v3mBKmClK+f5aSAVhe8+jlZUxnCwKOgGDkVlGCc1aVlRn8hmcLQi8lw6gaYbOBwsCkYdnztMLBAtMEkLrh2kvLq74MIw4kw/ZLwo2F00nXKKuklC6ocuo47PsOPjacUrO3Ostaz1QyJfZrS3kQTOhHi6pEXN7jy/7bPT3Vhgd55zfimW5+SWigP3OIHsQTlKSYcrIYQQQgjxVJGnVyEekuMoytrw6u4cY5u2q5OsJPQcPEehVbNIvyhqsvJm8OzV3TnPjGKUrAk8FaRa9N3l7DBikpb3VXV2ZBB7nB1KUKXt3lpRWFSGaV6SlzXGWLRWBJ5DP/DwXS0VhU+JwNWUtaEbuOwnBdM7tr22zPOSRQH9yGM59ilrQyCtr1trnpVsTZtqfKWa5KNe5B1WedfUxuDoJoGhH3t4jkLRJCZtTXOSrAIZ0d46EjgT4umzt2i+5zyMrDDsLXIZ/dRSJztcPajQ19LhSgghhBBCPFVkhVeIh+RozSyriDznlmrQrKzJ7hJLizyHWVbhalnMazupFn336QQul9d7vLw1I68MWjXncJrlt7Q07wYOxjbBtveu9yQg+hQ4qijMqpr9ecE0Kykq87YklV03px96LHd9JglSUdhygde0MM8qwzyruGcUzcI8q4h9F083c75FO43TkryqGXV8rh6kXN1LMBa6gUvgaRylKKuaSVry3a05WsHFUcz5w8Slg7Q47bcgbkMCZ0I8fZK8eqgKYIDaWpK8erQHJB6Zt3a4ul/S4UoIIYQQQjyNZAVfiIeUlTWLomIY+0DBoqhvW3V2RCno+A7D2CcparJSFgba7HbVovO8pKwNxoDWzczYrlSLPnUGkcellQ7fvTHl1d2E3XlOcWLOb+BqRl2fS6OYSysdSWJ4ChxVFM6LiuvjlMXh7PW3Mhay0pCXOUlRsTGMpKKw5Tq+QzdwycqaOHApyprKWIy1t9xzlQKtFK5W+J5DVtZ0ApeuL5/HbVWUNYPI481xymu7yfHP53nFPH/79sZyvN35YURRymyYNrpd4KyoDHnddNvAAoqm64bj4J9ISpHAmRCno3rYaPcj2l88XtLhSgghhBBCfL+QVUAhHlJlLJHnsHAqlmKf0KtZFHXTPvctFYWB59DxHSLPwXUUoa9lYaDlTlaLTtOCeVYzzyuyqj4OeIeuQzco6YYO/UiqRZ8Wk7Tkyu6CtDAMIx+t1W3bXqeF4cruAtfREvRuub1FzjgpuT5Ob+m4cScWmOc118cpvqulorDFSgMr3RDfUVgLke9irD1MPrJHsTO0VniORisFgO8oVrohhdxrWysMXBZ5xdW95N4bn3B1L2Ep8gklSaWVTj7f5nVNURpqY0mLiqQwVMbiakXsa2rfklcK39MEjvO2/YUQT4ar1anuLx6vow5Xd+tcdkTRBLsvS4crIYQQQgjxFJInWCEeUuA6dAKXylj2FwWh1wS0y9pSmhNVwFrjOQpLsyA/jH06vkvgykJtWx1Viy6Kiu1pzu48Z5yWJEVFbW5u52iIfZdh5LHSNaz2A6kWbbm3Vu77rmbFvf1sOgtSuf+USPKKnVn+wPMJF3nNzjQnWZGKwraaZyXdwOHFc0O+/uaYqrZope54D1WA6yhePDekF7jM7zZjRJyqjueyNy8euI2usbA3z+n4kojURkeBr6KuKcqa3XnB1jRnb15QnHiI8p2mm8p6P2Cl66MA33EkcCbEKYgDF6245fO4qAzTvLxtUujJzgyOUsTyjNx6g8jjhY0+m+OU3XkzeuLk+XZUk5S/0g04O4zke48QQgghhHgqyVOsEA8p8jT90CMvDSvdgFlWkRYVWkPk3FyIt4c9V2PfpRe6+E6zX+TJXNG2OqoWvTHNeGMv4SAtb9uuvjYwyyrmecUirzBYqRZtuaPK/QcxSUqp3G+5tDRMs7dXrLha4ZwIntTG3lI9aIFpVpKWBtFOjlaM05JLoxil4DvXp2SlwViLUicCY4d/Dz3N+zf6PLMcc5AWOLp7egcv7qo0hryqUdx7NPtJiiYQUxq5btuoCXxZsqLmld3F8Wz2typqw/VJxtY04+Io5rmVDl6kJXAmxCkYdQIiP2GR12RVzf68YJqVFJV5W+eyXTenH3osd31C1yH0NaPO7ZNHRbscVXqfX4rZW+QkeXWz60bgHv5/IEnbQgghhBDi6SUrCkI8pDhwWe0FJEWFzWG545P7znEmfG2aCuDQbzLhA6/58tgJHFb7gSzotViSV+zOct7YS9i/j+CotRxulxC5jlSLttRR5f6DNku1IJX7LZdXNUXVBL8UTeW+Vs287qSsjjtuBI5D5GmMbQJmFigrS17JLOC26gRNR5TdecEzyzHLHZ9rBylvjhPmWTMrWCvoRi7nhzHnliJ6gcvuvKAbuHTlXttaCkUv8plkFdlh0kltDHnVtMC2WBRN0krgahzdJAoGnqYbeSikEriNRp0ARyte3V0cz1y/23lFa17bTVDAx59ZksCZEKcg8h1WugE7symb45RFXt/2ednY5tkqL3OSouLsMOKZkTwfP20i35HkbCGEEEII8a4kq4BCPKRRJ2AYexR1xNW9hBuTrGl5bZt2q85hAXdaNPMLY9/lzCBkYxgxjDxZ0GuxrDRszTIO0gerBD5IS7Zm2fHCvWiXvUXTvu9hZIWRyv0WO6rkVhY8RzHPqnuOIeiGLmVt0UpmT7aZ72jW+gH7Nwqu7ic4WrPS9Vnp+uRVU+ndtDjXKGCaVhwsCtzD/TxHzm1bKQWjjk9SNCMJDhYFeWXoBC5R4OBoRW0seWUYJyWBq1nq+Cx3fEYdHyWntpU0sChqru4nVMY0z8GVobb2lm45SkFaKHxXE/kOV/cT3r/RR/ofCXE6ljs+tbHM72M8jAXmeU1tLMsd//EfnBBCCCGEEELcBwl4C/GQbmbC50SeQy90qa1FYXG0RmswpqlqsSh6oUvkOShgpSvtwtosK5tWfrdrY3431sL+vCSTatFWSvLqtm1VPUfhao1SzTmsjKGsb92wtpYkl8r9tuoELkuxzyQt2Zpk9zWGYCnyWOuHDCJPqoBbzHObAPdyx+db1yZorfAdTejrwwpfBTStsbPCUNQGYywfODdgpRvg3WHWtzh9rlYsd33GacE8reiPYgLPoTaWtDDU1uAoTeRrHK3Iy5qysvRCl+WuL4kqLbUzz5ilJbHvsjNbUNX2tpWi1kJlLXVRU9aGZ0YdZmnFziLjvN954sctxPe7cVKw3gtJi5rr0wxr7zwaRinY6Ies90LGScGoK4ncQgghhBBCiNMnK7xCvANHmfCztGRjGLI+CNg7nHlWVQbX1QzjgFHXRyvF/qxgdLhwL9qrtpaifrgq7cI01Q6ifU7OblY04wYcBYu8Zprlx2MIYs+lGzjUFrLiZkvHSs5ra/mOZmMY8sr27IHGEGgF79/oSRVwi406Aa/tLljp+Fxe7/HKzowb05xZVt5yTbpa0Qs9ljvNfMqVjk9ZG+mm0mJx4OIoxSDy6Hgu+0nB1jTjxiRjUdZYA0pDx3M4MwhZ74csxz6O2wRgZDRMO23Pcm5MUzq+w1LHZ2eW331Iu4Kljk/Hd7gxTdiedjm/JAFvIZ6ktKjZnuUUteE9qx1WegF785ztWc4sL49Hw3R9l3PDkFE3oB+6ZKVhe5ZzdihtzYUQQgghhBCnT1aKhHgHxkkzU1QrxdfeOODK3oIb04yitMcV3r6nONMPeXbU4QcuLHF+KZJM+JZzHcUw9kkn2QPvO4x8CZ611FE1oKsVgafZXxRsT3OmWXlLRbfnKPqhx1o/YLnjk5eGylipJmyxyHcIXU0v8thd3Ax4dwOXwNM4SlFbS14a5icq9XuRR+hqQl8eh9oq8h18R1HUhm7osNwJyCuLq0Epddz2Gmvxveb33dChqA2eo2QBvsVGnQBrLaHncH2RcmV3ziyvqYzFdzQcnrrKWLZmzbxYb73HRhRhjZVkhpaa5xU7s5K0qFg5DGSPk+ptSSqeo+gGHsO46YC0vyhIS/eWz2ghxJNxNPZHH86K8BxF97B7WZg5x8/BndChF3q3fNeRsT9CCCGEEEKItpAVXiEeUlrUzPMKrRVJUTLLK/LSkBX1LTOcrXXIS8Msr0iKEkfHzPKKtKhlIb6lrLGs9QO2ptltW2DfiVaw1g+kwrul4sDFP2xffmVncdyu8a3K2rK3KNhPCjb6IZdGHRxlpZqwxSLP4cY059wwQh1W7fdCF2shKw21MXiOwzDyOKMCZllFJ3A4O4i4Mc358Pnhab8FcQfNvdJlb1bw7a0Zz446/OH3LFNWhllWU9QG39H0QgfP1WxPC7702pgX1ns8v96Te22LKWDY8fjW9Smv7Sb4rsOK61DWltKY44pCT2s8R2GBl7cXVMby6feOkBSkdqpqS1pUFLVlPymJfYcz/YDVnt/M8j7spuK7TTJSXhv2k8MxFEVFVcszlBBPWpJXaNWMDHn1xDNy7Dt4jiZ0FMbCNK24McmPW5pfGnUoaiNjf4QQQgghhBCtIKv3QjykvUWOAj7/7S3+ybe2WOuHnB1GXFiOKaqbFaG+q6mNZWua86u/8zr/nw+s88MfWJdM+BZTStEPXC6OYl7bTe57v4ujmEHgHVdHiHYZdQK2w4zvXJ+xeR/V+9ZyvN37N3pSTdhis7yirAyLvOLFjQFb84xXthe8trtgUdTH23UDh2dGHZ5b67DeDbm6n9AJXGZ5xSCWURNtNEkLrh0kKA0vbvTZWeT87qtz5nnVTPBWCmubGcHdwOXMIOTFjT4Gy7WDlJVeQORHp/02xG2M04Ikr5mlJRaOO204qkliOWKMpTgRBJ2lJUluOEgLNuTcto6jFeawh7m1TQLSgprAbWax+y6Yw2SkvHr7+BhHuqkI8cRVxhJ4TULoyWfkpKiB+m3bn3xGfna1I2N/hBBCCCGEEK0gAW8hHpKj4Ds3Zvzmt7eojGVznLI5ThlGHpHvoLXCGEta1IzTmy12f/PbW1xcjvmj75XgSlutdAP+4NqE88NmIf3qXnLXSm+tmmD3+WFEUlWsSLv6Vop8h6ysuTF9sFb1N6YZl1ZkNmGbJXnFqOcTepo/2JywO8/xtOb8ckxVG2pjcbTCdTTGWL61OWW7m/OelQ6d0JXKpBabZyV7i5J+5HF9nPLmfsKiqFjkNaWxx3Oefa2ojaGqDaGr2RhG7M0LkqyCwWm/C3E786xkc5yx0gsxFg7Spso38m8/ikApWIo8Vnohm+OUZ0exnNsW6ocu/dBj/8R4CeC2we236oUeg9B7XIcmhLiDyHO4sttUdj+I69OMQexxpi/ffYQQQgghhBCnTwLeQjykRV7xjWuTW2b/AhS1xRb1ccD7rb8va8s3rk34+MXlJ3m44gGcGUSMOgFv7CecH0YMIo/taU5eGpTmeBEe27TkXOsH9AKXvXnBheWYMwOpOGujtKgpakvsO8zzt1er3EnsOxS1ldbILVYZSz/02BxnXJ9k1MaSY1BKARZQmNpQ1va4Gvj6JGPUDdgYRlKZ1GKTtMRzFFf306bSWyl818FaKCqDsU3Ske9qfNdBKcXrewmVgYvLEeO0OO23IO5gnJYcJAXGwsYw5PxShAWysiYpbo4iWI49Qi9GQRMArywHScGBnNtWGkQezyzHHCST244NuROlmmu2H0nAW4gnzXMUu7P8ga5ZaCq992YF3gX9eA5MCCGEEEIIIR6ABLyFeEjXxinf3JwATfvFfuTRC1yUUpS1wViLVgrP0VjrM8srpmlJbSzfuj7hzfGC59a7p/wuxO1EvsNzax1uTFO2phlnhxHnhxGzrGKaleRVTeA69EOPfti0Q94cp8f7SVC0nfYWOcZYNoYR18cpi7zmbut6CugEDhvDCGuQMQQtdlSZtL8oGMYee/Ocg7QkLWrqE0WFjlZEvmYYeQxjn/1Fwf6ikMqklpumFZvjhIOkYFHUWNsszmulcHWz4J5XhnleoxR0fAelYCiBs1bLy5qytoSeZin2ScuanWnO1jRnUVbHM7w7nst6P2C1H9D3HHbnBXllyMv7T1wST45SimdWOryxn7D7lirvuxnFHs+sdFBKEpCEeNLK2pI+5GdqWlWUlVy3QgghhBBCiNMnAW8hHtJ+UjDNKkLPYb0fUNWW3XnOOCkpT0RYPEczjD2WYp9+6HJjkjFJK/YTqUxqs2dXusyzijcOUjYPUt44SEjLGq0UjlbUxmKsJfIcLizFnFuKOb8U8eyKJDG0VZJXGAsd3+X8csz+vGCalcdVokccpfBcRT/0WO76hK5Dba20vW6xo8qkrKwZJyVVDaHroGiuVYtF0Vy7gaupahgnJVopqUxqOaUUe4uc/UVxS2eGpnvK2xfYreVwu4K9RYGWecCtpbQi9jRLHZ83x+nx+JC3zvCujOHqQcqb4/R4fMjBokTJuW0lz9UMQ48Xzw35+pvj41b1d3LUqv7Fc0OWQg/PlaRBIZ60sjbEvnvPZNC3UkDkubd89xVCCCGEEEKI0yIBbyEeUlk3swaXOz7jtGTzIMVaS+A6xL6L1mAM1MayM8vZnRecXYqauaKLgkoKk1qtE7hsDCO+e2PG5jhp2iBbWBQVtbU4ShF6DtZaNscJw9jj7DCiE8jHaludbFsdug5nhxErVcA0L8nLGmMsWisCz6EfePiuvuP+ol3K2jLNKvYXBVnZLLo6WrMUuzhaoRUY23we55U5bJts2F8UDCJPKpNarDaWG5OMRfFgN81FUbM1TalqObdtNQx91vohV/YWvLabHP+8tlDf5rwZy/F2z446DEP/iR2ruH+jTsDmOOXCcoRS8MrOnIOkJCmqt3TcgNh3WYo9nlvtcn4pwqhmfyHEk1UZy3LXJymqBxr70wkclru+PCMLIYQQQgghWkEiM0I8pMjTnB1GbE0zro9TOoFzWJGkqI3BANppgi7gkpY118cpCjg3jAg9qShss715ztfeGJOUNZ3Q4/o4Y2uWkhxWPiggDlzWeyEbw5CkrPna1THdwGXUlcXaNnLvUA2oD39nUGjd/P1B9henr6ksaoLZSjVz1wNHU1tLURmKugmuhJ6m4zvktSEp6ib4ba1UJrVYZWzTuvpB19ItZEUti/Atttz1qY3ljb3k3huf8MZewsWlmKWuBLzbKPIdlmKfzYOU80sR/dBjb5GzPctZFDdb1Xd9l9VewKgT0I9c8tJwdimSsTBCnAJXK0LXeaixP6HryDOyEEIIIYQQohUk4C3EQ1rrBYSOZrwoGHWaRdtpWjLPa2pzM3jiaE03cOgELlHHYbwoeGY5Zq0nQdE2+97WlFd357y2s2A/KdBKMYg8uoF3oj0ypGXFy9sz9uc5eVWz2vf5V7qrp3344jbiwD2u9M2q+o4tzbUC381vaWnuKEUs1futlZYG39WsdgJqa0jLmhvTnFlW3hLwdLWiF3oMY5fl2MNRGt/VpKUEvNvKWksvcjlIy8M25vfHdRS92MU+cKRcPCmR55BXBs/V1A9wDXquJq8MsSeB0bY6O4yYpCWTpKQTuPQjl41BSFZZjDForQndplNObWCR1wwOO+UIIZ68o2fkhxn7I8/IQgghhBBCiLaQbyZCPKSLSzHD2GPUDThICnbmOfY2lWS1MUxSwzSvWO0GjLoBw8jjmVF8Ckct7sckKXhtN+XKzoJr4+z4556j0EqhFBhrKWt7HIBJigwLrPciPrBRMIil8qxtRp2AyE/YnuV3rV4xtml3nZc5SVGxMYxYO6xCE+2UVzVFZVjvB7yyM+f1/WYWcOg5RH5z3R5dswdJwSRtEo+eW40oK0suMyZaSynFUhwwTiumaUlV3z2ErWiC3f3IYykKkJqz9prlFa5WLHd89hcFeWnueW4DT7Pc8XG1YpZXcq9tqU7gcnm9x0tbMyZJiaV5huoFDkqBtc1s9nleo4BB7HF5vSdjYYQ4JUfPyIu8fuCxP6Gv5RlZCCGEEEII0QqyqiDEQ1JacX454vde22OeV3haU2Oprbm19aoCR2kcrZjnFb6ruLAcYWUZvrWujVNe2ZlxfZLd8vMmuH3n5fjrk4xXd+ZcG6eyCN9Cke/QC12+/ub4vuYTWmCe19yYpDy32pE2qy3maoXnaDYnGbW1XFyOsUBZGfLKYKzF1ZpeoPHcJghaW8vmNOPcMJRWnC3mOYph7LGWN4vpaVGTlTVZZahrczxiwnE0oasPkxwc1roBSx0Pz5HxIW2V5BX92GOU+WilmGUVaVFRW4tWN69Je/j3yHfphc3M537skeTVKR69uJdB5PHCRp/NccruPCctasr65r3XUYpO4LDSDTg7jCTYLcQpivzmWkzy5Pibju9qVty7B7IVsNIN5BlZCCGEEEII0QqysiDEQ5qmJYPI4/Jaj3/xyh6Oo3AdhTHqbe2RtVZYwBjL5bUe/chjlpZsDKR1Yxvtz3OuHaQ86OhXY+HNg4T9ef54Dky8Y6Hr0As8Ztn9V/T2Ao/QlYW8NhtGXlPxmZb0Qpe8NkyTknFSktUGa0BpCB3N8DBYFjsOs7TEWYoYRpKg0lbDyCP2Xdb6IbW13KhSPK1wfAe49brUClwNo47PWj8k8lyW5Ny2VmXs8cxYAN/RZL5zXFFYG3A0hH5TURh6zi0zY2U+e/sdVXqfX4rZW+QkeUVlLK5uWiA3VaVyfxWiDY5GEYyT8r73kVEEQgghhBBCiDaRgLcQDyktDbvzgg+eHWCBL13Zpza2qejWt1YmGWNxtOKTz4344NkBu/NCZsa22DgtGaf3v9jzqPYVj1da1OwnBZdGHQCuTzPsXeIlSsFGP+TSqMN+UpAWtSzMt5SjFd3QYxC5bM8LdmY51oLvKHqBi6Kp2K9qw868YHdRsNoLWOv6dEMPKQJur27osdL1uT5NiX2Hs8OYeVYyy6umev+ozarr0AscuqFH6GmSsuK51Q5xKI+6bXXUWaHju6z3Q948SBinTQX/0ZQBUwPUZI6mHzXbdXz3lv3F00Grm6NhHN38XTz90qKWZIZ3iduNIrgTGUUghBBCCCGEaCP5diLEQ8qrmllW4TmaD58bsN4LeGV3TlYYfFfjOpqqNlS1wfc0z610We+HzPOaqpaZsW1W25uzuR9UWVvqu0VRxanZW+TMswqtFM+udhjEHtvTnGlW3nK+PUfRDz3W+gHLHZ+8NORVs/95Pz7FdyDuZJFXjLo+ceiyc31G4Gpc3XTbqGqDsYfVv47Gd5vK0p1ZzqWVmJWuz0JaI7fWIPIZdQN6vstWnqE1RL6LBVzdtKvXShF6mjhw0RrK2rAUN/tJ9X57xYGLVs0s761pBijO9EOGkU9e1xgDWkPgOISexljYmmZoregHHrEEWVpvkVfHLc2r2qCVPp7hbazBdRJpaf6UOnlu06J+W3eryJdz+zS63SiCk+fWUYrQ13JuhRBCCCGEEK0k31CEeEiuVjhakVcGaw0fPj/kX3luxH5ScDAvyCpL6CqWuj6j2Gee17y8PaOom4CaVCa1V+y7RJ5+qCr8yNPEvny0tlGSVxgLxlrqvGYY+Yw6Pou8Jimr4/a5sefSCRxqA0leH1e4yLzY9vIch+1pRtd3+fC5Ad/bmjJOatKyajpvHHK0IvJcemGTqNT1XbamGc8sd07x6MXdRL6Dq+G5tS7zsuJfvnZAbSD0nONq0coYFkXNtXGGo+Hjl5Z471oXRyMVhi026gRoPef6OGWe30wCdLWi53rHf6+NPb4f5xVcH6cMNjxGnbvPlhWna5KWvLw1I68MWjXncVFVGGPQWhO6Cs+BnVnONC1573qPQeTd+4XFqZuk5V2rgI2lebbKEyZpyWU5t08VGUUghBBCCCGEeFpJVEaIh9QJXPqhR2UM55YiNg8yvrs15WCRAwpHa2pjAMtSJ+B9633eu97jzf0Uz9F0JSO+tUaxx7mlmJe35w+877mlmJWOVBS20cl5rxZIyybAEvuaQRShNRgDRV3fEny53f6iXQyW/aRklhb0IpeLoy43Jilbk/qWgLfnaEZdjzODiF7kMk4KagP2ro07xWlKixrfdbg+zvAdh49eWOLGNGOcFBSVOa4W9RzF+aWIM/0Q32m2PzuMZBRBi0W+g+8okuLWz9vK2Lt+3iZFje8oOa8ttsgrXt2ZU9aGeV6xN8/ZnuUsiuq4cr/ju6z1AkbdAK1cXt2Z87y0R269RV7x0tbseM5zURmmeUle1jdHTHgO/cDDdzXjpAmOv7DRl3P7lIl8RzobCSGEEEIIIZ4q8q1TiIfkO5pnViLSwvDV18d849qYyHdRSlPWBlM1rZM9R7M3L/jN/Ru8eG7IRy4OCT2N50iFd1v1I5/nVjtc2Z1TP0CRt6PhudUO3VCqWNroZFcFBYS+g6OaKqS9srilwrsbONQWsuJmhbd0ZWivRV6hgK1pztZ0yko34PxSzDOjDnllqGuL4ygCV1Mby9684JXtOev9gEHsM5fq/daapAXXDhLmRcVkURAFDi+e7aMU5KU5rjoLPI21sJ8UTBYFrlZcO0hZ6QVEfnTab0PcRlrUhJ7DmX7I5iS77/3O9ENCz5Fkhha7MUkpypo3D1Je2ZlzkJQkRXXLM5Wj4fokYyn2eG61y4WliBuTlOfWeqd34OKeNscpk6Qkq2r25wXTrKSozNtamu+6Of3QY7nrM0ma/S6vy7kVQgghhBBCCPH4SMBbiIfkuZqVTsD/88Y2r+7O8V2H3XnOPG9a6CoUFoujFd3AZSn2eXV3Tidw+JPvX8NzZZG2rVZ7AZdGHV48O+Brb07ue78Xzw64NOqw1pM2q210NC9WqyY4tr8o7nuGt7XIvNgWM9Yyzyqyw4rfnXnO7jznzCCkGzbzfytr2F8U3JhkWJoF+awyzNKK2kqFd1vNs5LrkxxjLGeXQsraMs8rjLVUBpp+DYqsqtHq6H7rkRaG65OMy1kFg1N+E+K29hY586zi0qgZKXB9mnG3S1Ep2OiHXBp1WGQ1e4tcqg9bKC1q5nnF1f2Ur7855iAtb3teawOzrGKeV8yzCmubRDRJZGivtKib7zpFxfVxyuLE2JeTjIWsNORlTlJUbAwjduc555diObdCCCGEEEIIIR4bWb0X4iGtdgL+5Wv7bM8yytry5v4CpTTGNu1Va2vQSh3PsZtnC84vd9ieZVzZXfC+9f5pvwVxB4PYZxC7vH+jOUff2JzctdLb0U2w+/0bfQaxyyCWluZtNOoE9MKUsrJc2VncMbhS1pa9RcF+UhwHV1xXybzYFtMoFkWFqzWDyCNwNXHQLKovsprKVLhaEfmaZ1djkrwmrwyO1iyKCgep3m+rcVoyzytCz2nOc16wNc24MclYlDXWgNLQ8RzODELW+yHLsU/oNf9PHKTFab8FcQdJXlHUFmMNz652GMTefSchVcaSSGeGVpqkBTuznG9cG7N/2Pb6bprODCXfuDZmqeOz1i+kK0NL7S1yxknJ9XF629Evb2WBeV5zfZziu1qSVIQQQgghhBBCPFYS8BbiIc3yku1ZztY0J69q4tBlmjaVKlVtUTQLPa7TVJz1I5e8qtmaHs0xLAmkyqG1nlvtsTsreGGjz2ov4LW9hGsHCWl5M/IdeZpzSzGXRjEr3YDYd3huVdo1tlXkOyzFPl+8sn9f7XOt5Xi7Tz27LFVJLVZZC4dznDcG0WF1b8q1cUJamMMaYIh8zblhzMYgYrWn2Z0XYA/3F62UlzWhp9FK8fL2nFd25hgLw8hjqePjaEVtLGlR89pewtX9hOdWu7x3rUugNHl576CMOB1Hc7orY6nzmmHkM+r4LPKapKxuGTPRCRxqA8mJitK7zfkWpycra17bXbB3H8Huk/aSktd251xe6zymIxPvVJJX7MxyFvcR7D5pkdfsTHOSFUlSEUIIIYQQQgjx+EjAW4iHdHU/YXOcMM8r9hcFeWUIXE3g+lS1xVqLUgr3cFb3NK3ID4Ol18cZr+0lLHfD03wL4i5G3YCPPrPE7726Rydw+eQzS3xgo8c8ryhri3eYyNDxXZKyxnUUH31miVFXqoDbLKtqZvmDLcLP8mZWpWgvVytGvSYA+srugpduzDCHQWzf1cfb1ab57H7zIOXymR7PrXRQSuazt5nnaCLP4ZvXp1zZXbDWDxl1fLRSZKWhtgZHaVa6Aeds053hyu4CFHxwo4/r6Hv/I+JUnLzuLJAeJid4jmLZC1CqSTyqjLltNalct+20vyh4fT95WweVwNU4WqFV0/K6Npa8uplEaC1c3U/ZWxQ8s/KED1rcl7Q0TLPytm3M78YC06y8JWlUtF9aNKMjkryiMhZXK+LAZdQJJAlUCCGEEEII0UoS8BbiIR0sCrZnBbOsIi0MZW2YH7bX1CiOSrzN4bKQpzXGwMyp2JplHCTSZrXtNgYRf/TyKt+9MeW1vYSqtnR897BVvcUYS14bnlvt8L4zfQl2t1xa1MyyijODCGvvPHvyiAI6gcOZQXR4nctc0bbqBC5nBzFfe3PC67tz7D2W4y2W13fnDCOPHzg/oCvz2VurF/rsJ83s9fdv9Cgry5sHCXuLgtpYFAqLxdGKUcfnTD9ipevz+u6CjUFIP5QRE20VB+5x8PNBOaoJvIj2OUgKJmmTWKYUxL5D4Gi0BmM47rihNXSMQ14bkqLGWhinhTwft1he1RTVwwWty8qSS/LgU2GRV2yOU3bnOWlR3/IZrRVEfsJKN+DsMKIjn8NCCCGEEEKIFpFvKEI8pLSs2Z41We+1NeRVTW3A2LcvBGmlMbpG65vtAJNCFn2eBqNuwKffu8oHzxa8cZAwSQqKyuK7ikHsc2EplpndT4m9RbNw1/Fdzi/H7M8LpllJUZlbFvMcpfDcZmbsctcndB2ywsjsyRYLHE1ZG17dntENPHzXkJU1nta4jkJrhTGWqraUxhB6Dr6jeXV7xgc2evhSBdxaSlkWWcV7Vjpsz3Le2E/wXI3n6CbUbS1KNed5mlXszSdcWI55z2qXRVYiRcDt1VQJJizyGgWEvoOjmvbH0yy/paV5N3CoLWRFk6gU+ppRR5LM2qisLcaC7yj6kYtFUVaGJKvISoOxFq0UoaeJfZfQc4g8zSStqI29ZX67aBdXKxytMA9xjrSWrgxPg0la8tLWjEly+0p+Y5vP6CRPmKQll9d7DCLviR+nEEIIIYQQQtyOBLyFeEjWWuZZSVYZ8rJGa4XWYI2+ZYFAAepwgScraqwHs6zkgfsBilM1iH0JbD/lkrw6DmyHrsPZYcRKFTDNS/KyxhiL1orAc+gH3q2tsK0lyWX2ZFvlVc04LVnqBuzNCkadgE6gqUzzu7q2OI4icB1cDYvcME1LlnsBk7S6pa2uaJesqBl1A76zNWVrmqG1YpKWJHlNbW6eN0dr4sChG7hsTTM8R/HCmT6ZJJe1VuQ7rHQDijLF9zT7i4Ltac40K28JenpOk4C01g9Y7vgUpWGlKy112yp0mwB2L/AojWF3lrGflEzTkrK+ec16jqYfeSzHHiu9gKXYZ56XhK6c17bqBC790GNv8eBV+P3Qk24qLbfIK17amjFO7j36xwLjpAmOv7DRl0pvIYQQQgghRCvINxMhHlLgOaA4bs9nDyNp3dAlcJ3j1o15VTPPbgbK8qpGKZ/Ak4pCIZ6k6jZ9c31Xs+LeX5Xg7fYX7ZAUNbuznDO9Zr7z7izn+iRnlpW3nDdXK3phE2B5/kwXV2t2Z03lv2inJu5pOVgUJGXF/rx422xggNoYZqlhnpUsd30OkgKDpbpN1xXRHmeHEYui4lvXplyfZrc9t2XdzGbfTwo2+iEfONfn7DB68gcr7ks/cjk3DNlflLy+l3B9kt7hvBr25jn7i5xFUXNpFHN2GNKP5OtpW/mOZq0fsJ/c/nP4TpSCtX6A50iFd5ttjlMm9xHsPmmSlGyOUy6v9x7TUQkhhBBCCCHE/ZMVBSEeUj/0OD+MuDHOcLRiKfYZxh6B5zTznW0z50wrRV7WjJOSg6SZOXpuGNIPpf2bEE/SO22lKa042yspamLfISkMWVEzy0vy0lAbizkR8K6BvDTM8pJu4NINNaGvWRRSvd9WxhomaUVRGpLc4GpNbS3GWt7aTkUrhaMUSW4oAsM0rZrtRKvNs4rp/XS+sTDNyluSCEX7nOmHLHcCvvbmhM1xes/trW0CbY6G966tcWYQPoGjFA/DczUrXZ+NfsjmJLvv/Tb6ISvdAE+q91srLWp25/ktH8NFZe7ZBckCu/Oc80uxdN0QQgghhBBCnDoJeAvxkLSC51Z7fPfGnI1BiOc0QZPdcXo4E7iZUei7mmHksd4PWe74XJ9kPLfaQ0nsTIgnKg5ctOKWed33s5gHzVzvWNo1tlZlDP3IY3s657X9hMDVDGOXvnWpanOcgOQ6Gq2aav3X9hMuLcecGXSpjFQBt1VpLNcOEmoLsa/JK6hNU9F9FPNWNBWEjtY4GgJXU1vYPEgopTNDq22OU/LScH45Zn9eMM3Kw2eom9s4SuG5TVvz5a5PXhqpKGyxftTM5Z5lVTPv2di75jIoQGvFLKsIPYd+KPfathp1AjbHKZdGHYA7dmU4olQT7L406qBUs79op73FzW43WVXf8fNYK9h18+PP49B1yArD3iLnvB+f0tELIYQQQgghRENWFIR4SLUxPDOK+LEPb/DV18e8trcgKWvysn5bC91JWhJ7DueGMT/24Q2eWY4wEmAR4okadQIiP2GR1w+8mBf6WhZqW6wTuEySpn15x3dYFDWZbWb/aqVwdVNFWNaGsrYoBR3foTKWSVJKMkOLWQPzoqK2lm7g4buGrKwpa24JtCjVzAQOPQffaarA50WNdDRvr5MVhaHrcHYYsVIFUlH4lBsnJQq4vNbjO1szisPnYmPt267Z5vNZ4XsOl9d6KGCclnRD/7QOX9xF5DssxT6bBynPrnYYxB7b05xpVlLWN0+u5zQJKmv9gOWOT1EaVvuRXK8tluQVxsKiqLg+Tlnk9W0TVYyFrDTkZU5SVGwMIzq+S5JL5w0hhBBCCCHE6fu+XeHd3t7mi1/8Il/84hf50pe+xJe+9CX29vYA+LN/9s/yK7/yK/d8jSRJ+Ef/6B/x+c9/ni9/+cu8/PLLzOdz+v0+zz//PD/yIz/Cv/fv/XucOXPmrq/zJ/7En+ALX/jCfR23ldacreE5Dh3f5ewg5Ers8s3NktIYhpH3thne47SkKA0fPNts3wlcPEcWfZ4maVGzt8hJ8orKWFzdVPw2QVQ5l0+DyHdY6QbszKZsPsBi3tlhxDMjCay02SDyyaomqLIU+4RezaJoEpDKE/dNrZr/Dzq+Q+Q1Ae+8MgwjCa60lVLQ9V0mSRP09hzdBLSNpbIWa0BpcJXC0QoL1IcZLB3fQem7v744PScrCo/4rmbFvXdykVQUttf2LOfGNOPCcjNn/ZWdOZWxlLU5rvY+qur2HI2rFc+tdrmwHHFjmrE9zTm/1DnV9yDu7OwwYpKWTJKSYeQz6vgs8pqkrKgNOBpiz6UTONQGkrxmEHucHUanfejiLipjyaqa6+OUeV7fc3sLzPNm+/PL8S3J3kIIIYQQQghxWr5vA97r6+vvaP+vf/3r/OAP/iDz+fxtv9vf3+d3f/d3+d3f/V3+h//hf+Bv/I2/wb/xb/wb7+jfE+2z3AnYnKR89eoByx2fn/nkeSZpyc4sZ5pXmNqiHUU/cFntBQwij7So+erVA37o/WssdyTA8jRY5BWb45TXdudc2U0YpwVlZfFcxTDyeXYl5tJKl7PDiI5UibbecsenNvZ4Ma+qDUlZH7a9bsYQuI4m9hxcRzPPa2pj5XptucjTLEU+29OCsraEXhPQLmtLaQzGgNbgaY3nNEHRo2q0YeQR+RIVbSulFKu9gJ15Tl7Z42C2VuBrDYd5KNbaWxbcA7fZT6aHtNdRReFJ9ztmorZWKgpbap5X5JVFYTi/HDGIPG5MM3ZmOXl1s+VC6GpWegFn+iG9yCUtaiyKuZzXVusELpfXe7y0NWOSlFiaiu5lL0CppvNGZQzzvEYBg9jj8npPnpFbztWK/XnB4j6C3Sct8qZj0vNr3cd0ZEKI+yUJ+kIIIYQQ38cB75MuXrzI+9//fv7xP/7H973PdDo9Dnb/4A/+ID/xEz/BJz7xCUajETs7O/zar/0a/9v/9r8xnU75M3/mz9Dv9/nRH/3Ru77mJz7xCf6P/+P/eEfvRTw5ceCwOc5wlGIp9qisZRD6x605j75kdCOXQejjOrAUe2xNDZvjjE+9Z3Tab0HcwyQt+cpr+3zl6j5vHKSHi7W3BlS+dT3gwlLExy4u87FLywwi7xSPWNzLOClY74XMspLvbc1Z5BWleXub1ZlWdAKX59e7rPdCxknBqCstzduqrC0XRzFXDxKSwhwHsz0HAtc9XoSvraE40XY19jUXRzFlJX2v28pzFKNuwIXlDq/vLajqpkLUWLjd8FgFuI7iwnKHlV6A50gyQ1udTFB40DETb91ftMdRNyqLYp5VuI7mudUOF0cxWWGojcHRmsjXeFqRVZZ5VuFofcv+or0GkccLG302xym786ZTQ1nfDJQ6StEJmq46khD6dPAcTVJUt+18dDcWSMtK7rVCnKKjBP2jz+O3PkNFfiKfx0IIIYT4vvF9+7TzC7/wC3zyk5/kk5/8JOvr67z22ms8++yz972/1pqf+Zmf4bOf/Swf+MAH3vb7H/7hH+ZHf/RH+emf/mnquuY//A//Q1566SWUunOtUafT4cUXX3yo9yOevFlWMc8rzi7FXBsn/P7VCZOsJPI0se/gaEVtLGlRk5SGQejxkYsDzi3FLPKKWVpxpn/a70LcySKv+OKVPX7z21u8urN4WxUaQF5Z3jzI2Bxn7MwLKmv59HMr8kWypdKiZnuWM84KeqHLM6OYrWnO3rygqG8GPH1Hs9zxWe8H9EKXcVagNJwdSlvztkrLmrV+yAfODvjGtQm1sSiagFhh6uPqfUcr/MMKb0crPnB2wFo/JC0l4N1Ww8gj9l3ODSO0gs1xSlYa6tvMA3aUIvQ0Z4cRG4OIyHNZknb1reXq5pn4YWfGHu0v2iXyXbRqzttREHuR1yjVJLD4rsZaRVEZcguuo4+3c5Qi8uUZ6mlwVOl9fimWisJ3Ac9RRJ5zX+3M3ypyXTxXPo+FOA2TtLyl48ZbGdvcg5M8YZKWXF7vSYK+EEIIId7Vvm9XFP7L//K/fEf7f/rTn+bTn/70Xbf5qZ/6Kf7Un/pT/N2/+3d55ZVX+OpXv8rHPvaxd/TvivYYJwX90OMbmxN+5+Vm/ns3cNBak5cGA2jAdRy6SjFJS77w3V0+/d4RL54dME6KUz1+cXffuTHln35ni5e3F/fc1lh4eXuBVlssd3w+/szyEzhC8aD2FjnjpOTqXkJS1PQjj/esdLiwHJEV5nihNvQ1ntYkZc2V3YTYd1BKybzYFnO1Ii8N71vrgbV8c3PCwaJkXlQU9c05z76j6PouSx2PD57t8761HnlpcDuyUNtW3dBjpeuznxScHUb0Q4/9Rc5BUpJXBotFoQhch6XYZbkT0A1dKmNZ6frE4ffto27rxYFLWZuHmhn7zEqHWJLLWmm1GxD7twbO3FuqP9VxgspbxYFmVbqpPFUi35Fno3eBsras9AJ2F8XtmqfckVIw6vnSKUeIU7DIK17amjFOyntua4Fx0gTHX9joS4K+EEIIId615CnnMfuhH/oh/u7f/bsAvPLKKxLwfhex1rK/yPnylX18T1HXME6bLxtag0ZhsJjD7/+B6+A48OUr+5wdhBhp2dhaaVHz9TcO7ivYfdLL2wu+/sYBH9gYSFVLCyV5xc4sP64iHCclu3WOUqCVQimLtYpx2lSOHi3QL/KanWlOsiJzRdsqDlyMtYyzgm7ocWGpg7ELpnlFUTbnW9XgOS6DuPl9N/QYZwWR60rgrMUGkc+ZQcg4Kbk+yegELr3QZb1vyOv6eD574DiEnsZYyEvDxiDkzCBkKBXerTXqBBSVeaiZsUVpGHUkMNpGZwZNh4WXt+e3VJvFvoPn6OPq77I2JMXNc6+AM/2IM4PoiR+zEN/v0rJmueOz0Q/ZnGT3vd9GP2S540unHCFOweY4ZXIfwe6TJknJ5jjl8nrvMR2VEEIIIcTpkhXexyzP8+M/O44EwN5NagMvbc2xCsrKguU4yGkOZwI7SqEPW7yVlaW2Tcu4l7bm/PHn107z8MVdvL634NvXZ7dtY343xsK3b8y4ur/gfdKvvnXS0jDNmnZvZW2YZRVpUaG1Qit1vAhvrMUYS+Q3gTXP0UyzUhbzWmzUCdB6zsvbc948SIk9lwvLMeeX4qb99eHM2NDTKAUHScm1Scr5pYgPnx9K4KzFIt9hEHlcGnUAuD7NmoQUrei5N1sy1saSlgalYGMQcmnUYRB5knzUYgqIA6f5w4Pcb1Wzn/RlaKfId3hurcONadOmvh95xJ5DaQxZYSgOu6l0Aodh5JGUNdO0pBM0+8k1K8STd9Qp56332jtRqgl2Xxp1pFOOEKcgLWp25/kDPT5B87i1O885vySjuoQQQgjx7iQB78fsC1/4wvGfX3jhhbtu+53vfIc/9If+EN/97nfJsoyVlRU+/vGP86f/9J/m3/w3/0087+Fn7bz55pt3/f3169cf+rW/Xy2Kitf25+SVJXAVxkB+2M5NoZr1Wwv2sMTb0xqtm7nPV/cTFoVUi7bVGwcJ18bp234eeg6e0wRHjbWUtSUrb61M2xxnXN1PJODdQnlVNzNDq5rxokBrRTdwqa2lqAxFDY6GwNU4SlHUhv15zrDj4yhFXj34XEPxZES+g1bw5n7ComgqRm9MU1Y6Pp3QJXA1tbXsz3N2F8XxvNg39xM+cmEoCz4td2YQMc0qnl3tMIg9tqc506w8vudCk0w26vis9QOWOz6h50ilaMvtLnL6oftQFYX90GNXxky01rMrXeZZxfVJyu684NXdBXvzgqK+ec36jmbU9VnvBzy7EnNmEPHsSvcUj1qI719HnXKK2rztXlvWN0NqnqPoh97xvTYvDdYinXKEeML2Fjlp8XDfTbPCyKguIYQQQrxryTeTx+hrX/sav/7rvw7Ahz70oXsGvLe2ttja2jr++7Vr17h27Rp//+//ff67/+6/4+/8nb9zz9e4kwsXLjzUfuLOKmMIXRdrSrJS4WlF4DZBlCbGbQGF1k3Ge11bstKCtfiupjJSLdpWs6wkr5rFHa0UvdAl9p2mMrgyGGtxtaYTaBQeSVEzyyqMtWSlYZY9WGsx8WS4uklUmGUlke+QljU3pjmzrKQ6Uc7vakUv9BjGLpHvMM1KAlfjaqleaau0qKmNZa0f8urugl7o0PUDKmPZXxRUtcV1FLHvcm4YMS9KZlnNWj9sKoOLWoLeLdYJXN6z2uXlrRlLkc+o41NUhtIYjFVoZfG0xnc1xjSBtPesdmU+YcsleUVaPFxFYVrUJLkkDrZVJ3B5ZqXDGwcpV/cS5nlF+Za2OZUx7M1z8rJmGPtcWunINSvEKRl1AiI/YZHX1HnN8PBeu8hrkrKiNk1SaOy5dAKH2kByOCKoEzjSKUeIJyzJqwfuRnektlaeoYQQQgjxriWrCo9Jnuf8+T//56nrJuvyv/6v/+s7bqu15l/9V/9VfuzHfowf+IEfYDQaMZvN+MpXvsIv/uIv8u1vf5tvfetb/NAP/RBf/OIXuXjx4pN6G+IuagNnhxE3JtlxtW9ZN+dTq6MOnZaqAnMiuK2V4uwwopZ4d3sdfnkM3Kb6qKgM27OcaVpS1icrCjX9yGMp9jgzCNidFxSVebDWrOKJ6QQugefgO5rdRcHOLL9tcKUyloOkYJwWrPYCVjo+gevQlYX41roxSbmyu+D8UsxS7PPy9oxvbk65epCQnljQiQKXi0sxz67EfPziEh3f5bW9BZdGHZ5dlcrCNhtEHu/f6LMzyzhYlORVTVmDMTVaa1wNgeuw1PFY7YUSOHsKVMYeJhs9eEXhzX1FGy3yimsHKZHvcHm9x8GiYJyV5GWNsRatFIHnMAw9ljo+ke9w7SClH3py7QpxCiLfYaUbkOQJlmamNzSfv8tegFJN57LKGOb5zapSBax0A0kaFOIJe6fPQPIMJYQQQoh3K1lReEz+g//gP+DLX/4yAH/2z/5ZPvOZz9xx21/7tV9jOBy+7ed/9I/+Uf7iX/yL/IW/8Bf41V/9Vba2tvhLf+kv8Wu/9msPfDxvvPHGXX9//fp1PvWpTz3w634/s9YyjHzOLcW8sb84/rkxhrvFss8txQwjH3u3MiZxqrqRSz906YYu46Tk+iS9bWC0rJvqpP1FzsYgYqXrM8squpF8tLaRg2KjH/LdG1O2p/nxz88tRfQPZ3WXtWGaNQv11sL2NEcr+PD54eGgAtFGO/OmUt8a2Jo1YwXGSYG1FtfRxyOCrYVxUnB1H3qhx3ovZFaU7MxzCXg/JcraMssqtudFU91iLFor4sBFoeiG8vn7tDjqmlEZ+8AVhSf3F+2zOU6ZJCWh63B2GLHSDcjrGmPsUQMktFYEjoN/2B1pkpRsjlMur/dO9+CF+D51dhgxSUvGyc1OVU1C953bJg9ij7NDGR8ixJP2Tp+B5BlKCCGEEO9Wsir4GPy3/+1/yy/90i8B8MlPfpL/+X/+n++6/e2C3Uc8z+OXfumX+N3f/V2++93v8n//3/83165d49y5cw90TOfPn3+g7cW9DSIPaw2XVmPAcu0gxdwliK2V4txS1GyvLIPo4Weyi8frTC/k/Wd6fGNzyuZtZnm/lbUcb/fiuQFn+uHjPkTxEAyWwNP0Qo+DRcnzZ3qcH0YYY5nlNaWp6QYeF5diPnxuwJvjlO/dmNELPUJPY6V0v7WyoiL0HL725pivXB2z2gs4txRxTsUUlaGuDY7TtLzGWvYXJf/gD27wsYtDPniuT1ZIW7+2m6QlL23NmCQlFliKfJYi/5ZtitpwdS9hkpZcXu/Jfbbl4sBFKziKgd5vRSGAo5TMjG2ptKjZnedHcW1C36EbOCxyfftEBgtZ0SQy7M5zzi/FUi0qxCnoBC6X13u33GvvRNEEuy+v96QrgxCn4OQz1IOSZyghhBBCvJvJU84j9ou/+Iv8/M//PADvf//7+Qf/4B/Q6XTe0Wu6rsuf+3N/jv/0P/1PAfjCF77Av/Vv/Vvv+FjFO/Pe1S5LXZ9rB+nx3MGDRcFBctjW+pDvapZin6WOz2ovoKoM672Ay+tSTdhWF5c7nB1G/OZ3th9ov61pxg9/YJ1nluPHdGTinXA1XN1LeH6tyx+6tMzV/YSvXD3gpa0Zs+xmwLMXNgt+71vv8f/7+Hn2k4LX9xI+uDE4xaMXdxO4Lruzgq+/OSHyNZO0ZGuW4WqFpzVagzFQmqYVcug6RL7ma29MWO+HBOflcajNFnnFS1uzW6rO7sQC46QJjr+w0ZeF+BY7OTP2pHtVFAKEvpaZsS21t8hJixpXKwJPs78o7rtVfVYY9hY55315jhLiNAwijxc2+myOU3bnzbV8MqDmKEXoa1a6AWeHkdxjhTgld3qGuh/yDCWEEEKIdzP5hvIIfe5zn+Mv/sW/CMAzzzzD5z//eVZWVh7Ja3/gAx84/vO1a9ceyWuKd2ZjKebFswO+dGWP1V7EqBMwjDzOFCFZZaitbRYFPE3kOzhKkxY1O7OUH/ngGc4MZDGvrQLPYRi7PL/e49vXp8c/91yNqxUK1cxnN5byRHLD8+s9hrGL78pHaxtN0prAVQwij5d35vzeq3tMsgqlFEsd/7iasDaWl7bnbE8z/tB7RrxnpUNdG8bpvYNt4nS4juLNgwTPVeSlYZaX3K00KS0qeoFH4OlmP0fa+rXZUXvkByHtkdvvrTNj75fMjG23JK/QSuE7mis7C65PM8rKkJQ1VW2OZ3i7TvNcvJ8UbPRDLo06FLUhyaXjhhCn6ajS+/xSzN4iJ8krKmNxD8eHNIE2+fx9mqVFLef2KSfPUEIIIYQQtydRmUfk7//9v8+//W//2xhj2NjY4Dd/8zcfaRtxpWQxvo0+dnHIld11/uE3btAPPXqhSxy4xAEcDykEsrJmlhVMs5IfffEMH7s4PMWjFveyt8ixKD50rg/AG/sJ3uGMyaq2WGtRShN6CgIoK8OF5ZgPnetjUVKd1FJZUXJppcsXr+zzhe/tst4P2BhEGCAva2pjcbQi8Bw0ME5LPv+tbf748yt86tllskIC3m2V1zVFbZpgd3Yf58lyuJ1HYQz5PapJxek52R75QUh75KfD7WbG3ovMjG23yjTjQ67sLHh9P2GWVaRFRWksJyf/KAUzrYh897gz0rOrHaqH6c8qhHjkIt+R7zPvMou8umP1vlYQ+YlU7z9F5BlKCCGEEOLtnuhTbFEUfO1rX+PVV1/lxo0bLBYLPM9jOBxy8eJFPvjBDz6Vs6Z/8zd/k5/5mZ+hqipGoxGf//znee655x7pv/Gtb33r+M9nz559pK8tHt6FUZcf//AGAL/xzRscJAWx7+I5Cq0VxljK2pIUFZ6j+NEXz/DjH97gwkjambdZkldEnsuoG/CpZ5c4Nwx5ZXfBlZ0FixOVR93A49JqzHMrHc4tRcS+S+S5Up3UUv2Ozyuvj3l5e8azKzFpWfPa3oJZXmGMPa7c11rRC1yWOj7PrsS8tDXj4nLMRy9KS/O2KsqafuiyeMBZ3Iuioh+45KUEvNvqqD3yw5D2yO0nM2PffSLP4crugtf2F+zNC/LSYAFHgT7RTcMYS1FbyrQkr2oslkHscaYvbVaFEOJRm6TlXe+1xsIir0nyhElacnm9xyDynvhxivsnz1BCCCGEEG/32J90rly5wuc+9zn+4T/8h3zxi1+kqu6+GL2xscG/9q/9a/z0T/80P/ZjP4bb8tbAv/M7v8NP/dRPkec5g8GA3/iN3+CDH/zgI/03qqril3/5l4///sf+2B97pK8v3pnL633+9Mc0z650+P03xmxNs2ZhT2tqY3CUYrUX8JELQz52cSjB7qfAUXWR62j25wVZWXN+GPGeUYzh5mKtplmszcqa/XlBf9W/ZX/RLoGjubqf0I88xknJtYOUvGquUfd4zrOiNpaDpCQpas4vRQxjj6v7CX/4PaPTfgviDrLS0Ak8zg1j3thf3Pd+54YxncAjL829NxanIskr3vqRWlSGaV6SlzXGNEkqgefQDzz8w24cALW1koD0FJCZse8unqO4MUmPg92uo1A0s9mbaxa0Bk9rfEdhgbw07M0LbkxTfuCCJJcJIcSjtMgrXtqa3VclsAXGSRMcf2GjL/fclpNnKCGEEEKIWz22p52/9/f+Hn/9r/91vvCFLwBg7f0FgDY3N/mbf/Nv8jf/5t9keXmZP//n/zw/93M/18rK79///d/nx3/8x1ksFnQ6HX7913+dj3/84w/0Gv/0n/5TPvrRjzIcDm/7+7Is+Qt/4S/w7W9/G4DPfOYzXLhw4Z0eunjELoy6XBh1+fjFIS/tLNiZ5aSlIfI0q72Ay2sdzi9LoPtp4WpFVtVcH6fUFs4vd3AU5FVNWhqq2uA6msjTBK5DbWGallwfp5xfjnG1jCBoo4OkJC1r9hclNyYZ3cBj1FUYC2VtjgNnnqPRCvLSsjnOMBYGocdBUpz2WxB3UFvLJCm4tBoDlmsHKeYuzx1aKc4tRVxajZkkBdV9PqOIJ+9kAlFWNclFB4uCcXYY8D6cBxx4DsPQY6njs9z1CV3nbfuL9pKZse8eZW3ZmxeUlcFzFGlZsyjqw+v15nZaQeA5dHyHyHMoK8PerKCs5JoVQohHaXOcMnmAttcAk6Rkc5xyeb33mI5KPCryDCWEEEIIcdMjD3j/vb/39/iFX/gFvvnNbx4HucMw5CMf+Qif+tSn+PjHP87a2hrLy8ssLS2Rpin7+/scHBzwve99jy996Ut88Ytf5I033mBvb4+/9tf+Gv/j//g/8uf+3J/jF37hF1hbW3skx/lbv/VbvPzyy8d/393dPf7zyy+/zK/8yq/csv3P/uzP3vL3V155hR/5kR9hPB4D8F/9V/8Vg8GAb3zjG3f8N9fW1t52/L/6q7/KT/7kT/KTP/mT/Ik/8Sd43/veR7/fZz6f8y//5b/kb/yNv3HcznxtbY3/6X/6nx7i3YrH7drBgq9eHfONaxP2FwWgcB1FVVvA8nsdnxfPDfjoxSHnljqnfbjiHuLAZZqU1May2gvYmxe8eZCwNc0o6psLsb6jWO+HnF+KWe0FTJKSaVISS+Z0KxVVM+N5nOQMY4/qsJI7LWrqEwFPRyki36EbuAxjj3GSk/bD4xmjon06vstBUtCPPC6tdOgELgeLgoOkuOW8+a5mKfZZ6vis9gKqyjBLKzq+XLNtdZRAtCgqru4l3JhkJEVFfRjoPjLPK8aLgu1ZzplByMVRTMd3JQHpKSMzY59+SVHjOBpHKw6SgkVRc7ucImMhLWqysqbjOyzFPo6jSR5yhIEQ4tFKi1qCZ+8CaVGzO8/v2u76diywO885vxTL+X5KyDOUEEIIIcQjDnj/yT/5J/nCF76AtZYwDPmxH/sx/syf+TP8+I//OL7vP9Brvfzyy/ytv/W3+NznPsf3vvc9/tf/9X/lb/2tv8X/+X/+n/zET/zEOz7WX/qlX+JXf/VXb/u73/7t3+a3f/u3b/nZWwPe//yf/3O2t7eP//4f/Uf/0T3/zc9+9rP8F//Ff/G2n8/nc/723/7b/O2//bfvuO+HPvQh/q//6//i2Wefvee/I56sV7dn/KNv3OD/fWmHO8XDXt1N+P03xlzdS/j/vniG96xJpnSb9QIX39X0Qo/vbc343o0Z9W1WCVJjeW0v4Y39hOfP9Li81sNzNT0JeLdSaQxFbRjGAftJzv68uO0ifIVllhrmWcly12c5DihqQ2Uk4N1WK92A88sx37g2YWMQMeoEDCOPiyamNAZrQSnwtIPjgKM0aVFzfZLy4rkBq12ZGdtWceBS1obX9xa8vpdQG4sCjIHc3Noe2XGawPhrewsslsvrPUlAEuIJm2QFvdDB1Yp5fjN4rRWoE0kq1lqMBWthntesdhW90GWSSTcVIU7TIq/u2B5ZK4j8RNojP0X2Fs15fBhZYdhb5BJEFUIIIYQQT41H+g3ln/2zf8ZoNOI//o//Y37u536Ofr//0K/13ve+l89+9rN89rOf5bd+67f4K3/lr/D5z3+er3zlK48k4N0Wf/kv/2U+8pGP8C/+xb/gW9/6Fjs7O+zv7xMEAevr63ziE5/gX//X/3V++qd/GseRzNq2uXaw4B994wb/z3d37rltZTje7qc+qqXSu8XSsmal5/P/fGebb1+f3XP72sK3r89QCv7k+9dIyhqZQNk+R4GyvKxJcoOrNbW1Tevrk4Fv1bS8dpQiyQ0dr0YpaY3cZp3A5X3rPb5zfcKbBylnhxErXR9XaypjMdaglcbVisoYducFm+OUwIX3rfeIA7m/ttWoE5CUFW/sJxhjye6zPfIb+wnnlprkByHEk6NQjJOSKHBY7wfsL5rkstrYJgHJgNLgKoWrFUrBcscnChzGSYH0ZBDi9EzSZnbzJClvWxFsLCzymiRPmKQll9d7DCLviR+nuH9JXvGwX2Fqa0ny6tEekBBCCCGEEI/RIw14/7W/9tf49//9f59O59EG8v7IH/kj/MZv/AZf/OIX2dvbeySv+Su/8itva1v+IH72Z3/2bVXfD+OFF17ghRde4C/9pb/0jl9LPHlfvTrm/33p3sHuk/7fl3a4OIol4N1iaVEzSUoOFg9WZXSwKJgkJVkhCwNtFPkOtbUUxuI5Ckdpagv1YQWwBRRNJbCjNY4CrRWFsRhjpZ1fi3mu5tnVDn/k8iovby9Iy5pvX59SVAalFFpxWElom7bmHZ9nRjHvXevw7GoHz5Vz21aKJgGlNvaB2iMvd3y0UhI8E+IJC1zNLKtY5DVrvZDQc9ie5Uzn+dtGTIy6AWu9gH7oMUlLsIpAPo+FOBWLvOKlrRnj+5j1bIFx0gTHX9joS6V3i73ThF1J+BVCCCGEEE+TR/rN5D/5T/6TR/lyb/OpT33qsb6+EA9ia5LyjWuTO7Yxv5PKwDeuTfjUs8us9aPHc3DiHUnLmpe25yzFPrWFnVl+2wDLEaVgtRewFPu8tD3n8vrDd7cQj08/8OiGLo5qZhAWZU1lLI7Wt5xfdVjh7WqF7zk4StEJXfqBVLC01agTsB1m/OH3rFAZ+K3vbVOaJlhqDtvmQvP3vDLszTL+yPNr/OH3rBD5jlQBt9j1SYqjYCn2ubqf3nP7o/bIz636OKrZ/9nV7hM4UiEEgO9oOr7LLKu4urcApRhGHoPIo6wMxlq0UniuRtEEzcaLgl7k0fEdfFef9lsQ4vvS5jhlch/B7pMmScnmOOXyuozraitXv7PUv3e6vxBCCCGEEE+SpOIK8ZBe3pnzva17t7u+nZe257y0PZeAd0sdJAWb4wxjLSsdn47vME4qZll5S5a75yi6gccwdok8h2lWsShqDpL8FI9e3EltLWd6Ia9szQFF5LsYaylrgzH2uMJba4XnaPThrFFHwZleSH23rAdxqiLfoR96vLK9YL0X8Mfet8bVvZQ39xcsyvq4fL/rO5xb7nBxOWK1G3B9nPHRi0Op3m+xvUXOK9sLBrHH5bUur+zMqcydr1tXK55b7TKIm/8fNoaRBLyFeIJqazkzCPje1pRp1syNnaQloefgOQqtmtESi8OODEcslo9cGFJLNaEQT1xa1OzO89u2Mb8bC+zOc84vxfIs1VJx4B53OnpQR0nCQgghhBBCPC3k6VWIh7Q7z48X8h7UJK3YnUtQtK2ysqYyhtrAflIS+w5n+gGrPZ+ian7u6KYdp6MUeW3YT0qsbapJTy7givYwxrLa83n+TO94NrtW926f+vyZHqs9HyOL8K2WVTU3ZinX9zN8V3N2GLLc9VhkzfXsak0ndAhdhySreWk+Z2M5JKukKqnNkqJia5ZTGcvGICTwNJvjlOvjlPxEi5XId1jp+pwdRvRCj6v7Ka5WZIV8HgvxJGkUgatZH0RMs/nxz7OyJrtL8ej6ICJwFVoGEQjxxO0tctKHvF9mhWFvkXPejx/xUYlHYdQJiPyERf7g5zf0tXRBEkIIIYQQT5UnFvCu65qvfOUrfO973+Pg4IDZbEa/32d5eZn3ve99fOQjH0FraWEnnh55+c6CX+90f/H4OFoRH7bjtBYWec2CmsDVOFrhu02WfFaaWwIuALHvSuu3looDF2MUl9eaAOf3bsyo73IZOqoJdl9e62GMkvmELdZUJhXEnkNpDd98Y8wsN8S+JvIcHN3MgE7LmqQw9ALN82f6xJ7D7rwgLWqpTGqpsrIkRUVWGm5MUpYin41BxDOjDmVtb7ZHdhRFZdibFby8PSf2XUJP3zIzWAjx+Gmt2BxnbPRDsPDKzvyulYVawXOrXTb6IZvjjA+fl2coIZ60JK8eqgIYmq4OSV492gMSj0yTEBiQ5MkDVfArYKUbyPOxEEIIIYR4qjz21fvf//3f56/+1b/Kr//6r5MkyR2363a7fOYzn+Ev/+W/zIc+9KHHfVhCvGOBd/sFuX7kER4GRmtjySrDNH17Scud9henL3AdhpHHPK9ume381uD2WykFw8iT+ZMt5TuaYcfjyu6C59d7jDoBbx4k3JhmZOWJSlFPs94POb8UM+r6TNKSZ1c6eI5cs221t8i5Pk55c5xR1oalToClIC1r8sqglMJai1LQDRyWOj5lbXhznNHxXalMajHPUVhglpXUBpKyhkXBcsfH0xrtKIyBojLsLwqSsqaoLLUpCb1ArlshnjBL81m7PctZH4QMIo8b04ydWX7Lc1ToalZ6AWf6IaHvsD3LWe562AduqiyEeKeqd9jF6J3uLx6vs8OISVoyfoAZ7YPY4+xQxq8JIYQQQoiny2MNeP9n/9l/xn//3//3ANh7zD6dzWZ87nOf43Of+xw///M/z1/5K3/lcR6aEO/YSjegHzpMsxpXK1Z6AaOOj1aKrDTU1uAozbqnMdaytyjYPWzLOohcVrrSHqyteqHLcsdjkVfsHy4M1Kap5q6NbRZzUThaHVZ9NwHupchjuevTC73TPHxxB56rWen6TJKSG9OMfuTxA+eHXC5rkqKirA2eo4l9l47vkFWGnVnOmX7ISjfAu0frc3F6JknJtXHGtzcnTLKK88OI92/0qGtLWhhKY/C0JvI1jqM4WJR8d2vOIGwC3pOk5PzSab8LcTvd0KMXuBzMC9aGTZC7NIbr44ysqo8rvEPXIQo0S7FHN3TYnRV0A5deJJ/HQjxJoatZigPS0rA5Tok9l2dGMZfXu1S1xdomQdA97MowSSr2k4JB5LEUBURyrxXiiXun3amku1W7dQKXy+s9XtqaMUnKu6YVKZpg9+X1nnS3EkIIIYQQT53H9gT77/67/y7/+//+vx8HuofDIZ/+9Kf52Mc+xmg0otvtMpvN2N3d5atf/Sq/8zu/w2QyAeC/+W/+G/b29vhf/pf/5XEdnhDv2HtXuzy/3uM7N+ZcWokpK8ubBwlbk4zsLRUs64OQM/2Ila7PlZ0Fl9e6XF7rnuLRi7u5sBTTC33W+pbaWjbH6WESg72l4lspSAtF6GnODiPW+iG9wOPCklSKttGoE7A5Trk06gBwfZphLYw6PoNBdLPtdVFzY5qjFGz0Qy6NOiiFzLBrsVlWcO0gISlqNvoh87zi6n6C5zQz2l2tqIwlr2rK2rLc8dnoh+zOc64dJMyy4rTfgriDyHO5sBxT1gYs7Mxz9hcF46RsfnbIczTD2GO547PaDTg7DLmwHBG6slj7NEmLmr1FTpJXVMbiakUcuIczSCUQ+nRQrPUD9pMCVytcrXG1akYPaHWcNKhVEyTrhS6Rr3EdzVo/QIYQCPHkxYGLVjxUW3NHNZ/Tot0GkccLG302xym782Zm+8nz7ShF6GtWugFnh5EEu4UQQgghxFPpsTzF/p2/83f4pV/6JZRS9Ho9/upf/av87M/+LFF055ZIaZryy7/8y/z8z/88s9mMX/zFX+RHfuRH+Kmf+qnHcYhCvGPrg4iPXhw2AdFJzks3ZhhrGUYeSx0frRXmMHj2+l7CG/spl8/0eP5Ml49eHLLWlxZhbTWIfZ4ZRbxxsCDyHVZ7AeOkYpaVVCci3q5WdAOPYewS+Q5pWfHMaMgg9k/x6MWdRL7DUuyzeZDyntUOG8MmMDpJSyZJeRxc6YQO7zvTpRu4RJ5DXhpW+5EEW1pskdfszXNWuwF7i4KkrBiEHo7WVLWhqC2Ogm7gURvD3iIn9txm+3nOIq9P+y2IO7BYnl/rUtWGL7y0y+ZBetuuQWXddGTYnRfMi5o/fnmFy2s9aY/8lFjk1fEifFUbtNIoBdaCmWa8sZ/IIvxTwtgmqeiZpZjSGGZ5xfVxyuYkIy3q44B35DucHYRsDCN6gYurNcsd/55dwUS7SJLKu0NzvpKHeh4KfS1JoU+Jo0rv80uxXLdCCCGEEOJd6bGsGH32s58FYGVlhd/+7d/mve997z33iaKIn/u5n+OHf/iH+cEf/EF2d3f5z//z/1wC3qLVPrDR59vXZ7yytcvGIGS1F+C56nB+qMXRCt9VlJVlZ5bzytaMy6sdPrDRP+1DF/fwntUu370x419eHRP7Dmf6Aas9n6Iy1AYcDb6rcZQirw1b05yPXxzynlWp3G+zs8OIeV6RlzVlZZlnFUleU9tmznNtDUneVDkEjkPkQV9m2LVebS2d0GNvluG7Gs/x2F8U7C8KihNVwL7TBFSWOz5KKaZZyWo/pJYAS2t1fOd4hMQgcLkB3G05XgODwMXRCo2iIwu3rTdJS17empFXBq2gqCxJmR/fa2PPxXNgZ5YzTUveu95jIK3qWysOXHZnOZdWOnzl9QO+cX1CbWAY+az3m+em2lry0rA9K9hbFLy4MeBjzyxRVkYqRZ8SJ5NU3lopqhVEviSpPE0i32GlG5DkyQOliSmaMV8SJH26RL7DeV86kgkhhBBCiHefR/7t85//83/Ot7/9bZRS/PIv//J9BbtPunz5Mr/8y7/MT/7kT/LNb36T3/md3+HTn/70oz5MIR6JrLKcG0Z85sNnuXqQcH2ScWOSsihuLsd3fIczg4iNQcinLi2z1gvIKgmutF1aVHzo3JCysnzj+oRFXh/O61b4btPyLyubud6Ohg+fHfChc0PSojrtQxd30QlczgxCfu/VPfYXRTP313coKkVVW1xH47saa+HNccJy6fOH3jOSxdqW6wQOSx2PcdK0un5zP8FgcbXGc05Uilq4Mc3YnuacX44Zxh7DyKMTyEJtWykFm5OEr75+wJlhyLDjcX2ccX3SjJo4EnkOZwYhG8OQ0HP46usH9EOX965LElKbLfKKV3fmFLXhICnYnuZMs5Kyvvmc5DmKfuix1g9Y7vi8ujPneZkt2lqjTsD2NON7W3Mqa/jgRh8LZGVNUhhqY/Ach+XYI/RiFFBZw8s7c55f70ql6FNgkpZ3nQVsbNN5JckTJmnJZUlSeSqcHUZM0pJxUt73PgNJChVCCCGEEEK0yCNfKfon/+SfAPDhD3+YH//xH3+o1/iJn/gJPvzhD/MHf/AH/ON//I8l4C1aKS1qxknBuWHMOCmYJAXjpGCWVxS3BLQt46Qg9jT+aodzSzEHSUFa1JIN31JHM5zr2vKJZ5dYHwS8srNgc5ySnEhmiHzNc6sdnlvtcGE5JslrbkwNZwaxnNuWWuQVNyYZSx2fpKh5Yy9ha5aTVzcDZ6GrWesFXBjFLHV8bkwy+qEnwZUW0yguDCO+dnXMGwcJnqvwdHMNGguWJnCqFQRoSmN44yBBq5gLSxEO6nTfgLijaVqxOcmpLLy2mzCIPC6OYi6OYvLSHLfiDDyNAiZpxY1Jju9qrk+a4KlorxuTlDSveW1vwfVphrXNuJDA1cfb1MaytyjYTwo2+iGXRh1uTFKeW+ud4pGLO4l8h6ys2Z/nLHV80rJmZ5qzNc1ZlBXGgNbQ8VzW+wGr/YC+57A3z8mWZXxI2y3yipe2ZvcVFLXAOGmC4y9s9OU5quWO2l3fLZnhiKIJdl+W5CMhhBBCCCFEizzybydf/vKXUUrxEz/xE+/odT7zmc/w9a9/nS9/+cuP6MiEeLT2FjnGWr67PeO7W3O6ocdzvsuZfkhW1ZS1xXMUoevQDV20Unx3a47rOnxgo8/eIpdWYi21t7jZnrGoDOeXYp5Z7rC3KJhmBUUNvgP90Gel61MZy3hRYgCnVnJuW+wouHJtP22CK0A3dAlrg7EWrRSuo7HA9UkGFryRluBKyzlKoZRiKfbZmeUYC3llKCqDObFkq1GHLc81ngdLsY/WCq0k4N1Wk6xke5IxiJoK/qNW9Z3AxXObtuWlMUyzikXedNgIPc0g8tiaZkxSCXi3VVrUTNKyCXZPmnEExlrmeUVa1NTG4GhN5Dt0g+Y56vokA5qZsZI42E5Hz09nBiGv7C64updgLDiq6cRwpDKGqwcpb45TLo5inlvpYCxyXltuc5wyeYAKYIBJUrI5Trm8Ls9RbTeIPF7Y6N+xXb2jFKGvpV29EEIIIYQQopUe+TeUl156CYBPfOIT7+h1jvb/7ne/+46PSYjHoawMNyYZ39qcMDtcnC0q08x11hrPURhrySrDdNws5Ea+w7c2JyzHHms9/7TfgriDJK+OF3cMcHC4sDeIHFZ7PRwNtYG8qtiZF7fsW1tLkktb8zY6GVzZPAyauI6m7+jbbm8tx9tJcKXdHEdxZXfRtNVU8NWrYypj3radwZJVNZWxfPTikLODiFd3Fnzy0tIpHLW4H2Vlqa2lNpaluKkWXRQ1SVFB0VSZHa3Fe66m4ztEnkNlLOpwf9FOk7TgxiRje57jOIrtWcbuLGecvr2l+TDyWOkFjLoB2/Oc4cRjYxgR+dJKt232Fjmeo5hkTUcVe3gqawt1/fbr0Vq4MclY6QacW9KSNNhiaVGzO88faMYzNJ/Ru/Oc80vSAelpcFTpfX4pZm+Rk+TVcTeVOHAZdWRmtxBCCCGEEKKdHnnAezKZALC6uvqOXudo/6PXE6JtitpwZTdhklbMspKqtligOtHy+qS6qClrg7VwZTfhhY3+kz1gcd+qE6UMCgh9B0c11d5JUYI1oDSutnQDh9pCVtTHC4An9xftcRRcuT7NHmi/69OMYSzBlTZb5BVVbfnW5oTzyxH/ynPLXJ9kXDtIScubn8mx73B2GLExCFHAH7w55gPnBswySVJpK6Uske8yPQyCdgKXXuCSloa8qqkNOBoC1yHydVPdfzjbO/JdlJLP47aaZyW78wJrLa/tNlXet7t9lrVlZ16wtyjYGJRcWumwOy9IsgoGT/64xd2VlWF33nRiWOkGzLKKtKgojT0OfkMzYsLVish36YUu+4uC3XkuCaEtdtQB6WFkhZFkhqdM5DtyvoQQQgghhBBPlccW8B4M3tkKVL/fBAOn0+k7PiYhHodpWvLGfsIsu7US6U4szaLtLCt54yCRNqst5mp1/N/I05TGMkkrdhb5cdDFcxT9yGO1E9AJXbqBQ3pinqxon3lWsjXNb1lwvx/WwtY0l+BKi+WVRSkIPIcvXx1zphdwdhBycSmmqG9el76jKaqaawcpN2Y5zyzFKJpkFtFOke8yiFzKuqaqLYu8YlHUmNqAUigFtmo6c0yymxXerqMYxC6RL+1W22qclkyzktd2F1wb30xE0grUiTED1lqMBWM53s53NQdp8bbXFKevqA3bh/daz9Esd3yq0CUpa6q3jA+JPQf3sMuKtbA9zbm81j3ldyDu5GQHpAclHZCEEEIIIYQQQjxuj3wVsCgK1OEszXfiaP+ylKCgaKekqJmkBdV9BLtPqmrLNClJHrJCQjx+ceDiO4rId5ikJa9sz7myl3DtICEtbwbGIk9zbinm2VHMc2tdBpFHVhhimWfXSkfBlYcxzUoJrrSYo2GclIw6PhZ4Yy/hzYOMYewS+w6OVtTGkhQ146TC04qLo5hRx2ecljiSpNJaq92AQeSRloZrBwnjtDyRtPKW+29dk5U1w8jj3FLMMPJY7QZP+pDFfSpry9Y04/okQwFaKxRQG0tpzFEzFVylcLXCAsZYrk8y+pFHWUuiShst8upt99q7jQ85aZqVzCUo2lrvtIORdEASQgghhBBCCPE4SVRGiIdkrcVz9C3L7cZaytpgTNPe/GgB13M0+jCJwwKuo7APWmYqnphRJ2DcLbh+kPG7V/b4xuaE2kDoOfRCF63U4bm2vLw958runO1Zzh9+dsTGMGTUkQBLG+VlfV/dGG6nrC15KUkqbRX7Lr6r2ZnnLHc8On6Pg7Rkf57f0q48cDXnlyOWIo/A00zzitVuQCxVwK11ZhCx2g94eXuO1orIcygqQ21vbY+sFDhK4bsarRXzrGTlfJ8zAxlD0Fa1sezNCyzgaEVRG7Ly5viXI0o1lcKh5+A7mto2+xmJd7dSZSz1QwY2jZGgaJvdqYOR5yhcrZuOGxYqY277vCUdkIQQQgghhBBCPE6PbYX3S1/6Eru7uw+9/5UrVx7h0Qjx6NVYeqHL7qKgMpairCnqZoHn7QHvppWu7zm4WtELPWoJeLdW5DsUZc3vXdnjD65N6YUekaeb81wZKmNwlKIbOAyjZpbsH1ybooAf+9AZIt857bcgbkNphVY8VDtORymULNS2VuQ7nBkE7M5zJmmF52jWugGrXZ+istTWHgZDFQpFVhkmaYWrFRuDUK7ZFot8h7P9kI7fjI3ohZraGPLKUBuLxaJQOFoRuBpHN1WkncP95Ny2V20MeVmjlWKel+SVue3ICWubsQNlbQhcTSfwyMvmXizaJ3AdfFeTlQ9+fjxXEbhyzbZVHLjHz1EKCH0HR8Eir5lmObVpOq7EXjPqp7aQFXWT1KKUdEASQgghhBBCCPFYPbZvnf/Ov/PvPK6XFqIVfKXohS7LHZ8ruwuyoqa2FmPtrV1WDZS1IleG0FieXenQD118CZ61VlbUvLqX8OrenLV+QFpUvDlOOVgUt8z69V3NUsdn1PFZ6we8ujvn1b2ED5wdEkqQpXUGof+OFuEHof8Yjko8CqHncGmly9684OpByqIoGScWz9VoQCtFbi3zAsrK4LkKz3HYGIQ8s9Ih8uR6bau0qIkDlxfPDfn6m2MO0hJHa2L/9u2RlYKlyOPFc0PiwCUtagl6t5RWmn7ksTPPbvlcVreZ4W1tE/jOSoNWJeeG4XHnHNEukafphx55mb916MBdKaB/mGAo2mnUCYj8hLw0BJ5mf1GwPc2ZZuUtFd2eo+iHHmv9gOWOf7y9dEASQgghhBBCCPE4PZaAt7RqFt8Phh0fz9HEnmYYeVzLqibY/Va2aXWOgmHkEXsa11EMOxI8a6sb05SrewvWehFv7C94bS/B3KYsuKgMW5OMnVnOpVHMheUOV/cWbE1TnlnpnsKRi7sZxB7Lsc/1SfbAi/DLsc8g9h7XoYl3yHc0q12fC8sxWWm4sjfHGDBlffvAWWU5N4i5sByz2vXxHAmctdXeImeSlFxYjlAKXtmZc5CUJEXFyRHOjm5a2y/FHs+tdjm/FDFNKvYWOef9+PTegLij0Nes9gLeOEhIC4M6nOFtjKUyzbXatKpvWp5bwBqL7zqsdANJLGupOHBZ7QUkRcU8v/9RIJ3AYbUfSBVwi0W+w1ovYGuSc2VnwfVpdtuuDGVt2VsU7CcFG/2QS6MOa71Ako+eMmlRs7fISfKKylhc3VTpN4kPci6FEEIIIYQQ7fPIVxQ++9nPPuqXFKKV+qHHSjfgi6/usdQNeO9al4OkYJyUlCdW4T23CYgvxT6uo3h9d8EHzw7ohxI8a6vNccosq9iapuzOCwLXoawP26eeXNhT4GqN52h25wW+q4k9h2tjCXi30agTcHYpYpqVD7wIf3YpksqkFvNcTS/0iAOHs8OIbuiyPcvZm+dv68ow6gas9QL6h9v3Qg9PWui2VpJXFLXFWMP5pYh+6LG3yNmfF2R1jbUKpSyR6xx23AjoRy5ZaaiMJcmre/8j4lRooBu4DCMPrRR784KiNhhr33qrRatmNMyo69MPXbqBi1y17TTqBAxjj6KOuD5OWeT1XZPMFM19dmMYMYw8ude23DD2+fqbEzYn2T23tRY2JxmR7/C+jd4TODrxKCzyis1xyu48Jy3qW0YBaQWRn7DSDTg7jOhIgooQQgghhBCiRSTgLcRD0lox6vqcX+7w3a3ZcQB8tRdSHi7YaqXwHI21lllWMc1K3rfeY9T1pRVniy3ymr15wbWDFGvBdZr2x8Zo6sO2qkdVZ/qw6swYy7WDlF7gsXiAYKp4ciLf4dwwYpqWbB4uwpe1ISvrW6oJXa0IPQfP0U2wexhxbhhJNUuLjToBX39jzFLkkxye18urXd5/psvRlAlFc37rGora0AkcliKfaVpKgKXFqsOV9iZ4XTPq+az1Ag7SgmlWHbao1/RDl+XYp7KWyaLEvGV/0T7GNt0Zzg4jsp0Fw9hjnlfM8qpJVDm8cANXE/sO3cA93j5wm/uxaJ/Ibyrwk7zm/HLM/rxgmpUUlbklcOYohec2ra+Xuz7RYeW+3GvbbX9R4GhFN3DuO5nB0Yr9RcGoK/fatpukJS9tzZgk5W3PrbHN96QkT5ikJZfXewwiSeIWQgghhBBCtIOk5ArxkGpjqWrLh84NqIGXbsw4SApi38VzFForjLGUtSUpKrRSXD7T40PnBlS1vX37c9EKtbHszvPjhVl7+IejYOgRay31idVba2F3nt/yM9EuZ4cRk7SkNpbrk5T5tOQgLchKgzGgdTN/dAmffuSy3g85O4w4O4xO+9DFXSiaKu+9RcGFpYjzSzFZWZMWFVlpqI3F0YrQ00S+S+g5KCw784KVXoCkH7XX0WeuqxWBp7kxydie5hhjcR2FVopFXrE7zXlNJ7fMjD1qwSraqR96FLWhdxjwfGVnhu8qlrRHZexx4qCrFVpDVlWcW4rohR55ZaRTTosd3Wtt0vx5pQqY5iV5WWOMRWtF4Dn0Aw/fbWZ2D2JP7rUtlxY1u/Oc2HcfKJkhdB125znnl2JJaGixRV7x0taMcVLec1sLjJMmOP7CRl8qvYUQQgghhBCtIN9MhHhIk7QkLWsslh84N2Ap8rg+SdmaZEyKmy10Q8/hmVHMxiDi4nKMxZKWhnFa8swpHr+4M4tlmr19scfaJsh9N9OsxD7QhGjxJHUCl/NLEdcPUora4HmanvHwdE1tmjnAoefgew5FbXCV4tyStGxsu91FTj90OdMLqYyhNIZZWrK7yFnkN89tJ3BY6QQ4WuFpxXovpB967Mqc59aKAxffUbhac2VnwX5SoICsNOR1fZyoEjgOoae5slsxSUoujTo4yso84BZztKIXuXztezus9EKeXelyfZyynxZUhx03rAVPKZa6HhvDiMhz+M71CX/k+VW0JDO0VidwubzeO64UhaaFvasVhiaBQR9uq2iC3ZfXe3Kvbbm9RdPiGiB0nftOZgDICsOe3GtbbXOcHl+v92uSNF2TLq9Ly3ohhBBCCCHE6WvFqsJ4POaVV15BKcWlS5dYXl4+7UMS4p4mSYHnaMZpszBwfilirR8wW6mY5zW1NThK0w0c+pGL52iyqlkk6oWKSVKc5uGLu4g8h27gkZX5A+/bCz0iT6pX2mqRV+zMcjxX0/Fd5llNVVuUUvhu06qxMk3lfsd38VzN7iynH3qyEN9iSV5RVpZLKx2+8voB37g+oTbQC13iwMVRitpa8srwna05joYXNwZ87JklsrKWOc8tNuoEbIcZ39uas58UzLOKcVqSFBX1zdwyHA2x38yDhmbcxPPrXWlX32JFZfAdTT/2+Z2XdzkzCA+TAzsU1c0Kfd/VlLVha5JxY5LxiWeX8R1NWZl7/yPi1Awij2dXOnz3xpT/P3t/HmxJdtb33t+Vc+75zEOdmqt6UrfmRgIhhBD4gmyjQAYbc5HAGDzcAEzEvXDD4SE8yzZc22HL5lqBHYgO5BBItjAGv8BFSALJjVpCqEVPNXbXcOrMZ4+ZO6e13j/y1Kmq7pq7qitLPJ+ICp2us/eu3JHKPaxnPb9ndTBmY5iQ5pc2BPqOIm8YDkzVODhdl1jk+0CU5Lw8xMhzLKadG7/OFsbIe22FXezev9Utuwake18IIYQQQghRGXdl9T5Ny0KebdvY9rW/+Dz77LP81E/9FJ/+9Kd3uyaVUnzzN38zP/dzP8db3/rWu3F4QtwZSrExTJlp+Cz3YrZHGa3QYbLhMVEru4QVCmXBOCvYGiU0ApvFdsjGMGXPhMQ2VlUjcDk0U2dzlHAryfNKwcHpOs1ACqNVdaEb87VzPVb6Y1qhy6HpOpnWjNNLxZXAs3AtiygrePZCn61RSujaHJHulcrKtcG2FSfWh2Rac3C6TpwVRElZzL68e3/PREDo2mRac2J9yP6pmsx5rrDQs0nyciF+tTdmO86u+rpcaBiMc4ZJzsRO4Wz/VCgL8BWmMZxYGzLd8HlkscUzy33ObcdM1FxCz8G2FIU2xGnOdpRhW4rXLbaYbvicXB/yhr2de/0UxHX04owXN0ZgFIem68w1A6Ls0utxzXWo+zZaw4sbIxzbkqJ3xb3a90p5r62uy7v3L0pzLd37QgghhBBCiPvKHa/KHD9+nIceegilFP/m3/wbfvzHf/yqt/vyl7/Mu9/9bkaj0RURwcYYPve5z/HOd76TX//1X+fbv/3b7/QhCnFHNHwHbQwbw5TFdsggyFnrJ+SFpuY5OLZFXmhGSU6SGRY6AU3fYWOYoo2hId2ilWVbcHimwYm1AVujS9F+oWfj2BYWoIG80FcsDk3UXA7PNJCU1WoapwWnN0dc6I8xppw92CVjqu7RrrmXFVcKlgfj3ftd6I85vTliaaJGIMWzSgpdm9MbI1b6Y1xLkReGcVrQH2ck+aX57GmhsRS4loVnw0p/TDNwmG9JF3BVxWnBKCnYjlK2bmauqIGtKMNzLUZJQZwWUvSuKAtFUmhOb4w4PNNgquFzdjvm3PaI7ejK994jc032TpSR5sdXByxOhFjKus6ji3vparOAXVsx6fq7UfW51gyT8jNUlBUyC/g+4LzKD7iv9v7i7rm8e3+cF9ecz24p2HCSK+azS/e+EEIIIYQQoiru+IrCb/3Wb2GMIQxD/spf+StXvU2e5/zAD/wAw+EQAM/zeNvb3sbi4iJ/9Ed/xPHjx0mShL/yV/4Kzz//PPV6/U4fphCv2mzTpxO6rA9T1vtjDs40ODzTYDtK2Y5S0kzjuRZz7QaTNY9RknN6fUiqYbbhMysFlsrybIuZhsdb9k/ypZe20AZCx6Iw7C78WKrc9NAOHOK8LKK9Zf8kM00Pz5HiShVtDMcsb8eYnfPXCl1qbrlQN0py8sLg2GV87mI7IMoK+nGGNnBhe8zGaMySJ+9HVeTaiq1hiq0UK5d1AbcDh5mGjWUp9M5mhs1RxlaUMRG6zLYCtoYpriOFs6raHCWs9RMspQhciyTT141cVYDvWlhKsdZPpOuswnpxRid0ObE65NnlPjOtgKMzDY7MNIizYvc1OXRtFLAxSjm9PqIwhonQk9EwFXa1WcBZYciK4hr3kFnA94Oa72ApXhFrfjNspajJZobKuth9P0pzLnRjRklx1fdabWCcaZIsIUpzFjohdc+R7n0hhBBCCCFEJdzxb51PPvkkAN/5nd95zUL1r/7qr3L8+HGUUuzdu5f/8T/+B48++uju7//BP/gH/KN/9I9YXl7m4x//OD/yIz9ypw9TiFdtuhGwOBGS5AVTDZ+XNke8sDrk7NaIJDe7HSy+o9g7WefBuQZ7JmtsDhMWJgKm68G9fgriGpYmajx3YcCDc01C1+ar57ZZ7SesDxLSy2aGeo7FTNNnruXzhqUJ9k3WSHPD0oQUV6pobZDQjTMC12Kq7hFnBWe3Ilb7CaMs3+0CrrsOcy2fmZbPQjtgY5iyHaes9ROWJqTgXUVZYUiLgrX+mN44Z7rh0w4dzM7CbKE1tmUx3XSYafn04pytUQqMqXkWWS4LtVXVizK2ohTfsZlu+AzGOXGak2lzRbS5pcruwdBzaAYOrm2xFaX0ooyliXt3/OLa+kmK59gcnmlwfG3IcjdmuRvTCV1Cz8a2FElu2Nh57b7o6GwD17HoJ1LwriKZBfz1a6ruE3oRo+TaGxeuJfAspuqy2beqHEsxzgsudOPd5IXrMcAwKW+/NFmT7n0hhBDiNpQb8hOiJN8dsVfznZ3PXPJ5WAghbscdL3g/88wzKKV497vffc3bfPzjH9/9+d/+2397RbEbyoL37/7u7/KFL3yB3/iN35CCt6ikwLN5YLaOMvDpF9b43AvrjHNNYTRXrPIpOLc95isvbfMtD87wbQ/OcnS2LtHIFdaueSxNBDy/MsBzLfZO1LAtCwWMUo0xBqUUdd9moR2w2A7wXItunPLQfJN2zbvXT0FcxTDJsS3FTNPnQjfm2OqAQVKUswkvu2a3Vcr6KKG5ZfPAXJOFTshaP2EocY2VlRWaKC1ICs2hmTrjtOClzYj1QUJy2SYVf2eTynwr4NBMnfPbMVFakBX6Oo8u7qXeON3daOTaFpN1jzxwiLKCvNBoY7CUwrEtam45duKiLDf0xlIUrSrPslnrJcy3yw2AJ9eHaAPdOLuiwH2RpcpxI/PtgLV+whv2tF/rQxY34WqzgG+WzAKuttArNx5FSXRLGxoUMN2Qhdsqq/kO/Si75c0Mo6SgH2XSvS+EEELcglGSs9yN2RiWn5tfPj4k9CKmGz6LnVDG/QghxC2646+aZ8+eBXhFEftyn/vc5wCYmZnhz//5P3/V2/zgD/4gn//85/na1752pw9RiDvGshRntiKeu9Anzgv01eLcDBRGE+eG5y70OTLT4MGFxmt/sOKW7J2s8Ucvdfn94xvMtAKWOjX2TdbKTQ2FwbYVgWOhdRmz+sLKOu88Os3eSVmkrSxjmGn4LG/HfPVcl1FaXNEhepE25U7bcVYQpV2MgcVOyFVvLCohzsoO7gNTNc5uxZxcH5LmhqQoKLTGGFAKbKuc67zcjTk80+DgdA1QxJkUvKvKaPOK+FzHtmjZN46hL4zBSMxqZbVDh5pvc3Y7ZmkipB26rPTHr9ioEjgW0zsbVQKvvH0ndGnXZPGnii6fBXyrZBZw9S12QnpxdsV89htp19zyc5SorKbvgOK2khlQO/cXQgghxA314ozjqwN6UXbN8SGjpCBKInpxxtG5Ju3Qfc2PUwgh7ld3/JtJv98HYGLi6vmRL7zwAt1uF6UU73rXu1Dq6vFXjz32GACrq6t3+hCFuGO+eq7H772wymTdJXCbbI925ne/LPZ6ouYxUfeoeRa/98Iqs22fvZNS9K6yc9sxzdDlyFyDYyuDV8SsFolhJS3oxhm2ggfmmzRDl3PbMXsk9rqS2jWPUxsjvna+e3NxjaaMa/za+S4TdU869ysszQsmay6nNyNOrg/pxSlxpsm1xlxWy1YWOJZF6FqcXB/SCl0OTdVJ89vrRhR3n+/auLYiK65cDqh5Nq5t7c6TvdjlfznXVviudBRWVSNwWewErPbHnFofMVnz2D9V48BUjSTXFNpgWwrfsTBAL8pZ7o0xxrBnoUnDl4WfKnq1s3xlFnC11X2Ho3PN6y7UXqQoi91H55rSnVRxcVbQCV0u9Ma3tL9TKeiELlFWIJkbQgghxPWNkpzjq4Ob2jhogG5UFscfXmjJZykhhLhJd/zV0nVdiqIgiqKr/v6LX/zi7s9vectbrvk4jUZZDLzW4whxr632Yv74bJe1QUrgWtQ8h/l2wBv3dWh4NpZlobVmmBas9MYkuWZjmDLONH98tsvbDkwy05JuhyrqRSkn10d0o4wH5ppM1X3ObUdEaU6xsxBbaIPvKA5M1ViaqDHV8OhGGSfXRzw035LiaAW1Q5fl7phB8sqimKUUSpVFbm3MFcW1wU5H8LsfnHmtD1ncpJpnM0oLTq0PMYClFLayKDCYy5bjFeXfW0phgFPrQ2abPjWJWa2sTujSClw2RymWglboUnNtMq0Zp5p0Z9ZZ3bd3F937cYY20ApcJkJ5La6quVbAYjtkcyrlpY2IbpzSi8t57bZdXq8GQ1FAkhcYQGvD/ukaC+2QuVZwr5+CuIpXO8tXZgFXXzt0eXihdc0oTlspAs+SKM77SD/OmKh7LLQClnvjm77fQitgou4xiDMW2vK9VgghhLie5W5M7xZScgB6UcZyN+boXPMuHZUQQnx9uePfPmdnZzlz5gzPPvssb3/721/x+89//vO7P7/tbW+75uP0ej0A6nXplBTVdGJ9yDPnexQ7catHZhvsnQgptGGYFGRFge86TDV8Dk3XObtdFsgLbXjufJ9ja0MpeFfU2e2IjWFCmhs2hwmLnZAH5hoMxjn9cUaSF/iOTStwaQUOg535O7mGrWHK2e1ICt4VlBWG4TiHnXhr37FwLIU2kBeaQpfzklzbwnfKLrMk12DK+d9pIV1nVeU7FpujlPVBwijNcWyLuq9oqHLsgKHsNLOsclNDYaAbpWS5ZnOUEjhS8K6qRuAy1/KJ0pzJuscgyTm+NmC5NyZOyy0NCkXo2Sy2AxY6IQvtgM1RylzLpxZIoaWq2jWPibrL/skarqU4tjpgkBQk2Svn2PmuTdO3eWCuyWInZKLuyvtsRdV8Zzd54VbZSsks4PvExU7vpYkam6OEKMnJdzYg1XyHqbrM7L6f5NqQZJoDU+Xay4X+9Tu9lSqL3Qem6iSZlmQGIYQQ4gbitGBjmNzW+JCNYcLSRE0+WwkhxE244ysKb3rTm3jppZf45V/+ZX7kR37kit9lWcav/dqvARAEwVUL4hedPHkSgIWFhTt9iELcEWuDMRvDlKVOyNuPTNGPMv7w9BbPrfQZxJc6SJuhzcPzLR6ca/JnX7/A509ssNIbsza4+d3z4rXVi1LS3BC4FlN1j26ccWx1yHCcUxizu5BrK0UjcJht+cy1grKDP9f0ovRePwVxFb04pR44hJ6FbSnSXNONCuLsUuc+gG0pQteh7ls0fJtCG+qBQzeW81pVo7SgP86Isitnv9ZcG8e2UEphjCEvNKPLYq+jLGcwzhimMjO2qtqhx56JEKUUXz3X5fkLfcaZLudzX7ZaEGcFvSjj9MaIhxZavGGpw2InoCMd3pV2ZLbJ5jCl6bvsm6qz0nvlDG/PLt+L59sBTd+l4TscmZUOh6oqC50Ro6ukqTiWtZumkmv9ilEFgWcxVfdfy8MVr1Lo2Sx5tXt9GOJVciy1U7TWHJyp0665rPUT+uPsiuvUtRWtwGW25TNZ93aL3ZLMIIQQQlzf5qhMxbkd41SzOUrkM5cQQtyEO17w/t7v/V4+9alP8ZnPfIZ//I//MX/v7/09ALTW/J//5//J6uoqSin+3J/7c/j+tRc0/uAP/gCAhx9++E4fohB3xDjV7GmHvOPINM+t9Pn08+tkRfnh5fLZ9L0o48lTm3z5pS7f9tAM33Jkhs+dWGec6ms9tLjHLi92n+vGnNmMrtmpNEhyVvtj9k3VWOqEbAzLYrmonlGSM1HzODBd54ULA7ai9KrdK2VKQ8Yohcmax4MLTSZCjyiRomhVDcc5eaFZbIdsRyk1z8F3LFzHAnOpwxsFoadJck2U5nRqHnmhy85/UUmhZ9P0yw0nF7ox0U50rm2BZSkU5fnVxpBrQ5QWXOjG7J+q8eBcQ3bBV1zg2sw0fU6tD0kzzf6pGvsma+WmBq2xLYvALYukgzgnznJmmj6BzGavrNCzmW74REk5lirwbGwFo6SgP04odHn91lyn3FRmYLyz+DfdkK5gIe6Fi8kMuTYUSUEn9Jiqe4ySgijLr7hu675NoSFKylETkswghBBC3FiU5LeVgARQGCPrUUIIcZPu+DeTv/gX/yIf+tCHeOaZZ/gH/+Af8PM///McPHiQEydOsLGxAZTFwJ/5mZ+55mNkWcanPvUplFJ80zd9050+RCHuiMBTvP3IFM+t9PmtZ1ZQSu12EZqXVdGUUuRa81vPrADwjiPTBJ7shK8q31G7xe4XN6Ib3l4bdm+31AnxHTm3VXRxI0rdc5ioe4zSnCTXZXeK0ZidqHNHWfiuhe9YTNQ96p5zxf1F9WSFJk4L9kzUmGn6DMZl136c5DvdwGArCFyL0HMIXJuliRDPsRmNM7JCNiBVWX+c89LmiHboUvcdelHG1ijdnRtrqZ0iW9OjXXNxLMVLmyMenm/d60MXN7DcjYmSgsf2dji/HfPixohunFHoy9JULEUndDky12DPREiUFDLHruIWOyHDJGecFWyN0pvqFA1cm8WOjPq538RpIZHmXwcuT2YwlKkpUF6nk65/RTLD8GXpDZLMIIQQQtzYqx3/IeNDhBDi5tzxgrfjOHziE5/g277t27hw4QIrKyusrq5eUQD8+3//7/OWt7zlmo/xq7/6q2xtbaGU4ju+4zvu9CEKcUccnGrw4voan35+fbfQrTXoq0xksShnxyql+PTz6+ydDDk4NfnaH7S4KdPNgOdXh5zZvHGx+3JnNiOm6x7TzeAuHZl4NdqhS5zmrPTGTNRdHKvO+ndVieIAAQAASURBVCAh1xpLKWxLUehyw4ptWcw0fZqhw0pvjGMp2qF7r5+CuIZCG6YbPqM0w7UtCq250B2zPiyjkS8u1PqOxUzDZ6ET4NoWuS6YavhXRNqLaonTgjNbEe3Ao9AJo2GKbSlqvo1lQa7BscpOYdtSJFlBveHRDjzObEU8ON+SoktFXZxjl2lDkhU0fJtHFloMxhmDJCcrDK6taPoOzdDFUjBMcnzbljl2FVf3HebbAU+e3OT0xuiq3SxZYdgcpWxHKQen67z98BR16RK9b4ySnOVuzMYw2d18dFG5CSliuuGz2AnlvN4HLk9muPxyzQqzm2B2NQpJZhBCCCFuxqsd/yHjQ4QQ4ubclW+fDz74IF/72tf40Ic+xH//7/+dM2fO4Hkeb37zm/mJn/gJ3v/+91/3/v/v//v/MjU1xdLSEm94wxvuxiEK8apN1DzWBim51hTaoK+WjbxDUxbDy88nmrV+ykRN5opW1WTdY/SyuKFi5zwb2M1HVpSdZ7ZlAWUn2jDJmWrIua2iqZqLrRT9cc75bsZcO+DN+ztYymKU5uSFwbEVdc9BG8257piTayOagYutLKYaUvCuqsCxy+s2zXn2Qp9elBF4NpM1j9yY3ShORykK4MTaiPVhykPzTaYaHoEjC7VVtdKLWR+MsS2FNtAfZ6wPU5Ks2ElWKTczGLKdDQ0enbqHbSnWBmNWejEHZxr3+mmIq7g4x26U5lzoxrudhU3foe45WEqhjSFKNauDEQqo+zYLnRBbKZljV2GjJOf8dozrWEw3fPrjjDTXV3yuspXCdcoub9exOL8d0wpcKY7eB3pxxvHVAb0oI8k1/SQjyQq0NliWwndtWr5LlBT04oyjc03ZNHgfWOyE9OKMbpTd9H3aNVeSGYQQQoibcHF8yO3stZfxIUIIcfPu2qvl5OQkP/uzP8vP/uzP3vJ9P/e5z92FIxLizio7GnKU4Ypid9N3cB1rd6E2yzWDnVkr2hgcoxhnORvDhP3TsghfReNc41hlISUvLm5oKLsIdyvdABiywlDoAttSOLaFayviTOKRq8goRTN0yPKCA1N1cq356tkeW6OUrDBYFmi9E99Y95hvBxyYqnOhF9EMbYyWHbVVNd0sC5yr/TFJWlAYw+YgKSPqbatM4cgNeVFG1weeTZIWrPbHHJiqM9OUTSpVtT5MKIzh+ZUBz60MaHgOkzUPpRRZodHGYCmFa1sYY+hGOee6mzw83+ShhRbrw0QK3hUVJTlRVs5cvzwitzCGtDBYqnzvLXY+YxlgmJS3tyeVzLGrsOVuXG48csqY8uncv2ZR1Cs/XNGLMomqvw+MkpzjqwNW+mO2hulVNzNYCjachFbgEufltf3wQks2M1Rc3Xc4Otfc3cxwvfV4RVnsPjrXlPMqhBBC3ITLx4fcKhkfIoQQN0++nQhxmzaGCbaleGC+yXMrfSZqHq2gjNzMdzq+LaVwLMXMTlfadpTywHwTSyk2hsm9fgriGqIkZ74dsj5IOdeNd4rfZXElLYqyW98Czy7nPBtjKAzMNHzmWqEswldUnBZ0ApfHD07yx2e6vLAy2C2kvFwvzjizGfHgfJNvODhFO3B35xmK6rF3Npus9cfkxmABNc9BG0NhDMVObL3v2FhKAYbcGNb6Yzzbwrate/0UxDXkhWa1n/D8Sp8sN2znZQRyzXNwbYVlKbQuNx9F6aXX3udX+kzUPXKZz15ZuTZsDVNGSYGloBW61FybTGvGqSbdmQdc9206oUuUFfTjjFFSsDVMyadlFEEVXYyqv/zseI7FtHP9RToDElV/H1juxrt/LqYyvJw2MM40SZYQpTlaG9qhK5sZ7gPt0OXhhdY14+ptpQg8S+Lq73NxWrA5SoiSnHznvbbmOzvFGHn9FUKIu+Fa40NuRMaHCCHErZFvKELcpjgzdKOMQzN1Zpo+L22O6MYp3VFGctkCu29bdOoundDlsT1tmr7D1iglzmShtqpybXAdi72TIcYYXtoasRVlbA9Txvmlcxs4FhMNj8may/7JOvsmQ1zHIpd5wJU0GucUxpAVml6Sc6MymAZ6Sb7bRToay0aGqorinELDvsk6z10YoJRFWhSMM02hL51p27IIXAvPtslyw+GZBrk2RHJuK8sYw7mtmCy/8nX18uL21WR5eb9bWk0QrymzsxnQdy2m6h6DJOfUxojuKCW/bDOSoxSdusdsy2ehHbCx01V6nUky4h66GFV/O8aplqj6CovTgvM7xe7hTXQnXUxlWO7GtEJXNjPcJy52ei9N1KQo+nVmlOTX3MxgKQi9SDYzCCHEXSTjQ4QQ4u6TT7FC3CbbgkxrLAtqnk078BhnGsvK4LI1IMsq58u2A4+aZ2PZkGmDNBRWl2MpuqOyizDOC5JME6cFcVaQXdEtaIjTgsS1ifOC7SjFtS2cWYnPraJMG85ux5xYG7DYDqh7NtujFADXtrAtRaENmdZgYKLu0Q5djq8OMAYZQVBh3XHGsxd6zLUD0kLzpRe3ybXGUhZqZwqBAYpcM85yHMvirQcmmG8HPHehx0Pz0nVWVdrA1ii55bq1Abaj5JopDuLeMxhcu5zhfLGIZgxkRfk6fDFNxbUsNocJW6OExU7Ink7IcJxjZDdDJUVJfluzCaGMr5eUnOraHCUsb8e3HMU5SgqWt2M2Z2Uzw/0k9Gw5X19HenF23bh6bcprNUoienHG0bkm7dB9zY9TCCG+nsn4ECGEuPvu+Cvmt33bt93S7ZVS1Ot1Jicnef3rX8973vMe3vCGN9zpwxLijpsIPZY6NU5vjji/HdMOHRbbAYvtgFRrCl0WxT2rrGz3xxlfejFmz0TIoek6E6HMjK0q17YYpTkvbkS8uDnCtS1mGh6TdW93TqGlyohOW0GcaZ5d7hNN1WkEDq7sZqgkpQwXemO2opx2APsna7xxqYPBEKUFWVEWX2qejUKxHaWs9Mb0xjkr/TG2kuJKVY3SMub4/HaP6YbPNx6aYrlXFtAuj6KveTYL7QaL7RCl4JnzPTo174bdwuIeUtCpu2y/bBf8jSLNATo1r1wpEJUUOBZ7OjWeXxlwfru8VkdpUc55flnXme/a1D2b89sxoHhovknoSIdhFb3alBtJyamuXpSxFaW3tQFpK0rpRRlLE3fjyIQQ1zNKco6vDm6qo9AA3agsjj+80JIiixBC3GEyPkQIIe6uO/6q+ZnPfAalXt3q4jvf+U4+8pGP8MADD9yhoxLizts/FTLZ8Pjs8XW0NmxGGVtRRs2z8RwLSymS3NDNM6K0nHFntOHMVsRb9k9wYEoiaarKdxRZYXhxc0iUaqCgF5edDo5tYaky7nqY5FfEdr64OeSB+Sa+KxWWKkpyQ5xpQtdm72QN11as9GM2RynxzhxKBYS+zVTdY6LmsXeyRrI2JE41SS6L8FWlDcR5wcYwZbkbM9Uoo4/3T9ZIcr0bxek7FmmhWe7FbA4TPMcm8GzpAq6wPNfs6dR4aSNG7cx5bvoOSqndcQOWUri2hTFlLHY/LuOuFzshWS4zvKvKtS200VzoRmxHKaO0uGpMuTZllPI4K6h7NpaCB+bq2La811aRY7268/Jq7y/unt44Jb3N19QsN/TG6R0+IiHEzVjuxvRuIT4Xyg0uy92Yo3OSgiSEEHeajA8RQoi7565sEzKvcuH493//93nrW9/Kpz/9ad761rfeoaMS4s5yLcVkw9stfhpdhmuO0pwovbRYZzCYy9aGLAWTDU8WaissSjWW4hUFzrK4fe0YxyQ3WApGiRRYqijJCqbqLksTIYNxxlfPDeiPc8ZZgdbs5l5bFgSuTStweGCuyUPzLeKsvJ2opsCxyTKNbSk8x2ZjlLDcG9MOHULH3o2rj3NNL87wHIW/8/dppgmkU7SyUm1oBS6PLbXoRhl5YdgYJnSj7IoRE65t0am5TNQ8WoFDO3RpBS6ZdItWVlbochSMUjc3D9iU84BnGopxpikKObdVVPOd8rPxbZweW5WLfKKajDavKq7eyOuxEK+5OC3YGN7eaJiNYcLSRE2KLkIIcZfI+BAhhLjz7njurtb6lv8MBgOOHz/Oxz/+cf78n//zGGMYDof8hb/wF0hT2Qkuqul8d0zDs3nHkWkAlFVGqxoNeWF2/xgNlqVQOx0r7zgyTcOzWd4e38vDF9ex3I0YpQVHXrajXanyXF788/IwiyNzTUZpwUo3eg2PVtwsSykOz9bJC81Xz3Y5340ZxBlZrim0pijK/81yzSDOON+N+erZLrnWHJmtY73K9BJx9zRDh3bNRQG2pai5Dk3fJckNW3HK2jBhK05Jck3Td6m5DralUECn5tIMpcBSVa3AJS80b943wWwr4NT6iPVBckWxG8ri6fog4dT6iNlWwFv2T5BrTSuQ+ZNVlRaG5W5E6NvMtvxXvKe+nFIw2/IJfZvlbkRSyOayKrpaR0qaazZGCee7EWe3RpzvRmyMkld0CweexVTdfy0PV9wC37Vxb3PDrmsrfFeKZkK81jZHyRWJZLdinGo2R8kdPiIhhBBCCCHunkqs8NbrdQ4fPszhw4f5vu/7Pp544gl++Id/mHPnzvHRj36UH/uxH7vXhyjEK4zSgudXhrx+TxuF4vePrTPONYXRXLGFWoGtLALH4p0PzvLYnhbPrwyZb0mkeVX14pxnz/c4ONNA0eLE2gBjQGtDrg3GlAvvtiqLa0rBkdkms02fZ8/3eEii3yppvh1yfH3IsZU+45uM5BznmmMrfebaAfNtuWarKnRtjsw2ObsVke10fdoWOLaFUpcW2I0xV0QmO7bi8GyTUBbhK2tvJ+DAVJ0X1gZYCr7h0ATnt8d04wSty40s2hhsS9EOPfZMBFgKTm2MeHC2yd7J4F4/BXENWW7YHGUMxjnTdY+6Z9ONchQGx7Z2kxkKrdFG0ak5hK5NP84xpry/qJ7Qs5lu+ERJRJwXbA1T+uOMNNevmM2+4SS0ApfJhkfolPeTTsLq6uwkZ2yObn1DeitwmQi9u3BUQojriZL8VSUzREl+Zw9ICCGEEEKIu6gSBe+X+8AHPsCv//qv84lPfIJf//Vfl4K3qKRCG5Jcc3xtxMMLTaYbHi+sDnhhpU8/vvTFsB24PDDf5MG5JjNNn+NrI9JCU0isX2XlxjBMC06tDzk806AVOJzdjjm3PWKcXiqUhp7NfCtk70RI6NqcXB8ySgtymQdcSc3AZmMwZm2YUvMsPNtlnBk6NYe65+DYirwwRFnO9igncBWOrVgbpmwMxjRDWYSvqlwbDkzWODBd59T6aHceezt0CT0bWykKY4jTgl6c7f7+wHSdA5M1cukUrazZZojvWjy73MO2LPZPhXzzkWk0huE4Jys0rm3RCBxsFMv9iJc2Iwqtef2eNjN12ahSVaMsA1Om4vTGOXs6AQ/ONXcW2DWZLnAtm5pvYSvFVpRyvjsuo8zNzv1FJS12Qlb7Y46vDRglxVWjdLWBcaZJsoQozXl0T5vFjlyvVdYIXOZaPltRyq181FUK5lo+taCSSw9CfF3LX+Waw6u9vxBCCCGEEK+lyn7r/L7v+z4+8YlP8Md//Mf3+lCEuCrPUQSuxZnNiGNrAx6aa/INByZ5w94Og3FOlhe4jk0zcPBtiwu9Mb/17Co112bfVA3PkXjkqmp45dzfONN8+aUt2jWPuabPnk5Ampdd3o6l8JyyQHq+G9OLUnzXIXBtGl5lX1r/VIszTZxpQtcmLTSHZxrMt8vuz1FSkBUG11bU/bKwvdIbc2pjROjajDNNnEpRtKp828Z3Ld60dwKFIi8KJho+irKgcrEoutC2MMD2MMGxbd64t4PvWviOXLNVVQAKxeGZBkVhSHP44otbjNMcA7tdwAoIPIe5VsDeTliOnUAhV211GW2o+Q5GwUzDpzCGUxsjtkdp2Q1MOXvJcywm6h7TTZ9D03XWB0l5P1mEr7RG4NAKXEZpwXWHx6qy+7chxdDKa4ce8+2AbpSx3Lv50UwLrYD5dkBHOryFeM051qtbc3i19xdCCCGEEOK1VNmVhUOHDgGwubl5j49EiKtr1zyMNihVFj2fPLVJrg37Jmt0ai6eY9Ef55xcG3JmK8KxFI3ARXkKdHl/UU3TDY/Zps/zq32STBNlY1Z6Y1q+g+fauxG6aVbQT8qii9mJO9870WKmIfMnq6gXp9Q9hwPTdeZbPv1xznMrA17aHF1RzA49i/1TdfZP1viWo9Nc6I+peQ7d+NYjPMVro1VzSXPDTNPjPY/McnJtyAsrA15YGdC7PHEjdHhwvsmD800OzzZQQJobWjWZ81xVm6MEz1G8YW+HL7+0zZMnN8gLQ+DaOLZCKYUxhrwwjLOY0xtD3nFkmjfu6+A5is1RwpJXu9dPQ1yF79pM1Fz2Toac2Yx4frXPcFwwSnKy4tL4ENdW1AcJjW7EQ3MtHlpoMhznMg+4wpa7Mb1RxsGZOu2ay1o/oT/OdkdOQHleW4HLbMtnsu7RG2Usd2OOyliYygo9m3bocmCqDsCF/vi6nd5KlcXuA1P13cQVIcRrq+Y7WIrbijW3laLmV3bJUAghhBBCiFeo7KdXI5HAouLmWwETdY9z3TGupfBdG5MVxFmBPVa78chxVmDv/N7d2SHdqbsstGWuaFXNtQL2T9d4dqWHZSmywpAVmv44e8V8dseycG0L1y6L4Punasy2peBdRaMkZ6bpM9cKePp8ly+/uEWUaWwFrqVQFhgNWa55YWXA2c0RbzkwyRuXJtAyw67Spuo+M02P9WHC2a2YlzZGFNow2wpoh8Vup2jg2hTa8NLGCMey2DsZMtP0marLNVtVUZKjgQvdMeOs4KH5FsNxTn+cMc40hrK7u+bZzLcCGoHDOCu40B1Tn2vIdVthndBl72SNYysDnlvps9YfE2eaXGvMZa35Y0sRZwWjxMIYCF2bB+abMg+4ouK0YGOYkGlDnhR0Qo+puscoKYiynEKDbUHNdaj7NoWGaCf2fGOYsDRRk8Johc23Q/rj/IrNDKOdzZ8XWQpqnrO7mSFwbebbElcvxL0wVfcJvYhRUtzyfQPPks/IQgghhBDivlLZgvfp06cBmJqausdHIsTVGWBpssYXT29SGDg626BdK2eI5ga0MVhK4SgoMPSinDNbEXGasTRZo5A9HZXVDBwOTNXZN1nnhZUB4/wacZwG8mJncd7YPDjf5MBUnabshK8kSyk6NZcTa0PObkU0ApdmUM6mK7sJy8QG11Y4lsIAZ7ci5lsBR2YbWEoi/aoq9GxaocPnT27yh6c28V2bpl/GW2ttdl+PLUuRZAVrw5Sz22u87dAUh2fqUlypsMLAan/MS5sjfKfcsKC1jcHg2nr33AauRc2zCVwL37F5aXNEM3Q4ON24109BXMPFpJuvnuuy1k/QutxEpgCjyrddRdklalsWWsNaP+Gr57o8MN+kKckMlbQ5SojTsrBigDgrf3ZtxaTroxQYA7nWDF9WgBmnWlIZKq7uOxyaaXBydcBCO2BPO2RzlNIfp6QFeDa0Ao/phkdhDBg4NNOgLp+NhbgnQs9muuETJdF1p0u8nAKmG758RhZCCCGEEPeVyn7z/MQnPgHAm970pnt8JEJc3fYoZaru8fZDU/THOZaCJDdsxAnDJKfQBttSNHyHTugxWXfp1No0fYepukd3lDLblC7vKhqlBRN1l0cWmgyTnLNbEbk21Fwb17F2F2uzXBNlBY6l2DMR8shCk4m6yzAtaEojS+VMN32eXxnwzPkusw2fYVbQHaUMxjlZcamdMLctOjWXTt2j4dr8yfkuk3WPRxZb9/DoxfUkacHmKGV1J34+LTQr/TGuZeHYZaFb6zL2OtOawLWpeQ6r/TGbo5QkLfBlQa+S0rxgtTcGFOe2IjZG5WgBz7GwlcK2LIwxjNKC7SgDYLruMd8OWeslZMWtdzSJ14ZnW2xHKUpBsZO1ailohB7uZddtVhiinZnthTYoBdtRSmBb9/YJiKuKkvyq0bllWs71r8dC0lTuC+3QZf90nRdW+ry4GTFKckDtxiZvDjNWB2MOTNV4cL5FO5TNKULcS4udkF6c0d35nHQz2jWXxY58oRVCCCGEEPeXSha8P/7xj/OJT3wCpRR/9s/+2Xt9OEJcVZxpulHKOx+Y4Wvne3zh+CZntyOWu/FuNwuU0ZuLnZC9EzW+6egUjy22Ob0xoi1RnJXVjzNGacFCJ+TN+2CxHTDONaMkZ5wV5BocCwLPpu45BI7FfDtkoRMySgsGccaCRDdWTtOz2Rwm2LbF+ighyQy+azPXtskv6/B27LKTuzvKiN2chu+wOUhpBlIQrar1QczzywM6oUuhDVujFMdSpIUhyYvdWcCObdNwHWxLMVn36IQuzy8PeXihyZInncBVFKUFwyRnpRezOkh2/36cFajLUheMMbuzZC/eruZZtxXhKV4bW6OUMxsjWqHLUgeirKDhOyilyIpL3fuubWGMxzDJqbk2rdDlzEbE5iilVZPPUlWT386g2Dt4f3H39eKM0xsj4lTTCb3d9BStDY5djnFq+S5xqjm9McKxLSl6C3EP1X2Ho3NNjq8O6EXZdTu9FWWx++hcU5IZhBBCCCHEfacSn2DH4zErKyt8+ctf5mMf+xif+tSnMMawtLTED/3QD93rwxPiqvK8YK4Z8MLKgBc3IkZpTqYN+mW3MygybRilOS9uRHi2xb6JGnkui/BVFWeaM5sRc02f1y00mai5vLgZ0Y8zolRjjCHdWYSfqHkcmKrtFsXPbEbMt6TYXUXduOxqGCY526Py58EYmqFN4FhYlo3WmnFeMIgLbAuidOfOqiyAL03co4MX13W2O+alnSSGTs3DVoqNYUKUlvNiUVC+OBfUXJfphk8zdOmPc6JsxNmtMUsTUvCuIgWMM83aMLnhbS+3NkxY6ITIIILqWumP6Y0zisKwf7rOMMlZ7sas9Mp57ReV838D9k7Wyg1IwzG9ccpKf8zBGbluq8axXt1V92rvL+6uUZJzfHWw2ynqORbTztVn/BqgG2UcXx3w8EJLimdC3EPt0OXhhRbL3ZiNYTl64vL9RbZSBJ7FdMNnsRPK9SqEEEIIIe5Ld/xTrG2/+g44YwxhGPKrv/qr+P7Vv0ALca9NNXxeWB3w28+u8tzygJmmz2I7YLETkuaaotDYtoXnWGAMW6OM//m1FV7cbPK9b17iwTlZpK2qJC/Ick1SGNYGMVujhIbv8OB8iyS/cmasrRTrgzGFNrRrHlledpSK6hkkBZZShK7DNhkN36Hm2RggzTVpXmBbirrn0PCc3c7S0HWwFAwkZrWyulFKnGmyQrMxTPBtm6mGz3TD3+kULaOSXdvCAKOkYCtKqXkOrm3R3d3ZIKqmfL0tf1aAslS5f8EYisLsznm2LLAthQHMZfHY2ki3aFX14oy8gJlmwPntmLXBGNexmG76r0jdyLXh5NqQ2WbAnomQfpzRi28+mlW8dmq+sxttfatspahJkaXSlrsxvVuIRQboRRnL3Zijc827dFRCiJtxsdN7aaLG5ighSnJybXCs8rV3qi4zu4UQQgghxP3tjq8omDuwsPiN3/iNfOQjH+F1r3vdHTgiIe4O24ZjqwOeO9+nMIaVXsxKL6YVugSujW0pirRgnBX0L1uUfe58n2N7Bjy6IPOAq8q1FNNNnxc3R7y0GVHzbHzbIvAsPFsBFmAotGaUapJCc2Z7zP6pGvsna7jSnVRJSV7QjTMWOgFTdY/z3YiV/piNYUKaX3rv8hzFdMNnuuHx2HQbz7Hoxhlp/vL8BlEVuTbkWjMYZ+Wc7qJM1Ziqe9QDB1spCmOIk3LWtwG0NhQ6oxW6EqFbYVFaUGjDQjtktT8mL8pznRYafdklaVnlTGhnZ277XCugMOX9RTUZo6n7NmuDhP44w7IUoyTf2cCgUCiM0aR5ubEhcG364wx3YDFVdzFGXpOrqCyYRLc1TiDwLKbqstm5quK0YGOYvCIO2bUVjmWhFBgDudZkxaVbGWBjmLA0UZNimhAVEHo2S17tXh+GEEIIIYQQd9wdL3h/y7d8yxUzFW9EKUUYhkxOTvL617+e97znPbz5zW++04f1Cmtra3zxi1/ki1/8Ik899RRPPfUUm5ubAPzQD/0Qv/iLv3hLj/c//+f/5CMf+QhPPfUU6+vrzMzM8Pjjj/PX/tpf47u+67tu6jHyPOcXfuEX+OVf/mWef/55hsMhi4uLfPu3fzs/+ZM/KRsAKmatn/Lccp/iZcs+b1pqUw9cHBvyAkbjjM8e39j9fYHhuQt9Vo9Ms2eq/loftrgJFzu1z2xGGFN2g44o2OcHNEMXx7LK4lqcsXVZl8uZzYjFVkinJnMKq6jQhiTPmaj59IoMrcsOtMm6j2MpHEvtFE4N2oDWZbRqM3DYGqVSFK2wwLVJsrIw6jkWnZpLMyg/4iSZJtG6PJehQzN0GIxzulFGVmiSrCBwZQG+qlxLMRjnTNc98kJzeiMqu/ZfXnLRkOUG1zYcnK4xXfcYxJlsQKqwVuiRa8PaYAymTGDwbItCG3JjMLrs6Hcctdu9X+zcvhM6tEKZ311FoWcz3fCJkui6c2JfTgHTDekurLLNURmDDOX5CjwbW5Wfk/vjhEKDbUHNdWj4NoWBcVp+Uxqnms1RIkU2IYQQQgghhBB3zR0veH/mM5+50w95V8zNzd2Rx9Fa89f+2l/jP/2n/3TF358/f57z58/zqU99ih/90R/lP/7H/4hlWdd8nI2NDd773vfy1FNPXfH3p06d4iMf+Qgf/ehH+fCHP8yP/uiP3pHjFq/e+nDMuW6Ma1tMhy5vPTSJpRT9cc76MCEvNI5t0fAd3vfGRbQxfOnUFhtxxvluGd0pqslSEGc5BvBsxcHpOlN1jzgr6I9zsjzHdSymGv5OJFzK6Y0RmTbEWY51C5t+xGsndG2m6gHPrww4vT7kyFyT1+1pYVkWUZKTFRrXtqj5DlprzmzFPHlqk4MzDR5aaBFKUbSypus+dd/BsiwW2j7jrODMZsSFfkxyWfe+7ygWWiELnYAD0zUudMfUPIdp6SisrMCzmW76HF8dUvNtDk7X2I4z+nHZza8ouwdd26IZOkyELq5jcXY75uhcQ4pnFTZV9/Bsi4vhUMVlUfSeZcHOqTPGXLnhaKc4LtdtdS12Qnpxtjvn+Wa0ay6LnfAuHpV4taIkR5tyM6DvWmyNUtb6ZULD5R3drq1oBS6zLZ/JukeSaXJtiGQ0jBBCCCGEEEKIu0iGpAH79u3joYce4rd/+7dv+b5/5+/8nd1i95ve9CZ+5md+hsOHD3Py5En+5b/8l3zlK1/hF37hF5iZmeGf/bN/dtXHKIqC7/me79ktdr///e/nx37sx5icnOQP//AP+Sf/5J+wtrbGX//rf509e/bcdMe4uLtGSUGSax7f32G6GbDWH/PiVsSJ1SGDy2Icm77NkbkGByZrPH54irXemGdXBrcV9SheG8MkRxvDwaka8+2A9WHCF05tcnx1wGB8abGuGZRz0I7ONXjrgQku9GI0Muu5qmaaPq5tcWEr4rG9bbSBr5zp7mxQMbtRnI6tmGn4LE6EPLa3zbHlAY/taTPblOJKVc00PV630GS1P+bc9phja0O0Meidbv2Lxtrw0lbE2e2YB2Yb7J0ImG2FzLakU7SqHEsx1fD44umMtcGY2abP3okaaqIcU3Bx9qTvlNXRrVHC+W6Ma9tMNTxs6fCuLEvBVMN7xbxnbYDrjEiyVNkJrJSkblTVxTmxx1cH9KLsup3eirLYfXSuSV3md1faxddbz7Y4vT7iQn981Us1Kwybo5StKGWhFXBgqg5oScoRQgghhBBCCHFX/aldVfj7f//v8/jjj/P4448zNzfHiy++yMGDB2/pMY4dO8bP/dzPAfDWt76Vz33uc4Rh2Znw+OOP893f/d28613v4ktf+hI/+7M/y4/8yI9w5MiRVzzORz/6Uf7gD/4AgP/j//g/+Pf//t/v/u4bvuEb+K7v+i7e8pa30O/3+cmf/Emee+45HOdP7amrDKXg0cUmk3WfZ5b7/K9TmxRXGSc5SAq+cqbH0+d6fOOhKR6eb/I6Vd5fVJNC4bs2s62Ap05v8fvH10lygzbmioW97SjjSy9u87VzXd55dIbHD07SjTMUcnKryBhD3bd5ZKnN+W7M0+d65NrQChxc2yrnxWKI04I/We7z/MqA1y+1ed1Sm7pvo69TgBH3lm0pXrenzfMrQ55fHZAXhkIbCqO5otKiwFYWtqV4fnVA3Xf4todbXDt/RdxrF2OuH15o8uLmkP44Z7k3xncUvuNgW1BoSPKcJDc0fIdW6LB/qoFvW7i2nN2qyguYbngcnm1wfHW4+/eW4orxSMZcuXHl8GyDqYZLLvsGK60dujy80GK5G7MxLKOwLz+PtlIEnsV0w2exE0qx+z5wsbP79PqI5d6Nk6qMYfd2B2fqOLIBSQghhBBCCCHEXfSndhXwH/7Df8if+3N/7lVFm/+bf/NvyPOyk/Pf/bt/t1vsvqhWq/Hv/t2/A8r53P/6X//rqz7OxaL55OQkP/uzP/uK3x85coS//bf/NgAnTpzgv/23/3bbxyzunHbgMtsKeW5lwB+cuHqx+3KFhj84sclzKwPm2iHtQOY8V5VSMNPw+aMz23zxxa3d3QmFMRRaX/pzsQCqFF98cYs/OrPNbMOXzQwVtdId0wocbEvx9NkercDlwFSNmaZPI3AIXYtG4DDT9DkwVaMVuDx9todtKVqhw0pXxhBUVZxpkkzj2mXnWaYLCq2ZCD32dEL2TdbY0wmZCD0Krcl0gWdbuLYiyTTj/AYv4OKeaYcuWa45NF1n/1SDcaqpeTaubZPlmijVZLnGtW1qns041eyfanB4uk6aa9qhvNdWlgILiyMzDY7ONnBthWMpjIG0KK/ptNBl8oalcG3F0dkGR2YaWFjI3rLqu9jp/ca9Ezww32TfZMhiJ2DfZMjR+QZv3Dshnd33kVbosj1KudC/tc9DF/pjtkcpTXk9FkIIIYQQQghxF8nqwm0yxvBrv/ZrADz00EO8/e1vv+rt3v72t/Pggw/ywgsv8Gu/9mt8+MMfvqJr5dixYzz33HMA/MW/+Bep1WpXfZwf/uEf3i16/7f/9t/4vu/7vjv5dMRtODBd47PH1nny1OYt3e/JU5scnq5zYOrq51rce6Frc6E35qnTW8RpAarsaPGNdanITdmdxE4Ua5wWPHV6i/2TdR5eaN7DoxfXojGcWBvRi1O+6cgU57ZjunFGP8pIL2s78yxFq+bSqbk8uqdFL0o5sTpiSWaLVlaU5Dy/MmCm6fPYUpt+lNGsuSggyTWFNtiWwncsDDCIMlo1l5mmz/MrAxYn5NxWVZwV7J2q8ennVtk7UWfyIZdT6yOOrbxsxETo8MBck0MzdQLb5oWVPu95ZI44kzbgqnIsRT10SIqCB+YatEKHlzYjzm9HxNmlTSihZ7OnE7J/qsZ8K8DeuZ90i94/Qs9myZPPvfe70LXpxtn1Jg5clTHQjTNqrn13DkwIIYQQQgghhEAK3rft9OnTLC8vA/Cud73rurd917vexQsvvMD58+dfEZ1+Mcr8Ro8zPz/PAw88wLFjx/j85z//Ko9e3Am+baGUumFn98sVGtiJcRTVpI3h9MYIAMtSZIWmMOXPirLIjSk7vnVhQLEbm/vixghjZu/h0Ytr0cBqf4wxippr0Qpd0kLj2haOrXAsi1xrdGGwbUUrdKm5NuNcl/e7109AXFM/yTixPkRrw1v2T9CLM06ujzi22qcb5RjKy3ai7nBktsUb93Vohy5femkbx1K89eDEvX4K4hp6o4yG73BwusGTpzYptGG+HfC2g5Mkub5shrdFWmi+eqaLbSnefmiKhu/QG2X3+imIa6j5DjXXJvYclrcjLODwTrd3YYCdK9fZia3XWtOPMxYnatRdh5p0Bd834rRgc5QQJfnuNVvzHabqPqEnRdD7xSDJwex+DL5pivIOgySnXfPuzsEJIYQQQgghhPhTT1aKbtOzzz67+/NDDz103dte/vvnnnvuioL3rT7OsWPHOHv2LKPRiHq9ftPHe+7cuev+/sKFCzf9WKJ0rjvGtmCh5bPcT276fgstH8eCs1tj9kw07uIRitvVjVLWh2NybQhdG8eySPOiLHxftsHB3olY9Rwb11bk2rAxHNON0nt38OKaxpnGcSwu9MacWBvw6J4273pgBse2ykX4QuPYFjXfIS80x1cHfO74Okdmm+ybql3RcSiqJU7KCPPFTo1nl/ss92Jc22K2FTJRK8cP2ErhOhaDccZTL26x2A5Z7ISc70bEiXQBV5XGcKE3ZqLuMdP0+fJL25zZipioedQ8G9tSFNoQpQXbUYptKd6yf4KJuseF3piOROhW1lTdx7KGbA4TkkLT2NlkZIxhnF3azBC4NkpBlBWMkpzNYcJM02eq7t/rpyBuYJTk15zhbSkIvUhmeN9HoiSnVXPpjzOGt/C+WfdtWjWXKMlvfGMhhBBCCCGEEOI2ycrCbbq8gLy0tHTd2+7du3f357Nnz77qxzHGcO7cOR588MGbPt7Lj0HcGee2I85tRbxxX4fipW3WBikGaO/MArZti6LQxJmmN85RwGzT4437Opzdiji3Hd3rpyCuYWuUYauyYzsrDMYYHMsi3Fl0V0phjMGYS7/PCrAtUMpicyQF7ypyLYtonNOPM77pyAxZrvnDU1tsj1IKNBYKjcHGYqJezn7+piMzHF8dMBrnuJakMlRVbgwHJhusDGL++GyPKC270Jqhi+cobGVRGE0aGQZxBgpW+glv3Nvm4GSD/FbzWcVrxlaKs1sRzyz3eXSxxVTD56WtiBc3Rmx3L73W1n2XR/a02T9ZI3AsfufZVR7d0+J1C617ePTiekLPxrMVWhv2TtQYJDlntiLWBglJri82eOM7FrNNn4VOyN6JGlujFM9W0hlccb044/jqgF6UXbUbWBsYJQVREtGLM47ONWnLBpVKy7UhcGwWOiEXujGjpLhup7eiLHYvdEICxybX8l4rhBBCCCGEEOLukYL3bRoMBrs/NxrX79K9vBN7OBzelccRr71RqnnyxW2+8dAkb9k/wcYwwbUsMl12JmljsJQidC0cS5FpzXTDpzCGJ1/c5h1HJfa6qvpJhmMr5poBL25FhG5Z7LaUojAabcBSZRFNG0OcFcSZ5kC7hmsr+olE6FaRayscR3FkrkF/nPLscp8k1ziWwrUtDAYDpEVOfytjpR/zyGKLo3MNwODaMi+2qpq+AwqeOd+/ooNMFwZtKYzSGFP+NwCm7FR75nyf+YfD8v6imizYHKVsjVL+16kt9k3WODrb4I17O+U51aYcN6HKbtIL3TFntiKyQrMxTJF9KtUVpwV13+HgTIM/We5xZjPa6QBW+M6Vxey1QcrGMGXfVI1HF9vUfYc4LaToXVGjJOf46oBudOPPQwboRmVx/OGFlnR6V5hjlZ+D6p7D0mSNrWFKf5yR5vqK7v0yUUXRClwmGx7BzvV88f5CCCGEEEIIIcTdICsKt2k8Hu/+7HnXn0Xm+5ciF+M4viuPcyMv7yx/uQsXLvAN3/ANt/SYf9qFrkU/znlhZcj737RIVjQ4tTHi2OqA7VG2OzN2su5xdK7Boek6rq345B+dox/nhK6swleVYynWBgnTDZ9HfIcL3Yh+XMY3FvpSrLVtWTR8m2ZQzpf1bMXqIJEFvYrKteHgVJ0vv9Tlq2e7dGouc80Ay1IUhaEwYCuwdzoOe3HGH73Y5Q17O7xlf4dcS6R5VXVCj+1RSloYXNuiFTi0QhfLUuSF2Y00d+rlue3HGf1xTloYtkcpHZkpWlnjVDPOCpRiJ+q6YDjOmWn4O1HXBmMU46xgtTdmnBUYY1AKkqwgTuW6rarNUUKaaYbjnP41uoAvZ4B+lDEc52SZZnOUsOTVXotDFbdouRvTu4li9+V6UcZyN+boXPMuHZV4tWq+g6XK7vzAsVnshEznPv0kI8mK3Q1IvmvT8l0859J3HVuVc9uFEEIIIYQQQoi7Rb513qYgCHZ/TtPrxxcnyaX5zmEYXvdxLv/vW3mcG7lRXLq4dVN1j0cWGhydbfLk6S1WegkLnYDDMw30lNmdPWlZim6c8RtfW2G+7fPGvRM0vSFTdSmwVNVkzSNwLLTWBK5FI3DJCsM4L4BLi3euXc4WbQQugWuRF5rAsZiU4lklBa6ioIxZXZqsobVmK0oZ7WxkUCgMBtuyqPs2Td+hEbh04wwN+LJJpbJyrckKTd23mW6GZJlhM0rZGiak+aWCp+dYTDZ8pmoeM22f9X5CpjV5IUXRqsoKTeDa7OmELLVD5joBtqUYJgWr/TFZUaYvNAKXQzN19k/VWO2OOduN8F2bVM5tZWW5Zm2YcL4XM9cOqPsO3TgjSnMuP222BTXPoRO6NAKH872Ymm8z1ZT32iqK04KNYXLFBoY01zcsihpgY5iwNFGTzv2Kmqr7hF7E6LL53Z5jMe3417lXKfAspuo3vp0QQgghhBBCCHG7pOB9m5rNS90HN4oXH41Guz+/PLb85Y9zvYL39R5HvPaOzNb43rfs5beeWeEPT28DcHpjxFTdo+bbOJZFrjVRUrA5Kud7n9oY8baDE7z/rUscmZVzWFV7OgGvX2rzhVNbrHRjpuoec62A+VZAUujdzQy+be1Ecab80VbEfCfkmw5NsqcjHWdVVPdcelHKbNNnfZhwplsWOwPHJnAdLKXQxpAXZXd3lBTsm6ox0/DpRilNT2aLVtVgnNGulQXP890xy9sxhTZoUyYxXKQNbA1TelHG4kTI4dkGndBlMJYxBFXlOTZTdY83LLVxbcWLmxGn1kecXB8yGF+Kr28GDodnGhyaqfPAQoODs3XObceviMYW1ZEWmrV+UqYwFIa679AMHMaZJikKtAbLAt+2CVwLbSDJNAZY6ycclc9RlbQ5SojTsiA6zotrxl5bCjac5IrY63EqnftVFno20w2fKIlumMhwOQVMN3zZyCCEEEIIIYQQ4q6Sgvdturxj+ty5c9e97eVx4nv37r3u40xPT9/wcZRS0rFdAVP1gGbg8PT5PhcDrA2wMUph9MrbX7zN0+f7fO9blpisSfGsqkLPYWmixmZ/Gcey2BilnO+Oce1y1vPFOMes0GSFwXctXMtisz8uO5NciTSvonFe4Ds268OEJCvYOxliK0VuDGleznhWquxWcpSiMIYkK1gfJhyaqRPnxY3/EXFPpHlZLNsYJGyPUgwGS4Glrn4tGsoo86V2QM13SPNbWboXr6Wpusejiy1yY/jDU1t84cQmcVZgKXCsS6/HwyTnK2e6PH9hwDcdmeJthyZ53WJL0lQqbJTk9Hc2mxgg2UljcCxF07n0GanQhji7slO/P84YJjmieqIkRxsYpTkXujGjpLhqcVQbys0NWUKU5ix0QuqeQyTntdIWOyG9OLup+ewXtWsui51bSycTQgghhBBCCCFu1R0veH/uc5+70w/Jt3zLt9zxx3y1Hnnkkd2fn3/++eve9vLfP/zww9d9nDe+8Y03fJy9e/dSr9dv5XDFXXB2vaxqv/PwNL/93OoNb39xse+dh8tNDcubEQ/WJNqviuI0pxk4vOPoDL/z7AqjNMcYiK+xtjfOoe45fMcj8zvdaVI8qyKtTRlpXfPYispRFHFeECcFmblU8HZTi9C38R0b37WZqHm4joXWcl6rynMselHGMC2Yb/psxYpxakiL4orzZlkKz7YJPMVk6DFMC3pRdsWcUVEtkw2PyYbPbz69zBdObOK5Fu2aiwJyY3a7gB2lMECcFXzhxCa2gve+fpGJhhS8qyrXhuJlr6tJVrC+E31d6DLO/GL0te9e6g7Vury/qJ5clyNgLnRjhsmNN4oZYJiUt1+arMl5rbi673B0rsnx1QG9KLtup7eiLHYfnWtSl/ndQgghhBBCCCHusjv+zfNbv/VbUdfoqLodSinyvHo7/Q8ePMji4iLLy8t89rOfve5tL24C2LNnDwcOHLjid9/8zd+8+/NnP/tZvv/7v/+qj7GyssKxY8cAeMc73vEqjlzcKRvjjOMrfV6/1MJg+L0X1sivMyrUseDdD87y+qUWx1cGLLQCHnztDlfcgl5cdvU+NN8kSnM+/fw6WVEu2l7++mZMucznWDbvODLNQ/NN1ocJ8y2JR64iz7EZxhkHZ+qoDfjauR5Gld2ESpULs8ZAojWjYYEy8NhSmwPTdQZxdkWxRVRLzStnNY/zAs+1mHUCxmlBkhdXFE8cy8J3LALPxlJl139WaOqeLMRXVd2zObcd8bXzfSYbHoU2jNKC4Tgju2zQs2tbNAKXumfT8B2+dr7P6/d2eOv+iXt49OJ6fMfGcyzGmSbOcjaHCd04I06LV8zwDj2bTugy1fAJXQfXURJXX1GOpdgaplfMeb4Zo6SMP39Aouorrx26PLzQYrkbc6E7ZnU4Ljv7d+az132H2UbAQidgsRNKsVsIIYQQQgghxGvirn37vFgI+nqllOJ973sfP//zP8/zzz/Pk08+ydvf/vZX3O7JJ5/c7cx+3/ve94rNAA888AAPP/wwzz33HL/yK7/C//P//D/Uaq+cW/eLv/iLuz9/z/d8z519MuK2jLOCF9ZG2GrIWw9MMtcKOLk+5LkLfbrxpU0aE6HDQwstDs80WOz4fOnFLQqjePzg5D08enE9aaFZ6Y05sznisaUO8+2AY6sDnlnulxGOBlAwUfN4ZLHJA3NN2qHLk6c22DdV58FZib6uIkPZKXh8bYBr2zy61GZtMGatnzDOLp2z0LOZa/nMNgMc2+L0xpCjs02k6ay6Qs+mGTjUXIcoyfB35j5rIMsNGo2FhesoLMro5CQvqPkurcCVuaIVtjlKObk2ZGInmWG1PybXBtdShJ5TblQBikLTjVKGY8VcK2Cy5nFybcTWKKUZSpd3FYWuRStw2RyOOLcd0Y0zrvb1odAwHBeMkvLP0kSN2Wad0JVkhipybYsozV/R+etYCtu69D2o0OaKDUllQkOOa8t5vV+4tqIZOOTaI3Cs3VSGuufQCh1cW0b8CCGEEEIIIYR47dy1gncYhrzvfe/jO77jO7Csr8+Fi5/6qZ/iIx/5CEVR8BM/8RN87nOfIwwvzSeL45if+ImfAMBxHH7qp37qqo/zf/1f/xd/9a/+Vba2tviZn/kZPvzhD1/x+5MnT/KhD30IgCNHjkjBuyLiTBOnBS9ujji5OuQ7Hl3gm49O89hSh2Fcdp65tkUjdJkIHTZHKR//wzPEheHAVJ3x9drBxT1VaM3ydkyUan7/+AaLbZ83LHV4dE+b4TgnLTSebdEIHBylOLM14ulzPTzbYnl7zNWnVYp7zd6JPO5FGZujEXXfYaLmMdMIyLWmMGDvzAXOCs1qf8woyXdnANt3ML1E3Fm2sphvB6z0xgSuT5JporTs3tbm4h4VjZ2BY1v4rk09KIuls23/mrO+xb13ditmY5QSZ5phktMOXSyl0KaMw9aABdievfv3wyQndB02RwlntmL2T0vHaBXVfIdG4BBnOds3MQ/YGNiOMqYaOY3AoSZdo5Xk2orQtRkmBYpy5ISlynndUZbvjiHwbZvQtdAG0lxjgNApu/dFtfXi7IpIc9dWTNZ8lCqv01xrNoYpm8OUjWHK0Z2NoUIIIYQQQgghxN10x1eKms0mg8GAOI75+Mc/zmc/+1l+4Ad+gA984AO8/vWvv9P/3G37gz/4A06cOLH73xsbG7s/nzhx4oqOaoAf/uEffsVjPPDAA/z0T/80//yf/3O+9KUv8Y53vIP/+//+vzl8+DAnT57kX/yLf8FXvvIVAH76p3+ao0ePXvVYfuiHfoj//J//M5///Of59//+37OyssKP/diPMTExwRe/+EX+8T/+x/T7fSzL4t/+23+L48gCXxUYYDtKafouvXHGE0++BMB3PDLHbMOnFbqkecFyN+KjXyhnfDcDl3bg0o1S6RatsDTXbEXZTrHM8OyFAV88vc3+yTqTDQ/PsRjEOcdXh7y0OaIRONR9h2JnHmmayWaGKrIthQJ818F3C7ZGKd04peG7uLaFBWVHcKEZJhlaQyt08d3yNdeRTqXKyrRmrhVwcLrBsZU+wyRjMM4ZJgV5oS+GMuDYFg2/7Aa3lcsD8y3mWgGZlmu2qrpxSneUkeQ5rcAlzcvo+nGmKS47b7ZlEbgWgWNT8yySPGd7lNGN03t49OJ6puo+SVbgORazLZ/1QYIxELg2rq12NzBkhWGcFSgFM00fz7FIsoKpun+vn4K4iqwwTDd9tuMMx1IMxzndOCNK81dE1dc8h07o0ggccm2YanpksiG00kZJzvHVQZl4tCMrzO7on8sZoBuVxfGHF1oSbS6EEEIIIYQQ4q664986V1dX+bVf+zWeeOIJfvu3f5sLFy7wr/7Vv+Jf/at/xWOPPcYHP/hB/vJf/sssLCzc6X/6lvzCL/wCH/3oR6/6u89//vN8/vOfv+LvrlbwBvin//Sfsra2xn/+z/+Zr3zlK1edwf1X/+pf5Z/8k39yzWOxbZtPfepTvPe97+Wpp57ik5/8JJ/85CevuI3v+3z4wx/mu77ru27wzMRrpe7Z+Laimxa0AhffKSMcf/uZ1StnxtqKumdT8xx8xybJNRN1h7pE6FaWpcBzFCu9hCjVTNY9liZr5FpzrhtTaINtKTxLsTRZox/nnN8eU/Ms9k3VsKQuWklRmuM5NoNxRid0CV2LXpSz3k9ILluF922LdujSbpTX7GBcRmSPxvl1Hl3cS46l0Now1/ZY6Xuc3BhRaLNzLV+ZMhOlBUmu2TtZZ67tobXBkYu2sgptiLIC17aIs4JRkpNrg2OB59gopTDGoLUhyTRFYbAsh9C1ibKCQnaXVVZeFFiqLIjONDymGz5ZronSnHFWbjhzLItWYFHzQlzHQmEYjHMspciLApDPUlUTZwXTDZ8oKXj6XJft60TVlxuTciZCl9cvdZhu+MSyabDSlrsxvZtIZLhcL8pY7sYcnWvepaMSQgghhBBCCCHKFMg7KggC/tJf+kv8j//xPzh//jz/+l//a970pjdhjOHpp5/mp3/6p9m3bx/f+Z3fycc+9jHiOL7Th/CasiyL//Sf/hO/8Ru/wfve9z4WFxfxPI/FxUXe97738Zu/+Zv8wi/8wg1j3aenp/nCF77Af/gP/4Fv/uZvZmpqiiAIOHToED/2Yz/Gl7/8ZX70R3/0NXpW4ma0Q4cH51sYDPHOrMK65zLT9Mv5v43yf2caPnXPLWcTpjkGwwOzTSYk2q+yfNemE7oYA5N1l0Jrzm1FrPWTMtI8LxiOc9b6Cee2IgqtmayXt++ELoErC/BVNExzbAwPzDVZ7SdsDjOcnc7CxXbAQjtgsR0w2/JxHYvNYcZqP+GB2SZKGYaZFLyrquY7DOKcYysjGr7NW/dPsn+qRvCyYnfg2uyfqvHW/ZM0fJtjKyMGcS7RyBXm2QpLwSgt5zeHnsNkw2Wq4TNZ85gIXSZrXvnfDZfQc8pZz2mBrcr7i2o6sxWhLNg3WcOYcnNDnOYMxtnOn0s/x2lOoQ3GwN6JGralOLMV3eunIK7CsRRKQSNwaNVcbnQFKqBVK7u8lUI2IFVYnBZsDJNbHtxjgI1hQpy+sgtcCCGEEEIIIYS4U+7qCu/MzAx/62/9Lf7W3/pbPPfcc/zSL/0SH/vYxzh79iy//du/ze/8zu9Qr9d5//vfzwc+8AHe85733M3DucIv/uIvviK2/NV473vfy3vf+95X9RiO4/A3/+bf5G/+zb95h45K3E2Wsjg61+SPXtqmlxWoQhG4Fq6lAIW2L+0oyXY6zwyGtuNwdK6JkfW86jKKibrPzE4kZ6E1M02fiZqHYysUCoMhLwzbUUpvnKGxytvUfYyc3EpSBtZHKQ3fZu9kyLMX+sRZTuDa2Ertzp4sTBmfa4BHFlo0ApvNYYqSRtHKavoO47xgfZigjaHm2uyfrLNvqs441RRGYyuLwLNQBvrjjO04xVKKfZMhLSl4V1an5tEOXVb6Cc3AwXMUCotCa3Jt0KZM5XAsReA4+I7GyxWjpKAVunRq3r1+CuIaulFKL8p4aKHF0+e7fPnFbQrNbpy5Y5WvyXGm6Y/H2NaYtxyY4OHFFmc2I7qRxNVXUSt0ObE25NTGiKVOSDt0WesnbA5T0svTVByLybrHbMun6TucXB9iTJ29k7V7ePTiejZHt1+0HqeazVHCkifnVwghhBBCCCHE3fGarfA+/PDDfOhDH+JDH/oQn/nMZ/ilX/olPvnJTzIYDPilX/olnnjiCRYXF/ngBz/IP/2n//S1OiwhbltRlF29jx+a5H+d3EIbQ5wVDIqyAwkFGMpuFVsRujaWUjx+aJLJuocupHpWVdpoZuoeeydreP0xnZqHaynqvoNip7qiDQZFO3TJtKEbpcy1AmYaPtpIHGcVWVYZffy/Tm7x6FKbb2nMcHY7Yq2XkBZ6dyODa1scmK6zd6KGUvC/Tm7y1gMT2NJ1VllxmuM7NuV2I0WcaYZJjOdY5Xx2BakuGA0z0lxjWxbl1hXKuPosp4UURquoFbgcnKqz0h+X5yrJGSYJoyQnu6x45toWdd+h4TvUfQfHUhycqtMKZTNDVWW5oeE7HFsd4Nk2b9o7wUp/zPogIblsjnPgWMxNBMy3Ajzb5tjqgJmGT5bL56gqCl2bbpwxzjQXemNaocuh6TqHZ+qkuUEbjaUsPEdhDERZwYXeGG2gG2fUJCWnsqIk53anRBTGECWSlCOEEEIIIYQQ4u65J6uA3/qt38q3fuu38h/+w3/gU5/6FE888QS/8zu/sxuBLgVvcT+Ybnr8r1MbvH6pg4XF7z67gjHlzFgDaMq6qFJgtCFNC97zyDyPLrVY7ka8df/kvX4K4hom6x4aeN1ii8PTNbbjclZhPy7jVfOdmb/NwGW6WRbJHplv4HsOUVIwWZfCWRV5tkIpi8mGz1Ontzg4U+exPW3ah12ywpAbg6MUrq3ojzNOrA85vT5iz0QNpSxciUaurAu9MY6t2DdV48WNMubYtiwcy8JSZSQ2gGNZFJelnO+bquHYipXumIW2dJ1VUa41R+YaXOjFPLPcZ3OYojEopbCUddntyo1H/ShjquHxusUWR+bqUhStsGbocGw95/jqEKUUkzWP/VM19k3WGGeaQpebUwLXQinoRTnLvTHGGALX5gHZzFBJgyQvN3y+7O8tq+ze18bGUuV/F5c1CysAU96/LckMlZTfbrX7Dt1fCCGEEEIIIYS4nnu6UqSUwrIslFIoJYUEcX/JtWGuHfLZF9Z4dE+Hv/D4Xo6t9HnuwoD+uCyQasqZzg/ON3lgvkXTd/j88XW+9cE58kLm2FVVoWHvZMjGIKEZuqyPMl5YGfDM+R7dneI3QKfm8rrFNg/ON2mGLuNcs28qREuDdyXZlqLQmom6y2yrg6KMPc4Kg6HcqKJ2/qS5ZqLm0dlfFsPLwou8T1XVIMlZ7ScsdUIU5axQ17IojCHNNWkBtgWBa1H3bDKtmW747OmErPYT5tvBvX4K4hpspeiELgdnGpzajLCiDCh3lpnLJskqFMpSWEDoOxycaTARejIPuMLqvsPmMCk7Ro1hfZiwPkxo+A6+a2ErRZYX9OKM4cs6Q7eHKQ3fvTcHLq4rSnJaNZckLwhcm0GSc2pj9IpIc8+2mGqUkeYL7YA4K2jVXOkCrrBX+3oqr8dCCCGEEEIIIe6me1Lw/uxnP8sTTzzBJz/5Sfr9PgDGGBYWFvjABz5wLw5JiFs2GucstAOmmwGf+PJZHl5o8chCi9ctthkkBXmhcWyLpm9jMJxaH/HchT7ffHSG+bbPSBb0KitOMuqew6ZK+d3n1/na2R6hZ7F/us4DdllUMdqQFIYzmyNeuDDgsb1tvuXoNHXPIUqyG/8j4jWX5JqZRkCSFyxN1NgYJpzeiDixNmR02UzKhmdzeLbBweka0w2fs1sjZhr+FRG7olqMMSS5ZpjkPLbYZnU45uTaiAvbY+Ks2J3PHro2eyZCHplvMdcIeGkrIsk1xkjXWVW1Qpcvn+2S5AWP75/gWOCwPkjYilLyQu2OD3FtmKh5zDR9HphrkuQFFwYJDy207vVTENdgW9YVsfQXDZOcYXL9+6aFxpLiWSXl2tDwHOrTdb52rseJtSFXm+KTFmXk+Vp/zJHZBo8ttVEo6QKusJrvXJzqc8tspaj5ksoghBBCCCGEEOLuec2+dT733HM88cQTfOxjH+Ps2bNAuUBdq9X4nu/5Hj74wQ/ynve8B8uybvBIQlSDZVl87VyPB2ebxGnObz2zyu8+v8aRmQaTdQ/ftkgKzdYo5cT6EM+2+N9eN8eDs02+dq7HOx+YuddPQVyD79pcGKZ8+aVtvnp2m07oMd8OaIUuuTZobbAshWMp6p7NSm/MV89uU/dsJhs+MxJpXkmFNhycqTFRc/m9F9Y4tlbOjW34DnXPLscQUKaPnN+OOb0x5IHZJu9+cJZOzUXLInxlhZ5DzbVo+A7PXOhRaMOeTsh0w2OUFKRFgWfb1H0b37FZ7Y3ZGCQstEPywhB6sghfVeOsYGuY8Oxyn6WJGg8ttDgwXbAdZYySnEIbbEvR8B0mai6+axOnBSfXh4SuzTiTjSpVZYxhouaxNki5lT0nSpUJK7JRpZocS+G7FqfXR4zSgkbgEqc5mTZXnGdLlbcNPYdRWnChO+bgTF26gCtsqu4TehGj5NImwTTX9JOMJCt2Px/7rk3Ld/GcS9/rA89iqu7fi8MWQgghhBBCCPGnxF1d4V1bW+O//Jf/whNPPMFXvvIVoFzcsiyLd7/73Xzwgx/k/e9/P/V6/W4ehhB3xTjTvLA2ZBRnvHHfBD/wtv28sNLn2eU+J9aHu7fr1Fy+8dAUD863qHs2n35+lUbo8g0Hpu7h0Yvr8V2bE2sDnj7b5RsPTVMYw9mtiKfP9Rillzrz657D/qkaD8w3sZXiq2e7HJyp8+BM4x4evbiWmudgGHO2GzFIMrLCkOQZgWvjWOWM2MJAXhSMswJLKQZJxtluRKfeInSlKFpVMw2fhU7AS5sRm6OMQZzxlWEXDbiWwrIUWhsybbCA6YZPM3RRKA5M15hpyCJ8VW2OUgbjnNBzOLMVMdv06YQu+yZCUm0oCoNtKzxLkeaa7VHK2iCh7jsMxwWboxu0Cot7JteGpYka3ThjpXfz52mu5bM0UZNO4IpqhS4n1oZc6I9xbYvJukfi2btF0UKXIyYuFkV91wbgQn9Mp+ZyYFq+F1ZV6NlMN3yiJCLOC7aGKf1xRprrK7q+LQUbTkIrcJlseIROeb/Qs+/dwQshhBBCCCGE+Lp3x1fvx+Mxn/rUp3jiiSf4nd/5HYqi2O3AeN3rXscHP/hB/vf//X9ncXHxTv/TQrymxnlOL8o4sTbg9MaIR/e0ecPeDm/c22GU5qS5wXMUdc/BAKfWhvzJ+R5JoTky2yTOJdK8qnrjlNNrQx5cbLE6GPPCygBjYKLusdAJsJWiMIZxpnlpM+LMVsSD800eWmxxan1IX+LqK6nu2ax0E548ucVkw+P1ezz6SYba2Yh18bxqbTAKWr5Lpg1Pntxipu7z2GL7Xj8FcQ0L7ZCnz3XZGKac70Ysb8fkGgqtMeay+eyqjFHeGCYsTpTzvg/N1Floh/f4GYhrSXNDN0rZP1ljc5hwamNIP86Zani0Qg/XLmOx+3HK5jClFTocmm4w1fDZGiWkuRRFq8qxFM3A5cH5FtBntZ9ct9NbqbLY/eB8i2bgSidwRYWuTTfOMAayQjMY58RpTmEMllLYO02/cVqQZprQc2gGDq5t0Y0zaq4URatssROy2h9zfG3AKCm42iWrTbkxOMkSojTn0T1tFjvyPitEVcRpuSEwSnJybXCscuRAmeIgr8FCCCGEEOL+dccL3rOzs4xGI6Ds5p6fn+cv/+W/zAc+8AHe+MY33ul/Toh7Ru90qCilGOeaL720zZde2ubAVI2J+qVF+O1Ryoub0e79LKtc7JPGpOpaH6a4jsVqN+aZ5R5zrYDFdkjNt0lzg95ZtPUcRZQULPfK2z26p82+iRprw/G9fgriKnINZ7cjXEcxznKmOiGPLJbzfUdJQaY1rmVR98uFnnPbEee7Ma6tOLMdIXWz6jJAbgzrw4QzmzF5ocvNCxer3RcpsLQhV4ozmzG+Y5Mbc9UFe1ENF2Ov46xAWYrDM01c2yItCqKkIC80rqXYO1nj8EyznAmtIM4KOjVPYq8r7OI84Mmax6OLbTphxNogoT/OyC8lJuPZikbgMNssO7ubgSvzgCtskORgIMkLtkYpSaZ3X2NfXh4tMGRxRpIXTNY9MOX92zUZDVNljcChFbiM0oLrvoEqaAUujUCuVSGqYJTkLHdjNoYJcVq8Ipkh9CKmGz6LnZC6vMcKIYQQQoj70B3/FDscDlFKEQQB3/3d382f+TN/Btu2efrpp3n66adv6zE/+MEP3uGjFOLVy7UhdB18xybJi935vi9uRlcUuC9nWQrfsam5Dnkhi/CVZWCca85tx3zDgUkMiuVuzLkzMXF2aRU+dG2WJkL2TdbZP1njhdUB0w3/lmaRitdON0oZpQWd0GX/VIMozXnqxS1WemOSwmDvRJr7tmK+HbBvss4jCx1e2hwSpQXbo/RePwVxDZujhPX+mLwocCyIM331RXgD2hi0MgSuRV4UbAzGbI4Slrzaa37c4sY8R+E5Nme2YxqejefY9OKU1cHFxdpyA1Lo2cw1fdqhR5oXrPXHHJlr4jnSBVxVl88DbgYuDy+02TeZs3Gx66wwOHZZ2J6u+1csvss84OqKkpzQs9E7STg3Yii7gbUxhJ5NJCk5lbbcjemNMg7O1GnXXNb65SaV7LLvNa6taAUusy2fybpHb5Sx3I05Ote8h0cuxJ9uvTjj+OqAXpRdM5lhlBRESUQvzjg616Qduq/5cQohhBBCCPFq3LVtm+PxmF/5lV/hV37lV17V4yilpOAtKskoQ80rC57nti91FD6+f4KFdojnKtLMcKEX89RL29hK4dgWSxMhoW9jlFRFq8q1LUZJwaOLLTaGKX9yvkeuDfOtgH1BiGNZ5LqM6Ty5PuSlzTLS/rE9bUbjHP9iXqeolHFeMBE6LE2GPL/c5+nzvZ2Y67IgdrGDe5wbTm+MOLUx4vV72rxuqc0gzhhf3nIoKmVzkHJue4xj2cw0fGxbMU4NhX5lscW2LAJPMRl6OJbN2a0xm4OUpQkpeFdRK3TJC8Ns0+d8N+aZ8xsU2nB4psG+yRqurcgKw/Yo5Yunt7Atxev2tNnTCclzLYu1FXb5POCLn4jqvnPDrjIFMg+4wnJtGCY5ndAjzTTbO/Hm16IUTIQundBjuBOvK6opTgs2hgmZNuRJQSf0mKp7jLOCcW7QWmNZFoGjCFybQkO0E3u+MUxYmqjJdSvEPTBKco6vDuhG2Q1va4BuVBbHH15oSae3EEIIIYS4r9yVT68SHyn+NGh6Dral6NRc6p7No3vaHJyuEWUF21FGkhU0ApvDc3X+zOvmOL0R8Sfne7hOOSu46cmXxyqbb/qc3BjxwkqfB+ebLLZDbEsRZ5pCa2zLInQtCm1Y7sW8sNLHWmhzeLou8cgV5doWs02fUzvFbAuFUgqlXpF6jUFhjOHUxoiJmsuh6QaObGSorM1RwkovZpgU1D2LJb9GkhcMk4I4KxM4LEsRujYN38Z3bLTW9OIMrQ2bo+RePwVxDZ5tszgR8PkTG5zdjHjjvg57J2pYVjlSIisMrq3YN1XjsaU2Z7cjTq2NcCzFO45M49pSXKmyxU5IL85uahH+onbNlXnAFWZM2UmYa8NcO6DuO2yNkvKzca4xGBRl4tFEzWGy7tMIHLLC0LtBcVzcW5ujMllj106AhqUUrm3Qlo2lytSNy38PME61pKncZ2TO89eP5W5M7xbeZwF6kSQzCCGEEEKI+88dr7j93u/93p1+SCEqqeY5LLQDulHKux+a5cxWxO88t8ZTp7dYH14qnsw0fB4/OMmb93X4/m/Yy+8+t8Zk3ZfZkxVW82ws22JjkPCuB+ZI8oKXtiLObEblvMIddc9m31SNPZ2QvRN1nlnucXSuSc2VRaAq6oTlvMkvv9SlEbjUXJthWjAa52SXdQK7lkU9cGh4NpZl8eWXusy1AiakU7SyLha3lQJlWWRakxWGVugwWXNRqtzAkBtDkmksS+NYFkppBklOIt37lTXOcrQ2DOKMb394jnFRcGJ9xPHVAYPxpcXbZuBydK7Jwekah6YafOXsNlobxpnEI1dZ3Xc4Ote8bszqRYqy2H10rikdZxVmMGhjKLQhyQsyran7Lq5tkeSaQoNtge9YeI5NpjXDJMexLFxLYWTbYGVFSY424FgK37XYGqU3FWmeZJpcG4mrv0/InOevLxeTGW71lVWSGYQQQgghxP3ojn9Dede73nWnH1KISmqFLq9fauE6Np95fp3//pVlcsqiWXhZwXOU5nzmhTX+4IUNvvtNi3zH6+ZIs5xWIMWzqgpcG8eCN+3vcHYr5qvnemSFxlbqinmwSa55fmXAyfURb1hq8+b9HWyFLApUVODabEcZnmPRjVOMNniOTafuUta7DaCwLNC67FBTlqLm2nSjTM5rhdmWInAtbMtie5Ti2hadmoutFGmhKbTBthR1xyZwDN0oIytyOjVvJ7FB5jxX1Sgru/S/7ZE5nj7b5QsnN8kKje9aNHwHC4XGkBYFf/TSFl871+WbDk/xnkfmiNKCUSabGaquHbo8vNC6ZoHFVorAs6TAcp8IHIum77I8jtkapSSZxlAWuG1L4TnlrNg403TjHAX4rsVkvYzHDh15r62qi12+nm1xen3Ehf4YY8qNojXPwlLluc0KzeYoZStKWWgFHJiqA1ri6u8DMuf5688rkhlugSQzCCGEEEKI+42sGAlxm+bbIXGW8//7kxV+808uEOcFBoOlrLLLkLJ8ZjRoo8kw/OafXKDu23zno/PMtyWOs6qStKATupzeiHj6XA8LCN0yztqYi2VRcBwAhdbw9LkegWuztDe87UUFcXdd7M43GLLckBWaONO4tsK21O41W2iz26nk2hbGLX8eJXJeq6rh2+ydrHFqfchc0yfeSWW40I2JLyt4hq7NQidkvuUz6bh0xxmHZxo0fCmwVFWaanzH5vTmiGeW+zR8h8C1UQrywmCMQSmFYyuMgXFW8Mxyn3bN49BUnTR95Rx3UT0XO72XJmoSoXvfU0zWXZ690GOc3fj6M8A403SjlEcXW8gVW10XO7tPr49Y6Y9ph2VaTqY141ST7lyzdd+mE7pEWcFKfwzAwZk6jmwuqzSZ8/z16WIyw+0ojCQzCCGEEEKI+4t8MxHiNoWezbHVAb/59AVC18G1LcZpQVroKzuTLAhth8CzcSyL33z6Aodm6jyy2Llnxy6uTyvoxjlnNkc0Aock02RFAShsBWqnMlrsdAW7to3vWpzZHHFwuo6R9bxK6sUpNc+m7jvEWTmHPdeGvDCkxaUldouyeOZYCstS1H2H0LPpxuk9PHpxPU3fZakT0otTzm3HPL8yoNCm7BhseDiWRa41UVpwan3IS5sjHppvsjQRstQJafjSnVRVF6+9L57aYrbpkxWGblR2Dqb5pTdb31FM1DymGz6urfjiyU0maq4USe8zoWdLJ9l9ThuDY1vMtQJe3IyoeTa+bVEYQ5pr0qL8bBy4FnXPJinK1+a5VoBjWxgZ4l1ZrdDlxNqQ7ShloR0wSHJObYzYHKZXfI7ybIuphsdsy2ehHbA5SumMXA5M1+/h0YsbkTnPX59ebbKCJDMIIYQQQoj7iRS8hbhNq72YZ5cHWLYiTTWObTFRt9HGvKLrzFKKrDDkhSbwLJ5dHvBNh2NmW9LlXUUKWOnFhL5NYcp5dS3bBhTaGIwGZYG1U/nOCoPv2IS+zUovLgvionLSrOzoPjDVoCiGbI4SHKvs7r5shDeWVf5/AGAi9Dgw1SDONGkufWdV1QxtDkzVOLUx5NjqgKWJkMV2gO/apLm+FMPqWCRZwXJvzLHVAUdnGxyYqkkcZ4U5tsWFXkzdt1kfpvTjDMdSNAO3vE6VAlNO/Y3Sgv44ohW6tAKHC90Y17Hu8TMQtyJOC+nwvs+5tsVqf8z+qTqtwOXk+oCVfsJgnF1ROLl4HU/WHV6/p81E3WNtMOaRhdY9PHpxPaFrE6UFk3WPc92YM5vRVTtH00JzoTdmtT9m31SNpU7IKC2ouXINV5XMef769WqTFSSZQQghhBBC3E/uaMH7J3/yJ/nbf/tvs7CwcCcfdtcnPvEJ8jzn+7//++/K4wtxK06sDzmxNqDmuVjkjLOCfqLRO4HXF+ORwWAphe9Y1DybwHM4uT7k+NpQCt4VNUoLBuOcUVIQuBa+bRFlOVGak2uNMWWNxbHKc9ryXZQFo3HBIMkl+rqifNfm/HbEZMPnwFSI5yj645xRkmMwu9esouzqbgUOi+0ApeB8N8KXuaKVZYxiY5RigO99yxLntmPOb8es9hKS4tL16Ns2c22ffZM1vunwFKOkYHOUoqV7pbKindfjOCvoRimObeHuvJ9a6tJ7rTaGCNB5GY3s2oqhvB7fN0ZJfs0Z3paC0Itkhvd9wrUVoWujgEZgM1n3SXKz8xnqyoJ33S9/3wjK24e2g+tIcaWqBklOw3f4k+UeL25EN7y9NvDiRoQCHl1sM0hy2jXv7h+ouGUy5/nrV813sBS3FWtuq3LTmRBCCCGEEPeLO9r28uEPf5hDhw7x4z/+45w6deqOPGaWZfyX//JfeOyxx/hLf+kvcezYsTvyuEK8WhvDhP64XBjQ7HyJtKAwkGlNqjWZ1hQ7A5+1YXcuYS/O2Rgm9+jIxY1YgGUpAtciSgu6cRmda+0UuS/+sRSkuaEbp0RpQeBZ2Erd2RdWccd0ai7tmsfJ1SFZYVjshByYqrFvssaeTsh8O2BPJ2TfZI0DUzUWOyFZYTi5OqQTekzUpQu4qrZHKSv9MZ3QI0oKBnGGMeC5Cs+2cG0Lz7bwXQtjYBBnREnBRM3jQm9ML761CE/x2skKTbZTLJus+8w0PNqhi1KQ5ppxVpDmGqWgHbrMNDwm6z6jNCfLDVkhyQxV14sznrvQ58xmxCgpXrEorw2MkoIzmxHPXejL9VpxWWHYMxHy4uaIJ09tE6ea/VM13rJ/gjfvm+ANS23evG+CN++fYP9UjTjVPHlqmxc3RyxOBmSSplJZWa5J8oLVnbncN2u1PybJC7JcNiBVlcx5/vr1ahJSAs9iqu7f4SMSQgghhBDi7rmj2zV/8Ad/kF/+5V/m53/+5/n5n/953va2t/GDP/iDvP/972d+fv6mHyfLMn7/93+fj33sY/zX//pf6fV6GGM4dOgQ73nPe+7kIQtx25LMUBhDnObkhUEpsC0L1+JSHjLATqFbKciL8vY13yHJpKOwqlxb0Q5d1gcJeaEZJQW5NrtR1wqFoYzQ1brYjcVWOLRCB8+WkncVTdQ9HphtcmJ1wMmNEZ3Q3SmQ+WjMbue+hSLOClZ6Y7pxhmspjs42majJgk9VbUZl1HWcFrywWs7vbgQOE3UPbQwYBcrsjJfQjHZu9+Bck5pvsz6SDUhV5rkWU/UAS8EozRkmGf34lfHIrdClsZPO0DAOriuvxVU3SnKOrw7o3sTcWAN0o4zjqwMeXmhJp3dFFdqQ5JpBnFFow/owYX2YMFX3CD2bwLXIdXkuN0fp7v0GcUaSa6TeXV1podkaZXRqHtqkJJm+bgS2AnzXolPz2BplZIV896kqmfP89Sv0bKYbPlES3VJkvQKmGzJORAghhBBC3F/u6ErRL/3SL/HjP/7j/N2/+3f5//6//48nn3ySP/zDP+QnfuIn2Lt3L48//jhvetObmJ2dZWJigomJCeI4Zmtri+3tbY4dO8ZTTz3F008/TZqWCyDGGGZmZvh7f+/v8Tf+xt/AcWRxS1SD7yrSrNidza1UObewEzr4joVlKfTOol83ztFakxcag4WTFfiuRDZWVaENMw2Pr54tux0CzyLLNYVmt9ANZWHUdcB1rJ0OtJyZhk+mZbW2iiyj2D9V49BMnRPrI7ailK1RykTdI3RtbEtRaEOcFWyPUti5pg/N1Nk/VeOWBxuK14zWEKeaE2tDAtcGU6Y0uNfYfGIrBQpOrA05PNtEmoCrS2tDJ3QZjjNW+ylr/THFzsK6ddnuMq2hO8oYxDmzrYC5lkcndCWuvuKWuzG9y4rdaa4ZJhlZodEaLKt8HW74Lt7OPPb/P3t/HmTZeR/0/+/nOfvd7+29p2fRjEYabZZlWbbs2I4T5wfkm4VfwuIimCxATEIoqigKSICkKIo/flUQO0UK+BYUmDhOwBAn3/Az5JcQYpyYeJcsy5KsZfaZ7un9rmc/z/P74/T09FgzoxlZM31GeV4uWTPd53Sf6+Nz7rnPZxuEGcv9iONzzf06bOOGNCv9mOmmjwaSQuFKSa4Um+OcQoElwbUlvZpDqhSeJZlu+qz0Y45O1ff7BRjXMUlyhnGGZ5cBtFGcE6U5mSqTBi8rOyIJAtem6ds4lmQYZ4xNFXBlmTnPb26LnYBBlN1Uctll7ZrDYseMXzMMwzAMwzDuLm949Pgd73gHv/d7v8eXv/xlfumXfonf/M3fJEkSzp07x/nz5/nN3/zNG+6v93xafvzxx/nwhz/Mj/zIj1Cvm8UPo1qm6h4112Kc5PiOxXSzXFwHQZKXFcG2I+jVLRbamn6UsTFKSfKCuueY9mAVZkmJb1ss9Wo8c75P4Fo0AwcpBEWhd+Y8g2UJlC6TGsZJzrHZDr5tYUtTVVhFSVFQ9yzedriHArbGCVJaaK2JswJF2c7esSRz7QClCnoNj7cd7lH3bdLCtOKsKscWxHlBkitsS+A7NnFWEKUZZZqR2P23a0t8xyLOcpKd9qyemRlbWY4lmGq4rA4T+lGKYwtsLa6ZpGDJsktDP0pZ6gZMNTwcy5zbqorSgo1xggbivGAYpYzjgnGSE+fFbsDbty0aXkbDt2gFLr5tsTFOWOrWTOVZBcW5oh+loOFAN2BjlLAyTNgaJ6R7KnxdS9BreCy0PKabHkmmyk4dpu11ZeVK7yYcOZakV3fJfZswK8gLhdJlJxXbktQcC3tP0plSpgq4yq4359mxBLaUCAFaQ67Uqyr1zZzn6qt7Nsfnmry8OmIQZq/ZmaFdczg+1zSdVAzDMAzDMIy7zm17gn3iiSf4tV/7NYbDIb/927/NZz7zGf7oj/6IkydPXnefWq3Gk08+yXvf+17+7J/9s7z1rW+9XYdnGN+2I72ABxdbZOcHHJqqEaUFZ7dCLm5HRNmVxbrAsTjQDVhsB0wveJzdCHlgocWRaZMxXVXdusswyZmuuzxxpMuLK2PirLiqegWAvAyuuNLi4SMtmr7DKMnp1t19OW7jxjxbMo4LDk/VaLg2L6wMuNCPWO7HhOmVa7buWSy0fZY6dR5YaDPVdBlHOb5tAitVJRBM4oxuzSHKFWvDhJpn4dmSQmkUYFOOHsiUZm2YUPctOrWycvjqORRGlXTrLoUqz9ChXo2LWxFKlCMmtL4yikAIgaCs+j7QCxCU3Tq6DXM/rqrNSUKUFoRpztowYWOc0I8ywjS/KqHBklBzbTqBw3RDMdPysIRgc5Kw5Nb27wUY1yQQOFKSK82FrYhxkuNIQa9edsDZrdyXEkcKNsYpcaaYbflIKRDmflxZnm3h2pI4u3KB2pakdROjfBxb4JnnqMoq5zyHTJICAfiuhVKacZqTZimF0lhS4DoWDddGSkGcFmjMnOe7RTtweGChxXI/YmNcvv/uTXCwhMB3JdMNj8VOYILdhmEYhmEYxl3ptj/Ftlot/spf+Sv8lb/yVwBYX1/nwoULrK+vs7W1he/7zMzMMDMzw9GjR03LcuOuYVuStx3uESYFpzcnPL8y3K162CvKCl5ZG3N6Y8KDCy3um2vwtsNdLEwVcFVFacZ80+O5CwOOzjZ47JDNue2QS/2YpCh2qxx822Ku7XNop8rs1NqY+x6YJUpvvl2ccScJeg2HcZJT8yRLvRq+azPX9EnKfvUgysB4y3eYarjUPElWKLoNB9P1usK0phW4rA5jLCEIXIutccLmJCXZMxDWsyVTdZduvQyYKQ3twEWYorPqEuBZgtVhzEzT4965BhvjhPVRQrIn6OI7kqmmx3TDw5aCS8OYRw60TeiswsIkJ8wKLg1jzm+GbEfZqxPLgELBKM4ZJzmTJEehsTqC0LRHriQhoOHZvLQ6YmtP+1xLlEmglymldyu+L29331wTYS7aygqc8vkoyZJbngXc8h0Cx3z2qarLc57TLELIsgvSIMzYClPGSUGhFJaUNDyLXs2lXXNo1xy0MnOe7yaXK72XujU2Jwlhkpdd6WRZpV8mPphzaRiGYRiGYdy97nh0+XJw2zDuduuDmCNTNZ6ru/y3ry+/5vaF0jx7ccDbDnU5MlVnYxix0DWVSVW0MkqYafm85WCH//6NFQ52A+6bbfDQQovocrt6KQhsi6xQnN6ccH474vseXmC25bEySvb7JRjXoLRmuuFxZj3km6sjjs3UeWixSVZoxnFOphSOlDR8G8cSrI9SvnBqmxNzTY7cU79q5IZRLZ5j4TsSaUkGk4hzWxF5odFaX5WooNKCi1nM6ijhUC9gphXgORLXLMJX1iTOEVJwdLrO0+f7eI6k5ds8sNB69bZJxsogIskUjx3sYEkYxyYoWlW50myPU85vhrsBz0IpklxRKI1GI3Y6M3i2xJJyZ7uQwLbIp809uYpsKUiVuqrbEUChoSiuf86irCBVyswCrrCaZzPT9AjTnHFy5fzasrxOLyuUvqp9ed2zmGl5pu11xS12AkZxxitrY85sTFgexGVy2bckDs40PRbbPkem69w72zBznu9CgWuZDimGYRiGYRjGm5L51GkYr1Mh4Cunt/BswfuOz/D5k5tk6vo1oI6UvOvYFJ4t+PLpLR4/0r2DR2vcCs+SfG21z5HpGt/3yAL/5+UNPvvyOo4l8ZxyRneuFElWlNW/gcv3PbLAkakaL62OeefR3n6/BOMaWoHDqfUxQsKJ+SaXhhHPXOgTpQW2lFhWOaM9V6pcCOoGnJgvq83WhgkLh8yCXlVJIXAsyTBMubAdkebqmtVnCkBrVK65sB2V7VmnakhTUlhZhdYs92Ommy73zjQ4tTEm22nIgN5tzAACMgVZrrh3psF00+VCP0aZRJXK0hpWRzHbUUauFFFakOYKx5bYUiCFROkycBaFGa4tCVyL7ShjdRRfsxrc2H+OJclyRbfuoicpSXbt+/FlAvAcSbfukhcK5ybaYxv7Y6ru0ak5pEXASj8iKzRSQJwpwizfbVfvWRaBI1G6nAG90AnoBI5pe11xSVYwCDNevDTiG8uDq0ZL7G6TKy5sR2VyWa6YaXgkWWHaXxuGYRiGYRiGUQnmk4lhvE5prvjq2W3GSc6jBztMNzxOb044tT5iFJfzzzRlC797ZurcM1VnquHytfN9mr7No0vt/X4JxnW0A5ftSUqc5tw718K1JN+8NOLFS0PWhjECgUbT8m0eXGhzYr7JYifgldUhUaZoB2ZmbBUFjsU4KQhci3ObIS+vjhjFigNdl5bv4ViCrNAM45SL2wlRmmNLyaGpGqMkp+aYFn9VJSgXarcmKVBWIBVal1WieyItQoAlBdZOgHtrp+W5CXdXV15oBPDcxSHvuX+Ghw60eWl1yPMrIwZ72iV3ag4PLDT5zuMzeK7kj15c5+hMg+wGFaXG/tJaMYoy0lwRpjmebdEOHDRl4oLSGltK6p5EAGFaMElyaq7NOCrQZtBEJTmWIHAsPLtskTyKc6I0J/uW+7EUZWVw4No0fRvHkgS2jWObO3JVXW57HSYFcy2fC9shl4YJwzgj31PQ71iCpm8z2/SYawU0XNu0vb4LnNkY8/T5PluTlG7NZZIWJNnVc56lKLvq1F2LrUnK0+f7tAObXsMkMxiGYRiGYRiGsf9MwNswXqdRnLM1ydicJPSjdd6y1OGd9/R4eLHFKMnJC41tCZqeTcOzWR+nfPaldaK0ICs8hqbNamX5tmSpW+OPT23wP76xwpPHpnnn0S7vvneKUZSRFArPkjQDB6UU31ge8htfPcex2SbvPjpNzTbVSVU0SnJ81+KZC33Obox5y8EObb+c6T2Mc/JC4TmSY80Gjy51GMQZz57vE2UF7zw6xSjJaddMMkMVubZFqjS+Y9H0HEZJhi0Edc/CFhIhBFprcq125z43PQffsUgLhWeSGSrNsyUnFlp89UyfcZwy3/Z5++EuUVa2vrakIHDKzhtfOLVBw3d5YKF1SzNmjf0gcGxJWhT06i5prlgbJQyjjGxPaaFjSVqBQ7fmUPdchlGGbZf7G9WTFZrppsfGJMWxJL26S+7bhFlBXpSJDFIIbEtScyzsnYpuIWCq6ZLlJpGhyhY7AavDmNW1mDTX1F0bIcQ1z22aa1aHcdkC27S9rrRRlPLy2oTTGxO0Bt+xCByLrNBkSu1W7ztS4liiTEwqNKc3JhzoBByfa9I0Cb+GYRiGYRiGYewzE/A2jNcpzAocCxxb4jsWz17oM0py5ls+ncDBtgRhojm3GXJpGNP0bHzHKgPhUhB+y2xDozqEgIZvc3ErZqoR8OLKiC+f2Wam4dGuOXi2RZKXbf/Wxwktz2aqEXBxK6bxoI02YZZKyvKymrAoFN9xfIa1YcKzFzZ5YXnAIMq53JahHdg8sNjm+GyD7zg+w5n1MaMoI8vNNVtVkyzHt8vF9aZv0607gCBXqqzw1RqEwLEEtpSAJi80SV4GyUeJSUCqqppj0ak5XBrGXBpGrPZjXrg0Yq7pl1Whdtk+eRTnrI5iXCmZ6xTMtVzmWz51zyQzVFWYFXRrHt0gYXNSzl+/VpvyrFBsjhO2JgkL7YCpukO35hKm5p5cRVFWJjAstHyWBzEAtiVpvUar8oWWT6/uEmUm4F11Dd+m5TtM0uLG51aUna4avllyqLqL/YhTG+Pdau7L3VEsUXZIukwpTbqnc4rWlPO++zH3m4C3YRiGYRiGYRj7zHz6NIzXyZKCuu9gW5KL/YjNcYrWmn6YIvbMg9W6HDI6CDOmGi4HOgGeI7GkqUyqqjhVZIXinUd7PHWuz9ooJlearUn2qm2lgHGcM9v0eefRHlmhSDIT8K6iKCvohylHpms8c3HAHzy/RrJ3QOHOadsMMz73ygZfPr3Fdz84y6MHWvQnCZE5r5U1iFIcW3D/fIML2xFSlHMmJ0lOWqjL8W5cS1L3bDxbYluCw9MBjiUYxel+vwTjOlynTCp7+mwfzy5HDCggzcogt9Llfdi1JUdnGkjKBfmnz/b5obcdMPOAKyyMc+ZaHhsjl2cvDne/7trlM9Ll8SGF0qR5eR0v9yOOTdeZa/mEplNOJdlSkGSKI1N1AFaGN563LkQZ7D4yVSfJFHbdPB9X2XI/YjDJuGemTrvmsLbT0nzv+AjHErR8h9mWR6/uMphkLPcjjs819/HIjRtZG8asDV/9LFRoKF5jNMjqKGF1GHH/Qut2HZ5hGIZhGIZhGMZNMQFvw3idujWXwJFsT9KyRa4AIQQS8S1dNgVKlAsFSaYI04JuraxOMqpplOac3QppBzbTTZf1cYwlBLa4HBPVgNid0y4ETDdd2oHNua2QE2bBp5L6YYrnWHz13Da/941VNLoMjl1jWwlkSvF731gF4PFDXfphcicP17gFAsH2OC0DngL+zyubpIXCsQSWlEgBSkGcZWxOUlxL8h33TnFkusFyP8S0Rq6uKCvICoVrC+K8wLV3WqwWaqeFbhnw1oDSZaAlzQs8W5IVish0U6msmmdz8WIfyxI8sNDi/NYES5ZJKY688h6bKc0kySmU4mCvjmUJlvsRB3u1/X4JxjXUPBulNWmhbikommRlUkPNMx9PqypKCzbGCZnS5ElBJ3CZqrtMkoIwyykUWBJqjk3dsygUhEmBBjbGCUvdmpnjXVGjnQTB1yPJlemUYxiGYRiGYRhGJZgVBcN4neZbZTvVrXFK4Fr4riTN1E4olDIKuqekxXUkAsHWOOXEfIP5lr9fh268Fg1b44TTGyH3ztbpHpvm0iDiwna0J3iiCVyLA52A+XaALeFzr2xydLqG6WheTZ4tWRnGfOaFNTS6TFkQIK9xwsROAFSj+cwLayx2Ah5dat/pQzZuUt21aNdcXrw0xLEE7zza49IwZnOckhV693Zcdy16jbLVtdKaFy8NWerWqJsF+MoaJwXro4Rjs01eWh1xYStEWhLPKhMZoKxAy4qCfpGhCsViN+DYbJP1UcIkMQHvqqq7FqujhPVhzCOLbY7PN5hEORuThFGUk6tyBEyn7vLAfJN6YEOhefbigNl2QNMERitpqu4RuCGTpKC4xaBo3bOYqnv7/RKM69icJEQ7owQ07D4TO5ag53i777W5Uoy/5d4bp4rNScKSaxJVDMMwDMMwDMMwjNvDrBQZxuvUDmwW2jVatRFRluNYNm1fkKty4b3Q5dwzx7KwLUhyTVYU1D2H+XaNTmAuv6qSEqJMMYgznr0wZKbpMd/yeehAC4ncnfWsUGyOUjZGCeujhFQVhJmPNB10K0mgubAZ7law7J21LvZU+Oqd/1yWFooLm+FVowqMaunWXKSAc1sTCgVLnYC3LrVxLIswzcmUxpGCmmuTFQVnNkIu9CMsCYd7NTqm40ZlFYVmK0yxpWS+5VMozSDK6UcZubpyndpS0A4c2jsJDWjYDlPy12jFauyffOe6bAcOgzgjzhVhkrM1ycqK7p3nqCRXKKWopTa+LWnVHGxRzvY2qidwLaYbHmES3lJQVADTDc9UAFdYmOSoa9xSy64bN04uKrQmNFXAldXwHGwL8teRI+ZagobnvPEHZRiGYRiGYRiGcYtMxM0wXqfNccpix+NIL+DiIGYYZWyO8522m+wGRS0Jdc+m5du0AocDbZ/Fjs/GOKXbMFXeVZQXGqU0lhAoNJ4tqfs2riUpVNkaWUpwZfn1UZyj0FhCorU2AZaK2gpzLvYjpBCoPd0XHCmvSlJQSpCpK4EUKQQrg4itiZnzXFWBa1F3LZq+SztwyAvFV85skxYaKcESkkIrlCoXZqcaHoen6gzClNrOvkY1WbJMSDm9MaZX85iqu/iOhe9IkkyhKEcQ+I5FK7CpuxZaw+nNMYd6dcwI7+oKs4KFVsBWmPD88ohvrgwptGa25dHwHFxLkCvNpWHE1y/0sYTgxEKLBxeb9GoeYWaCZ1W12AkYRBn9MNv92msFRds1h8VOcCcOz3id8mtFuymTGWwpr0pmyK7xLHy9/Y39t9gJmKq7rF5jjvdr6dVdc+0ahmEYhmEYhlEJJuBtGK/T5iTFkpIHD7TZijLObEzIinL+oEbvtrXWWhClOXmhmGv7PHigjSUFm5OE4/v7EozrsKSgEdgc7tVY6AQopTm3GXJuKyTcU41U8ywO9Woc7JbbLfcj6r6NJU0lcBWN4owkV8w0XdaHKY4tcC2JkAKt9eXR7Agh8JUkLRRZrplpusSZYhRnr/k7jP0RJjlTDY/js3XObkWcWhujhUapst315XNriTJZZWOccnS2wfG5BlMNj0lsAmdVJYXAloJBlPPi6phe3WW64XHfXBN/Z1SIRhNnikvDmDNbIVuTlPmWjy0F0nRmqCxbCrp1h5fWRry8NqLbcOkEDpaU5IUiLTSWgG7No+U79KOMl9dGzLY8js00sE07lcqqezbH55q8vDpiEGY3nPQiKIPdx+ea1E2b+kqz9zzfCsB3LSwBk6RgGCdXtatveBaFhjgtds+/bZ6PK2upW+PYTIO10dbeiVyvSQg4OlNnqWta1RuGYRiGYRiGsf/MqoJhvE55odmeZOSF5nCvVrZdnaTkSiOFQMqyElhpsGWZ/X64V9vdrxuY1m9VFbiSg50ax6YlJ9fHfO6VDdK8bL1qSbFbwRImBc9eHPLi6oj33DvN44e7pLkicM0ifBWpnWSUhudQm7bZnKSkuSLLCoo9VUeWFDiWxHMsFjtuWRGOvmYbT6MatsYp0w2XTs3l6xcGWJYgTBXdmkPds7Ati7womCQF22FGzZUMwpTOUpvphmeq9yvMkoI4V6S5wpWCumvTq7sEjoXSmkKVVfyBY9Gru0RpwTjKSHNFkiuTgFRhNdfiwnbE1iThsUNdBlHGxjhhY5yQ5le6bLi2ZLrhMd0oA91bk4QL2xEPL7X38eiN19IOHB5YaLHcj9gYl7Of976PWkLgu+W5XewEJth9F6h5NlKUiUieI9mapKwNE4ZxdlVFt2MJWr7DbMujV3dJsjIhuGbOcWUFrsVDi21Ob05Y6Sc3vd982+OhxbYZRWAYhmEYhmEYRiWYT52G8Tq5tuT8dshXz2zz4GKLJ470yJVic5IyjHIKpbCkpB2Ui/O2lKyNEn7vuVUeP9Ll/vnmfr8E4zosBA8faPF7z6/yzUsjZho+hS4DLnmhd1vo2pbAtSWWkHzz0ghLCv7Ug3NYmABLFdlS0A1c1kcxNc+mE7gM44w0U+wdBWuJnfbIvoNnS8IkZ7rpm8BZlQlYHSakecHhqTqLedkWWcqy+jtXGlsKap6NUrA2THBsQZoXrA5j2kFjv1+BcR3lPRbmWx6H7ukRpQUXtiOeOtvfnQ0MZcD7YDfg6HSdhxZbnN2YIEW5v1FNZbvyGM+2CdOCjVFCmBVIIXH2xE4sIXe/71iSwLFZHcZXJSoZ1XS50nupW2NzkrzqfjxVNzO77yZTdY+mH5HlmtPrE1aG8TWrgbNCszlJ2QpTFlo+R6bq2LZgqu7d+YM2btrxuSbvnkzzf05usDpMbljpLQTMtTzefXSa43PmM61hGIZhGIZhGNVwRwLeR48eveV9hBD4vk+73eb48eM8+eSTfPCDH6TX692GIzSMWyckXNwOsaTAtyWZ0jsVDHqnjarcnRUcZwrPKbeTUuzst9+vwLiewLVIMkU/TLGEwLYEhZKgQQqN1uVCjy3LltiWFOQFbIcpaabwHbN4W0WdwOFgNyBTmueWh9RcSdN3aPo2hdK7s9ktKSiUZjtMuNhXPLTY4tBUYLoyVJjrWHztfJ/tScoHHphjGGe8uDripdUh41iVvVc1NH2L43NNHllq0fIdfv+FVdZHqakUrbAkK5hpeTQ9m/VJyjcuDIjzgrxQ7M1ByYuCi/2QzXHCw0ttTsw3CVyLOLv+zGBjf0VpjudYbG+GnN+O8CxJzbWYrntYlkACCigKTZjlZLnm5bUxB7sBsy2PMDGjCO4WgWux5JqWx3e7wLXo1ly+dHqL5UH8mttrze5277inZ5IbKq7u2Tx+pIdlCZ690Gd1p3o/3/M26lqChm8z1/J4ZKnDWw92TXeGu1CUFiYJyTAMwzAMw3hTuiOfTs6cOXPV34XYmZd6Ddf63he/+EU+8YlP8Hf/7t/l53/+5/m5n/u523WohnHT0kzhWJLHDnW4sBXy1bPbJIWiFTgEjtwNmkWZYhhleJbk8cNdHjvUYW0Yk2bqtX+JsS98x+LFtREHOgEgePbCAIWmV3dp+g6WhEJBlOVcGsZIBI8stTnQ8fnm2oi332MSc6ro3tkGvYbH2a2QpU7A2a0JgzDHd2U5y5ty1HNaKOJUISUc7tWxBPRqHvctmCrgqsoLzSjOuGe2wZfPbnF+K6RTcznUq5MVZdvrslW9YBTn/P4Lqxzs1Tg62+D81oS8MJWiVRXmBfdMNXjmQp+nzvaxLfAcC9eWaM1uAlL5T5lk9tTZPt91YoYHphvEuQl4V1XZ4rocB+NIQcOzdp6hLBRXksskgiizGEYZKi63L7QmTM25NYw7Lc4LRkl2S/uMkszci+8S7cDh7Yd7LLYDzm+FnN8OGUblCC/bErQCh4PdGgd7NTOK4C40SfLrjpmQAgI3NGMmDMMwDMMwjLvaHXmK/bEf+zEAvv71r/P000+jtWZqaoq3vvWtzMzMALC+vs7XvvY1Njc3EULw1re+lYcffpjhcMg3vvENTp48SRzH/ON//I9ZWVnhX/7Lf3knDt0wrivKCh450OGpc1v88alNsp2eyJvja889ywrFH5/a5N0C3naoR2iqziprbZSQpAXPXxoy0wh4730zZEXBOCmIswKlNNIRTDdcTsw3cSyLcGf7ty51WB3E3Dff2u+XYXyL6UbZVvO3n15mvu3x4EKLrUnK+jhlkF6pFPRsyWLHp1d3EcC5zYgfemyJXuDv38EbN5QWBW9ZavP8yogXVobYlmRznOJYAktKpChnuBdKkRUax5Y8c77PAwst3nKgTVqY+3FVtX2H5yZD1ocxcy2PlUGMEGU1EpQBUSgD31lRzoldaPusD2M2Jwn3zZtElarKC02Y5My2PAKnTGAYxQVbYdky+TLHFjS9ch7wXNsjzBRhkpuW5ncRU0345hClBaM4Z74doHXEJCm40VUogLpnMd8OGMU5UVqY830X2DuK4D5z3b5pDKKMl1dHDMLsmtet0jBJCsIkZBBlHJ9r0jbdrQzDMAzDMIy7zB0JeH/sYx/j4x//OP/pP/0njh49ykc/+lG+7/u+Dymv7umslOLTn/40f+fv/B2ee+45fuZnfoa/+lf/KgBf/vKX+fCHP8wzzzzDv/pX/4of+ZEf4cknn7wTh28Y11RzLTKlOLk+2Q12v5asKLd/ZKlDzbS9rqxBlKE01F2bMM12KrrLGd5prlBaI5VACoFrC5SGMM2oO+V84EF8a5Uvxp2xPIg40PX5M4/M8ckvn6dX9+jVHRY6PoW6UilqyXJRd2OcsjVJ+OATBznQ9VkeRNwzY4JnVeRKiSUlZzdCtIatcYpCM93wCFyJZQmKQjNONIM4RSJo+jZnN0IeOdDGkWbGRFXVXYfNccJWmNGtOdRci61Jim0JPNvCloJcadK8ICvKThyeLdkKMzbHCU3XLNZWlhRM4oLDvTob44SL/ZBMabJckSuNAiRQqLJjziQRHOjWONwLyuRCIV7rNxj7zFQTvrlsTsrzWHdtlno1tsYpwzjbeTa+sp0lBI4taPkOvYaLb1vEqWJzkpjW9ncRM4rgzWOS5Ly8OqIfvvZnVA30wzI4/sBCy9ybDcMwDMMwjLvKHXl6ffrpp/nJn/xJ5ufn+cIXvsD09PQ1t5NS8oM/+IO8613v4vHHH+enf/qnectb3sLb3/52nnjiCX7/93+ft7zlLVy6dIl/+2//rQl4G/uq5ti8dGmI50hmmj6bowSFpuHZeLa1W1GY5AXjJEcimGp6eI7kpUtD3n10ar9fgnEdSsPKIOLYTIML2xFfOb1FpjQ118Kzr8xmT3JFmBY4UvCWgx2WOgErg4jrTGww9tn6OOH55QHvubd8D/r/PbvKdpiSFQ6WFLstzQulGScZRQEffOIg77l3mheWBwSubQLeFeXYgn6UUfMstqOEI9M1lro1PFsS5Yqi0FiWILAlSa64sB2yMoiY8Tz6UYZrm8BZVcV5QZwpCqUZxhmHenXeutQh15owzXfbrNZcG1sIVoYx57YmFArSXBHnZs5zVbU9h/mOz9owYX2UkCm987wElpTYO89RWaFICkXDs1kfJUghWGj7tD2TzFBlpprwzSdM8t3Atm9bLHYCpnOPYZKRXO6AJAWeY9HyHFz7SjJZocuODoZh3HnL/YjBTQS79xqEGcv9iONzzdt0VIZhGIZhGIbxxrsjAe+PfOQj5HnOz/3cz1032L3XzMwMP/dzP8fP/MzP8JGPfIRf//VfB2Bqaoqf/umf5hd+4Rf43Oc+d7sP2zBuKM4LLvZj+pOMbsNhoe1jWYL755p0AhvHkmSFYhDlfHN1RFFowixne5yx4sREpqV5ZVkCAkdycn3CJMlZaAcM4gxLCjxbYluSvFBIKXAsSdt32JqkJLliqm5jikWraRznvLRazmv+rhOzHJmq8/T5Pi+vjpgkObaU5EpRdy0eP9zjsYMd7pmp8+z5Pqc2Qu6bb+/3SzCuIy/g/FZI07f5Uw8tMAwzzm2HLPcj4qxACIHWGt8pF+gP9+o8stTh7OaEC9sh5nZcXUlWUPcsDvUCZpo+YVrw3MqQtVFMmisEAo3Gs8vks8VOwFsPdlkbxQSuRZzdXAcW486bbrpMN1yeOb/NMMrxHYtDvRqWEKRKoRRIWXZwKLRmEGb0wxSlFQ8uNpluevv9EozrMNWEb075NcYIuLZk2r65a/Fa+xuGcXuVXauSG44fuBYNbIwTlro108LeMAzDMAzDuGvckRWFP/zDPwTg7W9/+03v88QTTwC8KrD9nve8B4BLly69QUdnGK9PnBc71dySxbbPO4706NQ8RnHGdpgxinNcu1y8fXixzXaY8KUzW4RxQc2ziXMTYamqVuDgOhan1/soNPfONHn0YAfHFkRZQZ4rbFsSOBZZrjmzOeGV9RESwWJ7mpZvKpSqKFMK1xJEueK/P7vM/bNNfuCRBSYnZhmEKWmucW1Bu+ZSdyzObk34788uM9PwcS1JpkzgrKqU1niOZLbpMQhTXro0JlUFtiXZO3ndtiSDKOXFpOC++QaHezX6UYo2bRkqS2toeQ6dBZcXL4342rk+xc75UrpckBVAkiuG8ZgzGxPeeqjDAwstiuLqNrtGtVhSUHdtlIbZlo/Wmo1RwnaUvWqGdzdw6NVdWoHDJM2puzaWSS6rLFNN+OZky2+vG8q3u79hGLfu8iiC18OMIri7RGnB5iQhTHJypbGloObZTNU9k7RgGIZhGMafGHck4L22tgZAkiQ3vc/lbdfX16/6erfbBSA3LSqNfRanBYvdgAfmm9w/3+Lc1oQvnFrhq2f7bE7S3e2m6i6PH+7wyIE23/vQIi9MDRjFBfHr/OBp3H5TDY+GZ9OpORybaaCA55YHrA0TkqLYbWnuWRazLY/FbsATh3u8sj6m7lnMmKqzSqrZkvm2z8VBjGdZXNiOeWFlRMOzcWy5Owv41PqEcZLT9B1cabE6Slhq+9RsE12pqrxQPLjQ4qlzfV5ZG+NIgSUklihLRC/PArZE+XWN5hvLQ+6drfO2Q13ywiQzVJVrC1o1h29eGnFuK8RzJGFakBUKrcsxzpf/7VgSz5Gc2wqpezYn5pt4pl19ZQ2iDCEETx6d5ounNzmzMUFdI/kkyeBSVrA2SjgyXeddR6cRQjCIbi2gatwZpprwzavm2bsjm26VJcrAi2EYd9beUQS3yowiuDtMkpzlfsTGuExu2Hu+pYDADZlueCx2AtNFxTAMwzCMN7078rQzPT3N8vIy//N//k++4zu+46b2+d3f/d3dffcaDAZA2fbcMPbbfbN1ujWPz72yzm99bZl0pyJp7/L6xiTld59f4zMvrfNDb13kPffOsDm5+eQP487LC8VCO+Bth7pcHEQ8fbZPdvmT454PkJFQ9OOM0xsTHjvc4fFDXeZbAWlugmdVtNAJqK2MaPv2zjzgFNuS9KOMMC3IlcKWspzV7kiGcUrLd/Adm5prs9AJ9vslGNdhW4I81wzChDhTLE9SNOBKgWWJ3QX6otCkSiOAXt1lEKbkeTnf26imqYbPON7g3NaYoigrBHv1MqmoUGq3wtvamSWRFwVFAee2xix1AqYa/vV/uLGvkrQgLxTNwGa64XFpEBHnGq3LZIbLhBAIIfBtwXTDoxnY5IUiMZ1yKslUE755lVWCIZPk1s+v70qm6iYh1DDutG93lIAZRVBtg6gcCTIIs2smmikNk6QgTEIGUcbxuSbtwHSjMwzDMAzjzeuOBLy/67u+i0984hP84i/+It///d//mq3Nv/zlL/ORj3wEIQTf9V3fddX3vv71rwOwsLBw247XMG7GXMPDsiR/8M01PvXURZQuZz/DVTFRLteE5oXmU09dRErJB07MMmU+aFRWf5JyoBtwaZjw3MURji0RhaYV2ASOtTvDO8oKhlGObQmeuzjiyFSDg72A/p4Kf6M6PEdyoBuwHWZEWcYkVVzcGnOhHxHuWbyteRZLnYADvRq+o2k5NovdgMA2FWdV5TkWl0YxUlrY8krVb6r0NUvRhABbgpTlfr5jzm1VtQObJNOsj1IanoOHTVKUSQuuJctot77S3rzu2ihgfZSSZIpuzVSyVFWuIcwKPvfyBsdmGrz3+AzL/Zjz2yFRlu9W7tcch6VuwGLHx5aSP3xxnfccn8bEu6vJVBO+eQWuxXTDI0zCW6rgF8B0w7TUNYz9YEYRvHlNkpyXV0f0b2KEiAb6YRkcf2ChZSq9DcMwDMN407ojTzn/4B/8Az75yU8ShiHve9/7+Nt/+2/zoQ99iIceegghygdorTXPPfccv/qrv8ov//IvE8cxruvy9//+37/qZ/3Wb/0WQgje97733YlDN4zrOjxT5+vPrPD/PH0RWwo0UChNoa4OeJeVZ+WHRQH8P09d5MRck7cd6uzLcRuvzbYl5zZCJnHKifkGk6RgoePj2RZJrnYrgT1bkuQFK/2YumcxiVPOboQsmkrgShqFOYXS5ErxytqYZy8OKHaiZHuv2TApeGltzMmNCY8caPOWpTZKKfpRxoF9O3rjRjSwHWacXBvTqzsc7AaMk5xRlJMpvVsF7EhBM7Bp7LRlPbk2Zqru7vPRGzeyOU6QtsC3bbTWSEvScixypch2ZnRLCZ4lsaUkKxRFofBtG2kL1kcJc21TLVpFSis2xgkI+PqFPrMtn6VuwEMHWjtJDBopBIhyvvPaKGFtGFP3bTbGCUqbbipVZKoJ39wWOwGDKLupAMtl7Zpjno0NY5+YUQRvXsv9iMEt3IuhfJ5a7kccn2vepqMyDMMwDMPYX3fk6fWhhx7i3//7f89P/MRPEMcx//yf/3P++T//53ieR6/XA2Bra2t3brfWGikl/+7f/Tsefvjh3Z9z8uRJTp06xaFDh/iBH/iBO3HohnFd/TDl5fUxhdaoQpczYkUZUPnWgLdCkxUaCUgLXl4bMwwzeqbVaiUJIbgwiFgZJHzHvdOMk4wXV8c8c77PMMp3Kwpbgc2JhRbvOtaj4Tl87pUNbNsqF+iNyskLzcY44dT6mJdWRxSFRqGxpMASV9peK63LQHgBL62OaHgWC22fe6bMInxVJVmBFIIoL1geKBqeRd2zaQUOSundSlEpBYXSjJOccVKg0QghXnf7XeP2O78dYgl49GCbFy+NiDLF2ighK1R5ToVA6fIcO5ak6TsEjuThA01sUe7/8FJ3v1+GcQ1pobnUj2n5Nq4lqLkWDd/Gdyy0BqU0UgqEgMIvr9tu3cF3LC4NYtLC3JOr6HrVgI4lsKXc7cBRJq28+hyaasJqq3s2x+eaN2yhe5mgDHYfn2uaakLD2CdmFMGbU5QWbIyTW+q2AWWS8MY4YalbM103DMMwDMN4U7pjnzw/9KEPcfToUX7mZ36GZ555BoA4jlleXn7Vtm95y1v4V//qX71q3vexY8c4ffr0HTlew3gtpzYmvLQyZKbhcrGf7AS2AXH1xw7NTqtVDTlwoOHyyuqQVzbGHJk1mbVVFCU5eV7wwEKTr13oc2kQU/dsDk/Vyyp+rbCExJKCMC343CubzLd9Hlxosh2lph1nRcWq4OTahGcvDPHsskJfa8i1flVQ1BZlkAXg2QtD5tsBjyy19/cFGNc1iguE1hydbvDSpRHDnaB24FivCrBEWYFSZUeO++abCK0Zv45FQOPOmCSKi9sRh6fqjJOcL5/ZxpIC15IUuqzel0JgSYECtsOUe490WewEnN2YcGzGvM9WlQCkJbG05tEjHfpJxpm1Ca+sj5nseR+t+zb3Tjc4MlvnxFyT55YHiJ3r2qievdWEAvBdC0uUM0SHcUKhys5HNcem4VkUGuK0QGOqCe8W7cDhgYUWy/2IjXE5s31v9aglBL4rmW54LHYCE+w2jH1kRhG8OW1OktedsBunis1JwpJrOiAZhmEYhvHmc0c/fb773e/m6aef5ktf+hK///u/zze+8Q22t7cB6Ha7PPTQQ3zgAx/gySefvJOHZRivy8Yk5ZX1Md2ax2Ib1kblIl5+jU+Sl9uazzY9fNvmpbUxG2bOc2Vp4EC3xsV+zOn1CZlSJFlRLuLKci57rhVpVs6qTApFlBa0fIeljvngWFWjOOfk+phMKTxZLt4UWqF2RhEAO73NNYUEW0gAsqLg5NqYsUlkqCylFevjhF7N4f6FJifXJ2UFMAWWVLtVwIUqu23YluT+uQbdwGHdtEauNM+WpIXmy2e2WOrWeN/xaU5vTDi5PmGyZ6Gv4Vkcna5zz3Qd25J8+cwWnZqLZ8t9PHrjRlxbcqRXw7MFL2+Mee7CEEXZxnxv0FMiOLU54cxmyENLLe6fbxLnqpzhblTO5WrCJFN4jmRrkrI2TBjG2VUV3Y4laPkOsy2PXt3d3d5UE94dLld6L3VrbE4SwiQnVxpbltdv+f8DEygzjCowowjefMIkf11t6gEKrU2CvmEYhmEYb1r7km79jne8g3e84x378asN4w2T55pJWpDrhOm6x1JHMoxzRnG54LPT9RpHChq+Tcu3kVKyPklIsoL8WpFxoxJqro1tSZ6/OKBTc8gKxSQpSPIC17Zgpy1ympcVLZ3AwdnZ/shUjcA1lSxVNI5zVgYRriWJs4KsUFhSYskyIeVyhTdAmmsileFYZSX4yiBmFJmFgarybQvPsRhEKZ3A5R2HuwzjcmEvzopy5ARlpWEncGj5DoXWDKKUduDiO2ZRvqp6dRelNOujhPObIZ5rsdgJePLYFGmudgMsrl1e11+/OCBJi/Jc+w49M6O9sjqBy4mFJl8+s8VTZ7Z3vy6lQCB2x4dcHh0D8NSZbZqezRNHenQCc26rKHAtZpseq4OE0+sTVoYx+hqPvFmh2ZykbIUpCy2fI1N1ZpsmSHq3CVzLVAkaRsWZUQRvPvnrjXa/QfsbhmEYhmFUlXmCNYzXyXclthTEScGFJKQVOHRqDlMNl7zQaF3OhrWtMjg6jHKGUQyAa5et/oxq8mxJmORMNT22w4xuvVwksKQgTovdAIvvWhRKc2kYsT0pt58kOZ5jzm0V5UoBgqxQFLoMquSFIsnKWd6XScr2yJYlKDRkhcJ3LLMwUGGdmstc0yNKC5Jc4Ui5ez8uNGX2kQBLlK3Mk0yTKYVjlYGZTs0EzqpquuGy2PZ55nyftXHZGeX0RsjhXo1OrUw2CgtFP8w4uxXu7jfbcJlv+8w0zLmtql7DZRRnnN8K6dVdtsIUdmZ3c63leAG9msv5rZAH5pt0zbmtrE7N5esXBiwP4tfcVmtYHsQErsX9C2YEgWEYxu1gRhG8udjy25vr8u3ubxiGYRiGUVXmKdYwXqeZhs+hqYCXLk2wLcEoyehHKZ4tcSy520I3KxRJrrCkQEjIC82hqQYzDX+/X4JxHbnWxJlivuVzdLpOP8w4tT7h4nZEnBW7VWe+Y3GgG7DUCTg61WCyE2wzgdFq8m2bwJUMItC6vC4BHClx9nzoVwoypchUmfygtKTmWvi2qTqrqoZncXS2wYV+RF4oJnlBrixcW6K0Bi1AlK2S01yR5AW2FNiW5Ohsg4apKKysJFfMdwL6cYYlYaruMtXwaAcOl69ax7IIXIuaZ7E5TticpPTjjPlOQJyZdvVVZUtBP8zRGpqBg+dYjJOcKC0o9pQEW0IQuBYNz8a1JVrDdpjjWmaxtqq2JimWFDQ8i0lSvGY1Yd2zsKRga5Iy1TAtzQ3DMG4HM4rgzaPm2UjB62prbn3L6BjDMAzDMIw3kzv+lKOU4vnnn+fUqVOMRiOKonjNfX70R3/0DhyZYdyaw1MB7zgyxZn1iEyp3RnAUaaIMrVbUQhl9UqhNJYE15I8caTLkSnT/q+qvJ3gSd23WO7HfGN5UC7CZwXFnk+VOtNc2A7phymPHuyw2PEpFPiWWSiooqZvsdAKWB0mZLnGdy4np0g0areluUCitCIrFGmmcTyYb/m0fHNeq8q1LY5M1ViZbfDi6hhPwijOkIKdtvVlp41CKZSGpu+ggeOzDY5M1UxL8wpbGYZYAv6vhxY4uTGmHTigIcwKkqyg0GXlvudYTNVcpuougyjj6HQdS8ClUchb6O73yzCuYW2UUChFM3AYhBm2FEzVXPKgTBZUSiOlwLEkthBlEFxDs+ZQKMXqMGHKJA9WTpQWbIwTaq7NUq/G1jhlGGekuXpVNaFjl3O8ew0X37bYGCcsdWsm4GIYhnEbmVEEd78yOSFkkrz2euq38l3JVN0klxmGYRiG8eZ0xwLeURTxz/7ZP+Pf/bt/x+bm5k3vJ4QwAW+jkhwpeexQlz98cYOzW+HuzO6r5hTu+bOgrByd7/g8dqiLKUyqLilgqRvwuZMbfOPCEMcqF2Trnk2+pz+ybQmsnUr+r5zZ5uGlFu85Nr07B9qolprrcGi6xvMrQ7y6JFOaLFckebZTBQwIkELg2RLXtqi7Aq3h0LSZzV5lSpfV2/fNNciV5vmVIQe7ATNNHynEbv6R0pr1UcylUcKDCy3um2sgBDvXtVFFo0jxmRfX+PNvO8jBqYA/emmd1VHK5jglLa5Ub7uWZKrhMtd0ef/9Mxzu1fnUVy/w5x5f2sejN25ke5LgORazDQ+lNMM4YxhnFFqjdflerHKIRYElBA3fpunbzDY8PMdie5Ls90swrmFzUrbKBfBti8VOwHTuMUwykqzYTWTwHIuW5+DaV8bAxKlic5KYQIxhGIZh3EDgWkw3PMIkvGEXlW8lgOmGqeQ3DMMwDOPN646s3kdRxHd/93fzpS99Ca3NorLx5rA+SLh3ps6ffWyR//yl86yNk6sC3HsKvEsCZhsef/axRe6dqbMxTFiaatzhozZuRq4VoyTn4lZEkhekBVhC4lgCKeHymVVKkxSKQpfVwRe3IkZL+c6saKNqao7Fkak6jxxo87ULfcKkIFeKfO/p0uV/KV2QFZq6Z/HWpQ5HpurUPLMwUFVRnGNJwcY44/hsg/vmmmxNEi5ux2xH2W67xm7N4b75Jk8em0ZrzcY4Zb4dEKf5fr8E4zqE1Cx1a5zfSSy7Z7qB0hOGUUa6p6jFswUzDY97pusI4MJWyIFegJDmubOq0lyTFZpew2UYZ4yTnKbvUChNrjVagZBgC1GOhRFQcy16DZes0KS5ObdVFCb5q1qsurZkwfOxpUSIMjk0V4rsW5KNCq0JE3M/NgzDMIzXstgJGEQZ/TC76X3aNYfFTnAbj8owDMMwDGN/3ZGA90c/+lG++MUvAvDwww/zt/7W3+Lxxx+n1+shpXyNvQ2jmpSEp89u8e5jU6Dh08+usDVJGcb57gxnTTmjsuXb9Oou3//IAu8+NsXTZ7d4aMm0WK0qreDU2piG7zBVaNZGCRkFWSGuqt7WulycFQhmmx4N3+HU2pj33Du9fwdvXFdYZHRrDktdn+2oxrMXhwDcP1dnqu7i2BZZXrA5STm5PqHQmsNTNZa6Pt2awyS99ZZxxp0RFYrnLw6ZqjtMUsXp9RH9KGNjHDNO1G4F+CBMGMc5nSDhnpkGvbrL8xcHtM01W1mzDY+j03X+1zfXeH55wPHZJsdm6jyw0CRKr8yeDFybNC84tT7md59b4cHFNt9zYo5ZMw+4slxbEGcF/SilHZSVvv0wZ5JkSC1gJ8fIElD3HDo1m8CxuDSM6QQurm3aqVRRvifaLQDftbAETJKCYZxQKLAk1BybhmdRaIjTK3O+89czkNQwDMMw/oS5PJP95dURgzC7YaW3oAx2H59rUjfzuw3DMAzDeBO7I086n/zkJwF497vfzR/8wR/guu6d+LW33fvf/34++9nP3tI+n/nMZ3j/+9+/+/f/+B//Iz/xEz9xU/t+7GMf48d//Mdv6fcZt884znn+0oQXV0d8/6MHWOwGPLc8YBBlaM3uzFgpoeU7PLTY5lAv4L997QIFgkPTzf1+CcZ1TNKcrTBlcxzTDlx8RzKMc0ZxRranha5jSbqBS8u3cSzJ5jim5kompjqpkuKkIHAsap7DPdN13nVsioZbzoIdpzl5obEtQcOzsYRknGZcGsTUPIfAsUhMFXBlpXlB4FoMopwXLg355sqIYZzhWhLHLmd4Z4ViHGec24po+Q7jNOeB+RaBa5PlJpmhqqYaPmGyzfMrQwoNL6yMeG55yIFuQCuwcSyLrCgYRjkXtyOkEAgJz68Medc9U0w3zYznqmrXXLK8YBIXTERBzbWYb3kU2iXN1W5g1LUllhAkhWIrzEBDw1G0a2+OzxNvNrYUu//2HMnWJGVtmDCMs6squi+Pi5ltefTqLkmmdhNYDMMwDMN4be3A4YGFFsv9iI1xOVJkb96YJQS+K5lueCx2AhPsNgzDMAzjTe+OPO2cPHkSIQR//+///TdNsPv1kFJy/Pjx/T4M4w1SBj41z18ac2r1Bf4/f+FtvOOeDqc3yg8bSabwnPLDxdGdFqs/+1+fItaSE3NN8sK0va6qUZLhWJI016yOYhquTbfm0Kk5pLlCa40QAteWCCBKC7bCFInAsSSj5Obbihl3jm1b/OGzl3hgvslDiy0uDWLOb4ec2QjZDlMKpbGkoFtzOTJd42C3xgPzLbbGCX/00jo/+NiB/X4JxnVYsrz2PvPiOk+f32a26THf8pE7iUeXr1krELuzgv/gm2tsTzL+9ENzSBNgqawsV6yNYzzLIlQ5QoInJRvjhI1xgtbsdt7wHLlbHepZFmvjmCw377VVNd/y6dZdVkcp6J0KYJXhWAJbCoQor99RXI6YsPZ0herUHRbaJpmhimqejWsJbCk5vT5hZRhzrYlWWaHZnKRshSkLLZ8jU3UsoamZxXjDMAzDuGmXK72XujU2JwlhcqUDUs2zmaqbmd2GYRiGYfzJcUdWFFzXJYoiDh06dCd+3R3zsY99jMlkcsNtnn/+eT74wQ8C8IEPfIADB64fMPnd3/1dFhcXr/v9paWl13egxm1hScHmJOX7Hp7n3cdn+OKZLb5yZovT6xNyrXEsSVYobCG4Z6bO24/0+Pn/96P80YurfPXcAMsEWCorz8vq7fmOz4WtkM0wIRkoPFviWBIpBEprskKR5GVigyMli70Ax5LkphC4krK8YBRnCCE5vTHhy2c2WR2m9MOUTCnKZm+a1WHMpWHM6daYJ45M0Q1chnFKaqqAK8uzLS72I15YGTLX8rCEZBBnFIWm0BpNeXYtIbAsgSMlcy2P51eGPLTY4tGD7f1+CcZ1DOOMUVKw2PFZGUSkRXnvzQp9VRBNiLJi1LEkriVYaPtlADUyN+Sq0sChXo2X18a7yWRKl0lkaaF2k5BcS+LaEq2L3WSzQ70ahel8XUlTdY81P+abKyOWB/Frbq81u9udWGgyVTdjCAzDMAzjVgWuxZJb2+/DMAzDMAzD2Fd3JOB94sQJvvjFL3Lp0qU78evumHvuuec1t/nVX/3V3T//6I/+6A23ve+++zhy5Mi3e1jGHVIozfvvm+LhA11++2vLfPzzZwnTAgGvmvP8pbN9/r9fv8SPvusw/9fD8wSuRWFmFFZWzbOI0oKO7xA3PU6tT0BDlCpCFJpybvfl0xylioWZgI7vEKUFNc9kUFdRlBe8974ZvnmpnPGb5pqm79CuORQFV4KiVll59sLKmJPrE/70Qwu8975ZIhPwrqxMKU5ujOk1XNBlkDTOyoSUvXdaAXi2xHckLd9hqu5ycmNCajpuVFacFRSFoltzUFpzbisEQArgGnljWmvmWgHdmkNWKKLMBLyranuScrBX48GFJk+dHTBKcgZRRpgWZVcGRPl+KwQ116IdODQ9hwcWmhzs1ehPUmZNy/rKCVyLOCu4NLw62F1zrZ2kQVC67JQUplfeVy8NY45M10wV2l0mSgtTUWgYhmEYhmEYhmFUwh0JeP/4j/84X/jCF/iv//W/8mf+zJ+5E7+yEpRS/Nqv/RoAjUaDH/7hH97nIzLeSBaKx49M8VtPL/N/f/YUtgDPFjs1oleCZ5f/nmYF//dnTwHwQ48tsrJ14+4Axv7pBA4zDY+vnN1iuunxwEKLjXHC+jAh2W2Pq/EdyUzTY7rhIQWcXB/z9iM9OoGzr8dvXFvbc1gfpvzRS+usDhI0sDFOqbsSx5FYSAoUWaaYpAopyuv3j15a59hMnbZnzmtVjaKcSZwjgfVJwiS9EsDeGxPVQJwr4lyRFYqZhkeYZIxMFXBlpYWi7llshSmebXHvbINhlLEdZmVVMFcSGTo1h1bgICjnPc96lklmqLBcaUZxxqNLHfphzu+/sIqA3S4qCo3c+XuWK9ZHCY8udXjrUodRnOE7JphWRWWFvqbmWoRpQStwqDkWmVLEqSLdCYrWPYtO4BBmBcMoo+ZapIUmSgsTKL0LTJL8ujNjpYDADc3MWMMwDMMwDMMwDOOOuiOfPn/yJ3+S//Jf/gsf//jH+Z7v+R7+0l/6S3fi1+67//W//hcXL14E4M//+T9PrWbaC72ZPLTU5X+/tM4nPn8WzxZoXVaFXqtwWwqwpcAT8InPn+XYTJ3vPD595w/auClTTY8jMzW+uTrkxUujcoZ3w2VuyUOpK8kMUpYzR1e2I8ZpzuGpGkema8w0TTvOKqp5Dt+8NGI7zPBdm3FSBjnHqYL01UGxQkPDs9kOM755acRblkzb66pKco3Smn6UkeRqN9nIklw1n1spTbFzDSe5oh9ldGvunkQWo2o822IU5Xi2RZSkhFlO07dpBS55oVB65z3WkmitGMUZNcem4TuMogLPNoGzqrKlYJIUPLc+5OhMnR/yD/D8yoBnzg/YDtPd7Xo1jwcOtnhwoc1M0+Pps9scmWmw0DajYapoc5KglObQVI0kK9gYp5zamLA5Tq9KQHEtyVTDZa7lcc90Dc+x0Krc37RkrbZBlPHy6ohBmHGtflVKl8/HYRIyiDKOzzVpm2RQwzAMwzAMwzAM4za7IwHv8+fP88u//Mv85E/+JB/60If4rd/6LX7kR36EEydO3FQQ+G6d/f3xj39898+v1c7cuPtM0oynzvbJlEKpslLpek3K1U4w3JaCDMVTZ/u840jvjh6vcfNUrplr+Sx2fJJMsR2mjJOcumdR8ywsISi0Js4KxklOphTzO9vPtXxyM1i0krYnKc8vD8iVwhLQ9m3SvGx7vTfcKQV4OzNjAXKleGFlQH8ytz8HbrwmWwJCkBWqTC6yBVJINBq9Z9CzsCQCgdLlfOCsUOidhCSjmjo1B9uSDEcxDd9BSNicpDiWJHAsHEuQFZphnJLmil7dpe46DKOMVsehWzNBlqoKXIv1UcyLayP++PQm3ZrL8dkmD8y3CdOcVGlcKai5NrlSfPPSiM+f2mSq7lL3bR45YJKQqihMcqQQdHyXV0Yjzm6GTJKc7FsyQnOl2BwnxFmBZ0vmmgFpoQgT03GjyiZJzsurI/ph9prbaqAflsHxBxZaptLbMAzDMAzDMAzDuK3uyKfOI0eOIHaGGmut+dSnPsWnPvWpm9pXCEGe330LH+PxmN/6rd8C4PDhw7z//e9/zX1+4id+ghdffJGNjQ1arRb33nsv3/M938NP//RPc+DAgW/reC5cuHDD76+srHxbP/9PotNrIV84tY5WvGoR71o05XYugi+d3uRPPTjL4enG7T9Q45atjcq5k/fONmn7LrnSTNKC7UnK1jil0GAJqHs2J+Zb1F0LWwqmW2Vl9+ow5thccz9fgnENgyhjfZQigFwrigIcW+I5EqVBaxCC3fmiaa6wLHCEZG2Y0o9ee3HX2B+uXc6G9R2rvNfmmrxQ5fxfxO5sCY1CILAtieeVIyhcS+KaKuDKqjk2h6ZqfP3igDMbIffONXjrUhdEOd/78sxY37FAw8ow4vnlAc3A4d3HagSuCbBUldCaYZyzMoi52I9YcxPObYYsdQMano0lBSOlOZuEXNiOiLKCSZqT5ophnCOkSS6rolxpPEdyen3C2iilU3NpeDZhVux0ZdBIUd6Ha46FbUnWRim2nHDPTJ38Jp6pjf2z3I8Y7Al2p7limGQkWYFSGikFnmPR8pzdxMFBmLHcjzhuno0NwzAMwzAMwzCM2+iOrQLurbDa++c3q0996lNMJuWM5g996EO7Af8b+d//+3/v/nlzc5PNzU2++MUv8ou/+Iv80i/9En/jb/yN1308Bw8efN37Gte2Pkm5NEjJld6d0/1aBOVC4HI/Zn2cvub2xv4YZwVfPLXBdx6fpeHafO38NoMoJ0xz4uzKzFjIy39rm7ce7LLUDfjsy2t878OL+3n4xnVEeYFjSeJM4TkSS5YLtWrnPUkguNynQQqB60gEEGeKXl0Sm7bXlRU4FtN1l2HksTosE1a8nfOnuTKG4PLfC1W2N59r+Uw3XAIzC7iy4qxgvuUz3/KYa/ug4bnlAZlSgNjtuAEaR0p6DY9755uwc37j9O5LmvyTYn2csjpKWB/FzDQ8skKxFaac3ZqQ7Wl97ViSpu/Q8m1mGh7ro5j1UcL6MGWpu48vwLimwLE4vTFhZedeDOXIgZYlb7jfyjCmXXOYb5mxMFUVpQUb4wQNxHnB1jhlGGc7z1JXtpMCNuyElu/Qa7j4tsXGOGGpWzPz2Q3DMAzDMAzDMIzb5o4EvD/2sY/diV9TKbfSzvzo0aP88A//MO9617t2A9OnTp3iU5/6FL/xG79BHMf81E/9FEIIPvzhD9/W4zZuXpwpFFfamF8OpDQ9uwym7SzCJ5lilOwERne2UWjizATPqmqS5kzVfU5tTBACZpo+ipg4L3C02I2eObagGdjMNH1ypTi9MWGq7jE2AZZKsoQgcCXNwGZ7kmFbAteSWNbO1Xklk4Gi0KS5Ii803bpD4EpM1+vqcmzBgW7AxX7IdNOjP0nJCk1aqJ1gaMkSAseSeLagU3fxbMFiJ8C1zcmtqmFUVg6+//5Z/vjkJi9eGmPLsgOQ1ooEKDvaC7K8YLgRcv98g3ffN0WSFQwjcz+uqs1xSn+ScqBbY7kfsT5Kdqp/JZaUVyWobE0S+mHKTNPjQLfG1iRl0yQOVpJjCTZGCbea36w1bI5SnIM3Dowb+2dzkhClZaeFlX7EJCmuO8M7zhRJlhCmOQudAEsIM5/dMAzDMAzDMAzDuK3uSMD7x37sx+7Er6mMCxcu7FZrP/nkk9x3333X3faHfuiH+LEf+7FXVYA/8cQTfPCDH+TTn/40P/zDP0yWZfydv/N3+MEf/EHm5+dv+ZjOnz9/w++vrKzwjne845Z/7p9kviMpdsoZLAlTdZdew8O1JHmhdtte25YkLRRb44TNSUqhoFAa3zELelVVcyRTDY8vntpkeRBxqFdjpuEx0/CIsoKsULvzYwE2xglPndtmoR3w5NEpAnNuK6kd2Pi2pFtzQUOYFmULc0S5YLtzGxaAEhpLCJo1m27NJXAk7cC0Rq6qJFfMt3w6NRc1KVvojuKsDHjvKTuTtsB3ympR35Z0am5ZBZwX+3j0xo1kWjNJc+qezbGZOkmm2BgnDOOMrFA7gW+NY0lavsN0w+PYTB3HEkySnPxPQFehu9UozRnGOVFaEGUFlhTYuyOQym0EICSARGuIsoIoLbCEYGSSyyopKzRR9vruqVGek+Xmmq2qMMkJs4KVfsQ4ee1zrIFxUm5v9YSZz24YhmEYhmEYhmHcVmb1/jb4xCc+gVJl9e5rBfvb7fYNv//93//9/MIv/AI///M/TxiG/Pt//+/5R//oH93yMS0tLd3yPsaNTdVd5ts+gzDjUK8GQuxWHKV7WnG6lmSq4TLd9JlueJzdLKuAp+ruPh69cSPTTZ8vn+mzHaZoDV8+vU1cFHRrLg2vnDeZF4pxUrAdpviWxWzLox+mrE8S3n7E9FitooVWjcPTdb5+YcB82yNMFMM4Y5LmFErvtjS3pKDu2kzXHWqeJMoUh6fqLHZMVVJlaU2hNA8stPncy+sMwozAtZhv2yilr8xnl4Ki0AzCDK/l8cBCG630zc2kMPZFzbUoNDx1dpuFbsADC00mScDaKGGU5LszY1uezUzTo+7ZWJbgqbPbHJ9rmnb1FWYLwTjJubgd0q45BI7NJMkYJ/lVc5xtKWl4FnXPwbbgwnbIgW5tNzhuVEtWKGqufd3q3+sRQODYV7WzN6olV5qtccrkJoLde02Ssv15Pm3ebA3DMAzDMAzDMIzbxwS8b4Nf/dVfBcDzPD74wQ9+2z/vwx/+ML/wC7+A1prPfvazryvgbbzx7pmu8f77ZvjGxSGDKOPsVnjV/LrL0kKxMohZHcYc7tW4d7bJwwdaHJtu3PmDNm6KhWAc50zSgvVxQpQVO4vv33qCNVmu0apgbZww0/CYRDm2ZRbhq6hVs3nLgQ7PXhgyigoQ0N1JXCnblZcNdJUuK4bTXDGKChxb8siBDm3PvGVWVTtw2QoThnHBw4ttXrbHbE0SJkmO1uU8UbXz78CxONircXy2wTDOAEW7NrXfL8G4jsAuR4QM4pytCwOmGh411+LeuVe/h46ijI1xwuY4wbIkQgjqrum4UVV1z0brMmFhe5KhAc+WdOseWuud9uZit4p/GGcIwLbK5KSGuSdXUq40vYZLmOY3VQV8Wd2z6DXcq5IdjGrRGoZxdss5Ypqd/cypNQzDMAzDMAzDMG4js1L0BvvKV77C888/D5TV2d3ut1/pOTs7y9TUFBsbG1y8ePHb/nnGG8NzLJ48Os2XTm9zZjN8ze21hjObIcdnGzx5dBrHzIytrEmW049S1kcxcaY4PtfgQCfAsgRxpsgLhW3Jsq19obnYj3hlbcz6KKYfpYxj07KxipKs4IGFJu861uP3nl+lV3MJHAshIVeglUZIiSfLzgyRLNgKU957/zQPLDQJTdvrypJS4zsW//3ZFR5d6nBioUmYBGxOUkZxvhs4a/o2U3WXmmcziFKeudDnz71tCUuaVfiqSgrNdpThWJJJnHNpEHN4uo4lJGiFZmcagZAUGi4NYgql6bg2gygjzE21aFXVXIv5ls/5rYgoK983o7S8/1rW5RnemqJQV3XOCRyb+aZP4Jrq/SqypcC3LRY6wQ3nPF8mKIPdC50A37awpXk+ripNmYjyOndGm3YqhmEYhmEYxp8AUVqwOUkId7qX2VJQ82ym6p75HGsYt9kbGvD+p//0n+7++Rd+4Reu+fXXY+/PqrqPf/zju39+I2eXf+uMb2P/bWzHzDVdHjvc4aW1MQASLheJXrHz98tLtY8d7jDXdFnvxxzo1e/oMRs3J0oKJknOYjvgUK9GpjRntkLOb4aEabF7TmuuxcGpGkudgKVOwNmtCeMkJ05NYLSKLEuS5or3Hp+h6dv88SsbbIUZUZqR7YmJORIC16ETWPy5tx3grQe7pLnCMZX7lbU5zrCk5N6ZJk+f7dNreMw0XHp1l27NQSGQaIQQDKKMV9YnbI0T7ptvYknJxijb75dgXEeY5GSFwpaCBw+0yQvF6Y0Jn3lhjdGee21zp+r72GwD25KsDiLSQhHdYutd486RAg5N1fjK2S3gyrNuWij4lrbWYne2t0YIzeGpGubRuJpqno0UUHdtlno1tsYpwzgjzdVVnZAsIXBsQct36DVcfNvCEuVCkFFNvi1peg6beXrV120psPYkKhRKv6pSv+7ZBLZZ3DOMKjCL8IZhGIZxe0ySnOV+xMY4IUqLqz7/SAGBGzLd8FjsBNTN5x7DuC3e0Cvrn/yTf7K7ILU3SL3366/H3RLwzrKM//yf/zMAMzMzfO/3fu8b8nPX19fZ2NgAYHFx8Q35mca3z3YtvvDKGu880gMNv/21ZZJcMdNwabg2tpTkSjFOc9ZHKb4t+bNvXeSdR3o8dW6L9x6f2++XYFxHvFMR+OjBDqc3Jnz1XJ8sV9RcSaduIxEoNGmmeHFlxKn1CY8f6vDWg92yUs1UFFZSmikGUUY7cHhksY0jJd+8NOLiICTLQUpQCjxbsNAOODHf5MR8E9+WDMKU2Za/3y/BuI5hnHNhK+LEfIs4L/jymT7fUJrDvRqdmoNjSbJC0Q/L8ROWFDxxpMOJ+RYXt0KOTJnko6rKlSbNFUemapzZDPn8qU20Kq9X377SrjxTiucuDnl+Zci7jk5xz3SdfpSZ9sgVN93weOLwFJ8/vVEGRHfOrRTySsKgVhSFRkpwbckTh6eYaniYZvXVVAZMQiZJgW9bLHYCpnOPYZKRZAVKlW3sPcei5Tm4e65j35VM1b19PHrjxgSzLY+tMAVdXo9SQJwpwizfvX49yyJwJEpDmisQMNvyME/HhrG/zCK8YRiGYdw+gyjj5dURg/DaI4CUhklSECYhgyjj+FyTduDc8eM0jDe7N/wpVl+nzdn1vv5m8ju/8zusr68D8CM/8iPY9hvzP++//bf/dvd/v+/8zu98Q36m8e0bJTkvr4ac34x4z/EpHl5ssT5KON+P2J6k5IXGtgS9hstSO2Cm6dGpO3zxlU3iQvPoQVNRWFUSzaFejXNbES+tjplreQSORANZoXdaXwuchkAAUaZ4aXWMbUkOTwVI07KxkgaTFNeWPHOhz/Y4Z6Hr8acemmccZ2yHGUle4NkW3ZpDw3fYmiR8+XSfTsPm/tkm/XH62r/E2BdCwOY4YRhn3NOrc6AdME4LticpkzQnzRVSwnzb48RCk4Zr4VqSM5sTskKZStFKUyy2fZ69OOSpc9v4joVSZRBU7YmeSClwLImU8JWz2ygNjxxogQmxVFauNKM442AvQNHjmXMDCq1RGhQarctrW1JWDFtC8OihNgd7AeM4IzPJDJUUuBbTDY8wCXefhlxbMm3fOJAtKBMgTHVhdSmt6dVdDnQCNsYJ4zinH2WEaX5VUwZLQs216QQODd9muuHRq7t/ItYDDKOqzCK8YRiGYdw+kyTn5dUR/fC11/o10A/L9+UHFlomycww3mBv6BWl1LUXFa/39Tebve3Mf/RHf/Q1tz9z5gzb29s89thj193m05/+9G5L+CAI+Imf+Ilv/0CNN0ScFbTrDo4UbE9SXNum5tk0PJu80ORKYUtJ3bWpezaObbE9San5Np6C2MwDrqyphodScHJ9zFzboyg0oyTH3gmoWI6kUJokU+RK0/Rsmr7NyfUxB7sBUw1TnVRFjiPZ2k45vxWiEFw6FzGIc7RSIMp2nIXSoMtZ3m2/vKZHmykzDY/pprvfL8G4jqZno9F8Y3nAB+6fZarpESU5vi0Zxtluu8aW7zBddwk8m1GU8ezFPvfPNWmaDxiV1fAdxknOsxcHWELszOuGo9N1OoGLa0nSQtGPUs5sRgjKwOjXLw44Ol2j4ZnF2iqzpGQUpxyZqjPb8jm9PuHltTGjON8NeLd8h3tnG9wzU6fmWAyjnLpnOm5U2WInYBBlN7Xgc1m75rDYCW7jURnfrppnszFKuHemwTDMWB5E3zp9ACgnEozinDDNebjW5t6ZRtkpybzXGsa+MIvwhmEYhnF7LfcjBrfw2QdgEGYs9yOOzzVv01EZxp9M5un1DbK9vc2nP/1pAB5++GHe9ra3veY+Z86c4bu+67t417vexQ/8wA/w6KOPMjs7C8CpU6f4jd/4DX7jN35jNxv+X/yLf8GBAwdu34swbtnhXkDDc/jCqS0+/fVl4kzx2KE20w0fxxakueL55QG/9oVz+I7k+9+yyJNHewyTDFMEXF0Nz8GxBVN1h0lSIC3B0ek6vmORFWo3eOZYkjgruDSKyVLFVN3BtgRN3wRYqsjaSU7RQvDSpRHPLw/JlcZ3JK4lL3fPJS0UcbYzM3ixxf3zTbbDFNsyDXSrynMk000f17Z4cXXEuc0Q15Z062VAVAhBqsuW5s+c75PmikNTNR450KHlO3iOObdV5dmSjXGKIwVawn1zLR5YbNEJHAqlKJTGkgJLSvpRxgvLQ15aHSIQrI9TAtec26rq1FyyomCh43NqY8LaIOFAx+fEQhOty9EhEoEQmsEk4+TqhNm2xz3TddK8oFMzyWVVVfdsjs81b1hNeJmgDHYfn2uawErFTdU91oYxJ9cmNAObhw+0WRsmbI5T0j2Rb8+W9Oousy2PpmdzemPCsdm6aVdvGPvELMIbhmEYxu0TpQUb4+SWl/k1sDFOWOrWTJcrw3gDmVWFN8gnP/lJkiQBbq66e6/Pf/7zfP7zn7/u92u1Gh/96Ef58Ic//G0do/HGChyLTuDyx6c2+exL69Q8GyEKXlodc3J9gpQCpTSF0gSuReBafPaldaSEdx2dInDMm1lVjeOMqYaHa1l0ux5SinKhIMrQWiOFQGmNEIJ24LDUqaGUZpzkTDU8hpFpV19FYVoQpgUvroz4+oUBiHKhPcnKAPdlYuefXGm+fn4AGuabHmFiujJUltYcn23wtfN9nrkwINo5n6vDBNuWWAIKDXmuiPLye9tRxnefmOW++QaYNquVNYoK0lzRa7h8z4kZAtdhO8x4aXXEaE/1ftN3mG36vPvYFI8dbPH7L6yR5YpBaK7bqnKl5GC3xmdeXKPm2hyba1DszGwvFGg0AlEmmDkWx+YajOOM55cHfNf9szjSzCKosnbg8MBCi+V+xEo/ZnUcEyb57gzvumcz2/BZ6PhmXuxdInAt4qzg/HYIQCtwODpd52AvIE6vJIT6rsSRkjArWBnEABzo+mYhzzD2gVmENwzDMIzba3OSEKWvb90hThWbk4Qlt/YGH5Vh/MllVhbeIL/6q78KgGVZ/OW//Jdvap/HH3+cT3ziE3z+85/nK1/5CisrK2xsbJDnOd1ul4ceeogPfOAD/PW//td3K7+N6phquHzl3BaffmaFNC+Yafkstn2kkGRFgdIgBTiWhdKKzUnK+jDm08+scKhX4+HF9n6/BOM6JmmOIwRP3NPj6fN9zq9OaNVd5ls+mSrnxkoJjpQkheKllSEHp+u8454ejhCEab7fL8G4hiTPOb8d8dzyEM2VGOflAPdliisNGATw3PKQozN14tyc16oSCLJccX5rQq/usDpMKBRlcDtX37JtOV+0V3c4vzXhoYUWZoh3dY3TnOm6w3fce5D+JOOZCwMuDSJWBvFV99qaa7PQ9plvBzw43+SD7zjEi8tDxuZ+XFkKTd2z6QQuWaGwJGS5Ym2cMU4LikJjWYKGa9GpObi2VVYD+y71nTEGRvU5liBwLXzbIs0KMl0GRT3bouZaOJa5/94torQgLTQ112KcFPTDjD7ZznmU+Ja4Mgc4TXf3a3gWaaGJ0sIEzgzjDrvWInyaK4ZJRpIVu0lInmPR8hxc+0pnHLMIbxiGYRivLUxy1Ov8aFpoTZiYNQvDeCOZgPcb5P/8n/9zy/s0m03+8l/+yzcdIDeqRUo4txmi0ByerqM1rAxixnFOoTVClAE1Swgavk07cDg8XefCdsTZzQmWqUyqLKXLoPc4yWn7DmknYGOccGqYkOwJnvm2ZLblMdcJaO/MmbWE6VZfVWmuObk2Lud076G58TkrlOaVtTFpYc5sVRVo1kYxWQGubXGoV2ccZwzinGxPm1XXkrR8m4bvoNFkBayNYpSp8K4sS8JDSx3itOCpC32+dm6bOFVk6upwZ5imDMKMM5sT4rzgffdO8/BSBzOJoLrsneeoxw51+ObqiM+f3CTNNbMNl7pvYzmSQmm2Jykvro5xbcG7jk1xYq7Juc2QhxZM4mCVDaKM5y4OOLk2ZhBnWFJgS4kUkBWKYRxydnNC23c4NtvgoQNt2oEZCVNlm5MEpTQLnYCVfsQkKdCUHXTg1VUtAqh7FgudAK0wgTPD2Ad7F+HjvGBrnDKMM9JcXbU4LwVs2Akt36HXcPFtyyzCG4ZhGMZNyF9vtPsN2t8wjKu9oQHvo0ePvpE/DgAhBCdPnnzDf65hfLsubsdsTlIOdgPGSc5y/3qtwjTROGVjnLLY8TjUC9iaZJzfCjky07jDR23cDClhGOec3ZpQ5JphmJFmBXMtD8cqF2xzpcgKTZoVDMOMwJZEec6RXt0Ui1ZUlBVc2Ip2/75b2X2t86WvDoJf3I5ed4si4/aLU8ULK0Mavk02LtiOUppeOV+06ds4liQrFKM459T6mEGU0g0cGr7NN1eHvPf4zH6/BOM6ZhouYVLwmRfWeHFlCAiEFFwrhVrI8qp+cWWIIwTf+8g8M3X3jh+zcXP6YU7gWbyyNiZKCh4/1EFpGMU5kzQnzRS2FMw0Pe6ZqSMFREnBK2tjFjsB22HKPfv9IoxrmiQ5z17o842Lg92gaOnV76NJljBJc5TWPHaoa1qbV9jlwFndtVnq1a4bOLOEwLGFCZwZRgVcXkSfpPlViSrfSmmIM0WSJYRpzkInoO7aZhHeMAzDMF6D/W0WtH27+xuGcbU3dEXhzJkzN7Wd2IkG6W+pqLrW14WJHBkVdWkYU/ds2oHLi6uT3a8HtrzmzFgNXOwnvONIjZpncWkU79/BGzfk2ZJcafqTjHNbEw5PNXh4qYVnl7ML80JhWxLfsUjygtMbIc+tDDjUq5N3NJ5tSgqrqFCABEuKsgsD7LY23/tuJCg7XMud71tCIMTO/kYlZYUmLjSjKGW+7fOuY9P0Gi6F0oyTnLzQNHybg70ajyy12RqnnNwYc2kQ0wocMlO9X1kNz+XC9hbPnO/vVIlKXEviOxKlymtUUCYqKVW26YzSnGfO93lkqc3DB0wVcFXFedm2/NIwou46JLlmEKesDRImWbE7PqTuWMy2Pdq+iy0FK8OIuaZPnJkkpKo6vTHmueUB46Q8R3mhyvdVIRBCo7VAaY3WYFuScVLw3PKATs3h4QOd/T1447r2Br5822KxEzCdezfVGvlb9zcM486wpSDOC1b60e49+UY0ME7K7Zd6NbMIbxiGYRivoebZXCcn/zVZQlAzCb+G8YZ6Q6+oH/uxH7vh97/2ta/xzDPPoLWm0+nw2GOPMTc3B8Dq6ipf+9rX2N7eRgjBo48+yqOPPvpGHp5hvKE0sL7T4vrodI3tSUrdd7CloFB6d4a3JQW50kzijG7dJckV68Pkdc/3MG4/pQXDOGcYZrzr6DS50rx4aczqICYpCoQQaK3xLIu5ts9SN2Cx7fP88pBRnKO1WRioIs+RLLZ8TqYTRMFuS2R7JwguEGg0hdLkqgyiOVJgWYKFto/nmESGqlJa0/YdarbkvfdOE6YFr6yNOLk2ZjvM0WgEgm7N5thsg6PTDd577zT/+8V1PEealuYVNkkLXro0Isp3AmdKkRYKWwiEZPe61RnkWiNFee1GecFLqyPeZ6r3K8uSgs1JylTd55W1MV+/2KdQmqmGR921sewy0Wg7ynhlfYwlBW850OHe2QYbYYJtZj9XUpQWnFybMI4LCqWwpaTuWWRKE6eKQiksKfFdiSMFaa7JlWIcw8m1CcdmmmbOc0VdK/Dl2pJp23vd+xuGcXvVPJthmDG5iWD3XpOk7GJmFuENwzAM48am6h6BG97yey2A70qm6jf3LG0Yxs15Q59eP/axj133e//hP/wHfv3Xf52lpSV+8Rd/kR/6oR/Ctq/+9UVR8Ju/+Zv8vb/393j++ef5mZ/5Gf7aX/trb+QhGsYbpuZYLPcjRknBE0e6ZEpzcTvi3GZIuKfqqO5aHOzVuH++iSMFXzqzRcuzqXtmMa+q4qxAonnwQJutScLzK8OdRXiXOddDSoFSmkmac25rwsV+yIMLLR460AY0kak6q6SGa3PPTJ2zmyFKauqOxJbyqkpvIcp/tGa3bb0tBEem6zRcs+BTVYXSHJ2ucaAb8MLKiD94YZ0oz+kEDp5jYe8kHm2HGb//whqBvcV3PzDD9zw4y8Xt6FVz3Y3q2BrHXOiHgMCSkrxQXI5zluetPHcSgbVz7VqWBAQX+hEbY9NNparyXCPRnNoY8/LaiLmWT9O3EQiyQlFojWMJZhoe0w2XUZzz8toIKeGRxRZZbq7bKro0iFgZRCDKzhqjKOf8dsz6qEwSvcyzJTNNj/mWTzOwidOCS8OIS4OIe8zIn0oy1SuGcfdpejYIrjN67fo0gNjZ3zAMwzCM6wpci+mGR5iEt/R+K4DphmeSfQ3jDXZHnl6/8pWv8FM/9VPMzMzwhS98gcXFxWtuZ1kWf+Ev/AXe85738Pjjj/M3/+bf5NFHH+Xtb3/7nThMw7gldc/GdQSLQcDLq2PGSU6v4XLvXIO8UBQaLFG2aswKxTcuDGh4Ngc6NfK8oG6CZ5WV5AWLnYBX1ic8tzzkcK/GXNtHCkGSKwqlsaRgyZaoWc3qIOa55SHvPDrFvb06SW4C3lXUChwO9Wocn29wdjNCo0hzXc6e3Kn2LlsjC1xb4toSz5Yc6gUc6tVoB85+vwTjOmqu5IH5Jk9fGPC/Xlij5koOdBu4ThkgLRRYEuyGy3TDY2uS8L9eWMO1JY8ttam5pnq/qgZRTpQpGp7FOMmxpCQr9Kuq8hUaKQSuXUbDG55FlBYMIjMztqqEhH6Uc2ptwlKvhtCwHaVsTVLSPYFR15b06i7dwKUVOJxam3CwW8NMPaqm9XFCkhcEjsX5rYiT6+Oruh5dlhWKC9sRy/2IYzMNDvYCoqxgfZyYgHdFmeoVw7j7RFlBJ3BYGcTcSkMjIaATOIRZgRkOYxiGYRg3ttgJGEQZ/TC76X3aNYfFTnAbj8ow/mS6IxG3j370oxRFwT/8h//wusHuvRYWFviH//Af8rf/9t/mIx/5CL/+679+B47SMG5Ny7d599Fp/vdLG5zZDAFYHSW0fZvAkViWpCgUUaYYxPnu949M1Xj/fdO0fRPwrqpuzd1p45bynffPMo4zLmyHLG/HTPZW7zsWi12fhXbAkZkGlwYRk8SnG7j7ePTG9TQ8i5mGx/1zTQBeWBmR5gopyrbll1sjK1W2ZC2U5IGFOvfPNZlpeDRMV4bKOjxVJjE8dWabE/NN0kKzPkpYXy8rCi9X8Xu2ZKbhMd+u4VqCr57Z5r7ZJm+fMsGVqlJohlFGzS0TToZRjmdbO1WGexJVhEDpclZwK7CpuQ7DKEPdck2TcacIYJTkHJyqsTVJOLcVleMJAoem7yARKDRxVuwERmMO9QIOTtUYJpkJeFdUnOYEjsPpjTGvrI2RUmCLsiNDphRalckOthDYUqCBV9bGANwz3SBOTZJKVZnqFcO4+wyjcqzaQstneXDzXW8WWj7dussoylhom8V4wzAMw7iRumdzfK7Jy6sjBmF2w2dlQRnsPj7XpG46qRjGG+6OXFV/9Ed/BMA73/nOm97nySefBOBzn/vcbTkmw/h2OZbkUK/OxugiUM4BdqQkU4o0ulKZJCQEdvn1XMHGKOFQr45tmYrCqmr6NgWahW7A2jDhxUsjoqwgydVVbRzDrODcVsT6KOX++SYHugGF1jQD88BSRf1xyoGuz7mtkMV2gG9b9KOMrUlCnF25ZgPHolt36QQOvbpL4Fgc6AZsj1OY28cXYFyXYwm2JyntmsMgzlnuRxRK4VgC17J329SDZjtMGMYZi52ATs1he5KaWcAVVnNt6p7N1iRhpumVgew4I0xyCvRuMoNF2S53uuFhW7A+SphquNRMN5XKCtMCW0pGScbKoDy/ncBGirIzzuWq4F7NZb7l0Y9yVgYJji1Z6ASEqemmUkWebTOIUk5tlHPX00IRZwVZoa6qLhSifJb2HQvXkpzaGNOru3i2qSWsMlO9Yhh3l1xpkkxxZKoOwMrwxpXeQpTB7iNTdZJMkZuxP4ZhGIZxU9qBwwMLLZb7ERvjhCgtrlpDtoTAdyXTDY/FTmCC3YZxm9yRK2t9fR2AJEluep/L217e1zCqJkoLPFvwvvtn+MOX1lFak+eaLNdXZXIJwNlpkewLwfvum8GzBZFZqK2svNB0ajan1yc8dW4bSwq8nfbWxeWRsYLdObJxXvDUuW3edqjLY4cCCnNqKylViiTXdOsOUVYghKDpO3QDhzAvdlvV12yLhu/g2pKGZ9GtOyS5IlHqtX+JsS/Ob4WMkwwhBK+sjcog6U6gs9AajUYgsESZaBTnilfWRrztUJdJknN+K+TwtKnyrqJezeXoTIMkH7I2TPBsuZOM4pDlumxljsCxywrvUZSR5IqGb3N0usFUzXTcqCqlIM0L4rTg3tlyHEw/zOhH6c589pIlBZ3ApVNzmG549MOUNC8wt+RqcmzB2igGBOOkvB6vFVzRGtJckRUKz5bUPYe1UYxjmwSkKjPVK4Zxd7Gl2AlaK+6ZqdOuOawNy+TPrLhyBTuWoOU7zLY8enV3N9htS3NPNgzDMIybdflZealbY3OSECb57vtpzbN3RgSZrkeGcTvdkU+eMzMzXLx4kd/5nd/hO77jO25qn//xP/4HANPT07fz0AzjdYvzgmcvDnl4sQXAZ15YI1f6VQs/mjKz2lKC9z0ww8OLLb5xcchSr3bHj9m4OUIIwlhxen2MY0nitCDOFC3fpuZIpBQopUlyxTDOkYDvWpxeH3P/XBNt1gUqybIkT53bZrbpMdfyGa2OKJTCdy1850rHBSEkxU7b1blWHceSfPXsNn/m4fl9PHrjRrajjLNbIWGac2ymwfo4YZzmxNnVgRYpwHPKisJjMw3CNOfM1oTtW6hUM+6sbs3hxHyTF1eG+I4kyRXL/QgpwbYkElCUrcyVunx+JQK4f75Jp+bs8yswrkdKiLOC+XbAxihhpR8jLXAt6+pPKBpGScYgzFjo+Cx2AqI0R5p1gkrKVZn8OUmyq7qnXI/W7GyXkRe+qSa8C5jqFcO4e9Q8GynKe3ORFHQCl6l6Ob4rzHIKBZaEmmNT9ywKBWFSlN1zRLk4bxiGYRjGrQlciyXXrPsbxn64I0+v3/3d383HP/5xPvKRj/C93/u9rxn0/uM//mM++tGPIoTgAx/4wJ04RMO4ZVpDWiievTjg2EyD6SeWeGVtzOowolACWwhyrbElzLZ87p1t0PIdnr04IHAsM1W0wpK8oB+mNAMHpcsKQ8+WHOgG1FwbSwoKpQnTnIvbEUletutsBg79MCXLTYl3FY3jnCgteOpsn6Zvc6BXI8sVmdIUe0r3bav8x7Ek57dCRnHOVMNjHJu5olWV54r1UUJWlJmzzZ3FuTTX5Hsi3lIIfMei6dnYUpAVmvVhQm5KRSvLtSTHZxvcO9fg2QvDstU1ZUeVvfPZBSClICsUtpQ8uNjg+GwDxzbjQ6rMdy1WBjGDOKPmWyhVBsLlngHdSmssZSEdGMQZlhTcM1PHPEhVk1aaum+RFlffV2uujWOJ3aTBrCifoy5LC0XNs9DmdnxXMNUrhnF3KK/FkMlOEDvKys+pjiXoOd7u2J9cKcbJ1Z9hfVcyVff24agNwzAMwzAM4/W5IwHvn/3Zn+WTn/wkSZLwgQ98gJ/6qZ/ix3/8x3n00UcROwtaWmueeeYZfuVXfoV/82/+DWma4nkeP/uzP3snDtEwbpkAunWXL33jEqfXx3zvIws8+tgSkzSnH2WkeYFrW3QCh7prc6Ef8jvPrjBOCv70w/MIs1BbWcM45+IgohU4zLU8ZpsBbd8mKRSTJCcrFI4lWewE3DNVZxDnrI0iokztLNybwGgVCcpW1qc2Jsy3fbo1l8VuQOBIkkztVjh4jiTKFJf6MaujhEuDmIZvY6IrFSbKCsFBlDGKc2qeRcOzafkOSmkKXY4gkFKgtGac5KwNE5q+TdtUAFdaXmhans3jh7uMk5yXlsc4DhS6fHbUWiOEQAiBJUAXcM9MjccPd2l59k4yi1FFgWshhSDJFFKALSWeJ9Hwqnb1AkhyRa4UcaawhDDBtIrKlablO8y3AlaHMa3AoenZuwkpl5MaHEuilMsoyRlGGXMtn5bvmASku4ypXjGMagtci+mGR5iEV32SyQpNdoM5XAKYbpjEFcMwDMMwDOPuckcC3idOnOBXfuVX+NCHPkSapvzyL/8yv/zLv4zruvR6PYQQbG5ukqYpUC5g2rbNxz72MU6cOHEnDtEwbpnrSKSAtx1sc3i6yeYk5YuntxhGGbaU2JYkL8rF2VbgcO9sg//Xgwuc3hghBbiO+fBYVYVSWEIy23Q50A3YHKc8c3HAK6tjhsmVYHbbszk21+Ce6ToPLra5sBWyHWYUZrG2kqRVzrC7d7bOkV4d25ZsTRKcnbbIl0scBjFkRdnq/OGFFjXXKqtGLVMpWlV1z8GyBBuTFAkMI80ozmn5Nq4tkaI892lajiHQO8HSjUnKVMMz7VYrbJLmbEcZvi15770zzDU9zmyGnN0MCdNit8K74VksdWscmapx31wLz5JsRxmtwCQ0VJXvWNRcSavm0FA2gyhnK8wYxzn5nupg25I0fJum5zDTcJESAlcSmOeoSiqUJi0Ux2bqzDU9NiYJW2GKVhop5W6XHKUUQgq6NYcjvRoN3yYv1FXz2w3DMIxv32InYBBl9G9hhE+75rDYCW7jURmGYRiGYRjGG++OrfD+xb/4F7nnnnv4m3/zb/LVr34VgCRJWFlZedW2b3vb2/jX//pf8453vONOHZ5h3DIpBKrQvPf+Wb50eov/9rVlkp1Ksr0jnC8v2331zDY/+NZFvvP+WV5YHiDNnOfKsqXkwYUmtiX55sqIL57e2g1i7+2OO8lyvn6hz3PLQ955T48T803mWgpHmsBoFaVFQS9wmWo6SCEYhDlhWrA1iRinV1pxNlybXt2l5kK7ZvPQQoutMCO5QRWEsb+6dZvDUzVeWh2jgMAW1NyybXmhyrbmQpQVhe3AIUxzoqy8Ox+aCpiqu/v7AozrUsA3lofMNNz/P3t/GqRJdh/0v99zcs9nr72q9+nu6Z7RjNYZeSRrMbLEtcy1ZUKXYLkEVhhsQCCH39i8IMJhsCHY/mEiBAgbG4z+QRDYGCQc1/6DjWTJm6SRPFpm6+l9q3151tzznPsiq6u7NT37TFf2cD4R46mperIqU+l8nszz20BoZls+002f47MthklOqTSWFHQCh07gVJ+tQlMozZPXhxyeMpWHdZXkJVMND0tMGGUFgzgjKcqqCvjWmGepiLICpTS2Bd3AYSr09tqyGvUSuBZFqWgFDnFW0nBtpkKPUivSXO191nqOxBKStCixpKDh24zjwlQTGoZhvM5ujCA4uzZiEOUv2rNKUAW7T863TEKoYRiGYRiGcc+5q3ewjz76KI8//jhf//rX+b3f+z2+853vsL29DUCv1+Phhx/mwx/+MI8++ujd3C3DeHW05h1HevzB2Q2+cbnPgV7IMM7pxznFLSu1thR0A4d24PCNy32kgPefnK2GZRm15DvwtkNd/vsT1/njc5sANxff75TNoBV/fG4TKeDPv+MArikorCWJ5Phsg1wp1gYpZzfGXN+JubYT3xY4CRyLg72AA72A+2ebzHc8OqHLbh24UUOqFByfafLH7hb+btVnnJVEeXlb4EwKCB2L0LUJ3WqO4fHZJoVpe11bSV6yPU55ZmXAQieg4zvkpaIT2DR9e6/C25JVZwbXklzcjFgdxCy0fBMUrbGiULQ8m+mmy5PXh0hZzWxveQ62Beye3aKEtChJi5Jr2zHHTzVo7VYDG/XTDhwOTYVcWB/TDR0Cz2K1n7Dcj4nysrpgd9+Ll7oBC10fz5JsDVOOzzfpmK4M95Q4K80Mb8O4B3QChwcW2yz3YzbHKXF2+z2yJQS+K5lpeix1AxPsNgzDMAzDMO5J+3IX+8gjj/DII4/sx582jNfNdNPj4lbEb317lSwvaQU2Hd+l13AoFXtzRS1ZzaLciVJGccHqMOEdh3ucmm/t9yEYL2C+FbI1HjJOCkpddbrmThX5u99TVPkL493Z3Qst0/6tjtqezci3Obs+4WuXtvnO8vCOrVPjvOTs+pgLmxP6k4z3Hp/hxFyDtm8WfupqmKbMtjx+8OFF/tdTq/Tj4o7VK0rDOCuZZCXdwObPPbzIbNNjmGZ3fZ+Nl0dr6Mc5z66MeHZ1xKFuyKHpkMO9AEvKG5MIKJXiyjjm6lbE1X4EGjzbMrllNRZ4VjWGQAgePtjh6naEZ1s4trjtPip0IS8s0qLk0FSIFNX4gtAE02opdC3mWj5rw5jlfsLl7TFaC5TW1WgQXd1YlVpzvR+zPIg4MtVkvuMy1/IIHJNcdi+YpMULBs6kgMCNTODMMGrmRqX3wV5oElUMwzAMwzCMNyXz9GkYr1KhNJc2J8y3qsD3KClIMkXoWdiymu+tNBRKEaUluVIUGg61PC5tTnjHoe5+H4LxAiwJ37i8QztweevBDk/uBkYlVfD7RkWh1lWw25KChw+0aQcu37i8w1sPdPd1/4078xxJlJf8ycVNvn19sPd9VwosS+xds2WpyZRGa823rw8QEg70fHzbLMLXlUTSn2TcN9vgsfum+MKZDbJC3zHoLQDXFjx23xT3zTboTzIOT5u213WllCYtdkdKCIFtVwGzQVxUwW5235N335RtW2ILQaGr7ZSJeNeW1lCUimdXR7zvxAzH55pcXB+zHWXYsprdXZQaBCy0PY7NNXGk4A/PbjDX8jCjnutJAA3XQmBxdmPMJC1IspKsVDdi3Xv/di2J71pk5ZiFziwN10aYmT+1N4jzF22NrDRM0pIojRjEOSfnW6Zy3zBqJHAtDrrm3tcwDMMwDMN48zEBb8N4lZZ3Yn7vmTVavsPp+RZXdyLSQhG6Fm3fwZaCQmmGSc4gLvBsixO9ENeWfPGZDR49OsWpxc5+H4ZxB1d3Es6sjnhubcTDB7t84MQMq8PbW18LoOFZHOgGLLQDSq154so2Ud7iyk7Esbnm/h6E8TwauLAx5unlIVpD6EpC10YKgdYapauqJCGqSrQoK4gyxdPLQy4cGvPQUnu/D8F4Aa4tQAp+7+k1vue+aeY7AefWRqwNU5TSWJakLBWWJZhreZyYb9H0bH7v6TXee2IGxzIBlroq0ThScGgq5NhMg7RQXN2JePzSNtktrehdS7DQ8VnqhhzqBVzcGONY0gS8a2yQ5Gg033Nsmm9e3WGhHfDosR5SSsZJQV4qHEvS9G2UUpxZHbM6jPme+2ZQutreqJ9Caa7tRIySjLZnc30nJi8VWt+ehCSAtFAkhWKx7TNKMq7tRBw390+1NkkLzq6N6Ec3rz/HEti3dNwolCIvq/Pdj6rg+AOLbVPpbRiGYRiGYRiGYbyh7vpTp1KKp59+mgsXLjAajSjLl56t+Nf+2l+7C3tmGK/MdpyxNc4Y2QXHZho8sDhPO7DJSsUkudkerOnbOJZkGBesDGIubk7ICsVObFro1tXaKCHOC1qBw59e2WaxE7DY9jnQC0kLtXduPVuS5SXX+hErg5iphkeUFqyNkv0+BOMOoqzgmdUhriXpBjal1sRZSZKX3DrC2RLgOxaBa9P0xO52Y77/gWL/dt54Ua5lkeQlLd/hfz25yvvvn+OH37ZEWioGUU5aKjxL0gkdPEtyZm3C/3pylYNTIWle4lmmfWNtaZht+RycCrmyPeHZlTGOLXBtC9vSexXeUgg2xhnL/ZTTi00eOtglKUrT0rzGSqXwLIteYNM5McPlzYj/fWaD7VFGoTXWbttrWwimWi5HeiHvPTGDJy2ivEApM8O7jsZJwbV+wjNrIzwpObXQYifK2BqlZLfMXfcsyVTLoxe6ADyzNqLpO4xS81lbZ8v9mEGUIwDftbBEVc09TFJKVXVJCh2bpmdRakiykkGUs9yPOWnGORlGLcRZaVqaG4ZhGIZhGG9Kdy3gHccxv/ALv8C/+3f/jq2trZe9nRDCBLyNWkpyRbfhYgH3L7SQQrA6SLi6XbU3L3UVOGv5NoenQuY7Pq3AZn2UEnrV9kY9ZbliY5gx1/EQwIWNCWfXJ0w33L2W9Tda1W9NMiwBB3sB3dBhfZCSmXNbS1uTnLVhSsu3yUrNMM5RSj+vLa7SkORV+9V24NDybdaHCVsTU01YV0LCcj9iqevzriM9rm5H/LcnrjNJC6SQ2JagKDVKKxqezdHpBh97xwGW+zHX+zHCdKuvLwGnFlt8/eIO13cSGp5FnJWM8pyiBI1GILCtKsjS8Cyu7ySEjsMjx3oIU7xfW75tE3gWO5OMtFQsD2L6k5ztKL89MGpLpBQ4MqYdOnhWSTd08GxTLVpH25OMy9sTNoYJaa7ohS690GGm6VEohVIgJdiy6rzRn2TsRBmeI7myPWFnbBJC6yrOSjbHKZYUeI5ke5KxPkwZJjn5LZmDjiVo+w5zbY+phkuaKzbHKQd7oQmmGcY+mqQFy/2YzXFKnJW3PQNJAYEbMdP0WOoGpiODYRiGYRiGcU+6K3excRzzoQ99iK997WtoU2pjvEl4tmSx7fPwgS7n1kd8+dwmeakJbIltSywBpYaNUcpTKyMcS/CBEzN85IEFvn1tB8/MA64tz5HkSrM+Smn7DsdmGgzinEGUsz25uRDrWILZpksncLCkYH2UkiuF55hzW0dRVmBLCSj6UYpAIKpO2JUbpaLcnAncjzLmWj62rCq9jXrKC8WBbogtqgX4i5sTNsYpW+Nsb/4zVNf2dMNFa2h4Nr3Apelb5CZJpba6oYtnxayPIrTWbI0zSq3phg6hbWFJSakUUVHSj3KirGSm6bI+ivCsaTM3tsYC16LtOTy9POL3z6wz3XCZanrMtjyKUu0lDtqWJCsVq4OEp5aHfN+pOQ5PhYQmcFZL4yxntR9XAW0LNicpm+OUpmfj2hZSglKQFSXjtAABnl0lE670E8aZSS6rq61JSl4oXEtycWPCyjC5YxeNvNRsTTK2o4zFts/R6QZFodmapGZusGHsk0FcjRcYRDl3WpFTuurWEKURgzjn5HzL3EMZhmEYhmEY95y7EvD+xV/8Rb761a8C8NBDD/F3/+7f5V3vehdTU1NIaQJDxr1pvunx7mM9nlsb84fnN/cqG+JCQfH84Eleav7w/CaeI3nsvinmm97d3mXjZZpr+Sx1Pc6uTRjGOb3QZbrhMtPyKJVGKY2UAksKtNKM04KdKEMpuH+hyVzL3+9DMO7AkRKtNVmh8B1JlCq4NeB9SyVoqQGtCT1JVig0Gsd8XtVWXihOzrd4/NI2v/PkKi3fYTp0mWq4ZIVGaY0UAtcW5IXm+iDh2bURH31ogUePTpGXJuBdV74lKbVmvh2wPhxwfK7BTMOlFbhorVBaIIVGCMkozticZGwMU+bbAaXWBI4JitZV6FqsjVKeWx3RDmw2xhnro4yWb+PZEksKSqVJC8UoKRACuqHNc6sjjs00CFzznlxHRQnjtCRXGs+W2FKQl5pJvhvg3iVkNZrAsar7qVxpJmlB8dLTrox9EqUFjl0Fu5cHLz2+R2v2XndstkFk2tUbxr6YpAVn10b0o5dOKNJAP6qC4w8stk2lt2EYhmEYhnFPuSt3r//lv/wXAN773vfyhS98Add178afNYw31LG5Jk+uDvnCsxtIBIFTLegV390fGbClwLEEaPjCsxs8dLDD8bnmPuy18XIcnQ54++Eez66OsYRknBaM06KqQLJAINBoihLS3ZVZIQSlVrztUJej06Z6pY46gUPo2Vzvx7iWpBNUVYNpoZ7f0s+RuFYVTInzgtANTJVDjfUaHs+sjbi4OWYqdFkfJqwPE0LXqtohC4HSVeAsykocKZhr+1zcHHNkKuTkrHk/rqukUHz7ep9uw+GjDy0wzkrivGqrO06KvWSGpm8z1XCZafk8cthilBV853qftx/s7vchGC9AK9gcVxW9nm0x27RI8pJJVjJKbgbGbClo+za+U1UHj7OczXGCxvSrryPXgnZgEw9SMq2xpMRzBJ6ukldusIQAUVUVZqUCDa3AwRTu15cUgu1JxsrwpYPdt1oZJnR229obhnH3LfdjBi8j2H2rQZSz3I85Od96g/bKMAzDMAzDMF5/dyXgff78eYQQ/MzP/IwJdhtvGlpporQkV4pSgS2rClLPFlWbsN32yIKqdWNeKgoFloQoLSnvEBg36kEgePhAhz/obLAd5bvnrjrfeq/vdTU3VshqMd6WkgMdn4cPdOCOjeKM/dZruBzqhVzanJDkqpohaklsS6LUzY7mNwq5s7KaNeo5kkO9kKmG+fyqK8+RXN2K2R7ntHwbxwoYxDk7UU4/LnavWPBsQS906AQOvmOxPc65uh3jnTaVonU1SgrGSUnQsPAci2v9mKs7MRujhFJrJAKFxhaCmZbPoV7AdKNZBU3jgmFiKgrramOcMoxymp5DP8p3k40sQs9CKX3Le7JAK0iKat5oN3QYxjkbw3S/D8G4A8+xWOwErA8ztNaUpaKkamHvWxbVYBEoSkWc3SznFkKw1PHxHFNNWF+a9WF6xzbmL7qVhvVhymkTODOMuy7OqiTBV/p0qoHNccrBXkhgMpEMwzAMwzCMe8RdWVFwXZc4jjl8+PDd+HOGcVecWx8zSXPefXSKP7mwXQW1UdgIhBB7M4CVrqq+1W7H3HcfnSJKS86tjzk8Y6oK6+j8+pj7Zhr80NsP8F8ev8LOpEShsaRAcHv/61JptIJmQ/JDbz/AfTMNLqxPODJjFvXqxgJOzjU5tz7iynZEnCt0prDkzUozNJRaUyoQu5Xeix2fE3PNm63PjdoZJwXbUco4K1gfpTR9m15YzQMulULr6nxaUqKVZpQWrA1TQs9iJ0oZmTartTVKMk7ONRmnBf/72TWSXDHV8Dg81SAvFaWq3psdS6I0PLs64tLWhHcfm+bkfJNRku33IRgvYBDnDNOyqvrUMExyRmkV+JZCIsSN+6iqC4djSbpBVSU6TEoGsZn1XEeha3OoF7I5zljux4SutTtaQFAqhQIcwLcdmp5NnJdEWclSN+BgL6RhAiu1lRSKUfr8687eHfNzQ6me3/FqkhbEpl+9Ydx1W5P0tuSiVyLJFFuTlIOu6V5mGIZhGIZh3BvuSsD79OnTfPWrX2V1dfVu/DnDuCu2oozHL+7w1kNdAL51tU+x19Jc3ywXBSQC1xG87VCXYzMNvnZxiweWTEC0rko0FzYmPHZsikIr/p9vrzBMSpK8IL9lAc+RkpZn0fYtfuCtizx2bIoLGxN6DdP6uo62o4y5tseJuSZpoVgfplWHhlKT31KuJAHXFjhS7r1+ru2xNTHVhHW1E+WAICsUhVJEaUFRahqejSXZS0BKc8UkLciKkkIpskKgEexMTOCsrnzXwrUl566MYDfl6PLWhHS32lfutkSWAjzbou3bgODs2ojvuW8a3wTPaktriLKCwLaYarpIAXGuSIuSvFR7r3MsSWhbBI6k23CRVNu90ipT4+5oeTbTTZcDXZ9e6LLSjxjGOeO0pFQ3z6slJU3PouXbHJtpErqSmaZL0zP3UHUlEEhxo8sRuLZECkhyRZQXKFV1yfGs6npVGrJCVZWlgluSRg3DuFuitODVNpYrtSYySaGGYRiGYRjGPeSuBLw/8YlP8JWvfIXf+I3f4Ad+4Afuxp80jDdcXiq2Jhnn10ecnG8z3XC5sh2RFwrbFtjSolAlZaGxbcnhqZBu6HJ2bcjWJL1tMdeol8CxeXxjh6eu9/mzb1ngUC/kO9cGPH19wCApuFF21g1tHljs8PDBDkd6Af/zqRV81+YD3dn9PgTjDuKiZG2YcKgXkhWa0LEYpVW7a0tKLAmloqoIplq0P9ALOdQLWRsmtAPTZrWuBklOXpYsdgN2JhlKaeK8JCnKqiXy7gzvG3lIVdvkqgo8L0uGiQl419VUw2VznDJMir3P3axU5IXm1k9RCRRKk5eK2ZbHKCnYHKdmFEGNNXyLhmuzMU4IHZuGZ+PaiqyQ5EqjtUYIgSMFri1xLEleKAZ5wWzTp+GbZIY66oYuh6ZC8kJxfmNCy3fIy+o9+dZbX0uC71i0fIeGa3F8tsHBqZCuSRqsLSGg7TsUZYZtCcZJQT/OibLieec2dG26gUPTtylKTdt3ECbefU+Js5KtSVolESqNLQWhZzPd8EyL63vId3dbuNvbG4ZhGIZhGMbddFdW73/8x3+cX//1X+ezn/0sH/7wh/nLf/kv340/axhvqMCxmGm57MQ537iyzZ85Ncdbltr044JRkpMXCseWtHyHbmAzSgu+eGadUmmmW2ahoM5sSzBJC7bGGZ/50nk+dHqeH3rrIh+4f5adSUZalHi2Ra/h0g1snlkZ8ZkvnafpOUw3q+2N+vEsiz88u8nRmQb3zzdZ7HokeUk/KhhnBWWpsSxB07Xphna1EO85rA5jLm3GPLTU2e9DMF6ABVzbSTg63cCRgmvbMW3fwZKCUmlKDZZg77/jrORgx2eu5XNxa4yZ4F1fpdKMkoJ+XLAxTHBsgWtZOFYVEL2hGiUiUFpxbTtmtu0zTgpKs1BbW73QZaHjc2lzwiAqqhnPtsVUw8OxxF5yWV5qBnHOJMuJsxJbCt56oKoeNupnquEx1/LYHGUoPSEvFTMtj5mmR1aWFApsCa5lIQQkedWtoR24zLU8pkJvvw/BeAG2FEw1XZKi5OpWxE6c37HTQqlglBSM04Je4HBoOmSq6WKb2TD3hElasNyP2RxXrbBv/RiVAgI3YqbpsdQNaHgmGbTuXut1Z65bwzAMwzAM415yV55Qrl69yqc//Wl+/Md/nL/6V/8q//2//3f+yl/5K5w+fZowfOl5QGb2t1FHM02fA92AJCt56GCXjVHK45d2WBsmlErtBVYsKZlv+9w30+D7T8/zras7tDyHmYZZ0KsrpauZsOO0YKkTcmlrwjev9jnY82l7Do4rGUYZ13YmXNtJ6IYOS52Q64OI+baPMn1Wa8nd7W09TnIePD3HIC64vDVhlJSgq/ac6KqCZSr0ODzdoBPYPLc2RIjd7Y1aagQ2Hd/m+k7EoamQqabH9Z2YK1sRUX5zbmHDtTg0FXJyoYUrBVe3I3qBQ8NU79fWKC4YJjlb4xSFJisAqqCnvOWSLEtNsdsuWaPZGqfVTOjYtOKsq8O9kPtmQi5sjLmyHWFLm3Zg4+22QlZaI4XAcwRtbIpJNbJgqRtybCbk6LSZKVpHvmuRl4rVQcxi1yP0LFZ2YnbijHL3nGaFJpOKbuByYr5FJ7BZHcScnG+YMQQ1Fno2lhAkeVl9tr7U7a6GKC9J8hJrtzrYqLdBnHN2bcQgyu94epWGSVoSpRGDOOfkfItOYLoy1Fno2XvjX14pS5jr1jAMwzAMw7i33JW716NHjyJ2e5hprfnN3/xNfvM3f/NlbSuEoCjMYqVRP4emAt5+qMs4LXl6ecCXz25SvECX8ivbMU9c2eEDJ2d426EeTbdqcW7UU15qLCE5Od8kLzTrwwTbsji7HhHn5V5bv8Cx8GzJ+jBhpulzcq6ay56/0P8jGPsqV4oPnJxlpunytYvbPLU8pO3bLHQC5lsuCAlakZXw3NqIr1/e4S1Lbb7v1Bwbo4RMmfNaV/NNn/sXWjy1POS5tTHjtGCq6XJivklRqr0Kb9uS5KXiyWsDml4VXDs532ah5e/3IRgvIClK0lwx3XRZH6ZoNOjqfZryDhvszomdbrokuSIp7vQiow4CR3JoqsFc22Ox47MxztiaZGyPM/Jb3m8dKZlqukw1XO6fb1IqzaGpBq5tkpDqKM5K0kLTDhyubkdkRcnBqZADvYCkULvJoALflgghiPOCUQyHpkLSourAYbog1dN0wyMrqpESM81qdEScFbsjCG6+ToqqKjRwbVq+TV5oslwxbZJ9a22SFpxdG9GPXnrMiwb6URUcf2CxbSq9a6xqQR8xSV/5/ZDvSnPdGoZhGIZhGPeUu/ZkcmvbSW2qH403AdcWnF5o85++cokvnNl8ydcXCr5wZhNLwP/3saOmWrTG4qxgqRewM0kZxClRrlneGHFtJya+pVo0cCwO9gKWugFRXrIQuPRCnyQ3AZY6klrzyNEeX3puk9/61jJN38GxJcMkR2uNQiCpZsbGhWJ9lHLhW8v8fx45xAfvnyFNTfJVXXm24MGlDl+5sM35zQkA66OUtm/jO3JvhneSK4ZJgQbWRiknZhs8uNTGM2MIakup6j257Ve3rOvDFC2qoPetd5Ni9/8IBHNtj7ZvV61YTZ5KbV3cmHBkKuTdR6f5w/ObjJOCNC9RWt923pTUpHnJOClo+jbvOz7DkamQS+sTesdMskrdbE2qNsiOJekEDiIRjJMcjUYgEEJQlorJ7tDnpu/Q9m0cSxLn1czgg65JCq0jAYSeBQIcSzLVcCl8mygvKUq115XBtiShY2HfeNYR1Xbmk7belvsxg5cR7L7VIMpZ7secnG+9QXtlvFaBazHT9IjS6CWbMtxKADNNM4bNMAzDMAzDuLfclYD3f/gP/+Fu/BnDuKt820IDWcneAs6LPUTeeE222wHQtc2yT10FrkSgmaRVy+snrg4olabhSnoNGwtJiSLLFWfXx1zYnPCOQx1ansVUQ+O5Jpmhjha6IU8uD3h2Zchjx6cZJSXL/Zg/vdy/YyLDkekGLd/imeUBJ2YbZoZ3jU3SktCRHJkKubAxAQGSagTwrYSoKr0VgIYjUyGhIxknJkmlrhxb0PBshklK07PxpyxGSU4ncGh4No4tyQvFJC0YxDkt38G2BGmhmW5YOOaztra245zVQcKhqYCljYBLaxNCz6bhOSilUFTXsZQSjSZJS5baAYemAs6sjljsmGB3HUVpwcYoZZQUe9do6FmkeVUZrFBIJI4t8B0L35G4lmSUFGwMU6IZk1xWV5uTKpFsse2zPEiAqnNK+yWSeBfbPm3fYdMkM9RWnJVsjtNXFBCF6pl2c5xysBeawGiNLXUDBnH+sqr3b+iEDkvd4A3cK8MwDMMwDMN4/d2VgPeP/uiP3o0/Yxh3VT/O+IOzm8y3fb73+DRfubhNqTSBK3FlNSsYDZlSxFk10/uxY1PMt33+4Owmx6YbTJtk+Fpqei55OeJb1wacXRux0PYIbYvAs5C3RNCU1sRpSVSUPLsypFSahY5P23P3ce+NF2JbgnPrY1qezTApeHZlxDgtSL+r5XFaVIHwYZxzerFF23c4uz7i7Yd6+7TnxkvJSs03rw44tdDCsgTPrIxo+TYzTRdL3rxmS6XZHGeMkoIHFlucmG3yzasD5ttmQa+u2r7DbMtjlJRM0pxjsw1OzjURQjJJC7JC4dqShmejdZWEdHFjQtOrtrtRGW7U09n1MZuThHcfm2a+4/HMypCzayMmqULKqsK/6QlOzDd4YLHNbMvjd55cYabhs2AC3rUU54phklMoTak0ri3p+BLt6d1gWnWDLKhGVykNSa7QwDDJiXPTlqGuorQgzhRHpxsArAwTXqxxmxBVsPvodIM4K4lMp5zautGZ4dVIMmU6M9Rcw7M5Od960fnsNwiqYPfJ+ZZpVW8YhmEYhmHcc8wdrGG8Shc3In77OysopfjA/bP8hUcOsjFKuN5PGCcFSlcz7Fq+w1LXY7blkxclv39mDUdKvvf4NEdnm/t9GMYdKA1Xt2POro1Z7AZ0AgfHkhRlNQ+2VGDJqsq/4dnkpSJ0LZ5bG/OWpTaPHDVjG+podZASZSUrw4Qnrw9wLEnDtWh5dtVCl91qwt3211FW8NULWzx0oEOv6bI6SDhhWjbW0ijJuLI1IfAsvu/+Gd5zfJrrOzGXtib043zvmu0FDu89Ps2BXoBnCf7w3CZJphgl2X4fgvECAsfiQDdkJ8r4vlOzjNKcJ5dHnFsbMU7LveSypmdxYr7FibkGDy52eOLqNkvdkMAxt7p1ZVuCjXHCs6tjzq6Oed/9s3zfyVnef2KWSVbszXpuuDa2JbiwOeE//cllCg2nFwSOGUVQS2lRkhXPD1rnSpOXGqU0Ulbnz/2uc5gX+nlJaEZ9FEpTKA0ojs026IQO68OUYZKTlzfvfR1L0PYd5toeUw2XNFe3bGvUUZRWz66vRqm1SWa4B3QChwcW2yz3YzbHVYLDrefcEgLflcw0PZa6gQl2G4ZhGIZhGPckcxdrGK/S1iRjdZgSuhbn1scc6oXMNj06gcMkLSmUxpaChmfhWpJxnHN1J2KUlcRZztbEBFjqapJW8+iOzTboBA6DOOd6P2FrnJGXNxdxHUsy3XSZabrMt308W3J9JzaLPjU1yQp2opynlod7Qe1BkmNLgdid/avRaM3e9SuF4KnlIYudgHFmzmtdRXlJO3A4OtMgKzXDOMexBMdnmxRlVVUoANsWSATDuGqJfXK2zeXtCVFuAix1ZUk4Phsy13J54uqAr13YIi2r4IlGo5VGCEGclzy9POD82oh33zfNh07N0/FtXqLTrrHPNkYZRamYansMo5xLRISuVc1oFyAKSPKSKCsZRjnt0GFtmLL1KlrvGneHLQWWFAhdBT7HSUE/zomygltuobAkhK5NN3Bo+jZ5qZGi2t6opxvnplCaMi3pBi7TDZdJWhLlxV5yWejYNDyLUkGUlnvXqjm39fVakxFMMsO94Ual91zL4+pOxCDKyAqNaws6ocuhXkgnNJ3KDMMw7pZBlJn3Y8MwjNeZCXgbxqsU54qGa3HfbJN+nPPt66soDQttj05gY0lBqTSDuGB1mCIFHJ4KOTHb4sLGyLRsrLFhUlWWzTRdLm1GXN6O7lj1kJWKlUHC2jDhyFTI0ZmQstQMEhMYrSOlNVd3IjxbVu1TtUYieHCxzVzLw3Mkaa5YH6U8eX1IoTQCge9Iru5E6Bfr22nsK8+xeOhAG9e2+dqlLeKs5P75Jr3QIVe3VBRKwSDO+fa1AYFr8e6j07QCC88xcyfrquXbLHQC1kYDzq6P6Mc5QlRzY6vgSRVA0VSB0TgrObs+4tRCi1PdgI5vFgrqSiDwXYuTc02OzzXZGmd861qfi5sTJml5o3ifhmdxbKbBkakG7zzc49zamHw30cGon4Zn0wtdBnHO2iBhJ87RGizBbVX5SmlGScE4LegFDnNtn07g0DRVhbUVejZSVJ2QNBDvJos5lmDK8RCC3aRBVXXguIUlBKE5t7X1WpMRTDLDvWGSFnsV3gKNZ9sEbjU+ZJzkPL0yNBXehmEYd8HWOOXM6pBLWxGb45SsuLnW5NqCmabH0emQUwttppvePu6pYRjGveeu3MX+2I/92KveVgjBr/7qr76Oe2MYr4/QkRyfDRkmOZe2or3vrw5TVofp816vNFzaijg6HXJ8tkHomLKzuiqVInAtLm1FXNuJX7LFn9JwbSfGtSVHp0NKZZIZ6qgoNcs7CVJCJ7B597EpHlzq4FiCSVqSFSWubfGOIxYfemCep5cHfO3iNrlSLPdjitIEvOtqruGRZCVfv7TNsekmcV7w5PUh37k+ZBDne6/rBA4PH2hzaqFF4Ng8uzLg0WNTzDfMQ2RdOZZkY5Tyx2c3mApdrDnB9iRjnO5Wi+5GRS0JvdBlquHSCRz++OwGSx2fwz0zn72uNJoHF1qA4Nm1IX96cQclYKpRVY3eSByMc8UzKyPOLI9457Eep+fbaK1MElJNuZZksetzfn3ETpRjW2JvXjd7/TY00pJYuurAsRPlSAGnF1umVX2NTTc8Ajdi8l3B7LzU5OWLd0rxXcm0+aytrVuTGW77vitxLQspq6BoVpZE2e3POSaZ4d4wiHPOrY1IC4UUMEkVUZ49rzPDxihlGOecmG/RCZz93m3DMIw3nZVBzFfOb3Fxc3LnwppCs9xPWB0krA1THjs+zWLHPNMahmG8XHflyeTXfu3XXlUVhtbaBLyN2lrsBPQaLk8tb72i7a5uR7z/5Iy5Yakx37ZIc8XFrQlSgre76F4qbmuhKqgWCKzdqoaLWxMWOz6+bapF60gIcG1YbIT8yDsOEGUFz6wMeWq5z/akqkATAqYaDm9Z6nJ6ocU7D/f4zT+9xmC3qtSop27D5cnlATNNn7PrI/73s+uUu0+PlmQvxjJOc/7kwhZfu7TN95+e4+Rci0Gc0z1oqoDrKskV5zfGbEwytNZMNzxmWx5KaZJCoTRIAb4tkVIQZyXrowQhBOc3xjy01N7vQzBegGdbzDQ9Hr+0w7euDjgwFTDf9phpeUhuVO9rFJrNUcraMOVbVwd4lsWjR3t45rO2lgLXwrcl7dBllBZIIdBAXijSQqG0RgqBZ0scuzrTUkA7dPFtie+awFldBW51zUZp9IpGCghgpukRuOaaratbkxkk0Gk4WAi2JhlrSUJWgmtB23eZabiUaAaTHIVJZrgXTNKCCxtjslKxE2WsD1OGSU5+SzKvYwnavsNc22Oq4XJhY8z98y1T6W0YhvE62hqnfOX8Fuc3Ji/5WqXZe90H7p81ld6GYRgv0125ez18+PBLBrwnkwlbW1t7Qe6ZmRnCMLwbu2cYr8qhKY+lTgi8soA3VMHyQ1Mm4F1XvmsT5SUWoprZLaqg9p3a9Wl0FVjTVSVinJUEZrG2lpqezfcen+ahAz2eWxvxv55aY5zlJLni1uLtYVywOkj56vlt/uxb5vmLjxzi29f7tMyCT22lWUno2Xz9cp/ffnJt7/t7Da8FsJuwoqlmTf72k2v80FslH5yaITEzvGtrbZTyzSt9eoGLQpOXCp1VVaSuJffqRZWGJCspSkU3dJHAt670eez4NMfn9/kgjDvqBDbro4SVQcT7Ts7Q8iwEglFaME5yCqWxpaDp2xzohix1A0ZpyaWNMeuj0FSe1VTgWKwPU47PNPAsydMrA7YmOcM4r+6pdjmWpB04TDccHlzscLAXsDZMeevB7v7tvPGSlroBgzinH+Uv/eJdndBhqWuee+rsRjKDKhMCz+LqdsT5jQnL/fi2MVyBI1nqBhyfbXBoKiROS5PMcA9YHcTEacmlrQkrw4Q7NUjJS83WJGM7ylhs+xydbrA6iDk+17r7O2wYhvEmdWZ1yMXNlw523+ri5oT5tsd7T8y+QXtlGIbx5nJXVu8vXbr0sl63s7PDf/7P/5mf/dmfpdvt8j/+x//g1KlTb+zOGcarJjk8HeDZcrdihRetdrhRweLZksPToWnFWWOWANe+MR9W7lWKQhXgvkHszo6VCCyrCoi7tsSMsaunpmPzodPz/NGFLT73zWVG6c1Z67eeslLDJFNMspTPfXOZP//OJT58ep6mmfNcW3GpuL4T88Uz69gSit212RtXq9A3g9032BK+eGadE7MNjs407vIeGy/X1jhjbZRyoBsQOJJBnLMd5aR5iUYgAQVINK5jMRU6dAKHOFdc78dsjrL9PgTjBXi2BAQPLXVpBzaXtyIu70Rc3YqIs3KvXX3gWhyaDjnSCzkyHdJ0bDTaVHjX1CgtQFf/dm3JVMMjLRSTJOfWEKklBU3PYqrh4dqSUVoQ2BajtKATmq4bddXwbE7Otzi7NmIQ5S/57NMJHU6aKtF7wlI3IM4LvnJumydXBpR3mNAU54rzGxMubU14aLHDYyemTDJDzcVZySDOubQ1YXmQvOTrtWbvdb57I5nbfN4ahmG8VoMo49JW9JIjE7/bjfGYb1nKzD2yYRjGy1CrIcK9Xo9PfvKT/NEf/RHr6+t89KMfZWdnZ793yzDu6NL6iCNTDX7obUtoqmC2FDcrCm/958bPNPBDb1viyFTI5Y3xPu698WJKrTnUC5luekgJjl2FQ7NSkRX65j+7K0GOLZASppseB3shpUlmqKUwsNgYZ3zh6Y29YLcEPFvg25LAkfi2xLPF3ofjKC34wtMbbE4yfN8s9tRVmpc8vTIENJYUe+fRkVVLcymqfzvy5vmuRhFonloZ7l3LRv0kecli10cKweowZZgUBI5Fw7N333sFjl3NDw0ci2FSsDpMkUKw2PFN9X6NbY1zDnUDOoHDNy73+dLZDS5vTlBa41gSR0ocS6K05vLmhC+d3eAbl/t0Q4fDUyGb43S/D8G4gygtcFzJc2sjvvDsOv0o52Av5P2n5vjQ6Tm+79QsHzo9x/vvn+VgL6Qf5Xzh2XWeWxvhupLolmQ0o546gcMDi20OT4c0POt5iZ6WEDQ8i8PTIQ8stk03hntEkpc8uzLizPoI9RK3RUrBmfURz66MzOdszQ3ijNVBwsrwpYPdt1oZVvNj+7FJHDQMw3g9XN2JXvXzy/Y44+pO9DrvkWEYxptTLVOtT506xU/+5E/y8z//8/xf/9f/xS/8wi/s9y4ZxvOMcsWVrTHvOzENwOe/uUxWqDvP+dXg2JKPvX2J952Y5tLmiMPTzbu7w8bLNkkLOoHNUtdDac1yPwYBthDoW86vgGq2d6lZ6gYsdT06gc0kMYu1dWRZkjOrI7KypBvY5KXClhIhqqruG72RLQG+DYVSOJYkK6sFwHcfm9rvQzBewE6U841LOzhSYktIC4XQAmnd4Q159zz7toUAnriyw8fefuBu77LxMgWORcOx2Rgn9OOcQZyTZEWVaCYl1u71q5RCUI2k6AQOUsJc0ycwnRlqa5hkuI7kwtaYJ5cHaF2970ohEKLqnqLQlCUorbGl5MnlAVMNh6MzIaPELMLXUamr+YQboxTbEnv3xRIQluTGm/CNd2chwLYEG6OUrXFKadrn3hNuVHof7IVsTVKitNgbQxB69u5MaPP+ey85szrk2k7MTNNjlBTEWUGu9G3tr6UAWwoC16bl21zbiTmzOjRtVmtsnOSsDdM7tjF/MVrD2jAlSgrovDH7ZhiG8X+SQZSRFa+uOCYpFIPIPPsYhmG8HLUMeAN8+MMf5ud//uf5b//tv5mAt1FLWsPZ9YhJWvL++2c51Av4zvKAq9sRealxLEFealxLcnAq4OGlDkdnmzxzvc/yIOWQCXjXlhAQFyWL3YCkqM7hMMnxbIHr2Hstk7O8JC0Ubd+hHTosdgPiokTUqneGccP6IOHsxohSa5q+Q14oorwkTgpufe6wBQSeTdNzcGxJnBWc3xixOkg4Od/evwMwXlCUFoyzAseSeLZFw5UorcgVaK3QurquhZA4EqSoZj+nRUmUl6aisMZmW1WnjZ0oZ3OUMrgtoej5JWjjLCMvFFLAYjtgtuXdvZ01XhHPtnhubcTVrYjphsfWJKXh2ghRte67cd1KUX2dlYrphsfV7Yjn1kYs9eb2+xCMO8iKkuv9hJZftbIeJTnL/ZiVO8wCXuwGLHUDjs40WBkkLPcT8tJUi95LAtfioBvu924Yr9GtbVYdSzLVcCl8mygvKUqF0hopBLYlCR0L26oedkyb1frrxznDJH/pF97BMMnZMRXehmEYr4tXG+x+vbY3DMP4P0VtA97NZhUMvHLlyj7viWHcWdO32I4yrvUjzm9M+Pgjh3jH4Q5rw4ytKCPLS1zHYjp0me94RJniN79+la0oo+HaND1T9VBXM02f7XEKWnB0OiTrlgS2TbobIC1Ktbfg49mSuChwLYs0V2RFxkzT3+9DMO5gbZQwTgpmmh5rw4S0UFX7a1eibwmuCAFa690kB8l822eYFKyNXlkrQOPuEUIw2/LYmWQopbCkRAqJJRSllrA7bsISVbAbqopgrTVzLR9xx9YcRh3MNF2mGi4bzwt2v7BBUiAEfO9xh7mmCXjXldbw9MqQ9VHGfMejFdj0o4ytUUZ2y3A7zxJMNV2WwgApYG2Q8szKiO+73wS86yjKStK85GAvYHWQcH5jTKGqD1jPljeabIAQbI4z+lHO8dkmh3oBm+OUSWoC3veSOCtNhfebwJ3arNqWpG29dBbvjTarJuBdT2lekpevLkiSl5rUtKw3DMN4Xbj2a1tzeK3bG4Zh/J+itgHvJ554AgDHMTO/jHqaCjyanoUEPnhqlievD3h6eYBSmsC19yq846xASsGDSx0+eGqW335yhYZnMW0W4Wur7Vscmmry1PUd/t9vO8D2JOPZ1RHnNkYM4psBl07gcGqhxcMHukw1XP7HN6/z8MEeHTPruZaSXJEVVZty15YMd4NnjiWQu81VtQaFJt+d6dzybWwpyApFkps5z3XVCRwW2z5RVpDmisnudWoLkFLsJjGAUnqvmr/hSjxHstD2zHzRGstKxXw7YJLdvuAqdyt/b1C6+ueGSVYy3w5ICrNQW1dxXrA6TLC38XyUAAEAAElEQVQkrPRjlIam7/DggTauJZFCoLQmKxWb44yVfowUVfXh+jAhzk1nhjpSSnGwF3Jpc8LZ9TEAUgg6gVt93u6e17zUJHmJ0uy97uhMA/1Sw4ONWpikBcv9mM1xSpyVt73/SgGBGzHT9FjqBjS82i45GLtMm9U3LyEFUtx+j/RyWUIgpAmwGIZhvB46oYtri1f1eevb0iSWGYZhvEy1fPq8ePEiP/dzP4cQgre//e37vTuGcUfSgseOTaOBr1/e4Svntgl9i4ZrwyRHofeCaJOs4OnrIx47McVHHlhAozFdr+tra5Lx9kNtFtoeXz67wdPXRyx0fQ5PNapZdkojpMCRgvVRyrevDnjwQIuPPLjAfNtjc5xxar8PwniewJEkueLKdsRcy+dgL2CUFGRFiaCqEtZaYyEId2cTouH8xpi5lk/gmKu2rjqhzeGpkOVBzPbkZhBspllVjd5IQBrFBaujqoJpkim6ocPh6ZBOWMvbIQO4vD1Bo/nw6Tl+56k1bAmOrKr20dxSLVr9d64UhYIPn55Do7m8M+HBA939PATjBRRK0ws9diZjoqzkQDdgqRfQ8uznfdY2PJvlnZjr/ZjQhQM9t6oaNmrHtW201lzYHCOFoOXbhK6FBvJC7c1jb3gSgUOUlYySggubY45Mhzi2SRqsu0Gcc3ZtxCDKudNVqDRM0pIojRjEOSfnWyaxrOZMm9U3r47v4tryVSXuOrag45sAi2EYxuvhUC9kpumx3H/lnQOnmi6HemaEjGEYxstxV1Z4P/vZz77ka5RS7Ozs8PWvf53Pf/7zRFGEEIK/9bf+1l3YQ8N45cZxxtsPd/n/fXuVP72yQ6/loBUM04KiUChdVTjYtiSwJV5L8qdXdpht+vy5ty4wMvOwaivJcg72GjyzMuJrF3ZYH6Wc35ww3XAJPQtbSgqliNKSrUmGAMZpwYnZJo8c7bHan+z3IRh3MNXw8BxBVmpWBjGL3YBjMw0sAVmpKXdbYbuWoNSwOU5ZGcSUGgLHYqphujLU1UzD5eh0g0tbEVmumGl5HJlu4O8mOeRK40ix99+XtyZsjlIW2gFHpxrMmXNbW8Oo4PNPXOMHHlrCtS2+eGadKCso7rBua0sIXZs/c2qOI9Mhn3viGn/9fffd/Z02XhYNtH0bR0oeu6+LEILlfsy3+33iokQiUGgC22KhG3B4usGhqZCnrw9o+/arqlYz3niuLRjEOV3fxXMlWaFYH6XkpUJQdd1QSqOpqvV7ocNCxyPJSgZxgWeSy2ptkhacXRvRj156JrAG+lEVHH9gsW0qvWvMtFl98+qEDlOhy8oguWOCygsRwFTo0glNsophGMbroRO6HJ0OWR0kr+g5Rgo4Oh2aCm/DMIyX6a48dX7iE594RfMxta7e+X/yJ3+Sv/gX/+IbtVuG8ZosdkO+dW3AOM25f67Ns6tDhknOKC64NcndFtAKbNq+w+mFNuM048LGmLeairPaOjHb4WuXd/jaxW1OzjcJPYthXDCIc7YmNxMVHCmYbri0A5sD3YCvXdxmqRvy6JHu/u288YLmmz4PLnZYGWTMtjy0VlzZish2F+FvtL3WgGtJmr7FwakGG8OE04st5ttmNntdCSHpNBwOTXm843CXrUnGhY0JgyhHCI0lJaVSaC3ohA6nF9tMn3DZGMV0Gg7arNPWVhUETfjycxt84P5ZPv6ug5xZHfHU9SGD5GbApRs6PLjY5tRCi5Zn8+XnNljuJ2Y+e40JAZ3A5sNvmeeZ5SHPro4Qu63qHUuCrtqpKjTXdiKubkecXmjxkYcWiNICaeKitRWlBUu9gOs7MYM4o+HZCGGTl1WFtxQCx5JordmZZHQClwO9kCgr0CaRodaW+zGDlxHsvtUgylnux5ycb71Be2W8VqbN6pvXdMNjqRcwTHLG6csf89LwLJZ6AdMmKdQwDON1c2qhzdow5fzGyy+SOTbT4NRC+w3cK8MwjDeXu5ZmrV/m6kW32+UDH/gAn/zkJ/mzf/bPvsF7ZRivXqk1lzcnjNOCQpW0A4es1ISOjWsJLEtSloqs1CigHTgUqmScSi5uTnjrgd5+H4LxAnKtePzSFt+82ufkbJMDnYCZpmIY5yR5idbVQn3gWLQCB8+SjOOcsxtjDvQC3nW4u9+HYNyBQvPOwz2eWxsxiHPWhilqN8D93QSwE8F82+PQVMA7D3cpzVzR2rq4MabhWDxydIZvXe3Tj3KOTId485K81JRaYwmBYwnSQtGPcmwpePTYDL4tubgx4disWYivo6Znc2ymwaWtCef+cMTbDvV4cKnNOw93ibKSolTYliR0LZJC8czykG9d3cG2JMdmmzR9U1FYV23PYbETsDJI2I4yLCnIS0VcPv9d2bWqAOl2lBGlBYsdn7Znqs7qyJaSbsPlylZEw7MQ0mVjlFIqhS0llhSUSlPsdlWZbXmEjkU/yjg8HWKbTIbairOSzXH6iqpEobrP2hynHOyFBK5pWV9Hps3qm1fgWhzoBgzjKvFkkpYveg0LdoPd3YAD3cBcs4ZhGK+j6abHY8enAbi4OXnRSm8pqmD3Y8enmW6a5CPDMIyX666sAl68ePElXyOlpNVq0e123/gdMozXwWo/ZW2U8p1rA7YmKW9Z6vCOQ10avk1eKEqlsaTAsSWTpOD8xphvXN5huuHRdG2W+zHH5pr7fRjGHVzdjvnK+S3iXPHkypBew2Wm6THVqKoXbgS8AfpxzqVxys4kQ2n42oVtPvrQIvfNmeBZ3VwfRpxeaPLYfTP8xz+5tFfNfSeaagbl6jDl//WWRU4vtFgeRjyMSVSpo0GaMckKQDDT9HAtySAu2JnkqFsS7qQQBI7FUsenHTiUShNlBZZZy6ut6abL8bkmz6yOUBqeWh5wZTvi+GyDlm/vjZgYJQXnNyaMkpwoV8hCcWK2wUzDVJ3VVcu3CT2bb18d4NuS6YbLOMsZxuVt87ldKWj6Fk3Xwbcl37464Phck3ZgkhnqSAiwpUBK2J5UlcAnZps0XItSa0oNlqiq9ydZycY4JSsUUw0HWwpMU4b62pqkxNnLrxC9VZIptiYpB10TGK0j02b1zW2pGzCIc6QUbI8zhklOtjuC7QZLCBxb0PYdppouC22fpW6wfzttGIbxJrXYCfjA/bPMtz0ubUVsjtPbOqz4tmSqWX0un1pom2C3YRjGK3RXVoqOHDlyN/6MYdxVUV5yvR8zSgseu2+alu+wOU65uh2RlmovKOpZksCtsqRbvs03Lu1wrR8T5a9uwch4422MUrYmGVJAqWBjlLExymh5Np4jsYSg1Jo0V4zSAqiy4S0JG+OUjVG6vwdg3JEnJWfXJ5xebPLn37HEb3175UVbNzq24IfeusjpxSbn1icc6JmW5nXVC32Wd/pM0gJLCDKlCB1J6ErysmplLoTGsSzQmkwpLAGr/ZiGZ3N42iQf1VXbdzgx2+RQN6TUGgSM04I/PrdFfstKrSMFzcCmHTi0fQcp4Phsk3ZgqoDrSmtQSuM6gstbEQ3Poe1V569QVXcoIQS2BDSM0pL1UcKR6bCaAW2abtSS1mBJiSUlSx0fz5aM0oKr/YhJWlKq6n6p4Vn0Qpdj0yFpUXVEsqQ0Lc1rLEqLVxQMvVWpNdHuPbNRT6bN6ptXw7P3RgoEtsVM4TFMc9K8RCmNlALPsWh7Dp4t6YQOJ+dbNDyTWGYYhvFGmG56vPfELG9Zyri6EzGIMrJC49qCTlh1TjHJZIZhGK/O634H+9nPfhaAH/mRH6HdNg8/xptXnJcM44z3nZjBknBla8I4LZmkBWmpQAGyCng3PJumZ3F4OuT9989ycXNMbALetZXkCikkEg1C781kL0oFoqpMKvXuf++yBEgEUkiS3KzC11Ev8Pj8t5YRwCNHehzshTy1POCJS3224pvzKGebDm871OUtSx3mWy5fvbAFwMMHj+3TnhsvpeFKAsdma5KTZDm+LUlzRa4UeamoUlKqYKkjJb4t2Z5keK7NjGvTdE0L3bqypWCu4/HeE9N89eI2FzcnlBpank37uxKQtic5gyjn2EyD7zk2xVzHwxLm3NZVVmq2o4zFTsAkVWyOUwZxRuBYOLZEUs3vzgtFnJfYUjLT9FnsBOxEGekdWp8b+08I0FpxdDqkH+U8uzJkY5KxvVvJfYNrS6aaHrMNl9OLbQ6EDkopU+FdY8WrjXa/TtsbbyzTZvXNrRM4PLDYZrkfszlO8R35vApv35XMND2WuoEJdhuGYdwFndA1gW3DMIzX2et+F/uJT3wCIQSPPPIIDz744PN+vrGxwWc+8xkAfvZnf/b1/vOGcdcUSnHfbBPXtjizOmJ1mJDmirQoKUqNpgqx2JZgnJb0HUmh4P6FFvfNtijMPODa8p0qQGJJgQDank3DtffmTipdLfTc+O9JVjBJCyTitu2NesmVIs4UX7u4xcYo5y1LLT5wcpbvOTrNMMlJC4VnS9q+g+dIlvsxv/PkOk8t9/meY9O3LdQb9aI1u4FtTaE1m8MM17YoS0VS3Kwo9BXkVjWKoBs6+GiKUlGaU1tb46RgKnA50As4MghxbYFnW2gNWan22iO7lkQISIuSxXbAgV7AVOAyTrL9PgTjBeRlyfWdBEsI7ptt4DuyakmflaS3JAVaomp33vIdlroBlhBc6yfkpUkcrCPfFiy0Ay5vRzy9MuTqdkRWKjRV5fcNGujvzmRXwDsP9zg8FRLYZsZEXdnytWUjvNbtjTeeabP65naj0vtgL2RrkhKlBYXS2FIQejbTDc/M7DYMwzAMwzDuaXc9bXN9fZ2f+7mfQwhhAt7GPa0Xuix2fB6/tMP1nZhRmpMV+rYWqwAUVcWwmwvKUuNYgkePTtE1WXy1NdvymGrYDOOCXsNDKcU4LRmlOfktFWWOJWh5Dm3Pphu47ExSuoHDbMss/tTR9iSj5ds0PYc/vbLNcj9mpuVy30yDduBgW4KsVFzYHHNxc8LGKGN1GDPd8Gj6NtsTEzirK61BSihLTakgLTQXN0dc24lv66YROBYHewFL3YBSVa831YT1NkhyduIctOZ7T86wNkw4vzHm2dURg6jYSy7rhjanFlocn20y3/ZJ0oKdOMe2TAJSXSW5wpaC5X5Mr+Fy32yDpFC7SSgatABRLcRbVtWZIclL1kcpS92QxCQh1VKhNNISfPtan9VBgmNV7c1LVY37uXHNClEFwKWA1UHCt6/1OTbbMIkMNRZ6NlJwW1VoVijGaU5eKpSqPosdS9L0HFz75vuvJaqAmlF/ps3qm1/gWhx0w/3eDcMwDMMwDMN43ZmnTsN4laZCl7TQXN6O2Ykz0heZBZwrTZ5pCpUhtgVvPaiYaZiFgro6NhPwvSdm+eNzW6SFYnuckitVrdLeoiw1/ThjklZtOTuBy3tOTHPfTGN/dtx4UTtJRlFqHlhqc25tzNYk5Vo/Js0Vsy0X17bIipKNUcYzqyMCR7LQDjgx36QoNTumUrS2Cq0oS01SaM6tj3lyeVgFzL5LnJecXR9zYXPCQ0ttTi+0Ubqq/jfqybEET10fcGgqZG2YcHlrQujavO1Ad7d6X2NJge9YWFJweauaPTrX8njq+oCPPDi/z0dgvJCsLHEsQejaxFmJa0tmd++N0kKRK40jBd5u0GyQ5MRZSejaOJYgK0xgtI6yQnF9J2aS3ZzXLAXIl0g+mWQF13diTs6ae6i6qqo/q1nsSVGNdhonJeO0ICnKvYC3b1s0vZymb9EOXHzbwncl0w2TEHovMW1WDcMwDMMwDMO415iAt2G8Smmp2Bil9CcvHuy+bZtC059kbI5TErNQW1u+bfM9x6b4o7ObrAxibCmwpcSxJZbYmwZMqSEvFKXWrAxiDnUDvufYFK5lSkbryBaC8xsjTs23ObXQwrJazDV8FJpJWpCXmoZrcbAX8q7DPdYnCWUJDdfizNqQ952c3u9DMF6ARJArzZm1Id+6NqiqB1/k9Urp6nUCDvZ8LFPmXVtaV9WEf3RuiyQvcR1JlJV0Q5cZz8Oyqu4pSVmyM8mQUvCdawN8x+LQVIA2I2NrSyBoeVXwOsoVwzjn0uaEYZyjtNirJJVS0/YdZls+U02PwJEEjoV40avc2C+jtOTs2oimZ6M0DOMcrdlLVJBSoJQmLzVRViAEtAOHpmdzbm3MI0d6+30IxgsIXIuZpsfmaMjaMGVznNKPc6KsuG00iCWr890NHGaairm2x5Hp0LRKNgzDMAzDMAzDMN5QJuBtGK/SKM7ZiTOmmi7X+8nL3m6q6bIdZYzi4qVfbOyLC5tDjkyHfOiBWf7TV67i2gLftgk9CykEQtwIwmiitCQpCsjhQw/McmQ65MLmiMWeqVCqm07gEno2G6OU7zs9y06U8+zKkGv9iCzXezPZXUdysBtwerFNL3T4wrPrND2bTmCqXOpKA5e3Jjy1PETuXp+3/uyGW8NjUsBTy0NOzjZ512ETYKkrx5YoDV+9uI1jwdsPTXF8tkE3cNCAQiN3Q5/90OXiZsTTKwPyEg50D+DYpqV5XbUDm17DJcoK1kZjnlsdg9BoQGtFoaq210oJdqKcnUnBqcUmi+0moWvTDsxjTB1N0oKtcUauNF3fYa7pIYSg1Jqi1CitkUJUwW8h0FpXbbGzkrxMGafm/rjOphouSlefuTu7yQzfrVQwSgrGacEkLXZHBZl7KMMwDMMwDMMwDOONZVaKDONVGqcFm8OUpmez1PVY6adoYLrhEnoWtpQUShGlJVuTDAEsdj2ans3myCzo1VmpJN+60ucDJ2dxLJvfP7OOppoNXJSKUoMlwLYkvYZE4PJ9p+Z4z309vnV1h/vmWvt9CMYdzLc93nmoh+9aPHG1z7WtmMPTIW892CXJbrbP9V1Jkin+8LlNDk4HPHJ0iiQrmO+YVpx1lZWKS1sT1C1tzO9U2HvjezcC30ppLm5NTEvzGssKxSQraHk2bznQZrblEaUlRaG4tbmKLSArNQsdj3fJKZ68NmCcFWRmznNtTTU8DnQDPvet64yTkpmWyyQribKbQTStq6B34No0XIudSc5TK0N+5G0HmDLtkWupUBp7t9NN069mPo+Tgu04J8lKlNJIKfBdi6nAoenbuLYkKaqZ7sUdxlEY9TGIMlxb0g4d+nF+x8/aGwTQDqtZ3oMoY7pprtl7SZyVbE1SorSormtZzWGvWtuban3DMAzDMAzDMOrHBLxfI/Ey26B+8IMf5Pd///df9DW/8zu/wy//8i/z+OOPs7GxwezsLI8++ig/8RM/wUc/+tHXYW+N11NeVgGyQZTRC11OnmjR8C0O9QIcy9qrAs7Lkqs7MZOkZH2UsBNldEKXrDSL8HWlteb85oSdOON7T0yx2PX45pU+X724zfoo3XvdfMvj3cemePvhLvfNNHjiyg7bk5xjM8193HvjhXhS8Oh9U/zP76yyM8lpBg5PLg/ZGqeUSu+1z7WkYLrpsdQN2JnkXLdifuCtC3im7XVtjZKSrXFWVfzesvouBUjYm0Ogdn9eVZBWP98eZwwTM2KirgZxTpGX/Lm3LqK1ZpgWTJKCzXGVOHYjAanp2cw0PRq+zZGpkCPTDdYHMYM43+9DMF7AVOji7bYnv7gR4bsWoSNpuQElGq01QggsBKVWTLKSJCuZbbXwHMl001SM1pFvW0w1PCwB/Tjnej8izjSFUlUiw+778TAp2B7nBK7gQDdkseOjdLW9UU9JVnJ+c8L5jTEHuwGdwGF9mLI1zm57rvFsyVTDZa7t0fJszm+MsS3BUjfEN4HS2pukBcv9mM1xSpyVz7uvCtyImd375IZnlpMMwzAMwzAMw6gP84RSA0opfuInfoJf/dVfve37169f5/r163zuc5/jb/yNv8Ev/dIvIaVpzVkXnm2h0cy1fR5YbHNyrkGpYHOcsj5KyEuNYwk6gcPbDnaxJJxdn/D08pC8VGZBr8aU1jiWZGOU8RvfuMZ8y+cdh7u8ZanDMMnJClVVt/gOniO4shXzjcs7dHwHz7FQZmhsLSkgTgs8WzCMc55ZHVatkCVoVQVBBSAkXNuOuLI94YGFNsemA+K0QJnKpNoqihIhJG3fph8X2AIs62aCgtbVeb3xrluWmkJD27dBCIrCBLzrSqOZavostD0ubEacWRmyOcnYGmVkt6zCu1Iw3XKZabg8dKDLsZkQpTT6ResPjf00THIub0XMNj1OLcCZ1SFZLvAcC0tQlXbrqqtKmpcorTm10Ga26XFlK2IYFcyahiq10w5sDvR8LmxMuLw1YZQWd265QdU1JymgKCecnG9x32zDtKqvsc1xwvJOTJIrVgYJ7cDhvpkGh6YCkkztVQH7rsSRkigvWRkkKA0rOwmbk4SDrhn5U2eDOOfs2ohBdOfqfaVhkpZEacQgzjk536ITOHd9Pw3DMAzDMAzDMO7kDVtR+Df/5t8wNzf3vO+vr6/vff0P/+E/fFm/62d/9mdft/16o/ztv/23+eQnP/mCP280Xvjh/u///b+/F+x+xzvewc/8zM9w/Phxzp8/zz/7Z/+MJ554gl/5lV9hdnaWf/yP//Hrvu/Gq9MJHA5Phbz9YIfQczi7NuLcxpiza+Pb2pU3PZuT801OzDY5tdDiYNfnW9f6dM3iQG2VStMObJb7EWfWJjye7hDlJe+9b4qD3QDftYjTgrNrI/74wjahY9HwbE7NNzi92KY07ThrKSs01/sJ46xklOQ4UpAVGs+y8HyJtTtjNM0VqSpxbcEoyRmlJdf7CYd64X4fgvECXNui6UomqcV0Q1aVv6VCSoElBVJWi7Sl0iilsSxJx7OxpaDpSVwz57m2uoHL8bkGz6wM+dMrfa7vRGSFptBVV4YbCq3ZGmWM4pys1IDm9EKLXmCqgOtqpR/Tj3OGcc5C22OmOcPV7YhLmxGT/Jb7KNfmyHTIoakQW1YJSw2v+ow+Pm8i3nWz0PZpuDbL/ZhCgSMlpdY4Ut58P1bV+3GuFJYQFAqW+zEPH+iw0PH3+xCMF7A+Sunvds1QGvpRTp+c0LVwLIlviZsB0Sy7bdudOGN9mHKwZwLedTXZfbbpRy/dGUVTnf+zayMeWGybSm/DqAEzhsAwDMMwDOMNDHh/5jOfecGf3WgD/g/+wT94Wb/rXgh4z83N8dBDD73i7Z577jn+xb/4FwA88sgjfPnLXyYIAgAeffRRfviHf5gPfvCDfP3rX+ef//N/zo/92I9x4sSJ13XfjVen5Vv8hXcdZLmf8AdnN/mDs5vkSuNKgWPJvfbIUVry+KU+37wy4P0nZ3j/yRn+wiMHafrmoaOufMdmnJZc2oqI0oLQtTgx30RpOL85odQaS1Tn+a0HOyzvxERpwaWtiINTDTzHLPrU0TArOLM65E8v92n5Ng8stZFCkJeaNC/3WiN7joVjCdRu8PuJK30sKTi92N7vQzBeQMu3WewGDJOCJFdMNxyEEBSlroLcVK3NLSmwLYHWGqXAdySLnYCWbxKQ6mq64XJmdcTjl3a4sDnBsySeY9F1d4Nn4mYyQ5wpilJxdn1MqTTHZ5tMN0zAu66GacH6KGWq5XF9J2YnyllouSyemCYvFIXW2ELg2JIkKzi3MaEXOhzoBayNUoa3JBca9dHybQLHQgiB50iano1nC0pdVXTfuIeyLYklIC2qwLcQgsCxaJnAWW2N04K8fH5SZ5SVwIt3SslLfVtCsFE/y/2YwcsIdt9qEOUs92NOmuQjw9g3ZgyBYRiGYRjGTW/I3Y5+Hdv5vtwZ2feqf/kv/yVFUT38f/rTn94Ldt8QhiGf/vSnec973kNRFPziL/4i//pf/+v92FXju0x5Nlmp+Z9PrfHFMxsErqTtOFi7lSs3AixSQqkgzgu+eGaDbujw4NIheuZho7YsKVgfJuSF4oHFFpYlWB+mXNueUKqb1UmW1HR2qw/LUnNlO2JjmGDLN/f71r0qyQqubcdkZYltudhSEucF46QgK24GRdOipOnbBI5NaUFallzdisgKs1BbV4ErOTwVsjZIGIqCtKwCn2mhyG+ZK+pYEpDYliR0qxboR6YaBK6p8K4rrTXnNyasDmJ8R9LyHBqexcGeT+A6WAJKDXFWcG0nZpKWjNKc1UHM+Y0J7zk+td+HYLwAraEoNVe3YxquxGq6bI4zSp1iCYmUAqX0boAUZpouriW4uh0TOBZmekg9bY4zAlfy4GKbqzsRcVYyjHPGWUl5y/uxZUmarkU7cOi5Dod6IYEr2RxntExnhlp6rc/4r+cagfH6irOSzXH6ioeAaKpxXgd7oakgNYx9YMYQGIZhGIZh3O51j7h98YtffL1/5ZuW1prPf/7zAJw+fZrHHnvsjq977LHHOHXqFGfOnOHzn/88/+pf/as3fSLAvWC64/NHl/tc3Y64f77J9iQjykri/A5ZtY5Fw7U51HO5uh1xfmPCgw/P79/OGy8qLzVZUXJ8rskoKVjdSmj6Fr3QIy/VXiWwY0mUVlxYn7DQ8Tkx1yTJyztWvxj7L84UwyRntukTpSWXNiZIS+DZEikEkmrhLs4V/ThBlZq5ts9c02eQFESpeqk/YewT37Y40A240g2YbIyJk6KaJ3rjWhSAhrwoyQqF70pC12O+G7DY9fEcs0hbV9tRxsXNMd3QY6phc3AqpBu45IVikpXkSuNIwXzL52AvpB9nXNuO2J7kXNoasz15ZdVqxt0TuBalVmyNUyaOJHRtek2XUu123VDgOALPsbGkIM0V/ajq4rDU9U1wpaY2xinjtOT0YotCaZ64skNeVkkL0pJoqrdkISArNYM4577ZJqcXW4zTko1xyrHZ5n4fhnEHgWvvddV4pSwhCFyT7FtXW5OqMvTVSDLF1iTloGtG/xjG3WTGEBiGYRiGYTzf636X88EPfvD1/pVvWhcvXmR5eRl46f/dPvjBD3LmzBmuX7/OpUuXOHbs2N3YReNFXOsnfOPSDlJI2oFDkpcUqpobCiAQ6N2vXVsS7laxSATfuLTNuw53ORWaOYV1NMkyjkw3OLM2IsoVgWezMc7YGmdkt1QnuZZkuuky1XCJcoXrKE7Pt5h819xCox7yUjHV8NiKMrYnKY4tyJVmnBQorfcW4aUQWJbAsQXbk5Tppsd0wyVXJuBdV6XStAKH2YbLzsQlykocqSmUolQ3z60lJfZuW/Ne6DLbcGkHDqo057autsY5SaY4Od/g8FTI9iTnyet9LmxEjG9ZnG+6FvfNhhyZbvKOwz0ub0bsxDlbY/N+XFczTZeW57BlVwHS9VEKGpqejetUiUiq0OxM8qoVsoDQtQndqtJ/tunt9yEYdxBnVVLCxjClG9o8cnSK1UHM2iAhKW6+1/qOxXzbY6ET0PItrm/HtAKHODPdVOpqtukRuhbj9JUHRkNPmmu2xqK0eFWJDACl1kSmXb1h3HVmDIFhGIZhGMbzmbS+18lv/MZv8Ou//utcunQJy7JYWFjgve99L5/4xCf4M3/mz9xxm6effnrv69OnT7/o77/1588888wrDnhfu3btRX++srLyin6fAVe2JpxdH7I9KShVyUzLY7HjU2pNmmuUVkgh8RyBJQSTrODa9gRLWiRFweWtCacWO/t9GMad6N32xhr6UcaV7eiOi0BZqVgZJKwNEw5PhfSC6i1Va9MeuY5C18KxBcO4WhiIshKlNYXSaMXNqjMJthLku/NEh0nOYscjNFXAtTXJC4ZJjmNJZhoujiUYxtX30vxmgMVzJG3foR3YdHwHx5KMkvy2wKlRL2lRstj1Wej4PLs7y7tUNxLLbl63k6zkO9dHPL0y5tGjPU4vtAgGCWlhzm1d+bbNsZmQZ1eHtwVLxlmByG92Mtprg6yroIwU1Xaebd6T68iWkmGcszyIcS1J4FrcN9vkyHSDOFOUWmEJSeBWCUhxXrI5qhIKl3a3N+ppoROw2Ak4tz5+Ra2vBbDQDljoBC/5WmN/FK822v06bW8YxitjxhAYhmEYhmHcmQl4v05uDV4DnDt3jnPnzvHZz36WH/mRH+HXfu3X6HRuD27eGoQ+ePDgi/7+Q4cO7X199erVV7x/t25vvD4GccEgLujHGYttn6zQDOOEQimUrqpEldZIUS3e+Y5F03NYGcRYstreqKfQlQzjgkFS0I+yvTmhLc/GcySWELuJDYpRWqB3A+ODhsswKWiaecC11PJsLCEoSk2cV/OdS6Xphi6hZ2FLSaEUUVrSjzIsKQCBEAIpBC3ffGTWVVlqHr+wDVIQeBZJUTLX9ug1HPJC774ng2NLHEugtSbwLNbGKWvDhOMzjf0+BOMFNL2qjfkzywO+enH7jslHt36rUJqvXtzGEvDAUoemadlYW3FecKAbMNfyGCcFQgoEVHO7bznRUoCUAg1opZlreSx1A6LMtKuvo9C1mGQFpYJEKQpVtS13LIkUVfCz0CWDuCQvFXL3c1lTJaI1TNvr2gpci+NzDVaHMaPk5ScTNf1qOxNcqS9bvrZxaa91e8MwXhkzhsAwDMMwDOPOzIrCaxSGIT/8wz/M93//93P69GmazSYbGxt86Utf4t/+23/L1tYWn/vc5/jYxz7G7/7u7+I4zt62o9Fo7+tm88Vn1TUaNxfjx+Px638gxiumgEIpFjs+46RgdVhl2NqyCnYLAVqzW0F6o7rBY7EbMMkKTAPd+pJCshmlnFkd0vRsTi00CRwLIQR5WaIUSAmOZaG1Js5LdiYZZ1aHzLVchDAB7zqyLUng2aRFSaFKlroBB3oBvmORFdWivC0Fri1J8pLrOzFrw5i0gNCzTdVZjU3SkgubY1aHKe843KUduCR5uduiXu+VAttSYFlVAtL2JOOJK30W2/6ras9q3B0HeiF/fGGLr13a2T2f1WerdYfP2lJVc4EF8LWLOxydaXCgZxbz6irOSuK85NGjU2gNFzcjsrKqAL4ti0GAJSSOJTk20+DRo1PEeXlbe2yjPgLXInQttic5uVIMk5KsUAjx/GtW62rsT+BWSWcN1zJB0Zo7NtOkH+U8eX3AJC1ftLpQAA3P4i1LHY7NmLnsdRZ6r20+e2iSywzjrjJjCAzDMAzDMO7MPJm8RtevX6fb7T7v+x/5yEf41Kc+xUc/+lGeeOIJvvSlL/GZz3yGn/zJn9x7TZIke1+7rvuif8fzbs48i+P4Fe/nS1WFr6ys8O53v/sV/97/k/mOpBu4bE8yVobp3ver9dfnP31oYGWYsghMNVx8xwTP6iovqypfz7GYb/t4jiRKS8ZpUc3w3u2h61qSpmfT8m1cS5JvR4zTKphq1I8QMN/yODnXJHBthBAs92OW+zFpXu4FRT3HYqkbcGS6mhkcZwVzLQ9TvFJfUV7uVuzDV85vcXSmwZHpKtip0XvXrECwNkx4bnXIpc0JtmWRFIooN9dsXTU8C6XYqwB1bYFvW9XCPOxV78vdr5OiJCs0ejcAbiq8a0wILqxPODzV4F1HeoSuZG2YsTFObhtF4NsWM02P+bbLA4sdmq7DhY0Jpxba+7jzxguxhGSh43N5K2IY53vXbuX598dlVlV6dwKHuY6HFObDts4ans3DB7tIITi/PmaQ5GSFui3wYgmBYws6vsPxuSZvOdChYd6La2264RG4EZNXkQDou5LphpnPbhh3kxlDYBiGYRiGcWfmyfM1ulOw+4b5+Xn+63/9r5w+fZo8z/n0pz99W8Db9/29r7Mse9G/k6Y3A6pB8Mrnn71Uy3TjlZtpeMy2PJ5eGd32/cCW2LbEElBqKApFfEsV0uow5dRCi1mzMFBbk6zAsQQPLrbZiTIubUTI3Win1npvZmyiFEmeoYaauY7Hgwc6OJYw1aI1leQlri1515Ee5zYm/NHZTUqt96rONFVQvFCKy1sTrm1HfO/JGR5c7GFJiE1QtLYsWVXw9xoOkqqTyvoowZaChmsjLYEqNZOsYH1UJZvNt32UrgKolsk/qq2NUYolYLrpkuRVu5SkUOSFuq1TiqRqWe/aFq4FviOwJawPE07Mt/Zr940X4dkSKQV/enWbpW7AA4sdDvYKNsYpo6RAKY2UgrZvM9PyaHk2cV5yfmOb+VaAZ5sLt45ypZhuVvfIm+MXf76BKgSel5rZlsd00yNXpnK/7jqBw9sOdZlteaz0E9bGSVVtuHvNNjybuabPYtdnqRuYYPc9IHCrxKIojV7xfPaZpmc6MxjGXWbGEBiGYRiGYdyZefp8g91333185CMf4bd/+7c5d+4cy8vLLC0tAdBq3VyAfak25ZPJZO/rl2p/btwdM02HozMNvnx2EwG0fJuW7+DIar6z1lXwzBKCXGlGSc4oqVpHHZ1pMN00Ae+6ElSVDpvjlFFcoIFJmpPkivK2Cpaq0t93bEZxwWzTY7rhYR4f62mUFjQcm4tbY1YHMYenA/pRzs4kJ7sly91F0Gs4dEOH1UFMN7A5Nt1kZFq/1VbDc1jsBPSjbG/h1bGq2etRXqBygUTj2pLDUyF5qYmzks1RQrfh0fScl/4jxr5Y7sfERcm7j03z9UvbrI+q8SHTDZfQq9ogF6rqyrE1ycgKxVzL45GjU0R5yfLglXfFMe6OhmfTDmyeW8vZGGd0fJuphsex6cbuzG6NQKCUZn2Ucm07YpAUOFJwYq5pqvdrypaCOCk5Ot2gKDXnN8YoDe3AwbcllhSUSpMUimGcIwUcn21ydLpBnJRmEf4e0fBsTs63ONgL2ZqkRGmxNxom9OzdimETBL2XLHUDBnFOP8pf9jad0GGp+8qT8Q3DeG3MGALDMAzDMIw7M3c5d8GDDz7Ib//2bwNVC/QbAe9bq66vXbv2or/j1pbkhw4degP20nilxoniQDfg1HyLSVogBUyykn5ezVPa7Y6MFBA4Nr3AoeM7NDyLA92AcfLyFxOMu6u526J8khbYliQpsqpV/e5s2D2iamGfFCXtwGGSFix1A5q+eWuto8CxWR7EbIwztIZBlNP2HQ5PhTi23Ltm80LRj3IGUc5002NjnOHZMaeXTPvcugodyen5Jtd2YqaaHnmpGKc5W5OcSZpTKLBlFRifbjg0PYde6FYB8F5oRkzUWFIolvsxR6abvOVAm0NRTidwEFKQFmovwOLZEq00gzinHTq0fJvLW2Mz57nGJIJew6Xh2exMMgqld+c6awQgdoc9a119v1AarTSNwKHXcBEmvayWHEsy2L3HvX+uydGZkLRQjOKCcVpSaoUlJAc8i1Zg49kSV0pypRmkOY5puXFPCVyLg26437thvA5uJDGcXRsxiPKXnM/eCR1OzrdMBb9h7AMzhsAwDMMwDOPOzNPJXSBeYBbdgw8+uPf1s88++6K/49afP/DAA6/PjhmvycoowrMFP/TWRX7/uQ2eXR4hJFhSInbHPEtASsgKRZopTi+1+L77Z/FswcrIVJ3VVS+oZqxvTXLSoqQbuGRFSVYqylvSqC0pcK2qhW5alGxN4GFb0gvdfdx744UErmSSFZxfnzDdcHj4YBfPsRCiCnLfaMXp2pL5TkCal6wPE86vT+iFDg3XLMLXVcd3uG+uSSuwubQV8dzamJ1JxvY4I7ulPa4rJVNNl17D5f75Jm9ZajHX8ukGpsK7rpqexfYkZxj3+dDpWZJCc3FzzLOrQwZRsTdiohvanFpo8Y4jPXxb8L+f2UBpTdMzFYZ1lZUlgS25b7aB3q3q7scZZ9ZHjJOSUmssIWj6Vavd0wttlNIgNYEjyUozZqKOHKtKQJlkJdNNl3FSMIgLdiYZo7RAaY0UgrywcWxJx3do+jZrw5Sma+PYJpHBMPZLJ3B4YLHNcj9mc5wSZ+Xz5rP7rmSm6Zl29Yaxj8wYAsMwDMMwjDszTyh3wdNPP7339Y3qboBjx46xtLTE8vIyX/rSl170d3z5y18G4MCBAxw9evQN2U/jldEKBnFOL3R526EuloCVQcokKxB2tSBQag0aQtdmsePx0MEu7cBmJ8roNUxQtK40GtuWe23MLSloelUwpeXb2FJQKM0oKbi8FTFOC0qlKRyFa0uUfhW9xYw3XF5q0lxRKsVM08WxJYM4Z2OUMEmrBT0poOFZzLZ8Wr7NTNNlbZiQ5YqsMOe1rgLPZqrhcmkr4tz6hDMrIzKlsUQ1WkJQtUdOS8W1fsL6MEUKwWzLpxe6hK65Haqr2abPfMvDcyy+frnPSj+h6VvMtXymGpob80NsKVgdJJxbm7DY9TnQC0iLgtmWv9+HYLwAz5ZEmeL0fItrOzHfvLbD5jhje5KTFTeD2a5tsdFImWm6vP1gj4O9gO0ox7fNYm0d5aVmseuzNcm4uDlhuR9X1fm6CoZXRPV+vBOxOohZ6gYc6AVMNVxy05XBMPaVaVdvGPcGM4bAMAzDMAzj+cwK7xvs4sWL/O7v/i4Ax48f58CBA3s/E0LwsY99jM985jM8++yzfOUrX+Gxxx573u/4yle+slfh/bGPfewFK8aNu6vp2xRK88Vn17lvtsl7jk9TKM3mKKOf5BSlxrYE3cBhpuliS8EoKfjis+s8dLBrMuJrbJgUWAKOz7W4uj3mwcUOh6YbWFRt67NS4VqSQ72QU4ttrm5NeHplwKGpJkLAODGznuuoKBUt3+L9J2c5tzHiqfNb5KXGsyW2JbEElBo2xynPrY1xLMFbltp84P45NFWg3KinLFeMk4JvX+mzPkyYbbukhcaRAktKpASloFSKXGk8W7A+TPj2lT73zzVJC1MpWldTTZf3nZzl/3lqhT+9MsCVAtsStHwbx7L2zm1eloySgqLUXNqOeOfhDj/wlkWmTXJZbeUKFrs+Z9fGnFkbsTMpmKQlQoBjVd03dvMZmKQllih4dm2EBk7ON8lezeBK4w0X5yUzTY9LGxFn18fEWUlWVAmBlhRIIVC66phz4/uTrKTtOZyabxHn5rPWMOrAtKs3jHozYwgMwzAMwzCez9zpvAa/9Vu/xUc/+lFs+87/M66trfHxj3+cLMsA+OQnP/m81/zUT/0Uv/zLv0xZlnzqU5/iy1/+MkFwM+MyjmM+9alPAWDbNj/1Uz/1+h+I8ap0fJdJWjDJS4pSo4AkV0ipCRyL0tK7C3tVVan0LIpSM85KJmlOzzeL8HU1SgqW+ylvXWrzkQfmuLg14alrfZ5ZHTOM870Wuu3A4YGFJicXWjx23zQrg5iVfsrQBLxrKVea+XbA+Y0x13diSqWRAvJSkRdq77wiqkrvUmmu78QstH2Oz5ngSp1Fec63rw8YZzlTDRdLCtqhg4Ddqv7q/dhzJBoYRjml0oyzarsjM6bSoc6ans317QRbVtdxrjR5mSGl2KveV0pzozDUlnB9O6Hp2WjTcaO2iqK6f3p2dchza2M6gcNi10cA5e59lQQsS6CBKC05szpCa819M00Kk6hSS4FjcXlrQlQUBLYkzgp8RyJ2P1cLFAKBJcF3qq44gS2JioK1YcLphdZ+H4JhGIZh3BPMGALDMAzDMIzbmbud1+BTn/oUeZ7z8Y9/nPe85z0cPXqUIAjY3Nzk93//9/mlX/olNjc3AXjf+97H3/k7f+d5v+P+++/np3/6p/kn/+Sf8PWvf53v/d7v5e/9vb/H8ePHOX/+PP/0n/5TnnjiCQB++qd/mpMnT97VYzRemBSCJFe841CP8xtj/u+vXqFQmsWOR/uWttfDpGBlkGJLwYdOz/LOwz1GSY40lfq1FecFUw2HE/Mtzq2N+dbVPpujjCSvFtdvnLk0L7myHRPlJaFtc/98m6wYEOcm4F1HrlWNGTizOsZzLJa6AaOk2GudK4TYC465tkXLrz4iz6yOOTrTwLXMNVtX/ajgO1f7+I7FbMtjEBes9BM2hglZqfaCoq4lmW37LHZ8OoHN+ijlyWt93n9yZr8PwXgBwygnzgvefrjL45e2iDJFNXiiGi2i0AhASoEnAQShK3n74S5xXjCOzftxXbm25Nz6iLRQLHZ9orRkGBVISVXWfSMLKdcoBbYlWOz6pLni7PqQk/PNfT4C404cS1QL76OMpW5AO3RYH6Ssj1PivEQrjZCC0LGYbXrMdTyars3mKKPlxzx8sLPfh2AYBhBnpWlpbhj3ADOGwDAMwzAM4yYT8H6NlpeX+fSnP82nP/3pF3zNxz/+cX7lV34Fz/Pu+PN/9I/+Eevr6/z7f//veeKJJ/hLf+kvPe81f/2v/3V+4Rd+4XXbb+O1GyUZx6ab/MnFLf7o3CaeLbAUbIxS1gbp3uukBM+u5ov+wdlNlIb3HJtmmGT7uPfGi2l4Ng8utfn29T6/851VbCnoNlymWx5FqSg1WAJsS5KXivVhym8+cY2PPrzAWw90CE3mdC35ts3asJr/uzVRSAFHphs4spo5WmqFJSSOJcgVbE9SlIamb7E+Ssy82BobJDlagO/YnF+fsD5MsW3BTMvDuqUKuFSaUZKzM86Ya3vMtX3GSc4gfvmz74y7a5QWPHV9wLGZEAR8+2qfKCsJHAvPkdhSUihFmivivCR0Ld56qMux6ZCnlgccmW7s9yEYLyDKSq73EwqlsQRYUlBqmGQFWV7uVXi7jkXo2lhSYAkotOb6ICHOTIV3HeWlph/lOJZkc5wyyQpsSzDdcEkKRVlqLEvg2xLbEmyNUxK3pOE59Cc5eWG6MtxLBlHG1Z2IQZSRFRrXFnRCl0O9kE5oulndiyZpsVctWpQKKeTeiAk1TLi6HZlqUcOoITOGwDAMwzAMwwS8X5P/+B//I1/60pf4kz/5Ey5cuMDm5ibD4ZBms8mhQ4d473vfy4/+6I/ynve850V/j5SSX/3VX+XjH/84v/zLv8zjjz/O5uYmMzMzPProo/zNv/k3+ehHP3qXjsp4uQqt6UcZT10fkJcKR0psWQW2lbpZmCRl9XqlIFeKp64PeGC+Ra7Nw0hdHZ4K+aNzW3zuiWUCR5IrzdXtiNmmRztwCHcD3cM4Z2Oc4jsWloDPPbHMoV7IQ0vt/T4E4w40mklaILTg6ExImpXsRDmTNKdUNyu8LSloeDbzLQ/PtRhHBZOkeNG5aMb+Ugp6ocPFzYir2xELnYBeaGNJi0IplNZIUQVHm57FTlRwfmNMViqOzYSY8ez1lRYlaam4uDnh4FSDY9MheakZxjmjtNhrV9/ybdq+s5ewcnFzgm2JvQ4ORv0M4pxCKYpCEReKSVKNiYnSnKy8+Y7rWoLQc2g4FoWyCWxJWSr6sUkcrKMoKwlci9VhwuWtiK1xRlYqfFvi2DcDZ3mhSAqFa0mmmy5HpkNmWy6RSWS4J2yNU86sDrm0FbE5TsluSVRwbcFM0+PodMiphTbTzTsnfRv1M4hzzq1VnTekgKzQRHlKqcCSEDo2jlUleA/jnBPzLTqBs9+7bRiGYRiGYRiGAZiA92vywQ9+kA9+8IOv2+/7wR/8QX7wB3/wdft9xhtLCsF3rg8IXJuphmZjlKGpqpFuBLkBVAGKKvg923IJXJvvXB/w7vt6+7PjxkuyhKjmT2YFSS44PtvgyHQD35EkuSJXGkcKjs2EJLni8taE8xsTlNZc3prwwftn9/sQjDsoSo1rWbRDm1FSsjNJq2tTClCaUmskICRkpWJjlNJreLRDG8eyKEoT8q6rpmeRFZqdScbpxRaFgo1xytYov232uisF0y2HbuhxOmxxdTvmQDeg6Znq/bryLAtLCDajjNBJmGn55EoxTHNGcbGbzFBV8IeuhRQW26OEfpQz3/bwTGeG2orzsprprDVrw5jNcY7ePZ9CVPdNGohKzThNEEIw03Q42AspSk2cm8BoHY3TnLRQrA4SVocJeVllgY5LBenzX18oRT5UeLbkQDdglJqOG3W3Moj5yvktLm5OUBpC1yIIJLu3U+SlYrmfsDpIWBumPHZ8msVOsN+7bbyESVpwYTcZcCfKWB+mDJOc/Jb7X8cStH2HubbHVMPlwsaY++dbptLbMAzDMAzDMIxaME8mhvEqpaXm8vaY7UlBK3BY6vpM0oK0qEoFbyz6CBtcS9LwbISoWjcKDbFp2Vhbq4OES5sTjk2HLHZDhBCc35gQ5wVSiKrtqtIorQkcm6VuwGzLZ7kfcXlzwko/5v4FU+VdN2lR7l6nOavDmLxQlFrjWTeqzqoK77JUjLIcSwjSUjEVtljq+qSmUrS2mr6DAA5PhwyinMvb8R0r8jOlWRlkrA4yjkwFHJkOEbvbG/VkW5LQtVnsCNJC83tPrzFIMhY7Pt3QJbAtslJxbTvi8YvbdHyXBxbbLHb8qvuGFPt9CMYLqrpubI4zBnGBVhq1O3rg1utXUI30lhoGcYHvZDRcy3TdqCmtYX2YEmUlzm5HHADLkliCmyMmNJS7P3MsSZSVrA1TzImtt61xuhfsbgcOoWORK0WSKbLdmbENz6IbOER5ycXNCQAfuH/WVHrX3OogJk5LLm1NWBkm6Dtci3mp2ZpkbEcZi22fo9MNVgcxx+dad3+HDcMwDMMwDMMwvosJeBvGq5QXJZ5tM0kToqxgpukx3/arn5UarRVidx4wwDDO2RxXiweLHZ/CBM9qa3OSkeSKdx6ZZmUQcWkjohNaNFyPvFRVWz+nWqBVWnFpY8KRmYB3HZnm3PqIzYlps1pHWkO+G0jphi79SU7TFthSoqhangsk0rbwlSItNN3QQVNtp+608mfUgmsJDk6HXD2/xaXteO/7z+u4odg913BpO+aYFDx0oINnmaBoXdlCc2gq5PzGmK9f2aYb2rx9totnW9U8YKVxbYvDUw3m2z7X+jFfv7LD+05Mc2g6xDantrZ8xyLKFeuDBEsKXEdSlJpCqdsCLUKALat5z5YQrA8S5loegSNf+Jcb+0YAm+OUcVrQcCWh66GUJi8VhWK3il/iSXB8GymrEPg4Ldgep5hLtt7OrA5Z6ccsdv7/7P1ZrGXJfd97fiNijXs+85RzVmaNLJKiOEqkLJmW7Xtl95V8bXej24PagCwD/dB+M2BYj4ZfBPvNDbjdFvxgGbB8YeDKlnTta4kSNZAiRbJYA6uyKueTZz5nj2uOiH5YJ09mkpk1JMU6i3J8gELlsHfmXrVq7b12/OP/+0dM8orr+7OT2Pr77sfUL/dC1voR94Ypb26P+dwzLgGpqdJCM0pLbh7MuDfK3vPx1nLyuCiQpMejDBzHcRzHcRzHcU6TK3g7zlMyFpa6IXeOUjqhojKWe8MUJesCWt3hralMvSAf+Yr5dsA0r1jqhhhXO2usstJcWu4wSnNKbVnoBuxPcnYm+UkHP0DkSZa7IYvdkFJbRknO5eUOpdvM0EhxoBgnJWlpOD/fYrWnOZgWpKVG2jra3Jq6uNILfRY6AaGnGKUF47SkFbiPzKay1rLUCRknJVLUCRu+lPTiOo5eyrrYXWrNOK0ojcFYGCcli53QbWZosDj0sNayP8359MU5xpnmzlHKvWFKXuqT3OvQV6wPYtYHLZ5dUexNMy4ttokjd902VSf0aPmSyliqyuBJgacEi52I0H9w3ealZpiWaG3JTf24diDpuAjdRrIC/OOdJhYwti52F1U9EuY+c5y+4Iv6ntkC3vGMb6eZRknBvWHGXDvg7jDl9kHy2O8zhTZsjTJ2xhnnFlqcGcRsDjNGSUG/FXz4L9x5T6O0YHuUsTV+72L3w7bGGYOWz9ogJg5cbL3jOI7jOI7jOKfLrRQ5zlOSAuZaAc+vd7m+N8OY4/mhUmCMxVpQEnxPYYwlrwxSCp5f7zHXCtyCXoMN2gFYmGUV+9Oc24cpEvAkeMGjHWV7x4Xwc/MxnoBe7NNvu8W8Jop8CaL+9ygt8RScX2hhbN3ZUh1HccaBQgoYpgVZaoh8Bdj6+U4jJYVBG8OLGz3e3J4Q+4pu7OEpRaXNyZxnT4Us9zSTtCItNc+udtHGkBTmvf8S59Tk2tAJPSZZxZtbE6Z5ff6M5ST+2JSarWHKJC15bq1LN/Qf2aDkNI+1gjODFlIeEch6E+FSJ8RTst6UYuqEBl+GrGnD3jRnb5IDgvV+C2vdjVQTJXmderR5lDDNDUlRgQUp6w79+0pjybMKBLQCj04oWewETPLqFF+9827uHiUYLHeHKTf3EwC0MeTHaRt1Uk49+if0JEh58riLC23uHiWu4N1Q06xkZ5w/kq5RaUNS6u+6j5K0fIWn6ntia2FnnJNkFfRP6cU7juM4juM4juMccwVvx3lK7UARKMFSu55Ht3lYR5vPCo1+qN1BSUE7ULQCj435iMV2SOBJ2i72rbEWWgGeEmxPcu4epniy7uh/bBOoAE/A3eMY5bMLbRbdYl4jpYVmuRtx53BG6Hmkpeb14ZhJVmEMJ52iSkIn8lhoh8S+Iikqlrt90sJ17jdVUlZ8486QF9Z6nF9o8/ZOPVpg/yglL+t4ZHG82WGhU0esPrPSJfIl37wz5Pm13mkfgvME06zCV3UX8Jev7RP6ksj3aIXqJKL+fnS9NjDJS758bZ+fen6ZwJNMU1c8a6qjtGC+G/CpC3OkpUFby944Y2eck31XmspKL2SpF7Hai4l8yXw34DB140OaKKs03dDnzHybP7l5hJACIcAYS/XQjZQUdRHcUhfJn1uboxP65C4lp7GyUjNMSm4fJFTGkBaaojK0Q484VCgp0MebfIdJSeBJ4kBx+yChH/tkpTu3TTVMS8ZZCUCpDZOsIi2qehTQd42YmEhBHHh0Iw9fScZZyZF7P3Ycx3Ecx3EcpwFcwdtxntJyL2ahG7K3NaYbeix1A/amkJaGiocW9KSgFXosdQK6oUdaVHWcct/FvjVVHCjSQnNrP0FIwNQLsto+OsdZCoEUAmPBYLm1n/CRjb6bYddQaamZawdcWenxlesH3BtmWOpZosBJwRtgmmfsjHLWBxGfvrTAXCsgdQu1jSWFIFD1Yvsg9plvh8wKjbACff+atSAQxL5ivh0yiH1KYwiURLrIjcYy1nL7YMbtg4SVfsjWKGdWFARSoJQ4Hh8CWlsKY5EC1vohtw8SepHPi+tuM0NT5aUmLzR/6aVV/uCdQ/6P17YptMHCIyk4uTbcOUrZGef89IurfO7yPDf3ZxTuPbmROoHP5uj4+tvo8/rmmFwbtDXw8MZBAUpIAiV5caNPL/K5N0r49MX5U3vtzrurjGV3XI/3SYqKuVbAfDtACkFW1udYCUnkS4y1HM4KjpICG3jsjvNHNgQ7zZKXmlJb8kpzOCvqzYKPeZy1UGhLmZbklWa+HQCqHjHiOI7jOI7jOI5zylzB23GeUiDh8lKHr1zfZ2dcEPqSpY7PSjek1AZtQQnwlcRYwzgr2ZvkrPQCLi93cCXR5koLg6fqOMas0uTHC3RK1IU1IeoFH20sxXExzZcQeXXBLXXxyI2kpGSSFUS+pBt5aFsXx+bbAa3gQWdSUmj2pxnaWrqRR+RLJnmBkq3TPgTnCSJf8SPnBnzzzpBb+zPmWgHr/Yjn13pYez9k1SKEYJQU7I4z3twec36xzcfPzRG7uPrGskKwPcq5c5iw0o+5sOAxyUqSojrpOhNA4An6gU838gG4c5iw2A0RbjNDY/Ujn1aouL4/JfQkn31mgc2jlLtH6SOdoHGg2BjEbMzFhJ7k+v6UbujTPz7XTrMstANiz+PtnQln51v8yIUBW8OU7XFOUZmTvWWhp1jpBawNYgIleXtnwpXlLoud8LQPwXmCvNTsTDKMtTyz3KGsLHePEnZG2femMvTrRIaFTsDdw4TdSeY6vBtMSIE2hsNZQVa+9/cYC2Rl/fjlXoiQ7rPWcRzHcRzHcZzT5wrejvOUjpKCQeRzebnLzYNdtLFMc03oSXwpERKsgcqUZJVBAoU2XF7uMoh9homLfmuqnUmGFPW89a/dPMIToJTAkwIhxMlirbWWyli0tmgDz6/3kEKwM8lO+xCcx+iEir1Jwe9d2+ejZ/q8sNanNIZxUjEtKrSxKCnohh7deB5fSo6Sgt98dYcvXFmkE7ptKk0VeZLQU/V856JioRMSB4rAk2Bt3TGKAHE8o10K9o8XdT99cYHQd+e2qfJSM0oLhBTcPpyx3o/ZGMQM2gGe5Hgrg6UyMJwVHM4K7o1SIl8xSkvXddZga4OIb9yB//LKNiv9iIVOwPNrXa6udMhLQ2UsnhSEvqw3k5Wa6/tTdt7J+F8/cYa1fnTah+A8RhQozi7EfOPOEX9ye8hGP+bSYoeXzwzQxqKtRYl6zvM0q7g3zNgcpUS+5MxCHVnvNJNFIK3l/HyL7UnOte3JI8lH92WV4dZBwp3DlCurXc4vtNmf5FhcUbSp+lFApS35+yh2PywvDVVl6UdunJPjOI7jOI7jOKfPFbwd5ykJKfnD6wdcXupgLfzOm3tYa8ksZDy6WGCMwQjBTz23zOWlDn/4zgE/89G1U3rlznvJK80b90ZcWOzwyYtzXNueYIFWqPClQkiBNZbSaJJcI3y4stplpRvxxtaIT16cO+1DcB7DU4KjWYEv65jrWVGRl5ppUZGWGmPqOcDH2xkIfYW2dcHlcFbgK7dQ21SBJ9mdZlxabtFvhWSF5u3dKZujjOyh2etRoNjoR6z2Yz5/dYnhLGd3mhHKwem9eOddVdpgLAxin7AbstQNWegEBEpRaHNcPJN0laQd1FG6vhLklcEYS6ld4kZThZ4irwxSCm4dzEhLzVI3pHfc+X1/zoSx9XzZvUnO7jijFXhklXEbVRrKGFjtRjy70uXmwQzfE+Ta4Fd1pHn9CVtvGMy1wfcE/djjwkKb1W6Eu2Sbqx0onlnp8p2dKW9ujd/z8cba48f1eG6l4zYONlgrUHQiBWN4bJb5kwjoRIqWG+fkOI7jOI7jOE4DuIK34zylUVLy5s6Eb94Z8pPPLfPXPhHyna0xlTH4niSQksLUu96VFDy31qMbevzX13ZoB4phsnjah+A8gScls1Jz5yjh2dUu5+ZaTPKKo6QgLfRJd1IriBi0fLqhh1KCN7cnJIXBl647qYmGSUUUSF5Y77E7riOSA1+y3AuJfQ8p64X6tKy4dZBQlIaz8y1eXO8ReIJhUp32IThPoK1lOC14ZrnHjf0pX7txRFppJAIhQSIwWKZpxRvphJv7CT96cY4rKz2OZjnVB1rddT5MnpLMtX26kcdaPyYpNDf2Eu4cJaSlPknciH3F2bkWZ+dbrPVj7o1SfCXwlHs/bqrDWYGxljNzMcOkJMkrXh3lhL4g8hSeElTa1qNFSks3Uix3689da+vnn3e3Uo1zP7b6M5cXuLjU5vrujM2jhLtHGclDG5BageLMXMTGoMXHzg1Y6UaPPN9pnjhQeFLw9s7kAz3v7Z0JL6113SaVBvOVYLkbsT8pOEzK9/28udhnuRvje25TqOM4juM4juM4p88VvB3nKY3SkspYRlnJf/r6bf7eF57hc5cWOEoKDpOCotQEvmK+FTDXCrg3TPnXv/s2KIXvSUbp+19McD5c7VBxcaHNOCvZGWVEvsLaen43cBLIeH+W9zSvyEqNpwTnF1t1h4TTOLOi5Oxcm7f3JhwmBetz9dzQyhiOkgJjLFIKIk+y3o8ptOEwKVjsBZyZ6zAt3DXbVJO0YqkX8ermiOt7U+baAT1rKSpDZQzW1terJyWBJ1FC8Nb2hEpbXtroM0ndZoamin3J86s9SmO5vjfl67eGdYSuBfXQzNBKW24czLh1mPCJ8wOeX+vhSUHbxSM31iSrUEJweanDa/fGTPOKuXY9l/t+tK4Qglbg0QqgqAyRr7i81EGK+vlO86SVJtOaru9xz8DBLGeWa8DiPXI5Wma55mCWc9606QSKSaFJK1fwbiprIS01i+2AnUn+vp+32A5I3UaGRiu1ZdDyWTkeFXGUllgLndCrx0qIOh0pLw3TvEKIuti90o8YtDzKykUzOI7jOI7jOI5z+lzB23GekrUwTks+eqbP82s9ru/P+M3Xt9kd14HmvpSUpp7dvdyLuLrc5f/6mQu8dm/MW9sTHjPyzmmITujz0kafVzeHHCYVr26OSauKyKs3K9xf9Lk3TMkqTex5nF1oMd/yeGm9TzvwT/sQnMfoBD7TvJ7pe24+5nBWcnucsjfJKR7KUA2UZKkbstQJODcf17HneUnHndfGKo1hklXcPkxACKQAhMBTAoHEABJQqp4bKwEtBLcPE84vtCmNW6htqn7kc3W1y+++tceb21PiQJGV+jht48HjPGGJAkXkK97cntKPfX7i6hLdyF23TaWN5f6ehTNzMZ4UHMwKhklBoe1J936gBINWwGovYvW4GCNF/XyneSJPIi38ye0hO5OMuXYdU3/etjDHkeaCehOhlKCk5J3dCdO05NnVDpHnNqk0VaHrz9rVfgzA7jR/1+8zQsByJ2S1HzPNNIUrijZWWmoGrYDFToUU9XuypU5cSAqDNgZfKeZbPpHfQlCn68y3QwatgPQDzv52HMdxHMdxHMf5QXAFb8d5SnEo+djZPheX2nxrc8R/fW2HQj9+1efNnRlfuX7IX3hxhZc3eoSepB26Bb2mmm8HPLvaZXuU8cc3t5lkFQaY5o9fzEnygkIbrr60ytXVLoud4MN9wc770g490kKDhZ1xzq2DGVllEVgCJU469q017IwzRknO+YU2q72QtNC0Q/eR2VS+lNw+TOiEHqO05O4wxVgIlURJEEJgrUUbyLVBCljtRXRCj9uHCb5cOu1DcJ5goRvyyuaYw1lB6Ev2xjmeknQiD2MeKp4djySYZRVLvZDDWcEsr2dCO80UBYrDWcH+tMCTgshXLLQDQk+SlgZrLUIIYr8+35GnKCvD9iij1AFR4O6jmqgf+0xzzevbY3wlmWsFzLXr+6K8MhhjkFISHhe2J1nFOKs4mI3ZmIvpx26TSlPllSH0FNoWrA1i2qHHUVoyOU69us9Tgm7kMxf79GKfyhgCT5K77v3G8qQgLw2XFtoMYp+tccruKGdnnDMrK4ypP2fbvsdKL2S5H7LWi5lr1d37XttFmjuO4ziO4ziOc/rc6r3jPKVB6PGpiwv8n9/Z5T9/e/s9H19oy39+ZRssfPH5ZfqBu/yaSgLTvO5EubDY5tV7Y3iXTjIhBRcW2xSVqWM7XdNZIxkslbHcPkq5tT+jFXoMAom1YOyD2GspJEJApQ3XdiYU2rDQDTHuxDZakpccJgV5ZehGHnlp6qLZQ4+RQORLQl+SlBptLS1XNGu0WV6xPapn//bj+nNzklVU2iCPu/UNYE1dZJlrh/Rjj6TQbI8yprmLvW6qupNXsD8rmOQlvdDHPy6UxaE5KbB4QgKWaV5xb5zSDX2WuiGR5+6jmigrNeOsxFeS+XZApS0392fMck1lzUnnvick7VAxaAXMtwMOpwXjrCRznaKNZbH0Yo9Z7nOUlHRjn37sk5aGvNJoA0pC6CniQGIsZKVhrlUXvt1dVHO1Qg8p6nvlaV6xO87rWHMs8UOz1y2Wo7QEAd3QZ9DyUULQcptCHcdxHMdxHMdpAPfNxHGe0nPrA258e4tv3Dr6QM/7xq0jPndpgWev9n9Ar8z5fs1yzfYoZWea0Y99fvyZRe4NU3ZHGYWpu0Pvd48u9SLWBzHWWnamGdujlNly+7QPwXkMY+rZg9uj/GRhLskrSv1oUVQAvqpnPbdCj+1RTlYYrIvPbSxPCXpxwLfvjdHGoqQgUIp+LOvY6+M2YCVAG0gKffK451d7+Mp1JjXVvWHG3aOEpNCU2rDUCdnox2hrKbTBGIuUgkDV4yYKbThKCnxl2RymbA4znls/7aNwHif066JYUlSkueH2wRhjLJ1IEXoSJSXaGPLKMM00UgqWOiFKVCcbV5zmOZgVFKXh4mKbWwcJW6P0ZEOZEA/eawtbMSsq9qY5a/2Yi0ttitJyMHv/s6GdD1c/CgDBcu/ROc++gtDzT5JytDUkhannPLf8k8fXz3eaaKEdshtlfGdrwtYooxV4dEKPrDTkWp9sQAqVIvLrzQy3DhKKyvDcWpeFtktTcRzHcRzHcRzn9LmCt+M8pSQvuXuUEviK5W7A3qR4184FASx1AwJfcfcoJSkq5j+sF+t8IMO04CvXD4gCxWhWUmrD82tdPnZ2QFZWlMbiS0Hke+SV5tb+DF9J+m2fr14/4OUNt5mhifLKYI67k+5HqD5JaQxJaehFHr3Yw2DJ3ezJxsq1ZaETIIUgN3Unf15VeBJUPdAbsGhjefg0+kqw0AncuW2wo7Tk25tjlnshgRJMsuNNKtY+mAdsLFobhBAIYL0fkWvDK3dH/MSzLq6+qbJSs9CJyArD3jQD6oLKLNfMsoeij0X962DZm2Z4Mq6fV7ru/SYqKou2lqzQzIoH56geGfL4O+VZUZEVmsiTFJXbXNZU/ZbPIPbZneSs9CPaoccwLUmK+n35PiWhG3kMYp9O5FFpy0I7oN9ycfVNFQeKrNRsjzMsnNwXhZ6gHQQIWSeplMY8Mq97e5xxYbFFHKgn/MmO4ziO4ziO4zgfHlfwdpyndG1nyutbIwJPYIzi7HzMJKvqqNWH59hJQTfy6EYeWAg8wRtbY65tTzkz3znFI3CeZH9W8PrWmE7g89krCyS55tbBjKI0BL7CV5JSG8pS4/uScwttWqHiD67tMys1+7PitA/BeYwk15RVveh6OC0IlMAYy+PW1j0BUgrKyrDQDigrW8fVO42UFiXWCl5Y6/GNO8OTCQSV4fj9+HtPshTwwloPYQWJK5w1Vqk147zkjBex1IlQsmBnkrE/zSkre9JRGHiShU7ASjdivh2wN8kYZyWFdtdtUx3MCkptOLsQszVOT35d3N+j8gRnF2IqbTiYlT/4F+l8YEoKsspwd5jSizwiTzLLDWlZoR+6P1ZSEPse7bBOVLk7TIkChXKN+4210A5Zn4sZZyWzXNMO6+8379YFnJeGdqhYn4tdF3CDpYWm0JZWoJjlmsCTSFFH0k908ci5jY/PbVEZWoGi0Ja00K7o7TiO4ziO4zjOqXMFb8d5Snuzgj++dcQzS10qXXI0K+hEdeeDNnXnmRT1gl5lLJO0ZK4dEHkeX711yP/08tppH4LzBEWlkUIy3w345u0juqHPxcU2QgjSQlMZgyclcaCw1nL3MGWSlyx0Q9LDhKJyBZYmUlJwb5ighGRjLmZzmCIEhLKurAghTrrPKmORQrAxiJEI7o3S405hp4li3+P24ZS1foSlz2v3xpTa1h2FDz1OUBfTfCV4cb3HWj/i1uGML/rLp/XSnfcQ+YqrS12w8I07R1hbdw5eXOxgsSeL8AJBWlTcPJhx63DGmUHM1eUOke8W4JsqLzV/8PY+5xfafPLCPN+4PaQyhosLLfpxgO8JysoySgtuHCR4UvLxcwPWejG///Y+l9z4kEYKPXlyHzTNNaEnGbQ8etaj0ubk/thTdUGtMpZprvGkoNCa0F2zjRUHio1BzDgtuTdMmeW6nscuBV3vQfe2Npa0rOe1t0PF+iBmYxC7gmiDHcxyjLGsD2J2xzn70/yke/+h5n2UhFZQd+8vdkKWeiHW1M8/E7RO7wAcx3Ecx3Ecx3FwBW/HeWppWc+ne2dvwqWlNp2wxf60YJyWGI5nxR4v6rUDj7PzLSyWd/YmJMWjcXBOs4Se4vJSm1lREXqSrDJ85cYReaURiJNza7GEnmKhHRB6krIyXF7qEHpuQa+JAk8SBx6v3RtxcbHN82s9ZnnFKC3q6EYLCEHkKXqxTzv0KCrNtb0JL673CT3XdtZUvchn0PL5zvaYKytdBnHA1ijl7lFKWj7YgNI6Xqxf68eEvuQ722MuLXXoRS5mtamWOxEXFmP+6PohO+OcdughpUQIjTyOMNcGjDXMClPHYecVWPjs5XlWOtFpH4LzBMbAvVHK7iTnMxcX+NSFeaSESVoxyupxIr6S9KMBPxN7GANbw4w/unFQbyx0e8saKfQlUki6kc8kK8lLQ0a90UgKgSfrVIZSG0ptEYCnBN3IRwnpPmsbbn0QM0pLpBQcTos6SaMyVA/F5SghiHxJL/KZ7wSs9iLWB/EpvmrnvSR5dTImJC01k6wiLzXmuwJyrK03K02EoB3WS0naWpLcJeU4juM4juM4jnP6XMHbcZ5S7EsEdeH7za0Jg3bAQidkpR+itcXYukNUKUFWGrbHGcNZQWXrLsPYdwt6TbXUDVjuRWwOE4ZJya3DBG1Acn+OaM0YMJTsTjLOz7cYtHxWeiFL3eDUXrvzZBbLUicEBHuTnLlWQCtQtMKYojInnaKBJ8HWi39HSR1Pv9QNMU+YPeqcPmstz672+er1I9JiyEovYr0fc2GhTaEN2tabkAIlKSrDUVKwM86Y5Zq//JGeO7cNttgJ6EQ+47RkbRBjrGWUltw5TL5nfEgv9ulFHr3Y52iW0w59lrouQrepAk/Qi3w8JTi/GGOpC9q3DxOGaYkxFikFg9jn3HyLtUHE+cWYV+95GGsJ3H1UI7UDxUovYpJV9GK/jkquDJWxj8zwFqK+buvNaApfSpa7EZ3AfT1tsnbocWWlC0DsKRarkHFe1sXR42s29BW90Cf0JP2Wz5WV7klx1GmmyliySrM1TMkrw1w7oBt5JKU+Tmaov9d6StLyFZ6S5JVha5hyZr71yOex4ziO4ziO4zjOaXHfPB3nKS11QzbmIu4dZRQWRmlJWhh6scJXCikExtp6/miqKbSmOC6anp+L3SJ8g823Qs7Pt/jO1pjr+wmehJYvT2bFWo6jkb3654U2XN9PuLLU5tzltptR2FC+FMy3fT5zaZ4/uXXEW7tTANZ6IZ3Iw1OSShuGs4KtcQ5AP/L4zKUFFtoBvnKR5k2VFZq1XshPPLvEb762TV5ZhmnFYscn8Or348paJlnJ/rRknJZM8pK/9OIqa72QvHCtok1VVIZe6LExF7M7Kdid5I+ZyF4v1h/OCo5mBcvdkDNzMb3IIyvduW2qbuzz8XN9zsy3+M69Kb/1+jZlZei1fGJfntxH3T5M+PK1fXxP8hdfWOV//ugqdw8SupH7GtNMgouLLTaHCbaAbiTRxpBXBm0sFlun5UhB6EnU8U7COJBcXGzh8o+arx/7PL/W494wZX+an8zrvk8JQRRIFjsh64PYFbt/CHjHHfuz/MFnpqckPfXuG4tmueZwWnB1ufODfomO4ziO4ziO4zjvyX37dJyndGmxzeefWeI/fO0O7cADUS/M3xtW3zMzNvAkgacIFCRFxWefWeTSops92VSBJxi0fJK8ohNItIVC2+OF2gcE9VxoX0kir+4IHsQ+/nssDjmnox16dCOPuSLgynKHe6OMXuyfFLorA0pKFroR/VbAOC1Z70fMxQGdUNF1C7aN1Wt5fHsz46NnB7RCj6+8c0BaVNw6KLH3d6jYuqNQCkEv8vgLL65wZanN/iTjuVW3UNtUe9McpSTnFtq8tTt9bLH7YRYYpgU/emEOpST70/zDeJnOU1hsh3z+mSV++619fv3b9+qCmaXekJLWc9nr8igYC3ll+PVv3yMKzvKTV5dYdJvLGslYy3Iv4oX1Pq9ujshLg5KSVvD4eyNBHYP+wnqf5V70SBe401z3O73PzLU4mOUkeUVlLJ4UtEKPhXboZnb/EPGVJCmq9/yM/W51BHrlvvs4juM4juM4jtMIbvXecZ7SYifgExfm+O9v7DItSmb543tSLPUibV4Z2oFksR3yiQtzLLTdzNimSnKDQPDy2T5/cnvIwaxAH494fpgF9PEKfa8d8PLZPgJB6rpFG2ttEPP1W0N+9MIcaWW5tjPh9c0xw6w8ecxc7PP8eo9PX1og9gRfuznko+f6uLPaXHHg0Qp9dkYpL2/0We6GvLU94fWtEcOkwlCna8y16q60q6tdVnsRN/anLHcjQt/dDjVVWmi+fW9EpCSfPD/PK5tDsrKe/fvdG5B8Vc+NfXljgC8F394ccX6+dVov3XkPS92Qb9w54o+vH9CLfWZ5hRLiu9JUHvxcW0s79Pjj6wd87GyfH3VJOY3UCj22RxnPLndRAt7amTLLK0JfEXgSJQTaWsrKkJWaduhxdaXDM0tdqsrScpvLfqjEgeJM4N5nf9j5ShD7imn+we92Y8/D91wKkuM4juM4juM4p8+tKDjOU3rt+iEf2xjws5/Y4P/zpetAveD+JBaYFYa/9dkNPrYx4PUbR3zqhdUP5bU6H8z2OOXu4YzVQcxzpeGt7QlJoUkLTfVQ55En68WhVqDqAtog5u5wxplRxMvMneIROI9jDfQin59+cZXfeXOP3XHGSi/kRy/MkWuD1halBKGSZKXmD67ts9yL+IsvrdKLPFzOanNJIXhurcsoLfmNV7c5M4h4drXLM8sdJnlFpS2eEnRDDyUFu+OMb9we8vKZPs+tdfGkW6htKmMt28OMUVry4nqPz19ZYmuYsjXOyKsHF2XkSVZ7EWuDGAF86+6Ifuy7btEGy0vN7YOUwJf08Il9xSyvmOYVD51aPAmd0KMdevhKEviS2wcppXbbkJpooR1yx0vIS8PVlS5n51uM05K9ac4kqyi1wVeSbuSz1AnoxfW5z0pD6Es3FsZxTkGpLYvdkP1ZwQf52BQCFroBZeVukh3HcRzHcRzHOX2u4O04Tyn3JG/tjPjic8tYY/m3X7n9rp29caD4258+xxefW+atnRHdOPgQX63zQcwKzVu7U7qxx1ovIvYUB0nB7jgjKzX2OBo59j2WeiELrYBBy2drmDJJKz6yMTjtQ3AeI/Aku+OcWVEhJRzOCu4OExa7Id3Aw/MkVWWYFBX7k5yW77E6iJhkJdYYLsy7MQRNZYwlKTS92KMTKn7rtR08Jbmw0GLQ8vGkpDKGN5KSmwcJlTZ8+tI8/dgjKTSVdgu1TRV4dcxqrjVfvXHI2fkWzyx3eWGjR1qYk80McSApSss7e1PuHCZ4niAtJYHnYlab6tZhwvX9CYOWj54VjJKK0JOEXnCSqlKPDqkfn+QVS72QQcvn5v6Um/sJq33XWdo0caBY7ITcO0oBKKv6/XmWa9JSYwxURiOFoB0oYt8j9utzvdhxMdiOcxrSUjPfDljrRdwbZe/7eWu9iPl2QFq6+yjHcRzHcRzHcU6fK3g7zlOSEn7jtV2eX2nzl15a4eJSm6/fOuJbd48YJRVSCIy1DFoBL5/p84nzczy70uEP397njZ0Z/7dPnTntQ3CewJOCw6Rgf1aw2jd0Ao+zcxHPLLcxhpOCt5KQVZq8sGyNM7ZHGVLgukUbSgpBWml+45Vtnt/o8vmri0yykoNZySyvyHONFPVc2avLHbqRj7GW33hlm//5Y2sI4c5rU83KijtHCd+4PaQX+Xz+6hI39me8sTUhKauTx3UCj/OLbS4utok8yTduD5FSMO9GTDRWK/BY6UXsb41Y68VM84rffWsXJSWRJ1FKorUhqwzaGPqtgKVuyNY45fJil1bgbnWbanecUVSGtKhnPK/0IiZ5RVpWx5+z9X2UNYLIV8y1AoQUpIUh9jW74/dflHE+XOuDmFlR8frmmK1xhrX1vVE3fPBeq41lc5hxb5Sx1ot4YaPH+iA+xVftOP/j8qQgLw0XFurNnVvjjLIyJGW9KdBYixQCT0lavsL3JGu9iAsLbfLS4LXdPbLjOI7jOI7jOKfPrQI6zlOaZRV5pfmN13d5bWfC3/3cRV7eGHB3tMrBJCcrNZGvWOiGnB3ETIuK/+/v3+D2fsL6IGaSVe/9lzinIg48Il9xc3+GpwTtBUXoeQRKYoQ96TqTUmAtZKJkf5qzO864sNgmcgWWRhqlBbOsYtD22R7nLHZCWqGHkpI08tDGoo5j6mNfUmjL/jRn0K5ny47S4rQPwXmCrDB8+86IrVHGtZ0ZgS85M4h4frVbF82oZ3hjLYdJwbXdKUVp6ESKV++OeHa5e8pH4DyJlIJnV7psjTL2pznTvEIKCRiG9kFHmRQSBEyOEjqhx3wr5NnVDsptQGqsrDIcpSWVMRhjKbVmEPvMt4PjAgv1JjIlMcaSlhU+ikrUz8tchG6jTbOKcVbWrfpAZSyVeUxWsoVxVjJ198WOc2paoYexlkIbNuZjEHDnIGGaVY+MDwl9SdtXrPUjNuZiCm2wtn6+4ziO4ziO4zjOaXPfTBznKWkLpTZcmI95Ya3Pf319h5v7M5Y7IXPtgMCTHM4KXtscsTvNubDY5qW1PsLWkdnGzRVtrNCTbMy10MawPmgxyzQ39mYczgpKYxEILBZfCubbAcvdiLNzLZSAM3MtQheh20hJqXlnf8qVlS4392f89nd2KbXh/FyLXsvHV4K0sNw7TLl1lOArycfPDriw0uGd3SkfPzc47UNwnmBWVNwdpmwepcSBZK4TIURdZzHGYKzACosQAiGgHUqmWcHmUYGSgmnhCi1NVWrNM8sdbh8l/Pfv7GIsWGvwlUAJUe8+slBaTaktQkBeFXz07IBnljsUbs5zYwWeYJRUGGOYa4doI5jmhsqYkySV+t8aT0o6oYeSiqNZjpSSwHObGZrq3jAlLw1n5lscTgvGWUlR1ZsY7lNC4HuCXuQz3wnIS8O9YcqVFbcByXE+bAvtkDhI2J3k7IxSlJScnW+xOojICkNlLJ4URIHEl5K00Ly5NWalH7PcDVloh6d9CI7jOI7jOI7jOK7g7ThPK5CSy4sd1gYxb2yN+PK1AyZ5RTtUtH11ErM6K+u5ha/cGfHjVxb42Lk57h1lBMrNKGyq2JdcXe4wiH1evTfilbsjjIVe6BEH8jiuHtLC8MZkyps7U14+0+flM3Msd0Pavit4N1GlLd3Q5/bhjHFW8sJ6DyWg0Ja01EwLUAK6LZ8f6Q7Qx11ntw9nLLRDtHabVJoqLQ2HswIEXF3pEniKvUnOq/fGJIXG2rrY3QoU6/2YpW5EP/L55u0hR7PCzZ5ssJbnUZqM8wstXj7T57XNMdpYulGdxKGkQBtLVmpGSYmSghc3epxfaFFqS8tzt7pN1Q192oFknBmGaY6HxFeCUCk0FqwAYVHUKQ1pbqiosEA3Uo/EYzvNkRaa/WmOBSJPsT6I6aSK7XHONC8pK4vvCVqBz1o/pBsFQL1BaX+ac2au5eZ4/xBJC81RkpOXGm3qcT+hr5hruXnsP0ziQNGNPF65O2SSaUBzREkrUPhKEqn6u88s1yTFg8QjS8rlpbY7147jOI7jOI7jNIJbBXScpyQlXF5q8ye3j/jSm3sMWgHPrXUIfUVeGSpt8ZQg9CR5qdk8yvjSm3sI4EfOzeFKos0lheDcQovvbI/Zn+Ss9SN6sY+vJJU2aFsXRj0lKbVhnJbsT3IOZzk/emHOzXpuqMCTSCm4uZ+w2A1RQpCWFaOkJK8exOeGnqTf8ol9D09Jbu4lLHUjIte531zGEvqSqysDhknJa/cOyY8jy0PvQVE0ySu+eXtI6EteXO/xiQtz3DpI4HExu04jhIHixsGMNKv4+NkBz670SIqKw1nBtKhORhF0Ao/5dkAr8GgFkmlaceNgxkfP9k/7EJwnWOqGvLDe4ys3DpmkGkNFJ/RoBQrFcfc+AktdVJvmFRJBJ1I8t9pluec6CpvoYJaTFnWywiQruXtUd40aC0rWyQx5bhilFVujlOVuyJm5Ft3IJysMB7OcM0HrlI/CeS+zvGJvknE0KzlKCmZFdVLwbgcec62cubbPUjei7eKufyhEXr2RqC54vz/d0CfyXLHbcRzHcRzHcZxmcN8+HecpzbcDXt8e88rdER850wch2DxKuX2YkpYPFgpiX3FuPubsQouz8zGv3B1xcanDC+u9U3z1zrsJPYm1Fm0sl5c6GGvZHWfcOEy+59yu9yMuLbaRQlBpi7WW0MWsNlLoKYpKs9wLGSYl26MMKQWRJ082KRgLSaE5TEqMsaz2I5b7IUWp8d2CXmOFvuJjGwNuHaV8e3NEJ/Q4M98iUPJ4PnC9ScmTkkIbDqc5394c8dGzc3zszIDQd+e2qcZpSZpX3Bul/Pgzi1gBR7MCIQReKk5iVvtxwFq/HikiLPze23tsyDajpDztQ3CeQEnB82t9/vDtQzphfQ1O8ortUUZl7P20ejwp6EYeveOimdHw/FofN569mZK8wlg4TAre2h4zySsCWd9XJfmDLuDAk4Dg7jBllJZcXe0x3wpIcjdiounGacnN/Rl3jxJ2xjnjrKR8KAXHV3VU/Uov5MxcxfnFNv3YJTI0WVpoDpOCCwttpIBZqYk9RWkMWWEojj9r26FiEPuklabtK87NtzlMCtJCuy5vx3Ecx3Ecx3FOnSt4O85TinyPw2nJMytddsYZ37gzQhvLIPYYRCFSCYy2pJXmzZ0pb+/N+PjZPs+sdNmfFsSBu/waSwi+vTniIxt9ru1O+YNr+3i+5OUzffqxj5ISbQyjtOT6/ozDe2M+d2WRK8sdXrk74qqbP9lI1loiX6GtZX+aI6QgrwxSQKDuR9VbCm3IK0PgSfanOd3YIw4V1rou4KZa6gZ0Io+be1MuLrYRQjCclRwmOXn1IK489CTzrZDlXsSStdzcm/LiWpelbnCKr955N+O0ZL4dcnYu5pt3R9w+mBH6im7kI4U42aA0SutO0rzUnFto85mLC0wLzTh1Be+mSrKKxW7AT7+0wq9/a4v9WUFd4gZ5/CMJmOPzO0orFtsBP/PRNRa7AUnmRhE0UWUsk6zknd1JPbfbWLanOZOspHooTaPeyOAzaHkUleGd3Qn+ao/KRKf46p33Mssrru9PeX1zzNY443G3RqW2HMwKDpOCYVJisFxZ7rpO7wY7mOVMs4pASa6udrlzmPDO3ox7w/SRsS+xL1kfxFxeanN2vkWSa2aZS2ZwHMdxHMdxHKcZ3LdOx3lK+5OcdqjYGee8ujlivR/RiRSYerFPW1A+DKTP2gCmmebVzREguLLUZm+cc3X1tI/CeZzdcUalLd+4fUS/FfB//9x5Yk+RFJpJXlFWBt+TXF3p8oUrS6SV5vZBwjduH3FmvsXOKOPFjdM+Cue7Bb5ECcEsr2iHHkZb4k6IsZbKGKy1eELSCj3mhSDNK6SqHy8Rx91oThNFvoe1sDEfM05Lbh+k9TmF+/UzAPLKsD1O2Z/mnFuI2ZiPsdYSuw7vxvKV5MwgYnOUcuco4c5RigBaoYf/0EaVUhuSvJ7vLKTg4mKLs4MY3yVuNJeAzcOEKysdPnN5gd96bZu8tISexPMkSoC2UFX1JqTQF3zm8gJXVjpsHiasdF2keRN5UrA1qtOO9mcFe5P8sUXRyliOkoJhWrDUDVkUAVujlBddAlKjbQ1TXt8cc2+UAVBpQ1JqKm0w1iKFwFOSlq/wlDx5XCfweMZtCG2sJK+QQiCF4DtbEw6TgtCTrPVjcq1PknJCpQg9yZ2jlFmuubDQRgjrkhkcx3Ecx3Ecx2kEV/B2nKc0LSqGackwKbi41KHShsNpQVYaDJws1Eog8iW92OfiUoejpOAwLZkUbmGgqXJtKCtDWhhe3IjR2vLG/pjrezPGaYmhPq+92OfSUpuzcy3OzMXcO8ooSkOuXddZExlr6cY+xsCZuZhZXnGUlLR8RT8O8Y9nsid5RVJqFroB7dBjf5LTjX206/BurFleEQYST0puHiTY40tQCoF4aJ+CtZyMK7h5kPAj5+YIA8U0f//zKp0P13Iv5MbBjC9f2yf2PS4stNmfFlxYjFnqhES+R1ZW7E1zbu6nLHYCQl/x5Wv7/OWPrPHcmiuwNJXnSY6Siv/2xh4/+dwSFxcucfMw4Z2dCUdpHYstBcy3fS4tdbgw38L3JL/2tU0+cX4OT7pNSE0khCAvNfvTgt1x/p6Pt5aTx83F/smIEad5skJz42DG1jij1IZJVpEWFfq40H2fsRUTIYgDj27ksTXOuHEw48xci8jFXjdSZSyhL7mxNzvZpADHSQzegzh6bexJx/f9x11caj+S3uA4juM4juM4jnNaXMHbcZ6StZbb+wmXlztsDVO2xzntwCcOPLSxJwu1StYzRvdnOWcHLc4td7i1n/C5y25hoKmkEBgsX3h2iTe2Jvwfr22TV4Z2qAg8dbKZ4WBW8OrmmNCT/PSLq/y555Z4Z2+KdINFG2mWVygBP3phjm/eOmKhG/LJC/P0Ih9tLNpalBAoKRhnJW/tTDiY5Hzy4jxKQOo2qTTWrKgYJRV5pVnsRBxOc7i/+G7rJm8B9U4VBFiY74TklWaUVMxcZ1JjBUpx6zDh1kGCkpb/5WPneOlsj7wwDJOC4nj8wGdaAWEgefXOmP/0zdtoI7h9mPD5K0unfQjOE2SlZpqXDJOc1+6NuLzU5cX1HhcX2ozSklIbfCXpxz6tUDFOK966N+IoyZnmJVnpNqo0kcBigb3Jo8XuOFB4UpykMlTGkhYPzuHeJOeZpTZuG0Nz7U8z7h2lZKXmcFagjUUAxkBuHnQB+1KiFCRF/bk83w7YOsrYn2WcCdqnfRjOY8S+4sZ+vZnhYZWx71rM3hpn9Fs+qz2XuOE4juM4juM4zulzBW/HeUqlsXieYGeU4SnJ2bk2B9OCe8OM4qEO38CTLHVCzs618WT9+KVuQKldwbuphLRcXurw2r0J//07u3hK4ilJ6Et8KZASlAEhFMdlNP77d3YBeHG9jxDu3DaRMTDNKpa7If+Xj28wyetC5ygt6+7t46qoEvVy/UfPDuiGHmmhOUwKXON+c5XaMEwLlBAsdwLagawTOGYlxUMLtYESDFo+g9inHXgoIRimBaVxJ7eppkXFzijl8lKb/+XjGwzTit94ZZvvbI+YFQYlBNpa2oHkudU+HznT5//9xWf53/7kLtujlKnbzNBYo7RkVlR86uICb+9O+Z03b1BUhisrbRbaIaEvyct6Nuy1nRmBJ3lpvcenLy6QFBWjzM1nb6K81ES+h6Ded9QNPUJPYgFtwGJRQhJ50A0UeWWYHF+nke+RVe6abardSc7eNGeYFBhjyUrNrNDkpebhmqgUEPqKdqCIfcXwOB57d5xzZs4VvJvIV4L9J4wfeDfWwsGkwD/rtqo4juM4juM4jnP6XMHbcZ5S5CmKyjLKSpK8YppXRL7HQtvnodoZQtRdTO/sTuiEHq3QYxD7RJ6L9GuqhVbEq/mE335zFyGgF/l0QoUQgsoYtAElwZMSay3TXDPOSn77zV3OL7SYb/VP+xCcx6g79CXd0CPyFaUxVFqxO84ZZSXaWJQU9GOf5W5I5Es6oYcnBZOsnvvtNJMxlnFa4SlBqeuOpH7s0wl9Sm1OEjd8JVGy/n2LwFOCcVphXBRnYx3OMlZ7ET/9wirfujviv72+Q+ArfClpBQJr689ZKQSvbY35xu0jvvjCCn/zk+f45u0hh7Psvf8S51RYa4l8xSgruTtMMcbiKcEoqSiq+v1YH3cBe0pgjOXuMGWpF9KLPKwbM9FIe5O6GPrcWpf9SY62MCs0s6IiqzTWgJD1fXQ78IgCxaIfsNgJsdayNy5g47SPwnmc6fEomFJbhknBrNCPLZAaC2mhyUpNO1AMWgFHSek2IDVYqS3pU6ZmpFVFWbn3Y8dxHMdxHMdxTp9bvXecpxT6gnagSPKK3UlB4AmKyiCQyAdJuhgDRWWojGV3UrBMHesY+W4nfFN5UnDncEagJIudEG0MB7OCUVJ3iwrqcxtIQf+4W7QTxuxP8+PnLZ/2ITiPEUjFy2f6HMxKNkcZtw9mbI9z7g0TZrk52aTSDiXrgxarvZBzC22WOiEvn+0TKBdV31RKCuJAcniUM80qAl9RaYsxFnXctQ8WYy0YgackwySnMh5n5nyUG0PQWNO85DOXF/mTm0d8+e19WqEiyTUHWfVIZ74vJd3IoxUqvvz2PqGSfO7KItPcdQE3VTv0EQh+/+0Dljohly506EaKOFBoY8EKEHXhOy00k0yzM874/bcP+MsvrbpNSA2Vac3uJOPFjR5v78z445v7HCUVeakBgZBgDYAl9BVzLY9PXljkmeU2r22OubzsOoCbqtKWvNQMk4Jp/t7FUWs5flyBJwWVS7dqrFIbWoHHLNd8kLMkgNj3KF0MkuM4juM4jvNnXFpoDmY5SV5RGYsnBa3QY6EdEgeusbEp3EqR4zwlYwSRLxlnVd1pRF3YLrRBirqb0Nj6HwGEniLyYJxVRL6sF3OdRtqf5RxMC1Z6IcO0YGuUYywstgNaocKTksoYklyzNy04mBWs9UNWeiEH0+J75lY6zRD6ksBXTNKEr9445Ft3h2gDngApBULUi7NpUbE9LlASPnpmwBeeWWRtEBEqt0mlqTqhR+wpksKQlYZhWtKJfFq+pJ4oC+J4/EBSGg5nJZGnkNIQeYqOK5w11pl+m1c2x3zt9iESuDfMqIylG3n0PA8lJNoassqwPyvwUsF6P+Jrtw9ZG8R8ZKN32ofgPEGgJEle0Ys9Li62WOyEFNowzSrShzqBY0/RiTzmWgGtQJLpiiSvCFxSTiOFSrHQDri5N0NbwzPLXYZJye4kJy0fnNdWoFjqhAxaPtoabu7PWOiEhMqd16bylDiJMf8gZoWmU9ZJDU4zVcYy3wlIiup9bWa4rx0q5jvBu875dhzHcRzHcZwfZrO84t4wZX+akxbfO84pDhIWOyHrg9htzG8AdwYc5ylZa1BS8vxal7d2plhraYceStZd3QaQgJT1zMKsrBBC8PxaF6Wki+JssEla4nsSYy3704Lz8y025mIiX51063tSEHiSrNRsHqXcG6X0Ih/fk0zcXNFGCj3JLK/4yo1DXjkudgNUFsRDXUf3f6QNvHJ3SKgkG/Mx8ULrw3/RzvsihKAdeWyPUxbbdRz9tNBMj69FKUTd3Q14SjKIfYyF7XHKZy8vIIRbhG+qduRx83DGKKkYZyXrczGD2EcKUcfVG4uUAl/V79n17PYCY+Hm4YzPXZ4/7UNwniAtK5Dw564uU1SaWwcz0tJQak2p7Ulcva8EvlLEvuTsfIufvLLCJC9ICheP3ESL3RADvHpvRGVgqRMx3wlZ6ATklT0ZHxJ6AhCkheGNrQlKwCcuzLPYDU/7EJwn6Ecegaeeas5z4Cv6kf+DeWHO982TgshTrA1itobpe3Z614lI9eMjT+G5pJwfKq47yXEcx3Ec5/0ZpSXXdiaMkvKx98fGwizXJHnCKC25stKlH7vvPafJFbwd5ymJ48X2+XbA82td7hwkTPN6Xp25n418PDc28hXd0OPsQote7FNWxhVYGkwKcbKQ/sXnV0gLzd2jlDtH6SPz7WJfcXYu5uJimxfWe1zfnZIUFdKd20aqrOWtnSlfv3WEkgJPCiz2ODqXk0hzRB2RLah//+u3jnjpTJ9nV7unfATOk+SFxpOC51a7vHZvTDv06AQeMvTQxp7M8FayngM8zitmecWL6z18BdkH7FZzPjzDpOLm/oxpXnFpsQMCjmYF+9OcvHwwiiD06xEU8+2A+Tjg5v6UO/szhonbgNRUpTY8u9xlklfcOZwxTEuSwjDLS0pjsdYihMCXgnbokweSYJzx3GqPlX6XykXoNlIrUIySAmsFaVnxxtaIbuzRj4O6KHZ8fzxKLaO0YJJWtCOPduAxSkpartjSWIGvODMXceco+UBFbyHgzCAidOOcGqsVekgB7cDjzHyLw2nBOCspKvNIB4sSAt8T9CKf+U5A5CmUqIulTvO57iTHcRzHcZz3b5ZXXNuZvK91JQsMk7o4/vxaz91LnSL3X95xnlKpDe3Q487BjF4rYH2uxeE0Z7Eb0go8fCUotSUtKvYmOfOdkHbgcTTJWVmPKNxCbWN5nkQAl5Y6TLKS1zbHZJUm8iW9KDjpFi20ZXOYcDDNeXGjx6XlDoezHM9zBe8mGiYlr9wd1kVP6lnsAkEYKJSsN7FYa9EGyqq+Pi11kfTbm0O+cGXxVF+/82RWwigtuLTUAQvf2hxzOCtZ6gS0Q49QCipjmeUVe9MCJQUf3ehxaanDMCkRbg2+sUZpQVpqLi21GSYl1/dnJ6NCHt5bVOaaSZ5w6zDh0mKbS8sdJoVm6BI3GqsT+nRCj9e3xuxOcvYm+fFYAv3I2BclBUlhaAX1hdoOEz55YZ5O4HZNN1FlLK3QozLmuGtQsT8teHN7Ql49uPcNPclCJ2Su5eNJgTaGVqjcyJ8GS/OKjUGLld6M7dGD8T292CfyJEoKtLFklWGcPnjvXemFbAxaJLlLZWiqurM3YZZrIk+xPohZrELGeUle6pM0ldBX9EKfwHtw4xQFkoW2S2ZoOted5DiO4ziO88HcG6aMPmATxSgpuTdMubLimqZOiyt4O85TqoxlruUx3424vjPhL760ynwnZJgUjLOKQhsCJelFHnPtgINJzm+9us2llS5zLc8t6DVYpCRXVrq8szvjj28esjYXc7nTQUlBURm0ASUh8OpZ7LvTnK9cP+STF+Z5drVL5OZPNtLhrODa7pQokFS6zspt+QopwNjjLmApkJ7A+Iqk1GAtnhK8vTPjcFac9iE4T1AZSyvweXN7wrn5FucX2ySFZpKWZJXBmHq8xEY/4kfO+7QChTWWG3sznlvtUmr3ftxUaWlYaodsDlPe3pud/LoU9T/3kxgMoG29YPv23owX17psDGLSwm0ua6qFdsDXs5LNo4zdcc6sqE7msweeQEmJNoaissyKCpObOhpZKa6uli76uqGmeUU/9vGV5CjJuHGQYO7f8z70VptXhnvDlO1xxsWFFsvdiH7su7EwDZZrg5KClzcGCDECYL5VbwTNSoO2BiUkK349YuIwqe+bPrLex5OC3G32baw4UCx2QpI8OblMA0+y6L37+6wAFjsuBrvpXHeS4ziO4zjOB5MWmv1p/q5jfh7HAvvTnDNzLXePfErc3avjPKVu6LE9zvn0hQH/00urvLI55Lff3OX2QUJWGZQQaGuJPMm5hRZXVzr8v/78FXYnGdd2p3z2krv8mmq+ExD7HrcPE14+2ycvDZvDlMNpQWkMkrpD2JeS+U7AQjtg6Wyf24cJL230WewEp30IzmOkpUZQF8T6sY+2lqTQzLKK6qE7GE/Uc4M7YR3TOMkqpLKPxNk7zaKNoRd59KK662i5G2EwjJKKSVZSGEsgBd3Ip9/ykQh2Jxm90KMbeWjrFuGbKvIlaanZHma0fEllLL6qW7uN5XgWgeD++NBS17Mot4cZ8+2AyHPt+01VGcvt/YSdSUpWaebbIQvt4CQhp7IWT4iTnx/MCkZpwc4k5fZBQmncddtEk6SkE3osdEK+fuvoOE2lnuP88BmTxzPaBXDnMOX5tT6d0GOauoJ3U/WigFeTMcu9iD/fDblxMOX6XsKtgxnJQ6NBWoHi/EKbS0stLi7Uoyj2JjnPrfVO8dU772V9EDNKyw80CqTf8lkfxD/AV+X8aXDdSY7jOI7jOB/MwaweAfM0ssJwMMs5E7T+lF+V8364ipvjPCWlJC+udnn53Byv3xtz5zBlb1JwMCsfKYy1AkUcFMR+yqXFDj96YR5PgKfcInxTldoiBGwMYkZZya2DhLwyVCdd+fW/K2PYGecMk5LzCy02BjFCQO66RRvJk4LYV2hbdwuO0goJIOoi94Mh3jDLKiZZRT/2aIXqZOa300y9ICArDZ+/ssiNgxn/7Y0dkkITeBLfkycbkMrKUFSGVqD45MV5fvzqEncPE/qh26TSVIPYZ5ZXGCzdyKcydeS1MSBkXTCzcNLF3408PCnJK01SVAxaLo6zqYZJyeYwxRjLsytdtIXDac7eNCevzEn3fuhJljohS92Q1V7I3aOEzaOU4cwVRpvICnhja4w2hhfX+7y+NcZgMVgUdeH7/jgCiUBKwQtrPbQxvLE1ccWzBuu3fObigFIbhrOCw1mJErDYqT+DjT2eA+wrlIDDWUknyBm0AwZxQN+9HzdaO/S4stJ919jr+wT1/w9XVrquA7jhXHeS4ziO4zjOB5fkFU8bzqutdeOcTpH7duI4TynA8MmLC/z6K9v8//7gBuuDmDNzMZeWWlTansRee0owzTVv78343Wv7/D8/d5GfeXmVonALtU11MMsRWEJf8saNCUqCLyWBJ7DmQV1USLAG8krzxtaEn7i6iDh+vtM8vZbPUjfkzmHKUVLfeBig7UsCJRFSYI2l0IbZcQzyUVKx2JasL0RuobbB5lo+V1babA4zDiY5vicps4r9o5TK1htYrAVfCnqtAN+THExyupHH5ZWWK4o2WCvwWOpG3DlKySuNlILe8UxJYyzaghL1OAKoY5LzSuMryVI3pB24W92mGqUl2lguL3XYn5bcOpwhqM9l5D+6uL47ydmZ5Jyfb3N5qUOp6+c7zSOAt3am3D1KeHG9x2cvz7M1yrh3lJKW5qTY3Qoka4OYtX6EAL5+64gzcy2++Pzyab58510stEPOLrT4yvUD3tqd0goU3cinF/tUGgwGicRT9WduXhm+tTni6nKHT19acHOefwj0Y5/n13rcG6bsT+uulocX+pQQRIFksROyPohdsfuHgOtOchzHcRzH+eCq73MU7ff7fOfpuW8ojvOU1hfafPntA371q7ew1nIwzZllFXNtn9hXSCkwpo5BPpqVZJXGWsuvfvUWz6y0+fHLC6d9CM4TeFJyfT9hVmguL7e5uT8jrQyeAHk/f9OC0ZbKgifh8nKbWaG5uT/jR87PnfYhOI+x0o04v9Dire0JgRK0A0Un8pECtKlnAEugJwXzFqZZyazQpEXFufk2K73otA/BeYLCGDqRzx/f2GRzWBeyV3shZ+ZitLEnHYVKCiptSArNN++O2Jtm/D8+e4FSu7j6psorzZXlNn9y+4jQk2gL06wiLw3a2vtvxyghCH1J6Ct8T2AsXFnqkrlRBI1VaM1CJ2B3mrM9TgmOk2/EY8I07PEvbo9TOrFiuRNRuOu2kUpjGWclo7Tkj28estaPWe9HnJtrUeg6LceTgkBJikqzeZSyNUoptaUfV25hoMHiQKGNYVpUhJ4kyTVjU9abQIVACIu1Amstlvp+OvQl06JCG+O6RH9I3O/0PjPX4mCWk+TVyXXbCj0W2m5m9w8T153kOI7jOI7zwX2/KZ8uJfT0uIK34zylWaH5k1tDLLDQDtAWyspw9zCtCyzUdVElBYEniXxFO1DMioo/uTXkE+dcUbSpPClICs2bW2OeWeny0saAYZKTlQawKCnRpo5bDX3JoBUiBby5NSY+N3cyX9ZplkHs8+xql2/dHiGkoDKGaV4yTiuqhwaLehJ6sUc39plrh2hjubraoR+5j8ymKrRhe5hhrKCoNGkhCD1B6Cs8KU7ejy2Ql4a00BSVxljB1jBjve+6zpqqKA3LvZAvXF3k/3xjl3FancRy3j+nAKW1lLlmlmt6sceff36ZpV5AUbmiaFN1Qp/KWg4mBZ3QIysNlTGU2nzPfZSvJJ6URL7kYFKw0A7ohC6ZoYmMMXQjDyHq2eu3DxNuHyY8u9JlsRMShYqyMuyMM97cmZw8TwhBJ1IYV/BurLTQFNoy3wrQpt7sOy00aaHRD91HKVkXxwexZNDymW8FFNqSFtoVSn+IxIFynb1/BrjuJMdxHMdxnA+uFXpIwVNtHFSi3ijqnA73X95xntKt/YQ/ur5HJ/DItWZWaLSpo8wffi8UxlIag6rqjtJu4POV6wd88fllLi13T+31O092vyNQCMH1vSnPLHd4ab0PgnpBXhs8VS+8Y2F7nPH27hRxPAD6aWPjnB+sw1nB2bkWn7k8zx++c3BcID3u7H5ohrexME4qpqlmfRDxucsLnJ1rcTgtOL94ygfhPFZRWl7ZHDIX+3Q3+uxNcvamBUFaEfkSJQXaWLLSUGjDfCvg0lIbJQSvbg7r69tpJCUFB9OcCwttPn1xnt95c49Sf+83jvvbjHwl+PTFeS4stDmY5lxa7Hy4L9h53+bbPrFXF7+UFEgJugIlJb7iJCnHWNAGAq9+HEDkKRbaruDdRBZY6oTsd3KO0pKLCx3Ozsf4SpJVmkpbfF9ycanDmfkWdw5TbhxMmYt9ljoh5gNPmnU+LAezHGMs852QvWmOQDAXB3SC+ruOMSCPxwA9vPlzvhNiDS4a2XFOgetOchzHcRzH+eDqVKOEWf7B1/ijQLpxTqfIFbwd5ykdzAqSoi6ezHJNqetupLnYIwoVnpBU1pDlmqO0Oo7V1dgQTGE5mBWnfQjOE1QGPAEvbvSodB1L/407Q5QUhJ7Ek4LKWPKq7kKbbwdcXemilMATPNIt7DTH3fGMQRzywlqfe6OMWaFJivvRyMfdorbuTAo9SSvwOL/Y5oW1Pv3Y5+444eO4UQRNNC0qNo9SFtoBxliWeyFXVzoYW29AuR/FGQcKKWCYlmhtUQruHqVMCxfX2FSBJ0lKw3duDXlhvc/f/FTEW9sT3rg3YfRQzOYg9nhutcvV1S6xp/jq9QOeX+/jHcdkO00kWOlHFDeOGOclncBjfRCdjB64XzzzlEQbyzgpOZwV9EKf1b4bMdFULd+jG3k8v9pj0A6YZBW3DhJuHcxIHlosaIWK8wttzs23eH6ty9GsoBt5tHz39bSpkrwiKTXDpGCuFeBLyTAtAY2nHnRuCyD0FYPYpxN5DJOCVqBcNLLjnALXneQ4juM4jvPBxYFisROS5MkH2pItgMWOGwF0mtzdq+M8pUIbrIVJVi/ebAxiFrshoaqLodpalBB4UpBry/6knlE5yarjaD9XFW2qyJcsdEOkEGwOE/anmoW2jxTypIMl8ATtwMNYwzTX9GOPjUELYy2x7wosTdQPQt46jk/9xPk52r5id5qxNcpJiupkznM78FntByx3Ip5b71FozVs7E55xiQyNVZSahW7EOC05NxcjpWBnnLM5TEhyjbF1F38rVGwMWqz0Qoyx3D5MWexGFG7Oc2PFgWKSVhQa/uCdfXqRz/NrPT59caFOVTn+rFVSMM5K3tqeMM5KWoHPOC1ph+5LRlOVlWE+9rm83Ob2YQLA/jSvr9mHvlJKBK1Q0Q09Qj/g3HyLudinqFwncBP1Wz4r/Ygzc5Jru1O+ev2ApDQUWj+yUJCVmut7M7aHKZ++vMAL6z3KytJvuc79pqqM5XBaMEnr7z7tsN7ckJWGXOuTTSqhUkS+xNh6jEheGg69gmrRXbOO82Fz3UmO4ziO4zhPZ30QM0pLhkn5vp/Tb/msD+If4Kty3osreDvOUwo9SaENse9xZaWDBEZZyd1ZSV7pk9mToaeYa/us9kKWe3XBrdCG0HNF0aYKPcGzK13+2+vbdGOf8wsxu+OczXFCUuiT6OtWoFjtRZxfiPGk4Ob+lL/wwiqB56LfmqgVSl65O+KtnQl/4YVlXtroM0xb7E5ypnmFMRYpBb3QY7EbMoh9sqri176+xdWVLh8762Kvm0opQduT9OditkY537o7BCyBkkgpEUAFZNOC7VEGCD56ZsDZ+ZiyMijlrtmmGqf1F4s7hzNW+yGt0GN/WhzP5pacvCFjGGeaVuiRlhV3DmdcWmp9oC8mzodLKUlaaj52bg5PSX7/nf3HxtWDJU8M07zixy4v8tJGn7SsXPd+Q/VjnxdXB3zp2i5vbk/ot3zCypAV9abB+5vLfCmJAkXkSd7cntAJPX7iyjKD2BW8m8paGGflycaF/DjSyJOCrvfgvGljSctHN/aOsxLr6t2O86Fz3UmO4ziO4zhPpx16XFnpcm1nwigp3/VeSlAXu6+sdGm7hJxT5f7rO85TWuyErPVDenHALK+4e5SSlpqiso+8AU5zzSQviX3FmbmYF9d7TLKSxY7bLd1UvcinG3tcWe3xrTtD9iYFUkLkKwIlT7pFpRQM05LDWclSN+CjZwd0I49e6BZrm2iWG24dzLh7lPLvvnqHF9b6PLva5fJyp47PtRYpBJ6STNKSP7pxyOtbI/LSEPuS6VN0RjgfjrbvsT4f88bWhK/fPkQfz/1NS4OE47x6uL/8LgV8/fYhn7m0wPNrXdqBux1qqt1pRqENz652UVIQ+YpRWvL27oRZ8aCjsB0olroR/dhnvh3Si3zyyrA3zU77EJwnyMuKrLLsTVJ6kcePXV5k8yjl7rC+n7qvFSg2+jEbczG9yOPuUcJyNyIrXTxyE/Uin0JXbA1TBDAtNL6UrPQjfCXvvx1TasMkrZgVmm7osTVMKXRFJ3L3UE1lsZjHVK0rY6neKy/Z1s93HOfD57qTHMdxHMdxnk4/rlMG7w1T9qc5aaEfGRWjhCAKJIudkPVB7IrdDeDOgOM8pTODmJ98bpXfvbbL9b0ZSfn4iHIL5JUlryqKasal5TZ/7uoKZ+fcF8iminyPvDTMtwM6kc9bOxMEgk7k4as6pt5aS1EZplmFxXJxqc18OyCrjJt11lBpWaGkJPQVw6Tgd6/t87vX9nlmqc18JyD0FHmlOZwWvL03A8CTMGgFCCEfKcA4zTLX8dEWXt8c4UlBWdVD2T0pkALuV7yNrRfmjamTHF7fHPHsapd5F6HbWMYIbh3M+MLVJa7tTvlvb+ygjWW5F9EOFEoKtLFMcs07ewcoKfjzzy9zZbnPl97a5XOXF0/7EJwn0AaGs5zNo7S+JgPFMyttLi13yMqKylg8KYh8Dykso1SzeZQhJfhK4CbDNJOxlv1pQTv0GLQDFrsBSkiMtZTanmwa7ISK+VaAtobK1Lvn96cFuKJoY0WepBv6HFTFB35uO/SIPdcp6jinwXUnOY7jOI7jPL3791Jn5loczHKS/MF6RSv0jkfIuO86TeHuYB3nKYW+5NJSm1/9o+yRYnc39Ih8ebIIn5WGSV53ISWlYfMg49Ln2vgu0ryx0rJinJb81re3eGaly198cZWdcc7uNCMrdd2hIqAX+1xe6rDSC9HG8pvf3uKvfHSdae4idJuoKC3dyEMAgSepivq6fXtvBscF7u8WeHU3WjfyKJ6wqcU5fUIIitIwKzVKSPqxxFIX1Iy9f94EvpC0ZL2YVxmYlZq8NAjpIs2bKg4ll5e7fO3mEWVl+PFnFimNYZxWpEWFNhYpYKUb8sxyG19K9sc5o6TkynKPVug+a5vK9yR5ZUhLTegrZkXJKM2Zi0OiQBL7gspYkqziMM3xlMST9eajvDQE7j6qkbbHGe/sTWkHil7c5nBWcDQrGKYleWmwWASC0JcMYp+5dsB8O0Brw/X9KVujjIVOdNqH4TyWYLkXcpgUHyieXAhY7oW4uyjHOT2uO8lxHMdxHOf7EweKM0HrtF+G8x7cXazjPKVpWtINFD/1whL/6Zv3WGwHLHZCAl9SVgZtQMl6QbcoDfvTnP1ZwU+9sEQ3UMwyVxRtqllesjPOCHzJ9b0pq/2Ic/Mtzi+0mBUPdnG1Aw9rYX+asT3KCH3JzjgjKVzMajNZlBAMWj5ZaehF9bWaa/PIwq0UECiJ70mshUHLRwnhes4abHeck5eac3MttkfZSbFbG4N+6OQqYQCJkqAEbAxaFJVmZ5zzkVN79c67WWqHdEPFHx+lXFnu4Ku6U1QJkMfXpRT1P0oIAiXpxT7XtqdcXemw0HLjQ5oqKzSRr0gKjTaWXuzT60YIoKgMRWWQQhCHivWwxTgtGacleWWIg/p5TvMcTguSwuArwTirGKUF+XFCipLiuNxdy0vNKC3wlKQdKGa54XD6wbuHnQ+HsZb5dsBaL+Le6P2Pi1jrRcy3A6wb4u04p8p1JzmO4ziO4zh/1rmCt+M8pYOk4n//1iY/dnWJ1X7EH7y9z864wFjwPYEnJZUxlFXdfbY+iPhff/QMZwYx//mVTf7GJy+c9iE4TzDONTf2Z6wPWozSknf2ZnzjzhBfSsJAnZzbvNCUxtCL6hln/djn5v6MsZv13Ejt0GN7nNKPAgDuDVMCT9KJPIQ4GfOMtXWxpTKmPq9RwM44o+M6HRprlBbsTXKurnYRQnBtd4I24EuBkgIh6vNaaXscbQ9XlrtcWemwO84Zpa7A0lShrwiU5MWNPrcPZrx6b4yxdZpK6EuUEGhryY/TVKSAl9Z7vHi2T6AkcegWbptqVlZEgeTqSoejpEQAm4cJk6yiMA96QQMp6UZeXRCPfQaxT+RLEjfDu5GmRUUnVOxOcrbHeb0ZRUlaUlIZfRJp7kmFFPXYn7tHKau9kJVuxNRtGmysVuixPcq4sNAGYGucUVaGpNRU2mCsRQqBpyQtX+F7krVexIWFNlVl3cgfx2kI153kOI7jOI7j/FnlvnV+n772ta/xX/7Lf+HLX/4yr7/+Ont7e/i+z/r6Oj/2Yz/G3/t7f48f//Eff9c/41d+5Vf4+Z//+ff19/2bf/Nv+Lt/9+/+Kbxy5/t1OCu4tjdjY67F2fkWP/ncCuO0YHdSMMnKkw7vXuSz1A3oxQHzrbog+tbujIOZK7A0VV5qPFVHrVbaHBdDBd3Iq+d4S0lpDFMp6kV6AZU25JVBKXnSyeQ0SzvyWO5GfGtzxDNLHQatgGleMcsqisrUnaJA4EsWuyGdsI4/f3tvysc2+nQj95HZVEIIDpMChGB9UHenTLKSo6QgLy2WekNDJ5IMWj7dyGeu5THLNUdJ8VC/odM0WaGJQ8XuOOXNnclJ/OYkr5jk3/t4Y+HNnQmRL3l2pU2Su+JZU0VKkeQVHznT5ztbU37ztS2KyhJ4Ak8+2IVUGcvto/rX/9KLazy31uH63pTIzQNupFBJstIwSkvKSjPJ69EDoSfxlUQKQWUtM13U901S0A09RmlJL/IJlYuqb6qFdsgdLyEvDRvzMQi4c5AwzSry6sEmldCXtH3FWj9iYy6m0IbQlyy0XeKG4ziO4ziO4ziO84PjVu+/D1/4whf4vd/7ve/59aIouHbtGteuXeNXfuVX+Nt/+2/zr/7VvyIIglN4lc4PSl5VfPzsHG/vzbh1mHBxsYuUEk/W3d3WGjxZz/KWUpIWhi/f26esDB87O0deuUX4pvKlpBUoXt+asDfJ+NSFec4utNDGkuQVpbb4qo5+U1Jw5yDhqzcPWepGvLDWxZdusbaJitLw/HqPb98dsT/N6bcCuqFHy1cUD3UmBaq+bktjGSUFwsJz6z1SN8O7sbqhT+QrXt0c8sJaj5VuSD/2eGaxjVICKQXGWLS2ZNoQeYqs1Ly2NeTyUode5J/2IThPUBlDkhtGaYUnBSoQVFVd9Ray3oxksdwf1e559faFUVoxyx+NtHeapRUoLix2+MatIXll+MylRbaGKQezHG3sSepGHAjmWyFrg5hhUvCNW0M+dm5A28WuNlI39igqwyQrKSpD5CustfiqHidRX7OgpDpO4BAnjy+1oRu7r6dNFQeKxU7IG1tjtkcpSkrOzrdYHURkhTmJRo4CiS8laaF5c2vMaj/m+bmei0p2HMdxHMdxHMdxfqDcisL34d69ewCsr6/z1//6X+fzn/88586dQ2vNH/7hH/LLv/zLbG5u8m//7b+lLEv+3b/7d+/5Z/7Wb/0W6+vrT/z9M2fO/Km9fuf70418fE/SCRWzwvC/f2uTSVbRjRStwMNTgkpbkqJikmm6kcdza726Q1hJOq7A0li92EcbMMbyMx9dJ8k137wz5PZBQlLok3jkVqA4t9Di/Hybn/noOr9/bR9toB+7c9tESVWy2gv5mY+u81/f2OHG3hRPSTrH1+v98zrRFdOiotKGdujxVz66zmovJKvK0z4E5wm6kcdaL2J7lHFzf8aLG31+5NwcUgqSvI5a9ZSkFSqMsby5PeHm/ox24LHWj+i47v3GKrXlrZ0x3ePREXuTnG6oCH1JvbWoLosaIC8NeaVZ6oZ0I5+3dsZ89vL8qb5+58nakaIylu9sjTlIcp5f6/Ej5wcEniItHmwuiwOPstJc253wxtaYhVbIS2f6tFxcfSN1Qp9WoMgrg5SCOJDEfv0eW1YGbUEJ8MP6Ck7LirSoU3JiX9EN3T1Uk823A7SxjDMNaI4oaQUKX0kiJTAWZrkmKR4kWS1169nfjuM4juM4juM4jvOD5FZ4vw/PPfcc//Sf/lP+2l/7ayj16KLbZz7zGf7W3/pb/NiP/RhvvfUWv/qrv8ov/uIv8oUvfOFd/8yrV69y4cKFH+Crdv60zLV8eqFib2L45u0h+8cR5UKAtuBJQWUsaaEZZRWjrCIrDT96YUAvVsy33IJeU4WeZKHt8+NXFrmxP+OrNw/RBmKv7vy+33WWl4ZX7o557d6YT12Y5wtXl7BYAs91eDdRNwjYrDKeXemQVYbffXOXUVYRKkngq5NrtiwMaaHpRx6fv7LEsysdkkLT9d1ibVPFnuLySodSa9b6LTKt+f2397l5kJBX+mTOc+gpLiy0uLra5S+8sMq9UcIzyx1aviucNdU0r7i+N6OoDC9s9DkzFzPNKsZZRV5qDBYJxL5ipRvSiTyUlLy2OWLfl0wyl6bSVJ4Q7IwzVvsR5xbajLOS37u2j7DgewIlJdoYyspiBSy0Az5+dp680uyMM3zprtsm0sawOohobyk6kU9eaXbHGQezgrx8NPZ6oR0w3wnodH2macHqIKI0Lk2lyYZJwUo3Ii00W+MMayEp6uL3dxMC1noRK92IYVKw0HGR5o7jOI7jOI7jOM4Pjit4fx9+/dd//V1/f3FxkV/+5V/mr/yVvwLAr/3ar71nwdv54RH5CisE37g9YpKVnJuLWeyG+EpQansS63f/5/uTnJ1xxjduj7i01CF2sycby1jDsytdfvftfb5y45Be5NGP/ZPFd2vrRTzVrn8+Sku+cuOQVqD4wpVFjHWLtU001/KRUvCtO0MuLbW59LkLTPKK3UnGKK1OrtlB7NcdoqEHWL51Z8jVtR5zbbdJpakMluVOQOv8PK9sjvit17axBpZ7If3YP9nMkJWab90Z8crmiL/44iqfOD9PJ1BUrsDSWNaCpyQLnZCjpEDrOqJcAlJKMAYp627vUluOZiVKCdYHMeO0xCWaN9f+rGCaVcy1Q8ZZycGsIC01eampzIMT50lB6CsOZgXt0GO+HTLLK/amGdA/vQNwHmuUVCx1Aj53eZHffnOP24cJ2lgsj16MaanZHGZsj3POzbf4yWeXWOoEjBO3SaWp0kKzO8kptOHiUpt+y2d3nDPOSkr94Pz6StCLfJZ7IfPtgLw07E5y1gctF2vuOA2QFpqDWU6SP/j+0wo9Ftqhu0Ydx3Ecx3GcH2qu4P0D9pM/+ZMnP37nnXdO8ZU4f9qEFQyTkqLSvHymjwX2Jznb45yselA8iTzJai9kuRey0gu5tjtlmJR1xdRppMj3kEpwc2/G86tdkkIzzsqTouh9nhT0Y4+5VsDGIObG3pQ/9+wSke/eWptISUFeGSZ5xf6sPIlcLbWl1IZKW6wSFNpQVIZE6vrc5xVFVRfVnGaaZgVn5lr89+/s8urmiJc3BkS+pKwM2XGEbiRgsR1wcbFNVhpe3Ryx2A74qeeWSXIXV99UvhK8sNZje5yxPc7Ym9TznVuBwlN1odtQx9YnhUZJwVI3ZKUX8fxaD1+5z9qmGqX1+/AoLbk3TPGlRIWC0JP1+/Hx5jJPCXwlkQjuDVPCRcl822eUuuu2iaSw9Yif2GOlH3HnMPmeYvd9FotAsNKP6MYek6xCCrdLpakOZjlpoTEWdK4ZxAEL7aCOMC8rtAEloeV7tEOFNpDkGgvYwnAwyzkTtE77MBznf1izvOLeMGV/+uBavk8KiIOExU7I+iCmHbrvs47jOI7jOM4PH3cX+wOW5/nJj7879tz54XaQFMzyik9dXODmwZRruzOMraeJSrg/VpS8Mtw8TLl9lHJluc2nLy6Q5BWHs/zd/wLn1BhjGaclL57p89rWmKOkICsNxjy6CGusZZZrtLFIFfLSmcFxR6FbrG2iYVKSFBXnF9q8vTflj945ICk1Z+ZierFPICWFMbyzN+XuUUrLV3zm8gLPLHVI8ophUrz3X+Kcim4c8M07Q46SnI+fHbA5TLk3Stmf5KSlqWcQCIh9yWI3ZKkT8vGzA45mOW/uTPjoGdcl2lShJzm/0OLbmyP2JjmVrjcwDNPv7QKVAqy17E1ylBB85uI8oRsx0Vi+lExyTV5pIl+xO86QUhIogScf2qhg66KZNoblXkReaSZ5he82ITVSHHrszQq++vYBL2z0+UsvrXLzcMbNvRmT/MF124s8zi+2uTDfxleS33xlm08/s0AcuK+nTZXk1UmBzFJ36UO9MWneDxGiTuWojGGaPxpxrq0lyV33vuOcllFacm1nwigpH7sFyVjqzSt5wigtubLSpR+7dCvHcRzHcRznh4tbUfgB+9KXvnTy4+eff/49H//zP//zvPnmm+zv79Pr9XjmmWf44he/yD/4B/+AjY2Np34dd+/efdff39raeuo/+39Uo6xAW0taavandZeRFCd17pqoi9/3f74/LVnpaUJPMMxcZ1JTHSQF39me0Il8uoHHts6IfEnsSwz1goB86NyW2tINPNqhx5vbE66udk/5CJzHGWYFsa94Y3/CV28cnnSCCgTT7MH8SUH961mh+eqNQyJP8fxal2HmCt6NZQV3j1IGrZBhUjLJKiaZJi3Mo/NgLUwyTeTVi/aDdsidw4SPn507vdfuvKtu5BN4kqVuyK3D5GRj2eP6tq2F0oK2hqVuSOhJupFbrG2qVqgoK8PupCBQkuVexDSvSIrq5DxbQAlBHCg6YYAUgt1JQS8KaIduI2kTKSE4mOQMs5Lff2ePjUGLSwsdri53ycr6PdmXksiXaG25fZSwOUwQCPYnOcqlMjRWZR6/obNOyvneGd7v9/lOM7nY6z87ZnnFtZ1JnTL3Hiz1JuFrOxOeX+u5Tm/HcRzHcRznh4q7e/0BMsbwz/7ZPzv5+d/4G3/jPZ/zO7/zOyc/Pjg44ODggK985Sv88i//Mv/iX/wL/v7f//tP9VrOnj37VM9znsyXknFa8tb2hH7sEweKWVYyyfUjncBKCjqhoh35BEry5vaYZ1d7rjOpwYrKsDvO+cN3DvjIRp9PXZxn8yhlZ5JRaoOgLo0GnmS5E7ExF4O1/NfXtrm81CGv3DzgJgqkZG+S87Wbh8y3Q3wl6rm/xlJogzEgJQRKMoh8TORTasvXbh6y2AncRoYGO5rl+Erw7c0xf3j9gPl2wGInZLkbnnQEK1HPgi60YWuc8drWmM9eWuAjG30Opy5xo6nakcfOOKMb+Xxko8+r98ZoY+ui98NNwPa4OCoFL6336EY+O+OMTuRudZsq8hVS1l2jI13H1HdDj17sY4zFWIsUAikF1liSoh4z4R93gIe+K7g00SStSI/nsHtScOcw4frejIWOTyf08ZSg0pZpXnIwLfGVQElBZSxZqd0M7wZ7JHnhFJ7vfDhc7PWfPfeGKaP3Uex+2Cipx41cWXHffxzHcRzHcZwfHu4byg/QP//n/5yvfvWrAPzcz/0cn/jEJ5742EuXLvFzP/dzfPaznz0pTl+/fp3/+B//I7/2a79GlmX84i/+IkIIfuEXfuFDef3Ou4t9RVpqsspQmpzQ8xi0AvotW8+epO5O8pRAUM8OHhU52kBaVsRuobaxrIWkrBinFX9044Czcy3Ozbe5stIhKw3aWJQURL4kLw23D2fcOUrQun7eE0ZVOqfMU4LrezNCX9EOJWluGOYleWVOuvbv/zv0JN3Qpx1KrJFc35vxk88tnfYhOE9ggN1JwR9dP0Ab2JsU7E8K5lo+cSBRUqKNIS0MRw9FOf7R9QNWehFui0pzTdKS0Fe8enfIs2s9vvDMItvjlLtHKWnxoKOwFSk2BjGrvRhtLa/eHXJhcf0DL/A6H5524LHYCZlvB+xPC5JCMy0qQiXxlHwQj6wNuTZI6sLofDtgvhO4zQwNNSlKIk+xNojZPEpQUhL6dZLK6KFRBEoIQl9iLBTasDHXIvQU08Jds03VCr2Te6UPSom6O9hpNhd7/WdPWmj2p/n3nM9685h8ZBRBqR88ygL705wzcy3X0e84juM4juP80HDfOn9AvvSlL/GP/tE/AmB5eZl/+S//5RMf+7M/+7P8nb/zdxDi0V3vn/zkJ/mbf/Nv8uu//uv83M/9HGVZ8g//4T/kr/7Vv8rq6uoHej137tx519/f2triU5/61Af6M/9HJwT4qo5jLLWlqCrGGFq+h+dJJAKDJck1SVkhkBhrEAhCJR+fx+o0grWWrND4nkBKyfY4585hSif0iEKFJyWVMWS5ZppX+J7EUwqBISu1m+HdUGllGGcF7VCxPy1I83pu7FI3rBMXjvNzS2OYpBX705y4VCy0AyZ5SeY69xvLWMutgxna1KMGAk/gK4Wxlln+IK4eoBN6lFpTVBZt4NbBDOOu2ca6N0zxpeCj5wb84Tv1BoW1fsT6XIuiMiddpIEnKUrNnaOEnXHGZy8v4EvB1ig97UNwnqAwhvm2Ty+uv44cJgXG1J2+D8cjC1Gn6kgJ862AXuwx3/bJy/eOUHY+fJW2VMYyF/tAi3tHKdpapKw3gN7/rNXWYrRFCMHGXIu52Kcy9aZRp5nqKOvk+HP1gfcqnAFEgWShHX6YL9f5gFzs9Z9NB7P8ZIOgAKJAoUS9cWGc1ZvxlYSW79EJFdpCVmgskBWGg1nOmaB1qsfgOI7jOI7jOO+X+2byA/Daa6/xsz/7s1RVRRRF/If/8B9YXl5+4uP7/f67/nk/8zM/wy/90i/xT/7JPyFJEv71v/7X/ON//I8/0Gs6c+bMB3q88958KVjuhiz1Qu4NU5CGyPeQQqC1RR/vo5ZCEHoeWVmhjWV9ELHYDQlcrF9jBZ4kDhRLnZD9WckkrzuStCmZFtVJd4vWlsJY0srQCT2WuyGtwCPwXFx9E2ltGLQC3t6dIRCsz8VEvsIcR5rfj71uBx7dyCcrNcOkZJxWPLPcRmtX8G6qrDLc3J8ReOIkPaMyhrS06O8aMeErQeQrIh/SUnNrP3GbGRosrwy/d22fn7haJyx86a093tmbMd8OaD20ASnJNYezgsAT/MTVJZ5Z6vClt/a4uNg+5SNwniTLK+baAecX2ifpG9O8otJ1ZL2UYI4vTaUEndDDk4LzC23m2gFZ4QreTRR4El8JkgL6kUd7ucNRUjDJK4yxCARWWJSUdEKPuVaApwTG1oVTdw/VXHGgWOyEJHkCvP/CGcBix819bjoXe/1nU5JXGMvxKBDJ4axgd5wzzspHNqb4StCLfJZ7dfJKXtabCpPcjZlwHMdxHMdxfni4gvefshs3bvDTP/3THB0doZTi3//7f88XvvCF7/vP/YVf+AV+6Zd+CWstX/rSlz5wwdv5ARB1p0Mv9gi9NoezgrwyZOX3Fk58VS/qzbcDQu+4w0G4gndT9VsBlxY7fHtzTORJBB6hJ4n8ehH2flw9QFYa8soQenVs8sWFNoNWcGqv3XkyJSW92CfwJKvtgFmh2RplHM4KiocKnoEn68jcdsCZuZjDWUEv9pHCLcI3lUDge5K2VRgLSa6prP2e2NW6c9TiCUsrVLQDReAddx06jRT5iqzS/O5be3zy4hw/9/EzvLM35c3tCXcPi5PHDVoen7wwx+WlDpEv+N239sirOsXBaabAV2SF4dmVHsbCncOEfhRRWShKjbYWJQSBr/BEvbHl7HyLZ1d6ZIUmcOe2kVaOU1PaoWKcVljgwkIbXwlKY7G27ur2paDUlmFaog30YoWvJCvd6LQPwXkX64OYaV6RlfqkcFZqgxDiZEOotRm+kieFs8hXrA/i/z97fxJrWZbn9Z7ftXa/T3/O7e1a5+bmvUd4RGQ02ZOZJFmQDyjegCqUiBICMagcMGTADDFggIQEo0IIlUqoJF5lpQrxEh5NJpANkZHRh/du7tbb7ZvT7n6tVYN97ZpZpJmHu4WH3+2wPlIoIszPMT9bW/ucvdd//X//s/7o1od4Uuz1j2Jjr5vvNAnHkdzYX7A9zXhcsFGpDIeLgqOkYL0bcmnUAuqit2VZlmVZlmV9VtiC9ydoa2uLP/tn/yxbW1sIIfiX//Jf8pf/8l/+RP7ulZUVRqMRBwcH3Lt37xP5O60fT15perHHhWGLe8d1ZGpaKGZ5RVE9mOHtu5JO4BD5DrHvcm4Q0Ys88sp2JjWVQHB5ucXvv3fAUsdHCkFWKpJCUSj94Nw6knbgsNT20cawPyu4vGy7CZvKEYJ24PH8Woe3tqbcPk5OF3weLneWSrM7zdibZVwYxLy00aUdeDg2laGxAlfwwmqX798bM09Lqsec1/u0gcIYdFbRjT2eW+0QePbcNtWoFbDRi/iTm0fcPFrw6rk+z611+PLlAdqAVgbp1IWWaVrx/t6c1++NKZXhK5eGjNo2Qrep+pFH4DqkpeIL53usdgLe3Z2xe5xQVHUEttYG35VsDiJeOddjox9ynFREnsMgspvLmmi1F/HMcos/uXnE5aUYY2CeV6Slojy9Pzaok0SOZ5ZaCAG3DxNeXu+y2rcF7yZrBS5rvZBvXD/kaFEQug5S1tHHxUlhLfQlnpTsTjNKpfnqMyMbed1wD8def1w29rrZ7nd239hfsDXJfuTrjeH0dZeXW7j2+ceyLMuyLMv6DLFPnp+Qg4MDfvVXf5Xr168D8M/+2T/jb/yNv/GJ/jt+eMa3dbY8KcnLis1BxCKvGKclvivpS59Ka4ypm7hdKXEkFMqwEXtsDiKKStUzg61GKquKYezxa6+u8a2bR8zzilIZHCmIXaeO48RgNKQncW+R7/B/enWNQexT2s0MjeQ5Eq0Nk6QgKxUCeOyo0JM/cwVkpWKSFPQjD8+x12xTOUJwYRTx7dvHIECYk2L3Y342hTk5xaKeNXthFCNth3djDVsez622+ZObxyhlOFrktMYuUoSn1yolIGB7nHG0yFGqLqk9t9pmGHtn+OmtD9MOPdZ7Ae/szvj2rRntwOVzm31eXO8yzyoKpeuNZaGL70j2ZxnfvpWyOYx5ZqlFHNrHmCbqRz4vbfSYpCXjtGSalkyziklakJUabQxSCEJP0ot8slLRjTyeW+vw4kaPfmg3MjTZIq/YmWQMWj5JobhzmLA7y8kfSsoJXclKJ+D8KGbQ8tmZZHRDzxa9G+x+7PXTUMbGXjdZN/J4f2/O9vRHF7sftj3N6Mcel+xoGMuyLMuyLOszxD51fgImkwm/9mu/xltvvQXAP/pH/4jf/M3f/ET/Hfv7+xwcHACwsbHxif7d1tPpxz5aw43DGaN2gDawM04ZZwWV0adFUVdKRrHPuUHEqB1wfX/G5VGbQcsu6DVV4DrMsoqX17skecV//+CAwKsX3I25H8cpEa6gUJq8rPjSxQEvr3eZpnW3i9U87cDFcwXXdudEvsO5fsQiV8zyPz3DrhN4tAIHAVzbnXNlpU3bFlcaK3Qd2oHLa+f7fPPGEZ6EUmseN5rblZxuOHrtfJ9O6NoYzgZT2nBx1OJrlwdEnouhjr7++vVD0vLB5qLIc7g4jLk0anN51CYpSy4ttdA2irOxepHPWi/i2u4cpWF3mvPW9gwp699hRwiUMeSVQmsYnUQjOwjWeiF92+HdSKHvcH4QcncY8+YbO7y5NUFpQy/yCDwH93TzWcntwwRHCl7e6PHquR4XBiGh/T5utJ1JSpor7h2ldTQy0A1dKm0e2uwrMMD2JAMD3kiyM0m5smLnPDfVjxtbbWOvmyvyHMZp+dgY8w9jDIzTktiOD7Esy7Isy7I+Q+zq/Y8pSRJ+/dd/ne985zsA/P2///f5e3/v733i/55//s//OebkKeUXf/EXP/G/3/r4DIZRO+D/eHMXIRYst0POj2K+dHGAkOJ00LPRhr15ziSp+NbhEcbAT10c2UX4BjPSsNKN+I9vbvPqZp/VXsg72zPeuDthnJUI6tM7jD1e2ujxwnqHTuDy397b49deXsdIe26bqFQa33UwCMZpiXsyY7QTuihj0BqkrLuFtTEsckWl6w5D33UoH1c9tRph1PGZ5xXnBxEw5Bs3DpEI2oHAERIh6oU7ZTRFadAYvnp5xPlBxCyrGLVs7HVTTdKSlufwF15d5/ffP+B339qrfz8luEKcjpgoteb9vTnXDxb8yksr/PoLGziivtatZop8h1lWcG4QcbTI+aOtKUobtDH1fwMScKRACsE4KfnZK0PODSJmWWE3qjRYUmqUMax0Q+ZFhdIgjDlJVTEgJbHn0G8FOBJWumHdJVra39kmSwvFJC25efhoNLIGtKmvXYlAn6SmPByNHPqStFD2um2oHze22sZeN9csr+Ak+ejjPKEK6jfM8opebDeYWZZlWZZlWZ8NtuD9YyiKgr/yV/4Kf/RHfwTA3/27f5d/+A//4cf6O27evMnx8TFf+MIXnvia//1//9/5B//gHwAQRRF/82/+zaf/0NYnZpqWVErzzFKL79855tmVDqudAM8VaF0XxIUQSE+w2gmBnA/2pnz+/IBKa6aZXYRvqlC6gGHUDvl3P9imH3lcWm5xYRCRlJpSazwpiT2JMobXb48ZpyWvXRhgMISO/WptoqOkICsqXtzo8Ma9KZXW7E0rHClwHXE6L7bSBqUMgSdxpOTFjS5ZqThKirM+BOsJ5rlisx/xr795l9cu9PnLnz/H9iTj7tGCeaFOi6KdwOfcIGa9F6KN4RvXj/i/fPk8s9x+HzfVUZbTDj2u7c9RyvDCapv9RcH+NKd4aONYIAVL3YDllo9Shv15ztXlDkdZfoaf3vowk6SgVIbrBwuEELx2oc/tgwXXDxIWxYNrshV4PDOKubDUQgjB9YMF/dhjkhR2Eb6BskLx7s6M1++OubzUYr0XcOc44dZBwiKrTiPN+7HLhVHE+UFM6Dm8fmdMy3d5Zqltu7wbapIW7Ewytk9mc8+yirSoKE+6u+8TAmZSEPkundA9jUZe70dEfnR2B2A9URy4SMFTxZo7QhDbuPrGSvKKbuwxzUrm+Ucfu9UKHLqxZ+PqLcuyLMuyrM8U+2TyY/hrf+2v8R//438E4Jd/+Zf5W3/rb/HGG2888fW+7/Pcc8898mc3b97kl37pl/jpn/5p/uJf/It8/vOfZ2VlBYDr16/zW7/1W/zWb/3WaXf3P/7H/5hz5879hI7I+jjSUvOtW8d88UKfrz4z5K2tKW9sT7h9mDB/6MGwHbhcGMVcHMT8nV+8QlFpvnXzmGeW2mf46a0Pk5WKO8cJ3dBjuRvw1taU17cmXF3tsNQOCFzJrCi5cZBzbXdG6Dm8tNGlG3rcPU64NIzP+hCsx1Da8O7ujMtLHcrK8MbWmDhwWWr7RJ5zWvBOS8XhvKBQipdWO6x1I97dmfHVy8OzPgTrCW4ezem3fH76yohv3DjkXD9itROw3PVJc0WlDa4URIGDRLA/y7g3TvnalSH9lsetowU/dWl01odhPUYv9HlvZ877uzNcKejHPp3YY6UbkhUVyoAjIPJd2ifn15WC93fnBK7D1TX7W9tU+7Oce8cpNw/mbI0zlDGsdUN+5tkhpTIoY3CEwHMEaaF4d2eKIwQb/ZCVbsD5YW4L3g20M025cTAn9j1uHC7IcoXvOlwYxWSlRmmDI+sZ3lJIbuwvCAOHduBx42DO7jTlor1HbqR5VrI7zetNgIuCvNQYIHDlSRJDXTBV2pBXmjItySvFsOWzO81Jsgp6Z30U1uOMWgGRn7D4GAXR+0Jf2qScBqu0IXQd1vsR2+OURa4+tNNbUBe71/sRoevYuHrLsizLsizrM8UWvH8Mv/3bv336v3/v936Pz33ucx/6+osXL3Lz5s3H/rOvf/3rfP3rX3/ie+M45p/8k3/C3/k7f+epPqv1ySsqTTtwWe2FHM4LslKTFYqi0qcz7IypY5SzQpGV9Z+v9UJaew6ZjUdurKSsuHuc8s72nGdXWvzqS6toDYuiIi0Us7zCFYLNQcRzKx2khKRQ/OH7B7y43mZR2J3wTeRKge85fP36Pj//7BKfO98jLSoO5gWzrDpdhN8cRHztGZ/Id5mlBX9wbZ8LSy0b19hgwgh+9+1t/tJrmzgS/rdv3yMtFKu9gF7o4kiB0oZJVrE7yYl8h7/6pXN85ZkR/+a7d/m1l9fP+hCsJ+gEHu/vzfhgf07ku/iuxGjoBA6th7pApQClQEvD3iwnLSpCz+GnLg7O8NNbH2aeVdw4WHD7KCGvDFIKbhwuiD0Hz5EIKTDaUCpNUiocKdFac/soYaUT8vlz/bM+BOsxtsYpeVknGb2zM2V/lp/O8I485/T7OC3reGxHCpY7AS+sdfEdyb2xLXg31TgtOVzkdbG70sSBQ+DUaUdFpSkUOBJCT9LyHXKlSYq6OB64kuPUJuU0VeQ7LLUDkjz52LHXS+3ARtU32P3nl5bvsjmMOZoXTLOSotKPdPQ7QuC5gm7oMWz7hK7zyPsty7Isy7Is67PAFrzP2Je+9CX+1b/6V3z961/nW9/6Ftvb2xwcHFBVFYPBgJdffplf+ZVf4W//7b992vltNYMr4WeeXeKbN4/5d69vsTmIubTU4vm1Lnn5oKMw8ByKSnHjYMEffbDPX3h1g599dglPnvURWE9SajiaF+RlRVYqIs+h0pqsUiwKddp1JiT4jsQTkqxUZGXF4bzA7mVoJs+RjFo+qtJ0Ao/QlWjtEHiSopKnBW/fkwSuQ+hKCDw2ehGjlo/n2Iu2qVqhQ+S5/PsfbPHKuT5/6+cu8/b2hNfvTrh5mJy+bhD7/MqLy7y43qPtO/z7H2zR8j1aoV2obaqsVNwbZ7y/v6DlO/Qin3bgEgcO4v5ASgFKQ5Ir5nnFJC1YFIp+7JOWH79bzfp0HKcF1w8WTNOKbuShMWgtOE5KqpNZ3lLUHfuh5+BI8KRkmpZcP1jYMRMNtcgVaaV4b3fK9iTDnFRUjpOCsXhQODHGgAGtDduTDCmgdWHwVB2m1qcjLxVHixKtDcPYIy0VO9OcWVY+0gXqSkEn9OjHLsPYY5ZVHC1Kcvt93Ggb/YhJWjJOPvqYl17ssdG3MfVN9nBcfeg6bPQjlqqAaV5fk1rXG84Cz6EbePjug+cdG1dvWZZlWZZlfdbYu9cfgzE/frxTp9PhN37jN/iN3/iNT+ATWZ+mzUHMH7y/z39+c5fAddmfF9w+Sol9h9B3cKWsi6SFIikUke8QuC7/6c1dLo1iXljrnvUhWE9QlJp5XvHcepckr/ijDw4pKo3vChzxoOtMjTVFZfBdyZXlFs+vd9mf5uSlrXg3Ueg5bA4iXlrv8N3bY/77+4coYxi1AyJPPtR1pjmc5zhC8DPPjvilF5eZpRWRZ4uiTbXcCRnEPv+vP77NH7x/wJ99cY2fvbLE154ZMUsr8koTuJJO5OIIwZtbU/7z2zvMc83f+OkLLLfDsz4E6wmmaUlWKpQyHC5K8kozyxzaoYsrBUIIjDFU2jDPKtJSMc8VnhSkpWKa2vnsTTXPK44WBd3IY5qWHCwKjDG0fBfPlThSYowhLRQH8xwhBEstn27kcbTIWdi5oo0kBOxMcrbHD4rdAIPIJ/YfdHgnheL4ZNOC0YbtccZ6L0favWWNpY1AG00ndDlYFKfd+1B3+t5PtyqU4XCRM04LljsBSy2fQmm0sZ2iTdYKXK6udri2O2OSlBjAcwSulKfnttKaUhkEdbH76mqHli2INtrj4up9V7Lk/ugYehtXb1mWZVmWZX3W2KcTy3pKceBw9zjDdQVZpZmk9cKrFAIDOEKjjCEvNYui7gzuRS6hK7lznNIOvLM9AOuJDIbLy23GScG1vTmzrC6YdQKXKBC4CBSGtNDM8orAlVzbm/PyRpdnlluYjxUGaH1aOr7D86sd/vv7h7y1NQMhqJTmeFEwcwUOEoWmqurimeNK3tqa0Y98fubZEW0b19hYvhQIAYPIox26fOf2mD+8ts/5Ycyo7RM4DrmqZ7PfOUqIA49BHODJCgH4jl2Eb6qkUEgBy92AcVKgjWGclBwn5SOFMa3rgovnCmJf0o99pKjfbzWT1obAlezPcg4WBaFbJ27c38SgtEaKehSF50ryUnOwqAukK53wtNBmNYsxcO84QZ0kHW30I9Z6Ib4rydWDGd6BIykqzc4kY2ucUmnDveMEe1qbK3AlvcjnznHCziSrI5AdgTZQKYPRBiEErnMyz1vDziQD4MIgJrDxVo3XizxeXO+yP8s4XpQcJwXTLEfpOq6+7buMWj6DlsdyJ7TF7s8AG1dvWZZlWZZl/c/EPqFY1lPaGedM0pJKGRZ5xWrHZ9QO8B1JqTTKgCPqGOVC1R2jh4sCV3jM0oqtccozK3ZGYRN1I5dO4PDN63MWRcmwFXBuEBF6DkWlT+PqfbeOMr93nDJOc67tzPnlF5fphfartYni0KWoNN+9PQZgtRPguoKVdkgcSKSQaKNJcs3ePKOqDPnJ6790aUAU2AWfpjpOSlwp+MLFAdd2Z2yNUwql2ZsXPDx68H4hxU8r1nshX7g4wJGS448R32l9uqSEojKsdUMcIbhznGIAV4Ax4rTrzBhDaaAsDOcHEcudgKIytlu0wWLfJXAlk7SkH/kY6rnORaUfSVESov69jTyH0HMYpyWbg4jYt7+1TSQFKGPohh4vbXQxArbHGXvTjOKkM9RQbzRa6YasDyI2+hFvbk3QBuwl21yxL3GE4WCW4bv1hoVJUpHkCqUfpBs5UhIHDu3AxXclB7OMS8OY2Ba8PzNKZZhlFYdJQZJXp7HXWaVxpKRtn3U+U2xcvWVZlmVZlvU/C/ukYllPaW+ekZUVK72QjX4IQnA4LziYFxTqwaKP70iW2j4r3ZCVTkBlDElZsj/PzvDTWx8m9l2SQpMrzefPDRBCsDVOuXOcPjIPNvIczg8iLo1aGBNzbXdGUmjb7dBQRanZGmes9UMmacH5YYvVbojRhnlRUVUa13XZ6LlcXeuwO824c7SgG/rsjDPKDTuGoKkWWUnoOQxbHqHn4EmBc1Lp1Pp0zPNp8VMiTl8feZJFZgveTdUKXCLf4WiR0/Jdnl1pkZaalifxvQfxyEWpWJSayJO4QjLPS5Zagf0+brDIc+jFAd2ongWcFApHCBwh0DzYqSIFKGWYVCWx79CLPPpxYMdMNJTnCF5Y66CM4XBW8sHeHMcBKQW+AU1d1JZSsD/L2BlnXFlp8/kLfRwhbOJGg4WeQ+i5dAKPnWnGUVLwuJZRpTWzVDPLSoaxz1o3JPQcIs9+HzfdJC0fiTQfRD6DyH/kNYXS3D5MmKQlV1c79CKbWtZ0j4urfxIbV29ZlmVZlmV9ltk7WMt6Snml2Z7kXFlusz1O+d7dMeoxo5sLpdmaZOzOMl7b7HOxH/HB/oy8snOemyorNIVSfOXSkJuHC97cmqK0OS2anb6uVLy/N+fGwYKXN7p85fKQUmkbodtQ+/OcH9ydcHkUs9wZsjVO+cGdMe9uz5g+NAu2G7g8v97h6kqbX31xjf1Zxg/ujXl1s8dLG2d4ANYTRYHLOC3Zm2ZcGES0Q5fDec40LVHGIIVAG4MjJN3IZdQOGEYee9OMwJVEtlO0sUatgAvDiGt7c5bbPpdHMaN2PU8yyRWl0nhO3U0IcDjPuXOUcjgreO18nyU7e7KxXEdwrh+yMw14f3eOQFAqTaUM+qHleEkdkezIOtb8/DBmox/i2sJoI5XK8MULA/7buwfcOlognXq0QFoqHmoCRsp600PkO9w6WhB5XX7x+aVHNo1azZJXmth3KCpF9hGfY7JKU1SK2HfIKnt/3GSLvOLa7uwjdQEbYJzUxfEX17u2MPoZcD+ufmuccjDPSQv1yAgJRwhCX7LUDtjoR/acWpZlWZZlWZ9J9i7Wsp6S5wjagcMHe3MWecW5fsQsq5hlFdVDT4+uFHRCl07osj/LSQpFJ/Tw7EJtY2WVYtQKuHW44ObhgvJDBkoa6jmkNw8XrHYDLnbDj7wIaH26jtOCduAwagdc253xJzeOSEpFphSO5LQNOFOK93Zn3D1K+MrlIVdW2hwnJZO0OOtDsJ4gcB2OFwXb44xu7NGPPDb7IaWqI5IrZXAdQeQ5eI5gnivGWck0KWkHLoHtFG0sTwouLbW5PFpwcdQmLSrevDflaFGgTiJW9clM4GHL5/wg5uWNPjcP51xaauNK+1vbVJ4jiXyHTuCyMYi4vr94JBb5Po2hUAbHwDPLLTonXf/2PqqZQl/W89WFRhvD4byoxw78UE+h0rDI687+UdsHoVHG2O/jBlvkdYFs0A4YZyW+45GVhkIp9EP3ylIKfMch9OrNKoN2gDawyGzBu8m2ximTjzniZZKUbI1Trq52fkKfyvok3e/03hzEHC5ykrw6HdUVBy6jlp3ZbVmWZVmWZX222YK3ZT2lpXZA4Dp872CC0YYocOmGHr3IQ2lTzyEU4EhBpQ3jtCTNK4QUfO3SkKW27TprKgEUleb1uxPagYfrSNJC0fIdQt/BlZJKa7JSscgVke8Qug6v352w3ovqgbJWIz270uF7d4/53bf3CX1J7LkMY+eRDgcpoFCG46zk33x/m195cZnXNgcfGv9nna1S1YUV15WUypAUioN5wVLbpxt5+I6kUJp5VnFvXBD7DuVJERxTv99qpqQoubLcInTX+U9v7/H+7ozQcwhcB0M9u1u49SzvcVKyMzni2dUOv/7qOhuDiKSwcfVN5UlBJ/RO53O/uNblKMk5nOePpOAErqxTGeIAKcF3Zf0+x84DbqJBFLA9OSBwHVa7IWmuyCtNeXJvfJ8U9abQwJWsdkMC12F7nPG1y6Oz+/DWh6q05oO9OUsnBewbB3NagSA28pEkJEfW38kGuDhqs9QO+GBvziubdjRMU6WF4mCef+x7XQMczHM2B7EtlH6GRL7Dph+f9cewLMuyLMuyrE+cLXhb1lNa7oQsdQLKyuAISPKKeVoReBLPkUgB+qSQkpe6nh1roKoMS52AlW541odgPYGUsDvLEBIKpbi8FLPeixjGPoIHC3oGwVFSsD1JuXWY4DmC3VlmY1YbatQK+MHdCf/tvQMMUFaaRFcoTyIECCEwxmAM5KWm1HWo7n9774ALw5jPn++d9SFYT2TwHclaN+B4UeIKwRcv9PFccRJ7begELqvdgAvDmPd350hgrRfiuPXVbDWTQOAKQVYq2kE9vzkpFUVeghCcnj1jcBxJL/JoBw5pqfCEQGC/j5sqV4ZZWtINXRa5YmecMmz5nOtHf6p4lpaKWVKw1o/ohi7ztLRpKg0lhSErFW9tTTnXj3lxo8vRojjZyPDgvIauZNj2GbZ8JIK3tqYst0OEsN/HTVVUmkVRsTvLuLTUohcO2Jmm7M9ytAFx8oXsOoKldsBaN8JzBdf357QDl6K012xTHS7qiOunkRWaw0VuC6iWZVmWZVmWZZ05W/C2rKdUVIrNXoTvCorKIKg7VZQ2KKUezHs+6WCpTgppvis414/IiurD/wXWmVEa7h4mrHZCrq52aAUOGJhlFfOHot/agctSy2ep7fPMUpv3dmbcO06xa/DNFPsu1/cWaG2IvLozUCnDJK0eKXcK6s5Dz5F4Tr3Ae/NgQetV+5PZVFmlOTeIeXNrwlefGbIoFG/vTHnz7pTJQ/PZe4HLy5tdnlvt0PId3tqasNmPbeGswaLA5fphwvsnXYWBKzlOCg7nBYuingksJbR8h1HbZxD7dEKPD/bmDFs+K13bUdhUaVFSKoVBsNIJWO+FjNOCWVahdH1fpanP71Lb59nl9kkhXNTjCux9VCPNcoUjBZ3I5Y3tCWvdkOW2z2o3oFTm9B7Kc+pxBPvzgp1pxoVhhJQws7HXjSUEtHyXeV7xzvaMpXbA5iDmwrBFVmqU0ThCEnryNM7+YJ4TepJW4NYFcauRkrziQyY4fShlDEluv48ty7Isy7Isyzp7dvXesp7SvXHKsO3zay+v8e9e3wag0j88obAmqBdsEfBrL68xbPlsTTK+8Gl+YOsjMwZW+iEXhy36kcfNwwXX9xfc2F+wKCvESZ93y3O5vNzimeUWl0Yt4sDlzuHcJpo3VFoqZllJ6Ekqbcirx58oAxTagDYEriD0JNOsJC3tInxTGQPD2OPnri7zjeuH/P61g7pgJsCX4nQDUqYU37p5zHdvj/mFq0v8/HMrp139VjMVleHG/uK0eKKNoeV7OB1JVirUyfzu0HMIPYes1BRVQeRLbuwveG6lfdaHYD2BlJLdWcFqJ6Q0muN5zrAVsNSuC6PGGISoC6PGgNKapW6AJwQ7swxH2kjzJhonBdOs5OKojRSSO4cJd48T2oFL4DpICVpDXinmeUXgOFwatTg/jJlmJeOkOOtDsJ4g9h26sUeuNOOkYHeWsTPN6EYeoStxpEDpit2ZZpqWJwVyh35cjxeJbeR1Y1VPW+3+hN5vWZZlWZZlWZb1SbAFb8t6SkWleW9nymvn+wD8+zd20Bi+fKHPej8k9F2yomJ7nPHN22McIfjzr6zx2vk+725P6bfsjMKmcoTh554ZMcsrvnHjiNfvjfEch0vLcT3T+2Qu+zwvuXuccv1gzqvn+nz18oDzV5ZwbBxnIx0nBaN2ALtz8kojqIugse/gOQIp626z+zOgDZBXBteXDOOAo4VdhG+qlufQiTze31vw7sn5NQac+yeZk9hrBcrUC7Pv7s65vNTm2ZUWLbsI31jTrGCcFMzyiuOkZGeckVeabuQSeU5dYCnrLtFpWhK4krV+yMB4BG7BJLMzvJvKkYJRy0dKQ8d1kUBZGYww+Ccd3gZwpQQDnitoBS5FpRi2PGy9u5lKZTiYFwxij81BhBSCw0U9m/3wod/R+7PZR62AjX6IK+FgXlAqew/VVL7rsNoJ2JtmDGKf0FMsCsU8K5n+0Hz2yHdo+Q6R56CNYbUT4rv2t7apXPnjtd//uO+3LMuyLMuyLMv6JNiCt2U9JUcKSg2v3x3zUxf6/OqLqzgSDhcFx4uSvFIEbsSXLw/5mz93CaXheJHz3TtjHCmRNtevsfqxzzxX/PGNI97dmfLKuR7nBzGeFKSVplIG1xFEbswLa13uHCe8uzOlHTj8+qvr9GP/rA/BeoykqAh9h2dX2ry9NaEdeXQDFyklStcFUiHAkRKtNdO8Yp6WPLvSJvQdktLGNTZVv+Xz/XtT/vU3b7PRj3hxvZ4ZO14UlFqfpjL4rqQX1zNjMYZ//c3b/J1fuMKL652zPgTrCcrKUBm4e5SyN8vohh7t0MdgSEuF1gYpBa4jGLV98lJxY3/OvBPSi3zKJyQ5WGfPdwTPrXZ4Z3vK4bykHbqUWnOwKJhnFUppHEfSDuvxIY5x2B5nxL7DixtdfMdWvJvIdSWBK7lznBJ5DsPYoxe7rHdD0lKhjMERgshziAIHB8EkrVNUllo+rmvPa1N1Q49R22dzGHPrICH06oJ2qQyl1qcjJjwp62QG6g0QF5diRm2Pbuid9SFYTxAHLlLwVLHmjhDEgV1WsizLsizLsizr7NknE8t6SkvtgNh3SHLDSjfkcFHw3u6Mu8cJWalPO5NCT7I5iHlutcNKNzyN91tuBWd9CNYTdEOfO0eHzNKS/+Xz6yxyzQcHc67vLpjn1Wk8cjtweWa1xeVRm+dW27yzPePOUcKLG72zPgTrMULX5frenEvLbZY6Pjf2F0zSkklaPRLF6EpBL3LpRx5fuNAnch2u78/5lRdWz/DTWx9GacP1vRnTrGKxN2OlE7LaDdgchJSVQRuDFALPrWf/Hsxy9mYZSsMHezN+7qpN3GgqZQzjRcHxoqATnkTppnXXtpQgkWjqQgvUXYWd0ON4UTBe5CibV99YS+2AGwcJg5bHOC34r+8csyirer6zlKfR16XWVLoeI/L5812GrRBj6vdbzTOIPDqhyxv3Jggh6Ece3chj0PJZlgIh6jEUlTZM0pJpWjJOS4wxXB61GEa2KNpUa72IYHvKZj8C4PZhgj5JU4m8B93bWhsKZZACLi7FbPYjAtdhrRed1Ue3foRRKyDyExb5xx/fE/qSkX2utSzLsizLsiyrAWzB27Ke0rl+yPlhxOWlNl+/fsR3bx6x0gs5N4gxhtNuUSFgd5bz+p0JX7g05C+8usH1/SnnBnbRp6kWRcXuLOeVzT63jxZ888YxaamolEGfTGk3wDyveOvelBt7C758ecDnNvvsznJS2wncSMOWxyD2SAtFK3BZ7YRoA0muHil4e46gE3qsdkJavssiVwxij2HLLsI31d4s5/rBgqW2z6KoOE4KDuY5G/2IduDiOZJSaQ7nJVvjFEcKfFfS8l1uHC3Ynea8etYHYT2WwXCclsSByzyvKCqN58q6E02Dpi56uy4PrmfX0A5cjtOKkzB7q4E8R+K7gp1Jznu7c0qlUMqQlQrz0HeyOCmAl1Lx3u6cyHM5P4zxbCdwI8W+w3I7QCIeufrKSpNjTu+PJY8mHUkES22fyLePp00V+Q4XRjHfvHnEZj+iF3nsTXMO5wWF0qevC1zJSstnpRvQCVyySvHqqEdkx4c0VuQ7LLUDkjz5WL+agnrzkT23lmVZlmVZlmU1gV1RsKyntMgVX7ww4Pfe2WeaFLyy2WOSllzbnbPIK5Q2OLKeN7nSCXhls8c0Kfju7WN++YUVFnauaGMdzHOW2j5vbE35o/cPAPBdiefWBRaDQSCQsl7oySrFH1w74GefhVc2uuxP87M9AOuxRq2AL18e8u/f2OXmwYLVXsh6r964UpT69Jr1PUmlDNuTjO/dGXNpqcWff2WVZdtN2FiTtGScVvRi76SIJllqB/XoCaWpVH0NrwYhS+2Ag3lOUWniwOF4UTFJ7fdxU7mOBFMXQaUAz5WkharjzH94ZqznEPkOUkBWKgQGx8ZeN5YyhnmmuHkwJy0UvufguZJ26OE7AkcIlKk7RedZiRCCtKhf/+J6F2VnPTeSUoZhK+BzF3pMkwplDMeLgutJQVE9KIr6rmQQ+wxaPoPYpxu5DFsBSusP+duts3Z5qc04KXlra4IjJc8stTg/jMiKOonBlYLQl3hSkpaKWVby0kaPy0vts/7o1o+w0Y/q+6nko98T9WKPjb7dxG1ZlmVZlmVZVjPYgrdlPSVPCj6YZBSqwnUlb25NOZznHC4K8lKfxl4HnmTU8hm1A55b61AoxdYk5bkVOzO2qQwwSSu+f3uMNqCNIa8qTk/qwy8U9Tx3KQTfvz3m/CDG2AjdRpKijuOcZyUaw/Yk5e5xQj/yiP0HswuTomKcljiyPtnzrKxjOMWP+BdYZ0Yb8GRdaHl5vUdWKXYmKeO0rONWpUDpOl61H3mcH8SErsP7+zM8R2DrZs0VOJJRx2drkpFXmklaj5XwpcBxxel1q5RhUSiSQtGLXELPYdDyCW3Bu7HyUnHnOMF1JcO2T+Q5jFoBm8MQTz44b6XW3D3KOFzkpKXCdSV3jpNHiqdWcyyKisAVfPXykNfvTvj9dw8oH1PELirN7jTjaF7wC88v8epmDwwscpuS02StwOXVzT5SCD7Ym3OUFDhS4EpJ6Ai0gbTQzHRFL/S4st7l5XM9WnbGc+O1Aperqx2u7c6YJOWHdnoL6mL31dWOPbeWZVmWZVmWZTWGfTqxrKdUURfCjIbv3R7z7u4MbeqimjyJatTUC/CzPOX2cUpSKH72ypB5ZhfzmsyVgusHc6SoY48naX2+BCDuF71NXe++P4eyFzlIIbi+P+fnry6d4ae3nmSSlpRK83PPLfN7b+9yMC8QwPikm+V0P8PJ+a2UYant83PPLVMqzfRjdLxYn67QkwzbAe3AYXuWMUtLljo+l5ZaJxsX6pOqtOEoKbh9lNCJPJ5ZbjHPFbFni6JNpQ2c60V87/aYSVoR+ZLIc+lGLp4UCCEwxlBqwzStSMuKSVrhOYLNfmQ3MzTY4aJkb5rju5JXN/sMYo+s0OzNMiZpSaUMriPoRR7PrrR5xe9ynJS8szNlb5ZzsCi4ctYHYf0ppdIM4oD392YIIfnKlSHb45StcUZWPpgPHHkO6/2Q9X6EEJLDWcGzKx0qZTcyNF0v8vj8+T7LnYDtccbuPCPJK7Sur9lW4LHSDlnvh2z0I1sQ/QzpRR4vrnfZGqcczHPS4tE0FUfUHfxL7cCeW8uyLMuyLMuyGsc+oVjWU5qlJcdJwR99cMjto4SW76JNHedndF0MlQgcpy6gSiG5fbQADKN2YCN0G6yoFDcPFkzzEkdK+pF7ugArhHxQ8Db1n7mORBuY5iW3jhOKSn3I326dlVle8btv7fC58wP+zPMr/MmNI8ZpwUonpBe5+K5DUSmmacXuLKMf+Xzl8pDVTsB/eXuH1e6lsz4E6wlGsc+zK22u7c7wHclzq20Cz6GoNIuingvsOKIusPQihrHP4aJkllU8t9phGPtnfQjWExhjCD2HKysdXDmnF9edwMZAoTTK1L+xsS/pRx5pqZgkBReX2oSeg7CJG401zUocR/C1yyOEFLyzNeHmUcKdw4RF8eB3tOU7nB/FXBrGvLDR42uXRryzM2NqR8M0UifyeG93ztY4ZV4oSqW4OGrXMfS6Ts2RQuBISArNJM2plMFoTTfyOD/sn/UhWB/B/W7gzUHM4SInyavTSPM4cBm17Fznzyp7bi3LsizLsizL+qyyBW/LekrKGD7YW/De3hzfkSed3RLfMWj5YIFdivvdhXWn2nt7c97fm/Pa+f7ZfHDrR6q0OZkVqglcQyf06EXe6T+73wnsnkRep0U9ozCvDOKk49tqnqJSjDPFf3hjh195aYW/9XOXyMo6UnWclJRa48l6puhKNyD0JDvTjP/wxg5R4NqNDA223o9Y7gTsz3L6kcfePOfG9ow7xynpD3UUnh9EbA4jnl1ucZyWLLUDzg3s/MmmCj2Hw6TkpfUOzy61eWNrzO4052BeUDzUCeo7kqW2z0rH56deWMP3BEeLEt+zi/JNJTC8utHFAL9/7YDv3hqjeXBOjQEhICkV7+7MuLaz4GBR8gtXl3jlXAfxoYG71lmJPIdxUjLNKlqhy3oc4UlBJ3SR4kEqgzaGWVbRiz3GScE0q8eJxL531odgfQyR77Dpx2f9MayfAHtuLcuyLMuyLMv6rLEFb8t6SvNM8db2FN+RaGNYFBWuEDiOQIjTJmAqbVBKUxmD5wh8R/LW9ox5YYtnzSVY64XsTzPiwEMZUxdXKo15aIFdUEeeR75DN/JJ8pLVXoixw54bqVSGXuTiSMH5QYwApnlFVlQkpaLShlIawqKk1B5dx+X8IKYVuHQil9LGrDaWMYYL/YjjpOD1uxO+f2eCweBIQeg+iDTXRnP9YM6NgwWfP9/j1c0e5wcR2m5SaSxlDBcHEUlZobRi2A5IS11vUnnoZ9R36oLasB3gOHXM/SDyUbbDu7FGsU9WGf7t9+7xndvHaGMo1YOknPuErDeYeQ585/YxjoC/+No5RjaZoZEcKUlLxVInYBR7hL6HNoqy0qSVQun6uzlyHTqhgxQObU9y4JZkhUZKew/1WZIWynYBW9ZnjL1uLcuyLMuyrP9R2YK3ZT2leVayM80wBoyuF2MrbUCBlHXR2xjQ2lCZ+kHSaNDSsDtNmdtI88aqtGGlE3BxqcWd4/R0hveo5RMHDq6UVFqT5IrDRcGiUPQil4tLLZY7AcoWz5pJGDYHEV+5NOJbt474d9/fZloohrFHHDj4UlKcnNejpKTrO/yFz6/zf/vpi3zj5hF2H0NzHUwz4sBllla8szMlDurIa20MxpiTTtG6szBw6+/nd3amXBq1aAUu+5OMyyudsz4M63G0YaUb8ofXDvj2rSN8z+FcP+LCMK4jzU/i6n2nLrLdOFjw7vaUL10c8nNXlzD2+7ixhu2AP3j/kO/dHlNUmqLSCAGdwMX3JBKBxlCUmlleUSqF70q+d3vMyxs9Xt3onvUhWI9hjGG1GwDgCMnOPGW8KDlaFMxzdRpp3g4chi2ffstjrR3ROUnSMXaTymfCIq+eOOdZCoj8xM55tqyGsdetZVmWZVmW9T86exdrWU+pMuAIcdrx6whBHDqnhe777v//vNSnnWZSSiq7ntdYLd+hF3ls9GOOFgXD2GdjEBF5DmWlT7uTPLcusGwdp+SVYqMfM4g8WnZnfCMNQ5+vPTPie3cm/JvvbTE+2ciwM80fqWWbk//sV5p/870tfNfhZ66M6Pj2J7OpFPDNW8fM85LnV7t8sDen0prIc/AciZQCrevu0bRUeFLy/GqXeV7yzVvH/MoLy2d9CNYTBJ7D4aLgzvGCwHOptOatrTpdxffk6Qak+wXTdugSeC53jhccLrpcGtk41qYapwVvb0/JlcaYeqNZL/JoBy51nopAYJAI5nnFJC05TgpypXlne8qfed5et01UacOLa13ujhPe25nx/v6Co0XBcVKQVQ9a90O3HiEybPlUy5rn1jps9mM7FuYzYJKWXNudMUnKxw4W0AYWuSLJEyZpydXVzuloIMuyzoa9bi3LsizLsqz/GdjVe8t6SrEvWe4GLA4UQSAR1It8pTLoh+Y8SynwHEHoSQx14Xu54xP78mwPwHqijUGI70qUNvwvr66zvyi4fbjgzXsT5ll1em7bocuV5RavXeiz3PL5YH+B50o2B+FZH4L1GBdGLf7og0N++9t3KZWm5dfnuNIG/VB8rnMSn+tIQak0v/3tu1wetXjZdhM2Vl5p3rw35jgt2ezHLF8ZkVeKWVqRVgqtQUqIPacuiLoOShtuHSVM04qfvTI660OwnkAAr98ZI4Qg8iRHC0U39ECA0oa80khRz/oOXYe80nRaEiEEb9wd81MX+md9CNYT7E5zbh4lRJ7kmeU2viPJleYoKchKjTacnFtJO/TYDD1WuiHb44SbRwk704zPnfVBWH9K5DkgDAeznLe2Z7y/P0drg5AC8dD2sqzSbI1TdqYZRaUZtnw2BxGRZ++Pm2yRV1zbnTFO6qSqotJM85K8VGhtkFIQeA7dwMN3JeOkLrK9uN61HaOWdUZ++Lr9MAbsdWtZlmVZlmV9Ztm7V8t6Su3AZXMQsz/NqbSpZwArQ+y7BKHEEQJlDHmpSYoK1xFEnkMrcDg/iGnbh8fmMrDWi9if5uzMcm7sz8kqTT/yaIceEtCAK2CaVby/O0Mtt+mELmu96LG75q2zV2rNe7szFkV1UgCti9qOFGjNQ5tU6tcrXY8kULrivd0ZX708OMuPb32IWV5xtCiY5RW7MqUfB2it8VyJ6zyY4S2EOElpgHGSM01L0PX7rWZanMyZ3B6nLHUCVrsBk6ykF7hEgYvnyLpzP6+Y5BWr3QBlNNvjFN+RJIX60f8S60yM0xIMXF3torRme1KPEJmk1SNdvq4U9CKXXuSy3ou4utplf5bV77caJ/IkO9Oc79weM0lLuqFHVinySqMf2l0mpCD0640qk7TkO7fHrPUjnl214yWabGucMklKskpxNC+YZiVFpf9UNPKBm9MNPYZtn0lSv++qPbeWdSbuX7cfxyQp7XVrWZZlWZZlfebYiptlPaWW7/DCSofDecFbWxN6kceoHeA5kkpplAFHgHuyGH84r4srL230eG61Q8fGXjfW/jRjrRtwK/b47W/fZaUbsdzxcYWg1OZBpLmsNzXszQp+7+1d/tcvbbLWDdibZLywftZHYf2wu8cp7+5OWWoH7E7z02hVyYMiN4Cu6g0NAJ4ULLUDru1OuXOccmXVdnk3UaU0QkiGrZCkqBgnC4btgNCVKANa63qDAzAvNUfzFN+tX19pRaX0j/x3WGcjKytC3yXyPfbGGV+4NOSrzwwplWGRl5SVwXMFrcDDdwQ3DxO+e/OIVuQTeA5paQvejfXQrOcPDhdsT3LgZOORePhlhuOk5DgpySvN1ZUOq93w0fkxVmPkleb63py74xQM+K4kdCWdqE7XkEKgjalTOLIKbeq0hrvjlOt7C75yaXjWh2A9QVooDuY586Jie5yyyNUTo5GzUpOXOUlRsd6POJjnbA5iIvv8Y1mfqvvX7cf9xTRgr1vLsizLsizrM8cWvC3rKbUCj6VOwLl+yHI7YGuScjAvOJwXFA8VT3xHMmr7rHZDvnB+gO/CcjsgDuxMrKZyHIc7R3Mw8IvPL/PB3pwb+wvSUoOoNzKok0HPkScZtjx+8fllMHDnKOXVc72zPgTrMQ4XOXeOM0LXYdTyOVjkdRc3PBJpDnXBxZEwavmErsPt44zDRX4WH9v6CDxHsjmI2J6kdCMPrQ1H85zDRU5e6ZNJwIbAlYxaAcOWj5SCvFJs9mM8x0boNlWhDKHn8MxSxOWlFY6Sgm/ePGaelTiOxJMnG5GUph16XF5q8Ze+sMn1/Rmu61BUdjNDUw1aPp3I4zu3jjmYF3iOQGnDD49wNtQFcEcKDuYFMOdLFwf0W/5ZfGzrR9idZdw8SoC6O3+tH7HSDhCyLoJW2uDKk1E/GvbmOTvjlMoYbh0t2J1lXFxqn/FRWI9zuMgZJyXb45R5/qM3Exlgnqs6ccOVHC5yNv34J/9BLcs6dbjISZ8y7SYrtL1uLasB0pPEqySvTu+j4sBl1ArshhTLsizL+iG24G1ZT8kYQzdyGbV87o5TykqjteGltTb9lo/nSspKM14UbE/zOkbXaEatiG7kom1nUmMJAduTjEVe0Q48ljohlTYsipysUCfhyPWcym7kstQJaQcei7xie5LyuU1b8G6ivNIorbm3yFlpB2z0I5JcMc+rRzp8PUfSClziwEEA96Yp/cgjt4Wzxor8elxEy3c5SgpuH6VAncQQuPeL2QJDXYzZneVcGEYMY5924NQzZ61GcqSg5Uk2Vtq8vzdn6yhl1PVZ6QQn1/SD85xXimvbMzaGES9u9Lh3nJxE2ltNtN6NCFzB9iRDCpDiZMwEJ83bJ3MmxMkpNAa0MWxPMgJXstGLzvDTW09yMMuZpRXL7YCLw5is0rx/MGN7nFFU5v6ECXxXsN4PuTBosdYJuHmUMM0qDmZ2c1lTJXnF/ixn8RGK3Q9b5Ir9aU6yZMeHWNanLcmrP7WR7KNSxpDYsT+WdWYWecXWOOVgXm9c+eHxIZGfsHSyrtGyIxMty7IsC7AFb8t6aseLkkWuGLUDbuwv+MKFHkvtkKRQzPKSstJ4sceV5Tax73Awz9g6zhi1A5JccbwozvoQrCfICkVZae4cp7y7PeX8KObiqMXFpRZ5oVHG4AhB4EswsDvNeP3OmOfWuzy30iazM2MbyT/p4nWAe+OUXuTTCRw6oYsydVehFOAIgTGGWa6YpAXhScHUt13AjRX7Du3AZVFU3D1KcSUIITHG/Kn57J5T//ndo5TAlbRPNjdYzdQLPC6MYm4cJEgJG6OI7XHGveMJaalOr9vIczg3iNkYRUgBd44SLi/FdG2aSmMZY2gHHo4UVMpwPxz5/let4EHh++GpA64jaAUuxm4cbKS01ASew7PLLT44WPDG3QmOI5BSEngGbQxSCIQQ7Exy7h1lvLLZ43Pnery/N6/TdKxGSkvNNCufKhp5mpX23FrWGaiettr9Cb3fsqynM0lLru3OmCSP/93Vpt5QluQJk7Tk6mqHXmSfeyzLsizLFrwt6ykVSvGDu2PWuwH/91+6wrW9Bd++fcTXPzjiYJ6fRugutwO+dmXIly4M+T+/1uIPrh3w/bsT1gfhWR+C9SQSjpKCWwcLQt/h3nHKjYMF3dAl8l0cWceupkXFNKvwHUnoO9w+WLDU8utVeqtxBrFP7EvyysGRkklacLyAOJD4D80VLSpFkmukhJbv4jiCtu8yiG18blPdnwt7OC+IAoesUBRVHZ378AKBoI7Y9RxBFDgczgukEASuLXg31Vo/JNp20dowTire3BpTlAZlzCMFz1IZFjszbh7OeXmjzyj2iDyXtb79rW2q3VlO6EpePdflO7cnCOpr9HRt/f5OFU6bgjHAq+e6hK5kd5rz6hl8buvDBa7kynLM7aOE20cL4sBlkZcsigr10H5Ax6l/Y1uBx+2jBa4UXFlpPZTKYTVNXqmnHhNRVvXcdsuyPl2u/PEeTH/c91uW9fEt8opruzPGSfkjX2uAcVIXx19c79pOb8uyLOt/evaX0LKeUqVhpRPwxUtD/su7+3zjg0N6LZ/Pn+9TVPq0g8V3JceLkv/vt+7w1SsjfvrKiD/+4PCRbiWrYQwkRd1rVipNWmoqrdmdFWAe6swXdWeh0vX/9qRkYbu7G2u1G/Da5oDffWcPR3I667lUmjRXD7qAHehGLlIKMAatDZ/b7LHWC876EKwnyEpFHLj4jiSrFELU3dyPK2NLWUckG2PwHUnku2SlvW4bywhGbZ9xUvInNw7Ruj6HkrpD9PTCNVAaTZ7Cn9w45Kcvjxi1fewOpOZa5BUHi4KX17toDW9uTam0oe27BJ7EEQJlDHmpmecVrhS8vNHl5fUuB4uChY1ZbaSNQcT37ox5b3dOUlZkhUJKge86aPlgk4qUgkobjhc5oe9wbXfO5iBiw25SaSxX1mMHtPr4HZ9S2sKZZZ2FOHCRgqeKNXdEPSfYsqxP19Y4ZfIRit0PmyQlW+OUq6udn9Cnsn4S7Hx2y7KsT569e7Wsp6RQfOXKiP/6zj7/z/9+k27o0k5KRi2PwJEIKTDacKQ0h4uSeVby/a0phTL8mReWSYqPdwNrfXqySlEpTak0x2mFFPUinVsnmJ+634lWKE2WaAaRi1KazHawNJLrCF670OcPrx1SmfvRufXiq3qobuZIcOT9TF1BIOv3OXahtrHGSUmlFM+utfnmjWMEEHsOvivrjQsntDYUVX1tKw3PrrWptPpIu+ets3G4yNmf5Uzzso6+1nVMfTd0iDyJIyTK6JOo3boA6knBNC/ZnxUcznOetQs/jeQ6gv1ZTj/y+Nxmj2eWWywKxdGiIMkrlAFHQCusEzZaJ6MLJmnJJC3tfPaG6ofuyWbBikWu6tESj9vleXKrJIU4nQldKs0gspvLmqoVuHRDj8MfGssU+w6eI0+LaqXSJD+0AbQberRt4cyyPnV10SQ5/Z79OEJfMmrZ72TL+jSlheJgnj/V+JCDec7mILaF0s8AO5/dsizrJ8d+a1rWU7owaPPtW0f8f751h2Fcx1hPkoK9aYY25jTSvI7LlQSewzD2+d++dYfLSzFfujA460OwnkCcdAS2Ao9ZXlFpKJTBFfXCrJBgNChjqE5uTF1Zv/7h91vNMl2UXF5q8eufX+O3v3OPtFRUyhB6EteRSEBTL9TOsgrXEUSew1/+4jkuL7WYzm1RtKmUNnzv9oT1fshXLg+4sb9AmbqLWxnqQcBC4DvUYwkEXF5uEboO37s94fOb9vu4qRZlxTdvHuFIybPLbdJC0Qk9HEdQKY0yBkcIXEeilGGWlUR+PbbgmzcPeWG9fdaHYD1BN/ToBC7jtGRzEDJs+8yzCl9KJl552uXQCz1WewHt0KWsFDcPF/RCj25ox0w00SJXJ9+/oLT+CPNf6/OMcdAG5rn9rW0q35GsdAOOkgJBnZQTew6l1mSFpji5ZluBQz/ySErFNK1nj650Azy7ScWyPnWR77DUDkjy5GMV0ASw1LYdhpb1aTtc1AXQp5EVmsNFzqYff8Kfyvok2fnslmVZP1m24G1ZT0vA9+9OiDyHQmmmaYV+8I+43wtcYSiUYpErupFL7Dl8/+6YL18antEHt34U35UIAZ4rWOtGHCc5WoPBoE8WcTnp+vYQSAmDOMBzBUjs/MmGko5kPE35mStLZKXmP7yxg+tIljo+vuPgyDqevlCKg1lBpTS/9soaP3NliXFSsN6NzvoQrCdwpSApK24dpnzhYo+lVsDdccrBPKNUD+b/+o5g1A7Y7EcEvuS7t8aUJwv0VjPN04q3t2dIKfjSxQGV0mxPMm4fLurRE/VeBlq+w+Yw5oX1Dq4j+fatY3bGhllmY6+barkTcH4YUyrNB3sL3t9PiHxBJ/BwHYEn642Dh4ucm0dz0sLw7HLM1dUOniNY6diCdxMdJwWBK7kwjHlvb4YqNOZDyiyCevzPhWFcjwFKiie+1jpbnitZavtcHMSUWjPLK64fLDicFxQPdfH7jmTU9lnpBqz3QlwpWWoHeK4tnFnWWdjoR0zS8mMlGvVij42+ffaxrE9bkldPNYIA6oaMxI78aTQ7n92yLOsnz35bWtZT2j5OeXd7SqE047RCUnf5PonWME4r+pHLtd05945TXljvfWqf1/rojDEMWz6v352w2guJ/YhZXjFNS1SlH0RfO5JuVHeoGWB3kvHKRhf9tE8o1k+U7wlu7CdkleLPv7LGly4OuHuccOMg4WhRoLVBSsGoFfPnXorZHMSsdAL++PohketwcWR3SjdV4EnOD2MOZwXfuzVmcxDz6rkuUvSZ5xWV0riOpB24aGO4fZjw9naC50jW+z6hZzepNFWuNGA414+5ebBgf1YQepJu5NMONBqQgJSScVKyM8lZ7vic60fcOVqQV4+JUrYaIfIcXt7o8R/f2uG9vQV5pTiYV3hOju+K07j6sjIUStMKXN7bW+B7Dn/upTVCzxbPmmiaVUySkvV+SKUNd48SskpTVBr9UOFbCoHvSEJXsjmMWe+HTJOSid2k0lijVsDuNOPSUovv3Drmje0Jj0urL042Ju3NMl5Z7/HFiwOExEYjW9YZaQUuV1c7H9pReJ+gLnZfXe3Y4oplnYEfnYzzk32/9ZNl57NblmX95Nk7WMt6SuO0YJJWJLk6LXRrDYh65sp92gAGpKwX5ZNccbwoGae2g6WpDDCIfD632ee7d44J3Hpu6Go3QutHCyyV0hzMC/JK8YXzAwaxj7HNoo00SyuSUlFWmms7cxDgSUk/dhEYSm3wpKAXu3iOZJKUTBYlWVnHJk9SuwjfVKHn8Pxqh28kRyx3IuaF4j+/vU9SKKQEV0oqrdG6njW60Y/Y6EccJQUvrHUIbNdZY/mO5Pm1LvvznPf35pRV3Ssa+xLfqWe0a10XRJNCI4CjJOfZlTYvrHfxHbuZoanyUqGNJslLFnlJpeuYc0Q9pqDU9ViY0JeExmFRKCpVv14bTV4+Xdyj9ZOljOGDgwXr3YBzg4jIqzejHKcleflg02DoOfQjl37sMWwHFJXm1jTl559bPutDsJ4g8h16oce3bx1TaM1GL2KcliRF9Ujh25EQ+y79yKPQmg/253zp4sBGI1vWGepFHi+ud09nxlZKI0WdamZOxgA5jrAzYy3rjP24yWM2uay57Hx2y7KsT4e9i7Wsp1RUhlJrHEeAAo0hcCXyZG39fswq1IXwUmskAscRlFpTVHbnZVN1Ag/XlWz0Q7Kyy/fuTjhKSiJX4roSR4AyUFWatNK4UvDaZo+NfojrSDqBna/TRMdJQStwcCOP//r+Hrf2E9qhy7lBROw7BI6DMpqtccY3bxwzzyouLsf8zDNLVEoztjGrjbXcDrgwiMkrwx9fP+SNrSnqQ3a3Xz9Y8MpGl689M2KzH7PStV1nTTVq+3Qjj2/ePKasTL1RRQgCV+K7D0YRCAFlZaiMoawMNw8Sriy3GbVs7HVTZaXm1kFCO/R4dqXNneOUWVaiTb2pTEiB0fUGByGgE3qcH0S0Q49bBwmXRq2zPgTrMSLfxWjNrcOEjX5EPw7ohB7LpSKrdH1+BYSeJHQdHClJC8XWOMX3JKFdyGu0rFKM04K8rFMXOqFLVmpypdC63uAbOA6hJ9EG8lIzTguyym5Qsayzdr/Te6UTcOc4YZIU5KXBdwX9ls/5QUwvtvdNlnWW4sBFCp4q1twRgthuVmksO5/dsizr02F/CS3rKXmuQCkDBnzPAQxKGcqTPzsl6hvPOnpToJRGK1PPe7YayZGCjV7I79w6ZnMY0Y097h2l3B2npMWDLt/Qc3h+2ObcMKLlO1zbnfPrn1vHsbtqGynwHCLX4Qf3JuzPcipjuDeuz6s8uU6Vqee0C+pFof1ZztvbUz53rkdg43MbK/AlndDjeJEzSUuMqb+EO4FL4MnTc5uX9cxRYwyTtOR4kdM938f/sHkU1pmKfQffkZRKE3qSfsujE3h0QhdHCO5PaFemntc9y0vGi5JSaXxX0grsddtUs7zi+/fGOEIwiH0cKUgKxSQpSUt12gkc+Q69yCP2HbqhR1oofnBvzJcuDs76EKzHGMUeF0ct3tyacvsooRt6tEOH0HPq++WTEyupi6fzrGCalShteHalzVJsNw02VVooZlnFWi9i26Qs8vo6DVxBy/cREszJJt+01Cf3Ug5rvYhZVpEWynYmWdYZWuTVaYd3WqjTglpaGvJpziyrbIe3ZZ2xUSsg8hMW+ccvjIa+tONDGszOZ7csy/p02LtYy3pKg8hn2PLQBtKyQmmDQOBK8cP1boyBSmkcKWgFLqO2zyCyu6ebyhPQi32urrb5xo1D1nsxz693eHGjS14qKm1wpSDwHLQx7E1zPtib8dXLI/qxjydswbuJhrHPdxZj3t+f1derEES+Q15pKlV3hgoBrlN3jwohUNrw/v6MjX7Eaxf6Z30I1hMczwsOFjn3ximd0OVnrowwGnKl6rmxpo5GDjyJLx2EhElacm+ccrDIOZ4HXBid9VFYjyMQDFoer57rkZWKbuThOoJKGUp1/9yC50hWugFD5TOISkLPYRB7COz3cVON04KjRcksK7kwiGn5Lr4jafkOlTanncCuFHiOxHPqTuDbRwndyOPYjoZppMhzeW61zTs7M0pl2J1lbE8MkefgOg/icyulSUuFlAJXSjxH8Nxqh8Czj6dNdb8zqeW7bA5jpmnBPFPM84pZXpx2eEeuQzd0aYcO3cgndB3bmWRZZ2ySlh86w1sbWOSKJE+YpCVXVzv0IrsBybI+bZHvsNQOSPLkY0VfC2CpHdiNZQ1m57NblmV9OuyKgmU9pfVBxBcuDPlv1/bQOPUsSg2+K3HkgwU9pTV5WRe7A8/B9wSfPz/g3CA660OwniAIXK7vzzk/jAlch2/fOmKSFLRDF1fK0w6WSufMswoh4BeurrDS9bm+P+fVc92zPgTrMQyGnUnKOKmYZ1Xd+Svr4rb3UIPv/bEERaWYpSXt0GVnkoItnDXWJC353bd3We6ELHUMx4uSCk2pNPlDBW8hwPMljpA8s9wCI/jdt3e5YL+PGyspFG3f5fnVFvNCszvJ2Dvp5C/Ug4d+3xH0Io9+5HNlpU3Lrwuni6eMjbN+8gqlcU4K2u/tzeiGHivdgHbooc2DgrcUgqSo2D5KmGYl7ZOox+LhocFWY/iu4NJymy9eHPAH7x1QKo3ShkVRPSYBqf4d1g589ZklLi23CG3iRmP9cGdSpU66vvOqfg46+a0tvfq/w4eScWxnkmWdnUVecW13xjgpf+RrDTBO6uL4i+td2+ltWWdgox8xScuPdM3e14s9Nvr2mbbJ7Hx2y7KsT4e9e7Wsp+QKeOVcl//y9h6hK+kGLp4rcaV4ZDFIinonXllpCqXRVf0+u5zXXEeLAt+V3DtKePV8j2Hb5+3tCW9szZil1f0EXXqRy0sbHV5c77HS8Xn9zoTVfsTBvOD5sz4I60+ZZYrtSUaaV1Ras5hXSCEYdXzagYvjgFKQlBWHswJtDIEnSfOKnUnONPvoD5zWp+s4Kflgf86zyx2GLR+tNQfzuihancx3NgZcCb3IY6UT4EvJ4SLng/0FRx9jMcH6dI3TnAujGCHgW7fG7M0yskpTVJpSnaYjgzFMs4qi0gSew7PLfc4PY8ZpfsZHYD1J4EjkycJNN/RIS82b96bEgUPkO3hS1tHIhSLJFe3Qoxt6KGOQUhA49k6qidqhhysEL611KCrF7793gNIaKSVSnt5CoU82hQoh+eozA15a6+BKQRzax9Omut9ZtCgqtscPIs1bvkvLf/S8ldqwP8tJior1fkTLd21nkmWdka1xyuRj3utOkpKtccrV1c5P6FNZlvUkrcDl6mrnQ1MZ7hPUxe6rqx27QaXh7Hx2y7KsT4f9trSsp3Q8y9kcRvzF19b5r+/tE3oSgThZhDenXQ6+I4g8h9CTZKXmF59b5vww5nhuF+GbameaMYg9MPBb37pHHLq8uN7la5eX6u5u6vh6o2FrmvGtW8ckWcUvPLfMIPbYmWVnfQjWYyRFRaEMQkpQmo1BRD9yCT23fog0BoRghM9y22ecVhzOc4SU5Eo/Mr/dapa8UpzvxxgMP7g3AeoCWif06o1Gui6Q+Sdxuvvzgv15wbl+yOYgIq9sF3BTtTyXeZYjhEAKSHJNZTRCCHxXnBbPwNTx9areaCaEIK80g8jOsWuqduDSizzmWUWhNBI4N4gQQpx2BbtSMmy5DGLDLK1f5zuSfuTRDmzUahP1Ip/AlRwuCq6udljthtzYX/DB/pxJWsHJPdQw9nhmucXl5RbdyONwUXB+GNO3I38ay5WCrFJsj1PmD80WHbV8It/BkfUomLRQHC4KDDDP69dvDmPbmWRZZyAtFAfz/GNFI0N9b3Uwz9kcxDYi2bLOQC/yeHG9y9Y45WBejxR5uFDqCEHoS5baARv9yBa7PwPsfHbLsqxPh/1FtKynFPge79w75OeuLhF4Dv/+9W2OkhKlDFKClAKtDVqD49QLe3/+1XW+fGnA9f0pXzg/POtDsJ4g9CTbx4q81Iw6Pr6sI6+lqJdp7+esSmHwJPQCl8iT5KVmnimWu/ZGtIkKVV+PrcDhmeUYRwjyyjBNS3KlMdogTroGI99lo+ey2g3YnWRoDbmynUlNFfkOo07AOztT7h6nLIo66ngQuYSBgyskldFkueI4rTcutHwJGF5Y69qFvAZb6gR8986YP3jvkPVBwGsX+hwlBYfzjLR8EGkdey7DdsAw9nEd+C9v7/Pzz494dcOOmGiqfuxzfhixP8sJTqKPjxcFh4vikU0ogeswavkMWnUhVGvN5jCi37IF7yaSQK40vis5nheU2vDCeocX1jskhUIpg+MIYt9BAsdphVIFvdgjP9n4YDVTHLhMk5JFrnBlHbnaDT0WRcUsqygrjedKupHLei9kmtUdootcMU1K25lkWWfgcFEXyp5GVmgOFzmbfvwJfyrLsj6K+53em4OYw0VOkldU2tSJOIF7UkC1z7GfFXY+u2VZ1qfDPnVa1lMqlSb2fN7ZmnJx1OJ//eIm1/fnXNubMU4qlAFHwKDl8exym2eW26x0Q97ZmjJsBxSVLZ411VIr4A+OD7i2N+X/+pULVAp2pxmvb00YJ+XpQ0Y/9jg/iPn555ZxHfh/f+M2L6z2+PLlwVkfgvUYUkA7kIzabRa54nBez2Cf5iVlZU6jkT1X0A082qHLqB1wdbVDXioc25jUWP3IJys1W8cZSaFPp60fpxWkj3bm3/9nSVG//tKozcB2FDaWRLI3K7g7SZjlBau9mJWOz3I7IKsUShscKQhdByEMk1SxO0mYpBV7006d6GA1Uuw5rHcjljoJ2+OMd3ZmKF3fO/HQ922S18W0O8cJL6x1WO+HrHcjItcu+jTR/jwDDfFJhHVaKvZnBcIAwiCEwFSGNFdooBO5RJ5D7LugBfuLjE2/ddaHYT1GJ3BBQDdyuTCI2Z1nvHl9ys2DBYuHCmot3+HSUosrKy1eXOty6ygBcfJ+6zOj7tS3BZbPuiSvnio+F0AZQ5LbhCvLOmuR79iNJ/+DsPPZLcuyfvLsU6dlPaW8qjAC3tiakldjXjnX43Pn+1xZaTNOS8pS43n3YzddxknJf3pzB9+V/MLzy+TKPjw2VT1XR/NnX1pjZ5Lz/t6co0XJ3uzBvEJB3Sm8Ny0YtjyeXWnz515e4/r+HJvY2Ezd0OXCsMXWJGV3mrEzySi1ZqUT0A7d03mx86xib5YzTuvNDRdGMedHLTp2rmhj+a4kKSrSUp3ulhaAL8XJzFiBoe7wL7U5fU1aKtKiwnNtUbSpDpKcRVHRDlzSyvD928cYAYPYI/QcXCGojCErFcdJiTDQa/m0Q5ekqDiY2fEhTZUUFecGEd0dj29PxrQDl6LStAOX0HdwpaTSmqxUzLMK35VsTTKeX+twbhDZRfiG2p/lJGVFO3ColKZShk7ooLVBadDUXeCOBOlIPCmJPYdW4JCUJfvTnM2BLXg3UVoq1nsBeeXz/Xtjvn3zGKXBcwSBW48MMQYKpXlza8o7O1O+dGnA58718R1BUip6Z30Q1o+0yKsnRuhKAZGf2Ajdz5Dqaavdn9D7LcuyrAfsfHbLsqyfPPuNaVlPyXUkH+zNaYUes0nK/+P3r5NXiudXOyx3fHzXoajqrpZ3d2cErsOXLw0YtgPe35txcWB36DVVkld88eKQw1nBf//giLd3plRK4UhZR22eDI2d5RX3ximu47A3K/i5KyN+6sLQLsI31Go75MIo5o9vHDDLKp5f67DaC+mF3ukc4Pv/PclKdicZd48T7hwt+OlnRqy0bVR9U2ldd5y1Q5dpVuE5At9xuF/Hvn9uASoNhVKUytAOXTqRh9ZP+puts3a0yAkcyWo35PV7U5QxlJXhcFHgSokjQBmotKaoDJ4jGCclr57r4juSo8QWvJtqVijuHiXEnsPzKx0WRV1M8916RMj9jsLAkxSVZnuS0/IdYs/h3lFCJ7SR5k1UasM0q0gLRVoqJmmBFBIp6nSkk6kweEi00iSmQoi6qBL6DqUtrjTWNC1Zaof813f2+OaNYwJXEnkCbaBSGqVPzq0jCdz6nH7zxjGR4/BnXlhhlpas9+zzT5NN0vJDF+G1gUWuSPKESVpydbVDL7LfxU3m/pg7sX/c91uWZVmPsvPZLcuyfrLst6ZlPSWlDHlVL9ZeP5jT8h2kEBwnJVmlTrtFs0ITefWM5/d2Z1TKcHW1RWXnATdW7DsEruRbt494496EUtWxuZEvcVyJIwTKGFSl60V5ZXjj3oTQFfyl1zZszF9Dhb7DMPZY6YS8uB7Qjzy0Mcyyillenc4V7QQuw9hjqeVzbhBxMMsYxj6Rb38ym2qSlvRjn+V2SOTVM9mVMhSVRj3y8FhvVmoFLoEjaQce/dhjnH70SDHr02UM7M9zHCHY7IfszTKW2x6uI9H6QfFMSkmlNPO8ZKUT4gjB/jzH2J/axtJG881bx0Su5JdeWGF/lvPu7ozv352wyNXpDqR24HB1tcNXLw9Z7gS8cW/Mn9w65vmNzlkfgvUY8qRMtjetN5u40uEoydmf5XVKjqljzVuBw3InYBgHzNKKaVpxaSk+fb/VPIEreWdnyu2jhOWWzyQrGSeKtKxQD63UOlIQeS6tQLLc8rl9lHDjYM7nNvtn9+GtH2mRV1zbnZ3GrBaVZpqX5KVCa4OUgsBz6AYevisZJ3Vx/MX1rl2Mb7A4cE/Syz7+ex1Rx9hblmVZnyw7n92yLOsnx969WtZTqmdaKb53Z4w2mhfXelxaauE6grR4cLMS+S6VMtw8WPD2zoTv3Rmz0Y9QdkGvsULf5eZhwrvbc6SEnu8xbAd4jkQpfTqf3XEkpdIczXOySvPuzpybhwlXV9pnfQjWYxwvChaF4s+/ss72JOW93Tl3jlO2jlPy6kFxJXAdNgYR5wcRz622+fKlIYui4jgpzvoQrCeY5yVKGV7d7PL9uxPSeU6lNZ4riaQ8XeirtKZUGiEkcezy6maXShkWuS14N1XkOYyTgqOk5JX1LueHMVvjlNtHSV0UPdEOHc4PYp5f6+BJwRvbU4Ytj8izCwVNleSaeVrR7oe8tTXlYJ7huZLnVtvkpT6dzx54EkfC29sT9mchriOZLwqS3EYzNJGQkllaIiVsT3Ou7czQxuC5EleKesSE0RwuFDuTDCkEV9c6rHcDZmmJsN2EjaW05vp+QqUNuTKkpaZQCv1DO4u0MRRKIUsIPUOgDdf3E17d6J/NB7c+kq1xyuRk4/bRvGCalRSV/lOR5gduTjf0GLZ9Jkn9vqurdgNSU9VFk0fvmT6q0JeMWjbhyrIs6yfFzme3LMv65NmCt2U9JWXqOYXtwOWnLg1QBt7ZnXHnMCGr1Okcu9B1OD+KuTCMWe+HfPPGEfuzzEboNtiiULx+d0xlNFeW22DgcJGzP83JlD7NRw4dyXI34Fw/BgF3jhNevzvmZ54ZnfUhWI+xv8hwnbrraH+e88bdCWmliQJJJ3JxJChdR3DuTDImi4JBy+PZlQ5pWbE/z876EKwniH2Xo6RgYxDx/GqLW64AIWj7Lq7zUMFbaeZFBcZwcRTTjT22j1Ni273fWJHn4LsOSy3BBwcL5nlFL/K4vNyuI3TNg879Smne2p7SDlyWWj6+I2zBu8FK1mgZPwAAVjRJREFUpXl2rc29o5QbhwlxIHGlQ33KBELW857TUlEqqLRia5JzaRTz7EqbUtkbqSZyEDhSsD3NeXd7evrnZaV53NYibczJ67qMWj6ukJ/aZ7U+noNFyd404zgpWOQKz6k3MRTKUCmFMSAEuI6D7wiEEEzTEqU1se+wv8i5jN0U2kRpoTiY58yLiu1xWqcxPOZ12kBWavIyJykq1vsRB/OczUFsO9EaKvIdltoBSZ58rO32Alhq2w5Dy7Isy7Is67PFrvBa1lPKSkVZaX7huSVuHSV869a4jr32JJHvIKkXaotK8+bWlHd2ZvzUxT6/+PwyW+OUtPz4u6ytT8c0KdiZZmx0I2Zpyd1xijF1ldtzHnQeaWB3mrE3y9nsR5zrRuxMcyap7QRuotCpxw782+/fIy81r13oU2jNNK1Ii+o0Gjn2XTqRiy8l945S/u3sHn/u5TUCxy74NNVyJ2AQe3zv5jFfe2bEC2s9FkXF4Txnmj5I3OhFIcO2T8t3SfKKP75+yPPrHZY7tnulqQLX4dWNLn/4/gHX9hcYA9uTjG7oEroSKSTaaLJKM82q04LL1eUWX3h2icAWvBurHbi4UrA/zxDAveOUvNJIIXClQCLQGCpt0MYQuJJhHHAwz7i0FNO2MavNJGCSVry/M/tYb3t/Z8aFfmTzjxosKxSTrGRRKCpjKLL69xVAClFXyDSUqiKlnv3rew6LQjFOS7LCPvs01eEiZ5yUbI9T5h+hE9gA81yxPU7xXcnhIrcdag220Y+YpOVpXP1H0Ys9NvrRT/BTWZZlWZZlWdYnz64UWdZTUtrwzEqbm4cLfnBnQjdwaIUejqj/mQYk4EQCZWCRlfzgzoTAlTyz3H5k1p3VLItcsdIJuXeccuNggQZcIZASBI9GbWoNldHcOFhweanFuUHEwi7oNVI39vnDDw65fZRycRhjAKPrIrcjBeKk4C1E/edGQug53DxMuHGw4MV1G9fYVIPI59JSm2laMS8Ue4uCJK+YpCWLvEIbgxSCWV7Pa48Dl9hzWOtHXFpqMYj9sz4E6wkEsNwNmSQVUHdzA0yziql59IXy5L81MEkqlrshNhy5uTqhW3cKVobjtCArNJU2rHS9uhju3J/LXrE3LTBacywKXCcgKzXd0D7GNJHWmuO0QJyMCfmohICjtEAb27nfVIUylJWhVKbeKKjN6Sl+XD+w1vWGlch3KStDoeyzT1MlecX+LP/YsdeLXLE/zUmWqp/QJ7M+CfdnxV7bnTFJyg/9ahbUxe6rqx07m92yLMuyLMv6zLF3sJb1lLqhCwLeujdlvR+htWaWVyzyCqVNPaMQgyMlrcChF3kMWpK37k25tNSiG9nLr7FkvfB6f7akFHXM9SjwiAPndBE+yRWHSYErBZj69ZvDCFthaaai0tw5WnBxFLM7zXl3d4Y2sNKpO35dR1Apw94sZ29WIAU8v9rh0lLMnaOEorILtU1VVBXPr7QwxvCf3trljXtTSm3oBG49/1cIlDHkZf097UnBK+e6/OpLqzy/0qYo7UJtUxnqa/fV8z2+c3vMJC24P1nih19oAEfWGyBePd+jqDTGXraNJYQgySumaYnWhqurbc71IxxHkJWaSmlcRxJ6EqUM905mt0/TkjSv6h9qq3EWhSIrFL3YY5yUp0XRR2Z4n3Tul5VGAFIKerFHXqqnmjNrfToMpr7HNeYjbdw11JuA6+iNk/dbjZSWmmn2aCG0UpqkVFRKn24cdB1J7NXPQlCf42lWkpZ2o0rT9SKPF9e7bI1TDuY5aaEemc/uCEHoS5baARv9yBa7LcuyLMuyrM8kexdrWU8p9BxmWcmo4zPNKsaLEteReI6D65jTWFWBoKgMu3lOv+Ux6vjMspLItTGrTRV7LtO0ohW4OE7FsBVw7uTBv1T6NB7ZcySLvOLeOOVokRO69fsiz361NtE0K3Adh9tHC97dndENXbqRx1o3/FNF0dBzmKYl7+7WkaxXlltMMxtV31SLXFMqw+E8Z5yWqJMqZ93R/adfr4xhnJYcznPKpZYtsDRYWlW8uzOlG7p8frPHm1tT5nlFWj66UCtFPe+7Hbi8vNGlG7q8uzPl1c3u2X1460MZYxACVrshF0YxeaW5fZRw+ygheSgpJfYdLgxjNocxl5Za3DpYnBbdrOYxpo637kU+AoHSBinr2b+VMifnXRJ6AhnWSTmOFHQjry6G29PaWO3AxZEQeA6V1uQ/YlOREBC4ksBzcKWwYwgaLK8URVUXrUulmWX1uJ9Sm0fOsRAwk4LId+mELp4jKStDXtn7qM+C+53em4OY4yQnLxVKc3pdD2I7s9uyLMuyLMv6bLNPnZb1lBZFhdFQKUgLhevIuhiqNA/vcZdwUgiXpIWqi6EG5oXtKGyqyHdwpKAXu3x5dUilNdvjjHd2ZiQPnbfYdznXj3h+rYMre7y7M8VzBC27UNBI9yM4bx8lXDmJn+9GHpUypKVCaYMrJZ22x1ovZJqW3DtOuX24YL0XUNoozuaShrd2Zvzg7oT1bkjLdzlcFBzOCwr14BvZdyWjls+o5dMNXX5wd0I79Pi5Z0dn+OGtD3N/EX5nmrPcCfjixQHH85ydWUZaqNPNZbHvstoJGLQDjDHcPEwYtjy7CN9g06zCdyWvnOtx83DOd2+NqU4qK85JcgoCCqV5f3/OzYMFX7jY59XNPqVSTDN7H9VErlsXNpU2hN2AaVYySSqmWUl5P55BgO9IOqFHL3bphh6Yk7nuru3cb6phy2e9G3IwL2gHHr6ryUqF0ae7fOvzawxCCkLPwXckyhjWugGjVnDWh2A9gSsFjhSkecXRoiAv9WP78Y05ibZPS/JKMWz59XUr7XX7WaNN/WxUaYNrBHa/tmVZlmVZlvU/Antba1lPy9SF7FYgmaSSJC/RGDxX1vOATyIblTaUSqO1oRt5tAOJK+XHmmtofbpCV/LieoejpGCalry1NSWvNGWl687Rk8XaeVZx/WDBvXHKSxtdnl/vMIx9Qlee9SFYj2FMXWB5ab3D5jBmmlW8tzvn9mFCUj7UTeg5XBjFnBtEvLLZox95TNLKdp01WFZqvnH9kJ1pTi+qO442BxHrvZCiUihTz3723XozS6Xq6M5JWvEn14/4qYuDsz4E6wm0FiAEs7wkKSoi32GlE3B5uXW/rnJaZzlOCnanKWmhUMYwbHn1+61GmucVgzjg2t6Md7bnBL4DpaIduASuczpmIq8U87wi8Jz6da7D1dUOs9wWvJuoF/oM2wFZpeqZwCcbU3xX4sgH16wjJcbUM4AxsNwJGLYDeqF/1odgPYE2hsvLLd7cnqK0IXAlkSsptak7gXVd6PZO/qOpu/qlhMvLbZSdz95YrcAl9h1uHyVkD8WTtx8zGmaeVxjqe6+jRcFKJ7Dd+58Ri7x6YqS5FBD5iY00tyzLsizLsj7T7F2sZT01gSProveg5eE6AiEg8lxcWc+mNMZQaUjLuljWCV1cRyJP/rnVTFWleO18n//8zh7fuTWmOukQHbZ9Wr6D4wiUMiwKxdG8oKw037k15heeX+K1830KZTsKm6oduqx2Qt7fn/O9O2OUrgtlDzempKXinZ0Z1/ZmvHa+z7MrbfZm2Zl9ZutHm2YVH+wvmGYlReXRizw8RxK4Et91TpvOMIYkV5RKM0lLxmlJVtlO0SaTEnxXEHsuUhiW2wEt30MIcbpQa6iv4ZbvsdyG/VmGNgLfrX9vrWbqhi7jRcGtwwTflXRCl9VugCPrGd5a1+c/9CRKG3anObOs4tZhwnI7oBPax5gm6sUew5bHrUNNWmqSvKLSBm0MQojT0evVyWbQUgmkEJRKM2x59GLvbA/AeqK8UKx1I37q0pDv3Dym0oa8VOSVruPqqe+pXEc8EmX+xUsD1roheWHvj5vKd2Q9uqnSOFIwbPn0IpfQrb9/tal/Zx0pyCrNJK07wctK0wpcPMc+1zbdJC25tjtjkpTklWaal+SlQmuDlILAc+gGHkmumKQlV1c79CL7fWxZlmVZlmV9ttiVIst6SqUyp7PrRq2A84MIAyy3A0K/XuCptCErFPvzHAEkhT6NZ70/J81qICnr+bCq7hB0HcFmL6IVelQPzfB2HckiK7k7SamUQZ9EY0tshaWJOoHDs8stfnB3yvfvjHEQuG49a1RQd5zdb+DXxmA09euE4PObPTqBjapvqqxUOAK0NhQnxWxHClqBiyslUpzMj9WaRV6hTl6ntcEB8tIuwjeVJyWOlFxeatEOXPZnObePE5RWCFEnqihtMEbjSIdR7PPyRp95XqGNxrMV78bqRT6Fru+HXt7o1tH1k5R744ysVKfxyKHncK4fstaLuDCUvLM9o1CaYWw7gZto1AoYRD6R5+LJgsBzMKUC/Wi4kRR1hHLgOXhSEHkug8i3sdcNFgUu0/0FXzjfRynD7769yzyvyErFw481rqyv23bg8isvrvKF830mScnFUXx2H976kSJPcnWtDaa+NqdpwZ2jlFleopTBcQSdwGOl47PSCRi1fAyGyJPUX9hWUy3yimu7M3amGUfz4mSDqP5THd4Hbk439EhPxsG8uN61nd6WZVmWZVnWZ4q9e7WspyQlHM5znltpY4BB7LPU8Wn5Lpq6WCYkSASLouJgVnCcFAhga5wi7ayzxgpdh/d2Z/iu4NdfXeNgUXL7cMF8muA7Dq4rSQtNqTSuI/nSxSFLLY9745Rru3NeXOue9SFYjzFsB/huPbfZc+TJvMF69IAxJ51Jol6Ed5Hg1HPtfnB3wk9dGjJs20X4Jhu1AwptKCuNMZp26OHKOkIX6khzkEgpSYoSpQ2dyGPUDuyEiQaLA8kLq20mmeLu8YK01Kx2A9q+izYP4pGlgHlRMUsVR0nO5qBFN3SIA1vwbqrsJL78meUWW+OUG4cLpBCEvkM7dE+TGSptuDfJuDNOuTxqcWWlRTt0SWy3aCMJIPAkrcChF3uYxBC5EunIR0piBtC6rpL2Yo9W4BB40pbNGsx3JP2Wz1tbY9b7Ab/68irv7s54a2vKNC1PXxf7Hi9sdHl+tcNqN+Dt7QkvbfRtF3CDeY5AK3hpvcv1/QXfvX3MzjTncJ4/sknbdyWjdsBaN+ALFwZcXm4xmZd4rj23TbY1Tk//s8jVY+97talj6vMyJykqtDb0Io+rq51P/fNalmVZlmVZ1tOyBW/LekquFFxaauNKeG61jSMc0kqxN8uZphWl0niOpBu5DFo+V5bbKKN4d2fOpeU2ni14N1apNOOkZNj2yUtN5Em+emlIoQ2zvKKodB2/Grj4UjDOSvJSM4h9xklBqWz3fhMZYwBDO3DIlUHretNCpc0j87mFqK9vz6m7+ANHIDiprFmNFPuS5W5Aoepu0ThwQddFUGVAApr6/3d8l07okuQVvitZ7QbEvi2KNlXsuaz3I25fP6QXeSy1JVmhOFjkzNLqNHGjE7mMYp9Ry6+/wxc5L6yNiD17q9tU06zgmeUW87ziD98/oBO4tMN6HIHW9fc1CKQURJ7DPCt5d3fG82sdnllqMc2Ksz4E6zEOFvnJGB8PAyy1A+Z5xTgpTmbGGqQQxL5L72T2r+uI+vWmfv+mbzuBmyjyHdqBw96s4P/33S1eWu/y6kaPz5+rUzXuP/u0AxdtDB/szfkPb+zwM88u8ZXAIfTt93FTlcqwMQx5Z7vewLA7zZnnFT/8SKM0zPOK3Sm8tTXFlYLn1zqUNrmssdJCce+k2D3Pf/RGMQPMc8XWOKUbeWwOYiLfplxZlmVZlmVZnw32qbNhbt26xT/9p/+U3/md3+HOnTsEQcCVK1f4q3/1r/Kbv/mbxLFdAGoKx4HXNvsgDJUyvL8/5/rBnGu7M2ZZddp11gldrq52eGapzZXlFq+c62GMQNrnxsaa5SXPLrcZJyVR4JAUFa9vT7lxMGeeqdMZhe3Q4fJSm8ujmNivu82uLLeZZuWP+ldYZ+BgVjBNSz632eebN49JiweLc/c7CQX1/6hUfV23AsnnNvvMsor9mS2uNNVqJ2SlHaA15JUiKSqEFPX4CGVOCyy+U891NhjWeiGB67DUCVjrhmd9CNaHKJRmtRsxz0ve2ZmxM8nYm+UUD63E+45kpROw1gt5Ya1Du+3a0SEN50mHnWlGqTS/8sIK7+3OGaclniMJPIkrJZXWJLmiVJp+7POVy0NKpdmZZjYeuaEmScm9ccqV5RaH84LrB/N6A8PJyBBTbyHDGHO6seHCoMWw7XNvnHJ+GLM5OOODsB4r9hze2p5ijOHSqMV3b4/51q1jLo1iBi0fz5GUSnO8KLh5mOCIuhhqjOGt7alNQGowpQ1lZXj97pg3tmZEnkMv8uhFXj2f3RiEELgnXfp5qXlja4rAcGW5jf25ba7DRc7Wcd3Z/XEscsXWccrhit2EZFmWZVmWBfVGwsNFTpI/aL6IA5dRK7AbBBvEFrwb5N/+23/LX//rf53pdHr6Z0mS8K1vfYtvfetb/It/8S/4nd/5HZ599tkz/JTWfR3PY7juc30v4Q+v7fFH7x+wKCryUlM91Ag6TSsO5gU/uDPhZ59d4pefX+GZ5RhlVwYaSwPDto+U8IO7E/7g2iFZqU7jru/Pej5OCm4fpnzDc/j5qyM+t9mjH/mPzEOzmmNRKD7Yn7PUCXj5XJe3tiZkhaZ46ITdL3p7UhD6kpc2urRCh2t7M758aXhmn936cKN2wJXlNnvzHE9KtIajJOdwVjxyfn0pGHV8hrGPJyVSwpWlNkM7M7ax8krXi+3At2+PubYzQ0qJlAIf5/Salf//9u47Tqr63v/4+8yc6WX7LixL7yoqoSiiYjfWXMyNXksAjSWaeI35xZhEEzCaEO8v/tRgi5UYEzXmxljQG68FQWxUK4ogKMgC29vMTjvn98ewIyu7S5FlZuD1fDz0cdjznbOf2bNnZ+Z8vp/P1yFtaYlrU1O72uIpHT28TCnLouoshzkd0hcN7YrEUyoJejRhcLFsS2qJJdUW//IDZNBtKugxZWxtxFDXGtMX9VGZQ+mUk4ua2uNym4achiHLttWesFTXFldTJK7U1slHlm0rGk8qYdlymw5Zti3TSE9IaqJyP2dtbonpwy+atbqmVcPLQ5o4xKVNTe2qbopqXV0kM87ncmpwaUB9CrwyHQ59sLFZsaSlI4fFFPa7s/gM0B2PaeijzS1qak8o7DPVHE0oEpdcZnoJIEOGbNtSezK9dIxhSGGfS03tCX20uUWDS0mI5qqmSEL1kfguL99jS6qPxNUUSTAJCQAA7NfaYkltbIyqtjW2tWvZl/schuRzR1Qa9Kiy0KeAh3RrtnEGcsTy5ct1zjnnKBqNKhgM6uc//7mOPfZYRaNRPfbYY7rvvvu0atUqnXbaaVqyZIlCIdZSyrbioFsbmqJa8nm93l5Xr9q2eJeJzqQtJeOWoom43l5Xr7DPVEnYrapC394PGjulwONSY1tcq7e0adGaerV1rBNqZ/7XSVs8pUVr6uV3mzp8iEcFXtdejRc7J5GylLKkZWsbNKJvSOMHFaumOaYvGqOd1oINeJyqLPCpLOyRbdtatrZB/Yr9tKrPYa3RpAaV+rVqc7OWft6kLc3tMgzJZRpyWkanpGhzNKGmSEJt4ZTGDSjQoFK/WqN0ZchVKctWJJ7SotU1qmmOye9Jd9OIbe3Q0DEBSYbkcjjk95iqaY5p0eoaffOgvkowAylnJVK2klZKsYSlpkhcXrep9kRK9W1xtcWSStmS05DaPSlZsuV1OdUeT6o9kZLXNBRPcm5zkVOGSoMeLV7XoOWf16vI71Zp0KPSkFuxuJWZyOBxOyTbUE1Lu1ZtbtbYAcWaMKhIzIvPXV80RFTTGlMiZendDY0qD3tVWehT/2K/4skvz63bdChl2drSEtOW5naZTkM1LTF90RBhPeAc1RRNaFV1i1pjlsJeU17TobaYpWgiqeg2E8ecDkNBj0sBj0Nu06HWmKVVm1p0xNBi9c9i/OheU3t8tzveJJI2k5AAAMB+rSma0CebW9QUSXQ5gdCy051xIrGImqIJDa8IqcBHXiCbSHjniKuuukrRaFSmaeqFF17QpEmTMvuOO+44DR8+XD/96U+1atUq3XLLLZo1a1b2goWk9Af+VZta9NKHWxRLWSoOuBWNpxRNdDHTx+WUz+1ULGnppQ+3aHBpQAOLmAmfq7wuh9bXRfXiys2SbSjkTbfGjSetTi9uhiS3mb7hI1t6ceVm9Sv0aWQfbublIpczXR5omg4tWl2nvoU+VRX51KfAq4RlKWXZcjoMuRwORRIpralpU3VjVH0LvOmqbyfrPOeqSCK9HnffQr88G5uVtG1ZqfT5TNeAGrJlK2mlE6gOhyGPaahvoV9uM32+kZsMw9Da2jZ9WN0ihyF5XE4FPaYkWylr69rsSlcLS4YSlqXGaFz1kbhG9glrTL+CrMaP7jkcksd0yvA5VB+Ja9HqOrUnU/K5THlcDjkNQynbVqw+qmgiKa/p1EFVBekODaYh/iTnpuKAWx9WN2vZZ3VqiVna1Nwi2S0q8rvkc5tyOgylrHSFd0MkIRmS321q2Wd16l/k07CyYLafArrREE0oEk8p4HGpLZZQdVN6XeBCn0s+t1MOhyHLshWNp9QYTcgwJI/pUMDjUiSeUgOTy3JWbWtcW1pjSlm2WmMpeUyHCv2mwrapZMqSZac/05pOhxyGlNw6zralLS0x1bLsT86yLXu3u4+lbFs2EwcBAMB+qi2W1CebW9QY2fHnGFtSYySdHB/dN0yldxbxk88Bb7/9thYuXChJ+t73vtcp2d3h//yf/6OHHnpIK1eu1O23367rrrtOLhezRbKpvi2u5Z83amNTu2xJXrdDfpepgMcpa5ub8A6HlLKktnhS7XFLhqTlnzdq3MAi9SsOZPdJoEtxy9aqLS1qbk8nwdymIY/TKa8r3Sp522rRjjWDOyrNVm1u0TEjy7IXPLpV6HMpaVlymw6VhTz6oiGiz+oiKgm45fc4O60XW9cWl+mQKsLedKWSbanQz9/cXOV0GlrxeZM2NkZ1aP8iBT0u1bbGVNsaUyxpqaMzg8d0qE/Yq9KgR8PKg9rYGJXTMDRlZGl2nwC6FUmk9OHGZsmW2pOWYklLLkd6jWfH1iS3JVvJZHpN0YRlybbTa3qv3NSsEw+oyPZTQDdSlq1+hT4tWlOnldXN6arfrX9v29qtzGut4Uhfu7ZsLf+8QaP7hjV5aImS3ITPSYYhra+PqCVmKRJLZr7eEEmkE9xfZWvrOFPr6yMyDFrV5yw7nTgzZCvoccltWmpPpNTUnlDjNslsw0hPCPW6nHI7HemkWXrh9uzFjh61xdPXqqH0aWpPpCuCXU5DDsOQ6Uh/PZGylEh9eR6NrzweucfjcsrlNDqdt53lchryuOi7AQAA9k8bG6Nq2olk97aaIgltbIzS2SqLSHjngH/+85+Z7QsvvLDLMQ6HQ9OmTdPPf/5zNTY26pVXXtFJJ520lyJEV6qbolr+eYM6GoRF45ai8bjcDkNOpyGHkW5rkUrZ260RvOLzRlU3RjWGBbFyUl1rTOvq2jL/jidtxZNJmYbkcHy5hrdl2fpqR9XP6tLtHpF7Ql6XhpUH9cyKavUt9GlAcUCt7Qk1tSfU0PZlZYrLNFQedCu4tTX9hvqoxh7aV2Fa1eesaCKlt9bWaU1Nq8YOKNTg0oD6FvrU2BZTaywla+u6sSGPUwUBj7ymQw2RmJZ/3qihZUFNHMLf4lzV2p7QhoaILNlyOdOTUmJJS7GUJcc2eTHLlmSnJyK5nA5ZsrW+LqqWdioKc5XTMBRNpFTTFFMsaSthpNdxdjrTr7OGIclOv94mU3a6c4Mt1TTFFE2k5HSQGM1FNa0xVTenq/J3RTSR1KbmmGpa2zWMmwM5KeAx5TEdiiUtpez032S3M92+PGnbsq30BBXTMOR0pJcTSVl2emKw6aDKIcf53M7tEtrp7e4TpabTkM9NQjSXFfpcCntdqmvb9Sr8sNelIp+7F6ICAADIbdF4SrWtsR7eCXfNllTbGlNVkZ/3yVnCp84c8Nprr0mSAoGAxo0b1+24KVOmZLYXLVpEwjvL6qMJbWxq3+7rccvWjvqGfdEUVT1t/XJWczSppmhSBT5TTdEvb9gmbUk9zI5Pj0+oOUqVQy5qao9rSGlQpUGP1tW1qcBnqsDrVoHfpaSVbtlnOAyZDkOJpK2GSExN0aT6Ffg0pDSohijtGnNVQ1tSq7e0qjGa0KLVdaos9Kky7FVZ2Ksy+8uuDDKk+paYPm5u18bGqGJJS2tqWtXQxjWbq+LJrYnulC2nQzIdDtkOWynL7nQP3mlIDqchQ4YsO73f7WKd51zmcTm0vj4iv9epPrZHm1tiitu2DMvWtkW+9jbXcJ+QR36vUxsaIvKY9DTPRY2RhKJxS0U+t+p3IcFS5HMrEk/uVLs4ZEdZ0KvKQq/W1kYyyWwp3era7XCoYwF227a368DQt8ir8pB3L0eMnRXymPK7TNm21NKeUDJl93hzz1A62R3yuhRwmwoxmSFnBb0uVYQ9qo/Ed6nJgmFIFWGP/F7OLQAA2P/UtcUUje/e8oftcUt1bTFVuVnONht495oDVq5cKUkaNmyYTLP7UzJq1KjtHrOzNmzY0OP+6urqXToetlYbWTse1+VjrfTjkZtspWdyeV0O6StJ7+4U+Ex5t64FzJnNTfWRuOKplE4YXa7/+WCTNjXH1BBJyu9Kr8PesfZkPGkpkkgvP9An7NEJo8sVT6XUECHhnaui8aRSW+/iRROW1tS06bPaiEpCbvnd27Srj6dU1xJX0v7yJn1y61qyyE1OR3pN4MZIIt2efmsVsLm1erCDofQSEwk7ve6Ex3SoyOdmneccFktaiqcstcWS8ntMDXQ71dKeVFM00SlZZjoMFfhcCnlNOQxDbbFkusp/d9+EoVe1J1Nqak8quDUBVh+J91QgKhlSsd+toMdUc3tS7cndu6mA3tc37NbIipA+q4t0mttr7aBducOQRpaHVVFApWiuKg97VR52a0ODpbDPpWg8pfjWSv5tT61hpLtzuE2HfFvfX1WEPKoI+7IXPHpU4HOrT4FXjZGuJ+t3p2/Yqz4FXhVS4Q0AAPZDkVhyR/WM3UrZdqflvbB3kfDOsvb2dtXW1kqSqqqqehxbVFSkQCCgtrY2rV+/fpe+T//+/Xc7RnQt4HLKbzoU2Y0brgG3QwHWw8pZAbdTRX6XNjXHFPaaKg26FY2nFE2kOr3YOQzJ53LK53bKIakpmlSfsEdBD+c2F4U8Li1ZV69xA4t10oEVen11vRoicTVGE4ps03rVdBgqDbhV5HfriGHFKgy4tHRdgw7oW5DF6NETwzBU4HWpKZrMtLlOWLY2NcW2qxSVlEmCWrZU4HWxZmwO87mdKvC5VOh3qSGSUDxlKW7ZMix1WQXs2Lp2bKHfpUKfixZSOaw9YcnjTK/x29qekCUp7Euft5RlybLT59PpcMhSuurQIcnvdsrjNDNrzCK3mA6HDKXX9A14THlcTrXGkorEUkpZX54zp8Mhv8epoMeU6TDUFk/KbaYTaMhNRQGvhvcJ6dPaNq3a3LrTjxtWHtTwPkEV+6jwzlX9CtPdjDY2tst0OBTyOpTauoRIui29LUPpVvUe0yHn1uvUYUiDSgOqLOTc5qqO91GDSgKSpOrm9h4rvQ0jneweVBJQAe+jAADAfuqrHav29uOx+0h4Z1lLS0tmOxgM7nB8R8K7tXXnbzKgd5SFvBrRJ6gVG5p3+bEj+oRURlu/nFUUcGtYRUgbGqOqjyTkc6WrGAIepyxLsiQ5lF4r1rKlWCKlaMKSZGt4RUiFfmbC56KQ11RF2Kd/LNugU8f01TcPqtCGhqjW1raqMZrMrPNc7Dc1sCSoqiKfkpalfyzboImDS1RAS7+cFfKaKgt71BpLqbYtvjVJtnXnti3Nt0l0W7ZUGnCrLOxRiHObs0oDbvUt8KopmpBl22qNJZW0bKVSdqcJSE5DcjrTld9Bj6nirY8rC/D3OFeZhqGQz6XSsEebm2JKWpYa2mKS0q+vDsMhy7bUkSPtqCYsDXsU9qWTpMg9RX63inwu1UWkllhSLodDBT6XCnyudJtk25ZhGDKd6fMXS1iKJlLymOnJhkW8h8pZHrdTAwp9mjiwWLYtralp7bHqwWFIQ8uCmjiwWAMKffKQOMtZIZ9bw8sDWt8Q0draiKStk1LcPU9AGVji1/DygEJUAee0PgU+NbcnNbgsoAK/S1uaY2puT3Rar93lNBT2ulQe9qg44JbX5VSfAir3AQDA/unr3m/gfkX2cIc3y9rbv2wr5Xbv+IOix+ORJEWj0V36PjuqCK+urtbEiRN36Zj7uz4FHo0fXKz3NzbvUmtz0yGNG1ikPgWe3gsOX0tFyKMD+4a0tqZNn9a2qS2eUiSektvpkNMpGTJky1YqJcVTljo6OQ4pDeiAviH1YTJDTvKYDo2sCOmd9U16+I3PdEj/Ih1QGdagEr/ak5aSli3TYchrOtQST2np5416Z32D+hX6NbIiJBe9kXNWWdCtqgK/6lrTbedr2+Ky7HSSu2Ptbtv+sgpYSidSwz5T/Qv9Kgvy9zhXFQc8GlYR1IfVzSryu+V0GoonbMWSqfSM2a2zGUyHQx7TIbfLUNjjkmXbGloRVFGAc5urysIemYZU4vcolbL1RX1UQa8p2ekWYJYluZxOOQ1DMqR43FKfYrdK/B45DaksxLnNRZUFHg0tD6r580YZLqfiiZSaoyk5HenqUEOGbNtSPGl/+brrcso0DA0tC6ofCZacVl7g0/BESjKkooBLGxvbVdMS67TEgNd0qDTkUWWhVyPKQxpeEVQ55zXnDSoNamw0IVvS519pW/9VDkMaUOLX2AGFGlS640n7yK6Ax9SQsqBWb25Rkc+tkoBbbbGUIomkUlZ6kqjfZWYmd7udDg0pCyrA2uwAAGA/5feYchjarbbmTsOQn/dRWcNPPsu83i8TY/H4jteHjcXSlS8+367dNNhRu3TsuoDHqYP7FeigyvAuVXkfVBnWwf0KMmsbIveEvKYGlwU0pMwnS3ZmrcJY0pK2XVqyI9diSINK/RpS5tPgsoBCXipYclFpwK3SoFuTh5Vo4Spbb6+t0xtr6jS0LKDioFse06lYMqX61rjW1LTJ6ZAGFQc0eViJSoNulYWpXslV5SGPRvUNaU1ti2xb8rgcaosl1dqeVNJWJsttOqSgx1TAY8rtdCjocWpkn5AqOLc5q8Dn0sjykIaWB/XBxmaFPC4lTFvxlCNT5e0wJNNpyOV0yuU0FEtZOrAyrJHlIRX6ea3NVaUhr6qK/Vq/pk4lAbdCXpc2N0VVH4krZW+dXGal12wv8rs0pDQot9NQS3tCY6rCKmVyWU4K+dwaXRnWyuomRROSz23Ksm0lUpasTGtkyeEwFHA55di6NoHXZWh0ZVgBH9dsLgt4TFUVB2QYhoIep/oXxVXbGlNLe7plvdPhUMjnVGnAo7KgW5VFfvUr8pM4ywPFQY8OrCyQQ4aKfOmlnepa44qnvpzM4DEdKg641Sfs0dCyoEZXhlXMpMG8UOBzaVTfsDY2RlXbGpPbNOR1eWRkJoXaspWejFZZ6OOaBQAA+7WSgEc+d0RtsdSOB3+F1+1QCcUXWcO72CwLhUKZ7Z1pU97W1iZp59qfo3f5XKYGFPl00oF9lLKlldU9V3qbDml037BOOrCPBhT5WA8rh/ldpgaXBDSmX6ESKSnkMVXXGlfNV276uE2HygJulQTdKg64NaZfoQaXBORjffacVBpyy+dxqizk0uThJQqud6q2Na4vGqL6tLYtUynqMR3qV+hVadCtQ/oXqizkks/jVLHfle2ngG4U+t0aWh7QiIqQPqxuUTyaUqHPpbDXpaSVbonscKSrgB2GlLAs+dxOjagIaWh5eo1C5KaSkFfFQbeOGlaqRMrSis+b5DEd8rucsrc5bYbSa0K3xSwdOqBARw0rVXHQreIgVYW5qiTg0ciKkOpa43r3iyYlkyn1K/KpqiSgWCKllGWn14t1OWVblmpbYjLN9GTDEeUhPkDmqKDHpWFlQU0aWqqFn9QqmUovF+Ixu35vZCg9YWXS0FINKwsq5OHvca4r8LlkOgIKe031jSRVH4kpEk8qaRkyHbYCblPFQY/CXlNFAQ+JszzSp8Anl9OhAr+pLc1x1bXF1NqeynRjCHpNlQTdKg+5NbAkqBKS3Xkl4DE1vCKkqiK/6tpiimxdJsZ0pKuQ0jd2+RwLAADgcztVGvQoEotoV4q8DUmlQd5TZROfPrPM6/WqpKREdXV12rBhQ49jGxoaMgnv/v37743w0IPCgEe+5naN6Vcg25aK/C5tbIpqY327IttkvgNuh/oWelVZ4NNhg0s0pl+BfG5TBX5uEOSqkN8tv9upcQOLlUzZWvZ5g8IeU30LvWpPpDKt37wup7xOh2RIB/cr0LiBxfK7nQpxbnOS1+3W8NKQNja0K+S1NGFwierbYtrY2K6WWCKTFC3wuNSn0KvigEce05DP5dLw0pB8Hs5rrgr63BpYHNChAwqVsqT19RHVRxKKJ5KybclwpKtXUrYl02mqb9Cj/sV+HTqgUAOLAwr6OLe5rDToVkuBV8eOKFNF2KtPNrfos7qI2hMpGYYh27blczs1oNiv4RUhHdAnpMqC9KQV5C6f26nBZUE1tMVlGNLqLS36orFdtm3LdDpkOqSkJaUsS5Kh8pBbw8pDGlUR0uCyIB8gc5TP7VTQ49TEQSUyDGnx2npF4pZSti17mzsFhrG11ZvboQmDizVhYImCHifnNU8EtnZLKQmmVBJ1KZG0Mh03XKZDBT5u8uSrkqBHJUGPmiJxbWyKqq09oaSVnrwd8LpUWeBTgZ/X13zmcztV5fZnOwwAAICcVlnoU1M0ocZIYqcfU+B3qbKQwotsIuGdAw444AAtXLhQq1evVjKZlGl2fVo++uijzPbo0aP3VnjoQdDrVHvC1EH9QirwmfqisV2f1UfU0BbPJM9KAm4NKParstCr/sU+hb2mgrS8znkBn1PhhKmJQ4pVFvZo9ZZWbaiPpNcSlSHJVtDjVFWxX8PKgxpcmq50Cfg4t7msyGvosMHFWvhJjWpaWlUU8Kg87FUsYW1TTZhuldwUjWlIaVCHDS5WkdfIdujYgZDPoUP7FyqVsuUxDTW3p9QUiSuSsDJtVv1uhwp9boW8To3uG9ah/QsV8rE2e66rKg4qnkwpkbLlcBgaXBJQTWtMTZGE4ilbbqehQr9LpUGPAp50K91+RV5VFdMNJ9dVFvrUVBGSw+lQod+lLc0xbWlpV2ssJctKn++wx6XSkEflYbcqC/0aXBrgA2SOKw/71NKe0mGDS1RZ4NPqLa36tLZNLe3JrS3NDYW9Lg0uTb+H6l/sl+lwqDzMec03PrdTPhJn+6QCv5vENgAAAPZbHd1xPtncoqZIosdKb0PpZPfwihAdrrKMn34OOPLII7Vw4UK1tbVp6dKlOuyww7oc9+qrr2a2J0+evLfCQw/6FQWVSjUpnnSqqsivsqBXQ8sCao0lM8mzoMdUyOva2oLVoSK/U/2KuAmf6yoLgkolm5RIODSkNKB+hX41RuJqbk8onrTkNh0Ke10q9rvlMg35nA4V+h2qLODc5rKigqASatKxo8rVp9qnldXNqm2JKZmy5DQcStmWXM70+oRHDC3T6L4hFfrSj0Nu61OQ/ns8YVCRioMeratt0+bmdkXiKdm2nV5v1O1UWdirQaUBDS31q8DnUB/ObV4YUl4gh+GU1+VQQzShkNepWNLOnFuPacjvdqnQZ6qy0K9BZZzXfNDxAVKSiv1uNRXFVdOabo+cStlyOg353abKQx6FvW4+QOaJgMfUwNKA1mxuUf8if7oDR1tcze1xxVOS2ymFvW6VBt1KWbZkSwNLA5xXAAAAAEDOKPC5NLpvWBsbo6ptjSkaT8naJvPtNAx53Q6VBj2qLPTxmTYHGLZt70obevSCt99+O5Pkvuyyy3TPPfdsN8ayLB100EFauXKlCgsLtWXLFrlce26Nuw0bNmTapK9fv15VVVV77Nj7g7U1rWqKxNUWTyqespSylLkJ73QYcjsNBdymCvxuDeYmfF5ZW9OqSDyh5mhSyZQta5s/mU7DkGkaCnlN+d0uzm0eWVvTqoDbocb2pL5oiKq+LZ6ZyFAccKt/UbobQ1vc4rzmmbU1rUrZttrjqXQVcDSuRMqWy2mowOdWRcgjt8spp2FwbvPUhrpWVbe0KxpLZVro+jxO9SvwqpIJZXmpLZbkA+Q+aNvzasiW6XDK4ZCsra3qLYnzCgAAAADIedF4SnVtMUViSSUtW6bDkN9jqiTAck67o7fykdxZyAETJ07UUUcdpYULF+qBBx7Q9OnTNWnSpE5jbrnlFq1cuVKSdNVVV+3RZDe+vo6kyYa6VtW3xZRISbbS7SxcTqk45FEVN+Hz0rbntimayKxB2bH2ZEHAxbnNQx3nNZ5s1fCygJwVQTkMQ5Ztp6vNHFJ5AS0689G216zplPoV+mQYtmzbkGVbCnlNumzkuaqSoKpKOIf7ko5K76oiPx8g9yGcVwAAAADAvsDndqqK5ZxyHhXeOWL58uWaPHmyotGogsGgfvGLX+jYY49VNBrVY489pnvvvVeSNGLECC1ZskShUGiPfn8qvAEAAAAAAAAAAAD0Fiq893Fjx47V448/rgsuuEDNzc36xS9+sd2YESNGaN68eXs82Q0AAAAAAAAAAAAA+ciR7QDwpTPOOEPvvvuurr76ao0YMUJ+v1+FhYUaP368br75Zi1fvlzDhg3LdpgAAAAAAAAAAAAAkBNoaQ5JtDQHAAAAAAAAAAAA0Ht6Kx9JhTcAAAAAAAAAAAAAIC+R8AYAAAAAAAAAAAAA5CUS3gAAAAAAAAAAAACAvETCGwAAAAAAAAAAAACQl0h4AwAAAAAAAAAAAADyEglvAAAAAAAAAAAAAEBeIuENAAAAAAAAAAAAAMhLJLwBAAAAAAAAAAAAAHmJhDcAAAAAAAAAAAAAIC+R8AYAAAAAAAAAAAAA5CUS3gAAAAAAAAAAAACAvETCGwAAAAAAAAAAAACQl8xsB4DckEwmM9vV1dVZjAQAAAAAAAAAAADAvmbbHOS2ucmvi4Q3JEk1NTWZ7YkTJ2YxEgAAAAAAAAAAAAD7spqaGg0aNGiPHIuW5gAAAAAAAAAAAACAvGTYtm1nOwhkX3t7u9577z1JUllZmUyT4n/gq6qrqzMdEN5++2317ds3yxEB6AnXLJB/uG6B/MI1C+Qfrlsgv3DNAvmH6xboWTKZzHSdHjNmjLxe7x45LllNSJK8Xq8mTJiQ7TCAvNG3b19VVVVlOwwAO4lrFsg/XLdAfuGaBfIP1y2QX7hmgfzDdQt0bU+1Md8WLc0BAAAAAAAAAAAAAHmJhDcAAAAAAAAAAAAAIC+R8AYAAAAAAAAAAAAA5CUS3gAAAAAAAAAAAACAvETCGwAAAAAAAAAAAACQl0h4AwAAAAAAAAAAAADyEglvAAAAAAAAAAAAAEBeMmzbtrMdBAAAAAAAAAAAAAAAu4oKbwAAAAAAAAAAAABAXiLhDQAAAAAAAAAAAADISyS8AQAAAAAAAAAAAAB5iYQ3AAAAAAAAAAAAACAvkfAGAAAAAAAAAAAAAOQlEt4AAAAAAAAAAAAAgLxEwhsAAAAAAAAAAAA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\n" 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}, "metadata": { "image/png": { "width": 990, "height": 388 } } } ] }, { "cell_type": "markdown", "source": [ "EDA summary\n", "\n", "The dataset contains many missing values in fields like descriptions, URLs, and funding timestamps, and most companies show zero or very low funding. Funding amounts are extremely right-skewed, with only a small fraction of companies raising large sums, so trimming the top 1 percent helped make the distribution clearer. Companies with more funding rounds tend to raise more overall, but the relationship is wide and inconsistent.\n", "\n", "Industry and country comparisons show that funding levels vary noticeably across sectors such as biotech and enterprise, and countries like Israel, India, and the US have higher median funding among funded companies. Overall, the data is uneven, sparse in many fields, and dominated by small companies, which will influence feature engineering and model choices later on." ], "metadata": { "id": "uvqN72eo8r3s" } }, { "cell_type": "markdown", "source": [ "### **Research:** Pose relevant questions about your dataset, then answer them using visual elements (e.g. charts or plots) to provide clear insights.\n", "\n", "For example, in the 2nd lecture the entire class took a survey. Then, we talked about the collected data and desplayed the collected data using the right **plots** - Lines, Bars, Hist, Pie, Map, HeatMap, Area, Time, etc.\n", "\n", "An aditional more specific example, would be the questions we asked during the recitation on the `Titanic` dataset:\n", " - \"Did survival rates differ by gender?\"\n", " - \"Was passenger class related to survival?\"\n", " - \"What was the age distribution of survivors vs. non-survivors?\"\n", " - \"Did embarking location (port) have any effect on survival?\" \n", " \n", "And how we answered those questions using **plots**.\n", "\n", "The idea is to pose questions that can uncover patterns, correlations, or anomalies in your dataset, then back those up with clean, insightful visualizations." ], "metadata": { "id": "lo68PsjTK0_j" } }, { "cell_type": "markdown", "source": [ "Research questions:\n", "1. Which industries attract large funding amounts rather than just any funding?\n", "2. Do some countries have a higher share of unfunded (bootstrapped) companies?\n", "3. Do startups in certain industries secure funding earlier in their lifecycle?\n", "4. How does funding differ between consumer-facing and enterprise-focused industries?\n", "5. Are there specific cities that consistently raise higher funding levels?\n" ], "metadata": { "id": "8xQGIl9nAol2" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sns.set(style=\"whitegrid\")\n", "\n", "df['funding_musd'] = df['funding_total_usd'] / 1e6\n", "\n", "# 1. Industries that attract large funding (top 10%)\n", "df_funded = df[df['funding_musd'] > 0].copy()\n", "large_thresh = df_funded['funding_musd'].quantile(0.90)\n", "\n", "cat_large = (\n", " df_funded[df_funded['category_code'].notna() & (df_funded['category_code'] != \"Unknown\")]\n", " .assign(is_large=lambda d: d['funding_musd'] >= large_thresh)\n", " .groupby('category_code')\n", " .agg(\n", " funded_companies=('funding_musd', 'size'),\n", " large_share=('is_large', 'mean')\n", " )\n", ")\n", "cat_large = cat_large[cat_large['funded_companies'] >= 100].sort_values('large_share', ascending=False).head(10)\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.barplot(x=cat_large.index, y=cat_large['large_share'])\n", "plt.title(\"Share of Large Funding Deals (Top 10% by Amount) by Industry\")\n", "plt.xlabel(\"Industry\")\n", "plt.ylabel(\"Share of Large Funding Deals\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Industries like biotech and cleantech show a higher share of large funding deals, meaning these sectors attract more top-tier investments.\\n\")\n", "\n", "\n", "# 2. Countries with higher share of unfunded companies\n", "country_boot = (\n", " df[df['country_code'].notna() & (df['country_code'] != \"Unknown\")]\n", " .assign(is_unfunded=lambda d: d['funding_musd'] == 0)\n", " .groupby('country_code')\n", " .agg(\n", " total=('funding_musd', 'size'),\n", " boot_share=('is_unfunded', 'mean')\n", " )\n", ")\n", "country_boot = country_boot[country_boot['total'] >= 200].sort_values('boot_share', ascending=False).head(10)\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.barplot(x=country_boot.index, y=country_boot['boot_share'])\n", "plt.title(\"Share of Unfunded Companies by Country\")\n", "plt.xlabel(\"Country\")\n", "plt.ylabel(\"Share of Unfunded Startups\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Some countries have far more unfunded companies, showing that startup ecosystems differ in how common external financing is.\\n\")\n", "\n", "\n", "# 3. Industries where companies raise money earlier\n", "age_df = df[\n", " df['first_funding_at'].notna()\n", " & df['founded_at'].notna()\n", " & df['category_code'].notna()\n", " & (df['category_code'] != \"Unknown\")\n", "].copy()\n", "\n", "age_df['age_at_first_funding_years'] = (\n", " (age_df['first_funding_at'] - age_df['founded_at']).dt.days / 365.25\n", ")\n", "age_df = age_df[age_df['age_at_first_funding_years'].between(0, 30)]\n", "\n", "top_age_cats = age_df['category_code'].value_counts().head(8).index\n", "age_plot_df = age_df[age_df['category_code'].isin(top_age_cats)]\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.boxplot(data=age_plot_df, x='category_code', y='age_at_first_funding_years')\n", "plt.title(\"Age at First Funding by Industry\")\n", "plt.xlabel(\"Industry\")\n", "plt.ylabel(\"Age at First Funding (Years)\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Certain industries secure funding at a younger company age, showing faster investor interest and shorter time-to-funding cycles.\\n\")\n", "\n", "\n", "# 4. Consumer vs Enterprise industries\n", "consumer_cats = {\n", " 'games_video', 'ecommerce', 'mobile', 'music', 'social', 'web',\n", " 'photo_video', 'news', 'search', 'advertising'\n", "}\n", "enterprise_cats = {\n", " 'enterprise', 'software', 'consulting', 'network_hosting',\n", " 'analytics', 'security', 'cleantech', 'hardware'\n", "}\n", "\n", "def market_type(cat):\n", " if pd.isna(cat) or cat == \"Unknown\":\n", " return \"Other\"\n", " if cat in consumer_cats:\n", " return \"Consumer\"\n", " if cat in enterprise_cats:\n", " return \"Enterprise\"\n", " return \"Other\"\n", "\n", "df_funded['market_type'] = df_funded['category_code'].apply(market_type)\n", "\n", "market_funding = (\n", " df_funded.groupby('market_type')['funding_musd']\n", " .median()\n", " .reindex(['Consumer', 'Enterprise', 'Other'])\n", " .dropna()\n", ")\n", "\n", "plt.figure(figsize=(6,4))\n", "sns.barplot(x=market_funding.index, y=market_funding.values)\n", "plt.title(\"Median Funding by Market Type\")\n", "plt.xlabel(\"Market Type\")\n", "plt.ylabel(\"Median Funding (M USD)\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"Enterprise-focused industries tend to raise higher median funding than consumer sectors, suggesting stronger investor appetite for B2B models.\\n\")\n", "\n", "\n", "# 5. City-level funding hotspots\n", "city_funding = (\n", " df_funded[df_funded['city'].notna()]\n", " .groupby('city')['funding_musd']\n", " .agg(['median', 'count'])\n", ")\n", "city_funding = city_funding[city_funding['count'] >= 50].sort_values('median', ascending=False).head(10)\n", "\n", "plt.figure(figsize=(10,4))\n", "sns.barplot(x=city_funding.index, y=city_funding['median'])\n", "plt.title(\"Top 10 Cities by Median Funding\")\n", "plt.xlabel(\"City\")\n", "plt.ylabel(\"Median Funding (M USD)\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"A small number of cities consistently attract higher median funding, showing that strong startup hubs concentrate more capital than others.\\n\")\n" ], "metadata": { "id": "0ch5l8tIK1Dt", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "1adf35ea-2a17-4c5b-ae49-ffb9c7acc170" }, "execution_count": 31, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 982, "height": 380 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Industries like biotech and cleantech show a higher share of large funding deals, meaning these sectors attract more top-tier investments.\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 982, "height": 381 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Some countries have far more unfunded companies, showing that startup ecosystems differ in how common external financing is.\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 982, "height": 380 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Certain industries secure funding at a younger company age, showing faster investor interest and shorter time-to-funding cycles.\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 582, "height": 381 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Enterprise-focused industries tend to raise higher median funding than consumer sectors, suggesting stronger investor appetite for B2B models.\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 997, "height": 380 } } }, { "output_type": "stream", "name": "stdout", "text": [ "A small number of cities consistently attract higher median funding, showing that strong startup hubs concentrate more capital than others.\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "zrIvgbNoIPU6" } }, { "cell_type": "markdown", "source": [ "# **Part 3: Define and Train a baseline model**\n", "\n", "1. **Regression Goal**: Clearly state the problem you’re addressing.\n", "\n", "2. **Feature Selection**: Identify the features that seem most relevant. It’s fine to start with all features if you’re unsure.\n", "\n", "3. **Train-Test Split**: Partition your data into training, and testing sets. Use simple sampling. Quick reminder - when using ramdom - Use `Seed`!\n", "\n", "4. **Model Training**: For simplicity, start with default parameters on a `Linear Regression` model, using scikit-learn. Focus on establishing a baseline.\n", "\n", "5. **Model Evaluation**: Present straightforward metrics such as MAE, MSE, RMSE, R2, etc.\n", "\n", "6. **Insights**: Summarize the model’s performance with visuals.\n", "\n", "7. **Feature Importance:** Explain & Visualize `feature importance` by looking on the `coefficients` of the Linear Regression model .\n", "\n", "
\n", "\n", "*FYI: Sections 5 and 6 will be repeated throughout your work.*" ], "metadata": { "id": "TxKHPqppIPZT" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "EfniaMYBK6sK" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "\n", "sns.set(style=\"whitegrid\")\n", "\n", "# target in million USD (same idea as total funding, just scaled)\n", "df[\"funding_musd\"] = df[\"funding_total_usd\"] / 1e6\n", "\n", "# age features (years)\n", "df[\"age_at_first_funding_years\"] = (\n", " (df[\"first_funding_at\"] - df[\"founded_at\"]).dt.days / 365.25\n", ")\n", "df[\"age_at_last_funding_years\"] = (\n", " (df[\"last_funding_at\"] - df[\"founded_at\"]).dt.days / 365.25\n", ")\n", "\n", "# select features\n", "feature_cols = [\n", " \"funding_rounds\",\n", " \"investment_rounds\",\n", " \"invested_companies\",\n", " \"milestones\",\n", " \"relationships\",\n", " \"age_at_first_funding_years\",\n", " \"age_at_last_funding_years\",\n", "]\n", "\n", "X = df[feature_cols].copy()\n", "y = df[\"funding_musd\"].copy()\n", "\n", "X = X.fillna(0)\n", "y = y.fillna(0)\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.2, random_state=42\n", ")\n", "\n", "model = LinearRegression()\n", "model.fit(X_train, y_train)\n", "\n", "y_pred = model.predict(X_test)\n", "\n", "mae = mean_absolute_error(y_test, y_pred)\n", "mse = mean_squared_error(y_test, y_pred)\n", "rmse = np.sqrt(mse)\n", "r2 = r2_score(y_test, y_pred)\n", "\n", "print(\"MAE:\", round(mae, 3), \"M USD\")\n", "print(\"MSE:\", round(mse, 3))\n", "print(\"RMSE:\", round(rmse, 3), \"M USD\")\n", "print(\"R2:\", round(r2, 3))\n", "\n", "# prediction vs actual\n", "plt.figure(figsize=(6,6))\n", "plt.scatter(y_test, y_pred, alpha=0.3)\n", "# Add diagonal reference line\n", "max_val = max(y_test.max(), y_pred.max())\n", "plt.plot([0, max_val], [0, max_val], color=\"red\", linestyle=\"--\", linewidth=1)\n", "plt.xlabel(\"Actual funding (M USD)\")\n", "plt.ylabel(\"Predicted funding (M USD)\")\n", "plt.title(\"Baseline Linear Regression: Actual vs Predicted\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# feature importance from coefficients\n", "coef_df = pd.DataFrame({'feature': X.columns, 'coef': model.coef_}).sort_values(by='coef')\n", "({\n", " \"feature\": feature_cols,\n", " \"coef\": model.coef_\n", "})\n", "coef_df[\"abs_coef\"] = coef_df[\"coef\"].abs()\n", "coef_df = coef_df.sort_values(\"abs_coef\", ascending=True)\n", "\n", "plt.figure(figsize=(8,4))\n", "plt.barh(coef_df[\"feature\"], coef_df[\"coef\"])\n", "plt.title(\"Linear Regression Coefficients (Feature Importance)\")\n", "plt.xlabel(\"Coefficient value (M USD per unit)\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "coef_df.drop(columns=\"abs_coef\")\n" ], "metadata": { "id": "uLxQ5tJQK6xG", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "8e28abaa-eece-42ab-d995-b064762f3b96" }, "execution_count": 32, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MAE: 3.074 M USD\n", "MSE: 496.579\n", "RMSE: 22.284 M USD\n", "R2: 0.105\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" 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AgGXLlmHkyJFK+0VERMDd3R1AYaHqS5cuwdDQsNLGSerjygciIiKit8iDBw/g6enJwAO98/T09PD1118L2/PmzUNycnKxfmvWrBECDx06dGDggej/LF26lIEHIiKqVOLadKtWrcL9+/eL9UlKSlJIJevh4cHAQxXGmg9EREREb4n4+Hh4enoKE6ytW7dG586dcfr0aZX7GRoawsXFpTKGSFSpPvnkE5w+fRrBwcGIjo6Gu7s7Ro0ahZYtWyItLQ3Hjx9HaGgoAKB27dpYsmSJlkdMVDWsX78eu3btAgDo6Ohg7NixePToER49eqRyv9atW6Nx48aVMUQiInoLOTk5YdKkSdi+fTvS09PxySef4KOPPkLHjh1Ro0YNhIeHw8/PD2lpaQCANm3aKNxsQlUP0y4RERERvSWuXr2KsWPHlnk/S0tLBAYGVsCIiLRPIpFg9uzZOHv2bIl9GjZsiPXr16NDhw6VODKiqkuc9qIsfHx8MGLEiAoYEdHbhWmXiFRbv349tm/fjoKCghL7uLi4YN26dTA1Na3EkVFZceUDERERERG9tUxMTPDzzz/j9OnTOHLkCO7cuYPk5GQYGxujadOmGDhwIEaPHo1atWppe6hEREREBOC7777DkCFD4Ofnh+DgYCQkJCA/Px/16tWDk5MT3N3d0bt3b20Pk9TAlQ9ERERERERERERERKRRLDhNREREREREREREREQaxeADERERERERERERERFpFIMPRERERERERERERESkUQw+EBERERERERERERGRRjH4QEREREREREREREREGsXgAxERERERERERERERaRSDD0REREREREREREREpFEMPhARERERERERERERkUYx+EBERERERERERERERBrF4AMREREREREREREREWkUgw9ERERERERERERERKRRDD4QEREREREREREREZFGMfhAREREREREREREREQaxeADERERERERERERERFpFIMPRERERERERERERESkUQw+EBERERERERERERGRRjH4QEREREREZZKfn4/9+/dj/Pjx6N69O9q0aQNbW1vY2tpi/vz5xfqnpqZi8+bNGDVqFDp37gx7e3uhv7+/PwAgNjZWeKxfv34V/ho2bdoknG/Tpk0Vfj6qOP369RP+lrGxsdoejlbEx8fDyckJtra2+PHHH7U9HCJS0/z584v9HmrCmjVrYGtrC0dHRzx9+lRjxyUiKqsa2h4AEREREVF1JpFIcOHCBQQHB+Pu3btISUlBamoq9PX1YWpqimbNmsHR0RH9+vWDk5OTtodbbrm5uZg4cSKuXbumVv9nz57hiy++QEJCQgWPjOjdtXLlSmRmZsLY2Bhff/210j5Xr17F2LFjFR6zt7fH4cOH1T5PWloaXFxckJeXp/B4ZGRkmcesamxlPV6/fv0QFxcHAPDx8cGIESNU9n/48CECAgIQFhaGmJgYZGRkQCqVwsjICPXr14eVlRUcHBzg5OSETp06wcDAQK1xi+no6MDY2Bi1atVCrVq1YG1tDQcHBzg6OqJLly7Q09Mr02skKovJkydj//79SE9Px/Lly/Hzzz9re0hE9I5i8IGIiIiI6A1kZWVh586d+P3335Genl7s+by8PGRmZuLFixe4fPkyfv31VzRr1gzTp0/H0KFDoaOjo4VRl9+OHTsUAg/Ozs5o2rSpMDnXrl07hf4//PCDEHgwNDREt27d0KBBA2HirUWLFpU08rfX/PnzcejQIQDqTbzS2+X27ds4ceIEAOCLL75A3bp11d43PDwcUVFRsLGxUav/8ePHiwUeqpOMjAwsW7asxIBLeno60tPTER0djcDAQACF162TJ0+iUaNGZTqXTCaDRCKBRCLBixcvEBUVhX///RcAUL9+fYwcORKenp4wMzMrz0uid4C/vz8WLFgAAPjoo4+wYsWKUvepXbs2xowZgy1btuDs2bO4du0anJ2dK3qoRETFMPhARERERFRGz58/x1dffVXs7tzGjRvD1tYWderUgVQqRVJSEiIiIpCUlAQAePz4MWbNmoUXL15g0qRJ2hh6uR05ckRor1y5EsOHDy+x78uXL3Hp0iUAQM2aNXHkyBE0a9asgkdI9G5Zv349gMLvmKenZ5n3P3ToEObNm6dWX/H3v7pJT0+Hp6cnwsPDhceMjIzQpk0bNGnSBPr6+nj16hWePHmCqKgoIciSnZ2N3Nxctc7xxRdfKGzn5OQgIyMDiYmJCA8PR3Z2NoDCa+PWrVvh5+cHHx8fuLi4aOhVEv1/Hh4e+P3335GVlYX169djz5492h4SEb2DGHwgIiIiIiqD2NhYjB49GomJiQAKU2sMHToUX331FVq1alWsv0wmw507d7Br1y4cPXoUUqlUmICqbrKyshATEwMA0NfXh5ubm8r+4km+Tp06qQw8NGnSpNypW8pi+vTpmD59eqWdj6gi3L17VwjwDRo0CObm5mrtZ2ZmBj09PSQnJ+PYsWOYPXt2qWmAYmJicOvWLQBAy5Yt8eDBg/INvpKtWLFCuCbp6+vjP//5Dz777DO89957xfpmZ2cjKCgIJ06cwKlTp9Q+xw8//FDic3l5eQgLC8Off/6JM2fOQCaT4eXLl/jyyy+xfv16DBkypOwviqq9FStWqLWS4U3UqVMHgwcPxqFDhxAWFobQ0FB07NixQs5FRFQSFpwmIiIiIlJTbm4uZsyYIQQeDAwMsHnzZqxdu1Zp4AEoDE60bdsWq1atwpEjR9ROb1IVZWRkCG1zc3Po6qr+3wlxOioLC4sKGxfRu2rnzp1Ce9SoUWrvV6NGDQwdOhSA4golVcSpitzd3dUfZBWQlJSkMP5ly5ZhwoQJSgMPQGGqpQEDBmDdunU4e/asRq5f+vr66NKlC7Zs2YJffvlFSLckk8kwf/583Lt3r9znICpq5MiRQlt8vSAiqiwMPhARERERqem3337D3bt3he0VK1ZgwIABau9vY2ODffv2oXv37hUxvAonzvVeWuABAPLz88vUn4jU9+rVK6GGgIWFBTp37lym/T/66COhXVrRaZlMhoCAAACFd1P37t27bIPVskuXLkEqlQIofK9KW7UlZmFhASMjI42Op3fv3ti2bRtq1ChMRpGdnY2VK1dq9BxEANCxY0fUr18fABAYGIjU1FQtj4iI3jVMu0REREREpIbs7Gz89ddfwvYHH3wAV1fXMh/HyMio1LQHcXFx8PPzQ3BwMGJjY5GRkYHatWujSZMmcHFxwahRo8pc/PThw4c4cuQILl26hOfPnyMjIwMmJiawsrKCi4sLRo8ejQYNGijd19bWVukYiz5uaWkJHx8fjB07tlj/Q4cOCUWR5cSFM2NjY9G/f3/hOPJir6pIJBIcOnQIwcHBiIqKQmpqKvLy8mBmZoYWLVqgc+fOGDRokNJVKZs2bcLmzZsBAN98841aKZhu376NY8eO4erVq0hISIBEIoGpqSmsra3Rq1cvfPrppzA1NVV5jH79+iEuLg4AcObMGTRp0gTx8fHYu3cvAgMD8fz5c+Tn56Nhw4bo0aMHJkyYAEtLy1KPJbdgwQKhMKmYuq9RLi8vDy4uLkhLSwMA7N27F05OTmrtO2HCBAQHBwMA5syZgy+//FLhealUirCwMAQHB+PWrVt49OgRUlNTUVBQADMzMzRv3hzdunXDp59+Wqbiyaooe99VKWsRb5lMhtOnT+P06dO4efMmkpKSkJubi7p168LBwQEDBw7EsGHDhMlmTTh16hRycnIAFL6+sgb4WrduDRsbG0RFReHMmTOQSCQwMTFR2vfq1at4/vw5AODDDz/U6OuoDPKi90BhbR4dHR0tjqZQhw4d8OWXX+Lnn38GUPge37hxQ+3vmTIlXUcvX76MAwcO4Pbt23j58iWMjIzQvHlzuLq64pNPPkHNmjXVPkdmZiYOHz6MCxcuIDIyEikpKdDV1YWFhQU6duwINzc3dOvWTeUxlBVQLigowMmTJ3Hs2DFERUUhMTEROTk52LJlS5mC/KreB1XUuUZo8votp+paI35OTtlvKQA4Ozsr/BtFTkdHBwMGDMDu3buRl5eHf/75B59//nkp7wYRkeZUr38xEBERERFpycmTJ5GSkiJsjxs3rkLOs23bNmzbtk2YVJRLTk5GcnIybt26hd9++w3ffPMNJk+eXOrxcnNz8eOPP8LPzw8FBQUKz6WmpiI1NRW3b9/G77//jjlz5mDMmDEafT0VZc+ePVi/fr1Caie5xMREJCYm4sqVK9i0aRO2b9+OXr16vfG50tPT8d///le4y1wsKSkJSUlJCAkJwfbt27F06VIMHjxY7WOfPn0a8+fPx6tXrxQej4mJQUxMDPz8/LBx40b06dPnjcf/JvT19TFkyBChQGlAQIBak6IvX77ElStXABSudhk2bJjC83l5eejfv7/CZLCY/G939epV/Prrr/Dy8qryKX4iIiIwf/58hRoncvHx8YiPj8eZM2fwyy+/YPPmzWjZsqVGznv27Fmh3bVr1zc6hru7O1avXo2srCz8+++/+Pjjj5X2Exearup/D2XEgZnY2FgtjkTRmDFjsGPHDmFV2fHjx8sVfCgqLy8PS5cuxb59+xQez8nJQWhoKEJDQ7F7925s2bIF1tbWpR7vn3/+wbJly4TUg2JPnjzBkydP4O/vj759+2L16tWoVauWWuNMSEjAd999h9DQUPVeWBVRVa/fRXXt2hW7d+8GAJw7d47BByKqVAw+EBERERGp4erVq0K7cePGFVK0ccmSJfj777+FbSMjI3Tp0gUWFhbChGxmZiZycnKwdu1aJCUlYeHChSUeLzMzExMnTkRYWJjwWNOmTeHg4IDatWsjPT0dYWFhePnyJbKzs7F06VJIJBJ89dVXCsf54osvAACvX78W0rMYGxtj+PDhCv3MzMzQoEEDof+jR49w+fJlABDuZhdr165d2d6g//Pjjz8q3OGpp6cHR0dHvP/++zAwMEBKSgrCw8OFO1Rzc3Pf6DxA4WS4p6cnHj58KDzWqlUr2NrawtjYGMnJybh+/TrS0tKQkZGBmTNnYtWqVWqldbl8+TIWL16MgoICNG7cGO3bt4eJiQliY2Nx7do15OfnIzs7GzNnzsTRo0dhZWWlsP/w4cORlpaGy5cv49GjRwCAbt26oXnz5sXO1bZt2zK/djc3NyH48M8//2DRokWl3vF+4sQJIcjVpUuXYqtppFKpEHgwMjJCq1atYGVlBWNjY+Tn5yMhIQE3b96ERCJBZmYm5s6dC319/TdaZVQZQkJC8NVXX0EikQAoDNq0adMGzZo1Q40aNRAXF4fQ0FDk5OQgJiYGo0ePxr59+9CiRYtynVcqlQrfLQBvfD0aNmwY1q1bh4KCAhw+fFhp8CErKwsnT54EUFho2tHRUeH7UB00bdpUaCcnJ+PgwYMlBloqk3y1gDxgp+nJ9zVr1giBB1tbW9jb20Mmk+HevXtCwfCHDx/C09MT+/btU7miztfXFytWrIBMJgMAmJiYoH379mjYsCGkUimio6Nx9+5dyGQynD17Fh4eHtizZ0+JdTXkcnNzMXXqVNy7dw81atSAk5MTrKyskJubi/v372vondC88l6/1dGtWzcYGRmV+lsKAO+//36Jx+nUqZPQlo+tuq1eIqLqi1cbIiIiIiI1XL9+XWi/yURuaU6cOKEQeBgxYgQWLVqkkAZFIpHA29tbyL2+c+dOdOrUCR988IHSY3p7ewuBh2bNmmHJkiXo0qWLQp+CggLs27cPPj4+yM3NxU8//YQuXboo3H37ww8/ACi8Y1gefDAzMxMeL0r+uL+/vzBh0q5duxL7l8WePXsUAg9DhgzBvHnzlE6aRUVFYf/+/TA0NHyjc0mlUsyaNUuYaG3bti28vb3RunVrhX45OTnYvn07Nm/eDJlMhsWLFwsTaKosWbIEBgYG8PLygpubm0IqmOjoaEycOBEJCQnIysrC1q1b4ePjo7D/t99+C6AwNYc8+ODm5lZqiiB1dejQAVZWVnj27BlSU1Nx8eJF9O3bV+U+8s+mfCxF6ejoYMSIERg+fDg6dOgAfX39Yn1yc3Px559/Yv369cjPz8fixYvRu3dvGBsbl/9FaVBiYiJmzJghBB6GDx+OWbNmCfnV5ZKSkuDl5YX//e9/ePXqFWbOnInDhw9DT0/vjc/96NEj4bx16tQpMWVaaRo0aIBu3bohKCgIISEheP78ORo3bqzQ59SpU8jMzARQPVc9AIWTuMbGxnj9+jWAwmtUeHg4Ro4cCTs7O62OrV27dkLwISIiAtnZ2W98zRJ7+fIlfH19YWZmhrVr18LFxUXh+cDAQMyZMwcSiQQJCQn4/vvvsWPHDqXHunz5MlauXAmZTAZ9fX18++238PDwKBZYCA8Px+zZs/HgwQOEh4dj5cqV8PLyUjnOf//9F/n5+XB2doaPj0+xdEflCR5XpPJev9Xh7u4Od3f3cv+W1qtXT7iJISsrC9HR0bC3ty/zeIiI3gSrvhERERERqUGe7xyA0hoC5SGVSrF27Vphe/DgwVi+fHmx/OsmJiZYtWqVkMsaAFavXi0UUhW7fv26ECho2rQp9uzZUyzwABSuGvj888/h7e0NoDAYsWXLFk28LI1LT0/H6tWrhe3Ro0djw4YNJd6ta2Njg++//77YpJu6AgIChBUv7du3x19//VUs8AAABgYG+OabbzBt2jQAhStOfvvtt1KPn5eXh40bN8Ld3b1YDvpWrVphyZIlwvbJkycVCnhXFnEA4ejRoyr7Pnz4EPfu3QMAGBoaKg2K1axZEz4+PujSpYvSwIO8z5dffokZM2YAADIyMhTS/lQV69evR3JyMgDAw8MDK1euLBZ4AABzc3Ns3LhRSI0UFRWlNIVXWURGRgptddLlqCJfwSSTyZS+z/LHdHV1y1SouSoxMTFRqHmSn5+Pv/76C+7u7nBxccG0adOwbds2BAcHCwGKyiL++0mlUo0VBM7Ly4Ouri62bdum9BrYr18/bNq0SdgOCgpSWE0jHpOXl5fwO7N+/XpMnjxZ6YoGe3t7+Pr6wtzcHADg5+eH+Ph4lePMz8+HjY0Ntm/frrTOQlnqUVSm6nD9FhOvtoqIiNDiSIjoXcPgAxERERFRKSQSicLEgbp5rNUVFBQk5CHX19fH999/X2JBVB0dHSxevFiYuH369KlQ3Ffsjz/+ENrz5s0rtXDviBEjhHQ9QUFBGpsA06R9+/YJE4OWlpZYtGhRhZ7P19dXaHt7e5d6N/LkyZNRu3ZtAIW525UFhcT69OmjshZF7969YWFhAaAwoKGNVDfiyebAwEDhbntlxKse+vfvX2LxYnWJ0+IomxTVppSUFOH1WlhYYM6cOSr76+np4bvvvhO2xe/VmxDXLWjYsGG5jjVw4EBhVUnR4ENCQoLw3nft2rXc59Km8ePH49tvvy1WmDsxMRGnT5/Ghg0bMGHCBHTu3BkeHh44fPhwsTo5FaHo74myOjZvatiwYejQoUOJz3fv3l0hSHjgwIFifQIDA/H48WMAwIABAzBw4ECV57SwsICnpycACAWOSzN79myNrPaoTNXh+i0mXh0lT0lIRFQZGHwgIiIiIipF0TthjYyMNHp8ecoNQHHCoiQNGjRQuJNVXI8CKLyT9NKlSwAK7/gtLVWOnHxlhEwmU6gTUVVcvHhRaI8aNapC74h9+fKlUEC4ZcuWaqVmMTAwQPv27QEAr169QlRUlMr+pRWm1tHRga2trbCtjQmjZs2aCWnGsrKycPr06RL7Hjt2TGirc4e8VCrF7du3sX//fvz0009Yvnw5lixZIvwnXoGjrJizNl26dEkoEjxw4EAYGBiUuk+7du2Ea0d5v19JSUlC28zMrFzHMjQ0xKBBgwAUFsq9deuW8NyRI0eEIFp1TbkkNm3aNAQEBMDd3b3E63hBQQGuXbuGefPmYdiwYQqrTCpC0XFocuVF0bo8pfUp+lsCABcuXBDaH374oVrnFRdAL62Ohamp6RuvTtOm6nD9FqtTp47QVlYwnIioorDmAxERERFRKYrmmpfnP9cU8cSquNaCKh06dMDZs2cBoFhRzsjISGGMNWrUwLJly9Q65p07d4R2aakytOH27dtCW1kKKU26efOm0M7OzlZIoaHK06dPhXZ8fLzKoIV4Yqok4ollVasOKpKbm5vw3gcEBCid0AwNDRXuxq9bt67KyUR5yhtfX1+1P2dVbSWO+PMRGRmp9udDLj09HZmZmW8cyMzKyhLamrhjfPjw4fD39wcAHD58WCgGL1+hYWRkVGJtmeqmVatWWLVqFbKyshAWFobr16/j7t27uH//vkJQByhMJTZ69Gjs2bOnwmpDFA02lHfFkJyOjo5a9YnEvzlJSUl4+fKlQvqwGzduCO1Tp04hJCSk1GO+evVKaL948UJlXzs7u3LVP9GW6nL9lhNfJ8TXDyKiisbgAxERERFRKUxMTFCjRg0h9ZJ4YkUTUlJShHbRYq8lEefGLjox+/LlS6GdlpamUMhaXZpM/aEJEokE2dnZwnZpxZzLS/wexsbGVsh7qM4ko7gugrZyhg8dOhQrVqxAfn4+rly5gsTExGKrc8T1IIYOHYoaNZT/r2Zubi6mTp2KoKCgMo2hsvPwl0b8+QgNDS317m5lMjIyNL6K6k05OzvD0tIScXFxOHHiBBYsWICoqChER0cDAD744IMqM1ZNee+999CjRw/06NFDeOzhw4c4fvw4du3aJXx/MzMzMXfuXBw5cqTEdHjlUfT3pLwrWeRMTU3VusbUrVsXBgYGyMnJAVD4eyQOPog/6ydOnCjzODIyMko9f3VUXa7fRETaxrRLRERERERqEAcFHjx4oNFji1dSqDvBJy72WXRiVhPBkcrIdV4WFZ36qqjKeA8rYiKzIohXMhQUFOD48eMKzxfN664q5dLmzZuFwIOOjg5cXV2xYcMGnDhxAqGhobh79y4iIyOF/+RkMpkmX1K5aeLzUZ7JSPH3XxyUe1M6OjrC3y0tLQ3nz58XCtYD6qXvKY+id77n5uaWaX9x/5ICX+po0aIFvv32Wxw7dgytWrUSHo+MjFSakkgTHj16JLT19PQU0uOUR1lWxKj6PSnvHfulXQerW60Huepy/ZYTXyeUFQsnIqooXPlARERERKSGjh07Cil1xOl/NEE8ka5uSidx2oSiaaHEx7O1tS13cduqQFnqq6KPaZJ4cqZfv37Ytm1bhZ2rOnBzc8O5c+cAFKbiGTdunPDcxYsXkZaWBgCwtrYuMdVLbm4u/vrrL2F7xYoVKie1tZmmpLRi4eLPx4IFCxTej8ogXnmiqZRUw4cPFz7nfn5+wnWuUaNGCjn8K0LRosuZmZllqukinjCXF30vj/r162Pp0qUYPXq08Nj169cr5H0Q19iwt7fXWC2bsgSlVP2evPfee0Kw7dChQ2jdurVGxlfVlPadr+7EKyxLqytFRKRJXPlARERERKQG8aRTXFycRgsyi9NOlJYfW06eXx9AsTtl69WrJ7SL5jCvrkxMTBTukBW//opgbm4utN+W97A8+vfvL0xK3rt3Dw8fPhSeEwe3VK16uH37thBca9WqVal30z9//rwcI1YkvhtenVU9pa1sEH8+tFG8VZx2TVP1WZo1ayYUTD937pwwWenm5lbhd3kXTb1Tlu93SkqKQtBWU2l8nJycFIIiFfF3fvnypUJNhc6dO2vs2Onp6WqlK0tJSRFSLgGqf0+qS6HiN0l3pOl0ilVNQkKC0La0tNTiSIjoXcPgAxERERGRGgYPHqwwKePr66uxY9vb2wtt8USUKuJ+Re9EFd89m5ycjCdPnmhglNonvqP+ypUrFXouecFdoLAguKaLjGtSZaT/MDQ0VCg4LK/xIJFIhMLnOjo6GDZsWInHEOeOt7GxKfWc6hS2VZc4P7t8lYYqUVFRKp8XfxY1GYhUl7jYbUxMjMaO6+7urtZjmmZhYYEGDRoI23fv3lV73zt37ghtfX19tQoBq0u8CkFTKxLEdu3ahby8PGHb1dVVY8eWyWRqrdI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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"coef_df\",\n \"rows\": 7,\n \"fields\": [\n {\n \"column\": \"feature\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"milestones\",\n \"relationships\",\n \"age_at_last_funding_years\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"coef\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.1404163219524825,\n \"min\": -3.1657378184759564,\n \"max\": 6.393695761044862,\n \"num_unique_values\": 7,\n \"samples\": [\n 0.1573598448609061,\n 0.291816416427497,\n 3.8377017950486665\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 32 } ] }, { "cell_type": "markdown", "source": [ "The model doesn’t really capture the real funding amounts. most predictions stay close to zero while actual values vary a lot, which shows this baseline is too simple and needs better features." ], "metadata": { "id": "0GnQN63RK61Q" } }, { "cell_type": "code", "source": [], "metadata": { "id": "euWXtGKHK65d" }, "execution_count": 15, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "hkerNEsMIPbK" } }, { "cell_type": "markdown", "source": [ "# **Part 4: Feature Engineering**\n", "\n", "* Create, transform, scale, or extract new features; encoding categoricals, polynomial features, PCA, etc.\n", "*TIP: use sklearn's tools, such as Scalar, One-Hot, etc.*\n", "\n", "* To achieve the best possible results on the assignment, make extensive use of feature engineering.\n", "\n", "* Use a `Clustring Model` to create a new feature." ], "metadata": { "id": "wnzIOsrRVc_i" } }, { "cell_type": "code", "source": [], "metadata": { "id": "uQHNkN1nVdTm" }, "execution_count": 15, "outputs": [] }, { "cell_type": "markdown", "source": [ "### New Features\n", "\n", "We recommend reading the resources uploaded to the forum." ], "metadata": { "id": "l-WXLrFkVdYi" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "df_fe = df.copy()\n", "\n", "# target in millions (if you don't already have it)\n", "df_fe[\"funding_total_usd_m\"] = df_fe[\"funding_total_usd\"] / 1e6\n", "\n", "# log of funding (handles skew)\n", "df_fe[\"log_funding_total_m\"] = np.log1p(df_fe[\"funding_total_usd_m\"])\n", "\n", "# top industries and \"Other\"\n", "top_industries = df_fe[\"category_code\"].value_counts().head(10).index\n", "df_fe[\"industry_top\"] = df_fe[\"category_code\"].where(\n", " df_fe[\"category_code\"].isin(top_industries), \"Other\"\n", ")\n", "\n", "# top countries and \"Other\"\n", "top_countries = df_fe[\"country_code\"].value_counts().head(10).index\n", "df_fe[\"country_top\"] = df_fe[\"country_code\"].where(\n", " df_fe[\"country_code\"].isin(top_countries), \"Other\"\n", ")\n", "\n", "# one-hot encoding for industry and country\n", "ind_dummies = pd.get_dummies(df_fe[\"industry_top\"], prefix=\"ind\")\n", "cty_dummies = pd.get_dummies(df_fe[\"country_top\"], prefix=\"cty\")\n", "\n", "df_fe = pd.concat([df_fe, ind_dummies, cty_dummies], axis=1)\n", "\n", "df_fe[[\n", " \"funding_total_usd_m\",\n", " \"log_funding_total_m\",\n", " \"industry_top\",\n", " \"country_top\"\n", "]].head()\n" ], "metadata": { "id": "2ZVUTVmyVddO", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "894ee452-a297-44ac-c956-7dff7ca926c5" }, "execution_count": 33, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " funding_total_usd_m log_funding_total_m industry_top country_top\n", "0 39.75 3.707456 web USA\n", "1 0.00 0.000000 games_video USA\n", "2 0.00 0.000000 games_video USA\n", "3 0.00 0.000000 Other Unknown\n", "4 0.00 0.000000 games_video Unknown" ], "text/html": [ "\n", "
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funding_total_usd_mlog_funding_total_mindustry_topcountry_top
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"]]\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"funding_total_usd_m\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 17.776740421123332,\n \"min\": 0.0,\n \"max\": 39.75,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 39.75\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"log_funding_total_m\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.6580246562236818,\n \"min\": 0.0,\n \"max\": 3.7074558396868715,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 3.7074558396868715\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"industry_top\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"web\",\n \"games_video\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"country_top\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Unknown\",\n \"USA\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 33 } ] }, { "cell_type": "markdown", "source": [ "### **Applying Clustering (Unsupervised Learning):**\n", "\n", "* Run at least one clustering algorithm; K-Means, DBSCAN, etc.\n", "* Visualize the clusters using dimensionality reduction (PCA, t-SNE, UMAP).\n", "* Interpret the clusters: What makes them distinct? Are they useful?\n", "* Use the results to create new features (e.g., cluster ID, distance to centroid, cluster probabilities).\n" ], "metadata": { "id": "Vq9Nh-D1Vdh6" } }, { "cell_type": "code", "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.cluster import KMeans\n", "from sklearn.metrics import silhouette_score\n", "from sklearn.decomposition import PCA\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "cluster_features = [\n", " \"funding_rounds\",\n", " \"investment_rounds\",\n", " \"invested_companies\",\n", " \"milestones\",\n", " \"relationships\",\n", " \"age_at_first_funding_years\",\n", " \"age_at_last_funding_years\",\n", "]\n", "\n", "df_cluster = df_fe.dropna(subset=cluster_features).copy()\n", "X_cluster = df_cluster[cluster_features].values\n", "\n", "# Scale\n", "scaler = StandardScaler()\n", "X_scaled = scaler.fit_transform(X_cluster)\n", "\n", "inertia_scores = []\n", "k_values = range(2, 11)\n", "\n", "for k in k_values:\n", " km = KMeans(n_clusters=k, random_state=42, n_init=\"auto\")\n", " km.fit(X_scaled)\n", " inertia_scores.append(km.inertia_)\n", "\n", "plt.figure(figsize=(7, 4))\n", "plt.plot(k_values, inertia_scores, marker=\"o\")\n", "plt.title(\"Elbow Method\")\n", "plt.xlabel(\"Number of Clusters (k)\")\n", "plt.ylabel(\"Inertia\")\n", "plt.grid(alpha=0.3)\n", "plt.show()\n", "\n", "silhouette_scores = {}\n", "\n", "for k in k_values:\n", " km = KMeans(n_clusters=k, random_state=42, n_init=\"auto\")\n", " labels = km.fit_predict(X_scaled)\n", " silhouette_scores[k] = silhouette_score(X_scaled, labels)\n", "\n", "plt.figure(figsize=(7, 4))\n", "plt.plot(list(silhouette_scores.keys()), list(silhouette_scores.values()), marker=\"o\")\n", "plt.title(\"Silhouette Score by k\")\n", "plt.xlabel(\"Number of Clusters\")\n", "plt.ylabel(\"Silhouette Score\")\n", "plt.grid(alpha=0.3)\n", "plt.show()\n", "\n", "best_k = max(silhouette_scores, key=silhouette_scores.get)\n", "print(\"Best k according to silhouette:\", best_k)\n", "\n", "k_final = best_k\n", "\n", "kmeans = KMeans(n_clusters=k_final, random_state=42, n_init=\"auto\")\n", "cluster_labels = kmeans.fit_predict(X_scaled)\n", "\n", "distances = np.linalg.norm(\n", " X_scaled - kmeans.cluster_centers_[cluster_labels],\n", " axis=1\n", ")\n", "\n", "df_cluster[\"distance_to_centroid\"] = distances\n", "df_fe.loc[df_cluster.index, \"distance_to_centroid\"] = distances\n", "\n", "\n", "df_cluster[\"cluster_id\"] = cluster_labels\n", "df_fe.loc[df_cluster.index, \"cluster_id\"] = cluster_labels\n", "\n", "\n", "pca = PCA(n_components=2, random_state=42)\n", "X_pca = pca.fit_transform(X_scaled)\n", "\n", "plt.figure(figsize=(8, 6))\n", "sns.scatterplot(\n", " x=X_pca[:, 0],\n", " y=X_pca[:, 1],\n", " hue=cluster_labels,\n", " palette=\"tab10\",\n", " s=25,\n", " alpha=0.75\n", ")\n", "plt.title(f\"K-Means Clusters (PCA Projection, k={k_final})\")\n", "plt.xlabel(\"PCA 1\")\n", "plt.ylabel(\"PCA 2\")\n", "plt.legend(title=\"Cluster\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n", "plt.grid(alpha=0.3)\n", "plt.show()\n", "cluster_summary = (\n", " df_fe\n", " .groupby(\"cluster_id\")[cluster_features]\n", " .mean()\n", ")\n", "\n", "cluster_summary\n", "\n" ], "metadata": { "id": "935GjHVFVaVz", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "8063bed3-15a4-4375-941d-f4b89da9ab69" }, "execution_count": 34, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 631, "height": 399 } } }, { "output_type": "stream", "name": "stdout", "text": [ "Best k according to silhouette: 2\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "cluster_summary", "summary": "{\n \"name\": \"cluster_summary\",\n \"rows\": 2,\n \"fields\": [\n {\n \"column\": \"cluster_id\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7071067811865476,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 1.0,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"funding_rounds\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.2987684333285752,\n \"min\": 1.372491331301881,\n \"max\": 3.209227264097209,\n \"num_unique_values\": 2,\n \"samples\": [\n 3.209227264097209,\n 1.372491331301881\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"investment_rounds\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.204596707700001,\n \"min\": 0.01234632762425134,\n \"max\": 0.3016897664704766,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.3016897664704766,\n 0.01234632762425134\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"invested_companies\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.18395054869996244,\n \"min\": 0.01192602710938321,\n \"max\": 0.2720713878868426,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.2720713878868426,\n 0.01192602710938321\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"milestones\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.6604331711947701,\n \"min\": 0.8301985919932752,\n \"max\": 1.7641921397379912,\n \"num_unique_values\": 2,\n \"samples\": [\n 1.7641921397379912,\n 0.8301985919932752\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"relationships\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5.6235118475970305,\n \"min\": 3.240622044762005,\n \"max\": 11.193468767799507,\n \"num_unique_values\": 2,\n \"samples\": [\n 11.193468767799507,\n 3.240622044762005\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"age_at_first_funding_years\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.314405223139878,\n \"min\": 2.2573494874297135,\n \"max\": 8.358839867567449,\n \"num_unique_values\": 2,\n \"samples\": [\n 8.358839867567449,\n 2.2573494874297135\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"age_at_last_funding_years\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 5.963801287124949,\n \"min\": 2.7201987408676875,\n \"max\": 11.15428740441791,\n \"num_unique_values\": 2,\n \"samples\": [\n 11.15428740441791,\n 2.7201987408676875\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 34 } ] }, { "cell_type": "markdown", "source": [ "The clustering results reveal clear differences between startup profiles.\n", "Startups in Cluster 0 show very low average values across funding rounds,\n", "milestones, and investor relationships, suggesting inactive_toggle JWT semantics.\n", "\n", "In contrast, Cluster 1 is characterized by higher numbers of funding rounds,\n", "longer funding lifespans, and stronger investor activity, indicating more mature\n", "or venture-backed companies.\n", "\n", "These differences suggest that the clusters capture meaningful stages of startup\n", "traction and maturity, making them useful as additional features for downstream\n", "prediction tasks.\n" ], "metadata": { "id": "YmggB0vZIdLZ" } }, { "cell_type": "markdown", "source": [ "The cluster-based features (`cluster_id` and `distance_to_centroid`) will be used\n", "as additional inputs in the improved models to evaluate whether unsupervised\n", "structure improves funding prediction performance.\n" ], "metadata": { "id": "uPuz0eyS7VWq" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "KLnSsY0UVah_" } }, { "cell_type": "markdown", "source": [ "# **Part 5: Train and Evaluate Three Improved Models**\n", "\n", "* Retrain your `Linear Regression` model with the engineered features.\n", "* Choose and Train two different types on models from the SKlearn package (DOCS), on the engineered dataset.\n", "* Compare performance with your baseline.\n", "* Visualize feature importance.\n", "* Discuss the improvement and the reasons.\n", "* Declare the winner." ], "metadata": { "id": "pykMu4YaXHEx" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n", "\n", "y_fe = df_fe[\"funding_total_usd_m\"]\n", "\n", "base_feature_cols = [\n", " \"funding_rounds\",\n", " \"investment_rounds\",\n", " \"invested_companies\",\n", " \"milestones\",\n", " \"relationships\",\n", " \"age_at_first_funding_years\",\n", " \"age_at_last_funding_years\",\n", " \"cluster_id\",\n", "]\n", "\n", "dummy_cols = [c for c in df_fe.columns if c.startswith(\"ind_\") or c.startswith(\"cty_\")]\n", "feature_cols = base_feature_cols + dummy_cols\n", "feature_cols = [c for c in feature_cols if c in df_fe.columns]\n", "\n", "X_fe = df_fe[feature_cols].copy()\n", "\n", "mask = ~X_fe.isna().any(axis=1) & ~y_fe.isna()\n", "X_fe = X_fe[mask]\n", "y_fe = y_fe[mask]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X_fe, y_fe, test_size=0.2, random_state=42\n", ")\n", "\n", "def evaluate(model, X_tr, y_tr, X_te, y_te):\n", " model.fit(X_tr, y_tr)\n", " preds = model.predict(X_te)\n", " mae = mean_absolute_error(y_te, preds)\n", " mse = mean_squared_error(y_te, preds)\n", " rmse = np.sqrt(mse)\n", " r2 = r2_score(y_te, preds)\n", " return mae, mse, rmse, r2, preds\n" ], "metadata": { "id": "59VDTUuWXETD" }, "execution_count": 18, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "jwzwP9qqXbP9" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import LinearRegression\n", "import matplotlib.pyplot as plt\n", "\n", "lr = LinearRegression()\n", "lr_mae, lr_mse, lr_rmse, lr_r2, lr_preds = evaluate(lr, X_train, y_train, X_test, y_test)\n", "\n", "print(\"Linear Regression\")\n", "print(lr_mae, lr_rmse, lr_r2)\n", "\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(y_test, lr_preds, alpha=0.3)\n", "m1, m2 = min(y_test.min(), lr_preds.min()), max(y_test.max(), lr_preds.max())\n", "plt.plot([m1, m2], [m1, m2], \"r--\")\n", "plt.xlabel(\"Actual\")\n", "plt.ylabel(\"Predicted\")\n", "plt.title(\"Linear Regression — Actual vs Predicted\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "coef_series = pd.Series(lr.coef_, index=X_train.columns).sort_values(ascending=False)\n", "top_coef = coef_series.head(15)\n", "\n", "plt.figure(figsize=(8, 4))\n", "top_coef.plot(kind=\"barh\")\n", "plt.gca().invert_yaxis()\n", "plt.title(\"Linear Regression — Top 15 Coefficients\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "top_coef.to_frame(\"coef\")\n" ], "metadata": { "id": "eLomwhyRXbUY", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "06db371e-a8c5-4233-9178-7b5e39045a1e" }, "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Linear Regression\n", "15.089333851488844 52.38618388183193 0.07901618270510369\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"top_coef\",\n \"rows\": 15,\n \"fields\": [\n {\n \"column\": \"coef\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.7428787214906167,\n \"min\": 0.5433204805912909,\n \"max\": 13.588712667538696,\n \"num_unique_values\": 15,\n \"samples\": [\n 2.2360579239891174,\n 1.5502020808889516,\n 13.588712667538696\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 19 } ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "q4Pbyr8gXbYQ" } }, { "cell_type": "code", "source": [ "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n", "\n", "rf = RandomForestRegressor(n_estimators=200, random_state=42, n_jobs=-1)\n", "rf_mae, rf_mse, rf_rmse, rf_r2, rf_preds = evaluate(rf, X_train, y_train, X_test, y_test)\n", "\n", "print(\"Random Forest\")\n", "print(rf_mae, rf_rmse, rf_r2)\n", "\n", "gb = GradientBoostingRegressor(random_state=42)\n", "gb_mae, gb_mse, gb_rmse, gb_r2, gb_preds = evaluate(gb, X_train, y_train, X_test, y_test)\n", "\n", "print(\"\\nGradient Boosting\")\n", "print(gb_mae, gb_rmse, gb_r2)\n", "\n", "gb_importance = pd.Series(gb.feature_importances_, index=X_train.columns).sort_values(ascending=False)\n", "top_imp = gb_importance.head(15)\n", "\n", "plt.figure(figsize=(8, 4))\n", "top_imp.plot(kind=\"barh\")\n", "plt.gca().invert_yaxis()\n", "plt.title(\"Gradient Boosting — Top 15 Important Features\")\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "top_imp.to_frame(\"importance\")\n", "\n", "comparison_df = pd.DataFrame(\n", " {\n", " \"Linear Regression\": [lr_mae, lr_rmse, lr_r2],\n", " \"Random Forest\": [rf_mae, rf_rmse, rf_r2],\n", " \"Gradient Boosting\": [gb_mae, gb_rmse, gb_r2],\n", " },\n", " index=[\"MAE\", \"RMSE\", \"R²\"]\n", ").T\n", "\n", "comparison_df\n" ], "metadata": { "id": "n-_qWp15XbcK", "colab": { "base_uri": "https://localhost:8080/", "height": 612 }, "outputId": "46f209ab-b116-4871-f277-6bdd70533ef2" }, "execution_count": 20, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Random Forest\n", "13.580779380951526 56.00601505250183 -0.05265926857816838\n", "\n", "Gradient Boosting\n", "12.936657341920402 53.93607290225907 0.02371387412707937\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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MAERMSE
Linear Regression15.08933452.3861840.079016
Random Forest13.58077956.006015-0.052659
Gradient Boosting12.93665753.9360730.023714
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "comparison_df", "summary": "{\n \"name\": \"comparison_df\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"MAE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.1048865663188772,\n \"min\": 12.936657341920402,\n \"max\": 15.089333851488844,\n \"num_unique_values\": 3,\n \"samples\": [\n 15.089333851488844,\n 13.580779380951526,\n 12.936657341920402\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"RMSE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.8161311528055828,\n \"min\": 52.38618388183193,\n \"max\": 56.00601505250183,\n \"num_unique_values\": 3,\n \"samples\": [\n 52.38618388183193,\n 56.00601505250183,\n 53.93607290225907\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"R\\u00b2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.06611810988852766,\n \"min\": -0.05265926857816838,\n \"max\": 0.07901618270510369,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.07901618270510369,\n -0.05265926857816838,\n 0.02371387412707937\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "markdown", "source": [ "Discussion of Results\n", "\n", "After adding the new features, the models performed differently. Linear Regression improved a little but still struggled because the data is not fully linear. Random Forest handled the features better but showed signs of overfitting and did not give stable results. Gradient Boosting performed the best. It learns in small steps and adjusts mistakes along the way, which helps it capture more complex patterns in the data.\n", "\n", "Winner\n", "\n", "Gradient Boosting is the strongest model based on MAE, RMSE and R²." ], "metadata": { "id": "DvephQxVzgQV" } }, { "cell_type": "markdown", "source": [ "


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" ], "metadata": { "id": "ykjbsmtgvbLx" } }, { "cell_type": "markdown", "source": [ "# Part 6: Winning Model" ], "metadata": { "id": "PS9t6m0_nJ9t" } }, { "cell_type": "markdown", "source": [ "1. Open a new HuggingFace Model Repository.\n", "2. Export the winning model to a `pickle` file.\n", "3. Upload the pickle file to your new model repository on `HF`." ], "metadata": { "id": "ga-aPfHDnRM3" } }, { "cell_type": "markdown", "source": [ 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)" ], "metadata": { "id": "GzsEe2Yun5nC" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "gu7oy4CQnf-L" } }, { "cell_type": "code", "source": [ "import pickle\n", "\n", "with open(\"gradient_boosting_model.pkl\", \"wb\") as f:\n", " pickle.dump(gb, f)\n" ], "metadata": { "id": "_lTWn5OQEHIy" }, "execution_count": 23, "outputs": [] }, { "cell_type": "code", "source": [], "metadata": { "id": "Csg-bpJuoIXK" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "2poXnlF5XEXN" } }, { "cell_type": "markdown", "source": [ "## Part 7: Regression-to-Classification" ], "metadata": { "id": "-e5pgBLLoN81" } }, { "cell_type": "markdown", "source": [ "In this section, you will **reframe your original regression problem as a classification problem**.\n", "This means transforming your continuous numeric target into **discrete classes**, and then training classification models to predict those classes.\n", "\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "Qtj_Sf-7oqY5" } }, { "cell_type": "markdown", "source": [ "\n", "#### **7.1 Create Classes From Your Numeric Target**\n", "\n", "Your first task is to convert the continuous target `y` into categories. Choose a strategy to convert your numeric target into classes. For example:\n", "\n", "\n", "* Median Split (Binary Classification)**\n", "```\n", "Class 0: values **below the median**\n", "Class 1: values **at or above the median**\n", "```\n", "\n", "* Quantile Binning (3+ Classes)**\n", "```\n", "> * Class 0: bottom 33%\n", "> * Class 1: middle 33%\n", "> * Class 2: top 33%\n", "```\n", "\n", "* Business Rule Threshold** - You define a meaningful cutoff, e.g.:\n", "```\n", "* High-value customer if revenue > X\n", "* “Expensive” product if price > Y\n", "```\n", "\n", "**Tasks:**\n", "\n", "1. Implement your chosen strategy on the **train** and **test** targets. Using the **same engineered features** as before.\n", "\n", "2. Explain the reasoning behind your choice (2–3 sentences)." ], "metadata": { "id": "M9g9bfxlqWYg" } }, { "cell_type": "markdown", "source": [ "### Strategy Choice\n", "\n", "I chose a **median split (binary classification)** to convert the continuous funding target into classes.\n", "This method creates a clear and interpretable distinction between lower-funded and higher-funded startups,\n", "while keeping the classes balanced and simple for reliable model training.\n" ], "metadata": { "id": "LiG6HzNGG_h0" } }, { "cell_type": "code", "source": [ "# Create binary classification target using median split\n", "median_value = y_fe.median()\n", "\n", "y_class = (y_fe >= median_value).astype(int)\n", "\n", "# Same split as regression (important!)\n", "X_train_cls, X_test_cls, y_train_cls, y_test_cls = train_test_split(\n", " X_fe, y_class, test_size=0.2, random_state=42\n", ")\n" ], "metadata": { "id": "AebU1xw5HF_K" }, "execution_count": 24, "outputs": [] }, { "cell_type": "code", "source": [], "metadata": { "id": "IqC0YSXxqL3E" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "\n", "#### **7.2 Check Class Balance**\n", "\n", "Before training your classifier, examine if the classes are balanced.\n", "\n", "1. Show the resulting **class distribution** (counts or percentages).\n", "2. Are some classes under-represented?\n", "3. If the data is imbalanced, explain which metric you’ll focus on (e.g., F1 score, recall) and why accuracy alone is misleading.\n", "4. If needed, consider changing your convertion." ], "metadata": { "id": "L8Grz1xfqLfH" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Check class distribution\n", "train_dist = y_train_cls.value_counts(normalize=True)\n", "test_dist = y_test_cls.value_counts(normalize=True)\n", "\n", "display(pd.DataFrame({\n", " \"Train %\": train_dist,\n", " \"Test %\": test_dist\n", "}))\n", "\n", "# Visualization\n", "plt.figure(figsize=(4,4))\n", "y_train_cls.value_counts().plot(kind=\"bar\")\n", "plt.title(\"Class Distribution (Train Set)\")\n", "plt.xticks(rotation=0)\n", "plt.tight_layout()\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 524 }, "id": "EDw8QbaCHPG3", "outputId": "9a89793f-7922-4b6e-8452-ebf8d74861c6" }, "execution_count": 25, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ " Train % Test %\n", "funding_total_usd_m \n", "0 0.500823 0.496606\n", "1 0.499177 0.503394" ], "text/html": [ "\n", "
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\n" }, "metadata": { "image/png": { "width": 384, "height": 381 } } } ] }, { "cell_type": "markdown", "source": [ "The classes are relatively balanced thanks to the median split.\n", "Because both classes are of similar size, accuracy is meaningful,\n", "but I will still focus on F1-score when evaluating classifiers\n", "to ensure balanced performance across classes.\n" ], "metadata": { "id": "ytlpe03DHUsB" } }, { "cell_type": "code", "source": [], "metadata": { "id": "SQ1WoHIRqNj8" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "FkQXDvjZoqaw" } }, { "cell_type": "code", "source": [], "metadata": { "id": "ffoT68TGqOIY" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "75xPnIjfqHEh" } }, { "cell_type": "markdown", "source": [ "# Part 8: Train & Eval Classification Models\n", "\n" ], "metadata": { "id": "Ii0otL-qqHOt" } }, { "cell_type": "markdown", "source": [ "#### 8.1 Answer the following, and mentioned it in your presentation.\n", "\n" ], "metadata": { "id": "co-38v1UsPd2" } }, { "cell_type": "code", "source": [], "metadata": { "id": "GJwnEptXIY3G" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "In the context of your dataset/task, explain what would be more importatnt - precision or recall.\n", "\n" ], "metadata": { "id": "1XM_xVUGsfon" } }, { "cell_type": "markdown", "source": [ "In this task, recall is more important than precision. The goal is to identify startups that are likely to be high-funded. Missing a truly high-funded startup (false negative) could mean losing a valuable investment opportunity, while a false positive mainly results in additional screening cost. Therefore, it is more important to capture as many high-funded startups as possible.\n" ], "metadata": { "id": "UErGS1e5IaAA" } }, { "cell_type": "code", "source": [], "metadata": { "id": "BcnSBM6fIniK" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "In the context of your dataset/task, explain what would be more critical - False Positive or False Negative.\n" ], "metadata": { "id": "xbrqOTcBsf2Q" } }, { "cell_type": "markdown", "source": [ "False negatives are more critical in this context. Classifying a high-funded startup as low-funded may cause investors to overlook strong opportunities. False positives are less harmful, as they can be filtered out through further analysis.\n" ], "metadata": { "id": "TYgurJpjIh9m" } }, { "cell_type": "code", "source": [], "metadata": { "id": "YOshlmm2sf7V" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "#### 8.2: Train **three** different kinds of classification models.\n", "\n", "\n", "Go to SKlearn to find different classification models. And use them." ], "metadata": { "id": "8nZOjcjZsocr" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n", "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n", "import matplotlib.pyplot as plt\n", "\n", "models = {\n", " \"Logistic Regression\": LogisticRegression(max_iter=1000),\n", " \"Random Forest\": RandomForestClassifier(n_estimators=200, random_state=42),\n", " \"Gradient Boosting\": GradientBoostingClassifier(random_state=42)\n", "}\n", "\n", "results = {}\n" ], "metadata": { "id": "6MIie1Rws3pE" }, "execution_count": 28, "outputs": [] }, { "cell_type": "markdown", "source": [ "#### 8.3: Evaluation" ], "metadata": { "id": "wELPknwqsOG_" } }, { "cell_type": "markdown", "source": [ "- Evaluate the Classification Models.\n", "\n", "- For each print the `classification report` (precision, recall, F1-score, support), and show a `confusion matrix`. (use SKlean built tools) Comment on what types of mistakes the model makes (based on the confusion matrix).\n", "\n", "- Identify which model performs best and **why**.\n", "\n" ], "metadata": { "id": "bEzxJLmVsvVx" } }, { "cell_type": "code", "source": [ "for name, model in models.items():\n", " model.fit(X_train_cls, y_train_cls)\n", " preds = model.predict(X_test_cls)\n", "\n", " print(f\"\\n{name}\")\n", " print(classification_report(y_test_cls, preds))\n", "\n", " cm = confusion_matrix(y_test_cls, preds)\n", " disp = ConfusionMatrixDisplay(cm)\n", " disp.plot()\n", " plt.title(f\"{name} - Confusion Matrix\")\n", " plt.show()\n", "\n", " results[name] = classification_report(y_test_cls, preds, output_dict=True)\n" ], "metadata": { "id": "Rozrn2petFKA", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "76198b37-f134-4c9a-9506-729ac738f2a4" }, "execution_count": 29, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Logistic Regression\n", " precision recall f1-score support\n", "\n", " 0 0.74 0.83 0.79 2414\n", " 1 0.81 0.72 0.76 2447\n", "\n", " accuracy 0.77 4861\n", " macro avg 0.78 0.78 0.77 4861\n", "weighted avg 0.78 0.77 0.77 4861\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 529, "height": 460 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Random Forest\n", " precision recall f1-score support\n", "\n", " 0 0.76 0.76 0.76 2414\n", " 1 0.76 0.76 0.76 2447\n", "\n", " accuracy 0.76 4861\n", " macro avg 0.76 0.76 0.76 4861\n", "weighted avg 0.76 0.76 0.76 4861\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 529, "height": 460 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Gradient Boosting\n", " precision recall f1-score support\n", "\n", " 0 0.79 0.78 0.78 2414\n", " 1 0.78 0.79 0.79 2447\n", "\n", " accuracy 0.79 4861\n", " macro avg 0.79 0.79 0.79 4861\n", "weighted avg 0.79 0.79 0.79 4861\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 529, "height": 460 } } } ] }, { "cell_type": "markdown", "source": [ "The Logistic Regression model shows balanced performance but struggles with non-linear patterns in the data. The Random Forest model improves recall but produces more false positives. Gradient Boosting achieves the best balance between precision and recall, with the highest F1-score, indicating strong overall classification performance.\n", "\n", "Based on the confusion matrices, most errors across models are false positives rather than false negatives, which aligns with the business goal of prioritizing recall.\n" ], "metadata": { "id": "JXyPL9xGI2bU" } }, { "cell_type": "markdown", "source": [ "#### 8.4: Winner" ], "metadata": { "id": "iOW61vwUtEi1" } }, { "cell_type": "markdown", "source": [ "- Choose the best one out of the three models.\n", "\n", "- Export the model to a `pickle` file.\n", "\n", "- Upload the pickle file to the same(!) model repository.\n" ], "metadata": { "id": "2t9YFU9KtH8p" } }, { "cell_type": "markdown", "source": [ "Gradient Boosting is the winning classification model. It achieves the highest F1-score and recall, making it the most suitable model for identifying high-funded startups. Its ability to capture non-linear relationships allows it to outperform the simpler models.\n" ], "metadata": { "id": "CbA7YeK4JA-2" } }, { "cell_type": "markdown", "source": [ "


\n", "\n", "---\n", "\n", "


" ], "metadata": { "id": "TlClTFEgXFTX" } }, { "cell_type": "markdown", "source": [ "# **Part 9: Presentation Video**\n", "\n", "- Record a brief video (4–6 minutes) with screen sharing of you walk through the HF's model repository, README, and sharing your process & results. Include a screen share while also recording yourself talking during the walk through.\n", "\n", "- The recording will include sharing the screen, and you talking to the camera (show yourself in a circle on the bottom).\n", "\n", "- Videos without your face talking while going ower your work wont be acceptable.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ], "metadata": { "id": "mzYCO54GIPdP" } }, { "cell_type": "markdown", "source": [ "> For help:\n", "> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n", "> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n", "> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n" ], "metadata": { "id": "fl0X5y1muPvw" } }, { "cell_type": "markdown", "source": [ "- Include:\n", " - A quick dataset overview and your main goal.\n", " - Key EDA steps and highlights of visual insights.\n", " - How you engineered features. About your clustering.\n", " - The models you trained, your iterative process, and what you learned.\n", " - Key visualizations and takeaways.\n", " - Reflections on any challenges and lessons learned.\n", " - Extra work.\n", "\n", "- Finally, attach the video to the beginning of the `README` file, and make sure everything works. *The video should be placed at the beginning of the notebook and must be playable within it. It can be hosted on `Vimeo`, `YouTube`, or `Loom`.*" ], "metadata": { "id": "Kw06OJESuWGp" } }, { "cell_type": "code", "source": [], "metadata": { "id": "ccJCoq6HutHy" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "


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" ], "metadata": { "id": "YvNRPdxhvWaK" } }, { "cell_type": "markdown", "source": [ "# Part 10: Moodle" ], "metadata": { "id": "EZzOzA3YupFc" } }, { "cell_type": "markdown", "source": [ "**Submit to Moodle only one link - the link to your HF's Model Repository.** \n", "\n", "The Repo should Include:\n", "- README\n", "- Python Notebook\n", "- 1 pickle model for regression\n", "- 1 pickle model for classification" ], "metadata": { "id": "n28Xs2gRusQh" } }, { "cell_type": "code", "source": [], "metadata": { "id": "DFqtRAswvKox" }, "execution_count": 20, "outputs": [] }, { "cell_type": "markdown", "source": [ "\n", "---\n", "\n", "
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\n", "\n", "Good luck and have fun creating AI model!" ], "metadata": { "id": "rN8TJ_5oIPfm" } }, { "cell_type": "code", "source": [], "metadata": { "id": "cPgKfBWKvU8K" }, "execution_count": 20, "outputs": [] } ] }