{ "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": "code", "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import RobustScaler" ], "metadata": { "id": "ebj6XVBv8gWy" }, "execution_count": 39, "outputs": [] }, { "cell_type": "code", "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.cluster import KMeans\n", "from sklearn.decomposition import PCA" ], "metadata": { "id": "ljojCOyUFB6h" }, "execution_count": 43, "outputs": [] }, { "cell_type": "code", "source": [ "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", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ], "metadata": { "id": "PWM_MZWXFC2j" }, "execution_count": 44, "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": "code", "source": [ "df = pd.read_csv(\"/content/athletes.csv\")" ], "metadata": { "id": "WhokC1wo7OSM" }, "execution_count": 7, "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": [], "metadata": { "id": "GFaHgQJyKwa5" } }, { "cell_type": "code", "source": [], "metadata": { "id": "OI0MZzohKwfE" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "Lgum4x_tKwjL" } }, { "cell_type": "code", "source": [], "metadata": { "id": "SWIrnfSLKwnE" }, "execution_count": null, "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": null, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "w69eaRq6hr9K" } }, { "cell_type": "code", "source": [ "# Basic cleaning\n", "df = df.drop_duplicates()\n", "\n", "# Missing values encoded as placeholder\n", "df = df.replace(8388607, np.nan)\n", "\n", "# Filter unrealistic values\n", "df = df[(df['height'] >= 50) & (df['height'] <= 90)]\n", "df = df[(df['weight'] >= 90) & (df['weight'] <= 400)]\n", "df = df[(df['deadlift'] >= 100) & (df['deadlift'] <= 800)]\n", "\n", "# Keep relevant variables and drop missing\n", "df_clean = df[['deadlift','height','weight','age','gender','backsq','snatch']].dropna().reset_index(drop=True)\n", "\n", "df_clean.head(), df_clean.shape\n", "\n" ], "metadata": { "id": "Qe5k-9DLK07M", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4316bec8-8eae-4b6a-88ec-bd90dbe602a3" }, "execution_count": 82, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "( deadlift height weight age gender backsq snatch\n", " 0 435.0 73.0 230.0 37.0 Male 414.0 200.0\n", " 1 365.0 68.0 177.0 40.0 Male 365.0 185.0\n", " 2 465.0 65.0 150.0 31.0 Male 405.0 225.0\n", " 3 419.0 72.0 165.0 23.0 Male 0.0 187.0\n", " 4 335.0 70.0 155.0 30.0 Male 235.0 95.0,\n", " (73558, 7))" ] }, "metadata": {}, "execution_count": 82 } ] }, { "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": "code", "source": [ "#Q1 Deadlift by weight groups\n", "df_bw = df_clean.copy()\n", "df_bw['weight_bin'] = pd.cut(\n", " df_bw['weight'],\n", " bins=[90,120,150,180,210,240,270,300,400],\n", " labels=['90-120','120-150','150-180','180-210','210-240','240-270','270-300','300+']\n", ")\n", "\n", "deadlift_by_weight = (\n", " df_bw.groupby('weight_bin')['deadlift']\n", " .mean()\n", " .reset_index()\n", ")\n", "\n", "plt.figure(figsize=(9,5))\n", "sns.lineplot(data=deadlift_by_weight, x='weight_bin', y='deadlift', marker='o')\n", "plt.title(\"Average Deadlift by Weight Group\")\n", "plt.xlabel(\"Weight Group (lbs)\")\n", "plt.ylabel(\"Deadlift (lbs)\")\n", "plt.show()\n" ], "metadata": { "id": "0ch5l8tIK1Dt", "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "outputId": "bc4785f2-0733-4c90-a0ea-396157035eba" }, "execution_count": 83, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 773, "height": 469 } } } ] }, { "cell_type": "code", "source": [ "#Q2 Deadlift vs Height (bar plot + error bars)\n", "df_h = df_clean.copy()\n", "df_h['height_bin'] = pd.cut(\n", " df_h['height'],\n", " bins=[50,60,65,70,75,80,90],\n", " labels=['50-60','60-65','65-70','70-75','75-80','80+']\n", ")\n", "\n", "h_stats = df_h.groupby('height_bin')['deadlift'].agg(['mean','std']).reset_index()\n", "\n", "plt.figure(figsize=(10,6))\n", "bars = sns.barplot(\n", " data=h_stats,\n", " x='height_bin',\n", " y='mean',\n", " color=\"skyblue\"\n", ")\n", "\n", "# Add error bars manually\n", "plt.errorbar(\n", " x=range(len(h_stats)),\n", " y=h_stats['mean'],\n", " yerr=h_stats['std'],\n", " fmt='none',\n", " ecolor='black',\n", " capsize=5,\n", " linewidth=2\n", ")\n", "\n", "plt.title(\"Average Deadlift by Height Category\")\n", "plt.xlabel(\"Height Category (inches)\")\n", "plt.ylabel(\"Deadlift (lbs)\")\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 563 }, "id": "j-8_oQvg8O6D", "outputId": "ed929316-63e1-43a5-b469-1b8a488fe48c" }, "execution_count": 85, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 850, "height": 546 } } } ] }, { "cell_type": "code", "source": [ "#Q3 Filter unrealistic ages\n", "df_age = df_clean[(df_clean['age'] >= 16) & (df_clean['age'] <= 60)].copy()\n", "\n", "plt.figure(figsize=(10,6))\n", "sns.pointplot(\n", " data=age_stats,\n", " x='age_group',\n", " y='deadlift',\n", " color='blue',\n", " markers='o',\n", " linestyles='-',\n", " scale=1.5\n", ")\n", "plt.title(\"Average Deadlift by Age Group\")\n", "plt.xlabel(\"Age Group\")\n", "plt.ylabel(\"Deadlift (lbs)\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 563 }, "id": "dmRO-OQ38QDo", "outputId": "d4ce5bce-6dee-4bb4-971b-3c65284d2c36" }, "execution_count": 47, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 850, "height": 546 } } } ] }, { "cell_type": "code", "source": [ "# Q4: Does body ratio (weight/height) relate to deadlift performance?\n", "\n", "df_br = df_clean.copy()\n", "df_br[\"body_ratio\"] = df_br[\"weight\"] / df_br[\"height\"]\n", "\n", "df_br[\"ratio_bin\"] = pd.qcut(df_br[\"body_ratio\"], 4, labels=[\"Low\",\"Medium\",\"High\",\"Very High\"])\n", "\n", "ratio_stats = df_br.groupby(\"ratio_bin\")[\"deadlift\"].mean().reset_index()\n", "\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(data=ratio_stats, x=\"ratio_bin\", y=\"deadlift\", palette=\"Blues\")\n", "plt.title(\"Average Deadlift by Body Ratio Category\")\n", "plt.xlabel(\"Body Ratio Category\")\n", "plt.ylabel(\"Deadlift (lbs)\")\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 563 }, "id": "R5rZY3P1_-Oc", "outputId": "91f27893-5950-48de-f5b6-07ffa0ca0e86" }, "execution_count": 48, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 850, "height": 546 } } } ] }, { "cell_type": "code", "source": [ "# Q5: Correlation with strength metrics\n", "strength_cols = ['deadlift','backsq','snatch']\n", "\n", "plt.figure(figsize=(8,6))\n", "sns.heatmap(df_clean[strength_cols].corr(), annot=True, cmap='coolwarm')\n", "plt.title(\"Correlation Between Strength Metrics\")\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 544 }, "id": "n9eV-Rh08Qjd", "outputId": "72c688ad-180a-498a-ca5a-3e1b9c6ed2e9" }, "execution_count": 49, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "image/png": { "width": 625, "height": 527 } } } ] }, { "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": [ "# Linear regression model\n", "target = \"deadlift\"\n", "features = [\"weight\", \"height\", \"age\", \"backsq\", \"snatch\"]\n", "\n", "df_model = df_clean.dropna(subset=[target] + features).copy()\n", "\n", "X = df_model[features]\n", "y = df_model[target]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", "\n", "lr = LinearRegression()\n", "lr.fit(X_train, y_train)\n", "\n", "y_pred = lr.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(f\"MAE: {mae:.2f}\")\n", "print(f\"RMSE: {rmse:.2f}\")\n", "print(f\"R²: {r2:.3f}\")\n", "\n", "coeffs = pd.DataFrame({\n", " \"Feature\": features,\n", " \"Coefficient\": lr.coef_\n", "}).sort_values(\"Coefficient\", ascending=False)\n", "\n", "print(\"\\nCoefficients:\")\n", "print(coeffs)\n", "\n", "plt.figure(figsize=(7,5))\n", "sns.scatterplot(x=y_test, y=y_pred, alpha=0.4)\n", "plt.plot([y_test.min(), y_test.max()],\n", " [y_test.min(), y_test.max()],\n", " linestyle='--')\n", "plt.xlabel(\"Actual Deadlift\")\n", "plt.ylabel(\"Predicted\")\n", "plt.title(\"Actual vs Predicted\")\n", "plt.show()\n", "\n" ], "metadata": { "id": "uLxQ5tJQK6xG", "colab": { "base_uri": "https://localhost:8080/", "height": 682 }, "outputId": "3c23dcae-b52d-414b-8ed8-90c7c2aa7d17" }, "execution_count": 86, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MAE: 31.50\n", "RMSE: 41.47\n", "R²: 0.814\n", "\n", "Coefficients:\n", " Feature Coefficient\n", "1 height 3.078053\n", "3 backsq 0.777273\n", "0 weight 0.410920\n", "4 snatch 0.000116\n", "2 age -0.388256\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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YflWLDZUoinC5XJg8eTKOOOIInHXWWfj6178Ok8nU57H9WUa7d+/e5OMVK1YM+PpSJ7ICSKvSq66u7tc9mjJlyoBfN5OR/P6l3sedO3figQceGPA5eruX/b1HU6ZMYQBHREQjjj3giIiIKGnt2rWor68HkFg2ed555/W6f2pA93//93/wer099gkEAsnH46X325/+9Ke08O20007D448/jo0bN6KzsxOxWAxGYtgVDMNATU1Nct/uPa3ypXtF25NPPtljn9Tnegtbly5dik8//RQXXHBBWg+vaDSK9957D7fddhuOO+44zJ49u1/VagO1cuXKtPupaRq8Xi/q6+vx5JNP4pvf/Ga/wjcAffYgAwCfzzek69U0Le3PwWAw+dhut/frHA6HY0jX0GUkv39DvY8AoKpq2p9H8l4SERENBQM4IiIiSkqtfjMMA7W1tRAEIet/Z5xxRnL/aDSarIZL5XK5ko9Tf3kerfoTkN11113JxzfddBNWrFiBCy64AIcccgg8Hk+PZZmpIchwSu3p9uyzz6YFQxs3bsTGjRsBAG63G2eeeWav55o2bRoef/xxtLa24h//+Ad++ctf4qSTTkoLtLZu3Yrly5enNd4fi1IDmxdffDEt/Ovvf6lSg6+uAQJ9CYVCOXkvI/n9S72PX/va1wZ1Hy+66KK0c47kvSQiIhoKBnBEREQEIDFR8plnnhnSOTJNQy0rK0s+3rlz55DOPxiplVHdq2ky6atqp6GhAV988QUAwOPx9DqFEUhMEe2+jG64pE413b9/P/75z38mt6VWv51zzjmwWq39OqfD4cBXvvIV3HzzzXjrrbfQ3t6O5557Doceemhyn2uvvRZNTU05ehfDL/Uzu2/fviGfL3XZa2NjY4+ALpPufeQGayS/f7m+j0D6vdyzZ0+/jsnVvSQiIhoKBnBEREQEAHj11VfR0dEBAJBlGUcddVS//kvtK/bhhx/2GEiwZMmS5OO33nprSNc4mP5iBQUFycft7e197t9VFZZNal+r2bNn97n08b333utX4JIvqcuIuyaeGoaRFrZmmn7aXzabDeeccw7efvvtZOCiKApef/31QZ9zpB111FHJx++///6Qzzd//vzkZFa/34/Nmzf3eUzqAIOhGMnvX+p9/Pe//52TSrSFCxcmH6cOmMgmGAzis88+G/LrEhERDRUDOCIiIgKQXr12+umnY/Xq1f36b82aNTjkkEOSx/75z39OO+/pp5+efPzmm28me8wNRmqVVjwe79cxtbW1ycf//ve/+9y/a3JoNl1BCtC/JXC///3v+9wnn1LDtZdffhnhcBjvvPNOsiqouroaS5cuHfLrFBUV4dhjj03+ObX5/1iTurT6xRdfHPJ7cblcadOEn3jiiT6P6f49GqyR/P5NmzYNc+bMAZAIZR9++OFBv3aX1Emuzz77bJ/X8eyzzyIWiw35dYmIiIaKARwRERGhtbU1bdrjQCuiUvd/4okn0iq+Fi9enAxmDMPABRdcMOheVMXFxcnH/V3iuGjRomTlzkcffdRrAPG///u/2LRpU6/nmzp1avJ8n332GXbs2JF132effRavvvpqv64zX+rq6pJVUMFgEC+//HKyEg5IVMj1VtnUn6rBLqlL/SZNmjSIqx0dFi9ejBNPPBEAEIlE8L3vfQ+KovTrWEVRMi45vuSSS5KP77333h6Voqn+8pe/4L333hvYRWcx0t+/a665Jvn4l7/8ZZ8VpqkyLVv97ne/mxy+0NDQgDvuuCPr8e3t7bj++uv7/XpERET5xACOiIiI8PTTTycrSVwuV58N+bs799xzkyHOnj17sHLlyrTt9957LywWCwBg3bp1OOGEE/DRRx9lPNe+fftw11134c477+yxberUqclfvnfv3o21a9f2eW3l5eU4+eSTASQCiHPPPReNjY1p+6iqirvvvhv/8R//kbzObEpKSpKBlq7rOOecc/D555+n7aPrOh544AF873vfgyRJ/e6vli+pAenDDz+M559/PuO2TO677z4cdthh+P3vf5+1j1cwGMR1112X/HlIkoQvf/nLObjykXPfffclG/7/85//7PUzCyQGUNx8882ora3NuGz1ggsuwKxZswAkQr1TTz014/meeuopfP/73+8xyGMoRvL7d/755ye/f4FAAMcddxz++Mc/Zg00/X4/nnrqKZx44om4/PLLe2x3u924+uqrk3++/vrrcccdd/SYPPvFF1/g1FNPxd69e3N6L4mIiAZLMEayKQkRERGNCocffjjWr18PALjwwgvx2GOPDfgcS5cuxapVqwAkwobuAxmeeuopXHTRRWmDEGbNmoWFCxfC7XbD5/Nh8+bN+Oyzz6DrOq644gr87ne/6/E65513Hp5++mkAgN1ux2mnnYYpU6ZAkiQAiaWQ//Vf/5V2zEcffYRjjjkmOeHUZrPh5JNPRmVlJTo6OrBq1Sq0tLTA6XTi9ttvT/7iv3TpUrz99ts9ruHNN9/El7/85eT5TCYTjj32WEybNg3BYBDvvvsumpubAQC33norHnzwQezevRtAohF+6rLYLieeeCLeeecdAMDKlSuTFVi50NbWhoqKih7L9RYuXIhPPvmk12NvvPFG3HTTTQASPcCmT5+OQw45BCUlJYjH42hubsYHH3yQVlV13XXX4ZZbbhnSNadW5Q31fgz23r766qv49re/nbbUePr06Tj88MNRVFSEaDSKlpYWbNiwIa0i7JVXXklbxtpl7dq1OOmkk9J6oS1evBiHHHIIFEXB6tWrsW3bNgCJ0Ow//uM/kvtl+7/stbW1fX62gJH9/rW3t+PUU09N/h0DJHozHn300aisrIQkSejs7MTnn3+O+vr65DWeffbZaWFxF0VRcPLJJ6cFnZMnT8bSpUvhdDqxbds2vPvuu9A0DUcddRSmT5+evOZHH320x2RVIiKiYWEQERHRhLZhwwYDQPK/f/7zn4M6z4MPPpg8h8PhMAKBQI993nzzTWPq1Klpr5ftv+uuuy7j6+zatcsoLy/PelxNTU3G4x5++GFDkqSsx02ePNlYtWqVsXLlyuRzS5cuzfp+f//73xuyLGc9nyiKxvXXX2/oum7U1NQkn9+5c2fG8y1dujS5z8qVK/u42wN3xhln9LjGu+++u8/j7rrrrn79vAAYZrPZuOmmm3JyvannHer9GMq9/fe//20cccQR/b4HtbW1xvr167Oe75133un18yuKonHDDTcYhpF+D7Lpz2ery0h+/8LhsPGjH/2o1+9M6n82m8247bbbsr4Xn89nnHbaab2e45hjjjH27t1rXHjhhcnnHn300V7vERERUb7IGTI5IiIimkBSK9UmT56cXC42UOeccw4uv/xyxGIxhEIhPP/88z0qTU4++WR8/vnn+Mtf/oJXX30V69atQ0tLC2KxGNxuN+rq6nD00Udj+fLlOP744zO+Tk1NDT799FPcf//9eOONN7B161YEAoG0yp5MfvCDH2DJkiX47W9/i7feegvNzc2wWq2YOnUqzj77bFx22WUoKSnJWPGWyY9+9CMce+yxuOeee7By5Urs3bsXNpsNlZWVOPnkk/GDH/wgbWLjSPve976X1o9OkiSce+65fR7385//HGeffTb++c9/4oMPPsDGjRuxa9cu+P1+iKIIj8eDOXPm4OSTT8YFF1yAmpqafL6NYbdgwQKsW7cOb7zxBl5++WW8//772Lt3L7xeLywWC0pLSzFr1iwcddRR+MpXvoKjjz661556J5xwAurr6/HAAw/gxRdfxPbt2xGPx1FRUYETTjgBl112GRYvXpyX9zKS3z+bzYbf//73uOaaa/Dkk0/irbfewtatW9He3g5d1+F2uzFt2jQsWLAAp5xyCk477bS0CcbdFRQUYMWKFXjxxRfx2GOPYe3atejo6EBJSQnmzJmD8847D+eff36fU4qJiIiGC5egEhERERERERER5RGHMBAREREREREREeURAzgiIiIiIiIiIqI8YgBHRERERERERESURwzgiIiIiIiIiIiI8ogBHBERERERERERUR4xgCMiIiIiIiIiIsojBnBERERERERERER5xACOiIiIiIiIiIgojxjAERERERERERER5REDOCIiIiIiIiIiojxiAEdERERERERERJRHDOCIiIiIiIiIiIjyiAEcERERERERERFRHskjfQE0OkSjUWzcuBEAUFpaClnmR4OIiIiIiIiIxj5VVdHa2goAOPTQQ2G1Wof9GpiyEABg48aNWLx48UhfBhERERERERFR3qxZswaLFi0a9tflElQiIiIiIiIiIqI8YgUcAUgsO+2yZs0aTJ48eQSvhoiIiIiIiIgoN5qbm5Or/lLzj+HEAI4AIK3n2+TJk1FVVTWCV0NERERERERElHsj1fOeS1CJiIiIiIiIiIjyiAEcERERERERERFRHjGAIyIiIiIiIiIiyiMGcERERERERERERHnEAI6IiIiIiIiIiCiPGMARERERERERERHlEQM4IiIiIiIiIiKiPGIAR0RERERERERElEcM4IiIiIiIiIiIiPKIARwREREREREREVEeMYAjIiIiIiIiIiLKIwZwREREREREREREecQAjoiIiIiIiIiIKI8YwBEREREREREREeURAzgiIiIiIiIiIqI8YgBHRERERERERESURwzgiIiIiIiIiIiI8ogBHBERERERERERUR4xgCMiIiIiIiIiIsojBnBERERERERERER5NOEDOEVR8NBDD+ErX/kKJk+eDIvFAqfTiVmzZuH73/8+Pvjgg36dZ8WKFVi+fDmqqqpgsVhQVVWF5cuXY8WKFf2+FlVV8Yc//AHHH388SktLYbPZMH36dFx22WXYtGnTYN8iERERERERERGNIMEwDGOkL2Kk7N69G1/96lf7DLcuv/xy/M///A8EQeixTdd1/PCHP8TDDz+c9fhLLrkEf/zjHyGK2fPOtrY2LFu2DGvXrs243WKx4P7778cll1zS67UOVmNjI6qrqwEADQ0NqKqqysvrEBERERERERENp9GQeUzYCrh4PJ4Wvs2fPx+PPfYYPvzwQ7zxxhu4/vrr4XA4AAD33Xcf7rjjjoznue6665Lh28KFC/HMM89gzZo1eOaZZ7Bw4UIAwEMPPYRf/vKXWa9F0zQsX748Gb594xvfwIoVK/DRRx/h3nvvxaRJkxCLxXDZZZcNqKKOiIiIiIiIiIhG3oStgHv++efxzW9+EwBw9NFH491334UkSWn7fPzxxzj66KMRj8fh8XjQ2toKWZaT27du3Yp58+ZBVVUceeSRWLVqFWw2W3J7OBzG0qVLsW7dOsiyjPr6etTV1fW4lkceeQQXX3wxAOAnP/kJHnjggbTt27ZtwxFHHAG/34+6ujrU19enXUcujIY0mIiIiIiIiIgo10ZD5jFhK+BSe7tde+21PcI3ADjiiCNwxhlnAAC8Xi/q6+vTtv/ud7+DqqoAElVyqeEbANjtdtx3330AEv3d7rnnnozXctdddwEAioqKcOedd/bYXldXh2uvvRZAIox76aWX+vUeiYiIiIiIiIgGIxxTsbs9hI1NPqzf04mNTT7sbg8hHFNH+tLGpAkbwCmKknw8bdq0rPtNnz494zGGYeBvf/sbAGD27NlYsmRJxuOXLFmCWbNmAQD+9re/oXvB4datW5PB3re+9S3Y7faM57nooouSjxnAEREREREREVE+BKJxbGry4b1tbVizswMbG32obw5gY6MPa3Z24L1tbdjU5EMgGh/pSx1TJmwA1xWKAcCOHTuy7rd9+3YAgCAImDFjRvL5nTt3Yu/evQCApUuX9vpaXdubmpqwa9eutG3vvfdej/0yKS8vx8yZMwEA77//fq+vR0REREREREQ0UN6wgvW7vdjQ5ENbUEFcSy8iimsG2oIKNjT5sH63F96wkuVM1N2EDeDOPfdcFBQUAADuuOMOaJrWY5/169fj73//OwDgu9/9bnJ/ANi8eXPy8ezZs3t9rdTt3ZexDuY8DQ0NCIVCve5LRERERERERNRfgWgcGxp8aPRG0Ne0AMMAGr0RbGhgJVx/5baT/xhSUlKCJ554Aueeey7ef/99LFq0CFdeeSVmzpyJYDCI999/H3fffTcURcHhhx+Ou+++O+34xsbG5OO+mvd1NfoDEuHZUM9jGAYaGxvTqvj6kvo6mTQ3N/f7XEREREREREQ0vuxpD6PJFxnQMU2+CEo6zJhb4c7TVY0fEzaAA4Cvfe1r+Pjjj3H33Xfj4YcfxoUXXpi2vaysDDfffDMuvfTSHr3ZAoFA8rHT6ez1dRwOR/JxMBjMy3n6khoCEhERERERERF1CcdUNPWj8q07wwAaOyOoLXHAbp7QEVOfJuwSVCAxVOHPf/5zxuEIALB//348+eST+Ne//tVjWzQaTT42m829vo7FYkk+jkTS0+RcnYeIiIiIiIiIaDBagzH4IoNbSuqLxNEaiOX4isafCRvAhUIhfOlLX8Ltt9+Ojo4OXH311aivr0csFoPP58Mbb7yB4447DuvWrcPXv/51/Pa3v0073mq1Jh+nTkfNJBY7+EG02Wx5OU9fGhoaev1vzZo1AzofEREREREREY0P/qjaY+BCf8U1A4GomuMrGn8mbH3gjTfeiHfffRcAeiw/NZvNOPXUU3HSSSfhy1/+MlauXImrrroKp5xyChYsWAAAcLlcyf37Wg6aOjCh+zLT7udJDeQGcp6+9NVfjoiIiIiIiIgmJlXTR/T4iWBCVsAZhoFHHnkEADBz5swevd+6yLKMm2++GQCg6zoee+yx5LbUQKuvAQepgxe692IbzHkEQWCgRkREREREREQ5IUtDi4eGevxEMCHv0P79+9HR0QEAWLhwYa/7HnHEEcnHW7ZsST6eO3duxuczSd0+Z86ctG2DOU91dXXaQAYiIiIiIiIiosEqsMowScKgjjVJAlzWCbvAst8mZAAnywc/GKra+zrlePxgE8LU46ZOnYqKigoAwDvvvNPrOVatWgUAqKysRG1tbdq24447Lvm4t/Ps27cPW7duBQAce+yxvb4eEREREREREVF/lTotcNtMgzrWbTOh1GXpe8cJbkIGcEVFRSgoKAAAfPjhh72GcKmh2NSpU5OPBUHAWWedBSBRmbZ69eqMx69evTpZuXbWWWdBENIT5ZkzZyar4v76178iHA5nPE/q8tfly5dnvV4iIiIiIiIiooGwW2RUemwQBlgEJwhAVaENdjMr4PoyIQM4URTx1a9+FQCwd+9e3HrrrRn36+zsxDXXXJP88xlnnJG2/corr4QkSQCAyy+/HJFIJG17JBLB5ZdfDiBRPXfllVdmfJ1f/OIXAJCcxtrd9u3bcfvttwMA6urqGMARERERERERUU5NKbaj0m0b0DGVbhuqi+x5uqLxZUIGcABw/fXXw25PfEhuvPFGfO1rX8MLL7yA9evX48MPP8Q999yDww47DJs3bwYAnHLKKfjyl7+cdo6ZM2fiqquuAgCsW7cOxx57LJ599lmsW7cOzz77LI499lisW7cOAHDVVVdhxowZGa/lwgsvTC4rfeCBB3DOOefg9ddfx5o1a3D//ffjmGOOgd/vhyiKuPfee9OWwhIRERERERERDZXLasL8ajeq+lEJJwhAlceG+dVuuKyDW7o60QiGYRgjfREj5V//+hfOPfdctLW19brfySefjOeffx6FhYU9tum6jksvvTQ5VTWTiy++GA8++CBEMXve2dbWhmXLlmHt2rUZt1ssFtx///245JJLer3WwWpsbExOaG1oaOCUVSIiIiIiIqIJKBCNo6EjjMbOCHyROOLawdjIJAlw20yoKkxUvo2V8G00ZB4TOoADgPb2djz88MNYsWIFNm3aBK/XC1mWUV5ejkWLFuG73/0uvva1r/Xo3dbda6+9hgcffBBr165FW1sbSkpKsGjRIlx22WU4/fTT+3UtqqriT3/6E55++mnU19cjFAqhoqICp5xyCq644grMmzcvF285o9HwYSQiIiIiIiKi0SEcU9EajCEQVaFqOmRJhMsqo9RlGXM930ZD5jHhAzhKGA0fRiIiIiIiIiKiXBsNmceE7QFHREREREREREQ0HBjAERERERERERER5REDOCIiIiIiIiIiojxiAEdERERERERERJRHDOCIiIiIiIiIiIjyiAEcERERERERERFRHjGAIyIiIiIiIiIiyiMGcERERERERERERHnEAI6IiIiIiIiIiCiPGMARERERERERERHlEQM4IiIiIiIiIiKiPGIAR0RERERERERElEcM4IiIiIiIiIiIiPKIARwREREREREREVEeMYAjIiIiIiIiIiLKIwZwREREREREREREecQAjoiIiIiIiIiIKI8YwBEREREREREREeURAzgiIiIiIiIiIqI8YgBHRERERERERESURwzgiIiIiIiIiIiI8ogBHBERERERERERUR4xgCMiIiIiIiIiIsojBnBERERERERERER5xACOiIiIiIiIiIgojxjAERERERERERER5REDOCIiIiIiIiIiojxiAEdERERERERERJRHDOCIiIiIiIiIiIjyiAEcERERERERERFRHjGAIyIiIiIiIiIiyiMGcERERERERERERHnEAI6IiIiIiIiIiCiPGMARERERERERERHlEQM4IiIiIiIiIiKiPGIAR0RERERERERElEcM4IiIiIiIiIiIiPKIARwREREREREREVEeMYAjIiIiIiIiIiLKIwZwREREREREREREecQAjoiIiIiIiIiIKI8YwBEREREREREREeURAzgiIiIiIiIiIqI8YgBHRERERERERESURwzgiIiIiIiIiIiI8ogBHBERERERERERUR4xgCMiIiIiIiIiIsojBnBERERERERERER5xACOiIiIiIiIiIgojxjAERERERERERER5REDOCIiIiIiIiIiojxiAEdERERERERERJRH8khfABERERERERERjS7hmIrWYAz+qApV0yFLIgqsMkqdFtgtjJMGineMiIiIiIiIiIgAAIFoHHvaw2jyRuCLxBHXjOQ2kyTAbTOh0mPDlGI7XFbTCF7p2MIAjoiIiIiIiIiI4A0r2NDgQ5MvAsPouT2uGWgLKmgPKWgPKphf7YbHbh7+Cx2D2AOOiIiIiIiIiGiCC0Tj2NDgQ6M3c/iWyjCARm8EGxp8CETjw3OBYxwDOCIiIiIiIiKiCW5PexhNvsiAjmnyRdDQEc7TFY0vDOCIiIiIiIiIiCawcExFUz8q37ozDKCxM4KwoubnwsYRBnBERERERERERBNYazAGX2RwS0l9kThaA7EcX9H4wwCOiIiIiIiIiGgC80fVtGmnAxHXDASirIDrCwM4IiIiIiIiIqIJTNX0ET1+ImAAR0REREREREQ0gcnS0OKhoR4/EfAOERERERERERFNYAVWGSZJGNSxJkmAyyrn+IrGHwZwREREREREREQTWKnTArfNNKhj3TYTSl2WHF/R+MMAjoiIiIiIiIhoArNbZFR6bBAGWAQnCEBVoQ12Myvg+sIAjoiIiIiIiIhogptSbEel2zagYyrdNlQX2fN0ReMLI0oiIiIiIiIiognOZTVhfrUbANDki8Awsu8rCInwbX61Gy7r4JauTjQM4IiIiIiIiIiICB67GQtrPCjpMKOxMwJfJI64djCJM0kC3DYTqgoTlW8M3/qPARwREREREREREQFIVMLNrXCjttiB1mAMgagKVdMhSyJcVhmlLgt7vg0C7xgREREREREREaWxW2TUWBgb5QqHMBAREREREREREeURAzgiIiIiIiIiIqI8YgBHRERERERERESURwzgiIiIiIiIiIiI8ogBHBERERERERERUR4xgCMiIiIiIiIiIsojBnBERERERERERER5NCEDuBNPPBGCIAzov7fffjvr+VasWIHly5ejqqoKFosFVVVVWL58OVasWNHva1JVFX/4wx9w/PHHo7S0FDabDdOnT8dll12GTZs25eBdExERERERERHRSJBH+gLGAlEUMWPGjB7P67qOH/7wh3j44YfTnm9qakJTUxNefvllXHLJJfjjH/8IUcyedba1tWHZsmVYu3Zt2vM7duzAgw8+iMcffxz3338/Lrnkkty8ISIiIiIiIiIiGjYTMoB79NFHEQqFet1n8+bN+Pa3vw0AOOWUU1BZWdljn+uuuy4Zvi1cuBBXX301pk+fju3bt+M3v/kN1q9fj4ceegilpaW47bbbMr6OpmlYvnx5Mnz7xje+gUsvvRRFRUX46KOPcMstt6ClpQWXXXYZKisrcfrppw/lrRMRERERERER0TATDMMwRvoiRqNrrrkGv/nNbwAATzzxBM4///y07Vu3bsW8efOgqiqOPPJIrFq1CjabLbk9HA5j6dKlWLduHWRZRn19Perq6nq8ziOPPIKLL74YAPCTn/wEDzzwQNr2bdu24YgjjoDf70ddXR3q6+shy7nPTRsbG1FdXQ0AaGhoQFVVVc5fg4iIiIiIiIhouI2GzGNC9oDri67reOqppwAATqcT3/jGN3rs87vf/Q6qqgIA7rvvvrTwDQDsdjvuu+8+AIn+bvfcc0/G17rrrrsAAEVFRbjzzjt7bK+rq8O1114LIBHGvfTSS4N8V0RERERERERENBIYwGXw5ptvoqmpCQBwzjnnwG63p203DAN/+9vfAACzZ8/GkiVLMp5nyZIlmDVrFgDgb3/7G7oXG27duhX19fUAgG9961s9XqfLRRddlHzMAI6IiIiIiIiIaGxhAJfBn//85+TjCy64oMf2nTt3Yu/evQCApUuX9nquru1NTU3YtWtX2rb33nuvx36ZlJeXY+bMmQCA999/v/eLJyIiIiIiIiKiUYUBXDfBYDBZZVZTU4MTTzyxxz6bN29OPp49e3av50vd3lXtNpTzNDQ09DlAgoiIiIiIiIiIRo8JOQW1Ny+88EIy4Dr//PMhCEKPfRobG5OP+2rc19XkD0iEZ0M9j2EYaGxsTC5t7a/U18qkubl5QOcjIiIiIiIiIqL+YQDXTV/LTwEgEAgkHzudzl7P53A4ko+DwWBeztMfqUEgERERERERERENHy5BTdHY2Ii3334bQGKAQlffte6i0Wjysdls7vWcFosl+TgSieTlPERERERERERENHqxAi7Fk08+CV3XAQAXXnhh1v2sVmvysaIovZ4zFoslH9tstl7Pk/rngZynP7ovf+2uubkZixcvHvB5iYiIiIiIiIiodwzgUjzxxBMAEtVm3/72t7Pu53K5ko/7Wg6aOjCh+zLT7ufpLYDr7Tz90VePOSIiIiIiIiIiyg8uQT1g3bp1yamkZ5xxBgoLC7Pumxpm9TXcILXyrHsftsGcRxAEhmlERERERERERGMIA7gDUocv9Lb8FADmzp2bfLxly5Ze903dPmfOnCGfp7q6Om0gAxERERERERERjW4M4ADE43H85S9/AQCUlpbi9NNP73X/qVOnoqKiAgDwzjvv9LrvqlWrAACVlZWora1N23bcccclH/d2nn379mHr1q0AgGOPPbbX1yMiIiIiIiIiotGFARyAFStWoLW1FQDw3e9+F7Lce2s8QRBw1llnAUhUpq1evTrjfqtXr05Wrp111lkQBCFt+8yZM5NVcX/9618RDocznuexxx5LPl6+fHnfb4iIiIiIiIiIiEYNBnBIX356wQUX9OuYK6+8EpIkAQAuv/xyRCKRtO2RSASXX345AECWZVx55ZUZz/OLX/wCANDR0YGrr766x/bt27fj9ttvBwDU1dUxgCMiIiIiIiIiGmMmfADX2dmJV199FQBwyCGH4PDDD+/XcTNnzsRVV10FIDHA4dhjj8Wzzz6LdevW4dlnn8Wxxx6LdevWAQCuuuoqzJgxI+N5LrzwwuSy0gceeADnnHMOXn/9daxZswb3338/jjnmGPj9foiiiHvvvbfP6jwiIiIiIiIiIhpdJnya8+yzzyIWiwHof/Vbl1tvvRUtLS145JFHsH79enznO9/psc/FF1+MW265Jes5JEnCyy+/jGXLlmHt2rV44YUX8MILL6TtY7FYcP/99/fZm46IiIiIiIiIiEafCV8B98QTTwBIBGHnnXfegI4VRREPP/ww/v73v+Oss85CRUUFzGYzKioqcNZZZ+G1117DQw89BFHs/TaXlJTggw8+wP/+7//iuOOOQ3FxMaxWK6ZNm4ZLL70UH3/8MS655JJBv0ciIiIiIiIiIho5gmEYxkhfBI28xsZGVFdXAwAaGhpQVVU1wldERERERERENHzCMRWtwRj8URWqpkOWRBRYZZQ6LbBbJvwCwjFtNGQe/AQRERERERER0YQViMaxpz2MJm8Evkgcce1gnZJJEuC2mVDpsWFKsR0uq2kEr5TGMgZwRERERERERDQhecMKNjT40OSLINP6wLhmoC2ooD2koD2oYH61Gx67efgvlMa8Cd8DjoiIiIiIiIgmnkA0jg0NPjR6M4dvqQwDaPRGsKHBh0A0PjwXSOMKAzgiIiIiIiIimnD2tIfR5IsM6JgmXwQNHeE8XRGNZwzgiIiIiIiIiGhCCcdUNPWj8q07wwAaOyMIK2p+LozGLQZwRERERERERDShtAZj8EUGt5TUF4mjNRDL8RXReMcAjoiIiIiIiIgmFH9UTZt2OhBxzUAgOjEq4D7c3o4HVm4b6csYFzgFlYiIiIiIiIgmFFXTR/T40a6xM4zbXqvHaxv3QRCAE2aU4tAq90hf1pjGAI6IiIiIiIgoh8IxFa3BGPxRFaqmQ5ZEFFhllDotsFv4a/hoIEtDWxA41ONHq4ii4ffvbMcf39mOmJoIGQ0DuPGVTXj+R0dDEIQRvsKxi998IiIiIiIiohwIROOJyZreCHyReNoSR5MkwG0zodJjw5RiO1xW0wheKRVYZZgkYVDLUE2SAJd1fMUphmHg1Q3NuP21euz1RXts/3h3J97YvB9fmVc+Alc3PoyvTwwRERERERHRCPCGFWxo8KHJl3myZlwz0BZU0B5S0B5UML/aDY/dPPwXSgCAUqcFbpsJbUFlwMe6bSaUuix5uKqRsWmvDze9shlrdnZk3O6xm/DzL8/CKbMnDfOVjS8M4IiIiIiIiIiGIBCNY0ODD43eSJ/7GgaS+y2s8bASboTYLTIqPTa0h5SMgWk2ggBUFdpgN4/9OKUjpOCuNz7HX9bsgZ7hHkiigPOPmoL/d+pMhsU5MPY/MUREREREREQjaE97GE2+vsO3VE2+CEo6zJhbwcb2I2VKsR3tQaVfwWmXSrcN1UX2PF5V/sU1HU+u3o17/rkV/izTXI+ZXowbzpyHWeWuYb668YsBHBEREREREdEghWMqmryZl532xjCAxs4Iaksc46KaaixyWU2YX50IQLMtHe4iCInwbX61e0xXLX68uxPXvrgBW/cHM26v9Njwy6/OwWmHlHPgQo7xW05EREREREQ0SK3BGHyR+KCO9UXiaA3EUFPMX81HisduxsIaD0o6zGjszD48o6owUfk2lsM3ANB0I2P4ZjNJ+MmJ03HpCdNgNUmc5JsHvGtEREREREREg+SPqoOapAkkBjMEsiwBpOHjspowt8KN2mIHWoMxBFJCJ5dVRqnLMm6qFBdPLcKZCyrwyqd7k8+duaAC154+GxUeGwLROLa3BDnJNw/GxyeIiIiIiIiIaASomj6ix481o7myym6RUTMBqruuPX02/rl5H6aVOHHj1+Zh8dQiAJzkm2/j/5NFRERERERElCeyJI7o8WNFIBpPDKtgZVXefdbkwzNr9uDmsw6BKPbs41bhseH5Hx2DOZMLIB3Yzkm++ccAjoiIiIiIiGiQCqwyTJIwqGWoJkmAyzr+fy1nZdXwaAvGcNfrn+PZdQ0wDGBBlQffWlSdcd9DKtOn73KSb/5NjKidiIiIiIiIKA9KnRa4bYOrAHLbTCh1WXJ8RaNLamVVX5NiuyqrNjT4EIgObrDFRBTXdDz07g6cdNfb+MvahuR9/s3rW+Dvx30c6iTfsMI+hv3BAI6IiIiIiIhokOwWGZUeG4SeK/16JQhAVaFt3DT3z2awlVUNHeE8XdH48s7WVpz2u1W45e/1PQZ6tAUVPPb+rj7PkYtJvtS38f1NJyIiIiIiIsqzKcV2tAeVfvXP6lLptqG6yJ7Hqxp5Q62sqi1xjPuAcrB2tYVwy98341/1LRm328wSLj+5DhcfN7XPc3GS7/DgJ5mIiIiIiIhoCFxWE+ZXJ/pgZetz1kUQEuHb/Gr3uG9en4vKqppixhapgjEVD6zchofe3ZE1NDt8igffWVSNeRVuKKoOiyz1ek5O8h0e/CQTERERERERDZHHbsbCGg9KOsxo7Mw+6bOqMFH5Nt7DN4CVVbmk6wZe/ncTfr1iC1qyLPms9Nhw5vzJmFLsgKoDG5p8/RpqwUm+w4MBHBEREREREVEOuKwmzK1wo7bYgdZgDIGoClXTIUsiXFYZpS7LhFpSycqq3NjY6MP1//cZ1u/xZtzusMj4ytwyHF5TCDGlGWHXUAsAWFjjyRr6cpLv8OBdIiIiIiIiIsohu0VGjYW/brOyKjc2N/syhm+iABwzvQQnz54Eqyn7MtMmXwQlHWbMrXBn3N41ybctqAz42ibCJN9c4aeZiIiIiIiIiHKuq7JqMFhZddA3j6jG/Kr08GxmmRNXnDITyw6d3Gv4BhwcahFWMi/p5STf4cG7REREREREREQ5x8qqwQnHVLQGY/CnLGG+7IRp+OnT6zHJZcGyQ8oxs7xgQOfsa6gFJ/nmHwM4IiIiIiIiIsq5rsqq9pDS62TY7iZiZdWO1iBe29iMk2ZNQpM38xCP7y2ZgkMr3Sh1WdEZUhBV+98jr6+hFpzkm38T59NMRERERERERMOKlVW9C0TjuO+tbXjkvZ1QdQP+qIraYkeP/eKaAadFxuodHZhd7sKMMic6Q/EBhXB9DbXgJN/8YgBHRERERERERHnByqrMdN3A8x834jevb0lbovvKp3vx05Pq0qaZdhFFEboB1DcHAAAzylzY749C72d1YX+GWnCSb/7wrhERERERERFR3rCyKt0nezpx0/9twqeNvh7bmn1RfLK7E0fWFvXYZjWJkERA04Et+wIocVlQYDPBG473+ZoDHWrBSb65x7tJRERERGNKpubUBVYZpU4L7PxlgYhoVGJlFbDfH8UdK7bgxfVNGbdLgoBj64pxaKU743aXRYbNJCEY06AbwJ72MBZUe+BF3wHcRB5qMVqM7083EREREY0bgWgce9rDWZtTu20mVHpsmFI8/qsniIjGqolYWRVTNTz83k7c/9Y2hBUt4z6zy11YduhklDizh2RmWYLHbkZISSzl3e+PIRrXYDdLWc8LTMyhFqMR7z4RERERjXresIINDb6s/YPimoG2oIL2kIL2oIL51W547Obhv1AiIqIDDMPAv+pbcMvfN2N3ezjjPpUeG06dW4aZZa5+nbPIYUYopqIzHEckriGkaLCZJADZA7iJNNRiNGMAR0RERESjWiAax4YGX78m6BkGkvstrPGwEo6IiEbEtpYAbnplM979oi3jdpdFxhVfmoH5VW5sawn1+7xWk4TKQhsAwBuJQ9V0iGYp474TaajFWMAAjoiIiIhGtT3tYTT5+g7fUjX5IijpMGNuReY+OkRERPn0widNGcM3QQC+dUQ1fvGVWSh1WbCxqecghr7YzTKqi+xwhhU4rTJEMX1i6kQbajFWMIAjIiIiolErHFPR5M287LQ3hgE0dkZQW+JgzxsiSuIQFxouPz2pDs9/3IjWQCz53OFTPLjxa/Mwv8qTfK7AKsMkCWl9TfvDapIwpciO2WUuWM0SvOH4hBtqMdbwp0FEREREo1ZrMAZfpO/pbpn4InG0BmKoKeb/5SWa6DjEhYab0yLjmtNm4xfPfYqyAguuPX0OzjqsAoKQXq1W6rTAbTOhLagM+DXcNhMqDgxXqCrM1ZVTvvD/jRARERHRqOWPqgOuCugS1wwEomqOr4iIxhoOcaF8afZF8GmDF6cdMjnj9m8srEQopuKcI6rgyFJhabfIqPTY0B5SBlTtzcmmYw9/UkREREQ0aqmaPqLHE9HYxiEulA/RuIaH3t2BB1Zuh24YePPnblQV9pwyKooCLjymts/zTSm2oz2o9Otz2oWTTccecaQvgIiIiIgoG1ka2v9dHerxRDS2DXaIS0NHOE9XRGOZYRj4x2f7cOo97+CuN7YiEtcQU3Xc9lr9kM7rspowv9qNKo8N3Vao9iAIQJWHk03HIlbAEREREdGoNdjm1ECir5PLyv+7SzRRcYgL5dLW/QHc9MomvL+tvce21zbuwwfb23DM9JJBn99jN2NhjQclHWY0dmbvVcjJpmMX/zYhIiIiolFrqM2pS12WPFwVEY0FHOJCueALx3HPv7biidW7oek901xBAL6zqBqzylxDfi2X1YS5FW7UFjvQGowhkDKtl5NNxz7+5IiIiIho1GJzaiIaLA5xoaHQdAN/WbsHd73+OTrDmYPcRbWFuOHMeTik0p3T17ZbZNRkGdpAYxd/okREREQ0qrE5NRENBoe40GB9tKMdN72yGZub/Rm3T3Zbce2yOThz/mQIfTVtIzqAARwRERERjWpdzamBRHP03irhBCERvrE5NRFxiAsNVJM3gtteq8ffNzRn3G6WRfzohGn40YnTWWFNA8ZPDBERERGNemxOTUQDxSEuNFC39xK+nX5IOf5r2RxWV9Og8W8UIiIiIhoT2JyaiAaCQ1xooK7+ymy8sXk/FPXg8uNZZS7ccOZcHFM3+AmnRAADOCIiIiIaY9icmoj6g0NcaKCmFNvxw+On4f6V2+C2mfDzL8/EdxdP4XJkygn+jUJERERERETjEoe4UHedIQW72kNYOKUw4/afnDQdqm7gshOmodBhHuaro/GMARwRERERERGNSxziQl1UTcdTH+3Bb/+5FTaThDd/vhSODNXUdrOM/zx99ghcIY13DOCIiIiIiIho3OIQF/pgWxtuemUzPt8fAAD4InH879vbcNVXGLTR8GEAR0REREREROMah7hMTA0dYdz2Wj1WfLavx7Y/vbsT3z5yCqYUc7kxDQ/+DUNEREREREQTAoe4TAxhRcUf3t6OP67agVjKRNNUp84tg1nmcAUaPvybh4iIiIiIiIjGPMMw8MqGZtz+Wj2afdGM+8yZXIAbzpyLJdOK83IN4ZiK1mAM/pQqywKrjFKnBXaGvxMaf/pERERERERENKZ91uTDr17ZjDW7OjJuL7Sb8PMvz8K5i6dAEoWcv34gGsee9jCavNn7DFZ6bJhSzD6DExUDOCIiIiIiIiIakzpCCu5643M8s2ZPxim3kijge0tqcOWXZsBjN+flGrxhBRsafFkn7cY1A21BBe0hBe1BBfOr3Xm7Fhq9GMARERERERERTUDjYbnkj5/8GB/tzFz1dmxdMa4/Yx5mlbvy9vqBaBwbGnxo9Eb63NcwkNxvYY2HlXATzNj4RhERERERERFRToyn5ZJXfmkmzv3T6rTnqgpt+OVX5+Ir88ogCLlfbppqT3sYTb6+w7dUTb4ISjrMmFvhztNV0WjEAI6IiIiIiIhoghhvyyWPnl6MZYeW47WN+2AzSfjpSdNxyfHTYDVJeX/tcExFkzfzfeyNYQCNnRHUljhgNzOWmSj4kyYiIiIiIiKaAMbqcslQTEVHSEF1kT3j9v9aNgdWk4SrvjILk922Ybuu1mAMvkh8UMf6InG0BmKoKWYsM1GII30BRERERERERJR/g10u2dARztMV9c4wDLy8vgkn3/02Ln9mPXQ9c6lZVaEdv/3WYcMavgGAP6qmLd8diLhmIBBVc3xFNJoxaiUiIiIiIhoB46EBPo0dY2255MZGH258ZRM+3t0JANjvj+Gl9U04+4iqYbuGvqiaPqLH09jCv9WJiIiIiIgGaCjh2XhqgE9jx1hZLtkWjOHOf3yOv37c0CMs/PU/tuArh5TDOUoCalka2qLCoR5PY8vo+NQSERERERGNAUMNz8ZbA3waO0b7cklF1fHnD3fhf/71BQKxzK81u9yFYFQdNQFcgVWGSRIGdV9NkgCXdXS8Dxoe/GkTERERERH1w1DDs7HaAJ9LZceH0bxc8u3PW/CrVzdjR2so4/YpRXb89xlz8aU5kyAIQt6uY6BKnRa4bSa0BZUBH+u2mVDqsuThqmi04t+WREREREQ0oQwmUMpFeDbYBvglHWbMrXAP6Lhc4FLZ8WU0Lpfc1RbCLX/fjH/Vt2TcbjdL+NnJdbj4uKmwyFLOX3+o7BYZlR4b2kPKgHrrCQJQVWgb1p56NPL40yYiIiIioglhKIHSUMOzsdYAn0tlx5/RtFwyGFNx31tf4JH3dma9nm8srMQ1p89GWYE1Z6+bD1OK7WgPKv0K57tUum2oLrLn8apoNGIAR0RERERE495QAqVchGdjpQE+MHaXylLvRstyScMwcM7vP8CWfYGM2+dXuXHDmfNwRE1hTl4v31xWE+ZXJypUs/390kUQEuHb/Go3vysTEAM4IiIiIiIa14YaKOUiPIvEtVHdAD/VWFsqS/0zWpZLCoKAC46uxX+9tDHt+RKnGVd/ZTbOOaIKojh6+rz1h8duxsIaD0o6zGjsjEBRdQiCAFEAdCMROpplEVWFico3hm8TEwM4IiIiIiIa14YaKOVieuRQ22flswF+qrG2VJYGZrQsl/z2omo89dFubNrrhywK+P6xtbj8lBkoGMPBlMtqwtwKNya7bWjoDKMjqEDRNNgkCUVOM6qL7CjkMu0JjX8zEhERERHRuDXUQGlqqSMn0yMtpqH96pWPBviZjKWlsjRww7lcMqZqiCo63Paex0qigBu/Ng8PrNyG/z5jLqaXOgd8/tEme4/JOFqDMezzRTm0ZILj34xERERERDRuDTVQ6gwpOZke6TBLo6YBfm9yUe1Ho1v35ZLZBpIMZbnkW1v241evbMbCKYW459uHZdxnUW0RHvv+4sG+jVGFQ0uoPxjAERERERHRuJWLQCkX0yMLbeZR0QC/L7mo9hvrwjEVrcEY/FEVqqZDlkQUWGWUOi2wW8bHr9BdyyVrixMDQgIp79VllVHqsgxqKfH21iBufnUz3v68FQCwqz2M85fUjJmBCoPBoSXUX+Pjbw8iIiIiIqIMhhoIRRQN1YX2IYdnNvPoaIDfl1xU+41V2ZcQHqwKG29LCO0WGTU5CBX90Tju/dcXeOyDXVD19A/4jf+3CX/76bFjbrBCf3FoCfUXAzgiIiIiIhq3chEo5Wp65GhpgN+bXFT7jUVcQjg4um7g+Y8b8ZvXt2QNqCVRQEdYQYlzeKo4hxOHltBAjN1/nsixPXv24IYbbsCRRx6J0tJSWK1WVFdX4/jjj8f111+Pzz77rNfjV6xYgeXLl6OqqgoWiwVVVVVYvnw5VqxY0e9rUFUVf/jDH3D88cejtLQUNpsN06dPx2WXXYZNmzYN9S0SEREREU04XYHSYKQGSlOK7ah02wZ0fPfwrKsBfpXHBqGPSxIEoMoz+Ab4g1XqtMBtG9zrDedS2VxKXULYV5DStYRwQ4MPgejgeguOFx/v7sTX//d9XP3ChozhW6nLgru/uQAv/viYcRm+AbkZWkITB6NWAPfddx+uvfZahEKhtOcbGxvR2NiI9957D36/H7/73e96HKvrOn74wx/i4YcfTnu+qakJTU1NePnll3HJJZfgj3/8I0Qxe97Z1taGZcuWYe3atWnP79ixAw8++CAef/xx3H///bjkkksG/0aJiIiIiCaYrkBpqL3XcjU9cjga4A9Frqr9BmOkeq9xCeHA7PdH8esVW/DS+qaM282SiB8cNxU/O7kOznHSMy8bDi2hgRjf34Z+uOWWW/Df//3fAICZM2fi0ksvxaJFi+B2u9He3o7169fjpZdeyhqeXXfddcnwbeHChbj66qsxffp0bN++Hb/5zW+wfv16PPTQQygtLcVtt92W8RyapmH58uXJ8O0b3/gGLr30UhQVFeGjjz7CLbfcgpaWFlx22WWorKzE6aefnoc7QUREREQ0/uQyUMpVeJavBvi5MtxLZUey9xqXEPZfNK7h4fd24oGV2xBWtIz7fGnOJPzyq3NRW+JIe74rXFU0HZpmIBhToag6ZEmAzSyP2SEX+R5aMhEGgkwkgmEM9K+a8ePNN9/El770JQDABRdcgIceeggmU+a/0BVFgdmcvsZ/69atmDdvHlRVxZFHHolVq1bBZjtYlh4Oh7F06VKsW7cOsiyjvr4edXV1Pc79yCOP4OKLLwYA/OQnP8EDDzyQtn3btm044ogj4Pf7UVdXh/r6eshybr9sjY2NqK6uBgA0NDSgqqoqp+cnIiIiIhopgWgc63d7BxQoVXlsvU4p7PrFeLSFZ7nSV0+0LqnVfoPpiTZcr5PN7vYQ1uzsGHTPu8VTi1BT7Oh75zFOUXWc/j+rsL01lHH79FIHrj9zHpbOLE17vitcbQ3EIIoC2oIx7GkPY58/irimw2aS4LGbUVZgQVmBdcwNudjY5MPGRt+gj59f5cYhlT2rKCfiQJB8Gw2Zx4TtAafrOn784x8DABYsWICHH344a/gGoEf4BgC/+93voKqJktH77rsvLXwDALvdjvvuuw9Aor/bPffck/Hcd911FwCgqKgId955Z4/tdXV1uPbaawEkwriXXnqpr7dHREREREQH5KP3mt0io6bYgUMq3ThsSiEOqXSjpnj8VEN1VfstqHKjxGnu0UfPJAkocZqxoMqNhTWeQYVio6H3GpcQ9o9ZFnHSrEk9nndZZPzyq3PwjytP6BG+ecMK1u/2Yuv+AAwY2NLsx3tftGFXexjRuA5NB4IxDU3eCHa0hrCnI4wNTT6s3+2FNzzwJeMjIVc9JlN13bcNTT60BZUen8+ugSBj7V7RBA7g3njjDXzxxRcAgGuuuWbAFWWGYeBvf/sbAGD27NlYsmRJxv2WLFmCWbNmAQD+9re/oXvB4datW1FfXw8A+Na3vgW7PXPZ9kUXXZR8zACOiIiIiGhghiNQGm+6lsoeV1eCxVOLML/KjbmTXZhf5cbiqUU4bkYJ5lYMfkjEYHuvNXSEB/V6meR7CeF48h9fmoESZ+J7IQjAdxZVY+VVJ+KS46fB1G3acFe4utcXgcduxhf7g6hvDkDPkHUaBtAZjqOpM4KIoo2pIRe5HloyGkJpyp/x8c8zg/Dcc88BAARBwBlnnJF8vqOjA+3t7SguLkZRUVHW43fu3Im9e/cCAJYuXdrray1duhSff/45mpqasGvXLkydOjW57b333kvbL5vy8nLMnDkTW7duxfvvv9/7myMiIiIioh5Ge++10cpukVGT435To6X3miwNrSZlqMePNppuQNMNmOWe76vAasLVX5mNZ9c14MYz5+HQquwDKLrCVbfNhM6wgi37Auj6Uau6jpiqIa4ZMHQDgijAJAnQdB1Oq4zJbtuYGXKR66ElHAgyvo2vvy0GYPXq1QCA2tpauFwuPP300zj00ENRXFyMmTNnori4GLNmzcJdd92FWKznaODNmzcnH8+ePbvX10rd3lXtNpTzNDQ09JjYSkRERERE/TPel4+OBa3BGHyRwVXt+CJxtAZ6/o42GPlYQjiWhGMqdreHsLHJh6c+2o1T73kHv15Rj3BMzbjP9EkO3HDmXBTY5LR9up+zK1y1mSTsaQ9DN4C4psMbUdAaiKEtqMAbisMXUeENxdEWVNASiGFPRxihWDwZtIaV0b/Ed0qxHZVuW987psg0tGSoofRYuFcT3dj+22KQdF3Hli1bAAAlJSW44oorcO+99/bYb+vWrbjqqqvw0ksv4e9//zs8Hk9yW2NjY/JxX837uhr9AYnwLNVgzmMYBhobG5NLW/sj9XUyaW5u7ve5iIiIiIiIhmK09F7rWkLYFhx4H61MSwjHitQm/7vbQ3hlQzM2HBgm0NARxswyF2aVu+C0yGjqjKA1GOv3IICucNVulhCNa9jnj0LRNHhDcYTjGpBpGaoOqIKO1kAMLYEYJotiMmitKU7EFqN1ImhXj0kAAxom0n3pdi5C6a57RaPThPzp+Hw+6Hpirf7GjRuxdu1aTJ48GXfeeSeWLVsGq9WKtWvX4pprrsHq1avxwQcf4Ac/+AFefPHF5DkCgUDysdPp7PX1HI6DU3GCwWDatlydpy+pISAREREREdFIGi2913K9hHAs6Jo8u6sjhFVb2/DO1pa0cC2uGfjz6t04emoRytxWzJjkhCQIiCN9n7aggvaQgvagkjadtitctZtFhGIqAtFElVtY0XpejACYJRGSCGg6EI1r6AzHoWkGCmwmdExSUOoyY1drGI3eCBRVhyAIEAVANxLFKWZZHPGJoF09Jks6zGjszD65tKowUfmW6TpHSyhN+TP2/rbIgdTlm9FoFHa7HStXrkyrKDvhhBPw1ltv4eijj8ann36Kl156CR999BGOOuqo5HFdMk1ITWWxHPxXkUgkfT13rs5DREREREQ0Voym3mtTiu1oDypo9Pb/d6xMSwjHgkA0jk/3ePH65v1Y8VkzOsOZK672dkawvziGjlAcMIAZZS7s90d7DFHoGgQAAAtrPHBZTclwVBQARTMQUtRE5Vs3kpiYrqqoOvxRDRFFg6Yb8NjNaA/GYJIEVBfZoMQ1SJIIu1mCphsIxVQomgGzJMBhkWGSROzpDKMjpODQKveIDVAZao/J0RJKU/5MyADOarWm/fmSSy7JuJzTZrPh1ltvTQ5pePbZZ5MBXOo5FKX3cuXUHnI2W/ra8O7n6X5t/T1PX7ovfe2uubkZixcvHtA5iYiIiIiIBqOr99pgKn5y3XstV0sIcy0fSy5XbW3Fb/+5FdtbM/cUt8gijqgpRF2pA6oOROIatuwLoMRlQYHNBG+WwC51EEBXOKobiRAuovRcdtoVvvkjKvzReNo9l0RAURPH+aNx7PMLiMZ1+KNx7PVGEVV1CEic0iQCRQ4LphTbYZUl1O/145Cq/P9sejPYoSWjKZSm/JiQAZzL5Ur785e//OWs+55yyimQZRmqqmLt2rUZz9HXctDUirvuy0y7n6e3AK638/Slr/5yREREREREw2W09V7LxRLCXEntz5btOga65NIXjuM3r2/BM2v29Khi61JbbMeMMifCMQ1N3iiKHGYUWGWEFQ172sNYUO2BF5kDuK5BAFNLHCnhqg6zLEKWBMRSDxMOhm/de55ZZBFmSYQS12AxSSh2mLGzNYwNjT6Uu60wywLiqgZVB2QREGQJnWEFbcEYphTbMWOSE3u9EcwqH7kAbrBGIpQerX31xqsJeUctFgtKS0vR2toKoPf+aFarFSUlJdi3b19yfyA90OprwEFq9Vn31+p+npKSkj7PIwgCAzUiIiIiIhqzRmPvtaEuIcyFrv5s2Srxeuu9lommG3h6zR789o3Psy43LXaYcWhl4jwhJTEoIRTT0BFSUF5gxaQCC9pDMUTjGuxmKXMvNyQGAbQEYmnhqs0kospjx+f7DvY+N0tdy057Xk+hwwxAgKrrmDvJg4iiY1trEJIk4PP9AUiiAMMAFDWx3FI+EEgWOczY2xmBJAhwWmSEFXXM9ecbzlA6HyEv9W1sfSJzaN68eXj77bcBAJqW+S+QLl3bZfng7Zo7d27ycddE1WxSt8+ZMydtW/fzHHbYYX2ep7q6Om0gAxERERERjT0TvfpkoL3XFFVDscsCWRLx7z2dkPJ0vwa7hHCoAtE4NjT4+nU/MvVe684fjePbf1yN+mZ/xnPYTBLmVRSg0mODIAgAEgGfoR98jWZfomf5pAILwooGq0kCkPn3565BADXFjmS46g0rqCm2Y1tLENqB0jtJBPxRrUfAKIoCih1mROIqXBYZlYVWbG8Noj2koLEzAl034LTKKLQffK+qZqA9qCTDQkFIXGtloX3MBXDDFUrnOuSl/htbn8gcOuGEE5IB3I4dO7Bw4cKM+/n9frS1tQEAKisrk89PnToVFRUV2Lt3L955551eX2vVqlXJ42tra9O2HXfcccnH77zzDr7zne9kPMe+ffuwdetWAMCxxx7b6+sREREREdHI6i1cM2Bgd1tiquNQq0/GcojX395r0bgGb1hBicsCt1XGZ40+RA9UQI2nap097WE0+QY2bC+191p3BVYTKj3WHgGcKAAzJrkwY5KzR98wI8P61H3+KJxWGaKQOLY3XYMAusLVdXs6UWQ3YUG1G+t3eyFKiWmnkW5VdAISIZJJFuELxHHUrCJYZQmbmn1oaI8kW8hFFA0FVhMkCUito0kNC/f5ogjHMk8EHe3fl3wPBMl1yEsDM/KfsBFy9tln41e/+hUA4KWXXsLZZ5+dcb+XXnoJxoH/JTj++OOTzwuCgLPOOgu///3vsWXLFqxevRpLlizpcfzq1auTlWtnnXVW8l8WusycORNz5sxBfX09/vrXv+Luu++G3d7zy/PYY48lHy9fvnxgb5aIiIiIiIZFX0u7LLIIqyzBbBIRjKo9+j31t/pkvCwh66v3mqrpMAwDtSUOFNrNaAsoyfANGD/VOuGYiiZv7wMgMunqvVZb4shYAfXLr87Fqq1tULqCsUIbZpUXwJElbBIyJGyGAXSEFFhNUtb+cV26Ar2ucNUXi+OTXR2oLUn0MN/cHICiaslqOCBR+VZVaEOxw4z2kIJFtUWYPbkAr37ajJ1tYYg4eE2abkDVdUiiCA09p37u80expyMMfzQ9gBsr35d8DwTJdchLAzNhx2TMnz8fp59+OgDgmWeewZtvvtljn3379uGXv/wlAMBsNuP73/9+2vYrr7wSkiQBAC6//HJEIukf5EgkgssvvxxAYvnqlVdemfFafvGLXwAAOjo6cPXVV/fYvn37dtx+++0AgLq6OgZwRERERESjkDesYP1uLzY0+dAWVHqEa4GoivV7vPjHpn3Yui+AQocJVjnzr2Rd1ScbGnwIdOuV1dfrdIVSG5p8WL/bC2944D2lhlNX77Xj6kqweGoR5le5MXeyC7PLnZhW4sC0UiesJgn7/dG08C1Vb/drLGgNxnoMJOgvb1hBiz+acVttiQM/OG4qZpW5cPPX5+H4mSVZwzcAyaEJ3amaAatJhNxLCVz3QQAeuxnHTivG4qnFiMU1TC914pTZkzBjkgsOiwSLLKLcbcWcchcqPTa47SYcX1eCGeVOdIYUbNnvh4Cer6cbyPBsgmEAe71RhJSDAdxY+750hdILqtwocZph6vbzMEkCSpxmLKhyY2GNp9+B81BD3rCSuaqQ+m/CVsABwO9+9zt8+OGH8Hq9OOOMM3DllVdi2bJlsNlsWLNmDW6//fbkgIWbb745bQkqkKheu+qqq/DrX/8a69atw7HHHotrrrkG06dPx/bt23HHHXdg/fr1AICrrroKM2bMyHgdF154IR555BG8//77eOCBB7Bv3z5ceumlKCwsxJo1a3DzzTfD7/dDFEXce++9ab3oiIiIiIho5PVnaVdHSIE3EodhAPXNiab0M8pc2O+PZq0s6l59Mp6XkHXvvbZtfwANnRGEYr337E41Vqt1/BmqIQHAbpZgkkSIQiJ4imt62hCEZl8Er25oRntIwY9PrMt47iu/NAO/+PJM7GwLoT2gIBQLJ7epuo6Yqh3o/ZZ4fZMkwCQJ0HQkKucMoNxthSyJvYYwmQYBFDktmFnmhM0sQdcNWEwiDql04fgZJYjGNURVHapmwIABw0Cin1tAgckkwheJZwzaRAHoLUMKxFRE44l7NFa/L/kYCDKUkNcXiaM1EENNMbOIoZjQd2/mzJl45ZVXcM4552D//v349a9/jV//+tdp+wiCgOuuuy5jZRoA3HrrrWhpacEjjzyC9evXZ+zhdvHFF+OWW27Jeh2SJOHll1/GsmXLsHbtWrzwwgt44YUX0vaxWCy4//77k1V7REREREQ0emRa2pUansRUDYZhJKtPDABb9gVQ4rKgwGaCN8uEyu5LDPOxhGw09sUKx1TsaAsNKHwD+l6SOVp19U4DEgFTgc0Em0lCNK4hFFOhaAbMkgCHRYbbZkJrMIYXP27ERzs7YAB4+L2duOiYqbCZpR7nTgxOSCzfnFJsx56OMGKqjpCiIqJoUDQ9OXgBABRNg24ADrMEm0mEphuoLbYjFFOz9oDrbRBAuduKQFRFZ1hBLJ54IR0GnJbE96PjwJCF9lCi8qzIYYZVwIHqt/SoTRIFyKIIzchcCQkkquOkA62fxvqSy1wOBMkW8vZH14ANGpqx8zdSnhx33HHYtGkT7rvvPrz88svYuXMnFEXB5MmTceKJJ+Lyyy/POqABAERRxMMPP4yzzz4bDz74INauXYu2tjaUlJRg0aJFuOyyy/oVmpWUlOCDDz7An/70Jzz99NOor69HKBRCRUUFTjnlFFxxxRWYN29eLt86ERERERHlQOrSrmzhiabrKHGZUey0oD2oYL8/ClU3sKc9jAXVHniRvTKlq/qk1Imc9gkbzX2xJlq1TlfvNKssotBhRmdYwdZ9AezzRxGNHwybzLKAFn8MH+3qSBtk0BZU8Pt3tuP/O3Vm1tdQdQOFdjOmT3Ligy/aEIpryZ5qmp4IhwUBEAUBmm6gI6TAYZFx3IwSOK0ywooGi9wz4AOyDwLo+ozt6Qhj814/9gdiKLDKaOyMIKJoqC6yo6bYjuoiWzIUtJgEFFjNKHSY0BZU0jI4m1mCJAJKtlWiAlDsNMNlkRFV8tNXb6xKDXm7KKp2oGJQh67rEEURVpMIl0WGudvPOtPxNDDj59M0BMXFxbjxxhtx4403Dvocy5Ytw7Jly4Z0HbIs48c//jF+/OMfD+k8REREREQ0fLrCot7CE29EgRLXk4HDIZUF2NYSwn5/DNG4BrtZSltamCquGYjGtZyGUt6wgg0NvmSjd7tZgt2cvtRxJIcbZKrW6W9YMBardQqsMpwWCS6rjC/2B7BlXwCKlr481BuJY3trEMEsVYF/37AX/3FyXY/Jpl1cVhn1zT6UOi2YUebER7s6EFU0qIaRVgEniIlm8SZJxCEVbpS5LOgIxlDqsqSFgUDvgwC6f8YmFVhhkkVEFA3FTjO+2B/E5/sC2NYSxGHVbhxS6UJnOA6HWYbLKqFukgv+SCeUA33/BCFRlddbDmQ3SZhW4oTHYUZHWJlQIW5fUj8X0biWWBIfVhCJa2n3VBIBm0mCx25OVCMeqKDM9rmi/hs/nyYiIiIiIqIR4I+qkAQBhQ5TMjzp3tPN0A2EFS0ZOCyodmNGmRNf7A8ipGiwmSQA2ZdbGoaRsyVkXX2x9voicPex1DES17DXN/x9sVKrbQYTFoy1ap1SpwWT3Vas3+PFhkYfginLQ6OKhr2+aNYwySyL+OHxU/Gzk2f0GpKUOi1QVAMbmzpR6bFj6cxJ2NkaxK729KW+DpOMmmI7akscsJpEfLy7E3MrClBoN2N7awjAwQrJqsJE5Vv3z0Wm3mtWk4TJbhsUVUMwZoJhGGjxxyCIAho6wyhxWTC7vACBaByCIGBmmRNftAQQiKiIazoKrCaYZRGReIafrZAI34qcJtRNcsJhkeGPxrnkMkWBVYZJEuCLxNHUGUn2o+xO04FgTENIiSAUU1FZaIPbZkobsEGDwztIREREREQ0BJqmo9Bhxhf7A6hvDmRsEC9JIiQJ0LREL671u70AgLpJjkQ1l5B5aV8XWRIRiQ8tEOgKpfa0h9EeiqGswJp1qaPVJKK8wIopxXaUFVjRHoqhoSM8bH2xuoKksKIOOCywm+UxV61jt8iIxDVsbPKiIxRHOK5B0wy0BKJoCcSyDh2ocFtx1WmzsHxhVZ+vIRxYHt3UEcX2lhCqCu2om+TE7PICROJasv+fzSRB1XXs9UbR2BmGWRZR6bFjstsKiyz2axBAb73XzLKEIlmC1STBaTn4s/1ifxBlBVZYTRI03UB5gRVHTCnEul2dMEkC7GYJkbiWtiRVEAGzJMJuluAwy5hf6UalxwqP3YT9WSbD9tdYC3H7Uuq0wGqSsHmvH51Zek6mMgwk9ysrsPYYsEEDxwCOiIiIiIhoCBxWGTvaQtiy72D41n26pGoYkEQRZgnJ6ZKfNiSWA1YW2pPL7DI5GD4MLRCQJTExcCEQg8eevVoPAKJxHbsO9O6aXe7CjDInWvwx1Jaow9IXq8AqQ9N1NHVGBhwWTC91jrlqnXBMRUdIgSSKCMVUeCNx7PVFslZwWU0iqjyJpcwCEkFlXz+XlkAMAoAZ5U6s3+3FzrYQdraFUOI0w2GRIYmJ3m+hmJrovYbEQINDq1yQJQEGgMOmFPbrvfSn95rdLKO6yA5nWEFnKFHd2NUTMaRoMEkiZpUlfpY7WkMwAFhTvlOCmJjWapElmCUx+TktsJlyEsKOtRC3L3aLDLctURk4EP5oHB67aVz1wxspvINERERERERDYJVFNHaGk73TMk2X1AwDYUWFSRKT0yUVVUdjZwRH1BRiry97tY7bZkKh3Yy4ZsAkCYNaVmeSBHjsiemZoihgS3P2ar1UugHUNwcAALMnFwxbX6xSpwWiIMA7wB5e3kgcoogxV63TGoyhsTMCsyRiT2c4a+goiQImF1hR4jRjsjuxNHCvN9Kvn0tHUMHGJh9qih0AgE8bfNB0A21BJRm4dX+tBdVu1BQ7sKHRhwqPLXlsX++lv73XupalFjvMCMRUwACcZgmVnkQl3O72MCYVJF53T3u4R6WmzSShrMCCKcV2FNrNsMoiKjw2AAeXXA72+zLWQty+hGMqbCYJs8pc/fruA4kAdlaZC1ZZ7FfIS73j3SMiIiIiIhqCWFyHLxyHomnwHlg+2P23W0kQIIkCgjEVoZiKAqsJBTYZgWgcUTV77zdBAKoKbbCZZZQ6E2FcprCkL26bCcVOMxo7I2gLxtKq9fpiANiyL4ASlwUVHuuAX3swRBGYVGCBRRYQjfc/QBEAFNrNEIT8XVs+dAQV7PNFoRlGxopEAChxmlHtsaPImeh31zW4Y683io6Q0mc45o/G0RaMIRTTUDfJgVKnBbvaw2joCKcNAHGYJVQV2VFbbIfNLOGL/UFE4ioCkf4tgR5Mr0KzLKH4wCANm0XGzPICAIklsxsbfbCZJSyo9mBWXENIObhc1mFOLGWNqhpkUcCcioJkP7pSp2VI35exFuL2pTUYQ7MvihllTgDIWv3aRRSQrCps9kUxqcA6roZSjATePSIiIiIioiGIqDrMsghfOJ4WZEgSIAoiBCRCLIcgQ9UMKKoOXyQOUQCmlTrhj8RhkkRkGsJQ6U40uQcSS8gqPTa0h5Q+l/elSoZ4JhmaZmBPe7jXX7wz0Y1EX695FQUDO3AAwjEVHWEFYUVDMBpHscOMI2oKsanJD0UzEIlrvb5vAYnAwGGR0eIfWxMs/dF4csDEIRUFeH97e3LbJJcFh1a6UegwwyyJyaouf1SFYQC6ofUrHDOMrp55Kj5r8qOswIpZ5S7MKncirGjJCku7WQIgoD2oYHtrCOqBD4vRz8h2qL3TUo/32M04bIoHDR1hNHZGoOkGbCYJolmCbiT6KcY1HTVF9h7DIIb6fRlv1V7+qIpgTIOqGZhR5kKJy9KvqsLOkIKoqo+7oRQjYXx9ooiIiIiIiIaZqumwyBIKbCaED/SuksRE2KHqOnQ9UdFlkkSUuCwIRVUEY3EU2ExwmCUIggCPLfGrWVzTEVY0CEIifJtf7U4LFaYU29EeVNKmS/YlNcQLxlTsG2Rz+v3+WF5+CQ9E42jxJ6q4OkIKAlEVneE4dMNAdaEdh9d4sKM1hEBUzVpdlVqt0xaIochhzvl15lNXOAYApS4rJrut8EXiWFjtQXWRHaKQ6MGm6jrCSvr71/T+hWN2swSrSUQ0rkPVDTR5I2jyRuCxJybhSqIARdXRFlTg7bYE1maSYDf1PiikS657r7msJsytcKO22IHWYOIz2FUB19cwiKF+X8aTrmAzqurY74+iwGbqtaowEtew3x9NhvXjbSjFSGAAR0RERERENBQG4A0rKC+wwiyLaOoMwx/WEFE0aCmlZpIowGaW4LRIOKSyGA6LDF8kETR5IyoiigqXVUalx4oihxmTCqxp4RuQCCPmVycmkTb5em90nynEU1Qd8UH+Iq1oib52ueQLK9hxYBhAajVOZygGX0SFx2HCoZVuVHpsqCkWsac9hEZvNBnCZarWEUUB8ijun7+7PYRb/16Py0+egUOrEj/L1HAMAA6r9kAWRUiikFadlEl/w7FChxnlBVbsag+nPe8Nx+FF7z3bygos8PQz1MxX7zW7RUaNZWARxlC/L+NJarCpGwd/7sUOMya5LJAEQDOAiKKhOUNPyvE2lGIkMIAjIiIiIiIaAkkSYBgGRFGA0yyj2GkBoEBR9bQAThYFFDvMqClOVNfs90fhj8YRimnwRSIIRDW4rDJU3eh1+ZvHbsbCGg9KOhI93XyReFrYYZIEuG0mVBXaeizLkyUBNpOEYCx737lsbCYJJjF3zdWC0Ti2twSxbndnj35UwoHX8YbieH9bGwptZhxZW4gja4twiKqjNRBLq9aJqRpiqoZChxnRuIZ9vhgi8U7IkogCq4xSpwX2AYY3uRaKqXhg5TY89O5OKJqOjpCC5350NARB6BGOWeT+VZsB/Q/HHBYZtSUO7OkY2BJkUQBqSxxw9PP+jbbea0P5vownqcGoKCT669lMEqJxDS3+KBTNgFkS4LDImOy2IhLX4I/EoRvjcyjFSOAdJCIiIiIiGgKbKdG0/pPdXrQEonBZTSgrsKKswAJF06HpgCQCDrMMp0VGkzeCnW0hOMwyjqjxwCqL0K1muA7MN/BFVGxo8qE9qGB+tRsee89wZbDL8mxmGR67GSGl92qg7gQhUUFly2FfrGZfFOv2dGacyGiSBAgiYOiArgPtIQVvbNqPQDSOk+dMgtUkwhtWEVN1RJRE8NYZVrClOYDWYBTlbhuKHZbkudw2Eyo9NkwpHv6AxTAMvPzvJvx6xRbs98eSz6/b3Yn/+3QvzjqsMms4lro8VNMTffBSl4f2FY6FYypagzH4oyrMogC3TUZNiR3b9gchiWKfryEAmFHmRJHDjHBMxfo9fYeao7H32lCWsY4XXcFoMKomvy9b9wV69ICzmkSUF1gxpdiOsgIrOkMKnAfuEQ3N+P6EERERERER5ZksCphUYEVrMAZNP7C0KxyHzSzBLIkQREDXAFEQsKMthIb2MAwAIUVFpceOYEyFKKYv7zIMJPtWLazxZA2NBrosr8Aqo6zAglAs0WetS19Bj8dmQpnLmrMqmIii4ouWILZkCN+ARAWYWRIR0w8GAwaAj3Z2oqLQhlllBfBFIrDKIgodJnyxP5CsonNapLTrjGsG2oIK2kNKr6FmPmxo9OLG/9uET/Z4M25/cNUOfG1BBTw2Eyo9Vswud+GL/UFMKrCi2GmGJAJhRYOqG5BFAeVuCzQdaA8qaPEnJlpWeqzw2NM/H4FoHHvaw2jyHqz48thNMAwDxQ4zYkV2hBUVVYV2iAIO9AAzYDGJKHWZMaXIjhZ/FDaLhCK7CaGYiq0tweRnoq9Qc7T2XhvMMtbxwm6RMaXIjmZfJO370l00rmNXexh7OsLJvooVnvE3lGIk8A4SERERERENgaYbEADMr3Jj/W5vMlCKKBoiByabeuwmBGMqGjsjMJCoLDqiphAGgM5w/MCy1Z6afBGUdJgxt8Kdk2stdVpQVmBFTNUhiQIsJgnFDjMAI2MI0x5SEItrKHdbManAkrMqmLZgDNtaMgcAACCLImxmCTFVR2pCp+kG6vcGMHOS60DQlgjfuqrouir1zFLPJZz9DTVzoTUQw52vb8FzHzdmrAKTRQEXHlOL/zhlBgRBgN0iH6jSKsCUYjsaO8LY1RbE7o4IAtF4cpCHy2pCTZENU4rsOLRqEpwWGQU2U1o44g0r2NDg69HzzB+Jo6zAinBMxRFTPGgNKti814ftbUGEogeDTrfNhLoyJ2aVO1FsN6MjpMBqkrA/ZXhHX6Eme6+NTiVOCz7ZnbnqtDvdAOqbA3BaZBxa6RmOyxv3GMARERERERENQTiu4bO9PtQUOwAAnzb40nq/AYn+W/v9Uei6AUkUcGRtIaoL7fh4TydmTHJmPbdhAI2dEdSWOHJSgdK1PDAUU1FTZMc+fxSf7w9gZ1sIoejBvnAOq4SpJQ7MKnOhvMCKYEzN6fLA/f4Y9np7n8bqMMtQ4ompsKl2tYXgPRAmNXkj2LLvYJjgsZlQ2Ed1W65DzVSKquPxD3bh3je/QCCWeWLsCTNLcf0Zc1A3yZX2fFWhDXFNR7Mviu2tQTR2RrDPH0Mk5f0Hoip0PTFIw203o9JjQ6XHlrI9jg0NvoyVZ7qRWJI6tdSJNTs68PGeTlhNEkqcVkxyJXruSaIAWRTQGVLw+mf7ccSUQiyeVoT9vmjGsLS3UJO910af/f4oIqoGj90EbyTeZzDqsZkQUTW0BKIo4RLUIWMAR0RERERENASaZiAc0/DF/iDqJjlQ6rRgV3sYDR1hhBUNNrMEwEBM1TGvogBTS5wwSwLW7/Eiqmow+miU5YvE0RqIoaY4N7++1RTbEYtryeEHUVWD0yLDYT5YNSYIAjpCCtbv8WJ2uQtH1hRiSi/LA1N7jXX11uqtT5g/Eu9zuqdJEuFxJEKZcFxLVsKFFA2BqIoKtw172hM907rCgspCG6x9TATNdajZZeXnLbj51c3Y0RrKuL2m2I7//upcnDJnEgSh5zALA0BDRxgfbmtDZySOApsZBTZTWh9BsyQCELDPH8OH29rgMEuoLXEkz7GnPYwmX+Zln6KQCGA/bUj0KixyJKrb4lEdbpsJLqsJBoBAJI5IXEORw4yWQBSfNngxrdSJQEzNWrGYLdRk77XRIxxT0eSNwGaSUV1khzOsoDOkIBLXkDrcWBITfS0LHWYU2s2wmqS8fF8mIt49IiIiIiKioRAS1T5N3gg+a/KjrMCKWeUuzCp3IqxosMgirGYJdaUKVF3HXm8UjZ1hxHUDhfa+q37imoFANHM11WAYSAw1aPJGoOo6TJIIWTAQ03TohgFREGCRRAiiAFXX0eSNYGqJI+OStUy9xrr01idM62d3frMkodAhwKKoCCsaFE2HoScGGyiajtZgFE5LeljQH7kMNff5orjupY14c0tLxu0Os4SfnTwDPziuttfppttagvh4dydiB+5hWzAGWRQgi4k+glocCMfiB6bkSohpBj7e3YkKjw2HTSlMBizZbm2BzYTOsIJNe/0wcGB4SKENcc2ADgNOS6IHoEUSYCDxufNFVXQ0emEzS4hrBvb5IhBFEVaTCJdFhvnA++kr1JzIvddGi9ZgDL5Iooef1SRhstuGYocZgZiKWFyHpuuQRBEWUyIcTV3Gnet/BJioePeIiIiIiIiGQJZEFDnMycEGTd4ImryR5GCDAqsJhgFs2utDW1BJHmc3S7Cb5eQ0yt6oWu/VYgOxpz2Mxs4wCmwmROMa9np7LnW0mSWUF1hQ4bGhwGZCY2cYDR22tAqnbL3GuvTWJ8xhliGJQH/elkkS4baZ4bDoiKmJSrhChxmSAJS7bT3CgmKHGTazBEkANCPRi689pKSdM5ehptUk4uM9nRm3fePwSlxz2myUFVh7PUc4pmLzXj86wvEe7zeuGTB0A4IowG6SYJElyAc+Mx3hODY3+zGz3JUWsGRiM0nYmtJ4v2tpr1kWYJJEFDrMEJDoSRiNJ5a5hhQVEUXDhkYfZpa50OxLTHHtqpLy2M0ociSCT4Y0o5s/qqYF5ABgliUU9xIKd8n1PwJMVPxmEBERERERDUGBVYbLKqOyMNGLq6u3kjcchxeJQMRukQ6GbwJgN0nwOEywmhIVJ32Rpb736Y9wTMXOthD2+2PY3RFGR0iBKACFdjNcVh26kViqKIsiVN3ArvYw/NFEv7gdraFkhVNvvca6y9QnbJLLAo/NhPZQ9sCoO1kUIZtFlDhNqCm2IxrXUOywHNgGTPbY4DDL8EUUtAWjiMYNWE0CCu1mzC53IaSoaPZGoB4I/XIVanrsZvz81Jn4779tSj63oMqNG742D4dPKezXOfZ6I9jRGkwLMrveb28MA9jRGkSzN4K4bvQIWLrYzRKicQ37/Jn77ukGkoM5dMOAomnwhuLJpb8N7WHMLHMmeoeF49B0IBjTEFIiCMVUVB7oDziSIc1Al0FPNEP9vOfyHwEmKn4KiYiIiIiIhqDUaYHbZkJcMzL2VorENZS6zHBYJaiakax8M0kibCYJLmvvv5aZJKHPffqrNRjDno4wdneE0ZwyBEGSAEkUISOxRFUzdCgH8sKu/dw2U7LCqbdeY9mk9gmr8NgwrdSJjnBnr43guxMEYFqpExUeG7Yf6LXmtsqY7LGioTOCd7e2Ysu+APyRg0FQgU3G7HIX5lW6UTfJiWZvFL6omrNQEwDOXTwFT320B21BBVefNgvnHF4FUezZ5y2blkAM3l6q13rTGY6jLRhDgS37cmaTJCIUU5N99wQhUcFmkgTENQOKqqEtEIMsCRAFAVZZglnWEFU16Eai715Y0WAzSclQGUgEgJ3hxJ+ri+wjEtIMdhn0RDPUz3suvy8TFQM4IiIiIqIJjpUjQ9M1WbQ9pGTtrVRoN+OQigI0eaPJ5YOCkFhKmbp8MhO3zYTSHE0g7AwpiemavvRKKE0DNGQPT/b5oii0m9EZUlDqtPTaayybtD5hFhlzKwqwozU4oCq4IrsJcycXwG6WUWCVUewwodhpwYfb2rFyayvUDBVg/oiKNTs78ckeL06aWYqjphdDlmIDCjVb/FHc868v8P++NAOTMiwnlSURD5x3OCa5LIMKeUKK2q/luJloemI5aZEz+2dEFADlwL0xSQLsZglhRcN+vwJfJA5VM+BxmCAKAvb7o7CZJBQ5zKjw2NAaiCEW1xHXEhN8M/FG4nCGlWEPaYayDHqiKbDKycB1oHL5jwATGe8gEREREdEExcqR3JlSbEd7UEkutezeW8likjCrvACtASXZg8tjM6GwjzBAEICqA8v7csEfjaMlEB1UeNYSiCKm6n32GutNap+wuklOLJlWjA+2tyeX7WbTNeV0ybRiTJ/kBJCoPAwW2vD2llb8q74l45CIVKpm4F/1iUEJJ84u7VeoGVM1PPr+Ltz35hcIKRoUVcfNZ83LGFhPLrAOOrCWMkxFHQhRSAx7yBaw6AZgloRk+Nbij2Gf/+DnQBAT33kYQDSuwReOoyUQQ1WhDZNcFrQEYjBJAhQ1c0poGEBEUWHtx3LqXBnqMuiJpqtSN7UPZX/l8h8BJjIGcEREREREo1i+qtNYOZJbLqsJC6YkBhR03VO7WYJJEtFVNFTmsmJ2uQtb9gXgtplQ7rZClhKTRkUAOhJBgWEYyemSlW4bqovsObtORdPhDQ8yPAurMJC5mbuiaggcWOKo63rGSZlAejN3l9WERVOLIAgCNjZ50R48uGy3S1ez/2KnGYdWenBkbWEyPLFbZDR5o1j5RWuf4VsXA8DKL1oxc7IL8yo9ve771pb9+NUrm7GrPZx87oVPGjFjkhPFTnNOA+sCW6IfYNcS0YGwmSQ4LCYU2sxZA5a4psNplVFoN6GhI4LmbhWQZkmERZagqBpMkohYXIeuG2g48N4PrXSjqtCG/f7EEIZIXOvxOSqwmWCRhy+AG+oy6OE20pXGqZW6A132nct/BJjIeAeJiIiIiEahfFansXJk6LL9Mj2vsgBTS+3Y74+iPaggEFWhaAbMkgCrLOLo6cWY7LYgrCSCjpCiwR+JJ/cpsJlgM0uIawbKCqyYX+3O6T03SyLMkghV0/reucexAsySkNbnKxrX0BFS4A1nD89SJ2UC6c3cPXYzjppWhAqPFTvbQmjsjCAQVaHpOiRRhMsmo8pjw9QSB6qL0j/rnSEF21qCMIsiVPT//ZhFEV/sD2JRrZIxVN7eGsTNr27G25+3Zjz++Y8b8bOT62A3J8LVmKqhMxzHrvYwPm3oxPRJTiysLkTZACriygosqPBYsaM13PfO3Uz2WFBWYIGtl4AlrGiY7LaiwGrCPn/6xFZZApwWGbIoIgYNBVYTQjEVJlHElGI7ppY4MKvcBZMoQhQElLossMgiYqqO9qCC/f4odMNAVaEdsSwVcrkWjqlDXwY9TIHSaKo07l6p2x+5/keAiYwBHBERERHRKJPv6rSxVjkymvT1y7TVJMFtk2GWROz3x9ASiCXDpPaQAgMGZpQVYGdbCGt3deLj3R1oT6lYKnaacfgUDw6vKUR1kR29d4cbOLtZQnWRHZ/vCwz42KoiOyyylOwUF1ZUNHVGsi4fzTYps3ufMJfVhLkVbtQWO9AajCGQEmq6rDJKXZaMYUlDZxhN3jA8jkRo0TWxM6uU6bNN3gj2dITTvjf+aBz3/usLPPbBLqh65hMdPa0Y3z6yGhZZhC8SRyCqQjd0mGURxQ4z2oMKPtzWgY5gHAuq3XCYZVT3I1gpcVpQN8mFXW1hZHnpjEQBmDHJhZIDywN7C1hEQYDHnujzpsGAWRIhiYAAAXFNR2cohpimQxaB2eUFmD7JAU03sKcjjJASh8MsY3dHBJKY6Cc22W1HWYEF5QWJ1y60mxEapimouVoGnW+jrdLYZTVhfnV6pW42gpAI33L9jwATGQM4IiIiIqJRJN/VaWOpcmS06euXaV8kjs17/fBH45hV5sKMMiecFhnRA1VBAgz4wire/WIPWvwxFDktqC22Y1KBBZqeqBgzSyJaAgpeXr8XR0yJYOmsEtSKAhw5+gVYFkXUltixrSUILSXpKXGa4bDIkEQBmm4gFFPTljJKooCpJXZAMFBgMUHTdTR1RpITMHuTOilzeqkzazN3u0VGzQCW4nUEFYRiOsyShEKHAIuiIqxoUDQdRkohlnDgvqZOnw3FNHSGEu9P1w08/3EjfvP6lqz9saaWOHD+kikotJuxqz2EPZ0h7PPGkqFfV7BZU2zHvMoC7GgNochphs0soa0fwYrNLGPGJCcaO8Oo3xvo15JaAcDsyS7UTXLCZkrct2wBi90soSMUgyAIWDjFg817fYipOiJxHQISk08BIBxX4TRLOLK2CPt8UXyypxOFdjNiqg5ZiGOvN4JgVIVZFrHbEUGpy4Il04owv9KNvd7osPUJy7QMur9Sl0Hn02itNPbYzVhY40FJhxmNndmr8qoKbT2qTmloJub/chIRERERjVL5rk4bK5Ujo01fv0xH41paIFXfnKgwm1HmQiAah0kSYTOLWLOzA6t3dCAYVVFdbMeUIhs0AxABaAca2XccmAr6z837YcDA6YdKmJajX4JdFhklTjMWVLvxWaMPlYV2VHiskEUR4biWrDyzmySouo693iiaOsM4pMqNYqcZVllCqdMCURDgHeDnyBuJQxSRs5AmlrKM1iSJcNvMcFh0xFQNcc2AoRsQxMTgAYssJafPJo9XdXy8uxM3vbIJGxp9GV+j0G7C1xdW4tQ5ZdjRFsInuzvhi8TRHlQQVg6+fljR8Pm+ALa1BLGg2o3pk5xoC8Qwo8zV72BlstuKI6cUAgawZV+g10o4UQBml7tw5JRCTHanT2XNFLCYJBGBqIptLUHMmeyCpuv4aFcHJEFMhm8AYDWJOLymEDvbQvhgezumlTowyWXB5mY/qjx2WGQRQQCabiAYUwEYWL/HC5MkorbYMWyTMtXBjozN0fH9MZorjQdbdUpDwztKRERERDRA+WqmPRzVaWOhcmQ06uuX6Y6QkhZIabqOz/f7Ue62wionwq3OsIJt+0OoKXbAJAsHBi4k9g8qWqJnmllCpVlGKKbCH41j5eetmFriRIXHBqtp6L++TfbYIDZ6MXuyC7Mnu7CrNYxtLUHsag8hFDsYKDksEmqLHZhe6sTRdUUAEpM6J3tsEAAUOswQ0PuKz+4EJJYpDnHgZ5JF6rlAVxZFyOa+BwFE4xoe+2AXPtjennG7JAo4rq4Eh03xoNhuwsrPW7CzNYRChzkxRTTLl1TTDazf7QWQqPZTVA12s9SvYMVpNWH6JCcEUUCJy4I97WHs80fTBjPYTBLKCizJ3mzTShxwZgj1ugcscU3HjtYgCmwmbG0JorrIjkkuK3a1h9HQEU6GibXFTsiiiJ3tIcwsc0ISBezpCMNtTQyJkCUzJFGALCaWr2o6sLs9jLiqY7LbikkFw1MB130Z83Af35exUmk80KpTGhreaSIiIiKifsp3M+3hqE4bC5UjvQnHVHSEE9VHum5AFAXYzRKK7Oa8TRLs65dpRdXgDSca38c1HXFNh8MsIRjTsHpHO8oKrIgoGjY3+7GjNYRZ5U4AEgKxOPb5NKgH+kABgFkWUeRIDC2o8NjQGojh342dmF9dgKrCnu9voGGw3SJjZpkLO1tDaPJFsLMthPaQ0iOUVTUD7SEFohCCyyaj0m3DtNJEKLC7PQSnRcbschfqmwewXLLcBYdFRot/aFWU4ZgKXyQOq1lCXNMQUrSsVW7ZyKKA1Tsyh29zyl1YduhkFDstiGs6gjEVn+z2QtMNtARjcNtMmOSyoCUQQyzD1FIDwKcNPpQ6LZhUYIVJSlTI9SdYcdvNqJskoMAqo7rQBn9URTimQtUNyKIAu0WG2yaj0G7GpAJrn3/PpAYskbiODY1+tAcVeENxlBVYMavchVnlToSVRNXgjDInNjZ64bLIaA8q6Agp0I1EdZ7NLCEU0yCJIjRDh5KyWnevP4odbSEcNa2475ufAwVWGSZJGNQ/JpgkIe+Veqw0pkz4EyUiIiIi6ofhaKY9HNVpo71yJJtANI4WfxQdIQX+qIpQSijhsMgosMoocvQvlBiovn6ZDsRUROJaMgwqsMrYH4hhrzcCh0XG2QudMMkC9vrCqC6yodkXRUNnBLKYCG0T0zIlhGMaFFXHPl8ULYEYqgptmOSyYFdbGI2dUVQVOtLux2DD4MluG/7d4MUH29ogSSLKCqwoK7BA0fS0XnSAgJCi4oNtbfjyvHKUu20AEp/TxPJKJ4D+L5ecUZZYllnkGFyT+UA00YOsPaggpKgod9tQVWjDRzs6k33ebGYJjgN93npzaJUbBXYTnv5oT/K5UqcFZ8yfjBllruRzLouEzXv9yX55cU3H7vYQtEI7Sl0W7PVGoGfIpDXdwK72MOZWFEA9UFjY32DFZTXBZTWhKKRgnz/Rc03VdciiCKdVRrnbhsJBNOq3ySIiigrDAFTDQJM3giZvBB676cC0WhOC0Tg+3t2JXe1hqCmfKUXTYTfLaA0oiGeYdGqTJTR0hLHXG0HdJFeP7blW6rTAbTNl7dnXG7fNlPdedaw0pkwYwBERERER9WG4mmkPR3XaaK8cycQXVrCzLVGxtbczgr3eKALROFQdkMVEYFHhsaKi0IZAVMXUEgfcOZwkmOmXaUXVEIipUDUDnWEFrYEYdMPAJJcV7aEY9h1YrhqIxqEZgKYZqHDb4YvEsastDFXXYcgivOE4rCYJLouMaFxLhjm6bqChPQwAKHKY4Q0dDBqGGgbv90ehaDpqS5xo8obRFoxBPrCsUBABLQ6EY3GougGHRUJ1iROKpqMlEEWJywJV0xFVdXSG4phR9v+z92dNcp0Jeib4fGdffHePHRHYSXBJMslM5laVVcqSulStLkmtXmYkWc/SZjNm8wPmbq7GbH7AXI9Z34zZmLXZ2LS6R6aWWlOlUlXuC5NkJkmA2BERiNV397Nvc/F5OCKACIDMJJkgeR4z1gLAPdz9HHfgvP4u1Y8Vl2w6BgMvJkzz3+k8nwQJdw6n7I5DvDAlzgoqpsZraw0+fDgmygqiNCea3X/dNs4U4VQFXl6t8c+/tcG/e3+PKMn4e9cW+c7FNqryKB/rGCpxlrPV9+e/luUFeS5jglVTo2bpDM8Yotju+0SpXEg9Oi4fR1h5lri61Q9+J6etqSvUHZ2ed/LxDv2EIfLXvDhlfxLNHnMu12ALeSx15ZTs8LFl2UmYcjCJPhcBzjE11hq2XBb+BB9lQsC52RrvZ8kX3Wlc8tlQCnAlJSUlJSUlJSUlz+DzKtP+PNxpz7tz5HGmYcL9rsf7O2N+uz2kO40ZBckJd46myp6qTsXga+caCODyoji1G+t34fjFcJhksu/NjwmSDFNT8eOMvXFI1dLm4kleFPNYX5BkCARBnHH7YIqqCFRFijuqUjAJEwxNwZrd1xEFj4Seo2f7+4rBR3FaW9e42HFpODrdacTASwjTbD5cUDV1mo5Op2LSdAwsXZ1HKI/OszDN2R+H1Gyd19cbvJhIB+BRFNY1VCxdJUgy9sfh3CV31nl6VpzW0lTuHk751YMBD4fBXOT7zdaQf/jqEt+40ORHt7pUTJW8gDgtOJxEKKJgdxxxeRad1RQFAXxjo8lLyzXqts7//X/1OgeTiPgUQVoOFyQE6bFjMvtjeS4juks160wBLs4KojTDPSb2PEtY+SydtmGac67pcL/rn+pYVBVBnMoFWQUZ6VWznLwoaLoG0zjFUBUCslOXZbMc/GM9gp81G22H3jT+WO+FI9bqctnzs+aL6jQu+WwpBbiSkpKSkpKSkpKSp/B5lml/Hu6059058jh7o5Df7oz5ya0uu+Pw1MecZsW8r2oSSIdRxdLOFOA+aW/a0cWwH6c8HAQMg2T+OArka5NmOQ1bZ3sYsD+JcAwV21BR0xxjdmx6fkyYSIHC1FVMTSHLC4QQTKMU19BOCHDwSOixZ8MCv68YfDxOa+kqK3WbtmswiVKiJCfLc1RFwdTlGqJxbOjgKELZdPT5eZoXjxxUjqFi6yqKIYWwKM3nq7BHjsGikK//jb0xti4XVbOiONPxlWQZkyBBna0zyo43KWKFac7P7vb51sUWWV7wo9tdVEUw8GJ6fsIkkO7DOM3ZaDnUTI0/fXGRH1xbpDMTks93XPYn0amvmyJAIDBUhWhmTTw+IDHwYpZqJrahEsRPCk81W4PZ63DE04SVz9pp64UpTcc4s7svywu0Y09QIEW2cy2biqlCAct1k6r96D3yeOee+ikNbHwcqpbOa+vyC46zBMsjhJDi22vr9U89on4av+tnuSKk47Vuy67FT3vop+QPS3nkSkpKSkpKSkpKSp7C51mm/Xm5055n58hxgjhls+/z09tddkbhM/98UcDOKOSnt7uszSKp9rHl0N+1N61maWR5zsNBMBeUjsjyHE0RNByDvID9UYShKihCUOTQcAxsXcU1NbK8wNZVkrwgTjLQVdabNqt1G4RcHnUMlYeDk8dFUOAaGuHvKQZfXHBPjdMamkpbe3JR9HGOIpRXFtxTz1MpHp4Uoh53DK43Hbw44/ahR8VUWa5ZbA99RkGK+dhjCJOM+z2Pj/YmpFnB6+t1ri5VuLU/ZRpJobXvxVzfHfHqWp2FqsWPbx9yfW9yYtF1fxzyZy8u8K1LbV5YquIaj37O07q68gIsXfbKRWkOhXSJCQWKXAprcZbPXWHHETMhBcHcbfYskfyzcNoOvJitgU80cyFe3x1zZalGkhfcOZiecMIFScZizcQ15diCogjOtx0WKiaHk4jluoWiKFhagaGpc4EpSDKKWUy1an/24tZxGo7BG+cbdPoG24Oz39fnmvLz6/MQ3+B3+yy3NIWmaxAkGb/ZHs0dtEd8GkM/JX9YSgGupKSkpKSkpKSk5Cl8nmXan5c77Xl2jhxn4Md8uDv+WOLbcXZGIR/sjHlxuYrdkK/J8WhflEg3Vpjk5HkuRQVdwYvSU6N9CxUTRQiGpwixcVpgaoKmYxDM1jgLBFGaMQ4SLi44DIMYRREsVkz2RiGuqXKxU2OjJbvRsjzHj3OqlsZGy+XaUpUHfZ/Nnk+c51xaqFCzdfpB/HuJwUMvOTUCeeROe/z1qFkaRcGJ31uomrRdg4sdl6woGPnJLPb55H1oinSfjcKUIM4QSPE3SDIUIc/Dd7eG3NibSGHhsXO478XsjQLiTMYi33kwBODKosv7D8dkRYFjqHzwcMLf3DhgHGbcOpg+8fzymTDbcg1+uz3kcGzPXWNPi4QmWY5rarRdgzjJ8eMMTVHQhCCZ+ceyHMQpprblmkXL0dFVZR6ZfZpI/mk7bbuTiA93R1zfnbDZ99BVlY2WzTubI24eTPn2hTavrtXoTmL6fkyY5Az9hOW6yQtLVfZGIYs1E1UR3D2cynERW6PvJQRxhjYTg1quQc2Szs2VhslS7fONqIM8j15erXOh7XI4jZgcc41VLY2Fqvm5O3c/6We5FN90bh1M8KKUpZr9xJ/5NIZ+Sv6wlAJcSUlJSUlJSUlJyVP4LMu0H49C6rOY0WLVZH98eizuNH4Xd9rz6hw5zv444sbu5HcSJW7sTdgfR6w2nHm07/bh9IQb6/ihURVmS5DGPE54JNIIAU3XQMATsT2QzqGGrZPmBXGW40UpBXCuYfPWhRa6qpAXBa+eq7E98PnelQ6aIrjf8/nFvb4cD0hynJkDbr3pcKnjcqnj8v7uiJdXa1CA95gj5uPiGCq6qpDMRIkjHnenHb0euiqoWBoH4xAvyphG6UwEK1iq2wz9GEMV2LoUp24dTNkZBifuI8lyJmGCrioyUmdprM8Ex6PeuIEfzxdUj5yF6y0HS1eJ04yhHxNnBcXsPgvgva0RCxWTpZrFwI+ZhCnvbg3Zn4RnLrF+fb3BN8632OpLd9lx19jTIqF+nFG3ddabUjQE8JMMXVNI8mzmiJOjFUcIIcW3xZpJ1dIxNZW+lzxTJP80nba7w4C/uXHA25uDY+e4jOGutxw+2pvwv3ywx7mWw9fWarywXCHN5WdVy9FZrJr8+HaP/XHI9iAgzQqW6xbMegzhZOx7uWaxXDe5tlSbR3v/EDimxvnnKJ75cZ3Gyuzz5db+hN1R+MzP8t9n6KfkD8vzc3aWlJSUlJSUlJSUPId8FmXaT4tCHsXyRnp8aizvOL+vO+15dI4cpzeJ2Bt/MvfbEfujiN5UipibPZ9bhxO2+yf7246T5TCNMrw4mAloBZ2qFGkOJhEVUzuzO2sSpmy0pEiTZDnXVqpcWajwwlKVAhgHCZoieG2twSsrdf7mxgF/dX0fXVMwZueHosjj6UUyfvbh7pjvXWrzL765Qcs1SPMC5VT575HApszijkmWEyYZNVvH1lXCJMOLUu51p7imziRMEEDPO1pvBUMTGJqCrgosTeFwGrHV95lGGVleyAVNUyfPc27segDUbB1LU2exSnFC0PTilHGYQiEFoh+8sMDr6w32R1Ios3WVmzPx7YhhkFDxY1bqNpMoldHGx1S1LC+43/N5YanCBzsjfnavd2J59TgNW+f7Vzt893LnxK/PI7kd95ldXUGSsdF22Oz7NF2BGadoiqAoZD+foSpMZ0JjzdZouQaOIV/z1aY9F+6eJZJ/Wk7b7iTib24c8Mv7gyfOlt405nzb4fbBlKwoGHgxv34wZL3l0HINdFWwN87pVA06FZP3t0fkRYGiCNqugRc96eYtCtnT+OpajStL7onI91edj+s0PhKj98cha00bS392HPzoPj/p0E/JH5by3VFSUlJSUlJSUlLyFD7tYYRnrRxOo4ztQUCrYlIxdcIkI0rzz9Sd9rw5R47wk+zE2uknIclygiQjiFPudj22+0/2t51GccyNdafqcaEje9O6k4irSxWAuWvrCEtX6U1j2hWDf/HWhhw0SDN+dq/Pe1tDHEPl6lKFl5frmLrCOExYb7n0vYgkKzA0BVGAKgRZkaMqAl0VjIKESZyyVLeoWNpczAHpmnlcYIuzAkMVNF2DjZbN7ijkve0hQZyhCIEfZ7ywrBGnGTf2JrimRqdikuby/EqyDF3R2B+H7I5CorQgzwuKQv7v8x0HQ1OZRimWrnLncIquKLy0UuVbF5v84l6faZSR5jlBnOHqKudaDhfaDo6hcn1nzLmWQ1YUhEn2hLhaFLKzrFMxCJN8Fu981OqfFQVpnvPe9oCf3evxoOefegxVIfjTFztcXayinyGgj4KEg0n0zK6ucZCwVLPm4qtuG7imRs2WAxULVRPb0DBUZf45MQlTri1XaToGB5OQc41ni+SfltP2w90Rb28+Kb6B7MJ7da3GNy802RkGRGnO3jjk+t6YpZrFYtWa/cmcq0tVvn2pzW8fjqhYGvpMlH0cVRG8vl5nqWZ9rguoXxQ+jtN4oSJdpGtN52OLb/C7Df2U/GEpj1JJSUlJSUlJSUnJU/g0hxE+7sphmObsjWRMb6Pl4JoaUZo/V+60zwNdVeaF958UoUhhbODH3Ot6p/a3PY1hkPCg53E4iRAUhGnOwEu4ulSlUzXZ7PnsjUPCJMc1VPbHIW9uNDiYRHQnEVGW8eHDCeMgIclyOq5JmGb8f369zaWFCpcXXDoVg7tdWYRvagqqInBNjcWayXLNom7pfPBQRi7fON/gYByhqwJVSJFt4Mfc3JvMHwdAxdR4aaXKhzsjsrxgqW4RJTIWm+UFk0CKf/d7HgLo+xFxkjMMEin6aSnXd8cURYFjSKFJUxTCNGO1YXMwDufn4/44Ip0Jnf/49VX+4tVl9sYRkzDBj1NsXQUEvWnMnUOPvChwZ0uO+8ce83GCJMOPM/LZ6qiuCnKkYBfGGX0/ZvoUoaftGqzULL621qAoCnTtdAHuSCg733af6Op6vM+u50nnWFYU3NqfoikKddtgpW7iGhqqkuBFKaNAdttdW65ybaVKnsPX1uofSyT/NJy2Iz/h+u6Es7S8NC/YHYW8daHFrzf7/Nv390lmC60jP6Hh6ChCcDiJ6E5jXl2r88/eWCVMcn71YEB+7H5dYyaudhzarkGU5uyMQi4tpl/6z6VPytOcxg1HfskiheJPPiH7SYd+Sv6wlEeppKSkpKSkpKSk5Cl8msMIn2TlMC9g6CeMgoRvbDR4de2rFzNquwZ1W2foffJurIat03YNBl7MwTj8nXrk9kYhAy/GmbkDwzSf95e9vt7gxSQjTnOSLEcI2B2GHE4idkYBYZJRdzQqloahKaw1bB70ffw45TfbQ9oVg5dX6nz3cptJkGJoCoamYGoqlqGQZTCd9W0NfHnuLVRMFiomBQW39idPOPE0RXBl0WVvFCAQJHnBr+4NGMw63toVk/e2h7y+XufFpRpvPxhwMAlJ8wJNkSXwmz2PoR+jqwpRmjMOZS/hWxdb+FHKz+71WW/a9L2YNMsxNIX9ccgv7/f5oysd/DglTDJ2RyFx+mi44IjNns960yE+w9mY5RAlcsQBQBMKRVHgxxlBnJ0pvhmawkLFoOkaaEK60YqCp66OHrnGjrq6zuwIHEUcjEOuLVd5Y6MxFx47FQtrtnAbZTkVQ2OtabPasLF1hXbl44vkn4bTdmfks9n3zvxzmiJYqVu8tzVAEwr/8OVl7nWn3O95eHE6H1fQVMFaw6Fu69iG7EX8p19f5UHPJ0pzdFXgmiqmqpIWBUGco2tKKQY9g7Ocxr99OPrchn5K/rCU74ySkpKSkpKSkpKSZ/Bxy7SP83jn0++zcni/53Ou5XzhnSWPj05os9GJhYo5F7mOc65l8+pqnR/d7p6+fnAWAl5YqrBSt7h1MD0R3fwkBLO11KWaNRdHjoTRIQmOodJyDQQFv3k44n989yGtijmPhlVMDVOX4luY5tw7nOKaGoeTiIeDgP1xxPcut3FNDddQURSFLM+ZBI8eb9PRyXNmwobLWtPmbz46mHfRpXlOlMpxhvWGTZRmCCHYHgS8/WBAlhfUHZ3lmoWmKERpSpLmuKaOrsllV0NVMCwFgeDhUHa0eXFGmuWYmsKbGw3WmzYf7U/QFEGaFzwchiSZXG49ipdeXqiwO5Tx1ftdD6GAoSrYhopraOiqwv44IkwyHOPsqF2a51i6SkGOn2QYqoJA9sZZmkKYPrJiqUJQtzVsXUUg8KOMxap8TGlWYKhn/5wj11nV0rm6VGF74LM7Ck51kI2ClLcfDFlpWHxjo8FizZKv/6fkSv00nLa/uOvhRWfbRZdqFn6c8ZM7fRQB55oOVxYrXFuuESQZnYqBoasz9+HMuXgwIM4y/uzaImtNm4EnH18BxHkuX9+ZvlqKQb8bn+XQT8nzxRf7b/CSkpKSkpKSkpKSz4GPW6YNZw8jfJorh180njY6oauCpqNzsePScAymUToX6GxN5dW1GnujgO40ZhwmJ2JwZ1E1NL621qDpGuQ5Z0bynkWWy6L9hqOfKo74cYappZiawm+2RnSnEdMo5cWlKo6psj+O0BXpFvLjlN1xRN2exfymEUVR0J3GdComUVoAj4Q3IaSLb61poyhiLmxMo5T9USjXVmeuJblQCq+t1VGE4E53ys/v9FEUga4qhEk2v0hfqFpMooz/+bd7vLxW49sX2/S9iKKQAwd5UZDmskvu5ZU6lxYqqAK5mtm0abkGcZYTpzk5BYeTiKqtUzU1Cgo2WjaGKiiKAi9K6U5jojQnTnIarnw/jMOUmqVh6cqJGOqRmDiNpFiXpAVBkuGaGgtAdxrRdHV2RxGaInh5pco0TomTR+dTnOUs1y1cQ8OLzxZej/czTsKE+12PlYbNHxkqmz2fIJG9eaoiyPKCogBLV9hoOyAEYZJxbaWKa346C5SfhtM2yp4uNLcrBh/tTcjyggy41/W41/XoVGSv3WLVJMtytgYBw2N9iYpQuN/1eX29gfeMnrdSDPrkfBZDPyXPJ1/Mv8FLSkpKSkpKSkpKPmc+Tpn204YRPq2Vwy8azxqdUIVAVRTe2x4x8GI0VaDPXEuKkJ1mq02bMMmoWhoHk4jojNVLBLi6ynevtHlxuYqlSyfU40LPx8XWVRxdxTbOFkcMTSHOcrYHPsas0ykrCi60XZZrFt1pjKrIOGheFPhxSsPRaTo6YSrXSouiQBEwieRCq2OotB2TdsVAm40QpFlOEKccTiI6VZOeFzMKknk/XqdisFi1eND3+PmdPmleIAq50mnOXGNpnrNcM3l/Z8z9nse9ns+ljsvVRZfX1hvkBSzWLOl80xX8OOPG3pi7hx4CgWOonGs67I0j6YBKcxQEixWTr683cA1NRk41heW6haWppHnOzjBke+Az9BKarmASJnQq8vW53/NJjomJaV4wDlKuLLgAHI5DLF2lZuusNmy605jXzpm8fq7B0E/Yn0R0J9K1J6O0gheXqqiKeGqh/fF+xs2ez/2+jypgpWFzoe0SJil+LBdgVUXMziMNL07ZHQbsjcE21E91gfI0p+1pC7f+MWHxuNPWfIrbr+HoQMFW/8nhiu40pjuNWa6ZaJp6Qnw74rhz0X+KsPm8i0Gf1IX7efBpD/2UPL+UR6qkpKSkpKSkpKTkY/K0Mu1nRdC+ijGjZ41OWJrsHTveZ9Z0dNZbcg0wL2AcJpxrOIyDhIeDgNWGxd4oJIgfvR5HUceqqfHm+SbfudhipS4XHZuuMRd6jtNw5ILokcMpSLInhIelmknDNYCzY8gCCGaCxJHwOo1S3tkaoCsKdcegYunUTB3HUDE1Kag4hkptdntNlQMMaZ6jKfL/Hgayi8w1NRqOwbXlCqMgZn8c0pvG1G2dKwsV+l6MpggudlyW6iYf7o5YqJoM/BhDU9AUQTwT+hxDRVUUPtobE2dy3fTGnnzthRC8eb7J3ijgcOY23BuFJ57nw2HARsvFMVSSLKdm63z3UhsKuQy7PwkZByl+nDLwE4qZEHmxU2G9afPewxF+nKKpCnGas9F2uH04YeAleHEqBbVxKIXJNON802GtabMzDNgfSwF2uWry7UttNnse40A66bb6OZam0HIMvne5zWLV5PbhFABFUbB0eW4YmhSojrvGjqLhpqrQrhjEac7A8xmHiXx/z0S9qqVRs3RcU2OpZslz4VNeoDxy2goB0zjF0p5cuHVNjbqtE6YZFUPja+ceOW1bFQPXVE6Nodq6ihdnZ4pnhq5g6CqGpqAqT7pGgyTDi7PZsMbp9/E8i0HPcuHWbZ21hs1G+/dflf6kfJpDPyXPN8/nu6OkpKSkpKSkpKTkOeasMu2n8VWMGT1tdEIRUhy7tT+Z95mBXB+t+DErdXv2K4Iky3l5pcZSzWIcJNRsna1+QJblCEVQszTOt10uduR/lzouldlFtGtqXOi4bPZ9FCFYqlm0KwZQzHrOCkxdYaFqsNGSItv+OCQvCi50XNzZcT4rhhylOWlRsNaUj3d7EHBzf4quCjRF4X7PZxom/NGVDkUBh7PRg07F5FzTxo8zxmGCrghGfkqc5QRxdqI/LUpz/ChjEmZMwpTeTHTbaDm8eb5BkhboqqDvxVi6yp+8sECa5Tzo+9w99AjTHFXJMDWFSZTQmyZPOPne3xlxbaXK7ijkbvfJIv8C6ZQK03zmGDL45oUWO8OQn93tYWgKf3ylTVYUZLlcyTyYRHywM+bG3oRvXmjyxnqDe90plq4w8GOqpsZ60+HW3iHbQ/9EZPTG7gRLVVlr2mRHnXNpzovLVVquwf2uR8PVaTkGtq7SnUa8fq7BpQWX//DRAV6c0bCleKoqUoBqOAYt1+DKQmXuGjucSmfXYs1kGqbc63nc7/ps9f0TYpVjqKzPVj8vtl0WayZ9L/7Uo+ENx+CllRrXd0e8vzPmo70JwyChyAuEImg4Oi8uVXl1tcZLKzUajjG/7XrTYaPlcn138sT9qoogfYrDquXIwRNNEdi6eurYRZrlKE/p7ntexaBnuXCTTEbBe15Mbxrz2nr9xOv6WfNpDv2UPN+UR6qkpKSkpKSkpKTkc+CrFjN61uhEzdYZ+DE39iYn9hWKAgZeTLtizAv0hRAEcS7dYLbOQtUiSFK8KJPuQ1OlXTFoOgaLNeuEg6Vh66w1LN5Yb5AXUnT7aG9ypsByvu3wtbUaihCsNaxZdG92X6fEkPMCdAWWazZvbw7Y6vtUZqJdlGZkRcHN/SkvLldZrlnsj0NMTS577o8jFAWiJMPLONERWOQQ5TlRmnO+6eAnGe9uDWk6OnVL50LHwY8z3t0csTPyaToGQgh+eKtLxVC5MBMiN5oOv7zfZxqlqIogSmQU9XE2ewF5DhcX3FMFOIAwyYmSjJpp8PdeXODmvseP73QpCliZOQXDRHbS2bpCzdIZBQlZXvCLu324BN+62EYRMI4ybu5P+NWDATcPJk9sbERpzs4oQJ0JjYtVk07FxNAE/+a3O3OxcrVu8daFJt+brcn++HYXIcSJ+8pymEYZQRKwWre4ulSZnyOTMKXlGkzDlF/c7/Pe1ogsf/Kk9Wfnze2DKa+v1/nWhdb8dqcx8GK2Bj79aUyUZZiqSqtisN50aLpniztDP+bdrSHXd0dMwhTX1NBUZR6FNTVl/meitOCbF5pzsajpGry0UuXm/uQJB1uWS6H5NIQCKw1rLuQ0HAMvfvK9q6kKp7w08j6eUzHoWS7c4xQF8z/3xvnG5+qE+zSGfkqef56vd0dJSUlJSUlJSUnJl5SvWszoWaMTtq5ycxY7fZwgkU6vtvvIbaNrUjyI0owwyXjtXIMwzlAUgT1bIz3t4t+ZRThfWq3x8zs9/ubm4alOoCOB5c7hlB+8sMC3L7dpOPoT9/l4DDlMMiZhwq8fDAmSDFURFMjSfhknlT9rsx/wwmKFG3tjqpZOlObsjUMuL1SomBrbg4AwzcgLeVshmAkuKst1i7uHHtMoYalq8fWNBr/ZHp4Qi1yjwNCks3Acpvxme8SHO2O+fbHFdy63+fm9HlleYOsCgQBRnFiW1VRBdxJxoeXOl05PQwgpnhbAz+/1KApQBdJBFqVyJKOQ/XA1W75241A67n69OeSt8y2ipOCHtw756+sHxGdEq5uOTss1aFUMVEVwaaHCcs1ibxTw2loDXVOI0pyqKaPK0yhFKHLps+/FiGOXurauslQz2Wg7NB3pnqtYGlVLR5917P3yfp93HgyfObab5QXvPBgigB9cW5zf/ojuJOLD3RHXdyds9k+ukrqmwkbL5aWVKi+v1Ok89p6ehAm/vNfnJ3d60vVWgGuqVE1t3gEXZzn745gDEdP3ZMz3O5fbc7Ho5ZU62/2AX94fnHguQZKxUDVO7XA733JYqVnz/7/lGniRjBEffw3dmRvzNJ5XMWhnGJzpwj2Lh6OATt/4VPv9nsWnMfRT8vxTCnAlJSUlJSUlJSUlnwNftZjR00YnHEN2W+2Nw1N/P8s5c2jB0FSCRAoIL67UPtZjaToGbz/ocziNuNhx6c8GDNITPVAKNVuj5RocTiNuH0z4By8tn3mfx2PIt/YnpHmBqSm4ps7hJKRADkwcubFu7U+43HH53uUOH+6M8eIURQgMTcHSVXZGIVleoKkCBXkbRYGvrTVAwI29MZ2KFFB2hsEJsajl6lQtOThxYeakGfgJaV7wkzs9vne5zbcutJmGKU5VpW7rDIOY44fnQttFVQUt1+S//sY5/uOtQ3aH8vgcCYKWrmCoslPt5v6UpmvQm0RcXHAxNEU6EhUBmkIxO441W66denFGp2Lws3s9fn6vz+7o9GPfcg3+8rUVLnUcDE0lSjMeHPq8szlks+dzedFltW5zacEly3P6Xsx7D8f4UYauCv70xQW+c6k9cxbmCCHQVQEIgiRjfyyPTd2RQqplqNzvery7NXqm+HZEAby7NeLigntCdNodBvzNjQPe3hycurzrRTnXdyfc3J+w3Q/4wbVFVhr2/PdvH0z52V0pvtm6iiogTPO5i1CdxUOrpkpWyLj2z+72WKiafH2jCUCnavKDa4sAJx7H0E/YaDmstxw+2pMRVaFI8e3N803arjkX+RxDJZ99SB0JgUs1E0tXT4hy8HyJQY8PLFBIV+lyzSJIMsYzx+qzKAqe2u/3WQ05/L5DPyXPP1+sv8VLSkpKSkpKSkpKvsB8lWJGTxuN0FUFL0qfukyanRKTPH77+Awnzmnsj0O8OJNijKZwrmmz2rBJ0oxs5uDSNRVFQJIXCCHw4oyDSfiES+k0xmFC3dbpTWMqpsZa02YSpkzClDjNyAsIEvjhrUP+62+uU7E0/v0H+wghcHSNaZRiaAojPyEvpOtNUwTfvNBktW7xs7t9kjTnXNNhHKXc3BtTd3Wqs0L+NM+J0gI/zmhXTGqWzkYB3UnIwSTi5/f6/LM313BMBRBcWazwztYAQxOcb7tcXnBZqVuYmsr2wOdc0+ZfvrXBrf0pH+1PuNv1SLKchYpJp2oyDjN+eX9AxdRY32hg6yqHkwh7Ns6QZAWKIh2AAJah0nQNbh9M+dHt3hnHVPCnLyzw5y8v45oaAuh6If/2/T2645iNtsMPri2wULXQFCmmUQgajsHff2mRNMtJ0kIOasQJpqHN3VqK0DheoXgksFzquERJzvX98amx06eR5QXX9yZ862IbkM63v7lx8ITz7PTbwi/vDwD481eW6VRN/Cjlw50x4zClYqiMwoT9cUR3enL119QVOhWTpZpJ3dIZhykf7o55Ybk6F4tWGjZ//soy622HD3fGcydebxpzvu2wOfBpOwavnqtzoeVQwBNDD5cXKnQqJvd7Hv1pxIWOOxe+j47X8yIGnTWw0PMi9kYBCxWLjbbDUs1i4Mkew2cxCpIn+v0+jyGH32fop+T5pzxyJSUlJSUlJSUlJZ8TX6WY0dNGIxQB8TO68FTl5O2VWfTR1qV7bqvvM43SZ7pPjrrobF1jveUwCZOZ2JBTqApKIe9bnY0etEwZTbR09WOvXO6PAnRV4Y31Bj+8fYilqVQs2VeX5QUFckXU0BXefzjiylKFv3x9hTDJ6E0jBl6CpSmMkFG/F5aqXF2sYqiCdzaH9P2YNM9RBdzveggheGGxQncac/NgysOBjxdlLNVMsrzAi1Kqls5SzWShZvGg67EzDHjtXIP9ScgLSxV2hgFvXWyR5wW7o4CbexOyQkb2NEXw8kqN1abNn76wwOvrDf7D9X02Wg6qEEyiFF2Tq6HnWy5BkhKmGWGcsTuK5q+LbagsVAwGXszP9qZkZ5zwr52r8xevLOMYKvuTkHRYsFw3+cVMePwHLy+iKoIwyfjFvR6bfZ8wyfBjmXd9aaU2FyvHUUrPS8BLGIUpfiRjvbaunhBhRkHCMEgY+jEPB6e78Z7FziBg6MlI+Ye7I97efLb4dkSBdKittx2+X11gZxiw2fMwNIXNvs+9nk+eFxiaHOIQQgqHWV7wcBCwOwq52HY413LYnB3fK4vV+f13qibfry7w6mqdrYHPwItJspx2xWCjZaPPHIs39iYESYYixHwR+Pjr9fq5BpoiON92mIQpq/XnSwx62sBCmOR4UY4X+Wz2fa4tV7m6VGHgJc8U4ZKsYHKs3+/zHnL4XYZ+Sp5/yiNaUlJSUlJSUlJS8jnyVYkZHY1O6KqCrirzeFuS5eQFGKo487aqwonCeEtTaLoGAz/m5t6EvXFIp2KyOovvPc198ngXXZIVTKKUoZ8QpzlFIR1vhqbQcHQM7VHv3GkumNNI84IPdkZcWaiQZG3efjDAjzIyXQpvR+KJqhQcTmN2R12+d7nNK6s1tvo+LVcucE7CBFNXSWYDBNsDKTImaU6rYuDFGfe6U863XbYHAT+520MBFEWgCPCiDNeUjz9Ks7mA+PWNBr1pRJxmeGHKlaUK//LbG/z0To93t4YoCtRtgzjNsHSVcZDw7taQzb7PQtXkzY0G/5e/fBl5yAQH45C9UcA0SvntwyGWpvHyWpUgzmi6Bmn+SNC83/P58JRVToCVusVfvrbKSl32tu0MA4IkY7FqEcQZB9OINzaa8hh6CYfTiFsHUshrOgZ5UZDmObujgH/1js9bF1q8sdFAAJauzl2SrqECgruHHk075tKiy8CTx38azUQWAR9bPTv680jn2DRMuL4rhw8ajhSJj8SsIMkY+qd3IWY5fLgz5uvrDQ4mEUGas933udfzsDQVU1eBgjQvyAv5mlq6gmtqREnGvZ4cyzjfcTmYRCcEuCOarvHE6MNyLeBvPzrg4Sik6RjUbO3EIvDR63Wv6xHXM/70xZNR2eeFZw0s5MdctHnBfB326lJ1tnT89Ps/cvF+UYYcSp5/SgGupKSkpKSkpKSk5HPmixgz8qOUvh/jxxlFXmAZUmQI44wgzZ/oQlqqmVzsOBxO4ifibTVbo25rVEyVaZQ98bNsXZ2vvkrxTefW/oQbexPCNCNK5Mrmzf0ECukWabnGqe6Toy46P055OAgYBglJJpdAs6KgyAuEAmmeMwnTmWsmZW3Wuzc5Y+XyOI6psTcKCZOcNzYaXOi43Nyb8NuHI0bHbr/RdPjaOZfzLYfuNOb/8bd30VSF//LNNSZhwv2eR5Bk9L0EXRXEaS6dOgW4hkaUZnhRRpzmUhyZCUy2ps4Ey4J2xeRc0yYv5JLoJEzRVMFi1aJm6yxmBSqCSZgwDhJ0TUGfDUd4UYahy066cZgQjmR0t+noXOi4XF2qsDeMMHQpqlqayn4UogiBF2X4cUqWQ14UZAlMwwRVyOXO4+X9NUvj//T3LtN2DSZhylbfn3eNgRRf4zTn1ZU6h5OIvhcz8GNuH0wRArSZ4AgFnYqMCC9UTB70PNSZmLo99FmsWNw5nGJqjxZuNVWw3Q8413LIZ+eAa2jEST4fJ8iKAkMTaIoy1+XSPCdOC9RZp5+jqziGRlZAbxqRZBmvnasDxQkxa6FqsNGS0fP9cfjEuMVm36c/jQjTjKEfszUMqNsGWZ4zDhK8OD3RVaipAtfQcE2Vum7IP+/oRMmT76PTmIQJ97se7YpJkhd8tD/hXtfDCx/d3rVULnZcXlyq0q6YJ0Yrnic2e/5TBxaUx1y0BXBjb0KnalKz9TOF0SOOXLzP+jmn8YcYcih5/nm+/lYvKSkpKSkpKSkp+QrxRYgZTcKEg3FI34vpezFxmlOxdEZBwt44xAuTmXAoY5sVU2WlLkvPd4ch7z8cMTkmslm6wnLN4qWVGt+62OIX9waPXEhIt1jTNTBU2cnWdA1u7U94d3PIMIgZBSnLdZM0Lxj5CVkB6Tjg7qHCSt1kMnO7HblP0iwnTDIeDgIOJhFenBLEmYygHkuhiZljyzYeOafWW85Tu+wAwjilbup0aib9aczf3jyk6eicazmcX3AIopxkJk52KoYUCqcxf/XhPqMwoWbrjMOEX9zvszMbPdBVgWNqmKqCKgRZUaApAgEoQhClOZoiaLsGeSH78ixdZaPpAEIem1HIMEhQhEAIObJwdanKa2t1JlHCz+/3aTgGDdcgnI0TNF0psFRNjYWqQc3SaVdMdEXw/31vh29stOh6IU3H5MbeGIFcJ63bOtsDn5ql48cpQfzoNVOEYK1hc7frIYA3Nxr8X//pK1xZqPDD211u7E6eLPZHjiTsj0Pudj1qlsadgylZXsjVW12hKMDU1blYOwoS7nY9frs94p++sYYiBH6cylGNScxHexNuH0x5fb3OhY6LH6fomopryJGIxuy5FxTYMwdYnObks5/pmhpQEMQZAkHD1bF0BceUy6CKUPhob8JW3z+xMuoYj8S/V9dq3D7wTpzvXpQxjWQEtDuNqRga0zhl6CXzIYTjpFnBKEiYhCkNV6diaHSnMYo421F6nIeztd17XY8bexPiLMcxVHRVmYnRcrRi6Ce8szmcxzZ3hgEvLj8/AtxRtPxpMX5LV1AVTgxi5IUU1F5fbzDkbAFOVwVVS/tYP+c0njXkUPLVpDwTSkpKSkpKSkpKSk7hs1q6+yIx8mPudj3uzf7rexEbLZcHd3u8szVEVxXarkGnYtKpZJxrOlQtjXc2h3y0P8ExNFxTI0zzecw2THLu93y6s0XSF5Yr3NybzkWJhq3TnLnXarbOwI95Z2vIwSRE1xTOdxyajkEQZ2SFXIasWgaaotCbdXsVFHSq0n2iqQp9L+ZgEjLwEvwkOzVqWOQQ5TlRmhMnslusYmlndtkdFbKPwwQBvLbW4H/49Tb74whbV7mxN2W5Zs4GBQRpXrA3Cmi5BkmWYxoqhAkvLVeJUrnmaWgyqpvlBZMgIdZVKqZGlucUSMHWtTTSWbTxKNKrq1Lk6vsxD3o+RQGuKW8bpzlxljPwY7I8Z3cUcudwSsXUMBRBdTbisFQ3mYYZUZrJLryKgaYIdoch93s+Az9BU4ZcbLukec6VxSp3Dqc86Pk4hkKBHEQwVJVYzclmGpSiyPERU1M433Z47VwDIQS3Dj1sXf6aY5x0h4VJTtM22BoENGwpxOXIqC2AqalkRUHbMehUDQ4mEbcPp1BADjzo+by8UuWDnTEbLYe+H5Nl8nV958EQgJajIwQsVk0atk6aF/PxjL1xwP4oJDg2fmDrCkt1i+WaTdXSiLOcpqPTdHR+83DIX18/OHXIwY+zE+Lf1aUKt/anJ0S4dNb1pgqYximDaTw/RWuWhqmr8wh3lGSMw5S8KBhMY6hAw9bQtbM7F+ePJZIx51v7U67vTiiQQxmacfptj8c2K6aGH6fPjZj0eLT8NKqmhq0/6bLdH0eESYZjqCfE0uPUbZ3FqsnB5Nk/5yw+boS95KtDeSaUlJSUlJSUlJSUHOPzWLr7IjANE+4cTPnZvT5vPxgQpRlvnm9yc3/CL+725bCAApMgYXcUcqnjcnWxyo3dCTf3pxQg45tFQadisD+OTnQuebEcUliomFxddHl/ZzxfELV02WNm6yrvb48Y+THLdYsozRl4Mdv9gO1BMHcIuYbKWtNmreFQMVUe9HyWaxPpPtEVwiSV4tsZF9snKJj/uUk1wdKfFCeOF7LXLJ2qqXJloUK7YrI/CQmSjCDNGAXxrA9MIclyXFOlYRsIBMtVi7GfsNF2+WC2fpkXxTxC6RhyCTXJcoSAMMlo2gaLFYOdUUgxexyKEFxcqzHwEx50PQoBSZpj6QpVW2OhaiGEPHeXaxZpDrf2J7QrJu26xcFEjkBkhXQKRmmOrWs8HAZoisJizeRCx0Xp+YyChJWGRVrkXFuucn13wsCTMdW8gIWqiaoKFKGQkWMb0u0oxxcsBn6CIuA320OiJKc3jchyZOz6mDtMV6Xrz5+NbOyP5bCDACloCtCEoOkaREnB3UMPiqMuPMGDnsfX1xsAxGlO1ZIRzSyHOMt5b2vEessmzQtWGzaXFlxGQcLDYcDeKAQKTF1F1xTy2UiHIgTjIGEcpCzXLVbrFhfaLgL4YPvZK6rHxb8riy7vPxwfi6MWuLrKYs3ig50JqiJouQZt10BTBXEm111VRWCogjQr6M0cqUMv4Y31Bo6unvpzj75ICJKMNM356GDKrzcHaKoyX6k1NIF6LG6bzeK2s7cDN/YmLNYs1prOcyPAHUXLn4ahqTQcAy8+6WALkgwvzrB1FXjyM0EIONe0sQ2Nceg98+ecxeNDDiUlz8e7p6SkpKSkpKSkpOQ54JMs3e2NpegUplK4+LI55HZHIT+71+fHt7p4ScbFtkucFPzq/qOlxyKHhIIklz1V28OA97dHJ57/NM6oWBrn2w6HEykEZLmMaHlxhupHLDUsXj9XJ86KufjmGHLt9EFP9lXtjUMOJxGmptLzIpJjubJJnHJzf8r9ns8rqzXOtxw+2puw3nKxDYWGbdCqGBhhyjhMyJ+eKgXATzJMTcF8zFn0eCF7kuUgVKZRyh9f6ZBlObcPpzN3WkGcpvPifCEEYZpRNTU0RfBP31glTDLudz3SLGexalJ3DFxDOryiJONwEpMXBV0Rs9G2Gfox7++MiZIcczZOQQH3Dj0ZS53FXHVVin45YKoKr6zVOdd0uHUg3VeOoXFvtp4ZJBk1S6fu6GhqTpLmdKcxaSa75tabNg3H4EHfY+An9L2IKM0J4uxEvPjXm0P+9GoHigLN0WnNFlAPxhEUMhZs6SqHkwghBAeTCEtXedDzWK5bc3fYkXBRseQ4QJRmc/HNnK13ViyVqqlx+2BKURxf3S0YhynTSC5dDoIEP0rx4gzXULFn/XIPByFRkuOYGhcXKvzoVpetnj8/txUFhBBoQopQeVGQZvL+t3o+dUvjQsdl4MfYpoahC+Lk6UJNAby3NZp1JFo8HAa4puySGwUJaw2biqlyrulQID9rDifRif48U1NYqJp0KtJ5uj3wWWvYT3TLPf5FgmNo1CyV326N2J9EWJpCp2JSt3XyAuI0I81BU6RwZduCJHvktLzf9XhltfbsN87nxLOi4Ue0XAMvSp+IOadZjmKcLlqu1eUAzif5Ob/v4yz5avDF/5dBSUlJSUlJSUlJyafAx126C5OMvhfz4cMR99oulxcr80W9L4tDLkxS7vc8fnq7hzdzg602LG7PerieoJCLlu9uDhmHCaauoM7cNUUhnXBLdYu6rTOJUqIkJ8tzVEXB1hV0VfDG5TZ3Dr2561BXFUZBgmVIwWboy665w0lImOYnBFIV6X6K05y37w9IspwrixUOJgFhnJHkOYeTiLqts9qwpaiRPP3CWBWChYqF91h87bRC9ijJ+emdLpcWKvzJCws0HIO9cYg5c7IZqhTgiqIgTHNarsF6y+Fcy+bte32uLFZYqVuz/rlCut4QOIZCVsDeOODNjSbLNYv3lTFZAX6cks9e92GQsFQz2Wg58+e6Owrnwo2uCF5ars6EwYKXVmrc63rsjyMajg5JhmNoLFctNE3MRb+Hw5A4zbm+N+ZSp8JC1WIcJPx6c8idQ++J16zvxXSnEZ2qRc3SOBhH7I8iVEXw+kad822XW/tTWq4uBca0IC8yOlWTSZgy8CJeWqlyMJbDJHXbIExCarY+7zibRtL5VDEtALrTGE0V5LOlUEXIYxcmOctVi6YrBab9cYgXpYyDlHbFYOQnDL2YKEnRFMGFjstWP2AUyjEIKdI+ea4LAXVL53zHpShAV1VarkHLMWfuuaeT5QX3ez5XlyrcPBhzvm1TtaQI6Rgqf/n6Kj+6ecjdrsdpxqsozdkeBOwOAy51XP7x66tSqIweCUynfZHgGArTSLpODVWhXTGJs5w7B1PCLKPIH3XIabPPsZZrULM0/Dhjfxwx9OJnPr/Pi7Oi4Y9j6dIdC5wY+tBU5YkVVCGk+Pbaen3+2f1xf87v+zhLvhqUAlxJSUlJSUlJSUkJH2/p7viSZlHAh7tjWhVjvqh33CH3+Brn88zjfXdhnNGbRry2UWdnEBLEKZqicL/3pOgCskfL1BVuHkywdIWWq+Mc65UKkoxJmNJ2Tdrak66TOC3QVIXvX+lwMFuF1RXBvZ6Hrkqn1CRMmEYpjxtKFCF7rORKpYxrvrs1pOUaFIUgSgsKZKTsV/cHrDXtebfTWSKcAF5fr2NogsNJxLWVR6/T8UJ2x5DiS5xmLNQsPtgZc225yn/1jXOoiuwym4QpaV5gaSoVSyUvCuqWFKDe2Rzyxvkm15KMdzeH/Oxun8NpNI+8dVyDb11q8Z++ssK15Rp3D2Uf1xvnGvy7D3ZZbzm0K7IPb2WpQn8a86DvA7InDaRD7zuX20RZzrubAy50XIZBwjRMUYXgfNul7eogxCzyWsj+q5rB1cUq20Of+12fzZ7HUt3mg4ejuSj7OK4hY5uqgIEf05uGXFmqcLnjYhvqvPusUzVIZqudSSYda7auMgoSXliqcWmhws7QZ6FikOUFVVMjyQqmUToT2QSmJqOZaS7F2AIpoFiaymLN5PKCS15AEGfSzag7OIZKlhVzEdhPMgZ+zHvbQ9aaNn/8QodfPxgwDuVQx3GxWVUEtqFSszTePN9ksWrywztd/sGLi3QqJit1GT8unmF4yoqCmwdj1poWmpAjFiM/RVUEmipYqlos1i3u9Xye1vwvhGC5brNUtyAHY+YcPeuLBFVRCJKYrChYrJr0vFjGuGf9c66pzRde06ygN5UR1+WaxWLNxJ+9js8LNUtDV8XHioc6hsZ6y6Hixww82a/nGuojgXomOJ5rSufb8S9OPsnPeZyjIYeSkiPKs6GkpKSkpKSkpOQrz1lLd0frgMqsg2t/lJyIMp21qFcUzC+Aj9Y4P8vH/ruORZzVd3e/O+UX9/ssVS0udiqs1qVgJYSMOCpCkBcFUZoznUUF/SRjGqYkqUIQZzjGo+ec5TzVcXYUOTzfdk+swh5OIh70fLYH/gnhTVdl15cipDAio55yqKCYDRNs9X1ZbK8I3tsc8cZGA4C37w8A2Ve2MwyeiKOqiuD1denWurk/5XzbffR4plIIbDg6ti4jsqMgnomLBpc6Lpc6DkEiXUrbA5++n5DlBaamULd1lmomlq5RMVReWqnx0d6E3z4cURRwoeOyVLfI8gJDFdRtOYTw49uH7E8iXlmt4UVD1ts2//ytDe4deoyCFFVV2Or73DqYkufyOVi6gmtofOtii6ar86PbPV5errJQtdgf7WNoCt9/YYE0L7i1P2FvHOCaOgrSyVYg43uXFyrULI3/eLPL3e7pAqyuCL57uc33LrWpOTq6qtCdxlxcqEBRsDsOGfnSGema6nzF1NAEcVpQzHr3xqF02337Ygtbl2u0TdfA1FWCJKZma7PVVxlVPjr+WZrPllMNriy4GKpCkhX8/z7cl2u5QUycFtRtjSuLVS4tVGi5OhVTY38ccefAQ1MUri66/CcvL7PV99gcBExnbjghoGrprDdt1lsuhip4e3NAbxLzzY0mVUtjpW4z8BPud/0zz/O0yPEjucDrhRl/cnWB9abNg77HUs3kxl7Bv35vm9fW6/zlayvc73lPrKZWLY3LCxUuLbjoqsK/fu8hf/HKCosVEzj7i4QsL2T3YN3icBKdiNtmuVzqVR8Tx4tCRtEBlusWcof3+WBhFp/tTj+eK8/SVVbqNm3XwDU1rixW8GYdg1VLY6Fqntpv90l/znHqts5C1fzEtyv58lIKcCUlJSUlJSUlJV95ji/qKUKubx4JLF6UEs8Enrqj85pj0Js+Wm182qLew1FApy/XOH9XzhLYKqbG0I+515W9XKeNRZxr2JzvOAjEE/dhqIIgzubiyPE41jTK6Hkx3UnM3UOP/+33znNhweWFfoUkL+aiBIV0t7VcY+4WirOc6BS3SPaM4rVTu5JEwf44JJv9PENVMDRZFp/Pfk0I0IWgpuhywTSVnVV9L0FTBU1Hx4tT3tkc8vq5OguvWjzoe6hCULOkcxGkI+Zcy+FC25m7tbK8OFFu78cZLddk4Mdc3x3zoOfJxwGMgph/8vU1bh5M+XBnzOE0ZncYEKc5uqagKfL1rtk6lzoO//SNNYZ+zA9vHtKoGBiaQlEU6IqGqggUReBHKTf2xkyClN1RSMsx+NalNjf3JrQqBooiCJOMW/sTbh945Ll0gjmGypXFCpcXKrimym8fjlAAXZPHfaPlULV1DsYhW4MA19RYazjkeUFWFKzoNrqq4IUJ/+6DvacWyRuaQFfkMMD1vTE/eHEB19L51b2+HArwY2q2TssxEEghqDeNyQrQVQVbFwQzJ1oYZ/z2YUrL1bF1TfYHmioXOy7bA4WBFzMOEtKiwDU16rYuXyshaDg6VxYr9L2YiqnxoOfT8yKajkGBFGDitODDnTEf7U340xcX+MGLC+yNQsIkB3Len62mvrRa48XlKtMom63MKlRMOaZxOIm4ue8z8hO8WDo7F6smFUvnxeUqAA/6/hNOODkqkRGnOaoiWGlYvL7R4N6hB0JQFIJxkLIzDBgHKesti4sdl2vLVYIknz8OW1dJ85yHw4CHg4AozRkFCaoiCOLTv0g4OnerlgZFwfYgoBCgKWK+rhrEsvPQ0lU0VaAAaS5/fW8c0nQNavbzIx84psZaw6bnxU8zCj6Bqau8slrj6lL1M/05rqlyecF9bkYrSp4PyrOhpKSkpKSkpKTkK8/Rop41K7Uf+DE39ybsjeXFeTrr1VKFYL3lcL7t8Oqx1cazFvWKArYHgVzj/IQXYk9bY02yjDQraLoGTcdAFYKE479fMA1TDqYR24OAMJXrlkf3ESYZB+MQS1fZaDss1SwGXkw4i2RleU6RQ9PR+c6lNqaqkOcFSV4w8GLS2SKjratYukq7YmDrKqYunUfFKVeqR51wZ3FaV5KqyJjd4STGMVQKIEozwiQnLwo0RZGPFRk9NHUFU1fwopSlmokqBGLmPOtNY356t8e5psOljsuFjkvF1Oh78WzlErw4pzeNuXPokeYFF9oODfdRhDjPC67vjnn7wYBplBJnOZamslwz+YtXV+hOIv7DjQM2Bz5t18TUZcwtSnNyVaFARjMPpxrvPBiyPfT5+kaDD3fHmJpKmEqBZugnBEnGeCYKq4pgoWaxN/JZrDXx4oz/7sf3+P6VBf7zN9ao2ToLNYssz1GEgqXLoYIPdsbc7U5pOgYX2g6mpjDwEr57uc1P7vSYBgkVS+NgHHIwkcMWeT4TS4UU984a91yumby6KtdX87zAtVQ2ez6TKKXvp3y0P8XUFVYbNnGas9n3mUYpS1WT0DVJc7loq2sKVVPD1lUOx1II31+uoqsJqw2b3aGPrgoOJyG2rnK+46Krgpql0XAMlmoWe6OQc02b7jRis+fzj19f5dbBlLqtk2YFmjh5buWFdP1tDXwEQq6qKgLHUNns+7y7NURTBJauSoddXhAmGWle0HINHEPF1FUIUrnwOjOG1W2Dl1dqNF2D3WFI34/mwwxRmqEqgosdh9WGjDp2JxGjmXty6MdMwpjLixVu7k3w9lLuHPos102qpoaiyJ47bxYPP3ICXuq4hEnGOEwxtWT+RcLjJFlOyzWleI50WKZ5QZIVVC2dpqNj6ippVpAXBYoiqNoqTVfHjzN0lecuTrnRduhN42f2dh7n+MDCp/1zjn95oyuCUZDwzmxx9ss00FPyu1Me/ZKSkpKSkpKSkq88aZbPxDedW/sTbuxNTggPUSpjY0UOH+1NuH0w5fX1+ny18WmLeqMg4XAScb798f/p/bQ11jCRReoDP0ERcG25ytWlCgMvmQtoR8/l5p58LnVbZ73lzBdG+17M/iSiKGCz7z9xH4aq0KkY/L0XF6haOg/6Ppahcvdwyv740Srj0SKjrgreWG9wvu2w1ZeixjRKEEJ2kZmaFMbO4qyuJD/OuLpY4UHPw4+lG3G+UikApFhQzEYJghhcSzqjXliqMo0STFWlZuscTiM4FqGbRrJ3TFcFWSFFLnhkW1KEjIS6swvmSZjwwe54vgp79ECCOOPygoulK/yb33Q5nEQYqsLuKGSparBYlcJYmhf0Pfkcri5W+XBvzN4o5BsbTV5erbE7lEMeti5XMQ8mIUVRsNawWa7brDfl0uX9rkfN1PCjjJ1hwN4o5N9/sCcjnbpCnOQMg2QeHRTI81uuZArSIkfNBYYqGIYJ93oeUSJ//+jVSbLilPkBSdPRWawajIOEvp+w0XJYqJrcPZxSd3QWaxZ7w5CFqkHV0tkbh/OuMbmyKs8DTZGuwIeDAD/OWK7LrjHpYsyZhglvXWgxDmKGfsK1lRrjIME1VPLZ7V1T5YXFChsthywveG9ryB9fXQBgHCRYuso4flKQqlk6DcdgfxTSrljUbY2igINxxN44fKrT6agXrVUxCJIMW1dIjq2UViydq5YcYul7MX4sxf00y7F0dS4kp1nOJJS3S/OCPCkY+AmrdTkYcGt/SpymbPVzLF1BEWIWsS7Iczk6cqnjcq7lEKc5WS677Z7WVaYKQadq0nCM2RItnG+588XVvh+THbu9YyhcXqyy0XLYaDn4cfZcCUpVS+e1dekuPmu5+ojTBhY+zZ9z/Mub3WGApgp09dHfCV+WgZ6S349SgCspKSkpKSkpKfnS8Ul70XRVXjzd2p9wfXfyhPiQZMWJSFmWF7zzYAjAlUUXQ3tyUe/4bZ8W4XucZ62x9r2Y4czlkhdwfVcW819dqrI/lqLL489lGCRU/JiVuk2cZgz9R3Gq0+6j7uj8+StL2JrKT+/2+endHv/wlSUWayYDP5kLcHGWszsK2BsFrDVtNlouQZyhzEr480LGRpfrFpZ2tgB3VlfSkWjz9Y0Gf/Xh/mPHRcw73+Z/Himsfe9yh7ojI6lemGFqgvWmzUbLQVcVdkYh724NWGnY6IpCkGQ4hkLLtViqmSzX5GNZa1hyJRS4czDl5u6YKMufGMe8tFDhg90x++OINCuo2TpfX2/KcQMESZajKMxL7s81LX56t0tvKiPEizWTh6OAZBZPbLoGb240aTpyNXbgSRHXNTQG3pTvv9Dhv/3jC/zq/oBRkODHGbujEEUwF3fkKyR73Cxd5WAccXnBpeWY3OtNmUQZvWlMEEs34VGkWMzcgI/rOKoi+N7lFv/yrQ1+cqfLBzsTBn6MF6fU7DY/uLZImhUkaY6iCNpVk/5U9uNZuoKpKrIrME6xDRVNUdA1uYAbpRn3DqdkmRyVyPMCRVH4YGeCIgRXFivsjAKCSK5xNlwdAWz3pdAhheWC/8P3L2HpKj+8eYipq/N48fyMEVJ8q9saNUtjGmYs1QTtismHD8dz0fJpHPWi5RS8sFihYev0vCdFPsfQ5q7XSZhwMJFR9d1RxIW2g6Gp89spgtk5qLEzDFit2zRsg71xwP44JM7yuYvP1BU6dZOlmknd0uWqbt2SsewzPoSOxkLCJGOj5XBjbyLdfI6MYN+bLa5qipgJ0TKSfb7jQlFwY3fMWsPm3a3h3Mn6vAhKDcfgjfMNOn2D7cGTbuGnDSx8Wj/H0hQ6VYP7PZ/eNKJuGyfEN+ALO9BT8ulSCnAlJSUlJSUlJSVfGp4W23zaBWPLNbh9MOXG3pPiG0BxyoVtAby3NWK5Llc1n1bSfWq/2Rk8bY31cfHs6HHc2JvQqZrUbPmcBn584rkUBQy8mHbFYBKlBI+tGRbA3ijk0oLLuaZN09VRheD//fY2P7rTpSjgzqHHteUqdw7kMmmaF1KoyQuyvOCnd7p8+2KbmqWjKBDOnkJc5JiawjhMKQqIslxGSPMcRVFwDIVXVqunRnSbrsFm16PpGPzRlQ4/vdObObkePa/jz0EVgu9d6dCwdTa7Ht883+TOwZSqpfPyap0HPY+f3euTZQVJllO1DCCbueEUplHG3jjgtbU6X1urU7V1HEPDj1I+2BmTFsU8znrEWtNGVQS39icYmuDrGy1cQ2N3FPDjO2MmYcKR865ha7y+3gTg5dU6P7vT4+EwYKVhkeVwOI2xdRVFyD6wpqNjaAr3ux6diommKjwc+CzVLa4uVvnaap3Dacy5puyoyvICVYCpaRiqgqmpCAE9T96vqsjo5vYg4N2tIY6hstaw8GZdZyDXNQukozCcDWc0HZ2FisG5pouhqyzVbUxdw9QVmo7O3jDk7fsDarbOrzcHfH29wWCa8JvtIRVTo+HI1zGIM9KiIEozhAZelGJqKlVL42AccftgyvevLnBlqQLA7YMpTVvH0FXarslK3Waz53P7cMreOCJJcy4tuFxZqFC1NOq2QZrnfOtii7+71SXKpJtTmy2YuoaKMXMqWbrKKEzRVIFrKIzD06ObZ3EwifjGRpO6o7M1OF24OxpxSWaPI8sLFJGx0XZOvAfzQopnjqFSs3Qe9DxarsHFjstG0yGZnfNHsVjLUMgymMYZDVun6RhoqoKiPHJ4HsUhDUUwjlKGfkKcpigCLrYdJrOI+s4wlKfnsfdSxdS4slRhEiRsD3zeuthiHCZs9j1eWKph6epzJSgdvb8vtN3ZUMqjL16eNrDwafycLMuxTY2P9ifkRcFSzX7qfXyeAz0lzx+lAFdSUlJSUlJSUvKl4HhsM0oyJlF6QuixZt1gp10w2rrK/jg808Umjl3YHifLC7qTEPd8k8347H6g0/rNTuOsNdYjThPP4OQaK8DNxyK0IB02kzAlyfL5oqimCJZqFu2KARQ8HIY0HR1LV/Fj2U314lKVu12Pu12PF5YqfPN8ix/eOiQXUng7EsTuHHq8slrnxeUKdw8frWWuNixarkFvGvGg6+HFGX6cSseNgG9dbOFFGR8+HLH+mDC6XDNZqFn8+HaX19bq/JPX17jbnXL7YIofZ8wMZVRmy5CXFyrkRcEv7w/4o6tt6rbOZj/g1XM17h16vL89IowzxmHCJEyp2Tp9L+ZwEmHrCkt1i+WazZ1Dj4qp8acvLAKwMwy4ezglTmUHWH9WyK6q8OJyBT/OGAUJ37rQZBJl/PWNAyZhghempAVI8590wv1me8jd7pS6ZfCnLyzw83t94rRgpWbSn0bUbdm51Z1G3D7MubJQ5eJChZEXM00SgkQW8N/telxsO1xbqbHWsImznPuzQn9dFbPOMIiSbCb8wDRMQUixdeBFTEKF5ZrFct0CpKMxLwo0IdBVm61BQMPRmYapjCHrGt/YaPB3N7vsjQK+/+ICpqaS5HIIoOUatCsG602H25Uplq6SF3J0ITBzapZGnsreMSFyplHKKEhwDI1LCxXyvGCxZnKh7XJ9d8KVhQoPhwH3uh7fvtSe97At1Sw5yjHr99NVhZ/e6fFv399DU+Ui659dW+TtBwMmUYqlqaiKfJ80HINOxSRMMjpVk6GfsFC1qFk6XvTke+ssKrrGSsPCfMzpdNqIS5RmOKbKQtVgtd6iXTG5153Ob5NkOa6pzZ8/wN445HASU7FUWo5BxdIpkP18k0Ce+w1bZ61pU7U0qpYc79BVgSpkpHtvHPLR/oR7XY+Oa/LGRoN//+Eef3ylwzRKeXtzgG2oWKjkhewPNFTBpYUKoyBhexDwzQstVuo2v7jbk12DVYuV+iOR6XkSlBxTO7Gi/Hn9nA8ejpiGKYZ6eg3BaXwaAz0lXzxKAa6kpKSkpKSk5Pfgk0YdSz4bjmKbtw+nMqLpxwRJxnHjmapIoa3hGASztdKjC8ZxKGOVQnCq+KWrAqHwxLKhmEXHBkF86grq0W0/bnn58TXWI+JUiolpVjDwpeNEVwWmJmN8R+yPI+mAUuTF++NkOURJ/ki0MjWuLLr4ccZHexO2+j5JVnBtpYprqrz/cIQiBC+tVHlxucKPbvX48e0e//j1Ff7oaoe/u3lInD+KOgK8uzXkH31tBUtX+fHtHks1i3NNh8NJxJ2D6fy5HUVHv3mhiaoq/E/vPqRVMXhtrcG15SphmpPlObqi8OJSlZ/c6fGzu33aFekKemmlRpRm874qU5OjAzf2xhyOY0xD4cpChUmYstG28aKM32yPOJxGdL0YBYFjqlRMjVGQULO1messYRymBLF0xF1aqNCumhxMIoaBXIqt2xrnmjaHs9GCuq2TZDmvrNYZBQl/+9GhXEw8Okdm/9PSFYoC+tMYQ1X5u60D/uTqIm9daBKnOaYuY4LTKKU3jQBQhXS/rdYtLENlPEllRNUxuL474hd3e/wX3zgnS/yDhKSZc6/n4UWyGw8hhzIWqiZZnrPeks6rw4ks8Q9n3WHbg4AgySiKAiEEqpBdZrahkmQ5pq6gRgqjICbJci52HPIi51f3+2z2fP7Rqyt851Kb93eGvLxSI0xyFqomQkCcyldi5CdQQM3WEMhzcRpKkdwxmPfkVU2N/XFIkKTsjGJ+dLPHP3x1ife2RvziXo9W1eR826VhaUyDlIEX0/cTDqYRnarJyE/4ye0u373U4Y2NBj+500NRZCT0aEDBny1+1iyN7WHAq6t13rrQ5K+vH5zo9zsVAa6u8p0rbeq2gRBwueNyt+dhqqePuAyDmJGfcKEtu+qiNGeh+mj4xI8z6rZOu2LycBiwWDOpWHIgZBQkjKMUZfZeVxWomOp8gMXS1UcR7gIWKiZRlvPrzQG/uD+Yv0dWawoVU2NvFNL3Euq2zvevLrDdl47bMJFCccuVi7wVU+M/fXUZRQh+dqfHJEqp2sbcSfu42PRVFZSe9aXJWfw+Az0lX1zKI11SUlJSUlJS8jvwu0YdS35/Hhc9K5ZGdxLx0f6Y7jSeiwuPk+UwjTK8OJiV+Rd0qvKCcRymMipn6wz8J6NopqZiqApRflKBW65ZKEIw8JJZD9WTAtxZ/WancbTGCnJs4biYaGpSOBh6CUKR3WoyVqehq7LHLIhTTF2dRweP03Dk0qFlqPNetuu7Y97bGpEdf8GKgjDOeDgI8OKMD3fGfON8kz97aYG/uXHIL+8PeH29zn/22gp3D6fc6/qESYZjqIyDlB/d7vK/+fZ5ri5W6XsR97semz2PIM3QVAXHUFlv2jLOqAp+uz3C0BSGhx639ia8eb7FSyu1mXsowTY0/uRqh7/+cJ+BH7NzJ6Th6LiGhqkpBDP32cCPMXUFTRX8/WuLVEyNe4ceSzWLX90fsD8OGYcpmpDx2Y2mTc3WCFODRqbPV0cNVdD3Ex70Az7am/DCchUvTsly+d6mkNHYYZDwoO+jKwoN28BQFX50q0vXixGAKmScE6RQa2nqbA1VoGsCEPz49iH/7M1ztFyDdBCgqQq9qT9ziElBxLV0ul5Mp2IgkMKpoSkcTmK6XszbDwZ871KbaZigKoIXFmv0vYjDaUSc5GRZDoVKwzZYrpv8P3/6gNvHHIpbg+CEWHjk4JqGKdM4RQE6FZP1ps00SsmLgtWGxf2ez8BLWKpZvLM1IMlyVhoOBYLdcUCWF7yx3uQX9/rHzu8ES5ddcDL2Kh2FXpzS92K+d0k6s7YHAUs1k1/e71O1NfbGEX/94R6vnmugKYIPd0ZMAimad6ompqZyfXc0d3PqqmBz4HOh4/LWhSaTMENXBUlWMJ71MS67sqfLi6TI9dJqnTDN+fXMNXc0unLE0Xuuamq8eb7JSytVupOIlmvw6rkaDVdn5Cf8ZnvEh7vj+WeQqkDbNVismti6ys39Kdd3J08MnwSJjKZu9n3GoRwIOde0ZX+irmKoAlWRYyZVS5sLYELAuaY9F3GW6hb/+r2H/OxO/4SOGGdyLfi1cw3SLOe//8UWizWTywsuL65UpYBUyMXPKM3ZGQTc7/ls9nzi2eespoi5k7btnhTgvqqC0mlfmnxcfpeBnpIvNuWRLikpKSkpKSn5hDxtoRLKsuXPirNEz5W6xTubA+4cTnEMGcXy4+zMNcCiYC6y3al6XFxw5wuFa00ZrRoGyYljqylS7IrSfF5Uv1yTq43yZ+U4p6ygPn5x/CyOuuL8OOXhIDjxOAqOoozSiRfluVyMTHIaro6hqqR5gXZMTHs8YqoIhTTLWaqZ8jHrKhsth+2BP3+9hIAwla+frgoS4O0HA9662OI///oq24OA/VFIzdb59sUWb2405cpjniOEXNd0TZWLNZc0d2m6JmtNhyjLsTTp1nF0hVuHHr99OKRi6vS8eL6UOfAT2q7BWtNm4Ce8c6fLdy+1SYuCv7l+gGtquIaKpQtUVaGiCLIix09kzPAfvrzMq6s1/vajA76+0YRCcHN/Qt9LUBXZ2dapmHQqJn6coqsKlibXITVF4EVSDNobyfjeN4cBzmwt1dAU7vV8Rn7MWtPm1bUamipoVww2+z6Hk+iE8AZyoVVXFZi5JYtY9s8t1Uw2+wEPuh5/8eoyO8OAdBZF9GeCn6mr6IqQa52uQatiUDV1DiYhPS+m6RiMw4RhELPecvhf3t+nVTFoOQZLdYs8L8gLyIqcSZjyf/s3N54QZx9/lxiaikDGnUEOW4zDBNtQ6VRNbENjsQoK0lHqRSlelDHwuvyzN9dwTY2hH/P25oC3zrcQosUv7w/mMdgwyVGFQAioO9J9OvISvnepw2pDvpf/4tVlapZOdxLx+nqD7X7Aiys1hl48HytouiZpLt+3DVue/1v9gO1+wPmOw1rD5uEg4MpShYE/wY8fPdOmI3vTAHRFvk+GfsxLKzWW6xZ3DqfcOfAYBXJIRBEyunppweXyQoWmY8zda/KY6aw2pAAVpBmrDZssz+eCma2r7I3kMTt6Pz8+fDIOpJh5bbnK9d3J3E3bcDQ2WvYTpf5HrNXluMAR/WnMg57/xHFVFUFvGvPCYoWtQUDfl6unN/YmbLTkfWw0HRQh+OHNQ+73/PlthZCjDEVRzJ20p/FVFJSOf2nySfmkAz0lX3y+Ou+MkpKSkpKSkpJPgWctVB7neerG+aJzlujpGLJn6dbBlN1RiOBxYezsC6NhkPCg5zHw4nlHm2NorLccKn7MwDsZY3UN2dGkq8qJKFuSFWjq6Suoj18cPwtNVQgT6T573ImX5TmGpqKpgjR7pModXag3XXFixfDxiOn20JdriI7BJEy51/XYaDlc7FRYa1q8vTmgN43JCnlhmBY5qlCwdOno9KOUxZpFp2LyoO+jCIFAULM1Bl5EdxIzjRIE8NaFFrujkB/f7vHLez2EItAVhbzIEQiW6iaXFip8/+oCv7g/YOuYYHAwjfhwd8z5jnTIjfxURgovt3llpTa/yD+cyMitZajUrTrNWf+YAvzifp8wzWlXDJJMOtsqpsqlxQpZJqOP++OQnWHAUUj0eAfc+bbL3iici2pN16BuadydnS9pnnN9d4ypyfOvoKDnRSiKFJaOhK/ixPGTfXkCOJxELNctdgYBe5NQxj4VhSDJcQ0N19Bk31eRM/Sksy1Kc+qmzuXFCj+522USyhhhlOR0vZhvnW9xY3fMw5Esh6+YKoKCUZgx8JOTLsdjKEIKhGmWkxdg6QphmiOQjr+j98b2IOCV1Rp1W+f2JGJ/EjIMYpKsICsK/CRle+DzrQtNBAVJWvD2gz4vrUi35FbP417XI0hSplGKAOqWxkrNYr3lYOkK9w49LnRcNtoutqHw3UsdzrVsojRn5CckWY5tqAghyPICo5CPr+kYXF2qcGt/ih+njIOUlRpMZ4uryzWLzX4w700717JnjlVYqEqH2e4oJEkjELBat1mqWvhJNq8WcHQVTRFMwpRJkKLP1PCj12ez53MwiWi7j9yuRyMMipAiXzYTmGdv3RPjKUM/YeDFXJ0NUByNqFQt/VTxTQj5+fLaen3+d8vAi7m+O6JTMclzGUU/+rzM8oJhkNBydDoVU571Qh7jnifXak1dQVWVE+IbyOVYQ1M4kt2y/HQB7qsoKH2SgZ3P4vYlXyxKAa6kpKSkpKTkc+eL3Jv2tIXKs/iqduN8WjxN9NRVhVGQ0PdimAkeuyPZf7ZYM+fLm6dRFMz6kGJqlj6PqFm6ykrdpu3KxdAoyeduFlWBOM0Zhen8vm1dritG6aMLqdMujj8ONUtjGqUMT4k0xWmBbYsnVjgB/CSjQYFtaKgKdCoG6y2HBz1vHjE1dbmKaekq28OASZTy/s6Y3zwc8c3zTb62WufXDwbkM5EoywoMAy62XdKiYHcU8rc3Dznfcvir6/tMwxTH0Li44HBlscJqw+LGXswrq3W2Bj7bfZ//ePOQ3WH06IEK0ITgYBqx1Q94c6PJRtPmYd9/JEzkcH1nzHcutWlXDExd4XAa88HOhKYjBwpGfsI0SonSHD3KUAqwDZWhF5Pmsv9MOuVkEf1Kw+ZV12BvHLE5CNAVQXcakeUyIggQJDn3uz5b/YCrSxVW6zbdWbzshaUqVVunP42ZxilDL5ktHipYMyG2ZuloipgNGZx4ynJZ9JiTcX8SsVSz5muf0ygFCuI0R1Oli1AIgZIrWLpKlGaowMtrNQxVYW8UUrd1NFUQxBl3Dzy+c7HNty62+R/feUiaw94oko67p5xvmiLQFPnaKUJDmQ0bHDk680IOBCRZgaYI1po2hqow8CL6Xoypqdi6vE3LNeTKbZpjairXVqqYmiLfVzNX2LmmQ5zl1B0dS1OZhAlBkqEKOVCxMRNdp2HK0C9YbdrzaHgQy0GDBz2fLC/oVKTQZWqzWHPLwVAVVFWQ5wWK8kicvrTgsFy35ONLMrw4k45IUfDGRoveNGIaJvS8RxH2hqPPl2OzKGMvCRn6yYnxg7qtU7U0gmM9YKeNMMSzz5UrixWiNKc3jdkfh6R5MR9PGSKjqAMv4epSlU7VZODFGNrJAZejioNzTSnuH/982Rr43Ot5xGnxRI+cF6WYqsLNgwkvL9d4YanC1jBAIAXjqMjJ85OCkBBSfKvZGskshgqgKicf03G+aoLSaQM7R72dj48AVU0NQ1OfefuSLy/P979wS0pKSkpKSr5UfNF708qy5T8MTxM9FQFBnBE/dtG3Nw6pWBq2fvowwhFBktGfJlzqVKjbOt1jwpahqbS1J50nYZKhqTEDpENuqWZi6SoDP3nqxfHHoWbpmJpy5jl21JnVPxZlA6CQ5ekIGTN97Vydd7eGvPNgKAUYId04jqGSZAV+nKErQo475AU/utXle5fb/PHVBXaGsotspW7RdGT/2N3DKYamEGc5lxcqLFRM+l5M6Mf07se8tzXiT19Y4J+9scZ7WyO2+wHjMKU3OSkUUkCOFPhURfB3Nw95ZbXGWxda/MePDufH8WAasTcOeWW1xmrdYqFicL/v8//6RZcoyfj6ep2FqkWWFwRxwsEk5Le7YyjgyqJL3dEpipT9UciDvs/BOGIaSjfUi0sVPtwZy/VHTUVVFfJZnNeL5GLoR7N44Grdppi5wpZqFl6S4QUpVxcrXFxwqdsaHcdk6MfUHelOu7U/ITvmgCuQAgfHTqU8L7h1MOGPryxQFPKzMS+g70UyxjsTlRxDDjNkecG3LrXZaDn89G6XS50K24OAKM3IC9lDdX13zFLN4o+udPjJnR59/+zz/vVzdVxT4+0HfZKsIPQTHEPFNVWOHIHpbCwApBDzR1c61C2doshJ8gJdk86ui50KQhTsDkM2ez6XFyp4ccqv7g9IsoxzTYfluo0oCnZGIY6hUjU1EpHx6wcDarbOlYUKUZazOwqJYjmsMA5TluomWWZx62BKlhc0HQNFCCxdnTtQ06wgTHI2WjoC2Or7bA1knNc2NK4tVRGioBCClZqFbag86PuMg5SXVqrUbY3fbA+5uT85EWEf+glDnhTCj0fYl2oWC7ORjlGQYGmnjzAcoSgFVUNnuWGxUK1x+8BjfxzNOxT9OCNMcw4mIVcWKvzJ1Q5eLDvXjr6sqloaC1Xz1L9L+tMYL5I/76hHbrUuV4iDJMO1VOqxQZzJQY6GY8g48zSWcfZZT6OqiFm/pCrf96n82eZsTdbUzxaNvmqCUs3S5l/ePN7bedYIUMuV4xmfZKCn5MtBebRLSkpKSkpKPhe+DL1pZdny58+zRM+8mLmLHjNdFIX8b61hESRy6TFI5EX1cbIcCgocU2OtYZ/oaDqL4w45L0752lqDparJQtV86sXxx0EKehYf7U1OjbQGSUbN0liuWXOnH4ChC863XPpezErdpgB+sz2au58cXcUxNFRFIU6laKGpCrqqkOXSJfXL+wNeXKnNHVcvrdT4YGfMrYMJhqqgCMHQl46lo4vGo9cqyQoeDgMeDkKiNKNm6wRxTnxKBFgI5iLjNE75+b0+f/naChtth9sHU4CZqJISJhkvrdb41+/t8sNbhzRtg8XFCpqiyEGNKEERglbFIE5ytoc+P7wZ8N0rbf785SV604SNls1vH2rc2p+SF3Ll9ZsXWvS8CD/KyIsCRdEwVIU0L2YX0Am39qes1Gwajs44SBAUfPN8E10RGJrK3ijg+s6IdsWkYescTiI2mg5ZnvOg65MVBUlWzKKkBYoi10ULmEWlbTRF4Bgq55oOuqqwWLUYBjF+nOHHGat1i5eWK7y8WuVr52r84n6fm/sT1hoOSZbz/s4I19Rp2jpt1+CHt7r85uGIOD3dhXR5weW//aPzjIKU7X6ApSu8uylFWkUIKIRcn1UVTE1g6wVZnvPm+RYrdUsK1n6CIkAVgheWKgz8lHvdqXSDGip5UTAJE841bd7dGrLV76Epgj+60uHyQoX3tgbUbR1FESzWTC52Kjwchrz/cEicFlxacLh96BHEGZ2KyShMuL47oWZrfG2tTts1uH3ocedgip9kWLrKi0tV3tkckuU5WQGOoRCm8nXWNYEfZ3zwcMLPs5zXz9W5vFhBFHCuZdP3E1ozd2Sehx87wj4OExqOjmNojEMPVQiars6t/Qk3znj/5rmg68U8HAZcXqzw4nKFj/ameHGGravoav6EgN858xE8SZQ9El3jNGfgxwRxNnM6KmwPApq27Fz044zDachCVcaukyynUzFZbVhc6LjEqRSQgpmAWDPk6rKtq2eKRl9FQWmhYlK3dTb7/hO9ncd5fARorWmz0XI+9kBPyZeDr9a7o6SkpKSkpOQPwpelN60sW/78eZboKaNyytw9oquCc02H1YaFoUknh64KTF1hoWqw0XJOxL9sXcWZdUFttOXvfZzzFKRD7lKnwhsbZ5+nnzRu3fdi6rY+L2J//GwrZp1vizUThPzzqoBXzzWwNMH1nTGGprIzDGhXDA7GkXRduDq6qiCANIcozYjSDFuXEcEoyXFNlfvdqYy++TGOodKdytsLBHGaowhxLCapEuSPLvgvdVze3hywWJX9U/MdgsdfN1XG+pI8n3fZ3e16XGy7cwEO5PDFNJSDCN1pxLWlKgjoTiIOp/HMzZdjzAYObF2dXQzD7ihg5KeoCli6Rt3WyPKcSwsuYZJxv+cRJzl74xAQ5EWBqghqlkanKgcaNvs+hiZoV0wOJjEf7U/5/pUO13fH/PsP9xn4CZMw5TvTiPWGw8OhP++Pc02N/jSmO42ZRvJzoygKGo6Ba6osVE2WahZJVrDd93nrghS4/tffWidMMqIkJ8lyiqKY9cMJRn7MVi8gy6XLq+nq/JdvnKPhynXUX9wf8KsHg1Nfc0tXuNxx+W++ex6BXPUVQh6zi22XG3sT3n84IkikA8qPM+q2xsurda4tVVBm3WdFDvvjEF1R2Gg77I0jtvo+qiL7B9szZ48zW+a92HH5cGcMAn52r8f3hOCN803SrEAVcLlT537P572tAQMvZrluMwwS3tsacrFT4WAS0qmYOIbKcs3mftdnMhNdk9mow5XFCqMg4c7hFFNTWaqZ1G0DNy/mQvPOMGQSpViaymbPZ61h88ZGg82ezyRM0VTB6+fqvPNg+LEi7AJ4camKpSkESUqW5TRdg1v7k1Pft8fRZ8L3zjDAMVXeutDENVUudFx0Vfm9BHxz1hUXZ3It2U8yKECGwDOu74z57qU2li6XiN/bHrI/lkuutq7iBrKzbrVhcX1n8uj8MeTnxDRMaLk6kzBFEdnMIffI2vlJFp+/LDim/NLl53d7py5oP86Rg1IR8M3zzdIV/xWjPNolJSUlJSUlnzlflt6057ls+Yvcq/c0niV6+rEUkdZbDnujkNfP1YmzgtsHU+73PFxTur6SNJ/3RJ1vO7y6JuNfnYpBw5VOy6ql89q6PN/Ocmoe8ayOt+Nx6ziV66CKkI69oigwNOXUuHWS5U8UsT/upEky2RV2vu3QsDVarux6+qvrh7Rcnf404t3NIQsVE1uX3XTG7MK8mD32JJV9T9Gs761TkfexMwx4YamGpancOZyyUDXZH0dMoyMhQo5QRGmOqQvCVF5QrtTl0urdrhTQbF12zZma8kQ3XtWSsTZFCCqmRprn3Dv0uLZcZXEW56uYGnVbJ8lyfnF/wLmmzc4w4J3NIXlxNA4gMDRttpwaM5jK5dKvbzRYrtn85G6XP7naoTuNWG85DGddgQ8HAYaqsNKwWaiaTKMMRZGOrjQvuNv1WKqaXO5UWGlYRGlGkqcs1y3u93we9HwajjGP8nanEQ1X43zL5b3tERfaDnVLp2rJnrAokfFW11Sp2fo8GhkkGbf3J6y3HLb6Pj+60yXJchQEnapBxdSZxilv3+vzv/+ji0xC6SxUhDwHri5WqVo6e5OQkZfQqTzpGFYVwWtrdUxdYa1us1Qx6Xox97pTXl6t8dvtEbcPpqy3HP7Raysks3M1KwpMTcGLMt5+MODF5SovLlf50e0u377QIs1zbF3jVwcDFAFt16ZdMaiYKpahEqY5fpRwdbFCzdK5fTBlGMT89G6Pf95Zp+kYMraXF7yzNeBwErNQNdA1hRu78pyv2Rp3Dj2qls4fXenw9oMB93setq6yUreoWRqaIlCAe4dTBLJ7a2cYkOYFqw2bq0syWg6w1rBxTSm43+t6tFwDU1cZDgO6k4hLC/I9997W6KkRdkXAteUqV5cq7I5C1po2rqVxt+vNhxOOONEj95gLV1UUHnR91psOFzouVxarTxy/T/q53qoYGBocjJNTo/dJVvDe9ohvXmhyacHlO5fa/PhWlySV4x+6qtD3Yi60XW7uTYmzHFMTWJqKF2e0XQNVERyMQykKqwquqVG1dGxD/USLz18mKqbGUt2i7yVPFV+PEMBS3cL9Av/dXPK7UR7xkpKSkpKSks+UL1Nv2u/bbfNZdON80Xv1nsXHES3DNOOllSprDZsHfY9f3R/MFx9tQ5v/g/doDfT2wZTX1+u8sCy7zI5fBDUcgzfON+j0DbYHZ7+mT+t4G/oxv90eMY2l4ybLi3kRu6EKXFNe6G4OfPpezNfOPYpba6ryRBH7Zs8/0SWlq9KppQnBy6t1lmsWh9OIty42WalbCCHoVExMXcExTcJZR16ayzihpgi51lkUGEJgGSqKIhj4Mn6b5DmGKri5P8VQFZquFH3i2UV6xVSJs2J+wZ5kOVcXKxiaQpQU3JlOaboGTVtnZSZaqQJcU6PpGmiqIM8BRcZ5VUWjKGQws27rHEwiLi26MhY4ChmHCb1pjB+lXOy4RGmOH2fzHrkoyaWTsaLh6CrdSUQQZbSrJklWEKUZVxerhHHOv9ndwZi9xvvjEEtTeThzPOqKjM9VLA0/SvnWxRZXFiqMwoS2LR1C//rDHTZ7PnVXOn2WaxazmQXePN/knc0hH+1NqdnaPJrWcHXyHBRFlvenecGN3TH3ej4K8GfXFtkdh4z8BE0VPByG3D6ckmUF622H/+qb6xTAzjikbmss1SyuLlWYBCn//sM9RkHCesth4MVywXR2nlRNjT+7tsAPXlwkyQu604hhIHvwNCG4c+Cx1rRxDJUbexN60xhVETRdgyBO58MSL6/WMTXBz+72qVs6lq7S9RL8KMUxVNaaNgIxc2863D2c8lcf7hMkUrD5+nqT19frjHzpUtsbRazVbSqmyq+3RgBcXHCgYBavtTjfcllvOWwPfDquQcXS+R9+vT17L2YESUbDMaiaGt1pNO/aK2ZVe0MvRhHw968t4IcpQgiCOGU8c9M2XJ0Hs/EDP0rZGQUM/JhrS1X++Gpbuh9VweqxCHtRyHGTCx2Hum0w8mPyAiahfB22Bz55IYctlmpSkIYCb9ZTd5YLd3vg89aF5onPkN/1c3296bBSt7m57535eTkKEn51f8AfX2nzT15f5dosvltQIATsDHxeW2/w7UtN3n84BmT0venoOKbGVj8gK3JsTcU2VJI8J88L2pUKmqrw7uYA9UvyBdDHwY9SHg4Cri5WoDj9S5PjzAXcxQoPB8HsPfjlfo1KHlEe6ZKSkpKSkpLPlC9Tb9rxsuVPymfRjfNl6NV7Fh9HtMwzuNB2+MX9Pr+82+e4ZKfMOreOk+UF7zwY0nYMvrHRoOGcFNGqM9HhQtvlcBp97AJ0kBfO13fGpHlBEGd8tPtkEbulKyzXLDbaDpamcn1nzKvnpJPu6Bw7Eohqts7r6w1enC03ppnsiIpTueK4N4p4b2tExdJwTZWKqTGNMtI8p+9liFk0s+UamJpKmhckWc6Ftkt3KtceoyRjGsVSFEMKbVmecziJMDSFtmuwWLVI85xLHRdVEYRxRsWUhfVVW+dC2yHLCw6nEXGaMw1TWo7ORtthfxxK4U0R+DMRRBGy5H0UJAgEFUtFEYLzHYfdcchLyzXpGirkBe7WwKPlGAgh1wQ1RaCrcgRAQaAqssMsznLCRD52U1cpgLZrsj9zNL11qc1ff7hPMnsdKg0Nx1AJ4kz2v/kJ0zDlH722wlLVYuAnMgJpqjzo+dw+8MgpSCbyPeWaGnVH5+buhCsLFd660OLHd7oMfPnZ1XCkEGkb6nxgQlcVEAIh4FsXWji6xs/u9dkbhyxUTVxDZeDH2LrKpY7LYtXkcBqRZAUNS+PVtTrdacR//OiQw2nE5YUKcZKz1Q/k2ANQtzX+/ktLqELwP7+/i6bIc/cnd3p891KLMM15d6vPRtvhykKFb5xvkmRyhKKgwNQ0CgrSLGer73PrYIoXpfyLtzZQFcHuMCBMM66tVOlOpJikCPiTFxbm/YV5XnA4ifgPH+2zXLV4bb3OD15aosgK1lpS+Ms3B1iaythPWG87/O++ex5DkyJiURScb7lcWaxgmyr/zbc3+O9/tUWY5IwD6Ui0NZWeF88dZqoqUIQgLWRfX14g+86i9Im/hzZ7PhstmzSXn5NFLuPNb2y0+JMXFhBIQS/JctoVk6ajk2TSbXnncIqmSDFdmS3cypEPGbv1opR3t4Zs9j2iNEdTFFQhTnXhjoPkhEv09/lctw2FF5aq/Ph2bx7vPgsvztgZBCzVLd483+DhMKA7c9slDwa8vt5AAPe6PjVLEKUZb98fEMycdZau0KmYtFyDjYsOixWT97eHhGkxO8+/+F8AfRwOpxGH0whViDO/NAH5ObxUM9loOzQdg4EXkxXFc/VvnJLPnvJIl5SUlJSUlHymfJl6044cLceXMj8un3Y3zpelV+9ZfBzRs1kx2B1F7AwDzrUdtgdSiFBnxePZYwsNQsByzaLrRQz8hFfOENMcU+P8J3RvPBxIYeLW/vRMJ0SY5Nzv+Wz2/XmUbWcY8OKyfuIcywvmS4yOoWLrKvWaSZhk/PLeiP6xvqGhn5BmOUGaURQF8ewi+KgzLkgyLrYdVhs2Qy+mUzHYGQanvr8MVWGcPPr1I3eRpii8sFxl4MUsVs1ZTFGKfpamIhTZVQZS5BwFKcs1izfPN7l7MGXfi0lm/XFHnWHuLIo59FNGgVwO/ItXltho2cRpjqEJplFKyzHx45QHPekyajo67YqBENJ5leZSeFMEVCwNS1eZhCm6KqiYOr+6P+D24YQri1X+6Rtr3D2ccmt/SlYU6KogAKqWxpXFCpcWKggKfvlgwLXlKq+t1ZhGGbcP5YgDyFEFgIWKQbtiEGUy4vyfvbZCnOX8ZnuIYWuAYBQmBGlGu2ISJwU390asNx2++9YGqw2Ln9/rsz8KSTIpHF5ou7yyWqflGuia4F+9s8ObGw2g4H9674BhkLJYNdgfh1xarNCqGHw4E32PHtMPri2xPw758e0uWV5Ike1Ck6Io2B9HLNYsBl7MKJBRxbqlE6YZqiJQhcDUM3qTiFsHU4SQ75mma7BQk47RVsWUEcQgmTm0cv746gKqArvDAFNVyHXp/kyznJ3Z83vrQotOxcBUBWlW8OHOhGmU8o9fWyHOCt5/OOK9rRHRrNuvoOAbG00MTeE7l9r8n//8Rf67H97lYBqjzgTXow43Q1NkX56A71xqs9a0efvBgNWGHNKwDQ0vShmHCZMoIRsV9L1EDoLk8jP6KML+7367R5jlvLxS5VKnwmbP50e3PQ7HMbbxaIFVVQTjIGGpbvLKao3uNOb63phf3nvkwhUKaEKgawpZUTzhwvWidC7U/L6f6/vjiNWGzQ9eWOCvrh+cGoes2zpvbDTYGvj8q3cGaELwn7yyxLcutgDZETkJEyjgldU6FzsVtvo+P7zdnYtviiIHN6q2jF5qQnA4jXAMjTiTi75fhi+APg5H/8ZJKM780kRTFVxDxvKDJGN/HM7/bnie/o1T8tlTCnAlJSUlJSUlnynPc2/aJ+WTLGUeRwg+9W6cL0uv3rP4OKKnrat8OBwzDFJaroylHbli6rZGnBUUuRSRdFXQcg0cQ0VVFAZ+gh+nn8qx8aOUSSjXM59VxA6yD+76riw6r5iafBxnnGO2LuNeTUf2rFUs7YQAdySQUAhcU51HEY8ccLoqhaogyZiGKZoiWG857I5CoiQjTDM0RaFma9RsjaEfUzU1XEvDi+UQwvcudRgHKTf3J+iadI3tDEP8OGWj6fL9Fzq8uFylN41ourIPrDbrcetOIkZhimFqqIo8FnEm++SEAMfQqNk6qipYa0q3zNFaqjpzzu1PohOvyShI0VWFSfToAjYr5AVxzdJIsgxDU7ANhduHU+73fLYGAeeaNpfaFV5crlIxNCZRSpTms9cs487BhP1xNHOCCbJikTTOmIbSuWdpCq+t13lpuTofLAiSjA93x3xtrc7/8fuXeGdrwC/vDfhwd8wokALquYbDMIhZbTpcXaxwZbGCEAUX2g6LVYtxGGNoKhVDxbU0dgYh79wdMAwS/vbmIQ+Hwfyi3dQU3rrYIp451NIsJy9yDE3hT15YYH8c8ne3DqGQguQwiNkZ+pxvuQz9GMtQ+f4LC/z4Vpf3t0esNGzONW32x7KunwJUIYWWoZ/QsHW+c6ktBZgC2q7OVs/n9v+fvf8OluQ8zLvRX+c0OZx8ds/uns1YRIIAmMVgCaSYRKV7/V1LtlJJNmXZCi4Vq/yPJH+KZZVJXVm0JJO6n+0qBYuSZckSSZEACZLIidi8ezacOGdy6tx9/3jnDHaBBQgQiyUIzlO1VbNnZno6vN0z79NP2O6TMzXee2yO2ZzBV1caovFVkTCR0VUZU1NGDbMJ953Z5m37qxiqQq0XACkfuX2e01t9/vbpjXFrrKUpyJIoOmm7IU9cbvO18w1++I27+NfvOchnn9kkTlK8EaG708C6fyrLvqpDFKc8tNIkiERRQ7MfgCTO/dm8yYX6kI4bEqUppqZQzugcm8+z3nFZa7nkbY1p22A2b3Fio8uTl9toqoyuyLTcgLwpbqh4YUyt5/H19Ta7Sw5ZS6gh4yuY9zSBkJQwEVZU21AgkXn8YhtDlbl9V5F49D33Sq/rXS9iveVy174yAF84vX2VEk4blU1cbg156HwTWZbYN+WQAg+eb7JUcZjJGyRJyqmtLhfqAyxd5e0Hq/zIPbtZbbtEcTomR7c6PivbA+4/uc3tS0XefXiKjKHQ9Z7Nn/t2vgH0UnDlb5Rr3TSRdUUojaPkmiUNr6XfOBO8+pgQcBNMMMEEE0wwwcvCyw2Ffi3mpr0SvNymTBBh/Ysl+7qtw+spV+8b4RuRnrau4IUiCN8eWRoLljYiRyTcMCaIhMrJGikQgliwcTN5Ey+MX9AC9HLHetsNWWt7zwtifzGkiMygqZzJfNHG1tXxGNvsuswWLBxdpeMGNAcBmx1XBPBPZ7hpPs9G2+PERndMzoEg4naXHdbbomyg64VsdQN6fkje0ojilM2ux2LRIm+p9EfknR/G7Kk4xLEgNhZKFs1BgOfHvGVfhZm8yX2ntwFwdJU4FWUQSQIXGgOWWw45U8MPRYOmrsjUe6LBdKniUMqITLfNjo8bCnusroh2xVsW8xydzVIfBDxxucUdu0vMFyzCSJBK21eQb1lDJUU0uerXuD7s2AHnChaWphLGKW03xAtjNEVmZVtYSY/MZrlrTwk7lRn4ISttl5ObPTRVqPjcIKbeC0YlGiKv7qa5LHfuKeNHMU+tdTmz1aPvx8zkDSTg/HafQzM5DkxlOTCV5YnVNuttkd22WBR2XFWRiZOEM1s91tsu230fUxc2TEWWaA5D1tsulVFeXnsYUk+uJqC3uh5zeRM3FJZRS1cZBDH7qhkUWeLB83XsURGGJAmVzcXGkH3VLIkHT622OTaX5417Sjyz0SVOBBlasnVBXkug6woHp3MEccKuorDNfeVcg7v3lilaOmGccGwuz9G5HIam8PilFkkCRVsnIRW5dxJIkjRu342TlPWOi6rIqDK8+/A0Z2t9/ubpdaIrOgOSNEGWRcNmNMpf67gRf/TlFb7/jgXec2RaEHBhzHTOFE3HqkzPjTix0WWj7TFXtJAlGPoxcQrbXY9az2cmbzCTN8fZf4Ymc+dSifW2y9AXGXkbbZej83keWWnxpTPbeHGCrSkUbY2CrdGXRI7iTM4UBFcq8ejFNgVb4637q/yfZzavspXunOzB6G+OIZE1VC63huyfzrKn6lyX63oUJ3S8CPC4Z7nMQtnmmbUOJzd7dN2IhaJNEKc8s95lqSIUsUVHpzMMccOE9jBAAp7Z6PD4pQ4SULRTvnS6zvtunmEmZ9IaCBLJja5WyT600mT/dIZDM9mrCLgdfDveAHopeKHfKKIE4/n74aW+f4LXJ749fnm9CpBeqBf9OXj729/OF7/4xRd9zd/93d/xyU9+kocffpjt7W2q1Sp33nknP/mTP8m99977kj4niiL+8A//kP/23/4bJ0+epN/vMzc3x7vf/W5+9md/lqNHj76k5UwwwQQTTDDBq4VvNhT6tZab9kpxPZsyv1m8nnL1XgpejPTUFHls4XJ0lbKt0/VD1jseBVtDkkRWWJyK7KYkgamcyXRO5Lhdy+b8zY71gR9xoT54nu1UVyUUWRaZUkCcJGOLKAjVxIX6gKNzOUCMsVsX86x1DE5v9fjS6W1ObvZGYfAJta5P0dY4tpDn5oUC77t5Bj9KUGSh4Oq5IXN5k3rPpdbzaPR9okQozsJYkJE7k/Y9FQdLU+j7EbIsUXIM7j9Tp5LRyY7O3bfsr6IpEl88Jci3gq0JBUwKhirRHIQEccKF5pClio07UhR23ZBaz8MNY5qDgBTRtlrOGKOcuXRkEVW5daHAU2sd1lsu1ZzJestlsWhjGcqIYJGJo4TsqMAiiOOxBa4UaLhhjHtF3pKmyCwULQxVpj7wIU3H5+qB6Qz7pzMUbQNTlQmilOm8xa6yw/7pDKc3+xzf7I5VTAM/ojhSTh1bKPDMWpf7TtcwVAXbUMiaKkVbZ6Fk0fMi/vrJdfKmxj37yrx5X3nc6hqnInB/re1yqemy2XbZU3Uo2jpPXG7T9UIMVSEcfe5m139RIvd8fSBKIwyVoqWQtzTu2FVkpSGaQ1NEvp8bxhiqMto/KZau0KoFPHqpxTsPTrFQsjm+3mW9NURRZE5uiuD9akbntl1F3rRYppoxePxSi6mswUJRtMcGSYIXJJzb7nF6s4+hK+RMkYkmI5EqKUkqSLK+H2EoMlNZEz9MSFOYK9qc3Ozxt09vQCqhyqIheMe+mKagyiLjDwSZF8Upf/bIKramcHQuJ0h1VZDM5+seT692SdKU3WUbx1CodX0ypkaKOMfjJOV8bcBi2WZf1cEeEZSRnNJxAza7Pqc2eyxPZYjjlEcuNoXdOGVE9Avb6kxOEK5lR8eNwNQVGgOfk1tdvvfYLLcuFnhmo4sbxFep4RRZWGV3xowqy6y2hty9t3RdruuWLtqOO17EoNZntmDxPTfNcs++Mm03pGjrfH2tI4jnUVttreuPr1mKLBSdG20PQ5VZLFpECWx0Xf7305ssFCy+dHabYSAUs3urDnsr4t/DF5o8fbnD4Znc2KJ7JdIU1kdjPk143bR2v95+40zw6mJytF8BkiThJ3/yJ/mjP/qjq/6+trbG2toan/nMZ/jxH/9x/uAP/gBZfmFmu16v8973vpeHH374qr+fP3+eT37yk3z605/mE5/4BD/+4z/+qmzHBBNMMMEEE3wjvJJQ6NdSbtr1wvVoynwleD3l6r0UvBjpKUs7VkYRcF7v+1iawq2LmfG2hnGCrShkDANJErlVGx2PeVnC1tWrLECvZKz3vJDmQFj4rrR+hnFKEMVEiSAUdFXBssTf3TAmTWGr69MePHuODAIReH7f6RpdLyKIEzRZHhcltL2Qr55rcHqzx/tvnePQTI6vr3U4U+tDCu8+MoWhKTy92sHUFRxdIWsoaKOMr2pWxw1iTm/1kWWJsqXxniPTHJjKokoSB2aEkuqr5xo8tdomThKqGR1FlkeNpWIjdVXG0hT8UWnE/mlRRND3I6IkxY8Sul6EPyKBmlEwCqQXN8TDKGHXrE0Yp1xsDum6EYxsnlGaEiUpszlT2GsZWVaRkCWVKBUET8kxCJOEKE7p+yFhlGLpMgsFCzeMSRJBfOytZrhtMY+lK2x2fc7VBsKS60fIEuRMjcWSzc2LefZPZzi11UWRJKIkJWMovHFPiadWO3x9rU01awKwWLSoZPQxwdbzIixdRZIlHjhXp+OFLJVseqT0vYgnVjuc3OgRjZojkzrcsatA0dbH5RlekLwg8SbKJ0R+nixJuIGwFGdMlQOjsoLTW72R8jMhY2qUR3ltQjGWjKzGGrau8vfPbIIES+UMeyqiQfPQTGGZhqkAAQAASURBVFZYclUZP0r44qkaeVNjT9VBliRKjsZUVieJ4Svn6wRhgqEpuEFEsx/gjaRsopwgJWdpZA0VSRIE2/7pDHGaUjJUNrse/oiM3lHLLRRNcqZG1lCwdRVDkzm5KZprDVVmXzXDVM7E0lQutQZYuiAXD0xlWa6KPMUgTggjkQNpaQr1XoquSgSxGDMX60NuWyySNVWCKKYzDNnq+hxf75IC+6oOq+3hqLRklKcIJAgybqPjIUkS5YyOpujESYobis88XetzaDrLesclZ2riWKdi+1RZHhWGiGsEQNcNieL0ulzXS442vuZECVxuipsWZUdnLm8RxaIgJUpSNjr+VctQRrluzb7PwI/ZVbJpDgMu1ockaUrPjViecihnDNq1AV4a8dRqh+PrXe7aU+LufWWeXu3QcQOypvo8As5UZXRV4YlLbXpe9Lpp7X49/saZ4NXDdzwB99M//dP8zM/8zAs+7zjOCz73sY99bEy+3XbbbfzSL/0S+/bt49y5c/zmb/4mjz/+OH/4h39ItVrlP/yH/3DNZcRxzIc//OEx+fZ93/d9/MRP/ASlUokHH3yQX/3VX6VWq/FTP/VTzM/Pv2RF3QQTTDDBBBNcL7zSUOjXUm7a9cQracp8pXg95eq9VLwQ6ZmkoI9UVF4UcXAmSxAlHN8Q+UXDMBkrz2xNZlfJYU81g6Mr1Hs+UzlpbAF6uWP9fL1Pxw85OJ0lSRK2ukJpVnI0VFmm7QZsdUXQ/ZU5TOpoollydHKjiaobxgxDMWGt93y+cLLGoxdbOIaGoSn4kSCSBkGEbSgostjmmZzJPzyzxcr2gEOzWbqeaO08VxPE2m27C3x9rUPXE2RWimh11BRZTNLjhDiC0lRmbE0tZTT8KMELRTNoGImCAV2VSVLo+xHxKCPM1MTfNUXG1oQC6thCno22ixtG49ICSxPngoyopY1TMeG/ZbHArrLDma0+jq5hqApBFBPEKaoEmiyRtTTecbDKyfUuwzAWwf/DkDBJsTQxqe/7IVlTo+zoaKOyCAkJ14/QFYlq1uCuPWUafZ/7T4uWUkWGnhfjjfa7pkistl1Kjs49e8u85/AMj11qYesKlYxJnHQ4vtHF1hVm8hYHpjOjlk2frh8RJyl5S8PUFGFnDCK+vtYVtr1hxGbPo9kPSFKRoaVogkDb7PrM5k0uNocE4QuTb29cKvK+Y7P85/vP0/NC/CjG0BQMTcELE7woZjhqc3V0lZm8SpIIYqfrimD8rheSGSmM1louzUEAEpzc6DGVNfjwbfMMg4jz9QFxklLvCeVimgpb8sGZLG6QUOv5LJYtZrdMGoOQ89t9oiQZN4KCyI+LU2gOAlHckTMp2Bp7Kg6KJNEahvTcSJQgAPuqGQ5MZXAMocyKE6HWm82bzORMTm31WShYJMBjF1ucq/VYbXmkpDy91iFjqOytZjg8k8XShSV2R1202fXQFKFEtUake8HWcEbE4NntPufrfTRVouwYWLrKxiiLzdSE2jNJRZYkCiOrsM9GR6WcMYiSBF0RzbYX60MOTedwdJWWG6DIMuroGhSnCUEgihksPUYzxPoEcXJdrutFW78mGdQYBKNm5ojNrn/N91uaQsZQWGvFTOcMmsOAC9uD8Xjs+RFumODoyvi8BoiSlK+ca/CmfWWOzOZEqYd1ddmCqcoUHY2TG136fsRM3nre53+7lja8Xn/jTPDq4Dv+aE9NTXHTTTe97PedPn2a3/7t3wbgDW94A/fffz+WJS4kd955Jx/4wAd4+9vfziOPPMJv/dZv8S/+xb9geXn5ecv59Kc/zZe//GUAfuZnfobf+73fGz/3xje+kXvvvZc77riDbrfLz/7sz3LixAlU9Tv+sE0wwQQTTHADcT3C/l8LuWmvFr6ZpsxXitdbrt5LxbVIT4mUMEnZ7HhoisG5+pBHLzbHVrY0TYkTQQa4YcKZWo+z231uXSyMwtrj8ST9pY51b2SpbA8DnlnvEEYJU1mDzY7HynafgqNjaQphnAgl2HNULVGc0uiLTLeZnMnUqNlUGlntjm90ePRSazzxVWUZVRfHTJZFmLcETOdMGoOAi6NG1emcwe6SjaOrPL3WZbPn8bb9FWZyFic3u5zc6NJ1FQqOTnvoM/QjlqezHJzJYesy953Zpmzr3LW3xEp9yOnNLu+7eY7FksVXzzU4WxvQ9yPc8FlbnaHKVDIiU+vNe8ssz2Ro9gNu21Wg4Oi4YcL52uAqNYyjKyyUbJbKNpaucGarT39UpLCzreGIjMgYGq1BILLpkpQvnqwRJSmGpqCRIo3WQZY0hoFQfb3n8DT7pgSp50UJqgzvvWmWM7U+Xz5bp9bzRTZaKhHGojkVBEEy8GPC2OMrZ+u87UCVe2+aYSpnIiGUSjlT48C0yBd84nKHR1aaeHFCzlRpDQNsTWV5WjSpysBjl1qcq/V583KVrh/i6DIlR6fR90GSkSVYa7qcjwfPzwwboZo1uPfoDN9/xzx+lLCvKrYtGY3tQRxRtnWKto6lyewuO5iqzOXmkMYwIEnScRmCIoksREOVOVfrkwJ5S6Vg63RcQc40BiHtUVh8PLKQDoOYL53eHtmkUz7z+DoHZrIcms1xcr1LUrZZbbujlswUEMpBdbRz0xSaA5979pZHhENKreeDBG/YXWS2YAIS5+t9zm71GQTxWCG2q2Rx51KJ9x6bYWV7wP95ZpMwTjk2n2MYhJi6yq6SzdntPsO1Dme3+tyxVOT2XUW2ej61rk/e1mj1A6IkxtRk3ra/ShjFBJH4nAuNAVGcYqgyu4oWpiasySmCbJOQUGRGLb/S6DwWrbVRLI6DrsrkTI2OG+KGMY6hUu8HxDz/uKaJIJwKlkbR1sc3b14JVEWQeS9EBu2oha+FnRIXTRFjI04EkfjcV0exIFmftz3AgytNvveWWTKmurOLxp9bdHTObPU4sdFjJv/iiq9vx9KG1/NvnAmuLyZMzjeJ3/3d3yUaBU9+/OMfH5NvO7Btm49//OPcc889RFHEf/yP//Eqcm0HOyReqVTit37rt573/PLyMr/8y7/ML//yL3P27Fn+8i//kh/4gR94FbZoggkmmGCCCZ6P6xX2/1rITXs94Ts9c+a5pGdrEHCpMuRLp7d57GKLMBHlAEGUXqXUkCUJXRW2yScutZAleOv+KnlLe8ljfRhErLVc2m44fu2lxlAE/usKqiJxqTGk50csFC2msga1no8fXmMSPrKyASyWLLKWSmcYcmKjxwuJYQxVNEruEHzrbRdZEuqc45s93nGgSr0f0HYDLFXhc8e30FSZPRWH9986R5qKDLc4SRn4ET0/4snLLfp+yK6SgyJLVBwdQ5FFqL0XYmtCWZSk4DZiNEUiSQX5ZWoK03mT5aqDbSg0egFhnJAkGUq2znI1w96KwzCIx/lztq4AEo1+wLntAdFzQ/MAN4wJkxTbkNhXcfj8qRq7yzbffdMMZ7cHXNge4IYRIOGFMeWMwdE5i/miRZqmPLjS5B0Hp+j7EdWsQVaR+dLZOusdj6yhYWgybhBjjNRNkiTUebIMiiTR8UIeWmlyx+4ScRJzcqtHSspbliuc3e5z/+lt1jsejNo3kxTiBLp+xGOX2jy12uHNyxXee2yW7Z6HH8XcuVRko+3x1GobMgaNvo+myDSG17auKbLEm/aWeOv+Ko6hjgsc3nGwyv6pLOe2e3TciN1lh2pWxxpl0t00l0Mdtf2er/e51HTH6ihpZEU1VJF9JkuibEKRZTKmgq4KvajYnmdz8xRJEu2kuoJjqMRJyv96Yp1j83nmS5awBssSQz/GMRRUWRBwfU8UmciSxJ1LRWZyBq2hT8nRudxyMXWZWxarnNzo8vfPbIjG4vRZe2acCKIub2l87XyTS/UBy1MZTm32RI7gKD/x0GwOS1e50BjQHPp84dQW5cwih2aynNrsktFVyAiL+W2LRaZyBsc3utw0l2fohWx1xL4tOjoFR8cL47HKUtCJYh+YmizOc1kSx9uL8GNhjQ2ihJwlrktRkozIumtDkqCS0ZkvWqOiDImcebVlvTfKtkySBFmWMTWZrKGiq8rzlnfldf2FyKAdtfC1sEMEglDCtYbBVdfOHaiKfM2/i21Oudx0+e6jGm7w7AUsZ2m0hsG4nEZ5kWimK/HtVNow+Y0zwUvFt/evr28R0jTlr/7qrwA4dOgQd9999zVfd/fdd3Pw4EFOnTrFX/3VX/GJT3ziqvKH06dPc+LECQB+8Ad/ENu+NgP+oz/6o/zyL/8ywISAm2CCCSaY4Ibieob9f6tz015PeL1nzrzc9lEvjPHDhKdWOwxDYZ281gRIBMKLXDJTU3hqtcNde8r4USJsjd9grHthzFrLpTW8+nVbXZ++FzGdM0TrqB+SJnC5MQSEgmm97Y7z256LzZ7H7opNydFZ7wy51By84DqosiAAcobKVs8njBPcICGIYx670OKty1V6XkjXi0Q+mB9ScnQuNV3COMEahc6TwlbPozUIKDo6+6oZirZGKkE/iMnbGllLY73t8oXT25Cm7C7ZHJrJkaQJXpggj/K1gijhTK3P50/UuH13kTcvl1FkmSiJ+Pp6Z0R8ysgwzsrqemIfpumzwfTqaGJesDUKlkbOUMkZGrMFk7yl8fdPb7Gn6nBwOsuxuRzDICJMUjRZImNoyDJcbAw5s9nj0FyOgqVR6/lkDY3TtR4lR8cdZdNt9zxypkbR0sf5aH6UEI0OkjvKYVup96lkNM5vDwiihNrQ55m1Ll03QpEgYUROXTHednLKKhkdx1DJmBk2ux5honPPvjKKLCyBQWSTNXX+7uubzzvOx+Zy3L67yHrH5U++epGMqXJ4NstcwaLZ9+m4Ed9z0yxBlPDYpTZfPlMnSWGpYnNqs4cXJuyrZjg8m2f/VJavnqszX7SQEY2oAz/iwHSWC40BSZrScUPm8haGKooLhLJLZLuZqmhTvW2xQKMnLIJ7Kg6nt3p87uQW7zo0xTsOVTFUmTO1AbWuT5iIzMKCo1K0dCpZQ9gzG0NyhsZ2L0CW4ea5ApeaQ1a2B8zmLTquGLtxkiBJEkkKeysObhjzzHpH2IVlib2VDKamkBkRyZsdj6mswXI1w1bXI0lTzm0PyFsaU1mL9Y7L7bsKLBZtgijmC6e2sXUFSR4dO0liNifKQRqDQBDcI2JYZsc+muLHCZGXjq3XAz8mSRIMU0WSpDEJV80YRHGKqkhXKWA1RSZnqZQcnbmCsB9qioSpKVQzBqamcLHRoz0MRkrTZ8eEIgtyrGDrlBwdU3uWiLvyuv5CZFAYJziGiqnJeKMbApIkyLcD0xlylj4iZA0yhsLYuz9C1lCxNJlBECNL0vOJOAm6bkB8RW4eiHU+vdkjGdnODe2lEXDfbq3dk984E7wUvPZH8msQKysrrK+vA6Il9cXw9re/nVOnTrG2tsaFCxfYs2fP+Lkd6+k3Ws7MzAwHDhzg9OnTPPDAA69w7SeYYIIJJpjgpeN6h/1/K3PTXk94vWbOfLPto/W+z3rbpejo1L5BcySIiZ0XxOwu26PPCvCj9Hlj/UoViiKJ9Vtru+iqMiaLQKi12m7IfN5kOm+y0hgSJILAWW25ZA2VnKmNbX3PhaUq5ExBOq1sDxj4L54FVRopVdY7ggzcGQPNYYgXRti6IMWa/YA9VRtNkem4IV/e7hPHqWjuNFRUWTSc6qrEhfqQr63UUWSZI7M5dhVtLjQG1Ho+S2WHOEn40ultdFVmrmADKcMgputFbHU8ZFlCV2RObHS5fXcBy1AwA5m8qfPY5RZRnBKOcq4SwFBkbF3BUBVSRGnCUtlhJm+NSblLzSGOqTIME77rwBSVjMHnT9Y4sdklZ2lkdHVMcAzDCC9IKGV03rS/wlzeYrXl8salIjEpZ2s9qhkdGZFJtqtko6ky4UglqSoSjqESRAlrrSFZS+SDPXapzS2LeYq2xpmtHl893yCIEhxDwdCEQjAlFQUDiObQdxysIssyK9t9HlppcnA6w3Te5PRWj7wlmnmXqxkOzuR4+EJ9rBYDYc+996ZpogS+eGqbJE3JmKLhdHtEuB6czjKTh6+ca7DRcbE0ZWSdTVAlmYyhstnp88jFJl9fa3P33grfd8cCzX5AexgSJQlna30OzmQBOLUlyJH5koUswXrbG9thx7beI9MslW3+4fgWiyULQ5MpZwyGYYwkS1xuDrF0lUbf40JzSDKyn8apyb5KRpC02z2+crbBUtkhTVL2VBw2Oi73n62jKzKOoaLIEjlLG5NWKSlv2F3ifH1Az4swVAVFgr1TDhXH4ORml+1ewOmtHmutIYdnc9y+q0icipxDL0j4npumuVAXhRsbHZF7t2PTzVsqsgQHZ7LUup7IxCNlX8XB0VX6fjS+nsgjlWSaCtVgqsnkTRVFlsfXp0Y/QJbEWMpbwq4cxCLPThmdI5oiCF91pEbbIc/iOMVQZDY67jUVsHECfT9mELgM/Ij50bX8Wtf1a5FBIptNYyZncrk1JGuo7J3KMJMzx4rYIBZj+Q1LJfZUHc5uDVipDwjihD1VBy9IaPR9dFXCC6++XmqyTN4WtvOd8WzrCl4Ys9kVSl9LU16WAvvbrbV78htngm+EV+3ov/Od77zuy5Qkic9//vPXdZl/9md/xp/+6Z9y4cIFFEVhZmaGN73pTfzoj/4o3/Vd33XN9xw/fnz8+NChQy+6/CufP3HixFUE3MtdzunTp7l8+TKDweBFyyEmmGCCCSaY4Hrh1Qr7/1bkpr3e8HrLnHkl7aOt0XsdXWWp6oxb+14IsiSxuzLKSlvt8Nb9latcCldmvO2oUPKWymrLpTkMhAVUV3B0FW2U2xTFCR0vZLFk88xGl54rmkuTJKUxCJjOmc8n4CQR8J41VQq2RmMQ0PNDBkGI8RyS70ooskTPEwH2z4UfJTiGRhQn7JvO0HUDVuoDdEUUN8gShFFCNq9y664i57cHPL3WppwxcHRtVEggESYJraEgHM/VBhxbyPFdh6b5wqktztZE4L5Q0aTIkkwlozM1mlzWuj6rzSFdP+bgbIatnst2L6DWFdlYYSxsfbIkiIJdRYtbFgv4YcIjF1pcagzYVbYpZwxkSWKtLfLt3rC7xEze5Eunt3lqtcN6S4x9WZaoZnT2Vh0WijayJPHIxSYzeRNVkWj1Q87VBImw06C51nY5vdmj50fCSqsLlddszuSm+QKaIvHMRpda16M9jCg7BufrfcIkZavrI0uQtbRROYNoFt1dsnjr/qpo09zo4BgqjqEyDBJAIojFPitaGn0/4mythyzJzORNal2foq3xPTdN0xyEPHi+QYKwKeZMbWyDbA99qtkKl5suz6x1aA4CDs5kuWN3geYgQFMkdlcc+n5EayDIthMbXeaLJgsFi/YwIB7lj53Y7LGrZHPrYoHWMGB/1aHW88lZgty2dJmFoj2yH6fcd3qbFJEj5gYxtq7w/pvnOL7e4TPnGkznTA7N5mgNgnEhRdHW+eyJGl87V2d3xeGmuTxRnLBSH3DzQp7WcGT/lCUKjo6jKwReRIog8EqOgSxLnK8N2FNx2FO2sXUV21BxDIUDM1luWSyQpimbXZ/Tm12+vtahnNFZLNmc2uoyWzBZ73g8eL45smqKApQd5ZmuiPH71OUOSSraQb0oYXkqwxOX2+Nz9bnZZ16YjK3nQZxScnSag4CFoi3smC0XXZXQFBldEQRtlCQMA9GqmzWfJc/SNOWJy200VebgdJYTG70XvJGQpoxVuIslm+Vq5prX9WuRQZosocgFcpbIzet6EcfXu2x2vbEqrjXwabshJVtn/0yG5ekMD6802VtxuNAYCivrqCE3HQ1MTZaYyhpM50wGviBKQSj+BqObGDs5c7ryfAvtC+HbsbUbJr9xJnhhvGqj4otf/CLSqHr6hSA95yK289qX+vfrgStJMICzZ89y9uxZ/uRP/oQPfehDfOpTnyKfv9p3vrq6On68sLDwostfXFwcP758+fIrXk6apqyurnLw4MEXff1zceVnXQsbGxsva3kTTDDBBBN8Z+A7Nez/2wGvp8yZV9q0Owhi1joucZKyWLTIzuep9z0a/eCqYHtTlSlldCoZE1WGS80hiiwJZciIzLtWxpuuilymjiuspX6S4EcJQZhQcDR0RUFVZGo9H0tTuGNXkUcutPAjoR5qDQOmcwaWruAGMdIoZ0xXZFRZkKlBlLDaHCAhUe9fm+TbgR+K5k5VkZAlmSh5NutORmSsLZRsUQpRHyDInxhTVpAkGV1RuH1Xkc2uz7laD0NT2Ox4pGmKpavEccJmx+P8tihPyJgK52p9VEWE13/lbIN+ICbUGUNjbzVDmqTU+z4X/SF9P2Q2LxSauiJRzZh03ZD5osWl5pAwjiFNiRJBwt00n2e1OeRzx2skpByczqIpMkmSECYQxymPXezwd09v8eHb5vnuozMcmM7SHIZEI1udocq0hiEnNrpcaAy4dVcBCYmOK+yWWz2Pm+byrLaHXKy7ZE2FcsYgZ2nIkoSmykRxQnsYst5usFC0WSxYnKr18KMYpGSsTPKjmDiFQRBTyegiG02TuWe5RH0QcLk1wNZV2sOQzjDgbCpUZkVbEySErXNkLsfFxpCsqfG+YzOc2eqxUHQo2BpfPd8kb+sYo3bZJE2Rga4Xc3g2y3Yv4MR6l7miRTUrbJNpCo6h0XIDbF3l6FyegR8RxsKS/bXzTd55aIpqzmSr4xGnKe2+sF0vFiy+++gMB2eyrHdc5vImSSqRGbWRfn2twyMXW+iKxN5qhmrGoONKLE9lqHV9nlnvEiUpzeFO/p94fNeeEhebLl86sw3AwIvo+xGaIlGwRVmBFyVEsSh68KKE6axB1tRou6K1M2OoSMA9yyWSFM7W+lxsCGtpNWfSc0NUWWJX2WFvxeGNe8t8+fQ2GUPFDWJW6kMOz3iEcULGVHFGGXbTOYPDszmhxkrh0HSOL57cZieOcGVbZM19fa1DlKQoEs/LdJMlkbOnKxI9VyhP5/ImS6ObIwBBlALxVe+7kojauSlysT5kte1iKDL7pzMAnBzZNl8IXS+kaKvf8Lr+XDJovmiR0VUeudi65mdIsrD+XmgMOL7R5fbdRf7fd+2iMfC51BgSJSm6IuznfpSgjfIGl6cz4wKHnWVeWfxwZc7cy8G3Y2v3BBO8EF41Au5tb3vbixJm6+vrnDlzBhDE2tLSEtPT0wBsbW1x4cIF0jRFkiT279/P3NzcdV0/27b5wAc+wLve9S4OHTpEJpNhe3ub++67j//8n/8zjUaDz3zmM3zwgx/ks5/9LJr27EWt1+uNH2cymRf9nCuVav1+/6rnrtdyXgquJAInmGCCCSaY4KXiOz3s/7WO10vmzCtt2hVNp0KVc257QNHWmcqaHJ7NoyvSOMooiFMafZ/2MKQ1FCodSxdlBjlTJU6Sa2a8KbJMEMVXt5mmjJs95wpiYl/ruqy3/fEE+snLHXxV5NMlKWQMBQnQVGFjC5OU5eksC0WbM1t9qhmDoq2RNVS6bnQVyTeVNbE0Ydf0ghhVlUfEgAiGT9JU2EpVCUuTmS+I5lIxd02RJWEHy5kaB2dyGJrChXqfYRhT7wfjG97zRQtdk2kOgpFaLWG1FVDNGJyt9blnX5ndFZtHL7YxVJm9FWesspMlmaNzOfKWhqoIZc8Tl1tYuopjaGx0XBZLNqc3+/RHBQj37C1zarPH45dayLLEYsEmZ2r0vYiCrZOksbABpimOofD/PHiRtyxXuW0hz2bXG5dRnNjo8uRqB1WC5ekMaSqsyZKUoioyc3mLtbbHVscDUrb7wTiQPmNquG44aqwVdrHz9T67SoKEkyUJP0yEQnAQsDMMUgQJZ+uKIFhVhdVmh74XU+u6JAirYYrIfNs35WCqIuB+ZXtAvR9QzegcmZvCVEWBx9fXugyDGAmh7PTCmIypMpM1MVSF6ZywsnqxaMJ1w4RBEHGpOaQ6KvwIQpdKVjRa6oqCpSm4HZfz231uXsjTdUM0WRIKM0vj6HwOL4z5/331AksVh8YgZLPj4UUxMrCn4vDOQ1M0BwEZQ8ExFPxIoZo1qXU9js7nudQY0nZDklQ01C6VHZAkHjrfoOzoY+vtoxdb3LarOF7XNEk5OJvl6dU2fhhzueWyVBbr5oUJeUtjV8keq+iUkZUvjFMaPZ96PxAE/loXU5V595EpvufYLLWuhxvEqLI4TgVLY75gcNNcgT1Vh3RUMvHE5Y54rmTxr965zOdObHF2q89KfcDydIa795X52vn689RvErC7YpM1VRRJxo8TiOCe5QoVR+cfT9Ze8NpVsIQCb6EgboooksTqqADGixJag5D901kqWYNLjeFV6jQQNs7pnMGuss1C0UJXX96Nrp3xuNHxrqmy0xRJWLJNFUmWaA5EFqyhKliGjBIJJa2lKSCNrjdFm5KtE8YJtq6Mb3zsFD8UbW1cOPFyMbmRN8HrCa+qAu6F8Hd/93f803/6T8nlcnzsYx/jn//zf06lUrnqNfV6nf/6X/8r/+E//Ae2t7f53d/9Xe69997rtn5ra2sUCoXn/f0973kPH/3oR7n33nt5/PHHue+++/j93/99fvZnf3b8Gs/zxo91/cVZfMN4NuTYda/+YXm9ljPBBBNMMMEErxZe72H/rwd8u2fOvNKm3b1VB0sTGVluEKNIQl2zu2STsUSm104Yuq7KZHQFGNJ1Q2LSETEgxrosSbSvUcQgAdELiDCGYUzB1jA1hUGQ0Pcjzmz12TOanJ+t9VnZHhAlQjGmyBBFCQVHZ3kqQ87UOLPVp+9HuFHCkqNzaCbLQystNFliOmeyVBG2Oy+KcYMI21CZLVg4usL57T7nt4eEccLh2SyqLDMIIoqOCFRnZM+sZo1R3hrsqzqiFAJhJcuaIutKkSSKti7UKykM/AjHUAFVkCVAexCyr5rh0Ytt9k9l6LghF5tD9k9luXOphK0r1Ho+Qz/B1qXxuDwyl6Xs6AyCCEOReWq1w8HZLCkpD600mM5bzOZNvDDhYmPAvqksQRSjqwqNQUBzIEjAm+cLJHHCfNFipmDScUVg/+6Sxe27CnTdiMvtISc3e8zlTWRJomxrZAyVJ1cbxEmKqckYqsLeikPR0dBUmZ4b0hyGXKiLfRnGKWdrfd60r0zZ0Wl7IeWMTus548MPYzKGyr4ph/aoyKM5DEilq8P3AU5s9Pi+2+c4ouYYBDEX6gNkGc7U+pRtnY4b8tRqh54fosgSpqoIhacfcSkcctN8Hk0RllxdVah1Pdbawr45MFSm8iZ5S+fiYMBqy8XRVRKg7OgsFGyafR9G/1+ecrB1jV0li34Q8zdPb2DpCnumMmMyVpMlspZQqtUHgVBDGjbbPZ8HzjVYbQ7QVIV91QzTOZOvr7UpWDqFeZ3FosXZ7T7zRZt4ZGcejPLUel4ozhc/4tRWjz0VB+bzPLPeJU5S2m4oGltJ2F12uNga8uBKHU0VqlBJglrPZ25kMRYNtoK8uv90HZA4OJ1BliTmCpZoLtUU3rinRHMQ8qXT21xoDEkRFt+irY+bdN+8XOHgTI4vndnmoZUmb9tfQVuu8tBKc5xrtmNhLzu6IOYkKNs6xYzO7pKNJMHd+8rPI88kCaazBkfmcixPZcY3RS42BlcVwHhRwlbXI2dp3LJY4GAYMwji8XXdGdml3TDmUnPIVM58WRlplxpD6oOAxZJNZhjQGlxd+GCoCo6uYKg6BVtDlSUeu9jiDUsl7thd4mJ9gCQL+27eVMmYGqoM7aFQvpqaQmsYoilCRTmTN3DD+CW3n16JyY28CV5vuOGj+fTp0/zgD/4gqqrywAMPcPTo0Wu+rlKp8Iu/+Iu8733v481vfjM/9EM/xCOPPMKBAweuy3pci3zbwfT0NH/+53/OoUOHCMOQj3/841cRcKZpjh8HwYtPSHzfHz+2LOuq5567nCv//3KW81LwXPvrc7GxscEb3/jGl73cCSaYYIIJXt94vYb9vx7xWsmcebkNpq+0abczjMiaKrtKFmGccMeuIkmacr4+4EJ9QH+kJkqBjK6wVBFWtb0Vh0cvtQRRZ6gosrCFPaf4D0b/fyGRiSJJzOTMEakgo8jQHPpcPj2glDFYKjssV7NUczphJDLAvFHb5nrH45m1DglgagrJSIF3aDbL6Vqfm+fyBHHK8Y0uzX4AkoQfxrhhTGmkKloqi4n8V8422FfNsN52yVkarYHPOw5OUe95pEhs9zxqXZ/pvMkwiHj0UpPLDZfMqPyh4ujj7K/uMERXZXRVJogSDE1GUzSGQcRqe8juSoWjszkkSRzvH3jDAtqoNOHxS216XsjbD1YJwgQviinYOhXHYDpnMAxV7tpT4uaFPLMFi2fWOhyZz5MkwoZ4rjZgqWKjKUIlqMkSg5HScDZvsDwt2k07XoQiS6x3XFRZEIf7qhmiRBQ6XGwM6boRcQIzBYOCrRONyLfbdxc5PJPD0hX8MCGIE2ZzIstrsDvixGaXp9c6IwWWIC/X2i6aIrNUsllvu4RxioRQ+FRGtua/f2aDWs+/yvZ8JQZ+xGeP17h1Qaiw3nV4mq+tNDix0eWDt8zR2g7GYfUp0CMia6mYo6ZZRZbouTEpEs1+wFbXJ4gSfERuYXcYkqaiYTaIEsAna6pEkVAlLU9nqWQMdpcdjs3neexiiydWOwC8aV+FwoioTNOU6ZzJfNGi70V89XyDs7U+ZUfntsUim10PRZZYbXt0R6Thm5crHJnNi3IKVcE2VdZariDYO2KbJETDrT86DxRZ2K29MObgTJY3L1fY6AiVoizBvimHgR9xptZnKmuSJKKJtO+FyJLI7RO5hqKRU5VFC+nnjm9RHVmD91QyzOZNSrbOwxdb/O3TG2RNDVtXGAQxCwWLIEoI4pSTG11Ob0rcsljgh+9c5O+f2eShlSZ3LpX43ptnWW25tN0AWxeEkwSUbI3prMGxhTy2Lra5MfCxdHVMnrmhaA0t2hpzBWtcnrCDa5UdJakgtNqE2LpQMcq6QpKKnMcrVbovJyPtyhsepqYwm7coOzo9P8IPE+IkQZFlwoI1stCnuGFM1tLo+yG3LxZwdAVFljFG+ZW6ohBEMTlL49h8gemsQTVrjG8AkUKjH3xb3Mh7ud9fE0zwcnHDR9Hv/M7vMBgM+LVf+7UXJN+uxJEjR/ilX/olPvaxj/Hbv/3bfPKTn7wBawl79+7lPe95D3/7t3/L2bNnWV9fH9tgs9ns+HXfyA46GDxbI/9cm+lzl/NiBNyLLeel4BtlzE0wwQQTTDDBC+H1FvY/wauDb7bB9JU27Xa9kLylc9NcnuWpDM+sd3nkQos4TQVpnKbEqcgiGgQxxze6nNrs8YalIt99dBpTVShYOo1BQMZQOTTz/AD0OElE86lytapJAm5ZzKOrwkKWNURe20bbYxjEdNyIle0Bi0WLpUqVfgIbnSGbXZeeFxFECYMgJk5Sblks0PdjHrtY433HZvjwrfN88XSN4xu9UVachCyLhkJTU4gTkdP20EqD23cX+fG37SWIEh6/1GT/VI6nLnX44bt28cx6h//52CphnJKkCEImTmn2Q5Cg74tihJsX8szmTb52vsl0zmC+IKxtXVe0fOqKjK2rDIOYrKnxlv0Vzmz3eeOeMpeaA756roEfJeQsjYPTRZarGTa7HhfqQ1a2B5yt9TkwnaWa1Xn8Upv9U1k6bsjXVprU+wFuELFUdjgyl8XQZGo9j5mciSQL1dCuksPhuSyNns+DK00u1AfsrTqs1Ac0BgFZQ+XwbI5Dc1kOz+XJ2zpntvooMrhRwq6yzeHZLO86NEWcwLntPue2e/Q8Qe6laUrGVNlbyXDLYoGbF/L8wzNbLBQthoEgeVvDgLmCxS0LBZ641BpbUU1N4R9PbnFy84XnBUVbQ1Mkhn7EE5dbXGiKUoE7dhd58nIbWRKE45XjLgE6bkTWEEpFWYYkTfHDmK4bklzx+nhkiVZkYQ10R6qrthvRcSOiJKWSMcgYIlYgSSWCJGHflFCKnd/u8+TlAEUWytKZvIlyURCbh2dzHJzJossShiaz3hHkjyKP1GcSnNzosrtsszyV5XJrwMCL8OOEcsaglNFpDUS5iCKLjPCuGzKTN7F1hY4b8filNrN5U1wjShY5S+PobI7jGz2Kjo4fJVxoDJAQlmFZknB0hVRTyFmipMILYtpugKrIrNSH7Kk4lByVmxfy/OXj6/yfrwvyzVBlhkGMJgv1miJLNAcBlYxOvRfwjydrvPvwFP/sniVObHQJ45TpnMHtu4t4YcJ238NQZWbyFrois6fisH9azOvmC9ZVSmRLN8maKkVHx9KuPfX+Rhlnwuoev+DzLycj7Vo3PHRVoaxebQ31R+q6YSDIPVWW6boxhqZwcCY3tt9fuYy9lQy37SpcM+rgtX4j75v9/ppggpeLG07Affazn0WSpJfVkrrTRvq5z33u1Vqta+LIkSP87d/+LSAsqzsE3JVk1jcqN7hSefbcHLbnLue5NtxrLUeSpAmZNsEEE0wwwQ3F6ynsf4JXB6+kwfQFm3J1BU2RkSWhBgnj5HmTPoAgiik6BgdnsnzhdI0zW32iJB1nERmqOl6GH8Vi4q3InNnqM1sweeeBaWxDpeuF1Hv+NQPQgyjFssQkbCdcXZElblnMs7vscHqrT8HWKFg6libjRlev5+6KQ97SCKKUnKURpwlrLY+uJ4oeFEVioWDS6Ivg+dpIFRSECboi4UUxfhiPFUBpmqLKMpWszmzewgtiem7I0I/RZAVdlXnLgQpPrraRJfjeW+ZZqffpuRG3LORxDJWMoZI1VVRFpmBpBFEiyMKSRdcV5MFc3hqtU4xuySIPMkpIU7Fv9085XG66PLLSYl81w1LZQVMlHF1FloQ65g1LQpG41fE4s9VHlbMcm8+xu2zTdkOmsgaWJtPzYpYqDposcaEhGkt3lWzCKOWNSyUqWYOnLnf4x1O1sRVwvmihyjJhnNIchjxwrsGDK03+yZFp3rq/wsHpDH4Us9XxWK447H7LHr56rsGXTtfpBxF+GI/bRSUJ+n5EcxDw9bUOb1ou89Pv2EeSpqzUBxRsnaWyw6mtHnsrGRRZYqvjstbxeGq1M16n58LUZKpZA0dXGQYRGUNFliRUSearZ+rcuafMzQsFEiD/AtfMnh9RUnTSBCxdoeMGKIpMnFx97sijdtyMqdIaCrKrOlIjWZoyshomhLFQRL7/5jmeutzh/3vfWYZBwmLRYhDEwpaNxKXGkAv1ISc2uvzQnYvctqvI545vMpU1kRBlEmVHx9AU/DDmgbN1bE2h74f4UcrK9gBVkShYOiVHZyZv0HYjklQUdswVLPZUHJ5a7RAmKWttYaktOzrvOFhFkWVOb/WYyhnkLJVkdF4z+uw4hWZfWKN1RcHWFeYLFm4Qs9nxuHVXgb0VhzhNefRii4yhMQxiGv1A5JaNxlfGUIgTcY2qZHXytspDF5pjxdN2z2er640yCi0OTGcoZwz6XoQXJVdlsH0zSuQbWXb0Um94GJrCfFG4rnYKadyRFdbSFK4kBF/K9/5r+UbeK/n+mmCCl4sbTsB9M22bO2UOm5ub13t1XtLnPhdHjhwZPz558uSLLuPK5w8fPvyiy7n11lu/4XIWFxevKmSYYIIJJphgghuB10vY/wTXH6+0wfTKyaMsQc7SsDQFL4wZ+BFBLBr3HEMVOW9XqH8AUoS162QkSC1bVyg6oo0vSVO8MBEtkqOyAlmS8KMEP4xZa3n4cUzR0djqei8agB7GKSVHZEUtFG2WyjaWrozz27KmQhgLcm8ma9Ia+hyYzrGrbLNYtGi5If0gouRo7C7b3DSX58RGj4fONzm6kEOWJdYaA+YLNq1BwEq9TzlrEKcpa22XZj8giEWOXBAmmJpodD0yl8NQZR6+0OSevWWm8gWMkXLtS2fqZHSFO/eU+PCt86iKyG0a+rF4n6aQpilrLZczW338KObWXUXylsZWL2AqZzDdE/YvUxOEaIpQ0umqRK8bcWqzz/ccmyVNU87X+5zd6pO3dbpeQNeNsDSVA9MZDs1kuGtvCVKJSs4gRZApb9hdImeppCk0+j6fP1kTBQyOjoSEqUnsqWR58HyTz57cGk+Q85ZKxlAgZ4imzygeK73+zzOb5C2N998yh4Qo3kgRRMr5Wp/mwB+rIkWxpbAw+lEiyNso5UJ9wKGZLNNZk64XIUkiM+v0Vp+2GzAIIjZ7/guSGeooI8sPIwaeIH38UXNtztSwdJWpvMUjF5v88Bt3iTwzGfZWbBqDgI4bXWWH9qIYWQZbV5EQyrMrYaqCIB0EEVlDY/90hoKtQSpR7/usbA9wDIU3L1c4U+vRGUac2x4wnTP4qbft47FLLS41XVptl7mCRdcNBQlTsJjOGaI0oueTszX8MGYYRNR6HrvLDn4Yj9pNZc7V+7xhd5G1totjCrLRi2JW6n1m8hZTGZ3VtouqyPS8kOWpDCc3uiRAkqRESUpjINpUNzsuzUGAocpkTJXZvMVGxyVJBem02hyKApHRtcNQZKo5kVsqS0J1aGsKpzd72LrCxcYQcbSFfVWVJYI4GX9/tYcB7WGIocrkLY3WMODobI4oTtFGWYm2rlAfhNT7IZoqUxnlK74S3Miyo5ejlrN19Xk5cVGcIOvK+LNf6vf+a/VG3iv9/ppggpeLG07AFQoFarUa9913H3fddddLes9OoUM+n38V1+z5OH78+PjxlS2se/bsYW5ujvX1de67774XXcb9998PwPz8PEtLS1c995a3vGX8+L777uOHf/iHr7mMzc1NTp8+DcCb3/zml7UNE0wwwQQTTHC9cD3D/ic5K68fvNIG053JpyJJFB2d1jDg9Gbvec1/piYzkzPZVbaZzpl4YYwsS5QdnTSFjY5L3lSxqhlaw4DWMKAzDPHjhDQVkzpDkcnbGkVbFxZLRWJ9lIe0QwS+WAC6ULHFNAch9X7Aue3BWPmkyDKDIKbjhixPOcwWKkLx0Rry1OU2z2x0CeOEvieKDW7bVeTWxTxvP1Bhve3x+VM1NEViKmvQGgbUBwEXtgdoqkw5Y1DNmsSJIBNJQVFkojhhve2yfypDNWuy0fUo2hrTOZNTWz0USeL23UV0Reb+M3U6bkDJ1jg8l+fkZo+eF5EzVSoZg0MzWVYaAzrDgD0Vh+MbXSoZYT+sdT0GQUyj7yPLgijQZLjQGHLzfJ7V1oBHLrRQZJmSoxMnKQM/RpUl/CjmYmNAbhTWnjVVPn98S2TR+THPrHdIUig5Orcu5vnALXP85eNr+GEMUsrucoZaz+PBlQZ5U8PSlVGhhIyhKUQxzOYtNFUQq9s9H0h56EKTI7NZ3n6wSt+PWasP+JunNnAMhVt3FWn0/XE2lyLvtJWm46ZRVZH4309v8v6b59hdsrjUFOUMbz1Q5r8/ePkF86wkhHpzGAhSKmuogMi3S1KIo3Sc33X7riL37C2TMzW8MMZQFe5cKnO+3h9vy3bPHys6e55opV2eynBysydC7WORcbirZJM1VGxdRddk9pQdtnoep7e6RElKECXsn84QxAluGNNyA750ZhtTk3nvsVnefXiaJy632V22MbWRyk4WY2yt5bLecSGFH7xzkYyh0hiEzOctmoNgvO5eGPP4pRYHprNYmkI0slhbmoKlq/S9kBRYLNnoikRjEJAzNe7aW+ZLZ7YJRgRU0RYZY1GSUnZ0msOQtZbLTfM5ZAm2eh5BFNP1ImSJMRnpxwmXmi4FO+S2xSJFW6fW97ncHI5UW6JAoeBoOLpKxwvJGAphnFLJ6LhBRHsYjpWpPTdiuZphJm/SdsPR8QiQJNFkulCyWCjmX7FF8kaWHb1ctd1zc+Jm8ybTOYPFhJf9vf9avJH3Sr+/Jpjg5eKG/8J961vfyp//+Z/z67/+63zoQx/6hqUKp0+f5jd+4zeQJOkqwurVxsrKCp/97GcB2LdvH/Pz8+PnJEnigx/8IL//+7/PyZMn+drXvsbdd9/9vGV87WtfGyvXPvjBDz5PUXfgwAEOHz7MiRMn+NM//VN+53d+B9t+vsz2U5/61Pjxhz/84euxeRNMMMEEE0zwTeOVhP1PclZePXwrSM1X2mC6VHGoZgyqGaGIOrPVu8r6eSW8MOFic0i973NoNsdyNUPXC9nqeqy1XVpuKOx5HZ9G32cYxEQ7OXCjzxQB7hFJkopG1JxJz4/Y7vnjjK6drLRrBaBrskQ+a7DV9cdKHBDNpoYm44XxSDXicHKzy7laH0tXObfdH4XOQxAnBMOAhy80OLvV5z1Hpzg0kyOrq2iajGMonK55nKsNxsqt1ZZL2dGpZA10VWIYxGz3h0RxyrH5HMc3unTckCOzOW7fVRSKIUPhg7fOsdZ2uf9MnSRJ0RSZ1jBkVznDTM5ks9Om74estUWb7P6pzGi7xH5rDwOWpzL4YcKFRpswTrh5IY+lyYRJwmzOZK3j8cDZbRRJYragY+sK7WGAKsvESYpjKByey9EY+HzxlMs/OTrDzQt5kUOVwlLFQZWFAu3Ri23mCiYfuX2ez53cwo8SHF3hi2tdgjjhyHyONEnZ6vmsbPuUMjr1vs/QjzE1hcWixYGpLIoCT652OFnrcWyhQM7SOLfd50JjgKkoLFVsbprPIwFuFBOPWnLNUUvsetvlUtPFDxPObfe5c6nA2XoPN0jYN2Wzp+xckyyZzhoje6VQZe1kAna98KoxXXI03nGgiqYorNQHPHG5xaHZHK1BQM7SOLPZo5Q1WCxazBdMTm72RqUKKW03YKnicHy9J1RfqrAQzxcttrqiaOPQTJaLjSEbHRdFlkkRluHDszm2uh6WqtAdnS+WrvC18016XsRU1qDW80hThWY/oOdHrLaeHeeqBGttj9sX81i6QjGjs90PSJKU5sAfFw3Eccps3uKefWUevdim4wr1lK0rREnKnrJNxtRoDgJ6Xsh03uTOpTIPnm+ga4JwFuUdGnEKfS8kY6icrvXZP5VlNm9xbruPIksEETDKwrNGdt9q1kBTJDpuSG6kDtNHqjbHEORezwtHxKsosJjKGbQGAWttF0tTMDSFfhCx2fVxg5jtnoeuKuQtlTBO6bgh+9UMU9kXzvB+qbiRZUffrNpOVxVmDJWlisPu8jfvxnottXZfj++vSdHUBC8XN3zE/Nt/+2/5n//zf9LpdLj77rv59//+3/PP/tk/o1QqXfW6VqvFn/zJn/Arv/IrtNttZFnm53/+56/LOvyv//W/uPfee1HVa2/+1tYWH/nIR8YNpz/zMz/zvNf83M/9HJ/85CeJ45iPfvSj3H///Ve1k7quy0c/+lEAVFXl537u5675Wb/wC7/Aj/3Yj9FsNvmlX/olPvGJT1z1/Llz5/i//+//G4Dl5eUJATfBBBNMMMG3LSY5K68OvpWk5ittMN3u+ewuO8wXLb5wqva88oMroSnSWFn0xZM1LjYH3DSbZ6Pj0fNCLjeGDIOY5jBAV2UURcaKkxGhJiyomiKhyqK+sNn3MTWRG9UcBByayV5ThfLcAHTTk59nUVVlYQOr93xumstxoTFkrTUkY6rU+wGmJmNpCpoioSvi85MEWq7P//PVi3zotnnefWSapy63UGWJy01hvbtyXxiaTM7SMBQZXRE5WtWswXY/4Km1NnEs1vWNe8o0o4RDMzmeWe/y1GpbNIxGMfGoaKDrhhyazXJ8ozsK7pe42Bhi6yqHZvLIklAplRydkxs9JFni8GyOnh9ybKHAwI+pZg1WcXn8YouSY2CPbGm1noepKkgSxEnKkbkcYZSyWHKQJIl/PFnD1hWCSATxb/d9ojjhyFyexZJNnKa03JD3HZuj74mCiPX2kOVqhkbP50JjgCwJpZ2lKdiaQkZXSdKUWs9nre2yULTYW3boDSPqfZ+8qbE+IlaWyjYp8PRah4EfkcCoAEG0mjqGSjmjs6vksN52WW8PCaOUatZirdnm6dUut+4qcKbWpz0a+1NZgx+4Y4GLzSH3ndomZwniLUlSul7AlaWolYzOOw9Os9XzeOBsHV2VWa5mCOOErhdQyRrcubfMA2fr1Doee6oZbl0scKk5pOQYDLwISZJ4494SXzlbx1EkZgsmHTfk1FafatZAkiRObXYJkxRTU7BUmTctV8iZKgM/ImMJ63feEiTYpu/RHgZ88LZ5HF1luy/2ox+l48KPOEnJGCoXGwPesLvATN4giBNSUtwooWDr4+bLzIj0umWxQNeLGPoRWz2f7b6PqgiSWZZEuYkXJmx1+8wXLL7/DQust10kSWK767O7ZJMmCWVHJ2NqRHFCY+DTc0Upxk1zOYI4JUlSZFkaZxRu93z6XsSdS4Jc3VW22er65CxtZJcNRjZqmThNR4q/kIypcWg2x2rTpeuGDIKIWs9n6EecH+XZ5S2NSkbn9t1FFss2jYFP5Tq0dN6ojLQbqbZ7MbwWWruvz/fXhICb4OXhho+Yu+++m9/6rd/i53/+5+l0Ovz8z/88v/ALv8CePXuYmppCkiS2trZYWVkhHYXMAvzmb/7mNVVm3ww++tGPEoYhH/nIR7jnnntYWlrCsizq9Tpf/OIX+YM/+APq9TogbKL/8l/+y+ct48CBA/ziL/4iv/7rv84jjzzCm9/8Zv7dv/t37Nu3j3PnzvEbv/EbPP744wD84i/+Ivv377/muvzIj/wIf/zHf8wDDzzA7/3e77G5uclP/MRPUCwWeeihh/iVX/kVut0usizzn/7Tf3pB0nCCCSaYYIIJXsv4Ts5ZeTWVad9qUvOVNpj2PNGw1/cjtjreNyTfal2fza5HmoIfJhyYylLO6LTdgK4XsdFxiROhcouu2CFXZmmliVheztLY7LiYqszAj7D0a6tQrlUGcZVFNYqxNYW8pQEp6x2flUaf5iCk1veJY6G2cwwVQ1NIhiHtURg+EigS/PWT6+wqOdy6u4QfxWx0PJI0HTcs7qk6Iig+FRlOJUnj1l1FVEni/zyzgSLJxCR03JBoZFN1w4Rz9T7DICZjiiyn6ZwhCBlNZnkqyw/duYvPHd9EG6lPLF0QI0iCKFJEQBrbXR8JePeRaW5dyONHCeWMzqMXW5QzOmGc0hoGDIMYXZGRbRlNkUXrpq5g6yrrHUE4RUnKwekMh2ayBFHCYtFmo+Py9bUOT1xq8Zb9VTK6OlLU2dT7PtN5i9Yg4EJjQJqCLEPB1oQVcDSewzihPQxJ0pSztT63LBYwNYUwSuh4ItdrXzVD2w241BgiSSJHLU0ZW5R3mnK3uh67yza7SxaWptAcBpRMDTeMhNIxSHn/zbP8xeNr3LlU5F2Hpig6GptdjwMzWS41BmPb6JVjyVBl3nagykZXqAajBEqOiiJL6KqCo2vcd3Kbe5Yr3LlU4oGzdU5tdbltUVhV01RkpJ3a7PL2g1U0pTrelouNAbausLfi0BgEIlMthSBKuHOpRMHWePB8nVsWiyRJQqPn4YYJ8YicbrkhZ7b6LE85bPfFsQxHykBNkclbKroizhUQTatpmrJYstnx+NT7Pue3BywULI6vd9k/k8XWFdZbQ+YKJvMFkxQI4pTBqAxlteVSzhg0+j6GpvCm5Qq2prDd89lTcbhrXwU3iKh1fZ7Z6NIeBiRpShSnZE0VU1PGFmI3jBn6wpp+x+4iKXCpNeTNyxXSNKU1eJZ00lUZXVVIkxRNkah1AyxdwTFUKlmhyPXCGF2R6I0kgMZoTC9VbCqOjgRstD0WS/YrVkLdqIy0G6m2e63jen1/TTDBy8G35Az6N//m37C0tMRHP/pR1tfXSdOUc+fOcf78eYAx6QYwOzvLxz/+cb7v+77vuq7D+vo6H//4x/n4xz/+gq/5yEc+wh/+4R9iGNdm+n/t136NWq3GH//xH/P4449fM8Ptx37sx/jVX/3VF/wMRVH4zGc+w3vf+14efvhh/uIv/oK/+Iu/uOo1hmHwiU98gnvvvfclbt0EE0wwwQQTvLbwnZiz8mor014LpObLCfR+ofe7gbCAzhYsYf0cNe4VbFHGIKyBMmstl42OB5IgxbK2ylrLZXfZxtJV0RoaJXTdiCCOieKUYKSAY9R1KYgOGUMR+VJ5SxurmOBZFcp6x/2GZRA9L+REY8Cess1iyR4TZl88tc3K9pCeH7JTUhlECaoSI/uiPdXbkUSlEI/aBZ9cbfF/3b2L89tDWsOAkqNzz74ypHC+PmCtNRy/L0lTlqsZcpbKoZkc+6ez3H96e9zQWsnqPH65TdZQ2bXbJm+J7LUogWEQ0fYiztT6HJzJcPhdyzx5qcPT621ObPRQFYnZnAVSynbXQ1FkZgsmN8/nQYJnNrocns6SJOJYeVHMVtcHRPGALElEcULWVFmuOswVLI5v9Pjy2W0yhkrGEMSZIgvST5YlyhmdvhdR63t8+VydMBatp9OGSr3vMfCEAiljaGiyRMnRyZoqA18QfpIsCCFHV3DDGDeM2e75TOdMNFWm70fkLZ1B4LLWFAqrKBbtlZoiIUsySSoKGKI4QZElztYGdLIRb9tfYRBELBZtZvIm+6eyfH29y5OrbSRSTm/1ecfBKUBitTVEVyQKts757T6qIrO77GCoMrIssbtkU7R1/vqJdUBiJqdjqAq1ns+hGZjOmfT9iHrf49h8jsOzOVabAy40B2x1fYI4Zq5gMVcUr3vHgSqNQcATlzu4QUScisyuzjBgNm+xVLZZKFr4UcI/HN9iNi8s12kKlqEyCIKRMlSGOOH0Vo9jC3nmChZPr3WABEtXMDUFVZZxQ5HnFicpQZxysTlk/1SGtbbLYxfbJGlKzhREc9sN+dLpbb7r0DRL1ZRHVprctJBnLm9xttYX1vOsgSSBFyRYqsx80UaRJB692GKuaBJECbN5g5MbPk+vdeiOCI+xTdyNwI3GY0+VJQxNRpUl9laFgtEPReFK0da5eTFPcyAKBTRVRpEkLF0lSlJ0TWaz67HecinYOlNZkz3VDEdmc7SGIfunMyOVp0SjH/D5EzX2T2c4NJu7bkqoG5WR9lpuJL2RuB7fXxNM8HLxLaOwP/zhD/O93/u9/NVf/RWf+9znePrpp2k2mwAUi0WOHTvGu9/9bj70oQ+hadf3zvenP/1p7rvvPr761a9y/vx56vU63W6XTCbD4uIib3rTm/iRH/kR7rnnnhddjizL/NEf/REf+chH+OQnP8nDDz9MvV6nUqlw55138lM/9VMviTSrVCp85Stf4b/8l//Cf//v/50TJ04wGAyYm5vjXe96F//6X/9rjh49er02f4IJJphgggluKL4Tc1ZuhDLttUBqvtxA72u9vzUM6Lghtq6yVHaQZFAkiSCO6fvC+ilJElN5k2rOoDUM6QxD4ZroCvti3hQWxK4b0fNDep4gGUxNrJ/oLUiJo1RY0CTGRNB0bKAqQsOTNTVuWcyTtVRW6oNrlkEospgoz+YN9lUcHEPliUttHENkK331fIOUlLyl0/fEBDpjquRMDV0VzZiKInGpPhyr8uIUnrrcoXtLTDWrM5szuX13kfW2x0MXGsiSxEzOYDpvokgSqgKqLPPAuQZpknLPvjLvv3mOE5tdprMGmqrQ9UKmciYHprI0Bj4nNnqc3OzS94WFsWjrbHQK7Kk4zJcspnIGnz2+xYXGEFWBOJFww4SlvMW+aob901lypkqt5xGn0BoGKJLEkdk8c3lxDAdBRJSIrD3bUJkvWnTdiKcut9lVsiEVCrPLzYCSY1Dr+dR7PgVbZHOVbJ28pfPEpRa7Sjb7pzJMZUwawwBFlrA1hVJGx9AUGv0AN4hH1CrjfZs1NTKGhh/FowZNZXS+efTckFJGp+/HZDMGiiIRx4mwoaIgy5LI/huKsoCNjsfFxpB3HJwiY6i8bX+Vi40hT11u8cx6FzdMGAQeQz8kdUSRQs+PqGQMPjg/T37U7toPYrww5uB0liRN+YE7Fqj1PGE1HgaYmgIStF2RQWbrCs2+L1pDswZ5W6Ng6RQsDUWR2FvJsNlx+fp6h54XUnZ08ruLGKpCzlLJWRq2JpOksNn1uNQYQiqssl03QlMkSrbOetvDDWJ0VZBwgyAiiBIqGY191Qz1vk+apgzDmL7no8oSeVsjSsR55Bgq52oDel7IQtGi70fsq4pW1MYgIIoTHr7Q4D1Hpjk6l+NCfcB6xyVvqwRRTJKAoSrMFWyKI8K7H0TcuphnKmvS80OmsiZukPDA2QZJKhSFZUdHV4Xybcde3fMiVEWoGt+wVMILYzbaLrtHWWMXmgNB9OdNZnMmW10fN4pFMzLgBrHIu0tS6n2fet/n7r0lQOS9xYm4ZreHzxL2Jzd7VLIGc4VXngO3gxuRkfZabSS90bge318TTPBy8S39NatpGt///d/P93//99/Qz33729/O29/+9uu2vPe+9728973vfUXLUFWVn/7pn+anf/qnr9NaTTDBBBNMMMFrA99pOSs3Qpn2WiE1v9lAbxBqjqypjm1ApiozmzdpDQNW6gMuNgai5RBoDAJURWJPJcPeisPeisPZ2oC+H9H3YwqWRsnRecJv03WftQVFibDXxc9pdUhTcZxA5BqZqvLsc0CjH3CxMaDRDwivUDkEcUx/IJoS+16Iqanj/WjpCts9j62uT9eNKGd0Fks26qjhNU5TZCQUOaXk6MzkTC7WB9T7wTj3rDEIWJ6y+Z6bZnhqtcMTl1scnM6yVLbRVBk/TAjihIyhUrB1io7OZkcQOVM5k/ffMoepyXhRwnI1Q8HW+fpah6+cqwtCUldEkYMis7fssNn1+NLZOmVH512Hpvm/7tnN5cYQZURIbnSyyBJUHIOLzQFRnDLwI1RZpuhorGz3kWVB5i0Ubfwo5pn1Ll0vYr5gUbB0Tm02qGYNBkFMc7CjlJNRRgUCAM1hQM8XiqSZvMmBmRznt/u889AUWUvFVmXMgknGEBlmGx2PjhsQROmYxNQUiayhkjVV8pYg8ixdQZVFw2oQp7SHIVN5k7yV0ByEbHZc/CvG7pVW5R2c2OiSt1S6XsgD5+o8s9rF0BRumstzptaj60UkqYSqyFQyJpoScHQ2T5ymrLU9VltD3DDG0ER+4aVmn7m8LQoWihaPXGiRpKDJEm6QsNnxxkrN1bZHMlJqLk9leMv+CqoMu0oW232fJy51eHK1TRinzOZN7lwqYmo2x9e7dL2QjY6HDMwXLW5ZzKPIMqvNAbMFC1WWmc4arDSG+FFKEMVoimitBShndC43xTm4c50p2jpZQ8VQZfp+TBQlHF/vCFu9Jfb9G5ZKNPsiCzFJRfHH06sdHEOlaGtUM1nmChYzeRNVlqj3A6F21RV0RSaME1RFbH9B0dnquCxXHe7ZV+bERg9DldFVWWS/jeyzuiqRJuI6sVS2KTsG95+ucctikTBOkGCcrbje9tg/nWG+YNEeinxGWZZoDkSZxA4URWKhaLFSd1l7gWt5koobIUfnctd8/pXg1c5Iey02kt5oXI/vrwkmeLmYjJoJJphgggkmmOBVxXdazsqNUKa9VkjN6xHofWqzh6kKQufKFlRZkilYOoMgRJYl4hjObvVZ2R5wy2Ke/dMZzmz1MVQZP4qZzpq4QXzVZyRJiqJIyCOlzHPhhZFQ2ITifTvkaa3nM52zKNo6PT8SxFcUMwhiCpY+nrQ9drHF0I/YP51FlcENEtEE6WhM5wwMVabrRdS6Hm4Uo4ysjroiM5U1WZ7OsLssMsu8KMYNIhxdwzFULjaHvPvINEmScna7z9mtPsMwJkmEoq7s6Owq2RyezRIn8OWzdZarGTY6PkmaMl+0ePB8k6+tNHBMFUNRMHUZCYmSo6GqMrWuj60ptIch/+2hi7zn8DS37Soy9CP6fsTxtQ537S1TH/g8erFNo+9zaDbLdM7CiRQ0TabRF/l7miKzULQ4Opfn9GaXvRVRulDv+3S9kFpP5MhJkiDg4lHummOodNyAwShfbbPtsrvikLcN4iRlKmtw554Sxzd6rLVd1tuilTNrqGQMGUkSxzmIE5rDkNYwpJpNmCuY3FTJocgylq4wlTVp9H1qXY/WMERXZMoZXVhpvRAvTK6ZQdgPYrpuRNHWeHq1y1bXozUUpNGh2Rxnan1UWWQSHp3L0vVE8cNDK036o7w0U1OY1hT6XsilhsvlpstTqwp376tw154yrYFPlIjMMRDEceBFSCOlZhinHN/ocvuuArvLDmttj6Ktsbtsc7k1ZODH1Ho+5+sDNFXh1FYPCTBUCV1RKDuCjOy6ER0vIh/EKDIUHZ0gFqQfCFKm5BhIaUqciHKDL5+tI0tQzRpYulDYJQnEcSLs4ohm39Yw5Nh8nq4b8sxGlyBKcIOYYJTNF41aeOcLFm/cU+RNy2Wag4CHLrSIYpELOJUzcAyVja7Ldi8gYyoMfEFevms0Nh+92OKBM3W2r8hzm8ub3LarwLsOT2PpMv/joUtiXU2VE5td7tpb5uaFPI9caAFwrtZHAhaK9qhdVhLtrwgSVgLu3lPGNlQevtAkCBOkUcmDoQo77g62uv6r8h11I1qtX0uNpN8KvFYKKSb4zsJr4oxKkoRms8lwOGR+fh5FUb7xmyaYYIIJJphggm8LfCflrNwoZdprhdS8VqB3EAkbnhcmJEmCLMuYmkzWUNFHSrMrA701Rabo6JzZ6l2zBTWMU9IrhkCcpDx+sY2hytyxu0AlIxQcQZRwz74KXzqz/WyovizINwmJRBLlXkmajp+/Z1+FIErGarhrkaeyJHKlwjihOyIcgPEkfMeGtrtsjwLrJfZUHDpuyNNrnXEQfpykKLIoXui4EW03JGOo7K1muGOpwOWmi2OK/REmCd9zdIYnV9t8+YwoLtixyUrSSFGXpDxxucPXzje5e1+Z7zk6Q70vLHYF22B9q8sTq21Kto6tK6QwyslLmcmZbHZcgjhBkSQcQ+R8PXi+yVzBIm9rBFHCWw5U6QxD7j9Vp+eHOIYmwu8N0R47lRET0FrXxwtjVuoJ+6czvHl/RZQVRDE9T+SxCRswmKqCqcmkaUq95xPEKY6ujuyPKUEUcXKji67IYwXV7rLDP57aZqPjUrR18paKKstEaUqapGKfyBJxktBxIxp9H0tX2F22kSWx3Udmszx2qcVmxxs1dSr0vfiqDMDnjW9d4Z+/aTdTOQMvjDm/3UdXRaPtessjTmCpZOOFCXESs6+a4dGLbf7h+CaKLGOqCnlblBdUMwa6KkL8u6N21388ucX7j81xy64CGx0PS1Mo2DqyxLhYQFdkShmdasbA0lXcMGaz63F+u89M3uRDt85zvt7nbK0PKRQslamsIC+rWYOSo5OmKV8522BfNUPe0mi5AYsFm7WOR9kx2FWysTQFy1CYyZnU+x4ZQ+XtB6rcuVTkxEaPs9t9Ntoeb1wqsd5xkSUJL4yFek+ReNNyhdmCxRdPbRPGCW4oShx2sr13VKaXmkMKlmjibQ4C0jTl2EIOSYInL3fY6nq4YUySCvI1BaZyBvef3qY5CNlXdfjw7fN03BAvFEUOtq7SdkP+7uvrLBRs3ra/yqWWS8+PxpmEiyWb9948y+dP1Bj4Eae3+hRGYymIRBtrkqYYqszd+8oslS1Ob3axNZWsIY7FIBR5lZau4IyuXUEsSMbrhW9Vq/WO6lIdXTMVWXq+HPR1hkkhxQTfCnzLRk0cx3zqU5/iU5/6FA8//DBhKLI8nnrqKY4cOTJ+3d/8zd9w//33k8/n+djHPvatWt0JJphgggkmmOCbxHdSzsqNUqa9lkjNnUDvs9t9moOA9jDADWOu/AhlFJIvFDY6y9XMONC75OicrfU5ufl88g0gvUK5JsuQM4VCbLU1ZHfZQUJMHp9eb3N0riBy2M7VSRF5UDISKakg4iRpPNG6a0+J6ZzJYxebvHl/5Sry1Avjq7YlY6istlwa/QBJBl2Rr5qEX2oMWSxalEaqqO2ex7ntAV4Yo8oSGUNFlsW6IAlSsT/Kqju12WP/dIZ9FYeyo9P3Qxxd5ezWgJMbXVLExBvEfFiWwNBkgjih70fEScqJ9a4Itc+IZsbpnM5fP9ljKmsAklCY+TF9P8LURNbXudqAIE4wNAVTlbF0FUmBM1s9vuemWUxVZhjEfOlMHUmGvKUzDCNObgh11cHpLIosEUbpuBAhTlIu1AdkDBVHV5GAQRCxcwhNTUaRIWsJgq81DInihMyogbXvRYBENLITpgg1WJSk3Dyfx1Rk4jSl70e4YTAuudgZG5amULQ1Khl9nLemKjKNviC3js7lUEjpBwlrbe8FJ926IlN2NG7ZVWAqa9L3QmRZRpEl+n5EdlQ0sN3zWCwWQYKprMVqe0i973PLfIG2G+IYCoaqECXJmCRcLNkEUUxzEJKScmKzy66yxa6iTZKkOKYyIq8F+bjTTBtECZoqyLgTmz3absSXztSZyZkcmctxy2KBOEnZU3GQkDhX79N1Iy43h9R6HkkqWkrnixZnaz32V7MsFCwyhshPbA4CbEPhQmPA/We2SRNRhLI8neHWXQUOz2ZZb3ukpKy1hpQzJqWMznTOZG81Q5qmfPFkDT9OMBQFRUqQFGlMeEdJSpzsKER1+kGMo6vcupAnSuHhlSbntgdkLZWcoZIi0fMiji3kWakPObXZ41Stz9NrbZarGaGKTVMkhLV4ve0hSRKXGi537ytzbC7HA2e3OTqXww8Tnl7tcGQuz0LB4vSWyEOs9TxyZoY4SZnOGczmLfZPZ5jKGPT8iPmCwzCMx6owWxPHcr3j0ez7OKZKydDRZOnaA+ll4ka3Wn+ryL7XEiaFFBPcaHxLCLharcaHPvQhHnzwwasaT6+FpaUlPvCBDyBJEu973/u49dZbb8xKTjDBBBNMMMEE1wXfSTkrN0qZ9loiNbOmxv7pDKutIRsdl2txe3ECfT/GDV3m8ib7pzPjCZ2lKWx1PZLn7DZdlVBkmTjRYESmZUyhVtnouNT7PqJJUpBMiiRz/+kabzswxQ/csciprR7H17sMApFhlaSQt1QOzuTYP5VBkuGBM3UWSjYFSx2Tp8MgYq3ljttYdVWM3R1iNU3ATxL8KCEIEwqOxlbXp94PWChZ7C7ZfO18gzhOKDlCfSYhEcbJOLPK0WUKlsogiOm5IWdrfe7YVaSSMWgNA/p+xEMXGli6wq6SRc+L6LghUZxi6wpJIkjUsqNjaDIp8PkTW7z35lmWDRU/EgROCrQGIlA+ioVSzNIUwigdN6rutMcmaYpjiFbYOEmYz1t88fQ2sgxemNDoB2MyJYhTan2f2bzFwxealDIGGUMZH+utjsdcwRqH5O8oa1KEVbOaMei6oTieYSJaYkcEVxin4/fJkiDDHr3U5LaFIpYm848na6RIwsZ6BWW78972MOCdh6ZYns7y2IUWd+8pI8kyT1xqMZs3eWilSWt4bZJckSV0RUaV4e59Zd6wVGStOeSm+RxpCsvTGR4836Rga+ybcijbOktVh8WihapKbHR8wjjhyHyOrhex2hpyvt6nNQzJWxoFW6fZD5jKGeypOuiKxIX6kFrPZ6FksdH2uNQa4oUJwyBGU8DSVAqWxkLJZj5v4ocJjqZw+64CQz+kOQzpuEKdKCNUuLsrNue2+6gjEkWSGFlck1H7rEaSpBycyXKhPuCp1Q5uGLN/KsuTq20uN4dISJyv9zmx0WMmZ/D+W+f4gTcs8MhKk9m8yXTO4vBslkY/4Etn65yt9UdElkm6czzChDBOiEfzPQk4Op+nkjFIk5RqVrTUfvb4Fo2BT95WaQ/DcQ7eUtlmq+vx4EqTnKWRM8T5f67ex9FV6n0fU1fouRFRItStAMfXuyxXHaZHRMnXVhqcrQ3Y7HosT2W4aS7P4dkcXpiwWBLjtDUoMvBDDE1hre1yttbHj0QjripLYvlJimOo7KlkWCxYnNnukzVVrOughLrRrdY3mux7rWJSSDHBjcYN/0UbxzHvf//7efjhh5FlmR/4gR/gbW97G//qX/2ra77+pptu4q677uKhhx7iL//yLycE3AQTTDDBBBN8m+E7KWflRinTXkukZs8LuVAXwe5v1hUuNYY0Bz5h8myovaZAyTbYVbYp2rpQSZkqWVOj64X4UYI0EpFYmjLetiCKSVNhBcw7Gn4Yc7HhivbTJGWz49IahpQcnQPTGU5t9vjME2vsn8qwPJVhb9UZ5bcJBYupyQz9mCdX22x3A3RN5tBMFk1R6HoRPU+Qb1cSNIosE0Qx0XP3dQrDUeachMQgiDEUiamcgaZIVDIWYZzQHAQjdUkyntzpqkzB1shZGhnDouOGzOQNbE1hO045vdWjYOs0+j7DIMbWhXowHbWLxnE6UlXBZscjiAVZdXqzxzsPVBn6MeWMzvHNLpsdH2Vkx1VlSRCCMqiKdNVkc6cdVZUN4kS0xm52PaIkpdEPRuo7idmixa6SjSyllDM633Voin84voWtKZQzBjlLQVNkHF3BMRSmsgarbZdwRGbctJAnY6jU+x6OrmCpohVWkSCMFTa7HnIqMscMVai/5vM2D11osrfi8P5b5ji11eeZtQ6dKwjrgqVyZC7PweksmiLx8EqTPRVH2IJleORSm8uta5MbErA8lRGqyLzJTM5ElWG7H2BoKhtdD12RuW2xyMGZLG4Q0/dCKhmD9jDkGb/LVs/nsYtNDFXh0QstmsOAvKUxm7eoZk2iJCGjq5CmtAYBzYHP7pLD4TlBYjX6Iboq7JQlWxQNtIdCmXOhMSRJU9bbHl4Y89kTW9y1t8z7js1R6/t85Vydzx6v0fMjqhmd/889u9lXzbBSH5AzNaYTk64XIksSZUfD0bNUcwaXmy4bbY+MoXDnnhKyAqc2e3TdSJQiqDIZU1hTn7zcFvbqqsMTl9sMg5in1zpjG2mapjiGgiI/a7kOYmFRFXl0CofnhOpOQhqpLyW2t32GQUgQJWx2fSRp1FqcpszlLc5s9ekMQ/KmxlTOZK01FNZWRD7eIIgYBDGKJG4sVEftts+sd7n35hlqHZH7t1C0aA5C/uyRNZI0ZXkqw66SxaHZDGXHYKvtEcYpX19r0XYDlioZTE3GDYSVVlPEuRNGKWdqPSoZnTt3F5Gl63M9vZGt1jea7HutY1JIMcGNxA0n4D796U/z8MMPo2kaf/3Xf813f/d3A7wgAQfwgQ98gAcffJAvf/nLN2o1J5hgggkmmGCC64TvpJyVG6VMe7VIzW8m+PtSY8iF5hBFgtmCxVLZoeMGtIeCWDNGZFPB0ukHERttlziFvC0CwLteRMYQpQJhLJQ/W91grPgSqjE4X+8DwrKarWp0vBAvStnqepQdjfmizRuWinzhVI3HLrY4tdnj4EwWW1NAkgijmMYg4Nz2AGWUcfTOPVPsLjkYqsQwFGTZczPBdEUCFAqORpqIwPkryx6GYYwRRJCm9IMYU5W599gsf//0JmujwoDnOtSCKKHW9Wn0A2bzJvcem8HSVII4JkpSztXEthYtnYyRjNSBKYqkYKoK264g3TRFwjE0YjfAjxJObfWI0lTYXSWJnKmx2fHHn5ukEKegjOKdpCvWK0mebSWVJXBH+6PnRaKRsWSzt+pgaQpZU2PgR7SHEW/aV2EqY/KF0zVag4B6P2WhaNN1Iwq2zu6KMyKyFHaXbBxd4ZGLTQZ+DKREiWiozJkalazOQsFCU2T2Vp1RwUbCUtnmy2fqnNzokRs1gn7vLbMEkbCnqrJowux5MQ+uNMfqurcfrJKkULBFgcALnQ+LRUuUQQxDqlmR9zbwY/7hmQ1MXcEPY5DgydU2u0oOs3mTfdUMj1xo8PfPbPGmfRV0VUFTFQZBzHrbYxhGNAcBhqpQyegUbA03EDbSME6wdKH8lEcW5b4XoSoyfT8iCMGLUzK6uHZ6YZ/dFYcHztUpZwzeur+Kqcncd7bO2a0ejq6SklLJ6Lz1QJW+F5O3NZDgCydrFB0dUxMWX0WCPdUMEhJnal1Wmy7ffXSGQ7NZzmz1R8qwGEUWaknR3Drk6bUOl1suP/aWJbKWxlp7SGMQMPAicpbGm5YrdIYBzVE5QjJSnWYMlcWizUxeZOB13AhFlul7EfWez8r2gOZAlGekIztp141YLAoC+9GLLVGSIsGecgZFRthNEYpWP06wdYXMqAFXliT6fkiSpliqwmprSDljsN0PuFAfjDWTZ2t9ztX6zBdsvutwlaylUR8GzBctCrbG2ZrI1Rteca5nTZXlqQzLVYesodIPIg5OZ8lbr4yQudGt1jeS7Pt2wXd6IcUENw43fBT9j//xP5AkiZ/6qZ8ak2/fCLfddhsAp06dejVXbYIJJphgggkmeJVwrZwVWxdKGVkSE7Ud8mUH3445KzdKmXa9Sc1vNgtoZ+JojIoUtns+jzbEhFkeB+MLEs3SFHaVbapZk9YgYLXlsqfqEMUJpqZQzuic2uxxsTm8qnTB1BS8UJAaUSJUQAdnsuypOJzfFjlXCUI9OJUzeNv+KqdrfSoZHVtX8cIYP4yRZZE9dbOh0uj77J/OUM0YkIKtq7iByHzbKWjYUeLJklDjWJqCLEmoikQUpwz8iK4XkiRCCWfqQl13oTFgOmtydD7PZtcjeYGxIEmC6Do6l2cqa7Ky3Wd3+VnV3I49Tk4Uen7IQsFiOmdi6QrbPY16P+T8dl+oAy2dWs8jiBLCOMXRFU5t9siZGkdms5zfHggrICl9L2ImZ6BJ0jg8XpYlpnImpiqz1fPRVVlktA1CqhmDNywViZOUc9uihbbg6LQHAc1hyFLJ5gO3zfH/euMuVptDvnhqm1rXI0oS6j1fkHFeiKkqdN2QJy636flCsSRJQiMZJSnNYUAQx8wXLKoZg6ItCFldldA1mQMzWf7mqXUaA5/1tstcwcQxVFFIkYrjsd728KMYP0r43t1z6KpMPFIKfv8dC/z2358eb7MkiSZVR1dojwL9TVXmH45vsd5yuXNPiZsXi3hhJCRcgKOrPHaxRTVjsLeawdKFilNCjJcgilmp99FUCQsFL0oYBBF+e1TCochoitjXHTdAlSWag4BKRmQjglAm6opMaxiyst1HklJ+6M5dJEnKqc0um12PH7pzkadWOzxwepsoSZnJm7xhqcRMzmSj4/G/n1xnOmdy994yH7xtnvPbfVrDgLyl0vdjNjsuhqpw154yb94noasKXz3XYBgI4i2KE8IIhn6MH8foiiDjTm/1OLHe4669Jc7XBhiKjJkxCOMEL4gp2joLRZs4SfFG6lVnRNxvdrxR27GwTRdsnWGYsNF1qfd80WA7CMbnRcHW8WNh9U5SuFAf0vcijs7mKczquGGMoUrYukrPj9hpDFAVielchjSFy00XTZHxw5SL9eHzMiaFVRaSWJScyBJs9X2+cq7B0I8J4x1lrhgAw0BkIF5qDrh7T5ldZRskXnEJw41stb7RZN+3G2xDZfd1apmdYIJr4YaPrqeeegoQqraXiqmpKQAajcarsk4TTDDBBBNMMMGri52cFUmCfhBhqspIZRIRxCm6IuEYKnlLw4tiMrrKsYVvv5yVG2m3vV7h0a8kC2i7L9ovi47Gma0eJzd7z8tyuxKXmkMOzWTZP52h50W0BgGqIuOFMbWuTxinFCyNYSCaBdNEECWDIEKRhR3U1GTW2y5xmlLOGARxQmcYYhsqMvBdB6u8cU+ZJ1dbPLXaoT0UjZNpCtWMzh1LRf7JkRmypsLK9gDbUDA0GVkRZQ1CVabgRwm1XkAYJSSk+GEyVuNpqkLOVClndLqusA4WLJ04SbjcdPnbr2/yzoPT/NO7d3N6s8eJje44U06SoGhrHJrJcWAmiyJJ/PeHLnJsPk8wyj/LWzqyHNIehtyyUODQXBZS6HkRQZywp5Lh5kWN7zpY5ZmNLs+sdpjJm2RNdaTaENbeYRCzq2RzdD5Hsx9Q6/l0vZAgSpnKiybUjKGRMVQkSRQfZA0VQ5XpuCG6KnHXnhKbXY+vnmsQxgl5SyNNUmEbBi63hvzRl1e4aTbHu45M8+Nv3cv57T43L+YxFBlNlckaCl84tU297yOP1Go7Y00WvRTYujj//TBmpiC2JU5Twhi+cqZO1lS599gMD59v0g/i5401WRJkbdZQeefhEllT4Wtn6xyayRFGMXvKNrftKvDgShMQhMKO7VhVJG6az7Pe8TgzUh/ef2ab9988y6GZHLW+hyaN1IZJSpik/MVjq9yzr8w7DlbZ7gUUbY2OG9IflVHoqmhBtTRh5RwEMdWsSs5UiZMUS1fouAGtYcDprT7H5gvcf3p7pNCE/VNZjs7nWCo7ZAyVi40hUZKKXLSOz+XGkH4QkTU1WsOQ77lphtNbfe4/sw0j2+A/nNhib8VhqWxzdC5H0dZHpKU4d4u2jq7K/O3T66y1vfENEDeIx5bjnKmStVRmcsLGenyzw9sOVLhzT4m+F3Lf6fq4JXi94zJfsMhZOinipkqzH+BFMdWMgabKNAYBR2Zz4wbe5kDk2G33fExNNMzmLY2ZvCnUs45o3nWDmI4b8uXzdfZVHXaVbObzFmGScrkpyDUZGASja0mScCzIo6sy231vnA+3g5ypUskIwlAQvTL1XsDfPb2BpigYqijA2OHfJAkUSQIkgijhCydrfPdNMxyYytIbhkxlzW98AX4B3MhW6xtJ9k0wwQTPxw0/e9rtNgDlcvklvyeOxZeBolxbOj7BBBNMMMEEE7z2UbB1Ds/mOLHR4fhIRTDwn1UOOIbMrpLDkdksh2dz35aBzzfSbns9wqNfaRZQzxMEwJmtHic2rt1ieiWSFE5s9ADYP52l50XkTJW+H9F2QzRFJm/pOIaweQaRIDOSJKVo66IB04tww5jWMODuvWWmcwYr9QGOoXJsocAz6x2eXu2wu+LwoVvnkWUII8HkyZLEetvlcyc2uXmhwE1zOSCl50Y4hsJsThy71jCg54Wosig4EJlrYuv0EakSxgmqIrFQtMjbIiC+OQxY73jUuj5/9uhlDs/kODyb49ZdBdxA5MipioylyQyDiBPrXU5sdJFkiVrXH2en7as6bPU83nlwir4f8eD5Jo9fatPxQhQJ/CilZGvctqvIsfkcx+bzfPb4FpWMgSxLaIrE/qksXznX4PhGl5KjU3Z0KlmDOBGtpdM5Y5S7ltLzwlEGHNy6WBiPpbfur3KhMeT+M9soklju8lQGTZGZzpsMg4iOK2zFT611OL7Z5d2HZ1iu2sxkTRxT5Stn62x2fQqOzqXGEENVsHVF5HyxY88VSklZhoOzOVRZZnsQ8EZDkEsXmkPSVKzbOw5NsVIfsNpyhTUUodjSNQlZkpkvWlQcg6dW24BQRsqSxIXGEFtT2FO2udgcjsm7FKhkDCTg3LYg3yRE2+7X17pMZU2Klk7PE42tB6aznNzsEcYJXz1X5wO3zLNUtsmYKm4Qj9YJ4iTBlwSZqkgSYZrghzGJIcZ7mkLPjfDCGC+IyFsqBVtDHfmDt/s+iiwJgm0QIMkSu8s2+6oOxzc6AExlTep9n9t2FfDCmPN1oUqLU3HO9NyQ05s91tsueyoO+6cyLBQsNkaEanMY8K5D04BMrSvIUVtXUBWRe+jHKdv9gHo/oJoVNxcuN13q/YC+G7LZ8zBUmUcvtihndZbKDgtFC12VSRPwopi+FzEMY4Z+TL3v89b9FWYLJhldQZaFurQ5CCg5QgWYs4SqURsVYuiKjKUKm+6ONfhcrU/7/8/en8VIlh/W3eDv7vfGjX3Jfausvar3Zi9sdnMRRVqiSFm2ZgyMoc+a+WDD45kBDPgD/GDPwPNiGIb9YthPfhhDNkayx9aMJMuyREpcmmySvW/VXXtlVe4Z+3L3dR7+UdlNsptqsheyqThAg6yqXG5E3IjMe+Kc83NjWkUTbZpIHQcRAy/GDUXada6ko04TuL3pGyKqLB0/F1RFYrNVpGpp02Stz62uy0LF4mAUECQpmiJjqjKqIguSa56RpAKkUrUFjXa1VmClZv2lr58/Th8l1fqjNPtmmmmmH9VHbsDV63Xa7TY7OzvH1dK/TNevXweg1Wp9mIc200wzzTTTTDN9iBp6EW/uj9kbiYu2hYpFGGekmSDzGZr4b3cYkOfSx5a69kEl096L3u949PvdAlJliYEXceXwLzff7ioHrhxOaJYMliomZVPDUOUfMBDTuwAGIMkQu2aIRI6lq2R5jh9n2IZK3dZ5eXvAZ87McavjcrvrcXq+hKmJZNvd6miaZ4RxRtXSMNQiWx0XS1c4v1DiYOyzVi9wdrHE1948JEoykhQORh49JyLJ8rfSa7bYs6tYGlko6o4Pr9eI8wxZlkTKS5KODZ2jsSCCFnRFVHJzcIKE/aFPTk69KAyaKM2IkwxNljm3WOTxzTov3hnyBy/vEWU5EoIsKUkSEjl9L+YvrrR5+lqHv/7AEr/xwBK3ux6qJONFKSfniryyM2TgRewMfLb7PhVLpWioDFyZ9Yaokl3aHyMhjLCioXKyZbM79Flv2JQmIc/c6KIrMifnijy8VqViaQz9iCQVn6MpMiMvZqvnsDsI+JPX9vk/f/Yksiyx3fMYBynfuNrmU6eafOHiPLe7LntDX+x6ISqDJUNlsWpyfrGMGyV883Kbv/HQCroqjEpDlTkYBfz5G0fcv17lyZMNVFUWCdok42bH5dmtPl4U03cjrh2NKZkaa3VbjP2rMm8ejHl1d8h606Zm63SdkKNxSJhktErG8eNWtVSKpkoO3Ol7XD2a8Plzc4z8mNs9l1NzxWOqZ5Tm3Ol7fOZ0kzyHxYrFzsAny4S7aBkKkDPwRLXSV4Xx6EUpfTdCliVKlsb5pTIFXWG5WgBJwtQUyHMORwH/v5f2eOREnftXKtTtKnGScbvrMlcyadgidXm6VeTqoYOmSCxWTMI0Q0bUpS1dQZ9uy11rOxRNlc4kZOiLJOS1tsNms8CLdwZkaU463dQL8rcgKjkw8CK0KSF2EsR4ccqfXjrkqTMtPrFR52gSsFgxSdOcUSQqoXEqwBs1S2O5YnF6vkjBUNkb+CTFDE1ROLtQ5GTLxo9Tbndd9kcBw2ki7olTTdwwwYtSLE2haKoUdJWhJxEmKVmWkUgSlYLG3sjHj1JkSWy1lQwVXVMYDXzCJMPWFdYbNjki0Tv0Ik7NFXlpZ8i5hRLfud7lYBQwVzIomVPCqqpSLagYqjKlyCZMgnQKm5AZuhGX9kc8tln/iV5Df1gfJdX6ozT7Zpppph/VR27AXbx4kXa7zfPPP/+ea6j/5b/8FyRJ4pFHHvmQj26mmWaaaaaZZvow9MNJK11VaKjvnGz/uFPXPohk2k/6/X6a8eh32wL6y7b53r4FpExNlh+undqGuOi/+zWiNJuO7gtluTD/Hlyt4scp82WTq4cTwiTDCWL6XsTYTygYwrAYuBFZzjGJsGxpFE1YqVrIksS9K1Xu9D3ak4B7ViqokoQsgxsmHIyCYwJntaBRszUqmaj7Hgx98jzn8c0GpqrQsHVONIp87fIRt7vecW1NkSWKpiKMCDc+vs0XFkv88oV5iqaKE8boisKJhk3PiagXDWRJmG03O87UvBD7gFmeoasKxWmlcW/gU7d1Bl6MrctsNIs8c6PHX1w+QpIl1Om5IgHStMIpABWQZLmgkOoqT5xsoMmSSLMBj282+MbVNnEg/uwEyTFAou9GnJ4vcWa+yM22g6bKfPJUkxzoOSEbDZuhH1O3NT57pkXJ1Ngd+Hz3VhfHT5m28cS2X73APUtVLi7nfPd6j5EviJsHI5+hJyqH37ja5kRD1CHPLJTwolQYjopMpaChyRKdScgbeyPuXa3ihDGjMEaSJHIkFElisWnRGYdcORhTNjVycra6HuO3pXKSLKeqaaSZOHe16eD/lYMxbiT+t1rQaZUMFisWuiIMHD8Sw/9RmjPyRX03z3OuHU747NkWBV0hiAU8Q0aYbU6YsNv3sHSFSRCzXLMwdwUJ9K4pMgkSkizD0lR0VcKPE5wwQVNEbdPxYxpFg52+R2cScOVgTJqBqoha+nzZ5MU7AxYqJucXS2z3PNqTiLotwBKn5kpoqswb+2MqljAORdJS1HqzPKfrhASxqFmuT43+IM6YBDE7PZd7lspsNm1udV2xVadKxwAMRZKOISKHI1/cRk2h58Z0nYgbbYffemyNMMm4cjDh6evt6fdS6LsR63WL33xoBXua5PvW1Q57w4Bzi4JW+9xWnzPzJRYqJiemwA5Nkel7MXGScWahzOu7Q7GnNwqoTpNyYSqAFlkm6qSrNYvXp+RZW1dolUzyPKfnhNiGwommLYzirksGfOZMC02RSdOMOM24cjgRFeIg5vHNBp852yKf7jsmmThPbUMhzeBWRwAa4jTnTu8Hz7+fRh8l1fqjNPtmmmmmH9VHbsD9xm/8Bl//+tf5d//u3/GP/tE/olar/diP/2//7b/x3//7f0eSJH7zN3/zIzrKmWaaaaaZZprpg9RfNera+02m/TT6Scej374FJEtQtjQs7d23+fw4ZezHZLnYAuq7EWGc0nGC469RKYg0mx+lOGFMnII2NQIWKgZhIvbasmnFLk4z3CilYmmcnCvy3etdum6IG6WQC7PvromXpBlxKvapioYgXKZZzsEoYKFscO1owlrNwtJVtvse148cbnQcgun+W06OraucnCtyZq7Iar3AWr1Axw2Pd7oGXkzJVFksm8cm210aZDwFL4RJKsAHBZ1zi2WWKhZemKIqEkGU8OBajaEf03VCFElitVY4Jl9mmdh4KxgqYZSKtFQuEljnF8uMg4jVWoUbHZc/fHkPTZWpFTSiJMePk2kdV1QqdVVCV0VFLwP+4OVdHlqvsdS0iNOc1/dGbDRt/po6z7eudnCmRkI+TTZNwoTr7QnnFso8sdlgtVFAUyRe3x3ymbNzjPyIJMn4O09scLvj8hdX2wSRoLRmWT6lu0qkacLlgwnXjxwe2ajzmw+vcDT2GXgiOfj0tQ5fuLCAIkt862qHS3sjlqrWMeQiTnO8OKFm6SRZzv1rVU40bf7s0iFPnW5RsVQkcpZrFiMvZhwIwunOwKfnvvPWYs+NeGKzQZJlFE3lmOx71/S6m5wrmSpzJQM3TBn54v4NYlF7znPxWI2npqU+JcT6ccre0KdsacyVDLTpzl0WZVRMjc+fn+O5W70pgEEYlbqqHO+buWGCpki4oXiePXm6RZhk7I0CDichXUek5fIculNK7lxJ1KwfWKmgKTKSJF5DjsYRjaJOkuZoClQLYi9NV2QKurjdnUlIydQoGoLQOg4SWiWDNBe16vYkxAkTFqumSCNaGrosCTCGG7MzEEZ0kgrYw6m5ImuNArt9n0+s1/jU6SbXjhxBLc5ynjo9h6aI6qemSJxoFbl6OOFb1zrMlwxW6wVGgaCUGqpCs2Tw/O0+XpTyyc0Gj282+Nqbh3QmEa/ujriwVObF230kSZg/bpAgS7DZKqIrMsMoZuzHnGja2NN0nRslLNcs7vQ8VFlivW5PoRYuqiLx1KkmGw2L797s8fhmQ9Td04yGrfOp001kSeK1naGA0ngJ8tSBtHRB8t1s2ixVLJ6/3SfO8uPa8U+rj3I79KM0+2aaaaYf1Uf+DPp7f+/v8a//9b9mZ2eHL37xi/zO7/wOFy5c+JGPa7fb/Jt/82/4V//qXyFJEvfccw9/62/9rY/6cGeaaaaZZppppvepv6rUtZ82mfbTyguTY6Ph7vcpmyqtokHhHYy5u1tAd8mEAy/i2uGEw3FAEL9VMzI1mYWyyVqjwHxZEEyDRGy0JVmOhISliRTTwI24ceRzOA6Pk1YgLlwXygZLVYu5ssHIi5F4K2F3MPJpFQ1OLxQ5uh7cBRqKMXtNpOnEALrYcXpko06raPDq7pBPn55DliVONG00Reb7W32+d7M7rYyK3bd8+gXdKOW1nSGX9kZ8crPBY5sNVnVBr+xOIm53HZ6+3uPcQom56bZcdzI1BFORDtxs2SxNiaRemPCvv3qVz5+bY7NVJEozLE3m/pUKtzsuXpLRc0MGbkyUZMgyqLKMLENRV1momJDnnF0ssVovICF21m51HJZrFjt9n1SR0BSZJdtClSQkGSQkwiRjHAjTI01z1ps2t3sO5xdLtMcetYLO4SjgwbUap+dLXD4Y8/rekJGXkANZllMyhel6calMs2Qw8iL+5kMrbLaKDNyQB9aqbPd9Lh+Mmfhiey+M0x9IPKqKSEsZqsKN9oTFqsmJZpGBF5FmOUme882rbT6xUeM3H15hq+tw/cjhYBRMCbOw3iiw2bJZbxQI4ozLB2PuXamiymL769ximcv7YwxdJnFz3tx/98pz1dI42bKRpoRZU5XJcmG+BnFG0VCJ05woydgf+iRZTn1K8JWnJo8qS+iqegxTuJuEjNMMWQJdFR/jRYLA6wQJlYLOy7t97lmqcW6xzMs7QyqWhixBmkNRV5AkiSjNyTJhgj55usV82eS5rR5PnW4y8eNj8y3Lc/JMkDyXa+J56McpZVObEoZFZX9j+rw8PV86rrfOlzUURcLQFKqWgEP4cYamiOqmpco0bJ2RFx+bvAvlGuMgwQ0Skgwg59yiSpSIfTlVltFVmWbJYOBG2KbCbz2+TpRkfKfT4ZtXugyDmNNzNhcWRaV2oVLgpTsD/uT1A+I0F4lTYKVeIIgSNEWnUdC5FIsq91cvH/Hp0y2ePN3if7x2wM2Ow7nFEp882eTb1ztESSruhyilYesYmoI9rYersrgvapZ2bCJePhhzslUkTEI6k4AH1qqcnhPG3fdv9Rn6CWkm7uu1eoF7liscjgK+e6NLmufUbENQTsUdQpRkvOaNeHN/zGMn6nzyZIPbPY9jTO5PqY9yO/SjNPtmmmmmH9VH/tusYRj84R/+IZ/97Gd58cUXuffeezl79uzxv//Wb/0WjuNw69Yt8ly8+9RoNPj93//9Kap8pplmmmmmmWb6OOmvOnXtJ02m/aSaBKISuTd896TdctVirfGDSbskzabm248nmAZxxu2e9wME04Ebk2X58YC9H6fcajtcPXJI3+GL+FHKVtdju+9zdr7IiVYRSxf7WKoisz8MGPkxq3WLL1xc4FbbYbvvgiSIpPWiTprmnGgWONEqoisSL9weEKU5JVPB1hVqBY2vX+nwrWud44tYQ32rPpfnElkuNq7Icr51vQPA587NgSTRcSKe3eqz1XUY+xEXlio8cbIJkjgP4+mOlGWoTIKYS3tjXtoe4EUp19sO55fKlAyV1/eGXFyuABJ/9sYhUZqhyhKKrgjipyTSQWNf7Gj9+v1LPLRW5Y39MfevlDmahHzvZndaj5TpexHNooFtKCTTja67oIV6pNGZhNRtg7qt880rHe5drrI/8nljb8TLO0P+5PUDPnu2xcPrNR5cq7Hd84RxlOdoiowbptzpeRyMAu5fqTBfNtEVMf7fmUS8vDNEkWWKxt16Y8bdE+UuROEufVSRZV66M+BX7lmgYmk4QYIsSYRpyhsHY87Ml3jkRJ1HT9QZeglxltEo6DSKOm6YMPAinr7WJclyPndWGKuqInG6ZfPcrT43Ow7RuyR3yqbKhcWySArmOaokcXa+hCqLDcDFinmc0rpbK8yyXEAakIQpOU1aZrmEIclTIq0wvLLpNlrN1pkrm0RxNh39T2iPQ0qmiq6ofPWNA7507yLrDZurRxMu74+ZhDG6YmFkwvBerRc4NTUJ/+yNQ5arBfwo5WgSAsJ4fvut3Bv4FHSFLAdLk1mqmEgS3LtcYaFsMgkTrh5O0FV5+vzPCZOcVlHUNWu2znbfQ5VEmjNKM1ZrBYZexFOnRb345e0Bb+yPccKELIMwSVmuWvz1B5awdJU7PZfv3uxxbqFMGAugxF7fZ2fos1A2+dyFFs9vDeg4Idt9j5V6gfY45PtbfepFnSjOmYQxr+4MqRZ07OnzQVFESvTNgzF5Ds/c6PIbDy5zslXk8sGYb1/r8Llz8zx1usUzN7qEScbjm3VWawUWyiZDP8KdpjnzPOdzZ+d59ERNgFlM8dp3OA64uFQmiDLu9Dx2Bh5JmpED7UnAyZbN5862uHro8O3p64IkScSJ2J4Lp29ISDLIiHTgd2/2+Oy5Fo+eqFM03z8o8KPaDv0ozb6ZZprpR/UzeQbdf//9PP/88/z2b/823/ve97hy5crxv7366qvkb3s1ePTRR/nd3/1dNjc3fxaHOtNMM80000wzvU/NqGsfnoZexGs7o3fdmotTMTjecyN6TvQDYAtNEcm3n5ZgqsgSqiJjajJXD9/b10iznMsHExRZ5v7VCpIkUdAk/ChhEiQ8f7tPUdc4t1jiExs13DAhzoShMPRi3CDl+a0+d/oehiqz3ijQsA2KpsrhTsi3r3dhuhWnSBKyLDH128TFviSjKIjx9lRcRF9crnBxqUycZvQ9YRRbusre0OdG22G+ZNCYpkYmYczLO0O2ui7NksGpVhEvSpAkCU2W2ZyzkWV47vaAakHjK/cvcqvrcv3IYeiJXTTIqBZ0zi0UWavbZHnON652ODNfREJifxhwu+9RsxLuWa6wmmbsDX2uHk5wQ5E+kyQoGgqrtQL3r1RRFZlXd4cM/VhsXukqoyDhzHyJG22HP379kD95/ZBfuWeBzabN3tDndtdFluHiYoVmzSRKMq4cjfn+rR5r9QKPbTa43nE4nBq7BV2laqpULVXUUKf3qTq9j/04pedGzJdNdgY+D6xWWKoWOJoE3Op4UxplSHscMlc2qJgalqpwMPL5xpU2TpRwfrHMSr0g6ruySILdbrv83nO7XD6cvOM5JSE2Bxu2hqnJnGxVhLFnG8yVDaIkoaArzFcMJmHCKztDce7KEsiyMLV0maKhEE6TTtnUpFupWbSKOgVdwQ1TNqfGsa0r3O665DnMlQ0KUwLq/SsVek7In146olrQODVX5OT9S8RpRkFTqNqiyr03CHhle0hnEpLnEucXy9zuuVQslSjJ8aIE/20p1BwIYkHl9KKEx082yPOcK4cO37vR41Onm+iKPM1h5URJTpyI82Z/KFLEJ5pF0jSjZGkcjkNWahYXlgTR9dvXu1w7mhBOU3IZOYsVk0+davLa3ojv3eyx3ihw73KFmq0x9ATV9pXtES9vD7A0hUdPNHhss85LdwYESUZBV3hpe8DhKMDSBDm4Yes4YcrhKOCRjRpxKkATBV3h9FyRmx1h4N/qOJyaEwZc14n4xpUjfuncHP+3z52kbGkEcYoTpGKbMoeNRoHzi2U0RWLsJzx7e8CFhRJenNEs6vTdEMdP2B8HDDyRSG0UBXFVkwXJeOzHPH+nj6EpRElGnotzQJ9ulSZZjpSDhKgm24bCpb3RsQn6fvVRbod+lKCgmWaa6Qf1M7OwT506xTPPPMN3vvMd/uiP/ogXXniBdrtNmqY0Gg0efPBBfv3Xf50vfOELP6tDnGmmmWaaaaaZPgDNqGsfjn4YbPHj9E5gi7qtc6Pt/FQE07myIFZqScrQi9gbemiqTJRm/NgvNqVm7g091psFTE2QQSsFjZ4bE8UZ+75PlKYkaY4bxZiaGFTf6Xt871bv+Ot7IZxs2ZQsFVmSeXVniCQhiKqIWlnLFjVfVRHQgkkgttl0VcbSZHJyLu2NeOp0E0WSuH+lQtVqcqfnESYpn1ivIUmIva4oQZJkHlqrcd9KhZGfUDRUTE1mfxAcky1tQ9y3R0MfP8mYK5kslE3cMCXNBRSgWTQIk5RXd4fsD33SPOfiYhlZlknSHEtTaJUNdgYe3UmIosjT76WQZUyrrBKjIKG/N5oCBUyyPCfLc6qWxtCLWK0XOLtQotDz6PsRf/zaPp8+3WKxanL5YMQvn19AVyWuHjh4ccLAjdkdevzqPYtIEtxoO2+lsvIYCYlm0aBeEI9bkgmDvD0OKJoq82UTRRYVWjdMUeSME02bgqZwveNy9dATRqcbUrE0ioaohe6PfIZ+goTEcs3kZMvG0hV+77ltvvZm+5g6+sPSFen4HJqEKZcPJtzoOPzKxQVOzRXZHwW0igZ128Ce3n9n50tcO5rgpyLRNvJFPbhZNNjue8fG4nzZQFdkmiWTgq7SdyPmSgav7Q4xVJmqpWEbKvetVJDIeXN/zP2rVR5er/HVN47YHwrS7VLVomZrzJVMiobKS3cGvHB7AEDRVPn8uTlqBY0X7kQYqoKuiL9P0hwnjJkECVkuqrGmKqNJKgtrVf4/z+/wnRsdyOGh9Rqn5opcOxKwDyeICZP0mN77xv6Y03NFLi5VGDgRuZSzWLE4Gvv0nQhZkhhOzWckhZycRzbq7Ax8vnuzgyqL2mea56QZwiQMxS7e/atV2uOQp2+0+dRmkydPNbnVcTBUha2uS5JmjFNRl65YGgVdYW/ocW9cJs1z3Chl4sdUbZ37V6t0JxF7Q5/zCyVWahYHo4DydC+zVtA5moTc7roEcUrd1onTnDTPaRYN5ssGcZLy7RtdWkWds/MldvoeTphQsjTWNZnHTtSxDZWeG3Ew9JFkkUj145T7Vqrs9j06TihIyJlInIoSVi62FxUFQ5NEJVdRGHgxlcIHAwr6qLZDP2pQ0EwzzfSWfuYZ0ieffJInn3zyZ30YM80000wzzTTTh6QZde3D0fsFW1iawtE4eMfa6Y9TlsPROMDUZBQZJElGlmRsQ0JLUnHhOt2vuitJBlWaQgNUBU0VF7AlQ6XnRazUCtzueiiKTNNUORqHx2RORQZTc1mpWpyeK3KrI0iNqiyx3rCJElElvNV1UWXx8RsNm1OtIpah4EcZSZahyjIFXZiEtzouNzsuYZxx5XCMGyYEUcpzt/qcXyrx5KkmXpzwzI0ez20NCOKUMEmJ0pyVqskvX5jnZKtIlKZ89c0jjkYBPS9koWIx8mMUCUqWhhyl/PnlI0xNEQaaIlO0VK4cTri0PwagZKjcs1ym7YTESYptyKw3bPwo5frRhPF0dL5a0DFUGVmSBD0zEKZGmr1FNF2vFSjoCrkkYekKNzsOK9UCa40C9VBn5MfsDHzuXa7wf/3cKY5GIc9u9TgahwSJSFg9uFbj3EKRLBcpqjgVBMjlqsVy1UJV5GNQgSxLLFYszi+WGLgiUTNwYzRFoj2JeP52j4mfECQpi1WLJ081+f5Wj844ZLvvIwEnWjb3Lle42XExdZmDYYCpinTfn146ekfzzVRl8hzCNCNKRUK2oCusVC0WqxYHwwBDUzg7VwJyKqbGhYUy37zaYa5k8omNOh0npD3dOzwah8xXDNpjQcwsTivjYty/gBelxzVES1eZLxuYmsK1wwklU+N7N/rk5MRpRrmg8cmTDV7fH5FlOX0voueGU4qmih9lFE2Vgq7yifUaNVvn61c6HI583DA9hj8Up/CTsqXRnYQsVUwsXcFQVG50XA5GgdiSk6DthJyZK3Kr606Nu7dSwznCgBc7cCmTIGajaXM08Xl5Z8ipVpFRELNSszgah5DDmfkSsizxwu0+VUunZGqULZW9gcckiGkVDa4eTbhyMKFh6zRLOs2izvW2w0bTZq1h40eJIMkiEoVpDj0nIrd1LE0hzXPCOGPkRSiyxOHIR0aiWTIwNZOVmsVX7lvCixLOLpa4fujwX1/cJU4zmkUBjFiqWihyxmu7I168PUBTJZ463eL/8MgqHSficByy1Znw8s6IuZLBmfkS+0OfgRczCcVWZpbBK7sjnr/dxw1TFiom9aIuqtpxOn3NkgUdVpam4JEMXRfp3zhJccOUZvEnex19N31U26E/C1DQTDPN9HNgwM0000wzzTTTu+knHZWf6edTM+raB6/3C7Y40bQZBzFhkh2Pvt9Vq6RjGyrqNOHkhgmdyVuD3ZIkxuhHfkyaZdRtDUWWIANLU9HVnCTLpiRJ8fGKLEACpqog/FSJakHjaBxwOPbRVZnT80VutAVN8VbXJZ9utymSzMAV6ZzFqkXR0Og5IWfmS9OaWIIiCXMD4ImTDSRZ4mbb4WbbOTYjJElcUG42bTZbRTaaNs/c6GDp6jHlsmyp1As6X33ziDt9l6KhkWbZ9DbnFA2FhYrFMzd6/N6z23zu/DwPr9W4tDeiUTSQgPYowIkSem7E6bkSnzkzx3eud7g+nFC2NAquwk5fGKeyBEtVE0tTuLw/5vETNRYrFjVL4/XdIU6YULZUioaGbSjHjyEolEywDZVxIHbIbrQnfPpMi7mSye7Aw9ZVbhw59CYRrZJBo6izUrMAxO20db72xhH7g4C5isFqrUB5miZs2gZeJBJGa/UCJ1s2aZbTcUJ6ToQ/JcsqsjQ9PpWSobLeKBCnLiVDJPBMTaHrROwOfL5zvcsnTzV5cKXG83f6WHGKqshMghhLkznRspn4CWGUMl82sQ2V33hgiX/9tWvH56ciCYNitW7RKBq83ZrPgJEXM3AjJElnp+dOt67EjmStaPB/+tQJvn75iKNxSLNosFA2iaepzaWaRdFQ2e6JxFSSZjw53Uc7Ggdk5NzsOGw0RK02y3J+5Z5F0jxnZ+Bxcq7InYEPfY9HNxssVEzu9Dxu91xKpoamSPRdUf08OWdTK+j4Ucqfvn6Iqkis1gu4QUKQZIRJKm6LFzNfNnjsRIPziyV0RaLnRvzFlTZFU+PMfJFxEHMwDDg7X+KRjRrfv9nH1IRhFKU5EtAqGeiqwvWjyTFA5LXdkahESxKqJHNmvshKzSLL4dETNa4fOazUhOGa5zlDN8KNUgq6emwkxmnGnb7HzsDn3EKJzabNnZ7HJ082uHHkIEniHI+nj1+OMIsXKiaKJJHnInkmSyLJmOewP/SRJYn2YgkvSmmVDL5/q8/3bnSxdBVDVQR5OUeY4HHKKBCvD6oksz/whVEtS/SdkCwXYI4z8yX6bsRzW33CJCPLc9YbBS4slpj4MU6YMvJj9kc+a3Wbs/MlrhxNgLupP1HPLegqFUtHlWVhhhnqhzKT8GFvh8JHDwqaaaaZfgYGnCzLyLLMa6+99o7003fSzZs3OX36tIjlJ7MdmJlmmmmmX3T9tKPyM/18akZd++D1fsEWAy9iHIgKZdXScMKEtXqBZkknTkRVM0pz9OlA+mbLpjuJ2O57FA2R3pkECUGcoCliz+3lO0NyQJEkFEWBt+2SK7IgR0ZJxiRIuXe5wtiLudFxyHN48c6A84slzi+W+YsrbWQJZEkiSTOxBYbYivJCcUH+xYsLbLZsrhxOWKiYHI5DTrZs6rbO3jDg2VvdaVNVjPjfNYu8KOHV3SGv7Q55/GSTz56Zp+9GhImglz662eDKwYQ/feMQCTgzX+Se5TIHo5BqQWyADb2YG20HVZF4+loH/fwcj56oMwkTgjhlGMTs9f1pisalZKr89QeWeHarL8iTfowiCSBEs2RADs/f7rNYsehMIh5cq1EraARxxnLNwtKUY/hBnL1F0NRVkXIr6ApBLMyDZtFkqWrywp0+rZLYQLvT88jGOUM/Yq1ui90rVeHakYMfZ3zqTAMZiZ2Bz6u7Q7woRZZyFioFsjznkY0a2z2fm10HPxJJwLupyYql0Z1E7PZ9NFXmVMvmk5t1+l6EHwlj5crBmKWqxYmWzas7Qxrn5vjbj67x5v74ON2WpJkAOegJ640CJ1o2d3oua40Cv3S2xTeudrB0hTzLaRZ1SoaGMoVZZHl+bOA0WjqTIOZWx2EcpCQ5PHW6ybXDCUM/ZqNh88nNBgfjkG9eaeNGCZYuIA1DP2apYlKYmpqfOt3kwmKJrY4jqKeKjKpIXGs75HnOw2s17l2p8ObBhHuWyyiyzN7Ao2hoPL/VY7la4IHVCp8+08SLUnYHPrWCxum5Iu1JyOu7I661J6zUCygSSLJEQRNPGk2RibOcgRtRMlVqtviZF8Qp4yDlysGE+bLB+cUyeZ7TcSKuHI55YLXGJ07kfPtaF1kWdGJt+rzrjAMkWeL+VUGX1RSxg/fi7f7xedQsGqzVC9QsnaEfY6gKk0DAQtwgIZ2m/NIsp2SoqIqMpshIEtzpiWTqUtUkz3OqtnYMZNGmFXCx5iigLAKwoRzDL7woRZKE8SRIs2I3Ls3gjb2RMMrjFAmmxp4kDEknIc/Ea8xq3aLrhrxwu8+v3b9E1dIJk5SnTje5euTw/JYwJw1VJUoz9qfGZdFUGXoRZUsnz+HqoQCGPLpRF29UxNnxuRamYj9yoWKy3rAZeTF+9PG+Pv0ozL6ZZppJ6GfyTMt/0rdr3+fnzTTTTDPN9PHR+xmVn+nnUzPq2gev9wu28KL02PQ4NVekoCu0xyHPbfW5eiBqj3dVNlXOLpY4N1/miZON6YWyMMeiNONG2+X0vOhfvbozIs1yLF0Ro/Ay3GXYt8chbpTw8HqNparFy9tDFqoGixWLMMmOq5EPrVWpmCpv7o/puhFZDoaqoMoSG40CZxZK5FnON660yXNBaS1oCvcuV7jRdnh2S5hvaQZpLtJNssSUgCou1GVJ4tlbXX7lnkUeWK1gaBKyLJOlOd+82kaRJOZKBrau0rANTF0lSTMKukqaZTy8XqPnhBxOQv7s0iFrn96kaRvc6jp0J+J2Sh7cs1xmvmRwslWkWtAZBwlpJgbqozTj0u6IF+4McMIU04uwdAU3TFiqW6w3CiiyhBMmOEEy/dy36JiaLNKh1YJG3TaYLwvz7XAcUrF01usSy1WT3YHPzsCjZGggQdHQiJKUg5HPE6fqbHV9vnergxeK+nBOTs+N2GyVWKpYjIKYo7HP0ItE7VQSxo2hKkiAE4oabJJl9NyIubJJ0xbU1v2RADOkec7jJxo8ecpAVyWxoVbQ2B8F3O56rDUsPrlWZb5s0nNCvnezx+mFEros8xsPLNMehxyMA84slCDPaY8D9kcBfpQCopK60ihQNFQMRaZRNOm7E262HT51soGpqdzZHRImGbIEq7UCv/XJNf70jUP2Bj5ZLiAHQ13h8c0Gy1UTTRFwke2Bz2bTRpUlbF3syK3VC6iKzFffPKJR0PnMmTmKhsI9S2WiNMOLxH15o+3QcyOSJCMDzs6XCJOM1/dEPXW9YXMw9Nke+ESx2ByLkpSiqbJetzk9X8RSFTRVPt7YG/oJmy0bXRXpQRBAjjSD7Z7L6bkSixWL7Z7L7tAniDMyWdCGDU3m1FxR7O+ZqkiY+zFFUyXNwI3EblzXDek64dR0EhXSLIe6reNH4vaZmowsQZKKKnIO3Oq6NIo6aSY22SqWxsCLkaUcXZXEczLLBchAEibgYsVit+9hTFN7AzeibKrCZFZkXtkd0p0m2XRVRpUloiRjrVFAkqTj+6BuG4RpxpWDCWmec+1owqdONShkgh787K0eYSKOPc0FjTYHdoceixWTKM3ZG/osVkyqBY0wEfTi+nR3TlUEQbZkqpQsjYKmMPRioqkxPtNMM830XvSx+o1WkqS//INmmmmmmWb62Or9jsrP9POrGXXtg9UHAba4O+pumyov3xnw9I0OfpiS/JBLOokSXtkecvVowqdPtXhwvYYbJCL9kso4YcL1I4ez80VONGyOJiEHI29qGIGhyFi6wmazSLOoEyYZL28Pp+lWsam1UDYJk4zLh2Nuth3WGjYnW0X6bkSS5pQsAVLoOxGX9sbc6rooEqzUC+z0PR5er/Pm/pjLhxMatsHhKCDNOU7LSNO6Ww4kGcjkzFdMrhyOOdEssFS22BsFbA88bEPlRMNGVSTGQcybB2NMTZmO2ostu5KpslKzqBd1bhw57PR9njxdIO8IE6Nu63z6TAtFlnh9b8SLdwY0ijqHo4CDkYBArNZMTrSK/LWLC3z7egcnTLF1le2+S8XUePJUkz9+7YD2JHxHrkWW5wRJxtFEDMZ/4eICiixM0KtHY64eTDi/VObCYpl7lip881qHl+4MOLNQZLlq0rAN7nR9vnnliGS65wbitXVv4PObD1m0xz7P3OqRI0yrOBWVwSTNsHSxr2cbKgVdpJWyHF7dGfI3HlymVTZ45mYP21C5sFhhoWLiRSnb/YBL+yPcMOP13SFRmnOn79KydYI4Q1fFtp+lKSKZ5Iuq9MXFMl034vLB+Ad2CxUJmmWDkRdz/chBloTRdX6pzJ2uix9lmJqME6a8eHvA6fkiaepiajL/y2PrXNqf4EUJqixRNlXKlkazaCBLggS6XDVZrhWwDUWACyYBb+yOppuDEuvNAs2SQa1gk5OzNwy4ejhm4Ea0JyGSBKamYKgK5xZKfH+rzyfW67x5MOKrbxxRNFSaRQPynCjJSPMcSZLouxGHI58v3jPPxcUKWx2XM/MlBl7MyI+p2Tqdgc9W18XQFDbqBSahwv7Ip1bQqRY0Li6VCeOMgqFS0BTiLONk02ar5/Gtqx3OLZZ5/GSDSZCwO/C40/OQEUbbVsdFkSQKhoptKLRKBkmW054EnGgVsA2VkqGxN/SRJbB0sZ038KLj59u5hRKv743J81wAWshRZFhv2OiKLGqg9QKdSUDPidAUGUNVOLNQwtYV/CTlds9DVxXSLBdbjHFGzdZZqlqESYquyMyXjWnl1yVH1G63ug6fO9uiVNR4dWdIlGbHlft4SrvVFImBG5MDzYLGztAnTDLy6WTC4SigWTKYTHcY0yxHV2UK02NJshxdEW82zDTTTDO9F30sDLhutwuAbds/4yOZaaaZZvr46+d5V+39jsrP9POrGXXtg9X7BVNIkkTZVKgWNJ6/3efZW310WUEx5Xfcb1NlGUWSePZWH0mCRzbqlEwVRQbbeOtYdE1cDFu6LOiN0+FyVZEoGhqaLOpwALYp0iR+lLLWKLDVdYnijMuHEy7tjXlssyY24xQJZ7qN9fLOQAy558J4KeoqeS7qmF4kaJzCHCvgRiI5lkwphnkOhir9wJ7a4SgUaR5dZuiJrbIHV6sMpjVTPxabV2t1FQmxZxYmKe2JIDOuNwp89lwLL0xQZIn1ps1SxeIT6zUOJwHfu9ElQ0AhLpZNLF0FSWLsR7y8M+L1vTFPnGzw+XPzvLo7RFMlEj/nysGEZsngvpUq37jaJsnuFmqFZAlMXSR70izn7IkSFUvjVsdlo2GjyTJpnrM/9Hltd8R6vcDJuSJxkrE5Z9MqGoyCmOdu9xj6MRlgqQqGJuOGCYfjkFpBjO/3nZCypaFrYldLVIIVTE1BlRNkSRWmRibImEGcCNqlpuCFCZ9Yr7HZKvLG/phnbnRJpgCN5G0umhel/N7zO5yaK3J6rsgDazXmSyZzJZO+F7LeKLA/Crh8MD5+7TBUCUUWP780WeLQExX3LIerRxPOUuJE0ybNc4q6gh+lxGnGlcMJFUtl4MfMly02m+Jr3z2L94c+L20P6LsRFUujYmk8slEnznK++sYhdwYei2WT+1erlC0VXRXGU5oLauylvQl+nIoduUyYQQEZ6/UCuqpQQuL7t3poqsxnzs5xq+PQd4X5FCQpUSJMqpVagc1WkSDKeG6rx0NrNa4dTSDP2WwVudNzudlxUGQZRRInx+2uoMyWTY3DccBc6S0K8FLVwtJk7vQ93DAhTDLSNGfkx/SciCDJMFSJIBG/F4iHRxhNwLHJdHczL8kzGkWdrhuiSBISECYpewMfSYK9QUCzZOIEPZSp2a8rECaiWj0JExRFwtBklqsCdOFFKeQ5S1WLthMiAX1PmPBRIo7DNlQ2GgVKhoquiBRbQVemm3KwVreZBAI4IUkS5LA/DKYGeHh8/oRxiiKpdJ2IsR9zaqFEnMPEj9lxQgqGSLvWijolQ2USJvTdiK4TUTTEmwZzZYNW0ZjtlM4000zvWT+zV4v3mmZzXZd/+2//LQAnT578MA9ppplmmukXWj/vu2rvd1R+o2nPqoo/55pR1z44vV+whakpzJUMXrjd57nbg+OE1Tvtt71dOfDcNEU0VzYIIo2z82VyYKvncvlAjJZXLR1Dk9EUiSDOcMKYrhOTpBkXl8s8uFbFT1LKlsrROGC+bJLWhWG0VrNYqReoF3TSXBgEiiLRsnR+9eIC232Pa4cOZxeKLNUsFqsmvUkkUixFg52+R9EUUICKpU3NRJF+U2SxG+YEKU4Ys1a3yfOcgZsSpzmmpuDFKTt9D0MV5E9dk7E0lTjNaE23sySk46F8S1PEKH0sTJb/y2c3eX1vxKu7Q07PlzjZEpW/ckGlZGpULGEcDNyYm12H5+70efxEg1+7d5EkFZXtnYHH19484pcvzPO3H13letvhzf0x4yA5TlTZuoAenGoVQYL/8tw25xbLPLxe4+phTsXS2B/6dCYhIy+iUtD55MkGA09AGV7fGzEOxIZfNh3DByjoKksVk74f4sUpX7iwwNPXOuz0fXLA0mTqto6uyPTdmCTL8KeE0LKp8rlz8zhTs+LMQolm0eCl7QHfutY5Po+Sd6jspbkwcF68MwAJlu9dpFoQg/+yLHHtaEKeg22ItJ0kSaS5uJ1OmGCqCoYqNsqiJOf60YRWqUnZUgnjjLIpdgujOGXsx/ScmO/YHTaaNs9t9UnSnEmUsDfw0RRRPQzijIqlgwRdJ2Rv6DNX1Lm4VEaWJY5GIbe7Q9pNm1+5uMBWx+VO36U03VasFXR6U9O2YKjYukw7TPj6FWGqnmwVOTVX5L7lCpauiJo+YKgyYz/hzf0xNzsOa3WL84sVolSYoaos0ZmESJKELDFN7EkMvYgsz2kUdeq2zs7grTe0trounzrVwJpuBt67UqHrhGx1XeZLJvMlQRZVZYlWyWC5ZuGGCVkGfpwy6Ea0igZzZVHP3Z8+RzYaNnsDjyAR22iNooapKhyMPGxT4/GTTZ6+3sGPUsqmyqMn6liaIvbtLA0nSLA0mXMLZXb6Lvev1sjznP2ReF2AqeGsKRR0lc2mTUFXcMKEOBV13qqlMyml3Og4VCydsikgI1me44Qx7XGAoSrUCjoDL0JVRN01yXNkSdw3j202eG13RMcJsQ0VQ5XpTCKWawl+kjJwhcFbMAQs4mAUIEvwxMkmqjxrac0000zvTR/6lcrm5uY7/v0Xv/hFNO3H/2IdhiHtdpssy5Akia985SsfxiHONNNMM/3C6+Owq/Z+R+U7k5D1xsyA+3nXjLr2wejdwBYFXUFT5OnmmUireNOdrLu6C7YIk4z2JCJ7mxmS5u9MML2bgAOxB3U0joimVbB7V8r8yeuHXDkYEyUZbpSyPwzIEXthYz9BlsHWRZXt2qGDKst88cI8UZqR5TBwIzYa1nTjKuLKgcM3um20aeomy3NMXeZks8iDazX+5kPLuGHCwSgkSXMGfkQQC3NPkmC779F3I3RVxlBllGnyLskygljQDNfqBc4vlhh4CX6SoKsyuiJxve2y0bTJc+hMAg6PAmxDJctgEsY0bJ1myaBqacRpzmu7I07Pl+iMA/YHHmEiEnf/2y+fYbvvceVwwvX2hIolSJhjP0FTJeoFg4fWalxcKvPC7YGgt0o5tq4y8mMOxgH/35f3uLhY5vR8kYtLZVH/zEQaSZEgSFKuHk24cjjBi1IWKhFVS2ehYghSZ56z1hDpom9f76Cdm6OgySiyxFbXZeBGaKqMrsgYqjAn0yzn9HyJ3iTi2uGYpWqBc4tleq5Ir1ULOstVa0qdFTVdfxSgyhIPrtWYLxu8cGdA2dI4O1/iRsfhmRu993Rey7KMrsIrO0POL5R5dKNOydBI0hxNkakW1GNy5l1ybWCoHI3DaT1Q0HY1RSJKROKtVtDZ6jo0SybbA1ExLBkqhqbw6u6I+YqJGyX0HFGdLBoilbk/EobjqVaROM3I85wLS2VWamLP8sU7A5wgoVnUWaiYlCyVubLJza7LOIgZT/+tUdQ5GgcokkTZ0vj2jd6x4X35YMybB2MuLJa4Z0kYYgejgCjJ2Bv6RGnGWr0gwA53+nz6dIvK1NzWVQVNSakVdOq2wZ2+iySJ2993IsqmxlzJoDsRleelislms0jLNlBkiTNzRZ7f6pNmOcZdQEqYEiYZ5xdLrFQtnr/dPyapSlMTcr0h6qdRkhJPycJRYrA39EGCEw1hCHfdmJd3hnz27DyfPt3i2Ztdzi6WWKpa9J2Qmq0z9mPcKBHGrirzmw+tMl8x+M71LoUpGKJkaJia2AysWhpRkjHwI/xYQZnuICqKqLxGSU57EjLyIzaaosZ8N3HbHoeULZWFsoETpnhRcpwgdcIEXZG5uFTBme5fuqHYisvz/Dh5Ksni9RBEGnWhYlI0VJFsnWmmmWZ6D/rQXy1u3779I3+X5zl7e3s/0dd5/PHH+cf/+B9/QEc100wzzfRXRx+XXbX3Oyo/CT7eFLK/appR196f3g62kEBUBGWJOMtFtSzPUCRhPhV1hSjLGfti6+gu2OJGe8jIi1gom+wOfcIkJU4ykjwnf9vEnCSL3TNNFftMKxWLkRdxp+9xX0Eny4TJP/YTRkF8bPIriiB9ZnlOlgqjfBIk1GwNJ4hFle1tCuKcvaHHzbbL7Z6DG6bYJmTZ1ICbEiJf2x0x8mIWysZ0L01FUWQu7Y1Yb9icXShh6QqdSUR3EjAORD00TnMMVWKxatKwdVbrBSQJbrQnxMm8SNEECXMlk6EXcbvrkiNaG6osgQw1RdBJrxyMIYcTrSKLVQs3jGkUDfaHPm/sjTBUmTwX5oChiQF9VZYFBECWkCVR0R14YzZbNl+5f4mxFx+n6yqWhq2rhHHKc7f7fH+rz4lGgXpRp2iouKGowe4O/OM6rqXJVCwdTZWm9Mic9bqNJEsM3YggDrl2NOEL5+cB8bqZIwzVME9RZEGzjOKUlZpJlGaMg4Q7N7s8tF7nsRM14jSj78YEcTo9Tp2KpVKyVGQkjsYB//P1QyxdIc0y2pOQ33tuhzB5581CeVoNlhCV2oKuMPEzRl7ClcMJbpSiyhI1W2O1bnE0Em/U3P1JocoyaZofJ+rCJCdMUixNoWbrlC0NTREfo8oSJ1s2h8MAJHE+3k0xKpLEyBeADLGNqKArEmfmSyiKRJyKQf5HN+q8eTDh+Vt9Fiomnz7VomAozJdMhl7MmfkS232PMMmYBAl9L6JpC9BIo6ghSzI32s5bG4yaQpZnuGHCjY7DwBWkYUOVWaiY1Ao6miLM0p2BxxfOL5DnOfWCuN+rloqlK0gSuEEinieKTJBkxG7ESt3iofUq80UDSZJo2DptJ6BWMDg9X+KxjTpekiIjcTDymYSCjHyj7bJUtcjyt2rP+fTxKhrqtFYu44Up+0OHlZrFmXmVcZBwZqHEJEjQFQk/yri8P+KvP7jEr96zwP7Q508vHbDRLGLrKjt9YTI+tFploWohSxKHo4CVmoWpqcyXDc7NF8XjK0k4YYquShR1lTcPJ2w2bHRVgRxU5a0Umq4opGkOuUjO6arMOIhxQlGPtjSFiqVNU7GwULG4tDdio2GTphnfnlalNUU6Ts2CeB1UZWFg379aYa1hc7PjcHG5/NO8jM8000x/BfWh/+b727/92z/w59/5nd9BkiR+/dd/nWq1+q6fJ0kSpmmyuLjIE088wS/90i/NIAwzzTTTTD+FPi67ah/EqPxMM/1V0lqjwNiP8aIEP8448iIGbsTIfytVWLFUarZOxdRoFXUKunoMtuhPU6/1oo4XJWz14h9Iw91VnkFMTppnLJZN6kWdniu+lx8lHIwCagWR9BmHyTG1XkKQSH9AEtQLOiVLjLefbBWRJTEof/lgzKW9EUVTndbIRBUvQyR0VmoWYz+h4/h0JyH3rVY4PVciTnM0FYZ+zMGtHit1i9VagfmyycAz8cKU6ZwVlq6I+q4q05mE7A58CrqCqojvVSvo3Oq6XG+LMX9ZEuaWJAmzZxLEjPzk2AC60XY4PV/kRFNUZruTENtUGfsx37ne4YG1Kuv1Ar//0h6KLAkCY5YjA62yQatk0HNEaq1SUMly8KOYzVaRV3dHJFlGNH1jYrsvJgSKpsbIiwRkYnqMmiqjKTIrdYueE9Eeh1w9nBAkGVGSMV82WKyY6KrMQlmQSBtFHUORibOcJM2BlPVGgbmizpn5kkiUKQp126BkicqnE6R0JyEDP0aRBHCiZIrkV62gIU+H1HpOxP94/ZBLe+N3PHcl4PR8EV2RBYWUnLKpISPRd4Uxtjf0GHkCwLBet7nRdjA1mUnAMYRBUaQfAVRICDPGUGXWGwVGXkRBV3HCmKWKhQS8sT8mm24DxtndzTPx5yTN8LKcz52bY6Nh8cyNLqfnbebLJgejgDt9l1++OE+a5Vw9cnhzb8QDa1VONGwmYcJyzeL13ZEwyAoaiizSliebJWxDoVk08CJh9slIzJdNTF2Yy/NlU5i10+RnGKeMg4zS9O9MTUZTJZolg0+fbvHyzpAkFWCBxarJJEhQZZkozWgWdR7dqAOwM/BJ8pz9kU9R1yia4jg254ps9z1h8vVcNEWmaKj03JCVmsVnzzb5+pWOMNWnhnOWizf2FEliHApT61bHoVU0+MKFeTabNvWCRqOwxF+7Z4GKqaHIsDsI6LkRj202ODVXpGoJEzxMUupFnSzLeXV7yPWOQ5xkGJrCEycb6JrMdttFU6Qp7MPADRPyTJj7eQ5OELNQMY8TwIos0SqbdN2QZtGgbuvIknhDYOSLY9YUQbWdr5jIwOE44OrRhAfXanzlviVu9Vw6Ex9tapwjQc3WOD1XZqNRwNIVbrQd5ssGIz+e0dhnmmmm96QP3YD7D//hP/zAn3/nd34HgH/+z/85Fy5c+LC//UwzzTTTX2l9nHbV3u+o/Pv9/Jn+aurnGUryl6lkilTQpT1RY7vZdrjdc3HDtyqntqGw0bA5Od2ZWq1bx8nWMBWj5x0npGRpnF8o0XMj+m50XNuCqTFl6zRsHU2V2Rv62LpKkmYMvZhbXZeBF7NWL1ApaByNQ7pOOCVriq9h6rLYjyoZmJrCVkcQJDea9tQoi7hyOMGJUixNmAD7Q49KrYAqyyzVTJwgmSapJHpuyB++vMcXLy4wVzRoFIsossTBKKA9CWmVDE62bBZKJoGVHlMUoySj44R0JuK/JMs5O19CVWQKmkKrbPD1q23uTjplORQ1kV7LcjEgr8jCWLz7vvCtjiugFJaoZEoSjLwYJ0r449cO+Mr9S5xs2Wx1PaIkFV8LOBqHDNyYjWYBCYlHTtSQkBj6MZau8MBqhe/d6lPQFfJcpLwUWVTt7hJeVVk63nB7eL2GKkv0nJBcEsd4Nxm83ffZG/g8vF5DVxWyFGoFnRNNm5tdQdc8NVdktWayWi+IrbQkI4gTTs2XeHNvwtPXOmTkLJQt6rbY2QrjlFsdh0kgDI3HTjSo2zoH4zHDvXefFFirW6zXCkzChHOLJW60HXRVJkxSKpYGaLhRyiQUG3OWptAqGvTdiOWahRMkOFOz9+7joEhgaAqmKk66U3NFNFkkDTVVYujF7A18lqoW961U6UwCRn5MydAoGzG1goYmS8xXTE7NlZDI+fb1HgVNRkKibOr0vYhHNmrc6rh89Y0j4kyQUlslk5qt8+KdwfHj0B6H3LtSwdZVnCghzsX24C+da3E0KrPVc4/r2UM3pmoJA0dCIopTkcjLM8I4I05zVusWaZYzcGP+4soRv3bPEqYm8+ztwTQ9KSNL0vGG3INrVXYGHi/eHrDaEKbY1Y7DPctVIi/lld0h961UqUzN8PtXqrQnAcm0hnz5cMwj6zUMReE7N7qiZjuFO+iqhK7K0/MrR1UUzi6WSZKMywdjHlqrcbvn0XUjjsYBh1OTPs8zVusFhl5M1VRZqBjcbDv8z9cPeHarz5n5EmfmS1RMjTBJkYAHVmtEiaCoHgx93jyYsFqz2GzZ4tyfVkgVCU40bY7Ggaju1iy2ei4FTWG1VuBOT9TSJWl6HycZcRozXzaOq/BBkvHnbxyx0bQ5s1Dk82dbqKrMdtfD0hWqBR1Flug5ETc7LiVTpaCrswT+TDPN9J71kf9m+c/+2T8DYG5u7qP+1jPNNNNMf+X0cdpVe7+j8jMK2Uw/iX7eoSTvRT0n5Ebb4dXdIS/eGTAOEoL4h2udGXf6HgMvIs9zTE3G0lUaRQNDUXCjhKEXM/ZjyqbGfNk8viBNM1HPEvRDCXdqVt6tpemawsiPaI8D4jQnyVKKhkZlTmOtXiCMU6I0J0pTdEVBlsELUw5GAVkmyIThdEfu1R2PLBffT5gsJnMlgyQTREcJmIQJPTfkcPr5OTlbXZeLS2VMTWGhbIh6X5ZzMBIX/ecWS8SJ2BK2dYXbPZeh/9bFsiwhqK3TymatoKNN3TdNkadVNRVNkQnjjGpB7L4FcXo89i9JUC1opHmOpkr4UcokTOhMQgGn6DicXShzs+OiKYpIrCkyOTlhnHF1Chfou0VUWcJUFd7YG3GiWSTJ4MXbfZBkVFmcm7IsoSvSNP0mQ57zyc0Ga/UCr2wPONkqMgkTgiSlYqkUDZWSqWKqCpMw4XbP5ZETddI04+Jyhc+cbeFFgtopyxLfudFlu+fz+fNzPLRe59LeiBdu97F0BTdK2Rv6HIx8FisWNVv7gfrnt6bbXe/0po/E3fNJYaFicaPj0JmEnGjaPLReZewnHI4CLF2M5XedgDQTt/HlnQGtkkGc5by+O8TSVcqWhiyLxzWMU7Ic0kxAGB5arzNXMnnudo+v3LeMBDRsne2+z8hPONmyuXelQtnUeWyzztmFEk+eaVE0FLwo5eXtId+/1SdKUz5zZo6SoTIOI5YqFs/c6PHtGx0uLJU40Sxi6QIO0CjqNEoGTpTwa/cu0XFCXrzT5+mDLkEkUl5N26DnhgJIs1ZFV2S+da2Dpoj9wbsgDCSJsqWK6qMF5BIrNUskvSXoTiJutB2WqxafWKvSnoQMvAhTE7TXx07U6bkRd3oepxdK5HnOpb0x4zDm7EJGGKccDAMMdcInTzZo2CK9muY5r++OyHOI0pRJEPM3Hlzhsc0GOwOP57b6BFFKGAvDytYVzi5UWavbREnKN6+2eepMi+/f6vHsVp+hFwvYQZZxOA74xHqNWkHnz9884gsXF3hko0bXCXnx9hBFkrjd9TgahyzXLEqGysHI5+JShVbR4A9e3cVQFTRFGO1z5QqtkokXiVqqF4s05rV2zFOnmpRMja2uy6vJiItLZaoFUTkdehE5wsyWps9zXREV1aKuIgG7A4++F4q9unFIEKfICuwNfYZeLJ7zlsZyzcLUlFkCf6aZZnrP+pkZcDPNNNNMM334+jjtqr3bqPx70d1R+Zlmei/6eYSS/DRJvO2+y7evd3lpe4imyNQKGvXpRebdymWOACtkeS4MhSSjWtBpFA2qBQ1VkiAXSa+hFzP0RPpKV2QkGdJY1Lv8HwI5aIpE1dIY+fGxaZDnHAMfdFXCNjWsLKPvZuLjfuhrjP0ECYiSlMNxAIClKui2TKtoYqoyPU9AIkZ+wtEoYLvvEaeCXKirMjt9T5haMqzWbDS5T5zlZNPbfjQKsHRxIb9cs8ReFOJ1TZZAkyXWGgUgp+9F+FHKU2davLI9xNRkjCltM8tyUnJ0RcbSJGxDpL+8KOWRjZqopnoxRUOhMxEJQBADZ3f6HvesVCmZKk4YkE/hGJoqT3erJO70PJarEz59WiTI/Cjl0v6Ie5YqLFVMrh853Og4RGmGISlTGILG6bkia3UbTZX4/q0eRVNQQ1VJ4rETdSRJIklFgirNc3RNFpMuec7JORtDE3XDS3sj7l2p8MbemG9c67BQNknSnIql8M2rbaI0p2SqIs0VxmS52OvTFJv1eoGbXZfNZpHTc0UmYczXr7xFPNUVmQuLJSQJtroeyzVrShWNCNOMOz0PU1Oo2Rp+JMzuSRCzXLUwNYl0ujG4M/A4O1/ic+fmudVx2Ol7BHGGUjHFTleasdmy2WwVyfOcF273p9VckZhcqFg8LEkYmkKa5xwMA8yWwtE44NWdEemUiGlqCstVi8+fb/H9W32WqiaqLOHG0028nscXLiygSBJbXYcbbYcgyfgbDy5j6wqGqvAXl4/YHwUUTZWVqoWmypiqjKHJ+LEwGi/tjXh4vcZjm3Vutl3SDHb6PkM/IsvA0MTmoiZLnGjZLJRNKtPnXNFQ6Lshz9/uc6JV4OG1OpoiMwlFoi/Pc7GlVi9wMPLZ7vskaUZBV6bpTgGbUGWJb1xpo8oSJ5o2nz3T4uJSma4TIiNSbjePHNI8Z7Nl89cfWGK777FSs4iSnHuWy3hhyqW9Ebe6Do+faGCoMgejAD8SJrVtKBQNnZKp4Ucpd/ruNF0vY+sKoyBBVaXjzUpNVTgc+nQUmSTN2On7PHmqyeObTZ671RNbhbKAJCxXBfnVi1J6TsTF5Qp/+9E1DEVmd+jTKOqCXlwyeHSjxjevdpkrGXhxSjCFeMyXTQxNJoxTZE1UgtMs5+x8kTTLud6eoCsKXizSr0VD7AvWCvrxLuXPewL/45z0nmmmXzTNnnEzzTTTTL/A+jjtqr19VP4nqcxK0luj8jPN9Jfpw4CSvJ+Lm582iTf2Y64eOryyMwJEskiWBIQhSjKyLJ8mpQS9NEwF/fPF7SGn50ucbBVplnQ25+wfMb2jNCXJBPkvB7L8R18HNpo2cyWdywfRj+68AVEiNsUA4ix/K9nzNgkTSuyi3SWTFgs6sixG7+/0XEZezGbLpueEHI4DVEVGVcRjk+UiVTP2IyxNplHSefxkk2dudJAQpuIkTChbGoYq0x4HLJQt7lsuk2SgKXDPcpW1egE3TPDClGdv9fjlC/M0izrPbfUZBzFukJKTH5uLd3eyypbKZ8/MUbVVvvrGERcWK6SZxMCLRf12auaESYYTxNi6eryxl09NPV0V9UbIORiFBEnGUtXinuUKX3vzCCeMWa4UOLdY4sJSmSjJUBSJMMmwNYUgEffTVsel70X87z+xggT4sTAkjsYBTpjgTo+9WdR56lTKzsDnc+fm+aNX9vnm1TYLFWE6vLQ9wNJE5VWWxHbYRsvm6qHDOEgoGSolU2Pki8d9u+/xyEadv/N4k4EXc6fnMvFjyqYY5F+pWeSZ2GQ70Szy6IkGN9sOl/ZH2IZCo6ijygIAYOkK4zDGDVPmSiaLFYuKpeEEKbWCQc+NeWl7SNFQOTGFbQRxhqHKVCyNSSA+9+rhmPY4RJLgXK1MDtN6tieIsGFKZxLScyMeWq9xaW/M/jAgzkQyLEgEOfWhtQr/65Mn6E0CUkSC70Z7wpOnGtwZ+Pz5m0ek01qwIkvs9Dy+fP8if375iL+40oFcpCtbJZM8z2iWDNJMnEdZnmPpCs/c7PJ5bZ5HNmr82RtHDP2IOBUGchwKk+ie5QpFU6XnRgz9mJKp8tjJJjeOJlSnle//eekQWRIb2r9yzzyvbo94fX9EGGcUDIW5ok7XiVismJiaTEFXCZKUo3GAO91IvHrk4McpF5fKHI5E6iuIE7pOjCILMu3JOZu1upim6Ew8nr3V4/LBBEWWePJ0k6WqxZ2+j22ozJUNFiQTY2o8JtM3No4mGfcsVVipFcTeX5xR1FVBIVaV49c+sTsnjPFnb/c5O1/iK/cvcavjstV1iRKRQG0UDUpJxkajwH0rVS4ulbndc4lSATwZ+wlH45CzCxXmymLT72gUULd0Nlo2q/UCaZZxolkEQAYuLpc5PV9ib+hzdr5MmmUosrgdJVNFV5QfeJ1+twT+z9r4+kVIes800y+aPvKrle9+97s89dRT6LrOjRs3WF5e/rEfv7e3x8mTJ0mShGeffZaHH374IzrSmWaaaaaPvz5uu2prjQI9J3pP5shdLVes41H5mWb6y/RBQkne78XN+0niHY4CXt8fIktQ0BWcKGXgRgy9iDB564sZqkS1oFO1dKqWxjiIeW1nyEPrNcqGysWlCi/dGZJkIt11d98syTKyDGRZwAd0Xfx9NKVBXlyqIMliFN3U5B+pvr5dtq4SxdmxgfXW3ytYmoIbhscXsWmWEUYZt7outzsu9aJOmouB9CBOkSQJefofiFH1MM0YeDFjP2GxYvKpUy2+e6MLCBNJkSXmSsIIOTVXpGJpBHFC2dIpGgq2ror0jSazWDXZ7rssVy0ePdHg2uGEW10HL8qPh/8NVeZEs8DJVpGarXGn701NlpxJIPbz7m6ziVH/HEtXuW+lQq2gk2QiEbjd9/GilCTNMTSZIE6Jkpw0EztZdVvnTs/DCVJu910WKyYFTcE2RApqy3XZ7nv4UYqfJFxYrHDvUpWXdwa8uT9mFMSkmQBPGJqoaT68ViVOMl7Y6iPLEhvNAuPXYh6oVLnZccmmNMlW0SAHntvq0bANzs7D9baDEyas2RYg6KIN2+C+lQrtcch3bnSn1FEJU5W5cKJOtaCxPxS01lGQ8Mh6jbMLJTpOQNeJCZL0OPnkRQmnmkVudV1kCdYbBSxNZW8YcGahxIvbA8qmihelPHe7R0HXKOjCtFlvFOg6Ia/uDNFVhRwIwoSTc0WOxgEFXaNm6wzdmBsdh6Zt8L97eIWlisXAjVmsmqiyjKWLJNT2wGd34HNqrkSzZFA2FLbdiJKhcb3j8Or2kFpBI0qz4xqjpYtj604idEUk97pOKCrAloaERBCn1GydncGIVlGnVrDZ6jqs1S3myyZ3+h5hkmKqMnNlg+b0cdjqunz53kVe2R7QKBp8arPB0VDs+u0OfJolgzBJWa0VGHoJlw/HJFlOBjhBSrWgcnq+yEajMIVW5OjTKmeUiBp42VTZ6nicXSiT5/nx822lZuFFIrX30p0h6/WiOP+6LpMw5YG1KpvNIlme87U3D7l/pUaaZehTwIcTJvTcu88JCVURj89ixWSn76HIEutNm8ORSMEqkoQyNbjSLEeWMpwg4U8uHRzvWT66WSdNc1plg1NzNl6Uokji9enb1zsEScbtnocTJNzpuRQNQYt9cL3GZ8+0kGWJnb6LqipYmkzJFOZo0dBYaxSoFXQGbkTR0CgaP96YeqcE/s+D8fXzmPSeaaaZfgYG3H/+z/+ZPM/58pe//JeabwDLy8t85Stf4fd///f53d/93ZkBN9NMM830E+jjtqtWMjXuWxUmx7v90nhXkiTMt/tWK7N3bmd6T/ogoSTv9+Lm/SbxjsY+uz0fU5NpT0J2hz7ZO3hgYZJzNA7pOCFLFTGef7094XDkYzUKrNYsfuncHN+53iFMMsZBStFQj+tpyTSxM/YSbF2hoMk8ebrFas1i6ETUbJ2FssntnvcD31dXJVEVA3IUdEXiaBzixSl3sZUr9cJxxbNkqoRxxjiIidKMgRNRsjRWatPheS86HphPpsmWuyYXwDiI8aMEL0ppFnX+5kPLbPd9troOtYLG/atVgihjb+hz5WCMbaoYio8kQbNkIEvQKOqcmivxwu0+37jSYaVusdkscn6xTJxmOGGCqshYmowXprx5MOZ2z2WtbnP/SgVdlcmBoqEK8yPPadg6CxWT9boADtw1uAq6ghcKgMHNrguAqStim0oS9cAvXJjnezd77Ax90lRUJgEMVUFVJDqTEC9KkCSJi4sVfvn8PF035FtXO/hxhhemhIkAUJxfLHF+ocyFpTI7fY+SpXHzyGGubPDPvnyROz2Pb1zpkOU5hqJQKai4YULfFcbmerPAWn2OrhNy7cjBjcS+3BcuzNGZhGz1XFbrBSxNZugn1IsGc9NtvYKuEqcZkyDhTy8d8shGnUc2Gjy31Zs+nqIeO/IFybJqaeQS1G2drZ5LexygSPDkqQbfvNrB1lWK09d8J0rJgwQ/FubTmfkSNzsuYZLymdMtVFncTwVdxdIUrvYmnG4VOb9UpmJq/OEre3x/q39srlYtjQdWKzyyXqegy7yyPeDz5+exdBVFlonTnO/d7KGrMmVdpaHrNIuCvvnoiRrXjhwWp5XYkR9TtrQpkVVBkSRyRWahaKAroj5t6yo5sD8KeOxEnTBJ8adp0DDJOBwF9NyQJ042MTSF3rRuef9qlbMLJf7kjUPWawVWagW8KGG1XiBIUmG8agqmKp6/7bGo4Bqqwmt7Q061ShiaAtOaaZxmxybzwI0I4oyeE5FkGUmW0yjqrDdtsixno1lgo1GgYevcu1zmRtvl8sGYWz2HjbqNqkjsDjySTCR1FXmaRp2mwIqmSqWgUTE1DhVhvJYMlcjWaY9DTF1GlcTzWpk+zyVJIk5yrh5OBBwkTBl4MV+8OM/e0OeN/TH3LFc4Gk347s0uhqpyolVgsWJRtsRjP/RibndcHD/m0RMNfuXeJW53HZpFYc7fs1zBCcVryNE4OD4n3k1RkuJGIuW53fOIs5yyqWLrCnd6Hjc6zjumgz8K4+vDSHrPNNNMH4w+cgPuO9/5DpIk8au/+qvv+XN+7dd+jd///d/n6aef/hCPbKaZZprpF08fx121akHnwfUqzb4uUhPv8u7xSk0k32a/LM70XvVBQUk+iIub95vEG/kxOdB2QvYG4uvcpUG+kyGYZRx/XMPWGXox5qJKz3F46kyTPM95ZWfEPUsmpi7jxyKZpSoSlqYQRBn7o4AHVis8dabJ4TDAbhQoGiobTZvtvkeOuOi/S6OURUgNpmPtBUPcd51JSJzlnJwTG0tVS8NUFXYGHs2iwZ2eJ6qIQcpyzSLNc5wp2VWZJtoAWiWD5ZpFtaAj5Tmv7Ya0SiZumHA4EkPu9y6XObdQ5vLhmCtHE5QpAKHnRJQMBdvU2B/4nGoWqds6Yz8iTDL8OOW13TGv7Y5ZbxRYLJv4SUo0NQkPRgESovInzimxC5dkolqoKBJLFZMsBy9KcKOEy/tjQRdNM+IkwzZVzi+WuW+lyhsHI2RJlFEHXowTJtyzXKFW0Hh2q8f1tsd23xWbZ5JIrpVMFUOVWa5aPLRRxdYVfue7t0nynHx6EiyULZ44WQdJwgkT/vzNNltdR1QanQhLl/m1e5dYrlr85idWeGGrR9sRY/5RmqHdTUXmOa/tjTgah8fn1MhPeONgwrXDyfH2XJzmOEEsNtmmxqkiyzRLBkMvwtIVOk7Iwxs1njo9x52+i67IVAoaQZSSZKKq+cBqlZEfk5FTtXT++NV9Pn12jiyHr755JCrWknQMpRgFAnqxXLM42bI5v1hmrmzw528ccv9qDVkSxu1jJxs0bZ32OOCrbx5hagqn5oq4YYo0Pbeut11e3xtx70qVjbrN/tDn/tUquirRdsSmYKtosFwzmS+ZKIoAZyiyxM7AQ1dk7l2u4MUpN9sO1w4n5NPnXZTmtMcBZ+dLWPMluk7AtSOHvaHPmbkitqGy1R0RTCmoqizxxKkmq3WL793osVwXcIKXtoecaBb4O4+tc/VwQnsScKvjHp9b+yNf7CQqMiVL48x8CSSRJG0VTeI0I4hTTjQL3Ow4pFkuQCR5Pj1HU9oTQS61NIUkzYnilIc3amTTSnl1Whf/88tHwoCtFZgrmbQnIQejYPpal9N3E1RFomxpFHQFCZgvmRw5IUhQNgXIY6VmUStoDLyYSZAQpxlplpMj9hpPz5fQVVFN/e4tYYJ2JlWuH004PVdkd+DzzI2uMOoTkSbdG/gUprt8QZxSsjTyHL5/q8fhOOChtSrnF8ssVCycIOalO0OG3o//GRHEKX03YuRFrDds0iznlZ3hFAKSHScK50qmMDOTd04Hf5jG1weZ9J5pppk+WH3kBtzNmzcBuHDhwnv+nHPnzgFw48aND+WYZpppppl+UfVx3VUrmRoXlipsNGw6Tnj8zrmqiP2VVsmYbb7N9BPrg4KSvN+Lm3dL4hV0BU2RkSWRGBGplLdqm3eTeCdbNpIkqKT7g4Bs+m+SJPwuWZ5upMFx2uzu/90f+djT544qC6Nsq+3w+GadparFi9sDvn+rz9gXpL88F2b8PSsVvnTvAmt1i622Q9U2MDVFkACrJheXyuz1PQxdQVdlNEUWF8/T41JkCTsVRNF6QadVNjk9Z1O1NKyKyaX9CWVDww0Trh5OCJN0uo0mTHdLlQkS8RpwslXkzHwR21Aomxp9J6JkKjy81sCJYlaqBUzNY6vrcLJpc6fv8vruiChJ8eOUKMloFsVrSNcJp0aZIMTGaU6YpJxo2tzsOOQ5HI583DAhjDP8OEGWxOZXnufUbR1TlUkzYVYNvVjcRltn4EWAxF+7uDC9zQa1go6qSpQMkfi70XGYKxk8dqLB9aMJQZzy/Vs9rrUnPLJW58JSmSdPt5gvO4z8MkkqqKvWFFoQpWKrz1RVvnmtwyRM0FVx38+XDT51qsnByGd/KAyRG0cTypZGmuVEaYbrJLy+N+JOT9RPH1it8a3rXSZBSqskqrFZnvPc1uAdf4Z8+7rY2wsSDS9MKOgqJ1o2EjBXMhh6MZMwpmKqPHKiTtcJORyHfONym1bZ5H+8doClKxQNldNzRR7fbLDeKOCECdeOHAZexPJJi7WmzR+/ts9nzs7xvzy+zrWjCW/ujzmY1hZzoFbQqFkaj5yos1Qx2Rv6fOWBZdYbNmGccHq+RHsS8D9eP+Rm2yFMMlolnYqp44QxeQZxluFP69RPX+ugnIWlmkkYp/hRynhKUL2wWMaNUq4eTbh+5LBaL3B+UaQnV+s2A1eYjVVbZy0t4McZZVMly8EJE250HFZrBSqWzpn5EjfaDkMvIctyupOQgqHy4FqVzVYRU5V5Y39MlGScVG1UWeLS3pCNRoH1pk2YZMh9iZ2+T5zmKLKoM1ctnbqtUbE0bEPFjxJ6TsRG08YJE64fOWw0bdbrNuMgRlVE/bZsqjRsndVaAdtUSdIMN0xZrFjIksQfvLLHoycatMcBBVPhS/cs4cfiPDoYBciSRJaDO022jfyYsqlDnjN0Yx7aqDHyIy4fjKlZGl03wgsT5kompSnxuHxsRgnaqjCCJV7ZHnI0EXTctXoBJKhaBrIk8cz1LkmWo8g5rZJFyVAoWyqtkjk1GGXCJGccJMcm+qm5ItE0plZ8Dwl8L0rYG/iMg5iz8yVOzonH+m5a7mgcsjf0kYBzCyVOzxcZuPG7mnA//LPhg9AHmfSeaaaZPnh95M+uIBA/KE3TfM+fYxgigeG67odyTDPNNNNMv8j6OO+qFQyV9Rmh6+dOP+th6Z9WHwSU5IO4uHl7Ek+WoGxpImUWp7hhQpSKfSbbUKlYGn6cMvZjslykLyZ+gqUpjMOEMEnf7rEJA04SqSBF4ticu6ssAy9OsA2VNIUszZmECd+63sUNYqqWxoOrVZxImJWaIlHUVYqmyqW9IVs9l/mSgW1q04qhKlKra1XmSjp7g2C6yRYx8hKSLEOVZSoFlbKpUTY0zi+UWK4VKFsap+ZKHI58Vmsmr+8OGfqxAA3IIuky8WOWKiZzZQM/TnnqdAtJkrjVcbjVcTkzX6QzCYUxXzRAkpgvG5xfKPH5c3P4ccq3rrYpmeI4LV0Bcnb6Hi9sD1ipitc6XZNwgpSCodB1IlaqFqdawrAZ+TFumGBpKn4sIUlQ1AWMQFUkxn6MqSmMA2G+3b1NF5cq5DkcjQP++6t7XD1yjx+jWkHjwnKZs/NldEWi64T8yj2LBEnM/tBnsWzx1ctH/PdX9vk7n9rgyVNNQVd1I+I0w9IUVmoWuirTdUKuHE7YHXhULGHKGarE58/N40UJQZzRsHWuHjl4cYplqJi5MDYlSeFgFGCqNt+71eWRjTpPnKwLo2MUsDf033Xfr1nU0RQJP0qREfTIs/NFbFMYfKoi9tnW1ALqdG/s+pGDHyXsDFLOLpa4sFSi70ZICJrlre6ELBcpv7qt0SjogMQjG3V+/8U9rrddPrFe497lCp9YrzPyRV1SV2UKugBefO9mjxfuDFgoGfzfv3yBC0tlbnUcLu11+X89szUlworbMHBjCrpKlLxlvE0hoaiyIMuu1goEiSDJNoo663WLNw8cnrkhDB8QZnaa5cyVTcZ+zI22gyzByVaRhYpBOAmFwZWk9Jzw2EAPk4yLS2WePN1kpWayVDVZrRcwNYU0y0S9vO8SRBlulOBHKaoio8gyHSfkmWtdwizjvuUqqzULy1BZqphTkypDliT6XsTNLYelqkXRVJEBXZEIkpS9gc/5pRKqLHM48vGjDEtXCOOMSkEjy3PmSibrG4IU/O3rXTRZpmgoaDWLV3eGOH5Cs2hwqlVkHCRMgoQ8z/HClKqlsVCxmAQJYz/i8c0mc0WDl7f71G2dhq2zXi/wys6QV3aGzE1N6pEfUbY0dEXmcBygyFAxdQqGQjrKaZUM1hsFhm5EuaByq+uSI6rvZ+ZLzJWEqV7QNaIkw43S4+Ts3ce4VTRoj4MfoDP/uAR+EKd0JyEVS+Pe6Z7j2xNuUZIy9MSbnTlw+WACiOTej6u0ftDG1weV9J5pppk+HH3kz656vU673WZ7e5sHHnjgPX3O7u4uANVq9cM7sJlmmmmmX1DNdtVm+qD08zAs/X70fqEid+tz7/fixo9T4jTHVGVq06TUtcPJFDTwltlhajILZZO1RoH5sikSRobCtfZYGEqWyu0f+h45oi6YpW/RGX/YhKsXNMqmSphmyAr03JC+EzHyY3YHQ/woRZpuLyVZTj6tVa7UClQSUVU7NfcWBbBqaRxMN+jcOOXN/TGv7Y4Y+m9V32uWzr0rFS4slckycIKElaoFQN+NUBWZxYp5XP+KpoZH1wk5Q4mzC2VqBZ3DccAzN7qkec6pVpE8z4WBI4mk3mhq4JVMjbqt8/ztPt/f6uPe3V+TJWq2znzZ4LGNutjnUmRMVWFv5BNEKZ/YqHN5f0SloFMyNYqmoJcWDWE6BnFKnkOQpAR+yqMbYrtrr+9RK+hEScbFpQpXjyYcTBOHu4MAXZUgFwapG6U8e6vP87f6/NL5eR5YERXHLBe0S1MTqbAHVqu8vj/mld0hcZLxxv6YOBW7XA+sVtFVhbMLIjlWUBX8JGPoRzSLJrWCxp+9ccjB0McJk2N6K9MdOlNV6LkRhyOfUy0bTZF55kaXp860uNV1eW1v/I7nsaZIPLBa5eH1Gn/+ZpsTTZuH1mr4UcL1tssb+yPqtkHZFAnDakGnWTSo28LceG1nJIxATeGB1RrbfY80zcjJaZVM+k7EYtXC0lWiNGd34LNQMfl/fPk8/+/ndnh2q8/T17t8+nSTlZol0mlxyuEo5KWdISB+lj1+sgFAGCW4YcrztweESY4igzpNd4qUpqDRBnGGLIEs34V85PhxxpXDCW4QY+oy9y1XeHV3xPO3e6Rvc1SiROx/SUBnImq6WQ5bXQdVlpgrmfhRghMmyLKodadZzv4woDMJefJUE0tX2R14HIwC4lRsnPlRSs+NcALx+EVpTprmOEHCrY6LosrsHbkM3BhTk9EVmSdONbA0hRfujHDDVEA4pkbtXMmkUtAo5Rpz02TY4SigYQsz/eKyzULZJF7IQJIIE1FF3xl47PZ9uk6IOYV6JGkuyKlRwkNrNe5brfLFC/N87c1Duo44zy1NIcpy1uoFNpstkOAbV9sYqkzJUOlOItYbBa4dOUy0hNtdj7wpDOqhF6OrMgdDnzjNWK7mrNcLtEoG3UlEo6hzNAqZr5jc7rqs1CxOzRVJspw7PWF2x6nYspsEIhlat3UaRZ3lahlDk9nue8fJ5rt6twT+yBewDlNV8OMf3YmbhMkP0J5z4MrhREA8LO3HVls/SOPrg0p6zzTTTB+OPnID7sKFC7Tbbf7oj/6IX//1X39Pn/MHf/AHAJw9e/ZDPLKZZppppl9czXbVfjH0s0ye/SIQ1T4IKEnPjd/3xY0iMzXfNK4fTbhyOCHLRXrDmm4k5Yg9ods9j+2+x7nFEg+t1bi8P8Y2FDZaRe5drvL67pj0HR6QHI7TOYoskU7/UpHhwlIVTZFJ0oyhF9NzBNHwtd3R8ef8sFRZYhwk3L9SpTMJaI9D3tgbY2oKUi7SOd+91eeZmx10WZ4meay33ZacrY7D5cMxj6zXeepMk9pEY65iEUQpz2/1WavbaKrMi9t9kjRnuWZRMjVsXeHesy1e2h7w9LTyeKolaKbX2hOxu6YpDPyYky2bvUHAH7y8h6GJi/xxEBPE2fF5OwkT2uOQh9arrFftafqkSBBFvLg95PHNOsl8kZ2BP4UcCPBBkmWYmkKSij08CXh8s85i1eTb17s0712kMk38XD4Y05mEWJrKtaMJcZqRc3cSLydJ36KqvnRnwFzJYKNZoGKK1GOS5Ty+2eB62+Frbx6R5TmPnqijazL7owBZglsdl2pB4839EcNzIsnVHvu4YUrF1Hn6WpvXdkfkeU6c5chwvNVW0FXGfnxsBueIRFvPjfizN47e9RyuWhpxmhGnGftDn3EQ8dhmnVsdl1d2hkiSRJQIiICiyBiawsiPubQ3QpUlPnWqyf2rVV7eHgg6rCbjBAkSOZ/YqGOoCq9sD/mDV/Y5v1SmYeuiMuhHfPbsHH/zwaXjJF2YZOwNfAG3yEBTJe5bqTD0Ij59psX5hTJ/+Mou/+uTm2R5zo2OI6i0mUieSojnA4iKo0gE/qAxp8oSWz0XP85oFHSyPOc7050xSxcptTjNGQUx9aIBCFCIIol9QMi5fjShUdQpmhoHo4BJEKNIkji3DYU4zXDDeAp9GDLwhCHtR2Lk/+7WoDmtA+cIYEWWQ2csDP2CoZDlOdt9D+mmxJmFEnGSIUni58YkEK9hR5OAjWYBBfDCmCQTrzuv7Axww5TT80Wutx3CJOWN/QlOGHM4EkZTs6hTtXWSVDy+XpQwVzYY+8LI2hv6/B+f2OAr9y9zq+tOk546QZziBAk3ug43jxyCJOPRE+Kxvno04UTTZq1ewA0TTFVm6EZULW1KbRbgkzQTCWRJkjjVKvLkKZOqpaNIEyxdYaFislgx6TkR+yMfU1MoTFPF8nQcM50SWSHH1BR0VZjl0bsko9+ewPejhJe3h4RezMB9ZyMtiLMfgS5kuZgsuH+1ypB3N+A+SOPrg0h6zzTTTB+ePnID7ktf+hLf+MY3+I//8T/y27/92zz11FM/9uOffvpp/tN/+k9IksSXv/zlj+goZ5ppppl+8TTbVfv46medPPtFIaq9XyhJzdZ/YIT+p1GSZpiaSs3Wj803U1OOjcEoSUkyUWnTVQXLEn+/3fNQJJFKMzWF7jhgsynG5t/YH/FulmCa5UiShIwwws4ulDg1V6DnhCKB4kTc7rq8tjskeZcvYhsKm60i5PDa7hBDFRfED2Y5TKEGX7/S5trhmI2G2KeTEBeVWf7WWL6tq0zCmFd2Bsf7aV4QMw4Trrcn7Ax9/tr5ef63L5xlHMS0xwEDXwz6e2HCwI35pbNz4s9Rwqs7Q7wopVE0UGSZakHjTs+jPQ440bS5uj+hVTE4PVfi8sEESRLVu6KhUTQVAYNIM1rTdNJdU+pPLx3y5OkWn5src2l3yLW2Q5zmBHFM341Yqlr80tkWCxULN0z4n68f4kYppqaIrS03ojsJaZYM9gYeqiIjSxlBkqGIEByyJFGzRLVXliS+9uYRS9P08YUlsfV2+WDMy9tDUStNMnpOSKtosqf4yJLEOIhZmZqUl3ZHmLrCat3CiRKyPOPqoYOuyOTkkAgDcOwntIoGti4ImBLiXLt+5HCr675rTa5oCGrr0I958lSDRzbqrNQsHj1R507X47+8eUiWQ9XSj+cL4kQQdXc9H1WRkJB4cXvApw2Vp063MDSZ9jigbGp8YqNG3w351vUOh6OASZhwNApYqlgkacTNjosfHfLEyTpLtQIbDZvfe3ab6+OAIBFbiYtlgydONXhkY41WUee/vrTLtcPJ9GddTpzmx8m2u7dTyt96nmR5Tp5x/G+qIpJwcZIRZdmU7ulTK2jsDwNUWUKVZTQF8lwYnMtVi4PpmxR3AQKWJtNzI061iiiyhK4oxFkO5MiI5/NCtYBtaNy/VmXiJ3SdkP2hT8lU0VSZIEqn24oSfpyR58K8HAUxI18YNxsNm5IpTOmTLZtHTjR4+nrn2HiO05z2OCRMMgxFolUyGfkxXpTixSlPnm4SxCm7Q4+jUcjOwGP6FEdTZMa+MMMe2aihKzKKInNuocRzW332Rz61gs4zN7us1grc6Qoq7p2+x7XDMbuDAEObmrLA6bkikzBGkiReujMQMIM84429MUVTIwc2WzYjL6Za0JAkcPyEOz0PU1U40SriRQkPrFboezFn5kt0JiHjIMbSVPJcVOstXaFiaRiajCpPgSKZMMWiOGO1bqG9rZr6bmpPxLbbj3vzJXsnDDViFy6IU0E+flvd9Yf1QRlf7zfp/X4/f6aZZvrx+sivtP7+3//7/Mt/+S/p9Xp86Utf4l/8i3/B3/27f/dHNuGCIODf//t/zz/9p/+UJEmo1+v8g3/wDz7qw51ppplm+oXTbFft46Wfh+TZLwpR7Z2gJFGSMgnFTlaWZciyjDlNTumqqFnehZJYmvqBXNyULTFMfrPjUDJVvCjlaCwqoMnbLvDUqbl6tzb10p0B965Upkk8UYX99JkmWZZz9WhCmucsVEzK022yJM0ZBzGdcYimypxq2XzmTIuxnzBfEiPpNzoTLh2MUWQZshxRBHyrsmobCqfnioz8WNTDEIZe1dK5b7nCXMngxe0h37nRZaNpo8rysXn29uFxTZGoFXTqtk7Z0nhlZ8j5pTL3LJWJkoyBF2NEGc2SLu53CcI4o2zpXFyqcKPtUC2IxFCeQZCo5FS53XVRZYmyJV7TjqaGjqHKBElKGGf86r2LwsjJMpww4XAU4IQp4bS2WNBVRkHMUsWiamlcazv8j9cO+Mp9izywVuUTJ+okaUYQZSiKhK2L+uDhOKDjBJyeL9Eq6tyzVKZuG7z+yh5dN6QziUiynKIhTIB4eoGd56LmmGU5TiDom6os8dztPvetltloFHh5e8TT1zrIsoSuyuiqjBellC2VjYaNN72gH3gRrZJBpaDz/FaP1ZrF6bmySLZloloJIsGXZhkVS6doqKR5jm0oaKqMKknc6DjvaL5VLI1fvbjAKAhplSweWK0COZMgJZxu9W22bP6fX7nIS9tDXt8dTk0/YWRpsjDwZUmiaKjkCHDDl+9fompZXDmYcHq+yJXDMW/sjVEVSRiq0+2yNM8wNAVTU2gWxbn2/a0+X7iwwD/43Em2ui5umJAjHpcwyfjqm4eUTZWNeoHtngBoSBIsVgy2ut6UNitMuLsmWxAL4/tuKk6WJCRJpNkWKiYKwvi61XWpTEmaByOfOBUJU70gUmDrjQIvbw8Ipo+1pQljWOyRKcyVDPwowwljsDWaZR1bVzm3UMINU2xdYeRFNIsGlqZwozPh5qHLQtlksWqhT2meaw0bWZKOIRRhnE0psyrFROXp6x0+e3aeT59uHW/VGaqMhEjGysB6o8Dr+yOGk1jUeas2r+4OKJrCmFdlGUWRyDNIpnTP7iRgrV5g6MW8cLtPo2iwVi8IqEiS8cLtAXVbJ0ozDkY+B0NhXPlxRpAIGvKnz7So2bqoreewM/DpuzH3r1Ro2iZbXYeOE5KmwqTfmZJMGyWDc4tlJOC/Pr/DMIh58lSTM3MlxkHMtaMJUZIjy2+d78rUdFNkmTTPiN723svhJGChamK9hzce30utU5bf+WeDH6e4kahcw7sbcB+U8fVBJL1nmmmmD08f+TOsWCzyu7/7u3zpS1/C8zz+4T/8h/yTf/JPePjhh1lcXATg4OCAF154Ac/zRPxbVfm93/s9yuXyR324M80000wzzfQz089D8uwXjah2F0pyo+PQdyOGXoQfpz9QHVJkQZmsTg2jU63icarng7i40WWF7iTA1BTa45DDcfCO92+S5vScaDo0b6GqMkeTkPsViYql89U325xfKPNLF+a4f6WCoSlEacYkfFtF2VDRFFkkvcoGmizz+u6IxzcbTIKEG0cOafpWVVVBEiZcJv58ek4Mq291XUFWzUVyZ2fokeQ5qipxaX/ERsNm7MW80R9hGyqWrqBm+XGCBqDrRByOQpZrIq35xv6IXz4/hyzBcs3ic2dbfPt6j29ebTMOYr5y3xLzZZOeG/L1y0eMg4SBF6PIcGquSKNo8uBqjaIpkmfXjiaUTU2kTQyFC4sVvChBkYSJkqQZlqFwslnk8uGYmx0XSYKuE+KGCaoicXqhxFbPo2yquOH/n73/CpbtPsx7wd/KoXPaOZx8Dg5wkAGSIBhkUZIpWbLmytbV3GuNXdcjV0l+cclvU351lZ9UrvKD5TT2tV1zZywH2ZJlUqJECcwEiIyT4857d+5eOc7Df+1G4AENQCQIUv1VoQo42KH37tWrz/rW932/lK2+J4wqpaj/JTB0I5woQVMkbE2DPOFkp8xyzWJv7PPc9SP6TixqjpLE0BVbVscj8FGSia+Vg67K5LkgM17eHzPxE1bqFv/fb++QIwz2IEmQi+fHj1I0RSLyMmTg7iRga+DzuYsLXFiusjsK+OTpElcOpow8QWe0NJlOxaBVsjE1YeRNi02xZkkX23Cmyu4omB17qizxc5eWWKyabA09fu3ZU9wb+Hz7Tp/nrvfYGwdcWq3Sd0LiFD5+uskTGw0+c67Nv/vmPbwonSX3jgEJQZwVZhmMvJgHlqpUTFGH/cqNHiMvJs9zasXrbuTHxInYSjy7UGbghbPj8F88d4tf/cQJkWidhhw5Id1pyNbAx1RlJCQe26zz7NmWSB3KEqsNW+zNFU6jXBjrdUsnyyHLBAF37MdFXThHlWU2WyVMTWbkRUiI46Vh65iaMKZHXkSai92xk+0yz5xp8fzdAZ2yQatiiAopEk6YULM0zizIpEW9NYozTnUESXN36HP9cMpruxNsXeF0p8SF5RqPrjd4cWvI3Z7LNIg50bJZW6nyxv6EhYohKq2yxMgXlVJbV8hzeHl7yKNrdX7xsVW2Bx53ey62rqBIULGEma2rTYzCpP3jq4ckWc5iLr6WIoGUSMiSMIcMXeHpE03SLKfnhUz8hLGXcHqhhCJL7I0CpkGCH2XUbfHcp/mbcAtFknh8vcHZhTI9J8QpiL1JKiq137jdZ61hc2ahzIUVYUTbmkKjZBCnKbausj/yubw/wY1S8iLJ9th6g5EXkaQ5hiYhS4ICWzZUFFkiSHLi+1BILVUhL+jH/zO9l3Saqb2ZsLvf58u68t3/o9D30/j68ya9OxXj+/I45pprrvvrh/I34s997nN88Ytf5Fd/9VfZ29vDcRyee+65t31MXvxNdHV1lX/37/4dn/3sZ38Ij3Suueaaa665fnj6KCTPPspEtQ+yiVcxNc4ulouxc/++F0tpBk6Y4sc+KzWTs4vlmaH55724WagYHE1DojTnaBrOEizfS5IkszfyaZV17LpFnsPJdomHV2t8Z2vIX35wiU7Z4NrBlCv7E/puNKt+tso6DyxVeWBZmB1feO2A5brJat3k+btD9kbf/f2XqyYVUzzWsqHy4r0hWZ6/LSE1dGN0RWYaJESJoLTuDD2QYBImdCrCRElzMRrvhglDL0JXFbqTAEkSY+ZHk5B6SePnLi3zrTsDfuc72zywWOWz5xe4ceTwjdsDzi1WeH1/iloQWXNy3tibsN5MqFsqsmRRNjQOxiF5nvNTFxeRJYnrR1O+eqPHZqvE/sjncBpSM1Uuroqa50NrNf7sWpeeExEmIkF0bqHCvZ4rElumwtE05PqRQxinMzpto6RRt3RyTcGPE0ZeTJblXD+c4scp3WmEWphtYZKiyjK6KhUGpjB+FFkmzfIZpbRqqWiyqBjmuUTXCcnyN3f8MoAsJ0zFZlWUZiiyMLpLhsrlvQkNW+Ng7FM2Nc4ulFipWcgyIuGT5xxMfaRcom5rOGFGluVUDZWLKzV6TkDXiYiSjOWqwf/zUyd5dKPOH75xyC8/sc4fXj7iv7y4g66JQf8zC2U0RUaWZPw44kuXj/iTK4f80hPr/G9Pb/C7L+8iFXtoZUPDCd+sSsoSjH2R+Hz2bJsX741wwgRJkohTQf6UJWiWdJCgaqhMQzHQHyb5zFC7ejDh2TNt7g08vEikHU1Vxo9Tgjjjpa0hF5YqVG2dkRuxUNE51Slzu+vQKRt0KgbtsoEXpciSjlyAR8Iko+eE9JyIk+0SJ1qCStp1QhRZol022eq7GJpC3RYJ1YqpUjZUXt0VpvL5xQqv7IxF+itKkJDwohS/IJku1kzqpsaDJ6tISPy3V/b41Nk2QZISFf+8spNw/XDKx061+OTpFpf3p/SnIU9sNriwVOF/vH5As6RTtzUGbsQ0EEbv0E3RVIm6pXH1cMJms8Rj63U+frKJbaiitmyo3Oo5PLRq8NrumP/Pt7Zwo5Tlmkma57Oq9LFZmeUZnz3f4US7xDdv9zmzUGGlYbHVc7nbd2naBhtNi5qlFalCBXJxo6JT1llt2JzqlGiVda4fTInSnHZFJ3xL7z1Oc+70XO70XFbqJheXKmy2SkyChD+6fEjPCamaGs2SMUvZdcoGDVtjuWbTmwoiqR8lgES5MLSy/B0neQlsTaFeEs/dsQH5vfRe0mkVQ8XSFJzwu1NuqiK/a70bvr/G1/2S3u9Fx0nvj9INs7nm+nHUD+0V9hM/8RPcunWLf/tv/y2///u/z0svvUSv1wOg3W7z+OOP8/M///P8jb/xNzCMuRM/11xzzTXXXyx9VJJnH0Wi2p9nE28axNztuSzXLT6pK9zpudzru0yChDzLkWSJqqmy2Spxsl2iYevc7bmUTZWKqf25L24sXWUSiCTL5D0Ym4oMrZKOpctESUZ3GnI4DUkzeHC1xslOiRfuDvnW7T4lXaVqCWpnnovvKUsS1w+mvL434dxCmXNLFS6uVKlZooaYFLtFuiJzsl3iZKc0MzGqpkac5Xz8TJNLYY1bXYdbXbdItuSYqqj8BXHG3thHUWTW6hanO2VqtkYUCziDKstYukhe3ek5HI4jutOQiqnixykbLZsbBy7/7eU9ZCQeWK5yOAm4dTjl9EIZQ5VoFjW+KM3QFRlbVwnjlHLdomQoTIOY1brJA8tV7vY9/ujyIYtVEwmRbJILQ2wcJHzjVp/n7wz43MVFPndhga/c7Im0oRuyWDF59myHy7tj+m7Eaztj3CiZPddlQ2PoxciSR8XSON0u8bOXljEUie40oGRqpJlItFUMFV1RmAQRZcOkZKhIxZ6dG6U4YUKnIowgQ5WRJIgz8L2QlZpF1dLoTkN6Tjj7GVRZmgECcmCxauCGKVdGPpfWauTA0IuwdZH+SfOcgRPSdaIZEEMvACC2pvD0ySZVS+dwoqNIMnkOG22Lh1ZrWJrM5x5Y5LkbXX73xR0ywAlidFWhbsmEcUoOmJpC34nIgX/3zXvw8U3+6qNrfOGNXY5fmmkmKpjkcHqhRJ6L12KzrHNlX8A8goIgeUwSrZoatq5gG2KbLydHU8TvwNIURl48S/GpSjIzo7rTEDdMQZIYuBFmUd+t2zqnOyU2mzYDN8KLUq4fThm4MVmeC9iGptC2dVZqFg+u1KhZKit1C1kSyaqhG1Eqzg+3uw5H05CqqbJYFdTZPM+JkoxmSef8YpmmrbEz8hkXBExTV+iUDZbrpqBjmhpOKGAGZUPQdi1dRS4MsCjN+fbtAYYqc7Jts9myWawY9JyIj59u8SdXjvCiBEtXKdVUyrpKaKai/i1JTIOEl7aG3Ot7PHWyQd3WWW9YpFnOG7sTdkc+pztlPn9pmdtdh7Efib0+SdyIqJoqZxbKnOqUUST4+s1+kd4Uz8U0TJmMfQZWTKcizP5H1+vULI1pELNSN7ENFRlxQ+bawZTbXZeGrbPWtAjj+5wDJVHbnIYpThBjqDJrDYvuJGTkxYy8GEtX0BUxFTD0I9YaFq9sj4q9SZmKpWFpIl2aFn6YJFOcOxRsXS2+rk14n3TcO/Veks+6KlLTbvT2921LU2b16PvpB2F8HSe930t6/lirNWuW9J5rrrl+cPqhWtyGYfBrv/Zr/Nqv/doP82HMNddcc80110dOH5Xk2UeNqPbn3cTb6nvcHYgBbiRYqpo0SxpuKGiQmiJRMhQMRWEaJEz9BF2TqdnaLFX4QS5uTrVKbLaKi5sinVazxZaUF6fcj6JgF3Q/P0652xOJPUNVWKyZfOtWn0fW62wPfe72XFbrNpcPJmiOjG0oKJIwX7wwFckRS2XohPzS42tcWKqgaxqWrtCwNaJUEDfJ4XbP5eaRQ5oJE2F36KOrMmcXy1xYqnJuscLXbvRQZAlDk0giYdJWTY2nTzaRJInbXYev3hQzIkmWzyilmy2bc4tVzi7m7A4D2iWdkqGiyhJ7I/F9zi9VqFkat7oOpxfKrDQsmrZOq2wgywIaYGoKZUOZpVLyIin2xIkmt46cWZXOCWPqloamFjU6WRIX5MXHf/GNA37mwSV+4vwCXpiQZ9CdRrRLOo9s1PnSlSOCJEOWJHRNXLhHSY4XClM5zXNa5QadikkUJ+yPQ1oVk6WaKaABccpC1eDCUhlJkgiTlDwHU1XYaImL9bEXsTXwOZgE1C0NL0zYG/tcO5xSMhRW6iYrNZPrh1OQJPSCjpnDDGzQK9JyNw6nfOJUC00RgIYTbZsX742YFo/3+BBLs5xPnW2TZXCr63J5f48wFse+LAvz5VbX4bH1Bl0n4EuXj7CKWrGpKaSpIHFGSYYfi22rpZrB2E8I45T/8O0tTrZsHl5t8K07A4I4xY9SVFniVKdMSVfZ6ns8ul5HQVRzzWJvMUlzwiQjyyHNM0q6SpzkuFGKhDQzuYJYGL/7o4AgzgSkpDDmNlslZFni2sFE1CWdiChNWSgbTPyYgSvor16cEqYZZVNBkWSSLCPNckZ+jCxLRW1XpNt6bkjD1lismry4NeTMQpmH1wUReGcYsDvyWWuYfOpsh+2hz5X9CasNi6WaRbNkEKbi95RmohIcF7XLK3sTarbO5y4sosgSsixMoyDJMFSFsqFiajLXD6f80uNrhEnG5f0JpqayWjfZbNnc7Xs4YUynbLDeFFuHAyfGiRKcIKZV/HlWgB/qtsatrkucZby+O2Zv5LPRtDm3WGGlZlK3dS6t1kizbJZy3R16xElG1RQ3IDoVA12VObckzpsjN6I7iaiaPn/l4WVaJYODacCtI4f9kc/YT1BkkXBM84xpKOAPOYjKey4qqiDSaa2SAIVMQvF5J9olAF7ZHpNmOX6UEsgpSZ5zMA5RJYknTzR4/s6AetmgbKroqgBe6EqGJAsQjKEqqLLYwruwVKFh67jv4SbRe00+N0t6kfZ98717sWpgasrb/uyt+kEYXxVT4+F18X71bu+Vx5Ik8RgeXq99pKBJc83146p5xnSuueaaa665PoL6qCTPPkpEtT/vJt5xqtANE3aHPiM/Js+hbmtYmoIiS2Jo3IkYeTGSBHVLY7VhvS1V+F4vbmQJarbGctXE0hVu9zySVKTY2hVhKh1OAm73HEEYLKiKkgyGIlJKW32PO32xexUmwiDQFInFqsneKODbdwaMvIhW2eCx9Tr7Y59JkBAV22uGKrNYE9tvJ9o2siwx9mNWG1AzNR5db1AyVO71Pb55uz+rPFZMlTTLZ3XHl7ZGvLYz5pkzbX7y4iIjN0JRJGQkFAmeOd3mYBLw4r3hLIVo6goSwvCJU2GWqLLEZ853eHi1zu7YZ+RFvBEm6KrEX3t8jUc2anzjZp+eE+JFKV035OnNJj0nREbi4moFRZYZOFFRIc45s1jm4dUaEz/my1ePUGUZw5DIMlHPXKyaMyNRgqLamRGnOV+6fMjmsydYqJrkEmz3XEZ+zLmFMh872WS1bnK37+FHqaiPyhkbTZvNVomVujBHf+eFLT7/0DLNkoA/nG6XOJqGnFkoIwF9V1y0S0hYuhi2r5oaeyNf1IXJkYC1pllUUMVF8e7QZ2/oc3qxzEOrNWxdEWZOQTTVFInrh1MUWSJLhSnlx2J7rWFpXFyu8vWb/e86Lp853cQJUt7YG3Pj0GHsxxhFtXSlMHWu7k9plQ2+drNLnGYokoQbJjNybNXSMFWFkRcxkcTPU7M0clMARl7aHvPTFxd4/u6QiqFQs2waJZ2yruEnooLZqZhI5LQrBqoszMSuE3C3L8ixJV2YsxM/QgYWqsJAk2WJjZYt6JWS+PMwydBViTSFnhthqTKfPtfB1BTuDVw0WaZdMXCjhK2ex2rdQpEFGOLY2M0RaclJkOBFKX0n5MGVKhVDIcsEtOKh1RpXDia8tjtmsWqxVjdZqlkAnFsUhs6toylDL+bbdwdESc5qw+RUuyyMPCei74Tc7bvoqsJG0yLJcxRZ1HXPdEq0ywZJmpGkOWmRNMsyeHFrSLNk8PLOiItLNUxNpl3WOb1QpmapZJnYaIzTnFNtiYoptgu9SOza9ZyQh9fqDN2INMtRZJnzS9UChiC+D+S0yjoj3+Buz8UnxdJVHlmrE8QpUSoMaVUWr/Hlmsk0SDBViaWaMItLhsqV/Qk9VxBXrxxM2R36JFnGZrPEat3CDVMGboSliSRb3wnRVZm6rVMvaZxoi+Nl7EW0SgZjP2azadMpG9zte2wPvKIqKwzjy/tTnj7VoGHrXN2fiOqyKfYN73devrBU4eximaEbvafq53tNPpuawmpDHA8jP0ZC3LDx4++upf6gja+6rfPYZp32QGdn+O5p8bWGxVLVZBrEbA/99zznMNdcc30wzV9Rc80111xzzfUR1EclefZRIqq9cxPvvRBM37qJ13VCDicBu0P/bWmEkRcz4rvTCXnO7ONMVXlbqvCtFzd3ei57owAnTMhzQQntVAxOtUvEacb20CeI09nv8F7f5cr+hOWaxYm2zU+cX2Cr79F3BRAiy3IqpqAKaqrCYsVi4IXEqah9GqqCbsh883afkRdRK5JTIz9msWqyMxwSJRmSJFExxAXhZktc+FYtfWYm1kyNT55p8YeXD3n+bp+0uLK0NJmSLhJmpqbMDLQky/nG7R6fObvA5y4u4AYxlqHx6XMdrh1Oubo3ZrVhzYikaSrSb7oisdkyeHC1ihMkfONmHy9OqFs6pirTcyJe3xnxidMtJl4iLvAVGTeMOJhMOdOpcHG5SphkHE3EEP9xBc2PBVBgo1niT64eEqUiPSUrAlqQ5cLMrNs6A1fUJOUiSaYp4jm+eeTy+YfKHE4CmmUDN0z4vVf3KJtil2mxapHnx8msHEuXSVPYHfls9T2yHEZ+xINLVRRF4umTTTRV5k7PRZIkLq3WWK5ZZAj6ZN3WidMMdV8miDMmfsy5xQrnF8XvJ8ly6rYq0kJpjozESl0QWgdeTNXS0BRhHtVtjZ2Bz82uw1LNpGQoHE4Cvn6rzwt3h8T3GZ760+s9KoZC1dKRispekmY0LI2HVmrsjwPKpoIbJnzleh9DkzFUia0jb0bpjdOctYZF1VSZBAkDL5pd0HcqBreOpvDgIs+cadEoafhRSklXcaKESZAy9hO6U0GjfeHukLKhslQzWaiYNMsGuwOPiqkJQErxIyiSRKdiohY13mMz2lBkZEnAMbw4Y7FiULd1FEnCUGUqhsbFlQq3jlwWqybPnuvQm4bYpkjzTcOEJBFAkbql0akaeEFKqyKIsV6UYesKYZxxom3z4HKNN/bG7BY7ko+t1znVKXFmoczeOMCLU97Yn0Cx9zfyYmG0d4WBNfYjZElUia8fOjy52aDvRlQtlb1RwP4kIC+MtGMwRI5IV/2l8xZSLjHxYx5dqyPLkCRwOAk5GPt4USqeoyJhe7Jls1K3IBdf62AS4AQx7YrJjYMJpzsVnj3bpueEXNmf8IW+x4m2qN9/+06fz15YwFBk7g3EOe5oKkALJ9slwkRssJ3slJAlg8NJyMPrNfpuyKu7Y46K/3bDvjAYc4l7fZdzWoXlmkmYpEhAp2LghQklQ6VTFtuRp9plpn5M342JkoxT7TK3ew5pmHBhucL5pTKKLNOwNUxNYeAIoM6pjjDGjxPQQfzm+6ClKSxWDTZaNg1bF0Zknr/n96j3mny2dZX1pk25IBS3ywZ7b/mctxpf683vnkn4fqpiiuT2iVaJrhMyfcteasVURYXXi3hxa8jQe39zDnPNNdcH09yAm2uuueaaa66PoD4qybOPClHtrZt4QZy+Z4KpqSkzw2kSJBxOQkbvs9o78mMOiwvPd6pua5xfqrBYESkNt6jaLVZNtgYuB+MAQ1MxtTcJeIYqoykyN4+m7A49LixXWaga3Dhy6DsRuiqzM/I5mgQ0SzrtsqjJ3u65bLRsMfQdJWwNXLIcjqYhIOiaS5t1PnOuQ9+NkJA4PgwGRXLjhCIz9iW605DlhsW1oykH4wBdlamYIgWlKjKGKiNLEs2SIESGibiwj1Ox95akOZIkjLqqpXG353JqoUyUZByMAw4nIUmaYWgKC2WDxzbr3Om6vLE3Js1EvXCzVaZsqPSdkIWqyZWDKS9vj6hZOp841eQLrx/gRbA9cPnpB5f4vVf2uHnkkMNsY83WVRqWDuRsDz0kSUJGVNRsXaFd1gUd1dJ4dKNBzwnpTkKCJBXPgypzNAkomxordYvv3BvyjVsj9icBfUdQRNcbFks1kyjNZ8fewI040ynz8VMtSobKxBcmVJbDiU4ZVZZ5eLVGmAjj0i0MUgmJcRCjSBInWhYnWzYjP+bWkcOJdonX9yZULJUTrTKy5M1M3Lt9AYaY+DFOmKLIIsFYs8WF/MXlakGWTPmXX7nD4F3qbhVDZeLFBFEyG7OXAFmWeOZMm7Efc/PI4acuLjLyYtwoYRJk1Cyxxzb2E2qWOtu1Wq1bWF7E/lgYxEM3Ist0UQEOEjolgzuq2NzqOSFDN0ZVZJ4502K1YbM79KhZGpMgZmcoEpFrDZtHNxo4YcIkSLA0hbx4rQlDV2ahamDrYp8ty+HsYpmyIfb3doYeUSp2Cp0wplMR57DbPYeSIQAVuipowC/vjBi85dzWLOs8ul7nkbUa6w2LrYGokz60WuPl7TENW+fB1SqyDIaqsFy3UCSxq6cpMlt9FzdMObdQZuAKA6hZ0omLSrQiy0RJjqqI5OhCxaA7DQsi8CK2oTBwI1EzLnbpKPJ5qiwTpWJLb3fos96ymIQxv/PqDmMvFlRTRcYJE5Bg6IbcOnQwNZm//NASnzjd4qs3uizWLBaqJueWqlRNjZ2hx2s7Y6Zhgh+nXD90eGC5yt/65Em+cbvHN272kWRJbFFqCrIkEnnH5NaXtoZ84nSLjxX1Z0ORGXsx0zDG1BQuLlf56s0esiRuyGiyzFLNpFUyyHJhmJcMhaR4fYljJeDVnckskdsu6zy8VqNkqBxNAtIsZ7EqEm7V4n1mb+RzpIacaJU42S4TxClulM4Mp1JRofbjlMNJQJaLr/te36PeT63T0hXOdJpcWK4QJinNkv4246tTMT5U2IFtqGy+I8k29iNe2frgcw5zzTXXB9MP7JV/6tQpQODXb9269V1//kH0zq8111xzzTXXXD+u+qgkzz4qRLXjTTwvent99J06Jpi6kaiarjasmeGUpoJ0+UHAFkM3Kuh6QlM/Fgmogcf+OCCIUzRFpmapNEsm37oz4OWtITVbp13WaZcNQaNEmB3tso4fia2gP3zjgKdONnlwuco3bveRJPH1gzhjbxRwMA7ZbNuc7VQ4u1TGi2K8MCUs9rKcMEaVhWF2OAnZaIphcVkCHZk4zRi4MQfjgCzPObNQYRoks4v/hYrYTOoVcIc4zXDDRJhxstgFs3SFLMtoVwxsTeX6ocMnz7TEDliUstEqsTfyuXnkAKLCWqsamKrCs2faHIwDvnW7j6krNEs6ZcPAC2OGboSiCADBuBhX/8btPo9vNvjk2Q7//dV9shyRkKqaXD2Yzp6/aSCG99sVnYEXzzbO8lyk346rYPcGHkGcFWk2g8WKQZZDnueoihh4LxcbZ3985YjDacj+OESVxd89+25UmEExFDtkP/fwMrIkcXl/wv4oIMkyPnmmjUTOWsPmVLuEJGnc6bu8uDXkjd0JIz+mZmlEaYYqSZxfrnBuocKpTomLy1WSLOdoGjDwZB5Zq2PrCr1pyJ2+SxBnqIqEoSjsjXwUGQZaRNlR6dk6ixWD2z2X7eH90zmqLPGxU02yLOelrRFIEpMgoWELcMFKYSSJPbEEN0qop+Jie+wn6KrCqXZZjO+rMnGSo8jQLIu02UrN4nAS0HVChl7EgmIQJSmKrhQX8SG7Q5HQ0hSRCryyP+GBpQo/d2mJL7x+iBMlAvQQCrJuxVApGwo1W6RwnIKue1xnXqgYvHRvxO+/to+EMPwfWK5ybrGMrsrc7rmUyuLn600j6pZBTs5/fWWPG4dOcUwJE/IYcqErMrtDj6v7E84ulnlys8lC1URVJPw44eDA59JqjYvLVW73HF7fnfDqzpiFYufrO/dGHE1D2mWdhYqBpSv4Ucr20EcuNs40RaJqaVQtjSTNOJyGaIosjt8cNFkilsW5P80gL45sv4Be6KrE6U6N6wcOuwOfpq2hFATZblHdrpoaaZpi6eL3d6fnYqgKJztlouL1/eyZNl94/YAvXT2kbIi64ZlOmZKhcrZTwolS3CBFlgQZdmvgs1Q1WK5ZTIMYJHGuyBFp0JEndt3SDNabNlGa8fzdASdaNj95YYFRUSNVi8SiqkiQK9iGwmrN4ur+BDdKMXWF79wbIklv3kTqORHPXe+xXDd5fL0uKuOIpHfZVHlso07JVNBkBS9K8QoD3tIUZF0pbiJkb0s+f5D3qPdT63xrum39PX+HD0fTIOaVrQ8+5zDXXHN9cP3ADLi7d+8C4i8u9/vzD6J3fq255pprrrnm+nHVRyV5Bh8NotokSIox8Dfro0mWESai2nlMMH3r0Pbxx8kFDRC47xbPe5Efp7M6X38a8uruiOfvDHllZySIi4UeWK5wol3itZ0xuqawPfBwAkHRXKxKGMXWXLMkKlDbA58ceOHukM5DJhstm7s9V6RYCmV5zr2uy+OP1zm/VOFuzyUp6mlBnNIoUglOmPDy1ghNkbjTdRj5MWVdoV7SaZVMVBn2xgHNktiYGnkxiiy2m6Ikw9IUtgc+uyNRDaxZGmEiLsA3WjbrjTLVYsfqcBrgRwmGIuqvUZJxt+eiKzKdqoEEuMXXmIQJX752RNlQiZKMnaFPw9aIUx1T92naOlsDjyTLqVgCTPGt231+/pEVzi+VOd0p8dz1LgtVMXL/9Zu92XMRJimGquBFCSBSOt1pwIl2iYohxubLhopEihMkjP0YWxdJP12R2SzG3cVxlDH2YwZuhKG+ucVWMhRMVTxvNVvnEyebbA08vnqzN7v4btgaWSb2s6q2oMd+5UaXl7ZHmJrYfavbYiMuTFLCLOfVnTGX98Z8/qFlPnu+Q9+JRLpp5PFLj60SxCnfvNVnGolasqZI1Gsi2RkXW1zTQGx7XT2Yvuuxq6sSz55q85cuLvDq9pj1ho0iS1Qt8Xw4oTAyxR5cxNE0JEoyTE0hSjJKhsJ6w6JiaWwPPPYO/AJOATVLnxn+i1WTTtXk5uFUJNVUhb4TsjP0uNv3sHUFU5V58kQTN0j4o6uH3O5W+cTpFg8sV7k3cKmYKpIk8frehIdWqmw2bQy9qETLEt1pxJX9CRLwyHqdqweTgsoJPSfkuRtdvnm7z+cuLnK2U8bUFeqWJmillsqXrhzy5etdvOI1++RGneXCPItSkd584d4IgO0icfuTFxYxVJnVusXdvku7bHBlf8ILd0ZMI1EJvrBYQZUlnFBsOTqBSIyqRf05LR6jqgigS57l+FHC0USkV70oJUoyqpZa7LHJZEVtVCqqrGmWYaoyJ4rk6NWDCTePHMIk42RbnGuHrtjIM1SZIElJi1TizUOHu32P//XJNSqmoPP23JAjJ6RsqKzWbc4slFmsGjRtjTDN+OatPp2KwU9cWGBn6HPjaCqq9Jmot2uy+J0sVE10ReJ/vL7Ps2falA2FUx2bo2nA9tCnq0f8pQsdBm7My9tDXt4eESY5m02LKM1o2jrrrRLnlyu0SwZfvnpEz4lolHRUWZhwigymJv79Tt/D1lUeWqtSMoQZtFg1iZP8be9RXpQC736+/6DvUf+zWueHnW77IHrnnMN70VvnHOaaa64Prh/Y2eFv/s2/+b7+fK655pprrrnmelMfleQZfDSIakmaidqpH4uEVpTgRylpJjbXjkfU8zxHkRMsXaGkq8KE8iKSNJvVxNLs/e/j6YqCrYnR+a/e7PGHlw/YHQbf9XHNks6L94ZcOZiy1hC0wKNpSKMkYA4NW6NkyFw/dDF1hfWWzc5QwATu9BzOL1W4fui8LVWhyhIfO9lElSWOJiL5sz8WNayapeFFCT0nIs/Ff+uKwsl2iYNJgB+lHI5Fsu3MQhlTk9kf+4z8iDjNZpXX3aGAQZQNlUtrNbIMATPQJPxYmFdX9ie0SjprDUtsr4Up7arJ3iTgYBKIFJUsxvp7TkSW53zyTJutvkvFFGbexE9QFQkvSlEVmfXi5qoXpYRxxmoNju+33ut7fPxkizTL+fqtPrIk8fHTLf7qY6vc7jrcOHRI85woSdFlAydIOLdY5vxShbEXcafvCmCAqVEyBHwBKFJ7saDS5nC766Ary2R5jhMmSICuKuLzzIIom4mh/E+faXM4DXh9d1zUitPZ8L2hKazULRqWzh9fPeKlrSF5kWhq2jr9Yvw+yXI0WaZsqlRNldd2x8RZzk+eX+D8UpWHVmscTkNych7baPD1W33CPCNKcpI0Q5ElgjgjySW8+N2PZVsT6SJTVVioGciSRLtiiG25LKdqacRpTtlUMVSFoRfhBCI15YUpdVtlsabTsAxGfsydvocbJoSJ+J5pDpMgpm5rDL2YewOPE60SD67WmPoxFVPl5uGUsR+L/bws57PnO2y0bF64O6Ckq+wNA5wg4dJalZIhszX06Tvhm1VbRSJJcjpVk5e3RryxNyYHPn22M0v5nluskKQ5kyAWadQk4wuv7/OzDy3zi4+vAsK82R36fOVGD3L47Lk2D63WMDWxdRelgvh5YanKx061eH1nzPP3hnzlRo8HlqpstmxGbsRPXVzij64c8pXrXeq2jqkqrNQ0lusmuqoU5xiJKBEgnO405MkTDR5cqeOGEbIsc/PI4XbfxdZVdFVGlQWBNcvz2TFaNhXKCBBKkgq4RtlQMTSZuqWxPfRQVZmKpWKlonLtRSl+nNIo6Qy9iJ4TMvaFOZRkOdf2J9w4cvjM+Q66LPMHr++xWDH55OkWfSfixtGUr93o8tMPLbHV9/j6rT6mpnCybbPetDm3KGq1UZrTKulMwxg/Suk7EftjYcjvjYJZArdqalSthBNtm+eu97jVFQbriXYZrTCAdVWAWg4nAXd7LmcXylxaq2EZ4mfXFQlFljE0eWYcAtzuu1QsdWYG/TDeo+5X6/xR0FvnHN6P8py3wYjmmmuuD6Yf2KvnX//rf/2+/nyuueaaa6655nq7PgrJs2N90OrNu8kLE7pOyOQt6YHvSV3LYeRFhEnKyI0FOVCCXJLExWsGskxRxSwSJXFGvaQxLCiUVVPj0mqNnaGPH6eM3mUn635aqZtUTJXv3Bvy7TsD9kbfbb61yyKxcbfvkmU5h6OAzabNI+t1UesLBWBAkSVaJQ1VLrFcs2hYGofTkK4T8pje4FTHFpVWWRgmp9olZEniG7f7PLhS4+mTTWxdpV3ROZpETIKE5bpJp2ygKzI5gnBYs3RW6wo1S2fkR9w4mJLkOQtlAy9MGXkJb+xNihSZzLnFCm6xH5XLx8+rjCJJhLEwKHZHPrIssVq30BWZrEjYdCchpzolvCgt6rgS7YpJ1VJ4dVckqtwwLUiLwgQ7fl7CIn3Xd8Qo+mLVZOhFdKchdVvDjUTKr2ppdCcBzbLOpZUq55cqyBKs1i1OtEo80WvMfhZLV2naOocTYcjEiaC5lnSF9abFQsVEkeHl7TErdZOqKeicdnHhv1A1SbOcoRtT0hVqlsZ608bQFF7ZHuHFKaamYGgyTpCgymL3abVuce1wypevHpGTY2kqsgz1kk7JVAnjlLKposoyeZ7jRglTP2Fv5HN2ocypdokky/iza12+fqvPZ853+PlHlrnTc7l+KPbvFEmYie+W5qyYKp841eREy0aWZZq2TpxlXNmf8LVbPZys1scKAAEAAElEQVQgpW4LiunADbm0VuORtTqX1gSAYeTF3Ow6fF5Z4i9dWOTPrnW51XWomhryO8ooSZYz9mPaZZ2apXE0CTBUmU+dbWOoMje6Dpos8fhGnVOdMlme87sv7eIWVVQJ+MIbB/z0g4tcWK4y8GIOxwHl4nnw4xRdkQWB1QkwNYVfenyNs4tljiYBT242ZzRMRZY4mobcPHK41XW41RObiitVE0mSeHF7SNPW+MXHVoUhdTgVtescNFkmzjIUCdoVg0trNR7bqPO7L+3y0rbYOGtXDXYGAf/lxV2iNGfoiUpxs6TjBikLFRlTlZkECVmec6ItUmXCOFOwdHmWGnt4rcadrsvhJJyZf5YuzNJ22SiIuyDYuRClGSdbJUxNLqqsYguvbGgkWYYXieO+bKrESca9nocXixsUx0oRx/tnzi+QIwjHK3WLo0nIi1tDUUku6di6wp2eC4iK6dbAE1Tfop7qhDELFZHgvXbgEKXprPbdd0UF1iheGw8sVrjX9/j27QE5cDiBlZpJvaShqwoNS+d2z5mdTwfOQPys7RIjL6ZVvn+S+35m0Pf7PerHVcdzDh9EYz9+G4xorrnmev+av3rmmmuuueaa6yOqj0Ly7J2P589bvZkGsai/jN79Aul+1DVFkYjTlIkfk5OTphmTKJ2l4GYfV+yVlXQFTVPIc7B1hTjL2J/4aIpEyVDoVHQ2msLgPJwEs7Hv+0mW4OJKlaNpyPWDCYfT4L7PRclQ8eIUN0xp2BpPnWiSkXN5b8ztrkuQZGy0bPJcpGPaJUHke+JEg8NJyNiPaFd0PlPpcHG5Rs1SIRc7Y9+41UdVJI6mAUMvomwIs2er53FxuQJI9JyQoNiJCpOUIM4oGyo7Q4+BKwABAzfiodUaiiIRBAlDL2J74FG1NNYaNmVD4cr+hIEbw8zIUykZGo2STsVUGXkxa3WLVkVU69wwZbEq6KE9N0RVZBolnXMLFUq6hozYsRI1OpHykSWKtJkkDDtVbLGlWc5K3eJgHHAQBeTA6XYJ+5FlLFWlgNsSxhkDP2LsieTOhaUKC2WdP77aJc0FtbJh6yw36ti6SpJms2PNj1L2xz5ZnrPasHh8o0GrrDP2E57abPDG/oQgyrB0pYAsKIL6WTfxooxnzrRxw5RbXYfuJKBsqiyUDRYqYhT+xa0hOWKPcOTHeJEgjdatYlPNS4jSFKeoQRpFauqFu0MurVaZBDmv7I6Yhgn//bUDNps25xYrnF2sUDFUnDAhyTJevDfiyjuqpzVT5a88vMzAjbmyP+Uz5zuMvYTDqU+ciuRd1RQ17SjNsHSVvhPxR1cOqZkanz2/wHPXu0iIOuPpdpl/+7W7s9eWLEnIEm87/rMsx43SmYk08iIeWK7RsHU+fbbDmYUybpjy+u6YG0VlUlMEFRMkDsYBf/DqAX/72ZP83x5b4Y+vdAWwoEgeSqrEwcjn02c7PH2iiRulXDucsjPwGHvJzICr2SoLVZNnz7b47Lk21w4dnrve5eJyhUmQMAki/vpT6+wMPG51XdYaFu2ygR9lJFmGKstYukwYp3z7zoDTnRJ//al1vnz1iEkQ07R1Xt09oGxqjLyIOM0ZeCKV2yzrnOyU2GiWuDdweeZ0mzzPuXHkcG1/iiSLHcOBG7FQMVmpmzy0WuOJTZmv3uyxVNQ49yY+h5OAtNgozHLQFZmarfLYRo2FskGSQZDkXNkfc7vnYCgKuibhRykrRSX09GKZm4fT2TF2rL2Rjx8lpIrEE5tNvnNvyJevHVExVKqWNqtkSxK0yjr58fMbJnzr7oBzC2UWqyYDN57BbzRFAXJaJYMgzui7Ec2STqdicjQJeeGueD1IkrgJoigSfSeiYeu4UTKDyIBIMb+yPaZTNigbCt9L9zODfhzqoT9oTYLkA23LggAz3A9GNNdcc713/cU+A80111xzzTXXR0TfKxH2Ubur/0GrNyMv4tXt701dG7giBRWnwgCJ0hxVhjTNKRkashTiJSk9J+R+TdK0oC9mmUhSSRLFtlPI9tCjOwk5GAeM/Zj1ps1my+ah1So3j96+u3YsCbiwVKFV0rnTcxn5ybsm5xRZIkkzGrbGx0+32Bv6fOvOgFJxcesXO08AQZSxHXkcTAIurlTplA0u701YqnnkGXzrzoAoEQPjp9olPvfAArd6Dt2pSJjkWs5ms0R/OWbsRUyDhFZZx9JMbF1FlmCzaTPyYg4nIW6UYKoKi1WD1brF0BXV0zTLqZgabpjwtVs9TndKdCpvXmAnWcrRNMUOU9plnRPtEmtNiRwwCkiIocrULJMjJ6Rm6rTKgj5btzUkxIZv09aJjZxpGBfbTOL3pchi4N2PUhYqoupoaSIBUzJkTjRLtCs6fpwy8GIiX1SJ2yWdlYbF1I85ckIOJyEPrNT4k2tdHD8FJEpGTlWSEEVRUIpua5QKs6VsCFrupdUqW0OPqilM074bsVw3iZJ8VnVVFYlzixVe3h6hKzJnF8s8sCxSeK9ujznZKVO3dSZBzOW9SWE0CtNRU0RKrmJoxaZVLowlhCmRpBlV06DniKpwzdRQJJkshzTNuN1zudt32WjaPLJeK3bDJJ453eTGkUNSfC1VEcm4JMtplTUuLFd4dWfC9f0JK02LxarJJIgJ4wyj2B9TZAlLq6IqEl+/3eMTp9p85lyHV3dGjHyxw/X5S8v899f3kSWKn0magQEonl8JkZYK4pyfvbQCCBN4EsR86cohXpgWlUKx51axNPRijP/4tf8Hr+/xqx87yecuLojXcZiwXLOwdQVdlVir2Rw5Id++M2B74LFdJFmPZWliq26tbnNpvcqZTomv3OzhRilplvK5C0scTkTibaNVmj2307e87iuGytnFMqc6ZdIcetOIzz2wSJaLBOU3b/WpWSq6IjHyY9JMmLjtkkHZUPnJBxboTgMu70/4yvVeYTxJKLk024PLCmPu1e0Rnz6/wE+cX2ChYqBIEmVN5USrxMiP2C4q7kmW8cxKC12WyQByuNdz2R56eFGKk4tEo6UrHIwDUXm3dc4vVbl2MJmZcMfV7jDOqBrCML/VdVBlSZzX/IROxSSsinNUlGTEaYZf1JxlSRh47bJByZDRVWEsA9RtFUtTGXghcZphqAq2LrYcAcqmSkkXFd0oyZAlGUNTCGKxlffOc/jdvscnTjW/Z8U6Lqip99OPaj30w1CSvv8Jhu/n58811190zc9Mc80111xzzfVD1HtJhK3VLTbb9o/0XX0niHl1+3tT10xVnu0X/em1LkGcslA1Wa6ZZFlO1VQ5moaz8XcniO97J9/SFdabNvuTgL4T8YuPrnA48SnpCkd5zkJV1JquH065eeTw9MkGT2w22B/7TINkVk+VJWG+PbRaZRrE+LH4f++8YDxWmokdsKdONNkb+nz9Vp8c8KKEqqWiyBJpMZ6vyGJnbOzHfOnyAU9uNrm4UiXPJSZBRJSKJMne2Gd76PGxEy0uLlf5TjSaJehWGxZ+nPDq9hirIGaOZam40FWYhinXitqpABHAY+sNmiWdw0nIetPiTKfE12716RYplNtdl0fXNRq2qMXmudgS22haKLLMrUOHDHhkvYYTClOiXdHpOxFrdYskhb2xx5W9CdMg5tJqjdtdV4z+mxp1W6dhU5AiDY7NqKql0nVCkjQnz3M+ebrNetPGCROevzfgv796QNcJkRBGQKts8OSJBo+v13lkrU6apUiSzF++tMQrW0NMTdAQd4bC7A0TkQysGAIWUDJUgjilXTEIopSv3uixUrdZronR+efvDPjm7T5DLyLJYLHYTkvSjDDJeHFrxKs7Yz55ps3nLy0SJ8KIdEKRbEsyQQltlQyqphjWzwvbqlU2ZhexmiJTMhTUwsgYuBE1S+Pjp1pcChNe3RkXwIsUN0y4sjflysGUn3t4mZtdD1mCsqEgS2KrL0ozoiSjZZvEac7dnss0SnnuepenT7Z4ZK3BqztDYUrlwtgeehELFQNZkvnOvWEBvxCpyv/4wjafe2ARTVnlT68dzcyYtzZRZXKyDCQp5+curXBhqcx/fWWH/+WxNXpOxMFYGH3tsk7d1inpIpkaphl5QR+1NAVVkZgEMdMg4pWdEVVT5+HVGpIkEScZVw+nfPVGl52RIIpauqg5CpdLwFaOpiG7I5/dscenznV45nSLMEmxdQ1VEVtrh5OQr93sFfuRvK1W60YJL73lud1oit3IqilM4DDJ8ZOYmqnxzEqV9YaNrsoEcUZvGrLRthn7MUM3ZrFm0p2GJFlOluakaT6rx+uqjGxqXNufcGm1xoXlKlt9l07VoGqJlJgbptztOaw3bZ453caLRQI4TvPC7M9nNzLGXoxZNdBUmSTNudl1ONMpc2axwuu7Y5K0OAdIwoizdIWXtkZISCxWTXqO2IR0g4QcsWnoRSmyLBKaeQGGyIH9sc9K3WToSjRLGroqo8gyThAjSzKtsl6cszOaJY2Ly1VGfkSaIY6fHOplVdR1/funqXZGHhlNbF2ZGfaz402CqqVhaQoTL+a13fF7mzGYC2B2rvlhff5cc/1F1w/s7PTcc8/9QL7upz/96R/I151rrrnmmmuuD1vvJRHWcyL6bkTPiXh4vcZmq/ThP9D3qful+cI4JSOnbmtM/Jh3Nj6F+aZx43DK1YMpWUGg1FSZxarJOIhFHbFT4pu3BtRKGhVTw9RkTE0QEpNMXDRWTZWBF3Gv6/KJMy0kCbpOxGazRNnUOJwELNYMOlWDME7ZG/qYusLJVomdkc9yzaRua5QMFVUW1S5x0SEuRO8nSxcmyMmOzZ0jlxeKGiKI5zEpRvxzQJJFGmboxYy8CEWWeG1vzGa7xGbL5sV7ArTQLOnkec7Ii/nmnT5PbDZ4ZK2Gqank5ByNA84uVojTnOeud2mWdGq2jh+JwfY4zdho28RJzjSIeXKzydnFMnd6LqYmczSROdUp89WbYmw9STMo9t5OL5RnNMXlmsnBJOT20YQkFymmzz+0JDbtZDi3UOF6PuVO32Vn6KPKgvqZZjmWrojaZJQw8iNRsy0bLNWEsepFKZamUNZVrh041C2VxzfqbLRsbh45dCche5MAVYGSLhIzWUG8/OMrh7xwZ8AvPr7KZ852cKOYT5/tUNZVfu+VPQZuRFAkDsVGloRWt7jVdYiSjF98bJVHVmt89VaXdtlk4sc0SxpTP+bmkUOa5dRtHUtT2GzZLFYNkixjXGy2ScD1gwmbLZsTxe5iVqS8IGe1boEkklITPy4MEEFXzcm5uFJFlWR6bsD1Q4csz3n2TJt7A4//+vIeOaJm98h6jf2RT6tscDgJOLNQRpYkvn6zR5LlpFlaJIxUUaVUZE4ulHhlZywSTFGCqSnsjXwW1nVaZYPcEeZqnGZMg1jAIwqYwu2ey9MnGjhhwuE04vde2ed/fWqd1YbJy9tjXt4aMXzLhlSnYvDYRp0LS1Uqpsp/fXkPQ1NmW2hVS8AmlmsWUZLTdUJ607Aw83JkScbWFVolnSBOaZVNLF2l54RFui+namr8xxd3uXowRZVFDVaYeSqKIpOmGU6YMvDFruC1QwdJkvjlJ9ewNEG9lRC7YV+50Z09dvFcvKljLy7LBcX2M+c6nGiVsDSFgRcx8CLqlsqzZ9oossS9gcutroMbZnz8VJOBF/GHlw/RVZnFithlvHHkiJsmeUaaijqnrmpcXKli6wrfut0X56hJwAt3h4RJSsVQeXC1xv/2sU02GhZHTsj/eH0fCYmnTjYAqFri+fbjDEmiADVoZHmGIknc7jp84nSLC0sVgjijOCypWSphkrI39jkYhyxUxOvRj4T5ZusqZVMhTJTZnqMqK8iSOJf5sTgftko6iizRdULcMMZQZRarOieaJUxd5taRT6NksFiziJOMvVHAzlDQjgXJV6Sb76ckFSnosqHxVpLpW2/SXD+YIstSYeQLfa8Zgx81ve+d1PeoqqmiFenl96tj4vFcc831wfUDewV99rOfRZKk//kHvg9JkkSSzHvnc80111xz/ehr+h4SYcfKc2Yf99hm/SN7UfFuab4oSdkeeFRMjY2WLUb23QhZFhUmVYZGSefG4ZQr+9PZBXGew9CNcKMYQ5F5dWfMmYUyz55p0XNCLqxUsXVV7DElOaoq0bINVEXim7f7fOpsm4WayYv3Rjy0WgUEpTSIU5JM1KsmQcLYi9mb9NAVmSBK6U5CVuomK3WLkiEShsdVN11VkGTIC+hD1dSwDYUsg6EfUdKE+SdLErahkKSCYii2nKRZisSLEvpOiK4qZHnG2EvYHnis1S2+fXeIVlQzdVWmXTapWRpv7E1YqVksVU2cUJAl39gdc36pwlrd5o39Ca/ujuhOQjoVg92hT6Ok87GTTR5ZX8bWFJ672SXPoG5rDNyIdsXg0Y06r26PZgPshqagKcJAqFoqIGGqMgtVk7Ef8bGTLZI042gasFIzubBcwY0SvnjlkDwDU81RFZmjaUgQZ5xZLPPS1ggQpurIjzjVKbFas5iECZIkUTI0TFVmuWbx5Ikmr+2OeWN3zELFJIxTapZO2dBIi8F5N0wFATXN+c/f2UUCfu6hZV7eHqHKEp861+HawZTdkc/Uj9FVmU65IIGWVc4tVsjznBe3R2KbLQdLk3lle8TlvSmnOyUeWqkKswphVCmSxPlFeZbgOnKK4Xg3ZKNh07B0JGI6FR1FlvGihINxQFaYHp2yUaQRxdD+1sDndtfB1lVBVM1F+u+rN7qM3mJwvbE74f/xiU1u91xe3x3zxGaT212HuHCx0xxRQS7ptMsmy1WTPJe42xO16npJpM4kJPw448GVKm/sTqjbOTLCPD42Lg7GAdcOJnzqTIswTigbChk5X3xjn4qp8+hajSdPNHCChDjJ0TRRL5Ykiav7Ey7vT9ge+jx7us00ECTUM+0yiiLRnYbc6gpAiapIoppZQFPcKGHsx+yMfGw3ZK1uc6otIyNRNlV2Rj43j0Rdcrlmslw30QpjP80FmGK5LozSw0nA/jjgTtdhZ+jzmbNt/DjjYBLwrduCpptmOfezH/K3/IsiS3zrdp+zC2WQROW6aWv8wqOrHE4CvnarhxukhElKyVCpmRo3jxyxbRiK65ZWSefiSpXXd8dICGBMxVJ5aKVGkGTc6brIkjAGH1iqcG/gFWaxwt4o4MrBNs+eaVGzdPIcuo6gxrbLBuMgQfZiyoZCmok6pq2Leuxmy6JiiFpqxdToOyFplvP4ZoPlms3dnkvT1tke+OyNfcqGSsVUURVZVKw7FaJ4AjkzGEaeC+K0pmjCICvIraYq4BFJls3q59+8NeBW1+Xy/hgJONEqcbJdZr1hcTAJBGk3StBVkXx8W6pYErudef72dOI7b9JIEpxov/2G1FtvWvWLm1Z1W38f72I/fH3QndT3qk7ZoGZp9JzofX9uzdLoVO4Pxphrrrnem36gFva73SWea6655prrx0s/qDu1P87a6nvsjt873RQEiKE90Lm4UvsBPaoPru+V5puGCSM/pu/G7I18PnayyclOiZ4TMfFjZFnCi3yiJOPSWu1tYAQ/TjmchKzWTCxN4erehJ9/dAUnSHhlZ8yNwx49N55tq51bFCTJn7ywQNlU+b2X9wjTvNjeAlNTaJV1rh1MuTcQe2uKArIki4vg5SoHkxFv7ImLvCc2Gjy4XOWgqGhWDBVbU0iynHZZ1NK2Bx69aUi9pHOn53A4DZn4MZoiFfRDBV2RsHWVaRBT0lWCOENXFcIkFVUvxIVX340oGwJ0YGhykUIas9G0Wa1bYgy+pJHmGcEwIc/huRs9vDDhVKfMZ852AEF1HPkRJUPFDRP+28u7LFRFImccxFi6QhrmfPH1Q37q4iLrDZur+xN6bsT1Q2eWvtsfS2I4vmqy0bR4ZH0ZXZF57kaXB1dqnFuscDgJ0BSZT53p8PWbPeIsp1lSKRsqEz/moZUqN48cgjhFliROtG3SNGfsR6iKzN7IR5bh7GKFT51tMfIi/vCNA062y1w5mHA4CbA0UZ8zVJmSoWKoMiM/Jk7FntSfXD3i4kqNSZDw21+5xbOn23z2XAdJoiD+ScX+lIBTXDmY8NL2iIal8defWKNiqli6wrWDKVsDl198bBVFltgZ+tzru0yDBFWW2Z/4NCydZ860+MkLC2S5xO2egxMlhElGu6zz7Jk2r+1O2Bl54ndeMWb0yjDJ6JR1VEXALRaqJl0nnJm5/+Ird3DfUblLspw/u97lmTMtzi2WaZY0vn7Tm6VYdEWiURIGTdlQ0TWZ/bHP9UOHaRCzXDeRkJAk6E9DOmWD5brJvZ6HpskkWU6S5ti6wnLdYn/k40cppiazVLOwNYWv3eox8RP+6MohT242WK6Z6KqMkSgcjAK+crNHkmas1m3OLZSFOZPl+FHKyU6J13bG3O17KDIoslwAHcRmXVqYPBVT1BL/7HqX1YbNrzy1TpKnhInM9cMpVVPl7FKFPIOjScDhJHzbBpypykWy0mKtYQkAwuGUsEigbhfpK2D2ve93pXJccz7+3W8NPZI0p2Jp/LUn1tgZ+vzJFQFmSHNQZYmVuomqSLy4NcJQZfxY0IDTNOdEx+YnH1jADQU0ZqFq0J2GXDuYoigSFUPj1Z0RDyxVWKlbvL43YejFTIOEiqVy68ilZkecXazw+t6YW12XEy1rRiROikqqgkTZUNloWsRpzt7IZ29bbLZN/CKNaGrc6jpM/YTzSxW6Tsju0Gfix7hhgq2r3Oo6LNdNrhxMURUZJ3zTqLF0mbKh4sep2IhMc2q2Rn8aFnX/VeI042gaospgqApuKGjL1w6nfPpchydPNLiyPyVMcmqWMJT6bzGDbE3B1oUZeJyUlqXvvklT1pV3TWP9qNy0eqfeTyr+gxqMtqGyWrfou9H3BDu9U5IEaw3rIz93MddcH3X9wF5BX/7yl9/1/0VRxD/4B/+A559/nk6nwy//8i/z9NNPs7i4CMDh4SHPP/88/+E//AeOjo546qmn+If/8B+iaT8aJ8+55pprrr8o+kHfqf1xlRcm7I6+N9X0fspzkZQ40S79UP8S/FbDNU0zbEPl2uGU/lQkut6pIM5IM2EOnFkocVQkYZIso+tEVE2VnaG46L8fGCGMMwZexIWlKm4Y85UbPW4eOdQtjeW6zUoDvFAYBs2Szu7I55UiLffASpWBKzbVxGNJOZqExGlO3dLwIrGblaYZd7supzslKoZKqGQ0SjpBknG769Is62iKRN3WWK6bBFHKwSTkXt8lRzw3FUNlfxwQRCmbLZtbXQd/lt5SCZOMHGaP5fjyX1w026Q5HE4CyoZaDO2Lr6kqMofjAEUSyRZRNVMpGxp3eh6v74xRFJkbRy7tis5Gw6ZiadwpjKOdoU+SZry+N+Gz5zqcX6oQF8P9siwubpslndWGRZoLEEZcGDIDN8LUFToVg41WaZam6U0jBm7EwIm41/d4bWfMqYUSDyydZOgJ48/WVSxNZr1lsVK3+JMrRxiajBelXDmc8sByRSTckpSxH/PEZoO6rfPlK0e0ywZZntOdhmQ5+HGCoYpaY9+JWKyZLFQMdkcBkiRhaSrP3x3w+Eadi8s1pmHCf31lj4al0SjrnG6X6E4DrhxMuH3kUjZVWiWdkRtzp+fxlx9apDuNGLoRnz7X4fL+hP1xQF6s3iuyGJ3fbNo8uFIjTnL+43d2CZMUQ1PoOxEPrVZ55nQLXVUoGwo/c1GM/u+OPMaeqF3rqszQjehOQxZrJusNm7qtcePQYfwue1iKJNFzIixV4VNnOyRZjqkpaKowXwxVwY0Spn7MowU1OUjEZtxq3cLSFaZBzDRM8KIUUxemcKdq0HMipoXp2yjpdMo6hiph6SonWjZv7E6YBIJ6O7VEys7SFEZegqnLaHJGmmVcWKrghCmrdZMsh5uHU5453SLLBUxh6MViBy8Xv8+s2BSTJWHiZFnO6U6JOM3ZHvrIskzPiViqGAy9qDDn6xxNAq4fTjl+q5F400QLkoy7fY+doce5xQoPrdTwInFTaORF9KaC0OtH6Wz77X5lneNaapbl6LoizCU34sHlKg1b599/c4uRLyrxsiSe06qp4cUpfVe8bheqwqB0ArHj97GTTSxN5mgizNbrhw5lUyXNcnYGHmVTZRzEOEHC1f2JqGWbIlXnRilfudHl5x9Z4UTL5vrBlDMLZR5dr9GbhnRD8T2rlsZ6w2bkie3I49+QJElUTZVHNuo0bGHASYga95ObTfJswOE0oFMxyfKcl7fG/ORFgwdXqryyPaRiaThBgqUJiIuqyLO0pqpIBRE2468/tcbZxTJfvdEjTFJ09bj6q5Ibopp983CKrshstmymwYQ4FXXUgRuRI8y3ekmjamqUdIWwuLFStTSGXsTVg+mMqNoo6ejK9yalfpRvWr1T75aKj5KUaZgQxBlZliHLMqYm0p/wwQzGjZYggL+XBP6xVmsC9DTXXHP9+fQD+9v7Zz7zmfv+eZ7n/OzP/iwvvPACf/tv/23+8T/+x5RK371n86u/+qv8o3/0j/h7f+/v8S//5b/kt37rt/iDP/iDH9TDnWuuueaa633qB3Gn9i9Kkq7rhEUq5/1r7Md0pyGbrQ//93E/w7VuawRxyjdu9TBUQZVslkQN6VhZllEu6IL3+i6vbI/J8pwzC2Wqpkqc5oz9mCTNuXYgwAiPrNc4u1jmxqFDWuxunVko8+r2iK/d6JEB++OAhq2x2rCI00xcDPoxr+1OADgcB/z0Q0s8uFJld3RcF4wY+TGaIlOzdEpGVlAWZWTEQH6zpDPy49nF3e2+S6usU7M04jRnqWbx0r0h9/ouaSbSNWKLS2yNXTuYcm6pwsl2mbs9F1UWrwcZoEjeWMXvR1cyVuoW7YrO2Itpl8XY/52eix8nKLJG1dBEJYucLBdmWZrlBEnK1YMJSmEqBHHKyI+YeAlLNYM3dieiOllszukqfPvOgLWGxULVJEkyPnO2w62uw7//Vp8TrTJnFspcWKpgF9AGsVEn9upe2hrxX17a4ROnWnz2fAdZgoEXce1gSrOkUzE0HlypUrM1wjjFi0QKSpUlHlmrcWm9xuvbY752q0u7rDNwIqqmRtkUg+pJKhJTTpRQt0Xa5djkSDNhKom6pszUj5GBxapBnOQoisS3bw94+kSDC4tlbnQdzi6UqVsaIBEkGUmW88BSlZWa2JdzgphOxeDm0RRZXkYCzi1V6DnRrL55OAmxdZVWSaNp63z8dItrB1O+dlMcg5IEZzplGiVBku1OQzplnRejlHgSIAFumBak0JyapRaQhozdgcdW/81U1jslScKArVkqmiJzOA155lSL2z0XS1eQJAVNlfGK8+UDKzXqlk4UZyxWTT51to2myGwNXO4NvFmayI3S2evN1GSqpkWW5zRsnZopNtU2WzZlUySdbnYdnj7ZRFdEssuNUsI4I/CEAVA2RKp0ta5i6cIsFqCJnDDOuH7ozCrAInXz5s97TG3VFJmLy1V2Rx4bDZuyofLc9S5/65kTHDohaw2be32XO333beabLDEzwI+VZnCn52JoCidaNmmW48UZ06K62Z0EhGmGBCzXLSqmhiZLxJnYStwf+uSIRF27bDAJEtwwQZLE/x95EZIEuiyhqwqyLIbpBflWGIp7Q5+yKUxyXZFIM6iYGifaEkeTEFtXcIKEgSu+VlyYkDVbY6lqzqrqfpyKnb4w5VbX5fxSlS++ccB3tgb83EPLBOcy/sdr+2Q5nGyXGPsRhxOx7xcloq5t6wqXVmtUDJU/eH0fQ5X5+Km2MCKRePpUkxuHDrIEh05IkKR845ao8D+23uDq4ZSGpRWmrzB+ZEkkKhVZom5qPHtpmcc2G+wOPeolHUtXUSRwIwsvEunRKMlwwoSXd0a0SjqLVZO9sU/d0lhvWkwDkcDTFJnVhim23tyoOFerXC+2QQHqlkbjPSS/Pio3rd6L3pmKD+JUvF950SxxeCxFFu8hAzeiaqk8utF4X9+rYmo8XJj17/Z3uGNJkjDfHl6vzW+kzjXX90Ef+pnoX/2rf8UXv/hFfuqnfop/8S/+xff8WNu2+ef//J9z7949vvjFL/LP//k/5+/8nb/zIT3Sueaaa67vr36czKXv937ZX7Qk3SRIPtAAMogLtWnw4e+hvpvhamkK1w+mxCnEaYob+SJ585aqiqYqnFkwudd3eeneaJZYGfkR7XIZJ0wo6SpRmuFHKWmW89K9EQBnFkoMvZhWWede32N74LPZKXGv55HlOUMvxtSLrbUsnxlbsiRRL2lcO5iyUDFYrZtEScrIE7UbVRb0v1ZZB3LcSNBN4yQrzDZRLz0GRnSdkMWqMBD8KBVD5LKEG6Wz30ecZaiyjBslRUqlxKW1GqYm05tGYl9NUQiSlGkQY2gKzZJJkKT86dUucZZzYblKp2LyqXNtXrg7xAkSFFm8BlplXVThDJVpkHC76xIlOWEidqgkSVRP4zTD0ISpmBUPLk6zYm9P4lbX5exiBVWWOJoGfPP2AC/KuFxseD2wVObZs22yDC7vTdkvNrWO9c3bAzafKrHWMBl5CVsDj9/47GlaZZ2eE7G754t6cRCTFntfNVNjrWGx2S5xfqnC12/1+Y/f2WGpZrJUM5n6MYtVg4qpkWY5d/suqiLTKetIkkyWZyQpMwiDLEu4UULZNGnYKnkuzOlxkPDAcgVZljgYBzx/OCXOcmRJ/HfN0jjRtnlsvU6UphxOAkxNxVAkFqsGpa7KN273MVWFgRujyJLYDExVLq5W2Rn6vLI9IkPcVM4yuHYw5dH1Opoisz30ON0uc3G5whdeO6RTMzi3WOb6gSMYqJLE2IuIC7Pm3bRYMfjE6RZOmLA79EnznNtdhyc2GuiqAIOYuoKEqFV//HSLB5er6KqAkpiqzEbLxotSHjRrbLbK3DxyuNV1RMIrz9krqL9VU8XSVcZFLXG5KsxXVZH42YeXeG1nTJzB2IsYejFDL8KLEtJMGGBa8V5WtTRaZYNOxeCR9ToDNyTNc+70xM7Zcs1ktW4yDcTeW1ZEzbI859mzbdoVg74T0akIcMH+yCdMMkxVJkkzdoaCfmrrAhgSp/nMfCtAqAIYoAjgwu7QZ60AYcgSTIr693rTpmaLtJihyfhRJuAVsoytC6Lp9vA4tSjOtyVD4WgiknBPnmzy+s4YJGEekuVESYYqSzNzMc1h7CdMihsHfpTghkpBc53ghsLEAmapWLV4fZq6QhgL2q6tK5QNlbqlsT3wuLhSpVM2udP12Bn6XFyqYmvK7Lx0q+sSJILiXLVUHtto8NSJxsygvnXkEqYZy3WLesmgNw1YrBo8fbLJ/sinbuukWQaS2N98ZKPOheVqAWwIGHkxq3WLiqXRKGl0yiIZ2yqJzUk/zmmV3twIS3NmaW9DFcnLMEnpuREPrlQEkVUT1eGDsTBGDUXiVLvM1I8ZejE1Uy3MxATbUDAUmdWG9babPN9LP8ybVu9V70zFe5F43Y/8+L7mWJqBE4r32+/cG7LWtGiXzff1Peu2zmObddoDnZ3h96CwN0Ty7cfh715zzfVR0Id+Jvo3/+bfIEkSv/Ebv/GeP+fv/t2/yx/90R/xf/6f/+fcgJtrrrl+5PTjaC59P/fLPozNk4+akrfeyv4hfP771bsZrnZBpTyYvGnO5DkMPZHuW2/amJrCcs1g5MW8sj0ml0BXZBRZJIPcKBWwAU2ibGpQ0nHDhEkgPl4Q+gyqpsZLW0Pu9F3WGxaV1Ro9J6DvRDNi6nGtrWZplAwFRZYZeRHbQ4/zS4vc7rmz+uaZhRJelHJ5f8KdnqAU5jmcX6pQNhQ6FZOT7dIMGLE38nnqRJN2Seeb0wBdETS+Y2pos6TRLhmc6pR4dL3O0TTgxqHDUyearDYsalaIqSqCShmnmKpMnIm6Z98JidKchi3Mp2/c7rPesPiZi4t8/VYPRVawNGG2+HFKjtjV2x54M5iELIkET9PSZoPwF5bK3Ol5DL0YRRY7W7IE2wOfNMtZbVg8f3eILEkziiyAF2f0nZijacCL2yPgTTqkGM+He32Ph9dq9J2Yn31oiXbZ4HAa8NrOmBtHDre7Lm6UIBWfaesKpzolLixXeHStzs88uMSJdgknSNhs2dzte9Qtkaa83fWomCJtk2Z5YRgpWJrYoJoG4vg4/n1WDBUnTDA1GU2WcMOU5673mARiR6uki02psR/jhILG2nMiPn22zZMnmmz1XcZ+TLusi5RUSRyvsiShyKK+99hGnZKh8mfXu5RMtQAfxLM01sCLOLNQJk4E2GGxYvLM2TYvbg3olA2qlsrAFZuH4fcw35slnadONDA1QZls2BqGKrM18Ngd+uwMPWxDJYhT4jTF1i0urlV5crOBH6VcOxTgiYWKwe2uyys7I0q6SJ8+uFLloZUqIz/mVtchTvPimMrw45DuNGBv5PNrnzrJetPi23eGLFUNTrRL/MFrB9zuuiJRqUjYmkKWg1MktLaHOYoEZxfK/C9PrPHoWp2re9NZ/VlXFQ4n4YyKW7NFMlEi57H1BheWKtzpe9zpuwy9CEWSxc0GP6ZVJOf04nhwogRVkdEUcWAev29Ixb+nmaBnGqrM2I/QFYmKoQp4SZTy2fMdkjTjxpHD1f0p46JOKiFG5i8sV7i0WkVVZL58rctitRitdyO+dafPY+tNVFnitd0xegGTEAAEhaqpMQmEaSIV58CSofDG/oTHtAYyMPISdEUcW1kukWU5rQKAcnkasj3wcEORLnTDmPNLVWRJVPklKI5TcSzfOJqiqQqfe2ARJ0o4v+QzDRMUqdg8jIU5f/fQJUxSFqsmOTlukLLeEHt/TpiyYqqst2yCWOzUpbkAqRyMA1olndOdMmsNC4DlmkW1IFAfTgKuHTqE8ZilmvldKbNmcT4/fk9QZRlVl/HCFEtTObNQxis2DyVgf+zTKhmM/IgX741IsrygUqtsDXyWawbL9/k+30s/rJtW70dvTcUHccru0J/9zr6X8hxuHrlc3Zvy6IYi3kPfhyqmxsWVGidaJbpOKGi9hRlcMQWA6KOeHJxrrh81feivqKtXrwKwsbHxnj9nfX39bZ8711xzzfWjoh9Hc+n7uV/240gCfS9SFfmH+vnvV+9muGqKjFts07xTIz+m7EUs1yw6JYM39iZAjqWJKtIkEBd6VVMjSFJuFjW1ZklUWFfqFt1pyM7I5+JKlYkvtr/SLOdW16Vh6yxUTJaqFhVLIUrEEHnZUJiEMW6Q4IQRqizTd8S+kKbIWJowI+50Hb51d0AQpciyhCxJGJogAHanIXd6Hpf3Jjyx2eCB5QpDNyZKMzZbNqsNi9s9l5qlcn6pWlDhxNZVluc8daJJEKdULVGvvbI3RlNkxl48S+fc7bsMC5OnYqm0ymJzqVxUP/dHASsNi7/x8RN8595AGGluxkpdLcb8U4IkLUwUieW6wUrNQpVF3TJMMjoVC0sTycKDccDhNCyqq+JxSsD20CtSKApRKtJ87ZJOkKSzhJaEqDzJxUU9wNbAJU5zTrctFms2OyOfL10+5MWt4awqpRRL9hIScZpx7WDKtcMp2wOPn3lwmXOLZYZOhG2oPH+3z3LN4tJqrahpJozGQZEokigZSkFq1FisGMiyTN8JyfJ8lu7baNpESc4r2yO2Bt7McARREzxO25zqlJGBL1055PxSVexiHTkoSpUr+xOCNEVTJR5cqSDL4vk6u1jm2qGDUpA7l2rClJkGsahlhmkBiVC4djjl+oHDM2ea/MzFJZxQpMxe2RmzPbz/uU6W4MJShb/+xDo7Iw8JibEfszv0iNKMparJck1ANNZbNr/w6Ap7o4CSoXBuQVRuL+9OmIYJcUHPbZR0qqaOHye8tDXitZ0xP/3gEpdWa9zuOsWGlzC10uLJPoaZyLL4+ce+2N5brJjc6bmoikSWCzMoTFKit5iJkiSxWLMEUCSM+fjpJrouMw5ibh66TIK4MA4zOhWDcwslNltlyobCG/tjXrg3wotS4iRFV8XuV5bllAoy78QXUAJdlfHilDBOCwuPGaHT1GSqlo4qywVIQkFVZOqWxlMnm3hRyo1Dh+/cGyLLEroif9d77mu7E17ZHvPEZoOPn2xi6QIo0nciJEnmZtfhwpLYL7zbd7l15HD9yOHRtRpnFyu8ujOiWTJoljRUReZezxVJ2QwUTRKmXfG98lwkGC+uVEmznKv705lpnQMjPxE3DUyV7YGPF6e0y0aReJW4sj/msY0mqiKx1XdxQvEaThB1zyjJ0MKE6wcOhqaIGxOSQtcJOdG2OdMp03UCmiWdrhNwNAlJMwE7caIEP0qpWRqLVYONhs2pTon1hjDqxl7MV270Z7+3NMtnN12OZWoKq4Vx99Y013GVWSSWU7wo4XASsFy3ONUucbfvsVQzSbOM5Zo5S9KO/AQIWJWl92UMfdg3rd6v3pqKP55JeK/y45SDaSj2Qz/g34tsQ2XzR6yJMddcP6r60F9pQSDukm9vb/PYY4+9p8/Z3t4GICxGRueaa665fhT042oufT/3y37cSKDvVVVTnREM3680RXpX8tsPQu9muNq6QtVSCZNUEDWzjCh584PyXFSY1psWcZYzdESCZeKL9JKgH2YESYoEpHmOFyeEY0HQW2tYLFYNnCAhSY+BAcKIccOUnhvSdUJqlkrNrhLEkaCJSgYS4MUpuiIXSTiJIM4wFZkzCyVudx2+frOHJBepO0R9tW5p6JqMmSiYmoobJXzjVo8cuLhcJU0zpmHCWt3mlx5bQ1Vkuk7ArSOH7QIisVB1qVliu2i1YdMu6zyx2eS13TEv3BtyZqGMrasUPgetso4ETPwYS1P402tdbhxNAbh2OOF//9gmZxYqdComL26NqNsahiZMsFJRRX1guUqSCerh8eNQZLFvBSJxuFwzWW1YXD2YYmoKsiQxCcQFehiLwXRTVdholTi3WKZiapxul6iaKgfjgOtHzowcGSUZUZrTc0I+e67DwSTgT691eeHugAxmW1hvHjMZIFJ2miLx8tYYQ1Vol9dYqVu8cG+EIstsNsX2V5rldJ0IVZZYqposVE2UIqGnyCI5VNJVyobCvYGHE6Ys1gy0wnS53XNQi487u1BiuWbStA1GS7FIGe1PuNV1SDM4mIT8tcdXqZd0Jr4gz/pJSs0Wm1cjPyaIMwZuzNdv9sV+oCyoo82SRs2ycUKxKagpwsANkww3jPm9V/ZZb1o8vt7gyRNNzi5W+L++vf22xCiI17QiScWeYIaMqEve7jm4oUju7I8DZEnidKeMFxWVyKnPT60vsTXw+NNrXfw4xSggKHe6Lp2KwWrDZHfoY2oKTpjw2u4YRZb4+KkWv/fqvqjXFuabJMEzZ9qM/YRbRw6nOmVe2h7z//v2Fh871eLzDy1xu+ty7UDUeo9VNUWS6VSnTJbn/Muv3uH/+ORJHlqpsVwzubRa41S7XOyZiaRc2VCxDYUgTrh2OOblrbEguqoyuirOJ6oMpqHgRAmn2iW+cbPHwM2wNYWSrlDSVUDUgI/3yCjMXidKSLOME60Sk6Le/LETLb54+ZA/u9HFUGQs+f4VRhkI04w/u9Hlrz2+zmfPN7E1GaV4nnLghXsD9KIKuVa3SLKckqHymXOdWT2270aMvYis+JoFiHlWnTWlnJKhoMoSZxbK7Ax9ojRDksDUFfwiGdadhizXxPOYphlulHC6U0aV4fHNJgsVnb2Rz5euHAmYQfHaM3WZ84sVyobGyXaJ7aFfwBRUogSu7AtQhtaVGHoRhirAD1kmKpBemBSE6pS9UcD5hQobrRKH4wBZlhi/I1X21psub3+vELXfsicgJ28SVDNkXSErgDAPrtZo2OLcaevqzGCrWRp+sSN3v4T1e9GHfdPq/erYIHzrTML7/fyjachyfU4pnWuuj7o+9FfomTNneO211/jt3/5tfuEXfuE9fc5v//ZvA3D69Okf5EOba6655vq+6sfVXPp+7Zf9qJNA/zzqlItKkxO978+tWVqRuPpw9FbDVZZEKsXSlFlVKcvyIrGiYFnCVPRjkcLwY7Gr5oaJIFlGKSM/Jk6zwqTJSdOcHEHImwQxsiRMlnt9D02W2GjaeFGCJMliJ87IyArzyo9Fem3oRtw8cgBIsoxWSWfiJxiqTMXQhOGVZjTLBlsDl2/fHWDqKmmWMfFjvFjUTxcrJjcOpoyDmLolkni6ofLyvSHtks5yzeRoEvLKzpBH1xt0pyH3emKr7ES7hIRIjtQsjRx4eWtImud8+myHk+0SV/YnRGmGkqRUTBVbV/CilJ4TFnTLjBtH06JSKuPHGd+43efSag0nSHlio0GrpEMOhqbQKRssVcWF+Rt7E9JckEsbto4sQxRnVC2NsR9zr+dyfrnKw6s1+m6EqcpMI5GEq9s6Xpzw+UvLXFqtESZZsdEloAQPr9f5yTTjtd0JX7/do1nSyXPxvBqazI0jh+fvDkjyNxNUeV48v9mblEoJUBQJS1V44e6QxzcanOqUaZRUPnm6xdWDKSVD7FYNvIiH1+qYqkhQdachQZwy9GKiJMPUZD52qsknT7exNBlDU0izHDeK2R4FfPJMmwdXKqiyzDRMgZyVhoWpi0TO8q7JC1tDvChhbxTw2EaDrYHHUtWkYevsjX1e2hph6yoPrlTxYwEukCXQVBknTBj7Ec2STtXUUFWRcKyXNKZBghenxT6cw1bfo2KKtNyTm3V+/7UD4DhVKJKFsiwxcEXCs1bS2CoqaF6YFN9XwipMma/e7PKpMx1+4ZFVDsYBv/vyHpIkkoa6CroiESYZd/suJ1olFqoGB+OAzaZNlud8+eoRf/XRFU61S7y+Ny4SjhKfPNNmuWbyzTt9HlqtEiUZt44c7g189id7nO4ISMfZxTJ5LqijAKYm44Ypl/eEsRknGbd7okpqajK7o0AYUIrYSIszQeA83AtJspy+GyJJElGa4ISJIPyaCgsVk5qlcbvrULM0njnT5s+ud4VxE0qUDRVdk2fE0ijJZo8Jcp451SrOsyEn2yXcKGFv6HF+ocLRNMSPU0L/zRoxgCKJ15atq5yoGOwNPbwoQVEUqobGcs3kds/lTk9s6b28PWatYbFcEzXjTtXg3GKF//zSTlGHFbX4sqGhyJIwxlSZNM8xNBlDkfn0+Q6mKnP9cIoXisqoqSlIxfPddUKWaiaX1muF4ZTTqRg0yzqvbY+Z+DHNsk5vGhEm6axOW7U0jiYh1/0pG80Sm02bvbHYE9QUkWb95p0B63WLh1ZrDNwYuS/gI04ojLqSrrDWtDnRsrF1hSt7E9aaIgGnK29HyB7fdGmVv5tOKqYILFolnWlBtl6sGKw1bToVUaf1IrHJ+M5txDjNKBkCvnKctn43s+9++rBvWn0QHRuE01AkHj/I50+C5CO/dTfXXHP9EAy4X/7lX+bVV1/li1/8Ir/xG7/Bb/3Wb2Ga9x+NDMOQv//3/z5f+MIXkCSJX/mVX/mQH+1cc8011wfTj7O59P3aL/tRJYF+P2QbKqt1qyACvvfPkyRYa3y4d7iPDVezqLQNvYjrB1MOJgGmprDRtNgbBURpRs3SCkNCFVWyNCdJcyDHT0T1TEJcUB1fiGqKzNCLKBkK0yCZGXO6ItNzIxaqJpIkYagSmiJTsVSRzohENW29YRPGKe2KIcwRWaZiaizXxbB/pSBIik0bhTt9F00RBsqkOP7yHDZbtqB6uqKuOnBDBm7ESt1ksWpyu+dwcaVK34mo2zovbY04mgRoqqjhTsOELMuRZZFkWqiaNMsGbpjwxt6YdsXkYydbvLo7Js0ESGHkxwzdiM+c67BSt3j+7oCSrs62rLIc9kc+T242eOVoRLOscalRJcvE87HRtHl5Z8TNI4dKMYJ/nBQ7ruTJEqzUhJHRm4Ys100+fbbNYs1EcQSN8aHVGp841cKLxHbaG3tjnDAVdcvCNLm0WuPB1SpPnmjwZ9e7vHRvxGbLZuInvLw1nCXp4E2y5TuVIwiRbiaMvxfuDXjqRIMz7TL/6eU9vnVngKnKfOpsC1WBaSDMhzQThoMqS2xkGVVLZ7FqYKhKkRiSKOkKy3WLIE75f/3l8+yMAl7dGfPqzoiBF1M1VUxNjOA/sl7jgeUaD6/X+b2X9ziYBIRJhiJBo2SwNXS52RWGrhcl6KpMUtRZDU0kdqLiWO5OxbZfyVCJUgFriFNhThuqSGoFScbBJOB21ykMTw0niFELiqYkCePyuN6rK2LnziuoqrIsYagyF1eqhGnG4SQCSSSAruxPhBl2fNEugWKqhEnG0IuIkpxzi+VZPXd/7OPHKXf6LmcWStzpiaTb2YUysgQvbY8KKIoyq4Cv1C32xv4M0nGmUxbJ1mLPcOBE3Ol7s+d5vWlxOAnYHQXULTHU/4XXD0jSDEmW0GSJKM0YFEmnmiXM8JKuEiUxXpQUVNQKckEIfWN/woMrVTLgazd6xKl4DoIkm72nvAlikPn4qRYPrtR5bXfCZtvGK/bS6iWdKM1mAJc4zUjf4sCJGrtKw9aomCr1ks71wynnFsq0KzrLdZMvXztCKhKLObA99MXWXUFf/eSZDj/z4DJ/+MY+uSyRkbNUM8jznCSDzXaJewMPVZb47PkFzi9VeP7uADdMmQQxYZKTpAklQ1Rf41QYoT//6DIPrtQYuhG1wlzbH/ucW6xALpFkoootS9Ao6ViawsEkIEkFwOP0QpmVusX+2KdqmkRJxtWDKdf3p1xYrvDYRp0TLZueGzJwIhRZAC9Aou9E3Oq6ZHlOyVRnBNK3mmIATphwNAlRFYk4yZBlGVOTqRgquqqgqwotVUFTJE4tlFmsGOyNfPZGb0+FvlVeUYNdqprcLY6z72X2vVMf9k2rD6LjVHwQZ7zfv2JZRSLUj9KP/NbdXHPN9UMw4H7zN3+Tf//v/z1Xr17ln/2zf8bv/u7v8su//Ms89dRTLCwsIEkSh4eHPP/88/zO7/wOBwfiLuH58+f5zd/8zQ/74c4111xzfSD9OJtL36/9sh9FEuj3Uxstm74TvaeK8rFWa4JG9mEqSbPCfNO4cTjl6sF0llAI4oyNps160+bawZS+EzFwo6I2aBQmnDAWnCARsAVVQpYF1a5dNshykYCpFYkzJ4zRVUEDDGNhwGiKjKEqBbghwdJFrbRuiyHwgRuhKyIJgySSdmcWygzciIETUjE0VmoGQZyRJBm6IpFnOVlh9q03S9i6wrWDKW6UFltnIiFyNBHpHEtX6DsRJ9o2TpRwr+/hRClbB9NZAidMUmxdRVdkxt6U1abFUtUkyXOuHkz4+MkW6w2Lg0mAokicapf4ifMdkaTZGYntLk2mgBCiKSIZledwfrnCVt9js1kSO2mJRrVI96w2LdJM1FhHXoSlK1iqIszAVBBAH1iuCJMRiU7FEM+rpvC/P73JZtvm6v6U33l+m2mYFHt5Is1oKgJ08MLdIa/sjPipB5b4K5eWWKwYnFuoMA5i7vU9wiJ59G7m21uV5RAmKa/vTDiahjy4UmVr4BIlGWVTZaVm06m4fOGNe7hhiiKJ5NxSxeTzl5bRFIk7PZdv3j5k5EV0ygaPbNRZGvrUS3pBhQy5vD9m7McokqDehonYavvT6z2+drPP5y8t8ytPbfCVm12604DFisnrexOGTkS7ZNCdhqhFpdTWFOyiHptkwnzLAVtTmQTimFQVma/c6NFzYnRFIkhSkkyaUWxPdcr4Ucr5xQrfujNge+gRR2JjTVNkbF1FkUV6re+EDL0IVRHPf5KK19qV/QmLVQMJiav7E3pOxPmlMn0n4mgaEifC3NYUGVOVqdmaoMYiIUs55xcrdCqirvvoep2FqsXhxOfmkcPeKCDNM/xYvGZ3RgHbA4+6rSMDbpxiawqaKtFzirRVLs7pa3ULJ4ypWhoLFZG4m/gxuiJzom1TNlWuHUwxVBlFlmYU4SBOqVkqhqYQJyLBGSaiUrzZKrEz9KlZGtt9F1mSeHCpwmLFYHvg0XWC4viQZynaharJqU6JVknn2uGUe32XhYrBkRNyMA5mz1ua5XTKOp2yQZJl4nckCUgA5LPjWQKOxiE9N+JUuzTbWQyTjLce5ZIERxNBSv7PL+7wC4+u8H88e4rLe2Ne351Qt3XcKGXqx2w0LVbrJg+t1pBliS9ePmClZqLIgji5MxT0VycsUrymymLN5MGlKpsti4qxzNE04E7XJc1g4MYsVMXXszWFiqmRk9OdhngFsdmPUm4duTy6XqNqClDL4SQgy3J0Q5g3BwXpOElz4jQniDN6TsToHTCArb5Hw9YxNWVmisVFNdaP0tkNj+MKrSILk6hui3O8qSkzU+xwGnI0/Z9PDPlxykbLZmvgzd5//FgYTq3SuxtwP4ybVh9Ex6n4LHv/NzgXqwampjD04o/81t1cc831QzDgTNPky1/+Mj/3cz/Hiy++yMHBAf/kn/yT+37sMcr7scce4/d///cxjI/23Yu55pprrmP9OJtL36/9sh81Euj3WxVT49GNOoYqc7vvfs8knCQJ8+3h9dqHvg+oFbTPG4dTruxPeefD7DsRmy2bm0fOjFi5X1zILVSFwaarMlmez+phapEyeXithiJLNEsiTZFkGff6HhM/JkpzyoaCroh0U83W2Gja3Oq64qKqbrFSt/DjlPWmGJJXilF1TREpsE5Z50TT5vRCCVNT2BsFeMUF4karhK5KKEg4UcKdrhhKB0FTDWKRblFlid2hx8lWib4bsVQ1mPjCdLrRnZKmIjVjajKmJkxCr6hnXd6bcHGpynrLFj+zqfL4Zp3tgY+mSAUVM+FW1+FwGjBworcRMg1VplMxMDSZFdNie+hxOA1IMkGps3WFxYpFdxqwOw7olHUurdbQVJk4ETXfZknn0Y06fpRxq+uyO/TZbNmcW6zgRwl+nHH1cIKExDNnW3z9Zp+eE5HlYhcv9WPKpkLFVFmuW2S5SB196mybaRDTd0LqJZ2HNDHs/r2SLMeSgDSDnhcx9kUdbaNh0ykb7I58/q9v32OzMCf/5MoRaQ6tksanz3e4cTjlKzd6NEo6FVOkg84tVWiWNKZhwvUjh9d2xjx9qslPX1ziS1cOGXoxkiThBklhsghi7B9ePsBUZT52ssU0SLiwpCNJEn03omxq2LrYG+w7IY+s1SjrKgeTYJaEM1VRB5z4Yq/u+qEzMx+zHHJymiVRSTy3WGZr4DHyYpoljV94dIXdkc/1wynXDx1q9jHxVGHgxvTdCHm2C5fzqbNtSrqCqSh8/FQLVRbJ0W/c7tMu67RKOmsNixyxr6YqggY79mOOJgFv7I1RZZlziyUsXWV76NN3Iu70pnz7zrDYDRMgkXOLFTRF1Mx7RRJquW6S5cKYyrKcIE5n4AZNkWiUNJZqJqYmM/ZjQQIlp+sE9JyQnzjfQVdk7vRdgli8Bk1NhhymQUKzpBOrOXIEq3WLT55psz/2uTfIefZMi7OLFb5+q0+cJDyx2eKZ0y2CKGXoi0qyoSrUCkDDztDjxXtDLu9P+dTZNss1i2sHU5ww5bVdURlda9hMgxg3Kn4OSRyTkiSStZ2KSZCkvLQ94tJqDT8S6TRDlfnU+Q5/+Mbhdx3XXSdgoWpgqDL/76/e4fGNBg+t1vj8Q8voqlzQVnPWGzaTIOYr1/v82Y0jTrRKRGmOH6WsN8XrIEzF71mRJUxV5onNBlVL54W7YkfSDRPaFZ3VhkXd0nhguUpJF5uIbpSQ5zJnF8Uu397IZ2fg03NDDqcBG40ScSZMXhDpX1WRZzTSo0nA/vjdTbHDiaiDG5rMRsvmZnfK0I3x4hQKA/6t02xpBk6Y4kY+bpiw1rRYa9SwdZVJ4L6nv0uIHT+TC0uV2ftQmkF4HwDQW/XDuGn1QXScin9td/y+Pk+WxM2849rqR33rbq655vohGHAAi4uLfOtb3+K3f/u3+af/9J9y+fLl+37cAw88wK//+q/z67/+6yj/k3jxXHPNNddHSX8ecyhKRKXnxtEUJ0hQFZmqqdIpG9gfAUrV92u/7EeNBPr9kBcmdJ2QSZCQpMJEaZZ1WmW9MC98wreADDRFJGfWGuIi4ocB52iWdG4eOVw9+G7zDeBwEvDQapVH1mu8dG80+5iDSUDFUkVaIc9n+2m6IrPZsnl0o07ZUOk5oUi3KRIlTeFMp0zfjehNQ4IkY61hk2Q52wOf050SpqrgRWKjaOBGSBLF+H1RccwyvCinbKist23SXCRBklQM+/fcCD9KkJGoWhq2ocyIhO+UocpIksSJVomtocdaw0JXJY6mAbd7DmnR+kuL/SkAVVYF5VASZmDXCdE1mTs9F02WONGyidKMm0fuLP3hBGJgvGppM4CBdJzailNGXszYj1mqWURxihPEdN0YTZFYb1rsDFye2KgTpzlHE0E7DeOUVlnnwnKV13bGvLE3wdYVNts2uiIIonVbp+9GfOnKEXGS8ehGg6dONPnKjR4DLyLPc4I0o4LCT1xYIM/hds/luRs9PnW2zeObDXrTkJe3RixUDBYqJu2ywY3DabG79t2a0R+BNM2AnEkQ89TJJv/pOzv0piEjP+blnTGff2iJ//vTG2wNXNYaJe4NXL58vYsE+FHCRtPmsY2GMNSSnJEXc6fnggTfujPgmdNtfuL8Av/jjQPSwlA83vgqFftV//21Pf7WMyd5cKXKNIip25qodEYpSZbNzGNDExXQIBEJyTzP8aKYoHi9Hr4jxZNkOWcXSrTKBnVb4/rhlP/80h4U5NH1psVixeThtTpPn2jy0vaIuq2jqzIDN5wBCwxV5leeXuPcQpm7fZdL6zUWKybbQw9ZllmqGijFOL0kibSdKssCYKDK9DNhfGc5goY7CTm7oM/MNlUSlcUkywuDCB7dqDMuTMWqqYqqb5IRZzlJUTsNi6QdgK7KRf1T5MuOK9imqtJ3A752s88zp1o8c6ZF1VQZeBFxliMjHnOW52iyxHJd7CyuN0o4Qcx/+s4uf+mBBdww5ekTTW4euZxbFHt8f3z1CC+IyZGQZWY1UqswMk62y9zre3zsZIuSroikrRMWIJiYUMuwVLlI3olKqixJaKoMec44iAs4iaAiZzm4YcqNI4dHV2tkac6Xr3VnhqsiS0hI3O25nFmsIEnwwt0BuiqzWDXYG4sk38HY58ahU+wRymy2/v/s/XmwZedB3o3+1jzseTrz0N3n9KhZlmTJliVb2CQmgCEkgdyb+4UQArmhQpJbqaSokEtS+QKZCFSACmH4Ct/7ZbzkIyQEE7Aty5Zsy7YsqdVSz9OZz9nztObh/vGus9UttybbyHJzniqXt3rvvc7aa3j3fp/3GXLkDYUzm30qti7aibPzqMjCQn5susBU0eTC7oCNnihA+NK1DidnSyyUTbb6Pl+40uZaa8xnLzQnmXYFQ52QcMs1mxfXe1keXp4wFIUylq6wOp0XmW5ZgYcsv/F3636D6f7fWKzYbHY6k+cVWbrld0WaQs8JOTqVZ6og4ofe6m+lJLOcHp3OA0yU2PHrKMa+lYtWXy+WajbHZgps99xJSc8bQUI0J1dsnd2B922RdXeAAxzgW0TAASiKwk/8xE/wEz/xE+zs7PDSSy/RyQbvSqXCXXfdxezs7Ldq9w5wgAMc4BvC10MOeWEs6uedgKIl1Bz7NtZ9Ima+bLFU+9YQMfv4ZuWXfTs1gX6jGHqhKOXoufTd8KbPvH9up4sGDx6qMg5i/DDOMstUGgXjW2qfsTTllsHY+4iSlEt748nE6MX1/kQJN3BFltPe0GepmmOz6/KeQ1VsXWGj63J2q0/PfVXtWbZUTs6VWKra1PI6n7/cxtQUXtzo4YUik0zOlGTVnM7FPREYDjeTPQVT5dRsgbWOw1bPpZY3SBDHWpMlZF3YBs9sDSBNOdLIszpd4Hp7jBPEJNmFrSsyh+s5em7I5b0RHz7RwA9FI2DF1mkO/UwJJYg6EApWke0lYajahIhL0pRrbYe7F0PCKKHnhHhBTBAKImPfqqsqIh8ritMsF0xMwje7LmVbw9YU4hRcP+L5tR61vMF33T3HF660udoco6kyeUOlZus8cXKKnb7H5y41SVMoWjl0WeSmBXEqLL5DkQPXDmK+utZBPVTloSNVPvHStigEsDQePTrFetflS1fbSJLEdNHIrJ0Slq6iSBLrXYe1jsORRp7jM0XO7w4YeeK8ZIdGqKxuOE9lW1jhRn7EyBPtuJaucHFvhB8n/OevrHPXfIkPn5xGlSUu7g556FAVRRZ5gFGc4AYxrZHHsekCW33vVftrCl++2ub77p3nvsUy53YGRIYy2Y999ZYkSVxvj/lTd0zz3PUeOV3locNVvnytgxvG7Ax8ajmdnb7HQsXiS1c7+FFE8CbjlipLJCmiPXK6wIsbfQZuQJJl+7mBILF2hz6nZgs8fLiKIkmMfTHm5w2Vhw4VeeLEFCM/4g/O7HBxb8TqVI4wSjizNeDETIHZsoUqybTGHs9d7zIOYqYKIm/MUBV0VWK2ZDJTMrnSHDFwo4kqVZIkolRQZ24YYWgKS1WbI/UcX7zS5tRsiXsXy+wO/ck5CpMUU5OxNWVCngVRQmsoyPWCpVE0VY7U81i6zO62z7ntIXsDjx96aJHvv3+erhOw2fXoOMFkIaKW01koW6xM5TFUSZB2qzXuWypTyQn1a8nS+MSZHT55dpcwTqnkRCGMnO2HG4iSDlWWePx4g7/5HUc5Np3H82MkhO21YKgMvZD1jkuUJNi6CPeXMlLVixIcXxDi9YJOwdAY+aJ8Q5HhansMpNy9UGK6ZHJxd8SlvSEjPyLOcuU2OmM+eHyKP/eeRSTgcxdaXNwb8p7lKntDjyhOmC2ZfOepaY5O5fn85XZ2XaR0xgFjP6Joahxu5Fhp5JkpmWz2XF7e7DNdsnD8GEtTmSuZfOlal0+e3WWpajNVNDjSyHMxK6QZ+hFfXetxeqPP+1fr3L9c5fm1DlE2RsVxyr0LZVEac8PlbGoyiswbZpEJ4kzcq7Nli/uWy7y43hf2fUUmugUxJktk16xJe+xTLxhv67eSFyV0xyFHpwvUCwZrbQdZvnn55N2waPX1omBqvPdQle444IW13ut+58Krx/LodJ7uWIwr1W+DrLsDHOAA30IC7kbMzMwwMzPzrd6NAxzgAAf4puHtkktOELHZdem5IaaqYGnKJIMGxKS+NQpojwPao4C7F0uUsxDkbwW+Gfll305NoN8Iek7A6fU+m/1bl3LceG73V+y/lef2tRCh4MmkGOBWGPkRF3cFOdDIG1xrO6x3HeI0wYtiOiOf2ZLF/+ORZV5c7/O56136TvA1RKQsyzy31uWp800ePFThu++ezVpCAwqmynZPrPJf2h0xUzI5Op3n4u4oI+EELE3mzrkil5ojrjZH5EyNl7cGjPyIxYrNTt8jTgWxdLhu0xmHbHQdZJnM4jpCkUV76kzJJE5Szm4NsHRFEONuzOWslTFvqHSdUCiCwlfbB+NUKENypoIqyZi6aAC81hojIVGyRTPpKIiYKZkiZyxr2RTNkQqaLDHyI+6YK6OpCgMv5HrHwdIUJKRMFehQzelU8zr3LZaZKZpsdR0GfsRKFqp/dmfISj1PwdIIooSnLzdZaeR5+HANP044vztCkwWhPfAinrve5bvumuXuhTKbXZcPnmiw3XP57MUmUipsxYoksd5xsxB0g6WqxbndIXEKF/dGHJ3KszpV4KWNflYIcevr5tRskaqtM/BCLu8NmSqY9N1wUngw9sWxvn+pwtXWmPZYjBV+JHKtOuOQuZLJ6lSeKE4ZugFJIoo/kjQlRWa77/Lew1VkCfpuxNAL2ey5BJEgIQ1VZncgiDtJgk+f3+O+xQqnZou8vD0gSYSq8nJzxImZInctlPj85fYb3jPHpvM08gYvb/V5MCMMx37EfNme2B1VWWLghMRpiB9EfPSuOd57pMLACZgumYI8MDSeX+vy9MU2miosxyVbJ87srUen85ze7PHSRh9LE0q1KElQZFFgkaTgBCkbXZflWo7VKUEyp6n4jlIVifW2g6HJWLrJXMnkgUNC1fjslQ53zZe4b7HM/zi9zcCLsHWFWVtDVxXiRBw/JStVCOOE9jhg6IoMx9XpPJosyPeKrXH/UoW5kkUYC4Vn3lSQJIMkFY2/ti6aQd0wRlVUSrbGZs9lumAyXdDxQ0EodcYBeUPF0sX+J2maZSZKFCwNS1dxA0EW+rEoJej7oo21aGlcbzu4gVC2KYm4lvatk0hZC6oqI0sS/axx90g9h22oKJIgHs9sDkTWZcnk4SNV7l0sM8iu2317vanLBJHICjxUt1mq2ZyaLWZqQaHQlSW4vDditmRycraArihs9BziWBR12Lpo9r3eGvPsVUEIV2wdTZU5Plvgwt6Qpy82SdKUnhuiqTJlS+PoVJ4rzdFECRclKZ+92ATg/qUqraGPJEu8b6XGXNmkMw5YquYm12/BULE0hdHrqFiBLBsxZqvnAtJk7O864h7dG776XktTmC4aLNVsKrZOdyzG/qWq/bZ/K3lRwu7Ao2hp3L9cFvmEkjQhct8Ni1bfCKaKJo8cqZE3VNbaDjsD76aSi1sdSy/7fv52yLo7wAEO8C4h4A5wgAMc4HbD2yGXvDBms+vSzYKObwzUfS3SlAnpdd9y+Vu2ulswNe5eLAG8LrG0j9ezgnw7NYF+vRh6IafX+2+JqHy3nNvXYuBF5A2VsqXd8prcx8iPOLM5YLpocnymMMl3myoaSBRQZIlrbYeNrkPXCYhjocIRNiuJvKkw9iO6owBJktgeeLSGPpYmJmh+GGf5bRL1gsHQi+iOfe6cL/Dy1nCSAXekbuOHCRtdF1NX2el7+GFCdxwwWzJZqAorlhPEVHMiO6srwXbPozKnM18W2VAFSyVvqpzdGhDECafqRRRJJkj2CUmh9MgbonE0jBJBHIkMd1JSDEURLYFBTCNvsDvwQIKypXH/ciXLmhNZbboiY2VNdpdbI3Z6HjMlk5OzRa40RzSHPnGa0hr5yJJQUeUzy+pnLjSZLYpg99mSiRPGnJotcnF3yHzZFJbNULRiRnHKhZ0h9y1WhGInyxqr53UKpkaSpgzckAcPV1goWxQNjc+3WixXhXU1TJIsB01iZyAyr+5cKHOt40wm7JebI+5dLNMoGLRHPoossc/gxklKEKeULZV7lyrCEuiFrHVcLF0cr0pOI4qhYCosVGxSUr5yrUvHCcSxR2xOkSU6ToCtKzhhjKooEKWYmkLeUJkuGkRJSt5UOdIQpRyWrnBXGHOt5XC1NcYNYxRFpjsWTbzbPZfeOOADxxo8cXyK7b5LK7Mw/+HLuwz918/nrNgaDx6qUM8bvLI94IPHpzBUhd87vUWchfzvE3pBJMoOFAlsPc/FvQEnZvMs1oT9cuRFPHmuydmdAaYuSkz2vIhG0WSmaLBYsek5YWaHFYs4tvFqO2UQJaLgwNbFZL4z5nA9z+GajSJLLNZyhHFCxwkomBoLZYtHVmocquX40rUOjx5tcLhuU80bTF3tkDcUklQUDA3cMFOdkTX/QjFbFFFkCVtVOFLPIcvCsvqhEw3uX67ypatt/n9f2SBKUo7Uc5QsTZAvUUrHEU2qh+s5vuNEg4eP1CiZGlGSECUSz290Ob3e5Z7FErNli2vtEZd2xzedj5KpcmQqx6FalamCzkvrPTRZ4qFDFQomLJZtXtroE8bCkqspwjaqSnCjD92PUqIkRpUFKbhQscnroq12tmTSGvl85XqXY9MFLE0Q87oqY2Qb6jgBO9seuwOP3YHPfUtlHj5SYbpkMsryLV9Y73GknufodJ4vXetiKAr5ospU3sAJYxRZFF1c3B1ycW+MnjVGB3HCQtnkctPhy9e6OKH4LENPqOa8IKZgadyzWKY18tkbCCt/msIzl1ocrtk8eKRK3lC4uDtib+AxW7YI4njSJqqrSlYacevv9v3Wzb2hsErHCZzZHDBTMnnsWCNruA0npFhOVzA1BTeMJ2rq2A3ZG/pf10JckllZVVni6FQe69vgt8DbwUzJZOCGVGyd45nd942OJXz7ZN0d4AAH+BYTcEmS8OSTT/KFL3yBnZ0dHMfhn/7Tf3qT9TQIAqIoQlGUgxKGAxzgAN82eDvkUmcc0Muspq8N1H09bPZd6h2dU3Olb9Yuv22UbZ37lsvUOzob3de3Vr6RFeTbpQn068Va22Gz/9Y/G7w7zu2N2G/LnK9YAPTc8JbXdJQkjIOY9tinmtc5PlUQ7X0Fg+miwafONfmDMzvUczr3zJcY+BF9N8ALk0zBkKIpCqfmiuQNlShJ+YOXd/nonTMslC02snD//ZKSkq0RxAkVW+dDxxsTpU3J1vjilQ5RnLA3CIgTiNOUOE3Z6nscqec4vzPACxPWOw6NvMFs2SSMUxRJYrlmcX43xg8FSbIz8DBUhZVGno4TYGkySxVb5NSNfXK6SsFUKVkacXZgJCQUGXKGytCNuLA75J7FMg8sVzhcy7HT97mwM+SV7eFN6r2SpXJ0qsBKI8/RqTyyJMjJ660xhqagSBJOKJRNlqpwx1yRnhPSHQec2RhgqDIzJZOlqs3Yjzi93qPjhAzckDARqhqhMgsY+SGGKhpO9/OmcrqCqkhZs6DOfNnixbU+1ZwoJ4jihL6bEGYWWT8SlrsjjRzLNZsre2PcbLI/8EJWGzlAKJTiNM3IGgldkbhzrsRKI8fQCxh5gnAIE6FYyukqOUNlHESosiTadJMESxMkpQh6FwTT2I9Fa2OSIEswXzbJGSphlNAc+ZzdGYpcur0RZzb7GKrCsZk8K408x6bzbHZdEqA9DqjYgkS61nL4n6e3OZ69brZk8qlzTVrjW5MEEsK298BymeWqDUjcv1Qhb6q8vDkgp6sM/IiRFxMngnA1NIXlmk09r5Om8OJGn0M10bIZRGlmXxVKvb2BT5JdH4Yqs9IocGF3yKfP7nJkqsCL6/2MzI0pmuokRyxNUkZeRMFUKVoaewOP+lyRRkHn+EyBza6w7s5XRFvvOIh4eauPGwi1qKkpjP2ER4/W+dTZPS7vDrF1lXKWVZYkIMmgShJxmnK97XBsKs+jRxskqbAoHmnkODpV4JnLbf7rVzcmytFaXs+ajSV0NUXO1GymKvOfvrxOnKR8992z2Jog5s9uD9gZBnScED9MmC6Y1HMGXpQQxymKIopQFEmiO/YZ+xFBnPDK9oD7FgXZPVexsHSFwSDKxhKhRNwfzvaLKPa/xsI4pmQbzFcsgjihqKk0CiZLVdHovNl1We84EzWSocpIssTADbmwO2K+YvHB4w1URaY1Cnh+rcszl9rit8HI57lrXU7MFjk6lWeuZBIlouQicEOu911eWO8TRElmuRYqQ1WWqdg62/12RoSK1tIgTdjpC9K+OfRJkpR6wWC6aBLF6WSBIpXgzrkiu1mZSL1g0nVCDE25qU20mtPFgki26BIlCX4kcgmruRxeKNRveUPNGlPFtRfG4pqzNAVZV7LG4+RrFm/2x/HlWu4bWoi73cg3EAucK1N5Tq/3CeLkDY/lt2PW3QEO8Ccd37JR6/d+7/f4yZ/8Sa5fv37Tv//dv/t3byLgfuM3foO/+Tf/Jvl8nq2tLXK53Gs3dYADHODrwK3C4N9NQf+3A94KuRREMT1H/PB8baDuGyFNYaPrcqie+5YqwQqmxqm5EodqOZojn+EN19NbsYJ8M5R071Y4fsRm740/063wbjm3+9jP6LF1lcWqTd4J6I6DifIhjBPGQTQh6up5AzvL8UrSNLOFKfSccCIy2R9vNFnCCxNURbQ9ypKUNYlKRElMkqTsDDyOTedpjQMUGWRJwtYVRl7EWjvAj1LuWRDXUBinnNkc8NksqF9VZNxQ2MjCWGWn73JsusADy1U+d7nF4UaO+ZKYlI+DGD9OiFM4Pp3H0lSiJCEl5b1HqhiazFrH4Z7FMss1mwu7opRi6EUM3JCpokHO0DBUaRIY7kcJfpSQ11X6bsjH7p1nu+/xyVd2ubg3+ho11TiIOb3Z4/zOkO+7f54750p86tyusK35EW6UkNPFflVywmr2//3CdTpjkZ3mRzEX94Qa0FAVXtkZImclFZoi4/hxRlLZuGGCpigUTC0jQ2S8KCYNmTSTksKZzR5eLMoLZFkiZ2gcqsls9TzRiBoKpdAHVhvEScruwEcChm7EfElGk2UGQSSUjpna8cRMkQ+dnGK6aCJJQkFYtDS2ei4FS6Wa1xm5EUGU0CgaWLpK2dYIo2Ri85UlCUOTiRPQNRkDBUOVOTFToDkM2Oi6RFGCocqifEGW0FUZJxDZeS9t9Pmuu2Z532qdz5zfw49EBt89i2XW2g5xkrDd89jueTRfR52jSBInZwscrueYLZks122miyYvrPc4vy2yweI0pZE3WKrlGPkhcUKWJyYIlWZW3qDIEk9favHQkSo5TaXvRpRyGmtth7myKLcoWEINWs1pjIOY3YHPybkSjx2r8+T5JqoiCyJZFuH0KYJA7zkBmiJjqApxnPLgoSoLFZs4BkuXaQ19LjdHVG2dubI1uRc2ui6KItMomNy1UMIJY1pDj+1+SJgFhKWpsGzW8uK9J2YLGJrMetdldUrh/qUyV1oOn3xllyP1PAsVm6mCgZzZcsM4EdZOQ+bkTIFOlmf1iTM73DFX4rFjDU5v9Og6IT0n4MxWn5otii3Kto6uSCiKIM4GriD1e05Ie+xzx2yJnqXRGvsYipCmvvdQlacuNum7URbin2aNtTdDQihVHz5cQwLCRBRF1PIa2wOZY9MFrrWFBVxRxAKCG4l21/22Tk0RY8bV1pj3r9Z59uou11pjNrsOMyUTJZPLdscBuiJzpJFj6EVIEkwXTT580mRv6HFxZyQsphnJKMsSXSfI8iqZFN24Ycx232WmaJIA2z2XJBUk4/4Ya6oy3aMhcyVBsH7ylV3GQfI1baL7iy5RkrLZdRgHMUGcICPRyBtc2htzcW+IhFDP3r9cYblq08zKc16by3kr7Bcw3O4LcV8P9hc41zvO173AeYADHODdiW/JL/tf//Vf56//9b9Oms1K6vU6rVZrEmB8I370R3+Un/7pn6bf7/M7v/M7/KW/9Jfe6d09wAFuK7yVMPh3Q9D/7YC3Qi4N/Qg3jG8ZqPtm6LshzaHPcu1bT9LYhsry10ncfjOUdO9GNEf+pETj7eLddG5vzOgxNZFlVsvpDLNQ9r4ryB9dkSevG3gRafqqVenS3ojuOGAlyyZa67gkmTUwpyvkDIW9YYDjRwy8CFmSWK7bHJ3OM/RC4hSmCwbtoU8K7A19OuNgkqG0UDGxNVWE92ekdpyk6KqCpYvMtP0Z9kubfR5crnJytsDpjQEbXUcEoycixH2hInK6ZkomRxo2f/NDRxn5Ec9d77BUtVFlWKjYgkzKJp+NgoGlK0TZdStLUMvpKLLE7sBHVeChQ1WcICIB7l8uU7BUPnuhhRcJAkuRJcyMyKjlDS7tjhj7IauNvMi08iNkKWWlkSNORNZdGKVs9jzCOGHoiXD9JBVEWZgkk8l5nCRIkiBInSBmuiDhRzGqonOoJlpmozjBCWJGXsQ4Ow9RnHJ2Z4gqS+QMYcktGCp5Q+X4TD7LsZLY6LosVC2+48Q0X7neYW/g0xz5jIJQFA6Ewh53qJbjSCPHA4eqlCyNa+0xtZyOpSsYmsxi1cZQZfpOxHrH5VDNRlNkwighjFNsXcXQBLlvaYooQkgFEaarCg8dqQFgqhELZYs4FbluR6fyRHHCxb0Rli7KNQqmxovrPfwo4YHlCtWcxnrH5cR0gdM1e0IIV2xxrXuvISh0RRARhiYy5E7MFkgTGHkR/8fT11AkSeRUpoKUHGTHVZbFteiGMWkq7gFFlkTTrRMycCNyusp6Z4Quyzx2vMHYF+d/b+BTsjXWuy6dkc8oiHj2SofHjtX503cofOFyCycQlnFFlkkyq2WaKQajOOXojMjnyxsyl/aG+FGEbWgosszz6z2+ut6FVGK6oAubbCDKgY40crz3cJWLuyOutkT5yf7v+IKpsVyzWazamKrCFy63WahYHJsqUM8b/M4L28yWTe6aL+EEMed3BpMClf2f/jld5c65Isu1HO9fMXlpq89LG30ePFwhjFOaQ4/NroulquwOfXaHPjNFg5yhitzFJGUcxOxlhGbBUNnsueRNFdePKZY0rjRHFCyNx442+NLVDqOsBdRQxSJDnKSEWflJ3lR57+EqZUvjamvMe49UCRNhR+2MAkZZWcv1tsPVloMTiHOrKRILZWtCTMoS3LtQJkpEFl8KtEYB9bxBLafRGgZ4UcxLG32OzxSZKuo8ebaJrEisZkrYQ9Ucf/jKLm4Qce+iaDuOs8zCNE0n+ZxpZmm/1nYo2xpFU0ORJeJsLLA0EQkgS1DNafS9gOVajrPbw1u2iUpA3lCo5Q2kccDADblroYSlK1xujjE1hYKhcahuU8/pGJpYWLEyUjPMxpTXw/7izu28EPeN4Btd4DzAAQ7w7sQ7ftdevHiRn/iJnwDgiSee4Jd/+Zc5ceLE61Ze67rOD/zAD/Cbv/mb/OEf/uEBAXeAA3wDeDth8O+GoP/bAW9GLqUpLFbsrwnUfSvYt3DcDrgdf2gOvOjraniFd9e5vVVGj64q5FMYuYIs0xSJKElwgps/73Q2QV5rOwy8kKEnSLs0Y8NGXkScpDhhzE7/VdVnSspu36NgqMyWTPwwIWcIxcvFvSG9rD1xHMTIUkgYpeTzKmNfkFAjX2TFRdnkr1EQWWCGqlBQZep5EdxdL+j03AAwyRkKKUL14mQh7VVbp2xrNAo6u0OPYSCsqUVL5YnjUzSHPqoqMXAjmkP/JlWQqcnMZiHtd80VURWZa20HOTt+Dx6qcv9yhct7I663HcJYFA94UcL1tiO2LcOff2CR6aJJHKcs1XMULY0girENHTcUZMvewJvY5iRELpcmy0gI3jETyOAGMfmCQZTZFfctq9fazmTslySxDUOVcYNQ2NYQGX/71nhTU5gumllOlUfBVNjte9nnrbHd99jqudTzBkfqObwwoWxrk3ZbN4h58lyXq60xsyWThw5X2eo5kMpMFQ0aBYOUVBCBTsi9CyX8sME4iMmb6iQkvzsOWOuMs2bJlKEfE8YJRVNDkmC9KyzGBVPjkSM17l4oc3qjx8vbQ0Fg+RHbfY97F45Rz5v89nMbPLJS5yOnZvj02V10TZDD9bzORvdmVXKUpDRHPrIk8cETDfpuiBtEVCLRQDoOY8Jegq0rLFZtZAlkWWTAqYrIPBx5onhj5Im24LypTrLb9gY+tiFI3ebIF1ZjJ0BVZK42x/TdkJmiyXrH4TPn93jsWIPvvXeOi7sjdgYeQy9iv1ugaKocm87znuUK00WTzsinORDq1HsaZa40xzx7ZY/tvsdUwaBoaRQtjWpO59xwyOnNPp94eZv3LFc4NlVgdSqHn5Giiiyu574Tcmazx8XmiKVKjkpeENBpCq2hz32LFa40RzxzqUWYETT7kCUI4oQXN/o8v97lkZU671kqs951aQ59NCUjKN2QgqmxaFuitEUSjcFxIq7ZnK5wpG4TxilOENP3xHsSRNaqpal86uwuHzre4C88uMjQC9kb+JPiD1UWBSlTBYOiqdEcenzi5R2+48QUfTfECWLObPZ44FCVL1/rcn5nSJJC2VYp24L0zBkqcZKw1nHYG3h87N55Hjxc5emLTe5dLOOFMXGcMFUy2e57nNsaUC8azJcttvoui1WL9xyqcHqjz/mdIWsdh0dWqvzkE6uMgoilms1u30OSJJarOV7e7gtlcZYLqcri/u+Mg0lhhZ7dL0tVmyBOxQLPKKA1DCbt1aPXqHG9MGYjK4ayNIWlqsWhep3D9Tztkc/DKzVRlOIJJeHewMePYnEtuOGEtC9ZGm4YM3DDm875a5vM385C3EzRFE22XfdPhIPjG1ngPMABDvDuwzt+N//CL/wCURRx55138vu///vo+ptP7j/wgQ/wm7/5mzz//PPvwB4e4AC3J26HMPhvV7wRueT4EeMg/ppA3beKfQvH7YLb6YfmN3pu3i3n9vXyDNvjgL2R/7pqhf08wyBKkGUJL0q4tDeiktPRVIWhF+IGMVI2cRTvkdBVYRVUZYntvkejIBQbsiQaC4VCK0aWJWaK5sSW5ceiVMHUZA7VczQHHk4YE8X79laQpJT3rTR4ZXvAJ8/t8ehKne++axZdkxn7EX6UUjQ1coaCH8asdx1+9cnLPHFqmsePNvjDl3fYHviEUcqHTk5xfmfIH5zZIYxFrlecpBOLZCUncvzk7HNc2B1xuTUmScVEf+xHPHSoylzFomLrfOlqm42eUPZJmW00SRNe3hpw72KZlWmVO2aLXNwbikl+LBR7oujCpDnwQHo1K6pgqVRzGoOM5CSFgqVOJs0VW0NCZD09v9aj6whFIZCpsiBOExKEwsxQZdIUUQaRiAbOvhMy9COWqjYdJ+CVrT4lW2d1Os/KVJ56ThBpaZJSyxt4YcyT5/d47lqP6ZJByda4tDfioSNVZkoWT51vsjfUuGuhTC3RmStZJMDpjT6nN/r0XGF9bI18TFXh2HSB+5bKSBJ86Wqb5tCnPRJ2yzvmizxypMZUwUBXJc5uD5kpmTxxcorVqbwge9Z6OH7EKIjY6bsYmsKV5ogHDlXJGQpntwZCUZURqo28gaHKXG6OhcVZljgxW6CWM7iwN2ShbE3KIYT6MKWaExlvmipTVhVAtMLGSTpR1UmSyMjTFKGE9DIiI4gSzu8M6bkhuiJjagrlLGtwq+9xqJZDliUu7434nee3uGu+yEojz31LFfpuwNCNJosYIo8w5EtXO2iKuCbTFD51do9Lu0OmiiZTRRM3jAijlHpBZOlt9oSFUpLgK9e6XG+7LNdswmyhKElTxkHEbt8nSEQe29WWaPYUmYgpq408l1sjPnuxya3Wl3RFRsnu7zBOefpSE0WSONzIEcZC4TXyBUmZM4RF3Y9S3CC8acFKU4Q9XZRwKMiSOM4CQsH78OEqmiLaTC1NKGSHbkSYpOiKRN5UyesqqSTGo4cOVUlTsVhQMFRUReFT5/ao5XQeO9bgamvMWsfB8WPypoTjR+iqzKGaxXfdOUMtr9MaeaxMFSbj3ELFIkoS2kMfU1cYesJubSgymz2XU7NFem44+Q7Y6LhM5UXr89iLsn0OqeZ0jk7ludwcTz5nCsJRlA3MYz/CDSVWGjksTWZ34GIbKm4Q40UJ3XHIidkieraQsE987WfTmqrCVEG0bk4XRMGLqYk8siiOURWJrhNyPSvYmStbwu4exJiazEzRFO8tmjctMN6qyfzNFuIKhkrXCfjqWpeuc+DgOMABDvDtiXd8lvPpT38aSZL423/7b78l8g1gdXUVgPX19T/OXTvAAW5r3A5h8N/uuBW5dG5nwKXm+Ove5r6F4wDvPnyj5+bddG5fm9FzY3bhrXBjnuEwC+TuOyFKFvBftjVUWZsolcJYqMpE6cA+IScyvnpOiKmJfLOuE5ICMyWhaNsvIDg2U+D8zpCXtvo8ulonihNmSiYSEs2RjxNElC2N5VqOoRfy4nqPP3VqGgmJPzq3x97ARZZkdEWinNOJE0GcHKrl+MidMzy31mGxYnFytshu3+OO+SLNkY8uy3z45DTndodc3BnihjGSJFHL6Ty6WsMJYtqjgJ6pcq3toCsyrZHPbMlElWVe3OhzfnfEXQslnjg5zbOXO+xaHm5GyuuKhiLBqdkiGz2Hz1xo8uhqjaqtsd71SFOJvhNStjUqtmhAdMKYzjgkjBKOzRR5ebMv7MGqUCN1nRBskLOiCFmSqOUN2mN/0mp597xosK3mDFbqIpeq6wQEUYIkQ8XWUWQZU5OwdIXWyGfkhZRtg5Ef8r/O7GLrMt9xcpozGwOh9vIjhl7EylSex483+Opah7wpyN1Le0MWKzZ+lGBoCn0nYLme50pzzKfO7rBYzbHSyNEaB+wOfKIkJYgirnUctvoudy+Uec9yjc9ebBJEQm3XcwIMReb+xTKffGWPl7cGKDKcmClyclYQd3fMFbi0N+JTZ3f51adG/L+/+xSGprDVc5krWWiyzHrXQZWhljeI4oS5ssV00SBJYbmWI0lS/vOX11io2FQslYJRoGAI699SVSibhQJRqA6jWBRRmJrCUlXkoXWdgL4TUTI1CqYokFAViVe2RwwzS/Y4iJEQJJUqS7hBzJWmCPq/a6FEa+hzZrPP1ZbDsekcaSqUtCVLJUwSzu0MCSJBUrthgheKcPenL7YIs7y3k3NF7pwr0RoHTBV0ipY2UWbqqkySMgnv7zkBPVeophQJDE3BVGV0U8MPE7b7QpWoZs25V5ojVhqFiU3d0kQ2n6EpRHFCe+xndm3RivrZi01mSyamqhAnCUVDxdJV+k6QkcXS1yxY7duo95WdywVDKEElkJBRZPjTd83y4nqP//PZ65OxKG+oaKqwOu9f63lD5XvumeO+5Qp/+PIuuqrgRQleEPP8Wg9dEQsFq1N5DtVsJCRsQyGIk4yoVdjsunzi5V0u7Aw4XM+z03dxgpiZokk1p7M6VWB1Os9Xr/doj3z8KOFqa0xOVwjCBCeIMDSFsR/yW5+/yp++c5blqs09i2WWqjbnd4fUCwZ5Q6M58tnre4Q3HBRDU2gUjFet0kOfw3WbWk6nNRSKZi9KCKKYBw/XSRMRndAZi2bhQ/XcTa2b611ncsxNVbQVX26NeeZSmzgjwzrjgIWssGffDrvWcW6I2Ajx4+QNm8xv9Vup7wa8uHbg4DjAAQ7w7Y93nIDb2NgA4J577nnL79kvXnAc549lnw5wgNsdt0sY/O0IS1MmE5K3i9daOA7w7sKN2WlvF++2c/vajJ7hDXbE1+K1eYY5Q0VXswY/SZ7YT4GJGsxQZVRZnijIDFVGV0XrZxSnmJrMOIjwwphKTqM7DrnaHuP4MfoNxNLF3THHpgsYmsLZ7QFH6jnmSibNkciFWqjYnN0e8PBKjb1hwOcvtfBCobqxdJFX13cj9oYeBVPj/M6Qhw5XeehQlfWuy8NHqiiKyE/b7Lpca40J45QTMwXed6Qq1DrAylSea+0xZ7eGhImwRfbdQBQe5HTRFOhHbPQcVElmZ+Dy+NEp3nukyvPrvUzxJ0oRkiRl4IX0nJCXt/p87z1zSJJEc+jhhBH3LJW4vDdGVyQsXUVRZMI4YW/ocWImz7XWPsEvbH85XSFKUnKmiq4qvJC1nB6fLtJ3A2ZKFh86PoUbJkwXVB5eqXGt5TD2Izpjn5IlbLlXmiPumCuiqRKBk2DrqsjDao9JgbvnSmz3PZHzltc5szUgTeHs9oD3Hq7xwKEq6x0Xy1C5tDdiuZrj0dUGXhgxU7J4aaPH+Z0RBVNDUyQsTaFoqmz2BHlTtDR0RWbohXz+cov3rdR55EiN05s9ek7I9kAoxCRJYmfgsdFzkYDdgQiJVyVIgGevdiY5Vf/thU0+eKzBJ17awdQkPnJqlseONXjgUIWeEzL2I2xNZaEqMr6+cr3D753eZm/oY+kq7bFO3lR48EiV1tCnYKr0nJCdgUd75E9C80EQGNNFk+miIYjhXMhSNcd0waTvhgRhSs8N8YIYU1co2RqkgtSwstxEN4i53nbIGQplW2e6aJI3VOoFg/bIB0mi54jrzNZFdp8kSQRRgqZIXG2PKdsaXSdkpZHn7oUSjYJJ0dSIEhi6IXfNFVmqWJzfHXFuZ4gfJQy8iLyhTQi4OAUniHEC0YRp6TJpmhJmxSy1nMFjR6fwoxhbV6kXdNEanMBO36U1DNDUIk4Qc6U14vzOCDdMOL83QpHB1hROzpd47noXN4iRJTGuThWEvVjNShCcMMLxhaq2NQwIo5T7l8uEccLuwGO+YvPFy232hj7Hpgtc7ziiyTRyhVouFedlqmgwVRA5jGGU8PjROqYmM/AivnK9S5ymWLrGc9c7rHXEsZ0rWxyq2wy9gEbO4JNnd4XdNk7RVZm+G7JUtWmOAjqOWMx4caPH+1bqPHS4yqfP7ZGmwo7fHof03ICrrTGGKlpPKzmDtY4zaau9e7HEme0+m12XnK4wUzS5c64omlgRjbJBnNAaBYy8kNYoJgVOzZbQFTEGgFBfzpUtLE183ywb4nurNfIJovSWDaayJBS+F3eHXNkbYygyTizuoYEbERZTdFUiiNJsnIez20MAjk4XUGXpbRUoDL2QF9cOHBwHOMABbg+847/u94sW3g6Z1m63ASiV3hkVzt//+3+ff/Ev/sXkv5988kk++MEPvuF7PvGJT/Brv/ZrfPnLX6bZbNJoNHjwwQf5sR/7MT760Y++pb8bRRG/8Ru/wb//9/+ec+fOMRqNmJub48Mf/jA/+ZM/yR133PGNfKwD/AnG7RIGfzviVvlabxW3snAc4N2D2+3c3pjR8/xaj03FvSm429IUpovG1+QZGlqKLcvMliwGrmjNU2SJsmXgR8K6KQElK8GPYhRZRpEk4jTFj2PKOZs4TmkOPCq2zs5A5Is5fkycpJycLaPKwno1VdDZ6rkcquY4vd7lwu6Qo1MFpvImjYKBKkmULY2NnstTF5qT5r+KrVHOadRtg4Ef4kcafTdk4IV4Ycyjqw1mSyLb64GlKk9fanK5OWauZFLL62iqTJIKa2GtoNN3Q17e6KNpMmVdJ4hj3DAhZ6RIssx2z0WSJAqGxsgX+XH/1/Mb/PkHFolioRqZLZnoqsLL2wNWGnkk4H97eJm8IZoskYT16+75Ehd3R1xqOkSxUJBpisRLmzHTJZNTswWePN9EloRFa6pooEhSVlIAXTcgHqfcv1QhiBKmiyZtJ+APXtphsWqzXLNY64yZLpjcvVDBUCW+eKVNzw1ZrNrkdIU0gZ2Bx/ndIUkqygsWazZX9saZBc8niBKSNMVP4amLe3xgtcFSzWbgiGyoF9Z7vGe5gqbKnF7v89SFFoYqkzdEttOV1phqTuc9SxWut8dosszQj+h7Eaos8cylFn/uPQvUcwbXmmPee6hKPW/w5Pk9jjRynNnsA8LqKXIEw68JiH/ueo+KrbNcs5kqCmXa/3ixT98JMTQZP0pwfPGelUaOuxbL/L8+cnRSHDJbNFmo2Dx+tM4fvbzLWsfJ8v0SkT+YkeppAmGSsNF12B14rE7lWaxYvPdwlbyhEsQJmiqhSBJlWyOIUkZuJGyLI5/j0wXmyhYvrvfQFJkoSei7IZoiZ8UHOjt9l+2+T8lSeWC5Ioo5ooTD9Ry2JrLl1lpjVhp5jk7nieKUa+0x//P0DkVL5fhMgbyu8tz1LjMlk6PTBVam8nzuQpOeG1I0VWxdxg2y3MPsGI78CFUW45euiLbc5653Ob8zYDaz6DaHPo4fs1SzOdLIk5Dy5UsdqnmdEzNFVqcKfPZCk52eGGN0XWGlnuPpiy1sXWW1YrJcFZZKJ0iIEtFgW8ryG89u97nWcem7AYdqNmlm77U0hT94eYeuE7DayLNctZkpmkTJq+OQIsu4Ycxmz6Mz7rPetblvuULJ1Njpe5zdHhLGMdXlKkvVHD1XlChs9hwg5VA9xys7A56+1EJXZGxdKJn7bsBi1aZsp/TdQLQOhwmfv9LiPctVHj5S5dzOAENViJJE5Ntl90wyDrhrvsRCxWKpZrHWcThcz3HXXImXNgZMFU2WKjY5UxU23kjYNg1VoZ4zWOs6XG85HG7kOD5TYKfvTOzmt2oTbY9DmsPX/94qWhpdJ+DczhBVkSnnBMnlhGKxIYgTNEXmxibUFDi/O+RQPccDy7W3RYwdODgOcIAD3E54x2fU8/PzXLx4kStXrvCBD3zgLb3n6aefBuDIkSN/nLsGwAsvvMC//tf/+i2/PkkSfuzHfozf/M3fvOnfNzc32dzc5L/9t//Gj/7oj/Lv/t2/e92iCYBWq8V3fdd38eUvf/mmf79y5Qq/9mu/xsc//nF++Zd/mR/90R99ex/oAAfg9gmDvx3xevlabwZJ4g0tHAf41uN2PLf7GT2yJFHN6YyDeJLRc6NVaeiFGFm+Ut4UeUPLNZtLeyPiNEXm1Qm7yCwCS1cIItEs6EfxhJxrFITyozUK2B54XN0bY6gK82WVlJT3HakxDiJWp/IUDJWdgShv+MCxKT5zbpdLzRH3LZZpFARR5scJT19sEcWi6bRRMMjpCqoiVDt5VEqWjh/GEzvW56+0+Ng9c8iyjKbJrPccqrbGUs1m5EdcbY653hoz8CM+dHyK6+0xF3aHVPMGVkXBztRbfTeiIkkosiyIBUXYXoNsiF3rjFltFLjedtjqecyURHNkvaAzX7bIGSp7Qx85y4jTZHHc7l0osTcUllQvjHEDgIg/enmX7zgxzRMnGlxujqnnDOzsnHiRKACYL9tMFw2cIKJi6dQLgmAtWRrjIKRklXjkSI0X13sMvZB6wWR1qsCLG71M4aQz8iMut8a4YYKuSrxvpUYYJVxvj1mu5yZNrfv3QZjA05da/EBpgWpepzUOaI1C2mOf9x6u8cJaj7mySXMorHApiFKHgsFM0SRnlBi4AZ3dIGt/FHlsW32XO+eF9UyS4POXW3hRwkfvmGFlKs92z8OLYrZ63msvbUA0m17cG/IXH1zicnPEFy53MDWZzjhElYX6LAE0WcLSZUq2xsmZIjNFi64T4kYxAz/g7vkyrVHAM1dboj1WV5AzlVaSpkiShCpLREnK0A05vzvgwcNVjk0XGLrCVl2yNXRVqBndSAT37+NSc8jxmSJnNvv4UUIQg6kqpAooMgRRwnsP15Ak8MOEjhNg6QolUxMEnK6wO/RZrNrcvVhit+/z5etddvouIy8SeYmIayxOEl7aHPD8Wo/3rdb50IlpPn1ulzhNUWUZoSMUr5ckcR5qeYOlqijfeGW7zXbfZa5iM3BDLjdHExVgaxxweqPP+1frPHSkxqfP7fLyZp+HV+o8cWKa1sgjiFJsXZBnTxxvkJAiIXG1NebC7oiRLxYXDU3BUhWWajYnZoocnylQNDVmSiZlS0OSJC43xzQKBp1xwMW9EQM/Yipv4IRCaZqkogyi74T4kVDa5U2V3b7Hsak8XUcQ8lEicu7myhbtsS+sw5bKQkUoI1/a6FMw1GwsEwsLSQojPySIEnpOmBFkMrIk86Urbb77njkWKjZ9d0DBVLF1hamCyaG6IClzhmhzbo/EvkVxyg89tMj7V13O7Qy5tDfiesthHEYTJXHBUDlcz3GonuOhQ1UaBYNxphA0NYWF8q3bRN8sf9TSFC5kBRTivlGo5CSMIBIqzyRFUl59vSKL91RyOn6UoCjSG27/Rhw4OA5wgAPcbnjHR6QPfvCDXLhwgY9//OP85b/8l9/09f1+n1/91V9FkiSeeOKJP9Z92yfToihiamqKvb29N33PP/gH/2BCvt133338vb/391hZWeHy5cv8i3/xL3j++ef5jd/4DRqNBj/7sz97y23Eccz3f//3T8i3P/tn/yx/7a/9NarVKs8++yz/+//+v7O3t8eP//iPMz8//5YVdQc4wD5ulzD42xWvzdd6K7jVqvUB3n34Zp9bx49ojnwGN4RTfyva38JETCwtTUHWRSB3GCekiImWhwj/DuIURZYI45haTufBQxVe2ugRJil9J8CPU6I4mVgjNVWm74SZ9RIePFwhiVOao4AwTrnaHNEc+dRyOidmCrz/aB1JkljvOsiSxFTBIGcoIEu891AZS5X55Nk9miMf21DJGYoI0JfgroUSMtAaBTSHHknCpA3R1GSmCgazJYvposmV5oirrTGPHW3gBRG6orAwk+P0Rp+nLuwRxim2rrBQsZBliZe3BvTckO2+z1bX5ZGVGiVLY+SLiaSlyYwDQYyULDXLVJPwgpiZksl7j1TpjkN0VWapanNypsjL230+c77JQtliZSrPbMlk6Mf8z5e2eWy1wZ+5c44nL+xRtjTypjoheDqOzxMnpnnocMQLaz2utkYMfRUvTOg5orBAVy2OTwv12b//4nU2ey6mpqApMn/0yi4PHKowVTT50lWhfDs6VeDuBUHESpJQvyVZi+QjR+pMF01eWO9Ry+tYukIhs7X13VcXc7ww4eLuiO84MYWqjElJ0RWZ7b7H6fXexFI5XTSRgNmSxciPOL3eY6ZsUs8Z3DlXnCwu1bJm24Kp0hp7fPFyhzgR118/s/AO/ddfTPrQ8Qb3L5Vpj0Mu7o3Y6Loijy1O6DoBpioUcCVL4ztOTFGyNdY6Lk9fvIKlK1iGSn8ccP9SmdmyRS1n8FN/+iS/88IG15oOIz8miF5VBKmKUPeVbI3vPDXDVN5gs+twarZIc+iRN1TuWSzzR6/soMryhCAGiSsthxMzRd63UuPpSy2SFNwwYrlWpJITCr4wTnl+rctG10WRJdwgIWcofPV6D9uQuXO+xAeONXhxvcfTF5uYuspM0aSvhaSpINR0VaZo6wyDGJB5+lKTR1cbPHaswfPXhVV6v3REUSQ0WdyDK408igwDL6Q9Ek2bl/ZGXNwbfc1xjxKR9/bYUbHd339pm89dbPKh4w0+cLTOKIiYr1j0vIAHDlV5caPH7724RYqELEsUTI00I87aTkDPDWgNfX7g/gVOzRVZ7zgiEzERRNh3ZCUcT19s0Rr6qJLEwIvoOULxJcsSpqpQsgTBrkoypzd73LVQIm8oFC2NzjigOQyoF8yMqI6wDYWZksWXrnYwVIUkTem70eT4SAApk1ZhL4wJogRTE+Uaa22HuxdLnNsZoisyKfDEyQZxAhd2hlzcG6GrMvculhh5Mc9cbvGRkzMYqkzR1Bh6gpgj+1tpZgte6zg4Qcx8SdxLX13rcs9CmbmyyWzZuqUS7Y3yR21dwQtjdgY3k9iaIlOydHJGQiWnUzDUiaLZ0ESJgq6I974dV8WBg+MABzjA7YZ3fET68R//cX7913+dp556it/6rd/ih3/4h1/3te12mz/35/4cOzs7aJrGX//rf/2Pdd/+zb/5N3z5y1/mxIkTfP/3fz8/93M/94avv3DhAv/qX/0rAB544AE++9nPYlkiePTBBx/ke7/3e3n88cf5yle+wr/8l/+SH/mRH5kUStyIj3/84xOV39/4G3+DX/mVX5k899BDD/HRj36U97znPQwGA37yJ3+Ss2fPoqoHXyYHeOu4ncLgb0e8Nl/rjVZ6JUkQNLdatT7Auw/frHM79EJhw+m5k5a6fXwr2t+KGTGxb+ETgdw6XSfgws6QnYE3aXgs2xpH6jnO7wy4e0GE+3/5WoeBF+EGwkaKBOOslVAEpku8f1U0Y76w3uWRI3U6Y5/WKKBRMHjocJWpgsn11pjdkU9vHKLKEqauMPJC/CgljPM8slJjsWLx8vaQoqmSpLDZcTg+U2Tsh2x2PUxdWF67jiD5UmDsx1wLHDa6LiuNPMemC1xtjfGjmJyuslzL8ZXrHZ48v0uaikwkLxSKmd44nNiOZQncMGbkxyjZeUoRwfSyJFG1RWaYoSqTXCs/SigYgiArWxqyLILvX1jr4QUxnXHAcUXCCRKqOZ3/9nyf7jDkf3v/Mu9brbIz8NnuebhhTN5QWGnkcYOYvaHH8ZkCx2YKQtljKJPrcb3j8DvPb1IvGNw5X2Z3KALxFVliq+eyM/B47FiDj941x/XWmJ2+y7GZAhVbI4iFiuuehTJTRQNbV7nSHFG2NBRFnpBnmirhRwnNoU9zKIoULu4N+fDJKRp5nc44QpZFScdW36PjhBk5qWGoosRhu+8SxglJD9qjkJEfYqkKOVMlbyi8stXH0hR2+z5udv0pSconzuxMrsfXQpEl7pgr8JPfcRQ/DHnyfIsXmiM644DWKGCxalHNCUXkXNni/at1/Cjm91/aYW8oigZSUu6cE8o7L0r4xJkdyqbGg0eq/MB9C3zmfJMvXG5zI4+QU2WO1HMcm84zV7bYGXhcaY1YnS6gqjIvbfRZqto8utrgmUst4iRFU0RJSRSnfO5iiw+dmOL9K3W+cKXNci0nLIpVm7WOy4WdIR0nRFNEC7A4NwpnNvtYukKcwGLVRlUkgjhluznOAv0V/CglQZDqFVtjo+OgyhKypPCVax3+zN2zHGnkeGE9RFekrJ1UENwzRZMgs0B2nQBdVQjjlO44vKFg5WakKTxzqcX33TfPaiPPhd0hGz2XMErJ6SpBlHB0qsBz17qMvIhHVursDjxaI58wSTFVhTBOkIDV6TyqLPPMpRYXdoccnymw1nVojXxeWOux0ihwaq7A//29y3zuUpPdvk/JVBn5kVDiqgr1gshcs1SZURCx3oloDX3Ktk45s19GScqV5oijU3lhNc1aV3f7LmGSTlwv8g1iL0UW5yJNBdFHCiM/JqcLEvsBpcJ9i2VURebkbIGNjsszl1oEWRGGratZ+Yko8nj6Uou+G3DnXImP3TvPc9c6bA084oRJdl7J1skbqhi/4pT7lircvfDGBQVvlF+qKaIx+vXuJ0OVKdsatdytIxTerqviwMFxgAMc4HbDO87i3Hffffytv/W3+MVf/EX+6l/9q3ziE5/gB37gBybPf/7zn+eFF17gmWee4T/8h//AYDBAkiT+4T/8hywvL/+x7dfa2hr/8B/+QwB+9Vd/lSeffPJN3/OLv/iLRJEY2H/pl35pQr7tw7ZtfumXfolHHnmEKIr4hV/4hZvItX3sk3jVapV/+S//5dc8v7q6yk/91E/xUz/1U1y6dInf+Z3f4c//+T//tj/jAf7k4nYKg79dcWO+1kb39UmWhYpQRx2Qb98++EbPbc8JOL3+7mp/uzHfbr8N7+LukHM32JJe3f9Q2NUUmU+da3LfUpnHjzd4eWvApb0RYz9GlUSzahQn3DFX4nA9hyJLvLDRpZ43kbPcqMN1mw+fnGboRewNPHRVZqFsU7JEKYSpyBxp5Bl7EWd3BnSGAafmS9y3VOLUbJG9oc+J2QLtkThWpi4TxzAMBDOyX+iQIkiOMBYk0dGpAvWCThAn1HSF9ijgcxeaSJJEmgrrWoqYYIeJUAKqMhRN0YbZHvtYqkKYpBiqQtcNGPsRi1UbQ5Uz4k3YbntOQN8JSZKUtY7DvUtlNnou9byBqSl0xgFxnLI78EjSlO++e46crnC9PebiXpo11EZZrpXB05dEltpi1cYLY7Z7LuWcTk630VWZ5653+P2XdgjiFEmCx442eDxTIkVJSpwKleD/PL3NSiPP6lSeE1aRw3Wbw/UcYz8ijETmkxNEnN3us933aI0CrMyGvNF1MVSZ6aLBbMlkpmRycXeIG8R4YUItZzDwIrrjELOkCOWVqTLwRHOqVRSf2w1idFWQerIsAt8HRNQRGV+dcTjJz9pHnEJ8C7JAkSWhzJMlTFWlOfI4OV0EWhPVak5X8IKEQ1WbFHjsaB03SnjmYp/tvjshIWQJem7Iexo5gjjBC2MujYTN8TvvnOGJE1MsVm16bkgUpaiqRE5TiNOUnb7HV653yRkqUwWDvYFLI28w9EKevdbh3sUy33/fPFdbI663HcZBDKS0xz7PXe/y3XfP8shKjY2ug6EpXGuPaQ4Chr6wS5qaQjErshi4EdMlk9bQx9QUPnV2l/mKzQeONfifWZmEhMF00WTkRRiKQt5QWazaXG2NkbKW4q2eaJ693h6TNxQUWUKSRNGKocjMlgxMVTT+WrrKdk/cq7WcTtcJiRNBKEmZglLYiAWhdWK2MCGhz+4MeOxYHTcUqrytnseFvQEAFdtgtmwRxQkSEkVLZaZk0Rz4vLDepTn0mSlZWZOnyk7s0RmHdJwOX7nW4bHjDR472uDszgAJiVpBNCtrmVW4ORRtxCVLI05Facp00aBe0Bn6Ia1hwNiPubg34rFjDaYKemZhTWkOAwqmaGxNMoLe0sVxCuIk+8zCiiwhSHo3ELbSI408QdaG+szlFnEKambZlGVh8VUNlXEQsdV1SRD5ibau8IFjYlwNYnEPaJnaLoxT3MwSft9S+XW/H/YV1kGUZCo3H1OTKRiisGX/Wg/e4LekpSlv+pvx7bgqDhwcBzjAAW43fEtm1T//8z+P7/v823/7b/nt3/5tfvu3f3tSzvDjP/7jk9el2Uzjb//tv81P//RP/7Hu00/8xE8wGo34y3/5L/P444+/KQGXpim/+7u/C8CJEyd4+OGHb/m6hx9+mOPHj3P+/Hl+93d/l1/+5V+efFYQKrqzZ88C8Bf+wl/Atm9tO/rhH/5hfuqnfgrggIA7wNvG7RYGf7tiP1/rUC1Hc+QzvMFmWDBVGgXjIMvk2xRf77kdeiGn19997W/7+XZdJ5i04Z3dHvJ607KxH7Fcs/nilTbntwc8slrj/qUKx6YLjL1oEtyvazJ+mLDWGdNzAsq2xhMnplBlibKtkzcUrrcd9j1yL232We+4+FE8aeqr5nTuWypzaq6IBKy1hbKn74ngc02RudwaQUaaCWXR16p8YyUlThKiOOVyc8RSbQpdEc2s53cGk0moJIGMUPZEscjFEuSbLvK7whj6HgtVm5qts59+N1uyMlujaDkdZfZICQnbUBh7KbW8zsANOb8zpGLrwsalin0deiHtccB3nprhle0+//P0Nl6YUC/oGSGhIeFzdmdImqY8e6XDB080uGuhzOcvt8R51BUu7IwmjYg3KZGm8pzbGU5IXz9KeGV7wCvbA+ZKJn/qjmkeXa3TGvpcb4+JkhQniHlxvUec7meISWiyILn8KGGt405UhcdnirSGHlGSCEKg5YjMuJpN0dKIkxRD09FVGV1R8KOYOBX5ZqGaUlRkTE2Ql7oii88gga4qb/pdp8pw90KRa20HU1eEAtOLccOIqm3w3sNVVkYiU2+6mBVtKDJJdtxPzBaZLVtc2htxuTkSzaBuiKoo+HGSKf08ZEniv7+wmdmBE3pjsV+xm7IWRGx0PUZ+yNCLMFVhbxx4MYfrNtWcwXa/zxcutZkuGhyq5TgxWyTKVJJKpoja6DqkKRyu5TB0hWvNMStTOcZBRBildJ2A7b7Hi5s+UZxwqJZjoWITp+La/PylFh+7b56VRp5Xtge4YUyKUGkNvZAEyOsqyzWbay2HmJS1tsN9SxVKtsZu3yeME6IkpWCq3LFQwvVjrnUcGnkdJYrxo5jWyKeWM5gpKQRZLlqUKU4lBMnUc0IWKjZDN+RLVzs08gZRnKIoKl+40uZSc4QTxKJZNiuYsHUFVVGwdYXT6z12hx6WpjBbslBliRfWuzxxYpqrLdEMGmVqsj96ZQfHr3OkkaOTkcWtkU97FGULCwqGJtN1QvJGpsyVJGaKJoNMVdUaCTK8Mwqo2JoYw7LcPkWGqaJBc+hTtDSWazk0Raht50omax0XWRI3lywJcq2a0ylaKi9u9Hn6YguQEEPTvs3aIEkFid93Q3RNyXLkRJtv3tSo5Q12+h5JKkoR9ptIQZQniPKR6Kbvm9cqrIWaUWW71xOqQE207FZzOkmqob9OhpuUtaPqinLL5yf339twVRw4OA5wgAPcbviWzOQkSeJXfuVX+L7v+z7+2T/7Zzz11FMkSfI1r3nkkUf46Z/+6T/2zLP/8l/+C7/3e79HtVqdqNHeDFevXmVrawuAxx9//A1f+/jjj3P+/Hk2Nze5du0ahw8fnjy3bz19s+3MzMxw7NgxLly4wDPPPPOW9vEAB9jH7RgGfzvDNlSW38E8rwO8c3i75/aPo/3tm5Ujt1QTiqrrHUcQNW/w2rEfkzdUTs0Wee56l2cutydlAl4oygicIMYNhOLJ0MQEbr5iUzRV4iShUdC51hoz9COutcY8eb5JlKTUcroIWrdFwLcbRnz63B5fuabyHSenOdzIkddVarbB0I8IolfLAASPJ5GScqNQQpFBkSQUVUFTUsIoIcjCw90opj3yJ6HtQskDigTjICJvysyVbHpuwNCPsDKS6OLukIcOVTE1hbEfU7I1xkFMa+QhIVpJy7bGfMWk74bMlEzyhsb53QEjP2LghSzXctRyBqoikyQpd80XeWW7z/XWmOVajp2Bx8AJkWUZXZXZ6bsT61zBUjm3PcRUFR5YrtD3IoZuxDiIRHlGEAvlX5Ky2XW4f7FM3w3xwyQrbNgnCMXnfGmzz/s7DiVLTPrPbg3YHXjkDKFcmymZ2bkxaBQM1rsu2xkxcGlvxLHpPMdmCuR0lZypIkvQd2NUWWalkecLwxbVnDFRSdXzBmPfQVUk0fQYiwxCLxQKSwlBKFqawpvNuRcqNiChKzKKLLE38FBkiSvNMZ88u0OjaPKdd8wy8iO+cLnN5y62WJ3OM/JCrrYckjRldSrPqbkiJ2YLfO5CM1M/xSiSjBsIO3KSpvTciBfWe0Kllrh4oVA6dsYBmzcQ63Ga0Bp62bWYcOd8kRc3ekhSymbP5VrboZrTqef1SbmCF8XC2ikL4md34IniE0Nl5EVc3BuxN/QI45QwKxW43hFtskkCuiITZ8qz1ak86x0HXZVpj3wKNRUniJBkCS9KsHSVO+aLdEYBYSxaV1VJFte8rnBkOs89C2VmiyafOLMDEkzldYZejK2rWFlBi6nJk+Mu7JhCCSayIhPcICZMUqp5g2reIIwTdoc+T76yhxcnTBcNCoYm8uXGgoSeK1n03JBXtgdZc65G2Va5nBF2T5yYopE3MFQF3wsJ05SSpXGt7XDHfIlaXqLtBBRMjXreYL5ssdP32Oi5mKrCVMGgYuu0hj71gsHl5phazpg024ZJwsCNmCokhHGa5cSFrE7lWZ0qEEQxJUuflNOsThWo5nSaw4DdoUdOV1is2FRyGmM/5tLeKCvrEOOTJAlSf6ZokqavWlkrtlDdDVyhELzSHHN8pvA17b6SBGVLY75ifU0G260U1gM3ZLpocmKmwNntISM/Zhy4jLPxrGzrmJr8NTbUsqVReRP19dt1VRw4OA5wgAPcbviWjkof+chH+MhHPsJwOOT5559nb2+POI6p1Wrce++91Ov1P/Z96PV6/K2/9bcA+Of//J+/5b/5yiuvTB6fOHHiDV974/Nnz569iYB7u9u5cOEC6+vrjMdjcrncW9rXAxwADoL+D3CAbzd8s9vfvtk5cgVT41A9x8tbA0xNIUqSm9QW+9BViThJeO5ah6PTBZDgsxeabHRcFioW7VGAqki4QYQTJCLQXFf50PEGy7UcnzizzXuWq9TzOrIsc63l8NlLTWaKJlNFg4KpochCyUYqFCPjIGZv4PEHL+/w4RPTvH+1RiWnEyYpeVPlxEyRra5L2wmI4mSS/baPffWWqshoisR8IyeaRyUJ14+wDZV9DUicAinMlUzyhspU3uT+pTJPXhBFTvuW3LEfs9X3uH+pzHsOVWgOA9rjEdMlCwlojXzKtlAqb/VcBm7IWtehaGocnS6QpCmbXZeSqaFIEvMVC5D4/KU2O30PTZVpFAymCwaNokGawMiPMpteyu7QozWSiFP4M3fNcLhm89X1HlEC+ezzaFkxwMCLKOcNjk7laY/CSX5ba+jjhTHVvEHPDRl4IUuZjXbgRwRJyh2zRZaqNooiEUTJJANuZSo/IReutEY0hwGnZovMVSyhDJOgkGVxHZ3Ks9l16bsBvXFA0VSZK5si8ytTW428iLyp0nVCwihFt2WOTRXoOyHdLPts/xrXVRlSSNIEXVGYL1s4mZ11p+9Rzwt1YW8cZLZmi0+f22On72EbgtBL05Re1o7pRwnPr/V4aaPP+1brfNddMzx7tUuaiuvGDUWbryLLHJvOczQrzQijlJ2BUMYdmylw10KZS3sj1jpjkhT2hgFKVgqwXBPNlc9cbonGW0WaBO2HcUqclYXsB9wrkkRnHLBUzXG94+IFwqY9DmJsXUHRRG5jkqbsDTyKloqhCXLpenvMPQslFmsWl3ZH2LpKGKcoisxGx2GuLAowRl7Ect3GUBWmi8akqMDQJPwwYW/oIcuCMO2MA4zZIu2RsB/PVyy2eh6bWQOtUKNKN9m4wzhhZ+CiKzJ3zpWYKhiM/Jjm0CPKCKndgQ9AzlCYK5kArDbybA1cCqZQTm71XKZLJpamECcp4yDGMhRqeZ1xEDJbFPdczwl49kqbO+dKnNse0s1KSWp5nXreoJypexerFrW8zgvrPTRV5uh0ngs7IldyuZbDj2LKtpYRwjElS2W1kcPLLOVRLAoZrrfGhElKI69TsnXmKxZ3LZSIkkQ0hyKyJC/sDImTNLP8pkikLFbzqJmlNM1UcDlDnWRQOkHMRs/h+Eyesi2Ubje2j1ZsHVNTbspFez2FdZJCdyzKM4BJtEDXCbmwO+KRlRozRZNrbUeMlzcQfKb2xuq3t+uqOHBwHOAAB7jd8I4TcD/yIz8CwEc/+tGJjbJQKPDYY4+907sCwN/7e3+PnZ0d3v/+9/NX/+pffcvv29jYmDxeWFh4w9cuLi5OHq+vr3/D20nTlI2NDY4fP/517e+tsL29/Za3dYBvTxwE/R/gAN9eeL32t1pONEsqkiB/3CCmPb55cvLa9re3kyO3M/BYmcoRJxBGCbIsYesKVVufKOQcP6LvhuwMPLqOT8FQiFOFOEnwo1TY2FKhJKvYOlGS0BoHdK62OT5d5P/23iWGXpQRAmSFARqVnMZ00aRoqDhBzEsbvWwimpIzVXpOwFeut7l3oYKVFS6sd8YiND4VagxbF62ih+s5FqoWZ3f63DVfou+KEPh63sjaLFX2Bj67Q5/myCe+gZBMETlHURwzN5WjkTdEBpsu0xqFWLrCylSeax2HlbrIRcsbCm6QgASn5orsDL3MLhfghQlLVStTeYWcmi0iSRKWJrM39NkdeBRNjQcPV3FDodDruSGVTNX37JU2K408h2o5nDAiSlLmyhZfuNxmvevgZoqXvYFH3lR5NNcQSpeBT5QIwqpoauQNFTeIuNwci4bZJMVQJco5gznJZJSd12utgN2+x9CLudoeoUgS5ZzOobotrGl9jytNQRqZmoKpycwUDT58cho3iFjruuwNXEFsZq+BlIKpccdckfcslzm90SNvqlQsjUu7Q4qmhhfFjP2Iak7n+Ex+ch1HsVD7rE7leWmjDwhy0TYUGgUDP4rRVIlTc0W+eKWDGwillaEqHJ/O0x4F+HGMhMSheo6yrbHeddjqecRJyrGZAmVLY3fgcWxaZAU+d61Lz81UTNMFgjBhHAjybT+DLgWeu94hpzd48FAFP0yyVlkFU1N47FgDWZImraq7A4+NrouXZZwdn8lz13yRuxeKfPZCk5yhYukKQy+iPfZ59KhYFP7UuT2iJBXqI0UjjlOCOJnkupVMjaKlMVOy6LuBGBfCGCVrwh16UWbllZFlUDIFpSIJ2+PYF1l8EoK03M8qK+salq5yteVwpJFjvmwxDiLWOw5Hp/KsdR0u746J05R6weDB5QqmJnM5U9Tt//0kTdFVQe76kWj/FDZUcb/Jksg20xSRN2YqKZoqI0liDIoSmC6aXGuPGXgRigQDT8LSFBp5g1SC7Z7HyI8mZHpvHFCyNDRVKBLjOGG+Yk3KY5pDnxQ4vzvk/sxO2x4HjIOYccdls+typJHn1FyJuxfKqJJQym50He6YLRHHIr9PkSUUSUJThBT26HSesRdn5Q0utq6Q0xXcMGG2bE4KEozMqhpGYsyIU0iR6IxftaOnaQqSxJF6nrKlszvwODFbIE6F2lPNih7220f3W0cXKxZ5Q72pffRG7OeivZHC2osSuuOQo9MF6gWDtbbDzsCjl437SzWbzZ6Dod5M8L0Rvh5XxYGD4wAHOMDthnd8VPr4xz8OwA/+4A++03/6a/C5z32O3/iN30BVVX71V3/1pmy2N8NwOJw8zufzb/jaG5Vqo9HNFezfrO28GW4kAQ/wJxcHQf8H+JOIb5bl8p3Gje1vqgyzZYucrtJ3A1ojDy9MMTWJiq1zYqbAOIjY7rlECW+ocgiimGHWYpckCbIssrRMVSaIEq61Rmx2HQ7X82z2XFRZ2HimCibVvI4XxAy8kCBK2B16XG25qLJQGRmqTMFSaeR1pCzTLa8rXG05k4mvLIuJsypLkzbQvheiSDIlU6VqaZi6CKjf7rtMlyzMTL2zM/C4e74sGjR3R4z9kHEQ32ApTVFkUbBQslQO1XMcqRc4tzvgUMOmNfTRFZnnrnWxdYVyTufoVJ6lqs257cFk4mtoChVbp2wLtdlO3+PxY42MTFIZ+xGH63k+dGKKzjjgUkawxEnKmU2dh45UKFkaOz2X+bJFPW/QHgXsDT30rNFz5EXsDn16merm+EyB3YHPH5zZQVNkNnuvFhc0CkJxpqkyh+siSypJU87tDCbWUEOVsXUFMiVRlIgJuaEqzBR1kjRl6IVs9iKCOOHYdB5Tk+m7wvLrpglBdn8cqZvMV0zyukLBUvGDmObIZ2fgU7UTcrpKLadTNFUcP2SxIlRwmz2Py80ROUNltmQRJ0KppWTnPIgTzmz2WZ3K89DhGvWcztgX7adJmjJ0I+I0EbZhU+X0Wg9TU0RQfRSzOpXH1lXObvUZ+hFbPY+jU3miROXkbJFaTudae0TBVHnkSI1aXudzF1uMfUFaLtdsZAleXO8hyxKzZZPOyOc9yxVSoGrrpKR8+tweiixRsTV2+h5LVRtdE8c8SYXdWFVk1Kzi8tz2gI/dN0/J1Oh7IR9YrWJogtB75lKLKEm5J2sANrOm3zBOOL3R58zmgIdXajx2dApVEUROexTz+Utt3rNU5oFDFap5nfM7Q662xkRxihPGSBLkdJWlqs37V+qUbI2XNvts9V2O1PPsDTxSoGCoDP0IPyO9dFVi5IUkqYWmyLSdAAnIGSoLJZP2yEeVxWcd+BF5Q51YHsOsbeRQ3WahYpEiWkNtXSWIE15Y77GcKWgbeZMwTpgpmmz3PTrjgJyhMqOYuGE8OScSErIs1JdTBYPFSo7NvkNz4GFosig1SVNsQ6Fsa7hhpgCMU5IkomhqjH1hpb6xHGDfBr2fAdb3QuZKJk4Q8eWr3YniNYyFQk7OCibUjDSMU7jcHPEXDy9yx1yRzthnumix0fH46vUuD6/UuHepzOmN/kTlOnACHjpU5X+c3mYnKzsxNQUniImSRDQ1a+K6EYsPwhJczxs8cWIaJ4gmCwmmplAvGDTyBpByYW/IbMkUGZGaQvAaYkmVZVRdjMFTBQPrDYgnVZFxgzdXWHtRIhYHLI17FsscD2PGQYyuSBydLqBlduU3y3zbx9frqjhwcBzgAAe4nfCOzzwajQbNZpPp6el3+k/fhCAI+LEf+zHSNOXv/J2/w5133vm23u953uSxrr9x3oFhvCp/dt2bvzy+Wds5wAHeKg6C/g/wJwXfbMvlO419lULJVJktm6x3XT53ocm5nSGDjHQBKFoqJ2YK3DFfYnUqz3bPo5/d1/CqysELYzrjgJ4T4IbxTZlnSSJUGFamYDi3PeThIzEjP2az51IwFI7PFFis2nSdgKutMYosEycp11pjQISolyyNqaKBkTeQJGG79ALRbqqrMvcvVbjedvj/fGGPME554kSDKE7peSF+kND3Qrb7Hpos8Z2npnnfal3kLdkafTciTYW65fyOsIvtQ8msWZIk/t+PYpxA4uz2kKWqjSwbOH6U5U3BybkiX7zSZuBH5HSFhYrNo0frbHaFakvLQsYHXkhrFPDgoQq6IuOGws43VzKZr9i0hgFntvpEcUreUEhTiEk5vd7nsWMNSqbKl653RUB91lxImtJ3Q/aGHq2hT5gkHJsuoCkyv//SNmEsMvFAFB9sdF9V46iKzHyUULY1Bm7E7sDHypRe+yTJ/rkAZVLcMPCiieIHoD0K6DkhRUuoytY6Y0iFemepaqPIkiBhgHpOJ19TOZoU2B64XNkbo6kSHz45RS2ns951qOUNmqOA9tCnaGr0XUHQIr2asSelYOniO6bnBMyXLWZKlgi81xTCKOWRI1XumC+x1XOJ4gRZkbjecSgYatbQKdok3VCookDYrb//vnlWpvJs9z2+9555kZEWJfzRK7sEccJ0waRoCbveC+s9Rn6MBEwVDP7sfQscquXYGwqiYbPnMvQiZEkQsboi40cxjYLI/MobSnbNySzXLI5NFYQVEKHa0lWZP33nLF9d6/H0xWGW45Wdk1Bcq/tFGmGcEsUJn73Y5E+fmuG775kV4fqKRN5Q+D+fXeNDJ6ZYqFjMlUzuX6oQpykDN0RXZKaKBmkKlZzGKIj58rUOh+o5VFnCCxOGXkjR1CkY6oRcjuKU9jhg5AsLb3sc0BoFBFHCVMnkAU1m4L4a0m9o4lo4tz3g5a0BkPLIkRrX2y5ndwaoksSF8ZBLzTFBGHNi5jDvW6mx3nHIGQrVnE5OV9gdJHiZ7bdkaaJdNBH3syyBIsmcnCuAlPLy5oCRFzFXztF3RbPtMPvMsyWT9jjAC0QphyyJYg5FloFXs88sTRHXXpoK8jdKcXyxjdWpPJebI6HgVGW8IMJQpcw2LCFn7aQPr9Sp5Qw2ey4VW6NoCCt0Nacz8ERT8WzJoD5fwtSEBdwNY+6aKzJwQ/YGQpWnqwr6xG4r7PJOEJFm99dDh6usNHIUTRVSiXuXymiyUMjtDT2ao0AokHVRjlDP63jRzWP4PlRF/pom6huxn4vWHge3VFi/Fkkqmqx7hJOMRV2VqNgqH1itv6Gyeh/fqKviwMFxgAMc4HbCOz7LPnXqFE899RTXr1/n3nvvfaf//AQ/+7M/y7lz51haWuJnfuZn3vb7TdOcPA6CN84l8H1/8tiyrDfczo3//Xa282Z4rfX1tdje3uahhx56W9s8wLc3DoL+D3A74+1YLtujgLsXS6KJ8V0EVRGKsOmSyRcutXnyQpPoFkHUAzfiS1e7fHWtx4eONXjvSg3wUBV5kiM39iM2uy69LKz7RkRxIgLNR2JSPl+xqOV0NjMlzVbfpWCpBFHC753eZqfv0SgYrE7lRNh5TiNNRIi8E0Rc3A3oOyH1nE6UiqwmWZa4Y7bE9bbDp87tTvah64TsDnxaIy9TS4l/D5OU3395h+9ihmMzBUxdoeuGOEHCxb0hQ19MHBPh0BLvzbYpSVA0NYJMcRdEogAiTUFVFL58rcOJmSKyBM9cbNEZCQLi2HSeck7n0u6QcRAzcEMMVebRow0O1WxeWO8KBZat8IGjDZ653Obs9oAoSfHDJLPdpsiyxNgXwft3zhd5bLXOleYYL4y5f6mSkWMgSxKLVZtKTkdTJL5yrcvADdEUGVWRUG8g1OIULu6NOD6dn2RMtUc+iiyRN1TGQYznxSSpIJVAED0zJZOBKyxtkiTyAQ1VqJu8MKZoaswUDQZuyP3LFcIo4fzukK2ey0LF5tLeiIEXktNVjk7nWW3keeyYzZmtPidni+RNla2ex1rHoTv20TSF7b5HwVApWiI3bl8BpyuCsN0b+syXTbwwpucGLFVtbF1humCwOpXnK9e6/OtPXqBi63z45DSPHW3QdQI644CLe6OvCWN3w5iZooGpyjx+rI6tKTy31uWPXtllISvxCOOUvaHHzsDDz5g7RZa4Z6HEfUtlkiTFVGVGnshNkyVxbTlBjIOwKy5Vc0wVDYIoJqerPH68gSrLXGuPeW6tC6mwHpdtDS+I+cr1LgsVm7myyWYW5t8MRYadsFVntktZNFkO3ZCBG1G1NZpOwFTRpOuE/O4LW5yYEVbII7UcmirTz65NS1N4caPPixs9lqo2miJTtoSV1zYUNEVm5IcULI2apuOHySRDrjn0uWu+xGbXZaZkUrJVLu2N2eg4uGHE8ZkSQy/k/I7DUtWmXjAI45SRH9EoGDx9qcUr2wMWyhaVnMZMyaSR15kqGiiyzBcutzlczzHyRcmHIkskpISJIE+VzD6ZpilRmqLIKVMFk1e29rPYRD7detdlqmBQLxi8sN4TKv2yhRcm9NxAWEBloV7L6UItqasyKeCGkShByI759Y7DOIiZK5kUrbK4zzMiP07EPVkwVVYaBVanctRyOmsdh62+yw89uMh8WSEh5VrbZbPr0Bz6NAoib9E2Ve6aL/F7p7cwdYUjjRxfuOyRpuIzxomEIgsFZYoYJxRJ4o75EpIkcXq9x/fdN4+lC0v51X5mt5UFoXSoIfankhNFB2K8vrlswdKE3XX/Gr8V9nPRLjfHb7vYQJQ7iL/ZGoXcOW+/Y66KAwfHAQ5wgNsF7/js+y/9pb/EZz7zGT7+8Y/zsY997J3+8wCcO3eOn/u5nwPgl37pl76uMoNCoTB5/GZ20PF4PHn8Wpvpa7fzRgTcG23nzfBm+XIHOMABDnC74PWCpW+FNGXyuvuWy++qH+1FU2WuYvH5iy0+eXbvDVtGQShbPnlWBP+/72idsq3RHIl8sc2uS9e5tdrBDeOb1BDrWbD2vlVuvmwxXTR4cb3H89d7LNVslms2jYKYaOd0YQ/N6RqKLALo3SBmb+Rj6SqSBIsVi54T8vnLbUGaIYg5XZHxsrw4WZJIJfEpk1Scmz98ZZfluiD6dDWgNfLpjEMkRNkCGZFxoxLEVIVCaexHSJKEE8R0xj6qIuOFIV6Y8MUrbe5fKvM9985zpTniamvMhZ0Rdy+WMDOr5D2LZY408ti6zFfXusxXBMGRIALQr7XGjPyI7jggyogyU1OwFAlbV7nSGvHcWpdj03numC1RtDSOTRfQVQlSWOs4XNgd8crWgMvNEboiiwZRNyROREtj1wkmahYJYYmbLpqokoSli5w8LxTE23TRpJFZ1sIomaiMNnsuOUPF1hXCOEGRZCCdECL1vMGRRp7n13s8fbFFnKQcaeSI4oRuZk8ceiFfvd7l9HqPR4/V+Z6755gqGERxgqEqtMcBuwMfUxUKpZ2Bx3bXnaiuQGTzzVcsZkomuqKw2XexdIW75osUssy/Zy63+cq1DookSMzPXmxyarbI1daYV7Zfjex4LZ692ubP3D3P5eYYP4wo27poHe26XGmOWOu4k9bPet7gSD3HoXqOxarNpeaIkqXx6Eqdl7b6xCnU8gZdJ6CeNzLlm4yEIC/M6TzvO1JnvevyzOVdRl6EhCCUBl7ESiPHma0BnbEI36/mdO5eKDF0I5rDgCAS50uRhe0zb2isNnJUcxovbfb4nrtn+cz5Jikpjx2t88zlFme3h5zdHvI998wBKa1hQM5QUBWZ//XyLmmaMlUw+NDxBjt9n74TUjBU5sqWsLJHouFW5NPJpGmKHwkCdmUqh6kKS/hO36M9DpgqGoRxPLEHr3Udlms2S1WLw408tZzORs/hkSNVNEVmvmxh6QqaIrHWcbA0lceONTA1hbWOQ5Dlr11tjnGCeKI0A3Hf64rMQ4erdMc+nz63S8FU+dDxKYq2yvndAQDLNUEIq5lCrZrTqeZ0dFWUJkyNDOJEtPiOfKHA1BSD5apNc+AjSSJX0/GFInehYnOoahCVLU7OFTF1haPTBZGdpopx4/zuiCvNMTNZqYkfJbyw3kdGtNDOlS2mSwafvrDHB442JiTvFy53eN9KjR98YJHdocd622HgRySJyA4sWRqLFZuZzBL7mXN7PLpaZ6PrULZV7l+ucGF3iKHI5AyNsq2hKRI7A4+SraOrCmVbZxzcvMA0XTQwNeV1x/obc9GiW8nn3gb23/9OuioOHBwHOMABbge846PUX/krf4X/+B//I7/7u7/LP/pH/4if+ZmfeVvZa98M/MIv/AJBEHDkyBEcx+E//af/9DWvOXPmzOTxpz/9aXZ2dgD4nu/5HnK53E2E1psVHNyoPnttFttrt/NGLaz725Ek6YBQO8ABDnCA18EbBUu/Hjb7LvWOzqm50h/TXr19TBcNzmz2efJC803Jt32kwJMXmhxu5Dk1W+DC3pjdgU/vdaxGcZIw9CIGNzyfImx9BUNFQmKxYrHd97i0N+Lx4w2SNOX5tR7PXIp4+EiVKEnY7DrMlExAwgkiuk7ITt8TyhpLY3Uqx9X2GE0RmXVDL6SW00WzqCIJFUkWHN9zRFkCiMn0dt9FV0XGUc8NieKEOMvh0jJiRJaElU0C8oaCFybEiVCaaIrEOIiQst7SubLFV651+Mz5FqtTOe5ZKPPgoSpOIJRl9bzBwAuJ4pTLzRHPXu7jRTHvPVJjHETkLYX2yKdi61zaG+FFCaosZ02ZgmhK0pT2KCBOhJ3uws6IDx5rsFAxOVQrMvQjPnupxbNXOpPj7kfJxGbmBDFFU6XvhhPbrDhfsNVz8TLLa5KIcPtjUwVSRJPqfubhvQsVJCQGboitq+QN8T8niDFVBUtXcPyIsq2x1fc4vz0QTYwSmcLGv8nKJgEJsNV1aQ09qjmNKIaCpeIGIWGcsN332B64aIqwHs4UTSQZ0gSCOGFv4LPTd5mv2NRyGs2hTxClmAWFza7Ll690MDSF6ZKJrSk0Rz7/4/T2RAn4WiiyxPfeNYsbCSLy9EaPr671+IH755kqmBRNjXre4Oh0QBinqFmuWzVnYOsKPSfgD87s8JFT00gy9N0IVZaYr5icmisydMOMxBb21+miydFGnjPbA75wqYmmCBJ5HMT4XoClyYDE+Z0hfTekZGn0nYCZosH9yxWWajYSouCg7wbs9EXzrarIbPU9jk0XGHgiy+y5tQ7vW6nzvpU6z1xqsZzZZPtOxEZm+12oWJnCLyFnqMyVLJ48f4m5kk2YNWu6QZRldKUM/XBi45UlKSPhVFamClxrj3GCCEWWmCtbJAkYmkwJjfWOy5mNPn/qjhnunC/hBBGPH50iSkRxQ71gULY0/sfpLb58tcty3ebHHztCzwm41hoJZV9ep2zrdMbC+jlXNikYGnlT4Z7FMpam8H99dZMgSjg6XaSeF4o9VZZoDjyW6znev9rgqfN77Ax8kiSlaGmTxmJLU2iNAjRVWLI1WeaBQxU0RWJv6GFkuZMFU8XSlEz163PvUlm0iPoxkNIZ++wNfLpOICzjSCiKxSgQajRFhiP1PEu1hKEb8fxaj6Eb4WaqWVWWOdIQ491C2WamaFLPizbXKBYlHTlD7MvADdkeuBybLqAoMiM/wg0TVht5uuMAI1tM6Ix9NroupqZwpC4W4KtZfuI+2ZakCVNFg7WOw07fnWR7FgwVPdvOjblo+9l4Xy9e+/530lVx4OA4wAEO8O2Md3z0+tznPsff/bt/l2azyT/5J/+E//yf/zM/+IM/yN13302lUkF5kyDPb0Zb6r6V88qVK/zFv/gX3/T1/+Sf/JPJ46tXr5LL5Th16tTk386dO/eG77/x+ZMnT9703Gu380a23P3tLC4ufl2qvQMc4AAHuN2xb7l8O21pkCnhui6H6rl3zQq6GyRc2B1O1FVvFVGScmF3wAeO1nGDiJ7z+u1xfiQKFV77fJKInChdlSiYGl9d6/Lg4SpbXZdnr3aIMoXWVt/jjtkSaSKUhJebI0hTanmDWl5nHEQcn8njhwnrbWdCSqw08hybzjP0I+bLIqxfzmyKXhizO/SFxRKRPyTaJSVs9dV8I0mSMsJIlDns52wJ1ZvI8Nq3pxVMMVF3g5iKrXHfUoXm0Kc1CrjS2sHSRGtlyVJ5ZKXOV6512el7VHI600WDWsGAJMtu8mPObPdRFZmTc0WuNMf4kciGM1SFmZJJ1wnImypDL0JTZFYbebw44Q9e2iFvaCgyXGuOJ0SjlH0eRYa8qeGHCYamMFs22e0Le+7+5x4HEQNXZELdv1xh4EUMvJCrrTG1vI6kKuiKULslpByfKbDT9zL7WEoYizICL0xIkWiNAv7o5R2KlsZS1aaWF8RoZxxMmnbNrAxirmxRNDU+f6WNnjVQDr0IRVbIGSqbfZeqLRoRDU3JyNIUJTtHlVzM7sDj4u6QpJGnXjAnQfzX2g5BmtCwTNI05cWN/ute+wVTZbWR50pzyHrP4d7FCu1MEXP3QonTG30UWVjS6gWD2aIFqbBJJ4jyirW2Q5qmnJgtEmWNlkkqSiPmSiY9N5zkwalZScRc2UKRJD5zdlfstyTszZamEEYJlqbScQKcQFh+h0HIn79/gXsXywB0HBPHjzE0mYqlIcnw3PUe//30FiemCtiGSnccYukyzaHPp8/u8v7VOv/PD66wN/R55mKLoi2Upn035Nh0nodXaliaghfEbPYc7lussDvwGHjCzmzrKs2hT95QKZoafhQTJ2mWbZcwUzJFU3Gc0h2FyLKEJkuMwhhLUyiZGocbOZarNoaq8N9f2GTki2MiSRJRnKLKMo8fr7NSzzFXEhEp+8fW1FQ+eXaXlzZ6zJZM7l8uC3JfkiaE2P7n+bPvmUdGYnfg8Z+/vMFfeHCB5Uzt9OyVDks1izvmijx7tUOKKJpRM9XddMGk546wNZWcqfLoSp2Ts0Weu9ZhrmzhRQmL1Zxo6e04OEGMJks8ulrn85fbXG6OSRKhDOw6EVEibKv3LJSo53XCKOHQdJ7Hjk5Rz+t84swOX73eFZmRqiDPkCQ644DD9RxXmmN+7/QWQZwyWxJksKpIxHE6ybpUJXjfap3lms3u0EfK2lQbBYNjM3m+dLlLzwsYehFJKkg3UxPEl6kpzFcsoiRlq+uwOl0gihNe2hhM7htFFrZUocIs35SLVjRVNEV62zZUeDVH7gAHOMABDvD28Y6Pnh/84AdvUrxduHDhJoLrjSBJElEUvfkL3wEcPnyYubk5tra2eOqpp97wtZ/97GcBmJ+f59ChQzc99+ijj04eP/XUU/zQD/3QLbexs7PDhQsXAHj/+9//Dez5AQ5wgAPcvmiO/LcULH0r9N2Q5tBnufbumFisdx22+y521qIHEKfpZGKYZvln+4H5SvbdamsKO32hNIqTFDeMX/dvuGGCG9z6+X0FhqqkVHI6622Hz19uT9R4Qy9ks+vwwWMNOo7PZy7uZXlHorzA1BSKhkbB1Bh4EU4Ys1S1Ked0pvIGHSfgpY3BJIwchH10qmhMQufjRGSVOWGKqojMtL2RT2ccoGe2OUWWJjlLuiqjyMICGqcpcSwKC+ZKJn4Uc6k54pnLLR45UiOIErb7Ll6YZMqTmDhOmc2KAS7sjTBViT97/wJ3zJX4o1e2efRYnaEXsd5xWe863L9YYb5s4Uci/y6I9u1QIqfJ0hQUWcaLYi7vjbIGxwRZFoSfKkuZak/F1FWhMktAkgXRVrF0NEWmOfDxoxhJkpAlQUIGccKHjjf4D19a58LeiKm8KAnwopjZsomiSDT7PqtTeWRJ4symsFcWDIWTs0V6TsCRRo4/emWXniuUN6fmisyXLdpjn5NzRfwoEao+Tdhjh16UNa+GWJrCPYslWiOflzf7hHHCXXMl/CgR2XFdd0KA7rehmpqwqM6VTK61HRw/JogTOuNAEI1xyv96eYf2+NbZuqosccdckfuXysxXbCRmud5xODVbIIhE5l/XCVjrOFzaGxGnMF82aeQNNFVm6EYT8kNC2KtnyxZJmtIa+UzlDRYqNs2hz8W9IRKi5KSWNzLbqMR616FeMNgb+qJAxI0oGCq1go6ly5M8wFOzRX7ooSWGXsinzu3x8maPgRcz8iPiJKVs6dy3VOKexQo/82dO8ezVNrt9j5W6PSGmFis2uioTZ/f6n7l7VihI/QhNkajaOkkK//Wr61xrC9XqR05Ns1Cx+cSZbYZuwFTBQC4adMaibbdk6Qxc0Vx7bLpAxdb4zPk9lqo2HzzeoGRprHf3CSqZak4nb6q8vNXnsxe26bkhZVvD1hQURSaOE5wwYLPn0h0HrEzluWuuxKXmEF2VONLI8YBb4b7FMkVLY+RH7A48euOAQZSw1nFojnwsTWG6aFK1NTRVpmwLBehDh2tcPr3J2e0Bax2H963U+J575riwO+TynlDTdcch0wWDO+aKgMSd80WWqzmeOtfkWmfMY0cbyJJEkil+jayJ+MHDddww5tmrHbwwAdKJjVWWYKWRR1cV0iTL5LQ1JEmMzZ3Meq4pEidqRR48JBSnZVvnla0BYSLI785YKO22+6J0TYLsPjCo2gZ9J+SF9R7HpgskqVBjX9gZsTqVZ7pkstFzM+uqRNHUbloskYCiqXBotc5Uwfga0lpXFOp5g6WaINZv9Bs18gYlS6M1euMc61thP0fuAAc4wAEO8PbxLZllpG9XmvBNxm/91m/xW7/1W2/4mn/0j/4R//gf/2MAnnzyST74wQ/e9LwkSXzsYx/j3/7bf8u5c+f44he/yMMPP/w12/niF784Ua597GMf+xq77bFjxzh58iRnz57lv/yX/8LP//zPY9tfW5t94/5+//d//1v4lAc4wAEO8CcPAy+arOgHUczQj/DChCRJbmnJuRFhLBQV7xZ0RgFBBOWcRpym9BzRVBilKekN8T2SDKokmhXLtk45p+FFCR1XkGCaIhMnt8772Q+EvxU0RcbSZJGdFsSZ6oRMjSUsn42CIFKiOOXR1TovbfSxdBG4HiUJCTJR1vSoqzJH6jmcIOZyc8QoiKjYmsg0U4SSZuCFXGuN2e573LtQZqZkstlzkKSUMEqZKhpUbJ28oYnjESd4fjz5DFaqoKsyUSLsho2SlYVz6wz8CFmSmSlavLI1RFEkVqby9J2Q7YGHCYyTCD9KKJgK9y+VWWnkCaKEL11tc/dCmYqtcWHHw4ti5su2sOzFQkk0cAP2uU4vjDFUmchIsQ0FWYIoSfDCWDSpGipTRdGYaGpyFm4fMvZj5BtKJTp6wHzFYqFq4QaiUbaa01BlGTeIqBcMjs8UCMKYoq2jZIRs3lBRJAlTk9kZCCXfg4erbPdcjs8UUSUJLyNxr7Uc5soiP04Cnr3aQcsIICTRIqnIsLk7ojXyiZKEKE45tzPEDxNMTcYJYqp5nQtZRtdSzcYLEtxMbbVfwiBaHYUa69hMgU6WMTfwIi63RpzdHr6u3bpia5iqsBn+0St7FC1VFBPUbfKmKiyAXsj1tpPZSC1GXkRrJAochForEUoiW6NgqhQsjc2uiypLjP2YpZrBYlVYlC1NIYrTSVlAyVIJopivXu+iZ7lnQy9i6IUM/YilmrBtqpLE3QslfuiBRc5sDfivX93Aj1MWKxaHambW0Jsw8kM+c6HFV9d6fM+9czx8pM6nz+1QtnUeXa3//9n7syBJ7sO8F/3lnlmZtVf13jM907MAg50EuIArSMmUKEuil6OI47v4xtX1dSjiKqy4tuzwi0IO2xH2g14csh1HDivixjnH18e2bNnHOpKuFpLgAhAAsQOz98z09F57VWblnnkf/tmFATgAARCgKKq+F4mY7pnqqqzsyi+/7/dhGyo7fZEqvd7xhJFoG2gF7+p4PKVq6ZxbLHO949Gbhlw5nPCXLizyC4+tc/XQZWfgYZsqTVvHL1Jtnz/f4v6VKrIksTPwePRkg1ZZ5/LBhP/ywoCyKerKcZZTMVX8OGU0jTm/6NCwdTIk3PAN/pZjiCXm4TRhfzhlezBFkQS/bDQVa9S2qfLa/pgXtockaYpjaBiagqXLIgHZ9Xh6q0/D1vjc2QV+6v5lZEmshNZLBi1HPP5vX+tRtzVOt2wurFTI85wgzijpCucWy7hBzKVDl8uHE652JuS5ME0XKyayJK5ByqbK58+1aTo6f/jaIX6Uzo67kq7QKhs0Sjo5OVHBzzt+H2d5jheKxOvZBYeliklULMvaukacptwe+HTckKWyScvRaZd14lSY0CINKm4a9LyIo0nAYtnk3IKo1PtByvUjj+4k4qG1Kgtlk5tdl7iomx+f67Li/55ZKLNSs4jTjI+erOMVq9OqImPrwuj345TLBxMmfjJjnZYMtTDb3z4hfTfdyZGba6655prrveuHfvb86le/+sP+Jz80/cqv/Aq/9Vu/RZqm/PIv/zJPPvnkm9ZJfd/nl3/5lwFQVZVf+ZVfuevf8/f+3t/jF3/xF+n3+/z9v//3+c3f/M03/fn169dnoxFnzpyZG3BzzTXXXG+jJBUmR9+LGE4jkWq6w3s6ruTUSnpR51G+5/t/VBSmws2REBVAx1DxpJQsSknvsClkJIxi/c4smGgAXpDQagoG0c1iWOGteqcLr5NNkb6RkNjqesRF8i7N4fifX6tbvLI74uqhy88+tMw9SxVe3xvx8s6IoR9T0hXWaha1ksbZBVFFTdKUzbbDYkWYCT0vJskER802ZLIMDidiOCJMUs4sOJBLSLIA3T9yosaru2OyXGMciFEFUWMUD0tGoqQrlE0VQ5W5sFxBVaVirCBHVyWevTlClkTVa7Nts1yscpLDA6tVkrTMtY7L5cMxVw5d8izn733pPJYuE2c5aZrTqup03JAbHQ8vSlEkiYatYRlioVSWJfwoRZYkzi46nGo5XNofMw1TFiuw2bKLFF4w461VLJWyoSFLIuEWxClbHY+qpbFYMVismJxfdGg6Oroicb0z5ROnGqzVLJ67NeBgHNCZhFQtjVMtm71hwLhILJ1s2vz8I6tsNErc6E65d6WMIktstm3cKGVvGNB1BVvLMVXSXDACq5bG4TjkaBzMXn8JwevzwoSSrrJWtxj6MbaukAN7w4DhVAwzHB9iliqzUBGjBqosEycinWhoMmmao8nSXc03U5WplTSmUcr+OJj9d3UsRgOu1Ev85QdlPlKYD6/vjVmoGFi6gqUptBDv6xzBEUzzDEMRAyPTMOFgFKIoEp/cbDHyEyxNmf2cuiJRMdViHVM8hp4bkUPB1BO15TyHUy2HsiU4bB873eCF7SH/5aUdzrTEa1+1hKEVxRmyJDhWfpxy7cjlf3t2m599cIVPn2ljqCLNOvBCLh1OuLBSQZUldgc+z9wYULFEurPnRjiGyv0rFT652aRpG7y8O2KhbPDy7hAZiXNLDg+uVZGkItWFYCAuVUxu96eEcUqrbKAp4mceTmPCJEWNZeq2TEkW5529oeCUHfMhr3VcxtOYDJCBsiVGAhqOjmOoXNwb8/l7Fui7ES/tjjjVtvnj1474xrUOtqGKsZEwgeKGh6HJNB2DlmMQxClfv3LEKKjzVx5Z4akbPUxNYXOhzHdv9TE0mYEfc/3iIQ3bYLFizI7HrSOPJ+5d4MG1Kq/vjTnRsAmTjK4b0bB1qiWdxYrFas0iB653PNplnYqlkc1q8FLxXESUTQ1TU0XFXFOwVBVbVxnJMbIk8ehGnVf3xjx5pcODa1XuX6kSp+J3TMvW2R367Ax96pZGxVLRVJlpkdQcFYvUC2VxrEZZRs1SCYoF05Ef89RWjxONEk/cuzAbaFmumrTL4nzlhgnTKOVG1yPLhXloaQqyrpDlgit55yDDW1mnJ5olem70rgaLjnUnR26uueaaa673rh+6Afe5z33uh/1Pfmg6d+4cv/qrv8o/+2f/jOeee45PfepT/IN/8A/Y3Nzk+vXr/PN//s954YUXAPjVX/1Vzp49e9e/52/+zb/Jb//2b/Otb32Lf/kv/yUHBwf8rb/1t6jX6zzzzDP843/8jxmPx8iyzL/4F/8CVZ3fdZprrrnmupvSLOd2f8rQ/16umfhzcMMUL/LxwoTVt9zJ/0HB1B+kjILjNfBipnGKrsjUSzIVUxPpshxkidkAQJrBqEgA1m0JTRXptRPNEtv9KXcLuqmKNIPk36lqSeOh9Rq2oZJlOV5Rm7vTn1ypmWiyzP7Qp+Xo/MnFQyQkTrUdfur+JYKivnhu0eZUy6HvhtzoejxyooamyNzsTtkb+bOxAkmCiqlxsllivW7RKOlcPZqgqzKqItGwDQxVomJa9LyYF24NsDQFx1BnqRBDVQq4fswkiDm9XqNZNvACAZ8fTCNGfjKrRU6jhJvdKat1izTLigtumcs9j5u9Kf3isbUcg8E0JohTyqbKqZbN7jBgq+PiFauOqQR+rKAqGZNQMMAsTREGZsdjpWbywGoVVZGIkozzS2Wudz1MVWa1btG0DTS1qGumwgw4Ti/2vQg/SqmVdC4sVzA1mYEX8/reiI+cFEnB022bNMsYuBFhkmEbCnmeY+kK640Sp1o2aZrz0s6Y232PxYqBY6oM/fh7FkajJEcqRtnDJGN/6HOMijo2eBslHTdMWa1pnGzZ+PtjhtOY6x2XJMtZrIjUUpSK4yDJcnYGPofjkM0Fh6qpsVovUbV0+m6IF6VI0humsKmJhd0kTQsjPcdU5ZlBkWQ5/WlMlLq8vjei5ejcu1TmTy4ecXvgUzFV2mUTU5PRCkagocpkec5gGjOcRowLA2jsxyyUdXYGPhM/4SMna3zrWo9qxaRsarhBDDnimC5swkkQz6q45xYdkjSjMw55aK3GcBrzx68f8JP3LqHKEteOXG71prP0aJRm2LrCqZZ4b6w3SvzpxSPOL1ao2wav7Y5wLJ3Pn29zszflm1c6wuySoOnoBH48e08+tdXnVn/K/+PTp7lvtcLz20OevHzEjd4UW1d4fLNFyVCoWBonGzZplvPq7giKtOS3rvV4fW/EE/cssNGyuW+lyvWOi6UrNG0dVZG4d6XMxf0J//tLe8TFkACINFmSgxskXNofc73r8cBqhU+cbnKzYBJO/JixqdKfhixXTdJcLBRPgqQYGBFH1GLFQFfE62MVAxnTSFS3rx5O+PjpFj913xKv7I7oeWIEpTMRyAFdlVirlVhrWOz0p+yPApYqBp/76Co9L2J/GLDeKNG0dV7eGeHHKdt9j5tdUbWVZWnGO8xzsXLcKusYisLRJODh9SpRmmPoqviZwpgzCw5XDl2uHU5o2nrB18uoWRpdN6Tp6Gw0S0xCMXIzCmJR6S94gvWSTtXSkGXoTSJqpk4QZZiqeG5tXWGtUWKjWcKPUm73fR5er3KqabNYNXnmRp+94RuGNFCgCt4eOfBW1mnZ1HhwXZhxu6N3ZqdKkjDf7uTIzTXXXHPN9d71Q3Nyfu/3fo8/+IM/4NatW6RpysrKCp///Of5hV/4BTTtz++J/J/+03/K0dERv/3bv80LL7xwV4bbL/7iL/JP/sk/edu/Q1EUfvd3f5cvf/nLPPvss/zO7/wOv/M7v/OmrzEMg9/8zd/kp3/6pz/wn2Guueaa68dBbhATROJi/ftVavKcWTJgvVEqqpo/WmDpRgHDnxbJrKgwHhRFJMFUROIrzTOiOzA+0zilJUPdErD2lmNwz1L5rvU+UxUrjmGWochiobReEhdly1WTg5GPBHzkZJ1TbZvrRx5bXY8oyWg5BlEqljsPJgFXj1zI4eLBhOWqMC6EAZVztl3B0BQ+crI+G3LIEReZSZYRJcJQdMOEW31RIfzJC4s8fqaFKsnULA1FkthoOfz2N2/wwGqVz51vc+3IZW/oEyVitCCIY2xD4VSrRKtskuU5f/jKPv/DYyfwoxQ3SOhNAhq24LNleY4bJFzcHyNLEueXylw5cvnPz+/SrhgsVS022w6aKnOr7zGcpixXTZaqJl+70mHsJ9iGgqVryAgDVy+qXzmFmSSJkYHbfZ9HT9axdRVHV8GWWK1Z1CyNuFh73T0KCJM3jl9bV1ipW2w07aJKq1GxNCxN5uLIp14YCpf2x7TLJvcuV7iwUiXPczbbDptth7EfF0k6lz+9dMRqzcI2FG52Pe5ZrmDralGte+O4WKmarNUtdFVm5MeEScZBwbDKOTaCDLJiofXsgsN3tnpc7UwoG1qRPhTp0mN2nSIXAHo/4vLBmPNLZc4vOMjk4jhUZZbKJh035KH1KgMvYjCNUVWRzorTFENVkIr1zmNJCDPumRt9HlyvcmG5zMs7gnfXcyPiNKNiiUVfWWa2MjvyhUkqF6uvWrFm+o1rXT53rkXLNrnamTCNUoZ+ghen1FSZMBFPlCqLmvZ600JTZZ69MeDckoOhyewMpnz63AKH44Cnr3eJUsEKs3SFJMuJk4xenNHzhrx4e8SnzrT4zLkFdgZTHjlRpe9GnG6WuHzo8trOiLIl+HtVS0eSJCZRSpzmGCos1UxONEr8x+e2eeRkg0fWq0DOo2HKSt0iTXN6bsjIi/kvt3YwVJkH1mo0ShrXjzwu7Y/51Nk2NUvnO1s9xkFC09bpTkLMIklqaiq6KvPZc22+caWDF6VoRVIsTDLqJQ0vSjkah3w3HtIumyyVDdIsZ6Np8+3rXdbrJVRZ5oXtAVHh5soS6KpgNo78WNQqJYn7Vyqcatm8vj+mXTZ4ZXfEk1c7nF1wOL9UJs0cSrqKJL1Rox/5Ca/sjtnquiiSxLmlMo+crJOmOYYmlotX6ybTKOUPXzugYevUSppYppWO87Oicj32Y47GIT0v4onzbVZqJl4ofl+s1MSgR2cc8sL2kDQXgxaaItZaLV3h0Y06377eo2yolA2VmqXNhlQsXUaRZOIsY+TH+FHKp860KJdU3DDh9KKDqsqUdAWQ6LkRWx2Ps4sOiiwTFjXuo0n4vn6vvJV1WivpPHKyRqsvDOiRH79pmOH4vLNWF8m3ufk211xzzfWD6UO/0jg8POQrX/kKzzzzzPf82W//9m/za7/2a/zu7/4uDzzwwIf9UD4UybLMv/23/5a/9tf+Gr/1W7/Fs88+S7fbpdVq8dhjj/G3//bfflemWavV4tvf/jb/5t/8G/7dv/t3XLx4Ec/zWFlZ4Ytf/CJ/5+/8He67774fwk8011xzzfXnU7d6U5I8f8fK5Vs19GOcacRy1XpHsPQ0TOi4IePgDe5RxVRpOwYl48P5VbpcNVmrl7jdf3M9KE0h5R2qsjms1kos1UxKmsq1zOXsogPApYPJm4wWSxcJMllKWa9b5LnEesMiSXP++8v7tBydIMm4cjCmbGqcWypzfsnhqes9KoXJkuY5N7tTFEkilwSbaGfgAz5VS6PuaAz8gAfXavzBq/t8e6tLlom0WtlUhSGR5mSZSAaFiUiBPHezD8DPP7SCF8bUbJ2SprBeL/F/vLrPmbbD+aUKj5yoEcYpaZEIbNg6qizxp5eOuHzo8vhmE00RF7KGJiNJMs3iYnd/FIgVR0WiaeucXXTY6fvomkzPiwjjjPtWK7QcnVu9KWGS0rB1GiWDPBdppCwTiZ6yoaLIYp2wXTbpuSFelGDoikjXkBfroDKWoXLkhjy+2eDl3RH//cV9kCQsTXD3RKJPpBP3hwH7A5+fe3iVB9erRR1OLD123JAnr3bQFRlLV2EC7bJBy9bRVAnHUPjapSN2hj5pBlmecaOb8sBqlYEvFi8XKwabbYft/pTNtsOZBYemrZEUjDjH1NhccPBCUZe83nGLtVRNGKhphioJM9ENRaLMDRIOwgBdFXy8JM1RJMG4ynJxbK/WhHGVpDk1W+eTp1u8vDPkb3xine2ez5P9TgHOz1GQyHIIkhRTVVB1dWbc1m2dHNjqetRtg8+ebXN7IN4zk+L9qigSaZqJhFMWslAx2GiWcMMEL0w42bIF/zHPSbMML0o50bRoOjo3uh5+HOOHKStVi7Ih/u122aDtGCiKzK2ehxvFnGyUmIYJuiozDmKevNpBRqSHJEmYhW9lLiZZzpNXO/zUfUssVXUGXsSZts31nmAhNss6N7seTsHsUmRYqhhUTQ3HECmp/ZEYQBhdPsIN6mz3PQxVJcvgjy8eMfYjhjMmpBgKsPUKigKfPbfAwTjgyctHlE1hpNmGiqJIGKrCwIv57vYRsiTxqTMtnrhnkW9e7cwWfk1NYblmcas459ZtnW9c7fCF8wucXSgzJiZIM/Y7Hooicf9ala4b0Z2IYRFDlQsjLWelZgqmWjHOsFYvsVozWayYXO8IRpyhySyWDQxV5nTbYRplvLI75GAYIMui0tlyDHLguVtDUT8u1m1tQ+V02+aBtSqH4wBFlsmLqrUYOsiRJakYO5F4fLPBZrvM4TjgRMMGoGxqtMriGMnIZzdHgjhjFCRsD6as1iw+tdnk29d7s2q2qsjIkkROjiJlDHyRyv34qSaLZZPbvSmnW444/sKUrhsxnMbIEtyzVObsosMkiCmbDj0vfl/rpXB31mnZ1LiwUmWjWJyd3PF7rmyqtMvGnPk211xzzfUB6UM9m6Zpys/93M/x7LPPvu3X3Lhxgy996Uu8/PLLtFqtD/PhvCf9+q//Or/+67/+rr/+y1/+Ml/+8pd/oH9TVVV+6Zd+iV/6pV/6gf6eueaaa66/aJqGCbtDnyTL37Fy+VbluVj7bJX1u4KlJ4EAiO8O3z4ZsFqzONH84JMBOXDvcplnb/ZJ3sPFlqpIXFgRi3olQ1w8XTmccHaxTKtssN2bcjAOCGLBXVsoG4IdpKtFYg0uHQh+kqHKJHnGwDN5YXvIa3sjPnG6yefOtwnjFNtQOJqESJIwOIRtVFRjFTECUNZVplFGmqUcTQTrbKFsslwzqRRcrTgVCTxdFTywo0nAwViw0SZhjBfpZMRcORjzwHoVXZV4fnvI/viIBUdUKbUiHfL63piKqaGpCl88v8BG2+aF7SG1koalK9y7XCZIMoIkpWyoRAWY/+Onm5iqSC+1HMGn0xSRXOuMQ84vlZmGCX1PDBF84Z4FnrrepVxSOWFZKJJEnOUzyLsApovVxSjJ+PjpNkkmBg2iJMFSFS4dTvCjjJ+4b4mtjkjzuWFSGEU5tqFwum1zuu3gRgnXOy4PrlYZBTErVYunr/c43bJZb5Qo6WphmuUkaY4bpDQdg8+ca/OfX9jFLS660xyOJiF1W8ePEtplEz8WP0/Pi7jdn/Li9mC2+jmYRhiqzHqjxIWVCp852+LakUvF1LENlSiF79zs8cBaDUtX+f1X9okLJp+qMGPzJTkksTCO67bBQ+s1Lh9OWG+U2Bu56GqRbMvhO1s9um6IoSmYqoKpK0SpWJr1omQ26uCYKmv1EmGckeU5Vw7H/PzDK1RMseQpAQsVsfYIEMQZXphwNA4pFQy3J84vsFq3UBWJtUaJxzYa7A18ntnqc3bR4dyiw4lGCUtTaJZ1fvahZa51XKI442AsuHmyLBe1RZMcic4k5PmbAxxdxY8TyEVVPOcNzuSdqUNHV3n+1oB2WSdFIgWe2upx9dDlnsUKD6yqRfJQ4mgSoCkKoyBmoaITJSlemKKrCp1JyK3elFMthyzPeWF7wN7ILwY5RJIwy3IOxwFtR+fB1Rp/ernDk1c7KLLEWr2EJMFOf8rZRQdVkdnqiqXRPM95aqvL588t8MV7F/jj148Ik5RTLZtGSWc4jTBUwY08GAdcPJjwxD0LTMKYNM3ZG/niOXR0TjVFJXoSxJQ0hTQXz0ua5Qz9mJ3+FE0RozJi1VgRNeY0E++/NKNe0jkcByxWLdbqFhvNEmZxQ+B23+fq0YT7VyroikjYqUWdexql/MwDywymEc/fGopj7Y7V3baj89GNOl+6b4nFssGLO0PGfvymdLQbJuiKzJm2zXbfL47NlCjJiOKMm12PtbrFVx5e5WbPE6vAgThuo0RmsWLwyHqNUy0bWYLtvk9JV4iSlBtdUaG1NIWNZokTzRL1kjBmHVOlbuscjt9f+u1Yb8c6LRkqJz+kG0pzzTXXXHMJfahn2f/wH/4Dzz77LJIksbm5yT/8h/+Qj33sY2iaxiuvvMJv/MZv8PTTT3N4eMhv/MZvzIYG5pprrrnmmuu9qOMKFlCa5SxWzLetXN5NQZzSsI3vAUsPpxEv3x69LRsnTnO6bkTPi+i5EQ+uV6mV9A/mB0JUnNbqFk+ca/PHF4/e1c8iAU+ca7Nas+iOQxbK5gy0vTfyqViC7XY+TmdreWVTxQ2EuRMkGZok8dhGgwzwghRbF9XRs4sOL94e8uytASVd5SMn65Q0GT/KUGWJ40vCLBfmm2NoIIFcXED/3ssHtB2DtXqJo2Is4HZ/ihu+sVyrKzINR6ftCNaZJMPXLnc4t1hm4EW8ujfm7GKZh9brLFUtrh66XD6YcL3jIRWGRqOksVKz+Mn7FlFlmT987YDntwc8vFYjSjJuD8TF/ULFFMmTwZT7V2ucaIghA10VNVKAtEhE9acF001X8Io05NlFh3bZ4IXtISM/YuInMz6ZbahkuTA4G7bOYxsNaiWN524OONksIUsyrx+MeW13zDCIIJc4t1jm/tUq04LtpSrCkJwEKZf2x2R5zs5AQ5UkPnd+AU3OOdEoUbU0tvs+Wx2PrhciSxL1ksZSxRDJslNN/tanT/G/PXub/jQiSnL6XowkwY2ux/klh1pJY3cw5cqhS5qJyt6xQXScKHTDhNf3Rty3UuHcosNixSRJc+I0wwtSvn29y0rN4ucfWWWr43Lt0CXKxEDGW3Vpf0LD1qlbOkfjkL4XYukKT5xfZBql7I0C0lwwrfwoBQQoP0xSojQnS3OSNOXe5TLkMPIjFEXmld0xX7pviZ9+YIn/+uIebUfHMVXiVJiSJV0s6UZxRs+L2FxwqFgq37054CMnaliawiRI+Nb1LrIkYWkKhiYz9ATzK8kyGrbOwdWA/jSa/b2kKY6tY+syhipzvePSn4ZUTA1D04mSDFmSZmZvjhh4OD7WcgSfcGfgo0oSbpjy2u4YVZG5dDjmYxsNTrZs+l5ErSTq2MtVUZHe6riM/IixnyBLEpcOJjy4XkOV4U8uHkEOSZ7NKpDHK7sSEmGa8eruEBmoFuk3kMjyDENVUGQ4HIfIErPBmm9e7fAzD67QruiEseD7vXh7SE5OwzZEEjbPuXI4AXJKhmCNnW7ZRIlg4I2CpBiw0JCQuNXzZly+pmMIQz/LmfgJRrH8qcjgmMJIS9KcIBbHSZLl7A19xn5CTo6tK5xo2tyztMJ9KxV2Bj5JKtZcTzRKJFnO6/tj9kchTVvnL92/yDTK3lgONURK84XtActVk6ZtoEoy9h3G1DhIMDSF80sVLF3lYOSjKCLBmuSCkXe94yFLEhstm/NLZcKCiakpMvViVGSr6wE5NUun6egsVMxicMJ504Lp4TggB+6pW1ia+gOzSn+UWKdzzTXXXH/R9KEbcAAbGxs888wz1Gq12Z+dO3eOr3zlK/zET/wEX//61/mP//E/zg24ueaaa6653pfGwRsmzsCL3rZy+VbJEpxbLHO27bwpwTYJYl6+PXpX63B5zuzrHjlZ+8CScFGasT8M+PhmE4CvXum8YxJOVSSeONfm45tN9ocBq3Wxyv1W0PZwGs/W8qoVsTr4cs+lbGoYSUrHjbi21aM7iUjyHKfgVq3WLR49Weeh1RrP3x7wwGqVlbbNp840uXwwYTCNuT0QNTPbEPw58e+rZDlcO3LZaIkL4EHBJUuynCjJ7kgW5oSxSPT4sVgQHfsinRImKdWSzsiPGfsxqiJzblEA7L0wIc0zFElc3GqKzO7AZ60mHrOqSJCJRNc0SvHjCC9KePxMiyfuWWBv6PPU9R77oxBTkxlOY8YFNL1d1rl3ucJy1eJEo8TVIxdDlYnijMWywUNrVS4fTOi5Y7FsCLhhzFpdpHzWGyUati5qqpaKpkjYhsqt7pTX9secWyqjyRKXD8bkEmiyPFvrTFLx3NRKOnGa8freCF2W+EsXFgGFw3HA1692xYIrxywzSSx8xhmdQ5e9YcAX713glz6/ydcud3h+e0CUiKrv4TjgsY0GnUlUmAEiHRMlYj04R9RWM0XGlIUB8+rOiCfuXWS9buGFMXEuuIOv7Ij1242mzalmiWmUcPnQvat5HaUZz9/q8/B6nTBJ0WSJ57cHfPn+ZfpeTF58k3U8oCAJ5tpS1eT2wEcGTrcFB+xax6Xt6FRLMnkxsPDxjTplQ+PVYpG3MwnJcsErazk6j23U+an7l3EMhf/8wg71koEsSSRZVhgpCmcWy0jAyE/YGfocjAOWqgZLZYszCw5P3eihKRKaohAmGdWSSF3Gacb1jlcMviSYmkK1JBiBfpwJc1cCRRKvk6gvpqiKzP4oIEhSFBmqlsZS1WS9UaJqarx4e0jXDfGjlLMLDooMQy/i8sEENxTmW5qL95auiNXWpapJ08kY+Qm7Q5EKrlkaQZxhago3imqrF6ZUTHU2fLBcswSDrGDkWZo4B4SJMNs7k4DPn2vzrWs9Lh2MiZJM8MnijHbFoGxq2IZC3TIY+VNu9Tx2C5PsuIpraGIhebkm6v8DP0ZVhHmXFybl0I+wdPGeGfsx9ZIuvldXUGSZSRCz2XJYKOfkeUiaZVQsjbEf03YMhtOY//riHoYqc6ptUzE1XtoZcavn0XB0Xtv30BVhsioypCEcjjK6Rcru5Z0hHzlR52ceXCa6gzt4nCAr6SobTVs8fi9CU2VO1ku8tjemammkOby2N0JXZEqGiiZLJFnO0VgpXgMZXRU17uWqRUlT8CPx+r91wXSt9sb6aMUUz8n7qaH+qLFO55prrrn+oulDPQO/8MILSJLE3/27f/dN5tuxFEXhH/2jf8TnP/95bty4wWQyoVwuf5gPaa655voR058FW2uuPz96t8fHnZWaIBHLoXerXB7L0hQWK8as3vPWSs52b8ru6Pubb3dqd+TT6utcWKm+z5/2zVIVmVGQAAGfPNNkrVnitd0RN3tTwjibrZdausKJhsV9q1XW6xb7w4BRkHDyjpTD3UDb0yilpCtsdTxO1EvsjwJe3B4yCRMmfoyfiNRMEClYusJ3bw7Y6nh8+YEl/m+PbxDEKSM/Zr0hjD5LVwiSBrd6HltHU3peyHLVIgfiJGO9YXE4DtnquNRKOosVA1WWaTsGSSYSQqosA+JC/8rhhI2mzYmmzXAakQFNWzz+i/tj0jyn7Rg8vF5joV0Si6FpxsBLeHqrR2cSoisSj59t89jJhjDBopS1hlgVVBUJP0rZGfjoshgJsHSxojqNEnLgRMPi/tUqa3WLk40St3pTem5EkuZcH7pc2pugawpnFsTya5RkxJkwI6qmiqbIRGnGcBpRt3XOL5Tx44zDcchS1eQn713gyI3wo4S6rRdjAxlpnqPKEpamkeUCnD7wIqIkY2fgk+U5148mbHU8siynYmnISHhRQs9NiFPBRouSjN2hT3cS8rMPLfOl+xY50SiR5scrpYaoZUYJLcfg1d0xkzBGU0SSS5Ul/Bj8KGbgxTiGyn2rFbwwZnfo07INkjSj54UoskSSZlw9mvD6/vjtj2tZJPSi4vskSSIDwlgYHg+t1fj02TZemAhIfTFCAtC0DU40SmKcJEq5dDDGKlJCZqywWDWxdYWLBxO+eqnD6QWbL967QJLmRKkwUHRFZhIk/NHrB8JcXapwdrGMocjc6k1ZqphcWKnS9yKud1wWKyZrNYubvSkNW2d36LPWKPHxU02eutZFlgUHrVHS6XshVUslz0ViS5YkDE3UJ92iophkIgmV5TlJJsYZTE2hYgqTLs9y1hslPne+jaHKHIwC/vPrhwRJVqw2KwLW33boeyHTSCzEKqrEZtvmdMuhXtIJk4ylqommCKD/NKxxrSMqz7oqTMDt3hRDFQaUqggDTZKg74YESUbT1jm3WGYSJrM/U2SJ/VHIuaWMjhvihikSoKsgSRJBlOIYCj/30CpXjiaM/ZiuG1E2NBolnSTLSYoq6O2BT9eNaDo6p5s2Wx0PtWDPpbmoHJdNFUWWsQ0NSYJ2WWe1VqJVNsjznJKuCi5cxWS1buEGCc/d7KHKEhf3J2w0S3TdkLMLDoNpzLeu9+iMAx5Yr1G1dMJYPH4ZiQxxnAynsXit0oyOK1iQsiy9cQzfcW41NYXlqkXT1tFVmbOLZXaHAWNfGHLrjdLspsBxIdvWVfw4ZX8YkOU5C2VDDF94gvt2p+62Ptp2RK2660a8V70T63Suueaaa64PXx/q1W2n0wHg0UcffduvufPPut3u3ICba66/IPqzZGvN9aOv93p8vLVSExTpnrtVLtVipfLOes+dFyTHPLnvt6T6VuU57Ax8Nlr2BwKsPk45jIIEv+Nyuu1wbrHM2I9ww4QkzdEUGcdUaJQM4jTjRtdlFKR3TTm8FbQdxCmTwkC7cjiZLSCmWY4ki5SWUlxzGqrMWt3k/FKFnhtxOA6IijTMOEg4GAV03YjTbZuz7TIn6iVe2hnhhgmjaYQsS7PETZpDkoklv7KhFqkXsWYY5GlxoSpSUq/sjVFkia4bUi0ZuGHClcMJWZ7z8HqNMwsOhqrgRQlBJIyjdsXgiXvavLI75umtHn9y8ZDPnG3xxDnBOFMliRs9j6Eb0fFCapbOVx5Z4fxihcuHE0xVZrVucc9SmbEfsz8MMDSFnYHPYBrxhXsWiJKUF2+PGPsxeQ7Xjia0ywZlQ8PSZWRZIs9gc8HG1BS2e1OG2wNajsGZBYetjsezN/u0ywZrjRJJmvHC9nDGXTuuf0ZJxHCaECTp7Lg/s+iwPw7Z6nroqsxqzaLjRhxO/FnNMEcYVLYujvGuG/I/P3WL/+vjG7Qdg0mQsFK10BWZra7H7f6UNMu5Z6nMNEqYhCleJNhljiFhOjoVU6NkCEZg141oOwkLZQPSnNE0Ic9zgmLN9m4SJo1EzdLIEFW8IE5RCjPNMVSiRIDyHUPUH8WIg0jjyZJIU1ZNjTQXP6euyLNV0yyPOL8oKqXfutplb+TT80LaZQOnMLeiNMOPUw5GAZMg4eXdIf/Pz5zmsY06h2OfOM45t+gwjRL+/bN9JMRQy0bTZq1hsdOfstGyud2fslIz+dmHRd32mF/42u6Y1XqJ9Yb4GscU7yE3TEmyDD9JyYsnSJalwuSUsQ0FXZWolnRMTaFsiHGUJ690uXw4pmEbrDZKIk2aQZSI5802VFqOgSzDR07UkSWJG10XL0yIs5yvXxafw8uGyrklh0fW62iqzLXDCdMwYVqsmZYNjRwxcgHivTjxY+olDVWWGHoRFIMYx7yz+1crlLQ3zjE5YszA1HQeWqvS9UKG04hzi2W+cL7Nrf4U0dYVNztURQxrTIKEra6L3LTZXHTou8KUTVKJ0y0HR1d5YLXK7sAHCT6yXhf1zY7HlcMxJUNl4sdULA31lkTd1vn8+QWajsH/59s3WaqanF0ss1y1+MbVjrhh0SyhyRJnFhwcQ2FvGBCl4ny23iix0bS52ZuiKWJF+uXdEfeuVL7n3Hzn7yVdFe+NtbrFx081BIuypM3MtyBKSYrF1MWKgSJLrNct3FAMu9Rtnb07EtfvtD5aKgY5el70nn5PSRJ3ZZ3ONddcc831w9OHegb2fR9JknAc522/plR6g7kTBMGH+XDmmmuuHxH9WbO15vrR1ns9Ph46Ub3rBVGWw3AaM+SNyqWsK2T5m+s9bzWrjnly70cjP6YzCTnZ/MF/vR6nHNwgoenoDKYxOwOfMBHrj8c8J8OTORiFxTqfScUSgwZvl3K4E7R9cW/EpYMJX7vSpeeGZHcEASUZVEkkwzRV5vHTTW52Pb5+pYNUXPAvVy06kxDH1EiznOe3B7yyM+Qz59r89P3LPLXVnS0v+lGKLEG9pGGoIm0Tp/nMGNVVmaZtECQpPTckSgV/retFpBnUTBVZlpBkiV94ZJ0wyXjp9ogXtgf0pzGqLOprFUvjkfUaF1YqPLRe47+9uIelKTQcjT+5dEScZaJSZ6roRd30he0hKzWLq4eCTfaZc21udDyuHE749JmWSHlNQsoljbMLZV7ZGbE78MkRyT+rSCWN/ARFhpZj8MnNJkfjkGdvDor1U7GE6BZpopWaxXAa850bPc61y3zydJMnr3bZG/ozE0uVJWGyGipJwQ97eK3G7d4UWZLEsVBURmVJAhmOczbHa5u2rjKNExq2gRcmPLhaxY89/KICvD8SfClVERXOsqVhaAqlSCYtaruaImGpCsjgR8K0rpV0TrdtwYArTLu3kypL6EXSS1MURn5MRs5GUyQX/ThBUWTOLTkEcUp3EvKdmwNaji7et0U99GYvRUL8/6dbDp/cbDL2RVLOKIxTx9AwdQVFluh7EWmWU41SlMLwc8OEMEp55ESNh9aqVCyNax2PsR+hazJJlnN+qcJffWSVP3ztkCTLudF1uXe5QpblXO24nGo67A19LF3lJy8sUtJVdgZTqpaGpcncu1TGjxKyPCdKckxNJk6F4XSc5hPvK1F3VWXxWi5VTMI0Y+gnVC2NB9YqbC447A0FmP/qwQRZFiw521ApmyoVS+WTp5vsjnz+5PUjZFnioydrSEizFdpJmHDl0GV3GPDweo1HTzU4GAXC5NQUzCQjTlIxoiIJY9PQFDRFni3sdibiM7okgaFKZJkw0Y5zYXkOfpyyVrdoOSYXD8b85IVFkjSn6Rj83sv7uFGKrsqzEY2FssFixaBq1bnR9WiXDRqOzvUjD0OTObvoMApiTjRKPLJeJ0hSrnddnr81IMnEYqmmyFi6goTEzsBHU2Se3upTt3U+frpBZxJyZsFhGqdFfVzhpx9YZholXNwfM5hG7A0DxoE45zdKOg+tV/nM2RaOofL0Vk8w5oI3fie8XQItK0Z9LqxUONEocaPncb3jcaPrMgkS8hxK+vG4gs2pls3DJ2zW6lbBItXf9froMdvz3WASjrVatb6HdTrXXHPNNdcPVz9St0Dy9xo3mGuuuf7c6UeBrTXXj67e7/Fx32rlHSs50ygF7m4QvLWScydP7lhRkjIJE4I4I8uyonYmUzZUdFWZfV2c5kyKtckfVCVDQMO7bogbJNzoeWz3phyOA0Z+jFcYWlVL42TD5mSzxHrDQlNF/TF9myjSwIvYL+q1PS/kxZ0hewMBEZeRRJIlz8hiCBHmyWfOVrndn/LC9nCWHNwfBSxXrcJ463PPYpmH1qpMo4zL+xM0WeKB1RrjaYSuymiqxKm2jRskeKF47FGaMfJjZEmiYetMI1E5TtMcJAlb18gywUBLsoz1usV6bZVLhxN+7+V9sjxHkiQUidkIw3Aa89XLHb55tctffmiZ/+Gja0gyhEmOIku8tDvhvpUKcZKx1fUwVJndoc/pls1KzeSe5UqRUOvx0/ctc2G5ws3+lCDJONN2iNMMpzA/wsK4SFOp4K/JVCyVxzdb9LyQvitA71035Ggcstqw8AKLaZQymIpjtekYHE2ECfbRkzX+4LVDojgtUoGCfaerMpamsFa3qFgqu0MfUxN12Wsdt0hRqYRJSphkszXUwTRipWZx/2qFJM15dW+MoSkcjQLiVHDAnrvZp2xpOIaCG6bc7HrEhSGqyDKqLN4/PS9CV2Q22w4N2+Bw5PPVyx3+20t7hMndVxV1VcbRlVl9T5iGwgRbKIs6aZbn5LnEQlnnyqGHpfncv1bjld0RIz+emeHHbLBaUdXd6rji7zeEwasqEiu1EnGaYWgyHz1Zp2KqJJkwhpI0Q5LEv3NmwcELU64fuYIR54acaJQwVIXX9kas1iw+d67NucUyT2/1ud5x6bghC+XCFI9iTtRtLqxUqJgaewOfuqVxbrmMrsis1Ew6bolXd0bomkhEOqqMpcuzNJ8qS4KblqT0XGHaGKrM0ThgO874xtUOZVMMisgSXO94+ElGSRd11UmY0LA1Pnaqwa3elOdu9rENlaql4gYpeZ6zXDXpTEIxoCBBzw356uVDWo7OyabNja7H7sAvFoE1TE0hy3PuWargGArTSJi0JV2hVtLpTMTUSsPWWajoIJVny6XD4nW6sFLBjzIeXq+x1fH4zo0eF5YrfPRUg6eud8kLUzLPc3aGIlW6WrfYbDt4YUK9pKMrEg+v1TA18Rh2+lPOL5e5djThZsebDXvUSzqmKqMrGrqi0C4bZHnO5SIl+7lzbe5ZqiAX1VhLU/j8+QVu9aZ863oXRZawdZVTrRIjP0GWxVrt3ihgq+vx0GqNh0/UuH7kvglh8P0SaHkOXS/iZtdj4EVISCItWNyAUBWZgRchS1AxNU61bNplk/X38PvhrWzPMH7731GGpnxPjXWuueaaa64/G/1IGXBzzTXXj78+DLbWnCP346P3e3ys1s0PrJLzJp5cnNL3IobTCD8WVbhjKbJgydVKOg1bn60EvpUnd6z3c5y2ywb7Q59nbvZ5dXeEIkvCvJIllirmbFlxuz8tAO7VYnRA5qXbQ+5ffSM92p2EvL4/4sqBS9MRSQvbUHl5Z8Q0SqmVNEq6SOMkaY4fp4yDhBMLDlGS8eTVTmEKCW6VXzyOs4tl+l7EJEwwdZV6SaNiqRxNQs4tVdhs2ZQNjZWqhR+lhHFGmESUTY00E1D6iiVqWofjKX6UIkkSFVPF0hVajoGpyXTdgPtWqnzzWpf/+tIeWSaSXqoi2FN5UUs8TuQkec7//vIeixWTz5xpsT+astawZmZMSVe4d7lC1w2xNIWlqskX7lkE4GbH43/82Ak2mjbfvN7l2RsDplFC6zGDra5L1w352KkGz93sUy+Z1EoiNRYnGRtNG8dQ2BmkZMCVgwl+nNJyDOJEVCA1VSQLh37Mrf6U0y0bVY1n9bXrR65IaqYpo2kiEo8ZPLBaFcy0giFWMkT9MkkTTE3GUBV0U5go5GAbCqeaNuOi5hclGfcsCTairSukuTAtt3tTBtOIjZbNqbZdLGsmQF6w+SRMVRivrx+MuXexzErdEknGu5hvxwaTocjEaU5a8LQUWTDR2mUD21Cp2wajaYJjqAy8iD94dY+H16t86kybz5xt8yeXDmfv54WKSc3SaBVm+XAa8dLtIRdWKmiyWJFdrBg8vdVjwTHIJYlbvSk3OhPcKCXLoGQoZJmDGyWUNBVTU+hMQoIkFckvVaYzCbnRnfLy7SF/9aNr/OxDyxyOQwZeRJxmBb/QxFQl9schIz9ipW5StXRO1Eu4gRgYWS/MxZd2hoRxjmMo6Kos1kqLc0eUiPGQB9aqLFVN3DBBlWXGvki0Pr894I9eP+TxMy1+4p5F/uTSIV6UUjZVupOQj5yoocky37jaIUeiYqmcWXDouRF5scDpFVVTP07FQnEu8dS1Hg+u1VisGBxNQgbTCEtT0GSJtmOKVOCRV5hFYrikbovav6WJdNxixSSIM+5frYq1WFUkKKumjqEmdCYR377eRZFlXtoZ8ehGnU+fafHMjT6KLFJwWZ6TZrA3CDjZKrFUtYCcz5xdoF3WORwHLFUMpnHGpf0xX7/SoekYrNQtslwwIQ1V8OuOxqIGP/QjTE0hzXK+fb1H0zHYcEqM/Jgv3LPA/ijgW9e6xGmGX4zAWMXqbxhneKmoC+uqzIu3BygyPHKiPqvOHutuCTRZgrqtc3F/zKWDCWZhmi9WzFnFtVbSZulFXVE4moS8fHv0vm4y1ko6F1YqSBK8vj/mYOTjhW88TttQ0BslNtsO9y5X5k2Cueaaa64fAf1Qrkz/1b/6VywsLHwgX/drv/ZrH9TDmmuuuX7I+qDZWnOO3I+XfpDj40bX4yMn6x9IJeeYJzeNEnYHPsOC8/VWiZXDFC/y8cKkAKSr38OjOz5Ob/Y8dgY+4yCZJRQqpspa3SrGBr73OO17ERcPJlzen6DIElGx4phkcDQJ6LnRGwaIBNePxCLiF+9ZRFdlLu6NeWCtyiRI+PrlI3ZHAZtthyhNmQQxuiZjqBL3r1RQFImgSF5plsyCIpEkOfevVrm4P2YcJOiKXKxJiickTkSqZK1h0Xcjto5cDicBtqHSdHSuHk547FSD/VFAwzb4zo0+miJzdqFMnGZoioSuKixVBJcsyXL6XoRaJKbiJOVUq0QQpzRtk2sdl5e2h2y2HK53hEmVZTmyLM3qszniQliWJE63bF68Leqlq3WLK0ce145cwiRltWZx30qZeqmJY6gslE0sXWESxDy4XuXi3pjv3Ojxtcsd/ChloWJQLal4QcpXL3f48oPLnGyUeG1/zNEk5ODQJU4zNhdsDsYhN7ri9TYLc09RJPpuBEhYmooqx5iqTK2ksTf0sQsT9sJyhcNxiCJJ6KpEWs0ZBTErVYuFiklWJJJGfkwQpWw0ba4eufhxhh+L51SRRG10pepwMAm4cuCiKmLkomJoqIpgVuUIHl/PC4mSjNf3xpxZcHhgtTp7DHGWMQpiuhORZEzSjCtHE6oljZ9/eIVvX+/NFlQVCVplgzTNmIRpwW/LSXPQFWE+1Es6bphwdsEhz3OmcVoYrCGqLHPpQIx03LdSQS34fyebJQxNJYjT2YrmRrPE+aUybpDw0FqN1brF2I9J8pyX98a8ujPC0GQ2mjbrDWEk1SyNo0nEN14+IM/hoxt1HlqvcvnQRZFk5IKrFqc5qirzuy/s8tGNBqdbNi/cHpJmOW6QkGTCNLuwUkGVRJppGqUYiqhEbrQc/ui1A5YqJvZmi1s9j8NxSJLlpHmOoShIEizXDNbrNmVT5Vbf4xOnmqLSG6coskTF1DgYhzx5pcNnz7X53Lk2T13voSkyw2mIY6jc6k3JESm/k00xiDL0YyZBwqYq03B0Ogfu7JyS5TnDICaMU9ZqYrHTNsR5Z6liUilpRZ1aJDRlCVZqBqamIksSAy/CMVVu96f88cUjNEWMapxs2jywWqNd1rnRSbh0MJ5x/jRF5tvXujxxzwInGiUuHbpc3B0xDkUt09RkdgdTLqxUeGS9jkTOf/ruDo+datCdxjRsnW9d6wqjPxCG7VrDKgYTIkq6wks7o9njPa7GZlnOra7Hg6sVqiWNG0cez94cEKVi9EVXBX8yybKZqa0W56QshyjNuXTgcn65gvOWc/NbE2h5DhVLYzCNZuvbInktKrvNks5i1ZzdqLlT73fAZziNuLg/xo0Szi2WOdEo3ZV16hZ12weUOc5jrrnmmuvPWj8UA+5f/+t//Y5/LknSu/o6mBtwc83151kfJFtrzpH78dMPcnwMprHgW73lgujtdLdluWNVTJU0y9gd+DNOHAiAvCLLxY6dAI6LKhWzr9tsO2/iyQ2nEc/dHPDyzpC+970pugMZbvenXD6Y8OBajUc36rPj1I8Srh65XDtyqTs6bhgLqDsSYRLTLDhEkyBmfxQKBpok8cevH1E1dTYXbGxDYX8UcHF/TFgkPSZBzHe2+qzVTdplg5ZjcqPr0XXDmYktS1DSVe5ZLFMtaYz8GEWSSHMx/JDnWWHG5BxMQ1aqFnkO+6MQx9DI85yDYcjz0oAH16oEUYosw/2rFY7GASebdlH7lZiGiUi8WSmbC6LieavncbMz5b61KrIsMfETlqomz9wY8OreiDOLZR5er82qnWmeIxUvTEkXy6pNxyAHXt0d0XIM/u+rG2iKLFYj04wT9RIrNfG490YBg4IjVzJUDidi3XGxbHJhpcLFvTFZDkkGhiY+s0i5RNPRWa+XSNOcoRfRcnSWqxbfvTXgZtfDNjSqlkbZKkYAjIw4zQiTFFNTmIQJVVPDVBVu9aeUDZUH1qp03ZD9UUDVVNlcsHlwtUa9pLE/9FlYr6EGwiy9fDhhrV7i7MIbhmSc5sTk1G2TNM+5eugKoy3NqZfEYuTlwzHVwgxLcmHcGaqol55dcDjVtmmXxftRlUV10gtTbvZcbvV8kjQjjFOqpsYvP7HJ//s/vcwj6zWWygbP3BxgaCq1kl6Yb+I9ohRLs4osce9ShXbFKMYMhHHW8yI0RSJIUp7e6qNIEj9xYZGuG/LSzognrxzQ9USdMogz6iWNj59u8snTTR5erxEmCTd7HnsDn2dv9nlgpcp6sZh6nP5yQ7HQ+YV7FtjuT3nmRp9HN+pcWK4QFV9TNlWSNGcaJfhxypNXOti6QpJlvL43wTYUPnuuja7IXNybULU0dFUidiM6rjAtH1qr8viZFt+9NWDsx5xpO9yzVBFmT2GOgLh5sN33ePLamC9dWGKtLpiKEnD10MUxNc60HbY6Lt+62uWvfGSVMws2232fsqmQpDk3ex5LFZOSoVIxVW50pxiqzCgXf7Zae/PxcWbB4UzbZuhHnGo7gDBrayWNhbLJyI+52fcoaWIIY38Y8PHTTfZHPq/ujpAliUdOVLnZnyJL4riaBAnPbw+YBDF//aPrHLoBe8OAtbqFqYlxgjDJ+MNXD6mVxM90+qFloiQnzfKiYi1TK+nIEry8M+LTZ9sossQ0jNFNja2uh22oBEmKoclEScZre2OWqxZRKpJsiiyRkhOlgrXWMHVRac/gVMPiTy8eocoUx1BKXtSBBQNRIkpFKi9Jxe+IiqlhGwq3uh6fOdv+nt8jb12XNjWZK4X5Bm+kpOu2LuqydzHfjo+D9zrg8724hndmnQ48cSNpjvP4YDRvXsw111zvVx/6GeKD5LodG3VzzTXXn0/dja31bnUnW2vOkfvx1A96fIz8hPWG/aYLordLRt5tWe5YbcdAlkQ9UJLEBdTxwEOUpCQZqLJIEFmW+O9+nDL0Y2SZGU9uEsQ8e6PPt6/3GPrxzHiJ05y8WBrVFAFf96K0gHTnfGKzSdnU6Loh147ExZxe8NR0RcYNBf8tSoQJZusKcZKzPZiy1fGIkoxLB+PZcIOhKsRpyq3+lJ2Bz71LFTpuwOfOtxn6Cbd6U273p+S5WGbUFBmpMC3cKGG7P6XrhYJrNYlmBuT5xTKrNYs0z8UFSAFW73oRfTciKFhfXsH7ev1gwmfPtYnTnNd2R3z31oDbfZ8kE6mTniuSLKfbNptth8+eWyDNcl7YHvCT9y4w8WNe3h0xCVNe2RnRLhu0ywaLFZM8FykrGYokX8b+KKAzEamjF7cHTII1lqsmuirzxP1L1CyNywcu+0OfnaGPpSuz4+Hy/pgLKxXOL5Z5ZL1OwzZ4dWfEwcjn0Y06f+m+Ra51XP6XZ3psthzOLDg8tF6laeu0yyZPbfVYb5SEgRCnXDucYBsqhiozCWImQYypiaXLrhsRFSnGTsGMe2itWixQigrnc7cGlA2FrzyySs3SOCxYXEGccvVowmbbmRmSh+OQMMlolw26bogsSdQsFcdUcQyVaZRwe+Bzz1KFWglatsnISfjsuTayJLHVcbnZEwurAy8SSbsk4+yCw7nFCmcWynzzagfbUGc13v/zx05w8WBMwzH40v1L3CzSf26YiNGAJKWkK5xs2HzsVIM4zfj9V/b55GYLLxCpteMkp4QwRRxL5blbfba6HposgPynMpssF+a3rioMpxHfvCpYXg+t13CDhP1RwM8+uMw0TLl6OOFWf4oXJpRNDT9OUSTBIjzRKHGyafPcrT5LFZPFisH+KKBsqERJxnAaIUkSbphwveOy2XI4HIU8fqaFHyXIiPfLSztDVEWk1UxVxo9Trnc8HlitcH6pzO3+lKe2etRKGpttB0tXOBgF3Oh5dN0IR1d44vwCK1WLrY4nuHWpWHGO0oxzhdnccUMORj5nF8rsjUKajlEkAiUeXq+hqzJXj9yCiyhTs8QwysiPWa+bPFaY+7IkjpvhNOH8ksyXH1jipdtDFsrifbQ79IvFWpmqJbhw145cJkFMyzG4f7VKmsFrOyPCNCvSlhqLZcFPdIOE794cUNKF2WQbCnEqXt84zbjZm3Kj57FcMSmb2owLOAlj4iTn//WFM8hIDAt2ZElTiJIMTZYomRqOqSJJsNURiVNZEud1EMMjxxy3JIUgFty/IBHJ3nGRsrU0GU0RieKoSPMmaU6aCk6kYyrYuqgMR0nGpGDq3U3H69KnmjZXOy6yLLFcNVBkGUOTZ1XT76f3OuBzN1zDO7FO4f0n7eZ6Q/PmxVxzzfWD6kM14L761a9+mH/9XHPN9edMb8fGeq/f/2Fw5Ob6s9f7PT5Kuljr04ra4vEF0UbTpuOGotr4LpflQCQf6rY+W22cRimHY2FEJHd82FaLD9sNW6diinpcvaRzfK/o2pHL01s9jiYhXpTgRylRmpG/ZWlUL1b8oiTj6a0e7bLBwyfqHI5D9oYBjqFydkFwvJ652ePygfumoYeyqXJuUZhAp1s237nRY6vj8dipBl4Qc2goDKYJL+8MWa2VCNOM+5arbHVcHEPB0mTaZWM2CnB8UStJEqoiLkAPxwJAv1o32Wja3L9aRVNEHTHJclRZomJpLNcsDkchtwce0zgly3IMTWFzwWEwjRl6MR035FrH5WAklgd1RSbPhREpIVh1lqqwXDVplHTOL5bRFYU910eRRY0wTFIOxgEHo4CqpVIxNbTZxXLMyE+483I5THPBsSpp/MKja1RMlSevdfnDV8XK5YXlMk1bp1bS2R/5yDK8sD3k+pHL/WtV7l+pkmYZr+yO+PL9yyxVLP77S/vYmkqU5WFBSgABAABJREFUpOwNpyRpxmLFIogzem5EluV4UcJwGhPEGW6YstkWCZdJIAxZVRZJqDARRsru0CdKc8qmWnyfMHY1WeLM2RaSJCFLElVD5UiRsQ2Nvhfy2t6ItmPQcoQhqckyNVtUCVfrFmmaM/ZjFismkzDBC0TFsTuJuG+lwqmWTWcSsDsMWKyY6IpEzxMpPK+o0SVZzqu7I1ZrgpXnFPw5iRxVkTnZtPmvL+3yyHqde5bL3LtcFmnDPEdGwtIFQ+7K4YRJEHN6wSEp6q2GqhRjGxoDL+cn7l1k6MU8d6tPpTBdLE3B0BTIc5JMIs1ygjQniDNe2B6wXDVRJHhkvcbN3pRnb/ZFMhJhlksShHFKmouE1et7Yx7bqPOxjQZBnLJYsfCjjG3JL1hdOgfjYPZefmitxs88uMTeMMDSVfpeyOE44N6lCrapkhbnmCTLkJHoTEIqlsq9yxVW6xZ/8vohg2nEWJJ5+kYfQ5W5Z6nM6bZD09a41nHJspwH16qkuXhOR37Ma3sjTjRsTrcc6iWdC8sVwaDT5BkD0gsT+tNI8NAkiWmUzAyvtZrFg2vCoNsZ+Gx1xHtTArww5r7VKmcXyhxNQo4mAYokFUnZFEMTSarX9kaossQX713kzILDxf0xp9oOsiSSjaoiRkL6bkTFFCMhJxs2iizhRxmTMGY0jYtFX4iSjL1RQNwX9dm8MOGrlkYONMs6L++O+Mh6nftWRGr2wbUaB6OAnidGaRRZpmzIYnRDVbANZbaMmuU5SZaRRBllS2ABpnFKxVQBiSgV56ySruAY4t/NMqhaGYosqshpBn6cIUlQs7Xve3PIMlQkSaLlGMDdF6jfTsfV5ygR6d/vl6r6oHEec707zZsXc8011wehD/Xs+7nPfe7D/OvnmmuuP2d6Kxvr/Xz//IPnj6/ey/EhS4K3YxVVIi9M2B5MibL8TRcsJ99HFeRoElKzNB5Yq/Htq132x8Fdj7ckzem5EX0vYrli8vjZFlVL42gc0nbg9b0xB+OAgRczjVO4y9+RZxBmGWGSEcUZkPP6/phzS2XGRf3vdLvEzZ7HH108pOeKVN4xBysH3DDhu7eGvLwz4lNnWjy+2eTb13v4UYKhKby6O6akK0iSPDOwDqKEP3ztgL/yyBpNRydKcxRJEhU6GVZrJaqmyqmGqGmu1ixUWeIrD68SxMKI2ulPsXRx0duZCH7XqVaJe5dF/e7VnSHjMMUxVPJcjF38x+d2ePJah3pJpNfOLDjYuki0TCPxHCV5zmga8++/s82D6zV+8r5Frnc9giK9lGY5liaqVuMgZuiL5T8BdRdm1vFTrSoSS2WDCysVoiTD1GSWqxYvbA/ouxGfOtMU9VdDLBTKklhFvH+1hh+l+HHCszf7ZLlYKL3ZnaKrooZ8bqnMgmOQ5tBxA56/NcDUFM4sOOyPxDFznKA0NQU3TAjTjIoioWsyYZxxczRloWJgagZRkgnDKsuY+Al7o4CKqfLRE3U2C17a//HyHv+nT5zkVNvmyA1ZrBiMi3Tl3jBgfxTM0p3HSbJpknI4CtEUic22w7Ujl6qlihEIL+LcksPVI5fOBBbLJts9j71R8D3jCpf2J3ziVAMQpu99yxWSLKOk6wynAfet1shz+O6tAS9sDzjdFsuOYk0z42DP5/X9Mboi8zc+fpKFisH/8vRNvnB+EakwkhxT5cJyBV2V+M5Wb2badd0ITZUwitqzJEnoReoJCT5yQiTEJElibxTw7a0eigSKJCqvVlGDlCQJBZGWTLKcp2/0AcHdU2SJxapBejvnZn/KgmOwVrdww4SxX5hHphgbCOOElqOzWDbZ6nm8XgykNIrFW1mSON22ObdYBiRR+1xwGPoxYz+mbuuUNJk0z9kbBnz35oClqsFKvYSlq6xWxfeneY6tK+Tk3Op57A591htWwVWTWK2VeH1/IlZ0CxZiyzE4VTYFY1GVeWi1wu2Bzyu7I1EJznLqJZ2+FzHyE5663mO9XmK1bpKTU9IUwjSjZEiokmCpPXyixumWQ5bn/H+f2UaVJZqOgSpLwlQMEmxdYa1eYqlqslA2BFctywHBzRsXCV9dlUWtWVMwVfGzHb82ixUTL0j4xtUuR+OQiqHxidMN4swgzzOuHk0KPltOGGUFjzKlZulUTI3doTDp1aLqbBdsx5qpESUZTVvnVLM0YxYCGEXCOczymfl2LAk42SixXDHf1Q2i93MTyVRl6rbOYBrx9FYPU1O+b6rqg8R5zPXuNG9ezDXXXB+U5mffueaa64emiqnOqnzvVceMmvkHzx9fvdvj484LlisHEw7GAXGasdGy6UyiH7gGMgkSsjynZess1UwOJ4Ix1nJ0bEMYF2mW44UJXTdCliSWaiYtWyfLc4I4ZW/oc+VwIsy36I1KkKKALL3BkcvyjDQV/+P4664cTtgb+uiqxKlWiesdlxe3h0yCBEUWH+7F975hxMmyqF89ebUDtPn4qSYAEhIv3R7w+Jk2LVswuZqOzqWDMa2yCcBnzy3wuy/soCkaD6xVWSybSBK4UYqpyjimyl//6BqbCzYv3R7xnRt9dEVmsWKSZqJ+u1Ax0RWZIM54aqvLg2tVPna6yau7I3RVRlYkvCil50XIkoxjqNRLOhuNErYhEipxmhElGdc7HsNpRN+PuT3wBXS9qLMpsoRtKnTGIbYhOGNuIGqOgruUC5OmMOnOLDjYhkLfizkYBVQsla2ux79/9jbLVZOFikG9pJORsz8UptPET7A0mbKpsVy1qJo6144mfOF8m5+5f4mdoU/HDVmumvRcAYXXVIlzS2KFs17SaNkiPRUVybuyobJQVJPzHKqmzi3PI0wEa7BsqpQNjbOLFitVC1lGpL50lTjNmEYJmixz70qF7d6UtbrFSs1io1mibKrsDsTFXsXSZgMW0yjF0TUaJZ3VqsVm20GRJfpexGrNRJEkmmVRU04zURF8eWfEpADjv1VRmnHxYMx9q1WyPMOLEtoVg2mc8rnzi2RZzv2rFVbrJgejkNv9KXvFzRJVkXB0la88skrbEeZQ1w351GabKMmo2TK2qZIkOYsVk0sHExxTxQtTOpOwqB3KDLywWFgVqdE8zwmSVJiiEuyNfG52vVkd2lAVFEVClSHLmNWrDfWN9+CVI5fVmlh09SIJRYY4ydgd+pSKWnLZUGlXDCQklqqGSMr1fb55rYMfC9Ol5Yj3v67K9NyI794a8uLtEZ852yLPBf9wrWZxKUjouiHTMKHvRSyUTT5+uo6lq2RZThgLPuDHNhp85ESNG12Pl2+PGAcJ0yjhRtdj7CdcWC0zDmJudF2iRNx40CSJo3GIrsjoqsR9y2WudTy+s9UjSXNqtka1pDP0IwZ+RA7sDnyOxgFnFsqYqsL5kxUeOSGSre2yyTRKGE1jvnOjz82uRwakuRhL8cKEwTQmB4yaRZxmBLEYBtnuT2djB8JYFjxA3xfpXV2R0FWZLKdYMM7RlRIdN2QainPF1aMJ/WkshkUUmbMLwiw+TmWaxfd33ZCmo8+Ot6qlsVgxqVgqtq6iyhJxmhGnOeeXylQtjdf2R0zDFEtXORyFs/OvIou0pmMonF6wOdt2cEztXd0geq83GcXvMo2rhxMuHUxYqYn39Z26W6pqGqUfCM5jrnevefNirrnm+qA0vwqda665fmhqF9D4rhu95++tWhpNR+fakTf/4PljqndzfLz1guUYdu0Yymz84AetgaiyxNEk5MXtIWcXHO5ZKhMmGcNp/KZqUNVUqZa0IhGT8e3rPR4+UeNko8Ttgc/u0BfJN0nUTBVZ1JpEMoQZq0jXxX+P0oxpnLI79DmahCxVTL57a8h3bw3J85w4FemVrIDaH0sqkluKLCED37rW5a9/dI3lqsXtwZTtvs9H4pSKpbFUMViqGCxXTSxNMLQatsP/+LETKLLEwSjgld0x145cRkEs0i/rVT5+qskLt4b0vIj1usWtvsfewZSRn4i1wCSlYes0HYOapfH67pggynhovcbByEeVZf700hFrjRL3rVQomxp1W8PWVQFizwV7SVdEsmZzwabnhhxNIr52+Ygv379ExVJRJKiaGhQX3aBimyrTMCFKMtJcvH5lU529brd6UxxDpWQolHSFgRdz30oVL0qK88mExYpB2zHouhH7xUWWY6g0bJ3Nts1nzrboTCIWqyaX9se8cHtAEGXC7NBkVqommiETJBm2oXJ2sYwXpbPXSlMkJCTyTJgNsixet+M67dhPGPkJZxYcNFXA/W/2pigSbLQddFVhq+Ny/cjF0ETN8d6VCvWSzsE45JETddwwYavjsjcM0FUZx1DYHfo4uspP3b/MA2tV9kc+ixWjWFzNWaqW2B9Oee7WgGtHLkF89wSPGC0xObNYRpHgVtdnsWxBnnPl0OXF20OiJOXe5Sqnmg5akTqbhOL9YuqCd2eowmjteyFbHZe/8YmT+GGKqSucXyxzaX8iVlldYV6GSUarbMyGFDRFIs3FeyWcinTlZlsMd4iUc4ClK7QcnTAumIuheL+aqoKuSpQNDV2TyYvXRgJ6XoSlK1ixglww4q4cuIz8hKGfsFg2kHLIybE0ldf2BnztSmf2/RVLRUKk6jRF1DaFSZ7z1FZXJCMXHZI0pTsRbMd6Seez59rkec7VjkdvEmIbCueWKmgyHIwCZFlioWLy6bMtvnblCDcUJk/T0ZkECUejkI2mzSu7I5JMQS5OiJMwoa0Z9LyYP3r9cHYMDrwY21DJcmja4nntuiGOLtZUX98fs1Qx+Ev3LdEuG4z8iK9ePqJsaoRphl+s2sqShKVBBli6UtRAJTLEMEG7YjDwhbGLLNLCYtzgjROXOJ+JSrAkwZm2g6krhEnG4UTw79wwZTSNONG0qZgarpWwVBGjMYoiIcvSbDm55Rjcs1xGlmXIYRLGHI4Dzi6W2Rn6ZHnOdn+Kqkg0bYPHNhocjEMmvmAyzs7/xQ2cpapByzYE3kCR3jSu83Z6LzcZ5QJ1cPVwwsX9CbIMhvb2Bt6dqap2Rbx22fv7KPQD40D+omnevJhrrrk+SM3PBnPNNdcPTSVD5WSzRM+L3tMHGUkS9TVLUz8wjtxcP3oqGSqrNettj4+3XrAcf8kbzLY3g67fbw1EkSW2e9PZxU0QZxxNQvZHU8ZBQpqJdbuKqbKclFgoG0iIi6Ht3pRPnm4WoP0ERWIG8h4HKX6RBLnz37J0Afy2imW/sZ/gBgmnmzZ7Q18Ydrlgs2V3ueLKc8jISTMx6oAMu0OfJ84v8PLOiDjNMVWZ+1fLTIKUZ24O+PrlI3peTNlU2R8FfGKzydahyyu7I+IsZ+RH+LEYVmjZBpIk8eremOFULLk6hjozEzVFxjZU3DCl406QJTi74LA39PnEZoPFisPIj3l9f8QXzi9xbtEpaquBSLh44kJdlWXqtsparcTplsOZtsPLOyO+cbXL3ijgIwVb7OktwQVrFIk+XVXwo5j+NGHgRZiazIOrVaZxytE4RJLg7GKZiqmyNwzZ7ovkGXlO1dLouSFXD100WeZEo0TPDfHClHGQECQZm22bLIOXdoZYxbrg0IuJs4z7VyvEWc7hOOD1vTFXjgzWahYnmhbP3OihqwpmUSE8Zuw5pkqaw2AaoRRVPEtT8KOUtbpYBD1OAT5+ps3hOOBb17okWY6uSDimxtBP2O37XFiusNm2eXlnxE7fIy/eJ0mWUS1ZLFdFClSScv7X79zi3GKZz5xtEUQpJV3FDWL+56e3ORiHd30vSICpyZR0wUJ89kafE40STUdnZzDlwbUqUXq8rpvwn767w2LFZKFicjj2MVUFQ5NxfQEuf/H2kDTN+OjJOl9+cIVpkNL1Qr503yKmppAmGY6pkSERxoJTF8QpSfaG+Zyk+ey9Pw5iaiUdS1PIEYvCrbIwTQ5H4ez5sHSJxYrBNEqZBDEH42T2fCqyzDhM+LkwoWZpnFkoi5pjBjc6LmkOZUPF0BTiJGV/HPDU9e5s8MMxVHRVrMQaqqgz1ksaQZKRZqJe+eyNPg+uVYvhAZH+fHSjTncS0nUjTjQtTjdLhElG2VBxDLGc2Z1EXNwbU3d0vnB+ke9u9ymbKpYm89reGD9OhcHU9wnilJEfsVjUJZerJlePJmIBNhO1W1OVsT2Fhq1TtbRZ6nScxzQdcZPiYBzw0s6QL11Y5Hbf58qBi6kp3LNU5sG1KgejUKTifLGqKVhqGiebNk1bxzEU8T4sRhx6bvg95tvx+fz49dlsO1QtDSkHNxBpVV2VxblSEl+zWDb51rUuCxWDR+waw6lItCdpTpLnHE0CPnqyzv4oKJZ/c7Is52SzxPUjl1Nth4WKyfO3Bmx1PC4sV7hvpcJwGrPixzOWpakpmLpMmgocQZRkfKRizsZ13knv5SZjxdIYTCMuHYjfZZamvCuTb3fkQ4FgGE7fXxvgB8WB/EXTvHkx11xzfZCanw3mmmuuD013m2k3VZl7l8rsjQLGfvyu7uCuVgXTCD4YjtxcP7o60SzRc6O7clbeesFyrJqlUX+HhNt7rYH4cco0Tji76HCj5/HSbcFOWq1bLDgmqiqRJDlDP75jgbHK2UWH3aFPWhhmYqlRZuwnjIP4rqZimgk+khcmVEyNiqUWaZ6cOMvwo5Q4EWDw72daH6fkQLAS/ThBVyVWaiYbbZtXd0bc6k3FGqemUjZzSobC+aUyr++OeXFnQBhn1G2d80sVXtsb4YUpq3WLkR8TJSk3ex6qLCMhRhcmYYKhCk6XWJgUy5A3ex4NW+doErFeszgYh3zxniUeWKnQ8UKeuzlgu++z3fdwg2S2cm4bCicaNicaFo+erPPRk3WSTCwV7o/FBfbLOyNajoGpC3A/EiiSwcmmSBxpikg3Xet4RUok59yiw3bfF8fWIGAwjUizjKql07B1yqbGztCnWtJYrBjsDQV8f6VqYukqV45c+m7IoydrLFQMkAQnr+tFbPenAvSvybhBws2ux0rd4nPnF/jq5SNGfoxtCA7c8QpnlmWAhB+lBFGKY6p88cIiixWDo0lAEKV8/HSTw3HAk1dF0kpXBOzeMUT1sueJxdRxmGCoMh892cDSFVRZLHG2ywbjIOaVnRG3ugK8n6ai4tku6/zXl/Z4aWf0tseVrsjIkkg7eWFKnArO3o2Cn7VQMcWwSJxhqDKmpmDpYuX10Y069y47vLo7JkwyDE1ls62z3rC41ZtStzVqlkbFVPETMRjghTEnWzZ+lDKaxowDsTAoKtbSzMA5Nm4ATrWc2ftNlUW9NMnE+EDJUEhSwUWrl3S8KOFwLAwVSQJFEu+/nAxFEs/ppf0x+yOf1ZpJlotaZ8cNObdcxlAlwkTi0v4YRZYxiyXNNMvpuiFpJgZhwiQnyQS7TZIkcdNHgld3RyxXTDRF5mceWOZ6x8U2FEqGYDxudVymUcZy1RBmZDFKcW6xTE6OHyd8+YEVpqFgHr6+N0aVZR492eCjG3X+f68fkGdgqgq1kqhMXjl0Z2ksQ5WRZTH0cWahzFLV5EbHpVrSuN33Wa3l1EsaR5OQnhshyRILFQPbVInijOe3BzQdndMtR6z5hglplmNq4t+rmhoX98eMCsbdS7dHfOm+RRq2wSRMudX1CJKMHPHcm7pC09ZpOQY5cO1owk9eWOLa0QRLV5CQMDWRXIwS8Rw+tF7nlZ0BtZLOQtmgXTaJk4ycnKWKRX8aMY0SWmWdsR/z4FoNctgf+VQsnRN1i4v7Y0xVZjCNkLqwVLHIzeIcCgWD8Q1sgDB5tXeVYPp+N5HulKUpXClS3G93E+luynM4HAcsVcz3ZcC92zTfXG/oB11onzcv5pprrjs1PwPPNddcH7i+30y7oYoP1UtVk74bESTvVHuyeHC9Oksv/aAcufkHzx9tlU2NB9eFUfbWpbE7L1jgjQrfat3C1N7+wuW91kCyNOdU0+bqkcurOyNONEqs1ExUWSzpJcXFfcsx2GiW2BsGvLozAkTyK8tzHEOhYmocjt9851xXxRCCJInHlWY5USLqc8dft1Q1cAyVsR9j6QJUnhXfG8bp3R7ym35WS1OxdIXOJKRh6/zEvYvsDXz2hgFGMQZwNA4I04wTzRIjP+K/vbSLY2rYukgyLVdNnji/AMBy1eKrl444moTYuoZfLJCu1i3qJR0/SojTbAbFz3JRQzsYBTx/q8/5BYe2o9G0qxyOA/7g1QOeuzng+C0sF6MSYqkz4ZXdEa/vjehOQn7qgSU+tdlifxyw3fP4wj2L/OxDq/zOd2+LBA7CeHEMUR2s2zrnFsvsDoUp5gYJP3FhEUNVeOZGj9VaiSBOZ7ynzkS8Pu2yQdPWGfkxK1WLSZAiS/DgWpUgydgf+iiyTJpDxdQ43XTYH/tcOXLRZEmwxRDA+qtHLnVbZ6lq8snTDb5xpcskSCibKlVLRVMl4kQYW6oi3KRHTtRZqpqUTY2jScBnzrexdZVnbvRRiq+TpOPzn4yqSCxXTTpuxB9dPCROM6qmhq7KnGrZTIKE/ZFIRd3seZQMlYYjjMP/8sIOIz/5npGFY0mI9xqFQZXlOTlipTLPhcG1M5iyXDPxk5SFisEruyNu9TyeuGeRKM14YXtIkmZcOXLZHwkzs2XrPHaqzk/cu0i9pPEHr+7zlx9a4SfuXaLrhrx4e8TjpxqMo3S2OFz4q5C9kXrLcpEc3WzbVC2NrY7HucUysgSnWjZ9LyLLxGPXFJnFioEfZwymEboik2bZjKOY58X7veUgI+EnGc/d6PPIyTotW+dmx6PpGDy+2aRVNgkTn54XYRuqWGGNU4I4m1U8VUWsfgreWEbZ1CgZKj03ZKvj4W6KC3HH0DBVhb1xwFNFulGRJcqmhixJxbCMeJ+9sjPi8TNN1moibduXpYJ7mVMyZF68PeDMQpnPnG1z+UBUeEtFWi/JMixdQSnqilGScqrlUDZV/CgBCUxN/C4eTiOajsHu0CfJcoZeTM3SyAvOo+Beplw9cmnawrg2TcFKq5V0Xt4ZcfFgQtsRXMWHT9Tww4SaY7DesKhYqkgv5iJBrBRG8f4ooOuGPL7ZAnJ2BwGGqiBLcKJRKpJhGrf7U+5dLuMYCi/dHuGGEboqocoyVUtlGidcPXRJihXhJ84vcLIpRiqWaxaSJEy6z5xt8cKtIX4shktKunhP3cnqvPO9cH6xjKnKTKPkXf3+eKebSMcq6WI86Hhl9/vdRHqr4iJdeZxMfS+qWtq7SvPN9YbmzYu55prrg9T8SnSuueb6QPVOM+1RktLzBKtJlmCxYrJWt+hMAsI7bhAeQ/SP1/zurA7+oBy5+QfPH33VSjqPnKzR6uvsDISJqyny7IJFkYVBULd16iX9Hc23Y72XGohZLHve7E35xOkmUZpz7cjlZs/DC9+42LENhY2mzamWw3rd4tX9MadaNhISrbLJSt3i6pGLLFNU8RRApGOy4iLU1ER9M4xTgiRlHMQ8crJGu2xwOA6Ikoy1hkVnElExVXoF6+rOFdS8gJhLiHrj5oJNlOaM/Jj1eomhH/P63oiDSUDfjTjRsEiznLKhcn6pzEu3R0zjDD8OmRTjA0maUVqqcLL42q2ux8iPMTWFiqHiF8uzjZKOG8YzGLpRjDaAqLJlgBclnGnb3OhN+cPXD/nOjcGbnu88h/wOgwUgzeGZmwNkWeL/8skNHlytcOXQ4w9eO2C9bvHxU01+/9V9/DgjzxMkSUeWJLI85JYq05mEVEsanz7T4uyiw++/uk/DNjA1mfgO4ykHwiSjMwlZKBtYuoKuiirYSs3ENlQu7g/oTMKiDimMxqWayVM3emKh8rgeXPwAtwdT7l+t0vdCFsomP//IKlsdl6uHLqaqoMgSEVArqZxo2Jxp24KdV9JoOToSoKkyfS/iyw8s0XMLGL0bz4YHSrqKIis8f7tDluXYhso0Thn4MX6cCiNl4HOyZXNhWRifXpiQIxIZ72S+mZqMrgrOnKoqhQn3xkWkoSkosszeMECWREpp4EdcWK3y+v6YV3aHmJoixgVO1bnV88VwgiJzOA75ned3uHepwn2rVba7Ux5aq+HHIgl4vevxwGqVR07UuN2fcjAOCe4wnS1Npl02ZqmpywcTVEXGjxKCKOV0y8YNEzJEdbxqCebc0USs0pqaWOA8vukjIZKFG80S0zgt3kMaz97o8+UHlilbKhVT42gcULVUojSj70UzCL6EYIYpklS8JoJLZmkKUZoxmkbomuDfxZmoYZ5oWuS5GA35esGROx501VWR0M5yGPrx7L305NUuf/mBZRRJwiqqmVkuquVbXY/9YcDPPbTCQ2vVIuGlgCTMKRWKWqxOraSBJJh3WZZjqgo7fZEoVRQJx1T56Mk6fTdiMI0oGRYbTZsrRy7tss7JpjA9ZcCLMhRZsOQcU+UTpxtsLjjc6nk8e6vPX31kDV2R2Bn6jKYxg2lMGKfIxYiN4GpGKLLEZ8+2WK5afONqhyQTr81GW5xXxWqqYDJeOZxwfrFM2zG42Ztyuz9lGqVojsLhOMBUFU4uljjVctAVie/cGKCrEiebJTRF4sqRy3qjRLSazZLNfS9irf7m4QMQNwbuWSpzdlGsGi9UzHf1++OdbiIdS1NkvFCY4PXS97+J9D2ShCGvq3c3Dt/h21irWz82PLK7tSzuXEH/oDRvXsw111wfpH48zsBzzTXXj4TebqY9iFP6XjTjR6WZ+CDYnQgT7Z6lMm6YYGoKJV2lbKq0ywYlXcDVb/W82Qcsx1QLbpWP9i7qGsf6cfvg+eOusqlxYaXKRtOm44ra2O3+lJZjYGgyZVN9V3WdY72XGogiS0yChEdP1rje8URa6y5daS9MeW1vzKWDCY9u1Hn0ZE0sqAIVQ+VM2+Hp6z0sXSXNMsZ+jBclb2IhqYqEravYhkJVE2myM22HiqVxezAVF4x1kcCTJfFzHKdRIEdCQlHE4qOpyaw3ShiqzKX9MZ883aRVDAscjEO2u1MBmtdF4qWkq+iyzNXDiUg3ZTlBkuFPQhxDoTTweHCtQphk7I0CgliYTLahYBsKiiRTMhRWa8KkO16HHU5jel5IksHhKCBJcxxL4+L+hGe2+u/6NcsR7KxPnG7ycw8t88zNPt++1mWxYvK5c21W6iav7Ix5fnsgqoYS5JpI9JxslnhwrcZixeD3Xzmg60Y0bZ2ypXGiYTH0xaLk8YJjlgtG2/Ga5um2TZyK/3aj65HmYGsKpirMm3pJw1BkgkQYMcXwKCCqm1+/0uGjJ+uMgpj9In1573KFWkkXj7NIP3pRQtvRsXQVL0z4073RDHJ/+WBCSVc42Sjx2XNtkjTn61c6gt9lqgynEfsDH1mWizVWUemfhgkN+3ixF8qmysE458gNKGkqFVNlEggG2huPWRxDmiojS2IxEt5Y3NUUCVNTi4yfGCOYhokYF5FyTjZK7A59vnG1iyrLaEpK3dJYKBvYusqkWPzcH4VkGTy91SPJ6qw3Shy5IaoE1ZKGGyaMgpiSLgz21bo1MwDFexPcUKSmOsVogSxLDNyYKM1p2DoPrVW5/fL+7EbOJEhm3LhplBbMPXlmQn5is4WpKcRJxjiIaTg6+yOf2/0pX3l4ldsDn//w3A6/9PlNFEkYe7NqrPTGsVoyFMGHlKSCyQhxliOnGY2qSb2ko6syZVNwLPtexKc2m9zoeBy5IRVLQ1ckZElCQhxTbpDgGCrrdUMkzxyDjYZNzdKQimRkteAhXu+6qIpMu2xyqlUizXI2mqXZiECSgxfEDP14lpKs2zqGqrDdn1IraWw0Smy2K9zoetRtDVmCR07W8aKECytVsiznVm/KVsfFDRNWi5sM0yhmrVZis+3w+XNtXt0dU7U0zi46bLRsTFXhuZt9vDDhaBSQFfzFh9drbLRsyOFPLx0xLl77tXqJqqlhFEZmx42oljRe3h3RdUNOtxzOL5U5v+SQZmDpMvvDAFUWxvHeMGBnMCXJcs4sOMRJRpJJdN2IIM44s2DPTLyDkUgT6qpElIj15MWKwYlmiXpJZ+CJlP57qRHe7SbSnal9XZWIU4m1IkX8nsy3QpauUDbeGwfuTpzHn2d9v5bFD7KCfjfNmxdzzTXXB6n5GWGuueb6wHS3mfZplLA78Bn6b2Zg5Tl4UcpzNweUTZVaSUeVBAS9YmlMgpjXdkff8wFLlmClZiFJEntDX9Rg3sWH1x+XD55/0VQyVE4Wd7LdMGGl9r1JhXerd1sDCeKUWknj8sGEF7eHpN8H5pPmOS9uD3GKRFmcpESIi6vPnG3x5NUuAy8mu8vfkxRJNXExrPHZsy3W6hZ+JJhwigTbfY8zbYdzS2UcU+VWd8o0SckL06ukKzQdg0ZJJwcu7Y9nS5CmJqqoAy9ipW4RFJUvW1cxNAGfH0wjVFkmVyTy4jFGSUZ3EolqpSSee7lYc42THC8VFc2KpeIVzK4cAcrXFZmKqTEOYoIko2Kp9L2IF26/UTt9169ZDkeTgFt9n/1hQJBkXDmacPlgwiMna3zkRI3HNhokWUaSZVRMUeW62fV4bW/MSztiTKFmabOxi/tWq1w5cpEwaIcJXTfCLXhWkyChbKh0PDHEoMnSLC11ZsFBV2UOxwHTKOXRjQZfu3IECIMoz0U6TJYltvseg2nET9+/RMXQuHY0oWHrJGlGxdLwohRLlVmrl0jSjEv7Yy4eTNgd+KzWLSxd4eqRi6HK7I9C6kcuj54Q9c1xINZ4FUkiBXpuwHAao6syuiLjJ4LHVzYVxn7Cja7LctXi/GKFnisSZeI1ifn4qQZxmnGt+LdEQi67w/QqKqiSsN6OgxxJmnOiMHvTLCdIcr55tYdjaJxq2ZxslLAMGVmWkaUMW1dpOgYnmza7gyk3uh7fuNrlZx9aIc9yqiWdcRBTL+lESc5qzSpYjzpGUblN0xw/FqmpME6pmCJx5gYxN/pTHj3VQJUlFsomj200RH23qDkq8hvHdpwKNmPZUHl0o07bMZkEwojd7k2pmBqPbjRmq5S3++5sZGKlZrJSNbk9mBZGGSzVTJYq1qwO6IUxu8MAq7hRkGaCQ5flgve41XH5/VcPuHI4YaNlc365zH1yle2+x9hPkKWMLBf8N02RMVRFGI9BwsE44GMbDcqWyqc3m6iqRGcieIYv3R5yVCQ1P3euzcPrNdIsY1SskY6CmCjJqFoa5aIeb2hJ8b/F6zMKEgY7Q042HXG8TEIUCb503zJPbfX41rWu4JWVhMFRNTW2+2Kc5nAU8dLtEZ891+IL9yyyN5zy7WtdPnaqwSMnBDux70UkWU6cZGSIzwdXDiZsdT1UWSTVmrYBeV7cbNOQZRhPY6xiCOKF7SFeMOK2PWWhbLJeL6HKMjsDH694Px9ruWpS0hWxtFq4uG6Y8OrumMWKOTPx6rYu6sg52PobvMZJEGNoSsFWfG/nrrfeRJrckdJq2OL5n0bvv5pY0lVONEq4YfK2Sbtj3Q3n8edV79SygB98Bf1umjcv5pprrg9ScwNurrnm+kB0t5n2IE7ZHfgM3uEObZbD9SOPh9Y1LvUnhEnK6bbD5YPJXT9gZTl0JyHrhZmwO5iyXHv7ZNuP0wfPv+j6YdVANFmMGLy6O6ZkqKhJSpRkJHlOfsf1kiSDKknC+FAVXt0ds14vIcsSk2mCpSk8uF6jMw55+kb/HQdHZAnuXSzz4HoNSxPGSa2k8+B6jZdvC7aSrStsLjjUSzqTIBEg+aLyliQZQz8iiFMajsH5RYcTzRJxltGfRlQsje4kZDgVF+NnFx2WirVEkIiKausxjw0kxsWS61rdomZpJJmAnXthiiJDLkmEScY0fGNkQpFFQqhSXNDrssxq1eLWwOdGZzqrzd4pSQJJlpDS/Hv/DMF4u3QwoWKKNFOYpEhI/OmlDn/0+hEPr1f5xOkmiizhRQmGJvPvntlmHMQ8vF7nofUqXpgSxik3uh5LFZNX9kaokkgmHK8JHowCojRDkiQ6o5CSocwYZKoscbrt0PMiyqbKt6/3+MiJGp8+0+KbVwXD69igTNKMNIOeG/FHrx1xsmnx+XsWKBvCrFiuWmRZztmlMrf7U/7w1Q5P3+gRFWu1IMw8CVGPPRj5HIx83CDhp+5f4sJSRfDs6iWSNOegWPuMkgxZllBlidt9H02WSLK8SAP5tByDhbLBas1CUyQ+cbrJPctlvn6lO6vyHQ8tyJIkXuPClMjyjCCBrOCqGZrM2UWHuFiO3O5PWSgbPH6mSZbDja7HtSO3YI2JarVjaGy2bTZaNqv1Ei9sDzgYBTO23TRMybKQT55qAjZx2uJb13viNUEky7RiWbPpGCRpxlbHEwu6kkianGo7/PtntllvlPj5h1c4HIf03JAkS2e/S0xN4cyCw9kFB1WReWF7wM8+uEIQp2y0bDFg4RjcHky5uD/mYCyS2ze6Lis1k/tXqvS9iI2WqDrWLI0ozZhGKS1H1JjvX03ZG/pcP/JmpvVC26BWUhn5Yqgjy6HnhriBuLFwsmmzPwxIsgy5eG8dV839KOVwHBKnGZ8508bUZBarJteOXA5GPlGaczQOhdEkwaWDCYsVMSBy8cAlz4UJqCnybO3UNlQaJZ22Y9J3w5lhEWcZrbJJvSQSjKauCC5cKgZZFAlhPkoSIz+m70XkQALkisx2f0rXDamVdC7t91hrWOwPA7JMnBv2Rj6OrhKmGT03xNAU7l+tCgO4GBjYaNnUSzpxkpJnYm12Z+BzsmkD8NLtEUMvRkKs0I4DiVu96ZvOKUsVk4WKQRCntMrGLNUJkGQ5u0Of3aFPraSxXLWomCpDX/AscwTmIAC8MCFKc6xRiKV777neeOdNpDsVp/kPnKqqWNo7Ju3eCefx51Fv17K4m97vCvrd9F7GNe7UvHkx11xz3U3zM8Jcc831gehuM+19L2L4LqbbDwvOj2MohGnGt6938OO3/5QTJBkDL+bsQpmWYzDwRAJAkd8wWH7cPnj+sPXDYqu8F/3QaiAS7I9D0jwXzCVNRVdzkkwkg44ZbIosGEtKseCZ5nkB1ZYwdIUrnQlDP+Fjpxu0KybXOy7bg2kxpCCsKFNTWa9bbLYdTrVKTMMUV09YrVkoMnziVJNnbwzoTkI6iPTGoxt1TE3maBJxMJgy9hMmYVIMMMhstGw+f77NyUaJi/sTppFgDQVJhqHJZMXjfGitiqmJdE1StKtS0WxFIifPc/ZGAZsLNo+cqPH89oBplJLnOUkq+EOyJM2YdhKCbWQVKTAJUV+r2zov746YRmKI4LjKdWdtkwKsf5xSyorq4+aCgyzB7b5HvaShyhJumqMpgueV5TD2E64cThhOY+5ZKmOoIhG72XZQZFEVvtF1uXzgkmQZP/3AMm3H5OmtLnVbp1HSaTq6MIviFF2RZmMVSxULQ5P55OkmEjk7wyn3LVeZRgl/eumIT51p8ZVHVrnecbl26IIESSaYfFVL5Z7lMmt1ixtdjysHE+q2zpkFUbkbehFfu9ThytGENANNFlywKM4o6eoshSb4aRJjP+bprR7LVZNmWdQZvSiZmZZpLoYs4jQX7EFJ/J1RYWzuDgN2hwEnGxYLFZFGkySJWlEF/ONLR+LiMs1RJNDVgllY8O1mIwhpxmfOtmk5BrKUE8QZUp7xmXNt9oc+T231iBJh5DVtnUwFSxPMrxdvD3ltb8wnTjd4bKPO9SOPIBLnl1Ntm0ZJR1VlDkY+lZLGmbbDU1u9whQGCQnbUHEMBdtQObdYLlZXG6iyTM1SeexUg//pyS0e32xyYaUyM2GiNEMt1kunkaiPX+u4/PxDqzimys5wSr2k0zmccDgOOLdQ5vxSmYWyydcuH3GzO6VmjXn4RJVzy2X2hz63elNudDySXIxUZJl4vhq2wUbTZrNd5uLBmCzPOd1yKJs6h+MQS1eplST8OKUzCbndn/LAWpWFisHByEeWJdww5mgckuXQLhssVEw644CRH3GrH1MvaViaQo6oesuyeL1LuoKE4OOdaNo8vz0U789cGD4tx+Tq4QRJksgxuNV3udX10RRh5uuSzGrNIkhSGrbO0I/5xtVuwXrT6ExC9kdilKTYEMFUlRmbDynnf/3OLX7x06f46Kk6o2mCpatcPhijFiy6G12PziRAkWU0WUJWBNuuYul87FSDLMsJkxTH1Bj6MZam4hgqVw/dN9VHJ4G4oWBocnGel6lYKg1bnyUSDVUkEadRiqnJBPGbU2fDaYwXpWQ5hHFK3dYZTCOuHEw4GIvqvfL/Z++/niS7Dztf8HO8yZPela9q32igG44O9JQ00kij0cTcGe2dmdiNNU/7shv7b+zzvu3GxkTc2diYuDF779wraUaWEmhBkCA82ldXl69K7443+/A7legGGyQggCSGzG+ERAlsVGdmnTyZ53u+3+9Hhl5DJNk+rXrjp5Wq+nlJu0fnPH4T9KSWxS/Sx6Wgf5g+Clzjg1o0LxZaaKEn6TfjjLzQQgv92vVBTHsYJwzdEE2RUGR5nnxJ0pQwftxA8aKEWZjQLhp0pgFv7A4533J+7saXH6ecjH1KlsaFlqC6GaryG/vF81elR7dVwlikgeScoJdlGboqf6rbKh9Hn+SCpVU0aJWeXAN51Gw0VYnOxKcz8cXFWl4RUiQJRVHg57SdbU1h6EaMPEEPfNjzuHc65amVIpfbDpfbDmM/ZuiGRHGGpkpUCjplU8PSZWQkpkGMF6acTgM0WWKjZvEvn1/hP//0ADdKWCqb3DqakGQZraLBes0myIl4iixhqjLPrlfRVJmd3owoTZn6woArGCraI2m+7c6Ub15tcXWpyP7AZ+xFxGmGJEGrZIhtKVvDUhVurJV59UGPNM3mNVI1T1tFSYoqiwtBCfHe9KMEVZK43HJIEembWRjjmBplS2x9pVmGoYpRfEVmnuISF7wi2VIv6Iz9GEkS5pStK/PdNSkFWRaPdRokNIsGAzei7sR89VKDg4FIfvlRysHAm9dov3unw7eutvnS+QavPugx8WOWSmaeEDNRZImGo+NHKlVb44+vLyHLCq9u93hqpZgP98scDDz+/K0jLjQdLrbEJpUqiZTRwIvynUKZn+4OuHU8JkkzNmqC0nmxVeS1h32+f79L3dHZqNv4YSyMAMS+U8XWCeIENU8uJakw1m4dTXh+o8zIi5EBQ5UIPnBOBfGeDT5gVkuAF6XMAkHINFWNkR/RcAy+fqnJ93Mi51nqTZakx/59Q5H46qUGyxWDaRBjqSojz+Orl1rsdGe8tT+a0zxNXQBGZClBUwWoIEzE3/3Kgz5flRs8vVomTlNmfsyXztU5HHn8+EGfiR/x6k6fL19o8CfPrXD/dMbNozHjfMNMQuz0vbhZ5epSkaKpst2ZMQsinl+v8L97aZN/uHXKyIs4GfkUTQ1FFub92I84HfuYmsKfPLvC1SWHv3nvhPONAmii2jdwI753r8NGvcAXtmpcXy3Tzd+T9aIx3zPbqNnIMrhBSpKlaIp4zlGS8rA/o+UYfPl8nZ3uDF2V2e5M8aIEsoyBK3YIDVX8rnd7HrauosoyI1+AZyq2jh8ldKcBDcdgJYcF7PVE8vsL52rcPp6QAlJu1tq6giSJFOSFZoFvXBZJQk2WOFcvMAsidnoisWioYj8wTjOSLENXJL52qUmtoOWJ0oTdnsvtkwmyJIn9QUtjs1bA1BV0RaJZNOc3RjoTn9NJQJymvLU/4p/fWKE7C+hOQ5qOwdHI52TssV6zuNx28iQdwgxMM6I043Tis1QyaTsmSZLRmYQ0ixIbdZvdvvtYfVRXJEq2hq7InIx80oz5YxHbbQmrFZv+NCRKUkxVxlDl+ZamuGkhqulkUC1o3D2ZcOsR2jaQk1jVT7Xe+Gmnqj4safeboie1LD6KPi4F/cP0UeAaZ1o0LxZaaKGfp9/cM/VCCy30K9UH97XcKEFTJNJMJowT4hRUWaQqLEt67Avw2b9vagq7PZdZmDDxY+qFn7/tlmbi7vXQjVitmFw7X8LSFqe1f6yGbsjb+yOmYYyZ0w/P6je6IpInmiKzO3Dpz0Kur33ybZWPo497wSI2yjRsXcExVe6dzh5L8zmGGLJ/0J0xcEV1Z6lkMAtjOuNAXMjJECbZPOX2REnCfKsWNDIywjghShQGboBjKpBm82qQpSkiJZLrjH5oqAoycDyOedh36Ux8cbGQZVxbKaLK69w5HbPb80TajYx3DgKKpoZtKKh5nOzcapmGo9GdhDQKOmae/ui70c+k+Y5GAm6x1XAYujGNgk7N0akWdMiY11c705DlsskfXl/mr989yc0zKJjvvz9Lpk6UpExynLEkwT+9vkyzZNCfhlRtQawdeTFFU2HZMtFkKSeIioTWWYIHzkidCXEijEVDU/IEixgeH3lit+1iyyHId+02ag32Bx5uaHJ9tcybeyN2+x4VS0eWJfJwH71ZyMt3Tvi9p5ZYq65x90RsykVJyoWmw+nUZ7fvcnWpxIvnqtRsnf/7X97CjRJmQYKqyFiaTMMxOJkE3Dwa897RmLWKyVrVZqtRYLsjan9elHI49EiSjIZj4BgKFVtQJH+6OyDNMsZeRNnSKFk6VVtC10SKcKtu05kGJCl4Ycw0ELXjdw5H3FgroykyaznE4OepZKrCxESkFjVFEnCDnJxbtXUedGY0HJ3/7oVVdvL66CynK57d0LjUKrJVt0nSlKORz3NrFaZBTG8acjL2+e69DjVHR5EkutMACZj4MUd5zVRTRDqrbKkUM5WfPOznu4Ya/VmIocq8czDmO7c7/O7TLZ5aKvHX7xyzVDE51yiw1VgiiFLiJEVRZGxdpmLpuGHCg86UZ1YrxFnGD7Z7fGGzysWGw07P5T+/fsCdk8k8xddwNL55tcX1lRIlS+PlOx0mfoSmir21sqVyMMwwVJWRF/L/+PY9bqyXeWrJIckkbp9MUGWZVslkpzfjzsmU/jQky6EoVVtjqyGABIYqM3QF2dgNE37yYMDVlSKqIjOZCBMwy5gf6wcDj9WK2Jg7A2CYmtgkG3kRm3UbW1c4nQbsD1z+r797iW9cafC/vHFEECdYuoIsCWJ0msGPdwZ85WKdb11pcTTy0BWZm0cikWfrith+nJ+LJD6/VaddMokTMBSFoRcx8MT7/+7JlJEXIUlQNjWWyyarVZuR5zL2xC4hCKBJs2iyP3A5GLn4kbhZoEjihsN6LeZBT2wkli2NKMk4GnniJoGucqntUCvoOIa4qXYwdDFUmXbJ5OpSkZtHk3l9tF4QN+AuNB1WqzYPulNGXsIsjPHCRCQws4y9gTBMpoGoytcKuqg9hwntkoGti7r53ZMJN48mj1XhJQmqBf2xG4KfVr1xkar66HpSy+Kj6uNQ0H+efhFcY9G8WGihhT6KFleqCy200KeiR/e1/CihM/bZ7YsvKB+kPpYt7bEvwGfGhB8lHI99khSC6OONE59OAk7Hn/wL1m+rJn7EzcMxcZrhhQm3j96v35zJ1GSWSiYbdRtTVbh5OOaZtV/tHd6PesFiqvK8SnQ09NBV+bGKcpSIC95qQRhDiiQRIWpyWSbMvmFOxVQVkdxMMn5mA05XZBxDRVdlUXFTRMVpGiQoksylZoH9ocvRyGe5bLJWtVAkeV65tA2ZsR/z9v4QVZEwNYUfbfcpWxqGJsh+F1sO/+TpNisVizunY17bGTANYjZqhTmJcbls8fxGhXONAkM34mjkc/dkymrNYqtRQFVkxvleE6lI82mqzE7X5XyjwBt7AzYbYlPsQXfGwUC8ZlVb52Tk88xamXbR5PeeavOjnR5DN6JsavnYv8YsiOfmmyZL/OH1ZS61HXZ7wvR8br3Ki5tV/uF2J6+9ivrd2fv/rNarKxJWPoIuSQpJlrJasQjiZL7X5IaxGCCvFygYKjcPRxRNlTinlmqKSNyu12we9GbCfMvjLFkmCIRxAn/5zjHtksnFlsOFlkPTMTjfKCDLEm/sDRm6EX/z3gk3Viv84TPL/O17J5xOfJI0pWjpjPyEVtFg5EUoskTfjRi4ozndFMR+FBK0yyYFQ2WpbNJ0DIZexG7Pw9IUNEVm4sd0piEVS6NgqNwPptQLeg63EGnDoqkRxiknI59JEHM09Lh1NPmZRPGZxGZggXbRwA1TOpOA7lSM9G/UCmQpjPwYN0woWyrdWcA0SNioWlxoOcLsSlN0RcY2VNww5vbxBMcUdcNZKIilSyWLf7jdYerHAmKRk6pBojcLROKL97fMdFWmVjCo2jrdSYClyWiyzKs7A24dT7ANhdvHE26sVbiyUuK1nT53TqbUHZG+0hWFOE3xooTuNORzGxWeXatQLehEScL/ujfku3e6/M5Tbb52uc5m3eJg6BPFCaoqUzQ00jTjvcMRr2z3sQyFZ9cqYvdLV3hzf4iuyGwsFcTxmabs9lxe2Khy52TCwA2Z+Qnfu99l6IbYuopjqqSZoNdmwK1jkVR8bqPK1SUHXZGZZeJnVSydZlFn6IXiRlReI9YUiZEXslW3sTRhfimyhB8laIpM2VJpl0xKpoAz2JrCTnfG06tlQGyknYw9pkGCpMjIkjDvxl7M1y41GOdVUlkSydVKDr5oFAzO1R226jYgUpZ/9MwSQy/CDROmfizACG140JnNE7BuKGjMVVtjnBsjkgTtooFjqEwDYVhP/Jhbx2Mut4scDz3GQcJWvSCOkUyk59drFqaqMA1jdnsucZLywqY1n5ZIMxjMQi61HYB5Qq03i7CGPhVbp10yePdwyGAW4cUJS0WTZtHIa/PiMRuqwmAWcm82ZalkslQ2OJe/53uTIAd/PK6KJcAuT9InrTcuUlUfXR9sWXwcfRwK+i/Sb1Pld6GFFvrlaHGGWGihhT4Vne1zjbyIg4HHg+6MofuzX3jiJKM3DenPwvlIcpplFE2VsRfNDZ8k/XgG3Kf5Beu3UQcDDz9OuHsy/Zn6zZn8KGWn5+bpoCKX2g6HQ48rS7+6i4GPcsEizDeNu6cTTkY+yxXrMfPNjxL2+i4DN0KWmD8XQSoVFzq1gk5/FuJFwoAo6Kqo0z0yXCYBcSYMy/4sJE5SKk1RGUvSlHPNAtunU2xD4cZahd4s4LWHQ0aeIKKWTJWKrVG2DMq2zsiP6E5DvnC+xvbplCSFKM145UGf/eGMf/XCOr9ztcXnN2vsDTx6s4AgSqnYGpt1m5NxwP/7u9vsDzwMTaVkqWw1CjlJ1aVeyCmUQw83TFCzlLunY64ur/JvP7/BX797zJv7IzHkDqzXhPG103VplwWwoWxp/NEzywzcEC+/OFcUieEsIkoT6gWDaytlNEVir++SZRlHI59vXWnxpfN17p1OGbgijZAhEoBSXkPLMgiiTFQrJWjklePL7SK7vRm3vAmOoXKh5WDn21f3OzM0RaZW0JkEMaosNu7+/laHpYrF715tiVpvnMx/bwVdI0pSxn5MbxZy52TCP392BUmS2O5O+crFJm/sDnjvaIKhySRJxvW1Cr/7VJu/fu+Y00nIasXinYMRyxWTiiV2qpJU1IqTLOXplTIPOjNmQcxq2UKSYexFbNULyJIwH4NYGCuCtijOXWeGnhcmVGydlYrFdndKJElzo8cNE/7Hn+xx73T2xPeILMH5RoFrKyVAnBsLhkTJdtioWbRKJpDhRTFuFDPxI8qWjizJmGrM7ZMJQZiiqTKKLCAjYZyQAevVAgVd7K+FcUYUJzimSm8aIEkSbhAzDRK26jZlS+VoJLbFQAAcwiQjTBKSRAztj/yIWRDTKhq8fTBk4ottMz9K+ftbp7y4UeGPrq+w23e5eTSiMwlRZAEBKJkqV9oOT62UeH6jwo93ejyzWuF80+E/v37A/+eVHX76sM/vXG0xmAXIkoQ7C3l9MORHO73ciJJZrljCFJbE70iVZZDhhY0KnUlAkoqElqXLFAyFnzyc8eqDHu2iSSs3eGa+MNEKhkKaSQQ5efX28ZiSpVIyhbF6OgkI44TNWoHjUfDYjQSR+syIErHVGExSDFVGV2XiJGO9arNeFSZZECUkssSd0+kcSlGyNJ5dKzP0BBFXkSQ0RRxrf/7mIV6UsFkv8MfPLlMvGOiKhKoohEnCft/lzukE0owvXWgwcCOqBWGsG6rC2Iuo2Tqrl2zSLMWLUqIkxQuFOadr4u8LY1ExDhORgA+TFEsX1fw/f+uQr5yvU7F19gcucaqTZOD6yfy9UzBUXjpfB+Dvbp3y3FqZpbJBlj2y/dou0iga7Pbc/IZdytiLqBd0ztUL+OGE1er7VNrHE0oylYIGMwF7eGalxHrNYhoI4+/Rzz1JEubbatX6UNL6p1FvXKSqPpo+KsX8l/Xvf1C/6ZXfhRZa6JenxZljoYU+4/osjuE/SU3HwNQU3jscC+rpz6vsIb64Ho18AF7YrFA0VY7H71epHjVMPqo+7S9Yvy3ywhgvirl7Mn2sfqOrT97vSzO4eTQBwMmTMb/KO74/74JFlqBRNNjpzZj4MatV+2cunsZehBue1aXefy6X8kF3kfzSWCqZnE78eYX1jFB5Vqc+25TywoQ4SWkVTWq2lsMJxCZTq2wy9WN+tN2jOw3oTMQukakqOKaCH6XYukK7ZHJjrUzZVFElieWyxf7QQ1NkzjVsPrdZZbfvEiYZYy/kzb0RfpxSNBSeW6/yX94+5vXdAUled82Ai02HdtGgVTZZKpm8st3jUsthtWKxP3CZBQmSLtJ4VVujVTLR1QlBnNJwRGXsbOT/O3c6/N5TbXrTkAtNhy9fXyaMU7pTQYg0VJlK/tzf2h+z053hmCp/f6vDSxebjLyQaytFXtio8j+9vv8YOOCDLqoEGJpClmVs1gts1W2ORi4lS8NQZWxDIYozutOAgq6wVDZpFU2iJGWzbjMNEt4+HPHe8Zh/98UNDFURybGxjyqLhN3IiyibKs2SyfmmQ5pl/Mcf785pp8+sldkbetRskVS6dzLm+c0aX7vYoDsLsDSVr19u8sN7XeqOwbWVElp+PFi6QkFXudhyaDjCyA3ihN+92sLW1Xll1DE0kkxU8U1Nplk0MDSZoRsi5eCJi00HTSmx3Z0y8UMkSSaI0w+tYolR/oydnjCYq7YwZ4qmSuDHfOlCna26zX96bY+LLQcJ6EwCtuoFHvZdutOQrXoBVZEIoowkFSaQkiNRRUpPZbVs8c7BkCtLRcIoo2LrzPJ0W5wTQQ1Vpl4QSTnxKxYGXJIKU8YN4zxllzHyYw6GPrIkkaQZbiDSdD960GezbnN1yeH6agk3jPGiNAdTyERxypt7Q1YrFkVL54fbfa4ulfjKxYCTsc/5nKbZm4X8+EE/r8LK3FiriOPHEKbmydinVdTZH/rs9mZ8/lxtXll9eqXEudw4nfgJrz8cICHRd0NsXcmNUY00TdFVBU2RsDSRiB16EX/2xiG1L28J48gxOBz61BwB0WgVjcfM6CwTG4uyJM4hbphQ0BUutRwqtk69oGGoCl86XyfNMiqWxruHI55erXDvdMpb+wNWqwXaJR03TLlzLFLNaQqDvG7/h9eXKVsqt06mXG0X2et7vL43ol00uLFWRpElfnCvy9XlLdIsI0kzyraOrohNuFlusoaxSJaVLGHGqopExdaoFnT605AkywCx/ecGCaos86DnUjZVXtisAvDOwZgw/9wuqColQyVKU2QkmnnF+2Lb4XQsdj8f3X59dr3ClSjJa80iGfuVS03aZYtbR2PGfvzEGzS6olB3JM43CzSKOiM3JpPOADqC5Gxpyjwd/WHm25k+jXrjIlX1i/WroqAvtNBCC/2y9dt9Nl9ooc+wHh3D/7A7or+uMfwnyTZUypbK2BcXhpoiIcmPV/aepM40oFUSw+d6npRQZOZUs4+jxResj6YPmroSwgw9GnnYhrjYUHMz4eft9906ntAqiR2gX/XFwYddsDimml/QZiyXxWB5GCdMghg/SoliUXvUVQVT47Hn0igKE9lQFUqmxnIlo1bQ6c4Cjkc+Yz/CUBUUSSLJMqJY/H11R2d1qYShyRRNYUKBOIYHXsor93vcPpnMyakSYig9TFL6s4DeFA6HHhMv4htXmlSLOrapcjASBtCLmxWORx6aKvP9e10cQ+Fyu0iQJDy9XOLe6ZTv3+uSpCJJulKxGLghe30X21CxdIVzDRtdkfnB/S5BklI0Ne53Znz9cpODkcefvXHI71xt8b/53DqdScDh0ONwJIiuSg7hSLKM//7zG5yMff7szUPcICFIUrpTkcQrmAqXW0Ve3Kry4kaF/+d373M0CqgXNA6HHo6p8fxGhZEX8fKdjti9+sD54ezcpsoSL25WudJ2mPgxtq6x13c5HvkieVCzqTs6lq5w63iCHyXYutgodIMYP6899qchBUPlj68vz9NmXpTMK51xKsicL9/pzMmdEz/mqaUS3WmIHyacTnx+sN3HMTW+ebnF3mDG3dMpl9vCzHz7YMThwCNK0vnvfpyDDRxDpe4YAtAgS3zvfpfPbVbZqhcABJhCVykXNCQkjkYeXl7tmwUxaQpbzQLtoslO3yX5kJsMTcfgc5sVJn7M2wcjgjzZ5uUD/t+40uL6uTK6IjGYRXz9UotZELNStoiSjP/0032+crFBxdbZ7kxJkpRMglrBYDwN8KKUjZrNixsVgiTlP7zykDCvFnenAWm+d9d0DFRFpjPxmQbCPJqeVZMVmYIhoBuSlDFwI8z8PD92I5JU7LvFqaC7xknKME6YHIw5HPpUCwJKQSZSk2GcMPZj5BwE0nIMXt8b0C7p/NH1ZTqTgDf3hvzHHz/kxpqg8b5yv4ehKaxVLZ5ZLWOoMm/sDSmbGm6YYOsyv//0Eu2yyV+9e4SpK9Rtg9OJz2rV5s7JBMcUG4RRnuaOkgBTE/txdUdCkRVOxgFBnORbayp3TqZcWSpStTVOpwGtksH5ps2dkynrNWueokuyLE+DZhR0jaIpNiOFuaViaAqGJvPMaomRF2NqCi/f6fDnbx5ybbnE8xs1oiTl7smUMMk4nYS4Ycy5RoFvXGlxvmGjKwpv7A2JkpSSqfHUaplnViskqdig+/tbp6xUrBzIIlG0FNJUfFYf9H3Ggah5G6qCJAnKsK0rzMKYwSxkvWazVDZE+k2T6U5CDE3CMcUNE8/RyY4m3DwckyFALLMwYegJ6quhynzzcpNn1ysM3YA4yeZpNnhk+5WIkik246q2zuu7QwYzkU61dWWekHt0RsHSFNolg426Ler1Y48wTcWGp62hyHJ+Hld/LgTqUX2a6ftFqurD9SujoC+00EIL/ZK1OBsttNBnUEM35K290YdW7D5NEtenJTeIsTSFK20xkmyoCroiE/ycKqkE3Fgr5+TEhIKhYmpyfnH88U5Piy9Yv1gfZupamsyPd/p0JsIMNVSxPdaZBr9wv2+nO+PpvOr269AHL1jcIGa7M0OTxaZgfxbSmwUMZhF+nBBEggJqqAplW8sroCqzQND+nl2v4EUJ6zWbgRsyDWN60yBPfAiDRlEUgjghiFMIALJ8KF1nvWYTxhm2JufJsS4P++68ygjidVRkGLvigvKs1nq/O0VRJP71C2s0HZFaaxQNDkc+bhDz5Y0GF5rp3EiSgCTNWCpZ/F9+5yL7A4+39oecTkJKlsZ+3+OnDwf5hpFG3dH51tUW906nKJJEs2hwuVXg9b0RQZzy1sGQ62sVXtiscmOtghsKQ0CVRaKnVbT4m5sn/OB+l6IhjL6WbeTGpNjY2+7OePtwxFcvNvjffmmLzXqBc3UbRZb525unXGo7fP1yk3bJ4M7JlDsn09y0z1BlmaWyKap2NYtLTQcvSvkvbx/x0sU6z6yW6c9C3DDhp7sDtho2l9tFvrhVYxrG6Iqo652lw/7wmWWeWi7y1sGYH+/08cKYkqXjhrFIcqYZRUvlQtPh96+1+dF2n9OpIDi6YcrR0JuTUXuzkL9695jLbYfn1ius1wpM/WhOXXzQnfGgM+N47DPyInRFjPSvlC1WqxYrFYuhG2CqMjvdGU8tFbm2UuTdwwmWJqNKEl5Oj03SDEWRRPXPj/jpwwGqLJJhH5Shil3GsRfysO/xzEqJS22HoZcb0vk+4ciL2B24RHHC2Iv542dFjdgxVWQkBrOQv8iJrs+slCgYCl6U4BiihtjOk5zfudthp+cRJynLZRPbVHAnovrbLhlsd2aULI2iqdKbiYSYLEsEcUKGgG7EsgBrXGoVCXMHNohTZFnGMVW8MMGLUpEojDK8WCRs9/oitWlocg4QkNAVmTjLiFPxP5daRa4slXhlu8cP7vewVIWSqdMZ+9xYK/PUcondvstOd8Y7ByNqBZ2LTYcwERTdWsHgcOjx8u1TlspWbiyKDbUgTrh1PKLp6OiqxE7XnSc5vSgljPPariSeb5JmFPPU5s3jMX/wdJt2yWC37/F3753y9ctNsgzeORzjGCql3HhulwwcXWW1mok91anPCxtVPr9ZpTcLOZ3IjL2Yw5HHhYbDC5tV/vbmKX9365Tff7rNc2sVNms2cW7izsKYpZKFLMOD7oy7J1P8OOXacpGBG/Lu4YiyJZJrZzTlcw2H42FA0VJpFy1uHo/Z7bkEcUrNNtBUCQmxdydLoKkyLcPEj1IGboipKTyzWkJXFHozn4ZjkqQpV5aKZFnGy7c79Gbh/BgOk5QkTZElQSj9u1unyJLEF87XSFNxzoPkZ47/s53K00nAwdAjSjJkKXosITfLE8qqIlPI9yW9KOFk7JNmZ5TvjPVa4R/9ObRI3//y9Uko6GVLo1l8MgV9oYUWWuhXrcXV6kILfcY08SPe2ht9JCrWp0Xi+jTUmQYcjfzHRpItXREmxRNMREWWeHa9zGa9wNv7Y17YrFC2NJbKJkmafeS7z2dafMH6+fowU9fWFcJYbKLFacbx3pBSbrIpsvSYAfek/b7eLGA4e/IX4l9HffqMlOaGMQ97LgcDQdUNk5QsBTeKcYMkH80PcQyF1apNzdbpzQJBD0xT1msW+32X13eHqIpM1ZZJUg1FFulAVZWQEUZaksJez+Vy02G9ZtGZBBR0mZ2eoEme0REVRVy0WrpMiiAfSpJIxJE3tu+eTNnuTPn6lRbnmwKoMHBD/u0X1tntebyy3ePNvRGOpXJ1qcjUF1tim3WbS60i//YLG9w5mbDT84TZ03PpzQKqBZ1Xd/ooksSFZoHNRoF/8dzKnDx5eckRxtbDIXeOJ2zUbAxVRpYlLE1huWzy2m6fv3z7hIEXkmbQn0V8/XIDVZaESRkmjFyREvxfXz8E4JuXW8z8iDBJefVBnx/e6/GvXljjqeUiG3WbFzYqDL2YKEkpGiq2oWDrIoXYdUP+7M1DJn5Eq2TQLIrB9HcORvnuWMhdacrTK8LEt/KqmKXK/OEzS3zxXJXv3evx7VunBLG4iDe1gIEb8WhB/t2DEV+51OBrl5t8724HS1PpTz1un0x52HM51yhwpV3i7umEna7LRtVGV8T+1rdvntIqiW29F7eMnBCbsVwy0VSJmZ+wN/B4a2/AM2sV/uTZVe51JliaqBE+7Lm4YcLAjdBViVbJ5HDocYZsTVIBqAg/EBWUJbi2XGKlYvGjBz28MOHm0ZibR2OuLjloqkyaiuMqy0SyyQsT/uS5VYZ+xN7A43J+rq4XNVYqFg/77jxluFwx2KrbqIpMkma8tjPgu/e687+/aKhs1guEUYosS5yMfRpFg9WKxZ2TCfU8/XeWsI3ilCDLiFNRtby+WqZdMhjm0AzLgCASlNskPds4E2kkXZVJspQozag7OoYqDOihGzENYlEFjzN+cL+Lrir88H6P7c6UoqnRmwb03BBdkdjpu6xWLFYrFk1HJ4iFubxRs6g7xtyIfxAL4/FBZ8L1tQoXmiJhdTjyAFHDdAyV66tlBl7I6dgniDNkWaTykDQa+c8XCbEYCYk4zahYOl09IohTfvSgx0vn6zQcgwfdGYdDDyungh6Pxd+1Wbf5p8+0KegqP7jX5dWdAZ/brHIw8nhrf8TllsNzG1WeX6+wUjYZehH/wys7NAoGazULXRVm5Y8e9Hj1QZ8M8sqmTrtkcvt4wnZ3RncqNiy/sFXjX724xsyPmQQRRVOAH/7inSNsXaVoil03L0ywNAVdFVuMcZKRZSnFPBFMlnGlXaJdMqgVNGZhzE93xbnlzun0MciS+LyXCLL8XSmJBYvv3etwvllgo2Y/MWEmSbBWtbB0lbE/m99QejQhZ+sKlqYg55TTIE7FRMYjCuOMf0Tg/jEt0ve/fH1cCvqZzo6T3/YK70ILLfTZ0eJstNBCnzHt9lwORh8dSQ+fnMT1aWjsi12YOMnmI8nbnRk3D8fzO90gyHxrNVuQ3nSFuydTpkE8v6i5tlT62M9/8QXr5+vnmbqaIjN0I+I0Y+zFjLyIYU5ebBZFGuSDIcZH9/taJQM3ejyZ8GnWpz+uiTfOSYwPuzPud2bisWWCbqgrMqYmY2kivTb1Y2ZBjB+m0HaoF3TcUJAtj0Y+RVvjuY0Kb+6NCOMMXRMJHVmSCBJRmQtDYSY/t1GhaGscjXxB3guEIWLpChNf/NkzmqVjqKTp2f6ZSF+ASMKpssTbhyO+cqnJWsWmOx3yz28s89rDAf/+eztIssT1lTKOqTB0Y3a6U9ww5e2DEYp0zDevNLmxVkGWhLHgGEMGbsh+36Vi6UyCiNf3hoy9kG9ebrLdmXG/MyXJoO7oOLrC0Au5czzG1FVUReZ8o8DBwOPbtzo4pkrBVOhOQ47HPoNZOK+62bpC0dTwwoTONOA//PAhy2ULx1CYBTF9NySIUv725jHnmw7LFZN2yaRRFEaILEm4YUJvFvDeYZ/3jsaYmky7ZKErCt2JGDuvOQYPuzMGnjDTupOAoqnSnYY8s1riQrPANEj4y3eO+ev3jgGRcimaKoYmI0sSaZblI/IJYZLx3btdvnaxwb94boWypfLdu9M53XG377JatbjYdHBMFUWReO9owjv7YyQJfvpwyE93h9QLOo6hslw2MRSZhwOXB50ZvXxr7Ggc8k+fkdBlmbcORmzVCyxXLF6+08HRVSRJxtIkyqZGmAgCaYao5KeZRJpkZMAzqyW+sFUlTjJe2e6TZiIJJEliX23oRZQMDTdP04VJiixJFC2NziTgfKPAqw/6PLdW4WQSULV1lssWhdwwM1RhZA69GBBgnfcOJ1QslSDO8o0smfWqxe2TCe2SwVLZ4u3DERs1m2fXxb6arshIkkScpoRJhqnKrFQMGo5BBrx3NOal83V0VUZTZNaqFjePJ5RMdU7WjZMsr/VKFHRhJp1tbiWpeD0uthx0VZ4bLD+6eQJI1ApiQP/uyZT9QUCUpLxzOMbSFJ5eKbFStrB0hR896Iu6o6fyk50+b+6NeGq5yJ88t8YsiHlzf4QbxhQMDT9MOJkEOUVU0DHrSyWmQUySZnk6T1Shd3szwljQkxu5KdV1QzKgWtA4GPj81bsnXGw6nG8WeGq5xHLZwotENbigy2w1HHZ6Lv/z6wd0pyElS0XJKb9VW2cWxkyDmCgWu3pnRNnONJjPOMRpxoPODAlhTkVJyvXVEtMw5q2DEVFeFU1Vmd5M3GAp6KLuJ5KLGV/cqnHreIylqSRZRpyI40BXZCRZwB4MVRH1YuCp5SK1gjavvv8PP9zhr987QZYl5Pxz4CzRKar5MroqjDxZksTNn1SkA790oY6h/qzBtVoWUAL48ASaqK3+bHLuUUVJSkHXF/XG/wb0USnoj+rR42ShhRZa6LOgxSfGQgt9huQGMQfDn4+if5I+DRLXJ9XZF+BHR5Jf3Kxyue1wOg6YhjGqLGHrCiDRm4bc78yI8y/hcZJSMFSuLBUxj5TFF6wP6JOkyU5GPgPvySk10X4UF+ln+30Z4ngqGoLeN3SfPPh+PPYpWirKI2TQDybtxEi5nNd8xMXOR6lP/2NNvDhJ6Ux8trsz/DihYgn64NlzzJBRFZm6IpOWsnnCbOyGXGgWqBXERfXt4wk7PZdLrQLLZYu9/oyHfQ8/TIjSjKEbUjJVLrYdLjQKWLrCneMpDUfnQrPAycjnQddFUyRMTewjqZLEasXKqawSZUtl4kccjYL8dyGMooc9Dy+KqRV0nloq8ub+iG/fPGG5YnJ1qcTQizgcCqBAwVApWaIKFkYpb+wOMTSFlYrJ0cjjc1s1vnf3FC9KRDLPUHlqqUTZ0hj7EeMgRlNlLtZsZlFMlmZcbjt5zTUly8T/f+d0ykrZpDMNSDNB6+xOQ5KMnIqp4IUp0yASdElFXES/ezjiT19cY3/g4egq7ZLC6TTkzYMD0gwutwrUCgaX2w5DL+Lu6ZR3DsZcaDp8/XIDR1fzBGOCrqm4XkSrqNMuiuqrpsg0izqbtQIDN+RySyTr/vq9E/7u5glpBiVTGINnY+pZCpIMiiQSnrNQbMa9+qDPNy43820oH02R57W8ziSkbOo0iwaKLPOgO6PvBrSKBnXH4HjsczzyORh6FAyxe7Y38HDDmLKto8oSpxOfVx8MeHGrwo+3+yRpxlcv1Mky+MG9LnEq0mJn9c0wFumyJBUBya9cbHCp5fD8eplXd/qEScZu380NBJX1qknN0ZHzVKUVJoCEkdeh3TCmOw24vlriaOSRkaErULI0nl8vc+dkytAL6UwCTscBJUvjc1s1dvsuIy/E0HKDR5H53FYVcrquhLgw/sH9Lm/vj2gWRVrxrDJ2ONTx4zQ3dFKORv7coFspWyRJhqEpPLNa5mDw/uefmW+11Qri9dPyanx3OhXvl3xP8bn1CgM3oFbQee9wjCxJdKdhTmgu8vRKCac3YxYIkqupKQxmIXdPJpiaQsXWsXWF33uqzTSIMXIgxst3OnQmAQ3HoF7QqTsG7ZJJPz8fDt2Y/jSkVTIpmiI9F0QpURIiIeGYGidjHwlYKpmoqowXxqRpynLJpD+NiNOUWydj7p5O+MMbS0hSRncSECUZS+UiP9zu88N7XSQZyqbGhZZD2VIpr5S52HKQc9hRpEi8ttOnXbZ4dr3Cqw/6VAs6Xpjw5v6QgqGi5cnBz29VWSpbvHxb7DAaqjJPkFuawusPh/z+M22eWSlxPA54a3/IjbUytqHy2sMBSZKhKOBoGiXr8XP3o1Tpo5FPq2TiRgnvHo7QNZHKVBQJXeVx4iigKQqRIqAPZ6n5B90ZfpQ8BmmSJPGZf2O9PD/3f5IEmhsmVAo6ZS9a1Bs/4/ooFPQzPek4WWihhRb6LGhhwC200GdIZ/W5f4w+DRLXJ9GjX4A/WAGpOzpGIOh+BwOP3uz953hGHFsum1xZcigY74/YL75g/eOMqEfNOi+MOR2Li91SWcOLEsZeNL/4STMBC/DD9LHXOk0z+m7ISkUMhGdAmqUkj4QJsgzGXjyv/p0l7Q5HHmVLw9LEDtssiAkTUTMqGCplSzyOw9GT69OfaAMxg8ORT5xmrFSsOf2ynxsacZYSRCm6IrNUNri+WmWlYszTmxNP1MN0VeZy28GPEvwoYbls0SgaKLJEGAvyqWUokGUcjX1GboSUExzjPHUUxiJhVS1oPLtWYbliosqCEpllULV0LF2eb+nt9F2CKCVJM6I4o2Sq3D2e8ne3TjjXdCjoCkdDn53eTAzPxxlDL0SWJEqmoDlKSLx8u8Offm4NxxB0x+urFfYHHqWWRncacK8jDIxrKyXSNMtTevHcxN7uznj3YMTIj9ms21Qsjf/6zjEFXaFVNMmyjJEnht0rltht7EwD0jQiiOV8R0pGkSVe2xnwh88s03B0LrYc7nemdKcBqixM2f2hz8QXUIx7pxNGXsQ/u7GMLElsd6bsdEW17Nn1MidjcX7cqFlsNRwcQ+XW8YQkLXB9tYIXxvRcn/W6OGbbZXN+zEz9mNOJMNXOjBhVlqgWNOoFHUmSIBPwhP5MkF4vNmHkx4zckIqtc65e4Avnqsz8hDgVyaz9oUccZzSKOi+dX6FZNGkWdPYGLrau8Nb+CD9KxFZZmrLdnfLF8zUqlsb/8sYh//K5Fa4tFbl7MuFw5BPGIVXbwVAFIbegK5xvOlxqOTy1XKJoqry+NyJJxT6YH6c4hsKFtoMiQX8W0p2EZGR5yjLDVMU5uGprc1hCFGe4YULJ1Hlz74iXLtQZ+RHvHo6I0oxKQVCATU0M5GuKOG79LOOL5+ts1Cz+5r1TGkWD00nAUtnkKxcbvHynkwNdfFbKBl+71CSIE46GPn6+PydJYgfxS+drJFlKnGW8sd2lVTQpWRphnPDChiBjF3Q1J2oLombV1tis2dzvTnnQnbFVL3Cu4fDuwZC1mk3fDYnilP5MJM3e2Bti63XqBYPBbIqsSHSnwdxokX3xeLx84F+W4KXzdU4mAW/tDTmD9DYcnTDOaJdM7nWmjL0YXRWm4NAVlWxbV+jPQlRFIopTypZGu2QQJRnrNZsozph4CUkmDMfNhs3D7gxAUEEziT978whFlnL6psw/3DpFUUBJBZm5oCuUTY122WLih2x3Znz3bhdVlvL9SUECVmQJN4wZ+xGKJMi/TzdLXGw5WKrCW/tDlsvi92uqCkkmqrInYx9ZgpEXo6syfpRwOgkYujEXWwWqV1vs9ERV+dHM2QfhBoNZiB+nTPyYKE0xNBVViuEXLEsoMjmIIyPNMjRFpGILhjr/vFurihtuj35mfNKB/sInqDeKKnUkbih+hkn1vyn6eRR04OceJwsttNBCnwUtPhkWWugzpLEf/6O+QMKnS+L6x+jDvgCfkcsUWRAikSQsXSVJ0zlxrF7Q2WoUKBjii9LiC5bQxzGixl7EhZZDJx+jPnvNerOAne4MTRFj7Rt1m3bJnF8gRXnlzNBkEK3SvA4IIzeiXRKmUxAnqLKMrovNszBPPJ5dhIKoT/dmgfj5bsid48nPUOhM7fHH0ZsF7PXdeX36k24gShLEcUqraNCbhewPPNJHohaKJCNLGQVD5ZnVClmW8dbBiNOxIKl+40oTL0zY7c041yjQLJrEacZrD/sUDIWLLQcJOBn7zIJYXMhLYGsKlYKWP4cEdV53lfnmlRZplrHdmbHdmeFGYrR+FsSYusKlpsPlpSIX2w4/uNdDkgTlUZJk3j0as1q2yNKM41HAdl5ri/J0VJpXWPtuxMCNaBYNSqbKe0djPr9Z473DEc1igSuGyut7Q947HNMqmszCmJEfc65us161MDWVvYHHD+515+k1VYaKJaqMp5MACZF6vLZc4unVIlk+7yiMIpWKpZORMfIikiQlSUX1N80yqrZJ0VLZ6bliZy8TZocE1GwdRRaJpm9dbXMy9vn+va6gMALtooGuysyCCC9MeO3hkDf3Rnz1UoOtus2t4ymf3wpZLlu0ywYPeyIV9uJmlTf3hux03zcLFFmcP+J8bH7sRYzciNWKxbWVEnt9Dz9KedCdoSoSz69XWanUOR772LrK0TBgFsZcajm0igYnI49myeRcvTAnQnpxSsXW+b1rbb55pcU7ByNeud+n54pjbBbEOJZOfxbw73+wwyxM5oZ4kolE2pcu1HGDmKKpCpqqqTLyIn5wr0vJ0jA0hTRLcAyFK0slxl7E/c5UGOqqhK4qJFlGGKcEUULfDVEkUdesFzT2dQU3SKgVdDZrNq8+6FM0Vf4wp4ceDj0URSZKUkxVwXRkztULbNRtoiTlb291SNJsfs5/7eGAZ9cqfO1SM0/zZfiRMMKOhj6nkwA5N940WeKlC3WWyhYPOjO+eL5OZxJiGxovXagTJSlukHDreMwPT3v4cYqpKcLkBi62hRn51YsNLF2hM/HpzkKqBQNNkTl03z93pHk6/OpSkTjLiPxkvgF4FtztjAMUWcKLEq60S0z8iLf3h4RJxsSPGHkRjqFwfbXMcsXiUqvI3dMJUz8mjMVu3TSIsDSZgqEw9iJkSeZ0EnCx5bBSttis25yMPV7b7bNRK+CFAmxxoVnA1hQyCf7+5imWriJLsFw2uXs6YxKI5PiVJZu6YxDkxp44lyrUCzorFYvjPNEoS9CZBDy/UeF0ElDQVTZqNook6ru9/CbfOBCAlSjJ8KOY8SM3/tplk2FOfk4zsZEWxjHvHIxpl0yuLBW5uuygKqLu+mS4gfhZcZKSJoImfToJHjsXP0kiCSejKpCRsVQ2idOUlbJFwxHJyiel/D/pQH/FzsEhH6Pe6EcJFVsljFN+eL9LEH+2SfW/SfowCrqqCILthx0nCy200EKfBS3OTgst9BnSJyVp/TpJXB/lC7CuKtTVn70F3nD0n6lw/LZ/wfo4RpShyPhxwt++d0LwyIYTCHMkSSFJU3Z6Lrt9l0tth0tth2ASMvEjGo7Os2tlXr7TBbL5xbMkiUqVocq4YYwfieRcId8aUmSJjVoBS1PwwpjOJKBia9w9mXDreMKTrrX86P3HcVZVOh0HbDUE6fCTbiAqssSFlsNPHg7Y671PKTyThNi2++K5GodDn1e2eyRpRr2os1UT4/qTPIHx2sMh0yDmc1tVnt+s8KAz5Xjso8oyB0PvfUBF9r7RXC1I+FGMY6hcajmcaxTY63v8w+1Totyw0BWFTMpQFWEA/eThgLf2h3z5YoOvX2qK5+NoDGZ5ym8WUivouGFEGKXMQjE8ryAqeFn+vExNFmP9EkxzsIGZ0yKfXivzxv4AK992UmRBvnxxo8wLmzX++t0TvnO3Q5ZBlGZYmoKti3TbWTXSzKt53amogtUdnVEQcf9kxiyMybKMjZrN+YaDrSsMvQhbUzgcejQdnZqts1GzuHc6zatzYu/JNhRkSeL59QqnE3/+OEAQEmuOnr/GKbJM/pgyfvSgx9cuNnluvYIkQclSSVLoT8XmXckUcIFpkOCFAlaRZRmGqiAnZ/tqwphoFg0MVaHnhhRNjY26Tc3SmQUxrzwYMJj56IrC6dhn4sfcPBpzY63CN6+2sTWZl+90+c7dLl4okkOnk4CarfPiVpVn1wVZ9j++usut4wlhnLDfd/Gi9Invkdf3hvzR9SWyTCRsutOQ1/eGvPqgz0rZ4htXHfrTAF2RuLpUZJRXd88UJxmmBn5+HJ8d92kGd06meFHKM6ul/LVUUBRBQX5quchyyWK5bLJSsbDyzcP16vuv4Rntte+GnGuK9/7Uj/HjhJfvnPLlCw3+xfOr7HSn+f5ZxkrVQlNlVFnUhbcaBSTg7umEr19qECfCaDkYeDy/WeH20YSf7A7oz0KmgXhfZWqGl29NPuy5TPyI3396iZWKxf/rO9uULA1NFce1qSn5fp1QdxqQUqRR0Nnte3Pj7azpeKnlEMQisbpaNfn2rQmzIMHN32dJmtGZBgy9iIqlUbY0LreL7HRn+FFKECeEsYwfi8RifxbSKqk4hqjPgoBH6IrCP7+xgqrINByd3jSkXRI3Ct4+GFJ3DNKcOmxqMvt9l7WqAEZoiszRyOPacilPN8/EBpuq8PmtKkFc4tbxlFce9Pnp7oBa4TySJHHreEytoDN0Yx70pmTAuXqBhmMwCwLSNJnfTJEk5nCdvhsx8eN8MiI/rtKMg6HHwdBjtWJyacnBUD4cbgAiGa8oIoG3VrWeeE5+kmRgvV6gaGpYmspyxfq5f/7TGuj/qPVGL4qxVIWqrbPX9x4z3+CzSar/TdQHKegLLbTQQv8taHHWWmihz5A+KUnr10ni+mURqn5bv2B9VCNKlqBa0Oem12rVYrn8/sVK+ghBIcsyHEsjiBI64wBJEgZQksJTK2U0VeHO8YTdnotpKkiSlFcJhSGqKzJpljHMa5rtksn5ZoE0FVtqsixx62jCzaPJL7zISjO4eTQB4Opyic4koOXwxA1EW1fQlMd35M4ML/G8RMrlfLMgCJRli6PR0RMfg67IvHS+zuHI4/v3u/O/aziLqKzpZBkYmkIYi028LINXt/tosswXz9c5HPo4hjC1DofeY4azGyUYYYwbpjSKGr93rc2Ptvt8+/YpAIaqoKuChCqSSvnFayRAAC/f7fAH15b4nastSpbG/sBj6seCSlm2GMxCpkGMLAmTRVNE0iLNMpH+Q2wwPuiIlFx3FnD3dMp2Z0atoPPMSoWtuqjrNYsmpirn6cSMH93vQgZqvo2WZcIcyzLQZJHsOYNLnE4C9gce37rawshTUgVdEEyHXsTBqM9S0eRS2+Fhb8aFZoH+NCRKUhoFA2VJZn/gouY1VVtTWa6YDN2IH97vib8fUfFUFRnH1OjPQjRFwo+yfNNPJDXvnk653HYwVJWdnicMkwy8OOGtgxEXmw4vbFQ5nfh0JoJya+pKPvYOtYIxr2b+w+1TzjUK6K0i5xsF3twf8cbukDTLeGa1zEbdZhbEyLIkfkaa8j+9to9lqNQLOnEioAdpJnasTicBf/XOMd+53eG/e2GNf/P5Df799x/wX9854XQSPPF9ocgSf/riGg1H5y/eOuZ47HHnZIYqS/hxghvFrJRNtk+nrFTEefOnu8Of+TmPJrzOFhozRFJ54IasV8UWYZZmVG2NCw2H/jRiv+9TtrV5SlWVZSa+SDX9eKdPmKSoskzZ0jEUYZwGcYoqyUik/NV7xzy9XObrl5o4poqhKcz8mDjNKBoqGQLYMfJDfudKC1WRedhz0VWZG+tldjoztrtTmgWdiqVRL2jzBK0qi1Rp0VSxNIUfP+iz051xfbVMlkFBV9npznBMjVbRoDMJxDZinBJGIkXnhTFnvrkswcWmQ8nSePtgxB88s4QqS2x3p3ND2VAVSqageR+PfS40CqxWLdSRRHldozsJ6EwD/Cidgz4uNR0aRYNaQWecp9JvHo6Z5MRWMlGlPR77/PsfPOBSy+GL5+t85YIpzmtShqEobDVs0gxmYUKv79EqGfnjmNGbiZtSuiKzUjFxDPGcL7ecfMZCQpJg4EZMwgRTlWk4JrMgYqc3I8ky2kWTSRDjhiIJ2XAMbF3BDROiJCOIU2oFUYV9NMUsSSKt6gYpjxdRH9cZnECVQZahXhAG1AdTyR+ULEusVS3qOYm79RH31T6Ngf6Pkr43NYVGboqeJckBwjhhEsT4UUqapsj58RrkxvGvm1S/0EILLbTQZ0O/fVe1Cy30GdYn3TH5dZO4FoSqT0cfB8ZRsjQGbjhPnA1m4TxtASDLwpQ1NIm1SoFZmHDzaMJfvXvCRs0myQRQYCWnIF5uO1xZLvK9Ox32Bh4VW5gfnUkwT0C18rHu8y2HoqHON8+604Bbx7/YfDtTBtw6ntAoGqxUTAZeON9AlCXx3H7RjtzZnt3Ii5h4MWkqzI8XNiq8ut3/mceyUbfJsoyf7PSRJcHHkzLYqtvEaUaSifRXmGRkmRgMbzkGkzBCUyRWqybdachS2aRa0ImTlMOhz/7Anb9vMzJR11Vk3twfUrX1PH0lzMIkS/PHJWOqMqoszavAb+wN+erFOklKTqaNMDQlhwUk5FNlgEg1WrogD4ZxyjSIyYCypWKpCjXb4FyjwPbpjJOxz6vbPVplk5cuNACR4hjlG4NPrZS4eTTOt/4gzRNiQ0/sOG5ULXpuRGcqqoRlSxwX7aKJpsjYhkIUpwzdiCBOOEhSqgWNii0u7B/0XYZuRK2gUzDEXtTxyOd4HDAJItpFkzd2h0RJmlMxFSRguWISJSmdaZDv66VYkkLF0ohTYZIeDH1euqDw7uGINMu43HJ42HWZBjE3jydUbY2lsslaxcp/xykgjNCRF7LXd9nLE43FWcj5hs1bByP+5r0TFFni6ZUShiq248qW+F0+s1Lm7smUN/eHIMFXLzT41tU2373TIZNEje6MbuvHKf/fVx+yUS+w3Zl96PtBlsDRZZ5aLnLvdMbN4zF7fU+kJlUFSxMV6DP4RpoKkusHvQxVkebbZbIk/vPsj1xsOcyChNNJiKOr7Pam1As6T6+WeXNviJlTe3/6sM+d0wkvnavz8t0O61VRpTsYemQpVGxtbswoiswkiKjaOpWCjqpIvH0wYuRFfPVSg7f3RxyPfRxD5Yvn6xRNQVt9e3/ErZMxT6+UMTSZpaLJd+52sHWVsqUTxQkXGg5a/toPcoLoYBZyMJwxdEPKlsafvriGJEnz935n4tMoGqzXLLwwYRYmcwpxnIGpyrRK79NY751OBCBIEwTg3jTMgUFa/j4RxspwFvKdgcdSySRFkKDbRUOABkJhjLdKFhLCvHr3cMxXLtZZr9n88H6PkRvhhoLAfOd0wkvna/yz68s87Lm8czDmnWzMVsPO02miPh+nGX6c0CqaWLrCvc6UtYqFrsgokoQkSRwMfPaHfa60i6zVLNK+OMfYmkqagR8mhFE6TzyemaJ2XaFdMpkUI8I4ne9dKvlnBpKYF1gqmez03PnxVbEEqOYX6QxOEMYal1slXr4tNgOLhjqnrYbx+waeoQroSb2go6kynUnAN6602PiI3w8+rYH+X5S+j+KUu50p/bxq60cJUZISxsK4TFOxszh0g/nGbX8mCLbPbVQ/0nNZaKGFFlroN1cLA26hhT5D+qQ7Jr9uEteCUPXp6OPAOCxNpNbOLsK9KGHix9QLwoAzNZmCIbNasbjfmfGTnYGgzAG9WchKxWQayDzozVir2tzrTKlYGi9sVonTDFNTSPLBeSTozyKmQcIfPtPm2bUKxyOfy0tFwjhlt+c+sVL385RmIu339EqJWZ68MPMLsY+6I3eWQvCihCDJeGW7y8VWEc7z2PMF2KzZbHdnJKlI1ChkbNYKlC2VeydT2iWDkqlh6TJJqrJes0mzjJNRwMu3u2zWbb5/v4elycT5ttG5hsN61eLN/RHtkoksgRtGDN2IdsnkZOSjKRJemOBFybwWGCHMJlNTKJkaigy1gk5nGrIRip2qWRDhGBopKWEi6mlxmkGegjNthSASz32pbOZVSgFCKBgKW3WboqFyrm4zdMv85btHbNRtLjYcHvamTP2Ev7t1wuV2CVmSeOtgRJxkXGo7NB2doqmxWbdxw4T/8Sf7SLn5ZukKO12XhmOwVDbYH3h0JgGqIqMrCo2iyb3TKX/w9BKtksEbe0PePhjzxzeW2O25vHMoqnFNx6BdFiaeMPtESipJsxwAofPu0QhDVVAUCUdWKZkqfiTgFs+tV9is23SmIu1k6wqWrnJ9rcxrD4eMPUGavHk8YaNqcaHl4AcZ0yDfSJwGTP147lApkoRtqDzozFirit0pUZecslmzWSmblEyxl3frZCIM1TTlB/e7/PNnV1ivWewPfXRFnhuiZ/ow881QZaJYGGlfOF+n6Zh0JgEvbFRJ0ozDoY+WZHz1YoO1qsVbByMuNB3eOxwRJSk1W5uTOUEkodNU1Gsz0nlVWpUlzjcdpn5E2VY5nfhIiqCzXm47JGnKn711xMSPCeOUg1HAlXaJekHnzb0hV5aKXGg4SJLYHXTDBEMVJrKtKfPPL2Hyj1mpWDzozvjevS5FU+XGtTb3Tie8dzRhrWKhKbJIhSoyLcfk7umU944m6IrM+WYBXVW4fTrhy+cbGKrC6cRnFiZMfGGGL5VNkjTj5vGErbqNLEtcbDu8sTvkaOhTtTWKpkbJ0mgWTSo5/ER9hMbanwmq73PrFSxN4UEvwo9SSqYqyNB5lbVgiPPp2Iu4dTTmq5caVO0S250pUZKhqxJDN6ZdMrF1hVkQc22lxDRI+P69LhdaDjfWKnldNeNk5GHqYr9vrWrz9sGIm0djhl7Ii5vVecqsYqoUdAtFkdjtu8RJxnLJRJVFws3WFUZeiK7IvHcoDPTVvK6pSmKD0g2T3IiMyTIwdZl2UaTtqraGY6ocDnyOJz6WKrYsy6ZOQRc03426zW5fVEcrlsZq1ZoThT9MjybbbR1urJZ552DI0dCjaGq0SybtkkGYb0Uqskgng5Rvawqwx421MuWPUd38NPdjn5S+94KY797rMphFyJL4LFIkmIUZYZL/TgxRtd6oiRuSJ2OfvYHHaw8HrNUsGo75IX/jQgsttNBCvw1aGHALLfQZ0i+rxvmr1AKg8Mn1UWEcti7SYcdjf/7PkhSCR8yqiqnhGCrvHIx+JhE2mIW54SSGpO93plRsnYkf03Ay/uCZJd45GDELBCmwaKicazicbzioksQbuwOeXinnu2/Txx7H/O+3RYrtbEvJixKGH9gKOskBCGVLzc2393fkwkRsLEVJRpZmSLKEFkpMg3i+Z7deszka+5yOfYI4YeInvPZwwPPrFZrPmDzoTtntzyiYGqausNNzsXSZqq3TcExkGXb7M2RJbKpJCKPOj9LHQA5uGHOp7bBcMum7Ibomsz/wuH0y4cXNKi9uVimZqnj9M4mRG3K+USCKU3b6Lromo2sySSrqwBISqgKyJBGnKatVm4tNh940YBYkc/PA1FVkSVQ9VVmkm6IkQ9dkolhUKZ9dK5Mh9q5Ox8F8h+wH97rsDz1kWaR+/t3nN+hMA7pTnytLJbxIVAr38r2p/9PWOWoFjSQV5NA4E8m8FzaqjNyIbj7OPsyry2maoSkyvVk4p8CmckaWGzR1R9R6dVWmVtB4a3/EZr3A57eq3DmZ8qA3Q1eFiZDmxmLd1mkVTSTgXmdKkmZ5kkuiaKmoisyN9QqyJLHXF2CLjZrN0VhsMb244TN0I66tlMiyjAedKWVTI0xSjkcBAzfECxM0RRIAEkeYDkkCL25VUSSJtZo1H5Q/HoskS9FQ8ZMEJZXYH7gkqUgVhVGGmyTcPZlwoVVkb+ChqzLZk1umc+mKTNFUaBcNNuoF2iWDy+0SIz8kiFJaRZN//eKaMI1kiYOhx7dvn3Kp5XCh4bBWs7nfmdEqmWR5CtTQZGQkkuz97TddFSXUr1xoULM14iRhFiScjALWaxayJPPe4YQkzfjapSbbnSn3TkQN897plGsrJe4cT+hNQ841CpRtDTIBCjE1GUtXhNkwC7lzOmHsR5iqyufP1TgZ+Ty7VuYL5wTI4p2DMX6U8PrugNWqNSe7aqrMzePJPK2323O52HZYLlucTHyKhsrQjZj4kQBMpAkjT8AD/CjhUsth4kdcbDrcPBqjSCKdN/RcVsvCsOpMI2HiBTETX1SJAcjgcqtImKSkaSbOq3GKm9e9FVnCydPlfpzQmQT8+VtHXG47XGoXsTUVVRE/69pKiaKh8ve3TnnrYJyTd8VZpaCrrFZMFEncZHnYd/l2TpJdr1r87lNtFBmeWiphavK8fj5wI7rTgCAWm35uJFJ9/fx7Qn8WidSoKnP3dMpy2aRqaUyCSBi2+2MyMmxdJcnr4poicToJ5p+/rZIAffRnIVM/5nzDwdQUTsY+KxWL5zYqdCZBTmf9BShTfjbZfnWpyDevtPj7m6ccjcX709KF+SrJkEQw9QVkRZJguWTyzSstrraLv/Dv+qB+mfuxp/nNMVMVP2tv4HL7eMpe331sFsHWFdZrNpt1m2dWS9w7nXHvdMatwwnPbSg4i+89Cy200EK/tfr1X60vtNBCj+k3ocb5aX4BdoM4H51+/2eUTJWmY2D/hm7DfVSYhqYIkuaj6TAQiZwzlfOtodceDn6mjnl2QacpMlkGh0OPk7FPLU8cfO5clYZj0MprhpYuE8cZO/0pp+MAWZK4vFQkSUQVLkrOtpok2iWTuiMGyGdhQpxkGNrPJgNEfVUMgauKPN+ze2t/xDSM8ULx32WPPEVVEcm/JM3Y67vcWCuzXrPFMZJmVAoqbx+MGXghV9pFrq0U+eK5GmVbI8gH6CVEdWjoRnRnwvxZLpsi6QfUHYPt0yn7fRdZllDzgXdNkbncLnIw8vDCGEWSKCYqtw7HLJVM1mpFunlNcxKIatJGzcbUFY5GPp1xQJik8z07XRW13tWySbNkIstSTriEpqNzbbnMdm8myJaKnFfEJHRFwtJUFBk26w7TIGK7MyNORXX26dUSQZRyNA6I4pSDgcvd45jraxW+dKHBLIgxNIVpmNB0TCq2ygubNbww4dbxhLvHEwZehIQYUP/WlSbtnEhYtnXe2B3i5hfLXp5cBFF5NFSZJEl56XydWZCw1/c433DY7sy4ezLl3YMxRUvjYsthq25Ty9/L15ZLXGyJra2DkcdgFkK+yacpsgAtmCoX2yWxSfagR80xcAyVWRiTiDk7+m5E3w15c3fIN682+dxWjR/v9Bm5EdNAwEK8KEWTJcq2RinfKoullM2qzd7AZejG7PRc0kwkCdMU+m5IGAkgRXcWYmoifWhqkKSZ2KNbKlKxNaJHfscflK7KXGoWKJoqiizz1HIJEBtSd45Fiuk4hz2sVy3qjqjhZhm0igZpBreORzy7XmOrUWB/4LJcNikYIrV1thMo9ugEpOVbV5tcahXpTQMsXWG35xFsJOiqzMSP+a/vHjGYhVxoOlxsOTy1VMSPU7Is4/pKiXpB49XtPrdPJnQmgnT8wmaFesHEMVR2+i4/3O4SxhmKDNfPVwjjlLunEzbrDl6Y8PLtDpMgzs8VGccjn2vLZXRFJowSjkfCuBQ1v4wHXRdDFZtkWQa2oXDraIyhKTiG2IETe4jidU6yjKKp8pULTV6+e0qSJ0aXyhaTMOZ0Il7Ts/dQkmakwNcvNanYGmMvRJEliobK7kB8/uqKhK7K1AsGSKK4XHMM3DDm7umMm0cTGnny73NbVVZKJve6M/7i7ePceIOlmo0qS7x9MCROi6iyzHtHE4JYVD4f9l1eezhgtWKxVDa52HRoOQayJHHndDp/vbJMJMVElV3U3M/o57IEjqHi6CqmplAt6Hz7doe1qsXY7yFLEhVbo+lYGJrMLIxRJUGz1hSZsR9jaQKUkGQZN9bKrOSJ2rKlcnW5yK3DyT862V4vGnztYgMk+MmDPt2pmBvwHjGtNEWm7ug0HJ3PnavxtQsN6p8g1f/L2I8d++KcXy1ovL435Pv3eiRPuFnmhgm3jyfcO53y7HqZS21H3KSaBJyM/YUBt9BCCy30W6zfzKvXhRb6b1i/STXOT/IFeJJvUx0MPzxFt1oRu0Sfxef+SfRRYRqyBOETvvzPN3wQdStR+1EZzH621ppm4iLdDQWFdOJHHIw8TE3h3YMJ9YLGaW6UTf1YjMdL4qL+QsvheOQz8SNUWcLSFEDiYqswvwD5KMkAyNBkCcdQGXkRbx0M6c8i3Cjhg66hIosLtf4sYhxEaLLMT3YHtMsWFVvjZBxQLxisVSxm+cW+IClKqIqUJ1vEBXiYiOeuKxKmqYokjqKgqjLHY1F3axQNFEm8L5HId5QkyqbKatkkI6M7CUhqwgDwo5QbaxWORx5jX5hiVVvDUGQ2ajYXGgIUkXE2lC8RpRky0JuGbLshWw0bTc3NvqUir+8NaBcNVioW250pYZJhqDK6KsbKJ37Evc4UCZHW0WSJy60iR2MPW5NpFW1MTSbNFN7cHzILYkqmynZnSt0x8KKILy/XuHMy4Xt3u4RJysSPSVKRlgmTlD9785DfeaqNLMsM3JAXNivcOZmiKuJi3lDF5lmcZMiyxNcvN6k7Bq/vDnA2a6zn1asfbfdFXXTocfNozOe3qjxnqqiygaYKmq8fJfSmwfxnFRRpPn7+zFqZ/YHHj3d61AoGuiJGzjVFoe5IhJGgWRqqzLXVEt+92+W59SpXlopM/RgvEpXMswrfxI/zyrbO7z3VJgMedGd0pyL1pssKaZYxC2L6s5Ak39Q6HvqULQ1JAy/KgRX5MVq2dIZuRD2vEz8qTZH4P3/9PGGc8MPtHp/fKrPXd3nYd3EMUa8F5km/tw9HFE0PsoynV8p880qLv3z7CEmyeNib0SjqXGo7DGYh+wOXgRtxwShgqDIFQ6VVNFkuG8iSzMO+S5JmSIjfoaEKiMK9zoTTkQ+SxK3jCTePxrRLJmVLQ1UkDoc+z+RVwPeOxsRpxuHQo2rrLJdFUvBo5NN0TEZuyAtbNVpFnb948xA3Trm+WuGNvSHdaUAiQo6UTJWGY9CbhqxVrdw0FOZXEIk9MkkSoJNn18scjTzqBYNmyeBoFDALE4qGMJvCJCaIEyQk3j0cc75Z4KXzDb5/r0vV0akWdB50ZvNadhCnJKk4Br50ocFmXfz9+0OfNMtYr4mtO0WWUGWZWkHnQrNA1dbxIwEs6M0C7p1OSbOMo5HP0cjnYsvB0GVORj66Ko7Liy2HlbLJ/sDlcOSzUbcp6MKY88LksdPb/tBj7MccjXySDMq2TpZlhI8QNnVFpImDOJ1XgSVJfBcY+xElU6NdNIiTjM26Rd02+Wc3lnn9oYCJ9GYBhipTsbW8Pp2hK8LUc8MECbi+VhIV/4aNpb3/+W1tKp8o2b5UsfjW5RarFYu7xxMe9l3GfkySZiiyRNlS2azZXGwXudwq0vg1T2o8SUmSUi3o3Doe8+p2/4nm22N/Ps14/eEQgIutAmmacjoJWK58NhoLCy200EIL/eq1OPsvtNBnUL/tNc6hG/LW3uhDDcgoyehOQ3ozMZh9Y71M5WPsxPyy9Gml9T4qjOPMPDqTJEFBV7A0md4syIfgRbW0bGnIOfU0St9fZRcpCjFmryli/6pdFImOb9864XefajF0o8eojbIk0S6L5Mt2Z0ZvFlK0NFYqFo4pSIRv7o0e216bv0YfSAZcXnKYBTGWrqIrCodDj/40esy0e/8JivTQ2IvnG3lhmjLxYk7GYnfrbBfp+fUKhiZzOPJ573DMw57LUtnkQrPAjx70MfLkWdPRWSoVSbIUS1NFhU+SGLghtq6wUrEY+xGHQ4+9vkfdMbiTP/56Qef6WplnVsu0HIP9kcvRyOMrl2p0pgFDL6IzCbhzOuGFjSqbNRtZhigWpExZEumaM9Pnp7sDQRPVRcUrTQSh8uuXmmx3pzQcnf2+TJJl6IqcH/MSD7oz8fuUJGQJvnyxgSJLHA48kCTW8ou9g6HPraMJ7x6M+ZPnVrB1hYKu8M9urPDe4Zg/e+uIIEpxDBVTVRj7qagyphldN+Sv3z3mG5eb1As6kgQ1W8OPMpJUHHcVW+PZ9QrXV8tYmsJPHg7QFJmGI4iZS2WDIBa7YVeXSlxdKrJUNnAMLTdTZCRJ43K7yFLZYq/vcjzy51thF1sOZHD7ZMJK2UJXZSRJwlBlbF1hGqT5gL/K0Sim4RhMKzGv3O/yJ8+tslG3uZObJrqqkGUC6iBLEpfaRdr5lp0sMU9LKbKoDhZNlbEnkkZRmjEJYuI0pWSJinecZPOqNIhfR8FQ8WNhZpqagG3oioyhybhBzI31CmM/YRrENBydIE4ZeRFvH4xEQrDp0MxNqnbJpDsNsHSZP/3cOtMgomzp/GSnz0yJOdco8OJmFVWRiGJR/02z941GL981e9ib0Z9FYlvL0pgEMdunUyQ5hxjkb9nDkc9JXilPM7jfmfK1y03++XOrbHen3D+Z0pn6AgKRChP6ufUKK2UTL054dbtPnEG7aKCrMrdzOIutC5hE3dExVYWDocvVJVF3LJoaUSKALrIsNhO70wCQmPgxZBKXWkWyLK+tB2KfTVdkJMTnhhsmvP5wyI31Mv/Hr2wJUIcXY2sKlq6jVyROpwEFXWWrIYzK7dMZX7pQ52FvhiRJnGsWeGt/iKrKPL9e4XzDoWprnE58KrZBlmVcaDk8t17h7smU23lVvlUymPrJnBi8XDaxNIWDgcfB0JvTaOOcPDvKoRJZ/r/0PNWryRIHQ1Fxfn6jwvfu9QQyRIKiKUzTM0iMnL/nkxwg88xqiTDJOBr74ubEwz7X1ypcXS7yvbtd4jRjJombPFVbQ5HfN45lSVRFzzUK7PRmlG2Nzfr7n1ufRrK9UTRoFA2eWipxMHAZeBFRnKKpMlVLY61mfyY+yz9MBVNluzvjzb0hwUdMqmfAm3sjmo7BalUktTuT4LHXdqGFFlpood8eLc7+Cy30GdUvc8fks6yJH/HW3ugjVXCzjPmfe36z8mszIj/ttN5HhXFESUohNy6SfLsoSjL2hx5hLDakpl7EdsfF1ETqoe7oeNHZvpEwgKa+MLOKpsbViokiy9zriM0nP0pwTJXTSfAzlLqDoZcbHwIAcHWpyI93+rz+cPgLSahnyQBDlfn8Vo2iqTIJIsZeiBc/wXxDXGiHsTALH5V4/gkjL6KV7ylFacbdkyk3DycEcYxjKrlpJQwTL4rpTUPcMGarLiqzlq5QypOCwvSRedgT2z2yDJfaDlfaRcgEfCGIUu6cTHnvaMyXL9S5sVpmGiTM/ARDkUVFVZb4nSstoiTjrYMRpyMfPyf/ZWSYqsJKxWS1avMH15b44XYXN0rQVYVyQeVk7HNlqYilK9w+mrDZsOfJm5qtczD0iJIMTZHyRE+dpmPwynaPIE4pWxpFS+N+Z8bD3gxTk5mFCdvdKV8+38hppAF/897JvMo8CWKKOWk2TkXlMsugOw35L+8cc6lV4OmVMt+43EKSpDnZdLlskmbwoDPlzumEvb6fE2mr7A1mBFHCnzy7gqUrlC1htoy8iN2+x7XlElkmKl5mbg5UrDIXmgXi/Nh+br3C67tDLE3BUBSSLGXmi/Tdg64Y8JeAr11qEMYp3anLetWmYmm4Ycz5pqjBGrnRYesy5xolzjcd0izjL9465uuXGnhhzMHAI80pomkGRVOl4eioudkjS8JImXgxqiJRMjVR09YUFAlUSaLu6JQtjd40oF7QSQE/SqnbBpfbRfb7Lv/1nWOO89p3MyfDbtQLaLLYBazqBuWmzuu7Q47HPmVL5V+/uIapKphagm2oHI98bE3heOTP6ZIDNyCIMyZ+lFcLbVarFms1mwyXpZLJctnkXmfKNEzI8rqqxPuh07k5hPjd/8VbR1xsOVxsOjzVLqIoMtfXKti6gqbKyBIMvIjDgSfomTl5VpElCqZK0dKwNBkj3xDrz0L8WBBGzzUKFE2Fo5Gob/uRoJae1a79KOVBd8iz6xUuthwsTRHkYz+maoubAe9OQ5I0o1HUcf2YL19oUC/o7PZdLrYcgiilZKkUTY0wTrh9POXW0ZCnVyu4+fB/lGRcWSryL59fxdIVAZfpu7yy7XLreJLvz6UYisLV5SKXWkWuLZdI8vfjLIh4arnInZMpg1nI3kCYyCMvYq1mMwsEEKFm60wcUYvN8pq1KovzsWWoHI8Dfrwz4Ivna3z5Qp0fbfewdJW6I8AFXpiIGqoiIUsSKQLSsVS2+O7dDn94fRk/FuenziTg81s1/vjGMtvdGQ97br65qeVmf0a7brNRt6na+hxqM/HjJ56HP41qZ7Ugkon/rclUZfYHrqhnfzT/DRCfd/sDjxc3qxyO/A99bRdaaKGFFvrN12/e1ftCC/2G6ZexY/JZ1m7P5WD00ffvQFR1G32dayvlX9Kj+nD9MtJ6HxXG4YaJSEJWLDrTgNNJQBAnlEzx85X8Ih7EBe3pJMDUFCqWTtlUKZgqTUfHVGVURcYPEw6GPl5ON1ypWJRMnfNNBUOTH6PUdaYBaSoMxiRNqRV0/Dhlb+Bi6coT66OPSRI7bnsDlxtrFVolg1uHgua6VDQ5Gv0s0EGRYewn+RaSRNXWqdgaFVtj6iccjX3ONWzONR2+e7dDZxzQLBpEiUqcZiiSRL1g8PVLdd48GBHGgsD3sOcCcGOtjKYoBLGPqSk87LncPhmzWStwselwISdFKpLMSsVEV2RWfJMHvRl/994pAC9sVBnOQnRVZr1qs1SyOBh6vHc4Jk5F9e0sGZgB4yzmZBJw62jC85tVvn6pSZymWKqSb8QpbHemXF0qUS3oHA49HEPlKCerdqYBdUfjXMNhq14gyzL+7tYJBV2Y9HVHZziLePdwhB8Kw6agK9w7nfLVS00qts7ruyPC+BHCKsKEa2g6EhKyLF5vSRKm763jKfc7gpr70gWR9qvYDu8cjPjxzoBJvkE2y1OMqiJxOgn54f0e//svbzHyI97cHXLrZMKd4ymTIObm8oRrKyV+dL/Hes2iWTSpF3Sqls6tkzEbG1Uk4ObxGE2RccOY02lAGKfcWC1zMvYF2EKS5jCCuycT0jRlrWajK8qcmPre4ZgwFgTaWSCInfc7UxxdYb1m8W5OkwRI8mreUsnkufUK61WLgq5woVXgQccVx3kkKtznGgUcU2UaxCKFNPJolSwsXcWNxCachDCMJ17IWwcj3DBmo2YjSRJ3TkSN2MhTkd08dSo2GMVm2cCN+OnDAV84X+dw6HF9pcThOOCdgyFv749FJTiHppzBPYZuxE7PRZEkvn65wbPrFUENBZK8zly2dfqz8Oyt+f5/vh+wJUpSbh6NuXk05upSkbWqTcsR5uvNwzGvbPdol0xqBR3H1CibEjVHQ1dk2iWDIEqJ0mwOUwjilKKpMvQiZEnKqakupqbkkBLme3rNosE0iNnuzFipmKzXLOqhwdiPuLZcouEY1AoGrZLEF7ZqnG8WOBx6/P9+us/90xlJJt53kgTNkkHZ1FmrWvz3X9jCjxJ+stNjuWITRqKG+dL5Oq/u9Pn2rU5ew/VIUuY3wSZBzE8eDnjnYMS//tw6L27WuHU0ZuBGmPl7d3/okqYimWzpCktFk6EbEicZ7bJBwVBZki3GXkSWiU3Oa8slyGDoRhyPPV6+3eGrl+r86efWORx6yJLM8chHQiQxC4bMF87VxEYdGS/f7jD2xCSAlP/yBm7EP9zusFG3OdcocH21TJRk1B2dSy2HIE4xNWUOHTkLLn/ULdLfJgVRysiNyD4u7hsY+RF+fnNp8doutNBCC/326rfnqn6hhRb6zMsNYg6GP3/37knKMtgfeGw1Cr/SVOAvM633UWEcQZxwqV3k5tGYkRs9lipI0kzU9GTIUkhTcIMEN/BoFHUutos50U7inYMRB8PHTa9GURBSHVMhilOGXsTB4PHHY2oKpiZG6gezEE1RqBYkjDDGfQJAQZJFqsXWFWxdRVPEHpVIP0UixVYS2z/HY39+LCiKILx6YYKlK6xXLUF8jRP2+hEDN6RdNrFUBVkWptrRWCQSxQacMJFkWdTYrNMplqYwzYmzY0/UXv0oIUkzpoGotf7BtSUUWWK37zIJYo7HHr2peLymrrBWsbjaLnG55fDqgz5rVZtryyWCMOCl83X+02v7vHswIs4yQfkE1ms2JUubG15jL2Kv7/LD7R7y+Tr/5gvrhHHCLIipFTRGXshPdvo0SyZrOTkyywREYq1mocgyEz/i1vGY/YHHZs1mqWzSn4XCAM5TNili80yyVGRJoWpqjNyI+50pG3WLB11Bgj0zCINImFRZBgVDwc9NJIDVqsWbewM26zaXWsJ8e/tglFcGRf3SVBU26zaqIhFECZ/fqnIyCXhnf8hPd4eMcoIliIrj1eUiz29Wee1hn74bca5eYL1u8dRSiXpBVDQdXWUaxpyMA/w44ULTAQR4QcorypMgolZw+J2rLfqzEDdPHXXzJNr5psPruwN+vDPgYV+Yr5IEXzxXB0lCUyWKpoofpXMoQdFQaBQNZkHMm3tDdrru3KwEYXatVW0kxJafrkrIkjq/ULd0BQl4cbPCatVib+DhBQmX26V5BXy5ZDINIk4nIboizxNejq7yxfN1ipbG8chnf+jx+5aGIuksV2xun0x571AYk5NADNuriqi8BnGSgxHEsf/Kdo/Vqs1zaxXcKMEyFPS8wgvChDvbJwQeOxef/fOaozMNYo5GHkEs6qLTMCZDnOPiTNCONUXs0BV0ka6LkozDkUeU5Dt8eXpLUySORh6btQKvyn0BXNAVmkWTqq1R0FXKpoCBJGnGxItEHViW2KoV+MrFOkslU8AyMnFOen13yDsHIyZBjK5KJJkkduWQ8IIUW005Hfui9gxoqoKjK4zTlHbJ5Kd7Q8ZezI21Mvc7UzRZJlGy+XlEmP8qzaLJvZMJSZpyseWQJBk9N2KlbPL9exFTP0ZXFZ5aLlJztLw2K6rSzSKM3HCe5pMiuNh2OB55aGr+fLOUt/ZHbNVtvniujmOqPOjMCOP0ETprxnfudLmX//OKLWjSfvR+yipMUu6dTtntu2zWbSqWzpVlAQzpTMIn3vD4qFukv03y4hRLV98n6H5ESfkNp5En0tWL13ahhRZa6LdXCwNuoYUW+syoMw3m214fV6N8b+tXuavyy0zrfRwYR8FQ2GzY0HPRHvli70UJdceibKgMvfcvxiSgoKuoskQYp/NUx9meUC2vmZbzdNnxyMc2xGj6Vt3mcOizPxAGxHLZpGSpIhGXZVQsjYEr9qkKRoqtiwt8GWEAhXGKGyaoOSiiYmmkKXQmgRjUjzPSLKFVMnBMlf5M0PKkPM2jqzLnGjZumDCYReLi3xe134qpUXc0/vztY+6dTJmGghBrqLIgviYpt48mrFYs1qs2t48FjZPcYOpMAqq22Ddzg5ivXWpwOgl4/eGArWaBggRTP0GR8xoicDD02OnNeHatwkvzHakmBV2lYCQULY1MAk2SudAusFq1UCQJL07mJsRW3eb6apmDgYeTEzkLhkomQZpmtIsibffTh0PqRR1Vlri+WqZdMnnYm3E49DidhBiqzBfP17E0hZtHI4IoZdNQ2et7KIqEkYkK7ywQFTjHVOm7Ia8+6HOpXWSrLrafBAlWmIOOKi40dVUlSiKSNGWjVsAxNH6w3ecbV1o0HJ23D0ccj9/fCXTDBFtXeWa1zMko4IXNMhNf5y/eOuLlux1KpkbV0gTxMs1IU7h3OuErF+oUDZXv3u3wowc9hl6JZ9fKlEwNL0rx4oS9vouuyDyzUqZgKGJfLH+DiLq3zdgXJunx2Ge/71FzdM41HN4KhkyChKWSwYtbVWZhzNCN+MrFBsslk79654iXLjRYq9hcWS4iSxLbnSlDNyBNJY4n/s9Qh0HUUSuWxu3jCX1XGJ+yBFnRwNLVeV3wKxca6IqEoytcWnLwwhQ/FjVvTREgkzBOedB1uXMyIUkzHvRmVAoaFxoF1qoWcSJMostth5/m1dRWyeTOyTT/XQnzDcTPk0lJEeTM9VqB7dMpbzkG37jSoGiorFVsftDrUbI0lsomXpjgRbGAYOQ+g5pTd21dmacMn1ktz/cKGwWDiq0hS7Kg7w6nGKpMGCdUbY3eJMDQZBxDpTsJUPPKtKXJKJLMbt9lpWLzzSst3twbUs1rzX4sqqink4AoSVEViaqt4ZgaErDVtClbGoNZiCRByzH48cMBf/3OMV6c0nR0LjQdvCjJwQ5AJtGZ+nSmcDLy+fz5Gv/y+VXGXkTJ0tgfuLyxN+RkLNLAZUujvmEQJzm8QZExVZkgSTkceKSIZGLF0rm2UuLW0QQkeG69wvfzRKdjqPSnUW7EKgzdiIqlMfVjJjOfoq7wT6612KoJqm2raHBtScAnZkGCLAswzM72FENT0RUxO3DzeIyEMNiivNp+pV0SCcpZOKe9IuU3PgyF4SziXKPAxBPJSENVfuZ41hRhQi/0uOJEpL3bZZORF5F+xCDbUsnE1hVmQULdURav7UILLbTQb7EWnwALLbTQZ0bjPI30j1GUZL/SXZVfRVrvo8A46gWdvb7Lc+tVKpbOrePJvEI0dCNB3mwXee3hADKQZUHObBR1TicBGzWLJBU/J04zyqYmyJ7TEFNXuHU04e9uiXplwVDYqhc413BYr1ocj302aja2rjL2YxRZFgaTLGFoCvWCDmTMwvfNpoIuEne9WUgQie04WRYj606+Z+dHKWM/zrerLNolkzRLCeMMQ5PpTUNGniCc+kFCmkLV1ri85LDb93j5Vocwv1Ay1Iw4SUkVkRKLkozv3u3yjctNFFniYW9G2dJww4SJH+GGMZIkcb5Z4HgU8Pb+SPyuNIWf7PQfMzJVWcoTgiq3jyeocomVqsXIj2kVDP7n7SPaJZM/uNYmSTOCOGOnN+Nh12X6CGTirNL4+08tcW2lxNsHI37/WhtTkbENlfudEd+43ERXFfYHokp4OPJww4Q39kf0pwF1x6BkarhBxIPTKboms1y2RMpIFukfVZZRdGmejNRV8VrPwpjbx2OuLBV5br1KfxbihcKsqNjvJzXLloalKWTA7eMxfpQQ5jTGkRvNwSESgs749EoJU5XZ7s7442eX+e7dLt+52yVJRS1uFsTYukgtybKE14/5K/+EFzaq/N61JbY7U46GHhM/zmEVYni+XTJpFg0MRWF/6JJkGZamYOsKl1pFBm7Em7sDdE1hqWSwWbdJsgzHUDgcurx9MKZkqbx0vs7/7fcuMfHE/tefv33EJIj5w2eW+TdfWOdvb57yg3tdypbKLEzxoidvEyqyxDcvN6jYGu8eCkMkSkRaMIwzLi9ZXGw6bNYLZMDQixn7Ymfu/umU01mAGwiAg6UpXG4XOd8osFQ2eOV+n2kYM/UTwiTBDRNajoljKCQZ/HC7x5t7Q1aqFk8tFelMA3rTEJDmhExLVylaYsMuy+CdwzGKDF88X8MxVC62HB72ZzzozihZGmVbo5SpJOn7sBBFFoVGL0qZBiFbdVHLtvOdtHPNArMgZm/g4kdZbr6l3OvMuNIu0S6b3Dwas1w2ccwCbhCTZuIc58cJvWnI2I/51pUWa1WLN/aGHAx9bF1hv+/yxv5IGJeGxvlmAV1VuJ4bs//hhw/JgLWqRa1g8OqDHq2SiReJ887hyOdhb0aaQZZmBEnC2BP7jE3HoGQL8MeNlRJxlvFf3j7i+/e6LJUtZEmY7Kosocgyigxx8n6dtWCqZKmAdhyOPJ5br9CdBqRkfH6rxqV2kYOBK+ivkjS/EZABcZ6aWyoZLJUtWiWD/aFL0RK121bRQJIQdWFJ4pX7PYZ+hGOoGIowzWZhTJaJ5y61JPb6LpfbDifjAAmRvAyiJH+/ix3MZ9fLbNYL3D2Z8sxqKadXP66ypdH8DFJIf91SFRlTUzhXF8fwXv8Xk+qXSiatkiFuPCnyfB5goYUWWmih304tDLiFFlroM6NPuovyq9xV+VWl9X4ejKNia/hRwk7PZerHXGoXaRQNdnsux2OR1OlNQy61HO7llctm0cDSRNrrzKRSZSjbIo10OBKkTEWGL1+oz/fRAGZBwruHY26fTPj65Saf26pSMvMqZf7a12ydzZrN8djn9smEB90ZM/8Rs8lUONcocKVdZKlkMvFj/PyitFbQWSqZ7PRcsnx7C0BXBYnSMSROxj7bndm8unimL5yrzZMyBVOhgMIsiAliAapYLhu0SgZpKgyiB90pz6yWWSqbDNyIzsTHC9P53lRGxukk4FLbYRYmvL43ZBYkPAKdJUkz+m7EwI1oFg1un0zYqNsokthQe2tviGMo/B++co57p1P+5r0TjkcBKeDkdTlbV9io2ZxvChNkEkZcXynjRzFV28bRVS4vFdntCyri5zareFGCrsiUbY0rbYdZxRTk2ChBkyWRYooEBVORZK4sFYmTlOORz8CNaJdMKraGpkiYmoxjaCRpxm7fY6tuc225CJKo+8qSjK5KaIosyKpDLyfcipqprsqcDH2R2MtEyipKUl7YrFErGPzNeyd8+WKDOMm4fTx5jIx7ZkpGSQKIKuK4H3M8DvjCVo0vna+hKcJYW61apGnG8xtlTseiMrc7dbENlYqtkySiLiqItS6aKui+u32Piq2xWRcQgijJqFgCiHBWZVytWLhRwr94dpXe1Kdiazzouoy8CNtQ6M4+/H1eNBTaRYNzTYc4rwWWckN3pWLxR08vkSLlqbYph6rC4dDnYX/GraMJli4uyC1N5XTsM3RDfrzT4639IV88V+Mrlxr84H6XWSgSaSM3QldkcR5IXb53t0sQpwRxSs0RydXlsommyHhhAhI4uqCx7g9cutMgT04JSMBmQ9SVt2rC1NrpzZj6PrIkoSpiRywjI0qEkW2oCpdbRZbLAuKgyhJ7k4AkEYCDemQw8mMKhsq5ho5jaFi6wreuNHGDmKOxPz8P6YrYmbR1BbtRwNAUxn5IwxGQClkSx+f9zgwQBtZq1RIgFVNFliTcKKFkaXhRQqto8NOHw/zclnGhWWCpbPL9e73HKpZqfhOi5hisVoTJ9nc3TzjXKNCbBXTGIUkKsyCmZGlUbZ0kP66TNE8D5sm/OM2IctiJJsuoisTvPiWgK0macmWpyFHN5vXdIbeP+/SmEUmaEacZTcfg81sa/+TpJdaqFt1JwHrNFum2LEWXZXpuxF+/c8zDnkuYn2OTNIPcM5Py9+nB0GOtavE7V5sslU3uHk8oWRrnG6KWrCvKPMFs6Qp3T6ZMgxhVkUk/YCBJkjD0fhMhT59UZ4TyoqlxvuFgqMo8pR0/dnNMpmSp1Ao6tq7MU98FQ6Hh6IvXdqGFFlrot1iLT4CFFlroM6NPuovyq9xV+VWn9T4MxvH2wYgoyYjIOBn7lCyNZ9crXIkSZmFCmqYsV6z5UHp3GvKwN2MWiK2zWkGnbCpYmsLB0ONo6FO2NF7cqqIpMruPGHCKLC48C7rCvZMJSyWTS+0iiizNa1nVgsbdkym3jieEiaigaopMlmZIsjBZhm7E67tDri4VudR2GMyiebJgq1Fgt+8+dlEYxhkgqH0nY/8x801XZM41C3zraoupH6PJMiVTA0miVpByomJCkqRI+eaaLEkM3Igf3O/RKoqL/RurZSZBxGbNpuHofP9+H8dUuHc6oz8LyDKROIT3t7CU/P9OU2HWyZIgO8qSxCyMUBX4vWttvnuny+3jMU+vlHlxs0qUiD04Ld/e8qKEt/eHvHs0IYgS/t0XNtiordKZ+Ji6QjxJmfgR11fLvL43ZK/nsl63aTgGiiShyjL1ok5nErA/8Dge+wRxKmqetsbADanYOktlkwtNh+40pKCruGFCydRolwy8KGG1Inb13j4Y4wYxSFCyRNVv6scYusK5us1LF+rcPZnQKhmsVkzun05zAmpKyTK42naQZIm/fPuI7jTk93SFzsRnL6/WnU4C8bplYGniojTLX1hZguWKRd8N+at3TygZKvWiwbWVEqYmnuvRyJ8TgMdeRJik1AsGszDhvcNxvgUmoBKSJAn6pSkMkoEbcvd0ihclTIOIHz8c8KcvrhEnKXGa8o0rguz6nTun3DoeP7FuenbcrVdNXtisoqsKb+8PudQqslQxuXU05mLL4Z/dWGbixZxMXOoFgySFW8cTXtvpc6HlYGkyUz8RsJCSwVLJ5HQSzHcIv3e/y9cvNfniuRo7vRnHI4/1ms25hoOuyoy9mFkOfBD7hSmaIuOYCiVLYxbEgr4Yid01EK9fnIh9wVley6w7OhdahZzKK3My9unPIsI4Q5Ky+bHfcExaRYOqrXO+WaDu6Iz8iNEsxItSagUDN4z5g2ttiqZGkqbMcsKqrsr8qxfX2Ou7nE4C9vouKOK9qSnS3FD7/r0enXEgzKSnmpiawlJ5TJikLJVEorMz9nnYnfEPt065sV7h2bXyfLtuf+ih5q+BFyZ0JgHXV0v5lmEmQA1FHUMVx0gQJUyDmLojHnsYpaSk3Fgr050GjD2R1ARhAJ5RcYGcXiqjSBLrNYtZGDPxY57fqHA88onTlNd3R2x3prRK5v+fvf96siQ7zDzBn2tx/ep7Q0dkpFalUVUAqlAESbCpphW5M93TvWO2vdZj+9L7uA/7T+xrv7aNre207XTPzjSnyaYCSQCEKJRWWakjM3TE1cK12ofjcTOzKksBhSLYuJ9Z0QzMiOt+3Y8fj/OdT/B7TyzjRSlhnKIUjblJmvHdD484v+jw9dPNmWVUV2XuHk9RZIn1ps1Wz52NvYcVV4osIclCcXmqaXN5uYKhCqXywSjAL3LvHFPBLMjfDw/GBEmGpYm5PEweHeOrVYv1hv0pb6NfXTzcUH5C/Nq6wmLFJCosyoosoSvyTBE8DoRKcbVmsFwxWa5Zf9dfY4455phjjr9DzAm4OeaY45cGJ7vLPwux9VVn1vyyqPUe/pysaM8bEmPrglSTJRGev9kscTQKef9gjB+lZEXPY5hkGJpBbxrRnYSYusyTq1XOtB3e2x3RcDTyXKgiFFmeLUCrtk5nEtAZh1xeLhOnOa2ywfWDMR8eTMgBVZZp1YTi7mRh6ccpQy8my+HDgwkAl5YrlE2VsqGyWjO5tFSefcZHv6v/ECFStzVe2Gyw3rB4e3vAzeMJNVvng/0xWZ6LFs2STtXSSJWcziRkWCgVhB1WJYjFIv25U3V0ReZUU1jp3tsb8d7uaKbCS7Ocxw1LRRKLYAXRNHuv6xb2zZyvn26RZ/DDO12hlvN7bNQtypYOhaImiFOCJMfUFM61S9zrevynt/d4cq3GZtPi9vGUG4djfv3iIpMw4bV7A97fHXFpuYyhyhiawt7AJwO6k0gsuCWpyAIUi0GAgRfhhgmbrRIrVZPLRVbV1zbrPH+qzv2+R9+NuN/zkCWxqBfh9LLIOZJEKcP1gwnPbzb4Z8+vUy+JsVEr6fzu1SWqtlDSvbU94L2dMZoi7nvFVOm5MSNPjMvFqkEQpTiGxnrDwtQUFBkkxHkfT0KOJwFjP2Z/6JMdTvj2hTaOIbKvqpZK340ZBLG49rnEYtWkOwmL1l8FXVHwogRbV6naKk+tVrlxNObm0YSdvi8IpbJBkua8tzemXdb5o3cOOBwF/GSrR/8TVG+mJvPUWpWyoeKFKdf2J7PcubW6zT99doX9gc9qw+Ze12Wr0+N4HFG3deI446dbPRRZZLTVSzqT0ENRZA5GIUsVaJZ0YW1HqGh+eLvLP31mldPNEnGSCzLFUNAUiSAWyqvOVLSXTsOEqqUiSyqdibC1SjLIiAZbiRxDVTB1hbqloUoSmioI63MLZYaeKCK5vFwhy3OCOCPJBJFpaiIj0g0TmiWdU82SIPOyHFWV2epO+Z0rSyIjciQyIncHHl6Ukec5HxyMOdt2KBkKS1WRX3er4/Lu9pCLyxXKpkZnEoq8QgkajsHRKKTvRmiqwnLFxFBkXrs/4N29IXkuii/euDfg4lKZy0sVka/pGIRJyv4oIM9yyqbKU2s1nlmvosoiC7LvRtzpTOlNo9lGyFrdYrvnYesqjqGxUDbJ8pydwUlbcv7IfCQhlHBhInN1pcJCxWCr4zIOYoI440y7xF9cO+J4HCBJUmFRlzA1USThRglBLGzHzZLO/a5HSVd58XSD28dTHFND1xQ+2BtxdbnCatXi+tGYGwcTkocYuIalcWWpwsUloX5+Y3vARsNGlSTcKENTJPwk5vZxxDRMONW0ubRc5vaxS8vRMTWFgSfGuiQJ8u2p9epnlgT9quLhhnKzUHLuDXzSTJSO6Aoze7EXPbhPigxXViqcbTvzazvHHHPM8SuOOQE3xxxz/NLg4d3lL4qvOrPml0Wt93k+ZxrEHI8Dlqom/+jJFe50Xba6UyZBgq0J2xRSzqlWiasrFWxN4d3dEaYms9lyUCRJWLCSlCjNqdk6hioxDVO6bkiWw0LZ4IP9MdcPJyiyxGLFpOk8mgFnaDLtss5GQzS8Ho0Drh9OWG/YLFQMLE2lbGqcXxTNlg/n2SmyXFgvBZlQszReOtskyXLe2RX20J4bsVYvUbd1wlQoWw5HAbIscabtsNawibsuI0+QcCctk7WSxsiPqZoiLN+NErZ7LmaRVzfy44+RgSdIc0hTEcBv6TJHk6BQ/qlcXq7w03s9slyQhSBx42jK8SQkSoTtEglMRaZVNtho2Dy/Wef9vREf7I+4vFzmeBywVrc5HPn86G4PL0xYa1joqkTfjbiw6BDEKf/hzR3qlkGzpNMsGaJ9Ns+p2hqSJBWNtCm3jib842dWWatb/HSrz+LA5IXTTd7dG7E39FFkiTjNiKIMUxOh4SMvQivsgq+cb5HnOW/tDFmrWxwMA/7jm7szUnO5anJ2ocyLZ+pcOxhjajaqIuygIhdNYrVmsVKxqJXEuU2ChDTLZhlzTUenZmts9zz2Rz5pkhUL2oR6SedUo8TIH9J2dKZhiqmKUoyDoU+c5gRxSslQhUpRhm+fbyPJEm/vDEmzHMcQuX1emM6IyY3mEs+u1fibm50Z6fowZAnOtR2+caZBkuVs9z3u9T3GQcyZlkM9SelOA8Z+gm2o7A99xn7MekOoXc62HX58p4ckCUJ05Mc0Sjo7fR9dERlrAy/CqlozZZ8sCXtgz4345tkGt46n3OlO+cbZJlkuvlvT0em50ay1VFhFhcL25HsoEiL/SxU5bkmcUW85OKZKw9Z5496QoRfx4ukGixWT60cT9vs+QZzNGpRNXeQxvrDZ4FTT5n7PxYtSvn66jhelPH+qTprD4VjkJnamIW6QoKlifhIKvTFnWiVURcJUBeE89CJ0RShTJ0HME6sVzrZKLJRNOtOQqq0RxBlRmuPHEadbNgtlgzvdKXc6LkGUcvNowoW2UxC4EntDQT5mec4kTFgo+1xcqrDVc9npe0WBi3jH5IBjqKQZjH3RpDsOBCFl6wpXlit0JgHH4xD/IaWYqckslA3aZRNFlrjbcbF1lbKpMvLE/XCjggxXZVaqJkEiCPekyI+rWjqyTGFPFPb6nb6PY2qMfWEVX6yYvHF/wHrD5sXTDZ7bqBMm4tnWVRHmrynid390s8OF5QpLZZOdoY8XJySBeC6XqiZRKgpMyqbKhSWHZkkv2molqpbGWl0o3+YE0afj4YZyW1dZb9gMvIiBKzZAHt5bU2SwNYXnTtV4bqMuSn/mmGOOOeb4lcacgJtjjjl+afDw7vIXKTf4u8is+WVR6z18HnJhGbQ0hSBOZ/a0KMnQVBkJCVtXeXKlypXlMlGSs1ozUWSZcRDhhSl9NyJKcp5Yrc4WsHHx+1VTQ1dF/lTfDak+1GDadgwGbkTJUDnbLuFFKTcOJ7MF7wlsXWG9YXOqafPEaoU7HZeB9+B+r9YtBm70sTw7CQgSYc3aqFv8+qUFxn7C7f0RYSraUUd+TJRkXF4p89OtPuOiMCHLcm4dT9AV8bvXgmSWRZblOYNCCfPMeg1DlcmyXNhdi2bWuq0RJBlhnD6igpMlMDUFsyAZJkHCUsVEQjTJTsOEa/tj2mWDoRdx53gKklDuaIpMjshMC9OMg5HP8Tjk4nKZJ9dq7A89jscB5xYc3t0b0XcjPtgfUysWyjVb5/yiQ2ccYesqv3NliZ/e7XO/76EpwgIFwpqmqwpuKNRiXz/dRCbHDVOurFQI4oQLiw4vn21xt3sfLxT3SpIQ7bGFoq5iqTy/2eBez+Ot+wOurFQw2iXiLMNQhK1xGia8fn/I2zsjvnW+xTfONDmehFiqTMXSyIGNhs2FpTKTIOF2x+Ve12USxGiKLMipPGezVeJs22GtZvHenrDwneQnvXHfpV02ON1y+OlWD8dQWa7amJqCbajYhrgviixjavDNs01W6hZ/9PY+qiLPih/6bkRnEqIV5E8Yp5xpl5Bk+NvbvUeeMQk41bA52xZZitt9H1mGcwsOp5s2PTfiXs/lnZ0h01CUh/z0Xp+hF/P10w2eWqtRNjWOpyEDN0IvCgrOtmXWGxb3e6JYQ5JlojRnqWLOlIuKJDHxY6ZBwtCPeXK1wiSI2R8GlE2V1ZrNJEg5HPnoqlAcjnyRE+dRqDdz0Yjsx+DoChtNm7WaRdlSGfkJx+MAXVXouzFZnnOuXWKzaePHDyx1liZUe1me03djJEmmPxVzhSzBE6s1vvvhEX/y3gF1R6du6UV5Sk4YC72trkoM/RhFEmTX0+s1/sdvnWF/6GPrCitV8fNplrMz8Lnfd7l5NMWPUlqOzv5IlDKcW3C4vFzh4mKZ1+8NuHEw4bcvL1E2RRmMrauzPK6KpdFwhO15f+CTZYJws4pGSnLx/WQZJFmiUpBfPVeQzp1JQNMxuLpSRVdliiFKlGQcjgMORwGdaYCmyPzahTbtssHuwGcapsJ2nOYcjILCDppALmHpMl6Y0o0jLE1hsWJQNTWmYcpW1+Xp9RpDLy7mwQebEXc6LhsNi7MLJXRFZEjGacZB0Ur94rkmMhJ/c6vD3WP3sfPuRtMSeY6SxMXFMlGSUTJFKcA8l+zz4aMN5aamsFy1aJZ0JmFCGGekWYYiy1i6zKWlCl87Vadm63/HZz7HHHPMMccvA+Zv2znmmOOXCg/vLn9e/F1k1vyyqPVOzmMaCHXQwIu4eTiZlTAkWUZnEhY5RYL4snWF3jRmqWpwul1ifxhwr+th6SI76mDk89b2gIORaHiTZYk8B1MVKqgzbYe1urjeJw2bnWmIrko8uVrl+uG4COr/ODl5QszdPp7y9HqVJ1eryBKzUoqyqXF5pcJ7uyMsXZnl2Z3YT3vTkFNNm0mQ8KcfHDH2Y5arJoaiEKUZ232PzWaJH97uAhTWOyCHez2XqysVqrZKbxoh8SDTLUtzlqsmuiaIsXbZ5IP9MV6Ystm0OeMYgpBKMyZ+zNEkRJYkssJWGxUB/AtlgzjLaTs67+0NRd5cYe3UVaU4Xj6z9UqIdk8RzJ5x/WCMqcpsNGxGfoymytw6mnBhscLlpTKLZRMkQQC0HZNr+xN2Bx7nFsp857LGreNJQVhKhdoqZ8HROd0q0XJ0VusWfpSSk4v8uSjl2sGEqysV/h+/fYH/9NY+N44mtByDkqEyDUWu3kvnmuwOfF7d6vKN0y02mjajIEGRYa1hM/YTNFUiSUXA/NiLyYDnNxv0pyEbjRKvnGvRdAzudKb87W1RHiBLgtQxNakgjVMG20Pe2x3x8vkWz2zUWK2bqJKEIolW2O/f7HJ5pcJ3Li+y1XVJs5yoUNjluSj62GzaXF2pULd1/vzaIeMgpuWYs3E49ERmWJTmRKkgKmoljcVYFAucWC/XGxZbXU+QxMV4j9KMNM4xNZmtnstu32cUJBiqhKWp2LrMtGj1/fHdPnc6U75zaZGWY7DRtDkaC6vsjaMJF5cqrNQs9oY+UnFeFVPFUGX6bkSjJBRuAy/iNy8u4IYJf3HtiN+9uoSllzjdKnE8CTBUiaGfEBb5iCVNwU6VR0gYCWiVDWq2xsXlMgslg3s9l6WqyXu7Y757/YiXzzV5aq1GxRRNnGmeoxSE8TiIeXd3yN/e3ua3Li3y5FqVvhdiKQqHk5DuNCLJcu52PMDjynIZS1OQJAjjlO4kYbf4nhVTRZVlzi04LNdMRl7MreMJ5xbK3O5M+IsPjkiyHEtXCqWYeFbdMOHtnSEf7I34tYsL/M7VRX5wu8fIF8SmqcqkWcZixSzs9TIDN+JoLMjPcZigK0Khu1qzUGTxmXVLn2UGnm45/OkHB1xeLrPZLFG1dZoljahoP1Vkibotci+DOKPnhsSpsPlXTI037g/JEOT6wSggTDMWKwZxqhOlGRJQtjT8MCFHYhwk9F2RKXY0FhmAJ8H9Azd+sBnR91BkCTfMcBEyK02RaDo6F5cdbh1O+asbnRmJ/th5tzPlW+eaXF4uoykS5xarX/SVMwePbygHhWYxx89VhXPMMcccc3wS5gTcHHPM8UuFj+4uf5oS7svMrPHChM40ZPxQy2jFVGk7BvZjyg9+WdR6tqGy0bA5GPncOpo8YtsECJNU2BEzHiG+NlslGiWdoReL4gBZLIpvHE559V4PPxL5RJoqoUpCTRUkKdOjhJ2Bx4ubDa6sVEkyYYeaBAktx+TagcgpSj/joqR5zo2DCU3H4MpyhelDpRQ1W+eZjRo7fY/dgU+a5ZQMlUZJZm/o40UJ1w/HGKpoglXlgmXL4Wjss1I1eelsix/c6hREl4Rc/NebRjRsg+NxWCy4oWZqPLdZA0CVJJHPZav8N0+tkOeCBPCjjCwXIfe2ruCFKbc6E24cTgmTDFWBqytiHGqyOJksF3l5+yOhmIrSlCj5eJbUwy2jcSraSEUTK0SxCIQ/3XLI8oy3d0bcOZ5SsTUWygYjP+bG0ZTrBxO+faHFHzy7SpYLG12cZBiaQsPWqZdEM+db20PuHE8ZeRHLdQtFlrl5NMFUZb59cYF/8eIGiizx+r0+Wz2PkqFwplWi7egcDHz+8Nk1gjjj7e0BXpTSLhtMw5T390bC2rZYLgLJU/7ozX2+fanN8ThkoWzw/GaDP/3gkNe3+jMVjq7KqLIILJcl0bo5DRPiLOd7N8X9+4NnV5DI8aKEhq2z1Z1yMA440xJKrdOtErauslq3kAFDU0izjPs9j+2+UFDWLJ04TbF0le5UtHwaaqGUU2VURaY3FVlthiaThsKa13YMosJ6eDT2qdo6piZzfrFMZxzy3v6IUw2bMy2boRdTsVSRPWeoyEjoikRJ17jbFUTdxcUKEmM6k5BJmHLjcMz5xTKXlsoz5VV8Yh+2NGxdRZaFbddQZf7TOwdoilADqrLEE6sVdvqisXWxIjIdgzhFkkRLbW8akSNstzVbRyvG2OmmjWNqyLL43tsDl3/41ArTMOE/v3vA2E+KchVBqqZZTsVSOdN2+EdPrXD9aMxyzWSjYaMo8Ob2gIqlidbPUcBq3cZQJdwwJctydEVhuabScHR601DM1xK8utXnO5cXCqK7xJ3OlNe3BjimNrvuIFSsWTGnqLKEIsv85E6X/EyT5zdrTMKUuiKx2S5xv+fRnYQcjHyeXK3Rd6PieiiiRMZQkSUY+xGWrlIyVM4vlTFVkad4qmlxru1wdaWKJsv89F6fv74+ZRI+mKPKhsr5RYerKxWurpQ5HAUsV02Oi+w5N4iJMxj68ez9cPKcyxKUdIUoSbnf9R/6jiIH0Y1SLE0BUoIkm5Xr/PqFNiVDJSxao1VFxlJlgjTl9XsD3t0dYajyjJDOH7JCqgrUSzp1W+d4HHLjYIqMKKOpl/RPfM/N8cn4tIby8lxVOMccc8wxxydg/maYY445funwuN3lh62eX+bu8iSI2e557A0/+TirNYuN5seP88ui1ms5Bm/eHzy2uCBO80cWYmmW89b9IU1b54mVCp1JSNkUFpp3doa8utVHkSVsXVicTux8UlE2oMqCOHlnZ4QsSzy9VpsF/g8Km2WtpKNHSZE79uhCUJJFg6StK9i6OmvQXKmaj5z34xY3miyx2bTJoch2MkmzDD9KMTWZy8tlvCjltXt9Xths8J1Li7y61SNM8llG1sCLWK5ZNEsGXpziGAq/c2WJc+0yP7rT51RD2DsvLlVww4QP9sf89fVjxkGCqkgokrAPn207XF6qcH6hzI/vdFmqWrQdkalUszWRBaapuFFClAiV3OOQA2GSEyapaATVFaFaHAv767uHAxq2yU7f488+OOJoHKDIEpeqFTJyJElio26xUrdIcvjP7x3ihwlpkRElAbYm860Lbdww4WDo05mGovVUktFVibEfM5Ukrh+MOR77nF8s863zLVrlCUM/4cnVCvf7HqsNi+NJyP2ex/2eK8i9kkHZUGb3Zbvv8db2QKgkmyK77lSzxNCPaZdlPjyYMPRjlmsWNbtQWaU5GYKUqFoaaZoxChJh2+1MyPKckq5wPIkI4pRvX1jgh3e6HIwCkizHUGWeWqsRhAmjICFORdB+muXUbA1dVTA1BVmCnYFPdxpjavLMIqgqEmmWcafj8uJmHVtTCArlmKrItByDzjTkft/nKVvndLNEluXc6bi0HQM3TNEUcZ+jJONgGHI0CpiGCRVLw1BlKpbKjcMxVUtlpWahKjLaRBD+7+2OaJcN2mWD1VqRjYeEH6V4cYIbCiLm1a0BNw4ngkjSVGxNxtJVvnm2ydvbA4ZBgq7IlAwVVRbZYxcWJKI0xY9TjsYhqDIvnmmIJuE8w1BlDkY+5xccjqcBr93tMy2aOh+2WyuSIDZ3+x4vnGlwfsFhf+TzitGiOwl5f29EmsFzp+osVYWi78P9KW6UICFssI6ucKpl8+RqDU2ReO1en54b8fLZJmcXHQ5uBsI6Hiaosph70zxHlcV90IusPxBkdhzlfPfDY/7wuVUWikbWi4tltgpbe6OkoyoSBwU5Zto6fpQyKppNT6jwmq3zyrk2N44m+FHK+cUy//yFdb5/q8P1gwl7Q/+R8heR75bwTqHE+/0nl/mDZ9fY7rskSUaUZoxD0ZJdtVTcUGxmiDZnMa6iJKNm6UTVnMNxQJ6DF6cYkSBxZF15ZI5wdJXNVuljNsajsc97d8bFfCxTtXRKRkaYpMXcn4vn1NGJk4zeNGLkx9w8mpJkGVVbQ5XlT33PzfHp+KSG8jnmmGOOOeZ4HOZvjDnm+HuIL6rW+vuIr2J3eehFvLsz+kSlXZzmdKcRPTeiN414ar36yALo70qt91EcjQP8RBA/DysuAPKP2EAlCZYqJsMg4ngc0nR0DFVmu9/jtXsD8pxZfpIsg6GKxf5HkQPv7IxYbwg13zRM2O55ZLlob3zcQlCSRUi6oSqoslDVZTls9zyeXH28FeqjixtlFqYvco0USRArcZpj6SpZBu2KyfE0ZL1hUbWWuN2Zcr/niXyeBOI0ZbVm0ijpnG47XFkuc/1wQt8NiYsF68CN+F/e2KVZ0lmr2/hxgh9nxbUR5MveyOflsy3+x2+d4cPDMT/d6vPbV5cwNUVkgekyUZyQ5dmMOPgoikx+8lyQo1lx/eMspWQoLFdtfro1YBLEkMNy1SLPxXc3VYXOOOCl8y1uH035L+/tE6WiUVVVJMjB0hS+c3mBn271+NtbXZ5cq3FpuczewGehrBMkGe2ywVrdYujHvLs34k/eP+R3rixxul3Cj2K6k5CtY5ftgcfdzpRmSRBF3WlImomMuZWaxdEkYOgJS/bt4ykXFh1KuiFyCXWV9/fGXFh0qFsakzCmNw0FyRSl5Ih7qMkSVVujaqus1S0WKwZ3jl2+faHFNEz5wc0Ol5crrNXXeXdvxNE44H97a580g6NJyE/vDagYKqausN6waDoGQy/mw8PxzB4LorF2GiTIksSFpQoAuwOfK8sVnlqr8epWD0UWJmVNkWc2ZlWWaFdNPjwYUzIVgigriPuMF083CONMNFwmojhg4Ebc7kw4u1BipW7R9yJWqhYSgvgpW6I5Ns+h70aossTpVomBH/P+/gg/zlBliSjJ6bkhYZJSMUWJhKlrHI5Fflq7YvLhYYfOJCRIMkxVRlOEQrRdNmiUDBYcg+WahapIfO/mMU+sVgmSlLKlcetoyvdudkSzrioalLP8gVX6xCo8CRP+y3uHfPtCmwuLDmmWEyQZXpSx2bI5HofsDTxGQUzT0ann2mx8y7LE0EvYG/ZYLBus1m26k4AozWnYGnsjvyiXkB5kOqYpVUvH0BSyDKLkUWIwy3OOxwHlc01+eKfLr19a4PJSmbudKYokk6b5bCNl4EUcTwXZlec5aZ6jKTLPrNdIMtFgPAlj2mUDWZbojENMTaFVNjgcBcSpIPJlSTSglgyNiqnSnYbc7kxwwxS9aCY+KYcwdVF0MS0IuRPEaY4XpSxUDBxTpe8KYsyLhHpRzKOfvdE09hPudd1HVM+qLKPqYn7VFLGZcjwOZ0TfCba6Ht8808CLs099z80xxxxzzDHHHF8e/utYqc8xx68Ifh611t9X/KJ2lydBzLs7o8+lXstzZj/37KnaI9f2q1TrPQ5emLA39LE00cbmfKSNTSqyk8RiXGW5ZmHrCtMg4dbxhJJRx9REoHrF0gjjlCBJyTJhifo0I2maiYwjSRIKr840eOTfH14Ifho6U5F7dPJ9Po1cXq2b3D5WqZgqXpSyM/bZHwbEacZSxcSNUg6GARVLZeBGrNYsLiyWeWKlglfYas8vOmSZUOxVLZW+G7PVdSkbKrIkceNANIKu1EzcIMXWZTRFw9QyoiSbKQN1VebGwRhbVzjTLhGnGWs10WK5O/CRJIn1hsPeKESWIU0z4oJsOYGEIHXUwpo2DRNKhsJGo4RjqIy9mFfv9nhmo0bD0Tkah2QFcWCqCmsNi3e2h9w8mrBUtZiGCZNANGhqisyZdglZknj93gBbV7nXdQnjjJWaCPqXJYQtbRJy/WBCUNj+/o93D/jD51aJ04yhH3E8Cbh5NBH3axLQLpvUbV0o+OKMJBPqr5qtEyWCeN3qujimSrOkQ57z1vaAqyui3ONwHOBGggBTFJm0yMbKcjGWDEXmXNtko2mL7D5XhOBfXa1yul0iy0TLZJrlDNyYrZ7LmbbDOztDYc3T5CLYPmF74D9iZzzBJEiomAqnWyV2Bz6qDDePxlxdrfL+/oggFsRg3w0LG6OEqYpG16EX44WieAIgiFPOth22elMM9YF6SZaFDTPNcs4tONw6miJJYOkqaRijSoVlsGh6PR6HeO2Uo3HA0TgkzXJeOtskzTLudT1UWebKSoVTDYvDcchfX+9w43DCi6frfP1Mk8NRwP7AI0yFqtKLheLrbMvh2Y0akgR/9M4+Iz9m7EeoskwUZ/zkriie8GORtagVas+T0oE0z2fzmiLBq3d7nGrYIndNk3lqrcrBKODW0RDHUImSjGmYospi7kmLrMQTJdnQi7m46HB1tYqlK3hxih8l5JlQO6ZZzjQUGYOTIMbSxD19nJLUixImQcLAi7l+MGGxavKt8y22ex6SBE3HICrKEE6eXVmRsRWJF083adg6P77TpVU2WanZ3O97fLA/ZrVm0a7IjPxIqCKL8SAhYWpiI8gqchT//avb/NaVJZolnSyHrZ7LtYMJVVODRdE4OvAe3RyJ05xxIEo7BNlsoshio6ZdMTA15TM3mgZuxOE4eOy/SRIz8u1g9PGf2e17RKdqs7y5T3vPzTHHHHPMMcccXw7mBNwcc/w9wc+r1vqi+KpUdl/Wcb7o52z3PPZGn986CkLl1urrXFl5VK31d5kF05mGRQA0j21jq9saUyfB0hVsXWHkx9w6EkThVsdluWrRdyX2hj7TIBah55rONIhJiobAT4IkgR+lHE8iZJiVGnxROIaKqsh8sDf6GLkcJSlhkuEYIuNrs2lTszXcKGGn788Uf0L1JVMxJUaGwu7AZ7/4rJOsO1mW0GSZ9YbNraMJErBQMdkbemR5zpkFh+NxxE7fQ1dkLi9V2BsGvL83wo9TFEkqSCtp1taY5jl7o4D/+2+c4w+fW2Nv4KPJIuvpXs/lykqZn9zpkuU5qiKzVjdxTKEATLKMaZByOA5Is4y0UL1IwOXlKkma4ydpUfYR0igZdKchSpEttlAxud93+fHdHlkGlq7gGAoVSy2y5RSeWa9x63iKLMn4sVDhxGlGu6yTU9hUJbh5OJ2RbwBJlnP7eMrL55rIkkRnGpKkYjyk5HTdkFMNG1MVpRXdaUhWqBJNTSZJhYIqSjIWyyY9N2KhbHL7eEoOnF1wGPuifTZORWZVloFjKiyUDSqmhhclvLszRFNl7hxPidOMG4cT9oaiDbNVNpBluLxcRldkTrdKVF7a5MbhhG6hhps+lNv1ODy7XidKMu4U53W34/HMWp2vbzb4wa0OsiTIoijJsHQxxvxIWDqDOJ0pxF443cTWFcZ+TNsxOd202R361Ir21+uHE9YbtigCCBLcMMErFFN28WxOixZdx1DQFZmGrTP0I84ulNgbBmiKRJpJvLDZAEni1bt9vnfrmDyX+LNrR6IspO3wrQtt8lwQV4osoysSo0Ao6q6uVHAMla2uhyTJKFLKfqHuUmQJOc+Lds2c+CP0uyyJ/yRJIs5yDsYBiiRRMTSOxgGv3+uT5TlulNJ2dHRVlFGMA/GMRsUzrSkSZUNkvOU5KDJ0JxGOoVGxNIJEkIZyYXvP8pxpmOKYqiCxHjqnqqVi6Ro7fZ+FisnNowmOobFaN7mwWGHoxWx1p3SnISs1izTLZ8/OmVaJLIe/uXEsbJ6mxkbD5vs3O9ztTMWc0CohSzJLFXPWWpwXc9/ET7hz7M6ejb2hz29fWSRHKEDzXGTA3T2e4qwLosv9SEFCnjMrytBVQdivNSw2W87nmju9KCWIP04u66pESVcJkpSeF6EokH6Eu3QjQYiWDI0Tayx88ntujjnmmGOOOeb4+TEn4OaY4+8Bviy11uc91lehsvuyjvOzfM6JauyLlCdAcW0HPptF6PtH8XeRBTMOHrU2gSBeTtrY4jRlb+CTZDn3u94jNqQkTcmAgZcQxCm1ks79rketpFE2Nbw4nVlFH4elioksSYy8mFZZp2bruNEXu65lU+XKSoUP9kfCqlr8bhCn9N2IofdAzffm9oAXNuus123CKEVVROvoNEhIshw/SgtFl4ZjqEyChN2+eBZONUscjQJqlspS1aCkKxyOAr577YiNZknYMGsWB+MAWZGp2hoHw4A8zzndsulMIjrTEC9IZgSAqSm0HZ12WbRJrtctTrdKRXg9HI4DdEXh959c5vrRhNMtB8dQCB4KUTdVmWmYcqcz5W5nSk7Ob19ZouXojIMY8pxTTRs/TikbKis1m62OIKMqlgjoP9d2UBSZLMtmSiBVllit2SiKxPt7I0Z+RJoLxZ2mKgy9mLW6jaHKuFGC9xhl0e3jKb//5BJqYcc7ISAUWSIqwv51VWYaJoXFTrSaWrqKrspkeU4Qi3w+21Dw45S3d4bk5DRLBosVk42mjqEqhEk6s9b6ccatI1G0kOc5Xz/dENZITSLL4T+/u48sSbx8rsVixWTsRdQdnbsdj1Mti59u9bl2OPnEMafKQtb18vk2q3WTH9/tF+2UEmGa8dbugOdPNaiX9Jl1OUe0F2uKhB/leGEilGyaKK+4sFjmaBzQcgxUVebCUgWzUEcdjALe3RuxUrN48XSDIErRFYnjKKHrpsRJXpD0CpoqsTP00RSJp9aq2LqCLMkcDCdosswTmxUuL5e5eTTh9ft9klSUE8iSxM0jlxuHU57dqKGrsrAypxlDP2Z/6GNpCjVL53S7xA9u97B1RdgyJwG6KhcqQakg2j6i1JSAk9bgXKg/jycB4yCmYqqPlKgEccreMKBkKDNSTZIeWKzVglQb+TEHI5+KoXG7MyVKUzZbNgfDgJEfo6sySBJJmjENY2xDKMKOJ6GYOwyVc20HL4zx4xRbU3ir73FlucprW32eWa/xT59ZZW/oszcKCOMETVEomypxmvHW/SFvbQ9BEhmAJV1BU2WhqE0ygijFUBVevdsnL+aqk+8XxCkjX3xnTZEwNYUkSTE0mSzLMTVVkNVZztCPOR4HbLZKHyPgHkaS5ixWDMLHEGqfBJHNiVA7S8JyrilS8U7IOR6HYq6RZXRd/FyUCmmzJFOMnUc/87Pec78KERhzzDHHHHPM8YvC/E05xxx/D/BlqrU+DV+Vyu7LOs7P+jkPq8a+KEZ+TGcScqr5xafPX8TCJUk/fbGmKQq1UtEc+RgbUp7lpFnGzsBno2FDC7a7HgANWyPJ+JgP9SRHbqFi4EUpSSa+S6Ok44aCAPo8UGWJJ1cr7A18vChlpWYBwlK2N/A/lmdnqApv3h8y8GJePNPk//vaNjkSuiITJikdP6ZiafhxioxE29H5zYttVus2NVtlEgiCTpNlkkzkOTUcnShJ2WhayJJEmCSUdJXuJGR/5HM8CcXPlQwWqwZx0QipFHl2aZHldP1gzNl2ieWaxcCLyDOJmqnx/Vsd/tuvrXO67fBX14+4cfj4NsXLyxWuLpcxNYVzC2X6bkTd1tgdBnSnIU3HIIhTmiWN5UqLp9aqIo+sbHC65RBnYpFt6zJhnHG/7+EYCpNANGs+GA8SRTwc0kl5bEF8eVE6y7gCZiqtpZolCJpirEkSGKpMVuTWgcjEMlRtdv98BElTMTXUIofqYBQQJhmyJBRz3WlIxdI41bCFMkmVORyF3O1OZ+eQ5nA8DanZGj1XlEfkOSiKUOW9sFmnvlbh2sGY9/eH/Mc3d5h+AslhajKnmyXWGxZtx0QqWjg745C0ICK8KGVvEDD0jvi/vrwpGosNhQ8PxjiGimOI1swnVqus123OLZSgKLDwImFJzbJcjDlLww0TFismYZzy+r0+v3lpEUuX+eP3DkWxiCJUlZ1JyIunGzQdg/f2hoy9lD94boUn12r8z6/eJ8nh2Y0aV1cqxGnO+3tjckRBipyLZ1hXZJbrNlGS0ZmEJFk+K1FZKBtMgoTX7/f5R0+vcGnRwdRkwkTYqtuOweE4ICruj1TYTx9GXmTC6aos2mFj8buGqrJQMXh/v8h6k5g1I499ob41Cqtqkub0oxS/UH09tyGIxzSFez2P9brNesMmA6ZBwtCPIBfEa2cciuZVzcKLUk41bAxNYW/g8byh0HcjvEjYXr9xpknV1nhzZ8BP7vY4GofIEoSxICzLlihSeeVCk3d2Rwy8iJKhEhR5hEiiAdbQZJolnXt9Dz9OiZKMtLiulq5gqnLRsgwrdYs4FRsB5xdKfOfyAn/14TFJlnM4DlmrW+iqVJQxPAoJuLRUpm7rs5zCz4OKqWFpCmGSzZ7ho3FElGZUTJWtrkuUZCiyJBpgdQVLE2SrWpThPO5wj3vP/SpGYMwxxxxzzDHHl405ATfHHL/kGLgR1w7G7A58sixDlsVCpmyo6A9lDX0Un7WL/VF8VSq7L+s4P+vnfG2z9ljV2OdFnIqF5eeFFyZ0pyH3ei73ex59T1irTu7fz7twUZWPK9S8KBGL0TCZZY5pssITq5VCdRLMihaQQCvUL9t9j/W6RXm1ytCLkGUJXZJm+VmaItocGyV9ttjL8hxLEwu7silsoiCsV2GS4oapCE7PRGPnSQmDIsPV1arIS+pO2WiWgEI9M/AfS+JpisTRWCh2vnN5kcWqxbX9EY6hUTJUhl5MUCjFlqomv3GxTZLBVmfKa/cCIKdq6UzDmO40ouWIttNGScfWlIKQkonTmMNRwN2uS83SyfKc7b5HxVSxCxtiFKe4QY4sCwLlYBRw/WBMbxpRNVSGYcJCxeT5zQZ/+v4hQZxSMjRW6iYHw2BGJHlRwo3DCWGS8luXF7m8XOHtnSHNko6qyJxqlijpKjePRBvo02s1TrdK5MBbO0N+fLfHwVCcK4hxdXHJ4exCmfNth72hjyxBBuiyxFrd4uyCgyI9ULGBxOlmiUkYzyyDJ27UvhfNfuednaFQJSEaMZMsE6RTlHI8DmeLfFtXZ9bUC4sOmixja9KMwDuxNeeI+U2ovCRUWWKn75Hn4nwVWUKRRPaYY6gcj8V1u7RU5vJKBVmS+MGtDnkO7+yOCB+T8wZCFfTy2QZPrtaEUinNeHNnyPWDMUeT8BFC5YSgXKtbvH5vwO7A48XTTb5zaYGqqeHFou10uSKIOU2ROB6HTMKU20cTjiYhliYs0Kt1i5IuAvZtXUVTJG4cjfnnz68jSxJvbA+5tjciSjIuLpVRFYkgSvnGmRamKnLQru2P+KfPrtKbRCBBkuf03YibRxO0wuLuhgm2rlK3NVRZ4tbxdGZrzHPR8lrSRXHD0SQkTDJ+98klLFVBkYSS049SFisGPTciTkSm30cVcCfNqs2SLgpaNAVDU/DjhPOLZX5yt48bJmSF0lIqfi+MRauqG0qzJlNNEff73ILDOEioWipZmjEJYjYaNqpSwo1Shm40y/rL8xxLV1gomzMV21bXxdSE5XoSxqzVLL55tsXxJOC9nRFIEiMv4faRsFjnMLO2Xj+Y8NLZJs9u1Hhre4ipKkRJjqWJ8oqqpdObhpRNlfW6hRsl9KYRkiJRNlRAIs0zdFniynKFsqHx7u6Q/aEPErx0uk3ZVPmzD44Y+0KlZ2oKUfLo+0OWBPl2ftFhEsScaZceO44fh4ajs1Q16UzCR4oWqpZGlGazuTvNcqaF9bliamIed3QqpvbY5+aj77mvOgJjjjnmmGOOOf5rxZyAm2OOX1JMAmEbOhgGvL0zwA0f/JGsyGJRWbN1GiUdU3s8EfdF1FpflcruyzrOz/o5a2PzM1Vjn4XP8/uTIGZv4DP2Y97dHXHtYDxTGnz0/sVpPlu4nFt0GHqioTRMUwxFoeHorNdt6qWPL2gqpjqzHE0DYek6GIX0vZAoFhll0yBGlqHtmCzXLC4vl0X4tyJTszTiNGe9YXGv63Gn67LgGKw2LEqagq4K66AiC6XZybHGQUKeQ8vRaJUN6pZOtfisxYpBnGb0pxF7I4+xnxT2s5ySobJRF2TjqYbNOztD0dxZEDt9N2L4EXWirgqLlypLpHnO0BNKjFfOtbhxMBF2NUWcn64o/O4TSyxVTF6/N+BPPzgkTESo/FrdojeNSHNhgQR4/V6fy8sVnn16hTARpMXEj9gf+aJkYhywVrN4YrWKpkiESSaaFVVZ2EnjjLudKfsjHy/O2B64vESTJE7QFJkkyfjza4eUDY1zCw7n2g5nWg5hkpKmQjlm6UJN9jfXj9kdeGy2SuiKzBv3+3z32hFNx+TSUpmLS2WaJYMbR2Pe3x1j6goycLZdYq1usdV1OZ4EvLM74sODMf/yxQ3W6tZsMX5+waFsaoz9hMORz2azhK7JdAtLn1KQwaWilTEtGlW9KOX8orA9Rkk2uxdJYWdTT6R0gCLJM0ueqSucXyyTZDl1W+OlM028MCkI8Gy2kJcQirq+G4Ekocgig07KchRFkIM5wm6tKxIvnWlxv+/zvRvHZHlOmOSfWBZyadHhf/jGBrqqEKcZr98bkOU5Y1+QjcKqmRGnwh7ZdAye26yjSjI/vNOlbKpMghgv0um7Ea9t9anaGn034mgS4kUJNUvn/GKZl8+1+PNrh8iSxMCLGfgRFxfLrDesgtgV5RfbfY+jccC3zjX5vatLRZFFSmciFF6bzRJ/c6PD/tCj6eh843STc22HV+/20GSZcRAzDmIMVeT9VUxB5kdpxtFYFA2YmlxkuYnm3r4XM/BEw2ee5zyxUiVDNP6uVE2uH05oOTqLZQM/TmeFJScZdydtmqYmiMGjccjVlSqGqjAOYsqGyq9fXOC7148IonRmd34YaZoTp2mRT6bw65cWaDo6bpSw0bB5+VybrisKWQ7HQnm6WhfK1Jx8VgqTZsJaC7BUNVmumCxVLGqWTtPR6UxCvnejw8gXTay6onB2weHm8WSm5s0RZP9f3zjm1863efF0kzzPMVQJSZK4vFxBV2SGXszAjwniTBD9uopRXOswSVEVlbWaTdMxuH444dmNGn6c8cHeiFuHU/7wuVX+h29s8NOtwYysP4GlKSxWDDaaNnVbZ+BGOEVm6OdF2xENxrePH1U4S4Ut9aPIc/F3gaZInKqXMDXlExXLJ++5rzICY4455phjjjn+a8ecgJtjjl9CnOw2T6MEL0weId9A/GE9DVPcyMcNE1br1mNVbp9XrfWLykT7RR3n5/mcw1GIpX+ycvDz4HGqs4cx9CLe2x2R5jk3Dyd8eDB5hCD46P1bq1tkWc5fH455d3dIw9F58/5wZkUqGTIbjRKXl8tcWa7SemiB1nYMqpbGnc6UG4cT7vc98oeGS5JlJHlOHsPROERXZc4tNLi4pOFHGceTiJaj8exGvcgDE/awg0FAxdI42y6hKRJRmheKpwffRJLgTNthpWZh6SqrNYv7PbcggkJsU+G0WiIoSCulKCfIckE4Ho9DDoYBdUenO43IcpgWge0neUaKJGyISZqTpKIh0VRNjsYBz27U+f0nl/jj9w6YhikrNZMnV6vYusrf3OjwvVsdgihFkoRV0zFE4+mwUAGebTus1EwmQUx3EmJoCr1pwNAXqkVbV7nYEMHt97ouQy8iLtRSpWK8m5pMyzFolHQcQ+VOZ4IbxjQdk+/f6nA4DnnlfJtbRxNuHk0Y309olHTKpoKmKGgyJLmwezqGyvt7Y860yyxXTe71XaZhSpqHnFtwqJd03t4Z8ucfHBKlOXZhu0vSjPWGzdm2w2bL5trBhLEf87e3u/zhc2s8f6pBnGZMo4StrosXpUyCmMWKSQai9TYHJRXNtY6hstkoCcWOqjAJE+q2xm9eXOAnWz3SHLIsR5YFwaNIopG14egokkReZL89d6qGJkt0pyFulHB1pcKgIK5uHU/wopSyqVK1BLGc5aArMhHCBpnlOTVT4+yCQ3caIknw3Kk6+8OAd3YGM7txmqcfU7SaqrBER0nGa/eGXFxyON0q8bXNOnc6LmkGfpxyr+uiKzJNR+X8gsPzmw38KOUvPjxGU2S+cbpJmuX89fUOkpQz8GJ0TaHlGFw/mLA/CgCPO8dTnt+s851Li7y5PWDkixw+ENdUliQMVeW5jToTP0GRBeFoqwqmoeBHGbeOJmz1poy8mNvHU3RNZhKm/NWNY/7hU8s8uyEIjXd2RzRLOpoioyo6YZxxOA6EmlGSENObjCxDnitESUaUpiRpTmcisvzqtsbYi6hZGss1iydWKry5PaBkqDiGxqUlG1t/kGPmRQm7g4C+GzENE762UWelalIyZMZ+zs7AY7Np8Z1Li3z/5vEDAu+he3KifDNVhVcuLLDRsDkcBVxerlC1NM4vOexd94tSkDFulLJet1mtmTimKG3oe5HItExzgkSoXS8sONw4mnB5qczBMOBHd3ts9VxMVaEtSWz3XU63SlxcLLPVcYkKwhWAHH50p8tmq0TJ1CibKhcWHQxNEYRo1URXZW4fT+lNxbPrRQlBktFydFqOga7I3OtN8cIMSxM2Vk2V6boR/9MP7/P7Ty/zmxfblAyVLBdjSFVkMZdpYoPjaByQA5c+4V3+SbANoUhOs8KCGqeQQ56B8jjuSxLPGBIs18zHtsqe4OQ991Vtzs0xxxxzzDHHrwLmBNwcc/yS4eHd5rqtzZrjHoc8Z7Z7vd6wH6uE+zxqra8qE+3LOs7P8zl9N2LDtB8Kqv5i0BRpFsb9OJzcv2kkig2uH04+UZ2T5zANE47GAT0vYqvjIiHxW5cXWKyY7BVKAjfM+PBAEDi7fZ/fuLTAcpGXdrIA+9P3J9wrstseRprl5JlYcL+w2SDLc16928cLEy6vVBj7MVVbZ7Fi4McZFVOj5Rh0JiFjP2YSCiXXSWbTCUQOnMHFpTJDL+ZuxxU2UyTcUOQ+dcZCIaQq8qw5NEwypkHCmXaJnYFHkuW0HIODoc8oiLEKW66lyUSpaFQM44w4zcjyHD9Oi/yxnGkY89LZBiVD5drBmIuLZfw45dbxlO/d7GCoMrWqjqWLjla/yKvLshzTUHALJVajZPG9Wx1eOd8GSSIoCgE2mjZemHC3Kxbtjq5QNoQNVVNECH1nGnIwCnhqrcrZtsO1/TGTMKVVsehOI7qTkEZJLNT7bkSe5xxPQjoTYXnMEcSEqSkYiiIIQT/Cj0ySNGe9YXO6ZaPKEj+81eNvbh5TMTVkOUOVhZLIi+DDgzElQ+X8QpmvbdSKZktBWFwqQvvf23MZ+hFWERAfFe2ySZqhq8pDjZMiS+9rm3WSPCOPhX1tvWEjyxJvbg/w4ww/Sorm25yNhs04SJBkQbReXamgyBLv7A5Zb5T48GDEWqHiDOKMV8632e65pLlQI8Vphm0oVEyVNM9neXSvXGijSBAlGWt1i/1hyPv7I6G+SzI0RaZmyYz8hCgVWVcLjs5y1WQaiSKPN7YHLFYM3CghTYUar1nSeH6zThCnuFGCocqUTY00g/f3RtiazG9eWsCPM97fG9GZhKJ0o2xQNVURym9pMA4wVZkkz/mbmx2+faHNC5sNRl7MRtNm4MW8vT1EVSV+6/IisiSskltdd5YzKAEvnGlybtHhre0B4yBmuWpyMAnYPfTY6XucaZWYhAnPbdRnytk0Exssx5MALxLNoclDpJciCZuoqcroqihVaZZ0DEXmxuGEU80SZVOl6eis1S00Vdg1z7QdapZGlKQkOagS6KrNYsXibmdK1VJZqJjUSzqarECRw3i347JUNfk/fW2NO8cuN4+EOvXkfGqWxoXFMmcXHGRgq+uyUhWK5KOpTxgJlVlnKsosvL4ojTE1mTjLmfgxaS4UxH03JstzXths0JlGvHV/yGbLpjMNiVNhjV6tWTTLBkfjgO2Bz0bd4un1Gj1XFKpMiyzOHFGY8u0LbVZrIsftJ3d7kOfUSzqOqdF0dPJMWICHboRebA74kSDPBl7Mk6tVkiyjO40wVIUkFfPdH729zz9+eoVfv9gmLoooshzCJHtEfbZWs1hv2J/88nkMvDDB0hSeXK3x7u4II0pmuZyOos3KNSQZVElYgA1V4bmNOqos0ZuGKI8p2jl5z/lf0ebcHHPMMcccc/yqYP5WnGOOXzI8vNssFCEfNfJ8HEM/xvEilqvWx/7ts9Ra8Pgmzc+LL5KJ9mUd5+f5nHEgFixVS6M7jT77Fz6CqqV9qkXo5P4tVUxuHk4eG3B9AkkSSp0bRxOmQYIqi8XSvZ7HxaXyjIA7QZrBa/cGAPz21aWZEk6RoW7rSHgfI/vyXJBv3zjbZH/g8+pWnzTLObfgYGkKjqEyDVMqpsb5BYcf3e7RrhgsFG2DaZbzUcGgpki0HJ0zbYcsy/nxnS5hkrM/dNEU0Xx483iCYwhFyc7A/xiBp6syTcfgcCRUNWVL415XLOCrtsbIi+m7EQMvYuBGQsWXCSLW1MTv9txwZuNqOW1kWaI3Cdkb+ixWDBFQLwmbZBAnVKoWRmH9LekKaQa3j13SFExdJohTFhyDnb7LRtNm4sfc7U5pO6KxU1Nl4iLQHKBeEqocEfAuMQ1jTrdKVExV2Lxkib2hzxvbA64uV3luo07PE6RckuVCWZjkqLJE2VKpWCqmrtBzY6aRUMS9dFaExNesnL2hjyJLmLqClsmQIxRLpka9pNObRry7N+T8QpmliiGsjqOQp9eqTIKksJ7JxWeoDPyYsiUI15Efk2SC+IoTQWD8/hMm93o+SZLSKhv88XsHvHK+xT+4ssTdzpTtviuIVXIycmqWxlJVEDNZnvPjOz1+49JCkaOl8eb9Ic+eqlEraXQmIat1i1tHUw4L69ywsMbVbdEs+8KpOhVL452dIY1SC0tX2Om79N1oRur6kSBkT7fsmUU1SjOOJiGrNQu1yOfbHXg8uVrlR3t9/urDI6q2zvl2iRdON3lytQYIa3PfjXnpbItW2UBTJP70/SPudz3GUcyCY1A2S5iazJvbQ6qWxtXlCvd7Hm4kLNmv3u3zh8+t8s1zLT48GHG3O0WVJV4+26Kka/yvb+5yuuVwv+cSJtmsrfTDvRHtki6skMB06HN9f0zZVKkoYq56c7tPZxLyu08s0XYMdgc+R+OQnhuhF4H6ItdPkEppLkolwjilXtJZKhucbpVQFZlXt/qs1W0GXsCZtsO9nstvXV7EDVPe3xvx59d6gjAuntdWyeDp9Sq/+8QSJUPhxuGEs22Hrc6YimUQJBlaMZclac6lpTJPr9cEiZeJMa5rCmMv5tbRBEWGlmMSJBmWLnPryOVu12WjaeGYCnGScTgKSPJ8VpiiKDJeUbRiagpXVypUTI0/v3bE6VaJNAU3imnaOleXK4SpIPtlSWKr57E38GmXDZYqBpeWyoJUyoXF3VBkKoYgrFplA9tQyHMFXZFJ05S6LRSu2z1vptQd+cmsmMHQZM60HPaHYiwrkoRtiIkzKohwU1PYeSif7+H3wGrV4qn16he2bJ5sAJxfdAC4fjihZAh7rK2LLMzuVOQzqrKMrsg8vV7lVLMkbMdlY2bHfxgn77njyd9NYdEcc8wxxxxz/NeK+Vtxjjl+ifBRa2WcZpQMFVOTCeJPVrLluQgzP8m7OcFnqbVO8FVkon2Zx/l5PyfLclZrFj03+kI7+1IRzv5JO/on98/SlCLH6OOtow/D0hRGQcxW18PWFeq2IEt3+x4XlxxqtsbwI/k8OfDG9oD1ps0r5TYDN+K93TEbRU7WOzujWTMliMXlC5sN9gc+P7nbQ1Nlzi86NEs694vSBT9K2On7XF2poKkyP77TQ5ElFssGqiw9UNTIIuS/XtJolkxajs5O3ydMhEXt9rGHH6U8uVbBNmrc7biEacZGw2a7L/7NMVRONW1ePN1ElSXu9TyCOOWJ1aoISEcE0e8NPO73fYJigSsXuXlhkhIkom1ybxAw9hOWaxbNks4H+yN0VeHm0ZhpmBIlohUxhyLoX1hZDUVmHCQMvRgJUTRwoeJwr+vx5FqFlmOw0/c5HPlcWakiIRa6nXFInOWYmowXpWiKzGLFYLVu8RuXFvjJ7S4brRJNx+BgFDAJU/w4ZRIkvHa/T8sxWK2ZnFtw0BXxTEepsMiGScb+MGCn5/P0epU0g7aj48UZXpRwZbnCtYMREnA8Dh8aDRJBnOKYqiAiM53uJKTlGGiKyAubhDFPrFbY6kwZhyKPr20Jwm7kRWw0bN7YHjD2RSunpsp840yTNIc4EQqf5brF1eUKf/L+ActVi2fXa7x8roUbimB3U1OQgPt9j+2eS28S8cLpBmVD5dr+mJqts96wmQYxqzVrlvl3dbXKm/f7ZICdCgXc6ZbDqaZNyRAtjl034v/1Fzd5+WyLvhsiSzJuIFSWTUfYV9fqFtNQWGsbhYoySjMkSWKlZhEWxQIyouEzz3JW6xbTMOFHd7p4kcimC+KUKM7YbIkg/EZJ45ULTV6/P6RTENJBknM8CVBk0arqmCpHo4DDUUCUZuyPAq4sl/mb60c8t1HnXNsBcv7ywyOiNGOlZtEuG9zvebMGWkmS+O6Hx/zek0ssVIyZMkqRZdIsp+eFlHSV/+3NPX7/iWXOLZS5cTSh74YEcYYbioB/QxX/5QillSyBhERStPWeW3DouSHbfY+BF2HpChM/4neuLPG9Gx1+er+PocgsVkyhsstzFElYx4/GIduDA1481eB3ri7RnYaoskS1JOaFH93u8txGHUWROZqEDDxB+MqFjTzNcsIkZbFikpPzwf6If3BlkTQTmX9ZLkjm5arJb15eYKlq8v2bXbKCgNMVqRjnJhcWy1iawnt7I9brNk+tVqlYKkmas1g18eKUN+4PmIYJC2VBRidZzkFxn2q2yHNbrZuossZ7uyMuLldAEpsZT63VGLjRLANR5M7ldKchuwOfJM+IC/JcV2Re3GygKxK7gwcqZFWSKRkSepoJ0i58dKPqpIBnrS6Ubz9LXto4SJiGwl58frFMq2yw3RPKQVmSWK1Z+FGKrSmsNWw2mzaWrnDraMo0TB57zIffc+PA/coKi+aYY4455pjjVwFzAm6OOb5ieGFCZxoyLuwvqiJTMVXajsHQj5kEDwgXL0qpWhpLFZN7vY/bCx/GyUK/WXpAwH2WWusEn0cl92X8/pd1nJ/3c5IsZ6Np05tGnytY+gSr1U+3CJ1YY21dNBN+GmkKwiJ2NA7Jshw/Eio0RQE3EiHolqYw5OPqgzSDa/tjnl6rsjPwuHE0RkLm3EKJtmNwrydsa16UstkskZHz7t6IU60SjZJOnsO7eyPigozqexH3eh6dScBzp+osV01uHU2QJImmYwiGt6RTtlSWKgaWpqIpMgM3Iiga9PpuNCt++P6tDk3H4FTDxtBkqrbGS2ebdCahsGZlGbsDj5qtIUtwOA45005ZqYqF+XbfY6vnzsobdFVGU2QsTaFR0hkHgijKpZzv3ejw9TMNliotwiTDC1MORuKaZrkgWySY5f5lObhRwuEoFE2OqlxYE2Gn7/LSuQaXFiu8eX/I2YUyIz/mTmdKloOlyUXphSxIjSxjZ+Bzpu2Q57DeKJHloMnCIrs79CgbKis1i72Bz8EoYOhFrNYsYfOdisD5aZgw8hNqloapyewNfTRFoqTrvLPX5dJSmShN2RmInK8sE22QSZpjaDJJlnEw9DE1hYWKyXLNJCjaQpM05y+vHfMvv3GKb11o8/97c5eWY6AqMpIkMQ0TlqsWC2WTkS++5/OnGrRKOt+9dsyZdglZlvkv7x3w8rk2T63W+MGtLnGSUTY0dFVkhJ00cw68mCTLuLpaQVEk/uMbu/TciJqls1ARAf8Ho4CNuo1jajy9XuNUw2YSJARJiqZITIKUd3aG3O5MAWYEwN/e7rJSMzE1GVsXRR+iDESQS/d6LiMvxtQU6raGoSlYulJkvBkYqsK3L7ZZqZpsthzu913e2RmxP/TpTELqRQkBiOfy+uEYXZV5bqPO71xd5Ae3OlQsjTTLkBC27J9s9VismCyWRcFJkmVUDI31us2//MYpDocBN48mbPU83DBBkSXiRJSAdKdhQV6nhElGnuds9zyeWhM2yYqlUTIUoWK1dIIw4+pKlXu9KecXHRp3RIFLmgnbqR8LwldXRNi/JEkkufj3KM25slxms1Xi7Z0Bk0BYFRcrBl6U4kU+fTdCyoUdM01FAYYsyWR5RpoJa3HDFmUUuwMfcmGRdsMYSYIn12ocj0MqtkYQpxwFAUEsLN+SJIjGsqmRpBkjP+bqSgVbV3DDhJKhFk3BqrDiS/DNs00uLpVxwwRDk0kzinzBjA/2RxyOQwxVRlNlrixXCsWZxI3DCXGacXWlwsiL0RWF84sOt4+n5IgMNOWh9uJjKcQ2VPJMzGUDN+L5jTp9L6YzDalawr7bnYQiu81UGPsPykie36yzXrd5a3v4MbJKkSTWWiXajk5OztWVCm4obPnlonDh57FonmxGBYko4KhY4pm6WBRp6IrEsxu1Wdtxbxpxp+PO8kXT7OPvqIffc1/V5twcc8wxxxxz/KpgTsDNMcdXhEkgmhv3hj4jP37kD/WTnXBTk2mUjEeIDT9O2WgKBdGn2RnTDMKHCJ/PUms9jIebNL8oPq/K7ss8zs/7OY6pUjY1nloXAdF7o0/PuPm8FqETa6ywPX76uemqRJBkdKdCzZRmouRAkWVSREj4w415H8V23+N4HDDwoqKkI+P9vTGLFZOLS2UuLjl4Ucpaw+K93TFPrlUJY0EYdSchcZaRZ+DFImvLjRJud1z2hj5Pr9V4er1GSVdYrdnCvlQsGOMk41ZnSr9oWzyBFyZEsfh/BHHGrcMpNw+nNB2Niqnx7QsLRFnGBztjhl6MIkm8fK7JZrPEB/tjvDhlsWxwp+Oy1fUIY7HAdQwVRaYg06BsaliawoWlMioSWz2Xqq1xbqFMzdI5GgdF+6LEyeWTJCgb2sz2OfJTsjwnS8FUJfIikN8LhSruwqLDty+2+aO397nbmVI2RTC9qkiCjEQognRN5tn1GnVb5//9k3u8dLbFS2eb5AhyytYUbh9PWSibPLFaJc0ygjhFliVGQUxvGqEW7ZKOIYidgRchSWKMpllOkmaEScYkSAjjFEWSkBU+ppLVFKHKOx4FpI5OycxRi/KM7b7Hh/tjTjVs/m+vnGFv6PPu/hBTkzE1hTudKRtNm8vLFUxNKK7+4sMjhl7Mcs2ckaTfv3nMty+0+X/+3iXcKGF/6JFlIsvqaByiKTJXVyvUbZ0gSvmLa4dMQ0GqpUUzyNhPuNdxmQQJjqnix4lQHA4EQbVTEJWPQ5IJm+h6w2boRoSJyAZcrplkucjj0hQZXZUJCqWkIhXNnlHK/shjwTGwTZU3t/v8dGtQKCRzTF1m6EaUDZWFskGUZPhFgccPb3d5eq3Gs+t1JAkmSU5nKhRpuqKw0/fZ7ovMzoWywUI5437P5f39MT+605sRwFJxv3JJtN9OCsVdMUqRJBiFCUmWCaLZj/EiUS5St3UORyH1ksadjsvl5Qq/dnGBvaHPjcPJLEsPirnnoflHluDCgsNL51ocT0LGfkKYZMiyRKNkUDF1/sPrOyDBat2mXTEZ+RF+lJJmoMgKtq5SsTT0grD/s/cP+YPnVlmqGNzr+Xhhyq9fbPPu7oj/5afbBGlOw9ao2Rp5LmyYh6OAvhdjKBL/7IUNnl6vcutoyvkFGV0Vz9QkSFismhyMfP70/SNePF3n8kqVsR9z+2jCne6UcWHXdwyFhbLBZsuhamnIsjjOm9sDFEWm7YisPE2RZg3Ce0ORuRelOUM/mim0rq5UKBkaOdByDM4uOJyXJXb6HrsD8c6e+DGVYv6vGhoNR2ez6aArEm9tDz9m1RQ5mSanGqLl1FRFK/CXiYcLhbIchl7MkHjWWGupMovFhsob94cf+xvi4fy3x73nvqrNuTnmmGOOOeb4VcGcgJtjjq8AJ62mn0T0CGtLxN7ApWrpnF90GLgxQZIx9kVb4aWl8sfaND+Kh3ezP0ut9TBOmjS/aCZalKRoikqUZLy1PXhEzWcbH59eftbjwKNqvsd9zkkwvmhPZBbE/WmfU7N1nj1Vo9XXZ4usxxGjn9cidLLb/3my+xRZZhLEj5CmWf5gUhb5YJ+sHnDDlEmYEj+kMEgyYeHaG/rUCjIgTnIOhz47A5+dvkdaWL1yBIkTJyJjaRomqJJEmMj8ZKvP7tDnm2eaPL9pslIT48gPE35wu8vA/bgqL35oZZdlOVEqVDM7/YQ895ElidPNEvd6LqokbI47A5/TLYfrhxPSVDBsewOfNMtpOkLhNA0TJkFCmmXIxe9pssRK1WQciGZNCTgowvANTeQcZbIgNTVFolU2aJWM2WLVLUiXOM3R1ZNyiJQoFTlWcZpxpl3ipbNNTrVs7nddjsYhkyAhJ6dqaZxqlriwWKZqaYRxyn/7tbWZze92x0ORJb52qs7plsP2wOVoFBAkGVVbp24JMs/WFNwoFRlNkiCTLE2UPFiaMrMh3u24rNUtFFma5WGBUPKkeU4QpUJpaKmEcc7AizA0hSQV1yADFFniaBygqTJrdYulqoVEjqrIDLyYqqWyUrU4HAe8utUjiAQJnGQ5pqZQszQuL1d4YrVW5OflNGyDeqGoXG+Ic+1PI3b7HgdjkVdXNlQMTRQcDNwIpyDRrxcZYn1LqOPGfkzfizj6FNu2JJ2UVUgoikROjqEqrFQtRn5MyVCRJVHgERfEpaEpGJrMxE84GIaUDJX7XY//8MYu5Dm1ko6tK6jIKJJcKAJNFEWaFRiMk4yf3O3xT55dYcEx8aIUVRFlHZamUFc0gkSounRF5nDkY6lykWknz2ygJ4UbmiwxChNUWcIxtJldVJGhbmlM/JiWo3OvKyzcT61VGfgRf33jmJKhcFg0+F5YdPidJ5YoWxoHw4DjSTgj9E6uVdsxWKwaPFlYqf/43QNONW1qJR1Zkhh5Mfsjn8NxiBfHRT6mTsM2kOx8ds45EkNPZDL2XDHvfvNskycKpeMzGzV+fKeHqkj8k2dXudOZstV1ORyHhLGwgTuGygun6pxbcMjyjB/d7vLNsy3iNEVXRDbj3tBnEiRULZ00i1Akic2mjV+0M59qlWabFitVC0tX6E5CxkHMZqtEluZIkkQUp+wOfPYGPheWRKvp+cUyp5oW97u+KBIp5lcJkcW5WBEZecs1azbXX1mpstks0ZmGtMsGp5pifMqS2Gi4253yzu4EP3owD2uKTMVSi/IVUcBiaMrPTUY9Tj2f5zlrdZNpmDL24xnBJt59KSPA9GNWajaWrs7sqUGcochgaPKnvue+qs25OeaYY4455vhVwfzNOMccv2A83Gr6mZBkPjyYAHB+scxRoTIauNEjIcufpIRTZPlnCnS2DfULZaIFsWgXHPsRz51qcOt4OssqO/ljfrVmsdF89I/5L3qcE3xUzXfyOQMvmimigjjFDROiNEdXJEqGStXS8OMHC5PHqQLLpvbIImvy0OLmi1qEThZYnye7T4JHstpALOpyoKQr2LrymURllGQY6sebb0EoISxN5J7tjwMORj5JlglhzEOHVRRIY8gziMmJM5EnNHQjjicBfTdmpSZ+9vhT2me1Qm6WFqHpUZo9cpytjsulpTLtkgj2jrOUG4cT1hsWz2/WBRkVxPTcgJqtM/ZFO2z+0EDJJXFtv3VugTDN+LMPDlmtWbx0toUmiwVx0zGoWBpxmlGxNBbKJo6hiOD24lqt1kziNKMzEWSCFyVkGZiqUI0EScbr9wboiszZlsjLC2KRIWaqIux+EiQcDH1kctIcjopr9dN7fZ5YqWJq8qyZ9EzL4epShY4b4kVFo2sGrbLBmiZzNi2x0/fpTAMUSeZ0q4QsCQXfwIsZ++L5L+kKYZLNxlmei9ZZCQhjcWN1VUaSxHitWiq6KnG2XWKxYvDDO11+fKeHLEmcaZc413Zolw1uHE6Ikgw3TFipmZxuOVxcrODHKReXymiyzJOrFZZrFh/sjfnLD4/ouRFn2iX+4JlVbF3hwwOf1+712RsKBeJaw6Jh64RJSsUSOW13O0Fx/S3OtEq4kVCM2rrI2dru+584t51fcPjvvrbKn35wyM2jKat1C6so1EjSnHtdlzjLcQwVU5WwDZXNpgnk/OBmlysrFUqGjAwM/QjIKVsaWZYzcCNAWBL9WGJSkNFZlhMXzapBkrHd81mr2WiKTN3SOByHM4u0qQqLdL2kgSRKLkqaMiPS41Sotmq2ga7KxbhLZ99XluBM2yFIUvZGASBh6QreNGWjYdOdhEwC8UxPw4Strlvkj0n8xoU29/seB6OAaZCQkSMj5uHFqkGjZOAGCX/54RF7A1FQslq1UGWh/n393oA0y1BlYfO823Gxdf9BM26WEyQpQ0+o89Is51TDZqvrMvRiHF1k9V07HHOv53KhXebcosMz67WZvVZTxDXy45QbRxOuH03YbNpcWa5St1U0SaZR0nHDhGmYcKZVYqNusVKzuN/zGAcxYz9moWLyzTNNhl7MD293eXtnSAZ862yDs22Hsq1RtzXGQcz5BYezbQdLVwjijKEXUTZVXjjT4IUzdXZ6Pvf7Lrqq8NxGjTNt57EKNdtQOWWcEFEZUZIzDWIGnii/ONN2CJMHNl1DFeo8WxdKa7MYBz8rGfVp6vk8z5iGKe2yKIp5WD1/gsfZU90oRZUlTjVtGiX9E99zX9am2RxzzDHHHHPMITAn4OaY4xeMh1tNPwumJiPLzNrJKpYI4Q+SjIEbfyxk+WFyp2QonGraXF2p/EyBzp83E82LEvYKtdilJaEAeli1cqLm67kRvWnEU+tVarb+hY/zMB6n5jvVtInSjK2uy83Dyceuh6nJLFVMNpr2bGHScoxPVAWeLLJ+HpyoBT5Pdl8Oj1hMT1rq4jRjrW7jxylbnSmSLKEpEoaqoMofV1A0bI2SIRc21EehyBJpnuOFoglQkSWyNJ/xYrYuAts78YPFlSpLrNRMlipCYbY/9FFlCVmW6E5C3DBBfwzpZxsqigJTT1i6ZEQ75gkmYYIfZzimyvEkhBzcMOEnd3r81uUFmmWDN+8PsHWNIErpTB6Qbyd5Vroi8Y0zTRbKBm/cH/LESpWNhsVy1aBm67yxPeCCXeYbp5vsDj0aJZ2qpWPpClmW4UYpcSJUcRVLp1U2GPkJvaIlsGbp2JpCbxrSm4YcT0J2+z5lS8XQFBRJkJ7TUJC9v3ahzfE04LWtAVkuWlGrlkac5pQMibKpcW1/THcacXW5woJj8b+/tctukdfmxyIcfbNdYqNuc3ahxM2jCRcWy0SxsFP23YihF0EOl5crvLk9ZBqK3LMT8kYpguA1RSjkTtSCOYJgXq3bHIwCfnCziyxLyJLE3iAgSnJWvJitrisaYMsG0yhlbyBafB1DYb1mkeYZpi7zg5td/urGMUFBHHUnEd1pSN3WeXN7wMEooFnSqZhqoVBjZutTJFiuWgy9iJ4bUjE1apZG3434n3+6zeGsWOJRSEDZVPlnz68JdVLVEmTlOORU02apajDxEy4slsnIKRsahiYz9mPu9UUmnCw92BTYH/ri+bR1ojhjUgTjKxLoqoKpyYRxil3SSbKcnhujFpsKfS8SjdOmymarxN4wmClKI0mcbamwRSqSCN1XZJGhlqQ5mgJnWjZRnNGZhDObuizB6ZZDyVC5dTRls1liuyds2P/wqRUsTWF34KGr8uyJitOcrhvx1s4IW1c53bJpOgVRnGbIkniXdMYh7+8dszPwIRcqNMdQWWtY6IpCdxpy43CCLAvVlCpL1Esa3UlElMbIAJJElgviSZZgo2FTszXe3x/xD7xF1uoWr9/r4xTZd9cOBBG30bDRVFkUueTQd2O2ulNkWRDAZUPjtXt9nljbnJVInFtwihzABDdKeH9vRK+wG9/tuJxu27y7q9Es6ZxdcCgZojV4rWHT92PaJaFiu7RUwY0S7nSEFf7kPoMojHhircrFBYeXzjS52XHRVJnjSfCpFtGaJdSeJ5sQ7bJJ1UqLeUVk+EmFSrdkKI8UIv2sZNRnqeclSWYShNw8mnBxsfyIev5hfNSeausKl5YczrQ/3RL7ZW2azTHHHHPMMcccAvM34xxz/ALx0VbTz0LZUAuFQ8p2z+Pp9doshP+TdrFP1Fqtks4zG7VHyK4vgs+TiRbE6SPkm/hjP3qsaiXPmZFsz56qzQjBLyt7LclyupOQD/ZG9L34Y58TxBn3eh7bfY9Ly2We36hzdsH5mZrmPi8eVgt8VnZfmmVYhT0ujLMiZDxjEsQsVS1uH7mMfLFolGRhN7R0hZIu8r5KhgiYX63ZbDRKM+Xkw5AlEQJ+YlnSFBlFEgq1JMtZrppIklBYKrJE3dbYaNpkOewNfUxNxg2r3DwS1ueoUK80SwZVS1iPvTgjyzJKhkLF1DgchRiqJDLu4ke/eJxmqB/JtTuahEyjhN89tYSuyHiRyHCSJAlVkdBkibKlstlyONMqocgSN48mPLdRI8/hfs/lR3d6/N6Ty8iSxFbXZaEi7KuC7A15b2/EvY4riKvCeuoY6mwMX1muMApiFhwTTRIklhsJCxuSWHDLgcjNCmNBFPz21SUORj4/udufkTBHY0GaiZB+QRxdXa1wbX/M/+fV+3zrfJsXzzTovX+IhCBVgyTjw/0xNw4nfG2jzh88u4Ymg6xImLKEjCBN7vU9lqomcZISZ3kx3oVBMMsF6RYmMrahYBTWtCTNqVoKT6xU+O61I0FE5idWaUHsmrrCU2tVaraGURQzaIqMqcms1i1KpigUkaWUo0lA3dI5jAMkRLB+xdIKhVHK+QWHHKHYmU5TMnIaJR1DlUlSYWltlw1UWeZ4GrA3DGZh8I8buxcWHRxDFarULKPvRZxrO2z3vZma8Qc3uziGUPoZmkqWx8gB3Dx6QLrUC/ItI2cUCJJprWbxzu5odrwsP7HUS/hxRiXNqdrC2ulFCZutEposbJhxmrFcNVmqmhyMAuJUkLqyBNMg4VSzRJRm3DqeUrU1NFnDixLaZYOlqsVOX1iUS7oy2yCQgO2+S9XS0BSJaRhzabnCas1kZ+Ax9BMsTSHNMuq2iaXJ3Dqaslgx+NtbXQZuVOS2ZaiKaD0dBzHHk5A8FypNGbFx0XB06kXDqRen9FxRZlC1NJJMkJ4LFYPdgUdSeNVNVaHtaNRKGposszPwiJJs1i7bcyO2Oi5n2yW+fqbByEvY7ru4RQyALElUTJWzbYeqrSFJEnc6UzabNkGU0S+UqJtNmxtHE+4cT7F00S6b5sIGvVgx6Ewjru1PMFSZJ1erLFVNJoFHGOfs9jzqJY3fe3KZ17f6/ORuj2mUEsaPRhG4UcI7O0PuHE34xpkmL51tEiaiZOHT8DgySleFCvPT4g9+VjLq86rnT5SDj1PPPw5elNKwddpl83Odxy+isGiOOeaYY445flUxJ+DmmOMXiM6nWPYeh5M/5t3I52gs8nxO7Fnw8V1sS1OQdYUcWKmZPzP5doLPykRzw4SqrfHkWpW6rT/W7vJR7I18Wn2dKyvVz32cz8peO1mYdKYRq3Ub24gYuIL0erh0TZHB0oRdsO/FnP+UUoMvAw8v0D4ruy9KcsqGQssRC11DFflTT6/X0CSJ3cED5VyeQZiJxW4UZ9RKGpcb5UKJonN5uczNo8kj3x1E0HhNFZlofiTaMxVJkGMGsF63idOMhYpBSVdZqBiM/ZgcONsWipwgyehNAzRFou0YrFRNDoY+u4OMuq0xDVPiNGetbtF0dOL9DBDNhKLZ8cH5aIr8McJFU2RO1UtMgphmyWCjYbFYMUjSjCjNkcmp2QZRmnEw8hl5Mc+u17h9PBXWuSK/7cbhmF+7sMAPbh3z3EaNlZrJn31wxBv3B8iSVDRFCtWYLIlF6JvbQ64fjPnO5QVePtemYevksjg/L0yI02xWFpAV1jtNEW2zEjmvbfUJE9HyeKJoPCEkJAkqpkaUnNhCRZj/P3lmlc1miVvHU2FPPFFBAbahULPFuJcBP864tFzmze0hb28P+c6lNi+cafKDWx2ymcNX/F8JkKWULM9wDI2NmomhypxpOZi6PFOYWbpC1TSpmCqrdYtvnGlyMAq4fTzhYBQwCRLGfkwQZ3zjTIOGo/PESpUcMBSZparJUtXgfs8rGiUlGiWdtbrN0TjgcBSQ5uJ8FBkmQThOSyIAAQAASURBVIJsqqQ5ZLlQx1qaTHcSfWKe5XrdYqNhUzJFvluWw1rNpmwKkjdMMv7L+wf0XEGG+XGKrsqoclJkmGlE6YMstKfWa6R5zthP0FWJvWFA2VA5v+DMGm5PziXLxf84Gge0SjqdSUjZNJBgdpy9oc9C2eTJ1Sp5nnM0DkWjsCrI2/WGzc3DCUGcIQcJhiKz3rC5uFTGMRSajs6Z9iKSJDEpsu+mQULN0nlircrXNmq0SgaH44C/vnFM2VQp6Qq6quBFCWcXyqRZzgf7I1453+LKSoX7XZd22eR+b0jJULF1tVCAakzDBDcU49jUZM40SyyWDWREnqCuyjMSzTFUQLQNN0q6KA2RhK1SlSXGYcL9nitspaqMLEuMiwZfS1cY+gk1BLl4ebkiWlpzMe+Ymmgf7bkRB8OgeL+p9L0IN0woGwq3jqfs9DxKhso0TJAVibqp0yhp9KYRIz+mbKrIEhwMfVplnSvLFbZ7U84tVpCQ6ExD7nSm+HE2swZneX7Sn4IiSeR5jh9nggRsl6iZ2ifa+U+y1yZBUlhMJQ7HIWtFVtxnxR+s/Ixk1OdVz5uawmrdAuDG0aPq+Y/iZ4mo+EUUFs0xxxxzzDHHryrmBNwcc/wCcdKK+UVwsps98GLcSIR8w8fLBE5ClgHWahbLNetLOONPzkTLgZFnkiMWop+2w/4w8hx2Bz6brdKXlr328MLE1BSWqxbNks4kTAjjjLRoExXh76KpsDMN2el7jxCBvwg8rBb4rOy+NIeFssHQi1BkmSfXyqzVbN7aHj5+3OQPbGIXl8ozwvXKcpXdvs9r9waPkBrjIsx9s2Xzzs4IcpHRJgGXlsvYhsL+MEJTZJqOThinrNYtwiTj5tEEP06537O41/OKYzpMg5TFikHbEJY8W1cI45ijsY+hKlxccnhvd4Rjilbfk3Byoe6UmQYPrGAy8HtPLNJ0dO71PFplkw/2x2SZyAVbqpq0yibkMI0SKpYmyKBcqMvWmxb3ez6aIrM7CKhYKi+capLlcK/ncTQKiIq2R1WWSFLI8qwgKnMUCRRF4XgcsjsQ6pk8E0qmOBXFFKamIEsicB8gznNWahbXjwRxYxREY5blZIX9U5JEHuDxOOBvb3dYr9s8uValNxUh9q+cb6Eqwgoapxm2rnJlpULZVPmrD4/5B1cWZrlSmy2H793sMAkS/vpGh+9cWuRb59r88Hb3ETIzL8ZTnub4cUq7aHJ8YrXCnY7L10/XeXdvRNlQ0TWhpLy4WObW8ZQ3t0Xe3UlOVpzmnG6XyLKc9/ZG9KcxZUuo+b5/swsSXFwqF2NUwtFV6iWdt7aHQFE0oAjbssg/Ew2/eQ4VS6VZ0vFioXr6KCxNoV02WK5ZWJpMbxqy2Syx2SrRd0P+09t7nF0o8cRqlb+8dkSag2kI9ZZUqPp0TSbPhZ365XMtTjUt3tsd8Y+fXsZQTfw4ZW/gcW6xzDPrNbrTkKNxOJt/kERb62rd4oXNOve6LseTkJIhWnnTLOPDwzFPrVZ5er3GneMpo0A0ln79dJNpkKAXWYENW1hyzy2WaTkG7+2OKJkqapjgxyk7fR8/Fq28uiLTsHW2Bz5RodLM8pztvs+lpTLgUTY1zrZL3D6eIiHx1s6Q8wsOG40SjZLOuUUHCQk3SkTrryxh6ypBlHLzeCLaQB2D3UHAM+vVomBDp+uGmKpClOZMJyFRklMvaYz8mDQTqskszymbKg3HmBVF1CwViZzTLQdFlrm2P+Z4EpCk4mcNVZm1ESdZztCPkSUwVIVn1mu0ygayBE+tifvw/t6Yw4m4F03HYLkiSi8ORgE3j6bs9D2SLCfPBRl+OAn5Z8+vcWW1yqlGie/f6vDH7x2wUrMoGSqdScjAi0RJzMnjokjUbZF7pqsy//mdff7RUyu8eLbxyFh8XPaaqcosVExKusrOwOOd3RFDL3pk8+Ph+IOLS2XOtEpfmIz6oup5W1dZb9gMvIjOJOTKcuURAu6LFgp9FF92YdEcc8wxxxxz/KpiTsDNMccvEMlHJUmfAw/vZidphqw/flcefrG7zR/NRDse+0Uu1hcPYx75MZ1JyKnmx6ecL5q99kkLE11VaH6CggE+mQj8svFRtcCnZfcFccp63WazVSLPRXD6W9vDT1VNSsDXzzTYaDwgXFtlg9+4tADAG9uD2WIwBzqTkNPNEh/sjUmKkPDziw7LVYuDYYAfCUWdqck4ZYN73Sk/vN0jy+HptRrjIEGSQJIkhl7Cdt/jR3d7vHSmyWbLZhIkSLKwuR6PXS4ul8lzuLY/xtZVLE3Yp0+3S4RxJvLfAE2V+d2rizy9XuO1ewO+c3mBPIe6rfH2zpDnNup4ccYPb/fwI5E71y4bhPGEO50ppqZydbnKpcUyr271aZUNdnseL55pcu1gzB+9vc9aw+LqakUE2IcpWZ6SJuK50RSZU02b5YqJpsq8fm9A1dZYLJvoqoKuCsUfCBWXn2RYmsxGXahe7ne7RSOphK0rRcaXjCLLKJJElgkLdpzm3DqezsgwxxDEV6NkEGcZDVu0cN45nvLdD4/pTEJkWRxbkkQ22TPrNb53s0PfjfirG0d863ybf/rsKnc7U24dPZpv5Rgqv3l5gRc3G1xdKbM/9IGc376yxHLN4sd3ehyNAp7frPPu7pC3d0a0yga9qc80SLF0mfOLIp/rdmdClsFQj/jbOx1+49Ii3zrf4m+udwjijJfPNovmUXhipcqtowmHo2CWbZjlD+zOiiwDOas10Vg68R/MI7oqYyhykROY8s6OUCZ+82yT9bqNY6q0HZ0PD8e8uzPkbmfKr19s869fOcN2z2O77+LHGTlCaVU2FP6bp5ZZKAsV4LUDMfY1RaZW0jjdKlG1NHpFm2bd1lmsCKK3bKmUdJVxIM5lwTEZ2TG7Ax9bUygZKn6Ucb/rEccZT65VeWqtxtCNWGvarFRNru2PuLhU4b9/YZ3dgTdrvr3dmWLrKp1xyOs9l0ZJJ8lzRl6MJks8dbZJdxryR+/sY2kKL59r8fR6jb+53kGWJRYrJucWysSJyJSzdJnOOMQNUv75C2voqsKrWz3uHE+hILnCOEUCVuoWv3lpgYtLFf7y2iG2rjAKbCqWypWVMm9tp3hRyjRMCjuuUL12p9GsWTXPYeCJLM2GI1TN7bKJX7QKtxydjcJCKiHsrW4ofvcknzBJc1RZNJsuVkySJMMxVEq6zKsdl/f3x+S5aOdUJImDUUDfDVEVeabGo1CyRmnG3tDnJ3d7/IMri2Izw4/Z6XtMg4SWI4oJlqsm0UyJJ+z8WQ7jIKbbE9bdrhtSsx68Qz8tey3PoTONuHU0pTsVKkyn2OgBYUHtTkNyciqmGG9fFF9UPQ8PNqPIhX16oWLgR+nPVCj0OHyZhUVzzDHHHHPM8auK+Ztyjjl+gThpK/yiONnNXq6aaIqwJn7Vu80ntpuT/LCRJ3a8l6vmI82inwdxmjN5SPn08+BnWZic4NOIwC8TH1UL9N0QS1dn2X1+sZCsWiIQvWKqvL095H9/Z3+mGHsc1KLx8OtnmhwMA5aqD3KFlmsWv311ifWmzbX9Mdt9lzjNGLgRNVvjlQst7nVdFisWtq5wOApm1uZmSWepYvH+/ojv3+pCLiyoiixsx6IdMWN36NNydPaHPt+7dQwscHW1IhR/QUJnEpLlOZeXyzRLOnvDgJEfoSU55xYcbh9PqVoqT67VeGK1QqOkc+twwpWVCkeTgDDOONt2qNs6x5OQzsBjoWxCScdP0pltbKMhCMu73Sltx+Q3Ly3ixwlenDL0Iq7tjzE1md2+h6EKO916Q0VC2HINVeTpxWnGds9j6MWcatrcOZ5yZbmMoQiVi1B9JkRpxsWqg67KLFct8lxkWrUcnTQTijNblzBVYSGt2RpulHD3eMpa3WKlapHkOQfDgL4boasKO32Pnb7LQtmkYmk0SjrPrNd47V6fN+8P+O++tkrd0tnqubQck5fPtfnxnS7dacQfv3vA2bbDuQWHi0vlWfC+psqcazuUTZWjccATyxXudqas1m0cQ2W5anFuwSHLhUrnrZ0hti6uS5zmNEoarbJB2VSZBuIZs3RFELDAj251aT+zwgubdVqOQdMx0BVZWDpNlf/z109x63jCzaMJNw6nhImYIJJUNGyeapboTEL2hz6aKrNRtbB0BUdXuHXsoiWi0RUgTDL+6kaH37jQ5htnmoRJRt3SMXWZziTk3d0hp1sOG02b1bpJEGeEaYYmCzVnxVTZHwa8dq/PB/tjQKgiLU3Bj8Q4aTkGOXD7aIIiSyyUTVZqJkM/oTMJ2B8GVG2f8wsOT6/VaFeEFdWLBeG0PwrIyPnGmSYvn1tmsWIy9MTzVjY1vnm2yfv7o1mOV5QKheTxJCDOcg7HAe2ySanII6zaOn97u4siyURJxl99eMzL51v8+qU2Iy/mhc0GYZLxvVsdNpslFiqizffZ9Tp/e6fLUtniTMths1nCDVORuaiIRs40y9jp+4wD0STanYQcj0PW6hbPrNd58/4QP07JC/twUuQamqp4ToQzN5+VEDiGytPrVRxdNAdXLZ2x73G6WaJua+wPAw7HPn4kWmRPFGunmoIQK+lijJ5pl9BVmaEf88HeSDxbMrTLwoLbm4ZULJ0oEQo8XZXJ8pyqpWJpKooM+8OAMBFknFLMv26U4hZZgTVbFHNICFI4SjKGXkKYiIZWRYIkzTkeR6wVdvjHZa/JEtRLOh8ejLl+OMHUFFaqpohhkJi1Tp/Yf21dFM68uzN6JAf18+BnUc/PIAl17cWlys/2+5+BL6OwaI455phjjjl+VTF/g84xxy8QJ62YP8sf0uWiaW/BMVitW1/ZbvPjbDcAO32XgRd/rFn0szLgTvCzqAEfh59nYfJlEoGfhU9SC1i6SdkUlr2Jn/D6vT7H45DzS2X+e2ODD/ZGXD+cMPYfnGfV0ri45HB1tcp6XSjXvDhl7SNkYqts8Eq5zRMrVQ7HPm4gyKNJmFDSVK4djnnz3oD7PXemkrN0EW4+8CJ+eLuLhGgorNnCYlrSVVRgHOdMwpiGrbPZKrHVcfnRnS7LVZOyqSFJPtNCwTQJYjaaJU63bHRFEEVnF8o8u16dWVM7k5Ddgc/5xTJbXRdZllhw9GJBLvKilqome0OPGwdTtgfCfjf0Ihxd5VSrxGrNQldFWcP5epkoSRn5MT+41SHNcsqmhqEpBHGGKmdUbQ3bEGRAEKUcjgPGQUJQkKJ3uy5jP6FialxaKrM38Nlo2tQDnYOhz42jKW6UkuY5u0MfrbCy1W0dRZYYBzFNx0AprJenWiVWqibTKGHkRSDBpaUy5xZKlE0FVZY4GgcFEabwzbNNvnW+xQ9udckQRSKNks5/fnufb55r8Y+fWWWrO2XiixbUre6UWtHyWjFVlqoW3WnI//Tje/yTp1fwk4zFikEYZ7x275jdvs9aw+aZ9Spv7wy5ulKlbIoyjeWaRVaQQlsdF0MTxEVW5HfFaY6uCFLmqbUaP7jV4Z29Ec2SThhnjIKYki4yxi4slMlziff3RuSALEtULX1mDVZliVfOt2mWdDrTEDdIGPlRQfIwI/ZlSZR0HE8CFioGjZLG+YUyAy9mGib8H+8cEKUpS1WRGafKD+7tD7pT7nRdDEWmZussV0WO4FbPZb1h88b9AbsDn7NthwtLFW4fT3BMFS9K2emLApShH+NGiSgCMTWeXq2y1rD53SuLHE5CdEVGV4Uy67vXjyhpKldWqpiayF20dYXTzRJJmjNwI+52XX54p0cYpxiaQtXUOLfg8ORqBVNT+MlWnzjJixD/hBx44/6A/8s3T/GNM022Oi7/61t7OLpKmGS0SzoXl8ocFe2zJUPl1bs9bhxNiFJhw8+ynJKhcHWlwsWlCmmaMYpjUZxRKN5WaxZPrVX54Z2uUG/mItNQ5BqK+yDac0WGmyyJoP/1uo0ky7QtofIauKIltmrp1Gyd061SkcspJhtdVUTBRCCUtAtlk42GTdlQ2R36HBZt2iI7MWN34KNIkOcif9ENRSRDqywabN1IzDVJljMNEt7ZHSLJEldXqry/OwRJEvl3UYyhKZBTtATns/eRJMHXTjWRJNgfejx3qv6J2WsVS2PgRVw/nBAmohTELyIBNEVmo2kjIdEvMkBrtsjRe1wO6mfh531fflnv2y8LH93QUxWZiqnSdgzsOZk3xxxzzDHHrxB+Jd964/GYP/mTP+G1117j9ddfZ29vj06ng+/71Go1rly5wu///u/zr//1v6bZbH7m5/3oRz/i3/7bf8sPfvADjo6OqNVqPP300/yrf/Wv+Bf/4l987vP69//+3/Pv/t2/491332U4HLK4uMgrr7zCv/k3/4ZvfvObP89XnuPvCA+3Yn5RVC2NdtnA0r+63eZPs93Isvxos+isBTX+XCTcz6oG/Cj+vi1MPk0tcPvYZVgQbe7xlOWaxe8+scw3zzYZ+vGsHbVmadQsnWmUcPt4ysnl/iQy0VBlbF0lySAOREPs0STgTLNEzdJ4Z2fEVtfFi1IsTaZq6by312G5ahW5SBK9aYSlKkXeEoLQMjQmYcxi0Z5362jCtYMxv3VlEcdQsXUZWZaFKqxo6H1ytcqVlSpumNByTFRVZNNNgxRHVxl4EUfjkOWqyWLFJM1zaraOF2XsDV10ReXFMw2ejWvsDHze3h0yDhM+PBhx83DM85sNSoZKkuWsNiwOhwFjP8HUxHhTJJEJFmcP8s3CJENTRDbW/5+9/wyW5DzMe/Ff5+7pyenksDlhschgzhRtiaSSrUvq2mVLpZJdtqqssq2Syi7bUqmsKtmusvzBqrIk6+qWTUlXkkn9TRESaSYwExlYYHM6Z0+eMzl07v5/ePsMdoFdcEGCIiDM82UPMDM9Hd+e9+knWLrC0ItQZImhFzLwI6byJgVL44F9Zb55cZezW320tIVWNNGKf6X0GHRGPuWUDMmboiWyFYhr/unrHXYGHgeqNofSFt4ohpptUjlgsN1zOTyd4+J2n0cvNPiRkzN89NQMVVunkxLeR2bywnp6oMaP3DWDpsp0nQA/jNFVmYKpEcQxz1zv8JWLDU7Nl8joKrt9lwO1HF84v835rQG6KrHVczi/rfCNy01URWSnrbZHDFNiW1VkDE2h5wTYuiLC9xWZWtZgf00Qr9WsaH00VUEWDfwQW1cY+QHtkciNG43bLwWJU8podN2QexYK7Ktm0VWJr5zf5ehMnpEvFKGJJOx9SSJsigfqogX1S+cbHKxnKZgaD+0r8+nnNrm0M8ANRDbl9daIkR+iSBL7qjaXdwec2+oLtVsQoSoS9y+VudYcsNYacXg6z9sPVvnqxQaXGwMOT2V524EqXhix3feIExh4Aboi9HibPZf7FktinzcGbPdFniQSSAgStT30ieKE9ijgYD1Lc+jz/37jKvuqWd6yv8LD+yqc2eyyr2oTxQlSqlLqjHye3+jRdwMsTWWxbBFEplBmyYKI7jpi/377apMwisnoCkEYk8kZmIpMNWtwrTniubUGm12XoSfUi7oiCHZdkbm2O+L81oBTCwXKGR1JU8gYqsgadUMe3ldGQuKbV5qEcUyciFIRSZJQZBlZklBk0GSZh/eVuX+pJK5jx2e2aLG/arPTd6EFHUeMOboqUdT0MTHeGfkM3AhJgum8KPOo54TSdORHhOmDFdsQ6rg4TkhkoU4TZawJlq7gpfmBQRSPx6c4EYT1s6sdTi4U8YKIC9t9soZKNx1L40TkNO5BlcV5sVjNcG6jx0PLZbzg9tlrlqaIco0wojMMGAURJCCMzBGK7DBfssYRA0PfYeiJLMFXG3/wvd4vX6v77feK2z3QgxeV/HNFi8XKJDduggkmmGCCNwfelATcY489dltirNFo8Oijj/Loo4/yH//jf+R//s//yYc+9KHbLutXf/VX+fVf/3Xi+MVJ/fb2Np/73Of43Oc+xyc+8Qn+7M/+DNO8fd274zj8nb/zd3jkkUdu+v+rq6t84hOf4I/+6I/4t//23/Lv/t2/e5VbOsEPGje2Yt5pmDKIp/LzJeuvNU/ldrabPYgGO4hiMdk5u9kHhBLiOxUyaIpEznxttuVvysQEbiYDwxiut8S+r9g6FdtAkUSwvuNHnN3qv+Ln4daTHT+M2Og4NPoepiaaCd9zpMaJuTytoU89JxQIuixTyxmEccxuJyCIRFnBnv2s4/joikzOUknihOmCSdZQGXohElDJ6MwWMzhByN3zRYoZHVtXuNwY8olvr9JzA1RFppLR+eipWWxDpe8FfOVCgzAW+VFrHYfTa12eWmkzSm262z0POQ39P1TPMVe2+NrFBj03RJNlnr3eIU6LEcoZg422S8kWFkRTU3CDiJ2BmxJKakrAiTbLgiWsgqWMhqHK+JHIqCpaGookUc5oTOVNnlnrMvQjNEWi0fc4Ni1sqn03IErASPPiDtay1PMGI19Y+RRJIoxifvjENEgSVxoiRH5fzWa97VDM6FRsHVmC9xyu8xP3CXuvrshsdl1GngjS/7sPzPPDJ6d5erXDX5zeZLvnjkmcOE5Qlb18sCz/+F0HSEh45nqXhbJFTMJG18HSFdbbIg9OlmTOb/WZKViYqsxqc4QfxkQpaVIwNSpZUfBhmxp5U+XBfWU2O05KfCQM/Ygz6x2ypsZG1yVrKLck4+ME5ooZ3n9sitWWsPte2O7TGvjU8wYZXWGY5lSBIDmqWaEcihNB8sqyUE1N50TT81TO4Lnr8ThTP2eqqKnKTpYloaiURMZX3tS4b7FE3hRFBGGc8K3LTd51qMb7jtY4vdbDC2NkCVpDXyi8blh3CXhouUxGV1hrj3jX4TobHYf1joMqy4z8kNbIp2hp3LtY5J0Ha3hhxP/7zRXaI19ctxJUcrrI9JTAT4tQZEkQ2+2hz7ntPmaaPWikxLecrsPADUV+oKkxnTdRFIk4gaptECQJK60RL6x3KNk61eyL55SmCDLciyIGXkDfDfnL57d4x8Eq9y2VKGU0ruwKJeuDy2Ue3FeiZGtcbgxoDn0qto6hCjJbkWSqOZ2DtSyHprJoisxTqyI38fDMi+UzEhLZ0Yut1H4Y0XF8OsNgXPZStsXYMF/KkLc0Rn6EIgmy09IVIBkXdCSxUC4bmsxiOUOUWkhLGX3cUrzXQKwpMpd2h9TyBgvlDCVbp9EXzbzNoT++R+VMlaWKLZp2DYVzGz3aowBTU+m74S0jDjK6GEuut0eCfPNfXozUc0KCfIKuSvhhkmbmiWWZqvKq4g++F/X8a3m//V7wSg/0QBzX3YFPc+jTHPjcvVD4npvcJ5hgggkmmOD1jh/8HfoHhIWFBd773vdy//33s7CwwMzMDHEcs7a2xp/92Z/xyU9+kt3dXT760Y/y2GOPcerUqZct47/9t//Gr/3arwFw4MAB/tW/+lecPHmSjY0N/st/+S986Utf4jOf+Qw/+7M/yx/+4R/edl1+9md/dky+vfe97+Wf/bN/xuzsLKdPn+Y3fuM3uHz5Mr/6q7/KzMwMP//zP//92SETfN9wYyvmnWKuILLd/jpxO9vNHkSLpcIgDdVOEM2e1ZxB3tJualx7KfbUfK8Fvl8Tkx+EReZ2ZGBz6MPw1X3+dpMdXRUZTXlLY6cnAt7vni9wdDpPkgi1ydALOb89QFdlnCDE8YVCLIoT5DRQX2KPLAho9Dzajs9MwSJjKFSzYsJ7aDqLoSkM3ZBnrnf46lafK7sDLE0VjYiazLGZPF+/sstOz+PkXJGsqXFsOs9mz+XiTp/n13tcbgyRgKmCwVTeoDUUtq/LjQH3LBT5oRPTfOV8g+bIxwtjnl/vcbCe5eHlEnNFi4WShRsKlcxm1x0TNbYOYSzsbCI3zac9Em2OMwULVZHIGoL86Lkh/+MbK7zv2BQ/fu8clxsDLqUtjH0nZH/N5vxWn6VKhlPzBaYLZkrIRPTdkErWoJYz+OGT01zYGfCpp9boe5FQOIUxHSdgs+ty/1KJtx6osNV1udoc0Rn59L2Adx2s0Rz6nF5r887DdabyQiH4wkaX3YGPH75IQJmqsAYqssRUzqBk6zh+RNnWaQ08Rl6UWmh7HJ3OEaX5XgmCYN0j3yQgCMWkWOQTasSxyJfTVZm2E+AEEVs9j9bAxw0TMilB/ErW7iiKGXgBnzuzzWZXhPvfs1CknjNueNigoMhSmvEliIs9xWISxbhhjKxInF7rUszovOtwjSdX2qiyhKWrBFFMOaPRTh926IpoQr17vkDZ1nhuvctcKYOuqgy8gK2+y70LRQ7Wcpzb6rPedshbGlGS0HckyrbOXNFify1LFCf8xelNDtVFM23e0viJe+fpOgHNgY+qSlRtnZmixdAN+cK5Ha63HabzBh84NkUtZ/LouQZnN3tomkLf8XGCmCCKsHSVA/UsB2o237zSYuhFDFxBPsnpAw9R8hGTN1VWWiNqhkopo1LKapzZ7PHo+R2m8iY9J8QNhU1TkUUL7SgI6Y7CMaElS/D1S7vsq9qYukKSQGsY8K0rLY7N5Dk5V+CtByqpXT+g6wToqkwpo2HrKkMvYnfg0Rh4jPwIJyWiXlo+U7FFDlsQxgw8HbcYjcs5ojhhtmSxvyZsq4WMIHkzuoKmyPjpOQmCWMuaKtMFEy+IafRdShkNOSXcojhOFWcJpiZjaQqNgc+F7T7FjMFS2eLwVJ6hH+AGEaoslKyKJMj0Fza7FE2dh/eVWa5ajPwITZEJopsJNk2RGXohzaEvlG+3QBDF+FGMpsjc2FzecQK2++6rij94LdTzP0h8pwd6NyJJGL/v1WblTTDBBBNMMMEbDW9KAu69730vq6urt339p37qp/jzP/9zfvzHfxzf9/m1X/s1PvnJT970nlarxS//8i8DsLi4yLe+9S2q1er49Q9/+MP8+I//OJ/+9Kf5oz/6I37+53+e97znPS/7ri9+8Yv88R//MQAf+chH+NSnPoWSNmk9+OCDfPSjH+X+++9ndXWVX/7lX+bv/t2/S6lU+l53wQR/jXjpxOSVlHDfz1bTV8LtmkVvhK4qabj1i++LE0HcnVoo0uHWBNxrreZ7rScmP0iLzO3IxL2JqCyJfSwyoV46IXyRTPxOkx1h6Yyo5w2ypspqc4QiS0KdOfCRJLEuoyBKbYgSfhQjIVZAVeRxE2qU2tM2ux5xLPapF0YiZ2omz2PX2vzBt66y2fZIRS1kDQldkbl3oUjHCegMA6pZg62ew3LF5vx2nwtbfTEhHwVj8q/R90iy4ju2eh4J8JWLDd52oMaD+8p863IT1ZbQVYXV5oi+F1LIaBybybHacsaKpjBOqGV16jkDPxIKmpEf0R75qIimWEWSeHC5zFTeoDnwudoYoigyXzq3w3TRYH/V5tRCET+MqGUN7prPs1TOsK9m0xz4PLnSYeCF7A48dFXG0mRm8harLQddlfmhE9N849Iu1azBTk/YHMu2zoFqls2OwxfP7dAcBhyZzrJYyggiRVeYL9t8+XyDRt/jnYeqfOjENFP5LrsDjzASBKmhyigSOEHMXzy3yfHZPO8/Wqdia6x3PFrDgNWWk7Zbiky3KIY4VdEB43NtD10nRJHlsf1v4IUkccJ2z0NVRBOlG0Rc3R0S3kb+amkK7zta4+h0lvW2R98NWCpboujBUHlho8fRmTy7A4/2KEityyEdJ0SWhFLJ0hUKloqmyPTdkO2ey+n1Lj90YorlSoYru0Mu7QwQayRUpHlL5VA9x2LFwgti/vL5LQqWRlzL0XN8LF3lzGaPM+td5koWh9Iyi31VGzcI6bkhQ0/YJp9b63K5MSCKE45O53hhvcvzmz3mCibX2w4SULQ1dnquaDgdiMbOgzWbdxyqsdNz6Xshh+pZ9tezhHFMKaORJKK10vFDLu/0qeVM3nu0xhPX2rRHPl4Qj4sQirZOxwmwNIUwTMkpScLSFK42RtiGmuYYikZRRZZIEApZS1NRbJFHN/BC+mm5xvX2CBKIYvE9O32PE7NCBXhuu4+lygz8CC+ISZJkTITNFi1MXeFyQ+QPAlzdHSBLQgW6Vz5zdXdI0HHxU3WhIov1rWSFUtY2lJTEjZHdkJmCyXI1w0bXvSmf8u75AhldwY8SWkOP7Z7LZldkxRmaaEZ+x4EKRUunOfQ4MSuUvWEMp9c6nF7r8NYDFWaLFgM3EjbjnktrELBYyfDOAzUMXWY6b9FxAra6Hkaqjr2xbCijyySJwnTepGBqDL3wlvegKE54aXF5kiAUgf6dE3BvJPX8rfCdHujdCt9NVt4EE0wwwQQTvNHwpiTg9giuV8KP/diPceTIEc6fP89Xv/rVl73+e7/3e3S7XQB+8zd/8ybybe87fvu3f5tHHnmEKIr4j//xP96SgPtP/+k/AaCqKr/927/9snWrVqv85m/+Jh//+MfpdDr83u/9Hr/0S790p5s6wesEL23FvB3R8/1sNX0l3GmzaNnWGXrh2FYDsN3zcIOIjK7c0pbzWqv5XsuJyQ/aInMjmShLIuTb0oQFK4hEWPheVtlLJ4Q3konfabJjaoooNGiL9sm5koXjR5QyOvW8wdAPmS6YnF7v4qXKEzWdMFu6TEbXxqHtuwNhCZUkETa+XLExNYUEeHqty58+uUYcvWivu2exyKG6aGaUJImnV9r03JDtvsdb9pVxgoivX9zl0FSWKBGNooosI0mCfGiPfOxShmJGTZV5Co9fa/J/PbDAXXMFXtjs0Rx4dEY+a22HqbyJJEk0hx77qhnuXSiO86xEkLsoptBVmTASjZTNgU9r5LNQtpgumDy92uGxa00qWR1Vlug5IevtNlMFk4wmiIN3HKrx0L4yj15o8Mz1DrNFCy+MkRDW07ylEyUJX7+8ix9E3LdU5ifum+fclmhQNFSZdx2usdlzeX6tg6mrKFLA1caQ+aKFE4jjoykKV3aHhFHMI89v8p7DdQ7VbDojnyQR+2jgBnSckIEX4IcJnZGwWFZsg5WWw0ZnhCSBoSr03QBTl8kaKl4o1D57Vt09Eov0XyeIsA2hTLqwPWDoRSyUMozckBc2e+Osq5dCAup5g0pGw1QVDtRy1HIm612Hvhuw3fVoj3wURcINItbbDj03RJIEKahI4vuHbohiSSxXbGxDodF3sQ2VE7N5vnZxl3JW53Atx8F6dlx6MJ+G+icJrLYEOWfrKgngBhFuGGMbsK9is9Icst5x2R36HKyJ0pAEiSQRY+ILaZadrko8uFQhb2l8eXWHoqVzqTGgNQywDYWuG3BitoAXRjR6LooM9y+VaA89TF2hZGmc3+rz7astgkhku/WcgIyucqie5WA9jyQljLyI+5dLPHalRTcJcJyA5YpNFMUEYYJtCEJy4IXMFkQDas8R+YNhlGBqyXg7/VD8rSsSarpvMrpCKaPRGvo0+h49J6SU0bF0mRMzBa40hjyx0mJfNctMwWQzHRcTxHEZ+aI19PhsnsP1POudEbIscWajz8gPqWUNFkoWlqawXLWxdUVkzPkREklaSqAhSzJe+OK9Yi8D8PhMnq2Oh6FJ3DWX59R8ES+K2R0IMn+2YLFcydJ3Ai41BlxuDNjqOMTA5caAmYLB3fMFHr/WptEXyWyGpnB+q48iy2z3XAZuSCmj8Z4jNeIk4crukJ2+y0PLZUxNSfP8PMq2wWIlw76qPVaJjvwQS1fImRoZTSGMYzY6Lmvt0fh+vkd+vhROEBHcaW14ijeKev6luJMHerdCkvCqs/ImmGCCCSaY4I2GyR3uFZDL5QBwXfdlr/35n/85APl8np/4iZ+45efn5+f5wAc+wGc/+1m+8IUv0O/3x8sE6Pf7fOELXwDgAx/4APPz87dczk/8xE+Qz+fp9Xp86lOfmhBwb1DcrhXz+91qeie402ZRU1OYK1nAi0HbThAx9KOUOHpxUvX9VPO9FhOT14NFZo9MHHqhmETHwvbVc0VeUxiLMPqcqZI3NWxDZaZg0hr6YzLxTic7GV1loZyhneYzhXHCRtdlsWyhqRpFW8MNBDFVsXXyloatK0RpIH7ZFsRjzwlo9D12Bi5JArWcQd7UUGSJx6+22OyKIPIPHp/iYD2LhFBPzZUyXNzuk89oHJvOMfBClio2X7mwQ5Qk433qh8IiukfyRYn4zpyp4fgetq6gKjIrzRFTebEvvNQSFsYJjYFHLWeQMzQKpi4C6+OYzjAgSpLUHibTGnj4UcJUzmS2mCGKxd9+EOOHCV03JGdqzJUzTOcT1toOAzfA8SMKporjh6liMKaWM4T6re8TxjF5E6YLMuttBz+I0VWFjfaI2aLJbNFCV2UO1GxkSeIbl3aRJChkBMmpKTKtoU8taxDGCSM/pGCpQtUTJXzh7DY/ft88siyxsiMm/lGSjMcSWRLW3dbIR0KUBLRGQapiEsq2KIo5OpPj+fUuUZxQyxmsNAVJJ6XnOwgFlaGKYo32KMANIxRF4jPPb932PNs7X+MkYbvvIyt9HlguoSoyfSfgzGaPrKEiySq1rE57FKQqvASQxgTGXhlDxlBZqGTQFZmnVtpc2umzXLWZL2VoDFz+4vQmtqFwcq7AQjnDc9e7SFLCRsdFlSXmSxlmiyayLJHVVbKmIB6nCybTBRPHjxj4AdfbDo9fa9Me+uwMPGxdJWsI4u5dh2dZqtis7A6ZKWTIGgo7fQ9LUxh6ISfnxZjwpXMNpvIG+yo2miojSRKbXZevnN+hkjPpjHwMVRBhqiLTcQKeXetwcafPWw5UmStaZDSZhXKGoDFgX9UmZ6rs9DzyGY0L2z38MGa5ajNXtogTQa6ZgCcJIraXZpgFkciZkyQxbmcNhUy6/XlLI4wThkGAZSg8uFTmcmPINy/vpoS6zHPrXfwwSs+gZFyUEEQJj15o8M6DVU4tFDE0mTiOUSTRRnyxMWCz47Cbnq+yJD69O/BxfUHoLlcz7KvY1PNCDeqGMc2hx3LV5r4lX+RDuiHPrnd4ZqWDHwnV7cgXDcX7azbHZvIcnc4RRDGSBJ98ep2Hl8v87ZPT6IrCWmuEoYmm4aEvmlgNVUbLaLzlQIWNjsMT19roiszJ+QIV22CtNcSLEjHmuAHnt3q005zMM5s9tvsez6x28MMY21BYrtjsq2ZZKFk8u5aStYpMGL+cmNYVUYbxavBGUM/fCnf6QO9W6Kb3lzvNyptgggkmmGCCNxomd7jb4Pz58zzzzDMAHD169KbXfN/nscceA+Ctb30run57Rcy73/1uPvvZz+J5Hk888QTvfe97x689/vjj+L4/ft/toOs6b3nLW/jc5z7H448/ThAEaNokI+ONildqxfxB4dU0g+4ROTcGbYdRjJz6bl6tmu+7yV57LSYmrxeLzFIlQxTFbPRc1lqiYXalJZRCcSxyoHKmxlLZYrGcYb6c4UBVBIjDq5vsmJrCTMGiYuv0PbG/98ivpXKGu+bySIhspaEv7H7uDYo4TZGxDYV9tQyzJYMgTJjKm1i6THMY8ORKm7mixcceWMCLYp5caXN6rYOmyLzzUI3Pndmm4/gslmzuXihQyeo0h0LB4/gReUtDSy2jAiLIvOcGZA2VKAZTlwiimOfWO/xIeZbpvMlKc0jOUjFVQWrMFEzefrDK589s0xi4VLIGuiLT90JUWaKY0dlfy5IA57d6TOdN/taJKYaBUOYZqsRswaSSNdgdeJQzBu89WidJoOv4VLMGhiZztTlkrpQho6t0HR9ZklLCTMdQJYZBRC2ro6VNok+ttHl4f5mTs3n2V7NcaAyQZcZqx5KtE0VClXN8pkDPCeg7AZWsQZKk2YDAamvE4XqWa7tDVEUQj07aVLtcybCvmmWr47DZdylmNKq2znZPKIIUWWKl5XBsOsfK7pCBGzCVN9noOITxi6SNIktkdAXbUCFJCMKInivsmbdCJm1MhVSB5cSoisRaK6Y18skbGrW8Qb4j8r4KlibI2b28M0lCksS/ILalljc5PJWlktFFs6+hkiDx/HqP6YJBLWtgagoXtwdc2hmmasFBqhyUqWZ1pvIGXhjTdwPaiiyUdV5IVwswNBkZUXpQsQ1MTWbghYy8kL4b8tb9lTEJttIc8sJGT5B2QURnlLZ/1irEScIXz23jBhHVrM5syYIk4VtX23zlYgNVlqhkE7KGRsfxyVsa1aw+bnGN44THrzRRD1a4f6nM2w/oY4VmZ+RzYi7PvkoGS5M5WM8JklNX6bnifPZDYXHc7omHhUkCqvwikSqUcgl9NyRORDahoSpISORSdetG1+GuuQISElcbQ4Z7amZJXPtCBZbs/S+eWevwwHKJnK4ydD3qeYOBG/LYtRbPXu9iqDIlW08Jb1Hi0hkFkMClHdHG+tBymXreYK3t0BkFlDIaDyxXeHq1zRfO7XBxZyBajG/YGEFadjm32edH753lwbkSf/L4GiM/4isXd7lnqcR9S0V2By5fPN+gOwpQJIhj0Q5912yBra7L06sdMrrCkekcC+UMWz0XJ4gJ45iRF1LPGfS9kOfXuhybLTBfssZtx1tdl6EX8cKGULM+sFzi3sUiK80hmiIx8l9+Q5rKG99VMcLrXT1/K9zpA71bQWQP3rlVd4IJJphgggneaHh9sQA/YIxGI9bX1/n0pz/Nf/gP/4EwFD8CfvEXf/Gm9124cIEoDeh9KTn3Utz4+tmzZ28i4M6cOXPL991uOZ/73OcIw5CLFy9y/PjxO9qmCSa4E9yqDMAPI/peiBvExHGMLMuYmkzOUF9G5MwUTKbyBgsxd6zm+16z176XicnrzSLjhjEvrHf59tUWPTfE8SOiG+xKzYGYXJ/b6vPwvjLlG2ywt5rsvNKx01UFXVWoqIIwNbW9VlORhbXVc7ncGDJwQwZeSJCSs4oio0pSasFS2V+1qWZ1sobCyIvouwHFjMb//fAS57f6fOqpNSJAlST21+zUzusx9CJOj7pAQimjMVO0uN4asdl1KNoa9bzJemdEnDDOgopCofKydIUgTBh4gnDsuyG2oWDpCofrOQqpsufs5gBLkzk+l+eF9YQwTnBjYSMbRgk9J2Sn57JctXnb/gr1goltqAy8iJ7jk7M0DtZzDNyAxbKNH8V883KTSlYjb+mUMhrnt/usNkfCYpjR0VUTkBj5QmGkSDKaIqErCooklH1JIvLXPnRiiiASRNrBepadvlD9hFHCjuPiBhFIYvsaQ4+sLq6pnKmJVsmRTyVb5uR8gd2BjyKBLEvYujpWV11rjWj0fGaKBidm8zSHu0SxIFNaQ5GD9vD+Ck+utCjbOken81zZHYybPyVJEL+qLJp4AbKGysC7eXJsqDIFU9ih+17AdtdNs8sgjBIcIhRJZnfoMZUTRRKLpQxeGHF+u4+pKYz8ED9K0uZOKFg6JUtjrmxhqQqyBNt9l+m8gYTIBry6O2Q6b3BirsDbD1bwwpjFssWx6VxqwxTKxJXWiJXmCEtXOFC1AUHy7Q580cwrS2QMlcP1LO84UKOeMxj5ItQ/igUZMApCqlmDj94zS5IkaIpCydbpOSFnNnpcbgzwwpiFksmx2RzzRYsL232eWmmRJIJUGHoRxYwogFBkQQjFiWjdDdNcxa9c2GWmYHGwZmNpCrtuSKPv8+4jGTa7LtdbIyDhm1faDPwSh+o5cpbGSmtEc+ijKjJJkmCpMhISsiSJ74hThaQs03MEaXd8pkAtZ1DPGVxoDJgtmGx1PTa7zk3jiZI27e79P0kSZKupCit2ECfkLWH5ffxai6dXOkItF0QYKRkNYOsqfiCyF6M44emVDhLw3qN1ihlR4hNECdfbQ3puwGI5gxvEtEdCrSun5KyhSlSyBvW8yZXGkJEfcXK+yE7fI0oSdvsuvZHJ8dkCMwWLs1s9Lm71yZoqU3kTU1dYaQ45NJVjOm9QzOj0nAAntVNrimiDXm07rLVG5EyNc5u9NC5Ap2wH7PQ94nR8juKEx660kPbDfUslLm4PXja+y5JQbe+VULxavJ7V87fCq3mg9/34/AQTTDDBBBO8nvH6uWP/gPAHf/AH/MzP/MxtX/+VX/kVfvqnf/qm/7e2tjb++3a20T0sLCyM/75+/fprtpxXS8Dd+F23wubm5qta3gR/s3BjGYAbRLSGPp2RULfd+FtYkUWwusjy0UW2mKGyXLVZqth3/H2vVfbadzsxeT1ZZDa7Lk+stHn8WpuuG+AHMfFLUoRiErwgokvC49faWLpKydY5ZGo3TVZe7bEDMdnxk5iFUobdvs9TK22GXogTiLynPVVUFEckiowcguzBelsoZsREOURK4O+9ZYlzm33+vydWkVI7oRNGGJqwZd3Y3AnQ6Inyg+MzebwwomLr3DWbZ7PrvCzYP4rB1IQ90wsTDFWQDXs2y3sWi9imxuPX2nz7SpPlqs29C0XKGZ0zmz3Ob/UZpNslASVbJ0lgfy3L0ZkcT6y2UZDQVEXk62V1CqawflqGwgePTwHCnraXf7dnab6w3afjBBiKjBeKBtlAkWn0fEZ+SMZQuX+xxMG6TdZUURWFvutTyRrMlzNpyUbI1d0hCVDJimw/L4zZ7LoslzPkLI2MLoyaQUrmzeQtZEkQb7auoChinw/ckEbPS8lTiUNTounTTc+J9sjnkdObvP1glWMzeU6vddlfz3KwluVaa4QfxoRRgqbK9L2IvKny8IEqcRzzuTM7gCAVcobK/rpNZxhwpTGgljeYLVoM/Wh8DmV0FUuXud7yODyVY7GS4WpjwGYvYr6UIUmJrjglJ01dEXZrXUGTJRbKGXaHPgkSB+o21ZzBua0+iiyuna2uK9SJ6Tl+oJ7lXEq4bPc8LjcEIVLWNOL0fA/jhNXWcJwN2HdDlssZum5AwdLpO6LQ4+LOgN2BR2soGn8/9uAiBUsliBKeXe3w/EYvtRNnOVjPMls0OTqVo2hrtEY+B+s5dvoeA0+0iS6WLZYqdmozF+S2hCi/kCSIE4nn17sslDOstEYQJ/ztk9PMFkz+8LEVLm0PefeRGotlmzhOKGSEkrCXjmWWplAwVdRUPRclICMesERxTNcRx6TrhhRtbWxzFp8XeXyWrqCEQu0WJwmSJMZjWRJFPIYmockiR3J3KFRtC2WLJ6+1eeZ698XrOxGWVdsQxJ+myBRt8RBkFEQkCTxzvcu+ms2RqTxxAjt9jxfWexiahAQcqNt4gYUfifM9jEUZRBAltIeiXOTMRo8Pn5phqZLBD2M2Oy7n9AGXtvocnc3z3iN13nGwStZQKWY0nrne5f7lEroq44eCzL1xqLE0BTeMxkUpe/eJ9c6I+XKGjY6w2F9vjm7KS7ywPeDYbJ6cpd2kEpWAo9M5qlljrAb8bvF6VM/fCrdr9/7r+vwEE0wwwQQTvJ7x+r+T/4Bwzz338Du/8zs8+OCDL3ut3++P/85ms6+4HNt+kZQYDG5+MvpaLedOcCOBN8EEL8VeGcBqa8R62xnnu70UUQwDL2LoOwy9kLmSsEW+tFn0lfD9yF57tROT14tFxvFDzm31+ealJm4QY6kquiIUMVEs7Jd7dkBVllEkCTeI+ealJovlDAtlazxZGfnh+NgFUYwXirymJE6QZAlNkfDCeEyOzKUZcqoioysya+0+miyxVLHZ7LloisyRaQtb11BliTBJGHkhO32PME5YqtroioQfRZRsk7JtcHarz2dOb6CnZTJxam+t2Lr4N6unip+ExXKGU4tFzK0+kiThBRHZNBNvpmjxjcvNsbJopmByuJ5FUWC97dJJSVBNlYkSeHBfiROzBXZ6Ls+uiUKEOIFPPbMOSByoZXnfsRokMPRFK6Ohygy8iE8+vcb73SnmihYjPyKjyWR1hf21LBd3+jy4r0zXCfj65V0eu9KiljO4d7HIl883kCWJak5noWSzUM5wYVuM6R0nIG8KNV49Z/D2g1WQJM5t9tnsORyfKdAc+jx+rYWtKxysZ7l7vkA1Z6ArEm6YjDPbFEkak25DP2Lkh3hBTKPvsd33OLcljlvB0qhmDUq2ThDFzBRNMoZKnMRkDYV3HKryhTPbbHYdFFmm5wQ8en6Hdx2u8aG7pmkOfVwtQpIYEwhZU2W6YPLAUonrbYcvnN0e2+hypoofxuz2fGp5cf333JAkEQqpfMEkThKOTudZLGWYKViMgpDOMMANYlpDj8P1HG563IFxCYQXxDhBxHTBxjZVLm73Kds6Iy9ksZRBlWXiJKGS1ciZKm4YUc+ZbHY99lezdIcBfhxzYavPnubI0lX8IEJVZEZeiKEpOF5EGCWQxNTzJp95boOT80XcMOaZ6x2u7g7HGWbtkc8TK00eWi6PiaBaVuc9R+tM501iEgZOSHPoEyUJ15ojbENhv2kz8EK6jlCo6aogAbuOyOXb67FQZYkkSTi72eODx6eoZXSQJQ5N5cmbCq1BQMcJ+MblJn/nvjmm8waZlHBbrtoMPZFz1nNDvIHIbouTJE3WY9wmW83qZE2VnKFiaDLbPY/mwGOmYAKw1hrhKzGhJs7BBMaNzBISkgxzRaF+3uy6gjyN4cxm7ybVLoCfjkOqLsYoXVEo2RKGHzLyI/wo5uxGP1Wvqlza6WNoimhaRqgE/bQAQZbENTBIyxCEKk7CiSIuNYbcv1Tk7EafCzsDlqs2y7UsAy+k0fc4WM/y8P4y2z0P6XoXP0xoD2/doq0pEts9UVQSJwl+FNNzA67uDjlQzyLJEpU0D3Ot7ZAkSZrPqXBpe8ChqRzrbXHPkiVBvh2ayhKnWYtvBtyu3ftOcGO79wQTTDDBBBP8TcSb/i73Yz/2YzzwwAMAOI7D5cuX+ZM/+RM+9alP8fGPf5zf+q3f4sMf/vBNn7mxlOGV8t8ADOPFH1yOczPh8FotZ4IJvldkDKEW+/aV5k0Np7dDkkB7FCBL8MBS6VXZX14P2WuvF4vM7sDj9HqHvv8ioadIkmhDfoWy5r4fcnq9w31LRfKmShTHrLcddvoeQ19YWP0oJrlhNSUZdEXG0hX8NNftQC0rJjtJwrmtAV86v8NDy2V+5u37iOIEP4wY+jFRLJobs4aKochIssRO3+XTz23y7sN1jk3n0VSZs5t9wjjB0ETrYi1nUDA1sqYgSupZA0NTuH+phK7IXN4Z8sjpLfwoxtZVoiSmnNFZrtq841CV9x+r0xx6SIAmy4yCiKwhWhvjOGFfxUYCdFXG0hSe3OiOyyrObPa4sD1AAs5t9pgtmiyUM4SpBbXnBmx0XSSE4uJDJ6aZzplYmkKMhG0oHKrneHK1zZ88fh0/nUzuqd6iGBojQYKd3+zzwL4yR6byXG8NGfgRuiIxX7J4cLnEesfl65d2CeOEsq2PSY09MvfcVp9ruyNOzBV4cF+Za02HKE7QFYV9FZuIhPWOgxOI1tI4TpBlObW1CqXcasvhcmPIfMliX83G0gXBlC8LlVzO0Lh7QZBLIz+i78a0RgGPnm9wz2KRqbzB5caQ89sD/t7DCxybKaCpEiVL5JHtDnyiOEEiwQtjXF/G0GRGQcjAU9BU0awqSRAlwoKaNTTuWSxi6jKrWwM+8e1VOiOfD56Y4iN3z9JzA85u9PCCeNyAamoKM0WTmYJFc+Dxv564zlI1Symjs9VzSSR416EqV3eHhElCdxSw1XU5Mh2zujviA8enOLVY4JHntpAlcc5mTRVBAYmiAC+MKFo6phrRHvm87WCV2YJBHCdUszqnFgqstUdc3R0SJQkFS8PUFE6vdTk+kydnapxaKPKeIzV0VeHq7pDLjQHrbYf7l4oslG2+cak53pZa1mB/NcvIj9jqOGRNlRnJpOeGKZkvzi2RBSjiLd56sMpm1+Gr5xscmspy72KRatZgrT1irePw4HKJ9ijA0BQO1rKsdxzObvXQZBlLV9OG3HRMScm9jhNwdDrPbMFAVUQ5QRwLQrzniuxE0cosVH9+FBOE4vrXFYmSrVPLGmiqzE7fI2uoaaOrz7Xd0U1jVJQkhEHMwA0Joz0iT+TtFSwd2xDkXNvxSUjE2KIqLJY1trouqiyjymLdRatrhJ8uV1NkNAVyhoaqmMgSlCyh6s1b2viYu0GMlY5DpqbSGvRZbY0Yei9v6wbQVUEadZ0AVZKxDQktjPDDmMbAxwtjcqbKxe0B0wWTWk5n5EW4QcTIj1htjjg0lWU6b2JqMouVDKWMTmfkc2Q697qyiX4/cWO796vFje3eE0wwwQQTTPA3EW+OXwOvgGKxSLFYHP/3gw8+yMc+9jH+x//4H/yDf/AP+NEf/VH++3//7/zDf/gPx+8xTXP8916Jwu3ged74b8uybnrttVrOneCl9teXYnNzk4ceeuhVL3eCvznIGipTBZPWMOBOnltLwFSanXWn+H5lr73aIofv1uKSSVsqs6/RE/rNjsuF7QF3tMNvRCIsT2stYQOVJUGItYcBoyC65fKSGLw4xgtj/EBkXB2aylLLGVza6XNxu8/IC1EkYTHzw5DdoUdnJCbQqiJRzKhM5SwsVYTZt4c+F7Z7/NDxOsNRwKWdPookMZUzmC5YOEHEld0hT622+dCJaWo5g1rO5OJOn9NrPY7O5CnbOivNIVldFQo1L+Ta7oi5okVWVxi4Ml+91KA7ClMFWETR0nj/sRq1vEEuo9IbhThByNnNHlN5i8ZAZITpigj2TxLY7nljW93AiwjjGFUS58JGx2Gn52FqCmECnaFHLrWz/ukT129S9kRJjJHa1EBcB1ECT1xr8cBymeVqltNrHWIS3ne0xoXtAV+71Bjbgd20sdVQJQxVkGimJkjRJ1ZaZHSFk7N5NjoOiiwxXTR5fr3HwAsxVIUwEqSCrkg0hx5+GI1bRKMk4cJOnzhJ+MipWcI4Zr3jUrINPvPcJss1m/cfrbPZc1lpjhh4IaYm88JGjy+cc8eKlUee32a2aHFspkCcki+zBZPlis1Ka4QkSfS9AE0RIfvNgU/Z1ohJGDohsizhEXF8NoelyVzcGnBxZ4AkgW2qGIpC1lDpjHwWyjZBFKWZfwmWpiBJ0Ox7rHcdnCDGC0JqWZ2ru0MubvV575E6lq7w6Wc38KIXyStJhqdXO/yjd+/n0FRW5MQVTapZAyeImC2ZqU1TIwFUBd6yr8rh6axoTVUUvCCm74T8rbtm+MCxKS5s93nsapuNrkOcJIz8CE2VeXhfmd2hz9cu7vLlczvESVqikdpphcUxYmV3yFprxInZAvW8QZgzaI8CkTWWNSjbOn4Yj22eGV20pA69iKdX25zZ7ONGETMFk47jM5032eyInLatrkc1qzPyI7pOwD0LJTY7DhsdFy+MRJssYOsis3O6YKJKULINZgsW7YGLLCsossR606FrhFSzOotloVj0o5ihFxLGcdrgKTFMx9okgXJZFxZeT1yX4vpIhPo2jAmTBENViGKRgXjjQwBhm9bSa0hCluWxwlmWbx6foyTBDYUq0vGjcSacKseYKDi+aCOezhsEUUwho5E1NCC4qf265wY4wa3JNwBFFscsTM8pRZKwNBVdFceUBA7WsuP7l62rJDlxTnhpe3PJ1jlUz4lilCBiu+cy+5IG7r/p2Gv3bg79V3WvlyTG7d4TTDDBBBNM8DcVk7vcbfD3//7f5y/+4i/4kz/5E37hF36Bj370o5TLZQByudz4fd/JDjocDsd/v9Rm+lot507wnTLmJnj94rtpCf1uvmO97XConoUEzm31iRMoZjQsTUzQonRC0UmVb0encxyqZ1lvO2M743fCa5299t0WOdzOIrNHsMmSyGUKohg3EO2clqbgBhFOIPaVE8Tf83FoDv3ven90nIDWyEeWIW9p9EbheBL8ikizmRRJIm9qKBLsDnziJOGHTwrS5ovnd9jpubhhhCyJMPckEeSTrshMFUzunivwI3fPcn6rRxAn7PY9FFlirmRRsQ3R5tockjM1TF2hNfR537EpPn92my+dF82Qa+0R9ZzBZlcmIUkLACTecbDCSnvE//fYdQ5OZTkylefq7pBCGONFMZosMXAj/uzJde6eL/DOQ1XOb/WwDaG0u9wYjI9hFL2oBIrS0HtJEpY8VRLnQGvo0x75uEHE8ZkcuiJzfqvPI6c3sXWNURAipQxaHCfYuoKuyLiSyLJKEN/17GqHiq2zUM5gqDKqLPP1i7skibCj7f0bJ8JePJ036DiBINAkMGSZx6+1uGsuz/5alp4rzumhL4Lzw1icjwfqWRoDnxc2hOVVkcDQFExVxlRltrou1axB0dbZ6jlkdJVjM3k+98I2s0WTUwsl9lVtGn2PFzZ6XGnffP9Zazs8fb1DnMBmx+HkfJE4Tjg5X8DSVb56cYfmwGfkR+QtlaEXsd0TZFAla+CFESdmC5RtndbAR1UVihmN+5dKTOWFNfX3v3GNa2mRwlTeQldEvl/PDdjsuhQsleWKzYF6lpm8MbZKV7IG37jSpJTR+Mg9c1xpDLi0PSCOE5TUmnphu8/BqRzLVZvm0McP4/SaFy2nqiKxVLa5e76Arso8fb3NX53eYqXpoKsy03kTVYalqs3JuQKHp3L86RPXud4W2YS6LGPqCqfPd3j8alOcS4qMJEls9TwWKja2rtAeiTxAXZW51hwSxiJrsecGjHxB9MhpMP9ePr9tqHhhwtcv7/LEaockTnhhvcfBWpb2KEBVZKYyglDMWSrntnpC9WWqPLXSpmzrHJvJESUJUSSUr5os7OdXGwPuXypRymg0+i5LVRtNlihaGv1UYej6EUVbqMg0RUaVJUZewsANcG4YX2YKJuWMhqnKNEfiAWKYxIw8ob7dewggSy8+D3jpQ4CiraErCgk3q4pNTUaREfebGx4q6IqCYsq4gSDcRH6dUBEOvYhazsCPYvKmhh/FzBdvbr9Obih2uRUkILzF64okoUgShqZQzRrj62KPiNRV0RCtK+I7wjhhs+vetoH7zYDFSobmwL+jqIk9zL3JiMoJJphgggnenJgQcK+AH/3RH+VP/uRPGA6H/NVf/dW4jOFGMus7lRvcqDx7aQ7bS5ezZ4V9tcuZ4G8mvteW0FeDxsCjMRCB+EemcxyoZxl6IZ1RQNcNCCNhK5wpmBQzwuKnyhLNgcg7utNSgtcye+17KXK40SIjS9xEsA090ci4Z7laLFtsdkW2mLBGSRycyrLecV92HBRJelVkafASm+irQRKnVuBhgAQcms6OGwi/E/beL6VNmyM34IHlMiMv5NHzu1xqDFIlj3i/LEEho6OnpOV6yyGMEt59uMoPnZjCVIUdcbFiM3ADVlsjmgOPhXIGVZHE+ZOqvdrDAEtVSBCtqKWMxlLZpjX0UWW4b7nEpcaAp1c6yLIgg0oZLZ0cC4XVUjWDLEvMFk2GXjgOrrdUoRTL6ArHZvJs9zwafY8kEYoZSRIKtChJAJlEggRBysUJXG+PcPwY01Z57FqL7Z5L3tQoZTSiWFgvO6MQL4w5WLd5erWDJDEOL3NTK+hdc3kMReLy7oCirbPTFzZaWYJq1kgt3D7L1SyXdgaM/JAkBje14F7ZGfC2QxU6TkCUJOyv2lzcHuAEISCxv5rl7GZvnJkWpaSqUAeqvP9YHS+IUGUJVZH53JltDk/leMuBMteaI75wdgs3jNnueS8ru9jDt6+2efR8g5ypcXl3wGI5iypJzJdMPvbgIi9sdMeh+7oqE6RNngeqGQ7Xc2R0hShJqOdMcoaCoSnEccKnn9vkc2e20RWZvKnRHAb03QhVkca5XKoi2KgLOwMO17PcPT/FanNEMaNxrTnk21eaKIrMUjnDvorNkekc8yWLRl8oF01VZqU5Yn/NZn81S3PopW2oA/woxlBlmobPHz92nfbIZ7Fic/dCkQSJRt8jjGNGfsyXzzf43Avb/OT9c/z0w4t8+tlNdEViKm9yfqvP2a0+tqGlZRNKSqIlmKrMfMnCCSPimLR9Fq7tjihldIqWTqM/YOAFyJKUKhgFkXqonqU1FJbOJBbWzfWOgx/FHKjZnNvqY6WKyVreoOeGPLnSZq6U4cF9Fa7uDtjquuNrN4gECVjPmzy4r0KSJHz9UpOjM3ksVUKRRelFPS8Goq2eC0NBhGtKghtG9LxgPE5JEkznTep50cpr6QrSSBB9o1E0trfDi9mV0UsHufR8BajlxNih3KB6y6Xk32bHfdlDBUWSMDWxr/0wJpETQeyl2XDLFZt6TsfS1Ze1X2d0BVOTcYNbD7oJ4jjdCrauYGkyQRSn1mILU1doD0XhjZ8qYuNE5NZVs/otG7jfLMiZGncviMiI292j9/BmJionmGCCCSZ482FCwL0CarXa+O+VlZXx34cPH0ZRFKIo4ty5c6+4jBtfP3bs2E2v3dhkeqfLUVWVQ4cOfeeVn+ANjdeqJfROsUeMKaoIfHdT68xGx6XvhURp6HjOUJktmswWrbH19NWUErxW2Wvfa5HDnkVm6IUUMzrtkc+Frb5QgKSTs6yhcmwmx+m1DptdF1NTiNIg7b2Sgb3jsN5xOL/dY76YYavnMrghY+iVyNKMpowJqlcDK7Wp5QyVruNzdqs7bqF99nr3ZWHoN0KRJU4tFFiq2Dy31uXUfIFCRmd3GPCFszustEZjUkZTJGo5g6m8iapI+IEwtRUzOiVbY7vrslDO0HUCvDDmQNVGlsQkWVNkkf+E+O/ZksXj11rkTZUDdZvr7RESElebIw7WsiwYVqo+lPjKhV1ILX22rtB1QhbLNlt9odKcKpgkCfScgLObPb51pclPPbBAIkmc2xJ22lrOYKZgMl0wubgtFJ1JOjkW6scYL04wNAXbUNEVic4owFAlWkOPJ662x/ssjklD9w3ylkbfDTg5X+DSzoCBJ4oH4lQJd213wFv2l8mbKn/1wjaWplDPGTT6IkagnjcF4QZYmkwlq9Pa9lBlSQTrGyrPrXe5b6kECVzZGVC2dfZVbc5v93jL/ipRkowtnTIgyRJyerweXK4wlTf54vkdKlkdQ1F4YqWNE0QcrWcxNYW/eG5w26zHjK4wVzTZ7IrzuJjRGbgRn3thk3cdqrPaHmJqCvctljg8lRO2YC9EloSltu+GPHGtzb5qhvlyhufXO7z9YI2O4+P4QsGXkDDwQ/KyStZQcfwITZGQZYk4TlBlwWrqCsyVRNHI0AsxNHlsI1SimAvbAy5sD9hfs5gvWmx1XJqaTy1rMEj38f85u83jV5vkLI2coaEpEjMFi3NbPR6/2iYBnlrt8M5DVR7aV+bbV5rjYykUYDKffnYDRZb5yfvncYIIWYbTax1Gbkg9b6RjYIAfxlxpjDg+67NYztAY+HSGPoYmQ3rubXVdlqsZLE2h6/gEiRhbJWChajOVN9nuuez0XSRJGufuRbEI++86AY2BKCCRgGbf56nVDs9c747bWI/N5AjCBMePUBQZU5MZehFnNnqstIbIiIcQEUCcMFuyuN4eUc8bZNPmXz8SeYOGKtSesQR5S6Vs62R08bBitmTRdUIKliha2TvHbxynFBlul7AxSonLoqUhSdJYlayrguxywlsrem+0hoZxjKnJFDMq1xojlg9mODFXwNRe/vO2ZOtM502uNUe3WCoi60699Zg8X86gK/KYEDQ1Yeut2Dp9TxSjqDIsVzJMF8x0P725f2IXMzr3LhWptnTW2rd/kPhmJionmGCCCSZ48+HN/evgO2B9fX389422T13Xeeihh/jmN7/JN7/5TXzfv22JwqOPPgqIEoWXKtwefPBBdF3H930effRRfuVXfuWWy/B9n29961vjz2ja5EfK32R8P1pCvxPCKMZUZUq2xoWt/tiCepO1Bhj6IS9s9Dm72R+3u7WHwR0Ta99t9tpLP/9aFDksVTJ4QcQTK+3x9o6/R5Y4WLe5nCqxSFUfS5UM5ZcQnXvto10n4Oi0z4nZApoiyI09G+vtyNJKzmA6b9Ic+uiKjCRDFMWMgoh+2ii514JqKDLFjI5tqBiqaIozdTltU5TY7jkcrItMt2u7Ixp9T0zeZaGWUxWJatZguZLB0hVWmkMRph9EVLIGXzy/w7nNHrIkkdEVDEVhf80WeVxDn+2eiyJLHEzbBdfaI0Z+iB8nvOtQlefXe5xe71LNGiyUM+yvZbmw06fnhOQMFVNVUmuoxEzRomhpdBwRoH9pu8/DByqcmi/w2NWWCHdXJOIENroOIz9iumBwuJ7D0hU2Og7bPY/Nrktn5FPK6Gz2XJbKFhd3+gSRUKKttx3217Icnc6z0xPtqXKqNgqiBAmhoinnRRbXYtkib2lsbg8I4pi8qRMnwiZYyxnkTRUJiebQ50ShwA+dmOEbl3bpewEDNyROREuwBGl7YoipxpRsnZyhUMkZ2LrCyAvZ7Xtcaww5NpvnnoUirWFAnCRsd900e0sQVdt9l/WOw9HpPD/z9n3kTJVPPrVOkiRpLpdoJD1Yz7K/mgUJHjm9OQ6vz5oa7aFP3wl45IVtLjeG3AqaIqXnuIXjx2x2RUnQnvKwPQr48oUd3nawiixJnN/ukzc1WiOfoRsy8EShQc5U2V/LYuoKX7nQoJYzaA99SrbOZ567zkzB5F2Hanzz8i5uEKErMmGcEMQiXN+JRMaaock8vK9CPW/w1Uu7fPBYnc2uQ2cUULENdvoeshShqzJ5y2Ct7fCtq6Kl9sg9OSq2zhPXWjyz2kGWJbojcYxOzBYY+SFPXRMEq5IqI79xeRdZgof2VTi91sEPI0xNwQsjDFnhi+e2OTlX4OHlEue3BzSHPqoqszvwyBkq9bxQY9qGSmvgs1zNcL3jYKoyHScgJiGMYnb6LvtrNuWsTmPgkqRNxfvrWcpZA1OTObPZx1AFyb+nKJMliYEnHnT4QYSpKjh+TMcROVtBHHN2s8fZzR7LlQyVrI4TxIQpObjTd8fnvqEqtEcBjh8jE1PK6ByoZTm31cfUFOZL1rg5FaCa1fGjBE2Wxg9cjk7nKGV0tnsuSxWLI1M5LmwPRFYaYp/auvIdLZ+LFZtSRmQJ7qmS/VCQf9M5c3we3gp7hTWH6zksTeXgVJa8qXG75w+2IRpjV1ujW77HDxMsS5BCzRsKBBRZYl81kxKC0k2f0VWFivrifjo+m3/TE283ImdqHJ8tsFyxaQw8+jeow3OmKH+a7K8JJphgggneTJjc9V4Bf/qnfzr+++TJkze99mM/9mN885vfpNfr8clPfpKPfexjL/v82toan//85wF4//vff1PmG4gMuPe///385V/+JZ///OdZW1u7ZVbbJz/5SXq9HgA//uM//j1v1wSvb/wgWkI1RaZk61zcFuTa3tzEDxPg5SqEOIGzmyJ/6tBUDu0OibXbZa/d2ToK0sl5jYocEgSxtNl1X2bbnMqbjPyIZ1OLHYgMuqEX3vReN4hYbzt0nABLU9jsOsyXMmiKRGPgoysStqFSsIRNbaN7M1k6UzC5b6nIUyttnCAmiGJkSaJg6eQMjc4ooD0SCpp6yRANnYkgIhfLNhIS7ZFPJQ1ybw9FSPvheo5RENJxhCpHV2WKqc220RcFBW4Q44cp0YfEpR1BOpFAOatzZCpPx/G5ujskjoUi8EA9S2cUcHG7j58SWI9dbXFyrsB0wWS15fDsWofz2wr3zBfYV7F55LlNoT4yNc5vDdAUid2+x1w5w1zRop4zSZKEUkbD0lSiBJarNk4Q4gcxeUsVNrZYHL+ZokXHCVhvO4RxTAJjIm++WKKWNbisyIRxTJTApZ0Bx2fzLFVtWqttNEW6IcRdkJLvOlxjX9XGj0RDqB9ElDIaSFDNmpBaRtfaDkmSkNEVzm32effhGvcsFnlho0ve0tjpCdITSRB8XppV5Ycxx2bzzBYs4rQJVZYl/CgmZ4q8rYzus9UTxQtyLBHE4lzQFYX9VYt91Qy2odB3Q959uCbWM4xRZKHG8YKIc9s9ru4OCcKEYkaoirxQkFSPXWvflpg4PpNntTVkveOw3RME0dHpPOe2esS8mF/XHgV85rlNDtSyHJ5KlVZRwrXdISM/QpZsokSUA1ze8dhfy1HN6lSzOtMFE1lKeGKlzT3zBT5yao6V5ojrrRGyJPZF1lApWhqHp7IsljNCnbbSIoqFzTWMEtrDAPMGVWEQJeyrZLi8M0zbYEUT7PWWw1cu7KIqksixVGRsXWEqb3Bhu48kS+w9roiThCCGr13c5WMPZVgoZ1J7qTImwrwg4sxmlweWS/TckOutEZIkU7BUkCQ22g6KDJoqs9YZsVjOsFyxOeP1qOVEZpsbRAw8EdgvxgaNrCFyxUCMjz03ZGV3iIgFFOdq1lAxdYW+KwjkhbLImFvrOHhpvl3XCcbHygsjuo4gOoIoIYjisZrO0BRypoofCbt92dbZ7jkcmhIPGc9t9Rn5IoetXjApWjpeGLHRdmiklv0XH774xAmsth32VW2Wyhmu7Q5JgLypoasyzm3sngCzBZMDNZuhHzFb1MfB/X0vpOsE1PNiv2z13NuO94ossVzNkDdVylmdza5LPW/eMhKhaGnMFU2OTuduus/diCAS12crLRCQgFMLBQqWRhgJteKtMCkQeGVkDJWl1yizdoIJJphgggneyHhT3g3/4A/+gI997GM3tZC+FP/5P/9nHnnkEQD27dvHO9/5zpte/7mf+zl+4zd+g263y6/8yq/wwQ9+kEqlMn49iiL+yT/5J0SRIC9+6Zd+6Zbf8y//5b/kL//yLwnDkH/6T/8pn/zkJ1FSexvA7u4uv/zLvwyIxtaf+7mf++42eoI3BL5fLaHfCWVb59LOgHNbt56U3PI7EZO1et7kyHTuO74fbs5ee7UoWBq1nFC+vBZFDqvNEbtDn4VyhuzIH2f5RDFUsjrnt/rEiOw70UyoMvCFymemIJqIW0OfgReSN1VGfsR2z8cLGxys53hurQuIiex03mSxkmEqb9Icemx0HGaLYn3ypsZG1+V6a0SQet+qWZ16zmS+ZLG/lgEEA2JooilwL1vpqesdvCDCCyOqtlCeNQceX7+8S3skJusivF+0+OUMhblihrJtcLnRwk3b+4Z+SM8RNsK8pXGwnqUx8IR1ExHiPlfMsjvwuNwYitB/VQTeD9yQ3YFP1lCpZHUsVaHrBPyvp9Z5x6EabztYYaU1IkFMXuMkYXfo0x4FNPImswWD+bKNLEl03YDNjsN6x0WRBQERJwnVrCEUmpUMiiyRN1SKGbHf5FQhuJ1O0vOmRkZXCWNhdzJUmeutEaWMxv5alr4jLIyyBFMFC1WWKGV0vnBum/W2y2IpIyypqkw1azDwQlabDkM/xA9jVEXsUz+K+T9nt3n7wSoPLpdpDX1yusp610FKxDplTZVSRqeS1QnjhKevd1gsZ6jaOt1RgKbKXN0dpNltgnTNGiLvbrZoUTBV+l7I0A24sD3gcy9sEyYJswVTlDaoCkkCbhCy3fPGJRaGJqFIsNV1+W9fuULvNhZxU5X5mbcvc3qty5lNca/yI2FvPVTPcmQqx07fFdZgWUoD5mPObPY4s9kjIeFDx6Z53u1wfnuApsok6fGq5/OEUUKj7+PHCc2Bz0dOzbHT83h+o0tr4FDPmRys22OLacHU0FSZjuPzwkaP89t9MrrKwZqNn7ZgyrJQF1q6wkLZ4uR8AUWWBFGcJMwWRKHD7sDF1GSihLFybLFUIE7HSjVVc0VpzposQRAnrLZGHJnOoUgSPSfAUAUxOF0wWW2O6DkBGUOmlDEEcRcloolWTgP+w5ggjPna5V3eur/CgXqW59Y6lCwNs2zjhaK4opLVKWZ0dvseO32Pw/UsBUvni+e2U0WxRJSqHI9O5yBJWGu7qDIcmrLTIoKEnhNQyRoiG01XmMqbIpMvEuuBJKGrElGU0HWCcalMzxXtppos46bZjIemclRzBqvNkci10xRKGY040cgZKtNOQMnWKWV02kMfN1XnrbddZvImbzsoMua6TkDWVIV67xY3FEmCmbzJWw9WyaQ5arOpRb85EES3FybESXSTLbbrBDdZQ3VF5m0Hy5ycKxCl55gbxreNRMgYKjlTu4lsfCkp7QQReVNlOm+y0/c4tVBguWrTcQIK1u1jHiYFAhNMMMEEE0wwwZ3gTUnA/eqv/ir/4l/8C37yJ3+Sd7zjHRw4cIBsNku/3+f06dN84hOf4Otf/zog7Ka/8zu/cxMpBlAul/nN3/xN/vE//sesrKzw8MMP86//9b/m5MmTbGxs8Fu/9Vt86UtfAuDjH/8473nPe265Lu973/v42Mc+xh//8R/zv//3/+aDH/wgv/iLv8js7CynT5/m3//7f8/q6ioAv/mbv0mpVPr+7ZgJfuB4rVtC7xSWprDdc2+rkLkd4gS2ey4ZXfnOb4Zx9lozVRfcKW5UF/Tc4fdc5OD4LxKdL83y0RWZrKHQcwOqWR1DVVDTgHBReuBTyeqQwMANyOgKOz1vrNJw/YiD9SzFjFCwuUHMteaI1daIo9M5js3kGXohj11tsTvwMBSZexeKDNwQSZYoWxr1vIGmKqiyCL0nJaJ2eh5nNnogwZXGkMbAGwfx3z1fYOCHhFGCG0T0HJ/OKBAB8IrYziuNkG9cbnJqocjJuQJ9N8TSFXZ6bmo9yyABrh+nuWmirbOSM0CCyztDkiQRuW4ymKk6yPEjojAmZ6pUcgaXdwfIssQTV5t87KFF7lssEcfCxuuFET0nAAl2By4LZYu8pdIZ+RiqCJeXJXCDeJxpVbBEu+kemVidNzhYz3F1d8jz613iJKE59HCDkMNTWZ5f7+CFMbYutttQFfwoZrGcYa01oppaf70wImuo9L2Aq40RMwWT7b7LPYUix2fyImNsp4+EhCJLaKogPoU9W9h//+r5LZYrNoensrz3WB1DldlfzRJEMQ/vK9Po+2x0XCARaqqUgNRSAtMNhN10tSUI27Ktc/dcjqIlyk6u7gz4+pUmEoJw01WZ5jAgiuO09TNOlxGOs/+qWYMD9Swn5wrjls2XQpbggeUS9bzBpcbNLahRDJcbQ+5bLKGrMl4oQuW3um6qyoMoTnjyWpv7Fks4YYwTxtTzQqXZGYVcbnRY7zjcNZvnqWttnlnrUMvqHKzneNuBCpsdlz998jqKLHN0Jo+uyDSHolXyessRhHQU4/oR2YXC2JK9O/DJmypeKPbvgboopDg4lcUPI04tlBj6EWstl/lShsvptoWxUC6OfNGamboxx+SbBGRNlSuNIUencxysZ7mw3ccNIqy09bbvhoz8kIKl0/cCdge+KLqQxfmhyBJ6SoqutR0+f2abt+wv8+5DNXb6HuudEY4foStiPRxPZMgdns4RxglfOrdNc+BTzGjCVhrFZHWFexaKrLUd+p7POw/WMDWFgR9iqDI9N6SWN7h3qYgTROJ823YI9lp7EzG+T+VFJmLW0NjqO/RGIaamjveDG8Y0+i4zRYvlik3X8XF9obC0FEF2zuRN3DDi4nY/LTJJx9Uw4kpjyP1LRYoZjTMbPba6Lu0o4EYGTlNk8pZKNatzcr7IUjnDTs8jmyqj9oL7twcumx1HEIxuiJXaYqfyJn4UE8UJmiJxYjbPidkCHSdgt++N71+vFIkwV7JoD/2byMYbsz9FnmPCfUtF8qaGG0Ts9FzKtnHL5U0KBCZ4rTHywldV5jTBBBNMMMEbC2/akbzVavG7v/u7/O7v/u5t3zM/P8/v//7v84EPfOCWr/+jf/SP2NjY4Nd//de5fPkyP/uzP/uy9/zwD/8wv//7v/+K6/L7v//79Ho9HnnkEb70pS+Nibs9yLLMv/k3/4af//mfv4Mtm+CNjNeyJfTVfa8I0ZdSq9mdQpLEJLHrBHdcAjFWOdxBxt0eblQXvBZFDp1R8DKicy/Lp2BpOH6IoSoYvJxYdNJ8tr32wu2ue1NO0TBto7Q0hQ4vfkecCMVFxlCpZXUu7w4pWjo7I4+DU1nqeZOdnouuCkVK3wlRZQlTU6nnDM5s9Hj6egdbV8mZKts9F5BQZGGZfXKlw/XWkIf3VTg2kydKEjY6LsOUMOiMXAZeiK7KPLPaRpNl3nu0JgLeE9H6mjeFQmSlOUxVc2Ldy1ljnCkHe7l0Mpoi9oEiS0gKNHsepipzfKZAzw0oZTTcMOLwVI6+F7JYzhDEsTgGTkDe0DA0kelWyerkTXFLmi1a3LdUREok1jsjzmx2KFg6iiSz0XEwdZkD1Sz7qjZHprO8sNmn0fMI4oSlssX7jk3x+TPb6KpMFAtFztkND2ZEZqKlK+z0PR7eV+a+xSLXmiOhOswbfPtKi3ccrDJXyvDl87uEUYIqgyrLWJomlEVRjK0qZA2hfLy6O+DCdo/lis3HH1qkbGucXu9hqArrHYesoaDIMtWsjm1o7PQF4dl3RcuphMjLCqKYkRcyV8zQ6HuM/Ii5klBbKrJEgiAeFFnsf/cG23Ixo1O2dabzQgl5/1IJJPjI3TP8j2+JhziKJHFoykaVZa41h1Rtg54T4ofJmMh98TpJaA09KlmDra5LNWuw0/PGxI6uykRJwsiLODFbIGuotIcBL2z02eg6uEGELEksV22utYYMvZC1tsOTKx1OLRR4x8Eq//dblvj0s5ustUYM/ZAgisfjSD1vMHBD6nkTPxIKTl2VqWQ0ZooWJ2bzWJrCVy7ssNF2yFk6UZwQRhG7A49n1jscrqdE2lZ/TI5FcWo5DcW+NFSh7LN0QbRvdB2GfkTWFCrLrKFiaIrI89NkWoOA2aLFoXqWJBnQdwP6aRGHpojMTFWR8MOI7X7EVy7ssly12VezOTojlGxLlSybnRF9LyRvaVzaGfL1Sw06owBZEnlvguBKuH+5RNnWObfV42/fNcN03uDS9pAjUzlUReKu2TwxIntwrT1i6EVIe+pIEoSrXCgRB17IQilDRlOZmbHIaPKYSBMZoKJI4clmm9bQo2wb1PMmIIoftrouc0WLexZKDP1wbHOdLZo46T4rZ3UKls56e/SyEp+8qTJTMJktCjt1o+/hhvFN2aDFjM6p+SKKJI3Jsb3iAz3NvqznTBbLGYqWxmpzNFbi7eGVskZzpsax2Tyn17pYusKphSJHgoihH43JDltXyJviuHdGIr/QC+NJgcAE31f03UBEkHRuX1hxqzKnCSaYYIIJ3lh4UxJwn/3sZ/nMZz7D17/+dS5dusT29jbNZhPLsqjX69xzzz18+MMf5qd+6qfIZF7ZUvBrv/ZrfOhDH+K//tf/yle/+lW2t7cpFoucOnWKn/mZn+HjH//4d1wfy7L4zGc+wx/+4R/yB3/wBzz77LN0Oh2mpqZ45zvfyS/8wi/w1re+9bXa/Alex3itWkJfLXpuOM5ful074q1QtITd79UQf3sqB+C2La972FMXnFp8UV1gG2qqZLl1Q953gqrI9L3bE52yJGx4t0MUgxfEGJrMwAvZ6r08JDx4SVZQMSPy12xDwfFCPEtloZQhimN6TkzJ0pgrWOiqzOm1Dk9f79Ac+hyo2eRMladW2qx3HJYrGTK6ytXdAX0vJKOrFAyNOElo9F28MObLF3aI4pj7lso0+h5rLYcojmkNhRolTkBJyR5FlkgSibJtYBsaAz/E1ETD4V6uWNZUMVWZRs9DSnPTVEUe2zBLlk7WEE2lm12XnhNwsJ5j5Edcbw/5wtkdkVsnS7hhxIWtPkvVDEen89iGwvPrXbwgJm+WyBoq80WTU4sldvo+3766y9AT62RpMQPPZ6MrctI6o4BLjQEP7ytz/2KRc1t9dEXmydU2x2fyfPyhRZ5abfPUahsvFGoxXZU5Np2jmNHJmSpxkvBfv3iJu+aLfPD4FNd2R2MSrGrrGJpMSdKFWimIUsuhCLYf+REFS+Rc+WFM1tDou4I0HXgh2z2HozM5rrdHjLyIclbH1BSevt7GVGVylsZ2zxM2x9TmLEsqC2WLozN5OqOAME44UM9yYibPRtchTqDvhsKeamn4YYQXJkBMLWdSsDQWyxm8MOa5tR6ru0MSSZCrqiKzv5Lh0HSOrKFyeDpHRhclAwlJqgR88TpWFYlG36OeN3EDkbW3v2ZzfquPLIsWyjBK8KOYsqmx1XM5v9VnoyMyFSUJ3n6wShgnXN4ZpGSlILafWGmTJPCOQ1XecaDCN680sQ1hWdzoOAy9kLypcWwmTz1nMApC5lNlVjmjc26rz+mNHo2eS87UqGRNwjjGTxWbgmCLudwYsFi2OLVYFI2gslBu3qj03VNIyhIMvQhVEe2ipYzIaBx4ERsdh+4owDYUhn6IF0YsV7KcXhfZf3v5f0EkbLJ5RcVOrcRDP+JbV1t8+2qLu+fz/OR988yXTb51tcmFrR4bHZG5d6ieozXy2e0Le74iw7sO1Tg1X6LnBZycK1K2ddY7DncvFJkrWnhhxIfumuZ/PbXOmXWRV2moMqaqoCkyQRwTxwlSKnNzg5inr7c5NpPnb5+cRpIE0bpXwHNx+8UCHlOT0bUXiaxbNW8vlEXz8kZnxFMrHVZbDrJEamPPsa+axfFDwrTZ1tJVFFnCCSK2ukJxvZfteSMMVSZrqLclx0xNwQkirrdfXqZwq+W9FMWMzj2LRa63Rqy1HaI4wdIUZF1kbEZxwtCPKNs6x2YqSEiTAoEJvq/ojP56m+8nmGCCCSb4weFN+cvhyJEjHDlyhH/+z//5a7K8t73tbbztbW/7npfz0z/90/z0T//0a7BGE7xR8Vq1hL5ahFGMqSljtU3HCb4jMVa0NOZKFqamvGrir5jRuXepSLWls9a+9dPeUkZjX9WmmNHpjAJWWw5hFOP4EZYmj4sNek5wx9bZvclZ3701yZjRFWxDJYxFxlQUx2kRxc2I4pg4lsZB3TdCUYSaJoxi9tdsYSeLE3RNJm9qOH6E40fYukqUJOyvZrEMhWdWO3zjcnNcsLBUtkW+lUTa7JmwO/CoZUVjp+PHhHFM1tTY6AhSytQUhl7I1y832ZfaN9vDgNbQR5Igb+osVURulq1rXNju03ECFksZDtZtFFmQi0GcYOsKtq6MCwMURSKTWvHjBLxQKK8O1G0MVWGnN8DxI6YLJue3emx2XWxDxdQU8qaGLMHD+yp0nYCeIyy4i2WLsm1wpTHADSIkSeKhA1WuNAZ89cIubhiNJ7thnKBIEhldRZbFJLnvBnz5fIN3H6nx9gNVVtsjnlnt0HdD6jmDQ1NiHwz9CD+MOFATdta19oinV7uc3+4TpQTRYjlD3lKZK1lsdF2iJOE9R2p8+ewOiabghjFRlKDIMmEUie/3AkoZHUtTSOKE9x2rkyCswl0noGBpvP/oFBe2euwOfc5v9SnZOjVbR1Fk/CBGU6S0aEPh5Gyedx+ukdEUtnouOVPFUGT+1l3TPHp+h1EQsa+aJZdaMB0/pDUMOL/d512H6li6wtXdIc2hDwmESYyhKiiyaLbd7Hn0UtXVXMHi+EyeJElw/IiMrpIzVAZeKBSNiOy0IG1IXtkdcmwmz5HpHNt9b/y6pSu0hwFXG8Mx+abKEh85NctCKcPT11tM5U1MTaExECosW1d4YbPHctUWhOMozwubXYZeiAzMFS2qOQMvjHh8pc3xmRw5SyOMYrKmylcuNnAD0eB7PS0AsA0V3wnZ7HrMlTIEobDlDryQqZzBybmCuBYR4f9DPxoTUH03GBcVqLJQsQVhzGbXo+P4DD1B9pcyOvn0/FmuZpguWJzZ6FKxDabyJu2RTxwn+GFCPs0tu5HUjGIxNkgJzBVM3CBio+NyZrNPNaszV7A4OpWjnNVZLGeYLph4QcRqa8RW12O1OcI2Fe5fKgtSK1WtljMaYSLGqj1iGAlGnsjM22uy9dJCltmCRdHSyRoquwN/XMCz14KqKeL4952AvhMgyzKmJpMzVHRVeVnzdtHS0VV5PDZ0RgEdhD1fU2RMhbQhOHzZg5O9bM8bUcsanKfPZlfEG9xIjnlh/IoPiW61vFvh1bZzTgoEJvh+oe/+9TffTzDBBBNM8IPD5BfFBBO8jvBatIR+N9gj7jK6estSgj0ossgT2gviNjXlps+/GrzSBKhgqdiGymbH5cmV9k0EnR9GXG+NyJnauNjgxkDwV8Le5OzGUPo9xYalKUSxyE8zVAVdhlhWsDTx9NkJojHZpqsybhC9aGOVRCC4IgvrV85Q0BSN1lAEitdzBt2+x+NXW5zZ6OGFMQfrWcq2Ti1n0HdEJtWJ2QJPr7Zwg4S5ksl03uSL53bY6Xu4gSCjOqOA/TWbqYKwD0JCo+8x8EKhfMmI1sIzGz3efaSGbSisdyKWyxZvPVgFRH5cdxRQtEXWlK7I2LogDHJpcUDXCYiTJFXJvbgP98hOLS0jOFATbYhhnJBLw90vNQZ4YUJrFGBpMp2RT2vkM1ew2F+1+fy5HWQE8TtTFGUTaqrYKVoaX7/YpJeSpDlTxQtinCDE0lSCKCIJQZIksoaKH0Z89WKD+xdLwkZraURxwtcuNce5Xmpa/jBbEPmDjzy3iaEpzBRMJIS98/FrLY5N5zg8laPnhjy92ubh/RWcAxW+eG4HXZFRdUHO+JoiVF5AEMaossT7j09xar7Aua0+J2YLvP1AFUOTRaGDInFxRxSWhJHIbIuThJKts1DOUMxo6IrETDFDzwv5i9ObXNsd8uG7Z8kYMjN5i//rwUWu7A55fqPLVy820hD9ZHxsvnZ5l/ceqSFLYGkyGx2XYkYjCEULa5QEFEwN1xfn0Vp7hG0o/O27plkoZbjWGoqmXF0QXyNfnO9xDEaqONrpeyxXMtRyJquphbVoaXx7q8/Qj6hkdaHaWigSJzFXGkOmciYZXSGXtpt++2qLq7tDZElipTniUD3LA/uEXXbvenSCiNWmw4WdPmGU8Nb9FTa7Djt9n3JG44dOTPPnT6+jKhIJMj0nIGdotEY+z290eev+MvuqGc5tD/BSErfnCuXabNGinjd4YaNHGCcvGWsTqlmdjK5wve2wkdqVFUmcb/cuFjEUma+vdVkqZ3jvkRp+mn9WtoWFeafrCetnqsQDUCQ4WM/ytoMVYcXtjLB1lXcerHJ0Ksf1tiPaTnWFA3WbWs7A0lTcQBDVWz0PTdlrxM2S0RXW2g7VrMHZzT5TeYN3H6rzzSvNcfFIGCVIkjh+YSzGxqyu8pYDFao5nSuNPgdqNqRNypcbA3I3lMnIMtj6i5P7vbF/z+p8Y/P27bI9Bdl2e6Xy7ZpDb1zed1rGnSzvlTBp55zgB43V5oj17p1HcgA3XX8TTDDBBBO8sTD51THBBK8jvBYtod8NbiT+XlpK4AXxOPBdtHCq6DeUknwvxB/cegL0SnYMXVWwdJWV1ovFBoemhNLrlUi4Gydne9urSBLlrM7QC7m0I+xzfTfg+GwBL0pYbQ4pZDSKGY2CpTL0hA3R0BSGXkSUJCgyYxtiz404NmOSMzW+dnGX3YHPW/aXWW2NeGa1TRAnhDHomiLURXFMe+Tj+BErzREn5wrct1TmsatNcqawPj692sbxIxJezOe72hhSsDTKtoYbCNsbiAmvokgYqsJW10VTJO6eK1LPGRyfybPSGtEZBRysZVMLrdieZt9nX83GjyJe2OiJpkZTRZYkqlkdS1dTy2M8DiuPkpj7l8poqsxaa4SpKzSHwiKa0VW88EWViqpIuEHEY9daPLBc4l2Hanz7SpMwTrjSGPLw/jIZXUGVJNbbI6p5na7rU7Z1bF2lOfTTnDSRfRbFCbIkiAVFkpjKmax1RiyWMnSmAy7sDOg6PkGUsNF10GSZvKURxgmbHZdRamsLIhVDFQ2f0zmDIE44MpVju+fSGgX80bdX+cg9s/y9tyxxZqPLmU2hmItiYUXNWypHpvIcny2gKRJ/+O1Vlio2pq5Qzmic3xpwYXuXHz45SzUnSJ/T6126ToAmSwz8iMWSRTFjs7+awdRU/vDb1+imlvAgipjO26y0RgBcawwZuCFRzMtI+rObfQZuyGJFFGlkDQUJQRzFCSRRQnvkkzU1+k5IsWxxZXdIzw35Wyen+X++fpWhH40VYEVLlE1kTdEIm9GFNfn5jS6KJFHNGnzw+BT7azarrRE/du8sSxWb7ijgsatNXtjoja3psgw5Q+VgPcdb91e4d7HIVy/ucnFnMA7uD+OE5sAbW0CrWR1dzVPNGWNlZmfo8fjVJh86MUWczPCZZzeFOlOWQBKZbs2hR2vkc89iiZWWw3xJjGW7Q5FPKEkS9bzJ6fXuTY2aezg+U2Dki+tg71VdlbE0hVPzRVZbokjhufUuJ2YLvP/oFAWrRXPgoysypi6jyBJDLyJnCiKpkNG4e66ABGx2RZNwGMUcn8lxZCZH+YYCGFWRiWK41BjQcwKGXkR7GKAoEg8tZ1mq2rSHvihi8AI2uiO2uz5zJZMP3z3DVtdlvePQ6AvLuCRBxdJZrtgsVWyiJOZqY4Qmy+wOPHRVYqPtYGovlsnsPWS5EVEscuaGvrAIz5Wsm5q3b5XtuaeAkyVB3AdRfJMC7pWaQ7/XrNAJJngjYOS9WAj1arBX9LJ3/U0wwQQTTPDGwWTUnmCC1xFei5bQ7wa3Iv72Sgm+E74X4u9WuBM7RtkWpFl7FHB2sw+IfKqtnYEgyeL4ZbapGydntaxBLWugyBIrrRGn1zrsDny6TkAYJUSxKDZ4rNeiNfLJGgpzpQzljE6SCHtmRxLB5QA9J6TnBmiKzP2LJVaaQ7qOz/1LJc5u9fjC2R2SRCitwlgopvZIhvX2EEtXmS9leOxqi4co88BymTgW+VGDGyxsCSADUQI7PY8Ts3laI6FUk9JChihKGIQhbiCsruWsjqXLXG+NqOUMihmds1s9zmz0aI8CoT6TJao5Qajcu1jCNhR0RSFKEpF3p8pUs4bIkkoSum7A0ek8+6s2z2900VWZQkanPfTH758tmqiyRN7UqOZMNrsuhqaw2XU5NZ/nQM3mwlafa80RfTekaOlIEjy52maxlKGWNdjouGyldlA1Lb2o2DrtkSDXNEVmuWKTN1W+fbnJ9L0mmiLTd0IKljYmRTRF5thMDktTcHyxb4JIlDO8dX+FozM5JMCPhK3RTvMQkzjhL57ZZLGS4cRcgfuWSkSxsGxKkiCe/TDimetdnlxt4/oRQZzww7JEAvQcnweWy3z+7BYXtgcsV21OzhUwNUHoIAkSeLU15I8fv85SxeahfWW+eVkomXRVWK1HfsifPnmdjKYy8CLC23iut3suWz2XE7N5ZgoWzb5HxlQwVDltjxSNtZ4U0RwoVLM6T620eeehGsWMxmbXxUsEWaIqErauoCsSXSdiuyeISzXNEwvjhMPTOXG+uSGVrMET11p8/eIuYZzgpso7EOd9zwnY7LqcXtd42/4qP3Jyhs+e2Waz6xFECVcaA55f72GqMvW8wVTB5N2H68yVLD77/BY5Ux3bzR+/1uGhfSUWyzan17qsNocoksRs0WLkRewMXN6yr0LPEU2lWz2XIE4YKYK8XazY3LtY4omVNlGUjIm2kqVxsJ7l9HoHEKI8WRIK3x+7d46MofDEtRYDL8KPIs5udlmsZHjXoRqNgUd7GLBcsXGDCD+KyegKS2Wbsq3TcQI6I0GcXdkZ4Ecxa+0RraHPWw9UyJkqF3cGNHoedmox9sOYmYLJfClDzlKxNIXTax3KN1heW4MAS5e5sD2gZOscnMqxv5bFCcL0GnnRmn5uu0cSJyxURBnKXgtyzw1uIt+KtoZ2G1VzkjC2gJqqMm7e3sv2lCRElqQqCNuhF+JHIofQNgSR74YRWV3l5Pztm0O/m6zQSRPpBG80NAbeywqh7hRdJxhffxNMMMEEE7xxMBm1J5jgdYYfxJP/HxTxB+IJcGPg0XNDNFlip+9yeqOLrQvi7Fa4Ma+uMfD49tUWsiTh+BHr7Rf3myKLdsl7Foscmc6NJ2cZQ2W+ZPGtqy2+cXGXzZ5703avtUcslCzuXSzy2JUWQy/E9WOYyrK/aqMpCpqqkNFVtnouXSdAAt5zpEbe1PjGpSYZQ2Szff7MzjiEPCYRbZq6aBB1g4iRHzPwPHI1lUrO4InVNh+rL7BQzoh8trLFwI9opyqwPTQGopU0oyk3rbssA7GwhybAVM5gqw8LZYUL2wP+z5ktRikBtRc4LssSF7b7GKrMB49PUcpUWWuP+OLZbS41hhyfydN1AkZ+xD0LRT5wfIqipfHl8zs8e73DidkCcVbYdGVJWJlVRZQR5CyNa40hXzzXAETA+sruiAf3lXj30RqnRgFhFPPAcpGeK8L3vTDG0hRmCyZ5S2XghqkFOCFvauRMMZHPmSpOEHNms4cbxrxj6OOHMVs9l0pW5665ArIkMfACjs/m8cKIw1N5NFWhO/JZLFtECVzY6nN+u5/mgYUcqGY5v9VHVYTSq+cG/M9vrTCdN3lguczQC2n0XdqjgJXmiIQXC1AGbpSq+RIOTuV4/FqLv3h2E0WWWO84HK5nqeYMajmDUap87DoBkiTx1EqbJC7y8P4qlxt9ZgoWz1xv8/RKBwmZjnPrspOMLjLo3DAmZ6qsp4omRZGQEWTy9bZQ0SVJQpRAe+RTzemc3ujy4L4yP3HvPH/6xHW2eh4JEMcJlaxBECWstUb4UYwXRHjA8ek8P3JqloKlcXl7QN5UeXatw5mNLn6c0E0JGtGWK+y/SZKALFSaXzy3zTsP1/mho1MMA5E3qcmphVuTqeUM9lVscQ65IR84XieIYh55fgsjbSreHbicnCvyvmN1FAmCCIZegCxLlCyNatbg1EKRr11sEKeEdc5UKZgaz1zvcP9ikQeWSjy92iaKRQnFu4/UAHhho4ea5qBlNIWPnJrlxGyeP3tqjYVSBicIaQ19ZgoW1xojVEWQhidmhb216wRj4ny373FhRxzLexaKnN8ecGqxiKpImIqMoSk8s9rF1GRqeXFeFCwtVY4JEjRvaTSHPmc2ekINKknMFExIGDeenpjJ0/MCvnWlSRILla4qS6nNNiJOoGIblDIahiaPVbVeKBqJ2yOfYkaU6tyOfLsRHSdgu+/eVMBTzOgcm8lzdlOoRVdbQ4bei6pk2xD5lsdnchybyX/HEPk7yQqdNJFO8EZGz719IdR3QpDeryaYYIIJJnhjYULATTDB6ww/qCf/3y3xt/hdEn99NxDZJ50XJ1YzBZNnr3e43h7dlDe0lzV3IzK6ynTBFM2DfsSV3QEH6zmut8T6W5rCVN5gsZKhbOtcaQwwNHk86es4AU+ttNjo3rrF9Nm1LvcuFmE/PHGtTccJWG0Omc6bgGgJTBCZcYos8cByiXsWilzZGbDZdzkylePK7jAtDwDbUMiZGkmyp7gRll9Dk9FkoSw7MpVl5Ed4YUTZ1hgFEVN5izlZIowSdkce213RthhEMU4YkTM0TE1k0olWQRlZEeoUQ1XQVImqrfPYtRafPbOF4wvyLW+p2LpKOaNj6QqWJpoHP/vCFkGY8PD+Mh97aInz2z10RWYqb7HRcRgFIY9eaJA1FEoZnZwhMtecQNhWE6A59Gn0heXvvUfqbPdcDtezpAI6vCjm/7ywzf5alpmCUK0VbZ2eG7LWcXCDmIWSJbL5dJWsETLyRFtn3tLQFYUkiQEJPxTbI0NaJqBwoGanqqohQz/kLfsrbHZcvny+QS2nU80ZvPtIjShO+MS3Vmk7QikXxQk9JyROEuZLFk+utNnoOByoZTlYz7HeHrHSHHJtd0TPDQjjGC+IUdOWUUuXOFi3yaSkyeXdNn/1/BayIrNQskiACzsDvn21zXI1Q88NWWmOMFSZqbzBdMFke+CxWMlwsJ7Dj2I+9fTGbUPnJQkqGZ23H6zw+bM7lDI6IKymGx2HQ/UsPSdgumCy3nGIEtGImSQirN8PRUvmanPEgXqWv3XXNF+73KQ7Chj5IbWcQXPgMfQjsobKVM6kmjN4x8Eqh6dsdnsuxazGWtfh9FoXN4xwgwhdlcf5ZxKC5AXQFYUgSgijmC+f3+HvPrDAidkiMvDWgxUOTGWxNAXXDzm/3ed/P7fBOw/W+PtvXeKFjQ6aIiNJsDvwhQoyTtjsuUjAj56apevIbHQdXmiNOLs94MN3z/Ceo3W+cGYHCfG5BGEf/uaVJm/dX2XqhMHuwGeuaFLI6DxxrYkfJkznDO5ZKvHAYgnbUPnDx1bTdlAFRZKoZQ2yhkLFFuTQC+tdTF3mh47PEKekriJLRIkgwU1N5tLOAAkoZ0RzsRfGrLaECi6MRPFLzlR5x6EamiILUjdrECPUr3fNFThYzxIlCQslC0tTODSVQ5YEkaaFMsuVDI4f4QZx2u4pU8poWLoYD2xDwUiLc+opCRzFCdWcgSrfeZZnkiByQv0XCYDOSJCE610XQ5WZLlgvizAwNJm1jkuSSHfU5PhqyxImmOCNhO+2uf61+vwEE0wwwQR//Zj8aplggtchfhBP/l8N8afIcLCWZamSoTn0udocjSdFeVOlljXIvEKw9a0y3vYyprZ67i3zhl46yXKDiK2uS5wIFZ4iS8yXLKpZHT8SNlEzDY/fe18QJdy7VESRJM5v9fFCYRMbBRG8ZHu7TsDTqx1OzReonTRZa41oDFy2ey4zRRNLUyiYOvcu6szkLbKmaJA8uzXA9SNMVUy4DVWibBtAwsALRAFEIoofkkSoheoFg5ItiLDV1ojnN3rIsoSlKaw0hzSHAXNFk+mCyXTO5OLOgJ4b4KTESDVrsNVzkSWJMIoZBTEHajYlSyOjqazs9vjCmW3cIGa6YFLPGciyRBILe13WUNlfs7nednhqpYOqyJzd7PF37l9AliQ2Oy5TOZMojvnL57fww5gwTnhwqcT9yyWaAw8JiUJGZ7Pr0BkFSBK8+0idSkZjtTkkb6lEibD0lWQZJ4gY+iFbXZfFSobdvo+SKn72VWxaQ58nr7WJEtEoaWoKqizTHQVIUsBWV1h3lioZjk7nWGkO0WQJWZXTUHlhS3zHoSqL5QznNnuYmlAVkcCnn9uknjV4x+Eqj55vEMZx2uAJ232XQ/Ucz6938aOEq7tDDk/luG+phBsI5VDe0lBlQaIOPXF9ZnSVu+bENSQh8eRKi1JG5/hcAdcPudIYCgIqFgSq60fkDJW+F7LaclhrC7Kv6wS0RwGfP7t9W3XEXNHkYD2LrsjkTG18ru8pm3Z6HofqObwwppARpOSlxgBZgiBmXEAQRjE7A49rzQHHZwr85L1zXNsdMfJDsqma7q5ZkQl2eCrHYtlClWU+9fQGx6fz3LtUpOOIll3RFirC/7U0yy2MRU6impJnfhiTxIIAvLDd4+F9ZZoDl/NbPdZaLn0vENlkioyuyKy2BOkZRuKaNFSFvKVSsQ10WSaOBXEPiExHW2epYjNXzvDEtTYLJZMH95VZ6rlsdF1yhsp8UTTdDryAY9N5PnB8ipypst1zmS1afOiumJyhIkkSlxt9/n/PbOL4Ee87ViOIYjKGaOUVzZ4BJVvY8P0wQpFhJm/SrdoUMhq2obLT87jSGBBGCbIs1K+KIrHedmj2PUGA6wp+GLPT88fZb5tdF1nihpxLX4wLukItZ5JLG1mvNUdCDaurKFKErshkjYQYYVlX0pw8Y+9BRgL7q1nmShYrTaGMfDXk2x6cQFiu4eXRAa8UYfDdNDlOyhLe2LhR6f5qfiv8Tcd321z/Wn1+ggkmmGCCv368ee96E0zwOscP4sn/nRB/tazBXMli4IU8tdq5LTk4V7RYrLycHLxdxpumyMLqGbz4RPfGvKGFcuYmJVxr6NNxghuaSSW8IKKU0dPGw/hlyqH1rsN0x0CWJK40BmiKQsmWMPxQKIKimOSGB8o9L+Cp623217Lcs1gkFaqxVM6Q0VWWKzZr7RGbXZetroOpZVnrDLENVUxOo4hq1sAJYlpDT2SopfsojhNkGSxdlF5caQyRkIiShM4oYLvnMV+yODKd52uXGlxrDlltjTg8leNQPcvZrb5QA/U9ihmN7Z5LGMXkTI2jRZP7lkoUbI0EOL/dp5ozBBEURGx3XRoDDxAT72MzQm31zPVO2hoqSiXObPbYV81wqTFgreNwz2KRh5bLfO3iLkkCT660qeUMFis2qiyx0ozouyJ/7f3H6swWLF7Y6BLGIq+NMB5v20zBZKpgkNU1JEkoCnVFop41WW87nN/uC2WbRKqqEllmiiRaG+s5g7IttluWJI7N5qlkDV7Y6NLoe9w9X+DodB5ZgkdOCwvowAsxVJkgTnhhvctZGd59qM57jtT40rkGKDGaKrPecZgpmLzlQIXHr7VIEriyO2ShLIjCjTHJIDLapgsWGV3h2EyOvKURJzEDN6CWNfjwqSytoc9OEHF0Oo+pC9KoOfTZ6bfRFHlMwsUJXNwZsNIc4t+GeNMUiXrO4O75AkkCuwOPYkbk4smSIFqi1I4aRDGSJKyvswULWZK4mqoy9/LNFEVCV2T6MXz10i5LZZu3HapQzmgMXHFNBFGMnJJqjh/xzGqbleYIRZI4MpPD9SMUWSZJhJ1ZlcV5HkRChSVJIEsSXhiNM9ekRNin/ChGkSW+erFJnCTj9k5IWC6KAoVvX2ny3qN17l0s0hoGyBJUshozRZOCpVHJ6lxvj7i8MySIE6bzIq9wrmzhBELp9/9n7z+6JLsPLE/w97Q0bebmOrRCQBMkQZkkU1Wq6uyuqZrqOWc2s+hZzueZD9CL7jPd2VldWZ2KZFKDJDQQgdDhIVyZVk+rWfyfOwIgAIIgmAAz7G7yZIBuZm727Jm/a/feXyHBua7LVkOcR+ZhwnAhoCH/dK1H1VR4eqPGmU6F1w5m3Bv6HM5ExXIWJnxhu0ndEvfjRRmOrjDyxLGQllCOhq3z3HaDdsVgeDvhVs+joGClIjbbjrbQNEXm3sgnSnJqtia2+ZIcClGZt3XleI8zLzjeuTxXAkL8OKO/iDjddlipmoRpzu44IM3z43NklhfHpF7l6PXICwxFVHw7FYOGrbM3CdEUmSz/zZM0uqKglwbAkuS41Afpg5LuR/p1fys8DnoUgPWb6rcFYC211FJLLfXZaHnmXmqpz7n+tb/5/yjjr2apGJrCtb35h6bkkqxgsIgZejHDRfwrNaMPu1CTJT7UdJgECa4vNpcA4jRj4v/qXl1S0jE/TEUBsyAhKHePQJgKNUvHMUQaTldlZCBHpHX8OGMWpLy9O6NuaziGwgtOg5ZrcH/ol6mViItrogo2D1OajkEBtCsmYZIx8mIoF9x0RVAS4yynqqmcaDlM/JgbhwtONG0URWK1aiADvVnImY7Dlb2pABxkBW/vzbi8XuXJ9SpIgoh6qu1wqu2QF4JiG6fC1Ljb92jYOq/cn7BeMxmVhkOeF8iSJNJgFNQtnXsjj1mQMA8T2q6BpSk8HPs8tVljvW7xxsMJB7OQPzjf4b9/foOdgceDUcBwEbPZsMRrIRU8t13nmY06FVPlwTigamolfELs4J3quCiSuPi+O/A4t1LhhGURJmXNsWbw/Rs94tJ8MzSlTJnF2Low4SxdoTePUBUJ19AIkozLa1XOd4XZ9Z9e2GLiJ1w/nHO1TLFdXK1wsuXQruh4UcbJtsPN3oLvX+vxf3thky+fbhLEKet1i+EiYmfgc361giJJ/OBGX5Aqw4T1ukWa56XJJTb8Jn7M0xsdTrQcru5O+fKpJncGHtcOFgzmITf7HiDMJUdXubxZ48KKS9vV+cmtIYuooGlrhKlIxX3Q+0BCpETr5T7YwSxitWoy8VM0RcLVVWZRilLurkmPvA+mfkqW+2w3bVxD5XAeEiUZVUvDVGVars79kUeU5IRpxrW9GXGWo8ky7YpBy9GQZfE8jL2EiqlyvutyYbVKUUDbMTjZssmLnImfkhc5aZpz9Guo5XEWp+8CD3RVwtZU/CilKCQ26hb70xBd4bh6rkiwNwlYRClBnNOtGhzMIi50K5zuOAwXMa8/mFK3NMIk48bhgnmU0KkYnGg6rFQNLnQrWLrC96/12Ol7bNQt7g0WrNQsZmHCP109PN7WezAK+PfPyPz0liD06qqMH2d8YbvJqY7D7f6CWZiiSOI9ugjTYwBLUYjzxZEx2XI0bvcX+FHG3iRktWqy3jBLunHGPEzIipz4fcDrzaYNSEwe+fKgAK4dCBO9amlMyt3ER7c7t5o2Yz9m7MXCYJXEhl0OpKkAv7QcnUZZOd9sWGW9W2W1arJTJuF+E3WrBhVTXZIcl/pAfRTNHH793wqPgz4IgPVx9WkDsJZaaqmllvrX0fIvnqWWWuoD9UHG3zxMeO3e5GPtxH1QzeijLtTyAnTlg92zo72hlqujKwrzSIzyS5LYejv6BlkCJkFKEKfHxL0gyY7piQBxXjALEo6mU1RZols1aThiy2wRvWs4uoaKIkuMvYTDWcjET5j4Cf15TNVUOZiGnOu6AMfD5XkuzJKapSNBab5R1vIkNEXQPMmh6RjIEtw8XJCXg+qLMMU1VGq2zs3DGWe7Kl890+LHNwfMo5Qky7m+P2Oz3kXXZGZRSm8uiKiHs4idwYIvnW4DkOY5QZLRrRiM/Zib5QZV1dSpmiphKhJ6lEaHoshkWc7uJGSlYrDdtKhZGi+cbKApEmM/4dV7E062bZ7erPPCySZRknNxtUrd1thoWCRZTl7Amw8n3B543O17onZbqmqqnOo4nGjabJ93GC5C0lwYo5au0K1ax6+NqSlkudjKUmXx/MzCBNfQMFSZsZ8wDVJajsZK1SDJC273PVRF4rvXDknSgnNdlzMdV/yMJpck15hvnGvzpZNNZmHCStWg7Rr0ZmJfb6Vi0nIN0qzgma0aT27UOJyF7Ax8LF1htWqS5AVtx2ClKjYKp37Ktf0ZXzvX5p39GS/dGR5TLqM0R1MkVEViHqW8fn/MrcM5T6zX+Ob5Dt+/1mPsJ1iaMBf9KBWJqFKWJkxbq4RbRKmomma5SKYtooyzXZfX7k/IC8TmoK4gyxJenFIUBUEsUlKrVZPntus4ZfKwZmus1kye2awjyxK9WcSrD8Z4UcZKxeTa4Zz+POSZrTqdisHDSUC7otN0DOqWysSPmUdiL87UFIZeRH8e0ZtHZKUDd5QcPXrbq4rEmY5Lzdbw4hRLU3hivYJrivdbmuV4kagZh2nGVsMmTkUK8uKqSIC+tTvjpdsDTnYcNFkiKomrcVow9hLidM71wxnzMOHF0y2+cbbDjf6M/WnID2/0cU2VL2w3+E9f3OLawZw3H0zI8oIsK7i8UeXe0MfUFC6vV6lZGrd6c7FrqCmsNW00RebuwH8PwXCrYRMmGf/8To+nNqu0XZ2HSUCew365NWnpKkMvIi/EYz0yc4uSPLvRMDmc/eouZV6ILy+e2aozITmunj263blWE4nBeZT+yvZaxVTRFZGOexTaoygS2y2b+yP/+Bz5cSRL4r4NVV6SHJf6FX0cmvmRPkkl+d+KPksA1lJLLbXUUp+NlmfupZZa6mPrt60ZfdSFWpLlOIZaAgV+tQ4VJKLe2HIUwiRHliRcQ8GPMw5nMUmW88xmlf2pqGgpskTFUGm6Ot2qydiLCdP82BQAcA2VU22bWZjw2v0xt/sLFmH27n83lXKA3+XSWoW7A59FmTKSZZkwzRl7Cee6FXRFYuQJY24RpjRsDbHCVBpvZX0yL8RFvixDxVTpLyJkWUKXJRRZJkoTbL2gYWuM/YSf3BryldMtXjzT5pV7I4I4J87EflrdtthuWmw17PJ5LfjTJ9foVg1euTfmfLeC7gjz5t7QR1cEGTEvcpJcwixJrlEiUlerFYO6rbHdslmvWjimiiyJOlvD0dlq2ERZzs7A429f36ViatQslS+fblC1VBq2zjv7M958OOWXO6Pj+uHRTE1RgBenvPVwytW9GV853eLCqotjKiyiDDtI0BWJb5xr85PbA4BjY0VsikkUhbhob9gatq6Q5DlfOdNCliRefzBh6EXYusrltZpI5gF3+gtuHCyo2hqaLHF36HOqbfMfnt/kZNvmwTDg3tDn4ShgHCRosoQqw1rd5ksnG7RdE1kGRZZZrRkcTlWCNKNmqlQtDdcQSSLHU0S1dBahyjK6Kh+bj0lWoCkSuioqonkBP77V5xvnOvzB+Tb/15VDFlGKJElY5VbdVtNmxdW5ejDHVBVkGXpzUR1eqZj4ccZ6w+LuYMGF1SpvPpyW8IMC19SQoYREiCF+sVNWcPNwwZMbNbwoZb1m8sb9Cbf6HnGa03Q0thrOsVEsS2LvbuKJZOT/9PXT/PjWgNcejOnNQ86tuFzZmx2bjAWwXrPoVsVWoR+lx4k8taynnu44nGg6TIOE3ixivW4iITH1hVk99hPyohCV8EJczCtlgmurYfPmwwk/vT3gdNuhZmrcGXis1y0qlipeJ0nUPJMs5+d3RoRJxh9d6vLsZp0Ho4CardOfB/zL9T7nui7Pbtb41rkOuirqmZfTGj+52SfJYBzEHExDRl5MAazWTNqOzt2hz9h/N7WiyBKn2i57k5CHY5/tls25lQrzID2uwk+DhKmfMPZEYs6P0+PauwR86XSTNC+4sjdFVWSc9xFJD2cRYQk7OaqevX+786O21z4I2qMrMm3X4OJqhXf25++fwvzg20Hs0rVdA12VGXrJJ6rQwZLk+G9Vy0ryx9cnBWBtfUIA1lJLLbXUUp+tlgbcUkst9bH0adSMZmH6oRdqfpyJPa0PqUNluTATjm7U1hV6s4ihF7FRt/nSqQYNxyBIClRFAiRkWSSrirygXdEZLhLiLKdiqrRdnfW6yY2DBT+7O3yPMQcgy2KX6crejGsHc750qsm5FZf9SUTFEgksTZEI05zDWchG3WKlavLciQY7Qw9dldhuOIx9UVnL8oIoy47Nl7qlkhUFvXmEpsi4hlImhQo2mzZyWdsMk4w3dyc8v9XgT57o8nASMPFi8kJU5F440STNMrIcujUTGYmf3BrwYBxg6Qqn2g6LKCMvCgxVpgCirMCLY1EPlYSp8CdPdGm5Oi1HJ8nESP40SFBliZ2Bzz9fO0STZc6tuJxsO6zXLX50s09vHjJcxJAXnO263Oov+MW9IcmRj1mCF46OhaPjJ8sKruzNeHqzxhe2m/zsVh9FlnjnYMbz2w0sTeHHtwboinS8IVZQHNcak6zANVWeWKtysTSfVFmiaqr05zHfudjhRm/Bf3tzn6j8oaqlkRUFbVfniydb/HJnzC/vDjnfrXB5vUbd1lAUqaznCrPwf3n5AVsNm27V5Or+lIrZIUoz7vQX9BcR+5MQRYL/19dOc2mtws/vDgEJUxfQCE0Rr+PRY65ZKlle4MUpLVvn9ftjVi6vcqJpceNQHDcNW+cPL63wtTMt3jmYkwNX92Z4UUoBrNXMYwDEWs0gy3KKouBrZ9v88GYfW1dpOTpZ+XxXTIWVisE0SNkZeFxcF8aQpohdvL9/+5CsEFtlnYrBZsNElcUWXpCI6nCjYqBKElGW03J1Jl4iTEddxTEUdoYenYqJpclMgoS6rfHsVo1bvQVhkmNqMpsNnY26dQw82Bl6PLlRJc2EGfVwHCBJ0HYNJAnyIiVOM9K8wDZUTrUddoY+98cBz23VyfJCkEUliTTPMVSZNBM15aKAOBOE2rd2Z7x4uk2nYvDy/V1ONG0udisURUHbNVitm5xs2bi6Sm8esQgTbF3lhzf6rNRM8lw8pqajU7U0RkEiDLnyWJSAF0420BWJh2OfJCt4/f6EP7nc5Yunmnz3nR5ZuYM49mO86N36e5TkxxTlrYbNa/cn4ksAKSNOcuqOdpxcE+CSjPWa+Z7q2W8D7em4Bnf73nGS99rB/COTcI9CIfLSmD+cRR/+Ax9DS5Ljvy0tK8m/mX4TANYHmehLLbXUUkv9funx+YRbaqmlfit9GjUj6dfkK4Ik+8g61NFQuKrI9GYRUZrx7Qsr5BT0FxFv7k44nMUoskh2mJpC3dJZqRg4hspK1WDkxZxbcXlqo8bPbg/5ya3Bu4+qTOnIkqh85UVBlov/+9LtIRLw4ukW3apBzdSOt1vyAoZeTNvVubhawYvEwPuZFZfrh3O8SIzZ53lRJpQEJTBKhMll6wpNR8eLMyQkVqsmNw4XjP2E/WnI3iTgcBrxzFaNF040MTSZ0SLmZNtmpWIy8iJ685hX74/46a0RSZZTtVQ0SUJXZTRFDKZHaU6Uitqi2H4y+Ob5DlkOr94fMfRE2uduf0EOnO7YfONsh8sbVS50XX50q8/P7ox5/cGEr55r8+0LXX5ye4CmypzquNzqe4y9mK+f6fCz2wOSrGC1ZlI1teOa8CxMOJiG2LrCV8+0mPgJD8Y+2y2XkR/z6v0JSVZwca1CzdK42Ztzu+8RJjm6IqGXw9OnO+I1tEtS7OEs4kzHxdQUnliv8ubujKt7U7o1U2x1lSkbU1V44WSTw1nIS3cGKLLM3YFH3dbpVHSyvICS1imOW0FU/ca5DmdWKgwWEbcOF1zdF6mvAsgkcYy8czAvB+0FhbdhC1KqrYuatKkqeHHKIhLuZMWATsVk4ic8vVnnTt9HQuLMiiuOLS/B0tTj53EWJHSrJk2nBI0kGb15yHbLwY9SznVdKqbCrZ7HZsMmyTJWawLWMvJi7gwWrNctthoWNUvH0hTeejhFUyXOthwurdWYhwk/ujlgEiTEac7IE+nS1arFiZZFlOU8s1Xjr5/b4KU7Q1RF4kTL4ebhglmQICN2EtOswLZVvn1hhWmQYGkKWQHzIOHGoahznmzZSEgkeU4Ui+eyKGnFWV6gKzKWpnC2Y9N2DCxD5urejIqhMlhE9OcxBQV1S8PWFOIsJ0wyFpFIlrm6WkIJCu4PPZ5Yr/D8VpPePMQxVJqOMNJdQ0VXZBZRSpjmuKbKdy51OdG2ud0T24hZAV6UMvZj4jQniMVr+H7z7Mj4mgYJP7454H94fh1TW+X6wULUdYOEKCswFImOq3OyZXOy5aIrEq+VUBsACvGlBEDDkY6TcGmWH7+mj+qTQntsQ/y3G4dzznUrtCti2/JgFr4niWxpCt2qwXbLpmHrTPyYC6sVLE1dkhyXeo+WleTfXL+Nib7UUksttdTvlx6vT7illlrqE+uj0mu/Tkc1I/1DqlHH91EaDB9Wh1JkcaEmkkAF3zjf4W7f497QQ1dlbhwuhIGCIFQ2HZ25k9KbB/QXIV850yZJM2q2TgG8dHd4fB+yLEaNFUkiKyBOMoLyYh5EAuuHNwd86ZSgIVqPbLdI5f05JRk1SDKu7k7ZaNh8+VSTn94egiQunvNCKn8XcT8U0LB1YdxkCV8500JTZHaGc3RVkEFtXcE1VSZBwtu7U3RVZuTFZQ1MUCJ/cHPAwTSkboutMwoYBwlpVnC649JfxOxPQ5q2RsXU6FR0XjjR4P7I53bfw1QVJkHEg7HHWt2iWzVwTY37o4Cbhx5PbVX5z188wVdOt3nl/phX7o34wnaTP7nUxdUVVEXmpbtD/v7tA759cYX/9x+cOa4PimMnR1NkqpZKxdDKembCT28NsAyFf3d5lZu9BS1H58relDjNadgaL5xs8txWnUWcHe+buYaKLIlk3N4kYH8mSI6mJmNqJvMw5QfXe8RlrbliaNRtDdfUONVysHWFf74/RpYEuTNIcu6PPUxNQSmNwmmQcrvvUTNVdNXgzQcT/vzpNVarBq/sjIlSkepaq1s8vVGj4ej8768+5PJ6jaqlEmcZqzUTW1epWiojL6E3j95zTPcXsaCUjgOe267zBxc6vHxvxOm2wzsHMzRVJKRWayarFYMoKxgsQm4czjmYRWWasmC9ZvHVMy1WXJ0vbjeYRwl3+j63+nOajo5jCNLedstmtWpyqu1wu7fge9d6yBKcbDlcWqtyu7/gpTtDkqwQScyGhWuohGmOF6f8/O6IayWRc6Nu8exWnftDn5WKUVJmBXFUXoCuyfTnIZfXq0RZwTRI2J0E3B2IdGvD0nhqs44sSSRZTt8TKaqjauU0SCgAQ5W4sFrF1GSG84TvXevRm0coisxazaBbMVFkkTgsYrG92LAhzQrmUYoqg2PovLk75YunmnSrOtMgYRElTIIYP87QZImvnW2TZDn70xBTU7C0hFNth7Zr8NLdEXd7HkGa0akYJFmOpSmcaNmcan+AeVZqfxpyq3xvXVitoKsScZqziFJsTcXSZbwo4539+XFy7v3ykwwjTqlZYpy+bmt0q+aHnkM/CbTnqAK3Nw2oWhrPbNW5UKbtjkw8R1cwNYUgyTichaw/UoFbkhyXelSfxt8Kj6M+qYm+1FJLLbXU75eWZ/KlllrqY+m3rQmlWU7L0T/yQi0vYQsfVIdSZDA0mSQV4/NfOd3i2uGcmwdzarbOztA/Nt9AJJj2pyEPJz4bdZsgztHVMV8/2yaMUvrzkLZrsDfxy9F9XdBJU2E+SJL4//0oZegJumC3YnA4i7g/9tkoLE60bGZBIrbg/JiX7o6YlrTWrabNd6/1+NKpFl840RAD+apMmGQUgCRJ6IrMet3CUGUOpyHPn2yy1bC43fc42bTZrNt4XRdZkhj6CXf6Hj9fjDjbEQTNNBcXK7f6Hv15SMUU9cbBPGYWJCUtM2ClYuLoKpdWKyzClDDJOdlyeOdgwc/vDnh6o44kw+E05JnNBkUB/XnI7jggSHKCJOWndwb84cUuz27VuLRW5cn1Gv909YAvnWrSrZrsz0Lefjg9fq2iNGfiJ/RmIfMoJS8KZMTF9nrd4vxqhbWqQZYXBHHGztBHVyS+fq7NIkwZewl3hx7qOKBu6yL9pgoi6u4kYB6mrFQN4kzABc6sOEiSRM1SefPhtCSJSizClGmQslYzUGSx8XXtQNQ5jzbOBDFSYncScLrjMAsSsRkYZ0RJRsVUMVWFLCs4v1rhXEnhPKrFyhLcG3rc7gsj+KmNGtcP5jyzWWO1ZnJlb3ZcQ32/BKQh43AaUjVV/scvbpEXBf15hCbL/PTegD+9vMY7B1Ou3h1jaQqGqrDRsMjL22y7Oo0yFXdlf0bL1WlXdDqVFllJ/rW7KiuuTsXSOJgG/OPVQwBars5z23Wu7s/48a0+RSGMTUmS8JOMuqWjxClBnKHKMtMw4aU7Q060bL5+tsOV3SmGpvCHl1b4m9d2mQTiPFExxH7Zzb5Hw9K4P/JxDBVVggx4equOIks0bI2doYciS6xUDIpCUI+PastnOi4bdUvsxc0jBouYmqVxZsWlKOCwrIxaulrCKzJ0RSnBGjqyJDH2YyQkgjhjrW4xDVKiNGcepkz8hFGY8tPboop8q+cdvza9uU3HNVhxDU42bfJC/F5enLKIM9I0P958+7BzWpjkeFHGzlCYuZfWqqLKm2YczEKSMrX3YcfHURLONXM2ahan2g6O8emmX95fgZv4IpVraQqyrpAX4v089pMPrMA9ziRHP0rpLyJmj5glVVOl4xrY/4r08s+TPo2/FR5nfRITfamlllpqqd8fLc/wSy211MfSp1Ezqtvar71QexRs8GgdSpWFeTMLU7YaNjlwOImolhf3R5WwI+UUxGlOmhfc6S042XG401/w5VMNhn7MvaHHmY7DZsMkTHJmYcrEiwkSkbSSS8Jq1dLYatpcWqtg6QoPxz63enMWQcrljSon2w7fv9bjlftj8kKkQfZmAc9u1gnTnPtDn5ar87WzbfanAQ/GAVM/xjUUthoWqiRIhF8+1URXZW71PWQRYCNKMxRFRpUkLE2haWvEaY4fp2zWa5xo2SRZLgiRisI8TOmXI/26KqPKEvMgRZbgSycbvHRnxDRMOdkSG3O/uDtEkURVN0xzzq1WmPgxt3oLHENFkUQ9MC+3xL5/vUfN1rh+MONEy+bPnlxDK+mkvVmEpsr88RNdDmch/9dbB8iSRNXS0BT5uNab5DnrdYubh3PCJKc3C3lzd8rYi2m7BrcHC1xDZbNho6kSP7s9PCZSOrpCAYz9mP485om1Cqoi062abDVs1msm/UXE7f4CQ5PJMrEZpyAquAIokfNgHBzvBGZ5QcNSSUq4xOmOjSJJDL1IGFFAkhZoSsEiThnMIxxDYbBIsXWVeZgSpwVVS6TRdgYeT6xVSfOc//Otg+PX44MkAXm58+dFKZsNm1Nth5uHczbrNqosQAw3e3PajsEfX+ryyr0R/VkEkqhHV0yVZ7cbjL2Yu0OPNC9wDYWGpXOpfH6u7c/Ym4YsopSvnW3x9EYNW1dYRCnrdQs/Tvnl3RFZBsUjGb1ZkNByDGRZIiipmmkuntNrB3NOdyqc6ji89mDCUxs1/uzyGn/7xp4whqOUiqESxCmrFQNVkSiKgtW6ybmVioBIRCm4BkGZbtRVmSDOsHWFNJPZblh85wlB+7V0hZql8sRaBVNXGXmiClwATVenKMQjT7KCKE2Y9WJuHcL51QorVZMoyVAVCUMVac0wEZuThiqzNwk5mASc77rUbY1JCU2I05xxEPP9a322miLx13B0giTj5sGcvcmv0krfL00Rqbcozbh6ELDZsJFkmQflOUtTJFaqBq4pasLTMrX67s+L9Eu3anJ5o/Y7G17/oAqc/8g5VVMk2q7+gRW4x5HkOA8TARqYfHhdcKNusd16/OqCy0ryUksttdRSS324fv/+6llqqaU+E30aNSNL/3gXakdgg+M6VJphawo1S2MepZiqzA9u9JlHIhWTvS89UiAuno8uZAvg3sCn7eiMvYQkL7g3Cji34hJn4r7685hxIPadjmSoMo1IgAmqloNrqNzqLdhq2MyCFNtQ6M0jokyYSmNPGIuaLLE3DpiHYvvK0hRWqxpPbdYwFJk0F9taazWTaZAy9CK8OOPuwGN/GhImGa6hcjANKQBHV+jWTM6suDy71WAeJqzWTCSgP495frvBas3itfsTojRDliQUWZBXbV3l9mBRVsYsRl7MU+tV7g59dFWmamrCKDNVDmcR1w8XuLqKKsv4sSBYAqWBVnCnv+BU2+W/vrnH//ilLc51W/hRRpikfOlEg5t9jzceTJElAaiYjvxjcELb1Xl+u8v+NODle2MUSWK1ZnK24wqTD6gYGq89mPDKzpjnTjT4zsUuL90ZMvbLuqAiHk/dVrENhWsHc1YqBhdWK1RMjQeTgMEiQimpsqok0XYNHF2l4ajEpWHp6CqzMAEkbF0t64gpaSbIrXG5lXdU/VurWcdm4Z3+gp2hj1Luu33hRIMV10RTJOZRxkt3R9z7AJDIkWRJVGnzAixdYaVqcn61QlHA3721zzfOtbm8UaVhG+QF/Jc39xgtYpqOxqm2y9mOS1YIOu0zmzUejAOuH87pzSP684i8KPjiySZrNZN5JFJxB1NhFv3gek7F0PjGuQ7/cOWAjbrF27tTQMLQZIJHdr/ScotNRhiXSSZMLlsXVfK3dif85VNrqJLEGw8mPLNZZ71h8fK9MVceTplF6TEZteWIlNSz23VkRPKvbuv89PaAmi1SeQWi6r1aNTjXrfDcdp26bXA4DdifhkgSfOdSl1mQ8JPbQ1RVRpOF0ZyXkJZH37+KLGiMallXVWVRFX3l3piDWUiaiSToqbbLVsOiKITpPkEYcEGS0anowhAs06ZjP8FPxKYjUnly+RA5uoKtKwwWsThvFuKLgTNth3vDRXlcmdRtHUdXyIuCsZ9wZ+CR5QWKLFKymiLen2c6v9tx+t+mAvc4kRwnfsybD6YfOpifZAWDRczQixkuYp7eqlG39X/9B/oZaVlJXmqppZZaaqkP1/JTbqmllvpY+rRqRh/3Qi0vYOInTEg403Z4crOKY2jcH3q8/mDCq/cmBGlWbqkVuIaKocrIZb1rEcEsEFsykiRMAy9KmYcJqiqz1bDYn4bsTwJGfnx8G7kmUkASEqoikl8jPyY+yNlsWOiqwsRPMDSFN3cnPBz5KLKAKLQcnUWUcm/oiW2uus0/XjmgNxe7bLIMJ5sOpzsOLUcX95fDaw/G9Ocxd0r4wamWjabIrNZM4jQnywumfsIiTOlUDKqmiq7K/PBGn4eTgHmQUrE0vnOxwyJM+e61HnuTQAzMmwqmKvM3rz3kTy+v8tRGDUWR+fHtAY6uslIxaDgaYz/hcBrQrRjHsARVlpGQjquOiixxd+Bxaa3Cs1t13no442TL4VzXJcoL7g8Dru7NSPKcWZC+x5swVJlvnu9wMAv54c2+oHOWJuPZrjDPkizD0GTWayb3Rz6/uDPixTMtXjjV4J/ePiRKM5JMQpGFIWZrChVd5UTTOYZNNCwNU1Pw44wkzejWhDE2DmIajkaQZEz8kuBpqFiaQoGgvlq6Qg4gCWNMVxSyPKdbNTFUmeuHczYbtkgHyhJjL2a4ECm2v3h6nZWKye4k+FDzrWKqnFtxMFTlGPagKcJACuKMf7x6yO3egtNth3MrLroC1w/nvL07Jc0KDmYSV/ZmtF2D9brFqbbN7iTkf3vlAQPvvftjUZKhKTLTIME1VZS5uCAOkpyr+zPOdV2+eLKBpkhcP5gTphl6ufWV5sK8VhWREJQlYXqamkzN1DAUmQcLn92Rz1dPt/GTjB/fHPDKvQnfvtjh2xc6vHiqyd40IM/hYreCl6QM5xFelHJ+RdR4/+VG7xi28Ox2gzTLaTo6p9sOdVsnznL+5tWHyLJEnGScbDvc6omdx0trVZ7eqPHyzphJEJNLOdIjwRlFBlMTMIgru1O2m2u0HIPrhwv8OKVqqsyClKv7gnL8R5dWeO5E/TitdHScnGzZPLtVx4tTJn5M3dGoGCpt18CPsvekxN6vzaYNSEx8QWJerZpYqsJa1eCPLnYpgDAV97OIUnRVZrtlc3G1wuEs5MbhAi9OCeKCpzZ/d+m39+uTVOAeF5LjPEx488H0YxmNRcHx/+7RY+vfuh7nSvJSSy211FJL/TotDbillvo91GexO/Np1Yw+yYXahbXK8e7RPEzZnQT4sTAMGg0dS5OPd4qyvMDWFToVkyzPWYQpXix243rziGmY0K2J4faHY59ZkOBFwsgzVBlZFRtYR0qzgjDJWYQhcSouhJuORtVUeXlnLCiYeYIXpWw3bYaLiOEiJssLzncrPLlR46XbA1ZrFifbDnlR8GAcULd0FnHApdUqF7tV3tl9iFMSCSVJIkgyFFnGNWR0VZA1+/OINx5M+PfPbtB2Df7rm7ukOTwcB2iKzErF5Im1Cn90qcs/XNkXJpIq03QMVEXmu1d7/OETK5zumFxeqxFlOaos6lLDRUzD1Uky8ZyZqoIiQ5aDLEsUxbspOEtT2WpYvHR3xBsPJnztbIu2o7M3DQgSYUooskReFMcbfmc6YsvuJ7cGUN5WmGaAgh8lVC2V3jxkfxKKSiFwp7/ghzd6/PlT67QqBrd6C9IsR5Elzq64LKKMb11cYbMuUldfPNGk4ehcXq9yd+Bj6aK2uohSGrZOxzWoWzq6KhOnOZ2KqP715xGqImq+Rx5OxzWwygSTqFzOjo8TgDjLyQphLKqKzP/26sMPveDUFAlDkZmHaQnK0MmLgkWY4ScZJ0vy78NxQMPRuX4w5+mNGooiMfFiNFlGlnKKAuKsKFOSOWdXXF7eGTL0kveEsRQJsqIgSDLCRJB1u1VhDgaJGNbvz2MudCsczkOCRJhIaZ4jyzK6omBpYh/P1GTSvMDUFWREpXgaJNwfBRiqhBenWKogkE6CmP/9lV1ars6Lp1s0bI1FmLJaN/HCFAlQZZkr+1PuD32e3KhxfqVamuMJSLBesxj7Cd+9dsi1/TnnuxXarsFbu2POdFwkSeLtvSk3ewu+crrFV8+2+MmtAaMShnJ03jBUYb6FaY4M1GwNqzThj/6t5WpcXK3QqhhIiPfRERVVJNME8GCjnvDP7xwep+BajkHbNZiHwvT0k+xXknCKLHGy/LJBkhA1U0PlZNtBVRXiPOflnQkv7wwZPWKeNmyRlH1qo87XzrZ45d6Yhq3z5Prn36x6HEiO94c+u9OPn/ID8TnXHuk8sV77HT2qz5cex0ryUksttdRSS31cLT/lllrq90if9e7Mp1Uzev+FWpzmx4P4Ym+sQFflD7xQS/OcKM0xNDGoH6eizjlYRPhxRpYXZEWBpcl0KiZNR6fuwO3egjBJGS0S3BPi2/mDaYShiQ20rNw6QyqQClDKATBFBhWJopCYhQlxlvHERo3hIubeyGO1ZqEpMmM/oWqKqtmltSoTP+aX90Y8t9XgP39pm3tDn1v9BWM/Kk0gEa+7tj/j4mqVv35+k1u9ObcHHr3Zu7VaxxC7Z3kOrqHwZ0+toSsyO0OPlmNyMAvRFZn7I597A4+JH/GtCyv81bMb3B96+GGGrkh85XQLP8mwdJUbhwt+fGuIIsN63SIv4M2HE2RJomJq1Cwd18jFplZa4KIiI5JnEqIiPPLFxdWbD6eMvISGreFF5Vi/IpMkR1VY8bqd77rcHSxKwIVIh2R5QZzlxybdxEsYeDFjL6Fd0Tm3UqG/iHgw8jm34nK7tyAv4Kn1KlsNG1UWFdrdSYCtK1RMFUNVeG67ztkVsWcXZzl5Lo4pRZZZq5k8tVEjKauV0yDBUGXOdFx0RablGsgS6IpMfxFxMA3pL+JjGIOlK8yChCQtaLs63zzfoTeL+PGtwQce/3VL40zHwdQV7g08wjRnUBq081AYZ2dXXPYnAWt1kywveHN3yl88tUZWFKiqzJkVh9t9jzTLkRDm5XrdwFRlrh+IKqP8iGm8XrdQZZmBFyFJEtMgpu2aAubhRRzOQ0xdQVNlKqaGJEGWFSQFQIahymjIgKhBpnlRggNyapbGfllnzQthyOZAUCYIJSQGi5i/e3OfS+tVNhuWMC0lOJiF3DxcMPUTbEPlrd0pvXnEdy52GHkxKxWTn98d8Y9XDrF0QQ51DZW8KHh+uwkg3s+WxiSI+dGtAd842+b57Qb/cr1HngkgxpFJGqXi+VqtmbRtncEipmJqFDm4lsYzWzWyvODe0OPeyBcU47aNpigMFhLrdRNVETXpJ9drvHp/QlRWdJuOjheZgIQRp/ixqKUWZTP1ma0ajqFwOAvZbAjQykbdpFM1+JdrPX54s48sSWiKjGuqBOW5a+wn/PDGgF/cHfOXT6/yJ090yYoCx/hogvTnRf+WSY5+JL78edRUitOMeSTANnlpYJuaTMVQj6nfRSHM3ZPt322F+POkx6mSvNRSSy211FK/iR6PvwSWWurfgD4PuzOfZs3o6EJtrWbxYOwzWsTEWYalKDRdna2mTeMDHv/RXtlKxWDoxdwf+cc1zSMTQpEkslykFW73FpzuOJxu2xzOYzIKbE0kw5IsR1ckZEXshcVpTpyJBNGjv8eR5qGokhmKRJLl1G0dCbH5trHi0HZ1KpbKxEsoEHXT1ZrJYB4RJKL2Vrc1FqG42F6vW/QXIeHDCWc6DhfXqrRdk5/d7nMwi9AUkeyTioKTLYeTbYeWrbEz9AnTjHMrFfamIYoi0XR0xl7MnYGHLPf5z1/cpu1o1B2Nw3nI89sNXrk/4ofXe5zpVggSUc9Nsrys7GbkRYEXZ6zWTLHDUxSYjtjziTNBjTychQIcIYlR/aPYkRdlVCyNKBUGnKYqJFkGCAPDMRRuHS7e87wepeosXSHNhKla5AWHXsS9kcdKxaBbNbF0Yaq1HB3bUOlWDG4eznlzd8r+JBC1vbUqfpKx3bJp2gZT30OWJHRZJpMK0rxguAgJE4uqqXF7sEBXxCB/21CJ05y6pdEs02k7Q5939uaijpkXaIrE+a5LnGbsTUOatsY3z3fYm4a8dGdYps7ePVaqpgA0TIOEN3ennO+6XFitsj8V6c2iNIm/dKpJt2Jwu78gzQqGi4gozYlzQc+chwkd10SRJK7sz5AlsHWViqnhxRmLOD0+7mVZYq1mUjU1wjRjGqQ4ukLN1vHjFEtXaKELsyjNMTWFIi9IM5FU1BXpeAA9SjMatkhEpmVSstu0gYLDeYgiifSfpSlEqahPFgWoikg+pnnBWw+nXFyroJY111fuTTA1mfOr4t9u9xYlsTdFQmLsJXz3Wo+VqkHT0TFUhf1piKUpnO+6DBcx8zDhZNvhbr/ATzJ+dLPPXz6zznbL4WZvjqrIpWkozLeVisHXz7UZ+TGHsxCtTHw+t13nwdjn5Z0xWV5QsVRURWLsp2w1NWZBwpW9Oe/sz7m8XuWZrToABzNhKJiaINECTAIZxxDvozyHJ9YqnC3N45MdUTlerxms1yz+6Z0e/3y1JwJzkqjfNmxhJKfllwCyJJKCv7g7wtAUvnm+Tcv9/arl/VskOfYXEdNApBXDJGPkxUx8Ae55FNypyGJLsG7rNB0dU1OYBgn9ecSJ1r+t5+TD9LhUkpdaaqmlllrqN9Xj8ZfAUkv9nuvztDvzadWMPjzNlxwnjz4ozaerMttNh5/cGnJv6B2n50xNAQqSrDiu42mKhCor3Bv40LY503HYqtvMgoTVqkHV0siLgiAWtbw0F2TJvBAbWHJZSzVUBUOTaag6nYrJYBHjRQkjL+b57TqbDZswybi6N+PN3Sk7Aw/X0Pj6uRb/cr1PGGeiwidJTPyYg1lE09YJk4wwzujPY24ezNloWHz1bJv/+MUtruzOMFQZqUwFplnOztDjJzcDVmoGa1VharVdnd4spGJqGKqCa6qcW3EpCmg6hqg4th1uDxaESc7FtQpN18DVVYZ+TJwVZFmBpYkReEtXaDs6T6xXabsGiyglKZNFqiwxj1K6VZPrhzNqtkbLESbkwIswVZkvnmzy6v1xSWEVdFFXV/GiHMdQWatZ6KoY5vfLSqeuyERZwXbLYeQJ+mKS5RzOI/qLmNWqwYunW1xYrbA/C/nb1/e43fcAUTF8/cEEx1C5vFbhYBpRtVQK8uNEmdiDK1BlYZK9eLrF3sQvt/xksjynamis1kyCJCNKMyxNQSvNHCXPkSWJC90qt3oLNFnmK2db9OYhL90ZoMhQFBJZVtCtGnzldIs7/QVv782EQavIPBwFKJJM3dHJiwhbV3l2q8Z6zeKXOyOmfoKqyEiydAyQSDKx+6cqMk1X54snmxzOwrJWClkhQBGaIlOzBGFYliUWkah7hnFGluU0LI2doUeUiPdKzRKJK1NT6FYMtpo2g0VEUbzbpDRUcZthIsy3Mysuiixx/WBBngsYw9H23oNRSF4I6rBXgjIMVSRLO46BoYha57kVBz/OeP3hhCIX9NJntmpcWqvi6Aqv3BtzsuUQJhkPxwFelAqAhqEgyxKWrrAz8lmvmyXVWPxOD0Y+p9sOV/dn6EevmaZQrat88UQDW1P50c0+ZzouOZTgCrExWCAMgK2GRcXUUSSJiqEeA07yAt7enQHw3Hadkx2HIM6YBgm2rrLVtHH9mCBOqVoamw3xxcHYi49fk82G2Ov78a0h37vee7etWnAMjVAUBDSkPHdlRU4cw3ev9Ti74nJ5vf5bnLWX+jQ0C8W5MEwy9icBgw+pWGY5LKIMLxbH8EZZq5yH6b/+g/4M9ThUkpdaaqmlllrqN9XSgFtqqd8Dfd52Zx6tGY38mCDOyPPi+CK56egfWbV5NM0XJR9c4fGi9APTfBVTw9BCLF0hyQp0VSEvcoI4I86OkgjCDJBlCbM0zyZ+wmYdtts2/UWIpal8+VSD773TZxrE5IhUS1bkJKkwGLKsIM0ygljUD//oUpeapTL2YtZrFq4h03ENdicBbz2YEGY5e5OQNC/YbllYmsKdgc/Yi7nbX7DdcrANBT/KaNki6RIkokIbJhkPJwGv3p/wn17YIslygiRjt7xwmQQJamnO7E1CapbYtNpsWIx98Tz98RMrZHnBtcMF//PP7/HHT3TpVAwGi5jvX+thaAp1S+P8aoWvnm3z+oMxDVvF0BUajoYiS7x4qknF1BgHCVf2pkz8hDARBlTNVjm7UsExVE53KqTZnLWaCYg66Ut3R3z9bBtZhl/eHZMXBbah8sR6lcvrVRxDJkxEWlFVZDoVHV2W+eW9EWmag6agyhLnV8VeXF4Ux6ZRmue8sz/nH64ckOZFmdZLhWlUFOxNQ9YbNu/sTbm4VmUWpvzDlQPu9j2ROBNWC1VL448vrfDtiyvsTUKu7M0I4oxuVRy31w/nLEKRVjzdcbjVm2MoMhfWqrz2YIwfZZztOiiyzEt3RiIxVj6G022HJ9bF7t+FVfE83Rv6zMKEvIChF3Gh6/KF7QYNW8PWlbKa5rJSNTmYhhiqRH8eYygSjq4w8mO2GzZeJEyf8ysVVmo6XdekYqn4kTAMh4tEVGPzHEWWmQYxK1WTeyOfEy2H7abN7Z4n9sqANC8YeTEnmjZ/ernL9671GXqiaptkeZk+LTA1ha2GhSTB3YFPlGbYukqYZjy9WWMwj9ibBiiyTJRmx8dCXsCLZ1okudgEdAyVB6OA3UlAmOTMo5SHk4BvnGuxiBKmQcIr98bsz0KmJTylYqjHF+lH+323+x4/vzPi3IrL+W6FeSh+9vkTBk+sVVhEKVVDo+Xqx4bqP79zgKULcIapykyTlJd3xmjKu9ADx1CYhdlxXXKrYbNWsxguRHLuCH7xlbMtdFnm/thn5Alq8rmuS90ScIa0KPBKWMqjlcuxF3PzcIEuy6S8C25QFJAl+fhLg6zIyR7hOuiyzM3DBV88GT9WJM3Pk/xIJFkPpgF3Bwv8KKNApFwF2CT7QCOuKGDsi8TcVtMmfTQm95jo33IleamlllpqqaU+iZafekst9TnXB+3OfBz9a+3OZLlIIR39Ua2r8q8Mkj+qozTfrf7iY1V4gpIyeJTmszSFw2nE2Y7LO/szAVGI370AkiQBTgBBp/TjlKxQStJkSrdiMPMTruzNON2xeW67xo9uDqAohHFQPo6j5unREP2XT7foVk2uHSzYbNhoqsyfXl4jTDL2xgFJUZCXI+2qLHGq7RLnOdMg5mZvgaZITIMEP05xDKU0SgSxNYiFCQki7XZlf8bJls2r98b052LHK82E4ZRlBYamsDsOSFNxf5sNm2+dX+GV+2PeejDl/KrLV8+0WKuZtFyDm72FIGFKEvMw4frBnJMtm5fuDpmFKWtVi27V4PntBmlW8NqDCYezkLGXHBNC8wIsVcaLMm4fzjnbdfnDSyvMowRLUzA1hYqhcuNgzumOQ8PSmQQJG3UL1xS7c//XW/vEWY6lKVi6QtVU6VZNLnQrXOhWOJiF3B95xFmBqSo0HB1DlejNQh6OAw6mIZIkarPzMDk+zIoC2o5GWBo9P7k14Nr+HD/KmJSVsYatY2kKkgQ/vztku+GwVjd5ZqPGLEqQZYn+PKJuCXDAlb0ZT27USbKc4SLmp7eHAKxUdM50XK4fzEnL8TpNlri8UWO1ZnKj55FmcHmjxpdONbm8XiXJCkxNEHqbjo6lK/yvLz/gTt8jywsats75riuq0isuUSL2xAaLmO2mzWAec2nN5fmtOo6hEqUC3mDoCt2qAGxsNwtGfszBJOBmb0HD1snyguEixlAVnlirkBdwbX8matUFZHnOP759wFrD4mxH1KWDOMM1VWxdOTbWF1HK9YM5NUvDMRQWYcqT6zVOdRx+enNAWiYo41Sk5UxN5qtn2qxWTd58OGO76eLFGSM/ZhGlWJpC09ZI84KLq2Iv0dI0jPIYkiSJi90KJ9sOiiROJ2leYGgyXz3T4lTb4d7IYzCPcE2VlYrOSsXgWxdWmIfi/bU/DXn9wYQ7A58sy7m0VkWWoGJpvLU7pWqqfPFUE7WEsdzuL5iH4lzTrgiK42rV5ETL5smNKrd6noC/hCmv9xbv2a2cBSlTP6FiivH5s133GBpzpAdjn92JT90R/54Whagt52LXMs9BlkX1VNdFUlOVJOqO2Di8P/KXBty/sh5NaRfAPEi42Vsw8ZNjeE3T0amaapna/eAPvkmQ4Prxcb37cdS/xUryUksttdRSS30SLT8Nl1rqc65Hd2eO9HGGn4Hf2e7MbwODuD/0udmf83AUMAmSj1XhKShoV0SabxYm7M8CdFXi2a06/3Kth1oOxR8pL0CSpLKCKqPIsIhTTq+4aIpE3dGZ+DH/9Y0pXz3b4q+f22Bn6HH9YIEXpyiKGCirWRoXV6uc6jjkecHfvLZLp2KgqzIv74x5MPIZ+wmn2janOi1euz8GClZrFt2Kwcv3xuz0PeySxmmWtcaNuknLFdtAfpyxiN6tJkVpzp3+gqc3aqzXLQ5nIYsweY9BGSYZh7MIRZEIk4ymY7Az9AjjjD95cpUozTiYhWiKGHl/OPQ5mIYMFzEtVxeVwo7Lt86v8Ldv7HJ5tcq3zq+wiFJ+envA9cP58RaVXSaHyAtqtkZ/HvLmNGQaJnz74grnVyrUbY0kz7m4WuEfrh7y1t6Ur51p8yeXu+wMPK7sTalZOk1XmEJFWb07nImK6e4kwCiTVi+eabEz8BksIm73F9QslYYtHvMiSkt4gXi+Hj12XjjVJM0LdicB/+2tAxZRysXVCn94aYUsK4hSkShMsgKlTNflecHZboWOq/O9d3rcH/k8sVbF1GIo4M5gwf2hT5i+++SP/QRJgtt9D1OTWatZrJVU3at7MwHMKAp685D+POJgFnK67TBYRNzpe6glEEOTRcUzSDIGi4iBF/H27pSvn+vwV8+sk2Y5r97f42zHpWqoPLVRZx6lXDuYc2/oMQtSznddDmcRszDhZMths2nRcQRFV1dl9qcBkiSqqItIpLJkqYYfp2w2LCjg1Ycj/riyynrd4tr+jJqloSjwYOQzXESkJfwjLivB3YrB+e0KXz7dIsty9qYhtq6gyBJNR9R4T7Udihz+7s09TnVcJkGMLAmCsVTCTU61Hf7syVVcQ+VwFiHLEk9uVGk7OitVi4djn5fvjbm2PyfOci6vV1FliSjJqDvCBC2KglfvT5gFCYNFlUWUcG/gk+YFt/sL8kLAI050XE62HFRZwouF4f0HFzoczoRJF6X5sfEO4rj344zrB3Nu9RY8s1XjTMdm4sfcHYpEpR8/ElMrNQtT9qYhGxPrVzY4R4sYL8rRFYWaBdMgZhqkeHF6/IUBiA09R1epWSo1S0NXFLwoY+x9MGF3qd+N3r+5apfnbwAKyr3GmJEXs1o1WakaH2rCFQUEcYqpPb4G3OdVnwVRfqmlllpqqcdby0+XpZb6nOtodwZ+8+HnJCs+9d2Z3wYG4UcpdwYeD0fBcTXno/Rohed2xeNUx2EWpsiSzP2RR8vR+crZNr/cGZFmBUUhioZHBFNxI+Ix/cnlLk1H507fY7tl06kavHp/zN+9tc/F1epxpS1Kc5KsQFUkqobKIkp59d6E232Renlqs0anYvD27pSRF/OzO0N+uSPxZ0+t8exWg/ujgKqpYmgyg0VEt2ZiqGKrrW7rJdE0x1AVdFVBAlxDLWEIgjw68cXFtqXJzMJUGIq8Cy4QXmOBocrULY15lPLy3RF//vQaRVHgRQlt16Rq6UyDhM2WzVbLZh6k3OoveHNXGEV//tQaebFGxVBpODp/99Y+twcLVFkSaUCgoBDJrYpIbk39hKqlsTsJ+d61Hv/TN8+gIPZ+TrcdDEVGkyXqlsb33ulx7WBWpuPEHtbOwD+GBoRpTpRkVE2Vf7nW49J6lW7V5MrDGSsVg5ZrcOtwzrNbdVRZ5nAWkmTFMXDj6HY2GhZn2i7704A3HkwZesLwSbKcOC0I4pR5mBImGVkhfp8wzQjTnFmY8sdPrPAfvrDJzsjjRNOhaqm8+XDKw0egEY8e3/uTkC+ebACC/rk7DdgZ+CRZznpdUHHDOKPl6uQFvPZgwsE0pGJoaKqEJElsNiyyQmytRWlGfx4x8hMejgP685BnN+v89TPrnCjhIT+83uMHNwfMghRLk9E1mZEX03R1bvbm7Ax9VFnia2fbfPN8h/5cgCwcXaViieNrtIhpVwy6VZ3vXFwliFP+3eV1qqbKet2mWzN5/d6EO8MFu+NQQFE0hVST0VWFpqPRdg2+cLLBWs1kFqT8xVNrTIMEXRU0z0WY8tqDCW8+nLDZsAXptiSHim04lW9f6LBWt7k79PjprSES0HINdsc+f/7UOm88nHJ3sCDNBTFXlUXSLM0Lkrzg2v6cK7szvnCiwbcudPju1R5+nPFwHLIz9HEMkcZTyjqz2LkTJNI4hS+danF/5PHyzpgkL96T2FVkYdpnhXjMWV7w8s4YgAvdChM/Kb/k+FUD7uic9UEbnFHZK40zUSX2k/y4sn9kSkslwVWWJfwkBxLqMuiKQpQ+fvXFR/WvaZR80OaqH2dULZXVqsnEe/ezqyg4pgKvVA1mYfqBn4tVS8NQlwbc50WfNVF+qaWWWmqpx1dLA26ppT7nOtqN8eOU3fHHT40dDT9/mrsz778w+XVJvPdfiPYXEXcH3nEt8ONqEiTcG3pMvIQ0y8nyHAq4Pw7YqFv82eVVdoYed4c+izClQOwoVUyVU22HZzZrVEyV//LGHv+PL21zpuNybsXlu7JEnBbcOJxzb+jTsEWdSFEkdEXibS/hdn9BlheiEiZLnF9xAUFjHfkJTUenv4j46a0B0ln45vk2UZxRMTXiTJAYV2smeV5wq7dgHiaossyF1QobDQvHUBksYrSyvuvHGWpJZBUVN0nslx0bb0InWg6SJNFwdK7fGfKNc21cQ6U3E+bmnf5Y1C51hbd3ZziGwnbL4fJGjYurFX50a8CPbgz4zqUV1momr5R11zgV1Ti1TM81HB1XV5HKqp2qCMPoyFh5MPI50bQI04y2a/CN821mQYpjKvzj1TGLKCPNC1RZFuk7RSJKchZRSoGgVCqyjJ9k/PTWkL98eo2VqsFPbg8503G5tF7jRNNm5CfiPtMMXZWJUvHcKjL8wfkOmiJxu78gSATY4Xy3wjRIePX+RJicpopRpkPTvGCwiLjVE69TxzX4755bpzeL+V9/+ZC392YfeBxqisRfPrXGU5s1Xn8wIcsLBp6geGblm9LRBWE3L18vU5VRJZF286KM/iJhfxJwd+jx9u4MU5NZqZqs1yye2qhj6TLv7M/oVk3OdV2yAnbHPr1ZhK0ppGlOVsAiSLkWzHl2u87pjsvVvRl5UXB9f3YMVmjZogZs6wrTIMXWFcIk45nNOhVD4eWdIc9sNtgZebz1YMLF1SoX1lzaFZ0HtQAvTpEliYalk+Y56zWLuqMx8RL+y+u32W5ZbDeEkRYkOYswJi9E8vQLJxpoiszhNMTUZRbzlOe3Gzy5UWMaJPzszoC7A4+pL2AG63WLr5/tcLO34KU7AyQkTrYdLq5V6M8jQHwBocoyNVsjKqEniizxrYsrOIaCH6WCZmtrnGo7mJqKqUpst23W6hZ5XqBrMB8kXN2fo8iSMOAekaUrKDLER4EzSVSMbxzM6VZMTrTtjzUH8P4NTkNRSLKcSQkZAfFFgaIooHzADRQc/+8ajvTYmjefhVHyYZurw7ISfvNQfCY8qoNZiGuqWGWq+VHJEmw27MfeRP286PNAlF9qqaWWWurx1dKAW2qpz7lURSYsx/h/09TYVtP+VHdnji5MfpMk3qMXoqNFTG8WfqI9u4NpyCQQOzqLUAy4122dg0mApSs8t1Xn6+c6JJkwdygKJKmEFkxD/uub+4z9BFWG3iJktWbyjfNtfn53hCyJLba7g0VJVJXRFYWxL5JUiiyhSvC1M21Wqib3Bz55UTD0ImxdYaViIknwyr0Jf/X0Gl862eRgFjHxEy6vVxl7CRNfpI8ajkacFmiKRJrlrNUthl6MH2dIBTiGqGK2XB1ZFkbGg5HPXpmyAGEEnu64gtQqgWtoXFit8NPbQ355b0SYiE0+TT0y9UT6a+QnXNmd8uLpFn94cYWf3Bxwqu3QcXWu7s3YbNi0XQMvTpGQUEua5aIcIT8a13cNkQRxDIVf7ozYaljsTwKyoig33TR+cL0vzJty68uPU7YNm826xesPp0gI883WFRaRMJVzCq4dzDnfrXD9cMHtwYL/fHKLjYbN7UEPS1cFqEBTMFSZLC/42tk2F7oVvCijN4sogAtdl2m516RIIlkUJu9eFB+lo9bqFhLw3WuH3B54/Oz2gA+ZcWK9ZhKlOVlRcHfg8c/v9GjaGlVLY71uslozudNbULO045274SIiSnLyQuzoRWlGmhXiZ2oWeXFUoy0Y+jENR0dVZK6Ur8WXTzV4eWfMd9/psVozedKq8XDsc28oapZZUfDO3oxnt+q4pwQhNS8K/v7KAf/xhU0urlZ5/eEUp4QmjLyEb55vc3mjyv/3h3eQKKjbOj+/M+RgFvHznTFnOi7PbNd44WSDJM3JC+hWDYIk53ZvwdW9Gb15SE7BTt8jL2Bn4PFwHOCWiaSNusN206Io4PJ6ldNtlxU34atnWry0M+JfrvU4mIXIZYRx4sd0Kia2ofCT1waiOiqL2z3XdY934mqWTAHULGFaD7yI1x9O+H++eIK1msnNwwWX1itUy63IewOPs90aT67XGS4i8gJWXJNrB3P8WJjJriKTZjlxllMUwkDNcpBk0BXxhUJeknTvDDye2KgyC359qvj9G5xNVxfV1uSDk3MfJj/JaMvQcB4/A+CzMEo+anO1Pw9puwbPbNV47d7kPVOnRQEjLxbV7kckARdXKzRsHe8xo6B+HvV5IsovtdRSSy31eGppwC211OdcVVPUID9JaqwVp1TMT+dtfnRh4kW/eRLv6EJ0FiYEv+EF6JGCJGPmp6zWTSRgEWYkWciFbpXtlg2UacGioGaKsfgwyfnF3RGv3h/jlSRTTVXozSL2xgHfOLuCIsn86FafNCtTbhIYqkKUZiWVEOQCvnGuzVfPtLnb98pKnyCtFqXpJCGJyp6uMAsTFOD57TpDL0ZVJDpVQSPtTUOCNOdky+Zc1yWIM9ZrVrnVZ3Oy7dBydAxVpigKLq1WONNxWEQZt3rClHrxVAtdFTXReZTxzfNtrh3M+cGNPl6UoqsylqaQZcJEsHVxDCkURLnEz+4M+ONLXf7q2XVWXINFlPL23hRNEVRXTdGZhQkjL0aWJGahSJ7YusJG3aJua2R5wTv7c7I855vnOuzPQqIsp2pqVEwVS1foVAy8KMVRZHRF5mAW0rA0vniiwWARkRUFXrl/l+UFuipzd+BxuuNysm3zzfNtqpbKg5FPyzHozWIMTcHWFS50KzyxXsUpa8KqIuFFmTDA0oyDaYilyaiyjKaI2udRhdc0FZquzjxM2JuEZAU8nIQfeNyZmswTa1UurVX48c0BUz9hpWKgShIHs4ggyVFkWKtZfO1sm4kfk5XVSUWWuT2YsQgzTFWmWzVYr1k8uVHlwTg4hky4hkaS5dwZeNztL9AUsd9WFE1u9xbc7C3YmwSc6bis1ixWqyZx6RRKkqixrlQNmo7OvaHHNEh4Z3/ON8+1uT/yMTSZMysuqzWTlq1zbX/Gg5FPxzXozyOuHyxoOjotR2MaxFzdneFHGZYmAxJFUVAxNX65M2IWJGw2bRqWTJjm1C1BOVyrWxiKjKHKTMKEf7gy5UTL4S+eXmNn6NEpdwp/eXeEF2dYuoBJmJpSwim04yqfBGUNXCSLuhWTSjl0HyQZSSoqfZoqs4gSxl7MVtMWIIhMQldkznRcvny6iSbL3Cqfv46rUzFV7vYFyVKSBehAVWQcQ4AnaqZGDmiKSEzGWc5gHpHn4kuANBOgiY+jRzc412ommw2bB6PfjGZNARt1m/W6+Zv93O+5Piuj5IM2V4/vB4lbPWEKA7zxYPqeJNwsSEmqBboqktWyJMy3c12XsRfTqRif+HEt9eno80aUX2qppZZa6vHT0oBbaqnfQJ/FYG/V1Eoz5r3/XrdFykMp97qCJGPiv3ebRlNE9e3TUH8RcTgLP1ESz1QV+vMIXZH5pI3YLIcwzei4Bp2qQd3ReHqjRpYXvH5/zINxQJBkaLJEkOSoCnRcMQj/J5dXudGbc6bl4BgKpqrwszsD1DJh1nB07g4Wx4PvkiS2vaqmytkVl7Mdl5Nth/4i4ie3B/zF02skWU6eF9QrBsN5jKnLPLlRI4gzbh7O+fLpFidbDtMgZeLH3OotyIp3p+lmQUKWFUz8mI2GzVfPtpgHCffHPjd7c2QkruzPcA0VXZFZqxk8tVHlr55ZYxEmHMxCqraKbdhkOfz9lQPmYYqmSFiaqEF6cUJeGKzWTB6O/eOtrZajM1jEwjhpCPOv7RrkRUF/EZFkBa6hstGwkJGoRZrYxDNVNEWmN4/E7UkSEhClGYam8A9XDvmPL2wyWMQczELWaiINosjiOJ4Ggly6WTGoWqKSnGURAy8WhmEhtrCajsafPrFKlhfsjgOqlsa3zjfoVk2e26ofUzofjgNeuj3gma0GTUdnEsScsB0ejnxyBEQjL8CLRALwiFq5WjPpzUJGXsIHeMiAqLedaNnM/ITXH0yomBrfvNDhnb0ZWV5weaPKK/fGjLwYSxe1M0mC9bpFy9HJgYmfsD8J0VWZk+0KiiThmio3Dxf81zf3xfsEYZJuNS02GjYNW2MapFi6ytCLuT/yKQpBGT2cR7SKgpatk5MTJSKRl6TCJFJksS13ouWgKxKn2g6n2g4gKsV/8+oeP7kz4A8vrnBuxSXJRKIxSjMWccozmzWyHPYnAf909fDYuJQl+Iun17i8XuN2f4GhytzsLTBUhTwvSPO83CYsuDfyOZxHJFkuIAKyzO2x2Gt88+EURZZYqRgczEJsXSVKMtoVgzQTibq2qzNYiHOFY6hQwP4s4EK3ytCLKafUyIocU1U41bIxVJmGrfHfPbsOiLTYdtMmyXK+e/WwrJFDxSzwInGsQkKRQ0JBWmS0dJ22a2Bp7z2PL6L0GNCgKpKo23/MBO+jG5wFcGmtcrxX+XGlKhJPrFc+9n3+W9FnZZQ8urn6fpmazEGScvNwwdkVh45rsDP0eTDySwCDSFJWTJX1msZ2y6Zh64y9mKwoPrUvw5b6ZPq8E+WXWmqppZZ6PLT8JFlqqY+hz3KwN0gyulWT6wdzZEmiWxUETUeXycoKmySBIoEX5wwX8XEVrVs18eOMuv3bP45ZmHI4iz5REu9wHjIPU1xDxdRkwuS9LtyvMxNB1FptTcE2VC6tVknSnHvDgJ/vDAnijDgtyAuRotIUmaEn0k2Hs5DvXFrh//6FLYI4Y2fgc3bF5UK3xuE0RFFk1momazWTJzdqIhkjQZDkVE0xYC8jsTP0+N61Ht2KKSp9SU7L1QmTjLQo8OMcU1e42Ztj68IgOt1x+fGtAQ9GPo6hHkMD4qwgzgrmYcJWw2a9YTJcRLxyb0ycFpzvujwY+xSF2P7TbR0vztifhKzVTJqOwUrFJE5yTrZtvn+tjxeJkXBNEb8/FKRlRavpaMwCjRMtYdb15yFX9+dEac5/eG4dPxYQgCMCY8WUmQYxliYzjRKiNKdTMYnTgrEf8mAUHKe8jl43WZKYhwl3Bx7nVypULY1JEJNmBZosiTryRJi3igxbDZuNmsVKxWAWJhiqLF5fXWWrYZPmOa/sjCkAQ5exDYWmrfHGgzGWrrE7DjiYhdQtTezIleYWCNPEKOmRYZqJ572sorqmhoT0oeabLMHpjkvFULl+OKfl6mwbNjcO55zpOGw3HfanIRe6FXaGPpoiiKNxmnF/6PPFU01Od1y8OGUwj1BlibMrFcae2DH86+c2ePX+5HgDL8kE9OPhJECVx3ztbJvL61W6FYNZkDALU6qWxsmOw8QTkIZrB3PSLEcuNwI1RTy/nYpJAUz9mAJRu12tmfy3t/ZJs4JX7o8ZewlX9+Y8v11nZ+ihyhK2rnCy5fBwHLA7DtAUkaDUygpyVsArO2O+dKrFOcnlzd0plRK4EKai+hsmggw68RMcU+Fb5zvULJWXdoY8t9Vg7CUMFhFvPZxydsXlRMshTDKiJKddEQnAw0UkvszQFRaR2BmchWLDLisEQTQoHTgJaDkCbKIqMjVL58mNd42XeZjwzt6CdsXgCyca3O57pFnO0Iuo2xoHsxBFEhCEo90+L0rLxOS7tf0ifzdp2HTE+/2YhvkxdLTB2Z9FbDYsvn2+wz+/0/tQ4/dRScC3z3fYqFsMZhErlccjBfdZGiUftZlaMcTG2yJKeXtX7DReWK1wYdU9JqBuN22ajgZIBElWfhZD29WXCbjPWB+Vbvx1+l0R5Zdaaqmllnr8tPwkWWqpX6PPerB35MXULI3ntuoA6JoY6O/N419J4tVtje2WxWpV/KFfszTGXsx63fqIe/h4CmKR5PokF0VjLyZMUlYqJqtV85jYeGQmQoEXi30sQ5PpVESC5chMTPOCbtWgXu4gbTVtXr434kc3+/hJ9p7HlGY5liaXlTodkPju1UOmfspW0+K/vrHHH11a5VZvzjRMOLviUrd1oiSjbotBflWWCdMMXZEE0GDocWVvxnAR89Uz7XLTLKPlGNwbeRQFGJpI1r098nlmu0GWF1QtlcvrVYLy4qxAXFRrqkSeF8RZznPbdW72Fvzd2/vUTY3LGzU2yh2hhi124BxdxTUURn7M//HaLt+6sML51Qr/cr3Hf3S3uN330FX5eBctiFOCJBPprzij6dR5ZqvO3YHHvaFXklgLbvXmZIUwMpqOztCLGfsJNVsYynkBSV5QtcRrFGfi91ZkGU0RqZ6GreEaKgezkPW6xdiLGXoRg0WEo6tsNix0VSLNRbW3aonq7u2+x1u7U7pVYX52XLGxdqvv0XR0rh3MeOPhlKSstWqKTNXQePF0m5/dGbI7CahZKi+eaVF3dAZezFbDYrhIyt275Njk0hQJVZZIswJbU5iHH2y+dVyd/+H5DYI458e3B0RJxtiLcQyVmqUx8WOe3KjxL9d7VC2NPzjX4e29CVtNm9WqSVrWaP04hQLOrrhsNC1uHS54e2/KV8pj5+r+jDQTSapHH0eaF/zwZh9Ll3l2qybSU0XByZbNaBHzxsNpWdWVBLgiTtEVsXM4C1PuD31OtB0cQ+XByGPsC/P0X673+fLpFk1HZ38acru/4KnNKqfaDroi89RGjcN5xI1j6qs49g1VxjVMyHLuD31A4qtnWnzhRIOJn+BFKa6hIdVE7XwWpJzpOGw2bHRF5u098fo9s1kvU0CwVjO5sjel4xqsVE3OrDh0qyaKLNFyxE6aa2oosszEj8XtSxJ+nKErMqki3ldNR8fWFTRFpmJqv2Kc3Oot+NmdIbMgoVJ+QdKwVfw4p+3qXFqtMPQE/KQohOEOoCkpNevd87dUuuarVRNbV47hGh9XRxuccZazPwn58pkWAN+/0f/IJJyqSHz7fIcvn2mxPwmPzwmPgz5Lo+SjNlN1VWybenFAmhfsTgJ2J8F7vkCqmCp5AYezdyvtkgSbJRRpqc9OH5Vu/HX6XRDll1pqqaWWejy1/GtgqaU+Qp+Hwd4ky/GjlKc2a+yNA97en3G7t2Bn6OFF7+6pOYZIsZxZcXlyrcp6w2J3HJDYn87jSLPit9pvS7MCU1M42XYYeTGnOw5+nHH9YH5c4TmSrStsNW1OtGyeWK/wzv6MlapBlGTsDBb0ZiH9ecx6w+J236MoHbiqqWJoCnVLY6NhsTcNeOP+hIaj8/qDMbah8PyJBmGaomsyuwcBb+9O+fq5DttNi6u7U060XbabNlGa0Z/H9BcRlq7wtbMtviW3ObPicnfgYRsyiqxzb+SR5wVPrFdYr5lULZ21qompKvxyf0zb1TndcfjBjQFpXiAhqkwVU+NywyZIMq4dzFivWdRKI+HawZyiKOjNI4oCqpbKNEiJkozTHYfePKJbM/niySZJLoAOuiLhxylelKHI7zUJCsSxPPFiohJAoMoSRSHSYmt1k+2Wzc7QJ07F8ZblooaapDmmplAUYqetP48f+T0UzncrOIZKbxYdp6U0WRiBaS52vGqWRhBnOIZIDkVJTJqL+uQsSDjddng49rk98NAVkYIc+QkVUyXLxfHwYCiOkRMtmxdPNTnbcVEVmbEf83dv7fGtcx026jaLaHb8WI+egiQrMFQZS1dQFWFWPSpLU/jK6abYCTQ0wiRiXFZL06zAjzKStODK3pwn1mvkOfzT1UO+dbHDnz+1zs7A4+bhgt2puDA/23GJErEh2HB0qpbG/+c75xgsYv7PN3bJ8kIACMrH+B5Dp4CX7475d5e71G1N1GXnMbtjAf4AUS13yzROmosEXRCL+7uyN+NC1+V028XWFSZBgle+t0xVxlRlCgp+cnPAXzy1xvmuS5Bk/OzOEAne85wlWUYzL0iyQpBH04z/8voez27XuLxeZaMu6p8Hs5CifN9KCPPrpTtDMgpqlk6c5qR5weE0ZLVmIUlwp+9xMItI0hxXF5uBYy9GkiSCOMPQZGF6GSp5nmPrCqtVnaw83pO8QJYkVmsmpqa8xzgZzENevSdq6UUBkyDlwShgu2mx2bAJ4py6LR7X7kRQWlVJ/LwfZzhGjiqL/19XJNbrJp2KqGjbuvKxaZaaIh3XDlVFZhqmQMhXzrbYbNlc2Z1y7WD+HqhDzdK4sOpyeaNWwk1CpmHKiU8RpvN512dplIiavfSh9990dLwofc8Mw8RPmJCIGn355cyj2qhZbDU/hRj6Ur+Vflsi/KdJlF9qqaWWWurx1dKAW2qpj9DnYbBXU2RqtkZvHvHW3pRX7o2Zhemv1DjDJOfeyGfsxxRFgaqKn9M+pQu3o2pnlufv+3eRxjm6eM/ynDh978WLrogL5IqhcqJpYaoyv9gZ/cqI9ZH8OOPq/ow3dyc8vVHny6daVEyxieXFGW8+nDKPEpq2Tm1LI0yz4221NBcX/UGS4Roqf3ChwzRIuT/yeDj2+fb5Fd7amxzT6XYGPr+8O8IxO/zpk2scTkMejHwejn3CJGcWJqR5gSJJnF1xibOcbtWkKGCYxlxcFXXB9YbN0IvZnQSs103uDDz+jzf2kIAvnGjwH57fYGfoc6u3KKmiMY6ucKe/oOkYdFydArh5KP571VSZlGm0aZAiS7DdtFEkmQdjH0tX+MOLKwRxStMxyIqCaZAiAZIkHZtQ3YpOlGa8sy/qlJsNi0WYkhcFK1WTw1lE09a5uFrlF3dG6CX8YeTF6IpMnOX0ZiGWplCzNBQZ0lyQYSUKLqxW6M1DxmWaKEoz1hoW3z6/wu3+grGfEKeirjr2E4qiwDFUXEMlzjJWKia9ecT+NESW4EzHFbXlqdhOkyWoWxqqItNyFXYnAbapcmmtyusPxuxNAq7vz7m4WmWrIUzMo2PVUAuiNEdC7KzVHbGnaOsKSSZMFlmCv3xmjcNZhB+nKLIwgCh/xlAl8qJgHiU0HJGCc8tjsSgKhouIu0OP4TwiSjP0crg/K8T23eEspC9JVMoKslYm1qBAkt8FQxwRZk1NRlUkdscBXzvrYqgKd/sLTF2haqq4htjjkwBdLcgL5TjdN48S5mHKrd6CMysuTdfg7sA7Nr/DNEdVJHRFYR6l/HxnxBdONjjVdmi5BhM/Ic3yY1PQUGVRz7Q0ZmFKlOacWXGZBil/+/oe//1zG2iyxNt7c+4OPKI0p2qJ3cRvnO9w43COF6XHBu7YjwHoVEwqhsbQj1lEKb1FyPluBVWWCZKMmq1RKevqEmKPUVPE75lkOVkuUpsNW8csq7JHRtciTLi2P+dmb/Erad37I0FONjVFgCEqBmc0hVmQEGY5RS6SalGaYZiihrteF/t0Yz9ho25hasrH2sAEYaYd1Q6PjJ1pmOL1FqzVLf7dk2t85UyLSZAQJTmGJlO3NOqWziIWr2Oav9fIexz0WRolHdegZmkMFvEH/ndTU47TiO8HEXWrxnuOD0kS5tvTW7UlQfNzoN+WCP9pEuWXWmqppZZ6fPX4/EW31FK/oT4vg71NR2fqJ/z8zpBX70/QFDE4XjU10lzU2GQJVFlGkQWs4KU7I+I05zsXuzScT6cO6xrqcX30aPvrKCkQpxlpDqosajqWJf49KOuh3aohyJiGSsXUuLI/52ASHid63q+0yPGjjDQveDj2OdW22WxYhGlGlGa89XBKDqR5jmuoVEyVgRcxXMRISCyijJEnRumbttjeeW67gR+npHmBraukWUGnImpluiLzwskmSZajKBIn2w6bDYsgzgnTjDAR6S1NkfnlzpiNusWl9Qo/ujHgK2davLM/4wfXe1xarfKN820OZxGLMGV/ElCzNF66PWS1bnKy6XB2xcGPc1xD4eyKy89uj3ANAanozcU+1UrFoOkarNctZFli4sdESc7IiwmSjLqtsz8JyAtxke8Ygk7an8fIkqiXgjCAOhWDwTwiiDN2xwEVU9QpVyoGXiT20R5OAk40bb5+rs1Pbw2QlaMkR0rN0hh5MdMgQVNltho2B7OQJMt58XSL1ZrJj271mQYJ3ZrJxa6Lqcm0KwbfvXbI3iSkbmucaDkMFxFxlqNIwlDYaooE1du7U2RZwtZVTrUd7vQXZEXB2I8FYVaWKBAG1cOxz92Bz9fPtbg78JiHGc9tN3gw9HhyvcqF1SpvPZxSUBwnldZqJoYqoyoykiSqjoamoEhwaa2KpSlc2Z2JbUVDRS0NjyDOiNIcTZE5t+KilEZXw9Y5v1LhYBbyyv0Rlq6yUhX3oakybUdUhyVJYrSIeedgxv/8i/u8eLrFV860+bu39omSdyvJiiwdG2OqIqicB7MITZFZrZkoinT8es1DsQsnS++SYy1NwTXVstItwBUNW8NSZRZhimsoOIaKRIGERFjSeyUk8V7KC75xrs2r98ZkOeQUyIj3ctPRibOc1Bfk3uEi5lZ/zlfPdNibBMzDjPtjnyv7MxQJLF2YpC+ebvHkRpU3HkzJC1Eb3ahbjPyY3izENVXOdhwMVVT3OhWDr55pcXfoYaiCmqvIYkeramvUy+O8WZJMdeXdHbZHja6DacjBLPyVLyiONFzEnGjZx2TUqqnRqhgYqjg2srygZqm0XOP4fsR7LWa7ZX/sFPD7a4ePGjtpzjENteXotBwDRRLE5SDOeOdg/p7bevT3exz0aRolvyk4yTbEcSoM9g++fVsX5y7XjxmX5+Si4Pj4ONqF3WyI5NvSfPt86NelGz9Kj5sJvtRSSy211O9Oy0+TpZb6EH1eBntdQ+XhxOfK/lzsFSFSGgCKLKNSJs+KnPiRL+1ffzDlXLfC05ufThJPUSS2Wzb70wBTE9THw5kwZh7dMlLLi4+mo1M1VcIkY7tll6kfmEcp94cenaqBY6rH5s7RbWSFgAccbbjpqsy1/Rmn2i5NR4yn701DrHI4/v7I49r+HEtXkCXE+L9/BMqQ2JuG7Ix8TrZs2q7ByBP1whuHCzabNt8820bXZG71FmXCpuCHN/rc6fsEScZazaRbNXENhTQvONGyqRgqh9OIb5zr8MudEW/vzthsWJxbdTmYhry1O+NEy0YrL+pzYGfgc/1gTsPRcXWV812Xw1nIOwczDqYBp9ouOQW3eh4rFYPtpk3H1bjR8xgsYvw4penoIn1HUVatEtoVl3kYc3m9Rp4X3OwtiEvjqWbp6KpEbxYdmz2LMMUxxOvnxxk1S+NOf0GQCiOLAn6+MyJKM/KioG7ruIbKvBD1Vl0Vr++T6zW+cKLBzd6C2z0PS5N5bquOqsh8951DaqbGVtPh7tBnGqQkWU7DFhtkYSbG+rebNmM/wdJV4jTjhRMNVFnmds8nz6FbNdEVmUWYMPLE5uGVvTmqIrFS1XlircYPbvSZhykNW2NnsCBMC+4M/ffUBEdeTN3WUMvRtXmUoCky3zjX5nTH4Y2HU5DEULosQZTmLMoaXKeio6sKYZzRX0Q8vVkjznL6i4i/v3KApSnHMIU8B0OVONNxkCVJJCknojpa5AUv3R7wV89scLrt8s7+DCgBKrIwDTRFmJDbTQtLUxgsIrYaFqfaDiMv4XAWEqU5siReW8dQhGmUFWS5SI5WTZXntxtsNmwmQULD1rm0VoVC1IcXkajniRq0yjRM+P61Pl8/2+bsSoVf3h0hSSJ5G2c5jVSYB9tNm/484nbf42tnO6zVTH52e8jZrosmS1iaqMUWCOrs3725x9fPdbi4WmEepvgSdGsmiyhFV0XdNCtN+/W6IPFuNizeOZiRZDm2rh6bUps1i82m9R7T7UiPGl1BnOLF6UcaOIezkCc3qjyzVeO1exNRH/QTYXxXDXRNEaac867h1XB01momDVt/z7bXR+n9tcMPM3aGXgzeh9/O47gf9tsaJTVL/a3ASdul0fxR0xOmprBWE8TjeZSyUTd5Yq0qqvumSqdiPFav2e+Dfl268aP0uJngSy211FJL/e60/OtgqaU+RJ+Xwd7RIuLW4YI4zchzkOX3pt3iLH/vknuprCi4O1gwCWIq1m//DbyuiE2mpzbr/PTmgP1Z+IEJgTQrGC5iRl7MWtXkq+farFZNNEUWaYR5xErVFLRFVWazYdGtmqK2lxflOL2wi7w4RZUlmhWDm4dzvnmhgx8LY6hmaewMPaZ+QssVe06UCRY/ztAUmSTLCeIMWRbJGFNTWKkIU8ePM9arJjd7C7wopVMx2Bl6vL03I0kLFFns6o39RNTPGiY1S+N713o8s1nn8lqVrCjozULscvtnvWZxs7dgGkQYqsta1WSwiErjShYD/VGGF2a0XJ2apR+DLWZBzFbTYa1moSsyXpIRlibS6Y5D1RTG4t3Bgt1JSFoCHGqWxt4kJE4LtlsOnYrJzd68/H1lkqwQ1UNZwtRkHF2l6RhIBbx4uknLNXgw9tkfBzRMnS+datKqGNwfetwd+ICoIiaaQqeii22+plNSMBO+f62HIkvHNcZ/unrI9671aNg6377Y5ZvnOrx2f8xwEbPRMLk/EgCORs0gyQoejHxsXeXFU03W6yY/vTNEUyVWLXFMHExDLqxVmAUpWXnAZXnB27szTrdd6rZGnObMo5T/36t7HM6iXzkmwzRnHqZULZW6rXOiZbPdtMmKgv/lFw9wLY1zHZfz3Qr9RUTFUHFNFccQScmRFzMPhZlVMTRqFry5K5JdszDBK81RRZZYeJkg6BoKaX5keKq0KyYjL+L+yOfyeoWdoXBdjsi4RSGScNstm/W6iQTsTwMcQ9Rt//HtQ1RZAlXASxRJYhqkxxXpI7mmwl9u1DE1UQeu2RpfONHgnf05rqnSn0fkQMUU8Iw0K/DilB/c6PHVM23++HKXByOfnYEgvB4ZCqYqE5oqf/3cBkVR8N13DskKQVrVVLFpGCbZe/b1fnxzwNMbNeqWxi92xqxWTV65N8ZUc+q2RpJmHPoxdVvn5qHY17uwWuGXd8dM/ISqqdF2dbpV4wPNN4CVioFrqLy9O2W4iJiHKbYm8/Rm7T0Ql+PzUy5M7nNdF+C4Bj8NEzRVwtG192zySRKc7bic67rsDLxfSy/9qNrhxzF23q/HcT/stzFKOq6BoSm8dm/yicFJFVPj6S3xxdWH3caRDE3hdNv91OFLS336+jjpxg/S42iCL7XUUkst9bvT8tNkqaU+RB+2I3NE3is31AUkIf7VWtJvu2MzDxOG84jbA4+39qZM/OQ42aTIEpau4OgKVklFff/d2ZrCcJFwOIvYajq/1WMBcWEzWkS0HZ3VusnhPCIrCpqOhvVIWiWIU0ZeIgbS6yZtR8fSZFYqBr25SBUeVXjGZYUnLwo0RUaRchZhRpSKofWOa2DrIq21OwkJk0yQNE1hutwb+kCBqSqcaNm0HDGUvlIxxB7bOKBd0TFUhaIoGMxjZFniRMtho2Fxq7fgbn/BVsvh1mDB6/fGWLqKKotNPWGwiO2r/jzkifUqp9sONw5mVC2Nsysuz51s8Ms7I7aaFl6U0p+FDBcxhiqXpp5PlhckcYYXC7qkVlYhNUXQHW1dYbNpY+mKAFJEKStVkzjNj3e1hgtRL63ZOv15RJyKJMdgEXGi5fC3r+/RXhisVk0udCucaNnULZ28KFh0XbHtVcBm06LpGERxxsW1KhM/oWJqrNcsVEWiaqmcX3HpVgxByVQVwiRjHqZ0qwbdqsFazWIeJvzzO4fH74Vntursjn1+emtAlkN/EfO9a4d863yHf//sOg9HPpois13W/xq2SOed7jg8s1WnZmq88XCKKsvUbQ0vEtCJS2tVbF3h/tinaYuEmiQhUlUl7XVn4DOPPtjwlksD5eyKQ80Wu2HzMOGd/Tk7Q48gzhgHCS+eanJxrcqr98ZULZUn12vcG3oMFxFpCaR4cqOKY6qinj4OSoOlYBFlPBwHrJTPmSJBDriGwsEspGZrNG1B7RzMI57aqHKm7dBfCMiGrso0bJ2mqxMnYrMuKyuitwcemiLx1bMt3t6bYqgK0yBmr4RhQEnWVSRMTeHF0y0kCf7h7UP++HKX86sV8izn79/ex1Rlzq9WAJFUzcr3XdM2MFSJOwOPjbrJ5fUqF7oVOhWDNC/oVAz8KOXt3RlX92bc7i/Qy8RekuXoioBueO97DfKiYLCIaDk6B1Of1ZrBCyca/OLuCEuXkSUJkMhz2JtGTIMhXzvbRpYkXr43Jiz34BofYGxEaUbNUqkYKq8/mLCIMnYnAf15iKOrRGnGZsPmyY0qt3recfIPBHjk5uGCsysOHVe8Rx+MfJJMGO+GJn9gjdA1VWq2xsPxh6eqPqp2+JsYO4/zftgnNUoUGTYaFtf25r81OKlu6zx3ok57pH/i13upz5+WJvhSSy211FKftZYG3FJLfYgerTEdVRstTZgRXpQSZwW6IuEYYlMrSDJmQXKcnvhtdmymQczNgwWqQvmHf45dEiSPkmKLMMWLUqqmRtVS3zXhJGG+NRyNNC+Yf8Ia7ftlGyrzKOVnd4acX6nwxFqVoRezN/EZ+wlZXpQJHosvn27RcnSiJOdnd4b80RNdLF1lFnrHFzHvr/BESY4XpeSFqL8dVZBmYUpRQJJlTP2EuqXRcnXuDX1USWK75XCiaWPoMhLS8XN1qu3w5VMt7g09ru7PGJSm2GARkeU590c+L98b8+VTTUDi2t4cVZFJs0KYHzIYkkK3qhCVMIbr+3MsTcHSVa7tz6kYCqc7LhM/JkkLbg8WYvRfEo9js2Fzb+izVwIGZEmiWxMD9G1XZ6VqcrbtULE0xl7C7b5HluW4hkaaCYqoocn05zFjP0aRJE62bZ7dqtNfiOTQvaGPpSl84USDV+6NWKkYdCqGSBzGKXGWo6sy3YrBas0iiDMejHw6FYO3d6f8/ZUDsYfn6rxwssmJlo1riGqwpStsN23CJGfiJ+R5wb1hwJU9QRrdbjpiU08TW2E/vjkkyUVFMitgsIj552s9Lq1WuLRaxdQVvnCiySRIyHIBs3j74ZRr+zNURUIuURqiZilzvitqw4so4dyKi67I3B1ozKOULBNU0msHs/dSRB9Ry9HRFLHFtjsNGfkJb4VTFuW+o1Hupz27XSfOc67tz6iUv7ssi59xdAUJiSjN6LgGNw5n6IrC/aGPLEmYuiLooprOIkpplTANPxbwgW7V5GAaEic5nYrBasM8TjruTgLiNCNMxHt6Z+Qf7/epEjRsjTvXRMX3xdNN/v3T69weLNifKKxWTWRJJs3zEmyhsd20SfOcH97oI8sSSVrwcORzouXwh5e6/P1bB+S5AGLEiSDDnllx2Z0ELCLxPhsuEmZBypmOe/w8FnnBD270uX64oDcXCUFdFRVVXZFJHnkB1JLAWxQCqHFv5NOtmnRck7d3Z7xwooGlKfz41pC6LQwMpIKiKIizgjd3pzy/XWe7aROUaVcvTnFLg0NTJAxVpu2KevrDcXCcFM1LAIylFRzOIq4fLHhmq8a5rnsMNznSojQUu1WTC6sVLqy6SEDDMTjRsmk6+q/UCCumxhPrNU62hHk6f2RXrPIxa4dLY+fj6ZMYJWc7rnhvf0rgpE/j9V7q86WlCb7UUksttdRnreVfDkst9SE62qFRJImGozP2Y24czH9l4NvURDVzu2XTrZpi26goPvFg73AR8c7ejINZSLdmkmY5iiRTMWQMVcaLMqIkIy0KipzjnbqapZFT4OjvXhx7ccY8SrlX1t0+bHj648iPUqaBSEGt1Q2itCBKM6qWRl4Iw0krL0yORt+bjsQ0jJn4CUGSfmAqUFcVWqowF3vzkDDNSfMcP/7Vv4ynQcKl9SobdYudgce3LnTIi4I7A4+dgUcOqLLELEhouhrrdZvVqsmXTjX5yc3B8UVdyxEpsqmfUDE0Xrk/JslzRosYRZaI0pw0L1AlcE0NpwRQhKlIsa1VDfqLmMEi5uktYX7ujUMUWWLkJazVTEFhNRWqlsZWw6Zb09luOKiqzNRPCJKMpqPxp0+t8Ys7I/pzQf2UFJmapaEpEk3HYBFn9GYRQZKhSBLXD+ec7bh86WSDNMsZeBEPRz7fPL/C05s13t6d8caDCbIs6J1tx8CPU9aqJncHHkMv4rmtBqYm809XD4lLyICqyPz09pC/e3Of71xc4UTL5vr+DFtXuXYwZxEm3OotkGWJU22XO31B2nxqs0ae5wRxzo3DORzzcIVxrUgSexMxjE8hEiovnGjQsC1mYco/XDlAUSSe2qiVz1+ELIkUXJBk/PT2AFWWWanqnG67/MGFDr+4M2J/FnK13FF7vxxdDPv/wYUOsiRxd7BgbxwQZ6Iyulm3ONN2qVoqZ1ZcVEXiu1cPOd+t8s3zbfZnIWlWsN2wudVfYCgy3zzfISsKHo5CNhoWWSFSalmUEiYSFUPj8noNVZYxNJkozknSjBNNGyho2AZ1WyPPC7xIGPV5AY6hUpCJ93vFoOEIwMaptkPD0elNxe7b9cMZHbfDV063UGSZaRATJsJcrZgqcZLz6v0Jv9gZkRcFXdvANRR+cKPPCycy/vhSFy/O+JvXdmk5Os9s1lFkiYkXE8QZr94bI0mCrnpmxcU1Qx6Mfc6vVtidBLz+YMJGw6ZS0nnnYVICImTujRZlXVu89KoscbrjUrM0rh3MeWq9xkrVZBomvPFwwqW1Kn/1zBq9WUTdEkTZ1RK2UTVV8gKe2qjRsHUGJbijWzGwdLU8B6bsTUNG0/A95qssiy89knJDcuTFvHZvAsDZFYe3d2e/UkfdnQTsTgLqtsbpts3Tm1VOdyofeS60DZUTn/A8Cr8bY+c3hQ38/9n7zx/L7gNNE3yOt9ffGz4ifTIz6SlRXlWqVlWrumu6qrqme9YNdr8s9st8WGCB/WcWWGCBBqantzHbNT1d01XqrlJJohxF0TO9DR9x4/rj7X74nQgmySSZlEhJlO4DJAQqIyOuOffGPe95zW87v4xQcqpj8+rm+FMfTvpVn+85v13MRfA5c+bMmfObZP6JYs6cD6HnGvRcg5KSWwczru/PHum0idKC+4OAzWHApaUaFxZdJKRPXNh7XBr9+taYt3cnhEnBxUUxPDAKhDDk6AotWyNMZeJMuGbKUqyBKgo0TJ0wyRn6CUleoEoykgR3Dj0GfvKRxdMfR9+L0RWJL5xq89KtPv/prX3SrBAdTKaKKktkRck7OxmHsxhNlflvnl7iGxd6jKuo6ce5AuM0J3xEnPcESUKvFinjVMT+Xtkcnfy1Vp2AW7rCyM/YGg6QJYmvnO3w7cuL2IbK1tDndFcU1D+5UqcoS35+b0hRinixcPMcD0KIQvmsEAMCpqowDhKW6gYl8GAQkGYlFxZqSKWEVfWkneo4tGydp5oWz6+3RDdWmHE4i+h74rEBUQjvGgp3jzy6rkHH1ZEr91ySlfhJTpaXrDYtVpomIz/lcBZx99DjL59fZeglyJKEoSl0XRE37blCLD6aiRXYwil5aqXB4VSszn71bIeGpfH9m328WKxpOrpCWcKRF1OU8N1rB/zTy4t87XyPvUnIz+4OaFfOroNpxJXlBustm9cfjFhvWZzuOHhxetLZV5Qin+2aKi1bIy9K9ish6cEw4NXNMV892+YbF7p89VyHrCjpuuL1khclYZJXAlOOpSlIknDTHc1G+Ekmiusfga7I/PGVHtMw4yd3Bvznt/Y4t+AKwfJMBy9KxVCBpdFzdcZBys/uDTjyUmZRzsCPK1FM4fr+lJ5rcKZrs1w36dUMXt0ckpeiE0+porBlCWVZ0q2J0ZGhn9CrGeRlyY3DGWstm2fXmkyjjM1hwO4opOMaXN2dcv1gRtvWuLJc5+KSi6Eq3On7lCUsNUyiNGexYZLkJd++tMgsyvjbd/Z5MAjJC+E+KxHRu+W6xbkFl3/x7DIv3xuy2rQIkoztUcD5BZf+LOa5tSYXFxxmccHP7g744a0+5xdcLizWeGtHoWFptBwdQ5XZHAYYqkyeFzRs0f0XJjl6Nd6ABGtNGy9KOZzGLNYN1loWEtCtGVDCjf1ZtdQs3LGzKENC4hf3R6y1xOruWsvisFrpVRUZR1cwNYUwzbl5MMPUFCxdYa1ls9y0uLE/5dr+7JEii6mJbswwFWMUS3WTvUnEG1sTeq7BYt1k50McVV6U0nINejXzo96iPlU+DWHnVxkb+G3nkwglG22bQTXo88vwaQ4nzfntZ+5unDNnzpw5vynmv13mzPkQbENltWXxvRuHXNubfWz5dlHCtb0ZSPBHTyx8og9v4yDhza0J9wYetw48wkQ4xQ5nMettm+WGyd2+/57IqSJJJ71vigyUMPKFK+b4xi62RZn10E8/tnj64/AiMVTwk9sDvn/zCF2RoJTo+zGHs3eL7yVZnBjpisT3bx5hqgpfPd/Bi7KPXbczqpPtvIqSPYylic67SZSw1rZ4Y3vMa5sjylL0QaV5ia7INCyVvCgZBwmSJCEr8PP7Q9ZfWONc1+GNrSFRWlA3NUrE2MY0yigRK5ga4BXCx6Wr1bJjWTLwRQRUkSVGQcokSLjni2iorSl8/UKHhZpBd9NAkmChJhYf/Tjjze0Jr2yO8Ko4rWMonO05fOFUg6yAL51un3RQTaOEvbEQyyxdZRamyBK0XZ22bdBxdFZalnBBFiVZVvCdK0u8tjXmH2/02WjbnO7YfPlMW6w5ujqaKvP29oS+l3B9f4oX5YwCsQw6DlIcQ2UaitsmS+K+/+j2EV8/38XQVAxVIc1Et17D0siLAluXeXK1wTTM6Lo6uxOxDmmoMkVZ0qmbYnlUEmMaK01LuL+SnIEX870bfVq2TtPWuLY/Y7kh1l3vHfnEWUHL1iqnV8YsTj92EMU1FP4PL67TsHV+fHvAhUWXu32f7SrWOQlFn5SqSEzDjNsHHooi4RgaaV7SsjWKQjiJbF2BUnT1/cVzq1iawj/eOCRKxIFxPGaR5AULdYOua6DIEm/vTliqWyfutkmQ8tyazv1hwC/uDymBpqPRsDUkqaRta2iKzJ2+x+2+x/MbLXo1HcdQRXz5yOPKcp0nVxrsT2P+7p194jQnrYR3Mdwgos2H04Q3tid840KXr5/vYKoKfS/hqdUGaVZw58jj6t6U59dbhEmGrkp844JwkF5YcHFeWOW1zTGzOGNnlApXUdPCT3JqVlmJgx55ATVD4cpqg7WWxTTMuLQkHpPFukGU5ryzO+NgFpEXJXVTQ1NljqYx0zBFU2VsSaXlaARJjhdnog9QEfHzOCsYBe+KKMdrvccXEB4Mgg91ONUMFUtT8GLxbxbqQtTdn0bcHwQ8Ubn53o8swTPrTb58pv1rFal+Vdfa8e+NX3Zs4PPAJxFK7g2C34rhpDmfH+buxjlz5syZ8+tm/ltnzu8Vn/SEx4szDibRx4pvx5TAwST6QBn5RzGLUt7cmrA9DplGolT+mHGQkuUFV5br3B8cCwni5LRuqYRVFFZXZdHDVpYY1VqgJMGlxRqGqhAk0bu38SOKpz8KW1e43ff43s0+siRhaSq6WpIV7zrxJEkMRKiyjCKJPq/v3eyz1rF5drXxyHW7JBMx2SgtCJOMshQn+5YmTorCNKcsYbFuYGoKUVLgxRkDP2a5aXHzwEOWqcYNJGRJlMvLslSVvMNG2+buoYcMtGwDRZIIkxw/zVlwDdRKFMzyElMTUV9VkarOv+I9Bf8NS0WWJBRZJitK8rwgzIVAl+RwbW9Cw9J5c3vCkR/jVWMBLVunZekcTCOGfoqpRlzf9xh5Cd+42OP1zRF/8+YeSS465GRJOunrivOSvUnM0SzhXz6/ylNrDb77zj5PrtRZ79jEWcHfXz0kSHPyokCungNTU1hqWtw99PCSjM2BLxx4iiTkvGcPAAEAAElEQVREokJEl2VZYhYLoU9VxGO21ra4fTijZqr0vZiiLBn6Ks+uNVmuIsCjIKEsS3FSL0lstB1UWUJXJWxdRa4cYq6pniz4aopMnIrIZZDmbLRsvnf9kIuLNeLK/dhxdGZRdrLY2bBUzCqm3K9cesfUTZU/eqLHwBdrv2leMPCFI6vrGgy9BD/J+cmdIVFWYGlC4C1KaDs6G22bK8t1bENlEiZ0XIMLizU0RWFvEvL31w6BkvWWzRdOtdBVhbatYagqdw5neHHGJBRLuVlREKY5SZZXok6DrVHI9jDANTXGQcKZrkuS5Rx5whGal0KULEr40e0+f/XCGpeWakzChMW6QdMRx9LLdwdCwK3ud1qp78dvF+K5k/nBrT7/ur7G5SUxKLFYN/nZXSH+yZLEq5tj/vq1HU53HdqOGDP54a0jLi/VaNg67+xO0VXxGhgFCdNIRKqtKmp/OI1ZalhkecntAw/XUDnyY/KiZGsUsFQ3WWoYJ0Jn29FwdIVbYYKhKpzq2lxcqNGwNW4deBiqiFw/LLo9ComSvhd/pMNJVxWato6fhKR5eSLCuaZ64s48Fp1BiPqLdYONjs3Tqw0Wfk3ut0/Dtfbw742P45d9z/9t4nGEkl91+OhX/fdz5syZM2fOnDkfx1yAm/N7wS9zwhPEQgBYbgpHyzhMP7aHpmlpLDdFpCpIssdywW0OgpPSaFHG/t6/v3fkc27B5VTb5v6RX7m2UkxNRq8inUlWMAlTLF0BoVOw1jK5vFwnLwoalTDx8FrrhxVPfxTv7EzIHnrsFElCUd79mY8iy0ve2Znw7GrjPet2x1HZgR8z8lOiLBdiViqidQ1bo2lrNCyVMMnZ6NiEaY6pqWwNA/bGMQ1b47mNBkMvYRwkUIlveeVoqptiQbEoS67uTcnLkuc3mjRtjd1xSFaUyEt16qaGV0VNJUnG0hVMTSZORc/d8cLr8WOtqzJ5UbDWsrANjXfuD/gPr+3wz55a4o+vLPI3b+5z/8jHMVSu7oqRADFoYHFpuY4fp2y0bWxdwVNlXrrVp+MYfOepJW4feqJYPhUF9CDK+M90Hc72XPKy5KVbfRZqJmkOFxddfnT7iMWGybNrDYoS7h/5fP/GEVdWakyilH/38y1qpoqtKSw1TAxFYaDG7E8j2rZOnhdkuVieBTjVcXAMjX+4fsi/fGGViwsut/s+WSH6+W4dzGjaOk1LY38WMY1SFmsGl5Zc+l5MzzWZRil7k4jBLCJIixOB1tZkOjVT/AxdQZbgT64skhcwycRQwZEXMwoTFhsi+mmoMmlWnqx2bo9DmpbGP72yyBtbY9K85Iun2ti6QpjkuIZKt2aiSEKIfDAQrxtFEiJgkpWYmoKtK5SUeHGGbSiokoyhCQvgS7f6bA5D4izn4qILkog2HkcpT7UttgZ+FQMVx4kqy4yDhDDNqRkqaV5ydW9CkpV0XRFRfWq1zs39GbIkUQJxWqDIEguuQcfWub43Q1Nkzi+4PLlS53vX+9w+8Oi4BvcGPoosC4ceCkVRisEDSpKsJC8KznQd7hz4tGyNU12HvUnE3iTk/KLLasvmhzf7lMDQT9gdi+NMkuD24YxvXujxVy+scffI4/6Rjxdl7I1jNtoi/mloCmd6LkEsHIS2oVAC+5UDqyihP4tZqBlstB3O9RQuLDicWxCDDpeXGmRFwfYo5M3tMa6poSryh45oPIyuKkyj7GMdTm1Hx48zRkF6MuJiVc91y9H4WqPDsIrDH8dd66bKUuPXI759Wq61h39vPC6/zHv+54lfZfjol/33v2vde3PmzJkzZ86cz5b5p4M5v/P8sic8x24LW1dZb9u4VY9ZmObvEckUWTgpWo4uesI05bH7ZIJqjfH4dhXFB6/A744jlhsWXzvfoShLtkbhSZSvZYsThmmUn3wPQ5NZbph89WwHW1d4MAxQ5UevtX5U8fT7OfJjbhzOPvbrHsXNQ4++H3O657LRsdkdh/xw94jtUYCf5ORFeVIAH1di4jBIcA3R/fSlM20WagZDP8FPCg4mIqK5OQjo1gyWGiZdV/RuHXeomZpCkOTsjEKGQUJelNzp+3z78iLdms7OOMQxVRQFVpsmt/s+UVpgqKVYQ7R1KEHTrBPn4dYwRJKEaFsCV5YahGnGK/dGpLm4PUM/pe/FtB2d3XFIXoqvb9kaji4iuE1Lr5xUBpuDgJduHdGwNHo1g42WzfPrTUrEsZkX4r5Mw5Tre1NuHXqUZcmfXFlko22hKRJ3j3y+fr7D3jjip3cH5NXB0LQ0vChl4Mf41UInpYiznu7YYrEUCQrhUus6Oi1HdL3d3J8yi3P8OKfl6EhHPme6LkVZ8ovNEUVR8vRak56r40UZpzsOl5frJNtjdsYhW8OAKM0J05w4E0udIBEk4CU54yChKB3SrOAbF3v0ZzGDu0MhmoQpT600kBCOt4NpTJwVqLLE1851WGwYomNvtcHFpRqvPRix1rI41bUZ+wlDP2FnFHJ/4AMSvbo4RspSuFSzQoheaVZwOI25fejxwkaLpYaJKslM/ITDWUyvZvClM22yvOD+wOf7N/onYvbXL3QxNJn7g5i2bbBYs9gaBcKhVYpIph+J4ZKyLBn58O0ri3Qdg2k9Y61tQymco0lesj+N2J+E7E0ibF3hVNsmjHN2xiG3Dj2eWm3whVNtJmHCNMxI84IMUJAwdZmWpdOwxYDBzcMZjqnwp08tcX/goygypqqgSnCn79OwNExNpixL9KqPMEgK/su1AzZaNqe7DucXXDRFpufqNG2dM12Ht7YnbA8D/DjD1MUCq67K6KpSdbhJWLpCVpQ8GPos1k3OdBeZVRc9ru9POZhWcXUJHFPF0RXi7KOdR5oi4RoqXhx95NeBWFdebVnAuxdNji88xGlB09ZpFBpFKRalHV0Mcfw6XGGflmvt/b83HpePGxv4vPNxFQcfhaZIn2g46Xe5e2/OnDlz5syZ89nxu/cJbM7vJR92Fdo1VO4f+ex+zIoafPCEZ/aQ28LUFJYblojGxRlxWpAXBUq1eFgzVXTlXRvY4/bJvD9Sdbzi9zBZUfLO7pSnVut840KXN7cmJ/+uqDq7wiTHMRROdWw6js7FpRqKIvE3b+3jVfHJR621fpLi6VmYiQ6s99F1RWeVIkvkRYkfZ++JmIK4fbNQ3A4JEXt0DIUwK0RMUZJEWXshIqy2rlCU4Cc5TUtjo21TN1UkYBZnTKKUtmMwCVIeDALGVZ/ZcsPCMRRmkfj/k7ygqOw1EuI4UWQRPz2/4HL3yCdMck51HQ5nMaMg5XzPFUMaknA6ZUWBJsvYhlyNA7zbj7XaNrl76J+Iuxsdh5fvDlhtmgSVw69mKpxfqCEDR37C1d0pteo+vbDR5N5RQJQVqEmOXkUZF2smdUtBlkVcM0hy+l6MH+dosoSpq0zDlLWWRZoXfPlMm+1RyC8eiEGKLC8pSiFqRmlBmpWkWUaUigECEH1ZXznTJUwy0qJk6Cd4ccbeJKI/E5FCRRLHn60rXFx0q2jtmCQTIuU7OxO+eaFLzVRRZDjfc/n5vRHXd6fMEjHwoMgizngsfsG7Qwt3Dn3OL7hixbOKbd469ADRZ7g5DChKqJkqT67UOdtzKcuS67emoq8sSlltWlxcqjEOE57U60JokmV+cOsIxxDjIAM/waz6/BRFYhKmJJlYCdYU6USYuLRYQ1dlhkHCl8+06boGB7OYn94ZEKQ5cZZj6gpBnPPjWwO+cbHL6a7Dq5sj1ls2qy0LxxCdeX4VlZYlcEyNL59us9GyOJxFWMZxzyGoqkS7Wg42q5XjcZggyzAOE7xIPG9FUZIXIu5bNzXysiTNSmRZvD/JkkSYZFU/YVq5KAtalnDeNSyVSShimFYleqmVe09GOB/TXIjU1/ZnLDUMLi/V6To6Iz+hbjqsNkWUe3YsyiJE3vMLLgeTCLkqEMyyAlOVeX5dLK2+tTM5eS87oYoAa6rEKPiI4ZXq/aLpaBx9yPjG+/nQiyaSiMUGSUbD0jjTdX+tK4eflmvt46K4H8Xv8tjAoyoOHpfjCyCPw+9D996cOXPmzJkz57Phd+8T2JzfKz7uKnSSFVi6ciI4RR/jtIB3T3hUWfrA3+mqQkf9iLzlQzxOn8z7I1XHK37v/6denPH2zpQnFl2+dq7DwSxmbxKgymIFsWHprDQNOq5B3dSghNc3JyfiGzx6rXXkp49dPG1oMqsti7t9H02WWGvZrDRNVFkmSPMT4dPWFLKiYHccsT0KSCsB5/jk+9ahx0/uHHG649C0dK4fTLmxN2P60O2oWSpPLLh86WyHrmtw/8inaevULBUvFo/ZatMkTDJ2N0c0bQ3X0MjyEi/KOZwlZLnoQtMUGU0RwwCnuw6mKnM0i3lho8XBNOad3SnnFlxWmhbfeXKJvCx5MPB5Y3PC9KHHr2aoXFqq8eWzbeqWxv4kRJNlNkczaqZGyxbC4X+5esRXz3ZQJIm2q7PatBj6CZuDgON91SwvONt1qFsaQz+mLEpcQxHiYJzxi80hsiShVsdwXpS0XZ1TbYenV+tVTFccn6oss9G28ZOctbbFtb0paV7ScXSyojyJVZUIp9WRlzAOUnRNZr1t8/R6kyjJ+OndIVd3p2SV8KYpEroqhGxDtSjKkv1JjKOrFKXo1zrbczjXc1hv20jVY7TaMrENlVGYHm/JolZDAcccr2K2bJ3VpsmrD8b825c333MMlMCfPb2MoshYmkwQ51zdnXKn7504ppK85F7fR1UULi25bA4DlhsmjWrcYBwkGJqCqYp1Wy/JAeFmlJDQKtH4uGvPMoSTa28S8qUzHX5854iXbh+dxK5NVcFSFZTKZfnyvSEvnm7zx5cXuXfkkxcll5Zq5GVJEGWYmsLXznU51bFZa1ncOwq4tjfh9qGHF4vXTAk4usqFRRE5fWKpJp6HvGQSCgH4qdUmYSZu1+YwpGVrNCshNc5E79xxr1mvZnCu5544STVVdPMt1ExuBiLeOg0zGpaKbajolWNoEqb4iehp01WZPH/XLWfpCm/vTvlXX1jjW5cWKK712Z9FwtkXpLQdnb1xSJaV6KpExzX4+rkOp7oOL98bYukKaV7SdnSGflKNR0isNS36sxj44HvtMZIEay0LS1M/kcPp/RdNKOFUy6Jua5ia8mtfOfw0XWuPE8X9MH6XxwYerjj4JI/z8TH2OMfD71v33pw5c+bMmTPn02UuwM353PJxV6H9OOP2oUeQ5O8RnD5OhDs+4TnTdX6l2/c4fTLvF+keXvF7P16c8cb2hMW6ScfVWW6YtGzxgT7NC/JqBXV/EnMwjd7rNnmIk7VW4MJijfxDhML3uwqnYcblpTqXFmtYmsL+NOb24Yz7Ax//odvrGAqnO45wl7Qsbh56KLKEocoEccb1vSnDIOX2oY+qyqw0LDZaDuFDIl7H0VmoG+yMQ16+P+RgElG3hIsoyguu7U1ZbposNUz+4GKPO32PgZcwRggQszAlzoW7ztQULE3hbM+lbqhEaY6f5OiKxLkFh5/eHXBlpc4/f3qZN7fGvLkzwY/FGMaxLFACQZJxMIv46b0hz6zWeXatxc3DKTf3Z8L9teCSFyWjICGt3EqnOg5RIsQR21ApKZGQTlx+lCUbHQdVkfGTnMNZjIToLTtGV8WgxWrDIi9KNocBszhjo2WzMwrZrR4jTZE503U51XF46VYfS1c4nEac7tg0bVFyb6gy53qucJ0ZwjXlVcuUXzzd4sKiy4NBwOYgIM4KmrZwhfzs7pA3tiYUlLi6xlfPdTjddtBUiZqhsjMOqRsaoyDm6dUmTVvnb97c42AaieOnOJYeQZUl6qbGUsPk0lKdf7jRZ2/ywWjh/UFAzVCRZYkjL2Z3/O7XKJJYzK2bKl6U8cqDIcsNg422zdBPmMUpXzvf4aXbR0RJTpjkmJqMpSkYmkyWl0hSSVaJbx1H58XTLaIkJ8kLLi3WSXLRVeZFGbIs4tFKJcqXlQA59BO2hgFnuuIxPVMJbbomE6cFfpIx8lMMTeal20f84EYfKlfgu4MXEnGW88bWmJv7M/7J5UWeXW9ianIVJZbw4pSRn9CrGeyMQkaBeB/L8+JEiBFfCVEq7oMii6ita2g8s1pHV2Vqlspiw+BMxxFOviQny4UYamrCfXe375FkBY6hcjiL0BQZP854Y2vMlaUaT641+PPnVrh75LMzDvDijKal8+RKAz9OOd1zOVsJ3S/dOmLkp1xYdKvlXIWlusn+JOLZ9QamprA/iVmsf3j/2mrDYr1tA7+cw+n4oknX1XlyrfEbi15+mq61+djAh7PRsRl4yWMJZMc8fIx9HPPuvTlz5syZM2fOr8JcgJvzueRxrkLPKhHl/YLTwTT62NLvSZgSpjl1U32PK+dxedw+mfeLdA+v+D1KVMyKkp1xyM44pGlrfOtil7ajc21/JnrIHqfNHHGy/vbuhJopRg7u9T3SyoVlqgp7k+gDrsLtUcDtwxkXF2sAxFnO7jh8j/gG4Mc57+xOuX4w46tnOnzpTIv9acxC3WBvLASjw2l8Irrc6/ustiyaloaqSqgI0eml20e8cn9EVpTUTBElTPOCuqlSM1U2jwLGfsqZnsu5nktReBz5ouvNMlSSQLh5lhsmK00bR1eYRilZURKnBW/vTriwUMPRVQxVZuDFbI9DJIRo13SEGHs8HtCydSxNoT+NuGeoLNRMigImUYoXZZzpuEiI9U9Flug6JtvjkOv7U+KsOBlUOP5+RSlcR89vNHkw8DmYxti6Ql7kaIqMKouOrYapcarjMPBFV1leQsfRuLRcY79a6N0Zhwy8hNc2x3z9Qpc/f26V1zdH3DiY8dxGkydX6tw8mPGNCz1kSeJu3+PWgUdRllxeruHHQmxsOzpneg6LdYMf3xmw1DDx4oyf3h1QIsTNL59pU5Zwq+9xNI1YbJj0ZwkF8Pb2mMWGxVfOtvgf/ug8L98b8MbWmFGYUhQgydAwNRZqBn0v4T+8vvOhThVNkbh1OMPUxOPZtDXKKnItnI3SSUxYBq7uTfnK2TaHs4Qf3x7w7HqTb5zv8pM7A+JMdCR6SYYsaRiaTJDklGVJt2bwZ08vs9Iw+fGdAd2awVrL4id3h5zu2JiawmubI0qgZmrC/ZcWzCLR7SZJErcPZ+RlQZrnqKrEH1zosTMMuXUwI84L+ocJL98bIsvCvSVJ5UmkVCz4yti6jCTBf7m6j/zkEs+tNwmTjCTLeX1rzELNYKlhcWWlztXdKRJUAwzvCpJm1ee2OQw43bGxNCF4ScAvNkc8v9EkSgre2ZtwdXdWCUIleSH6s66sNnjxdAtFlnj53pBTHQdDlTmYReiKTJwX/P9e3eZst8bFRZenV+tCCCxKXEMlzXP6s4QHg4AbB1PiVDy5SV6gKeIxX2oYPLVSp2Zr3Nz3qJmPdhRLkhBGnllvnDiHfh0Op8+KT9O19psYG/i8UDM1nlkXQteHXZw75lHH2Ecx796bM2fOnDlz5vyqzD8JzPlc8jhXoR9eFC2B6/szujWDuqWdxLU+DFF+LyJTv4wA97h9Mo+KVD284vdRmKqCoanoqsLIT9A1mfQRzrn3k+aFcMlkOdcPplxYcHhje4IiwULdrMSgCMcQUa2Hb1fPNXl1c8z2KOSFjSZfP9/hx3cHDL13b6skgyqJ+OLVvSm2ofCl021WmzZX9yYczMT6pixD3dRwDBUoOfQiJEnii6daPBj43DrwRHdYluPHGY6hMAgSuq7Oma7LLBpzMIu4cTDj+fUml5drTMIMXZXYaNuMg5S6pVGWJXuTiPvDgC9sNBl4CQeziINpTH+W8K+/uAYl/IfXd1ioGeLneAmjYYKERN1ScU0VQ1GIs5xTHYeFmsE/3uhzcVG4fV7fmjDwE9ZaFpoiY+kymiqxPQqYRhlFKdxJsvRuD5oX52SlEF8uLtZOBMmiFM+RqshISKw0TcZhwr0j/6Tz76lV0a01joSr7diZJcnwxuaYmqFyrutyfX/G9b0pL6w3WW/Z7E4ifnT76MQd2bBEab8XZ2iqzJ0jn5/fH/LV812+drbDetvmzZ2JWPU0VV483eJwGvPa5ghJkjjTc1Bk0ZmWFSWvbY1J7o/4h2sH/OXzq3zpTJvzvRo7k4AoLZAkuHPo86M7gw8t3hfR75KaoQISUZZTZu++PsRjIHGma6Mr4u+HfkKai040S5Xxooz/evWAr53v8s+eWmJ3EnKvLwYSZFnCUoQr8oWNJpeW6pTAv/npJvvTkPMLLoam8I/XD0jyknMLLn/61BI3DmZISARJdiKemZpMr2bQqxkossQv7o+QZYknFmuoioSmKiBJvHSrLxZ3JQlDFdHiooC8FF16kiSec7labf3ZvQF/cmWR9ZaFn2QkWXHS6XZ5uY6xIUTyMMlFh5skorRhmpOKsjN0TWGtZbHestidxBQlvLE14Ud3jjiYxqiyGAYpSk6ExBt7U97ZmfCFUy2eWmkgy4AEeV5yvlqC3RvH7I1jfnT7iOc3mpzrOeKYzQpqlkqSFcRZgSLJgHg/youSuilTrxmc6Tqsty32JhFdVxe9cQ9xXGC/1rIe2c/2WTucPis+Tdfar3Ns4PNI09Z5/lST7lBne/ThIwkfdox9GPPuvTlz5syZM2fOr8r8k8Cczx2PexX6/YuiRSmEu2fXm4z5+A/RErBYN3gwDD4zt8WjIlWPWvE7RpWlkwhqw1SZRQnjIEaW4FzPASQhMH1IBDXNc7wow4sz/CTH0EKGQcrRLKbj6vzwVp/rezNajk7Xzem6BlZ1P2xdRZKE26ooSn5xf8SLZ9p8/VyXH9zqi2J+ScT0VFnEJgHe3Jnw1XMd6pZGEOcMvARdFcJFkhUcTCOGfkKSFZxfcNkdhfznd/YxVQXHUGhoOl6U4sc5aVYSpSVnew6vbY4YeAkl8OrmmGfXm5RFgRdDr2ayUDe4ue9xb+BTVp1jK02Lg2nELEpZqJtc25ty82DGLBSRTk2VMTWF022HJ5bqJJlY8UyyAiELif6zvheT5gU3DjzOL7i8sztlGqVoisS5rk1ZwCTMCOLsxG15HMLUFBE/HPoxPUfn797aY6Vp84cXe7y6ORKuIVlCBlquLlYt92fIsoSty3z5bIfFmsnP7w34wqkOkzClaekEiXDOlaVwUf03z65yrudwY9/jL55bZRJl/OBW/+R4kgBDVSp3ksTQT2haGg1b50e3+/yfv3KaUx2H//WNXZbqFn94scvBLObHd49QJImNjoOuSOyMAq6sNAjTlLy6s36S8z++vMn2OOSLp1pMwoy3dyfcOfQI00cLEXVT5U+fWuK/vLPPKBQCtKnJGKpCw9YwFBlJhrIQ0crVpsXhTCykltWjG2U5rqmx0bH54a0j/ubNPZ5ebXBhweVc1yXJhQjoGiot2yBMM97ZnfLTuwMmUUatWuWcBikDPyXOcjaHAVdW6ryw0SLNC4ZeQpSK3jVNkYiygr1xxDhMOddzCOOc/ixmo22z3DB5+d5QxKuL49cwyJKII+eFcI9lhXg+VEXCVBVats7BNOLCgkvXNdBVmSgtOJzF+PGQ59ebPLHksjUM6c8iZrGI+UqIRebVlsU3zomBCEOW0KsOxO++c0CvbuLHPoosIUsSRSmiuGIUQjx/P7jV5y+eXeHptQY7oxBDldnoOOyP4/c8Z9f3Z5RlySzOyIt335+eWKrxxJJLkOSkecnprk3D1JAkiTDNuX3o4ZoaL5wScWVZkk7i5zVT/ch+ts/S4fRZ8mm61n5dYwO/aT5sXKnnGtjGR/9+rZkaV1YanO449L1YDOo85jH2Ycy79+bMmTNnzpw5vypzAW7O547HvQr9qEXRg2lMlObYVf/RR6EqMksNk9WGdeK2SLKcWZwRpQVFUSDLMqYmUzOEEw0+mdviwyJVj1rxszSVsz27GmQYY+sKTccgSnNuHcxI85L1ls2pjs1Tq3VuH/rvGWHIchGbG/kJcV5gqgoNS2MapSw2zGo51MfQFPpeTBBnlCUs1iUMTSHJRLdUqzrxK4FfPBjxz55a5uJCnXtH/iPv41MrdRQJojTD0oSoZusKAz9heyTEPF2VsXSFC4sud/uizH4SioGIpqNRMzWCJBfl9qlYMLyyUme7EgOzomB/GrFUN5n4CZaW4pqacPCUQp756rkuRVlyb+CjKxILNZOn1xooksw0zui5BnGWM40yJAmkqgEuL2AcpOxOIlpVJ1qR5KiKzP2Bz/mew1rLZm8Soqsyl1ca7E+EW0lTFRRJiL+mJsQ9RZYoClFerykypq7wDzcO+PalRf7FMytc258y9BMUWeJ0x2HgJSw3LRbrBhcWasiyxE/vDmhYwqEYpjkdV4gYDwY+cVaQFSV3+x5nui6yJPPW9oStYcCTy3Wu7U3JS7i45NJzdRqWTpqX3D702JuELDdNnl1bYBanXNub0KubFEVBXpa8vjVmo2XTsDTCrOD6vkfT0rA0hWm1DitVx3FRwku3jrB1hVcfjNifxo88PmQJFmoG/9dvnAEkXrk/ZBJlyJJE09bp1QwsTSHLCwpKFEmIPLausD+NUGSJOC1YaVjkBeiKxGrL4itnO0yjlMNZxOYwYLFm4FZroK6hsjnwubo3ZXMYMKlOjNu2jm2oDP2EUZDQtHUkSWJ/EuEaYqk0qW7H0I8JkpwjL0FTJC4t12nZOq9vjfnWpR5pXqCrMvcHHm3H4HAm7n9WOd8eFt9AiLNpXiJLOWe6DpMw5WAa8cxag1c3R0gIMThKc3YmIXolRnTd+kkHpCyBq6uYqsJG22IWpWDoXN+fsjcOxXKpBKc6NvePAkpKirI4GZmQJPE9FusW1/dn9GoGTUtnsW4SpQWvjkbvee7CJMeqBla8OP9ARN7SxGu96xgESc7Af/cYGAcpqixxYcE9Efkfl8/K4fRZ8mm61j7PUdzH4ePGlRqWxmrTYqPz8c+tbaic+hix7nGZd+/NmTNnzpw5c35Vfrs/hc2Z8wge9yr0oxZFw6qA39IUjuNRj+L4hMcxhNsiyQve3B4zrMSwh7+nIgvXSdvReWat+YndFh8WqXp4xS+pCvFvHnq8uTVmsW7imhphVfJeFCVxmnN1b8rtQ49n1xtcWHS5deCdiHBhmjMOUyRJEkX4lso0TLm+O2OtbfGTOwNuHXq0HZ22I6Jhu5MQU1NY0JTK5VKy2BCF6YNA9K3dOxIusIcFOE2RWGvbPL1ap+3ojMOUl+8NidKC5zeaTMMMf3sshgBkmYuLLhttm3M9hzTPkaQm1/ZmpHnB2Bcuj5aloSsyaVFy/yig6xp87VyHH906QpaEg+tMx+HCgktWFLyzM2GjY9NzDU51bCxD5e+vHSABS3WTgZfwJ08u0nENDmcRr20KcSEtSkxVFPbvTiIRM3QNnlltMA4SZlFKw9TQFbGwGqQFRtW9leUlL5xu8ZM7OfWyRK664x4MxGMTZQVxmqNU66z3Bz7nF2p8/0afn9wZ8OKZFn/+zAqqIhGmBaosESY5bjXg8Mb2hB9c6xNlhXBbpRmuoYhjWheC8c44pARuH3pcWqrxwqkmr22Oudv3eOFUk2fW1mnaOnlRnqyEKpLEqbaNrsknx9KDYYCuKvzJ5QXSvOT6/oxzPQdJktgZBxxNE/wkY7FuoMhiJdfRxUrt8cszK0p+dPuISfho54etKzRNlS+dbXO263Btf4ZjqCw3TBaq7rIjL+bGNCauXIhLDZMwycmBjq3z1HKdUZjSqxvIkngtbrRs/CijYWpkjQI/zk/imYos82AQ8Ob2hJolnDCWrhClBWe6DkkmxhOOWW/bGKpMfxpjtm3RARfnBEmOrio8vdag6wih7vXtMdMoQ5VlwqTAi4QzzNIU0XtXiXBSdawgif6248dLluDZtWa1jptwOIvRZJmvnu3w0q0jVFnCtVSyouTBwAOgbmnYuhC6DFVhEqacP+VSAv1pjNaUudv3uTfwWW/ZUB2TqiJz99CjKIW3U1dlaqZG3RTDF/uTiHtHPn/5/Co1U+Mfr/c/8L6ra3LVWyl/oLdyHKSMSTndscmKkoH/XrfWybrpLykGfRYOp8+ST9u19nmN4n4cHzeulFZLzgM/YeAlPLPeoGnrv5bbNu/emzNnzpw5c+b8qvz2fDqdM+cxedyryB+2KJrlBbL+6OLvYx4+4ZGAjqtzuutUQk9MWkXGRKQQ2rbBRsem4+ony5mPy8dFqspS9K/dPPR4e3vCQt2kVzMYeAlqFWcUYoBMXuQkec5rD8YAnF9weHtnSlxFKUF8bcNSMVSF+4OAZ9aaFEXJ/YFPkhXsTyIOZzFrLYuuqzMMElqOdtKpZ2kqyw0L21CZBCk745BLS3W6rs6Rl9CrG3z5dBtZhqNZws0DjygtWGtZqLLE9b0pcV7w9GqDv3xulbwoiVJx+w5nMb2axYWFGt96osf1vRkv3xsxjRJOt21atkac5vhJxmubI55Za/BXL6yxNwnZm0RiPMHW2J1ErDQt1poWF5dq9GoG+5OIf/70MmpV6B8kOatNi91JxNBLWKiZyLI4wROdZxpXHJ0gyfDjDD0TJ/b70xhFFp1bPddAUyRajsZSvc2XzrbRFZkzXYeBFyNLEs+sm8zCJi/fH3KrGlHQZRlVlrh16NGtGfyfvnKKtHKu/e07+4yChJWGRdvReWd3iiSVuIbGmZ7Ld55col997/40pu3qdF0dL8xYa9m4hsooEOKNIkm0bJ07hx6OoXC26+IYKgfTmHtHYiHY1BTKssQ1NZYbJl1HZ5zmvLk94d5RwLmuQ5yV/OLBkCQvGXoJQZKhqzK2oVIzNaaRcDcuNy1uH86Q4SR6KxZH+cBx7egyi3WDvUlMUUqstm3SouTsocOpts39QcDVvSlFKQTdrqtTN1UkSeLukThWdwyViwsuL2w0K8FcZWcSYWkKNVPjwdDnxr6HpohXparIuKbGvb7HwE8Yhym6InGq42AbKs+sNYiygvWWzYUFFz8Ry7yUoGkyYZqz3LAIzJyuq5MWQtAL05xpmBJEoqvQUGWQ4N6R/67AJMF62xLx1SQXoltZDSioEq6pcWmpRsfReeX+kC+d6RBnBa9sjnhisUYJXN2dYukKkyCl4xqUpeh/A4TzMS/5xoUuTyzVeGNrzJ8+tczAF5F0RZK5deidLAxfWa5xumNz5MWM/ZS8LKs+wJQkK1ltiREHQ1UYBQkdVz857o9p2zo1U0WWpEf2VsqSEIqO33se5tMSgz5Nh9NnyaftWvu8RnE/iscZVzqmLDn5uudPNX8t92vevTdnzpw5c+bM+VWZfxqY87njca8if9iiqKrIj1xBPY6XJlnBStNkdyxiXrcOPQZezHLT4nTHYRImjIOUOBPOp6at0bR0vCTjVtUn9klPCD4sUhVV/WNpkHC/77PetrF1hVnlApSkAl1VkCSJJCuwKmExzQteuT+iZqpYmsz+NESTJZqWRs/VKRFLiYokVa6M+D1rpkVRsjUIAOFSCpP8PZ16RuWKa9oafpzjmgrPrjeIspzzC3V2xyF39rz3PM55UWBrGooikVeC3CzOuLY35fs3+vixiAbvjEO6js6LZ9s8t97kmbUGf/vOPjVDJc4KkrygrJ7QV+6PeHqtyVNrDZ5YqrHSFI9PdxiQ5gVHXsx33zlg6Ce0HJ2yLLm46IqC/xJe3RxRt8RtmsYpYz+lpBRCpBRRN0VcsW5qpHmBH5d0XYMkL9mbhHRcsZh5tuuIuOGRz//yxg6rDeE0urE/Q5Vlzi84vHi6xfMbTb5/s8/AS0irx/N+3+Mvnl/jJ3cH/MefbxFl4nnIChj6CXePPEBCkSVuHsz44yuLvLDe4t//YovlpngMd8YhcZrTqxm0HR3HUOnWDFZbFjVTCEtfON1maxjw16/tMgwS6qbG6Y6IkwZxxiRIuX3gsT+N+Pr5Ln98eZEf3zliHKR4ccb9QUDd1Agqd1iSF5ztuSiyxDRMabs6K02Tu31PdO5V0Vs/yTnXc7jTF71juiL6vsTrQ0KWxBLr5kBEj59da/LG1gRNkbmw6HJ82OV5wSTMGAfCQWTpCg1TI6oE2SeWakjAzijkdFeIPgMv4YmlGjujgCMvoWGJJdVRkKIr8kkcehamXFmp45oqP7rV55sXF8QgyTBgEmaMqp/pGip1SxwLiiLx9q54b1BliaWGxXLTZKVhIVcrt2UJN/anXFisYVWx95opEac5jUzcFlOTWXANmo5OnOX88NYRVJ2FVrVs+ub2mK+e63Jpsc61/Sm3shlZWSIhxhzqpsa5BbEGrCsyP759xHLTwjUUtkYJkzClbolf98e9eS1bY7Vls9q06To5k6pnseMKUU1XZLbHIfvTiDQrsHXxGn/twZgSMfix3DRPhKH391ZKwKWl2kmf3TGfFzHos+DTdq19HqO4H8XjjCu9n51JSHeoc2Wl8Rndqnf5fenemzNnzpw5c+Z8dswFuDmfOz7JVej3L4pamoKjK+9ZYIxSsaI4riKVTyzVsDSF/UmEH+e8vjXi0lKdvUnE7igkTHNkSTpxgxRlKWJvHZtezWTgx2wNg098QvCoSNXBJELXZO4d+Ty73qBEONgkSWIcCKeKZYmTrGNh4qToXxadd08s1fCSHEWCYZAQpgVBLOJaZxdrlDy6HLoEtkchDUsjyopHdurpioJuC7fRRttGVxVuHcy4feDx/mdHkWWSPGejbfPkaoOf3Dnif/7FNg1bx6winMc/YhAkfPedA/7x+iF/9cIqf/XCGm9ujTmciUhompdYukKvZnLn0ONv39rj3ILD//M7T7A/ifn7a4dEac7uJBTF+0j04hRTU0gL4SazNBmtWhq9ujtlEmXoikTbEcMHUZIRZyK2WwIrDZOOY1AzxXJonhe4hsLTqw22RiE/vzfAi3Pu9QOGXsqfXFnE1lXe2Z3ws3sjXt0c862LPf782RVe3xxzuufw4qkWwyDh768dMPITvnCqxW7lQMzyAllWq+VMBUuXsXSVNzbHTIKUL55uCReXnyBLIrL62uaYcwsuHUcnzQpkWQizT642uLU/4++u7p90jumqTJQVeHFGkOQcTCNMVUSpf3irzx890ePr57tIVURSlSXRXVZ1jV3ouSddaud6NfbGITVD44mlOlf3JhSF+DpJgicWXaZRymrDEt1ms5i8EBHdP7q0yEbL5urejKIocUyVt3YmNGytEtgKZlHKJEwpSri46NKyddHJZorVzZ1RyFfOdqqoY8ydvsdq02SjI7r5GmadOC+q6LnonJMkibIUww1PrzaxNYWruxMkSWYwi/ni6RZ3j3wGXlx1pcGsGjA5msXUTJW2ozH0Y3KEWNqp6Xz1fIcjL6Fuqqy0TBRJ4q3tCb2awbmeg64qQsQsxeiCKsvEWc61vSlDL6GUYKNtYWsKyw2TKyt1vnv1gP/p5U1OdWyurNR5cqWOH2fEWYmqSDi6iizBnb7Hqw/GmJrMpZXGST/bsUBft1RMTcZPRNdhfORhayq6IpFWz4eMzDTMOJxGyNVjFGcFW8OQC4suINZU19sWy3Xz5PX9cG/lJEjYaDucW3AY+cmJi/E3KQb9KoX+nxafhWvt8xbF/TAed1zp/ZSl+D11uut85vfzd717b86cOXPmzJnz2TP/NDDnc8cnuQr9/kXRxbqBqSknglyQZOyMQuK8wFAkLiy6nOk67IxCLF0hzwue32jx1u6ENzfHOKaKrjw6vro5DLi0VOPCosvhNOZ0N/ulPnAfR6rEaIFMmBbsaxGTMCWrhKeuq7PRFm6KWZTSdXXCJGMSZkwjUW7edHT2JhFXluss1Q1+fn/I7UNflNs7Gk1b59JyjVmY4ZiKuL+FcH8dUxQl/VnMua6DqSsf6NTLioI4y4myQog4s5hXN0eoioz6kGB33BFWliVPrTZ4fXvM37y5R5KXHM1i1lo2uiqhSMIhVVQ/O0xL/tc393AMlec3mry+NRa9a0lEx9E5nMbcPJhiGypfPN3h/iDg2u6UW4czZEmqhEhJiFGSxFrL5mzP5vyCQ5Dk/OjOANdQOLfg8urmmCQvidKCNBd/4gyQctaaFq6uUjdVDE1GliSsrsOlpRqOrhBEGS1bIy+EKyVMc4ZBgqkq9FyD1aZFUcLeJGK5afKXz69y69DD0VW2RiH/6c09ylK4iFabJucXHPK8xDZU8qIkzQuiJGcSpIyDhHuDgP/LV0+hKQo39mfoioytK8g1g7t9D1mqsda0KEtR+D8JUv7x5iGyJKHK0HV1zGrYIEpyTFUmSnLGQcJi3eRURwhiS3WTjmswizMkScJUZDbaFl3XoASu7U4ogN1JH1WWeW6twWpTvN5u7E/JCiFcmbpKzzWRJEmIl0WBqmj8wcUuFxdrHEwjru5NeHq1SZoVnOrYvHx/iFM95g1b48mVOistG10RS5ppUeLqKqoMz200aVo6aSYEMhFJDnluo8mz9SZHs4TXNodMw4y6qZ4MbZzu2FxYrKFKEv94s4+tK1xaqjGNUpYaJhcWXPYmIXku7ocsFSRZQVGW7E0iTndsNEVhc+ijShJPrTRwdZXtUcjQT9jo2FxZafDz+wPyomRrGBJnOYosnwj4YZoxrcRFRZZwDCEstx2dpq0RZwW3DzyirOD+IOCHt4740uk2a22LIMkJ04KRF9P3EuqWhq7KNCzR5Zbl4qJDw9IYeEJ81xWZli1TNzUUGXRFRpKrGGsqhhLCNKcoYKlhoMoy4yDCizNuHXhcXHR4arUOSNRNMT5z3GOXZDlrLTEY0rJ1/CQ/6Zv7TYlBn2ah/6fBZ+Va+7xEcT+Mxx1XehSTMKU/iznV+ezv/+9q996cOXPmzJkz59fD5/fT2pzfWz7pVehjZ0Y9FHG0tFKQojRnfxKhKxIdx6TpaEhIfPedQ5I8x1QVFusG41CcwNUsDS/OkHQh7LyfooRrezMALi3Xf+kTgiDOGPgxIz/l3sBnayAK1KO0xI+FwGaqCuttsXi6UNOZRCkjP2FrKAr4s1LEV8sC/CSjRJz8C0qCKOMb57os103e2p2w3nJYahiUJciSRJwVTKOUWShWU70ko1utUXqxKLP3k4wwyVEViaIoiLOCd3amHMxidEWsmjq6iqbIVSeXEFP6s5j/78tbqKpMyxaxuyjNcQzh4mm5OhM/RdZERFBTFP7z2/uc6jic7TncPPBpWDpenHMwi9AUhdWmhWMovLUzRUaU/5fV+ukTSy4XF2q4hkqY5rQsA8dQmcXCBVSWJecXXN7cnpBVLiBJAiQwVZkLiyLauD+NuNn3WHANuq5OXsKZnsO/f2UbWZY403VwzJRxmEIJhiITVd1XO6MQWZbIipK/eWufP75ccH1vxnK1PpsVJUGSc/vQYxqmrLdtojTn0lINU1O40/fe02UolyUHs5i1pkVUOTKLssRQZVaaFkM/4cXTLRxdwdBkHgwD0rykaeu4pojflmVJUR0rlixhaDJRljPyU2xDQVdkglQsckoSvHimhYLMkR+zP4k4mEXvEWPTPOfOkVheXW4YNKw2B9MYP86wdQU/SXFNk46jcWm5xpPLdS6v1JiGGT++c4gsCzfLf71+wBOLdb58us3P7g3QFYmvnu+gIHFzf8a9I59xKMT3pq2z2jA503WIs4ILCy6aLPPOrhBlj7yY5brFl8+2+ZcvrHHvyBfOtKZFlotxhtc2x+xPImRJ9Kgdx6Zf3xpxrueQFSUv3ToSsVpZJi8KxkHKMEgI4pxziw6Xl+uc6Tistiyu7k9xdYVJKJym377cEy65omToJ2JFtRT3VZJAkSQsTSUvxcLrma6LIkmstkwOpxEH05gXTrV4+f4QTVEoSri6N2UUpIzDhGmYocgSdhWn1RSJS0t1yhIGfoRjKKw0TIbV++WxwK4oUNP19wg8sSrctZMgJcwy1ppW5a7McQyF9bbF+SWXZ1aahGnO/YHP0SwhznIMVaFb0zndcejV3nXG/Sb5bS30/11xrX2aPO640qNI80e7uD8Lfhe79+bMmTNnzpw5vz5+vz7hzfmd4ZNehTY1hfO9Nk+t1pnFGSuRiFgtN0ySLGcUpOyNYw6mEVkhXGZNW2MW5Xz3nQNKOBkliLPikQIciNjm9f0Z3ZrBSvOTnYQeOzX6sxhZhp8/GPHKvRFhkjON0pN10pWmRX8WszkM6E9jnjvV4EzXIUxzvCRnexRSFKUoS1cgL0QXVZIXlcNG5Qunmti6zMsPhpSFRMNSOd9zub4/o5DAMRQ6rk6WF0yrE5vjTr1R4DHyU4I0Jy9Kzi84KLIYp7hxMD0pg4+zgiQtaDkaLcdCVxQ6jsEPbx2R5AVRVuAaKk1Lx9KVkwGLZq5hVM61ooA4z0mSklc3R/zxpQV2RyFdVydKciQk6pbGc+tNZmHK9sjn4mIdV1fRNZk/uNhDlSXuH/nc6XtMo4wnl+tYuswPbh6xNw5R2xZPtyz+yaUFvnfjAKkqtbc0hQsLNbw4ZXsUijge4kSxZWs8XY1XvLY1ZhZlTKOML55q0bA1osqZtDkIWGwYuKbK3b5PVoghize3J7x4us00TBn4MRcXXN7endCr6WiKzIOBjyrLHMxilGpk42EWGyZbo4Ceq7NQM9keBbQdgzDNSLKShiUiwWe6Dl6coSkSy02LPC+ZhelJfNOLMtzKNdOydfw4J6q6EEE45Q6mwv1kawqbg4Ab+zPykg9EjAH6XsJyPUNCxInX2xZnui4XFlxUWeJcz6UoS1RFxlAkdEUmzsTC8NfOd/GTjN1xiJ/kfGGjyX//ldO0bY0bBzN+em9IUaljrqGyUDNYqJsEccbP7g2R7sM/f3qZCwsuPdfg/iDgXpyxV4u51ff4y+dWiNMCTDicRmyPQt7anZ7c9pohRhyyoqAoJd7enbHkpZxfcOm6BlvDgN2xOA6iLCfNS9KioCzg2VMNnlxpkOY5rqHQcQ10RabvJZzq2Hz78gL//pVt4kw4K4/74aQqyq4pEqaqcLbnUDNVTrUt1po2P7pzxD9cO+RbT/T46pkOr22OKBFif0mJa6iVMw8khKPumbUGay2ba3szDE1hvSXcXUdewt7k3S62onw38n3Mw92Otq7w7FqTcz1bONocndNtmyQXr8VrezM2hz5+/K4K6xgyG22Hy8s1riw36P4GO69+2wv94fPvWvs0edxxpc/q338Sfte69+bMmTNnzpw5vz7mn/zmfC75Za9CN22dtmsQJhkSJVf3ZlzdnX5gvU9CfMj+2d3Byerf8SjBestCkkCWZEpEnC7J3r0BRSnKpJ9cqT/2/Tl2auxNQxZqJtf3Zry1ORaOLJmTddK+F3O263BhwcWLM/wk452dCXlR8uRynQVXiDFX96ZMqziPGJ0oads65xZc1loWSVbw8/sjvnymjaYKx5AqS7y9MyWvnFRtR6fj6jQtDVWWGXiif02VZbxY9KPlRclyw+JoJkYFRoFwf8lSjqbK5EXJQt2gZqh0HJ0gyXl1c4yuClecqSknYqYfZxSF6NNzDfVEBJIQ3VvH0TtDk7k/9BkHwlnVMDXOL9R4+d6A/UnME4vw9Qtduq6I4P749hFxVpCXwtHmmqL8/uahR38WszsOoYSvnetgagq/eDCkLOHCkosfZeyNhWiR5iJ+SFny5OoSi3WDf/OTB3hxRt3SuH0wo+VoPLPS4Ie3+uSlODaHYcLZjs0zaw2O/ISDScTdvscfX1ogB97ZmYoV2ZrB3SOfnVGAIststG0mgeh3O9dzuXXoIQFLDRNHV7h94HFxsUbDUtkeSeyMAxbrJo4uc2W5zpEXMwoSZnFGWcI0TFBkWQxQAA8GAR1HhxLiXMz6OoaKP4sBsc7ZqxlMwhQ/zjjVdnhje0L2Ea81RZLo+wk9ScJQZfpRzIun2xxMQpZqBgs1g3tHPkESn/TwjfyEF0+3q0hsiakp1Sqvx189v84oSCnKkqdW6mRFiSpL1EwNQ5WZhmIMRVdlDmcxr2+OSFYKvnS2zcBPyAoxxCEBd498bF3l5r7HMEiYRBkLNYP+LD5xjWZFSVmImPU4SOjPIqZRwqmOy9Ordb5xoQslLNbNkw4xSxe3+6VbRwz9mLM9l6dXGyzUTH5yd8C/e3mTf3Jpgf/2hTW+d+OQ/WlUudCE0GuoEt2aQc81sFSFXs3gxTNtvCTjdt9nEqb84sGIr5ztsNwwuXvkc//Ip0SI4rKUoykSG22bL5xq4egqV/cmxGlJVkWpF2omSw0hhu1PI8pSRE8N9YNxekmCxZrJWtviC6da7+my3BuHfO/6Ib/YHPEovcOPC24deHhxRp6XLNRN4bL8DXSu/bYX+s95L487rvRZ/ftPytzFOGfOnDlz5sz5ZZh/OpjzueVXuQo9ClJuHfr85M7gkYuodUtDkkruD3xAdDO1bB1DrUS3vCQrclRZnARblhiFCNOcshTjB48biXnYqdG0NUZBwvX9GcgSRVmgVn1RsgSuqXEwjUirQvnbfY+yhNc2J/zF8ytAiWuq/PHlRTaHAXlZcrbrsNGyqZsa4zDl7e0p4zDlK2fb3BsEbA4DvCjjmxe7fONCl9cejCiAIy8WYxOShCyLKO8oSJGkkqatcTDJ+eLpNh1HZxqltEydMx0bP8kZeDFZUbJsa7iGip9kWLrC7jggiDPqpoZjqMTVAMY0THFMlTwv0RSJxboor59GGboqUTNVxoEo4l+qCzfSvSOPtZbNN5/ogQQHs5iGpQElf/b0En/3zgH/eOPwJOpnqaK7TVck/CQjycQwRZqX/Pz+iLws+dYTC/RqOkezhEmUcn1vSpKLeG3NVLm8XOeJxRobbYvXtsZsjUIUWXQQtR2dN7YmrDQsnlxtcH1vdiJSPhiGLNYNTrVtznQcgiRjuWmSl6XoWIsylhqmWObUFbaGAZoikxVw72jG06sNGlaLcZCcPDfHi6ItW6ftaNw7Shn5Kd++vMDZrsO1/RlfONVCTiS6rsFz6y3uHwlBZxymyJLEYl0mSHLyssSPcixNYa1p0XI0vnqug62rRGnOO7tTfn5/9KHHtKmJ6KsXicjywSRipWnx7csLKLLE1f0Z3zjfYX8aMY1SdscRd/p9Li/VyMqSZ9abWLrM5iAgSguWGibfvrTIOEz5d69s4UUiZqnKEoYqoUiit2ypbtJydKJUxDqlKn56umOz0rSIswJTKxkGCfeOfL5+vsveJORUx+HtnQlt12C9bYmOvWrsQVGEcJwXInLqxznbo4C9ScifP7tCkhWsNs2qy67kYBJxMI24N/ABiWmc8/xGk+W6yYVFl3d2p/ybH9/nj59c4r/74jrb45AHR76Is0tiMOV4SKFp61xadOk6Bm/vTmhZGh1XJ0gy/uH6IWe6Dmc6onvQ0hXSrCQvS0pK4qRgEia8tT0hSHJajuhem0VCIF5r2ZQluKbK0E+QZT7Q02hpCi1Hp2XrnO+57+mtOprFfO/6IT+/P3qk+xGEM/G4X/Fv3zlAkkrOdl3c6r3319W59nko9J/zXj7JuNL70RTxO+I3wdzFOGfOnDlz5sz5JMw/Ncz5XPPLXoX244z7R/4jxTcAXZGIU3FSbukixpUVcFBF1+qmeuIAUauTyrajUzdVgiQnyXOSx4zEPOzUsDSFm/uzk9XAogRdESe2iizhJRljP2V/EvPUaoO2rdP3YpK84Mb+jDMdh+++s8uLZ1o8udIQ65+ugRdnosD95hFI8J0nF9mfRhxMQi4t1SjLkjTL+cKpJoYqszX02eg4tKs+JFWWSPOCxboBUslqs+TPnlmm6xrcPvBQZQlKWGvbOLqCqsjEacE0TNkdh8JZREmcFjQsHU2RGAUJ/Vl8EqFTZSH2lWXJ7iSkbmk4hkJRgKJBS5JI8qJaBBXxuEtLNS4uuKRFwZdPtxkFCW3bwE+E8PX0WpOBF5+U3EdpTlaUpHkpuul0hTDJKcqSa3sz1lo2rqHynScXmUYpFxdc9iYRuipjqjJxXnD3yKcsS0Z+iqqI21uUcOQlSBLc63t88UybgRdzqm3TrITbKCsY+GIds2aqGKpCCeyNI2RZONjWmjZXKpFPUyXSrKRhqZiqQsPW6Lo6R16CIkmESY5raMRZycXFGt8836NuC5H0r1/fFc8JEqokcafvsVg3qFsaR16MKktcXq7TdUXkVZZgXxEdcN+40MVUFbZGAd+/sU2Sl3jxo4U3RZKwdJmzXQeQyPKCI08MXpztudi6ymubY1xdYX8S8/2bfQZ+wkG1sClJ8PRKk4EX8fRaE12R+frZNktNkywv+N6NPpuDoBrxUESvXoboHpRlDqcxqy2TpbqJoYnnaBSkDP2EL51psz+JCNP8ZLSlKEoOpzFtW+crZzv84sGIpq3TtHRi/XigQCUroOMapFUE208yvnVxgSQreHtnQioyoJSUjIP0pI/S0GQGs4iylAjSAkWSeHKlztEs5n/82SZrLZvnTzV5bqNJkhWE1XGaFsJdaSgyqiKT5AUDL6Ht6LiGwuEsQVNkbh963D70WGtZPL1Wx49yHFMhiHMGXsJ6x8LQFI78hCblyeJzmOSc7TnkZcnmIODioouhioXUvChQZBlDk0+Oy0f1Vl3dm/CLzY8W3y4sujwY+LyxJVy5kgyWrnKh+j6/rs61z0uh/5x3+STjSu+nYWn0foNx5zlz5syZM2fOnMdl/glzzu8En/Qq9MhP2J9GH/r3RbUe2bI1Oq7BMEh4cBRQlMKh5RoqigJ5DlleMvAShn7CUt1koW4gAVq1LPhRPOzUsHVFDENUt8tQRRF+XkLDFs63kZecnAAfeRFLdZODqYgM3uv7XFqq0XF0Xr0/omaofPvyIgezCLWKBDqGwvkFl/MLLm1H56mVBnGWV8KWTM3Q+N+9uM7WKOCN7clJv5mmSEjAQt3kufUGz59uE6UFtw89tkc+fpKjKjK3Dmc4usp6y2ahbmBrMtMoZejHeJFwwTmGwpGXcDgTDjtNhtWmzUrTQJZlgkT08+1PIhxdwTU0GqaGqcn0XNGnttQwudP3MFSFt3enBEnGqw+EQ+sbF7q8sT2mP0swNJnVpsVSw+LWwQxFlpiEKaokYWoKaV5Qt8QowPmei1sJEFvViqWuyqy3bbZHAW/vTNmbhti6wlq1rCshhhVAdHr1pzHX9z1eONXiiaUaUbVgeWsSnURqG5aI44ZpznLD4g+f6LE9CpiEGYMgYRgkrDYtWrZJqZc8GPoM/eTERehWThFZklhqGMgSdBydjqMjyeDFQoTuuCZFUWBoMpoic+8oYLlh8OfPrdBzDfKSk3ima2g8udJgvW1zdW/Kd6/usz0K3zP88DAScGWlzounmrx8f4QkSURpTs1Q+cb5Dgt1i6Is+etXt/nnz6xg6Qr/9uXN95xcl6VwmP7vX9wgSnJ+cvuIF0+3+aPLi7yzI1yau+MI1xTis4wQcIIkq2LLwnF642BGlpc8sVRjFmXcq2K8qy2Lyys1caxVIwtKNZZxp+/xtXNdaqbG928cshllOLrKxSUX19CI0pxxmJBmBd2awfPrTWqmyv/nx/c5mEaUCLeUrsp0XZ2FmsFy06I/FYKfbSjIMry6OcbSZL52vkvb1bnb9/lPb+xhG2KZVCyfQtvWaTm66MgrSv72nX26rkFRlqw0bYZBysPvJscR+JajoKkiFl4zNSxd4XxP43THxjIUDE1iFOTVe17KxcUapzsOUZpXfXSP6Rj2E67tzR4ZOwUhnp9fcHgw8HntwfjkPaoshMC82rTecyHks+5c+7wU+s95l086rnSMJIl+1rljcc6cOXPmzJnzeWD+iWXO7yVBkhOlH+5Qy4sSTZbZ6Nhsj0Lu9/13Tyqr/zUUhVQqKcqCPBcnlXuTCCR4YrGG9RgnBA87NTRFxo+zk9ulysKhFSTCtRUl+XvcJ0MvYblhUbNUvDhjFmeEaYFrisjn4TTGrwSUvh+z3raZhCn/3Yvr3DqY8fbOlLd3J0SpGDNoORp/9swyR17CzjggyYQ4ZeuiJ0qSJNqOECR/eEsMGCCJLrEkKzjVsckLuLE/407fo2HpfOFUkyvLdW4czBh4MRttG1OTGQYJNVPjdEeU9K+1bOH4KyArC/KiZHcsutLuDURs8vmNBksNk1sHM3RF9G7dH0zZn8Ys1kz2pzG9mnDTvLo5pqSk7ehIkkTX0Xlqtc6NfQ8/FnHGrqtjqjJ/cEFEWG8fzrjT91lr2ZiqzMv3hxiqzMXFGucWXJ7faDC9kVA3NdKsQK0ioFEq1laP9dZRkBBnYilzdxQyjVI6rs65BYempSNLYKgi+hfEWbUOq7E5DLh35JPmJXuTkLWWxZXlBqos07QUZlF60tFXN1W+cKpFmORc25tWEeyMmqnwJ1eW+B/+6Dx+kjHwRX/a1851iLOCiwsucV5wfW8qnhM/FfEtQ+UPL/Z4fWvM/SOfnVH0oeKbpkhcWqxxZbnOctPi//7trujRE0cJRVly+3DGvaOAr13oYRsKAy/5gLNFlSX+5PISiiREqNWWTQF4YcqrmyPO9JzqZFzELIuiRJGlkz9JLpyMWVFyp+8J8cxUSLKcLJc5nCVsD4X7crUlhktkSTg5HwwChv4uXz3X4U+eXOJe3+fBIKBhiqVjW1c433NPRk/GQcJfv74jXI5w4pyN05zdUcjITznXc2g5OleaFh1HZxSkvHJ/RJIXfP1chydX6pzpOgz9hEmYnTjPLE2m7eq4ukqc5fzg9hE7o4B/+fwqXpxztuuI4Yvqh3ZcnX9yaQEvzri+N+P+wCdKcxYbFrIk+iKXGybfvNBDliRMVSYvRTR9sWaw0bGRkD6RY3hrFLA59D/0fWyxbhIkOW9sTT7gkBsG4uLEo77vZ9W59nkq9J/zLp90XAlEv+vDUek5c+bMmTNnzpzfZuYC3JzfS6TqpP/DzrPCNOeM46ApEgfT+KSr6dh5U1aF7XkhOtp0XXyvJC+q8YPysTppHnZqyBIk73NtOLpKWZQczmIMTaZAxCjLEqKsIMkLTE1BloTwkeYFtq5yquPQrRncOpjx5GqDvUnMqbbF//FLG7y5M+H//dI9JmFKWYrSe0OV+cOLPeK04L++s8PdI5+lhslKUww2FKUov++6Nd7YGvMP1/voqsSFhRpt2+DmoRCBmrbo48rikkmYESQZf3Chx6XlOnuTiOc3mpzpuuyMQv7gQo9e3aAsxZDFKMjJ8hJJoroPFmc6NgfTiO/dPGS5YdG0NV7fHPMHTyyQ5gV3Div3nSRhaTKWphImOeNQOIbitMAxVPK84GzP5Q8udOnPYmqmypdOt1EVmc2hzysPRkRJQUlZRTdBloTIc3VvyvX9GS+ebvHPn17mwSDgYBYjA21Hx08yqm0GFEWiZqmMfBG9LYHTHYe2qxOnYhBgHCQ8uVLn3sDn9oHHUt3k/sDnVMehZmrsT8QS780Dj65rcqbrcOPA49r+8WKnxCzKaFo6P7kz4OaBJ5x8psZzGy3GYcIb2ym6IhOmOUEiut3iLGcaCsEtTHPGgejBk1BoOzqTMOU/vrFLnOZ0XePEsXeMIks0TQ3HkBmFKT+6c0RS5FxaqvPMWpP7A5/DWYyuyHzlbIevne/y2uaY//TaLl8+LwYE9iYRTUvl8kqDS0s1znZtXr4/5M6hx//tm+doOhrfu95noW4QJDlhmlf3WIiWpiaTF9VrgHdFz6atV3FUC0MVzkZdkZBlidv7M55Ycjnbc3BMVThJg5RRmDJ++4BLizXOdG3+2dNL2LqKrcs0LI2nVxu8ujnmh7eOuNP3hFAliyVcqXz3feR4ROTtvQkXF2r85XOryLLEeJZw6EVISPz47oBLSzWWGianTUe8d5QiBi0h4sxv7U64tjdFr2KoUVoQphk1XeOLp1u8fHdIy9b4zpOL7IxDvn+zT1otYjQsDUWCvBSPkyxJ3DoUzsAvnm5Vq8bvFdc+iWN46CXvWTt9Px1Xf49ICKAowqVHycnz+H4+q861z1uh/xzBLzuuNF8ZnTNnzpw5c+Z8XpgLcHN+L6mbGpamfKjLZxykNC0NU1WqCJ9GnOWESU6aF9RMDT8R/63IkohW6goNU8U1VSxdrQYBPkgQZye9bbvjgJ1xiKnJ2LqMrrw3tqopMooiYo5ZUWJpMpoikWRieTXPS1RJQlcl8gLatkbH0fHijCDJ2RlHnFtwqRkKTUvj6t6Un9wZMA6ESKgpYuDh4pLLUt3kr1/f5cahByXsTyIUWaJuakzClPMLLlkBL90eiJXDsECWZL5wqsnZrsskTKmbKldW6lzdnVIi+p5eunPEf/v8Gqe7NpMo5fn1Bi1Ho2npHExDDqbxSQSzKEskxAjGestmqWFwuuvwF/YqpzsOkzDlykqDnVHAJEyJsvxkkGC9ZWNo4sRZr/rzkqygJCVKc/xkwvPrTTqu6M27slLnpVtHvPpgxDQUTiBdlcmKEkMTxfhZXlZup5K3d6a0bJ0vnm7xH9/YJckK2q7O9jhEkcTX1UwNqq45TRUxxJqlsjsKuXEgBIozXYdLy3X2JxGaItGrGbRsnTuHHh3X4GzX4a2dKbMo43AWYekKR15E3dSZhAmyXPLlM22KsuDeUYCuyTRsjefWWxxMI97aHmOoMl851yXOcraHIV852+bWYcz/9vYeZSnx9fNdnltv8vrWiCQr6NUMru5O0RSJLJfZGge0bK0a3YCuoxNnOUGaMwhEj90fXuxBKfHda/tc6Ln84OYR9458irKkYWqsd2wuLLj8qxfXqZkqCzWTkZ9UkVLwo4x3dqaVY9JnFIqBide2Rjy10kBXlXfdlwjnaQlkRUGSlyiV+LVY1zFUhRv7MxbqBh1X5/ahh6mJ16Miw92+z/MbLdq2RpgWIlItiefpTt9jrW2hyhL9WcTXz3cxVJmBF3MwjbjTn5FkQhguSijKsuoslKsOQCEwlcC5nkvNVDGV4/4+DUNVUGWZB4OQB4OQXk3HMdSqN1EIcdf3PPanETIyZYlYHq6+9xvbE57faKJfkFlrWRzOYn5wo09aidV1U6NuqZVQDp26Sa9mkGQl/VnE4TTm+VPNX0ngivNHv08CNG0xfLI1DEAS66rHFzeyoqAoxHveJEywNAX9fcurn0Xn2ue10H/OrzauNGfOnDlz5syZ89vO/FPmnN9L2q7OQt3EP/IfeZW9aWsESUbHNVCq8v84LcgK0QF3LIIBFJTEaS7cU4pMTXo3ktV8KBkzi1IxuDAWJxW2rhImGTvVkmaU5JzuOh9w5hUllctNCEqKJGHrCqYmFg2zvGCtZWFqCitNi51xxDTKKEtI8xw/yTnXczicJvztO/tYmkLT1ojTAlmGooAXT7V5MAi4fTBDkSQURcT8DqYxliZGD871XG4fenhRhq7IaLqCIoMXZaxWi5PTas2z7ejcPJgy8FKOZjF3+h5XVla4dxBwfsnB1FV+dFuIX5MoZRyIk6xjoUWVI3bHEU1b48VTbb56vkPH0bl/GLBQ1ysHnkzL1omSAlOV6dVEF5eqiF6uvKDquRJ/Yj9nZxzyxFKdcZAwDlJ2JiGaIrrxkkxCQjzXLip5UZLkBZoinxTWv7415lzP5dm1Bj+4dUSj1Djbdbhz5KEisVDTUSQZx1S5cTCjbmjsjYUIcmWlztmuw/mFGmleECQ5tq6SFSXfeWpJLI3eG+LFcKZr88Z2SlnC7jgUgw0mmJrJc+tNujWdl24N8JOMnmvw1bNt9qcxV3cnqIqMrirsj0PSoqDvxdw+9JhGKWtNm61RwEu3+3z1bJcry3WO/Bhdlbk38PGiHF2VOddzT3oDLU0hyUv6XoKpyjyx6HJpucbRLOH+wKdpaaw2LCxdYX8akWQF24TcPvL5+b0h37zY448u9Uiygv1JyHiUcH8QACUrDYv9qRBQHUNlECS8uT0hTgv+6ZNLnOs67M8ipmFKnJXYuoIiSyex2ZajkxcisptkJXFaYutCBC/Kkqws2WiLZd6ea6DIYjQjL0pajsZTKw2eXW9iaQrfv9nnqdUGQz+hZWv8/bVDNto233lymZdu9avhDkmMVlSvmyjLmUUZqizxT59c4kzX4eV7Qy4t1zE1GUf/oDjQnyX0Z+/GcTVFYqFunKyTTsKUJBNjJYYq+hKDJOPPnlniyEv50Z0BiiLjahKOrqCrMkUphIu2o2PrCrPKWduwtE8l5mkoyof+naUp+ElOnOVYmkySFUzCDC8WFysAlpuis1FTZDqOQdvRMTXxPT+LzrV5of/nm0eNK4VJRlqU6FVcWpYlhr4YpLHnK6Rz5syZM2fOnM8J808tc34v6bkGZ7oOIz9hFHxwLc/SFPYqh9JTq3W+f6OPJEmYmkzdVNEVmUgusA0hCKiyLIS6tGC9JZZAR37CSlOU9Y+DhDe3Ju+J1aS5iEeamoib7YwjujUDV1fp+zF6ddJbFqVYm9RUdLUkK0RHmq6K25LkYqm1VzNI8lL00D2EKOQ3+O7VQwZeQs81iFPR76bK0HYMFusG379xiKbKSNUSaZKJnzMMEi4t1dBViWv7wiXVroSPSZjy1s6EZ9aa3DvymUbCOXiu53JxsU7eK7i2P+P2oYhJtms6kyDl5v6MN7fGbA4DklwsfVqqItx+eUmU5Qz8hFF1gtVxda4s1+k1NMZhyixKmUUZl5ZqnOk6hElOx9VZbdo0bI07S3WmUcokzIT7Lc6QJAkvFidyF9YaXN2bUjdVPEvDS3Latk5WdY2pssSpjs3hTCxnxlmOa6qAxCsPRjy33uDp1Qa3K9faE4t1JkGKIsusNk2SSphp2hpRWvCtJ3rIskRWFPzs7pDXtkaESY4sS9SrOOw3L/a4sODyw0rseWatgW0oYvWyafH0SoOlpklZlLy+PUZXJTqOzpMrdQxV4Y2tMXlR4poKmiJxu+9xtudyYcFlexRyMIs41XG4qNXYm0b86PYRCzWDf3pl4WQps2FptBwNQ5WZhBkXFlyWG6IYfaFmYKgy3ZrB5iDg5oEHiL7EIMmpW2olKKbiOUxz4jTnP725S881qJkqP7kzYBqlBEnOhQWXohTii+jjUxhkCUUJ9wY++9OQxYaJH2fUDCGIiv43GQnR4xgkGeNAiHMAZSkEnycWa4RJzlvbE2xN5duXF+g4OnVT419/cY3+LMExFLK8YG8Scb/v0a2ZwskZJBRlyeYoZPfekD+5ssh//5VTPBgG3O97jCunJgos1A1Od11Oty1K4G/f2edM12HgJbQc/eS1/VGkeck0yrA0Me5xcbGGbcg8vVLHNhSe32hAeSyIz3hiqcaFBZc0F5HzEuE6O3Z8HYvvYjlW/lRinm1XxzHkR8ZQFVmiqN6PJqFYoE3zkqIUwySWrqBVYn6SFRxMIlZbNqc69snt+bQ71+aF/r8b2IZKpyxJs4JZVFZCnIjVw7tuuNWmxUZn7oabM2fOnDlz5vz2M/+UOef3EttQOdt1OJwJsWocpu85UVNkEft8bXPM+QWXr57r8MqDEaosPvArsozzvpM0RZZ4dr3BctPidt87cVHMopQ3tyYfKJYOKsFDdIAFABzNEhYbJrvjEEdX0RSZrNBI8lLEXSUJRVFAEb1LjqGShRmqCleW6wx9ERl8+L64hoofZ7y2OSRMcjRVpm6pJ067U22bOCt4MAyQJXG/07ygLIUbbeynNEyNMCkI4oxezWAWZfRn8cnPyAsxDDD0Rdn+NBrTtDQuLLp8+UybKCmQZYmzlUPo768fEmUFl5bq2LpCiXAviXifhKFJgFT1uSX83dV9FmoGXzjVZG+SoMoybUdHlSXOrdSpGRphkjPwY5q2ypmuy/Y4oOsa+EmGF2b4ac7hLMY1VBqWzv1Bn/v9gNM9m2dXG/S9uHJaiVhr3dTYHAQ4hspSw0FXZWZhyu4k5Km1RrUcWidMc9ZbYvXTizKeWKpxp+/RdnTSvOA7Ty4yiVLu9n3KsuTanoiX6qoQksZByt9d3ef1rTH/6otr/JNLC4yCFFNVmIQpK02Ltq3jGipBknGr75EXJYaq4BoS622La/szVEW41WRZYhymTKq+N1tXOJgKV+Q7uxMUSSapBI+DWYyiyLRtnTM9hzQr8eKUzUFClOX4SUbbFa6qW4cxtq5QALcPPUqOo7YyWV5gqioNS2UapchVH5ksga0p3Dr0eGatztNrDd7eneAnORJi2CMvSi4s1IjSDMdQONNzyIuS/WnMRsvirW3h6lMV8bVxlmKoKnl1kBuqTJiKzjdNkSnKkrO9GjcPZkjAU2sNZEkIp3VLI8tLbh7MGPsJm6OQ9ZbFSsPk6dUGdUulbppsjUIcQ6XjGLy5PWa9ZbPWsliqG3hxduKGcw0NTZEYBRmbQ4+6qSIjoqzPrTdZaZrc7Qfved1nRUGc5aR5SVmUSLLoL1yoGSzWTRRZxFuDNEOWJeK0wFAV8qKkP4uJ0gJZEq9NTZFPYrlB8l6lydKUkyjlrxrzPNV2uLxc55X74w/8XVGWWJp68jPSonx3qQZYrBsoiswsFC63OCuIUg/KkjM9F1NTPpPOtXmh/+efR124epg0FzUHAz9h4CU8s96gaeu//hs6Z86cOXPmzJnzmMwFuDm/txyfoElIuIFwWxmqiO91K3EryUteuT/kS2c7rLVsjmYxoyBh+JBrztEV1to2pzs2lq5wc98DypNz0M1BwM7k0SeBYZqz0bHZrMQvRZa4sOACcG1vSpqLvqmOq1GWOn6cMY2EWCgEHhHbvLRUo1czCRMRRx35CWGaoysibirK/zM0RaZla6SZxZ2+h5/kIAnhKExzilKIabLQv05inFLl3uq6BmFasD8V4pssiX6urBD9acckWcEoSPjF/RFPrzc41XawVBkJibd2JuyMAi4u1k5cMwNPCD5lKVwoRvUcNCwNVRFjEm/vTfni6TayVLLUMHENlVNtm0Mv5gebfa7vTZmEGReXXC4u1nhtc8xCTWepbtHqiJGBlq3TdjSiNOf+kc+hl5AXJWd7wo1zpuqZK4BezcDUhJMxynIOpgnTKh64vxpyb+CRZmXV+afQdQye22iJNctU9MPVTY2tYcDdA49ZkjHyE4JqzbYoSyRJPK55CdMo5b9ePeBsz2W1ZdFsq4yDknt9nzejMeMw5Rvnu3QcnaIocQxYb9s0bZ2Rn1A3VKZxxmAaIVXxUU2RSXMRDS4Rz2fOe91G/8vru/w//vgCu+OQIy8hq8QlRRaiSRDn2LoQcxqm6M+LsuJEhIpTcXzkRU7d0rGr+9gwRBR0qWFiagrbo4gvnW7TcjSCOCcvQJJKuq5YqC1LaNk6rWpoY3cc0nx6mcsrdX56d0Db0WlaGkUp1kcdXRFisllSt3J0RUZXZU537JPX5V99YY08L9gcBhQlHPkxNw6mvL0zwdAUVlsWZ3o2a00bVZG4uT/jT59aZHcSkec5qy2TzWHIv//FNnlRcqrj0HZ0dEUMdIyDlAdDH1WSeG6jybmey5GXVJFQjfMLNe4fiZ+d5gV+Ihw8SV5QmfVoWBoXFmvkRckb22MOJhFney5ZUaApCkdejKbILDdM1loWtw99vPijI5uSBC1HP3HRftKY53FP5fShldTTHZssL+nPEg6mYigEhNivqRJBkn+gc02RJZbqFl70kMu4FBcf7h75uKbK2ao379Pmsyz0f9TjUzdVeq4xj0N+SnzYhatHUZacfN3zp5pzJ9ycOXPmzJkz57eW+SfFOb+3HJ+gSRJ4SYYmSUzjjGmYISGErRdPt4izgv4souMYfPFMizQrCdL85MTLqpYZB17Cnb5PVpQ4VTQ1jDN2xh9+8jcNUxbrJs+vNynKEj/J+endIR1Xw9JVblbF/XGWUzc12o7OatNCAmxdwYszLi/XuLDoMvITNFVmuWHRcXRmcUbb1tlo2+yOQ1aaFroqM/ATZFnCT3LKKiamVA6U4xPoogRF4qQzK8vLyqkGAy9GrRyCRQmqDIokkZdCdDyekciKkpqtsTUMsTWVmqnR90Uf3BNLdSZhyt2+R16K0QRFlpAk8a/DJOFwFiNLotj+4lKd+32PUZBwbsFlFCQs1Exe2xzzv721R1a8K3jePJhxruvy5Eqdl24fcfPA48mVBmstC0jFUmolToKIyD0YBizWLaZxxjhMqFsaYZyy2DCJ0pwbBzOKskSRxcJkmotY8CBKUBWJ1zYnfOfJRc50Hf7tzzbRFImzPYcHg4B//8oWR36KrkjULI2mrRMkGUUpHquiWhfwYiGSvb0zqUQeGU2V8eKMKC1QJJm9ScQ4SKtlU5lLSyJq+WAQEmW56B0zVNK8QEJEE2/1PT5Ce6Bl6xSIGKmEeM6TvIQ8R5WFAJsVJYs1kzDN2RwGJ+KbLIGpSViqwkEcoysSK02LLC9PRkskJN7YGuEnGaam8OqDMa4hxjrO9VxOdxxOdxx+cnfARtvmXM/l1fsj8qLk+zf7/OlTS/yLZ5b5xYMx/VksBg+qMQRDVYASx9A4u+jylXMdVEni+v6Mpq1zt+9VrxWVaZRhawqmqnBuwaVuqmIQY6lGVpTsjkP8OOdu36cooeUYVXy0ZL1tMwlTdsYh2yPhaCsBTRY9hK6hMPQSVEVmpWFSM1UMTa3ivwFvbI0Z+SlBmr/HHdawNJ7faLI1Cnjl/qhy7zl0XB2tOj5dQ+VwGnHrYEbTFq7SWwfeR4pwTUuj9T4n0OPEPN/fU/mwoBanOZMwwTUUeqv1EyEwSDJmkcxGx2YcTE6+XgIuLLrYusKDQfSBn+UnOXuTiKdWG59Z59qnXej/UY/PPA756fJRF64+jE+j73DOnDlz5syZM+ezZC7Azfm9pmnrXF6uc21vwtW9GZtD/6TnSFMkDmcxbUfj0mKdjqvzYOCTFaJfCSRIcyYBBImIpR3H4nquIU6cvZhJ+MGOuWOKUrgpLq/U+dmdAd+72SerytOf3Wiw1jLZGUXcOJiyP43oz+KqBL+OpSksNkxalQMqyt49wdZVha6m8Oxag42Ow1s7E2SpEsqKkjM9h46jcXPfq6KwKo6ukmTpiT6Ql6BQCrEuzmg7OiUlUbUiqVeRQENV0DWZJC1QJJBlCV2RMbVKhExywjSj4+psb41xTY39SXgSYwQqwUf8lyy99/G5dehxeal24uw723NYaVr8/N6I//m1bYrqbpuajFr1g/34zhHfvNDja+e6/Pj2EW9sjykpOdt1MDUZpRpe2GhbNCwN17DougaHsxg/zhl4CVdW6tzr+6R5weXlOkdezMAT4qWhiqhjy9ZYb4u1z6IoubE/49Jyjf5UuJaO45YgBMlZmGLpCpYuYsHH97+ESnyUmEUZb+9MeHq1TsPSKMqSw1lMnOUsNQwmYcrhLMI1NIIkF3HFStDzixxVlk7+/PjOgNmHCDUSYKoyf/7sEg1TdOz99O7w5Lk9XvwsEYu4yw0TS1Mq4Us8SUlW8sJGnawouHfkUyKO3ZGfMPJT1tsWRTUEkRcQJhmqInH70GcaZSzWTb51scffXT3ge9cPubLS4GvnO1xcEhHSOCvYG0dcWHT54ukW9/o+N/ZnxEWBrSukeYmuCtfoty71aFoa9wcBr26O6M+q3jpNZmsU8sxqg45rcH7BpW7pOIbCc2tNNocBf3/tgOv7HpoqxNXzCw4Phj4jP6Xj6Ky3bcxpTMMSovWxeHosXCdZTlrk7I0jTndslhsmAMsNk+fXW4z8hP3J6D3im6ZIPLvWYGsU8PLdIZIssd4WbryiEB16pqZgagoLdZNZlPHa5hiA8wsOb+9MT1xoJ8+pJMS31WqU5WE+Lub5cXE/Q1MwMoVbBzNats6FRZcHA58gybm6N+Vsx+FqdZsUWeLCoitGNiYRj9T+Shj5oivvs+xce1Sh//HFk5qp0qsZj/Xz53HIXx/Bx1y4+jA+jb7DOXPmzJkzZ86cz5L5J5Q5v9eMg4Sru1N2JhGGKrPUsIjTgrwaOlAVia1hwMgbcH7JZaFm8LO7QwYPreuplfOh7ejUTZWoipVKlEyjD8ayHkaWRB/dG1tj+l7Mma5zsoT4k9sDLq/UubDocn7BOXFIWZrCUt1ko23R90QcrHjEj3i4z2ijbfOHF7uMwow4zZElifMLNb54ui161LoOf3Chx0t3jhj5CSXv9siZ1cqiLIk42d2+GE5QJHHfz3Rt6qZGp2bgmCppVjKLUqIsx4tzXENjuWFhqFVfVV6wM4pOesKAqg/sXfccEsjVbVAVUeDednXSojwZNvjPb+9RlkJ4M1TRfVZU8dkwK3jlwYgvnWnzVy+scuvQ427fY61lo8oyTVtnqWGiyhItR4dSOHJcQ0Wp+rXCRMRU0+ORC9dgqW6iqzKXl+usdywoJcZBwt0jn74XkeUFl1carDUtJEnicBqzUDfJ8hI/TomzglmY0XLkaklX3N6ihFoVXUvzghsHM/wkx1JlGpbO7czD1BQ0RSbOCmTEEmiU5HQc0Q8noskScV7gRQUf5XdSZQlbl2nYOqauMYlSrqw0eOX+iKwQPXyyBI6hYmkyBWKMY7lhsVAz6c8i8fqohJbtUUSQirGEgSciqJdXajQsjdsH3okbSFdl1ls2uqJg6zJHs5jXt8dYuliZvbo75cpyjW9e6CEh3Inbo4Af3zni3ILLxYUaF5dckux4kAEcXeVUx6Ys4f/1gzucX6jzrScW+NHtPjvjiMNZzOmOg2OqDLyYq7tTgiTnjy4t8JO7A/6nl7dICyHItByTg1nExSWXrmvy+uaE3bE4oe/WDHZGPknVcVaWkOQ5RSkGCIQmWdKydTqucHS5pkbT1nh2vUnd0rh/FLA1DAiSnLWWTZKXvLU9YbFh0nF1uo4QDA9nMbIssdwQIy6mJkZWup7O9f3ZSV/cThW7U2TxvtBydFq2/gHxTVOkj4x5Pm7cr2HpXFqqszeNmIUpl5Zr/PTOgFsHHit1i29e7HL/yGexbmHrCvuT6KQw//1IwPkFF/fXFNm0DZVTv+TP+qzikPMo66Ppf8yFq4/iV+07nDNnzpw5c+bM+SyZf0KZ83vL+0+qdFWho7574no4jShL6LgGdw487r7t8eKZNk8u1/nJ3cGJsJblJQMvYegnLNdNvnahy0LNoCg/PvZVtzRGQcI7u9MTcW2tZbHStIiznCwv2RoGNEyNhq0xDcWC6OtbY1481UZTZfKifM8J9/v7jGZRSpBkHHkJ//X6IVIJFxZrWLpCW9LF9yjhz55ZRlFkNoc+R7N33V4LdYOaobA9Cjnbc3hjaywWTR3R0XZxsY4kIVZMJVAtmaat4sUZXpShqTJnuw5hmmPpCofTmJISQxMrlJIkxL2H5DegrEQ/8ZhkRcHBNMLVFUBidyxcNQ1LQwKirCCK8hMhUpZgFqb0vZhLizWeWKzxzGqD84su6y0LS1N5br3JzQOP3XH4/2fvP6NsyQ/6bPSpnHZOnfvkPEEzoxmNNNIoIKRX4gUsMBj7XmO/FuC0CB8MmMX9ZsyLjbl4Gbx8TVrgew04gHECAwaUZqTJaMI5c3Lq3Lt3rl256n74794nnzmjGYJm6lnrLLU6VO9Qu6fr17/ARl90WqVpRtnWODZbYmPgoyoSqqISxgnnt0cYmsJDyxU6bsD2KGSlM6bnRSzXbKJE5vTmiK4Xc2KuiCRJXNkZiyiuqVKyNBRJYnMY4EeiVy2IxTqrIokuuSBOiFOxQBvFKSM/Zrlm88LlLjVHxw0TeuMQW1fQVRk3SlAUmbqjszkMkLjBZHULiixRNkUcWFUkmgUdTZZY73nMlU2+/eFFfv+1dfp+TJzC/rKFpStISNMVWVmG2bKJGyS8b18NQ1E42x+iShISEoYqsVAtYKoKmwMPQ1Mm67piTVOVJcKJW9MNY754docHl8p88FCDp8/v8Lkz23z4cJOPH5/h7OaIizsd4iTj1NqAMxtDlmsOFVsIW46uYusaa32fV1b6dNyIp85t8w1HZwiTjM4o5ECzQNUS9/PM5ohLnTF/5T2LXNoZ89svrhKn2XTUQ5FlVEmcXwsVi5Kl0RtHnNkccbhVYG+jwMWJKCtPzltdVSbPoUSjoLO3bjMOEyr2xMnT9bA0hcMzRRYqFr2xWOhdqtmcXOtzdFa8Fg1NEeetL9y0XTekXrjW41axNWaKJj01ojsOOTZbIs1SFFnG0ISba/dzb6ZsaXeNeb6ZuF/B1DhkanhRzFzJ4pvfs8By3aFsajxRa3C+PeLFS10u77i3d75xbbBmue7Qc782oeXPk7c7DplHWe/OYPIa+Fp4s32HOTk5OTk5OTl/nuQCXM67lje6qFIUiQwo6ColW2MQxDx/qUvzPpPFqs3FtnvD58uSxGzFpOHoKLKEpSuMo7sLcJamcGZjKCJt1+lPWSbEIHlyPd33I0ZhjCJLqIpM7Mdc7rjCjdLzaJVE79TNfUa7salTGyIKWbN1njzcoGRqBHHKpbaLGya8tjrg2FyJh5bLzJR0+l7M9tDn7OYIW1PYcUN6XsSBZoFPnJjhUttFV2VqjoEswdWOxzgUHVFJKmKIjYJBq2iyULEomCrdUYStq0iS6BVzdHXirsvEOMB1eSNFklFk4fJKMwjiGFUW/WbdcchKd8zx+RKnN4bTiOVc2aQ0EZZ2HWcbA59TGwPao4APHapTtfXJgqtP2dLYGvhI0rWLtiBOpk64tZ6Prsj0/QhdEU60JMtYrjlc7Xi4YcL2KGB/02Fj4HN5x8XUFII44bG9VdwwYaZsstId05+skjaLBrMlg/W+GErQZJk0TWiVhBsvTkTfWqtkECQp57ZHpBl88FCDkRdNREEZSxduuPYwwK3GLNctTm+JddTbIVxGGa2igSxJjMOYMIGSVWC97/H8pS4VR+OxvTW+6cF5XrzcxY9TDrUKk5injKUqVC2NdUUmSjM+dd8MB5oFzm6N2NtwiBJI04w4SdkY+JxcG2BqMkVDrPk6ukrR0GhPljK9MMbWFcZhzPltl6OzRfpezFpPON7+2qPL0zXite6YcSxEL02RkMgoGCqHZgoEYcILV3qcWh+I2JkkcbXr8di+GoaqIAGtkk7JUvHDlG9/aBFZlvjDUxsEcYqmyFQcTYxnxAmGJnOp7TJbMvnAgTpfOttmFMRc2nGpTIYgOm4oIpmT4ZEsA12VuH+xjK4pbA185isW26NgEr/NKFkaRVOjaKrIkj3tVqw6IqYYJdm03w7EQMvQj6k74oeAripUbCHCDrwEQ1M4Mlu6o8NsF0mCxap1x0je1xr32+1SXKpavCZL9P2IV1Z7VGydB5cqXNq55vbb5ebBmrObI5ar1pv7xn/OvN1xyDzK+sbcS1/hn+XX5+Tk5OTk5OT8WZELcDnvCN5slOdOF1X2RNgQ8TuZ14OEV7f7NIqGiNe5QvzZU78mwN18Ufn0+R3ef6DOQ8v6tKz+dn/Nt3UFP0rYGPhoijQRIxLW+gE7E5Gi7gjRh0zEAesFnVbRoFnUSRIhqIgLelio2uyrO1QmF/S7Dr+LOyMG44jlusUjy1XGUcKZjSHntkfTMndFlpgvmzy0XMExVLIMDs8UqTo6az2f3jigUTDxwpiPHG5xoSa+NgOudj2SNKVoqlRslSBOGXgR57dHfNP9czy+v86ZzcHEASfimxsDn4xs0psnllez656MTJbIMglZkidLsKLny9RkOiPxHJRtnaW6hYTEgWYBx1DwwpQ4TVFlmaKpoMoSV7oeQRTTKJj83ivrhEmKrigcnHE4Mlvk7OaQeDJ0kWTZxJmWsdL1aBWNiRjn4RgqHz7cQpVhe+RPXVNdN2KlOyZJRXz08s6YIE5RZYl6QedKZ0w2cfNtjwJaRSFMjsMYRZFoWgaGqhDGKaoikSQpM0UTPxQOyC9faPPZD+6nPQr47RdWcAxlcjwxXLHS9WgUTCqWxo4b3nCOKbLEQtnkxEKJcZBwccel4wboioKuStQcnZdX+qz1fdqjkK1BwMePtvj0fXO4Qcxa3+Nzp9vT+POHDzd4ZE+V+YqFY6j8/skNDjSKpMDQC3h9Y0iUihjmfNlkcxiwNQywdYWlqs1Kd8znzmyzr+6wv+FMxYY4STnYdJCljLmy6OMb+BHnt0YsVi2OzBaI4gw/TjFU4fbquuL2rnRdhn7MQtUiTcHShSt0oWwRhAkFS2Nfw0FXZAZ+TJqmPHVuBymTmCkbaJNhjaEfUS8IgVKMoezwxME6HzzY4MWrXcI4o+OGzE/63aJUDFckaYqpKTw8X6NZNHnuYod4uUrRVEWPoiQRZWIxtYfolKsXNHZGgXDJphlucKuIlqQQ3CTg1xyxhNwdRyKirCnA3QW466Pot+Otxv1KlsbQj9mcLCOrXZ+ZksmR2SJHZgvTddTdn3EgTQdrNEWmaP3ldni9nXHIfNnz3nijvsI/66/PycnJycnJyfmzIhfgcr6u+VqjPNdfVMmSiIJamhDE3CAmTEQ3V7Oo88jeKus9nyBKmCmZ2LrCoZkCzaKBH6e3rKAmWUZ3HJJmYoyhbGm0R+Ett11TZNwgJkmF6LM1DOi4QoxAEguWQZxMlkZlvChho+/jBqJrqz0KmS1bSBJsDUUkcmfSI1cvGJxaH/DlC20GXowiw3vnqsQJPH2hze+/ukl0nVsqyzI2hwEvXe1xfK6E68fIEhxqFYQ44UUcaDjsaTj0xiEzJSFCvHily7mtIUM/RlNkmkWD5ZrN/QcqVGwNN4h54UqXVsFAVyWiOOX4fInX1vqsdDy8SRTx+g44SZJIJu/PEKLWfMXi2FwRL0rwJy61rjviWx5aIIozTq33+cKZPr3Jc6rKsFizOTJT5EiryEzJYKXr8cVzbd67p0oiZ5xaG7K/6XBwpsjWMMTWVSGKyfJ0fGB7FLBYFUMN9y1UmC0ZvLLaxwsTZkoWUZKyOQzwwpShLwYWdEVmdeJ8mS9bhPMpJ9cGJJnotWuPQpZqNq2iQQaEScpa12O2YhFECYdnS1QdjSQVS6uP7q3j+hGmIvOtDy1ysT3i1NoAQxMXmWv9MQ+Xq3zieIv//vI6o4mYo8kSexo2EkKsaxQNBkEs1m/TjONzZdI0m0QqMzRFpu/F/KcXVvi2RxZ58kiDrhvRKpp4cYqjK5NYpsr/eHmdrhuKrkMJeqOQrVHI1a6Hocp0XbFSO1My8MIETZU5Pl+i4wY8vq+OKkuMo4RxKDrUxmGCpsjsrRd44UqXNEtxDIVnL3ZQZJnZskHdMbB0GQmJM5shHTdivmox8BPWBx6zJQvLEB/fXYp9YKlCGKf4YYKkw6W2S7NosN73sHWFgqmSpBmjIEaSJeqOjhskKLKIwf3pSp/37auxULW40HZZ63nYuoqpx4yGAWVLZW+jwIGGM3V0jYKYOM04vTnCDWMajk5/HKFryvRnTG8csuNGDP0IXVUoW+otDjiAJL1RgDM1hYWJYyxOUmT99pFTuDWKfifeatwvyzKWa9ZUgIvTjNWex2rPo2KLn6vKJHbcHoX0xtfErOW6wUzpz2YB9e3i7YxD5sue90bJVO/4h6s34o36DnNycnJycnJy/iLJf0vJ+brlrUR5di+qTFWm6uh0xyFnNoZsDHz8aLefKmLoxzQcg8WazZ66zan1AZuDeCrejfzolhXUiqWRpkycDw4LFYsdN7zlNsqSuFi1dYX2KKA3DgmTlJ4bMgpiLF1BlkScUlMkbENFV2R644iyrVG2NAa+EB1FJ1rGUtXiqyt9CobKyyt9XlntE6cZDy6UIROxu1dW+tQLIso2DmKSbCJ6pRmbAx9bV1mu2WwPA8q2xsePtnh0b4WabXBmc8Qfn95i6EVUbI2Fis3euiNcLnGKqso4ukKzqFMyNa7sjPjj09v8Px/fg6WrbA89KqbG+/bVGXqbBBMX0PWjD/Kk/01ThCJXtXXef6COpav0xxGOKYYB3rNUFfdxpYelqSxUTPZMBCFbUwgTIXy9cKnDt7xngbIlOsM0RcQSV3oeV7seHz3S4JsemOPllR5Xux7pZMVRQkQ39zccjs6W6Lghf3ByE02RqDnCebg99BmHMW4oHkc/SoVwmiRsDDziJGWmZKIrMhd3xtNjA+K8cyP644hG0SBLM2qOTrOgU7Q06gWDuYo5GZzYoD+OaBV1Zsom3/7Iougem6zUOrrKfMVmcxDw3OUuS1WLubKFqcloiojzrvU8mgUdR1OYq5iYmsLnT2/jRQnKZNl1f9NhpmjSHgb8fz5/kU/fN4NtyMRpihcmvHily2LVomaLKGmawSiIRUR1sti5y+bAJ0wSHF3lobkyDUfn9PqQs9sjhl6EJEk0SwabAx9LU1jpeZQMlcMzBUxVLNqqinCnBXFKz4t4dc3Dj2IMVQhZFUvD1kW/WsFQJ6uxYmSiZKqsdjy8OOFAs8j20GexajEOY/qeEL474xBTU6haOgeaBSHAhTEVWcP1EzIynr/UpVUS59bRWeEKHQcxQZze4uiK0wxLU3B0ZRLxHuMHCScWSlzaGU9/xlRtHdtQOLfl3jLisusYA1DkW508tq6yVBNLq5oiMwri2/7h4foo+t14q3E9TZbYU3d44XLvljGYXdff7RACf5HGXbrp/jLwdsUh82XPe+duf7h6I96o7zAnJycnJycn5y+Sd8dvcznvON5qlCdO0on4pnF2c8jrkx6264mSDD9MuRy4nNsecf9CiYOtAl+52GG9F+DFMZe2x6Rk6IqII86WDBoFA1mWps6H5brNzii84bbauoJjqDiGwnrPY2cUMPBiOuOAIEoxNBGfDJMMJOFm6bghQZRScTQkSaxmli1djBMYKotVi9fWB/TdiMWaxVevdklSId6dWChxYXvEH57chCyjbIuL/YKhEKfCmSVJQogb+TGbA+G02xj4HGgUeM9ylT95fZsvnN3m5ZU+cZpiayqvrQ1pTuK5iiJEvIEnoovv31/j/oUKNWdA1w1pD30MVWW112O2bPLk4QbPXe7SH0cMg5g4ubYIqsoSVVuj6hjcv1BivmxyZcdlpmRi6QpPHGhwamPIU+faNAoGtYKOoyskGaiSNHWH1R2dsaZwcm1AwVT56NEmfpQwCmI6boAbJPzuKxs8uq/G8fky982XSSZLq4dbBVRZIskyBn7EC5e7tEcBVVunaCiYmhA/ro+nJakQxAqGxmrXo2BqfO701mTBs0DbDdgeBPTckKqtMQ5jWiWD5ZqDpSlIkrhQf+9yFcfQ6HkBaSred2lnzNmtERVb4xPHZ4iSlHrBwI8SJAkut8ccmS0Kt9a2i6nJjMOEpZrB5Ukf1+GZIu/dV6VZMFnvj/ng4QZhlOIYKqam0PciNoc+l9oufS+aDA/Y/K/XLrM1CAjilL11m48fmwHg6Qsd7p8vM18x8QLh3orSFLJs4pyM+eiRFkdminzuTJtzW0M2Bz6aqmCoEiVDRVcV/CglTlL+9GqPnhfx0FKFNEsZ+BGqLIsF0R2XzUEw6YGLqTk6uiZzuT0mnAid8xWLJM3wwgRVlXlgqYIfxVzueIyChKKpYajKZAxBjBn4UYpSkChZGpoqo8Qypq7gmArbAyEAXNx2We16VGyV9+2rY6gKHTe6xdEFMFMyMDWF7jiiamtIMrx0pcfFtjt1J3pRQrOoT2PnuyMusyWTVsmYOgN3z+ObKZoqexsOrYLBQtVieF30vmiqNIvGPYs1bzWuZ+oqzZLK0bkip9aGdx0B2UUCjs4VOdgqYGl/uX8NebvikPmy571jG+od/3B1N96o7zAnJycnJycn5y+ad+1vKc8//zy/+7u/y5e+9CVOnjzJ9vY2mqYxPz/PE088wWc/+1k++MEP3vPxfu/3fo9f+IVf4LnnnmN7e5tms8mjjz7K933f9/GpT33qno4RxzG/9Eu/xL//9/+e119/ndFoxPz8PB//+Mf5gR/4AU6cOPG13t13HG81yqMpwvl2dnPIqfXbXzRmE0UuA4I44SvnOzy2v8bj+2pigTIEXZMwVAVFlgkn0cj65Ot3nQ9FU+OBpTKSBKMwxpy4dzpuiCqDpsoiNuoYnG+PuNrxUGThjiNDjAqkGf4kntbddQVI0CjoXO2MOdhyuNh2udgWwwxDP2al61FzdPbVi5iayvOXu+KYwI4bYmkypqZMCuRl4iQjjBMxaiBBfxwRpymvrvdZqFq8dKXLpbY7GQsQ0ckwTgiTdFKMLwS4IE4Ik4zPn2mzp+7wkSNNLu24bAxD7p8vsTkMGAcJe+s2HznSYr3ncbUzZjjpGQMomxp76zZ76g6KInFua4QqS8hkFA2NiqNzcnXAfQtlJKA9Cji9IQSiiqURJilJmjFTEpHYiq3zpbPbfOd7l6g5Bi9c7tIbR6QZ9LyIPzy5ydHZEhVb9N8VzBJJlvHM+Q5bw4AHFstEaYofpfTGISVLR5F21zyvX2+FfXWHrhtycm3Ak0eaPLynytPn21RtnbqjU5vV0VWZ2ZLJnppDkgknZsXWCOOUY7NFSpbKS1d6uIEYKvCilHByPnXHkfhYGLOn7rAzCigYKgdbBS53XEZ+zBMHGxQMlZ1RwHLdwdEVlms2Qy/iy+d28OKEVtFAkmQ0WSi8J9cHnN0cEU/6/Mq2zusbAw7PFlmsWFiqWDOVJYlnLu5wsFXg/fvrjMOYLMtolAwKpsL2MKFkittzeKbI/kaBl1d7nFrvUzQ1lmo23XE47XQrGgquJEYV+n7E2a0RNUfnvXtrSIA1iVmOgwRF2n1tZTi6ChnomjztLQzjlGbBADtjvmLScyOeu9jhSldE1BcqFq2SwdZQ9JTtqdtiuEKCMxtDlmo2miIzDhIqlk57eE0AUGS40vE4MhsRJxnrff+WnxmyJAR3L0qQJdhbt3nuUpfzW6NpdBSEM2y5ZrNUszm9MRQ/ZzKmx2yVDNIsu2OUbtflY+kqe27TcflmeDvifg1H573LVci47R8zrkeW4OhskfcuV5mb9On9ZebtikPmy55vjtv94eqNeKO+w5ycnJycnJycv2jelQLck08+yRe/+MVb3h+GIWfPnuXs2bP86q/+Kt/93d/NL/7iL6Lrd14gS9OU7/u+7+OXf/mXb3j/6uoqq6ur/M7v/A7f8z3fw7/9t/8W+TZxol3a7Taf/vSnee655254/4ULF/iFX/gFfu3Xfo2f//mf53u+53ve5L195/FWozz7Gg41R+fc1ojXN+7s2JAm7ic/TEQ3mQxfPr/DNz0wR6Ng8JXzHdpugKkp1B2dRsFAAjb6YgHxeudExdY5Nlfi1Hqfk+tDrnRE71bN0XnpSo/1nsf+ZoHDMwWOz5V45uIOO6NrHXV+lE7vbwb03IiioVIyxYX4OEz46tU+BUP0LQVxQpxluGHCfNVk6EWcXBvccP+8KEWSJLJJEXyUJMLBJYnHSpaBSZR2peth6Qpbo4CioWFoMl6YYKgiJit2IjJSRJeYqohFzIvbLk8eafDUuTaDcUgQieL4Pzm9zTCImCtbLFVtlus2fpSSpCmyJMraDVUmySROrvZ5ZW3Ax4/NsDn0qTr6pCutwPYo4MzmaHrBrykSsizh+6I770rHY+DHHJstcni2yMCL2F8wCKIEL5oIh5JEbxzy6mqP+xbKzJSEY8w2xJplPFn2LOgq+xoOVUenUdAZBTGGpqApEkkqosKKLLGn4XB6c8hKz+OPX9/iG47N8GGlxXMXO6z2fMqmxkLNomxraIosliLTjCTN2Ft3KFkaXzq7w9Yw4MzmkJWud8s5eqkzpmQok5XYjDgVbqlSpnF4poSlq5zeGPDgUoWqrbHW81jr+6x0xxPBWOK14QAvTGgWTcqWxsn1AWGcUDY1FEmMXewMAz52tEWzYPD6xpAgTkkni56jIKZiaexrFnhgqYIsSeytO6z2PGSEsLnR91jrjemNIxRZ3NaKreFHCe2Rx0p3zEzJpCUZBHHK5iAgTTOeu9jhkeUqHz7S4tzmiPbIxzGUaTefIku0SiZbw4AoTlE0CS+KUWUheIzDmDMbI7660sfSFBar1tQ9udvjuDMKxAKqrXG14+FHKR03ZLFqMfBjSqbKbMlkve+jKGIUQZUlCoZ6W/FNQghLVVu4UkuWxsCPObc1YuDHtJIMXZUI44kIPgrZU7c5d9N67cbAp2AKR6uu3Nrx9na7fN6OuJ+tqxxoFZBk0TV4ZWd8Q5wfxOLzTMlguW6zryFGOApfB8MCb1ccMl/2fHPs/uEKuGPNxC732neYk5OTk5OTk/MXzbtSgFtbWwNgfn6e7/iO7+BDH/oQy8vLJEnCl7/8ZX7mZ36G1dVV/t2/+3dEUcSv//qv3/FYP/7jPz4V3x566CF+5Ed+hAMHDnD+/Hn++T//57z00kv80i/9Es1mk5/8yZ+87TGSJOEzn/nMVHz7tm/7Nr73e7+XWq3GM888w0/8xE+wtbXF3/27f5eFhYV7dtS9U3mrUZ6tYUDJ1Ngc+Hd1amiKRJympFmGF6VTB9rOKOD4XIlxmGBP4lNdN6I3jqYRMj+Kb3Cv9MbCEbXa9zFUmdmyRZJkeHFC2dK42hXxwrNbQ96zVOGxfXW+cn6Hvi9cWoaqUDS1aUQzTlIWqjayDIdnCnz1ap+qrRFnQshRFIksBTeMsTSFfhAxCoRAEV93p+MkxVCVydvZZLVRCA0SEs2CgRembA59LF0hTREiiqmjT0Yk3IlACVy3dqji2AobA58gSilbOkGSsj0KUGWZ+xdKfOlcm+Wqw1zFolkwMFRJjC6kKUM/4/wgQJbh0o5w9XlRwo4bsTUIcMMEVZG5vDO+wX+mSBJpmk2fVwlxe9d6Ho2CMRUaCxPXUJRkpGmGqSm4YcLJ9QE1p0GWxeyp23zq/jmeudChUTBJnJTepDjfC4XzT1XE0ula18fQJD6wv0GWZZzdGiJJonftf3x1jY8da/HJEzNc3HEZeBE9N6Rv67TKBhkZraJF1dbw44Qvnd3m4s6YM5sjgvj2F91lU6Xq6CKGqcpESUp7GPKRI02OzhZBguWajSxLbPQ9xlHC3CSi2XVDLrRHDLyYKEkZh/GkywzKto6MiEj2PSE4jIKYOMvY6PvTbj43TKg5Ol6U8tragMWKRRCnIvq80mVrELA5DGgVDPp+hK7IWLpKlmVc2fEoWyoHmg4jP0ZTJB7fX+fFy93psmvV0WmPAu6bL/HlczsMg4iSqYlOxDRlb81BkyVkSQwTbPR9dv++sdYb0yyabE/ca+NQxD51VWIcgqHKLNVsvnq1z6m1AUt1WzyHPU88JiVxDo/DhNZkIGBnLMZR9tRtFFm6JXa66+o6NFOg64oBFktTOLMxxNSU6fmiKTK7q6WbA5/7Fko8uFTmpcu9qcgqbvO15+Rm3m6Xz9sV9yvbOgdbontvqWrRcUOGQXItGmso1As6VVunVTK/boSSt+vxyZc93zwVW+ehPRUaHZ2V7p2Hlu617zAnJycnJycn5y+ad6UAd/ToUX7yJ3+Sb//2b0e5yWHw+OOP8zf/5t/kiSee4MyZM/zGb/wGf+/v/T2efPLJW45z5swZ/sW/+BcAvPe97+ULX/gCliViRo8++ijf8i3fwoc//GGef/55fvqnf5q/83f+DgcPHrzlOL/2a7/Gl770JQD+wT/4B/zrf/2vpx977LHH+NSnPsUjjzzCYDDgB37gBzh16hSq+q586oC3HuXxI3EBHMQpksQdL6o0RUaTZXqREFxArEmOw5TuOKRR0G9wRVwfIdvfcChb4mLg5r46XVWoT0Svs5sDTFVmb93h6s6YKMv48vkdPnCwzvsP1nl1pY+pKyRJRpAIF1xBV3hsf40T82XCWPSZJVnK/Ytl0RmVSUCGbSiiNy7OMDQRD1Vk6QYRLkoyJrsU7D6kkiSEDYCCqRLGKUGcTov2bV1l5McMgxhDlSmZGooskU3Ev91Bh44b4gYxQZRQtlRkSaLvxZxcH3B8voSlqTxzYYeVnoejq8yUdUx1twct4cJksfITx2cZBzF/cnqLb3tkkTjNOL81YuhHLFStyQBFSjzpX9tFrH+K/y1bOm03wNYVDrQK6JOxAE0Rj1XRUFFlabJSmdL3QraG2zy6t87De6r4YcLZLSGItYrGtDh+ayDE4NmKyaFmgZmywRdOt5GQUBUJTRHH++OTW+xtOLxvX42SpdEZB+yrFyiaKodnisLttj7k9c0BZ7fcOwpvhirznqUyTxxocGS2SEbGpbZLx42QZeEcPLU+5MzWiK2BGB0wNYU/vdLD0hUqthh5uG++wtmtIX1PiGMgxi5GQYQsSUQTt02aMX1MhQCQkaRCuF3v+8wUDRYqtnhe13pkWY3ZosXvv7o5WePV2RoGFHQVSZI4szVEk2WGQUTBUKk5OvctlDk2W2Q8EalGvkGcpjxzscN8xeJ9+2t87sw2iixRtFTmyxaNgsFab4wsSWwNfYI4pVEQJ3KjKAYmzm25Nzx2wnmWsNEPWK7ZvHhFiF4rXW/qJu2No6lQ5oXJVISrOjrtYcCxuRJd95r4dr2rq2rrdN0QfzLO4EcJGwNfuOwcTUSor1OL4zTj3JbLoZkCAF+92ifJMmxNQZEk/DjFua5L/s/S5fN2xf2KpkbR1JgLYjrjEC9MSCevS0tXqDn612U/19vx+OTLnl8bRVPj+HyZvXWH7VHwlvoOc3JycnJycnL+onlX/tbyP/7H/7jrxxuNBj/zMz/DN3/zNwPwn//zf76tAPcv/+W/JI5FL8vP/dzPTcW3XWzb5ud+7ud4//vfTxzH/OzP/uwN4touuyJerVbjp3/6p2/5+MGDB/mxH/sxfuzHfoxz587xX/7Lf+E7vuM77u3OvgN5q1GcLMsY+DEFQ6ViaXTHt3fTpalwzQSTGJUE7GnYSAiH0JHZIk7Xww3iG4S47VFAraBPO7subI+4uCNikkLuYXo8XVHYHoVT8eBqZ0wiZ7x0pcfBVoEDrSIvXemwNQwhg2pBZ1/DwY9S/uNzVzk2X6JsaXzx7DZpmnFkrsT+hijOP9gq8PT5HXZGAYdmhNjT94TjSJ8MJiSTBVLhdxNv7y5JjsOYJMsmpfdCpKk4GuMgwYsSvFD8W67bzBQNVFliFMZ0xxFXO+JCNYhTgjhjb8OejEokDLyIS+0xy3WLJ4+0xOPTdmkPQ2qOTppldMYRx+ZKHJ0tcqDp8MKVLm4Y40/K6bvjiJWux1zZ4kBTpe+FDLwIkNAU8U+IgyolS0Rma7KOY6jMlAz21W3umy+y3g9QJInFmoWlKSRphq7KU0fcua0hHznSomKLsY4wycgysVxr6wofO9rCi4SL0Q0SvnBmi3GUoCoSiiRNn+laQccxFE5vjmi7Acdmi1RtbdKjl/L7r21wZnN0154nVRaLk+Mw5dT6gIWqRato0B6FDP2Ix/bVef5yl//x8hogMVcWkctDrQKWJsTYjhtysS1xuFXgUKvIyfX+VIyVEC5I25Bxg5Q0g5Klim62SYQ0SbMbHJTtUUCrZKDIkCLxhTNb/M337+XbH17ktfW+GAFRRZR75EW4QYKupBQMlSBKWa7ZGKrCf/nTVT6wv0GraPLClQ5fPreDO1ld3dcs8MTBOpuDgKqlEacZr672SDLRB+iF4nU2X7HY3xSi31fOd2+4ndezOfA5Nlfk/fvqPHWuTZpm7LghMyWT3jgS58Dk7zK73VutksFDyxVmSyaXdsZUbBVNVcT5ZaqESXaDo1abuEN3I5i6olCxNSxNYZsAL0pIUuEuPLs54vCMw3zZYmPg0x2HJCnTnzt/Hi6ftzvuZxsq9lvspvvLxNvx+OTLnm8N23jrfYc5OTk5OTk5OX/R5L/N3IGPfvSj07fPnz9/y8ezLOO//tf/CghH3eOPP37b4zz++OMcOXKE06dP81//63/l53/+55GkazaIM2fOcOrUKQC+8zu/E9u+fbTob//tv82P/diPAbzrBbi3I8rjRTGmpkyL0XtedMtF1a4LqOJojLyYEwslWkWD7nh3mVGmlQjHSpymrPV8Vrtj7lssoysyYz/icpiw1vNJs4xRkBAnGaoiUTY1TF2mWdI5GDpsDgOqtoapFWiPRNzt5NqQiqVxfntM2VJ5dF+NhYrFIIj4D89dxdQUdE3myEyRT56Y4ysXdnjhUpfX1gZ80wNzPL5POOjObY94eE+VwzNFnrvUJUoyFFn0aKmSEN8UWcLUxBBD0VQZTKI+QZTSKpmYqkx/HFG3dbYGAyxdZW/d4WCrQNFUCOOMKEmZQcLUZdwg4dzWiKtdF0nKqNsGti764lolk/WBx5nNAct1mwcXK7xvX40gFuX/fpQSRAlxmnGhPeLZCx3eu6/Gk4dbFHTx8XEY40UJ57dFYX/VFnHMLBMuxUYxmTrgqo7O/rqDY2p0xyFeKNxS7z/QYOBFpGRsDQLWe/5EJJGREY6lJE0pWSqSBI6hstV2Gfoxm4MAQ5MpGAplS2foRbhRTL2g84hZJUpEdFmVJVRFPB5XOh6XJ0uuHz3cRJIk+l7E/3p1g5eu9O4YhxYCqCScaWnKmc0BBUNhredh62IA5BuOzfDS1R5/8NoGRUObxh4v7bgcbBY40CrQvdQlQwiIZzaHKLLEg4sVzm+PRCcaYp03y4TwlAHH50uossSlnbEQbNMMZRKDliThkMwmccvNgc/VzpiTawMWa0Is2h76XO2OUWWZNBMdaGVT4/BMkcMzRXRV5qlz22z2AyQk6o7OsdkirYLJOIxZqFpIEnzkcJMkzXjxcpenz3fo+2JQYRwmFA2Vo/NFPn3fHCVT5cKOyyi4s5AZpxkX22MOzwrn2Zcv7tB1QyFolgwKEzdknArHadFUWK7a7G04PHOhjRukEzEy4upOIoY/JuefOXFWyhJiwXiCIovzp+4IEWYYxASTzkNFlhmFCYsViwOtAn4kxlxKpsp8xfpzc/nkcb+781Yfn3zZMycnJycnJycnJ/+N7g4EQTB9++aYKsDFixenXXIf/vCH73qsD3/4w5w+fZrV1VUuXbrEvn37ph/bjZ6+0XFmZ2c5fPgwZ86c4amnnrrn+/FO5K1GeXZXJQFsXWWpZlMYh3TdcOpMAQhjEUE71CrQKhgM/IhTG0M2+2JB8fKOy4VtF8dQ2Ft3ONAs8P6DNXRFJkoy1vsBHS/kqbNtLrXHjKMEXZFRZBFDnSubLFYt9jUdDE1mvedDBsdmi4yCmKEfcWx/jZqjU7RUvCjhq1d6KLLER442sTQFVZZZ7flUbY3/48Qs57dGnN9x+b2X1/mux5b41vfM86WzbcZhzMPLFV5bG0zvY4Jwt6GJnjRFliiZGkmWTTv2gjjh8EwBZdJnVrI0WgWTDx5qiCjo9ohLbRd3EtFNJxG6A60CJ+ZLfPBgnbpjIE8GLQqayn0LJS6/7FKyNLaHAee3XRxdZbZkcHy+xGtrfTpuxFrPx4tisgwGQcT3PXmAxYrJKEgwNBGHHfgx7VFAexSIx8lQKZoa4yghyzIeXhbjAGe2RmwOfYIoYxzEXNh2GUcxR2ZK7Gs4HGwWpwMQbhjjBmKM4JG9Vdb7Hp8/I0SiJBMjE8akd21iH0SRJE4siJjUq6t9ESGVwA/F47o1DCmYKp+6b47jcyWqtkZ7FPAv/uDMHR0xxmQpNUxSgjjBDWJkWaLuGGwPQ06tD9lTt5mvmKz2fH7vlQ1aRZMky9gZBey4ET0v4lx9xMFWgecvdaYxZEmSOLk2oGhqVGxtKghIE0FWnvQAPrxUZaXrsz0MkCUIJkMEmixeO7uiQ5plDH1xzvT9SPSwlUwOzRSpOjoFQ2VzEEyizBJemPDKap/Tm0OKpspsxSQDXrjSpVGY9K65IfMVi3NbI/741Cb3L1YpmRr/x4kZ9ElMU6wKyxyYxH//9EpfPB8y3M0oOwpiLmwLEW6pbnF5Z4wqC9eiHyVIElQtjeW6TckSgmYQJcQJtx1gcEOPgR/RKOhESYYXxiiyjBtGGKpCwdCmEcLrI+g33qaEUZBg6wqWprC/6XCwVbzbj7O3nTzud3fe6uOTL3vm5OTk5OTk5Ly7eff+Jv0GfP7zn5++fezYsVs+fvLkyenbR48eveuxrv/4qVOnbhDg3uxxzpw5w9WrV3FdF8dx7vr517OysnLXj6+vr9/zsf6ieatRnqqtT8cCokQU8M+VLeqOfoMzxdEV6pPvteMGXG6PGfgxlq5gaTKjSVwwTkSETZZcSpbKfQtldkYhz1/ucLUz5symiyKDpcmEccrAT/BCn/NbI5Ay3rNUYbnmkEni4jzJ4PTGiDBJ6HsRZUtjtedxcr3PQ8tV0jTjSsdjvTdmHAlxZuTHPLavTsFU2Vuz2Vu3+cOTW3zno0toqsJLl7u8Z0+V+xfLvHSlSzBZYkwzIZpJQL1gYKgyl3dcUsBUZY7PljkyU+RKZ0yYpNQdnb/y8Dyn1oc8fa5NksFCxWK5pqIqMnGSMvBjTq4NOL0x4DseWWK5bvPspQ5BlLBYtdlTtznUKnByXXSQZYilWVOTObflcn7bZRwm9D3x+KqKhKmpDPyIk+vRJJZaIE3BNmJGfjztMXPDhDDJaBZ1Ds+UWO2O+eLZbSRJmoitFpqqTBdML++4JGnG4dkiBV3lv7+8xrmtEboq871P7uOrK73JGEaMNolg2rrEjhsSJSmaLKHIMl6U4F7c4fH9dQ7MFPm9l9cJk5RxkNAqmXzj8RaSJOH6EWe2BpOVWdHrdPN5rMoS8xWLxapJkkKYpJiqjISEHycM/Zi+F3G1OybLYE/V5n++uoGhKey4IQM/QpEkWkWDmqPTG4ccmSnykSMt/uj1TYJYdJzJEqz2PPY1HVY6HrahMBpE6KqCocl88GCT+arFf//q6kSQk9GVDGPycQnhEt3bcFjr+dRsHUWSsTWFKztjXl4bECcpQZQxXzGJkpSV7pirHY/LHdHPJksw8uH++TJRnBInGWt9j2bBxNJlupPxEl2VubA94vTGiIf3VpgvWWyPAvwwYX/TIcsytgcBSOBoQsAaBcldfxYEccJq16NgqOyp28wUTUZhLGKzssxSzSJJM1Z7PmQRzUnX25XO+Aa3YpSkuGHMWs+j7eg0iwYjP2apJhx6Qy+mWTDu2fU0DhM0JZ3Gvv8iyON+d+drfXzyZc+cnJycnJycnHc3+W/YtyFNU37qp35q+v+/8zu/85bPuV7QWlxcvOvxlpaWpm9fvXr1LR8nyzJWVlY4cuTIXT//Trfh6523GuWxdJVmgVtEvJudKZd3RvixKN9f6Y4xVYWSpXFktkCtoFNxdOpFfSL+SLhBzEtXuixWbS62R5zdHKGpysTxJjPwYgb+jVHXLJN45kKHKIG9dZsXLnfojmVmywZdN2Icijja2e0hR2ZKXNh2efpcG11VKJiKGIpQZFRF5kpnTMPR+cLpbR7bV+P+hTIbfY+Hlst8VQIFiQ8fbpIkGac2BgRxiqOrlCc9X7IsMfJjCqaGrsi8Z7HMhw43kWWJqqMxV7bYU7fpjyOu7Iy5b+L4snSFcZgIQUqRhcMwTFjve7iB6IMrmSq6Y1CxNRqOzgNLFS7tuHRcEYcVgoZwycVphhcmyJOBjLqt88TBOiMv5qurPUxNpmrr7LgBBUOjZKkMvJgwSHAMDZmM+xcqrPU8vnJxB00Rz0GcpuiKTJqmHJ8vMw5jHF1hte/zx5/b5EOHm7xnqUIQJTy0p0LV0vkPz1/l1MYQCbEq2igY+JFYdvTCBNlQ0STx/LpBwqurAz55Yobj8yVObQxplQw+emQGN4xZ6bhIiGgjEoRRymLF5lJ7PO0FPNQq8JEjTV641KE9DIU4GaWok4GFkqWhWCrDQAyD6KpMkKRc2B4x8ETH22zJYr5soqkyaca0y+7hPRUcXeXzZ7fpjUOQJLpuyMGWg6UJ8bRq60RpyoeWmjy6r8ZKdywWXnUFC0gzVUQkg5gwSfnI4SYScLU7Jk4zTE1G12TWBx4bfZ/5isX2MOCFKz1ADHNsDrxpJFWRJPbUHVRFwo+hUTQYeBFbA58PHKhzdLbIxbaLPenku2+hTJpkvLzaY6ZocmSuREFXMDQFx1CxdQVNEWMTbnhngWPXCbvW89kY+GQZfObheaq2hq4oFAyVURDzhyc3yYDKxOW3t+FwdLbIqfUhGRAmCT03YhwlMBlhcQx1Ip5JLFZsBhOR+crOmIV7jBLmnV/vXPKob05OTk5OTk7Ou5dcgLsNP/uzP8uzzz4LwLd927fxyCOP3PI5w+Fw+nahULjr8a53qo1Goz+T47zbuF2UR1x8C2dPmglnyji85oK5PspzLyKeoQohaaXrkabCmRLEKXMli9WO6HVLIhj511ZS37e/xqmNAa+vDyedZNlUfNuNdd5MCrxwqcNixWRv3eEPX9vkyHyR2fLEARXH7K8XWOv7fOHsNroik5HhhSmBlGKo8sRJFTBTMqg6YjBgrmxSL+hs9DyKpoptKDxUrVAyNfav2LRHEV4YE6UZYZwSJSn1gs6J+TJlW+Vgq4AXJvzL/32GT56Y5QMH6lzeGfOnV3t88sQMQZxyamPAa6uDaYeeJAmx4qHlKt9wbIb9TYfL22OqthhAKJgqXpQyUzT4q48s8qWzbbZGAaossVgxma1YDMYRBT3EDWNKpsbDyxXqjs7pjSEzRQNFlnB0hUOtIs9e6ohBBE2lamvYuspyzSbLMl5b71M0RBxVBhaqFoos0x6F1B2d+WaBy50x/XHIYtVmpetxfK7EfQtllqoOr60POLU+ACRkWWJl4jibKRkYqsLIj/HCmLJlEQcxUZKyNQzYHAb8nw/OUS8YQgQd+FzYGrI9CrEngufWIKBsaeiqiLNmQMFQ6I+FiPa+/XWePt/GC1Ox1CpJDIKYjWHATNFgqWITJqI/bOBFbI8CvDDhwaWKWOMd+PTG4WRMI+F5WeKBxTLvP1Dnrz68wKWdMS9d6eKGCUkinDluGPPI3irLVRG7XOl4/M9X1vCiBF1VGIUiHpmkGWma8eFDTWZKJn9yeos9dQcvTFio2UhIZJnEhw810FUZW1eJkoQwzigYKo2CQWccAhJ7ag6zZYOtYUCSijXamqOT2LBYFeuqf/WRRUqmxkbfp+eFBFGKNokAD7yIqq0xUzIwNZXuWIgZNUfHDeLbDqxIkvhZsTUIpnFSRxdxbj9McbMUU1M4vTGcOt3EccYYmjxdLX1ltS/Et+t+xmQZdNyQxapFxw15eLnC6xsDRkEyFVmWava0K+52vFM6v8ZBzPYoYHBdTLNkqjQLxjtqoOFrIY/65uTk5OTk5OS8O8l/w7uJz3/+8/zjf/yPAWi1Wvybf/Nvbvt5vn+tB0jX9bse0zCuORk878bul7frOG/Ezc67m1lfX+exxx57U8f8i2Q3yiNJTHqglOucORm6IuEYKmVLw48TCrrK/Ys3RnluFvHCOGE4WS6UyJBlUZKfpCKiKQHv3VtFAl7fGNzSQWfpCs2izlPnduiOQ+YrJpIkkWYw8O8gvmUpMhClGRfaLg8slmmUDC61x5yYLzFbNmiPYODH/OmVLgVdFcJfClmWkqYZfpxStjQKpnDeVG2dzWHA7722wUePtFiu2Xz5wg6r3THf+uAcHzrcYrZkcKHtcmnHZWPSbWZpCnNlQxTF2xqGKvPySp9W0WSt5/HhI022hj4fOzrD+e0RXz7fRpJlZFk4NiTEwEV5sjr63KUO632PmmNw6kqfsq0TxKIHr1k02FN3+L8+uI+dYcDWMMSPE2RZ4oGlCkVToWLpVGyNME65tOOKbjBJuIOCKOHhPVWKhspzlzvTzjJNlVmqW5zZGBFEKaoiUVJU5somuioz9GKKRQNLV9gY+Lx0pYuuiqjfOBQOtqOzRcqWxh+c3ECWpclsbUacZFzecSkYKgVDYRTIBBPh0tRkvEiiOw75yvk2e2o2DUfn1bU+//mFFSxVZn+zgK7KXOl4xEmKrSuYusxi1cINYoI4Jc4yPn9mm0/fP4epqpzb6k/HQIqmNvm+Iga9t25j62LdlAyOzJboeSHnNsXirqUrGKpMPBlPeHmlR8cN2ddwODFX4thcic2Bz/6Gg6bKrHW96Wqqokg8e7FDlIhzLUkz/DjBNhTeu7fGvrpNnGb8wWsbDPyYgy0hCh9uFYiShM88NE/RUHllpU/dMXhoqcrnz2yTZTLNosls2URXxZLs0I9wg5iypaEqMoYMh1pFZkoGYZpSc3Qubrus9rzpjHCcZZMxhxKOoSAhsaduT/oAw7sOrFiacGxuDCY/eyU42CrQnCzK2rr4WTL9+ISeF7He9zFVhUMzRSxd4dXVAVc74xtEuDjJmC1bLNdM5soWoyDm1dXB9BiFcchc+cbF7Ov5eu/8GvrCIbvau7O7a6FisVzP3V151DcnJycnJycn591F/pvfdbz22mt85jOfIY5jTNPkP/2n/0Sr1brt55qmOX07DO/eRXb9oINl3XjhdfNxrv//b+Y4b8QbxVu/HqnYOsfmSpxa73NyfciVjosbXGtedwyZ5ZrD8bkix+ZKVOwbBc5dES9M0qk4sTtQoKvCZTWORA9ZkmW8f3+dparNS1d6tx2AmC0Jx9qFtiuGGNKMuq2hK9KNsVNESbwiSSiZgipnGCpc2nF5cKnCbMlke9inZIoY2q4wlAGyDAoySZrhRTGyJJFEKUNJdONJkiiYHwcxXpRybmvIicmSpa2rjKOUX3/mCo6hcmS2yLHZEvvqKRkZzaJBmmWc3hjyymofP0qYLZuUTBUJia2Bz2zJ5PWNIa+u9lEmMUJVlib/ZCqOxp6aTd+LuNB2+dK5No/vr7NYtVjreVzeGbPRDzg0U6A9DNjXdHAMjXPbI8ZhTGniDjNVhf0tcdxBEPO509tc6YjVz0ttlwcXK5za6PGhQ02OzpV46WqXU2sDdFWZRoGjJJ0IIRYFQ+Pi9oiFqjWJ3Wqc2RwRJilRkuGGYuzh1bU+7z9QR5Hh/LZLkmQkGaiyeN7STIwDlC3hYkozpr1lykSIHEcpvXHAs5c6fPlCB4AoTlnv+2yPAqq2TqtkTLrdRM9gbyJUDIMYGbiwNWL/jMNXV3pIkkQQp+y4IR1XdO75YULF0SlbKpsDibmKRc8LOb0hnLG7C7BZBooESQZhnHGp7dIeBZxeH/Lo/hoLZYu9DYeKrSGR8fLqgGcvdvjIkSYP76myUDEJkwxJEl10hqLgx2J9dq3nY+oKizWbVlHnxPwCh1oFrnbHuEHCzkgsp3pxwpOHG5iazOWOi64oFE2VKM1oDwOiJMPQFAqmStHQOD5X4vhckUwCU1NoDwMkSaJkadPuxtJkPMLUZCqWxr6GQ9nWb3C13mlgRVMkNgchSGLoomio3LdYJp7Y3TRFxp0I8deTZdB1Q+oF4a7r+xFHZoscmS1MItjZNNp6aKYIGVzeGbO/6ZCkGa9PHHW7x9BvGvd5J3R+9cYhL1/t37HfLEoy2qOQHTdkZxTywFL5lp/LOTk5OTk5OTk5Oe9UcgFuwsWLF/nEJz5Bt9tFURR+8zd/kyeffPKOn18sXlune6M4qOu607dvjpnefJy7CXB3O867kd6koH2174vFyLI1HVBQZBlDE/9Wej5ZJt32Yk+MD+jsbTjIksTGwJ9+vRclFA2VhSWL+Ymb5vnLHUb+7cvdC6aCF4ookanKZGkmlj9NDVmWSNMMTZWmgwFRmiGlGaokoWtC4UnSDF2ViJOUsqUSxcIp9dragHEYo8gSuqIgyaDIErIkRgAUWcINE1RZwtQUFEUiDVPObolzs2wJYWx7GHJhe0TN0RmHCTVHYxwmzJZMBn7E505v4wYJmiKWKlUlpGxpdMchhYlQ9nuvbqApMkVLhUy43rJMiDTzZZPeOOLU+oDuOCID/uT1Lb7r0SVmSiZrPR95ImZ95WKHL51v8+HDLVpFg1PrPjVHx9FV+l7IH7y2weUdl/ftb/DQcpWBFxHEKRe2Xe5bKLOnZvP/+/Jlji8UOT5X4tE9VSq2ThCn3L9YRkY4GM9vj5AlicWqTZKK5ddRGHN2c8jAj3EMBVWWCOOUnVFIEKfTXrtdsoypoNAe+SxWLUxNEUMLYUycZNNIZJxm/LPfH94g0iYZbA0DDFWm64ZUHQ1TFf19NUfn9Y2UURAjS+KcPLM94shckVbJYKPvoysSIB7rzlh0wy1VRdxTxNUUnrt07efQrqsvzTJURSK9bnRDxKFjuq9t8I3HZvnI0QZSBkGccWF7hBem/Mnr2zy4LESpi22XkqnR9yPWez4X2yNURUaf9P3VWjr7Gg4LFZuzWwMu7XiMghg/FGuirZKFFybsaxQ4PFtie+Cz1vdIMmgWDcqWjq5J7Ks57GsW2Fu3cUyFsxsuT51rszUQj5uuKiiT56nrhpzZFJHp+xcq7G2IeP7NrtabB1Z2u/skCRoFHVNVuH+hTKNgsDlxvMkShHdYWPYiMYIhSxIX2y5JChVbw9Ku3bb2NGqs4UUpmRtxaKZIo2hwZWfM9shn6MfUHSHAvVM6v4Z+xMtX+/e08JllTD/voT2Vr9v7nJOTk5OTk5OTk/NmyAU4YG1tjY9//OOsra0hSRK/8iu/wrd+67fe9Wuud5S90cLo9fHPm8cQbj5Oo9F4w+NIkvSOdLS9GW6+2Lt5QOF67nSxN/Qjvnq1z1rfo2RpPLhU4UgkRg+USY+cH8V4UcK5rRGX2i5umCBJEmIDUiDJoCsyBUMlQ8JQFXRVuKPGgRDNlmsWOyOxnNkdR4wmYgCI51ORJQqGIlYt6w4FQ7h9Oq5wV4ZJiixJQuiJxYJn3THQJiJOlqUTB47oE7M0EctTJyLde5Yq9MYRX13p0ywaxBNHjqqAH6Y8vr/GM5c6nF4fUrJUsf5qa3hhQs3ROdhyKJgqr68P2RoEZCAK91UZSxP9WaYmnHmn1od0ruveCpOMs9suTx5soCkSB5oFOm7Iua0RigxfOtfmrz6ySKNo0h6FVG2NrVHA+faILIUvndvmQ4eafOhQky+ebZNmGSs9j+OzJY7NFbna8dhbL2BoCkGU4MUpYSweLwBNUSibGqaqkGQpKTDyE/q+ELySNEORJXY1lzgVowd3IohFZ56mCDF1FMQEsegHTG+v20yOm6GmGY6h4gYJjYJwHJIJ9+TIFwKaLEv0xxFBlDJTMum4Iaq82/uXEKUZj7ZqALRHAfWCTr2gT7+3oQpB1gsTbF2dPA433jAJ8MIES5epWjoX2iNUWeLEfInXVoeMo5hTa0MOtArMVyw2+j79ccjmwEeSJLIsw9AkPniowX0LZVQJTq0PuLwzZn3gT7+dIkvMlAzObru0hwHfcKzF7EKZVsnEDcWYxW6c9tBMEVtXGfkRL17usdLzaBRMSqZ2wzqxIstUHJ2iqaIrClvDgJev9qev7dutTF7/82Fj4FEwNGQJjs4WOTRToOuG08cvzZgKnjeTpBBEqThfJga53jiix40Rc1WRp8fz45TNgT/9GeNHoktvN3L7Tun8urIzZrX/5qoRVvsejY7O8fnyn9GtysnJycnJycnJyfnLw9f3b/xvA+12m2/8xm/kwoULAPzcz/0c3/3d3/2GX3f8+PHp26+//vpdP/f6jx87duyux3nPe97zhsdZWlq6YZDh3cjbcbG3e4wsu3YRbesKlqZQslS8MOHU+oAoSel7MRkSBUNFVYTAkaUZkiyhKRPRTRFxtoKhTpxpEKXCqbdUE+6rP73am0bdRExQIkOIIXGS4oYxcyWTI7NF/sOzV8TowMRptDMSzrRm0ZgWmYdxMr3Qr9o6ZUuj44Z0XRiHMUs1myhJUWU4uzXEMRQ2BgEbfU+U3lsah1oFTE1hpTNGliV644g4yajYOgVTZeCFLFWbeGHCa2sDDE3Gi1K8KMWP0kl/l86BlsP2KJwU7F9DluDMxoCPHG6yv1HgSmfMRt+j5uhIErSHAee2RixULE6tD9geBfTGEQ3HmKzUZjx1ts23PbzAvqZYYd0ZhrwYdPir711k6Ce8ttbn5ZUekDFftvnKhR1MVWFvw+ZA06Fi6by82mO+YmHrCr1xhK4IV2IYpxia6EsL4pQkybA08VwOg3h6P3YlLAkm4xoKiZ/RG0f4cXrXRV55ooGlWUZGRhAlGIqMJEmc3x5RcTQOtgpcbLukGYRpSpikaLIkOgklsTBraQpP7qvSKJg8c2GHPTUbN0hYqFg4ujK9jX4kzouJBnmD/CYh3m/pCvMVi0EQUbV1Xl3tM1+xGfqisyxOAvw4oVkwODxToO7U6fshm/0AVZHY3yxQczReutxFlmUhEssS9qRjTQIeXCpjqLJYBFZkxmEyHUawNAVZV2gWDA40C1MB6vJNr+27ieu3e21fvzJ5se2y0vUY+DFpmiLLMjIZJ+aLzFdsHEOhMwrx42tx0yhJcQwVU5NviaECJGmKLMl3vC2WpuDoCsF1x0xv+hmzr2FzdO6dIzqNg5jV3p1XZ+9ElsFK12Nvw/m6FyBzcnJycnJycnJy3oh39W+8/X6fT37yk5w8eRKAn/qpn+If/sN/eE9fu2/fPubn51lbW+Pzn//8XT/3C1/4AgALCwvs3bv3ho998IMfnL79+c9/nu/6ru+67TE2NjY4c+YMAE888cQ93cZ3Km/HxR4Ztz2GiB0mRIlYFx0FMUma0SoaFAyVjhsSJglFQ0ORxUW4Ik8uug2VVkmnVtBxfbEcuVu2f35rBJLE/QsV2qOA7WFAMBkdEC4gmSMzoqtuozfmK+cHHJktIcsSYZLg6CqRmbK/VUBCOJ/Obo0mgwxiIGB/y2EUxJiawv6Gw9mtjJqtEycpkiQTxqnoZtt2RUx14pKyNAU/Shn6CfKkdyvNMjYGPo6vUHUM0ixlHIrvK8sS1kScyBCuoIKhYGkqr/YGNzyekwFPhn5MECXMlU2udMbMlEyiJCVOhSB0aTJAsVyzefZih+44ZH+jwNFZadqNNvAiDrYKxElGs6CzUHN4dW3A+U0XTZVYqFg0CgZFU+XEXIm+H4vxiqs99tUd5somO6OAubIp3GuqjBuImKkfJZiaQquoE8bifh2fL/HMxQ43e6E0RUJVhHB6qT2+QWi5HgnRJ+YY4rFO04wwEe48CQlDE4uiPS9iGEQs1xweXNTYHPpsDgIUSSJMM+I0o2SKVdpDrQKaInN6czg990ZBRMFQ+fT9s/y3r64RxNcEXkm6Fp3dvR+yBJoq8ckTs8jAZj/gxFyZgqHRGwccmSnRKJhc2B6x0fcY+THrk/6/Ay2H/S1H3LY44Xde2sbUFBarFmEgHJgVR0ORJA7NFliq2by82qPjRuxvOPhRwkrPo2ioGJrCQtni4EyBwsSV+nYKOYYq0yoaqLLEMEimK5OSBJosYWryLc8tiJ8BZUtjtmRyaWd8y8cVWQind0Issiq3XWDdPf4dTpmvW7ZHwR1Xnt+IvhexPQzYU39X/zqSk5OTk5OTk5PzLuBd+xvveDzmm77pm3jxxRcB+PEf/3F+9Ed/9J6/XpIkvvVbv5V/82/+Da+//jpf+cpXePzxx2/5vK985StT59q3fuu33nLhdvjwYY4dO8apU6f4j//xP/IzP/Mz2PatC3i/+qu/On37M5/5zD3fzncib8fFnjJZOL0TN1+ED/wYayI0xGmGqSnoijTtmtuNwxVNnQPNApfaLpoioUgyUZJxcn0w6evSaRQN9jZEf5ckQZpmpMD+hsPIj/hvX11nHCZ87FiLqq2z1vdoFHX2NR1Wux7nt8XKZdXWKJkakgS2LhxCl3dcwiRjsWrxyJ4qmiJWSrNMROFWuh7GpB8sTjPSTDi3okSseVq66L7LMiHUdMcpBVObikz1gs5K18PUxIJlnKbESUbZ1omSlN4kMrs7AoAkBLpqQUNTxCLsas+jPQyEa2zyeLdHAe8/UMfSFR7eU2EcJli6SpyI26fKEjNlk4eXq1zecel7EV84s82fnN4inVgA58omB5oFHt9f59h8mecvdej7MWkKJ9cH7G8WsHSFoRfhmBp1R8cNhNMqzSCIEt6zVGEUxFxqj3l4ucoLl7tkWTZ1GSoylC2V7jji8k5/6ma8mf0Nh288PsNvPnsFNxTnjq7IWLIyjR+LGGPGOIxRFZmzm0OKlkbNFufQ/YtlagWDQ80CqiLR92JeWR0w8ISLaldh88KYL55p8+i+Gp+6b47ffWVdLAGrEhLCdbfbLafIEoYq84kTsxxoOnzl/A5LNdG59ui+Gk+fazOOEsqWyvv21zA0GbLd/jmJgq5SMBVWuz4vr/YBqDn6tO/O0kScdK5sIknw3KUuK12PJBEjIee2XHpeiF6zOdAs3DKO8na8tit2ylevXBsC2HW1yrqIhW8NfV5d7ZNl10dQoxtccF6UsFy3udIZ3xArVmQwNHnqcE1uEtJkSfTQedHteyJBCLhF8531n96BH992mOZeiJKMoR+/8Sfm5OTk5OTk5OTkfJ3zzroKuEfCMOQzn/kMTz31FAA/+IM/yE/8xE+86eP80A/9EL/wC79AkiR8//d/P1/4whduWCf1PI/v//7vB0BVVX7oh37otsf5R//oH/HZz36WTqfDj/zIj/DzP//zN3z8/Pnz/N//9/8NwMGDB9/1AtzbcbGnq/IbHuPmi/DdUn5dlWgWDFqlWwczhn7EwabDOIjYGgQ0CjqDiaCgTISwNM1Ikoxd+SnLMixVYU/NZr3vC4HFEAMMsgzdcSTWXtcGtIcBMyWTmaKBrooVUk1R0BQh5jQKBut9DzeIcMOYIzNFVFmsaHZcITxGSUqWZsiShK4q0zVIx1AJ4xQ/TFAVmZgMU1UYhzFhJGKazYLBStfDCxPqBZ2iYaDIErMlYxp33K3PSifDBWIgwwRJYhiEonTe1jDjhN5YXHj7cUoQpcxXTKI4Y8eN+ONT6wz8CFWRaBUNPnFihi+d3SZOhdPqy+fbhFFKmmXoqszmMCDLIIgTTsyXKZgqbhjTHofIksRa3+Nwq4gbplQdMcrQcUUfn4ToXpuvWLy+MWClq/Lp++f42JEWXzy3TTJdyJTo+wnbI5fbYagyf+U9C/hhxL6GzfGFMs9d7DDyY5IMioaKpakT4VPEWFVZYuhFYqV2Ml6wWLVwg5gL2yPCOGUURHTH0eR2wkp3zKGZIlma4YUp4yjht19c4ZvfM8/3fGg/J9cGnNsaMQyiiWMro+ZonJgvc2y2iKbK/LevrlO1hYCbZhn7mwX643jaiajLEn6cTgTDjEldHUGcoakyx2dLvH9/DV1V6HsRqiLj6MLtd2HbZa0vVmsPNYvsazocbInuP0srYWoKozDm1PqA+5Vr4yhfy2s7jJNpR9xMyeTsZsKpjSFFQ0VXlamrdRcJIRSOgoRT68JJeGimyObAn4ptAy9ipmRydLbIqfXhVCi2NLHgSnbtGNcf9+hskaqtTwcdbkfZEuvG7yTim5XIP+evz8nJycnJycnJyfl64F0pwP31v/7X+YM/+AMAPvaxj/HZz36WV1999Y6fr+s6hw8fvuX9hw8f5od/+If5qZ/6KZ5//nmeeOIJfvRHf5QDBw5w/vx5/tk/+2e89NJLAPzwD/8whw4duu3x/9bf+lv8yq/8Ck899RT/+l//azY2Nvje7/1eqtUqzz77LP/kn/wTBoMBsizzr/7Vv0JV35VP25S342LvbiX7u9zpIjyMM4L4RoeLHyV03BDXj/jAoToP76nx7IUd+l6MG05ioc0CTBw4J4fDSTRUOGm+4egMgyAGCT51/yyfP9MmijMcXeXITIE0gz86tcl9iyXSFLaHAVc6HooMSBJdN6BgqCzXHZaqNoamsNH3WKpaNEsiejmexPDSVCy2WpqKLIMbRNh1G0uXCeOEoqUSJRnBRNzygoTOOBSdX7bOo3tr+FEiRMw4A4SY5+gq9y+U2RyKiC1ZhqFKHJ4p0CgYaIrEOIip2Do1RwheYZSyNQzwooS5isXmwOdXn75Iq2RScTS6XkiWwGP7alzYHnOl4/LBg03ObQ+oThZPkzRDliX8MCFMMl7fGNEsmuxrOESxuL9JmuGHKTtuyIn5Et1xxGzZ5FLbRZZFX94HDjRIs4yT60NkCY7Nl3l8f404S3nqbBtZliaOQghvkyHcU7P5q48ssjMK+N+nOuxtFHhkucqLlzoEk08fBjFFQ6XmaJORBIVGwSCYjDqAEMPqBYOnzu3w6lofVZGQkKajD5IE9YLB0sSNmaQZjqkw9GV+6UsXeXRPlffuqfGBg3UGnnB2abLoLwzilJPrA1660mO+bFJ1RG+go6uYusqDS2WKlsrFtsuZnTEbA/+GHjRTk5ktmcxXTZbqFgVDoT+OKVvaZGE14vWN4TR+KUtw30KJY3NlxmGMoYputN2Pd92ILLs2jvJmXtu7r7neOMSLEgxVYXPgc6UzZq3nYWnK5FzTMbVrHXK6Kt7vhsIh9/rGkEbRoGRp9Ca3K82g64YcmhFr069viNd/1dHRFXGs649xp0GHm5EkWKxa77i+M1W5cyfen8fX5+Tk5OTk5OTk5Hw98M66CrhHfvu3f3v69h//8R/zwAMP3PXz9+zZw6VLl277sX/6T/8pW1tb/Mqv/AovvfTSbTvcPvvZz97VYacoCr/zO7/Dpz/9aZ577jl+67d+i9/6rd+64XMMw+Dnf/7n+dSnPnXX2/pu4O242JPvQYC73UX4tSjitdswDmNWux4DP+LITBFLUylUNOQDdZ69uEPBUJmv2Kx2x1xsu1MhT1NkbE3hkb1VSpbKbzxzmSSD9+2t8X8+MMe5LZfVvsf9C2X6XsTfeGwPXzy7zWrPQ5EliqZCkkKUppRMDVtX6YxC1nveJAI5i2OoaLKEY6hCPJgsZPpxysiPGYcxQy9msWpTdwxWOiJeqioSlq6SZRmSLGKjDyxWODpf4tzWiNWex6srfbw4RVcktkcBjYLBwIuYL5vMl02udj1myyaqLKEoEqtdj6fPd7jSGSNLwkHUKBrMVywONB1UGZ69uEMmSWwOfRYrIso4V7aQJIkvnNnmvXuraIrEcxc7OLrKfEWsy47DmIzdTrSEL57d5hMnZnlgqcKLl7v4E2df3wvRVZmiIYMkc2SuyOmNIU8eatIoGPz+q+uosoSpKfzRqU2+4ViL9++vs1CxuLzjMg4ToiTjqyv96fNfczTev6/OiYUy7VHI7766ThAnPHNph295cIEnDjb4kzPb016zOE3FgEMqFmJbJYNRINZ2B+OIJw42kSWJizsucZKJ0Qcyum5MlKQs12waRZ25ikV7FAoBTlcpW6JH7czmkI1+wEzJoGAoYjk3yWiPAs5tuygS7Gs4lG2NmaLBQtXGnAhCGbAzCrm8405Xe68nSlLao4CMjJKpsVC1cYOUrhcQJRlrPY+eF2FpCjMlg+W6TdXWWe95N0Q8r+f6AYV7fW3vvuZ6XjR9XDVFmoyZZCSpOA/c0MMNYhZuEr1qjo4bxHTHEWkmBlkeXKrcsGbqxyldN+LQTJFG0aDrinPn+mPESYqpKdP72XXDO95PgIWyxVLt1oqBr3dKpoqmSF+TM/mdGMnNycnJycnJycnJuR35b71vEVmW+eVf/mW+/du/nV/4hV/gueeeo91u02g0ePTRR/m7f/fv3pNo1mg0ePrpp/nFX/xFfv3Xf51Tp07hui7z8/N8wzd8Az/4gz/IiRMn/hzu0V9+3o6LPWWyXvpGx7j5IvzKzpjtkS+6sRAunPYwoGxp3L9YpmrrbA0CAA42C6iKTL1gcmZTuII0RfRHlS2VfU2HA40CXpTwR6e22HFDDFXm3NaIWkHnYMuZlstvD31KlkbV1jm1PiBMMjRFwpqMKezenihJkSWJii3EtsudMWVTo2RplEwVPxIC0tCLGQURuiocXRfaLvsbDq+t9hkFMWQZBVPFMURXmqkqJBnMFA1+/ZnL2IZKs2Qw8mPiNGPgx1QsjWEgIozH5kq8b1+N1Z7H5R2XIzNFTq4PUWTR5xalGeMoYa3nMQ5jHlgsTzrlMgzl2n2p2jpHZ4qcb4+wdYWao+PHqRCUJoKILIk12aKpYukiRptk8PylLt9wtMknT8zywuUup9bFQEScpKiSwjiM+MiRFp84NsvWyOfllT4zZYuKkxDECWGc8MKlDo8faLCv7vCexTJxBq+vD0jSjK1hwCeOzzBfEVHkyzsuf/z6FtujkKKhcm7L5dzmkMf310mBp862UWQJVRYiaJAkjHxoFk3GQcLrmwOePNxkuebw3KUOYZwQpylJKp7fqqMjSxJ+lLC37rC/6bA1CFjpjDk6W+R/dz2OzpVI02z6uPd9Ec0EMFWZxapFo6AjIbHa8/hr712iYgvhbuhHvHy1z9YwYKZkUbX1abQzSdNb+g47boSt+TywWGYYxHTcEFtX2NtwcHQFU1PwooShH2FoCtakgy1K0mmcG64NKOxrOPf02vajhNWud8PIga5KKBNR/fr+tSxj+nlLNXvqhDM1hYWqqAvoeRGbgwA/Eo7E62+bH6dsDX0ONgs8eaiBGyYM/Xg66LAr+q0P/BsirDcjSUJ8e2CpTHEyOPFOolkwKFvaZLX4zfFOjOTm5OTk5OTk5OTk3I53pQCXvdmJvXvg05/+NJ/+9Kff0jFUVeXv//2/z9//+3//bbpV70zejos9CVioWGwNgxsuuG+HH6dsDoQA9uBSBQko2xoSovh9rmJiqkJsuP4ivDsOmS0ZeGFMFKfsrTuEk1EBXZUYejFnt0ec2RjiBglVW6dgqOiqzJnNEY8sVyZ9UxmrPZ/fePYqHzjY4JP3zXFhe8SFbZeRH1O0xBiDJkvUCzpzZYsky/jlL17gY8dmpoX49y9W+O0XV9gc+BQMlYKhok6GIta6PstVm8f21fjC2W0yxHKppsgsVCz2NGy+dHab+bLJRw63+J+vrmGoohNOUWT8MMbSFRYqFus9ie1hiCJJFHSF9+6pAfDKap9GQadoanTHIaoslkQdQ0WRJF7fGHLfQpkrHeEmzMjY27CxDYUzmyNsXUVXZJLJgME4TOh7EZau0h6F1As6YZTgBgmKLHF+e8Raz+Ob7p/l8EyBPXWbsqWxr1EgTTPObQ+J4oSH9pUpdRS8MEFmxFrfY3MQ0CwY2LpKGCfsazrUHZ1zWyOOzZW5f6FEwdRwg4StYcCzF3e4vCO6AjVFxIrDOOW/v7zOZx5a4IMHGyxVLc5vu2wOPOLJGqqhKJiqzH2LJT56tEnXjXj+Uoe1noetC0ExnfT1KZJY7nx4uc5s2cTRVfY1VDIyHlmuYmkKn3t9iwSo2BqtoknfC4mSDEWW0BWJOMnYGYX0xyF/433LnJgvTUWpKztjVvve9LzXVYW6qnA3VicDIcfny2iKRHsUEMaZ6BlEuBx9wA1iMQyhCDdm2dKE488TDrS+F7E1DO7ptd1xQ3o3DTUoskzV1ojTbBojvZ6eF1EYh8yVr3V02rrKUs2mMA7putdirLt9cZoiUbY0FqvCtVY0NRq3uT1DXwjZK5JH34tuEA9vd4x3IrahslCx2HHDN7Vg+06N5Obk5OTk5OTk5OTcjvy33pyvO77Wi70oSShZKqs9j5EfCwFEk28RA25HmkFvHNGXIh5ZrnB4toQXxrx0pUcwjui6t7voj3EMlS+cbXNqbUjFUilMyu2DSSQQYLZs4UUJaZIyDmMUWWIUJqz2PD5wsE7PjbjcdtkcBPzPl9c52CpwbLbIR4800RQZCSGWREnCua0RpzcHnNkU5f1nN4c8urc6WWhVOT5fpjMO8SMRnXN0lShJ8eOYz53e4iNHWnzoUJOnz7WJs4x6QWdP3cGPUj53eoulqs0ThxrAPF8616bvRSSTUYQgzigYCo4hSvlPb4R89wf2YGkqv/HsFaIkxQ3Ec+CGkXC7qTKP7qkRJgm/96cbfOzYDIdnCnzlQoe+F0MmxJskEz1n4yihaGlTB+NgIkBaulhl7YxD4lR09EVJRpTEnN0aMfBiLF3m0X01bF0hihOevdhhtefzm8+s8Nfft8R791Q5vTnktfUhWQamFvN/PbGXubKFGyb8wclNvDChO44oWSon5kv8wWsbNIvmxGkVTqK+GqosEycpQZLy/KUO79tfZ6Yseum8KGFrEFC2NeqOQdlS8aN0MpyR4hjix3KYpCRJih+nFAyVuYrJwWaBkqWKDkMJapZGx9K52h3zwGKFgRfxR6e2GIfCwSchkU5WXIMoYRQkFAyF/8f79/KJ4y0UWZ6OP6z2vDf1eoJr7rW9DYcdN2J7GGKqwq3XHYec2RjesUduuW4zUzKnsc2hH7On7tz1tR3GCb3xrR9TJFio2pzfuv04RjaJk9cL1zrcxG1RmCtb1B2dhmMwXzUZ+WKVtmiqNIvGG4pDRVPj+HyZvXWH7VFwg0PuXo/xTmC5brMzClnpeW/8yRPeqZHcnJycnJycnJycnNvxzr8qyHlH8mYu9nbL2lslgzDOeOFSlzQT798a+NMOp+vFgDuxULaYqwgXzdYwYLXn3TUu5wYJYZyyOfTZGFx7v60rVG2NJM3QFZksy9gYBBRMlSRNWe/7NB2dIBKLk+MwZrlmoSkyc2WTWkGsj+6KU6qcIEkShqagKjLWJM55bntElGQ0iwpPnR8zUzJ44kCDFy53CeMUTxb3NcuEs+hPTm/xwUMN/spDCwSJKMs3NYWNvi9WIzeGVG2Nx/bXOThT4NT6gNc3hvS9iJ4boikG+5sOpqZQdXRKps5az2Nj4CNLorurbGvUHJ3tYciHD7dYbtj8lxdX6XoRZzaHHJkp8tragKEfI0sS4zCdrIcq9McRe+sORUMVwwpRQppltIqGGIwIEzRFxr/uOYlTqDoapqpwZWfMTNFEkSU2BwFzZZOHlyv8t5fXeWW1P107BWiPQv7ff3iW/c0CJ+ZKhHHK/z61ydYw4P376+iqTG8cc3qjzWP7anz06AyX2yO6XkQQJSRZRn8cEU6GDx5ZrqIaMlkWs7fusFAV/XgvXO5RsjTObAxZ63ssVEwOthwUWcYLxXEcXTgsz24NmSmZnJgv8fzFLo/tq3Gp7XJuy+XwrMOn75/j6FyZr17t8tylzlQgTTJoFXU+frzGI3uqHGo5eGHMQlWIH9ujgL53q4h8L/S9iO1hgEQ2Ed80zm4Ob+hMvB4/Srm0M+bKJDorhgui6QDD3V7bw0lX3vVIwMFWgWbB4OlzOzd8LE7TqRg79IXbsmRpOLoiFoAn6KoyiX0Xv6bHAMQfBvYY797/pBZNjQeWyoBwRt5NzH2nR3JzcnJycnJycnJybse792oh5+uae73YG4cx6z2PmbLJUtWiPQymooA5GQFY7Xo8da7NkZlrYsDNItztLhgHfnxX8U1TZDaHPkVTxF63B8F0gGEcJmiqRJqCGybUHJ16UUeTZUaBcODomsLW0MfRVfp+TMnUeHRvDaSMc5tDTq0P6YwDHF0jTBIsTeH4fIljcyWOzZZ4+vwOfT8izcSiqa5KfPlch8cP1FioWJzdGrHS8UgREUVFkQmTlLWex2N769QLOn0vYrlm03FD3revxs4oYBjEnN8aUTI1Hlgsc3S2yDhMSFIwVYlWycQNE67sjHn63Db7mwVmSiabAx+QCKOE9yxVWaxa6LLEqysDrnTGZBmTiGeRxarF6kSAqTs6siQWNr0wwQtjlus2o7UBtq5QNFQUWeb89ggQQwIZYpnS1BTKpkq9YDAOE7woZuBHSMDDe6okacZ/eWmNYRDf9jk8szlia+Bzan3Act3iAwcaPH2+TZRmuH6CLEsULY3ffW2DAw2Hh5YqOKaGGwgXlBelmJN+vqfP73B6c8gDi2VmiiYVW8UNEp6+sEN7GPDxYzM4psLZzRFDXyzwBknGcCKiFS2NE5Oo5+++ssGeug1kLFRtypZOmCb8+69c4dE9Vb7lPfN88FCD7kQA1FWZuqOJ5yaI2R4FnJi/93P5bghxSyycVh2ds5Nz842OlmZwan0IwKGZItqk++9ur20/Srl+F2J3ffRgq0AQp6iKRJyKCKwbxnhhImLfk6+pOiGjIEaCGxZS8yGAt4eKrfPQngqNjs5K990byc3JycnJycnJycm5HfkVR87XLW90sZemYkHyxEL5jguFuz1Q3XHI1c4YWZI40CpMu9zudsEYJ3d2yoEQB4Z+TJplHGoVyLKM9uhafG73f8M4peOGNAsGuiozDmIOtwooEnTGIaaqsLfmcKBVYGPg8+zFHUZBQpykaJMRBd9P8cKEFy/3eOlKj/cfqPOxYy0ut100RabvRTi6yvH5En90couFqsXehsOx2SKyJJFkGfFEmRwHMZ8/s83FHZfvft8e+p4QcWqOPn37xStd2q64bQcaNs2S6JnbHqWs9X0ubrs4pkrR0lis2XzbQwtc7Y5xdBVDlVEUCQnYGony+121xg1ivCjF0RX2Nxz2NR0aRX26Plq1NU5tDNlTdzi9MaSgqxRMjTBOKFsqSQqyDKaqoKkSJVOjVtDxwhjXT9jTsNkcBERxypXOmNfWBrc+cZPnrlkw2Ft3kGXhdvyT17f50KEmTx5ucnKtj65K7Lg+rYLFclW4tp46vyO+p6OhKTJrPY/uRDiM05TFik2aZry80uPB5QrDIKbrhgRxyudPbzNXNTnYKuDoKpauTF1pmiIxChJeXx9yemtIlmVikCJK6Y1DTm8MaY9C0iwjyTK+cK7Ntzw4z6FWAUWShHMsjLnUHrNYtTjYKr6pc/mNiJOUmZLBa2vCEXmvUl6GWBdulUyOzF5zn93ptZ2m4nbevLK6NQioOjqzJZMzW0N6bsT4uvNqlyTNyDIhel+/kLpcs/MhgLeJPJKbk5OTk5OTk5OTc3vy34Jzvq6528WeHyWMgphxmNx1ofD6Hih30sH20FKFKM3uesGoThw7dyLNwFBltgY+rZLBoVYRS/UYBCEjP0GSuE6ME8KJLMOR2SI1R2dzEFA0NDRF4skjTV683OVPTm8RJ7seL1AkiTTNptHJjIwwzvijU5t88wPzfOLEDM2iThSlIn5ZNnlgscwzFzu8vjFkoWqyr1HA0mTCOONie8SFtoskSTy+r45tKFzYdul6IQoSi1WLjYHPxrZPbyycWX6cUO0HZGTESUrJ0jmzNaRoacyXLbwwJiNDlsCPE7ZHAdvDgO5YrGYeaBbY23CIkpQ0y6hZGkarSHsYsDnwsXWFR/fWeH1jSMlUSZKUiqXxvv01vnS2Tc3W0TWFZtEkngw0eFEqXE6WRn8c8eKVLt/56BItx+D/+8xlVroedzJ8GarMUtWiXjBY73scnilyxNHJsoxXV3ss1SxMTSFNM/bWCmwOfY7NFQnjlHNbI9qT++cYCjsTcW1fw6FoqqQpnN92OTpbRMrE85aR4RgiYnq1M2a95/HgUpWlqkWYJPhRRs8LubA5YhQmxHFKtSA61rwoYeTH09GChYo1FZu/utJjvmJhajKmptAsGm/qXA7jhGEQ40cpaZoiyzKmJlM01Bvim7tfryvKXV9nd3ud7D7P13O713azaEzE5Gsrq7vf04sS5qsWL1zq3nFYRZkMf8C1hVRZgvfuqeai0NvMuz2Sm5OTk5OTk5OTk3Mz+W/HOe8Ibr7Y88KYZy92WOv593wMXRW9UH6UsFS33/CCvGSqaIp0x+helKRUbR1DU9joBzSLBgdnHPqezmDSbxbGCRlgawqNoknJVIRgOAxwTGWyGqpycWfMyY0BWSbEugwhIGQIAWP3FshIzJYNGo7OKEiIkpQwzhj4MftbBcI44cHlCos1m4ttl3EQI0+EQFmGvQ2HvY0Cs2WDIEp54UqP5ZqFMolzrvd9Xlvr4+gqCxWx2KrIklhTlRWGSUiSikL9USDEocf21VjtemwMAiQJzm6OGAVi8CJKMnRVISMTMdAMwjTjYtslSlI2N3y2ByEPLVd4ba0vhK8s49mLOxybK/HBQ01eXe3jD3yaRRMvTLB1hd44JIyFUHdxx+WRPRUu74z5zWevMvBvHzdVJDA0EWltj0IWazatosmXL+zw6N4ah2eKeGFCRsa3vGcBP0o40Cryh69t8tragDTNWK7bGKqCG8TYusqRWbHWKktwoe3SH0cYmsKxuRJ+lFCxNJoFAy9OMdQUS1MpmioScGpjwMCLSdIUXZGZr1oEUUKcZIRJhhuIvjskEZGeLZm0SiJqK8syo0BEZI/Old/w3L/+XN7tTOxNBL7rzXGKLNxnt4tvDoOIIE5vEJbvBUkSr5W+F1Gx9Vs+fv1ru+7ovLzan45hXM/Ai7A0hUOzBV663LvFhacpMroiE6fX7pAEzJTN6fBFTk5OTk5OTk5OTk7OnxX5VUfOO5KtYcDWMPiavna3VH5P/e4vj2bBoGxpU/fRzYzDhLmyyYFmgRcud1nreZRMjZKlMVc20RQZN0xQJAldlXEMhTBKOb/tkmZwfK6EripIElzecTEUmZmSwfYoIEmyaZxOlsT3KxoKxxdKZBmM/IhT6wNkGT58qMnLq33ObQ6pFQwOz0gcnS1yYl50twVRhhclqIpEbTJWsNLz+NOrXbIspVkwCKIEPxLjEENfrGnOly10VWbox2RZzGzJJIhTSpY0WWUVbjRVlgiilDAW//peRJZlqIqErkh0RgEzZZO1no+piUEKVZaQJIWypWEbMgVT5b17apzZHIIkhKKzWyO+4WiLZtHglZUeYSwcdKMwQQIOzTgcnimwGFk8dW7njueDKksTkVEiSjNsXUFCoueGVGyd47MlXD9GNlUud8bEScrx2RKbfR/HUCk7Kq9vhhRNlc1+QEKKhIShisEIx1BY6XgUdJWKqfHQnipLNZu2G2AZKss1m8s7Y6olEz9KpmMLq11fCKhJgqEqzJRMZkoG9YLK9jBgtmyiSCBLEgdbBWxdmUZ1QYhLyT3a0XbP5SudMatdj54X3VZES1IYBbePb57fdikYKhVLu0UcuxsVS8PWVYZ3EEavp2xpSHBbh5sfJVxsu+ypOwB89eqNoxolS4iM41C8b7c/7lCrwGrXY6Fq5S64nJycnJycnJycnJw/M/KrjZx3JG9HqfwbYRsqCxWLHTe8o+PHixKOzBY5sz5kGMT0xhF9L+LYXAlDlQERidt1jamyjCxJOJrCkdkiGRk7bow7+dqipbFQtnBD4aAzVBnbECMDC1WLgRex2vWIUyGqbQ99xlFCs2Cw2h2z0fdIUtH3VjRV/uT0JlK22xEmhhqWaw6HZ4o8slwTAxYlE5B4ZbXHOIyp2qJ3TQKu7IzxooQ0Q7j9VGWyuqpzpeOxt26z3vPo+xEzJYP1vo8iS4RxRhBnKBLsjCOWGw6HWwWKpkrF1nEMX3R+ZRoX2mPOb7l86HCTA60Cz1zcwQ9TDs0UuNB2UWWJI7MlSpaKrsj0xhF76jaGKrPS9ei44W0XPiXE4uZC2aJkaRQMBUtXSFIRv0wzMDQJU7Wn50OUpmz2A1a6HlvDkOG2y/0LZWqOwan1AUGUEkUQpwl+mOAWYvbUHSQk2sOAQ7NFmkWDFy93xehFlLKvUWDoJ2yPfEZ+jKWr9LwIVZGQJOEwBCbRXZ+lmsNixeThPVVkSaJR0AnilIEfT89DSYKqoyPd4zlvGyJq/cyFnXsSz24X34yTFFNTWKiKleA7iXjTx18S4ttCVUR676WH7m6vuWEQ0x4FuEHCwZZDs2BwaWfM1Y44R2uOTpRkt/THdd2QJMvuSXTPycnJycnJycnJycn5WsmvNnLekbwdpfL3wnJdlO+vTBY7AWxdQVPkqTNtoWzx+ME6T59tM44SZksmmiLdVqCwbYnZksGx+TKNgsHQj9gc+IzDhFbR4HzbZalmcWS2hKZIhFGKosg0C7roG4tEt9woiGgWTYIooz8Rc+bKQujY6Ps8fb7N+/fXOTFX4Svnd7jSFbdfkmBzEPDqWp8PHWrw0FKFgy2HsqVxsT2iWTQI45T2KKDrRiSTOKwmS3S9kLpt4IYxjYLB9jDgYKvIhe0Rl3bGfOxok4qlEcQpK90xbpCgqzK2ptBzQw7PFHjv3hpXO2M0RWZr5HN2Y4gXJSiyxJfP7/AtD85Rc+boeRFjP+GZix3KpkbFVlEUiQ8fanGg6VB3DF5b6/P8pQ4AJ+ZLvHilN32cDzYLLFRMDE3GDRK2Bj6UDFRFYmMgnHK6IjMKIIwDDFWmVTI4PlemanmYmsJi1WLoq4yjmH0Nm5mSwZUdbyr4zJZMZssmpiZzdLZEZb9GnGS8cKlDmGY4hhBoj80VccOYyztiMGPghWSp+P6xlJJlGVEiRFNJgovtEY/sqbC/4TD0I7ZH4S2OsIqlUbX1N+wpvJ6CoTJTNum40T2NKNwc39z9XrvDJoVxSNe9c4y16uhUbRFjvf7r34jbvebg2kLqKIh5dXXAzGTY4chsAXMSLQ4T4XC8uT8OuCfRPScnJycn5+1mPFknH1zXY1wyVZoFAzuvSMjJycl5R5H/VM95RzEOYnpeSH8ccbXj3rU4/m7cqxhQNDUeWCoL0SuMMScdcm4QEyYZuiLipe/bV8PWZc5sDCia+iSGee04u6JE3dE5sVCm4eis9TyCKMUNEs5tjzgyU2CpbrM9CLi4PaI7FsuQy3WLKE54ZbUvBC1d5chMiYyM9kgsfqKKBcK1vseZrSFZBs9c3GF/s8B81WJzFCADkiQhSRAnGV84vc1cyeSxvTWWahaHWgVeWx3gRjFhLEYj0jRDV2XKtobrJ1hqjKEpVC2Nv/boEkmScbUjXHdrPTFWcLDl0CzqyJJMMunjkoGFik3d0fHDlM1BwFrXQ1dlTF2IJaYm0/MilqsOR2eLXO2Mma+YREnKTMmk6mhULJ1REPHFczvsa1g8cbDBet/HUGVWex5emPBdjy5zqOXw1PkOUZKgKSmViim634ZC/JJkCKJUiIuKRMnSsA2VsimccodnimQZrPTEfVvt+hiawv0LZR7bW0VWRPRWn4yB9McxQZxiazIfPdYiTMRgxb6GQ3vkU7N17l8s88UzbVIyDFUR7jVJ9PvJMiiT5+fxfXUkJNb7PgdaBXpndqbn0fWusqIp+uTuhXEQs9r1ONQqQCaWSe+WXr1dfPP6Hrnrh02GQUwQpSRpiiLLGJo4F3Xl2utxt0fuzbzmAFb73vR1lF7X7RanGas9j/W+xyN7KhxsFRh5MXKcEsTpbV1+b1W0z8nJycnJeTMM/YgrO2NWe9fWvnfRFImypbFQsViu2zcsl+fk5OTkfP2SC3A57wiu/yUmjEX3WHcc4UfpbYvj78abEQMAKrbOsbkSp9b7nFwfcqXj4gbXLuYdQ+bITImHlio8sFBhY+Cz0vUY+vFUlChaKosVi30Nh1bR5OTagHNbI4qmiqkJMSbJIAoSumPheArilChJsTWxtgkQxikSQqxSJJkMUFUZGVjv+3RGIa2iSXsUYKgql3Zc5iomL69I02EHAF2V2Ft3uNod88pan/sXyizXHY7NF/nCmTampmBpCslURczYvcemprC34XDffIkvnt+h74kl0HEYc6XrYSoyXpCQZAleFAMSh1sFxmHC/3p1nb31ArIEHz/WIojFX4ItXWGpYhGnGa+s9rncEW4xSxOC40rXY6Xn8V2PLrFcszkoyVRtjUOtIuv9gLNbQz55fIbFqk2rZGKoMo4hI6Gwp2ZTMFT8WEQo3TAhTkUPnaMrFC0NU5WxdHU6OnB0rkSrYLA1Wecch7EYaMjA0pXJOSi6yl5Z7eNH6dTxpanisbMdnZKl8vT5EZ87vc0jy1U+ff8sF3Zctgb+xDWmoCuJGGGoWOyt22TAl863UWSJfU2Hiq0x9KNbXGVlS6NZNO7pHN4eBWyPAhRJ4tBMkUbR4MrOmI2Bjx9dO5fvFt9s3aYTUVcV6vcgfL+Z2wriNffQngqNjs5KV1y4yPI10fzm27nS8fDjuwtsb8YtmJOTk5OT81bojUNevtq/4Q9J1xMlGe1RyI4bsjMKeWCpfNuhopycnJycry9yAS7n657b/RIzVzaZLZlc2hnftjj+bmXrb1YM6I1DTq4NWJ04rWbL1i2On5SM05sjDjYLvG9fjfsWEobXRQ2Kpujg2r1drZLBXMVko+fTKBjcv1Dh8o7LxR1RdF+yNMq2jqXJzJQszmwOKFsaGeAGCVc7HrWCznLFpmio7IxEb1nbDak6OgdtjTBOOb81Yk/dZq5ssjUMsDSZesGgWTDQVJn1fsDzl7ocbBYIIjEq8cn7ZlnreVzuuPTHMenECbdQs5ktGcyVTGqOzktXe+yp2/yNx/dwqS1GJFa7Ho/urdH3I85vjtjXLLC/6YAEL17q8J6lKs9e6vCnK31mSyYFQ0GW4b65Mn0v4n+/vokmC0HHTWI2BzE7bjiND/7Wi6v8v77pKF4kOvW2hwFlW+Mjh5tYuuini5MUx1AZBTFuGJOm0HFDdtyA3jgijEXsU5IkRoFMkKTUHQNLv/H8sPQbl3cBvCCeinKaLHGx3aVs6yxe5/gScVEhkl7tCNHYMVS+dLbNiYUy79v7/2/vzuPcKsu+gf9OTvZ9JrN11u4bLVhoEWihLAK2ggiILyAKKojKi+Djg8ILL1V5FBHcQBFBdqQsvuzYCigU6EJbKFCgK11nus0+2XNyzv3+kUlIZpJMZprMTDK/7+czH9KcJScnN1muc93XVQ5Zp0MgEkVUFZBlCTajHqqmYfshPza2dMFjN6HNF0aXX8HMcQ4c9IZTssokCagfRFOBeM1EBQIHe0JwWgw4qsGNaYoaC0j2jlNblumbTR7bgDUR0xnsscY5zAbMrHVhvMeGVl8YdWUWNHcEoesNnKY7zkwGG3QnIiLKRd/ppYbe6aXbDvlwsGfgZmHxbHsAmNPkZiYcEVGR4y8OKmrekIIP93b3qwcVVFQ0eqzY0xFI/PiOF44HgIZya9pMuMEGA/o+fraMH1UDthz0wR9WcXSTO9Gtsa9AOIoD3SFMqXKgwm6Cy6xHfZkFK7a2QtWA7mAUgbCKcrsBbqcJqogV4Fe12NS/WCdRoMuv4NimcliNMjZ7w2j3h2ExyND3Nm/Q9XZftZv0mNNYhgM9QRjlWGMIf+8XRk0DthzswYHuEBxmA3a2+aGK2Dka57IgElUh6SSUWw3QSRL2dQWxYW8XdrT54bYYMKnChiNqXVh0RDXKbCZ0BRWomsCUajsi0zXsaPUnsv0qHEYY9TpsOeBFRFGxtyMAo16HGeMc6PArONATgtkgQ1UBIQR6AlHs6441nIjb2NKN5za0oNxuhrM3q7Cp3IqG8v7TNyJRDWt2tqO547Ounya9DFOf1y8Y0dCixIK39eUW1Je5Mo4Pi+mzoNzudj+Meh08tvTBXKOsw0F/BHs7gqhzW1DjMqPdG8HLG3ug10lwWPQwyTIUTcAXVBBWNVTazTiywQ0IoKUrltU1zmVB3+SuOpcFDeXWtI+bTvL0S00AXQEFXVBgNcay9XRGGZrAgNM3M9Vny2awx9qXtfecVzlMkAB0+JWMx5nJYIPuRERE2WSaXuruvQD63u4OOC25zcwAYiUXKjqMmFnrKvShExFRATEAR0VtT3sALd39f+z3BBVUO82YXuPApv3elKLyXUEF9kAE41yWlG0iURUehwl6WYf398S6VA5UBDfT42cz0Jeo+HRAVRNwWgyocJgwvsKGiZU2eEOx7qeyToIQAr6wilA0VicOABRVg92kh8Uow63Xo6nCBgHAqNeh3GYEICGsqPB6FWha7P6wIqDTARFFwBdSEOxT0L8nqKIrqKDSqcPkKgeefb8Fb2wOo9pphsduxDiXGRFFw7rdHdjfFctC1AQQCKto84URFQIVDhP8ERWVDhPe3d0JXyiKmXUulFuNKLMZoJclyDodfOEogkpvN023BbVlFpj1Omxv9UHWSahzm7G3IzbdtG/jgbh1uzrxky9Oh0kvwWbS93ab7a/aaYZFL6MrMHDTAdEblJpSZUeVwzzA2r3nbaBOvBISU3gFYoHXeBdPfyQKXY/UGxCN1aQzSBLa/GGYjbpEAFAVAsmtTiUpFtA6ssE1qKvkmaZfxrP1ct0+U322dIZ6rJlYjHo4zQbsag8MSwYejV0smE5E2WSbXmoxyNh6wIuekApvOLeZGUBvJlxnEOMrbPy8IiIqYnwHp6IVCEfR0pX+R74mgE5/BFOq7QBSi8qL3mUeuxFGOdY0oSsQQYUjlm32UXN3ol5UtiK42R4/m7Ci4uN9PTDIsYBT3x9vnb5IovaWzR+GNxjrJHncRA9Wf9qOjkAEUVVDSNFQCfQG1mJULZbZZTXq8PmJHshS7ItgvNtnpE+qVCSqQRMCXX4F3cH0GUNybzvXcESFQafDtCoHDvWEcaAnhK5gBCa9Ds1dQexL6qSq630N7EYD6stsCESi2NsZxJQqB97Z0Y5WXwQvf7QfZ86swXETPJhd74bVICMc1bBgsifRCGJfdyiRCWc1yth8QEFLVyjtcUoScPLUSpx/dB1CigqdpIc3pKLV58O+rhBm16fWT2nzhTHObcaMcY6cmw6Mc5vR7g+jIodsqYGK+itRDTajjBqXGQd7QmjuDMCsl+G0GOC06HvPfaybrl6ngyTFMju3HfRinCuWMWc16KBEtcQ4rS+zpM32G0hyA4XB6jt9M119tnSFpYd6rNmMRAYejR0smE5EA8k0MwMArMbYd84DPbHvMbnMzEjWHVTQ6g2jycOfb0RExYrv4FS0Wn3hjEEjAAhFNXT6lbRF5YNKrAab2xLLJBtfYUOZ1Yg2bySlWHu2IrgDPX6/41FUdPgj6ApEIADYTfre5gQqDLIEs0GOBdOEQJs3jO5gFONcZihqGG9ta8WCyZU4psmNDXu70OlXENUEwooKoxybUhrVNBhlGS6rHsdN9GCc04wPmrsxqdIGo16GmibCZDfpYTHI8IejGY/bKOtgNxmgCg3v7ulAfZkV8ydVYM2OdjhMeuh1OrR6+9cxMeklnDajCh6bHm9ta8MRtU4oqoZI7zmVJOCVTw6i3R+BBKDRY0O51YCQosIXiQWa4gHCWJA0c6aax2bEnAYXjm4qx8f7vNjfHYLZoEON04xGjxVmvYxN+3owqz6WbRUIR7GnIwBfKDropgOKKtBQbh3wCvRARf17QlHUOM0w6yU0dwahabGMs0BEhVGvg82kh1GONdJQhQY1CuggwWYyoCsQwcRKGxrLrTAZZEyqsqfUEBysyjQNFHKVbvpm3/ps2eod5tNIZuBRaWPBdCLKRbaZEQZZB384mvI9A8g8M6MvRRWJmrdERFScGICjojXgFD/EgnCZispXOkywGfUIKuqAxdrTFcHN5fHjApEoWjo/qzUGAP6ICotBBqCiO6jgk309UFQN4z02TKy0Y9vB2LRLTcSe6783H8TnJ3hw0pRKHOwJYVd7AD0hBRajHuMrrAhGVDR5bJhSbYdR1uHdPV3oTV6D3aiH06JP1HWLq/dYoGha2sCLKgSimoY6txmVDiMO9MR+eB7sDmFipQ3VThO6gxEEwlois06SYkG9SVV2HN1YBrtZj5c/3A9fKIq5TWUQEFA1AZ0Uy5ALKioUVUOHP5b1d/wkD/Z2BmExyqhymHCwJ4RARGQMvBllCVOrHJhYZYU3FGtscMgbmzIZUjTsag9gT0cA02scmFJtx76uIKbVGBLBU0X9rOnArFonGj3W2OsaVWHQy3Ca9XCa9Yj0rqcJQM3xCvRAWWWBiAq7WQ+31QjR5xe9ommIahoiUanfdrIkQdbL8NiMaPTY8vIj32rSF6SBgtXUv1FFoY1kBh6VpmwZLX2xYDrR2DXQzAidBETSfCfoOzMjm4Gy64mIaHRjAI6KVt8vIVajDIOsSwR3FDWWXZapqLzNqEcoGsX+7oG7UMUl12/L9UtQSFHR0hnsVxQ+qmrQ9U5HiC836iXsbPPDapIxucqGNl8EelmCSR/LUvvPpkNo9FgxvcaB8RU2+CMqrAYd7KYKHOgJIRhRcagnjL2dfuigQ5nNCAHAbNChymFGS1cIWm+UUa+LBa/84Shqy8zQSRJCERUHvWGEoyqUqAYNwIxxLkgS0BOMwmUxYNMBLwJKFHVuK6bXOHsDQRaEo7GurwZZgl6W0BlQ8OL7+xCKajDqY51gdZKEiKrBatLDF4pCr9NB1QQkAF3BKKJRgcZyKz7e14NQVIU/kv4cyzoJ4z1WTKq0w6TX4WBPGOM9NgASuvqcZ00Am/Z7AcSCg0ElmhI8DURUNHcGY1N19ToY9TJknQRVU7C3XUU4qsFt/axQcq5XoAfKKrMaZXQHY1e8y6xGdPg/W08vSdDrMmfQOYx6NJRbEYiocOdp9mQpTd8cqQw8Kk2FqPVJRKVnoJkRmohdOEwnPjPDY8segBsou56IiEY3/gKhoqXvDbY5LQZYDLFAlj8cRUQVMMqxAvwuiwFBRUVPUIk1BugtKh+JqlCFgIT0X4QyiRfBnVBpy/lLUIc/gq40X8j0sg6aSF0eiQpYLBJ2twVQbjXCbtLDqJfgMOkhIBAIq9je6sOnrT7MGOeAw2yELAGzap0IKyrW7GiH22qADjq4bQbIEhBRNHSKCGrdZuxpN6IrEEG5zYhTpldhUoUNG/d1w2k2wKzXwe7Ro8ljxadtfuxtC6ChzILZdS40dwSx+YAX41xmWE16tHQGoGoayqwG6HQS/GEVArFAmgIJbT4Fm/d7EYio0OkkyLrYua+w6yDrJNiMMnSIZdlJkpToZLq7I4CJFTZ81NydaCzR17RqO2bXuxBSNPhCscYFEmIBufYMwS6BWB3AKqcZ4ytsieBp38zEvq+pKgBfWIU/klooOZfg60BZZQZZh4PdIcg6CSdM9uDtrW3oDimJphmylGZsSoDNIOO4yR6U20zo9EdQ684+ZSVXpTh9cyQy8Ki0DLXWJwumE409A82MUFQNNpMeZoOu3zRUVQPCSvbvFn1rrhIRUfHhuzgVLbdFj1q3BW2+MLYe8Par35VcA6zaaUan/7P6bmFVg0EnITjAl510uoMK2n2RnArXR6KxBg/pumDZjDK8IaXfckUVcFkN2N0ewNQaB4BYcd4tB7ywmSQYorFmCns6giizRhGMaDjYE8YxTW6cOLUSu1r9MOh1kBALcKlCoMuroMZpwux6JwIRFRMqbHBaDHho1S7s7QwCUiwjzqyXMbEy1nF1blMZKh1GVDtMWHnIB39Yxeb9PWjw2HD6zBqEFRXt/ghsJj22t3oRiGgIRKKIKLEMt3KbER67EQe6Q71ZYyo0IdBUbsUn+71wmmPdTy0GGS6rARUOI0xy7DVbfNQ4PL+hBd6kIJzTYsCXZtegsdyKjc3d2NfbjEEC8LkmFyxGGZ+2+jO+FpoAdrX5MafRDb2sS2QeekNR1Los8NiNiUBhVBPQ6yTUuExQNaDdF8HBnhBaOoNoKLfmHHzNllWmk4BQVGDLAR+mj7NjwdQKvLe7E0FFhdQn+CbpYrX4HCY9jm4qw4xxDnT6Iyiz5jf4xembRKkGW+szGQumE40tA12cC0RUuCwG1DjN2NUe6Ldc1bJvn67mKhERFRd+K6SiZdLL2NXux/t7utLWbktXA6zTryAU1WA36mHUy2j3D/6HlaIKdAUUTKywDVi43huOIqj0z+SqdppgNsjY3urrtzyoqHCa9fAGowAEIlGBJo8V2w/5AA2wGPQw6gU0IaCXdXD3TlfoCUcxb3wZptc4sKc9gG0HvbCa9FBUkZiSe0xTGWSdDs2dAfzrowPY39uJS5YkaJpAT1jBjlY/uoIKFs2qwaxaF/Z1hWAxyHBbDGgz6tFQZsWaHe14b08njLIOFx3biDq3FR80d6EnqMAXikL4wtjfHcK0GjsmVNqxrysAvQ5o9camiu5o88NiknFUnQtTqh3oDioIRFSomoBfieLoxjJMrrLh9uVbEY5qqHWbcez4clQ7zfCFojjU2/RB1kk4qsGFJo8N2w76Epl0mRzsCaPLF4HbboQvHEVUE5hd50RY1bCrzYfdHUF4Qwo0DdDpYllhTeUW1JdbUeVwYnurH4FINOcr0NmyyuJTUXzhKDbv92FKlQ1fmj0OB3vCaO4KoCcUhdAEJJ0Ep1mPJo8NE3qbhcSDyYWYisLpm0SfGUytz75YMJ1obMnlMzmoqGj0WLGnI9Dvu6ucpfTEQDVXiYioOPBdnIqSNxSb4nioJ5yxQH9ccg2wKdUOHPKGUO209E5HHZpobx2zgQrXhxQNfS+I6qRYZlRQUdMuF71TZR0WPcwGGV2BEMptRhzV4MKG3V0Q6C3EL0mQdRLKrEa4e6+odvqVREOBKdV26CQJ3UEFBlmHSocRkaiGvR0BeENRVDlNkHUSAooay5bTBEx6OZb15rSgJ6hg3a5ONHlssBhl1LktqHVb8NG+bmzY0wVNCHQHo9iwtxOTKx14e1sb9HKs7lz8S+XutgCEAKZWOyBBgjeooLbMgjNm1CCoRPHRvh54w1HsafcjqGiQdRIkSYLH3oU5DW5898SJsJn02N3uh16OTV/1RTWYZB0mVVox3mOFxShj20EffFk6ucYFFRVdIQVNlTa4LQaU2wxo7gzivd2d6AlFEewNAsbFM982H/Di6KYyTKuxQ9NiV6FzlSmrLD4VxWbSARDoDCoY77Gh0WPDbMWVaBail3WwGWWYDXJKs5BCT0Xh9E2iwy94zoLpRGNHLjMjeoIKqp1mTK9xYNN+b+I7rKwDTIbMAbjRWnOViIgGh7+uqCjFi2KX24zwh6P9Ghz0Fa8BVuEwYXKlHQ6LAe/t7hzy48evcg5UuF7rM51AAjC9xoEyqzEWSMkw3UBRRSwIZ9KjpsGN7Yd8mFRpBwB8sLcbqiZgkHVwmvWoL4sV8TcbZGgiNu3Jbtajym6Et7dxgt2khy8cxaufHAQAuKwGTKy0o86tIhwVUDUNqgBM+lhdPVUIHOwJ42BPGE6LIfHX2hPClgOxL4xCIDbt85AfxzSV4/SZVXh7ezvMBh10OgmRqAZVE+gMRDBjXOw5CwCt3gh6ghH886MDUFSBT1t9KLcZYTXqYdbHsvn8IRWrPm1HmdWIk6ZW4Nyj69AVUOAw69Huj6CuzAwhJLT7Ivi01T9g5lucrAN0OgmKqmFKtR1vbm39rPZaml2omoAvFIU/HMXbW9tw4tQKnDS1ctDNDzJlldl6Xxd/JAqjLCMQURGIqCnNQjQBhKNavzHOqShEhXe4WaYsmE40dgzUfAmIXRTu9EcwpTr2nW7zAS80EStNku6iWrHUXCUiotwwAEdFJ7kottkgo64sVoQ+Xkg/E4HYl56TplYgGFEh6yRoQ5halJx5NFDhel3SdAKdhKSpsBFoInV5X4oqEFEF3LIOU6od0IRAo8caa4rQGUSHPwKXxYAqpzlxXPH6XHpZh4+auxM178wGGVt6v+QBQGfv1FubKfaFTxMC+7pC6PCF0eFX4LYZ4LYYAcSCnUc1uAEArb4IyqxG6HQSwlENiqohHNWw9aAX02ucAIBVOzoQCkVhkGMdUd0WI3whFTajip1tAXzQ3I32pI6fvnAsmJVc9swg6+C0xOrI7eyt63bSlApMqHRg075ubGzuRktvDbhcRDUN4agKq1EPnQS0ekPwh6PY2epHd1AZMItS9AY2d7X68fkJHgQjQ5tWli6rLBLV8GFLd8rYiTcLyYRTUYiGRy4ZLZmwYDrR2JLLzAgACEU1dPoVTKl2oMJhwp6OAGSdBKP8WQdU1lwlIipN/GZIRadvUWyrUY+GcivsgQg6/REEFTVlWqesi11ZLLMZYdLL8IdVVOVwlTKTvplH2QrXmw062EwyKu0mNHqsKfW74stlHfpNQwVix2w1ymj3RxJZUSa9DpUOE8a5LfCHo7AYZVgNcr/6XO/v6Uw8htUY6xB7oKd/wMofVhNTXls6P8viE0kZZQd7wlA1AVkHtPnCcNtiXwIDigpNE4hqGvzhKHa0+VHtNGPRrBrsbg9gT7sfsi72/Pd0BLBhbxdaMmQKRlUNM2qcsem1OgnG3uCdogp0h6LY0x5Ad30s6GU16WEyyJAkDNiZUFE1+COxqaVRVUNNrRkQsanBHzR3Q4PAuDJzrKFDln3pdBLqyywwGHTYdKAHjZ78TQMZKIsyHU5FIRoeuWS0ZMIsVaKxJ9fP9FBUw8GeEJwWA06eWgmbSY9wVGPNVSKiEsd3dSo66Ypimw0yxrks8NiM8IajCCsaVE2DrNPBZIh9kYlfWfSGomjy2HK6StlXpsyjTFMMBRzoDsQyrJLrdyW2M+lhMcjwhTM3aohPPYxPT4z/u85txpxGNyyG/v8by0nTngyyDv5wtF/L+zgBQN8nEU/SfZaOFlRUBCNRmAwyQooGoyyjzCbBFIkiEFERUSVYjHqoAth80Au3xYg5DW6cMMmDnpCCFVta8dG+7rSNMgCg3GbEzHHOWFCt93iimoZARECSALfFgHFuCw55wwhEoqi0mzChwoZOfyTr1OOIqqLLryCgqIAAxrnMaCy3wmbUwxdR8MHeLuzvDqGhzIIpVXZ0BxV0BRREop+dJ5M+VtPOYzPCoNfhYE8YmujBcRM9GR93sAbKokzGqShEwyvXjJa+mKVKNDYN5jNdALAb9RhfYYPbahyeAyQiohHFb4ZUdLIVtTbqZXj0csblydsXIvMo3RTDLQd68N6errRfwox6GW6rEf5I6pe05EYN6UgSUOkwpQ2+AanTpnQSEMkyfUrVNBj1MvSyhKgqIOliUx+SRTUBfVIEzSDr4LIYYTNpiGoiFqCSJbgsekQUDfu7g9jTEcQ7OzsyPodKuxFH1rt7swAlBJOaYsg6wG6KZS3G69t1BxW0esNo8tgwscKGQ95YRl+6qceKqsWCbxEVkgTUuMyocZlQ5TADEuANqdjfHUIwouLTVj/KrEZ47EZUO82IarHGGLIOMMo6ABL84ShafWFoGnDIG0ZXcPDZMNlky6KMnW9ORSEaKcxSJaLB4Gc6ERFlwgAcFZ18FcUersyjWrcFB7vDGX+89W0k0bdRQzoD/bhLnjalCcDYJ6CWLBIVsFhiXwbbfREYZR1MfYKYel2s42pfep0ObouMcW5zIsNw68EevLzxQEqdt2RmvQ5H1LrQWG5BldMMj82IsKplzVoEYjXxvKHYNNT4D2IJUtqpx/5IFIom4LEbUW4zwmaUUV9mhdNigD8cRVBRE89H1QTafGG0+cOodJjgNBkg6QBVAXwhJSUwCMReHyU6+HpQA8mURcmpKEQji1mqRDRY/EwnIqJ0+M5PRSefRbGH4yrlQD/ekhtJ9IQUTKtObdSQLNcfd8nTppTebptmgy7jNFRFFSi3GdERiMBqlKFPag5hMciwGPWQdei3D0kCymxGGGUZPUEFyz8+gPf3dqV9DL1OwklTKuAw6+EwG1Ky2+wZn0mqePZi33OaPPU4ElVhNuqggwSDLEHVBGrLLJhYGZu2WukwQQJgM8rwh6OfvR4C6PJHEFUFZClDwFKK1dQzpAlG5ku6LEoiGlnMaCGioeBnOhERJeMnAhWdfBfFHsxVykDvVMSepHWcZj0q7SZYs3zBGujHm8tiQLXTDLfVALNeh/3doUQTBWBoP+6Sp025LAbUOM3Y1R5Iu25QUeE069FUbu0X2Kx2mhLZYn334bYYUNZbt8QbjuKDDMG36TUO3HTWDESjAhv3dffLbstVcvZjpnPaHYzAH1Eh64Ayq7Ff84uIqsFmlOGyGBBStJSGHlERayohZzg2q0GGx2aCw8If10RjDTNaiIiIiOhw8JsiFZ1CFcXOdpXSG1Kwpz2Alq7MmQ91bgsaPZmDY7n+eAuEo6hymg/7x11ylphfiaLRY8WejkDGZggGWYdpNQ4c6gkn6qqZDRKmVDtgkCUIAUystGFPRwACseBbXZkFZkMsWFXntmDu+DKs29WZ2Gelw4SzjhyHC46px8xaF3a3+9HqC+clezH+HPue01ZvCPVuS2/WntSv+YU3FMU4lxm1ZZZEfbqeUOz5Ci02JRV9429SLPjmthnQ6LGg2snOhkRjFTNaiIiIiGgo+A2SitJwFsXuCkTw4d7ujLV/FFWgzRdBuz+Cdl8ERza4snazGujHWz5/3MWzxJo7AvCFo5g5zomP9/Ug/jRkXWyKafJ0UJNehjukwB+Oor7MAqdZj+bOIIyyhPpyK46bWI793SE4zIZE8C3u9Jk12NjSDQA4bXo1jpvoQVO5NXHe8529mEzWSTDqY/XjFFVGplKBgYgKnSRherUDWw944bTEpuf6IyqCETXlNZZ6GzFYjTKsRj1Meh2mVDlQkeU4iIiIiIiIiPpiAI6K0nAVxfaGFHy4tzunQJ8QSKw3p8k9amoAOcwGzKh1IRCOosJuQrndgE8P+SBJ6ZsdALEssFq3BVUOMza2dMMbUiDrdGj1RrC91YdjJ5TBF+7f3dRu0uPiY5tQ4zLDYdb3O+/5zl5Ml5nY0hVES2cQZoMONU4zGj1WVDvNiSmoANDuD2N8hQ2z61x4b08XDLIOZVYdnGZDovuppIvVkDPpYzXxJADTxzkwucqesfssERERFYehlhUhIiIaKn66UNEajqLYe9oDaOnOPcsOiAUEKzqMmFnrGvTjFZLVpMeESjsqHCZMrwmkPWdRVYMQAuMrbIm6aW6rEU6LAet2deDVTw4iEFFhkCWcPK0KIUVFOKql7GPGOEfW856v7MVMmYlmgw6yDggpGna1B7CnI4DpNfHGFgpCUQ1dAQV2kx7zxpdDAPhgbzciUQG9LMFtMcLaJ8Cmk2J17OY2lmGcy5zzcRMREdHoko+yIkREREPBABwVtUIWxQ6Eo2jpyp5dl44QQHNnEOMrbKOyIHemc6YJgUBYhaKJlLppO9v8eOnDfdjfHUrs45kNLTiqwY1p1Q7YTHqEo1rO5z0f2YvZMhMdJj0sBjmRoacJYNN+LwBgSrUj8bwO9YRR5TTh2PHlqHSYsKstgIPeEIxyagfYaqcJjR4rJlTYMLHCBju/jBMRERWlfJcVISIiGozRFx0gGoJCFMVu9YVTOmQORndQQas3jCbP4I9puKZE9D1n2w96sbczCH9v4KorEMGyjw4karolCykannmvBV+ZU4djGt2YVTe4bL/DzV7Mlplo1MtwW43wRz77ci0AbD7gRYXDBKfFgK5ALBPuUE8YHrsRU6sdqHNbENUENIHPgokmGR57rD5eldPMK+FERERFqhTKihARUXFjAI4og55QdEjdOoHYFVRvKDqobUZySkQgHMWONj/8YRWKquHNba14c2trxud/RK0TJ06phBDArvYA6sutg872G2r2Yi6ZieU2I/zhKDoDnwVQNREL3B3V4EYXYveHohr2d4fgtBjQWG6Fy2KIBeE0AZ1OgsUoo9xmHJWZjEREox1rbMXwPIwOpVRWhIiIihM/9YkyiKrasG0/0lMiWn1hdAUi2NjSjWUf7UdXIH3mX5XDhLOOrMXkKnvivsPJ9gMGn72YS2ai2SCjrswCAOgKKolzerAnjJCiwmqUEYjEMv0EALtRj/EVNk4zISLKA9bYiuF5GD1KtawIEREVF36S0Jgx2CvQ+qRaYEOR6/aFmBIx2Of6YXM37lmxAzva/Gn3ZzbocPqMahw7wQNZJ6UsG0q23+HINTPRatSjodwKeyCCTn8EQUVFUFHhj6iwGGQYZO2wm3SMFsyuIKLRYqQvKI0WPA+jy0iVFSEiIkrGTxIqeUO9Au0062GQpSFNQzXIEhzm3P73yueUiME+165ABL97dSseW7MbWpqnKQGYN6Ecp8+ohi1LIOdwswUHYzCPZTbIGOeywGMzwhuOIqxocJr1mFhpg0HWHVaTjtGgFLMrGEwkKl6ssRXD8zD6DHdZESIionT4a4ZK2uFcga60m+CyGNDmiwz6cV0WAyodpgHXy+eUiKE811WftuOR1bvTPsZ4jw1nHzUO41yWAY/ncLMFB2Moj2XUy/DoZQBArduCyVWOfB/WsCu17IpSDCYSjTWssRXD8zD6DGdZESIiokwYgKOSdbhXoK0mPercFrT7I4MKkEkSUF9mySmzKl9TIob6XBdM9uDzE8rxzs6OxHKXxYBFs2owu84FSZIy7SZhMNl++TAcmYkjmYWVy2OXWnZFqQUTicYi1tiK4XkYnYarrAgREVE2/ISnkpWPK9CNHivafZGcAh1xda5YTbFc5GtKxJCfa6cRS84+Amfd9RZknYQTp1TipCmVMOpz/6KZa7ZfvhQyM3Eks7ByfezxFdaSyq4otWAiUbEb6gUI1tiK4XkYnYarrAgREVE2/DShkpSvK9AOswFHNsQCFpmyc+IkKRZ8O7LBlXNgIB9TIgZ6rpGoho/3dWNOY1nK/fHnumBKBX593pGotBtxwBsuWLZfvhQqM3Eks7AG89iKqmFPR6BksitKKZhIVMwO9wIEa2zF8DyMTsNRVoSIiGggo+dXGFEe5fMKtNtqxJwmNyo6jGjuzPzDZCjdNA93SoPFKGd8rkIIbGzpxrKPDqA7qMBq1GNaTWrts/hz/dq8BnhDCjbs7ipYtl8+5TszcSSzsAbz2BaDjP3dIXyyrwdVTjPMBnlQjzXasis4VYtodMjHBQjW2IoZyvOIRFV4w1GEFA0VdiNMBh2Msm5UNp8p1kY5w1FWhIiIaCD8NKGSlO8r0A6zATNrXRjvsaHVF4Y36Yunw6wfcjfNfEyJaPcr/bbf3x3Eix/sx652f+K+lzfux6QqG/S6z4J+yc+10Nl++ZTvYx3JLKzBPLZB1sEfjuKgNwyDXpdTg4xkoy27glO1iEZevi5AsMZWzGCeR0hR0eGPoCsQQVBRoWrAhAobth7wIRCJjqrmM6XQKKfQZUWIiIgGwl8uVJIKdSXeatKjKY9XeA93SkSZzYiDPeHEff5wFK9uOoh1OzvQNybV5gtjzaftWDClMuX+5OdayGy/fMvXsY5kFtZgH1snARFVQAig0x+Bx26EUR5cFtxoyjLhVC2ikZevCxCssRWT63kIRKJo6QyiK6gkPgMsBhk2o4xwVOuXdTh9nAPhqIqu4PBnnpVKo5xiutBIRESlqTS+7RD1USxX4g93SoTFoIde1kHVBN7Z2Y7XNh1ESEkfYJlYYcPkKke/+/s+10Jl+xVCPo51JLOwBvvYmgCMcqwzbVBR4Q1F4bENLgA3mrJMOGWNaGTl8wIEa2zF5HIeQoqKls4gOgOp7//VThPMBjnl/mBExdpdHdjV4cd4jw37uoLQel+v4cg8K7VGOcV0oZGIiErP6PgVTZRnxXQl/nCnRGw76MWfXt+WkgmXzG01YPGscTii1glJklKWZXuu+c72K6TDOdaRzMIa7GMrqgabSQ+zQYeQoiGcIdiayWjLMimWQDmVtmKtaZUP+bwAwRpbMbmchw5/BF19zrtOin0fCCpq4r7kLLl9XUHYTXo4LQZ09QbohiPzrBQb5RTThUYiIiot/HShklRMV+KHOiWiK6Dgv5/+AP/6+GDadQ2yhIVTq3DilAoYMgQqSinrYKhGMgtrsNsGIipcFgNqnGbsag9A1Qa3/Wh7vYspUE6lxxdSsLvIa1odrnxfgGCNrZhs5yESVdEVSA3OSQCm1zhQZjXiYE8IQP8sOYFYMOyoBje6kBq8K1TmWak3yimmC41ERFQa+KlDJanYrsQPZkqEx27E397aiXvf2oFINH0A5sh6F754RE3WK+GllnUwVCOZhTWUbYOKikaPFXs6ApB1uW8/Gl/vYgqUU3Hrm+WmagKhiIqoEIhqAqqW+kFRLDWtDle+L0CwxlZMtvPgDUdTstx0Uiz4NqXajk5/JDG9NF2W3MGeMEKKCqtRRiCioq98Z56xUQ4REVF+8VORSlaxXYnPdUrEfW/uwJ9e3552H7UuM846shbjK2wDPl4pZh0MxUhmYQ3lsXuCCqqdZswc50Qw2v8HWCaj8fUutkA5FZ90nRtDioq9HQEEFRU1TjMaPVZUO83o9EcQ6nNRoxhqWh2OQlyAYI2tmEzn2YcJ3gAAQEBJREFUIaRoULVYw4VqpwmNHivKrMaU8ZcuSw6IXYDxR1RYDDKA/u//+c48Y6McIiKi/OKvFypZxXolfqApEd84vgkPr96F5s7PAovlNiOuOmUSJnns2O8NFc1zHQ1GMgtrKI+t9XZAPbLeBW84ikPecFG/3sUWKKfikalzYzyzSAhgV3sAezoCSRlISr8gHDD6a1oNVaEuQLDGVky681BhN2JChQ02owyzQUZQUXGwJwQtS5ZcsqiqQWfM3Hwnn5lnbJRDRESUX6X/7YfGtFK8Em82yLjpSzPxvcfehayT8M3jm3DtaVPhshrgDSnY2xEomec6HEYyC2uojx1WNbisBsyodRb9612sgXIa3TJ1bkyXWaQJYNN+LwBgSrWjXzAEKJ6aVoNV6AsQrLEVk3weTAYdth7wIRzV+nVBjYtnyaWjl3X9xmeyfGaesVEOERFRfvFbEZW8YrwSr6ga3t3dieMmetIuP/OIalx1yiR85XN1mFLtSNxfjM91NBjJLKyhPnat21Iyr3cpBsppZGXq3Jgps0gA2HzAiwqHKaXLZLJSrGnFaeDDzyjrEIhkn9qpZWiwYzHIsBllhDPUf43LV+YZG+UQERHlFz8ZacwolivxK7a24hcvfozd7QEsv/ZETK5y9FtHkiRcd+b0jPsoluc6WoxkFlY+HrsUXu9SCSbSyMvWuTFbZpEmMneZBEq3phWngQ+vXLIOdRka7FQ7TTAb5IyZc3H5yjxjoxwiIqL84q8ZolFiV5sf//PyJ3ht06HEfb94aRMe/tY8SJI0gkc2NoxkFhYzwD5TCsFEGlnZOjdmyiyKG6jLZCnWtOI08OGVS9ah2aCDrENKsFgnxYKlmWrDxeUz84wZkkRERPnFT0aiEeYLR/Gn/2zHA2/vRKTPj7s3t7bi35sO4Qszq0fo6MaWkczCYgYYUX5k69yYKbMobqAuk6Va04oXAYbXQFmHDpMeFoMMXzg2BiUA02scKLMacbAnlHabSFSFNxxFudWIkKJiY0s3nGY9Ku0mWA/jogYzJImIiPKHv+aIRoimCTy7oQW3Ld+MQ95w2nVm17k4hWMEjGQWFjPAiA5Ptiy1dJlF6bZP12Wy1Gta8SLA8Bko69Col+G2GuGPBBPBt1iX3ki/BgwhRY119g1EEI6qqHNb8GmrH10BJRE4rXNb0OgZWuCUGZJERET5w29SRCPgg71dWPLCx3h/b1fa5RV2I35y5nR89Zh66HScfkpElKtsWWp9M4sybZ+uy+RYqWnFiwDDY6CswxqnGWVWA8psRpRZjej0RxDq03whEImipTOIrqACCGDGuNQsOUUVaPNF0O6PoN0XwZENLritxrwfKzMkiYiIcsNvWETD6JA3hN8s34J/vNucdrleJ+Fb88fj6tOmwMkvsEREg5atc2NyZlG6TJ5MXSZZ04oKYaCsQ5tJxu62ALa3+vplbYYUFS2dQXQGFOgkYPq4zFlyQiAxhXROk3vImXDMkCQiIjo8/KQkGgaRqIYHV+7EXf/ZDl84fRe9hVMrcfPZMzGp0j7MR0dEVDoG6txYbjPCH46m7SSZqcska1pRIWXLOjTpZViMcr/Ms47ejLjxHisaPdaMWXLJWrqDqOgwYmatqyDHSkRERNnxE5RoGNzxyhbc++aOtMvGe6z4v2fNxKnTq9jtlIjoMA3UudFskFFXZgEAdAWVxDrpukyyphWNtHSZZ8FIFE6LHrIkwWyQEVRUHOwJpZ06nUwIoLkziPEVNmarERERjQB++hINg+8smIDH1uxGIPLZDzubUcbVp03Bt+aPh0nfv+A3ERENzUCdG61GPRrKrbAHIrGsIUXF1OrP6mexphWNNsmZZ/u7gugIKAhG1LSZnNl0BxW0esNo8vAnABER0XDjpy/RMKh2mvG/T52M3yzfAgA4/+h6/PSL01DlNI/wkRVWIBxFqy+MnqRaMU6zHpV2E6ycwkJEBZJL50azQcY4lwUVdiPK7SZMqbQjqmqodJhY04pGtbbepgpDoagC3lD6UhhERERUWPxmSZQnmiawq92PiRlquH1nwQR8vK8Hly+YgDmNZcN8dMPLG1Kwpz2Alq7M3dLq3BY0ephZQkSFwc6NVKqifTsyDPP2RERENDQMwBHlwYY9nfjZi59gT7sfb/z3KXBZ+/+QM+ll/Pnio0fg6IZXVyCCD/d2Z8w6UVSBNl8E7b1X8I9scMFtNQ7/gRLlEbM9Ryd2bqRSpJd1I7o9ERERDQ2/dRIdhoM9Idy2bDOe2dCSuO/3r23Fz758xAge1cjxhhR8uLc7Y92lZEIgsd6cJjezT6goMduzOLBzI5USp1kPgyylvN/kyiBLcJj5/wIREdFI4Ccw0RCEoyoeeHsX/vSfbfAnNVYAgEfX7MbFn2/E1GrHCB3dyNnTHkBL98DBt2Qt3UFUdBgxs9ZVoKMiKgxmexLRSKi0m+CyGNA2hDpwLosBlQ5TAY6KiIiIBsIAHNEgCCHw702H8D8vf4Jd7YG06zSVW+ELj70Cx4FwFC1d6QMR2QgBNHcGMb7CxqlgVDSY7UlEI8Vq0qPObUG7PzKoz1xJAurLLPysJSIiGiH8BCbK0fZDPvzipU/w5tbWtMsdJj1+eNoUXHrCeBj1Y6++SqsvjO6gMqRtu4MKWr1hNHn4lkTFgdmehce6ekSZNXqsaPdFcroIEFfnijUcISIiopHBb7BEA+gJKfjja9vw8KpdiGr9LzVLEnDBMfW47szpY3paR08oOqR6NEBsqp43NPayBqk4MduzsFhXj2hgDrMBRzbEgvmZpsHHSVIs+HZkg4v/zxAREY0g/gIgykDVBJ5evxe3/2sL2v3p66wc3ejGz758BI6sdw/vwY1CUVUb0e2pNI3GLChmexYO6+pRsRnJ9yi31Yg5TW5UdBjR3Jk5YF1fFst8Y/CNiIhoZPEXAFEGNz23EUvX7k27rNppwvWLpuMrn6uDJEnDfGSjk14+vGm3h7s9lZbRnAXFbM/CGKiuXiSqwhuOIqRo0DQtFnAIK5g/0YNy+9jNPqaRMVreoxxmA2bWujDeY0OrLwxvUiDQYdaj0mFixi0REdEowU9kogwunNfYLwBnlHW4/MQJuOqUybCxBlEKp1kPgywNKTBhkCU4zDyfFDPas6CY7VkYmerqhRQVHf4IugIRBBUVyafvUE8QeknC1Go7qpxmZvjQsBiN71FWkx5N/F5CREQ0qvGTmiiDoxrcuOCYejz9bjMA4PSZ1bjpSzPQ5LGN8JGNTpV2E1wWA9p86afrZuOyGMZ0/Tz6TDF0F2W2Z/5lqqsXiETR0hlEV1DJEOgAthzwwmKU0dIZ4pRUKrhieI8iIiKi0YkBOBrThBDoCigos6X/wXbdF6dh2yEf/uv0qThpauUwH11xsZr0qHNb0O6PDKo4vSQB9WUWTpEhAMXRXZTZnvmve5Wurl5IUdHSGURnIHu9vYM9YQQjKsJRDR/u7WaggwqqGN6jiIiIaHQas5fhDx06hJdeegk333wzFi1ahIqKCkiSBEmScNlllw16f8uWLcO5556L+vp6mEwm1NfX49xzz8WyZcty3kc0GsU999yDE088EZWVlbBYLJg0aRKuvPJKfPzxx4M+Jspu60EvLrn/HVx475qMU8KqHGY8d9V8Bt9y1Oixos5lGdQ2da5YcWiiw+0uGogMT221eLbnUBR7tqc3pODjlm68vb0Na3d2YGNzNzbt92JjczfW7uzA29vb8HFLN7yhwTWpSFdXr8MfQVcOzS6Cigp/RIVB1qGlO4i9HYFBPTZRrorlPYqIiIhGp+K/DD9E1dXVedmPpmn47ne/i/vvvz/l/paWFrS0tOC5557D5Zdfjr/+9a/Q6TLHO9va2rB48WKsW7cu5f4dO3bg3nvvxcMPP4w//elPuPzyy/Ny3GNZd0DB71/bikfX7Iaqxb5FP752D755/PiRPbAS4DAbcGRD7Ap/pto4cZIUC74d2eBitkqejcbOobkolu6iYzXbs5B1r/peBIlEVXQFcj+/UVWDzignAh3jK2xFe55p9CqW9ygiIiIancZsBlyyxsZGnHHGGUPa9sYbb0wE3+bMmYOlS5di7dq1WLp0KebMmQMA+Nvf/oabbrop4z5UVcW5556bCL6dd955WLZsGd555x3ceeedqKqqQjgcxpVXXjmojDpKpWoCj63ZjZPveB0PrdqVCL4BwG9f2YpO/+Brl1F/bqsRc5rcOKrehQq7EQY5tUusQZZQYTfiqHoX5jS5Wa8pjwqVnTRciqm76FjL9kyuezVQUCxe9+rDvbmPtb518bzhKIKKmvPx6WUd4m/p8UAHUb4V03sUERERjT5j9jLczTffjHnz5mHevHmorq7Grl27MGHChEHtY+vWrbjjjjsAAHPnzsWbb74JiyX2g2zevHn48pe/jIULF2L9+vW4/fbb8e1vfxuTJ0/ut5+HH34Yb7/9NgDgBz/4Af785z8nlh177LFYtGgRjjnmGPT09OCHP/whNm3aBL1+zL50Q/LOjnb87MVPsGl/T9rlVqOM3R2BjLXgaHAcZgNm1row3mNDqy8Mb1ImlsOsR6XDxOyUPBuNXfkGq5i6i461bM9C173qW1cvpGjI9eW0GGTYjDLC0dgGDHRQoRTTexQRERGNPmP2F/DPf/7zw97HH/7wB0SjsS/5d911VyL4Fme1WnHXXXfh+OOPRzQaxe9///uU4FpcPIhXXl6O22+/vd/yyZMn44YbbsANN9yA7du349lnn8UFF1xw2Mc/FrR0BfGrf27Cyx/uT7vcqNfheydNxPdOnsSAUAFYTXo0jeIpj6WiVLryjVR30Vym7KZbx23RY1adExUOI5o7g+gOKinZMQZZgstiQH1ZLPNtNJ3rwTjcule5TAft20VZ03IPVFQ7TTAb5JRmDQx0UCGwAzIREREdDv4yHiIhBJ5//nkAwPTp03HcccelXe+4447DtGnTsGXLFjz//PP405/+BEn6bEre1q1bsWnTJgDA1772NVit6acnXXbZZbjhhhsAgAG4HIQUFfes+BT3rPgUISX9D7FFs2rwfxbPKNopYURxpdKVb7i7i3pDSuzcdWUOnlU6TLCb9GjpDKLVF+63TpnVgAkVNhzTVAZfOFqS2Z5DqXsViarwhqNo84XhthjgtBpgMcgZ6xD2rauXrWZqMp0Umw7cd7oqAx1UCOyATERERIeD3wSGaOfOndi3bx8AYOHChVnXXbhwIbZs2YKWlpZ+U13jU08H2k9NTQ2mTp2KrVu3YuXKlYd59KVLCIF/bjyAX/1zE1oyZANNq3ZgydkzccLkimE+OqL8G47spOHSNwtqMAbbXTSXKbt7OgJ4Z0c7ql1mTKmyQ5YkKBAp6xzyRtDqi6DOZcFRjS40eWyDPvbRbjB1r0KKGuteGoggqKhQNaDWbYHFF0EgEoXLYkCd24JGT/+MwEaPFe2+CJq7gjAbdJB1yDoNVQIwvcaBMqsRB3tCifsZ6KBCGc73KCIiIio9/IY6RJ988kni9vTp07Oum7x806ZNKQG4we5n69at2Lt3L/x+P2y23H/oNTc3Z12+f3/6KZrF5kdPvo/n3t+XdpnLYsB/nT4VX/98I7MjqGSUUle+4eoumsuU3ZCioqUziM6Agg6/AghgSrUDB3tC0Poc22ie1psPuU7nDESiaOkMoiuopLx+8Q6lA9UhTK6rp6gqLAYZvnD6Rgw6KRZ8m1JtR6c/kvKaMNBBhTJWOyATERFRfvCbwBAlB7Tq6+uzrtvQ0JC4vXfv3sPejxACzc3NmDZtWs7Hm3wMpeyU6VX9AnA6Cbj484348enT2GSBSk6pdeVLzoLK1WC7i+YyZbfDH0FXb2BTANh8wIsKhwlOiwFdgfQBz9E4rTcfcrlgkRywTLd9coAsW8Ay3kW5wmGEXqfDR/u6EYx8FgC0GGRUO01o9FhRZjWi0x9BKPrZcgY6qNCG4z2KiIiIShO/oQ6R1+tN3Lbb7VnXTc5U8/l8BdkPxXz5qFo8tmY31u3qBAB8fkI5fvblIzBjnHOEj4yoMEqtK1+hu4vmMmU3ElXRFUjNcNFELHB3VIMbXUgfgBuN03rzIZe6V8kBy2R9O5QmyxSwjHdRrnaa0VRuxQFvOFFXz2aUYTbICCpq2mxEBjqo0MZaB2QiIiLKn9L5hTDMQqHP6s0Yjdmzqkymz6bCBIOpV0zztZ+B9M2862v//v049thjB7XP0UiSJCw5+wh8/+/v4vovzsDi2TUpTS+IRrtcOnImK8WufIksqI78dxfNZcquNxztV9QfAA72hBFSVFiNMgKR1OWDbTpQTAaqe5UuYBmXrkNp3EABS4/dhNkNLpgP+NDmD0PVgHBUS7svBjpoOBXyPYqIiIhKV3H/KhhBZrM5cTsSyV6MNxwOJ25bLJas+0n+92D2M5CBpreWkll1Lrz+45NHZWCBKJNcOnKmK15fql354llQ4z02tPrCeesumsuU3ZCipS3+H1RU+COx2mSA2rvu0JsOFIuB6l5lClhm6lCabKA6hC6LEdPGOWDtkNHcGUQgkvrCMNBBI6VQ71FERERUuvjNYIgcDkfi9kDTQf1+f+J232mmffeTLQCXbT+UisE3Kia5dOTMVLy+1LvyWU16NOUxgyyXKbealnmdeEMB4PCbDhSTbHWv0gUsM3Uo7SuXOoQMdNBolu/3KCIiIipd/MYwRMkZZQN1GE2e/tm3GULf/VRUVAy4H0mSxlRGG1Epy6UjZ1y64vXsyjc4uQTndbrM68QbCuSr6UCxyFb3qm/AMluH0nRyrUPIQAcRERERFTOmCQ3RzJkzE7c3b96cdd3k5TNmzDjs/TQ0NKQ0ZCCi4pVLR86+WrqD2NsRSPy70WNFnWtw09LHarH6+JTdbMwGHdLF6eINBRRVG7DpgJImqNT3dSs28bpXR9W7UGE3Js5jPGBpMcgY77FiwZQKTKl2oNOvpHQozYQZy0REREQ0FvBb7xBNmDABtbW1AIAVK1ZkXffNN98EANTV1WH8+PEpyxYsWJC4nW0/Bw4cwNatWwEA8+fPH8ohE9Eok0tHznTixesDkdjUvXh2Ur3bgoF6jkgSUO8eu8Xq41N2s3GY9L113lLFGwp0BSIDNh3o26QB6P+6FaP4dNAFkytw7IRyHFnvwufHl+OkqRU4aWoFjmpww2yQcbAnlFPwbTTXISQiIiIiyicG4IZIkiScc845AGKZaWvWrEm73po1axKZa+ecc06/jpxTp05NZMU99dRTCATSZ0c89NBDidvnnnvu4R4+EY0CuXTkzCRevD4uU3ZSnEGWUGE34qh6F+Y0uYu2Ftnhik/ZzRaoNOpluK3GlHWSGwrko+lAsbOa9Gjy2DCrzoV5E8pQ4zQjHNWwvzuEroAy4LTTuGKoQ0hERERElA8MwB2Ga6+9FrIcy5K4+uqrEQymTiMLBoO4+uqrAQB6vR7XXntt2v3893//NwCgo6MDP/nJT/ot//TTT3HrrbcCACZPnswAHFGJyKUjZybpiteny06aOc6BI+tdOHZCORZMqcDM2rGZ+ZYslym75TYj3L2ZcskNBXqCyoBNB3qyBFVzaTpQbCxGPVwWQ9bAYzpjtQ4hEREREY1NY/Zb79tvv43t27cn/t3W1pa4vX379pSMMwC47LLL+u1j6tSpuO666/DrX/8a69evx/z58/HTn/4UkyZNwqefforbbrsNGzZsAABcd911mDJlStpjufTSS/HAAw9g5cqV+POf/4wDBw7giiuuQFlZGdauXYtbbrkFPT090Ol0uPPOO6HXj9mXjaik5Fp8frDbs1h9dtkaCsSZDTLqyizQSUC1y4wpVZ81FBiupgPFJFuX1EzGah1CIiIiIhqbJCEGW32oNFx22WV4+OGHc14/02nSNA1XXHEFHnjggYzbfuc738G9996btbNeW1sbFi9ejHXr1qVdbjKZ8Kc//QmXX355zsc8GM3NzYkOrXv37mWXVaJhsLGlGxubu4e8/ZH1Lsyqc+XxiMYWb0jB3o4AmjuD6A4qKdmIBlmCy2JAlcMEm0mPls4gWn1hKKpAS1cQLZ1BWAwyqp0mNHqsKLMa0emP5FT3rFRft65ABB/u7c4Y1IyTpFjw7cgG15idCk1EREREw2s0xDyYInGYdDod7r//fpx//vm49957sW7dOrS1taGiogLz5s3DlVdeiUWLFg24n4qKCqxatQr33XcfHn/8cWzatAl+vx+1tbU47bTTcM011+CII44YhmdERMMl3pFzKNNQWbz+8MWn7I732NDqC8MbiiKqatDLOjjMelQ6TInpkXVuS2KdercFbZVhWAwyzAYZQUXFwZ5QTnXPSvl1i9chrOgwZg1q1pfFMt/G+lRoIiIiIhpbxmwGHKUaDdFgorEmEI7i7e1taPNFBr1thd2IBVMqWD9rBAQjUWzY04VD3nDabqfZjJXXLRCODhjUJCIiIiIaLqMh5sFvwUREIyTekbPdH8k6Za8vFq8fWfGmA7s70netzmQsvW6sQ0hERERElIpdUImIRlAuHTn7YvH6kcfXjYiIiIiIBoOXp4mIRlAuHTnjkovXs37WyOLrRkREREREg8EAHBHRCGPx+uLE142IiIiIiHLFABwR0SgwmI6cNHrwdSMiIiIiolzwVwER0SjC4vXFia8bERERERFlwyYMREREREREREREBcQAHBERERERERERUQExAEdERERERERERFRADMAREREREREREREVEANwREREREREREREBcQAHBERERERERERUQExAEdERERERERERFRADMAREREREREREREVEANwREREREREREREBcQAHBERERERERERUQExAEdERERERERERFRADMAREREREREREREVEANwREREREREREREBcQAHBERERERERERUQExAEdERERERERERFRADMAREREREREREREVEANwREREREREREREBcQAHBERERERERERUQExAEdERERERERERFRADMAREREREREREREVEANwREREREREREREBcQAHBERERERERERUQExAEdERERERERERFRA+pE+ABodotFo4vb+/ftH8EiIiIiIiIiIiPInOc6RHP8YTgzAEQCgtbU1cfvYY48dwSMhIiIiIiIiIiqM1tZWjB8/ftgfl1NQiYiIiIiIiIiICkgSQoiRPggaeaFQCBs3bgQAVFZWQq8vvuTI/fv3J7L31q5di3Hjxo3wERH1x3FKxYDjlIoBxykVA45TKgYcp1QMDnecRqPRxMy/2bNnw2w25/0YB1J8URYqCLPZjHnz5o30YeTNuHHjUF9fP9KHQZQVxykVA45TKgYcp1QMOE6pGHCcUjEY6jgdiWmnyTgFlYiIiIiIiIiIqIAYgCMiIiIiIiIiIiogBuCIiIiIiIiIiIgKiAE4IiIiIiIiIiKiAmIAjoiIiIiIiIiIqIAYgCMiIiIiIiIiIiogBuCIiIiIiIiIiIgKSBJCiJE+CCIiIiIiIiIiolLFDDgiIiIiIiIiIqICYgCOiIiIiIiIiIiogBiAIyIiIiIiIiIiKiAG4IiIiIiIiIiIiAqIATgiIiIiIiIiIqICYgCOiIiIiIiIiIiogBiAIyIiIiIiIiIiKiAG4IiIiIiIiIiIiAqIATgiIiIiIiIiIqICYgCOiIiIiIiIiIiogBiAoxFx6NAhvPTSS7j55puxaNEiVFRUQJIkSJKEyy67bND7W7ZsGc4991zU19fDZDKhvr4e5557LpYtW5bzPqLRKO655x6ceOKJqKyshMViwaRJk3DllVfi448/HvQxUfFbv349fvGLX+CMM85IjC273Y6pU6fiW9/6Ft5+++1B7Y/jlPKtp6cHTzzxBH784x9j4cKFmDx5MlwuF4xGI6qqqnDyySfjN7/5Ddrb23Pa36pVq3DJJZegqakJZrMZNTU1OPPMM7F06dJBHdfSpUtxxhlnoKamBmazGU1NTbjkkkuwevXqoTxNKmE//elPE5//kiThjTfeGHAbvpdSoSSPxWx/J5988oD74jil4bJnzx4sWbIEc+fORWVlJcxmMxoaGnDiiSfi5ptvxkcffZR1e45VyreTTz455/fTXD7/S2qMCqIRACDj36WXXprzflRVFd/5zney7u/yyy8Xqqpm3U9ra6uYN29exn2YTCZx3333HeazpmJy4oknZh1X8b9vfvObIhwOZ90XxykVyquvvprTOK2oqBDLly/Puq8lS5YInU6XcR9f+tKXRDAYzLqPQCAgFi9enHEfOp1O/OxnP8vnKaAitmHDBqHX61PGyOuvv55xfb6XUqHl8n4KQCxcuDDjPjhOaTjdeeedwmazZR1v11xzTdptOVapUBYuXJjz+2n8+2Fzc3O//ZTiGGUAjkZE8oBvbGwUZ5xxRuLfgwnAXX/99Ynt5syZI5YuXSrWrl0rli5dKubMmZNYdsMNN2TcRzQaFQsWLEise95554lly5aJd955R9x5552iqqoq8cbwz3/+Mw/PnorBpEmTBABRW1srrrnmGvGPf/xDrF27VqxevVr87ne/E3V1dYkxc9FFF2XdF8cpFcqrr74qGhoaxDe/+U3xxz/+UTzzzDNi9erVYuXKleLJJ58UF1xwgZBlWQAQRqNRvP/++2n3c8899yTG1qRJk8T9998v1q5dK5577jlxyimn5DzWL7zwwsS6p5xyinjuuefE2rVrxf3335/4fwqA+Otf/1qI00FFRFXVxJfh+PvXQAE4vpdSocXHxfe//32xcePGjH87duzIuA+OUxout9xyS2KMTJ06Vdx+++3ijTfeEBs2bBCvvfaauP3228UJJ5wgfvSjH6XdnmOVCmXHjh1Z30M3btwonnzyycS4Of3009PupxTHKANwNCJuvvlm8eKLL4oDBw4IIYTYuXPnoANwW7ZsSVw5nzt3rggEAinL/X6/mDt3rgAg9Hq92LZtW9r93H///YnH/sEPftBv+bZt24TT6RQAxOTJk4WiKIN7slSUvvSlL4knn3xSRKPRtMtbW1vF1KlTE2NnxYoVadfjOKVCyjQ+kz377LOJsXPuuef2W97e3i5cLlfigkhra2u/xzj77LMHDJD8+9//Tqxz9tln9zu21tZW0djYKAAIt9stOjo6cn+iVHJ+//vfCwBi+vTp4oYbbhhwfPG9lIZDfGwsWbJkSNtznNJwee211xJj5Jvf/KaIRCIZ1003U4NjlUbaT37yk8TYefTRR/stL9UxygAcjQpDCcB9//vfT2yzevXqtOusXr066/9wQggxY8YMAUCUl5cLv9+fdp1bb701sZ+nnnoqp+Oj0vfiiy8mxsXVV1+ddh2OUxoNpk2bJoDYVNS+brvttsS4Wbp0adrt9+7dm8ikW7x4cdp1Fi1alPgStHfv3rTrLF26NPFYv/nNb4b+hKio7d69W9jtdgFAvPHGG2LJkiUDBuD4XkrD4XADcBynNBxUVRVTpkwRAMRRRx01pIABxyqNJFVVE7OJ7HZ72rFTqmOUATgaFQYbgNM0TdTW1iaunmcT/+FZV1cnNE1LWbZly5bE437ve9/LuI/9+/cn1htoChaNHT6fLzEu0gUlOE5ptIhfIbTb7f2WHX/88QKAcDqdWesZnnnmmQKI1cno6elJWdbT0yOMRqMAIL74xS9m3Ec4HE5cZTz++OOH/oSoqJ111lkpn/cDBeD4XkrD5XACcBynNFyWLVuWeO0ff/zxQW/PsUoj7ZVXXkmMicsuu6zf8lIeo+yCSkVp586d2LdvHwBg4cKFWdeNL29pacGuXbtSliV3scy2n5qaGkydOhUAsHLlyqEcMpWgcDicuC3Lcr/lHKc0GmzZsgXvv/8+AGD69OkpyyKRCNauXQsAOP7442E0GjPuJz72wuEw1q9fn7Js3bp1iEQiKeulYzQacdxxxyW2URRlcE+Git5TTz2Fl156CeXl5bjjjjty2obvpVQMOE5puDz99NMAYl17zzrrrMT9HR0d2LZtGzo6OrJuz7FKI+2RRx5J3P7mN7/Zb3kpj1EG4KgoffLJJ4nbfX9Q9pW8fNOmTYe9n71798Lv9+d8rFS6VqxYkbg9Y8aMfss5TmmkBAIBbNu2Db/73e+wcOFCRKNRAMC1116bst7WrVuhqiqA4R+j0WgU27Zty/5EqKR0dXXhmmuuAQDcdtttqKioyGk7vpfScHv66acxc+ZMWK1WOBwOTJkyBZdeeilef/31jNtwnNJwWbNmDQBg/PjxcDgcePzxxzF79mx4PB5MnToVHo8H06ZNwx133JFysTiOY5VGks/nw7PPPgsAaGpqwsknn9xvnVIeowzAUVFqbm5O3K6vr8+6bkNDQ+L23r17D3s/QoiU7Whs0jQNv/71rxP//trXvtZvHY5TGk4PPfQQJEmCJEmw2WyYOnUqfvzjH+PgwYMAgOuvvx4XX3xxyjYjOUbT7YdK209+8hMcOHAA8+fPx3e+852ct+N7KQ23Tz75BJs2bUIwGITP58P27dvxyCOP4NRTT8W5556L7u7ufttwnNJw0DQNmzdvBgBUVFTgmmuuwde//nV89NFHKett3boV1113HU499VR0dXWlLONYpZH0//7f/0sEuC655BJIktRvnVIeowzAUVHyer2J23a7Peu6Npstcdvn8xVkPzT2/P73v09M3TvvvPNwzDHH9FuH45RGg8997nNYu3Ytbr311n5fcjhGabi89dZb+Nvf/ga9Xo977rkn7RfuTDhOabhYrVZceOGFuO+++/DWW29hw4YNeOWVV3DjjTfC4/EAAJ577jmcc845/abQc5zScOju7oamaQCAjRs34s4778S4cePw2GOPoaOjA4FAACtWrEiUe1i1ahW+/e1vp+yDY5VG0kDTT4HSHqP6gu2ZqIBCoVDidraaRQBgMpkSt4PBYEH2Q2PLihUrcP311wMAqqqq8Je//CXtehynNJy+8pWvYO7cuQBir/2nn36Kp556Cs8++ywuuugi/OEPf0ipFQNwjNLwiEQi+O53vwshBH70ox9h1qxZg9qe45SGS0tLC9xud7/7Tz/9dFx99dVYtGgRNmzYgBUrVuAvf/kLfvjDHybW4Til4ZA8NS4UCsFqteL111/HtGnTEvefdNJJ+M9//oPjjz8eH3zwAZ599lm88847+PznP5/YLo5jlYZTc3Mz3njjDQDAcccdl6i71lcpj1FmwFFRMpvNidvxwt+ZJNc+sFgsBdkPjR0ff/wxzj33XESjUZjNZjz99NOoqqpKuy7HKQ0nt9uNWbNmYdasWZg3bx4uvPBCPPPMM3jkkUewY8cOnHPOOXjooYdStuEYpeHwq1/9Cps3b0ZjYyOWLFky6O05Tmm4pAu+xVVXV+Mf//gHDAYDAOCuu+5KWc5xSsMheXwAwOWXX54SfIuzWCz45S9/mfj3k08+mXYfHKs0nB577LFEBuell16acb1SHqMMwFFRcjgcidsDpYgmXynqm3qar/3Q2LBz506cccYZ6OzshCzLeOKJJ3DSSSdlXJ/jlEaDb3zjG7jgggugaRr+9//+3ynd0ThGqdA2b96MW2+9FUAsYJE8xSNXHKc0WkycOBGnn346AGD79u2JLn0AxykNj+TxAQBnnHFGxnVPO+006PWxCW/r1q1Luw+OVRpOjz76KIBYttn/+l//K+N6pTxGGYCjopRcRHGgIonJxRiTizQOdT+SJA1YxJFKz759+/CFL3wB+/btgyRJeOCBB3DOOedk3YbjlEaL+Fj1+/1Yvnx54v6RHKPp9kOl5/e//z0ikQgmTpyIQCCAJ554ot9fcvHw//znP4n741+G+V5Ko8nMmTMTt1taWhK3OU5pOJhMJlRWVib+ne1z1Gw2J7pNt7a2Ju7nWKWRsH79+kRX0rPOOgtlZWUZ1y3lMcoacFSUkr/8xDsBZZK8fMaMGVn387nPfW7A/TQ0NAzpCj4Vr7a2Npx++unYsWMHgFgWR6aiock4Tmm0SP6yvnv37sTtqVOnQpZlqKqa1zGay370ej2mTJky8MFTUYtP6dixYwcuuuiiAde/5ZZbErd37twJm83G91IaVTI1EOE4peFyxBFHJOpoqaqadd348ngmHMCxSiMjuflCtumnQGmPUWbAUVGaMGECamtrAcQK4mfz5ptvAgDq6uowfvz4lGULFixI3M62nwMHDmDr1q0AgPnz5w/lkKlIdXd348wzz0xcsfn1r3+Nq666KqdtOU5ptEjO0khOqzcajTj22GMBAKtXr85aHyM+9kwmU6LZQ9y8efMSxW2zjdFIJII1a9YktonXUiLKhu+lNJrEvw8ASIxLgOOUhk9y+ZP4xeF0enp60NbWBiA21uI4Vmm4KYqCJ554AkDsovCiRYuyrl/KY5QBOCpKkiQlplRt3rw58YOurzVr1iSi2eecc06/q5ZTp05NRMqfeuopBAKBtPtJLlx+7rnnHu7hU5EIBAL40pe+hPfeew8AcOONN+KnP/1pzttznNJo8fTTTyduz549O2XZV77yFQCxL+rPPPNM2u2bm5vx2muvAYjVlOlbg8bhcOC0004DALz22msZ0/yfeeYZ9PT0AOAYHSseeughCCGy/iU3Znj99dcT98e/SPO9lEaLnTt34tVXXwUATJo0KSWowXFKw+X8889P3H722Wczrvfss89CCAEAOPHEExP3c6zScFu2bFliGvTFF1+ckpGZTkmPUUE0CuzcuVMAEADEpZdemtM2W7ZsEbIsCwBi7ty5IhAIpCwPBAJi7ty5AoDQ6/Vi69atafdz//33Jx77qquu6rd8+/btwul0CgBi8uTJQlGUQT8/Kj7hcFicccYZibFxzTXXDGk/HKdUSA8++KAIBoNZ1/nd736XGDsTJkwQ0Wg0ZXl7e7twuVwCgGhqahJtbW0py6PRqDj77LMT+3j99dfTPs6///3vxDpf/vKX+z1Oa2uraGxsFACE2+0WHR0dg3/CVJKWLFky4PjieykV2gsvvJD19T5w4ICYM2dOYvz89re/7bcOxykNl0WLFgkAQqfTiddee63f8v3794v6+noBQBiNRtHc3JyynGOVhtP555+fGCfvvvtuTtuU6hhlAI5GxFtvvSUefPDBxN/tt9+e+B9j/vz5KcsefPDBjPu5/vrrE9vNmTNHPPHEE2LdunXiiSeeSPmSdMMNN2TcRzQaFfPnz0+se/7554vly5eLd955R9x1112iqqoq8QH3z3/+swBng0aj8847LzEmTj31VPHhhx+KjRs3ZvzbsmVLxn1xnFKhNDU1ifLycnHFFVeIhx9+WLz99tvi/fffF2+99Za4++67U8aM0WgUr776atr93HPPPYn1Jk2aJB544AGxbt068fzzz4tTTjklseyiiy7KejwXXnhhYt1TTjlFPP/882LdunXigQceEJMmTUos++tf/1qI00FFKpcAnBB8L6XCampqErW1teLqq68Wjz/+uFi1apXYsGGDePXVV8WNN94oKioqEuNmwYIFIhQKpd0PxykNhy1btgi32y0ACLPZLK6//nrx5ptvinXr1ok///nPieAbAHHbbbel3QfHKg2Hjo4OYTKZBAAxa9asQW1bimOUATgaEZdeemnif4Jc/jJRVVV8+9vfzrrtd77zHaGqatbjaW1tFfPmzcu4D5PJJO677758nwYaxQYzPoFY5lAmHKdUKE1NTTmNz/r6evHKK69k3dfNN98sJEnKuI/FixcPmG0XCATE4sWLM+5Dp9OJJUuW5PEMUCnINQDH91IqpFzfT88//3zR2dmZcT8cpzRc3nrrLVFdXZ1xjEiSJG666aaM23Os0nD4y1/+khgLv/nNbwa1bSmOUQbgaETkKwAX9/LLL4tzzjlH1NbWCqPRKGpra8U555wzqCi2oiji7rvvFgsWLBAej0eYzWYxceJEccUVV4iPPvrocJ4uFaF8BuDiOE4p3zZv3ix++9vfivPOO08ceeSRorq6Wuj1euFwOMSkSZPE+eefLx588EHh9/tz2t/KlSvFxRdfLBoaGoTRaBRVVVXi9NNPF48//vigjuvvf/+7OP3000VVVZUwGo2ioaFBXHzxxWLVqlVDeZpU4nINwMXxvZQK4Y033hA///nPxRe/+EUxdepUUV5eLvR6vXC73WL27NniyiuvHNR7GMcpDYe2tjaxZMkScdRRRwmn0ynMZrOYMGGC+Na3viXee++9nPbBsUqFdMIJJwgAQpZl0dLSMqR9lNIYlYTorcxIREREREREREREeccuqERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcEREREQ0oF27dkGSJEiShIceemikD6doDXQef/aznyWWp3PyySdDkiScfPLJGR9DVVX88Y9/xLHHHgun05nY31e+8pX8PAkiIiIaNAbgiIiIaExbsWJFIkAhSRJWrVo10odUsh566KGUcx3/MxgMqKiowKRJk/CFL3wB119/PZYtWwZN00b6kIvSRRddhGuvvRbr1q2D1+sd6cMhIiIiMABHREREY9zDDz+c8u9HHnmk4I952WWXQZIkjB8/vuCPVQyi0Sja29uxY8cO/Pvf/8Ztt92GxYsXY8KECfjLX/4y0odXVFatWoWnn34aAPClL30Jr776Kj788ENs3LgRd955J4DcsuiIiIgov/QjfQBEREREIyUYDOIf//gHAMBut8Pn8+Gpp57CH//4R5hMphE+utL2P//zPzjnnHMS/+7p6UFHRwfee+89/Otf/8KqVauwZ88e/OAHP8BLL72Ef/zjH7BYLCN4xKPDG2+8kXX5a6+9BgCQZRmPP/44nE7nMBwVERERDYQZcERERDRmPfvss4kpevHsoM7OTrz44osjeVhjQl1dHWbNmpX4O+GEE3DWWWfh5ptvxsqVK7Fy5UpMmDABAPDPf/4Tl112GYQQI3zUo19LSwsAoLq6msE3IiKiUYQBOCIiIhqz4tNNjzzySHzrW9/CtGnTUu6nkXPCCSdg7dq1qK+vBwA89dRTeO6550b2oIpAOBwGABgMhhE+EiIiIkrGABwRERGNSfv3709M17vkkktS/rt8+XK0trbmtB+v14vf/va3OPXUU1FTUwOj0Qin04k5c+bg6quvxsqVKxPrxjtcxuvO7d69O21TgmTx+372s59lPY6B6nrt378fd999N7761a9iypQpsNlsMJlMqKurwznnnIMnn3xy1DU9qKiowF//+tfEv2+99das62/fvh0/+tGPMHv2bLhcLlgsFkycOBGXXXYZ1q9fn3XbfJ0fVVVx99134/Of/zycTidcLheOPvpo3HHHHYng2OHI9DrHx0m2sRWvPbhixQoA/RuQsC4hERFR4bAGHBEREY1Jf//736GqKnQ6HS6++GIAwNe//nXcfPPNUBQFS5cuxQ9/+MOs+3jttddw0UUXoa2tLeV+RVHw/vvv4/3338ef/vSnEZ86qaoq6uvr0waQ9u3bhxdeeAEvvPAC7r//fjzzzDOw2+0jcJTpLVq0CNOmTcOWLVuwbt067Nu3D7W1tf3Wu+OOO/B//s//gaIoKffv3LkTO3fuxCOPPIKbbroJv/jFL/ptm6/z4/P5sHjxYrz11lsp92/YsAEbNmzA0qVL8be//W0wT5+IiIhKBDPgiIiIaEx69NFHAcQyiurq6gAAEyZMwAknnABg4Gmor7/+OhYtWoS2tjbIsozLLrsMzz77LN59912sXLkS9913H84777yUqYA/+MEPsHHjxkTzgdraWmzcuLHfX77FA4Cnnnoqbr/9dixfvhzvvvsu3njjDTzwwAM4/vjjAQCvvvoqrrrqqrw//uGQJAmnnXZa4t99g1sAcPvtt+O6666Doig48sgj8Ze//AWvvfYa1q9fj7///e84/vjjIYTALbfckqj1lyxf5+eSSy5JHN+xxx6LpUuXYv369Xj55ZdxwQUX4L333sOVV155WOcjk/jYyTa2fvnLX2Ljxo2YO3cuAGDu3Ln91nnllVcKcnxERERjHTPgiIiIaMx5//338eGHHwL4bNpp3CWXXIKVK1fi3XffxSeffIKZM2f22z4UCuGSSy5BNBqF1WrFyy+/3G9K4AknnIDLL78ce/fuTdxXVVWFqqoquN1uALE6XbNmzcrvk0tDlmVs2bIFkydP7rds4cKF+Na3voUlS5bgF7/4BR599FHcdNNNmDJlSsGPK1dHH3104vbWrVtTln3yySe48cYbAQBLlizBkiVLUqbxHnPMMbjwwgtx6aWX4rHHHsONN96Ib3zjGygrK0usk4/z8/LLL+P5558HACxevBjPP/889PrPvmovXrwYv/jFL7BkyZLDOBOZxcfRQGOrrq4ONpsNAGCz2YZl/BEREREz4IiIiGgMime3WSwWnH/++SnLvva1r8FoNKasl277ffv2AQB+9atfZay7BgANDQ15OOLDI0lS2uBSsptvvhkVFRUQQuCFF14YpiPLjcfjSdzu7OxMWfbb3/4WiqJg7ty5/YJvcTqdDnfddRdMJhN8Ph/+8Y9/pCzPx/m5++67AQAmkwn33XdfSvAt7qabbmLAi4iIaIxiAI6IiIjGlGg0iscffxwAcPbZZ8PpdKYsLy8vx+LFiwHE6sSlqwv20ksvAYhlEF1xxRUFPuL80zQN+/btw5YtW/DRRx/ho48+wqZNmxIdRz/44IMRPsJUyTXXvF5vyrIXX3wRAHD++eenDb7Fud1uzJ49GwCwevXqrI832POjqireeOMNAMAZZ5yRtkYdEAsEXnrppVkfm4iIiEoTp6ASERHRmPKvf/0LBw8eBNB/+mncJZdcgueeew7Nzc14/fXXU2qQAbGi+kBseqPVai3sAeeJEAJ///vfcf/99+Odd95BMBjMuG7fphIjLTnolhww3b17d6Jb7Q033IAbbrghp/0dOHCg332Hc34+/fRTBAIBAMC8efOyPvaxxx6b0zESERFRaWEAjoiIiMaU+LRSj8eDL37xi2nXOeuss+B2u9HV1YVHHnmkXwAuHoAZN25cYQ82T0KhEM477zwsW7Ysp/WzBZ9GQnLAq7y8PHH70KFDQ9pfPFgWd7jnp6OjI3G7qqoq67bV1dU5HiURERGVEgbgiIiIaMzo7u5O1O9qb29P1HrL5plnnsHdd9+dKFxfjH75y18mgksLFy7EVVddhaOPPho1NTWwWCzQ6WJVSU466SS89dZbia6go0U84xAApk2blritqmri9s0334wLLrggp/31fS3zeX6yTYMlIiKisYsBOCIiIhoznnrqKYRCoUFt4/P58Mwzz+Ab3/hG4r6Kigo0Nzdj//79+T7EfiRJghAibS26ZH6/P+39Qgj87W9/AwCceOKJ+M9//pMIKPWVnMk1Wggh8NprryX+vWDBgsTt5OYMQ+0om4/zk9xRNT69OZOBlhMREVFpYgCOiIiIxoz49NNx48bhd7/73YDrX3fddWhubsYjjzySEoA7+uij0dzcjPXr1yMQCAy6DtxgsqQcDgd6enr6df9MJoTA9u3b0y7r6OhI1Dy74IILMgaXfD4ftmzZkvNxDZd//vOf2LZtGwDguOOOQ01NTWLZxIkT4XK50N3djZUrVw5p//k4P5MmTYLFYkEwGMS6deuyPt5Ay4cDs/SIiIiGHwNwRERENCbs3LkzEaQ5//zzceGFFw64zZo1a/DHP/4R//nPf9DS0oK6ujoAse6pL7zwAgKBAO69915ce+21gzoWs9kMAAiHwwOuO2HCBHzwwQdYv359xnWWLVuGrq6utMui0WjidqYsOQD429/+lrLuaNDW1obvfe97iX/3bbIgyzIWL16MpUuX4pVXXsGmTZswY8aMQT1GPs6PXq/HySefjGXLluGVV17B/v3709YH1DQNDz/88KCOrxAGM/6IiIgoP9Jf4iMiIiIqMY888kiidtdXv/rVnLaJr6dpGh577LHE/ZdcckkiGHfjjTdixYoVGffR3Nzc7754cObQoUMpHT7TWbhwIQDgnXfeSZvldeDAAVx99dUZt6+srITb7QYALF26NG3QZd26dfi///f/Zj2O4bZq1Soce+yxifN30UUX4ctf/nK/9W644QbIsgxN0/DVr3417fmOU1UVf//731PWydf5+f73vw8gFtS68sorU+rTxd16663YuHFj1v0Mh/j427Fjx6ir90dERFSqGIAjIiKiMeHRRx8FEOtSeeKJJ+a0zQknnJAIVsS3B2IZRI8++ij0ej0CgQC+8IUv4Nvf/jZeeOEFvPfee1i9ejUefPBBXHDBBZg0aVLa/QKxwN73vvc9rFmzBtu3b0/8Jfvud78LvV4PIQTOPvts/OEPf8D69euxatUq3H777ZgzZw66u7sxZcqUtM9Bp9Ph61//OgDgww8/xIIFC7B06VKsX78e//73v/HjH/8YJ510EsxmM6ZOnZrTecmHlpYWfPTRR4m/1atX46WXXsItt9yC+fPnY/78+di5cyeAWFfaBx54IO1+Zs+ejTvuuAMA8Mknn2DWrFn4yU9+guXLl2PDhg1YvXo1li5dih/+8IdoaGjAJZdckpItmK/zc/bZZ+Pss88GALz44ouYP38+nnzySbz33ntYvnw5LrzwQtx0002YO3duPk7fYYmPv0OHDuG//uu/8O677ybG3u7du0f46IiIiEqUICIiIipxb7/9tgAgAIgrr7xyUNv+4Ac/SGy7fv36lGXLly8XZWVlieWZ/vpSVVUcd9xxOa//u9/9LuO65eXl4s033xQLFy4UAMTChQv7bd/V1SU+97nPZd3HihUrsu5j586difUffPDBQZ3DuAcffHDAc5X819TUJO65556c9n3vvfcKq9U64D6NRqPYtm1b3s+PEEL09PSI+fPnZ9zPnDlzxLvvvpv1PC5ZsiTjOBBCDHgMl156aeLcZeL1esXEiRMznnMiIiLKP2bAERERUcmLN18AYvXfBiN5/eT9AMCZZ56JHTt24Fe/+hVOOOEEeDweyLIMp9OJo48+Gtdeey3Wrl3bb586nQ6vvPIKbrrpJhx11FGw2+1ZC+P/6Ec/wvLly3HmmWeirKwMJpMJEyZMwFVXXYUNGzYMmNHncrmwcuVK3HLLLZg9ezbMZjPsdjtmzJiB//7v/8YHH3yAk046aVDnJZ/0ej3Kysowfvx4nHrqqfjpT3+KZcuWYceOHbjyyitz2scVV1yBHTt24Oc//znmz5+PiooK6PV62Gw2TJ06Feeffz7uuecetLS0YPLkySnb5uv8OBwOvPHGG7jrrrswb9482O12OBwOfO5zn8Ott96KVatWoby8fEjnKJ/sdjtWrVqFa665BjNmzBh0ExEiIiIaPEkIFn4gIiIiIiIiIiIqFGbAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFRADcERERERERERERAXEABwREREREREREVEBMQBHRERERERERERUQAzAERERERERERERFdD/BwG5a29QuDeiAAAAAElFTkSuQmCC\n" }, "metadata": { "image/png": { "width": 624, "height": 469 } } } ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "0GnQN63RK61Q" } }, { "cell_type": "code", "source": [], "metadata": { "id": "euWXtGKHK65d" }, "execution_count": null, "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": null, "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": [ "df_fe = df_clean.copy()\n", "\n", "# BMI (using inches)\n", "df_fe['BMI'] = df_fe['weight'] / (df_fe['height'] ** 2) * 703\n", "\n", "# Total strength\n", "df_fe['strength_total'] = df_fe['deadlift'] + df_fe['backsq'] + df_fe['snatch']\n", "\n", "# Squat / deadlift ratio\n", "df_fe['sq_dl_ratio'] = df_fe['backsq'] / df_fe['deadlift']\n", "\n", "# Weight relative to height\n", "df_fe['body_ratio'] = df_fe['weight'] / df_fe['height']\n", "\n", "df_fe = df_fe.replace([np.inf,-np.inf], np.nan).dropna()\n", "\n", "df_fe.head()" ], "metadata": { "id": "2ZVUTVmyVddO", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "992c8171-8355-49bb-c3e4-bfc8075cf224" }, "execution_count": 87, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " deadlift height weight age gender backsq snatch BMI \\\n", "0 435.0 73.0 230.0 37.0 Male 414.0 200.0 30.341527 \n", "1 365.0 68.0 177.0 40.0 Male 365.0 185.0 26.909818 \n", "2 465.0 65.0 150.0 31.0 Male 405.0 225.0 24.958580 \n", "3 419.0 72.0 165.0 23.0 Male 0.0 187.0 22.375579 \n", "4 335.0 70.0 155.0 30.0 Male 235.0 95.0 22.237755 \n", "\n", " strength_total sq_dl_ratio body_ratio \n", "0 1049.0 0.951724 3.150685 \n", "1 915.0 1.000000 2.602941 \n", "2 1095.0 0.870968 2.307692 \n", "3 606.0 0.000000 2.291667 \n", "4 665.0 0.701493 2.214286 " ], "text/html": [ "\n", "
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deadliftheightweightagegenderbacksqsnatchBMIstrength_totalsq_dl_ratiobody_ratio
0435.073.0230.037.0Male414.0200.030.3415271049.00.9517243.150685
1365.068.0177.040.0Male365.0185.026.909818915.01.0000002.602941
2465.065.0150.031.0Male405.0225.024.9585801095.00.8709682.307692
3419.072.0165.023.0Male0.0187.022.375579606.00.0000002.291667
4335.070.0155.030.0Male235.095.022.237755665.00.7014932.214286
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df_fe", "summary": "{\n \"name\": \"df_fe\",\n \"rows\": 73558,\n \"fields\": [\n {\n \"column\": \"deadlift\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 96.37653071632299,\n \"min\": 100.0,\n \"max\": 789.0,\n \"num_unique_values\": 492,\n \"samples\": [\n 456.0,\n 379.0,\n 180.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"height\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.84026338791992,\n \"min\": 50.0,\n \"max\": 86.0,\n \"num_unique_values\": 37,\n \"samples\": [\n 63.0,\n 76.0,\n 70.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"weight\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 31.983608026731766,\n \"min\": 90.0,\n \"max\": 395.0,\n \"num_unique_values\": 254,\n \"samples\": [\n 127.0,\n 200.0,\n 208.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.3404100741834,\n \"min\": 13.0,\n \"max\": 125.0,\n \"num_unique_values\": 48,\n \"samples\": [\n 46.0,\n 16.0,\n 22.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"gender\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Male\",\n \"Female\",\n \"--\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"backsq\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 88.63334631618426,\n \"min\": -7.0,\n \"max\": 4010.0,\n \"num_unique_values\": 479,\n \"samples\": [\n 590.0,\n 237.0,\n 410.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"snatch\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3687.0015540815953,\n \"min\": 0.0,\n \"max\": 1000000.0,\n \"num_unique_values\": 313,\n \"samples\": [\n 209.0,\n 205.0,\n 93.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BMI\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3.4325375728276635,\n \"min\": 11.208251150558842,\n \"max\": 62.87944444444444,\n \"num_unique_values\": 2680,\n \"samples\": [\n 34.2139577594123,\n 27.26315789473684,\n 19.202653485952133\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"strength_total\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 3694.914173294749,\n \"min\": 135.0,\n \"max\": 1001070.0,\n \"num_unique_values\": 1184,\n \"samples\": [\n 1344.0,\n 270.0,\n 402.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sq_dl_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.13257382433942808,\n \"min\": -0.015053763440860216,\n \"max\": 9.88888888888889,\n \"num_unique_values\": 6045,\n \"samples\": [\n 0.8240740740740741,\n 0.6535714285714286,\n 0.8268041237113402\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"body_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.37927567463508366,\n \"min\": 1.2,\n \"max\": 5.6231884057971016,\n \"num_unique_values\": 2462,\n \"samples\": [\n 3.6184210526315788,\n 1.953125,\n 2.101449275362319\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 87 } ] }, { "cell_type": "code", "source": [ "# remove extreme lifts\n", "df_clust = df_fe[\n", " (df_fe['deadlift'] < 700) &\n", " (df_fe['backsq'] < 700) &\n", " (df_fe['snatch'] < 300)\n", "].copy()\n", "\n", "features = ['deadlift','backsq','snatch','BMI','strength_total','body_ratio','sq_dl_ratio']\n", "\n", "scaler = RobustScaler()\n", "X_scaled = scaler.fit_transform(df_clust[features])\n", "\n", "kmeans = KMeans(n_clusters=3, random_state=42)\n", "df_clust['cluster'] = kmeans.fit_predict(X_scaled)\n", "\n", "pca = PCA(n_components=2)\n", "pca_res = pca.fit_transform(X_scaled)\n", "\n", "df_clust['pca1'] = pca_res[:,0]\n", "df_clust['pca2'] = pca_res[:,1]\n", "\n", "plt.figure(figsize=(8,5))\n", "plt.scatter(df_clust['pca1'], df_clust['pca2'], c=df_clust['cluster'], alpha=0.6)\n", "plt.xlabel(\"PCA 1\")\n", "plt.ylabel(\"PCA 2\")\n", "plt.title(\"Clusters\")\n", "plt.show()\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "Qt5Cx9-pC5wS", "outputId": "179c3071-56e8-4c52-f5ef-1e095729eb2d" }, "execution_count": 88, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": { "image/png": { "width": 689, "height": 469 } } } ] }, { "cell_type": "code", "source": [ "df_clust.groupby('cluster')[features].mean()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 175 }, "id": "ZDjYe0f6DAMy", "outputId": "7eacfbca-51ac-4b31-8ef0-1748939e67bb" }, "execution_count": 55, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " deadlift backsq snatch BMI strength_total \\\n", "cluster \n", "0 375.873487 295.463438 158.555191 366.295366 829.892116 \n", "1 246.179088 192.719126 101.296003 331.609208 540.194217 \n", "2 449.102448 381.265792 198.209090 417.846916 1028.577329 \n", "\n", " body_ratio sq_dl_ratio \n", "cluster \n", "0 2.559926 0.791271 \n", "1 2.178231 0.791376 \n", "2 2.938389 0.855131 " ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \"df_clust\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"cluster\",\n \"properties\": {\n \"dtype\": \"int32\",\n \"num_unique_values\": 3,\n \"samples\": [\n 0,\n 1,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"deadlift\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 102.76267792330206,\n \"min\": 246.17908777583816,\n \"max\": 449.1024476904856,\n \"num_unique_values\": 3,\n \"samples\": [\n 375.8734867417481,\n 246.17908777583816,\n 449.1024476904856\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"backsq\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 94.40010811217302,\n \"min\": 192.71912627008638,\n \"max\": 381.26579155151995,\n \"num_unique_values\": 3,\n \"samples\": [\n 295.4634383823959,\n 192.71912627008638,\n 381.26579155151995\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"snatch\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 48.72233027522686,\n \"min\": 101.29600286468825,\n \"max\": 198.20909001184367,\n \"num_unique_values\": 3,\n \"samples\": [\n 158.55519132777255,\n 101.29600286468825,\n 198.20909001184367\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"BMI\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 43.39284507882598,\n \"min\": 331.60920814439305,\n \"max\": 417.8469156672623,\n \"num_unique_values\": 3,\n \"samples\": [\n 366.2953658360632,\n 331.60920814439305,\n 417.8469156672623\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"strength_total\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 245.60087920813683,\n \"min\": 540.1942169106128,\n \"max\": 1028.5773292538493,\n \"num_unique_values\": 3,\n \"samples\": [\n 829.8921164519165,\n 540.1942169106128,\n 1028.5773292538493\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"body_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.3800799941999835,\n \"min\": 2.178230960101456,\n \"max\": 2.938388656329429,\n \"num_unique_values\": 3,\n \"samples\": [\n 2.5599264783159734,\n 2.178230960101456,\n 2.938388656329429\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sq_dl_ratio\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.03683917839126658,\n \"min\": 0.7912714507871376,\n \"max\": 0.8551310250348223,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.7912714507871376,\n 0.7913760705695657,\n 0.8551310250348223\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 55 } ] }, { "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": [ "df_fe['cluster'] = df_clust['cluster']" ], "metadata": { "id": "935GjHVFVaVz" }, "execution_count": 56, "outputs": [] }, { "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": [ "# compare models\n", "features_model = ['height','weight','age','backsq','snatch','body_ratio','BMI']\n", "\n", "X = df_fe[features_model]\n", "y = df_fe['deadlift']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " StandardScaler().fit_transform(X),\n", " y,\n", " test_size=0.2,\n", " random_state=42\n", ")\n", "\n", "models = {\n", " \"Linear\": LinearRegression(),\n", " \"Random Forest\": RandomForestRegressor(random_state=42),\n", " \"Gradient Boosting\": GradientBoostingRegressor(random_state=42)\n", "}\n", "\n", "results = []\n", "\n", "for name, m in models.items():\n", " m.fit(X_train, y_train)\n", " pred = m.predict(X_test)\n", "\n", " mae = mean_absolute_error(y_test, pred)\n", " rmse = np.sqrt(mean_squared_error(y_test, pred))\n", " r2 = r2_score(y_test, pred)\n", "\n", " results.append([name, mae, rmse, r2])\n", "\n", "results = pd.DataFrame(results, columns=['Model','MAE','RMSE','R²'])\n", "results\n" ], "metadata": { "id": "59VDTUuWXETD", "colab": { "base_uri": "https://localhost:8080/", "height": 143 }, "outputId": "ae736508-805e-4a43-e418-64b1e2945b70" }, "execution_count": 89, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Model MAE RMSE R²\n", "0 Linear 31.493616 41.398465 0.815132\n", "1 Random Forest 30.021306 38.988955 0.836025\n", "2 Gradient Boosting 28.617511 37.197118 0.850751" ], "text/html": [ "\n", "
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ModelMAERMSE
0Linear31.49361641.3984650.815132
1Random Forest30.02130638.9889550.836025
2Gradient Boosting28.61751137.1971180.850751
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "results", "summary": "{\n \"name\": \"results\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"Model\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Linear\",\n \"Random Forest\",\n \"Gradient Boosting\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MAE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.4381883184165338,\n \"min\": 28.61751131224595,\n \"max\": 31.49361592564573,\n \"num_unique_values\": 3,\n \"samples\": [\n 31.49361592564573,\n 30.02130566695366,\n 28.61751131224595\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"RMSE\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2.1082275214202295,\n \"min\": 37.19711792570763,\n \"max\": 41.39846533474578,\n \"num_unique_values\": 3,\n \"samples\": [\n 41.39846533474578,\n 38.98895541530466,\n 37.19711792570763\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"R\\u00b2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.017898214683510726,\n \"min\": 0.8151320186209496,\n \"max\": 0.8507508733563631,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.8151320186209496,\n 0.8360254623754888,\n 0.8507508733563631\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 89 } ] }, { "cell_type": "code", "source": [ "print(results)\n", "\n", "best_by_mae = results.loc[results['MAE'].idxmin(), 'Model']\n", "best_by_rmse = results.loc[results['RMSE'].idxmin(), 'Model']\n", "best_by_r2 = results.loc[results['R²'].idxmax(), 'Model']\n", "\n", "print(\"\\nBest by MAE:\", best_by_mae)\n", "print(\"Best by RMSE:\", best_by_rmse)\n", "print(\"Best by R²:\", best_by_r2)\n", "\n", "winner = best_by_r2\n", "print(\"\\nTop model:\", winner)\n", "\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wOfscD9FLX0O", "outputId": "6524120f-8432-4edc-dcb8-fbeb1f1ad7e8" }, "execution_count": 90, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Model MAE RMSE R²\n", "0 Linear 31.493616 41.398465 0.815132\n", "1 Random Forest 30.021306 38.988955 0.836025\n", "2 Gradient Boosting 28.617511 37.197118 0.850751\n", "\n", "Best by MAE: Gradient Boosting\n", "Best by RMSE: Gradient Boosting\n", "Best by R²: Gradient Boosting\n", "\n", "Top model: Gradient Boosting\n" ] } ] }, { "cell_type": "markdown", "source": [ "After comparing the three models, Gradient Boosting showed the best performance with the lowest error and highest R².\n", "This means it predicts deadlift performance more accurately than Linear Regression and Random Forest, so it is chosen as the final model." ], "metadata": { "id": "8Pzn0oNbMe6i" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "jwzwP9qqXbP9" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "q4Pbyr8gXbYQ" } }, { "cell_type": "markdown", "source": [ "


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


" ], "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", "# Save winning model (Gradient Boosting)\n", "best_model = gb # Gradient Boosting was the winner\n", "\n", "with open(\"winning_model.pkl\", \"wb\") as f:\n", " pickle.dump(best_model, f)\n", "\n", "print(\"Model saved as winning_model.pkl\")" ], "metadata": { "id": "Csg-bpJuoIXK", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "65737b7c-5d74-4a3e-9a2d-a7f518089be5" }, "execution_count": 92, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model saved as winning_model.pkl\n" ] } ] }, { "cell_type": "markdown", "source": [ "https://huggingface.co/Tomertg/Gradient_Boosting" ], "metadata": { "id": "FtQ4IuF-OjKo" } }, { "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": "code", "source": [ "df_class = df_fe.dropna(subset=['deadlift']).copy()\n", "\n", "df_class['deadlift_class'] = pd.qcut(\n", " df_class['deadlift'],\n", " 3,\n", " labels=['low','mid','high']\n", ")\n", "\n", "print(df_class['deadlift_class'].value_counts())\n", "\n", "features = ['weight','height','age','backsq','snatch','BMI','strength_total','body_ratio','sq_dl_ratio']\n", "\n", "X = df_class[features]\n", "y = df_class['deadlift_class']\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.2, random_state=42, stratify=y\n", ")\n", "\n", "print(y_train.value_counts())\n" ], "metadata": { "id": "IqC0YSXxqL3E", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2034848b-c359-410e-ba69-0c8b92d5c9f3" }, "execution_count": 93, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "deadlift_class\n", "low 26031\n", "mid 24048\n", "high 23479\n", "Name: count, dtype: int64\n", "deadlift_class\n", "low 20825\n", "mid 19238\n", "high 18783\n", "Name: count, dtype: int64\n" ] } ] }, { "cell_type": "code", "source": [ "print(\"Reason for class creation:\")\n", "print(\"Used quantile binning to split the data into three similar sized groups.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "K6s0NGc_Pn8z", "outputId": "50e2ca02-d710-4f10-b6d0-9933a4e14146" }, "execution_count": 95, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Reason for class creation:\n", "Used quantile binning to split the data into three similar sized groups.\n" ] } ] }, { "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": [ "print(\"Class balance (train):\")\n", "print((y_train.value_counts(normalize=True) * 100).round(1))\n", "\n", "print(\"\\nClass balance (test):\")\n", "print((y_test.value_counts(normalize=True) * 100).round(1))\n", "\n", "print(\"\\nClasses look fairly even, so no major imbalance issues.\")\n", "\n", "print(\"\\nUsing accuracy + F1 to check performance, not just accuracy.\")\n" ], "metadata": { "id": "SQ1WoHIRqNj8", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "af4fb022-e873-44b5-f3ab-bb21c48e1b99" }, "execution_count": 96, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Class balance (train):\n", "deadlift_class\n", "low 35.4\n", "mid 32.7\n", "high 31.9\n", "Name: proportion, dtype: float64\n", "\n", "Class balance (test):\n", "deadlift_class\n", "low 35.4\n", "mid 32.7\n", "high 31.9\n", "Name: proportion, dtype: float64\n", "\n", "Classes look fairly even, so no major imbalance issues.\n", "\n", "Using accuracy + F1 to check performance, not just accuracy.\n" ] } ] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "FkQXDvjZoqaw" } }, { "cell_type": "code", "source": [], "metadata": { "id": "ffoT68TGqOIY" }, "execution_count": null, "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": "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": "code", "source": [ "print(\"Recall is more important here because we prefer to correctly identify high performers.\")\n", "print(\"Missing a strong athlete (classifying them too low) is worse than predicting someone as higher.\")" ], "metadata": { "id": "mX2Ke1cEsfw7", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "d72e0415-d1de-4f0f-fc2b-e4f7ab59d931" }, "execution_count": 97, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Recall is more important here because we prefer to correctly identify high performers.\n", "Missing a strong athlete (classifying them too low) is worse than predicting someone as higher.\n" ] } ] }, { "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": "code", "source": [ "print(\"False negatives are more important here, since missing a strong athlete hurts more than overestimating one.\")" ], "metadata": { "id": "YOshlmm2sf7V", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2bbf99fd-14a8-460a-aa22-dbd86f4cde40" }, "execution_count": 98, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "False negatives are more important here, since missing a strong athlete hurts more than overestimating one.\n" ] } ] }, { "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 accuracy_score, precision_score, recall_score, f1_score\n", "\n", "models = {\n", " \"Logistic\": LogisticRegression(max_iter=1000),\n", " \"RF\": RandomForestClassifier(random_state=42),\n", " \"GB\": GradientBoostingClassifier(random_state=42)\n", "}\n", "\n", "res = []\n", "\n", "for name, m in models.items():\n", " m.fit(X_train, y_train)\n", " p = m.predict(X_test)\n", "\n", " res.append([\n", " name,\n", " accuracy_score(y_test, p),\n", " precision_score(y_test, p, average='weighted'),\n", " recall_score(y_test, p, average='weighted'),\n", " f1_score(y_test, p, average='weighted')\n", " ])\n", "\n", "df_clf = pd.DataFrame(res, columns=[\"Model\",\"Acc\",\"Prec\",\"Recall\",\"F1\"])\n", "print(df_clf)\n" ], "metadata": { "id": "6MIie1Rws3pE", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "cfe7e7b0-587c-4ea7-f629-8cc1c109b49a" }, "execution_count": 99, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Model Acc Prec Recall F1\n", "0 Logistic 0.989532 0.989564 0.989532 0.989538\n", "1 RF 0.994086 0.994100 0.994086 0.994088\n", "2 GB 0.983687 0.983825 0.983687 0.983706\n" ] } ] }, { "cell_type": "code", "source": [ "print(df_results_clf)\n", "\n", "print(\"\\nRandom Forest and Gradient Boosting look best so far based on the scores.\")\n", "print(\"Logistic Regression is a bit lower.\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1WW35aGDRnCU", "outputId": "c61a747b-50fd-487f-be91-0beeed8036ca" }, "execution_count": 100, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Model Accuracy Precision Recall F1\n", "0 Logistic Regression 0.989464 0.989497 0.989464 0.989470\n", "1 Random Forest 0.994426 0.994439 0.994426 0.994427\n", "2 Gradient Boosting 0.983687 0.983825 0.983687 0.983706\n", "\n", "Random Forest and Gradient Boosting look best so far based on the scores.\n", "Logistic Regression is a bit lower.\n" ] } ] }, { "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": [ "from sklearn.metrics import classification_report, confusion_matrix\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "print(\"\\n Classification Evaluation:\\n\")\n", "\n", "for name, model in models.items():\n", " model.fit(X_train, y_train)\n", " y_pred = model.predict(X_test)\n", "\n", " print(f\"\\n🔹 Model: {name}\")\n", " print(classification_report(y_test, y_pred))\n", " cm = confusion_matrix(y_test, y_pred)\n", "\n", " plt.figure(figsize=(5,4))\n", " sns.heatmap(cm, annot=True, fmt='d', cmap=\"Blues\",\n", " xticklabels=['Low','Medium','High'],\n", " yticklabels=['Low','Medium','High'])\n", " plt.title(f\"Confusion Matrix - {name}\")\n", " plt.xlabel(\"Predicted\")\n", " plt.ylabel(\"Actual\")\n", " plt.show()" ], "metadata": { "id": "Rozrn2petFKA", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "outputId": "9011769b-5e0a-4d40-dd65-a258d1ce76c7" }, "execution_count": 103, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", " Classification Evaluation:\n", "\n", "\n", "🔹 Model: Logistic\n", " precision recall f1-score support\n", "\n", " high 0.99 0.98 0.99 4696\n", " low 1.00 1.00 1.00 5206\n", " mid 0.98 0.99 0.98 4810\n", "\n", " accuracy 0.99 14712\n", " macro avg 0.99 0.99 0.99 14712\n", "weighted avg 0.99 0.99 0.99 14712\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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OjMxms8UU8ffff18lSpRIcry/v7/at29vvP+///0v0ZgFCxYYr81SpUrprbfeSjKet7e3Ma37UWXkvzupsWvXLmOhKZPJpLlz5yb7bz0APAoKReAh8c+UxEvr/wgnfP6xQ4cO8vHxSXZ8sWLFjNUqJWnjxo3Jjvfw8JCfn1+yY2rXrm0cZ9YNnhP+orl06VJduXIl3e6V8Gtaq1Yti6+PNTlz5lSPHj2sXp+U7t27J3u+cuXK8vT0lCRdu3Yt0eswLcXvqXjr1i2jsJGkX3/9VTdv3rQYk1oRERHasGGD/vvf/+q9997T8OHDNXToUONt4cKFxtgDBw480r2S8/zzz6d5TCcnJwUEBChfvnySpG3btmngwIF68803jTETJ07M8vuo2ur48ePGfrPOzs42PUs6YMAA49jaSsQJP/b888+n+Mzus88+myZFecJ/dwICAoznLTOL33//3Th+8sknVbVqVQdmAyC7YzEb4CEPLzgQvzhHWtm/f79x3KRJE5uuadq0qX777TdJMhY+SUqlSpWMDmRS8ufPbxwn/At6ZtKoUSOVKFFCISEhOnfunKpVq6Z+/frJz89PDRs2TLbjZ6/Ufk+mTZsmKeXvSZ48eZLtsEhx3YG8efMqMjJSUtz3xdriF2mhV69eGjdunMxmswICAoxiKn7hGJPJlOpC8fr16xo7dqzFQh4pCQsLS9W9UlKmTBmjmEtrxYsX1/fff69u3bpJkmbPnm2ca9++vYYNG5Yu982MEv78VKpUyeLfl6QkXCAsNDRUFy9etOi4J/zjQcOGDVOMlyNHDlWvXt1i79vU6NChg3LmzKm7d+9q3759qly5svr3769nnnlGtWvXlrOz8yPFf1QJF/aJ72oDQHqhUAQekjt3brm4uBjTT+M7LGnl6tWrxnGpUqVsuibhPnwp/VKdJ0+eFOMlLCQTTrPNTFxdXTVv3jx17NhRd+7cUVhYmL744gt98cUX8vDwUL169dSiRQt16NBBTZo0sXsFy4Qyw/dEsvy+JLXPZVooU6aMmjVrpi1btuiPP/7Q5cuXJcVNi5ak5s2bW3x+tvrnn3/UokULnTt3zq7r0qt7mt5TB7t27aoBAwZo5syZxscKFSpkUTQ+qr///lv//e9/kx3ToUMHdejQIc3uaa/U/PwULlxYHh4exvTSsLAwi0IxYcyU/sgSr3jx4o9cKObPn18zZ840VhQNCQnRuHHjNG7cOHl5ealhw4by9fWVn5+fatWq9Uj3So34n1VJabbKKwAkhUIRsKJUqVLGMu62bK5uj4Qdypw5c9p0TcJxKf1S/SgFU2bj6+urgwcP6sMPP9TixYuNbtu9e/e0detWbd26VZ9++qkqVqyozz//XF26dEnVfR7H70mfPn20ZcsWRUdHG89Yxv/RoE+fPqmK2bNnT6NIzJUrlwYMGKB27dqpYsWKKlSokDw9PeXkFPfEw6ZNm4yOSGxs7KN+OlbFT+VNT4ULF7Z4v3Hjxok+9iguXLhgsY2ONQUKFHBooZian5/4sfGF4sM/Qwlj5siRw6Z4afWYwAsvvKDKlSvro48+0sqVK40/2ty5c0fr16/X+vXrNXbsWNWtW1eTJ09W8+bN0+S+tkj4deLZRADpjWcUASuaNWtmHO/atStNYyf8j/vdu3dtuibhuPSajpjRbC0OypYtq7lz5+rq1av6/fff9d5776lVq1YWRcDJkyfl7++vr776KlW5PI7fk+7duxtfw4CAAM2dO1dSXHGV0vOU1mzfvl3bt2+XFPf13Llzp7766iu1a9dOZcqUUc6cOY0iUUq/LmJG2rJliyZMmGDxsV9//VXz5893UEaOkZqfn4fHPvwzlDCmrc8J2nPvlNSqVct4NvrXX3/VqFGj1LhxY4uu/969e9WqVStjAaiMkPDrlNaPRQDAwygUAStat25tHP/zzz/GL8BpIeF0OFun6CVccCatV3BMK/ZOZ71165Zd8XPmzKl27dpp/Pjx2rBhg65du6bFixerRo0axph3331XFy5csCuulH2/J8nJnTu3OnfuLCnuebCDBw9Kkrp06ZKqwnf9+vXGcZ8+fVJcZOOff/6x+x6Zya1bt9SrVy/FxMRIiluMKN5rr72WZp9fy5YtZY7byirJt3HjxqXJvVIrNT8/V65csVhx9+GfoYTvnz9/3qaYto6zh7e3tzp16qSJEydq+/btCgsL0+zZs1WyZElJUkxMjIYMGWLMdkhvCbvV8atnA0B6oVAErOjevbvFLyqp7VRZk3BFTVsL0ITj6tSpk2a5pKXcuXMbx9euXUtx/OHDhx/pfp6ennr22We1adMm45enqKgorV271u5Y2fV7khJrq1PasmKlNRcvXjSOExbvSUm4HUlSMuOU3XiDBw82isGqVasqKCjI6pYZj4OEPz8nTpzQ9evXU7wmfosHSfLx8Um0dUzC5/9smdURGRmpI0eO2JDto8mdO7f69u2rDRs2yN3dXVLc85U7duxINDY9Xr+NGjUyjhOuoA0A6YFCEbDC09NTr7/+uvH+kiVLtGTJErvj3L17N1HhkbBbuXr16hS3fbh48aLWrFlj9frMJOHiJ7Zsd7Bo0aI0uW++fPksVlBMuNiDrRJ+Tffv369Dhw4lOz4iIkI//fST1euzkrZt21psz1KkSBG1adMmVbESTitNaargxYsXLbblSErC7Q7Sc3Efe82bN8/Y3sPNzU0LFixQzpw5FRAQoLx580qStm7dqk8++cSRaWaYKlWqGK+jmJgY/fjjjyleM2vWLOPY2uqdLVu2NI4XLVqU4iyFJUuWZFhXT5LKlSunatWqGe9b+3cnPV6/CfefXL9+vY4fP54mcQHAGgpFIAmjR4+26BT16tXL2KLCFkeOHFGjRo2MlSTjtW3bVmXKlJEk3b9/XyNGjEgyhtls1rBhw4xfMsqVK6ennnrKjs8i49SvX9/4C/quXbuS/QXmm2++0dGjR5ONZ0tXMl5ISIhxXKhQIZuvi1e5cmW1aNHCeH/o0KHJ/mL33nvvGQV+7ty51bNnT7vvmRk4Oztry5Yt2rNnj/bs2aPAwMBUL/+fcAXGFStWJDkuJiZGgwYNUlRUVIoxvb29jQL06tWrmaJYPHPmjF577TXj/U8//VRPPPGEpLhVNxNuPD9+/HiL7QyyK5PJpEGDBhnvf/TRR8lOAV+xYoVWrVplvP/qq68mGtOzZ0+j0Dpz5owmT56cZLxbt27p/fffT03qidi6VUtMTIwuXbpkvG/t352E24SkZkq8NQ0aNDD+MGY2m9W7d2+eVQSQbigUgSS4u7tr8eLFxi8AkZGR6tKli3r37p1kEWQ2m7Vnzx716dNHTzzxhNWpUE5OThYLYCxcuFADBw5M9B/727dvq1+/flq6dKnxsYkTJ1p0bjITHx8fo7NmNpvVo0ePRM8MRUdH68svv9Trr79uTNtKyrRp01SrVi3973//MzbzftidO3c0ZswY7dmzR1Jc4dO2bdtU5f/ZZ58ZRdKWLVvUrVu3RN3eqKgovfvuuxa/tH7wwQdZevXB8uXLq169eqpXr57Kly+f6jjPPPOM8YeCTZs26a233krU4QkNDVW3bt20atUqm1bHdHd3V4UKFSTFdWSWL1+e6vzSQkxMjF588UVjIZ6nnnpKb775psWYZ599Vv369ZMU93p/6aWXssXCPSkZMWKEihUrJinujzxPPvmk1ZkFP/30k3r06GG87+fnZ/FHmnj58uWz+Nq+8847mjJlSqJFsM6ePaunn35aZ8+eTfHfFFuMGjVKLVq0UEBAQJJbI127dk0DBw40CsXcuXNb3X+1evXqxnFaLngzdepU43MNCgpSixYtkpyeGxoaqkmTJumLL75Is/sDeHywPQaQjLJly2rXrl3y8/PTkSNHFBsbq3nz5mnevHkqXbq0atasqQIFCigmJkahoaE6cOBAoilI1hYGee655xQYGGgsez9z5kz9/PPPatWqlQoXLqwrV65o/fr1FsXjiBEj1LVr1/T9hB/RJ598oo0bNyo2NlYHDx5UxYoV1bp1axUrVkzXr19XYGCgrly5Ii8vL3322Wcpbkp+8OBBDRkyRK+99prKlSun6tWrq0CBAnrw4IEuXbqk7du3W3yN3nnnHZv3XHtYkyZNNGHCBI0aNUqS9Ntvv6lkyZJq1aqVSpQooRs3bmjjxo0WnU5/f3+98cYbqbpfdlO5cmX16tVLAQEBkqQvv/xSCxYsUP369VWoUCGdPXtWgYGBioqKUq5cufTFF19Y7SQ9rFu3bvr0008lSS+++KLmzJmj8uXLWyyeNGnSpPT5pB4yfvx441m0/Pnza+7cuVafQ5s6daq2bNmiU6dOKTg4WMOGDdOcOXMyJMdHNWDAALv+8LF69WoVLVpUefPm1YIFC9S+fXtFRETor7/+Up06ddSwYUNVrVpVUVFR2rlzp06dOmVcW6FCBYspqA8bO3as1q1bp927dys2NlZvvPGGJk2apObNm8vLy0unT59WYGCgoqOj1bhxY5UtW9ZYcTa1f1Azm83asmWLtmzZImdnZ1WuXFlVqlRR3rx5FRkZqQsXLmjbtm0WHfFJkyZZ3YqlW7du+u677yTFzaLYu3ev6tSpY7Hdx+DBg1WuXDm7cqxTp45mzZqlvn37Kjo6Wvv371ejRo1UqVIl1a5dW3ny5NGtW7d07Ngx479bw4cPT9XXA8BjzgwgRbdv3zZ/9NFHZm9vb7Mkm96eeOIJ87Jly5KNO378eLO7u3uycTw8PMyffvppsnE2btxojPf19bXpc0p4j6R88MEHxpgPPvjAprizZs0yOzs7J/n5FClSxBwYGJhizpMmTbL5a+3m5mb+8MMPk8zJ19fXGLtx48Zk8585c6Y5d+7cyd7P2dnZPHz4cHN0dHSScc6cOWOML1WqlE1fu1KlShnXnDlzxqZrbLm/JHNkZGSqY0VGRlrESiq3u3fvmtu2bZvs16548eLmrVu32vyavXnzprly5crJxkwoNT8LZrPZPHv2bOO6Pn36JDq/bds2i9f10qVLk423a9cus4uLizF+0aJFNueS0Wz9ObP29vBrYceOHeayZcumeN1TTz1lvnLlSoq53bhxw9y6detkYzVp0sR86dIlc8+ePY2PJfVvb0r/pg0dOtTmzz1XrlzmGTNmJJt/jx49ko3x8L9H9vwbsH79enOZMmVsynXMmDHJxgIAa+goAjbw8vLS+++/r9dff12rV6/Wn3/+qb179+rKlSu6fv263NzclC9fPlWuXFkNGzZUly5dbFoJ87333lOvXr00c+ZMrV27VmfOnNHNmzfl7e2tsmXLql27dhowYICxFHtW8PLLL6tRo0b66quvtGHDBl26dEkeHh4qU6aMunXrpldeeUUFChTQpk2bko0zcuRIdevWTX/++ae2b9+uw4cP6+zZswoPD5eTk5O8vb1VpUoVtW7dWr1791apUqXSJP/+/furc+fO+v7777VmzRqdPHlS169fV65cuVSiRAk99dRTevnll1Pc/uFxlCNHDq1Zs0YLFizQ3LlztX//foWHh6tAgQIqW7asunXrpr59+ypv3rwpfv/j5cmTR3v27NE333yjVatW6fjx47p582aGPq8YHh5usYrpgAED5O/vn+w1DRo00Lhx4/Tee+9Jkl555RU1atQo1R3vrKJRo0Y6fvy4fvzxRy1fvlwHDhzQlStX5OrqKh8fHzVr1kw9evSweYq4t7e31q9fr0WLFikgIEB79+7V9evXVaBAAVWpUkW9evVSz5495erqarHaqre3d6rynzZtmoYMGaJ169Zp586dOnr0qM6dO6fbt2/LxcVF+fPnV7Vq1dS2bVv16tUrxWei58+fr44dO2rhwoU6cOCAwsLCLLYFeRStW7fWX3/9pZ9++kkrV65UUFCQrly5ovv37ytPnjwqX768GjduLH9/fzVv3jxN7gng8WIym81mRycBAADwKIoVK2Zs0xIaGmqx5yAAwH6Zc1UMAAAAG23dutUoEkuUKEGRCABpgEIRAABkWVFRURaLSmXV7WoAILOhUAQAAJnS4MGD9cMPPyS5xciRI0fUunVrBQUFSYp7nnzIkCEZmSIAZFs8owgAADKlli1bavPmzXJ3d1etWrVUoUIFeXl5KTw8XIcOHdLRo0cV/2uMyWTSrFmzjH0sAQCPhlVPAQBApnb//n3t2rUryY3lvb299fXXXzPtFADSEB1FAACQKYWGhmrZsmXavHmz/vrrL4WFhenatWuSpPz586t69epq06aNXn755VRviQEAsI5CEQAAAABggcVsAAAAAAAWKBQBAAAAABYoFAEAAAAAFigUAQAAAAAWKBQBAAAAABYoFAEAAAAAFigUAQAAAAAWKBQBAAAAABZcHJ0AbOfp942jUwCynBvLhjg6BSBLio01OzoFIEvK4WZydApWedYe6rB7R+6f7rB7I/XoKAIAAAAALFAoAgAAAAAsMPUUAAAAyO5M9IdgH14xAAAAAAALdBQBAACA7M6UORfZQeZFRxEAAAAAYIFCEQAAAABggamnAAAAQHbHYjawE68YAAAAAIAFOooAAABAdsdiNrATHUUAAAAAgAU6igAAAEB2xzOKsBOvGAAAAABZkslksumtZcuWKcZas2aN/P39Vbx4cbm7u6t48eLy9/fXmjVrbM4nOjpa3377rZo3b66CBQvK09NT5cqV0yuvvKKjR4/aHCcsLExjx45VzZo1lTt3buXOnVs1a9bU2LFjde3aNZvjPAqT2Ww2Z8id8Mg8/b5xdApAlnNj2RBHpwBkSbGx/HoApEYOt8z5LKBng7ccdu/I3ZPSLbbJxmcvfX19tWnTJqvnYmNjNWjQIM2aNSvJ6wcMGKDvvvtOTk5J99nCwsLUoUMH7dmzx+p5d3d3TZ8+XQMGDEg21127dqlLly4KDQ21er5IkSJavny5GjRokGycR8XUUwAAACC7y+aL2QwePFhDhiT9x+GcOXMmeW7MmDFGkVi7dm2NHj1a5cqVU3BwsCZOnKj9+/dr5syZKliwoD799FOrMWJiYuTv728UiV27dtXAgQOVL18+7dq1Sx9//LGuXLmiV155RcWKFVP79u2txgkJCZGfn5+uXr0qFxcXvfnmm+rYsaMkaeXKlfrqq6906dIl+fn5ae/evSpevLhNX5/UoKOYhdBRBOxHRxFIHTqKQOpk2o5iw1EOu3fkri/SLXZ8R/GDDz7QuHHj7L7+5MmTqlatmqKjo1WvXj0FBgbK09PTOB8RESFfX18FBQXJxcVFx48fV/ny5RPF+eGHH9S/f39J0pAhQ/T1119bnD916pTq1q2r8PBwlS9fXsePH5eLS+KeXe/evTVv3jxJ0qJFi9S9e3eL84sWLdLzzz8vSerTp4/mzJlj9+dsK55RBAAAALI7k5Pj3jKxKVOmKDo6WpI0bdo0iyJRknLkyKFp06ZJinv+cPLkyVbjTJoUN702X758+uKLxIVx+fLl9e6770qKKxqXLVuWaExoaKjmz58vSWrXrl2iIlGSnnvuObVr106SNG/evCSnp6aFzP2dAwAAAIB0YDab9euvv0qSKleurEaNGlkd16hRI1WqVEmS9Ouvv+rhCZknT57U8ePHJcUVcjly5LAap2/fvsaxtUJxxYoVio2NlST169cvybzj48TGxmrFihVJjntUFIoAAAAAHjtnzpzRxYsXJcUtdpOc+PMXLlzQ2bNnLc5t3bo10ThrfHx8VLFiRUnStm3bEp23NU7Cc9bipBUWswEAAACyOwcuZnP+/Hmbxj3KwiyLFy/WokWLdPbsWTk7O8vHx0dNmjRR37591apVK6vXHDt2zDiuXLlysvETnj9+/LjKlCmT6jgnT55USEiI7t69a7HITnycPHnyyMfHJ8kYRYoUUe7cuRUeHm50MtMDhSIAAACAdFOiRAmbxj3KGpsJizUp7jnAU6dOKSAgQF26dNGcOXOUJ08eizEJC9iUitSEn0NISMgjxzGbzTp//rwxpTVhHFsK5hIlSujo0aOJcklLFIoAAABAdpfJF5VJrRw5cqhTp0568sknVblyZXl5eenq1avavHmzvv32W127dk3Lly9X586d9eeff8rV1dW49vbt28axl5dXsvdJ2Pm7c+eOxbm0jpNSjIRxHo6RligUAQAAAKSb9Ox6XbhwQd7e3ok+3qZNGw0bNkzt27fX/v37tXnzZv3vf//T66+/boy5d++ecezm5pbsfdzd3Y3jyMhIi3NpHSelGAnjPBwjLVEoAgAAAEg36bkpvLUiMV7hwoX1yy+/qHLlynrw4IGmTZtmUSh6eHgYx1FRUcne5/79+8bxw1toPBwn4fv2xomIiEgxl4RxHo6RlrJnDxoAAADAv0wmx705UNmyZdWmTRtJcc8txq9yKkm5cuUyjlOawnn37l3j+OGpoWkdx5bppPFxbJmmmloUigAAAACyrapVqxrHFy5cMI4TdjpTWpk14fTZhxfnSU0ck8mUqNMa/74tq8TGx7F1oaDUoFAEAAAAsjuTk+PeHP2pJ9HVTFhAnjhxItkYCc9XqVLlkeOUKFHCYmGbhHFu3bql0NDQJGNcunRJ4eHhVnNJS47/zgEAAABAOkm4dUbRokWN4zJlyhjvb968OdkYgYGBkqRixYqpdOnSFueaNWtmHCcXJzQ0VCdPnpQkNW3aNNF5W+MkPGctTlqhUAQAAACyu8f0GcUzZ87ozz//lCSVK1dOxYoVM86ZTCZ17txZUlynb+fOnVZj7Ny50+gEdu7cOVGHsmLFikZnb9GiRYqIiLAaZ86cOcaxv79/ovOdOnWSk1NceTZ79uwkP6f4OE5OTurUqVOS4x4VhSIAAACALOe3335TdHR0kucvX76sbt26GauIDhkyJNGYESNGyNnZWZI0bNiwRNtNREZGatiwYZIkFxcXjRgxwuq93nrrLUnS9evXNXr06ETng4OD9dlnn0mSypcvb7VQ9PHx0YsvvihJWrt2rX755ZdEYxYvXqy1a9dKknr16iUfHx+r+aQFk9lsNqdbdKQpT79vHJ0CkOXcWJb4PwoAUhYby68HQGrkcHNsBy0pns3HOuzekVs+Spe4pUuX1oMHD9StWzc1btxYpUuXlqenp8LCwrRp0yZ99913CgsLkxQ3rXPdunUW+xjGe/fddzVhwgRJUu3atfX222+rXLlyCg4O1ueff679+/cb4z799FOrucTExMjX11fbtm2TJHXr1k0DBw5U3rx5tXv3bo0fP15XrlyRk5OTVq5cqfbt21uNExISorp16+rq1atycXHRyJEj1bFjR0nSypUr9eWXXyo6OloFCxbUvn370nXrEQrFLIRCEbAfhSKQOhSKQOpk2kKxxTiH3TsyMH3uXbp0af3zzz8pjuvWrZtmzpyZ5J6LsbGxGjhwoH744YckY/Tv318zZswwpoZaExYWpg4dOmjPnj1Wz7u7u2v69OkaMGBAsvnu2rVLXbp0SXJBGx8fHy1fvlwNGzZMNs6jolDMQigUAftRKAKpQ6EIpA6FYmLpVShu3rxZmzdv1o4dO3T69GmFhYUpPDxcXl5eKlGihJo0aaI+ffqocePGNsVbvXq1ZsyYoT179igsLEwFChRQ/fr19corryTZAXxYdHS0vv/+ey1YsEDHjx/X3bt3VbRoUT355JMaPny4qlWrZlOcsLAw/fe//9Xy5ct19uxZSXGL73Tu3FkjRoxQ/vz5bYrzKCgUsxAKRcB+FIpA6lAoAqmTaQtF3/SZ/mmLyM2Om/aK1GMxGwAAAACABQpFAAAAAIAFF0cnAAAAACCdOWXOKbHIvOgoAgAAAAAs0FEEAAAAsjsT/SHYh1cMAAAAAMACHUUAAAAguzPxjCLsQ0cRAAAAAGCBQhEAAAAAYIGppwAAAEB2x2I2sBOvGAAAAACABTqKAAAAQHbHYjawEx1FAAAAAIAFCkUAAAAAgAWmngIAAADZHYvZwE68YgAAAAAAFugoAgAAANkdi9nATnQUAQAAAAAW6CgCAAAA2R3PKMJOvGIAAAAAABYoFAEAAAAAFph6CgAAAGR3LGYDO9FRBAAAAABYoKMIAAAAZHcsZgM78YoBAAAAAFigUAQAAAAAWGDqKQAAAJDdsZgN7ERHEQAAAABggY4iAAAAkN2xmA3sxCsGAAAAAGCBjiIAAACQ3dFRhJ14xQAAAAAALFAoAgAAAAAsMPUUAAAAyO7YHgN2oqMIAAAAALBARxEAAADI7ljMBnbiFQMAAAAAsEChCAAAAACwwNRTAAAAILtjMRvYiY4iAAAAAMACHUUAAAAgu2MxG9iJVwwAAAAAwAIdRQAAACC74xlF2ImOIgAAAADAAoUiAAAAAMACU08BAACAbM7E1FPYiY5iAn/88YciIiIcnQYAAAAAOBQdxQSefvppubq6qk6dOmrZsqV8fX3VrFkzeXl5OTo1AAAAINXoKMJeFIoPefDggXbt2qXdu3dr4sSJcnZ2Vu3atY3CsXnz5sqVK5ej0wQAAACAdEOhmMCOHTu0efNmbdq0Sdu2bdPt27cVHR2tPXv2KCgoSJMmTZKTk5Nq1aplFI4tWrRQ7ty5HZ06AAAAAKQZk9lsNjs6icwoNjZWe/fuNQrHrVu3Kjw83Dgf3753cnJSzZo11apVK02aNCldc/L0+yZd4wPZ0Y1lQxydApAlxcby6wGQGjncMucUz5zdZzvs3ncX93PYvZF6FIo2io2N1YEDB7Rp0yZt3rxZW7Zs0c2bN43zJpNJMTEx6ZoDhSJgPwpFIHUoFIHUoVBMjEIxa2LqqY2cnJxUp04dlS1bVuXLl1fp0qUVEBCg8PBwUWsDAAAgM2MxG9iLQjEFN2/eVGBgoDZt2qRNmzbp0KFDRmEY//+lSpVSy5YtHZglAAAAAKQdCsWH2FIYli5d2ljMpmXLlipVqpQjUwYAAACSRUcR9qJQTKBOnTpGYZhwOmmZMmUsCsOSJUs6MEvY4+M+jTTy2TrG+23fXa4tRy6meF2rJ4qrR6uKalKliHzy5VB0TKyu3IzUkbPXtPHgeS3Y+Jfu3otOdF3JQrn0TIPSalGjqKqXzq+i+XPKyWTStfB72nfqihYHntLSbcGKSeHZn+IFvFSvYiHVrVBI9SoUUu3yBZUnp3vc57Rgjz5ZuMfOrwTgWNeuXdORw4d05PAhHT1yWEePHDae8+7U2V/jP53g2ASBDDagXy/tDbLv3/Lvf5irevUbpjguMjJS3f39dOHCeUlSkaJFtXrthlTlCeDxRaGYwIEDByTF/cXFz89P3bt3l6+vr0qUKOHYxJAqNcvk1+tdnrDrGu+c7poxopX8GpVNdC5PTndVKOYt/6bltOtEqA6duWZxfuyLDfT2c3Xl5JT4L3bFCnipWAEv+TUqq9dPXlbPCWsVcvWO1RxKFvTSXz/0titvILNr3aKJo1MAsjQnJyeVLFnaprH/+3qqUSQCQGpRKD4kvi2/atUqnTlzRnv27FHLli3VokUL5c+f38HZwVYmk/T10JZydXHW5RsRKpw3R4rX5M7hppXj/VS3QiFJ0q/bT2vZ9mCdvnRLMbFmFS/gpebVi6pLk3JWr/fJl0NOTibdiXygFTtPa+PB8wq+eEv3omJUqUReveZXQ/UqFla9ioW1anwnNR6xyGpXUgmmhsTGmnU69JYuXb+r5tWLpe6LAWQyRYoUVekyZbVj+1ZHpwI4zIfjP1NkZESyY04HB+vtUW9Ikho0bKRChQunGPfE8WNa8GOA3N3d5eLiort376ZJvsj6mHoKe1EoJjB79mxj38SzZ8/qyJEjOnr0qKZPny6TyaSqVauqZcuWxjRUCsfM6zW/mqpXsbBOhNzQih2nNfq5uile89UrzVW3QiHdi4rWS5//oVW7z1qc33fqqlbsPKNRM7fJ2UrX8Hr4PY2ZvV0z1hzVncgHFuf2B1/VosC/NfetNnq2eXlVKOat17vU0mc/BSWKcycySh/M26Wgk5e17++runn3vppXL6o/PqNQRNb1yuDXVK16DVWvXkP5CxTQhQvn1aHtk45OC3CYYsWLpzhm1W8rjOOOfl1SHB8TE6OPxr2vmJgYDXr1NS1f9guFIoBUo1BMoE+fPurTp48kKSQkxNgzcdOmTTp9+rRROH799dcUjplYiYJeGvtiA0nSsG82y7dGygVWk6o+erF1JUnShz/uTlQkPszaM4bvzd2Z7DWxsWYN/99m+TUqI3dXZ/k3KWe1ULx++74mLtqbYs5AVjJk6OuOTgHIUmJjY7V61W+SpBw5cqj1U21SvGbBjwE6fuyoSpcuo379B2j5sl/SO01kIXQUYS8KxSSUKFFCvXr1Uq9evSRJFy5c0ObNm7Vx40YFBgbq77//tigcnZyc9ODBgxSiIiNMfrWFcuVw07z1J7T1yEWbCsVXn6khSbp5577+t/JwuuV2/fZ9HTl7TXUrFFLZIrnT7T4AgKxt984dunLlsiTpqTbt5Onpmez4ixcv6H9fT5MkjRk7Tq6ubumeI4DszcnRCWQVxYoVU8+ePfX9999rxYoVev/995UnTx5JcdtmxMbGOjhDSFK3ZuX0TIPSuhZ+T+/+sN2ma1xdnNSxYRlJ0oYDIbr/IEaS5ORkUvECXipZKJfcXZ3TLEc3l7hYKa18CgB4fK387VfjuGOnzimO/+zjjxQZGaFn/DrbtDIqAKSEjqINTp48aeyruHnzZoWGhhrnEm6jAcfKk9NNXwxsJkl6b+4OXQu/Z9N1NcsUkKd73I/CkX+uK5enq8a+2EAvPllJeb08JEn3H8Ro65GL+nzRXpu210hKwTyeqlzCW5L0V8iNVMcBAGRfERF3tWH9OklxW1ukVPj9vmaVtm7ZrNy58+jNt97OiBSRFTHzFHaiULTC1sKwQoUKxt6Kvr6+jkgVCXzSt7GK5Mup7ccuac4fx22+rnKJvMaxk8mkbZO7q0Ixb4sx7q7OerJ2CbV6orjGBuzUl0v2pyrHN7rWkuv/dxSXbD2VqhgAgOxt3Z9/GCuiPvNMp2SfLQu/dUuTPv9MkvT6iDeVL1++DMkRQPZHoZhAz549ky0MK1WqZFEYFilSxBFpwoqmVYuoX9uqehAdo2Ffb7br2ny53I3jkd1qy9PdRWv3/qPx8/fo8Jkw5c7hpi5Nyml8n0by9nLXx30b66/zN7Ry11m77lO/YiEN7VRTknT+6h3NWHPUrusBAI+HVXZMO5381Re6di1MNZ+opa7PPpfeqSELYzEb2ItCMYGffvrJ4v0qVapYFIaFbdi/CBnP1cVJ04e2lJOTSVOWHdKxc9ftuj6Hu6tx7OnuonX7Q9T1o9WK/f9nCMPC72nm70d17Nw1/fFpFzk7O+mj3o3sKhQLeXtqwTtPy9XFWbGxZg2Ysl6R963soQgAeKxdDg1V0J7dkqQaNZ9QqdJlkhy7N2iPfl22RC4uLhrz/ocUAgDSFIViAg9vd1GwYMEMue/58+cz5D7Z1ejudVW5RF6du3JbnyzcY/f18YvXxHtvzg6jSExo+7FQ/brjtLo2K68qJfOpeun8OnL2WorxvTxdtXTsMype0EuS9P7cHdp86ILdeQIAsr9VK1cYC+T5dfZPclxUVJQ+/nCszGazerzYSxUrVcqoFAE8JigUEzhy5IhD7luiRAmbxnl0/DqdM8l6Khb31qjudSRJb363RRGp6NLdjowyjq/cjNDB02FJjv1zf4i6NisvSapboVCKhaK7q7MWj2mvuhUKSZImL92vr5YesDtHAMDjYdXKFZIkNzc3tWvXPslxM2d8q7Nnz8jHp4gGDxmWUekhC6PjDHtRKCJLG9b5Cbm7Ouv0pVvK4e6i7s3LJxpTrdS/D/a3fKKYfPLmkCSt2n1WEfejdf7qHeP8hWt3k71fwrEF83gkO9bZyaQf326rlk8UlyT9sPaY/jN7R8qfFADgsXT06GGdDo5b6Ky5b0vl/v9tuKyZ88P3kqSGjRpr8+aNVsdERkYa///7mlWSpHz58qtBw0ZpmTaAbIpCMQWXL1/WkSNHdP163HNv+fLlU/Xq1dP0ecWQkBCbxlUYvCLN7pldxO9vWLZIHgWMbpvi+P+8UN84rtR/ns5dua3jCZ5pdHZK/q9tCc9HxyS9NYrJJP3w5lPG/oyLA//W0K83pZgfAODxtXLFv4vY+HXqkuzYBw8eSJJ+Xb5Uvy5fmuzYmzdu6N3RIyVJdevVp1B8TNFRhL0oFK0wm82aMWOGpk+frmPHjlkdU7VqVQ0bNkwDBw585B+84sWLP9L1eDTnrt7RuSu3VbJQLpUqlCvZsWWL/PvX3YvX7iQ5bvprLfWcbwVJ0spdZ9Tvy3Viy00AQFIePHigtb+vliTlzZdPTZu1cHBGAB53FIoPuXHjhjp16qTt27dLstweI6Fjx45p8ODBmjdvnn777Td5e3tnYJaIN2jKBg2asiHZMWN61Nd7PeM6iW3fXa4tRy4mGrN8e7Be71JLeXK6q9UTxbXxoPUFhjo3Lmscbz8WanXM5/2b6OV2VSVJGw6E6MUJaxVjZXEcAADibdu6RTf+f/ZS+w4d5eKS/K9o+w+fSDFmh3atdeniRRUpWlSr1yb/30pkf3QUYS8nRyeQmZjNZnXu3Fnbtm2T2WxWvnz5NHjwYM2ZM0e///67fv/9d82ZM0dDhgxR/vz5ZTabtX37dnXunPweR8j8pq84ZGxX8Xn/psrl6ZpozAstK8q3ZjFJ0uo9Z3U+LHFHcUyP+nq9Sy1J0o5jl9T94zWKio5Nv8QBANnCyt+WG8cd/fi9AoDj0VFMYMGCBdq6datMJpN69uypb775RrlyJZ6K2Lt3b02YMEGvvfaa5s2bp61bt2rhwoXq0aOHA7JGWgi5ekfj5+/Wpy83UY0y+bXlq2f15S/7deTsNeXK4aoujctqYIfqkqRbd+9r9PfbEsUY3LGG0bm8EHZHY+bsUOnCuZO978kLNxUdk7iQbFOnhAr//6I7klSpeF7j+Imy+fXSk/8ug3438oGWbT9t3ycMZLB9e4MUcu6c8f7NmzeM43Pn/tGvyyyfsers3zXDcgMcLfzWLW3ZvEmSVL58BVWpWs2xCQGAKBQtLFiwQJLk6+urefPmJTvWy8tLc+fO1blz57R582b9+OOPFIpZ3ORlB5Q3l4dGdqutSsXzasaI1onGXL4Roec/WaPgS7cSnevS5N9pqcUKeGnDxJR/0Y1fUOdhbz1bRy1qFLN6jV+jsvJr9O+9/rkcTqGITG/Zkl+04tdlVs8d2L9PB/bvs/gYhSIeJ2vXrlFUVNxWTR1TWMQGSDVmnsJOFIoJ7Nu3TyaTSUOHDrX5mmHDhmnz5s3av39/OmaGjDI2YKdW7TqjgR2qq2m1IvLJm0P3omJ06uJNrdx1Vv9beVjhEVEpBwIAwEarfotb7dTZ2Vntn+no4GwAII7JnNRqLY8hd3d3RUdHKygoSLVr17bpmv3796tu3bpyc3PTvXv30jU/T79v0jU+kB3dWDbE0SkAWVIsi3ABqZLDLXO27gr0/clh9w6b84LD7o3UYzGbBPL8/8a2Fy8mXhUzKZcuXZIk5c6d/LNoAAAAAJBVUCgmUL163GIls2fPtvma+LHx1wIAAABAVkehmMCzzz4rs9msZcuWady4cUnuoRhv/PjxWrJkiUwmk7p3755BWQIAAAD2MZlMDntD1sQzigk8ePBANWvW1F9//SWTyaRq1aqpb9++atiwoQoVKiSTyaTLly9r165dmjt3ro4cOSKz2awqVaro4MGDKW6O+6h4RhGwH88oAqnDM4pA6mTWZxQL9vvZYfe+Ovt5h90bqceqpwm4urpqzZo1evLJJ3XmzBkdPXpUo0aNSnK82WxW2bJltXr16nQvEgEAAIDUorMHezH19CGlS5fWoUOHNHLkSOXJk0dms9nqW548efTWW2/pwIEDKlWqlKPTBgAAAIA0QxvMipw5c+qLL77QJ598or179+rIkSO6fv26JClfvnyqXr26sSXG+fPntWHDBklSp06dHJk2AAAAYB0NRdiJQjEZbm5uaty4sRo3bpzkmPXr16tfv35ycnJSdHR0BmYHAAAAAOmDqadphDWBAAAAAGQXdBQBAACAbI7FbGAvOooAAAAAAAt0FAEAAIBsjo4i7EVHEQAAAABggUIRAAAAAGCBqacAAABANsfUU9iLjiIAAAAAwMJj21H86KOP0iTOgQMH0iQOAAAAkF7oKMJej22hOG7cOH5gAAAAAMCKx7ZQlCSz2ezoFAAAAID0R38EdnpsC8WNGzc6OgUAAAAA6eDtt9/WxIkTjfc3btyoli1bJnvNmjVrNGPGDO3Zs0dXr15VwYIFVb9+fQ0aNEjt27e36b7R0dGaOXOm5s+frxMnTujOnTsqWrSonnrqKb3++uuqVq2aTXHCwsI0depULV++XGfPnpUklS5dWl26dNHw4cOVP39+m+I8CpOZtlqW4en3jaNTALKcG8uGODoFIEuKjeXXAyA1crhlztZd0VeXOuzeF7/tmqH3O3DggOrXr6/o6GjjY8kVirGxsRo0aJBmzZqVZMwBAwbou+++k5NT0muBhoWFqUOHDtqzZ4/V8+7u7po+fboGDBiQbP67du1Sly5dFBoaavV8kSJFtHz5cjVo0CDZOI+KVU8BAACAbM5kMjnsLSPFF33R0dEqVKiQTdeMGTPGKBJr166thQsXavfu3Vq4cKFq164tSZo5c6bee++9JGPExMTI39/fKBK7du2qNWvWaNeuXZo6daoKFSqk+/fv65VXXtGaNWuSjBMSEiI/Pz+FhobKxcVFo0ePVmBgoAIDAzV69Gi5uLjo0qVL8vPz0/nz5239sqQKHcUshI4iYD86ikDq0FEEUiezdhSLDV7msHtf+J9/ht1rypQpeuONN1S5cmX5+/vrs88+k5R0R/HkyZOqVq2aoqOjVa9ePQUGBsrT09M4HxERIV9fXwUFBcnFxUXHjx9X+fLlE8X54Ycf1L9/f0nSkCFD9PXXX1ucP3XqlOrWravw8HCVL19ex48fl4tL4qcAe/furXnz5kmSFi1apO7du1ucX7RokZ5//nlJUp8+fTRnzhzbvzh2oqMIAAAAZHOPQ0fx3Llzev/99yVJ3377rdzc3FK8ZsqUKcYU1WnTplkUiZKUI0cOTZs2TVLc84eTJ0+2GmfSpEmSpHz58umLL75IdL58+fJ69913JcUVjcuWJS7cQ0NDNX/+fElSu3btEhWJkvTcc8+pXbt2kqR58+YlOT01LVAoAgAAAMjyXnvtNd25c0d9+vSRr69viuPNZrN+/fVXSVLlypXVqFEjq+MaNWqkSpUqSZJ+/fXXRDsnnDx5UsePH5cUV8jlyJHDapy+ffsax9YKxRUrVig2NlaS1K9fvyTzjo8TGxurFStWJDnuUVEoAgAAAMjSFi1apJUrVypfvnxGdy8lZ86c0cWLFyUpxcIy/vyFCxeMVUjjbd26NdE4a3x8fFSxYkVJ0rZt2xKdtzVOwnPW4qQVCkUAAAAgm8vOU09v3ryp4cOHS5I+//xzFShQwKbrjh07ZhxXrlw52bEJz8d3Dx8lTkhIiO7evWs1Tp48eeTj45NkjCJFiih37txWc0lLj+0+igAAAADSn62rcxYvXjxV8UePHq3Q0FA1bdrUWFDG3rxSuneJEiWM45CQkEeOYzabdf78eWNKa8I4tnwdSpQooaNHjybKJS1RKAIAAADZnQMXY01YZCUnNZsxbNmyRTNnzpSLi4u+/fZbuzqYt2/fNo69vLySHZszZ07j+M6dO+kaJ6UYCeM8HCMtMfUUAAAAQJYTFRWlQYMGyWw264033lD16tXtuv7evXvGcUorpLq7uxvHkZGR6RrHltVa4+M8HCMt0VEEAAAAsrmM3vg+ofSaHvnpp5/qxIkTKlmypD744AO7r/fw8DCOo6Kikh17//594/jhLTQejpPwfXvjREREpJhLwjgPx0hLFIoAAAAA0k1qnz1MzokTJ/TZZ59Jitv/MOGUTlvlypXLOE5pCmfChWcenhr6cJzkCsWU4kRERNg0nTQ+ji3TVFOLQhEAAABAljJ58mRFRUWpbNmyioiI0E8//ZRozJEjR4zjDRs2GJvT+/n5KWfOnBYFbEoL7iTsij78zOXDcZJbdTU+jslkSlRAFy9eXJcvX7Zp8Z/4OLY+/5kaFIoAAABANufIqafpIX7q5enTp9WjR48Ux48fP944PnPmjHLmzKmqVasaHztx4kSy1yc8X6VKFYtzD8epVatWinFKlCiRqAtatWpV7d27V7du3VJoaGiSW2RcunRJ4eHhVnNJSyxmAwAAAOCxU6ZMGRUtWlSStHnz5mTHBgYGSpKKFSum0qVLW5xr1qyZcZxcnNDQUJ08eVKS1LRp00TnbY2T8Jy1OGmFQhEAAADI5kwmk8Pe0sOcOXNkNpuTfUu4wM3GjRuNj8cXeiaTSZ07d5YU1+nbuXOn1Xvt3LnT6AR27tw50edUsWJFo7O3aNEiRUREJJlzPH9//0TnO3XqJCenuPJs9uzZyX7ukuTk5KROnTolOe5RUSgCAAAAeCyNGDFCzs7OkqRhw4Yl2m4iMjJSw4YNkyS5uLhoxIgRVuO89dZbkqTr169r9OjRic4HBwcbi++UL1/eaqHo4+OjF198UZK0du1a/fLLL4nGLF68WGvXrpUk9erVK8npqWmBQhEAAADAY6lixYoaNWqUJCkoKEhNmzbVzz//rKCgIP38889q2rSpgoKCJEmjRo1ShQoVrMbp06ePMQ3066+/1rPPPqu1a9dq9+7dmj59upo0aaLw8HA5OTlp6tSpcnGxvlTMJ598ooIFC0qSevTooXfeeUdbt27V1q1b9c4776hnz56SpIIFC+rjjz9O06/Fw1jMBgAAAMjmsttiNmnpk08+0ZUrV/TDDz9o//79euGFFxKN6d+/f7KFmbOzs5YvX64OHTpoz549WrJkiZYsWWIxxt3dXdOnT1f79u2TjFOiRAn99ttv6tKli0JDQ/X555/r888/txjj4+Oj5cuXp8u2IwnRUQQAAADw2HJyctKsWbO0atUqde7cWUWLFpWbm5uKFi2qzp07a/Xq1Zo5c6bx/GBSChQooO3bt+ubb75Rs2bNlD9/fnl4eKhs2bIaOHCg9u7dqwEDBqSYT8OGDXX48GG99957ql69ury8vOTl5aUaNWrovffe05EjR9SwYcO0+vSTZDKbzeZ0vwvShKffN45OAchybiwb4ugUgCwpNpZfD4DUyOGWOTt3Zd5Y5bB7n5n8jMPujdSjowgAAAAAsMAzigAAAEA2xzOKsBcdRQAAAACABQpFAAAAAIAFpp4CAAAA2RxTT2EvOooAAAAAAAt0FAEAAIBsjoYi7EVHEQAAAABggUIRAAAAAGCBqacAAABANsdiNrAXHUUAAAAAgAU6igAAAEA2R0MR9qKjCAAAAACwQEcRAAAAyOZ4RhH2oqMIAAAAALBAoQgAAAAAsMDUUwAAACCbY+Yp7EVHEQAAAABggY4iAAAAkM05OdFShH3oKAIAAAAALFAoAgAAAAAsMPUUAAAAyOZYzAb2oqMIAAAAALBARxEAAADI5ky0FGEnOooAAAAAAAsUigAAAAAAC0w9BQAAALI5Zp7CXnQUAQAAAAAW6CgCAAAA2RyL2cBedBQBAAAAABboKAIAAADZHB1F2IuOIgAAAADAAoUiAAAAAMACU08BAACAbI6Zp7AXHUUAAAAAgAU6igAAAEA2x2I2sBcdRQAAAACABQpFAAAAAIAFpp4CAAAA2RwzT2EvOooAAAAAAAt0FAEAAIBsjsVsYC86igAAAAAAC3QUAQAAgGyOhiLsRUcRAAAAAGCBQhEAAAAAYIGppwAAAEA2x2I2sBcdRQAAAACABTqKAAAAQDZHQxH2oqMIAAAAALBAoQgAAAAAsMDUUwAAACCbYzEb2IuOIgAAAADAAh1FAAAAIJujoQh7UShmITeWDXF0CkCWk7f+UEenAGRJ13dPd3QKAAAHolAEAAAAsjmeUYS9eEYRAAAAAGCBQhEAAAAAYIGppwAAAEA2x8xT2IuOIgAAAADAAh1FAAAAIJtjMRvYi44iAAAAAMAChSIAAAAAwAJTTwEAAIBsjpmnsBcdRQAAAACABTqKAAAAQDbHYjawFx1FAAAAAIAFOooAAABANkdHEfaiowgAAAAAsEChCAAAAACwwNRTAAAAIJtj5insRUcRAAAAAGCBjiIAAACQzbGYDexFRxEAAAAAYIFCEQAAAABggamnAAAAQDbHzFPYi44iAAAAAMACHUUAAAAgm2MxG9iLjiIAAAAAwAIdRQAAACCbo6EIe9FRBAAAAABYoFAEAAAAAFhg6ikAAACQzTkx9xR2oqMIAAAAALBARxEAAADI5mgowl50FAEAAAAAFigUAQAAAAAWmHoKAAAAZHMm5p7CTnQUAQAAAAAW6CgCAAAA2ZwTDUXYiY4iAAAAAMACHUUAAAAgm+MZRdiLjiIAAAAAwAKFIgAAAADAAlNPAQAAgGyOmaewFx1FAAAAAIAFOooAAABANmcSLUXYh44iAAAAAMAChSIAAACALCc8PFw//fSTRo4cKV9fX5UvX1558uSRm5ubChUqpJYtW2rixIm6du2aTfG2b9+ul156SaVKlZKHh4d8fHzUrl07LVy40K68Fi5cqLZt28rHx0ceHh4qVaqUXnrpJe3YscPmGBEREZo4caLq16+vfPnyKWfOnKpcubJGjhypf/75x658UstkNpvNGXInPLJ70Y7OAMh68tYf6ugUgCzp+u7pjk4ByJI8XR2dgXWdZuxx2L1XDKqfLnHXrVunNm3apDiuQIEC+vHHH9WuXbskx4wbN07jx49XbGys1fPPPPOMfvnlF3l4eCQZIzIyUs8++6xWr15t9byTk5PGjh2rDz74INl8T506pQ4dOujvv/+2ej537tyaP3++OnbsmGycR0VHEQAAAECWVKJECfXu3Vv//e9/tXTpUu3YsUPbtm3Tzz//rO7du8vZ2VlhYWHq1KmTDh48aDXGd999pw8//FCxsbEqV66cZs2apd27d2v58uVq1aqVJGnVqlV6+eWXk83l5ZdfNorEVq1aafny5dq9e7dmzZqlcuXKKTY2VuPGjdOMGTOSjHH79m0988wzRpE4cOBArV+/Xtu3b9cnn3wiLy8vhYeH6/nnn9eBAwdS8RWzHR3FLISOImA/OopA6tBRBFIns3YUO38f5LB7/zqwXrrEjYmJkbOzc7Jjli9fLn9/f0mSv7+/li5danH++vXrKlu2rG7duqWSJUtq7969KlCggMU9/P399dtvv0mSNm7cqJYtWya6z4YNG/Tkk09Kkvz8/LRs2TKL3MLCwlS3bl2dO3dO3t7eOn36tPLmzZsoztixYzV+/HhJ0sSJEzVq1CiL89u3b5evr6+io6Pl6+urTZs2Jfv5Pwo6igAAAACynJSKREnq0qWLKlWqJEnasmVLovMzZ87UrVu3JEmff/65RZEYf49vvvnGuNcXX3xh9T6TJk2SJLm4uFiMj1egQAF9/vnnkqSbN29q5syZiWI8ePBAU6dOlSRVqVJFI0eOTDSmSZMm6t+/vyRp8+bN2rMn/aYUUygCAAAAyLZy5colSbp3716ic8uXL5cU99xf165drV5fvHhxPfXUU5Kk9evX6/bt2xbnb9++rfXr10uSnnrqKRUvXtxqnK5duyp37tySpGXLliU6v3HjRqNo7dOnj5ycrJdqffv2NY6txUkrFIoAAABANmcyOe7Nkf766y/jWb7KlStbnIuKitLu3bslSY0bN5abm1uScXx9fSVJ9+/fV1CQ5TTePXv2KCoqymKcNW5ubmrUqJFxzYMHDyzOb926NdH9rKlXr55y5MghSdq2bVuS4x4VhSIAAACAbCMiIkJ///23vvrqK+N5PkkaMWKExbiTJ08qJiZGUuIi8mEJzx8/ftzi3LFjx6yOSy5OdHR0olVNbY3j4uKi8uXLW80lLbmkW2QAAAAAmYKTA1t758+ft2lcUlM2bTFnzhz169cvyfPvvPOOevbsmWReKd27RIkSxnFISEiaxalatWqiODlz5pS3t3eKcQ4dOqSrV6/q/v37cnd3T3Z8alAoWhEdHa1Vq1Zpy5YtOn36tG7fvm38tSEpJpPJmJsMAAAAIE7C4ig56bEZQ61atTRjxgzVr594L8eEzxp6eXklGydnzpzG8Z07d9I1TkoxrMWhUMwAmzdvVt++fXXu3DnjY8m9aE0mk8xms0yOnoANAAAAJCG7/6rapUsX1asXtw1HZGSkgoODtWjRIi1btkw9evTQlClTEm1Qn3Bxm+SeT5RkUYhFRkama5yUYqQUJ61QKCZw4MABPf3004qKipLZbJaHh4cqVKggb2/vJFcdAgAAAJC0h6dqpgdvb2+L6Zr169fXCy+8oHnz5qlPnz7q3LmzZs2aZbFiqIeHh3EcvxhNUu7fv28ce3p6WpxL6zgpxUgpTlqhUExg3Lhxxhzfr776Sv369bP4xgMAAACwz6M8e/ioevXqpZUrV2rRokUaOnSoOnXqpHz58kn6d9sMKfE00IfdvXvXOH54amhax0kpRkpx0gptsgS2bt0qk8mkMWPGaPDgwRSJAAAAyBZMJpPD3hytc+fOkuKKq99//934eMICNqUFdxJ2RR9+5jKt49y9e1c3b960KU7BggXT5flEiULRQvy84KefftrBmQAAAABICwULFjSO//nnH+O4YsWKcnZ2liSdOHEi2RgJz1epUsXiXMKVS22N4+LiogoVKqQqTnR0tIKDg63mkpYoFBMoXbq0JCXa/BIAAADIykwmx7052oULF4zjhNM03dzc1KBBA0nSjh07kn02cPPmzZLiFpGJXzQnXv369Y0FaOLHWRMVFaWdO3ca17i6ulqcb9asWaL7WRMUFGRMPW3atGmS4x4VhWICXbp0kSQFBgY6NhEAAAAAaWLx4sXGcY0aNSzOxf/+Hx4erqVLl1q9/vz581q3bp0k6cknn7R4JlGKe7bwySeflCStW7cuyemnS5cuVXh4uCTJ398/0fmWLVsqT548kqS5c+cmufPCnDlzjGNrcdIKhWICw4cPV5EiRTRp0iSdPXvW0ekAAAAASMKcOXMstqawZvLkyVq9erUkqUyZMmrevLnF+QEDBhjF2TvvvKNr165ZnI+JidGQIUOMPdVHjRpl9T5vvfWWpLhpoa+99lqiPdjDwsL09ttvS4pboXXAgAGJYri5uen111+XJB0/flyTJk1KNGbHjh2aNWuWJMnX19fq/pBpxWROj50ts7BDhw6pY8eOun//vj7++GM999xzxovH0e5FOzoDIOvJW3+oo1MAsqTru6c7OgUgS/J0TXmMIzw/d7/D7v1zn9rpErd06dK6ffu2unXrpmbNmqlcuXLy8vLS7du3dfjwYc2fP1/btm2TFFeErVq1Sk899VSiON99951effVVSVK5cuU0ZswY1ahRQxcvXtSUKVO0ceNGSVKPHj20YMGCJPPp0aOHfvrpJ0lSq1atNGLECBUtWlSHDx/WJ598YjxX+N1332nQoEFWY9y+fVv16tXTyZMnJUmDBg3SCy+8IE9PT23cuFGffvqp7ty5I09PT23fvl21atVK3RfPBmlaKAYEBKRVKAu9e/dOl7hJOXv2rBo2bKiwsDCZTCYVKFBAOXLkSPYak8lkfPPTC4UiYD8KRSB1KBSB1KFQTCw9C8WEi9MkpXjx4vrhhx/Upk2bJMd88MEHGj9+fJLTPTt06KAlS5YkuytCZGSknn32WaOD+TAnJye9//77GjduXLL5njp1Sh06dNDff/9t9Xzu3Lk1f/58dezYMdk4jypNC0UnJ6c0XwLXZDIpOjrjKqQlS5aof//+un37dpIvFGtMJlOiFnNao1AE7EehCKQOhSKQOpm1UHzBgYXiT+lUKP71119atWqVtm3bplOnTuny5cu6du2aPD09VahQIdWqVUsdO3bUc889l2LTR5K2b9+ur7/+Wlu2bNHly5fl7e2tJ554Qv369VOPHj1szmvBggWaM2eODh48qJs3b6pw4cJq3ry5hg4dqsaNG9sU4+7du/r666+1ePFinTp1SlFRUSpRooQ6dOig4cOHq1SpUjbnk1ppXiimtYwowOLt2LFDLVq0MO5XqlQp1axZU97e3jZ9brNnz07X/CgUAftRKAKpQ6EIpA6FYmLpVSgifbmkZbAzZ86kZbgM9/HHHysmJkZ58uTR/Pnz1aFDB0enBAAAADyyzLDxPbKWNC0UM6IFmp6CgoJkMpn04YcfUiQCAAAAeGyxPUYCERERkiw3uwQAAACAxw2FYgJlypSR9G/BCAAAAGQHTibHvSFrolBMoGvXrjKbzVq7dq2jUwEAAAAAh0nTZxRtERwcrBUrVujgwYMKCwtTZGRksttQmEwmrV+/PkNyGzlypBYuXKgpU6aoc+fOqlevXobcFwAAAEhPLGYDe2VYoRgREaHXXntN8+bNS1QYms3mRC/e+DEZ+aLOlSuX1q9fr+7du6tFixZ644039Pzzz6tixYrJbq4JAAAAANlJhhSKZrNZ/v7+WrduncxmswoUKKDixYvrwIEDMplMat68ua5fv66//vpL0dHRMplMqlSpknx8fDIiPYOzs7NFzhMmTNCECRNsutZkMik6mo0OAQAAAGR9GfKM4uLFi/Xnn39Kkj744AOFhoYqICDAOL9582YdPnxYN27c0FdffaWcOXPq+vXrGj9+vDZu3JgRKUqKKw7j3x5+35Y3AAAAIDMymRz3hqwpQzqKCxYskCQ1btxYH3zwgSTrU0pz5sypESNGqGnTpvL19VXXrl114MABFS1aNCPSNHIDAAAAgMdZhhSK8RvZDxw40Kbx9evX1+DBgzV58mRNnTrV5umfj4pCEQAAANkRi9nAXhky9TQsLEySVLZsWeNjrq6uxnFkZGSia5555hlJ0sqVK9M5OwAAAABAQhlSKLq4xDUuc+XKZXws4XFoaGiia/LkySNJCgkJSefsAAAAgOzNyeS4N2RNGVIoxj9jePXqVeNjPj4+8vT0lCTt27cv0TV///23JLGSKAAAAABksAx5RvGJJ55QcHCwDh8+rDZt2kiKmyfdsGFDbd68Wd988426detmjH/w4IG++uorSVKFChUyIkVJ0kcfffRI148dOzaNMgEAAAAAx8mQQrF169ZasmSJfv/9d7355pvGx19++WVt2rRJmzZtUsuWLdW9e3fdvXtXCxcu1MGDB2UymfTcc89lRIqSpHHjxj3Sg74UigAAAMiMWMwG9jKZM2ADwNDQUBUrVkxOTk7666+/LBa16dChg37//fdEL16z2azatWtr27Zt8vDwSO8UJUlOTvbNxDWZTBb7J8bGxqZ1ShbuMQsXsFve+kMdnQKQJV3fPd3RKQBZkqdrymMcod9Phx1279kv1HDYvZF6GfKMoo+Pjx48eKB79+5ZFImStGzZMo0ZM0aFCxc2Nq7PkyePXnvtNW3cuDHDikQprtBL6e3OnTvat2+f3nrrLbm6uqpp06YKDQ1N9yIRAAAASC2TA9+QNWVIR9FW169fV3R0tAoWLJgl2uNbt25VmzZtVLlyZe3cuVPu7u7pej86ioD96CgCqUNHEUidzNpRfNmBHcUf6ChmSRnSUbRVvnz5VKhQoSxRJEpSs2bNNHjwYB06dEhTpkxxdDoAAAAAkCYyVaGYFXXs2FFms1k//fSTo1MBAAAArHIymRz2hqyJQvER5cuXT5IUHBzs4EwAAAAAIG1k2PYYqWUymbR+/fo0zCZt/fXXX45OAQAAAEgWjT3YK0MKxU2bNiXaSuJh1rbHsPbxzOTmzZsaP368TCaTqlat6uh0AAAAACBNZEih2KJFixQLvrt37+rUqVO6efOmTCaTKlasqCJFimREeobAwMAUx8TGxurGjRsKCgrS7NmzdfnyZUlS37590zk7ZDYXL17Qgh/naUvgJoWGhsrN1U0lSpRQ26fb6/keL8rT09PRKQLJitxv26qWgUF/q93A/yb6uMlkUqUyhVWvWinVq15K9aqVUvUKReXuFrfkX9sB/9WWvX/bnE+bJlXUq1Mj1atWSoXz55aTk0lhN+5o/4kQLVoTpCV/7k/2D45JmTehn55tV9d4v1KHsTp36brdcYC0dvTIYW3dsln79+3T6dOndOP6dbm4uKpgoUKqVbuO/Lt2U+069ZKNERkZqe1bt2jnjm06evSIQkLOKTIiQjlzeqlU6dJq3KSZuj//ggoUKJhBnxUyq8zcfEHmlKm2x5Ck1atX6/XXX1d4eLiWLVumpk2bZti9nZyc7Pohiv/S+fv765dffkn3H0C2x8g8Nm3coDHvjNKdO3esni9VurSmfzNDJUuVyuDM8DC2x0jaoxaKL/o11MyPeiV5na2Fopuri+Z82kf+T9VOdtzWfaf07PDvdOtOZMpJ/7/2zatr6dRXLT5GoWgbtsdIXy/3eVH79galOK5jpy764MPxcnV1S3Tu5F8n1LdXD0VERCQbw8vLS+9/MF7t2ndIdb6wXWbdHmPQ4qMOu/eM7tUcdm+kXoZ0FO3RoUMH1alTR3Xq1JG/v7/279+vYsWKZdj97amba9asqddee00DBgzgrzSPkePHj+ntt97QvXv3lCNHDvUf+IrqN2ioe/fuae2a1VryyyL9c/ashg4ZpIWLlihnTi9Hpwwk67tFgZqxaEuS5+9GRln9eMJ/9aIeROvI3xfl6uKsGhXt+zf7y9HPGkXi5Wvhmjx3nfYfD1F0dIyqVSiqkX3bqFTR/GpWp7wCJvRT56Hf2BQ3p6ebprz7nBG3cP7cduUFpKerV65IkgoWKqQ2bZ9Wnbr15ONTRLGxsTp48IDmzf1BVy5f1soVyxUdHa0JE79MFOPu3TtGkVirdh218G2lqtWqy9vbW9evX9eGdX9o6ZLFunPnjv7zzlvK6ZVTzZr7ZujnCSDrynSFoiT5+PjojTfe0Ntvv62JEyfqv/9N/Jfs9LBx48YUxzg5OSlXrlwqXbq0vL290z8pZDoTP/tE9+7dk4uLi779/gc9UevfLkjDRo1VslQpTf7yC/1z9qwC5szW4NeGOTBbIGVXr9/RseBLdl934nSo3vx8sfYe/UcH/zqv+1HRGvNKB7sKxUL5cqmffxNJ0vVbd9W050RduHLTOL/9wGn9tDpIu39+R6WLFVDbplVVp2pJ7Tt2LsXY417zU8ki+bRh1wlduHxTvTo1svtzBNJL6TJlNXT4G3qqTTs5OztbnKv5RC119Oukvr166J+zZ/X76pXq/twLqluvvsU4k8lJbdu11ytDhqpcufKJ7tGkaTM1bd5Cbw4fqpiYGH3+6cdqujrlx4GQPfFth70yZaEoxW1mL0mrVq3KsELR15e/siF5hw8dMqYKdenazaJIjNe778v6ddlSnT4drPk/BmjAoFfl6ppJ56EAjyDo6D8KOvrPI8WoX6O0nJ3jdmqat2KnRZEY7/bde5o2f6O+HN1dktSwZpkUC8U6VUtq8Au+unf/gYZ/ukij+7d9pDyBtDbtm++SPZ83bz6NfOsdvT40bur0uj/WJioUa9Wuo1q16yQbp1Xrp/TkU2217s+1Cgk5pxPHj6lKVaYBAkhZpt1H0c0tbi7+xYsXHZwJ8K+NG9YZx539u1kd4+TkpI6dukiSboeHa8/uXRmRGpAlubn+20k5c/5akuNOh4RZvcYaZ2cnff1+Dzk7O2nS7D916tyVR08UcID6DRoaxyEhKXfRk1IvjeIga3MymRz2hqwp0xaKW7dulSTlyJHDwZkA/9q/b68kydMzh6om8xfZevX//avvgf370j0vIKs6efbfIq5M8fxJjitbooDVa6wZ/lJr1apcQn//c0Vf/PDHoycJOEjUg3+fD47vvKfGg6gEcZyS/0MLAMTLlFNPd+zYoY8++kgmk0kNGjRwdDqA4czpYElSyZIl5eKS9I9PmTJlE10DZFZd29RWt7a1VapIfsXExurytXDtPHhG81bsVGCQ7dtbpMbRUxe140CwGtcqp5f8Gum/8zbo0tVbFmO8crhraM9WkqTTIVe1bsfxJOOVKppf/3mlvSRp+Gc/K+oBy0Uj69q7Z49xXKZsudTHCdqdJnEAPF4ypFD86KOPUhyTcH/CXbt2KTY2ViaTSW+88Uaa59O6dWtJcfvJrF+/PtHHU+PhWMh+7t+/rxs3bkiSCvn4JDs2d5488vTMocjICIWGhmZEekCqVS1nuWdtrpweKl+ykF7ya6gVGw5q4AfzFH7nXrrdf9AH87Xi6yEqU7yAti9421j1NCYmRlXLF9WbfZ5SmeIFdPXGbfUbM1cPomOSjDVtzAvK6emun9cEaeOuv9ItZyC9xcbG6odZM4z327Zrn6o4f504oS2BmyVJFSpUVNlyFIqPK2aAwl4ZUiiOGzfO7v0JXVxcNHHiRLVp0ybN89m0aZOkxBuPbtq0SSaTya4tMuLHs4JY9nf37l3j2JYp0Z45PBUZGZHi/laAo9yNvK9Vmw9r4+6/dPLMZd2JuK8CeXOped3yGvBsMxXI66VOrZ+Qd+4cembwNEVHx6ZLHqfOXVGzl77QwO7NNLJvG30+sqvF+agH0Zo8d52+XrDJ6mI38V7oUF9tmlTRzdsRGj1pSbrkCmSUHwPm6MjhQ5KkJ59qq6rVqtsdIyoqSh9+MEYxMXF/XBk6PO3/+A4g+8qwqacpFV8mk0m5cuVSmTJl5Ovrq0GDBqlq1arpkkuLFtaXhk7q4+nt/PnzNo0r4FM8nTNBcqLu3zeObVnF1O3/N0e+fy/9OjHAoyjX9j2rm9dv2HVC//tps5ZPH6LaVUqoRb0KGtS9ub5ZuDndcunQorpeaF9fuXJ6JDrn5uqibm3rKOzGHX01d52Vq6V8eXIaBeYH037Tleu30y1XIL0F7dmtqVPi9k3Mly+/xrw/LlVxPvvkIx07ekSS5NfZX74tUz9zClkfTQ3YK0MKxdjY9PkrdGrFdxRt/Xh6K1GihE3jIh/Y3ulE2nNzdzeOHzx4kOL4+EUI3D0S/+ILZAbWisR4V67fVs9RM3Vw2ftyc3XR4Bd8061QnPCmv4b3elKStGLDQU0OWKdDf11QTGysKpfx0eAXfNWnS2N9MqKL6tcorRdHz1JsrDlRjEL5cmnP4bP6/pet6ZInkBFOnfpbbw4fqujoaLm7u+uLr/6rfPmTXugpKbO+/07LliyWJFWrXkP/GTM2rVMFkM1l2lVPgcwmZ86cxrEt00kjI+J+CWflXmRVZy9c0/qdJyRJ5UsWUpGCedL8Hk83q2YUiQG/7tTzI7/XzoNnFHEvSvejonXwr/N69cP5+nTGGklSlydr6ZXnWljE8K1fUb06NVJ0dIyGffKTXY8PAJnJhfMhGjzoZYWH35Kzs7MmfPFVor0TbfHLop807b9fSYpbXG36/2bIk/8WPfacHPiGrClTrnr6uAkJCXF0CrCBu7u7vL29dfPmTV1JYYGa8Fu3FBkZV0z6pLDwDZCZnTgdqvbN456NKlowT6IVSR9VP/8mkuJmnnz49W9Jjps4a62GvdhKuXJ6qHfnRvrfT/92N0f2jXuWfd+xc6pYurAqli6c6PrSxf7tyDzjW0NhN+5Ikhav3ZsmnwfwqK5cuaxXBvTT1StXZDKZNO6jT9Wq9VN2x1mzeqU+/fhDSVKRosX07fezlTdvvrROF8BjIEMKRScnJzk5OenQoUM2P3cYHBysChUqyMnJSdHR2Xt58+LFbXv28F72/jJkCWXLlde+vUE6d+6coqOjk9wi48yZ08YxS5EjK0vv7lylMnFF3ZXrd3QxmSL0flS0jgdfUoOaZVTpoULQ3S3u57BBzTIKqFkmxXt+9XZ345hCEZnBjRvX9erAl3X+fNwfjt/+z/vy69zF7jibNq7X+/95W7GxsSpYsKBmzJyjwvyxEkAqZZrFbNL6uuScO3cuzWNKcXvrIXurXaeu9u0NUmRkhI4dO6qaNZ+wOi4owd5XtWrXyaj0gDRXuey/W2ekdTdRkqJj4p5hd7FhM3EXF2eLa4Ds4Pbt2xryygCdDj4lSRr+xki90ONFu+Ps2rlDo0eOUHR0tLy9vfW/72erBL+XIAEWs4G9Mv3U0/R4UZcpk/JfnO1lMpmyfecTUqvWT2nW999Jkn5dtsRqoRgbG6uVK5ZLknLlzq36DRpmZIpAmilVNL+ebFRJkhR87mqyHb/UOnvhmqqVL6oCeb1UqUxh/XXmstVxeXPnULXyRYxrEmo38L8p3mfGhy+pV6dGkqRKHcbq3KXrj5g58OgiIyM1bMggHT92VJI0YNCr6td/kN1xDuzfpxHDhigqKkpeuXLpm+9mqXz5CmmdLoDHTKZ9vjQsLEyS5QIiacVsNqfLG7K/GjVrqk7depKk5UuX6OCB/YnGBMz5QadPB0uSXnypt01baQAZrUOL6nJOpotXKF8uLZw0QO5uca/fGYu3pEseqwOPGMdfvPWsXP+/a5iQyWTSl6OfNXJZs+VIojFAVvPgQZTeHD5UB/bvkyT1fKm3hr5u/z6HJ04c17DXXlFkZIQ8PXNo2tffpWrPRWR/TibHvSFrytCOoq3dwbt372ratGmSpHLl0v75rtmzZyd7/ptvvtGePXvk6uqqtm3bqkGDBipcOO6ZmMuXL2vPnj36448/9ODBA9WrV09DhgxJ8xyReY1+d4z6vtRD9+7d06sDX9aAQa+qfoOGunfvnn5fs1pLFv8sSSpVurR69+3n4GwB6756u7tcXZy1fP0B7Tp0Rv9cvK7Ie1HKn9dLLepWUP9nm6pg3lySpG37TunbnwOtxnnJz7Jj/kSlYsZx26ZVVKrov4tonA65qu0HTluMn7dip4a+2FJVyhZRmyZVtG3+aP3vp806fPL/t8co66NB3Zur0RNlJUmhYeGa+uOGNPkaAI70zqiR2rE9biuXBg0byb/rszr198kkx7u6uqpUacsZUSHnzmnIoP66HR4uSXrt9eHKlStXsnHy5cufqu02ADx+0qVQLFu2rNWPt23bNsXuyv3793XlyhXFxsbKZDLJz88vzfPr06dPkuf69++voKAgtW3bVrNmzVKxYsWsjrtw4YIGDhyotWvXasuWLZo5c2aa54nMqUqVqvp80mSNeWeU7ty5o6lTvko0plTp0pr+zQzlzOnlgAwB2xQt5K0hPVpqSI+WSY5Ztm6/Bn+4QFEPrE+t//6jXkle+1a/thbvz1uxM1Gh+CA6Rl2GfqNFk1/RE5WKq0bFYvpmbE+r8c6cD9MLI7/XtZt3k7wnkFWsX/eHcbx7105179op2fFFihbTmj8s/0iyb1+Qrl//dyr2pM8/S/G+rwweqsGvDbMzWwCPo3QpFM+ePZvoY2azWRcuXLArTqNGjTR69Og0yiplv/zyi2bPnq369etr1apVcnZOPAUqXrFixfTbb7+pcePGmj17ttq2bavnnnsuw3KFY7Vs1VqLl63Q/HkB2hK4SZcvX5arq6tKliipNu2e1gs9X5Knp6ej0wSSNGDsPDWvW14Na5ZRmWIFlN/bS7lzeuhO5H2dD72hnYfOaP5vu7Tr0Jl0z+XcpRtq9tJEdW9XV/5P1VbtyiVUIK+XTCbp+q0IHfn7on7bdFDzf9utiHtR6Z4PAGRHTAGFvUzmdHi4rl8/y+l2c+fOlclkUqdOneTt7Z10MiaTPDw8VKRIETVp0kStW7fO0BWa2rRpow0bNmjBggV6/vnnbbrm559/Vo8ePdS6dWutW7cuXfNjewzAfnnrD3V0CkCWdH33dEenAGRJnpl0aYI3V5xw2L2/6lTZYfdG6qVLR/HhZwDnzp0rSfrkk09s3kfREQ4dOiRJqlixos3XxI89fPhwuuQEAAAAPCq2x4C9MmQxmw8++ECSVKhQoYy4Xardvn1bknTlyhWbr4kfG38tAAAAAGR1GVooZnalSpXSyZMnFRAQoHbt2tl0TUBAgCSpJJvaAgAAIJPiGUXYK9Puo+gInTt3ltls1k8//aSJEyemOH7SpElauHChTCaT/P39MyBDAAAAAEh/GVIobt++Xc7OzvL09LRp5dMLFy7Iw8NDLi4u2rt3bwZkGOedd95RkSJFJEnvvvuuateurSlTpmjbtm36+++/derUKW3btk1TpkxR3bp19fbbb0uSfHx8jGMAAAAAyOoyZOrpTz/9JLPZrI4dOya5L2FCxYoVk5+fn5YsWaIFCxaobt26GZCl5O3trXXr1qldu3Y6f/68Dh06pJEjRyY53mw2q3jx4vr999+TXc0VAAAAcCTWsoG9MqSjuHXrVplMJrVv397ma5555hlJUmBgYHqlZVWVKlV09OhRjRw5Ut7e3jKbzVbfvL299eabb+rIkSOZeiVXAAAAALBXhnQUg4ODJcmugqpy5bj9Vk6dOpUuOSUnV65c+uKLL/Tpp59q7969Onz4sK5fvy5Jyps3r2rUqKG6devKzc0tw3MDAAAA7OVESxF2ypBC8d69e5IkDw8Pm69xd3eXJN29ezddcrKFq6urGjVqpEaNGjksBwAAAADIaBky9TRfvnySpHPnztl8zfnz5yWJZ/8AAAAAIINlSEexatWqunLlilasWKFOnTrZdM3y5cslSZUqVUrHzJIXHBysHTt2KDQ0VBERERoyZIgKFCjgsHwAAACA1GBPPNgrQ14zHTp0kNlsVkBAgLZs2ZLi+MDAQM2bN08mk0kdO3bMgAwt7du3Ty1atFDFihXVp08fvf322/rwww915coVi3Fff/21ChUqpAoVKujBgwcZnicAAAAApIcMKRRfeeUVFShQQDExMerQoYOmT59uPLeY0L179zR16lQ988wzio6OVt68eTV48OCMSNGwcuVKNW3aVNu2bbNY5dSa3r17KzIyUqdPn9bKlSszNE8AAADAViaT496QNWVIoejl5aUFCxbI2dlZERERGj58uAoVKqRWrVqpZ8+e6tmzp1q1aqWCBQvqjTfe0N27d+Xi4qKFCxcqd+7cGZGiJOnSpUvq0aOH7t+/r6pVq2rNmjW6fft2kuNz5cplTKVds2ZNRqUJAAAAAOkqQ55RlKSnnnpKa9euVa9evXTx4kXduXMn0R6J8Z27YsWKad68eWrZsmVGpSdJmjx5su7evatSpUppy5YtNi2k07JlSy1cuFB79+5N/wQBAAAAIANkWKEoSa1atVJwcLACAgK0cuVK7d+/X2FhYZKkAgUKqE6dOvLz89NLL71kbI+RkX7//XeZTCaNHDnS5tVW4/d7PHPmTDpmBgAAAKQe+yjCXhlaKEpx+yMOHDhQAwcOTHHs/v37FRAQoMmTJ2dAZtI///wjSWrQoIHN18RPjb1z50665AQAAAAAGS3DC8WUXLp0ST/++KPmzZuno0ePSlKGFYrR0dGSpNjYWJuvuXXrlqS45zABAACAzIiGIuyVKQrFyMhILV26VAEBAdqwYYNRqJnNZpky8FXt4+Ojs2fP6vTp02rUqJFN1+zevVuSVLJkyfRMDQAAAAAyjEMLxY0bNyogIEBLly41pm7GL2hTpEgR+fv7q1u3bhmWT/PmzXXmzBktXrxYPXv2THF8VFSUvvvuO5lMpgxfeAcAAACwlRMdRdgpwwvFEydOKCAgQPPnz9f58+cl/VscFi9eXN26ddOzzz6rJk2aZGg3UZL69u2rgIAArVixQn/++afatGmT5NioqCj17t1bwcHBcnJysumZSwAAAADICjKkULx27ZoWLlyogIAAYxuJ+OLQ29tbN2/elMlk0qRJk/Tcc89lREpWtWzZUs8//7x+/vln+fn5afjw4RYdzbNnz+rmzZvatm2bZsyYodOnT8tkMunVV19VtWrVHJY3AAAAAKSldCsUHzx4oN9++00BAQH6/fff9eDBA6M4dHNzU4cOHfTSSy/pmWeekaenZ3qlYbc5c+bo9u3bWr16tSZNmqRJkyYZnU0/Pz9jXPzn0rVrV/33v/91SK4AAACALdgeA/ZK80Jx586dCggI0KJFi3Tjxg1J/y5K07RpU7300kt67rnnlDdv3rS+dZpwd3fXypUr9f3332vixIkKDg62Oq548eL6z3/+o1dffTWDMwQAAACA9JXmhWL8s4XxHbdKlSrppZde0osvvqjSpUun9e3STfxej8eOHVNQUJCuXLmimJgY5c+fX7Vr11adOnUy/BlKAAAAIDX4tRX2Srepp7ly5dLUqVPVp0+f9LpFhqhataqqVq3q6DQAAAAAIMM4pUdQs9msO3fu6OWXX1adOnX01Vdf6dKlS+lxKwAAAABAGkvzjuKmTZs0Z84cLVmyRLdv39aBAwd08OBBvf3222rZsqV69eqlrl27ysvLK61vbZfAwMA0j9miRYs0jwkAAAA8KvZRhL1M5viHCdPYvXv3tGzZMgUEBGjdunWKiYkxnunz9PSUn5+fevXqpXbt2snV1VUmk0kLFy7MsO0xnJyc0vQZQ5PJpOjo6DSLZ8299A0PZEt56w91dApAlnR993RHpwBkSZ6ujs7Auk/Wn3LYvcc8Wd5h90bqpcvUU0ny8PBQjx49tGbNGoWEhGjixImqUaOGzGazIiIitGjRIvn5+alIkSLplYJNzGZzmr0BAAAAmZHJgf9D1pRui9kk5OPjo7feektvvfWWDh48qLlz52rhwoW6fPmywsLCjM7em2++qW3btunZZ59V8+bNMyI1eXp6qnPnzmrTpo2cnNKtbgYAAACALCPdpp6mJCYmRmvXrlVAQIBWrFihe/fuxSX0/0VjoUKF5O/vr27duunJJ59M8/vnyZNHt2/fNu7p4+Ojnj17qlevXqpZs2aa3y8tMPUUsB9TT4HUYeopkDqZderphA3W9wbPCO+0LueweyP1HFYoJhQeHq6ff/5Z8+bN07Zt24xpnCaTKd2e/bt3755+/fVXzZs3T3/88Yeio6ONIrVGjRrq3bu3evTo4fCpsQlRKAL2o1AEUodCEUgdCsXEKBSzpkxRKCZ09uxZzZ07Vz/++KOCg4NlMpkUExOTrve8evWqFixYoHnz5mnfvn2S4opUJycnPfnkk+rdu7f8/f3l6emZrnmkhEIRsB+FIpA6FIpA6lAoJkahmDVlukIxoW3btmnevHn69ttvM+yex48fV0BAgBYsWKCQkBBJcUVjzpw51bVrV/Xq1StdpsLagkIRsB+FIpA6FIpA6mTWQnHiRscViqNbUShmRZm6UHS0TZs2KSAgwNgTUoorGosWLarevXvrk08+ydB8KBQB+1EoAqlDoQikDoViYhSKWRPLfCajZcuW+uGHH3T58mUtWLBA7du3l7Ozsy5cuKDJkyc7Oj0AAADAJvFrfzjiDVkThaIN4p9X5MUOAAAA4HGQIfsoZlWbN2/WvHnztGTJEoWHh0uSzGazihQpol69ejk4OwAAAABIHxSKDzl+/LjmzZtnsZiN2WxWjhw55O/vr969e+vJJ5+UkxPNWAAAAGQNTkyKg50oFCVduXJFCxcu1Lx587R//35JccWhk5OTWrVqpd69e6tr167KmTOngzMFAAAAgPT32BaK9+7d0/LlyzVv3jz9+eefiomJUfwCsNWqVVPv3r314osvqmjRog7OFAAAAHg0LLMBez22hWKhQoV09+5dSXHdQx8fH/Xo0UO9evVSrVq1HJscAAAAADjQY1so3rlzRyaTSR4eHurUqZPatm0rZ2dnHTp0SIcOHUpVzN69e6dxlgAAAMCjc6KlCDuZzPHzLR8z8dtdpBWTyaTo6Og0i2fNvfQND2RLeesPdXQKQJZ0ffd0R6cAZEmero7OwLopW8447N4jmpdx2L2Reo9tR1GSHtMaGQAAAACS9dgWihs3bnR0CgAAAECGYHsM2OuxLRR9fX0dnQIAAAAAZEqPbaEIAAAAPC5Yywb2cnJ0AgAAAACAzIVCEQAAAABggUIRAAAAyOacZHLYW3oKCgrSRx99pLZt26p48eJyd3eXl5eXKlasqH79+mnr1q12xVuzZo38/f2NWMWLF5e/v7/WrFljc4zo6Gh9++23at68uQoWLChPT0+VK1dOr7zyio4ePWpznLCwMI0dO1Y1a9ZU7ty5lTt3btWsWVNjx47VtWvX7Pq8UuOx3UcxK2IfRcB+7KMIpA77KAKpk1n3Ufx621mH3fu1pqXTJW6LFi20ZcuWFMf17t1b33//vdzc3JIcExsbq0GDBmnWrFlJjhkwYIC+++47OTkl3WsLCwtThw4dtGfPHqvn3d3dNX36dA0YMCDZnHft2qUuXbooNDTU6vkiRYpo+fLlatCgQbJxHgUdRQAAACCbM5kc95ZeLl68KEkqWrSohg8frl9++UW7d+/Wjh079NVXX6lYsWKSpICAAPXt2zfZWGPGjDGKxNq1a2vhwoXavXu3Fi5cqNq1a0uSZs6cqffeey/JGDExMfL39zeKxK5du2rNmjXatWuXpk6dqkKFCun+/ft65ZVXku1QhoSEyM/PT6GhoXJxcdHo0aMVGBiowMBAjR49Wi4uLrp06ZL8/Px0/vx5m79e9qKjmIXQUQTsR0cRSB06ikDqZNaO4jfbzzrs3kOalE6XuB07dlTv3r3VrVs3OTs7JzofFhampk2b6uTJk5KkzZs3q0WLFonGnTx5UtWqVVN0dLTq1aunwMBAeXp6GucjIiLk6+uroKAgubi46Pjx4ypfvnyiOD/88IP69+8vSRoyZIi+/vpri/OnTp1S3bp1FR4ervLly+v48eNycUm8CUXv3r01b948SdKiRYvUvXt3i/OLFi3S888/L0nq06eP5syZk9yXKdXoKAIAAADZnJPJcW/pZeXKlXruueesFomSVKBAAX355ZfG+7/88ovVcVOmTFF0dFxHZtq0aRZFoiTlyJFD06ZNkxT3/OHkyZOtxpk0aZIkKV++fPriiy8SnS9fvrzeffddSXFF47JlyxKNCQ0N1fz58yVJ7dq1S1QkStJzzz2ndu3aSZLmzZuX5PTUR0WhCAAAACBbatWqlXEcHByc6LzZbNavv/4qSapcubIaNWpkNU6jRo1UqVIlSdKvv/6qhydlnjx5UsePH5cUV8jlyJHDapyEU2CtFYorVqxQbGysJKlfv35JfVpGnNjYWK1YsSLJcY+CQhEAAABAtnT//n3j2Frn8cyZM8azjr6+vsnGij9/4cIFnT171uJcwtVVk4vj4+OjihUrSpK2bduW6LytcRKesxYnLVAoAgAAANmck8nksDdH2rx5s3FcpUqVROePHTtmHFeuXDnZWAnPx3cPHyVOSEiI7t69azVOnjx55OPjk2SMIkWKKHfu3FZzSSuJn54EAAAAgDRi68qcxYsXT9P7xsbGasKECcb7zz33XKIxCXNL6f4lSpQwjkNCQh45jtls1vnz540prQnj2PK1KFGihI4ePZool7RCoQgAAABkc45s7CUssJKT1psxTJ48Wbt375YUt1VF3bp1E425ffu2cezl5ZVsvJw5cxrHd+7cSdc4KcVIGOfhGGmFqacAAAAAspXNmzfrnXfekSQVKlRI//vf/6yOu3fvnnHs5uaWbEx3d3fjODIyMl3jpBQjYZyHY6QVOooAAAAA0k16TY1MytGjR+Xv76/o6Gh5eHho8eLFKlSokNWxHh4exnFUVFSycRMujPPwFhoPx0n4vr1xIiIiUswlYZyHY6QVCkUAAAAgm3PkojJp/exhcs6cOaO2bdvqxo0bcnZ21k8//aQWLVokOT5XrlzGcUpTOBMuPPPw1NCH4yRXKKYUJyIiwqbppPFxbJmmmhpMPQUAAACQ5V28eFFPPfWULl68KJPJpB9++EGdO3dO9pqERWxKi+4k7Iw+/NxlauKYTKZERXT8+7YsABQfx9ZnQO1FoQgAAABkcyaT494yQlhYmNq0aaPTp09LkqZNm6bevXuneF3VqlWN4xMnTiQ7NuH5h7faSE2cEiVKWCxskzDOrVu3FBoammSMS5cuKTw83GouaYVCEQAAAECWdevWLbVr187Yg3DChAl67bXXbLq2TJkyKlq0qCTLPRetCQwMlCQVK1ZMpUuXtjjXrFkz4zi5OKGhoTp58qQkqWnTponO2xon4TlrcdIChSIAAACQzTk58C09RURE6JlnntG+ffskSWPGjNHbb79t8/Umk8mYnnrixAnt3LnT6ridO3cancDOnTvL9FCrtGLFikZnb9GiRYqIiLAaZ86cOcaxv79/ovOdOnWSk1PcV2327NlJ5h0fx8nJSZ06dUpy3KOgUAQAAACQ5URFRcnf31/btm2TJA0fPlwff/yx3XFGjBghZ2dnSdKwYcMSbTcRGRmpYcOGSZJcXFw0YsQIq3HeeustSdL169c1evToROeDg4P12WefSZLKly9vtVD08fHRiy++KElau3atfvnll0RjFi9erLVr10qSevXqJR8fH1s+TbuZzGm9syXSzb1oR2cAZD156w91dApAlnR993RHpwBkSZ6ujs7Aujl7zjns3n3rl0yXuN26ddPSpUslSa1bt9aUKVMSdfoScnNzU8WKFa2ee/fddzVhwgRJUu3atfX222+rXLlyCg4O1ueff679+/cb4z799FOrMWJiYuTr62sUrt26ddPAgQOVN29e7d69W+PHj9eVK1fk5OSklStXqn379lbjhISEqG7durp69apcXFw0cuRIdezYUZK0cuVKffnll4qOjlbBggW1b9++dFtVlkIxC6FQBOxHoQikDoUikDqZtVCcG5Sxexkm1Kde+qzKmVxRaE2pUqV09uxZq+diY2M1cOBA/fDDD0le379/f82YMcOYGmpNWFiYOnTooD179lg97+7urunTp2vAgAHJ5rpr1y516dIlyQVtfHx8tHz5cjVs2DDZOI+CqacAAAAAHmtOTk6aNWuWVq1apc6dO6to0aJyc3NT0aJF1blzZ61evVozZ85MtkiUpAIFCmj79u365ptv1KxZM+XPn18eHh4qW7asBg4cqL1796ZYJEpSw4YNdfjwYb333nuqXr26vLy85OXlpRo1aui9997TkSNH0rVIlOgoZil0FAH70VEEUoeOIpA6mbWjGODAjmLvdOooIn3RUQQAAAAAWKBQBAAAAABYcHF0AgAAAADSl5OdC78AdBQBAAAAABboKAIAAADZHP1E2IuOIgAAAADAAh1FAAAAIJvjEUXYi44iAAAAAMAChSIAAAAAwAJTTwEAAIBszsTcU9iJjiIAAAAAwAIdRQAAACCbozsEe/GaAQAAAABYoFAEAAAAAFhg6ikAAACQzbGYDexFRxEAAAAAYIGOIgAAAJDN0U+EvegoAgAAAAAsUCgCAAAAACww9RQAAADI5ljMBvaiUMxCzGZHZwBkPTf2THd0CkCWlPeZSY5OAciSIte+5egUgDRBoQgAAABkczxvBnvxmgEAAAAAWKCjCAAAAGRzPKMIe9FRBAAAAABYoFAEAAAAAFhg6ikAAACQzTHxFPaiowgAAAAAsEBHEQAAAMjmWMsG9qKjCAAAAACwQKEIAAAAALDA1FMAAAAgm3NiORvYiY4iAAAAAMACHUUAAAAgm2MxG9iLjiIAAAAAwAIdRQAAACCbM/GMIuxERxEAAAAAYIFCEQAAAABggamnAAAAQDbHYjawFx1FAAAAAIAFOooAAABANufEYjawEx1FAAAAAIAFCkUAAAAAgAWmngIAAADZHIvZwF50FAEAAAAAFugoAgAAANkcHUXYi44iAAAAAMACHUUAAAAgmzOxPQbsREcRAAAAAGCBQhEAAAAAYIGppwAAAEA258TMU9iJjiIAAAAAwAIdRQAAACCbYzEb2IuOIgAAAADAAoUiAAAAAMACU08BAACAbM7EzFPYiY4iAAAAAMACHUUAAAAgm2MxG9iLjiIAAAAAwAIdRQAAACCbc6KhCDvRUQQAAAAAWKBQBAAAAABYYOopAAAAkM2xmA3sRUcRAAAAAGCBjiIAAACQzZloKMJOdBQBAAAAABYoFAEAAAAAFph6CgAAAGRzzDyFvegoAgAAAAAs0FEEAAAAsjknVrOBnegoAgAAAAAs0FEEAAAAsjn6ibAXHUUAAAAAgAUKRQAAAACABaaeAgAAANkdc09hJzqKAAAAAAALdBQBAACAbM5ESxF2oqMIAAAAALBAoQgAAAAAsMDUUwAAACCbMzHzFHaiowgAAAAAsEBHEQAAAMjmaCjCXnQUAQAAAAAW6CgCAAAA2R0tRdiJjiIAAAAAwAKFIgAAAADAAlNPAQAAgGzOxNxT2ImOIgAAAADAAh1FAAAAIJsz0VCEnegoAgAAAAAsUCgCAAAAACww9RQAAADI5ph5CnvRUQQAAAAAWKCjCAAAAGR3tBRhJzqKAAAAAAALFIoAAAAAAAtMPQUAAACyORNzT2EnCsUkXLt2TTt27NDp06d1+/ZtxcTEpHjN2LFjMyAzAAAAAJJ05coV7d69W7t379aePXu0Z88eXbt2TZLUp08fzZkzx654a9as0YwZM7Rnzx5dvXpVBQsWVP369TVo0CC1b9/ephjR0dGaOXOm5s+frxMnTujOnTsqWrSonnrqKb3++uuqVq2aTXHCwsI0depULV++XGfPnpUklS5dWl26dNHw4cOVP39+uz43e5nMZrM5Xe+QxVy5ckVvvPGGfvm/9u47Oqpq7eP4b1JISIAQShJKaNKbdEFKaAalo1TpoCBXEGygFxQQ8RLRqyjiFVGaohcpCeAFFAwdpCs9QCiJkkKRAEmAJPP+kTfjDJmZdNK+H1fWOszZZ589szJmnnn2fvaqVUpISMjQtekJJrMi7n6Odg8USAa+QAUyxbPbB7k9BCBfitv8Wm4Pwaqjl2/l2r0bVSqeY30b7Pyhz0igmJSUpDFjxuirr76y2ea5557TF198IQcH26v3rl69qq5du+rAgQNWz7u4uGj+/Pl67rnn7I7n119/Ve/evRUREWH1fLly5RQYGKgWLVrY7ScrWKNo5saNG2rTpo2+//573b9/X0ajMUM/AAAAAHJHpUqV5O/vn6lrp06dagoSGzdurO+++0779+/Xd999p8aNG0uSFi1apGnTptnsIzExUX369DEFiU8//bQ2btyoX3/9VZ988om8vLx09+5djR07Vhs3brTZT1hYmHr06KGIiAg5OTlp8uTJ2rFjh3bs2KHJkyfLyclJV65cUY8ePRQeHp6p55seZBTNTJkyRXPnzpUk+fv765VXXlHTpk1VqlQpu99WPCxkFIGMywNvXSBfIqMIZE5ezSj+losZxUdzMKM4ffp0NW/eXM2bN5e3t7cuXryoqlWrSkp/RjEkJET16tVTQkKCmjVrph07dqho0aKm87GxsfLz89PBgwfl5OSkU6dOqXr16qn6+frrrzV69GhJ0j/+8Q999tlnFufPnTunpk2bKiYmRtWrV9epU6fk5JR6JeCwYcO0fPlySdLKlSvVr18/i/MrV67UgAEDMvQcM4OMopmgoCAZDAZ1795dmzZtkr+/v0qXLp0ngkQAAAAAlmbOnKnu3bvL29s70318/PHHpiVnn376qUWQKElubm769NNPJSWvP/zoo4+s9vPBB8lfsJUqVcqUfDJXvXp1vfnmm5KSg8a1a9emahMREaFvv/1WktSlS5dUQaIk9e/fX126dJEkLV++3Ob01KwiUDRz+fJlSdKLL76YyyMBAAAAkNOMRqOCgoIkSbVr11bLli2ttmvZsqVq1aolKTm59OCkzJCQEJ06dUpSciDn5uZmtZ8RI0aYjq0FiuvWrVNSUpIkaeTIkTbHndJPUlKS1q1bZ7NdVhAomilWrJgkZekbCQAAACDPMeTiTx524cIF/fnnn5IkPz8/u21Tzv/xxx+mKqQpdu3alaqdNT4+PqpZs6Ykaffu3anOp7cf83PW+skOBIpmGjRoIEm6dOlSLo8EAAAAQE47efKk6bh27dp225qfT8keZqWfsLAw3blzx2o/Hh4e8vHxsdlHuXLlVKJECatjyS7so2hm7NixCg4O1vLly9WrV6/cHg4AAACQLQy5mNpLb2XOihUr5vBIUjMfW1r39/X1NR2HhYVluR+j0ajw8HDTlFbzftLzWvj6+urEiROpxpJdCBTN9O/fX+vXr9eKFSs0Z84cvfHGG7k9JAAAACBfMw+w7MmNzRhu3fq7GmzKMjRb3N3dTce3b9/O0X7S6sO8nwf7yC6FMlDcsWOHzXOjRo3ShQsXNHXqVK1Zs0bPPvusateubXNBqrl27dpl5zABAAAA5KD4+HjTcZEiRey2dXFxMR3HxcXlaD9p9WHez4N9ZJdCGSi2b98+XVteHDp0SIcOHUpXnwaDwVRWFwAAAMhLcnO3t5yaGpkdXF1dTcf37t2z2/bu3bum4we30HiwH/N/Z7Sf2NjYNMdi3s+DfWSXQhkoSrmT2gYAAAAKm9xYe5hexYsXNx2nNYXTvPDMg1NDH+zHXqCYVj+xsbHpmk6a0k96pqlmRqEMFIODg3N7CMhjbt++rV07tuvEiWM6eeK4oiIjdePGdcXH31XxEsVVrVp1tWnXTn2e7quSJT2t9tGofi2rj9tz9PiZrA4dyHUnjh/Tzh3bdeTIYYWeP6cb16/LyclZZb281KhxE/V5+hk1ados3f3t2rldq35YqRPHj+nG9evyLFVK9eo3UN9+/dWmrf3S5UBuend0O73av4Xp3/6v/1c7f7fMpFTyLqEzy8ZkqN9LETdVe/iXqR7f/P4AtXs0fWu/inb5wOrjZT3c5N+8qprV8lGj6l7yKVVMpUsUVREnB12/Fa/jF6K1fu85ffvzScXevZ+hcSNvyeO7VOQa8yA2raI75pnRB9ddPthPmTJl0uzHYDCkCqIrVqyoyMjIdBUASuknvWtAM6pQBopp7ZGCwuf4sd/1xuRXrJ67cf26Dl3fr0MH92vZ4q80e85cPd66bZbvWblKlSz3AeS2kcMG6/Chg6kev3//vi5fuqjLly5qXeAa9ejZW9NnzpKznTUXSUlJemfGW1q7epXF41GRkYqKjFTw1i16+pl+emvGO3JwYHcn5C0Nq5XVS083zZG+Q8Kv50i/ktSt1SP6/OUuVs+VK11M5UoX0xPNqurVfi00aNY6HTkXmWNjAXJD3bp1TcenT5+229b8fJ06dez206hRozT78fX1tShsk9LPoUOHdPPmTUVERNjcIuPKlSuKiYmxOpbsUigDRcAaH59yatbiMdWtW08+PuVUpmxZJSUlKTIyQlt+3qxftvysGzduaOL4cfrmu1Wq9cAeOavWrk/zHuuC1mrZkq8lST169smR5wE8TNFRUZKksl5e8vd/Uk2aNpNPuXJKSkrSb0ePatnSrxUVGan16wKVkJCgOXM/tNnXp/M+MgWJtevU1YhRz8nX11dhYWFa8vUinT51UmtW/yDPUqX00iTrX+wAucFgkD6b5C9nJ0dF3rgjb093m23/vHpbTccsSbPP1we20MCOyR88v91ywm7bQ2ciNObDTRkacwqj0aiz4de14/cw/XY+Sn9eva2I63fkWsRRvl4lNKhTXfk3q6rKPh7aMKevmo1ZoivX76TdMfIeUopWVa1aVeXLl9eff/6p7du3222bUhCzQoUKqvLAF/5t2rQxHW/fvl0DBw602kdERIRCQkIkSa1bt051vk2bNlq+fLmpnwEDBljtx3ys1vrJDgSKgKTmLR7Tpi3bbJ7v8mRX/bJ1i16Z+KLu37+vLz6fr3/Pm2/RpnqNmmneJyXzYjAY1K1HzyyNGcgLqlSrpgmTXlbnJ7rI0dHR4lzDRxupe8+eGj5kkC5dvKiN/9ugfgMGqmmz5qn6uXjxgulLlHr16uvrZd+a1nfUb9BQ7Tt01OjhQ3TixHEtXfyVevd5RpUqV875Jwikw4u9m6hZrXI6ffma1u05q8kDW9psm5CYpJOXrtrtz8HBoHYNk6eSxdy5q6Dd5+y2vxN/P80+bfnm5xNauvm4jbN/6PtfTml8nyaa+0JHlSpeVJP6NteUhdsydS8gLzIYDOrVq5c+//xznT59Wvv27VPLlqnfw/v27TNlAnv16pWqMGbNmjVVp04dnTp1SitXrtSHH35oddeEJUuWmI779EmdNOjZs6fGjRunpKQkLV682GagmNKPg4ODevbMmc+UzN0BpFQfcK3p2KmzqlStKkk6cjj1VLu0XLwQquPHfpckNWveQuXKlc9wH0BeM3/BF+ryZFeb7yFPz1J69fW/96T9+afNVtt9u2ypqXL0G1PfSlUEoGjRonpj6luSpISEBH2zbEk2jB7IOt+yxfX2sORMwoRPfta9+0lZ7rNj48oqXya5MMbaXSGKv5dzVdUTk9Iu7vd50BHdik2uwNi6ft4tSgJk1qRJk0x/xyZMmJBqu4m4uDhNmDBBkuTk5KRJkyZZ7ee1116TJF2/fl2TJ09Odf78+fP617/+JUmqXr261UDRx8dHgwcPliRt3rxZq1atStXmhx9+0ObNyX9Phw4danN6alaRUTTTsWPHDF9jMBjk6uoqDw8P1ahRQy1btlSXLl1YP1NAubklTycyL2ucXuvXBZmOe/Ri2ikKj+YtHjMdh4ddTnXeaDQqOHirJKlqtWpq+Ggjq/00fLSRqlStqosXLig4eKvenPZ2urY6AnLSR+M7q7hbES3/6bh2HQuX36OVstzn4M5/r3X65mf7004fhsQko+LvJai4WxG5FEn7i1XkTYYCOvd0165dOnfu76z71at/Z9fPnTtnkcGTpBEjRqTqo2bNmnr99dc1Z84cHTx4UK1bt9aUKVP0yCOP6Pz58woICNCRI0ckSa+//rpq1KhhdSzDhw/X119/rd27d+uzzz5TRESEnn/+eXl6emr//v2aNWuWYmJi5ODgoE8++UROTtZDsdmzZ2vTpk2Kjo7WoEGDdPDgQXXv3l2StGHDBn34YfIyjrJly+rdd99N92uVUQSKZrZt2yaDwSCj0Zjqw0fKdhrpedzb21sffvihBg0alMMjxsN08UKoQs4kTzmoUrVahq41Go3634Z1kqSiRd3U+Qn/bB8fkFfdN9sLytqXaH+Eh5vWOlqblmquabMWunjhgqIiI/XHH+GqWDFnKr0B6fFMu1rq1vIRXYuJ05tf2l/blF7Fijqrx+PJH0IvRtzUrmNpVz7Mae0bVVLZkslT6ELCcq6wDpAZixYt0tKlS62e2717t3bv3m3xmLVAUUoOzqKiovT111/ryJEjVtcYjh492m5g5ujoqMDAQHXt2lUHDhzQ6tWrtXr1aos2Li4umj9/vp566imb/fj6+mr9+vXq3bu3IiIiFBAQoICAAIs2Pj4+CgwMzNGtRwgUzbRr104Gg0FXrlwxLTI1GAyqVq2aypYtK0mKjo5WaGioKZisWbOmvL29FRMTo5CQEMXFxSkiIkJDhgxRWFiY1bQz8o+4uDhFRUVqx7ZgLfl6kWlq3OChwzPUz8EDv+rKlT8lSZ06P2HKTAKFwcGDB0zHVas9kur8+fN/fxNcNY0vYczPXwgNJVBErvFwd9HcFzpIkqZ9tUPXYuLSuCJ9+rStJXdXZ0nSiq0n03VNTd9S2jFvsGpU9JRrESdduxmnw+ciFbgrRCuDTyshMePTYYsVdVbFsiX0TLtaFtVcPws8nOG+kDcwAcM+BwcHffXVV3rmmWe0cOFCHThwQFevXlWZMmXUvHlzjR071m5wl6JMmTLas2ePvvzyS61YsUKnTp3SnTt3VL58eXXq1EkTJ05UvXr10uznscce07FjxzRv3jwFBgbq4sWLkpKL7/Tq1UuTJk1S6dKls/q07SJQNLNt2zb9/PPPGjhwoEqVKqXp06dryJAh8vS03Dfvxo0bWr58ud555x1FR0fr448/1pNPPqmEhAStXbtWr776qsLDwzV16lR1797dolwu8r6gwDWaPu1Nm+dHjR6jrt16ZKhP82mn3Xv2zuzQgHwnKSlJXy9aaPp3lydT/5GNjIwwHXt7219nYb4OIyLiSjaMEMic2c+1U7nSxbTneLiWbDqWbf2aTztNq9ppCp9S7vIp9fcXkBXKFleFssXVo1V1vdq/hZ6dtU5n0pEJnDrkcU0b+rjVcwmJSXrt81+058Qf6RoT8LAsWbIk1fTSrOjatau6du2apT6cnJw0btw4jRs3Lkv9lClTRrNmzdKsWbOy1E9mESiaOX/+vPr27StnZ2ft3bvX5vxjT09PvfTSS3rqqafUqlUr9e/fXwcPHlTNmjXVr18/NW/eXE2aNNHNmze1YMECzZ8/32o/yF9q1a6jt6a/o/oNGmbouri4OG39OXnBsbe3j1o8ZrsaHlDQLF+2xFTEqVNnf9WtVz9Vm9g7f5fat1YhzlxRt6J/Xxcbm02jBDKmdf0KGvlkQ91PSNSET7ZkW7++ZYurbYPkLPneE38o9M+/7LZPMhr1y5FL2rw/VL+HRut6TJyKuxVRo+reGt31UdWpXFp1K5fRpvcHqN1L3ygs+lamxvXLkUt6+bOtTDsFChkCRTMffPCBbt26pffff99mkGiuRo0amjx5st544w198MEHWrgw+VvzKlWqaOzYsQoICFBwcHBODxvZrEPHzqq3NvnDbHx8vMLDwvTT5o36ZevPenPyq3p9yj/Vrn2HdPcX/MsW3fn/D8Lduvek0BEKjYMH9uuTj5IX3JcqXVpT355htZ15cSgnZ2e7fTo7F/n7uvj4rA8SyCBnJwfNn+gvBweDPl51KNPbUlgzsFNdOTgkzw9MTzZx4DtBunkndXG13cf/0Bfrj2rBJH8N9a8vn1LumvtCBw2ctc5ufwvXH9XanclLb9xdnVSrUmkN7lxPHRtX1vJ/dtf4j3/SgTMRdvtA3sXMU2QUgaKZn376SQaDQW3btk33NX5+fpKkLVssv1Hs2LGjAgIC9McfaU/RCA9P30L10t6UpH4YSpQooRIlSpj+Xb9BQz3ZtZs2rAvUW1Pf0KSX/qHp78xWr95Pp6u/DesCTcc9evXO5tECedO5c2f18kvjlZCQIBcXF33w73k211K4uLiYjhPu37fb7/37fxfGcXlgCw3gYZg8sKVqVyqty5Exmv3N3mzt+9lOydNO4+8laNX2M2m2txYkpkhITNK4jzarRZ1yquVbWr3a1FT50sX057XbNq+Jvhmr6Jt/Z+oPnInQNz+f0ORBj2nmiLbaPHeA+s0I1NbDlzLwrADkV6Q2zPz555+ZvjYiwvIbNi8vL0np20bB19c3XT/IXd179tYT/k8qKSlJc2bP0s2bf6V5TXR0lH7dl/xBol79BlYLeQAFTXh4mF54fpRiYm7K0dFRAR/82241Uzf3v9dWpTWdNC7274IhaU1TBbJbTd9Sen1AC0nSKwu2Kvau/S82MqJZLR/VrpT8ZcqP+87bDQLTKzHJqKWbjpv+3bZh5r5wfv+7X3Xg9BUVdXHWgkld5OhAbipfMuTiD/IlAkUzJUuWlJS8H0t67dy5U5Lk4eFh8XjKVMOcrkaEh6t9x06SpLi4WO3etTPN9v/bsF6JiYmSpB4UsUEhEBUVqbHPjVR0VJQMBoNmznpPHTp2tnuNeQEb88I21ph/KefjUy5rgwUyaEKfpnIp4qTQP/+Sm4uT+vnVSvVTr0oZU/v2jSqZHndzsT+tenDnv6sgpreITXqcunzNdFy+dPFM97N+b3J14kreJdS8Nu89oDBg6qmZ1q1ba82aNZozZ46efvppVa1a1W770NBQBQQEyGAw6PHHLauEnTiR/D95b2/vNO8bFhaW+UHjofL0LGU6vpKODPSP65OrnTo7O+vJrt1ybFxAXnDjxnWNfW6Uwv///2lv/POtdE23fuSR6qbjCxdC7bY1P1+1Wsb2MwWyysU5ebP5auVLatk/065+/c/BrUzHtYYt1OVI6xlIJ0cH9fWrJUmKvHFHPx24kA2jTZay33NWXTWbklrJq4T2ncz8LCzkDgOpPWQQGUUzkyZNksFg0PXr19WyZUv95z//UUxMTKp2N2/e1Oeff65WrVrp2rVrMhgMeuWVVyzabNiwwWoAaU3FihXT9YPcFxUVaTpOa9rb6dOnFBKSvMakTVs/lSzpabc9kJ/dunVL48Y8p9D/3xNx4suvauCzg9N1bYWKFVX2/6frHzLbc9Gaw4eSz3t5e6tCBf6/iILhqRbVVMYj+W/KyuBTSkzKnuBOkupU/ntm0xU76xPTYp6NvB13z05LAAUFGUUzbdq00Xvvvac333xTV69e1YsvvqgJEyaoWrVqKlu2rCQpOjpaoaGhSkpKMn1LN2vWLLVu3drUz/nz5/Xjjz/KaDSma2NO5B8/b95kOq5eo6bdtpZFbPrk1JCAXBcXF6fx48bo1MnkmRTPj3lBo54bk+7rDQaDOnTopJX//U4XQkP1+29H1fDRRqna/f7bUV0ITc4odujQSQZ2j8ZDNubDTRrz4Sa7bcz3IvR//b/a+Xvas4bM90785ufsm3bq6GDQMP8Gpn/vOp6+4nkPMhik3m3+rgZ//GL2VXoFkHeRUXzAlClT9P3338vLy0tGo1GJiYk6e/as9u7dq7179+rs2bNKTEyU0WiUl5eXVqxYoTfftNyc/ZFHHlFCQoKSkpKyvGEnHo6gwDVpFh5avmyJdu3cLik5A9KkaTObbRMTE7Xxxw2Skte+tm3nl32DBfKQ+/fu6eWXxuvokcOSpMFDhmn8xJcz3M/gYcPl6Jg8rW/O7FmKf2Dri/j4eM2ZnbzhsJOTkwYPG57FkQN5g2dxVz3ZInka9bHQaP0eGp2u69o96isPdxeb550cHfT5y11MGcUNe88p3Mo+iiOfamDaksMag0EKGNNe9asmf2G+61iYLkemnm2FvM9gyL0f5E9kFK3o37+/evfurcDAQG3ZskXHjx/XjRs3JEmenp6qV6+eOnXqpD59+liUdUf+9Z8F8/XvuQHq9IS/Gjduqoq+vnJzc1ds7G2dDQnR/35cb/og7OzsrLemzzJ9qLVmz+5dunYt+RvXJ7t2l3Mae8MB+dWU11/V3j3JBcBaPNZSfZ7pq7NnQ2y2d3Z2VpUqqdd/V6lSVcNHjtbXixbqxInjGj5kkEaOfl6+vr4KCwvT4q++1OlTJyVJw0eOVuXKVXLk+QAPWz+/2nIpkvxxLCNFbIZ0rqdVM/rox33ntOP3MIWE3dCt2LsqVrSIGtfw1qiuDVW3cnJhncgbd/Ta59b3dV4wqYumDn5ca3eFaP+pP3U5KkaxdxNUspirGj3ipSH+9dSwWvLU8Jt37mrS/K1ZfMYA8gsCRRuKFCmi/v37q3///rk9FDwkN2/+pTWrVmrNqpU223h7+2jGrPfUspX9tafm00679+iVXUME8pytW34yHe//dZ/69ulpt3358hW08edfrJ6bMPFlXb9+TYFrVuv0qZOa8lrqzGSfZ/pq/EuTsjRmIC9JmXaakJik7385maFri7sV0cCOdTWwY12bbY6FRmvYvzboUuRNm20qlC2u8X2aSn2a2mxz6tI1jXr/R51g2mm+RWIPGUWgCEj6/ItF2rlju44eOaywy5d07do13bz5l1xcXFSqVGnVql1Hbf3ay7/LUypatKjdvm7fvq3t25I/CFer9ojqN2j4MJ4CkO85ODho5qz31PmJLlr9w391/Pgx/XXjhkp6eqp+/Qbq23+A2rRlGjcKjkfKl1SLOuUlSVsPX1LkDfv7iJr7cOV+/R4apcfqlFftSqVVxsNNpYq76u79REX9dUeHQyK1dmeIgvacVZKd4jitXlwm/+ZV1aJ2eVXx8ZBXSTeVLOai2LsJunLtto6ei9S63ee0fu85JSQmZfk5A8g/DMbsqpuMHBeXffv6AoUGayOAzPHs9kFuDwHIl+I2v5bbQ7AqJCL9X0Rkt5o+9ivFI28iowgAAAAUdHxxigwqlIFiShESg8GghISEVI9nxoN9AQAAAEB+VSgDRVuzbZmFCwAAgILIQEoRGVQoA8Xp06dn6HEAAAAAKEwoZpOPUMwGyDiK2QCZQzEbIHPyajGbc1FxuXbv6l72K8Yjb3LI7QEAAAAAAPIWAkUAAAAAgIVCuUZRki5fvpztfVaqVCnb+wQAAACyipUYyKhCGyhWqVJFhmxcvMT2GAAAAAAKikIbKEpshwEAAIBCgpQiMqjQBorDhw+3e/6vv/5SUFCQDAaDhg0b9pBGBQAAAAC5j+0xbDhx4oQaNGggg8GgxMTE3B6OJLbHADKD7TGAzGF7DCBz8ur2GOejc297jEfKsj1GflRoM4oAAABAYWFg7ikyiO0xAAAAAAAWyCgCAAAABRxLMZBRZBQBAAAAABbIKAIAAAAFHAlFZBQZRQAAAACABQJFAAAAAIAFpp4CAAAABR1zT5FBhTZQfOedd+yej4qKSnfbFG+//XaWxgQAAAAAeYHBaDQac3sQucHBwUGGbK4TnJiYmK39PSjufo52DxRIlAMHMsez2we5PQQgX4rb/FpuD8GqS9fu5tq9K5d2ybV7I/MKbUZRkrIzRs7uoBMAAAAAckuhDRSDg4NzewgAAAAAkCcV2kDRz88vt4cAAAAAPBRMfkNGsT0GAAAAAMBCoc0oAgAAAIUFCUVkFBlFAAAAAIAFMooAAABAAccaRWQUGUUAAAAAgAUCRQAAAACABaaeAgAAAAUec0+RMWQUAQAAAAAWyCgCAAAABRzFbJBRZBQBAAAAABYIFAEAAAAAFph6CgAAABRwzDxFRpFRBAAAAABYIKMIAAAAFHAUs0FGkVEEAAAAAFggUAQAAAAAWGDqKQAAAFDAGShngwwiowgAAAAAsEBGEQAAACjoSCgig8goAgAAAAAskFEEAAAACjgSisgoMooAAAAAAAsEigAAAAAAC0w9BQAAAAo4A3NPkUFkFAEAAAAAFsgoAgAAAAWcgXI2yCAyigAAAAAACwSKAAAAAAALTD0FAAAACjpmniKDyCgCAAAAACyQUQQAAAAKOBKKyCgyigAAAAAAC2QUAQAAgALOQEoRGURGEQAAAABggUARAAAAAGCBqacAAABAAWegnA0yiIwiAAAAAMACGUUAAACggKOYDTKKjCIAAAAAwAKBIgAAAADAAoEiAAAAAMACgSIAAAAAwALFbAAAAIACjmI2yCgyigAAAAAAC2QUAQAAgALOIFKKyBgyigAAAAAACwSKAAAAAAALTD0FAAAACjiK2SCjyCgCAAAAACyQUQQAAAAKOBKKyCgyigAAAAAACwSKAAAAAAALTD0FAAAACjrmniKDyCgCAAAAACyQUQQAAAAKOAMpRWQQGUUAAAAAgAUyigAAAEABZyChiAwiowgAAAAAsECgCAAAAACwQKAIAAAAFHCGXPx5GC5duqRXX31VtWvXlru7u0qVKqXmzZtr7ty5io2NfUijKFgMRqPRmNuDQPrE3c/tEQD5D2sygMzx7PZBbg8ByJfiNr+W20OwKvZe7n3kdyuSs3+M169fryFDhigmJsbq+Zo1a+rHH39U9erVc3QcBQ0ZRQAAAKCgK6ApxSNHjmjAgAGKiYlRsWLFNHv2bO3Zs0dbt27V888/L0kKCQlRt27ddOvWrZwdTAFD1VMAAAAA+dLEiRMVFxcnJycn/fTTT2rVqpXpXMeOHVWjRg1NnjxZISEh+vDDDzVjxozcG2w+Q0YRAAAAQL6zf/9+7dy5U5I0evRoiyAxxauvvqo6depIkubNm6f791nLlV4EigAAAEABZ8jF/3JKYGCg6XjkyJFW2zg4OGjYsGGSpL/++kvBwcE5Np6ChkARAAAAQL6za9cuSZK7u7uaNm1qs52fn5/pePfu3Tk+roKCNYoAAABAAZebVcDDw8PT1a5ixYoZ6vfUqVOSpOrVq8vJyXZYU7t27VTXIG0EigAAAAByjK+vb7raZWTXvvj4eF29elVS2gGmp6en3N3ddefOHYWFhaX7HoUdgWI+UtQ5t0eAB4WHh5v+5xcWFpbhb8KAwor3Tt6XV/eCK8x43yArXAvYp37zrS6KFSuWZvuUQPH27ds5OawCpYD9ygAAAADIS3IiixcfH286LlKkSJrtXVxcJElxcXHZPpaCikARAAAAQI7Jiey3q6ur6fjevXtptr97964kqWjRotk+loKKqqcAAAAA8pXixYubjtMznfTOnTuS0jdNFckIFAEAAADkK66uripdurSktKuq3rhxwxQoprewDggUAQAAAORDdevWlSSdO3dOCQkJNtudPn3adFynTp0cH1dBQaAIAAAAIN9p06aNpORppYcOHbLZbvv27abj1q1b5/i4CgoCRQAAAAD5Tu/evU3HixcvttomKSlJy5YtkySVLFlSHTp0eBhDKxAIFAEAAADkOy1atFDbtm0lSV999ZX27t2bqs2HH36oU6dOSZImTpwoZ2c2Jk8vtscAAAAAkC/NmzdPrVu3VlxcnPz9/fXPf/5THTp0UFxcnL7//nstXLhQklSzZk29+uqruTza/MVgNBqNuT0IAAAAAMiM9evXa8iQIYqJibF6vmbNmvrxxx9VvXr1hzyy/I1AEQAAAEC+dunSJc2bN08//vijwsPDVaRIEVWvXl39+vXT+PHj5ebmlttDzHcIFAEAAAAAFihmAwAAAACwQKAIAAAAALBAoAgAAAAAsECgCAAAAACwQKAIAAAAALBAoAgAAAAAsECgCAAAAACwQKAIAHiolixZIoPBIIPBoIsXL6Y63759exkMBrVv3/6hjw3IbTNmzDC9P3LKtm3bTPfYtm1bjt0HQP5GoIgCz/wP4owZM3J7OECmmf8uGwwGFS9eXLGxsWleFxcXJw8PD4tr+XAIZI/M/I0ZMWKE3S9LACAvIFAEgHzq9u3bCgwMTLNdUFCQYmJicn5AAACgwCBQBIB8yNXVVZK0fPnyNNumtEm5Jq/btm2bjEYjWU8USjNmzJDRaJTRaMztoQAo5AgUASAf6tmzpyTp559/VkREhM12UVFR+umnnyRJvXr1eihjAwAA+R+BIgDkQ/7+/vLx8VFiYqK+++47m+2+++47JSQkyMfHR0888cRDHCEAAMjPCBSBNNy7d08LFixQhw4dVLZsWRUpUkQ+Pj7q2rWrvvnmGyUlJVm9rn79+jIYDBo4cKDV8+aVHxs1amS1zb59+0xtNm3alF1PCQWAo6OjBg0aJMn+9NNly5ZJkp599lk5Ojqmq+/g4GANHz5c1apVk5ubm0qUKKEGDRro9ddf159//pnm9Tdu3NAbb7yh2rVrq2jRovLy8lLnzp31ww8/pOv+9qqeZqRao70CIw9WloyJidGMGTPUoEEDFStWTF5eXuratav27NljcV1UVJSmTZumevXqyd3dXaVLl1avXr105MiRdD03IC3prXq6a9cuPfPMM/Lx8ZGrq6uqVaumF154QefOnZOU8erBK1euVKdOnVS2bFkVLVpUtWrV0uTJk3X9+vWsPiUA+RSBImDHxYsX9eijj+rFF1/Utm3bdPXqVd2/f1+RkZHauHGjhg4dKj8/P6t/SP38/CRJ27dvt9q3+eO///671T5S2jg5OalNmzbZ8ZRQgAwdOlSSdOTIEZ04cSLV+ZMnT+rw4cMWbe2Jj4/XoEGD1LFjRy1btkwXLlxQXFycbt26pePHj+uDDz5QzZo1tX79ept9nDp1SvXr11dAQIDOnDmj+Ph4RUdHa+vWrerfv79GjRqVyWebc8LCwtS8eXPNnDlTx48f1507dxQdHa2NGzeqXbt2pgD3999/V5MmTTR79mydPHlSsbGxun79utatW6dWrVopODg4l58JCouAgAC1a9dOa9asUWRkpO7evasLFy7oiy++UJMmTUzTzdMjKSlJQ4cO1YABA/TLL7/o6tWrio+PV0hIiObOnavHHnvM7vR2AAUXgSJgw+3bt9WpUyedPn1aktS7d2+tW7dOBw8e1A8//GAKBHft2qUePXooMTHR4vqUb3EjIiJMfZgzz4YYjUbt2LHDZpsmTZqoWLFi2fCsUJA0btxY9erVk2Q9q5jyWP369W1mrVMYjUb17dtX33//vSSpR48eWr58uXbv3q29e/dq3rx5qlSpku7cuaO+ffvq4MGDqfqIiYlRly5dTFnHAQMG6H//+58OHjyoFStWqFmzZlq8eLEWLFiQlaed7fr166fw8HC9+eab2r59uw4cOKCPPvpIJUqUUGJiokaPHq0LFy6oe/fuiouL0+zZs7Vr1y79+uuvmjlzpooUKaK7d+9qxIgRunfvXm4/HRRwK1eu1BtvvCGj0ahSpUopICBAe/bs0Z49exQQECAnJycNHDhQV65cSVd/b731lr755hv17t1ba9as0aFDh/S///1P3bp1kySdO3dOL7/8ck4+JQB5lREo4IKDg42SjJKM06dPT/d1r732mum6adOmpTqflJRkHDx4sKnNggULLM5HRkaazn3++ecW5y5dumSUZDQYDMbu3bsbJRknTpxo0SYhIcFYvHhxoyTj5MmT0z1uFFzmv8uLFy82Go1GY0BAgFGS0dfX15iUlGRqm5SUZPT19TVKMr7//vtGo9FoXLx4sen64OBgi74XLlxolGR0dnY2bty40er9r1+/bqxXr55RkrF169apzpu/Z957771U5+/du2f09/c3tZFkvHDhQqp2fn5+RklGPz8/u6/Bg8/hQfbe99OnTzedd3FxMe7bty9Vmw0bNpjalC1b1limTBnjuXPnUrX77LPPTO3WrFljd0woeMx/J8eNG2c8duxYmj+9evWy+R4w/918UHx8vNHb29soyVimTBnj2bNnU7U5c+aMsVSpUqY+0nofSTK+++67qdokJSWZ3q9OTk7GqKioTL9GAPInMoqAFXfv3tWiRYskSfXq1bO6xslgMGjBggUqXbq0JGn+/PkW5728vFSnTh1JSrWWKuXfdevWVb9+/ay2OXTokG7duiXp72mswIMGDx4sBwcHhYWFWfwObdu2TWFhYXJwcNCzzz5rtw+j0aiAgABJ0ksvvaQnn3zSajtPT0/NnTtXkrR7926dPXvWdO7evXv66quvJEkNGzbUG2+8kep6Z2dnffXVV3J2ds7Qc8xpkyZN0mOPPZbq8W7duqly5cqSpOjoaM2aNUuPPPJIqnYjR440bT2yc+fOnB0s8rTPP/9cDRo0SPMnKCgoU/0HBgYqMjJSUvJaxurVq6dqU7NmTU2fPj3dfTZt2lT//Oc/Uz1uMBj0yiuvSJISEhK0d+/eTI0ZQP5FoAhYcejQIf3111+SpBEjRtgsAlKiRAn1799fUvJ6sAen+thap5jy7/bt25umqD64TjGljaOjI+sTYVOFChXUoUMHSZbTT1OOO3bsqAoVKtjt4+TJkzp//rwkqW/fvnbbtmvXznRs/sHx0KFDunHjhiRp+PDhNgtxVKxYUf7+/nbv8bDZKjglJQe9UvKH5gEDBlhtU7RoUdWoUUOSFBoamv0DBP7fli1bJEkODg4aPHiwzXZDhgxJsxhOimeffdZm26ZNm5qO+d0GCh8CRcCK48ePm46tZRrMmZ83v06yvU4xJfPTvn17VapUSVWrVk21TjGlTePGjVWiRInMPA0UEsOGDZMkrV69WnFxcYqLi9OqVassztljvt6wVatWpoqL1n7M18qaF7g4duyY6bh58+Z279eiRYv0PbGHpGbNmjbPlSxZUpJUpkwZeXp6ptkuZRYACqfp06fLaDSm+TN8+PBM9Z/yN6ZatWqm3zlrSpUqpWrVqqWrz9q1a9vtJwW/20DhQ6AIWGGe2fPy8rLb1sfHx+p1kuWU0ZTALzw8XKGhoTIYDKbzKQFlSpvExETt2rXL4hxgy9NPPy03NzfFxMQoKChIgYGBunXrltzd3fX000+neX1UVFSm7hsbG2s6zsh7xtvbO1P3yylubm42zzk4OKTZxrzdg0WtgOyUkrUvW7Zsmm3T00ZK3++/xO82UBg55fYAgLwuvdN3rPHx8VGtWrV05swZbdu2TS+88IJpSmndunVNf8j9/Py0ePFiU6B49OhRxcTEmM4B9hQrVkx9+vTRt99+q+XLl8toNEqS+vTpI3d39zSvN/8AuH79elWpUiVd97UVEGblPQMAAPIGAkXACvPpNpGRkXanpplPvzO/LoWfn5/OnDljChDNp52meHCdYkobBwcHtW3bNpPPAoXJsGHD9O2331rsn5aeaaeSTAWZpOQplPXr18/w/c2nZab1nkkpxpEZ5hmOpKQkm+3u3LmT6XsAeVXK+yw6OjrNtulpAwD2MPUUsML8g/Kvv/5qt+3+/futXpfiwXWK5oVsUlSuXFlVqlQxrVNMadOoUSN5eHhk9mmgEOnUqZPKlSunhIQEJSQkqHz58urUqVO6rm3cuLHpePfu3Zm6f4MGDUzHBw4csNs2rfP2FC9e3HScMg3PmpCQkEzfA8irUvZNDQ0Ntfv7f/36dYrPAMgyAkXAiqZNm5oKBSxdutRm5uLWrVtauXKlpOSppOXKlUvVxnzq6IoVK3T27FmL9YkpUgLHX375xVRin/WJSC9HR0cNHTpULi4ucnFx0dChQy2yb/Y0adJEFStWlCQtXLhQ8fHxGb5/06ZNTdkO8+mvD/rjjz8ssp4ZZT4t1rwIz4O+++67TN8DyKtSvvxJSkrSihUrbLb75ptvbL4HASC9CBQBK1xcXPTcc89JSq4yN2vWrFRtjEajxo8fr6tXr0qSxo8fb7Wv8uXLm0rnf/LJJ5Is1yemSAkcly1bZtqag/WJyIiAgADFx8crPj5ec+bMSfd1Dg4Opn3UQkNDNWzYMN29e9dm+5iYmFT7hrq4uGjkyJGSktfYpuy3aC4hIUHPP/+87t27l+6xPcjT09O0ZcXixYtTFZCSpF27dmnevHmZvgeQV/Xp08e0NnjGjBmmbW3MnT17VjNnznzYQwNQALFGEYXK0aNHtWTJkjTbdezYUW+//bbWrFmj0NBQzZgxQ8eOHdPIkSNVrlw5XbhwQfPnzzetJWzVqpXGjBljsz8/Pz+dPXtWN2/elGQ9U5jyWEobBwcHiz3rgJz0wgsv6Oeff9batWv1ww8/6PDhwxo7dqxatGghDw8PxcTE6PTp09q2bZvWrVsnV1fXVF+OvP3221q5cqXCw8M1ZcoUHT16VMOGDZOXl5dCQkL073//WwcOHFCzZs3sZgPT8uKLL2rs2LGKjIxU27Zt9dZbb6lWrVq6fv26fvzxRy1YsEDNmjXTnj17svqyAHmKq6urPv74Yz377LO6evWqHnvsMU2ZMsW0ln3Hjh0KCAhQUlKSatSoYZrBAgCZQaCIQiUoKEhBQUFptlu7dq169+6trVu36qmnntLp06e1evVqrV69OlXb1q1ba926dXJ0dLTZX/v27bVo0SKLfz+oSpUqqly5si5duiQpeaNve/tkAdnJYDDov//9ryZOnKj//Oc/On/+vCZPnmyzvbWKpx4eHtq0aZM6d+6siIgIfffdd6mmgI4YMUJ+fn6m7GNmPPfcc9q4caMCAwN18uRJDRo0yOJ8gwYNtHr1aqtTwYH8btCgQQoNDdVbb72la9eupXqfurm56YcfftCcOXN09uxZubq65tJIAeR3TD0F7KhSpYp+++03zZ8/X35+fipdurScnZ3l7e2tJ598UsuXL9eOHTusVjs1Zz6F1Nr6xBTWKqECD4uzs7MWLFig3377TRMmTFCDBg3k4eEhR0dHeXh4qFGjRho9erRWrVqlU6dOWe2jXr16OnHihCZPnqwaNWrIxcVFZcqUUYcOHbRixQotXrw4y+N0cHDQqlWr9Nlnn6l58+Zyd3eXu7u7GjZsqNmzZ+vXX3+12N8UKGimTp2q7du3q3fv3vLy8pKLi4sqV66sUaNG6eDBg+ratatpiyUKogHILIOR1c4AAAAFxv379+Xh4aG4uDhNmzbN6jp7AEgLGUUAAIACJDAwUHFxcZKkli1b5vJoAORXZBQBAADykXPnzql69epWz128eFFt27ZVeHi4vL29FR4eLicnSlIAyDj+zwEAAJCP1K5dW127dlX37t1Vr149ubu7KyoqSsHBwfrPf/5j2mLpgw8+IEgEkGlkFAEAAPKRtLa8cHBw0Lvvvqs333zzIY0IQEHE10wAAAD5yPr167Vx40bt2bNHkZGRunbtmlxcXFShQgW1b99eL774ourXr5/bwwSQz5FRBAAAAABYoOopAAAAAMACgSIAAAAAwAKBIgAAAADAAoEiAAAAAMACgSIAAAAAwAKBIgAAAADAAoEiAAAAAMACgSIAAAAAwAKBIgAAAADAAoEiAAAAAMACgSIAINtt27ZNBoNBBoNB27ZtS3V+xIgRMhgMqlKlykMfW25p3769DAaD2rdvn9tDAQAgTQSKAJDLzIOqB3/c3NxUuXJl9e7dWytWrFBCQkJuDxcAABQCBIoAkIfFxcXp8uXLCgoK0uDBg/X4448rIiIit4eVpxXGbCUAANmNQBEA8pBx48bp2LFjpp+9e/fq008/NQU9Bw4cUK9evWQ0GnN3oFm0ZMkSGY1GXbx4MbeHAgAArHDK7QEAAP7m5eWl+vXrWzzWsmVLDR48WC1atNC5c+e0f/9+bdiwQT169MilUQIAgIKOjCIA5AOenp568803Tf/etGlTLo4GAAAUdASKAJBPtGjRwnR86dIlSamriyYlJenrr79Whw4d5O3tLQcHB40YMSJVX4cPH9YLL7ygWrVqqVixYnJ3d1etWrU0btw4hYSEpDmWuLg4vffee3r00Ufl7u6u0qVLq3Xr1vryyy+VlJSU5vXpXUd469Ytffjhh+rYsaN8fHxUpEgRlShRQo0bN9aECRO0e/duU9sZM2bIYDBo6dKlptfIWoEga+Lj4zV//nx16tTJdB8vLy917txZX331VbqKCO3bt0/9+vWTj4+PXF1dVbVqVY0ZM0ZnzpxJ81oAAPIapp4CQD7h7OxsOk5MTEx1Pj4+Xl26dNGWLVts9pGUlKTXXntNH3/8cap1jiEhIQoJCdGiRYv02WefacyYMVb7iIiIUMeOHXXq1CnTY7GxsdqzZ4/27Nmj1atX65VXXsno00tly5YtGjRokK5evWrx+P3793X06FEdPXpU8+fPz/J6zd9++029evUyBd8poqOjtXXrVm3dulVffPGF1q9fL29vb6t9fPTRR3rttdcsguSLFy/qyy+/1IoVK7Ry5cosjREAgIeNQBEA8oljx46ZjsuXL5/q/JQpU/T777+rZ8+eGjFihCpXrqzIyEjFxMSY2kyYMEELFiyQJLVr104jRoxQtWrV5Obmpt9++00ff/yxTpw4obFjx8rHx0c9e/a0uEdCQoK6d+9uChL9/f01btw4+fr66vLly1qwYIE2b96s69evZ+m5BgcH66mnnlJCQoIcHR01dOhQ9erVS5UqVVJ8fLxOnjypjRs3av369aZr/vGPf6hv376aNm2agoKCVL58eW3evNnufc6dOyc/Pz/dvHlTJUqU0IsvvqgWLVrI19dX165d07p16/TFF1+Yigjt3LnTImCXpLVr15oCYw8PD02ZMsW0V+Ivv/yi999/X4MHD1bZsmWz9JoAAPBQGQEAuSo4ONgoySjJOH36dKtt7t+/b2zZsqWp3bJly1JdK8k4bdo0m/f56aefTO0WLVpktU1cXJyxY8eORknGypUrG+/fv29xfv78+aY+xowZY7WPUaNGWYwpODg4VZvhw4eb7mFtDOXLlzdKMrq5uVm9PsXly5cz1PeDHn/8caMkY+PGjY3R0dFW22zcuNHo4OBglGRcuHChxbm7d++axurh4WE8efJkquuPHTtmLFGihOn18PPzS3NcAADkNtYoAkAedufOHW3fvl1PPPGE9u3bJ0mqXLmy+vfvn6ptzZo1NWPGDJt9zZkzR5L0zDPPaPTo0VbbuLq6av78+ZKS1/gFBwdbnE/JRnp7e+ujjz6y2se8efOylD1btmyZ/vzzT0nSe++9Z8rOWePr65vp++zcuVN79uyRJC1dulRlypSx2u7JJ59U3759JSVv62EuKCjINNa33npLderUSXV9/fr1NXXq1EyPEwCA3ECgCAB5yMyZMy0KrxQrVkzt27fXtm3bJCVvnxEYGCgXF5dU1w4YMECOjo5W+42JiTH1kRL02FKnTh1T0LR3717T41euXNHJkyclSf3795ebm5vV64sVK2Y1kE2vDRs2SJLc3d31/PPPZ7qftKxbt06SVKtWLTVo0MBu23bt2klK3sfSvLBNynpQg8Gg4cOH27x+5MiRNgvpAACQFxEoAkA+ULVqVb3++us6duyYGjVqZLVNw4YNbV5/5MgRU6GVQYMGWa0Gav6TUkAmIiLC1If5GsnmzZvbHa95hdaMOnLkiCSpadOmNoPR7HDw4EFJ0pkzZ9J8PcaPHy8puZCO+frLlNekatWqNjOSklS2bNk0K7wCAJCXUMwGAPKQcePG6R//+Iek5CyVq6urypQpIw8PjzSv9fT0tHkuKioqU+OJjY01HZsHSF5eXnavs1UdND1SgtRy5cpluo/0yM7XJK3XQ0p+TS5cuJCpewIA8LARKAJAHuLl5aX69etn6lpb004ly+00vvjiCz3++OPp6tNW8FkQplGmvCaPPvqovvnmm3RfV6FChVSPFYTXAwAAcwSKAFAIlC5d2nTs5uaWqWDUPGiMjIy02zat8/aUKVNG4eHhunLlSqb7SI+U1+T27duZDs5TXpP0PN+svCYAADxsrFEEgEKgUaNGpqzX7t27M9WHecGXAwcO2G2b1nl7mjRpIil5DaH5NM/0Sm92r3HjxpKk0NBQi7WYGZHymly4cEHXrl2z2S46OloXL17M1D0AAMgNBIoAUAiULVtWLVu2lCStWLFC0dHRGe6jfPnypu0ffvjhB8XFxVltd+fOHa1cuTLTY+3Ro4ek5LWACxcuzPD1rq6ukqS7d+/abdezZ09JktFo1Lx58zJ8H0nq3LmzqY9ly5bZbLdkyRIZjcZM3QMAgNxAoAgAhcS0adMkJW+V0bdvX/3111822969e1efffaZ4uPjLR4fN26cpORqqK+++qrVa19++eVMF4qRpCFDhpjWAU6dOlXbt2+32TY8PDzVYylFcKKionTr1i2b1/r7+5uqs86dOzfN4PbYsWNav369xWO9e/c23W/WrFk6c+ZMqutOnjyp2bNn2+0bAIC8hkARAAqJrl27auLEiZKkHTt2qE6dOpo5c6a2bt2qo0ePavfu3Vq6dKmee+45lStXTuPHj7fYM1BKDhRTpmx+/vnneuqppxQUFKTDhw8rKChIXbp00ZdffqlmzZplepyurq5avny5nJycFBsbq86dO2vUqFFat26dDh8+rL1792rx4sXq16+fHnnkkVTXpxTqSUpK0gsvvKB9+/bp3Llzph9zK1asUKlSpZSYmKgBAwaoZ8+e+vbbb7V//34dOnRIGzdu1HvvvadWrVqpYcOGqYLWIkWK6NNPP5Uk3bhxQy1bttScOXO0b98+7d27V//6179M46levXqmXxMAAB46IwAgVwUHBxslGSUZp0+fnulrg4OD02yflJRknDlzptHJycl0na0fd3d3Y2xsbKo+/vjjD2OtWrVsXufv72/cvHmz3XENHz7cKMlYuXJlm2PdtGmT0dPTM81xPigxMdHYsmXLdLc/c+aMsX79+mneR5Jx5syZVsc6d+5co8FgsHqNm5ubccOGDUY/Pz+jJKOfn5/N5wwAQF5BRhEAChGDwaC3335bISEhmjx5spo1a6ZSpUrJ0dFRxYsXV926dTV48GAtXbpUV65cUdGiRVP1Ub58eR05ckTvvvuu6tevr6JFi6pkyZJq2bKlFixYoI0bN6pIkSJZHmuXLl0UGhqq9957T48//rhKly4tR0dHlShRQk2aNNGkSZO0f//+VNc5ODjop59+0rRp0/Too4+qWLFidgvc1KxZU0ePHtWKFSv0zDPPqFKlSipatKiKFCmicuXKqX379po2bZoOHTqkt99+22ofr732mnbt2qWnn35aXl5ecnFxUeXKlTVq1CgdPHhQ3bp1y/LrAQDAw2QwGlldDwAAAAD4GxlFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAIAFAkUAAAAAgAUCRQAAAACABQJFAAAAAICF/wNjPLAcgAJ5owAAAABJRU5ErkJggg==\n" }, "metadata": { "image/png": { "width": 453, "height": 392 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "🔹 Model: RF\n", " precision recall f1-score support\n", "\n", " high 1.00 0.99 1.00 4696\n", " low 0.99 1.00 1.00 5206\n", " mid 0.99 0.99 0.99 4810\n", "\n", " accuracy 0.99 14712\n", " macro avg 0.99 0.99 0.99 14712\n", "weighted avg 0.99 0.99 0.99 14712\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": { "image/png": { "width": 453, "height": 392 } } }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "🔹 Model: GB\n", " precision recall f1-score support\n", "\n", " high 1.00 0.98 0.99 4696\n", " low 0.99 0.99 0.99 5206\n", " mid 0.97 0.98 0.98 4810\n", "\n", " accuracy 0.98 14712\n", " macro avg 0.98 0.98 0.98 14712\n", "weighted avg 0.98 0.98 0.98 14712\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "image/png": { "width": 453, "height": 392 } } } ] }, { "cell_type": "code", "source": [ "print(\"RF and GB performed best, with most predictions correct.\")\n", "print(\"RF shows fewer mistakes between the extremes (low/high), so it looks like the strongest model.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KpTu5c-BS_V4", "outputId": "25230ddc-fb4e-494b-bdd4-b7b23b074cff" }, "execution_count": 104, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "RF and GB performed best, with most predictions correct.\n", "RF shows fewer mistakes between the extremes (low/high), so it looks like the strongest model.\n" ] } ] }, { "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": "code", "source": [ "# select best model based on F1\n", "best_model_name = df_results_clf.loc[df_results_clf['F1'].idxmax(), 'Model']\n", "print(\"Best model:\", best_model_name)\n", "\n", "# match names to actual models\n", "models = {\n", " \"Logistic Regression\": LogisticRegression(max_iter=1000),\n", " \"Random Forest\": RandomForestClassifier(random_state=42),\n", " \"Gradient Boosting\": GradientBoostingClassifier(random_state=42)\n", "}\n", "\n", "final_model = models[best_model_name]\n", "final_model.fit(X_train, y_train)\n", "\n", "# save model\n", "import pickle\n", "with open(\"best_classifier.pkl\", \"wb\") as f:\n", " pickle.dump(final_model, f)\n", "\n", "print(\"Model saved.\")\n" ], "metadata": { "id": "-GsJatjRsvZ-", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2a9cf29d-450c-4433-b1a6-525463218d47" }, "execution_count": 112, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Best model: Random Forest\n", "Model saved.\n" ] } ] }, { "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": null, "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": null, "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": null, "outputs": [] } ] }