{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.11","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":102335,"databundleVersionId":12518947,"sourceType":"competition"}],"dockerImageVersionId":31040,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"<h1 style=\"font-family:Arial; text-align:center; font-weight:bold;\">\n  Understanding the Competition + Deep EDA 🧠📉\n</h1>","metadata":{"_uuid":"0680892b-85a7-4702-a6b3-a245dc6b9524","_cell_guid":"b7384530-9ad2-4446-b4d2-47925cf515e3","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"---\n## 🧠 Hiểu nhanh về cuộc thi\n\n\n### 🧐 Chủ đề là gì?\nCuộc thi này liên quan đến việc phân tích dữ liệu cảm biến dạng chuỗi thời gian (time-series) từ thiết bị đeo để phân loại các hành vi cụ thể (cử chỉ). Dữ liệu bao gồm các thông số từ IMU (cảm biến gia tốc, con quay hồi chuyển, định hướng), thermopile (nhiệt độ) và time-of-flight (khoảng cách), với mỗi bản ghi đại diện cho một khoảng thời gian được gán nhãn với một cử chỉ nhất định.\n\n\n### 🎯 What's the Goal?\nXây dựng mô hình machine learning để dự đoán chính xác các lớp cử chỉ. Thước đo đánh giá có khả năng là chỉ số phân loại (ví dụ: macro F1-score), tập trung vào việc đảm bảo hiệu suất cân bằng cho các lớp cử chỉ không đồng đều. Việc trích xuất đặc trưng và nhận diện mẫu là yếu tố then chốt.\n\n\n### 📊 What Kind of Data Do We Have?\n- **Training Data**: Dữ liệu cảm biến dạng chuỗi thời gian có kèm nhãn cử chỉ cho từng chuỗi.\n- **Test Data**: Dữ liệu cảm biến tương tự nhưng không có nhãn.\n- **Demographics**: Thông tin người tham gia (ví dụ: tuổi, giới tính) cho cả tập train và test.\n- **Features**: Dữ liệu chuỗi thời gian đa biến (acc_x/y/z, rot_x/y/z, thermopile, time-of-flight).\n- **Note**: Dữ liệu có thể bị thiếu giá trị và các lớp cử chỉ bị mất cân đối.","metadata":{"_uuid":"f79871dc-f323-49bb-88a8-d6203155a699","_cell_guid":"7254d4b5-f3f7-4592-9f66-4e7292fcc19e","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"## ⚠️ Những điều bạn thực sự cần biết!\n\nBạn có thể phân biệt được khi ai đó đang gãi đầu so với việc họ thực sự nhổ tóc chỉ bằng dữ liệu từ cảm biến trên cổ tay không? Hãy cùng khám phá! \n\n###  Tổng cộng có 18 cử chỉ:\n- **8 BFRB-like** 8 cử chỉ giống BFRB (hành vi mục tiêu - target behaviors)\n- **10 non-BFRB** 10 cử chỉ không phải BFRB (non-targets)\n\n###  Hai nhiệm vụ chính:\n- **Binary Classification (Phân loại nhị phân)**: BFRB vs. not-BFRB\n- **Multiclass Classification (Phân loại đa lớp)**: Chính xác là cử chỉ nào?\n\n###  Bất ngờ từ bộ test:\n- Một nửa **chỉ có dữ liệu IMU**\n- Một nửa **đầy đủ tất cả cảm biến**\n- Mỗi chuỗi cử chỉ: `Transition → Pause → Gesture`\n","metadata":{}},{"cell_type":"code","source":"# Import libraries\n# Các thư viện như pandas, numpy: xử lý dữ liệu.\n# matplotlib, seaborn, plotly: trực quan hóa dữ liệu.\n# fft, kruskal, zscore: phân tích tần số và thống kê.\n# RandomForestClassifier: xây mô hình phân loại để đánh giá tầm quan trọng của đặc trưng (feature importance).\nfrom tqdm.notebook import tqdm\nimport pandas as pd\nimport numpy as np\nimport plotly.io as pio\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport plotly.express as px\nimport plotly.graph_objects as go\nfrom plotly.subplots import make_subplots\nfrom scipy.fft import fft\nfrom scipy.stats import kruskal, zscore\nfrom sklearn.ensemble import RandomForestClassifier\n\n# Thiết lập phong cách đồ thị: Tùy chỉnh giao diện đồ thị để dễ nhìn, dùng palette màu riêng cho biểu đồ Seaborn.\nplt.style.use('ggplot')\nplt.rcParams['figure.facecolor'] = 'white'\nplt.rcParams['font.family'] = 'Arial'\ncustom_palette = [\"#3498db\", \"#e74c3c\", \"#2ecc71\", \"#f39c12\", \"#9b59b6\"]\nsns.set_palette(custom_palette)\n\n# S Tắt cảnh báo (warning) để output gọn gàng.\nimport warnings\nwarnings.filterwarnings('ignore', category=FutureWarning)\n","metadata":{"_uuid":"406b3b3d-a297-43fe-be6d-232a9650dbb7","_cell_guid":"623a6af6-8b06-4e6f-a505-4046d279a01e","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-26T10:33:00.395213Z","iopub.execute_input":"2025-06-26T10:33:00.395403Z","iopub.status.idle":"2025-06-26T10:33:05.623526Z","shell.execute_reply.started":"2025-06-26T10:33:00.395385Z","shell.execute_reply":"2025-06-26T10:33:05.622645Z"},"_kg_hide-input":true},"outputs":[],"execution_count":1},{"cell_type":"code","source":"# Load data with progress bar  \n# Đọc toàn bộ 4 file CSV trong dataset và hiển thị tiến trình bằng thanh tiến độ (tqdm).\ndef load_data():\n    data_files = {\n        'train': '/kaggle/input/cmi-detect-behavior-with-sensor-data/train.csv',\n        'test': '/kaggle/input/cmi-detect-behavior-with-sensor-data/test.csv',\n        'train_demo': '/kaggle/input/cmi-detect-behavior-with-sensor-data/train_demographics.csv',\n        'test_demo': '/kaggle/input/cmi-detect-behavior-with-sensor-data/test_demographics.csv'\n    }\n    data = {}\n    with tqdm(total=len(data_files), desc=\"Loading Data\") as pbar:\n        for name, file in data_files.items():\n            try:\n                data[name] = pd.read_csv(file)\n                pbar.update(1)\n            except FileNotFoundError:\n                print(f\"Error: {file} not found. Please check the file path.\")\n                return None\n    return data\n# Đảm bảo tất cả dữ liệu được load và chia thành 4 biến tương ứng với training/test data và demographics.\ndata = load_data()\nif data is None:\n    raise FileNotFoundError(\"Data loading failed.\")\ntrain, test, demo_train, demo_test = data['train'], data['test'], data['train_demo'], data['test_demo']\n\n# Display basic dataset info\n# Kiểm tra sơ bộ kích thước của từng dataset.\nprint(\"Train Shape:\", train.shape)\nprint(\"Test Shape:\", test.shape)\nprint(\"Train Demographics Shape:\", demo_train.shape)\nprint(\"Test Demographics Shape:\", demo_test.shape)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-25T02:34:04.149552Z","iopub.execute_input":"2025-06-25T02:34:04.149917Z","iopub.status.idle":"2025-06-25T02:34:40.411831Z","shell.execute_reply.started":"2025-06-25T02:34:04.149892Z","shell.execute_reply":"2025-06-25T02:34:40.410784Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"Loading Data:   0%|          | 0/4 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"984840930f9440909333a7af55938496"}},"metadata":{}},{"name":"stdout","text":"Train Shape: (574945, 341)\nTest Shape: (107, 336)\nTrain Demographics Shape: (81, 8)\nTest Demographics Shape: (2, 8)\n","output_type":"stream"}],"execution_count":2},{"cell_type":"markdown","source":"# 1️⃣ Gesture Distribution - The Big Picture","metadata":{"_uuid":"ba73729a-ecd0-4e32-8d00-cd220ba9d821","_cell_guid":"4f48ff51-2752-4016-afc8-11cd35e415db","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"def plot_gesture_distribution(df):\n\n    gesture_counts = df['gesture'].value_counts().sort_values(ascending=False)\n    gesture_percentages = gesture_counts / gesture_counts.sum() * 100\n\n    # Bar plot with counts\n    plt.figure(figsize=(14, 6))\n    ax = sns.barplot(x=gesture_counts.index, y=gesture_counts.values, \n                     order=gesture_counts.index, palette='viridis')\n    plt.title('Gesture Distribution in Training Data\\n(Log Scale)', fontsize=16, pad=20)\n    plt.xlabel('Gesture Type', fontsize=12)\n    plt.ylabel('Count (log scale)', fontsize=12)\n    plt.yscale('log')\n    plt.xticks(rotation=45, ha='right')\n    \n    # Add count annotations\n    for p in ax.patches:\n        ax.annotate(f\"{int(p.get_height()):,}\", \n                    (p.get_x() + p.get_width() / 2., p.get_height()),\n                    ha='center', va='center', xytext=(0, 10), \n                    textcoords='offset points', fontsize=9)\n    \n    plt.tight_layout()\n    plt.show()\n\n    # Percentage plot\n    plt.figure(figsize=(14, 6))\n    ax = sns.barplot(x=gesture_percentages.index, y=gesture_percentages.values, \n                     order=gesture_counts.index, palette='viridis')\n    plt.title('Gesture Distribution (% of Total)', fontsize=16)\n    plt.xlabel('Gesture Type', fontsize=12)\n    plt.ylabel('Percentage (%)', fontsize=12)\n    plt.xticks(rotation=45, ha='right')\n    \n    # Add percentage annotations\n    for p in ax.patches:\n        ax.annotate(f\"{p.get_height():.1f}%\", \n                    (p.get_x() + p.get_width() / 2., p.get_height()),\n                    ha='center', va='center', xytext=(0, 10), \n                    textcoords='offset points', fontsize=9)\n    \n    plt.tight_layout()\n    plt.show()\n\nplot_gesture_distribution(train)","metadata":{"_uuid":"db21117a-7d6f-414a-9d64-90693ea284f7","_cell_guid":"93e8f4c4-8e2a-4ee6-a7e1-e981e361c3bd","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:37:40.762905Z","iopub.execute_input":"2025-06-25T02:37:40.763997Z","iopub.status.idle":"2025-06-25T02:37:42.012601Z","shell.execute_reply.started":"2025-06-25T02:37:40.763943Z","shell.execute_reply":"2025-06-25T02:37:42.011641Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x600 with 1 Axes>","image/png":"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The gesture distribution is imbalanced, with some gestures dominating. This suggests using techniques like class weights or oversampling during modeling to handle minority classes.","metadata":{"_uuid":"15251309-556c-4efd-a143-2bd8c7a35c31","_cell_guid":"14f35441-290e-4d72-b9e6-4ae6c0a9aed0","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 2️⃣ Sensor Data Deep Dive","metadata":{"_uuid":"37694e54-edec-422e-b90d-20c02de9f006","_cell_guid":"8b3b7812-e95b-4664-863a-7d9a49e2a9f6","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"def plot_sensor_distributions(df, sensor_type, cols_per_row=3):\n    sensor_cols = [col for col in df.columns if sensor_type in col]\n    if not sensor_cols:\n        print(f\"No columns found for {sensor_type}.\")\n        return\n    \n    n_cols = len(sensor_cols)\n    n_rows = (n_cols + cols_per_row - 1) // cols_per_row\n    \n    plt.figure(figsize=(18, 4 * n_rows))\n    for i, col in enumerate(sensor_cols, 1):\n        plt.subplot(n_rows, cols_per_row, i)\n        sns.kdeplot(df[col].dropna(), fill=True, alpha=0.7, color=custom_palette[i % len(custom_palette)])\n        plt.title(f'Distribution of {col}', fontsize=10)\n        plt.xlabel('Value')\n        plt.ylabel('Density')\n    plt.tight_layout()\n    plt.suptitle(f'{sensor_type.upper()} Sensor Distributions', y=1.02, fontsize=16)\n    plt.show()\n\n    # Summary statistics\n    print(f\"\\nSummary Statistics for {sensor_type} Sensors:\")\n    print(df[sensor_cols].describe())\n\n# Plot accelerometer and rotation distributions\nplot_sensor_distributions(train, 'acc_')\nplot_sensor_distributions(train, 'rot_')\n\n# Correlation heatmap\nsensor_cols = [col for col in train.columns if 'acc_' in col or 'rot_' in col]\nif sensor_cols:\n    plt.figure(figsize=(10, 8))\n    sns.heatmap(train[sensor_cols].corr(), annot=True, cmap='coolwarm', fmt='.2f')\n    plt.title('Correlation Matrix of Sensor Features', fontsize=16)\n    plt.tight_layout()\n    plt.show()","metadata":{"_uuid":"0f6ab7ff-920f-4790-8186-ee6234aa4d34","_cell_guid":"19e7b60a-f7e3-4788-9e89-ed93018d1902","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:38:25.000943Z","iopub.execute_input":"2025-06-25T02:38:25.002062Z","iopub.status.idle":"2025-06-25T02:38:44.288503Z","shell.execute_reply.started":"2025-06-25T02:38:25.002023Z","shell.execute_reply":"2025-06-25T02:38:44.287608Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x400 with 3 Axes>","image/png":"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Statistics for acc_ Sensors:\n               acc_x          acc_y          acc_z\ncount  574945.000000  574945.000000  574945.000000\nmean        1.639980       1.790704      -0.459811\nstd         5.781259       5.003945       6.096490\nmin       -34.585938     -24.402344     -42.855469\n25%        -2.964844      -2.121094      -5.417969\n50%         2.972656       0.695312      -1.562500\n75%         6.343750       6.816406       5.164062\nmax        46.328125      27.183594      30.078125\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x800 with 4 Axes>","image/png":"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Statistics for rot_ Sensors:\n               rot_w          rot_x          rot_y          rot_z\ncount  571253.000000  571253.000000  571253.000000  571253.000000\nmean        0.360375      -0.119916      -0.059953      -0.188298\nstd         0.225739       0.465520       0.543028       0.504137\nmin         0.000000      -0.999146      -0.999695      -0.998169\n25%         0.180237      -0.456299      -0.511536      -0.627686\n50%         0.340332      -0.186890      -0.112610      -0.263916\n75%         0.503479       0.204590       0.440063       0.251099\nmax         0.999390       0.999817       0.999451       0.999878\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x800 with 2 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":4},{"cell_type":"markdown","source":"**Insights**: Sensor distributions vary by axis, with potential correlations between features (e.g., acc_x and acc_y). This suggests feature selection or dimensionality reduction (e.g., PCA) may be useful.","metadata":{"_uuid":"a6abbdd3-ef6d-44ff-b73c-6849ed4bbddb","_cell_guid":"725dd037-fafd-453a-bebd-2ce87b733c14","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 3️⃣ Time Series Storytelling","metadata":{"_uuid":"bdc16e1d-bd4b-4e52-a999-30062b47bbf6","_cell_guid":"62dbd86f-8572-4df3-90e8-2950b485ce6d","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"def create_interactive_sequence(df, sequence_id):\n    pio.renderers.default = 'iframe'\n    seq_data = df[df['sequence_id'] == sequence_id].copy()\n    if seq_data.empty:\n        print(f\"Sequence {sequence_id} not found.\")\n        return\n    \n    gesture = seq_data['gesture'].iloc[0]\n    fig = make_subplots(specs=[[{\"secondary_y\": True}]])\n    \n    # Add acceleration traces\n    for axis, color in zip(['x', 'y', 'z'], ['#e74c3c', '#3498db', '#2ecc71']):\n        fig.add_trace(\n            go.Scatter(\n                x=seq_data['sequence_counter'],\n                y=seq_data[f'acc_{axis}'],\n                name=f'Acc {axis.upper()}',\n                line=dict(color=color),\n                opacity=0.8\n            ),\n            secondary_y=False\n        )\n    \n    # Add behavior phases as background\n    behaviors = seq_data['behavior'].unique()\n    colors = px.colors.qualitative.Plotly\n    for i, behavior in enumerate(behaviors):\n        behavior_data = seq_data[seq_data['behavior'] == behavior]\n        fig.add_trace(\n            go.Scatter(\n                x=behavior_data['sequence_counter'],\n                y=[0] * len(behavior_data),\n                mode='markers',\n                marker=dict(size=15, color=colors[i % len(colors)], opacity=0.2),\n                name=behavior,\n                showlegend=True\n            ),\n            secondary_y=True\n        )\n    \n    # Add rotation traces\n    for axis, color in zip(['x', 'y', 'z'], ['#e67e22', '#16a085', '#c0392b']):\n        fig.add_trace(\n            go.Scatter(\n                x=seq_data['sequence_counter'],\n                y=seq_data[f'rot_{axis}'],\n                name=f'Rot {axis.upper()}',\n                line=dict(color=color, dash='dot'),\n                opacity=0.6\n            ),\n            secondary_y=False\n        )\n    \n    fig.update_layout(\n        title=f'Sequence {sequence_id} - {gesture}<br><sup>Interactive Sensor Timeline (Sequence Counter = Time Steps)</sup>',\n        hovermode='x unified',\n        height=600,\n        template='plotly_white'\n    )\n    fig.update_yaxes(title_text=\"Sensor Values\", secondary_y=False)\n    fig.update_yaxes(title_text=\"Behavior Phases\", secondary_y=True)\n    fig.show()\n\n    # FFT analysis for one sensor\n    def plot_fft(data, sensor='acc_x'):\n        fft_vals = np.abs(fft(data[sensor].dropna()))[:len(data)//2]\n        freqs = np.linspace(0, 0.5, len(fft_vals))\n        plt.figure(figsize=(10, 4))\n        plt.plot(freqs, fft_vals, color=custom_palette[0])\n        plt.title(f'FFT of {sensor} for Sequence {sequence_id}')\n        plt.xlabel('Frequency')\n        plt.ylabel('Amplitude')\n        plt.tight_layout()\n        plt.show()\n    \n    plot_fft(seq_data, 'acc_x')\n\n# Plot for a sample sequence\nsample_seq = train['sequence_id'].unique()[10]\ncreate_interactive_sequence(train, sample_seq)","metadata":{"_uuid":"e91246ce-6e2a-4e48-9771-ddcb7a0dbcfd","_cell_guid":"e6f90e89-6279-4570-bd95-131f4c9df5e8","trusted":true,"execution":{"iopub.status.busy":"2025-06-25T02:38:55.764725Z","iopub.execute_input":"2025-06-25T02:38:55.765139Z","iopub.status.idle":"2025-06-25T02:38:57.866583Z","shell.execute_reply.started":"2025-06-25T02:38:55.765112Z","shell.execute_reply":"2025-06-25T02:38:57.865724Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/html":"<iframe\n    scrolling=\"no\"\n    width=\"100%\"\n    height=\"620\"\n    src=\"iframe_figures/figure_5.html\"\n    frameborder=\"0\"\n    allowfullscreen\n></iframe>\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x400 with 1 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\n"},"metadata":{}}],"execution_count":5},{"cell_type":"markdown","source":"**Insights**: Time-series patterns vary by gesture, with distinct behavior phases. Frequency-domain analysis (FFT) reveals periodic components, useful for feature engineering.","metadata":{"_uuid":"cd0df481-e524-4b9a-a995-da84c5371fa6","_cell_guid":"37f9e46d-5937-4eb2-98c9-f2d8729ee6ea","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 4️⃣ Missing Data Investigation","metadata":{"_uuid":"502bde06-965b-40d9-8711-57d7201a59a9","_cell_guid":"090211d0-b1f2-4698-aa5f-b0da71ff91cc","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"# Import required libraries\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nimport missingno as msno\nimport numpy as np\n\n# Reuse custom palette\ncustom_palette = [\"#3498db\", \"#e74c3c\", \"#2ecc71\", \"#f39c12\", \"#9b59b6\"]\nsns.set_palette(custom_palette)\n\ndef plot_missing_data(df, top_n=10):\n    # Calculate missing data percentages\n    missing_data = df.isna().mean() * 100\n    missing_data = missing_data[missing_data > 0]  # Filter columns with missing values\n    \n    if missing_data.empty:\n        print(\"No missing data found.\")\n        return\n    \n    # --- 1. Grouped Bar Plot by Sensor Type ---\n    # Define sensor types based on column prefixes\n    sensor_types = ['acc_', 'rot_', 'thermopile_', 'tof_']  \n    missing_by_type = {}\n    for stype in sensor_types:\n        cols = [col for col in missing_data.index if stype in col]\n        if cols:\n            missing_by_type[stype.replace('_', '')] = missing_data[cols].mean()\n    \n    if missing_by_type:\n        plt.figure(figsize=(10, 6))\n        ax = sns.barplot(x=list(missing_by_type.keys()), y=list(missing_by_type.values()))\n        plt.title('Average Missing Data by Sensor Type', fontsize=16)\n        plt.xlabel('Sensor Type', fontsize=12)\n        plt.ylabel('Missing (%)', fontsize=12)\n        # Add annotations\n        for p in ax.patches:\n            ax.annotate(f\"{p.get_height():.1f}%\", \n                        (p.get_x() + p.get_width() / 2., p.get_height()),\n                        ha='center', va='center', xytext=(0, 10), \n                        textcoords='offset points', fontsize=9)\n        plt.tight_layout()\n        plt.show()\n\n    # --- 2. Top-N Features Bar Plot ---\n    top_missing = missing_data.sort_values(ascending=False).head(top_n)\n    plt.figure(figsize=(12, 6))\n    ax = sns.barplot(x=top_missing.index, y=top_missing.values, palette='magma')\n    plt.title(f'Top {top_n} Features with Highest Missing Data', fontsize=16)\n    plt.xlabel('Feature', fontsize=12)\n    plt.ylabel('Missing (%)', fontsize=12)\n    plt.xticks(rotation=45, ha='right')\n    # Add annotations\n    for p in ax.patches:\n        ax.annotate(f\"{p.get_height():.1f}%\", \n                    (p.get_x() + p.get_width() / 2., p.get_height()),\n                    ha='center', va='center', xytext=(0, 10), \n                    textcoords='offset points', fontsize=9)\n    plt.tight_layout()\n    plt.show()\n\n    # --- 3. Heatmap of Missing Data by Gesture ---\n    sensor_cols = [col for col in df.columns if any(stype in col for stype in sensor_types)]\n    if sensor_cols:\n        missing_by_gesture = df.groupby('gesture')[sensor_cols].apply(lambda x: x.isna().mean() * 100)\n        plt.figure(figsize=(12, 8))\n        sns.heatmap(missing_by_gesture, cmap='magma', annot=True, fmt='.1f', cbar_kws={'label': 'Missing (%)'})\n        plt.title('Missing Data (%) by Gesture and Feature', fontsize=16)\n        plt.xlabel('Feature')\n        plt.ylabel('Gesture')\n        plt.tight_layout()\n        plt.show()\n\n    # --- 5. Summary Table ---\n    print(\"\\nSummary of Missing Data (%):\")\n    print(missing_data.to_frame(name='Missing (%)').sort_values(by='Missing (%)', ascending=False))\n\n\nplot_missing_data(train)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-25T02:39:19.113288Z","iopub.execute_input":"2025-06-25T02:39:19.11359Z","iopub.status.idle":"2025-06-25T02:39:32.760948Z","shell.execute_reply.started":"2025-06-25T02:39:19.113569Z","shell.execute_reply":"2025-06-25T02:39:32.760226Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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xoULFxAQEAAA8nwNgwYNglqtLrVfbGws4uLiqt2fyrDZbABQ5pwPVqsV27dvx+7du5GamorCwkII+xdPAFDt+WsAIDExEd999x0SExORl5cHq9UKAEhPT5fbjoqKqlRbjn2unND4cvPnz0efPn2wZcsWFBcXo3v37hg6dChUKhVeeeUVHDlyBN9//z0MBgMyMzPx5JNPYtOmTSgsLERQUBCeffbZcn8WjrzZ2dkoKSmBRqOp9HkAgJEjR5a7/Isvvig179OTTz6Jt956C++88w6effZZqFT2j5E//fQTTpw4gebNm+POO++sUh8q8tVXX+H33393WhYWFobXX39dfv7NN98AAAYPHlxmG0FBQWjatCmOHTuGU6dOoVmzZlV+v14vDz/8cKllNpsN3377LYDyj7FTp05wcXHBH3/8gaKiokr/LrmW91lZd5XTarVo3Lgx/vjjDyQnJyMkJAQA5NdR//79y3yvPPDAA3B3d0dubm6l+n2lim4x7uLiAuDqrxMXFxd06tQJW7Zswb59+0rNi7Z7927s3LkTZ86cQUFBgXyONBoNzp8/j+zs7DIn5a5NjzzySJnLq/OeIKL6hUUcIiK66dx+++2IiIjA559/jqVLl+LDDz+Em5tbuR+KryYyMhJLlizBtGnTEBcXh7i4OISFhaF79+649957MWjQIKc/sKdNm4Zdu3bhxx9/RP/+/aFWq9G2bVvcdtttePTRR9G5c+cq5W/UqFGZxRgAcHNzQ3Z2ttNEpefOnQOAcu+C5OHhcU1/VFVGZmYmAOdJfwH7hM8DBw7E0aNHy923One0slqtiIuLwzvvvCP/AXatbTvOj5ubW4Xb9evXr9QfhadOncLLL7+M2NhY9OvXDzabDXfffTcOHz6MOXPmoFWrVli9ejWeeOIJCCHKnPj38rw5OTnw8/OrdN8B+yS9FS13vE4cmjdvjn79+uH777/Hpk2b5PfLihUrAPw7sXFl+Pj4yP8+f/48mjdvXmobx929AGDXrl249dZbS23juOV4WeuudP78eTRr1qzK79frwc/Pr8w73l24cEF+TTqKIhW5cOECgoKCrrrdtb7PyrtTnuM1Wdbvm/Jeb46Jnf/888+r9rsslbnFuON1Mnz4cAwfPrzCbc+fPy//OyMjAw8//DB27dpV4T4XL1687kWc8n5/V+c9QUT1C4s4RER003HcRWbOnDkYOXIk0tLS8Nhjj0Gv11e7zSeeeAIxMTHYvHkzdu3ahV27dmH9+vVYv3495syZg507d8rf9hsMBmzduhX79u3Dd999h927d2P37t3Yv38/Fi9ejEmTJsl/GFeGQlG9m01W9Ad3Zf8Yr64DBw4AQKm7DT3yyCM4evQo7r33XkyfPh1RUVFwc3ODWq1GSUkJtFpttfItW7YMb7/9NgICArB48WL06NED/v7+8qiFoUOH4tNPP62wwHMlDw8PANUrKk2YMAFGoxFLliwBYL9V+f79+zFr1izMnDkTgH3kQpMmTTB//vwyiziXF9lq4w/Iss7FU089he+//x4rVqzAI488grNnz2Lz5s1wcXEp985MZQkPD4eXlxeysrKwf/9+9OrVq1p9dIzoeuSRR2A0Givc9vJRIFV5v9YERz/LU97vnsv3K2/k1OUq+/641vdZdX/n1BXHeezfvz/8/f0r3DYsLEz+97hx47Br1y50794d8+bNQ9u2beHp6SkXzQMDA5Gamlql3xtV6W9Frvaaqep7gojqDxZxiIjopjRq1CjMmzcPX331FYDqX0p1OX9/f4wfPx7jx48HAJw4cQJjxozBr7/+imeffRYffPCB0/adO3eWR91YLBZs2rQJI0aMwMqVK/HII4/g9ttvv+Y+lcXxTX15tw/Pzc0tdevcmpSZmYnvv/8eAJxGqJw4cQKHDh2Cn58fNm7cKF+u43Dq1Klq54yPjwcAvPPOO7j//vtLra9O246RL45biVfW2rVrsW3bNqxduxa+vr4AgIMHDwIAevToIW+n0WjQpUsXfPHFF8jIyCg10saR9/I/Kqvi77//Rtu2bUstd7wugoODS63r378/mjVrhu3bt+Po0aNYt24drFYrhg8fftURSZdTKBQYMGAAPvroI3z88ceVvrX6lUJCQnDq1CnMmDEDnTp1qtK+VX2/VsQxcicvL6/M9Y5blFeVj48P9Ho9CgsL8frrrzuNYKqu2nyfleVqv2+A6p+fygoJCcGJEycwduzYSo+4NJlM2LJlCxQKBbZs2SIXbS9fn5aWVq3+1NbrBbi29wQR1Q/1q4xORERUQ0JDQ/HAAw/A29sb3bp1Q9euXWs8R4sWLTBjxgwA//6RXh6VSoVHHnkEd911V6W2vxa33XYbAOB///sfLBZLqfXr1q2rtdxCCMTFxaGwsBBeXl4YO3asvC4rKwuA/dvtK/+wBICPP/643HYdfxSVdTyXt335t+wOR48erdb57tChAwDg2LFjld7n/PnzmDp1Ku644w6nkRWOkU8mk8lpe8fzskZGHTlyBADQsWPHqnX8ko8++qjM5R9++CEAIDo6utQ6SZLkUUGLFy/Ge++9BwDVmkPJMa/O77//jpUrV1Z5fwC4++67AfxbpLsWFb1fr/b6chQqTpw4UeZ6xzwlVaVUKuV5hmriGIFre59VR+/evQEA3333nZz7cps3b67VojFQvddJbm4urFYr3NzcShVwAPt5Km8ETmVfL6dPn0ZJSUmp9dV9vQA1+54gohsTizhERHTT2rBhAzIzM/Hrr79eUzs///wztmzZArPZ7LRcCIGvv/4agHPxYOXKlWVOGpqWlibPA1JWsaGmDBo0CI0aNUJSUhJmz57tNHT/xIkTePHFF2sl76FDh3DPPffgs88+g1KpxMcffwxXV1d5fbNmzaBUKnH48OFSk+p+9dVX8qVHZXGMGilvjo+WLVsCsM/fcvnxpqamYsSIEeX+sVWRHj16QKvV4s8//0RhYWGl9pkyZQoKCgrw9ttvOy13FITWrFkjT7Z86tQpbNu2DcHBwfKIncvt3r0bANCnT58q9x0ANm7ciPXr1zst+/zzz/HFF19ApVKVeQkXYB/F5u7ujvfffx8ZGRm4/fbbKz0Z9OWioqLkn2lcXBxmzZpV5h/zVqsVe/bsKbONadOmwcPDA4sXL8Z///vfMv8g/vvvv50KE1V9vwJXf3116dIFbm5uOHbsWKni2P/+9z+88cYbZe5XGXPmzIFGo8G0adPwwQcflHmpzZEjR7Bhw4ZKtXct77PquPXWW9GhQwfk5+dj8uTJKC4ultedPXsWU6dOrdF8ZXnssccQFhaG//3vf5gxY0aZI2DS0tLw7rvvys/9/f3h6emJnJycUj/TPXv2yJc9luVqr5ewsDA0bdoUOTk5WLBggdO67du344UXXqj0sV2pOu8JIqpn6uKWWERERNfTlbcYv5qq3mJ8yZIlAoBwc3MT0dHRYujQoWLgwIFyXnd3d/HHH3/I27dt21YAEBEREeK+++4TsbGxol+/fkKv1wsAok+fPsJsNsvbX+0W41fetrisY7/y1sg//fST0Ol0AoBo0qSJePTRR0W/fv2ERqMRgwYNEqGhoQKASE5OrtQ5E+LfW4xHRkbKt4SOjY0VAwYMkPvhOO6ff/65zDaeeuopAUAoFArRu3dvMWTIENGhQwcBQDz33HPl3nbXcVt0FxcX8dBDD4mxY8eKsWPHyrev3rNnj9BoNPLxxsTEiP79+wu9Xi9atWolBg4cKACINWvWVPp4hRDi/vvvFwDEli1brrrt999/LwCI+fPnl1pns9lEjx49BAC5Px4eHgKAeOedd8psr02bNlW+LboQ/74mnn76aflW0kOHDhVdu3aVz+/ixYsrbMOxLwDxxRdfVCn/ldauXStcXFwEAKHRaET37t3FoEGDxNChQ8Wdd94pvLy85HWzZs0qtf+OHTuEj4+PACD8/PxEnz59RGxsrLj33ntFZGSkACC6du0qb1/V96sQV399Xd4uANG9e3fxyCOPiFatWglJksTzzz9f4S3GK3oPC2G/LbrBYBAARHBwsOjXr5+IjY0Vd999twgODhYAxODBgyt9zqv7PitvuUN5t9Y+evSo8PX1FQBEYGCgiImJEffee68wGAyiW7duonv37tW+xXhFt+m+3JEjR0R4eLgAIDw8PMRtt90mhg4dKh588EERFRUlJEkS/v7+Tvtc/jPt2rWrGDJkiOjZs6eQJEkMHz683N+vX3/9tfyavffee8WYMWPE2LFjxf/93//J23zxxRdCkiQBQLRr104MGjRIdOzYUUiSJF544YVq/wyEqPp7gojqFxZxiIiowavtIk5iYqKYO3eu6Nu3rwgNDRU6nU54enqKNm3aiGeffVacPXvWqY2vv/5aTJw4UbRv3174+voKjUYjgoODRXR0tPjggw9ESUmJ0/a1UcQRQog///xTDBw4UHh5eQmdTieioqLEokWLRHFxsdBoNEKhUIjCwsKrni8HRxHn8odWqxV+fn6iY8eOYvz48eLLL790KlBdyWazidWrV4uOHTsKFxcX4e7uLnr16iXWr18vhCj/Dxir1Spee+010apVK7k4deXP6dChQ+L+++8XjRo1EjqdTjRt2lRMnz5dXLx4Ue57VYs4P/zwgwAgYmJiKtyuoKBANG7cWLRt27bc48/JyRETJkwQfn5+Qq1Wi6ioqHL7c+DAAQFA3H777VXqrxDOr4n4+HjRvXt34eLiIoxGo7j11lvFV199ddU2vv32WwFAhISECIvFUuU+XOnChQtiwYIFok+fPiIgIEBoNBqh1+tFSEiIuOeee8TixYtFSkpKufunp6eL559/XnTo0EG4urrK76kePXqIOXPmiEOHDsnbVvX9KkTlXl9CCPHBBx+IDh06CJ1OJ9zc3ESfPn3E1q1by32vVraI49h2ypQp4pZbbhFGo1HodDoRFhYmoqOjxfz580ViYuJV23Co7vusukUcIYT4559/xKhRo4S/v7/QaDSicePGYsaMGcJkMlW4X3mqWsQRQoiLFy+KhQsXiu7duwsPDw+hVqtFo0aNROfOncW0adPE7t27S+2zadMm0aNHD+Hh4SFcXFxEp06dxMqVK4XNZqvw9+u7774rOnToIBffyvr98s0334iePXsKg8EgjEaj6Natm/jss8+EENX/GThU5T1BRPWLJEQNT6dORERE9dovv/yC3r17o3Xr1jh06FBdd+eGJoRAmzZtcOrUKZw7d65GJp6tjCeeeALLly/Hl19+WeZEzbVt2LBh+OSTT/Dqq69WeFkJERER1SzOiUNERHQTOn/+PP7+++9Sy48cOSLfrWf06NHXu1v1jiRJWLx4MYqLizF//vzrkvPs2bN47733EB0dXScFnMOHD+Ozzz6Di4sLJkyYcN3zExER3cw4EoeIiOgmtH37dnlC2saNG0Ov1+Pvv//GgQMHYLPZcOedd2LLli1l3r2GShs4cCC+++47nDp1qsxbc9ekcePGYe3atThw4ADatGlTq7muzGsymfDtt98iNzcX8+fPl+/mRERERNcHizhEREQ3oZSUFLz66qvYsWMHkpOTkZeXB1dXV7Rq1QpDhw7F+PHjWcAhJ5IkQaFQICQkBOPGjcPs2bPLvPU5ERER1R4WcYiIiIiIiIiI6gHOiUNEREREREREVA+wiENEREREREREVA+wiENEREREREREVA9wxkIiokqQJHWZywPcu1e4n6+iSW10h4iIiG4if77rW9ddoBuM9PCCuu5CpVlt2+s0v1IRXaf5axpH4hARERERERER1QMs4hARERERERER1QO8nIqIiIiIiIiIaofNVrf5G9jQlQZ2OEREREREREREDRNH4hARERERERFR7ajrkTgNDEfiEBERERERERHVAyziEBERERERERHVA7ycioiIiIiIiIhqBy+nqlEciUNEREREREREVA9wJA4RERERERER1Q4h6roHDQpH4tBN6ejRo4iJiYHJZKrrrtw0VqxYgYULF8rP586di7Vr15a7fXx8PKZNm3ZNOTMyMhATE4OkpKRraoeIiIiIiOhGwJE41GCdPHkSzz//PNq1a4eZM2fWdXeoDvj4+GDVqlVwdXW95raKivKhUChgs9nkqFKpoJAUgGTfRpIkCCEgSVKl27XZBCTJed+rRavVBqVSAWETkBRSpaPVYoVCqWAu5mIu5rohcjAXczGXva3ly5dj+fLlFX5eaDHrWj7FUH2mUSlQYrGhVaA7jqbk/hs/OYWjR4+iVatWTrFv375YuXJlXXebahFH4lCD9fPPP+Puu+/G8ePHkZWVVdfdqVMWi6Wuu1AnFAoFPDw8oFQqy1wvhIDVaq1UW0lJSVCpVHJMT0+HQqFATk4eAKCwsBgAkJubDwA4dy4NAHD0YJJ9/8RUAMCZ02mXYjoAoMBUJO9bUmypMOZfLAQAnDp2DgCQnZVXqZiWYn/95+aYmIu5mIu56jwHczEXc5XOFRkZidGjRyMsLByvvrgMDw18BAH+gbin//0ICgzG4Du7ITQkBIMfuMce7++PwAB/6LQaaJQKKABoVQr4u2qhlCR4GtQAcNXYxNcFCtgLBU5RWXFkrtrN1cTXBWoF0CLADRACrYM8kJiR5xwTE9G6dWun2KlTJ9yQbLa6fTQwLOJQg1RUVITdu3ejX79+6NChA7Zv317mdgkJCZg6dSpiY2Mxe/ZsnDlzxmn9nj178J///AdDhw7F5MmT8dVXX8nr1q1bh1mzSn8tMm3aNHz++efy859++glTpkxBbGwsnn76aXz//fcV9t1ms2Hjxo2YPHkyYmNjMW3aNOzZs8dp/VtvvSWvf+qpp7BlyxanNhyXLm3YsAETJkzAU089VWHOijguPTtw4EC556qsS5+++eYbTJ48udp5HX755RdMnjwZI0eOxNKlS1FYWCivO3jwIJ5//nmMGjUKY8aMwfz585GWliavv/JyKsex/PHHH5gxYwaGDh2KEydOVKofBoMBJpNJjt7ePrBarUhNOY/i4hIknU4GAFzIzAEAnDrxDwBAb9AAAA7t+8ve598SL8VTAIA/9pzE0QP2/jkKO+XFtGT7h7+3Fnxpb3P/6UrFhCNn5efMxVzMxVx1nYO5mIu5SueyWQGj0QiFpERhthLCqoKwSdBqDLCYBXys2TBo1fAxqGDQquFtUCM7Jwfd2rSAVQh4uWigVSuRU2iGr5sWhWYrtCrFVWNWQQk8jRpYbcI5ivIjc9V+rqyCEkT6uSIjrwiNfV2QnFOACB+jc4yIQHJyshwbN26MkJAQUMPHy6moQdq9ezeCgoIQGBiIW2+9FWvXrsXAgQNLXeby0UcfYfTo0fDw8MC6deuwYMECLFu2DCqVCqdPn8aSJUswaNAg9OjRAydPnsR7770HV1dXREdH49Zbb8WmTZuQlpaGgIAAAMDZs2fxzz//4JlnngEA7Ny5E/Hx8RgzZgwiIiLw999/45133oFWq0V0dHSZfd+0aRN27tyJ8ePHo1GjRjh+/DjefPNNuLm5ISoqCjabDd7e3vjPf/4DV1dXJCQkYNWqVfDw8ECPHj3kdo4cOQKDwYDnnnuuRs5pReeqtqSnp2Pv3r2YMWMGTCYTlixZgk2bNmHIkCEA7MW6e++9F2FhYSgqKsJnn32G119/HQsXLoRCUX6Net26dRg+fDj8/Pzg4uJSqb4EBQVhx46d6N37VuzYsRPR0bfh1KlERESG4Pix02jRMgIA0CjQBwAQ2TQUABAS7gsA6NSrRZnRauVEb0RERDe7lNRkvP/++ygoKMRrb06BWqVCUXExvvluI0pKivH2NsAmgFOnk2Cz2ZDw12kIAezYfwhCAJn5JXJbablFlc5bbCmBBEAAuGCyt3G1yFy1n6vYUoLcQjPUSgVMxRZoVUoUW2zOsbgYWq1WjoGBgZXu83XXAEfD1CWOxKEGadu2bbj11lsBAO3atUNBQQGOHTtWartBgwahTZs2CA0NRVxcHHJzc7F3714AwNdff43WrVvjkUceQWBgIKKjo9G/f39s3rwZABASEoKwsDDs2rVLbm/nzp1o2rSpXNSJj4/H8OHD0bVrV/j5+aFr164YMGAAfvzxxzL7bTabsXHjRkycOBHt2rWDv7+/XDDaunUrAEClUiEmJgaRkZHw8/PDrbfeiujoaPz6669ObWm1Wjz++OMICQmpkap8ReeqtgghMHnyZISGhqJly5a47bbbcOTIEXl9t27d0LVrVwQEBCA8PBwTJ07EmTNncO7cuQrbjYmJQZs2bRAQEFDpIo5CoUBW1gU5SpKEjIx0aLUanE/PglZrH3Gj0diju7u9XbXGPiw2MMSnzEhEREQ3tzZt2mDKE9MxdepUxDwyBF4efgAkeLh7QaVUo1vHvgjw0MNoMMDfxxNanRaSJEGn1UCSJCgVEtQK+xeVqktRo1RUKurVSgjYL+0BgAB3HQDgUjOlInNdn1x6tRJWm4BSIeFsdiGCvPRIySlEqI/h35iSgrCwMKSkpKB9+/agmwdH4lCDk5KSgsTEREydOhUAoFQq0aNHD/z8889o1aqV07bNmjWT/+3i4oLAwEAkJ9svi0lOTi51XWnz5s3xzTffyJPb3nrrrdi2bRseeeQRCCHwf//3f7j33nsB2EeJpKen4+2338Y777wjt2Gz2WAwGMrse1paGoqLi/HSSy85LbdYLIiIiJCff/fdd9i2bRsyMzNRUlICi8WC8PBwp31CQ0MrHCWTmZmJKVOmyM8HDhyIhx56qNztKzpXtcXX1xd6vV5+7uHhgdzcXPl5amoqPvvsMyQmJiIvLw+2S1X+zMxMhIaGlttuZGRkhXktFgtUKlWpWB1WqxVKpRLJZzIRFOpTKhIREdHNrXfv3gj0PYemUcE4dewcwnzbYfnauejSLhq//LYFPl7+eOOe29Fn8XYMHXA7/rv2Czx0Rw9s+HE3Bve/DZ9//wtsEFBKEgQEdGolrFYrFBIghK3CaLm0nc1mf56VX4yWjdxwPPUiAtx0SLtYJMdAdz0y8oqY6zrkcrRZYrZAIQGHzmSjWYA7Dp/NQVN/N3ts1hKHDh1CixYt5BE5dHNgEYcanJ9//hlWqxUTJkyQlwkhoFarMXbs2HILKNXRs2dPfPLJJzh9+jRKSkpw4cIF+ZKmoiL70MgJEyagadOmTvuVd6mPY5+ZM2fCy8vLaZ2jiPB///d/+OijjzBixAg0a9YMer0emzdvxqlTp5y212q1Ffbd09MTixYtkp9XdkRKWco6nspOGFyRKyckdtzFwWHBggXw9fXFhAkT4OnpCSEEnnnmmatO5Hy1c/Pbb7+hW7duSEhIQFRUFBISEtCyZUt4eXnDZrPBy8sbQgj4+fmjuLgEvv5eKC4ugV6vQ0lJCVQqPS5ezIe7hyvyLhbCw9MF+3edQNDQXnL8bccxPDT8tuqfHCIiImqQdDoDAvwDkWfKRYB/ILJyzsNNb0R4SBBOn02FEAJfbP0/AMD6b3dctqcABGC1/fsZzCaqFkusAsdTLwIA0i4WOcWU3H/nJWSu65urxCpwJDkHAP6Nl0an//nnn/jzzz/lNiRJQlRUFL777rsKv9S8rng5VY1iEYcaFKvVih07dmDEiBFo06aN07pFixZh165d6Nevn7zs5MmT8PGxj4bIz89HamoqgoKCANjnQElISHBqIyEhAYGBgXLRwtvbG1FRUdi1axdKSkrQpk0buLu7A7CPGvH09ER6erp8adfVBAcHQ61WIzMzE1FRUWVuk5CQgObNm+Ouu+6Sl6Wnp1eq/csplUr5sq/KqOhcubm5IScnx+n22o7JhGtLXl4eUlJSMGHCBLRs2RIAKj1J8dV069YNABAVFQUhBKKionDu3Dl07twRycnJ6Ny5IwoKCtG4cQROnvgHLaMa43TiOUTdEonUlExENglBfl4BAOBCei48PF1gNtsLS464//8SWMQhIiKiUkpKipGRkYbGwbcgIyMNzcLbwVRchLPJqbijyy1wMRrwYJ9u2PDjbtzZrT2+3rEHngY1sk1meBjUMJVY4KZXIzOvGF5GDbJMJZWO3i5aGLUqnLlggodejZxCsxw9DRrkFNhzOCJzXZ9c3i5auOrUUCok+TIrm4uf/DeJTme/hMvxZfVzzz1Xpc/5VL9I4vKvtYnqub1792Lp0qV47733So24+fjjj3H06FG89tprOHr0KObNm4eQkBCMGjUK7u7uWL9+PZKSkvDGG2/IExvPnDmz1MTG48aNc5qU+KeffkJ8fDwsFgtGjhyJ2267zWndmjVrMHToULRr1w4WiwV//fUXTCaTfNnVldavX4+tW7di+PDhaNGiBQoKCpCQkAC9Xo/o6Ghs2bIFn332GaZMmQI/Pz/88ssv+Pbbb+Hn5yePrFmxYgVMJhOmT59+zee0Mufq3LlzeOaZZzBkyBB069YNBw8exGeffQaDwYAVK1aU2ae5c+ciPDwco0aNKjNvfHw89u3b5zRa6JtvvsGWLVuwYsUK2Gw2jB8/Hu3atcOgQYOQmZmJTz75BH/99RemTp2KLl26ICMjA3FxcVi4cCHCw8PlY1mzZg2MRmOVzkNubi7c3Nxw8eJFuLm5wWQywWg0oqiwGDq9FiUlZmi1GhQWFEFv0MFsNkOtVsvPTflFMLr8G0+fTEHjZoHIyy2AWqO0t1FshkarhrnEDLVGjeIiM7S6f2NRYQl0eg1SzpxHYKgv8nIL4OpugCm/EEYXfaWiUqlgLuZiLua6YXIwF3MxlxlLli7Grb1uxZZvt6BJZFN8s+UbHD9+DGGhYfjnzD+ICI/AuTN/o9hihUatBiQFbFYLrFYblEoFSkrMTp9ZlAoJNiFgE/Z5WCqKaqUEs1VApZRgsQq461XIK7LI20hSxYMomKt2cqkvtaVWKWCx2hDgrodaqYBNCCgkCe3DvJDn2czps+nlceXKleUnrAPW7C/rNL/S84E6zV/TWMShBmX+/PkQQmDmzJml1iUmJmLWrFlYtGgR8vPzMW/ePMyYMQPr1q1DamoqwsPDMWHCBISFhcn77NmzB/Hx8UhNTYWnpyf69++P+++/36ldk8mExx57DAqFAu+++65cCXfYtWsXNm/ejHPnzkGr1SI0NBQDBgxAly5dyjwGIQS+/fZb/PDDD0hPT4fRaERERAQGDhyIqKgomM1mvPvuu9i7dy8kSULPnj1hMBjwxx9/1GoR52rn6ocffsDGjRuRn5+Prl27IjAwED/99FOtFXEA4NChQ1izZg0yMjIQGBiI0aNHY+7cubVSxLGV87+vJEml7npGREREVFlTpkzBvn37kJmZKX+mUKlUkCQJJSUluPLPNYVCUe7nEmo4FBKgUirgrlPBBgkapYQSq4BGKaFrpC+LOFXAIg4R3VSupfDRkEiSuszlAe7dK9zPV9GkNrpDREREN5E/3/Wt6y7QDUZ6eEFdd6HSWMSpWZwTh4iIiIiIiIhqB0eO1aiyb5FDREREREREREQ3FI7EIaIKtWrVCvHx8XXdDSIiIiIiopseizhEREREREREVCskwcupahIvpyIiIiIiIiIiqgc4EoeIiIiIiIiIagcnNq5RHIlDRERERERERFQPsIhDRERERERERFQP8HIqIiIiIiIiIqodNlHXPWhQOBKHiIiIiIiIiKge4EgcIiIiIiIiIqodnNi4RnEkDhERERERERFRPcAiDhERERERERFRPcDLqYiIalEOUuq6C0RERFTPWQ5b67oLdINRP1zXPagCXk5VozgSh4iIiIiIiIioHuBIHCIiIiIiIiKqHYIjcWoSR+IQEREREREREdUDLOIQEREREREREdUDvJyKiIiIiIiIiGoHJzauURyJQ0RERERERERUD3AkDhERERERERHVDpuo6x40KByJQ0RERERERERUD7CIQ0RERERERERUD/ByKiIiIiIiIiKqHZzYuEZxJA5RFcXExGDv3r21muPo0aOIiYmByWSq1TxlWbFiBRYuXFhj7W3fvh2jRo2qsfYyMjIQExODpKSkcre5Hj8jIiIiIiKi640jcYguk5OTgw0bNuDAgQPIysqCu7s7wsLCMGDAALRu3bquu3ddjB49GkLU78nHVq1aBaPRWKNtFhXlQ6FQwGazyVGlUkEhKQDJeVtJkspupAw1cq4FSvWh1jAXczEXc93suRra8TDXjZVLAALi0mcNAYVCkqMQApJUcYQQkBQKCJut4mi1QlIq/31eibaZqw5zWcyAuQTQaO0vsip81rwh1LOROFlZWfj4449x8OBBFBcXIyAgAJMmTUJkZGRddw0AR+IQyTIyMjBjxgwcOXIEw4YNw+uvv45Zs2bhlltuwerVq+u6e9eNwWCo8QLI9ebh4QG1Wl2jbSYlJUGlUskxPT0dCoUCuRfzAQDFxSUAAJOpEEII+WG1WmGz2SCEkOPlDwCwXfqPTVyaud9kKgQAmM2WCmNxkT1nVT4wMhdzMRdzMVf1cjW042GuGytXTnYeAKCwsBiSJMFstkCSAHOJPQqLPVf50Wxv+LLPF2VHAWGzAZcKBJAkiOKiq7TNXHWeS6kClEpAUkCc+rP+FXHqkfz8fDz//PNQqVSYNWsWlixZghEjRtxQfx9xJA7RJatXr4YkSXj11Veh0+nk5SEhIbj99tudts3Ly8OiRYvw559/wsvLCyNGjECnTp3k9WfOnMHHH3+M48ePQ6fToU2bNhg5ciTc3NwA2P/j/vLLL/Hjjz8iJycHgYGBePjhh9GtW7cy+1ZcXIz//ve/KCwsxLPPPlvtXyLx8fHYt28f+vXrhw0bNiAvLw8dOnTA448/DoPBAMB+OZXJZML06dMBAHPnzkVoaCg0Gg1++uknqFQq3HnnnYiJiZHbNZlM+OSTT7Bv3z4UFBQgICAAQ4cORceOHeVtDh48iA8++ACZmZlo0aIFJk2aBE9PzzL7mZ+fj/fffx9//vknioqK4O3tjYEDB5b6OTjO5dtvv42TJ0/iueeeg4+PD2JiYjB16lR06dIFGRkZiIuLwzPPPIPvvvsOp06dQqNGjTB+/Hg0a9as0ufOYDDAZDLJ0dvbB1arFVqNGlarTf4QdvJEEtp1aIHMzBz4+HigsKAYeoMWFosVKpXSaSSPQqFAYUEx1GolFAoFrFYrVAoVJNi/nVEqFRVGs8UCLTQwmy1Qq1Xyh0mVSlUqj81mgyQBNquNuZiLuZiLuaqRq6EdD3PdWLlOJ55Du47NodNrLo32VaKosBg6vVaOMJcAak3ZUaEEhACKCwG9EbBaAJW6dCwssK+3WQFJYY8qdcVtM1fd5lKpAaUS4kI6JE9fiItZkHIvAB4+lf4cS5X35ZdfwtvbG5MmTZKX+fn51WGPSuNIHCLYiwYHDx7EXXfd5VTAcbiyaPL555+je/fueP3119G+fXu88cYbyM+3j8gwmUx48cUXER4ejvnz52PWrFnIzc3FkiVL5P03bdqEX375BePHj8fixYsxYMAAvPnmmzh27Fip3CaTCS+//DKEEHjuueeuuQqclpaGX3/9FTNmzMCsWbOQlJSE9957r8J9duzYAa1Wi1dffRXDhg3DF198gUOHDgGwF1FeffVVJCQk4IknnsDixYsxdOhQKBT//nopLi7GV199hbi4OMybNw+ZmZn46KOPys332Wef4dy5c3L1e9y4cXB1dS21ndlsxuLFi/HPP//gxRdfhI9P+f+ZrV+/Hvfddx8WLlyIRo0aYdmyZbBarVc7XbKgoCDs2/e7HA0GPU6f/hs6vRZn/kmBTq9FdvZFNGkWCkmS4OKihyRJ0Bt0l32jJsFy6YOd1WL/Bu7MP6lQqe0f8hzRYNQBkC6dw/KjxWzvf0mxWY5qtQr5eSYolYpS8cKFXOZiLuZiLuaqZq6GdjzMdWPl8vb1gEKhQEmJ+VKxR0Cn16KkxGwv4Fgt9gJAeVECLlWHAMBeICgrKpUABOD4nCYpAIu54raZq85yiYI8ez6FApKrp31EjtUCuHmhPpFstjp9VMX+/fvRuHFjLF68GOPGjcP06dPx448/1tKZqR6OxCGCvbAhhEBQUFCltu/duzd69eoFABgyZAi+/fZbJCYmol27dvjuu+8QERGBoUOHyttPnDgREydOREpKCnx9fbFx40Y8//zz8kgQf39/nDhxAlu3bkVUVJS8X05ODpYuXYqAgAA89dRTUKmu/S1rNpsRFxcHLy/7L/8xY8bgtddew4gRI+Dh4VHmPmFhYRg0aBAAoFGjRvjuu+9w+PBhtGnTBocPH0ZiYiKWLFmCwMBA+XguZ7VaMX78eAQEBAAA+vfvj88//7zcPmZmZiI8PFy+7rSs6ndRURHmz58Ps9mMOXPmyCOJynPfffehQ4cOAOwTH//nP/9BWlpapX/mCoUCWVkX5ChJEnJysu0xOw+SJOFiTh6CQgIgSRI0GjUkSYJSaR/uajTqAQBanRYAoNHaL/dqERUBAFAqlQAASZIuzakjrho9vewju1xcDU7Rzd2lzOjn58VczMVczMVc1czV0I6HuW6sXOERgRBCQKfTOo3y0Wo1EEJAUqkrjkqVPbq426NGW3bUGexRkiBgLxRIWl3lcjDXdc+l8A38N5fBBYCAsnt/+yVWVGlmsxlms9lpmVqtLnP6hYyMDGzduhUDBgzAwIED8ddff2HNmjVQqVSIjo6+Tj2uGEfiEOHfa08rKywsTP63TqeDXq9Hbm4uAOCff/7BkSNHMHz4cPnx9NNPAwDS09ORlpaG4uJivPTSS07b7NixA+np6U55Xn75Zfj7+2PKlCkVFnB27tzp1Nbx48fL3dbHx0cu4ABAs2bNIIRASkpKufuEhoY6Pff09JSPNykpCd7e3nIBpyxarVYu4Dj2v3jxYrnb9+vXD7t378a0adPw8ccfIyEhodQ2y5YtQ1FREZ577rmrFnCuPAZHscpxDFeyXLpe+cpYHY7X1sXcSyO18u3X1xcXFQMAkv5OccohXyNfzpc/l8eiQnsbjvl4HDEvr6DMmJ11kbmYi7mYi7mqmauhHQ9z3Vi5bDYbhLB/bigv2vNdEUvsuYXZntOWc97+vKiw7Fhgn3tHOEYj26wQwubcJnPVfa5C+2tF5OUANps9V0kxYLHAevx31Dv2F3GdPTZu3IhRo0Y5PTZu3FhmV202m/yFfEREBO644w707dsXW7duvc4nrXwciUME++gSSZKQnJxcqe0d35w4SJIk/3IuKipCx44dMWzYsFL7eXh44OzZswCAmTNnOhVTAJQq1LRv3x6//fYbzp07V6qQcrlOnTqhadOm8vMr271WZRWQHMer0Wiuuv+V5+vy/cvSvn17rFy5EgcOHMChQ4fw4osv4q677sKIESOcttm5cydOnjyJW265pUrHYP/mrPw+/Pbbb+jWrRsSEhIQFRWFhIQEtGzZEl5e3rDZbPDy8oYQAh4envbo6QohBNw8XFFYWASVyghziQVKpVK+Pj7rQi5c3YxQXPpmzXbpA1nqufMIC28EhcK+3BFzcvLg6el61SiEgEajlqPNJmA06iFE6ejmbnTKwVzMxVzMxVxVy9XQjoe5bpxcjn9XNOrHsd4pauwjfKG+9HnM3ce+TqsrO+pd7FGhuBSV5bfNXHWXS2e/LF+4uP/7d4ZWB9iskAwuEImHITVre9XPv2Q3cOBA3HvvvU7LyrsJiqenJ4KDg52WBQcH47fffqu1/lUVR+IQAXBxcUHbtm3x/fffo6ioqNR6k8lU6bYiIiJw7tw5+Pr6IiAgwOmh0+kQHBwMtVqNzMzMUuuvnNMlNjYWvXv3xosvvohz586Vm1Ov1zu1U1FhJTMzE1lZWfLzkydPQpKkCkfSVCQsLAwXLlyocCRPdbi5uSE6OhpPPvkkRo0ahZ9++slpfb9+/TB06FAsWLCgzLmEroVjgumoqCgIIRAVFYXk5GR07txRjgUFhWjcOAJFhcUIDQtEUWExPD3dkHjyDIQQTnesEEKgUZAvhAC0ly6j0mjUMOUXok37ZrBabZAkSY5mswVubsZL56H8KETpOxrkXTRBkux5r4z2CRSZi7mYi7mYqzq5GtrxMNeNlSvzfDZKSsyw2Wwwmy0QQiA766JTREF+mVGY8uQICIjiS6M5zMWlo7DZ75AkxL/RbC63beaqw1wlRU65cDEbACCptYDg5VRVoVarYTAYnB7lFXGaN29e6u8ax5QYNwoWcYguGTt2LGw2G2bNmoU9e/YgNTUV586dw5YtW/Dcc89Vup277roL+fn5WLZsGRITE5GWloaDBw9i5cqVsNls0Ov1uO+++/DBBx9g+/btSEtLw+nTp/Htt99i+/btpdobMWIEevXqhXnz5lV6pFBF1Go1VqxYgaSkJBw/fhxr1qxB9+7dy50P52qioqIQFRWF//73vzh06BAyMjLwxx9/4ODBg9Xu42effYZ9+/YhLS0NZ8+exe+//17m3DV33303Hn30UcyfPx8nTpyodr4rKZVKKJX2b1UUl75lcXNzg9FolKMQtkvbKaBUKqDW2Ef63NKmKSRJguulD3curgaYSyzQaNSwmM1wjAJSKCQYjDoYjDooFP8uc8Sr3QlDqVQA4t9RRY7o5m7Pq9VpyozMxVzMxVzMVb1cDe14mOvGyuXm7mIfyWMTUKvt86V4ernJEUIABperR4sF0OgAmw1QaQBLiT3arPZotQJKhX1SXaXSHhVS5dpmruubS611zuXibp9E2c0TUrN2qFdstrp9VMGAAQNw6tQpbNiwAWlpadi1axd++ukn3HXXXbV0cqqOl1MRXeLv748FCxZgw4YN+Oijj5CdnQ03Nzc0btwY48aNq3Q7Xl5eeOmll/DJJ5/glVdegdlshq+vL9q2bSv/xz548GC4ublh06ZNSE9Ph9FoREREBAYOHFhmm6NGjYLNZsOLL76IOXPmVHvUDAAEBASga9eueO2115Cfn4+OHTtW6fjK8swzz+DDDz+U56kJCAhAbGxstdtTqVRYt24dzp8/D41GgxYtWsjzCl1pwIABEELgtddew6xZs9C8efNq562Iq6t9qLQjGgz2Se3UGnsV33HJmFpt/7UqSRIsFgtUKhXUGhUkSYJKbY+Ob+mu/MDniJdPdFhhvPTBryqYi7mYi7mYq5q5GtrxMNcNlcvx+cF+2XXp9ahsVF0aXeC4c5LS8VzpvN6exHkdc93guez/hNENVHuaNGmCqVOnYt26dfjiiy/g5+eHkSNH4tZbb63rrskk4fhrgogavPj4eOzbtw+LFi2q667UO5JU9pDLAPfuFe6nVlx90mUiIiKiivz1pP/VN6KbinruB3XdhUoTR1bWaX7plkl1mr+m8XIqIiIiIiIiIqJ6gEUcIiIiIiIiIqJ6gHPiEN1EYmJiEBMTU9fdICIiIiKim4WNM7jUJI7EISIiIiIiIiKqBzgSh4iIiIiIiIhqRxVv800V40gcIiIiIiIiIqJ6gEUcIiIiIiIiIqJ6gJdTEREREREREVHt4OVUNYojcYiIiIiIiIiI6gGOxCEiIiIiIiKi2iF4i/GaxJE4RERERERERET1AIs4RERERERERET1AC+nIiIiIiIiIqLawYmNaxSLOERE1yAt99cK1zf1GnidekJEREQNlapraF13gYhuECziEBEREREREVHtsHFi45rEOXGIiIiIiIiIiOoBFnGIiIiIiIiIiOoBXk5FRERERERERLWDExvXKI7EISIiIiIiIiKqBzgSh4iIiIiIiIhqB0fi1CiOxCEiIiIiIiIiqgdYxCEiIiIiIiIiqgd4ORURERERERER1Q6bqOseNCgciUNEREREREREVA+wiEM3naNHjyImJgYmk6nS+6xYsQILFy6sUp7k5GTMnj0bsbGxmDZtWlW7WeOqc9zXavLkyfjmm2+uWz4iIiIiIrrBCFvdPhoYXk5F9c6KFSuwY8cOAIBSqYSLiwtCQ0PRs2dPREdHQ6GouDbZvHlzrFq1CgaDoVb7GR8fD61Wi6VLl0Kn09Vqrutp8uTJuOeeezBgwAB52fbt27F27VqsXbu2RnJs374dP/30E1566aUaaa8mFBXlQ6FQwGazyVGlUkGSJEiSBACQJAlCiEpFm9UGSSFVeR+FUlHp7eX9bDa5n8zFXMzFXMxVu7ka2vEwV+3nWr58OZYvX17h55AWT/95PT7uUH3ydHyZizUaDQ4fPnydO0PXE0fiUL3Url07rFq1CitWrMDMmTPRqlUrrF27FgsWLIDVai13P4vFApVKBQ8PD0iSVKt9TE9PR4sWLeDr6wtXV9dy+0Ol7d+/H506darrbjhJSkqCSqWSY3p6OhQKBXJycgAAhYWFAICLFy8CAHJzcwEAeRcLnGJmhn17k6mo0rltjtsyXnrJZmfZc+RfLKwwZl/Is+fKZy7mYi7mYq7aztXQjoe5rm+upk2bYvTo0YiIiMCS19/Co48+ivDwcAwZMgTh4eEYPHAAQkNDMfihB+Dt7Q2VUglPTw8olQo0CgjALREBkADcEuIBCUCrSsZHezaGUgI8jBqn6G5QlxkbeejlHMxVe7ke7dkYOpUCY/o0g16txBN3t4JBo3KOBgOefPJJGAwGfPnll9i8eTN27dqFbdu2Vfo1TfUTizhULzkKMV5eXmjcuDEeeughTJ8+HX/88Qe2b98ubxcTE4MffvgBCxYswPDhw7Fhw4ZSlxVt374do0aNwsGDBzFlyhQMHz4cr7zyCrKzs8vNn5iYiLFjx2LTpk1lro+JicHp06fx+eefIyYmBvHx8cjIyEBMTAx2796NOXPmIDY2Frt27YLNZsPnn3+Oxx9/HEOHDsW0adNw8OBBua3L93vhhRcQGxuLmTNnIiUlBYmJiXj22WcxfPhwvPrqq3IBoSIJCQmYOnUqYmNjMXv2bJw5c8Zp/Z49e/Cf//wHQ4cOxeTJk/HVV1/J6+bOnYvz58/jgw8+QExMDGJiYnD06FGsXLkSBQUF8rL4+LK/GTCZTHj77bcxduxYjBw5EvPmzUNSUpLTNiUlJfjzzz/lIo7ZbMbHH3+MiRMnYujQoXjiiSfw888/A/j3Z3e5vXv3IiYmRn4eHx+PadOmYevWrZg4cSKGDRuGxYsXo6Cg4Krn6nIGgwEmk0mO3t4+sFqtOHv2HIqLi3HqVCIAyMVBR1GnqKikzJiTnffvsoLiCmNGmv21mJ6aBQDY9+sJAEBxcUmF0fFhs7ioBPmXikjMxVzMxVzMVTu5GtrxMNf1zSVJChiNRqjVGrgYvKCABhqNBpJQQ6PRwMeggEGvh4+vDzRqNRQKBXRqJZQKJdyNOvgFhUGSAD93AyQJ8K9kbBPqDaVCAb1a6RQNGlWZ0d2glXMwV+3lahPqDbVKiSb+7lApFWjkYYBSITlHpRKNGjWCUqlEixYt0Lx5c/j6+sLHxwc3HJuo20cDwyIONRi33HILwsLCsHfvXqfl//vf/9ClSxe8/vrr6NOnT5n7FhcX46uvvkJcXBzmzZuHzMxMfPTRR2Vue+TIEbz88ssYMmQIHnzwwTK3WbVqFUJCQnDvvfdi1apVuP/+++V1n3zyCe655x4sWbIEbdu2xZYtW/DVV19h+PDheP3119G2bVssWLAAqamppY7joYcewoIFC6BQKPDGG2/gk08+wahRo/Diiy8iLS0Nn3322VXP00cffYQRI0bgtddeg6urKxYsWCCPCDp9+jSWLFmCHj164PXXX8egQYPw2WefyYWxqVOnwtvbGzExMVi1ahVWrVqF5s2bY9SoUdDr9fKyy4/3cosXL0Zubi5mzZqF+fPnIyIiAi+99BLy8/Odzq+XlxeCgoIAAMuXL8f//d//YfTo0ViyZAkee+yxKl+elpaWhl9//RUzZszArFmzkJSUhPfee69KbQQFBWHfvt/laDDocfr032jatAkOHTqMpk2bAABcXFwAQP4P1MvLzSn6+XvKMeHoPwCAv0+nVhgdlwg6YuMmgQAAT2/XSsc/DyQyF3MxF3Mx13XK1dCOh7lqP9c//yTh/fffx8mTJxE3ZQQ2bf4cf/31F77YGI9Tp07h7fXfICEhAW+/txapaWkoMZuRmnEBJWYzTvyVhJ93/QabAH4+klKlOOvTfSix2pCaU1ipeCIlp8o5mKvquWZ9ug95RWbMXm+PL8TvLx3z8vD8888jLy8Pbdq0Qc+ePTFx4kScOnUK1LCxiEMNSlBQEDIyMpyW9ezZE7fffjv8/f3LrUxbrVaMHz8ekZGRaNy4Mfr371/mtaR79+7FwoUL8dhjj+GOO+4otx8eHh72b0h0Onh4eDgVHQYMGICuXbvCz88Pnp6e+Oqrr/DAAw+gZ8+eCAwMxLBhwxAeHl5qQuD77rsP7dq1Q3BwMO655x6cPn0aDz/8MFq0aIGIiAj06dMHR48eveo5GjRoENq0aYPQ0FDExcUhNzdXLnx9/fXXaN26NR555BEEBgYiOjoa/fv3x+bNmwHYCxQKhQJ6vR4eHh7w8PCASqWCwWCAJEnysrKKLCdOnEBiYiL+85//IDIyEo0aNcKIESNgMBiwZ88eebt9+/bJo3BSUlLw66+/YuLEiejSpQv8/f3RunVr9OjR46rHeTmz2Yy4uDiEh4cjKioKY8aMwf/93//Jl0JVhkKhQFbWBTlKkoSMjHTodDqkp6fLx+wYiaNS2accU6oUTlGlVsoxM8N+yVVutn1UWF5u2VGrVTtFdw+jvU2lstLxwvmcCnMwF3MxF3MxV83lamjHw1y1m6tNmzYYPzoOU6dOxX0DBiIiIgKSpEBQUBDUajVGjx6NAH9/GA16+Pv7Q6/TwMPDA1q1yv7Z7NJnD8dEASqlBJXC/kx56a+98qJaeelzy6Xt3Q1qp7aujJc2Y65azuVoU3NpQYiXEWqlhDAfl3+jWo2wsDCo1Wo0b94cJpMJhYWFePTRR5GWloYbis1Wt48GhkUcalAck8RdLjIy8qr7abVaBAQEyM89PT1LXZqUmJiIxYsXIy4urspFhMs1btxY/ndBQQGys7PRokULp22aN2+O5ORkp2WhoaHyv93d3ctc5piHpSLNmjWT/+3i4oLAwEA5V3JyMpo3b16qL6mpqf9eB15NSUlJKCoqwpgxYzB8+HD5kZGRIf9HI4TA77//LhdxkpKSoFAoEBUVdU25fXx84OXlJT9v1qwZhBBISUkpc3vHyKQrIxEREVFN6927N7p07oHY2FgMeij20mhwgeHDh0MIGxo3boyNn64FJGD06NFQKpWYPHky1ColnnrqKRguFXVUKgU8jBooJAlT728DSQK6NvGrMHaO9IUkAV2a2GPbMG8EexmhUtrbujIqFc7Pmat2cjna7NjYB5IEhPi4oJGnEX1bB/0bGzVC37590ahRI3Tr1g2+vr5o3bo1vLy8sH79+rp+WVMtYhGHGpTk5GT4+fk5LdNqtVfdz/ENyeWEcL5+0t/fH0FBQdi2bds1/VFf3TtVOUZ2AP+O9ri83447HNyoioqK4OnpiUWLFjk9li1bJl9+lZiYCKvVKheSNBpNhW2WdcwVTWxdWb/99husVisSEhIghEBCQgJsNhu8vLzlKISAn58/ioqK4O9vj8C/rxvHa8RqsTlFi9kqRx8/ezHO3dP+TZ6re9mxuNjsFHNzTE7HWpno7etRYQ7mYi7mYi7mqrlcDe14mOv65pKgQmBgMNLS0hAYGIy///4bbhogPCQYGRkZ9piWivBAHzl6enrAoFHC06iFXqPEhbxiuOrUSMstrFI8l2VCqxBPGLT2tq4Wmev65DqXZULLIA+cu3BZbNkSycnJZcYr57ykhoVFHGowjhw5gjNnzqBr16610r6rqyteeOEFpKWlYcmSJTUyOsNgMMDT0xMnTpxwWp6QkIDg4OBrbr8sJ0+elP+dn5+P1NRUef6ZoKAgJCQklOpLYGCgfP23SqUqNSqnrGVXaty4MXJycqBQKBAQEOD0cHOzzxezb98+dOjQQc4VGhoKIQSOHTtWZptubm4oKiqSCygASk2UDACZmZnIyspyOgeSJCEwMLDMdrt16wYAiIqKghACUVFRSE5ORufOHeVYUFCIxo0jcOpUIlq3vkWe2Ngxv09mZiYAIOvSnSscMSM9W47No8IAAOGNG1UYHefWEU8n2kcQOe52UZnYpkMT5mIu5mIu5rpOuRra8TDX9c31685DSE1NgYvRFampKfDy9IYp9RTOpqTD3aCxR43A2YwcuGsEzmTkICc7C4UlVuSYilFYYoWbXoX8IjPcDdoqRS8XHU4k5zi1dbXIXLWfy8tFh5OpufB2vSyePAlvb+8yo6+vL24onNi4RqmuvgnRjcdisSAnJwc2mw05OTk4ePAgNm3ahA4dOqB37961ltfd3R1z5szBvHnzsGzZMjz99NNljuKpivvvvx/x8fEICAhAeHg4tm3bhqSkJDz55JM11GtnX3zxBVxdXeHu7o7169fD1dUVXbp0AQDce++9mDlzJj7//HP06NEDJ0+exHfffYdx48bJ+/v6+uL48ePo2bMnVCoV3Nzc4Ovri6KiIhw+fBhhYWHQarWlRkC1bt0azZo1w6JFizBs2DA0atQI2dnZOHDgALp06YLIyEj8/vvvTneW8vPzQ+/evfHWW29h9OjRCA8Px/nz55Gbm4sePXqgadOm0Gg0+PTTT3H33XcjMTHR6e5kDmq1GitWrMDw4cNRWFiINWvWoHv37vDw8CjzHF05wgmwF4yMRiOsViuMRiNMJhOUSiWaNm0CnU6H5s3tl6k5Rg95etonMHZ1MzhFb1/76BtfPw9odfZt9QZthdG/kf1SsIBAbwBAr+g2AAAXV32lI3MxF3MxF3Ndv1wN7XiYq3ZzLViwANHR0fjqq6/QokULbN78FYqLi/Dd99+ipKQYX329GStW/IPikhKsWLUaZrMFS9/9CFarFUtXfQCL9d8v0kosJVAA+O/XRwAAf/ydWWE8+HcmhFM8j0uDh1FiKblqZK7ayeVo68+kTNgEcOTMBRSbbUjLKUBRiRXFZivSLxbjxx9/RHp6Oo4fP45z584hKSkJKSkpGDRoEKjhYhGH6qWDBw/iscceg1KphNFoRFhYGEaPHo3evXvLozhqi4eHB1544QXMnTsXb7zxBp566qlrynn33XejoKAAH374IXJzcxEcHIwZM2agUaNGNdjrfw0dOhRr165FamoqwsPDMWPGDPlSrcaNG2PKlCmIj4/HF198AU9PT8TExCA6OlrePyYmBu+++y6eeOIJmM1mxMfHo3nz5rjzzjuxdOlS5OXl4ZFHHnEqxgD2YsjMmTPx6aefYuXKlbh48SI8PDzQsmVLuLu7Iy0tDWlpaWjbtq3TfuPGjcOnn36K1atXIy8vDz4+Phg4cCAA+5w+TzzxBD7++GP89NNPuOWWWzBo0CCsWrXKqY2AgAB07doVr732GvLz89GxY0enwlRluLq6QgghR4PBACEE9Ho9JEmSL5O7Mur1WqdoMFxar/+3yOUoFJUXHa8vx3Oji96pjcpG5mIu5mIu5rp+uRra8TBX7eVKS0vDM888g8zMTHm5SqVCUlISzGaz04jtwkLny8Yt1tKjDKoyi6G4IlqqsjNz1VouR1uOQSRFZvtWhSX2n39KdgEkSUJKSgokScL+/fvh7u4OSZKwfv16NGnSpGqdoHpFEjfyJBpEdNP4+uuvcfjwYcycObNG242Pj8e+ffuwaNGia2pHktTV2q+p18BryktERESU8HHzuu4C3WCku1+q6y5Umvhhbp3ml/rVbf6axjlxiOiG4OXlhQcffLCuu0FERERERHTD4uVURHRDuJbbthMRERER0Q2qAU4uXJdYxCGiBi0mJqbU/DxERERERET1ES+nIiIiIiIiIiKqBzgSh4iIiIiIiIhqh6jiLbuoQhyJQ0RERERERERUD3AkDhERERERERHVDk5sXKM4EoeIiIiIiIiIqB5gEYeIiIiIiIiIqB7g5VREREREREREVDt4OVWN4kgcIiIiIiIiIqJ6gCNxiIiIiIiIiKh22HiL8ZrEkThERERERERERPUAR+IQEV2DYI/oCtcbhNv16QgRERE1WOLMhbruAt1gpLruANUZFnGIiIiIiIiIqHZwYuMaxcupiIiIiIiIiIjqAY7EISIiIiIiIqLawZE4NYojcYiIiIiIiIiI6gEWcYiIiIiIiIiI6gFeTkVEREREREREtcNmq+seNCgciUNEREREREREVA9wJA4RERERERER1Q7BiY1rEkfiEBERERERERHVAyziEBERERERERHVAyziENWyo0ePIiYmBiaTqa67Uqfmzp2LtWvXys8nT56Mb775ptztV6xYgYULF15TTp57IiIiIqI6ZhN1+2hgOCcO3dRWrFiBHTt2lFretm1bzJ49uw56RDWpefPmWLVqFQwGwzW3VVSUD4VCAZvNJkeVSgWFpAAk+zaSJEEIUaVotVqhUCiquI8NSqUCwiYgKaRKR6vFCoWSuZiLuZjrxsjBXMzFXPa2li9fjuXLl1f4OaTl4mv+KEP1mFGthMlsdY6Lm8PFxQX5+flwd3dHbm4uZs6ciVGjRtV1d6mWcSQO3fTatWuHVatWOT2eeuqpOu2TzWaDjbfiu2YqlQoeHh6QJKnM9VU5z0lJSVCpVHJMT0+HQqFAbm4eAKCwsBgAYDIVAgDyLtpH/2RlXgQAFJjs6y/mFlxabt/PXGxBYWEJAKCk2FJhzL9ob/vUsXMAgOysvErFtJQsAEBujom5mIu5mKvOczAXczFX6VyRkZEYPXo0wsLC0Te6P4KDQvDi7P9iQP/7ERQYjCG3d0FEeBgG33c3Avz90LxxGNzdXKFUSNCpFFBKgEGthFoBaJUK3OLvCglAgIu2UrF9I3coJUB/qS1H1JUTb/Rc9f142jdyh1YJdA32hE4loUOQB/RqhXPU69GhQwfo9XpER0fD19cXN6xrGUVTE48GhkUcuuk5/tC//OHi4gIAWLlyJebPn++0vcViwbhx4/Dzzz8DsBcCNm7ciMmTJyM2NhbTpk3Dnj17SuVJSEjA1KlTERsbi9mzZ+PMmTPyuu3bt2PUqFHYv38/pkyZgqFDhyIzMxP5+flYvnw5Ro8ejWHDhuHVV19FamoqAEAIgbFjxzrlmjZtGh577DH5+YkTJzB06FAUFxdX+/w4+rZ37148+eSTiI2NxSuvvILMzEx5m7IufVq7di3mzp1b7bwOmzdvxmOPPYYxY8bgvffeg8Vikdf98ssvePbZZzFixAiMHz8ey5YtQ25urrz+ysupyjvPlWEwGGAymeTo7e0Dq9WK1ORMFBeb8c/pFACAxWIvCl28aC/WlBTZ+2sxWwEAF9Lt/cvNygcAFBWZcexAEgDg7OmMCmN6cjYA4J0FmwEAh/efrlQ8eeSs/Jy5mIu5mKuuczAXczFX6Vw2K2A0GqGQlDAXSVAoVLAUaKHVGGAxC3gVnodWqYCPTgEPFyPu6HgLGvn6QK/Twk2rgl6thItGCa1KCXedCr0jfKBUSIj0NlYq3tXcD3q1Eq6X2nJEt3LijZ6rvh/PXc394G3U4fYmPvAyaNEz3Aueeo1T9PLyQs+ePeHl5YWoqChoNBrQzYGXUxFVoG/fvpgzZw6ys7Ph6ekJADhw4ACKi4vRo0cPAMCmTZuwc+dOjB8/Ho0aNcLx48fx5ptvws3NDVFRUXJbH330EUaPHg0PDw+sW7cOCxYswLJly6BS2d+GxcXF+PLLL/H444/D1dUV7u7uWLZsGVJTUzF9+nTo9Xp88skneO2117B48WKoVCq0bNkSR48eRbdu3ZCfn4/k5GRoNBokJycjKCgIx44dQ2RkJLRa7TWdh+LiYmzcuBFxcXFQqVR47733sGzZMrz00kvX1O7VHD16FJ6enpgzZw7S0tKwdOlShIeH44477gBgL6gNHjwYgYGByM3NxYcffoiVK1di5syZFR7Llee5MoKCgrBjx0707n0rduzYiejo23DqVCLCI0Nx4thpNG8ZAQDQ6+3/gbq46uzRTQ8AuJCRC3dPI7LOX0Tj5oFISkxD4+aByL40IoeIiIhuXimpyXj//fdRUFCIpH/+hhA2vPrmFKhVKhQVF+P9bKDIasOpv/+BzfZvFADyL7WRX2KV49u//Q2rAHb/kwWBq8fXf0mExSZgKrHa27ysravFGzFXfT+e139JhE0IbD6WBksDHElC14Yjceimd+DAAQwfPtzpsWHDBgD2OVUCAwPxyy+/yNtv27YN3bt3h06ng9lsxsaNGzFx4kS0a9cO/v7+iI6Oxq233oqtW7c65Rk0aBDatGmD0NBQxMXFITc3F3v37pXXW61WjB07Vs6ZlZWF/fv34/HHH0fLli0RHh6OJ598EllZWdi3bx8AoFWrVjh27BgA4Pjx44iIiEBUVBSOHj0KwF4EubyQVF1WqxVjxoxBs2bN0LhxY0yePBkJCQlITEy85rYr4uLigrFjxyIoKAgdO3ZE+/btceTIEXl9nz590L59e/j7+6NZs2YYPXo0/vjjDxQVFVV4LJef58oWuBQKBbKyLshRkiRkZKRDq1XjfEY2tFo1AECpVAIA3N1dAQCu7vb5eBo3DwQAdOrVwt73AR0AAGdOp1fllBAREVED06ZNG0x5YjqmTp2KmEeGws3VEzqdAZ7uPgAkeLh7Qa1UYPSgBxHg4wmjwQB/Lw8YDQYoFBI0SgkKwCn6X7osx1WrrFT00KkgAXC/FLsEe0Ahocy260Ou+n48HjoVIIDswhJcMBWj2FLPp1mw2er20cCwiEM3vVatWmHRokVOj379+snr+/Tpg+3btwMAcnJycPDgQdx+++0AgLS0NBQXF+Oll15yKgLt2LED6enOf5w3a9ZM/reLiwsCAwORnJwsL1OpVAgLC5OfJycnQ6lUomnTpvIyV1dXp/2ioqJw7tw5XLx4EceOHUNUVJRc2LFYLDh58iRatWpV5nEfP37cqc87d+4s9xwplUpERkbKz4OCgmA0GnHu3Lly96kJwcHBUCj+/TXl6enpdLnU6dOnMX/+fEycOBEjRoyQL9+q6BKpK89zWRyXbF0ZK8Mx/U5Jsf1ad3OJGQCQmpwFAEhKTAMA/L77JAAgtLF/pdsmIiKihqd37964tWc0YmNjMTJ2LCbEzoAkAR1b9wQkoGu7aNiEQOPQEGxcNAuQgNH33wFIgIteDwkSXLRKpziqo/2zTpcQz0rFdoH2kcmdgj0AAN5GDfxctGW2XR9y1ffjaRfoDgGglb8rbAI4cZ4jt+lfvJyKbnparRYBAQHlru/duzfWrVuHkydPIiEhAX5+fmjZsiUAyCM+Zs6cCS8vL6f9HJdJVZZGoyl3At7yhIaGwsXFBceOHcOxY8cwZMgQeHh44Msvv8Rff/0Fi8XiVDy6XGRkJBYtWiQ/r+xlRWUpq99VKXyUxzGq5fI8QtiHlBYVFeGVV15B27Zt8eSTT8LNzQ2ZmZl45ZVXKsxdmfP822+/oVu3bkhISEBUVBQSEhLQsmVLeHl5w2azwcvLG0II+Pn5o7jYDF8/TxQXm6HXlx7V4yj++wV4AAAahXgDAG7paL/8KrSxHy5kXKzU+SAiIqKGT6czoJF/IPJMuXIM9zTgn5RUuHWLQnhwIDKycxEeHIikM+fgaVAjv9jiFM+biqFSSMgvsVYrZheaoZCkMtuuj7nq+/FkF5rr+mV5bXhJWI3iSByiq3B1dUXnzp2xbds2bN++HdHR0fK64OBgqNVqZGZmIiAgwOnh4+Pj1M7Jkyflf+fn5yM1NRVBQUHl5g0KCoLVasWpU6fkZXl5eUhJSUFwcDAAe1GjRYsW2LdvH86dO4cWLVogNDQUZrMZW7duRWRkJHQ6XZntazQap/7q9fpy+2K1WnH69Gn5eUpKCkwmk9wPNzc3ZGdnO+3zzz//lNteTUhJSUFeXh6GDh2Kli1bIigoyGmUzrXo1q0bAPtIJyEEoqKikJycjM6dO8qxoKAQjRtHIOmvZLSIskcAMJvtBaTiEns0X4oV1o2qVrsjIiKiBqykpBjpGWnQaY1yPJtTCF8vT5gKi3A2JQ3uRgPOpqRBkiTkFJohAU7RXauGxSagUymrFV00KtiEKLPt+pirvh+Pi4ZjL+hfknB8rU10E1qxYgVyc3MxadIkp+UKhQJubm7y80OHDmH+/Pmw2WxYuXKl06ib9evXY+vWrRg+fDhatGiBgoICJCQkyLf7O3r0KObNm4eQkBCMGjUK7u7uWL9+PZKSkvDGG29ApVJh+/btWLt2LdauXevUj4ULFyItLQ2PPfYYdDod1q1bh7S0NHliYwDYsmULPvzwQ0RGRuKVV16R9ztw4ADuv/9+DB069JrO0fbt2/HOO+8gIiICo0ePhlKpxOrVqwFAznfw4EG89tprmDRpEpo1a4adO3fim2++QUREhHyJ09y5cxEeHo5Ro0YBACZPnox77rkHAwYMKDPvihUrYDKZMH36dHnZ2rVrkZSUhLlz5+LixYt4/PHHcc899+DOO+/E2bNn8dFHHyE1NRULFy5EeHi4fO7XrFkDo9FY7nmujNzcXLi5ueHixYtwc3ODyWSC0WhEUWExdHotzCVmaLQamEvMUGvUKCkxQ6NRo7CgCHqDDmazBWq1CkWFJdDpNSg0FUFv1MFcYobVaoNOr0VJsRkarVpuo7jIDK3u3+jYN+XMeQSG+iIvtwCu7gaY8gthdNFXKiqVCuZiLuZirhsmB3MxF3OZsWTpYtza61Zs+XYLmkQ2xXvvvYt8Uz7CwyOQmHgKWq0WBSYTmjdtgn/OnkVxcQlUKiUACcUlJWV+blEpAIvN/o29Dfbvi0QFUSUBFgEoJcAqABeNAvkl/84l4minvuSq78fjaFOtkGC2Cfga1cgtssBTr0Z2oRk9w7yw/3wJOnfujH379qFr1674/fff0bdvXwwbNgwGg+Gq0wdcT+LDp+o0vzRiWZ3mr2ks4tBNbcWKFdixY0ep5YGBgVi6dKn8XAiBuLg4BAcHl7rzkRAC3377LX744Qekp6fDaDQiIiICAwcOlCcZnjdvHmbMmIF169YhNTUV4eHhmDBhgvzLtbziQn5+PtauXYv9+/fDYrGgZcuWGDNmDBo1aiRvk5SUhOnTp+OBBx5AbGwsAOCbb77BBx98gFmzZqFdu3bXdI4cfZs4cSI+/vhjZGVloUWLFpg4caLTaKP4+Hhs3boVZrMZt99+O6xWK86cOVNrRRwA2LVrFz799FPk5OQgIiICDz74IBYuXFgrRRxbOZOiSZJU5cvgiIiIiBymTJmCffv2ITMzE5IkwWazyXMCqlQqmM1m8E82qoouXbrgo48+qutuyMTaJ+s0vzTqjTrNX9NYxCGqhKKiIkyYMAGTJk1C165d67o719W1FD4aEklSl7k82CO6wv28pRvnWxAiIiKqnw68pqnrLtANRjFhZV13odJYxKlZvLiOqAI2mw15eXn46quvYDQa0alTp7ruEhERERERUf3BiY1rFIs4RBXIzMxEXFwcvL29MWnSpFJ3SyIiIiIiIiK6XljEIaqAn58f4uPj67obdSo6OtrpjlxERERERERUN1jEISIiIiIiIqJaIer4cqqGdgsSRV13gIiIiIiIiIiIro4jcYiIiIiIiIiodvCG2DWKI3GIiIiIiIiIiOoBFnGIiIiIiIiIiOoBXk5FRERERERERLWjjic2bmg4EoeIiIiIiIiIqB7gSBwiIiIiIiIiqh0ciVOjOBKHiIiIiIiIiKgeYBGHiIiIiIiIiKge4OVURETXoNCaU/EGqrDr0g8iIiJquKQIv7ruAlH18XKqGsWROERERERERERE9QBH4hARERERERFR7eBInBrFIg4RERERERER3fTi4+Px+eefOy0LDAzE0qVL66ZDZWARh4iIiIiIiIgIQEhICJ5//nn5uUJxY81CwyIOEREREREREdUKUc8up1IoFPDw8KjrbpSLRRwiIiIiIiIiapDMZjPMZrPTMrVaDbVaXeb2aWlpmDBhAtRqNZo1a4ahQ4fCx8fnenS1UljEISIiIiIiIqLaUccjcTZu3FhqnptHHnkEMTExpbZt2rQpJk2ahMDAQGRnZ+Pzzz/HCy+8gP/+97/Q6/XXq8sVYhGHiIiIiIiIiBqkgQMH4t5773VaVt4onPbt28v/DgsLk4s6v/76K/r06VOr/awsFnGIiIiIiIiIqEGq6NKpqzEajQgMDERaWloN96r6bqxploluIkePHkVMTAxMJlONtLdixQosXLiwRtqqDVf2b+7cuVi7dm2528fHx2PatGnXlDMjIwMxMTFISkq6pnaIiIiIiKiabKJuH9egqKgIaWlpN9RExxyJQ1SGFStWYMeOHaWWt23bFrNnz66DHlF1+Pj4YNWqVXB1db3mtoqK8qFQKGCz2eSoUqmgkBSAZN9GkiQIISBJkryd43l50Wq1QaGQKtymrH2USgWETUBSSJWOVosVCqWCuZiLuZjrhsjBXMzFXPa2li9fjuXLl1f4OaTFE9f8UYbqMQmAJAFCXBYVnzm9JhUK+2sqODgYs2bNQu/eveu62/XShx9+iE6dOsHHxwfZ2dmIj4+HQqFAr1696rprMo7EISpHu3btsGrVKqfHU089Vdfdoipw3B5QqVSWuV4IAavVWqm2kpKSoFKp5Jieng6FQoGcnIsAgMLCYgBATrb9eVGR/Xludj4A4GK2fcRVXm4hACDh8BkAQP7FQhQWlgAASootFcb8i/Z9Tx07BwDIzsqrVExLybL3JcfEXMzFXMxV5zmYi7mYq3SuyMhIjB49GmFh4egb3R/BQSF4cfZ/MaD//QgKDMaQu3shIjwMgwcOQEhIMDzd3aDTaeFq1EOrUkCvUUKjUqBdhDdUCgmeLhooFRJ8XHVQKiR4GDUVxsb+rnIbl0e1sux4o+eq78fT2N8VPq46NAt0h7+7Hi1DPOHvYXCO/v5o2bIl/P390apVK8yaNQsrV67ESy+9BH9/f9xQrmUUTU08qiArKwvLli3D008/jSVLlsDV1RWvvPIK3NzcaunkVB2LOETlUKlU8PDwcHq4uLgAAFauXIn58+c7bW+xWDBu3Dj8/PPPAACbzYaNGzdi8uTJiI2NxbRp07Bnz55y8+Xl5WHp0qWYMGEChg0bhmeeeQa7du1y2mbPnj145plnEBsbizFjxuCll15CUVGR0zabN2/GY489hjFjxuC9996DxWK5pvPguOzrwIEDmDp1KmJjYzF79mycOXNG3qasS5+++eYbTJ48+ZpyA8Avv/yCyZMnY+TIkVi6dCkKCwvldQcPHsTzzz+PUaNGYcyYMZg/f77T9apXXk7lOJY//vgDM2bMwNChQ3HixIlK9cNgMMBkMsnR29sHVqsVKckZKC4uwd9/nQUAmC+d7zP/pAIALmTYizpbN/8OAJj31FoAwDsLv7Ifw2+ncOyAvX9nT2dUGNOTs+37LtgMADi8/3Sl4skjZ+XnzMVczMVcdZ2DuZiLuUrnslntc28oJCXMRRIUChUsBVpoNQZYzAJeyIFWrYSPUY2SoiJYrRa4u7pAkiR4GLVQKxWI8HODu0EDSZLQOtQbCklCVIgnFJKENmHeFcbY25pBrVTA81JbjujlUna80XPV9+OJva0Z9FoVBvdsAo1aiYe7NYZKqXCOKhUefvhhqFQqrF+/HsOGDUPv3r3RpUsXtGjRAlQ9Tz/9NN555x2sW7cOb7/9Np5++mkEBATUdbec8HIqomro27cv5syZg+zsbHh6egIADhw4gOLiYvTo0QMAsGnTJuzcuRPjx49Ho0aNcPz4cbz55ptwc3NDVFRUqTbNZjMaN26MBx98EHq9HgcOHMDy5csREBCAJk2aIDs7G8uWLUNsbCy6dOmCoqIiHD9+3KmNo0ePwtPTE3PmzEFaWhqWLl2K8PBw3HHHHdd8zB999BFGjx4NDw8PrFu3DgsWLMCyZcugUtXer5H09HTs3bsXM2bMgMlkwpIlS7Bp0yYMGTIEgP0a1XvvvRdhYWEoKirCZ599htdffx0LFy6EQlF+jXrdunUYPnw4/Pz85MLc1QQFBWHHjp3o3ftW7NixE9HRt+HUqUQ0bhKCY0cT0TIqEgDg5eUBAIhsEgoAaNwsEADw4DD7EMwXV4wBAEx/zX4MkuNaLCIiIrpppaQm4/3330dBQSGS/vkbQtjw6ptToFapUFRcjPd/SkOR2YZTfyXBarMBAC7mF9jjpTYuFuYgISUHAPDLsdQqxZf+9/ulNsyVjDd2rvp+PI42X/7f75Ak4LUvDkDgiigp8Nprr0EIgR49esBisSAwMBD33Xcfxo8fX+5IdKr/WMQhKseBAwcwfPhwp2UDBw7EQw89hObNmyMwMBC//PILHnjgAQDAtm3b0L17d+h0OpjNZmzcuBHPP/88mjVrBgDw9/fHiRMnsHXr1jKLOF5eXrj//vvl53fffTf+/PNP7N69Wy7iWK1WdO3aFb6+vgCA0NBQpzZcXFwwduxYKBQKBAUFoX379jhy5EiNFHEGDRqENm3aAADi4uLw+OOPY+/evXLRqjYIITB58mTo9XoAwG233YYjR47I67t16+a0/cSJEzFu3DicO3eu1Lm5XExMjHwslaVQKJCVdUGOkiQhIyMdTZpE4nzGBbRr3xIAoFQqnOKVNZrCgmIYXXRIS8lCoxBvhEb6ITP9IoiIiOjm1KZNG0x5Yjo0BuDEsb/w/Q/fobikEK5Gd+SbcuHh7gVrcS6GPDIQ3/+8HSnpFyBE6UtEJADXNoVr5duqb7nq6/EIXJr/BgJWAagUEqw2YY9WK1QqFaxWK1xdXZGbm4vIyEisWbMGFosFcXFx13wsNaaM1ytVH4s4ROVo1aoVxo8f77Ts8lEbffr0wU8//YQHHngAOTk5OHjwIF544QUAQFpaGoqLi/HSSy857W+xWBAREVFmPpvNhg0bNuDXX39FVlYWLBYLLBYLNBoNACA8PBytW7fG1KlT0bZtW7Rp0wbdunVz6lNwcLDTCBRPT0+ny54ul5mZiSlTpsjPHQWq8jiKUY7zEBgYiOTk5HK3rwm+vr5yAQcAPDw8kJubKz9PTU3FZ599hsTEROTl5cF26ZupzMzMCos4kZGRFea1WCxQqVSlYlU4PlzZbDYolUpIl4o5arW9HccInUYhPiziEBER3cR69+6NIN9kNIkKQuKxZIT7tsWba+eiY+ue2PHbFnRtF41de75E47AQbFz5Iro+PBluRgPyCgrhatAjr6AAaqUCZosNerUShWarHD2MGuSYSqrVLxedCvlFFmhUCpRYbE6xPuaqz8djE4CrXg1TkUWObm5uyM/Ph5ubG4qLixEXF4fVq1fj8ccfx+rVq2+sIg7VKBZxiMqh1WorvP6xd+/eWLduHU6ePImEhAT4+fmhZUv7aAzHPDUzZ86El5eX037lFQM2b96Mb7/9FiNHjkRoaCh0Oh3Wrl0rz2mjUCjw3HPPISEhAYcOHcJ3332H9evX49VXX4Wfnx8AlBo26Zitviyenp5YtGiR/LyylxWVpaxLlyo7YXBFrnY8CxYsgK+vLyZMmABPT08IIfDMM89cdR4grVZb4frffvsN3bp1Q0JCAqKiopCQkICWLVvCy8sbNpsNXl7eEELAz88fxcUl8PXzRnFxCfR6nVy0MZdYoNQrYTFboVQq5WNx9zQ6Ra1OLRd4iIiIiHQ6Axr5ByLPlCvHcD9X/HMuBW63t4Nep4OLix4Wm7BHSwl0aiWy8ouh1diLAo6oUyuhUytRdOnfVYlB3i5ISM6Bi06NrPziUrG+5arvxxPoZURCco4cGzVqhISEBDmGhobi/PnzciwpKZG/DK5rwlbXPWhYOLExUTW5urqic+fO2LZtG7Zv347o6Gh5XXBwMNRqNTIzMxEQEOD08PHxKbO9EydOoFOnTrjtttsQHh4OPz8/pKamOm0jSRJatGiBmJgYLFy4ECqVCnv37q1W/5VKpVO/rlbEOXnypPzv/Px8pKamIigoCADg5uaGnJwcpwKLYzLh2pKXl4eUlBQ89NBDaN26NYKDg2EymWqkbcdlWlFRURBCICoqCsnJyejcuaMcCwoK0bhxBE4nnkVUqyY4nWifrDA399IdKNLOAwAyUnMAAEWX7kKRk2VyisVFZo4wJSIiIllJSTHSM9Kg0xrleDYzH74+XjAVFsFqtSLPVHhZtMFUZIYEwF1v/6Pd7VIM9XFBsdkKlQJVimqlhNRLn1VMReZSsb7lqu/Ho1ZKSMsugF6j/DempUGv1yMtLQ0+Pj44d+4cfH195XijFHCo5kmivK/piW5iK1asQG5uLiZNmuS0XKFQON1e7tChQ5g/fz5sNhtWrlzpNOpm/fr12Lp1K4YPH44WLVqgoKAACQkJ0Ov1iI6OxtGjRzFv3jysWbMGRqMRH3zwAfbs2YOnn34aRqMRX3/9NX799Ve0atUK06dPx6lTp3D48GG0bdsW7u7uOHXqFN58801MmzYN7du3x4oVK2AymTB9+nS5D2vXrkVSUhLmzp1b7XPh6GdISAhGjRoFd3d3rF+/HklJSXjjjTegUqlw7tw5PPPMMxgyZAi6deuGgwcP4rPPPoPBYMCKFSvkc3p5/+bOnYvw8HCMGjWqzLzx8fHYt2+f02ihb775Blu2bMGKFStgs9kwfvx4tGvXDoMGDUJmZiY++eQT/PXXX5g6dSq6dOmCjIwMxMXFYeHChQgPDy91zqsiNzcXbm5uuHjxItzc3GAymWA0GlFUWASdXoeSEjO0Wg0KC4ug1+tQXFwCrVaDAlMRDEYdiovM0OrUKCoqgU6nQV5uAVzdDSgqKgGEgE6vRUmxGRqtGuYSM9QatbyPvG9hCXR6DVLOnEdgqK/chim/EEYXfaWiUqlgLuZiLua6YXIwF3MxlxlLli7Grb1uxZZvt6BJZFO89967yDflIzw8AomJp6DValFQYELzpk3xz5kzKCouuTTyVwGrteIhDpWdf8WxnSOqFBIsVbw1842Uq74fj+O5QrJfSuW47MqgUaGgxIIQbyPOXjAhJCQEZ8+eRUREBLKzs9G7d2/s2rULw4cPx8SJE6vUh9pkmT+mTvOrnn2/TvPXNF5ORVSOgwcP4rHHHnNaFhgYiKVLl8rPW7duDU9PTwQHB5e6bGrw4MFwc3PDpk2bkJ6eDqPRiIiICAwcOLDMfA8//DDS09PxyiuvQKvVom/fvujcuTMKCux3HtDr9Th+/Di2bNmCwsJC+Pj4YMSIEWjfvn3NHng5hg4dirVr1yI1NRXh4eGYMWOGfGlYcHAwxo4di40bN+KLL75A165dcd999+Gnn36qtf4oFAo89dRTWLNmDZ555hkEBgZi9OjR11SwqoirqyuEEHI0GAwQQkCn10GSJGi19m879HodAMjPDcZLz3VqAIBOZ1/u6m5weg4AGq19G7VG7bSPvO+lb2sCQ32d2jC66KsUmYu5mIu5bqQczMVcN3uutLQ0TJ8xHZmZmZAkCTabDQqFAgkJJ6BSqWAymSCEwPGEf0dFA7hqAQeo2gS6l8eqFiFutFz1/Xgczx1NFZnt0xQUltinDEjPLYRCoUB6ejoUCgWSk5NhtVpx4MABjBgxotS8nnWuGueEyseROETXoKioCBMmTMCkSZPQtWvXuu5OrbiW0SsNiSSpy1zu7dquwv2CVW1roTdERER0M/ljfXBdd4FuMFK/uXXdhUqzvDq6TvOrZq2p0/w1jSNxiKrBZrMhLy8PX331FYxGIzp16lTXXSIiIiIiIqIGjkUcomrIzMxEXFwcvL29MWnSpFJ3USIiIiIiIiLwcqoaxiIOUTX4+fkhPj6+rrtxXbRq1eqmOVYiIiIiIqIbGYs4RERERERERFQrxNXn4KYqUNR1B4iIiIiIiIiI6OpYxCEiIiIiIiIiqgd4ORURERERERER1Q5ObFyjOBKHiIiIiIiIiKge4EgcIiIiIiIiIqodnNi4RnEkDhERERERERFRPcAiDhERERERERFRPcDLqYiIiIiIiIioVghObFyjOBKHiIiIiIiIiKge4EgcIqJrcCHvYIXrO3j0vT4dISIiooYrLKiue0BUfZzYuEZxJA4RERERERERUT3AIg4RERERERERUT3Ay6mIiIiIiIiIqHZwXuMaxZE4RERERERERET1AEfiEBEREREREVGt4C3GaxZH4hARERERERER1QMs4hARERERERER1QO8nIqIiIiIiIiIaoetrjvQsHAkDhERERERERFRPcCROERERERERERUKwRH4tSom2okTnx8PKZNm1bX3ahRGRkZiImJQVJSUrnbTJ48Gd98883161Q9ExMTg71799Zqjit/TkePHkVMTAxMJlOt5r3RrVixAgsXLrzmbYiIiIiIiG4GN9RInBUrVmDHjh2llr/xxhsICAiogx41DK+99hq0Wu01tTF58mTcc889GDBgQA31iq6HuXPnIjw8HKNGjarrrlTb6NGjIUTN3ZZwxYoVMJlMmD59epX2KyrKh0KhgM1mk6NKpYIkSZAkCQAgSRKEEJWKRERERA7p6elYtGgRduzYgfz8fKfPC0qlEp1jdbBarSgqKnL6TFGTn5HoxiVJgEqphNVmhVJxKSqXwWq1QqlUytFmsyEoKAgTJ07EQw89VNfdplpyw43EadeuHVatWuX08PPzq+tulctisdR1F67Kzc3tmos4lWGz2WCzcawc1SyDwQCj0VjX3UBSUhJUKpUc09PToVAokJOTAwAoLCwEAFy8eBEAkJubCwAwXSxyirkX7KOvsjPyKp37xIEzAICTB885xz8rjvu3nQQAnDqUzFzMxVzMxVy1nKuhHQ9zXb9cubm5GDJkCIQQ0Gq18NGGQaPUoWfPnujavB/c3d3RMjIQOp0O0d1aw83NDW1bBEMIAV9PFwCAUa8GAOi1pb+jVyrsxSCFVHH0cNUDALQapVNbukvPr4zMVbu5vNwMAAB/b1cIAQT7u8Nm+zeGhITAZrPJMTIyEkII9OrVC8899xx27txZqu06Y6vjRwNzwxVxVCoVPDw8nB4Khb2b+/btw4wZMxAbG4u4uDj873//g9Vqlfc1mUx4++23MXbsWIwcORLz5s2r8DKjK9lsNrz11luYPHkyYmNj8dRTT2HLli1O2zgu7diwYQMmTJiAp556CgBw5swZzJs3D7GxsRgzZgzeeecdFBUVyfvNnTsXa9eudWpr4cKFWLFihfx88uTJ2LBhA1auXIkRI0Zg4sSJ+PHHH532SUxMxPTp0xEbG4tnn322Usd35eVUMTEx+Omnn7Bo0SIMGzYMTz75JPbv31/u/nPnzsX58+fxwQcfICYmBjExMQCA7du3Y9SoUdi/fz+mTJmCoUOHIjMzE4mJiXjppZfkn8OcOXNw+vRpub2VK1di/vz5TjksFgvGjRuHn3/+ucw+5OXlYenSpZgwYQKGDRuGZ555Brt27SrVz/fffx8ff/wxRo8ejfHjxyM+Pt5pm9TUVMyZMwexsbGYMmUKDh06dNXzN3fuXKxevRqrV6/GyJEjMXbsWKxfv97pm4+yLskaNWoUtm/fftX2y5OZmYmFCxdi+PDhGDlyJBYvXiwXDICyLzNau3Yt5s6dK68/duwYtmzZIv/cMjIyysz1yy+/4Nlnn8WIESMwfvx4LFu2TC5CAP9e/nX48GE8++yzGDZsGJ577jmkpKRUeAxXe184/O9//5NfL6tWrXIqjl55nDabDRs3bpTfp9OmTcOePXuc2jt79izmz5+PkSNHYsSIEXjhhReQlpaG+Ph47NixA/v375fPydGjRys8BgeDwQCTySRHb28fWK1WnD17DsXFxTh1KhEA5G/NHEWdkiKzU0z7JxsAcD4l98oU5fp1y3EAwL6tJ53jDxXHhP32D497v09gLuZiLuZirlrO1dCOh7muX653330XAQEBaNSoEUJDQ2HN08Go8sJ7772HrAs5CAsLQ9sWwYiIiEBkqA+aNGkCq8UCnVaFRr4u0GlViAzxhkIhwdvdAJ1GBZVSIUcfTyPUKgVUKkW50cWggcVqhUIhQa1SQqGQoFQqoFBIUF16fmVkrtrL5WLQQK9TwcWggUopwcWgQYnZ4hSLi4vh4uIiRx8fH/Tv3x9nzpzBXXfdVepvT2o4JHEDjcGr6DKH48ePY/78+Rg9ejRatmyJ9PR0vPPOO4iOjsagQYMAAC+99BI0Gg0eeeQRGAwGbN26FTt27MCyZcvg4uKC+Ph47Nu3D4sWLSozv8ViwYYNG9CxY0e4uroiISEBq1atwsSJE9GjRw+5j7/99hu6dOmCBx54AADg6+uLp556Ck2bNkVMTAwuXryIt99+Gy1btsTkyZMBlH1Zy8KFC2E0GuVtJk+ejMLCQgwePBht27bFnj178Omnn2LJkiUIDAxEUVER4uLi0KZNGwwcOBAZGRlYu3Yt0tPTsXDhQoSHh5d5XFdeChUTEwNvb2/ExsaiSZMm+Pbbb7Ft2zasXLkSLi4upfbPz8/HtGnT0LdvX9xxxx0AAA8PD2zfvh3vvPMOmjRpgmHDhsHV1RXe3t44deoUsrKy5Grw119/jd9//x1vvPEG9Ho9EhISMGfOHLz11lvw9PQEAOzduxdvvvkm3n33Xeh0ulJ9yMrKwq5du9CmTRvo9XocOHAAH3zwAV5++WU0adJEPsd///037r33XvTq1QsnT57EypUrMXv2bLRp0wY2mw3Tpk2Dh4cHhg8fjoKCAnzwwQf4+++/MXXqVHTp0qXM8zd37lycPn0affr0Qb9+/fDXX39h1apVGDlypHw+YmJiSrUxatQojBo1CtHR0cjIyEBcXJz8czp69CjmzZuHNWvWlDnKxGaz4dlnn4VOp8OoUaNgtVqxevVq6HQ6pyLNle+XtWvXIikpCXPnzkVBQQFeffVVhISEYPDgwQDso7IcRdHL/fzzz/D09ERgYCByc3Px4Ycfwmg0YubMmQAg97dp06aIjY2Fm5sb3n33XdhsNrz00ktlnreioqKrvi8c76cOHTrg4Ycfxvnz57Fy5Ur07dsXQ4YMKfM4N2zYgJ07d2LkyJFo1KgRjh8/jnfffRezZ89GVFQUsrKyMHXqVERFRWHgwIHya6558+bw8vLCW2+9hcLCQkyaNAkA4OLiApWq9LcgZf1MduzYid69b8WOHTsRHX0bTp1KRHBwEI4cOYpbbmkFg8EgX25lNpuhVqthMVuhUivleCH9Irz93WC1WKFUKa+aFwAKC4qhN2hRkFcEg6sOZrMVarWyypG5mIu5mIu5rl+uhnY8zFV7ue655x706tULn3/+OSwWC8wlZiiUCuj1euTn58PT0xOm/HxAkmA2m6FQKGCxWEpdrn0tlAoJVpuASqmAxWqDJAG19Vcic1W+LaNejYIiM7q3DcWeQ2fRrU3IZfEcunXrhj179qBbt244dOgQZs2ahVdffVWOv//+e80eZDUVPjW8TvPrl31Up/lr2g03EufAgQMYPny4/Fi8eDEA4PPPP8eDDz6I6Oho+Pv7o02bNhg8eLA8UuXEiRNITEzEf/7zH0RGRqJRo0YYMWIEDAZDqW/py6NSqRATE4PIyEj4+fnh1ltvRXR0NH799Ven7bRaLR5//HGEhIQgJCQEu3btQklJCeLi4hAaGopbbrkFY8aMwS+//OI0cqIy2rdvj7vuugsBAQF44IEH4ObmhiNHjgAAdu3aBSGEnLtjx4647777qtS+Q+/evdGrVy8EBARgyJAhKCoqQmJiYpnburi4QKGw/0fiGB3lYLVaMXbsWDRv3hyBgYHQarW45ZZbcNv/s3ff8VFV6R/HP/dOy0wKCQTSIISAVOlVVxfELpZ1lUiHiKgUFcWGogSQIqhItYKooIjddRd+uq7EjigiPTQTIJCEENIzKXPv74+bDAwpJCEhJDzv12t8nLnle+4EdHLmnHP//nfCwsJo3rw59957LwUFBezatQvAve93333nPs+3337LZZddVmYHDkDjxo259dZbiYiIICgoiBtvvJFu3brx008/eezXsmVLBg8eTEhICP379ycyMpLt27cDsH37do4ePcrEiROJiIigY8eO7o6Cs2nSpAmjR48mNDSUK6+8khtuuKFWF4vesWMHhw4d4sEHHyQyMpJLLrmESZMmsWvXrnJ/TmdyOByYzWZsNlupUW1nGjhwIN27dycoKIi2bdsSHR3NH3/8UWrUzJAhQ+jYsSPNmzfntttuIy4ujoKCgjLPWdm/F2azmfHjx9OiRQt69OhBVFQU69evL3NqXmFhIZ9++injx4+nW7duBAUFMWDAAK688kq+/vprADZs2IDD4WDy5Mm0bt2a0NBQrrrqKkJDjWHIVqvVY8RfZTpwAFRVJS3thLsqikJKSjJeXl4kJye7/+yWjMQpOa/JrHpUr+LhzgX5Rfz+v30AuFxahdVaPNTWVnzsoThjRFVyQlql69kyJEuyJEuyJKvmshra9UhW7WYdPnyY999/H6fTiaZp6OgUFRXRJCAQXdc5efIk+QUFFBUVoeu6e8RyScdNTXwn7/CyAlBU3C5q8Wt+yTo7b7txrgA/B7oOuXmFaJpOk0bep1WNJk2auGt2djZ+fn4etawR8KL+u+A6cTp16sSCBQvcj+joaMBYj+Kjjz7y6OB57bXXjP+o5ecTHx+P0+nk7rvv9tgnJSWFpKSkSudv2LCBJ554grFjxzJy5Ej++9//kpqa6rFPeHi4xy9+iYmJREREeHRAtG/fHl3Xzzrd5EwtW7Z0/7uiKPj7+7vX2Dhy5Ajh4eFYrVb3Pm3btq3S+cvK8fLywm63e0yfqSyz2exxLoD09HReffVVHnzwQUaPHs3o0aNxOp0e7+PAgQPdU43S09PZunUrV111Vbk5mqbx0UcfMWXKFKKjoxk5ciR//vlnmT+b0wUEBLivKzExkSZNmtC4cWP39sq+f5dcconHYrRt27YlKSmp1tYAOnLkCE2aNCEwMND9WvPmzfH29iYxsfJztyvr4MGDzJs3j/HjxzNq1Cj3aJ8z39/Tf9Ylo6hK/nyeqbJ/L1q2bOmxZlPbtm1xOp2cOHGi1DmTkpLIz89n1qxZHn/PY2NjSU5OBiAhIYH27dtXunOmLCUfjs6sNaHkFouuQo2f/mNM5Tq8N+Us9bhR9xn13blGh9WJpMxK152/xEuWZEmWZEnWecpqaNcjWbWbpes6rVtdgqqqtIlsi6qq+DcKQNGMGyhYLTZURcFms2I2mQhsYnyWdTjsHtVmNT77FC+pcqqqpz7DlsdsKv7SqfgLv5Iv/krWdimvSlbtZJmKz5WTa3xZmnA0/az54uJxwXXi2Gw2goOD3Y+SXxSdTidRUVEeHTwvvvgiixcvxmKx4HQ6CQgI8Ni+YMECFi1axK233lqp7B9//JF3332XgQMHMm3aNBYsWMBVV11V6he46iwSXNYwx9PX8ylhMpUeYlkbHQVn5lR3GKbVai11p51ly5aRkJDAmDFjeO6551iwYAE+Pj4e72P//v1JTk5m7969fP/99zRr1owOHTqUm/PFF1+wfv16brvtNqZPn86CBQvo2rVrqZ9NWb+4n48Zg2Xdbaisn29tZ1ans8HpdDJ79mwcDgcPPvggc+fO5dFHHy3zfKf/uSnJP5+LWZd8mzB16lSPv+cLFy7kkUceAcBisZxzzqZNm3C5XMTFxaHrOnFxcWiaRuPGTdxV13WaNQvC6XQSFBTkblvJn7eS985VpHnUrIw8d/VvakxfTDyYWqVaonEz30rXuC2HJUuyJEuyJOs8ZTW065Gs2s1q2rQpgf7B7trYvwl+9sZk5KThZbUDOr7eNjSXi6ZNm9Ai1PiSz9tu86jW4lG/luLp2iXVbjv7Z6Mcp9FZcOboHmvxOcqrklU7WTl5BSiKcc6SqqoKJzJyTqsqJ06ccFcfHx8yMzM9anmzHM47rY4fDcwF14lTnsjISI4ePerRwVPyUFWVyMhI0tPTUVW11HY/P79KZZSsm3H99dfTqlUrgoOD3d/uVyQsLMw9EqjEnj17UBSF0NBQwFiL5OTJk+7tmmYMnayK5s2bc+jQIY/pK/v27avSOarLbDZX+pf1uLg4brzxRnr06EGLFi0wm81kZXneicfX15fevXvz7bffsnHjRgYMGFDhOffs2UOvXr34+9//TkREBM2aNePYsWNVuoawsDBOnDjh8XPYu3dvpY49cwrTvn373H/2oPTP99ixY+Tn51epfadr3rw5J06c8BgJc+TIEXJycmjevHmZmWCMQjldZX5uR48eJSsri2HDhtGhQwfCwsKqNSrrTJX5e1HS5jP/THt5edGkSZNS52zevDkWi4XU1NRSf89LRi21bNmSPXv2lNuhVZn3pF+/fgB07NgRXdfp2LEjiYmJ9O7d011zc/OIjGzFvn376dz5UvfCxtnZ2cCpUUyZaTke9cj+4+7a46pLAAgOb1ylWuL0DqGz1daXhkqWZEmWZEnWecpqaNcjWbWb1aNHD9IyUtw1MrwtWXknCfALxN8/AEVRadzIjslkonuXDiQmncBms5KWnuVRs3ML3OuxwKlpPSWdCSWjScqqRS4Nk0lF03V3tdvMZOcWoCpKmVWyai+ryKXh8LJ61JBAX7bvTT5VQ0LYvn27u5YsNXF6FQ1TvVnYeOvWrTz//PP885//pF+/fiiKQkJCAocPH2bIkCHous706dPJy8tjxIgRhISEcPLkSbZs2UKfPn1o3br1WRc2/s9//sMHH3zAww8/TLNmzfjuu+9Yv349zZo1cx9TVhvz8/N58MEHadu2LYMHDyYzM5PXXnuN9u3buxdw/frrr3nnnXd4+OGHCQoK4ssvv+Snn36iT58+Hgsbn74AMcBjjz1G7969iYqKwul0MnHiRLp16+axsHFSUlKVFzauaBHesjz33HNYrVbuuecezGYzfn5+bNy4kVWrVpVa+fyJJ57A19eXMWPGkJeXx+rVqzlw4ABDhw71uLZt27Yxb948NE1j+fLlHtOczvT222/zyy+/MHnyZLy9vfnyyy/5+eef6dSpk/tncbbFozVN49FHH6Vx48aMGDGCvLw83n77bQ4ePFiphY2vvvpqrr32Wg4ePMhrr73GqFGjuPbaawF4+eWXSUhI4MEHH0TTNNasWcPu3bu57777qrWwsa7rPPHEE9jtdkaPHo2mabz55pseCxtv3bqVuXPnMmHCBNq2bcv333/Pv//9b1q1auXe57XXXiM+Pp6HH34YLy8v9/pGp8vMzOT+++/npptu4tprr+Xw4cO8++67HDt2rML2xsfH8/jjj7N06VKaNWtW6hoq8/eiZGHjnj17cscdd5CSksIrr7zCVVddxbBhw9z7nP53bu3atXz99deMHDmS9u3bk5ubS1xcHHa7nQEDBpCVlcXkyZPp0KEDt99+Ow6Hg3379tGmTRtCQ0P55JNP+O9//8u0adPw8fFxrx10NhkZGfj5+ZGZmYmfnx85OTl4e3uTl5eH3W4nPz8fLy8vnE6nZ80rwMtuddeC/EKsNgvOnHysdguqqqJpOqqqlFtPX7RQURTycvKxe9vIdxZi87JUqlqs5gozJEuyJEuyJKvmshra9UhW7Wbt2LGdoUOHMnjwYNatW0ePbj3Y/PtmOnXsxN59e4u/mNLRdQgNDebo0ST8fH3IzMrGz9ebzKwcVEVB0/UaXbjXZFJwuXRUBTQdLCaVQpeGgrHci2Sd3yx/Xy/Ss5zu2rp1aw4cOOCuHTp0IC4ujqFDh7J27Vpee+01rrzyypq5kHOUO6luFzZ2LG1YCxtXf9GI86xbt2488cQTfPzxx3z++eeYTCbCwsIYOHAgYEztmDp1Ku+//z7Lly8nMzMTf39/OnToQKNGjSqVce211xIfH8/LL7+Moij87W9/4/rrr+ePP/6o8DibzcbTTz/NW2+9xdSpU7HZbPTt25fRo0e797nqqqtISEhg6dKlmEwmBg0aRKdOnar0Hnh5efHEE0/wxhtv8Pjjj9O8eXOGDx/Oiy++WKXzVEdUVBRvvPEGDzzwAIWFhaVu3X26+++/n9dff50nnniCwMBAhg4dyrvvlv6L07lzZwICAmjevHmFHTgAd9xxB8nJycyePRubzcbVV19N7969yc3NrfQ1qKrKo48+yquvvspTTz1F06ZNiY6OZs6cOWc99u9//zsFBQVMnToVVVW56aab3HemAhg1ahSvvPIKzz77LI0bN2bMmDEet1WvKkVRePzxx1m5ciXTp09HVVW6du3K3Xff7d6nW7du3HHHHaxevZrCwkKuuuoq+vfvz6FDh9z73HLLLSxbtoxHHnmEgoKCMjtc/Pz8mDBhAu+//z7r16+nVatWjBw5stTty6uqMn8vAC699FJCQkKYPn06hYWF/O1vf3Pfca4sd911F35+fnz22WckJyfj7e1Nq1atuP322wFjlNezzz7L6tWriYmJQVVVIiIiaNeuHQDXXHMNu3bt4sknn8TpdDJ9+vRK/V309fVF13V3dTgc6LqO3W5HURT3cNVStXhhupJqLR6O6+V9alpmRd/qwKmpayXVXnyszctSpSpZkiVZkiVZ5y+roV2PZNVeVpcuXVi6dCkvvfQSiqKwddtWVFVl7769xdO3m5GRkYHT6SQpyVhLJzvH+AyclW2M9NXcU3ioMS6XXnxu43lhyUiR4u2SdX6zMrKdHvXQoUOoququ+/fvR1EUvvvuO5577rkLpgNH1LwLaiSOuLg4nU7uu+8+JkyYQN++feu6OeUqa4SPOH9efvllVFXlwQcfrNN2KEr11tq51n9KDbdECCGEEBeb//uldV03QVxglHbj6roJlSYjcWpWvRmJIxoOTdPIysriX//6F97e3vTq1auumyQuQC6Xi2PHjrFv3z6PUU9CCCGEEEKI+kNvgIsL1yXpxBHnXWpqKpMmTaJJkyZMmDChzDtyCXH48GGmTZtGp06d3GsPCSGEEEIIIcTFTKZTCSFEJch0KiGEEELUFZlOJc5Un6ZT5dxft9OpvF9tWNOp1LPvIoQQQgghhBBCCCHqmnTiCCGEEEIIIYQQQtQDsiaOEEIIIYQQQgghaoUsbFyzZCSOEEIIIYQQQgghRD0gI3GEEEIIIYQQQghRK+RWSjVLRuIIIYQQQgghhBBC1APSiSOEEEIIIYQQQghRD8h0KiGEEEIIIYQQQtQOTanrFjQoMhJHCCGEEEIIIYQQoh6QkThCCCGEEEIIIYSoFXKL8ZolnThCCHEOghtdVuH2VCXtPLVECCGEEA1V0Zpjdd0EcYGxzBxX100QdUSmUwkhhBBCCCGEEELUAzISRwghhBBCCCGEELVC12Vh45okI3GEEEIIIYQQQggh6gEZiSOEEEIIIYQQQohaIQsb1ywZiSOEEEIIIYQQQghRD0gnjhBCCCGEEEIIIUQ9INOphBBCCCGEEEIIUStkOlXNkpE4QgghhBBCCCGEEPWAjMQRQgghhBBCCCFErZBbjNcsGYkjhBBCCCGEEEIIUQ9IJ464qMXExLBq1ao6yZ44cSL//ve/6yT7TGe+D2dr27Jly5g/f/45Ze7cuZOoqChycnIq3O/MrLr8mQkhhBBCCCFEXZLpVOKCsGzZMmJjY0u9vnjxYoKDg+ugRaK2tWvXjtdffx2Hw1Gl4x599FFMJlMttap8Tmc2qqqiaZq7ms1mVEWF4hGiiqKg6zqKUrUhoyXH1GY9s32SJVmSJVmSVb8zJKthZrlcxgqwJpNKUZELs9nk/uxR6hhNQ1HVU1XXQdc9XyuvulwoJpPHsVW+Fsk6f1lFhVBYAFYboIBSv6Yn6Vr9au+FTkbiiAtGt27deP311z0ezZo1q9a5ioqKarh1oqaZzWb8/f1RyvmfkKZpaFrppex9fHyw2+213bxS4uPjMZvN7pqcnIyqqqSnZwGQl5cPQEZGNgBHjiQBsGtrvHH8fuP58aR0ADIzct0f1Equs/xqfOjTi2t2Zp6RmZNfYc3KyDWe5+ZXIkOyJEuyJEuyziWroV2PZNVNFugU5Bd6/KLvKtKMX+IBvfgzrl5UAIpiPFcU9Hxn8eG6u7Oo7KqjaxoUdxCcfuypc5+tFkrW+c4ymUE1gaKi7/2z3nXiiJolnTjiglHyS/3pD1U1/oju2rWLqVOnMmzYMO69917WrFmDy+VyHxsTE8OKFStYtWoVY8eOZfbs2QAcOnSIOXPmMHLkSMaNG8eSJUvIzMz0yNU0jdWrVxMdHc24ceNYt26dx/acnBxeffVVxo4dy+jRo5kxYwbx8fHu7UlJScyfP59x48YxcuRIpk6dyrZt2zzOkZGRwbx58xg+fDgTJ07k+++/r5H3bOPGjYwZM4Zff/2VBx98kOHDhzN79mxSU1Pd+5Q19WnVqlXExMScc/4XX3zBvffey913382bb77p0Xn23Xff8eSTTzJq1CjGjRvHokWLyMjIcG8/czpVybX89ttvPPzwwwwbNszjOkqUNfXrk08+Yfny5YwaNYrx48fz3//+1+OY1NRUXnrpJcaMGUN0dDTz588nJSWlStfqcDjIyclx1yZNAnG5XBw7epz8/ALiDyYCcCI1HYB9exIAsDtsAGzffBCAX77dBUDsf7aSl2t8uEs5lnGWapwzubhOn2hcf+yGPyusP/53h/F8/Z/E70uWLMmSLMmSrFrMamjXI1l1k6Vr8L9//4Gu6xw6kIyu6xyJP25syHcao3/znaCaobgjAU0DjFEdOI2OJUo+k51Z84wOJTTXqWq2GKM8TKbKVRTJOp9ZhQXgKkJPS4Z8J3pmGmScoD4pHnRUZ4+GRjpxxAUvLS2NuXPn0rp1axYsWMA999zD//73Pz7++GOP/WJjYzGbzcyaNYtx48aRk5PDzJkziYiIYN68eTz11FNkZGSwcOHCUsfZbDbmzJnDiBEj+Pjjjz06YV566SUyMjJ46qmnmDdvHq1atWLWrFlkZxsjLpxOJ927d+eZZ55h/vz5dO3aleeff96jA2L58uWcOHGC6dOnM2XKFL766iuPDo1zkZ+fz6effsqkSZOYNWsWOTk5LFq0qEbOXZGdO3eSnJzM9OnTmThxIrGxsWzcuNG9vaioiLvuuosFCxbw2GOPcfz4cZYvX17hOfPz8/n888+5//77eemll2jUqFGl2vLll1/SunVr5s+fz/XXX88bb7zB0aNH3e2YPXs2drudmTNnMmvWLLy8vJgzZ06VRmyFhYWxefPv7upw2Dl48C9atQ5j966DtGodBkBIaCAArS8JB6B5hPG85xXtStWvPtkMgM3LUqVa8uXL2b75O706fLwkS7IkS7Ik6zxlNbTrkazzl1VU5CI8MghN0/Ft5HBXcnPAYoGCfKMWFRgdOK4io5rMRoP0ki859bKryWT8e/EXpSgqFBWCxWqcqzJVQbLOU5aem2XkqSqKbwCYzUYHj19jxMVLOnHEBWPLli2MHDnS/XjppZcA+L//+z+aNGnC2LFjCQsLo0+fPkRFRfHll196TLcJCQlhxIgRhIaGEhoayoYNG2jVqhXDhg0jLCyMVq1aMX78eHbu3On+BR+gZcuWDB48mJCQEPr3709kZCTbt28HYM+ePezfv59HHnmE1q1bExISwqhRo3A4HPzyyy8AREREcO211xIeHk5ISAhDhgwhODiY3377DYCjR4/yxx9/cN9999G2bVsiIyO5//77KSgoqJH3zeVycffdd7vPPXHiROLi4ti/f3+NnL88Pj4+7p9Jz5496d69Ozt27HBvHzhwIN27dycoKIi2bdsSHR3NH3/8gdPprPBaxo4dS7t27QgNDcVms1WqLd27d+f6668nODiY2267DT8/P3dbfvrpJ3Rd5/777yc8PJzmzZszYcIEUlNT2blzZ6WvV1VV0tJOuKuiKKSkJGOzWTmenIbNZgXAajVqo0Y+AFisxoey0BZNStVP3/0BqPqHxgE3dQfA29de6erwtkmWZEmWZEnWecpqaNcjWbWf5fAp/syjQFh4ExQUfHztKChYrGb3L/K4XEYt+RxpLu5QKqk+xhdgitVWdvVygKKiKKrRiaAoKDYvz3OcrZrMknWestSmoWAyo6gmcPiAyYTpbzcgLm7SiSMuGJ06dWLBggXuR3R0NACJiYm0bdvWY+2Udu3a4XQ6SUtLc7/WqlUrj/MlJCSwY8cOj46hyZMnA5CcnOzeLzw83OO4gIAA9yiZ+Ph4nE4nd999t8d5UlJSSEoy1jhxOp288847PPzww4wZM4aRI0dy5MgR90icxMRETCYTkZGR7oywsDC8vb3LfS92797tkVfR9CuTyUTr1q1LnfvIkSPlHlMTmjdv7p7uBp7vG8DBgweZN28e48ePZ9SoUe7pW2VNkSphNptp2bJlldty+jGKouDv7++eNpeQkEBSUhKjRo1yv5/R0dEUFhZ6/Dk4XckInTNrdZRM+zt6KLVUbdHKWPPp5292Vqq+s+QrAK67vRcAA27qVun60VuxkiVZkiVZknWeshra9UhW7WcpKO7q8PECBcwWFR2dw3+lgLcfemoSePu6q3s6D6AXT/HR0o8bz4un6ZSqucZafrrr1FQgXTe+FK14bRbQC4wRRXphgWTVdlbxz1PPSgdNM7IK8qGoCNeu36lvdF2p00dDI5044oJhs9kIDg52PwICAqp0vJeXl8dzp9NJz549PTqGFixYwOLFi+nQoYN7P7O59E3aSv5D63Q6CQgIKHWORYsWceuttwLwzjvvsHnzZoYOHcrMmTNZsGAB4eHh5/SLf8nUsZJHr169qn2ushYOromFn8+8Q9Tpd11wOp3Mnj0bh8PBgw8+yNy5c3n00UfPmm21Wstd6LgqbYFTCwQ6nU4iIyPL/BleccUVZZ5v06ZNuFwu4uLi0HWduLg4NE2jceMm7qrrOs2aBZGfX0DToMbk5xv/My4ZYZWZaUy3yype9PD3H+I8amJ8Ks8sGgXAlTd0qVT19jX+jP/49fYq12H3XyNZkiVZkiVZ5ymroV2PZNV+1ukjc2xeFkwmFZPZhNlsolP3CBRFQQkM8aioJuO5oqDYHUZtFGhss3mVXe0+xceqp53D+JWw5DNYudVqMzIsVsmq7Swvu1F9GqGUjMKyeYHJhOLtg77P+DMlLk7SiSMueGFhYezdu9fdQQAQFxeH3W6ncePy54O2atWKI0eO0LRpU4/OoeDg4FIdPuWJjIwkPT0dVVVLncPPz8/dlv79+9OnTx/Cw8Px9/fn+PHjHu13uVwcPHjQ/drRo0fdC/qWxWq1emRVdDem8s7dvHlzAPz8/Dh58qTHMQkJCZW6/uo6evQoWVlZDBs2jA4dOhAWFlZjawBVVatWrTh27Bh+fn6lfobl3d68X79+AHTs2BFd1+nYsSOJiYn07t3TXXNz84iMbMVfBxLp0DGSvw4kAnDsqDHSJjvL+AYlLdkYEVRQ6PKo3fq15sOVGwH4qXjBw/Lq6mVfAzBk3FUAXHFd5ypXyZIsyZIsyTp/WQ3teiSr9rN+jd0NGDdCKCwo4njSSeL3JaFpGimJaeiahp5xWtV1yMlCLyxEO5mKXliInpNl3O0ov3g0R8moj9Orphl3SNL1U7WwEHKzjXOepeo5We4qWbWcle/0yCLT+DyvWGygn1pSQlx8pBNHXPCuv/56Tpw4wcqVK0lMTGTz5s2sW7eOQYMGeUznKeu47OxsFi1axP79+0lKSmLr1q0sX77cYy2dinTu3Jm2bduyYMEC/vzzT1JSUoiLi+P999/nwIEDgLEWz6+//kp8fDzx8fEsWrTIo8MpNDSUbt268cYbb7Bv3z4OHjzIq6++6l475VyZTCZWrlzpPveyZcu45JJLaNOmDQCXXnopBw8eJDY2lmPHjrFu3ToOHTpUI9nlCQwMxGw2s2HDBpKTk/ntt99KLUR9vlx55ZX4+fmxYMECdu/eTUpKCjt37mTlypWcOHGizGNMJhMmk/Htllr8LYufnx/e3t7uqusaJpOJVpFh2GxWWl/SAoDQ0KYAtGlrTNMLCW8CwA139AFg0F1GB1FOdj4jJhjfxvW/sWuF9dZhxjF5OQUe1ZlX+SpZkiVZkiVZ5y+roV2PZNV+Vq8rjRsfdOoZwbHDJ7A7vIi4JJh8ZyHNwhqDqwilUWPQXEZ1uYw1UhSM56piPHcVgdXLuGOVxWosgGyxGlOvSqqpeC0Xk8moJcfqetWqZNVultXmmeXTyFhE2S8ApV036hNdU+r00dCUnkcixAWmcePGTJ06lXfffZfHHnsMHx8fBg4cyB133HHW42bNmsWaNWuYPXs2hYWFNG3alK5du1Z6yo6iKEydOpX333+f5cuXk5mZib+/Px06dHDfOWnUqFG88sorTJs2DV9fX2677Tby8vI8zjNhwgReffVVYmJiaNSoEUOGDOGDDz6o3htyBpvNxm233cbixYtJS0ujffv2jB8/3r29W7du3HHHHaxevZrCwkKuuuoq+vfvX6sdOX5+fkyYMIH333+f9evX06pVK0aOHFnqVufng81mY8aMGaxevZoXXngBp9NJ48aNufTSSysc4XQmX19fdF13V4fDga7reNmNYbElCxvbHcYoL4vFUvzcWJjOu/huFF5exn7+jX3c5y7pjCyvNg02Rpw1auztUf38q1YlS7IkS7Ik6/xlNbTrkazzl9WyTbB7v5LPEViKv/wrXhiXkuUAio9zr/tRsr3ki05TyXOT53ZdP3V7rZJtJc8rWyXrPGcZ/4q3H+LipuinDxkQQtQrGzduZNWqVaxataqum9LgKYqlzNeDG11W4XEhavvaaI4QQgghLiKbJuXXdRPEBcYy8+26bkKlJd85tk7zgz5aUaf5NU2mUwkhhBBCCCGEEELUA9KJI4QQQgghhBBCCFEPyJo4QtRjAwYMYMCAAXXdDCGEEEIIIYQok3vNJlEjZCSOEEIIIYQQQgghRD0gI3GEEEIIIYQQQghRK7QGeJvvuiQjcYQQQgghhBBCCCHqAenEEUIIIYQQQgghhKgHZDqVEEIIIYQQQgghaoWu13ULGhYZiSOEEEIIIYQQQghxms8++4yoqChWrVpV103xICNxhBBCCCGEEEIIUSvq4y3G9+/fz9dff03Lli3ruimlyEgcIYQQQgghhBBCCMDpdLJkyRLuu+8+vL2967o5pUgnjhBCCCGEEEIIIRqkwsJCcnNzPR6FhYXl7v/mm2/SvXt3unTpch5bWXkynUoIIYQQQgghhBC1oq6nU3366ad89NFHHq/deeedREVFldr3xx9/5K+//mLu3Lnnq3lVJp04QghxDjS0Crerugx4FEIIIcS5URymum6CEPXW7bffzs033+zxmsViKbVfamoqq1atYtq0aVit1vPVvCqTThwhhBBCCCGEEELUCq2OR+JYLJYyO23OdPDgQTIyMnjiiSfcr2maxu7du9mwYQPvvfceqlr3X9BKJ44QQgghhBBCCCEuap07d+aFF17weO2VV14hNDSU22677YLowAHpxBFCCCGEEEIIIcRFzm63Ex4e7vGazWbD19e31Ot1STpxhBBCCCGEEEIIUSt0rW6nUzU00okjhBBCCCGEEEIIcYaYmJi6bkIp0okjhBBCCCGEEEKIWqHrdd2ChuXCWJlHCCGEEEIIIYQQQlRIOnGEEEIIIYQQQggh6gGZTiWEEEIIIYQQQohaoemysHFNkpE4QgghhBBCCCGEEPWAdOIIUUdiYmJYtWpVnWRPnDiRf//733WSfb6lpKQQFRVFfHx8XTdFCCGEEEKIi46uK3X6aGhkOpW46C1btozY2NhSry9evJjg4OA6aJEoz86dO5kxYwZvvfUW3t7e5zXb6cxGVVU0TXNXs9mMqqhQ/P8GRVHQdR1Fqdr/LEqOqc16ZvskS7IkS7Ikq35nSFbDzHK5NABMJpWiIhdms8n92aPUMZqGoqrouoaiGBVdR1FNp7aVV4uKUMzmMs9R2SpZ5zGrIB8K8sDuC+igNLyOCVF5MhJHCKBbt268/vrrHo9mzZpV61xFRUU13LqGrz68Z/Hx8ZjNZndNTk5GVVXS0zMByMvLByAjIwuAI0eSANizNcE4fr/x/HhSOgCZGbnuD2qadrZqfOjTi2t2Zp6RmZNfYc3KyHU/P3uGZEmWZEmWZJ1LVkO7HsmqmyzQKcgv9OiwcRVp6MWflTyqoqC7igAFvagQUEDX3Z1FZVZdM6rJZFTl1LHGuStTJeu8Z6kmcPhCQR768SOgyK/xFzP56QsBmM1m/P39PR6qavz12LVrF1OnTmXYsGHce++9rFmzBpfL5T42JiaGFStWsGrVKsaOHcvs2bMBOHToEHPmzGHkyJGMGzeOJUuWkJmZ6ZGraRqrV68mOjqacePGsW7dOo/tOTk5vPrqq4wdO5bRo0czY8YMj2lBSUlJzJ8/n3HjxjFy5EimTp3Ktm3bPM6RkZHBvHnzGD58OBMnTuT777+vkffs+PHjzJs3j+joaEaOHMkjjzzCli1b3NsPHz7MvHnzGD16NKNGjeLZZ58lKcnoyFi2bBnz58/nk08+4b777uOhhx4C4LvvvuPJJ59k1KhRjBs3jkWLFpGRkQEY06JmzJgBQHR0NFFRUSxbtsz9Pn7++ec88MADDBs2jPHjx/PJJ594tDc5OZkZM2YwYsQIHnvsMfbu3Vul63U4HOTk5LhrkyaBuFwujh09Tn5+AfEHjwCQmpoOwN49RueNzWEFYPvmvwD45dvdAMT+50/3h7uUoxlnqcY5k4trzIS3jfdrw7YK60//3el+Hr83WbIkS7IkS7JqMauhXY9k1U2WrsG3X/6Brusc2p+Mrusc+eu4sSHfaYz+zXeCyQRFhcYv90WFoKrGProO6OXXbCMHZ86pajKDM9c4Z2WqapKs85qlGxmaC/1kCoq3P3rKIeoTTVfq9NHQyHQqISqQlpbG3Llz6d+/P5MmTSIxMZHXXnsNi8VCVFSUe7/Y2Fiuu+46Zs2aBRidLzNnzmTgwIGMHj2agoIC1qxZw8KFC5k+fbrHcTfffDNz5sxh7969LF++nPbt29OlSxcAXnrpJaxWK0899RQOh4Ovv/6aWbNmsWjRInx8fHA6nXTv3p0hQ4ZgsViIjY3l+eefZ9GiRQQGBgKwfPly0tLSmD59OmazmbfeesvdMXIuVqxYQVFRETNmzMBms3HkyBG8vLzc79v06dPp2LEjzz77LHa7nbi4uNO+ZYIdO3bgcDiYNm2a+7WioiLuuusuQkNDycjI4J133mH58uVMnTqVwMBApkyZwosvvsjLL7+Mw+HAajU6SN577z2++eYbRo8eTfv27UlPTycxMdGjvWvXrmXkyJEEBwezdu1aFi1axOLFizGZTJW63rCwMGJjv6d//yuJjf2eAQP+zr59+2nVugW7dx2gfYdIAEJDmwLQ5pJwAJpHGM97XdG2VP3qk9/455gr8bJbACpdleIhtLnFnUCVqd6+XlXKkCzJkizJkqzqZzW065Gs85dVVOQivHUQuqbj6+9wV/KywdsPCvPBYgMwOgRKKOqpbS6Xsa2s6tPI2N9mP1V1HcxG/lmrqxAUBxQWSNb5yPJynJaloPg3NaZS1YNR7KL2SCeOEMCWLVsYOXKk+3n37t155JFH+L//+z+aNGnC2LFjURSFsLAwTp48yZo1a7jzzjvdo3VCQkIYMWKE+/iPP/6YVq1aMWzYMPdr48ePZ/z48Rw9epTQ0FAAWrZsyeDBg93n2LBhA9u3b6dLly7s2bOH/fv38+abb2KxGP/RHzVqFJs3b+aXX37hmmuuISIigoiICHfGkCFD2Lx5M7/99hs33HADR48e5Y8//mDOnDm0adMGgPvvv5+HH374nN+z1NRU+vbtS3i40VkRFBTk3rZhwwYcDgeTJ0/GbDb+M1NyzSVsNhv333+/ezvAwIED3f8eFBREdHQ0U6dOxel04uXlhY+PDwCNGjVyr4mTl5fH+vXrufvuuxkwYAAAwcHBtG/f3iPvlltuoUePHgBERUXxyCOPkJSURFhYWKWuV1VV0tJOuKuiKKSkJNOmTWuOJ5+kazejQ6mkY6lRI6OtFqtxfSEtmpSqn7/7I/8ccyVWL+PnW9k6YFBXAHx87ZWudm9blTIkS7IkS7Ikq/pZDe16JKv2s+w+xR0zCoSGNwGU4uMU47OEijHaRnMZ1VVkjP4oKgSz2ehEOLNzp7wKp6bjKGrxOSrZAeFd3IEhWecnS1UBxThW18Dug370AEpoJPVJQ1xcuC7JdCohgE6dOrFgwQL3Izo6GoDExETatm3r/qYFoF27djidTtLS0tyvtWrVyuN8CQkJ7Nixg5EjR7ofkydPBoxpPSVKOkBKBAQEuEfJxMfH43Q6ufvuuz3Ok5KS4p6W5HQ6eeedd3j44YcZM2YMI0eO5MiRI6SmprrbbzKZiIw89R/6sLCwChcF3r17t0deedOvbrzxRj755BOeeeYZ1q1bR0JCgsf1t2/f3qOD5kzh4eGlth88eJB58+Yxfvx4Ro0aRUxMDID7esqSmJhIYWEhnTt3LnefkrwS/v7+AOWOSCpZo+fMWh0lU++OHkotVZtHNgXg5292VqquXvI1ANfe3guA/jd1rXT9+K3vJEuyJEuyJOs8ZTW065Gs2s9Siu+SoKDg8PEq/r1dRUfn8F8pxiicE8nGwrYnko0OnPy84o4B5dwWui3pXDgfJKtqTv+5FncaKaGtcd9VQ1yUpBNHCIxRIcHBwe5HQEBAlY4vmUZUwul00rNnT4+OoQULFrB48WI6dOjg3q+sTo6SxcycTicBAQGlzrFo0SJuvfVWAN555x02b97M0KFDmTlzJgsWLCA8PPycOh1at27tkderV68y97v66qtZsmQJV155JYcOHeLJJ59k/fr1AO6RQxWx2Wwez51OJ7Nnz8bhcPDggw8yd+5cHn30UaDiTpSSkS9nc/p7XdIpV/Jen2nTpk24XC7i4uLQdd09Faxx4ybuqus6zZoFkZ9fQNOgAPLzCwAoKDBqZmY2AFmZTgB+/2GfR02MT+WZRcbor7/f0KVS1VE8BPvHr3dUuQ67/2rJkizJkizJOk9ZDe16JKv2s2zFI3JsXhZsXhZMJhWT2YTZbKJT9wjjs0uTYM9qs6MoiscDqNUqWXWXBTqkJeF64T70Lf9DXMR0IS5yS5cu1Z9//vkyt7333nv6Qw89pGua5n5tw4YN+qhRo3SXy6Xruq5Pnz5df+utt8o8rqioqNzcso57/vnn9aVLl+q6rut//vmnftddd+nJycnlnuORRx7RP/zwQ/fzvLw8ffTo0e7zJiYm6oMHD9b37dvn3qfktS+//LLc81bHmjVr9ClTpui6ruvr1q3TJ06cqBcWFpa5b1nv+YEDB/TBgwfrx48fd78WGxurDx48WP/rr790Xdf1PXv26IMHD9YzMzPd++Tn5+vDhw/X//vf/5aZlZyc7HEOXdf17OxsffDgwfqOHTvKPKaoqEgvKirSNU3TXS6XrmmafujQIT0rK8tds7Nz9MLCQn3n9n16Xp5T37ndeI/37UvQdV3Xd+7Yb1zX7kRd13X947e+86gF+YX6u4u/0nVd17/98o8K68oX/2Ncq7Og2lWyJEuyJEuyzl9WQ7seyar9rF837tZ1Xde3/3pAz3cW6CnHTuoH447qLpdLTzqcqmsul66le1ZX8iFdO5Gku+J369qJZF0rcOqugzt1rbDA2Kcy9WSqrqUf17UCp67l5VRcc7M8qmTVZtZxo544ZtSUw7qWflx3/fgvvfD5e3QtLUmvT3ZdO6lOHw2NouvlfBUtxEVi2bJl5OTk8Pjjj5falpaWxkMPPcSAAQPca8y8+uqrXH/99e6FjWNiYoiIiGDMmDEexz3++ON07NiRW2+9FR8fH5KSkvjpp5+4//77UVW1zOPmz5+Pt7c3EydORNd1pk+fTl5eHiNGjCAkJISTJ0+yZcsW+vTpQ+vWrXnhhRdISUlhwoQJAHzwwQfs2rWLq666yn3eOXPmkJGRwT333IPJZGLVqlUcPHiQoUOHMmjQoGq/b6tWraJbt26EhoaSnZ3NihUrCAwM5OGHHyYrK4vJkyfToUMHbr/9dhwOB/v27aNNmzaEhoaW+Z5nZmZy//33c9NNN3Httddy+PBh3n33XY4dO8b8+fOJiIggLS3NvbZQjx49sFqteHl58eGHH/Kf//yHMWPG0K5dOzIzMzly5AgDBw4kJSWFSZMmuc8BxsLT0dHRTJ8+nU6dOlXqejMyMvDz8yMzMxM/Pz9ycnLw9vbGmZePl91GQUEhNpuVvFwndocXhYWFWCwW8nLzsTts5GQ78fbxwukswMvLSnpaNn7+DlRVRdO0CuvxYydpGhJARloOjRp7u2tmeg5+/pWrPn52yZIsyZIsyTpPWQ3teiTr/GYdPphCk2aN8Pb1wplXgJfdaiyGa7J4roWTm2UsfFuYb0yzAijIB5tX8do5xXdCsjuMhXDNZmMxXbP11HlyMsDhV70Pg5J1frMAPTkBpUkomC0olsqNRr8Q7L7ugTrN7/DVkjrNr2nSiSMuehV14oBxi/F3332XhIQEfHx86N+/P0OGDHHf1aiszhiAY8eOsWbNGnbu3ElhYSFNmzala9eujB49GkVRztqJA8aive+//z6bNm0iMzMTf39/OnTowLBhwwgMDCQlJYVXXnmFffv24evry2233cYvv/zicd709HReffVVtm/fTqNGjRgyZAgffPABN9100zl14qxcuZI//viDtLQ07HY73bp1Y/To0fj6Gh8iEhISWL16NXv27EFVVSIiIpgwYQJBQUHlvuc//PAD77//Punp6bRq1Yp//OMfzJ8/36MD5qOPPuKrr74iIyODv//970ycOBFN0/jss8/45ptvSEtLIyAggGuvvZbbb7+9xjpxTr+z1ulOHw4rhBBCCFEXqvwrna6f2zo6klVHWTol6+HUp8+fu659sE7zO369uE7za5p04gghRCUoStnr/DRr1LfC41ool9ZGc4QQQghxEfnliYK6boK4wJifXFnXTag06cSpWbKwsRBCCCGEEEIIIUQ9UPrWOEIIIYQQQgghhBA1QNPrz9Sv+kBG4gghhBBCCCGEEELUAzISRwghhBBCCCGEELVCv8hG4hw5coQjR46QmZmJoij4+vrSvHlzmjdvXiPnl04cIYQQQgghhBBCiGrauXMnGzdu5PfffycnJ6fMfRwOBz179uSqq66q9B1yyyKdOEIIIYQQQgghhBBVtHXrVj744AMOHjxIixYtGDBgAJGRkTRr1gwfHx90XScnJ4eUlBQOHjzItm3bmDlzJq1atWLIkCF069atypnSiSOEEEIIIYQQQohaoel13YLa8+KLL3L11VczadIkwsLCyt2vbdu2XHHFFQAkJiby9ddfs3DhQt5+++0qZ0onjhBCCCGEEEIIIUQVvfLKK/j4+FTpmLCwMMaMGcOdd95ZrUzpxBFCCCGEEEIIIUStaMgLG1e1A6cmjpVOHCGEEEIIIYQQQogalpuby5YtW0hLS8Pf35/u3bvj6+t7TueUThwhhBBCCCGEEEKIGhQXF8e8efNwOBwEBASQlJTEihUrmDJlCl26dKn2eaUTRwghhBBCCCGEELVCo+FOp6rIO++8w6233srtt98OQFFREYsXL2bVqlW89NJL1T6vWlMNFEIIIYQQQgghhLiYzJkzh6NHj5Z6/eTJk3Tu3Nn93Gw20759e9LT088pT0biCCHEOUjJ2FTh9ksa9T5PLRFCCCFEQ6Vl59Z1E4SoNr0B32IcIDg4mCeeeIKrr76aqKgoHA4HAL169eKVV17htttuw9/fn6NHj/Lxxx/Tq1evc8qTThwhhBBCCCGEEEKIarj77ru59tprefvtt3nwwQeJiori2muvZdSoUXz00Ud8+OGHnDx5kkaNGjFgwACioqLOKU86cYQQQgghhBBCCCGqqUWLFkybNo1ff/2Vd999l6+//poxY8YwZMgQhgwZUqNZ0okjhBBCCCGEEEKIWqHpF8/Cxn369KFHjx588cUXzJ8/n86dOzNq1CiaNWtWYxmysLEQQgghhBBCCCFENem6zrFjx4iPj0fTNP75z3+ycOFCbDYbU6ZM4f3338fpdNZI1jmNxNE0jZ9//pmdO3eSkZHBXXfdRXh4OLm5uWzfvp127drh7+9fIw0VQgghhBBCCCFE/dLQbzF+9OhRXnzxRY4cOQKAw+Fg3LhxXH755TzwwAPs3buXVatWsXHjRoYNG0b//v3PKa/anTg5OTnMmTOH/fv34+XlhdPp5MYbbwTAy8uLt956i7///e8MGzbsnBoohBBCCCGEEEIIcSF64403sNvtLF26FG9vb9atW8crr7xCt27dcDgctG3bljlz5vDtt9/y3nvv8dVXXzF79uxq51V7OtWaNWs4fPgwTz/9NEuWLPE8qarSr18//vjjj2o3TAghhBBCCCGEEOJCdvDgQQYMGEDTpk1xOBzcfPPNFBQUcPToUY/9rrrqKl5++WU6dOhwTnnV7sTZvHkzN9xwA126dEFRSg+PCgkJ4fjx4+fUOCGEEEIIIYQQQtRful63j9oWHBzMli1bKCoqAuCXX35BVdUyFzO22+2MGDHinPKqPZ0qNze3whWWXS4XLperuqcXQgghhBBCCCGEuKBFR0ezYMEC7r77biwWC7m5uQwfPhw/P79ayat2J05wcDB//fVXudv//PNPmjdvXt3TCyGEEEIIIYQQop5r6LcYb9++PUuWLGHv3r0UFBTQqlUrmjZtWmt51Z5ONXDgQL799lt++ukn9NPGKBUWFvL++++zdetWrr322hpppBACoqKi+PXXX+u6GfVKfn4+L7zwAqNHjyYqKoqcnJwyXxNCCCGEEEKI6nI4HHTr1o0+ffrUagcOnMNInJtuuonDhw+zaNEiHA4HAIsXLyYrKwtN07jmmmsYOHBgjTVUiIYqPT2dTz/9lC1btpCWlobD4SA4OJgrr7yS/v37Y7PZ6rqJF5SJEydy33330aVLl7PuGxsby549e5g1axZ+fn44HA6+/vrrUq9VhtOZjaqqaJrmrmazGUVR3OuCKYqCruuVrtU5prpVsiRLsiRLss5fVkO7Hsk6j1majo6Oqqq4XBomk4qu6Shq6X2FEHVv7969tG3b9rweW+2ROIqicP/99zNjxgz69+9Pt27diIiI4JprrmH69OmMGzeuuqcW4qKRnJzM448/zrZt2xg6dCjPP/88zz33HLfeeiu///4727dvr+smXlASEhLIycmhY8eOldo/KSmJsLAwwsPD8ff3R1GUMl+rjPj4eMxms7smJyejqirp6ekA5OXlAZCZmQlARkYGANmZeR71ZGo2AGkpRoc3cPbq8qyHD6QY50rJqrAmHUoznh/PwuWSLMmSLMmSrNrMamjXI1nnN6vkdZfmIj+v0Hhd19E0HZdLQ88zRg7rBflGzXei6zq6s7jmZKFrGroz13heVFj5mpFm/HteduVqTmbDyqoH16Ml7KXw3RfRXS6KfliPXs/WntVR6vRRm2bMmMGMGTP46aefyM/PP+v+TqeTH374genTpzNz5sxqZVarE6dkOsL3339P+/btGTNmDFOnTuWpp55i7Nixlf4FS4iL3ZtvvonJZGLu3LlcfvnlNG/enKCgIHr37s3UqVPp2bNnuceuXr2ahx56iBEjRjBp0iTWrl3rXhEdjE6HGTNmMGrUKEaPHs0TTzzBgQMHADh+/Djz5s0jOjqakSNH8sgjj7Blyxb3sYcOHWLOnDmMHDmScePGsWTJEnfnBBgrrk+ZMoXhw4dz9913M2vWLJxOZ7lt3bVrF1OnTmXYsGHce++9rFmzxmPh85iYGFauXMnq1auJjo5m3LhxrFu3rtR5Nm/eTLdu3TCbze52PPLIIwwbNoyJEyfyr3/9y+OcX375Jbt37yYqKoqYmJgyX6ssh8NBTk6OuzZpEojL5eLw4SPk5+ezb99+AHenUEmnTn5ekUfd92ciAPu3H2XPlsMA7D5b/cOzvjL9SwDi96VUWI8dPmk835vCj+t3SpZkSZZkSVYtZjW065Gs85u1p/icriKdXVsS0HVITc5E13VOpGSC2QxZ6aeqxWJUq+XU64qCtvM3APQTyZWq2r4d4OMHmgZWr8rV/PyGlXUhX09qEuga+rEElMbBUFgA2RlGFReERYsWERQUxNKlS7nnnnuYOXMm7777Lv/3f//HDz/8wA8//MCGDRt45513iImJ4Z577mHZsmWEhITw8ssvVyuzWtOpbDYb27dvp1u3btUKFUJAVlaWewSOl5dXmftUNErEbrczYcIEAgICOHToEK+99hp2u53bbrsNgCVLlhAREcE999yDqqrEx8djMpkAWLFiBUVFRcyYMQObzcaRI0fcbcjJyWHmzJkMHDiQ0aNHU1BQwJo1a1i4cCHTp0/n5MmTLFq0iOHDh9OnTx+cTie7d+8ut51paWnMnTuX/v37M2nSJBITE3nttdewWCxERUW594uNjeXmm29mzpw57N27l+XLl9O+fXuPaVO///47gwYNAuDgwYMsXLiQwYMHc/nll7N3717efPNNfH19GTBgAI8++ihr1qzh8OHDPProo+6On7Jeq4ywsDBiY7+nf/8riY39ngED/s6+ffu55JI2bNu2nUsv7QSAj48PAIGBgQD4N/H2qOGXNHXX9Wt/o1PvCMIvaVb8WuVqSMsmAJxMyax07fa3NlXKkCzJkizJkqzqZzW065Gs85cF0Mjf+Mxgs1kAMKkq5DvB2w8KCkpXLweYLZCbjdqxJxTkozQOqlxtUpxb4ASr7axVP34UpWlog8m64K/H1x+yM0HTUHv+HW37L6jd/oa2/RdMva9C1L3AwEDuv/9+hg0bxnfffcdvv/3GV199RUGBZ0eb1WolMjKSIUOG8Pe///2c7lyl6CWTM6to7ty5NGrUiAkTJlQ7XIiL2b59+3j66ad59NFH6dOnj/v1sWPHuv/SX3/99YwYMQIwFjY+c9/TffHFF/z000/MmzcPgNGjRxMdHc2AAQNK7fvoo4/St29fBg8eXGrbxx9/zJ49e3j66afdr504cYLx48fz8ssv43Q6efLJJ1m2bFmlFu16//332bRpEwsXLnR3Sv3f//0fa9asYdWqVaiqSkxMDJqmeQwpnDp1KpdeeinDhw8HjM6gSZMm8cYbb+Dt7c3ixYvJzMxk2rRp7mNWr17Nli1beOmllwBYtWoV8fHxHiNuynqtsj7++BPuuOOf7vrDDz9w+eWX8+9//4dBg25CVdWzzofPSs/D19+O5tLQdB2z2YTL5cJkOnvNy83H7rBVaw6+5tIwSZZkSZZkSdZ5yWpo1yNZtZ91+pp7p3+JV7IeTkX0jBOo/oFoSYdRg1ugZ6ah+DU+a9XSjqPYvVHsDvR8J4rN66xVO3YINSS8wWRd0NdT3OmjJcajn0jC1KUfRR+/gfmOce5aX3x/xeN1mn/lD/PPa57L5SI1NZWsrCwAfH19CQwMdH+hfq6qvSbO3XffzZ49e1i7di0nTpyokcYIIWDOnDksWLCAFi1aeEyPOtNPP/3EM888w7hx4xg5ciQffPABqamp7u2DBg3itddeY9asWXz22WckJSW5t91444188sknPPPMM6xbt46EhAT3toSEBHbs2MHIkSPdj8mTJwPGGj4RERF07tyZRx99lJdeeon//ve/ZGdnl9vOxMRE2rZt6/GBpF27djidTtLS0tyvhYeHexwXEBDgXlcG4LfffqN9+/Z4e3u7z9uuXTuPY9q1a8exY8fc88urq+R9P7PWpLycfNYs/AaAAmdRpape3OX+fx8YQ3C3/XKw0jU3J1+yJEuyJEuyzlNWQ7seyar9rJLPSYqi8Mf3+wE4lpCGoioc3H3MCHUVla45GSiNmqAXFRq/8Kclg4+/sYbOWarSKMBzrZaKalY6eoETpVkYemF+/c+60K8nNxtsdvScTCjIQ2kWhpZ0CCW8tbuKC5fJZCIoKIg2bdrQpk0bgoKCaqwDB86hE+exxx7jxIkTfPrpp0yYMIFhw4YxevToUg8hRNmCg4NRFIWjR496vB4UFERwcDBWq7XcY/fu3cvixYvp3r07Tz75JPPnz+f222/36GyIiorixRdfpHv37uzYsYNHHnnEfYvyq6++miVLlnDllVdy6NAhnnzySdavXw8Yi2317NmTBQsWeDwWL15Mhw4dUFWVadOmMXXqVJo3b86GDRuYPHkyKSkp5/R+lDW1SddPDRT87bff6NWr1zllVNamTZtwuVzExcWh6zpxcXFomkbjxk3cVdd1mjULwul0EhQU5F4TqKTNJT8LV5HmUbMzcgHIPJmLSzP2/f7fOypVfyiusf/aBkBo8TDuytS1SzZKlmRJlmRJ1nnKamjXI1m1n3V6J073K9ugKAohLRujKAqRHUJQVBVM5tLVx7hJg2K2oJhMKAHNjG1ejrNXkxkloKlx/NlqkyAUq5eRYbHV/6wL/Xrs3ih+AeDwRW3VASWoOUqz5qid+6Ft/RG1cz/qE01X6vTR0FS7E6dv37787W9/o3///vTv358rrriCvn37lnoIIcrm6+tLly5d2LBhQ4WLApclLi6Opk2b8s9//pPWrVsTEhLiMQqnRGhoKDfffDPTpk2jT58+fPvtt+5tgYGBXHfddTz66KPccsstfPONMSqkVatWHDlyhKZNmxIcHOzxKFk3R1EU2rdvT1RUFPPnz8dsNrs7iM4UFhbG3r17PTpk4uLisNvtNG7cuFLX63Q62blzp0cnTlhYGHFxcaXel9DQUFS12v9pA6BfP+N/jB07dkTXdTp27EhiYiK9e/d019zcPCIjW7Fv3346d77UvbBxyaikkp9H+okcj3po33F37T2gLQBKcXMrW0uYLKZK15Kh2JIlWZIlWZJV+1kN7Xokq/azfvrKWPB460/7OXkim4wT2eQ7i8jKyCXfWYR2MhX9ZCp6UdFp9Ti6y2Xc7UhzoWsuXLt/N56npVRYtUP70HOyjEVzcytZszOMnOJa77Mu5Os5kWxk7duOnpEGuobruy/BZIbCQqOKi1a118QRQpy7pKQknnnmGXx8fBg8eDDh4eGoqsr+/ft59913ufLKKxk1ahTguSbOb7/9xosvvsikSZNo3bo1W7Zs4aOPPkLTNFatWkVBQQHvvvsu/fr1o1mzZpw4cYJly5bRt29fRowYwapVq+jWrRuhoaFkZ2ezYsUKAgMDefjhh0lLS+Pxxx+nY8eO3Hrrrfj4+JCUlMRPP/3E/fffz4EDB9i+fTtdu3alUaNG7Nu3jyVLlvDYY4/RvXv3UteYlpbGQw89xIABA7jhhhs4evQor776Ktdff717YeOYmBgiIiIYM2aM+7j58+fj7e3NxIkT+eWXX/joo4944YUX3NsPHjzI1KlTSy1sfM899zCgeB2gmlwTJyMjAz8/PzIzM/Hz8yMnJwdvb2/y8vKw2+3k5+fj5eWF0+n0rHkFeNmt7lrgLMTqZSEvJx+b3WLMf3dpqKZT1eXSMJ1Wz9yelZGLbyMH+c5CbF6WSlWz2YTJLFmSJVmSJVnnI6uhXY9knd+srPRcGjX2Pu0zQwF2LxVUE6ADinGnI1XFuHuyYkyvcuaC5jLuhFTCmQN2H+N11eSuevIRlJBwY8Fkm1f1akPLutCvR3Oh52ajOHzQc7NRm4VV6bNsXYr92xN1mt//x+frNL+mSReeEHUoODiY+fPn8+mnn/Lee+9x4sQJLBYLzZs355ZbbuH6668v87hevXoxaNAgVq5cSWFhIT169OCOO+7gww8/BEBVVbKysli6dCkZGRn4+vrSt29fd6eJpmmsWLGCtLQ07HY73bp1c09/bNy4MbNmzWLNmjXMnj2bwsJCmjZtSteuXVEUBbvdzu7du/nPf/5DXl4egYGBjBo1qswOnJLzTZ06lXfffZfHHnsMHx8fBg4cyB133FHp92nz5s2lplJFRkby8MMPs27dOj7++GMCAgKIiopyd+DUNF9fX3Rdd1eHw4Gu69jtdhRFcY9SKlXtVo9q9TLuNGH3trnPrZpUj2o6o5653beRAwBb8bkqWyVLsiRLsiTr/GU1tOuRrPOX5d/EB13XsdpKPjOcPsW+eGqIyejQURTVWKPF7m2si+MXgO7MRfFyGNWvMXpBPorNfqrmO43pOiazcYzDp3q1oWVd6NfjF4CemmysrZOaTH2i0/CmNNWlao/EiY2NrdR+/fv3r87phRACMFZ3HzduHE899RRt2rSps3YoiuXsO5Xhb40m1XBLhBBCCHGx+d8kuZGM8GR97p26bkKlbfzbk3WaP+DHeXWaX9OqPRJn+fLlldpPOnGEEOciOzubQYMG0bp167puihBCCCGEEKKKNFnApUZVuxNn6dKlpV7TNI3jx4/zf//3f6SmpjJx4sRzapwQQjRq1KhKU6+EEEIIIYQQoi6cbbCLoihYLBaaNGlCp06daNu2bZUzqt2J07Rp0zJfDwoK4tJLL2Xu3Lls2LCBe+65p7oRQgghhBBCCCGEEPXCzp07KSgoIDMzEwBvb28AcnKMO9X6+fmhaZr7jrbdunXjkUcewWazlX3CMqhn36V6evbsyc8//1xbpxdCCCGEEEIIIcQFTkep08f5NHXqVMxmM4MHD2bFihWsXLmSlStXsmLFCu68806sViuzZs3irbfe4o477mDr1q188MEHVcqotU6cpKQkCgsLa+v0QgghhBBCCCGEEBeMlStX0r17d+688058fHzcr/v4+DB48GC6du3KypUrcTgcREVFcfnll/PLL79UKaPa06l27dpV5uu5ubns2rWL9evX07t37+qeXgghhBBCCCGEEPXcxbSw8b59++jXr1+52yMiIvj+++/dzzt06MCvv/5apYxqd+LMmDGj3G2qqtKvXz/uvvvu6p5eCCGEEEIIIYQQot5wOBz8+eefXHfddWVu37p1Kw6Hw/3c6XRit9urlFHtTpxnn30WRSk9v8zHx4fAwECPhgkhhBBCCCGEEEI0ZFdffTUff/wxL774Itdddx3BwcGAsdzMV199xe+//+5x590//viDiIiIKmVUuxOnU6dO1T1UCCGEEEIIIYQQFwFNP7+LC9elwYMHU1BQwL///e9S06RUVeXmm29m8ODBABQUFNC/f39atmxZpYxqd+LcddddPPDAA1xxxRVlbv/pp59YtGhRlVdaFkIIIYQQQgghhKhvFEVhxIgR3HLLLWzfvp3U1FQAAgMD6dy5M40aNXLva7VaGTBgQJUzqt2JczaappU53UoIIYQQQgghhBAXh4toXWO3Ro0alTvg5VzVSidObm4uW7duxdfXtzZOL4QQQgghhBBCCHFBysvL4/jx4+Tk5KDrpbuxOnbsWO1zV6kT58MPP+Sjjz5yP1+yZAlLliwpd/8bb7yx2g0TQgghhBBCCCGEqC+ysrJYsWIFmzZtQtO0cvc7l2VnqtSJ06ZNG66//np0Xeerr76iS5cuhISElNrPy8uLyMhI+vTpU+2GCSFEfdCsUd8Ktx9Sd5+nlgghhBCioTIFNK/rJghRbRfTwsavvfYav//+OzfeeCPt27fHx8enxjOq1InTvXt3unfvDkB+fj7XXnstl1xySY03SgghhBBCCCGEEKI++fPPPxk0aBAjRoyotYxqr4kzYcKEmmyHEEIIIYQQQgghGpjyJxU1PDabjaZNm9ZqhlrdA7dv384XX3zh8dr//vc/xo8fz7hx41i1alWFc8CEEEIIIYQQQgghGoorr7ySX3/9tVYzqj0S58MPPyQwMND9/NChQ7zxxhuEh4cTHBzM+vXr8ff35x//+EdNtFMIIYQQQgghhBDigtWvXz927drF7Nmzueaaa2jSpAmqWnrsTGRkZLUzqt2Jk5iYSN++pxb0/O6777Db7cycORObzcbrr7/Od999J504QgghhBBCCCHERUq/iBY2fvbZZ93/vm3btnL3O293pzqd0+nEbre7n2/dupVu3bphs9kA405W33//fbUbJoQQQgghhBBCCFFfjB8/vtYzqt2JExgYyIEDBxg4cCBJSUkcPnyYm2++2b09Ozsbi8VSI40UQgghhBBCCCFE/XMxrZQ7YMCAWs+odifOFVdcwUcffURaWhpHjhzB29ub3r17u7cfPHiQkJCQGmmkEEIIIYQQQgghxMWu2p04//znPykqKuKPP/4gMDCQCRMm4O3tDRijcHbu3MlNN91UYw0VQgghhBBCCCGEuFAsX74cRVG47777UFWV5cuXn/UYRVHOadpVtTtxTCYTQ4cOZejQoaW2+fj48MYbb1S7UUIIIYQQQgghhKj/NL2uW1B7du7ciaIoaJqGqqrs3LnzrMcoyrkt9FztTpzTnTx5koyMDIKDg/Hy8qqJUwpxUdu5cyczZszgrbfeco9wO1+WLVtGTk4Ojz/+eI2cb+PGjaxatYpVq1bVyPlSUlKYNGkS8+fPJyIiosx9oqKiePTRR+nTp0+NZAohhBBCCCHEmZYtW1bh89pwTp04mzdvZs2aNRw7dgyAZ555hksvvZTMzEyee+457rzzTvklSjQoy5YtIzY2lmHDhvGPf/zD/fqvv/7KCy+8wLp16+qucTUkOjoaXa/f3eWvv/56jXd+OZ3ZqKrq7mXXNA2z2YyqqHBGZ3pVetdr5L3WKdWGWiNZkiVZknWxZzW065GsCyLrXL+ZFw2XruvgKgJFBV07VesR/bz9Jbw4qNU98LfffuOFF17A19eXwYMHe2zz8/OjcePGbNy48VzbJ8QFx2Kx8Pnnn5OdnV3XTakVDofjvI/+qWn+/v41fne8+Ph4zGazuyYnJ6OqKhmZWQDk5xcAkJOTh67r7ofL5ULTNHRdd9fTHwCaZvyPWC8ea5qTkwdAYWFRhTXfaWRW5f+LkiVZkiVZklW9rIZ2PZJ1YWW5ilzGZwWX8VkhKzMHXdfJzDCq7sz1rLqOrpf+XOF+LTezuGZXWLUTScbzosJK1gJ09+cZyaqtrJJzaqlHjT8nJ5NBVT2ruCDl5eWRmprq8VpaWhoffPABq1evZv/+/eecUe2ROB9//DEdO3Zk+vTpZGVl8eGHH3psb9u2LV9//fU5N1CIC03nzp1JTk7ms88+Y8SIEeXut2fPHt577z0OHDiAn58fvXv3ZtiwYe4ph4WFhXzwwQf8+OOPZGRk0KRJE26//XYGDhxY6lz5+fm8+OKL5OXl8eSTT1a7k2XdunVs3ryZ6667jk8++YSsrCx69OjB/fffj8PhAEpPp4qJiSE8PByr1co333yD2Wzm2muvJSoqyn3enJwc1qxZw+bNm8nNzSU4OJhhw4bRs2dP9z5bt27l7bffJjU1lfbt2zNhwgQCAgLKbGd2djYrV67kzz//xOl0ut+bq666qtS+mqbx6quvsnfvXqZNm0ZgYKDHdKqS6VdTpkxhw4YN7Nu3j5CQEMaNG0fbtm0r/d45HA5ycnLctUmTQFwuFzarFZdLc38Ii9vzF917dCA19SSBgQHk5eZjd9goKnJhNps8RvKoqkpebj4WiwlVVXG5XJhVMwoKuq5jMqkV1sKiImxYKSwswmIxuz9Mms3mUjmapqEooLk0yZIsyZIsyapGVkO7Hsm6sLLy8wvxslvR0dE1HavNQmFhEapJMc6rqqC5QFWB4pEZKMa/FzjBy8cYnaFpxj65WeDlDapivF5OVUwquApBUSpXCwuM3yBVVbJqMUsxqZCfi2I2G9ViLV3FBem1117j+PHjzJ49G4Dc3Fyefvpp0tLSUBSF9evX89RTT9GpU6dqZ1R7JM6hQ4e47LLLyt3eqFEjMjMzq3t6IS5YqqoydOhQ1q9fz4kTJ8rcJykpidmzZ9O3b19eeOEFJk+eTFxcHCtXrnTvs3TpUn788Ueio6NZuHAh9957b5lrSuXk5PDcc8+h6zrTpk0751EySUlJ/PzzzzzxxBM89dRTxMfH8+abb1Z4TGxsLDabjTlz5jBixAg+/vhjtm3bBhidKHPmzCEuLo4HHniAl156iWHDhqGqp/7zkp+fz7/+9S8mTZrEjBkzSE1N5d133y0374MPPuDIkSM89dRTLFy4kHvuuQdfX99S+xUWFvLSSy+RkJDAzJkzCQwMLPeca9eu5ZZbbmH+/PmEhISwaNEiXC7X2d4ut7CwMDZv/t1dHQ47Bw/+hZfdxqGEo3jZbZw8mcklbVuiKAo+Pg4URcHu8EJRjA9giqJQVPzBzlVkfAN3KOEYZovxIa+kOry9AKX4PSy/FhUa7S/IL3RXi8VMdlYOJpNaqp44kSFZkiVZkiVZ1cxqaNcjWRdOlq7reNmtKIpxTlVVsVgsWCxm7HYbFosZLDZQTUZFAZMFTGaj2n2NDgLVBGaLUZuEgqKCzVFxbdTU2F81n3qYLOVXL+9TGZJVe1mNmhrb/ALRU46Ab2P0Y3951PpE0+v2cT7FxcXRo0cP9/Pvv/+ekydPMmvWLN566y3Cw8P55JNPzimj2p04NpsNp9NZ7vbk5GR8fHyqe3ohLmh9+vQhIiKi3DVwPvvsM6688koGDRpESEgI7dq1Izo6mtjYWAoKCjh69Cg///wz48ePp0+fPgQFBdG5c2cuv/xyj/Okp6cTExODv78/TzzxBDab7ZzbXlhYyKRJk4iIiKBjx47cfffd/Pjjj6Snp5d7TMuWLRk8eDAhISH079+fyMhItm/fDsD27dvZv38/U6ZMoUuXLgQFBdGzZ0+6d+/uPt7lcjFu3Dhat25NZGQkN9xwg/v4sqSmphIREUHr1q1p1qwZXbp0oVevXh77OJ1O5s2bR2ZmJtOnT8fPz6/C677lllvo0aMHoaGhREVFcfz4cZKSkirxjhlUVSUt7YS7KopCevpJo57MQlEUMtKzsNuNThur1YKiKJhMxocxb287iqJg87IZ223G9vYdWxXvZ0JRlNMenLUGNPYzOox8HR7Vr5FPmbVZs8aSJVmSJVmSVc2shnY9knXhZJV8zgBOe25Uk8mEruvu18usrqLiTyu6Zy15/Wy1eGoXWvGXW/nFv+MV5Jeu+hkZklV7WTqgKCjBLY2Onux0zyouSJmZmTRufKqT7bfffqN9+/a0bdsWu91O//79iY+PP6eManfidOrUidjY2DK/yU5PT+ebb76ha9eu59Q4IS5kw4cPJzY2liNHjpTalpCQwMaNGxk5cqT7MXv2bHRdJyUlhfj4eFRVpWPHjhVmPPfccwQFBfHwww9jNpc/+/H777/3yNq9e3e5+wYGBnr8h6Vt27bous7Ro0fLPSY8PNzjeUBAABkZGYCxVkyTJk0IDQ0t93ibzUZwcLDH8RWN1Lvuuuv46aefeOyxx1i9ejVxcXGl9lm0aBFOp5Np06a5p4JV5PRr8Pf3B3Bfw5mKiorKrNWhF/+POjPDWEMpJ9uYX5/vNP5nHv/XUY8M9xx5nbNWZ55xjpL1eEpqVlZumfVkWqZkSZZkSZZkVTOroV2PZF1YWekns9zn0nXj84Ou67hcRju0NONGMlq28dlFyymu6SlgMkHJqsp6SdWM0TlQ5aof2GrU1MTSVTk9Q7JqNatkVLupRm4oXad0lDp9nE/e3t7uL8cLCgrYs2cPXbp0cW9XVZWCgoJzyqh2J87QoUNJS0tj6tSp7rVvtm7dytq1a5kyZQoAd9555zk1TogLWceOHenatSvvvfdeqW1Op5NrrrmGBQsWeDwWL15McHAwVmvl5rF2796d3bt3l9lRdLpevXp55LRu3bpa11SesjqQSjonKnMtJlPpbwtKji9L9+7dWb58OYMGDSItLY2ZM2fyzjvvlNrn0KFD7N2796z54HkNJd9eldeGTZs24XK5iIuLQ9d14uLi0DSNxo2buKuu6/j7Bxg1wBdd12nk70tentOYH19QZNRCo6adyEDXddTi+fNa8Qe0Y0eOG6+rqkdNT886a7V5WdF1HavV4q6apuPtbUfXS1e/Rt6SJVmSJVmSVc2shnY9knXhZSUnncDmZSU5yZiufyg+CVVVOBSfhOIfBPl5KN5+gI5i9wVdQ/ELhIwTgGKMAil5FBZAUYHRSVDV6jCmsBtZZ9SiQs8cyTp/WT7+xr4lVVyQ2rZty1dffcWvv/7KqlWrKCgooHfv3u7tx44d8/hCvTqq3YkTGhrKzJkz8fX15YMPPgDgX//6F59++inh4eHMmDGDZs2anVPjhLjQDR8+nN9//71UR0KrVq1ITEwkODi41MNsNhMeHo6u6+zateus5+/fvz8zZ86ssCPHbrd7ZFTUsZKamkpaWpr7+d69e1EUpcKRNBVp2bIlJ06cqHAkT3X4+fkxYMAAHnzwQcaMGcM333zjsf26665j2LBhPP/882d9H6uqX79+gNFRp+s6HTt2JDExkd69e7prbm4ekZGtcOblE94yFGdePgEBfuzbm4Cu6x53rNB1nZCwpug62GzGXbOsVgs52Xl06d4Wl0tDURR3LSwsws/Pu/h9KL/q+qk7XJXUrMwcFMXIPbMaCyhKlmRJlmRJVnWyGtr1SNaFlZWfX0BAY+NLoYDGRgdAQYGxxk5+fgEogMUK7ik4pynuMEBRjV/uFRU94zhY7eDMqXJVQloZnQbefqWrorgzJOv8ZikhrSArzV3FhWnEiBGYTCZefPFFvvnmG26++WZatGgBGKPufvnlFzp06HBOGec0NqtFixY888wzZGdnk5Rk3AYtKCjorGtTCNFQhIeHc+WVV7J+/XqP12+77TaefvppVqxYwdVXX43NZuPIkSNs27aNsWPH0qxZM/r3788rr7xCdHQ0ERERHD9+nIyMjFLr4owaNQpN05gxYwYxMTGEhYWdU5stFgvLli1j5MiR5OXl8dZbb3HZZZe5pxhVVceOHenYsSMvvvgio0ePJjg4mMTERBRFoVu3btU65wcffEBkZCQtWrSgsLCQ33//vczrvvHGG9E0jXnz5vHUU0/Rvn37auWd6fSRQyWjdvz8/PD29sblcuHt7U1OTg4mkwnNpGEyqWA1/nPauUtbFEXBt/jDnY+vg4L8QuMuEwWFWKxGJ46qKji8jfVzSj7wlcx/V1XlrHfCMJlUdE1HUT3nxvs1MnJtXtYy6+kZkiVZkiVZklWFrIZ2PZJ1QWU1CfQ37mLp0rDZjH0uaWdMBW/bviXGzqeNbFbc/yhe7Bijc6D435XA5sZrXt4VV5vDs5qtxZ1Fxf+ua0ZFL36un5reI1m1l3XmOVXV4zU96+R5niR0bs734sJ1KTg4mJdffpkjR47gcDg8Brbk5+dz991307Jly3PKqHInTmpqKqqquocAFRQUsHHjRvf2krUrGjduXOqXUSEaoqioKH766SeP11q2bElMTAxr167l2WefRdd1goODPe7ods899/D++++zYsUKsrKyCAwM5Pbbby8zY8yYMWiaxsyZM5k+fXq1R82A8R+Wvn37MnfuXLKzs+nZsyf33HNPtc8HMGXKFN555x33OjXBwcEMHz682uczm8289957HD9+HKvVSvv27Zk8eXKZ+w4aNAhd15k7dy5PPfUU7dq1q3ZuRXx9jW/HSqrD4UDXdXenTEnHj8Vi/GdVURSKioowm81YrGYURcFsMXt02pS3SGHJuSpcxBDcHxirQrIkS7IkS7KqmdXQrkeyLqgss9nIUk3VnihxZkDlasm6KyX1zFtXKyXtOeM4yardrNPPqetgs3tUJSCo9DlEjfjqq6/46quvOH78OADNmzfnzjvv9Lhpy9mYzWYiIiJKvW632z2mVlWXopf8NlEJhw4d4vHHH2fMmDHccMMNAGRlZZX5C6Cqqjz//POlFkQVQtSddevWsXnzZhYsWFDXTal3FMVS5uvNGvWt8DibKnfpE0IIIcS5+evp5nXdBHGBMU15s66bUGnv93i2TvOHbplZ6X1/++03VFUlJCQEXdeJjY3liy++YP78+e5pURWJj4/nyJEjXHHFFe7Xtm7dyqeffkphYSFXXHEFN910U7Wuo0SVRuJ8/fXXNG3alOuuu67UtgceeMD9Dbiu68TExPD1118zduzYc2qgEEIIIYQQQgghRG3r1auXx/OhQ4fy1VdfsW/fvkp14qxevRqr1eruxElJSeGFF17A19eXgIAA3n77baxWK9dcc02121il8Xo7d+6kT58+qGrpw/z9/WnatClNmzalWbNmXHHFFezcubPaDRNCCCGEEEIIIYSoC5qm8eOPP5Kfn0/btm0rdUxCQoLHOp2xsbHuWUpz5syhX79+7rt7V1eVRuIcP3681OKiJpOJli1b4uXl5fF6s2bN3PPIhBAXhqioKKKiouq6GUIIIYQQQoiLhF7HyzAXFhZSWFjo8ZrFYsFiKXu5hEOHDvH0009TWFiIl5cXjz76KM2bV25KY25uLr6+vu7nf/zxB126dHHf/KlLly5s3bq1ehdSrMoLG2ua5vHc4XAwf/78c2qEEEIIIYQQQgghRE379NNP+eijjzxeu/POO8v9cjs0NJQFCxaQm5vLL7/8wrJly5gxY0alOnL8/f1JTEwE4OTJkxw8eJABAwa4tzudTveC5tVVpU6cxo0bk5CQUKl9ExIS3HewEkIIIYQQQgghxMWnrm8xfvvtt3PzzTd7vFbeKBww7i4VHBwMQGRkJAcOHOA///kP995771mzevfuzfr16ykoKGD//v1YLBb69Onj3p6QkEBQ0LndXaxKa+J06dKFH374gYyMjAr3y8jI4IcffqBLly7n1DghhBBCCCGEEEKI6rJYLDgcDo9HRZ04Z9I0rdR0rPIMGTKEvn378v3335ORkcGECRPw9/cHcI/sOdd+kiqNxLnlllvYuHEjM2fOZMKECbRu3brUPgcOHOCVV16hqKiIW2655ZwaJ4QQQgghhBBCCHE+vPfee3Tr1o3AwECcTic//PADu3bt4umnn67U8V5eXjz44IPlbnv11VexWq3n1MYqdeI0a9aMyZMns2jRIp566imCg4Np0aIFXl5eOJ1ODh8+TFJSElarlYceeohmzZqdU+OEEEIIIYQQQghRf2ln3+WCkZGRwbJlyzh58iQOh4OWLVvy9NNP18gsI1VVcTgc53yeKi9s3LNnTxYsWMDnn3/Oli1b2Lx5s3ubv78/AwcO5LbbbnPPIRNCCCGEEEIIIYS40I0fP75K+5csmPzPf/4TVVVLLaBcnjvvvLPKbStR5U4cgKCgIPeiPnl5eeTl5eHl5VUjvUpCCCGEEEIIIYRoGHS9bm8xXps+/PBDAP7xj3+gqqr7+dmc906c09ntdux2+7meRgghhBBCCCGEEKLe+OCDDyp8XhuqdHcqIYQQQgghhBBCCFE3znkkjhBCXMzMiq3C7U5XxnlqiRBCCCEaqqw/g+q6CeIC41/XDaiC+rSwcX0gnThCCCGEEEIIIYQQ1fD8889XaX9FUXj88cernSedOEIIIYQQQgghhKgVml7XLahdW7ZswWKx4O/vj66f/WIV5dwWepZOHCGEEEIIIYQQQohqaNy4MWlpafj6+nLFFVfwt7/9DX9//1rLk04cIYQQQgghhBBCiGp45ZVX2LVrFz/88AMff/wxq1evpmPHjlxxxRX069evxu/mLZ04QgghhBBCCCGEqBUNfDYVAB07dqRjx47cfffd/PHHH/zwww+sXLmSN998k+7du3PFFVfQs2dPLBbLOWdJJ44QQgghhBBCCCHEOTKbzfTu3ZvevXvjdDrZtGkTX3/9NQsXLmTw4MHceeed555RA+0UQgghhBBCCCGEKEXTz20h3/qosLCQrVu3snnzZv766y+sVivNmjWrkXNLJ44QQgghhBBCCCHEOdA0jW3btvHjjz+yefNm8vPz6dKlC/fddx99+vTBy8urRnKkE0cIIYQQQgghhBCiGuLi4vjhhx/45ZdfyMrK4pJLLmHo0KFcdtll+Pn51XiedOIIIYQQQgghhBCiVjT0hY2fffZZrFYr3bt3529/+xtNmzYFIDU1ldTU1DKPiYyMrHaedOII0cDt3LmTGTNm8NZbb+Ht7V3XzTnvLvbrF0IIIYQQQtSugoICNm3axKZNmyq1/wcffFDtLOnEEaKOLFu2jNjYWIYNG8Y//vEP9+u//vorL7zwAuvWrau7xl2gNm7cyKpVq1i1atV5z3Y6s1FVFU3T3NVsNqMqKpSxVpuu6yhK2Yu4lfe6EEIIIUR16boOuo6iqu7PIeVWlwvFZDr7fhXUhpZ1oV8Pev0dz6LV36ZXyvjx489rnnpe04QQHiwWC59//jnZ2dl13ZQ6VVRUVNdNOKv4+HjMZrO7Jicno6oqGZnGzy4/vwAAp9OoJR01ehn/wy0qKkLXdXfVNM2jHk1MQdd1Tp7MLLMeO3a8eH8dXddxubRS5zhbPVuGZEmWZEmWZElWTWU1tOupjayScyUkJKLrOhkZWei6Tnq6kaVlZ3vWvDyjOp3ouo6en2/8kl/82YLi85eqLpdRSz6juFxoeXnG8/z8ylWns2Fl1YPrcR06RMHPP4OuU7R7d73u0GmIBgwYUOXHuZBOHCHqUOfOnfH39+ezzz6rcL89e/bw7LPPMnz4cMaPH8/KlStxOp3u7YWFhaxevZrx48czbNgwHnjgAf73v/+Vea78/HzmzJnDM888Q05OTrXbHh8fz4wZMxg1ahSjR4/miSee4MCBAx5tjomJYcSIEURHRzN79mx3Z1VMTAwrVqxg1apVjB07ltmzZwPw5ZdfMmXKFEaOHMn48eN588033de5c+dOli9fTm5uLlFRUURFRblHK1Xm+g8ePMiTTz7JiBEjmDZtGkePHq3S9TocDnJycty1SZNAXC4XNqsFl0tDL/6KISvLeE/z8oz/WTudBRQWFHp8uHPm5btryf+gCwsLAcjNdeLtbQdAVZUy664d+wBIPJIEwNHEZHRdd5/jbLUyGZIlWZIlWZIlWTWV1dCupzaydu3Yh67rNA1sjK7r+Pg4KCp04e1tVMXLCzTtVLVYjGo2g6bhSkgAXadwyxbQdbSUlLLr8eOlniuqip6bC2Zzpaqend2gsi7o60lOhvx8KCoi77XXcR0+jGv/flyHDyMuXtKJI0QdUlWVoUOHsn79ek6cOFHmPklJScyePZu+ffvywgsvMHnyZOLi4li5cqV7n6VLl/Ljjz8SHR3NwoULuffee8u8hV1OTg7PPfccuq4zbdq0c1ojZsmSJTRu3Ji5c+cyb948/vGPf2AymQCjg2fWrFk0b96c5557jpkzZ9KzZ080TXMfHxsbi9lsZtasWYwbNw4wRq9ER0fz4osvMnHiRHbs2MHq1asBaNeuHWPGjMFut/P666/z+uuvc+utt1b6+teuXcuoUaOYN28eJpOJV155pUrXGxYWxubNv7urw2Hn4MG/8LLbOJxwDC+7jZMns/D1dQBgNhvvhcViwmK1kJWZg8mkciI1HW8fB8eOHsfbx0FhYRGKolBY6EJRFLZu2Y1fIx+SklLx8yu79unbFYDAwAB3Pf0cZ6uVyZAsyZIsyZIsyaqprIZ2PbWR1advV3KyczGbzeRk56IoCjm5xiiPkqoXf7F1ZnUdPYYaGgqKghoUBIqC4nBUqmKxoOfno9jtlas2G3h7N5ysC/x69KwssFrRTp7E3LEjppAQ9Lw8TCEh1CdaHT8aGunEEaKO9enTh4iIiHLXwPnss8+48sorGTRoECEhIbRr147o6GhiY2MpKCjg6NGj/Pzzz4wfP54+ffoQFBRE586dufzyyz3Ok56eTkxMDP7+/jzxxBPYbLZzandqaiqdO3cmLCyMkJAQLrvsMiIiIgD4/PPPiYyM5J577iEiIoIWLVpwww03eNxiLyQkhBEjRhAaGkpoaCgAgwYN4tJLL6VZs2ZceumlDBkyhJ9//hkAs9mMw+FAURT8/f3x9/fHy8ur0tc/ZMgQOnbsSPPmzbntttuIi4ujoKCg0terqippaSfcVVEU0tNPFtdMFEUhMz0Ls9mMoihYLCXVgqIoNPL3RVEUmgU1QVEUmrcIRlEUbDYriqLg7W1HURQ0XUNRFJKPHS+zHjl0DF8/bxRFwe7wcldVVd3nOFs9W4ZkSZZkSZZkSVZNZTW066mNrNPPZbUZnxtUVcVsNmGxmDGbTShmM4qp7GoKC0Up7hwwFX8WU4o/c1VYdR21SRMUX1+j48BuP3s1mYzRQA0l6wK/HlObNgBYevTA+4nHwWLB6667wGKp9GdY0fBIJ44QF4Dhw4cTGxvLkSNHSm1LSEhg48aNjBw50v2YPXs2uq6TkpJCfHw8qqrSsWPHCjOee+45goKCePjhhzGby1/T/Pvvv/fI2r17d5n7DRo0iNdee41Zs2bx2WefkZSU5N4WHx9P586dK2xPq1atSr22bds2Zs6cyX333ceoUaNYsmQJWVlZ5BfPIy5LZa+/ZcuW7n8PCDC+McvMzCxz35I1es6slaEoxhBrrXh6Vcnoo6wsYyrZybQMABIPG+9XybSrjPQsAFqEG9+s+DduVGZtHBhAXp7xzVu+M9+jlpzjbPVsGZIlWZIlWZIlWTWV1dCupzaymgYFous6x1NPetTU1HSP6srM9Kzp6cZaK0VF6BnG54vCnbsAcBWP8C63pqSAolAUH2+sr+JynbXqWUa79eLp+PU964K+nuPHjWlyiYnGOji7dpH/ry8hP5+Cn342pliJi5Z04ghxAejYsSNdu3blvffeK7XN6XRyzTXXsGDBAo/H4sWLCQ4Oxmq1Viqje/fu7N69u8yOotP16tXLI6d169Zl7hcVFcWLL75I9+7d2bFjB4888gi//vorQKXadOZ0p5SUFJ5//nnCw8OZMmUK8+bNY+zYsUDFnSiVvf6SqV5wekdL2QMsN23ahMvlIi4uDl3XiYuLQ9M0Gjdu4q66ruPvH1Bc/dB1HT9/X6BkMWNjkcOSBQ+9vb2NfRr5oOs6waFN0XUdq9Xi/oCmaTphYUHoevk1PDyEhPijxoe84yc9alpaeoW1shmSJVmSJVmSJVk1ldXQrqc2spo3D0JRFCIiwjxqy5YhHtXUtKlnDQpCsdlQrFZUf38URcHSqaOxrUmTimuzZiiKgjkiAkVVjVEiZ6mqn58xSsjHp0FkXdDX07QpismEqUULFJMJc6dO2AbdRMGmX1H9fCnY9GulPv9eKHS9bh8NjXTiCHGBGD58OL///jt79+71eL1Vq1YkJiYSHBxc6mE2mwkPD0fXdXbt2nXW8/fv35+ZM2dW2JFjt9s9MirqJAkNDeXmm29m2rRp9OnTh2+//RYwRr1s3769CldvLDysaRqjRo2ibdu2hIaGcvLkSY99zGZzqY6Xyl5/VfTr1w8wOtd0Xadjx44kJibSu3dPd83NzSMyshXOvHxatAzBmZdPQICv+y5Vp4/EyczMQlGMRY5VVeXkyUxU1fjPr6oq6DoEhwSSkZ6J2WwiIz2rwvrXQePnV+Ryuauu64SGBaHrlFurkiFZkiVZkiVZklVTWQ3temo6y2RS+T72NwB+37wDgOzsXDRN4+TJDDRNQ8vKgjKq6/hxCnfvxpWcjOvkSVwpKWi5uei5ucYdrCpRXampaOnp6AUFFdf8fFwnT7prvc+60K+neCFkLScHPTOTrGnPgKoYi1kXL64tLk6KrjfEvikhLnzLli0jJyeHxx9/3P3a0qVL+fnnnyksLHSvkZOQkMDTTz/NVVddxdVXX43NZuPIkSNs27bNPVJl+fLlbN++nejoaCIiIjh+/DgZGRlcfvnl7Ny5kxkzZvDWW2/h7e3NqlWr+PHHH4mJiSEsLKxabS8oKODdd9+lX79+NGvWjBMnTrBs2TL69u3LiBEjOHr0KI8++igDBw7k2muvxWw2s3PnTvr164efnx8xMTFEREQwZswY9znj4+N5/PHHGTNmDD179iQuLo733nuPtLQ0d9vj4uJ45plneOaZZ2jZsiU2mw2bzVal6z89a+nSpTRr1qxS15yRkYGfnx+ZmZn4+fmRk5ODt7c3hQWFWKwWXC4XJpMJl0vDZKq4f1zTNFRVRdd1FEWhsLAIi8V82jkqroWFRcb8eEVxnyM/vxCbzUJBQSFWq8V9zjNrZTMkS7IkS7IkS7JqKquhXU9tZBUWFmEyqRQUFGG1mtFcGlnZufj4OMjOziXAzxvd6UTx8jKqw2EslquqaJmZqAEBYDKh5+UZ668UFRl3RMrJRfF2QGGhsRBvbq5xbMm5srJRHMZ6LWgaqGqla0PLutCvB82F4ufnfk1R6894jMWXzqzT/Ad3PFun+TWt/vzkhbgIREVFcWa/asuWLYmJieHYsWM8++yzPP7446xbt869rgvAPffcQ79+/VixYgWTJ0/mtddeK3cdmTFjxnDZZZcxc+bMKt9mu4SqqmRlZbF06VIeeughFi5cSPfu3YmKigKMETrTpk0jISGBp556imnTprF582ZOn9J0poiICEaNGsXnn3/OlClT+P777xk2bJjHPu3atePaa6/l5Zdf5p577uHzzz+v8vVXl6+vL7quu6vD4UDXdSxWY2G5kms7WwcOGO+foijuh9lsRtf1SldrcaaiKBQVGXe4sFrPWFDZ7FmrmiFZkiVZkiVZklVTWQ3temojy2o1FjS2223s3nUQi9VCfn4B1uKqmM3ohYWnqqoatxm3WlEDA42OBDA6BgDMxvqHirdx18yShXAVh/FcKb7BheLr4z6Wkk6BStaGlnWhX4/SqJHHYsni4iUjcYQQohIUpey7AIT6/73C4wq13NpojhBCCCEuIntva1vXTRAXGP933q7rJlSajMSpWeXfokYIIYQQQgghhBDiHMiwkZol06mEEEIIIYQQQggh6gEZiSOEEEIIIYQQQohaoZ19F1EFMhJHCCGEEEIIIYQQoh6QThwhhBBCCCGEEEKIekCmUwkhhBBCCCGEEKJWaLKwcY2SkThCCCGEEEIIIYQQ9YCMxBFCCCGEEEIIIUStkIE4NUtG4gghhBBCCCGEEELUA9KJI4QQQgghhBBCCFEPyHQqIYQQQgghhBBC1ApZ2LhmyUgcIYQQQgghhBBCiHpARuIIIYQQQgghhBCiVugyEqdGSSeOEEKcg6Pp31W4vaf/2PPUEiGEEEI0VH6zr6jrJgghLhAynUoIIYQQQgghhBCiHpCROEIIIYQQQgghhKgVWl03oIGRkThCCCGEEEIIIYQQ9YCMxBFCCCGEEEIIIUStkFuM1ywZiSOEEEIIIYQQQghRD0gnjhBCCCGEEEIIIUQ9INOphBBCCCGEEEIIUStkNlXNkpE4QgghhBBCCCGEEPWAjMQRQgghhBBCCCFErZCFjWuWjMQRQgghhBBCCCGEqAekE0eIMyxbtoz58+fX2Pk2btzImDFjqnTMzp07iYqKIicnp8baUVNiYmJYtWpVnbYhKiqKX3/9tdztEydO5N///vd5bJEQQgghhBBC1D6ZTiUuOsuWLSM2NhYAk8lEYGAg/fv35/bbb8dkMhEdHY2uy5i/0+3atYslS5bwyiuv1HVTKmXu3LnYbLYaPafTmY2qqmia5q5msxlFUVAUBQBFUdB1vdK1OsdUt0qWZEmWZEnW+ctqaNcjWbWflZSUxAsvvMDGjRvJyclx71ui03WxqKqK3W7H5XLhdDrRNK26H2tEPVLy58TbYSUnt+BU9X6JnJwcvL29ycnJwdfXl+zsbEaOHMnTTz9d1832oKPUdRMaFBmJIy5K3bp14/XXX2fx4sXccsstfPjhh3zxxRcAOBwOvL2967iFF5bNmzfTs2fPum5Gpfn5+dV4J058fDxms9ldk5OTUVWV9PR0APLy8gDIzMwEICMjA4DszDyPmpeT764lH77OXo0PcnpxLetcZdWsjFzJkizJkizJOk9ZDe16JOv8ZWVkZDB06FB0Xcdms3Fp++74+flxaYeu+Pn50TayEw89eD/+/v50aN8WLy8v+vTuitVqpUXzEBRFwcfbCwXw8baiAH6+XqiKgt3LgpfNjElVKvUwm1RCm/mhKODjsKIoxrlOP/eZVbJqPstsUmke7I+Pw0rr8ED8fGy0iwwioJHdXdu3b09AQIC7dunShfbt2yMaPunEERcls9mMv78/TZs25brrrqNz58789ttvQOnpVDExMaxcuZLVq1cTHR3NuHHjWLduncf5cnJyeP311xk3bhzDhw9nypQp/P777x77bN26lYcffpiRI0cye/ZsTp48Wen25ufnM2fOHJ555hlycnJISUkhKiqKTZs2MWPGDEaMGMFjjz3G3r17PY7bs2cPzz77LMOHD2f8+PGsXLkSp9Pp3l5YWMg777zDfffdx8iRI3nqqafYuXNnqfzffvuNXr16ldm2ypzjv//9L+PHj2fEiBEsWLCAL7/8ssIpZkVFRaxYsYJ7772X4cOHM2HCBD799NNy91+3bh333nsvCQkJQOnpVFFRUXzzzTcsWLCAESNG8OCDD7p/3pXlcDjIyclx1yZNAnG5XBw+fIT8/Hz27dsPGN+WwKlOnXxngUf9c9MBd921xWhvytGMs9R0AJKLa8yEtwH4bsO2CutP/93pfh6/N1myJEuyJEuyajGroV2PZJ2/rDfeeIMmjZsSEhJCSHAYVtWP5qHh2NQAmoeGc9MVo8k6tpWW4WF06dCcVhEtuLRdOJ0v7cD1A/vg7e2gZXgo3g4bLcOa4O2w0SIkAIfdSmR4IJ0uCaFpE1+aBHiftXbv1IIAf2+87TZaNm+Ct9041+nnPrNKVs1nde/Ugqsub0uHNiFc1rMV7SKD6dQ2hDYtm52qnTpxySWXuGvr1q3x9fXlQqTpdftoaGQ6lRCA1WolKyur3O2xsbHcfPPNzJkzh71797J8+XLat29Ply5d0DSNOXPm4HQ6eeCBBwgKCuLIkSOo6qk+0vz8fP71r38xadIkFEVhyZIlvPvuuzz44INnbVtOTg7z5s3Dy8uLadOmYbPZ3GvlrF27lpEjRxIcHMzatWtZtGgRixcvxmQykZSUxOzZsxkyZAjjx48nMzOTlStXsnLlSiZMmADAihUrSExMZPLkyQQEBPDrr78yZ84cXnjhBUJCQgA4fPgwmZmZXHrppWW272zn2LNnD2+88QbDhw+nV69ebN++nQ8++KDCa/7Pf/7Db7/9xsMPP0xgYCAnTpwgNTW11H66rvPWW2/x+++/M3PmTIKDg8s950cffcTw4cMZOXIk69evZ/HixSxfvhwfH5+z/gwAwsLCiI39nv79ryQ29nsGDPg7+/bt55JL2rBt23YuvbQTgPt8gYGBAPg39vWo4W2C3PXfa3+hc+9IvOwWgErXko6i3OJv+CpTvX29qpQhWZIlWZIlWdXPamjXI1m1m/W///2P3j378N5771FUVER+fgEmkwmXy4XJZGLvvmkUufIJ8A9g+45dKIrKH39sQzWZ+OOPbWi6zs7dBwHYufdYqWo2qRS5NBQFdJ0K64mTObg0HbNJZff+JHRdL/OcklW7Wbqu88euw1jNJkwm48+ZECVkJI64qOm6zrZt2/jzzz/L7aQAaNmyJYMHDyYkJIT+/fsTGRnJ9u3bAdi+fTv79+9nypQpdOnShaCgIHr27En37t3dx7tcLsaNG0fr1q2JjIzkhhtucB9fkfT0dGJiYvD39+eJJ54oNUXolltuoUePHoSGhhIVFcXx48dJSkoC4LPPPuPKK69k0KBBhISE0K5dO6Kjo4mNjaWgoIDU1FQ2btzIww8/TIcOHQgODubWW2+lffv2fPvtt+6MzZs307VrV8zm0n2+lTnHhg0b6N69O7feeiuhoaFcf/31dOvWrcLrTk1NJSQkhPbt29O0aVPat2/PFVdc4bGPpmksWbKE7du3M2vWrAo7cAD69+/PFVdcQXBwMEOHDsXpdLJ///4KjzmdqqqkpZ1wV0VRSElJxsvLi+Rko8KpD3Ql75fJrHpU30YOd007bnQcWr0sVaoDBnUFwMfXXulq97ZJlmRJlmRJ1nnKamjXI1m1m3X48GE++exjj3VuXK4iQMflKkIvtKLrkJ6RQUFBIUVFRehQXM8+zKDIZZyzZJmdiqrVYnYfo2m6e1tlSVbNZFktZjSXht3LyuY/E0hNy67aSUSDJp044qK0ZcsWRo4cyfDhw5k7dy6XXXYZgwcPLnf/8PBwj+cBAQHuNU/i4+Np0qQJoaGh5R5vs9k8OhkCAgLca6dU5LnnniMoKIiHH364zE6U09vl7+8PnFqLJSEhgY0bNzJy5Ej3Y/bs2ei6TkpKCocOHULTNB566CGPfXbt2kVycrL7vBVNparMOY4ePUqbNm08jjvz+ZkGDBhAfHw8kydPZuXKlfz555+l9nn77bfZt28fM2bMoHHjxhWeD4yOuBJeXl7Y7Xb3e3WmoqKiMmtN69jdaNPP3+ysVF295GsArr3d+Hn0v6lrpevHb30nWZIlWZIlWecpq6Fdj2TVbpau64SFtERVVZqHRmA2m/C2+6IoClaTAz8/X1RVxctmRVVVbFYLZrOJwCb+gILZbALAXPyF0Zk1sLGx1qOXzXLWqhaP+lDVU1VVlHLPLVm1k6WaFC6JDMJZUEibVs1ISSt/xkB9INOpapZ04oiLUqdOnViwYAGLFy9m9erVTJo0yT2SoixldaCU3DXAarWeNc9kMpV7fEW6d+/O7t27OXLkyFnbVTICpOS8TqeTa665hgULFng8Fi9eTHBwME6nE1VVef755z22L1y4kOjoaABOnjzJX3/9RY8ePcrMr8w5qiMyMpKlS5dy1113UVBQwMKFC3nxxRc99uncuTNpaWlldvCU5cyfwel3iTjTpk2bcLlcxMXFoes6cXFxaJpG48ZN3FXXdZo1C8LpdBIUFORea6jknCUdP64izaOWLG5YVFTETVF9Afj7DV0qVR3FQ7B//HpHleuw+6+WLMmSLMmS/ySm1QAAs5tJREFUrPOU1dCuR7JqN6tp06Z079HZXR1evrRp2xpdBx+HPyavInx9HGg67hrYxJ8W4REoCnhZzSiAl9VSZm0RHACAb/EooIpqQYELq8VUPKLEqHYvS7nnlqzaySoocNHI18ujClFCOnHERalkZExgYGCZHSxV0bJlS06cOMHRo0drqHWnDB8+nP79+zNz5sxyO3LK06pVKxITEwkODi71MJvNREREuO+IcOb2klE9v//+O+3atSt33ZjKnCM0NLTUtKUDBw6ctf0Oh4PLL7+c+++/n8mTJ7Np0yays7Pd23v16sVDDz3Eq6++yo8//lil9+Zs+vXrB0DHjh3RdZ2OHTuSmJhI79493TU3N4/IyFbs27efzp0vdS9sXNLGkjV80ou/OSmph/YbI5QaBXiTlmqMxipZ8LC8umbZfwG4a9wAAK647tIq149WxEqWZEmWZEnWecpqaNcjWbWb1aNHD7Zt3eWuf7uiH3t27cNq9sLkVYjN5E3jxoGYVMVde/TsQ+Lhv/Dz8SK/oAir1VxuTUzOwGRSyc7NP2u1Ws142SxG51BxbdrE56wZklWzWVarmcxsp0etz/Q6fjQ0il6Z4QBCNCDLli0jJyeHxx9/vFLbY2JiiIiI8Lib0vz58/H29mbixIkAzJgxg8zMTEaPHk1wcDCJiYkoikK3bt3YuHEjq1atYtWqVe7jf/31V1544YVSd7kqsXPnTmbMmMFbb72Ft7c3q1at4scffyQmJoawsDBSUlKYNGkS8+fPJyIiAjAWQI6Ojmb69Ol06tSJhIQEnn76aa666iquvvpqbDYbR44cYdu2bYwdOxaAxYsXExcXx6hRo2jVqhWZmZls376dli1b0qNHD+bNm8ell17KzTff7G7bme/H2c6xZ88epk+fzsiRI+nZsyc7duxg7dq1aJrGW2+9Veb1f/nll/j7+9OqVSsUReGLL75gy5YtvPrqq6iqSlRUFI8++ih9+vThl19+YcmSJTzwwAPuzpeJEydy0003MWjQIACP/UuMGTOGMWPGMGDAgDLbcKaMjAz8/PzIzMzEz8+PnJwcvL29ycvLw263k5+fj5eXF06n07Pm5eNlt7lrvrMQm5cFp7MAm82CoihomoaqquXW48dO0jQkgIy0HBo19nbXzPQc/PwrV3387BVmSJZkSZZkSVbNZTW065Gs2s3asWMHQ4cOZfDgwaxbt44unbvyx9YttGnThv3799OlSxd27NiOpunuBXRDgwM5mpSKr7eNrJx8HF4Wcp2FqCpoGqVqZZWc/3QWs4nCIhcmVcGl6dhsJvLzXZJVi1kl5zCZFDSXjsVionEjB5nZTvx8vMjMdtKhUxeSk5MJCgpy1/T0dFq0aMHkyZOxWCxnXcLgfJnWZlad5j+3/5k6za9p9btLT4gLxJQpU3jnnXdYtGgRTqeT4OBghg8fXmPnHzNmDJqmMXPmTKZPn17m9K4ztWzZkpiYGNauXcuzzz6LrusEBwdz2WWXufeZMGECn3zyCe+88w5paWn4+flxySWX0LNnT5xOJ9u3b6/wVuBnOwdA+/btGTduHB999BFr166la9euDBo0iA0bNpR7Ti8vL7744guOHTuGqqq0adOGqVOncvodv0r069fPvcixoij07dv3rO9Ndfj6+qLrurs6HA50Xcdut6Moins6Xqlqt3lUW/FChl5ep6bhlVxXebVpiDGEt1HxfOyS6udftSpZkiVZkiVZ5y+roV2PZNVeVpcuXVi6dCkvvfQSiqKwY+d2VFUlISEBVVXZvXs3ug4WiwWTyYTT6SQpJQ2ArJI7XzkLgVOdDWfWyirr6/3CImMqj6t4cZH8fJdk1XJWyTlcLuNfCgpdJKUao7pLfta///47gHu0fkk9cOAAGzduJCwsjP/9739Va7yoF2QkjhCiTJs2bWLt2rUsXLiwxs/96quvcvToUWbOnFnj564timKp1nE9/cfWcEuEEEIIcbH5ddsVdd0EcYFRW4yo6yZU2lOt63YkzpwDDWskjqyJI4Qok5eXV42NJvriiy+Ij48nKSmJ9evXExsbS//+/Wvk3EIIIYQQQghxsZDpVEKIMnXt2rXGzrV//36++OIL8vLyCAoKIjo6+v/Zu+/4qKr8jeOfaekJaZBGSUJNKIIoYgWx/sBdFTWKiBRFQVhdXYTFssAiomAXVFSK2BALdnctCIiuHVQSeichCYGQQMhMkpn7+2PIlSGFEBNC4vP2Na+vU+59zp3chJkz55zhggsuqLP9i4iIiIjIyclokssLNxx14ohIvbvrrrsaugkiIiIiIiKNnqZTiYiIiIiIiIg0AhqJIyIiIiIiIiL1wqPZVHVKI3FERERERERERBoBjcQRERERERERkXqhgTh1SyNxREREREREREQaAXXiiIiIiIiIiIg0AppOJSIiIiIiIiL1Qgsb1y2NxBERERERERERaQQ0EkdERERERERE6oWhkTh1SiNxREREREREREQaAY3EERH5A5IjLqv2/iBP0AlqiYiIiDRVlp/TG7oJcrJp1dANkIaiThwRERERERERqReehm5AE6PpVCIiIiIiIiIijYBG4oiIiIiIiIhIvdBXjNctjcQREREREREREWkE1IkjIiIiIiIiItIIaDqViIiIiIiIiNQLQ9Op6pRG4oiIiIiIiIiINAIaiSMiIiIiIiIi9UJfMV63NBJHRERERERERKQRUCeOiIiIiIiIiEgjoE4cOemNGTOGjz76yLyelpbG999/X+v95ebmkpaWxrZt2+qgdSe32bNnM2PGjIZuRo0ZhsGcOXMYPnz4n+ZnJCIiIiLSlBlGw16aGq2JI/Vq9uzZLF++HACbzUZ0dDR9+vThyiuvxGazNUiboqOjef755wkNDT2u7XJzcxk7diwzZswgMTGxfhr3J7d69WqWLVvG5MmTiYmJOe6fUX1yOg9itVrxeDxmtdvtWC1WsHgfY7FYMAyjxrU229S2KktZylKWsk5cVlM7HmXVb9asWbOYNWtWta9DOo2v4QsWaXL87FZKyjx0bhlO+q79v9eX1pOenk7nzp196gUXXMAzzzzT0M2WeqSROFLvunfvzvPPP89TTz3FX/7yF958803ef//9BmuP1WolPDy8yk4kwzBwu90nuFV/TFlZWUM34bhU1d6cnBwiIiLo2LFjtT+jhrBt2zbsdrtZc3JysFqtFBQcBKC42AWAy1UCwKEiJwBFB8qr9/7d2/YCsCerAI/bu8ybx3OM6vatOzfvASA/90C1NXvHPu/1PQdwK0tZylKWsuo1q6kdj7JObFa7du0YPnw4iYmJ3H/nTNLSriU+NoG0tGtpER3Htf/Xl9atW3Pt5f/nrX+5iPj4eAL8/fDzc2C1gL/dSkxYADaLhYggB8Axa7sWIVjxdhT4VFv1VVn1m9WuRQgOK3SKCwPDoGvLcDZlF/rWTZvo2rWrTz3ttNOQP2bJkiVMnDiRG2+8kZtvvpkZM2aQlZXV0M3yoU4cqXd2u53w8HCaN2/OxRdfTNeuXfnxxx8BmDx5MgsWLPB5/IwZM5g9e3at81avXs3999/PsGHDGDFiBA899BDZ2dnm/UdPp0pPTyctLY1Vq1YxYcIErr/+etatW1dhv2PHjgVg/PjxpKWlMXnyZMD7j+9bb73FqFGjuP7667n77rtZvXq1ud2jjz7K3LlzzesLFiwgLS2NzMxMwNuhMWTIEH799dfjav8333zDpEmTGDx4MCtXrsTj8fDSSy+Z273yyivmJz6VcTqdDB06lG+//dbn9u+//54hQ4ZQXFwMwI4dO5gyZQqDBw9mxIgRzJkzB6fTaT6+Jj/DMWPG8NZbbzFr1iyGDh3KnDlzKrRn9uzZzJs3j7y8PNLS0hgzZkyNng+AvXv38sQTTzB8+HCGDBnCP//5TzZu3Gje/8MPPzBhwgQGDx7M2LFjefPNN4+7oy4oKIiioiKzRkVF43a7yc7aS4mrlB1bvW0q73iyO7zVz99+uHqv52TuByBzax4rP04HYN3PO6uvq3zrc5M+BGD7xtxqa/bOfO/1Dbl884mylKUsZSmrPrOa2vEo68RmlZV4CA4OBo+V5hHxFOd7sGCjON+Dw+4gujSbIIeV6LAgghxWopqFkr9vL717dMZd5iYyvBn+Dhv7D5XQPCyA4lI3/nbrMeu+ohIiQvxwewzfalRdI0P8lVXPWfuKSmgbE0ZuoZPkFqFk5h8iqXmIb01KIjMz06zJycm0atWKk5GngS/HIyMjg0suuYRp06Zx33334Xa7eeCBB3ze/zQ0TaeSE87Pz48DBw7U2/6dTieXXXYZbdq0wel08sYbb/DII48wY8YMrNaq+y1fe+01hgwZQosWLQgJCalw/4MPPsg999zD/fffT6tWrbDbvb8+H3/8MR988AG33HILSUlJLF26lIcffpjHHnuMuLg4UlNT+fzzz839ZGRkEBoaSnp6OgkJCWzatImysjI6dux4XO1/9dVXufHGG0lKSsLhcPDBBx+wbNkyRo8eTUJCAh9++CE//PADnTt3rvR4AwICOOuss/jyyy/p3bu3efuyZcs444wzCAwMxOl0Mm3aNNq3b8/06dMpLCzkueeeY+7cuWYnS0198MEHXH311Vx99dWV3j98+HBiYmL44osvmD59unmsx3o+nE4nkydPJjIykgkTJhAeHs6WLVvMDqy1a9cya9Yshg8fTkpKCjk5OWYn0jXXXFPj9ickJLB8+Vf06XMuy5d/Rd++57Fx4ybaJLdmXcZ2OqS0Bo7oxLF7q83ue71Nxxiz/rh0AwCt2rc4rhrfJgqAfYc/4atJ7X52W2UpS1nKUtYJympqx6Oses76FrJzs5g3bx7FxcXcNWUY/v5+HCouZu/+XJxOJ8/lWvAYBhu37sBjeFi/ZRuGAcu/W4VhQF5+AeWyC4qpKVdZCRbAAPYe9I4mPlbNO+hSVj1nucpKKCguxWGzUuQqw99hw1Xm8a0uF/7+/maNj4+vcZulavfee6/P9TFjxnDzzTezZcsWUlNTG6hVvixGdR/Vi/xBs2fPpqioiPHjx2MYBr/99hsPP/wwl156KUOGDGHy5MkkJiYybNgwc5sZM2YQHBxsdhKMGTOG/v37M2DAAMC7sPG4cePo1atXjdpQWFjIzTffzCOPPELr1q0rrG2Tnp7OlClTuPvuuzn99NOr3E9Va+LceuutXHLJJQwcONC8beLEibRt25abb76ZHTt2cPfdd/PCCy9gtVq55ZZbuOqqq9i5cyd///vfeeedd1i1ahVTp049rvYPGzaM/v37+7RjwIAB/PWvfwXA7XYzduxYkpKSGD++8onUmzZt4r777uPZZ58lIiKCgoICRo0axf333292Pr366qs8++yzBAQEAPDzzz/z8MMPM2fOHMLDw2v8M0xMTOTuu++u9mf10Ucf8fHHH1c7Euvo5+Pzzz/n5ZdfZvbs2ZV2vk2dOpUuXbpw5ZVXmretWLGCV199tdIRQdV5++13uOqqgWZduXKltyPs0584/+KePmvmlJaW4XDYKSt1Y3fY8Lg9WG1W8/qR8+Ldbg82m/WY1XmohIAgv1rNwfe4DWz2Y2coS1nKUpay/nhWUzseZdVv1sqVX3HwYBH79+eTnZ3D8uXLyMzMJDIykvz8/Vw1cCCfff4ZBQUFhIWFsW/fPkpKSvDz86OkpASLBawGlHo82K0WyjwGfjYrJW7PMWugw2aO/nCVeYhtFkB2gROrBTwGFarNasGKRVn1nFW+z2B/O0WuMk5LiuS3nfvp3iaS1dv3eeuuA/To0YNVq1ZxwQUX4HK5CAsLo7Cw8KRbE2dUyykNmv/crkm13jY7O5vbb7/dfO9xMtB0Kql3P//8M0OGDGHw4MFMnz6dM88887hGQByv3bt388QTTzB27FiGDh1qdiTk5eVVu13btm2PO+vQoUPk5+fTqVMnn9s7duxoTpdq1aoVISEhZGRksG7dOpKSkujZsycZGRmAd2TOkb26NW1/cnJyhXa0a9fOvM1ms/k8pjLt2rWjVatW5uLTX331FdHR0aSkpACQmZlJYmKi2YED0KlTJwzDOO65obV5fuHYz8e2bdtITEystAOn/P633nqLIUOGmJc5c+aQn5+Py+WqdJvyNXuOrjXh8Xg7Z34fieP9M2uxWnyuGwYsfXsVACXO0hpVj+Hd96dv/ATAr99uqXEtX6NHWcpSlrKUVf9ZTe14lFW/WX369KFf3wsYPHgwt40aw81pd2MY0KPjOXg8HnZlFLHkYe+0/usv64vL5eLKi8/D5XKRdmlfLBYrHsBmsWBgEOCwYRgerBaOWcvcbm/ngsd7fd9BFynxYXgMiG0W4FPjwwOxAB48yqrnrPJ9lpSWYbXArzvyaR8bxm87j6jt2/Prr7/SqVMn/P39kaqVlpZy6NAhn0tpaekxt/N4PCxYsICOHTueNB04oE4cOQE6d+7MzJkzeeqpp3jllVcYO3as2Slw5Er95f7oosIPP/wwRUVF3HrrrUybNo0HH3wQOPYb8fr642exWEhJSSE9Pd3ssGndujWlpaXs2LGD9evX+3Ti1LT9R3as/BH9+vVj2bJlAHz55Zecf/75WCyWGm9f059hbZ/fYz0ffn5+1W7vdDpJS0tj5syZ5uXRRx/lqaeewuFwVLrNd999h9vtZv369RiGwfr16/F4PERGRpnVMAxatIjB5SolukU4Lpf3H4LSEm/N3Old7LB8Hvyew2vhHFlzdnn/f+VHa2pUvz5cl3/gXT+pfBh3TeobTy9TlrKUpSxlnaCspnY8yjqxWd3P6EhoQASBzSyEBkQQ3caPsKwfSIyNZEv2fgzD4O3/LMMwDBZ9vJSysjLcHg9uw8DtAWepm1KPd9TH8dYSt8HarEIAsgucPjVrfzFlHm+Gsk5sVonbYM2u/Rwqcf9e16zh0KFD/PLLLyxZsoQvvviCJUuWsHTpUlJTU9mxYwfitWTJEoYNG+ZzWbJkyTG3mzt3rjl74mSiThypd/7+/sTGxhIdHV3h24bCwsLIz883r3s8Hnbu3FnrrAMHDpCVlcXAgQPp2rUrLVu2pKioqNb7O1L5Gjjl3yIA3sVuIyIiKiyEvH79elq2bGleT01NJSMjw/z6P6vVSkpKCu+//77Peji1bX95OzZt2mTe5na72bJlyzG3Pffcc9mzZw8ff/wxu3btok+fPuZ9CQkJbNu2zWchr3Xr1mGxWMx5t3X9MzxSTZ6P1q1bs23bNg4ePFjpPpKTk8nKyiI2NrbCpao1ksrXCEpNTcUwDFJTU8nMzOT003ua9dChYpKTk9i+ZTcdU9uwfctuALKzvN8+tWWjdyTWzsOLGmb8vMOnrl21g/P+2g34fZROTWs52+HFk2tSLVZrpftSlrKUpSxl1X1WUzseZZ3YrFJPCfsP7KVZRDj7D+yleYsWFLnK2JmdR+tWrQgJCuCG664hKMCfyy/7P2xWK9FRkdgsFqJC/Ahw2GgR5o/VAtEhfsdVm4f6kxgdjNUCkcEOnxoV4mdmKOvEZjUP9Se5RQjtY0LN2rZtW9q3b0/79u3p2rUrXbt25YwzzqBXr168++67xMbGcrLwGA17ufLKK1mwYIHP5cilFiozd+5cfv75ZyZNmkRUVNQJeqZqRmviSL06ck2cynz22WcsXLiQO++8k5iYGD788EO++eYbevXqVas1cTweDyNHjqR79+5cc8015OXl8eqrr7J582Zzm6rWxJk/f773WwGq4Ha7GTp0KAMHDqRfv374+fkRFBTERx99xOLFi7n11ltJTEzkyy+/5MMPPzQXNgbvlJ4JEyZgt9uZO3cuAQEBfPTRR7z88su0bduWadOm1br95d59913ef/99Ro0aZS5s/M0339C5c+cqn/9yTz31FN9++y1dunThnnvuMW93uVzcfvvtdOjQgWuuuYbCwkLmzJlDp06dzJ9PbX6GVTl6TZyaPB9lZWX84x//IDw8nEGDBhEREcHWrVuJjIykQ4cOrF69mocffpiBAwfSu3dvLBYL27dvZ+fOnVx33XXVtudI5fPQCwsLCQsLo6ioiODgYJzFJQQE+lFaUoafvwOns4SAAD+KiooJDg7E5SzFP8BhPq7EVYqfv4MSVykWCzj8HOZ6OeX16Ln3R99/oKCY0Ga/77sm1W63YbNX3JeylKUsZSmr7rOa2vEoq36zZj4ykz59+vDhhx/SsWMnPnj/AzLWptOmTSI7dmynTetEMjN34Copxc/PAVjwuMtwewxsVgslpaWAxTtXG++aKx7DqHQ9lqOrw2ah1G1gt1kocxs0C7RzwFlmPsZigSM+v6xAWfWT5Ti8L4fdSpnbQ2yzQBx2Kx6PgdVqoUebKA6Et/d5bXpkPdnWxLklYUqD5j+fOanGjzUMg3nz5vH9998zefJk8/3cyUTfTiUN6vzzz2f79u3MmjULm83GgAEDqvw2pZqwWq3ccccdzJ8/n3/84x/Ex8czfPhw8+vA/wibzcbw4cN56623eOONN0hJSWHy5Mn83//9H4cOHWLhwoUUFBTQsmVLJkyY4PML37p1a4KCgoiPjzenQXXu3BmPx+NzvH+k/X/5y1/Yv38/s2fPxmq1cv7553P66adz6NChY27br18/Vq5cyfnnn+9zu7+/P/feey/z589n4sSJ+Pv7c8YZZzB06FDzMXX9MzxSTZ4Pu93Offfdx8KFC5k+fToej4eWLVty0003AdC9e3cmTJjA22+/zXvvvYfNZiMhIYF+/fodV1tCQ0MxDMOsQUFBGIZBQKAfFosFP3/v1KyAAO/0ruDgQAD8Aw7fHui9vfxx5RXAarP6VNtR9ej7Q5v57rumVVnKUpaylHXispra8Sir/rKys7MZN24ceXl55pR2u93Ozp07KC0tZeOmDeZ2xcVu84sUAH6fbP/75/Jlnt//v/x/q6qlbu//lB2uBcVlvtse4+N+ZdVPVqnboHzAV1SIP64yDwZQUubB7/D6io1JYxo1MnfuXFauXMn48eMJDAxk//79gHfmw7GWcThRNBJHRFixYgUvvfQSc+bMMaeNiS+LpfL1c5IjLqt2uwRPUn00R0RERP5Elr+khWvFl+Xy6Q3dhBob2cAjcV44jpE4aWlpld5+22230bdv3zpq0R+jd2sif2Iul4v8/HzeffddLrzwQnXgiIiIiIjIn9bixYsbugnHpHdsIn9i7733HkuWLCElJeWYi3uJiIiIiIgcL4/m/tQpdeKI/ImlpaVVOWRQRERERERETi7qxBERERERERGReqGROHWr8S1tLSIiIiIiIiLyJ6ROHBERERERERGRRkDTqURERERERESkXhhoPlVd0kgcEREREREREZFGQCNxRERERERERKReaGHjuqWROCIiIiIiIiIijYA6cUREREREREREGgFNpxIRERERERGRemFoOlWd0kgcEREREREREZFGQCNxRET+gC35H1Z7v39E2glqiYiIiDRVRmq/hm6CnGQsDd2A4+DRV4zXKY3EERERERERERFpBNSJIyIiIiIiIiLSCGg6lYiIiIiIiIjUCy1sXLc0EkdEREREREREpBHQSBwRERERERERqReehm5AE6OROCIiIiIiIiIijYA6cUREREREREREGgFNpxIRERERERGRemFoZeM6pZE4IiIiIiIiIiKNgEbiiIiIiIiIiEi98GggTp3SSByRejZmzBg++uij49pm8uTJLFiwoH4a9Aekp6eTlpZGUVFRg7Vh8eLF3H333VXev2zZMoYNG3biGiQiIiIiInKCaCSONDqFhYW88cYb/PzzzxQUFBAcHExiYiJXXXUVnTp1qtfstLQ0xo0bR69eveo152QzZcoUzjnnHGJjYxu6Kcd01lln0aNHjzrfr9N5EKvVisfjMavdbsdisWCxWACwWCwYhlGj6nF7sFgtx72N1Wat8ePN7Twes53KUpaylKWs+s1qasejrBOTlZ2dzSOPPMKyZcsoKirCMAzztYXVaqXXoPW43W6cTqd5H2itkT8LiwXsNhtujxub9XC1PY7b7cZms5nV4/GQkJDA6NGjGThwYEM3W+qJRuJIo/Poo4+ybds2xowZw5NPPsmECRNITU3l4MGDtdqfx+PB4/HUcSubjoMHD7Ju3Tp69uzZ0E2pET8/P5o1a1bn+922bRt2u92sOTk5WK1W9u/fD0BxcTHg7WQEKCgoAOBAYbFP3Zvrvf1QkbPG2eb56e0rIn/fAQAOHt5nVTV/r/dxRQeVpSxlKUtZ9Z3V1I5HWScuq6CggEGDBmEYBgEBAfQ8tRdhYWGcfdbZ3HHHHTRr1oyUjm0JCAig77lnERYWRvdunTEMg+ZR4QAEB/kDEBhQ8TN6m9XbYKul+hoeFgiAv5/NZ18Bh68fXZVVv1mRzYIAiIkOxTCgZWwzPJ7fa6tWrfB4PGZt27YthmFwzjnncN999/HVV19V2HdD8WA06KWpUSeONCpFRUWsXbuWwYMH06VLF5o3b067du248sorOe2003we9/zzzzNy5EgGDx7MP/7xD3766Sfg9+k2P/74I3feeSfXX389eXl5bNq0ialTp3LTTTcxdOhQJk2axJYtW8x9jhkzBoBHHnmEtLQ08zrAjz/+yMSJExk8eDA33XQTM2fO9Gm3y+XimWee4cYbb2T06NF8/vnnx3XcP//8M0OHDjX/GM+ePZsZM2bw/vvvc8sttzBixAhefPFFysrKzG1KS0tZuHAht956K0OGDOGee+4hPT3dZ7/r1q3jX//6F4MHD2b06NHMmzcPp9NZITs5OZnw8PBK23asfeTn5zN9+nQGDx7MmDFjWLly5TGnmKWnpzNx4kSGDBnCsGHDuP/++9mzZ0+lj83Ozmbs2LHMnTsXwzAqTKcqn361YsUKxowZw9ChQ3niiSfMTpeaCgoKoqioyKxRUdG43W527tyFy+Vi48ZNgPcTM/i9U8flLPGpxYdrfv5BnIf/33mo+pqbvR+AnN35APz0zXrvPl0l1dbyF5suZ4n5QlJZylKWspRVP1lN7XiUdeKyXnjhBWJaxBAXF0fLhJZERcbQMqE1Tz01i107dtOqVWtOSWlDUmIibdu2pV3btrjdZQQE+BMXF0tAgD9tk5OwWi1ENQvG38+O3WY1a3REMA67FbvdWmUNCfKjrMyD1WrBYbdjtVqwWW1YrRbsh68fXZVVf1khQX4EBjgICfLDbvPuu6TU7VNdLhchISFmjY6O5tJLL2XHjh1ccsklJ+XSDFI31IkjjUpAQAABAQF8//33lJaWVvoYj8fDgw8+yPr16/nb3/7GY489xvXXX4/V+vvp7nK5eO+99xg1ahSPPfYYzZo1w+l00qdPH/79738zbdo04uLimD59uvlmfPr06QDcdtttPP/88+b1n3/+mUceeYQePXrw8MMPc//999OuXTufNn344Ye0bduWGTNmcMkll/DCCy+QlZVVo2NeuXIlTz75JLfffjvnnnuueXt6ejo5OTlMmjSJMWPGsHz5cpYtW2beP3fuXDZu3Mjf//53Zs6cSe/evXnwwQfZvXs34O38mDZtGmeccQaPPPIIf//731m/fj3z5s3zyf/xxx99OsiOVJN9zJo1i/z8fCZPnsw//vEPPv/8c3OUSmXcbjczZ84kNTWVmTNn8sADD3DBBReYnSNH2r59O//6178455xzuOmmmyp9DEBOTg7ff/89EyZM4J///CcZGRm8++67VbahMgkJCfzww09mDQoKZMuWrbRv345ff/2N9u29P/OQkBAAoqOjAYiIDPWpLWLCzbohfScA27ZkV1ut5Z/+HK5J7eO8+4wKrXH99efNylKWspSlrBOU1dSOR1n1m7V06VJaJiTy2muvkZ6Rzn8/e5916zPo0/dc3nrnDbZv38bCNz5hTXo6cxe8zC+//sKva9bhcpX4VI/HYFdOAa6SMsrcHrPm7D1IaZmHklJ3lbXYWcrBQy6sFgsHD7kwDIODh1x4PFVXZdVfVrGzlMycAgzDICu3gG4d4ti9p9C37t5Nt27dzLp69WrOOeccn3qyMIyGvTQ16sSRRsVms3HbbbexfPlyc4TGa6+9xvbt283H/Pbbb2zatIl//OMfdOvWjZiYGHr27OmzTorb7eamm26iY8eOxMfH4+/vT5cuXTjvvPNISEigZcuW3HLLLZSUlJCRkQFAWFgY4B2RER4ebl5/5513OOuss0hLS6Nly5YkJiZy5ZVX+rS7R48eXHLJJcTGxnL55ZcTFhbGmjVrjnm8//nPf3jxxReZMGFChelMISEh3HTTTSQkJJjHV77PvLw8li1bxp133klKSgqxsbH89a9/pVOnTnz55ZcAvPvuu5x77rkMGDCAuLg4OnbsyPDhw1m+fDklJd5Ph0pLS1m9enWVnTjH2kdmZia//fYbt956K+3btyc5OZlRo0aZ+69McXExhw4domfPnsTGxtKyZUv69u1rdoqUW79+PZMnT+Yvf/kL1113XbXPo2EYjBkzhtatW5OSksJ5551Xo+f/SFarlX379prVYrGQm5tDQEAAOTneCr+PxLHbvcNjbXarT7U7bGbNy90PQEG+d5j1gYKiSqu/v59PDWsW7N2nzVbjuvdwVlUZylKWspSlrLrLamrHo6z6zdq5cyf/+e+HOJ1OPG7vqB23201cXByGYVBQUICrpISyslIMw6CszA38vh5OXayLExToPaayw/n1OQNFWccWfHhfEc2CMAwocpbi8RhEhgcfUT1ERUWZ9eDBg4SFhfnUo0fYS9OghY2l0enduzennnoq69atY8OGDaxevZr333+fUaNG0bdvX7Zt20ZUVBTx8fFV7sNut9OmTRuf2/bv38+iRYvIyMigoKAAj8dDSUkJeXl51bZn27ZtXHDBBdU+5sgsi8VCeHi4uXZKVb799lsKCgqYOnVqhZE9AC1btvQZXRQREcGOHTsA2LFjBx6PhzvuuMNnm7KyMnOkyPbt29m+fXuF+bKGYZCbm0vLli1Zs2YNzZo1o1WrVpW28Vj72L17NzabjaSkJPO+2NhYgoODqzzukJAQ+vbty7Rp0+jatSvdunXjzDPPJCIiwnxMXl4eDzzwANdddx0DBgyocl/lmjdvTmBgoHk9PDy82tFAZWVl2O32ClVERESkrhmGQZs2yWzfsYU2rb01NDSMoKAgLBYLAQEBOJ1O/P38KC1z0ywshLy9+QQF+nOo2GVWfz87rpIyrBbvVzqb1WrBc4zveLbZrGZ1H1642e32mPusqiqrfrLK93Xw8LS77Vn51WbLn4velUij5OfnR7du3ejWrRtXX301zz33HIsXL6Zv3774+fnVaPujp97Mnj2bgwcPMmzYMJo3b47D4eDee+/1WWemqn0dS/knMEc61mLKiYmJbN26lS+//JK2bdtWaO/R+yz/hgMAp9OJ1Wrl4Ycf9unoAcwRI06nkwsvvJD+/ftXyC4f9fLjjz9Wu6DxsfZRPnXreN1222383//9H6tXr+abb75h0aJF3HfffXTo0AHwjoqKjIzk66+/5vzzzycoKKja/VX3XFXmu+++o3fv3qxfv57U1FTWr19PSkoKkZHeTzsiI6MwDIMWLWJwOp3ExHhrUFCQ+S0TZWVlOBwO3GUe7A6bWctKvd8eUFbqJrpFOADNIrzDrEMPf6J3dD16bn1hQREt4iIqfCNBdTXqcFZVGcpSlrKUpay6y2pqx6Os+s1q3rw5iYlJHCo+QGJiEgeLCoiMiCYrK4uQ4BBKy0oJDQnGVVJC8+bRxDSPJG9vPsFBARwqdpnVz27DVVKGw27DVeo2a6C/g6LiqkdBAxw6fL9xuKOivJbvs6qqrPrLsli8+yyvVquFffuLjqhW9u7da9aQkBAKCwt9avnr/obWFBcXbkiaTiVNQsuWLXG5XIB31MvevXtrvOZMufXr1/N///d/nHrqqbRq1Qq73c6BAwd8HmOz2Sp0vrRp04bffvvtjx1AJWJjY5k0aRI//vhjhXVqjiUxMRGPx0NBQQGxsbE+l/IFipOSksjMzKxwf2xsLHa7HcMw+Omnnzj99NOrzDnWPuLj43G73Wzbts3cJjs7m6KiomMeQ1JSEldeeSUPPPAArVq1YuXKleZ9fn5+TJgwAYfDwbRp0457keJj6d27NwCpqakYhkFqaiqZmZmcfnpPsx46VExychIbN26ia9cu5sLG5d+SVj6Cq/ybK8prbs5+s3ZI9Y5wapMcU20t/+SnvG7d6O0cK/+2i5rUrqcmK0tZylKWsk5QVlM7HmXVb9app57K3r05Zm3dsi3ZObuJjY0lrFk4VquVyPBQbDY7PU7pRubuXPz9/di3/6BPPXjIhd1mNafzlNfyD66OXtPnyFrm9mCzWfEYhlkDAxw+a7wcXZVVf1llbg9BgX4+Na55GL9tzP69xsXx22+/mbV79+588803PlWaJnXiSKNy4MABpkyZwooVK9i+fTu5ubn873//47333jPXbUlNTSU1NZVHH32UX3/9ldzcXFatWnXMxb3i4uJYsWIFu3btYuPGjTz99NMVRtm0aNGCNWvWsH//fvPN+tVXX83XX3/N4sWL2bVrFzt27DjuRXOrEh8fz6RJk/juu++Oa4X5+Ph4zjnnHGbNmsV3331Hbm4umzZtYsmSJfz8888AXH755axfv565c+eybds2du/ezQ8//MDcuXMB2LJlCy6Xi06dOlWZc6x9JCQk0LVrV+bMmcOmTZvYunUrc+bMqXQkVLnc3Fxee+01NmzYwJ49e/jll1/Izs6mZcuWPo8LCAhg4sSJ2Gw2HnzwwTqd82uz2bDZbFgsFqxWKxaLhbCwMIKDg81qGB5sNhvt27cjICCAjh29o4TKz5ny6V+hh79qsrxGN/eupdS8RTMCDs93Diz/WtAqakycd1+x8ZEAnHV+FwBCQgNrXEPDgpSlLGUpS1knKKupHY+y6jdr6NCh/LbmN0JDQ/n1t18xLKXs27cXgNzcbIqLi9m2M4uioiJW/fILubl78Pfzx+124+fnwO12U1paigG4PR7chzuZyushp/fLQI7uhDqyejwGbnM9Hm8tKS07PH7CwABsVgsG3k4GZdVvlsdjUHSo5Kjq4kCRy6wBAQEcOHDArHv37uXjjz+mTZs2fPLJJz7f1trQtLBx3dJ0KmlUAgICaN++PR999BE5OTneYalRUVxwwQUMHDjQfNw//vEPFi5cyJNPPonT6SQ2NpbBgwdXu+9Ro0bx/PPPM2HCBKKjoxk0aBAvv/yyz2OGDBnCwoUL+eKLL4iMjGT27Nl07tyZu+66i7fffpt3332XwMBAUlJS6uyY4+Pj+de//sWUKVOwWq3ceOONNdrutttu45133mHhwoXs27ePsLAw2rdvb06PatOmDZMnT2bRokX861//wjAMYmNjOfPMMwH44Ycf6NGjR6VTwcodax8AY8eO5bnnnmPSpEmEh4czaNAgdu3ahcPhqHSffn5+ZGZmsnz5cg4cOEBERASXXHIJF154YYXHBgQEcM899zBt2jSmT5/OxIkTa/Tc1EZoaCiGYZi1fOpUYGCgOV+9vE0+NdDfpwYG+d4Ovy+GXFUtnxJXfj04JLDSfR+rKktZylKWsk5cVlM7HmXVX1a3bt2YNWsWjz32GBaLhdWrV2G1Wlm7di0ej4cWLVpQUFCA0+kkOzsXgIOHRzUfPHgI+L0zoS7fsLrdhzsoDu+ztHykyOH7lXViswoOunzqjh07sFqtZt20aRMWi4UVK1bwwAMP+HyrrTQtFqMuljMXkSZn3LhxDBw4kLPOOqtO97t3715Gjx7N/fffT9euXet03/XJYqm80+lYUiLS6rglIiIi8mez5rt+Dd0EOclY29/U0E2oscsj72vQ/Pf2PdCg+XVNI3FEpIKysjLOOOMMn69lr601a9bgdDpp3bo1+fn5vPLKKzRv3rxORyuJiIiIiMjJSQsb1y114ohIBXa7nWuuuaZO9lVWVsbrr79OTk4OgYGBdOjQgdtvv11f2S0iIiIiInKc9C5KROpV9+7dtTq+iIiIiMiflEcruNQpfTuViIiIiIiIiEgjoE4cEREREREREZFGQNOpRERERERERKReGFrYuE5pJI6IiIiIiIiISCOgkTgiIiIiIiIiUi88Dd2AJkYjcUREREREREREGgF14oiIiIiIiIiINAKaTiUiIiIiIiIi9cKjhY3rlEbiiIiIiIiIiIg0AhqJIyIiIiIiIiL1wjA0EqcuqRNHROQPCA9OaegmiIiISBNn2bqzoZsgJ5v2Dd0AaSiaTiUiIiIiIiIi0ghoJI6IiIiIiIiI1AstbFy3NBJHRERERERERKQR0EgcEREREREREakXGolTtzQSR0RERERERESkEVAnjoiIiIiIiIhII6DpVCIiIiIiIiJSLww8Dd2EJkUjcUREREREREREGgF14oiIiIiIiIiINAKaTiUiIiIiIiIi9ULfTlW3NBJHRBrM5MmTWbBgQUM3Q0REREREpFHQSByRBpSWllbt/VdfffUxH1OV3Nxcxo4dy4wZM0hMTKzVPuR3TudBrFYrHo/HrHa7HYvFisXifYzFYsEwDCzlNxxD+WNrWj1uD1ab9fi383iwWCzKUpaylKWsE5DV1I5HWfWfNWvWLGbNmlXta4ZOf/vxj76UkUbMAlgsYBhHVOsbPueR1WrFYrHQsmVL7rnnHvr06dPQzTZpJE7d0kgckQb0/PPPm5dhw4YRGBjoc9tf//rXhm6iHLZt2zbsdrtZc3JysFqtFOwvBKC42AlAUVExAHvz9nm327wbgA3pOwD4ZMm3AGTt3ENZmbtG2R7P4RX9D/cN5e87AMDBwuJqa/5e7+OKDjprfJzKUpaylKWs2mU1teNR1onNat++PcOHDycpKYlLLhpA69atefvtdxg0aBCJiYkMGvgXkpKSuHbg5bRq1YqI8GYEBAQQGhyIv78/gf52/OxWuidFYbdaiAjxw2a1EB0agM1qITzYr9qaHBNKoJ8NP7vVpzpsldeTPauxH09yTCjRoQF0iG9GTLNAUlpFEBMe5FtjYkhJSSEmJobOnTtzzz338MwzzzB16lRiYmJqfF5L46NOHJEGFB4ebl6CgoKwWCw+t3399dfceeedDB48mL///e/897//Nbd95plnGDduHKWlpQCUlZUxfvx485OcsWPHAjB+/HjS0tKYPHlyle3IyMhg4sSJXH/99dxyyy28+uqruN2/dzBMnjyZefPm8corrzB8+HBGjhzJ4sWLqz222bNnM2PGDN58801uuukmhg4dyvPPP09ZWZnP4zweT7X7zcvLY8aMGQwZMoShQ4fy2GOPsX//fvP+xYsXc/fdd7NixQrGjBnD0KFDeeKJJyguLvbJWLJkCWPGjGHw4MHcfffdfPvtt9W2/2hBQUEUFRWZNSoqGrfbTWZmNi5XCVs2eztpiooOAZCTkwdAict7vN+tXAuA3W4DIH31NrZt8nbwOA+VVFtzs73Hm7M7H4CfvlkPgMtVUm0tf7HpcpaYLySVpSxlKUtZ9ZPV1I5HWSc2y2KxEhwcjMPhh58jELvNQVJiMhbDgZ+fH5GBFvz9/IhuHk1JiQt3WRnNQoKwWKyEhwbjcPiT1CKMZkF+WCwWuraOwmqxkNoqAqvFQrc2UdXWwed1wGGzEhHs71MjQyqvJ3tWYz+ewed1INDfzrVnt8PPYeOq3snYbVbfardz1VVXYbfbWbRoETfccAN9+vShV69edOrUCWm61IkjcpL66quvWLx4Mddddx2PP/44gwYN4o033mDZsmUAjBgxApfLxauvvgrA66+/TlFRESNGjADgwQcfBOD+++/n+eefZ9y4cZXm7Nu3j+nTp9O2bVtmzpzJzTffzNKlS3n77bd9Hrd8+XL8/f158MEHueGGG3j77bf59ddfqz2GNWvWkJmZyeTJk7njjjv4/vvvefPNN2u8X4/Hw4wZMzh48CBTpkzhvvvuIzc3lyeeeMJnHzk5OXz//fdMmDCBf/7zn2RkZPDuu++a97/77rusWLGCkSNH8thjjzFgwACefvppMjIyqm3/kRISEvjhh5/MGhQUyJYtW2nbrg0ZazbStl0bAMLDwwDo2KktAO06JQAwaMQFAFzQvycAZ/XtwtpftwGwbUt2tdVqtfjUpPZxAEREhda4/vrzZmUpS1nKUtYJympqx6Os+s/avn0b8+bNY8OGDXz83yVs2bqZM886g3fff4vNmzcz7+3/sn7DBp57cQE5ObkUHiwiJ2+fT12ftZ/l6bspdXtYkXF8deqbP1FYXEpOQXGN6sme1diPZ+qbP7Ez7yAPvPkTmXsPMv3tn8naV+Rbs7KYPn06WVlZnHXWWfTo0YMBAwbw3HPP+XwYezLwNPB/TY06cUROUosXL2bIkCGcccYZtGjRgjPOOIMBAwbw+eefAxAQEMDf/vY3/vvf//LGG2/w8ccf87e//Y2goCAAwsK8nQmhoaGEh4cTEhJSac5///tfoqKiuOmmm0hISKBXr16kpaXx4Ycf/j5sGGjTpg3XXHMNcXFx9OnTh+TkZH777bdqj8FutzN69GhatWrFqaeeSlpaGp988kmN97tmzRp27NjB7bffTnJyMu3bt2fs2LFkZGSwadMmcx+GYTBmzBhat25NSkoK5513HmvWrAGgtLSUJUuWMHr0aLp3705MTAx9+/bl3HPP5bPPPqvxz8NqtbJv316zWiwWcnNz8Pf3Izc3D39/v8PH7B1pU/7pm+HxzgHOOfzpXdnhf1TtfnYuufwMAAryvcOsDxQUVVrL911ew5oFA2Cz2Wpc9+burzZDWcpSlrKUVXdZTe14lFW/Wd26dWPk8L8xbtw4/jrgKuLi4ggKCqZ169ZYLFYSEhJwOBwMv2YAcXFxWCyVr71XsxX5auZY+2psWY31eAzAY3hf67oPv6Y06+HXlG63m9DQUKxWK23btmX+/Pk8++yzx99waTTUiSNyEnI6neTk5PDcc88xZMgQ8/LOO++Qk5NjPq5Dhw785S9/4e233+ayyy6r1dDJzMxMOnTo4POCoGPHjjidTvbt22fe1rp1a5/tIiIiKCgoqHbfbdq0wd/f36e9TqeTvXv31mi/u3btIioqiujoaPP+li1bEhwcTGZmpnlb8+bNCQwMNK+Hh4eb+8jOzsblcjF16lSf53L58uU+z+WRyqd8HV1rwjC8/7CWlHinuZXPf19z+JO30pLD+ywto/iQq8b7FRERkaapT58+nHH62QwePJhrBg5myZIlWCzlX4BhMGTIEDyGQXLrBJYsWQJ4P6yzWCxmLX+9Feiw+dTwYL9atyskwPsdOH52a6W1sWU15uPxGBAa6PCpYWFheDwewsLCcLlcjB07lp9//plRo0axaNGiWre9PhgWT4Nemhp14oichJxO7xv/W2+9lZkzZ5qXRx99lGnTppmP83g8rF+/HqvVSnZ2dr22yW6v+GV25R0WDb3f8k+4ypWv0g+/P5cTJ070eS4ff/xx7rrrrkr399133+F2u1m/fj2GYbB+/Xo8Hg+RkVFmNQyDFi1icLlKaNEi2hx5U955U1DgHV1TePiTtqgWzQBwuz1mLcg/CECzCO8w69DDn+gdXY+eW1++zyM/gTlWjWoRXm2GspSlLGUpq+6ymtrxKOvEZlmwEx/fkuzsbLMmtkpge/Y+QkNCCAwIICQkmEB/h1mDg4MxAH8/72ui8hrgsBHg+P3/a1oNICHKO4o7JMBRoTa2rMZ+PAYQHxmMxzDMGhcXh8fjIS4ujry8PFq3bs2ePXvMWlLiPU+l6VEnjshJKDw8nIiICHJycoiNjfW5tGjRwnzc+++/T1ZWFpMnT2b16tV8+eWX5n3lnSNHTl2qTEJCAhs2bPDpOFm/fj2BgYFERkb+oePYvn27zz8gGzduJCAggKioqBpt37JlS/bu3UteXp55265duygqKqJly5Y13ofD4SAvL6/Cc3nkCJ8j9e7dG4DU1FQMwyA1NZXMzExOP72nWQ8dKiY5OYnNm7aT2rk9mzdtByAr0zu6Z9PGrcDv305VuN/7Qi9/b6FZ41p689skx1RbPYeHzZbXrRt3H97HgRrXrqcmK0tZylKWsk5QVlM7HmWd2Kxvv/qN3buzCAkONevOnbto3jKJon27cXvcHCgsxO0xzFp08AAWoFng4aleh2vr6BBcpW7sVo6rOmwWdu/zvnYpcpZWqI0tq7Efj8NmITv/EIF+tt9rdjaBgYFkZ2cTHR3Nrl27aN68uVn9/Go/kkhObhU/AheRk0JaWhrz588nKCiI7t27U1ZWxubNmykqKuKyyy5j69atLF68mLvuuotOnToxdOhQFixYQGpqKjExMTRr1gw/Pz9Wr15NZGQkfn5+5no5R7rkkkv4+OOPmTdvHpdeeilZWVksXryYAQMGYLX+sX7esrIynn32Wa666ipyc3NZvHgxl156aY3327VrV1q3bs3TTz/N0KFD8Xg8vPjii6SmptK2bdsa7SMwMJC//OUvvPTSS3g8Hjp16sShQ4fMjqq+fftW2ObIkT3l08zCwsIIDg7G7XYTHBxMUVERNpuN5Lat8Q/wo32HJABat/EuZHz2OacDcPrZqd7r/boB0DwmAoC4hGgcft4/wYFB/tXWmDjvNrHx3k61s87vAkBIaGCNq3+An7KUpSxlKesEZTW141FW/WY9/PDD9O3blw8++IBOnTodXpi2jKVffoHL5WT+gnkcPORkyXsf8MSTT1NaWobLVYLNZsN10NtZUG57nneU747D9YdNezCAssOf6VVV3R7v+ivl1TCgsNjb8eA6/KCj68mc1diPp3xfHsNb7VYrBYdKCPKzU3CohFZRwezcW0CrVq3YuXMnSUlJPPPMM/Tp04c5c+YwZMgQTiYe/vjoffmdxaiL+RAi8octW7aMBQsWsGDBAvO2lStX8v7777Nr1y78/f1p3bo1AwYMoHv37vzzn/+kU6dO3HLLLebjZ8yYwYEDB5gyZQpWq5UvvviCt956i3379pGSklLl14xnZGTw8ssvs337dkJCQujTpw/XXXed2ZkxefJkEhMTGTZsmE9WcHAwY8aMqXSfs2fPpqioiMTERP773/9SWlrK2WefzYgRI3A4HDXeb15eHvPmzeO3337DarVyyimnMGLECMLDwwHvAtA//PADM2fONPfx0Ucf8fHHHzN79mzAOz3rk08+4dNPPyUnJ4fg4GCSkpK48sorSU1NrdHPp6oRTRaLpcoFBkVERESO5c477+SHH34gLy8Pi8WCx+PBarViGAYOh4PS0tI6mcIujZcFb2dOefWzWynzeEfel5WVYbfbcbvdxMfHc/XVVzNy5MgKyw00pDMixjZo/nf5sxo0v66pE0dE6kV5J8748eMbuil1wmJxVHp7eHBKtdvF+XWtj+aIiIjIn0j6ovYN3QQ5yVguntzQTaix0yNua9D8H/KfadD8uqY1cUREREREREREGgF14oiIiIiIiIiINAJa2FhE6kVVa+WIiIiIiMifh0H135Yrx0cjcUREREREREREGgGNxBERERERERGReuGxaCROXdJIHBERERERERGRRkCdOCIiIiIiIiIijYCmU4mIiIiIiIhIvfBoYeM6pZE4IiIiIiIiIiKNgEbiiIiIiIiIiEi90EicuqWROCIiIiIiIiIijYA6cUREREREREREGgFNpxIRERERERGRemFoOlWdUieOiMgfEObXstr7wz3RJ6glIiIi0lQZ3VIbuglykrE0dAOkwagTR0RERERERETqhQd3QzehSdGaOCIiIiIiIiIijYA6cUREREREREREGgFNpxIRERERERGRetGYFjbOyMjg/fffZ+vWreTn5zNu3Dh69erV0M3yoZE4IiIiIiIiIvKn53K5SExM5KabbmroplRJI3FEREREREREpF54LI1nJE6PHj3o0aNHQzejWurEEREREREREZEmqbS0lNLSUp/bHA4HDoejgVr0x6gTR0RERERERESapCVLlvDWW2/53Hb11VeTlpbWQC36Y9SJIyIiIiIiIiL1woO7QfOvvPJKLrvsMp/bGusoHNDCxiLSgHJzc0lLS2Pbtm1/aD9jxozho48+Mq+npaXx/fff/8HWiYiIiIhIY+dwOAgKCvK5NOZOHI3EEWliPv30U1555RXmz5+PzWYDwOl0Mnz4cDp27MjkyZPNx6anpzNlyhSeeuopYmNjG6jFjYPTeRCr1YrH4zGr3W7HarGCxfsYi8WCYRg1rrXZprZVWcpSlrKUdeKymtrxKKv+s7Kzs3nkkUdYtmwZRUVFPo+1Wq30uuxr3G43TqfTvK+8StNnASxWCxiHrxiAZZLvYywWHA4HnTp1YuzYsZx77rkN0NLKNaavGG8MNBJHpInp0qULTqeTzZs3m7etXbuW8PBwNm7cSElJiXl7eno60dHR6sCpgW3btmG3282ak5OD1WqloOAgAMXFLgCKiooBOFBYBEB+3uH7D3rv37/Xe70wv4gSVxkAHo+n+ur2rTs35wKwL/dAtXX3jn3eNuw5gNt9jAxlKUtZylLWH8pqasejrBOXVVBQwKBBgzAMA39/fzp36kFoaChdU3vwt7G3ExgQTEqHNgQEBNDn3N6EhYUR0yKKgAB/IiOb4efnR0CAHwDNwgIBCA70Xo+ODMZq9X7aZDE/dKq8hob4A+Dn8H4I6O9n87l+dFVW/WaFhQYAEBURDEBci2Y+NT4+3qeed955lJWV0bZtW0aPHk1GRgZy/JxOJ9u2bTNnCuTm5rJt2zby8vIatmFHUCeOSBMTHx9PRESEzx/u9PR0TjvtNFq0aMHGjRt9bu/cuTMAK1as4J///Cc33ngjI0eO5Mknn6SgoADwvsAYNWoUn376qU/W1q1bufbaa9mzZw8ARUVFPPfcc9x0000MHTqUKVOm1GiqVE5ODlOmTOGGG27g7rvvZsOGDT73r1u3jn/9618MHjyY0aNHM2/ePJxOZ42fkx07djBlyhQGDx7MiBEjmDNnznFtDxAUFERRUZFZo6Kicbvd7M7Kw+UqZfvW3QC4y7wvyg4UHgLA5fSuhF9W5p0LvD/P27mzL/cg77y4EoC1P++ovq7yrc9M+gCA7Rtzqq3ZO70vGrdtyGHlJ2uUpSxlKUtZ9ZjV1I5HWScu64UXXqBZSARxcXE0j4yhRWQcLaLiuenau1j321aaR8bQrWMESW3iaZfcknbJrfhL/350TmnPVZdfQtfOHRgy6AoC/O20bdOcAH87HdvFEuBvp3VCFD06tyY8LJDYFs2qrG0Tm9M+KYYAfztdOiUQ4G+nc8cEn+tHV2XVX1bbxObcePVZtE1szqArziA5sTlX/t+pJLWJ/r1eeSXJyclm7dKlC4mJicTHx9OmTRuWLl2KHL/Nmzczfvx4xo8fD8DChQsZP348b7zxRgO37HeaTiXSBHXu3Jn09HSuuOIKwNtZc/nll+PxeMyOm5KSEjZt2sT5558PQFlZGddeey3x8fEUFBSwcOFCnnnmGSZOnIjVauXss89m5cqVXHzxxWbOV199RceOHWnevDkAjz32GH5+ftxzzz0EBQXx2WefMXXqVJ588klCQkKqbO+iRYsYMmQIsbGxLFq0iCeffJKnnnoKm81GdnY206ZN47rrrmP06NEUFhYyb9485s2bx2233XbM58LpdDJt2jTat2/P9OnTKSws5LnnnmPu3LmMGTOmxs9pQkICy5d/RZ8+57J8+Vf07XseGzduIjG5NesyttIxJRGAgMOfpASHej9ZCTn8CcvenELCIoLJzztAErHs2JTLmRelANC6fcxx1fg2kcCxP/k7svY4u52ylKUsZSnrBGU1teNRVv1mLZ20lF6n9+a1116jrKyMdRsysNltjJ96MyVlLvzsgSx8awsWi41Vq9Ox2iqvHsNg1W87MMCn2mxWytweCg868XiMSqthGBiGd0TJLxm7cLs9le7rWFVZdZPl9nh4/pXleAyDLdtzOXSohGahAb61WTOKioqqrOHh4ZwsPEbDLmx8PDp37szixYsbuhnVshiaTCnS5HzxxRcsWLCABQsWUFJSYo4++fXXX/nss8+YMmUKa9as4d///jfPPPMM0dHRFfaxefNmJk6cyMKFCwkICGDbtm1MmDCB2bNnEx0djcfj4bbbbmPgwIFcfPHFrFu3junTp/Piiy/6LBT2t7/9jcsvv5wLL7ywQkZubi5jx45l1KhR9OvXD4Bdu3Zx11138fjjj5OQkMBzzz2H1WrllltuMbdbt24dkyZN4uWXX8bPz48xY8bQv39/BgwYAHgXNh43bhy9evXi888/59VXX+XZZ58lIMA7LPXnn3/m4YcfZs6cOcf1D9zbb7/DVVcNNOvKlSs566yzWPrpD/S7+HSsVitlZW7sdps5x706brfH+w+1243NZjtmLT7kIjDIv1Zz8D1uDzb7sTOUpSxlKUtZfzyrqR2Psuo3q3v37odfF7gPv5YowzAMOnTowIYNG8y1+Gw2Gx6Pp9L9VqV8+ZRjsVoseKrZT00oq+6yrBYLWMBmteIxDPwcNoalnc1rS77j+ivP4LUl3zF4yHBeffVVBg8eXGn95JNPiIqK+kPtqSttI69s0PzN+5Y0aH5dszZ0A0Sk7nXu3BmXy8XmzZtZu3YtcXFxhIWFkZqayqZNmygpKSE9PZ2YmBizA2fLli089NBDjB49mhtvvNFcALl8/mdiYiIJCQmsXOmdApSRkUFBQQFnnnkm4F0zxul0MmLECIYMGWJecnNzyc7Orra9rVu3Nv+/vFOlfCrX9u3bWbZsmc8+p02bhmEY5ObmHvO5yMzMJDEx0ezAAejUqROGYZCVlVXpNmVlZZXWmijvtylxedceKi3xbpuTmQ/Ajk3eNmf8tI38Pd5P5kqcZTWq5a8L/vPGjwD8+u3mGtdDRS5lKUtZylLWCcpqasejrPrNMgyDTp1SsFqtpKSkYrVaiYqKwlnk7dSxWe1YrRb8/f2x22yHX7sZZg0N9Y52Dgxw+NRmoYE16nwAiI7y7sNut/rUo/dZVVVW3WZFR4VgsViICA8CIDQkgAWLvybtr6ebdf78+Vx77bWV1ieeeOKk6cAB78LGDXlpatSJI9IExcbGEhUVxZo1a0hPTyc1NRWAyMhIoqKi2LBhg896OOVTjoKCgrj99tuZPn0648aNA3w7MM455xyzE2flypV0796d0NBQcx8RERHMnDnT5/Lkk0/y17/+tdr22u2/z+wsH71S/qmS0+nkwgsvrLDf+vxGre+++w6328369esxDIP169fj8XiIjIwyq2EYtGgRg8tVSnSLcFyu0kr35fF4j6N5rHcRuthWEQC065LA7EnvA7Dio99qVL86XJd/8AsAcW2ia1xff/pLZSlLWcpS1gnKamrHo6z6zWrevDlBjgizRkVG428Npai4AD97AFabhdDgADweN82bR9MqPgqLxUqr+CjAwsGDRVgsFpyuUiwWDlcL4c28HQAtokOPWXPzDuDnZ6eszGPW4CD/o/ZZVVVWXWfl5h2gV48knzroyjN4+a3/mXXw4MEsXLiwQn3iiSc466yzkKZLnTgiTVTnzp3JyMggIyPD7MQBSElJYdWqVWzatIkuXboAkJWVxYEDB7j++utJSUkhISHBHAlzpHPOOYedO3eyZcsWvvvuO5+vLkxOTmb//v1YrVZiY2N9LmFhYbU+jqSkJDIzMyvsMzY21qfzpyoJCQnmKKFy69atw2KxmKv5H613794ApKamYhgGqampZGZmcvrpPc166FAxyclJbNuSRadUbwUoLfXO+XUdHoFTPhKn/GvIj2S4vR085jce1LCWszusNa413beylKUsZSnrj2c1teNRVv1mnXrqqeTm7TZr1y7dKDy4j9jYWAIDgrFZbUSEB2GzWulxancyd+8hLCyMzVt3YRgGAQF+3urvwDAgLCSQwAAH23ftxd/PTm7egWPW5lGhlJaUYbfbzFrsLDH3WVVVVv1kNY8K5fuft/jUV9/+lusuP92sL7/8MoMGDfKpjz76KH379kWaNq2JI9JEffnll8ydOxe3282zzz5rTlNavnw58+bNo7i4mDlz5hAREUFhYSGjRo2if//+XHTRRezcuZOXX36Z3bt3M2PGDBITE8393n///TidTnJzc3nhhRfw8/Mu5GsYBpMmTaK4uJgbbriBuLg48vPz+fnnn+nVqxdt27at0MbyNXGOzCgqKmL48OFMmjSJzp07s337du69917OP/98LrjgAvz9/dm1axe//vorN910E0C1a+K4XC5uv/12OnTowDXXXENhYSFz5syhU6dOx7WwcUFBAWFhYRQWFhIWFkZRURHBwcE4i0sICPSjtKQMP38HpSWlOPwclJSU4ufnMOfNl5aW4XDYf7//8KcvDj8HHrcHq81q1t/XyvHWo+8/UHCI0GZBuJyl+Ac4alTtdhs2e8V9KUtZylKWsuo+q6kdj7LqN2tN+hoGDRrENddcw+LFizm1x6n88OMPdE7tzIaNGw6PivYumhsfH0tWVjZBQYEcOlRMaEgwBw4WmevrOOw2SsvqZhFZf387LlcZ9sOL+gYH+VF0qASbzYLbbSjrBGVZLN4pfIkto9ieuZc2Cd564YUXsXTpUvr168fSpUsZNWoUF198Mf7+/oSEhBAQEGCOmG9oSZGXNWj+1n0fNmh+XVMnjkgTVd5BkpCQwOOPP27evmfPHsaMGUN8fDxPPPGEefvKlSt5/fXX2b9/P0lJSVxxxRXMmDGjQifOp59+yosvvsh5553H2LFjfTKLi4t5/fXX+e677ygsLCQ8PJyUlBSuv/76ShdPrkknDsCmTZtYtGgRGzZswDAMYmNjOfPMMxk4cCBQfScOeL9ifP78+WzYsAF/f3/OOOMMhg4d6rNOzrF4PJXPp7VYLOYUMBEREZHa+PLLL3nsscfYsmULFovFXPjYMAyioqIoKCjA6XSaixyLHMuVV17JQw891NDNANSJU9fUiSMiUgMWi6PS21tHXFTtdgme9vXRHBEREfkTWbnu7IZugpxkrLFpDd2EGmsT2b9B87fv+7hB8+ua1sQREREREREREWkE1IkjIiIiIiIiItIIHPurXUREREREREREasFA6zjVJY3EERERERERERFpBDQSR0RERERERETqhWHUzVe2i5dG4oiIiIiIiIiINALqxBERERERERERaQQ0nUpERERERERE6oVHCxvXKY3EERERERERERFpBDQSR0RERERERETqhYEWNq5LGokjIiIiIiIiItIIqBNHRERERERERKQR0HQqEREREREREakXhqGFjeuSOnFERP4AO/7HuN92gloiIiIiTZVlxfcN3QQ52aSlNXQLpIGoE0dERERERERE6oW+YrxuaU0cEREREREREZFGQJ04IiIiIiIiIiKNgKZTiYiIiIiIiEi9MAx3QzehSdFIHBERERERERGRRkCdOCIiIiIiIiIijYCmU4mIiIiIiIhIvTD07VR1SiNxREREREREREQaAY3EEREREREREZF6YRgaiVOXNBJHRERERERERKQRUCeOyAk2ZswYPvroo4ZuRoM7Ec9Deno6aWlpFBUV1WuOiIiIiIjIiWAxDMNo6EaInMw+/fRTXnnlFebPn4/NZgPA6XQyfPhwOnbsyOTJk83HpqenM2XKFJ566iliY2Mr3V9hYSH+/v74+/sDkJaWxrhx4+jVq1e9H8vJ5OjnoT6UlZVx8OBBmjVrhsVi+UP7crlcWK1WPB6PWe12O1aLFQ7v2mKxYBhGjWtttqltVZaylKUsZZ24rKZ2PMqq36xZs2Yxa9asP/Q6RZq2Sl/FWixH/K8Fm81G27ZtGT58OFdcccWJalqNRIWd2qD5ewt/btD8uqaROCLH0KVLF5xOJ5s3bzZvW7t2LeHh4WzcuJGSkhLz9vT0dKKjoyvtwCkrKwMgLCysXjsuGosT8TzY7XbCw8OxWCrvwPF4PHg8NZuju23bNux2u1lzcnKwWq0UFBwEoLjYBYDL5T0fDhU5ASg6UF699+/etheAPVkFeNwesx3VVrdv3bl5DwD5uQeqrdk79nmv7zmAW1nKUpaylFWvWU3teJR1YrPatWvH8OHDSUxM5P47Z5KWdi3xsQmkpV1Li+g4rr20D61bt+bav15KixYtOLvnKURFRtIztQNhYWEABNi9b+1C/O20jgwEoHmIf7W1c1wzn23Lq38VNcjPpqwTkFW+z+4tIwA4PTGq8nr66QBccskluN1uunfvzj333MNXX32FNF3qxBE5hvj4eCIiIsjIyDBvS09P57TTTqNFixZs3LjR5/bOnTsDMHv2bGbMmME777zDrbfeyh133AH4TiMaM2YMAI888ghpaWnmdYAffviBCRMmMHjwYMaOHcubb76J2+2usp3lee+//z633HILI0aM4MUXXzQ7jwBWrFjBP//5T2688UZGjhzJk08+SUFBgU/709LSWL16NePHj2fw4MFMmTKFgoICVq1axZ133snQoUN58skncblc5nYej4clS5YwZswYBg8ezN133823335b7fN69HSqtLQ0vvjiC2bOnMkNN9zA7bffzo8//ljtPmp6POXTqZYtW8awYcP48ccfufPOO7n++uvJy8urNqNcUFAQRUVFZo2KisbtdpOdtZcSVyk7tmYDmKO17A5v9fO3H67e6zmZ+wHI3JrHyo/TAVj3887q6yrf+tykDwHYvjG32pq9M997fUMu33yiLGUpS1nKqs+spnY8yjqxWWUlHoKDg8FjpXlEPMX5HizYKM734LA7iHbtJshhJTosiMjQILqntKV5RBi9T+1CfPNIoiOaEexvJzrED3+7lb+c0gp/u5U2UcHV1vM6tCA6xM/ctryGVFEDHTafxymrfrLO69CC1LgwzmwbTWpcGD3bRJJydE1JoWfPnqSkpJCYmEinTp2IiIigY8eO/PTTT5xMDMPToJemRt9OJVIDnTt3Jj093RyamJ6ezuWXX47H4zE7bkpKSti0aRPnn3++ud2aNWsICgrivvvuq3S/06dP5+abb+a2226je/fuWK3eftW1a9cya9Yshg8fTkpKCjk5OcyZMweAa665psp2pqenExERwaRJk8jOzuaJJ54gMTGRCy+8EPCOBrr22muJj4+noKCAhQsX8swzzzBx4kSf/bz55puMGDECf39/Hn/8cR5//HEcDge33347TqeTRx55hE8++cR8Pt59912++uorRo4cSVxcHGvXruXpp58mLCyM1NTUGj/Pb731FoMHD2bIkCF88sknPPXUUzzzzDOEhIRU+viaHs+RXC4X7733HqNGjSI0NJRmzZrVqG0JCQksX/4Vffqcy/LlX9G373ls3LiJNsmtWZexnQ4prYEjOnHs3mqz+15v0zHGrD8u3QBAq/YtjqvGt/F++rLv8Cd8Nandz26rLGUpS1nKOkFZTe14lFXPWd9Cdm4W8+bNo7i4mLumDMPf349DxcXs3Z+L0+nkuVwLHsNg49YdeAyPT3VXMqr42WUb8Bjw0/Z9GFRdX/hqE2UeA4sFjFousqGsus8q36fHgK17DvB/XRPYsuegb92yhf79+1eoW7duZdy4cbVriDQKWhNHpAa++OILFixYwIIFCygpKWHEiBHMmTOHX3/9lc8++4wpU6awZs0a/v3vf/PMM88QHR3N7NmzWb16Nc8++yx2++/9pWPGjKF///4MGDAAqHxNnKlTp9KlSxeuvPJK87YVK1bw6quvmp05R5s9ezYZGRk8/fTTZmfQY489htVq5e9//3ul22zevJmJEyeycOFCAgICzDV97r//frp27Qp4O2hee+01nn76aWJivB0Qzz//PHv27OHee++ltLSUESNGcP/999OhQwdz38899xwul8scgXS0yp6HgQMHct111wHedYduvPFG7rnnHrp3717lz6YmxzN//nyCg4NZtmwZzzzzDDNmzCAxMbFG+zzS22+/w1VXDTTrypUrOeuss/jy0584/+KePmvmlJaW4XDYKSt1Y3fY8Lg9WG1W8/qR8+Ldbg82m/WY1XmohIAgv1rNwfe4DWz2Y2coS1nKUpay/nhWUzseZdVv1sqVX3HwYBH79+eTnZ3D8uXLyMzMJDIykvz8/Vw1cCCfff4ZBQUFhIWFUVhYSEhICNnZ2cf9WkYaLwtgHFmPOresVit2u51JkyZx9dVXN2xjjxIZ2r1B8/cdWN2g+XVN06lEaqBz5864XC42b97M2rVriYuLM0eZbNq0iZKSEtLT04mJiSE6OtrcrnXr1j4dODW1bds23nrrLYYMGWJe5syZQ35+vs80pqO1bNnS7MABiIiI8JletGXLFh566CFGjx7NjTfeaC7KfPSUojZt2pj/36xZM/z9/c0OHIDw8HAKCwsByM7OxuVyMXXqVJ/2Ll++nJycnOM67iNzAwICCAwM9Gn/0Wp6PEey2+0+OZUpn4J2dK0Jj8c4nGMDwHZ4vrPFavG5bhiw9O1VAJQ4S2tUPYZ335++4R0i++u3W2pcy9foUZaylKUsZdV/VlM7HmXVb1afPn3o1/cCBg8ezG2jxnBz2t0YBvToeA4ej4ddGUUsmXYbAMMvvwiAEVdcTFBQECMG/h8OhwOHzYrDZsFh9a69cmay9/VoalzYcdWuCc0IsFuwWy3YrVRaHVaUdYKzuiY0I8BhZUDX+N9rQACXXXaZT73qqqt46KGH+O677ziZaDpV3VInjkgNxMbGEhUVxZo1a0hPTzenCEVGRhIVFcWGDRt81sMpV9uFe51OJ2lpacycOdO8PProozz11FM4HI4qtyufylPuyG9CcDqdTJs2jaCgIG6//XamT59uDrU8upPiyP2Ur3Z/tPKF+JxO74uRiRMn+rT38ccf56677jqu466u/Uc7nuM5kp+fX5ULHZf77rvvcLvdrF+/HsMwWL9+PR6Ph8jIKLMahkGLFjG4XKVEtwjH5fK+GCst8dbMnd7FDsvnwe85vBbOkTVnl/f/V360pkb168N1+Qe/Ar8P465JfePpZcpSlrKUpawTlNXUjkdZJzar+xkdCQ2IILCZhdCACKLb+BG281sSYyLIPVRGYkwEe4rdJMdFYQuNpGPrWJKTk/C320huEYbDZqVLQjgRQX4UFJceV91XVMJlp7QiwGGjbYuwSmtyizBlneCsfUUlDOjWkv3Fpb/XAQPYv3+/Wfv378/OnTu55JJLeP7555GmS504IjXUuXNnMjIyyMjI8FnnJSUlhVWrVrFp0ya6dOly3Pu12WwVviEpOTmZrKwsYmNjK1yOHGlzPLKysjhw4ADXX389KSkpJCQkVDvKpaZatmyJw+EgLy+vQluPHJVU1+rreAB69+4NQGpqKoZhkJqaSmZmJqef3tOshw4Vk5ycxPYtu+mY2obtW3YDkJ3l/fapLRszAdh5eFHDjJ93+NS1q3Zw3l+7Ab+P0qlpLWc7vHhyTarFaq10X8pSlrKUpay6z2pqx6OsE5tV6ilh/4G9NIsIZ/+BvTRv0YIiVxk7c/bSLDy80mq3OygudWO3WiguddMs0M5BVxkWC8dVbVYLJWVun30dqyqr/rNsVu+aSCVlnt+rx0NJSUmV9WTiaeD/mhqtiSNSQ19++SVz587F7Xbz7LPPEh4eDsDy5cvNhejmzJlDREQE4F2jpqioiPHjx/vs5+i1YO644w66du3K1Vdfjd1uJyQkhNWrV/Pwww8zcOBAevfujcViYfv27ezcudNcM+ZoleUtWLCAbdu2MXnyZAoLCxk1ahT9+/fnoosuYufOnbz88svs3r3bXCPm6DVkwPuNTuXrAZVbvHgxP/zwAzNnzgRg0aJFfPbZZwwZMoROnTpx6NAh1q9fT2BgIH379q20vTVZG2jYsGEMGzas0n3U5ngqO5aaOnIeelhYGEVFRQQHB+MsLiEg0I/SkjL8/B04nSUEBPhRVFRMcHAgLmcp/gEO83ElrlL8/B2UuEqxWMDh5zDXyymvR8+9P/r+AwXFhDb7fd81qXa7DZu94r6UpSxlKUtZdZ/V1I5HWfWbNfORmfTp04cPP/yQjh078cH7H5CxNp02bRLZsWM7bVonkpm5A1dJKX5+DkpLvSOO3W43NqsVt8fjM3K5vIupJm/yLPius+KwWij11PztobLqJ6t8X1YLeAwIctg4VOom2M9OUUkZiVHB7MgvpnXr1uzYsYNzzjmHr7/+mosuuojPP/+cyZMnV/tlKCdas5Dj/6C7LhUcXNOg+XXt+BfrEPmTKv8GqoSEBLMDB7yjNYqLi82vIj9eQ4YMYeHChXzxxRdERkYye/ZsunfvzoQJE3j77bd57733sNlsJCQk0K9fv1q3PywsjNtuu43XX3+dTz75hKSkJIYMGcKMGTNqvc9y1157LWFhYbz77rvk5OQQHBxMUlKSz8LMda0+j6cyoaGhGIZh1qCgIAzDICDQOz3Lz987zS0gwA+A4OBAAPwDDt8e6L29/HHlFcBqs/pU21H16PtDm/nuu6ZVWcpSlrKUdeKymtrxKKv+srKzsxk3bhx5eXnmlG+73c7OnTsoLS1l46YN5nbFxW6OVOb2vQ4163g4+rHl9Xg6H5RVf1nlt5Xv6lCp9+dcVOLtwNu2twiLxcK2bduwWCx89dVXBAYGkpOTw8yZM+nfv/9xtUEaF43EERGpAYul8rWIkiMuq3a7BE9SfTRHRERE/kSWP29t6CbIScaS9khDN6HGwoJTj/2gelRYlNGg+XVNfw1ERERERERERBoBTacSERERERERkXphGBWn/UntaSSOiIiIiIiIiEgjoE4cEREREREREZFGQNOpRERERERERKReGHgauglNikbiiIiIiIiIiIg0AhqJIyIiIiIiIiL1wjA0EqcuaSSOiIiIiIiIiEgjoE4cEREREREREZFGQNOpRERERERERKReaDpV3dJIHBERERERERGRRkAjcURERERERESkXugrxuuWRuKIiIiIiIiIiDQCGokjIvIHbMn/sNr7I8JvOkEtERERkabKc/V1Dd0EOcnYGroB0mDUiSMiIiIiIiIi9UILG9ctTacSEREREREREWkENBJHREREREREROqFRuLULY3EERERERERERFpBNSJIyIiIiIiIiLSCGg6lYiIiIiIiIjUE02nqksaiSMiIiIiIiIi0ghoJI6IiIiIiIiI1AstbFy3NBJHRERERERERKQRUCeOiIiIiIiIiEgjoE4ckTo2ZswYPvroo4ZuRpOUnp5OWloaRUVFDd0UERERERGpAQNPg16aGq2JI396n376Ka+88grz58/HZrMB4HQ6GT58OB07dmTy5MnmY9PT05kyZQpPPfUUsbGxle5v+vTp+Pv7m9fT0tIYN24cvXr1qtfjkPrldB7EarXi8XjMarfbsVgsWCwWACwWC4Zh1LjWZpvaVmUpS1nKUtaJy2pqx6Os+s/Kzs7mkUceYdmyZRQVFfk81mq1ckavH3G73TidTvO+8ipSmZUrV9K8efOGbobUA43EkT+9Ll264HQ62bx5s3nb2rVrCQ8PZ+PGjZSUlJi3p6enEx0dXWkHTllZGQBhYWE+nTjSNGzbtg273W7WnJwcrFYr+/fvB6C4uBiAwsJCAAoKCgA4WFjsU4uLXGb1eLyfDBy7Hn6xdrhWtq/K6oGCQ8pSlrKUpawTlNXUjkdZJy6roKCAQYMGYRgG/v7+dOnUg7CwMLp37ckdd9xBgH8QKSkdCQgIoG/fcwkLCyMlpT0Abdu2AaBNG+9r09TUVgQG+gEQEHB0dVRb+/btAkDr1t43/u3bxx3ed4tKq7LqN+uii7oDcN115wFwzz1pPvXee+/1qa+++irvvfceK1asYOXKlURFRXGyMAxPg16aGnXiyJ9efHw8ERERZGRkmLelp6dz2mmn0aJFCzZu3Ohze+fOnQGYPXs2M2bM4J133uHWW2/ljjvuAHynU40ZMwaARx55hLS0NPM6wA8//MCECRMYPHgwY8eO5c0338TtdlfZzvK8999/n1tuuYURI0bw4osvmp1HACtWrOCf//wnN954IyNHjuTJJ580OxPK25+Wlsbq1asZP348gwcPZsqUKRQUFLBq1SruvPNOhg4dypNPPonL5TK383g8LFmyhDFjxjB48GDuvvtuvv3222qf14MHDzJr1iyGDx/ODTfcwIMPPsju3bvN+5ctW8awYcNYvXo1d955J0OGDGHatGnk5+dXu9+jrVu3jn/9618MHjyY0aNHM2/ePJxOp3l/fn4+06dPZ/DgwYwZM4aVK1fWaspbUFAQRUVFZo2KisbtdrNz5y5cLhcbN24CvJ+Ywe+dOi5niU/95bvNZs34eTsAuVkFx6j7Acg5XCff9hIAK/7za7X1m8/TzevbNuQoS1nKUpay6jGrqR2Psk5c1gsvvEBUZHPi4uKIi03AzxpGy/jW9O1xLbu2ZxMWHEW3blEkJbUmOTmGdu2SSEqKB6Bt25YAdOzYFoCep7WnVStvB0JCQtRRNbra6vDzdh507NQKgMQkbwdEh44tK63Kqt+sK648G4Bzz+vqvb1lc5/aqlUrn9qhQwc6depETEwMzZs3x2rVW/2mStOpRIDOnTuTnp7OFVdcAXg7Oy6//HI8Ho/ZcVNSUsKmTZs4//zzze3WrFlDUFAQ9913X6X7nT59OjfffDO33XYb3bt3N/+Yrl271uzgSElJIScnhzlz5gBwzTXXVNnO9PR0IiIimDRpEtnZ2TzxxBMkJiZy4YUXAt7RQNdeey3x8fEUFBSwcOFCnnnmGSZOnOiznzfffJMRI0bg7+/P448/zuOPP47D4eD222/H6XTyyCOP8Mknn5jPx7vvvstXX33FyJEjiYuLY+3atTz99NOEhYWRmppaaVufeeYZdu/ezfjx4wkMDOTVV19l+vTpPPbYY9jt3j89LpeLDz74gLFjx2KxWHj66ad5+eWXuf3224/xE/PKzs5m2rRpXHfddYwePZrCwkLmzZvHvHnzuO222wCYNWsWBw4cYPLkydhsNhYuXOjTsVVTCQkJLF/+FX36nMvy5V/Rt+95bNy4ifbt2/Hrr7/RpYu3cy8kJASA6GjvP+bhkaE+tXW7GLN+tOhbup6eTEDg4U9xaljLO4oOHf6EryY1ODTguDKUpSxlKUtZtc9qasejrPrNWrp0Kaf37MVrr71GWVkZLlcJNpuNDRvvo8xdgp8jkIULd2Kx2Fi16hesVhs//+z94O/TT7/2qS8vXEq5zZt3H1f97NOfj6sqq36zxtw2G4Db//YMAH+/4zmf+re//c2nnnPOOQQGBpKamsrYsWPp2bMn0jSpe04EbyfOunXrcLvdFBcXs23bNlJTU0lJSSE93fvpyYYNGygtLaVLly7mdv7+/owaNYpWrVqZveBHCgsLA7yjOMLDw83rb731FldccQV9+/YlJiaGbt26ce211/L5559X286QkBBuuukmEhIS6NmzJz169GDNmjXm/f369aNHjx7ExMTQoUMHhg8fzqpVq3xGpgBcd911dOrUiaSkJPr160dGRgY333wzSUlJpKSkcMYZZ5jHXVpaypIlSxg9ejTdu3cnJiaGvn37cu655/LZZ59V2s7du3fz448/MmrUKFJSUkhMTOT2229n3759/PDDD+bj3G43I0eOpG3btiQnJ3PppZfy22+/VfscHOndd9/l3HPPZcCAAcTFxdGxY0eGDx/O8uXLKSkpITMzk99++41bb72V9u3bk5yczKhRo3ymyNWU1Wpl3769ZrVYLOTm5hAQEEBOjrfC7y/oyjuqbHarTw1tFmTWfXsOAOB3eAhuTWvfAacAEBIaWOMaGOyvLGUpS1nKOkFZTe14lFW/WTt37uSdd9/G6XSa06zc7jKahUZiGAYu1yFKSsooKyvDMDhctR7On8XhU4KOHROwWI6sHbFYLGbt2rUrBw4cICAggBtvvNF8LX9ycDfwpWlRJ44I3k4cl8vF5s2bWbt2LXFxceYok02bNlFSUkJ6ejoxMTHmCAuA1q1bm2/Wj8e2bdt46623GDJkiHmZM2cO+fn5PtOYjtayZUufoZERERE+o0q2bNnCQw89xOjRo7nxxhvNRZnz8vJ89tOmTRvz/5s1a4a/vz8xMTHmbeHh4ebaLtnZ2bhcLqZOnerT3uXLl5OTk1NpOzMzM7HZbLRv3968LTQ0lPj4eDIzM83b/P39fdYXioiIMHNrYvv27SxbtsynXdOmTcMwDHJzc8nKysJms5GUlGRuExsbS3BwcLX7LZ+idnSta6k9vD+H/32RXqP6ytPeTrOLrjwNgD79T6lxfXv+CmUpS1nKUtYJympqx6Os+s0yDIOEuDZYrVZaxidit9sIDgwlvmVzwILd5sBqteLv74fdbiM6OgKLxXJEDcdiAbvd+wUdR9foaO+HiP7+jiprcLD3wyir1WJWi8VS5T6VVb9ZwcEBJCXFEBwcQGJii8PX4+jZs71Zk5OTOe2008waHx/PqaeeSkhICD169GDBggVI06ROHBG8b+yjoqJYs2YN6enp5hShyMhIoqKi2LBhg896OOVqu4Cx0+kkLS2NmTNnmpdHH32Up556CofDUeV25d+eVe7IbzpwOp1MmzaNoKAgbr/9dqZPn864ceOAip0QR+7HYrFU2C/8vuBe+SieiRMn+rT38ccf56677qrF0Vd9PHB837TgdDq58MILfdo1c+bMar89rCa+++473G4369evxzAM1q9fj8fjITIyyqyGYdCiRQxOp5OYmBjzeSpvf/lz7i7z+NTyxQ3Lysron3YGAOdd2q1GNejwEOyvP1tz3PX6URcoS1nKUpayTlBWUzseZdVvVvPmzelxalezBgWE0q5DW9av24zD7o/dz0ZoaDAej0F0dCStWiVisViOqFFYLBYiI71Tuo+urVo1x2IBm81aZTUM4/B1i1ntdmuV+1RW/WYZhkFJSZlP3bEjl67dEo+oO+jatWu19WShhY3rljpxRA7r3LkzGRkZZGRk+KzzkpKSwqpVq9i0aZPPVKqastlsZodIueTkZLKysoiNja1wqe0iZFlZWRw4cIDrr7+elJQUEhISarX2y9FatmyJw+EgLy+vQluPHJV0pISEBNxut8+i0AcOHCArK4uWLVv+4TaVS0pKIjMzs9Ln0W63Ex8fj9vtZtu2beY22dnZFBUVVbvf3r17A5CamophGKSmppKZmcnpp/c066FDxSQnJ7Fx4ya6du1iLmx88OBB4PfRT/v3HfCpOzZ5Ry81iwhmX5531FH5godV1Vdne6fZXTuyLwDnXNzluOtbc5crS1nKUpayTlBWUzseZdVv1qmnnsqvqzPMevY5vVmXsZHggGYkJMTicRtERkZhs1k49dTTyczcQVhYGJmZ2wgLCyQzM4+wsCDy84twOGwVamZmHjabjbIyd5XVO9LHgWFg1sjI0Cr3qaz6zbJarRUuzZs3Y93aXUfU5qxbt67aKk2TxdCEShEAvvzyS+bOnYvb7ebZZ58lPDwcgOXLlzNv3jyKi4uZM2cOERERgPfbooqKihg/frzPfsaMGUP//v0ZMGAAAHfccQddu3bl6quvxm63ExISwurVq3n44YcZOHAgvXv3xmKxsH37dnbu3Ml1111Xafsqy1uwYAHbtm1j8uTJFBYWMmrUKPr3789FF13Ezp07efnll9m9ezczZswgMTGR9PR0pkyZwvz5880pRcuWLWPBggU+Qy4XL17MDz/8wMyZMwFYtGgRn332GUOGDKFTp04cOnSI9evXExgYSN++fStt74wZM8jOzuaWW24hICCA1157jezsbHNh48pyv//+ex555BEWL15c6T6Pbv/27du59957Of/887ngggvw9/dn165d/Prrr9x0000ATJ06lYMHDzJy5EhzYeONGzdy/fXX079//0pzKlNQUEBYWBiFhYWEhYVRVFREcHAwxcXFBAYG4nK5CAgIwOl0+tZiFwGB/mZ1OUvxD3DgdJbg7+/AYrHg8XiwWq1V1j2782keF0HBviKaRQabtXB/EWHhNashYYHVZihLWcpSlrLqLqupHY+y6jdrzZo1DBo0iGuuuYbFixfTresprFr9M926dSMjI+Pwt5caGAbEx8eQlZVDYKA/xcUuwsND2L//IFarBY/HwGaz4HYb5nW73dvBUBs2mxW324PFAoaBua/y68o6sVnNmgVRUHDIrElJSWzdutWsZ599Nt988w0XXnghX3zxBfPmzePMM8+sVbvrms0W1qD5bnfNl2toDNSJI3JYbm4uY8eOJSEhgccff9y8fc+ePYwZM4b4+HieeOIJ8/aaduL8+OOPLFy4kD179hAZGcns2bMBWL16NW+//TZbt27FZrORkJBAv379zG+aOtqxOnEAVq5cyeuvv87+/ftJSkriiiuuYMaMGX+4E8cwDD755BM+/fRTcnJyCA4OJikpiSuvvLLKb6c6ePAgCxYs4Mcff6SsrIyUlBRGjBhBXFxclbnH24kDsGnTJhYtWsSGDRswDIPY2FjOPPNMBg4cCHi/Yvy5555jzZo1hIeHM2jQIF566SXS0tK46KKLKs2pzNGjqcpZLBZzMWMRERGR2vjyyy957LHH2LJlCxaLBbfbO8LDMAyioqIoKCjA6XSaHT9HTqmXP6/y86D8tWhQUBCdO3dmzJgx5sjyk4HNFtKg+W73wQbNr2vqxBGRP5W9e/cyevRo7r//frp27Vrj7SyWqtcqqk7P8JtqtZ2IiIhIue/2Vj5SW/68bNa+Dd2EGlMnTt2yN3QDRETq05o1a3A6nbRu3Zr8/HxeeeUVmjdvTkpKSkM3TURERESk6WuCiws3JHXiiEiTVlZWxuuvv05OTg6BgYF06NCB22+/vVZfDS8iIiIiItKQ9C5GRJq07t27071794ZuhoiIiIiIyB+mThwRERERERERqRcGWoa3LlkbugEiIiIiIiIiInJsGokjIiIiIiIiIvVECxvXJY3EERERERERERFpBNSJIyIiIiIiIiLSCGg6lYiIiIiIiIjUD6NxLWz8n//8hw8++ID9+/fTpk0bRowYQbt27Rq6WSaNxBERERERERGRP71vvvmGhQsXcvXVV/Pwww/Tpk0bpk2bRkFBQUM3zaROHBERERERERGpF0YD/3c8PvzwQy644ALOP/98WrZsyciRI/Hz8+PLL7+sp2fn+KkTR0RERERERET+1MrKytiyZQtdu3Y1b7NarXTt2pUNGzY0YMt8aU0cEREREREREWmSSktLKS0t9bnN4XDgcDh8bissLMTj8RAeHu5ze3h4OFlZWfXdzJozRETkmEpKSow33njDKCkpOSHbNdS2ylRmQ26rTGU2xsw/sq0yldmQ2yqzaWVK1d544w3jmmuu8bm88cYbFR63d+9e45prrjHWr1/vc/vLL79sTJw48UQ195g0nUpEpAZKS0t56623KvTi19d2DbWtMpXZkNsqU5mNMfOPbKtMZTbktspsWplStSuvvJIFCxb4XK688soKjwsLC8NqtbJ//36f2/fv319hdE5DUieOiIiIiIiIiDRJDoeDoKAgn8vRU6kA7HY7ycnJrFmzxrzN4/GwZs0aOnTocCKbXC2tiSMiIiIiIiIif3qXXXYZs2fPJjk5mXbt2vHxxx/jcrno27dvQzfNpE4cEREREREREfnTO+ussygsLGTx4sXs37+fxMRE7rnnnpNqOpU6cUREasDhcHD11VdXOvSyPrZrqG2VqcyG3FaZymyMmX9kW2UqsyG3VWbTypS6c+mll3LppZc2dDOqZDEMw2joRoiIiIiIiIiISPW0sLGIiIiIiIiISCOgThwRERERERERkUZAnTgiIiIiIiIiIo2AOnFERERERERERBoBdeKIiDRBWrNeRKRp0995EZE/J307lYhIFTIzM0lISKj0vtWrV9O9e/cT26DjMGjQIGbOnEnLli1rvY/9+/fz+eefc/XVV1e476effmLTpk2ccsopdOrUiTVr1vDBBx/g8Xg444wzuPDCC2uUYRgG6enpZGdnExERwSmnnILdbq/y8Xv37iU4OJiAgACf28vKytiwYQOpqamVbldSUsLKlStZt24d+/fvx2KxEBMTw+mnn07Xrl2rzHI4HISFhQGwdu1aPvvsM/Ly8oiOjubSSy+lQ4cOVbZ1165dbNy4kQ4dOpCQkEBmZiYff/wxpaWlnHfeeXTp0uVYT89xO3DgANu3bycxMZGQkBAKCwtZunQpZWVl9O7du9rzYdOmTWzYsIH9+/cDEB4eTocOHWjXrl2V23z77bf06NEDf3//OjuGKVOmcNttt9G8efNabX/w4EF++ukn+vTpU+n927ZtY8uWLXTu3JmYmBh27tzJf//7XzweD7169arx73Vubi7Z2dmEh4fTunXrYz6+tuduOafTyf/+9z/zd+Xss88mNDS0zjNr87sCUFpaisViMX9/s7Oz+fLLL8nLy6N58+b069ePFi1aVLqtYRjs2bOHqKgobDYbZWVlfP/995SWltKjRw/zd7Aqx3vunoznLVT/N7cyjeXvPBzf74vH48Fqrfg5s8fjYd++fURHR1e57Zo1a1i3bh35+fnmuXvaaacRFxdX6eP/yHkLtT93yx939HnbsWNHTj/99Gr/Haztvy21zfzggw/o3bv3Hzq3j9ZU/87X9tw93vNWRJ04IiJVuOGGG7jhhhu49NJLzdtKS0tZuHAhS5cu5dVXX62wza5du/jPf/5T6RuKSy+9tNIX2w899BBnnXUWvXv3xs/P77ja+NJLL1V6+8cff8y5555rvskbOnToce0XvC+CJkyYwBtvvOFz+2effca8efNo06YNu3fv5qabbmLu3LmceeaZWK1WVqxYwfXXX0///v0r7HP69OnccccdBAUFcfDgQaZPn86mTZsIDQ3lwIEDxMfHM2XKlAovfPPz85kxYwZbtmzBYrFwzjnncPPNN5tvTvfv38+tt95aoa3gfVE+depUSkpKsNvt7Nu3jx49enDgwAE2b95Mr169uOOOO7DZbD7b3XPPPVx11VX07NmTH374gUceeYSePXuSkJDA7t27+emnnxg3bhw9e/askLl69WpmzJhBQEAALpeLu+++m1mzZtGmTRsMwyAjI4P77ruvwovtLVu2EBISYr5pWLFiRYWOo7PPPrvSn9emTZt44IEHKC4uJigoiPvvv5/HHnsMm82Gx+MhPz+ff//73yQnJ/tsV1BQwKOPPsr69euJjo6mWbNm5u15eXl07NiRf/zjH+btR7r22msJCAjgrLPOol+/frRv377StlXmxx9/rPT2Rx55hGHDhpkvdk877bQa7xOqPm8BvvvuOx5//HGCg4MpLS1l3LhxPP744yQnJ2O1Wvntt98YO3Ys55xzjs92L774IjfccAMBAQGUlJTw9NNP8/3335v3p6amMmHChAqdJVD7c/fOO+9k6tSphISEkJeXx6RJkygqKiIuLo6cnBxsNhvTpk2r9A1mbTNr+7sCMHnyZC699FJ69+7NunXrmDp1KvHx8ebvS1ZWFvfff3+Fjs+srCymTZtGXl4eMTEx3HfffTz22GNkZmYC4OfnxwMPPFDpm5nanrsn43kLVZ+7je3vfG1/Xw4dOsRzzz3HTz/9RFBQEBdeeCHXXHON+aa4ur/zBQUFPPzww2zevBmr1YrH4yEpKYl9+/ZRWFjIZZddxg033FBhu9qet1D7czc7O5tp06axb98+2rdv73Pebty4kaioKO655x5iY2MrZNb235Y/knnttddisVjo3LkzF1xwAb169aq2k+lIf5a/87U9d2t73orU7DdQRORP6LbbbuPFF19k1apVjB49mv379/Pkk09iGAZTpkyp8PhVq1Yxc+ZMkpKSOO200wgPDwe8/3j/9ttvTJgwgbvvvrvCJ0CrVq3il19+Yd68eZx99tlccMEFFd5oV+Xjjz+mTZs2BAcHV7gvMzOz0hcb5bZv317tvrOysiq9/ZNPPuGmm27iwgsvZM2aNUyfPp0bb7yRSy65BIAOHTrw3nvvVfrifvXq1ZSWlgKwaNEiiouLefrpp2nRogV79+5l5syZvPHGG4wcOdJnu1dffRWr1cqDDz5IUVERr732GlOmTOHee+8lJCSk2uOYP38+p5xyCiNHjsRisfDuu++ydu1apk2bxu7du3nggQd4++23SUtL89lu586dtGrVCoB3332XQYMGccUVV5j3/+c//2Hx4sWVduK89dZb/PWvf+W6667j66+/5sknn+Tiiy9m0KBBALz22mu8++67FV5oP/vsswwZMoQWLVrwxRdfMH/+fC644ALOPfdcsrKymDNnDi6Xi379+lXIfP311+nduzdDhw7ls88+Y+bMmZxyyimMGjUKgGeeeYa3336bu+++22e7F198EY/Hw+OPP058fLzPfVlZWTz77LPMnTuXu+66q9Ln9y9/+Qs//PADS5cupWXLlvTr14/zzjvvmKNEZs6cWeV98+fPN///6Be9hw4dqna/Tqezyvveeecd0tLSGDhwIF9//TWPP/44AwYMMEchfPDBB7z//vsVXtx/9tlnXHPNNQQEBPDWW2+xadMm7r//ftq3b8/WrVuZPXs277zzDtdff32FzNqeu1lZWbjdbsB7vkRGRjJz5kyCgoJwOp3MnDmT119/nTvuuKPOMmv7uwKwdetW2rRpA3h/ty+++GKfToVFixbx8ssvM3XqVJ/tXnnlFdq0acOECRNYunQp06dPJy4ujgceeADDMHjsscd46623+Nvf/lYh84+cuyf6vIXa/81tbH/na/v78sYbb7B9+3b+9re/UVRUxDvvvMPWrVsZN27cMTsN5s+fT0REBPPnz8fhcPDyyy9z6NAhHnroIdasWcPjjz9OZGRkhfbW9ryF2p+7L7zwAq1ateLhhx8mKCjI575Dhw4xa9Ys5s6dy7333lshs7b/tvyRTIBRo0bx/fff8/TTTxMUFMS5555Lv379jjk65c/yd762525tz1sRdeKIiFThrLPOomPHjjzzzDP84x//wOl00rdvX2688cZKh+G/9tprXH755Vx77bUV7ktLS2Px4sW88sorlQ7jnTlzJr/88gtffvkln3/+Oa1bt+aCCy7gnHPOqfZN16BBg/j888+58cYbfV60DRo0iDFjxlQ7zH78+PHHeAYql5ubax5Dly5d8Hg8pKSkmPenpqYyd+7cY+5nzZo13HDDDeZIgqioKAYPHsycOXMqPPa3337j7rvvpm3btgCkpKTw2GOP8e9//5t//etf1eZkZGQwY8YMLBYLAJdddhlvvPEGBw4cIC4ujmHDhrFgwYIKb0xtNhvFxcXmMffo0cPn/u7du1c6Ggu8HUBjx44F4Mwzz2TWrFn07t3bvP+cc87hyy+/rLDd7t27zU9tP/30U4YNG+YzZaFdu3a88847lXbibNmyheHDhxMYGEj//v159dVXfba99NJLmTFjRoXtfvnlF6ZMmVLhTTBAfHw8w4cPZ/LkyZUeJ8BFF13E1VdfzZYtW1i6dClvvfUWr732Gj179uTCCy+kW7dulW53yimnYLVaGT16tM9IiWNNERk+fHiVbTmWrKws84X7WWedxaxZs+jVq5d5f69evXjzzTer3cdPP/3E4MGDzd+3Tp06MXToUF5++eVKX9z/kXO33MaNGxk5cqT55isgIIC0tDSeeOKJSh9f28za/q6Ad7qAx+MBvB0Lw4YN87m/b9++fPzxxxW227BhA/fddx+tW7fmuuuu45NPPuHWW2813/hcccUVPPnkk5W294+cuyf6vIXa/81tzH/nj+f35YcffmDMmDF07twZgNNPP52HHnqIhx9++JjHsWrVKh544AHzd+T6669n+PDhjBgxgi5dujB06FDeeeedCm+Ga3veQu3P3fXr1/Pggw9W6EwBCAoK4rrrruOee+6pNLO2/7b8kUyAHj160LdvXwoKCli2bBnLli3jk08+ITk5mQsuuICzzz6bwMDACtv9Wf7O1/bcre15K6JOHBGRYygrKzNf6EVEROBwOCp9XFZWFueee26V+znnnHN47733Kr0vNDSUAQMGMGDAADZt2sTSpUtZtGgRr7zyCqeffjoXXHBBpfPcr7jiCrp06cLTTz9Nz549uf7662s8zDkkJITBgwdXuc7Fzp07efjhhytt6549e4iOjmbfvn14PB7y8vLMT+Ty8vKq7Xgqf4NYVFRETEyMz32xsbHk5+dX2ObQoUM+n0I7HA7GjRvHY489xpQpUyr9lL5cUFCQ2RkD4HK58Hg85vPUpk0bc+rbkVJTU/n6669p06YNiYmJpKenm5/YAqSnpxMZGVllbjmr1YrD4fB58RwYGFjpJ43+/v4cOHCA5s2bs2/fvgprerRr147c3NxKc8rKyszpeHa7HX9/f59RBWFhYRw4cKDCdg6Hw+f5OVpxcXGV5/yRkpOTSU5O5sYbb+Tbb7/lyy+/ZNq0aURHRzN79uwKj7/nnnv48MMP+ec//8nNN99c6YimygQEBDBw4MAqp8Ds3r2b559/vtL7AgMDOXjwIC1atKCoqAiPx+PznBw4cKDKUQ3l5+3+/ft9zgPwnkN79+6tdLs/cu6WZ5aUlJgj+8pFRkZSWFhYp5m1/V0BaN++PT/99BMJCQnExsaaazOV27ZtW6V/F5xOp3l7QEAA/v7+PscaFRVFQUFBpZl1ce6eqPMWav83tzH/nT+e35fCwkKfNVLCwsK4//77mTZtGtOnTzdHFVbG4XCYmYA5NaW8g6Zjx47s2bOnwna1PW+h9uducHAwe/bsqXIUS25ubqWjro52PP+21FVms2bNuPzyy7n88stZu3YtS5cu5aWXXuKll17i5ZdfrvD4P8vf+dqeu7U9b0XUiSMiUoWvv/6aF198kU6dOvHkk0+ybds2nnnmGX755RfGjh1boQOiRYsW/Pzzz5V+Kgzw888/12gRv3bt2tGuXTuGDh3K//73P5YuXcrUqVMrHZ5f/viHH36YF198kYkTJ1b7pvBIycnJ5OfnV9mmoqKiSm8/7bTTeO655+jTpw8//vgj5513Hi+//LI59/uVV16p8lNsgNmzZ+NwOCgrKyM3N9ecsgTeF06VfVIYExPD9u3bfdYWsNls3HXXXTz22GM89NBDVeZ169aNhQsXMnLkSBwOB6+99hqJiYnmp4Z5eXmVLj55/fXXM2nSJPbt20enTp1YtGgRmzdvJiEhgaysLP73v/9VmPZVrkWLFmRnZ5vrCzzwwAM+Cxrm5eURERFRYbvu3bvz6aefMmrUKFJSUvj222993lD873//q3TNAoDo6Ghyc3PNkU1///vffTLy8/MrPc4zzzyT2bNnM3ToULp06WI+/4cOHWLNmjW89NJLVa7DUxk/Pz/OO+88zjvvPHOR0KpcdtlldOnShaeeeoqffvqpRmt6lE81rGoh4MrOn3Jdu3Zl7ty5XHrppXzzzTd069aN1157jdtuuw2LxcIrr7xCp06dKt120aJF+Pv7Y7Vayc/P9zlvDxw4UOUiuX/k3P33v/9tjgjLysryeQO2Z8+eKqf+1Daztr8rANdddx0PPvggTqeTs88+m4ULF7J7925atmxJVlYWn3zyic90xHIRERHmmk/gXYvsyE/sCwsLq3xzWZfnbn2ft1D7v7nQ+P7O1+b3JTo6ml27dvms8xQYGMh9993HAw88UO3UnE6dOvHGG28wZswY7HY7r732GjExMWYnS1XnUW3PW6j9uduvXz9mzZrFVVddRdeuXX3Wp/ntt9945513fNbiO1Jt/235I5lVSUlJISUlheHDh/PNN99U+bg/w9/52p67tT1vRdSJIyJSheeee44hQ4Zw8cUXA943OI888gjPP/8848ePr7DYZFpaGk899RTp6el07drVZ02cNWvWsHr1am6//fYa5/v7+9O3b1/69u1b5boF5QICAhg7dixff/01U6dONT/Fqc5FF11U7bzy6OhoRo8eXeH2wYMHU1ZWxtdff03Hjh0ZMWIEH3/8MTNmzMDtdpOamlrpcGPA55skTj/9dFwul8/93333nU+nRbnu3bvzxRdf+Awbh9/fmD766KNVfkJ2ww03MGPGDHNdjOjoaMaNG2feX1hYyF//+tcK27Vs2ZJp06axaNEi3n//fVwuFytXrsRqtdKuXTvuuOMOnyHaR7rooot8fgZHf/q5atWqSkdWDR48mPvvv59JkybRtm1bPvzwQzIyMsyOo40bN/q0/UhnnXWWz6e+p556qs/9P/74ozm95khDhw7FMAyeeOIJ3G63+Ql/WVkZNpuNfv36MWTIkEozjyU2NtZcq6EqiYmJPPTQQyxYsIDx48cf82uTzz77bEpKSqq8Pzw8vMpv9xkyZAizZs3ihRdeoGPHjtx5550sWrTIPDdiY2Mr/cQ0JSWF3bt3A97z4uhPRletWuXzYv9ItT13jz6Goz85/umnn6p8I1LbzNr+roB3jZR77rmHl156iU2bNgGwZMkSwPtm95prrql0SkDXrl3JzMw0j6X87225X3/9laSkpEoz6+vcrY/zFmr/N7dcY/k7X9vfl27durFs2bIKf7sCAgK49957eeCBB6o8jiFDhvDAAw+Y03ACAgK48847zfszMzPp27dvhe1qe95C7c/da6+9Fn9/fz744IMKo1fCw8PNkS6Vqe2/LX8k81jKF/KtTlP/O1/bc7e2562Ivp1KRKQKWVlZVY6qWbFiBeedd16F29evX88nn3xS6bdT9e/fv9JvuJgyZQrjxo2rs09b9u7dy5YtW+jatWu1C17WtZKSEtxud6Xz4mvK6XRitVorfEuX2+3G5XJV+emb2+1m37591Y502r17N6WlpSQkJFT67TrVMQyDgoICDMMgNDS0xlMZaqOoqIh3332Xn376//buPSyqOv8D+JsRZUBDBCI0lTK80FNaKZoLmK1P9DxdyHraUTB1C7yErJf2Z4SJkEqu0JYmultqartCKhrdTNO1JNguSlK24m0J4xIwgxVxGVDm/P7wmVmGuTCcM8PxMO/X8/Q8cGbe53PmzMfpzJdzvqcYtbW1EAQBgwYNwujRo/Hwww9bHYhxRGtrq+n0e2uam5tRVlZm1rcjRoyw+xdP4+UWHU8Hl+LkyZP4/vvv8fjjj1u9G5ar1NTUoK2tTVRvAEBtbS08PT0REBBg8Zgzere7pNaU8m8FuDbYY+xdPz8/u7do7kpdXR369u1r9ewCo+72bm/oWyV/ztv699LY2Ghx9kNHLS0t+OGHH2yendHa2oqzZ8/i6tWrGDlyZJe3pu/MmX0LONa7dXV1Zn0rtaaj29XTNTuS63O+trYWra2tLvmcl9K7ra2tOHfuHK5cuSKqb8k9cRCHiEiiuXPnIjMz0+LyKnK9uro6BAQEiDogk5IVq729vUfruRNBEER/KZeSdbWCggJMmjTJ5mn8ZEns+3k99wFwrRcmTpzYo4M27oq9QEbXey+Qe1LJvQFERErXeSx8//79NieftUdszp6amhqrt0M3+vnnn1FQUIBvvvkGV69eNXtMr9cjLy/PqTng2inme/fuxffffw/g2h1xXn75Zbz00kt256GwZsmSJabTn7uru9nLly9j7969eP311/H222+jqqrK5nNLSkrw448/Arh295O8vDwsWLAAcXFxWLhwIfLz8+2eTl5QUGBxqZlUOp0OW7ZssfpYW1sbzp49i8rKSquPHT9+3OZ6pWQrKyvx6aefmvZlVVUVtm7dii1btpj6w1FxcXFWt8EVWb1ej08//RS5ubk4dOiQ1QmjjcrKysz+XRcUFCA1NRXPPvssUlNTUVRUZLfWrl27kJCQgI0bN+Kbb75x6BKartjrBSk5sb3gzD4AxPeCmFxP98K8efPYCzbI/XniaC9I7QPA+b0gtg8cybIX7H8uOCNH7odz4hAROdmXX36JvXv3YuTIkYiKisLkyZMdOj1WbM4evV6PM2fOWH3s4sWLyMjIgMFgQHt7O/z9/bF8+XLT6cB6vR779u2zuO5cbA64drD6t7/9DcOHD8eHH36IZ555Brt27cKkSZMgCAK2bt0Kb29vi7k8XnnlFauvwWAwYMeOHaZT+63NFyM2+9RTT2HLli3w9fVFZWUlVq5cCV9fX9xyyy04deoUjhw5grVr11rcwQIAdu7ciQULFgAA3nvvPXz88cd4/PHHTZNlGudcsDVh5q5du7B161ZMmDABUVFRuOuuu0wTiorV2NiI48ePIzEx0Wx5dXU1MjIyoNPpAFybaHHJkiWmO281Nzdjy5YtZvMZ2ct2nFDZXrakpASZmZlQq9VobW3F8uXLkZ2djZCQEAiCgLVr12LlypUW8zt0novKyGAwID8/3zTZr7XJM8Vmly1bhjVr1mDAgAHQ6XRIS0tDU1MTBg8ejNraWuzfvx8ZGRlWL0v429/+htmzZyMoKAj/+te/sGPHDkybNg1RUVGorq7GG2+8gdbWVqu3jQeAN998EyUlJSgqKsJrr70GLy8v3HvvvYiKisLo0aOtZrpiqxek5MT2gtg+AMS/n1J6iL3QdU6OXpDj80RsL0jtA8D5vSC2D7rKshfs94KUzxNybxzEISJysqysLFRUVODzzz/HBx98gJ07d2Ls2LGIiopCeHi4zcsixOQOHjxod1suX75s87Hc3FyEh4dj4cKFaG1txe7du5Geno6VK1fanEhUSg4APvzwQ8yePRsPPfQQTp8+jfXr12PmzJl45JFHAFybTPCjjz6yGMQ5ceIEwsLCrB7IqNVqu/O2iM1euXLFdLZMTk4OwsLC8H//93/o06cPDAYDXn/9deTm5uKFF16wyGq1WtN8I4WFhUhISMDkyZMBXJt0Njg4GDt37rQ5iCPmAP3kyZM29wFw7Xp+a3bv3o1hw4Zh3bp1aG5uxs6dO7Fq1Sqkp6eb3fXE0WxqaqpD2by8PMTExGDmzJkoKirCxo0bER0dbZpQNicnB/n5+RYH2gcPHkRISIjVOaSqqqrsXl4gNltdXY329nbTdvn7+yMrKws+Pj7Q6/XIyspCbm4ulixZYpH96aefTHeJ+uSTT/DHP/7RbBLQ0NBQHDhwwOYXtj59+mD8+PEYP348Wltb8fXXX6OwsBAvvfQSAgICsGnTJouM2F4QmwPE94LYPgDEv59Seoi9YD8HyNMLcnyeiO0FqX0AdL8XpLyf7AXX9YKUzxNybxzEISJygWHDhiEuLg5xcXE4e/YsCgsLsXPnTmzdutXmX3vE5Hbt2gU/Pz+bE+12vtSpo7KyMsTHx0OlUsHb2xsJCQkIDAzE6tWr8eKLL9o8wBKbA64dvE6YMAHAtTt7tLe348477zQ9fs899yA/P98it3jxYvzzn//Efffdh/vvv9+0/PPPP0dsbCyGDh1qs6aUrNEPP/yAxYsXm+azUalUeOyxx2zeqnnAgAG4fPkyAgMD0dDQYHFb8MGDB9sdYBPzZc3e7XftOX/+PFJTU+Hr6wtfX18kJydj27ZtWLVqFdLS0uzOxSIlW1FRgaSkJADXbhWdnZ1tNngXGRlp9fK62NhYHD16FHPmzDE7CI+NjcWiRYvsvp9SskYXLlzAvHnzTIN/arUaGo0GGzZssPp8Ly8v/Pbbb7jxxhtx+fJlhIaGmj0eGhrq8GWUXl5eGDduHJqamqDT6Wye4i+2F8TmAPG9ILYPAPHvpzP6AGAv2CJHL8jxedJRd3rBmX1gXF9XvSDl/WQvuPZzQWqO3BMHcYiIJOpqwju1Wo1+/frB09MTLS0tDq/XkVxgYCBmzZqF3/3ud1YfLy8vR3Jyss0aV65cMft9+vTpUKlUyMjIsHurW7E5T09Ps4Glvn37mv11q2/fvlZvKxoREYGRI0di06ZNKC4uxsKFCzFgwACbdZyVNb63KpXK4oyd/v37o7Gx0WouPDwcBw4cwPPPP4/w8HAcPnwYCxYsMK3v448/tnordWsc/bLm5+eHhIQEhIeHW33cVi+0tbWZXarl4eGBefPmYfv27UhPT8fixYttbpuUbEfGu2Z13Mfe3t5obm62eO706dNxxx13YNOmTRg/fjzi4uIcvluYlKzxvWtra4Ofn5/ZY/7+/mhoaLCau+uuu/DJJ59g4cKFCAsLw5dffmn23n/xxRcWg3yddRzIO336NAICAhAREWG6ZW5nYntBbA5wTi90pw8A8e+nlD4wvjaAvXA99YLYrBy94Iw+ALrXC1LeT/aCY8R+LojNkXvjIA4RkUTWJqitq6tDYWEhCgsLUV1djdtvvx0ajcbiMiGpuREjRqCsrMzmII49w4cPx7lz5yzmdImJiYEgCNi4caNTcwAQHByMqqoq063b//73v5vdqrampsY0F0tnQUFBeOmll5CXl4fly5eb5pxxhNis8RRmvV6PS5cumb3mmpoaiwMuo7i4OKxZswZLly7FqFGj8MUXX+D06dMYPHgwampq0NjYiBdffNFu7e5+WTP2gq0DbVuGDBmCsrIyi78yxsfHAwAyMzNdkg0KCkJNTY3py8ratWvNzuLS6XQ2b80bGhqK9evXY9u2bUhJScGf/vQnO6/QOdnVq1ejT58+aGlpQXV1NYYPH256TKvVmuZL6GzWrFlITU1FWloabrvtNnz44Yc4c+YMbr75ZlRXV+PChQtW53Iy2rBhA4qLi+Hl5YXJkycjPT0do0aNsrutYntBbA4Q3wtS+gAQ/35K6SH2gn1y9IJcnydiekFqHwDd7wUp7yd7wTFiPxfE5si9cRCHiEiiFStWmA08vPjii7h48SJCQkIwdepUREZG2hyY6EhMbsaMGXbvYjR06FBkZ2dbfWzKlCk4c+YMoqOjLR577LHHIAgCjhw54rQcADz++ONm15t3PrulrKzMNHeMNSqVChqNBmPHjkV2dna37sjR3WznM4o6/2X0/PnzmDhxotWsj48P1qxZg2PHjqG4uBhBQUEwGAy4evUqIiIiEB0djYCAAJu1xXxZi4mJsdsLwcHBSEtLs1g+ceJEFBUVYcqUKRaPxcfH230/pWQfeOABs/eg44ErAJw6dcrqfAdGarUaSUlJKCoqwpo1a7rVC93Ndp6ku/PcCMXFxRgzZozVrL+/PzIzM5Gfn4/i4mIIgoCLFy+ivr4eo0ePxpw5c3DbbbfZrK1SqbBs2bJuTW4tthfE5gDxvSC1DwDxvSAmx16wnwPk6QU5Pk/E9oLUPgC63wtS3k/2gut6QcrnCbk3D8HePU6JiNzYK6+8gtDQUIvJZ9977z3897//tXlGRG5uLqKiohy+flpqzl3p9XrU1NRg6NCh3TrlWWq2J7z++uuIjIx0yl2p3EF9fT3Kyspw55132p180tnZ68mf//xnpKSkdDmhdG8n9v3sLX0AsBekYi+QUW/qBepdeGRIRGRDaWkp7rnnHovld999N0pLS23mHJ0sd+7cuWZ3dRCbA4D9+/d3ayJEZ2TlrqlWq3HLLbc4PAgjNivH61y8eDHuueeeLgdw/vznP5tu3WpUUFAAvV7f7Zpic3JlO+YCAgIQHh7u8EG22GxBQYHdv0i7KusIrVZrustJx5pK6QVn1ezu+ymlh9gLrsnKXbOnesHVfQBY9oKSP+flqNmbeoF6F56JQ0Rkw6xZs5CVlWWav8WoqqoKzz//PHbv3i1p/XPmzEFWVhZuuukmybnly5fjxx9/xMiRIxEVFYXJkyfD19fXofWJzbKm62o6ylovxMfHo62tDRMmTEBUVJTDZ/OIzcmVdZeajlJ6L7hLTalZR7AXen9NR3XuBaX1PGsSWcdBHCIiG1JSUjB+/HiLa5b37t2L4uJirF+/XtL6nTmIA1y7rebnn3+Of//736ivr8fYsWMRFRWF8PBwu7d6lpJlTdfVdIS1Xmhvb0dJSQmKiopw4sQJeHl54d5770VUVBRGjx5tc11ic3Jl3aWmo5TeC+5SU2rWEeyF3l/TUZ17QWk9z5rO6wXqXTiIQ0Rkw8mTJ/HXv/4VERERpknwvv/+exQVFWHZsmU2J7V1lLMHcTo6e/YsCgsL8eWXX+LKlSvYtWuXw+sXm2VN12at6aoXrN3hatOmTV2uV2xOrqy71LSnN/WCu9SUmrWFveBeNe2x1wtK63nWJPqf6282RyKi68SECROwfPlyvPvuu/jqq6/Qr18/DB8+HKmpqbj99tvl3jy71Go1+vXrB09PT7S0tPRIljVdmxXDy8sL48aNQ1NTE3Q6HSorK12akyvrLjWlUNLrdJeaUrNiKWkfsabrKK3nWZPofziIQ0Rkxz333GN1cmNn8PDwcGqurq4OhYWFKCwsRHV1NW6//XZoNBrce++9Xa5TbJY1XVdTCmt/yYuIiLB5RzWpObmy7lJTCiW9TnepKTUrlpL2EWtef30gV5Y1XdcLpFy8nIqIyIaLFy9CEASMHDnSbPmFCxegUqlw2223SVq/My+nevHFF3Hx4kWEhIQgMjISkZGR8Pf3d2h9YrOs6bqajrLWCxs2bEBxcTG8vLwwefJkREVFYdSoUV2uS2xOrqy71HRUYWEhJkyYYHYXFSW9TnepKTXbkSAIVgf12Qu9v6ajOveC0nqeNYms45k4REQ2bN++HY899pjFIM7ly5fx3nvv4eWXX5a0/hUrVoj6Qm8td8cdd+DZZ5916BblnYnNsqZrs46YP38+Bg4caLZMpVJh2bJl3b67hdicXFl3qFlZWYkLFy5g1KhRuPnmm1FVVYWDBw/iypUrmDJlimmuLgCIjIx02va6w76Vq6bUbEdxcXHIysqy+HxhL/T+mkZ6vR5ffPEFampqMGjQIEREROCGG24wPd65F5TW86xJZINARERWPfXUU0JNTY3F8traWmH27NndXp9WqxU2b97cYzlr5syZY/U1uTLLmt3Ltra2CqWlpUJFRYXF81pbW4XPPvtMVI3OnnvuOUGr1fZYTq6sUmueOnVKiI2NFZ5++mkhLi5OOHXqlBAfHy+sXr1aeOmll4QZM2YIp0+fFlXDWdur1H2rhJodszt37rT6n0ajETZt2mT63RmUtI/csebSpUuF3377TRCEa8cGiYmJwty5c4UXXnhBePrpp4WEhAShtrZW1PY5Y1vlyrImuRueiUNEZEPfvn3x66+/Wlzu9PPPP6NPnz7dXl9jYyOOHz+OxMTEHslZI0i4glZsljUdz1ZXVyMjIwM6nQ4AMGbMGCxduhSDBg0CADQ3N2PLli247777RNcy0mq1aG9v77GcXFml1szLy0NMTAxmzpyJoqIibNy4EdHR0YiNjQUA5OTkID8/3+xsHLHcbd8qoWbH7MGDBxESEoL+/ftbPKeqqsrssimplLSP3LFmdXW16eecnBz4+/sjKysLPj4+0Ov1yMrKQm5uLpYsWSJqG6Vuq1xZ1iR3w0EcIiIbxo4di5ycHDz//PPw8fEBADQ1NSE3Nxd33nmnxfNPnjxpd321tbVWl4vNUe+ze/duDBs2DOvWrUNzczN27tyJ1NRUpKenIzAwUO7Nox5UUVGBpKQkAMDkyZORnZ1tNhl2ZGQkPv30U7k2j3pQbGwsjh49ijlz5pgN2sXGxmLRokUuu1yTrm8XLlzAvHnzTMcnarUaGo0GGzZskHfDiMjlOIhDRGTDnDlzkJaWhsTERNx6660AgPLycgwcOND05aqjrKwsUXXE5qj3OX/+PFJTU+Hr6wtfX18kJydj27ZtWLVqFdLS0uDl5SX3JpIMVCoV+vbta/qyBgDe3t5obm6Wcauop0yfPh133HEHNm3ahPHjxyMuLg6enjyEd1fGyazb2trg5+dn9pi/vz8aGhpk2Coi6kn8PwARkQ3G05QLCwtRXl6Ofv36YerUqYiIiLB6AO3n54eEhASEh4dbXV95eTmSk5OdlqPep62tzWxSQw8PD8ybNw/bt29Heno6Fi9eLOPWUU8KCgpCTU0NgoODAQBr1641OxtLp9OZLrOj3i80NBTr16/Htm3bkJKSgj/96U9ybxLJZPXq1ejTpw9aWlpQXV2N4cOHmx7TarVmExsTUe/EQRwiIjvUajXGjBmDwMBAXL16FQBQUlICAJgwYYLZc0eMGIGysjKbgzG2iM2JYe12tK7Osqbj2SFDhqCsrMzi8oj4+HgAQGZmpugapCwPPPAADAaD6feOX9QA4NSpU06ZD4eUQ61WIykpCUVFRVizZo1Zf5B7ePLJJ81+7zwfUnFxMcaMGdOTm0REMuAgDhGRDbW1tXjllVfw448/Wn18z549Zr/HxMSgtbXV5vqCg4ORlpZmsVxsTgylTvjrLjUnTpyIoqIiTJkyxeI58fHxEAQBR44cEV2HlCM6Otru43FxcWa/19fXY9CgQbw9rRuIiIjAmDFjUFZWZnWuLPZC7/WHP/zB7uOzZ882+529QNRL9fj9sIiIFGLdunXC+vXrhV9//VWYPXu2UFFRIZSWlgopKSnCmTNnJK9fp9MJ7e3tPZYTBEEoLS0V2traejTLmq7LSumFzz//XGhpaemxnFxZd6kp5Rb3Snqd7lJTStaRXjAYDKJqis2xpmtr2iL2c0FpPc+a5G44iENEZMMzzzwjlJeXC4Jw7UCoqqpKEARBOH36tLB8+XLJ6xd7cNWdnFarFTZv3tztGlKyrOnabEede6G1tVUoLS0VKioqLJ7b2toqfPbZZ1bXIzYnV9ZdanbH7NmzzXqhoqJCOHbsmFBZWSkIgiBUVlYKb775prB582bh9OnTNtcjNsears86qnMvWDNz5kyr/dgVsTnWdG1NW2z1QktLi3Ds2DEhJydH+Pjjj4WGhgaH1ylHljWJzPFyKiIiGwwGA7y9vQEAvr6+uHz5MoYMGYLAwEBUV1dLXr/QA5ftNDY24vjx40hMTOx2HbFZ1nRttqOOvVBdXY2MjAzodDoAwJgxY7B06VLT5LfNzc3YsmUL7rvvPrN1iM3JlXWXmlKUlJQgMzMTarUara2tWL58ObKzsxESEgJBELB27VqsXLnSYk4dsTnWdH1WrF27dlldbjAYkJ+fb5oEd+7cuU7JsaZra4q1bNkyrFmzBgMGDIBOp0NaWhqampowePBg1NbWYv/+/cjIyEBQUNB1kWXNrmuSe+MgDhGRDcOGDUN5eTmCgoIQGhqK999/H56enjh69ChuuukmuTcPAHDy5Em7j9fW1jo9y5quqynF7t27MWzYMKxbtw7Nzc3YuXMnUlNTkZ6ebnXeDKk5ubLuUlOKvLw8xMTEYObMmSgqKsLGjRsRHR2N2NhYAEBOTg7y8/MtBgvE5ljT9VmxDh48iJCQEPTv39/isaqqKouJcaXmWNO1NcWqrq5Ge3s7gGt9Zrz7po+PD/R6PbKyspCbm4slS5ZcF1nW7LomuTcO4hAR2fDEE0+YJhyeMWMG/vKXvyAtLQ0DBgzAsmXLZN66a7Kysno8y5quzYp1/vx5pKamwtfXF76+vkhOTsa2bduwatUqpKWlwcvLy6k5ubLuUlOKiooKJCUlAQAmT56M7Oxs3HvvvabHIyMj8emnnzotx5quz4oVGxuLo0ePYs6cOWaDQ7GxsVi0aJHFnfCk5ljTtTWd4cKFC5g3bx58fHwAXLvDlUajwYYNG67LLGt2XZPcDwdxiIhsuOuuu0w/BwcHY8OGDWhsbET//v0l3U7amfz8/JCQkGDz9uTl5eVITk52apY1XVdTira2NrM7kHh4eGDevHnYvn070tPTsXjxYqfm5Mq6S83usvWZpFKp0LdvX9MXAwDw9vZGc3Oz3fWJzbGm67Nd6dgL06dPxx133IFNmzZh/PjxiIuLg6dn14f/YnOs6dqa3dWxF4w/t7W1wc/Pz+x5/v7+aGho6HI9PZllza5rkvvi/eaIiLphwIABThvAEbuejrkRI0agrKxM1HrEZlnTtdnu6NgLQ4YMsVozPj4eEyZMQGZmptV1iM3JlXWHmpcuXYLBYLC5Tms6zo8UFBSEmpoa0+9r1641u3RLp9OZ5uTpSGyONV2XldoLABAaGor169ejoaEBKSkp+PHHHx1aj9gca7omJ7UXVq9ejeTkZLS0tFjM66fVak1z8VgjR5Y1u65J7otn4hAROcGlS5cwbNgws7+4d0UQBFRVVeHGG2/sds4oJibGdMmXNcHBwUhLS7P6mNgsa7qmptgeMpo4cSKKioowZcoUi+fFx8dDEAQcOXLE4jGxObmy7lDz+eefx5tvvomBAwciKSkJ69at6/JA/tVXX4W/vz8A4IEHHjD7sjd8+HCz5546dcrqvCtic6zpuqzUXjBSq9VISkpCUVER1qxZ4/BggNgcazo/J6UXnnzySYvaHRUXF2PMmDFW1yFHljW7rklursfug0VE1ItpNBrhl19+EQRBEBYtWuTQbSG1Wq3oXHt7u6jt1Ol0PZ5lTceySukFOfatlKwSaz799NPC+fPnBUG49tny66+/ilpXd2q6y75VSk1j1hW9oNPphK+//lpoaWmx+pit7RWbY03n1OzJzwV+zve+mtS78HIqIiIn6N+/P+rq6gBcO/1VcOA24IGBgaJz3Tlbo6PnnnsOWq22R7Os6VjW29tbEb0gx76VklVizbFjxyI9PR2LFi0CALzwwgtISkqy+p8zuNO+VUpNY9YVvRAQEIDw8HCrd0Gyt71ic6zpnJqTJk3qsc8Ffs73vprUu/ByKiIiJzAeXBknpXvhhRdsfrnOzs6WnBPLkYEBZ2dZ07Hs3XffrYhekGPfSskqsWZsbCymTp2Kmpoa7NixA9OmTYO3t7fodTpSsydzrOl4lr3AmsbcggULMGnSpB7pBX7O976a1LtwEIeIyAnEHlz15EEZXd96+ssaXd+Md8crKyvDQw89xF5wY+wFMmIvEBHAQRwiIqcRe3DFgzIyYi9QZ4mJiaaf6+vrAVy79ILcD3uBjNgLRO6NgzhERE4m9uCKB2VkxF4gI4PBgAMHDuCDDz6AXq8HAHh7e+ORRx7BE088IXpOJFIe9gIZsReI3BsHcYiInEzswVVPHJR5eHj0eJY1u5+9nntBjn0rJav0mu+88w6OHTuGWbNmYfTo0QCAs2fPYt++fbhy5QpiY2NF17JV09U51hSXZS+wppGre+F66XnWdF5N6l04TEtE5GTvvPMODh06hFmzZiEzMxOZmZmIjY3FoUOHsGfPHqflLl26BIPB0K1tM06KJzZbVVXFmi6q2VFP9YJcr1NJ2yt3Lxw/fhwLFy5EdHQ0QkJCEBISggcffBALFizAZ599ZpFX0ut0l5pSs0bsBfeu2VF3ekGuvnWX90XuXiA31c1bkhMRURfmz58vnDhxwmL5119/LcyfP99pOY1GI/zyyy+CIAjCokWLhIaGhi63TavVCu3t7aKzrOm6mu3t7abfe6oX5HqdStpeuXshLi5OqKqqsnheVVWVEBcXZ7FcSa/TXWqyF1jTGTU76k4vKK3nWbPrmkQ8E4eIyMkaGxsxZMgQi+U333wzGhsbnZbr378/6urqAABardahv9AEBgZCpVKJzrKm62p2vESqp3pBrteppO2VuxdCQkJw6NAhi+cdOnQIt9xyi8VyJb1Od6nJXmBNZ9TsqDu9oLSeZ82uaxJ5CI50DBEROWzFihUIDQ3FM888Y7b8rbfewn//+19kZGQ4JffGG2+goKAAfn5+0Ol0CAgIsPk/9+zsbKdkWdN1NTvqqV6Q63UqaXvl7oUzZ85g3bp1CAwMxKhRowAA58+fR319PVJSUhAWFqbY1+kuNaVmjdgL7l2zo+70gtJ6njW7rknEQRwiIifr7oG2lFxJSQlqamqwY8cOaDQam7ekfuihh5yWZU3X1TTqyV6Q63UqaXvl7AWdTgeVSoXDhw+jqqoKADB06FBER0fDYDAgMDBQ0a/TXWpKzQLsBdb8n+72gtJ6njW7rkluzjVXaRERuS+tVivU19cLOTk5QlZWlpCVlSXk5uYK9fX1glardXpOEARh8+bNQnNzs6jtFZtlTddl5egFOV6nlKy71Ow4b0JHDQ0NgkajcUlNd9m3Sut59gJrGontBaX1PGsSWcczcYiInGzGjBl48803MXDgQLPlv/32GxISEmzeoUpsrrP6+noAQEBAQLe3XWyWNZ2blbsX5Ni3UrK9uaatXtBqtXjuuefwj3/8w+k1nZFjTedn2QusaeSMXlBCz7MmkXWecm8AEZG70Ov16Nevn0tyBoMBBw4cwAcffAC9Xg8A8Pb2xiOPPIInnnjC7kR4YrOs6bqatriyF+R6nUra3p6suWvXLtPPe/bsgZeXl9m6Ll68aHUyW6W9TnerKSbLXmBNI6m9oJSeZ01pxwrU+3EQh4jIScQeXDnjAP2dd97BsWPHMGvWLIwePRoAcPbsWezbtw9XrlxBbGys07Os6fyacvaCHPtWadvbkzXLy8tNP1dUVMDT83+HbJ6enggJCcGjjz5qs55SXqe71RSTZS+wppHUXlBKz7Om4zXJTcl9PRcRUW+Rnp4upKenCxqNRli5cqXp9/T0dGHt2rXCG2+8IVRXVzst19H8+fOFEydOWCz/+uuvhfnz57sky5rOrylnL8ixb5W2vXLU3Lx5s9DU1GR33c6u6S77Vmk9z15gTSOxvaC0nmfNrmuSe+KZOERETpKWlgYA2LJlC/74xz/Cx8fHpbmOGhsbMWTIEIvlN998MxobG12SZU3n15SzF+TYt0rbXjlqJiYm2l2vK2q6y75VWs+zF1jTSGwvKK3nWbPrmuSeeIEdEZGTJSYmivryLTYHACEhITh06JDF8kOHDnV5+Y3YLGu6rqYcvSDH61Ta9sq1j8RS0ut0l5pSs2IpaR+x5vXXB3JlWdN1vUDKxrtTERH1AmfOnMG6desQGBiIUaNGAQDOnz+P+vp6pKSkICwszOlZ1nRdTSmU9jqVtL3shd61b5XW81IoaR+x5vXXB3JlWdN1vUDKxkEcIqJeQKfTQaVS4fDhw6iqqgIADB06FNHR0TAYDAgMDHR6ljVdV1MKpb1OJW0ve6F37Vul9bwUStpHrHn99YFcWdZ0XS+Qwsk7JQ8RETmDRqMRfvnlF4vlDQ0NgkajcUmWNV1XUwqlvU4lbS97oXftW6X1vBRK2kesef31gVxZ1nRdL5CycU4cIqJeTK/Xo1+/fj2aZU3XZsVS2utU0vayF1hT7qxYStpHrOk6Sut51iR3x7tTEREp2K5du0w/79mzB15eXqbfDQYDLl68aHNSPLFZ1nRdTSmU9jqVtL3shd61b5XW81IoaR+x5vXXB3JlWdN1vUC9AwdxiIgUrLy83PRzRUUFPD3/97Hu6emJkJAQPProo07NsqbrakqhtNeppO1lL/Sufau0npdCSfuINa+/PpAry5qu6wXqJeS+nouIiKTbvHmz0NTU1KNZ1nRtViylvU4lbS97gTXlzoqlpH3Emq6jtJ5nTSLreHcqIiIiIiIiIiIF4MTGREREREREREQKwEEcIiIiIiIiIiIF4CAOEREREREREZECcBCHiIiIiIiIiEgBOIhDRERERERERKQAnl0/hYiIiIh6m88++wxbtmyx+thjjz2GWbNmObXeuXPn8O233+Lhhx9G//79nbpuIiIid8FBHCIiIiI3ptFoEBQUZLZs+PDhTq9z7tw55OXlYerUqRzEISIiEomDOERERERu7O6778Ztt90m92aIptfroVar5d4MIiKiHsFBHCIiIiKy6tSpU3j33Xfxww8/wMPDA2FhYXjqqacwbNgw03MuXbqEDz/8EKWlpfj555/h4+ODu+++G7Nnz8YNN9wAANi7dy/y8vIAAElJSaZsdna2aVliYiKmTp1qVl+j0eDJJ5+ERqMxW8+rr76K/fv3o6SkBDfeeCMyMzMBAAUFBfjoo49QWVmJfv36Ydy4cXjqqacQGBjosn1ERETUkziIQ0REROTGmpub0dDQYLbM19cXBQUF2Lx5M8aNG4dZs2ahtbUVn3zyCVatWoX169ebLsH67rvvUFdXh6lTp8LPzw+VlZU4evQoKisrkZGRAQ8PD0yaNAk//fQTioqKMHfuXNPgjq+vr0VtR7z66qsIDg5GbGwsBEEAABw4cAB79uzB5MmTMW3aNDQ0NODjjz9GWloaMjMzeQkXERH1ChzEISIiInJja9assVj29ttvY8eOHfj973+PBQsWmJbfd999WLp0Kd59913T8gcffBCPPvqoWX7kyJHYuHEjzp49i7CwMISEhODWW29FUVERwsPDzebgETOIExISgiVLlph+12q12Lt3L2bMmIEnnnjCtHzixIlITk7G4cOHzZYTEREpFQdxiIiIiNxYfHw8Bg8ebLbsu+++Q1NTEyIiIswGWVQqFUaOHIn//Oc/pmX9+vUz/dzW1ga9Xo+RI0cCAH744QeEhYU5fZsfeOABs9+/+uorCIKA3/3ud2bb6+fnh+DgYPznP//hIA4REfUKHMQhIiIicmOhoaEWExu/9957AIDVq1dbzXh7e5t+bmxsxL59+/Dvf/8bv/76q9nzmpubnby113S+m1ZNTQ0EQcDixYutPt/Tk4e8RETUO/D/aERERERkxjjPTFJSEvz8/Cwe79Onj+nn1157DefOnUNMTAxuueUWqNVqGAwGvPzyyzAYDF3W8vDwsLrcXrbj2T/G53p4eCAlJQUqlcri+bx7FRER9RYcxCEiIiIiMzfddBMAYODAgRg7dqzN5zU2NuL06dOmu0gZ/fTTTxbPtTVYY5xwuKmpyWy5Vqt1eHuDg4MhCAKCgoIwZMgQh3NERERKY/mnCiIiIiJya+PGjYO3tzfeffddXL161eJx47wzxrNejGfuGH300UcWGS8vLwCWl1j5+PjghhtuQGlpqdnyw4cPO7y9EydOhEqlQl5ensW2CIKA3377zeF1ERERXc94Jg4RERERmfHx8cG8efOwadMmJCcnIyIiAr6+vtDpdPjmm28wevRoxMfHw8fHB2FhYXj//ffR3t4Of39/fPvtt6irq7NY54gRIwAAubm5iIiIQJ8+fTB+/Hio1WpMmzYN+fn5+Pvf/44RI0agtLTU6tk8tgQHB2PmzJnIycmBVqtFeHg41Go16urqcOLECUybNg0xMTFO2z9ERERy4SAOEREREVmIjIzEoEGDkJ+fj/fffx9XrlyBv78/wsLCcP/995uet2TJErz11ls4fPgwBEHA2LFjsWLFCrNbkwPXJlCeMWMGjhw5gpKSEgiCgOzsbKjVajz55JNoaGjAl19+iS+++AJ33XUXVqxYgYSEBIe3d/r06Rg8eDA++ugj7Nu3DwAQGBiIsWPHYsKECc7ZKURERDLzEDqfc0pERERERERERNcdzolDRERERERERKQAHMQhIiIiIiIiIlIADuIQERERERERESkAB3GIiIiIiIiIiBSAgzhERERERERERArAQRwiIiIiIiIiIgXgIA4RERERERERkQJwEIeIiIiIiIiISAE4iENEREREREREpAAcxCEiIiIiIiIiUgAO4hARERERERERKQAHcYiIiIiIiIiIFICDOERERERERERECvD/6xP57fP2LQUAAAAASUVORK5CYII=\n"},"metadata":{}},{"name":"stdout","text":"\nSummary of Missing Data (%):\n           Missing (%)\nthm_5         5.789423\ntof_5_v63     5.242588\ntof_5_v24     5.242588\ntof_5_v18     5.242588\ntof_5_v19     5.242588\n...                ...\ntof_2_v36     1.082538\nrot_x         0.642148\nrot_z         0.642148\nrot_y         0.642148\nrot_w         0.642148\n\n[329 rows x 1 columns]\n","output_type":"stream"}],"execution_count":6},{"cell_type":"markdown","source":"**Insights**: Missing data varies by sensor and gesture. Imputation strategies (e.g., forward fill for time-series continuity, mean imputation for small gaps) should be tested.","metadata":{"_uuid":"c92619a0-ff43-497d-9b71-ff42be6117a7","_cell_guid":"bfb287f4-831d-4ce9-a6ba-12205afcc06a","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 5️⃣ Demographic Insights","metadata":{"_uuid":"d21bc9d7-7405-4173-ae35-0a18bebd5d7a","_cell_guid":"e65b425f-fa63-4891-a983-2ce8fed6400d","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"def plot_demographic_insights(train_df, demo_df):\n    # Merge train and demographic data\n    merged = train_df.merge(demo_df, on='subject', how='left')\n    \n    # Age distribution by gender\n    plt.figure(figsize=(10, 6))\n    sns.histplot(data=demo_df, x='age', hue='sex', multiple='stack', palette='Set2')\n    plt.title('Age Distribution by Gender', fontsize=16)\n    plt.xlabel('Age')\n    plt.ylabel('Count')\n    plt.tight_layout()\n    plt.show()\n    \n    # Gesture distribution by gender\n    gesture_by_gender = merged.groupby(['sex', 'gesture']).size().unstack().fillna(0)\n    gesture_by_gender.plot(kind='bar', stacked=True, figsize=(10, 6), color=custom_palette)\n    plt.title('Gesture Distribution by Gender', fontsize=16)\n    plt.xlabel('Sex')\n    plt.ylabel('Count')\n    plt.xticks(rotation=0)\n    plt.legend(title='Gesture', bbox_to_anchor=(1.05, 1), loc='upper left')\n    plt.tight_layout()\n    plt.show()\n\nplot_demographic_insights(train, demo_train)","metadata":{"_uuid":"ffba8686-feb4-4b34-92aa-00aeac42da59","_cell_guid":"e5c37338-750a-4c09-8d12-589313012961","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:39:32.762283Z","iopub.execute_input":"2025-06-25T02:39:32.762649Z","iopub.status.idle":"2025-06-25T02:39:34.358088Z","shell.execute_reply.started":"2025-06-25T02:39:32.76262Z","shell.execute_reply":"2025-06-25T02:39:34.357213Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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H374oe68805JUrNmzSTJ412Oy3ga16JFC0lSREREhY+uMtN3333nutv4gAEDrni+hg0b6oEHHtADDzwgSTp69KgefvhhrV69WlOmTHE9JqwmVXSq+7lz51zXq198p2e73e4a70lFd5CuqoiICAUFBamoqEgHDhzweLlB2ZHQsv2pJlzqEoGyffbnd8i2Wq2aOHGinnzySf3jH//Q+PHj9fHHH6tx48YaOXJkpd7/7rvv1gsvvKBvvvlGu3btUocOHSq9DmV91LNnT7ej72Zp1qyZvv/++wr7vaLhZXUOHjxYU6dONak6AKi9OL0cAPzcihUrVFpaqm7durmdzvrzn7LTVC++oVrv3r1lsVj05Zdfau/eveWWnZmZqW+++abc8K5duyoyMlKZmZn67rvvzFs5D4qLi/Wb3/xG0oVrte++++4qL6tFixaum06VhfgyZeH2Sp7ZfDXeeuutcqcBS9K//vUvSVKbNm3cwmzZ756ew2wYhscbbklVXx+r1apevXpJUoVfsJRdtlD2LPCasHbtWp06darc8DVr1ujHH39U/fr1Pd5vYMKECQoODtayZctczwkfO3ZspY/G9uvXTz169JAk/eY3v1FxcXGl1+GOO+6QJL377rtVOsW+ssrOgnn11Vc9jk9NTfU4vKzOt956q1oeYQcAdQ2hGwD8XFngqegmSGV++ctfSrpwDWvZdZetWrXSXXfdJafTqYkTJ7odPc3Ly9PEiRM9/k+2zWbTjBkzZBiGhgwZooyMjHLTlJaW6pNPPtHnn39e5XX7uU2bNql3797KyMhQWFiYXn311Ss6xfarr77Sm2++6fFZ5e+9954kKS4uzm142VFSs79UOH78uKZOnarS0lLXsN27d2v27NmSVO4u07feequkC6E8MzPTNdzhcOgPf/iDtm3b5vF9ytZn3759cjgclaqx7PnNixYt0vr1693GrVixQu+++65sNpvrDuE1oaCgQBMnTnT7TI8fP+6q9Te/+Y3HG9RFRkZq1KhROnPmjF588UUFBARo0qRJVarh1VdfVWRkpDZt2qT+/fuX++KmzK5duzw+HzwpKUn33nuvjh49qqFDh3o80nz+/Hm9+uqrrjvwX42xY8cqLCxMW7Zs0d/+9je3cZ9++qnrhnI/N3jwYHXt2lVbt27VQw895PG67ZycHC1evNj0L6kAwB9xejkA+LGNGzfqhx9+UFBQkEaMGHHJadu3b6/k5GTt2LFDqampbkHq22+/1SeffKLWrVurT58+MgxDGzduVEREhO6++269++67riOlZaZMmaIjR45o3rx56t27t9q3b682bdooJCREWVlZ+vrrr5Wbm6tFixape/fulVqvd955xxVAHA6Hzpw5o6+//tp15+fExEStWLFCnTt3vqLlHT58WCNGjFBISIiSk5PVokULlZSUaOfOndqzZ4/sdrueffZZt3nuvfdeLV++XE888YTWrVunqKgoWSwW/epXv6rUDbcu5ze/+Y2WLFmi//znP+rWrZtycnK0YcMGFRcXa8iQIZo4caLb9D179tTgwYO1evVqdenSRb169VJISIh27Nihs2fP6tFHH/X46K6WLVuqS5cu2r59uzp27KguXbooODhYkZGReuaZZy5Z4x133KEnn3xSTz/9tG677Tb17NlTLVu21Pfff68dO3YoMDBQixcv9ng9r1l++ctf6v3331d8fLx69+6twsJCffLJJzp//rx69OjhOoPBk0ceecT1ZdWdd95Z5Rt9tW7dWlu2bNF9992njIwMJSUlqU2bNmrfvr3q16+vn376Sbt379aePXskXbgmum3btm7LWL58uXJzc/XBBx/o2muvVWJiolq3bi3DMHTo0CF98803Ki4u1u7du9W0adMq1VkmNjZWL730kkaPHq1HH31US5YsUYcOHXTs2DGlp6frscce01//+tdy8wUEBOidd97RnXfeqZdfflkrV65UYmKiWrZsqeLiYh04cEA7d+5UaWmpHnzwQY93OAeAOq0GnwkOAKhmDzzwgCHJGDZs2BVN//zzzxuSjOuuu85t+KlTp4zJkycbzZs3N+x2u9GiRQtj8uTJxo8//mj069fPkGR89NFHHpe5adMm4xe/+IURFxdnBAUFGfXr1zcSEhKMe+65x1iyZIlx5syZK16fPn36GJLcfkJCQozo6GijR48expQpU4z169cbTqezwmWMGTPGkGQsX77cNezEiRPGM888YwwaNMho3bq1ERoaajRo0MC4/vrrjcmTJxvff/+9x2W99NJLRnJyshEaGuqqp2y5Bw8eNCQZcXFxV7ROGzZsqLDOHTt2GHfddZcRERFhBAUFGe3btzeee+45w+FweFxmYWGh8eSTTxrx8fGGzWYzoqKijJEjRxo//PCDsXz5ckOSMWbMmHLzHT582Bg1apQRExNjWK3WcvXPmDHDkGTMmDHD4/t+8MEHxqBBg4yIiAjDarUa0dHRxn333Wd88cUXlVr3K32/y81z4MABY+TIkUbTpk0Nu91utGnTxpg+fbpx/vz5yy4nOjr6kvt1ZTidTuPtt982Ro0aZVxzzTVGWFiYYbPZjMjISKN79+7GY489ZmzevLnC+UtLS43XXnvNGDRokNG0aVPDZrMZERERRocOHYyHHnrIWLVqlVFcXOyafsOGDYYko0+fPhUus2x/9SQ9Pd0YOHCg0aBBAyM0NNRISkoy/vnPf152vsLCQmPx4sXGLbfc4toHoqKijM6dOxuTJ08uty0vtS8CQF1iMQwuzgEAeJabm6v4+Hjl5eXp5MmTpt2JHKhJ69at02233aZrr71Wu3fvvqJnvQMAUFVc0w0A0NatW8sNy87O1pgxY5STk6OUlBQCN2qF0tJSzZgxQ5L0+OOPE7gBAKbjSDcAQBaLRc2bN9d1112niIgIHTt2TF999ZV++ukntWzZUhkZGa7HBgH+aPny5frss8+0fft27dq1Sx07dtSOHTu4/hgAYDr+0gAA9OSTT2r9+vX65ptvlJOTI7vdrmuuuUYpKSl6/PHHFRER4e0SgauyceNGvfzyywoPD9eQIUP0/PPPE7gBADWCI90AAAAAAJiEa7oBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAk9TZ23bm5OSopKTE22VcUpMmTZSdne3tMgCvog8A+gAoQy8A9IEvsVqtatSo0eWnq4FafFJJSYkcDoe3y6iQxWKRdKFObjCPuoo+AOgDoAy9ANAH/orTywEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACT1NkbqQEAAAAAqq6kpET5+fneLsNUoaGhslqvLjYTugEAAAAAlVJSUqLz58+rfv36CgionSdQO51OnTt3TvXq1buq4F07tw4AAAAAwDT5+fm1OnBLUkBAgOrXr3/VR/Nr7xYCAAAAAJimNgfuMtWxjrV/KwEAAAAA4CWEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAgFe9//776t+/v6655hq1b99ew4cPdz2q67XXXlOfPn0UHx+vm2++WStWrHDN9/jjj+vWW29VUVGRJKm4uFgDBgzQI4884o3V8IjQDQAAAADwmpMnT2ry5MkaPny4Pv30U61cuVJ33HGHDMPQ22+/rfnz5+sPf/iDPv30U/3xj3/UvHnzlJaWJkn6r//6L+Xn5+vPf/6zJGnu3Lk6e/as5syZ481VcmP1dgEAAAAAgLrr1KlTKikp0aBBg9S8eXNJ0nXXXSdJWrBggaZPn65BgwZJklq2bKm9e/fqlVde0f3336969erpb3/7m4YNG6awsDAtWbJEb731lurXr++19fk5QjcAAAAAwGuuv/569erVS/3791efPn3Up08f3XnnnbLb7Tp06JB+97vf6fe//71r+tLSUrdQ3aVLF02YMEHPP/+8Jk+erBtvvNEbq1Ehnwrda9eu1dq1a5WdnS1Jat68uYYNG6akpCRJ0syZM5WZmek2z6233qpf//rXNV4rAAAAAODqBQYG6o033tD27du1ceNGLV++XHPnznVduz1v3jxXJrx4njJOp1Pbt29XYGCgDh48WJOlXxGfCt2NGzfWqFGjFBMTI8MwtHHjRj377LN69tln1aJFC0lS//79NXz4cNc8drvdW+UCAAAAAKqBxWJR165d1bVrV/32t7/VjTfeqG3btik6OlqHDx/W0KFDK5x30aJF+uGHH/Tvf/9bo0aN0ptvvumWGb3Np0J3ly5d3F6PHDlSa9eu1b59+1yhOygoSOHh4V6oDgAAAABQ3Xbs2KGMjAz16dNHkZGR2rFjh86cOaO2bdvqd7/7nZ566ik1aNBAffv2VXFxsb799lvl5uZqwoQJ2rVrl+bPn69//vOf6tq1q2bMmKHp06ere/fuiouL8/aqSfKx0H0xp9OpLVu2qKioSAkJCa7h6enpSk9PV3h4uG644Qbde++9CgoKqnA5DodDDofD9dpisSgkJMT1u68qq82XawTMRh8A9AFQhl4Aam8f1K9fX1988YWWLFmin376Sc2aNdP06dPVr18/SVJISIgWLVqkp59+WqGhoWrXrp3GjRunwsJCPfzww7rvvvs0YMAASdLo0aO1fv16PfLII3r77bfdTkO/GlezzS2GYRjVUkU1OXLkiKZNmyaHw6Hg4GA98sgjSk5OliStW7dOkZGRaty4sQ4fPqxXX31Vbdq00dSpUytcXlpamlauXOl63bp1a82dO9f09agOp3JzVFha7O0yUIHgQLuiwht5uwwAAACgxh04cMCn7hBupnPnzik+Pr7K8/tc6C4pKdHp06eVn5+vzz//XOvXr9esWbNct46/2K5duzR79mz97W9/U3R0tMflVXSkOzs7WyUlJaatx9WyWCwqtln06sEvvV0KKnB/804KNarnmzN4ZrFYFB0draysLPnYP1VAjaEPgAvoBcC3+iAvL08NGjTwag015ezZs2rYsGG54VarVU2aNLns/D53ernVanUF6Pj4eO3fv19r1qzxeIfyNm3aSJKysrIqDN02m002m83jOG/vqJf3v6cw+HqZdZjv70O1g2EYbGvUefQBcAG9ANAH3nA12zugGuswhdPpdDtSfbFDhw5Jkho14hRfAAAAAIDv8akj3a+99po6d+6syMhIFRYWKiMjQ5mZmZo2bZqysrKUkZGh5ORkhYWF6ciRI3r55Zd13XXX+cxd6QAAAAAAuJhPhe68vDwtXLhQOTk5Cg0NVVxcnKZNm6ZOnTrp9OnT2rlzp9asWaOioiJFRESoW7dul3xeGwAAAAAA3uRToXvixIkVjouMjNSsWbNqsBoAAAAAAK6Oz1/TDQAAAACAvyJ0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAoFqUBlpUEOCssZ/SQEula1yxYoW6deum+Ph4paSk6KuvvjJhS/wfn7p7OQAAAADAfxUbpUo7+m2Nvd/9LToppBLHklevXq1Zs2bpmWeeUVJSkpYsWaJf/OIX+uyzzxQZGWlKjRzpBgAAAADUCS+99JJGjRql4cOHKyEhQc8884xCQkL0xhtvmPaehG4AAAAAQK1XXFysb7/9Vr1793YNCwgIUK9evfTll1+a9r6EbgAAAABArXfmzBmVlpaWO428SZMmys7ONu19Cd0AAAAAAJiE0A0AAAAAqPUaN26swMBAnT592m14dna2mjRpYtr7EroBAAAAALWe3W5Xp06dlJGR4RrmdDqVkZGhG264wbT35ZFhAAAAAIA6Yfz48frtb3+rTp06KSkpSS+99JIKCgo0fPhw096T0A0AAAAAqBMGDx6sM2fOaP78+crOzlb79u31yiuvmHp6OaEbAAAAAFAt7JZA3d+iU42+n2RUap6HHnpIDz30kDkFeUDoBgAAAABUi8BSQyE1euuwygVub+BGagAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYxOrtAgAAAAAAtUOQUSJLiaPG3s+w2lRkufJY+/nnn2vRokXauXOnTp48qaVLl+r22283sUJCNwAAAACgmlhKHApJf73G3q+g90jJduWxNj8/X9dff71GjBihcePGmVjZ/yF0AwAAAADqhH79+qlfv341+p5c0w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJuHs5AAAAAKBOOH/+vA4ePOh6feTIEe3atUuNGjVSs2bNTHlPQjcAAAAAoE745ptvdN9997lez5o1S5J033336fnnnzflPQndAAAAAIBqYVhtKug9skbfrzJuuukmHTt2zKRqPCN0AwAAAACqRZHFKtmImRfjRmoAAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAIBKczqd3i7BdNWxjoRuAAAAAEClhIaG6ty5c7U6eDudTp07d06hoaFXtRzu5Q4AAAAAqBSr1ap69erpp59+8nYppqpXr56s1quLzYRuAAAAAEClWa1WNWjQwNtl+DxOLwcAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkVm8XcLG1a9dq7dq1ys7OliQ1b95cw4YNU1JSkiSpuLhYqamp2rx5sxwOhxITEzVu3DiFh4d7sWoAAAAAADzzqSPdjRs31qhRo/TMM8/oL3/5izp06KBnn31WR48elSS9/PLL+vLLL/X4449r1qxZysnJ0YIFC7xcNQAAAAAAnvlU6O7SpYuSk5MVExOj2NhYjRw5UsHBwdq3b5/y8/P1ySefaMyYMerQoYPi4+M1adIk7dmzR3v37vV26QAAAAAAlONToftiTqdTmzZtUlFRkRISEnTgwAGVlpaqY8eOrmmaNWumyMhIQjcAAAAAwCf51DXdknTkyBFNmzZNDodDwcHBmjp1qpo3b65Dhw7JarWqXr16btM3bNhQubm5FS7P4XDI4XC4XlssFoWEhLh+91VutflumXWeL+9DtUHZ9mU7oy6jD4AL6AWAPvBXPhe6Y2NjNW/ePOXn5+vzzz/XwoULNWvWrCovb9WqVVq5cqXrdevWrTV37lw1adKkOso11ZEfT8put3u7DFTAZrMpJqKpt8uoE6Kjo71dAuB19AFwAb0A0Af+xudCt9Vqde1E8fHx2r9/v9asWaObbrpJJSUlOn/+vNvR7ry8vEvevXzIkCFKSUlxvS77Vig7O1slJSXmrEQ1sFgsks2i4uJib5eCCjgcDp04ccLbZdRqFotF0dHRysrKkmEY3i4H8Ar6ALiAXgDoA19jtVqv6GCuz4Xun3M6nXI4HIqPj1dgYKB27typ7t27S5KOHz+u06dPKyEhocL5bTabbDabx3G+v6P+72kjvl5mHeb7+1DtYBgG2xp1Hn0AXEAvAPSBv/Gp0P3aa6+pc+fOioyMVGFhoTIyMpSZmalp06YpNDRU/fr1U2pqqsLCwhQaGqply5YpISHhkqEbAAAAAABv8anQnZeXp4ULFyonJ0ehoaGKi4vTtGnT1KlTJ0nSmDFjZLFYtGDBApWUlCgxMVHjxo3zctUAAAAAAHjmU6F74sSJlxxvt9s1btw4gjYAAAAAwC/47HO6AQAAAADwd4RuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkVm8XcLFVq1Zp69atOnbsmOx2uxISEjR69GjFxsa6ppk5c6YyMzPd5rv11lv161//uqbLBQAAAADgknwqdGdmZmrgwIG65pprVFpaqtdff11PP/20nnvuOQUHB7um69+/v4YPH+56bbfbvVEuAAAAAACX5FOhe9q0aW6vJ0+erHHjxunAgQO6/vrrXcODgoIUHh5ew9UBAAAAAFA5PhW6fy4/P1+SFBYW5jY8PT1d6enpCg8P1w033KB7771XQUFB3igRAAAAAIAK+WzodjqdWrFiha699lq1bNnSNbxXr16KjIxU48aNdfjwYb366qs6fvy4pk6d6nE5DodDDofD9dpisSgkJMT1u69yq813y6zzfHkfqg3Kti/bGXUZfQBcQC8A9IG/8tnQvXTpUh09elSzZ892G37rrbe6fm/ZsqUaNWqk2bNnKysrS9HR0eWWs2rVKq1cudL1unXr1po7d66aNGliXvHV5MiPJ7le3YfZbDbFRDT1dhl1gqfeBuoa+gC4gF4A6AN/45Ohe+nSpdqxY4dmzZqliIiIS07bpk0bSaowdA8ZMkQpKSmu12XfCmVnZ6ukpKQaq65eFotFsllUXFzs7VJQAYfDoRMnTni7jFrNYrEoOjpaWVlZMgzD2+UAXkEfABfQCwB94GusVusVHcz1qdBtGIaWLVumrVu3aubMmYqKirrsPIcOHZIkNWrUyON4m80mm81W4fv5tv89bcTXy6zDfH8fqh0Mw2Bbo86jD4AL6AWAPvA3PhW6ly5dqoyMDD3xxBMKCQlRbm6uJCk0NFR2u11ZWVnKyMhQcnKywsLCdOTIEb388su67rrrFBcX593iAQAAAAD4GZ8K3WvXrpUkzZw50234pEmT1LdvX1mtVu3cuVNr1qxRUVGRIiIi1K1bNw0dOtQL1QIAAAAAcGk+FbrT0tIuOT4yMlKzZs2qoWoAAAAAALg6Ad4uAAAAAACA2orQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYxOrtAi62atUqbd26VceOHZPdbldCQoJGjx6t2NhY1zTFxcVKTU3V5s2b5XA4lJiYqHHjxik8PNx7hQMAAAAA4IFPHenOzMzUwIEDNWfOHD355JMqLS3V008/rcLCQtc0L7/8sr788ks9/vjjmjVrlnJycrRgwQIvVg0AAAAAgGc+FbqnTZumvn37qkWLFmrVqpUmT56s06dP68CBA5Kk/Px8ffLJJxozZow6dOig+Ph4TZo0SXv27NHevXu9XD0AAAAAAO586vTyn8vPz5ckhYWFSZIOHDig0tJSdezY0TVNs2bNFBkZqb179yohIaHcMhwOhxwOh+u1xWJRSEiI63df5Vab75ZZ5/nyPlQblG1ftjPqMvoAuIBeAOgDf1Xl0D1r1iwNHTrULQBfbNeuXfr3v/+tGTNmVGn5TqdTK1as0LXXXquWLVtKknJzc2W1WlWvXj23aRs2bKjc3FyPy1m1apVWrlzpet26dWvNnTtXTZo0qVJdNenIjydlt9u9XQYqYLPZFBPR1Ntl1AnR0dFVmu9Ubo4KS4uruRpUl+BAu6LCG3m7DL9R1T4Aaht6AaAP/E2VQ3dmZqb69+9f4fizZ88qMzOzqovX0qVLdfToUc2ePbvKy5CkIUOGKCUlxfW67Fuh7OxslZSUXNWyzWSxWCSbRcXFBAZf5XA4dOLECW+XUatZLBZFR0crKytLhmFUev58S6nS/udbEypDdbi/eSeVnii8/IR13NX2AVBb0AsAfeBrrFbrFR3MNe308qysLNdp3JW1dOlS7dixQ7NmzVJERIRreHh4uEpKSnT+/Hm3o915eXkV3r3cZrPJZrN5HOf7O+r/njbi62XWYb6/D9UOhmFUbVtbRP/4OHroylW5D4Bahl4A6AN/U6nQ/emnn2rjxo2u12+//bbWr19fbrr8/HwdPnxYSUlJlSrGMAwtW7ZMW7du1cyZMxUVFeU2Pj4+XoGBgdq5c6e6d+8uSTp+/LhOnz7t8XpuAAAAAAC8qVKhu7i4WGfPnnW9LigoKHcRv8ViUVBQkG677TYNGzasUsUsXbpUGRkZeuKJJxQSEuK6Tjs0NFR2u12hoaHq16+fUlNTFRYWptDQUC1btkwJCQmEbgAAAACAz6lU6B4wYIAGDBggSZo8ebIeeughdenSpdqKWbt2rSRp5syZbsMnTZqkvn37SpLGjBkji8WiBQsWqKSkRImJiRo3bly11QAAAAAAQHWp8jXdCxcurM46JElpaWmXncZut2vcuHEEbQAAAACAz7vqG6kVFBQoOztb58+f93gx//XXX3+1bwEAAAAAgF+qcug+e/asli1bpi+++EJOp7PC6d58882qvgUAAAAAAH6tyqH7xRdf1Jdffqk77rhD7dq1U1hYWHXWBQAAAACA36ty6P7mm2905513avTo0dVZDwAAAAAAtUZAVWcMCgpSkyZNqrMWAAAAAABqlSqH7t69e2vr1q3VWQsAAAAAALVKlU8v7969uzIzMzVnzhzdeuutioiIUEBA+QwfHx9/VQUCAAAAAOCvqhy6p0+f7vr922+/rXA67l4OwFuCZNGI5h29XQYqYJPF2yUAAACYrsqhe+LEidVZBwBUu9CiQoWkv+7tMlCBgt4jVWgL8XYZAAAApqpy6O7bt281lgEAAAAAQO1T5RupAQAAAACAS6vyke5//OMfl53GYrFwGjoAAAAAoM6qcuj+7rvvyg1zOp3Kzc2V0+lUgwYNFBQUdFXFAQAAAADgz6ocuhcuXOhxeElJidatW6f//Oc/euqpp6pcGAAAAAAA/q7ar+m2Wq26/fbblZiYqKVLl1b34gEAAAAA8Bum3UgtLi5Ou3fvNmvxAAAAAAD4PNNC97fffss13QAAAACAOq3K13SvXLnS4/Dz589r9+7dOnjwoAYPHlzlwgAAAAAA8HdVDt1vvfWWx+H16tVT06ZNNX78ePXv37/KhQEAAAAA4O+qHLrffPPN6qwDAAAAAIBax7RrugEAAAAAqOuqfKS7TGZmpnbs2KHs7GxJUpMmTZScnKzrr7/+qosDAAAAAMCfVTl0l5SU6Pnnn9e2bdskSaGhoZKk/Px8vffee7rxxhv16KOPymq96lwPAAAAAIBfuqobqW3btk133XWXUlJSFB4eLknKy8vTe++9p/fee08rV67UiBEjqqtWAAAAAAD8SpWv6c7IyFCfPn00evRoV+CWpIYNG2r06NG6+eablZ6eXh01AgAAAADgl6ocunNzc9WmTZsKx7dt21a5ublVXTwAAAAAAH6vyqG7cePGyszMrHB8ZmamGjduXNXFAwAAAADg96ocuvv06aMtW7boxRdf1PHjx+V0OuV0OnX8+HG99NJL2rJli/r27VuNpQIAAAAA4F+qfCO1oUOH6uTJk1q/fr3Wr1+vgIAL+d3pdEq6EMqHDBlSPVUCAAAAAOCHqhy6AwICNHnyZKWkpOirr75ye053UlKS4uLiqq1IAAAAAAD8UaVCd3FxsVasWKEWLVrojjvukCTFxcWVC9hr1qzRxx9/rAcffJDndAMAAAAA6qxKXdO9bt06bdy4UcnJyZecLjk5WRs2bNAnn3xyVcUBAAAAAODPKhW6t2zZom7duqlp06aXnC46Olrdu3fXpk2brqo4AAAAAAD8WaVC95EjR9SuXbsrmvbaa6/V4cOHq1QUAAAAAAC1QaVCd0lJyRVfo221WuVwOKpUFAAAAAAAtUGlQnfjxo115MiRK5r2yJEjaty4cZWKAgAAAACgNqhU6O7YsaM+++wz5eXlXXK6vLw8ffbZZ+rYseNVFQcAAAAAgD+rVOgePHiwHA6HZs+erX379nmcZt++fZo9e7YcDofuvvvuaikSAAAAAAB/VKmHaDdt2lS//e1v9cILL+jJJ59U06ZN1bJlSwUHB6uwsFBHjx5VVlaWgoKC9Oijjyo6OtqsugEAAAAA8HmVCt3ShWdwz5s3T6tXr9aOHTu0bds217hGjRqpf//+Gjx48GUfKwYAAAAAQG1X6dAtSVFRURo/frwkqaCgQAUFBQoJCVFISEi1FgcAAAAAgD+rUui+GGEbAAAAAADPKnUjNQAAAAAAcOUI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASazeLuBimZmZevfdd3Xw4EHl5ORo6tSpuvHGG13jFy5cqI0bN7rNk5iYqGnTptV0qQAAAAAAXJZPhe6ioiK1atVK/fr10/z58z1O07lzZ02aNMn12mr1qVUAAAAAAMDFpxJrUlKSkpKSLjmN1WpVeHh4zRQEAAAAAMBV8KnQfSUyMzM1btw41atXTx06dNCIESNUv379Cqd3OBxyOByu1xaLRSEhIa7ffZVbbb5bZp3ny/tQbVC2fau6nfl4fJvFQg9diavtA6C2oBcA+sBf+VXo7ty5s7p166aoqChlZWXp9ddf15///GfNmTNHAQGe7wm3atUqrVy50vW6devWmjt3rpo0aVJTZVfZkR9Pym63e7sMVMBmsykmoqm3y6gToqOjqzTfuROH6SEfVmKzKiYmxttl+I2q9gFQ29ALAH3gb/wqdPfs2dP1e8uWLRUXF6eHH35Y3333nTp27OhxniFDhiglJcX1uuxboezsbJWUlJhb8FWwWCySzaLi4mJvl4IKOBwOnThxwttl1GoWi0XR0dHKysqSYRiVnj/YUUIP+bASRwk9dAWutg+A2oJeAOgDX2O1Wq/oYK5fhe6fa9q0qerXr6+srKwKQ7fNZpPNZvM4zvd31P89bcTXy6zDfH8fqh0Mw6jStubj8W2GQQ9VRlX7AKht6AWAPvA3fv2c7h9//FE//fSTGjVq5O1SAAAAAAAox6eOdBcWFiorK8v1+tSpUzp06JDCwsIUFhamt956S926dVN4eLhOnjypV155RdHR0UpMTPRi1QAAAAAAeOZToXv//v2aNWuW63VqaqokqU+fPho/fryOHDmijRs36vz582rcuLE6deqk4cOHV3j6OAAAAAAA3uRTobt9+/ZKS0urcPy0adNqsBoAAAAAAK6OX1/TDQAAAACALyN0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJvGp53TDnc1paESzjt4uAxWwyeLtEgAAAAD4OEK3DwsrKVL4+n95uwxUoKD3SBXaQrxdBgAAAAAfxunlAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASazeLuBimZmZevfdd3Xw4EHl5ORo6tSpuvHGG13jDcNQWlqa1q9fr/Pnz6tdu3YaN26cYmJivFg1AAAAAACe+dSR7qKiIrVq1Upjx471OH716tX64IMPNH78eP35z39WUFCQ5syZo+Li4hquFAAAAACAy/Op0J2UlKQRI0a4Hd0uYxiG1qxZo6FDh6pr166Ki4vTlClTlJOTo23btnmhWgAAAAAALs2nTi+/lFOnTik3N1edOnVyDQsNDVWbNm20d+9e9ezZ0+N8DodDDofD9dpisSgkJMT1u6+yWCyS4e0qcCkWi2/vQ7VB2fat6nbm4/Ft9NCVudo+AGoLegGgD/yV34Tu3NxcSVLDhg3dhjds2NA1zpNVq1Zp5cqVrtetW7fW3Llz1aRJEzPKrFbnThyW3W73dhmoQInNyv0Eakh0dHSV5qOHfBs9VDlV7QOgtqEXAPrA3/hN6K6qIUOGKCUlxfW67Fuh7OxslZSUeKusy7JYLKoncb26DytxlOjEiRPeLqNWs1gsio6OVlZWlgyj8qd+BDtK6CEfRg9dmavtA6C2oBcA+sDXWK3WKzqY6zehOzw8XJKUl5enRo0auYbn5eWpVatWFc5ns9lks9k8jmNHxdUwDPahmmIYRpW2NR+Pb6OHKqeqfQDUNvQCQB/4G5+6kdqlREVFKTw8XDt37nQNy8/P1w8//KCEhAQvVgYAAAAAgGc+daS7sLBQWVlZrtenTp3SoUOHFBYWpsjISA0aNEhvv/22YmJiFBUVpTfeeEONGjVS165dvVg1AAAAAACe+VTo3r9/v2bNmuV6nZqaKknq06ePJk+erMGDB6uoqEj//Oc/lZ+fr3bt2ulPf/oTN0oCAAAAAPgknwrd7du3V1paWoXjLRaLhg8fruHDh9dgVQAAAAAAVI3fXNMNAAAAAIC/IXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAm8anndAMA6o4Ce5AKLU5vl+EXjvx4Ug5LqWSpufe0WwIVWGrU3BsCAFBLEboBAF5RLENpR3d6uwzfZ5HsdruKi4ulGszA97fopBBOiAMA4Krx1xQAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMInV2wUAAADfE2gJUEGA09tl4BLslkAFlhreLgMAcBmEbgAAUI7DcGrl0W+9XQYu4f4WnRTCSYsA4PP4lxoAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJP41XO609LStHLlSrdhsbGxev75571TEAAAAAAAl+BXoVuSWrRooaeeesr1OiCAg/UAAAAAAN/kd6E7ICBA4eHh3i4DAAAAAIDL8rvQnZWVpQkTJshmsykhIUGjRo1SZGSkt8sCAAAAAKAcvwrdbdu21aRJkxQbG6ucnBytXLlS06dP14IFCxQSEuJxHofDIYfD4XptsVhc01oslhqpuyosFotkeLsKXIrF4tv7UG1Qtn2rup35ePwAn1Hl1PT24vPxeXXp79DV/k0AagP6wD/5VehOSkpy/R4XF+cK4Vu2bFG/fv08zrNq1Sq3m6+1bt1ac+fOVZMmTUyv92qdO3FYdrvd22WgAjlBwSqxck8Bsx358aRks6gq//dvBASrAT3ks+yWAI1s3tHbZaACpbLwN8jH2Ww2xUQ09XYZNS46OtrbJQBeRx/4F78K3T9Xr149xcbGKisrq8JphgwZopSUFNfrsm+FsrOzVVJSYnqNVWWxWFRPUnFxsbdLQQWKnE69cfBLb5dR69nt9ir3wYhmHekhH1avKF9B6W96uwy/cDV9UFVZ/cfQPz7O4XDoxIkT3i6jxlgsFkVHRysrK0uGwemAqJvoA99itVqv6GCuX4fuwsJCZWVlqXfv3hVOY7PZZLPZPI5jR8VVYxcy18UHt9nWQM2j73xeXfx/GcMw6uR6AxejD/yLX4Xu1NRUdenSRZGRkcrJyVFaWpoCAgLUq1cvb5cGAAAAAEA5fhW6z5w5oxdeeEHnzp1TgwYN1K5dO82ZM0cNGjTwdmkAAAAAAJTjV6H7scce83YJAAAAAABcMW69DAAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASfzqOd0AAKBm2C0BGtG8o7fLwCXYZPF2CQCAK0DoBgAA5dQrylfj9De9XQYuoaD3SBXaQrxdBgDgMji9HAAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMInV2wUA/spuCdCI5h29XUatZ7FIhlG1ee2yVG8xAOBDLPZgBQcGeruMGmOxSLmnTynYGlDlvws1yXCWqsjp7SoA+AJCN1BF9Yry1Tj9TW+XUevZ7XYVFxdXad6i3sOruRoA8B2W4nwF17G/Q1fzN6GmFfQeKdlCvF0GAB/A6eUAAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJrN4uAAAAAABqWmmgRcVGqbfLqLQjP56Uw1IqWbxdibnslkAFlhreLqNaELoBAAAA1DnFRqnSjn7r7TIqxyLZ7XYVFxdLtSOPVuj+Fp0UUktOzK4dawEAAAAAgA8idAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmsXq7AAAAAKC2sdiDFRwY6O0ycAmGYdGI5h29XUalWSySYXi7CvPZZPF2CdWG0A0AAABUM0txvoLT3/R2GbiEgN7D1dgPPyO73a7i4mJvl2G6gt4jVWgL8XYZ1YLTywEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMIlfPqf7ww8/1Hvvvafc3FzFxcXpV7/6ldq0aePtsgAAAAAAcON3R7o3b96s1NRUDRs2THPnzlVcXJzmzJmjvLw8b5cGAAAAAIAbvwvd77//vvr3769bbrlFzZs31/jx42W327VhwwZvlwYAAAAAgBu/Ct0lJSU6cOCAOnbs6BoWEBCgjh07au/evV6sDAAAAACA8vzqmu6zZ8/K6XQqPDzcbXh4eLiOHz/ucR6HwyGHw+F6bbFYFBISIqvVt1fdYrEowJAsjaO9XQoqEGgP4vOpCVabLCWOy0/nAZ+Rb+PzqYSr6IOq4vPxfXXyM/JCL1RVnfx8/IzffkZ+1AdXw2q3y2a1ebuMS7rSTOnbybMarFq1SitXrnS97tmzpx599FE1atTIi1VVwqBx3q4AFQiWpBg+n5oQWMX5+Ix8G59P5VS1D6qKz8f31dXPqKZ7oarq6ufjT/z5M/KXPrgawd4uoBr51enlDRo0UEBAgHJzc92G5+bmljv6XWbIkCFasWKF62f8+PFuR759VUFBgf7whz+ooKDA26UAXkMfAPQBUIZeAOgDf+VXodtqtSo+Pl67du1yDXM6ndq1a5cSEhI8zmOz2RQaGur2Y7P59mkKkmQYhg4ePCjDMLxdCuA19AFAHwBl6AWAPvBXfnd6eUpKihYuXKj4+Hi1adNGa9asUVFRkfr27evt0gAAAAAAcON3ofumm27S2bNnlZaWptzcXLVq1Up/+tOfKjy9HAAAAAAAb/G70C1Jt99+u26//XZvl2Eqm82mYcOG+cWp8IBZ6AOAPgDK0AsAfeCvLAYXBAAAAAAAYAq/upEaAAAAAAD+hNANAAAAAIBJCN0AAAAAAJjEL2+kVltkZmbq3Xff1cGDB5WTk6OpU6fqxhtvdI03DENpaWlav369zp8/r3bt2mncuHGKiYnxYtVA9Vq1apW2bt2qY8eOyW63KyEhQaNHj1ZsbKxrmuLiYqWmpmrz5s1yOBxKTEzUuHHjeGoBapW1a9dq7dq1ys7OliQ1b95cw4YNU1JSkiT6AHXTO++8o9dee02DBg3Sgw8+KIleQO2XlpamlStXug2LjY3V888/L4ke8EfcSM2LvvrqK+3Zs0fx8fGaP39+udD9zjvv6J133tHkyZMVFRWlN998U0eOHNFzzz0nu93uxcqB6jNnzhz17NlT11xzjUpLS/X666/r6NGjeu655xQcHCxJeumll7Rjxw5NnjxZoaGhWrp0qQICAvRf//VfXq4eqD7bt29XQECAYmJiZBiGNm7cqHfffVfPPvusWrRoQR+gzvnhhx/017/+VaGhoWrfvr0rdNMLqO3S0tL0xRdf6KmnnnINCwgIUIMGDSTRA/6I08u9KCkpSSNGjHAL2mUMw9CaNWs0dOhQde3aVXFxcZoyZYpycnK0bds2L1QLmGPatGnq27evWrRooVatWmny5Mk6ffq0Dhw4IEnKz8/XJ598ojFjxqhDhw6Kj4/XpEmTtGfPHu3du9fL1QPVp0uXLkpOTlZMTIxiY2M1cuRIBQcHa9++ffQB6pzCwkL993//tyZMmKB69eq5htMLqCsCAgIUHh7u+ikL3PSAfyJ0+6hTp04pNzdXnTp1cg0LDQ1VmzZtaCjUavn5+ZKksLAwSdKBAwdUWlqqjh07uqZp1qyZIiMj6QXUWk6nU5s2bVJRUZESEhLoA9Q5S5YsUVJSktv/B0n8TUDdkZWVpQkTJmjKlCn629/+ptOnT0uiB/wV13T7qNzcXElSw4YN3YY3bNjQNQ6obZxOp1asWKFrr71WLVu2lHShF6xWq9uRDoleQO105MgRTZs2TQ6HQ8HBwZo6daqaN2+uQ4cO0QeoMzZt2qSDBw/qL3/5S7lx/E1AXdC2bVtNmjRJsbGxysnJ0cqVKzV9+nQtWLCAHvBThG4APmPp0qU6evSoZs+e7e1SAK+IjY3VvHnzlJ+fr88//1wLFy7UrFmzvF0WUGNOnz6tFStW6Mknn+T+Naizym6gKUlxcXGuEL5lyxb6wk8Run1U2d0H8/Ly1KhRI9fwvLw8tWrVyjtFASZaunSpduzYoVmzZikiIsI1PDw8XCUlJTp//rzbt7p5eXncpRO1jtVqVXR0tCQpPj5e+/fv15o1a3TTTTfRB6gTDhw4oLy8PP3hD39wDXM6ndq9e7c+/PBDTZs2jV5AnVOvXj3FxsYqKytLnTp1ogf8EKHbR0VFRSk8PFw7d+50hez8/Hz98MMPGjBggHeLA6qRYRhatmyZtm7dqpkzZyoqKsptfHx8vAIDA7Vz5051795dknT8+HGdPn1aCQkJ3igZqDFOp1MOh4M+QJ3RsWNHzZ8/323YokWLFBsbq8GDBysyMpJeQJ1TWFiorKws9e7dm78HforQ7UVlDVTm1KlTOnTokMLCwhQZGalBgwbp7bffVkxMjKKiovTGG2+oUaNG6tq1qxerBqrX0qVLlZGRoSeeeEIhISGu65FCQ0Nlt9sVGhqqfv36KTU1VWFhYQoNDdWyZcuUkJDAHxfUKq+99po6d+6syMhIFRYWKiMjQ5mZmZo2bRp9gDojJCTEdU+PMkFBQapfv75rOL2A2i41NVVdunRRZGSkcnJylJaWpoCAAPXq1Yu/B36K53R70XfffefxWr0+ffpo8uTJMgxDaWlpWrdunfLz89WuXTuNHTtWsbGxXqgWMMf999/vcfikSZPUt29fSVJxcbFSU1O1adMmlZSUKDExUePGjeM0KtQqixYt0q5du5STk6PQ0FDFxcVp8ODBrrs30weoq2bOnKlWrVq5ntNNL6C2e/7557V7926dO3dODRo0ULt27TRixAjX5Uf0gP8hdAMAAAAAYBKe0w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAADUER999JHuv/9+/elPf/J2KQAA1BmEbgAA6oiMjAw1adJEP/zwg7KysrxdDgAAdQKhGwCAOuDUqVPas2ePxowZowYNGig9Pd3bJQEAUCdYvV0AAAAwX3p6uurVq6fk5GR1795dGRkZuu+++9ymOXfunFasWKHt27fLYrGoS5cuSklJ0RNPPKFJkyapb9++rmmPHTumN954Q7t27VJxcbFatGihYcOGqUuXLjW8ZgAA+DaOdAMAUAdkZGSoW7duslqt6tmzp06cOKEffvjBNd7pdGru3LnatGmT+vTpoxEjRig3N1cLFy4st6yjR49q2rRpOnbsmO655x498MADCgoK0rx587R169aaXC0AAHweR7oBAKjlDhw4oGPHjumhhx6SJLVr104RERHKyMhQmzZtJEnbtm3T3r179eCDD2rQoEGSpAEDBujpp58ut7wVK1YoMjJSf/nLX2Sz2SRJAwcO1PTp0/Xqq6/qxhtvrKE1AwDA93GkGwCAWi49PV0NGzZUhw4dJEkWi0U9evTQpk2b5HQ6JUlff/21AgMD1b9/f9d8AQEBGjhwoNuyfvrpJ+3atUs9evRQQUGBzp49q7Nnz+rcuXNKTEzUiRMndObMmZpbOQAAfBxHugEAqMWcTqc2b96s9u3b69SpU67hbdu21fvvv6+dO3cqMTFRp0+fVqNGjRQUFOQ2f3R0tNvrrKwsGYahN998U2+++abH98zLy1Pjxo2rf2UAAPBDhG4AAGqxXbt2KScnR5s3b9bmzZvLjU9PT1diYuIVL6/syPhdd91V4Xw/D+oAANRlhG4AAGqxslPLx44dW27cF198oW3btqm4uFiRkZHatWuXioqK3I52//x53k2bNpUkBQYGqlOnTuYWDwBALcA13QAA1FLFxcXaunWr6zFhP/+5/fbbVVBQoO3btysxMVGlpaVav369a36n06mPPvrIbZkNGzZU+/bttW7dOuXk5JR7z7Nnz5q+XgAA+BOOdAMAUEtt375dBQUFFT47u23btmrQoIHS09P1+9//Xm3atFFqaqqysrIUGxurL7/8Uj/99FO5+caOHaunnnpKU6dOVf/+/RUVFaW8vDzt3btXZ86c0bx588xeNQAA/AZHugEAqKXS09Nls9kqPA08ICBAycnJ+vrrr3X+/Hn98Y9/1E033aSNGzfqjTfeUKNGjVynpdvtdtd8zZs31zPPPKOkpCR9+umnWrp0qT7++GNZLBbde++9NbJuAAD4C4thGIa3iwAAAL5p69atmj9/vmbPnq127dp5uxwAAPwOR7oBAICkC9eAX8zpdOrDDz9USEiI4uPjvVQVAAD+jWu6AQCAJGnZsmUqLi5WQkKCHA6Htm7dqj179mjkyJFup5cDAIArx+nlAABAkpSRkaH33ntPWVlZcjgcio6O1oABA3T77bd7uzQAAPwWoRsAAAAAAJNwTTcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJvn/onaaRtt6mIEAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":7},{"cell_type":"markdown","source":"**Insights**: Demographic factors (e.g., age, gender) may influence gesture patterns. Consider including demographic features in the model or stratifying data during training.","metadata":{"_uuid":"92849a0c-fa5f-4e49-8106-e1168ffcf8ad","_cell_guid":"92a9f0c9-5200-496c-831c-3eb8f55bb9ef","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 6️⃣ Gesture Duration Analysis","metadata":{"_uuid":"8e35234f-2ef4-4172-8ad8-cbd1dd694f86","_cell_guid":"14383170-bd85-4fe1-9614-b208c676de79","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"from scipy.stats import kruskal\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\ndef plot_gesture_duration(df):\n    # Compute gesture counts for ordering\n    gesture_counts = df['gesture'].value_counts().sort_values(ascending=False)\n    gesture_durations = df.groupby(['gesture', 'sequence_id']).size().reset_index(name='duration')\n    \n    plt.figure(figsize=(14, 6))\n    sns.boxplot(data=gesture_durations, x='gesture', y='duration', \n                order=gesture_counts.index, palette='viridis', showfliers=False)\n    plt.title('Gesture Duration Distribution (Without Outliers)', fontsize=16)\n    plt.xlabel('Gesture')\n    plt.ylabel('Duration (frames)')\n    plt.xticks(rotation=45, ha='right')\n    \n    # Add median labels\n    medians = gesture_durations.groupby('gesture')['duration'].median().loc[gesture_counts.index]\n    for i, median in enumerate(medians):\n        plt.text(i, median + 5, f\"Median: {median}\", ha='center', va='bottom', fontsize=9)\n    \n    plt.tight_layout()\n    plt.show()\n    \n    # Statistical test for duration differences\n    groups = [gesture_durations[gesture_durations['gesture'] == g]['duration'] for g in gesture_counts.index]\n    stat, p = kruskal(*groups)\n    print(f\"Kruskal-Wallis Test for Duration Differences: Statistic={stat:.2f}, p-value={p:.4f}\")\n    \nplot_gesture_duration(train)","metadata":{"_uuid":"5d798f0a-4fe9-4fc6-8a17-f77674e6dee8","_cell_guid":"1f2b714a-2301-4be8-9bf1-9042addc9e2c","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:39:46.065202Z","iopub.execute_input":"2025-06-25T02:39:46.066069Z","iopub.status.idle":"2025-06-25T02:39:46.744341Z","shell.execute_reply.started":"2025-06-25T02:39:46.06603Z","shell.execute_reply":"2025-06-25T02:39:46.743414Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1400x600 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"name":"stdout","text":"Kruskal-Wallis Test for Duration Differences: Statistic=883.39, p-value=0.0000\n","output_type":"stream"}],"execution_count":8},{"cell_type":"markdown","source":"**Insights**: Gesture durations vary significantly, suggesting time-window normalization or duration-based features for modeling.","metadata":{"_uuid":"2b56901b-4297-482b-b545-aa58cfbcf03c","_cell_guid":"8ccd84a0-2df4-49c0-9431-3a8b01a3a181","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 7️⃣ Train vs. Test Comparison","metadata":{"_uuid":"9d6459bd-ffe5-456c-9a69-5ff05314d6bb","_cell_guid":"636dd452-1b9b-4327-babb-57c395f8e868","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"def compare_train_test(train_df, test_df):\n    sensor_cols = [col for col in train_df.columns if 'acc_' in col or 'rot_' in col]\n    for sensor in sensor_cols[:3]:  # Limit to first 3 for brevity\n        plt.figure(figsize=(10, 6))\n        sns.kdeplot(train_df[sensor].dropna(), label='Train', color=custom_palette[0])\n        sns.kdeplot(test_df[sensor].dropna(), label='Test', color=custom_palette[1])\n        plt.title(f'Train vs. Test: {sensor} Distribution', fontsize=16)\n        plt.xlabel('Value')\n        plt.ylabel('Density')\n        plt.legend()\n        plt.tight_layout()\n        plt.show()\n\ncompare_train_test(train, test)","metadata":{"_uuid":"191bafcb-0aac-414f-add5-ddee25a0d148","_cell_guid":"7bdd92ae-fe00-4856-bfe3-8e8563a802cc","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:40:09.862555Z","iopub.execute_input":"2025-06-25T02:40:09.862842Z","iopub.status.idle":"2025-06-25T02:40:18.419626Z","shell.execute_reply.started":"2025-06-25T02:40:09.862824Z","shell.execute_reply":"2025-06-25T02:40:18.418492Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":9},{"cell_type":"markdown","source":"**Insights**: Train and test distributions are similar, but slight differences suggest robust preprocessing (e.g., normalization) to handle potential data drift.","metadata":{"_uuid":"99a215c9-4bc6-4acc-b02e-64f0021f2c02","_cell_guid":"f3e0882c-576c-45e0-b3e8-22b5939932b1","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 8️⃣ Feature Importance Exploration","metadata":{"_uuid":"281613b9-5250-4ae6-be69-5de2499c1087","_cell_guid":"b06843f2-919d-4cd8-bd7e-24ed24190d23","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"def plot_feature_importance(df):\n    sensor_cols = [col for col in df.columns if 'acc_' in col or 'rot_' in col]\n    X = df[sensor_cols].fillna(0)  # Simple imputation for demo\n    y = df['gesture']\n    \n    rf = RandomForestClassifier(n_estimators=100, random_state=42)\n    rf.fit(X, y)\n    \n    importances = pd.Series(rf.feature_importances_, index=sensor_cols).sort_values()\n    plt.figure(figsize=(10, 6))\n    importances.plot(kind='barh', color=custom_palette[2])\n    plt.title('Feature Importance (Random Forest)', fontsize=16)\n    plt.xlabel('Importance')\n    plt.tight_layout()\n    plt.show()\n\nplot_feature_importance(train)","metadata":{"_uuid":"52686b63-2e89-4aee-8fac-e3e1444e7d1f","_cell_guid":"e8b6f0c0-6f7a-4173-a62f-e2ac30cfe93e","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:40:26.140265Z","iopub.execute_input":"2025-06-25T02:40:26.140873Z","iopub.status.idle":"2025-06-25T02:44:11.265433Z","shell.execute_reply.started":"2025-06-25T02:40:26.140839Z","shell.execute_reply":"2025-06-25T02:44:11.26442Z"},"_kg_hide-input":true},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":10},{"cell_type":"markdown","source":"**Insights**: Some sensors (e.g., rot_x) are more predictive than others. Focus on high-importance features for modeling.","metadata":{"_uuid":"a1db6268-bc78-4e38-a598-c90a089ecd69","_cell_guid":"f40c2eef-af2a-4328-8ac7-796fc2340b87","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"# 9️⃣ Outlier Detection","metadata":{"_uuid":"f920212e-e37c-4dba-bb34-8d946b7a5b50","_cell_guid":"1cf59f18-45e9-41a2-a09d-174ab553c85c","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"from scipy.stats import zscore\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\nimport numpy as np\n\ndef detect_outliers(df, z_threshold=3):\n    # Define sensor columns\n    sensor_cols = [col for col in df.columns if 'acc_' in col or 'rot_' in col]\n    if not sensor_cols:\n        print(\"No sensor columns found (acc_ or rot_).\")\n        return\n    \n    # Initialize dictionary to store outlier counts\n    outlier_counts = {}\n    \n    # Clean data and compute Z-scores\n    for col in sensor_cols:\n        # Drop NaN and inf values for this column\n        data = df[col].replace([np.inf, -np.inf], np.nan).dropna()\n        if data.empty:\n            outlier_counts[col] = 0\n            continue\n        \n        # Check for zero variance\n        if data.std() == 0:\n            print(f\"Warning: Column {col} has zero variance. Skipping outlier detection.\")\n            outlier_counts[col] = 0\n            continue\n        \n        # Compute Z-scores\n        z_scores = zscore(data, nan_policy='omit')\n        # Count outliers (|Z| > z_threshold)\n        outlier_counts[col] = np.sum(np.abs(z_scores) > z_threshold)\n    \n    # Print outlier counts\n    print(\"\\nOutliers per Sensor (Z-score > {}):\".format(z_threshold))\n    print(pd.Series(outlier_counts))\n    \n    # Visualize outliers for acc_x (if available)\n    if 'acc_x' in sensor_cols and 'sequence_counter' in df.columns:\n        # Create a mask for outliers\n        data = df['acc_x'].replace([np.inf, -np.inf], np.nan)\n        if data.std() > 0:\n            z_scores = zscore(data.dropna(), nan_policy='omit')\n            # Align Z-scores with original data\n            outlier_mask = pd.Series(False, index=df.index)\n            outlier_mask[data.dropna().index] = np.abs(z_scores) > z_threshold\n            \n            plt.figure(figsize=(10, 6))\n            sns.scatterplot(x=df['sequence_counter'], y=df['acc_x'], \n                            hue=outlier_mask, palette={False: custom_palette[0], True: custom_palette[1]})\n            plt.title('Outliers in acc_x (Z-score > {})'.format(z_threshold), fontsize=16)\n            plt.xlabel('Sequence Counter')\n            plt.ylabel('acc_x')\n            plt.tight_layout()\n            plt.show()\n        else:\n            print(\"Warning: Cannot visualize acc_x due to zero variance or insufficient data.\")\n\ndetect_outliers(train)","metadata":{"_uuid":"4cab61e8-eb23-44ef-8073-a71da1322f18","_cell_guid":"a4910d6f-e74e-466d-8a11-b5a89a24f90a","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2025-06-25T02:44:30.594209Z","iopub.execute_input":"2025-06-25T02:44:30.595023Z","iopub.status.idle":"2025-06-25T02:44:46.540444Z","shell.execute_reply.started":"2025-06-25T02:44:30.594988Z","shell.execute_reply":"2025-06-25T02:44:46.539427Z"},"_kg_hide-input":true},"outputs":[{"name":"stdout","text":"\nOutliers per Sensor (Z-score > 3):\nacc_x    663\nacc_y    118\nacc_z    167\nrot_w      0\nrot_x      0\nrot_y      0\nrot_z      0\ndtype: int64\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":11},{"cell_type":"markdown","source":"**Insights**: Outliers are present in some sensors, suggesting robust scaling or clipping during preprocessing.","metadata":{"_uuid":"5d41398e-fde7-471f-a515-bb586a8e17a7","_cell_guid":"21aa1628-e780-438b-af69-146332a02a0c","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"markdown","source":"### Key Takeaways:\n1. **Gesture Imbalance**: Use class weights or oversampling to handle imbalanced classes.\n2. **Sensor Patterns**: Distinct distributions and correlations suggest feature selection or PCA.\n3. **Time-Series Insights**: Behavior phases and frequency-domain features (FFT) are promising for modeling.\n4. **Missing Data**: Test imputation strategies like forward fill or mean imputation.\n5. **Demographics**: Include age and gender as features to capture participant variability.\n6. **Durations**: Normalize sequence lengths or use duration-based features.\n7. **Train-Test Alignment**: Similar distributions, but normalization is needed to handle drift.\n8. **Outliers**: Apply robust scaling or clipping to mitigate outlier effects.\n#\n### Next Steps:\n- **Preprocessing**: Normalize sensor data, impute missing values (forward fill), clip outliers.\n- **Feature Engineering**: Extract statistical features (mean, std), frequency-domain features (FFT), and demographic features.\n- **Modeling**: Use time-series models (LSTM, TCN) with class weights to address imbalance.","metadata":{}},{"cell_type":"markdown","source":"# 🔟  Labels & Evaluation\nIn this competion you're scored on:\n\n**Binary F1: Is it a BFRB or not?**\n\n**Macro F1: What gesture is it?**\n\n💡 All non-target gestures are grouped into one “non_target” class in the final evaluation.\n\nSo… your model should:\n\n* Be very good at binary separation\n\n* And somewhat decent at gesture-specific predictions (esp. for BFRBs)","metadata":{}},{"cell_type":"markdown","source":"# 🔚 Last Words (Don't Leaderboard Too Early!)\n\nSlow down and explore the data thoroughly before building models. Don't rush the leaderboard like it's a haircut on a Monday morning. EDA is your map before the treasure hunt!  \n \nGood luck everyone! Feel free to share your insights and suggestions in the comments!\n\n","metadata":{"_uuid":"9055d8c7-f3cd-4cb5-8a8a-9d6709b0d82f","_cell_guid":"615627e7-b709-4b91-8753-9f0861b5be33","trusted":true,"collapsed":false,"jupyter":{"outputs_hidden":false}}},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]}