diff --git a/zkml-research/kya_face/.gitignore b/zkml-research/kya_face/.gitignore new file mode 100644 index 0000000..a9c9101 --- /dev/null +++ b/zkml-research/kya_face/.gitignore @@ -0,0 +1,2 @@ +.venv/ +workshop_* \ No newline at end of file diff --git a/zkml-research/kya_face/README.md b/zkml-research/kya_face/README.md new file mode 100644 index 0000000..17f4ce5 --- /dev/null +++ b/zkml-research/kya_face/README.md @@ -0,0 +1,40 @@ +# KYA Workshop — Local Setup Guide + +## 1 Prerequisites (install once) + +| Tool | Windows | macOS | Linux (Ubuntu) | +|------|---------|-------|----------------| +| **Python 3.10 or 3.11 × 64-bit** | [python.org](https://www.python.org) installer | `brew install python@3.11` | `sudo apt install python3.11 python3.11-venv` | +| **C++ build tools**
(needed for `dlib` → `face_recognition`) | *Visual Studio Build Tools 2022* → “Desktop C++” workload | `xcode-select --install` | `sudo apt install build-essential` | +| **CMake ≥ 3.22** | [cmake.org](https://cmake.org) installer | `brew install cmake` | `sudo apt install cmake` | +| **Leo CLI** | Follow steps at | Follow steps at | Follow steps at | + +--- + +## 2 Clone the repo & create a virtual env + +```bash +git clone https://github.com/ProvableHQ/python-sdk.git +cd zkml-research/kya_face + +# Create & activate a venv named .venv +python -m venv .venv +# Windows +.venv\Scripts\activate +# macOS/Linux +source .venv/bin/activate +``` + +--- + +## 3 Install Python dependencies + +```bash +pip install -r requirements.txt +``` + +--- + +## 4 Open the Jupyter notebook + +Open `kya.ipynb`, e.g., through VS Code (choosing the `venv`). \ No newline at end of file diff --git a/zkml-research/kya_face/face_images/negative/12_0_0_20170110215739155.jpg 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b/zkml-research/kya_face/face_images/positive_user/.gitignore new file mode 100644 index 0000000..86d0cb2 --- /dev/null +++ b/zkml-research/kya_face/face_images/positive_user/.gitignore @@ -0,0 +1,4 @@ +# Ignore everything in this directory +* +# Except this file +!.gitignore \ No newline at end of file diff --git a/zkml-research/kya_face/helper.py b/zkml-research/kya_face/helper.py new file mode 100644 index 0000000..286d338 --- /dev/null +++ b/zkml-research/kya_face/helper.py @@ -0,0 +1,112 @@ +from sklearn.utils.multiclass import unique_labels +from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay +import matplotlib.pyplot as plt + +def plot_mlp_architecture(clf, ax=None): + """ + Plot the architecture of a Multi-layer Perceptron (MLP) classifier or regressor. + """ + import matplotlib.patches as mpatches + import matplotlib.pyplot as plt + n_layers = clf.n_layers_ + layer_sizes = [clf.coefs_[0].shape[0]] + [w.shape[1] for w in clf.coefs_] + if ax is None: + fig, ax = plt.subplots(figsize=(8, 4)) + # Draw nodes + y_offset = 0 + for i, n in enumerate(layer_sizes): + x = i * 2 + for j in range(n): + ax.add_patch(mpatches.Circle((x, j - n/2), 0.2, color='skyblue', ec='k')) + if i == 0: + ax.text(x, n/2 + 0.5, "Input\n({})".format(n), ha='center') + elif i == len(layer_sizes) - 1: + ax.text(x, n/2 + 0.5, "Output\n({})".format(n), ha='center') + else: + ax.text(x, n/2 + 0.5, "Hidden\n({})".format(n), ha='center') + # Draw connections + for i in range(len(layer_sizes) - 1): + x0, x1 = i * 2, (i + 1) * 2 + for j in range(layer_sizes[i]): + for k in range(layer_sizes[i+1]): + ax.plot([x0, x1], [j - layer_sizes[i]/2, k - layer_sizes[i+1]/2], color='gray', lw=0.5, alpha=0.5) + ax.axis('off') + ax.set_title("MLP Architecture") + plt.show() + +def summarize_mlp(clf): + """ + Print the architecture (layer sizes) and total number of parameters + for an sklearn MLPClassifier or MLPRegressor. + + Parameters + ---------- + clf : object + A fitted sklearn.neural_network.MLPClassifier or MLPRegressor. + """ + # Reconstruct full layer sizes (input, hidden…, output) + layer_sizes = ( + [clf.coefs_[0].shape[0]] + + list(clf.hidden_layer_sizes) + + [clf.coefs_[-1].shape[1]] + ) + + # Print architecture + print("Layer sizes (including input and output):", layer_sizes) + print(f" ➔ Total layers (including input layer): {len(layer_sizes)}") + print(f" ➔ Hidden layers: {len(clf.hidden_layer_sizes)}") + print(" ➔ Output layer: 1") + + # Compute total parameters (weights + biases) + total_params = sum( + w.size + b.size for w, b in zip(clf.coefs_, clf.intercepts_) + ) + print(f"Total parameters: {total_params:,}") + + + +def plot_confusion_matrix(y_true, y_pred, *, + labels=None, + normalize=None, + ax=None, + title="Confusion matrix", + cmap="Blues"): + """ + Plot a confusion matrix for classification results. + + Parameters + ---------- + y_true : array-like + Ground-truth labels. + y_pred : array-like + Predicted labels. + labels : list, optional + Class labels (order on both axes). If None, uses the union of labels + present in y_true and y_pred. + normalize : {'true', 'pred', 'all'}, default None + Normalization mode passed to sklearn.metrics.confusion_matrix. + ax : matplotlib.axes.Axes, optional + Existing axes to draw on. If None, a new figure/axes is created. + title : str, default "Confusion matrix" + Title shown above the plot. + cmap : str or matplotlib Colormap, default "Blues" + Colormap used for the heat-map. + + Returns + ------- + numpy.ndarray + The underlying confusion-matrix array (for further inspection if needed). + """ + if labels is None: + labels = unique_labels(y_true, y_pred) + + cm = confusion_matrix(y_true, y_pred, labels=labels, normalize=normalize) + + if ax is None: + _, ax = plt.subplots(figsize=(4, 4)) + + disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=labels) + disp.plot(ax=ax, cmap=cmap, colorbar=False) + ax.set_title(title) + plt.tight_layout() + plt.show() \ No newline at end of file diff --git a/zkml-research/kya_face/kya.ipynb b/zkml-research/kya_face/kya.ipynb new file mode 100644 index 0000000..b14fa37 --- /dev/null +++ b/zkml-research/kya_face/kya.ipynb @@ -0,0 +1,2198 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# KYA face identification demo - MLP neural network training, Leo transpilation, Aleo deployment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Overview of steps\n", + "* 📦 Ensure Leo and Python library installation\n", + "* 🧑‍🔬 Load default Einstein images\n", + "* 📷 Capture your own face (optional)\n", + "* 📂 Load the dataset and extract the features\n", + "* ✂️ Split into a training and test dataset\n", + "* 🏋️ Train the model\n", + "* 📊 Evaluate the model\n", + "* 🔄 PCA feature transformation\n", + "* 🔁 Re-train and evaluate the model\n", + "* ⚙️🦁 Transpile to Leo\n", + "* ▶️ Test execution of the Leo program\n", + "* 🚀 Deploy the Leo program\n", + "* 💡 Extension ideas\n", + "* 🗣️ Discussion\n", + "* 📚 Further resources" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📦 Ensure Leo and Python library installation\n", + "For this Jupyter notebook to run successfully, you need to ensure Leo and selected Python libraries are installed. If you haven't so done already, follow the instructions in the `README.md` file." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kp/dev/python-sdk2/zkml-research/kya_face/.venv/lib/python3.12/site-packages/face_recognition_models/__init__.py:7: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n", + " from pkg_resources import resource_filename\n" + ] + } + ], + "source": [ + "# ── Standard library ─────────────────────────────────────────\n", + "import os\n", + "from pathlib import Path\n", + "import random\n", + "import re\n", + "import shutil\n", + "import subprocess\n", + "\n", + "# ── Third-party packages ─────────────────────────────────────\n", + "from PIL import Image\n", + "import face_recognition\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.neural_network import MLPClassifier\n", + "from sklearn.preprocessing import StandardScaler\n", + "from zkml import LeoTranspiler\n", + "\n", + "# ── Local application imports ────────────────────────────────\n", + "from helper import plot_confusion_matrix, plot_mlp_architecture, summarize_mlp" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Detected Leo version: leo 3.0.0\n" + ] + } + ], + "source": [ + "MIN_LEO = (3, 0, 0)\n", + "leo_path = shutil.which(\"leo\")\n", + "if leo_path is None:\n", + " raise EnvironmentError(\n", + " \"Leo CLI not found. Install it first. See the README.md file or open https://github.com/ProvableHQ/leo\"\n", + " )\n", + "\n", + "leo_raw = subprocess.check_output([\"leo\", \"--version\"], text=True).strip()\n", + "leo_ver = tuple(map(int, re.search(r\"(\\d+)\\.(\\d+)\\.(\\d+)\", leo_raw).groups()))\n", + "print(f\"Detected Leo version: {leo_raw}\")\n", + "if leo_ver < MIN_LEO:\n", + " raise EnvironmentError(\n", + " f\"Leo ≥ {'.'.join(map(str, MIN_LEO))} required – please run `leo update`.\"\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 🧑‍🔬 Load default Einstein images\n", + "In this notebook, we use 5 JPG images of Albert Einstein as the positive class.\n", + "The following code ensures the files inside the default positive class folder are correctly set up.\n", + "You can add your own images in the next step." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Current working directory: /Users/kp/dev/python-sdk2/zkml-research/kya_face\n" + ] + } + ], + "source": [ + "cwd = os.getcwd()\n", + "print(f\"Current working directory: {cwd}\")\n", + "\n", + "positive_dir_path = os.path.join(cwd, 'face_images', 'positive_einstein')\n", + "if not os.path.isdir(positive_dir_path):\n", + " raise FileNotFoundError(f\"Directory not found: {positive_dir_path}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found expected files: ['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']\n" + ] + } + ], + "source": [ + "files = sorted(f for f in os.listdir(positive_dir_path)\n", + " if os.path.isfile(os.path.join(positive_dir_path, f)))\n", + "expected = ['1.jpg', '2.jpg', '3.jpg', '4.jpg', '5.jpg']\n", + "if files != expected:\n", + " raise ValueError(f\"Expected {expected}, but found {files}\")\n", + "print(f\"Found expected files: {files}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_path = os.path.join(positive_dir_path, '4.jpg')\n", + "img = Image.open(image_path)\n", + "plt.imshow(img)\n", + "plt.axis('off')\n", + "plt.title('4.jpg')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📷 Capture your own face (optional)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can run this workshop with your own images. Go to https://webcamtests.com/take-photo, capture and store 5 images with your face visible. Move the files into the `face_images/positive_user` folder and keep the filenames unchanged (`Photo-1.jpeg` to `Photo-5.jpeg`)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ℹ️ No valid custom image set detected – using Einstein photos.\n" + ] + } + ], + "source": [ + "user_dir = Path(cwd) / \"face_images\" / \"positive_user\"\n", + "expected_user_files = [f\"Photo-{i}.jpeg\" for i in range(1, 6)]\n", + "\n", + "def files_match(path: Path) -> bool:\n", + " \"\"\"Return True if directory contains exactly the expected five files.\"\"\"\n", + " return sorted(\n", + " f.name for f in path.glob(\"*\") if f.suffix.lower() in (\".jpg\", \".jpeg\", \".png\")\n", + " ) == expected_user_files\n", + "\n", + "if user_dir.exists() and files_match(user_dir):\n", + " # Check every image for a detectable face\n", + " problematic = []\n", + " for fname in expected_user_files:\n", + " img_path = user_dir / fname\n", + " img = face_recognition.load_image_file(str(img_path))\n", + " if not face_recognition.face_encodings(img):\n", + " problematic.append(fname)\n", + "\n", + " if not problematic:\n", + " positive_dir_path = str(user_dir) # 🔄 override\n", + " print(\"✅ Using your five photos as the positive class.\")\n", + " else:\n", + " print(\n", + " \"⚠️ Custom images found, but no face encodings detected in:\\n\"\n", + " + \"\\n\".join(f\" • {fn}\" for fn in problematic)\n", + " + \"\\nFalling back to Einstein set.\"\n", + " )\n", + "else:\n", + " print(\"ℹ️ No valid custom image set detected – using Einstein photos.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📂 Load the dataset and extract the features" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will load the dataset, extract the features, and take a look at the images." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def iter_face_embeddings(directory: Path, label: int):\n", + " \"\"\"\n", + " Yields dicts with keys:\n", + " - 'filename': str\n", + " - 'label': int (1=positive, 0=negative)\n", + " - 'embedding': np.ndarray shape (128,)\n", + " \"\"\"\n", + " for img_path in sorted(directory.iterdir()):\n", + " if img_path.suffix.lower() not in {'.jpg', '.jpeg', '.png'}:\n", + " continue\n", + " image = face_recognition.load_image_file(str(img_path))\n", + " encs = face_recognition.face_encodings(image)\n", + " if not encs:\n", + " print(f\"[warn] no face in {img_path.name}, skipping\")\n", + " continue\n", + " yield {\n", + " 'filename': img_path.name,\n", + " 'label': label,\n", + " 'embedding': encs[0]\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# also define negative_dir_path\n", + "negative_dir_path = os.path.join(cwd, 'face_images', 'negative')\n", + "\n", + "# collect records\n", + "records = list(iter_face_embeddings(Path(positive_dir_path), label=1)) \\\n", + " + list(iter_face_embeddings(Path(negative_dir_path), label=0))\n", + "\n", + "# DataFrame with metadata + raw embeddings\n", + "df = pd.DataFrame(records)\n", + "\n", + "# stack embeddings into an (n_samples × 128) array\n", + "X = np.stack(df['embedding'].values)\n", + "y = df['label'].values" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "indices = [9, 24, 29, 32]\n", + "\n", + "# Fetch those filenames\n", + "filenames = df.loc[indices, 'filename'].tolist()\n", + "\n", + "# create a 2×2 grid of subplots\n", + "fig, axes = plt.subplots(2, 2, figsize=(6, 6))\n", + "\n", + "for ax, fname in zip(axes.flatten(), filenames):\n", + " image_path = os.path.join(negative_dir_path, fname)\n", + " img = Image.open(image_path)\n", + " ax.imshow(img)\n", + " ax.axis('off')\n", + " ax.set_title(fname)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ✂️ Split into a training and test dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will split the dataset into a training and test dataset and take a look at both." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training samples: 68 (pos=3, neg=65)\n", + " Testing samples: 35 (pos=2, neg=33)\n" + ] + } + ], + "source": [ + "# 1) Positive class: first three → train, last two → test\n", + "df_pos = df[df['label'] == 1].reset_index(drop=True)\n", + "train_pos = df_pos.iloc[[0, 1, 2]]\n", + "test_pos = df_pos.iloc[[3, 4]]\n", + "\n", + "# 2) Negative class: random 2/3 train, 1/3 test (seed=42)\n", + "df_neg = df[df['label'] == 0].reset_index(drop=True)\n", + "train_neg, test_neg = train_test_split(\n", + " df_neg,\n", + " test_size=1/3,\n", + " random_state=42,\n", + " shuffle=True\n", + ")\n", + "\n", + "# 3) Combine back together\n", + "train_df = pd.concat([train_pos, train_neg]).reset_index(drop=True)\n", + "test_df = pd.concat([test_pos, test_neg]).reset_index(drop=True)\n", + "\n", + "# 4) Extract X / y arrays\n", + "X_train = np.stack(train_df['embedding'].values)\n", + "y_train = train_df['label'].values\n", + "\n", + "X_test = np.stack(test_df['embedding'].values)\n", + "y_test = test_df['label'].values\n", + "\n", + "# 5) Quick sanity check\n", + "print(f\"Training samples: {len(train_df)} (pos={len(train_pos)}, neg={len(train_neg)})\")\n", + "print(f\" Testing samples: {len(test_df)} (pos={len(test_pos)}, neg={len(test_neg)})\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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BUcJhDA4cODhmnH322bj00kvndU99ff1L1BsHxwrHlOTAgYMFQTKZRKFQqPl63cfQ29sLwzDwla98Bf/1X/+FpUuXwuv14pxzzsHzzz8/5/477rgDxx13HDweD9avX4+f/exnjt9igeBoDA4cODhmXHnllUilUnC73Tj77LPx5S9/GaeeeupRtfWDH/wAyWQSH/3oR5HNZvH1r38dr371q7Fjxw60t7cDAH7961/jne98JzZs2IAvfvGLmJycxAc+8AF0d3cv5Gv9xcJhDA4cODhqNDQ04G1vexsuuugitLS0YNeuXfjKV76Cs88+G48++ihOPvnkebe5b98+7N27VxH517/+9TjjjDPwH//xH/ja174GAPjkJz+J7u5uPPLII/D7/QCA17zmNTj33HOxdOnShXvBv1AYpmmaL3cnHDhw8H8H+/btwwknnIAtW7bgt7/9re11V1xxBR588EH09vYCmDElLV++HO9617vwwx/+sOzaTZs2IRaL4YUXXsDAwAC6u7vxqU99Ctddd13ZdSeccAISiYRq08HRwfExOHDgYEGxcuVKXHLJJXjggQdQLBbnff+qVavmfLZ69WpF7A8dOqSeY/VsB8cOhzG8jHAcZQ7+r2Lx4sXI5/NIp9Mvd1ccHAUcxrDAuO6662AYBtavX/9yd8WBg5cNBw4cgMfjUfb/+WDv3r1zPtuzZ48SouhD2Ldv35zrrD5zMH84jGEB0dfXhy984Qtoamqq6frvfve7ePHFF1/iXjlw8NJhdHR0zmfPPfccfvnLX+J1r3sdXK4ZEnP48GG88MILNbX585//HP39/er/rVu34oknnsCFF14IAOjq6sL69evxgx/8AKlUSl33hz/8ATt27DiW13Hw/+BEJS0grrnmGmzatAnFYhFjY2NVr3cSfBz8ueOd73wnvF4vzjzzTLS1tWHXrl248cYb4fP58KUvfUldd/nll+MPf/gDaol1WblyJTZv3oyPfOQjyOVyuP766xGNRvFP//RP6povfOELuOSSS3DWWWfhyiuvxOTkJL75zW9i/fr1ZczCwdHB0RgWCA899BDuvPNOXH/99TXf4yT4OPhzx5vf/GaMjY3ha1/7Gv7mb/4Gt912G9761rfiqaeewrp1646qzcsvvxxXXXUVvvnNb+K6667D8ccfj9///vfo7OxU17zxjW/Ej370I+TzeXziE5/AT3/6U9x8881Ys2YNPB7PQr3eXywcjWEBUCwWcdVVV+GDH/wgNmzYcMztOQk+Dv5ccPXVV+Pqq6+uet2DDz4457NisYi6OmsS9PGPfxwf//jHK7b5zne+E+985zvLPvvXf/1XLFq0qGp/HFSGwxgWADfccAMOHTqE3/3udwvSnpPg4+AvAYODg2hpaTmqe6enp2EYRhljefDBB/Hcc8/h85///EJ18S8WjinpGDE+Po5/+7d/w7/+67+itbV1Qdp885vfXCb5n3766TjjjDPwm9/8BgAwMDCAHTt24PLLLy+L+jjnnHMWRGNx4OClxPbt2/G5z30ODz30EF7zmtccVRv9/f1Yu3Ytrr32Wtx44434+Mc/josuuggdHR34//6//2+Be/yXB0djOEZ8+tOfRiQSwVVXXbVgbdol+Nx+++0Aqif4PPPMMwvWFwcOFho//elP8Y1vfAOXXXYZPvnJTx5VG+FwGBs3bsRNN92E0dFRNDU14eKLL8aXvvQlRKPRBe7xXx4cxnAM2Lt3L2688UZcf/31GBgYUJ9ns1lMT0+jt7cXzc3NiEQiL2MvHTh4ZeHaa6/FtddeO+fzZcuW1RS1BADBYBC33XbbAvfMAeGYko4B/f39KJVKuPrqq7F8+XL188QTT2DPnj1Yvnw5Pve5z827XSfBx4EDBy8nHI3hGMAQUR2f/vSnkUwm8fWvfx09PT0AZhJ8pqamsHbt2qrtMsGHfgYm+HzsYx8DUJ7g88lPflL5GZjg4zifHThwcCxwqqu+BDj33HMxNjZWlntw7rnnzknwsasuuWHDBiSTybIEH8MwsGPHDhXL/atf/QqXXHIJNmzYUJbg09XVhVQqhYMHD/5J39mBAwf/d+BoDK9AXH755XC5XLj++usxMjKC008/Hd/85jctE3yuvfZafOITn8CqVatw88034/vf/z527tz5Mvb+/y48Hg/y+TxM04RhGOpz/k2mbyVryev17+V3duA9dXV1KBaLc/qgX6f3ya4/8nu7PsprKz1TXm93v91z9Hus+lQJlfpr944LhaORre36Uct8yO8rzTfLkfBzwzDg9/sRj8er98/RGF4+vPe978Vjjz2m/ALUGL785S/jmmuuOao2TzrpJLS2tuK+++5byK46wFzG4Ha7YZrmnAPta91S1YisFWHgZpfXVSOusr1KTKnWduR91QiW3f86qjEwu2srMa35MBorJlLp+mrPqQSdoNuNVTXmbtU/vS29vYaGBmQymap9dJzPLyOONcFHP1+XCT7nnnvuAvTOgQ7TNOdoBS6XS33u8/lesvpX3OTV+ncs3y8EaiX6HDM5plawukbX1txud01tHs34VWqzUt85X7WOhxUTqDY2kuhX61+1tnQ4pqSXAdu3b8fPf/5zPPTQQ/jHf/zHo2qjv78f559/Pt7znvegq6sLL7zwAm644QYnweclhtzAPISGzMHtds9h1nb3Hy3kRrdqqxYpsxZU0wgq3WN3v11/7d7FCg0NDXC5XDAMA4VCAU1NTZiamlJz8VKbjexwtJqX3XWVTGvVTJb688mgOHa1wGEMLwOcBJ8/T+gbsq6uDuFwGIVCAblcDsViEcVisSaTRjXCbvdsq+uqEUArc4sVcZlPf4BZhqib0moB25VStcvlQn19PRobG+H1ehEMBtHc3IxCoYBMJoO+vj74fD54vV71+cTEBKampuD1ejE9Pa38L0StTMdqzqyI/Xy0svn4TXQGafecSppTpfsMw0BzczOy2WzF/qvrHR+DAwe1ob6+vszxGwgEcNpppyGZTKK/vx/xeBxTU1O2jACo7IithPnavu0IWyXYSb12CIfDyOfzqsx1NbOJ2+2Gx+NBY2Mj3G43fD4f6urqUCgUUFdXB6/XqxiC3+9X1xqGgWw2i+HhYYyMjCAcDsPv9yOZTGJ4eFg55BOJBPx+v2IY2WwWhUJhXhqJ1VjVIr1X0pDs5s40TcVc+XmpVDoqTUOfO53RGIaBUCiEQqFQk/PZ0RgcOKgRuhqfz+cxNjamJNpsNmtpy61EoGsh4NW0CPm9y+WaF3Gp1JdqiMViFZkgYRgGXC4XfD4f/H4/AoEA3G43GhsbFfFvbGxEfX29Mnd4PB40NDTAMGYK5dXV1aGpqQnNzc1oaGhALpdDOBxWzMXj8ah3L5VKGB0dRX9/PwYHBy0jyaqhmsmm0ueV2tKlfKtnzGfe2IbuPNf/B4BkMllzSXJHY3DgoEZ4vV5ks1lbu7jVZqwFtUr2diYqKwnUTuqtZrKYr2RdTWqmZkBC7/f74Xa7lVZQV1enmAS1Bp/Ph4aGBtTV1an2XS4Xstks0uk0MpkMJicn4ff7UV9fr74rFovKxzM9PY3p6WkMDQ1h//79ZSaUo3FCz1f7shuPWrSPWtuq9fm8z+12w+/3IxaLVb3X0RgcOKgRunRXi7Q837aPFXbRJ7W2fzRmF/16agherxcNDQ0AgKamJng8Hvh8PkSjUbS0tCAQCMDn88HtdqOurk6ZmKhBMBzY5XLB7XajWCxifHwchw8fVgyhrq4OpmkiEAjANE3FEPhdd3c3CoUC9u3bpxzU88Gf0oFt9dyj0R50QUG2V+sY1MwY/uZv/gYf+MAH0NHRYRmGZSUt8e9SqYSdO3fiG9/4BuLxOPx+P4rFIkqlEvL5PGKxGPx+P9rb2+H1ehV34wKjc4tqIl9wenoaU1NTyGQyqj2v16vuYxhboVAou4+/2T9GOXCBclHxM5/Ph4svvhhbtmwp8+xL+x1xtJEitdh3Kzks9XvmEzlSC3RiWCqV1MLj+JnmTKRONptFfX093G73nLGq9txK714qlfD888/jZz/7Gfbu3YtoNKrs/pxX9mN8fBzd3d1l5oeGhoajjgJjH45GIzhaVJv/+RItu7UxHyJUzVkNQGkGmUwG6XQazc3NilG0t7cjFAohFAqhqakJ9fX1ysTkcrlQLBbR0NAAr9cLl8ulfASZTAbT09Nobm5GS0uLYjQul0tpIYVCAclkEplMRgUD5PN5uN1uTE1NYWRkRJmVKvV/Ps78WmBlMqp1z0pTkdXz7fw6pNE6o8jn8zX1uWbGYLUgK9k+qzEP+bupqQkNDQ3IZrNlyRck3iT6uu1UDha/4/1kBCQohmGUMQO2ye9LpRL8fj+CwaByAknHEJlMrWNgZ26oBVaOpErP0pmx1bMrEYNKi8uqb9UIpP6d3v9Kz9T/1q8joQCgGA8ZVKlUUnPMOa+vr1fM/lihR7y8lDhaBjQfH0W17/T29D1ttQ64z6anp5U/weVyKcbsdrvR1NSEUCiElpYWeDweNVeNjY2Ynp5We9fj8SCZTCKdTqu2yRwMw1AO5paWFhWJR6Eun88rgSUYDGLFihVwuVwYGBjA9PR0Wf+rwc4PZDVH1UxO1dZ9pT1S7X+7e+Q81bqmamYMMhSv0iBVkphl1iYnn5vWMAxMTU0pIs1r+DL6ppffBQIBZLPZMmcYv9MzRalNyD7J/9m+njRjh/kSufnadGtZuFJ6l8+SP3Z9rVVqspKSrBZmLYtPb6sSEdTHMZ/PK0IiTQwA5mQiW2mCfyroEuF8x+RYGZCdlHqssJt/rrP6+np4vV7U19cjEAgglUqpaKS2tjZ0dHSgra1N+R3oU6BQx72dz+cxPT2tfDqcbwqKAJQTe2xsDOPj4+jo6EBjYyMAKI2fbdCxnclkMD4+XpNJpRrjOBoNcj736NfUcq8dE5PWkVpQM2OQZgG7DhFWUoQdoSmVSpiYmFCLgp/ZERkpfRrGTMRCqVTC9PQ00uk0IpEImpqaVCQD+02mQkYgTRw8HpBRJfIZ7AMXmnxf+V7y2mMhvvMhJqVSCblcrszExvsoOTHcT3+e1QKaL+Gw0kqs5trq2fOBHAuaBSUDoIYnCQgwt3zEQhBGqz7JtmtlALxWZ9rVtMJK83Ss71fL/bK/ss+GYcDj8SAUCqG+vh6lUgmpVArpdBpLlizBsmXL0N7ejtbWVkSjUTU3NBvl83nFxE3TVPuWpkIAyOVyShgIhUIoFouK+UxNTSGXyyESiSAQCKh+8myUXC6HhoYGxGIx5HI5JJPJqvkXtTDXavtI39OyLStUWz+1MhRJB6yE1GqYl8ZgtThr2fA6gZdSf6FQQCqVQrFYRDgcVjZ8fTClxMDn838S9Pr6eoRCIQSDwTIbNwkHzRBcEDQzcBClVgJAaQ52C2i+xM5qcVViInbMwTRNlVTF0hg6kWKon7S987dOjOaz2OzeiX/rGovV/frnVv3QCZB+vTQVkpjwPikE0DkptcKFwHw2cCXGdKyawXygMyLCrl+cw1qEhvr6esUQMpkMpqamAAAdHR3KZBQKhRAOh+HxeFAoFFAsFpFMJlXEEGkC/Yvcmw0NDSgUCuqzhoYGZa4yDEM5sXO5HKamptDe3o7GxkaldaRSKbhcLgSDQfT09MA0TezZsweJRKLqeB0L9PVuJeTW8oz5aiVW93EOa01GnBdjkA+cLzjpVmaiuro61NfXIxKJKDuk9CkAc81QXLT5fB65XE6psY2NjcpnofsFqKJms1m1AGlm4P8ytV6qrnaaix3BqyY1W31nR6jl/9SOuDGkuk0GwbEiM2ToHwD1zrVKuPIavX9W71vL2rAaMzu1WX+eHojAdcTPeC+ZvMxEXghTUiVmXQ12hNnq+6NFJSZUTRuxkoargTkH3D+5XA4AEAqFlPkoEAggGAyio6ND7TEyEJ/Pp9qhICcDT9gvyRBIN7j2p6enkc/nFTOIxWLo6OhAU1MTCoUC0uk04vE46urq0NLSooSHXbt2qf7WOu6VhF+7MaxkCbBbT1bait338jOr649mXdXMGBj5Y9e5atKnJOicWCn5ceI9Hg/q6+vLpGBdytWlYH4OzBA+Si/19fVlBJdEgs8lQyIDqcVUVs38IgmzHCe79ip9TsJeLBZVm7lcTsVqFwoFJTVRi+BPIpFQ9luOLc1K/L9WQllJepcM20ormS8x0j/Tx0kGDUifk2QC/K1rgAsBu01qdY0dk7fSEq2IgJ0WZQXDMOD1epWjVl6v79FaYHWv/n1dXR1CoRDS6TRKpRISiQTa2trQ1NQEr9eL1tZWBINBRKNRdT758PCwymnweDwqw5lrhoKaFBrZb7fbrZzTXO8NDQ3KVMT9wMRDJsAxOi2RSKBYLKK5uRlLlixBKpXC/v37y4SLo2HMVtqhHCd+ZlcZt5owOJ9+6Jr60WJeUUmVJAo7QqAvLMkUJKFh+1wAbKdYLKr/eb00HUgJgtIGf3SnMtunNiH9DXJxyL5V0gKqaQqVGKUdQeRzqQlNT0+X+XdkghU3JDUHhucRuVwO6XQagUBAaQxerxeNjY0olUoq3M+uP0QtBKVWdddKaq4kVOifS78CfUdSe9BNg7r58FhQjeDbQb9+IYiAVd+mpqYqMpmFRjQaVUTZ7XajublZhaG2trYiEAigsbERHR0daG9vx759+1AqlZRW39HRofYoTZ9yH7PfMsRUmobJNIrFIhobG9U19fX1mJqaQj6fV05uRjKlUinVh0WLFmF0dBTxeLxmqdzqu/msff1/u3mp1mYtmovUsOerNdTMGLjh7DhSrQMjmYH8WzqEgdkIE0p/XCjc7GQWMvRMEn89CoXf0SEtQx2BWUlUXi8HtZZNZkUAarlWajUAkM/nEY/HVQSOy+VSJQPICOmbyefzKpqLc1QoFOByuRAIBJRzn5IZ76Hk1dTUNIeBWvV1vu9nhUrSlHyOXbtyTmTkGDUDOuOlhkimWV9fr9bKsULv33zGTH5faU0dC7PQBRZ9/dr1pZrULA8JoqCRSqWUlr948WJEIhFEo1GEw2GlmXZ3dyOdTmN0dBSLFy9Wvga32z3Hp8igEbmPJbOnRiBpAoUoCgrMoJZjyT4yLJ1MNBqNIplM2hY/1PdFtf1caV3YrQP22+oafU/Usi4qaQ0L7mOopqJUIiz8XI820iVz/RlkDHKhyGeRyOt9tJLapZqqT6LUOmju0hmRHWO00yKqwY7AcvHTNEK/iGmaSCQSGBsbK4vV5vXMASHDTKfT6OrqQnt7u9rQrELZ2NiozonO5/NlseR281iJuM1X25CfVSOw+j0k+KZpIpfLqXdjOQQZ1CC1qUKhUHNlyVowX6YIVGaE83mufv98nq+3Zaf9WK1xqa01NjYq4trU1ITly5dj3bp1KmuZ93i9XgQCATz99NOor69XZTDIrEkYAczZ5zI3RfaHc06zqWmaaGxsVGUxmDdBh3V9fb1aK+FwGNlsFqlUCn6/H52dnRgaGkI6nbYcj/lI+XbXW42/FI6tmMLRrC+r5+qMRfe72mHezudaB0WXiAEo6Vf+L23GAMq+p4pJYscfSvtSK5BEXfaFBF9vl33R+8s2KHVzYclwVSvp4WgZhBw7uUhI1KTddHp6WmkLlIoymYxKBJIScn9/P9LpNPL5PBYtWqQcc4FAQGWHAzPmpnw+rzYpJbRK/dRRi8Bgx0T0sawmYcvrSRwkIeF1HDcyELu+Hw0q9dHqOXrf7e6z+uxoiYPOfE3TRENDA5qamlRmsMfjgcfjQTwenxPurLclfzPbmMR19erVWLduHUxzxgRKwh+NRtHc3IxUKoV4PI7Ozk5VIqNUKqkgkMbGxrJgEWr07BN9CwCUf417laUxyKRk7orcz/ypr69Ha2srSqWSypJub29Hb29vGR36U6HaOtL3jd3+keNVieHXinnVSrIihHbMQL9GdprgRHBCpRQBzC4QKbHTZCLLXUjmIn90RkEGIZ3gsn9si33njxXDqSQFHw0kI+CGyeVy6O/vh8/nw6JFi5RNNZVKIZvNKltsqVRCc3OzkpzZx6mpKRw5cgSxWAxLly5VRKFYLMLn82F6ehp9fX2IxWI48cQTlU2W2apWxNyOyFVbdDpxsVq41RYzGac0Z5ARShVZziMwqxEuVFRSLULAsa6Han2wGm+rz9asWYNAIICnnnpKaaLhcBjpdFolfcmKA5WYF7+rq6tTJruWlhZ0dnairq4OIyMjaG9vRyAQQEtLC+rr65HJZBCLxeDz+VSUUH19PdLpNILBoFpnbJ/rmeUwpD+R/eA9nHeaFdkvXkcmxPpL1Dw8Hg+CwSBaW1uRyWTQ2tqKkZERpTXo762Pr9Ua1rX+Sm3Uui5qEcL1vVnJVGS3bqxQM2PQiWatD9fVUE4OI48oCVB7oEQgHcMkiCT+MpxVL5fBvuphb5wQKRkRMgRURrpITUE6aSsRBzuCJ/ung0wgl8spH0Amk8HIyIhaxFJDKpVKylnHA0rk+JZKJQSDQUxMTGB0dBTj4+PweDxYt26digAhE2ISEQAVPmi12KtJknoijT7G1QQJaSqyaoPfy3U4NTVlmaEuo7g4lwvpfK5ElO3m+KViElbPkP1ctGgRli1bhm3btqkxoIZISXu+vhe3263McjRJ5nI5BINBdHd3o62tDY2NjUgkEmhsbFQ5BPl8HsFgENPT0wiFQmXCmvT5UQCQAh7fxzAMdc4C554hq/RZSA2SY9Hc3KxqN5mmiWAwiGw2i/HxcSV47d+/f040ZCVY7RPepzMKK7o4X8HIrg/UniWDrSTA1oKj1hhqBTtCIk4zhWmaStWX1wHlkQd65rK8VjILLgLa5AGUEXX+tgoZk9qCXHD6MY36YFtJAnYSgV2oGjWEbDarQu5GR0cxOTmJTCajQu3YP2pRdKSxOBk3Uz6fV+YVMpDR0VEkk0kMDAyoZMBMJqMkvpaWFpimqSRI+T76uxOSiNey+KwWvBXjqHQNQY2xublZMVFJSCg8mOaMaYPzuhDnMVsJPTqspNeFQiUTk2Su7Odzzz2Hxx9/HKVSCUuWLEFdXR0ymYzK52FkW0NDQ1lEWyXiSEYSCAQAzDDi+vp6LF26FJ2dnQiFQnC5XIjH48oCwHby+Tz8fj9yuRzq6+sRj8cxOTkJYIbJRCKRsndlOLbb7UY+n0c6ncahQ4dw5MgRlEoldHV1KZ9CKBRSOUnUGEg06+rqEAwGAcycS8BaTp2dnchkMpiYmEAgEFCH2MgDmeR4VIIVDahFo9DHvBatRf/OTiC3ar8WzCsqSUpndg+XHdOJPQl9NptVUTcyLE0SeT0UUSZtSWZDZiAdj5QeuKBkn/Q+yv5JSUW+AxeeVcy+XdvVxoWMkY5jSkHxeBwjIyPI5XJobm5GXV0dstmskrw4TjKKSkZw0c9AVZ8lB+LxOEZHR5FOp5UGRsa8cuVK23h/O+Jci2RTTW2utlAlQdHnHJjN6ZASpW5WlJroS0Gg9fcwTROdnZ1YtmwZHnnkkZokPtnefDav1RrU1+7o6CgAKNOMaZpYvHgxDh06hPHxcUVEo9EoxsbGKmoPbJMaGYvktbW1KQGDuQNkOGTGNF1FIhGMj48jFovh+eefx/T0NLq6urB69Wpl4mREEd+FtMPlciEUCmF6ehrJZBK9vb1Ip9Pwer3o7OxES0uLEqCo7QNQp8wxMolmJUblLVmyBBMTExgYGIDX61VZ2/OdBysirWvFVnMl753vPpLPsXqu/oxa90DNjIGqpxXs1CS9Y8x2pBRBCZgvLuPR+T9VVq/XOyd8VIYuyudK34U0A1XqM9uRkoLMb6iFIxPVGCefIwl5MplU97G2PG3oZJRSm5GLjZpHoVBAPp9XUjQzwpnc5nK5lG+io6MDk5OTqnS53+9XBciqSfK1QFejrdqbDxEkpEmO7yrXjfxeEpSFYAqVNEKJYrGokrhqLXNMyGg44mjGSUepVMLU1BR6enowNTWFRCJRtoZGRkbK1r2+dyUMw1ARPosWLUI4HFa+BZ6joJudySBSqRRyuRyeeeYZNDc3o6enB8uWLUNbW5tapzy0hyZSWQSRkv7y5cuxbNky9RnzGPhsKURx3uhHkSYnOuTXrl2L4eFhDA8Pq35Xen9dGLAzDdmhFq3aytRaKyppFrWgZsbAhU4JWn+gVackcZALjYuGxIolcsl8ZKy+YRiKw0upke3Q3CM/06VfGQ5mtbllqKOUMnkMXi0aUjWurn9HVZ62Qb/frxav2+1GJBJRNmD2jSUBpDZUKBTUNYznpu+GfgT6KahNZTIZJBIJFboXi8VUhAqzSe0kmFoWv+6Psbu20uazeh6lVUZoAbPRGFIgkFoF8z+4no4F1VR9fp7P59HW1oZgMIjR0dGaN7VhGFi7di18Pp/SIjOZDOLxuApI0IUj3icFIavvgBkNa/v27WUJY4SsUCudu3yWbKehoQErV67E8ccfj8WLF6OtrQ2RSATBYFDRCM5BsVhEU1OTKnZHK8G6deuwbt06RKPRsjlkaQsZeCIFo3Q6rUpvkwmY5owZNJvNIpFIKIsBNWOaXtPptApkqa+vRzAYVMX1qDkMDw8rjcdqD8yHOMt5OVbmbvVcOyHLqt/zZSzzqq4qM5CrPaTSNXSkUmuQphF9cdOWzjb18DNgbjVWSs/S3sjnSs4pB1DGwnNz5PP5OcXoanm/atcwYY2bj+8Zi8WUGSgSiaiqsy6XC5lMBs3NzUpFpgRGRk0piGNEh7bcbKyZFIvF1PF+4XBYER/DmMl/IMMmdOlfX3AS+rhaLd6jMZsQJBTUPiWx1AUCWcfHNGfDVo8V1TY690lLSwtGRkZqag+YMdcuWbJE+UXq6+vR2dlZVmE0kUhgeHgYqVRKhTHLJFDmF9gRCunXs3oX7gMZDSSduIZhoLm5GStWrEB3dzeCwSC8Xq86ZlOuaWnSIf3IZrNYsmQJenp6EAgElKBCXwKZVqFQUOVcKDDxJ5lMYmRkBKlUCplMBn6/Hz09PSoMWwoI9JnRzyCFTY/Hg1wuh1gsBq/Xi6VLl2LPnj0YHx9X46WPk1zTuuCro1LAidX866hFaLIyX+ntys8rhaJL1MwYZD6BVUesOmb3YpJ4yR9gVmKRi1NnBpIBUAqWjEFqFtKcJAmbTuR057Y0K1FisXu/atzc6lr6LWguo3ofi8UUweN7UXWvr69HU1NTGUNlO3wHSlE0wZGQ0m7LhDYmCdFGy7HgyVl2/df/1tfDsUhGdsRM34CcF+ZmyLUQCASQTqcRCoXUmqXku5AJbpWYQ1NTE4rFojr0qdKY6BrV4sWL4fV6MTExodbD5OSkIrL19fVYsmRJmfYXi8XQ0NCA5cuXIxqN4le/+tUcR7Lb7VZ5L/pz9f85xlbaB5/f0dGhTD+RSEQJOhTKZMXUZDIJv9+vnNHBYBDBYBDpdBoHDhxQDAsAOjs7VTZ/W1sb/H6/Mo1ms1kkk0mMjo4in8/D6/WqzOXe3l6sWLGizK8AzOwJlvWmw5umKo/Hg9bWVrWeAoEAli5diqmpKaRSKUvCLwVjq9D3WteIBPeb1GgrWWKqta1fJ9uqNWS7ZsZANaxap2SH5GBKqZ6SuXR0SQItCbG08VuFIOrmA7s6S1K7IKQvQ7YpFwSJr5Xj2c5MUo1R8G9mYEozgN/vV4SFEUYej0dJOCTowOxpZlzwMhqDh5Kw3hLLE0xNTSlVnTVlUqkU2traEI1GLQ+0qSaJWI2H3ThYjYuV2UNnCPwtnc0yh4HXZLNZVV13YGCgbCPP195vh0oCEDd4XV2dqiZaqwmLjDoajcIwDEQiEcXk9cgrtisFnEwmg7GxMcvnlUoltdZ0GMZM2PPGjRuxZ88exONxNa76HLJiqmEY6vxmuV8TiQQSiQQymYzSvimsSA08k8mgv7+/bN9S4zUMQ5XKZvBFOp1W+TvFYhHxeBx79+4FACxduhTRaBTpdFod/kOTKPtmGDNhrs3NzSok2+VyqQS86elpBAIBtLe3Ix6PI5FIKI2bY6SPnaRRtQrGduYlvY1qFgmr6ypp4lJArgU1Mwba7uYD+aI6QabKymtkBJJ0sgLlg8BFJlPipRmK5gPJHKS2ID+XkSqScfFZ7CfVXB3VJk+Og9W9JPyUPJikNjIyolRy+l5yuRwOHjwI0zTR1NSkDlHnWbaTk5Mq69Tr9aKlpaWslszExATC4TBM0ywLU8xkMkpCXbJkiW3dJDsTkq5eV3pnKwnUbhHbPVdnDHINyTkkU5SOVLkGjwa1SoBcZ5FIBF6vF6lUquo9sqQ0tTuaP6LRqJKaKYFTiCAjb2pqwqFDh7B//35LRs71ZodIJIIrrrgCExMTOHz4MB566CE8//zzc8bM6/WioaFBnbNAoQOYcSyPj48r+7zUuMkoPB4PpqenMTExgQMHDiAWi+HFF1+EaZo4//zzlcUgl8thfHwc4XBYEW7mrXi9XnR1deGee+5BNptFT08PBgYGEAqFlFkrk8moPpAuJBIJVRGWY9LQ0KD8H42NjQiHw/D7/QiFQsohbzW/nB+5D/TvrT63EyCtmEWtsGrH6hqanGtBzYxBcrRKxNCOa+lSH4k7TSHSPCKlLN3MJJkBiTs3vXxpuaBl0T2+g0zwImHW+69rGXbvrU92pQnmtW63W2Uf069gGDN2YtpeS6USvF4v+vr68PzzzyOZTKK+vh6LFi1CW1sbQqEQ4vE4ent7ceTIEcTjcTQ0NCASiajQQY/HA7fbjUwmo062Gx8fh2EYmJycVH6HiYkJpY7LSDFdItH9OToztZpvKw1D3md3r9UGk0ECHGvp6GQ+CA9h4ZjqzzgaWI2JVbss5R4IBBCNRsskdV1DIpj1T7s9MHtimcvlUpnDZBbZbFatIZ/Ph1KppHIC9PYrzQ+v4Qloixcvhsfjwa5du+a8O4UGSv91dXVKw5XP4PeUTll2xTRN+Hw+FItFjI2NYXBwECeeeCIefvhh+P1+dS5zfX29Yn7pdFrd39zcDI/Hg0wmg7q6Oqxbtw7FYhErV65UPjOGyMqQd/aLyXXZbBYej0f1mWGshjFz6A+jrail6ONmpzHL+bXaO/qa16/XmXA1jVyOufRDWc2/LhhXQ82MQX8pO6lS/q1zQSm5WRFu2ttpAgJmpUJqC3bJZ2yfJ5tJZzlQHv+uTwLtt3o/5TtLYmn1vno/apGgudlYCpihl6Y5W/Yil8th37596n0nJycRi8XQ2dmJlStXIpVKqfhzGYlRKBQwNjaGlpYWlfiTz+fVJh4dHcXU1FTZMaijo6NwuVwqDNBunmX/q72/3XvXCp2gWqnN1DJp9iPxZE0cWVvrWFGLlkhTXqlUQigUwqFDhyzHUR+HpqYm9PT0wOfzob6+XhFTWQGgUCggEAiUmQjJ2ClgHA1isRj+/d//XQU49PX1zWHAgUAA3d3diMfj2LVrF9asWVN25kljY6MqhTExMaGkVEYSNTY2Koey1+vFqlWrEAqF8OY3v1lFBnEd53I55UNi5B2T1BiBd9ppp2F6eloxw7q6OkxNTSEcDqs+cd8w0qivr09pWvQ/8QhcYEYjokbCJFNqHTp0wdHKD8nrrLRljo+kTVawWnNWDEYyQqv7XhKNgQ+vJClV2jR23JUSCDCrHUjTEDAb2y1tmSTU0rxFRkD1mu3LH/kcqaXoTMFuImXfK41TpbGgFMuKkMlkEgAwNDSERCKhvquvr1dx1WQcVMkDgQC6urowPj6OvXv3qo1UKpVw8OBBDAwMYPXq1WVx4GyH75zP57Fq1So0Njair68PnZ2dcLvd6O7uVhtFn1cSYjsp1Goc7canGqzaloKC1F50YYOJfaVSqeygomOB3XrX34eJiVNTU0r6r/S+HKNUKoWnnnoKmzZtUsRUP8imvr5e2dD5/lNTU2X+pEpCSSVmPjQ0hKGhoTnvx3fq6OjA2NgYRkdHsWjRInWN1KgZatvc3KwqmpIxR6NRpU35/X5MTExgcHBQmW8KhQL8fj/6+vpUvg2ZvGEY6gAqRkDRJ6OHppJGMMufJiwy12QyqTQX9ps+jkKhoMplLFmyBMlkEhMTE3OiEuUet8v7kDTEbtx1E7bVvFVbO7yOfkYr4YNMQX8POxzVmc+VOqtrEDphlRIff5qamuD3+9Wk6jWO5MDpRImMIBgMqnwHaTriPXwHyXCkr0OfHEqfutYj38tqA1pJynbc3uVyIZlMYnJyEoVCAf39/TBNU4WQckP09vaWHYQeiUTQ3t6OxYsXo7GxEUuXLkVHR4fqF7WuZDKJ7u5upSExsiORSGD//v1YtmwZWltb0d3djZGREUxMTMDn86FQKJQdfCL7LN9RZw6VtINaVdhKoGZAYqSHOEvzAT+jkODz+VRdn6OF3Oh2arlhGCpEdnp6GpFIxNIBrav5wIx2fN999+GMM85QGgMDBUjUqE2TiDGEkybWan4U+dxqQhzBHIKhoSG1DukP4zxQw8xmszh06BDS6TQikYjKjeH788S1fD6PJUuWqGCIYDAIj8ejso6l71CagdlOY2MjotGoKgxJIYuOZalF0orQ1NSExsZGxONxRCKRsoKdfE8KlBQ8fT4fYrHYHMHDykxTaQwrjXO1a6sJUlLA1e+hJiUtMLVgXozBjmsC1rY3eZ0kpnJT0ZlEQsbJlOGYhJwEyTS4cCkFU0qwmjz2Q0YaAeUHBVltjFrq7FQaAzkWsk+0b8ZiMXUASSwWg2maaGtrQ319PQKBAJYtW6aITXNzM9rb25X0yA12+PBhTE9PKwccTUjMeJ6ensbg4CDi8bgKS/X7/fD5fFi8eLEyR+g5DFYMwk46ku+ov7Peht3YVRpfxu1zDmVYsWyXc2YYhjridCFqJVWDDD3kOq0VpjmTgZxMJrFo0SKVjyDXLk2kfA6voXllPgEitY55sThzlgf3XCQSUc8OhUJq/Mkg/H4/RkZGVH2qVCqlJH1GHjFhlmHFpmkqPxjvpTbAPkrLAsfW6/UqxitzVkqlmTyeUmnmyFGayDweD9LptKX5mEIFtZF8Po/W1lYMDg7OKdao+1zt9gkwm4FvNfaVCH4tzEW/Tq45vhP/phZWC+bFGKrVUdE7aQV9IIvFYlmikhx4oHxQ+VLyWkpRlAxkbLG8V0ofVgyKBITf6QtB2qflpOragxXBlH/L7ynZMt6dYYm9vb0wTVNpQccddxwGBgZUXRmGQdbV1aky2cFgUDnMksmksuPSUUkTTDwex8TEBBYtWqQ2cWtrK3bv3q0ikyQBrUVL1L+3Ehas3t9unPTPZHsyykRqk5xL3TkOQIUtHmtUkv6uVnNO6Yxx9qxHVCtyuRyGhoawevVqRfBkUpqUavlsasn0VdVC8K3ewwpS8uS+ikQiyu5PGz3Hv6GhAW1tbSgWi+jt7cXOnTuVYzgajaJYLKpIIOYUkLEx0o4OYjIgMnlqBmQg0lxMAYgRTQyZJX1paWlR3+umOdM0lU+Ie4eVYCXTsxsffaz0v63WvE577NaI3Z6xskxQq9RzWCS9rHVdzIsxWCVgSLOMlZmB0Ik+/yaxMk2zrB6TrrrxWbpJgxpCLpdDsThThIsLRpe0OHj8n4uOfabEzv7zWbIf8xlcq+v1BcOUfDKBVatWYXBwEIODg5iamkJ7ezsKhQI6OjpUhFGhUFARGlzU2WwW4XAYkUhEFSlk7olMlGttbVXmKDIft9uNWCyGdevWYe3atVUdVLp0zs90HI16XctzdQlJts3/uUn0PJZjQSWpkKAzmJqbzDWotU3G45dK5VVPrRgEJW3DMJBMJuesVf1Z+ufVGLKV9kzpe3R0FOFwWCW3NTY2llUOWLx4MZ5++mkcOHAALS0tKuyUdbmkr4+CDpPgSqUS2tvby8rEJ5NJZLNZ+P3+Mt+DzPjnns7lcirJLhKJKIc9Q14lDZD7g5J1U1MTYrGYar9aDpeUzu20A6s5sVsHdvOiXyPLiUhBiH/rJqZaMa9wVZ3rWBEHu4GT91JCkN5+2gxl2Wf5sqY5ew6DfD7PLQBmnC/SwaUzEU6eVMWlE3t8fFz1SfoyKoWRzVc64326Kurz+RAOh7Fjxw4Eg0HE43GVMdrU1ITm5ma1AQ8fPoyWlpayss7Mjl28eLHaeJOTk5icnFSOTMZwh8NhTE9Po6WlRR39edpppymnqZxLq3m2eqeXAlbCBTeo1Ox0bROYFQBkEtKxagz6prR6d6/Xi6amJuV4PhqGdOjQobIzB+SBMzIvh3NFs85ClfzQwXdleCozl/v7+9HU1IRQKIT6+nokEgll7mR9pObmZoyMjCCfz2N0dFRp7dQUSqUS0uk0XC6XcpzT7NfS0lLmNM7n8xgbG1MCJC0EElwDPN+EyaFkOjzFkPucJiue08CQZ9KWsbGxsnGVNEwKnpIxyXGrpCVzTCWt4xq1W2tW64ln2wBQwRYcZ6npzEdAmteZz3bSUjUpyurFZXuceIazSSme9/MFpTagn9zlcrnKMoS5aEj8+SOd3DKCQX9HPcS1EuSCqSQd6vfQ7unz+dDT04NEIqEKqTGLlOUw3G43+vr6MDExgVKphKGhIRW/3tbWhkOHDiGZTKrSANLMxrHgoT979uxBNBoFAFUO2eqdKv3Pd9LnqhqzqGZSqrSR5BqS98hQQfZHD1muNVSvlr7bCUGl0mxZjmKxqJi5FHD0daBL6C+++KLKa2CfZQg335VMwjAMlakr+1cLKml6upli0aJF6OnpQSgUQiaTQVdXF9LpNMbHx5U/i8mTXNMejwc9PT0YHBzExMQEJiYmyrKlJaN3uWbKag8ODqqzyUkPstms8hnx1DX6m5hTIZNfWfpDnlI3MjKizIoUTnVTKwUNhv6Ojo5aBt7YaV92FoJKQoVOF+3mxUoDlOtAWkHoX9HntFbMizFYEWw76BtH2vplljPbZaIV68Hom0n6GTixLperzD8h26JqahjGHK7MtrnRDMMoK0pnpa3oY2G1eWodC4IaDitFGoaBNWvWoLGxEYFAQB2wAsxEe/T392P79u3wer3Ytm2b6mMsFkNXVxe2bNmCw4cPo1AooKWlRY2LrmkxSsTr9ZaNdaV3qUasrSSlYzXf6JuEz+ImoMlGSmZSM6RjWp7XvZCwmldK8Y2NjQiFQmWaoR1x0cGQ0M7OTgDl5gCuZwotrEukF85b6HdkoAMPfYpEIliyZInK1J+amlKCRl1dXVkNrubmZoyPjyOZTGJwcBA9PT1K0GPZCbfbrc4u51nliURC+clYF4qHVtFXwAJ8XM8cE1ZxdbvdKoKKZTYoKDY0NKhqxPF4XDnYGf7LPsu5kvMgzefVtAKaFPkZIRkj27Vqg9/p15VKJZUbwn1OpmgVwVkr5mVKIoFlx+yYhM4MeL0MD+V1UornptKzlNmW3PxW6jQ/B8p9CdJJJfslCabcbGxP5/ISuoZgN6F23/FeeaAIyw1Eo1H4/X60tbUp9XdoaEip7sFgEPv378fAwAByuRxaW1vR3t6uCqnt3r0biUSizIlsGDMhbfv27cNpp52Gv/mbv1EMqZZFY6cx2km/laDfWytBkxFIuoZArdNKmABmtdJjhc4MrJh9Op1GV1cXIpGIKl/CXBWre3SkUins378f7e3tZYRMZ3x8b7ZtR6AqzVEtY89rBgYG0NraipNPPlmdIU5CRFNsOBwGgDKNiVE+fr8fg4ODSCaTilgzCo7+MxYPHB8fx759+5TZiKUzGP47PT2tIvpolqYvRpazp2kql8shk8konxo1OZqnWMmYOS/UwPS8ADl+ukbFPaaPnV7TympsrebJah6k9su9QIYmhaFqc1kN89opVqFOtag8kgEwrFTa0iTxl4yCAynzEqQTSA8xJfMhJMGQ10hmIdVEyTgk8eE9klnxuTpxs2IWdoRXLjBuHNZxIZEzjJmyAPF4HLFYDM3NzUgkEkqKozQ8MDCAVCqFQCAAl8uFkZERldVsGIbaRG9605uwfPlyVYZkPguz0pzbfadrElbX2RFafRxlzLx+Pa+Tc0fogRHHikpj5vF4VCkM5td0dHQgmUyioaEBy5Ytw8jIiAq4kG3I9T4wMKCSsCjdyvckEWQdLanNW0mWVn23+t4KhjHjoG1vb1dEdXp6uqwGVC6XK8shoA9hcnISbW1t2LVrF3w+H6amplQ1WAAqqY2CWSgUQltbG1wuFx5//HGk02k0NDQglUph5cqVKsy1WCyqBDqGmVKTYKiwPKqWY8QxKBQKmJiYQCwWQ19fH4aGhpDNZtHZ2ana1xmuvqftxpr/S7N3LWNsxTzkumbbkm7xOyv/mS5cz0drmBdj0B3IEtU4otXG1wdV/19f7DrBlPdIRiGlKT0aSc9VkJxX31jSfGVF4OwksaMhQHyXYDCoVOeenh5s374dmUxGmQp6e3uRz+fLasOMjY0hmUwqm2x3d7eypU5PT6sohXw+j8nJSVXjX/bVal6s3s9ucVlpE1bX2I1NLVKs7tyTG0Mmu3GjUMtl+wsRrlppo1M6ZVkFZlv39PRg37598Hq9OPPMM3H//fer8y/sBKs9e/aoEibyJDMKRxSwSJClCaFWqXA+oJP43HPPVbW8hoaGyqoMMHu5sbERTU1NqqwLz4CmgEKinslk1Klv9COwQF88HsemTZuUhM8McmDGVMWTIOmclr4GjoFhGGVH4rJ/k5OTKkJqZGQEg4OD6Ovrg9vtVnWUZBs6UZbzLedMZlJTmNQ1vUqotK/stOv5zvWC5zHYbSw5WHZqLIksB0n6GHiNJOj6IEqiLqV4mXHJdtgXScxlu7oJgn2yC48FZp2Y8hkLIX3KceN7cFEahoHjjz8emUwGDz/8sDppbXh4GIlEQtVVooTEGva8bsmSJcpxR0YzOjqKO++8E93d3bjkkktw0UUXwefzlfVF75tEtUVY6ftK7VdbQxIyE1iuEz1PQRcapFBwtKgmbZPwkSAxOmzdunW4//77kUwm8bOf/UxJ2vKdpVDhdrtx+PBh3HvvvdiyZYuK5wdmmSPHgCGxMlS1VilVfyerOZdtjY+P44477kBrays6OjrUYTvhcBitra2IxWIq25l5B9R2SOwbGhpUKC4PnwKgHMms/eX3+1UobDabRTQaRS6XQzKZVL4GMkTuAR7aQ0cyMBPim0gkMDExgXQ6jSNHjiAUCqGxsRHDw8M4ePAgRkZGcPDgQfj9fpWbwf7ZCcBW4yPpCWBfLcJKCNLXgD43VtdWYyRW6zUQCMy5xwrHlPmsd0b/W4KLlgSY7ckNS0eiHlIqn6vHCuuDLe/VE4F4n86A9EHk5NppL7qWI2G3uexgR2zIjNrb21UJAdbCYRy5PN6S2c60pzLum4k7TPZxuVw4cOAAvv3tb+PAgQP46Ec/iqampjn9tNMYrPqs32s1TnamDflZNeZQLBaVJK7nJ8iQVRmIwM/0TboQ0IkqJWXTnE1OBIA1a9YgGo1ieHgY8Xi87F2B2Uq7LS0tiEQiaG1tRaFQwM6dO1EoFHDeeechGo3OEZY47/p+YvtyDevPlNfU+o4AkMlkMDAwoM4lJ1MyTROhUEg5boPBoFpDuVwOy5Ytw5NPPqmcpExUo0DDSCJWUw2Hw6oSMJ3YrAcFlBeuY5kNzrvM+3jwwQfR1tamSmuPj4/D7Xbj+eefx/bt29XZ17FYDPF43NKnoI+ZHBtJR/Q9U0lQ5t9WtKfaHMhnzwc86KsWzMv5rJd1rYZqLyk5oDQHkEFwEcnNDlhHSAGzEUt0ZEu1kvdZqXZSDZTgNfpRlwsFfSysNm53d7eqDc+koUAggKmpKVXCoqGhAa2trWhpaVFOtcHBQSQSCXV8oWmaeP3rX4+BgQGMjo4ikUhg69at6OzsxLve9a6y8gC19pl9tPpcfnc042FFtEj8mJHK6BVpCqQ0TYIkT6ertYCYHaoR0sbGRrS1taG5uRlTU1OYnJxES0sL2tracOKJJ+KBBx5QUVKlUglNTU1ob29HS0sLOjs7EQ6HVaKmYcxkwg8PD2Pbtm0455xzlBlVrnFG81AYmA+OllEWCgXs3r0bqVQKJ5xwApqbmxEOh9WclEolZeLx+XzYvn071qxZU2Yp4P5kHSK3263yCdgOI+YaGhqQTCaRSCRUmQ3TnI1kkgEkTOikELR69Wpks1kEAgFVEmLr1q3YsWOH2hdSaKxlTHSBkAKIZFZ2gqu+J2phQkczT1b3yvDnajimstuVOJ283k710T+T0p2MHAJmj6iUkqDMxpaSozQvWPWTWoM0K/Fe/V1crtmaO7Lfsj39PawkB6mdWMHKrGCaMzVlNm/ejBdffBHFYhGRSAShUAjRaBSrVq1SVURZQJCbi/ZSqsY8fL2npwejo6NKmr3//vvR0tKCCy64oGzR2BFBqU1Vexcr1CLp2D2bORvATIlqWftFagxkIFwzC5G/UK2vpmmiubkZixYtwuLFixXxp+nkr/7qr7B+/XoVIPD73/9ehbSyiCQTvViOoaWlBdlsFkeOHMHg4CDa2tpUSDcAJWXTXFNpjx7NXOltSJRKJRw+fBj5fB6bN29WkUUjIyNobGxUxRtHRkbwwgsvYN++faoUSzweVxFxe/fuxbJly1BfX494PK58B8wtMAwDw8PDME2zLPGMFVDpnPb7/WWaYS6Xw+TkJJqbm/Hiiy9icnISGzZswPDwMA4cOABgrmVAHw+7sZN0TY6RFQ3S79HzFXQBtRLjkFnOtc6Z/Hs+UXnzLrut/7aSxvXr9c8JK+mTEh8dSqY5WypD3/AyRI2SlIwWkj86cbbrp/RbyHerZVCtmITd33b3y3b4f09Pj8pkZgmQSCSiVGjWuueYTE5Oor+/Xzms/X4/Nm/eXGZOYQ7D9PQ0br/9dkSjUZx66qlzorwqSS2VFrT+HnbvXm0zWF3PA2sYvw7MZaySedViMqkFlcbAMGZ8Qh0dHQiHw+jo6EA6nVZSfTQaxXnnnadMfE8//bRas9SSeQ4xHaNst1SaKaVOezznrlQqlZ2tXKm/dhrpsY7HyMgIdu7cia6uLgwNDWF6ehqrVq1CoVDAY489poIodu7cicHBQRWZxDNTfD4fDh48qM5lHhkZgdvtVtnSLGNBRkITXTKZRDAYRCQSUUEWTFBjNvP27duxZ88etLS0YHBwENu3b1fRVc3NzUqIYpa5ncCjf2a1pmsV/jjnOnOxG18Jq0jKWu6bDw0ijtrHYMcRrTahTlwkwZb3S9u/5L6MfJCZzrKUr7xXf64sjcH2JPe2YnZs0+PxoLm5WUX4WL1TrZKYXDB2hNCq/6VSCXfffTcOHjyoDi1hVibPjE4kEqqmfSKRUEd9AjOS9XnnnYclS5bg+eefV2ULZDJQLpfDDTfcgNe+9rW45JJL4PP5KmqEcgNZXWOnPVndY3WNFaSmp+dn6H3Sw54BqENfjgVWErj8f/Xq1eoENACqDhjNWrSdt7S0wOv1Kps259QwDCUx8zD6gwcPYsmSJdi7d68iaGNjYyqxiSe7MSKp2jjWShhqZaTs82233YZMJoNTTjkFXV1d+MUvfqGynTs7O9WBOgcOHMCZZ56p9jiL2x05cgQAVAWCFStWwOPxqJphtI+bpomxsTFVqDCTyWDRokXqPBL2SRbR279/v1oTLK3R0NCA5uZmdW5EMplUB1fRj0ezGPcdQ4O5xuR6kEExdhqIHFudFtYyZ1a16uzmS9dE+HvBo5LkwSB2G9uOYNh1mP9LgkkmIIk9OSSfT0mZEpY+uFbOZV17YHtWRdb4P9uupbJiJUnB6lr5WaXxev7553HvvffCNE2lLSQSCRw+fFgtzkKhgOHhYZVIRGITDodx8cUXY+PGjYjFYnjmmWeQTqcBzNbFB2YJ2C9/+UsMDg7i1a9+NVatWqUYhN53SaRrUWv18ZmPBC+vo2DgcrlUETYKLPqYyigyq7aOFnbtmaaJ559/Hvl8Xp28x/4xComacDQaRX9/v8pTYKYwc1C8Xi/6+/vR39+vpNl8Po9HHnlEhYE2NDRg3bp1aGtrU0lkVu9YSVOrdo3Vd/p9rKJKbNu2Dbt378bY2BgCgYCqkcR1m06nceDAARx33HHwer2YmprC4sWLEYlEMDY2pkxnfr8fy5YtU5F5PKthYGAAbrcba9euLatOzNBdCk0sqMkkPDIXZlcDUNpHKBSCx+NBIpFANptV4eB896amJuRyOfT09KC/vx9Lly7F6OgompqakEwmFdNnMT55EiPHrJZ1KM2iVtrefJi9vNbtdqucjgVnDFYSuV3H7LSJSvfx5eV5rRwMeTiHXk5D9ynItvgM+WMV1WSnYkv/hhWqaQFW46VzcjsJenp6Gi+88AJuvvlm5SdIp9OqnlI8HleEUjrfmJexevVqnH322VixYgXy+TweeOABTExMYHR0VGkLeghxoVDAU089hW3btqG7uxunnHIKNm7ciEWLFqlEIfZPMtZqaq0Vc7G6rhbYqcWyT/qmkkfHHgvsiCnn8P7778f9998/p79yDNhGQ0MDzjzzTBWfz4SqlpYWZTIZHx/H2rVrEYvF0NraCq/Xi/Xr1yumPjExgZGREQQCAaxduxZ79uyZtwO6lneuJNGyyB/DU1OpFNzumVMAqe0PDg6qaKJCoYCtW7fi3HNn8iHGx8dRKBRUSW6v14tQKIQ9e/ao6sI0HU1MTCCXy+Hkk0+G3+9X5SwoydMkl0gk0NnZiUKhgMOHD6uENZqDyUQnJyeV1kULgZwjVicmY3/uuecAABMTE4rYMty7vb0d6XQaq1atwsGDB9HV1aWOdJ2cnFSMy07LriZYzkcA0+eHTGE+vrZ55TEcTcetJBgrJiNDDHVTkr4hSchICOR3uqSo+xw4AYzw0LOc5Q/vkQX59HfR/5/PBFsxhWw2i507d+J3v/sdXnjhBZXeT2ZRKBRw7rnnYvfu3Xj22WfL4tqLxZkDVY4//nhs3rxZnXn8hz/8Afv27UM6nVb2WnkgElVsahqmaeLIkSMYGBjA73//eyxevBjHH3881q9fj+7ubhUVYqeu6qry0aASY2UylL7B9GfrlVdfKuhjUO07mpZ27tyJlStXoqOjA01NTWXJbNPT09i5cyeefvppBINBnHjiiWhtbcXU1BRKpRJSqZQyHzJK7de//rUlY6hVO5CwG3sAytHc2NioKvJK814gEIDH41Hak2HMOJB5OtvBgwdx//334+KLL1blrelj8Hg8WLp0Kdra2jA8PIxYLKZCUru6ulRuiCSElNipWeVyOaxYsQKxWEwFjnAtMDnO7/fDMAykUinEYjFVfJP5JzTzMepNRmVSS6WwZhgGxsbGYJomBgcH4XK5MDExoQJDenp61H7j86jVWI13NdOSFezoLOdivntgXhqD7jSpJhHzf2D29CV9A1dyGAPlTjXpE+A9unYhn8nnye+l1iC1Bz3vQfZVL8JWi3peaUzk9dR6xsbG8PTTT+OJJ55Q/gTanWWM+sGDB7F27Vps2LAB3d3deOyxxzA0NKTOkjj55JPx2te+ViU+PfTQQzhw4AAMw1AbhYxVtqtrD7wulUph7969OHDgAO677z60t7djzZo1OO6448rq5egScaVxqYU4WWlgdLQD1lnQ8j4SAxIbubGPFnaapZVUXUn15+fDw8MYHR1FfX09gsEg1q9fryJ96D8yTRPj4+N46KGHYJom7rzzThWq2tLSgmXLlmHp0qUYGBgoO7XQDrUQB7fbjXA4DI/Hg6GhIbWH+FyPx6POoibhZfipYRjK1k9tghn5U1NTaj3fc8896OzsxKpVq5BKpdQRoGwrGo2ivb0dwGxlWbkXgJn9K31txWIRw8PD6OzsVBnTesUDMixqNi6XS40zD7eib3FqakqdM81jcaVJ3WpNUBChlmGaJvr7+5U1BJgJJpmcnFR+F709u7at5q7SOvN4POqEPGo/dtYPHceUx2AnNerQJUj9b/m/nr2pmyJkvgP/l9fJz3TnMheIriHYcWuZ7q9/r/9vZVqwuk5+XigU0Nvbiz/+8Y/YuXOnqv1O84eMlGB/YrEYduzYgVNOOQWnnHIKVq9eje3bt+Ppp5/G+vXrccEFFyASieDgwYN4+OGHVUIPY8A9Ho/SPGTki5xLqbVR0mK0RyaTQV9fHx5++GF0d3fj7LPPxsaNG5VKrb+3bPdYtAdgVriQJjQ9gkw+X0Yu6WdYHwusGEGltiuZ0WhiGB0dxQMPPGB5L9cDwYCBdDqNw4cPz+mb/sxqfZJglnIoFEI+n0c4HFbvK+3UdASbpqkqIkvNkxGDlLjJQLgnY7EYfvzjH+Nd73qXqtoq1xx/ZAkcPo/rkb6c0dHRssCMzs5ONDc3Kw2B97C0PxNES6WSMsvyBDnJhLi2AoEADMNQBwWl02m1nyT9sgOvoSlp9+7daGhowNlnn41t27aptnitvl+s9o6dAM7PeJJeKBQqWz8LfuYzi65ZvbT8bQe5YCWh1zUKXiulUF4niaTuCJeLitIl2+Iik8SEFRn5vZwM6ZCWWdRsz+4d9He1+s4wZgqS7dmzB/fffz/27t2rfAgyWYvET74f32N8fBw7duzAunXr0N3dja6uLpx00kno6+vD4OAgMpkMHnvsMXWWA6taMtu0Umgenyk3htTuOPaFQgH79+/HoUOH8Mc//hHnnXceTjrpJCU12o2B/nkthEwXIHhOBQk/+8vFz8glfk7msBCMoRYGoL9TLWNhxzitmFCldqr1q9IerqurQ2dnJyKRiPIZkMCyUirNOJTs5f7hs0gA6YR1u93KVCYL7w0PD+OXv/wlzjnnHExPTytNRR7AQ/8FNVkZJUSm0NfXh5aWFuXI5lkQsqQFhR0Ke6lUCqFQSPk+aIplPTEyMu6D+vp6FTLr8XiUD0ieFKfPJ8dD/sgExwcffBBnnnkmhoeHsXfvXktaakdf5XvpvjPDmCl1HolEEA6Hy5KGa/Wz1cwYKkU+1Ao50FJ6B8odx1TXpMlHMgVeJ7MN2R5/5GHsUsOQ+RDSgS1NZbrmoWsdtbyn1RgVi0UcOnQI9957L3bt2qXKFUtbpmRYun2cjqTly5cjlUrhwIEDGBkZwfDwsMqCpi+BxdXOPPNMPPzww0rC0sOO5XtzbPgsqSFyrChR8b5isYi9e/fi8OHD+OMf/4jNmzdj9erVStK0C+Nju7VAvr9hzJxgl0qlVCannCfJ4JuamlRfpbBwtKhV+FkI6JrySw3DmKmjw3mXDMA0TWWDlzSAtn8SOgCKGcgif7R119XVobe3t4yQ7t+/H4VCARs2bFDaLe38PHsBmBsskslkMDo6iv3796O5uVmZlXiMJyV01gkrlUplhSPr6upU35gfwtwK7jMAqiw4C/xJ2tXa2opsNqtMTXo4NJ+jRwPxbOvJyUns3r27TJjS9101YcPOd0DmFQqFlO+RY1ILamYM0gGrSx6y01YvID/TnbgsHc2IIzqRZOE6tiOJO4mU1AhYp13aIxniKc970JkIk2N0UxMlDhkSa6UtWJlK9PHZvXs3Hn/8cezatUsdtcnn8m8ZfgnMHtCiM8b169ejWCxiz549aGxsVE4ung+cyWSwdOlSXHTRRdi1axf6+/sBQD1PEh27xCg5jhLStCSzivP5PPbu3Yve3l5Eo1G84Q1vwCmnnGI5PlaSq53moEtM7L9MDNPDmWkD9/v9al1Q8jwWLDSR1teIPga6pnQ0fdQFGx38vrGxEe3t7QgGg2hoaEAsFlP7kGtMP/sEgEoIZRY2I3zkGuNhOzxStre3V61xMnqPx4O2tjb84Q9/QCKRwIknnoiWlhYYhqHWNYXGbDaL3t5e7Ny5U5WCof8iHA6jublZCUrc93IMaP1gnSQyDfqkvF5v2bXMRiejkQcFkfjTz8EjQnm/HD95RKvX64XP58Pg4CA2bdoEt9uNwcHBsrG10uorCVe68EXfTi6Xm1O9oRpqZgyM/eWmtOuo/NzKjCIJMheNPG0sn8+XfU+CLTUNOXDkyIzQIBElwSIR01VDOYhUFSXXllICq5TqsGMEOrZu3Yo777xTSRWMnqCGwB9uLhJcXWPgM7LZLC688ELU1dXhxRdfLDsONZvNYunSpfjgBz+I4eFh3H333Uqt1+2Y/JubW2pQMoFHjhXHU2dY/M40ZyIzbr31Vni9Xhx//PFz1ogVI60VukYntUK2zQqSjPevZY5qfbZsqxLBtjP76O9hNw5WTEE+sxrBl32wY7qy3Wg0qs6optOV4c9yDDnvZLgUIph/oQt1etFDmmToyD3++OOxZ88e7N+/Hz6fD83Nzbj33ntx+PBhnHTSSVi+fLkiwMxSHhsbw969e7Fo0SK0trbCNGdyJBYvXqyK78Xj8bIz3IFZJkZhlIltDJHnOFHYYF4Qx93lcikmw/Eh8ed39fX1avyY2c16XR6PB5FIBKtWrUIgEMCRI0eU1kDGZqdlVxPE5eculwt+vx8tLS2qRhTX0kuSxyCPyKxGFPWXktoCCX99fT3y+Tz6+vrKJGIpZcrnywEgpyZzYNSAdBbzmVyk8vkyrJXXy4UgTSU6Q9JRicgNDw/jF7/4RdlB6dSKZBicPMCIJ0nJ0iDyHfr6+tDU1IQzzzwTL774oipDTNX99NNPh9frxa233lp2nq1cHLrGoJcCkdqZfEe2wf6wbdlHwzAQj8fxs5/9DCtWrFCJcvr6qAU6U5K+ArmupMMwmUyWmZo4ly9lzSS9r/KzhoYGVfiPDlm7LOyF1kpqgcvlUsEDkgkAs4Ig1yGJO3+TKUj/EyPkvF6vuk+uG7/fr84Yf93rXodNmzbh5ptvxoEDB7Bq1Sq0t7dj9+7d2Lt3L6LRqCqTzUqsXq8Xq1evVueip9NpZDIZrFmzBuFwGFNTU+jr6ytbK2Ro2WxWWT/8fn9ZxjjzKMgU5HqhtiRNqmQwsmIsj+WdmppShQApvC5ZsgTnn38+Tj/9dGSzWdx3333YunUr6urqsGHDBmzdurVsrHTUaopl/0gb5ZkUtWJepiTp4bcilnaqMFBO2OVC4n3Shqgnr1lpKFQr2QdG88jny+eRsLEtK0JP4iG1GpfLVRY3bXVvpQF/7LHHlJOKNj5puiIzIIOg5KUTcva/vr5eHRa/ZMkSnHDCCdi3b58qrw3MJNs8+OCD2LlzZ1kUly5hkglRWqHazYgTabuXY6tHgnHzywqtLpcLBw8exLZt21QJhErjJTUYKyYiNT3OizSDydBEaQKTfZ2PScYKuklP9tmq74ZhqLO4TzjhBNTX16tDlR599FHs3LlTmUiIatJ9rZjPu7a0tCAcDitCzhpPNEFw/TCShw5UafJkn/XChZwnMkXOGbXcqakpvPWtb8Xg4CAeeOABjI6OoqurC62trZienlZMJBAIoKGhAYVCQZXpHh0dVYUHX/3qV6O9vV1pzbt370apVFJReMCsCYfXUKJn6QuuY6/Xq9YTAKXhG4ahzgORjIKMNZ/PK9MNMCM0ZbNZdUzvcccdh9NOOw3hcFiV5TAMQ9EHGQpbizZp9TfHnOPEw4nk/qkF8wpXtTItWG14XaIj55LH8LGjOsGWTEGqafIzqXLJZ0u1URLvSoPM7yWjk8+TNnn9fa3+l59lMhk8++yzyj5JtVs6w2U+AYmxlLzlZ5RMhoaG8OKLL+Lcc8/F6aefjueee05JoVNTU0gmk/jJT36iJGzJGKTUT0ZDacfj8czxJelzL/tFRiYZqh5Ndv/99+OUU04ps9vOl/jxeo6T1BD0BS9DlWXZdTsn3XygMwO79urr6xGNRhGJRLB+/Xqceuqp6lAbRlSddNJJ2LZtG/74xz9i9+7dczSIWiTGWlBtjGmGpQmXJ6xJYidNKDJhjM5aEiIZ/kxrAJmI2+1WBL2xsRF1dXXqmE+fz4f3vve9KlO4tbVV1TQCoDRqGWnGtbB8+XKccMIJWLRokdKaJyYm0NfXpxiRrEZL8zBNtoZhqHeUhSh5D/OJACimQm0IgCp7XygUVEUB0zTLcjfIPILBIFyuGYf91NSUKhTY3d2NSCSC8fHxsrmRwrPdOpB7iXPE+WB0GHNJ6B+pBTUzBt0Op3ewkpkFmF2AqVRqju1cSmK6iUcSZP2wd/kMOTDSHCWJoYTkrvq1kthxE9jBzqxmmiaGhoYwPDxc5kuQhEtqCoA185U2fb4jADz00EM477zzEIlE0N7eDr/fr9Tkhx9+GGNjY2UMx0pD4rwwDE9n7Pxbn2cZ6y0ZudW87d+/H3v37sUJJ5xgO4bymZUIWT6fV1Ie343EQmqyst9S6DhWxiCZqvxMorGxEW94wxtwzjnnKDMCC7KRmVJyPeuss3DiiSfikUcewc9//nPlDLVar1Z9OVa4XC60tLSov0mMSUw5vhzXXC5XdpQmhQgZ/qw7b6V1gX9TCOGZFS6XC93d3fjQhz6E2267DS0tLTjuuOMwMTGhzjqnZhAIBNDU1KSc5YsWLUIwGFRrOJvNYu/evZbnNvAzAPD7/SgWiyr5i7XXSOdyuZyS6qU5jYSd4bxkgtT0KaDxPUulmWS3jo4OVZuJYzE+Pg7TNFVUE8dMCs1W60CWWOd1Ho8HHo9HWVKKxWLZmE1OTtrSACvUzBiYQi4lQinxS1g9PBKJIBKJIJ1Oq9K6AOZsBLmh9RfRNyYXHAdIl2ylE1dXz3iPznz4XpSEgsEgwuGwZX/0d9UJ68DAgEp9l1mHkilKoqab0OQ7y2xPj8eDZ599VhUVY9RHqVRCf38/ent7yxaI/u669qOfo01IEwF/6yHCkvHL+eD45fN5PPHEE9iwYUPZ+NhpWpU0O4ZLUuLz+XwqIkQ61iUjJ2OXDOJYYUW4+X8oFMLrX/96bNy4EXV1derUsImJCQwMDMAwDEXYPB4PWlpasHjxYqxevRo33XQTDh06dNQMrBYtQ45tMBhEU1MTxsbGEI1GVZAGGQP3FMeURJWfk4ACM4KjrEmVyWTKHNRc/ySspB004zQ2NmLjxo1YsmQJnnjiCXUkKusvHTlyBOl0Go2NjWhtbUU0GlXVUVmWg1LywYMH52T062ZwqRGFw2EkEomys6d1U5FhzJrJ9H3T2NiomGOpNFO5WJ40VyrNnMuxdOlSZa6jCbdUKqG9vV2V1JDasd3cMZuZWjHHlFocQ1MZDk+mwf7UgnnlMchzhitJNVYbu6OjAx6PR1VL1KOcpI/BSiuRhFL6CSR0yURqBfJZsp+SSUgbNTdCQ0ODkqr0NqyYAv82zZla9Xo4KiH/lmMpP7diZpRQEokExsbG8Nxzz6ms5HQ6rVRo/XnUNrh4dKey7JfOnHRp3oqxSc1KMuK6ujocPny4TFqzYwCyTbs1RCcpM5mlVmfF/Pi8+TrfrGBHeGW7ExMTeO6553DSSScpxjU1NYWhoSGk02nlSOVZAsAMUX3Na16D1atX43/+539w//33lyXuVSLux4LGxka0tLSgvr5eVQtloiWfywJ0lFJJjBjoAMyGVZMg8j6uDV2wyWazSrpOJpOIx+Nob29XCXYXX3wxJicnVRnsaDSK1tZW9Pf3o1gsqrDaYDCocgJMc8Z/x6NHuQby+bwi8tRu+D/XJDU4+lSkD5T7jbQvn8+rtcccCa5DOuLp25AnxI2NjaGpqUkx0P3792NychKmaarzKXToc0/aQ38Q34WhxKxswD0+PT1ddj42tcJaUDNjWL58eVkiSyWmYLWgg8EgTj75ZGzduhUbN27EwMAAUqlUWekHWdhNJqFxQdo9Vy5ASaCspHw7M4DOGBh33draira2Ntu2JHPRNYb+/v45cfZWxFCOl868rDQqLgKe7EUHG0tqSBOSfE9KLpXmif2UYyoFAZl8IwkFgDKCAkBt2EQioTao1VxUI3Rs0+/3Y9WqVdi1axeWLFmCAwcOqMUu1498Nt9xIRiDVZ905PN53HLLLXC73di0aRPi8bhKZmTl1La2NmVHLxQKKsEqEAjgX//1X9HR0YEf//jHKhFMPvNYIfs8MTGB1tZWhEIh5RhvaWlBIpFQmcpyX0ghjuOrWw2kw5ZRSzIyZnJyEn6/X5mt4vE4nnvuObz61a9Wz6mrq0Nra6uSfunL6OjoQDKZRCAQULWcpDBYKBRw6NAhxGIxALNJudzP1CJk0iOrspKB0wREYQuYld65/skoC4UCGhoalOPYMGbzHlyumahLmpOY2Od2uxGLxbBz5051IBNLguhCoRUMw1BmM2poHHsmx7FvrAnF9UVtsBbUzBg2bNhQJhHamVbs4Ha7sXnzZmSzWXUoeHNzc9niklKFNOkAKIsZlsRLZxh6spNkMjI8VE62bh5raGhANBpV9dzpNLKDlYaTz+cxMDBQ1j/aZeW1sg/A7IaqNLaMLd+zZw+y2awqdcG4bfluViYPqvv8X0aS6PdJ9VuPRuLGkUxD3utyzR6uJBmKvEcnsDpz1d/7tNNOw+7duxGJRBAMBrFnzx4AUKYLXif9YXy3WqUlO0jmLQUC/T3i8ThuuOEG/OY3v8GJJ56IdevWob29HZs3b1YlCjKZDCYnJ1XBOPbb6/XiqquuAgD86Ec/qjlTlf0DqvtS2Nd8Po8jR44oO302m1VmFCabMjCBxFfa0QGUxftzHdG8IX0VvFZ+xyM6H3zwQZxyyilKgyJkBFAul1OF9chYSIDZtmmaeOGFFxSxBVBW34lmHUryZELUiiiBsyYY9wrNMIZhqIKM1BT4t/RnkAEYxkxODSOyHn74YaxZs0Ylw1FoZJhrrfNLX4gewCK/Z7IeGatpzibq1oKad0pXV1eZbbCSKUkHr/P7/Tj//POxatUqvPjii2XlZ2n+kBnB0i4pC6eRmAFQ9kndgUtzEAdJRkWRUJBAUqqQki6l31NPPRVtbW1zJM5KA2wYM+V8JycnFecmcZTM1eo+YLaaJMdamndI3Kanp/HMM88oe+Pg4GBZ9UeOuy7xM1KBfWCkCKVDjqPsk25qkkxYZxDy2VS9pa1ZrhtJyKz+1uFyuVT4591334329naceuqpKBZnUv5JsOTakMzsWCEjZSpJdCRG4XAYJ510Ek455RSEQiFlLuE5Ch6PB01NTWXv7XLNlGj44Ac/iGw2i5/+9Kdlz5yv1mCl4UqwKByLy7HqJwktQypN01QmFK4T7k9KqD6fr2zPyvIZzKdhBjD9X8FgEBs3bsSzzz6Lc889t8zcKNdeoVBQFVOlICXXcjKZxIEDB8qEH5qT2A8yEtIy2urZf3l4Fa+dnp5WGd28l5qADMGlg5t7l6fDcTyfeuopXHbZZchkMipZDwCGhobUSX+6VUG3FvB/GXEnvwdmE3anp6cxNTWlGBXNT7WgZsZADsyHyxeQC07/Le8xDAM+nw+rVq3C0qVL5yReSSmf98noHf6vawHUBMhUuOhoLyVTYUgdJ4sEi5ICF0VdXR3a2tpw/PHHY926dTVzWjlBIyMjqhSwJPhW2oXcACQ+MplQd6zz+lgshlAohHQ6rQ484Vjo/gxpg6e0yAQcyRT0uZQbj2PPfrNqqVS7+SwyNzIfRrTYCRW6JqGvIf7d0NCgzqb+wx/+gCeffFJJcj6fT2146XuQwsCxgOYCK6YgJdCzzjoLGzduxIknnohly5apOkHAjGYzMTGBUqmkbL9c8yRiPMPgrW99K8bHx/H73/9+DsOuBCtzpd5PYNaZzxpaZGb0QclKqRTApPnQ6/VicnJS9Z2mFGDWrMjIHa5NGa7Jfp122mm4//77EYvFlLlNavB9fX04ePAgNm7cqJiKzK5mO3v27EE8HgeAMr8IhU8KiWTeNCMVCgUV6sqQVvmuci1RYwDKg1ukH4P+BtM0y8JeSQ94mBCFpvXr1+Phhx9WQlsloZtrhO1Sm5fWFhmtl8vlkEgkVCRfrZjXQT3SrCAlHE6ObmsnJMHkgqOKKr/Xn1fpf/mZzjHtni2ZGqsN8n9J8BgS6fP55mQN1iqxsT4+gDJirY+TLs2SIdA2qzNYElxeUygU1AlZVhKyNKlQIqG0wugYaQaS2oU+vrrvgfdIU4EErx8bG8P+/ftx8sknWzIAu/+t5tLlmin5fNppp6GnpwdHjhzByMgIkslkWYVaOvkMwyjTQI8FduuUY9XW1oZoNIpNmzbh4osvRmtrqwrayOVyGBoaQl9fH4aHh7Fo0SIAs4mjDB4g8WxqasKKFStw5ZVX4tChQ8pkdiyQIZB1dXUIBoPKScqii3yXfD6PpqamMkIsCaUMJigWiyoogGNM4YDPlRFJtOfz7+bmZpx++unYsWMHzjrrrLISL+Pj46oywtjYGJYvX2459gDKwlSlA5lHc7IvnEvJzKgBMCmNJifWIaNVgXQjl8spYbmhoUGd80ATDxkF2+J4NzQ0YGhoqMxa8uSTT6pw1WqQ+4Qn+VFolD5SMohsNot4PK40wwU3JUmCIDeInUNVSps6s9AdVvoES66pmzLsPrfSWqxMFvJ/+Rn7xe+5sKQds5r5SLbX19enxoZSQiUGJvvOjSeZMN9P+kOKxSLGxsYQi8XmEG3ZJhdMNptV0WAM8WM7VgzUiojrzyGD0udSanjT09N44okncOKJJ9rOZSWmzmt5HUN2Ozs7VYas1Bw5hmyb383HXm8HO00nEongwgsvhNfrxcqVKxGNRsuqu8bjcTz99NMYHBzESSedhLa2NqRSKTQ1NSltlSYA9ru+vh7HHXcc3v/+9+O6665TczefvnItu91udZrX2NiYMi0wcoqnkbFSKQu/UfKXxIfjnMvl0NTUpCRfaf6RJhxqQPSNUduV/oeenh4Ui0WMjIxg2bJlar329fXB7XYjEokoEwyZkEQymVRnS0szCxmU7Bf3gzzZjAlvZFY8vAeY0fJI3DlHMueBPhnOIfcvx42gyfzw4cNIp9Mq52Pp0qWYmJiwFKqtQKsH2+f7SUuL7BdLhnC+asG8vXGSSPH/aqjEAORvq+utmEile+VnVoyh2jP5t1xE8rNK7yeJ59DQkNpAwGxNIb0fclx4LwAlRUqbK7/jbyZNSXOb7AfvKxaLKonG6/WqsDnZFheTHhHFz3XGIR1fOkGQGgVV7WeeeQaxWAyRSKTsfe20TDvI5wCzjnjZN10oYV/s6hMdK1i3auPGjRgdHVXvTaZAQgIAr3rVq9DZ2amiyEiAGWbI+SLBamxsxJYtW3DXXXfhj3/8Y0WtympdAVAlrCnRrlq1SsW9p1IpNDY2Ih6Pl2XqymgXOf8yjJbvSDOF1Ljl+gBmncAs95LL5cqcyI2NjVi6dKlK8gNmovry+TxCoRAymQx27dqFZ555Bm95y1uUdkMza29vL5LJJHK5XJmz3DRnS03LzGA6jOkjAaAS07xeL5LJpJo/jgGzhxndR1MVmackznJdk1FMTEygv78fk5OTSkPI5XJ48cUX1TPk3NkJkDTLSb8o55/mcDJwMgbJhGvBvBmDnRagf1ZJmrdavFbPIOzyBubbTi19sOp/NaKlE6NcLofh4WFFrGny4f9SnZXStfyMko5kDrrULqOI5L1yvFKpFJLJpFKpZdw37asSdhqg7Kdpzjr/pb1XZyDy3vHxcezatQubN28uG9daxlkXLIByk4Dsp96uNN/NZ2PUAvanq6sLb37zm9HR0YG6ujrs27cPZ599NgxjNls/FArhuOOOQzgcRigUUqbCQCCgigzqfSVx9Xq9WL58OR555JGqgpi+L0OhEMLhcFnlgkwmg4aGBnVKGwWGuro6JclyHUmNi+0ziodrUAoxdDDz/UqlmZh+qTXQ7MmaXCRy8iAgJsKmUincddddeOyxx1AoFNDa2ooVK1bgjDPOUGugVCph9+7dSkhhv7iHaM6T5kU+h5oSs5lLpRL6+vrQ2NioSlxIU7IMZ21sbMTk5CTS6bQSeDhWlOr9fr96Bs9ukDkhzIjetWuX7dzqgqduptO1BY6nDMjRa1hVw7xNSXpHa5X07MxC8reEvLaadG/3Hf+X5opqhN+O+VQiWroWxaQdbmw6veW1wNwkNz2ixzAMFTLIz+V13HjyekpQ+Xxe2TEbGhqUP0HGfcvnyfHR+8lrJLGXzIzSpR5ppb/rtm3bcNZZZ83RQuQ4VpoPq3G3mm/5mXTc17pWK0GX5AzDwPLly9Ha2opwOIxoNIq9e/cimUwiEomo53u9XhWVRCLa0dFRdjIiBQGp5fBcYJ69XAs4Lj6fD5FIpOyAImonPDUwEomoKDzTNBEMBhGLxcrCQA3DUCGbDDhgP2myYJ0tAKrKMaVU+nxYgpsH8khtl35HCkEHDx7E73//e9x3333K7BQKhXDCCSegvb1d5WCY5kyezODgoBofBiHU1dUhmUwqDYgMQ/pMyBC4PkZHRxWjJtOTNcR4jCkJb6lUQnNzs9LA4vE4EokEpqenVcUEBpQ0NTXhmWeeUUeLGoaByclJlfVsN5cSdIBTO5B7VY4n+yYLW/L+WjDvGgGSIOicrNILyc8lIZKfWeFopH6ra63urcSo9O/0PurvLt9nZGREOZ1034Ik5FZ+Af0ZLpdLRXCQWJimqSac7UhtZWxsDMPDw0qt5obk4mY7VpqK/Fv2Re+vfK7OaKwWq9vtxt69e5UKbfW+VuNq9b0VU+BY2TH+hWAK7I9sz+12Y926dYoIhsNh9PT0oLe3t4xRUtLkZqXTmT9S66L9PpFIoLe3F4899hiee+65sneptDZ5HTWA8fFxVbyPgkYoFILLNVOyhAX/IpGIYhzS78EwTBIirmkyDxkFqGsaJL5SWpUmPa5FjhGzjH/5y1/ipz/9qaonxHvXrVuHpUuXqgJ0hmHg0KFDKosYKM+zkocM0YREJzLngtoUM6b9fr8SohoaGpDNZlFfXw+fz6dMfrQAMAyX7dGezwx3Rj8FAgGEQiE88cQT2Ldvn3I8L1myROWxWNFTK9pFpib3sEwUpmBIS0WhUFD9rFW4mFdUklXnde1Bl8ordaQWqb2W73WCbqUZVNIWdEm51r7qzI2/GZEkmYAkktz8AMqIKSHbMgxD1YCRjkn5bG7weDyuzEZ0jnFjcGPJEF8JSVQlo5EEXr6DnG9JmKR2o9tBx8fHMT4+XnY+w9ES7Fq1ikr/zxf6XBvGTN2jE044AdFoVJ0VfOaZZ+KBBx5AJpNRUV8kUjSxyNpSHMdisYh4PI6+vj709/erA1a2bt2qCGQt72AYhjKLsGKnYcxULW1ubla2cmY3M/+DeTBcM7omIyNzSGipDdBmL3OOgFlbN9ssFArqACUSZZn3QAf0/fffr3wDZAymaaKzsxP19fVYtGgRDh8+jJ6eHuzdu1cxMWkaLRaLKlqIY8w8F15fLBYRiURw8ODBMiLLSqpkHnQUs03DMJQZLhqNqjLX+XxeZRpnMhnU19erIAPunccff1wFjLCEjWHMVGyV51Trc02hjtdzXihISDO1LLVNAVXX0ithXj4GSQSsCJkVwdX/t9qs1UwIUkKqxBQI6cSxak9/p1o2m7yu2uD29/eXEX4uCBm2KomvXbucWJ4KxTrx3LQcu3g8jomJCaUi09EnpVFea2VCqqT96NqOfB+aIGSegGR6kilQihkcHMSiRYssGfXREO5qQsRCwkoIYpZ8W1ubMgksWrQIbW1t2L17N84444wyRy6dtRxHSnHxeBzbtm3Dc889h0wmg/b2drjdbvT19am8h/n0kWGv7e3tiEajqmifPCaTvgA5x4cPH8bSpUuV5C9NL0D5Eb/8XxIkfgagjEjTf8AyODSHMKRSMjM93FRfU4ZhIBQKIZfLobe3F4cOHQIwG4xBM48syUGCz6KLXJvZbBYTExNKK+De4vqm6Yaf09RVV1dXlsORz+cxOTmp6mBNTU0pHwT7wr0YjUZVVvLatWtx+PBhDA8Pl1VYJeRa45iOjY2V+SsZYiszz2Ugg9RCa8W8fAyVCKOdel8Lh7Ii/NWIxbESEbu+VdI+akGxWMTg4CCAWalZ39S6xG/VviTatHWyCJvc/OPj44jH48q8RE2Bm0vPtK70zvr3uimJQoEMC9UJkXxXGcJIDAwMWLZvp23qY2OnkVZaJ7VKSdWgM0zDMNRpYaeffjra2towMTGBcDiMs846C3fddZdyOJOoSE2Sm7m/vx933HEHfvvb36KpqQmnnnoqnnzySbz44ovw+/1YtmwZwuHwnHr9Vv1j5A+PuqVWYBiGMl9I00o6nS5zvrIcNQkM6xzJEhFut1sRUl17JDGSJiJZMYGF3ZjFDJSHszY2NiISiWDdunXYvHkztm7dqmLxaVJlW52dnXjqqacwNjZWllBGBiAdshxv5k7RT0LtgQfamKapNCq+HyOX5DsyPJaCWiwWg2maiEajmJiYKKui2tTUpJgks6hXrFiBUqmEffv2IZVKqX4SVn9z/KQ/hUxMXwf8LWkB37UWHFW4aq0Sto5q91lpA3YmHKt7rAi/HcOyu7cW84MVsSIymYzi6HYEX/bPKqGMC19OOM1IJPa5XA6jo6OYmpoqC4ukxkBtQ7YvJX6ObaUxsNIa2BY3PjcPn6cTaqkh1dfXY3h4eM6Y2I2r3j/5mRVz0K+TJq6FgiRMADA1NYVf/OIXuOiii7Bs2TI8//zziMfjCIfDOPHEE/Hss89iy5YtZQfBj46OwjBmsoJ37NiB22+/HQ899JAKkXzuuedU1M55550HwzDQ0dGBVCplW4XT5/OpqqOBQEC9P53dlOzlyWEkgqlUCqlUCoFAoCxDWc6hTKQi8ZdZv8yWllE5klHQx5JIJMqkZ7fbrc4NIHPYvn07zjjjDHR1dWHx4sUYHx/Hfffdh4mJiTnnCtBsy3Bkr9eriuvlcrmyEjLUFuT9NPUx0kiuG/aZ48h3odktHo+jq6sLmUwGiUQCoVBInb9C06LX61VtyFPjCoUCuru70dTUhKeffrpsT9rRLa4/GRJrp0nyXlnXilpaLZi381mXLuWP/r3VPZX+n08blaATBF0LkJ9baStWf1sRUtlnXift/DK2W/ZLl8StnLbSMcxNw2SobDaLwcFBFZ8s7bWUBGX4qCTs+vP1MdcXjtQUpOOakCYEGREhnyeZUS1mkfkKHlbzon9ud818YKd1Pf744/jjH/+I+vp6rF69GkNDQ8jlcli3bh2SySTGxsYU46REe9NNN+HTn/40PvWpT+Huu+9WZ4JTo/D7/Tj55JOxfv16FRnT3t5eVtCNhLSrqwsnnHACli5dqgo+kthxDbKwHEtrj46OqkS3jo4OlRlL0wlNJGQKwGwuAs1CekIo51uuSRnVY5qm8rtwPCl9s51CoYCHH34YZ511FlKpFLxeL04//XScfvrpcLlcePzxx9U85PN59Pb2Kr8I16jUXGXxTfZRltHmMynkAFBzQLu81B5o10+lUirngUEe1BC6uroAzBRTZA0qvj8we5Kc2+1Gb2+vcurrGqn+uxJNs6JPcv/RlFQrY5i3j0H+tiKodlxOv87qXj3Bww523LRS25XarUYwdG5eqS+MBtL9CbpfgVKUnDwppenPlxEbg4ODyOfzqtYNFz1/s69WRJv9twrh5GeS8FtJMLId9k9KWzok80smkygWy6vMWi3oSnPC8dA/q7YujhV2AkwqlcIXv/hFLFu2DCeffDJaWlrQ29uLnp4enHDCCdi5cydaWlqU1tDc3IxYLIZ7770XxWJRmXyoJbS1tWHt2rVYvXo1gsEgDh06pEwQra2tmJiYQDQaVZVOm5qaVEkQ2pklA+GYkIAaxkzkDY+XDAaDWLx4MQ4fPqwygGmK4ZqgY5jMS445MHteC4krvydjKpVKSCQSSCaTCIVCqg2GVbOv99xzD3bu3Im3ve1tyixWKBRwwQUXoK6uTmlk0WgU4+Pjyq/DdS/rOzEqiJoSNWn6TdhHGRAi7fPAzNqVY8lEtYmJCQBQlVibm5tx4MABdHd3o66uDv39/WhqakJzc7Nqy+12o6mpSVVWraurQ1dXV5lpqBL9PBroQmituTzzYgz6xpvPJrSTzPXv7P63aq9aP2u9vhrspGmrtvv7+8ti0fVr9L5ZSbRc6HISGT5IxiO1BGky0hmCVDclQdPnQy5M3dxkp3XwmZKhSSYhn0mpVT9ASB/XWiT7o1kPCwG9n3I8X3zxRXzkIx/BV77yFbzqVa9CLBbDs88+izVr1uDJJ5/EoUOH0NPTo2z2p5xyCn7zm9+gp6cHZ511FqLRqCpz0NHRoQrvTUxMKGLtcrlUOQjTNJXJCIDyI0xNTak4eppUmNTIDHhK/U1NTSobl5ItiSvfyzAM5aTmuuL/MpGNuQsA1PqXNdFYOE+aQtkPOmgPHz6Mr3/962hsbMTAwACi0ajKfu7o6MC73vUufOtb38Lw8DCi0ahiZJT22bYUpBg2Ls9PkPuK650RR9RwqCVxjinVywN7otEopqenEQqFMDY2hq6uLvj9fqTTaUxOTmL58uVK0GIuQ6lUUtFK4+PjZWVOqjEAO8Gr1vsBlAlkFa+r6ar/ByuCXUkbkMSl1vat/rZqt9r1VkyoFoKiE2f5HvIaKaESpmlicHBQSUlWZiQJPTLJjgBzDMfHx1XlVXkIiR6/b6VOSrukHEP5fjLiSLZl1Z4cC91PojMLvivNE3awEx705+v3yD69lAzCbmPy+bt378b73/9+XHXVVXjHO96B0dFR/PznP4dhGHj00UfR3d2tahOdffbZ+MhHPoJgMIjly5crjUH20zRN9PX1KcevaZoqbNQ0TSWVRiIRZTvn+Q4McZb+BBau41x4PB74/X7k83mMjIwgl8uho6NDPZsStJw7MgKZMAZAmZ9IhNkfKaRkMhmVEwFAaSGxWAzxeBzf+MY3cOTIESxbtgxPPfUUzjnnHJV3QC3nrW99q8oc3rdvXxnDYrt8R2DWCkFiTi1dFgKkVsJoMWo9+v7n+DNHgPlB8qS5UqmEwcFBVbWYPgkyRc5JQ0MDUqnUnEKZVsIa90WtkWmVIDW6Spi3KamadM/rpP1R/pb36ZuskjZiRaCqwY641EIg7K7RpWsJxo1L05HuZ6hkAqnUB5bppSTE3ASpLeh94uau1Ad5n+7v4HdSBZV9lXMstQvZD505yDbs5lP/Xv5ttdb0ftnhWFRyPkMyIr1/pmliaGgIn/nMZ3D77bfjggsuwOTkJB5//HFlBtq0aRPcbjeCwSDe+c53Ynx8XMXFc9+wnIJpzh4UT22L/SBxJMHg2MrDbUjoKICQKZE4k0BGo1HU1dXhwIEDZWZCChQk8IzvJxgOKm3YzHPQaQUJsyxvT7/A1NQUfv7zn+N3v/uder+tW7fijW98o6piSkFozZo1iEajSCaTSjun3V+enkbTELUIFvrju/FgJ8b7A1DEnnkCZIBkkJwDBnyEw2F13kFbW5tiAolEAosWLVKlRkxzNtJpampKaRgejweJRKLq+q1lbVdbt/qerYZ5havqD9P/t9u8tV5XSVqs9Dy7Ps0XVkTHqr92GgOTzCRTkM5bnaDoxFxKKPxNKUWG9FFTkH2zM/1I7UXXAGSfdB8ECY6VVmQ1XtK8JK/TnzkxMaEOhpH3ygVrJRTIzyn16QzkWOe/GmplPtPT09i+fTt27NhRNo5XX301XvOa1+Bv//ZvsWbNGlVeWlanBWbPEqCTkyUe9DLiNNGkUimEw2El3XNspTRNHwUJnJxb+jZkMT9pfiFT4D00i7AfZFKytAQjepj4ls1mFREtlUoqAooO8rvuuktFNrlcLhw6dEgRYGo6AFROwf79+5FIJMpyHWQypyztzaicxsbGsjLYsooAgzYMYyasl1V7AagxME1TEf5AIACXy6XOROE8T09Po6WlBYFAQEUEUTMoFovKx5BIJJSmkkgk5ghWXG9cU1aCn77u5D1267dWxlBzVJIVMbHrnNW9VoRctqv/bycZWt1XTYuppi0cDZOx+j6TySCVSlXl/pWIJxeYJHx0ZlP6kVUi2Y5O4HXGJMdVMgF5vS5963NdaVHyfhnFoWs0rOY5Ojpasb35jH8lYUK//lgZhz5OlaBra6VSCSMjI/jZz36Gr3/969i/f78i0GxPViVtaGhAOp1WOSotLS3qQCX5fL/frzQORvxIjYPMhLbldDo9p4SFDKWViWyyQKJkInJtMhpHxv7L0E5qFTwMiLkR9fX1ygfCmk1st1AoIB6P4+6774bP51PRUsyYd7lceOGFF5QTl6VGpNBAkxD7y6ggClbyYCdqRczvoL+B781MdZrn6L8ZHx9HMBhU70zG1NLSonwJw8PDyvzEZ/HQqkAgoOaVa0YXwqrtvVrBtb/gPoZaTTe1RhbZfa9Lgrr0WKkNO45r1X4tbevPsTNvELFYrMwebKcpWPVH/i+zPpmEwz6TMehMQdcUpHmB1+pExepaXXq3klR4jZUkr/9ICZLPGhoawurVqy0lf6t5rzZ2VlqNPh4LAX1t6W1Xe5bLNZOJ/Otf/xqBQABve9vb0NbWNicEleagiYkJDA4OKokyEAjA7/djfHxcOaQ9Ho8qiielZFnkjQyKzm1WV2WyGQ/rIdGgGYbjxyQu6W/gdzJzWo+s47wzIQ6Y1YbISEiwm5uby8w4brcbDz30EDZt2qSO3KQpaHJyEvv27StLxJNaqKwlRMLOPutCmSzfLZ3i8lpqGryHFVP5HjzrgEw6kUggFoshlUrB7/ejubm5jLnSNEamGwgEkE6n56wXjqMMv7WDvk91miLXYC2Yt8agS/92hFWXhvV29GsqPXc+WkWtbdXCFCppEVZ9YFmKSm1J4iylfDkWTK+PxWJKXdeT2GTkj5TmrKRa/Xnyb/0zuXB0p7JsS37PzUnioY+brukkk8mydqtJ+zr0dVNNm9TffaEho3isIInQKaecgnA4jP7+foyNjakaN5JwUVrfsWOHijBi1mo2m1UMghIvs3hptkkmk2WJXDL+3uVyqeqejKdnoT05VtL2LiPkJIPndSTuUiAgY2IfaH+nrV8S6IaGBjQ3N6O7u1vd7/V6USqV8OCDDyKVSinGZxgGdu3apWzzbIsMB4Aq+cHwbvabkr0eNs51yP5yb0mBinPMdvleDFdNp9MolWaK6h05cgRDQ0OqrDrrJMkENxbq4zWSKfM5UqjS/Xm8Rt/DdpqxLqBVQ82MwWpT2anz7EAtRNrqR37PZ9txQKu+2A2O/uxKfbJqu1J7ANQhI3JSdSLF/3UiLpkE1XyakOTikAzBqm9WRFkuKjImPou2Y6LS2MprJDPSIQmRLPTFTcfsXSupu9I72S3u+QgPLwVkQp8dOGbLli1Da2srkskk+vr6kE6nkcvl1FgBM3O2fft2PPfcc6r0BKVg/lDa5rGTPp9PCRLBYFCZNTn2PIuDx5/W19ejtbUVra2tioAy/JlaAt+Htn9JgKQELDVcElipPZApAFBmJH4nifXixYsVI6MZaHR0FC+++KJiKLlcDtu3b1fhsTIngW2SQZBRUnuQxfp4Pd+JQo080IaSerFYRDKZLCs1zvplsVgMyWQSyWQSU1NT2L9/P5LJJPx+P7q7uxEOh8v2rl5AkWY4+ims6IcsoyLXU62Q+2PBnc96p+UDrTQIu99EJYm9mhRZ6b5q7ddyr45atQse9m3ndOZmsppk+QwpNciIIkZJ8Dv5m1KTJNRWTMlKY5Dt6HNr5YC266OUEEm4pDmL9l1KV3aCQC3zYaXF2AkPtQgLR4Nq61LvA5PZstkslixZgiNHjmDx4sVoaGiA3+8HAGVC+sMf/lCWCMU5kHPBEhO8PxAIoL+/H4sXL0Y4HMbk5CSA2ZIWdBjncjlV5E3G6zO0lfNI4kxnMzCbTyPt99RWTNOEx+NR5hWuAz4TAAKBALxerzoYSAZSRCIRtLe3q/Fim7t371bmtG3btintRpqppD+A48S/aULje0oNgyaqYrGofDT8X2YkS62dp9yRWdFxPzY2hnQ6jba2NrS1tSnnsmEYqgCmXpSQDDQcDqNYLKrEOX6nz7m+3ioJzfKdpbmsFswrXFW3H1aSiO3+l7Bro9rf8v/5XF8rYaiVeeiTxSJf8ns7KUu/n9IJF7SMaqCkrTudKSnZEXPZbz18uJIZj59x0erMQWcKlLC4cWjT5XPlJnO5XOjr61MbzQ464a9E3K3m+qUyGx0tTNNUWeskksFgEJOTk+qoVTpRt2/fjpGREUWsgZl3YuKVLDHNpLWmpiaEw2Ekk0kVycT8hunpaVVniQ5cxtZz7mgSopOU7UtCCkAJH4yK4rzScS59YpxfStZ8B37HLGxgxvzT2NiIVatWYf/+/crvwfDQ//mf/0FLSwuef/75ssOrcrmcCj1lH1hqm+2y7/LUNobVSqJNyH0mBRtqVaZpKuZGhj40NIT6+nosWbIEkUgEPp9PzTPDZblf6ZjmM1wuFyKRCLxer5onK9OQvqYrMQura2oRcIl5+Rj4o5uJrLSG+TAQu3bk51b/19KHWn9kO7USFfks0zSVJCPb0CUVfi5NSdL5KyFtt9LpTAlN3qP7KYBZRq6PVy3StD7POhOTjIZ90yVAyQBJTPL5vDKhEFZSjtU481orrVW/rppQcjSYbxscm/b2dhV5MjIyAp/Pp4g3axdNTU2p0MXnn38eiURCERISPY4j50UKBplMBj6fD11dXcrMwZBTzoeM56c5R5pJ+CyuJV5HgqgfsMNAC2okFEqkjT6fz2NsbAwAEA6HEQgEynJwgJn1xFDarq4udfQp/SfUGv73f/8XExMTKoMYgIr0IaEHZsNLmbPBNcmxknSM2gGT3WSdJ74/x4Jh42SO3d3dyk/g9/sRiUSwdOlSlWAofRbyDAf5P8t+0DzFSC25h2uV8u3WqdwLC25KAuyTzqoRZTvptBIzsbte/7sSIam0kXVpdL7369cWCgV1mAo3i4wIkSqhZA4k/HpcOf/WCbRuKpIRJPJzeb/O6KzmRkrl/F/+JiRhljHjNHPJcEFg1nHHH5fLhXg8jrGxMWVXtRtnu77rf9sx8mrvcjSw6pPVGuJnLS0tWL58OQKBAAYGBtDZ2YmVK1fi7rvvLqtISvPOvn37MDg4OCecmGNH+zgji6S5JJ1Oq0xmEk/p6JycnCzLP+C6IrHK5/Pw+Xxz7OzyeEipxQAo0wylWZEEjYfZ+Hw+hMNhxQhlKCzHgMxvyZIl6owFOY7UUBoaGuY47ckE9cg7mrxkVJMemcSILK5VJuJZ7bl4PI7p6WlMTEwglUopHxBrV2UyGaWlcJyoQcnscI5vJpMpM6vKsSZToTAo+6zD6nMrM3Gtws28w1WtCLmu6ltJa/omtZNUrVCJQVS73k5KrtRWNYYi34F/Z7NZVSBOX7D6/TpBlwtDEmzpW7CK9KDqLom1vFc+Sy6SSnZL2Uf9euksZ6apLM8hk4TkOJJpyLpOtBkTVkKH/rvSvElGWGnujgW1quXyup6eHgQCAXR2dqrQ0gsuuABHjhzB9u3b0dbWhnA4rEpfP/HEE6oaKwBVjVWeJcAkLZokaCJJJpPq/AU6Z1n50+12o7m5Gel0WkXtZDIZTE1NIR6Po7m5WZmpZN0hMiU6hIFZZsA1zuu41qQzmvshGo2qcwm4bvP5PCKRCIrFovI55HI5NDc3q1PVDGOmFMbq1auRSqXK1hD3EM9TkH1l/wxjNoeD35GZckz5zrzWNGd8JVKrdbvdyjcWCoVw5MgRPPvss6riLbUHaklsV+5/+ovoa2J0nswAZ+gyYRizZUi41/m5nSlJX4NW31dDzaYkKZWSWMiOWj3cSvK2YxL8v9oGt2rLTtuwu7ZSf/W2qjE6/mblSG5YaW7h3/p9cgNZmYKAWaJq5XTWGY9UE620AiuHeCV7pP69LhlOTU0hmUyqd5c2VUZfUJXX6zrp588eC9HWGUwt1y009LECZuLdly5dqkqZGIaBjRs3Yvny5XjnO9+J3bt34/HHH8fQ0BASiQS2b9+uInAo8UubPU1xrO/DdUbNjdI5S0Hn83mlSaTTaRiGgWAwqKq5ejweVXyP60wGEvBvahicf8MwlPmDxJbmI861PLYzFAopmzv9Bnwn9sswDJXrAABr165VZpUNGzaoBDMSedk/AMpsRI2A3/F5ZCIyiZBZ12TYTU1NSoBh4hz3HcuSsM5RXV0d4vE4XnjhBezbt0/NhdTyWSafn7EtXsdaS/S38PQ3KdzJdVBpr1r9bUWnFtz5vGPHjrLwOHl0JOutk+tzcGVnq0nmlf6u5Tr5f61aQK3PsXuuJOQTExNl0Q/8XhJr6RTWJXl5DRcuFzIJqpRAZPSTtDnrzIG/rbQE/R2tpP1KqiulNZpCstmsOiiGG4LvIJmTYRjKCVrrXNXyvf5+ViafhUI1bYGE7uGHH8aKFSsUcwiHw2hoaFCH2j/44INIp9Po7OzEwMCAmlc9akYKYlIYoCmDJojJyUnU1dUhFAopBsO5yOfz8Pv9CAaDykk7PT2tjqLlc5j0xs/IAFKpFExz9vAfEjuuczIYeUoY12QymSzLjqYNPpvNKoJOidvtnqlDtH79eqUF5XI5pXGQ5ujjTj+H7A9QniAmNTEKKFJYkd+zdlImk0Emk1FjPTExUUbTurq61OE7NLWZpqmiFKmRyKjEYrEIn8+HqakpGIahGD7Hh/4cK1OqncZvtZ/53pJh1YKaGUM0Gi2TIimRkDBFIhF1xB3PdOVAWpkvKOlIE4Q82UlK2Tp0Il3NhFDpvkrXVPtOEk9uGpltKjUBbmwZUipD1qRkKMPUOBbSPCXblX4KKbFYvaMkKvI6fW70zwl9UUmthFoCmQQJgpQieY+UVGuBHQOR7zWf6xYadmuJ5/Nu3LgRU1NTCAQCWLJkCUzThM/nw7vf/W7853/+J/bt24dCoaCOipQCBQvecQ3QNs+5oeZFgkKnNkty+/1+5TjlPLndbnVwPSPp9AJ0cl/xf/aJ9nGC646+CT6HpS3S6TR8Pp+K/pF+C2pCpBey+mpXVxdisZg6EZEmGmoSJN7sO4AyJzT9C9lsVvk2uB5ZnkMe8UlmQQHPNE3EYrGyHBIZMeT1ehEKhbBkyRIl8HCO5BhJzU6OLwU9n8+n3ntqagqdnZ3KxEez33zWHb/jvMhrFpwxdHR0zHEw0p7m8XjQ0dEBl8ulshSDwaCKw7YiZlJNpSNJD4uUC5bclhNLZsLv9HMJZNSMFSpJwpXus7ueUgQwG0kgFwc3gLR/yv7r72+aptoAHCfdySz7ynt0DUX+LaUmbkpd3ZQ/un9ElzooSTJ6RCYWkZjJTcWoi0AggGAwWDNDt0M1rUa+w0IxBTnWlcB3q6+vV7Vzli1bps4EHh8fR1dXF97xjnfgmWeeQSwWK4vuobaQzWbLpHC5N/ib6yYQCKBYLGJyclIRm2QyqXILuG8AqPOmGfqpC2GUpPl8GS0jAwukMELmIwUhv9+PcDis1gGJLx2qFKroJ5ECkgzdnJycxMTEBJqbmxGNRuH3+9X6ormS5bYl8Ze0QuZp1NXVqSxyar2lUkkxLzrkyVjooxkcHFROZJ6tHYlE1DjIiCj64RobG+H1etX4SpOSjM6i1aWpqQmtra1IJBIYGBgoOxO60lqXaw+Y9QXJa2rdbzUzhv3796vzVFnhkJEOXV1dakBcLpeqeULuLhex3cK24mRSQ5FEkdKDNKdIYifD5WQEgrTHArOEjRMkmY+ustmZYaRkoUtS+rtKqYZOOOl7kOPAPgFQJgE9PlwSarkZZd90qUEydZ0J6ovLjgiyD4y9p8BAScnlcilCJBk25y0Siaj4b7Znp43ZaS9W19p9J5ngsaIaQ9AFG2la8Pv9GB0dVSd7PfPMMxgYGEAikVDF8oCZOeJhLlwT0swhi7Lp9ZHoyIzH4wgEAgiHw4jH48r3EAqFYJomRkZGMDAwoExPVj4uqYnoPiGap4BZiZjVUjnfLM3BtUzCx/1M6ZraJKVmrnV5FgPPpj548CCGhoawePFitLW1IZlMltVxkkxOBmuwf3w/9pGOXb4HtRY+u6GhQZ3FzX7F43EUCgVMTk6qctter1dVg2Wb9APR7EWaRVOaNCuRkZFm0vRIrYnnhMu1rK9F/X9pupbrsxbUzBh++tOfznEqcsGfeuqpWLRokXLI8FSlQCBQ5ogiEZHp51LatzMhScZgNyB2g8TvpBlGai2M8JDf6QMpuTqAMkYCzBD68fHxOX3RtQCZ0CMJqVyolMYoJcqKjvxcl/Kt3puQDjrd1CTvt5I45P/6M+lfYt+lL0SGsErmwr9ljL7+DPn8StJONWZg9S4LwRjmi0wmgx07dmDTpk1IpVIYGRlR2b1DQ0M4dOhQWUl1SrTMVAZmpHvG+VPalaYYMlyZJEfJnH4f+iwymQyee+45DAwMqDkIBAJlAprUQjhnUsOlVA9AaYlWkXOUuoFZIkXiyX5zzciQWRJghvBSe25ubkYwGMT4+Dh6e3vR39+PSCSiTsajxkVGIx2tdEhLLYc5ELqAVSgUlM+ATmSOF7V39vnIkSPo7u5GMBhUzJk+AianyvGR9E0KcfSdUJNjeZOmpia0t7cjnU6rw36kQAvMagYcU+mjlHRNavvVUDNjWLNmjXogzRpMI7/rrruwcuVKBINBFWFB6UH6DSRTofZBpkG7MysP8kfWVuH9bEs3axBczNIUYmWC0SV8+b3+ow80I0QYnXPkyBGlklLaYb/4Q2lOTiT7wHeRkyrrDAGz0T7yPdlfK6JnRWCtxsJKquZvqzHkXMgMZ0K+rxwvyRBpIpBHU9qZtPR+2xF3nbFIAWKhGEIlxmV3falUwmOPPYahoSGce+65qnzFnj17VKkH9pcVU0noaX5hbL08/4DrQJ6XwEN0aH8HZuZvcnISuVxOVWulP4x9ZFumaZadJS7j+6VpRmoSbEfWK2J/KUnTHMwoIO4BKTRKk2k+n8f4+DjGx8eRSCSwZMkSBINBBINBeL1eJJNJuFwuHDlypGyc5Johk8jlcoph6uMpmRjNUPye+5e+VIYMy0Q5YCav4eDBg/B6veqMBgqbPAdbrkXuJ0ZZkYno+zwajaoiiSzzzZL+pAucMylYut1udZoc6W4sFlNzGAwGa1rrNTOGnp6eOdyKXG///v3o7+9X9kBO+uLFi+H3+5XZgKrj9PQ00uk0ksnkHFORVAPJfSUzIOOgSYsTzmMKedAI+8l2pIopNRJdCrUze1X6e2JiQmWaSglEtm+aptoA0jmlEzCp8kqVW2pU8vnSFEVCxO/095Ofy3e2Ggcd+vdSVZYhiFSjOW8kMvq4S2nJ7jlWjOBo+79QqGZKks+XEv2+ffvQ19eHlpYWRbCam5vVGiUoiXIdSFMSn037tdvtLiPefK7P54PP50OxWMTY2Bj279+PiYmJsmgh+Ty2yfUsq5PymXw+z0Yg8yqVSmX94brOZrNl1Xa5Drie+cMAFEa1sU90OgMoK4FBosnoSEZUcbz9fj8ymYxqR0rW9DFwjVJQk+9HwstS22TEpjmbCc71zH188OBBNDc3Y/ny5WpfcE+QGTF5kEygsbERfr9/jqmrsbERXV1dai6mp6cRi8WUVsn1pQtCHE/6peLxeJmA4PP5yjLwq6FmxiAPJJcSYbFYVLVBGC8tC2VFIhFVZEqaiiSH16VTMhcSGkoR2WwW2WwWqVSq7FouSqmRUOWWpitJsLgg2S8Zn6xn8upOIt3GNzIyUlYLSEaBSO1FtqFnQ0s1l8REMiG2K7+TsDOZyLHVGZadZC4Xns5gdMmH86w7uk1z9oAhr9erwlO5UXVNwgqVvrN6X73P82mvFlQac6tn6WOWy+XQ39+v5lCWjpZER0rALG9Bkwb/5z3ycBnGwdP3NjQ0hN27dysBzGoM2AaAsuge7h/+LZkBTaKcT1m1lCabVCqlzCsktJTE6eDlnmGFWRK3fD6PaDSKTCaD7u5urF69WhE4FmGkZC41I7d79twHmczGPUV/pPSpSOYtc0NIUwzDUImrTGzjuNTX1yMQCGBwcBC7du1CY2MjOjs71XjIUhu8h/5XMnRmsEvfC8c1Ho8rTU+eB2G1/vS9Kn04wAyjTiQSGBkZsV2zEjUzBjlQJGSSU3GRcYGyDoyM3+XLSCIlnaHS+as7Ye0kQqlx0DYrTTnsJ0PzZCy4NBVJ4i81FRlbzL/5P3+zsJeuzrJ/UkOgOQAoP9hEfz/ZP+mIlmPIa3VTjhVRl9FBsh2dkFaSwHk9pUuWdKD0Jp3iuomPdln5TlaE+ljMQJXMTAuBSkzH7plSONDfjUSANnuZB0Ppm1IvTUKmOXt+MJ3YjEZiItnY2Biee+45HD58eI4AYvVOhjGTVwJAHYUp1yWJHM9f5ue0i/Nv9p2mZvo7aDGQGjv9ezTFcn3QPL1y5UqsXLlSnVrHCB/pzI3FYkoLkSYt3ddBQY1Mg7WquCckk5XmpGw2qxhWS0uLEgDpJM9kMiqJMR6P4/nnn0epVEJra6vqD/cFNWv2kdqYz+dTZTQ4zwCUQEWmaTd3XGu17pcF9zHYSZYkFFJ6oGmHmgOlct0+JyUj2Z7VDwdA/5uDTo7MBS7v0x3aXJxcBGQq5PAk5FT7MpmM8pvIH97PYxp5PyUCfkaJC0AZQdf9IvJzqdLrUg/B9+J46GMkiYFO/OX46OMv/+ZmlcTM5/OhsbERyWRyTiijztip3vI9AKhNF4/Hy/xQVgyymlZhtSF0Sf1YNQWJWpjDfPurf6//yGgaYNZROTU1pRKvVqxYgdHRURw8eBCHDh1S5hS7fklNEpitjEtCyfIbNGORwKXTaSW1U0jinud+luGm9ENRUpZ7SkYWMvmONnc+h0KaFLqkw5pSvh79xvfg+iNklFNd3UzxO8no5DonIee6ZYVYnvIGzEjira2taGlpweDgIHbu3InFixejvb1daVEUhOR7ULDinPMZbrdb7QvWreL+t/OZWv1vBZ3mVELNjEGXqCXR1TkXzTfUHqRZRieAOgGXv62YkSSE1Ta8/F6GbukSNlV2eZ/eVzmhkpHIzFH5Of/mc3mEIFAe6ie1F4K2RfbDqi/8WzIa3qv3me+pMw2r8ZSbT0q5bI/SG7VGhlWSkHCsOTaU2mTkWTgcxtTUFBKJhPIRyfekJsb3lxFO7Jv0G8l7rRb+QmkMHDeOuxWTWAgmZKe1yWdxDiYnJxGPxzE4OKgEmlr6pAsKFK6kIMJ3pImJUU1cE3J+KcUz5JMElL4GEn/DMJTmI30H3Cs0CXN9UTgyDEMxEq4BZg/LMxTIEOhglgyQDIHaD58nhVvTLM+rIF3Yt28fEomEWpcct/HxcdTX1yvmEAwGFTOVOVj0Z5DJM+KMz6HAl8vlVAguHfbRaBTj4+OKwel7vZa1xOtrXZ/zYgzSmasvWikpSnu/nqAmN7HOFHRiJTe6lZnGTpOwGhT9f6vvdAnbjsgCsxFC9fX1SCQSc8LeKClJxiDNQbqNU5f4uVg5Lvr7S1u9ZCz6OOgmDbuFYaW96OMJQJmN+Dffl4RKZ2CSsFP6aW9vVxnAXBfSTKkzSWCWcJBpynfWzVN2zEIPkT0aLCSTmc+z7CREzr+UPiV0QUKHNAvS0UrJluuVWoE0G/OoTRIvzgdNQ/QjpNNpldELoKzcBg8LkhoyTSqpVArNzc0qwsfr9SqHKgmvnGsSXemHYxkNt9utnkVfKM1BXBPSx0fnMZnA8PBw2VkrHEeeGTE4OIiRkRF1JkYkEiljeGRwNFdJK4JMYOSpey0tLYhGo8o3Ew6H4fV6Lf0Mta4hKXDVgnkxBm5g6emXDEH+SHu81DZ0TaGWHz6H/bCCrrXI++w2h52ULb+3mgi5KVmCV2ckfGcSLG4GLlq9nzTZ8G++py5R6doMr9F9JrJtOqFkWKIVk7WTKHgtF7NhzNZlYpv0N8j5p4lJCguGYVRNcLNihFZzojMSncHy3aU2d6yYjzR+LNqDHQGwYtqViIWd0MS2yAQ4NlLoo90fmC1hk0gkLI9mpaZACZ+nl9EHQDBMnW1ynTDclkLU0NAQ0uk0stmssrWTkNMPwjklY/B6vSoSiBI5TbtM+CODk2ZsqYXI2kmZTAbJZFLlZZGJyUgyRlQx8Y3JcDx3gmY1PoNmNY4Zx5fhyJ2dnargILXsSCSClStXYufOnUrLokYyPT0Nn8+ntAz9GFad/knhtBLm5WOQhN7qR0p/JARS5ZeLTjITLhJde5CbwMpZWYmYSQZiZUKpBinJ60xHbkg6taUPQUpWdMLRASbbl21KwkVpzUp6llK2/E46fnVpWndc22lhurSvP18m/NCMxOgVMifez43Od5d9Xrp0qZIorYQAncHpfaoWlWX1DtKUeLSoRRW3kvL1zVnr/bVcZ7VGq0EnFNybjAgyDKNMG2RuA82DNDvJ6D/mOXCNS1MNqx+YpqkEJErvPLCG9IUElLW06KvkaXNkPjT3yEoG1CLox6A5jGuxublZaS58D44bBS+G0FKLAmb3tDRdsg2eo026R+2GzI/vRoZZKBTUd9TEcrkcwuGwCjHmGQ3SKtDW1oZCoYAdO3aoflHDIzPjPmttbcXo6Ciam5uVuZYMZcE1BobFSQIvnYlSKyBXldxVSro6M7AzLXFg9d8cLAkrplHpc/l/pc2kf2/FGLiYKXlJ/0OhUEAgEABQXrpcEmtKMXJzczFKBmVFyHmdZMhSYrDKl9DblEEBVhIpwfdpamqC3+9HOp1WhIEmQ747x0afW4/Hg/HxcTz77LMqH4UOaG50SpJWPgQdso9W5iXJpI+VMcwHVuuqVuZQS5v6mjgaSK2UGqU0zVCIkMTQMIyysG451ySAXJcy/l8mulHq1zVjChRutxvDw8N4/vnnsXz5cvT29mLZsmWoq6tTdYkmJiYQjUbnlJeQAiHfJ5PJIBgMqiAIOq35PDq+uWeB2T3ItcjIL2okZHjUlPh5S0sLIpGIWovUyPhs5lC43TO1l2iazefzGB4extjYmMqJYmQkBbFoNIo1a9Zg7969SkuR6zuXy6lihN3d3ar4ICHrmVVDzYzhPe95T62X/kVh0aJFuP3221/ubjj4E8GKsFdjWLWYn2r5Tm/fzuxXS9sU7GhHJyGUTlISW1YgJVFhWC2dqnT0AjMmkWAwWJZHQEma0Uj0G/BcCHnmMplRIBBQTle2zZBxSsk8E0KOCTDrSyLRJAGnKZMCDENP9TB59sHtdiutmMRbPo9jxGQ4v9+PRYsWKS3LNE11bCpNPx6PB6FQSPll+vv7MTo6CtM00dzcrJhROp3G5OSkyqGggzsYDKKnpwf79u1TYaxyfbGMtwzNZ4RaPB6v2Zw6r6M9HThwUBl2mgJg7ROohRHYaRm6L8OqXbvPJBGktkDiLf2JfB86fE1ztuKxjEoiEa2vr1cOXhabI/GnhJ9IJJDJZBAOh5FMJlWJDmoV7MPJJ5+Mw4cPo6mpCaFQqMyc5Xa7lWOZ/WaEj9vtVqasVCqlDsyRWj3fiSZc6SvhO+lVgtmutGpks1mk02k1Lg0NDSqU1+12Y2BgAKZpYu3atWhpaYFhGIjH49i9e7eqh7RkyRIsWrRIacjsa7E4cx73wMAApqamMDw8jIGBAbS3t2Pp0qXo7e0tO4ebcys1lEoWgEpwGIMDBzWiVlNQJUagt3MspqBjNY1J841pmmVh1CSW0j5NSZhSsm6mLBQKGBoaUpFF1DDoLB0fH1fnIvBITBJBVk2YmJhAXV0dJiYm0NrailAopCqXjo+PK0bAvjPahw5sSvYcGxllRfMMbfLsC1B+KBYZnqycQKcuzTWGYajQUlknqrOzUzGKgwcPIp1Oo7u7G6FQCLFYDPv27YNhGKogIH0osVhMjTsxNDSEQCCA5cuXw+v1YnJyErt27cLQ0BC6urrQ0tKCgYEBy7nV/U66ib4aHMbgwMExolbzkm7Ksdu8djhWH4XsKyVr+glk6Wo6KClRyyge2txlqQcS6Fwuh0wmg4MHDyqtgjkNLI9TKs2cS8G6RZTCm5ubYZoz5zDv3bsXvb292LNnD1asWKFKYkj7Pmv+SDMYnyl9cz6fT5lnaAoic9FLZBiGobKxyejIIOhAl2VLqJUQExMTGB0dRSwWw+DgoJLaly1bhrGxMQwMDKjAi4GBAWWii8Viqr8y2oll2gcGBrB27VosW7ZMaTNMrGO5DF0YsfKNSr9wNTiMwYGDecBONa/FhCRhp01Ue+ZCg+GeNMXQvCRt/tKkJAv7UdMwzZmD7CcnJ1WYpiTArJwcCoXU+9AUxTIUdBQXi0W0tbUhn8+riJqJiQklZcskPPadDEqamRhVJJPeZFAMI5ekWQmAqkUFQEX/sF8krLxPZqTTfLN161ZlhiqVSli1ahWmp6cxOTmJpUuXwjRNjI+PK38CzW8EnePUUFpbW5HNZjE0NIShoSEcf/zxWL16NQYGBtDQ0ID29nYcPnx4zrzarStHY3DgYIFh5ei0gx0zkBFllXwN1drXI5Ss2qj0GaVTEkU6mgGUESpK0ryeuSzMFSBhZ/KVzNeRxeRYmoJJXbT1ywhDEsmuri6Ew2Hl0KVET9MUmQ7bB6AYg6z4yuuA2XBUmcjGUh+pVEq1LUPGaUJiAc9MJlMWDUTns2TyZCqM3lqyZAni8Th8Ph8mJydVhQAWRiRzYASXTAkgI3a5Zs8KP3ToELq7u9He3o6pqSm0tbWVna1Rab2QIdcChzE4cFAj7GrVcNPZEXO7747Ft2DHSGplMLIGDyVhtsu4fDID3RnNQ4GAGak6nU4jFosppsBqyJL4ytB1abph27TrNzc3K/ONPJxIfzdmEfNe5jcw2ocn0zGPhn4FMgCan+hHoaZAnwR9B8wzYFVn6dTVw2Pl/DDJLZPJqHZoAuK4M7mPPhuWY+f7MQOcmhePFWD1WWZM0yRlt8Z082EtcBiDAwc1olJ00LHa/q1gpVWQiB9rJjcJrm5zJrGTfgVK2yQ+/M2YfOYCMF+HDmBK3ayyXCwW0dTUpM4mAGarubJPwKxmxlLUNK9QO2HbxWJRHY7D+6g1yPchc2CWMv0ZNAexfZqYmHFdV1eHXC6nCmKyXTnuOkP2eDyIRCIq658F8SQjoz+HiXfUfuSZ1NIZztpO2WxW1RnLZrNK++Cxp1ZrxsrPUNP6qOkqBw4cvCTE34GDVyJqMzg5cODAgYO/GDiMwYEDBw4clMFhDA4cOHDgoAwOY3DgwIEDB2VwGIMDBw4cOCiDwxgcOHDgwEEZHMbgwIEDBw7K4DAGBw4cOHBQBocxOHDgwIGDMjiMwYEDBw4clMFhDA4cOHDgoAwOY3DgwIEDB2VwGIMDBw4cOCiDwxgcOHDgwEEZHMbgwMErBDt37sTb3/52rFixAj6fDy0tLdiyZQt+9atfzbl29+7deP3rXw+/349IJIL3vve9GB0dParnPvroo9i8eTN8Ph86Ojpw9dVXq/r+88Ftt92G97znPVi1ahUMw8C55557VP0ZHx/Hl7/8ZWzZsgWtra0IhULYtGkTbrvtNsvrc7kc/vmf/xldXV3wer0444wzcN9998257t5778UHPvABrF+/Hm63G8uWLbNs79prr1VnX1j9PPLII2XX1zoX1113Hd70pjehvb0dhmHg2muvnffY/KngnMfgwMErBIcOHUIymcT73vc+dHV1YWpqCj/5yU/wpje9Cd/5znfwoQ99CADQ19eHLVu2IBgM4gtf+AJSqRS+8pWvYMeOHdi6das6pawWPPvss3jNa16DdevW4Wtf+xr6+vrwla98BXv37sXdd989r/5/+9vfxtNPP43TTjsN4+Pj87pX4rHHHsO//Mu/4KKLLsKnP/1p1NXV4Sc/+Qkuu+wy7Nq1C5/97GfLrr/iiitw55134mMf+xhWrVqFm2++GRdddBEeeOABbN68WV33wx/+ELfddhtOOeUUdHV12T7/rW99K1auXDnn80996lNIpVI47bTT1GfzmYtPf/rT6OjowMknn4x77rnnqMfnTwLTgQMHr1gUCgXzxBNPNNesWaM++8hHPmJ6vV7z0KFD6rP77rvPBGB+5zvfmVf7F154odnZ2WnG43H12Xe/+10TgHnPPffMq63Dhw+bxWLRNE3TPP74481zzjlnXvcTBw4cMHt7e8s+K5VK5qtf/WqzsbHRTKVS6vMnnnjCBGB++ctfVp9lMhmzp6fHfNWrXlXWRn9/v5nP503TNM2LL77YXLp0ac19Onz4sGkYhvnXf/3XZZ/PZy4OHjxomqZpjo6OmgDMz3zmMzU//08Nx5TkwMErGG63G4sXL0YsFlOf/eQnP8Eb3vAGLFmyRH12/vnnY/Xq1bj99ttrbjuRSOC+++7De97zHjQ3N6vPL7/8cvj9/nm1BQCLFy+u+bD5Sli+fDmWLl1a9plhGHjzm9+MXC6HAwcOqM/vvPNOuN1upU0BM8drfuADH8Bjjz2GI0eOqM+7urrUWdXzxY9+9COYpol3v/vdZZ/PZy7sTFevRDiMwYGDVxjS6TTGxsawf/9+/Nd//RfuvvtuvOY1rwEA9Pf3Y2RkBKeeeuqc+04//XRs27at5ufs2LEDhUJhTlsNDQ046aST5tXWnwJDQ0MAgJaWFvXZtm3bsHr16jLGBsyMBTBjKlsI3HrrrVi8eDG2bNmiPlvIuXilwWEMDhy8wvAP//APaG1txcqVK3HNNdfgLW95C775zW8CAAYHBwEAnZ2dc+7r7OzExMQEcrlcTc+p1tbAwMDRvsKCY2JiAjfddBPOPvvssv4ODg7a9h/AgrzDzp07sX37drzrXe+CYRhlz5bP0p8/n7l4pcFxPjtw8ArDxz72MVx66aUYGBjA7bffjmKxiHw+DwDIZDIAgMbGxjn3eTwedY3V9zqqtcXvX26USiW8+93vRiwWwze+8Y2y7+zeVY7FseLWW28FgDlmpIWci1caHI3BgYNXGNauXYvzzz8fl19+Oe666y6kUim88Y1vhGma8Hq9AGApiWazWQBQ11RDtbZqbeelxlVXXYXf/va3uOmmm3DiiSeWfef1ehdkLOxgmiZ++MMfYv369TjhhBPmPBtYmLl4pcFhDA4cvMJx6aWX4sknn8SePXuU2YJmDInBwUFEIpGaJdRqbVUK6fxT4bOf/Sz++7//G1/60pfw3ve+d873nZ2dtv0HcMzv8Mgjj+DQoUNztAU+Wz5Lf/585uKVBocxOHDwCgdNFvF4HN3d3WhtbcVTTz0157qtW7fipJNOqrnd9evXo66ubk5b+Xwezz777LzaeinwrW99C9deey0+9rGP4Z//+Z8trznppJOwZ88eJBKJss+feOIJ9f2x4NZbb4VhGPirv/qrOd8t5Fy80uAwBgcOXiEYGRmZ89n09DR+8IMfwOv14rjjjgMAvO1tb8Ndd91VFop5//33Y8+ePXj7299e8/OCwSDOP/98/O///i+SyaT6/JZbbkEqlZpXWwuN2267DVdffTXe/e5342tf+5rtdZdeeimKxSJuvPFG9Vkul8P3vvc9nHHGGVi8ePFR92F6ehp33HEHNm/eXBaOKrFQc/FKg2Gapvlyd8KBAwfAW97yFiQSCWzZsgXd3d0YGhrCrbfeihdeeAFf/epX8fGPfxwAcOTIEZx88skIhUL4u7/7O6RSKXz5y1/GokWL8OSTT87LfPHMM8/gzDPPxHHHHYcPfehD6Ovrw1e/+lVs2bJl3tm5Dz30EB566CEAwDe+8Q34fD584AMfAABs2bKlLNSzErZu3Yqzzz4bwWAQ//Ef/zEn9+DMM8/EihUr1P/veMc78LOf/Qx///d/j5UrV+L73/8+tm7divvvv7/smdu3b8cvf/lLAMD//u//Ynh4GP/wD/8AADjxxBPxxje+sew5d911F974xjfihhtuwIc//GHLvs5nLm655RYcOnQIU1NT+OIXv4jzzjsPr371qwEA733ve+fkbryseFnT6xw4cKDwox/9yDz//PPN9vZ2s66uzgyHw+b5559v/uIXv5hz7fPPP2++7nWvM30+nxkKhcx3v/vd5tDQ0FE99+GHHzbPPPNM0+PxmK2treZHP/pRM5FIzLudz3zmMyYAy5/5ZPl+73vfs20HgPm9732v7PpMJmNec801ZkdHh9nY2Giedtpp5m9/+9t5tfu+971vzvWXXXaZWV9fb46Pj1fsb61zcc4559g+/4EHHqh5fP4UcDQGBw4cOHBQBsfH4MCBAwcOyvCKZgzXXXcdDMPA+vXr53z3514qeCHbcsoOO9AxNDRU8Scej9fUTrFYrNpWrftuIdty8BLj5bZl2eHIkSOmz+czm5qazOOPP77su23btpkej8c8+eSTzW9/+9vmv/zLv5iNjY3m61//+nk/55xzzjH9fr953nnnmeFw+KgrQv7qV78y6+vrzUsuucS8/vrrzW9+85vmeeedZwIw/+3f/u0lbeuyyy4z6+rqzGuuucb8zne+Y77qVa8y6+rqzIcffrjsuve9732mx+MxzzzzTHPRokW21SWfe+4585Zbbpnzs3jxYjMcDpu5XE5de+TIEbOlpcXs6ekxv/71r5vXXXedGQ6HzRNPPLHsOtM0TQBmR0eHecEFF7ziq0v+uQMVbPSwsalb4eDBg1XbqnUeF7ItBy8tXrE+hssuuwyjo6MoFosYGxvD888/r7676KKL8Oyzz+KFF15QxbNuuukm/PVf/zXuuecevO51r6v5OUeOHEF3dzdcLhfWr1+PlpYWPPjgg/Pu78GDB+FyucoiC0zTxPnnn49HHnkE4+PjaGpqWvC2tm7dijPOOANf/vKXcc011wCYybpcv3492tra8Oijj6o2BgYG8P+z96exlmXZfR/4W3vvc+70phgzInKMzKxiZg1ZA8VBRdJFqiS1KBIN24LcbRttQaZgNIyWARsQPMAU4Rn+YEDwJ8MNWTbVBtqSLFqQ7LYMShQpyiRFsVhzVc6RQ8zTG++955y99+oPa59z74uMzIoqFsnMqNyBG/e9++5w7hnW8F//9V9nzpyhqip+9md/lq997WtcunTpgbbprbfe4sknn+Qv/IW/cIwa+G/+m/8m//1//9/zrW99a6D0/fIv/zJ/4k/8iWMzBAAuXbrEU089xa1btzhz5gy/8Au/8GHW8Pu0fvmXf/k9/37hwoWB/vpea7lc8uu//uvv+Zynn376GEvoD+K9Ply/z+sP1y/df/3qr/6qeu/1K1/5in7+858/ljHs7e1pCEH/0l/6S8de0zSNbmxs6M/93M9915/7e9GQf7f1X//X/7UC+pWvfOX35b3+0l/6S+q9P6anr6r6n//n/7kC+uabb973vb5TPfr/8r/8LxXQf/SP/tGxx8+ePat/9s/+2Xc8/6Mf/ah+4QtfuO97fRD06D9cH67v5/W+qzGklPiLf/Ev8hf+wl/gk5/85Dv+/jBIBX8v3+tD2eEP14frw/W9Xu87x/Df/Df/DW+88Qb/yX/yn9z37w+DVPD38r0+lB3+cH24Plzf6/W+kt2+ffs2f/kv/2V+/ud/njNnztz3OQ+DVPD38r0+lB3+/lv/z88/SUqJGCMxRlJWuhTpUqLtOnJWUso0MZMVIp4uKzE52k5pM8QsRFVSFgTFia6YZy4Dicp5vHOQM84pj57d4QcuPsrGNNDFJbWDae0JLuMl48Qj4vHe4wJ4gTo4vChOwHuH9x4fAjhBnODEHbsXcXjnqERwItgLHc7ZLYgQnEdcRlzGufKe4uzmy+c7hzhQEXAO5z0ignPgPDgHIuvlVSVrQkQRB3UVqKqaEAIigqoi4kAySES1Q2nKazIiimoix0hOCckWdXtngZSIsPHP/c9/GKfLd7XeV47hP/wP/0NOnjzJX/yLf/Fdn/NBkwr+xV/8xXdIBX8v3+tD2eHvvzWd1MSuo3OQgyOmjOsUJJNVyAkET1bIgJeAJDOCOWeSQhbFKWQyoKjasXbOoVlxIjjnceJQAZHMaDQihICqAhkEEMF5wdmPw81IRmZ8i23G9XZeyksRBDOgjv4xEM32yFp22q/eeTnnYM2ZIQAZVchZEfEIHnEOKY5lfTtW27m2ip8QMGfl7YYq9i+CZiCimgBFyAiKoKjaTRS7rb2/vj85Pu+63jeO4eWXX+a//W//W/7KX/krx+CP5XJJ13VcunSJra2th0Iq+Hv5XufPn+fy5cvvePx7LTv8X/wX/8V9P3v9s+79/A+y7PD7eQWXS0TuSFlx0UyUWSIhAdkJzglJhU4hZcWD3Zz9LpqLc4CsWoxqxnmL5gUPWJRd14EqBFJKNLmlqgXv+6hbEacEX8y9KJCG7RXncOQS/NvPFt2Dc8WwYw5EyIMRVTUHNziC/v3E4ZxF9j20qTmRUbIKAY8P3hyb97gQcN6VqN9e1zNkVwZb7bs78D5QVRUhOEQyWTNaHKiUjAE6RJM5hJxIGhEVvPYur/8OvYN8p5N7P6/3TY3h8uXL5Jz5t/6tf4uLFy8Ot9/6rd/ipZde4uLFi/zH//F//FBIBX8v3+tD2eHvv+XFoB3vFe/M0AcHlReqIATvCF4IXuzvJUr3zh6ryr0vEXxvxCwBMDhHVei6REqKqhm15bLh6Gg+GFjvnTkR+gxCDaJx4IPDhx4mWm2DqEXZjoykRGoa4nKJpITLGckJrxC8p6pq6tGIqqoGiKgPw9cbLg02ss+rKk+oPG7dson9N0BM5aH1IF4V3Pr7iYAoKr1T6G8J1ZIx5IjkBDkhOUPO0GcMFEegq/f/IK33jWP4xCc+wS/90i+94/bxj3+cJ554gl/6pV/i537u5x4KqeDv5Xt9KDv8/bcq8QTxeOdx3uE8eC8EB7UTqloIlVAFpfaZ2mVqB5U35+A95hi8wztPcK44DvBY1OtU6NpI6hKahabJ7O4fsbt/QBcVRyC4mspXBG/Reb+cOIOixKHZoK2MQ12FSkXWmpgdbVLamFHxuDDGhQmZii452uRJUoOr8b4GV5HFoy6QUCJClID6QKhqQlUjfoTzFd5ZzUFkBVDZz/a7soreVa22gEScF6riVESUrOVGIlkeZvWWlHEpgWZUM6JAtjqEoitMbPiMD6Gk73qdPn2af/6f/+ff8fhf+St/BeDY3/6z/+w/43Of+xyf//znj0kF/8k/+Sf5U3/qT31Hn7suFXzz5k2Ojo74T//T/xT4zqWC/7V/7V/j1KlTfOELXxgKtv26Vyr4e/VeP/IjP8Kf/bN/ln//3//3uXHjxiA7fOnSJf7qX/2rx163Ljv8yiuvsLe3N3zX+8kO//2///e5ffv2fadX9es/+A/+A/7m3/yb/NRP/dQx2eFPfvKT/Pk//+ePPXdddhhs3/ef/76THX4fL++8ASFZC6wS8N6wde9AxSJ6siKq5KwEp8RcHAN24ack5GzvqXI8qhUEzUpKCecdKbYc0XI4FpZbY7Y3RlQhUAVwCoquomQgK3jvGdUjvEiBWwQlgKsQb/WBmFs0ewI1Dk+bIaVsxWINaBRyFxHnqGorWqcUITuCc4h4nAsF4+9x/5JROAosBn39wTKbbAZ8WPZzXxx3Xsp3UDP+/XNUS3a0ul+9+vh7re9JVD90DH8Q67Of/Sy//Mu/zL/77/67/Nv/9r/N5uYmP/dzP3dfHPzbrX/4D/8h/9F/9B8de+znf/7nAfiFX/iFB3YM3/jGN2jblps3b/Kv/+v/+jv+/tf+2l97YMfwnb7XL/7iL/LzP//z/PW//te5e/cuL7zwAn/v7/29d2z7F7/4xeG79av//c/9uT/3DsfwP/6P/yNVVb1n5P/444/zq7/6q/w7/86/w7/37/171HXNz/zMz/Bf/Vf/1TvqC3/1r/5VfvVXf3X4/Vd+5Vf4lV/5FQB+/Md//EPH8IBLsUg25YLHq9UDvAN1WFQr2TD4nFGfUbUyaVZBxbxB9lZojjgyWgLiUkAtNYqcMykmpDiemFLB4s14ppRQVmweM6zBnJNzZCwrUVeRslr20CVSTuScmM8XOOeYTSGEipwN069HnlFuCZUVjSeTQCU1CvgQSlE74MUDzgx4TqScEe/wXuwWHOpAS+1CxIr0Q6FZ+ozCahcGN5XoP5uTXT05o6Syt/I7fcBwfI4lDGuf88FZ71tJjA/Xh+vDdf/1Cz/7EboUaWNHVEXVkVIm50yMkZyjGdgMKanRWJPSJGHZCU3KxIxRV6MSgSZGUrQCtNUY1NhJQAgeXGLsM4+cmvLMk+e58MgJKpfIcc4oYLWNqib4CnGBSDYcP2VSzGQcXZto28hy2dJ0HV3s6LoO7z11PSH4ytg/WfEhUNeB0ahiPBmxuTFhMq4ZVYG68oyriul0zHQ8ovICmhAi3mHPGXl8EMR7tGQAK8dQjL06+zyNeC+MxyPqujJ2V06kvq4gVnh2RJwmhA40ruoHgOY+C1mxkuwzGT575wv/yx/cSfJ7XB/IjOHD9eH6fl5Zc4msLbrPORWqZMHBC0vIsoZMFnCqBHUEUZIz6MhnxatBUkEUdZCzQ7U8gQziEOfxIjjtGIUR09GU4D1mEq0oPKqkZAqOtutYdpFlG1kszREsm4b5csmy6ehiQtUYT6oZELwc4XAGBKngKdsvSlV7ZpOK8SgQgmM8rjm5s82ZUyfY2d5kczqhrjzT8YhQeUJtsFDO2aoRYtmPiqLSk2StKG7G3eGcfY8QAqjSlbqAai702mS+BCwty/372YNZFJf1HZkCfPDqC/CQOoaU0n1ln9fXxsYGGxsbH9j3+nB9/y4tcI/d50KGWeHYQwEUtWYuwPUNV14IKClZ/cGpDgyUHpu3V2J0T+dwwSOaUIUqBMaj2grMOMaTKZW3z1EcbZc4OJxzOO84PGrYP1wSYyZpJuZMTI4uKTF21gjWQzlrHQ3OBXzpEYCMayJ7B0c4SSgZ7x1bm1POnDrBmZMnOHv6JDtbm5w95RlNKpwPVifIiS53eHqmldFLKVCaqvUrkAURD1KheJBUai4GGWVNeMlrRl9APapxwIxEC+W2P0Z9zWWoS3yw1kPpGN566y0uXrz4ns95UGXP9+t7fbi+z5eUXgML84GVczA+v0EbThXnhXrk0Nb6F1JWXIr4bOYrad/wZQY6qxYbLYgXnIfUdNQeRqOKuq5wCg4lOA+aWCw7mjZytGjY2z9kfhTtsQQ5WwNaUkfK5fcMqLOaBkouDiJnNVhIrNjrPFSFUZSzZRd0mXmas3vU8saVm4zrijOntnnmqQs88+SjPPbISbY3pnhvzXnOeZBszWilq1tErYlZrM8h+ArVQMxSOqYVpSNrC0R86cpGixMQj1PrYQAGJzBgSHZEhia3D1rS8FA6hnPnzt13UM36etBC8Pv1vT5c389LDdPOOhRVV9kC1pxg7cpmGEswHhRiUpxmPEooziC6PuItSwwaIUdUFJetGa0eeUajCueKLAUZTZmmbTicz9k/OORgvuDoaEnbRLIKiYBmh4qSFZJCzIpmV4g+ZnCTgyxSqJ1l+7HiedvmUnuwbRMnRBHalEBbRBfcPTxk72CXO7dvcffx81x8/AJnTp+gntT2nsmMfU7RqKku44rUhZeA8x4kkDUjBUKyJr1o96UJz6r7BrWJWrYx7PneNwzOIPddeu+sRr/P14fF5w/Xh+sDtv7yn7rIsm1ouo6EQUkrzr2SRMmlOQuxjmdUiB0sl5nlItFFISahS7BImcMY6SLEJES1m+YEOVMHYVoLZ7ZnPPfM4zx29iRBl3TtgmZxQNPMWSwXzBctbcqkDCoBxJGzkJKSB7kK+z1mQUtNISP0SURWjDmlhTmlQlIl04EkM7DeWROfE3zOBJRx5ZmOhFktbE8Dj547w7PPPs2TTz7G1taEuna4Og5dy0jEO8VJRRWmBD9B3AghIbJEdUnWJVlbayT04HMw51TqMuSIlqY2YChSw6o+0WdiCuz8sb/zB32qfNfrocwYPlwfrod5ObHQNKdUIKNCrywwhvRBqnOoswas3qB5EUIofRBiKL5XM669NIao4IsUhgIBZVIHZpOaHFvu3LqJtod0zZyuOSIEk7bYmIxwoaYajXG+RiQYK6qNdDmSYibGTNcluqxD9tAlM6Ix5fJ7JuVISkb87CsQGYOGUEfSvj9B8E5QqegS7B4u2T+Yc2d/wfXdI964eoOPPPMk5x45xcaWZzS2JjcfPKES6mqCkwrNCdUOiIiaJpJgelLm0RicwNDIRir1nJWsRn+vpcpgWY580BKGDx3Dh+vD9UFbIlJgmONaP+WPRdDOJB1yMWz2NEGcI/iVyENSJSSo1uAOkUykyFh4mI49G2OPdnN2by2ZkxiJMh1X7GzMGI8C48mY8WRGqEf4qkbEk5OSEsSYSJrMIbSJrou0OdOlTNNF2i6Sot03XWTRdDQ5EzFabS4iGrHoOmnO5ATJiE0sRYmpoeoVWF1Nt4Tl1V1u3T3i7v6SZy4+zhOPn+T06Q2qsTKtvFFrxVk9wynkBnIka2eFZXKp4xSnQPER2sN4qbjTVT8EPWlVQdWkRQQh9Z2EH5D1wI7hlPO0ltDRlQP0nS4pkU7fqH7vsijm/n8QigAYght6LPWeBvfV6k/8B9qu8t66dlv/m5b36p9XAzVCjTCyXk6L4igX6/BaoSPTCSwVOhFa7GJ0Jb0ceeHJx8/xyCPnOHHqDGcvPMalS5c4uXOCC4+cw3vP9Rs3+O3f/R3efPNNUkq2DxQm9QithP35EbnNeF+RJfPCM0/wL//xn+Irf/+XOD+d0h4l9m8vOFgs8eMpd5cLmrbBkdk5OWHjzITTFx/hhR/9I3z+p3+W3/3a1/lr/+//gS9/5S1iV5FTJugqZe5hC4AO+065GKH1YyF9o5BieHf/eDkHPEJdjmYWpSPToCwVGgzdvfcY+bJfjYj4nZ+HDwty6rwzSWjNg/EHRcWE8KzxOZFJBevuaaiArDNlzOx6LRGuK/wgUerCaBoFqL3iiXh1TEYVW6MRJ3a22NmaUlfOuoarGnxAnEdU0CAmiZENSooxG6yUlaiJNiUWTcdi2RDbzmiuTcfYC4vG0cZE12cRGUjGbsqlUa6LQizpUfCO5Gtr6nOOSh2p1DRefeMGh/OGpnkUVz3OhY1tfGWQVug7ozUjGsl9tpAtE3BDQlDqOWhhKxV4TEpD4CC70dsxLZ0cHhQODo849wd8jvxe1ocZw9oaaM33Wb0zc8duFp0Zz1mMBVIMoCq9uooZr4I19jCAqjIejTj/yGmee/5j7OzsMNvcIirs7e1RhcAzP/bjnNjZ4Y033uDUI2e4ceMGL730EhoTn33h0yznc15+7UWuXr9Gc9RyeDQnk9m7fZM3XnuFM49cYJKVo73bzNuGKMp8OWe0OaXKFXVwbG9PaHKD82Pa6Lh1Z59PfeaH+Ff/H5B+8W/wystvMz9s0dbUMXO2i6CnOPriIFO5bNb3YN9gavtj7XFWDn5Q2NHeuT4chvv3czkcXjyVD8aMUUg5k1RJRb8nazb8SGOJcgv0lMUchBNEklVlRRFfWEaU3gaBceWoK8d05NiaBmb1hLMnttmajJj6wHQyoq49SsH+cwY6qxxIDZiBdE5BbMZC9n3XNoyzMJbMRAJdLbSto6mFpoblKNBGcx5Nl2ii3bcRuqJXl0VQ58E7MtB0iaQZnGNUC64OKErTzlk2S3CZydaE7RObTMZTqBTxAecyOUUkR5xGE8VTu3JFwWUjz6qkwSFkkv3eBz3icNpTVIFsHdvW/Oa5dnWXj/xhnTDfxXr/OYY/BLvQR7l9RnO/v/c3jxDoDZtFsG4wan0eY0Yy9qw8sRM5aSaLpfObm5s89thjXHzqSQ7nR1y7+SonT53iky+8wBe+8AV+8zd+k3/8a7/GT//0T/NjP/5jTDY3mM1mvP322/z2b/4We7fvcPXoiCDC5mRM6DLLo8xoEjh3cos7N65zuqrZPTjkxq1d5k2LqysmW5vEWkgx8eQzT3Hm1A5Xb9/gpVfe4muXLrOfPf/i/+1f5oVP/yD/3Btv85GP3OB3/uk3ufLmm+QUcSrkyKC4GTBn50vUfy+aqoZ5FN3/fn8KHjc41tWjHzqFB1lOhOADKoLXTIqGd6PZZC0wnaOcTb7Cgu3ymIISEHWWuWVj4XgBcRAKDdZ7x87WjK3NCbNxYGsSmI5qdmYzJiEQciYER115e2/VAU5xWqi0Q5BUzgFnmUhKFjL1sh2ucnTOUYtjHBwxBLpJpo2ZLmZzCrGjaTuaNpVMwiiukb6T24AdciblRNREkxOdZILLxARXb9xl/OLrjGph+sJH2X5kB+hIeYnmXHo1UrmPlsv2048V1K1YYFZM7yXCvQWVfVwjpgKrar0dyyZy69beH8KZ8t2vB3YMpSdxGP7x+7H6iPx+6zs1GT308CDPe5DCkJb3C5TCnIDXlWAX5UJImi1Q80J2gHpSyiAmh7yzvc2TFy9y9pFHOH32DLGLXHrzLV5/4xKT2YwwnvKTP/VT/Ev/yr/Km6++xt/93/53nn7mIh974eM88+yz7Jw+xed/6ie5ee06X/3dL3FwuMtyOefM49s8/dTjPP3sRU7XgStf+zpX3r7Kpjgm44q6ciydJ3q4fbDPxz7+JE//wKNoB6f9WZhNePntN/lbf/PvsH+Q2ZlOWRzc5rlnznLttbdYHmwxbxqaoyVNG23iltrkr4wVQG1nHD9SWmCndYjQqeJ7OEP7El5pCeozqnv2//ogl1W28k7o7/thiZiEtDoha8Y7IAqkhGIZhSs9AynZYB6KnLZDyMn496I2H6EqFE0cVFXFZDJlY3PCyZ1NtjYm1BWMg1A7M9y1CEF9USBNNgBH/FD7EBVkaF5braFjO0YkJcglQ3GOADZRjmAGP2WSz8RKiFmJKdJ2LU3MtF2iS4mYM8uYOGojUYWszibVFc2kHFuj644CEiqaDt586zpOIqdOnuD0iROEYHpQOXUmd+Ey3gtkD0VmBFYsoyxrCqqsagsm5+2GgrtdD56Y4I03r3D77nFZ/Pf7+g4yhj+Yy+/dag/fi/d5t+cNseq7fJCynjWsikzAgHUbi8EchArgnIn1KmxtbzOabTCaTDhz7hEuPvMMGWV3b5f5vGG6scVn/sgPkzWzu7/PjZs3+fHP/Rg/+OnP8o2vf51f+l9+iX/wj/8R2zvbXLx4kR/+zA/y1ONP8C/8mT/DT/3xn+Kf/fZvcOnll/nE889x8eJT/K3/7r/j9Vff4MmTp3ji3Gnmt2/iRDkS4dVbt9nYcTz/icfZ3qi49vYtLr/1Ntd2Dzh15hR33rzM//63/y7PPvkocJPw3BOcmLTszGqeeOoJXnvpErHdRcrgF6u/yLCj7k249J4bFBiuEL5t3/YqM1pyiHc/4nLP7ftxNU1j0JAVA7BuYYcUAbremB2zy4NzKI63APCSrfBc1cJ4NGE222Q2mzKdjdicjZlNKxyZ4NUcgpSidDlq1k0sCMGuowKn+PucDE77cTcMEXbRAKT/Kka1BY/dJwfZOdR7oqvoQqYLnjZFYk4sozDymaZQYLvCcupStgFFAOJooyLLDDnx9ts3+ea3XuPRR05z+vQMSm3BE6mCEKM1tAXx5OIc7LuWs7hAx1LGwKmac/G+AhxJe/kMx929fS5fvcl8Gfkgre/AMXwP8N+1E+XeAu93+Ebv+pvc9xnvXMevGX3X1xx/TN7xUxxMnj3iXSBnG1gyGo05d+oM5x97HB9q9o8OOTw85Pr16/zAc8+B95x9ZIq4wObODucvPMLXvvwlvvKVr7B39y4fufgMdV1z8uRJvvqtr/GNb36Tmzdvcv3KVZ69+DQfe+55ZhsTXvjMZzixvckbr77C1vaMa1evs783ZzHaoF0s2ZyO2NkccbNrubhznumpmvFEmC8OuPz2JXbv3uHunYZ6NObMZIvDow4/b6mqhse2Jzz68TM8/pjn8t1DXnv5EqMQICUjcuQ+ZX63fVjGuOj6I6udm4dH3m1P3/vYir7YEw++3zKGO7fvIN6Z7o8TnAQUi7i71BFzZ3UDFbz4IpvRs2hK7ivGtHFAqBzT6ZitrW12tnaYjGpGlaOqHJ4yDAgITqh80U3KVljWQh5wYvfi+mz9PjQOESuWi0OdQUp9ViGl56IMN8B4SGaEPaYIK8Ey1OCUOgsJzyQ7JrXSJGgTLDthGWHRKj5Bp4qmjq6F3HpqV3N4FPnGN17n1NY2n/70Rzl5MuB8IHYNIQgxd4hUZF9m7wwhoYDahDrTdLKpRKoQu4SQTUk2O0KYMF8mLl+5zf7hAgnvP9T+vdYDb+10c5P26AiXEgEGz//dQDysva7/fR0quN9amd5v7xS+k6X3/JzfxbP0RLQ0nCYgzg9sEFET6FInbGxvc/Hpp5ntbHHr9m1u7d5iPJ7y6KOPce78o4wnYyYbGyyahkXbMtuecv3mDX7nS7/N/t5t3nzzTf7Z7/wWj5+7wI/88A8znY2pJ2OaruWbL77Em2+8yZXLV9jb22M8rQgucfHCOWZTz1uvv8Th/j4oXL95i7ObY6qp53CxYO/okDgesTE7zd7eEalJTDa22GkyLjR03ZLN2QYuCvtX74LO+ZL7Jh/96DM89uizzHPmT//pP80/+bXf4MqlS9TloPU0wvwex+ZeiLDPEKDPFIxpxdr+vff5q1xNh9davCzv+OyHeS3mc2tkU2O4iXr6ZmFfBZxn4Pg7fBETtVkFBfS3vMxB5T2bG1O2t7c4eeIE2xubVM54X/1UtuAMcvJldrLHGXwlVsgWbBocMBh6r8cB5zykLwlxpkCKsNYToMddviujOLHt1Z64IYJkwasr2aoSQsUkC10U5t4xip7aOVpV2pxoUsI7e9+26dCoXLt6l9/4jd9lMh7x2R98mtHYk7KjaVvGdcA7yxZSyYfd4AiK/8IGDFmXtn2P2CX8aFxmQYzY3bvF9Rt3aNpECPXv4xnxvV8P7Biee/6TvPjKy9y6c7ucZGZEv1P23xDh3RPqvRuFdf11fJvn6AM+771ef7/f18EjBSK9vr1SeY/maLNsq8DO6VM8++yzdCny0uuvAsq5c+d56smL/NAP/QinTp3laDFn7+CQ/cM5N+68TXbCiy+/xJe+9EW6bsl0OqWuAi+98hK3797hyaee4vyF8yTNvPnmW7jg2d3f47f+6T/lqWce5/SJTfZmY86d3Oarv/O7LBcLfKjIOMJ0m84lFvMjJttnuHLjGo+UKCjmTDWdoHv7hHHgscce587+EQe7tzjaO+DJJx7h9Kkz3Nq9y9eu/BN+6PN/GudO8Ov/+DcsUi3wWTq2v9+ZFbqed79mzKE4kx5O6Pe19nDd/Z3MvcGBY310yveHc5jOprRdR9N1xC7TRctbcRBzwgXB+4D3rtBDKVRVi8BDKEfAC7PJiJMntjmxvcPmbIPJqMaGJlgx2XlXZjXLoKXkB3adXbUi7h31vJ5WsJp5XAy9d0iZEOdy6QlQXWk19ffOirsppdLolkD6567R1QUqtcwmePC1pw6OOjij12tiETuiCkkD7aKlbRNSBW7dOOArX3qJ6cTx0eceYTKZkDXjKgv4cozknPB4238lR13d7Juq2v5IGbJ6nK9YNJG33rrK4eHSso/0vhmW+UDrgR3DCy98mv2jOXuHR8TmyB78Hl+H32vM+H7FZ4sy7r8cq9rpu321/nEVK5p68SQx46hdRPd3+dLXvkqoA1J5xpMJJ8+c5vlPfJwnn36anGERW3DC7sE+r73+Ol3O3Lpzm/liCZq4e3fPLryk7B+9xdUbNzn32Hmef/556rrmjTfeoNPE3ZvXUadMqmeZTrZ4/bUrXL56l42tkxztd5yeTLh56xbTyjGbeLYmG2QJ3D3Y5clnfoBvff1baHJMTm7wwnMf4xMvfJa/8f/9n3FB2TwxYTwb4adjNk9scfrEKb701S9x7coet+9cxwdHbhWPNQhZ1G6UyX7l9X0mx41/YnXLxWatO4h7lwWcqzeRgkt/n/iCY2tjtkEbO0YpEVMidpk2xjKjIdI2ivMdVRVQNdG8vhnOe2+QUOWo/IidrW1Obm+xNZsxCkZ/lWKoffCEUGYk3zNr2cZ2GixlSqv3QIHSs3n6x70ZdV0NAbKBOMlgJJzRRjNGo8VBoTVYDeK4JpT0WkZqTKeeKh6CWHZRC7VmIo6RejpVms4RENpFwhNAhbfeuEHwHZubFU9/5BFClch0pNiiqWPVHKj0GkkrCoSiOIPRvBTKbCamxJWrt7l2/TaxVbyvaJru9/GM+N6vB3YMzz/3cV679BZvvHmZebsoTR4PvuSenwd5kXtu77a+0+v/3fzzvZ9j9qY3OMdjznVUaQVlFCBDHClnlikzHo84d+E8LnhOnz7Ncrnk7u5dZtsznnzySZ7/xCfAV3zrpZeZTGe89MrLvHX5Mjdu3ubO3Tt0KXPjxk1STIWDbvGIQ0gx0x0tmL92iTt3d9na3KSqaq7fuInmzN2DI15/8wrPPn6R3b0W8VMOljfwHjZrwaeW5f6Ci499hM3tGT/y6efJG5Fnn3mGq1eu842vv8QPfPxjfPZzP8Llt6/z2BOPE+ct6XDJ29eucun2ZT79o5/kcz/4I1y5M+eLv/ONUnAEFVPH9CKDQ1gNPVxjIt3rbc3nmWNQkzqIWL0mSU+pvOd4as+Mk+H8GYqYw7H6/sgaNmZTupSM4KCZplObd7BYkOdzctuhSYmacc5BNslpAPGZKtRMJmN2tjbYmm2wMRsxGjkqMLaQ641ssPkEBezrl5PSyeIYnIS/tzNV1/K+4tRt8pw5geQ86vW4sRdj9/QNev1kOnFu5V+00HLVtsGhoOZAcrnoXclqRHzJcDw1NtM64BhXIw4PFrTzDEl4441rfO3rrzA7UXHhwhYpR7quxZciclLFE5D+vPSlm1kti7HGTodzNcs2c/X6dV555U329g4IYYQiNO1D6hguPv0MFx69wGgyJh/aCQnfPsrXe55T/O4xyGe9vvBeNYb3gnrWP+fb1St6Ns369ltv1bu/qo+IrMDmyGpTpqazCbOtDagCTUrc2jtge2eHp86cZdEccnf/ABVPlsBLL73Miy+9xCuXXufOnTsAxsfOBTcenK2xO1K/laqkLnHjxm329w+ZTad00dgSuweHaIYvfuVbuJSZTMY89uxFbnzzG7jK47oWyZm333ybJ0bC5ulN8CO+9Ftf4Wi3YTbeYnvzDL/2j36Tq9du8tEnn6Gqa67vXmVvscS5Mf/sy6+ycfZJJqNtjo4aUpeKAmWiwtkFMzgGBqGA4Xjd58D1mVtCSCp0KBGlY9UY2B+fvl9EWNGm+9e71VsWzPpdDvpDtMbTGSFbtkCywZw+B6pUMc41IhCjaRPlRJ9uGa3UQV0FNqYTTp/YYTIeWddyUKpCg0WtYc7mSVvefe9uFfwA+1jhea0jRRnmE6wfD8WyBesHUDy+TJrLHGuAlL772ltHM9m0kbJDSVC6k634bUCmK7pPpm5hXcer2oDBTxMvhFqY544qZDSacut8Lnz9W6+zc2bC9vbHmdT2/cCgLKfgvZbPogzpAfFDycYgqOBp2gWvvfo6ly9fx/sxlThiTMT4kEpinDn3CCdPn0aCH3C+wdPfx5gOePLan/rUf91wr0d79v87r+x7jfiDrONZwfEt1Hu2y7azYKhrkc/q+1HIeIaBOh/IqmxsbFBNR9zdO+DKzVuoQFXXuLff4rnnnuPZjz7Dq6++yte/+S22t0/y6quv8tql13nr8tvEnDl54gTjasytm7e/7ffpr5umaYbUPqXE/v4+bdNw6foVJqMRs1Tzuc98kmb/NsvdfcayiRvNOEotr75+lfjqGzS0VOMJ49kmKhXf+urrvHH9Bk1MvP7Nt0jLOcujOck79o8aZvWM3/riS9y9dZejg44UM0HLNhS6kU3+XanHZN7dSPdZhTmAVdd0uuc1/YVdZn3dc3TfLbd7+Jd6X2CLjqaLwzhPEcV7R1VVqJp4nWqygrF3OKcEJ2xMJpwq8FEdDMcLVqa2DKNIdjtnxr6/1tfhJIcbIvyerbO+hib2tWxA1TrnnQgu2lhN783xpGRT6JxzpQFOQQzScgpKKfy6kjBgw3R6EUHogzf7HA9INugKL+CEJFp0oDLUniYrbYQ2CnfuLHnpW1c4c+oMTz9pzCyLNNr+i5Q6QrKCv/ems+SEECqWy5acMnfv3OXu7l1yzsymY7oyytTqJB+c9eANbnXA1ZXNUC0HfdWMtObtH9B8rzKEdbfwna33fs0qSlo5I3ssr5/Ha8a/n2jVL4cMNqiiT6Ht2Rq89SIcHbF7dETMGfFCFKjrmm+98jIHzYIQKr70ta8zmcy4ceMGt27dIpZu1JgzgVwYJCXifhdrunJkxpkOoWI2m7FYNiyahkuX36IKFU274MbNK0xiRHaPmGlNLRUbIjx+4iyunaN7t9neOkWoZ7x6+Qr7cY8zj15A9w/ZvXNAbOdojqRQsXPmLFpN+PI3L9EdzalSwmkuDsEMSNbeMfREQ6VXs7//WjFKeidyLMOgR3AfJJvUIavI3+ba+6ANZH+3NW+tntDExDJGcteQU7QeBk2rjtz+OlXF4QgOxlXNzuYGJzZmjIOn8mIDawp+vgroZNhfx1xwyRCcuFUwJfdSR9aoAPdJ6wVw6oaaR3/O95mD9AWkrGVgTk8P7QM3N0CVvfyHEyBbnuAAyeDVzgkpMrERg3PUmbdpfcapI2ZHPEq89uotNiYvM60/wuMXNhlVFSLWES0lqs3ZZDeqYE4hKcRkHebL5RHXr19HRJjNZoSq5vDggK5bz20/GOuBHUMn1mxi5AZ9dwP2AO9V4gETn3vAz38viOmdz33ns/tD4yhRxL3vrTpAFvYOeqwYbU1ZiUocKQtzzdyZdyw02uBz64K35phRTdMs+dq3XuLUqVMs5nMWy6Wl9yUyAtjbP2Ae5sTUIRQtonc1buUiVWi7RFZBnMc5T04t8/kSkQZQXnv7NpsbM2IbiYsjqqycEkeajHny5CnyvOHWwZKrV6/z1u4eHUJX16R5x97uAdXY8cTTz3Jjb4/9Vtm9e4e9tqEaCa7JSGdYUEcvFNZr68OgNslxY3/8iJTJYfRjUPTYcxwMlOj1I9zrU1FqFOt1H3MkltXFhzxz2J/P6aJJbnddInUdWW12QkqRLprjtjnHpUhaoN/puGJzMmJcVdTOFYrwKvDog/zBMfTBUF90dr1DWAtWZPjP7q1AYL5A87GLVMQVrCkN3l8K19WUTMvUOF1vOi05wbFaVR8q9Ff12meU+1ycoyvYpceCQucVn42dlUrTXUqwv9dw6fUrPHZ+h0dOblG7ABqH7ynHQhhzVKlL5KRI9ty9dZvr126gUQhuRNdkujYjODQ/iGV8/6wHdwxdS+oiOb57HLi+vjPY572hgAdxCvc+5xjl8V7k4X7PFxl07O99fZ919BCOqrXoN2SiHD9PM8rh4YLZxgahEtq2JZVIyDlnnZRaLlpV2tawYPdtbNm6I7bXtcfa9WNcdVamZMW4NrVkTQTniJWwe/0tXt6/TfBKu1xQiRIqz6b3bCnMzp5g3uzz2NMXePK5Z3jln/yfbJ/e5md+5v/CdHOD3ZvXefmLv8Olb7zCtJ4Qc2JeUmgtePIgCT0Y6/vv775m5NZ+7rtp73cMPSvxQrvIexrA8ffsP+thdg1Hi2Y4/m1rxxhMZoQiMKcq+FChZeiNEvEOtjdnbGxMGNXWqAY6OAE19GYotVngritVZLGAqeTdBqX0DiKvPMWKTKrHjqEJTJbQwdKUMnO53Pcng5TrsXDd+kCtB6hXAPZ6HtmHBwxnhmUZKycl2kuSg4jRWxUhZWsSTLFlb3fBpdev8OgjJ3ns0W1r6AsW5miZ5ObE5LQ1gSZBNLCYN1y9coPFvEFkhqinaRJtl3EusFy0v38nxO/DemDHcOvade7cvEmzWK6q8/dZ97JCHsRB3Mtv/72uYQvey9+sWZEhJaYEM32EcKwg1t+vDN/6SaqDd4AYM0dHc+q6YrlYEmPHeDJha2uL3bt3OZovCqXc5usaw+a9zdm9MIiqDo6h/71/nqW1S0uZvYfxCJ1OuH13l735AaNxDTFxRuDCbMyFU6f4zGc+idaOvJH45A//IHeXC1740c/yg3/0x/nEpz7LY+cvcOPtN/k/vEKz4CNPXiSp8tobb/Pmpcssl40Zl7y6bP07zgaGv+V7jrasZR+CySHkgQxg+Uhf4uwdipUHV45l3ak/zOykNsK8ibRNS0qRlDLeCVVweAngLPsUCSZ/jamFVpVjY3ODyWRsNNShgczed8gQVFZOgRLzuCKMR7kWSiQuxVn00XwvnDcclLXr4l7Ka/+7K81s6/dZ1CCgQlFbP6ar+qYVnXWt3rm+XP/RWaFQcB0QxOHFoDVBaPvLyAVil3jrzRu8uPMm21sfY3t7hCeiksi5A+dxLhCLCr3zI1DP7bu3uHV7Dx/GxOTJEdqoJAm0nXK4fEhZSW9dusTlN9+knc+pRUiI6QIhQ0T8fl5Dern2M9j53M9SsBNdBxz0HY5KCw46lLkYCnXAwMUXcaSYafIS7711UXaR3Jlio1MHWYp0sJZMg+84zH23fT44iTIgIS4WHCyXSFHXZN4xURhVnvMXzvPTP/snWcYF2XX8v/6v/wbTnVOE6SbzmPmffunv8Nrrr/Jv/Pk/x8jD04+f59xP/xQ3rt9i++QpPvKx5/hbf+vvcOXtG6XupPjSDBTfQ27RAVmcAUqaTRdHweOsVqGQ1l5v+7sYA2znr1NWwfZhKDFmHECth28dLVraNpvSaBuNMuzEZLJrj3cG1+Rc8H/NiAjT6ZTxaETwDuewHVgmjJnUg0EzbsgWSiSP6Ri5ITiCvhgr5ZrJvVbYkC84KEyhAXnhuFO4361fBlsVfyN95M+xv0sfPOTVY+uEkf57qaaSndi17p2jDgEVU12NMRNzQlVoG2X3bstbb9zk2WfnbG9vk3VJTGY5nPPgK3KOKB6RQNNEbty+S9MpvhqTCSyaTJKAqxwHR/uoq77Xp8Hv63pgx/DGa69w5+YNnCamo8pmzYpx0Lsu0cXvziOuX9jf7XonXLGGRb7Lm78TerrPH8rF0Rv8d1+9Y9DhXoCccpES8LRty+3btwsrw5VMoR9is15peXdjf++Fc7+fVw1AhZZbQGMnSq2OifOcDRUbXnCVEmvhyec/wosvfZPpaMS4GvHWq5e4ev02J848wvMXHqUaj9ipKyabG+zfuYUu5zzz5OM8/uRFTp9/lJdffpVbt36N1GY0Gn2wBwLufxD6fMsu5HvpxUIvfnb8iIoy1BJWudrxo9BDF/frnn5Y1p3dQ+qqItRT2m5O27aIZjRGyA4/cmX/WubgiDhRJhtTqtHIzufCDpJe5XZteI8rUAsI1nwm5e8rAGcF26zpVkkvguhWx64cuH4AkFFWC5K05hBcmb42POb6onjJEteKGscCIl3LHbXgYMrw/W2mwjr4ZFBQ8J4sNouiSkKM9gongdRFbt+Zc+XKHZ544jFCqEg5mg6SK7mtMyXVZdNx/fpddu8egQY0W5d07DrUVTjvaLrIeDz5fTwjvvfrgR3Dqy+9yP7d2/hCifNqvPOkWIFLHEnXE3g9dgd877CiB1grfHP9sffahHcxJPd8DUuT9fhj9/EauXcOORc6YV5lFP3niZ2oq5ffy82537e69ylyn5/sKWnd0haIrMIxrTzbtad1LXuHu/z1/89f587NG2xujLlz/QY3rt3m1VfeIKbEk08+xh/7wk/y6pe/wssvv8rXfvd3ObM54+yJU0zriru3bjCfHyJFn36AHlgnFij37t9+PxqffVVoVtKq7rBOHaaHp8rl/q676d333/s9q33QlRJU0zHjyZi2iQiRruuQrKW5y5dJZuDF+GG+EqbTCd57621wHu8FyeugnkX9Umiqg/se4NaiiqumZTSE4cOdmfHeaehwwfUnICsoqqx7s4X1orcOUJV99jurm+VM074j+Z7rR9bOSS21l5IOOSd4V7TPnOKDQwpfWnHsHzRceuMKH/2Bi5w+XXo9xJNzpMsZkRE4z8HhIW9fvkbTZJCa2MFyGQFPitYIi0KKD6m66ltvvs58flBwOSug1kViunWJRmwnD3NZ72cIwLDJYhwzx5lJ325QS38+vZevUVasp+o+XuC+8auuCnDS4xPHtquHS83c9Z9v33MAUu+7YsqQ7mn0kfXXfDuVqLWNeM8/9pHy+gf1BthqgwuU7DK1tFw4f57nz5/g9Okd5vMFOhtz+vwjfPKHP8vBnT02NibcuXaDW9fe4O//3b/F6bOP8vorV9i7fZP63DmubL7NzRs3efmtt3n1lVcRhVqlfLcEKsOe0gLv9Fvmh8f7342+aCYsDzWE489aFT5XzW6rY233K/f9cLiA+6+NyQSH0C0bUhcNInH2rbNGXNJhXoYmxXmjqU4nE4IzKQsRcM7jnJRmRaBUcYbi8XpHct/nUAoMK7ipBGB94QHLRvJQcwAKrNfXn1ay4GuU2HvIFffe3mtJKaIff1p53VrtsDw6bKcXh5eMFyE4T5czXRdxJDoRLl+9zeuXLrO5/SRjV7YFQB0hjFm0yvVrt7hze4+cAzl72i6xWGZwI7I6mjYSI9T1Qwol3d29Tc4doTLBLBFPCAEn0LaeuWtZNBHRFYd9XSunnB9DAeg4dHB/aODbLbnn/v5/k3eG0vdZOeeBfbSK6lfRjYjxop2uMzPee+nx/47/ZUi17y3DvhuBN7/L9pcHCiNgnRFi0dTKsGag0cztKFxL8Pj2aQ5ihjDioI2EoyXfePE1vvLPvshi75A/9hOf55/9zm/z8muvcu3GPiEHmoM5by/fomsbTl84wwsf/xinzl7g//jf/gFtaoixKzTBHoqwjCgJZYD68bWe77hiQI5nHMe5J/fukXfmeQ+zS7A1qmoWc5vbnbPBRaNRwItSBUfwdlMiqpngPON6RHDeTH+RmFgZ3T4fK7DOMVG8Uoh2bpCagF6F2I6zkwIfldpSkdgsB6c3pjIQJu7nGPrf380pfDsn0Q/MuffvfU3B2FZaICnbLnJezZAvRe+qqux7emV3d8HLr77JxWfOUo+Csb8EvK9Q9dy4foPLb18nJyFF6BLE6BEfaDsBqTg8OKJrYXZ65/d20P+A1wM7hrZd4j3WWSk2jcz7gEeYhMpGAmZl2UaiWiTRE7T6i7w/l+6VxPh26167vm4M+sa1+77PenqwnmHea076aELvE2mW9zC65GpOsd0rv3euwZoX0uMAzDu2gz4z72NpPY7ZZEsNvPdGCFjP2MqJDzCPmW9eu8G1u3cZ58w4OE6f3GR+4zYfbTtOnz5D3jrBq1cuc/nWHslv8NhTH+HJsyf5lb/3fzA/OCQ2W3ziY8/z/Gc+y/jFV5mOa5Z3D4fpdrZK9OnASbbmt4GFdf/VX7fWN3L8qPa/rfc3vFst4Q8QtfwDXzWQRJAQynE2eWznwHvBexOWA0GzXeSjEAbKbx08dTC6am9IrWHN4VygChVBTLdWNZWaWaGmKiZSBwxhSD9pp6SoDuub6KXAh7UWpHxbB75+eR5jB96fgXTv6gvpSJ/tM2yMBSCK1WBMdiP6DNmR1JM1kzSTusz163e5fOUGW9vnCsXVA575UcuN67fpumRqqstE02W65AhhRFKl6zLzoyM2NzfZ3Nj4ttv8floP7BjEZYskRKjJVM6mOVGGb6fg6YpF6B1C5LgBt/v1GNGWkofH74WJVpH7PentsecoIscN6pA+rhvUtW25nyvpT1e59zbYX8UXhfZes+cBTvF3rvULqWxP5SxSS1pScVV69jYFtXWuL9RR5vmWhp3KkzWRCowprsAI91xAlhUJUoFKpp6Ooek4/cgZ/vhP/hivvvgV9ndv8JNf+HHOnzvPN198hRdff5UzJ3f4gU8+x4TEYxcvcPPKZUaziuXyiLZZ8tUvf4nF0eGqz6AML7EIrexzwYqTaufF/ZYgQ4F5FZGu7bPynEH6YMiLVlncunbSt6vYfFDXZh0YSU0bHTGnMm432ZnpFO8pXfwWxFdkJt5TO6iDUHsxx+A9OXs0Z4N5xKPegw+IC4h2aOwAXZ07pb/ADd3OpXlO+6vCHIovzl+dNZHJcDHe6y1s3Wvwvxsw8Dg0tfazlOZLLURpzUgpPCuCK85USoG96SDaNF52d+dcuXqLZz96Dl8HvKvQHLh24zq3bt41DSRnE+NiMquQshWnd/d3qcaB02dP4uuHtPM552gsBueLgRRqsYMRU0RiR1ClEsOUTZHw+AAVYXUCrGY/rXBjMD2T+wUE9zqE+zzjXY398Nnlp1UrTP/78ffpI6ve0PiSTnsV68gVwevKOXwXp7A1tKkNYa+dcOH0SU7ubDNfLDg4OODwaE7XJpyzObxbG1N2trepqopQeW7fvsV8sWDZRaI4ogotmWWbSTkziMr0nzhceGrfI2YmVc1TTzzBpz72UXJseOqJx5jOKl5963V2HjnNH/mxH+WrL36L27fv8Ikf/CTLu7f5zPLTfP2LDT7A9TtXOfyn/ydf//rXSLGzhqGuv/hBnGHNvR98r3ixPwZDj1MPwen6M9YBwuN9Dffe3PCsh881nNgc08XAsm3pcqRLiS7bBDfFmicl9/UyO8cmY8+odowqV+YxlKluarLcKSq4hOubykovhO3zVSPlqlhse3oFRZXnSi5IqQzR+vHj2J+Lq2Dvfus7YZXdr05hx94Pv937Xn1A6QrUlpzYzGkxAoSI4oKjiR27ewd0UZi5EZqF/b0jLr99naNFS8aROqXtIKn1VMSszOcLFk3L6TOn2dze4fDw6IG+y/tlPbhWkkaceHyBUETVijc4UiyOASU5E1azguI7D0nvFLwc/3C/Fqu/W0crvDdEsBaEv+Px4w5itVXrGYllBzoUN3V4XPAIQYSgMjgGj2GY+TtkuwiCVyVgdYszmxv8yKc/xVOPnmd/9xbXr19nd3eXlGA0qjlz+jTnzp1lc3OTKlSIU9544w2uX7/O9Zt3efv6HXabaPS+rCRJIO7YvlphtWa8m9xx6c2r3Ll1h/39faa1sLM55U//7J/ilddf42uvvM0P7lxgEZVQjTj76KPcykvqjcBTH3mc+bzh7auXufnVbyEuc/rMCea3jmhLw9VQIVAjKOQ+Y/hOPOl9YMB7/+yOGX9ZKdK+1ws/4Gt7NqLtHFVQmk5psuIjdDmXecNiGb4qmpVR5ZlOKqbjilHtcKIsmwVd15FSIkaISUAcvhoxqiO1D0xHgVHtLXArki+A1Q205whZBttLbkgZG2p9aX3NYO1aKifAt3Xa5bNWXdmrWsOxp0lfMykd0sNG9kwlWPHN1wIlwJFJgHee4C3Sp8yHEOfwdUBzZtFEuiSoBpplw7Vrt9i9e0RKDnXCsk0kddYgl5S2i9y4fYe6HrO5uUPbJa7fuPndHOo/tPXAjiGIQUehGHQzamoDM7JlB945o+TnfhxeT4BbK4Zi7zEKQuWN5eDEGptUzdvGlIkpD3o48O4R5srQ97+/82RbffL9Lc0xPrWuoCMpc3NFzAl46VUlrZFqVOSileNUumMGeXhkFdv2GVKNsDUOfOa5j/C5z36asye3iO15YnzePlMC4hx1NWI0MlZDX/B/4vRJbly/wVtXb/Clb77EW9dvcXe+JDcdy7K/3+2yS5jKZdNFFnuR+Uuv8+zjF9g+cZq//Xd/mTt7e3z09oLX37rDW1duc+vaFX75H/xDqnjIrbff5OkL5zg66HjjjX3eunyXRy8+xo//8Of46m98lVe+8Qo5JevVwBgflhytMD0nYkaL1SQsu8/HoLyhFlF+WYeLetWaXqVpdYxX+/3hdAuwOa1Ztor3ieAzLpUu4SiFAadIMuMdAuzsTNmYjRmNvNV6cia2DfP5nOWyYdkk2iQgHleNGFUjRj5wYnvG9sYE7zK+sqlwDiEnJWoaon5rorsXCpbhmhP6AMp+Nyrq6vnvuLYH57ECA3vRvGMfsnbfZy7WC3c/a7HKJ4XiKErvhojVZiQVOyWCCx7nPUk9MQpCjWrg7u5tLl++RtO0qIyJSek6g6lilxBfMV8c0rYdp848gqsq7uzucuX6t1dQfj+tB3YMY+/x4qjEU2HRSO4iqCuDxsuhLLxmj1JrkWGWchxKmjupPNNxYDIqqa1zVFKTU2bZLGm6xKJNLLtEVMP78pry46pxas1BDPjD/c1Bj0qvA0rrLfn9z7lEOV4s/jTp33KSOxMSRIRKHdMsqGRIiSYz6MHf6wYyDiQgoqhGKAZzezLmRz/1PD/9x3+KJx97nLoSnNuy7ZOixZIFEW869v13VqjOBLZGG2xt7zDb2uDajVu89PqbfOvNK9yaNzQUafT+y9+zL479LMJHP/pRHjt3inocWLaRy1ev87d+9dc4fXIbTS3/89/42zxxaoMNGkadMgpT5gctLoz55Kc/zZNPP80X/8lXiD1FsPDQyVb0lqw46WEey8B6s96PqD+uk7TaPos2dchAPSvWWw8brb/+eGz48K1x8KDemqmyJ2qkE4M8UxYykQL7U488J09ssbExwTshxWhNiDkhWPd9jInFsqNJSqdzKueZBM9yMWGxOWE2rZlNK6b1mJGrirM35VNBiry1G0y5jYAwBpCoTfjz/YkoYk1i2ZVsQtb6VdaOv5YjXEoSPS25p532sjxS2E4oJsaXbeYDCroWrZnBXzmGPjABJaupo6IY+0oC6p2ppiYlR8G7EW2TuXb1LkdHLc5VpMJGErWgLcaIqGMxX7C9vcPmbEazWHD37j5H84dUEqPCDxh7D9mknHBqMsxeoHLKSDPilQqhLk1vMechpayCMJtUbG6M2JgERpVj5AO1G6E50bQVi7Zjf95wuIws28iyyza7djhvemEv++0YvHQ/rOkYvgkOV7o+36ti0WcNxYCJOTgndvJYEd7RkvCF+gYYHU5NcmswVq4kzmqD0ANwanvGH/vhH+JPfv5zPPrIacahZjQynRvAioEKqGmziJeVOmtWxuMxtQ/Uk5qNjRmPnb/AiZ2T1LNNvvbaJa7vHRLz/es1619SRBiNRtRVxVe/9Ls8+fgJPvGpF/AauXpmmycefZzbN25x6cVX0P19LpycMBvd4bELE7ZOzvB3b/L1r36ZF7/0Va5cujoUP7UYnv54+P54iTVGrrK8PvZ/gHUvDCUrA/GuL3lAFssHaYnkAsvZfAEnBiFqsoYucrbyUlZGoWJjNmU2nlAV+Wl1ymQ8IVRjQjXC+SVJlqRFR9NE5k1DAzTLJfPDQ7Y2x2xvT0ibGcYjYzj1EZD28LBZhr7fXRCyOpz4AcbpgxBX6k6Ksaf60ZzWW2HfyYgLVv/IJcu4/7FfwYi9+p/0oYGlAAxhwz1pZS+Hk7KiKZnIntj4hpijFfWTkiLk5NjdO+DqtZu0neLECvQpdyS1+eneV+zuH4I6Tp44hfc1e/v73LlzQH5Y1VWlK2PuoPBySmmn7MhJHRiJY6RKVOMZqfMklCa2xC6C2qyCjY2ajdmI2SQwqTzjUFH7Gi9C1DFNl5gdLrh71HC0aDict8wXcWhbzyWMVFlFEPdd6w5h+EHeYUmOsyHWfuilJl1hyazdDOoRKvHUVaDVjjbZxfLOvKWPYTPewYXTJ/iZn/w8f/LHP8fpzQmVFyrnqEJAQrmosqLZMFvvK6N8Ok9KiZySMS3Eo5rIORHEwxOPEyYzRrMNvvStl7h2a5cuxfdm54iwmC/48pe/wqkNz+HedU5t19y96aid8IkfeA73A4H/9fYes1px3uOrCSdOn2bz9gF15Xnz9TeQFmhAo9Vf+gHv/cU4NKzpcRjwuBThOw7b8U3l2HV93xjg+2F1qaWLDTE2dt8mUhehNFNCMXoI43rEdDRmMh4zCkYHyTmZ8Bye8TQxGndU4yXjRcekTcznS9rFEkTpIuwdzEnamQCdy3g/YuRlgG1UQQYNMSmDdYJh+DmVACRZxqg9cSCAiDXCOVNQCMGoHlk9MTu6MhTHMpCVfHg/MVDX+iGceJC+18EK62B9B32RfXWuaZ+8lG0F7xwpZRwZaw23cx3nyBnu3D7g1u23ubs3p65quphxwZFxxGyaSyklFouGra2TjEZThMDe7pyjwyXfpWLQH9p6YMegizjg6E6NM529RR9V5akqo79JqNBS4e9U6HKi6ZRYW5Re1zWTsWNjJGyMHbNJzWw8YVqPcQJNsiwhVA5fCVXA6hhdYpGVLq1Kx0NUP2zk6pd3GJGhoazglXr8cVVLfVPRVlGBaniukkpF2omQnSsnlXV/T6uamDI5RYNSji0BNTmMIMqp6ZQv/MQf5fOf+yFObY6pXC71FTOilQuIuDL3ojKKcPAFnumADkcmp44sjuBqxj5BBTvTTDotVCHgNPOV/BLX795lGZWElCitwC0KIh5VWLYdV2/cZHNylhNnLnD6zHm+9eJNXn39Gplf50d+6Ic4ceYR9m5cY+IrjhbC21f22Lt7aJr1DcSlosk4LZJtboX0KLEak8uBQUtYNeHd5k/cCwUNXaslcFxXwF3RnN8pmndPgPjQrBw7cozknAqMk80km4216DQb8246njCbzqhDKIV/Czq6FIm5Iyar6Yl4y1iDABWiHmJjNNic6bLSxI6YIrgKFwqnMFuB2zkhk7HCd5nWBoZnYRCqlnnPhuoIKUNO0Qy8U8SbnIcn4HPGi8NhEwNzKaQPF0rORrNVG/YjAwnErteseSiIK3mtR2n1HIZss9DBS/YyaP+KUcRzVq5fv83lq1fJ6hBfETslt8mI9l4gZ+7cukNdT9jeOYH3FXf3DtjbP0TVfddacn9Y68EzhkzpXCy8j2BsAC/WMDMZV1ShMiPmHVGVZcw00Q5wTiBOGNWeuoJxLUxGjunIMxt7ZuMKJ0IVhRBstmvMHTFGmqWjqRwxWRTdDfhg2bb7xJpDXeCepSXVuH9p9vhjuSAhTlZGSaUvuJmTqEoUM1Lj55c6KWBNSD3FLwhMveMTTz/Nj37yBXamUxw2h6HyBhcFH3CuNnVMBAiGzzt3zMIlKdFhVoILZB9Qn5jVNSll5KTj489cJLYLqkuZOwdH7C862gzJ9al2D6XZfmqbiErNrf3EX/uf/lfu7jXcXmaufvlFvvzSG5waj5k45datW9y6WfPGpSt0TUOzaPA5oOKIw1AWfYdVPjb0XQtnqb/vsd7heK5+WN+f60fpXljg+2qlhMaEJLWW8pyQbHU/yYB60ERdObYnG0zHE8TbfOWksGwi+wcHHC0ami6R1dElR6eBNjlSxrSQnL3G+woVIavQqdKpUmMsvb6ehAuG3qjY9Y63LNEpLieipj6ZweEsY3EgzlumIZGs1jDaiSOHEYJ9R02tOX7XR/vF2RxzDAy/9ydfVmewFBSplhXt1p5XJgkW2EpccTglsympEPP5AZfffpuYYDyb0cVEEyO5yLh0WVm2DUfNkvMnzuB8oGlarly7zv7RnDbZzOoP0npgx0Cyg+Fx4JQQAnXtqStlOq6ZTkZUIVg66BxtipiIlUUyJlYl1B7qAKNKGI8c45FjVAlVMMw0aabKmcpnRkGYjDyzcWA5j7RNOj6dS9/xA9Ab7r4r0/7TYy8rdLl7LM66sxkolijZlVNNhGz58PCJLmd8Sky9o/IjljnTtB2IY7S5SdN2NMsltYdTGxv86Cc/ybntbcZiBfrKBeoQ8L6ypiJMtdEK4p5eUKyHr1yvjuYc4h04g7S8M0gu+o4GOL054+KFM+TUML5+A27tsdck41ofo+95VIQuZe7uz9l/peX1y1fJLjDvhKyBZpEgNTx17gxNShwsGuLygJF42kVHVoeqNTf1omWqeYjqzZD3af4xRG5ApPtnJla9Lfc6BOHbQIf3LDv+322vyft3pZzJKRFjIqWIpmRRd9ZSXzXjGIJjMh1TVTWo0MVM27TsHx5x+84ui6ZDpYduAoRgELAIMXdoyrhso2e7Dpq2o206urYmVx68H+pIw1Q35wa4qO9XUEByAQ5Vi6BkNmn1lOhiIlK6jVXoUsH9RcB5xPlC6sjDubSun28NdvcY3rXsQUvw1mcQ0J+P+djLVsS5FZNSBNq2YXdvj7NnTqLa0cwXdG0mi40fyDj294+YzjbwoSKmzJ27u+zt7pMyNozr282dfZ+tB4eSinpmVZvGeD3yTKY1k9ozHlWMxyOq0mYvTnBdptNIUshq0aQ6IQeHC+CDUFWeEBy+cvhgDTmVGOxQ4agkMHaZSRgzrpW5RIRUxj4K1o6TC2Bhqyi+FA2UlUG4t9Fu5VOOH7B14TyrZ5kz0CIZEMUdM2xIqQ9kg5+icxypECZjzj/9NJevX+POjZZZ5fn4c8/w0WefYKsSJmQqqahcKLTUgPgAJeNy3heoxz5Jcy7fSPDYvNlOEoRsA6nV2BVuLIwzzBrlzNaM5tQJgoM2Zrrb+0gndPSMnkwm06pB069cuQbO0yWPOm+T5nJmEjxdFF6/fJuZ7zjpE7MxzKbCctOzu5toDjNOalQ60KKQWiC5vHZR9O4oQZFt17LffTHiJp3hGWZmGQbMyimkcmx6dtK9S+DYsX/YljmFWMgI5iRI2YrPKZWs1iDeuraicNdlujZacXnRsH+0MFy/sgyh7TIxdoTRiAzmNGKHV6sNOgdLD824om07Uh0slUYGIwuO9cywz5ZVE12MLJuOps20MaM50KXMsu1oYyaK9QcZq9GXa08tkHG+qLqudbo7QSpXPiuXqXUMc6Mp/UdaAsPcFyZZ1UXAVJDx/fv086b7jEMJzsgZ4/GYylUsm6ZkuoZgJIQuRmJMnL/wKOJGLJqO23f3rAaYom3bw1p8DsHmCkxnI0bjmtGoYjIdM6qEOpj41NDVLILPpqXkorWf55xIKSEhkUKg1y4XqXBSI1RDpGg8M4+oA+1lru5dK57zvQXJIdpcgzXWwaZ1rZ2VI5B3OIkedNH112qZH1DCYV9qAJoSsYuGSTrPdDKldkI7P8LnxLnTZ/gjn3qBR06eYFTZMJXgPc5bhCbOsoBBl96ZI5KBztc3EFkkk1RN40nIZGoAAOrXSURBVN6Zk3DFmfjgqeuKUV2xNZ5ycnOLrLBsM7FV9heJ/fmclmzSFOVrJ0C7jIpFcpaJKBOXuXjuBPVowutvvEUS5cLj53jqZKAetaQgvPXGAW9dmhukIX0BtJdevg8bpL8pa921he+Oo6j/9O+w9nN5vXxn9YMP1iX57VeK6dgtx0xK68OyzClsbW8xnozoOmOzpZRpu0TTJlKGze0dnrz4NJPpDpev3uHLX3+R3et3GU+mbGyMIHtSZ8FdSpmuy7RNpGuNCJKCZdQ6GF0FdaW+YBIaOWW6znomDg4XHB5Z30RMlqUuu0jMkFwgFafg6xpfebx3aLZiucO6lIeiccncyb1Tgv5IrzKEvt6w1qGt/d8Znnvv+TFUMdWu88l0QlVVZYZFoA4TwLrFu5i4c+cuo/GUejRBJXD9xg0O5wvEBZbNAsEdm7b4QVgP7Bg2N2eESpjNJoxHNVXlGY8r6goqb00uijWx2E5waLYdkpLNNm5jR8wYjXUipOhAK4QKNBQD7hAxjXm0o8ipDcyC1dJ77le/HiszvaMY/M4iZZ9BrMzT2h/KD8IaHNI/v8BVrsCeLik5ZdsfXaQ5PICuY2s85uMf+QhPPXqBibexgr0DwDlyPzZx0EIqzmFwldZqL8WBqDMueM5WxL132In3nsoHJqFiZ7YJeGJUYpN5+9odumVjTUrFY64gN4YIC814EtsTx4WdCcukeEmMJ2Ne+NQL/MSnHme+fIvxzoRvfu06/7+7X+RgrzW6oVIaPrRkAeuMkL560nPTLapz0rt5HfZ3OYvuc7Tuc9y/j5Zk62MQTZCVrHbdpQKbOBEm9YgTOycIoxExdiWKDuACoR4z3djk/GOPc/HZj1KPNpi3wub2Fo1aB/Cd3T0qjUxHFT2IrCqkaIPvnQs48aTYroq8a5F436fQtHOapuHw4IiDgwVHi8iyyeYYVGmS0qRMwmRdogpUFSEEG1fqnY0sJVlxWA1+zE4NLZC12lU5xywTTqDRsozUKxiXVkirig//hBX83FuD/gzsrycUutTRJSUTSDkiQVgcHtGlzMnNbbqSdd24cYsmZpousiy086T3y23fv+uBHcNsVlGX1vpxbT/XlSN4HQxWdo4uZXIy3ZCUxU6ADppOTMfHJVKClBw5Ocsc1LTMJQuavWEMWoPGIvDlkJI5GEHMzIKNJ1xF+oOcd2/c3iVWXDcpqX9NORmOTUdYe4sedyxZZoGYikFLZgxHVUXbdQhCpYIuW0JSzp85yfPPPMHmuKZy3qAjAhmPEvCuRsQfm2LVf+qwnIA3aWPB41KpdZhVtU7NnJBorxFnCrjTUaCLju3piNPbG+ze3WXXGT97CPJ0BdP0ZWDT3U82u3axYPPEJidmnq5d8JUvfolHt5Sf+MLzPH7xAvODLzIefZU5S6rSuqYFVug7kxMMeP+gbikUjvq6rGHRoyo7fzUdgJJJHM9AhnoEa7Bz/zd9ON1HSnmATHI2bSwLxlapcT0aMduY4ZwzJhFiEG4VGI3HNF3HwcERt2/f5eSpmhACZ8+exdUT5ouGO7dv4pwvaqI9TAQrydTVoB6jjRaKtWZUBc2JmCJHR0c0zZLlcknXtnSdwT7OBbw6Y1NlJXaJJiaalImLPkRTpqOK2XRCcHYe2axmh3dGk3ciSMmozUHlsg3JZLJV+7NtBXGtnRU9/LRWfUBRfAjEBOI9o/GYalQTU2K+bEAcyy7S5sze3j4nTpxmNttk0SSuXbvN3sERTacs2wTiTcUhfbDOxAd2DHXtGVV2G1eOOjhCwXl7iCXHTNd1LNvEouk4XDQczSOLJlnhOIPPEDshtkrsoG0ylbOmOIcjR5uXrNkjVDhJiLTUoWY6GoO2tEnpcipUyLxmUo5DDivP3/92/4PTx7L+Po+7NQZSH5UP3ZsFI++HlvRYel3VaErMxhMmoxGPnNnhkbOnmIwqK8iKQ8WqI05Kcc15eoXYQR8ml4uM/loUxJfidApIV77tUKA+7gjFO2OFeGODBa/UlQmg6fqXXFum4mqNiRloUuLW/iEbOxs8cmqbnDqODvf4B//g17hx5zKf+4kf5bWXLrPcm1MnwaeS7mOjE3tNnN6eGNTYeyPsO4tBhsN0MO0dh6LqBoewvsn3d/nHy8zysFWdy+pKfaGP0HPq944MWeh4PMY5R9u2eGdF4Zwz4j3T6QYhjDlcNrz++htcvXaLo3nHslnSxY75fE7XdZw8sc1sXLE82jfKqHeFemmQUhCbDz3ARwlSUlIyzD3GlsViYWoGTUsXTUZD1c5b5xyVswKujQoWklgPQhcjopnFMpFzZBzMSY1Cha98uS6Uvmva3jeRssHWXY7kbBRR048Co3usoOW+QS5FI730evGuXJ+4TKgrppsbhaCRSs0UkjrmiwUh1GzMNgHH7t4uV6/fZNF2pOxoozlt6+7+gz1Hfq/rgR3DaFxRB0c9CozrqugmWYoWs2GcRttKLJrI4WLB7sEhR4tI20Eb1Vy8OlISus6gpOUi4TSiwZXuWE/KlkmIeJwE4+pXiTRWvKtYdIk2drTJuhMHpkrpqNIHMiLvtlavMFsr74BqkFVPQAbaFJGYcNnOmrZpqKdTdnZOsHu0x+kz21SVoJJAskFGweNCWI1RLLWZezMGEZM4FkyrJoRMShHnlJw7YmzIMR8bgNJ/i16OJJUtdR56pti7nqeWVxcT69FKuH10xMaN2zx98VH2D+6wcUKY39zjN//JK7xx6Yj2YI5rYKoj0JZsIPAA2gmyNtGrVG56fYu+2KhWfHZq87BTSvZ6gag9dMeQdXyn6z2a3D9wa4Azy7me1gquiAkv1nWNiDN2j654+jg7j6azMa4as1g27O3uczC3gvR82YFmNmZTNjdnTKqAJxHI1MEORNdGFouGfraDlDRNVUotIrJcLGnahmVjt7ZLdF0kRmsY6zvLeobgeDymUhgjtNmwe00RzdGazlaVqWFmcyhzpHNMZI1mCKRASTkWibwVPElRbl5JxazUCVTV1BUExAcUJVSB2cYMBZquJXYZxEghR/Nd2rbj9Omz1KMxB4dH3N3d42jR2PcTg626aM3AH7QT8IEdg/dWgA5ejO8rlAtYWXaReRuZd4nDZWS+jBwuG/YXli102aCFCo+XynjM2XDInIQcHeoCSkC114FRRA1X9D4TqswoC5mWRLSia+eIanrxYHeZXLzziqu0kqegb11hZXp17ZQbptUOBrm/9RH5AJup6a0MQWkxqCVpZfvECR57/Cl2D3bZnGxQOUuv29hCqKg1GA88JrouoVWFd2LDyKE4DOtfcMHjXWVYJ0rXLomAq0aor+mwObRpSO1LsTCn0nhnhcC6dtQVtj87yDh7TR+dYxG7UQMFNIEEHnvycT721AVOn5gx3xvT7c9hriyP9nnjm5cJOVNjmHAa2BfJ4rOyXwK9M6VAdlq6yY0vrwWq6Pn4eZjVa01H/e/9rAbby+9U4gUpr+lhKpNSKZvxUKyEgLNhTKlAmilTuPrCaDamnk1QF0jZk4kF4LOJZTiDfCrv0Kqi6zLBmW6ZuFAIIQ5HZHF0hMsJ55QgftjfFgVbBmE9BMb8advIctEwLxPmmphoo5EflrGXuLDBP5QGS+9AQmVNeL4q2bShASm2aIyQY6kvMKg6OxGjvVKCiMJ3UzrERZwabNUnqJBYF/zLzngSfQAVs9CVF2SnTMZTNje3WC5bSBmn3jJYFQ4Plky2pmxub5PVc+vOVXb39s0Jh5qsFdCQNVuh/AO2HryPQexCjElZ0prWe1ZShqNly0HTcNR0HC4ji2XiaJk47CJdUsQHqnrEuKqY1hOm49rqFMEzCoHKV1SuwhNIWcppo3gilVNqn+lqIRPI6kja2rxaPPjKmu501fCi2kfy5ZTRfl5Tj5b2X0lwZfj84BzKMXTC4BQEWWkr9dkDDPUNS0ntJE3Wycf+wQFvvf0mbdNwtLfPyy9+i1EVkJxQV1mnaag4sbHFqVOnOXnmNCdOnWIyHiMhWI+C+MLrPuLOrVu8+eab7O/tFYXMhPee0bi21D0lau+Y1hW5S8S2oW0bmoWxhdBMQNma1pzYHLNMS1InZPWoGBtJddV4pmvdtB959lnOnNnk6qWXePTUI+wfdDSHS2Z4RhKIKVqRWDKUfSPWEWmMEJEikFAGCymF/guDyqZIuVHGMZooWf+MXpqnnIqY4y9w3loG1LMNXQnSBsf3EK2E7dOo2XTIekcpYlHu1ibT2cwCGMyQWg0AQJEi+ZCLnlLlHOPKWIHLrrEsI2ckJ0bBEySYwqpbschWhHBHiomu62jblvl8yXw+Z7Fc0HRdIZxkll2iiyZ9QZ8ZD/UlSFmRlBAcLnhGdcAHjzCGFI322SW0UHNtUJXVEuzkWGuuHG6r1VcX1uhIQ6bQ3/eU1xgjrg5MpxtMJlMWh0fENlI5hwsV+3umh7S1tYOTwP7+IYeHc5o2Wt8FAY0yfFfceqXsg7EefFBPwcRjtgYbUUVjIiZl3rQcLVoOli1Hy475MrFolS5ZcbeuKiajMRvjEbPxmOkoMKnDUKuovVI5isS1dZMFLCqonKf2gRg8JGeIQ+1IORF9QnMkRuuQlhAMH1TDKJVoXaLFOMh9jMSxx/qi5RqEtE4fXS8OD1IaxwpXIM5YHUfzQ65ceZOqFg6PdnnppRtsbUypvNBGOJovaecLNsYTnv3Is3z8k5+gHnm8blFNRog6UhYO50tu3rrNW6+9yquvvsJbb73FwdEe3js2NjcZTUZmTJ0jOJDYQco247eqEWdpei2wOR5xZmeb+TJztIwsYke3CuM5ziu1+LxpOl555XV2b9ako11uXblNvLNPWGTGraOK2UZwimGvHlnt4nJhWPqe6Yv7WjIwc8RSMgcZpoJJ6YVpk3HGxcl9GttK7iFli9f+3n+DXgfn4XIL0KVoMhUpkTSvAp7gmG7O2NzaZDyb4nwF2aYjuqJ6vK5drck6pT1QCcbnT56EBTdV8Ewqk9Jou4acGlKyYm2KOmDnMWYWJUtYLOYsFguaGInZehZiznTJZiJnLCuxK0+M6792AHPO5FiaY/GFbJIJ3rLKLGIyHV0kpQ4kmWQ2DGNj7129/MVwomh/7sgQEGphT0qwCR91VTOdbmDaNK7URTya4fDgkDNnHmE8mrJcNty6dYe26QjViChK7mTV7exD0aX6YK0HdgzLmIhZCZLxYo4hd5GYLBqIydK2lHvddROmciJm3J2Jso2cMA6OSeWZVBXjEBgFT+0dDo9qRepTf0aEaN2VItmke1OyIpMU9koWvA6ipPRyzypCVRpwJGPwSnER68SxYzWItV/WncK6Y1gNBinNMG6VSeQSvWbU0nSJIMKjj53n3KkdTp88QXDCUWMdpIuDAw53d/GSWcwPWC4OmFSVNftlo+i2iwMWh7vkbs7JrSnjp58gS2I0HjMaj+y8FYzxsVww39/jzq3baOrYdFuMqjFeTeZ7tLHBuLZB5ofLlr1ml2WbB7x1zWTQ84eyKi++/Bq3tir+uT/6GU6NN/mn//uvsKM1tZaCJgzDihTp5XDoBzKVHj3UlW7W4f0p0s1FI98SMKvjqA7ZW2/8+9sKMi6vVaMw9nMaGAKBgaA4SJo8DKuJNmCnS3E439RBNarZ3N5iujHDVyZSJ87jVArLrHfGWlhptiO9CCNvw2oq70jlfJGSNaj2/UJSFA9G+FBZvp2Utu1YLluOjubM53PatqXNJt6YtNyy1Ttyieo1GdznghBC1RPTiqOw+lTbLkmxM+0tX5Vit7O5L1VAXBr6E76dgu6QTJT1TlMtZRvs+h6NRwhC03aFMZgRcezvH1JVIzY3t0hk7t7d5dbtu3RRTd5DY2nci8SiDLs+JuCDsh7YMeweLWxugg9UYvh6jqkIctlgnf6idt6cgGKCcONxxbgWxkGZVZlpcEyDZ1p5JqPAKNSMfMBRITIiodQVjCpoumSdxa6jlozLLV4CXeyICG0G5wNe14yTKuIVcRmf1fB3S3UAi1pWQe36lIbVwVvPDFwR6VrPFFYOArR0TubifFwITDdnVOMakY6dE6c4d/Y025ubhKpiBwc5k5uG5eERsWvR2HF4sM+0nuK9JwQPTvHaUdEaBLR9gdF0Qj0aU08mhLpGRa2B6OCQxdERuW1pFkv27+6yXCwwX5psspkoo7ri9Mktnood1w+X7N1dDGH1IGFQDEYqxrbLNh/69LlzPLFzhi9WY/Iyr0QHyWXegsFBGduhpa5u2yB9DgJKMocgnqQG8hnv3DKF1VyNUt4vcsjWOLVKbvpGpUFvSewxoyCvLsbBoTwkq82JtmstulYdushD8GxtzqiqyhoeXZFUyRY9lKoVqgnvLeLPSQnB45x1KEeXh6wgBEdwAdVM8AopMJtMmE6nBFEzfDmzbBNdm4id0rWZrjUySnaCVAG0OJeSVTrKPIZsn48kg4UF1GWyFjJFSoXNFAmuoXKOutQinANxpV6ZIlmU3I8VxQLFVCDGLKamoOZ56KnpaD8L2rZNg52n9bhmMp2CQLNsSz2jJnaR+fyIzZMnyQ72D+bcvLXHsst02aj6bWFgpi6RNaDOkXIhfnyA1gM7hnnTEsRR+UztBS9ATGTN5hhKJy7e46uSKIoZ16oWam+1gsorlbemOJObFupgkYoXcC4bDu0F74VQeZwPVvwKNT5kRq1juXQsFgnUEVMpSpZhG6bPpNicNTtRokAuOHqPUa8cwXGPvm78h3RzzTEcn+Ow+nk9aslZOZofsbM9xYfAoulA5lRVxc6J02zNNpgET1wuODzcZ3++Ryw47WQyARykiORIEJhNp0w2ZoxnUyYb28w2N1HvODo65PBgH+caowtm8BJKF2bB6eNqOhoIk1HN2ZMnmI5v4GTBOsXacN/h0sEQBmG5XPKNb3yD5enzRIFlTtTOJFBc7vegkkqficWYK/JwX5OR4W+8w2JLETNDGCSV792v967jR8JGpnq+zdjID/jqYqaLRYesDKUJ3jMZj5lOJpZ952wy7iVrF3VGllAKXKuE0jI0wKIkRlTkFI0CaxCAQXkEXAWjusIhxNjRdR25aIPFVMYtiZA1m9NQqGoHvcqFFCoodvyzKil2pK5BxJNZwWOWkTtyNk2oykMn0LmOWNXUlWdcG3Scs/SEJDv3dHXuOiuFrq5wAVzJUfNKniWVMymlRFVVjEdjshrdVDBlg/27ezgXmExmtG3k8GjJ7t4hWQJtLLNj2kjTZSiZmjm5OJBePijrgR1DGzPZdJNBTFlx2P2+QC5ZcE4NQoIiYQt10OIQlOAU7xRXGlZMYTSVmdIUFpI3TFrAWaUSIVBHoa6FpvPMK8HR4STTNEqbbdxgLs02/UkxaCc5k+kwdsu9ZmOVM4gc74S0i6bIU9B/5/41K9uWh0eFtovs7R3A2PP4Y48QQmW1grt7xJSYXr/D4+cvcPGxR5ltbDKZTaj2grEfEKqqZjyqadsj0DxcjCEEJtMZe4dzvvHK60RMtpiUaJdLUtuaK0yJrsvgAtUogO+KXIUZWY1GAZS1ub39kgHM1yGt9g42NzbY3d3llf05y661wrJgAoCxOGVR0FwgO1nr9pSCIxdmUp9JHMPx+gwgl275SC9i1kPE9x4x4NhMjp5NNUTGa8fnno/6QK+EaQplzVaXU5hNppw9fYZxVds8cREr5mqhWDq1QTT014S3THetQKa9Sw8O0UzqIrHp0GyGOYg3aDB35RhZ0Xl+dGQNbF1HlwxKSdk0xkRNZE6C1Q2l8PuzKFXwVHXF9okdtrZO0KXEm5ff5ubt29ansda4l72dhx2Jpo1MRwEvY8Z1GK7TgEN9MLsiSlKrgRoxxVhTWSh9Q46s1hOSRQsLSnBOhoxLBSQ4tEscHh7RdZFTZ87ii2bS7t4hbbJspOmUNipadMxStqA4CFi68JBKYmjqyHiSMw+cnSMEt4oA1GR5Qw2uK2qPZFzKjD1Ma6EKnoSw1A6vnjq2jEJNdhH1CVyF+CnOYfUBscHlHkftPU0HI+dpJBBSQCY1wSfEtSad60A704HJjkKn00LPE6QMF/FphT3DWrlVbLa1K47NYCbTc+qHnNsyVoeqDvLXmnORq7BiXIrgWuXk5ilUHF979RW++err7C07vPdcePQcH3nicS5sb/Ijn/4UJ7dOEPwSkRrNnhAmpJSBOd6PqaZAqLh89SZ/75f/EV9/6TWqyQbLrmM6rgkeNidTzp8+wyMnT+AVRlVtcug+Qe4Ks8NS83bZ0LWpFOv6PNcogZ6Ed57kjf0xnUx57gc+yqc+/gPMd+/wj2//Ct38EB+8Fbz9GnPIhn4XB1wytDICsr8AURPoy5KGRsFB8bVkOW3brjVu2bFMpUW79MFR2kaGY5gLfiU5DVlLn7NoxqLrh2AlTFiuZ8I5EWbTKTubW1TeEYb6WpHh9qWr3/X1GHMPPfTXM/kGCRa1M8J7j6+Mkq6q1nFcajvDtqRE23Us26bIeuuKllxo3T2kI9700yov5GSGN1QVG5ubnD77CD5UBl9WI5bLBfOjOXv7eywWSyovpanWU4dAroPNP/eenGPJ7M1mUDTWyOYcVhOme3DSzqMMRdXVYGAnjo2NDSaTidFOS0Np00YWizmbsx1m000Swt27+9y5u2/qDigxCTFBj1hbf5UdG+8/eAWuB29wK9/NeZAAGgT1DnyhYmnhjyv4GoN42g6fbbJSEzsiGRnXTDc2CLMNsgSaqgLRoh9kPRJaGud8sANozZxmaJwayyJnR9YKXznEZ6oalo0wn9vR0WQdlEarzSs3UKILXSu2GuxVGq/6x9Yzhh5aGrIKBix+pQHPcPJTDJYTz86JU8ymmxzsz7lze5+zjz/FQlteuXyZt69c5oWnn2JUV/zIpz/NeDRGu1K/KDCc1W089ajm5u4ev/4bv8V8viR2mYPFPkftkhc+9Qnu3LrJpRdf4uVXX+fpxx7l4mMXeOr8OcbjMZITsYNOkymWqtB01vtg34vV9gPbzvPYqVPoyPPGres88cST/Jl/4V/ksy98jC//9m/yzd/4Xc488gTVPHHn8lUzPj3kdiy898Mbr+3ZAUpYiZmV+kC2y9YE3xK5FKAtmuuVbd5r3Z+VMvz1AyZ9/G6r7U9JMeppFTzjyjOujNgRahCXh67gMj4JSaVI7/ozuW/RtPdSUqEpJ3xpLnShzD/PUmQotEhIWL+yk4RqR9au0MIjSMR5Uwew82JFC/DBU/mqyHooqh3zo0NuXLsC4jk8OMTj8Thi1xUougYSbU4lS4LUerqmg7xq+Cxck4H2bN/L9JTMoFAiCtscLRI8qUyKG9ee0XiCd5XVJNXUB+ZHc3COrRMnUC8cHC24fXeXZRdJ4umy0sZIk42Ak8vIY8HbdazKuuT3B2E9sGPYnkzQ4GBU4cYOV3tcVSFOhoJS0EyOCe0SOSZ8cPgMedmyTImnn36KH/qjP8rzz32MzekG3dGCq2++yaUXv0EiW6FGIt5ZI5doxjk7ipVmNETj5AOqHpFASOCrmlHrqWtBXMYtO3KTiW1CNZKSqUsOkrwlmV5BDX0dweG9DMJZ4m0qne+LeFBYT0W2oRCfewXHPjqyOQmeEGpOnzrDyZ2TfOb550ht5MxjT9Ai/OZv/1OeeeJxfuZP/GlCjsQmUs0mpGKsU1GjBaiqimo0Yb64wWxji5947lO06df5na9+g7PnzvGjP/jDXL9ymd9eWH/JuTPnuHDuUU6fPsFkHOiWCw6OOuIy0aVEzJmjZcuyTUPE3ZvMgLAtwhOTKeNT2+wf7LG3u8fLL77InStvcfnSq0iKbG9tsOwOLVNTg5CcWfASMRoEN7y39owke6SX5LaCsg7RZpb141QcyLpjeS/Dz3vXIx6W1RW6uFfrUajqiul0gveOqgrUtUXqdqmU0rwlzkXCAoaeX1XIqcC+5hyEaMGYGDycnTOn0hs5FM3JpsjZQGSDrHJGCqMJV+pFUDIBo286rIDsKyvW4jztYsnB/iFN27F3cGR0Zs0sF0cATMYj2m5BjoXJhA0MWywW5FxZRI4hFqW9ykaCZmO/9XWrHgq2WDEbBbXsw/G4ZjabMRqNzC6I9WwdHh5xcHjEqROnqcZjll3i6o2b7B3OwXm6LtGpjfdMZcZ6GUiHE7smvBdm09kfwpny3a8Hdgw7m1MIHhlVpKlDa4+rK3MWThgBMSdi26FtJjcd3bKlXUR0VPPRj36Uf/Ff+pf5wR/5HCd2zhi0kCJ7N25STTd565tfJUnESSSrtdsb3TWDtmQX8T6iVTTnr5kKWGaLYipxBAloDmjONvlNIlm7wSn0DSx9xAoM5kvUIqJ7KarDAJJjqeDK+PTNdNnJIH0cahPI29yYcWp7hxOzGZOPPEsVArfu7OGqmv/7H/8TPHfxaZ44eRaPMh2NzTkFU3Ts8dXekVU+8OzFp9nc3GG/ifzk53+C557/GKqJozs3ka7hj3zi45w8cYJnnnyCEzub1F7R2HKkieXck6MJm6WcOVp0pC4XWUIAi8QmKJOcmN+6Tl0JJ2dTLl27zi/9jb/N8xfPc37rBL5LfO3LX2bCGFeowD1+oGL6TIqpfq6WZW0qJd0vtSobcm0UyYQdo6gQSz9LGqCIVU3nfqa/N3SOVeEcvl2G8cFcSQXSKiAJvmI8HhOCdcd7kWFsqvaCd9lyNSvS6gAfAVZrkozrs3Vn9T3vrY0tZwdJirFz0CREEzm11pmcV84huAIpWqciUVMhmkzoks2FDhKovSOIYfJdzOTO6mCjyoMzyW000saIGg8DzXZtjCrPeFQTgh96XvoaVs5S1Gb7SS1iMx3EAj/Jpi2Vs1gfB8poVHNi5wQbW5tW+BaTrFk0LU1r/Qkb2zu0Wdk7mnNrb49lSqiEYVBPQgr0W7I5pWjJZYJa4+kHaT2wYzh74gQpCLnyNBNII4eOAuodLgQIpbFs2ZKXidxElgdLuvaQM6cf4c/8K3+OH/vJLzDZPEGSwn8XYWc84YXPfY5b195mcecaXlp87+GzUetEEkiHuITzNsbQsFJjTsRC2+tyJgSlriF04KPgkmGrJfhGoXC6bfUc+HUHcFyvCFaF6T5T0ONRrVp3dS5TqbzYVbm9tcHmbMy0rtgeb3Ni8xPMly0pZqajCRvjCeM6MK4qxlXNfLk07RGOR76C4h1MpzPqesS1u7vMZlOeeuJxmuWcrlminTFJZrMpWxtTS2VzND2pZknuGkiJHDu6xiitJBvA2PcR1MBW5dkInqQd41nF8499hK2dOyz3brO4vcfBIpEO50gb6XLDyFUm35F1kA3Psu56+y/hBy+ssNb0U3I2kSH1dmqFcS01iu/EvH+wkNzvbqnahLOcM75MIauqiuDNoPqhqbD0i5QGRHQN6iswqD2YgDKQB7VIVwz28c7btVNIGZZiZtBk7KWuJXUtOZlgnV1HmSD9wKlgdFg/InglZoOlRKB2gaiQNDKuKyZ+zDSvKMl15a1zOlnxuw0Or9hMc7GoP8YyelQtS826oqZmihhkyeKdyJCR55StVOgMaKsrU5jt2nYgaTRNC+I5cfIkoR5xOG+4dvMWTUxEtQE9uICmMjOlYMxGmrHsrBIhOEG7h3Tm85mtTbraEceeZiK0tdCNvInfVRV4R06JdrEkziPdYUtoINQdz338k3zisz9MvXGC5McWXedkTIERnHzicS488yxfu/k2QZcDlTWniMvJHAUZkQItuYgLq5SyjZ2dIM5qDSP1VJ1QRUeXBGew54A/D1pA99QUnFs5BVeObB+R9BS/extqevjCHIU9EGMkq7CztcGkrgiibNYBP5vQbajpwWDF0BACGTjs5mTNeKlN3bTg7MO2pIimjlHwnNyc0mUlZoFpRe12bIJX2Q7vlGbe0C4XtEcHLA72aeZHxG5JszjiYG+P+eEhaM8Mw+QyqsD5rRmnRh4vkdPndtDJFhfOPo5v59x44yXS/pyJenwYmWx6LoVn740VItaVIAULBooybNGbctKXFErpxhqAgrhBJtuG3DPs6+90rdeOvpvXv9+XTXDLaEyEUkCuKhO2HJGtURTbs4grRP5StC9wH2psQINsI96VXhTHcKucI/hAVIdWhtFkkuH4BTePvTRFieZ7aLYX6wv1FNwIIVB7IToT/UMtIw/lnKgwuruLiS6bXHUdquKYrOaRgkOysR7JFqFnYWhwdX0tQUsZodQHjVHohtPPaR90mi3IUVnMl8Xgm6JqRumaJSF4RrMJixjZ3dtnf3e/oB2JJgKl78Pqq6sgy5iXNnI3SNm2D9B68HkM00CqHO2sIowdbuwI44B4awBT542mhhZGgCe1NePO89GPf4KdEyetM1BsZJ4Xh5SxgmFzg/PPXuQbX/o/aQ4OaDvj7tdS0jExQT3p9Xuc2IldCmzjECyZE2ucocu0vmbpEp1LuCLlvBrd0Bv1YuSFUvQ2VhEecF1h0wREXS/+WaANR5Zggn2YZo1hm/b9NVrEtTmq0a4hd47Rxg6j8ciKU96h3mY2x2Tt/V3qQJXKV/igAxUwlwsu5ozERF1XbG5sELMSo+K8wztFckazzf/tlg3LnGljw7I5YrHcp1nuk9qGbtlwdLDgaB7RDDXG+x8B2044PZ3yyPYUrRIE+NLv/i6nJo/wzCNnqduaw90DtA149TilQAh9F7g19KhmJMVhBKuWcmZf+M9eyyB4h6rpOPX00ghGHnBa9PSPZwHrEKBnnZZqDsrGgZaJf2KEiL7s9wEjhrzrGjKGhKFEWq5BClxSmFtDZiw2uqb/efAQaoLmJleS1yJdWd2c1d2sZ0IHKnJfU7Mmu1VhdZ20EUKgrmq6ZI7Jh4BzQtt1dh1m8JUFDENtTbBzWXoyixq0OxqhlbeKSVZrIBOjYDtjLhyjRJt0husBzLJfKHRsu60HEM18SW4a66Fqje3kfWA83QBx7O0fcOPGbZo2kl0F4glV4LAQQZzzRZPKchUvBoVX4qkdTOvx7/t58b1cD+wYpuOaGAQ3qmDkSSOH1N4ooN6R8ajLVHWNS87YSG1HbMeWilU14nxp/FBcshbz7DxS1WyfOU09mXH3xhWcJoJAg+DIVA6CRLyUHT4ogIL3jqAOlUyNUGeh7TIhCHXl6WIgeAeuN95AiZIF6cU9LVsownVWPC69C2K85B5GN90xwzGTWiNbTEZ3i1mHDl8Rhv4C3RhR6BJUwaPBkwp7ohebU6xJyTmLmNu2oes6BumNYeqbzdoNrgj7BWNySU7k1morOSdSzrRdawqX7ZLlcsHh4YKDgznzeUuMSiVSOtmFkUZmQRhVjnOPXaDRlrdv3ubwcM4p6bj++tto25Y5GjZHIhgQPTBb1FmAIIAX66ZNarO5tUyewwvZW7aEdzgSPZlecy4BQDR0Y2hzZvih/3XYx7reQ9K/pCcYPJyriZlYZh9AOQbOF7noHhLN5ELV1J58XdAOETGiR7I02ruinBwcofJDJ3RfuO4zASeW3bnS6W8zp/veIVs926/Phr33uFCDBlzwA1MptiaIZyNqKSKVjlGoLGPOSnJWM0gpWb+GC5YZU8aGOmvcFJLVGcp7W0IiBvEUKmVMmdQlk9ZO1qXvgzcxTu8JztPmRNe1uJQYTSbU4xEbs03mbWL37gGLZYf4ESmDuGDzZ9psAZrL+ELn1WRuOATHtB4x9o7ZaPQHf6L8HtaDO4bRmM6DhIDWnlg7NFiWijcD6nI5GSohJdBxSzUCH3rr68l4PGrCa2qGOItjY2uHrRMneeOVBKmzAR6dGYrKwUg64zJ7G+tQOU8QZ/0KzjB+guJqoMngEt6D81oothbJ5p7mguC9w3k1uWvncL5CfG1F5+IkwBfM/LiZ6WGbnPqGrERPiu1rEYdHh8znR2TdHKAn7z1SVbCWhsdo9QFXe6rKilS9WmXTNINzqOvRCvISX+YeWDFGNVrGkuLw2rY1x7BYLpnPG+7e3Wf37j4HBy2pS1TApA6MgqPOwvnTO5x75AyPPfkkl+/c4q1vvsz5Ry5wbnSK5sZd2uIAxQUcNqJUyUPY3kdp4oXgKySbM9TyNxs0ZHOuxduB7KNV1WyYdW7I6ge6rsiabyhLVjhUfzAMntKVO9C1Y/GeHNYP4Fo0zdDAoZgkjJRbFpOCMeTCam/rEw0H59CzZ5xQVZ5QZPWrys5Bk3g3+XtTW+1xWLHRsWX85rqDGMZgihjcUz41+IBzdRkcZQ7AE20+Qy7iisHjQwl6crk21DLnGMVkxde6ogcKiSaT15BSdKZnCFICN3tmypTRm2oBmrfanvhgAatYsKkp06UW7zyT2QbgODw6ZH//gKxWM8lJiSnTthEwoqSUbRJnVHMvUPvApB4xCZ6Rf0iLz8FVRfDMDaGzZsi+7BCxizI4yyKiZNTDqBKWyyPj9uaihVMMRh8RijiquubM2bNMZzMO9/dokpKjnZCtZJJEag8p2E5PAUbBo2pNLAktlLhMlmgCdk7pB4QhKzZSKleGk4zzvmCBzjoifTU4BPCWafRxqPajKm0wiGi0E1N1SFl7KpwI3L2zy97eAfHcmWHiVj+Yp58vOzgVtXQ0hDBEYcvlkoODA8bjMTHGMqhnjPO1RToOeoXArBlNJh/QxY7YNaSupSsOom1ajo4WHM0bFm0kJWN1bQZP7WFzMuYHnnmK8+fPc/b8BV66eo1lhPPnLzA9NAkM1Fmzn2AU3myfL341+8IhZfqVo1fQG4QwnBsiWzdoOJtscl9XcC6Zxo+Tot+zXoQ/3rPeO2DAHNBwhIvTUFZ8dh4e/9B2BrE6LbWA4GwWhiaSAGoF1V47TApXtR/w44pkdvBV0bOKdKmljR1V9oxFmISKqsw6li6aVEWKNj2uSL6HEKxLuNQBVsOihNhB6hqmGzOrY9UWFOEEKfCUC4K0pWjtS7OeqSZBMQ99Jq8SSAqdK7TmIiAIJokjKClHsoNOlbY4F9U8KP5qckhKpvkmDlda/XCQUlcUWzNNSvjRBF/VzJuWO3v7LKI14LZtAqmsiTVbj1EV4iAWGpxYE553jL3RcutxbSblA7Qe2DGkIpTXSaIVockmHx2DIpXh3A5HyBDweHXkBLWD2zeukdsWV5nxzmqKqVowTieZ4GFjNubE9iaxXbJcLO1zs2m4Z5Q2ZkKbcNZOwf+fvP96si278zuxz3LbHJP2mvIWvuAaAJvgNE3TBUmNGIqhHuZhFBN60d+mF70o9KAJzXDYGraZZjsADV8FoFB169q0x22znB5+a5/MAtDDyyaje6q0K7LqmrxZec/Ze631+9p5nTFGMUbwGXzMjCESYhT8X+ePJXoywasFa5TfT6B0Ebalktip0JiyWRTjz0TaIRnwunzE2yR0ea2mB3C12nB9vWIYxz1fMDl8lZaTlzTCscdzrbX7BW8cR9n4YmS9XmOMo2kWOFdTIHuECI+QxK/hx4Fx7PFjh+87/DAQvKfre/pxpA9R9OMKGms5nDf02xVtPefFuye89dqrpJQ5u7gmJA3GsO2umQqQFJKEqabTpzZ79/IN1HNTXSq91tJel7Xe8xAThJf2TLQmx+nQwK+t4h/jGfLtgSHf+vfHN448ffKn7JI6VGFvnNFUVQVq8r5ILpihwCjlfs/TflmegQmeSzEy+oFu2BDCiLWak5MTKtfKAcz7Ulkrk1+MsfABGucq2nZGCHKIEd9NxvvAMHrG0FG3CZtLwKVSwjMo6QExyUrDYIxMKYkTDEUWz4TREmcTQxQzm1I3hsfykVIix0w2iUDG50QgETISA1Ki+KepRys5wBotYglTgu5y4TNUkiBMheHyas3l5ZrBR1Qy9EMArQQpKDW2U7KvVpKc0JaeGavVniPhFtz2Sbiev48hJWKWDB6PwkcYPEQTsJVBO1DK4qLCJcktUcqiDVw9esr24pymPZZFREsghZBHAZVHyCNOJZZNza5y5HGkL0x+SomQNEPKkAJGQ+2EuHVWSN+kZKMaQ8LHLDeQCiSVSCp+/O8yTThWS1iflgdJhDMJozIG+RAiT04pxdYIt25IedB+w+KTYRwHNpsN4zDc1C/+yiflnElx6oZNH5sYqqoSw03OXF5est1uOT0ps0mBl1LOMinESBhH/NgRho4w9Ph+II6eOE4BX1E6Mgo/U9WKEHccHbV8+Sufp6kUodvRqcTZxYqz1Y4fvPsur6mGpsSLaK1LPo+oQ3JRmkwrt0AVRjbbTIGS1J63kYkBOcFqyVdK5YCQdSaHGynw85jVfhXk+7TyCh+7bskiq7qiKfh1ipFs9J4YlpdfYNt8i5yZ9gXhxwK7XnJ/um6L1hCiiDiWs7kQu0rJ5D5EhiEQg1Ts1pUWsUc2WOPw3gOKwYwkNRCzKf4UUTuVMDSZ0pUmJyNFQ+N4s7HvpYOTkqckFSR1o9CjHPDKMxjLQTCGRNQQcsIj8OUU0xJz/Nj9NDUx7o9zhXtx1uHaGfP5gmFInJ+v6HYjYxQoK2fDOEqsjOBVYujTKFQM6CxcjckJfFmHrMW5T9bI8Pwhej7S50ifIl3I9D4zGEhOwrnqDE5nbMrYJHEQVTWnTiOp23L59CNOX3qNXCApSQLOKAIqdqT+GpMHjmY1fVOjRo9VidEYQkiMPhD8SMgwjp7BB7qhQ+uINaCdxafE4CN9CPgUS6BXENUQ7PFqaZQzNLVlURtqK5n0oKUhLmXB7VUJIivmL3F3xltNcaooMm6rHG6w3Bgim82Grhvo+4GxHanrShZ2o0XBlDM+BjbX1xATbTvjenXN+cUFm+1WWtqqis12W8h7ynQTi7BE8N3oPcGPJO9J3pNDQCWJRvdegs2yFs+J1TfBhnfvHfJ3v/UN5nXFkwcPePGl13n66IKPHj2hHz2b9RY/s7gkkEGRwZQHy5DLL5XDKVCmiMn1XDBebi0M6Fg2BdkM5SNCDkIkcit7Kf/6Yq/Kx6RYmoL0bte03v68X+UoPumXyJizGEvrWmJPpkPCtCnsYSQl0UHp469BzplQ3PUxywm+H6T0KsYzuk3P3dM7LOcLrDXknOj7kb4fCSFSWYXWhlk7LxyC2XcxWGOpGohJpknx98jEkPUk/xaJgHUOVJGephvJtXQ4C/8wQVS3e80n6Hr6u0jqQMnPgn1eE0oOkDmJfDQXGXSMsWRBSQKtijJZVG1DPV9gqpqziw1Xl2uGMUpYXhCfyDCMJPJ+EjHalBI5QT9UFEFFjrnAXz21av8mb5H/7Ov5Y7d9YpU9l8PAhkSvEsFqYqUgGuYhUzuFUxmHyFGtm+Fswxg7Hv/yx7z6uc+gartX2cCIyT2qvySuHjPTgdODlrw7pMXQjQE/ZoYhMviRbd+xjluGMBKSJ+kARKzR4pgm4aOnG8Wx2PWJ0Zd8+SwjpEE0z0ttOK0cd5YVs8aABZ8y6y6yHQI+lfE3loKgLPlLeU82I33VJd9naniYoAwNBB94+vgp1xcruuMT/CLgwyin46QLBJNZra75y7/4Cw4WS9548y0uV9d853vf5Sc//glHR4f81je+wfXVJW+88QbWyd+VFAne76OL/Tjgx4HgZaMQ2EdcCj4lfAy0bUvCs96uabRiZgyfffMV7t474uziioOXXuEiaf7n//AnXK7W1Nby8r373KmW7B6tyHpSc0j2Ti5UEaqoQApekZU4aIWRkalAayWx5wSmXmwovdmphPylHpW9qJJSFiNUEjDqZtstcFGefiZ/y1wkmpMqSe+1ScIWRT49m0OKwt+RwdmKqnZ7yDNlIW1z6ceQUMMpGTjvN9TiCAM0la1YtDOC92x3W3bbgWHdEYdIPI0s5nOUVvS7kevVmr4fUChmTSMbh3LUrmLUA0NMhFCKu6ZFffqeyneiC7SrlaKpa6IxjEFEEwK5lkwkzZ7cTkEOZfK1BAG4veknEI4xFY2cmVRURb1VQvKgBAsWk6zTFm0tMQhSUNmays3Y9CNXqx27TuqJEwafwKdAGEWBlNRNGZRWooS02sgB0ot5VIeI3w549fwtyv97uJ77u73MI+vQc+17NinhVRZdcVCgHZqATZrWahptcFnRqMTcWXwGrp6w/ehdjlxGz44AQ6ZHhRX+6jFpdcFR60jHh+QhUilHGDN+VHSd56rryMnS7QI5jiLnzNLmZux0AsmEnBhjZggCdQ0efJBCkJQka+XYJF6cW9549Q4v3z+mnUk89Wb0fPDkiscXG67XIunMKu+d1dNJI8Qie0vcwB77pUtuVp1l77u6umK1Xu8Na8M4SsyATiKvy7KI3T29w3a15o//6I94+PgRq/WaF+7e4/Nf+DyNq/CzGffv3yfs46gn4joJIRik93mMQg5GElFJVaGtHXVdozSMQTLydc689erLfPGtt9FoXLskmhn/r9/7A/7yvV/imhmVMnzjt/4OyzHxo7M/KxI0+QtKVe/+qM6kj5f1ZuJ1JLtKHt6bkV3KdzJKlS0ih/IRSbcyrW67yz8ed/7rgNH/X0BI5bK2uOtBBAmmRuFA1s6SLCz3iPAM8rn70Hh9k6iaUYW7mnOARhlHt90xbLdcrrakbOgG8QtsNhvOzs7YbLYopaidYzmbc3JyjK1FuGGrhsiIzr7wRXn/fEhPs0HFct8gjm2jxaEsHd/svRGqCDm8DxDlz+fye3kaFyU8aT8RCR9dPBjGQIIxeqkEUCImIaSSGEuJvdHl+VYoZQgpc3654nK1JiHcZdIQcyJ42ZRiiNKxbQVWdcbQVBWVUuggniRVEqZ9iGw3f5N3yH/+9dwbw8W4Y5c82zCyS4Kd2YKtWZ+oK2jRLJVj4WpaY5nnRAO4uqFOEfXsI1JrYXkH7WqUHslhRdqc4/xA1TbE5RJGmDtPHgx+hM1mwFZbrKkJPtP7RDdE/NAzxLEoj4S3CCkQs2SjDyMMY2b0YgZKJZ7nhZMZv/N3v8K3vvll7r10n3Y5x9aWi4tLfvyTn/On3/kh4/iQbQylu7XEcO8xTbmxUiHV8gQfwd4fIflL4Adf4CTpw9UmY1EoZzHaUlnLi/fvc//giLEbuLi64un5GfPFgrt37nB4dFQ4lEzTtkLU5RuOIYRADEI8h6IYCbkUJymB2Jp2xsFBZrMd2XYepRWLxYx3Pv85Xji+z2oMXF4/5vsf/Jg/+eG7jDGxaOfkMfC//Pvf54VqhkvSl6HKKTRN7K9RBZ/lV0jjVDYSmRgE004lrkAmCulbTQUOu/l7TJDBROLDry78t7Hn34A1cQtu4tMzKUzXBMVQFjbnWoyuBU4EnFWgJeI+l7EuJ0k+phT3ZC3GzBACRklksqtnNGiydpiqJYyeVR/weUeMke12y7rzjCFDjvRjYNsNRDQHh0vJarIKm8RbFGKiqlqMcSWuW2JaRPgh+ON0H5sidTWmKJyCZHpN94LaQ0zTfRHJKpEQDjESiYVon2TROU95SCLysEaTYyIyykGRLFL7vStfXrPNZsf1ek3UgDNF8SZiGh8jlbECg8ZE8hlrFc2sprYWh0y5uXAa05rhP62RGKvg2eXANkfpNy1BaBUGEzJVzDQZ5sZxYBvaumZpNK1RzCqHqVvUZsfuySP0EKkWLcl4QthCiFTVDFSmOWww5piwSNBnxi4yqzpstcIZxzh41ruOldoSgkBMEnyl9w9CjJkQoB9yWdglJ50sRT+vvfMm//Bf/wu+/s2v0x4foWYSYPfKasfd1x8w6Jon51dsttd74k301HIqn1IUcyliz5PsrVwa6aPWOeHHwMX5NV23Y7OpMFbhjHg5UIropQOhqRqWruXOyR3efuvtUn2pRbWRopgIcy6RvkDOQjiHQCgywpjk1B2z1D0GrYgKtDXUbcN250sPg0fPHNukOd9G3nv4iH/3J3/GTx4+ZrsdWOqKNmeCCjx99IDm4C4nlRPOBQXKFJJZ7+GkVOSFmRsFSC4nu5Ry0ZcLESlijhssWZGJPpBDJMW018VPC/oE0v2qXFV+Ne+VZr/puv3Zn5apQqspDVhyg4xVQCxRFrl0AYib2BR5eYwJnXNpt434cWQYR7m3BQskZI3SFa7WKNei+oEcMx6RgGbXUC8Mph4hBXL5mrsh4C+uqaoKpSQSxieP0g5nK2xV74u5cpl4s3IopfaxL9xS5aWysKbwmwQbtzgFYrmnIiFHcbzrm4U+J1FSVVVD4yqcUiQf6CN4P5Sk4QgYlDVYbfEhcXG9ZvQRW9ekNGAbSwyZMARpe8tJuimSwEjOWJqqxuRMDhFV+llI8j3GmPak+Sfleu6NYagNY4j4rEhWtLrWGJwxe7NZayuOXMthNaOqa+qmojIOaytcXZNpiYPBDD261SSdGZNBV0cYFCpAU0O7BIZE2o2Mmx7r1mAhZs/1tqVtK5wTyV7KCh9V2QCKyUVKzQhRkbByI+pASnBwcsS3/sk/5cv/+J8xu3sPqppoLZBxi8CrB/f4r4Li3Xff59mz76AqQ+wlqjrGSAwSVb2HkbihnVWhXCdUVytN8IGzs3OG3sumFcT1nZWUi5AyNoNCMjes1tROslrGYWAMHuMsOYl0b8ppmWCtFFM5aUfBWXMu6ZDiNFVG4+oKM0bGUQrbN0Pkcbfm//7/+f9yePRdLrc7nl5eEVKiBo4rw1JF1uOOtnFUNjGEDmclZl3cplOEcYlHUJL6ud8YhOUrpKCc9ALy43jrJJVyAJLUxIYbLfzznvLV/l8fv25PGr8ZfPrkXlpLOY2zYOqEUuKQN0b4n4SIDsS0JTLjkKQRTSdRL/nBE2NGK2FwYpRJ26dYJN9JUpdqcQa7UKFCgGEgdYrooRhZ8Dnjux3rzUpiMKoa6ypcVRfPAIhoQaCtmICYSngl+3tl4gT0dAARJEZa4LIkDoj0WU0UExPQKP/Oe8mVdC0AWWGNxZkKBwyl5THEiE4yZZAV2VY429B1A9txBFcxhowPCWUcPgz4GPY95rpMOZUxzOoKqzQ5eOLoyTFD0gIlZUqF6CfrDnzujSHMHUSF8RoTFbVyzG3FwhgWdcOinbGcLzhcHnI0W2CbGtPOqHWDUxZVV+RZi57PqFqLdhV21tAojUoWFyp0UKgoC2fsenLT4epOVA5OoQxshx2Xu2uuuzVb3xOUYdwNDH6Q+N4kHbB5iqxAMaUraKN5+dVX+K1v/wMOX3qLUTnQFRRiyNqAnlW88c7XePmzn+XP/+K7DN2A94Ec1X6UTUmVU3Da62CEWBPZq5mgpHIvrK5XXF2teOHFFwAJG4xJ8HSnDSFEzq/W+H5kfnDA4fExMUW2mw3boQejqdtmb8bTTr5fWUAL2T2Nw0ahncFlOb1lI8FnV5dr+r5nHANdgMuYeTRuYb1DlQjzRmsOreGkMszTCCZhK4VRXkp9UkZlTcxBTmaUSUGV3tw8wXUFVktFOljMSAJxpX2fc865TDkBVTigKX9ngqT+tzaICYYQnBgoznaVbjYCLaaLvdnrU3HFTFNpjo9rFgtNyltCNNjKCRxSxAeVqzDGEsaSu+WDZJTlCe6URFuVFYpUOhYmGCfvT/ICSYppSxepbDBIoJ3SEplNkgXYycbQzBZY54o9IaGzRQgmOcVP90D4mJIq7QP5cnFbpxIOGZNIulPhsZjixMuPVdb7uG+VtTyX0+RKYuhGdsNA3+8IwZdOeTGzxqwwrsEry+X6kj4klHP4PgCWoaggp/5syQgTuXZbV7RNDVkOaHtSX+kCcYtRk0/WwPCfYHBzA8mAdhqVDHW2zHXNkbEcVg3Hbs5Jfchhe8RicYCZt9hmibUtxjZE56B1mHmNnlfQ1pj5jMY6UlToqFEBdJCsoNx4st2g7YZaaayrCFqJMmm3YbPdsetHhjGzySPRZwYvEdzTsjAJSWVTUFiTefHuHV585Q2UnWOoiVkXZ6QvJ5oad3jCwf2XCcbh+x3KR1TUoopQkil/A3NMm4JsEJqMJQmUFMFoxdB1PHvylNffeJVmXlN5UFaR00gYA5ePHnPx4QPSEEjZ4FDEMZCiQEhRgZrNOLh/h6MX7nF09xRtDd6PeyNZLHWGNjvICm0U0QZIlk5pun7ketOz85mYDOQSQJYVjdIc2MxJbTnQ0NChRmiIKN+JoUnXxelZ6lKnGHOl93j19PBOuQs2svdZxJxIsRA95WSXUwlyK7+WU/n1fLMhTBWe06u9v4oCakoCFZ5T7fXt09f4zRzFJ/tazuDkZMGd0xmLmSKzJeH2xP6UoTRNbrG87ga1dzMnJMiRLPLjyWCpCxlLvMH4RWOQZecHrLMo3L78R2mDa5r9n7dOlD7aSMTFVNC0r28t//lYeVbZvPe+hFsChMlUN02auUhfVS59DOUp1DmXv0+RSkeRjO66LXFIxDGQcxKpetPi6pkgCtmgleN6veN625F1xRAyQ4hkpen9uA8q1AlykO9J14aqFo/C0I8InJclWFLlIikGay22+pSqkqqmQqeCUUaNy45KOSpd0dgZTbVgVi1o6wOaeoGu55j2GFPPUa7FNA2qdehFhW4dOAtVRdIGbRQqaZTJYJP0Ldgg526lJFZXG2Zh5HB9zJ3ViqvVls1uZL0b0Wq7v2FKv1v5roufuWjos4ajO8csjg5LCqgqC2upBTSyrEcMByd30Krk/YRc9N6lH2C/Pon8VSE+CJszDnDlhdWASYnY95w9fcpuvaGd12jbUjc1OmUunjzhO//rf8BfXuKUYewDu6sVlTLM2paQE0MMDNbR6cwLb7/B3/sn/4jD0+Oi1c7E5Pfl6TlNEk5NVJpxDFxerXh2fsV62+Gj+E4qJSbBWW2ZOcVp4zgwhip5ibiMGpsiKcpiM2UxkbW8JlA05VPU9g0kkOSlISSpRoyxeD+iRBTsl+lU0nJvkQmRX1/E9xzDLYXNtOyrW0cx9Rs+bvgJnssw90m43nyz5eUX7+Kskh7vNKKUk3sgwPQK7mNYMlhlUEbwcKWUEKtZoZQt8k0pRLIxoG1AT+q7nG5gVO9JQaIxUgji6i0TcnYOjEWV5sNJrGyMLDE3m8KtzX8/LaT9eH3b0Tz9/ONihOk9FI5T4rQ1Ok/clmKPM6VEComxH4ljwpmKqrI0bcVsMYOqJmsJ+dv1nmeX1/QhEU3GI9b8rhvkQGSdZLONQQZzYySKxMr3EZOHVExvWcI+ZZjJVNYxW3xKfQxt0xCSSLcIijo7HA6rGqpqTtscMJsdMWsPaZs5qpmj2hNUsyDXLaptobGomSU3EqiXtRF9uRI8XlvAlBOEjZKmSFFUkKm9Z3Gw5nh5wslyw8XVlqZa3YR+JQrpeXPknArofcoY41ieHFPPWgndQu0XNUBOLUqRjWVxeETjWrZBwvxClPVyb8eHvQrJqIxF8msqwOVc2psm5Vbm4ukZ50+fcXi0JLQVukQR9METSdimYlE1LO4vca8p8FKcsul2RKXQh8dsidx/63UWhwcoa1A5E6MnJWmqyySMkfwotCZmxWrb8ez8ivOrFdt+JCQxFR7OFCenM+6dHjC3ljkK4wM5DngfGQfIXpyu4xiJaZQRPYujHQqUleI0zU8Zq7fatIpjPpSNoUwIQPFZyKXLaV9c0L+6qN++nn9h//Rmq8IXv3CXOyenXF5ccXm5I/oaXEuMCaUDSku4nfdeoiqGSBg8BkVb1VjrCpBkbhROxf2PtiStwFpsObkP40ggkrMSs+Q4kmNAK42zVniDGIvaCUBjtZVnunBOqcCLUiUqMtnbCz7TQvorMmW4kYTvFYC5KKxKnP7ULDeBu6jbkFSksmLsbKpaphijiUhDna1rIoaL6wtWmx1JGYYYSNoyZM1m8ChjcFom8pwELnJGM2sq2rrCKkXQFq/8Piq+svLaIn8MZT5Z9+NzbwzOOZKPYhBTGpMsJmssBqsdlalwphJpmq5BNSjTkm2LcjOya8BZlK3ktF4yT9L0CE+HQSWjLjrJjTYOUNfoccC4Cle3NE3LrJoxcy2trqlwSE2MoP0p3yxWk1YbBc5Z6ra9FSMsC5QuipeUMtFoVDbMqobaVqgAKWkCmZBzqfIroabIhuBQWDJOZSzy4aAEaonpZdhuOX96xiuvvUqTZUJqmwWHb7+N324ZLy64e3DMcn7AvG44Xh6SQuCDhx/x7PqKPFvymRfvcfTyfWzb4JMEB0Im5UBKQRbpEInjiA+ezXbL5cWai4utKJK8ODGXc8srrx5w986Sk+O51KQG0DETY0XfezbrnrGHpIQjUD4VXbaCnFDKoApUNJmX9pRxeciFlkj76JCb0+LNiXBPNJafFxSK2yVw6ua3P3btk6HVrbr5AjNMUNP0DWX1q3qmT+51ejrD2khMnr4bMNmRaoPKWrT7gA83st+xGxi7AZUyvqpxymK0wdkKpeXHWku+VSyneZUztvB0tTZo6yBlgtbSuuZFKmqUTPzyche7YZHHoqcpTZ6/dAsnnHrT4eagdXta+NWPVCaL6ecqq9LZoPamuWjE1pjVjUQ6K7C1pbYOi6QxRw2e0j+hFOvtjuv1RoQUKELIeBVlesgIUhIiOUlmk04JV1lmTc1iNsNqjU6ZnUr0KaK1YnGwpG5qSV/w48c6Kz4J13NvDMK3SDEOsFfFhByI3hODF2VD0aGrnJEoHHnzEzdE4URoyUElT18cELIGkFNwKNEOQbLbcyw5RaiiVdZYbdDK7B2e5Mjkjp3WFmelM0CHhB4D+ICqs2irVSHisiIpLTLRlKmVIvuRnErWexTYZnp7FfLnHQqHFN5YJZOCy+zlqk5pLJnkA2dPnnB9cUVzuKCpKkIWYvjo7h2e7XZcdh1R19SLA55tt5yfnXO5WROMYXm0pFrOGWLZAASkJQYhFYkC1aQSpHe9EoPO9eWa64st3dZLxo3RvPbKKV/6wgscHVY0dSKFARVAJU0INd1uwNXQ7SJ2o0lExm3xbsQIUcpdcja3Hlh5fW7HYctEfwsqKu/LX6kUyuX9z9PnKMFpb6/o6tZ/FB/7/+1/7WOcxCfrpPY8VzOL+GEgJ4X3mi5rZpU0njkMWqV9+mnOGZuNHHJSxmqDzSVXNCv86PGxx1iLrRrJuUqi0Q9TUVRp50Nbkq1IJpB02JdJkS2mssI3qdIhnpMog/b5RmrPT+0VdbcysaZD3J5TuPWRCul8e2MQUlnQhqwgIrlPWcu86UsniS4nwFBi7rWpMJWjame4qqH3kev1hhAB5QhR6keHKJOSLjxKDkLo65yxRtFUFbO2pa4qMbhVFQfuAFdZwjgyP1gyX8zpho7NZiv1x5+g6z8pRE8+ZJcOITD6xJgVo64YfMc4dng/IyaPzRHGAawD68hOSexjUBK7rETiOMnVFGUjEdsmeE/Y7TDDAH4kjYJr5pD2wVy5hB9NI+r/FobslMaGhL9cEzYdVZNQqnQ1KFGymJxLFlIk9h15GESvfevryG0nvIdBNoJaCa8g/a4CJZksE4NKYo/PWnH+9Iwnjx5zdHrE6Ax2OSNby+z4mLsotlcbzi53PP7pz0RNYzRuueT47h1mxweY2mHLKUSljEkZHbIYbUIgjCPRe3wYWK9XXD67YnW5ptv2xCFDkuC81165wwv357StZzlzEDUxZMYxEYKiasHUmWqXsI0l6cgmRfouEHzeJ0XmKTZEfraHBORnoJQkZKZ8azPIABrNlF+l/sqTvCorvVI300Sednt1+/Nu/aR8wqdlOvhNV9V4yIZZO8Pqgd0WmgrM3NINAau9dI0UbWVd19h2htMGoxQuGXRWBB+5ul6z2XWgoGoSVd2Qs0JFkRAH7+W11FPsvHgnqOs9h5EpPiEfSQksFmPUPtrCGIO5FQkhctFfKfkpxse9X+jWxyRfvp2XJEKHLJXCSN7YGIOok6wRv0xO0jldVTf9ENrg2pp2ucCahmcPn3C93hYFoyVkkeqOPkIQSe3kGzI6YyvDYVtzenLI8fExGthuxNZ8evcu3vc8e/psf3Cdyp+ruvqbuTn+C13PvTH4LERUjGLiyH1GjRqbA5ts2dRbNu2GtqmFWLUWzVyylbUqo13B5nOUbvgCJk8vPEluRlJCjSOq61D9AP2I6nfksSeEgTGIvj9mKeUeU2lPK4aq/TJRyDFVqjYbY9lcnLO9vmZ2eh9yRGe9h7Gk3COh/MD24oIcveS6K1tUL2nPK1gULitqDBWqbA4Zp0BrhUoRR8FONRhnSHHk7MlDXnrtRdplS51qclRoVzE7OWZ2eMzdVzQ5ZqyxErSnMspZcELyhlyiDrI4sEMSQ9vgA8PYE33PZrfl/PKMJ08vubzY0u/83i9Ra8Xd4wUnhzWu8rQOoCZmsCEwjglVQTKAkXz7IVSEYSSkiA8Qx7Rf6DPIQ10O9vmWKmxqzdtHhhQsezKloX6FEJ42iXJfSE5ceQGLEnyK9xYIcEKS5P+n9j++cZaoAhOy/4xP/tUPO7zPhFTRD4ntNtK2kaaRE+2oIo02pTAmi99IW5y2GAy2LPw5ZhbtDJUy16tr1lfXLJaZWTsnFbVbZawsvEV1lpFOkamdLd7y1MiJ3FCRqLIEzmUjXJhKiSlOPqUkxviQS6Q3BeqTdrUUinkzx3J/xz1iIR+lxIckmw/FxSzYkGxiUeIYrdHoylC7ioxiiEngbGM5X294dnVN5xNRWcakGIL4oYxxpQ+65HaR0QQqq1m2NYu2xhqR0SqTqWcSRz8UGLf3A3kLqEzd1hwcHfyt3jP/qddzbwxdDMQU8UMgbwNq6+kHGHCYMTPTjlpbjFJUusi68gytEqQRwkgea/Q4kgdJ5dz3sCImKZVGQrch+UAOAUJEjZHcDeTtmu36kqv1JRfXV1ytrlltN6z7nu3oGaKY0ArUKbBE0azYrLBIPMfFo494/xc/4uTNl6GCnMUxnQouacJAuHjKwx98n7jdkrTCZ01UUx8BGDQOS42izpoaRas1TieMEtUCRiaIycEbVERFz7Mnj3jy9AnHL9whk3HWkXPC1I34NWwtN6UyZCUduxJzUbJmorQaT5i+L/lL/TAy9APdds3FxTnPnj7j4mLNbhNQSQkZrjXzynL35IjT45qUe1SOGGvIWuOyok0aoXU8de2pGocqMeTKarIZ6VaDYMhFBYWyezVIzrdSjUqOUs7T6a1wCuVEsM/IL1PEhAzJ9F/wY21FexLF94G8tdI9XMZ8hQgD4DarMJGdE8SkbqNOn+hr9KKZD1GJo76LLP1AMgfSI6CBYnAUnZ3en9pN1uiCy2MVqtKYIjPtuoFh19NvOqwVk2Uk7133+0lM3cBCWmtCDIw+lJ6GRPSZlC022dLFIBO7BB0KzxWiNMPdbAzT1C8dLKE0x0WK0Ie857PkACffW8qUznZpFEzIYh1Skl51awg50ScvJremQVUVY4Kz1ZrN6MnWMYSMp/RE50Qq+RpGF8I5ZiqrWbQNi3nLfNZKtEcOaCOHxr7vSCkym89QRjP4gapyVJXbQ+SflOv5J4aUSUkxhkTf9cR1jx0yTbYQFDZqYh8IgydHRYiw1I5GjeTRkrprtKtw7Rzd6pLLLlIz6SQIxLEnDltySMVaXgYJHxh7yS+5uL7i/HrF0+trnlxe8vTygsvtmj4F4pTfDiWG+Ob0arKiwTBcrPjx7//PvPHiCaef+TzMDzHZYmJG+R519iEP//CPefynf4rd7LBkvDDQ+9dCMksTTlkarZkZTWP0flpISSKJp5Uo5Qw5lsKdDR++/wGvvPYKbVthjcYYeXCrusbaCmtrjLFkJU5UlSK2REX47AleHJbJB/wwMnYDYRjpNjvOn13w5MlTrs+v8OuB3CN+Ai3naJ0TlTMcHR+SUk/yPTnLVJe0IWfp824qw6yxzBpDZTO105jKouwWlTNDHwghSYgi4pIlS1Lq/gRfFC9WaaJW+6lhgv5SKqmnk1mJIghgeulkFFcIJMV02vzYNWFXZQr52FTw6QSUarcgKoerEsp4xtAzph3oVDpGLNpJzINISuUek38MOmU0RgYxI93HdSOu37OzC3bbbp+7NXjJ1tKldjMjnoeEPGNai6dHZ7U/vccMPsTCBWrQSEzE1K+SKWbHWCKxk3xe2RxCTkUmWzaHfaTKlE/G3ryaNeXPaogQomccPSFnbFWhrZGpY0yk2nK4WJJMxeVqw/V2x1g2mCEK+pAVJQMponSWfCVkkp3PW46ODlksFjjnildB7rdhGPBK1JtT42JKkbaVnxvzKe1jUNqBTgRG+pzpU8SESBekuCP3ge1qw3bXsR1HrnY7Tjcr5osl1tVUTY2rG4yx6FoQJmtE0iXNY4KP5yCW8pRyMVEJQbbebnl6ccGTszMeXVzw8OyMB0+f8ejygvUwMGQhonQ5XZSMsf3SoMhS69d7zv7XP+eD+QGzf7ClfuE+xjaoqAnXF5z98M/47v/wb9l88EtcLBuTzuyz/hVolaitZm41h5Vh7gyNluCwnJTgpykSymlYHL0AMlI/efSIB+9/QNtWGKNpZg3GWhnFi6oilz4IGaHL6TxG0jgy9h1+6Imjp+87NqsVXddxcXbG2ZOnXJxdMHajTFxJTE3a2CIokurPqrJARbYJla0I/TSgDCkaGqcZa01TKyqXqZsKV1c4V2PNhvXllr4bCV7G9lx05LfXbVmkpD87acl8SsVBLVCQkP4xFrioSJJMeRBzhqRMIUrz3i17+5rki3niOMq7ffNNPPez8Im5UnSMg+DvTauxTSLh8cmTo5bpMJXTL/nGrU/aT9KqOItVGdFCkIiWw4NDFvMlMSbG4AkpMu47xD1jirdO91kIbiV+IG1vPCUhRYmG0LloQvJetZZSkpyiKPdi2psiC3qQBM6JKFFAyVu8/++0NEjFp5zWUxaPlY+yodi6ZrZcUDvD0O0ARbNYyrTgE0/Ozll3HVEbdoPfR2qnIBn9ZsIyizyurh0HhwccH59QGYX3Hr1XXYmvIRdYzRiD956maTg+PqZt209viJ42tWjmtSUoI1WaGfrgGfqRcduz1hXbbcfl6ooHjz7iaD6nnc1o6prFTHZOpTWV0zTO0FQWazU5RcLYS6+AT4xFJpaSIqTMtutZdR3nqy1PL1Z8+PScj56ecXa15XoYKbzqvqRDTvQyYgYFOsmil1QmDQPm8TUXf/AX/PLhGYf379G2B6isubo645c//wEPfvoeq13PKmWGkmGUS/2nVhJU5mxmMdccLQwHbc3C1WQfGIeB4C1979l1HqVuZJtKQYqZ3WrDT3/wI+azBueEqMtAXU7UMYwYa8mmkinBj4RxJIwDfhjxfU/fbfF9x2a95cmTZ6zXa64vr7i6uKbrOnIQua+rtJzYlSEbgZ58TlhnMIiXxChJi1TGgHakiEj2fKJ2mspC1YA1DmdrKlvhjGa38qXVK+4Dy2ShRjglI5t10oULyJNEscASWaZQmwxk87Hws+lUmdCgjChPSizzRIIKp5HJunRu53yjmiuLkCrqhE/T7DAMYlrcbjy2TtStIqmeIe5IukYbUYuFkAqPpibWH5PFv6CVoXK1SFCj+Eu0yrRNg6zQugQzRvphoOs6NrstYYiMpQM658wYAkpPsRJlkygwH6mU1kxkYnnXJHMsEUIi+HRT7blPjS0QY/ElTf6FiUuIZXqISbgP72ORvRdjnbE0s5bZfI5Sma7vca7CNjVDiFxcb1h3RRiTxf/gQ2SMEtxnUFhbJh2VsLXh6GDJyeEhy/mMNA6Mw4BSclBJOWGsIZEIwWOswlhYLFqWB0uUgpjC39Ld8te7nntjsG1L1BY9ZnA9UZvS34yUbPQjfe7pdyOX11e0laGdORrraF1FW1XM6oZ507BoYF5blrOaurIoIsRA8In1LrDrBnZjoAuR3eBZbzuu+oF157na9jy+2nC26uhDLqMgkhC5x6knAlIRtcKTCUW/3KfA2Hmu339IdX5FOjpg3TR4bVh3AxfXl6xHy+NsWVUNIWrwUWRveQAiTaW4d2/Bm/ePeenuIXeOD1jULcOm4/zpBefnl8TLgBm19CsDCk2KhQjV8OTRY37wvb+kahzaaKo2yETgAyiFcxXaSVzvMAyk4Bn6nnHXMXQdlxdnXJ6fsV6tOT+/otvt6HcDw24oMkDZJG1t0FYzkMjaMA5CUlsrWDNAZeSBVEaBNiSjSRaizThlMEqDCcSQ0BgcFp1gazs2G89GD9Jdkbm18Kt9S53cJ7IwiVIm7QlLU+ArMCXXSJeNVFRfsbhMYop/ZULl9P+cCO3b13Qi/o1GiE/opYyjqlugJiTF5WrA+47Rd5iqJiuD9wETbzKnpKEjYbPZY/LaTpyPltygpPZx11kbca17gVGtMdR1XeJlAjpE+nFg1w+y6SYl0JU1WGcxRjb5lJO8d3HayiGEKFN0RDaHGPepqBMPlKaspDRxDOz9DHHiGihdhtOkqbTcw8Zga+nB7oeRpDTtcknWmuvVlmcX1yRlSWjGMYp5NWTxXqaJR8nlgJmZNw13T45ZzmZoJDE17wuDJHZE5PKgVMY54WzqpiJGKR/6pLnun9/gNp+jqkQyFSlpctCMuqOnIwYYtWfnE6aohcYMG7Y02jJ3FTNXMfQV2c/JQROjJdPQeo3VGUXCh8S2H1ntdmz7kU3v6cbAtvdc9gPb3rPuPNu+pw+JAVUIoynv84ak0mVByAps22A1aOcwsxmruuVSWerOU+U1VTPim4qtT+yi4yo5dtUSryM2OJp+JKdACqDzjuPjGe+88za//dXP8fabr3EwX1Bpw/Z6xYP3P+BHP/gRXb+j2+q9OibJ00jKUheqgUcfPWT2wxlVVXFwekzwHuecpKWmLLrxiXCOgd1my2a1ZrNec/7sCZcX5wzdILb9EAghkwLlQZduZdtYqlmFJhDRdCmw6zt5eHH43YYch3KilOwchUQQW2dL0Foma4hDOQH6mjQsqLEYMxIzjEMQg2CcnKzS7a2U2vMGe0krmpwTWk2Bh7IxTKUpJpcNQkHIJZhvimdm6iKbvuKkevqrUKPpd/KnZm+oXMvdu4eQLdac8ehxx24XGceAdRGdxE1vjGQJZQV5ykgqfF4o/JWhhM6lCYJVWGvB2L1cdGpRG4cR770Qu8XE7sdY1EqKHALGWSqg0lWRfghHlLjlgkYRUlHUpbgntgvuKs9tnKIwKMazG35B4CRViGe990dpa0BrtBPF1G63YxgGDg8PmS8WjFGx2fV0/cAYlVTXdgMxyfcnWgmD2iOWAqEeHRxyuDzAObNPGtBaFRNh3KsEVTnQte2MlGTSV0rfRIt/gq7n3hiaO0dknzC7AWMqdDZs1IoUNF2fyVaRsieqRDIKz63+1hDROpH0QEiKMdY0UUEcMFpipFGKIWT6OBKzB0aMjmiTwCSMDVg7UOVAnSIuKwYsUYWiPEn7ILugNLayGAPOWEzdYusaZSrC/IA0rxmdZYfi0mhqWxG147rKXKnMRrdE16PHjEoa60diHHGhgl3gjc+8yrd/9+/x1W98g5dfex3rDBkYtzsWbz5ALeecX15yffEIlTNZOdBSoBNjnkJQMWPi4uklcYicP3lGzBGrDTmKQVCRhIgvWOx6teXqai08zm5H3+1IIRNDkM1jkusVvFfXGtfUzBcLaqXo/ch6u+PDh09Y7xJ3Dk6IeSCFHVYZdLRoByiNMpWoOrJBVxqFI9aGPIzgEsw1NtXkvCPGxK7yDINnHANMGVRKvpZWUgyds8x2FKNSUlLcE5OQ49oIaa+QyJSkVMnnSuRUYazDjEESXUuP9+0ehunZu5la2Luyf52Y/uRe11dblktX3PeOumrY7Xb4MeJdwCmZ1KQjQ57NXGC8EAXfV2mUUAwlCjurzL7nIScxXk69GKnEzEhSqJbejCSKsbadMXrPEIqc3UeSDnKaz0hHA0pivDPFtFbg0RCExNa6qMqKia2wyylKcN70tfaTQ3nOp1IeELI6hYCpHNYYUk6M44hSiqqqSDFxve65Xm0YQiThpL9FaZHmZnEvq1xKYVOmqizHh4ecHh5RO4e1StIPoqTJir+mBEdmcKamaWqWiwU+SMQ9jACf3olheXQIIdM0I05V4DNpSAyrgdEoVCGZEojTMCWST1ijabSmHyNGO3zM1AieaXPCZFVkjQqrEpUOBOWJKuABmxOVgpmzqGhILtO4gBsyJqe9s1q8lchIaTSuqnFtjXENrm5xVYWyFXG+JMznxLYlGMOgNBFD0IYdmTGDmQWqbsT6jAkKkwJV6qjDJa43fO0b3+abv/NPuPP2G+jlAdnIeG5z4O6L99EHB/zo5x/wk3cfE62QrlPpsEJw9ykH/uTOKSd3Tvjhez/kpz/9KXkUjHNW19TWoDOEYSSmWPB8j495H9udC4A+EeMZaZSqaoeZOUxtqWtHZaRo5+DggPd/ecb/+D/9EV/9wgu8eNJiIrQmU5kSd2JrFLUQyiX2AJ0ZjbxOyWVyHcWRnixaO+puYLPb0XUjKWWxoyjZrtEFyy1VrIqbjSFqOSUqBdqIdHLaGASKuOEVQGCP25a4X5sUftPz98l6Jv+j18HhEeOYGIaO7W7Y542NoyfnDYYl87omZYmc1wXvF9WYgiQqIRJoImMKFLW2OKONJSmF96LJ3xtKuVEiaaVLXaZ0alttYYppKVHWMSmyMmRlSVmmg5gK6ZxK4u4eBpzGypvUAtkQJv6o/JwbLnHfy6ANOcMw9rTOYqzBB0/OicXyAFdVbLqey6trdv1AjMJ7hSj/3+DlWbJJ+ppNlqyj1mjmrmZW11TGoHUq1b6+mGNlw4qjx1WOw8MFbdOSUsK5irqKBB9FjBLi38q98te9nl+VZARDM87hmoq6bUSlUktaYQ4ei7xjUtqS8P1AUhFba7JJuKphTBllKprGsagNjZUSb/kzkcpEsiskWRbss6qgiYGdNdjk2fnMJgTGoPBBTpxidNIo6zCVo25n1AdHuGaGrRrqqpHTy2xOP1uwaWe4ypJMhcUStKHXhqAsJmqabmQ+eIkCJ5L6LenyfY4PZ3zxW7/D3be+gF4uiG4mSh4FELGLGUdvN9z74tdxv/9dYt6h0kClLCpEyU7JAofcu3ePr/zW16hmjuvtNV3f4Vc9YfTUxkjceNFn55xIERDBocSDpFxUP0XdlSNZZ+ZNzeJwiV3WKKtR1hKwNG3DarthGBI/ffcBd49m3Dk4JIwamcIjlgotyneythAzOgmZ2ShFco5cR/LoyXVGYXGupq4HKWdxPd5H+sEX+Z8tPgdTnLBBytLJovZKHqVjmS5u3XDlpL8vR5q4Gq32kd83n1pW/v/IuP4JO7T9ldf5as04RvyQuVit2PQj3Tii2BF9Yt7MMPNKICPAxtJIUpJxxXOi9tEXKmapwMzgjMHaKCGMKZRmtIwnsxePTXHdOhcvkhEBRUktUFqjjaStJqRDWeX4MVOmL36GvUggAaq09GUl64FS+9bArDUTnj8lsiYl31PIZaoshwtrHd1uR1M3HB4ekdBcXV9ydb2RzQBTgiKDbAo+QlLSQZEStbO0lWHmLDZnCAFDVWC3SaKaxetRuK+2qVgezOh3A0+uL2maGc44druO4APafLIKGZ4/wCNLVkhUomipG4urNa5SJKcJRhJSq8qiUiRquPPSfd56+VWO5wueffQ+w+acw0ZTNwlrgkwTlQVb4a2VDHijsE5hux6jFXZU1MnSJkelDTFtaYeKeohUfaYuJhhV5I7aGJSrMc0cOz+kWh7i2iX1bEbbzKgXS1g09FVF51rQFVZXksGuDKMxkAxV71mMIyZ4iTbeXDLQc3QE99/8Anpxh6QtWTXkiXgiE5XDzOD+65+hPT6hu+4xCsbQkbNgkFEFDu4c8qVvfYWDl+/x8Pwx19srjo4WeF3TbXbEYSh6bKidGAdFCZ1v/imjvyKB0lSVo501HB0dsThcomcOZQ29H+lDRCnNwbyh62ra+TFjbLHukOgDMYxkrcjegamAGqUtOmZsFMNBxIIKKJ3ADGibMFiMrVBWRnOUpRs8SY8lXsTJB6LqUsmCkslBq2niibL5FkHj5JSefjzFJ4jzfCKTy8kyTZJC+TVUIZxvbQL7kLZPyeiQXcNyOWPoE+shYVYjKEnOxQf6fqCve0n5LdlTU7SDmprNCjYjw7oCK2xSzKKgSTGXbvNIRgqWkkKyiKxBZ43O0jcyRdiTDFqVjUEVibRm3+uQkxDRMYikNBf+YHrP1CRTRuAigUbLhlBgppiVmNty8TIUdCLEiDMOXYh3lKGdLTGuZbPacHm1YbvpiBjGCINPt6SplOIpBSnjShaS0TCO0tmuVGa+bLHaUFkhlZ12ZJPQlcJqR/SB9XrN1dU187mncjXDIHDWol38rd4z/6nX808MZXEgRLL3xHGEEHAKstUYJ9i4XJpv/71/wD/7l/+cz779NhbFB+/9mD/9/X/L+Uc/w1WG5bJlUdfMmwozn5HmM0atqNdbdpcX7K5WmI3H9IlhSDIZZEPrDG3jmDWeLkWp9ER8D0obWaRcTVW1NO0B7eEp1cEx9cEh7XxBe3DIbLGgcTXG1ZAN6BpUJcSn1tRJM+8Hsh8xYWDc9aAtbUrcueuYH98j25ZsNDpV6DylSyLkl4X7L77O0fEdLt7/qMhbIaAYU0RVis99+bO88413OL1/yvn6nHU3cNjMufvKfbarFZvrFd1qTRhGUuEkppYrdJaWNmX3uRC2rjg4OuTO3VOOj4+xlSUbxRBGUpdJ2jBut+ScuHPnhLc+81kuri64uBo5dAtUHkghMJTiHS0ZINisMMmgI9iYqTBkkwhOQ0oYk9BRoolDgqQsynrJ5veBGCzRm8IAFVw2BRKBlDxKBSBTVokiQZXohciESd9Ufu6TWvfXry/2N4OD+o2//0m/7GxB0o5d2JKsmIJihsEHdFXjQ2AYBlxVyWuGTNMpU1ZTSQslJVTmxoeQ2fuAJvlvKnCPnM5FhJAoyBSF0yoEtp6ipaXcpIgHZJlPibLRlI9cFn8y4jDW+yQE4YXKe1e+h4xsWDFlQpZsppgzyRSvQ1LMmhqlLN2uZzZb4Ko5u85zfrlms+1FHJEz4yhR8hSORRzM4IzGGEvlrHQtlLynzWZDzpGmlgTp7BJDzOQkG0Ljqn0chtaag4NDlNIMfkRZw+HhISfHx38r98pf93r+EL1+hKyJ/ciw3hG2PTYpmsphKkuqndQ49iO/9fVv8X/57/9vfObLX6OuG5SCe69+lldf/yx/8P/+fxKe/ZTFcsbxfEY7n2EOD1CnR8Sm5WhIDOcXXHz0kMuHz9iuthg1Erzg+H3tWbQji8HRZck2GVJEqyxSuWqGaWY0zYK6XdIenFCf3qVZHlHPZujFArs4oGpn6EpIdG0aUBUmayqlmOVM7AfM2GP9QO+2+BwwjBzeaWgWR0TlCCgqVeoFy5l4Mluf3r/P6el93tcGpRLOSfaMUpoXX7/HW198i69868uMMfDB4wdEXaFdy70XX2C3WNA0DWtn6TZbVJKk1hQlfAwFtippmFZjasf8YMmdu3c4vXtK27bEGAhxJA2ROjt857lz5w5vfOYtVG1wM8fP33uXd3/2iC+/8Spq8JIu6yLW+6JasjhlqNESKxIL3mMyqXY4o+hjwIQRE8vEYCts5dG2woyBoYcxQ/AluVZlue3SWB5+KV+dToopleiPBB4+RoBO1aq3ibzy0u83g9u5SZ/GTQHAtUekmNFV5ujOjOA13S4y7Dw+JPphpHEjM2vLgVsiLXRWshFMxjatiSHSjyM+iptTK401pqQSFGUfpVpz4oYK8ZvLpoIuaa1MSalTl3Pem8+m+JbJ5BjLIUCIC2GVhUy/zSCJ3DXEMkmmm/TVkBI+J0hCPANUVS0960kxm8/JWnN2ccXjp+fs+gAYQkDgoyQTvjUi05ZYbVlDKqeZzSqaypY63BFvLTlk6rpFZYg6kENEG114BU9Kkbqumc0du66nH0eODg64f/8+89n8b/w++c+5nt/gtpLohLQd8Ncjuc/M64ajEwuzBXYIjNuBfoj81//mv+XzX/0WtjkgK0dCYeczXv78AX9fV/z49/4fNONjqpnCHS+pXnkT98JLVIsDYEbeblm+/zNs8wPyz3+Gzit2KmKwVL5l3iSOFpqgpQpzrUaGkMlGoRwYZzHOYmtL1TTMZnPadkndtlTNHFM3mKahalqssmgsSjnclJuUBVPNKmF0xHnN2GjwUM8splUkJWmwmmKPzrnowyMqJZp5S7uoaSqoBoOPmVEpvvDFL/LV3/4Kp6/c49r37HxANTNysvgx087nzGczDg4WbI8P2a7XjN1OunjLiVlpTV3X1E2LcpZq3rI8OuLg+IDZokUBfdcTuih67jBS1Y63P/s2Q/A8On/K9XbLo6dbrs5+yGF7xMsLR0gaRoUZEq6OOC059xKnrDCpkjrFDKiIdpmkFUnLA1tni9eZoEs/BVpgA5NRHiiSxYiXDgkQrDqXzXVvaJI4d4EzBNJIUapOU4oEKBJlbuAjGdfKXiD480TKf9oGh8QBkUjV1hhtWF2PZH2jaktRTVxzkQ5LxLbAcFMIo4gDgk4MKTGMfu/arY3CKV2GgSlyXqa4oNTN5l2UTxMPQMHfJ7d1ATkL6Szpp6nIU1Muaae5bAaJEoOv9hJnlJzwfbrxvYQYCSEyZiGwJzK8qp2gBgrmiwXaWHZDx/nFFatNT4hyfww+lIpaVV5LkfWiFDZr2rYSmNxBXSn8mDFK0TZztDbl7y4f4zDQtjWVc8QEWRkGL25xjGa2mLFYzJm1M9ab7d/S3fLXu557Y9g+PCdmy64PjF2g1obDWUurFar2GB/pq4E3P/sOX//tv4ubzwFd9MYGpStUo3jhrc8Rzr/K7t0tyYK7+yL1y59Dnd5HN3MUC/Jy4Lg6QFctQ9cTYsaoLZWB42pOtThk3gcOh8Sd3ch623O+3nG+3jHmgZxGtAqoHDA5YFKUfgikmDsZCCoTVEbpKfkzAhqdDTaLysIBWmUwGV0poktoIyCHKTj3dCPLHZ4LqSfhWzNnOagqYhO56Dtee/tN/k//7f+Z6qAi2kwIkb4bGPuRtp2x2/YkY5jPG+YHMw4OD/BDhx86YpCTl9YaoyVrv6orMBacpZ61VI2MtCkmolJEBUNxOh+eHpN04g//+A+JGv6rf/C7PD1f8Zff+0t+9OAR9WdexQ6eFkuVR2qbiUb4A2ezQENFk26zwilF0omgHNFI0J+LBpOibJjeYG3GWI3WN0oklGRJpZhvIIMs8FGKiRAiAY+PnhgiPipGT4l0lhjnSZ0CBX0uahaVb5vsbq5Ph0j15nr11S+x225F4j0MXD7r0eYRkFC6wmiLNQ7Q8rpqJaohgCSwUNKTk9igXYUtnytokyz0pvhQpkiNgMg1JT9RTupC7RUF2T6CA6ZNWiHolY8ZH8vv5UmAdNPPAewTKFQxrCWVSaoUA6WELx9jTntXNkDd1FhXMYZErS2z+RKlLavrK1bXW8YhkZUhpIAP4oxWunS3FKjKWclROlrOyb6n67fCjamMaxzNTBzlIXhRa3lfYi8kBNM5+Zqjj3gfWCwOaGYt89mcdd/z3s9/8Td6j/znXs+9MTz9xUMSlpgMlXG0ywOWqmJuDTEoYhzR7Yx33vkS88MDklHczrCJWQroXdNw8tKLjI+WKKVp776JPX2T0B6CbUjMSdpj7zQcGcvpszMurlfY6JlXhmO3xKuK5RCZd5GTcWQIkct1z0fPzvno/AKfR1QcqZKnih4XR6rUU2NpqHAkDAmdggyuKkI2GDJVFmVEyFKXKVZ2KevxSCGPCuKzTlqAEJ2n8XfCygX4b+qa2jmuTc/pmy/xL/67/4Yv/ePf5qc/+SG+77kzX7C5WFNlzWK55PFqTTIKXTvaqsIdW4ieFEbiVFmqSg2qEclgUoqkFJjS3pUyMQeS0ngFyWkat+DuK/d48vQJz9ZnzOYL3vrsm0Rt+PDZU859QJ++wIc/e5c2jJyqmsOc0ToyuIRycuNXTuOcuGWt0kL8acGRbRTlhUgZcymGN1gLciAr98LetKSLhLW4WFMuxS+BkD1DGIghEpLGe1A+7XP5by/7049zFmXNvvKXIt+dNu1P0VVVp+S8wGiN0R11c442B6A8yjiJU0kKP4pKTWtQVmBM8rQplJM8k09APqZIk1wiJ7RSe3loyCWjCIFhkiqnZ9in4MYMaI3Rdg/7+JjxhXCe0lQlYFHf6Ky11G2S5F4pjBQ+w5gyY4yMJdhvjLFMJBmtFdoalLW4qmKxWKCMpetHri7XdF0gRQVGEgCMEgI7ZVAp7aeM2WzG8fEhB/OGHBwqCQRujJWukjgyDD0pBvphR4wBV0mlcN8PosyMCetq7h3d4fj0DtlqLq+uefDhA3750cO/lXvlr3s998Zw8eEzkioY/mJJNYeZMsy1xeuAV5pkNScnJ8XwlQu+Wcin0hiVlca2M3QzlzalxSm5PkaZA2IyBGqSsmirsEeRwzc+R/3+L8hhi0uGyrYMyZF0Bqtox4ExReq6IWvFbhy43HSoOJCHLQwbTL+hah3NmGkGsFZJJ0Tw0huhZMzU2WCxaGUkm8jviL6HsYOuw/iRNgToepH4GS1ywKJES0k03Qoh2nxOdDnx4ufe5Hf+zb/im//qn3M2DPz87CGzrGi1YXd2wUwbjk6O+fDhA0YS9XxGVTlmdYtKgeAHEnqv7tBK72N8pbb0Rs2RYiJ7MRihDU1bc3h8CAYePn3E8mhBP/RcXp/x0msv8NVvfoPvff9H3P3cF5nde5FffPd7bNYjphf/iPcJM0vSzBc9KtdYa2AqOILiJdl/B/uPWAjkpCeS8qYGVMDrwpwXXkCMVFMJS7y1YQBZcOnpj5YjZ7k7Jw3ThHtTTqVq/2ufpivrJc3sgO1mw4cPPuLhgyv6TqKuQ0Am4pAZkD4NiOQshkNhAmTikkU3ldyzIuAA+aTSbyLxJWI6mxJNpftA2tpyIZZVieGOSWQGMUOMYqiLMYmDff+eyO/rzD5hOTGpx1KRzsosMYQskdgRxii9K2Hq9gGMtfI1tJLJoa4ZQ+J6taPrvGx2CjFtKkkRjkHuLYuUQC3mc44OD5jPW/H/1AadI+M4kgFXFUg0SLJx3/UoEvWsIccs+WVDj3aOk7t3Ob17H9c0nF9f8ejxEx589FjKkD5B13NvDFdPriRzZB6YmRpClD7jsttb6+h9kIU0RpTJ8swjmmm5IZFY5iiyQ1vPUG5B1i1Z1TLKKshKE0yNVQcsXniNo/svs91doAePQswpMzRZi8+h96JkOJ433DlcCFk0dAybK/x6RqprktOkHMg5kMJIrhpyVRO13qs2UBqtK1AWhoAdO/LQkdbXqPWWedyh15ndo0fo4xN0Y+X0VXBbCdXKkANnz55wvtvxyle/zD/7r/85n/+Hf4e4mFFtNYdHh3zwgx9jtgP9xYZ+8GzXK9GdJwkUE76iZCZpGJMiR1GS3O7INdpgjJUJJmd89JIlH8GaCqU1i/mCR08ecnl5QUyBedvw+MlD3vr8Mb/zD3+H7/z4PX55dsU//91/zNtvfYHv/7vf5+Knv4AEy5TZbne0rqFNkZxGbKWgVgQT8RPsk2/yYxIBnzxDzPisCXlKz5RFRX4oD6pG4jASt2KJyyIVknAMOQqU8OuY0M3G8KtX/it/55N/JXPMMPT84v33+e6fv8vZo4fEMWFyhR96tkWGGgNURhbUOmWsMjhjUNogytbE4KNANFmWbD2l26ZMQlzSN0RNCTjEErXg9LlAqEnr/UQXU5GWhlRUsVpO6ZibDVzJJjN1/OY8qc6Er8oxQNYyaQRFiFoMcwmMRmDNAnWBTKWm9EZ0Q+DiaiWwlRGITBmJBxcy24OSbCerNAcHcw6WM6w1aCPZYCmC95kUAm3dUilFDJ5x7MlBwjFViMWzIb4IYyshp63l2cUFP//5L/no4SNW1+tbMRufjOv5i3o2PWiDVhW+GyAkrCpNTjlj6wbT9+yuLknjgLWNbAhaHnyQRZkcCZs1JkSscmhVk7KVqkoiRikGdHFMOpr5IYfHdxkfzCFsMdpC1ignqaGVh/VWTrRDYzheNFxfGc6uV4QQ2BiLUxqTA84f4NNAM3YY12DqWggvJuhDl3HYkEOCcYShQ61XVJsdBw7aVWD9/vv4O/dw9y2pdXLjTaRZioShZ/QjX/3df8TLL9zhjc+8SpgZVusN/nrHS8sT6jfeZGZrrpVj+/ApafRsr9YMfS/R5KWgvaoqsAaH+bUeXACtDFbLnJJSJHoPJTxNZUhjwBmLKie5ShvuHN/ho18+ZLNNvPj6Z7BKoVRFvTzl9XfusTy4ww//4I947z/8Getx5LCupDxJBRIeXeCfkCLBZEYCYwr4nAikoiufpInl1I/wOlPBznQpJcmqTBPlJJdMqRDP4qK+rTwqRwxkeYDf9MypTxnhfPvqdopfvPeAv/iTH/L04QXZR9q6JQ6BvvPobHBGk0LEq4ytEiErnE40TnpQUp5a/4LEVexP6RAAskRY+xTLq13I/ZJ3lFFSCDTJTkvgXZAMSNlUSlRLjCVPaSrlgaLeE5e/RgQGU41nTJJyGhOC2ZdojJwTqFK3OeVwlUTWum7R1tGPnsurNdtukMcAjbaWrDXjGAgxkmLGGDnUztqK2snzUUKYCMkTRgmjVErLBhgyMQW0hrqpJNRyHNBasqXm8znVfE4IifOzcz54+Iif/eJ91pudkNv6U9rHEMaIMorspRMgB49VisYJATqvG2Z1w9WzZ1w9ecjdV1uwTYkzFxUDYSB2a9ZPn5D6QGwTodthYo+ytgjVptpI0V0bW3Ny72V2zSHDMGKtLIRWKZzWGA1ESwyRXa9wOWFSIPU9/baX4vrgibs18WBJXh+gmhmxqol1LU5PI28+KtP7wJi1jK1B4JPU7TDbHbaqaewxm4+e8Pjk59ytK5w9AisGH6U0KQZySrz0yqu88pk3MRWE2PH08YdcPz3D7DxLbXn1S19GG835+RXKOB588AinrERTp6mOUsLBrGuotCuKjPAxTb+hnHBywnt57VIq5Sc5c3C4xCjN0ydPISWqqiLGxNmzc977+Ud8I1W8fHqfo/khdbOAynL69mf5xsERy5NTLt79GdvHj9meXTCPijYmIfCHRKoT2QkJ3aeBbujpek8/JontmD5SFndqThLRoG7MS3naEJgKUUqnQ1L7DWTaD6apM+9/LX+MvPwY9/Arm8KnaY94/OicH//oPR58+BibNU01RxPoR+R0nYTwpZj/JIQxSpCjjriSXeUjjCHJvYsRuLDAgp7EUPoYoEzUTJU1srHIvSaHBFUWvhiLykfL9zEMnjiVN5U3LpdDBYDWSQ5kKX2s41miM2Rq9GmCuTLaTFJbhTUWbaQLQZdJaLfZcn51TcyTmi6hjWOIiTFKgrHVYha1RnGwmGO1IvqB5CuGEMjRQ5bveeqKFoczNHWDIdPtNvjBE2PEWstiuSQqzep6zdV2x4OPHnF1vZWOmFs9FZ+U67k3hpwNJmdMDBg/ELcbGD2VNhhjaLWlrjT0PR/++Ac0VjO/9ya6moOyEoPQX/P4h3/Bxc/f49Aoxl2HX59h/ZZcLYlU8obojFYerSO4iuXJixwujrheX+KcxEI7ZfDJgAKvFI3RNNrgslRU6pTxXc8uBEwYSFfn5EULizmxmdPU0g9htaWpKrRBKgpjJKIxribEKBNOvyXuNqTDu1ScQHL03chut2YRZ1jXojDkBFo7dL1EuznGaZQa8cOAGxON9zQ6oCuDToGMoqokpvjR2TnGNtw7vMu8XpBzKM1VBhHqSkbQ5CiNlKx9ZYVvSL4stuCjJ0RPTDBfzNlutzx49BGX19cop+j6QN9H+hFef/1N5icvMMaRpDJGWXzODLri87/9bfJXvs7qyRMe/vgnPHj3PS4vLrAxoFTGJiuMpEl0vmc7DOz6QDcqvNfEWGKNQyYk2RQKal1ybiY1F6U4XZVSIuF7dEroLN4HPYm+pvtRQAsMt5gNdRttuuWi1aXo51NCNnz44AMePX60D7YzxiJtnpagFKMf6Qdp3UMhfFhIZBMlVwjx/cQSUKgQIUOM4k4OOTPEwBB8ibieTIV6PzmIHzHvpwHjKhFDFMmrNobRe/rh4ydvpeTgE4ofRambLugYbzaGkMSrIE5nbjYGlSQqhynRVFJ5Y8qk0bNabdh1PVXVErKSDQLJkQoFYqusxSpo6or5rKUymhg80XsG78kpUFeuvCaRISWiH2kaJzyGQsyZaJq6lZDKuuZqs+Pi6pqnV9dcXV2TUWhjy1H3k3U998ZgdMYosCqTQ2C73rC6uuJoOWPe1ISxR8dEHhPvf/c79GfPeOnNL3Ly8muYZkYaOp794gf88k9/n/l4weHxAck5hu0VTdii1EDOFRPqnKcbURmqpqVtWlZKdPVaa5IyGO3IjaEbI1oHjDGliyCLq9MncvKMaovtezrfU4eRqumkpHw2xxuHdyLxG2PANi3zgyPa+ZLr1RqjDO6gZvHSfb7ypa/x5uuf5eD+y1SnR7iTJcq1ZExZ3CROQ1snBTIpQhrQPkC/Y3PxDFUZFsen2Loi+CBYagqsri64f/cOL7/8EgfLJevNam/ustbeQFVak7OY5ibpqtaASjRNTQhjKffx1M2MWTvjfHUu8rrgqaua7XbLbHbI25/9DF/9yld578EjTNsCguWbkme/6SNH9064f++E07ff4q0nTzn75Yd8+NOf8ov3fsq46yXnKIuLefQjg8/k6FBeQSihbTGRA6isBGstvo8yE5UJXpQopqhRdHFQTXzKdCnYbwZyh3x8Gki/BiF98h7K/9j15MljNps1zhmBQEgYC01rJdI+eMaYwFT4rDBJSpess4wxU5uINVYgyVjeB2PovUCyxmb6sWcMQcjaMsWlojWVyG21FzuklLBBJsGYktyT1uH9wDCMIj1RslmAbCg+y4ZyY0hM5CwehZxvyGppapPFfW+AK10NWWXQVrLAYmLsd+x2O1RWwmugSSpJ8GRIEnlfiPeqqVku5szaBo2Y94hBoFgyU/y8wLYeZZJE9Th5Bl1qsbZm1s6pmxk+Zq6vrnj29BlX245uCGAqlK4orUV/G7fKX/t6/o1BZaxSGCWLbhgGNtfXnFWaYd7issLGhCMRvefh5SXPfvgey8NTmnZJGndcnX1AHTcsjiroO3Ld0K3Ome0uyctjgZCyKyFaqYAEogjwpV4wJonWNRaMq7DGkHNiHAa2283+88bBY7KUkNusiEGxXnWS8RIHqsqgbOLw3j2a+ZKjw1Nef+vzvPaZL3D/pVdIaJ48fYbTcOfOMfVxhbEN88UR1jXCdtWOVLqZUw5olUjEwlcockyszp/y+Jc/YHP5EVerp+ijA2w6oNsKCV87y0sv3OObv/V1ZtWc4+MTnDM0TYP3w55LQJXMeRQK6ZvNKUuXr86Y0tJ1eXXBZrslp8zB4QF103D5/iUpZSpXFQ+E3vfQPn7ymNmsZX5yDJPMNMPh0RHDOENr6dEdsqZ94w3efuMNXnjniyy+912+86d/wkfv/5zQb6mNEuWQlxNq8qJICWMiRyUJrSjJY0ql1SuDUomMLVMCpdBd3cBDefrXr7ia800Hw+0pQf796ZgM/qrr8vKylByJdJkcyTFRO0d1eMg4aEY/kKJg/QkNRIGYkiYahbMKVXi8mCAlhU8KH8DkxDAmxiBGLSlKSrcc6FnkxhQwL0ktppzHiphVDSVee0BrsLbClLdFep3DPuoCQOUCIZcNYZLBTseH8qYXN7X0McSssOjiYYhcrTb0Y8C4ai/vTinR970cNpQSgUuUaWE5n1NZJwpFIxuSNRNzJdlwrtK0szlVZZjVFucEttamOMC1ohsD6/WWs8trrrdbOp/IWlSEpCiEv/pkwUnP3+CmFE4r6ZNFUgjHvuP6StNvt9SAIzO3hoVzLKwiri64evqUGKF1Fk1P3WroFalSpLEnXFwwf/wRi+UJubGC0xtNVAmVAjZ5/G5D6DtyDPicGcOAsSPKBsakCONAt9uy3a7woS+Ru7kYfSrBufPA0dEBL772Ks1C45qKr3/zG/zWt77N4uiE5eEhhyf3cLMTdFUzxsS9L31BDG45sB7X/PLDB7w4n3Faz0QGlzTkhLUUN2eQ+PHkpHch9KzPH/Ho5z8h7s6JZsTOT0nOcHm5oSHzwuEB1d1T/tW//JecP7vaG9cyad/+1LStpJQWpZe8HwawElqmIkoZxrFnvd0yBs/R0RFHJ8cYZ7m8vhbCTTvI0DQt6+2O8x//mDfe/gKf/+rXuHf/GPCE2KMwVK4hkTk7v2S1WtHFQGMrXnnxRZavvcY37t3j9PW3+PM//AO+/50/43p1Reg7TDQ0ykppEBplEV55zKgIukhUcwqolIXAVBlFYMyWaevbm50mPAgK9FCW/Vv+hAzFv3AT+/DpmxNurq7biegDIYxJCa2hMg5tEir7YsAKewiHrEqUhWzYg08YLRuCEMNjkYMqfErEbMSnUDgiH28UQykjG3xRj0kiRSr+B4TXIJJS2BPXMWXMLdc1uqSoZvG27Bt4oPx6CVhUuaifJoWj5GcpFMZabFWjjGW33XG13hCikOJx8rxM06lSOEnLw2pFU1nausGgpXgHQIHT0jnt+w7jLPO2YTZzVLWlMsgmrAKu0lT1AnBstyMPHp9xvdkxxERAYZpaWPyc9weaT9L13BtDpS2VEWxPizuGNAb8zoNOZKtJRjpcfFb4mLGxR/sRHRUqWmytSCGz2nVEAo1usLaje/CI+fIlzEkDjaLSDqUSZhzR11cMHz1i3G4xJPzEA/Qen3YMAbY+4f24hyhSjNRtQ+8zXYzcvXOHtz/7Jl/58pf59t/7Nu3RAa5tuP/SSxzfuUPSksOEsdLRkDzJ2QJbZFRWhKBRtWHIHcksyMmgiJJjHxMaT8pDMedEum1HHFb0mwtiv0Inz0ggKcPRvfsc3XmBzeOHdNsV/VZSRzfrFWNveOml+zjn0FozjuNeBrgnAJXCaIvWlinXNeXAOI4Mw8B8PufuvXssDw/BKpp5S8yJIYxUriKFxGbT8+jJJX/253/BK29/hq7r8X6kahwxRKIxVE5MO+/+9F1U7XjllVehcozOYN2Ct7/2Ve6+9BJf+sY3ePTRA549esijDx6yudjid57d6ooYBXYQ8bm0ZuQkpzFtjTi1U3EyF2Jy4gL0rY+bCeI3S1PFJ7X30H5M+fRpu/wYBE6NkvxrSeXvm8uC6XCuwYcdMQjMpI20lIXSjEb2+9drKseRO1czteyBIeaiCkqKGKfFvDQSItEbKd9ux1P76H2ULgbokpmUbpICJiqbonCa+Il9Tet++lP7e0KViVaRJPTPVhhXM/rEerNjGAMZgy1c1ehHQkgYrQt3lamtoakds7rCaY3Kwh/k4LFaYbX0zIsvwrGYt7RNjdKyeZKhqgxtu0TZltVq5OJ6xeOzcyKBsSjwdNmEKU7xv6KV9n+313NvDLV1VFYkXlPDURw9WSeUq8hI/K2UzWt2BGo5w4m8kcAYFSlJxr8bI9V2RJuefHbF7ucfUq/AnpyiljOcUajdlvTwIfmDh/huQxh7xjji0eKADNCXCN2cs/QtKCWVhjph5xVffecd/s2/+W/46te/xnyxYDabY6o5MSu0swy9dB2Y2uGwZCTjJ2WIIZFzwCiYVw1vv/4aSkeyDiikZEglJYU1dIzDNcMwQNQ8e/SMRx+8y0JtWTYGkxsOFoeYqsHNFhASz549IV1f0dglfnC899OfYKyhbStm8xZjLNZOI/Yk0RH1k5TaiJIrFxXSMAwYYzg+PmaxWIgb2mru3r9PPWu5fHaNbhxpDHS7gRgy7737c37xi1/QnJ5wcPcOtqrLQxnRWO7ducvvfPvbKGVo5i1VVZO0cD8xBhZ37vPO3Rd4e7fBDz2bq2v61UC/6fnJj37IT3/4Ux5++JDtuBIGQWlICm0yToPSkWEYigP35lKUAI6ci8Phps7zr7pU4aDUrdPnbQ3Tp+UySmMriXlWJkt3iSl0fFnUja1wLhKUZFL5UtEp+iMrJsm9sTDtuTmBLlXZJCSrKOTiWt7DOIAysmgj/pK8t3aK/wElh5UUU5GZZkwuTmVjsHHKRDKFO5D4mRhL2YZSoIpnJ3kxvVmDsVJXaqzBWEeKmX67pdv18mwUFkGRGb1HZWiMJoaAzpl5XbNoaxyZNO4ksiWOxOjJWZIDNJm6rTk4WLCYzXBG4/sOcsRVFcvlMVXTcna15dGTpzx69owudKUwCdAalaOQ+UohVeqfUrlqXXZTrTIpBWIMjGOiVyM5KeapFUOVkbrGgAIsRhuiCSWCIuNiRnlDMo7gE7HrUJst4cOPyJc77PERejEnajDbLerJGZw9Q3dbxtHTxUCgImNI0ZCDJ44BkqKxNY2tqOqKWhn+/u/+Lv/df/9/5XOf/wLaaJ48PWO1WnNyUNPULZWtMFZGSWsMWWkGgUgxJSFSoaisZrO+pPc7Foczsikn1OxRSTH0A88unvLgwYdcX17SOMud42Pm7Yy51qT+kqHbULmGMGy4evaYWlVkb4i+xdUH/PKjD/iLP/sOL738Am+/9QbOSVm5sY0EERbiGcCoCqscRlkyo4QHJoNSlnZ+gHMOpS2j7yFpKldRO0eOSbB/7+l3HZU1dF3PYnHI59/+LM5VkCLWVoXl1ZA0x6f3JIctS4Cf1I8K7KC0BqepDg5wacHi9A5kTRg9b379Hb718Am//29/j3//e/8L68s1R8tDtE+sL54RoqexGmWVlAIpK7h3IRuVNmSVppy8X9Oc3kKZ9rBTVvvl6kaVlKWpK35KuIe6yUQ/UtUKo2rqnNBZhApEOc1r7agqhdEBHyMpeFJJN42lb3vaGG5PadPPYy41lpNPgUlSXLZnNQUZlnwq+ZO3vtZNoY7AuvImquIX0lD8N3KpDEndkNFpclXnTPIBwSFvmv1U8fmEENhsNgQfsMbKRONlUSZIwKUpKbNN7ThazGhrh06eMELjZmhn8KVAKquM1pnaCuQUgyf0XlRJdcWiPWTRHrDtBs6envP08WPW1xuRmE+qqwzBe3KCqq6orMLYT9bh5Pn7GLLs7rYU8oAlRY0PsmEkJWqZjHT1ZuINQJzlVK6yQiddTnTyWykkYtdDWpP6hF9tCcbiU8T5gXqzxV9f0e06hkEgDo+MtDFkxpAYfQSsNJnVFXdeeoF//l/9ff7p//Ffc+fuC3R+JI+J1XbDiy+/yqxZ4lwlwVdGgar2Z2STNV3XlRIhJRtEHnn0i5/xwYP3ufPCXV59/VWWiwU5ZkiKzWbHdrOlaeccHhzSOEO3XfPaG68zXj7i8Uc7dqsVYdjijjyblWfceVrdcnBwyqOHz/h3v/fv+fDBQ1597eVCKGucltORLumPN4+uKmawKateHj5XVRwcHAKgtZEQunGkqhrefuuz9GNgCCNGJapqx/Z6h6pCITBhu96ytA5n67K4Row1ZdWVSSXnvA+rG8aBmCLtrJZNxWgC4myOGRSGo/sn/NN//S9464uf5fFHT7h3chcX4d0f/iXf/bM/5vLZQ1SlyGMmdrHE5iisMdL2pwsRXcaJfPMK8KsCpD0RrW5NFx8bGD5ZD+dfdb3y2inPnjxBJYFklM/4IULImGwEflMZZ63IO5VHYQhEiXUIQvzenhhuX1mZIi2Ws3cq6bq58DjiYC8bSPn5tAHvne15Mo26PU8w3ddGa6ySiXD6/8tBW++lq2m631PCOI2pRJ4aM1jjUBq898X/EPd91SkX/1GI2DL7OpWxznCwaDiay70dxlCSgtM+ejunUF4TRU4j3XbNqPXe11CZA3KM7NYbnp2d8+zJE7rNjhQEyjNKiHqJF5d2RWsySgWcdX8zN8d/oeu5NwbvI845rK1x1lG7GbUTVl8rR0pGCCu06I6VQulQJkINEZRRQj7mNNEBUu4zjKi0K6qeQYbdnNB+IHZbdqsrtuNA5wOxMngrD72PmX6MdGNAVQ5cxfGL9/n7v/13+Uf/4v9A1S74o//wp2x2Hd/4ra/z+ttvsTw4Yr3uGIYdMzPHWiMxDjlLmmROVDbiLNgcSX6k322YK8Xrd+4RvOfpL37GZj6jchXNbE47P+CFF+/TzpagEuurCz56+IC6MqgU2Oy2rC4vGVXiVLfQKlQ0HN99kUq3/Nl3/ie+85c/YLlc8tprr3F6ekrTNmWzlQfvVxtjp5PZ7VOZc44W9r0FMQqu72zNW29+hvWu4yfv/hTvA845ZrMZzXzG48ePyTlTV45h16GVpZ4tSHgJY/OJqqr3stmcM1obmqYlphE5HYr+nIIhX1+d8+Mf/oSmafjaV7/K33np24QhShZVDHzhy2/y+Xfe4Eff/3N+8sO/5N0fnROkQBJjBc9WWmGyvD/5YzIl9t/HxzcH9WvGtk/j9c1vfoW//G7m4uyCFCIxClQhRHAhiWMEDFqJC1qh0Qjhn1WSez796qQwicXEsKZzkYcjrWkUYhnkvZlyu3IB/mJK0i+NFD1praiqSqYFUomwkEOLU+z7FbTWBZ+6ucQQV6CYct/FGAlhlA1FmVJI1KMU1HVF38kpPReHX+skIr6uHE3lmDcVTgu0UzflYJglZkYryWky2qCNEunsmAlTZmyKbLdXxNATk+J6syWMw17lpAFSwlq7N9ahsmw2WXPn9M7f1O3xX+R6fudzCMVkYqhsTdPOWS5PmDUzLBYTFC6JMsnqhM6+yBJBXjZbTnRyAhXHq0FFg47SlqQVpBhQ0WOSghgYxkjXB7abzKg0yliMrcFWDCkSjcPNLO3RCWax4Ctf+ALf/If/gPbkhAcPHnN0cswbb73N4fEpVVWx7XY8OX9GDJGDgwMODxcYI9CHItPUjtCvCSnhZg1x2NGtL/H9lsNFQzVb0g1bLq7OGMLI6Z27+DDgg8ZohU+Ret7wxtuvc/XkQ45qxfL0lGcPP8THxLDucbricHkHTWYxX7BYLJnNGr7+ta/w1ltvUjcNKI0xhpuaywkrmSSIaX9yT8U5bGwl/EhK+ODRERzFIa01r7/yKg8/fMD64hrve6QOtGK727BeX3Pnhfv0g0elgIoDRmk2XcfV9Yr5/Jjl8hCthScwWqFNYgyeMIzUVYWZ4gNy5ur8jN2w4Y2338DUjozCaEcImb7bEm3gS9/4HJ/74n3e+9Fr/Nv/QfP9P/1z1pc7dJBoBZslxtmnJKGJt5ry9gF5ZfoU8lkWFOnlZT8tTCfZT8ue8bWvvsNuvWbYdkQfGHMmW0McI9EnGFTZqIuDfnLTK5FZWhQxCgwj4i6RhU+vn9Yao6R3WSVV6jKUFDEVuA5lcHsoSEk/c9b7jcYkmXgbVyFBy6O8QbrkZaEkZnE/rHx8mtMlgXc/hWiBsFMO0s9RKUIKDCFgjMZgJDYjJayGpnI0TSsHPSebo1PCd1qtqSuHNZrgB2LwGJ3RVu2TgGNRYWUSxilMpck50G2lN9pay8nJAcYartc7uj4w+oTKEaelACgpBTGybGo+9+bLf1O3x3+R6/kb3PJIpgYVsVYxn7fcuXeXk4NTal1jgkb7QOy25GFH9lsMEZUjJaZOYAFTSYmOqTFqgdENys7BzdDKUaly4yUYlSHVoGZHtFlB7lG1QjU10Tk61XHvhRd4+4tfEmVRXXP/rbdYHh7z4/fe4w//4I/52ld/ixfv3SdGuL64YowB5xTztiH5juwtKlty35Nz5tGTR/zyFz9nu77iy1/8PKdHh6gUMK1BN5qu39J1K7rdNavdCqMCD9fv89qrb6OGOU5b4tAz9Ct+9qPv8tYr9zm5e5cP2jmLumXeLthtepZLw64bIW8I48jn3nqdb//2Nzg9OZaAuQIjTSdjsf5Ob0YS30RWgsELeItSlJylcqouig6tFLsQWMwWHB8e89GDj7DWcL7acfpCxec/91k++ugBh6cnOGe5vr7kIEfaxYKmlhpWpeWBEZ16UZgrBTky9h2+29HWNU1bY43ltVdf4sVXXqJp5uWEByFFYs48evaIs4e/4NV7Syo10Mzg27/9FVR/zV9+9wesVz1KlxpQJSm9MakCm00KmBup6iT4mDaHCVS6FYb+qdkUAO7dP+Vbf+frHB0sefbkGU8fPmG9WtNve8bshUtKmZTE7JiTGBBzliAjbRwg8ecxitQZbjaF6b5L5X3LiAM9afYbs9LsoSHpZ9Y3/EIGFaU0qHKmKAV1mXynSVfa10hxPxVPkdx7SWyGlCOjDxLDkgLaiNObxF6WHEOEmDHlXa5rx8HyQLiyFKisLp3pGZsTNonAxJQoeFKgdo521qK1xnsvlbjI3zWnQNZSJOQqS4UmW0fSjsoalouWbTewWu3Y7npCAu0QiC1nXrp7yEv3Dv4W7pS//vX8HIMK5DyidaRpLIeHC05Pj3jp3kvMqwUuGXI/srs8p1td4jtF8JkURgSRFIWMdTVVZWjqBbP6mNrNcE1Nri1RKVQsH0g/gsueejbjdHPAbtyIHrYxDE7D4SHzF1/AHC558MED7tx/kWY249HDh/zpH/0xzz56xOyb36bSFmMsu9Uao+BgOaMpwXD9ZsXl6prri0tWqw1Xq2vayjJ3ju76ilBb8CPGKnROXD99wuXZR4yhZ7W6QG1WLGdHVKFn8+hDbNOSKsX9oxnnxwf86Hvf42DRshoGqmbB1eWaoAxnlxvu3T/h6bMLvv/9v+TuwYLDeSuKKiWbqNY3JzBZmAt8ohDJXoklmM7C+yDAVKKSC85rnSUMCWsr3nrrszx79oynl+e0baSqHPfu36NpG/F/+MD19TXGGmztSEA7q1GqZvQdOWmqSlzSxhjapiaPPVcXF6Sxx6oluq6xwBgTVxcXHB6eSJSA1cQwYhvD7KDiYnWG6i64fvKQPO74+te/wHzW8Gd/+j364RmxSIFF9Xirlez2jflpWvGf86prw9tvv86L9+7y+NFTHn3wmA9/+YAPf/khl2dXxKyLSjAICVp6RULwgrlbh0IJtq7Sx+6X6SAh2LsIDSojyb6T3HSaYLVR+ya0qVdjiuiWTTqhVKmiVZNkVBzOciKPxT8gPc7T15lMbPJzBB5D8shyMeNZY9E5EbSkHZAylZLK27auaazBWYnok2wk6SbXOVOhqbUTqKt22MZRVxV1XROCJw0ekzNZ32yMpCScgZZjRlBS/tU4Re0q2spgVaJ2GZ+kaS6lyGJR8/qLh8xt+Ju/Uf4zruc3uDUObaVw++T4mPt37nJ8sGQ5nzOrF7isSc6h44jTicEpdltPGDImJ5yrqKylbWfMmpbF7IjF/BRbt+jKgi2n35ghW4x2VMZiTQbf02x7dsMa5SK96mlqw8sv3ae6d8r5ekN2DUf3XuR60/H97/+Qn//0F5wc3WFmK2K3JSSoUmC9XrPprzkfBy4vL3n65DEfPXjAerNmeXDM8uCQt7/6Zd549WWS79itrlhfndPOGmKf6a+vuHj0COs09w+PmM1mvPrKy6wvn/Gzd38O1nFw7w6f+dxnMVE6H9IIR0cHXF1fk0a489KraFNRVTN++uPv8dGHD7n3zudkwTeTM+HjpKBO6tZpWK7JNzqReBMx+PH4DCArGtPS+Y47R/f46ju/xXd+9B224xPuvXgHZTV3X3wB6wx+TCgF2+2WbddhK8fJnTuYSoqWdIqM3Ra0KJKctdR1y7xt8UPH5eU5y4MDUtaMXsQFKXhi1CgldauvvPYyw2nNg/d+wNBl7t2/Q9quwQfm8wXG1fze7/0RDx+dk7TEoU8NPLIhpv1rpG69IrJBChE4DVifRj9DJlC5isOjJW3T8NK9l3n5xZc5Ojji5+/9gicfPWUMHu0cNlv8IPr7WBJryQpTVElaaSFehVkGRP6stZCp2sjvayMCkuk7yPsXdq9H2nMWkyddmt9EISbwZsQnSTid3i01ya+5IbRvLuE4KleVrzFR4op5OycFx9D10lPtNBaFM4baWZyS+B6NRPmYXH6McA+zyqKtxVkp03LGkLJI8IkJnUr8hbFlQkoFIo8lQFBENUZJl3llM0fLmoNlzRg8V+sVRsGrr9zlxXuHLNpPlpHh+aEk45gtjzg8OuXw4JjD5QGH8zltXcmOrIVYbpYtVieMToSwRqeIzYmZc8zaOYvlIfPmgGZ+RD0/RDU1OAtGdDA5RpKqyKYufAK0KTDzmTZ3BD2gwjXWZOqjI47uvsDxyzVvfuYr+AA/f/9D5rMT/s43/h5vvP46s7bhxz/4DldPnmKUYjlbYJ1j8J4nZ08ZS63f3Xv3aBZLzs8vqGqHHwcef/BLrs8fEvoV81nD0dEhi5mlnlVYa5gvligyjz76gG6zZbN6iq4r6m3F++++y+XZBccHS5yNXF6v6foNs8UJs/mSF198jaEL/PEf/gdUNrz6+ttU7Xwv51OZfcn5FFOh8s2msOcCKVK/JDBLuqXAERVRCSvLBpMdOUBlGt584028gne+9g5Hd++iXYOtG6yFYRyJKXF+dsnJyYlIYaNhZmo2qwu+/4PvsDxccnByjKlmzJpDFBpnNKvrFZWrMa6laRdAlKx8FYRYNkbybRZHZF2z7hLLk0OM0oR+R6sqvvzNb3DZRR79j79H7AIxSQxBCNKkh7oxvkmMaHHUqiltVZffV/vNc0pu/TRcUlUrqahVLbHR1lqa+YyjOyf8xZ98j9WPV6QItmnwjIQhYJqm8Dei7jFacqcm9ZAGkWfGgI8Z0ekVoWrOe5WhLlEcAu8UAYRKZF1weZUlYykjLuqQ8Cnv04FDFBWRlhujvJ9THLsiq/9fe+/VJdmV5ff9jrkufPrMciigYBpoADPd6DEkZ0aiKP+gF+mD6EUP+gD6BHriWjIPlL6ADLlEUZTIYQ/NsHu60Q00gGqUzar04SOuO0YP50ZkVgEzQovT7C6s3FiJqMwMe/Pes8/e+28Usmkl0SR5p6AWHuFtkJWUkiTrEMspripJhCCJIpJIk2gVNpSiBu/D2SA8XliQEql02KiqoO8UN1W6rQ1Yh1IRHg0agmupwItgGxBal+Ezm2aoHrSqBGkckosyoOOUJI7Y2enS6URk2beUx9DZ3AlwzrRDlKVBryiOQ4tFBt0W7z0uBqxA1SJM/W2Edo4ozegMNtgYbJO2B+h2H9XpQZIiIo1XQVnfW49DI3SCVBqhBVJYqAyIEiFyxDIm0pKo16USEePxHLzm+OiCZ8+O2NjYYP/gJr1Oi+nognIxJ5IObwymgCoPtP9YCjY2Ntna2WBje4sozTg/H1IXOWdHC6Znx+SzU0w55vxkSXlwwMH+Pq+/fgPRYKhPjg6ZXJwjnGdzY4ARkun4mOl0SDVbIJzF1jm9jT6DjVsI1SKO25wcX/CP/9Gf8fkXX3Jrf5ebd+6SZK3LdlCzc7rEhV9d2K4kCHflflfucRWb7pvds9aaJE5IWy360Qbf7Xe499a7bGzepHKevPS004R2b4Czjl5/mzRL0SpC1QUXp8/48b/6IQ/u/5xur8PNO7e5dfdt4v4+Uijm0xFVXqF6XZz3wSdXwmR8TBxJur0BOk7xaLyK0WmfR8+HLBc5XelQ3nB6PiJtdfmjf//fo9QJf/rDf8n5xQxnLbsH+3RaLQ6fPsaUZWgtCL/ue0vZwDfXk2e+NcngaggRrDtXfAHnK+IsYv/mHlESMZ1MuRidcni4RMoUHTvywqGValjOTVtDEBZxEXgKrkEByUYJINi0hrZSQBOF4m1FSAtPEVbwaEWAa24trCs33ZzTWmmcjhogC82upjHQgXUFIREBbNB4itoG+OK9QUmPrUrqYsnG9g5ic4P5ZIT2kESKJA6DZq0vBfsCWzq8IS0VWilW/u9aBXXoqqqCyoB3xElChAjchmbOFaTDw4YDLwP03jeEtqaFpnWEkJJYJ3h0OGYE6l+svvFS+1sR3/jd/pf/1X/NP/oH/4BnDx/R73XZ95ba1dS2QBCjgjYEKIuVNbUrMbbRSlEqeBm02mSdLmlvA9HtIzp9fJohoihsX/B46/FCI1QCWiMikFioa4QouRg+Y6GisMNvtbDKMz0bMZuMWCyWDDa7tNsprVbCdDLEmYJer4WJPafHxwhhybIOtnboROJdhbGG+WSIWCYI56nzBWmsUa7GLCbMJkc4LSmWGaenhpt37jCZTnHO0e0k2DIiX8yJE8foYsR4VrCxuU+73cbVhhpJK9viYrxEasvFk6f8o3/4T/js0y/ptTu898GHbO3s4UWYD6yggCts+KXC6GXTBFZl92XT/aqz21U2a6gaApyx1Wqxrbcxk5r5fEK3v83m1g2GszmT6QVlVaFlQERVZcl4PKHMlywvTvjikx/x8Y//jK1eRjVNOH36C5588XPeevt3eOvt75LImtotqPMLKus4PfqSR48f8OjRQ+689hp/9Cd/m97mNk60MV7Q39ijMIp//E//FXv9FrcP9sNAfjni9f4mf/If/Pu8+70f8OmnXzA+HfH7H/0AnON//p/+Hl/e/yVSKTwGvAvOW7rBvRmBtD5IvX8Lw5pgreob3+OVcU4Ux/Q3O9x9+zZn4zNG8xmLRYlQEq09eAuiRscaU1XNIJhmJhCOV2h4BF6Lc4FJLVeM8oY8KBrIpxCikdfwKGcDy1k0iUE0/s/GIZwnqBsFWK1EYA2suldrKCwg1gIoQdRuNQy3VYlSEOuAOqvzJeViShZLRBohnCeOJLECrQjKCUI2s46gByVkINwqoYJTXWMZsPKmLk2F8xDpQKSztUMI1yQviUQjbTMUR6Ca5Oa9p67rRn5conWopoqyZjIc0Wkl9LrZb+BM+f8f3zgx/PF/+J9ycOs2f++/+7s8OztlZ2+HbichSzVgwYdhkPMFtS0pTYnBABahY2SqINH4NIYsQqQxPktwWYaIYoRuGI1egIhAaYTSOGmxVCivKQrDyXwOGrKtbbJOD2tLdsqK5fwR3U6M8B5Xl9zYu8NkbFnMlnhrODl6SrnMidpt4nYLnSrq2YLFbImMIjLd4fnxM6I4pSN6lHXQQgoQWkeURtSm5nw0YnN7m1ba4uJixGiyYLYsqKuaJC/Y27/BYEuQph2EkQxPL4jjLkr1+OnHP+eTzx5ydHrO+GLM1sYGH33ve3z3/XeJkjhg0TE4a9fko7X+jxAvJIDVrb/ijCUaX+U1v6FJDqzKcgRax7S0J6vbRLWh09vAyxgpI3QsOTo95PzkFFPVzKdzIqUxRcn4+WMwM7b6LZxbMB6dMZuMef7gPg8+/YRfvPE23cEWi+WCKIoYjcecnJ4ynU1pt9uYxZB+O6azscPtNz6kMzhguSiZjWcUpcWqFlF3i+1NxWQy4Xw05+DGJvfubdPvb1AsK6IoYjKZ8Df+5I8ZjicMz0YIqYIcfBwMlxygvW/ED/2Vne3l/1/18DZ8TqnCAir1isXsSFsxuwfbvPXum5wNZ3x5/wllsUDpFt6Z0FOPI6aTcUgE4gpb2dlG64tG1C5wHQJCKZgtCQnSOby8rMwuB8+NJpL3jSy3wBnTGDUF9NB6g+PV5TwMGtJskNgOHzJULKohdzpXBUkeHFGkSSPFcjamm2W00wCJlb6ZJ0hP3KCmRLPZwoZNkyKQVpWQaxOetSui97AakvuV4F8zxxMytFSbc0o0JkjeN4nRyyAvTzOkV6IRGi0ZXQzpttN/a+fHX0d88/omTnjrve/yn/3n/wX/49/9b3nw5EvasSSNIkgyfGPx6eqSqlpQ1gtqs0S55mALh1c+7HQ0uBhELBGxxkcalGzkEBReKIRSeC3xMmTsyhgOh8fU2rO1u4lMY3ykEE6gpacup2z2u9jacH58zsVJhpA1i9mQxWyE8yUHN7YZXQzJyznHp2eUdc37H3wQ1EZnc6ZnJxzcvIXwnsVySRTFWBljVEZVG2Kh6Q42UEkXpWO8LED1cMLQ6W2TZC3SrEenn3B0fMrwdEgvG5ClPT7/7JB/8cOfcngyIm5FvPn2Pf7w977P77z/XbYGAyLtCdowrElccFkKv9gaukJM8pcXdvCtfrFiWGnfrHZOiDC0tjhu3LrJ9v4uMhKgDa4sqIoZ9z//OcPzC/qtHrdv3GRyfsr+3jb7+29wdjbgwS9/SlkZWqnC5iXV/JjPfzYkyrqUpb1CPPJsbm6w2YlYjM84OXzEcpkzW1reeV8zHZ9RVgW//4d/wN7OFt4YqsqQZD2ElMxmc05OTplMJswXS4bDIQDvfedd/nj67/AP//7/iamLgIlfzx4kQn5V0TLUVt+OtpL3wdJVrAa+IvS5na8AT5zF7Ozt8/ob95hMSqw5pVQR+EAe7HeCOnBdlkHzzJVYWwU7XaVQUhDhg2fzmgthVtA4gnpq0C/yqyPrAo8Bu5LCAOcMpvFlVQS4s2jQRSY0cxr/DI/yuhlhOPDBjMc2VrEOQRQnKBy2zmlFCd00xVOTxJJICTQe1QzWpVTEWpGoAH0vq+DeJnyQxghjbotAN60qi7ceLQI5zVmPNyZUo7iG39FoQwnXiOM5hJXNiRUsCZytA/zWOESsyFSC81DNas4OR7+p0+X/V3zz4bPUREnGO+9/yNvvvctP/uU/Z9BKEbZm0OnSStLgbFSV5PMF08mQejIlVZpIORKbUduK2pVErg4uYN7CCs+MD5o4Tga1VgRSOpQOw67peMxoeE6UqSCXK4I9X2UNX/ziUx4++Izojbvc3N1nKmse3v8UGXmkMCwXE27d2iOWiqNnMw6fHjJfLPneR9/n9o0DHj18xOnxMfPxEL+7DTim8zmYnHnlqERCp9Ol3d+iMBYRt0BG9Lb2iFtb3Lj1NnWZ085iPv/8E4SWLPMlOo5I213SuMfnn/2Q6WzBDz76Pd76zhu8ee82e7sDYi0RymHsisGq15pIzcblhR3ZqnW0smD0Dds1VA92TeRaEb9WT2Rd2MlJB8Y7pI6Y50v+yZ/+Ez78/t9ke3+AnRWYaon0NXtbffLJAmEK7tzc4+beNtYvuHPvNW7e2WZ8fMTp48eMj45ZzHOiVo+t/ZucXowYj8f02wlVWSJqw+j4JEiZvHaXvbfe4ctnh3gZc+fWHT744LvM5zPKqmQ6nmIqR7vdYTAYkCYa7x3z2RSlBVGsODk55ctHD/n+7/2Aw6fP+clf/CgMGD14KRHuxcR5NRV8O9ICja1MaKlYb8HaNfnLOYupBHEkuX3rgOl4TpWXjMcjhAgL4+bWACEsy+kMU9WAxvmkkcmQYZHFU1UGX9uwgJumrSRlU42ppoptjrNosMTNLtqzIjOHa1sKGii2Cpc7odW06sPjG+kTHwh5qzaQtUEnSQvQAqI0ZtBt080ylEqQBFKZ8gKtZMPjiQIgpnGpc14E6DPBXtZ4u7YWdc4FwywfJERqF7TEwn72shKXUjSSFxYnVi3by0rc2nANC+WJYk0g56l1K2wyWf7bPEX+jeNXcHBrIYShtbnNO7/zET/+13/Os5Pn2Dpne3OTbtYKMrbWUi6WLOYTRFXgtSazGlPPqcoZpu5R2QJcTWQqhCkB1/QbZUADSBGytgCRBmxxvQyLjdOCypQUxRyJ5fDBff75P/tT3n7zDbY3tnh++ITnhw9Zzud0e11ef+sOt1/bYdBpc3F8Qr6Y8fTpU16/+wZ7gy0WozGzyYjN3U1m+YI0aRGlMbV0PDk5IlKaKO2RDXrM8xpblYyGF7RaHdqtFlka8fjpIcPxkNfuvkY26AVqvIroxB3wEcY6poslH33vI/7O3/mP6HQy4gSUCFT72jmk1AFC6K84Za2rgmZnwiphuDWmHx/w4F9ZDJsSVxKSiPF2ZQGMUjEb3R2Ww2P+9B//A6wr+JN/928z6PSZtDJ+97vvIE3N6PiCO3dvcOPmLc6fP+fjX3zO9//G9zi4+SZngw1ir0hkhDCwe/M1unsHlCbAIuuq4sEXX3D46CmnhyfoNGIxnVHmFdub20yGp8ib++xt9zl9/phEDNjo9+gPBrTbLVZKqbPJObaek8SC3Z0BvW6b05MLTi6O+YM/+UN2b+/z2c8+5ujJE4xpPK/hUtsnzC9DP/2v6aL5TYf1FunDsD0syAbr6uY8CG3IOBJsbnS5e+cmZZ5zfh60jpUWbG306fUzlvMF3roA5IjDhsQ6S5kXFMsF5+dDJuMZtfcIGTVGPYEzEIkYKUVAirEim63OW9ewz4MCqvd2XUV410ivN5DPIPcdZgtCSJQKu3HnJXgT2oOuwJuaSMNGt8VGJwveCM6GNqJUCEAJ1egoKfAC6yy19RgrcV4iRLCYTaRsJETcJU9oDfNm/f6sUzjX2NhGjQOd0iERI/CYtRxNcEg0RElEohKEEk3yVsEi9BWbd/0Ko/IgRxAnCTdv3kLrhNFohDQGZwxFu0M7SUijgPuNoghnKow3LMsFSa7IijZ50YV5hNABH618DZEOvrzIS21+LUFEyNpwenzE2bMn7B7sEbUzRKxROIr5lAe/vI83lnfffgdvKp4/PaRc5ti6ZmOwyZ07d2l3U8pigVAR1kOSJEghOT465tHDR3gluPn6XVARcZJhlUAkEbm1VNahpWRXxcRJQtrvM5tMyBcLZnHEZDzlfDhsFCxv0W33cLVBxlDOc+azxXo4//57b7G7NQg7M1ZGNc2J6QDp1xXC1f6muxS4B64MpJsty9WZwircCqXkQ7vBNrr5q76wwHH7xg12b+0St2OePb7P1vY2ylmeP37Ebr9DN1N8+fnP+elf/CtOj89Rmebd3HB2NmVROOY1dDYPONjepz3YxiUpqZANCsrz6OEj8qJmtliy292i221RlDmD3X1GiwV/8Rc/DsqZCOIoQkmJtUEtsypLiiIQ50xdI5OIOE7Y2tpld+eAL764z6C/xR/90R+x2evy98/PKGZTEMGEfpUGvi3J4Go4EawvlQfrDd7UGFMFNryELG2TxZpYOXCSLMtY5ssGVeQbgx6LNxZnLVorsiwlSRKEEEynU87Oz3n44BEPHz5hPBrjGtlqnEMikVaAEGgN4IOvtA0MZKmCo6BzoSsQEkOTpG2z8fF1gBaLgHKSaJBBAiXsemSAmbociSdKNN0sDpLZMkjvRFFEGkVoRdhINmtUMBdyGBf01Ko6CG0K6YiSjCTLiNOYOi/x3l+ZY4TZVBxHOCSV8RgTVAaacia4wKGaytxQ22CjW5YlCEWctUDqIAnuwRiLsZcJ6FWJXxlDJYQIJiC15eLsAu1q2llGt9VGNuYuUSKxWuMSSTmfsSwXKGHRSUgI3SrHmILUlERlB7lCJQmJs0EHXkQaXyfkCzh9/ozlbMysrdntHqB1jDMV88mUzUGfP/i93+fw8ROGZydI79nd3qEscm7euM1gsIX1Fc5LTs6HzBY53V6P+WIeetezOUQaYxztbg+VJCTdFs+G58yKkjSKee3GTTY3d0Lry9bEMiWJYqI4opw7DrbbxK2MLGrTiTvMxhPOTo85fvqMfm+L5XJGvpjQyjSSYCKOX1mrN5YlTe3t8OtW0lpp0vkgNvhSrPq78GKyuEwo4da6le5LSCxKeLSE2XxCb7eP1o6LkyeYcsHw9ITT54cM9C16WUKmHY9PDzk6HfHH/97fod3dRAhJXglGy5o7uwdEnW183IM4JtKasipxNpgSzZcFi6IkzWLKqgAcnU6bjY0N/sUP/4x8sWRzsIExAUJZjiuyLCNNU+I4opPFlMUG0+WCxaJgPp+zvb3HBx98wJPHhxw+fcqb997k/fc/4F//y38eLlTrX9ihvVqX5DcIz9rnwNoa62ogIH5WO1uPJEk1m1sRrVZGnhdYF/r9UjmUCrv1qqrw3pGmKd1uhyRJWS5zNne36fR7pO02Tx4fcn56FlqDDey0LoL0Rqw1zhi8bwTsZPDuRkoEEcKpxi8ktDa9aFBQXiF9gNAiBLVx1M4ilEbqldhmSCydVsZOL6OXaqQzCFeRKkEaraS3a4xwYchtHdZBbTzGBWMi66C2AXGldUKkYmxlqesqwGh1eB5L4IYE3oLEO0clBHhJbQOvSEAj8RMG1mVZUtd1UENOIqJYoWSQwBd4nLCXHhOvUPwKns8rMlXop+WLkulkSS/NsFYgRWPL6cJWJko0PmphzJK8LBktSpyEui5ZzsZk8wnZdIxudVBxFGTWm4qh8hIrJF8eP+Pz58+48/o9bu3vB5EMC0VRUOQ5x8+e42tDt9thfL5kMZ/S72TsbG9SlSXnows6533a/Q7Gx6ikTdrfoFosKfOS0lrSbpvZMufR02fcvHsXdMSirBkvFog4pruxyc07r9GOI2bjIeWyopWmWCdpRS02NjXOwenpKT/7yZ/Ra7dxec5yMsUJQbvV5uc/+xGmrtAKjF2EAZmKwuH3BEgcq8FzI0N8VSfJ80LJu7pdoZFW8bKmvncOJ0LrwVtAKrzUVKbm6bPHFH7JZtFn/+YBWRrz5MFn5MuafFkyvhjS2dskUp6D3QGdrQPeeu9DEDGtLOViOGN79xadzR3mtaQtEjQSZyGKMzwWKzTjecWirBFRwmQ64/z8jFb/lHqxZDEds5jOybRmMh6xu7tHbzBgd3c3JEdvMWWONSXq9JxyGby8F9MJZVlj6oooSnB4/vBv/Q2Oj5/x4MGDpk3d2EZeIfzxiu3a/rII54XD2wCzlFIFVJaWSAmudtS1xfuIKI7RWqO1ZLlcBt90U6/Pr5XKaJY16rnSESeaza0BWZaxubnNm2++yeHhM548ecLZ6WljGSpwxoJ1IEFEKty6sOmxBCirE42YnAK8RCjVKLCuRhShSo5jRSwlvrHlVFKjpWOzt8Ptgy12ugmRrcgXU1y5RHoL3gaYKKYZkAfxu9o4qtpRW4H1QXAyQF8VUgqqqsTbGilCByRwHkK1sdIdsO5qeylUMlUdiIVKenCGuiqo62AjnKYpcRqIr0qt2kfNcfJfBUP8tsevVDH4ZqeyXOTk8xxTWsrS4Cx4L7HGUbkKXNBhkUogoxihFHVRMp/P8cZQLBfIyQQRnyKjCKk8Qjis99RWUjhBZ7DNz+5/yVJr3vvwd7FOMJ7M6GxtkbW6eCRITV4vsVJghMMpwaLMKW3Nwe0bTOY5v/zlA/Zv3WJ3d5fbr73FZDzj7NkhVVGRFzn9/oDNrTZKx5jaUrucWVVgyprd7R3eeO01WmkGCJzQlMayHE/Y2NhA1wahEybDCefjOVJnDEdTKHKEsezdusPx6ZCPf/4p7733HoOtDSpbNczccPIhgmf0SqhScClpsY6GvPXyuhYWT4+Xfo1egpccuZq6QilJbR1KS4qq5uj5ETKqyWIoem1S0cHVBVmWkaQJdVWyzIsgrSATNgdbHNy8hZSCw8cPmE5m7O7sEmX9pu2nkY1EsRCCsqqRUcaiMMyWNcvCsCxq8rwKu1dTc++N1xkPh9RVzWRyQbvTpjcYNHamFmebmc7FGePJDLwn0ooyz6krS6/dxqM4PDyk127x3nvvcXZ2RjmcYxu/4W9rhB64WUM6A1ErVJ9KWZx2uMYSxYtgdq+0a1CCoLUkSWLiOEEpgY50GMTaCiEkcRwR6Yher8fdu3d48+03OXz6lKdPnzKZTJlP50zHU4rlEmcsRVFhqgpvg2KqX9m44nE2yMC7FQdgJfftCYoJUoVqVkpUpAMBs9uhlyXc2O6x3UsRxRSfz+loRV1ELJdz6rpCiAAPddaH67eyVLWlrIMngguTAJy3jTKww9oKgUfHCXGaQCPpHbSRVsNvEM4hhcCK1fEOidAJi60rTFWCgDRNybIMFSmiOFq7tb3c3n2V4puL6BFaF8YYjp4dB7GuymGqS/2V0Mt2QYLXAS7IZMsoRpQVVV0hvcdWBY4ZRuhGrjeIfFnrWVae3uYe/c1tFssFb/zu97h16zbz2ZInz46Iul2+c3BAq9PFGs/52XGQpKgrNna38aakwpF12mztHvDk+QknJ2M63S1mi5JFbtjd22M2ntJqtcnSNtNFzl6nR7vVwQlH7R3bm1sgBK00o5Vl4WRJEoxUjOYTNvcOiNpttMxoO80bnT63bhzw9MF9Pvnxj4iFZJkb/p9/+s/Z3b/F29/5DihJbRt1UgtSuNDfVAItgsuVt1eWswbjLQgXD1zqJ73Ab3DBzvSq6N7q1jQs19XurKrK0BtWCkxJJ46R1jC7OCfWkvF8yubmgM1Uc34xIm13SFoDrFRrEbafffwJ97+4T68zwBKj4ow4FrhqjPM1WEldG5K0Q5J2UTqlv7HLjVuvs7l9QKfbpdMNTnNFvuTpk0esyHlVbZnNZqRpQlXmFIsZF2enzOYLsqxDK+virWV3a5s8r5jMlxRFwfOnj9EC3nnnHcqff05ppsFakVWh8O1KEyHx03ikRE0FGSRHhfBBsBBJVVbUdUldF3gscSLRUWjTrWYK1hqsrYAGUioCwAEp0VoTRWEBTbOE/Rv71LVhOV8yGg6D+ORkxvlwzKQhQ5rK4lB4D2VZIpxDC9HMnhr6tA+vIUTwbGi3uvQHfQabm/Q3BqRxhHI1sc3x+awhyjV8B6FQSAwKKSKkMARhPrDWYxtfa9/MBaoyeLEnaUQUa5QUaClDUlAy8Bh82Jg679eeMlfVYo0xlEWBrevgG2MqnK1JklCRxXGMioL1aKhO+dpK/1WJb+7HIBr9/9qyGE6oygpjPUVlWJYVS1MjIokTHkxjjekc0gBC44QCUwfSmxM4YXHCYgiQO2sN1jhMLai95+HhMWlngzjtMxxP6HRabO9sMhldsJwvGGxu0273KeYLhAOtBHGWEOs21sC0gPZGl9uvtSm/fMDho6eU+QItNDubu5x2zijLgirNKeolIo5oDwaMhqd0W22UAOeDKuxoNEHpmDTrcHAz4/bNW0gF5+NzWkkXnaT0Ngf4RCOSmNt37mIXJf/n//2n9Dp9PvroB7RbLYpF2ezeNVChpCbSOqCOnAgezULhRTBKWfNQZdjFBPltsTY1WdkIrohCAfq7KoFZD589AZXkCbT90XiEczXb25vUteH+F/epcGxs7/Cdt96j20rQvuB5AsdnY/rtDbyIOXn+jOdPHnJ4/xMmp2fMhu9wcCCI0yiYsegEZ0VAcmlFpzWg3x2Q97dI2n362wfESYKoy1Cz24JiMSVLI/b39hhPxhzWBVLVFMcm+Px6T1E1idRLvHHEOkarQED0bslscsTR0VOiKGZzZ5vdm/tczJc4XzezleY6fcUuzr8sgne2I1IaJTVKNa2lpn0om+lV4BuHbboUikj7Zk32lFWNdX4tnb1y5wuIU7t+BlfXmACVwAtBnKZ0ezHbuzvs3zxguVgwXyyYjOdBoHI2o6pqcJKqNEynM+raILVu+vcBORTLwA7udDqkaRp+HsdoFTckswphwFZLXFkTIcPcQmniJCWqK0pTY03QNwrzOYf1NlQnQuCVwhPaqVmS0MlSWmnTMiNUK9ZUYQPhA6x1jfZzrCHe3jtsZdaVbqQabTgh1wlgvXnzK9RVONdkgxr35tWaM3zjxFBRoqXH2ZpyNg8Z3AsWi5yz8yGdXgfEAKsDaUWvPKKto6wtxgVoZtj3qiCWKW2wnHEOYwxVWVHU4OYLNgf7vP/OR/Rv3EJqRZLFDDb75HmOq0sWkwkf//RjiskIjUNqmM8nFDqi09pkWVjuP3jUJJIpW4MtWnGEbbfwJuCeF9MRxuakgw1m+ZxnJ8+JhCdRkixJuDg/48nhc5I0o9/rsbO1SSSh00o5uzjh5PljtjZ36fW2MFbx5OkRzta02h0ePTlCevjd3/mQrc1BY0MYFu26rNbD1khL4kgFdUitSJKENE3xIri2+QZy6n0QFVi5ll0Vx1ghcJxzOBOggaY2FFXRHGdBUZUorTk5OuaLB19QmZysI5HaUpYFOo559uABsZH8wQ++T1EUmGrKbHoGskVncJvjZ085fPQpPh/SSzyuypFWIn0Uhp2tLYypEM6TpQkb3S439rdJcCyWBU8On/H04QPu3b7J9z/6HpPzE5bzCW/eu8e9N9/kz3/0Y3758D7jyTlVIdjfucHOzg5Z1kFaRyvNcDbs3kbjIUWxZDR6zsXwMdbNwbY5Ojtmc2eb9Okxi3ra+BJ/u+oFKUM/fsU3awR7ml2pDBBQ7xFSkqSKKE5CNW8rjKmojaGuDVUV2ORxrNA6uiRGrljADqyr8cYio6jZDXuMsyFhGIPUim6vR9busmN2A2yzNsET3DhMveI5hFZzUHGVDVopVL/BfyHMLqsqSIWjIFEaHSe4OEFSY4wKaCYPQmmsDxWmbYAVwcMhtKSkIEjqSBjEmlYWk6XRGoXknKOsqgYZFeZ11q34DqIZZNs1K9qYGrwj0op2lhBria1LpAptt6CQ0PTuhL8CMQ/P576tcFXlKpR3lMsp50dHUFtiL6iLirOzIXGSgIdBt41IEpx1WCVQ1lOZwIYVzqFlOHmtc9grekB1XZMXBbmBve1N3nn/u3QP3kD3N0FY5tMzzs/PybKMyWhIWZ7w9/7H/4HdjQ5v37uJsQuyTsqd1+7Rbm0igHw2pc4XDLpt0lgym44QvmJ8NsYWc4QpqOcVrXYHVxU4U9Me9BkOh5ydnTEaDbl5sMfdO7d59vQpp0+/ZGdzg5oWwhTsbHRR2tLKBFUxZjY+Y2ewy8nRBaPpgnffe4eNjR5llTe7PPHClzEGU1eUhUNKj450SAreh4tZXVppCn85dxBfI+2wuqittevjaYzB0ujDO0tRlkzGY+bzKY6K4RC866LwmPmcZ7/8JaPDE5gv2d8fcPTsiF/8/DN6gzndnQmlm7HRkbQ6bVr9mHavi4wjnAhsdU/F86ePWMzmvHb7Fp12zKCXcfJkwc8/fs7u8JROmnD48AFv3r0Tzqd8ybPnz/n0/kOePjtkPDohjhM2Nw7odzaYTqdhtoBnPp+jVYzzDlmFjcB0OqKuS3SkSLOE0axge7vPzu4up5NJSK7N3PnbUS+EkKoZNDeex6GFtELU+AYSGpKDFCpIWShANuilJhFYa5uZTrCllFLirMNY17SPg8idkB4lBMaEBS5JkrX43MoWF6XwSiK0pqosOhKknRjvadRxXVB2Nb4RxZXrnbp1HiskQsboOEh9YMHVCicljuASZ6zDVDVVbfAopI4x1uNss+NvZMSTRoBTaUmSRCSxDpprEJBYBARTkKcPswXX8BxEw41eXU9VVeGsI4k0rSyh1Uhw2ESilCRNE3QkG2X4lTaZW7fKvjIzfAXiGyeGuFoijeP0wQO++NnHzQNDT3w6meN5jnWWancb0+2gBcHsw9dg6kCsYmUuHrK7XTtIhUxtvUDGCSKOmRYLEl9SFmPyumR4eEhZFPT7fWrr6XS7TKcjXDGiExX0Bhk3buzSbXWQAqqqpJ2mZHqDyeiCi5PnRBqqfMH8fITC4OsCrEYbT1QblKl59vQpJ2dndPt9PvjgA27f2EE6g9/u88nRI55Pz9nZ3aHd7RB3OggpqYsZXz58xObWAVmW4pWks9GnmwVSkVQKKXXoAPnQ3xdaQk2Y09QWVxtEWVCWOcZUpFkLFWdEcRw04Wm080XwQUCIK9XCZVII/eSwGzQuVGqFqcLO2XuSJEU1AmHtVofN/gaTi3OmZ+d0dUS/3eHLX9znyX3NydkxBkGy3aYul0QxzKZLlI6I0gSijNKVZKJESsXzp1/w5S/+gufPn3H4aJeNjW3OT4+YTscsZguePTnku995C2sqRuendPt9IqUYj8c8OxtzejFmPp2gpSJLNlgs8+APrDVehllUHJmwCcFhbMl8NgtKsN0e3d42xk9ACHr9XsC1i4ZYxbcGlNQQzVYKFVfaiiKoBHjAK4HwEiElvlED9d4FIlnDFF8/zl9WnLDa6KrgIkggvVlrWKm5QqjajAkY/iCap8OgmQYqrCR4Qd2Y8njrwgLuASUCnFOJNYCith5pLabhDngDzgUxO68jhNJ4GSQ7vNKgIoQyqMghagvCYhq4atbq0Ol2gk2ngjAL9vhmvQnVeoCkrpzihJAIFVrlVR3aS2VRsVwuQ2UkBZFWaBUEBLWSpFmLNE1IkiT8TQhy5sEZL3zWFSDkVYtvnBjKh18yH0754f/yv3Py+AFSGJwOWOXa1UwXS+zxCbPFgl47JY0jEgSphnai6KRhcTQesCL4FLuApbbeU9aORWlI+j16Wzt4pVjmCwadDnHcRW5vc3x0xIOHD/md/iZlUVJWOTd3NtkctKiqnEhG2KLCS4fyQUlxulxQFQsuzo7wtqSuFvjKsLuxxWIKy0XJfL4kmkwYTqa0B30+/PB32btxg+HpCc+eHpJpy3x0zvTilGKxxJQFb7/3HhsbO1hb8/nnP6OdaG7s77KxsUkradNpt5meX1BXBiEUMoqIVIypXUMAMkgjMZFAVQJXKcpyGfyQTUWRL0mzDlm7i4oSvPJEOgpl8JqLH2QwrKmp65qqKKjKIlQKLuC6nQhy27WzFIsF3nsO9m7w9PAx7WRAO9tgbIfY2iCFYDqZYmvNYlZydHLOm++/g1QJ1gk2un12du6xyCuQEXEUM52ccHH2lDqfMrt4zqAfI6Mdev0B+7s3efzlEzxPqY3n5NkxWxub3L21i7NhwUizFsNZICQqAVJonPE4E8hQdWlwpUEmmna7xWIxb2CWmnanhdLQ7mTs7myh4w5exUznFVmaEkWauqoCmxz4tjSULmcBoXIQIsyPGtkhoJHLliExiNWg1zXD31VW8B5EkBGhacWsdt6hzy+ado8IhkvOsfKPtjiMc40bgcD4RpvLu1A1SNkAUFas5qBphg+s48BqE5fwbOcwJuhcIUISkk4jdYLVKVaUeFE3CCsP2iMjDxZE5CjyJYuiIIpiBoM+G70eArOer9V1UHs2zuMbj3ThdSO9EeYDzgSF2KqqKYuSuirx1gbjn0jhvcUZixGQRhntJKXdbqOUoCwL6qZbJJq/UcMlDa/xba0Y/u+/+98zHE/5+OOfE5saLSCXDoMCFWOVY1aWLOqKszF0koRBktLLYmQvI40VsQqMQevCyeWcwFrwUmJ8oH5tDDbY3N5hc+8GTie4RU6n12fj9h22t7a4f/8+3W6bo6PnaC3Z2uzhbdBnwoYypMxzoijF+orxxRnT8TlVMUNQ00oV2UaXTtbj/Pgc6yymdqRJm1gr+v0Nut0Bz56fMDo9oZ96To6e8uzJAy5Oj5mMJ7TaHZSKwEs2BgN2tzc5Obvg/OSI2WSK8xoiR+VKhFLESYxAN7vfuJEvCPwF0bA/vVSAparCjqauaqqyxBhDkrUh7TbmKOEkW4vkmZqyzIOefFkEYTRWA+hGyryZqEVRhDE1rVabt+59h/3dA1pZQpScsbF/AykM+bxiMRdUruTmG13S/iakbe699ToHN7ZotbqkWZvFfIG38OTRl1ycP2F3s8fuYBMhFUmrT29rh8Ojc84nCyqnmOY188IymhekpyP2traQcRfrJFVVY4oltsgbH2Co8hxTluisRawUnU7wqiiKguHFiP6gy7237rC3v0+nmzIYbFFWgkVpKIoFtSlptWIqF4bY1nw7kgK8tAttwAcQ1nnvCMkgnFkI11QQzYJIY48ZFFNWEOjQ3l0/oQ8zARqUDoC3l/dvxg/rJIRYtTrl2t/b+6Dl5IRAKYGKZCNEp8KgG984vLmma7B6F34tCyOIEDbBxxkmqjCVoZI1KI/TAiKJcBJbGrzUtLtdep0uO5ubdLIUbyuMc9TOUApBBVgnm4qrkatQKrSyDJSlYbksyYuCqixxtg46SSpUY1oqIi1ppQndToc0jdAymGEpGWQvnHPNDHBlPORfOr6vRnzjxPDsxz/lYrHAzKdkWpNmCSWBci8JBBYvg0CVdQ5lLV08KopQOkbKoFyIAIlqTorQ6ggwMUfW6fDam28iVUSZl2ztbAACM1uQZAN2d/dIsxZ5WfDk8AmtVkK7FWPrGXVZIFxwmqrynCov8N5SFwtMtWRvZ4uqmDEenlCbColiNJuztXGD/YPbdDo9NvZ2qfHkRUldW4RUjEenTM5OmI6HLJYLdnd3eevt99BRRm08F2fnPH38hKIs8VaQ14bxrKDT2cCWFa2su5YI8a5pB8kI50Rj1xn8nZ2yIBxCOkxds1wsqcqKqrJ0exZFhCSgISCgKqwxVFVJWeRUdUBoiCus6aA1GvTzvbNkiSJuxPOSJKPT2UApSbu/RdSRKG0Q0Zz9WzdI4k2en57y0d/6fXo7u+hYUdclzw9P6PagypfMJxN++qOf4N2Cne77SNokSR9be87PDU+enjDPK7zWpJ0eqfDUDoajGWfDCf3tfdrtHq1sghKCfBEQLFmcEiuNRGCqCp3EdLodokjz5YMHQQY9Cq5ug/6ANFUIqRu5E42UnnY7ZW9vm3n+lNq4bxO/7YrIYoM6c5c8lyBj3cATvFjXSN5fbsacEy8lhVWIBmIZ/u1Xw1xCVbBqu6x+L1A0Su/hPLuKikDgZWhnrTwYpAhDDuc8tQ1KsM5bcDZwYFa2mb6ZmUiJ1xqnE+ooo4wtxoHQCV7XKF2RxDlCKdJ2hpCeVqxpxREYQ1WWwYdBKbTUOJWiVWiNOecwqxmHDQkwz0vmy5yqqtfHTTiH8Y4ISRQndNstep02nVYaOBHONCS3r1MmWB17/8oVq984MRTjJQhJiabA4eNg+E7jJOUJxBYIw61ISCItiOMAyVQrNyglkN7jrQFf41xJ6M4ZBlv7dDf6lGVBFFfBA7jTptSG6XhMXRssknxZ4Z0niiPiKMLnFm8MdZmznE3JF3NmsylFOcOZivHwgsPHUyLlaKWaZZkzn5UcXQx5450f8M7738MLGOxucf/wIadPp7S7Xfr9Nl8eDnn67JDp6IysM+CdD38P3d7k4ZMjolhz/7Ofkc9HvHZ7n2cPPqe0jtJqMp2BC97VSsYIPEprgrS4bCCrIOsCISRGlDgfoXza/N5QlEuqaUCARV6RaAFOrZmUtq6pm7lEkDsQCBU1O8agPyMbfoCQpnGhgkRnzOdLdg80WafFrr7B8UXFaHxM6Urm4yPSyELc4fHzM/zZU05Pjkh0QqIS+hsbOO/I85xWf0DWuk0uNjmeO/ZamiiNKE/PiWVCq9WidjVO+EZywNHvbTEcT5jOZmxvbTOZT8i6bYSS2HlFlHTYHgzottpEkcK6movJBVEkmcxnCOMYfOctTGUo84q8KJBxRKezSeU8WSsm9oo33niNvCw5PDrFlBb3aiEG/9L4Ot2dlZSDeGF1viRF+qtQzCtwSsHLCWJ1u7KFXSUGGaCfNGucb2S2CXMO9ZXRftOmEhqlVPN70WglBYJYIL3ZxsPbN0JKwTBI4PFSYIWklhoTt4IQno4RrkZbi7IGaQpUvw+uxLoKqhxfLLB1iatN4E7p4O0iRRQSg7cYW2MqR1nXWO+oTBWka/JlQxYNMtpSCSIZETUktqyVEUXR1QMf5DTsikr61b9VyAvf0lbS2XyJjRKsD4Yuba1JpcQ7EdRPTYkxFd4alBCkShHJ8KXlJSIn+BkHPL4XQfXS4gOBppUSPIIF1lYUeU7Wyuh0OmRakFcV9+9/QVWVFItZI9vtmU7nWOuJo4S6roO4Vpownp5QlznGlJydHbG1MWCj10NJjxcZ33n/A373939A0m7x/PiI+VHNbJ6zWC7Y3togloK8qBlOcsbDGbc7u2xuH5BkXfZ0wvOnj/ni08947zv3qPKC6XCMR9Pq7+BKSxK3AC7dr67IWay+nItCS0g6pLJ47ZAO4jSYpy+LGbPZLKAf2ik6VkgV4ZxnsViyXMyAQJTzDfRE6tC28k6t+wuyufis90QqJosFz58esX2wy9b+Dq2NFp98WuGs4vRkxCdPDtnefZ15vaAwI07Pn9PrDmi3e4zzKd955x32buyytXeAdeE8cM4yW8ypljmL2ZTJ8IIqL+lkXYbLMhjC1zXdbpe93R5SCs7OzjDGkGUZvW6PWGj2tveC8NtygZSCtJUwm00RwrNcLhm0u3jvmp2aoNffCAY9UUy+LMFLRsMxUTvjox/8LurjT7j/5WEj7/7qx0oy5TJC62j135W9avi/v/rv0AcSTq4JlFd0Q7i0kW0E6ZpWlRcEbsDqPn5FtGzY+jTELi55NAi5BkzgfUgIzmFNhfP2Uq119fZ8qHAlomHzg9NR8G4hCjLbroXGgqmgKpC1IiXFmRx8RZTExK0MjSVfLhiNpyznBa4yIBXKCZRXjeVu4E7N8yXz5YKiXGDqqqmwgw5VK0tQvYRWu0crS4iTCC88lTFIwkZLqwhrmyS3hg77RgkgpAvnX61dyTdODDrKiKKMLa3JtKCKdPjY1lHXVdjdmpLKVDgsaaxopymJDn04wSX7T+ggrGVFY16vJFmnhY414EkSTW1qFosFcZaClkQqJo01nVbC8/EFo+EZo/MzhucdbGUZ9DeJ45SqLMMORSmiSGGqUM202il4ODo6xSvB1v4d3vvwQ5JuB6kjFlXJg+Mjsl6XN16/y/7WFj/5139Omrb4vT/4W/ziZz/i3pvvcuu1eygVc3J4yMnT5/RbHVpJynwyYjFd0Mr6bPe2ydo9ahcuipd3EquLTzZyAEpFOB96rUZakIGunyQ1Jikplkum00nYrcQKFXnKsqIocpzzjcZNkDhGx43uvcQ71cgkW5QI8sjeeRQSRTAjOjk9Y2N/i9ffeJes1eHs5BBjP+HHf/FLfnH/iHv37nBwo08r7nJ8OiRtVaTjEbWt6PV63Ll5l92NHaSMODo5RUURZXnBxdkRF2cn5LllMppyenpGbgrm8wVpmrC/v0+apfz801/w4MljFkXOzs4u/btdhJMslktAk6YxUaLI5wWnZ8ecnp7Rfa3FbDan12sTRTGtLME4x3JZ4ZwgyzrU9ZDNbofeYMAf//HfojY/5PGjw7+u6+Y3Gs41jPkm1q0jxPo738CwmnSwwio0raLmfs2i3yxlXPbDV49axYsCjZcVy4ol3SSH9eYvPL+Uq82PD4NfYwKRtalcVQO59U2xoOTlvnpNDBPgZYROREDuuRpha+pijrEV3gjqZmaSxjHdLKWrPJmGPF+QxCmHxRHzZYkVPswyrcfYMIBekdqkUOAE1gQ7T6UU7axFv9+h1+3RTrOgRaVU4wHhGyuZwLheeUhwpaUkuOQcfV2r6bc5vnFi2OxsQpywmSSYJKJWihJwxlLXBbnNyOuCxXJOXi2JYkVbaSIZdg9KNAY0kmD4qRQ+Talt6Iun3W7Qa6lKyuUSZEZpK5ZlRYLDmzAz2Nvp8PlnZxwfHXJxfsbwrE8/TWi1+sQ64uJ8iPcGY0qssRRFjhAOLTXLRUm1rJmXSyZLz8Gdd9HHz6gdnI6GpK0WaRyjkNz/7HOKxZT33nmTn/7kR9y5+zZv3HuHZ8+e4Z3l8S/v8+zJQyIlGI/CMFUcaPYPXsPJhNp4pAoy0qrBd19GczGuWcoSJSOECLA7RFB4QSp0HOELWC7njIfndNoZKrIslyXGOHSsgzqt1Kg4ResgYe4BYeW6VeB8gvAC5T04QSwklZZMx2M++fgTjk6OuffWG/zO93+f1+68wfAs5//6hz9kcnKKqmds3zlgNBpihiPuvn6H2WLJfLZAGpgOz1FRi053iySKmU4mLBcLnKu5OD5GENHOOowuciyeol7y6PARSZzS6fU52L8JaJQQFIvgA2CNJ8vadLopxhScnD3j9OwcqQQ60URxEIaLohhBgB1WtaXXHXB2/pher8f7775P7Wt03MZayZ9F//Kv9+r5DcVVkcWrlcPlgn1lGE3TLnKumS8QCGHeBY4DhIrAr1PIC8+1EoF7MSE0r7Di2AjR8Ch44SvMEMLi6bzFubqBb4OSQVXV2sblrWlnhc0SOK+Dn4GSqEiEqtRahK2wZU5dS0yTmHQDzY0ihVZg64J5niO8I40TvBRUzlEjqJ2jtILaS7xOUCi6nYReF6pywXR6QWVyer0WW5sDOu0WOgp8Bdl8Jq4chSDB4ZrfqyBicLUybZLvq6aw+s0TQ6uNjhPSdhfVSjBKUQmB8Z68zJlVC2bFnBGeWQMp0zL4qmoVNESklGHRkwEFsCwrvJBs726TtlqMZ1Oi4TmOmLSlSGXoxVd1ia8KkkTjbc5kfMLJ0SF1WVEsC2Rl+PnFp8RJi7tv3MVaw8XwhKyVMp1YJpNhMKupDUVRY0tPJ+lijCXNUs6PTqjqms2tjMVswk8e3efTv/gRH334Ll9++nPqouDum+9QmpLx6JjjZ085f/6c2fQU4yp6Gy2sh/myZLYo6Aw6aBn05Vc7KCllMzSUze6iuajdSvxOh5JUhWPnxBWBNK2xJSwWC4YXF8RZULRVKkKKOCCkVIRSEUpGONn4MUhoztTVZhEIGk1SWCQGKSyPHz3k5OKcje1dlsWSo2ePKKuCTitDeqjygnIy4q07t8ido6wKomiXuqg5Pj6lyJd0B9sYF3F2csrDB48wZc5iNqMuS3SUEEcp7U6b3//DH9DrJDw/ekyWtvmjP/rbvP/B73D/iwdcnF9QLHIEmqoqKIoRngpHzdnolKqqESiGoyHjySZZEtHf6FOUFfkiCOsJFTMeT3n7nXf54IMPQXum8wLnJb1O99dwCf3bj1Vi+Msw8quKIPybNUrIucARqEy9rjqU1qxk4D1+vUDDlQofLltC0DjlvVwFr/rpbu3M5txlkhEClJas6xwZEk5YQ0OSUkI0M7jGLxqBFxHOKyoTzJ9sadZ+LVGWoCJQtsQtq+Z1FMZa5sNRkPaIUrwA4z0GhVdR0JdSESKKiXWEQiAFmHLOdN6nKKdkLU23kwXZDFfjvcE5QWnCkFz4INdymUDDIH6VAML17oOpj7Xky/zf9M/+bzW+cWLY7/WIdEK3MyDKIpxW66phWReM84gLBdLVSFtQ2gphPRoZ2klKIWXYj1gXysP+xhZvfect2t2Mjz/5KQ5LWeXM5xNU3GoMNGAxn+PsBNtKMLYiUg5cTa/dIY5S6qrk88++JM9r7ty9Q5qmgYDjSqwztDsZdVGRqjb9VsL50TntpE1ZFkxnU5bLBVVZcnF2zmx4yvGXn7OdaR7/4mNuvv4Gv/+Hf5PO9h4b2xscHx/y+ac/4vHDz+jFMfu398g6GSfnFxS1JS9rMi8w1qOFX0NMlVRN+a/WiQFYIzlWDFYpI7y0KKmbNpNGa41RKkA1h0N6GwPStEUca5TWKBUjdYyUUYP+CmnAyabklQJvWLOjsRXOVAhfkyaK/qBLZ7DLvXvfYbYc8tnnn2C9Q3qoywqnJfnFOft7O2z3unz26DFnp+fsbh7wzr273L17A1TKxx9/AdaRJC3GFxeUeUEaJ8zyiuWyQGtNlkWUdcFkNqGsaz77/DNu3byDjnRzMWmyrM1oNGM8vuDk9BCkBe2IdIwQYeg9n8/Iu23SLKWqDYtFTm3g4ZPHPH92zOtvvE2300Glio3NmKqoiaX6y0/wVyxe3sG/EOJqK2glKtcgAJ1rUDgNksmt7i/Wg9LV42E1fmhaIkKG1pHz617Puqm0mmy7xoa2keWQDeoubJxFY3SzehAgwvMqpZt2lwyaQyIMt73QWC+x1mNWFYiQKBURpxmRV8haYlyNN2GOFUtNmrSwVUFR1BjjEToijjqoJEOnHaJWB52kxFphq4oqX2AiR5R4PC2iGBIVEIJlVQfrTuexxmJ9Mzf0DchDSZxXGOcwpvn8TZu8sjXzRc4y/5Zae762tYfQCUm7R5yl+EjiNFQCclPQX2hakSOSFdqVzGtJ3MnY2BjQ6XTwyoceH47KhgN8++5rfPgHv8dPP/7XTOcztIByMUfIlCibM50NURrwOcXiCL29Q9TuECcpO1tb3Nq9xXff+Q7nZ6fMFyW9/oDlLGc5n+KsYbJYgtJIElxuUUpja8/SVByfHfHO996lmA0ZnRzTSjq4+Yw3bxxwq5ORjy+o8hnfufcmZjlneFTQyxST42Pm5xfUy4K41SFL23TbXfL5OCzSWmHKCusEOkmRkULZGBEl4INYmZCXiSG4RqlQYguJEkF90oggGoYMxECEoK5rimVOv9NDpxopQ0JQKrSSkBKvgkm8sLa5dpuBoQjbOIfHyoAQUlITAe1YY6qa0XjEzTv7vPfu+5w8Oecn4gu8FwySDsvynOPDL9m5fZP37t1hPnfcfe0Or9+7C85gioKNdkJZ1pS14WKWA4KqNpwPh2TtAUpGnJyMiGXNsgi7y/msoMwNrrL4Ohiw15RM8jmL2uBsRZYqWjooggohEd5gqiIQAauC8bLg5OyM3e0DiloyLyyTyTmPvviUnZ19bt59k1ac8Ozw6a/jGvqNxMuJ4QXXvwZDKqUMrGRn1po/CNYoodUsbiXRHuYEl739y2HFSyIsoY/0Ytup+VlDa1g/YsW7eUGC+sp7V0o3bdRAiHO+Ma8SgXexkstQIsjpOC1xLkKSEHnQLvAkMi0RZU69mONrj067OCTlco5Ou7RSgUw66KSNTFqoKEFFEdI7fF2Bd2gBKlJIlSCVQ4oavMJajbMOgW04FoIgM7hKriI4xtkV/N4Flz1TsyxylsvlKye//Y0Tw87eLl7F6KyLTFKIwEcSrzyVKeh2I1otRRpLWnFEJRzxZo92px0WNVzTFPBEQmDmc56PRvxv/8f/wenxE1xtsM6ghCbrEg7qckasBKaaMh8/ByF4Y2+fe/feZHQ25tbuTfb399nZ2WZ//2aQrG6w3O1Om9IXRBrKJYyKMcV8Qa+1DUowX8x4/uwpcbfHZDiEtmXn5i0OdnaosoxHsxlWRVycX1CdHhOlCePTE37x2WdMh2PwoJKULGsxHI64uLhge2ufSIdFVqqowXdLhF/JDK+5SEC4aFyDFlpd48HHVzQtOI1ToSqI44SZm1IWRSDaRDFKR2gdo6MILzWiaQ2sLjpJsAV1VyGMIgh6Wd9Yflrb7PwsP/v4Y2T8PlubW3zw4Yc8O53yL/7Vj3FxRGwznLWU+ZzB5g693T02BwM+++wXjC7O6WRdtja28VpjjMULiVIx0/kIpTTdfp8nJ8fM50vevHuTi/MxeV5TVYayrKiKYLMopGA8HTGdzaiMQTW6P85aBEFVNdIBnFDkS2QcM5nOieOYJ4+f8MUvH1CUQSv/yYMHRD7ixs3XuXXzFt/7/vf+Wi6a33RcbircWmp9rakVtvSs1FJXBDJjzGULqjGSuSrT/jIzd7Xof/0M4/J9vOyZvEpYq+8DEOIKIXPlE9LcaqVRSjceDQ2/wgEEX2VnGkmNAKVCSIgijYwytNcIq9FOkYgWsmpTyYjKS8p8gRExtAf0ehGZ1jip8ARdL+s9dZ0jjMGXOQmOOInD8XI2VFg+ML2lUEihUCLIaDSHOHidNHwQa1cscIXFUVQ1VbGkKEIVk2XZr+dk+DXFN04MWb+HFRqVtpBRBrHAxxKpHIlTZG1J2tLErZjuVh+jJaKb4YHlckkhCPhkb5FCkbS67B7s8eDhZwEZIQRlWeKdIOsUxK0abyryxYzZ+JT5+ByhE/ZnC167c4eTZyeMT0cMh0OMqZFC0+v1mEyGRJHHiVA2T6dT6mIR7A1nFZPJBGMMi8WSs7MzxGSCc4rBQYeqyPnk459RzKZoHIeHTxhPR+zs75DGmj//sx9SVcHBzXQ76CxBJTGL0ZgsaxFFEXmeE8eaVCfNUE40i3Eg3129aFa7qVWsBtGy2cmFNlEwYfFJjBAizFSkJE0SVBJ2PVor0MEEXTTtEsGKnbp6Pday01cXFm8d1lhm8yXPL845Gx3zhx/9LptbW/zH/8l/wtNnx9jljF5/EyXnOFdRVyW3bmwhPTx/9oyNjT6bm5sMLy7wKKazKWVZIaUnyzp4bZlMJiyWS0ajEfneDtPpAukhSVKiKEJmsFzG2LkNcgR1RVUb2mmjOJvFDAaD5quPVpL5Yo5TmroOarXL5ZLlcsliuaSua5azORenZxTLnBt3btHp9/7aLpzfZKwW9NVC+xW5BedxjWDc1cV4/fgr84mvG2C/7Dn+cqxnDS8lha+73yoxfF2CEYLG+THIiEPYfbumfSUJszKpQLgViiluHq9RxEirwpfzSBmTCI2OU1yZ48qKlpNUUlNIKM2lmoCva7yvkc6gnEXjiYDaOZw1KGFxUjUWsYGPIX1ThTdSPpew3oBQopGrqYwLm5PaoJSk1W7Tab9a861vDldNkoBV1hFCK9ASoSVSWaQL2HovUvqyGU5riUk0RV5Q6YpYgPdBIrfV7tDu9djZ38P5AuELxmdHTMqCMg/CVWmnxBtD5SyzyZRimVNXFeenp2zffI1up8+TXz5h3p+TJjG1MSAEpjacnByxu79FEsfMlgtmF6fcvf06kWzxs7/4jKq0yFjS63aZFznjixEPasHobEiVz9np94gELJZjdg92sdZy8uyI46fP2djZot3pUHtL2m6jdUS73UGphFYW0C+X2MCvxlfQHS8lBmAN7X0BAthczNbZxqdWB1SJUiB1+L2QjY+DRyiJcF9DqmlkEWhOcAHUVTAzr6zh059/iskX2Mrze3/zb/PWW2/z5//s/2FvYwsdabx3mKqiqgpubA74/kcfMTw/4+HDB8ynC6wLAoZVVTIaD9nq9en1B5SzJdZ6Li7G/OQnP+X8dMibb7zBxmCTTrvDzIyJY81kOub8/DxYdzaG7sjgknVwcMDGxkazK7YsZ2FuQVnx2WefMTqfUVVhaB9HEWVZ8PDhl7z53ffZ2N3m4vTsm57uv9VxtTWzShIvDqKDj8BKaXd1uq02I5c9/GaBbtpCK7MkL158nV/lfV29XQEuXj7Hg9yFWiu/hkpahQW3EQYMlYNDCU+kgryElQLnZUOwU2GG5zXCxkhrkcogdESStVDeYktDXtVBB8w5RFWFTWiZo50giiQagag9kfMoZymtoy4NtTB4HQVNL9NUDg3T2/lVle2aeUtgeRvvKOo6uFo6UComigOAJGu/WhWD8L/KX/46ruM6fuNx8fDjhhNgX6hA1ztzEUxm6roGVkNjuU4MnpWRQ4ivm1d83e9eXiq+rrX0lffCixXGqnrx7vI9rb639rLdhKvxzmHCPDv4IxhL7TxeKIT3wYfeebx1RMIjXYUtC6SzKA+2NsyLnGVlqBxUxlJWc3wxR+ZLElMRGUMbTyYEygRByovljNPZiGVZNIkyVDHWBiXkurY466m9CcQ/PHlZUrkaYw3eGzwWJSVJHBHFijRN+G/+15//9Z0Ev+b4lTyfr+M6ruM3H/9fC/QKN29MMKPXWl6BSzeP4bIi+MuUP/+qmcLL319WI/KFhLAebF/5vXMrWe6mnYlrULKu4fDYhijmg08zAiGDqLezwexQNMNfREA+BSG/OFiI1mXwI9ESkWZIUaOdR8SeJJWoNELGEbKcE9UVPaVInMcVFSprobMWhRcsi9OGd6GbZGtByACl9Y27m4DaWmaLAueDp7qQej2bECIi0glKvlpL7av1bq/jOq5jHS/Miq5UDivo6cuL9eWCLXFfySUvDZ//ivnC17VCv/51xAv3f/E5XdMzbTjXIoxuvbfN7Wrm4BphiYYtrVeyHyuoqEA2w2rvLuVnnAwy2aIOTH/hCWRb27SgbI13C4Rx2LpiNJmwGM7Jsi5Rq0OiW2iVkpcFCNnIzFiEtAgpsa7CNn4XSElZOaw1AUKuwlzRS4UgwjuFqX/FP+5vOK4Tw3VcxysWLyOJrkJO/Zo0tpJbUQixMqhvhs5S4l8aSL/0Cl/zdRmiIcwFXMWLSeAqOW41z7iU0nAvvE/WM7SGG9G8lvcB4YMLpj+rQTp4lAhEON9AsWUDkcXLQGTDgZQYpbAOiCBuqg4ECCuRzuHLkrrReZsvl8zGE5bjOUXlSZ3CI4mjBC8EXkqsCHPWuKOJaoPMC0RdUVuDq2tqLzCeoC4gdTD0URrnBXlRIl4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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def _show_samples(df_subset, title):\n", + " fig, axes = plt.subplots(2, 2, figsize=(4, 4))\n", + " for ax, (_, row) in zip(axes.flat, df_subset.iterrows()):\n", + " root = positive_dir_path if row[\"label\"] == 1 else negative_dir_path\n", + " img = Image.open(os.path.join(root, row[\"filename\"]))\n", + " ax.imshow(img); ax.axis(\"off\"); ax.set_title(row[\"filename\"][0:13])\n", + " fig.suptitle(title)\n", + " plt.tight_layout(); plt.show()\n", + "\n", + "_show_samples(train_df.iloc[:4], \"First four training samples\")\n", + "_show_samples(test_df.iloc[:4], \"First four test samples\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train mean (first 3 features): [-5.36106086e-17 2.44902138e-18 1.95309455e-16]\n", + "Train std (first 3 features): [1. 1. 1.]\n" + ] + } + ], + "source": [ + "# 1) Initialize scaler\n", + "scaler = StandardScaler()\n", + "\n", + "# 2) Fit on training data only, then transform both\n", + "X_train_scaled = scaler.fit_transform(X_train)\n", + "X_test_scaled = scaler.transform(X_test)\n", + "\n", + "# 3) (Optional) check means/vars\n", + "print(\"Train mean (first 3 features):\", X_train_scaled.mean(axis=0)[:3])\n", + "print(\"Train std (first 3 features):\", X_train_scaled.std(axis=0)[:3])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train the model" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kp/dev/python-sdk2/zkml-research/kya_face/.venv/lib/python3.12/site-packages/sklearn/neural_network/_multilayer_perceptron.py:690: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
MLPClassifier(hidden_layer_sizes=(65,), max_iter=100, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "MLPClassifier(hidden_layer_sizes=(65,), max_iter=100, random_state=42)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf_large = MLPClassifier(hidden_layer_sizes=(65,), max_iter=100, random_state=42)\n", + "clf_large.fit(X_train_scaled, y_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📊 Evaluate the model" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train accuracy: 1.0\n", + "Test accuracy: 1.0\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Train accuracy:\", clf_large.score(X_train_scaled, y_train))\n", + "print(\"Test accuracy:\", clf_large.score(X_test_scaled, y_test))\n", + "\n", + "y_train_pred_clf_large = clf_large.predict(X_train_scaled)\n", + "y_test_pred_clf_large = clf_large.predict(X_test_scaled)\n", + "\n", + "plot_confusion_matrix(y_train, y_train_pred_clf_large, title=\"Train confusion matrix\")\n", + "plot_confusion_matrix(y_test, y_test_pred_clf_large, title=\"Test confusion matrix\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer sizes (including input and output): [128, 65, 1]\n", + " ➔ Total layers (including input layer): 3\n", + " ➔ Hidden layers: 1\n", + " ➔ Output layer: 1\n", + "Total parameters: 8,451\n" + ] + } + ], + "source": [ + "summarize_mlp(clf_large)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_mlp_architecture(clf_large)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 🔄 PCA feature transformation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The model is too large - making proving slow, expensive or even infeasible. Can we get a smaller model while preserving predictive performance?\n", + "Let’s try reducing the feature space with PCA." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train_pca shape: (68, 32)\n", + "X_test_pca shape: (35, 32)\n", + "Total variance retained: 0.9265818393070243\n" + ] + } + ], + "source": [ + "# Cell X: PCA dimensionality reduction\n", + "from sklearn.decomposition import PCA\n", + "\n", + "# 1) Initialize PCA (fit only on training data)\n", + "pca = PCA(n_components=32, random_state=42)\n", + "\n", + "# 2) Fit on X_train and transform both train & test\n", + "X_train_pca = pca.fit_transform(X_train)\n", + "X_test_pca = pca.transform(X_test)\n", + "\n", + "# 3) Check shapes to confirm reduction\n", + "print(\"X_train_pca shape:\", X_train_pca.shape) # (n_train_samples, 32)\n", + "print(\"X_test_pca shape:\", X_test_pca.shape) # (n_test_samples, 32)\n", + "\n", + "# (Optional) Examine how much variance is retained\n", + "explained = pca.explained_variance_ratio_.cumsum()\n", + "print(\"Total variance retained:\", explained[-1])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Post-PCA train means (first 3 comps): [3.42862993e-17 6.20418749e-17 6.53072367e-18]\n", + "Post-PCA train stds (first 3 comps): [1. 1. 1.]\n" + ] + } + ], + "source": [ + "# Cell Y: Re-standardize PCA outputs before model training\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "# 1) Initialize a new scaler\n", + "scaler_pca = StandardScaler()\n", + "\n", + "# 2) Fit on the PCA‐transformed training data, then apply to both\n", + "X_train_pca_scaled = scaler_pca.fit_transform(X_train_pca)\n", + "X_test_pca_scaled = scaler_pca.transform(X_test_pca)\n", + "\n", + "# 3) Quick sanity check: zero mean/unit var on train\n", + "print(\"Post-PCA train means (first 3 comps):\", \n", + " X_train_pca_scaled.mean(axis=0)[:3])\n", + "print(\"Post-PCA train stds (first 3 comps):\", \n", + " X_train_pca_scaled.std(axis=0)[:3])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 🔁 Re-train and evaluate the model" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/kp/dev/python-sdk2/zkml-research/kya_face/.venv/lib/python3.12/site-packages/sklearn/neural_network/_multilayer_perceptron.py:690: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (100) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
MLPClassifier(hidden_layer_sizes=(17,), max_iter=100, random_state=42)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "MLPClassifier(hidden_layer_sizes=(17,), max_iter=100, random_state=42)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf_small = MLPClassifier(hidden_layer_sizes=(17,), max_iter=100, random_state=42)\n", + "clf_small.fit(X_train_pca_scaled, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train accuracy: 1.0\n", + "Test accuracy: 1.0\n" + ] + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Train accuracy:\", clf_small.score(X_train_pca_scaled, y_train))\n", + "print(\"Test accuracy:\", clf_small.score(X_test_pca_scaled, y_test))\n", + "\n", + "y_train_pred_clf_small = clf_small.predict(X_train_pca_scaled)\n", + "y_test_pred_clf_small = clf_small.predict(X_test_pca_scaled)\n", + "\n", + "plot_confusion_matrix(y_train, y_train_pred_clf_small, title=\"Train confusion matrix\")\n", + "plot_confusion_matrix(y_test, y_test_pred_clf_small, title=\"Test confusion matrix\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Layer sizes (including input and output): [32, 17, 1]\n", + " ➔ Total layers (including input layer): 3\n", + " ➔ Hidden layers: 1\n", + " ➔ Output layer: 1\n", + "Total parameters: 579\n" + ] + } + ], + "source": [ + "summarize_mlp(clf_small)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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293//9/jZz36GX/ziFyd0nRUUFBQUFBQUXmi8rBTAX/ziFxKfcDRMTEzghz/8IS6++OJjvsayLJTLZSSTya7HX/WqV+Gxxx5Ds9k8YeuroKCgoKCgoPBi4GVFAA8cOIDBwcEjHn/b296GYDCIBQsWIBqN4t///d+PuYwvfvGLqFQqR8RGDA4OwjAMTE1NnfD1VlBQUFBQUFB4IfGyIoD1eh1+v/+Ix7/85S9j48aN+H//7/9h7969+Iu/+Iuj/v1tt92GG264Ad/73veOyNTiCKparXbiV1xBQUFBQUFB4QXEyyoIuqenB/l8/ojH+/v70d/fj1WrViGZTGLDhg345Cc/iYGBAXnNd77zHbz//e/H97///aPO8szlcgA6o5wUFBQUFBQUFF7KeFkpgGeeeSa2bdv2jK+xLAsAunr5br/9drznPe/B7bffjiuuuOKof7dlyxYsXLgQPT09J26FFRQUFBQUFBReBLysXMCbN2/GunXrMDMzg0QigZ/+9KeYnp7G2WefjXA4jK1bt+K6665DMpnEL3/5SwCdsu+1116L//2//zeuuuoqWVYgEEAsFpPf3/3ud0PXdXzjG994wT+XgoKCgoKCgsKJxMuKAALAOeecg/e+97344Ac/iPvvvx+f+MQnsG3bNjSbTQwNDeGqq67CRz/6UcTjcQCdQfYPPvjgEcu59tprccsttwAAGo0G+vv78d///d8499xzX8BPo6CgoKCgoKBw4vGyI4B33nknrrvuOmzZsgUu14mpcN9000340Y9+hHvuueeELE9BQUFBQUFB4cXEy8oEAgBXXHEFdu/ejfHxcQwNDZ2QZXo8Hnz1q189IctSUFBQUFBQUHix8bJTABUUFBQUFBQUFJ4ZLysXsIKCgoKCgoKCwrNDEUAFBQUFBQUFhVcYFAFUUFBQUFBQUHiFQRFABQUFBQUFBYVXGBQBVFBQUFBQUFB4hUERQAUFBQUFBQWFVxheUjmApmkil8thdnYWxWIRpVIJpVIJ5XL5iHvDMGBZFizLgmmaR/zMe03T4HK5oOt61/38n4PBICKRCKLRKKLRqPzM+0QigXQ6jXA4DE3TXuxNpaCgoKCgoKBwTJyUBNC2bdx///3YtGkTtm7dis1btmL37t0o5HM4Vmyh1x+APxyBPxiGNxSG7vZAc7mguXRoLq1zr7nmHpu7aR0B1LZM2LYF27Q695bVecyyYVkmbMtEu9lAs1pBo1pGvVKGZZpHXw+vF339A1i7dg1OWbsWa9euxUUXXYQlS5Y8b9tLQUFBQUFBQeG54KQMgr7xxhvxsY99TH5fteG1GD71LIRTaQTjKYTiSfgjMfiCYfjDEXiDYeju585lm/91M+D2AOf+D3jjPcet3Nm2jXazgUa1jGa1gma1jHqpiGohi2o+i8LkIez81b2Y2bcTABBPJPD4Y49h2bJlz3kdFRQUFBQUFBRONE5KArh582Zc+YY34ODYmCh+kWQPwskeBGNJBBwE0BeKwBcKwx+KwBeOwBcMwRcMQ/d4oblccDkVwDnlj4+5Dm6HP3sAGgBoOlrhJJqxfrQDUVjQYNs2LNOEbVloNepo1jpkj6TvMAGsoF4qoF7IolbIoZiZgtGoy+d517XX4t+//nV4PJ4XZ4MqKCgoKCgoKDhwUhJAwjAM7Nq1C1u3dkrAmUwGs7OzmJnJoFgqoVgqoVwqoVIpo1IuH7M8/EzQdR0f/OAHkUwmYVkWDMNArVbDzMwM9u/fj7GxMeRyObTbbfkbj8eDcCSKCHsAIxH0pJJIp9Po6enBwMAA1qxZg7Vr12JwcFD1BCooKCgoKCicVDipCeBzgWVZqNVqYgxptVrPagIxTRMulwuapmHv3r04dOgQgA7B03UdbrcbPp8Pfr8fyWQSCxYswMjICHp6eqDr+ov8iRUUFBQUFBQUfju8bAjgicCePXvw4x//GIZhwOfzwev1yr3b7YbH44HX60UwGEQ0GkVfXx+SySQikYhS+RQUFBQUFBReMlAEcB6KxSL+8z//E/l8Hh6PB36/H16vFx6PBx6PR4ggI2K8Xi+8Xi8ikQhSqRTi8ThCoZAihAoKCgoKCgonLRQBPAparRbuvvtu7N+/H7quC8mbTwJdLpfc67oOTdPgdrvhdrsRCoUQj8eRSCQQCARe7I+koKCgoKCgoCB4yRDAdrstIdDPJQjatCyYbfPwz88QBK27XNDdOlyaCy7dhb6+PvSm07BtWwKh3W63lIS9Xi/8fj/8fj8CgQAikQjC4TCCwaAohJqmQdd1BAIBIYRer/fF3pwKCgoKCgoKr2CclATQsix8//vfx6ZNm7Bl61Zs2bIV+0f3HdXl69J1+OdiYJgJ6A2G4HI/ewwMg6CtudDnTvhzJwzaMk3Yto1kKIDVw4PQNKBlNGE0DRjNBhqNOoxGQ8hkq9XqxMZYFnS3G+l0Lwb6+zA4OIg1a9ZgZGQEuq7LZwgEAkgkEojH43D/FhmGCgoKCgoKCgq/LU5KAvh3f/d3+PSnPy2/r9rwWqy88DJE0/0IxpMIxVPwR6LwBcPw+AO/db9d88f/CmgasOYCuIdXQfccXZmzamW0tj8KNKuA7gF0NzSXDltzdTICzTbahgGj0YTRrKGUzWBi52aUMtOwLAsejwef+tSnsGDBAgCdIGmfzweXy4VWqwXTNBEOh5FIJBCLxeByqRHNCgoKCgoKCs8fTkoCODo6ine961ps3bYN+VwWQEfpC8eTCMU7QdC+8FwQdDjSmQgSOvyzLxSG7vZ2KX8uUQC1wz8XMugp7ocGwAZgunxo+MKo+8IwNC9MTYNl2bBtC2a9img9C4/ZQrvVQqttoGUYaDcNGM0mmvUajEYNzXoV9WpV1MBYPIH1Z63Dm9/8ZgmCJgHUNA2NRkOiZmzbRnXubzlfWDmMFRQUFBQUFE40TkoCSNi2jZmZmSOCoDOZDEqlEgrFuTDoclkCoZuNxnN+n7e85S1YsWIFbNtGq9WCYRioVqsoFouYnp7GxMQEMpkMKpUK1p99NpYuWQrdrUN36XC7O3mBgUBAbrFYDP39/RgcHBTTCAAxipAAWpaFdruNUCgEl8sl5C8Wi8Hr9aJer6NcLsPlckn/YDAYVIRQQUFBQUFB4XfCSU0AfxsYhoFyufycgqBdLhfGx8fx2GOPScmWmX/8ORgMIhwOIxaLwbZtTE5OSk4gQ6NpJqFZhMtmSdftdgsB9Hq9aLfbcLlc8Pv9Qjyj0Sg8Hg+q1Srq9bq8JwAUCgXUajW43W7pH1QOYwUFBQUFBYXnipcdAfxdUC6X8b3vfQ/ZbBYejwc+n08IIH92u93QdR2tVgvZbKc8HQwGRf3z+/0SDXO0m6Zp0DQNHo8HzWYTgUAAuq6jWq0iGAzC7/ejWq3CMAzEYjEEg0HUajUUi0W43W6kUilEIhFUKhUUCgUpIZMQKoexgoKCgoKCwrNBEcB5ME0TP//5z7Ft2zYJevb5fF3xLySBADAzM4NWq9WJkZm7+Xw++Hw+hEIhhEIhUQgZOcNomFarhVAoJEaQaDSKZrOJer2OeDwOv9+PQqGAZrOJeDyOWCyGer0us4nj8ThSqRRcLheKxSLy+TxarRaCwSDi8bhyGCsoKCgoKCgcFYoAHgM7d+7EQw89hHa7LerffALIMu/s7Czq9frhPMG5G1U/hkkHg0FR+VwuF2zbht/vR61WQzgchsvlQrlcRjgcRiAQQKFQgGVZSKVS8Hg8yGazaDQaQvyoQlarVQQCAZlE0mg0UCgUUCgUYJomIpGIEEjlMFZQUFBQUFB4SRBA27aRyWTEBPJsQdDF0uEgaOn3m/vZmvv5aEHQXfcuF8LhEFavWg2/3wdoGlxzyp2zR5A3ZvyR6HFcHJVCZ08gTRzBYBCRSAS6riMajaJer0PXdUQiEZTLZSF/pmkil8vB4/Ggr68Ptm0L6YzH40in0wCAbDaLQqEAl8uFRCKBVCoFr9eLSqWCfD6PYrEIAMphrKCgoKCg8ArHSUkAW60Wbr75ZmzatAmbt2zF9u3bUC6VjnidLxiSEGhfKAxPMAxfqBMG7fZ45mJfGAPTCYHWNBdcug5N60TCAIBlOsOfrU4Y9NwNtoUlPTEkgt6OUaPZQstodKJfGjUYjQba7baUc1Op1BwR9CESjSASDmNwcBCDg4NdhhCaP2zbhmmaYg7p6+sTMtnT04N2u418Pi+krVAooFgsIhKJoK+vD61WCzMzM6jX64jFYkin0/D5fMjn88hmszAMQ+YURyIR2LaNUqmEfD6PcrkMXdcRi8WUw1hBQUFBQeEVhJOSAH70ox/FF77wBfl95YWvwZqLX4/eJSsQSqYRiifhC0Wg/479bc0ff63zQ/9SuJadCT2Wgks/cpm2bcMc3w1zfHfnAd0NTXcDLh1wdchay2jBMBpoVoowc9Oozs6gVinBsizYto0rr7wS8XhcFEFN0xAIBGAYhhC+YDAIn8+HXC4nqqJpmujv70cqlUIul4Npmujr64PH48HMzAwajQZSqRTS6TRqtRoymQxqtZqQwWAwiHK5jGw2i3K5DK/Xi1QqhUQiAbfbjXa7Lf2DtVoNHo9HImf8fv/vtH0VFBQUFBQUTk6clARwamoKH/nIR7Dp6c3Yu2c3TNMEAGgul4RB+yMxeIMheEMMf+6MgjscBD1PAZzL4OsKhS6VsBCzIOWzABjwoK55ULV1NKDDsAHLttFq1KE3Kuh1m7BNE62WAcNootU00GrW0ajXYNTrMBp12LaN/v5++P1+hEJhLFy4AKtXr5a+QaBDAP1+P+r1ukS5hEIhlOaUzmg0ina7jUgkAsuyMD09DV3X0dfXB03T0Gq1kEql0Nvbi2q1ipmZGQBAb28vkskkKpUKZmZmUKvVEI1GkU6nEQqFYBgGstks8vk8LMuSfsJgMAigE6NTKBSQz+fRbDaVw1hBQUFBQeFliJOSADrRbDaxa9cu7N69W0KgZ2dnpf+vWCyhVC4fDoQul1ApdZS348V5552HSy65RIiVYRhotVqo1+uo1Wqd/sJKBbVqDbquY+mypYiEw9Ln5/V64ff7EQgEEAqFEIvF0NfXh3a7jWq12uUAZhg0zSTNZhPBYFBMIbVaTUq/LpcLlmWhWCwiHo9jYGAApVIJlUpFcgSr1Sr8fj8WLVqEvr4+zM7OIpvNwu/3o6+vT/oJM5kMqtVqFxm0LAuFQgHZbBb1el1K2E6zSKPRQD6fR6FQEIcxR9Yph7GCgoKCgsJLEyc9AfxtcbTg52cKgq5UKvjJT36CUqkEt9sNn8/XZfJgSZYO3lKphFqtJsSP9yR4Ho9H+u2KxaJEvziNJuy3Y75grVZDKBSSLEASxGQyiVgshomJCTSbTUSjUSGHAwMDcLvdOHjwIGZnZxEMBrFgwQKEw2HU63VUq1UhpH6/H+VyGTMzM6hWq4hEIkin0wiHwwCAarWKXC6HQqEAt9uNZDKJZDIpyh8JKg0lymGsoKCgoKDw0sTLlgD+NjBNE/fddx82b94MTdO6SCBdv874F2byUdFjbqDf75dbMBhEo9FAJpMREsh7joSzbRsulwvtdhupVArFYlGIIpcxMTEBt9uNwcFBNJtNtNttBAIBMXOkUiksW7YMAHDgwAFUKhXJI7QsC81mEx6PBwMDA+jt7YXb7RZlsFKpdJFBKqG5XA7ZbBbtdhuxWAypVAqhUEiIq23bKJfLYkwBgFgshng8rhzGCgoKCgoKJzEUATwK9u3bh3vvvVd64JwZgM5pIB6PB4ZhIJPJwLKsI6Nk5uUBlstlmSpCA0Y4HIZhGNITSDUyHo/Dsiz4/X5kMhmEQiEsWLAAmUwGhmHA6/XCMAz4/X6MjIygVqthdHQUzWYT6XQa6XQarVZLMgIDgQDq9TpmZmZQLpcRDAYxNDSEoaEhuN1uVCoVZDIZySFMp9NC4izLQqlUQjabRaVS6cocpKkFgLxOOYwVFBQUFBRObigCeAxUq1X87Gc/E/OFcyyckwCSyOVyOTQajaOSPyp+AFCa608ksWIAtM/nQzweRz6fl9m/mqaJSaSvrw8HDx6EbdtIJpMSO+PxeHDw4EG0Wi2MjIxgcHAQU1NTmJmZEbJpWRZarRYCgQAWLlyIWCyGXC6HsbExzMzMwO12o6+vD/39/WI+ORYZBIB6vS6ZgwAkc3C+a1g5jBUUFBQUFE5OvCQIYL1ex759+541CLpU6phBSuXuIGhrru+vqwfQMmHPETHN5YLu6lbvXC4XdLcbK5Yvx+LFIx3nsAboLpcYOFgeZqnY4/EAwJz7N9QV/uws/ZZKJVH9fD4fAAgp5Ig30zQRCATg9XqRTqcxPj4Ot9uNgYEBmQtMha+/vx/Dw8MYHR3FxMQEwuEwFixYAACi9vn9fhSLRczOzqLVaqGvrw/Lli1DKBRCpVLB2NgYZmdnJZ6GIdXsTaxUKgiFQkin04hGo0IGmVOYzWbRbDYlc9D5GkI5jBUUFBQUFE4OnJQEsFar4cYbb8RTmzZhy5at2D+6D87VdOk6ApEoAnOhz75QBN5QGN5gGP6wIwhac0GbC3126To0lzYvCLpjWpAAaNOEZdtzIdAdgmhZJkK6hgUhD3TYMFoGjGYTrWYDLaPzc7NeQ7NRh2VZCAQC6OnpgUvXEQqFEAmHsXDhQoyMjACAmEPq9ToajYa4g23bhmVZiMViEgxtmqaUZ30+H4aHh1EoFIR02raNgYEBlMtljI2NIRaLYeXKlWi1Wjhw4ID0JNq2jVarhWg0iqGhIWiahoMHD+LgwYNot9tYsGABhoeHEY1GUSqVMD09jUajgUAgIATQtm2ZX2yapuQMOomebduoVCrIZrMolUrweDxIpVJIJpNHdQwrh7GCgoKCgsKLg5OSAF533XX44he/KL8zCLpv2Wr0LFqKQDR+QhynEgQdjALDa+DuG4YWjEFze45QryyjAXPvU7BKWcDlAdw6NJcO6Do0TYcFoFmrolrIojQ1jnZuCq1GHe12G7Zt44orrkAikRCVEOiUeGki4eeJx+MoFApCFFlqXrhwIcbGxmDbtpSdaTBxu9049dRToes6du7cKe5gn88nPXs+n0/y/zweD5YuXYoFCxbAMAyMjo5ifHwcmqYhHo+jp6cHkUgEzWYTs7Oz0HVdJozQ9FGtVlGv16UkvXDhQsTj8a7t1mw2kcvlkMvlujIHA4HAEdv3WA7jRCIhrmcFBQUFBQWFE4OTkgAWCgX87d/+LZ7a9DS2btuKQi4nz2kuF0LROAKRGHzhSCcMOhiBby4E2j+nBnYrgFqX6tcJgtaguVpYatfhB2DP3do2YNhAwwIaJlBrWaibFuqNOqrlCpJuG8mgF1a7CaNpoNlsoFVvdMbCNZsSL6NpGhYvWYJUKoUFg4NYtmyZxMMQgUAA1WpV1DKPx4NWqwXLsuB2u2VUXCKREIKWTCZhGAZCoRBM05TZw6Ojo6jX6xgcHEQ6nRaix147BkcvWLAApVIJe/fuRS6XQ29vL5YtW4ZEIoFisYiJiQlUKhX5O7fbjWAwKLmIoVAIfX19CIfDaLVaohhOT0/LOLqFCxdiwYIFXZ/VmTnIuJtkMol4/Ohkng7jfD4v4dg0lNCprKBA3HLLLfhf/+t/SV/q0XD99dfjjjvuwFNPPXXM17z73e9GoVDAHXfcccLXUUFBQeFkwklJAJ2wbRszMzPYvXu39ABmMhnp/2MPYFcgdKnUIVJzc31NRw+gsx+QGB4exlve8hb4fD60220JguaM31bbhGW2YduADRt+nw/RaLQrCNrn8yEcDiMcDiMSiaC/vx9erxeFQgHlcllIjlPZ8/l8UmrN5XLQdR3FYhHJZFJcxUCnJK5pGkZGRpDL5eB2u2EYhqx/pVLB4OAg1q5di127diGTyUi4dLValXWr1+totVro6enB6tWrEQgEcPDgQezduxftdhu9vb0YHBxEOBxGNptFLpdDOBxGMBhEtVpFrVZDu92WkOre3l709fV19TFmMhmMjY0hk8nA7Xajp6cHAwMDiMfj8Pv9MvO4Vqshm81K5E0ymUQqlTpmLyADsbk9dV1HPB5HPB5XDuOXOY5Fyh544AFceumlyOfzok739vYeczmKACooKCgcxknfaKVpGvr6+tDX13dCl8ueO7p0W60WfvzjH2PPnj3QNE0MHn6/X9y+vHe73bBtG7OzszAMQ1zBzN3z+XxotVpwuVxS8pydnT3i/akUAkBPTw+y2SwCgYD0OzYaDbjmTCcjIyMYGxuDy+VCq9US4mnbNk499VTkcjnceeediEQikhWoaRoGBgZg27YEQrvdbkxNTeFHP/oRfD4fli9fjrPPPhsAsH//fuzatQsejweBQEDmBefzedi2LQHTxWIRuVwOhw4dwu7du2USycDAQNe+qlarmJiYwJ49e2CaJnw+HyKRCKLRKGKxmPQetlot5PN57N27V3oVU6lUl9LncrmQSCSQSCQAdMwnhUIBk5OT4jCmoUQ5jF95YNSRgoKCgsLx4aQngM8XnNEsQEeZe9Ob3oQ9e/bgnnvuQbPZFJLG0GaSRvbhDQ4OolgsyqQPwzDQbrfRaDRE9aMTmMHL7XZbAp7b7TbcbreokRwlNzk52eVGTqVS2Lt3L1wul8wG9nq9qNfr8Pl82LJlCzRNw7nnngvLsrBv3z7JLZycnJQwaZbHli5dissuuwwzMzPYvHkztm3bhlAohJ6eHsTjcTSbTZlEQuOHz+fD1NQUDMNAIpHA4sWLsWrVKjQaDczOzmJsbAybNm1CMBjEokWLMDw8jFAohOXLl2P58uWo1+vIZDLI5XLIZDISHG3bNoLBIGKxGJYsWQKv14tSqYRMJoN9+/bB7/cjlUohkUh07S+qiz09PQAOO4wPHDiAZrMJv98vkTPOUrTCyxNHKwHfeOON+PKXv4xarYarr74a6XS6629M08R1112Hb37zm9B1He973/swvyBiWRa+8IUv4N/+7d8wNTWFFStW4JOf/CTe/OY3AzisQt577734m7/5G2zbtg1nnHEG/uM//gMrV6583j+3goKCwm+LVywBPBaWLVuGBQsW4J577pHcPSf5Ixlkn14ymUQoFJIwaI5oA9Dl7tV1HZFIRMwTtVoNlmVJGdntdssouWAwCMMwhLjMzMzAsiwMDw9jdnYWbrcbhUIBfr8flUoFQ0ND6Ovrw6ZNm9BsNjEwMABd12GaJgYGBmBZFqrVKuLxOFqtFrZs2YLHHnsMQ0NDOO+88+D3+8UIMjs7K2oKx8Ix/oVl7JmZGYyPjyM853BesGABFi5cCNu2kc/nsW/fPuzYsQNerxeDg4MYHBxENBrF8PAwhoeHhQzS0RwIBGAYBvbv349mswm32y0uY7fbjVwuh+3btwPoZA4mk8kj1B6v14ve3l4pAdbrdRQKBezZs6fLYTw/vFrh5Ynvfe97uP766/G1r30NF154Ib71rW/hK1/5CpYsWSKv+dKXvoRbbrkF3/zmN7F69Wp86Utfwo9+9CO8+tWvltd8/vOfx7e//W3cfPPNWL58OR566CG8853vRDqdxsUXXyyv+8QnPoEvfelLSKfT+NCHPoT3vve9+NWvfvWCfmYFBQWF54KTvgfwRINkjn2BdOAyp8/5um3btuHxxx8XswWz/5xB0FTqAGB6erqrJMxlUwHkyLhyuYxGoyGTQGzblvw9ziLWNA21Wk2WvWTJEkxOTsLj6TiUQ6GQjJJrNBqYmprCyMgIhoaGMDo6KiphqVSCz+dDKBRCvV6H2+3GypUrEQwGsW3bNuzbtw8ejwdDQ0MYGBhAs9kUUwpL4SRhzWZTegsbjQaazSbq9Tp0XcfQ0BCWLFki5VeaOEZHR5HNZuFyuRCPx5FMJruMHByTl8/nJfMwHA6jUqmgVCqhUqkAAEKhEMLhsPQCNhoNhMNhpFIpxGKxZ+wBVA7jlzbe/e5349vf/vYRpX3TNCVK6I477uhSAM8//3yceeaZ+NrXviavP/fcc9FoNKQHcHBwEH/+53+O6667DkCnrWDx4sU466yzcMcdd8gc7nvvvRfnnXeeLOf9738/arUabrvtti4F8Pd+7/cAAD/96U9xxRVXoF6vq3YEBQWFkxYnvQJo2zbGx8exe/duMYDMzs52mUBKDhNIqVRCpVxGq2V0BT8fzfxxNEjpde4+Fovh3HPPRTKRALROjqCuu+CeI4CctsHwZ04AiUaj0qPn7DcEOmTG5/PJyYocvF7vxMZEo1GYpolgMIhSqYRAIICdO3cCgBgpSLxYyr7kkkswNjaGRx55RBQy0zTR39/f1QNYqVTwy1/+Em63G2eccQbOPfdcjI+PY8eOHdi6dSsikYiUl5vNJnp6ehCNRhEIBOD3+4U0j4yMiIt5amoK+/btw8aNG+Hz+bB48WKsWLECkUgEp59+OizLQi6Xw9TUFCYnJ5HJZIRAMxpm4cKFaDabyGQyGB8fFzK4aNEiaJomhLA0Z/ChWWRqagoHDhyA1+tFMplEMpk8ouRLwhwKhUSppMP44MGD0DQN0WhUOYxPYlx66aW46aabuh579NFH8c53vvOor9++fTs+9KEPdT123nnn4f777wcAFItFTE5O4pxzzpHn3W431q9fL9/HPXv2oFar4TWveU3XcgzDwJlnntn12GmnnSY/DwwMAOgo5cPDw8/lYyooKCi8YDgpCWA+n8fHP/5xPPnUJmzfvg2luX4xANDdboQTKQQiUXiDYXiDndgXX2IQkYUR9ATD8IXC0D3euRgY1xHhzy5X516DAbj8jiBoC7bdIYmHg6AtGKaJhmYgplsw220Y7RZqDQOtcrETBN2oo9mooVmryQSPnp4e+ANBRCOdMumKFSukf9C2bXg8HqTTaVQqFXms3W4jEonIZ+Xv+XxeApsrlQq8Xq/0JrKM/N///d/QdR1LlixBvV5HqVRCOBzG1NQUfD6fqIvBYBCvfvWrkc/nsXHjRvziF7/AokWLsGbNGti2jUOHDsG2bRkB12g0sGvXLiFYLpcLzWYT+/btE2PIaaedhvXr18OyLExPT2P79u34yU9+ApfLJS7gZDKJkZEReDweZLNZZLNZaJqGZrOJ8fFx1Ot1MXKsWLECADA7O4vx8XHZVgMDAzLhhEplsViEYRiyHCcZTKVSR3UIk/BFo1EAHSWJfYejo6PiME4kEkfNLFR44REKhbBs2bKuxw4dOvS8vifV5zvvvFOOO4LOd2J+vieAZ73YVFBQUHgxcVISwM997nO4+eab5XdnEHRqaATBWBKuE9DH1fzx1wCrArg9QGoArtRCuOJpaMEoNF8A0N1dJ3+zmIG5fyvsVhNw6dB0t4RBW5aNZqOGaj6L3OQ4pvdsR8gwUKtWMD4+jt7eXsTjcVkWy7fJZBK5XE6cvcFgUEa9UcHkyY9GkEqlArfbjUajIQHPq1evRl9fHzZu3Cil6pmZGXi9XrRaLRQKBUQiEVQqFezfvx99fX24/PLLYds2nnjiCTz88MMIh8PSI1er1cQJvWDBAvj9fpljzEiZSqWCHTt2YPPmzejr68Pq1asxMDAgzuNsNos9e/bgwIEDOHToEILBoDir6a6u1+swDEMIV7PZ7DJyDAwMIBAIoFAoYOvWrXC73Uin00gkEkin09LYb1nWXBxQZ0Tg+Pg4RkdHJWKmv78fiUTiqOVeXdeP6jCeT0yVw/ilg9WrV+PRRx/Fu971LnnskUcekZ9jsRgGBgbw6KOP4qKLLgLQ2e9PPPEE1q1bBwBYs2YNfD4fxsbGuvr9FBQUFF4OOCkJ4A033IBwOIynn34am7dsxZ6Hf46dv/yZPK9pGvyhztg3n4yC64RCHw6CPg4F0KVjacBG0mcBU/vRmtwPy7bRtoCWaaFlWWi0TTRbJmqNBkqlCurVCtKRAAIeNwyjgWajgWa9hpZhyMg127bh9ngQ6+vH8NBCDA0NIRqNdhlK+DlarRZisRgajQZarRZqcyqic4xbKpXC5OSkZOhRfeC0juHhYUxMTGDz5s0YHByEx+OBaZro6elBrVaTaJpqtYpoNIoFCxbgwIEDuOWWWxAKhbBy5UqcdtppmJ6eRq1WEzcy5/b29vbKvONWq4VKpYJoNCqq5uzsLPbv3y+q35IlS7B27VqkUin09PTAMAxMTk5iampKlM5mswkAEnY9PT2NvXv3Qtd19PX1YenSpXC5XCgUChgbG0O73UYoFEIwGEStVsPk5KQ4gZPJJHRdRywWQywWA9Ah2I1GA8ViEZlMBk8//TQajQaCwSAGBwexcOHCY8aGHM1hnM/nceDAAcltJCFUDuOTE3/2Z3+Gd7/73Vi/fj0uuOAC3Hrrrdi6dWuXCeTP/uzPcOONN2L58uVYtWoV/umf/qnLRRyJRPBXf/VX+PM//3NYloULL7wQxWIRv/rVrxCNRnHttde+CJ9MQUFB4cTgpCSAwWAQn/rUp+T3ZrOJ/fv3P2MQtPQCzo6huK8EY26iBvv/TKs7FNo0TZiWiUc1F0KhEN5wZWdUm2WasNptWO020G7DY1rQzDb8sJFOBqD3hKTvjwYJl8sFn8+HYDCIUCiEWCwmocacpZvNZrsiJpxlX+bj6bqOAwcOIBwOA4CoVYxfWbp0qYQhu1wulEol6LqO/fv3w+fz4bWvfS127NiBRqMBr9eL2dlZeL1eGIaBYrGIcDiMUqmEbDaLNWvW4I1vfCN27tyJTZs2YXR0VHICi8Wi9Oglk0nYto39+/cjEAhIj1wmk8HU1BQikQiWL1+OpUuXwrZt5HI5bN68GXfccQe8Xi8GBgYwNDQk4+JKpRImJyfRarUAdLIObdvG4OAgYrEY2u02JiYm8Ktf/UpmDvf19YkLuVaroVwuS5h2NpsVMphOp4UM0lQTCATQ398PoKPw5PN5HDp0CA899BBarRYSiYQ4leeX9Qiv19uVb0iH8e7du4WYMpRaOYxPDrz1rW/F3r178dd//ddoNBp405vehD/+4z/G3XffLa/5y7/8S0xOTuLaa6+Fy+XCe9/7XvzhH/6hRBQBwKc//Wmk02l8/vOfx759+xCPx7Fu3Tp8/OMffzE+loKCgsIJwyvOBXws2LaNJ598Eg8++KDk3rEE6nQA09HLEu3MzIz04zkdvyRvPp9PysjlcrkrF5BxL3TWcvKIaZoycUPXdSF/U1NTaLfbYgKhASQajSIUComJIxKJSP8gyaDH40G1WkUoFIJlWTh48CAajQZWrlyJNWvWCDFiGZpKXywWE9OEZVkSqcI5xLVaDYZhIBqN4pRTTkF/f78olZOTk9i1axcqlYoQ5GAwKKYS5iVGo1EEg0GUy2VUq1UEg0GkUimEQiFMT09jcnISlmXB7/fLNmZvXqvVkm1GYh8MBpFOp5FKpZ6RkLFn8dChQ8hmswA6s5gHBwcl3ufZ+v9osCkUCigUCrAsC9FoFPF4XDmMFRQUFBROWigCOA+VSgV33323kCGWT50EkO5fxrpks1lUq1UhJ4yVcZJCThyp1+sy4cPlcsE0TSGFpmkikUhA0zSZf6vrOpLJJAqFAhqNBlKplBhN8vk8DMMQE8Npp52GVqslyl+j0YDH4xElNBwOo9lsQtd1vOpVr4LL5cIvf/lLZLNZ6YFjADZVrUajgZmZGfT09CASicAwDClXJ5NJeL1e5HI5TE9PI5PJwLZtDA8P49RTT0U6nYbH40GlUsHY2Bjy+byQZ5/PJ6SXJo5AIIBFixZ1ZRCyh8/v96NQKKBUKiEajSISicA0TVQqFSmbkwAahiGGG05G6enpeVZ1rtFoYHp6GhMTE6jVanC73QiHw0gmk4jFYohGo3C7n1k0nz/DWDmMFRQUFBRORigCeBTYto2dO3fi17/+tUSOkPSRwHg8HlHydF2XiRgAhBg6swBJPhixUq1WYdu2EEH2kkWjURSLRXi9XtRqNSFkDHgmqWu326LCtdttnHrqqXjyySdhGAZSqRRarRbC4bCUmFk+dfbQRaNRbNiwAcFgEE8++STq9bqUn2k0obrp8XhgGIaUiUkEPR4Pli1bhsHBQdi2jUwmg40bN2J8fFymmDD7LxAICGGjO5cKpsfjQbFYxMTEBKrVKlKpFBYvXox4PI5SqYRcLgfDMBAOh0XNNAwDPT09EhjdbDZRqVSkJYDvVa/XAXRCpEdGRjAwMPCsRM40TRQKBQmsBiDj9/x+vxDCZ3MJk5zn83lUKhXlMFZQUFBQOCnwsiSALFVS+TIdGYBOpWh+ELTznmHHjz76KGZmZkQBZPgzyaCmaUIGbdvGzMwMWq2WkBvnMoFOSZjqVDabhdfrhaZpHWOL349ms4l2uy05d7Zto1QqYdGiRcjlcjBNU0bRcf0ty8Lk5CRisRj6+/tlSohhGF1ZhOFwGIZhIBKJYN26ddi+fTs2b94Mr9eL4eFh+P1+lMtlycxj9h7JXalUQr1el/FtLH/SMXzaaadh8eLFsk5jY2PYsWOHqHt0/zp7+Xw+H8LhsMwK7u/vR09PD2ZmZnDgwAHUajVEIhFR4VwuF6rVqhBUl8sl4du9vb0SVUMYhoFKpYJ8Po/JyUnMzMxImXloaAgrVqw4riDparWKbDaLYrEoIdssQbtcLomVYS/nsUCHcT6fR71eh9frFUJ4rB5EBQUFBQWFE42TngDW63Xs2LEDu3fvFhPI7OysxH0wALo4FwBdLpdQq1ZP2PtrmoalS5fizDPPhHeun8+p2nnmiCGDoGk88Pv9MtqNBJCTNTj5gyS12Wx2TQlh3x3Lt/F4HAcPHhTiAkAULKp0p59+OkZHR3Hw4EGEQiEhf1Tw+H7BYFBG0a1YsQIXXHABdu7cid27d8s6U530er1IJBJot9uoVCoSstxsNkVh7OnpQaVSwcGDB3Hw4EG0Wi0MDQ1h3bp16O3thcvlwuzsLPbt2ydj3kgCSXxLpRJcLpdMAGETPrP8mPlHAknS5ff7YZomms2mEGPLssQ4EolEjkrsTNPE1NQU9uzZg4mJCXFiL1y4UMwoz6TOGYaBXC6HXC4nvZZerxftdlt6JdnrGI1GnzE6hg7jfD4vRFk5jBUUFBQUnm+clARwcnISH/7//j88/fRm7B/dJ4GquseDSDyFYDwJfyQKz1wEjC84FwkTYixMyBEErcOladC6YmB0aC4NWrEIJBKw5gKgbQZCWwyD7jiIbcuE3awhYdbgsVtot9poGQYMo4mW0YTRaKDVbKBRKaNR7/SjeTweDA4OIhKNYWjhApxyyikS7cLZwABk2ke1WpV+wHA4LCSHYcn1eh2JRAKVSkVIEEvBkUgEhw4dgmmaSKVSEuXC8jVNGcFgENVqFclkEpFIBFu2bEGhUEAqlUJvby8qlQpcLpeYH9hzWK/XxWhBx7JpmqjX67AsC0NDQ1i+fLk4iB955BGMjY3B4/GIezaVSsG2bRQKha6yMkvBzp6/RYsWYXBwEDMzM5icnOzqZeQ69vX1SYmbfZDOHkC6hAcGBtDf3/+MJKzVamFsbAyjo6MoFotCRp3j4iKRiJh1nLAsS5zVlUoFgUAAyWRSYneKxaIQXxLCcDh8VHMIo2vy+TwKhYI4jBOJBGKxmHIYKygoKCicMJyUBPBjH/sYbrzxRvl91YbXYvXFr0fPoiUIJXoQiifhj8Tg9nh/p/dp/vjwnFAEIkAkAVc4CS0ShxYIQ/OHoHl8gO4BdA9sDbBnDqI9uQ+wLEDXobl02JaFVquNZrMOo15BfmoSEzs3o5SZFjfrlVdeiWg0KiVgKn4kcaZpIp/PIx6Po1arQdd1tFotuN1utFotLFmyBOVyGdlsVggRCV6tVsPAwABWr16NJ554Ao1GQxRAOokBiHmEhpVLL70U0WgUDz74IKrVKiKRCGzbRr1el+khLLemUikAELLFUGf23VmWhdWrV+OUU04RVXLPnj3YtWsXTNOE3+9HMBiUz895w8ztC4VC6O3thWmaGB0dxczMDMLhMBYvXoxEItEVpcP1yufz8Hg8orRSUSUp5L1lWYhEIli8ePGz9v+1221kMhkcOnRIprSw/M8eQJLgcDiMcDjcRczq9Tqy2Szy+Tw0TZPxdLquS1C1c75xNBpFLBY7qtrH0jNnGNPUkkgkEIlElMP4KGAo+mOPPYaRkZETssyPfvSjqFar+OpXv3pClqegoKBwMuCkJICtVgv//u//LkHQW7dtRSGXO+J1bo8XgXAEvtCcEhgKd1TB4NwoOJc2p/Z1Qp+1OUWNodAuXcfCsBdLUmG4NBcs24Zl2WhbVudmWmibJlqmiZbR6ihx1QrMtoF4JAIXgEaj3kU2+HMkEkX/QD8GBwawYsUKhMNhCXEmAfT5fNKfxx7AarWKXC4Hj8fTFQTNPrZEIoFWqyWD5k3TRDKZRLlcxqFDh5BOpxEIBNBsNtFsNqWXkFmFtVoNqVQK1WoVe/fuhcfjwcqVK2WiSCgUkqkfJJ/BYFDWORAIwDAM1Go12LYtJeJMJoOZmRkYhoHe3l6cccYZkq03PT2NAwcOwLZtmQBCwpPP54XIkginUikMDQ3Bsizs27cPjUZDyBJJaqlUkl5JwzAkQNrv90uJu1wuo1wuSy9jrVaDZVlIJpM45ZRTsGjRomckUe12G9lsFjMzM6jVal3ubvaCknRSueWNnyefzyObzaLZbCISiSCVSskIOiqEzvnGJIRHG2HHaSd0Q2uahlgshng8rhzGc/iLv/gLlMtlfP3rXwcAfOQjH8GvfvUrbNmyBatXr8ZTTz3V9frrr78eN9xwwxHLoVoOdEYSLlmyBE899VRXkLSCgoLCSxknJQGcD9u2kc/nnzUImvfFUgmGcaQJxJwfBD03ccOt6zjrrHVYuGABXC4XWq0W2m0TlmVKbxkAcQAzxoS9fVTyvF4vAoGARMc43b1AJweQapGu6wiFQkJidF1HJBJBoVBAq9WCYRhiLjFNE8ViEcPDwxLjQsUQ6MSXAMCrXvUqjI+Po1QqSQxMvV4XkmNZFgKBAOr1OuLxOC677DLs2rULGzdulB5GEh0SPdM0MTAwIH1/7JejE7heryOVSuG0005DMBhELpfDr3/9a4yNjcHtdktAcigUQrPZRLVahd/vh9frld45lrjdbjcGBwdhGAbGx8dRrVYRDocRjUbFDc1xeiyB0wTSbrelVaCnpwf9/f1iqrBtG4ZhoFqtIpPJYGxsDAcPHhQSPTQ0hKVLlyKdTiMUCh211GqaJrLZLGZnZ+W92VfJz0LCXC6XpYQfCoWEFLJ3sFwuy7ziZDIpiiQDu9kSoGkaIpEIYrGYLH/+OjEYnKaYWCz2inUYUwm/++67ce655wLoEMCVK1fi0UcfxdNPP30EAaxUKqLIEr/3e7+Hs88+G7fccos89pa3vAUjIyP4x3/8x+f7YygoKCi8IHhJEMAXCplMBv/1X/+FbDYr0z6oVtEB7IyAoQJEM8D8DECWefk4iQhjSXw+nxA9qoAMVabKxvcYHh5GvV4XVY9kjuaI/v5+bNq0Scqq7XZbeglJED0eDxqNBuLxOKamppDNZjE8PIzTTz8d+/fvF6XNGfHCWBqOUSM5dbvd8lpGsixZsgTnnHOOlLW3b9+O3bt3Q9M0GeOm6zqq1SoajQb8fr+UqBkMncvlpK9w8eLFaLVayGazsp2o6sXjcfT19cn4PaqHvGfZd2hoSLIV58O2bRw8eBBbtmzB9PS05B+y74+lVgZYk/Q5yaBpmkLOKpUKDMOA3++XZRiGISpko9EQFdXn88noPxLbVCrVRdyo+PFCh6V0RtD4/f6uz/VKdxj/4Ac/wIc//GHMzMwc8dz111+PO+644wgCOB+bNm3CGWecgYceeggbNmyQx//v//2/+MQnPoGDBw+e6NVWUFBQeFGgCOA82LaNTZs24dFHHxV1h+SPE0FIAknwaGKo1Wpd8S/Om9vtFmctSQGz65yRItFotKusWS6XpaTLcW5UDXlP5+zw8DACgYDEwDSbTZm1S6IRCARQq9WwdOlSnHLKKbjrrruQy+VEiTIMA6FQSJQ5Gk9cLpc4bD0eD0qlkmQOut1uzMzMSN9cb28v1q9fj4ULF8LtdmPv3r2YmpoS5y63Y7FYlNgZXdfhdrsxMDAAv9+PvXv3Ynx8HB6PB/F4XD4PMwRpsnC73ULAqAJSqeRkFa/Xi6GhIQwPDx+TCDHDcO/evdJryH3OIHCn+ktSyLJ6NpuVIO9IJCLTQeYbORiBQ+WJIdamacp4vGQyiXQ6La93riOPA0byUDmmSuh8fbPZFEL4SnAY/9mf/Rl27dqFu+6664jnjpcA/umf/inuuece7Ny5s+vxHTt2YPXq1RgdHT1hvYUKCgoKLyYUATwGqtUqHnzwQYyPjwvhmx8GTdLCLEAaAOjydZJBEkCeeHVdRy6XQ6vVkuUAnVFk5XJZXK+Mhsnn80in0zBNs4v8sa9w5cqVeOyxx1AqlWRih8/nk9FxHo8HtVpNxtyxfLxu3TqEw2Hs3r1bjB/FYhE+n0+mb5imiXQ6DcMwxJgSi8WkdBsIBHDmmWdKJMyDDz6Iffv2wev1IpVKIZVKSX8jA6zZJ0ey1mw2EY1G56J9OkR3eHgYmqZhcnJSeibpxGVfH52zAMQpS1WQ69toNGTmcE9PT9fIuqOh3W4LoWVJ3Lnf6ebmPmN5mn/LcjYd0OwFPJaRg8SOIdbZbFYIdjAYRH9/PxYsWIBQKHTEujJomi0QjKChSugsg7/cHcZvfOMbkUql8I1vfOOI546HADYaDQwODuKjH/0o/vqv/7rruVKphFgshgceeAAXX3zxiV51BQUFhRccLysCyJNcuVwW9+fvEgTtcrkwMzOD7du3o91uw+/3d6lBVAFptGAp16kGzg+CJmmji5flVpo0qNbR4MG+ssHBQWQyGbRaLZkgws+s6zoymQy8Xi/S6TSKxaLMGea6maaJcDgsBonTTjsNpVIJTzzxBNxuNxKJhKwH+/8IjpAj6WH8SywWk2iWRqOBgYEBbNiwAaFQCK1WC5s2bcK+ffvEIEE1kmPuqKBydjGDodesWQOv14vR0VFRM6mWcs4uA6m5HZ09gIy5YYmVSmOxWJS4FgBIp9NYu3Ytli5desyeOY6H45g7Z8+n0wQSDAYRiUSk/F2pVDAzMyMEOpFIoL+/H9FoFJZlibuaRo5EInHE7OFWq4VCoYDx8XEx2ITDYfT29qK3t1d6KJ1/w+OHRJqlc2cEDWOBXm4O49e97nVYtmwZvva1rx3x3PEQwNtvvx3vete7cOjQIfT19XU9RyX5pz/9KS6//PITveoKCgoKLzhOagJo2zYmJiawdevWI4KgC8UiisWSBECXyiVUy2W02+0Tvh5erxdnnHEGhoeHOyfGOWLn1nW43R54vZ1+Qfa5xWIxpFKprlFxPEnTBUxiFwqFYFmWOH9LpZIQAfb6MYtvenoaQKc3jGSTZdu1a9fC5/Nh06ZNoij5fD6YpgmgoziyDNhsNqXs+/u///vYtGkTpqenpaePky5IlFOplBgbOB+53W7LBJBoNComnWq1ilgshlNPPVVKwPv27UOlUpE+Or/fL/1+LDdzZm6tVpN+xN7eXixcuBCapknJXNM0zMzMSMYfy+Uk9MwrtG0b/f39WLhwYVfZlxcJ09PT2Lp1K8bGxqRUzuBpqmJ0RNO5XK1WMT09jWq1KsSaLmkGdPPiw0m6AoGAzBjm33KZnJrC3kXmCMbj8SNIKS8uxsfHpVeSk1ScsTTz/67VagkhpLOV5hqO4WO/YT6fR7lcfkZierLiHe94B2zbxm233XbEc8dDAH/v934P0WgUP/rRj454bnp6Gv39/Xj88cexfv36E7naCgoKCi8KTkoCuHfvXrzjHe/E9h3bUZqbCqF7PIjMZQAG4kn4wtHD8S9HBEGHoXs8EvXSCYR2zQuCdkErzgB6EFYoBNuyOoHPc2ParLlQaAZBt5oNoFpAtFWG1u6ULVtGqxME3WzCNBqoVcpo1qtoVKuiRg0PD2PZsmVYv369lA6p2rVaLVGqPB4PZmdn0Ww2EY/HxUXqdAH39fWJEYIlXsMwkEwmMTExgXK5jMHBQVHLnDEwNDjU63VEo1EMDg7i8ccfx/T0NOLxOGKxmLhudV2X5UciEeRyOel9I8FKJBIAOs5LADj99NMxNDSESqWCBx54QErA8XhcFCVO/KCKykkgjUZD1E8AWLBgAUZGRnDgwAEcPHhQ1gOAENFoNCpqKPsSqQKSEFLRTCaTWLp0qWQOzkej0cC2bduwd+9eWReWwNkD6FxvOsXpvI3H4/B6vahWq9B1XRTIRqNxBOni2LtCoSCGH8bssDewXC7Ldg2FQkin0+jv7z8i6qVeryOXy4lJhm5ykv5AICDvGQqFutzgzggazotmBE0gEIBlWUc4jOnoPlkdxl/84hfx7W9/+6gk79kI4OjoKJYuXYof//jHuPLKK494/r777sPll1+OYrGIQCBwgtdcQUFB4YXHSUkA52dzrdrwWqw4/9WI9PQiGE8iFE/BH4nBFwzDGwz91uWq5o//FcDcx9c9gDcABELQfAHAG4Tm80PzBqB5vIDbC3h8sDUNdnYSVmkWsG2YzA1sGTAaTTQbdVQKOUzu3IxiZlpGub3rXe+Skh1Licz+I9ljiW92dhaapqHdbkvJdXh4GACQy+XEAEE1qVarIRqNYv369diyZYuQGLqGnYST+WamaeL8889HKpXCz372M1iWJfN/WeqlMkYCAEBK03S7srevUqkgkUjgsssuQywWg2EYePzxxzE2NiYh0FT+qtWq9FOy/EuTSjKZRLFYlG2QSCRkXJ4zPsa2bQmgpuobi8Vk/B37/5iZ2G63EY1GsXbtWgwODh5zEkc2m8XevXuRm8udJOkjuaIDnGVgy7JklJvL5ZJ1MwwDLpdL3MqJRKIr5qXdbosC2Gw2AQCJREJyHC3LQqPRQKFQwMzMTFcAeDweR09Pj+QF+v1+WQ++jsQPgMxrprJLxTAUCnX1MVIlZN9jJBIRldCyLBQKBRQKBXEY01BysjiMN2/ejHXr1mFmZkYuUPbs2YNKpYKbb74Z999/P7773e8CgLQZEJ/85CfxzW9+E2NjY0fth7z++uvxi1/8Avfdd98L82EUFBQUnmeclATQsiz88Ic/xNNPP42tW7di85at2Ld3jygb8+EPheEPReAPh+ENdm4ut6db7eNtniqYCPpx9tIF8MyZNNqmBdO0OuHPc1mAbbPjJjVbbTQbdTQaDejoRHdQoXP2GDL/jSG9CxYsEGJD1UtmCXs88jd+vx/hcFhOsnxtIpGQcng8HpdJHJyjy2DhPXv2SFgyy8umaQq5CgaDqNVq6OnpAQBs3boVlmVheHhYSr9UCVmqzeVyouRRVYxEIqJYkbRVq1WMj4+jWCwiEolg3bp1GBkZgWVZ2LVrl5hFSKQKhUJn380RYKqZs7OzcLvdWLt2LdLpNPbv3y+mGM4oTqVS8rkYndNsNkV1dc7mbTQa0pNXq9XQaDTgdruxdOlSnHvuuUc1VgCdTL6JiQlMTEx0ja5zkj+32y2KIw0/nMJC4sTsQWZAOsu0LperK0CceYZutxv9/f3o7+/vUps4pYWh206DSiAQgNvtRjAYRCAQkF5Akm1mDrJnkzfn+EFniLVpmuIuL5fLUp6mSggAxWIR+XwehmEgEAiIQvhiOozPOeccvPe978UHP/hBAMAll1yCBx988IjXOd28lmVh0aJFeNe73oXPfvazR13uqlWrcP311+Oaa6553tZdQUFB4YXESUkAjwYqEMcTBM3JCk5SZloWLNOCaZmw5iZ8kHhxtuySxSNwuz0SAG3NlYMByOtI2pgRyHgUEiaqVCRv/JlEkWoXXa1OIwpDmlutlow7Y75guVxGLBaT5bLU5/V65SS8cuVKUXIYm8L3qNfrchLnrODXve51mJ2dxa9+9StZHrPmqKo5e/No7nD2vTEDcNWqVVi7di0Mw8B9992H3bt3C/FwEkaSFJ/PB6/XK2Vhuns5AWTr1q0oFotIp9NIJpMSkxKJRGQ/9/b2SimY+5slavYIMhOx0WigUqkgm8129eNRpRseHkZvb6+oalw/5vtNTU1JiZelfKqq3EZU4vg+JLl9fX0YGhoSV3U2m0W73UYgEBCC12g00Gw20Wg0pBRMstrf348lS5YgnU4fEQvjNHLweOAx12g05JgjwfR4PEin0+jr65PePhJklp+PFmLt8/m6ImgajQZ0XReiq+s6SqWSOIzD4bC0FryQDuM777wT1113HbZs2XLCjCx33XUX/vIv/xJPP/30M44RVFBQUHgp4SVDAF8ItFotPPjgg9i6davEqzhDoI8WBcITaC6XkykdzvBnZzA0iSIAFAoFIRA0dLhcLtTrdRkbx2y7QqGAdDoNt9stZV+6khuNBnp6ehCNRvHEE09IqZM9fLZti1mAcSjhcFhO1pFIROYMG4YhESokjiQCVIsYPtxsNuFyucRZXCqVEAwG8drXvha9vb1oNBp4+OGHMTExIaqUz+frKn+GQiFRtRgMTSLU19eHhQsXIpPJoF6vIxQKyaSSQqEAr9crpJo9eCSw7AFkX9zixYuxYMGCoxKRyclJPPzww5iampKQ5lAo1DXRxRn+zfw9ToIh+aPayr5LqmG2bWN8fBzj4+NoNpsIh8NirGCZl8TWOSaOgeGFQgGHDh3C5OSkvC/NKvF4XMiq06gy38gRj8ellaBcLiOTyXQpd+l0Gr29vV3KJPsEjxZizRKy1+vtuvhinykJIfsMX2iH8T//8z/jTW96E4aGhk7I8n7wgx9gaGgI55xzzglZnoKCgsLJAEUAj4J8Po8HHngA09PTQvSoBpEEktTxZwCSTQccjjjhc84cQPb/MaiXhghm+5HAscSYSqVEuQoEAjBNUwwZVGZKpRJ6enoQCoVQKBQkyoU9hyQZfO2CBQtwwQUX4L777sPBgwcRjUaFJNDk4PV6EQqFkM1mRani5A6Px4NmswnTNEVlY6nT7/djxYoVGB4eRqvVkjnAVLzoOPX7/dL3yGBov9+PVatWIZvNYnR0tCu8mtErHo8H4XBYyBNdvySCVLxM00S9Xhfla9myZVi6dOlRS5SGYWDv3r3YtWuXbLdAIABd17tUNd43m00hWXRP12o1yVJk7yH3Eef1cvuzHMwyMD8H43p6e3uRSqW61pU9igcOHJDgab/fL+Vf5/HG9ab6SVU5mUwikUjA7/cD6OTbTUxMdI24ozM7EAiI0hsMBuF2u48IseaFEnsKgcMzjrk8kj5mHb4UHcYKCgoKLzcoAngM2LaN0dFRPP7446K6ORVAnmzZyM/7druNbDYrpUESRaoefB3Vo2q1Kv1+7Kdjb5dTBaT7kD1iNHZwWWeccQYOHTqE/fv3i6GEKh4JI9Up27YxMzODVquFVatWYWBgAHv27JFeMp6kGWjcbDbFCMEZwy6XS2b01mo1DA8P4+yzz0a73e4qAXNCBUmIc7oGe/KCwaAQvWazidnZWQDAwoULEYlExOzBCBfOumUWYLvdFrML18vj8UhvIAOrud5LlizBunXrjtr/Z9s2pqensW/fPome4X6n6sj9zv7NTCYj+4cuX8uy0NPTg8HBQQBANptFNpuVbappGmq1mvRGskzOUOxqtSokPJ1OY2hoCL29vUIIbdtGsViUrEGn0kwSR/cytwEVPQaCB4NBJJNJUZDdbjdKpRKy2ay0D5D400gDdGKRSArpCKYRiPuKJJ1RRPV6XdzQzv5Hlrk5sm7+eDsFBQUFhecHLxsCaJpmVznqRARBs2zL3DX2qjGYeH7OH8kdJ1WwB4x9Q3w91cF2uw3btuH3+2WKA/vinHExjUYD/f39iEQi0vwPQDLkfD6flDCHh4elFNlsNoUwtNttmRDicrmwbt065PN5PPTQQ0I8Gf7MHkDbtlEulxEOhyVwmSoYDQuxWAytVgvFYhFutxuvfe1rMTQ0hFqthoceegiZTEZ6yWzbRqFQEPLEEi6JKZXR5cuXIxKJYOPGjRJbwznG3Mb5fF7KtVyGcxYwc/hcLhcajQbq9bqUQCuViihiS5cuxcqVK4V8OJXdSqWCsbGxLoLF/U1FmL2J3McMmabaOjs7KzOW6QbmPuV60MjidrvF3Uvnc6FQkCBq9iDSncuyOCeqsH+PfXvs/QQ6ETScDsL1LpVK4jBmXypVP/aENptNMRT19fWhp6dHDCa8cRILvx/Me3RG2zhnPrPEzL5UfucY4+Pz+U46h7GCgoLCyw0nNQGs1+vYsWMHtm3b1hUEPZOZRbFYRLFUQrlUQqVSRn2OFD1fiEajOOussxCPxzvE0eWCSzs8Iszn9yE0d/KLRqMYGBhAb2+vEBLgMAEkmWCpkXEUuq5jbGxMyBFJIHu4Dh06JCSlVquJGthoNLB48WIsWrQITzzxhJBKKj3OUjF75QqFAuLxODZs2ICxsTEcPHgQ4XC46/XM0gsGg9J/RqJFVa/RaMgs3snJSeRyOfj9fqxevRojIyNoNBoYHR3tUqUqlYqQTRIG9gYmk0nMzs4in89LmZDRNBxtNjs7K9uu3W7LrGBua2dJNR6PY/ny5UIUWR4uFArYvHkz9u3bJ8SSvW2BQECmvrDky9gdXhxQEaba5VQd+VrLstDf34+lS5ei3W5jYmIC+XxeCCTJLABRMelmjkajGB4eRk9PT9fUl1qthsnJSUxNTQmZd/aqMhg8n8/LRBlnNA3nDTOwPJlMdq07o16oINPURDczx+85x8jR/MQLJk6bYfQMAOmpBCDHFY8BXqSwBM4LM5JDvhe/BwoKCgoKvztOSgK4adMmvP7yyzE1OSmPxXr6EE6lEYglEYwn4Y/E4A9F4A2F4WcgtCMY2u3xQnNp0OZiYA7HwWiHfx7dDIQTsCIJ2JoOy7Zh82aZYqCwLAvtRh3NahlaOYegUYLdaqHVmovuMJowGg00qhW0GjVUinm05oiSZVk4//wLcOmll4i6RAWQ/W8kEZxby7Id1UKXy4VMJiN9ZJwR22g0UCqVkEqlxB3d29sr0SosrbIsxx60QCCA5cuXY+vWrRgdHZXZvCxH0pxC0lWpVGT8WzAYFNUrmUyKg7SnpwcXX3wxdF3Hvffei23btklWHE0kVDh9Ph80TUOxWJQeMDpoC4UCQqEQzjrrLCGPVDqdrmaWHmlcYTg11TASPRLWdDqNU045RQKlnSiXy3jiiSekV5EqL9eVJJ8mnVKp1GUGokJKRYul0VarhUwmg0wmI72SdMWSPLNsTMWNvYSMcKE6u2TJEgwPD3eZT2g+ooLHMjWPOyprjUZDSCVJVK1WE/cwySpnLfv9/i51loafeDwuRpVarYaZmRkpk1MVJ8EEIG557m9mNpL8scWBxJHP247vIS+e+Dz7KROJhJhNFBQUFBSeO05KAvgP//AP+Ju/+Rv5feWFl2Hh2nUIJ3sQSqTmgqCjnakf4TnC5/U9596h5n/dDNjMFnQBbjfg8c2FPnsB3QNNdwPuuXuXDrjdsGwAxVmYtQ6pMS0LZruFttlGu9lCs1FDcWYS9XLHAenxevGHb3yjqBoApAxHUwcVQeawlctlMWQ0Gg0kk0mEw2Hk83mZekFliGPkTj/9dExMTKBSqXQpfsyqq9frouY1m02ceuqpWL9+PR599FFMTk6KOsdMQhIUKl8s+3JyRbPZlBFoVIYuvfRSrFq1CuVyGffffz/y+bxMu2C/IMfJkdySeGqahp6eHlQqFezduxeapon7mbEjNFr09vZ2zQCen5sIQNaXJeB2u42BgQGsX78e8Xj8iOPBMAzs2rUL+/fvlzIyCbGzbM2xejRzMAy73W4jFArJ81RKe3t7EY/HkclkxFgUCATE1NJsNmEYhihdJLmMXZmamsLU1BQqlYooqRxVR4LF46RWq3VNceHYPpbAuZ1SqRSGh4eRTqeFfHJeMtsR+Pk5w7lQKIjDmCSc+59mG6/Xi1QqhWQy2dWDyosb9moCkJI6gK7WDP7uvADjz1QJbduWkjWjgqLRqOofVFBQUDhOnJQE0LZtPPTQQ11B0Lt370YuO3vMMGjd40EgFIE/1AmC1j2eOcWPCmAnBBqiBnbUQa9Hx0Wnr0E8HAZgo23aaJltmO0WjBZDoNtoG825Bv0GmnNKj9vtRjKZFDJHUub1+hAOh6SE2dfXh2g0KoaFarUq5IcEjWaOSCQi/Vi6rotbNhAIYHJyUkJ+qT7Zto2+vj6Uy2Xs3btXSpmc1AFAiAnNEIwOOXDgAJrNppBLkgOn05f9huFwuMtd6yQpJCG5XE7UsaGhIQwODqJSqWB2dhYej0fCq2kycbvdCIVCoobRWWzbNoaGhhAKhTA+Pg5d1xEMBtFqtYQk020djUalpEiCwNFmsVhMnmNZkv1o8Xgcl1xyCRYvXnzEsdRut8VQw2U5s/+ceZCtVguTk5Mywo9GFsa90CSSz+eF8LtcLlHsOL2EZJUKWE9PDxYsWIBIJCKkxrZtZDIZ7Nu3D9lsVnru5rvUSa6dpWj2YTJTMpfLYXZ2VgxOzPNj6ZsXK9w3zlI3x8Wxj5HGlmg0KhcvHE/njKjh52C/rK7rXUofFUAaopxqoLOHl68n+effcv36+vqQTqeVw1hBQUHhGXBSEsBjgfNJZ2dnjzsIer7pw3nvDIL2+XwYGBjomp3rvHee9Fka5I0nI6dTmGqU0yzCshwnYfA1dK8Gg0EJinbGvdTrdczMzEipka/n81SfFi5cKGVUBkE7Y2Do6OTYste97nWwLAsPPvggTNNENBrtCg/myZf9fqFQqCtU2BkNEgwG8epXvxrhcBj33nsvNm/eLCVgr9fbpSxSnbRtW8wfdAV7PB4MDQ3h0KFDEj/Dz8pyKbMRSbwZI0MCQcXTtm0pFbKcyWw9mirYLxmPxxGNRiULj2ofcwedxwAAIVu8IGEsDwkVXb6cW0wTD1W9Vqsl6l+9XheST9JVrVbFXBGPx4VQO00U2WwWU1NTsp95bLIcaxiGkDdG0nB5g4ODSCQS0DQN5XIZhw4dkvF7XAbv2b9Hs0+pVDqipO+MiKEphoSfDnDnduZnoLo336hF4uYM+Ob3mxE0/Hy8MGD/Kkliu91GtVZDPl9AsVhAs2l0B8PP9Se6XC7oRzGAibPa5YLf75MpOyTL/DkSiSAejyOdTqOnpwfpdFqZVxQUFE56vKQI4PMN27axf/9+PPjggyiVSkeEQDszAPk7ACnFcg7r/JMIiSBwuOzFkOV8Pi8nO4/Hg3K5LFMxAEjmHMuaxWJRTsZUm2KxGEZGRrBjxw5ks1npxaKSw35AhvlGIpGOmWZmBn6/H0NDQ1Im5EmbESucZcxYEufJnvl6Pp9PJkBceOGFOPPMM1EsFnHvvfeiXC6LssSpIVSEPB6PuIcBSLRLJpNBJBLBmjVrxLnLEifzDUnGSPRI9qjKOfPvvF4vVq5ciaGhoSNCiGdmZvDzn/8cMzMzokj6/X6EQiEpgbJMTeWW+5Pkmj2UAKTMytzFhQsXolKpdJXmw+GwlE5Z/qX6FwgE0NPTg2AwCMMwZKpIJpMR5ZTuX5aAAaBWq0nfKImxZVnyWWiYYRZfqVTqCvOmmQPo5PjRQU7lztmzx9IvCSt7Flk2Z/wLCTGPG7YukHjTrczvg5MEbty4EXv27MGh8XFMjE+gUMjLxRT3QacEHIQ/EIDb54fX54PX74fH7YHuccPj0uHSXXDP/Y1p2agaLWTLdWRqTbTtw9972zRh2xZsy4JlmbAte+6+81i72YBRq8CoVdCsVtCsVdColNGsH2k+0zQNw4tGcMopa3HqKafgggsuwJVXXnkC/kMpKCgonDgoAngUWJaF7du344knnpAT4fwgaN7mx78w+oMRLiSCfJ7kwRmnQgcs1ZBEIiHEpdVqSUTJ+Pi4qB1Un3ify+UQDoexaNEiOYGzrApA4kFIjJYvX47TTz8dv/rVr7Bjxw6Z7FCr1UTV4XQORrewLEjTBkurnCWbzWYlLmfx4sUYGhpCsVgUJY+EgfNpnREuAKQseMopp2B2dhbbtm2Dz+eTvEF+jnq9joGBAembtG1b3LMej0ec2iQ87D0LBoM488wzMTQ0dERpsFKp4IknnsD4+Lj06JGoOjMA2fvH/U4CxWUw6oQ9c7lcDpZloa+vD/39/bBtW/olnTOLqaxyXamELlq0qEuVrlarOHjwoLiAnWo0t0exWIRhGBL7wvxEjuajKsqLC/YYcl+SrLHE32q1EIvFMDAwIES+XC6L8qxpmri5nYHPbB+gIknyxzxI7k+W2UloH3/8cfzLv/yLfGdSQyMYXHkqIskeeP1B+PwBuL1euHQ3XJoNWDZs2wRME7bZBiwTMFtAuwVYbaBlAGa787vZwnx4X/0OIBiB5nruhhKz3YZRr6JeKqBayKGan0Vm/x5sve+/cGDT4/K6//zP/8RVV131nJevoKCg8HxBEcBnQLPZxKZNm7Br1y4AEPMCT/zHIoHMqWPwrVP9c2YB0jlKIlgoFJBIJKT8SvLICRAMDCapcc4YPu2009But7FlyxaZS8xyLnuxqBB5PB7MzMzAMAwMDQ1hwYIFGBsbkzI08+b8fj9M00Q2mxXlkssFOqVEwzBEobvsssvQ29uLe+65B5s2bZI8N7fbjXK53GWqINGk6sUSXjAYFDWxp6cHAORx/h2JI/sBWWZkqZvj8KiisY+NmXWRSAQXXXQRFi1adMQ+r1ar2L59O6ampqTvj65YEtT5JhDn52O4NEu/CxYsQDgcxs6dOzExMSFB1QzUZmk8EomIO5gEimXgYDCIRYsWYfHixWKWYSQMZw6zvQCAzJk+mgLH4HGqqOwNDIVCUjbm6DfG1VARLpVKcvHB0ieXS5NHo9EQUuj8rrC0zbI/15XEnSVhhk3fc8892LV7N2YzGQBz5XevD4FwCP5QBB5/AF6vD26vDx6vF26PFx6vR9Q/HRpcsKHBhgs2XLDmfgZI/dsAZhGGnuiFq90AbBstTYcBHW1bE0XQtiy0jCaa1XJH/Zu7b1SpCJbRrJRQzc+iks+h1Tyci7h4yVJccP55uPnmm6UFQ0FBQeFkwEueAHKW7PxewBMVBM2xaJz1SzMDM+KcJNBZomKUyuzsbNf78MZpHuyNAiDkKpPJiHuT/XPJZBK9vb1CxlwulyiH4XAYExMTaDabGBwclBM5yUK5XJbXsadq/fr1CAQCeOCBB0Q9ZCgx+xpZAiaBZQ8ZR7iR5DBXsNFo4Oyzz8YFF1yAfD6Pe+65B/V6HZFIBH6/H8ViUaJk6OylykiiUCwW0dPTg7POOgubN29GPp+X1zq3PU0VJJB0sjqNKgAQi8VElWK0SqVSkbnNyWQSIyMjEjrMbWsYBqamprpIPPedc8JLq9VCPp8HAFHbGAXDqBtOu6BDmG0C3O8sYXMZjIrhrGD2+pXLZRkhRyMGTRZU+ZrNJvx+v5RW6UbmNolEIhgcHEQ8Hker1ZIJJZVKRcgZjSVUZ6k0ptNp9Pf3wzAMHDx4UJRutkXwZ6qm/Hu2C3AUIo99Zx8uY2Kc31XearWaxNWwz5Dl/VarBYP9vm0TpmXCPUfKqdzz5mzb+PWvf43777+/63+Jy+WSbESapnK5HPL5fOe76PMhHJ7r+4tGEY1EEI8d2QPY29uLVatWYdWqVbKPFRQUFE42nLQE0LZtTExMYNu2bdi6dasEQWcys5iZnZ2LqyihWi4f0xl8otHb24tTTjlFSqkAoLvdcLl0+OcFQff19WHBggXo7+9Hu92WXj/nRIlWqyXlRjo1qfwYhiEkgKRgbGxM/pbksNFooFAoIJ1OY/Xq1di6daucsJ2TM1iupfJCowg/z549eyRI2WkeqdfrSCaTXX117C1jOZpkmLlyAMSJWSqVusrKJCJOFzN/Z38bXaqMO6Fhgq9jeZokg+QhFouJGkXjAPP3VqxYgVAoJCSj2Wxi165d2Lp1q2yn+b11zCYkgSapINmnIYfKMPvwGErdbreRSCSwZMkSBINBCTIn4SuXy7BtG7FYTBQ7qraBQADDw8Po7+8XAs4xdbt375Y4IJI1bhcSt1KphGKxKCXq+XN82aPY19eHeDwuxxovotgfSBJFNZERMCzZOgO4Q6EQenp6xIDEUXfO2BfnfmEQNFskaNxwkj+nG5itB1QW2d/KmBmaf3jj8ck8SO5DKtX8v3Gsi79WqyX9kpqmHVE+V1BQUHgp46QkgL/85S+xYcMG+d3j8yM9vAShZBqBeBIhRxC0hD+HIvCFOuUhrwRBu+R2OAj6cAyM/ZufAV4/0DMI29NRUSzMOX8tCzZsWHPN4WbTgNGooVWvAtUCvK0K7FYb5tyJvm0YaBkNmIaBZq2KRrUMzC1rwcKFeP3rXifTO5wKIZv4eXJkr5qu6xLh4Xa7USwWRZ2h+xeABPROTU3J2LVQKCTL5vuEQiEpG7rdbixfvhzj4+PYu3evzGKl2kkFzOv1ivOX+X88kbLMyriRcDiMSy+9FNFoFPfeey82btwIv98vChxJIMvKVBs5+5UkjA7S0047DblcDtPT0xKFQuWM2YLRaFRIBJUuOk05DcTphF28eDFOPfVU6akjCoUCHnroIUxNTQmporpGAmRZFvL5vJTmnSYQlkLZn8jxaxyvNz09LQYbGlWYy8jYHV4AsFRPskWzT39/PxYuXCjGHsMwJGSaJVRnfymPM6eyFgqFEI/HZZ/m83nMzMyIczkSiUg52KkAskzLbEEGiudyORQKBSHmQCdUu9FoyPLi8bgczyR/dD4bhiHfBed6OtX5Vqt1RAYgAOn35LJ5IeEMAXeSv1arhd7eXlxzzTViwHkuYO9mPp+XqKNEIiF5hwoKCgovNZyUBPCmm27Chz/8Yfl96dkXIr14BcLJNILHIIAd4heC6zlMBmj+9OtA2zj8gK4DLg/gnrvpHsCtAy43NFcnCNoGYFo22i0DqJcBo0M8TNtE22ij1W6iVWugWsyiWuoEQfv8flz1h38oymG5XJaTNAkdy3V0bTp7A7PZLEKhEJLJpLhmnepFqVSC3+/H4sWLRYVjOZmEgLNmPR4P8vk8KpUKFi1ahIsuugg7duzA6OioKDrlcoe81ut1yQfkCZhGDhKrQCAgBLXVauHcc8/F2WefjWw2i7vuuktmELvdbhQKBektZAmb2XTOGJienh7s3btXwpFpiKFLmM7bZrMpZVUqi1SC2HtIEsh+OperMwf5lFNOOcIRnMvlsHHjRuRyOVEsaWBgPxx7NZ0RNiwXMqTa7XajWq1KL2Nvby8GBwdRq9WEsDkd4k4TiFPxJXkvlUrIZrNy3DAOJxwOi0rpzOpzZuLRkEJSyUDsSCSC/v5+6bOcnZ3FxMSElLypgjkzBun45fFARzNHxbGMzLFwJLm6rktGIo8d59QPZ87h/HYNPua8JynkPVVYlnjZCsDytWVZWLNmDS677LITNjmEpf9cLieRSMlkUi6kFBQUFE52nJQEEAC2bduGp59+WkrAO3Z1GsJz2Vkpvx4NvmAI/lAYurvTUyZB0HonCHp+ODQAnHP6qVg6vECa1VvtNoxWC+1WG81WC1a7jUaziWa9Dss6rDLwxEOyIfEgPh+ikQgikQgSiQR6e3u7VAeaGZj/RkLAyBWqWTyZJRIJuFwu7Nu3T5ry6SJutVro6+uD1+vF3r17ZZlU8Kg2kUgxZNiyLOzevVtiWqLRqJysWdZzKjbRaFRKfexrouLl8/kQCASQz+elH663txe9vb3SOxkMBsWEwNKiU/WhqkZTSW9vL4aGhjA9PS3EDoAoSyy3Ug11ula53gxappJVLpclssTtdmPdunW4+OKL5XPxfTKZDPbs2SNmGCpUvAGQvEYeQxyxxykpPp8PqVQKHo8Hk5OTEjPDSR808VAhcyqWVIrT6TRWrVqFWCwmx06pVMLo6KhsF87hZTmavZiMseHUF2dvHsf3McSZ5h/2QXI7sk+Rv7PHj8SXxNO5rWOxGGzbRi6Xk6xAp5JI0kjl15n75wx4Bg7PBp6vAJIgcr/Nfw5AV9D6hg0bsHbt2uetbEtlnYoo92symZQ+XAUFBYWTDSctATwWbNuWMNrjCYJ+JhOIMwia8R0kWE5lgicTZwg0e5FoSrDtwzN3JUB2TuUB0DUJgeUyl8sl/VhUwZgFyBMxy5XOHkIqhizzsuzIqBGSAKcCyOgNj8eDUqmEYDCICy+8EF6vFz//+c/RaDSkpNput8XxWigUEAgExGxB5YWmBsbYeDwevPrVr0Y6ncZvfvMb/PKXv4Su64hGo9KbxZIdVTyWtDlDl2rbkiVLsHfvXszMzCAWi4n6xM8ei8VQqVQAQIg4Y27YM+YcE8eypnMqSD6fR61WE/LN1zCuhuSaauj8mcDsxWw0GigWi6K4OckW43j8fj9SqRTcbjdyuVyXQ9Y0TYlfYY8i1cRisSij8/r7+2UWMLcn+/xoaCF5J0Fnvx57I52l5oGBAfT19cHtdqNSqWBsbEyMRDzm+T6WZSGZTMrYOJZwSbYBSNg05/wyD5DHKb8bzgkgPOZJsLk/588DdpbW6YB3knYnSeS68ztcLJaQK+QxNTGJyakpNJpNWI7/B/weulwuuOb1AOqOx/w+H2LRKKLR4wuCZnwSVWH2D/K7r6CgoPBi4yVHAJ9v1Ot1PPLII9i5c6e4FnmScrp+SQDmN5CzvMreJpb5XA7FkWoNS6Gc++v1eoVMOUOma7WaNOyz1MZ4ELqI16xZg3379mF8fFymN5Bo0RHsnI7B/jqXy4X+/n4AnQgUllRJSvj56aym+uMsVzJ7rtFo4IwzzsBFF12ERqOB++67T8rXlmWhUqmIgkSiyW3EEqiu65Knl0qlRGWj6YTqqaZp4rp15gEy1gSAuETZA3nWWWeht7e3a39nMhncfffdyGQy0vMYDAaFSNG1y6gb5zg4knMqrcXiXMl/zkUdDAYxMjICADh48GBX6DdVSKqtLFcyJobOXppFZmdnZR3C4bD08rEHjsSWpMo5DYXblutOMwjJHlVV5hJSCeVFD6fLsCfR2QtIsklyTTXPWdZ1uoOd84gZAM3SPNsJLMvCrl27MD09jWKphPJcbqLTfa3rOtweD3S3Gx6PtxP94tI7N90F0waac6MZdU2D7tKgaS6Yto2yYWKmZqI05x3rRL3MhT7bFiyT94fDodvNBppzIdBGrQKDcTC1CuqVMsx5VYlwJILVq9fgtFNPwXnnnYfXv/710i8ZjUaRTCa7xvwpKCgovNBQBPAYqFQqePzxxzE2NgYAXSU0qhhU9ZwZgFSrcrmc5OVRhWP/kZMAUolwuVzI5XKo1+tiYmBOXjQaRSqVwvj4uJRz2dPF5WcyGbjdnRm8LLmRYFYqFSGBQIfoLVy4EOeffz7Gx8fx6KOPitrIkGYqi87ZtSRTXHeSFpKQXC4nztZoNIqenh5Rf5xByiSBzhxEOmkrlYq4X59++mkAh8fx0QDBaSnzI2VY+nW5XDLmjKVaKlP83PONANPT03j44YfFHc0byT97LUmMub4knZqmieOZ5V0AQpydBhCWs1meZ4+cc3wbifnSpUslW9C2bUxOTmLHjh2iEjuzCdnrVygUZLvSJUzVG+jkN65cuRLpdBq2bWN2dlZGwVFNo6LGcmwkEsHQ0BAGBgYwMzOD0dFRmcfM/cmWBwDSt0gVmnmNjOJhCwOPVZo+TNPE9PQ0Hn/8cSH84WQPYr2DCEYi8Hh9cLOPz7bnQp9NwDYBywJsC/D4AH8YgAm05sKfW61OILR9ZPuIZ8OboQUjgPe3K9fatg2jXkWtkEN+4iDGdzx9RBD0d7/7XVx99dXitOZ3xe12izqozCQKCgovJBQBfBYUCgVs3LgRMzMzolo4b05FYn6UBKeCEFQDncSRqg/JSjgcFqWFpTGv14uZmRkhNjR0eL1eFItF1Ot1rF69GvF4HE8++aT0oJGsULEjYfR6vUJQI5EIBgYGJDqExgMAooA5zRrO5v14PC7GgEQigYsuugjRaBS/+c1v8NBDD0nPm8fjEVWPZhcqPlSnqHiGQiExPPT29oqZhQ5lt9vdFQrdbrelB44EkGVEzvVlCZE5crZt49RTT8VFF13UZQqwbRtjY2PYvHmzuJKdYdzcR6VSSUrHJIIknuFwuCvQeWBgAKeeeiqmpqawf/9+UQapyJIwcn+zzE6ixD7EVCqF3t7errJxPp+Xvk3nDGBnnx57JUm4OdvYGepMQwlnIDvbI6jI0dTiHCcYiUTgcrkk4JmkkeV9pwudrmRuZxI+KtTO7Wua5hzBLKNWO2xccblccHs8nQBojwc6ya/bDbdrLr/RAkyXBy4d0AG4NEDXOuHPLhfgQucGAA0Ah7Qe6G4NbtOAbpuwbBuGBTQtDS3LgmXZHQVwfhD0XAB0q1ZFs1pGvVxEJZdFy2jK8RSLx7FmzVpceMH5+OxnPyvHuBPMGM3n83Jxl0wmxT2voKCg8HzhJU0A2aM1vwfQGQQ9P/j5eIOgnfdU7xjLwpMbXbMkNs6yr9M4UKlUpDmcxA/oKCdUaljK5CQOjtoi0eFUDfa+8cRKlW9qagq1Wk0a+U3TlJI13cZcVqvVwqmnnopFixbhl7/8JcbHx4UEUEmb35zvdIU65+xSSWPf5fr163HOOeegWq3iZz/7GYrFopQKK5WKrBdLoCRw7HWjqnf66adj06ZNMu2D0SqNRgOJRKIr8oNlTmcPICNAWFJlXA3NDyx/0qzBXk7uN5IvEnBuS6cBgoYWkmKW9GzblnJmLpeT8O5EIiHTSQAgGAx29SxymzKQmMqdYRjI5/PSj8g4FxprnGP/qFDTZOGc/EEX98KFCzE4OIhgMIjp6WmMjo6KSkt1en7+ns/nQ29vL3p6emAYBg4dOoSpqSnZfyT2LEM78/qoAjtnSTuPL2c/nrOnj99REniSQ2b/OdVK0zSRLxQ6ZHJOUXcqzc592G638Z//+Z/Ys2fPEf9TdF0XMwv3Z7lSQaNeh+bSEQqHEYtGu/oBjxUEPTg4+JwURdvujPrL5XIoFovKTKKgoPC84qQlgI1GAzt27MDWrVslCHomM4uZTAbZ2VmUyyU05kjB8YLOX2cmIIBOr4/FIfAWjrVJNE1DX18fVq9eLbl6VIL8gQD8Pj8CwQDCoRASiQR6enqQSCQQDoelB44neKcawtImy5rMjGO50+v1or+/H5OTk6LuMYCZJ8eenh4MDw9j3759KJfLopxRpaJKEwwGpQSlaRqWL1+Onp4ejI2NSdwKA6B5QorH4wAgRMUZPcL1CAQCKBQKXVMxent70Wg0usrKVOeckzv4HLeN3+/H9PR0V7Axy6DcbtVqFZFIREgAy4jOyBJnqHAqlcKSJUu6Yl0mJibw+OOPS/wMjSDM49N1XdRYJxGkwssSdrlcFpJrGIZkHTImhzOADxw4gHq9LmVb9sxFIhGEQiHphSSBDQaDWLNmDRYsWCCfu1AodL4LMzPSo8rjkKYTmpOomnHduC/Yr8kLDhqfmJfH/UE1kZ/FOdEjEAgIsabK6PP50N/fD6/Xi6mpKRSLRTHY0MzBCwAu0zkFhMeYMwTaafBwRsM4y95ut1sMKs6+T7qq2arQbreRTCbxlre8RSJpgKMHQVN9M00T5XJZeiABCOHj+L7nC6ZpyjxpuvsZNaPMJAoKCr8rTkoCeOedd+LKK6+U3xN9A0gtWoZQMo1QIoVgPIVAJApfkCHQh7MAfaEwfMEwdI/nqJEvTjR//h0ANpDsg+bxCyEEg6DnGsBhW7DaJtptA+1WC6ZhAEYNrlYDtmXBbFtom53HW0YTRrOOermE1pwKGY/H8YY3vEGUOSqJlkOpANCl9tH0wBP59PQ0AAjpYb+QpmlilpiampJwZRIzlpmpADabTfT09GBkZAQHDx7E5s2bJTePz1O9Yf8Wy3wMACYhY5mZhPPSSy9FKpXCrl278LOf/UwcqDR2sEwJQEqXVHJIyliqHhkZgcfjwfT0tIRAk9yxnAxADBvO6BCv1yvROSzFUmk999xzsXDhwi41ZXp6Gj//+c+Rz+clh5FB0CRANHiw99Ophuq63jXthapUOBwWVzfjcqgAUpXqHG6HjTp8vlwuyxQK0zQRj8fFtUtljsYPqsokzK1WS8busXTfbDbl2HAGPReLRTHnUFGs1+vi2nUqo1QYeZHCY4FkjHOEuQ9YfudnYwA11UWqsFR+ncHP8+Nf5hNCPubxeI4aNj1/Coht2zj99NNx2WWX/U5KGnv4mERgWRYikYiohs8nIazX6xI1QwNWMpmU/koFBQWF54KTkgDedttteMc73iG/L1ixFslFyxBO9iAYTx0lCPowEfSHInD7/Mf1D7F5938AzdrhBzQXoLvnAqA9nZ893s69S4dt2mjbFtqmCbNtot0yoDXr0KwmrJYFs9WE0WrBaNRQLxfRqFZF4XnjG98oZRwSLcaHUMVgbxydtTyZUKEKhUIolUpCZi2rMyWEAcHDw8OIxWKYnp7uCuHlyZmlPBKSBQsWYN26dZicnMTu3btFyatUKuJyDYVCmJ2d7SohUnHTNE3KxlSVTjnlFFx66aUwTRMPP/wwRkdHhUBwTJyzzMpyOMuDHo8H6XQa+/fvR7vdRjweF6JMokjjBVUdp1LIoGEaUZxTN9hvNzAwgNe97nWiKgIdErZ3715s3LhRImmcJWEquFSBnC5wKkEsU3KdqJjFYjEMDAzAtm3k83khTiT7nMPsnLtLpZLKWS6Xkx5Nlh05gQTokAPnCDzub369OY+Z7+Pz+SQomuHWVDudRJ3bjIYSXqyw7O2MUuGySQqp6tLQxB5EXtiQ1JG4AYdjfZzRTc6b8zm2Yjjz/0jMGX7Oz3rZZZdh2bJlx/0/6HjB+Cf2VfLiKB6PS4TR8wHLslAqlSRv0ePxiJlk/qQbBQUFhaPhpCSAQEeV2bJliwRB79y1W8q/2dnMM4ZB6243dLdHlL9jjYJzuTolpBVLF+NVZ61DcG4mrzGnIDSbHcXPaBlozakJJBnOUhXnhEZjMXg8Xvi8HskKSyQSiMfjUjoEICoKFQ5GnVAtJMFidlskEkE6nZbeIPY3Uulj9tiuXbuk545lYvaQOfvNent7EQgEsGfPHmQyGSEDTpWIJ1rOFHY289McwZIhiRRPgiw1U1V0xr/wPZyB1ixVUnFk7E0ymUQulxPSSXJHEwUJF59jqZ0lVGdkSavVEmMF1a3BwUFcfPHFcLlckmFXLpcxPj4uZJUk0Gn6qdVqXcoXXcjsC6VC5vf7MTQ0hEqlgvHxcQDomsvLOBsSJBpISGji8ThWrVqF3t5eIXPj4+PYunWrkH6WUNmnyTIry9kkv8yF5HHoLJOyFByNRqU/k25uKqH1el0IjtvtFkWPxJdEq6+vT0r4+XxeCDT3lbPHkN8dks35o9/mEz/ua8uyjjCszA+F5vJ6enrwB3/wB0gmk8/b/yon2DZRLBZRLBYlP5OE8PkiZ+wTzeVykomZTCYRjUaVmURBQeGoOGkJ4DOB5a8TGQTtcrmO6P2jiuhsKGd5liUunggZeEs3nzP7zxkuS7UP6BBB9sUVCgVxxrLvz/ma2dlZtFotcQey/Of3++XkHI/HhXCwBOxyucQIwBIe4yfOPfdcDA0N4emnn8a+ffuE1FF9ZEYhQ4q5TUkCOB3EMAwkk0ls2LABkUgEu3fvxt133y0kJhKJCKFw9ue53W5EIhF5T7/fL+XfVquF0dFRUa3o9OXrisWiqEgAhJzTFEOyyPIfT4R8jFMwuM+DwSAikYiUYdl/aZqmlGu5L9irR+LOi5FoNCrkg/E7+XxeynUcX8f97Mzwo5rpLL8XCgVUHSpyNBoVtazdbncFajvnFpPsFwoFKZeTcJNMJZNJrF27FuFwGBMTE9i/fz8ymYy0F7AvtVqtSsm6v78fiUQCpVIJk5OTcmHA458EGkCXWcZJEhn5Q+LpLO86Q9idF0j8rE6SR0Lo/G7bADRo0DSIAlhvNNCeU1B379mDAwcOyIWRPXfsaI7vJy8YdVd3X6B37iIpGokgFuuYQI4VBN3X14fly5fLfqjX6ygUCjIukTOyadh6Pv4/VioVUY1dLleXmURBQUEBeIkSwOcTVFkeeeQR5HI5IX/OSRDO+BeWMJ25gI1GA7lcrotgOnMASQCdo9porHAaPdjjxBLPwMCAOHAZAs1w4DPOOAOzs7PYvXu3lN/oyGTJmS5TKkPZbFYmazBehidsRq6w9FypVMTxzJM5MwrZS2YYBs444wycf/75ME0TDz74IMbHx4Uok7SSxFDl5HYnSaXS1Nvb29UTRrLBsWI0YtAJS7JAwuocL2aaJoaGhnDeeed1ZQDmcjnccccdyOfzosJRQfV6vdIPx/dy7n+SPOYSOvvSaOpZsmQJYrEYtm7dikKhIKoZHcTOUWu8sdROsmnPhUGXSiVomtblAibBZz8d2wKcxxp7DNnPWa1WJUKGKl8qlRKlmi50y7K6ej1nZ2clWsjpGmfZmIociSGNFlQH6eAFIGqg86KCZFrTNIkCahodFZ5ksVqtwqXrcLs9cM+RSbfb3VH9XYcJXKvTxtuJftE0uDUNutbJg2lZQMECMrYbFrxHGMDsuQDow0HQNlrNeicChmHQ1TKMuSiYRqWCWqmAVrMhx5WmaVg0shinnLIWF15wAa677jpR4kjuC3OuZa/XKwoh3dsnErzApJnEObf4+exZVFBQOLmhCOAxYNs2pqam8MQTTyCfz3eRjfmTQHgDICdZAEIE+Q+dCiBJD1UWKmrsoWJJkifUQCCA3t5eTE9PSwAwFS8SxEKhINl8JFhUzag6UFkql8tIp9O46KKLUKlU8Otf/xr1el165lherNVq0g9GBzOJLmNLqDT6fD6USiVpUOdsWWcJmD2QHF1GgsWSss/nQ7VaRTqdxsjICH79618LmXJGvrD/iyVEmiu4LanAsgRN4sleygsvvBBLly7t2td79uzBI488Iv1p3F4ss+dyOSHIztGAJKWcr8uyPXB4igsNIHydruuiVDq3IbeD0xizYsUKrFq1Si4a8vk8tm7dKhcKXB9uIx5nLKuTJNIMA3SCoNesWYMlS5ag3W5jy5Yt2LFjh+wL5zg5Onw9Hg8WLVqE1atXY3JyEtu3b5ceVu430zSRTqeRTqeRyWREDaQy6/V6pc+Qxy57Fp1B0KVSCVNTU0J+NbcXnlAEejAMXyAE3e3uBD+35wKgTWsuCNrs9PGG450da7YBqw2020Cr2QmENo8SBH3uGwB/CJo/BHh8v3UYdCU7g5nR3ZjYuRlbf/4THHjqMXn+9ttvxzXXXHPUv2U/MHMWPR6PKIQnOv6FF1qc223bNmKxGJLJpFw0KSgovDKgCOCzwLZtTE9PY/PmzSgUCl19X86f2dfGMqcz6qVSqaBYLMoJjcSOI9F44uaUDDbPc1ZtMBgUx2E0GgUA6dsiYVy8eDGi0SiefPJJUVwYs0ETCM0JnFRSLpcRCATQ19cnkSckJyQXPp9P5gHzhM314LxbqgoXX3wxkskkJicncdddd6FWq8lYMyqVTmWNJ3z+zPdjr14gEJDty/UmAUylUvKZjtUDyMeCwWBX/59hGOjr68NVV10lY+MYufGb3/wGBw8elJ467ldnHIrzccas8D1pWCFxjMViWLlyJUqlEnbv3i0OcGYzOkepARDCxlnADGz2+/1CqPnePHac7QmaponRhOtH1ZCGD578qRBTUWRUDLcpCST3CRUkGl+oAFLFYj8rj3EaiUjCuU3mh0LPJ4CWZQkZarXbaM69B3sW3W433B4v3J5Or68+pwi2LQv1ttVRB3UdLldnBJyuAbqmwaVpcEGDSwNsAIUWsN/0QrctuG0LHs2Cjs7xZZgWGm0LzbYJ0zwyCFrGwdUqaFTLqJeKXSHQmqZh8ZKlOPXUU3DB+efjL//yL4+7F4+jFZ2zoEkITzRJsywLxWIRuVwO1WpVHPTJZPKowdUKCgovH7wkCSAbrY/VA+gMgn6mHkCnmnO0LDDnz4FAQE66AEQhCgQC8jM3pbN/yfle1WpVjA5UrthfxSkjNCyQDDabTWSzWQBAMpkUhytVOI/Hg0AggGKxKL2DgUAAzWZTSBsJBPsFfT4fzjzzTKTTaTz88MPYtWsX/H6/9OORiHGgvdORzMgVvjeXSRfwqlWrcNlll8G2bWzatAlbt26VbcjJHSQGfIxxITyxeTwenHrqqThw4IDEmfC9ma3Hk5VzmgRVT5awGQPC7cqYEu4Hwu/3d6l+7H3kujiDhEl6uX+4LxuNhpR3OauZhgeSX5b5nCVPqoYcA8fP4VR+2I/IXD06gMPhsJRsi8WiqIZOtZGkHoAcO8lkEsuXL8fChQtRqVSwfft2TE1NdeVGkmyTmDOLMh6Po1AoYHp6Wgw9VC2pGrMkTAMRySEvQLhcbgN+p4DDOYD8LvE4qVar0vPHdXMasRqNBqpzF0xm2+yQP12H7vbA63HD7fHAM7e/qrUabrvtNhTmMitdju++5nLBrXdK3NFoFOFwCF6vT0rLbl1HwO+TfcAewFgs1hUEvXz58hPWb9dut0UhZOvA/LDqE4VmsylmEhrQaCZR6qCCwssLJy0BnJycxJYtWyQIetecC3h2dhb5XFYUk6NB93jg9nihaS649G4XsEtzQdNdneckToVB0NbcYPhOT5A+d1LQXS5otiXl0HQ6jeHhYXHL2rYNF3sC3W74/P65ZvFObx3nfPJkypMZT7RcDsOAK5WKZNC12235R3/o0CFRdliWYzxJJBLB0qVLYds2JiYmJPuOapGzt4xN6QAwMDCA3t5eIQDsQaI6xPVjvEmr1ZLeLk4NoRmDpgP+DY0PnOJBYwtVHBo8nHOPeXI7dOiQ9NE5ySGz6kgMqViyJ3F+BAlvmqZhYGAAfX19cyf2MAzDwH333YdSqSRB0MFgUPreqG46s/9ICKmckHw4lVOuIyeODAwMoKenBxMTE0L4mNdHwk3HsrOdIBAIYPXq1ViyZIm0D4yNjeGpp56Skr8zoJrucc7lbTQaonjSCMOLBZb0+fe8WHASMP5r4D37Mak48nW8UGHfZigUkmOVfX1cN74PALmw4HvyeHMSfqdjuMvwMfe4ruvo6+sT9ZfHk1MxZG+lZVlYu3Ytrrjiiufc+0YyzRsVfCcZf6HctiyT8/umaVpXOPWJWg9evLBa4HK5RB2kcq2goPDSxUlJAG+99Va8853vlN8XrjoNyUVLEU6mEUokEYqn4I/E4AuGuvL/+LPbe3zOuubdtwDtFhCMdHL/NA0aNNhAZ4iopkHTdEBzwdY0wLbQNi2Ypo1224DVbMDVbsCy2jBbJkzGxTRqqJWKqFU6ztdQOII/fOMfiCuQjfmFQqFLFWEEB0tvVIJYhiXRIGFiea+3txemaeLgwYPiFCbBoDrG0WT1eh2JRAJr1qxBqVTC008/jUKh0FXqYzmRcSexWExy5niCpfrJk25vby8uuOAChMNhTE5O4s4770Sj0RCyRScnVTvOlGW5tFqtiqpTqVTQ19cnmYYARCUi6QHQFX8y31Gq6535uSQVHIc2MjKCDRs2dMVxHDp0CHfffbeYa+jQpRGHaojTRUviREdzNBoVQsweTBKD6elpiecJhUKyLlRG6QTlspkLyNYBqsR0DVN1dMb2sKeQETQ0rkSjUWkH4D70+XxiAmi1WnJsUVnjcqiQ895JCkl4DcOQCwe6T7k/SOqkbDt3/Dn7Fvk6blP2T/LYcirpTiJIok8iwu3I75IzV5GK5OWXX97V+/m7goHdpVJJSvuBQEBIIftSn29YVicTkC0DAESVpHP8RIBh55wjrswkCgovbZyUBPCnP/0prrjiCvk9lu5Hz8gyhBI9CMZJAKNC/LzBMPzhOQIY7ARD6x7PnAKoQ9Nc0PTDs3mJ5n23A9Vc95vrXsCtA7oP0PW5EGg32oCcfNptE+02yZABrdWC22rBbLdgGk0YzQbq5RLMOdUskUjiyiuvEIWIPYJUrEj62AtFNYPry+eTyWSnhDWnTDGygyVvqnk0LLCcSSMCT1CcMhGJRLBs2TJ4PB6MjY1JuZDKDTP0+LfRaFQIIB2kzA8kmV2zZg0uuugi2LaN3/zmN9i5c2eXQsUZp06V0ekYBYDh4WGMjo6iWq0ikUiIQsRIF+YEOvv0AEh5lUolG9zZg8byr9frxetf/3osXrxYdnu73cZjjz2G3bt3dw4DRzgxACG/NH+whE9zS71el1geEnS+J9VOpwrLcrbL5ZKyP401zqgYksRmsykn91Ao1KViZrPZLnMJiRS3C8nmfOMJjRlUAp1/x5Kusy+Pwd+maYpLmOYVklHmDnLZfByAEH1njAtbHwDIvnT2oDpd3E4yyG06v63DSc6Bjlo2MDCA3//93+9yfz8fYDwVSSGVb2YsMrj7+SaFrAowl5P/U1g2PhHh1DSTcDIJDWjJZPIFI74KCgq/G05KAgh0elF27do1bxZwBjOZWcxmMiiXS6hVq895uZqmCSl0zZXV4rEoLvu935Ph7c7+MZaTSCpI0pylMl3X4fP7EY8nEI/HEJgrf3JUE0u783MASeBI6kqlkpgrnKXeQCCAwcFB+afOky4De+PxOBYvXoy9e/dienpa+hUZNMwSHYObWZrOZDLIZDJwu93yj5snbH5Gkhvn+gLomrHKsh5VCL6OxgKqQk5XrZNckbzwPQqFgkSNcFoGy67c3s7eTWcQME8+VH5otvD5fGg2m0J++dlOP/10yUZk2ZylXRpWWPIEIDOVgcMubkbcUHXi9nO73RgZGYHf78fMzExX0DUAIbBOIkSixWN1eHgY69evl36ymZkZ/OY3v8HU1JSUIXk8kfTPB0uCTjJGtZJl90gkIk50KoAkgVwGLzw0TZNcRcbCcN17enrg9/sxMTEh+4T9jfzMvDmJJS9OSGBJEJ2ZgCR4VKgPX5C15bOQLPL4WrBgAS6++GIMDAwAQBdh5GuO1vPLY+x3BfuVWTom6WePYSQSed7NFlwHZhHye8Ke1BPx/mwByeVyUkXgZBJlJlFQODlx0hLA4wHLhSciCJqKD6cmUElgDiDVFZIYv98vRItORyomJGpOkgKgiwBy+SQszt46kjKuWzgcFpcem76pEgGQf+xutxupVEo+I1UYKlJ0wxYKBZimibVr12L16tXYv38/du7cCQDidiXpo6szEonIiZiGBgBCmqLRKDZs2IBEIoFCoYC7774b2WxW8uJoAKHhgSVOZxQIXb8rV66EaZrYvn279KXR3EBCzBMZiSXJnmVZ0qdHQuaMRCGhZ7wJD3/2LIZCISHgLLlzH5PoNJtNIdfA4RBqjoTjsUczCSczcBty/9Ao4jwGaUahkkS3LhUvZ0yLMwqI+5n7iyf2arUqxyU/r67rSCQSWLZsGSzLwp49ezA1NQXbtmUEHckfTRqmaSKRSGDFihXI5/PYuXOntAKwP5QXLFSe2ePn/LwkbiR+LPlyn1EFJqll7yAvXljeJdlzEkSgE+qszf0dp9LweDt06BCeeuopaSs4HjiDoCORKMKRCGJzF3ex6LGDoFeuXHnEzGmCeYb8n8USOUvHPI6eL1BFp7GEF0N0Gp+IaSXNZhO5XA75fF5aJBKJhDKTKCicRHhJE8DnC4ZhYPv27diyZYucpKkCkQzyxM1yIJv3ScrcbrfMV3X2OzkVQOckEGesS6lUkhmsjGexLEumgDjJkmVZ0tNXLpfx1FNPiQnDab6goknyUKlUMDMzA8MwEA6HkUgkRHUhyWVJMhKJyFW9x+ORXjL2J1JdaDQaWLp0KV73uteh2Wxiz5492Lx5s+T+MQjYSap4ImepmsollUpn7xcdz+w1c/akcVlOQ4Hf7xeFiOTm/PPPx8qVK2U/5XI5/OAHP0CxWBQnNE0gVCO574DDcS1UnKheMb6F0zzY59jX14ezzjoLTz31FA4dOgTgcHmZx0yz2ZS/cY6Zo4uYr+G6RKNRCQ3m8cIoFhJiqj7AYYWLfaC8QHGWKJmZSNLknOTB4352dhbVahVut7urtE7FDoCowqFQSMr+JOA8Drg/eSyzf9CZgZjNZlGvN9BsNoRQV6tVQHPB5/fD7fZA97ih6+65iyUdbrcLmqbD1lxoaZ2pIC7Nho65QGgApB5NuDGLEJoAbH+4ywBmzzeF2RZazUYnALpWQaNS7kTCzEXBGNUy6qUCKoUcjEZd/o9EolGsXr0GF15wPm688cZnVMJoMimVSmKk8nq9QjBZRXg+wNI1LySpJDvDqX/X5dNMUiqV4Ha7xUzyfExCUVBQOD4oAvgMME0To6Oj2LZtG6rVqjTgc0KGk/SR1PE1wOGZv2zmd5b2nI31VPM4NYHTN5z9f4zsyOfzotDwHzUncbDcSfcwFUqqMyzntlotLFy4EKeddhra7TYefvhh5PN5iRVhBApVMy6fCoyTHJL8MKqCJy+PxyOuRJbO6XLl56WKyvIpyWQwGMSrXvUqbNq0CcViUYwsVIucJNrZI8YTldOokE6nhQxR9Vu5ciVe/epXC6mzbRsbN27Exo0bJTOPy+fnogpJYqZpWpdrNhaLyTHC9QEgZJ4lMWeOH0ujJLzOfji+ZunSpTj99NOFJO3duxePPPKIXFjQ+EDFkyHLTmcyCSXVT7qLzzjjDLRaLTz88MPYu3cvLMsSosFePe7bdruNgYEBnH766dizZw/27dsnKja3t2EY0pvIoGonmfT5fDKHmcSWbmKnIlgoFJDJZESBdLk90HwhuINBeLx+6B4vNA2dUR+2ORf4bAGwAX8I8AUB0+wYvMxW577dBtoGYLWO+J67z3otNF8A8Aag+YKA97lN47BtG81qBdX8LApT40cNgv7ud7+Lq6+++riXCUBaFti2YNudqS0khSc6JNqJRqMhCiH/J8XjcWnr+F3elyMz2atMMwkvKhQUFF4YKAJ4HLCszoi2HTt2yImXqiB/pkrkdIo6+wVp9qjValLedc5npUICdJr8WSpkf10mk0G9Xu8qD4XDYVFcBgYGMDIygmw2i/HxcSFoPAE7FUAAEiHhdrtlJikzxkKhkCg3kUhExs+1220xMrC8zJP3wMAAzjvvPIRCIRQKBdx1113I5XLiRtR1XeYdU+UjaDRwhgXn83kpS5HAsJxLVZLbzelQZaM/+zhpVGG/GpvzfT4f3vzmN2NoaAjNZhOzs7PYv38/Nm/eLPvIWXbl+vFxEmEaWPL5vGQL8kRN08TIyAgKhQL2798P4PCkDpJAblOeVLmPGfVBlc0565fbg5E33A8M/ebFAZdPAkvjCHu12IbQ09MDXdel/5EGC/as8fhgGZftCsyZZM8jt5GzLMufo9GolKidFxdOFZjk2dmT6fwbAF1xP26PB26PB4AL5XoDmCOV7rn4Jt0118bhcsE9NxaOx8tooYnJhgXYFtyw4HEBHq0THN1x/Jtottpotk3UqjVUy8W58W8d1a8xFwxdr1ZkrjARjcWwZs1anHrKWpx//vm49tprf2eyRuMFSSH3XygUkkzC50tRMwxDFEK2JLBk/LuYPliOzuVyKBaLADqTahKJhDKTKCg8z3jJEUA2GzPy4IUKgg4GgwiHw6KoUMGgEuic/uFsInf2EZLsOcd/OXutgMNOVubPkTiycZsKD5U9ErhyuYxsNiu/UxECIOoae7R0XcfatWuxePFiTExM4Mknn5QxaYwoIaElmeBED243mgXY38e+y+XLl+Piiy+GZVnYtWsXnn76aSEKJLnzY0HYMxYMBkVpHB4eRjablZIRANkegUBAPju3KfvUnCVLkmCqoVSguK5OMKKF0zKcZM85po2OaIL7j+tDdZL9jrquy5i0SCQiZXASYZIt7i/OWaYJha5YZr+Zpin9hJqmCaFlDx1JIo0tnNJCVzLjdpYsWYILL7wQtm3jscceEwXQOV+YxgyS6UAggEQi0RU6TbLMbcFtzsgjbiteCJEwk2DyQoOv43eLJJqPOU09zrgfLpfHVed5C5oGUeidyr2machkZnHPvfeiNWdMcR3ju+/xeBCcm2MdDocRjUQQCBwOgA8Gg0K8nD2Avb29/z97fx4k13leh8PnLr3vPQtmBvu+chVIgiSojaRIhRLJyFnK8c+2bKfi74sTx3GiilJOWS4lLscuV8VZJPsnJ7Fdia2SI3122RIlipRESaEWgiABEDuxA4PZu6f3/d7vj9vnmec2BvsAGFDzVk0NMMB0377L+573POecB8uWLbttETB8/giaLcuSe+RWmUxarZYwhLpbSSqVQjwev+HPTtlFPp8XAxjNJAvhXl4aS2NpzI1FCwAPHjyIAwcO4NChQzjYDYKemppCPjfjW4D1MAwDoWgc4VgcdiDgCcJNC4ZpSBC0LxKmC7rcjqfzcTodGAYQtG2Eg12xfSiIcDAI2zJguC6M7vsEAgEkk0lZxDudDlxAtILJrjA8lUph2bJlspvVwJGtycgEUntHJo6gIBqNYnBwEI7jYHp6WiJHCDKLxSKCwSBWrlyJeDyO8fFxyT5jGZkLJIEAxdlsA0ZwwzIktXpkdnjszCekWYavAUAAOMEQy4FkxhikTX0cj0U7RMPhMGKxGKamptBqtYSBZFmWGrt8Pi8MIMGwBggEXzq7MBgMYsWKFbJIZzIZ/NVf/RWmp6dFhE+QD0BiVwhQgTlmkZ1QtMmB7CPPGUvPNHaw/EmGTMedEBTzPbh5GBwcxO7du0WjeebMGfzgBz9APp8X9k87q6lLZDZbpVIREM9cwHa73dXYeXq1WCwmEUMsuetgad6LZOK0W5k6RIJgslBTU1M+xy9BOtllAPIcEADqGBoN/vj7vUHQBPuxWEw0hzyXOgRad4T5yEc+gnvuueeG5yWek0qlIl+UJjBEPBaLCUt7J0an05GNTqlUks2IDq1e6GNrt9vCWNN4RGB8MyHZ7Keez+fR6XQkWWGhO6AsjaXxkzgWJQD8/Oc/j1/5lV+Rv294+P0YWLcJiewAouk+xDJZhOMphGJxXxB0IBK9romm8dIfe/ogO+Dl/Rmm92WagGn5cgANywZMLxDacebYDqdVh9uoAq0m2k0vF7BZq6EyO4NK0VtMw5EIXnzhBSSTSSllESCQvaD5QuvqAA80xeNxKfsQILF0Qm1WMBjEmTNnUKlUxMSg+7LqRTGRSGD79u2IxWI4fPgwxsfHpdcs2R8Kw5vNpoAw3U+Yx0BAlMlksHv3bqRSKdTrdXznO9/B+fPnhT0hg6WzGKktI6PHc8P8v3g8junpaXFJ0wFLMEv2D4C4ifmaLCnG43EBLDRbPPPMMxgaGpL74MSJE/jmN78pJW/Gxriui+npaQGwuhsIgQZNDel0WlhIAML6ZbNZGIYhfZfZGYUsH88nmUSW1uhiLRQKYuZg5mAsFpPzAMxpSnV0i3bykgHTMTXxeBwrV65Eu93GuXPnZNFmOzsygNR7EqAS/LLVHME2wRhZGzKs1GiyjKyZd4I9LZ+4XA6gjo3hNWdOotZckgHVcU6tVgvDw8P42Mc+Jr2fF3rweSQo1GYeVg/IMN8J4NJqtXydTMgwa5PJQh4Xn3e2qAQgbmlKMq538JlgZxLGV7HT0tJYGkvj+saiBICvv/46du/eLX8PBEMYWL0O0Uw/IqksYums1wmEAFAHQcfiCEV7gqBNc+5Lh0O//S0gPwoXXnN4AIBpA5YN1woAhgXXNOAaFhwAbcfrM9rptNFutdBqNdFstdCuN9Bu1hFABzZcNOs11CtzYvfh4WE89dRTEq+g8+sAiIaL5RSWUAjeyDKkUinp80tXLPUz1WoV0WgUqVRK/p0mEC7ALCFPT0+jVCohFAph1apViEQimJqaQrlcFmE+y7/sSsEyMEEgwRIA6UVbq9WwevVqfPjDH0atVsOFCxdw6NAhKRExXkW7pwEICOQCv2HDBpRKJYyOjl7Sho5AgAyVzovjcetOFoCnKWL0Bs/lzp078f73v1+OoVqt4hvf+AbGxsYAzBlNCNTJoNEABEBClAGIu5Yghkzp9PQ0HMeR2BxmJJKZ5XWkw5oh23xNvg/gOZYZyZNMJkUewJI9X6fRaEgsUDKZlPuQQJHuXV2i1eeZzCLZLm2W6evrAwBcvHhRQJtmLLlxoFubv0fDT6lU8l03Dv4fhlVr0NcL/gKBgCz4BH/6i8wwnc+PPPII7r///jsCvHiNGELOAHUavfh1OwKi9eC1JSDkpk+XtW/W7KGH4zgolUqSjOC6ri+c+kYYyVarJewg2WWaSW6VY3ppLI330liUABDwJqiJiQlfEPTU1BSmpqcxOTkl+r9yqehbSG5k2LaNhx9+GPfee6+0oCJzoHuK6vISS77BYBB2IIBIKIxYzCsBsQUTJzdO7mSLCFJYKiXIIDhotVqiySPwGBgYQL1el9IawUcgEMDQ0BBGRkYwOjqK8+fPC4gjm0gGkIzE0NAQotEoJiYmJJqEjl0CA+qcTNPEzMyMLK7UwpFN4v9lCYghy+ytm06nJeiaCzeBBgDR1xGYOY4jZUiCDerN+BkIGLnQ834hiCBTRWbVcRzpHMLSGKNJhoaGxJRhGIbo/wiCqKuzLMsXrK1ZLBoydKmcIHft2rVIJpM4cOCAGCoIyHku9X3F1+C5HhkZwaOPPop0Og3HcbB37168+eabkrdHMw4AnwObCzdBs9apkq2iPk6XajWjplk7vpbuCUvGU78XgR4BBbV8PE+63E/gTvDKTZHOzgTgYwOpZSXbScBHNlJHAVmWhXQ6jeHhYWzYsEEY+F4msVfzO993uq0XChC1Wi1fGZnPEhl+ft3OEGWaTFg6piSEekJKXhbqvXS3kk6nI3KUG+lWQrkFzSSUQWSz2TvGui6NhR3nz5/HZz7zGXzjG9/A9PQ0hoeH8eKLL+I3f/M3Za242jhz5gzWrl2Lt99+G/fff/+CH6NhGPirv/orvPjiiwv+2rdiLFoAeK2DO9mFCIKmNo06OwC+2BcuAtR0cQHX0SAEenQy6iDe+QAgXb5kksiSsb8oAGnBRkF/KBSSNmqGYcgiQuaJiziNDzpnkAHDlmVh1apVWLduHaanp3H06FFfOY8AgSwRS4pcYLkY8hyuXLkSDz/8MGKxGOr1Ol599VWMjo5KbAVL0jyvLOdoowPgsYHr169HNpvFj3/8YwElZA7JHFBDyGPQ+j/qMMlWEggS0FIXpoOgWapmCZTlajJzBH1crAhGCOAIevk7BJizs7OS0ceyOSNdCPIJbvk7ulRMdpfngeeTQctc2FiC5X0ei8V8YJYAl/dCOp3GyMgIisUixsbGfPmGmpkl60nn965du3Dq1CmcPn3ad/25meFnpeaO15UAl4BGu4TJPvK+1cYRfk5qHLWmcw4YdntEmwYMQPSsNMeQGa5UKjh48CDefvttAaLXMwKBAGLxBBLdIOhkIoFUKil63/7+fl8Q9NatW6+r/dx8+kKyq3dKX+g4ji+0muHeOrR6IcwZBHCFQsEXaUWn8fUCYZpJcrmctCZk3+IlM8ndN06dOoVHH30UmzZtwn/4D/8Ba9euxaFDh/CpT30KzWYTP/rRj5DNZq/6OksA0D/uegB4q0apVMKhQ4dw5swZn2uVCzbZFB3Yy5y43kgYtoLSuieyJ5r1oDibOi3+mc3X4/G4ALpoNCrAMRaLYePGjchkMjh16hQmJibEjclyKZnMUCgkOr2ZmRlUKhXRAnGxZXxIvV5HsVgUVofHqQX4kUhEXIjNZhOrV6/G448/jk6ng/Pnz+Odd94RRy0ncbJlBLBkObngEzQRHNPVSLZImxXIpBHQa3aRjl5uBgzDa632zDPPiHEln8/ji1/8Isrlsmi1WDpnWDLfVwd98zPw+hHssCTLz9bf349du3bh5MmTOH36tK/Mqpk3LqT1el20l7zXuPFgbhp7yrIjCQABqmS4tLmC1xWY29AUCgVhJFmC1DmL+lrzvmFmIcuXBG08VgLwRqMh8gCed4JD3gO893lOCXR4HaempkTKQODdbndgBQIIhEKw7SCsgAXbsmHZFkzTgmV4Mo+2ZQJGAIbrwELXuIW2Bw7hhUF3YKIKG2VE4A6vget0ncUOg6BdON1AaNd10KrXveBnBkFXy14YdMULg66XZlGdzaGcn0Gj5l0TwzCwes1aPPbYo/jjL3zhhnsR03Q1n75Qs4W3i+ni5pZf3PxQT3gzpg8OspFMfCC7TIbwejV/um+x4zhiJrkZx/LSuH3jox/9KA4ePIjjx4+LQQwAxsfHsX79evzcz/0c/vAP/3BeAJZOp/EHf/AH+OQnP3nJtf7ABz6A1157DZ/85CcxOzuLBx54AP/tv/03NBoN/KN/9I/wX/7LfxHWe82aNfi1X/s1/Nqv/Zr8/v33348XX3wRv/Vbv4U1a9bg7Nmz8m+rV6+W6K/FOpa2QpcZiUQCu3btwvve9z6cOXMGx48fFzBAAMT4Fk6A/DkXRTIVXNwYw0FwqMte1ISx8wgBSiAQwOrVq5FOp2VHS2E+dX/VahWvvfaamBzYf1PrpKLRqLBKxWIR/f39+NCHPoRYLIZjx47h2LFjUuIkQxgMBjE0NCTh0AxyZmm8WCwin88LK9lqtXDo0CHs27dPMufS6bQEULOUxmMmsKZBg595/fr12LRpE06ePCmBwKVSScqxFJUDEHMK2UDuZzodr50duw00m02Uy2WcO3cOf/mXf4lPfOIT0hP5l3/5l/Hd734XR48e9ZWNgblSpQb2BH68rtwE8Lyxo4vrupicnMQXv/hFBAIB9PX1iWaO4IlAivcWmR1+j8Vi2L17N1atWoV2u419+/Zhz5494vzmAkanN13RzA6knIGTJo0KAwMD+PCHP4xqtYrXX39djp0TJNk4AMI4h0IhPPzwwzh37pwwuWT+yIpGIhEMDw8jl8sBgK88zHIyNXBk/vQelIw2+0e3Wi0YgSAGVqzxnP2WBSMYhmVaMA0DHv3X8b7bQSCWBFzHC4LudMOfOy2g1fQMX44Hck04SKGJFJqwhwcAw4QRCAPBkHyHHbwqOOi0WqhXSqiXCqjkZ1CZzWH63EkJgj5z+hTOnD6Fv/dTP4W/+3f/7nXOQpBrQZDne2+la7148eIl+kIy2nw2FmqQQaauFfByAtnt49y5c2IgYun4ejP9yHpGo1GMjIyItrRQKOD06dPyzPM4rlaej0QiWL58OZYvXy4biqmpKZw+fRqBQEA6kyxUiXtpLNzI5XJ4+eWX8du//ds+8AcAQ0ND+Jmf+Rl86Utfwuc///mrvtYbb7yBhx9+GK+++iq2b9/uu97f+ta3EA6H8dprr+HMmTP4hV/4BfT19eG3f/u3r+k49+zZg8HBQfzJn/wJnn322bsi1HwJAF5lBAIBbNy4EevXr8fk5CTeffddYZ8o8AYgO2GWtlhaJkhk/hlZKeprAMjCS9BARovBz8FgUNygFOdTm8PXGhkZwerVq9FsNnHx4kWJSwEgZaXZ2VnRGx45cgRvvvkmDMOQsGYGS1P8zTIePxOZKd0DmWW5gYEBvPDCCxLc/MYbb+DYsWNSso1GoxJqTNaO54KvxZDhQqGAV155RRiOXhaTkS4E4SynhsNhYVnIBhYKBSSTSV8O3Pj4OD73uc/hySefxM6dOzE6OirlVQJOHhPz7HTLMw30WWak5owAjx1QGo0G1q9fj1arhampKVmceew0ghBQMucvFouhVCphcnIS/+t//S/5/7FYTOJ12COXAJXHQcaI2WydTke6rdAVPTk5if/xP/4HAAhQZyA1zx9Zynq9jlgshlqthj179vi64PD+0PE2uszPDRIAucfZxpDSCF125v1imibq9bq3KWo0UJwa88k1CGwNw/t7uVpDs9NGMBSGHQjCti3YtgXLsBCwTVimCdsyPZbQMNBxHLx1dhL5RgvuO38MOB3YpuEFQVsGAqYBy/QApuM4qNfqqJSLqBQLKObzKOZnUCsV0Wo2LpkzDMPA2nXr8fwLL2DHdi8I+rnnnlvwucmyLK8UnUz6fk59YblcFiYVwC3VFwaDQfT19YkWS0tzxsfHZZ7UJpPr0VQyGigSiYiDn2anc+fOycaZJeMrsaGmafoALIPnT548Kc9INpu9Ybfy0ljY8e6778J1XWzdunXef9+6dSvy+Tympqau+loDAwMAgL6+Pl8SBODdw//zf/5PRKNRbN++HZ/97GfxqU99Cv/+3//7a7oP+NrpdPqS116s464CgI7jIJ/PY3p6+rYGQetSC0uvgN8pGgwGRaCuy3sAZKHjhMSSa7vd9rFZzKIjsCAoyuVyomFjBwzNJg4PD6Ner+ONN96A43htyQgaWZ5kyZVg44knnsCOHTtQLBbx1ltvYWZmRlyAZBdZjq3VaojH44jH476sOTpRy+Uyzp8/jz/7sz/DsmXLsGvXLmSzWaxfvx6nT5/G2NiYsH8EOgCktEtdVzablbZXQ0NDCIfDmJyclHPJ39W6OWrUgLk+vTogmq5nllG5K2u1WvjGN76Bb3zjGwAg5d++vj6fgYFgM5lM+oTxhjGX2wh4mYHcnQaDQYlRsSwLFy5cgOM4kuXHTgpkZrhxoEaQ4njmJmazWYTDYUxMTPiCkrWLl/csGWf2/dVRQGTyms0mBgcH8dGPfhT1eh1f+9rXMDMz4+t6onWD7CttWRb6+/tRKBTE0MGJke3ems0mpqenhfHh8QEQkE5woDWn3NSQUR0YGJBzw89JLaA2f3BkVMwRdYGG04FlAabjwjQAwzXRcdo4e+68aF55H5qmiY5lweV5tCxYlukxjaaJTCyKtauGEY9vlA0NpRE0LwwODmJoaAjDw8OXMBW3c+i2bRxaX0jd563UF/K+CYfDGBwclGOoVqsolUoC2ih9oZ7wehi4UCiEwcFBef1ms4lCoYCLFy9KQDmNeFeKuQkGg1i2bBmWLVsmz18ul8P58+cFLNJMsjTu3LjVarX77rvPJ9N49NFHZW1bvXr1LX3vOzUWJQB0XRevvfYa9u/fj8OHD+Odg54L+Eoh0IFQGOFuHmAoFodl+4OgDV8QdPe74S1ejtMBXAdBy0QsHEIsEkY8EkEkZMC2DJhOB5VcHp2JSTQaddS6izsAmTS913HgAgiHQojF40h3J5/h4WGJJiDgBCAOTjIdNG1wsSXrlUqlMDAwgGAwiHw+j0ajIZN7qVTCqVOn0Ol0kEqlxFHL3DndVo5s2uzsLF577TV84xvfQDgclniZcrksx0WwUigUZDEvl8vC3tRqNYyOjgrzxEXj5MmTOH78uLATmUwGAwMDApwCgYCUoln6JGDO5/MIh8NYt24dLl68iImJCYlwITtKMM5uE9oEQnDFz0BQBHgO2Wq1iv7+fqxduxarV6/GmjVr8KUvfQkXL14UQGHbNpYtWyabCLK8mtXlRKSZO4ZUaxBK4wvBJ8vYPH90ffM6MwBcl7H7+vrwxBNPYGRkBI1GA9/+9rdx5MgR+YwEemzTRqAXjUZFl0kXLnWb0WgUU1NT+MM//ENh3Ai+CbDpHmd5nvpGAJJLScaPo9VqIZPJAICw5BxcfDWLqqN9uNHieeOGjaCWmy2CSn4WHiMdy2SvmRVJ0NhqtdDf348XXnjhmh2D1zIIrGg6qdVqOHXqlJwXMt36606YEDQg059f6wunp6d9G5eF1heSwY7FYsKQOI7XK51sN58lbTK5VkAaDAYxMDAgTAwrABMTE7JZ1uHU830eVkSoYW23vd7U58+fFxNeJpNBJpO5K0p874WxYcMGGIaBI0eOzCujOHLkiKwzWgbE0dv16UaHnpsX+rXv1FiUAPD3fu/38OlPf1r+vnn303jg7/9SNwh6LgcwHE8gGI0jFIvDDly/dqPxt3/k6YdgeMHPZjcI2rIBK+D9PRD0sgEDQRiW5YVCK+dnu91Gu9mEU6/ArVfQaTXRqteQnxrHxdFRWaief/55WRyBOaE9GSZOODMzMwJuuBin02lUKhWcP39eFkK2fYpEIti8eTOCwSDGxsYE+LGjSLlcFnfq7OysRJM89dRTSCQSOHjwoLQBGxgYgG3bKBaLvj7CdCY7jpdVyIWaDA3g6fYeeugh0bT98Ic/xPHjx+XzE7Sx36depAnWstksCoUCjh49KqYKMmF8XeYaskROUElgzX+jw5hAmiaWZrOJrVu3Yt26dQCAX/qlX8KhQ4fw6quvyvXgeSdjQnBCRo6LPoGMLpdSDwd4jNfw8LCwdzqQm8fGEjInlkajgWAwiP7+fjQaDYyPj+NP/uRPfBsOlvwIGnmdeI7YoYWsK9lcGjWot9y1axcCgQD27t2LXC4nsTdkZsgQhcNhcRMTLESjUV/pmWxgPp+XLg0aBFHr2hs3A0A2KDzHemEmM8hBlpDAgPcfrznvF50TGQqFsHv3buzcuXPBBf8aWOnnm8dO936tVpN0AR5zLzgkA3s7TQk3oi+kRGEh9IWmaUoZe/ny5QAglZFisYjR0VGRgLB0HIvFrqkkZ9u2ryzd6XRQKBSk7zfvI0Zgzfeatm2LuxuYM5McOXIErusilUohm80ueJD20pgbfX19ePrpp/H5z38e//Jf/stLTCB//ud/jp/7uZ+DYRgYGBiQLFfAKx/rvvNkmDn36LF//37UajV5/R/96EcSmA/gktcuFos4ffq07zVYQblbxqJ0AR84cADPfexjuHD+vPws2TeAeLYfkXQfoun5OoHEe4KggzCowxMmkEHQ3e8XjiAwdQ4mOjDAMGgTrumVglzD7n630HG9RarV7qDTbqPdaqLVaKLVbqBZb6BZr6JZrQDtFoKWAcucCyNeu24d3v/EE74gaAIFTm5cIOnWpLbPNE1hoyiqJtih8WJ2dlZcqQwgZmwHNYMU6LNMUqlUEAwGpeMGJ1wGRjMuRbNXvRpHauuq1SpmZ2el48L9998P13UxNTWF48ePo1KpCKDTn5sgoNls+uJYNm7ciHa7jdOnT8v/odmAZST+meVBskZkA3me2VSeJXOey61bt+K5556TXd3Zs2fx0ksvifmAhhNq+rRph+VnDUDj8biwDMCcOaJQKPiuHQAxBJERpiGE5107iblAp9NpTExMiB6P94iOagHmdHcEffrnBGRk7siOcXEl+0NAB0CALSe2FStWoFarYWxsTIC7zvPja3JBZFcP0zSlHR4nSAIhHid37zynPGbNGDKCREc5aQe4lnuYponBwUF8/OMfX1DWb6EG76F6vS4gUd+7vczhQps5bmRw08Ev3ifsDkRwuNAsJ01njNZyHEckMclk8oYYSppBGE4NQPTQyWTyqgyf43iZpblczjefZjKZJTPJAo93330Xjz32GLZu3XpJDEyj0ZAYmJ/+6Z/G/v378ed//ufodDr4N//m3+D73/8+vvCFL+CTn/wk2m2vXeVv/MZv4B//438sFbBPfvKT+MpXvoKPf/zj+Hf/7t/hzJkz+MVf/EX8wi/8An7nd34HAPBv/+2/xZ/+6Z/iL//yL5FOp/Gbv/mbePXVV/Gv/tW/wm/91m8BADZt2oSnnnoKv/mbv4lQKHTJpnCxjUUJADkajQaOHTsmQdDT09NeGPTUNArFIgrFIkrFIsrlEspKS3cjY/ny5XjkkUcwMjIi+iaWkOg01YuM1XWCWpZXsoqEQ6KlSSaTGBwclEmEE4meFDVTZNu2sE2adQO8HafjOMhmszBNL5SZizQBwuDgIDZs2IBOp4MzZ84gl8v5hP8ERyyvjIyMIJvNolwuY3R0VFhDBvjS8KBbr5mmiUQiIYCNBgS6/RzHS/oneKG+j2VpAhKdC0ewpUuUBLyO48iuXJcCAcjn15E6BIGMiyGTRzYvkUgIe8WcSAASeaNL7nR1kxGzLEtCtQmieH4YbUL2gMfJ0mk2m8UjjzyCffv2YXZ2VhYpMnEstZFR9hscPH3Wo48+im3btqFSqeC1114TUTQBvs77oz6SjI0GVnSbE1iFw2EB/9VqVTYiuiw/n0OXwJpgi6BNs7nUOQIQww61hFqPy3uCr8Ofk0HkudWfV2cA8s/CxisQyOtn2zaGhoawYsUKee70tezV/M6nCdZt025H6Y8Mt/7iRonnrJc9vFPgUOsL2fGEz6bWF14rc3et78lM02Kx6OtrzRLu9QZ3sxzNcGrHccQgxc3ulUaj0UA+n0c+nxcjWCaTWTKTLNA4e/asBEHncjkMDQ3hxRdfxGc+8xlfh6Jf+IVfwOuvv46RkRH85//8n/HTP/3TEgMDAP/9v/93fPazn8Xo6CieeOIJXwzMfffdh8997nNoNBr46Z/+afzX//pfJU2jWCzin/yTf4Kvf/3rSKVS+Pf//t/jP/2n/yQxMADwt3/7t/j1X/91nDlzBsuXL1/0MTCLGgBez3CcucBSHQTda/q4UhA0F5rp6WmMj4/L7pYlJS5AZLII0sgY6QgPPvAUFetYC52XxsVFO2P5WWjKiEaj4uKl2YQlWi7Y5XIZrutKJxIyisAc3U2gNTs7K/qyvr4+Ee6zFZzOJqTGjuVLAh+9YLuui2XLluHRRx+VjhtHjx7F/v37feG/ZAxYmuT5YWg1nZ/Lly/Hjh078Pbbb4sJhL9HdzNLyFqXx2Pm59Q6MMBbHJiPqLuKABCGjgHKzLvTXSdY9tUlYZ5fxqSQ+eN5LJVK4m5OJpPyGgyL5jkg0CVgZ6eNfD7vY81isRgymYzo/ujUJnBkmZUaJ35WXjeCYhpbCNgJzsj28ZzxuAgGH3nkEczMzODs2bNyPcjS8v/Soay1jBrQ8fU04CIg00ylznXUgN7bjHn5fI7rAl0Aqo0wZLPJ5LIkPD4+ju9973u+Us71jkg0ikQiiXgigVQ3EDqTSWNgYMAXBL19+3asWLFiwYEZTWAaHLJfNYB5weGdACBaX8gv3uu3Ir/QdV1h+YvFoswP8XhcwPv1OJ85dzOcmjpqGkuu9FraTMJ7kVEz3AQvjcUzCAD/+q//+k4fym0d7xkAuNDDdV3kcjkcPXpUYlUI+nQWHAEcFzSdpcaJmmwixeLUMRFYaV2TbuFGgwF31LqVF80DZPVWrlyJ4eFhjI+P+44XgE+kDkCOl505mKfFnSoDpFkuJpvHRURHMrA9GHfhfX192LZtG5rNJmZmZjAzMyPAksCZ5U+CNQCSC2iapoTdRqNRZLNZKesSyFBPyN8loCZgIFtEFo6gG/AExR/84AeRSqWE0frSl76E6elpYcRYMmbvXZYodeSJ1h5Sc0fAQUaMWYibNm3CoUOHkMvlvNaBysygtaA0yLCMSgAejUYxMDCAs2fPiqmDgFA7zXlcjJKh0YSlf4LoWCwm/VN5XajVJLAmoCQg4z1NZo8GHDp/NQBlOLkGcwTxWpfJZ0QbO6ibm5iYkIibVqsF07Jg2TbaHQcwLdiBoOfStfgcWjBMwDUDcLsGMNN1YTgdmK4DuB2YrnfOunYUdIwAKtE03NU7uuHPji8AujcIulkto1Epo14poVGtoKECoWvFWdQLOVRncyhMT6LV8ABZJBrFrl278P/7yld8rtxbNciMaWBI1pXxRr2l5dttZtD6Qt0fmTrWhdIX8r1oMqHJiSYTxild6+fnnMlwaiYzMJz6SmXfdruNfD4vof6c29Lp9JKZZBGMJQC4NC47Wq0Wzp8/j9OnT6NcLsvir7VLZClYKmbZklo1DfTa7bbshlnKJKgk80LApScslmgJtlhyY1BzqVQSMBcMBqUvLyNHgLng5EQigQceeADZbBanT5/GsWPHBKhxkW40GlIG1to43V6NgIbanGq16tNqZTIZ6TFMnWIgEJDFieeH4JBZh0NDQxgbG0M+nxcdIl26LNPqCB8Al5TpWUonw8pFcXBwEM8//7y4t13XxY9//GO8+eabPscpr73W/2k2kyCdQJbAXTOnPN+2bSOZTPqYNc3e8b5gbA8Z7GQyicceewxbtmxBPp/H17/+dV9uIUvALBlr5y6Pl6wggS27ynzgAx/A+fPncfjwYTluAPL+enCBXr58OcbHx4XhY2wLf59RQTo0nb+vWUDeBzzf2iBSLBYxMTEh1zMUiyESS8IKWDANC6ZlAZYN0wp4WX2AZ9qKJz0TV6cNtDuA0w1/bre7YdAtwLnUtWc/+PTcXywbhh0A7IAXBG0Hu38OSGoA4AHXVq2KRrczyFwQ9AyKU2M4/vq3cHb/Hvn/X/3qV29JFuD1DILw3tIygTerHBocLmRW4NXGlfSF2nhys/pCbloZOUU3PkvH11qqJtienZ0VDXQoFPKFU1/u93RnEtd1kU6nkclklswkd2gsAcClcdVBY8OxY8cwOTkpIb4aMPTqiLhA6ggYfrdtG+VyWco3BJEsNZO9yWQyorHjz+jMnJ2dFadvNptFq9VCPp8XzZVmwgg22LqtXC7Dcbz8OeZcaW0cj0Pr5jjJkakhc7V+/Xq8733vExPK4cOHsW/fPgEejEnxWnq1pazO1yBgokaLmkHmJfJ8EjyTaSN4oDuXx0/AEQ6H5TW4sDDuZvfu3dixYwf27duHc+fOiRaOTAkBJFlb7WSl5o0MMLudkEHjZ3RdV7SMbFLP19DmH4IuLnpsDcfrq0vA6XTa1z1ElzhZuiaDSGaawFkzgNTzkQUh2NWlWg7ebzSNEPzy2lFLyfIzW25ppjOVSkmkDn+f4J0/I5DkIs2NAuNiekE/TVClUhmhcASBUBB2MIRAMADb8sKgA912cQHLgtV9/qr1Br574Dga7baP9TMNwDIB27Rgm4BtmrAtC5broN1soN2so1GroVIqig5Wa2Lb7TZSmQy2bN6Ce3Zsx44dO7Br1y488sgjt3p6uqlB3WwvOCRzblnWJczh7XAsU19IbWGlUhFJAWOuyNrfTJm70WhIJUPLbwgKr7VMzaQDGvOCwaCEU19Op8l0BT6TwWAQ2WxWOjotjaVxq8ZdAwA7nY6EQF9PEHSHur/OnPBcfuZcGgRtE8BZJkJdvR1LgzqqgYwQwR61eXTraRCoI0LIApIBof6JEw/ZLoIJCvrJxtFJyvIeGTpGHNDlxDgPTkJcnA3DQCqVwubNm7F8+XLUajXs379fWCUCEd0nlvo37dgl4DQMQ8oizWYT/f392LBhAwCvz+7Y2BiKxaKAFJactGaJvU0ZY6I/A/WKPIcE0MBcBhPZqEgkIqwemTceL88bd/4EWhyRSATxeFzicwiCNONHZpPniaCpV2/J68G4FS5iulMH7w+CHV5LagOp8WQZedWqVThz5oyAXx1/ooOwCYzJrJEhJCAlQI3H43j++edRKBTw8ssvi1ZTg3FtKiFbC0A0jQTA1BYGg0EBQSzPE6Tr8G4eq9b+6fOqcwB1aZjlYN4jWjvZ+++813s3Xe12G+fOnUN+dhaddjcI2vaA4bWaQPhFfS6f+2g06iupkk3n3KD/fLeZAnrBITcDAOY1pVyvAeN6h9YXMuOT99FC6AvJ0ml5C+UnvA+upR9xs9mUkjHlEywZX649Hvu/5/N5tNttJBIJ6UyyxA4ujYUcixIAOo6DL3/5y9i/fz8OHT6MgwcP4fSpkz5GgsMwDETiCYTjCYSicQRjXjagaXvgyuiycKZlwTBMXzi0KUHQDkKWiUQkhHQkhFgkiKDd1fK5LpyOg1a7iVazhWa9jkajjma9jlazIQsnWxtxcY/F4kinvZ3fyMgI+vv7fQCQC2JvDAiDmgk2CGIo5CYQ4WJTr9el1EvGiuCBDJ42F7iu6xNJU9+XSCR8DCRLwMViEQBk0iMI5BcAyeajnke7hjnRaTZBa+TISgFzGXirV69GpVLBzMyMuFY5ARPMESTxdzXTRNaTTmjt7KWIe9OmTdi6dSu+9a1vYd++fcKEEeiTISUQIgDl3wl8HMcR/aLOUqPOjdeSbB+/NxoNH4vIc8j7gw7rUCiEBx54AI8++ijGx8fxzW9+E1NTU1ICtixLGE1uKNrttrQJ5PvQqEFmmLE4wBzbyP/LhRSYCz+lQ5rSBOoZdRA22UEeAxcr9q7m9dVTDoEb7yPeezxWAL74IQJtgivtBtYaN7LBZOgA4J577sEHP/jB2xbEzE3IfEyhPge6i5AGirc7E/BGB58zDRDZfo4sPDfPt9qUMp++EIA8+zejL6Q5j5tIPX9yfrzavdVqtYQhrFarsCxLGML5yr+cr2kmsW1bomaWzCRL42bHogSAn/nMZ/DZz35W/r5599PY/PiTSA4MdYOg+xBOJBGOJxAIX1+TcT0af/N5MP0PhuHph0wbsCxPUxQIet9tW8KhDcsLgoZhwgHgtNtot1toNRpoVqtwGhV0SrOYnbiIWqkgiyk7EHDi0+U/AD6wVigUpBzpOA76+voki4+Ak6AmFAphZGQEAwMDqFarUkYgA1Wr1WTCJXgZHBzE1q1bkc1mMTU1haNHj2JqakoWXeYPEjCSPdQsEpkWAl7G6DCGZWxsDHv37pXoE+2kJbNEloj/xkzBfD4PwAOdBEamacrCSfaJEyb1cmSAtOaSP+N1yGQyeOaZZ6RbAOA1G//bv/1bYSq1m1a3m9O6QB0hQpaL7+vdTobEwNDAwTInmSsO/Qjy+BlrwIwxvh/F44AXS8D31OeHmYs839qUxHNiWRYeffRRpFIpfPOb3xTwpqOJCLj4+5ZlCWjMZrOyYdD3sWEYUgK2bVtYXeqlWD7msfCc8N7n5oDXj/+uNw/spqFNPzoCBoBssAAvSPapp56SMN/FNKjLmw8oah0mn8f52MTFbCKg/KSXPeQ9T/ZUO5Zvxefp1Rfyuejtj3y9mwOaTFh54kaTLPHVTCbtdltcxpVKBYZh+LqV9AJlSnzYEYrzAZMflsalY2ZmBlu3bsUbb7yBNWvWXPX/f+Mb38CnP/1pvPXWW3cdU3+9Y1ECwFOnTuH/+X9+FoePHkGhCwZMy0I804dYOotoKotQIuUFP0djCMUTCHeZPzKBVmCuFZypWD8vCLrLBhaLiOZPI+TWwcvswoALEx3TBGDCgQHHMKRs3G610Ww10W610G420Go20WrU0axVUa9UUK+WUa9WRHuWSqWwZs0a7Nq1SzSBZCq4KOqoC4IsamzoRmXMiH7Q6UrVu0nmYBGYAHNxGoyYYUmCzk9OggBkAmPZj1ob5pCxREaRc61WkxJwo9FAIpHAypUrZWLTzmcuWmQkaVAgOCUI2bZtG8LhMN566y3JpOODyFZ3OvZDhy8T8BHscqfM/saVSgWtVgs7duzA008/LeaQd955B3v27EGpVPIttmTreL518DAA0dcxCJr/F/BAPtlB3Z2C4IcAW5c0WcLWrxOPx7FhwwYcOXJESrE8f7zGNPsQXNFxS+aut1xqGIbICMgm8x7SkT/aoWsYBnbs2IFWq4UTJ074Fhyy2CwBcyPAc0QZAjc1BKK6dzZBt2b6dY6hZVm+Ej+vAwEi7yt9vMuXL8dTTz2FoaGhu4JNu9zozd/szeLkoOmpFyguhhDp3kFpRC845Oe51W30OP9qYKj1hTSeXK++UCcjUGetJQRXMnp0OnMdbcjscx3pzROk5jeXy0mHJXYmuVx5+Sdx/Pqv/zpKpRL++I//GADwq7/6q3j99ddx8OBBbN26Ffv27bvkdx566CH86q/+Kn72Z3/2Nh/t7R2LEgByuK6LiYkJCYKempqSMOhCsYhCoRsGXSpJIHRTLZzXM4LBIO655x5s3bpV9GI0Pej8Mau7IFmWjUDAht0tRekIEfb/HRkZ8Tlk6fzUWYDUzzBOhO5VzXLQxUvBO11r1DZls1ls3rwZ4XAYp06dwvj4uDBeXBQ50VGMPzIyglAoJFEtFHlzEScLyOw8lp15nOLQ7Gp9+Bkp2GdJlW2S6PAlu8bSKQCZEBkYncvlBLCy6wMXMpZ1CB7JANIEwsVDM1g63qZUKolWkoPXgDtu3TqNCycNOL3ObwBy/XjOeBw0sTz22GP40Y9+hOnpaZ/OjAyPjg7SGjzHcRCNRvHggw/ikUcewalTp/DKK6+gUCiI9pMAkg5pAjyW1mleYamW/4/ALxaLyf0Si8VEn0lQpjWLLMVbltdTleea9yhLvASQmhkFvMWJ9wCPi+dfs6MaCBK4csOhP6+O/tHaQF4nbRQKh8NYtmyZHDe/+P5a73c1DeCNdp641YOM9XxAUWte9Wasl028E32K5xv8LL2mFM1Qa9ZwIU0prILQeELjEjcgNJ5ca/g2gS5Lx2TRI5GI3FNXMoiUSiXpVkKTFWO79CaMOvBcLic9yGkmWSzX9XYPtuN8+eWXsWvXLgAeANy8eTN+/OMf48CBA/MCwM997nP40z/9U+zZs+eSf3svjUUNAG9k8EHTTAAXU/1nLh7zTfj1eh0XLlyQuAutY2EpkF/a5aujXuh6ZVwLgZGOCiFrQi0HdV0ABAyymwZ7upKJY9wKgSE/czQaRTqdFvMIGaNoNCoLM3v9RqNR9PX1CcBh1Es0GvXpAAmIuPCyVMgyVTAYxMaNG/HAAw+I6eH8+fN48803xbQAQM49ASIZKS0mDwaDWLNmDVatWoWjR49ibGxMGB4ykzQbkCUjw8W2PlqnqIOPeQ55bnm/AJAYCOqDqPEhyNTsmTaBENBo7aEumet2a5lMRhgyDRJ5L/GcUqfHUipZBACiYaTmiuBEG2sI+HTeIhlCAniC23K5LO+vswzJAHJ6YOn9vvvuw8mTJzE9PS2LCiUJLD0nEglMTU3J72rAxWvMSBpe917Th45W0rFDBDMdx/Ey+ryDk+vhuq441mkoISvGZ+LNN9/EG2+8Ma+m+FqHZVmIJRJIdgOhM+k0lg36g6B37NiBLVu2+HqXLobBZ24+NpHPBQB51ggSNZt4p0tjnEs1OLzVbfTa7bZUEZjeQH3s9eoLyd4RFOoNN0HhfLmC1ATSBKnXiFQq5QN6rB5Rh5xMJpHNZqWd6E/C+PKXv4x/+k//KSYnJy/5t9/6rd/CX//1X88LAM+dO4fVq1fjxIkTWL9+/W040jsz3nMAcCGH63ph0CdPnsT4+Lg4Pln2YzAzv/e2jwNwicuY5U6WTjWQjMfjom8j8CQo0O3VmFPFCandbqOvrw/JZBLT09OYmJgQ9oisCYGFdh7T5UZnMNPtCSbJJAHwuVMdx5EAVMuyfM7aVCqFZcuWwXXnOqCwZMuJmKXRUqkku2oCNQIRAldGnpBxpEZGtz8D/C3YqHkk6CZ4ME0Ta9aswWOPPSYlQcdx8K1vfQsHDx6UIGbq98g48Hprhy1ZKjJfZEN1qzFe/5UrV0rZneBZ/34vmwhAjpl5ijt27MDRo0dRKBR8MSp8HwJzlrR1txS6g/mesVhM9EoszfJzEoARtHN6oHGEMTOaXQPmYoMIvliq1YHV2hWty/paIwp4gH5sbEzK9ZblBT8HgkGYlgXXMODAhGlbsMxutItlArDhhKKwLBMmXBiu6wVAdzpe/l+nDQNz050DwI31wb3n/Z70w3V9AdAOQabroF2vd0OfvSDoZjf/by4IuoDq7AxqhRxKU+PIT8x1Gtm2fTu+9eqrGBoaWqip6ZYPMrEEhr1sIq+7jkyaj028E0CD82tvGz0e70K30VsofSFNJjrJgs8/v3pfw3Vd6RLFiC1WodLptO85LhaLyOVyKJVKYibJZrPX5Ga+W8e/+Bf/AsePH8fXv/71S/7tSgAQAIaGhvAf/+N/lBZy78Xxk8kLX+MwDEPapXU6HUxOTuLs2bMS+qkBHxdQrU3r3SVr9yt3eWTzCCy48JOBY/mTOX3tdlvKkcDcbv7MmTPC7DA/ijmB1NIQ+AFAf38/Vq5ciWg0isnJSbz77ruYnJyU3XNvRxLudMlm1Go1TE1NCYDlZ5+cnMSFCxckMiGVSmFoaEjKE5wc6ZwmW0fNTaVSgW3bWL16NRzHQT6fl/cmICMISiaTAPymDMfxInWoOwPm2D3HcTA+Po4333wTTz/9tADFp59+Gps2bcLXvvY1cdiGQiHJNOTi0VumJENGHVuvfolM1okTJ+Q1NSPLz0PWkJsITvL8+fDwMHbu3IlYLIbvfe97vo0DS5/cWJAp1TpFssQ8LgaGP/LIIxgbG8PFixcvYTh5HLy2LLuvWLFCwmt1KZfZjXQfa4DA+57SCm3s0HpYjna7LUYgwzAQCEcQjERh2wEP3HWlD7AsGGYAZiAAM5EG7DAMpw04HbjtFtDpeAHQ7RbQ9lrGwVGlfwCozMDu1AGn4/27PPwAAiZgBmBYFpBOAtYIYNroOB006w006lU06jVP+1sqopKfRmU2h9L0BM6/sxfn3nkTAHD40CEcOnTorgKAnKdo5Lnc4CaRILFWq4keWMss+Dz2som3IhKHG+V4PH7JvznOXBu9arWKmZkZnyv7RtroEQBnMhn5mdYXzs7OYnR01Jf2QFCo9YVMTuBzAnjPAk0mY2Nj8nxz/eDn5GelTGN2dhYnTpwQeQyjZ9auXQtgzkxy+vRpNJtNyYJNpVJ3nN1dyHH27FmMjIzc0O+OjIzg7NmzC3xEi2ssMYDXMPRDNTU1JRlNbBhOsMdJUwNA/kxrsXrLiCyLMiuKkQUsu/X19cG2bUxOTop5g+VQsjos3XHC6HQ6ksfFSZrAi8GqLIXSXBKNRqXMzIWZ2VMUJJOhJLNGdmnlypV46KGHZPIqFArYt28fzp8/L2YSatSocyQwpUGj0WjI4sDdLDtLaGBE5k+X7zUzp92pAwMDCIVCaDQaqNfrKBaLoj188MEHMTw8jL179wpo7HQ6l5QPAfg0gLyOBDA0TvAckdHiZ9NOZbZxI7DWQFK/PwExSz18TOn64wLG9+bn5n3F+4gsMid1gm3qq1h24n0OwBd1w99nr2C+vg4W5zPAUvvAwIC4ynUUDJ3sAAQo61I4WRMafZjvVq/X0Wg24ah7nRsO6mILhQIs24YdCCIc9vRgVsBGwPa+ggHvWO0uYzw+PYPv7j0Ax3XhOu5cKzjXgdvtM+w6DizLgGWYgNNGp9FAp9WEaUAYYT7vHJFYDMlEEsPDQ1i1ciXWrVuHbdu2Yf369b7fYY7oT0op7nKROMxr5bgcm3i7QqfZKUezh3wuFqKNHrXPZAtpiuKmkBWeK7GSzWbT18mEVQ+CQm0A4Wdi9AzNYTqcmiwizSSGYSCdTgvpcDffo8888ww2bNiAz33uc5f829UYwMcffxy7d+/G7/7u797io7xz464AgK7rSgA0jSAMgZ4vCLpQVEHQdAkq7Z/+3lui5eKeiMeRTqWQTCURCUcQDAZ8kzcBDNkfLsTcQeqfA/CVirmIUbtFgMYFU2sHqRVhkLAGamQKGZfC0qmO3aB7mLoUlobXr1+PtWvXwnEcnDhxAkePHpWSrDZYUDTP99PtjqjF4w61VqshGo0ik8lIGYbMEjVoLA0RPJJN4znjddRgmS5bGkkIPnQECMsYmk2jG5iaMz1x9gZB8zwSeLM0rpkulkd5bJZlCZik7o9fZNECgYD05dXmDH0PaOcyS+WaVY5Go3jggQewb98+lEoln5aOwI/3sWZdqEcliON9SBbhhRdeQKFQwHe/+11fCZigVptqeB14XLwveF0J0Hn/kdkgC8vNDFuP8TPo0i9L8GQzyUj26nj5XPB4WfrnF/+uzwO/s0c1zzcA37N/rSYQ/edEIoF0Oo2+vj6fTIDs7OW+62vFofXFer7R33tB53tl0PgxnzaxNxJnPpB4KyNx+Oz2OpY5h91sGz3KeSiZmU9fGI/H5wXCnOs5t3FOYicTZtTy9xqNhmyaWDUiQ6iTIpg+EQ6HJXvwbjOT/MzP/Axc18Vf/MVfXPJvVwOAW7duxS/90i/hX//rf32Lj/LOjUUJAFutFr7whS9g//79eOfgIRw+fAjFrs1dj2A4gnA8gXA0jlAsgWAsjmA0jmAsDtsOqNDnLhtnmv5omG4QtGU4yIRspMMBRAM2bIu5aS7aTjf2oz0Xw9BuNtBq1FGrVtFs1NHpTuTMtOJEwDynlStXYnh42CdUZ0mEix2dlJ1OR7RrZIO4a6M4n8AvFouhVqv5Qp11NwJdFiVosm0bhUJBcqQAiFuXJVW+PyclLvgs2eqWZYx1YScTsoNklnSjdIaoagBDoE69WiQSwfLlywEAk5OTAvKYos/2dpwkAUjwdCgUEjZLl+h1qDJL3Dt27MB9992HY8eO4ZVXXhHXMXWY1WpVSs1a89nrQuV5bjabiEajAlgI/ngeyWxoJy6ZSWBOHqC/k1HbunUrPvzhD2Pv3r344Q9/OK/bVu/4uXDokG2ygK7rSqyPDoImo6mZZL6eBoFDQ0MIhUJSNibQpcuYwByYC6bm52R0De9JDh6vDo/WGxZt4OLrslVirxuYv8uFjM9sPB7Hhz/8Yaxbt27RMhrcDF0NNPKa68EN5pVAI6/HYv381zp0JI4GifNF4swHFBc6EodzwkK30eMcoFtYspJzNX0hiQNuqGkIY+g/Oy0BHqNIhpDzLBlCmrWYPeg4jphJ4vH4or+Xfv/3fx//+3//73lB3pUAYL1eRzKZxNe//nU8+eSTt/5A79BYlADw05/+tI923bz7aWz7wLMYWLsR8ewAoukswvEkrJvcjTT+pocWNkzAsLwAaDvYDYAOeMHQdgCGaQOm1dUeeWHQrmnBdRwvCLpRR71SQn70PGbPnYDRbsii+1M/9VPo6+sTAMgJoFqtSv9ZUv+cTDqdjrjCLMvC9PS0xMnoUurIyAhWrVqFdruN0dFR0c3xvfl6BHaZTAb33nsv1q9fj0qlgsOHD+PChQsCRrQxQOfw0c1KdzAdrqFQCBs3bsSDDz4o4v9cLoe9e/dKxAgZJL4uWTsemy6PsrROMKvNASxPUG+ksxUJrniM2oVLM8GKFSvw7LPPXqKz+f73v4/Dhw+LHogLJ88fGT+edx0QrdlkbRqp1+uIxWK45557sH//ftRqNdG7EZDx3LAkSMDKSZiicD6m7DpAswUXOQJplpEJ4vh7mt3irv/JJ59Eo9HAd77zHTGH8DzPxwACkHOeTqd9TnoudrZto7+/HzMzM74NCFlCBlT3sphkvjVbSWCoHfNay8r3J+vHv5OVoZTigQcewIMPPnjXsRfXM8iMzgcW9Xft8gX8Wr/LgUZtVLtbhtZUz8cm9ppYLscmLsRn1vNvrymFKRDX00ZP6wv5dTV9IeDdIzq0mhs2bTLhHMQswkqlIrFPBITsTMIe9DSTzOdavtPjnXfewYMPPojJyUnRaJ44cQLlchl/9Ed/hO985zv40pe+BADYtm2bfIbXXnsNH//4xzExMSFr2ntxLEoAODY2hn/+z/859h94B6dOnpCFxLQsxNNZxNJeEHQwGkco5rF/Xij0/EHQPgZQB0E36oh2Koi3igigAxNeXxAHhtflAyY6cOG6BtptB5221/Wj2Wyg1Wyh3Wqg1Wii3aihXq+hUS6h3gUzruvCDgQwPDyCB+6/D/fff7+UoHTHBgCyK+fv6eBcHflC1ojghgCF7BswFxPC8iS1YGS2Go0G8vm8GFlYHqXDjBMJ2TK+V6VSkfIfhcUEpnp3SuaTkxTdn9pEwtfgws3yLYHW5s2bsW7dOrz11lsYHR0VYMPf4cSVSqWEOeRuuRcAEGSw7MwsRLYFMwwDZ86cwZ49ezA1NSVgnMCKGpn5NIAMxuY1ZJmK4IZaNjJ20WjUZ9jgo6dNGwSPXLS5a3/sscewb98+zMzM+Eq+BJMs3evSti5HczHTpVeeC/ZM7dUU8vg0q7h7924cOXIEo6OjvjgQzf6RTeXv8TV4v/OYONkSPPYCQO2U5oLmk3V0AQ1/pkEgdbLpdBpbtmzBzp07l1pnzTMIlK6lZN07tDv+St8Xc7las8S9bOKVInE0m3gzn48Vnyu10dMA8UqmlCvpCzVbqPWFNBXyi6SCDq12XVe6lZTLZZEGMZ6M2YOtVgvxeByZTGZRmUkeeeQR/OIv/iJ++Zd/GQDwwQ9+EN/97ncv+X+nT5+WTiG//Mu/DMMw8Ed/9Ee381Bv+1iUAFCPer2O48ePXxIETf1foVBEsVRCoVhEuVRCqeR9v5GPlc1msX37dqxatUrKeWSPPHAGmJYJ2+rujoMBBLtAgc3gGdI5PDwsTBUNCLosSdCngQqdcwQLusSnd+EsQfJ7MpnEmjVrEAqFcOzYMYyNjcF153oB8zxqR9jg4CCSySTGx8dx4cIFMYMQyNC4QROIbkPHYyCAJAjkexAIMSqGDtxcLifsFkEZ2TuCv1qthkKhIFEi2WxWRMosWWiDgzaBaIDIc5ZMJiVmhuGuZM/0iEQiAjLIwmlziQZt+loQMLKsyt8hEIlGo3jf+96HvXv3olKpSBmYIFKzaAT/vAY8JytWrMDzzz+PH/7wh9i3b5+Af4JzXQLmfUWjDI9TO3x53w0NDSGZTOLkyZNyLXlP9eqX6GCmSzsWi0npnYBZX0vA35+ZpedyuYxoNCrMHzBXDiYA5Hf+nIssy97AXMs8Ri5phksfP8vHhmFIPIYuLfOc3agG8L3MKl5pkB2+Fp2jLssCkPvlaiXrxWKS4fM8H5uoHe8ALssm3giDSunOzbbR4waeX736QhpP+Azr0OpyuSzPLu995ocynBqA9H03DKO7LhdgmqbPTHKnxte+9jV86lOfwsGDB68JlE5PT2Pz5s148803xTX9Xh2LHgDeyOADq7VDvX/WC2/vhG8YBiqVCs6dO4fR0VEBQ1q3xwmKC41euOv1ui9aQLuDydpxhwbMZb+xfKlLt7FYDH19fYjFYqJL010eyuWy7MxYRu3v70cgEBCnaC8DSK2ebhHFXD3uOrX2iiCVrA7NJmQEGd7MqBLA0+UdPHgQhw8flrI12UsNgHleuXhblterOJFI4OzZs8jlcggGg7LYMjKHiz8A+Sx8uLkoUyvEcjJ1MdwZk/Ui6GasAh2v09PTvvIsXcy6lMbPQVCmy55cJGngIUPWm7GnmUW+PidPttnjiEajSCaTkuPH+5BgjOweX4uAVD/mLBHzWvLYeD41w6zL2YFAAOvWrcPo6KiYZMgospdvLBZDJpPB6OiolHZ5Lvgc8Fi0U57HwuPj+SFwJ9BrdxmTZqMBF15aC8E0ATlBqnZy814HvGiIr33ta+LavpkRjkQQjyeQSqcxODCAwYG5IOjt27dj+/btWL58+aIAMotl8B6/Wsm6t1wN4LJgsfdnd+J8c06aDyTqDWdvJI5mE6/VxMLKSm9pmfMP5+vLtdHT+kIaT3iMvfpCRlyxdKwlS5wzG42GkDKsKiQSCbiuK9rCSCSCbDYrjQpu5/iDP/gD/NRP/RRWrlx51f/75ptv4uTJk/iH//Af3oYju7PjPQkAF3Kw/HfhwgWMjY35XJ9cKMl66V65XNi4MBEg8safz7VIFyQz1bS2jY5a3aGDuzi2oGM5OJfLSXQHQRsda5wYCAwIVglQyVZSG6MnFO6C6QImoCRIIUigjhGAHK/WzDGjkLtE9o3l52JPzmAwKEHQZP2okaGwmRMhJ1XmYemYGgqyLcuSTL3169cLYDxx4gS+853vyOvozDyWFnv1i1rXyA2FdtiSbet0vKR+9gTWBgv+jn4fAAJUGCETi8XwoQ99CK+//jry+bwPvDN7kMCKoIvnlMJ4rVXU4JvvTdOK/lwcBMuMyCBjDcy1sSN4JyNC5pkgmM8KzRuaKdQbC25Gjh07JkDYsiwEwxFYtg3TtmGZFgzTgmOYMGzAgpfX54RiMAMB2KYBw3VhuG2g48DstL08wE7blwPo3aAJBHb/XS8OBl4UoAsXcOH9zHW7Gt+5IOhGpdT98kKhGQRdmZ1BdTaHyvQEJs+cQLNeAwBk+/qw5403sG7duoWYkn5ihy5XX4117F3WtJHrSuzj7ShbXolN7DWxzMcmXs1AojdOV2qjp0vLfM1r1Rey4sHkDW5ACQhN05RqC7XsfPZJVqRSKWQymbvCTPJeHUsA8DqG4ziYmZnBiRMncO7cOV9je12y6GUTuTj3TjAaAJDFYJmSZVLGrGgtF3e4mknRbCN3kQRnFPra9lxwMHdjgGfY4A6QoJLdOsrlMizLknIyWSyCRpapWS4gs8qyaDqdlvZI3EVqBgqAryTBz0dGiZ+dLBTgNUfX3VF6TSAaVGlgztfetGkTHn/8cV+Z8PDhw/je977nC5HmxAtAGDe+DvV2ZH3J3hIMEuhp9ksbMzT7zH/nvcS/s1S8evVq/J2/83fw7W9/G0ePHhVAx+sN+PP0gLnwZ5bJ+WftDu7v70ez2USxWBSwCsyBOn2c3KDYthfFQx2RNr/wO8E7f4/Xkp+HjKTWGfI9yb7SmWeaJsKxOALhECw7CFvKtIABCzBNuJEEjGgSttV1uLqOB/ba7bkgaKcFNLvffcNA4PEXAccBXC//j3/20ODc9Oi6DtoNLwGg3ajL92ajjkatinqlhFqphEohh/zoOUyePSn3w5/92Z/hwQcf9G0Qdcm5d+O4NBZu8Nm4Fp3jfOXqa9E5LnS5miBuPpCodb6URlxPJA6rVNfTRo/VkyvpC7nxJ/DjxlnryzmP9q4lgUBA+hYvRjPJe3UsAcCrDOaGjY2NIZ/PS0gyFz/S8JpZ0fo0XY7QMQwEdFywuXgSIDCmwzC8biQDAwMoFArirtRRGARQnAy4sPDSOo7X9g2AuEA15c9gUMbAcFLgjs62bXHm8j11aS4cDmPTpk24//77pQRcq9Wwf/9+vPvuu3LO2C5MM30EJZyEmTlFQXOvs5PvG4lE5P/pUrA2mJBRZccVZmXxXKxfvx6tVkv6DVObxutJEMPX1+YLAlgysWTI+Fk4qWnWjdeI38lKEjxRF0cWLZVKSUQDByfb2dlZudc088drTz0iAReZSmpD9TWmPkez1lqfR0Cqd/JkwgkuyZzyXhofHxcXLjMCA4GAlPC1vIAMIVkGlpy40FAYr/WEfD+CcG4uHMdBJBpFMBCE3dXoBuwAAkHvu2V7n+3A4SN4++ARAB6w0+HPl7SCcxy0mg3UK/OXjAnm0tks+vsHMDgwgM2bNmLTpk3YuNH7znu1V5Iy39+vNngPXg5Izgcsr/R/OJ8tjUsHgePVGMf5TDLX4q6+ljiYqx3f5djEXhPLfCCxNxKHFRNdWu41pfSWlTUw1Jt5yo4cx+u+QoKABIPW2Ou4KsAfTbZYzCTvxXFXAMB6vY5Tp06JCWR6elo6JOgA6GLRM4OUSiU0mk24joOO48CZTwPYneRhGDCNuQkxGAyiry+L4aEhZPv6EA5HYBqACwO2ZcGy5sqYmpInQ0a2LBqN+hxwXIy1BkprPhj3wagVZjuxnRsBBUM9+aCHw2H09/cjnU4LE8dFlg82d5IMI47FYli3bh22bt0K13Vx8uRJnDhxwtebl+CJTlaGJxOc0KhCdy1dwIFAQIAPMAd6yRhqtigcDkv5PBwOSxA0NW/M5SMgJqNEzZ5mRQmC9GTM60QtCieqywVBs3xBswLjdDhJs0SqASmBrTahcGfMiJxly5ZhYmJCJtJeFoz3njaZ8PUAbzJ85pln8MYbb+DixYtSSib40ueZr0HQydfn8QOQcPCnnnoK09PT2LNnj5wDAMLqacAFQATilmVJhxaynby+DILmdePntW0vw5HlH705IaCmTIDPhmYh9fPby/D2mg00swjA9xm4cPO1eHzzGT/096sFQSeTyduma+L1vRqQ7P375f7PtSwBenNxPeDzcr/zXgecvG+vJZqn9/zz/r5ayfpa2WKWzi/HJurn+0psIsvDvY5l/j7BITf5BJNMkOCcr/XHBIxawqLnHW5YGUR9J80k78WxKAFgtVrF7/3e70kQ9OlTJ307Y8M0EU0kJfaF4c+MgglG47ADQRimoWJgrG4sjDH3Z8OEASBhdpAJGohagN19nhzHQccF2o6DjuN2g6AbaLWa6LSaaDTqaNUbaDWbaNVraDTqcvNaloVMNotly5Yhk05j1apVWLNmjTzQumymS5ncGemMKAC+SZsLHQEYtXS6rRfznPiQ0g0bDofRaDQwMzMjwlwyQH19fUin02KAIVjRxgK+t9Yxkq5nazm9qITDYelT2W63xd3LSYy7SLKB9Xod4XAYGzduRCQSwaFDh1AoFKQvL88ZQSe1ioxZ4bFy18kJjkwbQYZt27jvvvuwc+dO5PN5vPTSS5iZmRFXnd6VamMEASBNIGROeH709XddF9FoFMViUZhBOow5wXEh5HnVrmZgLuC6r68Pzz//PL71rW/h/PnzPk0fh95YaP0hj00zgDQUkYGl8YWZXxrAa7DGUOrR0VFMTk5KJAXvX54TrSHUv68Zb15HMqYABABqg4029BBs87NqdkYDcy5kvN6GYWDdunX44Ac/uLSA3MDgQny9wPJKf7+WZWchWc67qbSuN7JXKllfrlx9tZL15QA458z5gKJmOLkh6jWwaGPKfG30OF/wfqAuna/Jz643Z7pKwHkslUrJenWtppmlMf9YlADwU5/6FH7/939f/r7liY9g6weexdCGrehbtQ6RZHpBaOFLgqABL/jZDqgg6CBg2TAsGzBNLxTatL0vy/aAZNdx2aiUUcpNI3/xPC4c2Y/C5JgwUD//8z+PdDp9iduWAIblVoYjU/tGFzDLmPl83tfHNxAIYGhoCBs3bkSr1cLhw4dx8eJFAWDMsaPOIxAIYPny5di6dSv6+vrQaDRw9OhRnDx50ufWZecO9oZMJpPIZDKyk9ShqsFgEBs2bMADDzwgJoxOp4PDhw9j3759KBaLPkaRE4UuedLcMTs7i3w+j3a7LZE1nACoKwyHwwKsAEgZkO8BQCZQHU1jmiY2bNiAZ5555pJMuJMnT+Lll19GqVQSJpgTFo9Xl4AJwFjGYOQLJ0qynrFYDLt27cKPfvQjKcsSlBCUccLjrl6XgOmu46AAm9eFLHJvv2WtAdTRKtSV2raN559/Ho7j4KWXXpJroIOwOXgvsSxLBpD3LQGZYRhIpVJIpVI4f/48AP8Ezvfg7zATUpfwCSDJBgAQ9pBGJ7IHGvT1RiMR/A4PD+OjH/0oBgYGbnq+WBq3b+h7YCFYzmsprQO4IWB5uf9zu0vrfC6uJZpnvs99pUge7a7WxEVv+VnDid7OK7ye/L96o8d5Vm/itFlOa4Z1zFQkEsHg4KAkZdwtIH+xjEUJAGdnZ/Ebv/Eb2Lf/AA4dPoRCPi//ZloWYqkMIomUx/Z127+FYgmEuiHQoVgMlh1UzJ/REwhtCRNouw1knRpicGDDi5XoAHBcoON2qXzXRavdQbvdQrvVRKvZRLPRQKfZ9FjBes0TgdeqvgUvk+3DypUrsG3rVmzZssXn/iLQ4kSnJw+ySDRt6Ew4WvQJQAqFAqanpwUwxuNxXwwM3bMElywpl0olKeex/EmGkBo5giA6MwmiyBoSJBAoahBCsMnX5YNP4a82DfAzEyBs3boVK1aswDvvvIPz588Lo8QJhjE1PCfc3evoCBoyCC4I+Mh63XfffXjsscfQ6XTw/e9/H8eOHZNFgp+TpQzugPVulWwg35OsH40eLOVzsmPuoXbCcjIj8OOunnIBAqJoNIpnn30W3//+96U9Ho+Nx6VLKFyA+H58TR4vGVLq+MgA0vDDY9HxN2QxH3nkERw/fhxjY2Py+ryXqfGjzkeXcXQZluwcNwMaAJqmKWCVCzhLUIykoFlJ60N7ASA3WBShP/roo4u6DdzSuPPjZlnO+X52taH1nAvFcl7vPa7lM1crWc9Xrp4PLPYyetTr9kbicL0A4DuHPC6WyPXzDsAHZHlcLBWPjIwgm81ekmW6NC4dixIA6uG6LsbHxy8bBE0N4Gw3ELpYLKJULKLVbomQW3QFV9gN8kYcHh7G+vXrMTQ0hHAkAgOQm9AwLZhdLVUgYEu+GEuHjGPhn3WZkIs6Hww+EDoTj0AjFAqJlZ4sG9kbsmbUX4RCIQwPD2N4eBiNRgPnz5/H5OSkLJyMldFs3eDgIFatWoWBgQHU63WcO3cOZ86cQbFYFLEwAQrBJlPidYYdQQ37EVN7CEDen3opAAIuCdzIUlEHooEJQQ61ZixlM7uKLmayczynunxi2zay2ayUyilEnk8DyKBTOpZ1NhYnNrJr2t2rd87MxiMQJAhcs2YNzpw5g3q9Lp9Bl0x5//X+nffGwMAAnnvuObz00kuYmJgAAF9sgy796vKvNiDxnieACgQC2LlzJ0zTxJtvvingm1EU2mnOcjbPH8v3/BxaA8j7WANAHlsymRSDDc8dzymvn9YecjHhvcjPxtgYHb+kzT+sDvSWG8ns8nPxfedbTHt1gFfSAFKesDSWxvWOa2E5r6fEfr2l9ZsFn8AcGLsS66jlKhzc+Oo1Q38ePqd6vtWbPq4d1WpV5neCTG6EtVZSn2t9vuZ73nv/zJzY+bS/XKvvxrHoAeCtGrpMNJ8+xHVdlMtljI6OYnR0VOJLNBjQLEsvuNGgTy92fGi4AJHJI6CjzokLIfV5oVAI09PTwgBRP9dsNlEulwWosCuJYRjycFADyPIfnbB8CGzblh6zAISldBxHWBoCNAIV5gfqXsAPPPCAuIDb7TYOHz6M/fv3zxslw7gby7JEl8UHkkCahhYu1Nzx8Xxqtoz/zsmGu1ACat3Jgi3Q+vr60Gq1UCgUfHEGrusFdRPsaW2NLjty8uB1JQDm/cSftdttMQ1xM8Gf8bh5rgmgHMeRcnZvCTgWi6FQKAjQJFjU9xzvJYIyvenRzKTrulJ+pya0d0dOhjYYDKK/v9/X0YUMKUFgOBzG8PAwLl686JvEed21m5eLAjvQ6NZ6vEd079ROpwPHdeF07z8CUE7WvLb8DGQag8EgAsEggl2gXi5X8Op3XsP50VHvfnLmnL9u9/X5M24crzRM00QilUJ//wAG+vsxPOQPgt6yZcuS9nBpLIpxNT3njYDR6wGdumKjKwO9r9dsNjE2NoaxsTFcvHgRY2NjHslQq6FSqaLZmKs2aQMn5z9WGIKhEKxuVSE3O4szZ87i7PnzaDSbMM3uWux4CQAON5pO1zjKn10Dk5tIJpHt68dAfz8GBwewaeNGbN++Hdu2bcP27duRSqVu+trdivETCwCvdzAOZnR0FLOzsyiXy2JEIBDRiydvRN70XKwJDrXWgQCFzBsz9QhmtN6PDb41i8LFFZgDE5pJohaOYn0uyIzcYEgxAPksPBYCRbJ1ZKUIaCni5/ng+xIsk1HTZVSyhzx+fh5+kcljeURH65B1ZDwIAAECZC8J/Lj7pN7Esrym5vfddx/uvfdeOWelUgnf/e53cfbsWREu6w4SfB0d9E0mVguyqWnjeSS4ZmyKZpwI9Hi+uBHgtdMl73g8jo9//OP48Y9/jAsXLgiDx/Os42D43izn8z7RcRM8xkgkAsdxfKHi87GKPCZdXtf6RV3KJ3ilKYf3PNlusry8brxH+RWLxVCv17F37165/sFQGIFwGJYdgG15IdCW5Rm6HJiAFYQbicMKBGFZJizT8PL72m2g3fTCn5tNLw/Q7dE/WSGEnvvHV33+GQTdZPhzuYRGtYx6pYxGuYRaadYLgZ6dQWlqAjNn3kVufFTmgrfeegv33nvvVd9naSyN99roBXhXA5a5XA6//P/5/+LC+XMwTRPxVBrp4ZWIZ/oQjiUQiScQjEQQDIYRCIUQCAZhB4II2JaX1GHAe/6ZAdpuePNAqwl0OgAcgKgnmkToyZ+56mfotFrdIHh/ADyD4WulIqqzM6jM5lCemULu3ElMnj0pv/+Vr3wFn/jEJ27J+b2Z8ZPZyHKBRq/eYj4WUePr+f7MBbf3NfW/977elXQeejG9nAZFg8Pexb73+Of783z/1ntsV9KjzPez+T4X2Sf9c13i48/4u/q4ev+umbn5xuV+r/ffe4FR789ZfuVr6dJr7/XQ10pfB10G1TtnDbh6r29vGbj39Xr/H88FAbl+zfnuQW4MtLZJ30f8MzV88/371faavedBftbtzGHAhYM5pz7YDI4TvgzTC3I2DO/Ldb3vpuEJfPVwO+hcOH7F43IBuO0WjEYdVr2OYKPm/bnRQLBTQ8tsIRo0EI+F0DASqNsusnYHlf4MAO/anz9/fqlMvDR+YgfnMw0G52MAWXkbHhpCwO7KLyJRxDMZBGNRBEMBBAMGbNOBjRasjgur1YblNGG0Le8ZRzcM3ul0Q+G7XYDanUs3gO3eYPhLh+u6cNEzr/q+w/edv3M3jJ9IBlDfcFqE2/t/WAK+cOECSqWSMDpk91gWJEvHEjAXV/5f6pnI1OhjIJNSrVYvKQG7rids7S0BdzodcfjqdHUyU2z1xl7ADOVkN45yuSzHSnaIcS3AXAkYgE+DxdKyLnkzCHq+EvDBgwfxzjvviHNUHxtDmU3T9Lk7HccRLV65XJbcOJY5Oaih0zo3rQPTuXh8X5adyRz29fWJdpHngCVgnh+WVqnzm68ETOaMLB9ZXpYxybzGYjFh2/T/485XGzDoKgbmLwEzK7E3rJqal3q9LvepBotkUVnCp6aO14T3LIG2Boi2baO/v18MP72GEd4LQ0NDGB0d9U2CLMeSYdUAmp9B5wCyjK31PR0uEo6LRmOO0ebzy9ZUfDZ1+TfEvtemiUq5jFe+/R2MXhwDADiuA7fTgeO4c6WgnrLwlYZpmkim0ugf8ErAQ8sGsWXLFikBb968eakEvDQWxeCzt1Aml/m0ffONXk2d3tD3AkBWVlj+lRJwVxJUrVTRaHgJEDr+S3dlkRJw95lvt9vId0vA53QJ2DDkOXd0GHyn4ysLX2kYhoF4IoG+rgSktwS8bdu2pRLwjQ7XdTE2NuYzgcwXBE0TSKn791ar6btJtSHkch/Ztm2MjIxg/YYNGB4akgiVdndxsCzPBGIHbAS65U9+9fZJjMVilwBMLkyuO9fmh9o9AFImpeCUoEebQOgy5aJIzdXQ0BBarRbOnz+P8fFxX5lX2/YZHL169Wr09/ejXq/j7NmzOHfunAAyatUMw8uIsyxLUty1pozlVppAKPDnVygUQiaTQSKRkM/HOBoNnnXZlfo7mkASiYQAZIKMarWKcDgsJhDGptBprE0g/f39Em9CAMhytR69JhDqD6np1M5fLUqmW9g0TTGB8LMzvHvt2rU4c+aMr9ewZgQJsDT7pZm0/v5+fOxjH8PLL7+M8fFxAbUUULP8ql+LJW8CQL4Wy7GhUAgPPfQQ2u023n77bTEI6U2BfgYJoKmxYywRJ146vAH49I36M9IEwglfl9L5OXis1DPyfudrzGcC0Y5FzUTrhUVfZy0I5zm5GRMIX3NpLI3rHQsFwm5Ej3ezBhDOOVczgMxnAuGGknOYBqZaCuO6fhMI519tAuntWqJTMwgIL2cC4cb7aiYQNmGYzwQSi8WWTCALORgD8/a+/Th8+BAKXbYD8GJg4uksIokUgtEYgrGExMCEY3GEYnGEop4eyAt+Nv1B0IYJ0+qGQJsmAmgi49QQhwMbHo3rwqsUtbvtQB04aLcYA9NCs9lAs+nFwLQaDbQaNdRrVdSrczEwrusilc5g5coV2L5tG7Zs2SI6MjIvDFHW5Uk+ENpgorV3dMZyYWQMTKlUAoArxsAwyy2fz4sTlq/JhYzaOq1NJMNEzRoNDb0xMNVq1efstCxLIkb4OQh8uNjzcxHIRaNRiYHZv38/Lly4AGAOuAAQfaKOgQH80QD6/5BJdV1Xok/uvfde7N69G51OB6+//jqOHDki14JMmA46pjax1xCiY2AAyM9pkqBLlTtSgiNOZvxdAh+yl9QImqYpnUBee+01TE1NCWvGc6LvG74eJzBOqHzvTqeDUCgkkycAJBIJyX0kwNcxMLyXAoEAHn30Ubz77ru4cOGCsMO8V9g/mhsNYE5vqKcZ7sy5AeB57XUBE7gR7HIzojt58Ds/m763uEFJpVJLMTBL46pDP5PXC8zm+53LSXD04LO7EBEw81WyrvVzXy4G5lq6llwuO1ADrsvFwPD3NQDkBpDgT2/kOJ/ouZ3fg8EgstnsUgzMdYxFCQCvGAS9ci0iqcyCIO5Lg6ANL+A5GPS+20EvFNqyumHQFmB0g6BtGzAtCYh2Ox3UqxWUc9PIXTyH0SMHUJwalxyyT37yk9LblQCLAIOlX7Z5oxHEcRzEYjEMDAwgHo9LELTHcLaESWMQdKfTwaFDhyQIupcBZB7dihUrsGXLFvT19aHZbOLIkSOXBEHrFnCu6wqTR3BzrUHQ+/fvl3gZNhYnU8fPSuAXDAal3zFLoOl02jeZ8v+VSiWJjyGItG3b1zFEm18ILjZu3DhvEPSJEyfwzW9+U0qIZHbJ+jHfTjO5Goi0Wi3EYjFfyZQ/e/jhhyUImmwZgSQAX/4fmT/XnQuC1r2Ao9GodBjhNdYlXz4XNN5wgdEscr1eRygUwnPPPQfH8YKgWy2vHZ9u9QfMlWjY67hcLotrnK9P8GsYBtLpNJLJJC5cuCC7eIJyAkPuuCORiCwuPA+67Mz3ZuyMvmb63BP89QJB0zQxMjKyFAR9Fw696C8UO3a1oas11wq6rgTUrqTVvhWDc+GVcvz0JlkPnW5xpUBozq2X6z+sdcMkCiiR4XVgMwReE20E5PUC5lIfCPp6AR+rAcuWLUM2m10Kgr6BsSgBIFvBHThwAO8cPIRTJ0/4HmDDNBGJk/EjAxhHMMYg6LgKgiYLaCk2cI4VhOt6reACQNQ2YHuNf+G6Xgu4tusFQXdabTSbLbRa3fZvjTqatRrarSaa9brHCCq2JZPJYHDZEDLpFFatWoW1a9f6Fmg+EIyz0IwbHyQtzOcXFzjq2ggKySpGo1EkEgnRRBEYpFIpHwOYz+cFiMZiMWSzWaTTaTn/ZNu0KULHxgBzWX/US9Jty//HshmBUbFYFGaMZXN+XraCi0Qi2LBhA4LBII4cOYJisSg5iwRHWsPGSU87rHtbwZF55HsFAgHcc889eOihh5DL5fC1r30NMzMz0stSa//4Xe9UdUlDgzYCF+o+o9EoZmdnBfiwtK6BDV9PD34OXoNsNosXX3wR3/72t3H+/Hn5vLpkzGPThg0yYWQVeQ/FYjFUKpVLgqDJ4PL4damWx7t161acP38eMzMzPhZSG0R4TvTxaZabi4hmRYFLASBLL7pERAAJzLEAXDj4BUB6jvL6rV27Fh9cagV3Q0PfCwvFjl1PqXKh2LG7ARzoMueVSqrcAOnBTeWVOnksRCs4zt+6HRyD95mMcbVWcNycc5PIOae3nM3vem5Np9NLreAWaCxKANg76vU6Tp8+fcUgaO/PJRS6P2t2HxDH6Wb69ExG3veOBwSNuQmDNPLQkLeriEQiHnAEPIt5j8CcbBmz1MigsVxFwMeFlTc6gQoXymq16h13N0Q3Ho+LiYCie+oQCOQImPr7+5FKpdBqtVAqlaTbhS6tknl0XS/cef369diyZQtc18WpU6dw4sQJycNjy7ZoNArbtoUJJI1P5ikSiUhcCUvKgUBAOn8QNBjGXLs7RrTwPJHJ5HsWCgVhvGKxmDCYBLKcPDjh6KBPTow6QoblbwCSE3e1IGj2xc3n83Bd17c71qBDX0cCUU5atu11z4hGoxgYGMD4+Livr7AueegSMHfOnIxN09PbfeQjH8EPfvADjI2NCaDTujmdyUcQpcEfP4dhGNLV48knn0Qul8Mbb7whgBWAHAd/n8wnj4m5kgS9LMvyM5O91e/POBxKFfRr8rng+wJeCR+YPyiXn7d3odSlI7046j9ThqFZocvp/vT3K2kAE4kEUqmUbIxu9Ziv1Hgz7NiN6MYWgh17Lw/et1crqV6urHo5Fk6DumsFP9xkzsfa6e4erBD09vmllILyGJ3PSRkJ50Ey9dyAUjfMakE4HJa5myAQwCUAUG/6QqEQstksstnsJZWbpXFz464AgHdyMP9vbGzMx5px8eIDoXcyepLjosuFXU9+eudDVoQPJEOcAc8E0NfXh0KhgFwuJwwgS6gshWqgomM3eJzcQbGUx/cKhUJIp9M+5pCfM5lMwjAMceNqdu1KLuBarYZ9+/bhxIkT0iJO7wJ7W85xUoxEIlL2pQmDixUnslqtJpMCAS4nFH4ReESjUcTjcTHdsMOH4zhYu3YtQqEQzpw5A8dxhKXj9eT10qUHXjOtAXQcR0qkLHHzz5pBJOjRrJh26DIbkZ8nmUxKUDUHQTF7AfNac4fOhYGhzry/uFjwGtJMQ+CnwQsnbx4jMJc3yBaAfH0ylQRw4XAYqVQKY2NjsjGiVjMUCqFcLstx9AI1ygQIJHmtuFh1uveBgbmOJgS8dAA7joNIVybgLZYBBIMB2IEAArZn3nIcBwcOH8VbBw93P2PXAejoQFgHbsfxHMKOg1ajjnqlPO8cwec9lclgoH8Ag4OD2LRxAzZt2oSNGzdi8+bNyGQy1wzUrjZ6jWULwY4tjfmHnleuBObmc8NeraTK7zcDhimh6QV2zADl0ISFBncsz+rX0wCPczww13uXlRI+q9VqVTbXuqtTLBaT9YKpD47j+NYusoua1Qc8XXImk0EymVy6P2/hWAKA1zFc18X09DROnjyJs2fPSuwHJ1E+zBoEAhAxKn/OQfaEE4VpmlKaI81O0MJFXL8GQZ4GFXx/wzBkh8ZAZpbbCLT6+/vhui5yuZwveJo9VHks1GtxwqIGpPcYGShNsBaLxQRYBoNB1Go1zM7OCrji4C6Q548spOu6vvgdDUo54fGzEgQRZBGINRoNH3AzTRObNm3CE0884XOqHjlyBN/97ndRLBaFnWRpA4C4oHmttZaPgJPvyc9HUMZ/j0ajAhjJfOlrqFk7AhzDMLB69Wo899xzeO2113DkyBExkvQuHNyEcAKmto4glueWfx4YGJDSvGY09Zde2Hivasdvb6lYl//1Dp5gmfcP73++J4EJjST79u2Tn4djcYRCYZh2oHv/eyHQBgwYlgUnnIQRiSNgd3PA2h3A6eZ/OS2g1QI6Te+706t/MhB47AUvL8z1ugB4f3a81/A9/47X/7tRR7tRR0t9NasV1Cpl1EpFlAs5zI6ew+TZk3I+/uzP/gwPPvjgVYHa7daN/SQM3p/Xoo+br6x6tZKqdpou5DFz0zofa8fBuU43E+DfL8cQtlotn3OWyQx8PYI7fnFjSqDHKC3Oy0y/0LFkjCZjvBY3lfy57mVObXomk0Emk5E5d2nc+rEUBH2VQRBy4cIFjI2NCSvHHQpZO92zl0Nrr3TZj+whMBeNQncm+wgzF9A0PZcu2TJd6iPrF4vFEI/H4bqujyUkm0ZGsVKp+Fi46elpsc7T7Ql4uXOc+Bi5YZqmGCroGma3CQ1qGIGjy6TVahX5fF40igRzxWIRlmVJ9p5pemaFYrGIXC6HQCCAdDotpQKeHw1utF4vGAxK3pLWUXLytywLw8PDWLFihW9yPHHiBF5//XV0Oh0ppfPaMw+QejWWKTQTTADOz0x2kOXxTCbjywPkfUHNm9YGAnMOZsADXbOzs7hw4YLE+2jwoE0bPDZuRniftNtt0QjqbiYzMzM+to8Aju/LawJA2EyaZDgIrOcruRKM1ut1AaG9CyXLQjx2sp88B6ZpotNsom0aMF0HrmPDcS2YhgnHsGC6DszKLFAvox2IwgwGYZkGDLgwnA7Q6cBwOzBcF3Px/2qE4nAjCe/Z7P4P7zk1PDbQ9bIB241GN/m/iXql4usCUK+UUS8VUMnPeN0AZiYxeeYEmnXvmc329WHDhg3o7++/6nyzNC4/+IxdraQ6X1lVS3f4Xctc+LPbwTZpE4UGd7z3ObgBJbBLJBIiOboS2CR4JFDjF59tMu2RSASZTAYjIyO+qhHZ99nZWYyOjspzyKizZcuWiQyJEqxCoQDLsiRPljrjYrGIfD6PaDSKcDgs+a6NRgOpVArLli1bMm/cwfGeZAD1YtxbZvFrAB0f+6B34eVyGRcuXMDo6KivnKb7DXLiAObKQIzXoEGBO3r+PhdP7qYACMjiQs6dEVmjvr4+RKNR0QkS8BiGFz7M1nTUXmWzWTFKkE3k5MFwXer1uFNkSVBr2rQYl0CT55ZgkOBi3bp12Llzp5SAG40G3nnnHRw5csQXBE0GiecEmAubJiAaHBxEKpXCmTNnMDMzI5MfQSjPFUvYdCITtGigxkmVuYy6hRxdxzQXJBIJMUTUajVMT0/LZ+fx6zI9ARKvO4Gf1q8AEPcvQR/PrwAcNTGz5GSaJjKZDMrl8iUu4GQy6dths6TOe6zT6chraSZPG3qAOSMSheHcCPAa85yyJBsIBLBu3TqMj48jn8/7mEKec+ri6ETXQm4ykHx/lpA1gOax6mtM8MxnolqtodlssA+IPFdkvXm/UXeoY4scx8G5c+fwta99TZ6/mxmRaBTxeAKpdBqDAwMYHOjH4KA/CHpkZGRpgVOjV7t5ue+9ZVVuNq5FH3cnzjc3WPOxdtpEwblkPtbuWgGo67oio9F6PC0n0aValmt7j5Wl216dHkEc24VSYsF8VJoHOWc2m03J5nVdV4Cg4ziiYSfgzGQyS+aNRTIWPQCs1+s4duzYZYOgC8r8US6VUCoVUemWTK939PX1Yfv27Vi9erWwEnSReosYYFpz7Eqwq6vgw0YmLpVKYXh4GOl02reAERxygQcgJTKCGy68sVhMyoAENdz56QiMTqeDeDyOdevWIRQK4fjx4xgbGxMGkP1eNcuYTqcxODiIeDyOiYkJjI6OCi1PMMOgZGowisWigD0egwYJZCx1iYIMJIFjLpcTJo5gUC/+ZMzy+bwYQ/r6+uA4jrCXZOUIosh28XyQAaDLNJlMIhqNot1uo1qtolwuX2ICoT4tHo8jEonINdO6FG3S0ECe54lBySxxEsSEw2G8733vw969ewUIEizytXU5GIAwxAT6K1aswAsvvIAf/ehHOHDggIAxgj1KCTQgJfDXjm0CLv55aGgIkUgEZ86cETBJ9oT3GgEcP1+1WhVjCs8hy1Ac87GBPBeVSqyVfdgAALLXSURBVMXXxUbrIefLASSzy40J7wFe417goDcsfA0CiXg8jnQ67TO38Pr3lmV7fzafCYRGrZ/EwQ3M1Uqq2mTAwWf2SiXVXr30nRz8rJdj7fSGqpe1459vBJRSO6dLtdwAA5CKCL+0Q16PdrvtA3q9Oj1+8RmmqY896V3Xi4Hi/R8MBoUhpKmLRijTNDE7OytSmnQ6LWbKpbH4xqIEgGNjY/hn/+yfYf+Bd3D61Mk5t55lIZ7pQyydRTieQjAWRzAaRzieQIgRMPFENwg6AC/02fLHwRgmDMvyvtdriLlVJJolBNw24HUdhQPAgTH35RpodzrotDtot5peDEyriVajiXajgWbTi4SpVUpo1KrCnAWCQQwPj+CB++/DfffdJyU7soNcPPTCzMWZOjza6gka6IIiaAC8ki3ZDOrutJnDtr3ctlAohHq9jkKhIPEk1GgwXFqXJbkAOo7ji3lhZlwymRTwVyqV0Gg0EIvFkEwmZYdK8MkJJxKJXALUCLb5Gbds2YI1a9bgrbfeEiaJAIyg3LZtZDIZeZ9eUMAyIoEDGS4aQO655x586EMfgmEYOHv2LPbs2YOpqSkxRmjmyHVd0Uj2llcJYAnWe81AbGUWCoUQDofl37XgnwwoQTBZUsa9JBIJPPbYY9i7dy+mpqZ894yOR+DvAXMsH+8nMnRk3HhfAZBrT6c1j0eDM56T3bt34+jRozh//ryvGwkBJF3djO3Rr6N1g/qYeB4IAMmM8nqTfY5Go5ew+DxvOgZGG2JSqRS2bNmChx56aMlBOM/gtbta5IhmsDiuxMbpPy9mET8NbfOxdpqB7I0+0Rrhm/l8NIxpJo+bSrJxGuRdiSVkhYNAjxp1rdOjVo9glJq9YrEoVaRgMChgj5WTYrEolSbTNJFMJpFOp6WKws19PB5HNptdMm/cJWNRAsBPf/rT+N3f/V35++bdT2PbB57FwJoNiGUHugAwCesmk74vDYIGYAW6AdA2YIe80OeA3Q2C9sKfYXigEoYJmCYcx0Wr2UCzUUO9XEZ+7Dxmz74Lo92Uh+ATn/gE+vv7ZcEkk8EyrWEYopOg05UlYObzTU1NSTlal+mGh4exZs0aNJtNXLx4EblczvsoXVaIjBZZwHQ6jXvuuQcbNmxApVLB4cOHceHCBQmk1uVKmkjo9tSdQThhhkIhbNy4EQ8++KBEiczMzODNN9/E5OSkAAiCFC7S1PLxs5KtpCmB5VgCA5YoGJBMwNJrAtGlZrKZZPFWrlyJZ599VqJhAG8S/O53v4sjR44IY0GWkuUqrZHRIEPn6+lHiYAqGo3i3nvvlXZrZKZ4PAQ8ZDwIoC5XAo7FYkilUigUCnJc1OcR7JHB02BQs5YE/k899RQajQa+9a1vAYBEtxDYAvABTIJ527ZFm0ldn2x6AgH09fVJ+RyALEKMOOK5InNIYM3PrcvojIMhSGRJSrvDNejXUTxsqXjffffhwQcffE+zdfOZHOb7Pp/J4VrcqgttcrjVg/PefOBOs/+aWZ6PtVuIwflcf2nTxXwg72oaP2q6ab7jM6RbkkajUR8I40a+KO1SWyIP4hc3sozjopwilUohlUohGo2iVCqJcZCZt5QdLY27ayxKANhqtfCFL3xBgqB728FxBEJhROJ+5i/AIGjNAArrZ/jawpmmB5Bsw0E6ZCMdCiAStBGwDAAGXMdBx3HQdh202y20mi006nW0mw20Gg3UalU0uowRFyuGG4fDEaTSKaRTKaxYsUKEtnqB1jEjXDy5I6R2jRl+ZKQ4mbPkTDMFXbnRaNTX75Rf7EtrmqY8wBTnx2Ix9PX1CSii8aHT6aBSqaDT6SCZTIpBot1uX9KWTUd2ELAxYJr6Q2bwEaiwWwVZsUajgUgkgpGREQDA5OSkABACD7KILGUAEP0by7gExzwWMpEscUciEWzfvh333Xcfjh49im9+85vodDq+HTLb2xG8cCHkQkuQwjIsu5nwfJOl1DmHBC7U6PHzA3OsmHbyEuBt3boVTz75JN566y388Ic/RK1WE/aBLFmvrk+7bbXpyHXdeYOgCRg1SNcMII9reHgYpmlifHxcGGJ+VpbINeBneZ2LLzc+GqwCkPfULmbNlGqQTWZW63y1Zoz3CO/TdruNeDyOD33oQ1i7du2iBTLcGFytpDqfyYGM6tXA3GIpq97M0NEnvaydBri8T+YLLb4Vjt1eJo+bRKYo6K+rGTn063Ju7dXpaVavF6y6rivzLbsmmabXTpHsHk1/1O/Nzs7KPJtKpZBOpxGNRlGv15HL5STBIZlMIpvNIh6P3/X30k/6WJQAsHe4rouZmRkJgZ6enp43CJrfC4W5IGiWi9o95g8yB/Npfuyum8kDPUlEuuGVBG1cvPmldUI6IFlPuCwLkgEiw8QdWrPZlAWQgIoLGsEOXbHafUvzAtt4UUeoY2A4AQIQVnHdunVYt24dHMfBu+++i+PHj4srl1owy7KQSCQElBLMUEdIAEM9SK1WE90ef0czc5Zlya5UC5bb7bZMiixF6FJkIBAQTWSlUhEdIUGK7j1L8MPzyOONxWLibmM5Ww+2WGMru1Kp5NPA9ZYkea+wvK3NDfpz8b15bnvLxjoMm8CQZh3+PRaL4cEHH8TevXvluMjc8D5maVcbKLQeiMfEHX4wGMTHPvYxlEolfO973/Oxk8BciZn3kmY/HceRtoC8rgSBvE/oruSzwfuf7mn+nnaL6+usf95r4OJ10ECZ/8a/ayCgo1VarRampqZ8bFjvHHCtGkAdBJ1Op6UHNxfuq+nj5iurXg7A9f75vVhe47M8H7jrjT65HGt3q8wFPLZeJk/LOLQWj/PZtY7L6fTYFIBAbz7gSEZQmzSAOcMYN+D8vUajgdnZWczOzgoxkE6nkUqlpAozOzuLXC6HarWKSCQinaLeyyz6T+K4KwDgnR5koAqFAiYnJ6WVWqFQkIVsvkWEC5/uxMCJm4JhgoFGo4FisSjsDtmkQCCA/v5+2LaNyclJKY9yMeDiqIFbqVQSbR0dxtwBkulhRACNIXz4qVnrjVUplUoy8faWVgOBAFasWIGHH35YWMRCoYC3334b58+f95WWCVgYTMqSN9+XYcwscRKQ6fgS7lIJerR7lqCPoG1gYEAAVa1WEwDoui527tyJkZERvPXWWxJjQNaIx8eyBs+pBgZkOrkhYN9kXlNGJfD4qI0jWCFrxnustzyeSCR8nVGAOY0nsxcJCPj6vMY0nGhNHcER2TOCMbKTuozN+5TsIdlGMoHU/BGE8WehUAj9/f1S+ufgxqhYLAKYA6QErNplHwwGhb3gJobsDv+vZh/ZH9uyLNiBIILhMAKBIAK2DTtgI2AHELAtBLqA1DANjE/P4Lt79kvMi+N4gc9wHDhOl/10HFimAcs04XbacJoNOK0mAPeyYCwSjSKRTGJkaEhaQG7fvh3r16+/5dlxi3nwuZqPtdP3iQ4o1uDuWhizmx2cJ3udtTw+tt/UX9cLOG9Ep9c7ms2mkB3UNLOTUSKRECmH/kyzs7MoFApSTSLgo/66Uqkgl8tJwLw2b/yk3KM/iWMJAF7j6HQ6mJycxNmzZ1EoFISxIXtDxgy41FWoY2B0dAYAiV8B5uJgyGgFAgGZIDkx0MiggQNfg2VgsoQEVZy4dBxIOp3GqlWrEIvFMDk5iWPHjskiSgaTgmRdPqKukGVqLmi6B6TuS8wgaOb78f2pKyJbwvdkx5HBwUE4joPp6WkAEHaJw3Vd6VKiO4HoOBmdF0h2q9lsYvXq1Xj66ad9poCzZ8/ia1/7mpwDLjoAJB6Fx8v3IKvF7/r4dP4jNZ6RSETOJwO0dZlWgy3dw3jz5s145plncOTIEfzf//t/USqVhCkko8RjIPNHsEeASsaTRqBgMIj7778fMzMz4gIH5rL7yD7y+tIVnUwmxRBDMKhZbkoCNBPJ68XzqZk9SgG0K7dSqeD48ePymuFYHMFIDAE7ANM2PGkHDE+XG7BhWkGYsRQQCMFwO0CnDbfTBjptLwy6rb4uCYIG7Ic+CjgdoHcqNE3vPUwLsDwdMEwbHddBs95Ao15Do1ZFo1pBrVhAZXYG1dkcilPjuHDwLZw9sEde6tVXX8WTTz55LVPNXTW0TKUX3PVGn1yOtbudbCadtfO1MwNwiR6PspHrHVqnx69r0en1jna77dPtUeNMsBePx32/77pe7io3jpxbqeFjJajVaiGXyyGfz6PZbIpch07epfGTMZYA4BWG63rRJadOncLY2JgsyGTbuPhTW8eJkKCwNyeNizTFuNVqVUrI1MyxlEsQxQmL4I6OXYrmCZjYHHtychITExNS6qXzlDtZHjd3ogx9Ztsd27YlYw6Aj72jqJp6OrqNGfjZaDSQTCZFw8eSBHsTU+AcCATEOUzASRDN9yETqnWHZDvZIk2bQHg+GH9DTSGPmaBwzZo1eOyxxzA0NCQas1dffRUHDx6UEiR/l+V0lu51eY/ghpE4ZFI1K8uxatUqccoR7GjThHY4c4LWGYuJRALbt2/H4cOHUSgUfNo5bSbhhoOZW7x+OhfQdV1pW0cATzZVa+50GR2A/A5NSOzuwcFFnXFBNAPx/xAo8OcEvFr7yM/SaDQwNjYmMgjDMBBgAK5pA6YJFwZMy4Rp2rAsE4ZlwjUsOMEIbNOCaQDoBkCbnQ7gtiUUmsMB4Mb64O54Ag662kXHget0hBFke7h2o4F6pYRGtYxGufu9GwZdr5RQLxVRyU+jXsihND2B/MSYvM+27dvxrVdfxdDQ0ILNTbd6cANxOROF1pxejrW7keiThRidztXbmelS7ZXYtqsNzgcEeeVy+Zp1er2D6wLnTWpyKTWYL3aI7B0ZPmbBkuHjpst1XQnY5wYym80ik8nInLM0fvLGew4AMsNIN3y/3iDoer2O0dFRjI+P+wwGbGTNMhvBIBez3rJkuz0XmMzJk9o3XZqjPoO7Q+4emfGXyWSEASPTp1vxtNttCYiORqMStEnRMM0hLBHPzs6iXq8jkUigr68PrutK5hNNEmQguYvVZhUyTwQpgUDA1wvYdV2cP38ee/bskfw+YK6JvW7h5jiOgEwuJmvWrMGaNWtw+PBhjI+PA8AlQIwgEYAAMuohWQ7VYJwaHW0eoasVgJRQmIfFmBwODVJ6NYD8XATb2ixCMwpbHfG6agaM5UCeG4LYWCzmKwFzk5BKpeTa0kXIex+Y63qg+z/r49ZyAM1uanZWa654nUKhEO6//36cOnUKk5OTcu+TYeR9Fo/HMTU1dQlI1RmQkUhEnlF+doJNzRDyOpLprNfraFHz13EAwwuD5vUAIM+CLuNzo1Wr1fDmm29iz549lzhir2dYloV4MolkIol4IoFMOo1lgwPo758Lgt6xYwc2b9686DLQ+MzNB+56o08uZ6K40yyRTjYgi6edtfO1M7tZMEqpCk0ZWqdHkEdD1bUYPLgJLhaLPkOeztvrHQSJnBccx5Hs2VQq5QOING/k83nR7dKUt1TWXRrAIgeArutifHwchw4duiQIerZQQKHgBUGXSiWUikVUyv6A3+sZoVAIO3bswLZt25BIJKRcqEu8GriYlo1AwIZt2QiFvAWNix9ZMDp/OWEA8An+WaJjmYHggHopLozaLJDL5WQxZqmvr68PmzdvRjgcxokTJ8Q9q8ueBI+MgRkeHkY4HMbk5CRyuZws3szL04G/1ApSj8cFgyYUOosrlYqv5RnBK7t4UHvHEiNL3+wewj6wzJTipEpwFQqFRLvIrhzAnNmCfyYbBkAmPp1XyF064A+l5efXHVE4mbN8rUE/WUUuLmQkCQh5/h5//HH88Ic/lNZrAARkETByEOiyjBoKhbBz50488sgjOH36NF555RXMzs4iEAgI8OPr8Hpzgeex83zwNXnfkCGmXo/3HAE5TSX8HTLJLAVroEZNJEEXWSJdBk4mk77uG1oe0Wv24AaJn4utB7Xrl9916V+XpnleqYcdGhpCKpXyvQ9wY0HQN8Ma3apBNupao08ux9othsHP0svk8ZrZtn0JyFsoxnE+nR43Uteq0+v9LCQmisWiz6TBUu7lXstxnK6xsSAaYwaaM4eVo9PpYHZ2Fvl8HtVqFaFQSFi+xXJdl8biGosSAJ48eRI/+7M/h8NHj6CQzwMALNtGPN2HWCaLSCqLUCKFUCyOUDSOcCwhMTChWGLeGBhTxcAY3RgYozCDeGUcwWZVSkNeP1ALjuGVmRzDhGMYcDoOOo4H2pqtFlrNJtrNJlrdSBhPC1RGvVpGo/vwMTpl9erV2LVrlyxIenHipKYXMAqCyazk83npfkGNBneeZP8IWuLxOBKJhC+Wg2CTHTH07lGnyQMQRo8aQJZoq9WqlLVN0xQBMZ21PIZkMonVq1fL+1CzSKBL9pDvw89LcBEIBLB9+3aEQiHs3btXmCVq02gQ6HVWky3SzBszqgieuXtvtVrYsWMHPvKRj4ip5ODBg9izZw8KhYLP5U1GWGv0+B6a7SW4IbtINpOaSN2KjIwagaPOsWP5mq9DYL5u3TocOXLEB351WZcgjAskXb18T/5cO5vJfuroGzKD8/1/13Vx7733otls4uTJk8IC8ZywfEvzDo+HkgkCfH1fEnRoRl7rBxnEzQWY9ymfGa391JmALC0PDw/jqaeewvDw8KIDbNczOp3OZVk7zWTeruiThRgERldqZ6ZLtb3tzBbi/Xt1etx8XI9Or3dQ78zNJjewBHtX6n3b6XR8ocuGYYjLnBtpffzcMLNKkE6nkclkfEaQpbE0LjcWJQD8zGc+g89+9rPy9827n8bmx59Eon8ZYuksopk+RLoAMBi58UbSjb/5PPwN4o1uEHTA+27ZQDDkhT/b3t9Ny/YCoA0TDlw4nTbarTZaTQ8EutUy2pUCihMXUS0VhAl68cUXpRm8LiFzMWRsAHd82q3a19fn01cRONHRNTw8jMHBQZkM6AyjdpCLLNmlZcuWYcuWLchms5icnMTRo0cxPT3ty9wDIIwLs9sajYYwfro3q2maGBkZwa5duySH7+LFi+KuJeAh+0nQpo0pDLWmG800vbR5gjcypGQvqDcE4DOBEAwQOGhwZZpea6Jnn30WAwMDctVzuRz+5m/+BsViUUwMGujxemlGlaCkN79Og7xms4lMJoP+/n6cPXtW3o+gCICPIdNawEwmA9M0xW3Of6dYmwsF39M0TSkB89ySDdJOXZ6nQCCAXbt2IZlM4pVXXpGQZs2K8Xj088VrkMlk5Hxr4EkZw+zsrGxkeD7prtagVZ83ng8Awl7y/+pcQnbJ4bXtjYfhvcQSWjabxVNPPSXP32IavJ80sNMMOwdZyPnA3a2KPlmI0Wu6YGszXstrbWd2s6PZ9Pe9Jct9vTq93tHpdESzp/tza93e1Uwe3JBTgsNy7nyl2larhXw+j1wuJ5pamjcW832wNBbnWJQA0HEcfPnLX8aBAwdw6PBhvHPwEM6cOunTp3DQJRhWDGAwGod5SRB0tw2cqYOgTbhw4XQchGwTyUgQqUgYsXAIIdvy9EUO0HEdtFtNtFttNBpVNGp1NBt1tLsLbCAQkLIQT2csHke6G6Y5MjKC/v5+n2FBmz8IiqLRqND4LKdR28LWWmSwmFvH/CcCNf4OdWQU6zMPD4CUE3qNJSxNa5BHkMGevr2uPwIy6mOoUWT5k45kfg4u+DrGg+wa3alr1qwRwTJLjzQfsBSty5GcJAlWyHRSf8fFlFqdZDKJTZs2Ydu2bXjllVewb98+OQ/c8XMHT2aNbBuZN7prtZ6K+k0daZLP5yXnEJhrKcVzxO8aOBI8Esg+8MADePTRRzExMYFXXnkFExMTov2zbRuVSsVn8Gm1vJZM+pzrcq7u6wt4QdDBYFAWZm1e4rkl+OXnmJ2dlXuYLK4OkiZwAyAgnkxorzuYzzXL8PpYgbl+yfr/UufFa8JrT9aIwEq7UXfs2IEPfvCDt6UcxmO9HGunp935TBQ0FN0NLE6ns3DtzG52cB6iIYNMOg1euu/t9Z5bx3EknqhYLPqkLpQHXO3eYpeN2dlZVKtVWJYlocvzMYM0b+TzeRSLRdi21wIzk8kstTZcGjc9FiUAnG8QGDEM+kpB0BSBi16oKxiXPzvzB0FblgnL7OqALBOhLougw5ZpjtAAjoCO/65NHdSMAZDvWndG9oRtdzhBUoPHUizBEfWJNB9QC0ZzR6fTEeaMock8Vi7uqVQKmzdvxvLly1Gr1fD2229jbGxMjpUZcWRzdHlaC637+voAeGVsmib6+/uxYcMGAEA+n8fY2BiKxaKUpriwcfIjkGPZkMwmIwtyuZwcN8uAHDR/8FqHw2FfJxACP+oAgbm+yToImgwsW8/pnphkovgzfU016NEGBrJZ9XrdB1Z1GzTeH9QSataK5x+YW7hWrVqFU6dOoVKpCEtJkMH7UDOSBES6ewwZsUajgUQigRdeeAGzs7N4+eWXfewcnzfenzSU6HgZ6vz479ywkBnWmiaeE95bvSVr/plAmG5rPr/atMV7kH/n9euVUWggq7WGjuPg9OnTyM/OeiYSAKZlwroODaDOW2PnH2qAdZmS2t35WLs7baK43sF7cqHamd3s4KaQ+mrm6WmdHp/nGzkOzrFcU5iZSYkNw5WvNhqNhgA+SlwI+C6XsddoNMS80W63kUwmJaXhbtgQLI27Z9w1AHAxDNd1MT09jWPHjmFiYkL0ewQmXDz0F5kinZWmf1atVmVy4eLFcjCdrbrkR5s/WRxqRYLBILLZrATj8v8RdOjID/6eFhUz9FO3eKPzmTEvLOFy96xdwOvXr8eDDz4oLOGhQ4fw9ttvA4CUVgh0yaKxzy/LrAQRdCWzZEsWi2CGzmKCBDJlAGTx56BuUjv4qMt5//vfjx07dmD//v04e/assAZkNVk6JxjTmjeWRwn+o9GogHYCWjKjTNDP5/O+Mi8XSYItngvHccTRx50/mcVoNCqfh8elMwHJ6hKcaacx74FYLIbZ2VkxZPA+4XnWgIzAliweX4P3vD4HBD7RaBSFQkGYPgK1ZDIpLKMG03xPrWVjxBE3P81WC1DAmRuBdrvtBUGXywhFoggEg14IdCAA27ZgWd0sQ8uEZVuwTROmYaDWbOE7+4+i0e7Mxb04DgwAtgnYlgnbMGBZJgKmCdN10G410G7U0azVUC4VLynZkm1MZTLYvGkz7tmxHTt27MCuXbuwa9euhZ+QFnD0mi7I6JE9pf7yetuZLcRx3QqdXu9gED/NbMBcMsD1mH506DLlNzp0+XJGD3be4AaP5o3r6SayNJbG9Y4lAHgNo9Vq4fz58zh9+jTK5TIA+NgRAD4not4Za/aPE1Sn0xGgQfaEQnkCMJ31Z1kW0um0MIM0XNCFS30gO0Nks1lh2XRXC4K2VquFRCKB+++/H319fThz5gyOHj0qLdjoMObvhsNhyewjUOFiR22cdswRJDB2gAHWdKYyWJjdKliWDAQCAmaXL1+OixcvIpfLCRglk8R8P4JqMlcs++pSNt8PgLRy6u/vx4svviiZdK7r4sc//jHeeOMNASE6U4/XmZ+fLkFeY5YjGaNBpoyght1AksmkrzQ2n6uY5VSCxEQigcceewxbtmzB7OwsXnrpJYyOjsKyLGGcGY/Say5iSVRn+fEcxONx7N69GxMTEzh48KDcZwBEY6kXK0oMli9fjsnJSXFGElzyvJGh5r9zeiEQ1WwgWUSeC/6/YrGIiYmJuTJ4NI5IIgErYMGE5Zm4rABM24ZldY/RtIFYGjANoNPpBkC3gXbD+7sEQc/p6jjsB5+e+4tlw7ADgB0E7AAMOzj3Z3U+XNdFs1ZBo1JGo1JGrTiLymwO1dkZFCfHcOz1V3F2/1wQ9Fe/+lU899xzV55obvFgWfxa2pnpKKjbNW6VTq93tFotn26PZjiCvWsFk2QJyfBxPibDdzmGkM9HPp/HbLfHfSqVQjabXTJvLI3bOpYA4GWG63oh0EePHpUQ6N42Tly4WVrjz3TpizmAuoSiy1G6nVYymRTnKBkWMl4EBiybEfgRVK1atQrDw8O4ePEiLl68KCwbAHHakX3R7X8YRs1dKl2xZA3pio3FYjIpsmQajUZ9bYmq1Sr6+vqwY8cOtFotzMzMYGpqyhf4zJgRAieCMObaBQIB6WfJTENd3gM8hqlWq0l8TG8kiP6MZGdYEl2/fj0++MEPIpVKwTAMVCoVfPGLX8TMzIzEMpBdzeVyAOZK9r1uVWq0CPwIwDQwikaj2LRpEw4fPoyZmRkRufOas6RKFpBAkgwez1FfXx9Onz4tzC4Bky6nap1cPB4XkB6NRn3B2dFoVBrEEyQS5NKBzOvTGx1DZzj1SjoOh5+FLHYvsGs2m6Jl1Q5o0zSFaeJ1ZAZnp9PxdKKWx+a1HAeGacG2A7ACFizDhmV7oNAygY5pw7WDsEwLhuvA6IZBG07b+7syfbUA1KOr4K5eD8fpMoGuC6fTkUBo/qzVqHvBz9UyGuXyPEHQBdTYCWRmCq2Gpz2LxmLYtWsXvvLlLyOdTt+SuUoPMmbzOWu1RvJm2pnd7Oh0Oj6gx/lO5+ndqE5vvvdiuDJNdNyc0qRxrZ+fwI0MH+9zzp3z5fZxkKnO5XJoNBoyt6XT6SXzxtK4Y+M9AwAdx/G1zKEzlAv25b7rkhIXsenpaUxOTsoOlCU2an2oY9PBz2Q1gDkgyFPLnSYXOmq0GMJLUbR2TdIBzDJHqVRCPp8X4KdDfqmFcV1XgoLJIvHc8LVarRZmZ2fRbrcxMOAF17ZaLekzTJBJdyePmcyfZnx0PMiyZcvw6KOPShDzsWPHsG/fPimFuq4r+Xs0QgCQ0jcXomq1ihUrVmDHjh146623MDU1BQCin+HrkZ0jC6iBEDVyNKvQtZtIJHzRGdppSQ0g2UqykzxOsp7a5KGdqyzd8Bi42BLMkhnQzBzBKl+TZTiGRrOczxIwwRsdwjroW2v/WNanyYQsG0EiS+2JRMLHzPK8cGMBzAVg81l55JFHMDMzg3Pnzsm9xXuEnyEWi0l5WpfKCXJ5zggyyYIDc72BCWT5mfjFa+Z9TsB1/f2LebzsmMJrSGA+NjaG73//+xgbm+vUcb0jGosh0Q2ATiWTSCYSyGTS8jwxCHr79u1Yvnz5gjM61L/pUu2taGe2UMdJaYVmjTXQW6h+s3wOCfa0GY1f18Nocs6anZ0V+Q3nV91l43K/WyqVkMvlUCwWYVkWMpkMstnsknljaSyasagBYL1ex7FjxyQImgaQqenpuRDoYhHlcgmVbmn2RseKFSuwa9cuDA8PiwOWpUaCCb0gmbbt6Yksu1uKCyHaBRHJZBKDg4My4WiQqQEEWSO+HydIHe3A3Xs2m4VpmpiZmZH/Q1AwODiIDRs2oN1u48yZM5L8TqE2/y9ZzOHhYfT19aFUKmF0dBSlUkkMFGSGdFQLDSEM/yWryWMjI8WgZTp7E4mETJTUx3Hyo6aRDBcBu23bKBaLYtzQWXJ8Xf4/gh1el3A4LCUU7cCkeUYvRgQ4DH8mK0UHNUGD1gHqKBINXLgRIMgiyG82m0in03jkkUfw9ttvy0LADQjPM7unaCMGjy8SieDxxx/Htm3bUKlU8Nprr+Hdd98VRy7LqCwz83OQVdHlMt5vAATo0fHM80QGmMBa5wECEPNOMpn0bQAI5Hm+NItI8EUJg9Zukk3WGwqWJHn8PGfUpNL8ozdzemNFMMnnKBgMYmhoCCtXrvSxuDryRm8Cr2QCuR7G6GZGpzN/OzPOH70A704GU5NppyFD971lR5t4PH7TOr3e96zX67Lh15mWZPeul0F0HAelUgmFQkE2XbFYTEKXr1Z6ZmZrLpdDu932dd6420w/S+MnYyxKAHjgwAH8neeew+iFC/KzZN8A4tkBLwMwlZUcwFCsG/8S9wKhg9F4Nwg6CFPFv0gcjGlKBIxx/jCCuVGYHU93101jg2vZcA0Lrul9Oa7HMLUdB+12C+12pxsL4wVBszF8s1YB2i0ETQO2ZcpCs3btWrz//e8XIEbwwH/nQkXQwDIcF1EyZ3QjA3PxCmT0yOJEo1Epo3Fh4EKnGcByuYxAIIC+vj7E43FxTxOQkWEj41kqlcSgINckmRRwVygU0Gw2MTQ0hAcffBCu62JqagrHjx9HqVSS8qZ2fpI50ll14XAYGzduRKvVwunTpwVkEfRxl0+gRODAz0kgwPOcTqcRj8cF/LHktGXLFnz84x8X1urMmTP4+te/LmHIZCkJiMj4adcr2Tw6dQmOgLmOHjTPcCHUGYEEjSyDsqTNxZ6vTePHxYsX0Ww2pRxPdpMgC4CAMc008hFnGZwgVWslo9Go5EcSVPI+4++4rosVK1agUqlgfHxcmFgyzVpjylK3ZkUjkYg0tAfm2D6y7LqMzWxD7QTWLk/tDtYbM977/L/Lli3Dxz72MXGsL6YxX6cLGnGo8VzodmY3Oy6n0wuFQsKgL4ROr3ewkwbDlbkBIti7ERaRGX40xAHwhS5fDeiTaaZ5g8x9NptdMm8sjbtiLEoA+Lu/+7v49Kc/LX/fvPsprLxnJ+KZfsQyWUTTBIAEfwnYgcvrLy43Gl/9I8BhtqABGBZg256g3LZ6QqEtTxxuWoBpw+10umCwjVarCbdWgdOowmk10axXUZyaQK1UlAX1+eefRzqd9sXGAHOhwAxdnpmZQaPRkAnNsixks1nUajXMzMwAgJhF+P8GBwcRCoVw8eJFYfPC4bAsKCzBkmEaHh7G+vXrkUgkcODAAZw8eRKBQADpdBqBQEC6hNCdyWxB7TJlSZhaw9WrV+Ohhx5CLBZDu93GD37wA7z77rsIBoO+WJpisQhgrrSodWHhcFhS8FkOZ+cLskQ6c5CvQ6ODLhXy//IzaLft008/jbVr18p9cOjQIbzyyisCwghaNBuqASABOhk3baAgKCHAZ8s96jLJTrEsRwZRH38gEEA2mxVGgW5tgigGYOuuIywD67BtAiqCSZ4nAuYdO3YAAPbt2yegmmyndrKzIw1fC5jbTBB86u4b8XhcYjkA+I6F9zwAYYk0iOd9r8vjWrLB1+AmpRf08TyRaaaWcufOndi5c+dtBVB85no1eQTMvaaLhWxndrPjdur0eke73faZNMjIM4ZH65Gv9zPp0GXDMKRb07WwdNTA5nI5zM7OwnVdMW9cqbvH0lgai3UsSgDoui5ee+01HDhwAIe7QdDvvvsucjPTPgZKj0AwJIHQwai/FRyMLuOnvryfWXDhdsXeLoKWgWg4hHgkgngkhHAohKBtwjRMdDptdNotNOt11LuTONkyAhgxAnRLjumuVmR4eNiX4cSyFBdF9t4l0KEJQ5s8+vv7EQwGJQGeoK5YLEoXDzrPCBioF2S5jCwZ+0XW63WEw2HJpCKgICPkuq50oSBzR4aRXUaoj6ShROvSksmkHJMOZKVuUesKObmGQiH09/fj4sWLqNVqyGQyACCt7qjlq1QqYiAhA8QyPdlRAi6Wgm3bRn9/P/r6+rB69WqsXr0aX/ziFzE2NiYl8Hg8LueQ7JqORiHo1YCQ4IPHwoUyEAgIM0AnNQErryuBv47DAebAUV9fH5544gksX74cjUYD3/nOd3D48GEAkBKubXv9psk6ElhQ9M6cSADCtBUKBV8QdCKR8AWKE/gTlDImhmXRarXqaxnH851MJmGappTxtROYcT38Gdk/HTvDZ4OGEmCu1RxBIEEhS/QE+CwR83dpguHz1NfXhxdeeGFB2UCWP6/Wzky3NLsdQdTXOrROj1+aaV1ond5876+129wQad3ejZbc2ZKNkUeULrAqcC2fh/mquVxOKiLZbHbJvLE03hNjUQLAyw3mJV1vELRmD7T+h6W3+TQ/vT+LRqOIx+NSitFaMC5E4XDYFxDNCYI6QE44mrXiQkkgwQWUmjk6z+g4SyaTPn2bZVno7+9HrVbD5OQkHMfx6e5YOtVhuYZhYNu2bdixYweKxSL27t2LmZkZiUxhBhvLfpVKRXbeooHsagJZRiGgHBoawmOPPYZ6vY6JiQmcPn0apVJJgCLBDrPzyC4RqDCHa3h4GKFQCJOTk3KuubBTk6UBGkEue+7SKEAdJ68PQaoWzZMxIpgnS8ljZjmSIAuAAA6yXhqQ8jOxlMlFlWCW7CE1cWTo4vE4gLn+0LzPGDY8OjoKAKJH4mcks8lrrB3rZOxYzmZ80ODgID760Y+iVqvhpZdeQqFQkM9KgMVzbVlz/ZBZKtaaTJaqCezZqQbwmzqoA+SzTLDXC6AJ4MmQEvRpAwifYw4CaAJ0wIBpMmy7G/LefR7PnjuHw4ePoEOGsud55591OHQsFpXSIHPneM/QGDA4OIihoSGMjIxIx5TFMghUqYGdT6fHr1ulV+Ncxrma95QOV76Sk/Zqg6kFs7OzqNVqsG1bIlmuNV6Fxg+aNygjYU7q0lga76VxVwHAOzkcx8Hk5CTeffddAQhkxQg+tJNRLygEg5yAmMXF8gn1cGQOOAmTcWOkBwNKCWaZ61atVpHNZrFmzRo0Gg1cvHjRF9ismQkChXw+72OA2FpIlzbr9bqI/RnAypZnOuuu1Wqhr68Pjz/+uIQU79mzB0ePHpUWa4DXc5fnhgyZ1prRLcsAZMvy2iwR6PL/Ehzpc0+GkwsIy5WO44hWkYsfg6Cffvpp7Ny5ExcvXsSpU6dw+vRpTE1NSblU95NlWZQMGh+barUqodZ0dVM8zus8NDSEdruNiYkJYecIXshaatc2mchKpYLp6WnJnqQph30/WZbVMS0EVtQtEqSzLVw8HkcgEMDU1BQqlYoAz0wmIwYYAi5dmiZDzM9LgMlyLRk5njsCbM0AMlScQJPgT29M+P4E6dVazce46wgdcTfbNkqVKpodB+FgCFYwADsQQMCwYNombNOEbZkeCDS8IGgXLvaenUC+5hlK3E4HtmUgYBiwTCDQDYKG68JxHdSqNVTLRZSLRZTyORRnc6iWihL3oodhGFizdh127NiOHdu347HHHsPHPvaxBZiFrm1wAzefTk8bMm6lTo0mDZZxOdcwaomykJthFRuNhkSycG5jJMv1MJbNZlM6b/AZyWazshlfGkvjvTqWAOBVBs0IJ06c8LVnI7giQNCRMNQ16fZpdPWRPeHr6A4NwFzcSSwWE1aQWVOzs7OYmZnxabu4s2WroUgkgkwmI6+rA4eZn8cw5J07dyIWi+HYsWM4duyYr5MFQVo8Hodt22Lk4Os2Gg0BDDQvsJTD8iYF1WQs2Q6OLlUCOzI3LDtnMhls2bIFJ06cwPT0NABIuTkYDAoQJnh2HOcSEwiBZjabFbaQURTJZBJ/7+/9PdHSdTodvPbaazhy5IgwWSwr6u4XNICQJdO9jcnmsQTLkjXPCw03BGMsf8bjcd/mgedDs6zvf//7sXLlSrTbbbz99tt48803pbUcrz+1ZXx/lmYBSHQOS7fNZhMDAwN48sknUavV8IMf/EBiU3jMOiaJDGAwGMTmzZulvZ82ZmgQnk6npYWfZm+1g5egmeBRA0AGQYvBxLIRSWYQsG0Ytg0jEIJl2TANeM4tp+39IRACognvZwyC7rSAdnPuz535gqCfAgwTRjAMBEIwAmEgGALsq+vbOq0WGlV/EPTU2ZM49O2v4uy+N+T/feUrX8EnPvGJa512rmlcTqcXCAR8hozbYR5hHihNGnwmqdu72YBjAkoyfJTBkOG7nmgVx3Gk1zifTXbeuBkGcmksjbttLAHAy4xSqYSDBw/i7NmzIqrn4k+QoM0BgD8IWjMVvTmABBYEZvwZ9S5kb8jyzMzMoNlsIh6PC2vC8im7emzYsAHpdBqnTp3CxMQE2u22ADQCILozE4kE6vU6ZmZmhJFhMDInVkZ5aFOJNoZwgmdZlS7gtWvX4vHHH0e73caFCxdw4MABYRXJEPHvLMnpfrqmaYqrmW5CMoEETdSwAXOl2N4YEJaJ6TImO7Z69Wo8++yzAlpzuRz+4i/+AuVyWZg3tkbL5/OyqAIQZhSAACICNvZ6JdPK69/X14dHH30UJ0+exKlTp2RjwH8ni8lrT21lo9EQ0MYuKVNTUxIvEQ6HxZFJzaHuNayz9XhdCQ4YtUNWkxo1XVYlmNSOcmpV9fUA4DOyaDDPawrAp3ska6sjkggAeR2npqaE4aTWtdlqwbaDCIbDsOyuIzvgD2U3DBNNy4Jp2DDgwHRdGHBhwoEJF4QgHQAVAFWk4A6txlwQtAOn4313Ox3vu+Og1WioIGjve71SQrNS8X5eKqAyO4NyfgbN+lwG4pq16/DYY4/iC//v/ytl8esdd1qn1zva7bZs9iiLCAQCAvaYQXkzg5pgMnycu8jwXUsfXj20eYNVgWw2e81awKWxNN6L464HgL15UL1B0FfSABLQ6NISgRG7JPDfWH6j8J5tksj4cZetA3c5QeoyMEtlAKSMq9k6Om5ZNqHTjEJzulS5eFuWJbo5wzDEjUbmkKHIukxJMLpmzRqsW7cOk5OTOHr0qByb4zi+SBNdouQC3euwXbFiBR5++GHE43HU63W88soruHDhgkSY0CjC88pFndo0vl6r1cKGDRuQyWTwox/9CADEmUpAwUw/AnEN/HisGvQyLoXOUZZdtVOVQdBcvHqDhFliLZVKUqrVRh6GK5MVJoPH8hT1YrzmAAR8a9aPuXjsLZzP531tA2lW4eaACy3BHe9zlqAJRjXAIrO4YsUKFItFjI+P+wwX1J7y/9IMEolE8Mgjj+D06dM4efKkb+EkCCBbSlBIVziBuHa/87gJPnk/ad0gdYC8ZgSYZA4dx4ELwAB8G4RqtSpGFd5jlUoFhw4dwr59+0ROcD0jEAggnkgikUwi2Q2ATqX4PXVJEPSWLVuuC/RpnR7lCvPp9Aiub8dgOV7Pq5Zl+UwaC2FqocyEocvc5JLhu95ydafTQT6fF6mLNm8sJhPO0lgad3IsWgDoui7Gx8dx6NAhCYJmCPTk1DSKhQKKJU+To8tdNzJs28auXbtw7733SimRxgSCCIrR2VaMi1QoFILdLW3Guno9Rgtw8tJlYrIzXIzJjHHhI7PDxYtC+76+PjSbTUxOTgKAlPls28bQ0BCWL1+OCxcu4Ny5c1IqpaaQuW58v6GhIUQiEUxNTUlHB+6Gqd1i1xPX9VrikQnSzlf9f3V/Tc0IpNNpWXzpeuUCDkA0fxSlA0A+nwcA9Pf3C1AnqCDYI7DQ5hpqJgkaeA254+dixoUM8ALACcDIlGngoAEES+S6RMxrQEBKcMv/t27dOiSTSbz99tvC/HFR1xpQghytYTRNEytXrsSjjz6KVCoFx3Gwd+9evPnmm8IQ0unNz0ZmjcBQd7PRxiQd9szPwuPWkS7UWnJzxNI2tZ76GjByiI5iPpeRSEQYRZ53DfS0iUSc9CrXUOsSeb/weusNnWaBefypVAojIyPYsGGD6Fn17wCXBkHP952dgBZqsMUjtXq9Oj1+3c48OZo0+BzzHonFYsLuLVSJlJspxrJw00KG73pBGgFkLpdDoVCAYRjIZDLIZDK3jRldGkvjbhuLEgC+/vrr2L17t/w9EAxhYPU6RDMDiKZ1DmDclwUY7v45GIvD7sbAGF1mTwdBm6blRcG89QqQH4cLZ65DqGHDtW0v78+y4RomXMOEYxjodFy0Ox10Ou1uCHQXHDaa6LTqCDgdWHDQqldR6+rU2u02hodH8NRTT0pEBRcWXR4DICVHsnhkdcgEaKMGy361Wg3T09OoVqviRiTwoymCYILZbdPT0ygWiwiHw1i1ahVisZivFRwDfll2JghOJBI+BoZlS07ktVoNK1euxFNPPYVarYbR0VEcPHjQZxwgI9Ub9EtHbbvdxsaNG1EoFDA2NoZIJCLvpzWNutxJIEA2jQwWS8HpdFriJiqVClqtFnbu3IkPfOADsjBUq1V8/etfx8WLFwXQ6BZrug0eF2WyjLxOZFbJ4rmu11bQdV3pA0uQZFmWlG8JMAjUdYgzGcNOpyOvlUqlBNBWq1UBDwSrjUYDhUJBdJi8z3hPUTOo/86YF94rvCe1sYUl7U6ng/HxcWG/CZ4JJplPqaNeuKFgRBGvjz4uSgpE+9d9fgD4QBuNNPra84uAn+cjEong4Ycfxv33339HQMCVdHo0ZNwunZ4eZBsJ9qirZdIAZQYLdUyO4/hCl13Xa1fILhs3wmiyVWI+n5eA9Gw2Kz3Nl8bSWBpXHosSAH7+85/Hr/zKr8jfNzz8BAbWbUY8249Yuk8AYDDqdf8gEAxGry/CoPHSH3sCcRiAHQYswwN+MC4JhDZMGzBMuIYBx3HRdtrotNroNBtAowq33UC76QHDZr2G8uwMKoVZKXG9+OKLwuJQswTAF1XC8Gb+DhlGtmijHo+dECj8X7ZsGcLhME6fPo1qtSpaQTrvdPm20WggkUhg+/btiEajOHz4MMbHxxEOh5HJZATQAZCWb6lUSsqoNBTQvEBTQzabxe7du6Xf7be//W2Mjo6KELzdbktZldeIZT0CU45qtYpMJoNEIoGpqSmYptfTllEuPF8ApITbqwOkvpImFrK6oVAIzzzzDIaHh+X9Tpw4gZdfflnKy4xdIYBj2VprPwH4Mgx5jgg+yGgODAyIHIAxMzTQkPnT3Vps20Ymk5ESuS4BE9Azq1D3JiYYJiPHa66dyzxv1JuuXr0ajUYDZ86c8cW8kLElMNe6St5HZPUoGyCoIRNK4EbtJY+f14bAEZhj4AieqTfVmX9kCzVzp/M3+bm1c7vVasl5Hh4exnPPPSeO9IUeZM8I9KrVqtyDd0Kn1zvI0FOWwg0iy7gLHWRMMw+7DgGQysiNumsJInO5nERL0byxkOzs0lgaPyljUQJAwOvOcODAARw6dAgHDx3CsePvYnpq6oph0AC8MGgGQSu2T750WzjL9GIeHE/o7TodGAACAQuhQBDRUAjhcAjhUBC2aQKOA9P0Jkkm05Ol6XQ6cAEE7ED33xJSAh4cHJSFleVM6pTK5bLs/lnOYwYfS8CxWAyDg4NwHK9TSLVaFU2cYRgoFosIhUJYvXo1wuEwJiYm5o2BIfvUaDSQy+Uk8iCTycA0TWGFmGPH0jTLhwSmmnliOdYwDGmczvdJJpPSzUObRgzDEFcvHcWaBYpGo5iYmIDjOMI60vRCQwL7HZum6Ssr624aLBsTuAaDQaxYsQL9/f1YtmwZ0uk0vvKVr2B6elqAtWY+crmcZNWRBdMZjLpsyegX/h+W+0ulEhKJhLBfPDZqnPi7fD2WUsmcDQ4O4oknnhBQeObMGfzgBz9APp+Xz07ZgDZxMKiW10lrt9rtNqampgT0xWIxZDIZ6QJDKQI/K0EvAS4H359lXbLCkUhEMimBuTIur6MuN1MvyWmIJWBqQnuBn9YHUt7AqCTmJmrZBj875Q9PPfUU7rnnnhuel3p1egT6ZH3vhE6vd3Q6HV+4Mu85gr1b0c+YGzx22aDOlKHLN8rI1et1iWihlIObw6Wy7tJYGjc3Fi0AvNxwHEeEwrcrCJrMSDwel4WRwIhgjmBLl3gJ0PSfHccRZo3sCidjwzBEp8Qg01arJWYQlkNZAuWilk6nJdbAsizpRUkgoYOQyWbdc889WLt2LS5evIi3334b5XJZOnYQGBAIkgXUDA7ZJeoGGc2wadMmfOADH4DjODh27Bj2798v7BAdzlr7yDxECt2LxSKazSbWrFkjpWqCbOrnYrGY6OkIqslSkbUiuCTApLOXi7YOgmapkOCTZVg6vvl61AHykSFAASAmEIISmiCCwaAswolEwucCpo6T4eK6bRhLv9rNTAej7pDA0Fseq/5iyZslxnq9LmXndevWYffu3XBdF2+88QZOnjwJx3Fko0KDDK85jSyZTEbCpLlp4L3Na8DzDfiDoPm5eZ4J9lhG5/Ot9X5kCvna2gDC/8/j88D/HBto2ZYYuCzLQqB7Daenp/H1l7+JNkvQ8zzvvD7RaBSRcBiJRBzJ7uaAXzrTLp1Oiwlk2bJlWLZs2W0BKFrXWiqVBLBTi8zcx4UerVZLIlloGOOG92bYxE6nI503mAtKlm/JvLE0lsbCjrsOAN6J4TgOxsbGcPToUUmHJ/ijSxKYywLUoIALHyfqSqUiCxLF+wCkzEkmAYAv7oWMDcsn1NAw4Hd4eFhA0+joqLhcgbkIDpYbAUhphiVHtj+j25nHz/Itf59sCsuRBMPDw8N47LHHEIvFMDs7i69+9asoFAqiJ2J0i87J4yBw5oRPbQ9dgAQbursHwZSOEaGQnOeOjBXZs1qtJlmAwWAQf//v/32sXLkSzWYTU1NTOHPmjMTWENTzizmOOvaHWr5oNCo9nPlZ6PiNxWJYv3498vk8Tp8+LQwrQTlLs7wPdBwQS2h8X5pSCNK42Ot2f2TqGo2GONV57SzLC4amDpSGjmg0ir6+Ph8DyNfkhiESiaBcLktOJQEegR+BL8EAQR8wx+rF43EBt3Q08/ngZoylY24oarUaqrUa0GVE+X7tTgeWacGybQSCQcAwUKzWYFo2goEQTNuEZZqwLcPr6GEYsE0ThgGYhgEDwJlCA6M1B3AdWHAQMICAacA23Dm2t9VGo9VGpVJFpVxEs1pGs1L2ol/KJdSrZdTKJbg9VYlkKoWtW7fhnh3b8fjjj+Pnf/7nbxoQ8h7mRpeMvTZp3KpSaLPZlEgWbk5p2LiZjD8+94xoMQzD13ljieVbGkvj1o0lAHiF0el0cPr0aRw5csRXltUmBoJA7k7JOAAeIKT5gPo3zWTRTco4D5bc2HDdMAwBZcuXLxdAQEaMi3yn05GsLCb8a5DG8ie7OTSbTSxfvhz3338/Wq0WfvCDH2B2dhaxWAzhcFhCfsmMUT9EQMufcTGnI5fsKxlKNlkncKSDkwwje6OyPM0yaTQaxcMPP4z9+/dL15VGoyHAujdKR5tAtB6OvX+5cLJ0vmXLFnz4wx8W5tV1Xbz99tvYs2ePaLaoa2Npi6wlry/LlAQvqVRKwA+PyTAM6UMaCoXQ19cnpTB2w2C2HlkrsoiAB9w3bNiA++67T8DSu+++ix//+MeiC6Q7lQwij4cglpsMlqp5HbZt24b77rsPrVYLP/zhDyWjMBKJiEFFG1A6nQ6GhoZwzz334PTp0zh16pSANk4hzWZTgMjFixflc7C0zU4gZAXJkGrjBu+jycnJuVilQBBGKAY7GkUgFIFl216en+MAbsf77njAEaEYEIoAne7P2k3AaQGtFtBsAe48QdDv+wiMUAQIRWEEI0Dw+swPruuiUSmjOjuD/NgFXDz2ziVB0F/60pfwD/7BP7jm1wQgJo1isSjMLVlHltpvFUDSocuck3To8s28b6vVQj6fl77m0WhUIlqWzBtLY2ncvrEEAOcZzWYTR44cweHDh32sDxmbXvaP4nUCBLJSBESc1Pid+jCySwQXNAhwd8+dNiM16G4jk0eAmclksHXrVhSLRSm5spwLQLSEXPzJ5kxMTKDZbCKRSCCbzfoy/qirq9frwtyQgSLryIDiWq0mvYA3bNiAj3zkI2g2mzhx4gT2798v5VACQZ5LmjMIJPgeLDHSvUvAQLaNbCoAH1jSBhACTF3+DwaDePzxx7F582a5FjMzM/g//+f/iElDm0CYJaYNCrr0SGZSl2t5/gBvAV+2bBkeeOAB7N+/HxcuXPDFyPDPlAMYhiGfneeIQInnmBEsLMnzfuF51T2X6UrmFxnBSqXiC7mmBpCsI+9NLvK8x3O5nHSyYZ4aX4NAkPcGy87amMLv2hii2Ub+vdPpIJfLoVaro9lsCIPuPUsWQpEwbDsIy7a9L8uGbXt6X9M04RoWmvA8XQa/G4BpACYAB0ADJnKIowHADcXndMCuA6fTDYDuBkI7joN2syEB0I1KCfVyyccG1ksFlPIzvtZwiWQS27Ztx+7HH8Pv/M7vXLEUq2OUyuWynBdt0rhV4IjXbXZ21qfhJcN3PV02Lvf6lKhwQ5vJZKRLz9JYGkvjzoy7GgC2222ZNBciCJrOWi12J6AjWKNWTH8REAIeyCPjp38fmAN+ZJdYfuMiSf3Z9PS0L2Q6Ho+LJoYLAU0UruvKxM2WRvxs8zGABBKO42DHjh3YunUrTp8+jaNHjwoDxfIxjR0sSxKIMVoFgDBYyWQSH/jAB6Rl3Te+8Q3kcjkRnWtgQwaUukOWdslobN68Ga7r4vDhw8JsUYvXbDYRiURED6dNIAQK1MDpIGjqovh3HjevcyQSkYWWbd1YYiXwJcBiKDcAXwmTobg0ZBBQsZQej8flPuS9xk0F2S7tFO5tbE92l11H+L48Nl43bgpoAuFr6+PKZrNYv349AODdd9/F+Pi46CepOeSzwRJ1JpPB5s2bMTMzg+PHj4sjXB+HvsYMhSYwp46Q5VUtl6AmVMftEHBTG6n1p2QNeU/yWhAkua4reXC8JufPn8e+ffskS/Nqg7mJpmkiGAohkUginkgglUwilUwimUwI46k1gAyCXr58+bxMGU0anLu4QaKe8FaYNPRg2ZUlXT57BHwLkfVHo1k+n0e73ZbOG0vmjaWxNBbPWLQAsNFo4NixY74g6MnJKUxOT2NmehrFYgE1pSO71mGYngvY7GYCAkA6lcLTTz2JkZERAPC5B3u7EBAc6nBa27YRDIWQSWeQTqckXiGdTiOTyUi7IS5OZAK4gFKwT8coWTaCn3A4jJGREWFuCOwo/k6n01i7di1OnDiBiYkJ6QBSqVRkMdWLKCfjiYkJTE1NCXCMRqO+Th0sKTMAmUCSujWWk9m3uFwuy4TPnsTUFhKo0SBBAEDXKxc8x3GQz+dh2zaSySTK5TLC4bDv33WgNhk4vqbWxxFYsnML2bJyuSxA8sEHH5RjJ7CbnZ0VoE6Az2tG3RWvI80rtVrNpxNk2XXdunUIBoOYmJgQ/RzZSwByXnvLvxyrVq3CQw89JLrMyclJ7NmzR1zSZPx4f3Lx1otsbyg073HqOU3TlPuOx8J7nMwnANEA0qxEs4gOnu7v70c0GsXo6KhcE95/WheowRvfj5urXvev3rwBEADMZ1ADw16D18jICD7wgQ/Is927CQQuDYLWjO/NDtd15Tlln2xu6ggeb3XYs+u6simlxpOZoalUakHenzIUblSDwaCYN25nmPXSWBpL49rHogSAL730Ep577jn5e3pwGH2r1yOWHUAsnUU03YdIIikB0KGolwMYlj93Y2AkCJrRL/4JvfHtLwLlnP/NzQAQsAE7BBgmYAcA00LHMOB0HLQ7DjrtNlrtDlqtJtrtJox2C3anCafjhUK3mjXUikW0umAxncngY889JxEqBC5csAjUuJCRbSNo5L/39fVJ1wy6aYPBIMrlshhBBgcHpXewLisyPJoav3K5jHQ6jfXr18O2bZw9e1Z0jlykmPdHrR8NIe12W0wcyWRS2Kpms4nt27fj/e9/P1zXxZ49e3D8+HFh7wAIM0rwwJI6y4WO42DNmjU4deoUyuUyMpmMAAAyUbVaTfLcCCK1g5rA3XVdibihA5bN35999lmsW7dOLnu73caPf/xjHD9+XFgjYK4jhzZS8PoRDMdiMTnHZCPpuuU5ZRyOBqTU6ZGZ5MaDP2dZmeVxlmcT3dZjsVhMmBYCHt1ajmVZMqB01dLpTcCl26IRgPL+47kBIMaNdrvtywmkyYjvxfPQm1VIjacGdQTavIYA5DkhU/j/b+/NgiQ7z+vAk/fmvu9VWWt39b4ABECAoAGCAAVSlKjFljyWHCFZ8+rwOPziUNiK8IP94pCXN8eM5BhN2C+yw6GgF3E4JEFwATfDBLF0o/dGd3V37bnvmXefh8zz9c3qBgiQDbKA/k9ERS2dXZV581bdk+c753x87/8/9DdytEwCSELpT+XPzc3hS1/60s+8i/f9gqNUkj2qr6wXYkjjw1bA6DtmW4LrujOlyw9qdRvDG/ydzmQy8kJSqXwKCgcfB5IA/uVf/iX+8A//UD5fOvkI8qtHkcwXEc8WkMjmEU1lEIknEU0k724EmRLAYPj9/ZE1vvEfAXMMxNJAODwhfAFMDEPe5H1Av1sADdeF5XLtlAPPHCNgDuF5NmzLhcPtIOMRht02RoO+1Hb8rb/1t2TcS+8ex5hUfjh6pNeNfWyRSER2ytJLR18Ou+Icx8HGxgZM00Q2m53ZUsFajmAwiOFwiHw+j1OnTqHX6+HcuXNot9tSF8GxJLeMuK4rAQd/DQeDKgwWzM3N4ZlnnkEqlcLOzg6+8pWvYDweiwLKOhsGNagqkrSwXoUFspVKBalUCnt7ezMJaf/YnoqSf3RNEhAMBiV0wfGjaZpYXV3FZz/72Zkx1507d/CNb3xDjhMLe+khbDQaQoj8aV36DlmTQ5LNEXc2m0U8Hsfu7i663a5sfeCxlPHilKyQaKVSKZimKRdxroij0srzhZtRaEVg0GM0Gslu6HQ6LefCYDAQRblQKEgnII3+/sfmV+eolHF87A9wkLTSx0fLgL/aiKNg+jv5HAKQ7+cPgVAt9pNREj+/GsjbAZDziC8keL94zkYiEfz6r//6DOn/eWGaplhO/KEZjnJ/USlW+iO5ZQOAvEj4Wbds3A+2bUt4g78r3Lzxy+o8VFBQ+NlxIAkgAOzu7uLChQsyAr527Tr2ajU06nU0G3W5KN0PejCIYCgs/V77C6H9X5tcVBx4Lt9PzOCu60ALBBDUdQSDOjANEUSjUczNzWFpaWlm3ZWm69PbBhGJRmVBPCsN/MW2TH1yVMiLJy/w3W53JlTANO3GxoYk8uiLc5zJqqlUKoWjR4/CdV0Zv3FcybQpO+c45gwEAqIabm9vyx91vronoaDq4/fque6kz9BxHNkK0ul0JAUci8WQyWQQi8Vk5MmLNR/Dfv8Yx4/ZbBabm5viifOHB0hkO52OEBEqTSSA/BqVQP7/+fl5lMtl8SXato1vfOMb6PV6YrhnkS8LuanGkXjRB+g4jqhZvA0JIzsHe70exuMxFhYWUCwWsbW1JTuR+dgZoiBJoRrGdPXJkydx5MgRIUp37tzBm2++KcoOCaQ/Gc5tIdzdSxUunU4jGo1KWS/JFv2hfHFBogXcrXnxF0HTh+hX4/gzisUikskkNjc35bhwJMuxOz2wJIb+LTD+Umj/75dfCdyfBi+VSlJv41eA6fXkewA4c+YMvvSlL31gwuL3GzOUFQ6Hhex9mCGN/eDvGp9HenSz2SxSqdQDux+e58nmjW63C13XJbzx8wZDFBQUfvk4sATwvUCC8ossgvaX9QKQ3aZU6Ji8JGnjRdQ/viKh8CeIOS7kKMxfm8LAQaPRgOd5KBQKcqH1G+7j8TharRZ6vZ74/7iPlRdYfp1de4899hiKxSJeffVVXLt2TXaAkkgxCdztduVCDkBWgFHBisfjQihZsfKFL3wBnufh3LlzuHTpkoxUOapmSICjTdbK+L11Z8+exa1bt4Rkkfzx9vQG+oMCJJ5U4Hjxp8GeKhhH6ABkREd/Ir8nlRSSPpIsBiv8m0ACgcBM756/L48JSE3TkMvlkM1m5XwAIEEYknSqiPQyEhznaZomyg7X3I1GI/F2MbRC1ZUjaAAzJO3IkSNYXl5Gv9/H5cuXsbOzI6NiHj+ez0xQz83NIZfLodPpiKeRaiyfI6aAeczG4/GMR5EhEL/ax99VfgzcHUXTX8gXTRz3ApD7SBLe6w+A6e/bxPt6twjaT96HoxH+01/+JVqt1uQcuOdvQPCuR2+6YWTy4jGAoB5ELHo3nesPgRSLRSmCPnbsmPg2f16wioiVQuxz5JaNB6kyGoYhKh/Ly/P5PNLptBrrKih8zPCRJIC/SHieJ2pku92eqYHhBYOJRao3vJjwD+ZgMEC73ZaxJUd4TKpS9eDFkkST4zJ6p6gGUnWhBywQCGBtbQ3pdBpvvPGGkL/RaCT3j8SOKlW9XhfCOD8/L8ojvWckruFwWEqZqTjSD8iR8WAwQDwexwsvvIB8Po+trS18/etfl+LqaDSKXq8nvXUcL1MRJZHwj8F7vZ50Ifq9Z1SEisWirKLjfWXKliXQtm0jmUwKceTqvfF4jPn5efzu7/6ueAkdZ7KB4Cc/+Qk2NjbEt+Z/vnlf+aKA5IRqItVMYEKUOY4/efIk2u02bty4IXtY6QXkseb4l0rScDgUlYddaVzv5ld1/WSLKnOr1ZKxLEkkR9ss2W42m3LcOcqLRCISZuHjpxo6GAzQaDQkkZxMJpFMJmEYhqiO3rRvkYoufXoc4VOV5WP1h438tTBUuMbjMWzHwXg0ksfqOA40XUcoFEYwFIQeDMlzZLvA0LYn/6br0AMaNG1S/BwMAFpAgzathgkA6NjAuhOB7rnQPQehgAfd8+B5LkzHxdh2YNguHMeFZYynFTCT2pdJBUwP5nCA8aCHYacNyzTk70YgEMChw2t45JGz+Myzz+If/+N//L6VOdM05bkfDocIBoMS2HjQO3td15XwxmAwUOENBYWHCIoAvgs8z8POzg7efPNN6V+jksD3ftWQJJAKCjBJjDabzXv8TrxY+k3sJH0MYNCLx0LncrmMarUq40peSEmYGo0GXNdFPp8XBYfjNiov0WhUNgkUi0U8//zzGAwG+OEPf4jhcCjdbiRrTPNFo9GZkSHHtf6VdhwtsmImkUggn8+LL4yl0nxsVGRIKDhC7ff7KBaLWF1dxauvvipePY5yAYgiRdUpEomI8ZzkyvM85PN5CT0Mh0N5PM8999yMF8zzPNy4cQM/+tGP5LhxjOvfTEKfHEk+CSCLsPncyCoyXZcxMFeH8RhSqWTtENPGVJCpYp08eRInT54U436r1cLFixexs7MzU4HCES3vm1+h5THgGDSbzeL06dNYW1uDbdt4++23cfXqVXleeK6Q0JHgrays4OTJk9jb28PFixfR7XZlnM2C53K5jFKpJOcqlXAq6Ows5AshjoZJOC3LmimC9jwPWjCEYDwNLZZANJGArgdnS6AdZ/IGB9A0IJ6Z+Hgde/Jm24BtTD+/twg69OnfAqIJBGJJIBj+mQiW53noN6qorl+/bxH0f/7P/xl/9+/+3fv+X8MwpJKFyjHtIw/aR8jnlJs3PM+T8MaDJpcKCgoHG4oA7oPnedja2sKrr74qxM8/AuSF3+8L40WXJNA0TQkOkCQCEGLIi7l/Zy19gNygQKWOKd9wOIxKpQLbtjEajYRMdLtdBAIBPP7446jX67h27ZooZhwXkRxw40YqlcJ4PBbSyIsNPV68TyS7iURCRq5+MsFKGdd10Ww2YVkWHnvsMTz77LNwHAevvPIKNjc3kUgkRIXjKjyO7fxhDJLedrsNx3EwNzcnI3f60Kh6UvlkR5+/qof3mYorvYHLy8t45plnZtKg9Xod/+N//A+p1/EXQVOp9NfpkPxTBWR9D0kglV0qa2tra8hmszh//ryEbZjk5m1IgjgCJgnlxZ+ddiTmHDmSRLL3EoDUz1ApZGUOn092O1Jd4ri5UCjMlDszcexXACflzCMZQcbj8RkV0v/CgMXmjuPMKIQkqfw/HOnyd4X/3mw20e/3MRobcGxLjgOfCz0URigcmpLmIIKhIDRNh64FoGk6TNeDgwD0AKAHApMS6MDk99DygK4DVD0dLsJT3+/EBzxbBO3A9Tx4rgvbHE+LoAeTNXCDHqypIjju9zDsdWZKoKkAnj17Bs8+8wz++I//WM5H/5YNBnz8pcsPmoQx6EPVNxaLyeYNFd5QUHh48ZEkgHwV+24ewJ+lCPrdxjOspyAZojri9wDyos4VR7yI+beCUCkE7hJBfxiA3Xccl5IY8cLaaDSEcNGHxpEx++1yuRyWlpak047jt8FgIBdlqjC6ruPpp5/GysoKzp8/j5s3b8qFmSXTAES9SyaTMx2I9NXRa5fP5/H8888jmUzi2rVr+PrXvw4AkgKml4+qJsMa/L5UwXq9Hg4fPgzTNHHr1i0hGfTo8XZcXceRMBVRvweQm0wASEkzyeNwOJTkJtVHpn/pq+p0OjOhBz4X9Lz563uYuPWnkGmg9zxPVmixXJoqIwk1gwtUyqgKcWScSqWQy+WECJHQ85jy+NAT6nkeWq2WhHlI/qgaFotFnD59GslkEjs7O1hfX0etVpPvt//cCYfDmJ+fFw/gzs6OnCe0B1Bd5nlLxZuqL4kgX2DsD51QEfenfUng+eLF76/l/3WmRA0eAHjyOzd5nkdwHBv1RgM3btzAnTt37v5tmI7rtX3+34CmQddmvxaJRJBKp6fhrkkR9H4PoL8I+tixY/I80CPLdY3RaFQI34exCYOqO8MbmqbN7NdVUFBQAA4wAaTv7tKlS/dNAXMceD+83xRwYKoIHDtyGJ9+6knEIhHYjgPLtGDZFkzDgDX1k1lThYYXHPqWSEDy+Twy2ayQBX8KmIXIfGVPVYbfy5+4ZUiABIlbJMrlMmq1mpA7z/OEUJRKJeTzebzzzjtot9tS/cGRpWEYQpYsy0K5XEY8HseNGzdQrVYRjUaRyWTEl0dVigokySNJFmtLqP7QR8eLnJ+waJqGXq8nfjAqVVRTOQIPBAJCNHq9HjKZDAqFAur1uqx/43En8ebPByB+Pz5GEiqme1lDwy5Ay7KwuLiIF198EcBk9+loNEK/38fGxobsbt4/8if5ps+NyiDveyKRmFE3V1ZW0O/3sbW1JR1+VADpwWMQKJlMzoSIstksTp06hVKpJMRoc3MTly5dEhJPVQm4WyrNY0FyzZ/lD66QdFMxZQiIqifHtySk9E/yccdisRm/Io91qVRCLBbD3t4ems2mHDMSOPrK+HwGAgHxQZKg+kuaeR7uJ4Ucme8PdVFRpE+2XC7jt3/7t5HL5R70n6j7giolPXz0etLD9yC2bNwPpmnK5g3+TjK88YtKJysoKHy0cCAJ4H/6T/8Jf/AHfyCfL544i/zKESQLJSSyBcSzecRSmUn3XyKBaCI1/XjSB/i+ewC//h8BczD7RT00KX8OhoFQaFIMrQcBXYfnerBdF47twnFs2LYFGCNorgHHcmCbBmzLhDEeYdTtYDwcTIud0/ibf/O3kUgkJj9iWpvRbrclPUyyxxEfE5lUECKRCBKJhARReEH0e/ZWV1eRyWSwu7srChH9iSQb/mTv4uIiPvnJT2J7exvXr18XVZOEjYSmVquJ+kIFgWEIFkW3222Mx2M88sgj+NznPgfHcfCDH/wAt2/flo467tXlqJyjbX8NSjAYRKVSwY0bN2DbNvL5vPjZOCZkcpcE0J/C9q+E4wWXih8rUSqVCr74xS/K8wFMLtzvvPMO3nrrLfFdslSZ5It7WgHMeABZvcEABO8TR+XZbBaVSgWe56HRaIifkc8rx/lUJ/k88Hm2LAuNRkOeF7/yRDJOEgZAyB2PGTBRQOlnpOUgk8mIwupfC0aCB0zG8iSz8Xh85tzzq+h+9Ziqqn/rC5U/egVZJcRzmJ5H/wsrqqn7i6P5daan/T2B/Dm8PySdX/jCF2T13YME1Tb/i59EIiEK34MoXb4f2P3HUTm3+eRyuQ+NZCooKHy88OH8dfo5kclkZj4ftBqIZXKyug0AXMeGbRpwLAO2aU7erMn7SCIJPRi6R/m7hxSGoxOSl5sHIjEEtAAC0CZ+IM8DXAfwvGm1hAXHsWA7DmzLQsAYIGiP4TkuHNeDY5lwbAu2bcG1LbjO3V2q4fDdcRgTjsDdwl1eJPyeM26U4EV3Z2cHzWZT+t385vC1tTX0+33cvHkTwN0Eqt+z598hvLq6ikOHDmFjYwNf/vKXAQD5fF5Gyf71dBxZstiYKiBHmlTDisUiXnjhBRSLRVy7dg0vvfSSqFh8zAyL0AdFtYzdeVSmLl++LN13e3t7M4EUAOj1elLjwjEqP6dCxQAI0880uz/99NNYXl6eORd2d3fxrW99C+12W5K5VK5ITuiJ4yYFEhySUsuyZCQMTJLf6XQamUwG3W4Xly5dkiAISUmhUAAAUYNJyPwl0Oz7y+VyWF1dFVLHjSiNRkMsCnzeeBzp9wQgZJT9jExVb25uotfryTieo1w+3lgshkKhIH5L2hfYAcn6FhJlKpB+xZskkTU5VOr2q/h8LSrhj6kauv82/Dr9kizc5nNF4keFcTAY4L//9/+ORx99FC+++OLPpYi5roteryely57nIZlMIpPJYGFh4UP11PnDG3yBUyqVcPjwYRXeUFBQ+MA4kAogMLnA7N8FXKvVZQzc63U/8C7gQCAwQwo1XQc8D67jwKX523Xf8//Pz8/j5MmTUn7seR70YBCxaBSRaHSyCSCZRC6XQ6FQkHQdlQKmfEkIqWQAkM0aJEdUnWKxmJQ18/b0xVFJKhaLWFlZwfXr1zEYDGTcyp/lHxvTHxQIBHD8+HEUi0XcunVrpqeNBcX+dWx+FZDmfqpJ7CJkCjiXy6FcLsvYleSEIzqSSipO9EJyVLy3tyfKnuM4QhY58iTB4nPAEAhVO5IT/rxSqYRDhw5JN6Kmadje3sZrr72Gfr8vI01/ETSrcXi/ON7318CMx2N0u11R2KjgkaDF43HMz88DAG7evClqmp+cMlDhH+GyNPns2bNYWFiYCYNM9mJXJUkLTIgvR71+oklvYiwWk9V0nU5H0td8rJ7nyfNJBZAkmDYCbhIhMaT3dTgcYjQaIRqNYn5+HqFQCHt7e+h0OhLcoSJHgs7j4+8RZICKj0f8ffu2gHBc7A+6FItFOaf4IoXBGj4ux3FQKBTwt//23xYFEsB9ez9pTyD5ZwgHgHj+PuzxquM48js1HA5nwhsflrKooKDw8ODAEsD3A387/7sVQe8PfbzfImj/e15sOL6iST4ej8uFm6SCFw5/AKTX66HT6ciojLelN4qFwazg4PL44XAoSlw4HEahUJBxL0kdL9Q7OzsYjUbIZrOiTPlTxslkUh6DZVk4e/YsVldX8f3vfx87Ozuyr5RFxFRpSLj42KhM0lNG/x/76p566ik8/fTTGAwGeOmll9DtdsWTyC5Dpkqp2LDKJhgMwrZtJBIJPProozh37pyoWEzNcqRKQuonDCTNvPhzJJrNZuF5npBREiW/wsXaFyo4vB1JEAns/UIgJJocBbuuK4pUo9FAo9FAMBgUpYoJZnobGVhhsjoQCMj4msSs2Wyi1+tB0zTxlCUSiZlgC+8fzyM+Do6HSd6XlpawsLCAeDyOnZ0d3Lp1a6aQ2u9PJTGLRCJS8WJZFm7fvo29vT0Zl9NmwNJwqr20NrBGiEEV/v75gylUEPeTP+4XJjnmG0nh5LYuWu0WTN/u4f3PG3+267r48pe/jGvXrt3zN0XXdfHrUT3t9/sYjkbQNB2JZBKZ9CQEkk7fPwQyNzeHEydOYHFx8QMpc3xhw/26gUBANm+o8IaCgsKDxkeaAP4i0G638cYbb8go0k8C/MEAv7eN5M80TdTrdQAQUzq/BwDxp/HrNG93u10JgfDiu7e3B13Xkc1mxbgfCoXQ7XYxGo1w6tQpKYIGIKW+vI8cLQOTlWys9Ein01hYWIBlWUIwqByRQLbbbaRSqRk1KBAIyHiXHYIvvPACUqkUfvKTn+CVV16RUWwoFBL/GkeM7KgjieMxSSQSaDQa6Pf7KJfL4qXj/WLK1b8dwq8U3q8EmivXSOo8z8MnPvEJPPfcczMjO8/zcPv2bVy4cEH62Ph88deE1Tv0rpEUM/ntT2mbpomFhQWcPXsWu7u7WF9fF6JKIt3v94Ws8piQCPT7fSGhJBZUUUejEVqtlih5TALzfGSdiD8tHg6HpZScfXwMn7Cqx9/Nx9obbrFhTx29n+l0GsDdDSPA3b29fJFEAkjCxhdBJH8kwFTj+PH6+jq63a6Qdb4YCYZCCIUjCAZDCIZCCAZ1aHoQweBE1TecADwtCF0D9Olqb31a/qxpgIbJGwCYAO5oJQT1AHTHhO5N0sSmC5geYDoTIuy50yLoQX9aBt2TQmhrWgsz6rXRbzVnqmDSmQxOnz6Dzzz7DP7lv/yX9y1W9hdzW5Yl/ZmZTEaFNxQUFD5UKAL4Luj3+3jttddw584dAJCLrH8LiJ8g+LsA2bvFERdTvyR6VHb82y00TRNSls1mhdgwBcwNG/QFMt0JQEZu4XAYy8vLEiigT5Akw//50tISnnnmGek85GiZFTRU5agwUkXiBZojRW6pCAaDaLVasqOXI3DTNOV76rouiWK/z5BEgT9/eXkZlUoF586dEwWFfXUciycSCSHMVMH8a8KYQOYYkIXLS0tLePbZZ+9RVPb29vCjH/0InU5Hqn4YBCHRI9n2F1fT9B8IBNDtdmUcSmJJNZqbPFjMzeeNLwByuZx4CRnYWVhYwNramoRVPG9STn758mUpneaommSB/j16JhOJhBBYnmu5XA4nTpxAqVSC67qo1+vY3NyU7ko/maNPL5VKYXl5GXNzc6hWq1hfX5c9tKxJoeeRFTrsnfOTdv8LESrVJJBUAHd3d/GTn/xESF8yV0BmbhGxZBKhcAShYHDC6FgC7TqAawOuB8ADwhEgmpwUP7s2YFmAbQGWCXj3tgeEnvvfEIingPDPVrrseR7M0QCDVgPtnU1sXTmPi9/6Cm6fe01u81/+y3/B7/3e70l4g6sbQ6EQcrmcNAUoKCgo/KKgCOA+jEYjvPrqq7h+/bqoPP7xkZ8A+se+/LjVaklSlF/jRdLf/8eyZxIyliBzuwI3XVC9SyaTmJ+fR7/fl3VmHCfGYjGcOXMGN2/exObmppQIj8djqSQhYaI/r91uY2dnB7qui0et3+9LBx6JGseJ/oQoiRyN6JZlod1uYzgc4oknnsBnP/tZjMdjfOtb30Kj0RD/HomgfwUejws9YTwG9HX1+/2Z0TN3CjMNS/LMTrhEIiF1MBytUll58sknUSqVZp7varWKr33ta2g2m6KG8fjxvrICZRLoCc90wzF5ypV5AOS+JhIJrK6uAgA2NjakWJznmX/FHX1qmqaJZ48jzn6/j2q1KseFoQMqnDxH+D2phnI8ToWR5y9rXrgZhFU5qVRqRgFk0MV1XUm5cmTPmhl6RknkaKugusc/L/y9YSIbuEsAqSpyc43rurh69Sqq1Sra7Q66vS48X9jkbkBnqgL6lHg9qEPXNLgeMLYc6NMAWDAwkQEdz0PfdLA3dtCbLgWZKX92PXju1HfoOtOSaBe2aWAsK+D6MIeTAmhj2Meo35NOQSKZSuH06TN49JGz+PSnP41f+7Vfk/AGX9A96D2+CgoKCh8EHzkCSCN8p9N5oEXQHL/d71X43TRvWAIL9Dixk46BCf8mBl4I/b4/KoZM//Z6PViWJSSH5bsMEvD+NBoNURDpQ+QIjxf/ubk5LC4uol6vz9TA0C/I+9/pdBCPx/Hcc88hGAziO9/5DgzDQDqdlos4iU673UYsFpP+PQDiN6NnkCnSF198EcViEa+99hp+8IMfyMjavw2CxJTEKZFISJKYI8xjx47h2rVrqNVqYnjnMWLqk1ssqEhytApgZgw8qeFJScCGBISmfs/zpNSaCWCSP6qXAET9ZYCDLwBYoRIKheT4kThzfBmPx1EsFkXl5XjdP84NhUJClBm4oJKnaRrm5+exuroqG2KoMnc6HVERef/oLeT5mMlk5Ge5risvJubm5oRQ3759G9vb20IaeaxJrHO5HEqlkhBIFjtTuaPHkmN5qn60ObB0e39BNBVM/p7xsXEkzM9Z4cNtKfQ0+n+X6V3k75zneeh2u2g0m9jd3cXO7t6kpmZf16CEP3whkP1e4GgkMuP7S79HEXShUEAsFpPwRjQalYoWFd5QUFA4KDiwBPDixYs4f/68FEFfuXYd9VoNzUb9nmoIP6KJJKLxJPTQfWpgpuXPmq4jENAmtS+BAP7G44/g8PLS5AJk29PyZxu2bcKybJi2BdugEd0SYkGyJ3/YAwGEghP1LpWaeKR44WRAgRcV/7YOElFgEligusaLNutC1tfXpQqFJMKyLJRKJUSjUdy4cQOj0QixWEy+NytBSIAcZ7Kv1fM8XL16VUqX0+k0RqORKDG88LM3jkoft20wkMERXzKZRLPZRLPZBABUKhWUSiUho1R3GJzg2JwXYhIY0zTR7XYxPz+PxcVF7OzszIwvw+Ew0uk0BoOB9ADye1O5YhUId6pSZaIHkMXbTzzxBF544YWZAmHLslCr1XD9+nW5nT/cw+eJxI2jVyqxTJfyoh8KhbC1tYV6vS73hzuZuaGB6iyDIKPRCLZto1wu48SJE1KLxPE3C7w5iidxBiB9jIlEQgqcSRD5AoDeQyrP7FVktQ+Pl67r8nhYs0MPLK0OJGPBYBDpdFoCOhxxUsVkDc3kdyMl95lkb3/wxP+x/8Wb/2v+NXJ+LyGfJz7mz3zmMzhz5syHprbRs9lqtdBut8Ufy/CGUvkUFBQOIg4kAfyzP/sz/IN/8A/k86Ofeg7FQ8eQLJSRyOaRyOYRlSLopBRBh2PxSbXL+4Tx//3fgG36vhIAQuFpGXQYCAYnJdBaEAE9CGg6PGDa+2fBG/cAYwzbdeC6DmzThmUasIwReq0mRr2OXKR/53d+B8lkUpLLJD+84FLloirGcSj3CtMc3m63ZZ0aMFEv6AdbW1tDvV4XhY/KEitHeEFkh9mhQ4fw3HPP4fLly7J2LRaLSX3HcDiUomdegEkIqMbQ29XtdmEYBj796U/jU5/6FOr1Or7+9a+Lh5FhEo4odV1Hp9ORMRg7BUOhEIrFIm7cuAHTNJFOpyXEQOIEQIIXTDeTNHPMnc/nhWBwywcJ3eOPP45HHnnkHpN9s9nEG2+8IeNgf5KVbxx3A5Bjy1Lq4XA4421st9uwbRtzc3OoVCoYDoeybo0BHyptVF45IuQxIyHmFhimgP0jWBI2Krc8L/yj5PF4LAqdXwXkSLxer2Nra0vS1iS9DI+wWoceRwY9WEbd7/fle/OYkcySHJLo+lcK7lfsSOLuV/y8n+j51T+e2/Tb0kvJFzKnT5/Giy+++MB6+ri+sdlsygssFd5QUFD4KOFAEsAf/OAHeO655+TzUCSK0soa4rki4tn8vk0gk+0fUfk4OS2CDkvXXyAQQGCq+k3WwOkIaAHg9ZeBcAwoVeBpYbiBae8zvKn3x5v6gibL4M3RCNZoAG3YQcgcwJuqga5tTdbHmSM4hgljOMB42JeL28LiEn7ti78q4zFeXP1r1Vi3wpEhR3O8qHNrCDv4GEDgmHVvbw/VahWpVEoUPI6U6UcDJj6/YDCIEydOYHNzE++8846kdQGID40KGreSsKyZYQsSOxbtplIpfO5zn0MqlcLLL7+MN998E7FYDNlsVm7j39jBPkTeRxIFqoGPPvoo6vU6qtWqBAs40m42m1LTQcLH+8g9q/5qFZLDtbU1PPLII/dsSmi1WnjllVckSMOULr199KrRw+Uft7IImKorN2cAQKFQgGEY2Nvbk07AXC4nHkiqgHwM/Lkkq/4ASaVSwdLSklgCTNNEtVpFrVYDcNemwBEj62R4nvk3VCQSCdi2jWaziVqthsFgIGSOiWA+ZlawkPxznM5qmna7Ld1+tEHwxQtHo/6SZpJd1hHxdwGAkDySPgAzih/VPgCikLPXEYCMhUmm+SKFn8/NzeH3fu/3EI/HP/DfJI6TWccTDAalokWFNxQUFD6KOJAEELibeOQIeFIEXUO1Vke1VkOv20W310W/233PkfCDRLlcxiOPPCLjVA9AUJ94+yLRCBLxuPTp0Y9XqVRELfD7DalOceRKrxr7/+gl8ytCt2/fnlGiotEoxuMxWq0WSqUSTp8+jbffflu2gPgVQH9IwPM8IZSf+MQnEI/Hcf36dbnY+itQhsOhpHmp3pAMkGCRLPlHYHNzcyiXyxIOoZLE/+/v0yMRBiZpUyZISVj8a804guTx8deJZLPZmbEiCUEmk8Hx48fFG0cCevXqVVy6dEkICwMksVhsZmtJr9cTXxuVOz8BJJFlUXIkEhECms/nceTIEcRiMVSr1ZlaoG63C2Cy+YbjfD/ZYhqaBMfzPOzt7eHatWuiBPO+8v7sD23ouj5T2MyOSfYrlstlFAoF2a7BuhcSdI6NqVzzRQmDIDwPWLtTLBalEJsVNPwTwxc5PAf8fkM+v/vHvn4FkLYHnkusTvJbMpj65vnKj/kzw+EwPve5z0kCmj9/fxE0E9n9fh/dbheapiGfzyOfzyOVSqmxroKCwkceB5YAvl9QNXu3Iuj3CoG8VxG0/2PLsqTSgn1r9J2RyOzfIkAiwpGf35fEN17cmCbl2LZWqwmJ4Hgtn8+jXC6jXq9LCrnT6ciFfGtrC6ZpYnFxUUIfVP38F3welyeeeALxeBzf+c530Gq1kE6nZVwWi8XkosuQBMdqwN3xK7+n53nSSffkk0/iueeeQ6vVwte+9jUJlzBJzJG435/m3zrR6XRQLBbxxBNP4MKFC2i1WpLEZcAhFAqJGkdPIgkECQG7DDOZjKRkOb6k/zIQCKBYLGJtbU1IGL1+pmlid3dXKkv85d0AZkg8fY/pdFo8b1SZ/NUxLG5m6TVVXIYfNE0T1YyEbDweo9FoyH3hZo1MJiP+P54/rLrhVhNuKvF7I1OpFBYWFqRPstFooNlsyuo3qsw8/0iewuEwSqUS5ufnYZomNjY2RH309wUyAMPz279BxH9b/7iXL4z4O8ljyI+phrIXkc8fX5BYPi+g51NomabnG39fA4EAfvSjH+Hb3/72zN8SejJzudyMytlqteR3MZFMITV9QZZOpZDNvHsR9MmTJ1WBs4KCwoHFR54AfpgwDANvvfUWbty4ISMnXlhICHhB2V/50mq1xE/l3wriL4zm9oRwOCwqYS6Xm7kwUv2p1+uyAYJqHsmI67p49NFHYZomLl26JCSVYQK/WsiLYLVaxXg8xurqKhYXF3Hr1i0EAgEkk0kZE7NEmQlkJqAZHKA6R0/jF77wBZTLZbz00kt46623JAjB0AtDBSRBDG5wdzHHnfTO0Z/GrkG/L5HePgYkOOb1J3/Zl8gNFUzlplIpfPazn8WhQ4fuec77/T4uX74sxdt8zPSY8fnjiw6SjW63KzUyJMuZTAaLi4uIx+O4evUqdnZ2pOYlHA5Lgpp+PU3TJCzBkAaJ/OrqKg4fPiwjcwYPSOAAzKRpWS/D6hb68gaDgRBF+hc51qVvj2Ncnis87tz2wjBLKpUSzyOVN/ruqB5SqSOZZZCH6i2Job8U2vM8vPTSS7h27Toajfrd8XYojFhyEvIKx+IIRSIIhiMIhUMIBcMITb+vHtKhB3RongsNHjR4CMCZlEFjUiEIAB6APaSg50rQbAPwPFgBHSaCcKa/V7SAsAjaHPYxliLoSTG0Oehh3Otg2G6g12xIGbSmaTh0eA3PPvM38O///b9XZFBBQeFAQRHA+8B1XVy+fBlvvPGGEDR/ETSJwf02gFCxAe6Olvhv/Ji3Z0VGv98XZY6qFVUX27aRy+UQjUaxubkpqgz/jcpLs9lEMpnE6uqqJGR5EfdvGaGR//jx43j00Ufxwx/+EFeuXBFSQj9YLBbDaDRCJBKRcSOLelmCzGABTf71el3I4traGpaWlsQoz4Qsx4wcuTqOI4SSYYPTp0+j0Wjg0qVLiEajQnqpzBmGgfn5eSEsVIG96Tq9fD4vRJDkj0Tqsccew/Ly8j0jvH6/j5/85CfY2tqSx+dXef39h91uV+p8qNrR/0aSC0y8hY1GA57noVwuo1KpyEiZnYVU2vy7a0nUl5eXsbq6KuNxkr47d+5gb29PfJocwTPxzUAO090cjQaDwXvGmIZhYGdnB3t7e/JccsRKHx3JbKVSQSwWE3LK9W4MppDck9gysEOF1rIsWadIzyAVW46Uw+EwXnvtNfy7f/fv5PemsHwICyceQbJQRCQSRzgaQygchhbUoSEAuA481wGm3X1wbMCxJu9tC3DMSRk0v7YP4V/5AyCeQkD74AERx7ZhDvsY9ToYtBoYtBuo3XrnniLoL3/5y/jd3/3dD/z9FRQUFD4sKALoA1eBvfLKK+L74cWQqh8vtBxlUZ0IBAKo1WqyEsw/FvargBwdAhPVo9lsyriMCk0sFhNjPFWhQqEg3j16rBjKyGQyWFlZwdWrV9FoNIRYkogwBEISlclkUK1WUa1WEY1Gsbq6KsSDY2NevOmtow+OfjOGHag2ttttGIaBz372s3j88cfR6XTwzW9+UwIiJA6WZc141jqdjpABPq5qtYp0Oo1Tp05JaTF9jFQlqb5ylMu6HCZnSf5Ikk6ePInl5eV7Epp7e3v4zne+g729PSlZjsVi0mFHxW08HkvBN8kq/XYMRwCQMTNDMktLS+j1etjZ2UGv10M0GkUikZDjTI8alVp2BtJbNxgMUK/XUavV5DjQq+jvreTzwePKFxT8eSSafBwkifQIsp6GJJPPLcfLpmnKOcod2LyPHK+T2FEZ5HpBnjf0gLIImo+DaqDfpvHmm2/ixo0b2NzcxPb2Dtrt1ozFgpaKWDyOSDSG0NQbGIpEEQyFEQzqCAYnSmBouhPOdj30DRON/hj1oQHHvft7f7cI2oXrOlII7U1VQNswYA56MKer38bTImhzPLrn70ggEMDqocM4e/YMHjl7Fs888wx+8zd/88H8kVJQUFB4QPhIEUCa2+v1unj9floR9P6y2Hcrgo5Go6hUKuLLov+NoNLHkSDJgf8CSaJIkucnglTqSAq57N3//fmzR6OR1Htw5MqEL0fC9CYyfGBZFlZWVuC6rtTG8CJOpYW+tGazCU3T8MUvfhGO4+C73/0uAEixMwMUPAbpdHpm9EpzPUlSr9dDLBbD5z//eSQSCbz00ku4cOECYrEYcrmc3IaPkQQVmGyhoLmfSeGlpSVsbGyg2WwiHo/LeDAWiyGZTMI0TQk4sNKEx5deMBKWXC6HTCYj6dPRaIROpyO1KvQ88nYkNnweGYrwpqv8ePz5QoDnSiQSEXLDUfFgMIBt28hkMiiXy1JpQ+8mn0M+3/Re+sfVnuchn89jaWkJS0tLsj2Gz/Pu7q6oeySlHPdy/M1zii9OcrkcKpWKJL97vR42NzdRr9fvCVrQZ0jFmSXs/mJn/7pAknwSRW6V4Rifo2OOsf2df34SyH+nkssdzL1eT9RFPj7aB2YrZlw4zqRAutVuo93u3PdvAnC3CHq//1fXNOhBHVpAQzQamSl/fq8i6GKxqJLBCgoKBx4HkgB6nofvfe97OHfuHC5evIi3L0xSwK1m410Tv3oohHgyPamBYRF0QJP6l4CuTcuf79bABAIaIuEgnn/sDDLJBFx3ciGyLRum68hozrGdaf2JCXM8xnjqrQuHw+Jxk4qKQACRcBiJZBLZTAaZTAbz8/NSkGvb9kzXmn9BPNUYqm/0llHp2d3dlV43f4p2bm4O/X4f77zzjoxWSQ6BSSUI/XDD4VDqRm7dugXDMFAoFGQjB0kJ1U9u3CD5o7pG4sty32g0ikajIb64Q4cOoVKpoN/vS6iFiiT77Di+JDGjQuS6LlZWVhCPx7GxsSFbMlhBk0wmJW3sJ3f+LRIsjCYZZAceAwm5XA6f+9zn7usDtG0bGxsbuHXrFmzbFhXQvwWEY2HLsrCzswPDMJDNZqUOJplMIpfLwXEc1Ot1NJtNqdJhuprbQ6jY8Q0AisUiFhcXZxKnnuehVqvhnXfeQavVkgQ5CRvtCX5VkCQ3Ho8L8er1emg2m6jX63I/SMwY0KFvj8ow1T3u+43H4zOjXm5TYWip0WhIIpqEmuD4nMq3nwSyvsaf/vWHQpjc5e+m3zdI9bFSqaBYLMqOZgUFBQWFe3EgCeC//tf/Gv/kn/wT+fzEZz6PpTNPIFUoIZEr3O0BjCelCzAY/uCvuI3/988ni+QJLTQpgg5HgVAI0IKAPimEDgTvFkJ7ALxOHc6oD8f14LoOHNuGPe0DNEdDdGu7GHbbYnr/nd/5HQCQtCcvcvTFaZoG0zTlIso6GCorxWIR8XgcrVZLxmv8PvV6HeFwGJ/4xCekzDcSiQg5Y+0JR7wMkTz66KN46qmn8D//5//Ezs4OotGodJxReUwkEuj3+zJm5TiZpIsXWSZ8X3zxRZw4cQK9Xg/f/va30W63pV+Oo0KqqADEh0ZyWCqVZNuFpmkz68cYHolEIiiXy6JukagwhZrL5QBAEqwkmJZlYWFhAU8++SSy2ew954Npmrh69Spu3bolJJLkz0+wOBKmqsnxtm3bQrJ431i1kslkJjVG1ap4DEm06LPzb+NgHU+v18P29jZ2dnbk2HFkyxcGTC/Tk8lqnnQ6Lcoka1loAygUClhZWUGpVJIXML1eT1bksTLFv+qw3W6j1WpJYpijYGAy+ibhKxQKyOfz4iOkokwvJv/kUFG9H8Hzp4FJEPkxSTIV5VKphEKhoOpZFBQUFD4ADiQBPHfuHH79S1/Czva2fC1TnEMyX0Qsm0css78IOukrgp6810PTgmVRAHVRACdl0Bq0O5fgRVLwskW4CEyIne9iw+XwrufCGg9h9PvQ+k3EjS48y4RpWbAtA5ZpwBwbGA/7sEYDDDptmFNFyvM8PPPMM3jhhRfuCYywRoUXW/rBeDH3+wVrtRry+TwSiYSM0+iPKxaLqNVqqNVqmJubk4t+MpmE67pivOeINxaL4dixY7h06RJu3rwp6tBgMJDSXq6Sy2QyUmXCcSuJIBWuwWCAQqGA559/HoFAAC+//DIuX76MSCQilRrcS0tSBWBmEwgVxXa7jUQigSeffBKDwUDSyQwykND6PXQ8zly95lfTSAxLpRLOnDkjXj0/er0eXnvtNdy+fRuBQADxeHymCJopYJLxbrcrClYgEBDSTh8ciZFpmlJmzT5CVrxwl2582h3J1WosiKZa6TiOdAmurKwIIWWwp9VqoV6vC0Hm8eF2GY5gHcdBNptFJpMRIt1sNtHpdETlZc0Of4a/TJkVKYVCQTyh1WoVvV5vZgxMcgZgJqDi3/PLsa3fE+sf91L1268Ouq4r51Qul0M6nX5gmz0UFBQUHjYcSAJIjMdjXLlyBZcuXZIi6Hp9UgTd6XTR6XbR63bR7/cwnPa1fVhIp9P45Cc/KaNcaBp0TUcwFERI1xGJRpFMJIRMLSwsoFwuy6gKwMzIlxdL+rX473fu3Jnxxbmui1wuB03TsLW1Jben4kTv3OHDh3Ho0CG89tokecgUL/1RrIWht7DZbCKXy+G5557DrVu3sLm5iXQ6LaqZf2OH//+SUCWTSVmxRlKxvb0tCuWZM2dw6NAhDIdDrK+vS8AiEomg3+9L/QfJEn2b+Xwe9XpdKnGy2Sy63a6kgcPhMGq1mqzNs217ZoctuwBZAp3NZnHs2DFRLTkSbrVauHDhAm7cuCFeyVQqJXtq6e8keeGqM/+KNPoO+X9Zh8KuOs/zUKlUsLa2Bsuy5PhQYeW5QIJDssXy79XVVSlp5u0GgwF2dnakxscfVKIH1TAMtFotDIdDRKNRSSnzuSXJ5b5a/31nmTctDv4dzrVaDZ1OBwBk9Rk7HnleMtXtXzvHWhqSfKqbvC8MAfl7AAHIVphEIiHnAn9XFBQUFBR+PhxoAvhBwHqRB10E7bouNjc3JTjhN8VTweCFnL48EoZ2uy3eJAAzCiC3efACzqABx79Uclg9UqlUkEgkUKvVRLGhBzAWi2FnZwcAsLq6OlN/wosuFUASr09+8pNot9t45ZVX4HmerC3jxZohkF6vJ+ETqpP06tm2jXQ6LeEATdPwq7/6q1hdXcVwOMT3vvc91Go1Sb0GAoEZAkRViN1yTHaePHkSyWQSP/nJTzAajeTCT58g09NM3/rN/yR+wWBQ1tD5t1IwRGBZFmKxGNbW1nD69Glks9kZpY8k+86dO2i32/Lc+fsf2WPIpDGPF/sUqQBy9D43N4dcLifPKUetDOkEg0FR2Ei+O50Odnd3ZWUbfaJcscbqFPYxUlXeX7HjDy+QqHW7XVSrVTQaDQyHw0mqdpqApiLJJDW32xSLRbiuKwSPxxWYvKghoef2EPoQWR/E3dH8N47taTFgZyFVvv1r+xQUFBQUHgw+NgTwQcPzPNy6dQs//vGPxXvFFDDHf/4qGJI8pjP3j7j2V8Pwa7yIkszl83n5nLUblmWh0+lIuIPKE39mIBDAE088IcEFbgKhd4tKoWEYQrSq1SpM08SpU6cwPz+Pa9euyQiQQQ6OFbmKjQoTlSf2FQ6HQywvL+Opp56Cbdt4+eWXcf36dUQiEWSzWfH/UVn0F0pzJM1evPF4jGq1Ck3TsLS0hFQqJZ4zYOI1y+fziMfjsqWDBJCkmIokvXX0npHkrK2t4cknn7zvTliuW7tx44YUYvufez7vPB6O46BarcrzwxE5SfXCwgIASBCEBd4cAw+HQyGyfq/ccDiUypxSqYTl5WWUSqUZ1bDT6aBaraLVasn9Ijll9YumaeL/pDLJ0XIsFkM+n0exWJRxaq/XQ6PREAsAvZksFQcmyW1/FQwAWTHnTwdT8aUNgeEnkkA+VpJ19l0qH5+CgoLChw9FAO+DVquF7373u9jb2xOFbj8JoNrnX21FBZJExL8dhISPX6PPr9VqicrBxGkymZQAh23bKBaLUvnBUSbJB72D3W4XpVJJgiLcrsHv7V8F1263sbi4iGeffRYvvfQStre3JY1KksTdt4lEAo1GY6ZT0L+PlyNYy7Kkqy4Wi+HEiRNYWlqCZVni42PVCdVaKo2JRAK6rqPb7SISieDkyZNoNpu4efOm/D+ScD4fDLPQV8bKFypPTCsz/BEMBnH06FEcPXr0vmNE0zRx48YNXLt2TcgPx5p8/v0jfCpuLEG2LEsqYBjiYCUKFS2OzdkxydACiR9V62Qyifn5eXk8hOd5qNfruH37thRMk6TxPKQnjueqX8Uj4SPRAiY+zO3tbTQaDRmrs96HaiDf6B1kCTSVaJ6z9GUOBgOpumEyl0SUgaJMJiP+UEX4FBQUFH7xUATQB8uy8P3vfx8XL14Ubxf3iZL0+C+0VP/oqeP+Wap+/t2xJB2hUEj6DOm74vhQ0zQMh0PZ3sAxXLvdRrlclrEkR34kQcViEalUCm+88YaMehkwYE0GN3dwFRqrQNLpNNbW1tDtdmU87A9bsHh4OBzK92GwgCRmOBwK8fviF78oCd0f/vCHUl3DcIHfX5ZIJGSHLZVA3se5uTksLi5KVQkJxnA4FJ8hgwrZbFYIMQkhU8rhcBhra2tYWFi4b2Bge3sbP/rRj4TsM5TBOhT/FhhN0yQQw3MCgIxcObYNh8PIZrPIZrPwPG9aZrwNwzCQSqWE+HBUz2qbQqGAdDoNAKLatdttbG5uYnd3Vzx9uVwOxWJRamfor6NXr9VqySiawRMquvTyNZtNOUdKpRLK5bKUYFON9m/8GI/HMiJmqpt2BfbzUcWlmkgiyC7JbDYrZFBBQUFB4ZeLjwwBdF1XEo/1eh2dTud9FUG7rgvbceA6Uw+g60xLYmeLoCvz81hbOyyjV/47TeskdH5SSD8aR7VUY0gWOBrmz+A4lqMwljTztrFYTJKkLHimd6rb7YqnDYBUd4TDYbRaLRiGgdOnT2M0Gklowu8B5AgvHo8LkfjiF7+Ier2OH/3oRzP3jxseAAjJGwwGM12AHP9xVHny5EmcPn0ahmHg5Zdflk5CkhqqfqFQSBSmSCQi4+ZoNApd17G0tATP83DhwgVRNQuFgiSPORLu9Xool8uiatKzyNViwWAQlUpFegK5AaPZbGJ3dxc7OzvSR8iiZda1JBKJGfLX7/exu7srHjwqwByPBwIBCUO4rivkml2Fc3NzWF5eRiQSkdV4PM4k6QyAcCzMPcDBYBDz8/M4cuQIisXiDHmi6txut2XnL8fr/vQvnzO+2CiVSpibmxP1zbZt9Pt99Ho9US39G0eYcqZ62el05L6xCFnXdSmJJqFl6lgldRUUFBQOHg4kAXRdF//1v/7XmSLo9Zs37lsCHQgEEIknEUtOK2DiSYSmRdAIaJMaGF/1y2wlTAD5RBRPHVlGSNfgeh7sKTm0HReWY8NxJgTSsizY1qQI2hiPEfA8ZLMZCYpQfXIcB5quIzFNWWYyGSwtLSGfz8sOWQAzY2RumeDarna7jdFoJBf7XC4H13Wxu7uLbDYrBJEbRTKZDDzPwzvvvCMqCxVCKjkkmIPBAKVSCZ7n4dKlS3BdF4cOHRKyQEWPFR4cUWezWel6I6niuLhQKKDf72NzcxOdTgfpdBpPPPEEVldX4bourl69ivF4LMRP13U0m82ZwAm7Dev1OnRdx5kzZ1AsFnH79m3pJuTIMZ/PSxCBIQ+OfP21LFTYmMylt07XdRw9ehSf/vSnZWy5H6ZpYmtrCzs7OxIWIrGnCkw11+/3JJFj4KLf78vmGl3XRT3z++DoVWSwhqRvfn5eRu/AhPANh0OplqFXlDUs3L5BTyWrZEKhEAqFgpxHfmWPgZlkMilvPHZ8QdXtdiVsxP3CANBut9Fut2GapmxTUUldBQUFhY8GDiQB/Of//J/jX/yLfyGfn3zuV3H8mV9BqjiHRDaPeK4gRdChWPxnHikZf/1nAKYLQREAogkglgQicQSicQTCMSAchRaKTAqig2FA0+A1duB2alN10IPturAtC8Z4DHM8Qr/dxNbVC+jWduG6LjLZLP73P/oj2ZHqVx6ptgUCASmCrtVqosww/bq8vIxAICB+PJr5WQPDmpoLFy5IAISEjQom18Hx688++ywKhQJeeuklBAIBJBIJIVv+6pfBYCDBk3g8LuNVjh8ZLshms/j85z+PbDYL0zTx4x//GBsbG+LZY40Mu+NYn0JV1PM8FItFCTdQnWNFCtPXrDVh1QoJGGtieHuqgfTAZTIZnD59GgsLC/c9ZzzPQ6PRwI0bN9BsNgFA6l6oqvm9gP5xfqPRkIQuALlP+Xwe8/PzEpihck2PJQksAOTzeZRKpZki6Ha7jb29PQlmkIwzuMHROhXyRqOB8XgsI/NAICABDKbMSUKTyaSoc0wcd7tdIZapVEo2hPBxtlotjEYj6eNjelpBQUFB4aOFA0kAb9y4gT/4gz/ElatX0Gm3AUxWvaWy0y0g2TyiyQzCicSkADqeRCSZEgVwUgQ9WQXHImhtGsK4uwpOg9ZtwAvG4MVi8DzXtxB+sgjedV1ZCG+NR8CgjbTVR8CxYVkmLNOEaRqwDAOOOcaw34c57GM4TUICk1qWY8eO4ZOf/ORMZQwA2RRBz12tVpOVYpZlSXDEcRy0221UKhUZSY7HY0SjUenO29raQr/fx+LiInRdl0Jh/27jZDIpHsPFxUW89tprqFar0gXHMS9JCbv3Go2GkCD661ho3O/3AQCPPfYYlpeX0e/38d3vfhc3b95EKBRCLpebGRFyewNH6kxCx2IxuZ/Ly8tYXV3F+vo6tra2EIlEpMCZVSfpdFrGvplMRgIPVORIAgGgUCjgyJEjyGQy9z3fxuMxLl68iJs3b0onoL8LkONe1sRQuRsMBtA0TcIaJMo8ntz7y7QySRfJGgk/lVp6KRmwACZ9e+VyGfPz80IuidFohEajIRYA3k8q5dydnEqlRHHkeUd/HsloJBKRNW98LjqdDlqtljwuldRVUFBQ+PjgQBJAwvM87Ozs4OLFizNF0LVaDZ1uV8qg+9NRVb/XlaqKB4lwOIzHH39cVDhtSiKDQR2h6SgwGo1KgCCTySCfz0sIhGERf+kt613i8Tgcx5FRq387BtWsYrGI4XCIWq0GABIQYcegYRg4e/YsQqEQzp8/DwDi/yMZYC0Kd9U2Gg3k83n8xm/8Bt58803s7u5KETR3/ZJQFYtF8VVyVE0CROLQ6XSwt7eH4XCITCaDRx55BEtLS9B1Hevr6zM7jSORCMbjMZrNpvjtgEnZ9mg0wq1btzAej1Eul7GysiL9eiTPXKdWqVQkEONfOcZzoFKpYHFxcUah8jxPqmbefvttbGxsCNktFArSw8eePRJB7rjd29uTsSq3cfhXovE4cW9uOp1GLBbD3t4etre3MRgMhGDye1DF5BYRf1LXT7Q8z0Oz2cTW1haazaZsxiDJI8GMxWIz/8+yLPHu+cko7x+VzF6vd0+ARCV1FRQUFD6eONAE8IPC8zypRHkQRdCapmFvbw9XrlwRUsTRH9UWf9CDF1KqJv7vTeLIdC0TwCzEpR+OvjUqdxzdLiwsoFqtCrnhBZkkcG9vT0gMO+n8IRDWizBkcPbsWfR6Pbz++usIhULI5/OS9IzH41IKTeWQ1SgsMaYKCED2FlcqFTz//PNSi/LWW2/h5s2bkvglEet0OkKI6T8jAQmHwzh9+jTC4TDW19fRbrdFMTRNU9Kk9P/5jyPJLvfCWpaF0WiEdruNXq+HdruNZrMpqmWxWMTZs2dx5MiRe0gTMR6Psbe3h1qtJoEdfwiE5xnLrlnd0+/3UavV0Gq14LoustksKpWKjFM5Nn8vosVVb9vb26jVarLej4XM9DruJ4nD4VDUvf1klC8uuFWk1WpJUpcJZZXUVVBQUPj442NFAB8kBoMBvve972Fra0uIGwMM/loQ/+aI0WiEer0uoY771cAw+avrOhqNhpBQkslMJiNqF1O+nU5HqmDoHeO/sQvu+PHjeO2119DtdmWs7FcA2fFHw36z2YTneXjqqacQj8dx7do16b5jHx9rWxzHQalUkt4/jgP99S2PP/44isUi+v0+XnnlFayvr0sKuFAoIBqNSuggGo2K8kQ/IcMlVKoSiQRWVlYQCASwvb0to2N28zGgQEUPwIyaxe/LkMVoNBKP4dmzZzE/P/+uqpZt26hWq9jc3JwJWrD+hyXQJPaGYUhRNT2Huq5jbm4Oc3NzsG37PYkWX7iwR7LVaqHb7cIwDCQSCczPz2NxcfG+xdW2baPX66HT6ci+ZVaxpNNpId1MgjO4oZK6CgoKCg83FAHcB8/zcO7cOfz4xz+WIlt/D6C/C5DEDcDMeG2/mkilC5j0AHIkRy8ZiQVrTsLhsHy90+lIUKTdbiOZTEq5MNOzrAJZXl6WIuh4PC4KIADZy8oNGkePHsXZs2fx1a9+Fe12WypGqDJx40ehUECv14Ou66L60YdoGAYKhYIokJubm+j3+yiXy3jqqaewuLiIYDCIGzduYHd3V0IvPIZUqRhG0HUdi4uLiEajuH79Ora3txEKhaTvjruHE4kEQqGQ1MpwvRnVOP8uYCqXKysrUsXybs97rVbDO++8g0ajIc8Va1X4nPOFAMe+kUgEw+FQyDyJ3WAwEKLFXbaZTEa6Hv1lyv4Vdkw5l0olub3/PvqrWEg0Sfb2K3eGYUhwg8Sf422/F1VBQUFB4eGDIoA+1Go1fPWrX5VEZyQSmSkC9pM///5S9rrdb5Ts3wDCgAKrSNit5l/pxjEnQxwcfS4vL0tJMpW/WCwmauHS0hLeeOMNSYlaliVkkQoZyUo2m8Xe3h7q9TpWV1fxiU98Ajdv3hTFiVUm4XAYyWQSnU5HamWYqGWlCcmsaZo4cuQInn76aVH2Ll26hOvXr0unHMlfr9cT3x17Dknw6G1bWVnB4cOHYZomarWaKI8MSeRyOZRKJQCY8QCyL5Cj65WVFeRyufuqfZ7nYWNjA2+//Taq1SoACFnzq3T+/bYM5TQaDdTrdanOISn2E610Oi3Knr9MmXU4fI49z0M2m0WhUJhR+TgWZxUL1VNWsez3CPJFQrvdxnA4VEldBQUFBYV3xUeCANL8zhDITyuC7nZ7MHxF0OL72+cBZB2Lruv41FNPYmlxEZ4HOI4tHkHX9ab9cpjxftEP5x8BMzVKosPRIVUZqn4khKxUYcVIOp0W1YipTuAuEVhdXRVS6LqudOmNx2N4nodPfepT2NrakhHuaDSSPkESl3g8jn6/j3w+j89//vO4evUq3njjDUSjUVGuqNTRW1epVGT8a5qmqIDcVlEoFPDoo48iHo+j2Wzihz/8Ie7cuSMpYJYrcx8vQxBUGkmEgsEgFhYWYBiGBCZSqZRsNqGXjkol/W+8n0wRl0olzM/Pz4w/2QXIVWoc70ajUaysrODIkSOySu9+41A/6aMyDEC2mvgfy/4yZSZ9TdNEs9mU5yefzyOfz4s6TP9qt9uV5yGZTEoVy/5+PcdxxB7AvcVU+N7N06igoKCgoAAcUAJoWRb+4i/+AufOncPbFy7i4qWL6LRa99wuFI4gmkwhmpiUQIcTSYRjSYSnNTCar/T5vjUwmoaVVARrxRTgAS57/TwXtuNOy6AdWI4jPX/DwQCubSGbSkILAOPprlkW+VKNSqZSmJ+fR2V+HsePH5caE3rUuNPW8zx4nidFzUxicvTMkSB9Xvl8XggTPX75fF6KmMvlsvTtUcUjEaACyFQxt3WcOnUKwWAQ9XodyWQSkUhExr4kjVT9GBBhKTOLqev1Ovb29mAYBubn5/H4448LCdvd3cWdO3fEr+hfo8bxJEfaTD0vLy/Dtu0ZZZKjTtd1RRHj6DcYDMpjZ9Cl1+uJYtjr9TCY1vMUCgWcOXMGq6ur7xl2sG0bjUYD1Wp1ZgsIXwhwLP5uZcr0/jUaDal8YUAFwEwVC/fwsoolHo/fQ+BUUldBQUFB4UHhQBLAP/mTP8Gf/umfyucnn/tVnHr+11BaPYJEroh4Lo9oMo1gKPxz/Rzjr//Pu5+EEkC2AKTy0FN5IJpAIBqHFo4AeggIhuAB8KqbcHdvwHNdQA8CgYmJ3zItmOYIxmCA1u42tq+9jW5tD8ViEfF4HL/xG78h3isSPgYJqF6xmoVqDomNZVk4fPiwBATG47HsCWa4olKp4OTJk3j99ddl7EsSQuWIq+CYPv2VX/kVpNNpvPLKKxgMBshkMnAcR8ilv3C6UCgAgKhtTLxStQoEAjh16hTOnDkjXXQ3btzAlStXZIsE1+R5nodut4twOCxbTNh35zgO1tfXUa1WkUqlcOjQIeRyOfHZeZ4nPsZms4lwOCz7a0nGqFTyveu6SKfTOHTokHQpvhts20atVsPm5iZ6vd7k1Jh6AWkLYPXK/jJlYLabj0XQ+Xxe1vl1u11JIbMyiOGV/VBJXQUFBQWFDwsHkgDu7Ozg//iH/xDnz7+N9Zs3pFRZDwaRzBWQyOYRSWYQjicm5c9TBVA+ju8rgn6XVXBatwMvm4XnuPuKoN1pCfTdImh3PEDeHSHkWbAsG7ZpwDRMmOYY1tiAZY4w6vcwnpr6w+EwKpUK0uk0lpeXcebMGVGOWO8CAPF4XEZ+3OXK0TBrZBh+oBLIjj567dLpNDY2NmDbNsrlMvr9voxc/SojiRO3SJw/f14CIHNzc6IqsSpkOByK4kh1jqEL1tU4joOVlRUcPXpUgh2vvvoq7ty5g3A4jPn5eZRKJRSLRRnls8eQY/BAIIBWq4VWqwVN07C6uiq1N9vb26Jkcp+wpmmYm5uT3cQcD3O0799+UqlUUKlUEI1G3/V8sywLt2/fxvr6OjqdDoLBoCiOuVxO6lP8ZcoEC5MbjQYGgwFisRjy+byEc5jm5d5cjsPfbRPJeDxGq9W6b4BEJXUVFBQUFB4UDiQB9GM0GuHq1av3FEFTTelMPX8shO71uhhMFZYHgUAggCNHjuDxxx+fesoC0II6gpoGPRhEeKoOcY8v++5YDO1PCgcCAVkFp2maqFX06TEgQVWMZLFQKGB9fV0SsCySBiBjWgY5NjY2kE6nJQHs96uxtHg8HqPf7+PEiRN49tln5fhGIhFRCIFJdUwul4NlWej3+5L4Zb1KMpmUkuiNjQ1sbm7CNE2srq7i8ccfR7lchqZpqNVqWF9fF18jlc/93shkMik+TmDS55fP52V9HNU3Bkc4AjcMY6brMZvNyuaM+41FbdvG7u4ubty4ga2tLTiOIzubFxYWkMlk3nPbBb18DP/4k9usYonH4zKyfi/yuT+pG41GJbihkroKCgoKCh8WDjwB/FnANOjPWwQ9Ho/xv/7X/8Le3p6kdpkK9ieBWQkDQAp7GS5hCpjqDUegAFCv18WjRw/gaDSS0mkqd91uF6urq1JPQs8ZQyye52F7e1uSsa1WSxRAbtngmNUwDGQyGTz22GO4evUqzp07h2g0itXVVUQiEdnYQTLW6/WwsLAg6hu9f8lkUvbxciPII488grW1NQQCAbiui9u3b+PKlSswDGNmq4au6xgMBuh2uxIG4WOuVCooFAqo1Wq4desWhsMhUqkU8vk8MpmM7LZlBQyLqUOhEMrlsmxgIRjKaDab2N3dRbValdVzKysrOHbsmBRavxs4im00GmhPVxP6Ayiaps1UsbyXUmfbthA+JnW5Yk0ldRUUFBQUflH4WBLAnxee5+HKlSt49dVXxYe3n/wx+cv34/FYVrWRQN5vBRwLmdn/RvJI8plMJsUfx+Jm13VhGAYWFhYwGo1EbaKaZ9s2HnnkEbz55puwLAv5fF46BVkIzZqSRCKB0WiE7e1tpNNpPPfcc4jH43jjjTcwHo9FNeN9oIcwGAxKWTM/phfx2LFjWFhYgOd5qNfreP3117G5uSl7cQuFAnK5nIRcRqOR1J3oui67fNvtNra3tzEcDlEoFHDo0CFks1l0u100Gg15TOwANE0TxWIR5XIZuq6LUsjQB3/WaDSC67rI5XI4fPjwT/UBApD9y7VaTUgfR/ixWEy8ez8tbes4jng36e1kcEMldRUUFBQUfllQBHAf+v0+vvGNb2Bra2tG9fMHAfie5K/RaMhqsv0qov9j+uoMwxCViltBGJzI5XIAJmNRrozL5/Not9tSueI4DmKxGNrttvjfOp0OHn30URiGgWazKTUw3BlMBZBq2VNPPQVd1/G9730PzWYTuVxO1sHxttlsVvbmcvUY08WmaaJQKCAcDktSluvSVldX8eijj6JYLMpY+/bt22i32whOdydzkwo9e9wosrKyInUy7XYbmqYhn8/L9pJerydKm+M4QvL8yi73AXueh3Q6jYWFBRSLxZ/qoePaN5JQJnsLhYIofD+NOFKxbbfbEo7JZDLIZrPvOpJWUFBQUFD4RUMRwCk8z8Obb76J733vezMbQPzKn7/7jwGMer0+E9igKkjC5+8BZGkzE8DRaFQKltnTR/LC0AWLoI8cOYKdnR0ZW/sJJ7vyLl68iFQqJSNV7vAlgR0MBuIhvHPnDgzDwPHjx3HmzBk0m01sbGxIMIOj02w2K6Ne3r9EIiFVM1Qp0+n0zIo1z/Ows7ODq1evot/viyeSvXjxeFw2YqTTacTjcalqicfjKBQKSCQSEgRxXVfGxxyXs4jbHwJhcKJUKqFQKLwn6XNdF7u7u9ja2kK9XkcgEEAul0OlUkE+n39f1SoqqaugoKCg8FHER4IAGoaB9fX1n1oE3e310OlM3nN06rqTdO/9PICu5yKASer1t3/7t5DNZOC4LmxrmvR1bDi2DXu6T1fXdQSn5C8cDstolbuCGQLJZDIoFosSdvBXmNADGAgEEI1GMR6PJXAQDAZx+/ZtUYpIJMfjMUzTxKFDh0RdIvkJBoPiJfvUpz6FS5cuSUmyf2uInxDato1Tp07h5MmTuHLlCs6dOwdN02S8y847Jn4DgYCspEsmk3BdV1S3TCaDo0ePIp1Ow/M8NBoNXLhwAZubm4hEIlhYWMDS0pJ01XW7Xezs7MgaOz4fHKnato2dnR0hu5lMBvPz80KmhsOhEK1oNCoKYjAYRKlUksqV+4G9fJubm6hWq7BtG7lcDgsLC6hUKu/Lg6eSugoKCgoKHwccSAI4HA7xb/7Nv5Ei6Js33pEqGGCSpo0lU4gmU4jEkwhP61/C8aRUwejB8Gz9y7T8eX8lzLEYkIsAHgDXAxzXg+N5sBwPpuvCsFwYto3B2EC/18dw0Ec5FUUsFJyOQ0cwRyNYU8LJfbThSASlUhmrK8tYXp68MenLQ85tGwwycDRMQkOCw1AE14b5V8FxFFutVtFoNGT/LgkfAxrsC4zFYkin07h9+zZ2d3eRTCZx6tQp5PN57O7uyiqzWCwmBLtUKiGbzQp5tCwL6XQai4uLQvpu3bqFnZ0d6LqOtbU1nD59WhQ00zSxs7OD3d1dAJDROhXV8XgswQ5N0zA/P4/V1VWph/ETLQZZut0ugsEgisXifUkfiVq73ZYXDePxGIlEApVKBUtLS4jFYu/rfDRNU2pqVFJXQUFBQeHjgANJAP/4j/8Y//bf/lv5/MRnvoDTz/8a5o6eQmHlMOLpHLQHoLTMFEEXlxEoL0PLlqAlMgiEooAenBkBup06nFsX4JkGvGAQ0DQgoEPTJ4lcYzzGoN1Ac2cT1XcuIx4MyNq23/qt3xLC4N8EAkDqRAAgn8+j0+kgFArJCBgAFhYWcO3aNSmA5r9zu8fa2hrK5TLefPNNWVfH8a/neVJXwtHuwsICnn76aXieh9dffx21Wg3JZBLZbBa6rmM0GiGXy4lPLxwOS10L9/YybGHbNubm5nDq1ClkMhkAEGL4zjvvoNlsQtd1JBIJCVFEIhGEQiGMRiNZL5fL5aQWhbuCGZZot9toNpsIhUKi9PnHq0wpdzoddDodCYkEAgEUCgXMz8/L4/lpUEldBQUFBYWPOw4kAWy32/iTP/kTvHXuPC5duohupyP/pgeDSGTziKUyiMQTCCdSM8rf3SLoexVATYqgJ++1gAUvEIE3LYB2p4XQkyJoZ1oE7QKuiyxMZEIeHNOCaZswDQO2acI0xjBGI5ijIYzxSFan0UOWSqWwtLSEo0ePziiATAez847+tWQyeU9AhNs/FhYW0O/3pQuPSl80GsXW1hZCoRCOHDkiGyySyaTcngGQWCyG48ePo9Vq4e2338ZgMMDq6iqOHTsG13WxsbEBALJhYzweY2dnB9FoFPl8HgCkBxAAFhcXsbi4iHA4LJ66K1euiBrIvbyFQkH25XKnbjAYRCwWk80l3B2cy+XgeR5qtRparRbC4bAofTw2VAE7nY4kqnkMI5EIcrkcCoXCfVeq7cf+pK6u60L4VFJXQUFBQeHjiANJAP1gx93169elBLper8t4cr/3r9vtotftwrat2Q5An/fv3eD33WnT95lMBk9/+tPIZ3NAANCmwQuqbAyJxGIxxONx8QSm02npivOHQrjRgjUj0WhUFEFN00R5Y9dft9tFLBZDq9US3xu/p/97P/nkk7h16xY2NzdRLBaFJHJ3LgMgo9EItVoNwWAQjz32GA4dOoStrS1cvnxZ9tVGIhFJ+5ZKJaRSKQwGAwCQwEu5XJZVcdVqFTs7O2i324hEIjh8+DBOnDghXkbXdaWHr9/vSwI4FArNEC3DMGZIX6lUQi6XQyAQkK0anU4Htm1LsMWyLFE6uXbtp41lPc+TnbpM6nLrh0rqKigoKCg8DDjwBPDDAEMR/iJoEjT/bS5fvozXXntNAgskfEz6MuHLUuZqtQrLsu4plmbAg+97vZ6sUWMql6EQJoU1TRM1ynVdHD16FFtbW0Iq+f+i0ShGoxF2d3dx+PBhLC0tYX19Ha7rIhKJoNPpSAKXtTAnTpxALBbDpUuXcPPmTUQiESwvL2N+fh6GYcgImptLWHVjmqZsN6FncTQaQdd1LC8vY21tTbZesA7l1q1bovZlMhnk8/kZokVC2m63hfRRuex0OkI8uXfXcRx0Oh2Mx2OkUimpaHkv0sakbrvdRrvdlqRuNptFOp1WSV0FBQUFhYcODyUB/GkYjUb45je/ic3NTfHqsQbGvwWEpM6yLFSrVQCYUfv8Jc/s4+v3+7AsS6pSIpGIEEWmbNn5R7+ZaZqyc7der4t3Lh6Pi0o3Pz+Pt956C5ZloVKpQNM08f25rit1K5ZlYXd3F8PhEEtLS3j88ccRjUZx8+ZNbG1tQdM08eqRhCUSCczNzcHzPNkLzFDG0tIS8vm8PJ5ms4mbN2+iWq0iEolgcXFRdiKTaO0nfalUCsCkJsc0TUkfs3ev2Wyi1WoBgIx232u9Gn8GfXy8r9lsVjyOCgoKCgoKDzMUAdyHGzdu4KWXXpIKFX9ale/920Da7TY6nc6M4re/CJqfd7tdGR1T5eO4kmnYRCIh/jmqh/l8Hnt7e9A0DdlsVsIfo9EIkUgEjUYDgUAAjz/+OGzbxvr6uiiVvV5P9hQPh0MAwOrqKg4fPoxqtYrz58+j2WzKXt9MJiO1MyRgPBZMOWezWalNGY1GqNfruHPnDtrtNhKJBFZXV7G8vDxTmjwajVCtVtFqtSRUwlMvHo9LDUw4HEan05HS52g0KptE3ou4Mam7P0CikroKCgoKCgr34qElgJ7nyS5ddup95StfwfXr1wEAkUhE3rgFhMSNRKRer0uNC8fD/D/RaBSRSERWupGkUQn0b/+gCthoNCTEAEDGyQBw6NAh3LlzZ4ZYRiIRuK6LpaUlNJtNrK+vI5VKYXFxEePxGIFAAPF4XDyAyWQSwWAQe3t7qNVqiEQiOH78ONbW1gAAt27dkvEvSVkwGBT1bX5+XhTKVquFZrOJ0WgkGzwqlcoMSRsMBtja2sLu7q6MpFOpFNLpNDKZjHT7WZaFZrOJZrMpFTMMjbzbaNef1B2NRhIgyWazP1UdVFBQUFBQeNhx4Amg53nY29vD9evX37MIut2ZvO90u+j3ejAtc5rmvRsE8fwf+x726uoq/s7f+TuyY9e27ZlRpznt9vNcDx6AaCSCbDYz4wWkysYi6Lm5OUQiEbTbbfR6vZmxsOd5QhhZBN1qtaBpGnq9HnK5nARDuD5O13WsrKyg0WggFApJxQnHygsLCzhz5gyuXbuGWq0mHXyDwWBGAbQsC6VSCadOnUIsFsPt27exvr4O27ZRLpexsLCAZDKJer2OVquFZDKJWCyG4XCIwWAgKiCDIHycAMQHeefOHfH9FYtFLCwsIJPJSIDF8zwhxe12G7quy87gcDh83/OA6+5UUldBQUFBQeHnx4EkgO12G//sn/0zvPnWOVy6fAntZlP+LaBpSGZykxqYRArhaRXM3RqYFCKJhK8IWkdAC0gRtCal0AEEAgaOYYywNy2CBuB4gOkBIxcYO8DI9jCyHYxGYwwGfeSDLorxMCzLhGWasMYGDGOI8XAIa7qSjEnZw4cPI5/PY2lpCUeOHJnxAnKdmb8AORwOC7HzK3y5XA7b29vQNA25XA6maSKZTEo4JR6PY319XapiCoUCOp2O1Kx4ngfLslAsFlGpVNDr9fDOO++g1WqhXC7j2LFjyGaz6HQ62NrawnA4lKSuruuIx+OwLAvD4RDJZBLz8/NIJBKwLAudTgfVahV7e3sYjUbIZDJYXl7GwsLCzOjVdV20223Zm5xIJFAoFJDJZO4bwlBJXQUFBQUFhQ8PB5IAvlcRdHFlDbHM+yv0/WmQIuhgHDjyKILzywjEs9BC96pQrjGCc/Mc3F4T0PTpWxCBoI6ApsN1AXM0QK/dRHd3C3ZzF/Z4KGnj+xVBc+xLwgcA6XRaxrAAxCe4tLSEO3fuTLaMTJXKeDyO8XiMYDCIRx55BLqu48qVK/A8D4uLixLkYPFyo9GQipUjR45gYWEBpmni5s2b2N7ell24TNaOx2OpjCmXy1IGzXQuPYUkudlsdoaYGYYho13XdZHNZlEoFO6r2FEVpI/PdV3ZqauSugoKCgoKCg8WB5IADodD/Omf/inOnT+PCxcuYv3mjZmRrabrk1VwXAEnZdBTBVCKoANTBfDuKjgtEEBA1ydF0LoOz/PgTUufJ+XP3r4iaAeJoIbFZAgBuLANC5Y5hmkYsEwDpmFgPBrCHI+llqVQKMjmC3ryDh06JIoaMAlFGIYxeTxTcmPbNvL5vJQsu66LYDCIfr+PaDSK5eVltFot8Rc6joOFhQX0ej3cuXMH2WwWx48fh2EY2NjYkASz67owTVPUuUAggI2NDSGUCwsLWFlZQTqdRrfbxd7enoymg8GgrKDTdR2WZcmO3lKpNFPBQtWu0WhInU2hUEA+n58JhBBM6rbbbSG03Kl7v9srKCgoKCgoPBgcSAK4H6PRCOvr6+IBrNVqM0XQvWkBdLc78QB2ul3Zyesvgfb7AR3Xges4U1I429vH7SHBYBDHjx3D4cOHpptDAtB0DcGp7y8UCklIJBaLSWqXmzdYA+OvhNF1HZ1OR6pg6Hnj02DbthRBR6NR6cbb3NxEOBxGpVJBu91GMBiEaZoYDoeYn5/HysoK1tfXsb29jVQqhYWFBfEHxuNxRKNRdDod1Ot1WJaF+fl5HDlyBIlEAv1+H3fu3EGtVpM6mlgshlQqBV3Xxf+XSCRQLpeRSqWE9Nm2jVarhUajAcMw3rObzzRNCW4wqUsfn0rqKigoKCgo/OLwkSCAvwwMBgN885vfRLVaFT8eU8D+8AeTvPV6HYZhiM+P7wHMfNztduE4joQh6GeLRqPIZDJotVrIZDLwPE82g0SjUczPz+POnTsypqUPMBQKYWNjA5Zl4fDhw6hUKtjd3UWtVhOCSgUwFothaWlJfs7t27ext7eHUCiE+fl5zM3NIZ1Ow7Zt1Go19Ho9JJNJ2QZCQjcajWSczJqafD5/T/qWSd12u43hcKiSugoKCgoKCgcEigDeB+vr63j55Zel/44qH/v/WAXDNG69XpfdvCR79PX5V7ZxLMrvZ1mWhDkAiDduMBggk8nAdV1Eo1HUajUkk0ksLCzIthGua4tGozh06BCGwyHW19dhGAbK5TKKxSJs2xYPYDwex3A4RLVaRa/XkxJn9vX1ej3UajX0+30kk0mUy+WZVW7dbheNRkO+X6FQuKdUmUldJp+Z1M1ms+9rJ6+CgoKCgoLCLwaKAPrgOA6+9a1v4cKFCwAgPX7cO8s3jolHoxGazebMiJfjYAYvuIKt0WhI/QtHwRzzUu1jUpfVKMFgENFoFLFYDNvb2wgGg1hYWIBhGLBtW3YE93o9FAoFHD16FJ7n4fbt2xgMBtJH6DiO9BUuLCygXC7fQ/pSqZSsYeN2k0ajgWazCdu2kclkUCgUpF4GuDepCwCZTEYldRUUFBQUFA44PpYEkCXPM56/d3kfCASkf+9rX/saut2uhCf45t8BzM87nQ6Gw6Hs2aVfb//4lz5FFk77t4QAEKJHr10qlUIkEkG/30coFIJhGMjn88hms9jc3IRpmshmswAmilulUkEwGMTGxgbq9Tri8TgWFxeRTCYxGo1ETZybm0M0GkW320WtVsNgMEAqlUK5XEYikQAwGXs3Gg2pkOFo1+9TZFK30+nAcRyV1FVQUFBQUPgI4sATQMMwcPXqVVy/fl0CIPV6XYhVp9NFd1oA3ev10O9NiqBd133fP+PZZ5/F888/DwBSAG2aJgzDwGAwkKBJfzCEHgzi2NGjSKWS94RBYrGY7Jwtl8uyg5dkcP+auGAwCMuyEIvFoGmaEKxSqTSzL7jT6SCbzWJhYQHtdltSwRzxRqNRrK6uYm5uDvV6HY1GA9FoFHNzc0ilUqL0DQYDpNNplEolJBKJmW6+0WiEZDKJfD4/0803Ho+lmkUldRUUFBQUFD4eOJAEcHd3F//oH/0jvHXuPG7eeAeO4wCYlECncgUksnlEUxmE4gmpfYn4y6DjSeihkK8IWpNkr78SJtDpYBV1BHC3CNqEjhHCGAZCGHs6LACO68Iaj6EbfZSCDuBYsCwbtmHANA1Yxhjj0RDGcABzPAYAlMtlxOJxJOIJLC4u4PTp0zOeQKqMw+EQ8XgcAJBIJGSUmk6nZS2a67rY3d1FMBjE/Pw8AoEATNNEoVBAuVzGYDBAtVqVn5vP54X0DYdDpNNplMtlxONxmKYpo13P85DL5ZDP5+U+7E/qRiIRCW6825YOBQUFBQUFhY8WDiQB/Kf/9J/iX/2rfyWfswi6dPgYkvkS4tk8osk09J9TgZIi6OIKtJOfgp4pQNPv/Z6e58HZfgfu1vVJXYseBDQdgen7yaYNE6ZhwOx1YLeq6Df2MOp1RYn80pe+hHw+L0qfruuIRqPizfM8D4lEAuFwGM1mU/YDO46DSqWCQqGARqMB13UxNzeHYDCIarWK8XiMQqGAUqmE4XAopI89ffF4XLr5ut0uIpEICoUCcrkcgsEgbNuWFWtM6rKaRSV1FRQUFBQUPp44kATQsiz8+Z//Oc6fP4+3L1zEpUsX0ZsqY35EYnFEEsm7hdDxSSn0/RRAeZsWQE/ea/A8wHO5K5jlz67sDtbgYq2YRTYWmZA8y4I5HsM0xjDNMczRSHYGc72Z53nSBZjJZLCwsICFhQVR/oBJNQwDICSJnuehXC7LthCOglkNk81m0W630el0RNUzTRO1Wk3WsJVKJUQiEdnAYZqmdPOlUil4nodutyvhEV3XJbihkroKCgoKCgoPBw4kAdwPz/Nm/H/vVgTN9+3ObBG04zhw7hMKcRxH/Hj7i6B1TUMymcSpkycQiUYBD9C0wEwVDL1/VOs8z0M4HEY8Hp9JC/u/r58AxmIx6fJLp9MYDocIBoNIpVLodifqYaFQgOM4aDQaiEQiKJfLcjxGoxGy2SxKpRIAoNFooN1uy87gQqGAcDiMXq8nxBGAkEl/t5+CgoKCgoLCw4OPBAH8ZeDq1av4/ve/D9u2EQqFZqpg2AFIYkcFjolebv/gdgsWScfjcamI4dg3EolgNBohkUhIGplJ4E6nA9d1USwWoes6ms0mDMOQShZWtQwGA8TjcRQKBWQyGQlu+JO62Wx2JtyhoKCgoKCg8PBCEcB9cBwH3/72t3H58mVZ1cY3v/JHAler1WBZ1swGEPbvxePxmZVwLE3mx7ZtSzCDW0FM08RoNEIul0M4HEan04FhGELg2D1o2zay2SwKhQI0TVM7dRUUFBQUFBTeNxQB9KHX6+Gv/uqv0Gg0RLXj1g6+cQRs2zbq9bqscWMFDG9PFVB2C08/Zh8gO/7ouxsOh/L/B4MBTNNEJpNBPB6XKppQKIR8Po9kMonBYKCSugoKCgoKCgo/Ez52BNA0TfR6PZimeU8Z9HsVQW9tbeH111+HbdvQdX1mA0g4HEYsFpNRKmtZeBuOhP2Ej6ofAFHh+J4E0LIs2fZhGIbUvoRCIfT7fYzHYySTSWSzWXieN7NTVyV1FRQUFBQUFH5WHGgC6Hke9vb2cPHiRVy/fl1CIPV6fbJztjMbAun3ezAN4wP/nN///d/H8ePH4TgOLMuCYRiy8aJWq2Frawv1eh2DwQCf/OQnceToUWi6Dn1K5EKhkKiAsVgMmUwG8/PzWFhYEIIITAig53kyWrZtG67riv9vMBgAmIQ0QqEQRqORSuoqKCgoKCgoPHAcSAK4vr6Ov/f3/ggXL19Cu9kEAGi6juS0BDqeySOSyiAcTyKaSE7Kn+8pgg4joAV8RdDTOphAAIFpDUygU0OpvQ5gUgTtIIhxLI1xOAVDj8BBAJ43VQ5HA6THTYRtE5ZtwbIsWKYByzRhGQbM0RDGaAhjNMB4OBTFMZPJ4oknHsfv//7vIxQKgYebo1qOcGOxmGwOASZF0LlcTiV1FRQUFBQUFB44DmRC4D/8h/+AH/7wB/L5yed+FceffRHp0vyEAGYLiKXSiCSSCEV/dkXM+Ov/a/LB6WcQXD0LPRRC6j63cwdd2Fd/DM8IAoEgEAwhoOvwNA2u48KxHdkIYoxG6Ddr2LryNjq1XTSbDXz3u9/FCy+8gKWlJQATZZNl0LquwzRNRCIRZLNZrK6uqqSugoKCgoKCwoeKA6kAuq6Lv/qrv8L58+dx4eJFXLhwEbfWb953v29A0xBLJBFNThTAcHxSCK0Fp0EMrl6j6ier4CbqIKZFzJPy52kRtOfCcybvc8kYTq8uIQAPpmHAMg2YhgFjPIIxHovSx95Bx3GgB4OYK8+hUpmMgU+fPo3V1VUEg0F5DPF4HNlsFtlsViV1FRQUFBQUFH6hOJAE8H5wHAfNZvN9FUF3u3eLoB0GPhwXrjdR65x3KYLW/YXNuob5uTmUSiUZ2waDQQmIMBzCpHA8Hkc6nUYymZSePwZMdF1HLBZTSV0FBQUFBQWFA4GPDAH8RcKyLLz00ktYX1+/JxEcDAYl2OEvfg4GgwgE7m4KicfjyOfzyGaziMViv+yHpKCgoKCgoKAgULPHfeh0Ovhv/+2/odlsSrULe/z8q9zY56dpGsLhMNLpNPL5vErqKigoKCgoKBx4KALow40bN/DXf/3XME1zZnsHiR97/mKxGNLpNObm5pDP51VSV0FBQUFBQeEjhY8NAXRdVzZmfNAi6EAggJs3b2J7exuu60pvn2EYcptkMomlpSWsrq6iWCyq4IaCgoKCgoLCRxYHmsUYhoFr167dUwRdq9XR7nTQ6XbRmxZA93u9n+ln6LqOv//3/z7y+Txs24ZlWej3+6jVarh9+zZu376NVqsF27bl/4RCISSSqUnoI5VCJp1GIZ9DqVRCsVhEpVLB6dOncebMGSwuLip1UEFBQUFBQeFA4UCGQN5++238xm/+JjY3NiSBm8oXkSqUEMvkEcvmEZMi6JQUQUcTSYRniqCno9uZImhfNczty4i1bgGYFEFbySLMbAV2LA0voMFzPbiuA9dxYBtjGMM+xv0ejGEfxqAHY/rxeNDDuNvBsN3AqN1Eu7oDczySx/P3/uiP8P/8xV8gFAr9Eo6mgoKCgoKCgsIsDqQC+NWvfhUbd+7I5yc+8wWsPvokEvnStAh6QgBlA0g8Cf1nIFfGuZeAYAT4G38TkVzpff8/z/NgjUcTEjjsw+j3Meq10W81MGw30N7ZwtUfvozqzasAgK985Su4c+cOjhw58oHvo4KCgoKCgoLCg8aBVAA9z8N3vvMdnD9/HhcvXsTbFyYj4FazgXe7u6FIFLHkhAxGEknowRAgyl9gWv5MBXD6XtMnWzlcB/BcuNPyZ0z9gpNCaAee504J31TtG/ThOs5970c4HMZ8ZQFnzpzG2TNncObMGXz2s5/F4cOHP8xDpqCgoKCgoKDwvnEgCeC7wXEctFqtD1QE/V4hkP1F0PtTv/6P4/E4UqmJ7y+dTsvHqVQKqVQK+XwepVIJiURCef4UFBQUFBQUDjQ+UgRQQUFBQUFBQUHh54f2y74DCgoKCgoKCgoKv1goAqigoKCgoKCg8JBBEUAFBQUFBQUFhYcMigAqKCgoKCgoKDxkUARQQUFBQUFBQeEhgyKACgoKCgoKCgoPGRQBVFBQUFBQUFB4yKAIoIKCgoKCgoLCQwZFABUUFBQUFBQUHjIoAqigoKCgoKCg8JBBEUAFBQUFBQUFhYcMigAqKCgoKCgoKDxkUARQQUFBQUFBQeEhgyKACgoKCgoKCgoPGRQBVFBQUFBQUFB4yKAIoIKCgoKCgoLCQwZFABUUFBQUFBQUHjIoAqigoKCgoKCg8JBBEUAFBQUFBQUFhYcMigAqKCgoKCgoKDxkUARQQUFBQUFBQeEhgyKACgoKCgoKCgoPGf5/Wmoyuleq7XgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_mlp_architecture(clf_small)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Perfect! The new model still has an excellent predictive performance while being much smaller." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ⚙️🦁 Transpile to Leo" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's transpile this smaller model into a Leo program. This will create a Leo project folder `workshop_kya_face_*` on your machine." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# Get a random number for the program name generation between 0 and 10000\n", + "random_number = random.randint(0, 10000)\n", + "\n", + "# Create a unique project name using the random number\n", + "leo_project_name = f\"workshop_kya_face_{random_number}\"\n", + "\n", + "# Set a fixed_point_scaling_factor of 16\n", + "fixed_point_scaling_factor = 16\n", + "\n", + "# Transpile the NN into Leo code\n", + "lt = LeoTranspiler(\n", + " model=clf_small\n", + ")\n", + "lt.to_leo(\n", + " path=cwd, project_name=leo_project_name, fixed_point_scaling_factor=fixed_point_scaling_factor\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the transpiled Leo code." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "// This file was automatically generated by the zkml LeoTranspiler.\n", + "program workshop_kya_face_8297.aleo {\n", + " struct Struct0 {\n", + " x0: i64,\n", + " x1: i64\n", + "}\n", + " transition main (struct0_0: Struct0, struct0_1: Struct0, struct0_2: Struct0, struct0_3: Struct0, struct0_4: Struct0, struct0_5: Struct0, struct0_6: Struct0, struct0_7: Struct0, struct0_8: Struct0, struct0_9: Struct0, struct0_10: Struct0, struct0_11: Struct0, struct0_12: Struct0, struct0_13: Struct0, struct0_14: Struct0, struct0_15: Struct0) -> (i64) {\n", + " let neuron_1_0: i64 = relu(-3i64 * struct0_0.x0 + -1i64 * struct0_0.x1 + 7i64 * struct0_1.x0 + 1i64 * struct0_1.x1 + -6i64 * struct0_2.x0 + -1i64 * struct0_2.x1 + -3i64 * struct0_3.x0 + -1i64 * struct0_3.x1 + -1i64 * struct0_4.x0 + -1i64 * struct0_4.x1 + 2i64 * struct0_5.x0 + 2i64 * struct0_5.x1 + 2i64 * struct0_6.x0 + 2i64 * struct0_6.x1 + 3i64 * struct0_7.x0 + -1i64 * struct0_7.x1 + 3i64 * struct0_8.x0 + 3i64 * struct0_8.x1 + 2i64 * struct0_9.x0 + -4i64 * struct0_9.x1 + -1i64 * struct0_10.x0 + 0i64 * struct0_10.x1 + -6i64 * struct0_11.x0 + 0i64 * struct0_11.x1 + 6i64 * struct0_12.x0 + -1i64 * struct0_12.x1 + -3i64 * struct0_13.x0 + -5i64 * struct0_13.x1 + -6i64 * struct0_14.x0 + -2i64 * struct0_14.x1 + 2i64 * struct0_15.x0 + -4i64 * struct0_15.x1 + 45i64);\n", + " let neuron_1_1: i64 = relu(4i64 * struct0_0.x0 + -2i64 * struct0_0.x1 + 2i64 * struct0_1.x0 + 6i64 * struct0_1.x1 + 7i64 * struct0_2.x0 + 4i64 * struct0_2.x1 + 2i64 * struct0_3.x0 + 4i64 * struct0_3.x1 + 1i64 * struct0_4.x0 + 7i64 * struct0_4.x1 + -7i64 * struct0_5.x0 + 2i64 * struct0_5.x1 + -5i64 * struct0_6.x0 + -6i64 * struct0_6.x1 + -5i64 * struct0_7.x0 + 3i64 * struct0_7.x1 + 4i64 * struct0_8.x0 + -4i64 * struct0_8.x1 + -1i64 * struct0_9.x0 + 7i64 * struct0_9.x1 + 1i64 * struct0_10.x0 + 6i64 * struct0_10.x1 + -4i64 * struct0_11.x0 + -3i64 * struct0_11.x1 + -6i64 * struct0_12.x0 + -2i64 * struct0_12.x1 + -3i64 * struct0_13.x0 + -6i64 * struct0_13.x1 + 2i64 * struct0_14.x0 + 1i64 * struct0_14.x1 + 1i64 * struct0_15.x0 + -3i64 * struct0_15.x1 + -3i64);\n", + " let neuron_1_2: i64 = relu(2i64 * struct0_0.x0 + -3i64 * struct0_0.x1 + -3i64 * struct0_1.x0 + 3i64 * struct0_1.x1 + 4i64 * struct0_2.x0 + 3i64 * struct0_2.x1 + 6i64 * struct0_3.x0 + 5i64 * struct0_3.x1 + -2i64 * struct0_4.x0 + -2i64 * struct0_4.x1 + -1i64 * struct0_5.x0 + -2i64 * struct0_5.x1 + -6i64 * struct0_6.x0 + 0i64 * struct0_6.x1 + 6i64 * struct0_7.x0 + 1i64 * struct0_7.x1 + -1i64 * struct0_8.x0 + -4i64 * struct0_8.x1 + 4i64 * struct0_9.x0 + 1i64 * struct0_9.x1 + -5i64 * struct0_10.x0 + 1i64 * struct0_10.x1 + 5i64 * struct0_11.x0 + 4i64 * struct0_11.x1 + -3i64 * struct0_12.x0 + 4i64 * struct0_12.x1 + 5i64 * struct0_13.x0 + 3i64 * struct0_13.x1 + 7i64 * struct0_14.x0 + -3i64 * struct0_14.x1 + 6i64 * struct0_15.x0 + 5i64 * struct0_15.x1 + -47i64);\n", + " let neuron_1_3: i64 = relu(0i64 * struct0_0.x0 + 3i64 * struct0_0.x1 + -5i64 * struct0_1.x0 + 3i64 * struct0_1.x1 + -5i64 * struct0_2.x0 + 6i64 * struct0_2.x1 + -1i64 * struct0_3.x0 + -4i64 * struct0_3.x1 + 7i64 * struct0_4.x0 + 3i64 * struct0_4.x1 + -4i64 * struct0_5.x0 + -7i64 * struct0_5.x1 + 3i64 * struct0_6.x0 + -3i64 * struct0_6.x1 + 7i64 * struct0_7.x0 + -1i64 * struct0_7.x1 + -1i64 * struct0_8.x0 + 5i64 * struct0_8.x1 + -4i64 * struct0_9.x0 + -1i64 * struct0_9.x1 + 0i64 * struct0_10.x0 + -3i64 * struct0_10.x1 + -7i64 * struct0_11.x0 + -3i64 * struct0_11.x1 + 6i64 * struct0_12.x0 + -3i64 * struct0_12.x1 + 6i64 * struct0_13.x0 + 4i64 * struct0_13.x1 + 1i64 * struct0_14.x0 + 3i64 * struct0_14.x1 + 6i64 * struct0_15.x0 + 4i64 * struct0_15.x1 + 54i64);\n", + " let neuron_1_4: i64 = relu(-3i64 * struct0_0.x0 + -3i64 * struct0_0.x1 + 3i64 * struct0_1.x0 + 6i64 * struct0_1.x1 + -4i64 * struct0_2.x0 + 0i64 * struct0_2.x1 + -1i64 * struct0_3.x0 + -4i64 * struct0_3.x1 + 4i64 * struct0_4.x0 + 2i64 * struct0_4.x1 + 1i64 * struct0_5.x0 + 3i64 * struct0_5.x1 + -4i64 * struct0_6.x0 + -2i64 * struct0_6.x1 + 4i64 * struct0_7.x0 + -4i64 * struct0_7.x1 + 4i64 * struct0_8.x0 + -2i64 * struct0_8.x1 + -1i64 * struct0_9.x0 + 1i64 * struct0_9.x1 + -1i64 * struct0_10.x0 + 2i64 * struct0_10.x1 + 2i64 * struct0_11.x0 + 4i64 * struct0_11.x1 + 4i64 * struct0_12.x0 + -4i64 * struct0_12.x1 + 6i64 * struct0_13.x0 + 0i64 * struct0_13.x1 + 0i64 * struct0_14.x0 + -4i64 * struct0_14.x1 + -4i64 * struct0_15.x0 + 5i64 * struct0_15.x1 + -13i64);\n", + " let neuron_1_5: i64 = relu(-5i64 * struct0_0.x0 + -4i64 * struct0_0.x1 + -1i64 * struct0_1.x0 + -6i64 * struct0_1.x1 + 5i64 * struct0_2.x0 + -6i64 * struct0_2.x1 + 4i64 * struct0_3.x0 + -5i64 * struct0_3.x1 + -1i64 * struct0_4.x0 + -2i64 * struct0_4.x1 + -5i64 * struct0_5.x0 + 6i64 * struct0_5.x1 + -5i64 * struct0_6.x0 + 7i64 * struct0_6.x1 + -1i64 * struct0_7.x0 + 0i64 * struct0_7.x1 + 3i64 * struct0_8.x0 + -5i64 * struct0_8.x1 + -6i64 * struct0_9.x0 + -3i64 * struct0_9.x1 + 0i64 * struct0_10.x0 + 1i64 * struct0_10.x1 + -4i64 * struct0_11.x0 + 6i64 * struct0_11.x1 + 2i64 * struct0_12.x0 + -4i64 * struct0_12.x1 + 1i64 * struct0_13.x0 + 7i64 * struct0_13.x1 + 1i64 * struct0_14.x0 + 7i64 * struct0_14.x1 + -7i64 * struct0_15.x0 + 7i64 * struct0_15.x1 + 72i64);\n", + " let neuron_1_6: i64 = relu(-7i64 * struct0_0.x0 + -3i64 * struct0_0.x1 + -6i64 * struct0_1.x0 + -5i64 * struct0_1.x1 + 4i64 * struct0_2.x0 + 4i64 * struct0_2.x1 + -5i64 * struct0_3.x0 + -2i64 * struct0_3.x1 + 2i64 * struct0_4.x0 + 4i64 * struct0_4.x1 + 4i64 * struct0_5.x0 + 3i64 * struct0_5.x1 + 2i64 * struct0_6.x0 + -3i64 * struct0_6.x1 + -7i64 * struct0_7.x0 + 7i64 * struct0_7.x1 + 1i64 * struct0_8.x0 + 0i64 * struct0_8.x1 + -7i64 * struct0_9.x0 + -4i64 * struct0_9.x1 + 3i64 * struct0_10.x0 + 2i64 * struct0_10.x1 + -6i64 * struct0_11.x0 + -2i64 * struct0_11.x1 + 0i64 * struct0_12.x0 + 5i64 * struct0_12.x1 + -3i64 * struct0_13.x0 + 0i64 * struct0_13.x1 + -2i64 * struct0_14.x0 + 7i64 * struct0_14.x1 + -3i64 * struct0_15.x0 + 2i64 * struct0_15.x1 + 28i64);\n", + " let neuron_1_7: i64 = relu(5i64 * struct0_0.x0 + 0i64 * struct0_0.x1 + -1i64 * struct0_1.x0 + -4i64 * struct0_1.x1 + 2i64 * struct0_2.x0 + 2i64 * struct0_2.x1 + -3i64 * struct0_3.x0 + 2i64 * struct0_3.x1 + -1i64 * struct0_4.x0 + -1i64 * struct0_4.x1 + 0i64 * struct0_5.x0 + -3i64 * struct0_5.x1 + 1i64 * struct0_6.x0 + 3i64 * struct0_6.x1 + 4i64 * struct0_7.x0 + -3i64 * struct0_7.x1 + 3i64 * struct0_8.x0 + 2i64 * struct0_8.x1 + 4i64 * struct0_9.x0 + 0i64 * struct0_9.x1 + -4i64 * struct0_10.x0 + 4i64 * struct0_10.x1 + 1i64 * struct0_11.x0 + 2i64 * struct0_11.x1 + 0i64 * struct0_12.x0 + 3i64 * struct0_12.x1 + -3i64 * struct0_13.x0 + -3i64 * struct0_13.x1 + 0i64 * struct0_14.x0 + 1i64 * struct0_14.x1 + 2i64 * struct0_15.x0 + 2i64 * struct0_15.x1 + 44i64);\n", + " let neuron_1_8: i64 = relu(0i64 * struct0_0.x0 + 5i64 * struct0_0.x1 + -6i64 * struct0_1.x0 + -3i64 * struct0_1.x1 + 5i64 * struct0_2.x0 + -1i64 * struct0_2.x1 + -1i64 * struct0_3.x0 + 5i64 * struct0_3.x1 + -3i64 * struct0_4.x0 + 3i64 * struct0_4.x1 + 6i64 * struct0_5.x0 + 0i64 * struct0_5.x1 + 3i64 * struct0_6.x0 + 2i64 * struct0_6.x1 + -3i64 * struct0_7.x0 + -1i64 * struct0_7.x1 + 6i64 * struct0_8.x0 + -5i64 * struct0_8.x1 + 5i64 * struct0_9.x0 + 4i64 * struct0_9.x1 + -3i64 * struct0_10.x0 + -3i64 * struct0_10.x1 + 3i64 * struct0_11.x0 + 4i64 * struct0_11.x1 + -4i64 * struct0_12.x0 + -6i64 * struct0_12.x1 + 2i64 * struct0_13.x0 + 6i64 * struct0_13.x1 + -1i64 * struct0_14.x0 + 2i64 * struct0_14.x1 + 7i64 * struct0_15.x0 + 6i64 * struct0_15.x1 + 32i64);\n", + " let neuron_1_9: i64 = relu(4i64 * struct0_0.x0 + -3i64 * struct0_0.x1 + 6i64 * struct0_1.x0 + -2i64 * struct0_1.x1 + -6i64 * struct0_2.x0 + 3i64 * struct0_2.x1 + -5i64 * struct0_3.x0 + -7i64 * struct0_3.x1 + -6i64 * struct0_4.x0 + 0i64 * struct0_4.x1 + -5i64 * struct0_5.x0 + 4i64 * struct0_5.x1 + -3i64 * struct0_6.x0 + 5i64 * struct0_6.x1 + 6i64 * struct0_7.x0 + 5i64 * struct0_7.x1 + -3i64 * struct0_8.x0 + 3i64 * struct0_8.x1 + 3i64 * struct0_9.x0 + -7i64 * struct0_9.x1 + 0i64 * struct0_10.x0 + 6i64 * struct0_10.x1 + 5i64 * struct0_11.x0 + -6i64 * struct0_11.x1 + -4i64 * struct0_12.x0 + -6i64 * struct0_12.x1 + 1i64 * struct0_13.x0 + -2i64 * struct0_13.x1 + 6i64 * struct0_14.x0 + -4i64 * struct0_14.x1 + -5i64 * struct0_15.x0 + 5i64 * struct0_15.x1 + 30i64);\n", + " let neuron_1_10: i64 = relu(-4i64 * struct0_0.x0 + 0i64 * struct0_0.x1 + -2i64 * struct0_1.x0 + -1i64 * struct0_1.x1 + 0i64 * struct0_2.x0 + -2i64 * struct0_2.x1 + 3i64 * struct0_3.x0 + 1i64 * struct0_3.x1 + 2i64 * struct0_4.x0 + -1i64 * struct0_4.x1 + -1i64 * struct0_5.x0 + 3i64 * struct0_5.x1 + 1i64 * struct0_6.x0 + 0i64 * struct0_6.x1 + 4i64 * struct0_7.x0 + 3i64 * struct0_7.x1 + 0i64 * struct0_8.x0 + -3i64 * struct0_8.x1 + -1i64 * struct0_9.x0 + -3i64 * struct0_9.x1 + 0i64 * struct0_10.x0 + 3i64 * struct0_10.x1 + 2i64 * struct0_11.x0 + 3i64 * struct0_11.x1 + 3i64 * struct0_12.x0 + 1i64 * struct0_12.x1 + 0i64 * struct0_13.x0 + 4i64 * struct0_13.x1 + -4i64 * struct0_14.x0 + 2i64 * struct0_14.x1 + 0i64 * struct0_15.x0 + -2i64 * struct0_15.x1 + 48i64);\n", + " let neuron_1_11: i64 = relu(4i64 * struct0_0.x0 + 3i64 * struct0_0.x1 + 4i64 * struct0_1.x0 + 3i64 * struct0_1.x1 + -6i64 * struct0_2.x0 + 2i64 * struct0_2.x1 + 5i64 * struct0_3.x0 + -3i64 * struct0_3.x1 + -2i64 * struct0_4.x0 + -6i64 * struct0_4.x1 + -5i64 * struct0_5.x0 + 6i64 * struct0_5.x1 + -2i64 * struct0_6.x0 + 2i64 * struct0_6.x1 + 5i64 * struct0_7.x0 + 1i64 * struct0_7.x1 + -6i64 * struct0_8.x0 + -6i64 * struct0_8.x1 + -5i64 * struct0_9.x0 + -6i64 * struct0_9.x1 + 4i64 * struct0_10.x0 + -5i64 * struct0_10.x1 + 5i64 * struct0_11.x0 + -1i64 * struct0_11.x1 + 5i64 * struct0_12.x0 + -6i64 * struct0_12.x1 + 6i64 * struct0_13.x0 + -7i64 * struct0_13.x1 + -4i64 * struct0_14.x0 + 4i64 * struct0_14.x1 + -2i64 * struct0_15.x0 + 1i64 * struct0_15.x1 + 7i64);\n", + " let neuron_1_12: i64 = relu(2i64 * struct0_0.x0 + -4i64 * struct0_0.x1 + -1i64 * struct0_1.x0 + 0i64 * struct0_1.x1 + 3i64 * struct0_2.x0 + 0i64 * struct0_2.x1 + 0i64 * struct0_3.x0 + -2i64 * struct0_3.x1 + -4i64 * struct0_4.x0 + 3i64 * struct0_4.x1 + 4i64 * struct0_5.x0 + 2i64 * struct0_5.x1 + -1i64 * struct0_6.x0 + 1i64 * struct0_6.x1 + -3i64 * struct0_7.x0 + 1i64 * struct0_7.x1 + 2i64 * struct0_8.x0 + -1i64 * struct0_8.x1 + -3i64 * struct0_9.x0 + -4i64 * struct0_9.x1 + 2i64 * struct0_10.x0 + -4i64 * struct0_10.x1 + -1i64 * struct0_11.x0 + 3i64 * struct0_11.x1 + 2i64 * struct0_12.x0 + 2i64 * struct0_12.x1 + -3i64 * struct0_13.x0 + 4i64 * struct0_13.x1 + 4i64 * struct0_14.x0 + -3i64 * struct0_14.x1 + 4i64 * struct0_15.x0 + -3i64 * struct0_15.x1 + -84i64);\n", + " let neuron_1_13: i64 = relu(-2i64 * struct0_0.x0 + 0i64 * struct0_0.x1 + 1i64 * struct0_1.x0 + -1i64 * struct0_1.x1 + 2i64 * struct0_2.x0 + -4i64 * struct0_2.x1 + 3i64 * struct0_3.x0 + -3i64 * struct0_3.x1 + -1i64 * struct0_4.x0 + -1i64 * struct0_4.x1 + 3i64 * struct0_5.x0 + 1i64 * struct0_5.x1 + 1i64 * struct0_6.x0 + -3i64 * struct0_6.x1 + 0i64 * struct0_7.x0 + 0i64 * struct0_7.x1 + -4i64 * struct0_8.x0 + 0i64 * struct0_8.x1 + -1i64 * struct0_9.x0 + 3i64 * struct0_9.x1 + -2i64 * struct0_10.x0 + -3i64 * struct0_10.x1 + -2i64 * struct0_11.x0 + -1i64 * struct0_11.x1 + 2i64 * struct0_12.x0 + 1i64 * struct0_12.x1 + 1i64 * struct0_13.x0 + -4i64 * struct0_13.x1 + 3i64 * struct0_14.x0 + 3i64 * struct0_14.x1 + 3i64 * struct0_15.x0 + 4i64 * struct0_15.x1 + -104i64);\n", + " let neuron_1_14: i64 = relu(-2i64 * struct0_0.x0 + -3i64 * struct0_0.x1 + 1i64 * struct0_1.x0 + 2i64 * struct0_1.x1 + -1i64 * struct0_2.x0 + -6i64 * struct0_2.x1 + 2i64 * struct0_3.x0 + 0i64 * struct0_3.x1 + 6i64 * struct0_4.x0 + -3i64 * struct0_4.x1 + -1i64 * struct0_5.x0 + -6i64 * struct0_5.x1 + 0i64 * struct0_6.x0 + 1i64 * struct0_6.x1 + 3i64 * struct0_7.x0 + -1i64 * struct0_7.x1 + 1i64 * struct0_8.x0 + 0i64 * struct0_8.x1 + -1i64 * struct0_9.x0 + 1i64 * struct0_9.x1 + -4i64 * struct0_10.x0 + -4i64 * struct0_10.x1 + 2i64 * struct0_11.x0 + 3i64 * struct0_11.x1 + -3i64 * struct0_12.x0 + -3i64 * struct0_12.x1 + -4i64 * struct0_13.x0 + 3i64 * struct0_13.x1 + -2i64 * struct0_14.x0 + 2i64 * struct0_14.x1 + 3i64 * struct0_15.x0 + 0i64 * struct0_15.x1 + 26i64);\n", + " let neuron_1_15: i64 = relu(-5i64 * struct0_0.x0 + -6i64 * struct0_0.x1 + -5i64 * struct0_1.x0 + -5i64 * struct0_1.x1 + -6i64 * struct0_2.x0 + -7i64 * struct0_2.x1 + -5i64 * struct0_3.x0 + 6i64 * struct0_3.x1 + -4i64 * struct0_4.x0 + -6i64 * struct0_4.x1 + 2i64 * struct0_5.x0 + -6i64 * struct0_5.x1 + 5i64 * struct0_6.x0 + -4i64 * struct0_6.x1 + -4i64 * struct0_7.x0 + 2i64 * struct0_7.x1 + -1i64 * struct0_8.x0 + 4i64 * struct0_8.x1 + 4i64 * struct0_9.x0 + 1i64 * struct0_9.x1 + 0i64 * struct0_10.x0 + -6i64 * struct0_10.x1 + 5i64 * struct0_11.x0 + -3i64 * struct0_11.x1 + -2i64 * struct0_12.x0 + -4i64 * struct0_12.x1 + -2i64 * struct0_13.x0 + 2i64 * struct0_13.x1 + 2i64 * struct0_14.x0 + 6i64 * struct0_14.x1 + -2i64 * struct0_15.x0 + -4i64 * struct0_15.x1 + 44i64);\n", + " let neuron_1_16: i64 = relu(-1i64 * struct0_0.x0 + 4i64 * struct0_0.x1 + 4i64 * struct0_1.x0 + 5i64 * struct0_1.x1 + -1i64 * struct0_2.x0 + 2i64 * struct0_2.x1 + 3i64 * struct0_3.x0 + -1i64 * struct0_3.x1 + -3i64 * struct0_4.x0 + -1i64 * struct0_4.x1 + 3i64 * struct0_5.x0 + 3i64 * struct0_5.x1 + 0i64 * struct0_6.x0 + -5i64 * struct0_6.x1 + -2i64 * struct0_7.x0 + 3i64 * struct0_7.x1 + -1i64 * struct0_8.x0 + 4i64 * struct0_8.x1 + 0i64 * struct0_9.x0 + -3i64 * struct0_9.x1 + -4i64 * struct0_10.x0 + 4i64 * struct0_10.x1 + 4i64 * struct0_11.x0 + -4i64 * struct0_11.x1 + -4i64 * struct0_12.x0 + 4i64 * struct0_12.x1 + -4i64 * struct0_13.x0 + 4i64 * struct0_13.x1 + -1i64 * struct0_14.x0 + 1i64 * struct0_14.x1 + 0i64 * struct0_15.x0 + 1i64 * struct0_15.x1 + 17i64);\n", + " let output_0 : i64 = -7i64 * neuron_1_0 + -8i64 * neuron_1_1 + -10i64 * neuron_1_2 + -4i64 * neuron_1_3 + 0i64 * neuron_1_4 + -3i64 * neuron_1_5 + -3i64 * neuron_1_6 + 6i64 * neuron_1_7 + -4i64 * neuron_1_8 + -1i64 * neuron_1_9 + 4i64 * neuron_1_10 + -3i64 * neuron_1_11 + 1i64 * neuron_1_12 + 6i64 * neuron_1_13 + 7i64 * neuron_1_14 + -8i64 * neuron_1_15 + 7i64 * neuron_1_16 + -376i64;\n", + " return (output_0);\n", + " }function relu(x: i64) -> i64 {\n", + "if x < 0i64 {return 0i64;} else {return x;\n", + " }\n", + " }\n", + "}\n" + ] + } + ], + "source": [ + "leo_code_path = os.path.join(\n", + " (os.path.join(cwd, leo_project_name, \"src\", \"main.leo\"))\n", + ")\n", + "with open(leo_code_path, \"r\") as f:\n", + " leo_code = f.read()\n", + "print(leo_code)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's compare these numbers with parameters of the scikit-learn model. Specifically, compare the numbers below to the first weight of the first neuron (`neuron_1_0`) and to the bias at the far right of that neuron inside the Leo code - they should match." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Float weight w₀: -0.17370561879190466\n", + "Float bias b₀: 0.1752743875380545\n", + "\n", + "Fixed-point representations (Leo expects ints):\n", + "w₀ × 16 = -2.779290 → -3\n", + "b₀ × 256= 44.870243 → 45\n" + ] + } + ], + "source": [ + "w0 = clf_small.coefs_[0][0, 0] # first weight into first hidden neuron\n", + "b0 = clf_small.intercepts_[0][0] # first bias of hidden layer\n", + "\n", + "print(f\"Float weight w₀: {w0}\")\n", + "print(f\"Float bias b₀: {b0}\")\n", + "\n", + "print(f\"\\nFixed-point representations (Leo expects ints):\")\n", + "print(f\"w₀ × {fixed_point_scaling_factor:<2} = {w0 * fixed_point_scaling_factor :.6f} → {int(round(w0 * fixed_point_scaling_factor))}\")\n", + "print(f\"b₀ × {fixed_point_scaling_factor**2:<2}= {b0 * fixed_point_scaling_factor**2 :.6f} → {int(round(b0 * fixed_point_scaling_factor**2))}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ▶️ Test execution of the Leo program" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's execute the Leo program a couple of times and compare the prediction to the Python scikit-learn predictions." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "def sigmoid(x):\n", + " return 1 / (1 + np.exp(-x))" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "def show_image_and_predictions(test_index):\n", + " test_features = X_test_pca_scaled[test_index:test_index+1]\n", + "\n", + " sample_meta = test_df.iloc[test_index]\n", + " img_dir = positive_dir_path if sample_meta['label'] == 1 else negative_dir_path\n", + " image_path = os.path.join(img_dir, sample_meta['filename'])\n", + "\n", + " # plot image\n", + " img = Image.open(image_path)\n", + " plt.figure(figsize=(3, 3)) \n", + " plt.imshow(img)\n", + " plt.axis('off')\n", + " plt.title(sample_meta['filename'])\n", + " plt.show()\n", + "\n", + " # sklearn’s probability\n", + " python_probability_prediction = clf_small.predict_proba(test_features)\n", + " print(\"Python computation results\")\n", + " print(f\"\\tProbabilities after sigmoid: {python_probability_prediction[0]}\")\n", + " print(f\"\\tPredicted class: {np.argmax(python_probability_prediction)}\\n\")\n", + "\n", + " # Leo computation\n", + " leo_computation = lt.run(input=test_features[0])\n", + "\n", + " print(\"Leo computation results\")\n", + " print(f\"\\tConstraints: {leo_computation.circuit_constraints}\")\n", + " print(f\"\\tRuntime: {leo_computation.runtime} seconds\")\n", + " print(f\"\\tInput: {leo_computation.input}\")\n", + " print(f\"\\tRaw output: {leo_computation.output}\")\n", + " print(f\"\\tDecimal output: {leo_computation.output_decimal}\")\n", + "\n", + " # Convert list → array for sigmoid\n", + " decimal_array = np.array(leo_computation.output_decimal, dtype=float)\n", + " p_pos = sigmoid(decimal_array[0]) # probability of class 1\n", + " leo_probs = np.array([1 - p_pos, p_pos])\n", + " print(f\"\\tProbabilities after sigmoid: {leo_probs.tolist()}\")\n", + "\n", + " print(f\"\\tPredicted class: {np.argmax(leo_probs)}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:No validation_data passed to the transpiler, thus, no information available of dataset shape. Passed input sample for run is treated as a single data point\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python computation results\n", + "\tProbabilities after sigmoid: [0.34037728 0.65962272]\n", + "\tPredicted class: 1\n", + "\n", + "Leo computation results\n", + "\tConstraints: 261952\n", + "\tRuntime: 1.7773780822753906 seconds\n", + "\tInput: ['{ x0: 23i64, x1: 3i64 }', '{ x0: 15i64, x1: 19i64 }', '{ x0: -3i64, x1: -22i64 }', '{ x0: 4i64, x1: -1i64 }', '{ x0: 23i64, x1: -19i64 }', '{ x0: 13i64, x1: -23i64 }', '{ x0: 4i64, x1: -13i64 }', '{ x0: 2i64, x1: 2i64 }', '{ x0: 9i64, x1: -16i64 }', '{ x0: -2i64, x1: 14i64 }', '{ x0: 4i64, x1: 7i64 }', '{ x0: 12i64, x1: 0i64 }', '{ x0: -2i64, x1: 16i64 }', '{ x0: -6i64, x1: 0i64 }', '{ x0: -9i64, x1: -7i64 }', '{ x0: 17i64, x1: -4i64 }']\n", + "\tRaw output: [2624]\n", + "\tDecimal output: [0.640625]\n", + "\tProbabilities after sigmoid: [0.34510527095787247, 0.6548947290421275]\n", + "\tPredicted class: 1\n" + ] + } + ], + "source": [ + "show_image_and_predictions(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:No validation_data passed to the transpiler, thus, no information available of dataset shape. Passed input sample for run is treated as a single data point\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python computation results\n", + "\tProbabilities after sigmoid: [0.38794389 0.61205611]\n", + "\tPredicted class: 1\n", + "\n", + "Leo computation results\n", + "\tConstraints: 261952\n", + "\tRuntime: 1.6811797618865967 seconds\n", + "\tInput: ['{ x0: 21i64, x1: 3i64 }', '{ x0: 12i64, x1: 22i64 }', '{ x0: -3i64, x1: -14i64 }', '{ x0: 7i64, x1: 7i64 }', '{ x0: 25i64, x1: -14i64 }', '{ x0: 22i64, x1: -15i64 }', '{ x0: 4i64, x1: 0i64 }', '{ x0: 2i64, x1: 2i64 }', '{ x0: 16i64, x1: 5i64 }', '{ x0: 3i64, x1: -1i64 }', '{ x0: 0i64, x1: 9i64 }', '{ x0: -18i64, x1: 8i64 }', '{ x0: 14i64, x1: 25i64 }', '{ x0: -11i64, x1: 2i64 }', '{ x0: -35i64, x1: 3i64 }', '{ x0: -30i64, x1: 0i64 }']\n", + "\tRaw output: [1154]\n", + "\tDecimal output: [0.28173828125]\n", + "\tProbabilities after sigmoid: [0.43002766487393085, 0.5699723351260692]\n", + "\tPredicted class: 1\n" + ] + } + ], + "source": [ + "show_image_and_predictions(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:root:No validation_data passed to the transpiler, thus, no information available of dataset shape. Passed input sample for run is treated as a single data point\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Python computation results\n", + "\tProbabilities after sigmoid: [0.76026156 0.23973844]\n", + "\tPredicted class: 0\n", + "\n", + "Leo computation results\n", + "\tConstraints: 261952\n", + "\tRuntime: 1.6764061450958252 seconds\n", + "\tInput: ['{ x0: 2i64, x1: -3i64 }', '{ x0: 25i64, x1: 8i64 }', '{ x0: 14i64, x1: 18i64 }', '{ x0: 33i64, x1: 1i64 }', '{ x0: -3i64, x1: 10i64 }', '{ x0: 0i64, x1: 1i64 }', '{ x0: 3i64, x1: -7i64 }', '{ x0: 9i64, x1: -11i64 }', '{ x0: 17i64, x1: 20i64 }', '{ x0: -1i64, x1: 19i64 }', '{ x0: -24i64, x1: 5i64 }', '{ x0: 17i64, x1: 18i64 }', '{ x0: -6i64, x1: 4i64 }', '{ x0: 6i64, x1: -11i64 }', '{ x0: -13i64, x1: -11i64 }', '{ x0: 12i64, x1: -37i64 }']\n", + "\tRaw output: [-4471]\n", + "\tDecimal output: [-1.091552734375]\n", + "\tProbabilities after sigmoid: [0.7486739988327564, 0.25132600116724363]\n", + "\tPredicted class: 0\n" + ] + } + ], + "source": [ + "show_image_and_predictions(13)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: small deviations in the probabilities between the Python and the Leo variant come from the fixed point number representation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 🚀 Deploy the Leo program" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/kp/dev/python-sdk2/zkml-research/kya_face/workshop_kya_face_8297\n" + ] + } + ], + "source": [ + "print(os.path.join(cwd, leo_project_name))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Open the directory above, update the private key with a funded one in the `.env` file and run `leo deploy --broadcast`. Then, check for the transaction to land in the [Provable testnet explorer](https://testnet.explorer.provable.com/)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 💡 Extension ideas\n", + "### Machine Learning\n", + "* Add data augmentation\n", + "* Add early stopping and validation approach in training\n", + "* Explore data quantization and other ML models\n", + "* ...\n", + "\n", + "### Zero Knowledge\n", + "* ML model parameters as private inputs (so no one can steal your model)\n", + "* Hash model parameters to commit to an identity\n", + "* Store result on-chain\n", + "* ...\n", + "\n", + "Check out the [Provable KYA app](https://kya.provable.com/) where most of these ideas are already implemented, and the training is done entirely locally in your browser!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 🗣️ Discussion\n", + "We are interested in a broad discussion with you, including the following aspects:\n", + "* Applications\n", + "* Security\n", + "* Technical improvements\n", + "* ..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 📚 Further resources\n", + "* MNIST example with [constraint optimization through model pruning](https://github.com/ProvableHQ/python-sdk/blob/master/zkml/examples/MLP_neural_networks/mnist_dataset.ipynb)\n", + "* [zkml with decision trees](https://github.com/ProvableHQ/python-sdk/blob/master/zkml/examples/decision_trees/iris_dataset.ipynb)\n", + "* [zkml transpiler](https://github.com/ProvableHQ/python-sdk/tree/master/zkml) - contributions welcome 🤝" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.2" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/zkml-research/kya_face/requirements.txt b/zkml-research/kya_face/requirements.txt new file mode 100644 index 0000000..2424a0e --- /dev/null +++ b/zkml-research/kya_face/requirements.txt @@ -0,0 +1,14 @@ +# ------------------------------------------------- +# KYA Face ID demo – pinned, known-good versions +# ------------------------------------------------- +numpy>=1.26,<2.0 +pandas>=2.2,<3.0 +matplotlib>=3.9,<4.0 +scikit-learn>=1.5,<1.6 +Pillow>=10.3,<11.0 +face_recognition==1.3.0 # needs CMake & compiler +face_recognition_models>=0.3.0 +zkml>=0.0.2b2 +jupyterlab>=4.2,<5.0 +ipykernel>=6.29,<7.0 +pyobjc-framework-AVFoundation; sys_platform == "darwin" \ No newline at end of file