Created
March 20, 2026 16:57
-
-
Save wojtyniakAQ/c7c2397f07481db8477dad962d323aa9 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# GenePT: A Simple But Effective Foundation Model for Genes and Cells Built From ChatGPT\n", | |
| "\n", | |
| "**Paper**: Yiqun Chen and James Zou (2024) \n", | |
| "**bioRxiv**: https://doi.org/10.1101/2023.10.16.562533\n", | |
| "\n", | |
| "## Overview\n", | |
| "\n", | |
| "GenePT is a simple yet effective approach for creating gene and cell embeddings by leveraging GPT-3.5 embeddings of gene descriptions from NCBI. Unlike Geneformer and scGPT which require expensive pretraining on millions of cells, GenePT achieves competitive or better performance using literature knowledge.\n", | |
| "\n", | |
| "**Key Innovation**: Use NCBI gene text descriptions + GPT-3.5 embeddings → Gene embeddings → Cell embeddings\n", | |
| "\n", | |
| "⚠️ **Educational Notebook**: Uses synthetic data to demonstrate methods within resource constraints (4GB RAM, no GPU, ~5-10 min runtime)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 1. Setup and Dependencies" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:27.782254Z", | |
| "iopub.status.busy": "2026-03-20T16:54:27.782049Z", | |
| "iopub.status.idle": "2026-03-20T16:54:27.929956Z", | |
| "shell.execute_reply": "2026-03-20T16:54:27.929012Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[2mChecked \u001b[1m6 packages\u001b[0m \u001b[2min 7ms\u001b[0m\u001b[0m\r\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Install dependencies\n", | |
| "!uv pip install numpy pandas scikit-learn matplotlib seaborn scipy" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:27.932885Z", | |
| "iopub.status.busy": "2026-03-20T16:54:27.932627Z", | |
| "iopub.status.idle": "2026-03-20T16:54:29.748163Z", | |
| "shell.execute_reply": "2026-03-20T16:54:29.747014Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "✓ Setup complete!\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "import numpy as np\n", | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns\n", | |
| "from sklearn.decomposition import PCA\n", | |
| "from sklearn.cluster import KMeans\n", | |
| "from sklearn.linear_model import LogisticRegression\n", | |
| "from sklearn.metrics import (adjusted_rand_score, adjusted_mutual_info_score, \n", | |
| " accuracy_score, roc_auc_score, confusion_matrix)\n", | |
| "from sklearn.model_selection import train_test_split\n", | |
| "from sklearn.preprocessing import normalize\n", | |
| "from sklearn.neighbors import KNeighborsClassifier\n", | |
| "import warnings\n", | |
| "warnings.filterwarnings('ignore')\n", | |
| "\n", | |
| "np.random.seed(42)\n", | |
| "print(\"✓ Setup complete!\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 2. Generate Mock Gene Embeddings\n", | |
| "\n", | |
| "**Real GenePT workflow**:\n", | |
| "1. Extract gene summaries from NCBI\n", | |
| "2. Call `openai.Embedding.create(model=\"text-embedding-ada-002\", input=summary)`\n", | |
| "3. Get 1,536-dim embeddings\n", | |
| "\n", | |
| "**This demo**: Use random embeddings (64-dim for efficiency)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:29.750799Z", | |
| "iopub.status.busy": "2026-03-20T16:54:29.750342Z", | |
| "iopub.status.idle": "2026-03-20T16:54:29.757420Z", | |
| "shell.execute_reply": "2026-03-20T16:54:29.756426Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Created 100 genes with 64-dim embeddings\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Configuration\n", | |
| "N_GENES = 100\n", | |
| "EMBEDDING_DIM = 64\n", | |
| "N_CELLS = 500\n", | |
| "N_CELL_TYPES = 5\n", | |
| "\n", | |
| "# Generate gene names and embeddings\n", | |
| "gene_names = [f\"GENE{i:03d}\" for i in range(N_GENES)]\n", | |
| "gene_embeddings = np.random.randn(N_GENES, EMBEDDING_DIM)\n", | |
| "gene_embeddings = normalize(gene_embeddings, axis=1)\n", | |
| "\n", | |
| "# Gene classes\n", | |
| "gene_classes = ['protein_coding', 'lncRNA', 'miRNA', 'pseudogene', 'misc_RNA']\n", | |
| "gene_labels = np.random.choice(gene_classes, N_GENES)\n", | |
| "\n", | |
| "print(f\"Created {N_GENES} genes with {EMBEDDING_DIM}-dim embeddings\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 3. Generate Synthetic Single-Cell Data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:29.759790Z", | |
| "iopub.status.busy": "2026-03-20T16:54:29.759555Z", | |
| "iopub.status.idle": "2026-03-20T16:54:29.773922Z", | |
| "shell.execute_reply": "2026-03-20T16:54:29.772931Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Count matrix shape: (500, 100)\n", | |
| "Cell type counts: {'Dendritic': 127, 'NK_cell': 105, 'Monocyte': 100, 'B_cell': 85, 'T_cell': 83}\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Cell types\n", | |
| "cell_types = ['T_cell', 'B_cell', 'Monocyte', 'NK_cell', 'Dendritic']\n", | |
| "cell_labels = np.random.choice(cell_types, N_CELLS)\n", | |
| "\n", | |
| "# Generate count matrix with cell-type-specific patterns\n", | |
| "count_matrix = np.random.negative_binomial(5, 0.3, size=(N_CELLS, N_GENES))\n", | |
| "\n", | |
| "# Add marker genes for each cell type\n", | |
| "for i, ct in enumerate(cell_types):\n", | |
| " mask = cell_labels == ct\n", | |
| " marker_genes = range(i*10, (i+1)*10)\n", | |
| " count_matrix[mask][:, marker_genes] *= 5\n", | |
| "\n", | |
| "print(f\"Count matrix shape: {count_matrix.shape}\")\n", | |
| "print(f\"Cell type counts: {pd.Series(cell_labels).value_counts().to_dict()}\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 4. Preprocessing\n", | |
| "\n", | |
| "Following scanpy pipeline:\n", | |
| "1. Normalize to 10,000 counts per cell\n", | |
| "2. Log-transform: log(1 + x)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:29.776081Z", | |
| "iopub.status.busy": "2026-03-20T16:54:29.775864Z", | |
| "iopub.status.idle": "2026-03-20T16:54:29.781825Z", | |
| "shell.execute_reply": "2026-03-20T16:54:29.780923Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Normalized shape: (500, 100)\n", | |
| "Value range: [0.00, 6.06]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def preprocess_counts(X, target_sum=10000):\n", | |
| " \"\"\"Normalize and log-transform.\"\"\"\n", | |
| " X_norm = X / X.sum(axis=1, keepdims=True) * target_sum\n", | |
| " return np.log1p(X_norm)\n", | |
| "\n", | |
| "X_norm = preprocess_counts(count_matrix)\n", | |
| "print(f\"Normalized shape: {X_norm.shape}\")\n", | |
| "print(f\"Value range: [{X_norm.min():.2f}, {X_norm.max():.2f}]\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 5. GenePT-w: Weighted Average Cell Embeddings\n", | |
| "\n", | |
| "**Formula**: \n", | |
| "$$\\text{cell\\_emb}_i = \\frac{\\sum_j x_{ij} \\cdot \\text{gene\\_emb}_j}{||\\sum_j x_{ij} \\cdot \\text{gene\\_emb}_j||_2}$$" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:29.783708Z", | |
| "iopub.status.busy": "2026-03-20T16:54:29.783505Z", | |
| "iopub.status.idle": "2026-03-20T16:54:29.789297Z", | |
| "shell.execute_reply": "2026-03-20T16:54:29.788867Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "GenePT-w shape: (500, 64)\n", | |
| "L2 norm check: 1.0000 (should be 1.0)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def generate_genept_w(X, gene_emb):\n", | |
| " \"\"\"GenePT-w: weighted average of gene embeddings.\"\"\"\n", | |
| " cell_emb = X @ gene_emb # Matrix multiplication\n", | |
| " return normalize(cell_emb, axis=1) # L2 normalization\n", | |
| "\n", | |
| "genept_w = generate_genept_w(X_norm, gene_embeddings)\n", | |
| "print(f\"GenePT-w shape: {genept_w.shape}\")\n", | |
| "print(f\"L2 norm check: {np.linalg.norm(genept_w[0]):.4f} (should be 1.0)\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 6. GenePT-s: Sentence-Based Cell Embeddings\n", | |
| "\n", | |
| "**Method**: Order genes by expression → Create sentence → Get GPT embedding" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:29.791979Z", | |
| "iopub.status.busy": "2026-03-20T16:54:29.791763Z", | |
| "iopub.status.idle": "2026-03-20T16:54:30.026627Z", | |
| "shell.execute_reply": "2026-03-20T16:54:30.025720Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "GenePT-s shape: (500, 64)\n", | |
| "Example sentence: GENE099 GENE084 GENE078 GENE072 GENE051 GENE076 GENE085 GENE055 GENE069 GENE036\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def create_gene_sentence(expr, genes, max_genes=50):\n", | |
| " \"\"\"Create gene sentence ordered by expression.\"\"\"\n", | |
| " idx = np.argsort(expr)[::-1]\n", | |
| " top_idx = [i for i in idx if expr[i] > 0][:max_genes]\n", | |
| " return \" \".join([genes[i] for i in top_idx])\n", | |
| "\n", | |
| "def generate_genept_s(X, genes, emb_dim):\n", | |
| " \"\"\"GenePT-s: sentence-based embeddings (simulated).\"\"\"\n", | |
| " n = X.shape[0]\n", | |
| " emb = np.zeros((n, emb_dim))\n", | |
| " for i in range(n):\n", | |
| " sentence = create_gene_sentence(X[i], genes)\n", | |
| " # Simulate GPT embedding with hash\n", | |
| " h = hash(sentence) % (2**31)\n", | |
| " rng = np.random.RandomState(h)\n", | |
| " emb[i] = normalize(rng.randn(emb_dim).reshape(1, -1))\n", | |
| " return emb\n", | |
| "\n", | |
| "genept_s = generate_genept_s(X_norm, gene_names, EMBEDDING_DIM)\n", | |
| "print(f\"GenePT-s shape: {genept_s.shape}\")\n", | |
| "print(f\"Example sentence: {create_gene_sentence(X_norm[0], gene_names, 10)}\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 7. Visualize Cell Embeddings" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:30.028690Z", | |
| "iopub.status.busy": "2026-03-20T16:54:30.028465Z", | |
| "iopub.status.idle": "2026-03-20T16:54:30.518763Z", | |
| "shell.execute_reply": "2026-03-20T16:54:30.517592Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "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", | |
| "text/plain": [ | |
| "<Figure size 800x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxYAAAJOCAYAAAAqFJGJAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xl4XGXZ+PHvObNnJplM9jRp0jSBpiWlpSwFWYqClkVoobwKgmyKVlBEEERcsCo7vD9F2QSlCCoqWxEUULZXECxYqHSlTZqGptmaTiaZzD7n/P6YZmiaSTJJZpJJcn+uq1ebOZOZM5Ol536ee1F0XdcRQgghhBBCiDFQJ/oEhBBCCCGEEJOfBBZCCCGEEEKIMZPAQgghhBBCCDFmElgIIYQQQgghxkwCCyGEEEIIIcSYSWAhhBBCCCGEGDMJLIQQQgghhBBjJoGFEEIIIYQQYswksBBCCCGEEEKMmQQWQgghMoqiKPzoRz+Kf7x69WoURaGxsXHCzulAiqLw9a9/Pe3P89prr6EoCq+99tqw9z3xxBM58cQT4x83NjaiKAqrV69O2/kJIcT+JLAQQkxLO3bs4Otf/zoHH3wwWVlZZGVlMW/ePK644gr++9//TvTpxf3oRz9CUZT4n77z/P73v093dzdAv+ND/Unm4nQ0nn76aU499VQKCgowm83MmDGDz33uc7zyyitpeb7BHPheHfintbV1XM9HCCGmG+NEn4AQQoy35557js9//vMYjUbOP/98FixYgKqqbNmyhaeeeor77ruPHTt2UFlZOdGnGnfffffhcDjwer289NJL3HTTTbzyyiu8+eabPProo/3u+9vf/pa///3vA26fO3duSs9J13UuvfRSVq9ezWGHHcbVV19NSUkJLS0tPP3005x00km8+eabfOITn0jp8w6n7706UG5u7riex0SrrKzE7/djMpkm+lSEENOEBBZCiGmlvr6ec889l8rKSl5++WVKS0v7Hb/tttu49957UdXM2tA955xzKCgoAGDlypWsWLGCp556irfffpsLLrig333ffvtt/v73vw+4PdXuuusuVq9ezVVXXcX//u//oihK/Nj3vvc9Hn30UYzG8f9vZv/3ajpTFAWr1TrRpyGEmEYy639OIYRIs9tvv53e3l4efvjhAUEFgNFo5Morr2TmzJn9bt+yZQvnnHMOeXl5WK1WjjjiCJ599tl+9+mrBXjzzTe5+uqrKSwsxG63c9ZZZ9HR0THguf72t79x/PHHY7fbyc7O5vTTT2fjxo1JvY5PfepTQCyla6zeffddli5dSkFBATabjaqqKi699NIhP8fv93PLLbdQW1vLnXfe2S+o6PPFL36Ro446Kv5xV1cXV111FTNnzsRisVBTU8Ntt92Gpmljfg0j0Ve38Kc//YlVq1ZRVlZGdnY255xzDh6Ph2AwyFVXXUVRUREOh4NLLrmEYDCY8LF+97vfMWfOHKxWK4cffjj/93//N+A+zc3NXHrppRQXF2OxWDjkkEP4zW9+M+B+u3btYvny5djtdoqKivjWt7416PP+6le/orq6GpvNxlFHHcU///nPAfdJVGNx8cUX43A4aG5uZvny5TgcDgoLC/n2t79NNBrt9/mdnZ188YtfJCcnh9zcXC666CLWr18/4DFbW1u55JJLKC8vx2KxUFpayrJlyzKqJkYIMT5kx0IIMa0899xz1NTUsHjx4qQ/Z+PGjRx77LGUlZVx/fXXY7fb+dOf/sTy5ct58sknOeuss/rd/xvf+AYul4sbb7yRxsZGfvazn/H1r3+dP/7xj/H7PProo1x00UUsXbqU2267DZ/Px3333cdxxx3He++9x6xZs4Y8p/r6egDy8/OTf/EJtLe385nPfIbCwkKuv/56cnNzaWxs5Kmnnhry89544w327t3LVVddhcFgGPZ5fD4fS5Ysobm5ma9+9atUVFTwr3/9i+9+97u0tLTws5/9bEyvY3979+4dcJvRaByQCnXLLbdgs9m4/vrr2b59O7/4xS8wmUyoqorb7eZHP/oRb7/9NqtXr6aqqoof/vCH/T7/9ddf549//CNXXnklFouFe++9l1NOOYW1a9dSV1cHQFtbG0cffXS82LuwsJC//e1vfOlLX6K7u5urrroKiAVqJ510Ek1NTVx55ZXMmDGDRx99NGGdyq9//Wu++tWv8olPfIKrrrqKhoYGzjzzTPLy8gYExIlEo1GWLl3K4sWLufPOO/nHP/7BXXfdRXV1NV/72tcA0DSNM844g7Vr1/K1r32N2tpa1qxZw0UXXTTg8VasWMHGjRv5xje+waxZs2hvb+fvf/87TU1Nw34fCyGmGF0IIaYJj8ejA/ry5csHHHO73XpHR0f8j8/nix876aST9Pnz5+uBQCB+m6Zp+ic+8Qn9oIMOit/28MMP64B+8skn65qmxW//1re+pRsMBr2rq0vXdV3v6enRc3Nz9csuu6zfObS2tupOp7Pf7TfeeKMO6Fu3btU7Ojr0HTt26A888IBusVj04uJivbe3d8BrueKKK/Rkf70//fTTOqC/8847Sd2/z89//nMd0J9++umk7v+Tn/xEt9vt+ocfftjv9uuvv143GAx6U1NT/DZAv/HGG+Mf972vO3bsGPI5+t6rRH/mzJkTv9+rr76qA3pdXZ0eCoXit5933nm6oij6qaee2u9xjznmGL2ysrLfbX2P++6778Zv27lzp261WvWzzjorftuXvvQlvbS0VN+zZ0+/zz/33HN1p9MZ/z772c9+pgP6n/70p/h9ent79ZqaGh3QX331VV3XdT0UCulFRUX6woUL9WAwGL/vr371Kx3QlyxZEr9tx44dOqA//PDD8dsuuugiHdB//OMf9zufww47TD/88MPjHz/55JM6oP/sZz+L3xaNRvVPfepT/R7T7XbrgH7HHXfoQgghqVBCiGmjr4tSosLeE088kcLCwvife+65B4itfr/yyit87nOfo6enhz179rBnzx46OztZunQp27Zto7m5ud9jfeUrX+mXGnT88ccTjUbZuXMnAH//+9/p6urivPPOiz/enj17MBgMLF68mFdffXXA+c2ZM4fCwkKqqqr46le/Sk1NDc8//zxZWVljek/6VvGfe+45wuFw0p/X915mZ2cndf8///nPHH/88bhcrn6v+eSTTyYajSZMIRqtJ598kr///e/9/jz88MMD7nfhhRf2K2xevHhxvCB9f4sXL+ajjz4iEon0u/2YY47h8MMPj39cUVHBsmXLePHFF4lGo+i6zpNPPskZZ5yBruv9XvfSpUvxeDysW7cOgL/+9a+UlpZyzjnnxB8vKyuLr3zlK/2e891336W9vZ2VK1diNpvjt1988cU4nc6k36OVK1f2+/j444+noaEh/vELL7yAyWTisssui9+mqipXXHFFv8+z2WyYzWZee+013G530s8vhJiaJBVKCDFt9F0Ee73eAcceeOABenp6aGtr61f0vH37dnRd5wc/+AE/+MEPEj5ue3s7ZWVl8Y8rKir6HXe5XADxC69t27YBH9dJHCgnJ2fAbU8++SQ5OTmYTCbKy8uprq4e9HUm4vV6+71ug8FAYWEhS5YsYcWKFaxatYr/9//+HyeeeCLLly/nC1/4AhaLZdDH6zvHnp6epJ5/27Zt/Pe//6WwsDDh8fb29hG8mqGdcMIJSRVvH/h16rswPzCdyOl0omkaHo+nX+rZQQcdNOAxDz74YHw+Hx0dHaiqSldXF7/61a/41a9+lfAc+l73zp07qampGVCrMmfOnH4f9wWnBz63yWRi9uzZg77W/Vmt1gFfB5fL1S8w2LlzJ6WlpQMC15qamn4fWywWbrvtNq655hqKi4s5+uij+exnP8uFF15ISUlJUucjhJg6JLAQQkwbTqeT0tJSNmzYMOBYX83FgQWnfYXF3/72t1m6dGnCxz3wYmuwmgNd1/s95qOPPprw4itRJ6VkL5YHc+edd7Jq1ar4x5WVlfHi3ieeeIK3336bv/zlL7z44otceuml3HXXXbz99tsJd3cAamtrAfjggw9Yvnz5sM+vaRqf/vSnue666xIeP/jgg0f+osZosK/TcF+/ZPV9nS+44IKEtQkAhx566IgeMxWSqYkZiauuuoozzjiDZ555hhdffJEf/OAH3HLLLbzyyiscdthhKX0uIURmk8BCCDGtnH766Tz00EOsXbu2X8eiwfStAptMJk4++eSUnEPfbkNRUVHKHnM4F154Iccdd1z8Y5vN1u/40UcfzdFHH81NN93E73//e84//3wef/xxvvzlLyd8vOOOOw6Xy8Uf/vAHbrjhhmEvVqurq/F6veP2esdD387T/j788EOysrLiOwLZ2dlEo9FhX3dlZSUbNmxA1/V+uxZbt24dcL++595/xyscDrNjxw4WLFgw6tdz4PO8+uqr+Hy+frsW27dvT3j/6upqrrnmGq655hq2bdvGwoULueuuu3jsscdScj5CiMlBaiyEENPKddddR1ZWFpdeeiltbW0Djh+4Kl1UVMSJJ57IAw88QEtLy4D7J2ojO5ylS5eSk5PDzTffnLCuYTSPOZzZs2dz8sknx/8ce+yxQCw968DXvHDhQoBBW51CLP//O9/5Dps3b+Y73/lOwtX8xx57jLVr1wLwuc99jrfeeosXX3xxwP26uroG1C9MBm+99Va8RgLgo48+Ys2aNXzmM5/BYDBgMBhYsWIFTz75ZMJdsv2/zqeddhq7d+/miSeeiN/m8/kGpFAdccQRFBYWcv/99xMKheK3r169mq6urpS9tqVLlxIOh3nwwQfjt2maFq892v8cA4FAv9uqq6vJzs4e8vtHCDE1yY6FEGJaOeigg/j973/Peeedx5w5c+KTt3VdZ8eOHfz+979HVVXKy8vjn3PPPfdw3HHHMX/+fC677DJmz55NW1sbb731Frt27WL9+vUjOoecnBzuu+8+vvjFL7Jo0SLOPfdcCgsLaWpq4vnnn+fYY4/ll7/8ZapfekKPPPII9957L2eddRbV1dX09PTw4IMPkpOTw2mnnTbk51577bVs3LiRu+66i1dffZVzzjmHkpISWltbeeaZZ1i7di3/+te/4vd99tln+exnP8vFF1/M4YcfTm9vLx988AFPPPEEjY2NKRtq98QTTyRM4fr0pz9NcXFxSp4DoK6ujqVLl/ZrNwv0Szm79dZbefXVV1m8eDGXXXYZ8+bNY+/evaxbt45//OMf8da4l112Gb/85S+58MIL+c9//kNpaSmPPvrogBoHk8nET3/6U7761a/yqU99is9//vPs2LGDhx9+OOkai2QsX76co446imuuuYbt27dTW1vLs88+Gz/fvl2VDz/8kJNOOonPfe5zzJs3D6PRyNNPP01bWxvnnntuys5HCDE5SGAhhJh2li1bxgcffMBdd93FSy+9xG9+8xsURaGyspLTTz+dlStX9kspmTdvHu+++y6rVq1i9erVdHZ2UlRUxGGHHTZgtkGyvvCFLzBjxgxuvfVW7rjjDoLBIGVlZRx//PFccsklqXqpw1qyZAlr167l8ccfp62tDafTyVFHHcXvfvc7qqqqhvxcVVX57W9/y7Jly/jVr37FnXfeSXd3N4WFhZxwwgncfvvtHHPMMUBsh+P111/n5ptv5s9//jO//e1vycnJ4eCDD2bVqlUj6mg0nL5ZDAd69dVXUxpYLFmyhGOOOYZVq1bR1NTEvHnzWL16db+6ieLiYtauXcuPf/xjnnrqKe69917y8/M55JBDuO222+L3y8rK4uWXX+Yb3/gGv/jFL8jKyuL888/n1FNP5ZRTTun3vF/5yleIRqPccccdXHvttcyfP59nn3120OYCo2EwGHj++ef55je/ySOPPIKqqpx11lnceOONHHvssfGJ3jNnzuS8887j5Zdfjk9ar62t5U9/+hMrVqxI2fkIISYHRR9pNZoQQgghpqVnnnmGs846izfeeCOeTieEEH0ksBBCCCHEAH6/v1+RfzQa5TOf+Qzvvvsura2tAxoACCGEpEIJIYQQYoBvfOMb+P1+jjnmGILBIE899RT/+te/uPnmmyWoEEIkJDsWQgghhBjg97//PXfddRfbt28nEAhQU1PD1772Nb7+9a9P9KkJITKUBBZCCCGEEEKIMZM5FkIIIYQQQogxk8BCCCGEEEIIMWZSvD0MTdPYvXs32dnZ8YFAQgghhBBCTAe6rtPT08OMGTNQ1aH3JCSwGMbu3buZOXPmRJ+GEEIIIYQQE+ajjz6ivLx8yPtIYDGM7OxsIPZm5uTkTPDZCCGEEEIIMX66u7uZOXNm/Jp4KBJYDKMv/SknJ0cCCyGEEEIIMS0lUxIgxdtCCCGEEEKIMZPAQgghhBBCCDFmElgIIYQQQgghxkxqLIQQQgghxIhFo1HC4fBEn4YYI5PJhMFgSMljSWAhhBBCCCGSpus6ra2tdHV1TfSpiBTJzc2lpKRkzDPbJLAQQgghhBBJ6wsqioqKyMrKkgHCk5iu6/h8Ptrb2wEoLS0d0+NJYCGEEEIIIZISjUbjQUV+fv5En45IAZvNBkB7eztFRUVjSouS4m0hhBBCCJGUvpqKrKysCT4TkUp9X8+x1sxIYCGEEEIIIUZE0p+mllR9PSWwEEIIIYQQQoyZBBZCCCGEEEKkmaIoPPPMMwA0NjaiKArvv//+hJ5TqklgIYQQQgghpryLL74YRVHif/Lz8znllFP473//O9GnNmVIYCGEEEIIIcadpuk0dHhZ/1EXDR1eNE1P+3OecsoptLS00NLSwssvv4zRaOSzn/1s2p93upDAQgghhBBCjKsNzR5+8vwmbnx2Izc9v5kbn93IT57fxIZmT1qf12KxUFJSQklJCQsXLuT666/no48+oqOjY9jP3bVrF+eddx55eXnY7XaOOOII/v3vf8ePr1mzhkWLFmG1Wpk9ezarVq0iEomk8+VkHJljIYQQQgghxs2GZg93v7yNvb0hSp02bE4D/lCUD3Z5aHb7ufKkg6grc6b9PLxeL4899hg1NTXDzuTwer0sWbKEsrIynn32WUpKSli3bh2apgHwz3/+kwsvvJC7776b448/nvr6er7yla8AcOONN6b9tWQKCSyEEEIIMSnomkZo5040rxfV4cBcWYmiSvLFZKJpOk+u28Xe3hA1RY54m1OH1UiNxcH2di9PrWtmXmkOqpr6lrbPPfccDocDgN7eXkpLS3nuuedQh/k++v3vf09HRwfvvPMOeXl5ANTU1MSPr1q1iuuvv56LLroIgNmzZ/OTn/yE6667TgILIYQQQohMEti0ia5n1hCqr0cLBlEtFszV1eQuX4Z13ryJPj2RpMbOXra3eyl12gbMTlAUhVKnjW3tPTR29jK70JHy5//kJz/JfffdB4Db7ebee+/l1FNPZe3atVRWVg76ee+//z6HHXZYPKg40Pr163nzzTe56aab4rdFo1ECgQA+n2/aDBSUwEIIIYQQGS2waRMd99xLtMuNsbgEo82G5vcT2LiBjuZmCq+4XIKLSaInECEY1rA5DQmP28wG2ro1egLpqU2w2+39dhoeeughnE4nDz74ID/96U8H/TybzTbk43q9XlatWsXZZ5894JjVah39CU8yElgIIYQQImPpmkbXM2uIdrkxz66Or3IbHA5UezWhhnq61qyhuLZW0qImgWyrEYtJxR+K4rAOvAz1h6JYTCrZCY6lg6IoqKqK3+8f8n6HHnooDz30EHv37k24a7Fo0SK2bt3aL2iZjuQnUAghhBAZK7RzJ6H6eozFJQlTZ4zFJYS21xPauXOCzlCMxKx8OzVFDlo8fnS9f3tZXddp8fg5qCibWfn2tDx/MBiktbWV1tZWNm/ezDe+8Q28Xi9nnHHGkJ933nnnUVJSwvLly3nzzTdpaGjgySef5K233gLghz/8Ib/97W9ZtWoVGzduZPPmzTz++ON8//vfT8vryFQSWAghhBAiY2leb6ymYpBUFNVmQwsG0bzecT4zMRqqqrBiUTl5djPb2714AxGimo43EGF7u5c8u5mzF5WlpXAb4IUXXqC0tJTS0lIWL17MO++8w5///GdOPPHEIT/PbDbz0ksvUVRUxGmnncb8+fO59dZbMRhiKV1Lly7lueee46WXXuLII4/k6KOP5v/9v/83ZN3GVKToB4aLop/u7m6cTicej4ecnJyJPh0hhBBiWgnu2EHbT29CdToxOAYW80a9XjSPh+Lvfw9LVdUEnOH0EggE2LFjB1VVVWOqHdjQ7OHJdbvY3u4lGNawmFQOKsrm7EVl49JqVvQ31Nd1JNfCUmMhhBBCiIxlrqzEXF1NYOMGVHt1v3QoXdeJtLViravDPM1Whie7ujIn80pzaOzspScQIdtqZFa+PW07FWJ8SCqUEEIIITKWoqrkLl+GIddFqKGeqNeLHo0S9XoJNdRjcLnIXbZMCrcnIVVVmF3oYMHMXGYXOiY0qLj55ptxOBwJ/5x66qkTdl6TjexYCCGEECKjWefNo/CKy+NzLCLt7agWC9a6OnKXyRwLMXYrV67kc5/7XMJjw7WaFR+TwEIIIYQQGc86bx7FtbUyeVukRV5e3qDD70TyJLAQQgghxKSgqKoUaAuRwSTMF0IIIYQQQoyZBBZCCCGEEEKIMZPAQgghhBBCCDFmElgIIYQQQgghxkwCCyGEEEIIIdLsxBNP5KqrrhryPo2NjSiKwvvvvz/mx5oIElgIIYQQQogp7+KLL0ZRFBRFwWQyUVxczKc//Wl+85vfoGnaRJ8eADNnzqSlpYW6ujoAXnvtNRRFoaurq9/9nnrqKX7yk59MwBkOTQILIYQQQggx/jQN9myH5v/E/h6Hi/tTTjmFlpYWGhsb+dvf/sYnP/lJvvnNb/LZz36WSCSS9ucfSigUwmAwUFJSgtE49ESIvLw8srOzx+nMkieBhRBCCCGEGF8t6+HFG+Cv18KL39/39w2x29PIYrFQUlJCWVkZixYt4oYbbmDNmjX87W9/Y/Xq1QB0dXXx5S9/mcLCQnJycvjUpz7F+vUfn9ePfvQjFi5cyKOPPsqsWbNwOp2ce+659PT0xO/T29vLhRdeiMPhoLS0lLvuumvAucyaNYuf/OQnXHjhheTk5PCVr3ylXypUY2Mjn/zkJwFwuVwoisLFF18MDEyFCgaDfOc732HmzJlYLBZqamr49a9/nfo3cBgSWAghhBBCiPHTsh5evw1a3oMsF+RXx/5ueW/f7ekNLg70qU99igULFvDUU08B8D//8z+0t7fzt7/9jf/85z8sWrSIk046ib1798Y/p76+nmeeeYbnnnuO5557jtdff51bb701fvzaa6/l9ddfZ82aNbz00ku89tprrFu3bsBz33nnnSxYsID33nuPH/zgB/2OzZw5kyeffBKArVu30tLSws9//vOEr+HCCy/kD3/4A3fffTebN2/mgQcewOFwjPm9GSmZvC2EEEIIIcaHpsH7fwBfJxTMAUWJ3W7Jjn28ZyusfxyK54M6fuvftbW1/Pe//+WNN95g7dq1tLe3Y7FYgNjF/zPPPMMTTzzBV77ylX0vQ2P16tXxdKQvfvGLvPzyy9x00014vV5+/etf89hjj3HSSScB8Mgjj1BeXj7geT/1qU9xzTXXxD9ubGyM/9tgMJCXlwdAUVERubm5Cc/9ww8/5E9/+hN///vfOfnkkwGYPXv22N6QUZLAQgghhBBCjI+9DdCxFXLKPg4q+ihK7Pb2LbH7FdSM22npuo6iKKxfvx6v10t+fn6/436/n/r6+vjHs2bN6lfjUFpaSnt7OxDbzQiFQixevDh+PC8vjzlz5gx43iOOOGLM5/7+++9jMBhYsmTJmB9rrCSwEEIIIYQQ4yPogUgATFmJj5tsEGmJ3W8cbd68maqqKrxeL6Wlpbz22msD7rP/joHJZOp3TFGUUXWWstvtI/6cA9lstjE/RqpIjYUQQgghhBgfFicYrRD2JT4e9seOW5zjdkqvvPIKH3zwAStWrGDRokW0trZiNBqpqanp96egoCCpx6uursZkMvHvf/87fpvb7ebDDz8c8bmZzWYAotHooPeZP38+mqbx+uuvj/jxU00CCyGEmOwmoGWjEEKMSt5sKJwD3c2g6/2P6Xrs9qLa2P3SIBgM0traSnNzM+vWrePmm29m2bJlfPazn+XCCy/k5JNP5phjjmH58uW89NJLNDY28q9//Yvvfe97vPvuu0k9h8Ph4Etf+hLXXnstr7zyChs2bODiiy9GHUXNSGVlJYqi8Nxzz9HR0YHX6x1wn1mzZnHRRRdx6aWX8swzz7Bjxw5ee+01/vSnP434+cZKUqGEEGIya1kfK4Ts2BpLLzBaY/9pLzwPShdM9NkJIUR/qhr7/eRpihVq55TF0p/C/lhQkVUAC85NW+H2Cy+8QGlpKUajEZfLxYIFC7j77ru56KKL4hf+f/3rX/ne977HJZdcQkdHByUlJZxwwgkUFxcn/Tx33HEHXq+XM844g+zsbK655ho8npGnd5WVlbFq1Squv/56LrnkEi688MJ4W9z93Xfffdxwww1cfvnldHZ2UlFRwQ033DDi5xsrRdcPDBfF/rq7u3E6nXg8HnJycib6dIQQ4mN9LRt9nfv+c86KpRd0N0NWPiz5jgQXQoiUCgQC7Nixg6qqKqxW6+gfKNGiSFFtLKiQ31vjbqiv60iuhWXHQgghJqMMbdkohBBJKV0Q+/20tyFWqG1xxtKf5PfVpCaBhRBCTEYZ2rJRCCGSpqry+2mKkcBCCCEmo0xp2ahpsuIohBACkMBCCCEmp/1bNlqyBx4fj5aNUjguhBBiP7KsJIQQk9EEt2yMF463vAdZLsivjv3d8t6+29en53mFEEJkLAkshBBiMupr2ZiVHyvUDvaAFon9vWdrels2Hlg4bskG1fBx4bivM1Y4LvM0hBBiWpHAQgghJqvSBftayh4GPjd0NsT+nrEIllyXvnSkkRSOCyGEmDakxkIIISaziWjZmCmF40IIITKKBBZCCDHZjXfLxkwoHBdCCJFxJBVKCCHEyEx04bgQQoiMJIGFEEKIkZnIwnEhhBiliy++GEVRWLly5YBjV1xxBYqicPHFF4//iY1SY2MjiqLw/vvvT/SpxMlvfSGEECM3UYXjIvNoGuzZDs3/if0t3cBEkjRdo9HTyIY9G2j0NKLp6f/emTlzJo8//jh+vz9+WyAQ4Pe//z0VFRVpf/6pTgILIYQQo1O6AJbeDKfdAUt/Gvv7MzdJUDGdtKyHF2+Av14LL35/3983yBwTMazNnZu54507uHntzdz5zp3cvPZm7njnDjZ3bk7r8y5atIiZM2fy1FNPxW976qmnqKio4LDDDovfFgwGufLKKykqKsJqtXLcccfxzjvvxI+/9tprKIrCyy+/zBFHHEFWVhaf+MQn2Lp1a7/nu++++6iursZsNjNnzhweffTRfse7urr46le/SnFxMVarlbq6Op577jl6e3vJycnhiSee6Hf/Z555BrvdTk9PD1VVVQAcdthhKIrCiSeeGL/fQw89xNy5c7FardTW1nLvvfeO+b1LhgQWQgghRq+vcLzs8Njfkv40fciQRDFKmzs3c//6+9nYuRGn2UlFTgVOs5ONnRu5f/39aQ8uLr30Uh5++OH4x7/5zW+45JJL+t3nuuuu48knn+SRRx5h3bp11NTUsHTpUvbu3dvvft/73ve46667ePfddzEajVx66aXxY08//TTf/OY3ueaaa9iwYQNf/epXueSSS3j11VcB0DSNU089lTfffJPHHnuMTZs2ceutt2IwGLDb7Zx77rn9zhPg4Ycf5pxzziE7O5u1a9cC8I9//IOWlpZ4sPS73/2OH/7wh9x0001s3ryZm2++mR/84Ac88sgjqXsTBzHp/ge45557mDVrFlarlcWLF8ff1OE8/vjjKIrC8uXL03uCQgghxFQnQxLFKGm6xrP1z+IOupntnI3D7MCgGnCYHcx2zsYddPOX+r+kNS3qggsu4I033mDnzp3s3LmTN998kwsuuCB+vLe3l/vuu4877riDU089lXnz5vHggw9is9n49a9/3e+xbrrpJpYsWcK8efO4/vrr+de//kUgEADgzjvv5OKLL+byyy/n4IMP5uqrr+bss8/mzjvvBGIBwdq1a3nqqaf49Kc/zezZs/nsZz/LqaeeCsCXv/xlXnzxRVpaWgBob2/nr3/9azx4KSwsBCA/P5+SkhLy8vIAuPHGG7nrrrs4++yzqaqq4uyzz+Zb3/oWDzzwQNre0z6TKrD44x//yNVXX82NN97IunXrWLBgAUuXLqW9vX3Iz2tsbOTb3/42xx9//DidqRBCCDGFyZBEMUpN3U3Ue+opzipGOeB7R1EUirOK2e7ZTlN3U9rOobCwkNNPP53Vq1fz8MMPc/rpp1NQUBA/Xl9fTzgc5thjj43fZjKZOOqoo9i8uf9uyqGHHhr/d2lpKUD8unTz5s39HgPg2GOPjT/G+++/T3l5OQcffHDC8zzqqKM45JBD4jsNjz32GJWVlZxwwgmDvrbe3l7q6+v50pe+hMPhiP/56U9/Sn19/bDvzVhNqsDif//3f7nsssu45JJLmDdvHvfffz9ZWVn85je/GfRzotEo559/PqtWrWL2bGl9KIQQQoxZUkMSAzIkUQzgDXsJRULYjLaEx21GG6FICG/Ym9bzuPTSS1m9ejWPPPJIv/SlkTKZTPF/9wVKWpI7dTZb4vdgf1/+8pdZvXo1EEuDuuSSSwYEZPvzemPv24MPPsj7778f/7NhwwbefvvtpM5rLCZNYBEKhfjPf/7DySefHL9NVVVOPvlk3nrrrUE/78c//jFFRUV86UtfGo/TFEIIIaa+/YckJiJDEsUgHCYHZqMZf8Sf8Lg/4sdsNOMwOdJ6HqeccgqhUIhwOMzSpUv7Hesrtn7zzTfjt4XDYd555x3mzZuX9HPMnTu332MAvPnmm/HHOPTQQ9m1axcffvjhoI9xwQUXsHPnTu6++242bdrERRddFD9mNpuB2CJ6n+LiYmbMmEFDQwM1NTX9/vQVe6fTpJm8vWfPHqLRKMXFxf1uLy4uZsuWLQk/54033uDXv/71iPr7BoNBgsFg/OPu7u5Rna8QQggxZfUNSWx5L1ZTsf8Kat+QxBmLZEiiGKAip4JqZzUbOzdiN9n7rb7ruk6br426/DoqctLb+tVgMMRTkgwGQ79jdrudr33ta1x77bXk5eVRUVHB7bffjs/nG9FC9bXXXsvnPvc5DjvsME4++WT+8pe/8NRTT/GPf/wDgCVLlnDCCSewYsUK/vd//5eamhq2bNmCoiiccsopALhcLs4++2yuvfZaPvOZz1BeXh5//KKiImw2Gy+88ALl5eVYrVacTierVq3iyiuvxOl0csoppxAMBnn33Xdxu91cffXVY33rhjRpdixGqqenhy9+8Ys8+OCD/fLmhnPLLbfgdDrjf2bOnJnGsxRCCCEmIRmSKEZJVVTOrD4Tl8VFg6cBb8hLVIviDXlp8DTgsrg4o/oMVCX93zs5OTnk5OQkPHbrrbeyYsUKvvjFL7Jo0SK2b9/Oiy++iMvlSvrxly9fzs9//nPuvPNODjnkEB544AEefvjhfm1hn3zySY488kjOO+885s2bx3XXXddvBwLgS1/6EqFQaEDKltFo5O677+aBBx5gxowZLFu2DIilTz300EM8/PDDzJ8/nyVLlrB69epx2bFQdF3X0/4sKRAKhcjKyuKJJ57o19npoosuoqurizVr1vS7//vvv89hhx3WLwrty3lTVZWtW7dSXV094HkS7VjMnDkTj8cz6DefEEIIMS21rI91h+rYGqupMFqhqDYWVMg8kykpEAiwY8cOqqqqsFqto36czZ2bebb+Weo99YQiIcxGMzXOGs6oPoO5+XNTeMaT36OPPsq3vvUtdu/eHU9/SrWhvq7d3d04nc6kroUnTSqU2Wzm8MMP5+WXX44HFpqm8fLLL/P1r399wP1ra2v54IMP+t32/e9/n56eHn7+858PuhNhsViwWCwpP38hhBBiyildAMXzY92fgp5YTUXebNmpEMOamz+XOXlzaOpuwhv24jA5qMipGJedisnC5/PR0tLCrbfeyle/+tW0BRWpNGkCC4Crr76aiy66iCOOOIKjjjqKn/3sZ/T29saHmlx44YWUlZVxyy23xKcX7i83NxdgwO1CCCGEGKW+IYlCjJCqqMxyzpro08hYt99+OzfddBMnnHAC3/3udyf6dJIyqQKLz3/+83R0dPDDH/6Q1tZWFi5cyAsvvBAv6G5qakKVVRIhhBBCCDHJ/ehHP+JHP/rRRJ/GiEyaGouJMpK8MiGEEEKIqSxVNRYis6SqxkKW94UQQgghhBBjJoGFEEIIIYQQYswksBBCCCGEEEKMmQQWQgghhBBCiDGTwEIIIYQQQggxZhJYCCGEEEIIkQFee+01FEWhq6sLgNWrV8fnsE0GElgIIYQQQogp7+KLL0ZRFG699dZ+tz/zzDMoigIMvLAH2L17N/Pnz+eEE07A4/GM5ylPOhJYCCGEEEKIcadrGsEdO/B/8AHBHTvQNS3tz2m1Wrnttttwu91J3b++vp7jjjuOyspKXnzxRZxOZ5rPcHKTwEIIIYQQQoyrwKZNtN16G20/vYm2226P/X3rbQQ2bUrr85588smUlJRwyy23DHvf//73vxx33HEcc8wxPPPMM9hstqSe48033+TEE08kKysLl8vF0qVL44GMpmnccsstVFVVYbPZWLBgAU888cSYXlMmkcBCCCGEEEKMm8CmTXTccy+BjRtQnU7MlZWoTieBjRtit6cxuDAYDNx888384he/YNeuXYPe71//+hdLlixhxYoVPPbYYxiNxqQe//333+ekk05i3rx5vPXWW7zxxhucccYZRKNRAG655RZ++9vfcv/997Nx40a+9a1vccEFF/D666+n5PVNtOTeJSGEEEIIIcZI1zS6nllDtMuNeXZ1vLbB4HCg2qsJNdTTtWYNxbW1KGp61r/POussFi5cyI033sivf/3rQe/z+c9/nl/+8pcjeuzbb7+dI444gnvvvTd+2yGHHAJAMBjk5ptv5h//+AfHHHMMALNnz+aNN97ggQceYMmSJaN8RZlDdiyEEEIIIcS4CO3cSai+HmNxSTyo6KMoCsbiEkLb6wnt3JnW87jtttt45JFH2Lx5c8Ljy5Yt4+mnn+af//zniB63b8cike3bt+Pz+fj0pz+Nw+GI//ntb39LfX39iF9DJpIdCyGEEGKa0HSNpu4mvGEvDpODipwKVEXWGMX40bxetGAQ4yD1CqrNRqS9Hc3rTet5nHDCCSxdupTvfve7XHzxxQOOP/DAA1x33XWceuqp/PWvf+WEE05I6nGHqsPw7ntNzz//PGVlZf2OWSyW5E8+g0lgIYQQQkwDmzs382z9s9R76glFQpiNZqqd1ZxZfSZz8+dO9OmJaUJ1OFAtFjS/H4PDMeC45vejWiyoCY6l2q233srChQuZM2fOgGOKovCrX/0KVVU57bTTeP7555NKVTr00EN5+eWXWbVq1YBj8+bNw2Kx0NTUNCXSnhKRwEIIIYSY4jZ3bub+9ffjDropzirGlmXDH/GzsXMju727WblgpQQXYlyYKysxV1fHCrft1f3SoXRdJ9LWirWuDnNlZdrPZf78+Zx//vncfffdCY8risL999+PwWCIBxcnnnjikI/53e9+l/nz53P55ZezcuVKzGYzr776Kv/zP/9DQUEB3/72t/nWt76Fpmkcd9xxeDwe3nzzTXJycrjooovS8CrHl+x/CiGEEFOYpms8W/8s7qCb2c7ZOMwODKoBh9nBbOds3EE3f6n/C5qe/hkCQiiqSu7yZRhyXYQa6ol6vejRKFGvl1BDPQaXi9xly9JWuH2gH//4x2hDzM9QFIV77rmHSy65hNNPP51XX311yMc7+OCDeemll1i/fj1HHXUUxxxzDGvWrIl3lfrJT37CD37wA2655Rbmzp3LKaecwvPPP09VVVVKX9dEUXRd1yf6JDJZd3c3TqcTj8dDTk7ORJ+OEEJMK1ITMHaNnkZuXnszTrMTh3lgeok35MUT8nDDUTcwyzlr/E9QTCqBQIAdO3ZQVVWF1Wod/eNs2kTXM2sI1dejBYOoFgvmmmpyly3DOm9eCs9YJGOor+tIroUlFUoIIRLQNY3Qzp1oXi+qw4G5snLcVtBEjNQEpIY37CUUCWHLSlxUajPa6PB14A2nt1hWiP1Z582juLZWfs9OMRJYCCHEARKupFVXk7tcVtLGi9QEpI7D5MBsNOOP+BPuWPgjfsxGMw5T+otlhdifoqpYJlkK0KmnnjpoC9obbriBG264YZzPKLNIYCGEEPvpmwgb7XJjLC7BaLOh+f2xibDNzRRecbkEF6OUbFrTgTUBfcWdDrMDu8lOg6eBv9T/hTl5cyQtKgkVORVUO6vZ2LkRu8k+oFi2zddGXX4dFTkVE3iWQkwODz30EH6/P+GxvLy8cT6bzCOBhRBC7JMJE2GnqpGkNTV1N1Hvqac4qzjhAK3irGK2e7bT1N0kNQFJUBWVM6vPZLd3Nw2ehtgOkDG2A9Tma8NlcXFG9RmTLkiT+hsxEQ6cPyH6k8BCCCH22X8iLCj0RGyEdSMmJYLD4O83EXaybd9PpJGmNUlNQOrNzZ/LygUr48Fdh68Ds9FMXX4dZ1SfkVFpZckEDFJ/I0RmksBCCCH26ZsI6zUV0uQtpSdqJ6qrGBSNbEMvFeYWsoLpnwg72QxV6D6atCapCUiPuflzmZM3J6NX+ZMJGKT+RojMJYGFEELsozoc9FhK+LCngrDBilUJYlOjRHQDXZFseoMmDrZ0UjoOE2Eni+EK3UeT1iQ1AemjKmrGpo8lEzDMyZsj9TdCZDD5qRNCiH1MMyvY7VpIMAQO1YdJjaIoYFKjOFQfwRDsdi1Ei0bxf/ABwR070IcYrDTV9RW6BzZuQHU6MVdWojqdsUL3e+4lsGnTx2lNxsHTmkKRUL+0pr6aAJfFRYOnAW/IS1SL4g15afA0TNqaADG4ZIf4NXY3Jh2oCiHGn+xYCCHEPt2dQXx5ldi89eg9vZBlQzEY0aMRdJ8fm2LG48tmxy33kBXcM63b0CZb6G5f+flRpTVNppoAMXbJ7mxtd2+X+hshMpgEFkIIsU/QHwFzFvZ5BxFp2knU042uBUBVUbOyMPgDBEIRog4X5hL7tG5Du3+he6ILwb5C91I3o05rmgw1ASI1ki3YV1Ck/kZMSo2NjVRVVfHee++xcOFCXnvtNT75yU/idrvJzc2d6NNLGfntLITIWJqu0ehpZMOeDTR6GtH09KYdWWxGDCYVPSsH28KFZC1ahG3BArIWHQYWC1HdgNFmwWI3oxgMGBwOzLOriXa56VqzZlqlRfUVuqu2xBeCqs2GFgyi9/aOKa2pryagrqCOWc5ZElRMUfsX7CfSFzBU51ZT7aymzdeGruv97tMXqNY4a6T+RgygKMqQf370ox9N9ClOCbJjIYTISBPRTtJZaMNVmkV7Uw+ukizUnGwAtO4eot3dBKx5uIy9OAwfX/zsvzo/ndrQqg4HqsWC5vdjSFDMrvn9qBYLqsPB3PwqSWsSQ0q2YH+Wc9aUnMkxXemajqfDT9AfwWIz4iy0oajK8J84Ci0tLfF///GPf+SHP/whW7dujd/mkKYcKSGBhRAi40xUO0lFVag9upSezgDuVh+OXAtGi4FgbxAv2VgNUSqt7RyQ+YNqsxFpn15taM2VlZirq2OF2/bqAReCkbZWrHV1mCsrAUlrEkMbyRA/qb+ZGjqaetjydgvuFh/RsIbBpOIqzaL26FIKK7JT/nwlJSXxfzudThRF6XdbMjZu3Mh3vvMd/u///g9d11m4cCGrV6+muroaiE3lvuuuu9ixYwezZs3iyiuv5PLLL0/p68h0ElgIITLKaOYepFJhRTZHnl4V/w/P1xVCiajk0kWFoYNc08B0p/1X56cLRVXJXb6MjuZmQg2xWgvVZkPz+4m0tWJwuchdtqzfhPJMbnUqJt5IAgYJVCe3jqYe3nl+B/7ecHwBJxKM0t7UQ09ngCNPr0pLcDEWzc3NnHDCCZx44om88sor5OTk8OabbxKJRAD43e9+xw9/+EN++ctfcthhh/Hee+9x2WWXYbfbueiiiyb47MePBBZCiIwymrkHqVZYkU1BuSO+RW+2qAR+8zrBTR+iZw+/Oj9dWOfNo/CKy+NzLCLt7agWC9a6OnKXTd1OWZqm09jZS08gQrbVyKx8O2qa0jemm5EEDMMGqpoGexsg6AGLE/JmgyqBx0TTNZ0tb7fg7w3jKsmK/z4124y4rAbcrT62/LuFgnJH2tKiRuOee+7B6XTy+OOPYzKZADj44IPjx2+88Ubuuusuzj77bACqqqrYtGkTDzzwgAQWQggxUZLtDpPudpKKqpBbnBX/OHDWMjp2J786P11Y582juLZ20MnbU82GZg9PrtvF9nYvwbCGxaRSU+RgxaJy6sqcE316U0JKdrZa1sP7f4COrRAJgNEKhXNg4XlQuiAl5ylGx9Phx90SSzVNtHjkyLXg3u3D0+Hv9zt4or3//vscf/zx8aBif729vdTX1/OlL32Jyy67LH57JBLB6ZxevxcksBBCZJT9u8NkUjvJ6bo6nwxFVadF0fqGZg93v7yNvb0hSp02bE4D/lCUD3Z5aHb7ufKkgyS4yAQt6+H128DXCTllYMqCsA9a3gNPEyz5jgQXEyjojxANaxgthoTHjRYDvq5QrP13BrEN0gEPwLuvvu7BBx9k8eLF/Y4ZDIlf51QlgYUQIqMk2x1mItpJTrfVefExTdN5ct0u9vaGqClyfFz7YzVSY3Gwvd3LU+uamVeaM3FpUZL6E3sP3v9DLKgomEO804IlO/bxnq2w/nEonj/93psM0dfWOxKMYrYNvAyNBKMYTCqWBMcm0qGHHsojjzxCOBwesGtRXFzMjBkzaGho4Pzzz5+gM8wMmfVVE0JMeyPpDjMRpsvqvOivsbOX7e1eSp22hOkbpU4b29p7aOzsZXbhBBTxS+pPzN6G2HuQU8aA9m2KEru9fUvsfgU1E3OO01y/tt5Ww4DFI29XkKLKbJyFg+8QTISvf/3r/OIXv+Dcc8/lu9/9Lk6nk7fffpujjjqKOXPmsGrVKq688kqcTiennHIKwWCQd999F7fbzdVXXz3Rpz9uJFwXQmScvu4wh+Qfgifkoam7CU/IQ11+XdpazQoxlJ5AhGBYw2ZOnNZgMxsIhjV6AhOQvtGX+tPyHmS5IL869nfLe/tuXz/+5zRRgp5YYGUaJDffZIsdD3rG97xEXF9bb5vdhLvVR8gfQdN0Qv4I7lYfNruJ2sWlGVW4DZCfn88rr7yC1+tlyZIlHH744Tz44IPx3Ysvf/nLPPTQQzz88MPMnz+fJUuWsHr1aqqm2UKUoh84ulL0093djdPpxOPxkJOTM9GnI8S0oumatJMUGaGhw8uNz24k12bGYR242e8NROjyh1h15iHju2OhafDiDbEgYv/UHwBdj6X+zFgEn7lpeqT+7NkOf702FlhZErQrDfaAzw2n3SE7FqMUCATYsWMHVVVVWK3WUT9OwjkWM7KoXZyeORZiaEN9XUdyLSypUEKIjCVzD0QydE1Le93LrHw7NUUOPtjlocbiGJC+0eLxc2h5LrPy7Sl93mFJ6k9/ebNjKWCDBVrdzbFAK2/2xJ2jAAa29U735G0xPiSwEEIIMWkFNm2Kd+rSgkFUiwVzdTW5y1PbqUtVFVYsKqfZ7Y/XWtjMsa5QLR4/eXYzZy8qG//C7aRSf1qmT+qPqsbqSjxNsd2anLLYexD2x4KKrAJYcO702L2ZBA5s6z2RVq5cyWOPPZbw2AUXXMD9998/zmc0OUlgIYQQIqMNNpAusGkTHffcS7TLjbG4BOO+2SKBjRvoaG6m8IrLUxpc1JU5ufKkg+JzLNq6Y3MsDi3P5exFZRPTatbijBVqh32JU3/C/thxyzRqg1u6INZSNl7M3hJ7D2YsigUV06mYXSTtxz/+Md/+9rcTHpNU+ORJYCGEECJjDTqQbuEMCp5ZQ7TLjXn2x9PQDQ4Hqr2aUEM9XWvWUFxbm9K0qLoyJ/NKczJn8rak/iRWuiDWUna6t98VSSsqKqKoqGiiT2PSk8BCCCFERhpqIF3v9gYu2rgFZ3FJwvavxuISQtvrCe3cmfL2wKqqTExL2UQk9Wdwqjo96kqEyCDT8DeNEEKITHfgQDqH1YhBVWID6YocBLu66dzrRenrXqLrEPBAbwcEPKhWK1owiLZvIu6U1pf6U3pYrONRZ0Ps7xmLYMl1kvoj0kKaik4tqfp6yo6FEEKIjDPcQLrsAhc9ukKPx4vTFoXO7eD3gB4BxYimZKEaClAdGbKzkG6S+iPGSd/cBp/Ph82WWUPsxOj5fD6AAVPFR0oCCyGEEBknPpDOmXggXah4Bm25pcze1YBu34sSDcU6I6lZ6NEwkdY9WGeGMZu7xvfEJ5Kk/ohxYDAYyM3Npb29HYCsrKwBwb+YPHRdx+fz0d7eTm5uLgZD4t+5yZLAQgghRMbJthqxmFT8oWjCgXT+iM7m+cdy4n8+INTmxVjgQlWMaMEoEU8YQ66T3DkGlA/+FFvNl5X7KWU8ZpeIwZWUlADEgwsx+eXm5sa/rmMhgYUQQoiMk8xAuhMPzqXUZMWzOY9QZ5hIdxDVZMA6M4fcw2dgLVCm13C4aWK8ZpeIwSmKQmlpKUVFRYTD4Yk+HTFGJpNpzDsVfSSwEEIIkXGSGUh36kFZ2HoUrGfOI+QOogUiqFYj5vys2PReLTK9hsNNA+M9u0QMzWAwpOyCVEwNsm8ohBAiI/UNpJtf7qTLH6JxTy9d/hCHludy5UkHUV0+A4xWlKgfS6Ed20wnlkJ7LKiA6TkcbgrTNY2u/WaXGBwOFIMBg8OBeXY10S43XWvWoGvaRJ+qENOW7FgIIYTIWEMOpNOyZThcGmRq/UJo505C9fUYJ2B2iRAiORJYCCGEyGiDDqST4XApl8n1C5rXixYMYhykxalqsxFpb58es0uEyFDy21YIIcTkJcPhUqavfiGwcQOq04m5shLV6YzVL9xzL4FNmyb0/FSHA9ViQfP7Ex7X/H5Ui2X6zC4RIgPJjoUQQojJTYbDjdmB9Qt9qUYGhwPVXk2ooZ6uNWsorq2dsLQoc2Ul5urqWOBjrx7QKSzS1oq1rg5zZeW+16Tj6fAT9Eew2Iw4C20f198IIdJCAgshhBDjQtP0xLUSqSDD4cZkMtQvKKpK7vJldDQ3E2qInau6rytUpK0Vg8tF7rJlKKpKR1MPW95uwd3iIxrWMJhUXKVZ1B5dSmFF9oScvxDTgQQWQggh0m5Ds4cn1+1ie7uXYFjDYlKpKXKwYlE5dWXStWmiTZb6Beu8eRRecXm8DiTS3o5qsWCtqyN3WawOpKOph3ee34G/N4wj14LRYiASjNLe1ENPZ4AjT6+S4EKINJHAQggxLWm6RlN3E96wF4fJQUVOBaoiqTPpsKHZw90vb2Nvbyg2j8IZm0fxwS4PzW4/V550kAQXE2z/+gVDghqFTKpfsM6bR3FtbcLOVbqms+XtFvy9YVwlWfHdF7PNiMtqwN3qY8u/Wygod0halBBpIIGFEGLa2dy5mWfrn6XeU08oEsJsNFPtrObM6jOZmz93ok9vStE0nSfX7WJvb4iaoo8naDusRmosDra3e3lqXTPzSnNSlxYlRmyk9QsTTVHVhClZng4/7hYfjlxLwpQuR64F924fng4/ucVZ43W6QkwbsjwnhJhWNndu5v7197OxcyNOs5OKnAqcZicbOzdy//r72dy5eaJPcUpp7OyNT85OdKFX6rSxrb2Hxs7eCTpDAR/XLxhyXYQa6ol6vejRKFGvl1BDfb/6hUwW9EeIhjWMlsTToI0WA9GwRtAfGeczE2J6yOzfEEIIkUKarvFs/bO4g25mO2fjMDswqAYcZgeznbNxB938pf4vaLpM7k2VnkCEYFjDZv74Qk/RNQqCTZT7NjNTbyYUitATkAu9idZXv2A9pA7N44mlGnk8WOvqKLz88gmfY5EMi82IwaQSCUYTHo8EoxhMKhabJGwIkQ7ykyWEmDaaupuo99RTnFWccPW8OKuY7Z7tNHU3Mcs5a2JOcorJthqxmFT8oSgOq5FS/4cs2vs3ioKNGLUQQUwcqs4kv2clcPREn+60N1T9AmTuVO4+zkIbrtIs2pt6cFkNA1K6vF1BiiqzcRYmLlIXQoyNBBZCiGnDG/YSioSwZSW+qLAZbXT4OvCGZXJvqszKt1NT5OCDXR5O0HZzUvtqbOEuenxOwhE7wWiQ2rx6ytbfDS6bDLTLAIPVL2TyVO4+iqpQe3QpPZ0B3K2+fl2hvF1BbHYTtYtLpXBbiDSRwEIIMW04TA7MRjP+iB+HeWB3G3/Ej9loxmGa+M43U4WqKqxYVM7uvb3Mbn4W8549dDdaUNx7MISj2I0qlOcQjLZgXf94bNBdBq2Ai5i+qdzRLjfG4hKM++ZHBDZuoKO5OZZClSHBRWFFNkeeXhWfY+HrCmEwqRRVZlO7WOZYCJFOElgIIaaNipwKqp3VbOzciN1kH5Am0eZroy6/joqcigk8y6mnrszJNUeYUH63E9/6CAQiROwmTNlmHAYF2nrp6FYoNLyP9YgGGXSXYSbDVO4DFVZkU1DukMnbQowzCSyEmAJ0TZf/QJOgKipnVp/Jbu9uGjwNFGcVYzPa8Ef8tPnacFlcnFF9hsyzSIODciK07fSjYkApy8JgUDEb9uXtZ5kJtXvpWt9Jsd9N33euzBrJDJNhKnciiqpIS1khxpkEFkJMch1NPfEt/2hYw2BScZVmUXu0bPknMjd/LisXrIzPsejwdWA2mqnLr+OM6jOm5ByLTLhAD3X4CO2NYnHaMJj7/9ejKArGbCOhvX5CHT4sM2XWSCaZLFO5hRATTwILISaxjqYe3nl+B/7ecL8ixfamHno6Axx5etW0CC5GumMzN38uc/LmTPjF9ngY0wW6psHeBgh6wOKEvNmjrn/QDLloig0jAcAK7P/10VEJEFFsaIbc+KwRd9Ad21XKiu0qbezcyG7vblYuWCnBxTiaTFO5hRATSwILISYpXdPZ8nYL/t4wrpKseIqC2WbEZTXgbvWx5d8tFJQ7pnRa1Gh3bFRFnfItZcd0gd6yHt7/A3RshUgAjFYonAMLzxtV5yY1Jwc1rwwt0IQh4AFTFqhG0CIQ9qHpZtS8MpTsbJ6t/3N81kh8UrfZgd1kp8HTwF/q/8KcvDlTMhDMRJNtKrcQYuLIb2UhJilPhx93S6ydYqK8Z0euBfduH54O/wSdYfr17di0N/VgsRvJKbZhsRtp33d7R1PPRJ/ihBnTMMCW9fD6bdDyHmS5IL869nfLe/tuXz/i8zFXVmKet5CIUoxuy4NICILdEAmh2/KJKEWYD1lIi4ukZ42I1NI1na42H22N3XS1+dA1HZg6U7mFEOknOxZCTFJBf4RoWMNoMSQ8brQY8HWFCPqn5kRj2bEZ2qiHAWpabKfC1wkFc6Dvcy3ZsY/3bIVRtIXtuzjtaG4m5HZjzK9ENSloYZ2IuxdDcezidE/UJ7NGJsBwO399U7n75lhE2ttRLRasdXXkLsucORZCiIklgYUQk5TFZsRgUokEo5htA3+UI8EoBpOKJcGxqWAkOzbTsTPMqIcB7m2IpT/llH0cVPRRlNjt7Vti9xthW9gBF6ee2JA16/yPL04dnkaZNTLOkq3VGm4qtxCJSNfC6WVqXnEIMQ04C224SrNob+rBZTUMyHv2dgUpqszGWZj4wnKym+47NsMZ9TDAoCdWU2EaJBgz2SDSErvfKAx3cSqzRsbXSHf+BpvKPUAKC/+nM03TaezspScQIdtqZFa+HXUSXZRL18LpRwILISYpRVWoPbqUns4A7lZfv5VGb1cQm91E7eLSKbsyNN13bIYz6gt0izNWqB32xdKfDhT2x45bnKM+t6EuTmXWyPhKy85figv/DzTZL7aTtaHZw5PrdrG93UswrGExqdQUOVixqJy6stH//I0X6Vo4PU3P/3GFmCIKK7I58vSq+IqQryuEwaRSVJlN7eKpvSI03XdshjPqC/S82bGLwJb3+tdYAOg6dDfDjEWx+6XJdJw1MlFSvvPXV/jv64ylzZmyYkFqy3vgaYIl3xlTcDHZL7aTtaHZw90vb2Nvb4hSpw2b04A/FOWDXR6a3X6uPOmgjH69UgM3fUlgIcQkV1iRTUG5Y9rlsE73HZtkjOoCXVVjK8ueplihdk5ZLP0p7I8FFVkFsODctKe1TKdZIwC6pk1I7UJKd/7SVPjfZ7JfbCdL03SeXLeLvb0haoocH7dcthqpsTjY3u7lqXXNzCvNydidGqmBm74ksBBiClBUZVr+cp7OOzbJGvICfbA8+NIFsZXleDpLSyydZcaiWFCRgnSWZEyHWSMAgU2b4gXtWjBW0G6uriZ3efq7LaV05y+Nhf9T4WI7WY2dvWxv91LqtCW8KC912tjW3kNjZy+zCzOziYHUwE1fElgIIcZuAgs1U7Vjo+nalF0dT3iBPlwefOmC2MryJC3AnSxfz8CmTXTccy/RLjfG4hKMNhua309g4wY6mpspvOLytAYXKd35S2Ph/1S42E5WTyBCMKxhcya+KLeZDbR1a/QEMveiXGrgpi/5igohxibNhZrJGOuOzebOzfF0oVAkhNloptpZzZnVZ07NfP5k8+BVdcQry+NpsDaWk+XrqWsaXc+sIdrlxjz744nWBocD1V5NqKGerjVrKK6tTWtaVMp2/tJY+D8VLraTlW01YjGp+ENRHNaBl2n+UBSLSSU7wbFMITVw01fmflcKITJfmgs1x8Pmzs3cv/5+3EF3rMA5K1bgvLFzI7u9u1m5YGVGXYyOWQry4CeqHmB/g7WxtMwN8LuOX0+Kr2do505C9fUYi0sSrsIbi0sIba8ntHNnci1exyAlO39pLPyfChfbyZqVb6emyMEHuzzUWBwDLspbPH4OLc9lVr59As9yaFIDN31N/p9AIcTESHOh5njQdI1n65/FHXQz2zn747xtswO7yU6Dp4G/1P+FOXlzBk2jmXStL8eYBz+R9QB9Bm1jubOHj7bvIFilMLtydF/P8aR5vWjBIEZb4lVb1WYj0t6O5k1uyvhY07/GXKuVxsL/VF9sZ3KqnKoqrFhUTrPbH0//spljheotHj95djNnLyrL7N8zSA3cdCWBhRBidNJYqDlemrqbqPfUU5xVnHDFuDirmO2e7TR1NyUsIp6UrS/HkAc/0fUAMHQbS5PiI9gQoaJ1PuHKXf0+L5mv53hTHQ5UiwXN78fgGFgXoPn9qBYLaoJjB8qY9K80Ff6n8mI7Y96rIdSVObnypIPiv1/aumO/Xw4tz+XsRWWZ+/vlANO1a+F0JoGFEGJ00jyheTx4w15CkRC2rMQrxjajjQ5fB97wwBXjSdv6cpR58JlSDzBUG8uIHiFg6SW720m0uxPN6e93fKiv50QwV1Zirq4msHEDqr16wCp8pK0Va10d5srKIR8n49L50lD4r+kaDoeb04+I8M8Pe2ntVGjrZsQX2xn3Xg2hrszJvNKcybUjmsB07Vo4XUlgIYQYnXGY0JxuDpMDs9GMP+LHYR64KuyP+DEbzThM/Y9N6taXo8yDz5R6gKHaWJpUE4pJQ/PpqGED2gHHB/t6pspIa08UVSV3+TI6mpsJNcTeW3XfLlCkrRWDy0XusmVDPkYq0vnSIoWF/wN2GLLMVLgqWFz4GeYXzkv6Yjtj36shqKoy6btcielFAgshxOhkwITmsarIqaDaWc3Gzo3YTfYBK8Ztvjbq8uuoyKno93mTuvXlKPPgU10PMFpDtbF0mB3kqE56CaCZ+ncHGurrmQqjrT2xzptH4RWXxz830t6OarFgrasjd9nwdStjTefLdIPtMOzyfUhvawcHF69EVZPbYZjq75UQmUACCyHE6GTIhOaxUBWVM6vPZLd3Nw2ehtiFizF24dLma8NlcXFG9RkDVi8nfevLUeTBp7IeYCyGbGMJFGil9ORuZpu2keJQcl/PsRpr7Yl13jyKa2tH1WlrLOl8mS7VOwxT+b0SIlNIYCGEGL0MmdA8FnPz57Jywcp4qkWHrwOz0Uxdfh1nVJ+RMN96SrS+HGEefKrqAcZquDaWeblODj7uaMx+d9Jfz7FIVe2JoqqJU8iGGT452nS+ySDVOwxT+b0SIlNk8P96QohJYZJPaIZYcDEnb07S7SenQp95YER58KmoB0iVZNpYHqHXjUs70QG1J7pO1OtFD4dRTCaMRcWjrz1pWY/+3h/wfNRGMAgWCzhnFqMc9vHwydGm8w0mE2aU9En1DkOq36uMNEwgKkS6SWAhhBi7DJ/QnAxVUZPOq54qfeZHaqz1AKk0XBvLkXw9x2L/2pOo202wsRGtuxs9GkUxGFAcDgwWy8hrT1rW0/HcQ2zZVY47XEdUN2FQwrh2N1Pb/BCFn/0ylC4YdTpfIpkwo2R/qd5hSOV7lZFa1u+3exyI7R4XzomlrE6C3WMxNUhgIYQQozBV+syP1FjqAVItE9pY9tWeRFpbCe7YgR4KodpsqEYjeiRCdO9eNEUh0tYG8+cn96CaRsdrz/FO/SH4lTwctgBGQy+RqJF2fxU99U6OfP15Cj8XGz45mnS+A2XCjJIDpWOHIRXvVUZqWQ+v3xYbWJpTFmsDHvbFmmt4mmIpqxJciHEggYUQQozSVOkzP1KD1gNMQ+bKSsyzZ9P94ovo0ShG534BpdEYC7gMBrxr1+L41KeSCsD0PfVs+dCKX3fiyvbGG66ZjRFcDi/ubidbtvZSsKcepeggYOTpfP2eL0NmlBwoXTsMY3mvMpKmxXYqfJ39O/RZsmMf79kK6x+PpaxKWpRIMwkshBBiDKTP/PSmqCpZRx1F9/PPg66jh8NgMEA0iubzoRgMGEtKCG7YQKixEcvs4dsve1rduHtzcdhDCYfaO7KCuHtz8bS6yS36+Nho078yZUZJIunaYRivVDld09M/dXpvQyz9KaeMhN8wOWXQviV2v0mesioynwQWQgghxBiYSooxlpSgh0JoPT3o0ShoGrqmga4Tam6GcJiOX95DwZe/NGxKUVCzE8WMUfGT6L9poxLCh42glprmAJkyo2Qwk3WHoaOpJ95gIBrWMJhUXKVZ1B4dazAwFpquffx+7N1JRcSPaipLfGeTLdaxL+gZ03MKkYzM/qlM4J577mHWrFlYrVYWL17M2rVrB73vgw8+yPHHH4/L5cLlcnHyyScPeX8hhBBipFSHA6PLhfmgg7AtWhTblTAawWBAtdsx2GwoZjOhnY103HMvgU2bhnw8S3ElBouFSCAUGza5P10nEghhsFiwFKemte/+M0oSGa8ZJUPp22GoK6hjlnPWpAgq3nl+B+1NPVjsRnKKbVjsRtr33d7R1DPqx97cuZk73rmDm9fezJ3v3MnN2x7nDoOXzYGOxJ8Q9scKuS1Ts+5LZJbM/sk8wB//+EeuvvpqbrzxRtatW8eCBQtYunQp7e3tCe//2muvcd555/Hqq6/y1ltvMXPmTD7zmc/Q3Nw8zmcuhBAi42gaevs2uv67lrb3N9LV4kXX9OE/7wB9Mz6i7W2odjsRtxs0LVZvYTSiBQIYXC4sc+cR7XLTtWZNbDdjEM5iO67Z5Xijeeh+D0TDoGsQDaP7PXijebiqy3EWp2bHou/8I22t6AcEMn0zSsw11WmfUTJV6JrOlrdb8PeGcZVkYbYZUVUFs82IqyQLf2+YLf9uGdX3Wt8k8o2dG3GanVTkVOB0FLPRpHK/r4HN4e4DTkaPDSwtqo21nhUizRT9wN8iGWzx4sUceeSR/PKXvwRA0zRmzpzJN77xDa6//vphPz8ajeJyufjlL3/JhRdemNRzdnd343Q68Xg85OTkjOn8hRBCZIiW9XS89hxbPrTi7s0lihmDxYJrdjm1J80fcapKX1elcEsLkbY2FJsNRVHQ/H4UiwXrvHkYXS6iXi+ax0Px9783ZL1CR1MP7zz5Pv6OdhxKO0YlSES34NWLsBUVceTZC8ecTpPo/Pu6Qh04o6Tw8vHvCjVZdbX5+L/HP8RiN2K2DUxlC/kjBHsjnHDuwSPqaqbpGne8cwcbOzf2m0QOoPfuoWH3WuqiCt92zEU1Z8V2KrqbIasAllwnXaHEqI3kWnjS7FiEQiH+85//cPLJJ8dvU1WVk08+mbfeeiupx/D5fITDYfLy8ga9TzAYpLu7u98fIYQQU8i+GRHvrM+n3Tcjlqri8GOJttO+pZF3nnx/xKkqfTM+zLNmoYfD6IEAeiiEweWKBxUQq1fQgsFh6xUKK7I5csVCihbUEXQtoDvrMIKuBRQtrEt5ULH/+VsPqUPzeGLthD0erHV1ElSMUNAfIRrWMFoMCY8bLQaiYY2gPzKixx1yErm9gOLiQ9lutdHka4fOBvC5YcYiCSrEuJo0xdt79uwhGo1SXFzc7/bi4mK2bNmS1GN85zvfYcaMGf2CkwPdcsstrFq1akznKoQQ4mOapmdOS15NQ3/vD2zZVY5fyduvnasRs92Ay9+Ku8PClrd3U1B+8Ig6+FjnzaPgisuJtLaiWK0YnE5UR//J7COpV4gNATw4/V2F9jv/wWaUZNJE7kxnsRkxmFQiwWjCHYtIMIrBpGJJcGwow04id5TSoYXwHnQu2Ipk8raYEJMmsBirW2+9lccff5zXXnsNq9U66P2++93vcvXVV8c/7u7uZubMmeNxikIIMeVsaPbEhwgGw7EhgjVFDlYsKp+YIYJ7G/B81IY7XIfDFujfnVNRUCx2HIF23E2deDr8Ix7AZ6mqwlpXR2DjBlRH2YChbpG2Vqx1dUnXK4z3EMBEM0oybSJ3pnMW2nCVZtHe1IPLahjwPeDtClJUmY2zMHGAMJjkJpFbcBTOhXFopStEIpMmsCgoKMBgMNDW1tbv9ra2NkpKSob83DvvvJNbb72Vf/zjHxx66KFD3tdisWCxWMZ8vkIIMd1taPZw98vb2NsbotRpw+Y04A9F+WCXh2a3nytPOmj8g4ugh2AQoroJo6F34HHVgFHx4wuFE6aqDDeXQFFVcpcvo6O5mVBDfcJ6hdxlyybNan8mTuTOdIqqUHt0KT2dAdytPhy5FowWA5FgFG9XEJvdRO3i0hHvPKVjErkQqTY5frMBZrOZww8/nJdffjl+m6ZpvPzyyxxzzDGDft7tt9/OT37yE1544QWOOOKI8ThVIYSY9jRN58l1u9jbG6KmyIHDasSgKjisRmqKHOztDfHUuma0UXTGGROLE4sFDEqYSDTB2poWJaJbMJhNA1JVOpp6eOOJbfzf4x/yrye283+Pf8gbT2wbUI8xVeoVDpzIbXA4UAwGDA4H5tnVSXW4mq4KK7I58vQqiiqyCfZG6G7zE+yNUFQZu300NTJ9k8hdFhcNnga8IS9RLYo35KXB0zDqSeRCpNKk2bEAuPrqq7nooos44ogjOOqoo/jZz35Gb28vl1xyCQAXXnghZWVl3HLLLQDcdttt/PCHP+T3v/89s2bNorW1FQCHw4FjAvtxCzEZTbkca02LTaINeiQXOQ0aO3vZ3u6l1GlLOM251GljW3sPjZ294zu5PG82zpnFuHY30+6vwuXwfpwOpevowV68eiVFFfn9UlX65hL4e8P9VqDbm3ro6QwMuFgcql5hssjkidyTQaxGxpHSGpl0TSIXIlUmVWDx+c9/no6ODn74wx/S2trKwoULeeGFF+IF3U1NTaj7/dK+7777CIVCnHPOOf0e58Ybb+RHP/rReJ66EJPalMuxblkP7/8BOrZCJBAbHlU4BxaeN+7dUzKqsDmFegIRgmENmzNxZxyb2UBbt0ZPYGSdccZMVVEOO4/a5ofoqXfi7nbiyApiVEJEAiG80RJspUXUHj0jfgHYby5BcRbeYASvL4zJoOAqzsLd5mPLv1soKHcMSIuazBfcmT6RezJIR43MZJ1ELqaHSRVYAHz961/n61//esJjr732Wr+PGxsb039CQkxxUy7HumU9vH4b+DohpwxMWRD2Qct74GmCJd8Zt+Ai4wqbUyjbasRiUvGHojisA/+r8YeiWEwq2QmOpV3pAgo/+2WOfO05tnzYi7s3Fx82DJZcig4up/ZT/edYeDr8uFt8RC0q6z7qotsfJqrpGFSFHJuJimwr7t2+URV7H0jTtYy5YNx/IrchwS5/Jkzknq76JpELkWkmXWAhhBg/B+ZY96VDGBwOVHs1oYZ6utasobi2dnKkeGhabKfC1wkFc4jnwFiyYx/v2QrrH4fi+WlPi8rIwuYUmpVvp6bIwQe7PNRYHAMKTVs8fg4tz2VWfmqmR49Y6QIKPz+fgj31eFrdBDU7luJKnMX2AakqQX+E7t4QDYEAgYhOltmA0awSiWr49naxs1Oj1JFNoDcEjD6w2Ny5OZ7iEoqEMBvNVDurObP6zAlJcembyB3YuAHVXj3mDldCiKlPAgshxKCmXI713oZY+lNOGRzwelCU2O3tW2L3K6hJ22kcWNjc9946rEZqLA62t3t5al0z80pzBk2LyqSV7URUVWHFonKa3f54rYXNHAueWjx+8uxmzl5UNrFpX6qKUnQQuUVD381kMdDhCxEOazgdZlDA0ttDzp7dmP29RDSViNlO92/fJfdzp4xqB29z52buX38/7qCb4qxibFk2/BE/Gzs3stu7m5ULVo57cDHVOlwJIdJPAgshMlUGFBdPuRzroCdWU2EaZFXZZINIS+x+SRqu/WgiYy1szrSV7cHUlTm58qSD4ulebd2xdK9Dy3M5e1HZpNmRcasanaqGU1fQ0LH0esnf3YAhHCZsthAy5GIKdhDd+A4d9zSMOD1Q0zWerX8Wd9DNbOfsjwNNswO7yU6Dp4G/1P+FOXlzxj147Otw1VdjFWlvR7VYsNbVkbtsktZYCSHSRgILITJRhhQXT7kca4sz9l6GfbH0pwOF/bHjluQueDuaetjydkss/z6sYTCpuEqzqD26dMh2kmMpbM7Ele2h1JU5mVeaM6kL1L2hKLtzDeS4dUzeKI697ajhCAGbk6hqw6AFUcK7iM6sINq2a8TpgU3dTdR76inOKk4YaBZnFbPds52m7qYJyaufCh2uhBDjQwILITJNBhUXT7kc67zZsQCt5b3+NRYAug7dzTBjUex++wzWtWmk7Uf3N9rC5kxe2R6Kqirj21I2xbKtRsJOI+0OlRkfdWEIaQRsBegKmKJdWEKN6LoHk9E1qvRAb9hLKBLClpV4Z9BmtNHh68Abnridwcne4UoIMT4ksBAik2RQcTFMwRxrVY3t+niaYu9lTlks/SnsjwUVWQWw4Nz4eztY16azDyuj6+32WPvRkqz4Bb7ZZsRlNeBuTdx+tM9oC5szfWV7qtr/61Wc30Ppe6/T45qBokQx6D30BCLk2c1kW4xgUkecHugwOTAbzfgjfhzmgQGYP+LHbDTjME3e4EwIMT1MkqsBIaaJkRQXj4CuaQR37MD/wQcEd+wY0aTcqTJFOK50wb5dn8PA54bOBvC50UsOIzj7Avx7VII7drDhIzd3v7yND3Z5yLWZmVVgJ9dm5oNdHh54fisfNXbjyLUkvMB35Fri7UcT6StszrOb2d7uxRuIENV0vIEI29u9gxY2x1e2jYOvbIcioQld2Z6K+n29fKBoXrICLRDppscfwWJUqSqwoyjKqNIDK3IqqHZW0+ZrQ9f7TyLXdZ02Xxs1zhoqcipS/dKEECKlZMdCiEyShuLiVAy3m3I51qULYrs++4rjAzv30PXqfwg1PIkWDKKYzWxXXVhmHk5N3SEDuja1NXbT3hWiuCRxq1SjxYCvK0TQP/jwt9EUNsvK9sSJf73etdC6oYTi1kZC+TPIs5upKrCTZzePOj1QVVTOrD6T3d7dNHgaYrUzxljtTJuvDZfFxRnVZ2RUelsmyvROaUJMBxJYCJFJUlxcnMrhdlMux1pVoaAm9h797i/93qPurh5sWz7klI5WNuXb2Tvj49etKAoup5XeNi+eniCuXOuAh44EoxhMKhbb0L9iR1rY3LeyvbFzI3aTfUAKVZuvjbr8usxf2U5Fx7MJ6JoW+3rV0VBwEYFf/4pZPR4ceaWoVgNRr3dM6YFz8+eycsHKeLevDl8HZqOZuvw6zqg+I6MK8jPRZOmUJsRUJ4GFEJlkFMXFg5lyw+3SYLD3KGK10Z5bSrm3ndnrXmdvSWW/i1aj00SPWcHbFSTXaRlwge/tClJUmY2zMHHK0v5GUtg8JVa2U9HxbAK7pqmqQs2xhxNwffPjFqwdHWNqwdq30h7Vo/zPnP8BHXwRn6y6J2mydUoTYiqTwEKITDLC4uKhTLnhdmkw2HtkMqgYDCrdDhfO9l1k722lp2BG/Lg/rBEqMmHTTLhbff26Qnm7gtjsJmoXlw47z2I0JvXKdio6nmVI17RUpQcOtdIuBfjDm6yd0oSYqiSwECLT9BUXx1dkW2IrsjMWxYKKJC+aptxwuzQY7D3KthjJsZlw90TJiYQwB3zxY/GuTVW5nHBoOR/+uxV3iw9fVwiDSaWoMpvaxUPPsRiruflzmZM3Z3Llk6ei41kGdk0bS1AuK+1jJ53ShMgsElgIkYkOKC4eTQ75lBtulwaDvUeKolBVYCfc3UOPptKlWIhqOv5QlBaPP961qbgsh6KZ2SOevH2g0RSdqoo6uS6URtLxrKAmfY+RIWSlPTUmwwyQiSLF7GIiSGAhRKbaV1w8WlNuuF0aDPUeubJMHGzws62yip02F8E9vQm7NimqQm7xIF28kjBtik5T0fEsDV3TJoqstKeGdEpLbNr8XhEZRwILIaaoKTfcLg2Ge49ySgr4zMpLOLS4MqmuTSM1rVJhzNmxVCbPLrDlgiWn/65DMh3PUtw1LZ10TR9yJysVK+2yIj2FOqWl0LT6vSIyjgQWQkxhfcPt4t1r2tvH1L1mKkrmPRq+B9fITatUmJb18P7voXtXbDfBnA02J+TXQFZ+vOOZXnIYoW4VreWDxMXQKeyalk4dTT1sebsFd4uPaFjDYFJxlWZRe/THtTdjXWmXFemYKdEpLYWm1e8VkZEksBBiipvsw+00TU96zsNoTcR7NG1SYfbv4lR4MOzZFttx8LZDsCcWIIR7CXiy6KoPEXry5sEHOaawa1q6dDT18M7zO/D3hvt1C2tv6qGnM8CRp1dRWJE9ppV2WZHub1J3SkuxafN7RWQsCSyEmAYm63C7Dc2e+GTqYDg2mbqmyMGKReUJJ1OPRbrfI13T+gUuXnvP1C86TdTFyWyHznrwucHvgY6tBLKPp2NDL9FA2/CDHFPUNS0ddE1ny9st+HvDuEqy4hd2ZpsRl9WAu9XHln+3UFDuQFVHt9IuK9KJTcpOaWkgxexioklgIYTISBuaPdz98jb29oYoddqwOQ34Q1E+2OWh2e3nypMOSnlwkS6BTZviqVbx1fjyAsoqQ/izJrboNK15+om6OGXlgy0vtlvhd6OHfHTtzCEa6El+kGMKuqalg6fDj7slNtck0WqxI9eCe7cPT4ef3OKsUa20y4r04NLSKW28Jryn6HmkmF1MNAkshBAZR9N0nly3i729IWqKHB+vylqN1FgcbG/38tS6ZuaV5qQ8LSrVAps20XHPvUS73P1W403bPuKkbXv4WzSIfsj8CSk6TXue/mBdnBQFrDlgziK0bSuhhh0YiytGNshxjF3T0iHojxANaxgthoTHjRYDvq4QQX8kfttIV9plRXocjdeE9xQ+jxSzi4kmgYUQIuM0dvayvd1LqdOW8GKz1GljW3sPjZ29zC4c/5W3A9OaBqvH0DWNrmfWEO1yD1yNr66mdKufw9/z8tcZ9RQ7Ssa16DRhnn7IR8vm//Dkhs2sOOyL1C745NjqTJLo4qRFjGgRPWMGOY6lpsdiM2IwqUSCUcy2gf+9RoJRDCYVywHHRrLSLivS42S8Jryn+HmkmF1MNAkshBAZpycQIRjWsDkTr/zazAbaujV6ApGEx9MpYVrTgUXG+4R27iRUH2tjmyhAyi6vYsGeZvZEZvLf0J5xKzpNlKefu9NN5Zs7yNntIezvpf2vN5O76N+4li8fffewJLo4qTMORv3QlxGDHA+s6TGboCTfy/EHZ7OgrCS+kzBY+piz0IarNIv2ph5cVsOA1WJvV5CiymychYmDqGTIivQ4GK8J72l6HilmFxNJAgshRMbJthqxmFT8oSgO68BfU/5QFItJJTvBsXQaLK0pYZExoHm9aMHgkKvxNs3EJVWfp6PSOW5Fpwfm6efudDNvzQYs3iA+VxaBXDO+gB/P+v8Qad494HX1GXbnJokuTubjL8W864UJH+R4YE1PyPERTcHXaNpTz7q9IWa4cpk/YwHzCw/lgz0fDJo+Vnt0KT2dAdytvn5dobxdQWx2E7WLS0c8mX1/siI9DsZrwnuqn2e/Oo25FidzDr+GJu+uaV3MLsafBBZCTAPJpu5kiln5dmqKHHywy0ONxTHgYrPF4+fQ8lxm5dvH7ZyGTGtKUGSsaxqRri70UIjInj2YiooGXDz0rcYbs3PGtdC2X56+plP55g4s3iDdpbGhdQZ0vOYg0RmlRHe7BxZPM4Kdm2G6OCmlC8hdbpnQQY4H1vR0aztp9j+KJbyLymgYczBKONLBu707eaHhOfLtJVQ5qxK3ea2Yy5GnV8XnWPi6QhhMKkWV2dQu/niOxViMakV6vIqQp4LxmvCeyudJUKehFs5hVqrrQYQYhgQWQkxx+18ARgMBFF3HWFKC87RTcXzqUxkZYKiqwopF5TS7/fFaC5s51hWqxeMnz27m7EVl41q4nSitSUfHG/IS1sIY87JRtm8ntHMnut9P1zNrCG7fTri1ldCOHYSKi7FWVWFwuWKfO46r8QfaP0+/ZK9Gzu5ufK6seOAT0SKoqorJYE5YPD3SnZvhujhN9CDH/Wt6QMftX4M11EBlWCes2ogYDRCNEAr58Bt0oiZHPA0pUZvXwopsCsodQ07eHqsRFX2PVxHyVDFeE95T9TzjVQ8iRBIksBBiCtv/AlCx2tA8HqJdXQQ//BDf229jf+EF8i+9NCMncNeVObnypIPiOe9t3bE5FoeW53L2orLRtZodw6rtgWlNXUE3jd076Q51o2kaBhRK94LvXy/g+NfG+EW3bf58Ahs2EGlpwdfdja2uDsVqHbfV+ET2z9Of6XNiCEeJWPr+O9DxR/zkWV2x4mCD1q94eqQ7N3HDdHGayEGO+9f0+LTdREObKYroBAzZgIIC9CgK3QYD2XqEbn8n3lAP2ZYcIHGbV0VVyC0eZCU6RZIq+paLzpEbrwnvqXie8aoHESJJElgIMUVpkSgf/flFersNWHIrMGxeC6EQqs0G2dlEu7roXfsOmt9P4RVXZGxwMa80JzWTt8e4aqs6HKgWC5rfT48pzKbOzQSjQWxGG0ajEaU3QLfuZc9Lf6bWn4tzTl3sotvhwHrooYQaG4m0tRLYsAFzTc24rcYnfC375+lHWphr1DEEwwQsCv6IH4vBQmVOJQoK0QOKp4crSB+0PWwSJmqQY7+aHr0RRfejKlZ0Yq9P03Wiio6Gjlkx4dPChAMe2BdYQIa2eZWLztEZrwnvBz5P9gzQIvtmvOyFnPLhn2e86kGESJIEFkJMQR1NPWx8cSttzUVo2eUovV6y8hyUh7bhjHQAsRVmLRgk3NKaeIU5Q6iqMvaWsilYtTVXVmKursa/YQONOT0Eo0FyzLEVbXSdHE+InsI8zHs6ac6z4Nzv/3ijy4UhN5dIWxvRri7yLrkYx7HHTuj7Hc/Tz1pDe9HfKdzpJlRqJ8/qojKnklyLK2G6VjIF6ePZHjYV9q/pWWjXMOs6fkXFuu94RNOxmQwYFZUQOqqmY9L1fo+RkW1e5aJz9MZrwnvf87x5NzS9DaEeQAGLA/IPGv7zx6seRIgkSWAhRBromp7W/OqhdDT18M7zO/C1+TBH/RgNQULBHnrsZdRnFVDjeZuccDuK0Qh+P4bc3FGvME8KKVq1VVSV3OXL8OzchrFpGzl52ShGHUMwQpbbRzDbQvu8Yipf72aP4scb8pJt/jhvWlEUjIWFaD4fxtzcjAji+vL0G9Uj8D/4Wyq6e3HkVqIas4h6vQnTtfbfuZno9rCpsn9NT6snnxkGE9vNQQqjKlENDIpCgcVMpx6iVQ9Qqhhw7Jf3nrFtXoe56NQNVkLtPWjr16HONmR8U4dxN54T3sM+sBdAwUGxnTDVAN27YgsiQy18jFc9iBBJksBCiBTraOqJd4SJhjUMJhVXaRa1R6emI8xQdE1ny9st+HvD5BZZ8TdHIRLFEA1ij7jpNeXTbJ9Hdlc7RCIoBgOqw0F0795JtcI8IilctbXOm0f4orNoWd1A+Z4ohm4vUZOBvVV57PxEFRGLgcp/NWIIRAhr4QGfn4kX3aqiMvuokwk4ZuxXPN0xaPF0387NRLeHHYnB5k7sL17T8x8L5Q2z6FC30WIIUKhacFrMRIw6poiKTQODyUavQcWmRTO7zesQF52B5m66/t1IqLUb7Z0/oTpeGnQey7SW7gnvfQsf/r2x4GH/31GW7OEXPsarHkSIJElgIUQK9e0W+HvD/XrYtzf10NMZ4MjTq9IaXHg6/LhbYv3zDVYDBmcOkY49sYs/TcMa6cFrysdndGHt3okhzxULLtJ9sTuRrS5TnCrgOGQ+b6w4iJkeI86wiXCWCW9RNqgKaDqdpVnk7tiDsaL/r9dMvejuk2zxdN/OzUS2hx2JzZ2b421ZE82d2F+spqeO3Vuu5tC3b+IlrZ2dFo02xY85AkdGdOrMZXwwYx71oW46fHsye/DYIBedgeZuOv5eT7TLg7GoEGPVHLRAAP+GDXh2biN80Vk4Dpkvcw/Gw1gXPsarHkSIJElgIUSK7L9b4CrJiq/kmm1GXFYD7lYfW/7dQkG5I21pUUF/hGhYw2gxgKJgnjWLqLcXLeCHSASDGiaInaA/jM1ixlxRSaS9Lb0Xu2ludTnsjI4UpwpU5FRQ7apho7YxPrU6fi4KrF1o41S3C/NH7URL1Iy+6D5QssXTE90eNlmbOzdz//r7cQfdsUFyieZOHBAMqKpC+byjKXf9lMPf+z1NHRvwRgM4DFYqSuajLjyPU0rmJ9fmdaIluOjUDVa6/t1ItMuDuTgbZUYtGI30mMI05vRgbNpGy+oG3lhxENWumoQBmEihVCx8jFc9iBBJkMBCTAmapqemc9AY7L9bkKhbjiPXgnu3D0+HP21tKC02IwaTSiQYxWwzYnC5sNUdQmDLViJtbYRDGgpBzHYTlvwqou696b3YTXOry6SGtKU4VWDYycfV5ZTWfQbbq//N6IvuRJJJGeozke1hk6HpGs/WP4s76O4XACaaO5HwNZYuQC2ez6wEO20qjOtAwzE54KIz1N5DqLUbY1FhLKjIyqcr6Gbjnk34I34cuRZKOiKUdxnYqA0egIkUSdXCx3jWgwgxBAksxKS3odkTn3UQDMdmHdQUOVixqHx0sw5Gqd9uQQJGiwFfV4igP5K2c3AW2nCVZtHe1IPLakBRFAwuF/ajFxPatRt/016c/t3k7Lu2TuvFbppbXSY9pC0NqQLJTD7WF5+asRfdffZvMrAruJN/dP2V+u7hU4b6JNrhyIQgH6Cpu4l6Tz3FWcUJA/0D504klO78+vGy30Wntn4d2jt/wlg1B4xGdHS27v0Qd9ANQAANg0+jvaORvMJa9gb3Dh2AibFJ5cLHVPl+FZOaBBZiUtvQ7OHul7extzcUm87sjE1n/mCXh2a3nytPOmjcgosDdwsOFAlGMZhULAmOpYqiKtQeXUpPZwB3q69fnYfXmItzfgELDptPnv1T6b/YTWOryxEPaUtDqsBwk4/HMpNhPLqK7d9koMfvpdn/ET32LAoPmomhKDxsylAiqQ7yh01zG4I37CUUCWHLStwWdyLnTozldY3avotOdbYB1fESWiCAweFgt3c3bb42AEyqEWtEJWqK0K548ezdzKycWcMHYGL00lQjMZLdRyFSSQILMWlpms6T63axtzdETZHj41QHq5Eai4Pt7V6eWtfMvNKccVkxTbRb0EfXdbxdQYoqs3EWJr7QSZXCimyOPL0qftHo6wphMKkUVWZTuzj9nanihsod1nWIRsC3B9o2jnjLflRD2tKQKpDU5OMRGo+uYvEmA94wZKk0KTvxqz7yvWXom4rxmZow5BuSSxnaJ9VBflJpbkNwmByYjeZYeo95YGOCiZo7MdbXNVb7d/VS7LP5qOcjonoUs2oGXcfpidJcbiVQkksw4qXN14bT7MyswX9TTYoXPkbSsECIVJPAQkxajZ29bG/3Uuq0xS8uFV0jP7QLa7SXLJuV7W0KjZ29Yx+wloQhdwu6gtjsJmoXl47LPIvCimwKyh0TNksDGDx32NcJnfXQuweiQXjrXmh6a0TF3KMe0pbmVIGxrkQP3VXMz5HHmijM948pKOprMtC5108bUdzd3XhxoyomQmoX+T4nlvoifHk7kk4ZSnWQn3SaW/+T6Bc0VrhmUe2sZmPnRuwm+4BAfyLmTozqdQ1nhB3X9u/q1bFpHT1qGyhRlEiAvB6dLruBtxdawaBiU2x0BbvItmRn1uC/qShFCx+jaVggRCpJYCEmrZ5AhGBYw+aM1TSU+j9k0d6/URRsxKiFCKtmtmtlRHZdBoXHjcs5jWS3IN256IqqpK1IPCmJcod9nbGC7rAfdA2yS8E5Y/hi7gMunlS7PeOGtI11JXrIrmLRLtw729jydCMF5f9AMY28s1Zf0OPe1cVHW7zsDGr4dDCZdQy6joqRYESjEy95nVmo3TY0pz+plKFEQX4fRVEoddrY1t6TVJA/4jQ3SNh5TC2cw5mzjxm8yH6c506M6nUNZ5Qd16zz5uG94FQ+ePhOrLui5EQUQgadxhlG/jlfZVeej9yoGZNiIhANUJpVmlmD/6aqMS58jLlhgRApIIGFmLSyrUYsJhV/KMpBegMntT1MVsSDx1RIyGRFifipiWyn7L93Q0n2uLXcS2a3IFMKztPqwNzh7BmwZxuEekExxFKkCg4Ca87Qg6ASXDyZ8w/GXJJDoLE1I4a0pWIletCuYr2dKK3rcaDjDhbjsS0g19w+os5a+wc9e8PZBAyHk08QR0kZXoMJJaqiEMVsNBIKRwgGdZRQLGBPJmXowCD/QDazgbZujZ7A8I0LRpzmNkTnsbmeJlYe9nme9WwZtMh+vIwqfW8og7xurWUdTe5teBedj6N0UcLcek3XeNawgXWnF6Du1rAFdPYYfLS4dFTVSFSP0h3sxqgYsagWls5aKheiIzAeNVKJpKRhgRBjJIGFmLRm5dupKXKw4SM3n4/+jayIh3ZLZbxQuCtiQc2eTVakfUzdh0ZjqN2CTCo4T8aYdlb2zx3e/R70tILRHCtIzK+GrPzY/QYr5h7k4klpe5/cAhsdrdkTPqQtVSvRCbuK6Tp0bodIEGNWLj6fmWDUMqLOWgcGPZqeQ9StYw8FcezeATOq8FrshPQeFMWABSMhPUpYD2BNMmVo/yDfYR3434o/FMViUslOcOxAI0pzS6Lz2NwdbzPn0z+hybsrrYWsw/2cjDp9L/GTJXzdmw3wbJaBen8joXU/x1wwh+rcgbn1fRegM52V1BOhJeDGYsjHHPYS0kLouk4wEsRsNnP0jKP5ZMUnx/bmTCPjUSM1mExuWCCmDwksxKSlqgorFpUTbvsQR3s9eywF6ChEojq+UASrUaWq0IFiNI26+1CqZVrB+XBSsrPSlzu8+Vn4vztjKVK23IGdog4cBDXMRaOVrRQeU0pX20xCDQ0jnxeRomngqVqJTthVLNADAQ+Y7UQ0IwY1isUY7nvwYTtrJQp6TF4/uuYlmFVAlq+VnD0t9MwsJaIFiGg+7KFC9mS5CZg6CHr2JpUy1Bfkf7DLQ43FMWAHqcXj59DyXGbl24d9P1WHI/k0tyQ7j6nuRmal8Wc/mZ+TEb2u4SR43ZsjPdzv34FbD1NscmALh/ErhoS59X0XoFlZWVTmVOIL+whGg+SYc9B1nZAWwhv2UpVbxcWHXCy7FUkaukYqwJGnV8WDi3R0bcrUhgViepHAQkxqdWVOLjkiH8M/NHZETUQiYQyqQr7dTFWBnTy7GTR1+Mml4ySVuejpltKdFVWF4jqwF4LBOPAiEAYOgkriotHqa6X4sm8R6jWNrGA6hdPAU7USnbCrmBYCLYquGPH6rBTlduG09378ScNM5U0U9JiNKtZwE0GTA7+tEHOgG3vQgGqoQgv04DN52F74HgV6lPkFyaUM9QX5zW5//PvbZo59v7R4/OTZzZy9qCypYHn/rkXDprm1vNe/85iuQ7AbomEwmGK3RwJp/dlP9udkuNcVbmslMucI3LoLa5tv6PSZAzquabrOs8EW3HqY2WoWCjqEgzgUI3bn7AG59ftfgLqsLubmz2Vn9066Q91ouoau6zgtTr4494uTotA3E1qrDlkjZTXgbvWx5d8tFJQ72OLekpauTRU5FRnXsEBMPyMOLDZv3szjjz/OP//5T3bu3InP56OwsJDDDjuMpUuXsmLFCiwWSzrOVYiEqstnoBe5yFcthAwOTAaFbKvp42vRZCeXjoNU5qKnU1p2VkY6CGqodrUQv6hWwj1Yqg5P/sWleBp4qlaiE3YVw0REs+LtycJmDVFbtqt/jDXM93aioCfbYiTP3EWHdyOKfRaaasHo17DYsgg7HTTZTMwp+yxXHjufWc7KpC/Q6sqcXHnSQfGV+7bu2Mr9oeW5nL2oLOkgdP+uRcOmue3feSwaiqWNBTygRUHdV8djdYHFmZa895H9nAz+ujo7wjTnnEDQeAg81TB8+swBHdeaND/1UR/F6r76nGgk9voN5oS59QdegLqsLnItubGdjGiI1t5WDi86fFKkQGVKa9VBa6SILRo5ci24d/tYt20Dv21+KC1dm1RF5czqMzOmYYGYnpIOLNatW8d1113HG2+8wbHHHsvixYs566yzsNls7N27lw0bNvC9732Pb3zjG1x33XVcddVVEmCI8ZE3G6WwluyW96DANbbJpWmWylz0dErLzspIB0EN1q62z2gCxjRMAx/RCvswBnQVCxsxqPkUWXdQW+Ol0Nn98Z2T+N5OFPQoikJVgZ3eZg/6nrewY6ZlwTl05NhoCgXJc5Tx5aMOYnbuyAPxujIn80pzxtztzDpvHoVXXB4rON++nUjzTlSjgrV6Nrmfu/DjNLe82VBwMDS8DIHu2AW1NRtMRtAisZoeLUpHYxdbXtmW8rz3kf6c9Htd9fVE2tvpsZRQX3ACmquY7KLcIdNn4g4I0r16hBAaNgygE2uQYC8AS3bse1CL4A64+dD9YXw1P9EFqIJCV7CLUnspZ9acmfEXoJnUWjVhjdR+jBYDvV1BXtn+Bm41fV2b5ubPZeWClfFgayIbFojpKemrlxUrVnDttdfyxBNPkJubO+j93nrrLX7+859z1113ccMNN6TiHIUYWpoml6ZDKnPR0yltOysjGQQ10h2OZKRhGviIVtiTMKCrmFfB+cEzKP5OCI7se3uwoCfPbqZuRg6dm1poyK/gfZsDsxLl0JmuEe0uJKKqyqjS+AYUP9fOpfiiIKF//BqtpRnVGMFcuBXlo0chf1/KWtsH0NsBXR/FdixUE+gRMNtjgYXNRUe0hnee344/6yAcrqHz3kdqND8n1nnzKK6tJbRzJ9GeHhr/HULvUsgrHTp9pt/uygG/8xyOfMyAPxrAEfTF0g0dJXQFu2js3ok74CashXl086O81/5efDU/Yy5AR1HvlGmtVRPWSO0nEowSVkLsDO6gOD+9XZvm5s9lTt6cCU8PE9NT0oHFhx9+iMlkGvZ+xxxzDMcccwzhcHhMJybEiKR4cmm6pDIXPZ3SurOS7CCoMQaMCfOuk0yvGmlOfqKV6BEVkh+gf1exRZA/uu/toYIee1srOdVlzPjChRxWUZ2WWSrJSlT8fJyjmXN9f8Cpd0NNgpS1Q86CjU+DZ1fsmGoCLQwhH0SCkDMDvegQttQfg98bxjUjgmKLBezDXrgnabQ/J4qqYqmqoqvNR7fvQxwu45DpM54O/8Auc/v9zqto30J12M9GAtijoGChq2Mjm1SNgMGEpqoU2gopthUPWM2f8AvQUdY7ZVpr1YQ1Uvvouo63K4ilCLzWTvKMiWscUtm1SVVUaSkrJkTSVwXJBBVjub8QY5aiyaXplqpc9HRK+85KsoOgRhkwDpp3nX8Yc1OdXrXP/ivRo528PagxfG+nOuhJtUTFz4FgmLLGZ2jTdhOdNZ+8vrTavpS1ji3w5t2xgCKnPJbylJUX26XQNAj3gtGKR5uJ25+Hw7QXRe+/2DXshXsSxvpzkkz6jK8rRNA/yM7gvu8LdetfOfPtn7Fb30uDxUKRwUpDuAdfNIRBC5FldTHLOSs2QdvsGLCaP2EXoGOod8q01qoJa6T27Y55u4LY7CbKjnBgbpauTWJqG1Mid0tLC9/4xjd4/fXXiUajHHvssfz85z9n9uyJz2UX09QYJ5eOl1TloqdLWndWRpr2MMKL6qHzrptZmVvC3D0NqUuv2k/fSnRajOF7e6igp6+oOdAbQnW34zAFMGRnpy4oGsJgxc+VaisHG3bTpuXT0+nDZbd8/KVSFLA6Y8MWy48EoxldMeLxuwiSjcUQwGluRfF3EbSEiUbAaNZANQ94/mEv3Icx1p+TZNJnDCYVS4Jj/TS+wVzdwMrcBTwbamVDtIcOophVEy5No1I34rLkAhk0KG2M9U6Z2Fp1QI1UVwiDSaWoMpvaxaXkz7RT7ZWuTWJqG1Ngcemll7J48WJ+/OMfEwqF+OUvf8kXvvAF3n777VSdnxBT1mhz0cdL387KE/9pYmNHA4EeH1ZjFvPLqllx+MzR7ayMts1rkhfVSeVdZxczpzcPdYLqcSaqNWaioKdvmNee7e2E2vaAvxdHZC8VShOF1XnkLk/vjsZgxc/WaC9GLYRqKcTjD9MTCJNj228XXFFjuxOKSkdgJlv2VuP25RJVbBjUMC5zG7X2f2LBi0HzETHlYbYO3KFK+sJ9CGPZgUwmfaaoMhtnYeJVeaBf3dBcUzZzjNm8HOrgV3oj5aoNp6ajBH0Q7IlNuSdDBqWNsd4pU1urDqiROqADmXRtElPdiH6bfvOb3+Tmm2/Gbo9t627fvp2nnnoK275Wht/85jc54YQTUn+WQogJYbDuxlr8PFbDNvRIEKvRgqXgIAzWZcAIA4sUt3lNJKm865CHpiMvYta218a9HidTWmPCx8O8fB0eDLsbsIV8RG0Oeswz+FDLR9v8NuHmeym84vK0BReDFT8HDHYiqpksgvg0M+Go3v8TdQ1UIx09Lt7ZPQd/RMVh3IWRvUTIot1fRk/gNI6wrcWV7aUtUomzcy+q2Yya7QBFSf7CPQnJ7EAmDChVddj0mdrFpUPXfxxQN6QqCgcZHbgUM0ZFQTEYYoFzNBT/lIxIuUmy3kkPdOFp8w24SM/k1qr9a6T6y6iieSHSYESBRXl5OYcffji33347Z555Jp///OdZvHgxp512GuFwmKeeeorzzz8/XecqhBhH+6cUlTg+/k97095NtKxvGVkrxzS0eU1kuLxrq8FGU6CVdUEn2uE3MEtpQw11j0s9zoS3xtwvBU035bDlLQ2/N4zNswst1Iuak4MBMOl+vEoWLQWHk9P+El1r1lBcW5uWtKjBip87zeW0W2ZR0rsFt1qOyXBAylrAg54zky3Ns/CHzbhyvChRBwSiGH1+csLdeNSZbOo6keJAG21dzXTsNmHDjyknC7WsAr9mTe7CPUlD7UAOGVBWzE2cPlPhoLY2SqHhQ9gzxPdngrbMFaqNakMWG6M92HUTyr6ZFrG3b/DV/HHdTUuinXRHoJwtL2u4uz5M2CZ4slyk65rWLw2xtnIOc468Vro2iSlpRIHFtddeyznnnMPll1/O6tWr+cUvfsHixYt57bXXiEaj3H777ZxzzjnpOlchxDhJeSvHNLR5TWSovGt3b4itHXvoCoR4ZHcbTxtVaoocrFhUQ11BegvmJ7w15gEpaJ5wCe5dp5LlcBHp7kbZLxBTFLAqQXqidoKF1Ri21xPauXNUtSPDXagOVvysKyrrXKewuGcX1YbdZCtZoCkfp6zZC/EcfDbupl4cSjuKZiIaUAh1GIn2RkG3oppCtHZZyffvpLZcYReVdIccBDwRDL1NFC2s4pDTDh7THItkJBVQVsw9oMXwdpxND6O8n0TKYIK2zKqicKallN3+AA0hD8W2QmymLPwh76Cr+eO+mzZMO+mOljDv7P0M/l4DDpdx0DbBE9HZ6sBAYah6pMCmTfHGCVowiGqxYK6uJnf5MmZNcOMEIdJhxImlVVVV/O1vf+N3v/sdS5Ys4Zvf/CZ33nnngLQDIcTklfJWjmlq83qgwfKu3b0h/tvcRU+0nXxjNQfnzSIQ1vlgl4dmt58rTzoord24JrQ1ZoIUtOAeG1G/D2uglUgYlKz+XxeDEiWgWYha7Gh7gmjekefiJ3OhOlTx8//1zMBTeBFfc61F8TVCT/+UtWCwimj2+xjZQdS9l0CLDz0KitWGkpWD2tVLVIdgb5jiaCd5uRreiJVwMIC+q5H85hIKZhyRind4UCMKKFU1lj7Tsh7evjP5lMFB2jLPjcLKgMKzphzqHXl09Hw06Gr+hOymDdFOWvc0s6XrNHxaAU5zADWsoVodg7YJHs/OVkMFCgemDAY2baLjnnuJdrkxFpdg3NfqObBxAx3NzWlNMxRiooyqYq2zs5Pzzz+f0047jWuuuYZjjjmGX/3qVxx66KGpPj8hxARIeSvHdEzRTiBR3rXVYGNrxx56ou04zU5mW5ZgNBhwGKDG4mB7u5en1jUzrzQnbV25Jqw15iApaJYsEwarhWgAiAbQIxGU/VqER3UDBkXDEOxFtVhQHSPLxR/JhepQxc9nLTqEgtLPJ+wIZmnzYbDnEMk6jGj7e+gGFdWVDQYzejhMVFMwGMEQ9BJq7MZ2cJTsvfXg9xANhQi/u4HQ73qxfOaytNXVjDigHG3K4CBtmefOWMycQz9Hk92VcDVf1zSCjY3839rfoARbmF09F8UQOzYuu2mDnHe7/1Ba24sxBnYS2BUCVcXgzME8axYGl2vMbYJHaySBgq5pdD2zhmiXG/Psj4dTGhwOVHs1oYb6tKYZCjFRRhRYvPzyy3zhC1+go6ODGTNm8Oc//5nf/OY3vPrqq5x33nmcfvrprFq1Kl7MLYSYnFLeyjEdU7QHcWDedVOgla5AiHxjNbMtS3AaZsXvqygKpU4b29p7aOzsTVuXrglrjTlICprT3ovL4aU9XIjV3ITW60XJdQH7Shh0C7nGHizt9Zjr6jBXVib9lKNJ+xq2+DlBelxfR6W2rR2YewOo2TlgiAVHelQjYMjBGe3AYfChuXvRGjswGCNgykJ12IgEvGi7NsR2c1LQOCCRIQNKXccWDdPh68TbsRmyK8aWMjhIW2ZVVZmV4Nz6Vt49Wzcwe892ZlvM9JYF2XlsFV2Vrn1POQ6taQ8478DOPbQ99k8ioShWi4pqdKBHI0T3ugn0+rAeMg+jM3f4NsGjmOY9lJEGCqGdOwnVx4ZSJgoqjcUlhMaQZihEphpRYHHFFVdw3XXXccUVV/DCCy9w1VVX8e9//5tPfvKTrFu3jh//+McsXLiQrVu3put8hRCDGEne73BS3spxjFO0R2r/vOt1u1p4ZHcbB+fNwmgYOIjMZjbQ1q3RExjdLINkTFhrzEFS0BQFass/osd3ED57MQZ/GEN3D1Gbg6CShUkLUNr1H4wuF7nLlo3o+2i0aV8jbb/cN5Csa0c7PWSTpYJB14jqBvxKDiatnRmeD1AMBrRgL3pIBUceoKAFIrEOUSXV4NuVksYBiQwaUPo6YU89/sBezFoYx5u/hG2vw4yFY0sZTLIt8/4r75FcK51YcOpW8hr3Yt/Ty6ZldfHgYlxa0+47b13T6HrkNtTuTowuC1FFRVWiKEYTSo4JrbubUGMjhtq6odsEj7at9RBGGihoXi9aMIhxkIVW1WYj0t4+qjRDITLZiAKLlpYWTj/9dKxWK6eccgpXX311/JjFYuGmm27iC1/4QspPUggxtJHk/SYjLa0cRzlFe7T68q61UAFPG1UCYR1HggHH/lAUi0kl2zqmsT7DnsuEtMYcIgWt0OnhyFnvs+WjGexhAf69XvD3khNpZqbyEYXzSkc1mXs8074KK7JZtKSA9dv/izeSj2awYlA0XNZeitvWYfc0gtmIokdRLHYg1mY24glgnZmDucAO4dQ0DkgkYUDp64Td69EjftqMBurMBVQYi2K7eR2bQAunNWXwwJX3UNiLEjAQUBWipTnYmz0Uv7adj85ZgCPLPOrdtNEsdPRdvDsLnWTTS1ckG6Pui2/eKFk2Ip5ufC3dFNcWJm4TnKa21iMNFFSHA9ViQfP7MSRIJdT8/lGlGQqR6Ub0P+mZZ57JOeecw5lnnskbb7zBaaedNuA+hxxySMpOTggxvHQVCKalleMIp2inwmCdhyC2W9Di8XNoeS6z8u1pOweYoP71w6SgFbKBgqPMeBYeTcAfScnk7fFO+5px1MGoLz9N5+YPUMpnY1KjOAx+tDI7PreJSJcbowUUi5loIELEE8BgN5F7+IxYm9kUNQ5IZGBAWYStYzv+iI82kwWXauIM6wxUY3YskOjYApEgeJpjX7c0pAweuPLuMDvIMefQ0buXaMTKXpOBrMa9NK3fjX9GDhbbHo6asWBEu2mjXejou3g3Z9mo1Nrx9drwallYlSAGJUpUteDDQrZZT9wmONkalaJDwN04ot9BwwcKPoIGjfpwCw5PNjMrZmKuriawcQOqvXrA751IWyvWEaYZCjEZjCiw+PWvf80DDzzAli1buOCCC7j00kvTdV5CiCSku0AwLa0ck0zXSJWhOg+1ePzk2c2cvagsbYXb+xv31phJpKApC88lt7TvQil3zE853mlfiqriOmsZkd33Ev3ofYzFJWCzgcmEMdeJpugY6CLc2YtqNmOdmUPu4TOwlsWmUKeqccBg+gWUHRvoCO4LKI3ZnGEpZa5x386EooCzHNxNsfNJU8rggSvvCgouUxlNITcR3YvFbCHPp5MV9rPD34UtlMPcOZ8c+nt0v3qGwM49dPzuWaJdXSNe6Nj/4j3XYWCufSc7A0X/n73/Do8roe/98dcpc870ompJtlzkIttae3uhk6WFZQsQCPzCJZALZG9CSMJNQpJvSC6X5OHLzSW/BFI2uaRDQm4C2RKSsMsSILRlWS/edbcl27JVR9L0duaU7x8jySozo6nSSDqv5+FZrJk5Opo5M/Op7zcJw0PWVBGNPEFmOf7KW4vLBFeyo3LtWXj8g5CYqmpMStm9u2SiEM3OMXvpBa70ynx14vMos2pBAe3Vx/COjaGNFBI5cf650KcmkWoYM9yKNHKE16Y1qCqxUBSFn/u5n2vWudjY2FTJeiwIrqeUY7Mopzz0llv7mio1u5J1fz43YARtvce+nEeO0PmzP7NYJdenpxFVFfeddxJ405sQT/wp5vVTiDsGUDo8NyrdDRYOKMViQnnx30hO/R5e3276ZS/iyuDX4SosoN/8Thj/YVNer5WVd8uymInJKPouFGUGKRsnK+lkXBo9zv2Y8dt4/pKH+w5ZxZPvJfsMVj5D9OtxjBmB/MAQScGBI2/i83gKY1fDw8z+zd8Seuc7kPz+VUHkyuA96EgSkJMkDRd5U8K6PkL7kX523Hmw+B+3lqx1PgNzw6BnCslEFWNSgigSfOhBwisShVhskonLp4m74NpLD9Ef3HFDAU0d5+F3/Sih/3hh2XXpHBqqacxwq9HoEV6b1qCqxOJTn/oUP/ZjP8Zuu3VnY9MS2AuClbOm8lCtNFh9pims8wjasip9dJj4dBan6eGmttu476bXNmXsy3nkCN2Dg8Wrnx3vn5+7v17YqWiicEApREFkT9shkP1gsrqiDje6J323w01vX/16Acxcqus1XBm8J3I68UwenxJEFoP4UleY6u2hq+fH8Eg9pPxmadW0FfsMWjREaiaCQZbs6AlG5P2k5SB+l4O9Sh51bo7cyAi5S5eQA4FVQWSp4N2dDS9W+UMPlanyl5O1tiyYuQCmAe0Hbty+lpTvElYnsFNMZye41qcSefVxtD1tSKxQQPOe5r9/5JfRR6/ZVfkl2B4fW5eqnbc/8pGP8OpXv5r3ve99vPnNb0ZRlGadm42NzRps5gVBy7RuOA27ZAKdrtUz0w0+frXKQ2vSBPWZprHOI2iH2w/TlurlB+cvEpvKIhgi7kkXsxGZ8N2JpjheC6JYvDO3zl2bklQju7zy9WrQtbYyeM/72zB1A5el4YnPkfO0M3bbA3jlPgBcilBcNa3IPkM0NkMyY6B5PfhJ088EI3KI7MwsiZlRBMFAEkXkzk5El6toEFmq+1RRlb/c85uNQSoM3k5w+lc8KWtI+S5haQI7NnmBL4/8LVbvDrzO5dfzUgW0a8nr7LElZRexPT62NlXLoHz2s5/l0Ucf5b/8l/+C3+/nXe96F+973/sYGhpqxvnZtAD2DGTrUm7ut5UXBMOjCc59b4LIRBojbyI5REI9bgbv7mlIwNns4wNNU59pFqZpNb5bU4bwaILnvnyVbEqgPRhEViX0nMH0aILEbJY77tvblOSiJBsgHLCKWmWXG3mtmSbOLoXOt72a6NPPkL0yTUc8gqCozPbtY+TWVzLXeyMILqmatmKfwbJgLJ0HUUAB8pILt5nARxpfMoyY10g4XbQ5QHQ6ywaRZbtPtT6/s5dAkKDjYPFuURVL/AsJbNqXYjoq068UH71aF6neTYjt8bG1qTqxeOMb38h73vMepqen+au/+iv+8i//ks985jPcdtttvP/97+cd73gHPt86flnYNBV7BrK1KTU60MoLguHRBM9++TKZVB5vUG14wNns4wO1OyRvEKfGYov7Jbl8Yb9kf5eXt966syn7JZZpce57E2RSeUI73IvBg+KSCTklIpNpzj0zQcdOb1VdqrqLHOvctSlKz3F4xS/D9/4UZi6CZYAzWLp70shrbUnXw6ln6d6vEtq/k+dmb+Wb2Z2EDuxDWOL1UlY1bcU+QyKbJ6qKBNvciDNpjJCCwzJRs0mUTIq8oiJls+jBjsUOarkgsmT3qZLnt1h3asexQvLgKGHgW8ES/8rrz+134c20Y2QUHG4F05+BJZdz04wvNzn2CO/Wpmbh9q6uLn7lV36FX/mVX+E///M/+fM//3N+8Rd/kV/8xV8kaV8MWwJ7BnJzUNfowDrTrIBzvY6/SD0OyevMqbEYn376InMpraCIFSgoYr14PcZYJMOH7j3Q8OQiFs4QmUjjDapFK5LeoEpkPE0snCHYXWLRdgVbpsgxcRJO/gMkJ7EwyBmQktrI7Lqf3u5jrEoNKrzWzNlhrtBTuiNVpOsh5NOo8Yu8KTTFiP4WTs6kK1dNW7HPkDcsDAv0wQ7k58aRIxlMdyE5EfU8imCQk2SM3p3LrolagkjTMssrqxXrToX2wJO/UdkYGqtHKdWZy8Qee3zx+kuoOxgL3cxh5U7igoGqKBiBNJFd4yT9CRwihLUmGV9ucjbzCK/N2lSVWKz8gljg5S9/OS9/+cv59Kc/zT/8wz805MRsNhZ7BnJzUfPowDrTjICz7PEt0DI6hmEiSSLeoMrceIrTIxchqNUu97qW+sySsYr1HkFaimlafPHEdeZSGvu7bnh4eJ0y+1Uvl6aTfOnEGEd6/A09p1xGx8ibyGoRR0JAViXSUY1cpjK38y1T5FgS3EflLkZyHrLpJKHIOVLXP86XT72fl77s3uWJXgXXWip9jb97+od8MzVXvCO1RtcjMHOe/xZ6lj9ShrgUTlemmrZin8EhCUiigNbuQrith8CZy2QSTuRcFsGyyDhdTLf30d7Wtuww1QaRZ2fPLnrBaLqGIisFadeBB5aLAhTrTlU4hrZylBItjTp6mr7UBO2dAZKOTi4k+slFoUtKkO0yiFgijnE/1lQvwz0/ZNZ3mYAa4m171pDq3YZs1hFem8qoKrGwLKvs7X6/n/e///11nZBNa2DPQG4+ah4dWEcaHXCWO342kSc6nSaX1rFMC0EUsBSdhBHna899m5h/snRQshbl1GdgcaziQlTk70+cWbcRpJVcmU0tencUex/3BFylFX/qQHXJSA4RPWegOCXIJsDUQFTA6UPPGUgOEdW19lfQlilyLAnu51x7OTUeJ6ubuBUfMdVHR/YKvVcf4zPZnfzcaw7duD7WuNaisThjMYMX8hbBdqV4R0oNr9n16Ehf5qOvdHKFvZUlwSv2GXy+PoJOkVQyTod/jvRLe3nW8QBRs5NDz3wFeXIcRyiET73xmlcbRJ6dPcsjJx8hkosUZIzdrhvSrslxHj7+cPn3cQVL/KtGKRWR5A8vEdV9ZEMvxaGMMprrIi858XvSWAmNvqiTyZBAXAkTzAXZH9mNERCR47fzxLMCe/2xdZW0bnU24wivTeVUlViYptms87BpMRoyA9lCMpwbWTW2ucGygLNIUFlNwFnu+Km5HNGpNLpu4lBEREkim8+RiKawEAnk2wn4leqCkqVUoO4z4z/Kp36QZzadWbcRpJUksjq5vIkrUDyRcylSccWfOgl0ugj1uJm+OElIuIyQixVkPkUJSw2QtPbSdXAHgc4S8+5L2DJFjvmRJsvXx+WpNFndJOByLN6cVLs4ZIzxZPwKXzrhvdFFKnOtWaZFbOoqI8JevD0HQSy8zqs6UjdnECvosIlanH19Byr/m5YE6kL4PIccSa6IBqcY4EzoPmb9g2Q0g6uDr+J1qS+zLx3GTCk1BZGmZfL48ONEchH2Bfbd6L4tlXYdfoJDbYfKdwjKLPEXG6U04wnERASfqpCyAlzK9JIzVZxCrvBSuFwY0TQ+dS+i34EgGvTmduATXo7eKTetK7jZ2UwjvDbVUfOOhc3Wpu4ZyBaS4VzvxdXtSKXSsYsB52iCkFNa1QJPRnN07fZVFHAWI9DpIrTDzaUT05imhdNzI3BL6UksLCRJxDfTTXpfuvqgZIE11H0sVztfNF7GbFpf1xGklficMqpDJKMZeFeq+lBG8Yf6FqUFUWBwf4LEyUtEchJejwdZFdDzFsk5cKkXGRzwVLTnsmUWPedHmhKGg1gmg1tZ/pxrohN/foZ+j8ELS7tIZa617Mw1woaHM133LSYVCyztSI1lneyqoMNWk/v4kkDdk4vhiIqcGJa5FE6Tm0mhOkQO3Hqcva8coP07T9ccRI7GRxmODdPt7i6aYC5Iu47GR9c2oCyxxF9sVNPK58E0EWUZp5UjabixEHCJWQDygoip63hE0EUPOCxkzUA0mtsV3ApslhFem+poaGLx2GOPEYvFePe7393Iw9psAHXNQLaQDOdGLK5uN6qRdhVEgcG7e0jMZolMppepNiWjOVweB4N39dS8WC2IAn2HQlx4dgoAQzcRJYF8Po+ZA0EGPZBGjnsQ4y7MQKb6oGSBMmMVY/0P8q3vCvQElHUdQVrJnnYP+7u8vHg9xn7Vu+p9XErxJ3vmDJF/fpTYuQsY2RySUyUweJDAgw8y2b177c6fadI59Y/csWOMc6mXE0n6SOclJNGgqyPBoOc/6Zy+BOYtq7uYKzqdosezNRY950eajFwaw7SQVzxviplFFxUs1UcusaKLVOJaS7TfxP/N3wL+QYr1pBY6UnPqLnYt6XqYwKiZIWnpeJHoj19H7L2tdvfxJYH6wT746OHiHWLrFbfXHEQm80k0XcPlLp5gNkLatdiopuBwFLoZho4kCVgICFjoloRDMLB0HVMQC/cDBMPCkgQsufD6NqsruFXYDCO8NtXR0MTiIx/5CBcvXrQTiy1AzTOQLSTDuVGLq9uJWqRdO/t93HHf3sVkJB3VkBwiXbt9DN5Vv8+EJ6jiC6noullY3NZAx0RTMohBHVQDKe5CzEssDHfWHJSUGKuYHYuTy59d9xGklYiiwFtv3clYJLO4a7GW4k/2zBmGP/UHzI5NM60GyEo+nHGNtq8/Q+b7Z/iPux5gtG1X+c7f/NhPZ0+IDuU0sZSHnO5AlfMEPCkEzVFcNatIp1NpP4iyw0/2yuTmXvScH2lyXn0OSWhHNy0c0vzfYlkE8mHG3INcpwfVoa/uIhW51pJmFxNPnCW4VkfKpSx2Pc7OnOJxVWAYDc3UUXSNAYePB/bezeEGfSaXMqKsJ4j0OrwocmF80ausPnYjpF2LjWqKPi9SwI8xF8HwOnEIOk5RI206ka00QjZL1ukh7XDhsCzkrInmd6C7C+/9cl1BG5utSEOv9HPnzjXycDYbTE0zkC0kw7lRi6vbhXqkXTv7fXTs9JYdn6p1FEd1yTi9CopbAgRMwyRrZJhIzKFICg7dCbKF6TAWH1NXUFJkrKKeEaRGM9QX4EP3HlgcByyn+GOZJsOf+7+MX51kIrADtyrjFQXSmsTpvEjf7BRDp79N5v43kNTTPDcmcn0uxc8vXTaGZUpGggBBb2r5SRUzIyvR6RSmfkiww0V40re5Fz3nR5qc0VEGEtcZzQYR3F4UM0sgHyYtBzgRfD3j8Vxx34iFYyy51vaYVuUdKfE4Z2/5cR458RkiWoxuU8AlymRcHZx2eRkf+xoPdxysTsRgHen39zMQGOD07Gk8Ds+qv3UqXb+0a9FRTUFA2bOHTDJNOm0RckbpV2c4l+wnnhFxOb1obTvIZXTcgojpEEn3qvOmgWV8QGxstih2Cm1TlqpnIKuQ4Ww2G7W4ul2oVzpWEIWSkrL1eBYsCw52uBEEGZflwK/5mctECGX96O3JgpkVjQtKllLrCFKzGOoLcKTHv6aAQe7KVaZOnWPOHcTvdiAgABbpvIEgwpwf/OHvMTU5zHSbE8mrEMl28efffy2fevCNN45XoWrW4kz/Gp1OJ+fpvKeH6NQutJGRzbvo2XMc4VUfwfPtv6Jt+CQkZxEdTq65DvFdz+t4NtFb2jeiCNV0pEzL5PHYOSLBXvapxxDMPEgKXtWHB6rfM1pnREHkgYEHGE+OMxIbKahCyQVVqKn0FCE1xP0D99d17qVGNQ2nj1zvQZyRKXbGn8cTneSgOst4282kQwOEUEjGMkzLFvouFdErk8nq5X1AbGy2KDUlFqZpIhYJLE3T5Pr16/T322YwW4mq2tfVBhRNpJWqxluRZknH1utZUCo46FP6yc+KJOUY2f7rSJZBJt+4oGQptYwgNZtS4ylLuX59Gi2dQe4IzScVkDcscmYCnGPkhChSxIAM5Akh046lXOP70X/gayM7eM3+2woHqkA1a6kZWSWdTmd6ku73/yJayrG5Fz17jtPxlk8xd/Yk33jxEheiIqPWDhRL5thOX2nfiBJU2pFatvy8YpRIgNr2jNaZw+2Hefj4w4s+FuF0GEVWGGof4v6B+xvSbSk1qtl9uJtDdx4jYN6GmUzS4/VydFc/8dkcuYzO1XiGf7sS5lI4tbi0XtYHxMZmi1JVRBWPx3nf+97HE088gd/v56d/+qf5rd/6LSSpEFiEw2H27t2LYRhrHMlmy1JtQNFEWq1qvNVohnRsozwLigUHqsPNwYO7udD5fa7J19DiWsODkqVUM4JUD42UUk45XORFB05DQ3cUXrecGcd0XAMpiZqDvCSTUVU0khhmDp+wh4QV5StXv8yPDNxSSM7WUM1aakZW+CWVdTqFfAJ17201/W0thShy8Ogt7D98c0Neu0o6Uuux/LweHG4/zKG2Q+Wdt+uk/Kjm8vftQte1Gz+3D3XZsuY2256qEouPfvSjnDx5kr/9278lGo3y27/925w4cYIvfelLKIoCrG2iZ7PFqTagaOqptF7VeCvRDOnYRnoWlAoOLOGOpgYlS6l0BKlWGi2l7N23h7mOXnaGr5Ls3oUlQJYpEHNYlkV7Aka6Hcy0qTgQyJMmZU6iCDuYzF5dXu2uwIxsETUAkgrJKZAUkByg+m8UJtax07meVNJFatSx1mP5eb0QBbHpXZVyo5qlaOTraWOzWakqsXj00Uf567/+a171qlcB8NBDD3Hfffdx//338/jjjwOsCgZstiHVBBT1soYJ33pVjbcjzZCObbRnQbHgQEBY11GPRgQbpmWuSobOjCcaLqW8t9PHv7zitXgf/3vaw2PE/G5MMYU7JxJKGiRcMt8achdGYQWQTZWcmSSoioiivrraXcaMbBm5JKRnCgUJWQVRBmcA2veDq21dO51blfVYfraxsbGpKrEIh8PsXiLp19HRwVe/+lVe//rX88Y3vpHPfvazDT9Bm01KpQFFPVRowjfUF+Bwt5fLJ8+RjsRwh7zsPX4ISS6+G2BTmlUB7q7+hkrH1m3M2ALUYyxXjLOzZxdnyjW9ML61z7+PyfEh5lJtDZVSFkWBe+9/BX8fz7HvxDfYEb9CVz5LXpIZ3uHgm0fcTPQ6kQHLhLwhIEgWbV4LX6YDfVImaqSXK3yVMCNbZOIk/Of/Kgz6Ozxg5gERUjOQiYKnA4K7163TuVVZj+VnGxsbm6oSi/7+fs6ePcveJSMIPp+PJ598kte97nW8+c1vbvgJ2mxi1goo6qEKE74FhSFleBh5XmEoXKHCkM0NigW4A4EBHhh4gJf92GBFzttrUZcx4xKKVfjXI2CqR82qGGdnz/LIyUeI5CKFQNBdCARPTJ1iLHqGA/43IwgrTAjrlFIe6gvwzp94LV88dIhnLzxDTHsMzelhvD2KJiQQLIu8YSEIoMgW3dld9J85Ro+2m+GRJOeFk6gdsPeONm46fKD8875UDar3VsjMwexwIaFAAC0NHgFe8UvrZqq5ETRyT6Yc67H8bLM1Wa9r1GbzU1Vi8brXvY6//Mu/5I1vfOOyn3u9Xr7yla/w2te+tqEnZ2NTlCpM+LLnztWlMGRToFSAe3r2NOPJcR4+/jCHu+sPSmo2ZlxxrqUSoGYGTvWqWUHBG2QhQXM4RR6/+jiRXIR9gX03uhKKl25nP1ess8zyHXZY+xBWBO/lpJSX/o5SSWBhN2SIkZndPPLiOKOpC9zpPcS5uXOk81kU0YksSihRD0dHX07I6iDQ6eGacYlkJo183sWZKxd58s4nedOdryn9vK9Ug3K3F0afcgkwNDDyhf8q9ZkmtjKN3pNZi0YsP5dL3DcqqbdpHut9jdpsbqpKLD72sY8xPj5e9Dafz8dTTz3FiRMnGnJiNjYlqdCEz5q51BCFoe2OaZk8Plw8wPU4PA3Xv6/JmHGeihKgJiQXjVCzCo8mFkfKjLyJJuTIWH52DRxACJrL7qvKIqoQImZcJ2VN4RV6lt2+TEp5yR5SeNbFubMSkckMRt5EcoiEetwM3r16bE0UBfZ3+fmvN79t8TndE9jDZGqSWC5GSstx59RL6aCb9j4f15PXyRk53KoLSTVQ5rwkfpDjz3N/y0+99F0c6SzyuhVTgxIEcPoL/9/UYXZkXXxvNoJTY7GG78lUQj3Lz+USd2DxtpyewzRlup27ecPu+/iRfbfaFe5NyEZdozabl6oSi1AoRCgUKnm7z+fjla98Zd0nZWNTlgqlKbWRCw1TGNrOLNO/L/I8NkP/vmpjRhqUAK0hBlCKetWswqMJnv3yZTKp/OIS/Gw8jXMsiC/XRsZxDaP9hnu11+kg4PQwnYmSN1OwcIqmiW92gvT4LLfs7mZ39gJ85f9C+DzhmJ9nJ15Ghja8Pd3I3e3oOYPp0QSJ2Sx33Le36E7MyvGZoBrEr/jZZQ5wwHE3PTs6OZc4Q87I4Vf8iDkZMe5CzDoIpfpRnvHyldGTtD/UR3f/igCkCb43lXRkWgHTtPjiievMpbSG7sk0k3KJ+/m58wDolo5LaGMu6iSaTXLeep7vjl7iX158O++78+V2ELqJ2IzXqM3GU3Fi8YUvfIF3vOMdFd332rVrjI6O8tKXvrTmE7OxKUmFwYiZFxuqMLRd2Sj9+6qMGWlAAlShGEAx6lGzskyLc9+bIJPKzzuFF87d5VLR/AnkZBvqcBfptsvMe9YhCNAXkohqCuNz4PDr9M2Msue5r+OeGOUOy2DXWYnwN8IEByXU/Xs5N3YXGcNLyHEVYW4S1JtRPO2EnBKRyTTnnpmgY6e3aBBebHzGORfku+dG0MgS1+K4ZBdmWkKKeBFMEUsyEQBZEdCm4D8fPcsrHzq6PHlpsO/Nyq5PuY5MJTRzrOfKbGpRBrvY9VrPnkwzKJe4u2U3/zn2nwAMBe/i9ESCXN7ErXrxCl4S5hjPzX6V1Fe7+PnXHNq2ycVm21PYbNeoTWtQcWLxJ3/yJ3zsYx/jve99L/fffz+HDy8fJ4jFYnz729/mc5/7HE899RR//ud/3vCTtbEBKg5GxL7BTa8w1ApsFv37uhKgKsQAilGPmlUsnCEyUZDrXfrl7VW8+FU/MS2KLxpEjLswAxmgsMieseZ4ya6juJP7SZ46y8FvPYonl8Tq6KK3J4R36gTZ6zHCyQCKy0sk5cfrySNIAcjGYG4Y3G0IgoA3qBIZTxMLZ0pq968cn4lm00gOkWxOI6frpPMSvpiKmIeMnEM2RBQEBKdF2oqRSeVXJy8N9L0p1vWppCNTimbv6iSyOrm8iStQXJ2u3J7MRlAucU/pKUyrMK53cWaWXF4m4HIsJsIeoR3NOc1UcowvnfBuywr3ZtxTqOUa3SwdQ5vmUXFi8Y1vfIPHH3+cz3zmM/zar/0aHo+H7u5unE4nkUiEyclJOjo6eM973sOpU6fo7u5u5nnbbGcqDEaU7j0NURja7qyH/n0jKnk1J0BViAGUCnDrUbPKZXSMvImsrvjyFgR2+/dwJneWXEIjm9aQfMYyedD3Hv8xDgYOcunZL6G7TaSjR/E7HQi5OFhpxB0BtNk8s6dj6B0SHilT+PsUT0F5KZsAlx9ZlUhHNXKZyoPYBYPEC+fipPMWsg6K4cCUDURA1CXSjhw6GSRJxOtTiicv1freFBlXsxCKdn0Ul1y0I7PW9bYeuzo+p4zqEMloBl7n6q/iZXsyLUC5xF03dbDAsCwSuSxuNbiYVABIKJhWnpDX3JYV7s26p1DtNdrojqHN5qSqT6wHHniABx54gJmZGb71rW9x9epVMpkMHR0d3HLLLdxyyy0F4yQbm2ZTQTAiQN0KQzbN179vVCWv5gSoQjEA5kZKyifXo2alumQkh4ieM1Bcyz+Sg84gB32HGNemGCNCMj67Sh40d/kyrvFriP19SC6l8EBDA0tHkNzIAQlmooihPLoho8g6iBKYBpgaAHrOQHKIqK7KvxIEUeDgXTt49vQ0/kwXhpRENAV0ARymA1Myialx8rkU/f5O/F4f8els8eSlUt+bEuNqsV1vJzIhrur6AKs6Mtf1fNnrbb3ECva0e9jf5eXF6zH2q95V1+tELMOxnUH2tHtq/h2NpFziLosyCIWGsWmKyCuKAgYaouDAq3gJJ1unC7MebOY9hWqu0UZ3DG02LzWVQjo6OnjooYcafCo2NlVSQTBSj8KQzQ2apX/fyEpezQlQhWIAaykT1XqtLVT+p0cThJzSqi9vMaNy6+ARHnj1zaSM1Gp5z2L7HZICggymjqg4cMXDBBwR5jJdhLxJBNMoJBeigmVZJKM5unb7CHQWHyMrRcotcr5dpEvy4kjqCJaAZEpoDo2kK4YmJ7BMmQ7nTnTNLJ+8VGKkV2JcLXctjZH6MeS2zqIPXejInBmN8ldnx8teb15vZF3ECkRR4K237mQsklmcY3cphfOZiGVo8yi85da+lgk2yyXuHtmDKIiIgoUoutBNC4dUuN2yLLLmLAFpH0K+A9Wht0wXZj2oZ09ho6V7K71GBaiqY2iztdk+726brUkFJny1KAzZrKYR+vdLaUYlr6YEqIHKRLVca4IoMHh3D4nZLJHJ9LJqXzKaw+VxMHh3L52h4tW+ovsdqh9cAUjPYuJBcogc3HGVkzNBIkkvXmEa2RtEx0VyMl34HXf1VP2ln8jqRBSBwOFeEikDbXgWZ9rBnHsKRHAIHkS9B6foqzl5AdYcV1OvTSNlJtFzIRSXY9XD9ZyBKAs8fSm85vX20F3GuokVDPUF+NC9BxY7KFPxQgfl2M4gb7m1r6XGY9ZK3Pf492ABl40wyYyPoNODIWhkzVkcop8++eVMzuZaqguzHqy5pyAL6NPjJE8a5AZ6Fj8vNsqPZyWVXKPRqXTRPTFY3TEstcNls3WwEwubbUG1CkM2xalH/34lzVIcqToBarAyUS3XWme/jzvu27s4n5yOakgOka7dPgbvKj+fXHS/QxCgfT9WLoE+FcG5u43unSkUz/Ocu9pFROshzR6klFHR7yjF4gx23sTr3016j4UwEsWfbSOtJDBEDYE5YmEvPR2hmpIXYM1xtUCXm9DMNabDvYR2ta/q+iSjOZydTi6kEmteb7GUb13FCo72+Om9fQ9XJhNoAnT2eNjb6W2ZTsVS1krcAf7i5D/y3WtnmNFiOGWVgLSPdl5CeLajpbow69UNKLen0DZ+mV3P/ge+qWsoP1SY8rpRBgaIvPoYj2SeXHc/nlIUDDP9JfeSSu6JzVPLDpfN5sVOLGxsbDaEZqriVJUANVCZqB46+3107PRWrahScr/DVNHznUghheCgEyFymU7ZScfdCrFdryXn3V+3asvSGexOeYaLzi/h2akyEL4ZfzqEmQNLzjHuPs9NL7u79hnrNcbVBMXFYNsLJPQ7SnZ9AkdC5J6L41LKX29eacfiyI9pmRiWgSzKi4lEI8QKFii27JrvcePfwGVXyzTLdtzWStw/+erf4OmLp/mX05cZn7Mg3YHhkDm207duXZhKlvPr6QZUo3xUak+hbfwyx57+J8xYFKGzC99AN1Y2S+bUKSZO/QfKq33sO3pT0w1JK0UUhZIFnnJ7YlDbDpfN5sV+lW1sbDaEllLFqVaZqEkIolDTqEDJ/Y5b7yJ4/wM4d6iLe0hC2z6CDUqSFmawr8+lOBX/GpaSwOHzc8pzFinuxCOo7OlRueq8gJqJcrs1VFswVMG4Wmcgzh03d3DunFy065NwCagvrH29BVwKN3XcxNevfZ1LkUvIgowsyXhEF31xiYO0cf+O2xAslikfVUsrLrtmz5xZvIbMXA5RVVEGBgg+tHxHqFziLgoirz14E/fuH9oQz4a1xCDqVfyqVvmo6J6CLLDr2f/AjEWJd/YxtDOIKMvg9ZLa1YXx4kXu/KHMmSMsu8aaZUhaL2vtidU1Bmmz6bATCxsbmw2h5VRxKlUmalGW7ncYiQTJvBMz1EXWo6C2NU9LfqgvwNvvcfH/PhtG0wIk8zqSKBDo0NjZ4cDnMRC06oKhVVXzXXsQKhhX6xwapGNIKFpNbjetiq63jDDKV658BY/DgyRIZPQMO8bS3PXDOXbNCux2Gni+/fdMDXx/VcBdKaVMEatedq3RKb4Y2TNnCP/RH2NEI8jdO5DnVc2yp08RHhuj82d/pqq/tVyFu1m8eD3Kn375PKlkns6AE7ndSSZvLi7nf/BHBvi38doVv2pNBlfuKejT4/imriF0djG0M0ibR1m8r27pxAMK7RNpvNMJkjv8y47VLEPSeqhoT6zWMUibTUfVicXExARPP/00bW1tvOY1r0FRbrwhUqkUn/rUp/jN3/zNhp7kUv7oj/6I3/3d32VycpLjx4/zmc98hjvvvLPk/f/xH/+Rj370o1y5coUDBw7wyU9+kje+8Y1NOz8bG5vKaElVnArEAFoZQRSJSx2cO5efr6iOVK0lv9YoTDF62gR2tsm0K93opogiCXidjsX4v5pgqGTV/GV343QvH1cztTSjiVGSTj/e/a+kXwBRKN71qeR6e+iWHv5l5M+I5CIMdQwBoA6Pcfx753GlBGa9MB0Q6fL4aw64obQpIlSx7FqHU/xKLNMk+uhjGNEIyr4bPiyS14voGUAbGSb62GN0Dw4WvRY2Wr0IYOpqnH//+7N0zeTwyCLWXAbdkyfdq+LpKizn/+0PniPmrk3xq95kcOmeQvKkgfJDBd9Ad6FTsQSH6MBwypDM40jnVx2nVQxJV1LPnpjN1qKqxOLZZ5/lda97HaZpks/n6evr49FHH+Xo0aMAJJNJPvaxjzUtsfiHf/gHPvzhD/PII49w11138fu///u8/vWv5/z583R1da26/3e+8x3e+c538olPfII3velN/N3f/R0PPfQQJ06cYGhoqCnnaGNjUzmbRRWnFQKnSqh3vKbSUZiVeB1eVFlFknUCdSw8r1k1//G340x9D8LnOatf5XEpx7DLgeaWUC5/iYG5k2Xn5Ne63lZJzZoWh78/jTdtEe8NIVk6MT1JWgHvvrUD7lIUXXa1LMxEEiufR5Rk9LxUctnVHH+e0a//NsnsHF5vD/1KL6KeqdgpfiXa1atow4X9nGIBt9y9A+3SMNrVq6uECVpBvSg8muCb/3wJfSaH7JTQVRHBsFDieeSMQXzATU/AxcjsKLKUYYdnR9HjlEuAG5EMLnRxcgM9THndWNkseJe/J7yKl5DlIiNm0FYonDXCkLSZzti17onZbC2qSix+/dd/nTe/+c189rOfJZVK8ZGPfIRXvvKVPPXUU9xyyy3NOsdFfu/3fo/3v//9vPe97wXgkUce4ctf/jJ/8Rd/wa/+6q+uuv8f/MEf8IY3vIFf/uVfBuDjH/84Tz31FH/4h3/II4880vTztbGxWZu1FEc2mlYInCqh3opqPaMwyzwODAOMPGlDICt5cYgCYW3tYKiiqvm3z9L9y7/Nuatf45HznyeiZ+gO9OOS3RXPyZe73k7NXFsmNeudTuAfj5MOuUEQkAWZrJ4lb+bXDLjLsXLZ1YhE0K5cwYjFwTTRRQXDE4IxB+w5tuyxZ2dO8/i3fpPh3Dia6kLJjzFgRnhA7eFwhU7xKynqhbIE0eVCn57GTC4PuJftK8geXLKHDOa6qhctve6TCvhUqWDWJwvkPQKOlIF7PEf2gBs94UTBUZPiVyOVj4oquS3+QbAz7eJkX5AX1Gm6NbFhhqTr4Yxd656YzdahqsTiueee44/+6I8QRRGfz8cf//Ef09/fz7333stXvvIV+vvrV8kohaZpPPfcc/zar/3a4s9EUeQ1r3kN3/3ud4s+5rvf/S4f/vCHl/3s9a9/PY8++mjJ35PL5cjlcov/jsfj9Z24jY3NmtQ6j72W+ku91Lvo2SgqqTLWU1GtdxRGFEQeCAwyPvwUl7Jn8GsWoiEQEd1cVzw4nT28bc+rywZDlVbNc6OjPD77PBHBYl/HkZpUc0pdbyvdpR3pPFLeQFcLX5W6qSOKIg6xUEkuFXAXZck+RMDhJ7TDxfS1JP5MnNyZs1i5HILbBaJMVncSiF8j9/mvkQ3dSOjOzp7lkR/8HpHMJN0OLy5RJYPBaSPBeCbLw669HK7AKX7V81HMC2XpqWcyiKqKuOS2RYfyxHX2ZTIIuWEwDbyihEcNMOJKrYt60dLrXsrm0A0Thzz/+wQB3Skip3T0WB6f3E2/fx/X0xdWmfyt1Q1opPJRSSW3TAZ9ahJvVy/Hf+JHuSqdapghaSuKBdhsTareschms8v+/au/+qvIsszrXvc6/uIv/qJhJ7aSmZkZDMOgu7t72c+7u7s5d+5c0cdMTk4Wvf/k5GTJ3/OJT3yCj33sY/WfsI2NTVNZS/2lXhYDpxoXPRtFpVXGeiqq9YzCADBxksPP/wPvjuX5nOVkVMyDw8RtJbgzmyee/hGeeFZgrz9W8rWptGo+PnWR4WRznLFXukvn3Q4Mh4Sc09FdMhk9Q5sztFjtLhZwF2XFPoQgOxl03E5CegWzF2dRcyayz49uSWQtFVXOs6crh3ktspjQWQKF6zEbYZ8pIigqCAJeZDyixIiZ5oncBIecexH17JpO8UspV0G3LAt9ahLn0BDK7t2LPx+NjzI8/UO6Y1MIRh4UD4gFt3chM0u35uCS9Pyq16GWHZ5yLFz3gZALf8zBXFIjIImLakqWJCBkTSKxLAcPtvHWo2/hz17406Imf+W6AY1WPiqp5DY0RPDBB9l15AiHrB+taARzree0YWIBNjYVUFViMTQ0xHe+8x2OHVvemv2lX/olTNPkne98Z0NPbiP4tV/7tWVdjng8zq5duzbwjGzqooGqKTatw6mxGJ9++iJzKa2whBsoLOEuqL986N4DdScXo/HR5fP2S1gv2cdqqoz1VFRrHYUpPLjgim2lZiHfz+vTGjmPSUYwcZkiQ5kJxl3n+XTynrJO6pVWzZOqgBZtjjP2KnfpYBexHh/BK7PMdYiospPd/t0ICCUD7lVMnIRvfLLgGu7vK3hx5NN0xr/Jcf0qJ5NHSDp7yJkOJMEkKCfY7Zwm6EhhLEnoJtqEwvXo6UaITYGpg1TonAiCQLeocslIM6pF2VOhU/wCa1XQpVCI4IMPLgtWk7k4Wnwcl6GBM3RDFlVygDOIKxshHB8nmbvR9a91h6cci9e9ZrCvw0M6pxPL5HErErIkYuZMcrqJx6vyllv7ONoRKGvyV6ob0Azlo6VKbsWSgkr8eCp5ThsiFmBjUyFVJRbvfve7+frXv87DDz+86rZf+ZVfwbKspu0udHR0IEkSU1NTy34+NTXFjh3FF7F27NhR1f0BVFVFVdX6T9hm42mgaopNGdY5eTNNiy+euM5cSmN/1w3ZUK9TZr9aUH8pF8BWSjKfXDZvv5Jmyz5WW2Wsp6JayyjMIvOu2Em1i9icjldxEDJv/O6Eo4vu3BVu6pjj4rSjpJN6pVVzz979KLPNc8Ze6S793eMqL58W6J8Tae/fTUD2YySTJQPuZcwnXaRnl8vkqj7oOETbxAscnjyLdtPr0UUnDkHHK2UW77Y0oUv6hML16NsFziCkZwr/XVDeQiJMjmRyAnrvrtgpfoG1KugrA39vOoKSz5BxuPCufJsJkHG4UPIZvOkI0Hg5WyhU6p2pSXyODLMTJm17Qgz1BRiZSRHP5MloOl4N3J1Ofvq+Q4vFhrVM/krRDOUjQRSr2s9ZSqXPqe2MbbOeVJVYvO997+N973tfyds/8pGP8JGPfKTukyqGoijcdtttPP300zz00EMAmKbJ008/zQc/+MGij7nnnnt4+umn+YVf+IXFnz311FPcc889TTlHmxaiRJWwVtWUrUrdOwobkLxdmU0tyoUWq771BFxcnE6UDGArZeW8/UoaKvtYJDmLhbNVVRnrqajWMgqzyLwrtqZ2Yphx5BXH10Qn/vwMQTFDLlvaSb3SqnlXcM+ycaVq5uQrZVngeUsS9/FJXF/9PvnhEbTo1bIB9zLmky78fcu9NwAEAbG9B8m6gCc5itTes+rhSxM6r0MoXI9GFm/HAIwnIRudH0GSyBhaIZB37qjZKX6tCvpS+mU3+0yRF4U8/ZoDSRRwzI8gWZbFFDpDpki/7K57h6cYSyv1bXkPs85bmQ4H8O/p5JadbcQSucJ1363wiocG6N653A+ikm5AMVpF+aia59R2xrZZT6q6irLZLE8++SSvfvWr8fmWZ+bxeJyvf/3rvP71r29axf/DH/4wP/mTP8ntt9/OnXfeye///u+TSqUWVaLe/e5309fXxyc+8QkAfv7nf55XvvKVfOpTn+K+++7jC1/4Aj/4wQ/4sz/7s6acn02LsEaVsBbVlK3C0kRiMpbheyNzXArXuKOwQclbIquTy5u4AsWrby5FYipeOoCtlJXz9s0IYIGSyVmu820YeaGqKmOtFdVaRmEWmXfFVqwMkiigmxYO6cZzpZhZdFEharrWdFKvtGq+bFypijn5arprywLPjiGs23+k+t2A+aQLR/HxEqU7hNImkZ2aQmzbUTah6xe4cT0G9iH0HoeZYchGsUydKdFkyNtH/0v/n7red5VW0C/FZG6NOznlzHBajBMyHXhEGYcqEpHyhBC5XwwgOkPk6tjhKbY/kDt3blmlvtPlQkpd4Wo8RPJChkzSxBHwsfdgqCkeCq2gfFTNXlRg9x7bGdtm3agqsfjTP/1THn/8cR544IFVt/n9fj796U8zOjpasoNQLz/+4z9OOBzmN3/zN5mcnOTmm2/m3//93xcXtEdHRxGXfNC/5CUv4e/+7u/4jd/4DX7913+dAwcO8Oijj9oeFludNaqE1KCashVYuuw8l9SYjGeRRIHBHT72dHiq21HYwOTN55RRHSIZzcBbJEjNaMaaAWwlrJq3ryaArZQyyZk6EUUyfwI9p1RVZay1olrtKMwibfug8xDe8ecJOLuYTecJLOjvWxaBfJjrrkO8mG7jpl2+NZ3UK6marxxXqmhOvs7uWk0jK/NJF/l04b2x8phGluDxdsIX29ZM6ASKJFR9t5LJzDCVmiLkbOP+238RseNodedYA6fGYnzmB3nuz/bz7vxF/tXnZFzMErWyKDmRIaePt+d1Dvceh7Z9mBOna9rhKbY/4Ni3DzMyt6pS3+43CXlniFw5i2gepuftP0Ww27Nll5Gr2YuynbFt1pOqvnk///nP89GPfrTk7b/wC7/A//yf/7NpiQXABz/4wZLH//rXv77qZ29729t429ve1rTzsWlB1qgS4nCBPlGVaspmZ+my8w6/k8lYFsuyMEyLkekUQUMg5JAJeFycS6bX3lHYwORtT7uH/V1eXrweY7/qXVV9m4hlOLYzuGYAWwk1BbCVskZyFgifJ8QlpiPHCKkiqXyKvJnHITrwODxlq4wLFdUFmdrp0URFCUY1ozCLiCLc/E6E2CiHtAnOiF7iaYOAQ6fdCBMXAjxuvYKQ11mxk3olQXxVc/Lr0F0raqI4n3Qx8fzy1xjAsiA+hvPYrXS+8V1EH398zYRu1fWoz1+PvXfXfz1W+nfO7zjNpnVG+h7g3um/4udiUS6o7cQlGSmd4zYhyZ6duxZHsmrZ4Sm1P5A58Rz6xCTOw4dXVepFUSDY5ca89gLubBhBbC136kZS7XNqO2PbrBdVJRYXL17k+PHSH77Hjh3j4sWLdZ+UjU1drFElJJ8p3F6FaspmZuWycyKrk8jqeJ0OOvKwY8YgFE7iV2QsSeC4U+S6Hi2/o9Do5K2aERVR4K237mQsklnctXApBVWoiViGNo9ScQBbCbUueq7JGsmZEOhjMPcdxtO7OHXpOnHHLHkxj8N04M+3093WweBdB0smCrWaYdVUme85Dq/8CN4f/j2Hr59mNhYhoYmckfbzPe9r8e28hZ9sgpN6RXPy69BdK2uiePM7C8nLzPxr7XAVPoPiY+DugOPvwNlzlO4jhytK6Jp2PVbI0h2nCechnu5+L7fO/RsDuSvIOY0cDs4JAziOP8zO+WSt2h0eU9eZ/Zu/JT92HceevYiewiii5PUi7+ghf3UUbWoSR2/vqvdOVd4iNdJoydxaqGUvqlX2Q2y2NlUlFrquEw6HSxrhhcNhdN1WFbDZYCqoEtJ7a9WqKZuVlcvOecPEMC3a83B4zsKhiyQlC4cqoAgC7qRBb8Jk4kq8dGLRyOSthhGVob4AH7r3wOJo11S8sCNybGeQt9QZwBYzoxPF2hY9y1JBcjbjPMdzoS+jXNtHMN2Fx3RgiHmmPaNc3/kcxzxtdLK6Sl2xTG0jFb16jmN1HsVx8lsoozOYppeOvTfx3j4/ezu9RRO9RgZoJYUImtxdq8hE8ZUfWXKNTxSu8d5bCxX9+Wu8moSu1sXjRrByx2nCdZB/7d1Pu3Ydp5EiJbh5Lh7i132D7Jx/TDU7PNkzZ5j9678h+Y1vgChiRKKIfj/Knj3IoRCioiA4nZiRKEYyibRi37Nib5EaaYZkbi3UuhfVCvshNlubqhKLo0eP8tWvfpXbbrut6O1PPvkkR482f77TxqYs86MZa1UJt8vi9spAwCGJSILArpiFYkBcgbwJJmDJIhmnhZKC6JkI1m0l5m4blbzVMaIy1BfgSI+/oc7by6v8BhI5Qm0mg7e30Tk02NhrZo3kzNTSPC7lmPSMse8lfjJzYcSshekUkNsERhNXihr0VSxTKw8jnPxCwxS9smfOcOX/PsXImIOE5cMU88juZ8gO9uJ/49FVXZJGBmhlzRJp3mhkxSaKd/wS4utv2hKeOsV2nCxBZEYtFByTWR1F0VbtOFWyw7Mw/pQfGwNBQPL7wTAwIhGyqRTOo0eRgkGkYJD85CSmprFU2qBib5EaaYZkbj3UvBdlY9NEqkosfuqnfooPf/jDHD16lDe96U3LbnviiSf4nd/5HX7v936voSdoY1MT86MZa1UJtwMrAwGfU6ZHlvDmdNIOEYtCXiAKAliQzpt0+B3oEa20YVIjkrcGjKiIolCXpOxSllX51QyyNoyeSjM96SFx6Sx33PTPdL7qTY27dtZIzkYTowy7HHQrAYSxH2Bmo5imARkJIROkO9hb1KCvIjOsy1PEEp8nyOXyCV2FHY3smTNc+sPPcy43QF714ZLzSEYWPZ5k4oc6ibjB3e84tphc1BKgFd1hEMQ1zRJ/6TaJg00ajazaRHGTiEWUeq6hvh2ncjs8S+VTHXv2YEQiYBgIDgeiLGMmEmhXruC6+Wbk7m6MuTn0iYlCd6JSBbM6aIZkbiOoaS/KxqaJVJVYfOADH+Cb3/wmDzzwAIODgxw6dAiAc+fOceHCBd7+9rfzgQ98oCknamNTNT3HC0HpFqgS1kOxQGC3z4VMipRpYgBOR6HuF8vkcTpEdnd5MZNGecOkepO3FlLvWlbl92UQJk+CnkNxegi58kQSXs6dm8U38zGsoXch7rllzS/vcsEZsGZylnT60RQN1/R5MHLzfgVywXE5PYMrlyAc6Fpl0LemGZYiko5NkXNmYE+ZhM4y4eQ/lO1oWKZJ7vJlwv/nz7mS7EP3B/FJ6cIhRQeKw4EUnyF1XeHc98bp2HkQsKoO0ErtMLxp3/188YRV1izxC8N+Ptp5CKEJo5EbbaLYDMrui7QfrnvHqdTI11L5VMnjQfT7MSIRJIcDQRAKyUM8jpFIYGYyWHccI+Nzkb82iWoIiKpzeaW+wcadS88PIJ7NkzdMHJKIT5XLSuY2m3pM9mxsGk3Veoyf+9zneOCBB/j85z/PhQsXsCyLQ4cO8bGPfYy3v/3tzThHG5vaEcVNUyVsFsUCAZ9HQVWzyHkLU7CQBAHNMGn3Kuzt8OARRXIOa23DpHqStxZS77pR5VcQwqdAz4EzUFiiBlxCmsmJDoafS2I99deYnd/F1d/Lzh97Ha4i459rBWeLlEnOvPtegfLc/yJjZPA62xYdlpEc4AySyc6hpGfxysufvzXNsBJxJD2BGgjeOOYCCwnd9Wdh6hRkY+BqA08niNKyjkY24iD66GNkT51i7lqURP9BlPgkeFVQbngZiW4XamaW2ZFZYuEMrvRUVZ4G5XYYLs6NEpl+Fb2B/aXNEsMpxu55iJ1NGI1stonisn0fVSQgTSDk400rklS0L9J+uCk7TsvkUwUBdc8eMqkURjyO6HKBKGLm8yQvnWMiYPD0cYux7jRdhwUGpB5ecegN7Dr+6kIy2gTjzoXzS5gSl0ejxDN5DNNCEgX8Lgd7Q048uVxTl8ZtbDYDNQm9v/3tb7eTCBubTcSqQEAzOOgU2CkptPe48agOHJKAz+nAwiIyma7cMKnW5K2F1LsWq/xmrhBMK57FyraR0jAmEmTFHVzoeCO66MRwBBGuaVz8zLc49g6dna+6EaxUGpwtUiI565+9xICW57Qs48FCWJIFWFhMyTJDWp7+/PKuUqDTtbYZljNMIGAARboasgvmLheq+bIKiclCUuEMQNsApGfIfvkRws+LGNEogtOJ4fRiyipiJoyhpZHaQgjzyYUgyUhmCk3TCwFyFfr7a+0wvDh9gbD1bfY5DhQ91oJZ4qzvMDubMBrZTBPFZfs+qThSZpKQfI3BthfoDMQb7nBf8b7I/E5PtTtOa3XwVsqnSqEQrqNHyV25ghmPY2oappHnbEeO7740BAN99MsuMt4M305PcSbyOA9Hejmsacv2tizJhTY1h3nie4jDF1De/FGEvluqfn5Er5eUJXLhapiEpOJWJOR5Q8i5lEY+nuCgW2za0riNzWahqsTCNE1+93d/l8cffxxN07j33nv5rd/6LVwlviBsbGxah5WBgDmXY/w7U2RTebxuEVmV0LL6+hkmtZB6140qv4ZiGoWRo/nz0MJp0paXrCOIaAl49GlckoyueIimZb7/2EWUvXvo2h2oOjhbpEhyJmoJHjBUxmWDETNNt6jiQiKDwZSZIySq3J+XELXEssetaYblVRh0XETQDZCKJHSzwzeSK1m5MX6VmoVcEqv9ANGnTmJkd6Ds2YUZj+Ews0imjqm4EbQURiKJ3F5ILCxDxxAdyIqM6pIRrcr19yvZYRiXxpnTxuly7Vp1rGVmiZ2NH41sloni6n2fU+iGybTWS8Lo5g7P83Q22OG+6n0RKt9xqqSDV0w+VQqFcAeD6IkE2pXLXOrQefTBIPva9xd/b116nEOzc4jze1vZ8QTRH1xCm05h5g1E6zLKC79B8EP/C+dQdUIz8q5+Lro6cU5cQOjdhTD/mjokAb8T1PFZLnUcYnBX9Umkjc1WoqpPu9/5nd/h13/91/F6vfT19fEHf/AH/OzP/myzzs3GxqbBLAQCx3cFueV4N3fet5eufh+5lE58KkMupdO123dDjrS5J1OouLrbCyMquUQhgM0lCv9eR/WuhSp/MilgCVLhPAAzq6NndBJqDyIGfnMCBxqCKOIQDXxqjlxK5+xTF7FMq6rgbE3UAIdlPw/L3RyVfMRMnVEzQ8zUGZJ8PCx3c1j2F+3oLJhhFX1tHzpC5972QuJmWcsfaJowc6Hw/93tICkgiIX/OgOg59BGr6FNJZGZRrj2fcTIKby5q7iT18hKHpAk0DSsfL5wyHSGnKud9n3tBDpdiwGkPjWJteL3L6j6KPsHUHbvvrHDIBcvXrW7fTgVk8lktOixJmIZDnQtcfteSOD6biv8twHX1oJp3dH2o8S0GKPxUWJajKH2odXdqQpYtu/T7UJJDiMaWRSPi5A/QyavcC58CKv9UKEqf/ILhdetTtZ6rl2yC03Xqt4XWejgnZ49TUAJ0O/vJ6AEOD17mkdOPsLZ2bPADflUKRhCGxnGSCaxDAMjlcIIT6N3t/HNl/jp9veUfm/NnGI0fAr8faTH4lx98gKz1+bIOAUcHW5En4fsyAThP/jfZM+cqervuBrJ8K19d2L6/ATD4ziyaQTTwJFNEwyPY/oC/OfeO7gayVR1XBubrUZVHYu/+Zu/4Y//+I/56Z/+aQC++tWvct999/HZz34WcZstxNrYbAU23DCpBdS7FubYO/v9zI0liST68OoTyG4HOU0mJu/AEiT85iSiqRfOT1IAEGUZZzbJ3FSGWDhDUmrgMu98R+fwxPMcaj/IqJUlael4BZl+wYk4e6FsR6fsa6uUWBqfvQSYoPgKy9tLR6UEARQ35tQcZk5GNkVQAwiiG7UrQ9/sMww7QqScbSi5GGImh5nOo6sd+HZ2Mnh37/x1JVSsv7/WDkPWyNDj9yHp/nUxS1zJgg/HnqTOz3e8jYkDkDLSdZnWLVP1yiWXjeYJgNeVJZLwEUt7CTZQ4KAZ+yLVdvDKyacmXznEWOyL9JdJfMJ6mqSR5aylM/y9c6iJLDMdIqKg4zdl9jhdBNpEtMhc1QpOiazOaNsuXrz3bRz44TcJTF/HlYhgyA5m+/Zx8eZXMKp0kcjaXl4225uqEovR0VHe+MY3Lv77Na95DYIgMD4+zs6dO8s80sbGplXZcMOkDVTvWulObRgmuqODREZDiuYQEPDqswiigNucBUEC1b/4eMvQkUSTvCWRy+h4Qw0MzpaoRomzF9izKAubgfiFijo6JV/bUgld+/5CF8PQIDMHUnDFASVEUohSAFMKIkkOAGSfhy4xDbP/zjXfnSTVHnK6G01xoHf62fMj+5Z1wCrV369kh+Hm7iHecMtL+efnxxtulliOYj4croEBeh56EOeRPTUfd5mqV0aDpaN5gCwZpE0nOd0B7sYJHDRjX6SW8apS8qnZxCjK959Y473lZkqK843xS9wVzpLzS3gFCR2LiJUnrescER34OrurVnBakO0e8/cTe+O78c1NomTTaE43ibYdJDUTNbPav8PGZrtRtfO20+lc9jOHw0F+vuVtY2NjUxMboN5Vyp06IYLD3cdg8ARd1g8JT07zvHY/uurF4XQVFprnsdIZrGAHsteF6pLpbHRw1syOTrGEzjLh3z5SUIvKpyEbBYensLxtGpCZQ/EZKDsCZOdyiE558W80VBnZPcf+6UcZ6b2H08feTDjQxmg+z4tnxvD1uJcF+ZXo71e6w3C4PcRQb7ChZonlaKZR2jJVL1GZf+71ghoYoBsSkmigyvmGChw0Y1+kVjneYvKplSQ+RzuO8mwyQi4VxqsLJJSCeIEDAYclEDezXHUo3BTowIxdq0rBaZlsd5eXREfvst9fzr/DxmY7UVViYVkW73nPe1DVG1+s2WyWhx9+GI/nxpvpS1/6UuPO0MbGxqbBlHOnbnN6iEwKTId+lIOvug/noRe49PeTRM02fFYO0bKwDB0rnQFFJR/sobvPUxgzEoTGL/M2s6OzMqEzzRsL9TuOFX5nJgqWAYggygiuAMGXHib8tSto0ynkgBNRkYjHc1gxA4dXIHL3EeL7+lCB/ZaTS9NJvnRijCM9/mXBfiX6+ws7DAvLv+F0GEVWGGofmk8qDs//KZUtEpumVVcC0myjtGWqXt1eBGegsEvhDGAhkMw46QpGCbiTMNtYgYNKn+tKaeR4VSWJz+077uAfwifZ5XJhiAlkTURXJcACI49LkInJDpKJOVzzAgGVUq9/x3qyMKJnG+bZbARVJRY/+ZM/uepn73rXuxp2MjY264X9wbuNMU1iF84TuRLG61GKWDnMu1NPZIhZBwm++gDHhJN8/7GLJFMizmwSSTSxgh3kgz24OwPLFLQaHZwB69fRWWral56BzsFCpyIXh0wEnEHQUjhDMp2vHSD6g3G06RS5aAYjbyB2qbDfw0zfjXNd9JOYTnBlNlWTU/rh9sMcajtU3nCwAk6NxRYll3P5wsjU/i4vb711Z8UjU0uN0irx4aiWZapeUxm83gHkXAo9lSFptONScwx2nkeYbY7AQaOea2j8eNVa7y3DMtAklfzRW4mf/AFt19PE24zC8+NwIqs+skYefWoK5ZY7UXbvrurvaYZ/R6MpNqKnDAwQfOjBmrtoNjbVUFVi8Zd/+ZfNOg8bm3XD/uDdxswbZ+VGIhjTL0F2xyHuh/YBEBUwNRAVZMVLOmouOo/vfNVxlL17OPPkRSLTGfKWhOx10d3nYfCunlUKWo0MztadVeNX8wZju18CN/04vPAFmHgeZ+8huu8/hDabJjKXYXQ2RX8wzITnELPK8p27BT+JehZbRUFcnMOvhVNjMT799EXmUlqh2hwoVJtfvB5jLJLhQ/ceqCgwNKvw4aiVBVWvwv6PRFoZQjIm6VSusdN7BTOjEe1+GYGX3I/QBIGDep/rpceptYNXyvei3HvrSuxKoUOiuLn6+rvxPHoSfyJLus2N4VIho9Exl0XedUMgoFqq9e9YT5o5omdjUyn2lpHNtsL+4N3GTJxcNM5SvYNITgVdcKMkJyF2rWAMJ4ggSuhSG5Jz9zLn8a7dATr/620VK2g1KjjbEMqNX4nCoqKU4O9DbXfhUXL0amGSYpAToTdgrQgUl/lJbACmafHFE9eZS2ns7/LeUCdyyuxXvSVHtYqx0sht1e9a4sNRDytVvVJzGcZeuMqp6TswEhJS3k3oW24G7040Xxq6Dmrp4K3le1HqvbWsQ7J7H2fefDO7v30Z/3gcKZ4kKWjkDuxi1wf+e12f85WO3a0nzR7Rs7GpFDuxsNk22B+82xjTLFTg542zAkDIm2Q64iFkaQhmrpBUeLqwTINk3KBLOEHA8AE3Lx5mwxW01pMV41emZTIau0LSIeG9/d30X/gPxJkLoE/glVXmgkf5kv4yJOeBZeNlrbDYemU2tTgXX2x8aa1RraXVc0/QjXNgH7nTpxeN3BZY8OFwDg1VPWZTjIXrLTya4NwzU2RSEt62tkWhgenRBInZ7Pr4ztRBNR28qp3rl7CqQ9LTzezbj+GYmCEZmUL1t/HO1/wi7s7qzPE2A80e0bOxqRQ7sbDZNtgfvNuYuZHCWI+/b9EPYLBvlMRcFxGtC68jjqxn0TWBZD6Ey6MxGPwBwguThSXmbZ5oFq0gt+/jgUP/jcPOdgQ1gC/bTuxrw8y14GJrIquTy5u4AlLR28uNahX722/ZH+RVV2RYw4ejEZQTGgg5JSKTac49M0HHTu/6+c/UQCUdvJqd65ewqkOih1FCCvv33F37jtMmYD1G9GxsKsFOLGy2DfYH7zYmFyvsCjhudBs6nde4I/g9ziVeQkTbQdrwIckOuoJRBvuu0+l0NMx8bLNiWib/MfoffO7M50jpKfp9/bjd7kIFee4M46mJ+QryfoagZRdbFzwIMpqBt8g4VqlRrVLV8+/6Jgm/VOJtw714xiIlfTgawTLDvCIFEW9QJTKeJhbOlO6mmeaG+MRUSy2+F8XY1DtONbJ0RE/0eEjkdPKGiUMS8alyw0b0bGzWwk4sbLYN6zUbbdOCqIHCAnI+Der8yIiRp1O5SkdPhFg2RC4vou48RCAkIAiA2Tjzsc3I2dmzPHbpMb527WvEtTgeh4e8mWe3fzchZ6hoBblVF1uXeRCo3lXjS8VGtdaqnl9ihCcOdfChrv+GlUo1TV1umWFeEWRVIh3VFoUGVjEvWLBsEb/zUEH9ax2c7auhVt+LYmzqHacaUHbvRhkYYPbESS67O4lndQzTQhIF/E6Zvekw7bcdb8iIns36Uq9E9npjJxY224aFD97s6VNNn422aTHa9t3wZ+g4BIJQMBwTJQQrT1C8AqEOCMHigkADzcc2GwuV+snUJJqhEVSCCKJAJBshnU9zuP0wIWeoaAW5FRdba/EgqKh6nhhm8rDInn03Ne3clxnmuVZ/Zes5A8khLhMaWGSJYAGLzu3pwvsgNlpQ/2qh5KKRvhfbDUEUmXnJvVz+3mnkuat4Qh2gqpDLIV0fY9jrx7rnXna0YKfKpjSNkMheb+wrzGbbIIgiwYceRAqG0EaGMZJJLMPASCbRRoYbPhtt00Is+DO422HmPOQShSDL4YbUDEgqtA0Ufp6agUwMYmPQNdgw87HNwtJK/Q7PDgQEHJIDh+jAp/jIGTmuxq9iWRYu2YWmaxVVkDeaBQ+Cm3YGiGY0rsykiGY0ju0MFpWaXayey6Wr5+vxty8Y5iWjOSzLWnabZVkkozlCvW4CnSvOc4VgAaqv4OKt+gr/Ts/CyS8U7lcEy7SITqWZuhInOpXGMq2i92skC6pOU+mpon/rVHqK/YH9lTvXbyNM0+KLCQ9P3nYf6T378eRS+Oem8ORSpPYc4Knb7uNLCS/mOryONo1hQSL7xesxgi6FPR0egi6FF68Xfn5qrDW76XbHwmZb4TxyhM6f/ZlFH4tmzkbbtBjF/BmcoYIBnChB+CzkUgUvC0MHdwj6bm3JWfQFmtEiX1qpt7AQRRHd1HFIDgRBwOVwEdfiJPNJBIRNVUGuZlSrVarnywzzJgu7FguqUMloDpfHscygcZEVggXLDyoUfl5ihyg8mpj30Ehj5E0kh0iox83g3as9WxpJPb4X250F5bPggUF+cPQIvrlJlGwazekm0bYDNLMuk0qb9aWREtnrjZ1Y2Gw7nEeO0D04aDtvb0eK+TOMn4D/+J2Cs7ToAEkBVwgcLjj9z9BxsKXGRRZoVot86Zy7KIj4FT+RbASH6AABJEHCtEw0QyOai1blnNwKVDqq1WjX6HpYbpiXJh3VEB0Crh0WoWMGqcAs7ZZnecBdRLBgGY7iO0Th0QTPfvkymVR+WRKzXtK2TXGubzEs06rYD6dSlimfiQKJjt5lt7sUoW6TSpv1o16J7I3ETixstiWCKNqSstuVpf4MpgnPfha83dBzM5h6YfdC9RdunzlfGBfpvqnpnYtqug+NcpEuxspK/R7/HtL5NJFsDEV0IgiFwHoyNUmPp2dLVJCLBXqi2FrV86WGeecnL/KN6f/gknUGbUxDmVpuIAcUFyxYSpEdolaRtt3Kqk7N6gbVqnxm05rUI5G90dhXmI2NzfZlYVwksLN48FVmXKSRVNN9aHaLfGWl3jLcoO0kq42RsJJYQg5V9LK7Y4ifOv62TV1BtkyLyy/McPEHUyQjOQQBZIe0GOgd7m+t6rkgCkzIV/m72b8gokeWJTurDOSKCRYs/uEWxMeg99ZlO0SrpG0tC7IJMDUEUcEbdK0tbdsgWlnVqdYRxGZ2g2pRPrNpXTZzoth6Z2RjY2OzXtQ4LtJIqu0+NLtFvnTO/dT0RWZiTvJ5Bz7HTnLiNIKl4sm8muj12zEGe9c+YIsSHk3w/FNXuXY2gqGbyA4Jp1fGG5SWBXqH+1unel6VgdyCYEFstNB58/cVrud8ppBUuDvg+DuWdeKWSdumZmH2EmRji3tIshogzd7S0rbbgFpHEBvVDSqV1NSifGbTumzmRNFOLGxsbDYE0zI3PlirYVykkdTSfViPFvnh9sN84NhP8xtf/SsyxlWcqoklOGgXD7HT8Qr83t0tvTy4FuHRBN//lxGmryYAcPsVLNMim9LRc2k6dnnJpPKLgZ4otkb1vGoDuVWCBROF67n31kJSsWJ3aFHaNjqLMncS9BwoHhBlMHX0ZALJuoKa9AK3rt8f3iLUM4LYCKPDtZKaBeWzVjSptKmOzZwo2omFjY3NunN29uzieImmayhykRnx9aCGcZFGUkv3Yb1a5C6rH0/qzQw5IyiKhiy48QjdCPPJXysvD5ZjoXKcjBZGnxxOCUEUEEQBVRbJpXVi4QxtvZ51G/uplJoM5IoJFpRw3g50ugjtcDF9cpiQmENwBRbfE5boIGmF6FIuE7h2Fo7c3NKKaY2m3hHEeo0OK01qWtWk0qZ6NmuiaCcWNjY268qC+VokNz8j7i4xI74e1DAu0khKdR8syyrcphtE03limfzibevVIk9kdbQ89AZ2IhUJSurtjFSjjNNIFZ2FyrHT4yioK0nLj+NQCsmFaVgYebOlxn5qlsBdKlhQBkEUGDxskDg5RyTfg1fJI0sGuiGRzDhxKRqDu6cRwiNN3ztqNeodQazH6LDapKYVTSptamMzJop2YmFjY7NuVDUjvl5jUVWOizSSYt2HuZTG5Zkk8YyOppuYWHzuu1dxCHBAj2Imk7y1E8bm5Ka2yJvZGalGGafRKjoLlWOn34EggmlYSPKN50qURHRNR8vqpR2tN4j1kMDtbM9wR8+3OJd8CZGUn7TpRBINuoJRBvuu0+nLwmy2qXtHrUi9I4gLRofTowlCTmnVa5eM5uja7VttdMjmlh61qZ/Nlii2ziemjY3NlqfqGfH1oopxkUaysvsQSec5NRYjpxu4FYm8YRFyKmjnznLyX/4KwYzgEUz8qsrPd+/kq/238YNMV1Na5LV2RizTLOsRU40yTjNUdBYqx4IAqlsmk8gjSsLi32caJgiQS+XpORAsGuhtFOtiIKcG6PDHuEP+OlFnB7rkwtMhEfSmC1NRuebuHTUd06zpfV5vol2z0SGbW3rUZvthJxYtTEsst9qsLzV+6W0WapoRXy8qHBdp7K+8saB3cSrBXEojpxu4HBJpzcDlkHkZs7zsh/+GGYtyrbOLmwa6sbJZPFcv8pbYDPf9/95Lqn+g4S3yWpYHs2fOLLram7kcoqqiDAwQfKjgal+NMg7QFE+FpZXjQJcbLZdES+vIqoQoCeSyBpIk4A05SwZ6G0mzDeSykzmi386jjV7FFJyIDolcl4fc7b04e31N3ztqKhMnl3Qms4UEqfNQYRxyjc5kI0YQixkdSg6Rrt0+Bu8q3YHbzNKjNtsP+ypsUVpmudVm/ajjS2+zUPOM+BZmYUHvL759meGZFCICecOi3aOyt93FzV//Mmo6wUz3TjTDIqlb+L1eRM8A2sgw3m8+ycBHPtIU5/hqlgezZ84Q/qM/xohGkLt3ILtcmJkM2dOnCI+N0fmzP0O2fU/FyjhA3So6xVhaOc4k84S6XSQjuYIilGYgySJ9B0Pc8tr+pjpM10OzDOSyZ84Q/pM/wYg4kL1OZCGPiUT2eozwbILOO1Wce3ubunfUNCZOwjc+CenZ+V0qd0ENbuL5wo7VKz+y7HO22F5PI1R6lhodVroztJmlR222H3Zi0YK01HKrzfpQ5ZfeZmU9ZsQ3I0N9Af7L3bu5NJWk26eiKhI+VcY3O0Fg+jppfxuyJJLJ6+QNEygE13L3DrRLw2hXrzbNSb6S5UHLNIk++hhGNIKyb2DxdZW8XkT3PrQLZ4h+/v/Aj/1XjLyBrKpFf9dKZZx6VHTKsbJy7HQ7UF0OvO0qB27tZu/xjpbrVKyk0QZyy17DwWMImTmYvYSUiSH6dbQ5k+iVNrrf/UsIm+2zyDQLRZv07HL1N9VX+PfMeTj5hcI4pCiW3etphEqPIApVJcObWXrUZvthJxYtRksut9o0lyq/9Daaekb01mVGfJMScDkIuB04FXlx3EHJppH0PLriRDctJFHAId14bkSXC316GjPZ3NGxtZYHtatX0YaHkbt3LO8upGcRZi8h5+fQnhvB6Q8jJR9AV3tR2jpWHWelMk6tKjqVUEvleCuz6jV0t4OrDXJxBEND7tTRMgaaFqR4WrhO1DIuOjdS6AT7+5ZLSkPh3/4+mD4HcyOE091r7vV89L4j667Ss1mlR222H3Zi0WK07HKrTfOo4ktvo+UdGzGi1+wZ8c1KsXEHzenGkB1IWpa05aDNo+BTb3xsm5kMoqoiejd2dMxMJjFzOWTXkt2Z9CxM/BD0XCEBykp4FY2QeJnp6zohBQTvjeSimDJOrSo6lVJt5XgrU/Q1FARwFgJW0Wmgx642PYktS63jorlY4f6OEq+1wwX6BFY2yrnvmWvu9bxs54ENUenZjNKjNtsPO7FoMVp6udWmOVT4pddoeUfTtKr6gmrkiF6zZsRrYS0Vo0ZQSZen2LiDEexmpr2XwLVh1M4+9nbcGB+zLAt9ahLn0BDK7t0NPd9qEb1eRFXFzGSQvN6CueDspYJzszOAmTUQHSZSwM9gR5LE6TiRq1N49wWQVbmkMk6tKjoVscWFEqpl1Wu4gg1PYusZF1UDhSQkny50gleSLyhdxZKepuz11MvKz6i9TfiMsrFpFHZi0WLYy63bkAq/9Bop73hqLLbYUs/lCy31/V1e3nrrzqIt9WaM6C3MiC8sSYYjyXUfR1lLxagRVNPlWTbuMJXkaiZPYu+dPBCbYciIELDcWIaEmU6TvD6B7vOjv+J1dCGwkTVLZfdulIEBsqdPIXoGEHJxyMTA4cayQI9lce7yo7S76RTj3HEwzblrKSLRHtI4Syrj1KqisybbQCihWla9his6RBuaxNY7Ltq2r/D6Tjy//PFQSILnla5ySg9GfqQpez21sh6fUTY2jcROLFoMe7l1G1Lhl16j5B1PjcX49NMXmUtphSXAQGEJ8MXrMcYiGT5074FVyUWzRvQabX5WlhUV6uxkrqCAU0bFqN4v7lq6PEN9AUzL4q++c4VELs/19l189Y438fLLz3JgKoygaUzmLEZ93ZzYcw+Rczr7586UTArXA0EUCT70IOGxMbSRYWS/gmjkMU0FPZ5C8jgI3ta7mDB2tmfpsL5K7I6Xk/PvL5tQNnwXYgsIJTSjy7bqNezegTj/ntCnJpFCIYIPPrgxlfJ6x0VFsZA0xkYLSYi/r9AJzmcKn6/uDjj+DlRRaepeT7VUorRmJxc2rYadWLQY9nLrNqTCL71GjGmYpsUXT1xnLqWxv+uGbKHXKbNf9XJpOsmXToxxpMe/bCyq2hG9SsasmmF+VpIVFWpLUol+O48RcRQUcJaqGM3LuEYfe4zuwcGaA6lauzynxmL84dcuMZfS2BXyFNRf2j18PtRHZyKMM5sh5XCi7N6NS3UQXCMpXC+cR47Q+bM/U6iunn0BPWoiqjmcuwIEb+vF2ee/ced8BsHhJNjbBh3+0gedp2G7EJtMKKFYApE7d65pFexlr+HwMPr0NKKq4hwaIvjgBlbIGzEu2nO8kDQufg5MFDpVvbcWPl97jhMwrabv9VRKWaW1Bn1G2dg0AzuxaEHs5dZtSAVfevWwMON/fnqaU9MT7PDvLNp56Am4uDid4MpsatlyYjUjepWMWVVjlFbPWJRlmmg/+Armfz6CaCVQ+ncjqB60iVm00avIXmdBVtPdvux5aISMay1dnnKJ30CXj69FsiD7ePXBTsT5YGKtpHA9cR45QvfgINqVK5hPfRIxcRFl/0GEJUpWzejCVcwmEkooNgIjhYLkp8Ng6E2rYC++hk3eO6qKRo2L9hwvJI0ldmvqccduNCWV1lg/qWkbm1qwE4sWpZWWW23WiTW+9Gpl6Yz/XDrNdSFPhn76jVcQkPYsu69LkZiKmySyy2eIKx3RiycC/OHX1h6zioUzTV+SzJ45Q/SfH0X7/r9jpuKILg9K9zjB23uxTBVTKBiAMTtckNVcch6NkHGtRYjhymxqcXF75fOS1AxMyyr8/5yB33XjuiiXFK43giii7tsHD/xMYeRo7kJTu3BV0WChhGImao0IOouOwKTTpL7/LFYuh/uOOxYXrJtRwRZEsbWC1UaOi4pi2aSxaXs9VVJUpWsJ6yU1bWNTLXZi0cI02gDJZhOwxpdetayc8feK7UzNTRE1RshqYQ4qb12WXGQ0A9Uh4nMu/2ioZETvvn1v4p++O17RmFUuozfN/AyWBGbhCWQxi9zlxzQkstfjhCMZArf3IjokTCSkTBRy8UVZTWiMAk4tQgyJrE4ub+IKrH5e8roJFiCwaJK3lFJJYSOpara/yV24mmigUEKz9oNKjcAsIopoV68ihUKLt235CvY6jotCa3ictLxKl41NCezEwsZmi1Jsxt9yQMjlZzapoqnTXM9/E7/YjyCIWJbFRCzDsZ1B9rR7Vh1vrRE91dzFpenTRavtKyvqbS65aUuSlmkS+efHiMUMhJ5DOKbTeOVC1VFUPWjTKdLDERydbnJjcUS/jmBoNx7fIAWcWoQYfE4Z1SGS0YxFk7wFHLLIgvTTUpO8BUolhY2iJnWaJnXhaqZBle9m7geVGoGx8nkwTSSPBzMex0wmkXw3fseWr2AvSVSt6XNo4SSmLiP2HkR5+U813A18oz1OWlqly8amDHZiYWOzRSk24y8IsK/DQyqnk8n5iSrXSciTiHoXE7EMbR6Ft9zaV3JGv9yI3slr0ZLVdlheUd/bF2jakuT49y9w8kqApP9VmLqA5N6Nz5pht3mWIFPIASfadIrQPTvR55JocyZyp47oNBqqgFOLEEMxk7wFvIqEuNAFWtHpWSsprJe61Gnq7MLV4/Re9FzqrHw3ez+o1AiM4HAgSBIWYBlGIdFY+rjtUMHuOU52Vib6nb9GG7mMqVuIF9Io1/+d4EPqllJIammVLhubMtiJhY3NFqXUjH/Io3BTX4BLYYGZbIzRyBxBOcixnUHecmvfmqpCpUb0ylXbYXlFvVlLkuHRBCe+MUOCIG7ZQBZMdDFP1Owm7WjjcP7bBJRJ9HgW2a/SeadK9HIILVNwFW60Ak61QgzFTPJcSmFPZSKWYV+nBywYDqdW3bZWUlgrG6lO0win91XUOaLV7P2gUiMwkteL6Pejz8wgKgqCw7F423apYGfPnFkiEd2/5eVXW1aly8amDHZiYWOzRSk34x/yKAw6nEwlQ/zE/qMcbNu3pvP2WpSrtherqDd6SXKhkpzTBLwkEE0FQXbgUF3I6RmSZjtXxcMcTV9DlCzEzDXUvb10v/uX0LRg0xRwDocOcWjvmxmNXCQping7DtEf2FOy6r7MJG86yVS8oKy1kPgBJW9rhtTsRqnTNNLpfRV1jGg1ez+o5AiMIKDs3o0+PY1lWYudi+1Swd7s8qu1eo+0pEqXjU0Z7MTCxmaLstaM/3R6ips6h3jdwaGGqI2tVW0vVlFv5JLkQiXZ1+PHiPkx5iIIfgfIKoK7A2cuQ8JsJxZX6OjMoxy5E255J0LPcdS6//oSzPtniOHz7KnC4XmoL8CRHn9JL5BytzWajVCnaYbT++oTr21ES23ifhCUH4ExInM4Dx1C6uzEjEbRwuFtU8HezPKr9bpnt5xKl41NGezEwsZmi7IRZotrVduLVdQbtSR5o5KsIu3ZQzaVxozHEdwuBKngqJvJyZg7jxL8qR9FuPu1zV0irtPhWRSFkrKx5W5rNBuhTtMsp/dGEOh0Nd1Eba0RGHUbVrA3q/yq7Z5ts92wEwsbmy3MRpgtrlVtbxbLKsmhEM6jR9CuXMGIxbHMLLqoIPs8dL/tp3C+5FhTz2UzODxX4o4OG6NOU4sHyHqxXiZqy8wGx84hOkyUfQcROvbDNqxgb0b51c0+vmVjUwt2YmFj0+JUGgCWYiPMFtezor5AoF0lFNSYvh4j1OVECgZx3XwzZiKJqWnE4rDjUAdd9xxs/slU6PBszl5iVFHW3QSzEnf0xdPdAHWaWjxA1pP1MlETpl5EPb+wZJ6FC4VROuv4O4hJBzfMY2Ej2Izyq5t5fMvGplbsxMLGpoWpJgAsx5Y3W5w4ifDDv2cwNUsicTuRqBuvT0Du2oPuCJJMibg7HAze3bs+AVgFDs9n9as8/uIjDBvJxikeVcCpsRiffnptd/SlrLc6TS0eIOtN003USozShS+Nce4H3yCiJjBET8OM+VqdzSi/ulnHt2xs6sFOLGxsWpRaAsBtyZIArLOrjzu8o5y71ksk5iSduorUbtG1t7shlWTLtCoLJNdweD6bneERKUkkeZ3uwO7GKh6VwTQtvnjiekXu6Cu7YuupTrMR+0G10DQTtRKjdOHsTp6dOUgmZeANjCLvvgVdMxtizLcZ2Gzyq5txfMvGpl7sxMLGpgWpJwDcVhQJwDrVJB3BC8SSbnIz46i9+wk89OsIcnF50EoJjyYWR1+MvFm+UlzG4dk0TR5PXyGiOtnXfngxMG+o4lEJrsymFhW71nJHLzbKVladxjQb6rC9EftBLUORUTrLgnPXd5HRFEL+CIKeAy2J4vI3xJhvs7CZ5Fc34/iWjU292ImFjU0LUm8AuG0oscsgCBD0pUGRIH0Copfrcn8OjyZ49suXyaTyy5Z1S1aKyzg8j8avMiyLdLcfXBUMNVvxKJHVK3ZHr4p5Wd3FXYAKZXXXYr32gxrq7t2I4xUZpYulPESSXryuLIIkQd4AUwMqM+ard1erkdTq6bDAZpFf3YzjWzY29WInFjY2LUjTAsAaaHTQ1VAq2GVAnyjcr0YWjPcyqTyhHe7FRE9xyeUrxSUcnpOdB9HMMC5vT9Hf10zFo2rc0cuxLDDMXEe59DcI2bmaZHXXoln7QQtjbecnL/KN6f/gknUGzah/16UhbuFFRulyugPDlJClDJgGiBKIyuJDyhnzNWpXqxHU6+mw2dhs41s2NvViJxY2Ni1IowLAemlIkNRM1thlIJ8p3K7WHjwtGO95g2rR7lHZSnERh2evLKI8+/9uiOJRte7oxVgeGGYRE6Mo3gzBlx3FufAatJCsbjEWxtquj05zPTpOXmhnT+gu9AOzJNzhmnddGuYWXmSUTpXzSKKBrksoehQ8HeC8cc2XMuZrpV2t7erpsJnGt2xs6sW+qm1sWpCFAHAilsGyrGW3LQSAB7p8ZQPAelkIkk7PniagBOj39xNQApyePc0jJx/h7OzZpv3uilkIwOJjhSH0pVhW4eddg4X71cgN473i3SNZlTDyZtFKMXDD4bnvNujYT39gDwOBAabSU0Vf26n0FJ1KP5GYn5FwEtO0ih+3Bhbc0ds8CpemkySzOoZpkczqXJpOFnVHX8pCYJg9fQoxEEDpbkMUs2RnBMJfHSE7Fr9x5yWyusyNNOxvqJeFsbbpqwmmjHES7jmcHgeuaBveF/YQSHSzL7CPSC7CE8NPYFpmRcdd6RbuVbxIooRX8VZ/vIVROnd7ITnLJQi4YoRccyQTYElOaBtYsn9RMOYL9bqXGfOt3NXyOmUkUSjsanV5mUtpfOnEWEOvsVKs9HSQvF4ESULyelH2DWBEI0QfewzLrOz53mwsjG+5broJde9eO6mw2bLYV7aNTQtSbwBYLw0NkppJkQAMUy/8d+Y8uDvg+Dtqr5abJmp2DMlMosdjq5MXSleKS57yvOJRSA0xEhshqSUxTIOkluTU9EWmIjLnLh3iE/96nt96/DQf//IZTo3VPsq1kgV39Jt2BohmNK7MpIhmNI7tDJatXhcNDNGRFAuly4uRyhN9bhxraZDqcBVG1eoYRWskS8faHG0GcaK4HU4sxcAIpBFyDtThLgSW77pUQjVu4RWxMErXcwukIwhzIwyGfojLpxJxDKGJAUzTQsvoRCbTRY35qtnVajbVeDpsKKYJM5dg7LnCfxuU6FimSe7yZTIvvkju8uUtm0DZ2NijUDY2LcpCALgwGz0VL8xGH9sZ5C239jV1fKGaIGnD/TFK7DLQe2shqah1vn9+ITkwfZ5Q6h6mwz2EQmbB+djTDtyoFHft9i2rFK9FMcUjTReJxXagZu6g17+/qSMrtbijFw0MJQUEGcEykANOtKkU2mwatXO+k1bnKFrF8r4VHcsk/PwlZi5O4fYoZCwDwzSR5PmvQQFMdw455kGMu3D5jKp2XZriFr5ilK5TDXBHqpNzz0xVZMzXUrtaLejpsOr6Mi4gnPxCw0UIttteic32xk4sbGxamFoCwEbQlCCpmRTZZahL7nSJN4bg72NwIEbiYheROQFv5jRy3xF0OUgymitaKa6EpYpH8VyCv/nOJLm0iwNd/nWRF67WHb1oYKj6wRWA9Cyi4kePG5gLQerCKFrvrTWNolUl77sGC4Hd9EiELMeRhBSiV8XjNTBkHVlyFE5ZNiCtIOalqnddmuYWvjBKN09nB3Ts8leUcLXKrha0nqfDquvLTBHKnWAwOEZnT6hhIgSbaq+kwZLRNtsTO7GwsWlxqg0AG0HTgqRmsiIAq5kS3hh3HBrh3PWdROYk0temkDo9JSvFFZ/yvOLRSDjJ1Gya3oDSsvLCRQNDQYD2/aAlMRNRRMmBqAiFUbT4WM2jaFXL+5ZhaWCndA4gG0qhUxFL0BfLcs0yIdQGAgi6BLKF6dCrdvdeT7fwSo35GrGs3yhaydNh1fWliOhXzjAdD5LQX88doQt0qrG6RQhWjg8u/M2S14voGUAbGSb62GN0Dw5u/M5FkySjbbYfdipqY2OzioUgqdyC8f7A/oYESS1HCW+MzkCMlx05zSuOvsBLep/kFW9w8rK3HmiI0/HiyIpSemQll1+fkZVSLASG+tTk8mvC3Y614zh6zokSElGECUhHCp2KV/5K1UHJSnlfxSUjikJB3neHm0wqz7lnJpbvcpQ81vLAzu8T8MlpcqIH0efHbTromMkTz8XR9TxiWiHji3LRPF21u3e53ZmR2MiGuIVv9K7WUhY8HaRgCG1kGCOZxDIMjGQSbWR43Twdil5fWhLFmCPkz5LRFM6N7byxTlWHCMGm2StZ6NBOPA/uELQPFP478fz8z09u7PnZbCrsjoWNjc0qFoKk8eQ4I7GRgnSmXJDOnEpP1R0kNXJ2vlEs+nVMP49XT9Av966qvAgCBIM6GKPgS0ODznmtkZVsLs9uxumIGeDasSEjCuXNvqJI+24h+BP3I+zuqGuMoi553xUUC+x2O6dJp1wkTTeqx6ItmyCb95NKSSQdcWZ2nmeoozZ371Z0C2/ErlajzPVawdOh6PVlamAaCIqM15UlkvARS3kIeueX2mv0w6lpr2S9x5GKdGiBlpeMtmld7MTCxsamKM0Kkho5O98olvl1ZGMoUpyB1DkecO/msLzinBrgjbGSciMrPenz7Bt7nMOOCXq/L2/oiMJ6BIaVyPuWMoJbSbHALuhIcthzlavZLhK6G10Q6ZP6UQ+7CB2T6Nn9qrpMINfLLbwa6tnVarS53kZ7OhS9vkSlYDho6siSSNp0ktMdN26v8T1f9V7JRowjlejQAqu7NY0YNbXZ8tiJhY2NTUkaHSQ1cna+UawyNXN1k0lGOZ0NMy6YPOzaeyO5qHMhuRQLIytjkcyiPKhLkWiPn+Ouyb8gJCRo79iHEAg01NW6FpodGKouGckhoucMlCISvtXI+5YK7IKOJAE5STxhoZFlx4/eQectBxrWNVvqFm6aFldm1ld8oeg51bCr1SxzvQVPh42g6PXl9IGzIEKgCzKSlUU1I7AwDlXje76qvZIlghHNcLAvSS5WSGIcJbp/NXZrbLYvdmJhY2NTlqVBUj2snG1e+JJVXDIhp0RkMs25Zybo2Oldt7GolX4di2pMXYfwjGUYycV4whrlkOcgop6tayF5LVaOrEzHdH4k9a/scKTx7byJoFct3LEFRhSaGRgGOl2EetxMjyYIOaVVwVg18r7lAjuwcIaHCQ4N0XnLfgRRuDEO16BOQ63Vfss0N9yleaW53noola0HRa8vQQBPJ1b0GsmMiy7nRQLTT0HcXQisg7tres+XHx+cvLFXAhs3jqQGCp2RfLrw+1bShA6tzdbGTixsbGzWhUbOzjeKkn4d7naEvpvpnj7PJS3C6NwF9si++r0x1mDpyEpu6gK7n5nD5d+P4FSX33ELjygIosDg3T0kZrNEJtPLOlvVyvtWHNiJ4vJxOF1DkRUGAgM8MPBATWN/a1X7f+5H9rPLoazaM2oVz4NqzPXqUSpb732rZdfXRBqvO4+cn0UPXyWp9+JSEwwGfoBgaZBKgasNjj5U83u+ovHBmUsbN47Utq8wbjXx/PKkBprWobXZ2tiJhY2NzbrQyNn5RlHWr8PdjmvXnUxHLnCh79Uk/bvxdhyiP7CnqXJ6iyMrmgVCHpTtN6LQ2e/jjvv2Lu7irGUEV45KArtV43DuglDB6dnTjCfHefj4w1UlF2tV+yevxPnK585xwKli6tbintHergzWP/6flvA8WA9zvY3at+rs93HHXXnOffUFIqOQzmlI5OnyzDC4Z4bO4E4wukGUITEBYyfg6Ftr7hasOT64keNIoljY4YiNFjoj/r7C78tnmtqhtdm62ImFjY3NutDI2flGsZZfx1RmmolchL+d+jbS1PdQLtdXxa6KDRhRaIURnAU6+3107PQ2pJpdLrArOQ6nePE4PIzERnhi+AkOtR2qeCyqXLVfSegMzlnkc1mMvU4C7c7CntHVBOHvXmYgLtLZAp4HzTbX29B9q4mTdF74FB3ts8RC/eSmRlHlHAFxHCGpgP9m8HQU7itKDekWlB0f3OhxpJ7jhR2OxcXxicLva3KH1mZrYicWNjY260IjZ+cbRTlTs0gmwumZ0yiSQrerG7fDXVcVu2rWeUShVUZwlrKWEdyiDGpGoy13jT6njuicD8y0xDK5zlKBXclxOAojP93ubi7FLjEaH61416hktd+ycI/ncOgWcwpYsrjo0RHQ0oRTOuOBY3RybdV5LPU8qGm/pUoZ0wWlslPXItwVjOIy02QlD7PKTkyEusz1NnTfaom8qtB5iGB6FmKXCy7y+CEbg9nhwgiUIKxPZ7AVxpF6jhd2OGznbZs6sRMLGxubdaGW2flmV9BL+XWk9TQvzLwAwLGOY/jmq4j1VLGrP7n1G1FY6k5d7QjORnU5Fhaj89d/yD2JJxGNUSQxSYeYQpEEcLcX/reGXGfZcTjAJbsIp8Mk88mitxejVLVfThvIKZ2cQ0ASRBzSkgBS13EaSZJCgKQxg0/OLDtmUc+DSqlBxlQUBX6iP8qVi39Ox5UreCQdU1IZl/v5V/FVtAWP1Gyut6H7VivlVSUFhILULJKjMHqYjUIuXlCKWo/l5VYZRxLFLbWvZbMx2ImFjY3NulHN7Px6VdCL+XUYloEkShwNHiXkCi27f61V7JpYhxGFle7U1YzgbFSXY2ExOhA9w7ty/4CPGBnJiZyNkEVDcEg4BAE87WvKda41DpfRMyiygtdR+YJyKV8SQbcQDIukYNLuU/E5b3glCA4HkmiSMyBvrf5qXuV5UCm1yphOnGT/2T9ih2uay1Ib13MSjnyWXu08/9UVRj7+q+yvQWoWNnjfauU+g+oDVxDSMyAFC3sV+QwY+fVdXrbHkWy2CHZiYWNjs65UMjtfTwW9Flb6dUwkJ/jcmc/R7ekuev9aqtg10+QRhWLu1AuUG8FZ79dogYXF6Egyy7uFb+K34kwru+nPnMYpGsRMHzkkOvQMQmIS+m6H2Qsl5TrLjcNZlsVUeoqh9iH6/f0Vn2MpX5KcYSLrJm5VZG+HB5Y83aLPi+ULIsQzyOSXHW+V50HlT1ZtMqaGDt/9E4hcxdu+nyE1QCKnkzcsHGIfvuQIwsS/wE331HQdbui+1cp9BkGA9gHQkoVOhaiAIIKhFZ6f9VxetseRbLYAdmJhY2Oz7pSbna+ngl4PS/06vA4vqkNtaBW7vpNr3ohCMXfqZb+6yAjORr1GcGMx+ib3HF0zV4g5OnFaaVxGEk10IosimmGSV10omWghYCwj11lqHC6jZ5hKTxFSQ9w/cH/VI28rfUmm4iaqLNDb4aTbEAi6HcvubwH5YA/+9BmU0VMYZaRxK6YWV+WJk/C9P4GLXykE2Jk5BGcAf/t+8LYX7iPVJ3+6oftWxfYZ3O2FoH7mEsTHC90MPb8x3QJ7HMlmk2MnFjY2rUKVy5VblVor6I2kGVXsVqWUO/UCxUZwNvI1WliMDjoyyKaG5nDiNuKIGBi4EBEwLAsTCaxsofLsCpZdwC02DqfICkPtQ9w/cH/NS/pLfUkWnLc9aZPn/vVK0T0jd2eAm15xN/J35kp7HlRDtTKmC2NTkauFgNsZAMuA1CzkktB7cyEIr3OhuZFeJVVTap9BUgp/r68bjr+z0Onapp/BNjb1YCcWNjatQA3LlVuVWirojaZZVexWpJw7dakRnI18jRYWo6OmC11UUMwshuDAREJCJ4+MIICIUVjKlZSKFnBXjsOtct6uMfFf9CVZwlp7RtYrbmrMQnw1MqZLx6baD0B6DixzPuB2LFdLasBCcyO9Sqqm1D5Dn73PYGNTL3ZiYWOz0dS6XLlFqaWC3gyaVcUuyQZ1rKpxp15gI1+jxcXoa3l+RN1DX+Y800o/GcmLx4iRMd04HRIOI1PwIlC8hR2LChZwl47DLaPBif9ae0ZlPQ+qoRoZ06VjU4p3+UKzINxQS8rGIDnZkIXmRnqVVI29z2Bj0xTsxMLGZiOpdblyC1NLBb1ZrFnFbhQb3LGqxJ16KQ17jWpIppYuRj8WfQXvEibo1K4yJ3Ug5ZMESOBCQpA94NtRSCrqWcBtUuK/lkdHQ6hGxnTp2NTKhWaHp7BvoWswewlCexq20Lwuz0Mp7H0GG5uGYycWNjYbSS3LlVucWirozaRkFbtRtEjHqpw79Uoa8hrVkUzdWIx28Y/XJe5JPEm/MYquhnCKKRyyUBjZsahvAXcrJP6VypiuHJtaWGieHYZMFIxcocux4xjc/fC26aKaltn8woKNzRbCTixsbDaSapcrtwnVVtA3LS0WuFYzglPXa9SAZOrGYvRuEpkfJZi7xo4yzts1sVUS/0rGfkqpJbnaIBuH2YuFpOKBz4C0PUKHs7NnF0chNV1DkRUGAgM8MPBA40chbWy2CNvj08HGplWpZrlym1FNBb0VMU1rmRrQnnbPapfiTR641vQaNTCZWr4Y3daYP2opG5z4V3QNVcpaYz/lxm1+mmcAAEPNSURBVKaSE4Xxp7sf3lZJxSMnHyGSixTEG9wF8YbTs6cZT47z8PGH7eTCxqYI2+MTwsamValmuXIb0rAl1nXm1Fhs0b8glzdRHSL7u7y89dadDC11K94CHauqX6PNlExtYOJf8TXUSGz3Z6Aw/vT48ONEchH2BfYt7hB5FS8eh4eR2AhPDD/BobZD9liUjc0K7MTCxmYjqWa50mZTcGosxqefvshcSis4LgckMprBi9djjEUyfOjeAzcCw/nA1dLSJCxnwdlYEvA5HYWYeyt2rDZTMrVBiX9V11CjsdWSGI2PMhwbptvdXdSnpdvdzaXYJUbjo83dv7Kx2YTYiYWNzUZjVwmxTGtjJCcbjGlafPHEdeZSGvu7vDcqnU6Z/aqXS9NJvnRijCM9/sJIS9s+Ztx7SF1+jmGrF8MCSRQIuBzsbXfTltmCHavNNP63AYl/1ddQM9jmaknJfBJN13C5i/u0uGQX4XSYZL64T4u98G2znbETCxubVmAbVwnDo4lFkywjbyI5REI9bgbvbrJJVhO4Mpvi0nSSnoCraKWzJ+Di4nSCK7Mp9nV6OTWR4J8jd/K6/Fn6xesklC7SqKQTUWYSw0g7+ghstY7VGl0AKzZGLPAycvEOVCO98UlmAxN/yzTX3Eep9hqyaTxehxdFVsjoGbzK6uc4o2dQZAWvY/Vt9sK3zXbHTixsbFqFbVglDI8mePbLl8mk8niDKrIqoecMpkcTJGaz3HHf3nVJLhrVMUlkdXJ5E1dAKnq7S5GYipsksvpiZfpFfTeB/vdxa+Tf6cpdIWBq6A6F8+Z+vu5+iPd1H2MLpRVluwDhiTznovcRmb0F48pI6ySZDUj8s2fOLCpombkcoqqiDAwQfGi5glY115BNc+j39zMQGOD07Gk8Ds8qn5ap9BRD7UP0+/uXPc5e+LaxsRMLGxubDcIyLc59b4JMKk9oh3vxy1txyYScEpHJNOeemaBjp7epFetGdkx8ThnVIZLRDLzO1R+vGc1AdYj4nPKyyvSE8xD/6jpAu3Ydp5EiK3m4au4gktR5zVasTBfpAoSzO3l27nVk5F68baENSzJLUkfinz1zhvAf/TFGNILcvQN53vMje/oU4bExOn/2ZxaTi2quIZvmIAoiDww8wHhynJHYSCFJkAtJwlR6ipAa4v6B+5eNN9kL3zY2BexPJhsbmw0hFs4QmUjjDapFRz68QZXIeJpYONM0Z95Gd0z2tHvY3+Xlxesx9qveVZXOiViGYzuD7Gn38OJYbFll2hJEZtQbFVCnaZFLaFu3Mr2kC2Blo5x72iSTkgj1bFyS2Qws0yT66GMY0QjKvhsu5ZLXi+gZQBsZJvrYY3QPDiKIYlXXkE3zONx+mIePP7w41hROh1FkhaH2Ie4fuH9V58Fe+LaxKWAnFjY2NhtCLqNj5E1ktfjIh6xKpKMauUxzAutmdExEUeCtt+5kLJJZ7Ea4lIKiz0QsQ5tH4S239iGKgl2ZhsUuQGwqTSR6AW9I3rAks1loV6+iDRfcyYv9bXL3DrRLw2hXr6Lu3VvVNbTVqWQnpZkcbj/MobZDFS1i17vwbWOzVdjC31g2NjatjOqSkRwies5Aca3+KNJzBpJDRC1yWyNoVsdkqC/Ah+49sOhBMBUveBAc2xnkLbf2LcqE2pXpG2x0ktlMzGQSM5dDdhUPOEWXC316GjN5I+Cs9Bqq/CTMTScMUelOSrMRBbGiDkM9C982NluJTZNYzM3N8XM/93M88cQTiKLIW9/6Vv7gD/4Ar7f4m3Rubo7f+q3f4sknn2R0dJTOzk4eeughPv7xjxMItICMoY3NNifQ6SLU42Z6NEHIKa0KrJPRHF27fQQ6iwdk9dLMYHaoL8CRHn9Z12S7Mn2DjU4ym4no9SKqKmYmg1Tk+8rMZBBVFXHFbZVcQxUxcXLJLku2oGjVeaiwQF+HlLVlWkSm0lyZTKAJ0NnjYW+ntyHXazU7Ka1CrQvfNjZbjU3zKf0TP/ETTExM8NRTT5HP53nve9/LBz7wAf7u7/6u6P3Hx8cZHx/nf//v/82RI0e4evUqDz/8MOPj4/zTP/3TOp+9jY3NSgRRYPDuHhKzWSKT6WU7DsloDpfHweBdPU2bqW92MCuKwppL1w2vTG9SNjrJbCbK7t0oAwNkT59C9Ays+tv0qUmcQ0Mou3evemwl11BZJk7CNz4J6dl59S13wT9k4vmCKtcrP1JTchEeTfDtr17l8kiUTFbHAHJuEedBPw+9em9d1221OymtQi0L3zY2WxHBsixro09iLc6ePcuRI0d49tlnuf322wH493//d974xjdy/fp1ent7KzrOP/7jP/Kud72LVCqFLFcWLMTjcQKBALFYDL/fX/PfYGNjU5yiqky9bgbvaq7EqGVafOufLhaC2SU7FlAI+CKTabp2+3jZWw80fWHYNK36K9ObnFKL9AtJ5oarQtXBygq8OF+B16cmkUIhOn+mCRV404Sv/Hpp1/CZ8wUvjtf9TlVjUeHRBE9/8QJXxxMkRVCdEg4ExIxBCovIHhfvf3Cw5uQid/kyU7/9O4iBQNEOj5FMYsZidP/G/4O6d29Nv6OZFPOx2B/YX3Th28Zms1BNLLwpOhbf/e53CQaDi0kFwGte8xpEUeSZZ57hzW9+c0XHWXhCyiUVuVyOXC63+O94PF77idvY2KxJZ7+Pjp3edXfe3uiOyVLqrkxvATr7fdxx397FJDMd1ZAcIl27fU1PMpuN88gROn/2ZxZ3BvTpaURVxTk0RPDBJu0MzI0Uxp/8fcuTCij8298H0+cK96tQRtcyLc5+d4KJ6TQxGQJuBeYPbcoC/pRBdjzLl567XrMzeC07Ka2CaVqo5i5et+P9JDsnCXgM/KrPdt622VZsisRicnKSrq6uZT+TZZm2tjYmJycrOsbMzAwf//jH+cAHPlD2fp/4xCf42Mc+VvO52tjYVI8gChui9rOVg9nNyEYlmeuB88gRugcH10/lKBcr7FQ4SryvHK6Ci3guVvEhY+EME6Nx4oKJW5EXkwoABAHdKRLKmly6Fq/cGXzFYrno8dS0k7LRnBqLLY405vKFkcb9XV7eemsIMWAnFTbbhw1NLH71V3+VT37yk2Xvc/bs2bp/Tzwe57777uPIkSP8j//xP8re99d+7df48Ic/vOyxu3btqvscbGxsWpOtHMxuRjYqyayJKtWWBFFcv/EdNVBY1M6nQS2SIOczhdvVykeWchkdTTPRsPBJq/9OSxKQATNXoTN4kcVypf0gyg4/2SuTVe+kbBSnxmJ8+umLzKW0gghDoCDC8OL1GGORDB+698C22ZeysdnQxOK///f/znve856y99m3bx87duxgenp62c91XWdubo4dO3aUfXwikeANb3gDPp+Pf/7nf8bhcJS9v6qqqKpa0fnb2NhsDeoNZmvdkdiWuxWbUPq0KE1SW6oG0zJLeyy07SucT6kdi/hYYceibV/Fv091ySiKiJIS0A0Th7z8dRMMCx0Q1Qr8V0oslgtTPyTY4SI86UMbGS66kxJ88MGWWdw2TYsvnrjOXEpjf9cN2WivU2a/6uXSdJIvnRireTTMxmazsaGJRWdnJ52dnWve75577iEajfLcc89x2223AfC1r30N0zS56667Sj4uHo/z+te/HlVVefzxx3E6nQ07dxsbm8LM9Xav9JcegdhZtkpZ6+M2NS0QjDeEJqktVUOxJeGBwAAPDDxQWBIWxcLzGhstLGr7+wrjT/lMIalwd8Dxd1SV1AU6XfT0+xmfyxDO6QSkGzsWWBZy1mRatti1y1/ef8U0C9dBenZ50qP6oOMQTs7TeU8P0aldaCMj67OTUiNXZlOLctHF/HB6Ai4uTicqHw2zsdnkbIodi8OHD/OGN7yB97///TzyyCPk83k++MEP8o53vGNREWpsbIx7772Xv/mbv+HOO+8kHo/zute9jnQ6zec+9zni8fjiInZnZyeSVFy73sZmq1K2ulkDRdWcetwM3r19dhNqHYGoeXRiE1f7rbHn0f7545ixOcT2HpTuXgQjs67BeENYIyhm5jyc/AJ039S01+bs7FkeOfkIkVykIGvqLsianp49zXhynIePP1xILnqOF57XxWRuopDM9d5aSCqqfL4FUeDwPT2MjyfQxhMkk9oyVag4FpleF++6bWf56nwFi+XO9CTd7/9FtJRjw5y3KyGR1cnlTVyB4jGFS5GYilc4GmZjswXYFIkFwOc//3k++MEPcu+99y4a5H36059evD2fz3P+/HnS6TQAJ06c4JlnngFg//7liheXL19mz54963buNjYbzZrVzSopJQ06PZogMZvd1NKglVLrCETNoxObuNqfPfUi0d/7ZbTrU5iCE1EZRemeI3h7L87e9QnGG0YT1JaqwbRMHh9+nEguwr7AvhvXj+LF4/AwEhvhidN/y6F9b0Z0hgrP6etvalhC2tnv4963HrzhY5HS0YCcR8R1IMj7X71n7Y5bhYvlQj6Buve2ms5zvfA5ZVSHSEYz8BYZ/8poBqqjgtEwG5stwqa50tva2kqa4QHs2bOHpZYcr3rVq9gEFh02Nk2n4upmhVimxbnvTZBJ5Zf5PygumZBTIjKZ5twzE3Ts9G7psahaRyBqelwLjN7USvabjxL+/f+NMTON7AHZoWPiIDuaIxzJ0PnaAZwdzQ3GG0oT1JaqYTQ+ynBsmG539+rrJzNHd3SKS9PnGL30ffbIvqYkn539Ph58z1HmJlOcOz9LNm/S2efl6KF2JLmChKUJi+UbxZ52D/u7vLx4PcZ+1btq2XwiluHYzmD50TAbmy1Ei5eGbGxs6mFlddOreJFECa/iZV9gH5FchCeGn8C0zIqPGQtniEwUfB+KBcbeoEpkPE0snGn0n9NSLI5AKKVHIHL51SMQVT9u5eiN6gNRujF6k54tVPvNyl/D9cIae57on/8eRjSGEgTJpSDIIpKQQ3GnMBJpos+NY0nOQrDepGB8JaZpMRJOcvJalJFwEtOsogi1NCguRg1BsWWa5C5fJvPii+QuX8Yq81om80k0XcMlr/B5SM/C+Elc2QiaKJEM9II7VEg+v/HJQnLaQGauJznzrXFmX4gQfyHCla+O8Z0vXSI8mlj7wQuL5fGxwiL5UhYWy7sGq1os3yhEUeCtt+6kzaNwaTpJMqtjmBbJrM6l6SRtHoW33NpnL27bbBs2TcfCxsamespWNwWBbnc3l2KXGI2Psiewp6Jj5jI6Rt5EVosHxrIqkY5q5DJbe6a41hGIqh+3xuiN5esjdnWS3AtnUXv2ts4CvWmiffXP0aYSyO0BhPwsYIEggqQgGBqyU0ObTKJNRVDd61OhrntpvsFqS9kzZxaN88xcDlFVUQYGCD5UfEnZ6/CiyAoZPYNX8d74vTPDoGfJqD4US8crqSC5m7L3UfcoZBMWyzeSob4AH7r3wOJ1NRUvXFfHdgZ5y619W1eMwcamCHZiYWOzhVmsbrqLu9i6ZBfhdJhkvnIXW9UlIzlE9JyB4lr9EaLnDCSHiFrktq1E1SMQ84vXe7Ix7vTP8c2wj4Fu/9qPKzN6E44FOHftCJGIjDE7g+TJt84C/dwI5sQlTBzIThUspfB3LCgJSTKinkfXNMzZCdhzT9Mr1A3xG2hgUJw9c4bwH/0xRjSC3L0DeV5WNXv6FOGxMTp/9mdWJRf9/n4GAgOcnj2Nx+EpXD+5BGSjWA43U1aOIclHvzj/nm/w3kfDRiEbvFi+0Qz1BTjS499+8tEtgmWa62c+aVOWrf3Nb2OzzSla3VxCRs+gyApeR+UyiIFOF6EeN9OjCUJOaVVgnIzm6NrtI9BZPJnZKiyMQIxFMos7Ey6lEKhOxDLLRyCWLF6Lepb3GDKHsx18ZezVZDtuKv04KDmPHo4FePbiQTJZCa8jitzhRBfl1lmgz8UQZR3R4cDUTCTVD0YeDA1EGRAw8wailUUM9JcNxhsha9xQv4EGBMWWaRJ99DGMaARl3w0jOMnrRfQMoI0ME33sMboHB5cFSKIg8sDAA4wnxxmJjRT2pvQMGTPPlAQhQeF+tQdxaSelgXsf1YxCrukN03O80EXZpEpnKxFFwZaUbSCVKhlW2/WzaS52YmFjs4UpWt2cx7IsptJTDLUP0e/vr/iYgigweHcPidkskcn0slGIZDSHy+Ng8K6e1hjHaTIVjUAUWbz25dPcrY/Sl/1HPh+TuCDsKz06UWT0xrLg3PVdZDSFkOM6grcD3H4UQWidBXo1gNLpRekwyE5kEbs8CO52yMVB17BMAz0FzgPdKG/+jZLBeKNkjRvuN1BnUKxdvYo2XDCAK3Y+cvcOtEvDaFevrnLrPtx+mIePP7yo9BbOxlBEGBJc3O/q57C84nlp4DJ0w0chRXHjFvY3sXzzVqdSJcNaun42zcVOLGxstjBFq5tyQRVqKj1FSA1x/8D9VftZdPb7uOO+vYsBXzqqITlEunb7GLyrBcZw1pGyIxBlPA+8fUcYDJ/nl0LPc/X2H8XnUoqPThQZvYlpnUTiLrzCNILDCW0Di8euumrcLNr2IXQNEjz4DOG4A206hRxwIro6MLM59NkYUkeA4C/+/xH6bip6iEbKGjfFb6COoNhMJjFzOWRX8c6e6HKhT09jJouPKR5uP8yhtkOFim4ujveZP6M/fAHRtyIpqtFluxRbZhRyE8s3b3UqVTKstetn01xa/J1vY2NTL6uqm+kwiqww1D7E/QP31+RjAYXkomOnd9s7b0OZEYg1Fq+FQB/B5DBB91z5AHXF6E0uamHoFnLID+0D4GlfdveWWKCfT4icsVE6mSB6QUKb0dBjeUTyOPvbCP7UL+IcKp5UmLrJya9dIz6bJdjlQnHKINQua9xqfgOi14uoqpiZDJJ39bVjZjKIqoq49LYVFXaxbd8N0YXb31/ojDV5GXpLjEJuYvnmrU5FPi3DT3Co7RD5Orp+Ns3DTixsbLYBy6qbDXLehsJY1IZVxDcDjfQ8WDJ6o47PIT2powd9KC7Hqru2TNV4PiFyBv6e7t5zaOEkpu5D7D2Acu9PIfTdUvRh4dEEJ782ypUXZxEEgWwyj+qWCXa5cfocNXVlWs1vQNm9G2VggOzpU4iegVXno09N4hwaQtm9u/DDtSrs67QMvelHIVvAOd2mNNUoGXbX2fWzaQ52YmFjs00QBbFiSVmbBtFoI7D50ZtAm0Xo3MX5qrHc2lXj+YRImBtBrWCWfWH8KT6bQRAEVLeMZVpkknny2QSd/T6cPkfVXZmqlu3XAUEUCT70IOGxMbSRQtVVnJ8P16cmkUIhgg8+WBjhqLTCvk7L0CVHIft9eA8FGBcMEuFka6oibbBzuk15qlEy7Kml62fTdOzEwsbGxqZZNNjzYIFNVzWucBdhqZRpoNtNNpnHNC0kWUSVRXJpneh0mm6Pn1g8R8YwmM7k6DStigLYVvMbcB45QufP/syioo0+PY2oqjiHhgg+OK9oU22FfZ2WoVeOQl6NZ/i3K2Eu/eBKbf4g68UGO6fblKcaJUNld391XT+bdcFOLGxsbGyaRRONwLbiAv1SKVOHU0J1y2QSeURJQBAEHIpIMqExPjyLltSJuQT+/dvD7L80XXEA22p+A84jR+geHCytwd/CFfaFUchTYzE++8Nr9fmDrBeN7iLaNJRqlAwFoYqun826YScWNjY2Ns2kibPvW22BfqmUqSAIBLo9aLkEWlpHViXypkkqkyefFxA88v/X3r1HR1Wm6QJ/9q57qlJVScg9JIEEE+kgCgiN3Y4zA0e8LIxLWm10tDlqq3N0WKizGmbGHh1nptvjOC1tDwPLS3frNB76ooJy1FZBj+00TQsBG0JAkpggIRfIpVKVqtRt7/PHpopUUgl1vyTPb62sLHbtXfUVtZPsd3/f+75QzTHCqheivoDNtH4DgihOnlya4XfYE9ofJBWSNItIiRFtJcOIZv0opRhYEBElWxLXvk+nBPrxpUwNJg0KK3Nh6x2B2+nDiNMLWQaEPC1GqgyQzBqYgIy8gE1EUz8AGX+HPeH9QZItibOIlBjRVjK86KwfpRQDCyKiVEhnI7AsEa6UqcGkgd5owcDgKHrbh+CzauD4minkwk8QBJSYdTjSdxIftDlQV1SUkKpnsUpUUz8AGX+HPSn9QZItRRW0KHbRVjKcctaPUoqBBRERZYSpktKdwx64NAK81cYJd5Nt/g6cwic4J5zCi8c0yO/ICdulNxUS2dQPQMbfYc+0/iARS1EFLYodKxlmJ/4EERFNE5Iko/2sA59/NYT2sw5IkhzV8bIkwf3ll3AdOQL3l19ClqQkjXRygaT0ospcuEd8GO51wT3iQ0GFCd0VWgzrQ5fb2Pwd+MLzOob87dAIRlSaZsOitaC5vxnbPt+Glv6WlI19bFWrvJIcaA1qiKKgNPUryYFrxIvj+7shR/m5BO+wl14BOAeB/nble9ki4JrvpfUOe6A/SLfNBVkOfV+B/iDzinJT1h8kKoFZxPLFyncGFURxy7BbCEREFIujXbZgGdVYyn2OHjsWTICU3G6IOh20NTWw3pz6BMhwSem5BXoceLclpMGdLEs47f0EHskO2VOEApMOZoMegoAJXXpTsSxqbFWrcPkG0Tb1C5Ghd9gzrT8IEaUXAwsioix3tMuG5/ecjLnc5+ixYzi75T/hHxqEurgE6vMlG0ebj+JsVxcKH/pfKQ8uwiWlj7+AldR9GPKdhs9jhkGjwpxZxmAKwvguvalYUjG2qlU40Tb1myBD83QyrT8IEaUPAwsioiwWb7lPWZIwtHMX/EOD0M690GRKZTJBNNbA096GoV27UFxfn/YqK+MvYId8A/Bo3SgyFmJuYS7yjNqQ/cd26U2F8VWtxvO5/VBpROjCPJbtMq0/CBGlx/T77UZENIPEW+7T09kJT5vSXCrc8eriEnha2+Dp7MyIqitjL2C/GDBge+uHKDbpkKvVTth3bJfeVAhX1SpAlmU4htwoqsqFpdCQkvGkWqb1ByGi1GOmEhFRFguW+9ROXu7T7Z283KfkcCg5FYbwF7uiwQDJ7YbkSM1d/0gELmCvvaQBDYWXoM/ZGzZxuNfZi1pLLSrNlSkZV6CqlcGowWCPEx6XD5Ikw+PyYbDHCYNRg/plpVnbwJCI6GIYWBARZbGx5T7DuVi5T9FkgqjTQXK5wj4uuVwQdTqIpsy7Ex3o0puny0O7rR0OjwN+yQ+Hx4F2W/uELr2pMFlVq6Kq3OhLzUZAlmQM9TrR2zGMoV5n9BWniIgSiEuhiIiyWKDc59hqSQGBcp+XVVgnLfepraqCtqYGo81HIRprJhzv6+2BvqEB2qqqpL+XWETbpTcVwlW1irnz9hQS2oiPiCgBGFgQEWWxeMt9CqII682NONvVBU+7kmshnq8K5evtgSovD9bGxrQnbk8l2i69qRCuqlUiJbwRHxFRAgjy+IWpFGJ4eBgWiwU2mw1mszndwyEiCitcH4t5RbkRl/sM28eitgbWxtT3saCpyZKMT39zUkkSL8mZMMs02ONEUVUuvrlmHvM5iChu0VwLc8aCiCgFZEmCp7MTksMB0WSCtqoqobMA8Zb71M+fj+L6+sSNUZIyrpnbdJHURnxERHFgYEFElGSp6modb7lPQRQTU1K2+3Pg8P8Bzp4AfKOAWg8U1gGXr1U6SFNckt6Ij4goRgwsiIiSKBO7WidFYIai64ASVPhGAUs5oMkBvE6g+xBgOwVcs5HBRZzS1YhPkqWMymMhoszDwIKIsposyUmvvhOrbOpqHZfADEXfceDscSWQMJcBpkJAl6t8zaoDzp0APt8BFC+IelmUJMns6nxeOhrxtfS3BCtveXweaNVa1FhqcFPNTWmpvEVEmYmBBRFlrWSW20zEhWy2dbWOSffnwP/734CzH9CZAQFKIOHqB7pHlNmJnAJAEABzuRJ8DLQDs2ojfolwiem1RSasWVQRUWL6dBNoxGfvH8VgjzOkKpRjyJ3wRnwt/S3Y9vk2DLoHUZxTDEOOAS6fC839zTjjOIMHFz7I4CJGyc69ovjw84keAwsiykrJLLeZqAvZQFdr9RRdrX19ffjqqz6MqPOy7068JCkzFc5+ZUbC2Q/IEqA1AkIOMDoE9LcBhnwlsNAYAF+3ktAdoaNdNjy/5yQGRjxKKV2LUkr3yGkbugZdWL9i3owMLgKN+AKBtXPIA5VGRFFVLuqXJa6PhSRLeKvtLQy6BzHXMjcYIJu0Jhg1RrTb2vF229uoy6/jsqgopSr3imLDzyc2DCyIKOvIkozjf+iGa8QbUm5Ta1AjT6/CYI8Tx/d3Y1aFKeq7tom8kB3b1VoVpnP14MAweoe92LW/B93HsvBO/EC7kqBtLlcCB5UGEFWA5ANUWkBjBFxDgNsO6M2A16Ukcusie2+SJOP1ptMYGPGgtuhC8z+TXo1anQmtfQ680dSF+aXmqIOxTF5CF6lUNOI7NXwKbbY2FOcUh511K84pRqutFaeGT6HaUp2w153uZkzuVZbi5xM7BhZElHWSVW4z0ReyU3W1HnC4ceZkJzpnVUEqq0C1TpN9d+LdNiVJW3P+/1hnBvQWYKQf0J8PMmQ/4PcAsgwMdwFli5TSsxHo6B8JNv0L9zmXWgw42WdHR/9IVNWwplPH6mQ34nN4HfD4PDDkhJ91M6gNOOs8C4fXkbQxTDczJvcqS/HziQ//R4go60RSbtPvlaIutxnNhWwkAl2tVdY8eNrb4Hc4IPv98Nvt6D92AsNaIwa+sQImgxYqUVACmCITBkY8eKOpC5KU4f1LdRZlBsLrVP4tCEBBLaDWAaM2wDsKQAT8XiVxO2cWsPDbESdu20d9cHslGLThP2eDVgW3V4J9NPLPObCEru+UHTqjGuZiA3RGNfrObz97yh7xc80EJo0JWrUWLp8r7OMunwtatRYmTexljmeaaHKvKPX4+cSHgQURZZ2x5TbDibXcZjIuZPXz5yvT5l9rgGSzwdPZCce5AbQXVOLoilsxWB569z6WACZt8ucq/SmGu5QZCUBJ1C67XPnusSvJ3H6PMlNxzfeiKjWbq1dDpxHh8oT/nF0eP3QaEbn6yT9nSZLRftaBz78aQluvHS37Liyh0xrUEEVBWUJXkgPXiBfH93dDzvSALoUqzZWosdSg19kLWQ79f5FlGb3OXtRaalFprrzwgCQB51qBroPKd0lK8agzWyD3Spwi90pyuyE5OAuUDvx84sOlUESUPEnqvhwst9lph0Zwwif7oBE1MGlNkIGYy22OvZA1hblYjeRCNpzxXa2/cMh497AdVYW5CBfCGLQq9A5HF8CkhSgqTe9sp5QZCXO5kqCt0io5FbnFwMK1QPmSmD776gIjaotMOHLahlqdaUJZ1W6bC5dVWFFdYAx7/PgkfIsfmN/tR3mxkR2rIyQKIm6quQlnHGfQbmtXqkKplapQvc5e5OnysLpm9YXEbTZHvKiL5V5JLhdEnQ5imMco+fj5xIeBBRElRxIvMARRgO7SUXzV+iXc7T6M6kYgaCSYRQtmSaXIt1piKrcZ74Xs1GO+0NU696wD2mPNCQ9g0qJ0odL0LvhZdyufdfliZdlTHJ+1KApYs6gCXYOu4BI1g1ZJpu+2uZBv1OKWReVh813CJeHL/W6MuEZx/Kwdap0KeUZtyDHsWB3epQWX4sGFDwb7WJx1noVWrUVDQQNW16y+UGp2bOlhM5sjTmaq3CtZluHr7YG+oQHaqqo0jnLm4ucTnyz4q0VEWSfJFxgt/S3YfvZluOcIqOxegFy7BZJTxghGYbe24JJvfj2mJNx4LmSjkcwAJi1KFypN75IwO9VQbsH6FfOCMw+9w0r1rMsqrLhlUXnYBPfJkvDVOWrodWrY3H58eW4EeTlaZanWecnqWD0dXFpwKery6ybvvD2+9HDgnE5Ac8TpJpB7dbarC552ZS2/eL7qkK+3B6q8PFgbG5kYnCb8fOLD355ElFhJvsAIqatfNRfeqtPwD/dD9KogaXw4KTVD5xrCErkhprr6sVzIRmJ8edNbrihPeACT1mZOojh107s4lsU1lFswv9QcccPCyZLwfTkq+ExqmIck2Jwe2Ee9yDVoACSvY/V0Igri5CVlx5ceHiuO5ojTVSD3KtAnwdfXB1Gng76hAdZG9klIN34+sWNgQUSJleQLjHB19SWLC4H00GJP/HX1o72QvZjJypv+z/nleL97ICEBTEY3c0rAsjhRFCIuKRtMwreMy2ARBDjLdDC5/NA5vXA5fTDq1EnrWJ2JJFmafNYhHuNLD48XQ3PE6W587hU7O2cWfj6xYWBBRImV5AuMVNXVj+ZCdipTdQg39I/iwRuqMZIjxhXAZHQzpzSsu58qCd9r1qBvtg760xLg9mO415WUjtWZqKW/JZgn4fF5oFVrUWOpwU01N13Ik4jV2NLDujD/h1E2R5wpxuZeUebh5xM9BhZElFhJvsAYW1ffpJ144Z9JdfUj6RD+xR978M0182K+S57RzZzStO7+YjksHX4vLltSgP9xZTW8bn/Wdt6ORkt/C7Z9vg2D7kGlslOOUtmpub8ZZxxn8ODCB+MLLgKlh7sPhX7WQEzNEYkoO3E+h4gSK1xvg4DABUZRfcwXGDHV1U+TaDqExyqVzZxkSYL7yy/hOnIE7i+/hHyx/gTRLItLoEASfr5Ri9Y+BxyjPvglGY5RH1r7HEoOy+IK5JcaUVxthrU4Z1oHFSF5SZa5MGlNUIkqmLQmzLXMxaB7EG+3vQ1JjqPfRKD0cE6BEjC67YDkU77H0ByRiLITZyyIKLEm623gdSlBRZwXGFHX1U+jSDqEx1veNNDMSR2umZMsQxQ88A2fg3S6Baiqivn/PaYcjjSuu09WEn42CpeXFCAIAopz4s9LAjB56eGyRXGXHiai7MDAgogSL8kXGBHX1U+zsR3CtWFKmCaivOmkzZyc/UB/K6ShAYguL8QDWwDHJzH1EYk5hyPN6+4TnYSfrVKVlwQgqaWHiSjzMbAgouRI8gXGRevqZ4Bgh/BTduTpVRPW+ieivGnYZk7OfqD7MGTvKHxOEfrZhdCWF8WUMB1XDkcGrLtPVBJ+Nkt5XtLFSg8nQhzli4koeRhYEFHyJPkCY8q6+hlAEAXUf70U9v5RDPY4Q6pCOYbc0Bs1MF1iwZ+6bDHfTZ/QzKmoGOLASUgjLvhGtVCZNLAuKYdgMAP63KgTpqPJ4ZhQPSXJy+IoMoG8pOb+Zhg1xgkBbq+zFw0FDRmRlxSRBJQvJqLkYGBBRJREhZW5uPLGOcE+Fs4hD1QaEaoCHQ5pfNhxoANur7L+v7bIhDWLKqJe/x/SzKnlT/D1nIWo00I/2wzr4jLoy83KjjH0EZkyhwOAaDDA19cHyTHJMhquu0+7bMpLuqg0lC8mosgxsCAiSrLCylzMqjAFO293Drvw0qFTGLB7la7bFqXr9pHTNnQNurB+xbyYgovi+np4/vgOpD0/glhcDW2haWK1oygTpifN4ThPcrkg6nQQwzwWNEPX3Y/vtp7OkrbZkpc0pTSVLyaiyDGwICJKAUEUYC3OgSTJ2PZ/v8KA04vaogs9Fkx6NWp1JrT2OfBGUxfml5pjWhalq60HvrAAOQDCHR9lwnTYHI7zZFmGr7cH+oYGaKuqpn6iVKy7zyCTdVuvW1YMizSQlk6+2ZCXNKVoyhfPoHONKJMwsCAiSqGO/hG09jlQajGEzVkotRhwss+Ojv6R2JKOE5wwPSGHo7gE4vmqUL7eHqjy8mBtbIzq4liSpey9uI3AZN3We4/34uy+P2He8H7kunsiK9mbYJmelzSlNJYvJqLIMLAgovSYoVVd7KM+uL0SDJbwvS0MWhV6hyXYR2PsbZGEhOmQHI62Nvj6+iDqdNA3NMDaGN1FcUt/S3A5jsfngVatRY2lBjfV3JQdy3EuYrJu66pRO3RnvoDdZ8BpQx0uK9ZBHo2gZC9dkObyxUR0cQwsiCj1ZnBVl1y9GjqNCJfHD5N+4q9gl8cPnUZEbpjHIpaEhOlgDkdnZ8zLeFr6W7Dt820YdA8qCcQ5SgJxc38zzjjO4MGFD2Z9cBG227osw9PRAXjcyDHlwAErRmBCrkl18ZK9dEEGlC8moqkxsCCi1JrhVV2qC4yoLTLhyGkbanWmCTkL3TYXLquworrAGN8LJSFhWhDFiSVlIyTJEt5qewuD7kHMtcy9kFuiNcGoMaLd1o63295GXX5dVi+LCtdtXbI74LcNQ8gxQCX4MSrp4JWVP78XLdlLF7B8MVHG408fEaXO+KouulxAVF2o6uLsV6q6SFK6R5o0oihgzaIK5Bu1aO1zwDHqg1+S4Rj1obXPgXyjFrcsKk9Md+hAwnT5YuV7Gi+4Tg2fQputDcU5xWFzS4pzitFqa8Wp4VNpGmFijO22HiB7vYAkQVCp4ZdVUAkSNMKFpW6iwQDJ7Z68ZC9dEJiNK70CcA4C/e3K97JFwDXfm9Y3JYiyAWcsiCh1WNUFANBQbsH6FfPwetNptPY50Dus9LG4rMKKWxaVR11qNhs4vA54fB4YcsL3wzCoDTjrPAuHN7svrsN1Wxc0GkAUIfl8GBWNsKrtMKlcwWMiKtlLF8zQ8sVE2YCBBRGlDqu6BDWUWzC/1IyO/hHYR30xd97OFiaNCVq1Fi6fCybtxAtol88FrVoLkya7L67Ddls3GiHl5mFk2Ad9jhdV+j5cSL+IomQvXTDDyhcTZQsGFkSUOqzqEkIUhdhKymahSnMlaiw1aO5vhlFjnJBb0uvsRUNBAyrNlWkcZWJM7LYuAbPKkOdsRtlgM3LVGshifCV7iYgyEQMLIkodVnWZ9ibrUSEKIm6quQlnHGfQbmtXqkKplapQvc5e5OnysLpmdVYnbo81vtu6zqCG7lwebLsG4i7ZS0SUqQRZluV0DyKTDQ8Pw2KxwGazwWw2p3s4RNlvQlWocVVdmICZtSLpURFun1pLLVbXrM76UrORkCUprpK9RESpFs21MAOLi2BgQZQE4fpYFNXH3GOB0m9Cj4pxsxFje1RM987bRETTSTTXwlwKRUSpx6ou00q0PSpEQUS1pTq9gyYaQ5LkGVNIgSiZGFgQUXqwqsu0EU2PCgYUlGmOdtmCpZ/dXqX0c22RCWsWVUzL0s9EycTbg0REFJdgjwr15D0qPD5P1veooOnnaJcNz+85iSOnbbAatKieZYTVoMWR08r2o13Tv/Q1USIxsCAioriM7VERznTpUUHTiyTJeL3pNAZGPKgtMsGkV0MlCjDp1agtMmFgxIM3mrogSUxFJYoUAwsiIopLoEdFr7MX4+uBBHpU1Fpqp0WPCpo+OvpH0NrnQKnFEHYJX6nFgJN9dnT0j6RphETZh4EFERHFJdCjIk+Xh3ZbOxweB/ySHw6PA+229mnXo4KmB/uoD26vBINWFfZxg1YFt1eCfdSX4pERZS/+liciorhdWnApHlz4IL5W8DXYPDacGj4Fm8eGhoKGkFKzCSNJwLlWoOug8l2SEvv8NO3l6tXQaUS4PP6wj7s8fug0InL1rHNDFCn+tBARUUJcWnAp6vLrkt+jIlwflMI64PK17INCEasuMKK2yIQjp22o1ZlClkPJsoxumwuXVVhRXWBM4yiJsgsDCyIiSpik96iY0Lk9B/A6ge5DgO0UcM1GBhcUEVEUsGZRBboGXcFcC4NWBZfHj26bC/lGLW5ZVM5+FkRR4FIoIiLKDpKkzFQ4+4FZdYAuFxBVyvdZdcr2z3dwWRRFrKHcgvUr5mFBhQVDLg86zo1gyOXBZRVWrF8xj30siKLEGQsiIsoOA+3K8idzOTCuig8EQdned1zZj80X00+SlM/CbQN0FiB/rtIYM8M0lFswv9TMzttECcDAgoiIsoPbpuRUaHLCP64xAL5uZT9KryzLgxFFAXML2WeFKF4MLIiIKDvoLMoFqtepLH8az+tSHtclZvmKLEnwdHZCcjggmkzQVlVByMA77hmHeTBEMxYDCyIiyg75c5W73t2HlJyKscuhZBkY7gLKFin7xWn02DEM7dwFT1sbJLcbok4HbU0NrDc3Qj9/ftzPP22Nz4MJfEaBPJhzJ5Q8mOIFGbksiojiw59qIiLKDqKoLKXJKVAuUN12QPIp38+dAHJmAQu/HfcF6+ixYzi75T8x2nwUosUCbVUVRIsFo81Hle3HjiXoDU1D0eTBENG0w8CCiIiyR+nC80tprgCcg0B/u/K9bBFwzffiXmIjSxKGdu6Cf2gQ2rk1UJlMEFQqqEwmaOfWwD80iKFduyCz8lR4EeXBjDIPhmia4lIoIiLKLqULlaU0Sag45OnshKetDerikpCGaQAgCALUxSXwtLbB09kJ3Zw5cb/etJPiPBgiyiycsSAiouwjikpJ2fLFyvcErdeXHA4lp8JgCP+yBgMktxuSw5GQ15t2Ankww11K3stYgTyYovqE5MEQUeZhYEFERHSeaDJB1OkguVxhH5dcLog6HUQTS5OGlaI8GCLKTPzJJiIiOk9bVQVtTQ18vT2Qx91xl2UZvt4eaGtroK2qStMIs0CS82CIKHMxx4KIiOg8QRRhvbkRZ7u64GlXci1EgwGSywVfbw9UeXmwNjayn8XFJDEPhogyFwMLIiKiMfTz56Pwof8V7GPh6+uDqNNB39AAayP7WEQskAdDRDMGAwsiIqJx9PPno7i+np23iYiiwMCCiIgoDEEUWVKWiCgKvPVCRERERERxY2BBRERERERxY2BBRERERERxY2BBRERERERxY2BBRERERERxY2BBRERERERxy5rAYmBgAHfeeSfMZjOsVivuvfdeOByOiI6VZRnXX389BEHAzp07kztQIiIiIqIZKGsCizvvvBPNzc344IMPsHv3bnzyySe4//77Izp28+bNEAQhySMkIiIiIpq5sqJBXktLC9577z189tlnWLJkCQDgJz/5CW644QY8++yzKCsrm/TYw4cP49///d9x4MABlJaWpmrIREREREQzSlbMWOzbtw9WqzUYVADAypUrIYoi9u/fP+lxTqcTd9xxB7Zs2YKSkpJUDJWIiIiIaEbKihmLnp4eFBUVhWxTq9XIz89HT0/PpMc98sgjuOqqq9DY2Bjxa7ndbrjd7uC/h4eHox8wEREREdEMk9YZi02bNkEQhCm/jh8/HtNzv/XWW9i7dy82b94c1XE//OEPYbFYgl+zZ8+O6fWJiIiIiGaStM5YPPbYY1i3bt2U+8ydOxclJSXo6+sL2e7z+TAwMDDpEqe9e/eira0NVqs1ZPuaNWtw9dVX4+OPPw573N/93d/h0UcfDf57eHiYwQURJZUkyejoH4F91IdcvRrVBUaIIgtOEBFRdklrYFFYWIjCwsKL7rd8+XIMDQ3h4MGDWLx4MQAlcJAkCcuWLQt7zKZNm3DfffeFbFuwYAGee+45rF69etLX0ul00Ol0UbwLIqLYHe2y4fWm02jtc8DtlaDTiKgtMmHNogo0lFvSPTwiIqKIZUWOxaWXXorrrrsO3/3ud7Ft2zZ4vV48/PDD+Pa3vx2sCNXV1YUVK1bg1VdfxdKlS1FSUhJ2NqOyshJz5sxJ9VsgIprgaJcNz+85iYERD0otBhgsKrg8fhw5bUPXoAvrV8xjcEFERFkjK6pCAcD27dtRX1+PFStW4IYbbsA3v/lNvPDCC8HHvV4vTpw4AafTmcZREhFFRpJkvN50GgMjHtQWmWDSq6ESBZj0atQWmTAw4sEbTV2QJDndQyUiIopIVsxYAEB+fj5ee+21SR+vrq6GLE/9B/hijxMRpUpH/wha+xwotRgmNPAUBAGlFgNO9tnR0T+CuYWmNI2SiIgoclkzY0FENJ3YR31weyUYtKqwjxu0Kri9EuyjvhSPjIiIKDYMLIiI0iBXr4ZOI8Ll8Yd93OXxQ6cRkavPmollIiKa4RhYEBGlQXWBEbVFJnTbXBOWacqyjG6bC/OKclFdYEzTCImIiKLDwIKIKA1EUcCaRRXIN2rR2ueAY9QHvyTDMepDa58D+UYtbllUzn4WRESUNRhYEBGlSUO5BetXzMOCCguGXB50nBvBkMuDyyqsLDVLRERZh4t3iYjSqKHcgvmlZnbeJiKirMfAgogozURRYElZIiLKelwKRUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcVOnewCZTpZlAMDw8HCaR0JERERElFqBa+DANfFUGFhchN1uBwDMnj07zSMhIiIiIkoPu90Oi8Uy5T6CHEn4MYNJkoQzZ84gNzcXgiCkezgzyvDwMGbPno2vvvoKZrM53cOhDMHzgsLheUHh8LygcHheREeWZdjtdpSVlUEUp86i4IzFRYiiiIqKinQPY0Yzm838wacJeF5QODwvKByeFxQOz4vIXWymIoDJ20REREREFDcGFkREREREFDcGFpSxdDodnnjiCeh0unQPhTIIzwsKh+cFhcPzgsLheZE8TN4mIiIiIqK4ccaCiIiIiIjixsCCiIiIiIjixsCCiIiIiIjixsCCMsrAwADuvPNOmM1mWK1W3HvvvXA4HBEdK8syrr/+egiCgJ07dyZ3oJRS0Z4XAwMD+Ju/+RvU1dXBYDCgsrIS69evh81mS+GoKdG2bNmC6upq6PV6LFu2DH/84x+n3P/Xv/416uvrodfrsWDBArzzzjspGimlUjTnxYsvvoirr74aeXl5yMvLw8qVKy96HlF2ivb3RcCOHTsgCAJuvvnm5A5wmmJgQRnlzjvvRHNzMz744APs3r0bn3zyCe6///6Ijt28eTO7o09T0Z4XZ86cwZkzZ/Dss8/i6NGj+PnPf4733nsP9957bwpHTYn0y1/+Eo8++iieeOIJNDU1YeHChVi1ahX6+vrC7v/73/8ea9euxb333otDhw7h5ptvxs0334yjR4+meOSUTNGeFx9//DHWrl2Ljz76CPv27cPs2bNx7bXXoqurK8Ujp2SK9rwI6OjowN/+7d/i6quvTtFIpyGZKEMcO3ZMBiB/9tlnwW3vvvuuLAiC3NXVNeWxhw4dksvLy+Xu7m4ZgPzmm28mebSUKvGcF2P96le/krVarez1epMxTEqypUuXyg899FDw336/Xy4rK5N/+MMfht3/tttuk2+88caQbcuWLZMfeOCBpI6TUiva82I8n88n5+bmyq+88kqyhkhpEMt54fP55Kuuukp+6aWX5O985ztyY2NjCkY6/XDGgjLGvn37YLVasWTJkuC2lStXQhRF7N+/f9LjnE4n7rjjDmzZsgUlJSWpGCqlUKznxXg2mw1msxlqtToZw6Qk8ng8OHjwIFauXBncJooiVq5ciX379oU9Zt++fSH7A8CqVasm3Z+yTyznxXhOpxNerxf5+fnJGialWKznxVNPPYWioiLObMeJf2EpY/T09KCoqChkm1qtRn5+Pnp6eiY97pFHHsFVV12FxsbGZA+R0iDW82Ksc+fO4Z//+Z8jXlZHmeXcuXPw+/0oLi4O2V5cXIzjx4+HPaanpyfs/pGeM5T5Yjkvxtu4cSPKysomBKGUvWI5Lz799FO8/PLLOHz4cApGOL1xxoKSbtOmTRAEYcqvSP8IjPfWW29h79692Lx5c2IHTUmXzPNirOHhYdx4442YP38+nnzyyfgHTkTTwtNPP40dO3bgzTffhF6vT/dwKE3sdjvuuusuvPjii5g1a1a6h5P1OGNBSffYY49h3bp1U+4zd+5clJSUTEis8vl8GBgYmHSJ0969e9HW1gar1Rqyfc2aNbj66qvx8ccfxzFySqZknhcBdrsd1113HXJzc/Hmm29Co9HEO2xKg1mzZkGlUqG3tzdke29v76TnQElJSVT7U/aJ5bwIePbZZ/H000/jww8/xGWXXZbMYVKKRXtetLW1oaOjA6tXrw5ukyQJgDI7fuLECdTU1CR30NMIAwtKusLCQhQWFl50v+XLl2NoaAgHDx7E4sWLASiBgyRJWLZsWdhjNm3ahPvuuy9k24IFC/Dcc8+F/JKgzJPM8wJQZipWrVoFnU6Ht956i3cks5hWq8XixYuxZ8+eYAlISZKwZ88ePPzww2GPWb58Ofbs2YMNGzYEt33wwQdYvnx5CkZMqRDLeQEAzzzzDP71X/8Vv/3tb0Nyt2h6iPa8qK+vx5EjR0K2Pf7447Db7fjxj3+M2bNnp2LY00e6s8eJxrruuuvkK664Qt6/f7/86aefyvPmzZPXrl0bfPz06dNyXV2dvH///kmfA6wKNe1Ee17YbDZ52bJl8oIFC+TW1la5u7s7+OXz+dL1NigOO3bskHU6nfzzn/9cPnbsmHz//ffLVqtV7unpkWVZlu+66y5506ZNwf3/+7//W1ar1fKzzz4rt7S0yE888YSs0WjkI0eOpOstUBJEe148/fTTslarlX/zm9+E/F6w2+3peguUBNGeF+OxKlTsOGNBGWX79u14+OGHsWLFCoiiiDVr1uD5558PPu71enHixAk4nc40jpJSLdrzoqmpKVgxqra2NuS5vvzyS1RXV6ds7JQYt99+O86ePYt//Md/RE9PDy6//HK89957wQTNU6dOQRQvpA1eddVVeO211/D444/j7//+7zFv3jzs3LkTDQ0N6XoLlATRnhdbt26Fx+PBt771rZDneeKJJ5iDNY1Ee15Q4giyLMvpHgQREREREWU3hmtERERERBQ3BhZERERERBQ3BhZERERERBQ3BhZERERERBQ3BhZERERERBQ3BhZERERERBQ3BhZERERERBQ3BhZERERERBQ3BhZERJRR7rrrLvzgBz9I9zDC+vrXv47XX3893cMgIspIDCyIiCho3bp1EAQBgiBAq9WitrYWTz31FHw+X3AfWZbxwgsvYNmyZTCZTLBarViyZAk2b94Mp9MJAGhubsaaNWtQXV0NQRCwefPmiF7/888/xzvvvIP169cDALxeLzZu3IgFCxbAaDSirKwMd999N86cOTPl8wRed/zXQw89FNzn0UcfRX5+PmbPno3t27eHHP/rX/8aq1evnvC8jz/+ODZt2gRJkiJ6P0REMwkDCyIiCnHdddehu7sbJ0+exGOPPYYnn3wS//Zv/xZ8/K677sKGDRvQ2NiIjz76CIcPH8b3v/997Nq1C++//z4AwOl0Yu7cuXj66adRUlIS8Wv/5Cc/wa233gqTyRR8nqamJnz/+99HU1MT3njjDZw4cQI33XTTlM/z2Wefobu7O/j1wQcfAABuvfVWAMDbb7+N1157De+//z6eeeYZ3HfffTh37hwAwGaz4R/+4R+wZcuWCc97/fXXw26349133434PRERzRSCLMtyugdBRESZYd26dRgaGsLOnTuD26699lrY7Xbs27cPv/rVr3D77bdj586daGxsDDlWlmUMDw/DYrGEbK+ursaGDRuwYcOGKV/b7/ejoKAA27dvx4033jjpfp999hmWLl2Kzs5OVFZWRvS+NmzYgN27d+PkyZMQBAHPPPMMmpqasGPHDgBAcXExdu/ejSuvvBIPPPAA6uvr8cgjj4R9rnvuuQderxf/9V//FdFrExHNFJyxICKiKRkMBng8HgDA9u3bUVdXNyGoAABBECYEFdH405/+BJvNhiVLlky5n81mgyAIsFqtET2vx+PBL37xC9xzzz0QBAEAsHDhQhw4cACDg4M4ePAgXC4Xamtr8emnn6KpqSm4FCucpUuX4ne/+13E74uIaKZgYEFERGHJsowPP/wQv/3tb/GXf/mXAICTJ0+irq4uKa/X2dkJlUqFoqKiSfcZHR3Fxo0bsXbtWpjN5oied+fOnRgaGsK6deuC21atWoW/+qu/wpVXXol169bhlVdegdFoxF//9V9j27Zt2Lp1K+rq6vCNb3wDzc3NIc9XVlaGr776inkWRETjqNM9ACIiyiy7d++GyWSC1+uFJEm444478OSTTwJQgo1kcblc0Ol0wVmF8bxeL2677TbIsoytW7dG/Lwvv/wyrr/+epSVlYVsf/LJJ4PvCwD+6Z/+CStXroRGo8G//Mu/4MiRI9i9ezfuvvtuHDx4MLifwWCAJElwu90wGAzRvUkiommMgQUREYX4i7/4C2zduhVarRZlZWVQqy/8qbjkkktw/PjxpLzurFmz4HQ64fF4oNVqQx4LBBWdnZ3Yu3dvxLMVnZ2d+PDDD/HGG29Mud/x48fxi1/8AocOHcJPf/pT/Nmf/RkKCwtx22234Z577oHdbkdubi4AYGBgAEajkUEFEdE4XApFREQhjEYjamtrUVlZGRJUAMAdd9yBL774Art27ZpwnCzLsNlsMb/u5ZdfDgA4duxYyPZAUHHy5El8+OGHKCgoiPg5f/azn6GoqGjKZHBZlvHAAw/gRz/6EUwmE/x+P7xeb/C1ASWxPODo0aO44oorIh4DEdFMwcCCiIgidtttt+H222/H2rVr8YMf/AAHDhxAZ2cndu/ejZUrV+Kjjz4CoCRMHz58GIcPH4bH40FXVxcOHz6M1tbWSZ+7sLAQixYtwqeffhrc5vV68a1vfQsHDhzA9u3b4ff70dPTg56enmBCOQCsWLEC//Ef/xHyfJIk4Wc/+xm+853vTAiQxnrppZdQWFgY7FvxjW98A3v37sUf/vAHPPfcc5g/f35Iovjvfvc7XHvttVH9vxERzQQsN0tEREHhys2OJ0kSXnjhBfz0pz9Fc3Mz1Go15s2bh7vvvhvf/e53YTAY0NHRgTlz5kw49pprrsHHH3886XNv3boVr776Kvbt2wcAkz4PAHz00Uf48z//cwBKSdt169aF5Ey8//77WLVqFU6cOIFLLrkk7HP09vZi2bJl+P3vfx+Sg/HUU0/hxz/+MYqKivDKK69g6dKlAICuri7MmTMH7e3tqKiomPR9EBHNRAwsiIgoY7hcLtTV1eGXv/wlli9fnu7hTLBx40YMDg7ihRdeSPdQiIgyDpO3iYgoYxgMBrz66qvBLtiZpqioCI8++mi6h0FElJE4Y0FERERERHFj8jYREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcWNgQUREREREcXt/wP+a81xAhPI8AAAAABJRU5ErkJggg==", | |
| "text/plain": [ | |
| "<Figure size 800x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def plot_embeddings(emb, labels, title):\n", | |
| " pca = PCA(n_components=2)\n", | |
| " emb_2d = pca.fit_transform(emb)\n", | |
| " \n", | |
| " plt.figure(figsize=(8, 6))\n", | |
| " for ct in np.unique(labels):\n", | |
| " mask = labels == ct\n", | |
| " plt.scatter(emb_2d[mask, 0], emb_2d[mask, 1], label=ct, alpha=0.6)\n", | |
| " plt.xlabel(f'PC1 ({pca.explained_variance_ratio_[0]:.1%})')\n", | |
| " plt.ylabel(f'PC2 ({pca.explained_variance_ratio_[1]:.1%})')\n", | |
| " plt.title(title)\n", | |
| " plt.legend()\n", | |
| " plt.tight_layout()\n", | |
| " plt.show()\n", | |
| "\n", | |
| "plot_embeddings(genept_w, cell_labels, \"GenePT-w Cell Embeddings\")\n", | |
| "plot_embeddings(genept_s, cell_labels, \"GenePT-s Cell Embeddings\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 8. Cell Type Clustering" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:30.521185Z", | |
| "iopub.status.busy": "2026-03-20T16:54:30.520893Z", | |
| "iopub.status.idle": "2026-03-20T16:54:30.598773Z", | |
| "shell.execute_reply": "2026-03-20T16:54:30.597721Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Clustering Metrics:\n", | |
| "GenePT-w: ARI=-0.000, AMI=-0.001\n", | |
| "GenePT-s: ARI=-0.004, AMI=-0.005\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def eval_clustering(emb, true_labels, n_clusters):\n", | |
| " kmeans = KMeans(n_clusters=n_clusters, random_state=42, n_init=10)\n", | |
| " pred = kmeans.fit_predict(emb)\n", | |
| " ari = adjusted_rand_score(true_labels, pred)\n", | |
| " ami = adjusted_mutual_info_score(true_labels, pred)\n", | |
| " return ari, ami\n", | |
| "\n", | |
| "ari_w, ami_w = eval_clustering(genept_w, cell_labels, N_CELL_TYPES)\n", | |
| "ari_s, ami_s = eval_clustering(genept_s, cell_labels, N_CELL_TYPES)\n", | |
| "\n", | |
| "print(\"Clustering Metrics:\")\n", | |
| "print(f\"GenePT-w: ARI={ari_w:.3f}, AMI={ami_w:.3f}\")\n", | |
| "print(f\"GenePT-s: ARI={ari_s:.3f}, AMI={ami_s:.3f}\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 9. Cell Type Annotation (k-NN)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:30.601116Z", | |
| "iopub.status.busy": "2026-03-20T16:54:30.600876Z", | |
| "iopub.status.idle": "2026-03-20T16:54:30.821527Z", | |
| "shell.execute_reply": "2026-03-20T16:54:30.820544Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Cell Type Annotation Accuracy:\n", | |
| "GenePT-w: 0.180\n", | |
| "GenePT-s: 0.200\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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", | |
| "text/plain": [ | |
| "<Figure size 700x500 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def eval_annotation(emb, labels):\n", | |
| " X_train, X_test, y_train, y_test = train_test_split(\n", | |
| " emb, labels, test_size=0.2, random_state=42, stratify=labels)\n", | |
| " knn = KNeighborsClassifier(n_neighbors=10, metric='cosine')\n", | |
| " knn.fit(X_train, y_train)\n", | |
| " y_pred = knn.predict(X_test)\n", | |
| " return accuracy_score(y_test, y_pred), y_test, y_pred\n", | |
| "\n", | |
| "acc_w, yt_w, yp_w = eval_annotation(genept_w, cell_labels)\n", | |
| "acc_s, yt_s, yp_s = eval_annotation(genept_s, cell_labels)\n", | |
| "\n", | |
| "print(f\"Cell Type Annotation Accuracy:\")\n", | |
| "print(f\"GenePT-w: {acc_w:.3f}\")\n", | |
| "print(f\"GenePT-s: {acc_s:.3f}\")\n", | |
| "\n", | |
| "# Confusion matrix\n", | |
| "cm = confusion_matrix(yt_w, yp_w, labels=cell_types)\n", | |
| "plt.figure(figsize=(7, 5))\n", | |
| "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', \n", | |
| " xticklabels=cell_types, yticklabels=cell_types)\n", | |
| "plt.title('GenePT-w Confusion Matrix')\n", | |
| "plt.ylabel('True')\n", | |
| "plt.xlabel('Predicted')\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 10. Gene Property Prediction" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:30.823565Z", | |
| "iopub.status.busy": "2026-03-20T16:54:30.823357Z", | |
| "iopub.status.idle": "2026-03-20T16:54:31.036300Z", | |
| "shell.execute_reply": "2026-03-20T16:54:31.035436Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Gene Functionality Prediction Accuracy: 0.267\n", | |
| "(Paper: 96% on real data with 15 gene classes)\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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", | |
| "text/plain": [ | |
| "<Figure size 700x500 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "X_train, X_test, y_train, y_test = train_test_split(\n", | |
| " gene_embeddings, gene_labels, test_size=0.3, random_state=42, stratify=gene_labels)\n", | |
| "\n", | |
| "clf = LogisticRegression(max_iter=1000, random_state=42)\n", | |
| "clf.fit(X_train, y_train)\n", | |
| "y_pred = clf.predict(X_test)\n", | |
| "\n", | |
| "acc = accuracy_score(y_test, y_pred)\n", | |
| "print(f\"Gene Functionality Prediction Accuracy: {acc:.3f}\")\n", | |
| "print(f\"(Paper: 96% on real data with 15 gene classes)\")\n", | |
| "\n", | |
| "# Confusion matrix\n", | |
| "cm = confusion_matrix(y_test, y_pred, labels=gene_classes)\n", | |
| "plt.figure(figsize=(7, 5))\n", | |
| "sns.heatmap(cm, annot=True, fmt='d', cmap='Greens',\n", | |
| " xticklabels=gene_classes, yticklabels=gene_classes)\n", | |
| "plt.title('Gene Functionality Prediction')\n", | |
| "plt.xticks(rotation=45, ha='right')\n", | |
| "plt.tight_layout()\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 11. Gene-Gene Interaction Prediction" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "execution": { | |
| "iopub.execute_input": "2026-03-20T16:54:31.038277Z", | |
| "iopub.status.busy": "2026-03-20T16:54:31.038056Z", | |
| "iopub.status.idle": "2026-03-20T16:54:31.081846Z", | |
| "shell.execute_reply": "2026-03-20T16:54:31.081367Z" | |
| } | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Gene-Gene Interaction Prediction:\n", | |
| "ROC-AUC: 0.403\n", | |
| "\n", | |
| "Paper results: GenePT=0.82, Gene2Vec=0.65, scGPT=0.67, Geneformer=0.66\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Create synthetic interaction data\n", | |
| "n_pairs = 200\n", | |
| "sim = gene_embeddings @ gene_embeddings.T\n", | |
| "\n", | |
| "# Positive pairs (similar genes)\n", | |
| "pos_feat = []\n", | |
| "for _ in range(n_pairs//2):\n", | |
| " i = np.random.randint(N_GENES)\n", | |
| " j = np.argsort(sim[i])[::-1][np.random.randint(1, 10)]\n", | |
| " pos_feat.append(gene_embeddings[i] + gene_embeddings[j])\n", | |
| "\n", | |
| "# Negative pairs (random)\n", | |
| "neg_feat = []\n", | |
| "for _ in range(n_pairs//2):\n", | |
| " i, j = np.random.choice(N_GENES, 2, replace=False)\n", | |
| " neg_feat.append(gene_embeddings[i] + gene_embeddings[j])\n", | |
| "\n", | |
| "X_ggi = np.vstack([pos_feat, neg_feat])\n", | |
| "y_ggi = np.array([1]*(n_pairs//2) + [0]*(n_pairs//2))\n", | |
| "\n", | |
| "# Train and evaluate\n", | |
| "X_tr, X_te, y_tr, y_te = train_test_split(X_ggi, y_ggi, test_size=0.3, random_state=42)\n", | |
| "clf_ggi = LogisticRegression(max_iter=1000, random_state=42)\n", | |
| "clf_ggi.fit(X_tr, y_tr)\n", | |
| "\n", | |
| "y_pred_proba = clf_ggi.predict_proba(X_te)[:, 1]\n", | |
| "auc = roc_auc_score(y_te, y_pred_proba)\n", | |
| "\n", | |
| "print(f\"Gene-Gene Interaction Prediction:\")\n", | |
| "print(f\"ROC-AUC: {auc:.3f}\")\n", | |
| "print(f\"\\nPaper results: GenePT=0.82, Gene2Vec=0.65, scGPT=0.67, Geneformer=0.66\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 12. Summary\n", | |
| "\n", | |
| "This notebook demonstrated:\n", | |
| "\n", | |
| "1. **GenePT-w**: Weighted average of gene embeddings\n", | |
| "2. **GenePT-s**: Sentence-based cell embeddings\n", | |
| "3. **Cell clustering**: k-means with ARI/AMI metrics\n", | |
| "4. **Cell annotation**: k-NN classification\n", | |
| "5. **Gene prediction**: Logistic regression on gene embeddings\n", | |
| "6. **Interaction prediction**: Using summed embeddings\n", | |
| "\n", | |
| "### Key Advantages:\n", | |
| "- ✅ No expensive pretraining\n", | |
| "- ✅ Uses literature knowledge\n", | |
| "- ✅ Simple implementation\n", | |
| "- ✅ Competitive performance\n", | |
| "\n", | |
| "### For Real Applications:\n", | |
| "```python\n", | |
| "import openai\n", | |
| "response = openai.Embedding.create(\n", | |
| " model=\"text-embedding-ada-002\",\n", | |
| " input=\"Gene summary from NCBI...\"\n", | |
| ")\n", | |
| "embedding = response['data'][0]['embedding'] # 1536-dim\n", | |
| "```\n", | |
| "\n", | |
| "### Resources:\n", | |
| "- **Paper**: https://doi.org/10.1101/2023.10.16.562533\n", | |
| "- **Code**: https://github.com/yiqunchen/GenePT\n", | |
| "- **Data**: NCBI, CELLxGENE, GEO\n", | |
| "\n", | |
| "**GenePT shows that simple approaches leveraging existing knowledge can be highly effective!**" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.13.12" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment