From 49764b605ce4a99e34557d4525464485b837bc63 Mon Sep 17 00:00:00 2001
From: Tivadar Danka <28926195+cosmic-cortex@users.noreply.github.com>
Date: Sun, 14 Jul 2024 08:02:49 +0200
Subject: [PATCH] documentation (#2)

---
 .gitignore                                    |   3 +
 .readthedocs.yml                              |  23 +
 README.md                                     |  22 +-
 docs/01-machine-learning/wip.ipynb            |  30 +
 docs/02-computational-graphs/mlp.ipynb        | 540 ++++++++++
 docs/02-computational-graphs/model.ipynb      | 669 ++++++++++++
 docs/02-computational-graphs/scalar.ipynb     | 622 ++++++++++++
 docs/03-tensors/comparison.ipynb              | 252 +++++
 docs/03-tensors/mlp.ipynb                     | 318 ++++++
 docs/03-tensors/tensor.ipynb                  | 951 ++++++++++++++++++
 docs/_config.yml                              |  36 +
 docs/_toc.yml                                 |  22 +
 docs/mlfz.ipynb                               |  75 ++
 docs/references.bib                           |  56 ++
 docs/requirements.txt                         |   6 +
 .../scalar/univariate_linear_regression.ipynb |  16 +-
 mlfz/nn/model.py                              |   4 +
 mlfz/nn/tensor/core/tensor.py                 |   5 +
 setup.py                                      |   2 +-
 19 files changed, 3639 insertions(+), 13 deletions(-)
 create mode 100644 .readthedocs.yml
 create mode 100644 docs/01-machine-learning/wip.ipynb
 create mode 100644 docs/02-computational-graphs/mlp.ipynb
 create mode 100644 docs/02-computational-graphs/model.ipynb
 create mode 100644 docs/02-computational-graphs/scalar.ipynb
 create mode 100644 docs/03-tensors/comparison.ipynb
 create mode 100644 docs/03-tensors/mlp.ipynb
 create mode 100644 docs/03-tensors/tensor.ipynb
 create mode 100644 docs/_config.yml
 create mode 100644 docs/_toc.yml
 create mode 100644 docs/mlfz.ipynb
 create mode 100644 docs/references.bib
 create mode 100644 docs/requirements.txt

diff --git a/.gitignore b/.gitignore
index 82f9275..445a789 100644
--- a/.gitignore
+++ b/.gitignore
@@ -160,3 +160,6 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
+
+# jupyter-book
+_build/
\ No newline at end of file
diff --git a/.readthedocs.yml b/.readthedocs.yml
new file mode 100644
index 0000000..2929c6b
--- /dev/null
+++ b/.readthedocs.yml
@@ -0,0 +1,23 @@
+version: 2
+
+# Set the version of Python and other tools you might need
+build:
+  os: ubuntu-22.04
+  tools:
+    python: "3.10"
+  apt_packages:
+    - graphviz
+  jobs:
+    pre_build:
+      # Generate on-the-fly Sphinx configuration from Jupyter Book's _config.yml
+      - "jupyter-book config sphinx docs/"
+
+python:
+   install:
+   - requirements: docs/requirements.txt
+#   - method: pip
+#     path: .
+
+formats:
+  - pdf
+  - epub
\ No newline at end of file
diff --git a/README.md b/README.md
index 12412f8..004e807 100644
--- a/README.md
+++ b/README.md
@@ -1,15 +1,29 @@
 # mlfz
-Machine Learning From Zero: an educational machine learning library.
+*Machine Learning From Zero: an educational machine learning library.*
 
-## Installation
+Hi there! `mlfz` is my attempt to provide reference implementations of machine learning algorithms for educational purposes. The goal is not performance, but simplicity: you won't just use this library; you'll dig through the source code to understand how machine learning works on the inside. [Check the documentation](https://mlfz.readthedocs.io/), which is written like an interactive textbook on the internals of machine learning and neural networks.
 
-You can install the package with
+If you find value in this project, support me by grabbing a copy of my [Mathematics of Machine Learning](https://tivadardanka.com/books/mathematics-of-machine-learning) book!
+
+## Quickstart
+
+You can install the package directly from pip:
 
 ```
 pip install mlfz
 ```
 
-To play around with the code, you can clone the repository and install locally via
+However, I encourage you to clone the repository and install via
 ```
 pip install -e .
 ```
+from the directory. This way, any local change is reflected immediately, so you can play around with the code in, say, a Jupyter Notebook.
+
+## Contributions
+
+Contributions are welcome! If you think you could make this project better, feel free to submit a PR. To make the process smooth, here are the steps you should take.
+
+1. Open an issue where we'll discuss your suggestions. If we are on the same page, you can start working on the PR. (And if we're not, you have saved yourself a ton of work.)
+2. Fork the repository and create a feature branch where you'll prepare the proposed changes.
+3. Open a PR to the `main` branch and tag me ([@cosmic-cortex](https://github.com/cosmic-cortex/)) as a reviewer.
+4. I'll either leave comments and suggestions, or merge the PR.
diff --git a/docs/01-machine-learning/wip.ipynb b/docs/01-machine-learning/wip.ipynb
new file mode 100644
index 0000000..bfdb01a
--- /dev/null
+++ b/docs/01-machine-learning/wip.ipynb
@@ -0,0 +1,30 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Work in progress"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "I'm focusing on putting together the neural network part first. Stay tuned!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/02-computational-graphs/mlp.ipynb b/docs/02-computational-graphs/mlp.ipynb
new file mode 100644
index 0000000..232d28b
--- /dev/null
+++ b/docs/02-computational-graphs/mlp.ipynb
@@ -0,0 +1,540 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Building a neural network\n",
+    "\n",
+    "We start with a simple binary classification problem to demonstrate how neural networks work. Here's our (generated) dataset of two blue and red classes encoded with `0` and `1`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "xs = [(random.normalvariate(0, 1) - 5 , random.normalvariate(0, 1)) for _ in range(100)] \\\n",
+    "    + [(random.normalvariate(0, 1) + 5 , random.normalvariate(0, 1)) for _ in range(100)]\n",
+    "ys = [1 for _ in range(100)] + [0 for _ in range(100)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 8))\n",
+    "    plt.xlim([-10, 10])\n",
+    "    plt.ylim([-10, 10])\n",
+    "    plt.scatter([x[0] for x in xs], [x[1] for x in xs], c=ys, cmap=plt.cm.Spectral)\n",
+    "    plt.title(\"a toy dataset for binary classification\")\n",
+    "    plt.xlabel(\"x1\")\n",
+    "    plt.ylabel(\"x2\")\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We'll start with the simplest neural network: zero hidden layers and sigmoid activation. This is also known as logistic regression. Here we go:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn import Model\n",
+    "from mlfz.nn.scalar import Scalar, sigmoid, binary_cross_entropy\n",
+    "\n",
+    "\n",
+    "class ZeroLayerNetwork(Model):\n",
+    "    def __init__(self):\n",
+    "        self.a1 = Scalar(1)\n",
+    "        self.a2 = Scalar(1)\n",
+    "        self.b = Scalar(1)\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        x1, x2 = x\n",
+    "        return sigmoid(self.a1 * x1 + self.a2 * x2 + self.b)\n",
+    "    \n",
+    "    def parameters(self):\n",
+    "        return {\"a1\": self.a1, \"a2\": self.a2, \"b\": self.b}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = ZeroLayerNetwork()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can visualize the untrained model on a heatmap, coloring according to predictions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "\n",
+    "def visualize_model(model, xs, ys, res=100, xrange=(-10, 10), yrange=(-10, 10)):\n",
+    "    with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "        plt.figure(figsize=(8, 8))\n",
+    "        \n",
+    "        res = 100\n",
+    "        x = np.linspace(xrange[0], xrange[1], res)\n",
+    "        y = np.linspace(yrange[0], yrange[1], res)\n",
+    "        xx, yy = np.meshgrid(x, y)\n",
+    "        \n",
+    "        zz = np.vectorize(lambda x, y: model((x, y)).value)(xx, yy)\n",
+    "\n",
+    "        # plot the decision boundary\n",
+    "        plt.contourf(xx, yy, zz, levels=100, cmap='coolwarm_r', alpha=0.4)\n",
+    "        plt.xlabel('x')\n",
+    "        plt.ylabel('y')\n",
+    "        plt.title('the decision boundary of our model')\n",
+    "        \n",
+    "        # plot the data\n",
+    "        plt.scatter([x[0] for x in xs], [x[1] for x in xs], c=ys, cmap=plt.cm.Spectral, zorder=10)\n",
+    "        plt.show()\n",
+    "\n",
+    "\n",
+    "visualize_model(model, xs, ys)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The initial model gets nothing right, so let's train it!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step no. 1, loss = 4.928418545931436\n",
+      "step no. 10, loss = 0.09667107819866706\n",
+      "step no. 20, loss = 0.040314825520221476\n",
+      "step no. 30, loss = 0.025630653822378804\n",
+      "step no. 40, loss = 0.018867359351573396\n",
+      "step no. 50, loss = 0.014972822886378506\n",
+      "step no. 60, loss = 0.012438731038922983\n",
+      "step no. 70, loss = 0.01065677910427249\n",
+      "step no. 80, loss = 0.009334457275173675\n",
+      "step no. 90, loss = 0.008313633580770155\n",
+      "step no. 100, loss = 0.007501319653091092\n"
+     ]
+    }
+   ],
+   "source": [
+    "n_steps = 100\n",
+    "lr = 0.1\n",
+    "\n",
+    "for i in range(1, n_steps + 1):\n",
+    "    preds = [model(x) for x in xs]\n",
+    "    l = binary_cross_entropy(preds, ys)\n",
+    "    l.backward()\n",
+    "    model.gradient_update(lr)\n",
+    "\n",
+    "    if i == 1 or i % 10 == 0:\n",
+    "        print(f\"step no. {i}, loss = {l.value}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here's how the model performs after training."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_model(model, xs, ys)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Solving a simple problem like that is no big deal. Can we handle more complex datasets?"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "(computational-graphs:mlp:a-multi-layer-network)=\n",
+    "## A multi-layer network\n",
+    "\n",
+    "Here's a spiral-like dataset with classes intertwined into each other."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "import math\n",
+    "\n",
+    "\n",
+    "def generate_spiral_dataset(n_points, noise=0.5, twist=380):\n",
+    "    random_points = [math.sqrt(random.random()) * twist * 2 * math.pi/360 for _ in range(n_points)]\n",
+    "\n",
+    "    class_1 = [(-math.cos(p) * p + random.random()*noise, math.sin(p) * p + random.random()*noise) for p in random_points]\n",
+    "    class_2 = [(math.cos(p) * p + random.random()*noise, -math.sin(p) * p + random.random()*noise) for p in random_points]\n",
+    "\n",
+    "    xs = class_1 + class_2\n",
+    "    ys = [0 for _ in class_1] + [1 for _ in class_2]\n",
+    "    \n",
+    "    return xs, ys"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xs, ys = generate_spiral_dataset(200, noise=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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7WxORiBm0VrOnHJwMW5uqq5amvvWVgGqkuTcbugi5XFFCSQixevt2Z6u73WjCmGrq+d8J5cX7mcZ1iTa2Ykyeofkxhho5PgjJx4q13s+JGBwdbdDa0qFxJJMx1Qal2KF+XW4XS0SYMDUcE6aG9yk+TSZOC8fOTRnaY+YYxk8J6zLiayzDRvrD1k6ss0anq5sdogZrbgtZVFCPsuIG+Ae6oKKsSWMiz3EMo+ODu7TYJIToZpI1lJ9++immTJmCUaNG4bbbbkNxsfY3S0IIMbXa6latySSgGh2srW41Y0QXxU8Jg7unvfY1iQJw893jIbERdTumc43nHQ9M7FPdzJ6KiPLC6PhgjUk24xjEYg5LVgw1ybVt7STqHe3aXHXjyG6j1SWF9Xjpsa14/uHN+OydgygvVSWT/34OjAHefk649Z7xxg6dEKtm9ITy119/RVJSEtauXYu9e/fC398f3333nbEvQwghBnN1s9ez8xlGqZvYG7a2Yjy1ai7cPFTX5zjVaChjqtI9/31iGuKnhuGFN+Zj2KiALo+NifPBM6/Os0idw/senYJJ0yNUP9dLNi95eDrgyVVzDC7K3hsLr4zD8utHQCTiwBjU60QlNiLceNdYTJ/TddNRRVkTVj+9A4V5dd3OJQiqfwOxmIOXjyOuunEkXnprIVz6uM6UkMsNE/pSvVeDhIQEvPvuuxgxYoTe4wAgMTHRmJcnhJBu9u7KxnefHNV5zG33xWPmvGgzRdSdQq7EyaNFOHuqDAoFj4hBnpgyK1K9e71TU4MU9XVSOLvawcPT8lOytdWtSDlRgo4OJYJC3TBkhL/ZRktbmmQ4frgQjQ1SeHg6YNykUI1rJz9/7yCOHSjQufnp7S+uhLev7h3khFyODM3XjLqGsrKyEhUVFSgsLMTjjz+OxsZGTJw4ES+++CLc3Q3rakEIIcY2aVo4dm3KQFlJY7ekguMY/AJdMKmPayH7ytA1jy5u9v1q9MzT2xEJCzUXPzc1JxdbzJqv+0tAa4sMR/fn69z0xHEMh/fmYdm1uqfSCSHaGXXKu6KiAowx7N69G2vXrsWGDRtQWlqK559/3piXIYSQHrGxFePp1XMxfHT3fsrDRgXg6dVzTbIjmVgWr+Tx0Rv79O6gZwyor9fe3pEQop9R30Hlcjnkcjkef/xx9YjkypUrcffdd0Mmk8HWtu/1yAghpDecXGzxyHMzUVXRjMy0KggQEBPn26XcDrEuJ44U4fy5Sr3HCYLl1tASYi2MmlC6ubkBAJycLq5DCQwMhCAIqK2tRUBAgJZHEkKIefj4Ofe4ViQZmPbsyNJZLqoTzwuYPMP45ZUIuZwYdco7NDQUTk5OSEtLU99WWloKsVgMHx/trcoIIYQQY6ssb9abTALAvKWD4e1LXzII6QujJpQSiQRXX3013n77bVRUVKC6uhqffPIJli1bBrGY1icRQggxH0PaPnIihrLiBpw8UkStFgnpA6PXoXz00UcxevRoLF26FEuWLEFERASeeeYZY1+GEEII0WnyjAid9UcBgFcKSDtTgY/e2Ie3X05Eh0x7Bx5CiHZGr0NpKKpDSQghxJRaWzrw7EOb0Fgv1VmDshNjDDPnReHWe+PNEB0hA4Oh+ZpJWi8SQkh/0iFTIO1MOU4fL0Z1ZbOlwyFm4uhkg2fXzEVQqBsAVVtIXQRBwP7dOWhtkZkhOstqbZGhscGwRJsQQ9DCRkJIv8DzAiAI4ETG+57L8wI2r0/F1r/TIG2Tq28fNioAt94b3y87o7S1dkCp5OHkbAumb762n5PJFDi8Nw8H9+ShqaEdPn5OmD4nCmMnBBv131kXb19nrHp3EXIyq7Hjn/M4cbhI5/EKBY/crBqNNUutQfLRImxal4r8nFoAgKu7PeYsisGCZXEQS0QWjo4MZJRQEkIs6tzpMmz9Ow3nz1VAEICQcHfMWzr4wvo33QlVa4sMB5PykJNZDY5jGDLCH/FTw9RFyn/55gR2b8ns9ri0M+V45altWPXOIrh5WL59IQCcPFqEzetTkZ+t+qD38HLAnMWxmLt4MMTigTeZ1FAvxevP7UR5aRMYU9V6rKlqQWpKOYaO9MdDz8yEjY15EhjGGKJifVBe2qQ3oQQAwUr35mzbkI7fv0/usq60sV6K9b+kICO1Eo88N2tAvtZI/0CvHEKIxezcdB5vv5yIjNRKdTeT4oJ6fPXBYXz36VHoWuJ97nQZHr5zPX797iROHC7E8UOF+ObjI/jff/5CYV4dykoaNSaTgGrksrlRhi1/pWm839y2/p2Gj17fh4ILo0YAUFfThj9+OIWPXt87IHcff/7uAVSWq5YXdP4zdk6vpp0px7qfT5s9puhY/eXrRCKG8ChPM0RjXpXlTfj9+2QA6NY5SBCA1DPl2Lsz2wKREWtBCSUhxCLSz5Tjl29OAkCXdVydH3b7duUg+WixxsdWlDbh/TV7IO9QAqqZcvU5Wps78MaLu7BnexY4HWvmeF7Avt05Fl9DVl7aiLU/nAKg+YM+5WQpDiTlWiCy3isprMf5c5Vaf7aCoCo6LpXKNd5vKn6BLhgy0l/r64LjGCZOC4eLq51Z4zKHvTtzdP4+AMDurRlmioZYI0ooCSFmt2ndObzx4m6dx3Acw64tmj/gdm7JAK8UNPZo5nkBbS0dyDxfpTcOWbsCsnbzJjX/tndHts4PesagdaS1v8pM0/+z75ApUZhXZ4ZouvrPQ5Ph7evUZdq3879Dwt1x413jzB6TOZQWN+j+8iSovqhZqPALsQK0hpIQYlYHEnOx7ucUvcfxvKA14Ug+UqTzw1EQgKaGdkDPnhaJhFOvt7SUkiLdH/SCAJSXNJoxor4TAPW6Sb0Hmpmbuz1efncRDiTmYP/uXDQ1SOHh7YgZc6MwaXqE2dZ1mpudnVhvG0qJjWjAbwQjlkMJJSFWThBUI3n6prvMgecFbFx71uDjxRLNkyhyuVLvYx0cJKivbdN6P8cxTJoRYbbdxtrY2on1Jl+SAZbkRMf56E0mJTYihEa4myegf7G3l2Du4sGYu3iwRa5vCWMmhODYwUKt93Mcw7hJoWaMiFgbSigJsVLnz1Vg64Y0pJ4uB88LCI3wwNwlsQbtnjaV8tJGVFe1GHQsxzGMiQ/ReF9YpIfONXocxxAzxBfB4e44dqCgW3LDcQy2dmIsvmpoj+I3hTHxIVrXigKdH/Safw79VUiYO2LifJCdUa3x34gxYMacQbB3sLFAdJenMfHB8AtwQVVFc7d/E8ZUr7MFy+IsFB2xBrSGkhArtGdHFl5/fpc6mQSAovw6fPXBYXzz8RGLrZPqkOkfWezEGMPcJbEa75u9KFbnNDHPC5g5Pxp3r5yM2QtjIPrXKGRQiBuee20efPycDY7HVMZNDoW3r5PGEeTOkctjBwtxx1W/4JmVm5C4LRMKRf/f9X3fY1Ph9a86n52FxWOG+OKaW0ZbIqzLllgiwpOrZiMgyBWAaje7SKT697Czk+DhZ2ciOMwyI8bEOlDrRUKsTFVFM564b4POKcf7H5uK+ClhZoupU2tLB1be9qfehEgk5rDyqekYOTZI4/2CIOCHz49jz46sLtPFHMfA8wKuvXU0Fl45RH18S5MM51LKIO9QIijUDeGDPPvVWrHqyha8syoR5aVN6g95pVL1pBh3SV1EBkAAhozwwyPPzYLkQiFqQRD61fPpJJXKcTApFweTctHU2A5vXyfMnBuNcZNDqd6hhfC8gLQz5TiTXAqFgkdYpAcmTg2DrZ3E0qGRfsrQfI0SSkKszNofTmH7xnSd08GR0V547vX5Zo5M5euPDuPQnjyt8dnZS/DmZ8vg6mav8zyCIODwvnzs+Oe8evNO7FBfLLxiCEaM7V9dTpRKHqePl+DkkUK0tysQEOSK6XMGwdffRX0Mr+Rx7nQ5zpwqRYdMgWMHC7SO6DIGLL16GGztxEjcloXa6lbY2okxcVo4FlwRB78AF42PI4SQnjI0X6M1lIRYmfycWr3TwZYo19LpmltGIzO9CjWVLV3i5DgGTsTwyLMz9SaTgGpKfPKMCEyeEQGlkgcDLL7BRpOGuja88eJulBU3qkdQz5wsxZa/0nDNLaOwaLlqHScn4jBibCBGjA3Eob15OJCovfakIACb1qeCV178+cnaFdi/OwdH9uXjyVdmIzLa2+TPjRBCOvW/d19CSJ/Y2HB6y+WILDjd6OJqhxffXID5SwfDwVE1zcZxDOMmhuDFtxYidqhvj88pEnH9MpkUBAHvrt6DitImABeLr3f++cePp3H8UPedt/k5teqpb20uTSbVt/EC5HIlPnpjP3glj7qaVpw7XYaMtEqDdsYTQkhv0QglIVZm5LhgnEku03o/J2IYHR9sxoi6c3K2xbW3jcHVN4+CVKqAra0IYsnAKo1jiIzUSp2jwYwBm9enYvzkruVa+rK+kOcF1Ne2YdVT21GQU6teX+roZINFy4di4ZVx/XK9JSFkYOt/X+kJIX0ycbqqdZzWupMCMG9J/6i/x4k4ODrZWGUyCQBnkkt1jjQKAlCYV4emBmmX24eNClBvyumtS5NJQLUh6o8fT+G375L7dF5CCNGEEkpCrIy9vQRPvDwbzq62AC60lWOqP8ViDg88Pg2hER6WDfIyodrNrn80UC7vuus9brgfgsPc+lSMXtt2yx3/nEd56cDqvEMI6f9oypsQKxQc5o63Pr8Sxw4WIPV0GZQKAeFRnpiWEAkXAza8EOMIi/CAUqm7RJKziy3cPLr+mzDG8Ohzs/DGC7tRUdakbpnXuanH3kECaVvvepBzHMOBpFxcczPVgbzcdcgU2LsrG0nbs1BT1QoHBwkmz4jAnMWx8PBytHR4ZIChhJIQK2VrK8a0hEGYljDI0qFctsZPDsUv35yAtE2uccSQMSBBQ+F1APDwcsSrHyzGyaNFOHG4CO1SOQKCXTFzbjQy0yvx/WfHehWTAKCuurVXjyX9l1LJ40xyKXIza8BxDENH+iM6zkfretl2qRxvvLAL+Tm1AFQj2o0dSmz/5zz27c7BM6/ORVAoFTonhqOEkhBCTMTGVoz/PjEd765OAq8UupRJYgyIifNRlw3SRCwRYcLUcEyYGt7ldv8gF9RUtWLz+lT1qGXnn/r6gjMGOLvY9fm5kf6jILcW76/Zi/raNohEDAKAf/48h9AIDzz8zAyNo43rfj6Ngty6bq8VnhcgbZPjw9f34Y1Pl9EGLmIwSigJIcSEhozwx8tvL8T2jedVxco7lPANcMbshTGYOS9a3e2mJxhjuPrmUZg8IwJ7d2WjqqIZDo42iJ8ShhOHC3UWjueVAibNiOjr0yJ6SKVy1FS2wNZODG9fJ5MlZrXVrXj9+V2QtSsAoMtmruKCerz+/C6s/mAJbGwuvs7apXLs252j/TXCC6gsb8b5cxWIG+5vkriJ9aGEkhBiNTobf/W3UZWgUHfctXIS7lo5yahtEgOCXXHDHWO73OYX4IITh4vQIVN0SxgYA8ZODEH4IE+jXJ9019zUjnU/p+DQnlz1ZquAYFdcce1wk7Q73b0lA7L27v/WwMXE8PihAkyZGam+vby0SWsXpk4cx5CXXUsJJTEYJZSEkAHv7KlSbNuQjozUSgBAVKw35i+Ls3i9TU1Mnez6+jvj2TVz8fm7B1FafHE3N8cxTJ8zCDfeNc6k1x/IstKrkLg9EyWFDbCzlyB+ciimzIqEg6ONQY9vaZbhlSe3o/pfXaDKSxrx6dsH0NggxdzFxi3ZdeRAgc7OWIwBRw90TSgNqR4gQFWzlhBDUUJJCBnQNq07h3U/p6jXEAJAdkY1MtP3YsmKoVhx0ygLR2h+IeEeePXDJcjJrEZxQQNsbEQYNjrAoJaWlyNBEPDLNyexa3NGl9dRTmY1Nv+ViqdXz4V/oKve82xal9otmVSdX/Xnb98mY/zkMLi56/93qCxvRmpKGXilqkJDZLSXxi8j0rYOPc8NaGvtekxQqBtcXO3Q1Niu/XG8gGEjA/TGSUgnSigJIQNWfk4t1v2cAgBdPsQ7/3vTulQMGeGPwcP8LBGeRTHGEBXrg6hYH0uH0u/t352DXZszAHR9HUEAmhtleGdVEt78dJnO9p5KJY+9O7N1jhYKgoBDe3J1bsRqa+3A1x8eRvKxYlX9WKiSwpAwd9z/+NRuia1fgAsK87pvrunEiRgCgro+RiTisODKOKz9/pTmx3AMg4f5IjiMdnkTw1Fhc0IGIKWSR/LRInzy1n688cIufP/ZUXX5j8tJ4tZMndN3HMewe2umGSMiA40gCNi6IV1r/XmeF1Bd2YKU5FKd52ltlqFdqrs2KMcxVJY3a72fV/J455UknD5RciG4i6ObJUUNePXpHWioa+vymIQFMTp39fNKATPnRXW7ff7SOMyYq7q9c2q783cpKNQN9/9vms7nQsi/0QglIQNMS7MMb720GwW5derpuYy0SuzZkY2EBdG4+T/j+92mFFPJyarROSLE8wLysmvMGJFpdHQoAUGAjS29ZRtbc2M7KkqbdB4jEjGcP1uB0eO1r8m1tZfoLdkkALB30L4eMyW5FDkZ1Rrv43kBrS0d2Lklo0tR+kkzInDsYAHSzpRrvPacRTGIjPbudjvHMdx+/wRMmx2JfbtyUFneDCcnW0yYFoZR44P71E+eXJ7o3YmQAeazdw6gKL8ewMXpOf5CqZDEbVnw9XfBvKX9o1e3qUkk+j/0BmqfcEEQcOxgAbZtSEdBbh0A1bTn/CviMGl6+GXzpcHUdHwf6ULQlSlC1UhgxNggnE0u1VmyKX5KqNZzHNmf32UNZ7fH8wIOJuV1SSjFYg4PPzsTm9alYveWDLS2qNZLevk4YuGVQzBrfrTOuCOjvTUmnIT0FCWUhAwgxQX1SE0p13nMlr/TMHuR5u4r1mZ0fDCKCxsgaPkA5jiGMf1wp7ch/vjxNLb+nYZL88biwnp8+f4hFOTW4oY7xlJSaQQurnbw9HZErY7uQUqlgKjB+teiLrtmGM6dKtU4UtnZvSYiykvr45sb2nWOuANAa4us220SiQjLrx+BpSuGoqaqFZyIwcvHqU+94AnpKev/xCHEipxLKQPT8yHRWC/tUi7Gms2cGwUbGxE05VWMqaYqExboHqHpjaL8Onz5wSHcd+Na/Ofa37DmmR04cbhQ7yiWoTLTKrH17zQAXROTzv/euSkD6WcrjHKtyx3HMczXMaLPcQyu7vYGfTGJiPLCI8/NgoOTalpbJGLqpG7U+CA88LjudYnevvqTQA9P7T22xRIR/AJd4OPnTMkkMTsaoSRkAFHKedWuT33HKXhzhGNxbh4OeOyFBLy7OgnSNrlqZAiq/RUSGxEefmYmvH2djXrNk0dUm6HALi41UJUpqsKMuVG47b74Po8cJm7L1Dn1yXEMidsyMWQEFZ02htkLY5CbVYOjBwq6/Nw5jsHWToxHnp1p8NKJYaMC8MG3K3DqWDFKixpgYyvG6PjgbjutNZk2ZxD2J+ZqvZ8xYOb87htsCOkPKKEkZAAJj/LUOyVmYyOCf6CLmSKyvOg4H7z71XIc2pOH86kVEARVj+wpsyLh5Gxr1Gs1Nkjx2TsHuv0bdP59785sxA7xxcTp4ZoebrCC3Dq9m40611WSvuNEHO55ZArGTQpF4rZMlBQ1wM5OjPipYZg1PwYeng49Op9EIupVV5xBMd6YMjMCB/fkdY+RYwgMdsWsecYfcSfEGCihJGQAiRvuDx8/J9RUtWpMODiOYdrsQbCzl1ggOstxcLTBnMWxmLM41qTX2b87B0ql9tFfxoAdm8/3OaE0ZDe3je3A3GzUX3Ecw9iJIRg7McRiMTDGcOd/J8Lbzxk7/klHW6uqDJFIxGHS9HBcf8fYy+53mwwclFASMoBwHMODT07Ha8/tRLu0a/9exoCQcHesuPny6wxjLnnZtbrLwghAQU5tn/t1j5sYgpLCBq1rMjmOYfwk7buFycDFiThcce1wLLxyCArzaqFUCAgKcYOTi3FH2wkxNkooCRlgQsI9sPr9Jdi56TwO7c2DtE0OTx9HzJoXjZnzo2FLtQpNRiRiemsNGmMzxIx5Udi2MR1SqVzjglmJDYcZNPXZL/FKHjlZNWhr6YCPnzMCgvWvndTExkZEXY7IgEKfPIQMQJ7ejrj+jrG4/o6xZrsmr+TR1iaHrZ0YkgFa27Gvho4MwInDRVrv5ziGYaMC+rwpx9XNHg89PQNvvrgbvIbs1c5OorVUErGcA4m5WPfLaTTUSdW3RUZ74dZ74xEa4WHByAgxPSobRAjRqbWlA3/8eAoP3PInHrj5D9x9zW/48PW9KMi9/Fo9TpwWBmdXW62jkDwvYMEVQ4xyLU0bMzo1N8nwxXsHjXIdop1CrkRjgxQdMoXeY3dvzcTXHx3ukkwCqn7zq5/ejuKCelOFSUi/QAklIUSrliYZXnlyG7ZtSEdbq6oDhyAIOH28BKue2I7UlDILR2hetnYSPPHSbDg6dW2fx3GqqfDb7otH7FDfPl+nuakdR/bl6eyYkplehZJCSlJMoaFeih+/PI77blqLlbetwz3X/46P3tinNSlsa+3A798na7yP5wUo5Dz++PGUKUMmxOJoypsQotW6X06jsrxZY5kcxgR89s5BfPDtVQO2vWFvhIR74K3Pr8ChvflIOVECuVyJiEGemDEvCr7+xinXVJBbB6VS/5R2dkY1gkLdjXJNolJX04pVT25DY/3FrjU8L+DUsWKcOVmCJ1bNQfS/uuacOFwIeYdS6zl5XsDZU2VoqGuDm0fPShARMlBQQkkI0ahdKsfBpFyto2SCALQ0y5B8rLhXNfcGMnsHG8xeGIPZC2NMcn5DN/ZQNxTj++Wbk12SyU48L0AQBHz+zkG8/eWVXX72lRXNejdrAUB9nZQSSmK1aMqbEKJRdWUL5HLdHXdEIobSogbzBHQZiYj2go2N/lHfwcP8zBDN5aOhXorko0U6v0TV1rQi7Uy5+rbWlg4c2pOnN5kEVH3DCbFWlFASQjQypLi2IKhaHBLjsreXYNb8aI09ygHVyOTo+GD4+Bm3reTlrqKsSW9iyDiG0uIG9d///OkUmhra9TxI1dHJ01t7H25CBjqa8iaEaOTj5wT/QBeUlzVpbR7O8wLGxFuus4g1W3HzKFSUNSHlZKm6v3TntGpIuDvuenCSpUO0OobUcBV4QX2ctK1D57KQThwDru5Dw4EzyaXYtTkDuVnV4DgOw8cEYv7SwVSKiPQrlFASQjRijGHZtcPx+buay9NwHMOIsYG9LtxMdJNIRHjomZk4d7oM+3fnoLqyGa5u9pgyKxJj4oMvq41Q5hIa7g53D3vU/6v0z6UYA0aOCwIAVJQ1610WAgCTZ0Z228hjqD9+OoUt69PUXyoA4Oj+fBzZl4d7HpmCidP61uaTEGOhhJIQotXEaeForJdi7Q+nIADqKVheKSBuuB/ueWSKReOzdhzHMGJMIEaMCbR0KJcFTsRh2bXD8f1nxzTezxgwLWEQ3C9srBGJ9a8aY4whMNitV/GcOVmKLevTAKDLKGjnf3/5/iFED6apdNI/UEJJCNFp/rI4xE8Nw4HEXFSWN8PBQYL4KWGIjPHqc0cYQsypuakdB5JyUVzQABsbEUaPD8awUf7gRBcTwxlzo9DU2I6/fzsDxi602oTqS1T8lDDcfM949bFBwa56RzQFQcCIsb37QrBz8/kuI5Oa7NmRhRU3aZ5Or61uReL2TJw6WgyFgkdElCdmL4xFdBy1dCTGRwklIUQvdw8HLL16mKXDIKTXDu/LwzcfHYFSyau+CDFg785sBIW64bEXE9SjjowxLLtmOKbOisTBPXmoqWqBk7MtJkwLR0hY15qfnIjD4hXD8NOXxzVek+MYho0OQEBQ75aF5GRU60wmeV5Adka1xvvOn6vAu68kQaHg1eeorW7FsYOFuOLa4bjy+hG9iokQbSihJIQQYtUyUivx5fuH1Du4hUu2cpcVN+LtlxPxynuLu9SW9PByNOhLVMKCaNRWtWDrhnT1aGLnn5HRXri3D8tCmAF1RkWi7se0tsjw/qt7IJcru+xa70wsN6w9i9BID4weH9zr2Aj5N0ooCSFWQaHgcfp4MQ7vy0dzUzt8/JwxY04UogZ709T8ZW7z+lQwxrokkp14XkBJYQPOnS7r1VpVxhiuvW0MJs+KVG2eqmiGg5MtJkwNw5AR/n0qPj98dABOHNZeF5MxYOiogG63H0zKQ7tMobU6A8cx7NiYTgklMSpKKAkhA4YgCCjIrUNLswxePo7wD1RNJbY0y/DWS7tRkFsHxjEIvIDczBoc2pOHKTMjcOd/J3ZZJ2dNpFI5Th0tRmODFG4e9hgTHwxbO4mlw+o35HIlzp3W3XOeEzGcOlbcp81PQSFuuOGOsb1+vCbzlsbh+KFCjfcxBtjZSTAtYVC3+zLTK8GgNZ8EzwvIOl8NQRDoyxYxGkooCSEDwsmjRVj7wylUlTerb4uM9sLN/xmP9b+moCi/HoCqTiBwcXrv4J48+Aa4WN0aUEEQsGPTeaz/OQUdHUr1NKutnRjX3TYGs+ZHWzrEfkEh195jW00AOnT04raUyGgv3PnfSfjm48Ng7OLmHMYAWzsx/vfiLDg523Z7HAPTmkwSYiqUUBJC+r0j+/Lx+Xvd62Hm5dRi9VPboVDorgW4fWM6FlwRB4kV1W7cvTUTv32brP57Z7Iha1fgh8+PQSIRYWpCpKXC6zfs7CVw93RAfW2b1mMEQUBwmJv5guqBqQmRiI7zwZ4dWcjJqIZIzGH46EBMmx0JZ5furRxrqlpQVtKgfXgSqinv6DgfGp0kRkUJJSGkR1qaZCgpboBYzCEswsPkBbblciV+1LKLVuAFKA1ootza0oGi/HpERnsZOzyL6OhQ4q9fz+g85s+fTmHSjHCIrHSq31CMMcxZFIs/fzqlta2iSMRh6qz+m3z7+jvjutvG6D2uoV6KV57ajsZ67WWMANWXjwXL4owVHiEAKKEkhBiopUmGX749iWMH8qFUqj6ZnVxssejKIZi/LK5Pmw90STlRgrbWDq33G5BPAgB4Xn9Hk4Ei/Uy5zp8JADQ2tCMrvQqDh/mZKar+a+6SWJxNLkFmelWX1wvHqTbq3PHfiRpH+waaLX+loqmhXe/vxJXXj1B3+yHEWCihJITo1dbagdVPb0dleXOXHactTTKs/eEUaqpacMs98Sa5dm1Nq7qHdW9JJFyvu5V0am3pwKG9uchMqwJjQEycLybPjICDo02fztsbLc0yox5n7SQSER57aTZ2bsrA7q0ZqKtRTX8PHemPRVcNRewQXwtH2Hc8L2D/7hy9fcUnTgvHFdcON1NU5HJCCSUhVqpdKsfhffk4uj8fra0dCAxyxYx5URg8zK/Ha6d2bs5ARVmzxrIrAJC4LQsz5kYhJNzDGKF34exsZ1AyqS3p5DiGKQmD+pT4ZaRV4r3VSZC1K9S3nThchPW/pOCR52YixswJiZevk0HHeRt43OVAIhFh0fIhWHhlHNrbFRCLObOvqS0tbsCRfflobpLB09sRk2dEGK1tYodMgXapQucxjNNcOokQY6CEkhArVF3Zgtee24na6lZ01g8pLWrAsUOFmDQjHHevnNyjKeo9O7J0fhBxIob9u3Nw093jtR7TW6PjgyCxEUGuZRcuY4CPnzNaW2Roa5V32QkLACHh7rj21tG9vn5tdSveWZUIeYeyW8La3i7HO6uS8PonS+HhZb5+ytGDfeDt64SaqhaNSTRjQGCwG0IjjJ/gD3SMMdjbm7eskkLB47tPjuDgnjxwHFN/+fnr1xQsu2Y4rrhueJ83yNjYiHT+ngCq14WL68Cf2if90+W9WpsQKyQIAt5fs+firlZ1dxDVn4f35uO91UkGj1QIgoAGHb2KAVWf4+qq1t6GrJO9gw2uvE73FN2Nd47Dqx8uxaLlQ+Du6QAbWxH8A11xw51j8eyaeX1KIJK2Z0Eh5zUmboKg2jS0Z0d2r8/fGxzHcPv9E9S9pi/FOAaRiMOt98bTLt5+4rdvT+LQ3jwAqqlppVIAzwsQBFXXmt1bM/t8DU7EYfKMCJ1fFHmlgMkzI/p8LUI0oRFKQqxMZloVSgobdB5z9lQZ/v71DJbfOFLv+RhjsHeQQNom13oMJ2JwduleD89YFl45BIwx/P37GXTIlOoRHmcXW9x23wSMGKsqSL3iplFYcdMoo147+aj2TiWAKkFIPlaEqwz4WRrTkBH+eHLVHPz+QzLys2vVtw+K9sJ1t4/BoBhvs8ZDNGtqkF4Y4dd+zD9/nMPMedEQi/s2xrP4qiE4fqgA7VJFt9csY8C4SaEIi/Ts0zUI0YYSSkKsTPrZcnAiBl6pewRy0/pUzFkSa9Du1skzIpC0PUtrYsUrBUycFt6reA3BGMPCK4dg1vxopJwsQXOTDN4+Thg6KqDPH8L66KtxCQDyDsvsII8d6ouX3lqIirImNNZL4ebhAF9/Z4vEQjQ7k1ymroqgTVNjO/JzahAV69Ona3n7OuPZNfPw+XuHUFxQr75dJGKYMTcaN9yhv/QQIb1FCSUhVoYXBJ1FjdXH8QJOHC4yqKPKgivicHhfPtql8m5JJccxxAzxQdxw05ensbOXYMJU0yWumkQM8kRtdavWZJoTMUREW3bUxy/ABX4BLhaNgWgmk+neKKM+rt2w4/QJCnXHK+8tQn5OLYoL6iGxEWHYqACrKItE+jdaQ0mIlYmK9dFbOgQAOE41MmIILx8nPPPqXPgGqEa/GINqsw+AMROC8fAzM612vV7CwhjdU95KAbMXxpgxImJKgiCgqUGKpsZ2o+yIDgx2Nei4zr70xsAYQ0SUF6bPicKk6RGUTBKzoBFKQqzMsFEB8PR2VO3w1oHnAQ8vB4PPGxzmjtc+WorM9CoU5tZBLOEwfHQAvH2te4o1Zogvll0zDBv/OKfulw1A/d9XXDe8z1OVxPJ4XsCe7VnYtjEd1ZUtAAC/QBcsvCIO02YP6vUXptihvvDxd0Z1ZYu6z/ylOI5h6Ch/o5UPIsRSaISSECvDcQyPPjcTIpHuD0AbGxHGTQrt0bkZY4gd4ot5SwcjYUGM1SeTnZbfMBIPPT0Dg2K9wZjq5xA12BsPPTMDV143wtLhkT4SBAHffHwYP355XJ1MAkBFWRO+/eQofv76RK9HKxljuPeRyZCIuW47sDmOwcnFFrf8xzRNAQgxJxqhJMQKBYW64/GXZuOtl3Zr3RBw3e1jzF6PbyAbHR+M0fHB6sTCWqf4L0cpJ0pwMCmv+x0XfnV2b8nE2AkhvW5jGRntjRffWoCNf5zDySOqqgESGxGmzIzA0quHmbWGKSGmQgklIQYqK2nEzs0ZOHm4EPIOJYLD3DF7UQzGTw4zWR/rvhg8zA8vvrUQP35xDDmZNerb3T0dcPVNo6geXS9RIml9ErdndVnO8G8cx5C0PatPfdGDQt3xwOPTIJMpIG3tgKOzrdk79RBiSpRQEmKAc6fL8P6aPeAvFCQGgNysGmRnVCPlZCn+81DPOs+YS2iEB55/YwHKShpRXdECRycbRER5ghPRahdCOpUUNuitNXppGZ6+sLUVw9aWPnqJ9aFXNSF6SNs68NEb+6BUdO2W0vkBdGRfPmLifDBznv7yO5YSEOSKgCBXSKVy7N2Vg9zManAcw5CR/hg7IQTiXoyUpJ8tx+6tmcjPqYVEIsLYiSFIWBBDmwvIgGNnp/+j0I6WhxCiEyWUhOhxeG++7hpxDNjxz/l+nVACQNqZcnz4+l60SxWq0VQG7E/MhbunAx5/KQGBwW4GnUcQBKz94RS2bUjvMk24bUM6dm3JwP9eSEDsEF8TPpOuFHIlcrJq0CFTIDDYjRJa0mPjp4Thnz/PadyFDajKZI2f0rMNbIRcbiihJESPnKwaneurIADlpU2QyRT9diqroqwJ761OUnd9ufS5NNZL8frzu/Dmp8tg72Cj91zHDxVi24b0bufheQHyDiXeX70H7317lck3/AiCgG0b07F5XSpaWzrUtw8fE4Db7p1AiSUx2Kx5Udi1+bzGloUcx+DoZINpCYMsFB0hAwMtpCJED5GIqYt469If11B22rk5A0qloLGfMM8LaGpox6G9+Qada/vGdGjblyIIgFQqx+E9GnbMGtkfP5zC2u9PdUkmASD1dDlefmIr6uvaTB4DsQ5uHg54ctUcOLuq+tGLRExddsvdwwFPrZ4LJ2fT9aonxBr0z+EUQvqRYaMCcCAxV+v9jGOIivXu1zs2Tx4u1Ns9J/lokd6OL7ySR152rc5jGAMy0yuRYMLuMZXlTdh6YZT033heQHOjDFvWp+Kmu8ebLAZiXcIiPfHul8uRfKwYmelVYFBVShg1Pggi2sRGiF6UUBKix5j4YHh4OqChXqoxKRN4AQuviLNAZIbr6FDqPcZYvYQvVP42zrm0OJiUp3MZAs8L2L87F9ffMZaSAWIwsUSE+ClhiJ8SZulQCBlw6J2WED3EEhEef2m2ejqsc/q7c4r7mltGY9T4YAtFZ5iQMHcwHVPyHMcQGuGh9zyciEPUhW4x2gi8gMFDTbspp65Gd1tJAKp6f21yk8ZBCCFEhUYoCTFAQLAr3vj0ChzZl4/ko0WQyRQIi/DAzPnRBu+O1kYhV6Iwvx5KBY/AEFc4Ohl/rdbsRbHITK/Sej/PC5g537Bd6vOviMNHr+/TeB/jGBwcJJg0PbxXcRrK2dVO77pWsZijUi/kslVX04oj+/PRUCeFm4c9Jk4LH7AdeYry65C4LQvZGdWQSDiMHBuEGfOi4O7hYOnQyCUooSTEQPb2EsyaH41ZBiZe+vC8gG0b0rF1QxpammQAVEnQxOnhuP72MUZNLMdODMGkGeE4vDdflYhdmCnunDZeceNIhIS5G3auCSFYdu1wbFx7tsu0M2MMtrZiPPr8LNjamTaRmzQ9XL3TXBOOY5gwLQxiMU3CkMuLIAj48+fT2PpXGsAYOMbACwL+/Ok0Fi4fgqtvGjWguj3t+Oc8fv32ZJf3msL8emzbmI5Hn59l1hJlRDdKKAkxgFyuRFF+HZRKAUEhbnBw1F9eR5+fvjyOpO1ZXW5TKHgc2pOHvOwaPP/GAqOV3uE4hrtXTkb0YB/s3JSBspJGAEBElCcWXjkEYyaE9Oh8y68fgeGjApC47UJhcxsRxk4IwfS5UXBztzdKzLqEhHtg4rQwHD1Q0G3nOscxSGxEWHLVMJPHQYgpCYKAnMxqZKVXgzEgbrgfwiI9dT5my19p2LI+rfMEUOLiL8iW9WlwcLDB4quGmjJsozl/rgK/fnsSQNcSZQIvoEOmwLuvJOHdr5bTDvx+ghJKQnTglTw2rUvFjk3n1eVpJBIOU2ZF4tpbRxtUt1GTgtzabsmk+pq8gLLiRuzekoElK4yXFHEcw8x50YifEoa9O7ORdqYcSqWAvOxahIR7wNvXqUfnGxTrjUGx3kaLr6fuenASHBxtsXdnFpTKix82foEuuPeRKfALdLFYbIT0VVVFMz56Yx+K8uvV67V5XkBUrDceeGKaxulemUyBTevO6TzvpnWpmLM4tt/WzL3U9o3pWjffCQLQIVPgQGIuFvTzTZGXi/7/iiLEQgRBwNcfHcGhvV1rKsrlPPbtykF+Ti2eWTMPAi/g8L58HDtYAGlbBwKD3TBzXjSi43y0nnv/7hxwIgZeqXmXsiAAe3ZkGzWhBFSJ7Jsv7UZbS4d6ZC8zrRJb/07DHQ9MxNSESKNez5TEEhFuuWc8rrhuOM6eKoW8Q4nAELcLm4YGzpQesX48L+DUsWIkbc9EWUkTHBxtMHFaGGbMjYKzi12341uaZVjzzA40NrSrH98pN6sGrz23E6+8t7hbUnj+bAXapbqrNbRL5Th/rgIjxwYZ4ZmZVvrZCp3lzgRB1QKWEsr+gRJKQrTISq/qlkx24nkBhXl12Lw+FYeS8lBb06pem1hc2IDD+/Ixe1EMbrprnMbkpqqiRWsy2amuxriFuaVtHXjzpd2Qtso19iT/5uPD8A90seioY2+4uNphysyBkwiTy4tSyeOTtw4g+WiRerStvrYN639Jwc5NGXj61bkICHLt8pi9O7PRUC/V2oigsqwZR/bnY8acqC73tbcbVtWgXTowqh/ofoe8cIwhBxGzoBXrhGixb3eOzu43ggBs/SvtYkeWC29snYni7i2Z2LMjW+NjnV1s9XbWcXA07saWQ3vz0drcofUbP+MYtv+jfaMLIaTntv6dhuSjRQD+tQ5QUI1Evv/qnm6/k4f35ulMlBiDuhsVzwtITSnDxrVnka2jksOl/ANd9R/UD0TFeut8n2QMiNExE0TMi0YoCdGiqqJZb3eZzt7Y2mz9Ow0z50V1G6WcMC0ch/dpb3XIcQyTZ0YYHqwBzp0q7bLD+994pYCzyWVGvSYhlzOlksfOTRla7+d5AZXlzUg7U45howLUt7c0y3SeVxCA5mYZSgrr8cHr+1BV3gxOxPQO6XEcQ3CYu0E1Z/uD+UvjkH62QvOdDBCLRZg+h3qs9xc0QkmIFi4udjqLgRuiurJF49T1sFEBiB6s+ds3xzHY2Uswf6lx1wUplYLeDxwlrztBJoQYrrqiBU2N7TqPEYkYMtMru9zm4+ess3kAxzF4ejlgzbM7UVPZAkD1hVDXF+DO6gd3/nei4U/AwkaMDcQV1w4HgC7vlRzHIBZx+O+T0+DiZvqqEsQwlFASosXE6eEQ9IxQGrL3Q9ObPMcxPPr8LIwaF6Q+T2fy6uvvjGfXzIWnt3GLEEdGe+lMkBnHEDFId0kSQkgPGPD+IABg/zpw5rxonVPePC/Azt4G0ja5ziSy8/2J4xjGTAjGS28tHDCjk52uvH4EnnplDkbHB8PN3R5ePo5IWBiDVz9YMiA2Fl1OaMqbEC1GjQ9GWKQHivLru71pcxyDja1I745KV3d7eHpp7uZg72CDlU/PQGV5E86eKoNSwSNskCdi4nxMskt5+pxB2LTuHLR19RZ4AXOXDDb6dQm5XPn4OsHV3R6N9VKtx/BKAbH/alUaPzUMB/fk4vy5im6JJWPAmAkhyMmo0ptMDhnhh1vvnQBnF9telzjrDwYP88PgYX6WDoPoQSOUhGghFnN4/KXZGDrSH8CFUcQLeV5AsCuef2M+3D3ttS4aZwyYuzgWnEj3r5mvvwvmLIrF/GVxiB3ia7KSNx5ejrj7oclgrPv0EQAkLIzB2Ik9K3BOCNGOE3GYv0z7lzSOYwgIdkXc8K7JkljM4ZHnZmHBsjjY2V8c93F0ssGya4bj/semQqpnp7YgANI2BXz8nAd0MmlM7VI5ykoaUVfTaulQrBKNUBKig5OzLf73QgLKShqRllIOJc8jMtoLg2JUtQ4ffmYm3nhhF9qlCvVoQWdpkFHjg/tdfbSJ08LhF+CC7f+k48zJUigVPMKjPDF38WCMmRBM9RsJMbL5SwajOL8eh/fldy3SzQBXNzs8/MxMjb93NjYiXHvbGFxx/QiUFjWAMYagUDdIJCIAqqUxRfn1WqfGORGj4v4XNDW2Y/0vKTi0JxdyuWqdeFikB668bgRGjqNpc2NhgmCZKk4JCQkAgMTEREtcnpAe4XkBNVWq2pFePo4QX3hTB4C62jYkbcvEkf35aJcqEBDsioQF0Rg/KVTv6CSg2tFZV9sGJ2dbeHhqnh4nhAxcgiDg3Oky7NmRjbLiRjg4SjBxWjimzIrsdRvXvTuz8d2nR3Ue8+yaeTobLFwOmhrbseqJbaitbu2yRIAx1SjunQ9OxLQE2imui6H5Go1QEqKDIAjYuzMbW9anobpKtZtSIhHBxdUW7l6OiBnig5lzo7HiplFYcdOoHp27qqIZf/x4CslHi9VvdINivbHixpG0XogQK8IYw/DRgRg+OtBo55wyMwKH9+UhK70amsaFps8ZhKjBA6tJgSlsWHu2WzIJXCyI/sPnxzAmPhiOTtQPvK9MuoZyzZo1iImJMeUlCDGptT+cwvefHVMnkwAglytRW9OGnIxqbPs7HU/ctwFHD2ivKalJZXkTXnpsa5dkEgByM2vwxgu7cPp4sdGeAyHE+oglIjz2QgIWXBEHO/uLTRBc3e1x3W1jcNt9E0y2hEUmU+DIvnxs+SsNBxJz0dbaYZLr9FVHhxIHEnN0bl5SKHgc2V9gvqCsmMlGKM+fP4+NGzea6vSEmFxBbi22bdDdOabzjeqL9w4hIMgVIeGGleT49ZuTGkt+CIIAMODrj47gg28DukytE0LIpWxsxbj21tG48rrhqChrAifi4B/oApEBS216a9+ubPz67Um0SxXqNaE/fM7hiutGYNHyIf1qHXZjvRQdMm11LVREHIeKsiYzRWTdTPKq43keL774Im677TZTnJ4Qs9i7S3frxS4YdHbEuFRDXRvOJJdq/9Z8oSVbyslSAyMlhFzObGzFCAn3QFCIm0mTySP78vHtJ0fV5dI638Pkch5//nQa2zeeN9m1e8PeQX/7WkEQYG9v3Da3lyuTvPJ+//132NnZYcmSJaY4PSFmUV7SqLf1YideKeDMKcMSwKrKFp1FiwHVTvHK8maDzkcIIabGK3n88dMpncf8/fsZyNp1lzMyJydnW8QO9dU5MMDzAsZNDjVjVNbL6FPeNTU1+OSTT/DTTz8Z+9SEmJWDo416J6AheKVhBzoY8K2ZFwQ4OJr3W7NSyaOjQwk7O3G/mrbqpFTyOHOyFKeOF6NDpkBQqDumJUTCzYN2xhPr19GhRMqJEtRWt8LZxRajxgfD0cl89SVzs2s0tpG9lKxdgbOnyjBuUv9J0K68bgRef36nxvsYYxg9PgghYe5mjso6GT2hfO2113DNNdcgIiICJSUlxj49IWYzfnIoTh0zbHMMxzGDd1QGhrjBL9BFtW5HWw05xjA6PtjQUPukMK8Om9adU28QcnaxxawFMVhwRVy/mQqqq23DWy/tRllxIziOQRAEHD9UhL9/O4Pb75+AabOp7AexXkf25ePHL4+jrbVDvW5RIuGw7JrhWLxiqFm+ALY2G7bxpqVZZuJIeiZ2qC/++8R0fPXhIbRLFRCJGARBNTI5dkIw7n54sqVDtBpGTSiPHDmC1NRUrFmzxpinJcQixk0MwT9Brqgoa9I79c3zAuYujjXovIwxrLhxJD5+c7/WY+YsioGrm32P4u2Nc6fL8N7qPRAEQf0cm5tk+OfPczh1rBjPrplr8S4bvJLHOy8noqJUtXD+4r+FAEEAvvn4CDy9HTFkhL/lgiTERJKPFuHz9w6q/37pusV1v6SAcQyLrxpq8ji8fJ0MOs7bwOPMaezEEAwbHYAThwpRVtIIWzsxxk0MRUCwq6VDsypGXUP5zz//oKKiAtOmTUN8fDyWL18OAIiPj8eWLVuMeSlCTE4sEeHJVbMRFqnaua1pEKBzbc4V1w1H3HDDEprWlg60NMswbHQARCLV40UiDowxMKZqgXjtbWOM8yR06OhQ4rN3DoDn+e67zXkBpUUN+Ou3MyaPQ59zp8tRUtSgNannOIbN61PNHBUhpicIAtb+cArQMQC5ce1ZSNtMX7YnKMQN4YM8dbaadfd0QFw/raFrayvGlFmRuOaW0Vh2zXBKJk3AqCOUTz31FB566CH13ysqKnDttddi48aNcHWlfzwy8Lh5OOCFNxcgN7MGZ0+XobaqBdWVLeoEJ3qwD+YtHWzw6NieHVn45esTUCh4cByHzhwpKNQVE6aGY8LUMHh4OZrwGV108kghWlu0fxDxvIB9u3Jw9U2jYGNruR4Ip0+WQCRiUGpZo8rzAtLPVqBDprBonIQYW1F+vd7NeR0dSpw+UYJJ0yNMHs8t94zHmmd2AEC3rjMAcPv9EwzqDtYXPC8g+WgRErdloqSwAbZ2YsRPCUPCghh4epvnvZNoZtR3X1dX1y6Jo0KhKi3g59c/v7EQYgjGGAbFemNQrGFrJDPSKrFj43mkppSBFwRERnth3pLBkMuV+P6zY+rjlEpe/d9F+fWIHuxjtmQSAIoLGiAScV3i+DdZuwJ1NW0W7Qks71AatDFKoeBhQ80uiBUxZD0iY+ZbtxgR5YVnX5uP3787iYy0KvXtoREeuPbW0QbP0vQWr+TxxfuHcPRAgXotaXOTDNs2pCNxWyaeeHkOIqO9TBoD0c6kX+eDgoKQmZlpyksQ0q8kbc/CD58fU7/ZAUD2+WpkplXp3LUtCEDitiwsXjEMbu6mXzsJADY2Io0t2/5NYmPZ4uohYe44pCdOd08Hg2rOETKQGDLiJgiAl4/51i2GD/LE06/OQ3VlC+pr2+Diame2L5y7tmTi6IECAF1HSHlegEymxPuv7sG7Xy8HxzFkpVehpVkGLx8nhEV69MvKFdaG5ocIMZLy0kb8+IVqBPLfb3YA0Naquz4bLwg4dawYs+ZHmy7IS4waH4QNa89qvZ8x1Y50Dy/LluWZPDMCf/50GnK55o4XjAFzF8fSBwaxOn4BLoiK9UZuVo3WNcTOLrZG7RFuKG9fJ7NuwFEqefz1W4rW+wVeQFNjO375+gROHStGY0O7+r7AEFfcdu8ERMf5mCHSy5dpFzsQchlJ2p7Vp6SGYwzSNvMVBQ6L9MSQEX5aF9kLArDsmuEWT9ScnG3xn4cngzF0i5UxIHaYn8E77AkZaG66exzEYg5Mw2ufMeC2+yZALLb+j/LD+/LVHXq0YQzYsyO7SzIJAGXFjXj9+V3Iyag2ZYiXPet/FRJiJrmZ2kcRDMHzAnwDnI0YkX4PPD5dvTaUEzFwnOp/jAHX3zEG4/tJB4nxk0Px3GvzMXJskDrB9fZxwnW3jcFjz8+inufEaoVFeuK51+cj+l91bgOD3fDIc7MwdmKIhSIzr327c/Qeo21ljCCoZoB+++6kkaMil6Ipb3JZaGpsR211KxwcbeDrb5qkTSzp/fczxlQjcSPHBhkxIv0cnWzwzKtzkZFaieOHCiGVyuEX4IJpCZFm3SBkiEGx3njomRnglTwUSgE2Fl7bSYi5hEZ44JlX56G6shm11W1wcrFFYLCrxWcPzKkwp7ZPjxd4ATmZNagsb4Kvv+U2GVozSiiJVassb8baH5Jx6lix+ttrSLg7Vtw4CiPGGnfd0YgxQchKr9L6LZlxqnqTvFLoMpLZOY1718pJFpm6Yoxh8DA/DO6n9eP+jRNxoFySXI68fZ3h7WveWYxO1ZUt2LHpPA7vzYO0TQ4vHyfMmh+NWQuiYWuGcl0iMQd0aF5H3RP1dVJKKE2EpryJ1aosb8bLT2zF6eMlXZK84oJ6vLs6CUf25xv1etNmR8LOXtJtrVMnBoaHnp6B8ZNDu6wFjB7sjademWP20UlCCDFEYV4dnn9kMxK3ZqK1pQM8L6CqQvVlfc0zOyCVmn7t94gxgWBGyFjczNCB7HJFI5TEaq39IRnSVnn3LjAX/vrDZ8cwJj7YaMWwnV3s8NiLCXhnVSKkbXL1dRhjEIkY7vvfVAwfHYjhowNxyz3xaKhvg6OTrdnKBBHSE/IWKfJ+TUTRP4ehaG2H56hBiP7PYrjFXh5r9ogKzwv46I19kLUrNL6XFuXX48+fTuOW/4w3aRzzlg7GsYMFmu9kgJ2dGEolD3mH5rq6jKmWDliypq61o4SSWKWmxvYu09yaSKVynDxaZNQOE4NivPHOl8txcE8u0lLKoVQKiIr1xvS5UV0SR0cnGzg6WbZHNiHaNGQUYcfsx9BWXguAAYKAykPnkPbBeox/+z4MeWSFpUMkZpJ2phzVlS1a7+d5AQd25+Cam0fBzt50tWAjorxw98rJ+Pqjw+rrAqpE0d5BgsdenI3czGr88k33jTeqHfEM198+1mTxEUooiZWqrW7V211FJGKoqtD+RtlbDo42mLt4MOYuHmz0cxNiasoOOXbOfxLSynpAAC78HwSFauTn+P8+g0tMMIIXxlsuSGI2+Tm1XRo1aNLRoUR5aRPCB3maNJbJMyMQM8QHe3dmIyezGiIRhxFjAjF5ZgQcnWwRGe0FkYjDul9S0NZ6sa2sp7cjbr9/AmKH+po0vssdJZTEKjk46h/943kBjgYcR8jlpPCvA2gtqtJ6PxNxSH3rd0ooLxNiMQdDiqGZa0Ohl48TVtw0Suv9CQtjMG3OIKSllKs75UTH+Witt0uMhzblEKvk6++MkHB36KuqMXYSrQcj5FKlO0+CibVvoxeUPCr2nYWyw3xF+InlDB8dAEFPfV03D3sEBruaKSL9JBIRRo4LwpRZkYgd6kvJpJlQQkms1oobR+mc9k5YGAN3D8u2FSSkvxEUSu0Voi89Tql58wOxLkGh7hg60l9nUrboyiHgRJROXO7oFUCs1oixgbhr5USIRN3fCG3txJgwpX90gSGkP/EaF6t7RIoxuEQHIv+PvUhZ9SPOf7oR7dUNZouPmN99/5uK0AgPABfr5nIX3lfnLIrBHGp9SgAwQTDgq6gJJCQkAAASExMtcXlyGRAEAe+sSkJqSlm3ARfGMUgkHF5+ZxECgvrPVA0hliZraMEfQddCIZVpHankbCTg5XIwsQiCggcTcRj22DUYvfoOMI7GKawRr+RxJrkURw8UoKVFBl8/Z0yfE6VONIn1MjRfo005xGplZ1Tj3OkyjfcJvACFnMeWv1Jx98rJZo6MEP14hRIF6/cj66staM4rh52PGwbdPAeDbp0HiZPpapfaujlh5p8vIPHKFyDwgmoKHADjOAi8apqbv7B+UpCr7hMUSpx9/TdwEjFGvXybyWIjlsOJOIwaH4xR44MtHQrpp+irJLFaR/fnq6dlNOF5AUf3F+gsh0GIJSjaO7BzwVPYd/1qlO89g5aCCtScyMTRlR9h4+h7LtSHNJ2gBfFYmvwFBt06FzbuThA52MJzbDRsvXWP5p9783fIGoxfiosQ0v9RQkmsVktLB/TVu1AoeMg7FOYJiBADJT/9NSr2pKj+cmFUEIIACEBLQTn2Xb/a5DG4DwnDlK8ew421G3FLy1ZM/OQhyKobdT5GKZOjeNMRk8dGCOl/KKEkVsvH10nvMY5ONkZrvUiIMcib25D51Wb19PK/CQoeFfvPou5cnlnj6qhv1n8Qxww7jhCovtDX1bSipVlm6VCIEdAnKbFaUxMGYdO6VK33cxzDzHnRYPqKVRJiRrUpOVC26fmAZQyV+8/CY5jx2obq4xzhr/8gXoBzZIDpgyEDmlQqx6Z157Bne7a6o01UrDeWXTscw0bR62egooSSWC1ff2csuXooNv3ZPankOAYvXycsuCKux+cVBAGZaVU4faIECrkSoREeiJ8aBlsa6SRWzDkiAH4zRqDywDnNNSgZg72vOwLnjTN/cMSs2lo7cDApF0cPFKCtrQOBwW6YNT8accP99H5Bl0rlWPPMDhQXNnQpT5WTVYO3X07EnQ9OxLSEQSaJu7WlA8UF9WAMCIv0gK2d6XqPX47oE5BYtatuGAl3Dwds+vMc6uukAACRiEP81DBcf/sYODnb9uh8DfVSvP/qHuTn1KrrWyqVAn795iTuf3wqho8ONPpzIJcXz5GDIHKw1T1KKQjwnTbcfEFdMOHDB7F50oNQSmVdk0qm+t/kLx8Fp6PLDhn4KsubsObZnWiol6rXqFeWNePkkSJMTYjEHQ9M1FkEfctfqd2SSQDqv3//2TGMGhcEZxc7o8XcLpXj9++TcSApFwq56nVraytGwoJoXHXjSIgl9Jo1BlpDSawaYwwJC2Lw7lfLserdRXj+9fn48LsVuOfhyXBx7dkbFq/k8dZLu1GYVwdAlUgqlao3wfZ2Od5/da/6PkJ6S+LsgNj/LAa0fCgzsQh+04abdbq7k/vQcCw+8jH8Z/2rl7IAgBdw7q21aC2pNntcxDx4XsC7q/egqaG9y4bHzkoZBxJzsXtrhvbHK3kkbcvSWTifV/I4mGS89cFyuRJvvrgb+3blqJNJAJDJFNi2MR0fvbmfKn0YCSWU5LLAiTiERnhgUKw3nFx6NirZKSW5FCWFDRrffARBNRW+dUNaX0MlBKPX3AX/maqkjXW2tGMMYIBTmB+m//acxWJziQpEe3XjxbguUXUkHVunPUylg6xU2plyVJQ26UzAtm84r/X+1tYOtLZ06LwG4xjKSnRXE+iJQ3vzkJtVo/V9O+VECc6eKjXa9S5nlFASYqCTR4p0TuXwvICTh4tgoeZTxIqI7Wwwd9vrmPH78/CbMRJOYX7wGheDiR8/hGWnvoCDv6fFYiv4cx/qUnI0rqMUFEq0FFUi6+utOs+hkMpQceAsyhJPUdvGAeT8uQqNrWwvVVvTitrqVo332djon1pmAOzsjLcab+/ObOha1slxDPt25hjtepczWkNJiIFkUgV4PcmiQsGD5wW9b7qE6MOJRQi/ZgbCr5lh6VC6yPlxV5euOd3wArK/24Zhj13T/S6lEmdW/4K099ZB3qRKOphYhIjrZiL+/Qdg6+FiytBJHxn+XVnzgbZ2Egwd5Y/0MxVaRzGVSgFjJ4b0LkANaipbdMbN8wKqKqnUlTHQCCUhBvIPdgGnZwejt48TRBqmAgkxhbayGhRvPYay3cmQt0rNck1pZZ32ZPKCdg0F0AVBwME73kLKqh/VySSgGtXM+y0JW6c9DHlzm9HjJcYTE+ejXjeujb2jBK066kouXTFM6ywOxzFEx/kgOs6nT3FeSt/mHsbQ4/X0RDP65CPEQNNnR+mczmYMSFgYY8aIyOVKWlWPpBUvYW3Iddi9+BnsmPsEfve/GsnPfgP+Qu9tQDUiaGzO4f4a10+qMQan0O4JQdWRdOT+tEvjMJeg5NGQUYTzn240ZqjESARBQFF+HQQAbh72Opf+SFvlePGxbXjxf1tQXFDf7f6YIb544PFp6ulvkYipW+RGDfbGw8/MMGpt4CmzInVOeQsCMGVmpNGudzmjKW9CDOTt64Trbh+D375NBmNdPxcZA6IG+1BCSUxO1tCCLVNWoiW/Arhk2lDRIsXZ139Dw/lCOAR5I/fHnZA3tcHO2xXRdy/GkEeugp2n7l7choi+cwGKNh7SfoAgIObuxd1uzv52G5iI01zDEgB4AZlfbMbwJ6/vc4yawxJQdTgNeb8loaOhBc4R/oi6fT6cww0o2H4ZSz9bjl++PomSogb1bYxj3d4D/60ovx6rn96Bl99ZCL+ArksZxk0KxdCR/jiyvwClRQ2wsRVjzIRgREZ7Gb3RxIy5UUjclon62rZu0+wcxxAY7IrxU0KNes3LFRMstIMgISEBAJCYmGiJyxPSayePFmHzulTk59QCAJxcbDF7QQwWLR9CbRyJyaW88hNSXv5R97SziAGXTE0yEQfHYB8sOvwRHPw8+nR9geexe9lzKNl2vEtC23kdz9FRWLDvfYjtbC4+RhCwPupmNOeV6zw3JxHjVtmOPsWnibxFiqQVL6Fs50kwsUidCQk8j1Ev3ooRz99MHbM0SDtTjrdfToQgCBqTR1d3OzTWt2t9PMcxTJgWjnsenmzCKPWrrW7FZ+8cQHZGdZdEeOioANz7yGSj1ry0Robma/TpR0gPjZ0QgrETQtDc1A65nIermx2tmyRmo6vPt9q/1rkJSh6tJdU4+sAHmLX+5T5dn3EcZq17CcnPfouMz/9RF2DnbMSIvHkO4t+9v0syCQBp763Tm0wCgK2Hc59i0+bAHW+iPPEUANWazUudfukHOAR6IfrOhSa59kAlCAJ+/OKY1mQSDOiQKcFxTOsGG54XcOxAAW6/L96kX7azzldh1+YMZKZVguMYho0OwJzFgxES5g4A8PR2xHOvz0dhXp06qRw8zA8BQX0fsScXUUJJSC/Rt1piCdLy3hXPFxRKFG48hNbSajgGevcpBpGtDca/fS9GvXgLak5mQuAFeI4apHGXtkIqQ8qqn/Sek4k4DLptfp/i0qQxuwSF6/bruDBw5tWfEXX7fDCOvhh2ysuuQUWZjt3PAiBtk+tcTwkASiWP1tYOkyWUW/9Ow9ofTnVJbA8m5eFAYi7ueXgKJk4PBwBUlDahqqIZnl4OiB3mB3t7artobJRQEkLIAGLr6YL2qobePZgXUH8uv88JZSeJs4O6ALs2ZbuSu+zq1nouJ3vErbzSKHFdqnjTETCOae/OIgAtBZVoOF8E9yFhRr/+QMPzApoapCi9ZM2kLvpWzYnFHBwdbXQe01uZaZVY+4Nq5PnSUdLO//7yg0Nw87DHhrVnkZFaqb7fxkaEOUticdUNI2l2yYgooSSEDAgKqQyF6/ejIaMYEid7hC6fAtfoYEuHZXZRt81H6jt/aN/coofI1rwjMx0Gds0Ztep2kxRsV0o7AI4DeN073pVSHb3TLwMKBY8d/5zHrs3nUV9neAkqXfmkag1lmMlGJ3duztA55Q4A765O6tJyEQA6OpTYsj4NjfXtuHvlJJPEdjmihJIQ0u8VbjiIA7e/CXljKziJCAIvIPmZrxF+7QxM+fYJiO17105zIIp7+Cpk/7ADsprGHieVEldHeE+I03hfS3EVsr7agpoTGeBsJAiaPx6RN82GxNmhT/E6Dwo06Lj6tAJsm/U/gGMImDUK0XcugL1v3zYQAYDHiIhu6yb/jbMRGxynNVIqeXz0xj6cOVnSg+Llqg2JE6eFY9fm7v27OY7Bzl6MpVcPN2KkXWWlV+lMJnleQIdM+7/9waRczF0ci9CIvr/OCNWhJIT0cxX7z2LPipfU06a8XKlOpAr+3I8Dt71hyfDMzsHPA4sOfgivsV1LVDERB+fIAGgtuseAoY+s0Jh85/68C+sib8LZ135F6Y6TKN58FEf++wH+jLwJtSl9a0vnMzEOLtFBgLa1dpyqR3n211tRsTcFFUmncfqF7/BnxE0o3XWyT9cGgMAF4+EQ6KX1+kzMIeKGBNi6OfX5WgPV4b35SDnRs2QSAK69dTRuuGMslt8wAnb2XcenIqI88dzr8+Hrb5qNVoD2l7qhOBHDwaRc4wRDaISSWDdBEJCZVoXD+/LQ2twBTx9HTEuIRFCou6VDIwY6/fIPqk8ODSMRAs+j4M99qH+h4LJa/+YSGYDFRz5GbUoOak9mgrORIGD2aNi4O2PPtatQsvkomFgEQaFU/xl91yIMf/bGbueqOpqO/be+0XXu8sJ/d9Q3Y8fcJ3B13i+QONn3KlbGGCZ/9T/smPM4BCXfZVT10haOgnDxdoEXoJR1IHHZ81ie+QOcgnvfOYUTiTDjt+ewY+4T4BXKLqOVTMTBOSIA4968p9fntwaJ2zL11pW8lIOjDa69bTSmJQwCACy7ZjjmL4vD+XMVkLUrEBjsapb32KGjAnBkX77OUUpdBF7o0fQ+0Y0SSmK1ZO1yfPjGPqSeLgcnUq2z4RjDjn/OY+7iWNxw51iqPdfPtdc2omJPis5jmIhDwR974f7ybWaJqT/xHDkIniMHdblt9sbVqDqUipyfdqG9ugGOQT6Iun0ePEdFaTxH2rvrVAXHNUwLC0oestpG5P68G7H3Lul1nH5Th2Ph/g9w8umvuvx7OgR6obWsBtA0dc8L4OUKZH6xGWNW39HrawOA75RhWHLiM5x9/VcU/LEPvFwBG3dnxN6zGEMfvxa27qYbRRsIyoob9SaTAcGumL0wBq7u9hg+OlDd6aaTra0YI8cGmTDK7uYujsXhvXka7zMkQWYcg5tH774oke4ooSRW69tPjiLtTAUAgL9Ql4+/8A6zc3MG3L0csPCKIRaLj+gnb9Lf21kQBFQdSYeirR1iByrlxBiD75Rh8J0yzKDjS7Yd07PGkKFk27E+JZQA4D0+FgsS30FraTWklfVw8PfElikrNSeTFwhKHiVbjvY5oQQA9yFhmP7TM5j63ZNQtndA7GhHXygvsLEVQSZTaL2fMcDbxwkJC/pXJ7CwSE/c9eAkfP3RYTB2cXMO4xjEIoahowJw5mSp9jqZSgFTZkaYM2SrRgllL7VV1CF/7R5IK+rhEOCJiOtmws7bzdJhkQtqqlpw7GCBzm+oW/9Kw9zFgyEWD/ylxHK5EgeTcrFnRxaqKlrg6GiDSTMikLAwBm7uA/cbuL2fB0T2trp34PICynYn44/Q6zFn62vwHhdrvgCtAC/XnkgAAAQBfIe8T9cQBEGdvDkGeqvLFunbLGNQfD3EiUXgejl9b63ip4QhaXuW1sRLEICxk0LMHJVhpsyKRGSMF5K2ZyEjtRIijsOw0QGYMTcKjGN4IWMzWls6uj03xoAJU8MQFmn8ygKXK0ooe0gQBJx+8Xucff03CDwPTiQCr1Ti+P8+w6iXbsXwp2+gb739wNlTZXqnO5qbZCjMq0VktHFq8lmKTKbA2y8nIiu9Sj3NI22TY9P6VOzZkYVn1swbsB0hxPa2iLp1nqo7jJ4dzR0NLdg57wksP/+9UXYHXy48x0Sj5niG1p8vE3Hw6kWS3nC+EKlv/4H8P/ZC0SaDc6Q/Bt9/BWLuXaLupOMzeSgK1u3XmlgyscjgkVbSe3OXxGL/7hzIFXy3ep0cx+Dh5YD4KWGWCc4A/oGuuPHOcRrve+71+fj6o8PIPl+tvk0i4ZCwMBZX36y7hirpmYE/NGNm5974HWdW/6x6A7ywxge8AEGhxKnnvsX5j/7ucnxNchayvt6CnJ92QVrZuw4XpOcUcqVBOwDlHb2r5def/PVLCrIzVG+WXfZV8AJaWzrw0ev79BYf7s9GvnQLHIK8wfQUIBaUPORNbcj6epuZIhuYBEGAQipTb4aJW7lcd7LOGGL+s7hH16jYdwb/jLkXOT/tgqK1HRAENOeW4fj/PsOOuY9DcWHEefB/r9Q5SikolYi9f2mPrk16ztffBY+/NBsOjqoapSIRg0ikegP1DXDGU6/Mha0JWyeakl+AC557bT5e/XAJ7n1kCh58cjo++O5qXH/7GKuYnepPBuYrxELkrVKcWfOLzmNSVv2ImHuXoDmvHPtvWoPaU9nq+5hYhEG3zsWEj1Z263VLjCsk3EPvCCXHMQQED8yRu06ydjn27MzW2gWE5wWUlTQiI7USg4f5mTk647D3cceSox8j+ZlvkP3ddp3HCryAgr/2Y4SG3cyWwiuVqDudA3lzG1yiguAYZJkRcVldE8699QeyvtoMWV0zRHY2iLghAcOeuBbR/1mErC+3qDbnXEgumVgEQclj6reP9yhmpawDSStegrJD3nVnvqD6v+rD6Tjz6i8Ys/oO+E4agjFr7kLyM1+DiTkIikuurVAi/oMH4TE80og/BaJNdJwP3v9mBU4cLkReVg04EcOwUQEYOjJAb3vFgSAoxA1BIW6WDsOqUULZA2W7T0HRorvEgKyuGQXr9uHYyk/Q0di1Q4SgUCL7u+1or25Ewt+raGrchGKG+MAv0AVV5c0a1wVxHMP4KaFwcR3YmzjKSpoga9e9xozjGHIyqwdsQgkA9r4emPLN4yjdeQJtpbU6j1W29Z+OJ1nfbsPpl75HW0mN6gYGBC0YjwkfPgjniACzxSGtrMOWySvRUlipThiV7R3I+XEn8v/Yi/lJ7yBg1mikf/gXak5mgpOIEbQoHkMfvQbe43s23V2w/gBktU1a7xd4Hhmf/YORL9wMkY0Ew5+6Hl7jY5H+wXpU7D0DMCBg9hgMefgqmu42MxsbESbPiMDkGbRRhfQcJZQ9IG/U348WAHJ/SURHY4vmaSReQPE/h1F1JB2+k2iHsakwxvDAY1Ox5tmdkLUruiSVHMfg7eukdc3NQGLIyIEAWE2/Wq+xsSiuPKpzzZ3naM3lcczt3Nt/4OQTX3S9UQBKd5zEpvgHsOTEZ3AOM0+Sf+yRT9FSVNntPUlQKKGUyrDvhtW4KvNHhF8zQ+d52msaUZZ4CnyHAp6jozTW/qw9lQ1OIta5maajvhltJdXqpDpg1igEzKL1bIQMZNbxKWMmLtGG1diq3H9W55okJhYh98edxgqLaBES7oFX3luEGXOjYGun+u7k4mqHJSuG4sW3Fgz40UkACAxxg7OL7raDAi9gyAh/M0VkWrH3L9W95k6hROz9y8wYkWbSqnokP/O1xvsEJY+Oxlacful7s8TSXt1wYeOL5vckQcmjOacMFXtTtJ5DKevAkQfex9rAa7Dv+tU4cOvr2DDsTmyZuhLNeWVdjhXZiA1as8uZuac4IcS0KKHsAe/4wXCNDQbjNP/YmIiD5+go1SJ0HQSlEtLqBhNESP7N29cZt94bjy9+uw7frLsRH/1wNZbfMBKOTtbR+1ks5rDgCs29mQHVCGZMnI/V9KoNmD0Gg1cuV/3lktHZzt/J4U9dD9/JQy0RWhd5vySqN71oIiiUyP9tD+R6ltAYQ8P5Ir3leRjHoS5Fcws6QRCw74ZXkfHF5m6jjtXHMrB58kq0lV9chhC0MF739RiD25AwOAR4Gf4kCCH9HiWUPcAYw5RvnwBnI+6245SJOIhsJZj05aOw9XTRfR6RSF2HjZgHY8ziO/rapXIUFdSjoqzJqLuuFyyLUxfn7ZwC71ye6xfoggeemGa0a1kaYwzx792PaT893WWzhueYKMz4/XmMWXOXBaO7qKWwEpxIpPMYXq5Ae1W9yWMRGbABUBAErcdVHUpF4d8HNbe+VCghq2lE2nvr1Lf5TB4Kr/GxYGItz18QqLwaIVaI1lD2kM+EOCw69CFOPf8tSrYdVy1QYwxBiyZgzOo74D40HDF3L8K5t9ZqnfYWFEpE3THfvIGTHmtt6YDAC3B0tunTh19riwzrfk7BgaRcyDtUIze+/s5Yds1wTDZClwZOxOGulZMwdfYg7N2ZjcqyJjg522Li9HCMmxQKiUR3YjPQMMYQeeNsRN44G4r2DgDod1UTbL1cdY5QAgAYYGOGln+eo6Ng5+OG9qoGnccFLYrXeHvOj7vUu641EZQ8sr/dpu6HzRjD7I2vYMfcJ1B/Ll+9c7zzz1GrbkfkDQl9ek6EkP6HEspe8BwVhTmbX0N7dQOkVQ2w93WHndfF8jNDHr0aub8loa20pvubMAOi71zYrf8u6T+OHsjHlr/SUJSvGj3y9nHC3KWxmL0gBlwPN7dI2zqw+ukdqCht6rIxqLK8GV9+cAh1ta1YsqLvO1kZY4gd4ovYIb59PtdA0t8SyU4R18/C6Re/03o/E3EInD/OLD2kObEIw5+6Accf/VRzLByH8OtnwilE82tHWlWvd8pcVtcMgefVSw/sfT2wNPkLFG86goL1+yFvaoNrTDCi714I1+jgvj0hQki/RAllH9h5u2lst2jn5YrFhz7E4fs/QPGmI+pq0xIXBwx55GqMeK7/1MgjXf312xlsXHu2S1H06qoW/PL1SWSfr8Z9/5vao5psW/9O75ZMXmrdzynwC3DB2IkhNAVoRVwiAxB99yJkfbUV/y6IyjgOTMRh1Iu3mi2euIeWo620Bqnv/KGaiuYFgGMQFEoEzBuLyV88qvWxDv6eOkcoAcDO27Xb2nJOLELolVMQeuUUoz0PMrDxSh5gzCrqWpLuKKE0EYcAL8ze8ApaS6pRdzYPIlsJfCYNgdjeOjaDWKPCvDpsXHsWQLccAABw/FAhxkwIxoSp4QadTxAEJO3Q3h+308dv7kdgsCvuf3waFd61IhM/fghie1uc/2SjKhnjGMALcAj0xNTvn4TX2BizxcIYw7i37kH0XQuR9e02tBZVwtbDBRE3zobPxDidX2aibpuHzC82aT+3iEP0XYtMETaxAoIg4PDefOzYdB6FeXVgDBg8zA8LrxyCYaPMV4uVmB4TLNSTLSFBtYYmMTHREpcfcOQtUhT+fRCtxVWw93FD6FXTzDJddjn57tMj2J+YC16p+VeC4xgiY7zw3GuGrX9tl8pxz/W/G3QsxzHYO0jwynuL4entaHDMpP9rr25A0aYjkDe3wW1wKAJmj9ZaKaI/EgQB+29+DXm/JXUfbRWL4ODvgaUnP9c4W0N0U7S1I+enXcj5YSekFXVwCvNF9F2LEH71dHCSgT/eIwgCvv/sGPbuzAZjF18+HMfA8wKuv2MM5i/VXqWC9A+G5msD/xVrAF6uQGNmMQSeh0t0cL9dd6VNxhebcOKxz6Fobb/QDk2JIw9+hJHP3Yzhz9BuSWMpLmjQmkwCqjaGpUUNBp9PYiOCSMSg1HHOS88tbZNjx6bzuOGOsQZfg/R/dt5uiL5jgaXD6DXGGKZ+/yQcg7yR/tHfUF7ow93Z0Wbyl49SMtkL0qp6bJv5KBozigCosq3WoipU7D2DzC83Y+7W1yB2GNi1cpOPFWPvTlX74Uu/i3TO2vz2bTKGjwoc8C1wiYpVJ5S8UonUN9ci7f11aK9uBABIXB0x+P5lqrZftv0/scz9eReO3Pe++u+d65h4mRynnv8WnI0Ywx6/1kLRWRdbezHAcKHnsGY2Nob/yohEHMZNCsXxQ4V6p70B1ZvswaRcSihJv8OJRRj7+t0Y8eyNqDhwDrxMDo+RkXAOt46C+ZZw4NbX0ZRVou5xDkBdGaDqYCqOP/Y5Jn36sMXiM4bdWzLUo5GacBxD0o4s3HTXwO9aRqw4oRQEAQdufQN5vyV2SRDkja04+8ZvqEnOwpzNa8Bpq5XWD/BKJU4+rbnbRqeUV35C7P1LIXG0N1NU1mvshBCkn6nQen9n/++eWHTVUJw8WgRBEDSuy/y3tlZ5j87fU81N7di/Oxenjxejo0OJiGgvzJofjZAwd5Nel1gHibMDghdqLi9EDNeYVYzSHSe13i/wPLK/244xa+6CrZuTGSMzrsK8Op1fpnleQF52jRkjIqY0cBby9FDZrmTk/ZqoebSJF1C28yTyf08ye1w9UX0sA22lun/ZFC1SlG47bqaIrNukGRFw87DXuAORMUAkZnD3dMD2f9Jx8kgRFHLdpVQAICTMHY+9kAAnPe0RO7l7mu6LQX5OLZ64byP+/OkUsjOqUZhXh307s/H8w5uxdUOaya5LCOmqcv9ZvcfwMjlqT2aaIRrTERswYGNj038HdUjPWG1Cmfnl5m7dbC7FOA4ZX2w2Y0Q911HXZNBxsrpmE0dyebC3l+DpV+aqN8WIRAycSJVciiUi8Dyw9vtT+P37U/jojX1Yefs6HDtYoPe8g4f54f1vVuCaW0bpPI4xYOa86D4/D03apXK8/fJuSKVyjWuZ1n5/CmdPlZrk2oSQy9OYCcG6SwQxYHQ81SW1FlY75d2YVay1Uw2gmlJoyunfH6BOBq5Pco6gdUzG4hfogjc+XYaUEyVIO1MOpVJAS7MMJ48UqY8RLiRhrS0d+PTtA7CxEWHUeN1vimIxh0XLh6KqokW9SP1SHMfgG+CMOYtMU0rmyP58tDR3aL2f4xi2bUjH8NGBJrk+IeQi32nD9R7D2UrgacbSUqYwd/FgHEjMBS8I3WYLOY7BwdEGk2dEan4wGXCsdoTSztMF0LP7ub+vTXEfEgbPsTHaS4wwBsdgb/jP0j3yRXpGJOIwZkIIbrknHtfeOhpnTpZoPZYx4I8fTxvcm/vWe+Ox4qaRcHS6uCFMJGKYMC0cz62ZD3sH02wUSz9bofPXgecFnD9XadQe44QQzVyjgxEwd6zWfueM4xB1+/x+/xmlT0CwK1Y+NQM2EhEYU71fdo5YOjnb4slVs7u8F5KBzWpHKCOuT0CFjnUqjGOIvGmOGSPqnUmfPoSt0x8G36HoOuLKMTDGMPnL/w2omnYDzanjxZDLdYx0C0BZSSNKChsQbMDGFo5jWLJiGBYsi0NBbh3kciWCQt3g7GLa8iCG7DLv3DhEVaj6N4HnUZ50GvWpBRA72iF4UTwcArwsHRbpoWk/PoVtMx5FY+bFskGM4yDwPHwmD8H4t++1dIhGMWJsIN775iocTMpFTmYNRCKGISP9MWFKGGxsB04KIm3rwOG9+chMrwQAxMT5YtKMcJMNAgxEA+dfs4cibkzAubfWoqWwslvLMCbiYOvliph7FlsoOsN5jY3BwgMf4OQTX6I86bT6du9xsRj7+t3wmz7CgtFZv5ZmGRjH1NPcuo7rCbFEhEGx3n0JrUeiYr2RfLRI6/2MYwiP9KCWaP1c1ZE07LtpDVryK9Sdd5iIw6Db5mHixysHRCk0omLv444lJz5F7s+7rbaweScnZ1vMX2b+Aub1dW1IOVECqVSOwCA3DBvlD07H3gptstKr8O7qJEjb5Oov3McOFuLPn0/j0edmITrOx8iRD0zW84r9F4mjPRbseRdJV72ImhOZqg06TNW71iU6CAl/r4Kdl+mKqTakFyDj882oSc6EyN4WoUsnYdCtc2Hj2vMpDK/R0Zi/+220FFehrbQG9j5ucI6gllXm4OXtpDeZBNDvu9tMmRWJ9b+kQC5XaixfJPAC5i0dbP7AiMHq0wqwffbj4GUXSktdeF0KSlWJGUVLO2b89pwFIyQ9JXG0R+w9SxB7zxJLh2JVFHIlfv76BPbuzIYAgGOqWpjuHva455EpGDzMz+Bz1dW24e1VieiQKQB0LdCu2uyYiNc/XQYPTwcjP4uBx2oTSgBwDPLG4qOfoPrYeZQnnYbAC/CdPAR+M0aapLtMU24Zcn7YgdIdJ1FzIgMQMUApAAyo2JOClNU/Y/7ut+AxvHeLkJ2CfeAUTN+EzGnE2EA4OtmgtUXzhhbGMUTFesPHr3+3wXRytsXKp2fg/TV7wCsF9RR4Z9HhOYtiED8lzLJBEp3OvPozeLlcXfy6C15A/to9GP7U9fAYQZscyOXt20+O4vC+PHXyx1/4j4Z6Kd5+ORHPvT4f4YM8DTpX0vZMyDu0fBEXALlciT3bs3DVjSONFP3AZdUJJaBqG+YzIQ4+E0w33C4IAk4+9RVS316rWoDWOaLV2XLvQieEjvpm7Jz3JFbk/QKxvWF1CYllSSQi3HpvPD59+0CXXrSAKpmUiDmzd3lQKHgc3puHxG2ZqChtgq29GBOnhmPO4lh4+WgfAR82KgCvvr8Eu7dm4OTRYijkSoQN8sScRbEYPjqAWnj2Y4r2DhSs2w9BoX09LxOLkPtrIiWU5LJWVtyIQ3vzNN4nCKr15BvWnsUjz8406HzJR4v1FmdPPlZECSUug4TSHFLf+ROpb61V/UXHLllByUNaWY/8tXsQddt8M0VH+ip+ShhsbERY++MplJdcrA0aFeuNm+4ah9AID7PFopAr8f6avTh3ukyd4La3K7Bzcwb27srGEy/PQWS09g0afoEuuOnu8bjp7vFmi5n0naK5rdtacE1ktYbVriXEWh09WKCz3SPPCzhzsgTStg6DNtQY0sBC3qH/mMsBJZR9pJR14Nzrvxp8PBNxKNt9yiQJpbxViqwvtyDji01oLa6GrYczBt0yF4MfvBIOfuZLeqzRqPHBGDkuCCWFDWhplsHT29Ei09yb/0pDakoZAHQrUN4hU+LD1/bina+WQyymnf/WxMbNCWIHWyjadGz+EgQ4hfqaLyhC+qGWZtmF2RYdgzuCqs2tIQlleKQnaqpadfYjN3T63NrRp04fVR1J71GnGkEQwBsw0tBTsoYWbJ3yEI4/9jmaskuglMrQVlqDc2/+jo0j70ZjtvZaisQwjDEEh7lj8DA/iySTSiWP3VsytA6C87yAhnopTh8vNm9gxOQ4iRhRty/Q2f1L4AUMunWuGaMipP/x8nEEr2md8SUkEg7OBrbDnb0oVu+U9+yFsT2K0RCNDVLk59SiqmLgdMKjhLKPdI4YaCIAPvHG30174rHPUZ+ar/rqdclrX1DykNU2Y++1q6ho9QBXV9OK5ibdrzeRiCE3S3f/dzIwDX/2Rtj7umsthj3yuZvgFEIjlOTyNnlGhM714BzHMGlGhME1MKPjfLDk6qEAVOvmO3X+95Krhxq1bFB5aSPee3UPHrp9HV56bCsev3cDXnpsK9LOlBvtGqZCCWUfucWFAobuZWAMInsbo48iyOqakPvzLq2tJgWlEnUpuag5nmHU6xLz4gwsYN/Zf5xYFwc/Dyw++glClkxU1aC8wN7fAxM+XomhT12P9I834K+hd+AH+/n41Xc5jj3yKVoKKy0YtXVQyjqQ/+c+nH3tV2R89g+klXWWDolo4epmj6tv0dw9juMYnF1tccV1PavfvOLGUXjwyekYdMn69MhoLzz45HSsuNF4nerKShrx8uPbcDa5tMtMVEFuLd56abfOWsL9Aa2h7CPnMD8Ezh2Hst3JOnuHQ8SBE3GY+ceLsPVwMWoM9efywXcodB/EMVQfz4C3CUZHiXl4eDnAx98ZVeXap0CUSgHDRlKNUmvlEOiFIY+sgI2nC6RltXAeFIDhT98AG2cH7JjzOKqOpANQzVLIqhtx/uO/kf39dsxPfBteo6MtHf6AVPj3QRy6+23I6prBxCIISh5HH/oYg/97Bca9eQ84LSPGxHIWXjEEzs52+Pv3M6itbgWgKsAyanwQbrxzXK9qRo6dGIKxE0PAX/ic702BdH1+/eYkZO2KblPsncnlt58cxYgxgRBL+udrjhJKI5j42cPYPPG/kNU0akwqbdydEH7NTMStvBJug0ONfn1tU2BdCKA3vgGOMYZFy4fgu0+Oaryf4xgCQ9wQO5SmPa2RrL4ZiVe8gMoDZ9W/88J2Hpmfb4L/zFGoPnq+W5UJQclD0SJF0vIXsSL3Z3Aieg/oibLEU0ha8RI61xF17rQXFEqkf/AXBCWPCR/813IBEq2mJkRi8swIFBfUo10qh2+AC9zc7ft8XlMkkoBqSdO502U6j2lpliHlZCnGTgwxSQx9RVPeRuAc5oelJz9DzH8WQ3ShviQnESPy5jlYnvE9bqzdiEmfPWySZBIAPMdEQ+Kqp1OLICBg7liTXJ+Yz/TZg7DgClVN1c6p7c7lQl4+jnjk2ZlUT9IKCYKApKteRNXhVNXfFUpVcsML4DsUKN1xQnPBc6iSytaiKpRuP2HOkK1C8rPfqJY0aVp+Lgg4/8kGtJZWmzssYiCOYwiN8EDMEF+jJJOmVF3ZovcYjmOoquy/m3RohNJIHAO9MfGThxD//gPoaGyFxMUBIhuJWa4ttrPBkIdXIGXVjxrrYDIRh6BFE+ASSVOhAx1jDNfdNgbxU8KwZ0cWyoobYe8gQfyUMIyfHGrwQnMysFQfO4+KvWd6/XgmFqHmRCaCF00wYlTWraWo0qB15wV/7seQh68yQ0TEmjk66S9hxPMCHBz1H2cp9OljZJxEbNIe4dqMeO5GNOWUIu+X3ap1PgolmIiDoOThOTYaU79/0uwxEdMJH+SJ8EETLR0GMZPCvw+qf697RRDASejtvicMKQfHRBxkdVRMfqAqyq9DWUkj7OwkGDzcD7YW/EIeGOIGv0AXVJQ1aS2hKRJxGBMfbN7AeoDeYawEJxJh2o9PIeY/i5D97XY055fDztsVkTfORvDiibR+kpABTNHaDsaYjlLNuglKHoHzzdsidKBzDPIG4xgEHTUIBYUSzhH+ZoyKGENRQT2++egwCnIv7ta3sxdj0fKhWHzVUHCc+ZcNMcZw9c2j8NHr+7QeM3/ZYDi72Jkxqp6hhLKP6s7moqWwEnZervCOHwxmYGmX3hJ4HpUHUyGtqIO9vwd8Jw9VX5MxBr+pw+E3dbhJY+hvmhqkkMmUcPOwh6Sf7n4jpC/ch4aDV+ip5KAFE3PwmTAEXmP6zy7v+rQCpH2wHkUbD0FQKOE1NgZxD16JoEUT+s0aYDsvV4RcMUUVo5YKHmIHO4StmG7myEhflJc24tWnt6ND1nW0v12qwPpfUiBt7cC1t42xSGxjJ4Tg7ocm4ccvjkPWroBIpGohyRjDvKWDseIm45UoMgVKKHup8nAajv73Q9Sl5Khvcwzxwbg370H4NTNMcs3CDQdx7OFP0FpUdfGaob6If/8BhC6bbJJr9mdnTpZi4x9n1YW87ewlmDE3CsuuGdav15kQ0lMRN8zC8cc+g1Iq0zgdxkQcPEYOQm1yVrclL25xYZi57kXzB63F+U834uiDH3Z5HmW7T6FsVzIGP3gl4t9/oN8klWPf+A/K96RA3tTaNalkDBAETPjoQUic+vdmD9LV37+dQYdMqbX7zbaN6Zi9KBae3no2uprIlJmRGDcxBCeOFKGmqhVOzrYYOzGk328qAgAmWKh9SkJCAgAgMTHREpfvk6qj6dg24xFVC0UNL8qp3z+JQbcYt3h54d8HkbTiwofCpZe88L47669Vl1VSuW9XNr795Gjn+7oaxzEEBLniudfnGdSnlZCBIv/Pfdh7/Suqqe9Lkhsm4uA+NBwL9r2HpuxSZH29FY1ZxbB1d0bEdTMRsmxyv1k/WbT5CBKXPqfzmBlrX0D41f1n1K8ppxTH//cZijcfVb/ZuMWFYvTqOxB6xRQLR0d6ol0qx303rtXZSpHjGJZfPwJLrh5mxsj6N0Pztf7xLjPAHHv4EwgKXmMy2Xl/2DUzILYzTkLDK5U4+tDHqr/8+5ICAKa6ZsiSiSafcu8Pmpva8cMXxwF039TO8wLKShqxeX0arr65f08PENIT4VdPh72fO868+gvKdiUDggBbD2fE3LMEw5+6HhJnB3iNie5XU9uX4hVK7L9xje6DGJD+wfp+lVC6DArE7I2r0VZRh5aCCti4OsI1NqTfjKISw7U0y3Qmk4Bq8LmhXmqmiKwLJZQ91JhVrLeUREdDC0o2HzHa2prK/WfRVqKj1pkAtBZWovJgKvymWef6SVm7HEcOFCA3swZlxQ1QKrR3JeJ5AXt2ZGH5DSMgMlER2v6GV/JgHKMPOTPjFUoU/XMY+Wv3QFbXDNeoIETfvRCeo6JMcj2/qcPht3045K1SKNtksPFwHjDFyos3H4G8uU33QYJqBkgQhB69lnm5Ak3ZJRAEwDU6yCQjsg5+HnDw8zD6eYn5ODnbguOYzqRSEDAgppf7I0ooe6i1pEb/QRwz7DgDtZUb1je2rcx41+xPzp+rwAev7YW0Ta73zaBTa0sHWptlcHGz3jcGpZLH3p3Z2LUlE+UljRCJOYwaF4SFVw5B5CU9Z4lptNc0YsfcJ1CXkqNer1ix7wwyPv8HcQ9dhfHv3meyBF/iaA+J48B6bdel5KLbGhUNejLLwiuUOPv6b0j/8C/IahoBALaeLohbuRzDn76BqluQLuzsJer1ido+RwRBwKQZEWaOzDpcHsM3RmTv46b/IF6AnSHHGXpNA78VO/h7Gu2a/UVFWRPeWZWIdqkcAAxKJjt9+Po+7NmRBVm73FThWYxSyePD1/bixy+Oo7xU9UGqVPA4dawYq5/ajhOHCy0cofXbc+0q1KfmAYB6TWNnncj0D9bj/CcbLRZbfySylajXfOviPSnOoERc4Hnsu2E1Tr/4vTqZBABZbRNOv/g9fvdfgfOf/gN5C01fkouuvGEEbGxFWksDzV8WZ7ENOQMdJZQ95DYkDG5DwwEddarEjnYIWTrJaNf0mz4cDgG6k0XHYG/4TBlqtGv2Fzs3Z0CpFPQNamiUk1mN7z87hmcf2oza6lbjB2dBidsykZJcqvrLJT8bnhfA8wI+f+8gWppklgnuMlB7OhsVe1JUa6m1SH3rd/DKXhYit0JBi+K1rju/1MjnbjbofAXr96Ng3X6tI56y2iYc/e8H2DDiLrQUV2k8hlx+/ANd8eyaeQgJd+9yu529GFfdOBLX3DLaQpENfJRQ9hBjDOPfuufCZhjNSeXoVbcbtZQEJxJh/HsP6Dxm/Lv3D5i1VD1x/FBBj0YlL9X5OVNb3YoPXtsLCxU0MDpBELBzU4bWbgqAarTy4J5c8wV1mSndfgJMz/rc1uJqNGUWmymi/s9jeCQC543VOaUdfn0CAmfrrgHYVlaDg3e9jb3XrTbouq3F1Uha/qLV/P6TvgsJ98DL7yzCK+8twr2PTsEjz87Eh99fjaVXD7NIUXNrQQllLwTOG4eEDavg4N91Klri4oj4D/6LOBP0dQ2/ejpmrH2h20ilQ6AXZv7xAsKummb0a/YHclnfR3h4XkBhXh1yMnVsbBpAOjqUqK5s0XkMYwwFeYatvSU9x8sVWr9QXkrZ0bti5NZq+m/Pw3vCYNVf/vXBHXvfUkz/+Wmdj28tqcam8fcj58edetdidhIUStQmZ6H6aHqvYibWKyTcAxOnhWPkuCCLtl20FvQT7KWQJZMQtDAe5Ymn1Z1yAuePg9je1mTXDL96OkKXT0HF3jOQltfCPsALftOHW+XIZKegMHfkZPQ9EeQ4hvSzFYiK9TFCVJYlMuQbNAMkYvq+aCpe42L09tUWO9nDNTrITBH1XEdTKxrSC8GJRXAfHgGRjcTk17R1c8LC/e+jLPEU8n/fg46mVjhHBCD6roVwjdL/szrxxBeQVjX0uKc5E3EoT0qBz8QhvQ2dEKIHJZR9wIlECJw71uzXDEi4fNZ4zF4QY5SEEvo3lw4YYokIQ0b44fy5Sq3LAXilgBHj+m8y0x/UpuQg9Z0/UPT3QShlcrjFhWLwf69E1O3z9e4ODpg7Fo6hvmgrqdbYlo+JOETfuRBih/7Xd1fe3IaTT32F7O+2Q9neAUC1M3rIIysw7Mnr+vwFlVcqUbbzJBrSCyF2tEfwkglwDPRW3884DoFzxiJwTs/eO9trGlGwbn+Pk0nVRRkEXvt6V0JI39EQhoko2jtQefAcypJOo/2SHYikZ+KnhmGkAYmRWKL7pcwrBUQP9tZ5zECy+KqhWpNJjmPw8XfGKEootSradBibxt+P/LV7oWiTQVDyqE8twOF73kXSVS+qumDpwIlEmLXuJYgd7bqupWQAGIPnmGiMfuV20z6JXlBIZdg++zFkfrlZnUwCqg0sp57/Fof/826f1hpW7D+LP8NvxK5Fz+DkU1/hyAMf4I/Q63Hw7rehlHXoP4EOzfnlvUsmoZr29p1KnU8IMSVKKI2MVypx+uUf8bv/Cmyd9jB2zH4Mvwdcjf23vAZZXZOlwxtwOI7hoaemwy/QWedx4yaFal3SxnEMfoEuGDzMzwQRWkbccH/c/sAEcBxTLSJnUC8m9/R2xBMvJVw2Rd17StbQgr3Xr4ag5LsmKBcSqeLNR3H+kw16z+M1JhrLUr7C4AeugK2XCzgbMVyigjD+nfuwYM+7/a7Hc8X+s9gyZSVqTmRqHFWFAGR/tx1Vh1J7df7alBzsmPeEuh6uoORVP1NeQPZ323Hwzrf7Ej4kzg69eyDH4Do4BH7TR/Tp+oQQ3Yw+5V1SUoJXX30VycnJEIlEmDp1Kp599lm4uroa+1L9jiAIOHjn28j9aWeXHbiCQom835JQeyobi4983Ps3xstUU5MMVeXaN6EwBjTWSzF0VADOnSoD4xiEC6N3jKm6Izz09Ayr6yIzY04Uho8OxL5d2SguqIeNjQijxgdjTHwwxBLrXVfbV7k/7YJS2qFjDYSA9I/+RtzK5XpfM85hfoh//wHEv6+7CoMlCYKAE49/gbR3/9R7LBOLkPXNNvhO6floXsqqH1UJuqaRc15A3q+JGP70DXAfEtbjcwOAa0wwXGKC0ZRV0qP1K3bebkj4e5XV/f5bg9YWGWQyJVxc7SCmNd8DntETyvvuuw9Dhw7Fnj170Nraivvuuw9vvvkmXn31VWNfqt+pPnYeuT/u1HifoOTRkFGEjM/+wbAnrjNzZAPb8YMFOqfhBAFIP1uB975ZjszUKiTtyEJFWRMcHW0waUYEZsyNgotr/1vLZgweng648joaeemJ2lNZqi8dSi2vKQFoySuHvLkNNi4Dv8Bx3i+7DUomAdWX36bc0h5fQ94iRfE/R3SuU2RiEfJ+TcSYV+/s8fkBVeWC0S/fhr3XvWLQ8ZytBMOeuA5xD14JOy/rH9AYSFJTyrDxj3PISlfVB3VwlGDmvGgsuXoY7O1NvzmMmIZRE8rm5mYMHToUjz32GBwdHeHo6Ijly5fjhx9+MOZl+q3sb7aBiUXa1/nwAjK+2Kw1oRR4HgXr9iPj83/QkFYAsZM9Iq6didj7l8ExyHrW//VUY0M7OI6DUtM03SXaWjowcXo4Jk4PN1NkZCDiJBKDSv6Yoh+0JaS+86eqRI8B9VyZiOtV8iVvatW/6YWp1mr2Rfg1MyCrbcKxRz4Br1CCE4lUxeMveW4SFwdE37UII1+42Sq+EFibg0m5+OrDw2CXVKtoa5Vj24Z0nDtdhmfWzLNoUimXK3HsYAEOJuWioU4KT29HTJs9CGMnhtAyIj2M+o7p7OyM1157rcttZWVl8PAwrHXgQNdcUKF30XhbieYdy7xCiX03rEbBuv3qvsCobsS5t9bi/Gf/YP7ut+E1JtoUYfd77p4O4PV8WDEGuLr3rzVrpH8KWjgeWV9v0Xo/E3HwnTrMpCXAzEXeIkXdGcML3AtKHpE3zu7xdWw9XSCyt4VSqqM7Ey/AKazv65hj71uK8GtnIPeXRDTnlcPW3Qnh186ExMUBSqkMDoFeENna9Pk6xPhammT47tOjAKBeltSJ5wWUFDZgy/pUrLhplCXCQ2uLDG+8sBuFeXXqtvMV5c1ITSlHzBAf/O/5WbC1oxFUbUyabp87dw4//fQT7rvvPlNept+w93HT2z3DxkPz5pL0D9ajYP0BAOiyYF5Q8lC0SLF76XOqYsqXoQlTwsDp6K7BcQwjxgbB2cU6p7WJcQUvngjnQQFgWkoDCUq+V8tSZA0tSPtgPbZMewgbR/8HB+54E9XHzvc13L7pwVpDJuLgOTqqV21jRbY2iLp1HpiedXCDbpnT43NrYuvhgrgHr0T8e/dj5Au3wDUmGA7+nnCOCKBksh87uDdX50wTzwtI2p4FXs9slKl889ERFBfUA7j4q9OZ+Gadr8av3yZbJK6BwmQJZXJyMu68807873//w/Tp0011mX4l4sbZmndPXsBEHKJundftdoHnkfbBeq1v/oKSh7S8FoUbDhkt1oHEycUWV904UuN9HMcgsRHh6pst843W2ORyJTpkl+cXB3PhxCLM2/7GxWUkF76sMBEHcAzxHz6IoPnje3TOhvQC/DX4Nhx/9DNUHUxFXUoucn/ejc0T/4vkZ762WNs/ibMD3IaEGTTFHzB7NObtfLNHU/0Cz6uf24jnb4K9j7vWRH30K3fAIcDL4HMT61NW3Ki3tWFrSwdamnWMdJtITVULko8Vay3HJvACDiblWiS2gcIki4SSkpLw+OOP44UXXsCyZctMcYl+KWj+OPhOHYaqw2ndEksmFsHW3QlxDy3v9ri28lq0ldToPDeTiFB1OA3hV18eyfm/LbwyDnb2Yvz92xk0N138hQ6L9MBt901AUIib5YIzguSjRdi6IV1dxD0o1A3zl8ZhyqwI2p1qAs4RAVh+/jsUrNuPoo2HoGiTwX1YBGL+swjO4f49OhcvV2Dngqcgq2ns8qWwc/nL2dd/g9vQcETekGDU52CooY9ejYN3vqX5TsYgdrDFwn3vwXO0YUtqBEFA7s+7kf7BetSezgETcQiYPRpDH7sWi49+gmMPf4KiDQfVIzuOwd4Y+cItiL5zobGeklm0FFUi//c9aK9tgnOYH8Kvmwlbd93ly4hutnZiGPLVysYCbRAz06r0HqNQ8MjJrMbIsZpr/FZVNKO1pQOeXg5wcbv8lmAZ/V/t1KlTeOqpp/Dhhx9i8uTJxj59v8Y4DnM2r8HBu95Gwbp9qtJBFxZiuA8Jw4zfn4eDv6fGxxl2/ss3sWCMIWFBDKbPiUL2+Sq0tXbAN8BlwCeSAP7P3lnHRZW2f/g6Z4ZOAQUEEUFQ7O6OtWtXt9/t7u7u3t+G251u6trd3S2gKEp398w5vz9GUIQJdJgZ4Lk+n/d1nfPMee5B5pzveZ77/t7898dB/v39QK0n95Qz+XzzyVZOxGVx090DSUrMY+2K45xOyMHZRUu/QWEMHR2Bu4fY3rtYNC7ORF437qJyBs/nzMKtlCSZ6OYkSxx+9w+7CcqON00ge088sZ/9h6SVUXWGh11JI6P1cGXCincaJCa33PE+x79dZij0UVVUnZ7UVXtIWb6LwXMfZMzfL1GWkUtBfDJaD1f8e3W0+BrnCCg6PTsemkvs5wuRZAlJlg2vPfIZA967i5h7Z9o7xCZL/8HtWbko1uhxWZbo0iMIVzsU5agWSV2ob9ihfan8/cs+EhNyAcNtv1f/UK6+qS9Bbb2tGKVjY1VBqdPpeO6553jiiSdanJisxsnLndF/vEDRqTRSV+1BX6mjdf9OBAzobHSlyS3ID++oEApPpNT7ywqgVukJHtM8tnUvBa1WblYG5adO5PDv7wcAam21VC90rV95nIoKHds2nEKWpZoxcUcyWPjXIZ58dXyzENVNmdTVe826O+QeSKCyoBhnH0/bBofhYWzQJ/cTNn0Ixz77j9z9J9C6uxI+ewSd75rWoG3oxL83GsQk1Kqsrt6R2XbfxwSP64NPVChugZdejJl76CSxny0kfcN+JI2GkAn96Xz3dLwj217yuY2x+8mviP18oUEs69Waz6ZUVLH9/k9w9vW85IeQlkpUTGs6dWnD8disereWVVVl2hz7dDSK6tzG7BiNRiIiuvb3ZdfW08x9d2Ot11QVDuxOIe5IJi++M4mgkJYhKq362Lh//34SEhJ4+eWX6d69e63/paQ03NusKePVIZhOd0yly30zaT0wxuS2pSRJdH/8KqNiUtLIeEeFEDKxfyNFK7AXa5fHI2tM/W7Atg2ngLqCs7iogvdeXo2u6uLa0Qmsg6m86VrjLLDtaSwkSSLksn6MW/AqVyb+zuVHv6fPKzc3OKfx2KfzTRYeSrJE/FfGK+gbQtzXS/iv1x3Ef7uUgtgk8o8kcvSjf5jf5WZO/9c4+eRlmXkc/WS+yWKmvS98L/qCXySSJPHgM6OI7mIQb7JGqrHicXbWcPejw+ncNdAusQUGe9GjT1ujOZ6yLDFoRIdansaVlXq+m7sdVa37K6MoKuVlVfz+/e7GDNuhsOoKZb9+/YiLi7PmKVsMUbdOJvdwIsc+/vfcaockASpuQX6MW/wGskZ0P2luJCbkoBgz2MZ0ka6iqOTllLFr2xkGjxDem/aizdCuJm2IkCS8IoNx9rX96qS1ydl73KSAVvUK2bsv/R6QvTuOrXd9ACq1Vn5VvYKqKKy/6hXG/PsK2Ttj0ZWW49cjgvazR6J1vbQUkKRF28xavxWfSif3QAL+vaMuaa6WioenC0+9Op6E+Gz2bDtDRaWekHY+DBnZATd3+6bw3P7AEN54biVpyYVguP3W2AeFdWjF/26vvaizb2cSpSXGe9QrisqBPSnk55bi69f8O+Q1D+feZoAkSQz6v3vpcOUo4r5YSN6hUzh5u9PhylFE/m+8MOhtprhcYvK5LEscPZAmBKUd6XDlKHY99gUVecVQ38qVqtLt4TnNorhKdtZCiYkBkoTmEkUdwNGP/0XSGEkjUEGp1LF66jNIWg2SJKFU6XB+8FNG/vIMoZMGXvS8lQUl53yATVBVWHrRcwgM97uOnVrTsZNjNezw9nXjpXcns3ndSTauPkFBfhn+AR6MHN+RwSMjcHauvaiTkVaIJElmO7llZ5UIQSmwPYFDuhI4pKvZcYpeT8ryXZz4eRVl6bl4hrUh6uaJBI3q1SxuXC2FvoPCOBGX1RC7wDro7biVKgCtmwtj/3uNlROeQF9eWSNGqoVJ5PXj6HTn1EabvzQ9l/yjp9G6ORPQr1OjdvgJmzGUhF9Wm1jFU2k3bfAlz5O6eq/ZlUIwrF5W//ZXFpSwesbzTN326UU3gfCJDjWfwiCBVyPmcAoMqKqKqqjINu5O4+rmxLjJnRg3uZPJcXq9wq4tZyyyBGspxZNCUDZBqkrKWD3tWdLXH6i5aWVqNST8spr2lw9n5G/PonEWbv5NgeFjI1n0zyHKSqrqJKlXb7WYQlFUh3vKb4kEDunKrMPfcei9Pznz32b0FVX4dY+g8z0zaD9rWKM85JWm5bD9gU85M39TTX6ma2sfuj95DV0fnt0oc3Z96AoSflldsx14PpJGxsXPm8jrL71g5aJ8OxUVZDj45m+M+fuli5o3ZOIA3IL8KMvIq/fLJ2lkQib0a9GtcBubzPQili04ypb1J6ko1+HTyo0xE6O5bGpnhxJmKxfFcuasCboxJAlC2vkSLIpyBI7Ktrv/j4xNh4BzBQHVT/On529m73Pf2S02QcPw9HLhqVfG4+VtaPMny1JNUrirqxMTZ8QYfa8kgaub1mzv8tKSSlYvjeObT7byw+fb2bszyW6dKJorp+dvZu0VLxI7d4HBU1aFwOE9CJ08sFGEXXlWPouH3M+Z/7bUKvYpzypg12NfsOvxL60+J4Bfj0hG//kCsrOTwTZIkmqM4V38vZmw6h2rpOcEj+5l1CDdFKpOz5kFW9BXVl3UvLJWw/AfnkTSyHWKjyStBmcfTwb+330XdW6BeU6fzOX5h5cY3C3KDQ0eCvLKWPDHQV55chnFhY5hKq4oKisWme+Cpaow+/qWs2soqXZq4TB2rMGTbc2aNfaYvslSkpLFn+2vqWXZcSEadxeuSfsbJ6/mn7PRXKis1LNry2mOHkxDUVSiYtoweGQHXFy0fPvJVjavO1nLNkiWJTQaiUeeH0OXHsaNuPfvSmbuexuprNAbhKoEil4lqK0Xj704jtaBTb9QxN4c/uAvdj32hUFgnf+9lCUCh3Vnwoq3rd4OcNcTX3Lkw79Nbs9eHvsDPtHtrDpvNeVZ+Rz/fjlZO2ORtBpCJ/anw1Wjrdb/PGvHMRYPvnjhdl3ef5dk0ZSx9Qh7n/+O9HX7AYOYDJ89gr6v3YJXhNjubgxUVeWJe/4jO6O4XkshWZYYMqoDtz9gf0vC/LwyHrz5b7PjuvYM5omXm77FlKV6TWx5NzHS1u43KSYB9KUVZG49QsgEYTPUVHB21jB0dARDR0fUOXbbA0Po1T+UVUtiSUrMx9lZQ/8hYYyb0pnAYC+OHkxjy7qTFOSX4xfgzoixHYnsFMCZU3l8/Nb6mhzL8y/SmenFvP3CKt78dDpOTsI9oKGUZ+VTkV+MUlF1bjXwwu+lopKx+RCxny2k68OzrTa3qqrEf7PEdJtXrYbj3y2n31u3W23e83Ft7XtR/c4tpfXAGAZ+fD87HviktsfnhaK9HlwCfC75YTpwSFcmrXmfsoxcKvKKcQvyw6UZVOk7MscOpZOZVmT0uKKobNuQyDU398PTyzoPLheLufaRhjEQ0s7HBtE4DkJQNjEsSVQHQ7cHQfNAkiT6D2lP/yHta71eWaHj/VfXcmhvas3qpayR2LDqBINGhANn08Dquf8qikpWRjG7heVQg0jfdJB9L/5A+nqDGb2kkU0nuqoqR+cusKqg1JWWU5lvqtQaUFSKz2RYbU570OW+mbQZ3IVjny4gfcMBJFmmzfBunPx5tVEfSEkj0/muaVbrzOMW6GcVg3aBeU6fzKu1C1Mfer1CanIB0THmTcgbEy9vF0LDfElJyjf69VcU6NarZa1mC0HZxAjob7ryDAzmwv69O9ogGoE9+enLnRzelwqcW32s9rTcsSnRYKdi4uIsSRJ7dyQJQWkhSYu3sWbWC7VeM1sRrELxyTQUvd5qPrJaNxc0rs7oy4373yFLuPo3/dWRgL7RDP/+iVqv+ffqyM6HP6tTtSZpZHy7tKfbY1faOkyBFdA6yRYVYznCjookSUy+vCtf/V/9BvuyLNEmyJPufVqWoBRFOU2MVt06EDi8u9GEdUkj0/6KEQ3ugOHIVFXpiT2cwcG9KeRkmVmZaSHk55ayZf1Jo0/HqopJMWkYo1JZqWuE6Jof+soqNt38DqqiWtwZpxrZxcmqvawlWSbi2rEmi1ZUnd4q1daOSNcHr2D0ny/Qqlt4zWtaTzdi7p3J5I3/Jzx7myg9+oSYdbXw9nUlrEMr2wRkhiEjOzBtdjfg3BZ4de1NKz93Hnl+rEVb480JsULZBBnx09MsGfYAZem5tW9usoR3xxAGz33QfsFZEVVVWbbgKIv/OUxJ8bnVmJ59Q7jxroH4t265N44jB9PNCkZzyLJEaJhjXJwdnTP/baUip7DB76su5rB2lWePp64h8a/16Eor6ghcSZZpN20QAQM6W3VORyJ89kjaXzGC0pRsdGUVeIS2tlpBkMA+pKUUmB0z5fKuNa0a7Y0kScy+vjf9BoexbkU8SYn5uLk70X9oewYPD8fFteVZ9wlB2QTxbB/IjH1fcWzufxz/bhnlWfm4t/Wn0x1T6XTXtGbzhD7vh70s/+9ondcP7UvllSeW8fIHU/Bt5WaHyOyPXnfptj+qqjLqMpEaYQkFcUm1i0MsQZaQJInuj11l9Xi8O4Ywaf2HrL/2dQrjks4Vq8gSkTeMZ/DcB5u9VYkkScIPsplQXFjBp+9sNDmme5+2TJhm3EbNXoRH+nPzPZdu5t8cEIKyieIa4EPvF2+g94s32DuURiE9tbBeMQmGrdzCgnKW/HOY625rmZXs4ZHmCwUkCTp3CyL2cHqtraTq1LPWQV6sXBzL6AnRtA1t+vl2jYmTl5vRQpBaaGRkWUap0uHk6cboP17Ar2dko8Tk3zuKy49+T8amQ+QeSEDj6kzo5AF4hAiR5WgoOj1nFm4l4dfVlGfm4dUhmKhbJhE0smezF/6WsHHNCXRVZnqoF1WIn5WDIwSlwCHZvDbBZMWfoqhsWH2Ca27ua/PWXI5AWAc/IqMDOHUix6hnW6/+odz7+AhWL41l5aLYmvzTanGZmVbE6iVxrFwUyzU392XijC6NFm/G1iMc+eAvUlbuRlUU2gzuSteHrqDdlEGNNqc1aT9rGDsf+dz4AEnCo11r2l8xArVSh1/vjkRcPRqtu2ujxiVJEkEjehA0okejziO4eCryi1k56Umyd8TWdDbL2hFLwi+r6XD1aEb89DTyRZi4NycS4rLNjjl13HCta2l5iU2JlncnFjQJcrJLzY6pKNdRVtZyi0rufHgYnt4udS6wkizh39qDG+8aiFYrM3F6F96eO51W/u51xlaL0d+/38P+3cmNEmfc10tYOvwBzizciq64DH1pBenr97N62rPseeabRpnT2niGBRJ1y0TD1nJ9qCoD3ruLge/fzaBP7if6lkmNLiYFTYNNN71Nzu54oG5ns1N/rGf/Kz/ZLTZHQbLI11FCLFA6NkJQChwSb28XQ79gE2i1Mq5uTXORXVFU9u9K5v9eX8fT9y3kjWdWsH7VcSoqLBfIgcFevPrhVCbN7IKXtwuSJNHKz42ZV/Xg5fcn18ov3bszmbycUqMrvrIssXT+kUv+XBdSEJfE1rs/BLW2h2r1jfXgW7+TsnK31edtDAbPfZDI68cDBjcF2UkLkoTs4sTgzx8ifPZIO0cocDQKT6SQtHCrcWcAVeXox/PRlTlGS0F70a1XsMkKb1mW6NIjSGx5OzhN824saPYMHtmB5QuN90qVZYnBIzs4TMVfQ9DpFD57byN7tifVbOtLEsQdzWT5gqM89ep4fP0s6/Th28qNK2/ow5U39DE57tC+VLMpBHFHMqmq0lvV5y32i0VIslSr3/T5SFoNRz/5l5DL+lltzsZC4+zEiB+epOez13Hqj/VU5hfjFRFMxDVjcGnlZe/wmjUVuYXEfb2EhF9WU5FXhE9UCJ3unEb47JEOvV2cunqv4cHYhFiqKiwhZ088gcO62ywuR2PwiHD+/mUfJcWV9V6jFEVl0szGS8kRWAchKAUOSXikP4OGh7Njc2KdJ1dZlnB20TD1im72Ce4S+e+Pg+zdkQSc23Ku/owZaUV89t4mnnljglXn1Ostsxi6VCuiC8nafgTVREW6qtOTta3+4itHxScqlF7PXW/vMFoMhSdSWDryYcoycmvaLpal55G+4SAnfl7F2PmvoHE2bdFSlplH9u54JFmi9aAuNmujaOhYZkZRIjqbubg68diLY3nnxdWUllTWXA+rH4Kvu7Vfi+s60xQRgrKFoqoqFdkFIEm4+Hs75FbC7Q8Mwd3TmQ0rj9cSREEh3tz18DCC2nqbPUdJcQUFeeV4ejnj7Wt/i6HKSj2rlsSaaNelEnc0k9Mnc2kfYb2WbxFR/mzbcNL4AAmC23rj4mLdS4LkZP58lowRtExUVWXN5S9SnplXu4f32Yr7lBW72P/Kz/R97ZZ631+RX8yOBz7h5Lx1NSkXsosT0bdOpv+7dza6d2XrgZ1Nt+YEZGctfj0iGjWOpkB4pD/vfjGTTWsT2LczmapKPRFR/oyeGE1IO197hyewAHElb2GoikLsF4s48sFfFJ1MA8Cnczu6PXYVUTdPdChhqXXScOOdA5l1VQ8O7kulqlJPaHtfOnZqbTbOtJQC/v5lP3u2n6m5nnfrFczs63vToaO/DaKvn6TEPMpKq0yOkSQ4dijdqoJy6KgI/vxpL1WV+vrvbypMmG59j7d2kwaSufVIbTFwHpJWQ7upTaPSW2B7MjYdIv/wKeMDFJUj//c3aWv3UpyYjkuADx1vmED0bZPRuDixfOxj5B1MqJXDqFRUEffFQgrjkxm/7E2rtcSsj4B+nfDvE0XugYR68ygljUzkdeNw8TP/cNwS8PB0YeL0LkycLra3L0RVDWlJKWfycXHV0qNvCN4+jlX4JwRlC0JVVTbd8i4JP62sVfBSEJfMltveI+/QSQZ+eK/9AjSCt68bw0Zb7uWXkpTPq08sp6JCV0s8HTmQxrFDGTzxyjg6dw1shEgtwYItZUky24Ksobh7OHP/kyP56I31KIpas7Vdnd84aHg4I8dHWXdSIOrWSRx86zeqSsrrisqzv4NdHrjc6vMKmgcZmw7VWO0YQ19aQdbOWFBUytLz2P3UVxz7dD6d7pxG7v7j9X7lVEUldfUekhZvp/2MoY0WvyRJjJr3PEtHPER5Vv65zyEZ/q9V9wgGfHB3o80vaB4kxGfxxYdbyEwrqnlNo5EYPTGaa27uh1brGLUEjhGFwCYkLd5mEJNQ+yJ7Vr0c/ehf0jcetH1gVubHz3dQUaGrkw+oqqDXK7z70mriDmfYJbbQMF+z28qqohLdxfrm1D36hPDKh1MYPjYSD09nnF00RHT0566Hh3Hnw8Maxd/NrU0rxi99CydPN873/JBkGVmrZdRvz+LXXWz3CYxg6a9kre1wldLUHA6+/ovJE0gamfhvl15SeJbg3TGEGfu/oucz1+HRrg1aD1d8OoUx4IO7mbL5I5x9bJPPKWiaJJ/J563nVpGVUVzrdb1eZc3SOL7/bJudIquLWKFsQRyb+5/Jp31JqyH2i4UOb5KsO1vkUd9TWXpqIXFHM02/v0rhrRdW8tiL4+jaM7hRYjSGi6sToydEsWJRLGo9y5CyLBHWoRURUQGNMn9IO19uuXcwt9xru1ZhgUO7Mefkrxz/fjmpq/ag6PUEDu1O9O2TRVcXgUmCR/di73MNbzOq6vTozBS6qHqFktO2ebB0a9OK3i/fRO+Xb7LJfILmw8I/DqLTKfU6ZagqbF57kimzutG2nf27nQlB2YLIO3zK5NaRqtOTe9BE4YYdUVWV7ZsSWf7fURITcgGIjA5g0swu9B/SvmZcRmqRsVPUQlHg+7nbeeeLmTbvvHDF9b05fSqXY4cyatoggmEBz6eVG/c9MdKhclmtgYufN90evZJuj15p71AETYjWg7rg3zfakINo7UpoWcYtyH751AKBOSordOzadsak+4askdi68SSzr+ttw8jqRwjKFoSThytl5sZ42r8S+kJUVWXe93tYvvBYrU4JJ0/k8Ok7G5k2p1vNl8nNw7R9yPlkZRYTdySDmO5B1g7ZJM7OGh57cRw7NiWybkU8melFeHq7MGx0JJ27BXJoXyqKohLVubVVC3METRNdlZ64o5mUllQS1NabduGt7B2SzZAkiTH/vMSy0Y9QnJgOnH0CkyWjhV61T4DxtGVFIeom69pzCQTWpLS0yqyVmwQU5pfbJiAzCEHZguhw5WgOvvWb8VVKSaLDHMfr9nH0YHqNyfn5u8TVWwCL/jpMz74hRHVuQ2R0AD6+rhRY+AXLyigmxg5+wlqtzNDREQwdbcgfLC6q4Kv/28IfP+4FqFm5jIwO4J7HhhPQRuRZtTRUVWX10jjm/36AkuLKmtfDI/245d7BLeZhwzMskJkHviHh51Uk/LqaitwivCKDSVu7D31Zpcn3erRrQ2lqTt3VTUlCdtay+Y732ffyj3S6fQqd7piKk1fdhgL6yiqyd8WhKy3HN6Y9HqEiTUNgGzw8nXFy1lBVaXx1XlXBv7WHDaMyjijKaUF0vnsaWk83pHq6y0gaGdfWPkTdPNEOkZlmzbI4k9vSskZi9dI4ADQamcuv7WXxuT08nS81vEtGV6Xn7RdWcWhfas1r1cL51IkcXnt6BcVFLbs1W0tk8T+H+eXrXbXEJMCZU3m89vRykk/n2Sky2+Pk6Ubnu6czZfPHXH70e8YveoMu919utLe6pNUQPLo3U7fPJXh0r7oDVBWlogp9STmF8cnsevIrFg26l/KcgvOGqBz58G/+CL2KpcMfZOWEJ/mz/TWsnvEcxUmm87QFAmvg5KRh6KgIk/c/VVUb5ILSmAhB2YJwbxvAxFXv4hpgSN6VtBqks23L3EMCmLT2fYf0Q0tMyDW57K/oVRJP5Nb8fdRlUVx5g/l8Elc3J7r1tn/3hV1bz3DmVJ7RlmP5uaWsWxFvh8gE9qKosJz5vx+o95iiqOiqFP76Zb9tg3Iwer9yE+2mGDxMax6Sz954vaNCGPn7s7gH+TFhxTtcfuwHhn33OD4xYVBfu1ZFpTA+mW33flzz0p6nv2Hno58bGkBUo6okL93BksH3UZqW02ifTSCoZsaV3fH0cjEqKqfP6e4wK5Riy7uFEdCvE3NO/87pfzaRsfkQSBLBo3sRNmOow/bEdXI2H5ezS+0xUy7vhpOzhl+/2W30PTOv6mH1zjAXw5b1J2sV51yIqsKmtQlMm91ye/3aCqVKh76iCq2Hq10Lo7ZvSjT9EKWoHNidTFFhOV7ejmVubCs0zk6Mnf8KSYu3E//tUgoTUnFr40vk9eOJuGZMrS44Pp3aoSoKBcfOGD2fqlc4/c9GStNy0JVWcOjdeUbHlWXkcfDN3xn08X1W/1wCwfn4BXjwwjsT+emrnRzcc24Xy9vHlelzujNuSic7Rlcb+99NBTZH4+xExDVjiLhmjL1DsYh+g8JYOv+I0RusJEn0GxRW5/XLpsYgyzJ//LCHyko9skZC0atonWRmXtWDiTOs3xnmYkhPLTRrZF5cKLa8G5PMbUc4+NbvJC3ZDoqKe1t/Ot8zg64Pz2709nz1kZdbiixLJnuwqyoU5LdcQQkGP9Ow6UMImz7E7NisHcfMjlH1Cjl74snaGYskG7dYU/UKx79fxoAP7nbYB3FBXcrKqtixOZG05EJcXbX0HxJGaHvHL3JrHejFo8+PJSerhLSUApxdtEREBTiMoXk1QlAKHJ4xE6NZtTiWykpdHeElyRKuLlpGTTB0eams0JGRVoRGIxPU1otxkzsxdHQEe7adITenFG9fV/oPDsPD0/YioT5WLYmtY1h7IZIEAW0cY0ujOZL47ybWX/WKoVzy7ENLaWoOe1/4nuSlO5iw6l2bi0pfXzez1Z0A3t6O8XvcFJAsbLEoaTWUJGWaNVXXlZRTVVjikGlCgrrs2JzIt59uo6Jch0Yjo6oqC/44SJ+B7bjr4aG4uFruEGIv/Ft7OMz2dn0IQSlwePxbe/DYi2P58PW1lJZU1eSSKIqKh4cTjzw/Fjc3J/74YQ9rVxynvMzQK9vXz43JM7ty2bTODBvjGEnL53P6ZA6/fL3L7DhVhdETom0QUcujsqCYjTe8iaoode1lFJWs7cc4/O4f9HrhBpvGNWBYOL9/v6de83swGOB37RmMt6/j2Xw5KsFjepm1G9K4OtNmcBdSV+/FnKKUnbRoHdBmrTmhKCqH96eyY1MiJSWVtAnyYsS4joSG+TboPEcOpPH5+5tqFiT0560879uVzBcfbuHBp0dZL/AWihCUgiZBdJc2fPjNFWzbeIq4IxkgSXTuFsjgER2QZYl3XlzN8disWt0E8nPL+O273aSnFnLjXQPtGH1dVFXl/VfXWTQ2PNKPoQ5SxdfcSPhlNfqyCqNehaqicGzuAno8ex2yhStc1sC3lRvTZnfjvz8P1TkmSYY+vrOv72WzeJoDHiGtibh6DKf+WFf/VrYs0enOaTj7eBJ5/TiOfPCX0XNJWg0drh6Nxtn2q1r6ikokrcamv4/2oKS4kg9eW8uJ2CxkWUJRVGRZYsXCY0ye1ZUrb+htcZ7zgj8OYixRXVVU9u5I4kxiHmEtyOO1MRCCUtBkcHVzYvSE6DqrdWuXxxNvot3i2uXxDB0dQcdOjuMfF3s4g4I8czbzBm66axDOFhQmCRpO7sGTSBqNyS4s5VkFVOQU4tbGtjebWdf0xNlFy8K/DlFRrqt5PbCtN7fdP5jwSNHlpaEM+eJhSpIyydh0qKYNbfWfoZMH0u+t2wDw79WRDleP5tSf6+usaEoaGY2LEz2fuc5mcStVOo599h/HPl1AUUIqkiwTMqk/PZ68hsBhzbNY74sPNnEyPhugJv2j+s+l848Q0NqDsZPNF6QUFZabvD+AwXpu99bTQlBeIkJQCpo8a5fFmaySlmWJ9SuPO4ygLC2p5I+f9lo8vpW/2FZrLCzNjdS42t6vVJIkpl7RjfFTOnF4fxplZVUEBXsT2Smg2bXmtBVOnm5MXPs+yUt2cOKnFZSm5uLZvg1RN0+i7bg+SPK5IofhPzyJs68n8d8sNTxwnL3IeHUMYeTPT+PTqZ1NYlaqdKye/hwpK3dTvZSuKgopy3eRvHQnI356isjrxtkkFluRfCafg3tTTY5Z/O9hRk+IQq7PBuo8qlOgTCFJEmUWjBOYRghKQZMnM73YZJW0oqikpxbaLiATlJdV8cazKy02pW4f4YevX93uHQLrEDZjCEc//tfocUkj02ZoN5y97ZcI7+LqRN96XAwEF4es0VhUGa5xdmLIZw/R+8UbSF66E11ZBa26dSBweHebCvpjc/8ziMkLLnLV2/abb3mXtuP72nwFvTE5uCcFSZZqpTBdSG52KanJBWartH183XB20VBZYXwXQq9TCA7xueh4BQYcq+ZcILgI3NxN5zFJEng6SlX34liST+eZtQmqZs7/zBu0Cy6eoFG98O/Xqcbg/0JUvULPp6+1cVQCR8It0I+omycSc88Mgkb0sPnq8NFP52O8ITkoOh1xXy2xXUA2QKdTsOTHXFVlpI3weTi7aBk+tqPJbjNOzhoGDQ9vQISC+hCCUtDkGWK2NRUMdJCLxZrl8RaLycHDw+nuAJ18mjOSJDF+8eu06t7B8HetBkkjI8kSklbD0K8eIWRCfztHKWip6MorKT6ZZkpPggrHPp2PUqUzMahp0T7CD8WEBysYRGBQiGWWTbOu7kFAG48694lq0XrzPYNw97B/G96mjtjyFjR5xk/pxPqVBrugC737ZFkiONSbfoPtv2Wo6BXyckotGttvcBi3PzS0kSMSALi1acX0XZ+TumoPif9uQldaTquuHYi6eQJugX72Dk/gwFTkFlJ4IhWtuwu+XdrXysG0BrJWY9bqCKA8M5+EX1cTddNEq85vL7r3CsY/wIO83NJ6/VhlWWL4mEjc3CyrsvfyduWFdyYx//cDbFqTQGWlYfs7MjqAmVf3FA/uVkJSjRmdNTJjx44FYM2aNfaYXtDMOJOYx8dvricroxhZI4FqyJ2M6tya+54ciW8r+xe2qKrKHVf9XnMxM0aXHkE8/tI4k6uuAoHAfpRl5LLr8S85OW9djUOAZ4cgej3/P6uLulVTnyZ52U7Tq5QStB7YhalbP7Hq3Pbk5PFs3np+FVWV+lqiUpIgtH0rnnn9sotaVayo0JGfW4qrmxM+wsfVIizVa2KFUtAsCAtvxTufz+Tw/lQS4rPRaGS69QomIirA3qHVIEkSg0aEs3ntSZNdUCbP6irEpEDgoJRnF7B48P2UJGfVspsqPpXO5lvepSw9jx5PXWO1+bo/cQ3JS3eaHqRCUUKK1eZ0BCKiAnj1wyks++8YW9efpKJch1+AO2MmRjN+SmdcLVydBMOCw7b1JykoKMcvwJ1hoyOFmGwEhKAUNBtkWaJHnxB69AmxdyhGmTyrK9s3JVJVqa+TSynLEhFR/nTtGWyf4AQCgVkOvvErJUmZRvt8733uOyKvH4dHqHVsyoJG9MAnJoyCY2dMjpNkmbLMvGZV7R0Y7M1Ndw3kprsG1hibNwSdTuHbT7eydf2pWu9d9NdhJk6P4aqb+oqHdysiinIEAhugqirHYzM5sDuFUeOj8Dzbg1mjkWouaF16BvPI82PEBU4gcFAUnZ74b5caFZMASHD8hxU1f01ZtZvVM57j9+DZ/Bl+Ddsf+JSC48kNmrfbo1eaHVOWkccfoVex/aG5KCaM+psqF3NdnPf9brZtOAUYUqCq/wewfOExli04YtUYWzpihbKRUHR6KguKcfJyt0t7LoHjkJ5ayKfvbCQpMa+mqlBVIaxDK7r2CsbT04Ve/ULM+qkJBAL7UplfTFWRmQ5XkkTxyTRUVWX3k19x+L0/kbQyqs4gQmO/+I+4rxYxdsGrhE4cYNG8EdeM4fC7f1CYkGqyq5Oq03Psk/noyysY+sUjFn+u5khxYQVrlx836aqx+J8jXDYtBicn0YnMGogVSitTmprNtvs+5lffafze+nJ+8ZrKxhvepCAuyd6hCS4CXZWenKwSigsrLur9hfllvP7MClLO5AMGIVl9gUs+nc+R/WlMnB4jxKRA0ATQerohmenMAuDs58Xp+Zs5/N6fADVisvq/lSo9a694kfKcAsvmdXNh4roPaDO4q/nBqkr810soOmm600xz59C+VPSmVpIxdC07fsx0W0aB5QhBaUWKT2ewsN/dxH21CF2pQYAoVTpOzlvHwn53kb0n3s4RCiyltKSS37/bzb03/MUjt//LvTf8yWtPLefQvoZdpFcvi6e4sKLeIhxFUTlzKo89O8TDhkDQFNC6OhM2c5hJUanq9ERcM4Yj//e38XGqir6iiuPfr6j/eD24B/kxecOHTFz3gdmxkixz8vd1Fp+7OVJRaZkvpznXDYHliC1vK7Ltvo8ozy6o9TQKhguMXlXZ+L83mHXke9GH18EpLanktaeXk5ZcWEsInojL4r2X1+DTyhUXFyc6dWnDuCmdCI/0N3quLWsTTFZ0S7LE1vWnGDgs3JofQSAQNBK9nruepMXbQDX01D4fSZZpN3UQ/n2iyNp21HSupaqSufUwYD4/8nwsKfaRZJnybMtWP5sr7dr7WjQupJ1l4wTmESuUVqI4KZPkpTuM5reoeoWC2CQytxy2cWSChrLor0N1xCSc26ouyCsnM72ILRtO8uKjS1m56JjRcxUXm94qVxWVosLyS45ZIGjJFCaksv3BT5nXdg6/tJrOkhEPcnLe2jqCzxr49YzksmVv4RpoSFORqs3HJehw9WhG/vasYaDZIhLpoozQ3QJbITuZXgtS9Ho8wwMbfO7mRERUAKFhvkaLeWRZonvvtrQO9LRxZM0XsUJpJQqOnjZtPAsgQd7hRAKHdbdJTIKGo9MprFt53OSqYjXVrcF+/XY34R39iY5pU2dM6zaeJJ3JN/q7IWskWgeJC5pAcLGkbzzIyklPoVTpah7os7YdJXPzYc78t5URvzyNrLFu0UXwqF5cefp3kpftIP9wIhp3F8KmD8GrwznLr+DRvUlbs9fEKqVK8OheDZ7bydMNv94dyd4Za3SMJMtEXjeuweduTkiSxJ0PD+X1Z1ZQWVHbHF2WJTy9XbjxLsuKogSWIVYorYTG3cX8IBW0lowT2I2iwnLKSqsa9B5ZI7FiYf2rlKMnRJt80FD0KqPGRzVoPoFAYEBXWs6aWc+jVFTV2h2qFnGn/lxH7OeLGmVuWashbNoQejx9LV0fvKKWmATo9sgc42JSlnH28SDyf+MbPG95TgG5+06YHOPXuyOuAT4NPndzI6yDHy+/P4WhoyPQOhnkjrOLhjETo3n5/Sm0DvSyc4TNC7FCaSVaD4zBxd+bipxCo2MkrYaQif1tGJWgobi4NPwroehVjh1Kr/fY8HEd2bwugcSE3HpXPQeNCKdzt5a9NSUQXCwn562jMq/Y5Jij//c3MffOsHnueshl/ej3zp3sfuJLJK2mRvBKsozW05XxS97E2dujwec9+dtaFL3pQpK8AwlUlZTh5CG6wQS19ea2+4dw092DKC+rws3dCY0FlfqChiN+qmYoPpNB2rp9ZO+NN5mPo3F2oucz1xk/kSzR6c6pzaqLQXPE3cOZmB5BVjMXd3bW8OQr4xk9IQon53Pbbh6ezsy6pid3PjhUFGkJBBdJ1vZjhhxGY6hQdDKNyrwi2wV1Ht0fu5IZ+74i+pZJtOoRQcCAzvR+5SauiP/JMgugeig6mWZ2C1+p1FGWnndR52+uaLUynl4uQkw2ImKF0ggFcUlsf/BTUlftrtmy9AwPpM+rtxjNTeny0BWUZeRx6N15hmTrs0JB1emJuGo0A96/21bhCy6BGXO687aRFcf6kDUSMd2DjB53dXPihjsHMud/vUk+k48sy4R1aCXMdAWCS8QST0jAtOhsZPx6RjLki4etdj4XPy+Lio2cfRu++ikQXApCUNZD4YkUFg+5j6rC0lr5b8WJGWz835tU5hcTc+/MOu+TJIl+b91OpzumcOLHlRQnZeIa4EPk9ePw6xFpuw8guCRiugdx96PD+ebjrVRW6tFoJPR644mQil5lwrQYs+d1c3cmqnPdwh2BQHBxtB3fl7gvTeRIyhJ+PSONbi1XFhSTsmI3VUWl+HRqR5uh3Rx+x6DDVaPY9+IPRo9LGpng0b1x9Rc5lALbIgRlPex55luqCkuNJlTvevxLIq8fh7NP/dW5XhFt6f3yTY0YoaCxGTgsnB592rJtYyKpSfnk55Wxd0cSqkpNLqSskVD0Ktfd1o/oLkIoCgS2Jmz6EDzDgyhJyqz/eq2odH/i6jovq4rCvhd/5PD7f6Ivr6x53Ts6lOHfP3HR29HWpCQ5i/QNB1D1Cq0Hd8EnKhQAn+h2RN5wGQm/rIIL87IlCSSJ3i/faIeIBS0dISgvoCKviNPzN5k0pNVXVHFy3jo63znNhpEJbI2buzNjJkbX/D0jrYi1y+I4sCcFvV6lU5c2jJ3ciQ4djRubCwSCxkPWarhs2VssH/sopWk5gASqWlME0+uFG4i4anSd9+189HOOfvxvHQeGohOpLB/7GFO2foJ/r462+RAXUFlYwta7PuTUn+trCca24/sy/IcncQ/2Z+hXj6BxcSL+26WAodBH1elxDfBh+A+OIYgFLQ9JVU21Tm88xo4dC8CaNWvsMb1R8o4ksqD7rSbHyE5auj06h75v3GajqAQCgUBgjKqiUhJ+XUPivxvRFZfh1yOSTndOxb93XUuu4tMZ/BVx3blOBRcgaWRCpwxi3IJXGzvsOig6PUtHPkT2ztg6ixqSVoNn+0Cm7/68ZnesJCWLMwu2UFVYik/nMNpNHWTW9FwgaCiW6jXxm3cBLv7eZseoesWicc2ZvCOJxH6+kIzNh5C1GkImDqDTnVPxbCe2fpsy+XllpKcU4uKqpX2HVsiiIlLQBHDycqfzXdPofJf5XaOTv69FkiVUI3nRql4hafE2KvKKcGllW5/CMws2k7XtaP1x6fQUnUoj7uuldH/M0K7RI6R1vfn8AoE9EILyAtyD/Aga2YOMzYeNbnurqHSoZxulpRD39RK23vUhkkau8VbLPZDAkQ//YuyCVwkZ38/OEQoaSm52Cb98s6smTxTA18+NGVf2YPSEKIcvVBAILKUsI8+wRWyqz7aiUpFTaHNBefzHFYbrqrHYFJXj3y2rEZTNidzsErZuOEV+bik+vm4MHtmBgDaii1hTQgjKeujz2q0sG/2IIcH5wm0RCWLum4VHaGv7BGdnsnYcY+tdH4BKnc4U+ooq1sx8ntknfsE9WOQVXkhebikbV50g6XQ+zi4a+gxsR+/+oXb3RcvPLeXlJ5ZRmF9e69c9P7eMH7/YQWFBOTOv6mG/AAUCK+LRrrVpMYlhe9m1ja9tAjqP0tQcs7GVZTQvf0lVVfn7l/0s+fcwkiTV3Hb/+W0/E6Z34aob+1jNF1jQuIj9rHoIHNqN8Ytexy3IYEIuyYYfkyF38koGvH+XPcOzK0c++gfJmKmuoqJU6Ij/eoltg2oCbFh1nEdu+5f5fxxk97bTbNtwik/e2sCzDywiJ6vErrEt/PswhfnlRvuXL5h3wO4xCgTWIuLasWBCoEgamfDZIy6qi82l4hkWaNpbUzII4ubE0vlHWfzP4RoHDb1eRVFUVBWW/3eUhX8dsneIAgsRgtIIIRP6c+XpeYxb/Ab937uLYd8+zlWpf9L/nTvNdilozqSu3FNrZfJCVEUhZfUeG0bk+Bw5kMZ3c7cbLpJnL5TV4i09tZA3nl1JaXGFXWLTVenZtOaEUTEJBn/VLetP2jAqgaDxcA/yo9cLN9R7TNLIaD3d7Gb7FnXLRLMrlNG3TrZRNI1PZYWORX+bFoxL/z1CeVmVjSISXApCUJpA1mpoN3kgXR+6gqibJwqjWAzbExYMavxAmhCL/zlsdMtGVSE7s5j7b/qbn77aSZmNL5wlJZVUVpjuCyxJhhgFguZCz2evY+DH9+MSUPua3mZoN6Zu+bjG89HWhE4eSNvx/Wp2xc5H0si06taBqFsm2iGyxiH2SAZlpaaveRUVOo4cSLNRRIJLocUJyqqSMuK/XcqOh+ay59lvydoVa++QmhRBI3ogaY3/2kgamaARPW0YkWNTWann6MF0kyuAADqdwrrl8bz13EoqKnQ2ig7c3JzM5iepgKe3i20CEghsgCRJhE0bTNSNE/BoH4hbkB/tZgyh/9t34Nsl3G5xyRoNYxe8Qqe7piG7OJ2LVyMTPnskk9Z/iJOHm93iszYV5ZZd68otHCewLy2qKOf0gs1svOEtdCVlyFotqqpy8M3fCB7bm9F/vYSLr6goM0eXBy/nzH9b6j8oAbJEpzun2jQmR0ZvZvvqfBRF5fTJXNYtj2fijC6NGNU5nF209B3Ujj3bk4yKXkWvMnh4B5vEIxCYoqq4jPLMPJz9vC/pep26eg+rpz+HUqWr2WJOXrKDpP+20veN2+jx1DXWCrnBaN1cGPzpA/R59WYytx5B1SsE9O/ULAsdg0Mss99rGyp2B5sCLWaFMmPrEdbNeRldSRmoGC4kZ3MB09cfYM3M5y3bzm3hBI/qRd83DYbukvZcLqmk1SBpNIz69Vk8wwLtFZ7D4eqqxT/A8uR+VYU1y+IbMaK6zLiyBxqtTH3OQJIEg4aH0y68lU1jEgjOp+hUGhtveJPf/Gfyd8f/8Zv/TFZNf5bsvQ3/rpRnF7Bm5gvoK6pq5StW3w/2PPMNKat2Wy32i8WllRftpgwibPqQZikmAULbtyIyOsDoLoksS4SFtyI80s/GkQkuhhYjKA++8YvhP+rRjKpeIWPjQTK3HG7UGFRVRVde2eSFa48nr2Hypo9of8Vw3Nr64xHWhuhbJzNz/1eEzx5p7/AcCkmSGDe1U71izRg5WbbNV2wX3oonXxmH31nhW+05KcsSI8Z15LYHhtg0HoHgfAqOJ7Oo/z2cnLcOpers1qeqkrJsJ0uGPkD6poMNOt/x75ahK68w2SnnyAd/X2rYAgu55d5BuLho64hKWZZwctZw2wNDhA9uE6FFbHnryipIXrbLZLGIpNWQ+PdGAod1t/r8ZRm5HHr3T+K/XUpVQQlaD1eibppItyeuarKdZQKHdiNwaDd7h9EkuGxKZ47sT+PIgTSL6pXc3J0bP6gLiOrchve+nMXRg2mknCnA2UVDr/6htPJzt3ksAsH5bL/vYyoLiutUP6t6BVVV2XTj28w+8XO9hSz1kb7xYK0e2Rei6hXSNxy4pJgFlhPavhUvvTeZ+fMOsHPLaRRFRZYl+g0OY+bVPQhp52vvEAUW0jIEZWm5RZXHVUWlVp+7+EwGS4bcT1lGXs0FUVdSTuyXCzk5by1TNn+MT6d2Vp9X4DhonTQ8/Oxo1i6PZ/E/hynILzc6VpYlhoyyT76iLEt069WWbr3a2mV+geBCik9nkLrKhA2ZolKcmE7auv20HdvHdoEJrEpQiDd3Pzqcm+8ZRFFhBZ7eLri5OZl/owNRXFjB5vUJJJ/Ox9nZ0LiiS4/gFmXK3iK2vJ19PXHxM91CS9Xr8ekcZvW5t9zxAWWZ+XWfrnUKlfnFbLzhTavPKXA8tE4aLpsWw4ffXkF4pF+9FxlZlnBx1TJhWowdIhQIHI+C+CTzgySJgtgzFp8zaEQPs8bmgSNEZyh74OrmROtAzyYnJrdtPMWDt/7NvO/3sGX9SdavPM67L63hpceWUpBfZu/wbEaLEJSyRkOnO6eZ7kCgGhK/Fb1pT76GUHQyldSVu40agat6hexdceTsP2G1OQWOjUYj8/hL4+jSIwgASZZqxKV/aw+efu0y0b9WIDiLk6cFFjmqipOX5akZUbdMQuPqjLHEZlWv0O2RORafT2A7dFV68nJLHcroPPZIBl9+uBldlWJoWqE3dPsBSErM4/1X1pq1jWsutIgtb4AeT11D0pLt5B0+ZTR/Ju7LRWhcnBj44b1WmTP30CmLxu14aC5tBncl8rqxtOom7FmaO55eLjz+0jiST+dxcG8qOp1CRJR/i9seEQjMEdC/M27BfpSl5RodIztrCZ0y0OJzugb4MHb+K6yZ8Xwt2yBJq0HV6en7+q2EXNbvkmMXWI+C/DIW/nmIjWtOUFmhR5KgV/9QZlzZgw4d7VsBv/hvQw/y+optq63gjhxIo3vv5p9K1CJWKAGcvNyZvPH/cGtjwv5EhWOfLqA0Ndsqc2pcLFu2z9xymMPv/8mCHrex4fo30Fc6ztOXoPEIbd+KybO6Mn1Od7r1aivEpEBwAbJWQ+8XbzQ+QJKIuW9Wg7uYhYzvx+XHfqDbo1fi0zkMzw7BRFw9mqnbPqXH09deYtQCa5KfW8pLjy1l7fL4mq5eqgoHdqfw6pPL7dpFp6pKz6F9qSZXIGWNxN4dFqRuNANajKAEqMwrpizd+JMuGKx9Tv21wSrzBQ7vjtaCLRtVr9Rsi5+ct5adD8+1yvwCgUDQ1Im+fQp9X7/V4HsrS8hOWkP6kgSd7pxKv7duv6jzerYPpN9bt3P50e+Zk/ALI356mtYDRf6yo/H793vIzy2rI9oURUVRFL78cHODGkhYk6pKC1LkVEPP8pZAixKUFbmFZsdIGpnK3CKrzOfk4UbXh64wdJCxFEUl7uullGWYFr4CgUDQEpAkiR5PX8tVSfPo/86ddLprGr1fuonZx39myGcPIZ/XYEHQvCgurKixEqoPVYWC/HIO7E6xcWQG3Nyd8GlletFIVVWCQr3Jzytr9sKyxeRQAniEtkaSJVRTHmQ6PZ4dgqw2Z68Xb6AsPZf4b5YacnT0+nrN1S+MIWnxdqJvnWy1OAQCgaAp4xboV6tYpiA+iX0v/kB5VgHuoQF0vOEyPEJb13mfoteTvSuOyrwivCLb4hMtbNqaChnpRWYLWmSNRMqZfPoMtP2/qyRJjJ/ciX9+22/SmXDB7wf5++f9aDQSA4aFM+PK7gSHNL92ki1KULq29qXd9CEkLdpWx8anGq27K+FzrNftRdZoGPrVo8TcO5PjP6wgZ/9xMjaY6ewgS+hKK6wWg0AgaDiVFTqKiyvx8HTGxaVFXSodGkWnZ9t9HxH/1RLD1rcsgaKy74Xv6fns9fR66caazionfl7Fnme/pTQ5q+b9bYZ0ZfDcB/HrGWmvjyCwEBdX8987VVEtGtdYTJjRhQN7UzgRm1VLVErSOftrnc6gN/R6lR2bEtm3M4lnXp9A+4jm1VKyxV0l+79zJ+kbDlBVWFpbVJ791x/0yf04eVhgVdFA/HpGMvDDeyhJyeLPsGtMG60rKr5dw60eg0AgME9GWhEL/jjIjk2J6PUKGo1EvyFhDBgajqeXC22CvPDzFx2E7MXup78m/uulgCH/nPPS2Pa/+jMu/t50eeByYj9fyLZ7P6rz/qwdx1gy7AGmbvtUuGo4OCHtfGgT5ElmuvF2tKqKXVYnq3F21vDES+NYvvAYq5fGUZBn8J10c3emrLSyzq1eUVQqK/R8/fEWXv1warNqKympdmosPXbsWADWrFlj87kL4pPY+ejnJC/dUbP97BMTRt/XbqX9rGGNPv/qGc+RvHSnYfv7AiRZxjM8kCvif7K4lZhAILAOKUn5vPbUcsrLdEa32iQJevYN4dpb+xMYbLphgsC6VOQWMq/tHJRK47loLgE+XH7se/4MuwZ9Wf07PZJGJmRCP8Yvrt1YQlUUUlbs4sRPKylNzcE9JIComybSdlwfcT22E1vWneSrj7bUe0ySYMjICO54aKiNo6ofRVEpK60kJ7uU5x9abHb8i+9OIiIqwAaRXRqW6rUWt0IJ4BPdjvGL3qA0NZuixAxcfD3wiWlvsyeFQZ/cz+Jd91GeVbuDjqSRkZ21jPj5aXHxEgjswHdzt5sUk2BYETm4N5UTcct46b3JtA4URvS2InnZTpNiEqAiu4BD7/6Bvtx42pCqV0hetpPS9FzcgwzbjrrSctbMeoHUVXuQNDKqXkHSyJyat47QKQMZ/ddLaF2drfp5BOYZOjqCgoIy/vppH6pq6POtYjAQ7zc4jJvuGWTvEGuQZQkPTxdiD2dYND7lTEGTEJSW0iIFZTXubQNwb2v7f0zPsECm7fqMg2/8xvEfVqAvq0DSamh/xXB6PXu92IZpRqQmF5CVXoyHpzMRUf7Ipro1NQMqK/VsXpvA2uXxZGcW4+nlwtDREYyd1AlvH1d7h2eSlKR8TsRmmR+IYSWitKSSf37bz10PN/6uhsCArqTconGlydmGIsgqE7YuKpSmZNcIyu0Pfkramn2GQ2cf9Kv/TF62k12PfcHgTx+4hOgFF8vkmV0ZMjKCLetOkplehIeXM4OGdyAs3ISvtB2xNKfTnrmfjUHz+jRNCI+Q1gye+yADPryHitwinH080Lq52DssgZVITMjhpy93khB/ziTfL8CdOf/rzZCREXaMrPEoL6vi7RdXcTI+x2CVpUJZaRUL5h1k2fyj3P/UCLr3DrF3mEZJTSpo0HhFUdm5OZEb7xyAm7tYubIFPjFhFo3zjg5F1Zn3JnRtbai0LcvM48SPK1EVI+9RVOK/WUKfV2/GpZVIc7AHvq3cmHJ5V3uHYRHRXQJxd3eitNR4kxInJ5luvYJtGFXj07yXS5oAGmcn3IP8hJhsRpw5lcvrT6/g1ImcWq/nZpfy5YdbWLci3k6RNS5//rSXxBNn/VMv2DGuqNDx3str+eWbnQ7b19b5Iiq59XqVgjzLVs0El07gsO54R4caTQmSNDJtx/Ul5u7phgpwI0iyTJuhXfEMCwQgfcPBmuYSxlAqdaRvNOPQIRBgKNSZOrubyTGXTYvB3aN5PYgKQSkg70gisZ8vJPaLReQfO23vcJo8837Yg06nGBVOv3+3h/Ky5tVes6y0ko1rEsyKxVWL41i24KiNomoYMd0CcXWzrF3q+bh7Nq+bgiMjSRIjfnoa2cWpjmCUtBqcfT0Z/NmDuLb2pcdT1xg7CcgSfd+4reYlc2KyoeMEgsmzujJ5ZhfAkFup0Ug17XVHXRbF7Ot62TG6xkFseTchVFUlbe0+En5dTXlGHu6hrYm6eSKtB8ZcVEFRaVoOG65/g/R1+89181EheFwfRv78NG6BzcsjyxbkZpdw5EC6yTEVFTp2bz/DsNHNxwcv6XS+ZW3IgCX/HuayaZ1xcnKsDifOLlqmXtGVv3/Zb9F4WZaI6R7o8LmhzY3WAzozbcdc9r/yM6fnb0LVK8jOWiKvG0evF27As71h1bH3yzchOztx8M3fDNXeZ9Mw3EMCGPbNYwQN71FzzoD+ncxPLEFAPwvGCQQYHn6uuqkvYyZFs2X9KXKzS/DxdWPoqAiCQrztHV6jIASlnVH0eqqKynDycEV2Mv7PoSstZ+0VL5GyYpch2VynR9JqiP96CRHXjWP49080qAVZVXEZy0Y9TNGps+LnvIWl9HX7WTb6Uabv/hytu7hZNoS83FKzY2SNRG62+XG2QlHUmifni6Uh7y8priQhLpvO3QIvac7GYOoV3SgtrmTpgqPIsmTSOkiS4PJre9k2QAEArbp1YPSfL1BVXEZlfjEu/t510oYkSaLXc9fT5YFZJC/dQWV+CV6RwQSP6Y2sqX2t9O4YQtvxfUlbt7/eVUhJqyF04oAasSoQWErrQC9mXtXD/MBmgBCUdqI8u4CDb/1O/LdLqSooQXLS0GHOKHo+cy2+XcLrjN9238ekrtoDnNt2qf7z5G9r8AoPos+rN1s8/4kfV1B4IqXeNpCqXqEg7gwJv66h0+1TGv7hWjBe3uYFuKJX7b6qVVZayYpFsaxbEU9+bhkurlqGjIpg8swutAlqeNFBWAc/3D2cKS2ptGh8lanqWztyblWhE1s3nCQnu5SkxFwST+TWCG9FUfHxdeP2B4fQsVPdVn8NRVVVdDrF4VZsmwKykwYnLzc0LsZTFZy9PYi4eozZcw3//gkWD32A0qSs2sU5soRn+0CGfv2INUK2mMKEVGI/X0jamr2oqkrbMb3pdPd0fKJCbRqHQGApLdLY3N6UpueyZMj9lCRl1vah1GqQnbRMWPUugUPOVbOVpuXwZ9jVRttFAmg93bg67S+Lu/wsHHA3OXvijfcVlyRaD4ph6pZPLDqf4BwvP76UUydyjDZD0mplPvp+Np5e9inEKi6q4PWnV5CWUsj5X39ZlnB20fD0a5cRHunf4PPOn3eABfPMFy1IEnzw9eX4BXg0eA57UZBfxr5dyZSXVhHU1pvufdqiuUQLqJSkfJb8e4QdmxPRVSn4+LoyZlInJkyPwe0icjlbEhlbj3DwzV9JXrYTFBXXwFbE3DODbo/OuaRdlYrcQmI/X0T8t0spy8jDLciPTrdNptPd03HxtZ3faOLfG1h/7eugqjXXfUkjgyQx4qenLBLIAoG1sFSviaIcO7Dzkc8oSc6qIxBVnR6lsooN175W6wk5ddUek2ISQFdcRtY2y4sdyjPyjYtJAFU1jBE0mKtu7IskSRhLa+0/tD3HDqWTltIwmxpr8cePe0hPrS0m4VxLsLnvbryoSuzpc7ozcFh7k2NkWaJXv9AmJSYBfHzdGDU+iokzutCrf+gli8m4Ixm8+OhStm04ha7K8N0uyC9nwbyDvP7UcotXelsiif9sZNmIB0lZvgvO/p6WZ+Sx/+UfWTbmUapKyi763C5+3vR89jrmnPyVG0qWMifhF3o8fa1NxWRBfBLrr30dVa+vdd1X9QqqTs/G/70piicFDokQlDamPLuAxL83Gq0WVPUKJWcya7a3AZRKyyqC9WY6SJyPV0SQyW48kkbGKyLI4vMJztG5WyAPPzcaX7/aq8UajYRGI7Ntwyk+fWcjT927kDefW0lGWqHNYisprmTr+lNGBaOiqGSmF3PskOnCovrQaGTufnQ4N909sN6cSlmW8Gnlyg13DmjwuZsTOp3C3Pc2oqvS1/l3UFWVlKQC/vl1v32Cc0BKU7PZ+8L3zO92C392uJb1V7+Ket7KXTWqopKzO55Db82zU6TWIfazhYBqcvfo2Nz/bBmSQGARVheUycnJ3HrrrfTq1YvBgwfz7rvvohgzi22BFMQlmbWekDQyuYdO1fzdv2+0+RPLEn49LTfMjr5tinETXwzCNvr2qRafT1CbHn1C+OCry3nsxbHceNdAuvYMQq9X0V9wE4w/msmrTy4nN7vEJnGlJRegM2P4LMsSp0/mXtT5JUli9IRo3po7g5HjO+LkZLjEuLo5cdm0GF5+f0qTW520Nvt3J1OQV240JUJRVDauOUFFefOylroYMrcd4Z/ON3Hwzd/IP3qaktMZBiFp5GenKgqxXyxEacL2Pikrd5k0ZVd1ek78vJLT/21p0p9T0PywalGOqqrcd999dOzYkQ0bNpCdnc3tt99OQEAAN99secFIc0brbj5vTlVUtG7nvO38e0cRMKAzOXvi6936ljQyYdOH4BFieYFAhytHEff1EjI3H64jLCVZImhUL9rPEi3lLgVZI9O9d1tSkvL58Ysd9Y5RFJWS4kqW/HuE/93R+Ct3Wifzz5Cqqlo0zhSBwV7ccu9gbrprIBWVelxctJdcSd5cOHMqD41GQq83nlZQWaEnM72Ydg7aWs4WVJWUsWras+hKK6ABixIVOYWUZxfUtFRsalhS1aArKmPtrBdo1b0Dl614p8l+VkHDUFWV48eySE8rxN3dmW69gi/KO7exsOoK5aFDh4iLi+O5557Dx8eHyMhIbr/9dubNa9pbENakVY8I3EPM9w9vN3Vwrb+P/OUZXPy965r5amQ82wcy+LMHGxSH7KTlsqVv0umuaWhcz4lXjZsLne+dybhFrzfIhqipU1Jcycnj2SSfzrN6J5fNa08ia4yLKUVR2bQmAcVMnqw1aBfeCh9f00ULqgo9+1qnRaKskXFzcxJi8jyctLJFosHJueV8/+rj1O9rqcwtapCYrOb8a1pTI3hULyQLr735x86wevpzdfKhBc2P+GOZPHXvf7z+zAq+/WQbn7y9gQdu+ptFfx1ymH9/q65QHj16lJCQEHx9fWte69q1K4mJiRQXF+PpabvEZkdF1mjo+dz1bLv7/+o9LskSEdeOreN35t0xhBn7vuLI//3D8e+XU5FbaKhAvH0qXR6YdVH9ZbXurgz+9AH6vn4LOXuPgyTh3ycKZ++WsyVZWFDOnz/uZdvGUzVbwf6tPZhxZXdGjo+yyhx5uaWmC6AwmJ1XVOgavSe0RiMz9Ypu/Prt7nqPy7JE7/6hBAY3T+NdR6BX/1D+NpMj2SbIk8Dglt0zOn3TISSNbLYg8XwkWab1kC42LaKxNjH3ziDuq8UWjVV1enJ2x5Gx6RBBI1qG12FL5NSJHN5+YRX6C1IhKip0/P3rfioqdMy+vredojuHVQVlXl4ePj4+tV6r/nteXp4QlGfpdMdUytJy2f/qT2cLYySQDBeHdlMHM+TL+v3O3IP96f/2HfR/+w6rxuPs40nwaPv/Mtqa4qIKXn1qOdkZxbVWJXOySvhu7nbyc8uYYQVDWh9ft3OdiIzg7KzB5SJ6STcEVVXZsyOJPTvOoNXK6HQKkmRYkZQ1EopeJTqmNbc/OKRR47AGFRU69mw/Q252KV7eLvQbHIaHp31smBpKu/BWdO/TliP704yuhk+f0+Oiul+1dFRFoecz19k7jEuiVbcODP36Ubbc/j7IEpgR1JJWQ9LibUJQXiR6vUJSYh66KoXgUB88HLCV6t+/7EPRq0Z3Npb8e4RxUzrj28oy28DGwqp3MHEBtAxJkuj90o10vGkCJ75fTlFiOi5+3kRcO4bW/TvbO7wWw9L5R+qIyfP59/cDDBkVQevAS3sQGjo6guX/Gbd0kmWJoWMikS/RisYUqqry4xc7WLfieK0OMNWfPKZrIFOu6EZM9yCH357esOo4v323m/IyXc1n+emrncy4sgfTZnez6nUoJ6uE7ZsSKSosxy/AnUHDO1hsSl9ZqScxIQe9TiG0vW8t0/u7HxnOuy+t5tSJnDrvmzyrK8PHNp+2nBdL0PDuJPy8yuw4SaNBVRUkjcyQzx4idGLTdxGIvmUS/n2iOPjmbyT+tcHkWEmS0FeIAq6GoqoqKxYdY8m/RyjMLwcMHsFDRkVw9U19HOYBtTC/jMP700yOUVWVHZsSmTA9xkZR1Y9VBaWfnx/5+fm1XsvLy6s5JqiNV3gQvV++yd5htEgURWXdiuMm8yVlWWLz2gRmXdPzkuYKC2/FsDERbFl3ss4TpixLuLk7MfXyrvW/2Ups3XCKdSuOA9T+zCogQfyxLO7p4OfwYnLbxlN8N3d7zd+rP4uuSuGfX/ej0UhMubzbJc+jKCp//LCHFYuOgSQhSxKKojDv+z1ccV1vppj491L0Cov+PszyhUcpLTHc6DUaiYHDO3Ddrf3w9HKhsKCMzPSimhXiaiQJtm86xfipnfHzd7/kz9GU6XDNGHY99TVVBSVGt73bjuuLW1s/fGPaE3XzRNzaNJ8iJv9eHRn567OkrdtPRbZxz1qlSod/H+uk57Qkfv12N6sWx9Z6TadT2Lw2gYT4LJ5/e5JDNBgoLKwwO0aWJQoKLt5/1VpYdUmke/fupKam1ohIgIMHD9KxY0c8PFpOXp7A8Skvq7LIPDozo9gq891y72AmzehSY6NTTXikH8+9NZGANo2bDrJy0TGjRuuooNPp2bj2RKPGcKkoispfP+0zOea/Pw5RXnbpqzX//r6f5QuPoaoG1wW9XkFVQa9X+fOnvaxbEV/v+1RV5bvPtvPv7wdqxCQY3rd94ylef2YFZaWVfPHBZspKq+o8YKgq5OeW8ePn22npOHm4MX7xG2jdXWp55lYXrHR7/CouW/E2I354ih5PXtOsxGQ1slZDzN3TkYw96MkSTj4edLhylE3jauqcScyrIyarURSV1KQCVhs5bmt8fF2NX7vPoigqfv7211hWXaGMiYmhR48evPbaa7z44oukpaXx1Vdfcc8991hzmhZBVXEZp/5cT+HxFJx9PAifMxLvyLb2DqvZ4OyiNWvdIklYLZ9Go5G56qa+TJvTnaMH06ms1BHavhVhNrCFURSVxATTvpKqCqsWxaLXKYwY19GQ99kI6PUK2zclsnZ5PGkpBbi7OzNoRDjjJnXC18/0itypE9nkmPHrrKjQcWBPCgOHhV90jCXFlSxfYLrr1PzfDzBiXMc6HXNOHs9m05qEet+jKCppyQX8/ct+k/8eiqKyf3cKOVkl+Le2/03CnrQZ1IXLY38k7svFJP6zEX1ZJf59o4i5d2aLyRns/tQ1pK7bR+bWI4Yv6tlLlqTVIMkSo/94Aa2bY2zPNhU2rj5RkzdeH6oKa1fEM3V2N4oKykGS8PJ2sUtan5e3Kz37hXJwT4rRHTVZlhl0Cdc8a2H1KoCPPvqIF154geHDh+Ph4cG1117Ltddea+1pmjUJv65m610foistR9ZqURWFPc9+Q8cbJjDky4fRONt/Gb6po9XK9B/anp2bTxv9kur1KoOGh1t1XncPZ/oNDrPqOS1BkiSz1hK5OaX88+t+5v9+gFvuHcywMdbN49NV6fn4rQ0c2JNSs9VbUlTJkn+OsHZZPE+9dplJgV1cZFk7wuIi81tEF1JZoWPnltMkn8knM72IqirThRAF+eUkxGcTHdOm1usbVyfUylG9EFWF7ZsSLYopKTGvxQtKMBQj9n7pRnq/dKO9Q7ELWjcXJqx8l7jPF3Lss/8oSkhF4+pM+JyRdHt0Dn49RL5tQ8lMLzIqJqvJzS7lsTvnk51peIgNCvFm8swujBjX0ebCcs7/enPsUDpVlXW7awFccV1PPL3t/1BhdUEZFBTEV199Ze3TthiSlu5g4w1v1jyFKlXn2ime+HklSDD8uyfsFF3zYtoV3diz7YyhjVs9uY1dewUTGW3eM9TRkWWJrj2DOHow3azHZvW27tcfb8W/tQcx3a3XfnPJv0c4uDelZp5qFEWlrLSKj95Yx7ufzzRanGRpcdT54wryyziwO4WKCh2hYb507hZY52awf3dyzRa0RiNb3NmrrLTu1np2pvEir2pKii0TvC3dh1JwDq2rM10fnk3Xh2ej6PVIsiyKYC8BTy8Xkw9+1VSLSYD01EK+m7udpMQ8rrutv01//qFhvjz7xgR++Hw7J4+fK+Tz8nZh1jU9GTPRgm56NqBxfUoEDWbfC99TJ1O/GkXlxI8r6PX8//DqEGz74JoZoe1b8cTL45n73kbyc8uQNRKqYhCXfQe14/YHhtjlol1SXMn+XcmUlFTQJtCL7n3a1tlabSiTZnYxWyl4PrIssfjfw1YTlDqdwsolsSbbDWZnlnBwXyq9+oXWO6ZtqA8RUf6cSshFredGIEng08qNbj2D0VXp+fXb3axfaSi8qv5KtQn24q6Hh9U8KCTEZ/HRG+trVm8vbI1piqC2dX0ivXxczd6oPDydKS2pMjnG1c2Jjp0t73wlaDnIGvGgcakMHtGBLetONuxNZ7+uq5bE0W9Iezp3DTQ93sq0j/DjxXcnk3wmn4zUQtw9nImKaYNW23juIA1FCEoHovh0hsFg3ASSLJP490a6P36VjaJq3kR3acOHX1/OgT0pJJ/Ox8lFYzdjb0VR+e/Pgyz55zBVVec8Ir19Xbn13sH06l+/0LKEbr3act1t/fj1m90WPZkrisrhfWnoqvRonS79BpadUUyxmWpFjUbiRGyWUUEJcMOdA3n9mRXodUqtz1Ct+2++ZxCyRuarjzaxfVNijYCt/jMro5i3nlvJS+9PJqSdLwv/OlzruCXIskR0TOt6f0cGj+jAtg2nTL53xNiOlJVVsX7lcaPzTpwe0+i+pObIziwmJ6sEL29XgkO9xYqYoNnQtWcw0TGtORGX3eDOaLIssXZZnM0FZTWhYb6EhvnaZW5zCEHpQFQWmK8olmSZqsJSG0TTcpA1Mr0HtKP3gHZ2jWP+7wdY+Nehmr9Xi43CgnL+7411PPHyOLr0uPiV6cumxtCtV1vWLY9n28ZTFFlgR6HTKVYRlEarVM9DxbyXbYeO/jz/1kR+/343xw5l1LzePsKPq27sQ5cewSQl5rFtY2L9cygqOp3Cwr8Ocet9QziwO7nBYtLFVcuNdw2q93j33m3p1LUNx49l1blRybKEu4czl02PMVgH5ZezZ0eSoThAUQ1CX68yYlxHZlzZ3fKgrMyZU7n8+u1uYg+f+/mGtvflqhv70KOPdVpyCgT2RJYlHnl+DF/+3xb27UxGkgzXnprvoQmRqSgqSYn5tgu2CSEEpQPhERaIpNWg6vRGxyhVOryjxEW9uVFUWM6Sfw/Xf/CsV+SfP+/jpXcvLdWhbagP193WH78AD/74cY9JMeUf4IGLq3UuEa0DPfELcCc32/jDkKJX6dLD/BZ7+wg/nnr1MnKySsjNMaygBbU9t1q4beMpkxWciqKya8tprr6xb4PFZL/BYVxxbS+CQupfwZZliYefG8O3n2xl19YzwLkMlpAwX+55bDitzlaz3//USBListm8/iRF+eW0CnBn+JhI2kfYz7P39MlcXnt6OboLipJSzuTzwatrue+JkXYpKhMIrI2buzMPPTOa9NRCDu5JoapKoUNHP77/bDuZ6aYXd9zcRWFsfQhB6UC4+HrS4apRnPpjff2iUgInTzfCZ4+wfXCCRuNEbBY/fbXTpIWRqsKp4zlkphfRJujSezwPHxPJ37/uqyMcqpEkGDe1k9W2OWVZYvLMrvzyzS6jx0PCfOjczfJtJP/WHvVWQRcVlJt9r16v1thClRQbrx6XJJg2uztDRnXA28fNIhspNzcn7ntiJFkZRRzen4auSqFDlD+R0QG1fp6SJNGxc2uzuZLK2VVVJ6fGL8T45Ztd6KqUOis01cL7h8+306t/qEPlbQkEl0JQW+9aD6SDR3Rg0d+Hja5SShIMGNreVuE1KYSgdDD6vXU7aWv3U56VX1tUyhKoMPTrx9C6W9b6TeD4bFx9gm8/3WbWuLaaosIKqwhKT28Xbn9gCF98sLlmq6caSYIuPYK4bIp124COndyJlKT8Wu0fq1fv/Ft78NAzo60imPzbeJ7rKWkEZxcNnt6ujJ4QzdL5R0zcPCTGTu50UT1yWwd6MXrCxf9bnTmVy+J/DrN72xn0ehWfVm6MnRTNhGkxuDZCB4+MtCLij2aaHFNUWMHBvSn0sXN6SFMna2csRz/5l7Q1+0CCtmP70OWBywno18neobV4Rk+MZtWSWMrLdPWmrXh6uYjWqEYQj5kOhkdIa6btnEvENWOQnc7p/YB+0XR/6moKYs9w5KN/KE4yfeEXOD6Z6UV8N3cbYHlRiF+A9drxDRregWffnECPviE1Qi6gjQdX39yXR54bY5XcyfORZYkb7xrI069fxsDh4bSPaEXnboHcfM8gXv9oqtW6BQ0bHWEyB0qSYPjYjmi1MlMu70pwqHedlpPVuvb62/pflJi8VI4cSOPlx5exa+uZmpXrgrwy5s87yBvPrqTMCt2ALiQ704IcbslQYCW4eGI/X8jiwfdy6o/1lKXnUpaWy8l561g08B7ivlps7/BaPK383Hni5fF4+RgWbjQaCY3GcEFo5e/OU6+Nd5g+346GWKF0QDxCWjPix6cY9PF9lKZkk7ntKLue+JLsnXGGHEtFYecjnxN922QGfXK/MDpvoqxbHm+R4TgYxFi3XsE1+XfWIqpzGx5+tg16vYJer+LcyN6HkiTRuWtgo1ZIevm44uXtYrToyLD93gUwGM0/+8ZEFsw7wIbVJ6goN/i+hnXwY8aV3ek7yPb5gpWVeua+t7Gm3eP5qIpKUmIeC34/wDW39LPqvJ5e5m+SqgoeFowT1E/OvuNsu+8jUKm1A1X931vv/pDWg2KEWbmd6dDRnw++msWeHUnEHc0EVcW/jSft2vviZOUH7eaEEJQOjLOPJzl7j7Plzg9qlrDOvwjFf7MUVa8w7JvH7BWi4BI4EW+ZZYUsSzg5a7jqpr6NFotGI9Nc7O02r0kwWcGu16skxGfXrIh6eDpz3W39mfO/3uTlluLkrMXP37rCvSHs2XaGEhNdgRRFZf2q41xxfW+rPgCEdWhFYLAXGelFRlMGnJwNtlqCi+PY3P+QNMYLLyWNhtjPFjLki4dtHJngQrROGgYOC0dRVP7+ZV8tk/PO3QL53+39CW3f/PrHXwpiy9vB2fvC90hI9V/gVZXj3y+j6JTlhtUCx8HJybKvX3RMa55/a6JdvcdUVSUxIYddW09z5EAaOp3lBuC2ZsPqE2AiFVOSDLmrF+LsoiUw2NuuYhLgTGKeWSP78jIduWb6mjcUSZK48sY+JvNPp8/pjruHdfrbt0TSNxww6eKh6vSkrd9vu4AEJlm3Ip4vPthcS0wCxB/N5JUnl5OSlG+fwBwUsULpwJSmZpO55YjJMZIsc+rP9fR48hobRSWwFj36hnD0YLrR/ElZlug9IJQHnhpl07gu5ERcFj98vr2W95qXtwuzr+/NqMui7BeYEfJzS02KIlXFpH2RvXFy1qCaqyqCRtl66zcojDsfHsrPX+2ktKSqpnjKyUlm2uzuTJvdzepztiQkCzpeWeLZKmh8ysqq+O3b3fUeUxSVqko9f/64l4efG2PjyBwXISgdmMp8y4zOK/Otu1IhsA3Dx0Ty3x+HKC8z3oZvxpU9bBxVbU6dyOHN51ai19WOr6iwgu8/205lhY7LpsXYKbr68fVzp6Cg3KiolCTrFjdZm979Q/nvj4NGj0sShLTzbbTPMGRkBP0Gt2ffziRyskrw9Hah78AwiyyTBKYJuaw/RSfTjG95azWETBhg46gE9bFr62kqK014QisqB/akUJBfho+v7Qv3HBGx5e3AuIcEIGlNr0IoOh1eEaKvd1PEw9OFx18ai6ubUy3bIFk2VBXe9cgwu5pcA8z7YQ+KXjVaOPTnz/soKzWe72cPRo7vaHaFcsS4jrYLqIF06OhPTLfAOpXn1agqTL+ye6N6Ujo7G/LHJs/qyoixHYWYtBIx984w/Ed9/3RnX+t8z3SbxSMwTk5WSU11tzEcfbfD1ghB6cA4+3gScfVok6JS4+pCh6tG2S4ogVWJiArg/a9mcd1t/enZN4RuvYKZPqc77311OQOHhds1tpysEmIPZ5gsHKqq1LNr2xkbRmWeYWMiCQ3zrVeQSbLBTNwe1dsN4b4nRxIR5Q+ArJGQZAlZlpAkuOrGPnb/3RBcHD6d2jHqt2eRNJpa29+SRkbWahn9xwv4RImiJ0fAy9vVoqJJbx/hC12N2PJ2cPq8dgspK3dTkVtUe5vkrCP04E8fwNm7brcQQdPB3cOZ8VM6M97KRuKXSn5emdkxGo1EXo7hCb2woJwdmxLJyy3F29eVQcPC8bWyzZEluLhoefr1y/j+s+3s2X6mJkdVliUGj+jA/+4c4PCdXjy9XHj2zYkcO5TOjs2JlJdVERTiw8hxHevtDiRoOoTPHskVfaOJ/WIRaWvPGpuP6UOnu6bhFW6+9ajANgwYEsav3+wyujsjSRDZqbX4Pp6HpFpigtcIjB07FoA1a9bYY/omRfGZDHY98SWn/9mEqjdU1/p260CfV26i/cxhdo5O0FzJzizm0Tvmmx138z0DKS6q5N/f9qMoKrIsoygKkiQxeVZXZl/fq9FbBhojN7uEE3HZSBJEd2kjcp0EAoHF/PXzPhb/c7jO65JkcEV48pXxDWoX21SxVK+JFcomgGdYIKPnvUB5dgHFpzNw8nbHu2NIo9yks/fEE/vZf2TuOIbG2YmwaYPpdOdU3NsGWH0ugWMT0MaT6JjWnIgz7pepdZIpK6nir5/31bymP/vQo6oqi/85jIurlulzutsk5gvxC/BgQIBYQRA0LYpPZ1B0MhVnX0/8enW02wNZS+eK63qh0UgsnX+EqiqlplWsj68bt9w7uEWIyYYgVigFNRx69w92P/mVoRvP2e11SSOjcXVm/NI3CRpu34pjR0RRVNJSCtBVKbQJ9sKtEXos25MTsVm88exKFKVu1xYwXHBXLDpGsQkjcRcXLZ/8OBsX1+b1sxEIrE3+sdPseHAuqav31LzmFdmWvq/fSocrR9kvsBZOSXEl+3clU1pSSZsgL7r3Dka2wAKquSBWKAUNImXlbnY/+RVwQUswvYK+rJLVU59lzunfcfG1Tr/lpo6qqmxYdYKFfx0iJ8tg2+TkrGHY6Ajm/K+PyarY4qIKDuxJoaJcR9tQHzp1beOwKxAdO7fmiZfH8d3cbWSkFdW87u7uxKxrehLa3pd/fjUuJgEqKnQc2pdGv8GOXQgjENiTgrgkFg+5H11x7dzlopOprL/6VaoKS4i+bYqdomvZeHg6M3R0hL3DcHiEoBQAcPiDv5A0ck2O5vmoikJVcRknflhB14eusEN0jsf83w/w35+Har1WValnw6oTxB/L5Pm3JuLmXltU6vUKf/28j1WLY2t1mmkT7MWdDw6lY+fWNom9oXTuFsjbn83geGwWWenFeHg606VnMM7OGvZst6zCu9TBrIUEAkdj15NfoSsuq3sNPrszsOOhuXS4egxOniIPWOCYtJw1W4FJ0tfvr1dMnk/aun0mj7cU0lML64jJahRFJTW5kBWLYusc+/mrXSxbcLRO28KsjGLeemEVZxLzGiVeayBJEtExbRg6OoJe/UNrekgHhXhb9H6/AHe2bTzF8oVH2bE5kYoKXWOGKxA0Kcqz8klatM3kNVhXVkHiXxtsGJVA0DDECqXAgLlMWlU1P6aFsHH1iZqWdPWhKiprl8Ux86pzOacZaYWsWxFvdLxep7Bg3gG7t1lsKCHtfImI8icxIbfen4ckgae3Cx+/uYGKch2SLKEqKq5uTlxzc1+HbN0oENiakuQsjPZgPYuk1VB8OsNGEQkEDUcISgEAbYZ2JWPTIeNPyLJE4HD7VOo6GpnpRUa9yaopyC9HV6VHe7bf8raNiSZFqKKo7N2RRFlpZZ2tckfn5nsH89pTy6mq1Nf6fLIsgQRFBedyLNWzx8vLqvj+s+1otTLDxkTaPObGprJSz64tp9mxOZGS4kqCQ70ZPSGKyGjHTGsQ2BcXf/Mr/apesWgcQGl6Lmfmb6YirwivyLaEzRiK1rVpXVcETQ8hKAUAdH14NunrD9R/UJLQuDoTdctE2wbloLh7OBtW2vTGRaXWSUZznnl2UUE55upuVNVQTdjUBGVYeCtefHcSf/+8n327kmoWWmK6B3HyeDZlpVVG3/vnT3sZPLIDmmZUMZmXW8pbz68iPaWwxmbk5IlsNq1JYNyUTlx/W3+HLcIS2AfPsEBaD+5C1o5YUOp/qJdkmfA5I02eR9Hr2fX4lxz7ZD6qohry4nV6nH09GfrVI4TPNv1+geBSaD5XccElETZtCD2fux6gVqtHSSMjO2sZ+8/LuPr72Cs8h2LgsHAUE2JSliUGD+9QSzT4BXhgrouXVivj5e1irTBtSkg7Xx58ZhSf/nglb3wyjU9+nMOE6TEmxSQYVnLjjjSfbTxVVfnojfVknq2IrxbX1b8vq5fEsWZZ/akPgpZN39dvNTx01vewIUHXB6/APcjP5Dl2PfYFRz/617DTpKo1jh2V+cWsu+pVUlbsaoTImwaVFTqKCstRzNQKNBZFheUkn8mnMN98B7KmilihFNTQ55WbaTu2D0c/XUDWjqMGY/PpQ4i5byZeEW3tHZ7D0KVHEJ26tOF4bFadLWxJltA6yUy+vGut14eM6sBfP+81ek5Zlhg0IrzJezV6ervgeVYUFxeZthOqpsiEh2VT43hsFqdO5Jgcs/TfI4yZGF1vr3FByyV4VC/GLniVzbe+S3lmfo3rhuyspdsjc+jz2i0m31+ams2xTxcYz8WUYM9z3xEyob/1g3dgTp3IYeGfh9i3KxlVVXH3cGLUZdFMvaIrHp6N/wCffDqPv37ex4E9KTX/NN17t2XO/3rTPsL0A0JTQwhKQS2CRvYkaGRPe4fh0EiSxEPPjuaLDzdzYHcKkiwhSYZVKN9Wrtz3+EjahtZezW3l586sq3vy7+910wpkWcLNw4mZVzWvn3uAhT1uA9o0H2/Tw/vTTObKAuRkl5CVUURgsGX5cIKWQ7spg7gq6Q+Sl++kKCENZ18PwqYPwcXP/O9K4t8bTed2Kyo5e+IpOpWGV4dgK0btuBzal8qHr6011JSe/dmUllSx/L+j7N2ZxPNvTqx5AG4MEhNyeP2ZFeiqajeGOHIgjdjD6Tz16mUOaxd3MQhBKRBcBO4ezjzy3BhSkvI5sDuFqko9YR1a0bNviNEOCtOv7I6nlwsL/jhIYUF5zesx3QO58a6BtA5sPsIKICqmDa0DPcnOLK530USSDLZDEVH+tg+ukTD0MDc/Tm8iZULQspGdtIRNG9Lg91XkFSPJMqqiNz0ut6hFCMqqKj2ff7AJRVHrXH8URSUzrYi/f9vPTXcNbLQYvv9sO1VVSk0x4vnzqyp88+lW3vxkerPJqRaCUiC4BELa+RLSzteisZIkMXZyJ0ZeFsXJ+GzKy6sIDvGmdaBX4wZpJ2RZ4qa7B/L+K2uB2hd1STIcv/HOgc3mYgoQGRVgVix6eDrTppk9PAjsj1dEcK0uZ/UhyRKeYW1sFJF92bP9DCVFxhsqKIrK5rUJXH1jH1wboWXumVO5JCbkGj2uqippyYUkxGfTsVPzWKUURTkCgY3RamWiu7ShR5+QBolJRVGJO5LBjs2JxB/NNLmt6ih069WWJ14eR1iH2rlC4ZH+PPnKeGK6B9kpssahZ98Q/AM8jOZHShKMmRRdYyclEFiL8CuG4+RlvIuOpJFpN30Irq19bReUHUk+k49GY/phtapST/bZ1rnW5vxWtSbHpVo2DkDRK6QmFZCUmEelAzaHECuUAkETYPf2M/z2zW5yss9d/ALaeHD9bf3pPaCdHSMzT0z3IF75YAqpSQUU5Jfh6+dGcEjzdAyQNTIPPjOKt55fSXmZrkb0V9sHde4exIwre5g5i0DQcLTurgye+yAbb3jr3C/cWSSNjJO3B/3fudOOEdoWF2etOa94wziXxnm4c3O3bNXTknGqqrJqSSxL/z1CXq6hStzVTcvoCdHMuqYnLi6OIeXECmUToSwzj6SlO0hetoOKPMufaMxRnlNAWUYuqhHvM4H92b3tDJ+8taGWmATIzirhozfXs29nkp0iaxht2/kQ0z2o2YrJatpH+PHa/01j4owu+Pq54eqqJayDHzffO4jHXhiL0wWrk6qqkppcwInYLPJyS+0UtaA5EHn9eMb+9yq+XcPPvShJhE4eyNTtn+LdMcRusdma3gPbmdzFkSTDNamxigI7dQ3Ew9O0p7Crm5auvczns/7yzS5+/WZ3jZgEKC/TsXzhMd59cTVVVaZTHWyFY8jaZkxxUiZxXy4mdfUeVEUheGQvOt89zWIbnsqCYrY/8Cknf19bkx8juzgRdfNEBrx/N1q3i6tQO/nHOg69/Tu5+xMAcA8JoMv9s+j68GxkJ/Fr4SgoeoVfvt5Z/0EVVMlwsenZL1TY0AClJZXk55bh7umMbyvj23+NjX9rD666sQ9X3djH5Lj9u5L56+d9JJ/Jr3mtR9+2XHtLv2YvvAWNQ9i0IbSbOpjC+GQq84vxaB9o1r+yORIa5kuv/qEc3JNSr7BUVZh5VY9Gy+F2ctIw6+qe/PKNce/P6XO6m11dPHk8m9VL4uo9pioqx2Oz2LjqBGMnd7qkeK2BUA6NSNKS7ayd/RKqTl/T0jB33wmOfPQPI35+moirRpt8v66sguVjHyP3QEKtlohKRRXxXy2hIC6JCSveQdY2bMl+/6s/s+/FH+A8AVKaks3up78hfdNBxs5/tcHnFDQOsUcyaj2V1kGF7MwSTsRmEd2lZSTbV1NaUsnRg+lUVurw9nZl8/qT7NycWFMUE92lDVdc24vO3QLtHGn9bNt4ii8+2FynKvzwvjRefnwZL7wzqY79lEBgCZIk4dPJsVNhbMFdjwzj07c3cHh/GhqNhIpBSErANTf3ZeCw8Eadf9yUTpSXVzH/94MoioIsy2edICSmzenO5FldzZ5j/crjyBrJeDMNCdYsixOCsjlTfDqDtVe8iFKlr5XLUi0MN17/Bq26daDV+VsTF5Dw8ypy9h2Hen6PVEUhfd1+zizcSvjlwy2OK+9IokFMAnVat6gqyUt2cOKnlUTfMsnicwoaD5Nista4prdVqqrqRa0O6PUKf/+yn1VLYqmqNL7Vczw2i7dfWMX9T42kj4PlmVZW6Pjxix1AXR9qRVGpKNcx7/vdPPL8WDtEJxA4DroqPWkphahA2xDvBhW0ubk58diLY0mIz2bnltOUlVQS2NabYaMj8PVzb7ygzyJJEtNmd2fUZVFs35RIXm4pvr5uDBwejo+vZTso6amFJjuzoUJWRrGVIr40hKBsJGI/X1jT/qpeJIljn8xnyBcPGz1H3DdLMDxL1X8OSSMT/+3SBgnKuC8XI2k1xu0lZIljcxcIQekgWLpta8/t3YZQWlLJqsWxrFsRT15uGe4ezgwdHcGkGV3wt9AI/fu529m0NsHsOFVRUSX45uOtfPz9bIeqrN6zI8lkW0pFUTmwJ5X83FKb3PgEAkdDr1dY9PdhVi46Rkmxwf7Hw9OZ8VM7M212d7Ray0pAJEmiY6fWdrXm8fJ2ZfyUzhf1Xg9PlwtrrOrgamEBUGMjinIaiZQVu2ptU1+IqtOTvNx0X9WSpCyTv0WqXqHkdMP6IOcdPmXaq0xRKTh2pkHnFDQenbsF4mNGLPoHeBAV4/jb3UWF5bzyxDLmzztYs/JaWlLJmqVxPP/wYpJP55k9x5nEPIvEZA0qlBRXsm9X8sWG3ShkZxQjm7E0ARrN0kQgcGQURWXuu5tYMO9AjZgEw3f5vz8OMvedDU3CNs0aDBoeblJMyrLEkJERtgvIBEJQNhIWNaA3U1ntHuRnWKA0giTLuAU3rMuIk5dbrdzJ+tC4N35/U4FlaDQy193az+SYa2/t1yQKcn77djcZaUV12sMpikpZaRVz39tkunUcsGXdyQZ/VlkjkZ5S2OB4GxMPLxeLboieNug1LDCNqqpk7TjGkf/7h6OfzCf/aKK9Q2r27N+VzJ7tZ+oVUqoKe3cms3dH03C3uFT6DmxHaHvfeq97sizh6qblsqkXt/ppbYSgbCSCR/ZEMlHYImk1BI407UfX8aYJmFKUqqIQddOEBsXV/vLhdXMnL4gr4krTxUIC2zJwWDj3PDa8zkplKz837ntiBP0Gh9kpMsspKixnx+ZEoyJKUVRSkwo4Hptl8jwF+WVGEkCMoyqqw2wJVdNvUDs0JoSxJEFYeCsC2zbPLkpNhcKEVBb1v5vFg+9j52Ofs+PhuczvdisrJjxBeVa+vcNrtqxdEW/ywVGWJdatiLdhRPZD66ThyZfH1fT8lmWpZnfDL8Cdp169zOJ0ocZG5FA2Ep3vmc6xz/4zelzV6ely3yyT54i+ZRKxny+k6GRanW1qSSPj1zOS8DkjGxRXh6tGs/+VnyhJykTVXbBCKkvIWg1dHrq8QecUND4Dh4XTb3AYsYczyM8ro5WfG527BhrtG+5opJwpMNuSUJIg8UQO0Sa2731buZnIKjZO30GOJbq9fd2YML0LS+cfqfe4qsLs63s3q7aUTY3y7AKWjniI8syzqRjnPQylrdvH8vGPM23HXDQupr0GBQ0nI7XQ5Aq+oqikOdiuQ2Pi7evGs29M4NSJHA7tS0WvV4iMDqBbr7YOtTvVNO5GTRDfmPYM/fpRkKRaK5XV/z3gg3toPTDG5DmcvNyZvOFD2o69wMtOkgibMYQJq95F49ywlRetqzMT17yPd1So4VROGqSzxQpadxf6vHZzi2nN1dTQaGS69gxm6KgIuvQIbjJiErAogV5VMVs4M2x0RINypyQJRk+Ixs/f8Qpb5vyvN1Mu74pGI9X0Ngdw93DmnseG07NfyzGhdkRiP19IeUZevbnwqk4h7+BJEv/ZZIfImj8eFqR6mDMNb4506OjP9DndmXV1T3r0CXEoMQlihbJRib5lEn49Izn68b+krNwNqkrQ6F50uf9yAoeY958CcAv047Jlb1EQn0Tm1iMgSQSP6oVn+4v31vMKD2LWoW9JWbmbpMXbydh8iILYM+iKy9n12JfseeZbOt44gQHv342TZ9OoHhY4NuGRfnh4OtdKsK+PHn1MG/6Htm/FyPEd2bDqhNExGo2EqhpWMUaM68h1t/W/qJgbG1mWuPKGPkycHsOeHUkUF1XQJsiL3gPa4ezsOBXpLZUTP6003UFMlkj4ZRWR1wprJ2szeEQHTiXkGN2KkCQYOsoxClEE5xCCspEJ6BvNiB+fuuTz+ES3wyfael56kizTdnxfjn70L3mHT9XazlEqdRz/bhl5h04yad0HYktHcMlonTRMntWVv37eV+9xWZboNzjMojZoN901EG9fV1YsPEZlxblUkI6dAujRN4SKtHm3dQAAaTxJREFUch0ens4MGNqe1oGOn4Po7evG6AnR9g5DcAEVuWa2VBWV8sx8m8TS0hg+NpLlC4+Sn1tWZ0dCliV8WrkyfGxHO0UnMIYQlC2YpEXbSFlRv3WRqlfI2n6MhF/XCE9KgVWYPKsrOVklrF0eX9P5QZYlFEWlU9c23HrfYIvOI2tkZl/Xm6mXdyP2SAZVlXpC2/uKVoUCq+IZHkRufoJR6zZJK+PV0bIWuoKG4e7hzDOvT+CjN9eTlJhXs7WrKCpt2/nw4NOjWuSWt6MjBGULJv7bpUga2bhfpiwR//USISgFVkGWJW68ayCjLoti4+oTZGcV4+nlypCRHYjpHtTgfCBXNyd69QttpGgFLZ1Od0xl2z3/Z/S4qlOIvnWy7QJqYbQO9OTVD6dw/FgWsUcyUFWVzl0Die7SRhSrOShCULZgik+lmzRfR1EpPp1u0bmyd8cR/81SCk+m4hrgQ8TVYwidMhBZI3LBBLVpH+HH/+4YYO8wBAKTdLxxAid+XEH2rri610lJInz2CNqO62uf4FoIkiQR3aUN0V0cv3GDQAjKFo1rYCuIPWPcl1IC1zatTJ5DVRS23/8JsZ8vrGnpKGlkTs1bR8DAzly29C1cWjl+HptAIBCcj9bVmQkr32X3U19z/Ltl6MsNBWVOPh50uX8WvV64QayUCQTnIQRlC6bjDZeRvm6/iRESUTdNNHmOIx/+TeznCwFqvDKrn+Zzdsez8X9vMn7xG9YIVyAQCGyKk6cbgz99gL5v3ErewZNIWg1+vTqidRX5ewLBhTQdIzuB1elw1Wha9YhAqsfPUNJq8OoQRNQtxgWlUqXj0Lt/GD2u6hWSl+4g/9hpq8QrEAgE9sDZ24PAYd1pM6iLEJMCgRGEoGzBGEzO3yNkQl2fvsBh3Zi04UOcvY23dMo7fMq8bYYskbK8/kpygUAgEAgEzQOx5d3CcfX3YfziNyg4nkz6uv2oqkrg0G606tbB7HuVSp3ZMZIkoa+sskaoAoFA0GRQdHrOLNxKyvJdKFVVBPTrROT143D2Me+1KhA0RYSgbKHkHT5FysrdqDo9AQM6EzSyJz5RDbNg8YkJQ+PqhL7cuGBU9QoB/TtfargCgUDQZChMSGXlhCcoOplmaLerqpz4aSW7n/qa0X++QOikgfYOUSCwOkJQtjDKcwrYcO3rpK7agyTLIBlEn09MGGP+ehHfLuEWn8vZ24OON04k/psl9doPSRoZr8i2BI/uZb0PIHA4qqr07N56hrijGSBJdO7ahn6Dwsz25RYImiO6sgqWj32U0tQc4FyxIoCutII1M19g+p4vLNoFEgiaEkJQtiCUKh0rxj9B3qGTALX61BbGJ7N05MPMPPA17m0DLD5nv7dvJ2vHMXIPJtSyH5I0Mk5e7oz+60VhrdGMSUzI4f1X11KYX45GY/h3Xrc8Hp9Wbjz6/BjaR/jZOUKBwLacmreOkjOZ9R9UVVRV5ciHfzPs28dtG5hA0MiIopwWxOkFW8jdf6Le1URVr1CZX8yxTxc06JzO3h5M3vR/9HvrDrwi2yI5aXAJ8KHLA5cz48DX+HWPsFL0AkcjP6+Mt19YRXFhBQB6vYpeb3ioKCoo5+0XVlGYX2bPEAUCm5J7IIGjH/8LJp6hVZ2exH822S6oFkBRYTmL/jrEU/f+x/03/sVrTy1ny/qT6E017hBYHbFC2YI4+fsak60WVb3CiZ9W0veN2xp0XicPN7o/diXdH7vSGmEKmgjrVsRTVqZDrccYX1FUSksq2bDqBNPmdLdDdAKB7Sg6mcqG698ka/tRi8brKyobOaKWQ3pqIa8/s4KigvKatutFheUcj81i6/qTPPTsaJxE+o1NECuULYjy7ALTrRaBivxiG0UjcCRUVUVXpTc/8Dx2bTldr5g8d07YubXhHqSqqpKVUURaSgFVDYxJILA1ZZl5LBn+ENm74yx7gyzRqmu4xedXFYW8I4lk742nsrDk4oJspqiqysdvrqe4sKJGTBpeN/x55EAaC+YdtE9wLRCxQtmC8I4MIWv7sVpJ4rWQwCs8qEHnLE3PJXtnLJJGps2QrqLNYhMjPbWQJf8eYdvGU1RV6vH2cWX0xGgmTo/B3cO0gXNFhXnbqIpy82OqUVWVTWsSWPTPYTLTigBwc3di9IRoZl7dAxcXcbkS2J+K/GLiv1lKwk8rKc8tRNLIlKXnUkvRmEJRiblvptlhqqoS//USDrzxa01OpsbViY43TKDvm7eJay0QdySTlKQCo8dVFdYsi2PGVT1wdharlI2NuEI7KPqKSk7/u5ncgyfRujkTNmMofj0jL+mc0bdN5sSPK0yMkOh05zSLzlWRW8i2+z4m8a8NNauesosT0bdMov97d6F1c7mkWAWNz8nj2bz1/CqqKvUoZ1caCwsMuUg7tyTy3JsT8fQy/u8YFt6K3OzSmvdeiCxLtAs33Qv+fP75bT+L/jpc67Wy0iqW/XeU+GOZPPnKeHFTENiVosR0lo54iNLU7FpFiBZxNq+y/azhRP5vvNnh+178gQOv/VLrNX15FfHfLiVj8yGmbP3EZOOJlsDxY5nIsmT0GgSGa0hacoEoELQBYsvbAUlZuZs/Qq5iw3Wvc/iDv9j/6s/81/sOVk5+isqCi9+SbjOkq9FWipJGJqBfNNG3TTZ7Hl1pOctGP1JLTAIoFVXEfbmI1dOfQ9GLrUpHRlFU5r67sZaYPP9YRmoR837YY/IcYyZ1MnkhVxSVsZOiLYon+Ux+HTFZjaqoJMRlsW55vEXnEggaA1VVWTfnZcrScxouJgGviLYM/Oh+Rv3xPLLG9INRQXxSHTFZE4deoSAuiSMf/tPgGJobkmyZg4il4wSXhhCUDkb23nhWT3uWijzDlp9apasRbamr9rBm1guolm6tXIAkSQz96lHDdkmAT83rGjcXOt81nYlr3rdoZTH+u+XkHT5Vf7W4opK2Zi/JS3ZcVIzGyD10km33fsSigfewdNTDHP7gr5qfkaDhHDmQRnZmiVFBqCgq2zacoqTYePFAt17BjJl4VjCed72udokaO7kTMd0tS6HYsPI4somLvqrCmuUW5qgJBI1A9s5YcvbEo+oaWDmskYm4dixXxP9El/tmmhWTAMe/W46kMX57VvUKsV8sbFgczZCY7oEmH2oBPL1daBvibaOIWjZiy9vBOPjm7wbBWI9oVPUK6esPkLH5EEHDe1zU+SVZpseT19DtkTnkHjqJqlPwjQnDycvd4nMc/3ap6Tk0MvHfLSNs+pCLivFCDr33J7uf+BJJq6nJ/8zYdIiDb/zGhFXv4N87yirztCTOnMo1u1Wk0ymkpxYQGd263uOSJHHDnQMIj/Rj2X9HSUsuBCA4xIdJM7swfGykxR6kaamFZm8MWemiYKwloyoKqWv2nm0RC4FDuxIyaYBFAs0aZGw+hCTLtfx7LUKv0OnOqQ3y4y06mWqy4A2gPCMPfWUVGmenhsXTjIiICiAiyp/EhFyj148J02JEkwUbIQSlA6GvrOLMgs0mK7ElrYZTf6y/aEFZjeykJaCPZduRF1KSnAUmrnWqXqHkdMZFRlab5GU72P3El4bznl9MpKpUFhSzcuJTzDn1K1p3V6vM11LQajUWrXSbs9uQJImR46MYMa4jpSWG1Ux3D+cGm9m7ezibFbguruJy1VIpTEhl9fRnKTh2xtDKUIJDb+vx7BDEuP9es03XmYtp0CBJhM8ZSeCwhllnVeQXmy3y0bg6Izu17O+EJEnc/9Qo3nxuJZlpRUiS4cdWfS0ZNDycqZd3tXeYLQax5e1A6MsqzNr6oKpUFZXaJiAjuAWaLrSQNDJubf2tMteh9/40uvWj6hXKs/I5OW+dVeZqSfTsF2K2KNXVVcuaZXHMn3eArAzT6QWSJOHh6YKHp8tFdUYaMLS9STEpyxKDRohWdS2RysISlo1+hML4ZMDwYKmetZMqOZPJstGPUJaZZ7X5VFWtNwc8eHSvBq1Oaj1c6f7E1Yz85ZkGfSfivlpM2uq9JsdIWg0R14wRXcgAP393Xvu/qdx87yA6dWlDaHtfeg9ox2MvjuWuR4Yhm0gdEFiXlv1442A4ebnj4u9NRU6h8UEqeHcMsV1Q9RB180R2PfmV0cR0Va8QdVP9xT8NQVUU0jccMJkAL2lk0tbsJfqWSZc8X0siqK03fQe1Y9/OZKNCrqJCx6Y1CagqLJh3kInTY7jqpr4mcx0vlt79Q2kX3oqUM/l14pEk0DrJTJweY/V5BY7PiR9XUpqSbTQNqDKvmLgvFtHrhRsuaZ78o4kcfOcPEv9cj768Eo/2gcTcPZ2Y+2ehdXPBv3cUbYZ2I2uHEes1SaLLA7MImdAf2UlL60ExOHm4NSiG8pwCtj/wielBEmictXR7/KoGnbs54+KiZdT4KEaNF+lP9kRIdwdCkmU63zXdZDI2GASdPYm+fQpeEcGGracLkDQyrQfF0H7m0EueR1VVs9WUqqqiGPPVFJjk9geH0qlbIACyRqqzo6eqhnaK1QJv+cJjLP6n/krsS0WjkXnipbFERgfUxFPdG9zb15UnXh5HUFuRWN8SOTlvLaZybFRF4eTvay9pjrT1+1nY7y5O/rYGfbkhdaPkdAa7n/mGZaMfoarE0EJ09B/P49UhyFCEdvYLU329Dps+mP7v3EnoxAG0HdunwWIS4OSva1DMmfmrMG7xG/h2Dmvw+QWCxkSsUDoY3R6/ktMLNlMQe6b29vfZ5JB+79yBR2j9RRK2wtnbg8kbP2LTTW+TunL3uQOyRPjsEQz58hGr5PbIGg3+faLI2X/CuLBUoc1gkSNzMbi5OfHky+OIPZzBto2nKCwo5+CelJp+3PWx5N8jTJge0ygm496+bjz75gROHs/mwJ5UdDo9HSL96T2gHVqtePZtqVQVlJjM2QYuqYOMvqKSdXNeRl+pq3udUVRy9sSz/5Wf6f/2Hbi3DWD63i85+esaTvyyioqsAryiQuh0+xTaTRmEJBt+T7P3xhP35WLyDp3CycuN8CtGEHHdWLMis/BEKrJWg1JluiGAV4fgi/68AkFjIQSlg+Hs7cHkTR+x74UfOP79MnQl5QD4dmlPz+euJ+Kq0XaO0IB7kB8Tlr9NwfFksrYfQ5Ilgkb2tLrY7frQFWy84a36D0oSWjcXOt54mVXnbElIkkRM9yBiugexZ/sZ9u1MNjm+vKyK2EMZ9OzXOGkXkiQRGd3aaGW5oOXh2yWcgvhk4x2+ZAnv6HYXff7T8zebTDNS9QpxXy6mzys3oXFxxsnDjU53TKXTHVPrjlVV9j7/PQff+PWcK4UkkbpqDwde/4WJaz/AO7Kt0bmcfT0sK5bzttyVQyCwFUJQOiAuvp4M+vg++r11G8VnMtG6ueAR1sYhE7B9okLxiQpttPNHXDeOjK1HiPtiEZJGrlm1lbQaJFli9N8vihZkVsKSVooNGScQWINOd04l8e8NxgcoKkUJqZRl5OIW2PBuKDn7TiA7aU2uClYVllB8JtPste7kb2s4+MavwHmuFGcFYmlqDqsmP8Wso98btTrqcOUoo4bmYNheDx7dW1zzBA6J2EdyYLTurvh2DsOzfaBDiklbIEkSg+c+yNgFrxI8ujfOrbxwC/aj0x1TmXngG0InDrB3iM2GkHa+Fo1r287H/CCBwEoEj+lN1K2mi+5KU7NZN+eVizq/xsXJolVBjYtpv0dVVTn0zjwwUrSm6hUKj6eQsnyX0XO06taB8Dkja7bOa3H2HtDrhf+ZjVUgsAdihVLg8EiSRNj0IVYzShfUT/sIP8Ij/ThzKq/eym9ZloiI8ic0zNf2wQlaLJIkMfizB0n8awNVhUYs0xSVjM2HyN4TT0DfhvnrtpsyyOSqIJKET+d2eLRrY/I8FTmF5B06ZXKM5KQhZeVu2k0ZZHTM8B+eRNZqOPn7WkPBjyyhVulx9vVg+A9PNtjTUiCwFUJQCgSCGm67fwivPb2CygpdLVEpyxKublpuuW+wHaMTtFSKjqcYF5NnkTQyKSt2NVhQBgzoTODw7mRuPVK/D7Cq0vOZ68zuElnqNmE0F/QsWjcXRv76LL1fvonT8zdTVVSKb0x72l8+DI2Ls0VzCAT2QAhKgUBQQ7vwVrz8/mT+++MgOzYnoteraLQyg0eEM31ODwKDRe6WwPZYJNYkyaxYq/9tEmP+eZmVk54iZ0+8oZhGr69ps9jn1VuIvG6c2fO4tfHFo11rSpKyjI5Rq/S0GdzFori8O4bQXXhNCpoQQlDaiKriMpKX7qAipxDP8EDaju+HXI+Po0Bgb4LaenPnw8O4+Z5BlJRU4uHhjHMj2AQJBJbiHRWKk5cbVUVlRseoOj0BAzpf1PldA3yYuv1TUpbvIvHvDVQWluITFUr0bZMtbiQhyTJdHricXU98VX/bRFnC2dcTt7b+xH6+EI27C6GTBuDWxnTnMYGgqSDuEo2Mqqocfv8v9r/8o8ECSAJUcAvyY8gXD4u8QIHD4uyiFUJS4BBo3VzodMc0jnz4d73tDyWNjEdYG0Iu63fRc8gaDe2mDDKZ32iOLg9eQcbWI5yZv7lmhRNA0srIWi1Onm6sGPd4zX1A0mrodPtkBnx4Lxpn00U/AoGjI6q8G5nD7/7B7ie+rPGTrDboLcvIY82sF0g53xhcIGjBlJZUsnLxMV57ejnPPbiILz7cTPzRTHuHJXAQer98I60HdzFUO5+XzyhpZJy83Bj77yv1V0fbEFmrYfSfLzDi56cJGNAZJ2933IL9iLh2HJIsGVpIQs19QNXpif1yMZtuett+QQsEVkJSLfFLaATGjh0LwJo1a+wxvU2oLCxhXtDsmlZedZAlWnUNZ8b+r1usLZBAAJCWUsBbz60iP7+s5mYryxKKojJ+ameuu7Wf+I4I0FdUcvy75cR+sZDChFScvT2IvH4cMffPwtNMFbY92XjTW5z8ba3JHM9uj11J3zduE6lQAofDUr0m9rMakTMLthgXkwCKSt6hUxQcO41vl3CbxSUQOBKKXuH9V9ZSWFBeq8VedZX5qsWxtGvvy8jxUXaKUOAoaFyc6Xz3dDrfPd3eoViMUqXj1Lx1ZguGDr/3J4UnUhj914tGjc8FAkdGCMpGpDwrv1Z3F+PjCmwUkUDgeBzcm0pWRrHxARIsnX+EEeM6ilVKC9CVV5L41waSlmxHqazCv1dHom+bjHvbAHuH1qypyC8m7vOFxH27lLL0XNzatCL61slEXDsGpdKy7lJnFmwh4adVRN08sZGjFQisjxCUjYhHuzZmxaRhnOhbLGi5HDmYhkYjodcbyb5RIT21iMKCcnx83WwbXBOjID6JFeMfpyQpq6YoJGnRNva/9gvDv3ucyOvH2zvEZklZRi5Lhj1I0ak0OLuyXpyYzr4XfyDu2yVo3F3Ql1aYP5EscfTT+UJQCpokoiinEWk3fQjOPh5Gj0samcDh3fGKaGvDqAQCx8LSLG61nu49gnPoyitZMf5xSlNzAGoqjFW9gqrTs/HGt8nYctieIVqMqijk7D9BxpbDlGXm2Tscs2y5/QOKT2fUiMlqVEWhNDkb1wAfJEtyIxWV/KOnGylKgaBxEYKyEdG6OjPwo/vqPSZpZGQnLQPev9vGUQkEjkVU59bGVyfP4h/ggbdYnTTJ6b83UJKUZXRXRNLIHH7/TxtH1XDiv13KXx2uZWGfO1k6/EH+CLmSdVe/Qmlqtr1Dq5fi0xkkLdlmNEdS1ekpOZOJSysvg12QGUQ3HEFTRQjKRqbjDZcx6o8X8OwQVOt1/z5RTFr/IQH9OtkpMoHAMeg7sB0+rdyQZeN32wnTY0weF0DSku0mbXNUnZ6kJduxk7GHWUrTclg25lG23P5+rW4zql7h9L+bWTToPsoycu0YYf1k746rVUxmjJ7PXY9fz0iTYySthvDZI6wUmUBgW0QOpQ3oMGck4VcMJ3t3PBU5BXiGB+Eb097eYQkEDoHWScPDz47m7RdWUVF+rod4tW3QwGHtGT9FPHiZQ1+pQ1VN52yrOsWQY+BgxU15h0+xdMSDVOaX1Htc1ekpS8vhwGu/MuiT+20cnWks2srG0MxiypZP+Dv6BsrScupsjyNLSLJE14dnN0KUAkHjI1YobYQky7Qe0JnQSQObpZhU9HrL+u0KBPXQoaM/b3wynSlXdKV1oCfePq506tqG+54YwV2PDEfWiEuVOfx7dUSSTPycZIlW3cLtbv59IaqisGbm81QWlJoep1c4/sNylCrLKqZtReCwbsjOptdmJK2G4FE90bq5MHn9h3hFBNe8Lmk1IIHW3ZVx/71Gq67hNohaILA+YoVScEmkrNrN4Xf/JHXtXlBUWvWIoOuDV9Dxxssc7sYlcGz8/N2ZfV1vZl/X296hNEmib5vM/td+BmOLlIpKl/tn2TQmS0hZuZuik2kWjdWVlFORW4hboF8jR2U5rv4+RN86mdgvF9VddQSQJaJumoBra18AvCPbcvnRH0hasp2UZTtRqnQE9O9M5HVjcfJyt23wAoEVEYKyhaErLef0v5soTEjDpZUn7a8YjkfIxdkWHf10ATse+ARJI9dcSPMOn2Lzre+StuEAw79/QvgGCgQ2wj3Yn+HfPcHGG94y+N9W7xjIEigq4VeOIuqWSfYNsh4ytx5B0mrMGn/D2TaL3sadM+xF//fvpigxnZRlO2u8h6v/bDu2b53iTFmrof2MobSfMdROEQsE1kcIyhbEyd/XsvXuD6kqLEVy0qDqFXY88hkx98xgwAf3NKjlV0F8Ejse/ASgdlXpWWGZ8NNKQicNIOKq0ZcUs6qqpK/fT/6xM2g9XGk3ZRCuAT6XdE6BoLkSed04vCKCOfzenyQt3o6i09OqWwe63D+LqJsnOuSugWRhVxhJIxM2cxhaN5dGjqjhaF2dGb/odVJX7+X4D8spSc7CIySAjjdOIOSyfg75cxcIrI0QlC2EpCXb2XD96zXViGrVudWAY3P/A2DQx5Ynu8d9tcRgnGzCouTox/+aFZRFp9KI/Wwhyct2oOj0BA7vTpf7ZuHXM5LMbUfYeMNbFP1/e/cd31Td/QH8c2+S7k1LF6WlLW3ZFKFlF8oG2SBD8YeiKMOFwgMORETh0QcUVFRQFEVkKLL33rNAgTJKoYuW7kF3cu/390dKoDarTZp0nPfr5Uu4ubn3pLTNyXecE5ei3ETAGHiZFCEzhqPTF69Rz1tC1GjcpRUi//5EuZubsVqfzHj1CcWVT9bqPI+TSdD+wxdMEFH1cDwP7/4d4d2/o7lDIcQsjJpQ5uTkYPHixThx4gQEQUDHjh3x0UcfwdPT05i3IVXEGMOlD35WJWVqTsCtldvQdu4EvduzZUXd0doFiAkisq/Gab1G0q6zODz6Y2Xh5fJrPbqXitg1e9B23kTcWPYXhMcty8rjFuUKxCzfAkVBMbqtelevWAlpiDiOq9ZubvmjIsgLimHl6gheVvNjDo27tUajDs2RHX1P47S3haMt+mxfpLPsDiHEfIz60XXevHnIycnB7t27cfDgQQiCgHnz5hnzFqQaHt1LRU70PfULxssxAPF/n9D7mhIrS51vVhJLmcbHCh9k4PCYBRDlQoXElCkEgAHRn6+HUCYHRDVJK2O489Nu5N1J0jteQoh2aadvYP+guVjnNBQbvZ/DereROP/u9yjNeVSj9+U4DpH/LISdr/vjA8r/l9cd9RrQEePT/4ZHj7Y1GgchxDBGSygZY3B3d8ecOXPg7OwMBwcHTJgwARcvXqy1hXQbijI93hA4nkdZboHe12w6rCu0VfPlpBL4juiu8fHbP+4sTx61fG9oSYA5CY97fxzSJ1SzEOUK5Fy/j+xr9yCUlpk7HEK0StxxGnsi3kbKwUuqH2t5fhFiVmzBzi4zUZKVV6P3t/NpjBFXV6Pb6nfh2bs9GoU2h//4SAw6+hX6714CiUzzh1NCSO1gtPkMjuPwySefVDiWkpICZ2dn2ulrZna+7uB4TmsvZKYQYB+gf0/xgOf74PIna1GamVd56rv837vl26MrPS87Og63Vm7H3d8PaJ0y14XjeZRk1OybXHWICgHXv9yIG1//pYrPwtkeLWeOQNsPnofEgt4YSe2iKCrB8ReXKH8//OsDHhNEPIpLweWPfkWXlW/VaBxSGysETRmMoCmDa/Q+hJCaUWOrtZOTk7F8+XJMm0a9qs3Nys0JTYd309zRgQNkjrbwHal5RPHfZPY2GHjwf7B2d1ZeQsIrp6h4DhIrGSL/XgCXNv4VnnNz5TZsC52KO2v2QCgurfbrAZTFkG2bNjboGsbGGMPxSYtx6cM1FZLdspxHuLJoHQ6P/hiiQMXfSe0S/9dxyPMKNc4WMEFE7Np9kBcWmzgyQkhdUqURym3btmHOnDlqH1u8eDFGjRoFAIiLi8OUKVMwcuRITJw40fAoicE6ffkaHh6LRlleQcWRQV65UafrD+9UuRyHcys/jL67DvGbj+HBvgsQFQLcOgUjcPIAWDWqWNon/cwNnJ25AgD0qjenHOVkmmfVGRD4Yr8qxVvTHuw9j/sbj6h/kDEk7zqH+L+OG1xKiRBjyo1JUJYRk2v+uRSKS1GYlAGnkKYmjMy48u8+QPzmYyjLK4RDUBM0e64XZHbW5g6LkHqjSgnl8OHDMXz4cK3nREdH49VXX8WUKVMwdepUg4IjxmPv74Wh57/DhTmrkLj1pGr6u1H7QHRY9DKaDAyr1nWlVhYInNQPgZO0J3c3vv5b7+LFAADGIHO0haKgWO3UePv5k/TekW4qt1ftVBUzVoeT8Lj94w5KKEmtIrW10rpeucJ5dZBQWoZTry5F3LqD4CQ8OJ6HqFDg3FvfouuPsxAwsY+5QySkXjBqTYj4+Hi89tprmDdvHkaMGGHMSxMjsPf3QuRfC1CSkYuCpHRYOtnB3l//dZOGSDkYpXcnDCaIsGvmActGDijLKcCjeymqkUord2e0/2gSQqYNq+GIqy7vVpLOUkr5d5JNGBEhujUd0Q2XP/5V8wk8B5e2AbDzqV1LTPR1auoyxK1XbuB7ukSZorAExyd9DksX+2p/oCaEPGHUhHLhwoUYP348JZO1nJWbk6qvrOnoHgHhpMruPeA5FNx/iIL7D8HxPDiZFO0/eAGefTrALSyk1hY0t3Cx11zr8/E5zvYmjIgQ3Vza+MNnaBck7z6n/gORyND+4xdNH5gR5MelIO73A5pP4Dhc/vhXSigJMQKjbcpJTU3FqVOnsHr1arRp06bCfxcuXDDWbUgd5RHRTvOmIKB8F7oIgFWYfmOiCCYXcPWzdbDxdKm1ySSA8qkzLYkzp9yg84fLcGz2fx6XP/4VxWnZJouPEE0i/vgAXuUdXjipBJxMAvAceJkUXb5/u872nI7/65hyw6AmIkPmhds4P/sHFCSmmS4wQuohjpmpSGSfPsp1K4cO1d5agsR4Hh67ij29Z6l/kINyZI8DIKj/duQkPFq9PQadvnytxmI0lPxREba2exWFyRmap/d5TpUwcxIeli4OGHz8azgG+5gwUkLUy7x4G/c3HYU8vwgOQU0Q+GJ/WLk66n5iLXXp/Z9wbelmMLlC+4k8BzCg3fvPI3ThZCp1R8hT9M3XaneTV1JveES0Q8cvlMng0yOVnFQCTiJRlh/SkEwCyrVPyXvO1XichpDZ22DQ0WVwbtMMgDJhrDQq+/ToqyCiNDtf2X6Siv+TWsC1YzA6ffEauv7wDlrPGlunk0kAcAhqojuZBJQ/l4zh6mfrELNiS80HRkg9RAklMZk27z2HZ898i2bjesHWpzHs/T0R8vowjLz2s7KVow6ilrIm6pRk5CLj3E3kxsSbLGGza+qOYRd/wOATy9H+4/9D2/9MgMTaQuP5TBCRG5OAtOPRJomPkIbEb2wEpHbWytkPPV397A+I+iShhJAKKKEkJqMoKUN29D3kxz6AKAiwcLaDY4gPbJq4wr1Ha+1rLKUSuPdoo9d9CpLSceS5hdjgNRY7u8zEP62nYEuLybinqUakkXEcB/durdH+wxfQdEQ3CMXaWy9yEh7pp2+YJDZCGhKZrTW6rSpfasPrl1WWZuYh/WxMDUZFSP1k1F3ehGhSlleAPX3eQ3ZUrGodYXFqNrKiVuDmd1sR/tUMxP2meTcmUwhoMXOEzvsUJmdgZ/gMlPyrJWR+bDKOTViE0qx8tJiuvZaqMWndEFCN8wghVeM/PhKWzva4vGAtMs7d1Os5isKSGo6KkPqH3sWISZyZsQI5V+OUf3m8jpApO+Hk30nGzW+3ImzZdACV11gCQPiKN9CofaDO+1z++FdlMvnvTTHltzw/ayVKs/MNezFV4NzKD5Y61qExQYRXv2dMFBEh2ilKynDvz8OImv8Lov/7J/LuJJk7pCpRFJeiOC0bQplcdcx7QCc8e+Zb9P7rY90X4ADHOtwRiBBzoRFKUuOKHmbj/sYjGot+M0FE0q4zCF8+A64dg3Dj67+ReuQywHHw7B2KVm+Phnu31jrvIy8sRtz6Q1oLqItyAXF/HELLN0ZW+/VkXY5F0q5zEMvkaNShOXye7aKxnBEvk6L1O2Nw6cOf1VYU4iQ8GndtjUahzasdDyHGkrTrLI6/uBhlOQXgZRIwkeHSvJ/gNzYCPX6ZA6lN7e2WkxsTjyuL1iH+r+NgCgESKwsEvtgf7T58AbZN3AAAviN7wCGoCR7Fpaj9fcRJeHj26QB7Pw9Th09InUcJJalxmedvae0gAwBgQPqp6wh4oR/cu+u3VvLfih/mQCyVaz2Hl0rw6F5qta5fmp2PI88tROrhy8opap4Dkwuw9myE3ps/hnvXVmqf13rOOOTeTFC2fitvP8nxPJgowjHYB703fVSteAgxprTTN3BoxEeqtqxPb4JL+PsERLkCfbYsNMq9GGNIOx6NxB1nIBSXwqVdAPwnREJmb1Ot62VcuIW9vWdBKFOoPlAKJWW4s2Y3EradwrNnvoW9nwc4jkPP3+eVnysHUzz5vcRJJbB0tkfXlW8Z5TUS0tBQQklqnr47LDXUfsuLTUb8pmMozXkEhwAvNJsQCUsnu0rnWTjZ6rwFE0VYulS9W40oCNg/aC6yomKV1xFEoPz9tiQ9B/v7z8awSz+qrSfJSyTosXYumr80EHd+3oP8O8mwdHVAwMQ+8B0TAamV5l3ghJjKlYW/Kf+gpiICE0Ukbj2F7Og4uLQNMOg+xek5ODjsQ2Sev6UsG8ZxEBUKnH/3e0T88QGaDutapesxxnB80mIIpfJKH1yZQkRpZh7OzFiO/rsWAwDcOoVg6PmVlUYzAyb1Q7sPX6izLSYJMTdKKEmNyLx4G5kXboOXSdDomSDwMqn2UhwcB/eebSscEsrkOPXqUsT9fkBZ05HnISoEnH/3e3ReMRNBrwypcL5VI0d49umAh0evaJ1ebza+d5Vfz4O9F5B54bbGawplClxfuvnJjtJKL085fe/ZO7TK9yakppXlFSDlwEXtjZ6kEtzfeNSghJKJIg4MnofsaOV6aqYQVLdUFJXi8JgFGHJyBdzCQvS+ZtqJa8i/k6z5noKIB3vPoyAxDXZN3QEATi390Gv9h1D8VIKyvEJYuthDYkkf7AgxBG3KIUaVF5uM7Z2mYUfYdJyZuRynpi7D9o7TYOPjqrFsByfh4Te6R6WRgTPTlyPuj4MAlG8KolwBMAahpAynpi5Dwj8nK10r9JPJ5V131NyL5xDwYn84Nm9S5dd1f9NRrTuxmULAvT+p6xOpm8ryi7Qmk4DyQ1FZXqFB93mw/yKyomIrTDWrlI+MXvvvn1W6Zu6NeN2zIAzIu1V5c5HUxgo2no0omSTECCihJEZT9DAbu3u8hewrd5UHHr9BMYbChHTI7KwBPCmRw/HK/7u0C0DXVe9WuFZBQhpif9lbobNMBRyHqPm/VCpY7t61Ffpu+xRWrg7K06TKnsTgOQS9PEjjCKIuZXmFOteBKgpLyvuRE1K3WDd2gtRGe3MBURDgEOht0H0StpzUWm+WKQQkbjsNUcvGun+T2lrpTIYB6Hx9hBDD0JQ3MZqbK7agNCtfbeLFBBHy/CK0/s94ZEfFoiAxHTZejRD00kD4jY2oNEKQ8M9J5aiDpjcKxpB7Ix75dx9UGnFsMigc45I3IXHHGeTdSoTMwRa+I7qpdnpWh0Ogt2pDjSa2TRurkmRC6hKJpQWavzQIt37YrvGDEy+RIGBSX4PuoygqUW360YSJIoTSMvBSa72u2WRQmM6fTSs3R7iFt6hSrISQqqGEkhhN7K/7tI7icRIeRYnpGLDvC53Xkj8qKt8JrX2kQp5fpPY4L5PCb1QPnffRV9Arg3Fj2WbNJ/AcQqYNM9r9CDG19vMnIWnXWRQmpVf8OeY4gDGEfz0DVo0M6+3tGNJU6+dEALDxalSl8kRWbk4ImTYMN7/dqnZDEQC0ff958DJ6uyOkJtFwCjEaXQXDmSCiOC1Hr2s5BDXROuIAKKez7fzctd9TFJFy8BLOvvktTr26FDHfbkVpboFeMTzNKaQp2n3wgvo4JDwatQ/Uq5MPIcaSc/0+kveeR9blWKP0qrdyc8KzZ75B4Iv9wVs8Sb6cWvmh9+aPjfKBKejlgdrXO/IcWswYAU5DxQd5QTFKMnIhChV/N4T973UETOoHQPl7gZNKlEtrOA5t338eLd8cZXDshBDt6CNbPVWaW4C43/Yj48ItSGQyeA8Kg++IbjX6Kd3GyxUF8Q81Ps5JJbDz1Z4APuY7ohssnO1RllugdtSBk0rgN6an1hGToofZOPjs+8iKilWt22KCiIv/+RE9f5sHv9E99YrlsdCFk2Hn547oxetVtSyldtYImjIYHT59CTJb/aboCDHEwxPROPfWd0/WKgNwCPZB2NJp8BkcbtC1rd1d0P3n2Qj7ajoK4h9CZmcNu2aeGhO8qrLxckXnb97EmelfAzwPPLXmmON5uIYFo+Xboys9L/XIZVz97A+kHr4MALB0dUTI60PR5j/jIbO1Bi+Touev/0Gb2eNw74+DKMnIg23Txgh8sb/ev3MIIYbhmDE+2lZDnz59AACHDtHOWGNL3HEaRycsglBcBo5X7nhmCgF2fh7ov++/1drlrI/oJX8qO8JoWSM1+OQKjQXA/y1x+2kcHq1slfb0FBwnlcDKzQlDz32ncV0kE0Vsf+Z15NyIrzzSySnfvAYf/xqNu+gXS4VrM4b8uw8glsph7+9Zq7uHkPrl4fFo7O37nnLz19M/Z+UJX+TfC+A7oruZotNf0s4zuLp4PTLOxAAALBs5IGTaMLSdO6HSz1Pc+kM4PmkxOJ6r+HuA5+ESGohBR5fRhzlCapC++RpNedcz2dFxODx6AYTiMoAxMEFUJVSFSRnY2+c9KIpLa+TeLWYMh2Owj/ryOhwH/+f7onGXlnpfr+mwrhh4aCncezzpnMNbSBHwQl8MPa85mQSA5L0XkH01Tv20OQPAAdH/3aB3LE/jOA6OzZvAuXUzsySTZXkFKM15ZJRpTlJ3MMZwZuaKysmk8kEADGdmLK80HVwb+TzbBc+e+gYTM//BuOSNGJ/6FzosfKnSz1NpziOcnPKl6nfZ05goIvvKXVyr5s8xIcS4aMq7nrm+7C/lH9R1uxAEFCVn4P7GI2g+eaDR7y2zt8Hg41/j3Fvf4f6mo6pkTuZgg5ZvjkL7+S9WeerMo2dbDDq8DMXpOSjLK4SNZyNV+SFtEv85qXXnJ1OISN55FqJC0NiHuzZhjOHe+kO4/r9NyL6qLAptH+iFVm+PQcjrQ2l3eQOQfTUOudfvaz6BAcWp2Ug9dBne/TuaLjADWLo4aH387m/7IZZpbojABBG3vt+O9h+/CF5S+3+OCanPKKGsZxL/Oal9MwvPIXHb6RpJKAFlt5qIde8jbNk05ETfAy+TwrVTsMEjedaNnWHd2Fnv8xXFpRp3fD7GRBFimbxSQlmaW4D7fx5GflwKLJ3t4fdcRI0tE9DXpfd/VhZ8fqo4/KO4VJyduQIZZ2PQ49f/UFJZzxUmput5XprR751x7iZur9qJ3JsJsHC0Q7PneqHZ+N6QWleu7Zh15S7ifj+A4vQc2Hi5ovnkAXBq4avXfXJvJSL18GUwQUTjbq2QeyMBnITX+jutNCsfZdmPYOXmVN2XRwgxAkoo6xmhtEz7CSKDoqikxuOwbuwM677P1Ph9NHFu5Yf7OhJKmyaukPzrDfH26l0499a3EEqViSYTRUR9tAYBL/ZHt1WzILGQ1WTYamWcu/mke8jTU53lry9u3UH4juwB35G1f+0cqT4rN/1K9lgaMbFijOHcOytxc8WWJyP+PIcH+y7g6uI/MPDQUlWHK1GuwImXvsC99YeUm+AYAzgO17/ciJAZw9F5+UyNH3pKMvNwfNLneLDv4pMuV4zB2sNZr6Ud//45JoSYHg1p1DPObfw1tjgElCVuXNoHmjAi8wh8aaByF6kmasqTxG85gdOvLYNQolx/KsoVqnVbcesO4MyM5TUdtlq3ftyhtbsIJ+Fxc+U2E0ZEzMEtvAVsdexYtnCyg/eATka75+0fduDmii0A8GSUsPxDTUF8Gg4N/1CV8F2Y8yPu/XlYde7T67dvfbcNVz9fr/YeQmkZ9vZ9DykHo5QHGFN9WCrJyAN01Lb1jAzVaxkMIaRmUUJZz7SYOULrLmsmigie+qzpAjITGw8XdP3+bQCovEmI59C4ayu0fOtJeRLGGC7P/0V9D3AAEBli1+xFQQ1MJ+qSfeWu1ik/JojIiY4zYUTEHDieR9iXr2k9x6NXO/Ay46wlZKKIa19u0Fg3kikEZF+JQ9qJayjJysOt77drXWZy/X+b1G4IjN98DDnR9zR22AKg8UMyExnaffC87hdDCKlxlFDWMwEv9IXfmJ7KN4Gnfgc/TqrCv54JhwAv8wRnYkFTBqP/3v9W2CVu7eGC0AWTMWD/l5BaPWn3mB+bjNyYBO3rLrnylpAmJtVj9EVCpYsaBL8xEej5+zzwluqXXiRuO41jExYZpad8QUIaCuLTtLa14aQSPNh/ESn7L2ndPAMA8vxCpJ+6Xun43d8P6lz/+3ipyeOi5eA48JYy9PxtLjx7h+p+MYSQGkdrKOsZXiJBxJ8fwuPHnYhZsQX5d5IBAO4926LN7HFoMjDMzBGalnf/jvDu3xHygmIIJWWwdLFX++Ylf1Ss81qchNfY6rEm+Y3uifRTNzQmu5yER7Pnepk2KGI2Vo2dIJbK1T/IGOL/Oo7EbaervaZWFASkHY9GdvQ93SdzypFKfUuRqTuvJD1HZwIstbVC/z1LkPDPSSiKSuHUyheBk/rp3CVOCDEdSijrIV4iQYvpw9Fi+nAoikrASSVm2UxSm8jsrLWus7Lzc9daZggAmFyAQ5Dpd3sH/t8ARC9ej9Ks/MrTgjwPibUlWkwfbvK4iHnc/nGn1u9VTsLj1vfbqpRQFiSm4faqXUjYchyP7qXqHG18jMkFuHVpCVtvV73Od27drNIxe39P5Fy/r3bKGwDAcbDzc4dHRDt4RLTT6z6EENOjKe96Tmpj1eCTSX1YNXKE7+ge4KQafiQ4DhbO9vAd0c20gQGwdLLDoMNLYePVSBnK42k/AJbOdui/97/UXq4ByY1J0LmmNvdmot7Xi//7OP5u/iKiF69H3q0kvZNJTsLDpokbfIZ0hmvHYLiEBqpvalB+rle/Z2DfzLPSY0GvDNacTAIAYwieOlSvmAgh5kMjlKReeHQvBcl7zkMsU6BRh+Zw79m2ykXUO33xGtKORaMkI7dii7fyN8kev8yBxNJC09NrlFNLP4y5uw6J204h5dBlMFFE466t0Oy5XmprAZLaq+hhNmLX7EHO9fuQWlui6YhuaDI4XO/C3BaOtjrPkTnY6HWt3Jh4HJ2wSHvtWjU4CQ+pnTX6bF2oquPa87d52N3jTcgLSipcj5NKYNnIAV1/nKX2Wt4DOqHp8K5I3H6m0rIOTsLDtVMwAib1q1J8hBDTo4SS1GnyR0U4MeVLJPx9HAAHjuPARBEOwT7ovfEjuLQN0Ptadj6NMfT8SkR99Avu/XlINVLj3qMNQhdMhkfPtjX0KvTDy6TwGxMBvzERZo2DVN+dNXtw+vWvAFEEwAE8h9hf9sKplR8G7PsvbLx0Tx03G98bGedvaV5Ty3MImNhXr3hivtlaheiVaxktnOzgP7EPWswcoapBCShrvw679COil/yJuHUHIBSXQWpnjeYvDUTb/4zX+No4nkfvTR8jav6vuLlyKxTl65klljIETh6ATl++XmEDHSGkduKYmRoC69tsnBBNmChib9/3kHbiWqUpM07CQ2ZvjeGXV1drOlheUIyi1CxYONpWqUMPIZqkHIrCvv6z1e6a5qQSOLVoiuGXV+nc8VyWV4B/Wr2M4rQctd/3Fs72GHn9Z72+bzf5jkdhUober6HP1k/RdFhXneeJggBFYQlkdtZV6uCkKCpBVlQsmMjg0s4fFo52ej+XEFIz9M3XaA0lqbNSDkXh4dGrGuvXyQtKcH3p5mpdW2ZnDcfmTSiZJEYTvXi9xuSKKQTkXLuPB/sv6ryOhaMdBh5ZBvtAbwAAJ5OAK689aevTGIMOL9X7+1bUtnZRDWtPF73O4yUSWDjYVrkdqNTGCu7d28CjZ1tKJgmpY2jKm9RZ9/48rHW3K1MIuPv7fnReMdPEkdU9TBQhlMohsbKo8tpTopuiuBSphy9rPYeTSpC47bRepb0cmzfBqBtrkHLgElKPXAFjDB492sB7UJjeazEBwL1bayT8c1L3GkqOg0OgF1w7But9bUJIw0IJJamzSrPydb4RyvMKwRirN0kSYwyph6Jw78/DKM3Oh52vB5q/PLBKa0WflnP9PqL/+yfiNx2DKFfAyt0ZLaYNQ6t3xkBmr9/GDqKboKluZKXzyvS+Jsfz8B7QyaBWiy3fGIn4zcd03Ej5v7CvZtSbnyNCiPFRQknqLDtfD521I228Xev0m2BRSiburNmL/DtJ4C1lyLx4BzlX41Svm5NKELNiC1q8MRLhX1ftDT/16BXsHzS3Qs/lkrQcXFn4O+K3nMDgY1/RtKORWDjawsbbFUUPMjWewwQRLu2q98Gguty7t8Ezn03BpQ9+1vizZNvUHV2+eQM+g8NNGhshpG6hhJLUWUFTBuHmt/9ofJyT8HW6b3nMt1tx/p3vVH9nIlPt7H38xv/4/ze/+Qd2vu5oPWusXtcWyuQ4Ou5TiHJFpd7vTBSReyMeUfN/RefltFzAGDiOQ4uZI3Dpg58rfb0f42USBL7Y38SRAW3nTYRreAvErNiCtOPRYGBwaesPz17t4dk7FO492lR5LSQhpOGhhJLUWS7tAhAyYzhufbet0mOchIdDc2+0fHOkGSIzXMK2Uzj35jdVes61Lzag5Rsjwct0/1gnbjuNkoxcjY8zQUTsmj3ouPgVSM3YJ5yJIlIORiH3RjyktlbwebazXqV1aqNWb49GwtaTyDx3S+3jTCEi42wMmgwy/UigV2QovCKpJzYhpPoooSR1WuflM2HX1B3XvtyI0sw8AMp6jc0m9EbY0ml1dsr26qe/AzyncTRLnZL0XGRduQu3TiE6z82+GgdOJgGTa14uoCgsQUH8Qzi19NM7BmNKO3Udx57/DIWJ6eAkPJgogpvOofmUwej8zRt1rgOUxNICFk52Gv9dGWM4OeV/eC5xg6pYOCGE1BWUUJI6jeN5tJk9Dq3eHo2sy3chlJbBqaUvrBo5mju0ait6mI2sqNhqPVfUc/OHxMpCr2RVYqaC0tnRcdjXbzaEMuXreVwaijGGOz/vhqKgGBF/fGCW2KqrMDkDKfsvqq1DCQBgDMUPs/Fg73n4PNvFpLERQoihaGEMqRd4mRRuYSHw6NG2TieTACAUl1brebxMCscWTfU61+fZztr7J3McHIJ9YKem97IpXPl0ndr1nQAAkeHen4eRc/2+6QMzwKO4FM3JZDlOwiPvTrJpAiKEECOihJKQWsbG2xUyPfo1P42T8Gg2obfeyXSj9oHw6t9R1ae8EsbQ/oPnzbJDXlFUgsStJ7UmvJxUgnvr61aXLX3+TZkg6tWrmxBCahtKKIlO8sJi3F69C/sHzcWunm/hzMwVyI6OM3dYtVpuTDxSDl5Cbkx8lZ8rsZAheOqzmpO9f+EkPBwCvRG2dFqV7tNrw0dw69JSeQ2pBBzPK+/JAR0WvYyAF/pVOXZjKMsv0j56Wq4kM98E0RiPS1t/2PlrH/HlZVI0Hd7NRBERQojx0BpKolX+3QfYE/kuipKf9PtNP3kdt1Zug2efDohYNw/W7vq1Y2sIUo9cxvl3v0f2lScJt0v7AIQtnQbP3vrvom3/4QtIORiFnKtxYOKT5IqT8GCMQWIpg1BcBmtPFwRPHYpWb4+q8gYkSyc7DD72NVIPX8b9jUchf1QI+wBvBE0ZBHszTXUDgKWLPSTWltqn/hmDnV/Ve7SbE8fzeObTl3Hs+c80nMChxRsjYeVat5dsEEIaJo4xpv82UiPSt9k4MR9RIWBLyP+hIDENTKF+xIiT8Ojx21wETOhj4uhqn5RDUcpC4aJYce0fz4HjOPTbvRje/TrqfT15QTFuLNuMm99vR0laDjieR9PhXdFm7gS4dQpR7nqup/UBz0xfjturd2ocqeR4HmMT1sPW283EkRnu1g87cH7WSgilcvBSibKwPGNo8cZIhC19vUqtEwkhpKbpm69RQkk0Sth2CodHztfrXP8X+qLHz7P1qoFYHzHG8Hfwi3h0L1X9RhKeg72/J0bf/q3K6xIZY1AUFENiZdFgvr5FqVnY0WkaitNz1XZvCV34Etp/+IIZIjOOsrwC3N94FAUJabBs5IBmz/WCbZO6lxwTQuo/ffO1hvHuRKolZd9FnbUKH7u37iBktlbo+v07Jois9sk4G4NHd1M0nyAyPLqbgvTTN+DerXWVrs1xnNa+2o/upyI/9gFk9tZwDQupFyNcNp6NMOTMtzj/9ndI2HZKlaTbeLui/fwXEfTKYDNHaBgLR7ta0cWJiSKyo+9BUVgCx6AmsHJzMndIhJA6ihJKopGoEHSWOXna7VW70OqdMcpdyrbWNRdYLVSQkKb3eVVNKDXJu52EMzOWI/XwZdUxa69G6LDg/xD0yhCj3MOc7HwaI/LvT1D0MBv5t5MgtbWCS2hgjSTMoiDUi0S8Ku6s2YMrC39DYWI6AOXyFd/RPRC+bHqd7UZECDEfSiiJRm6dW+DOT7v0fwJj2BIyGQDg3NYfrWeNRcCkfmYpPaNJXmwybn23Dcl7z4MJIjwi2qHFjOFoFNrcoOvqu5HCWBsu8u8+wM6uMyHPL6pwvDglC6emLkNpTgHazB5XpWsKpWVIO3EN8kfFcAzxgVMLX6PEaigbDxfYeBh/41dRahauL92M2DV7UJZbAAtnewRNGYTW746t9xvNopf8iUvv/1ThGBNEJGw5ifTTMRh6fmWNfM0JIfUXraEkGimKSrCxyTiU5RZU/cnl7eVavDkK4V9NrxVJZcI/J3Fk3EKAMdVmD04qARMEdF7xBlrMGFHta4tyBTb6jENJeq7Gc6waO2Fc0kajrIM8OnER4v86rnZ9IaB8XeNTNuuVwDLGEPP137j62TqUZj9SHXfr0hLdfpwF59bNDI63tnl0LwU7u72J0sy8Cht/OAkPa3dnDDn1Dex869Yucn0VPsjAZt+JFaoHPI2T8Ah+bSi6fPumiSMjhNRG+uZr9XOLKDEKqY0VIv9eAN6iGglQ+Zq3myu2IPVQlJEjq7qChDQcHf8pmCBUSCBY+bT+2Te+Qca5m9W+Pi+TouOSV7We03Hxq0ZJJsvyCrQmk4BybZy+hb+vfPIbzr/7fYVkEgAyz9/Cru5vIu92kkHx1kYnXvoCpVn5lXaRM0FEUVoO9g+ai4tzVyN6yZ/Ij9OyNrYOivvtAKDl8x0TRNz9da+q7SUhhOiDEkqilWfvUIy49jNcw0Kq9XxOKsGt77cbOaqqu/3jDuWIjIbxeE4qQcyKLQbdo/nkgej6wzuQOZR3OuGV79oyB1t0/eEdNH9poEHXf6w4LUdrMgkAvESi17rOopRMXP1sndrHmCBCUViCqAW/VifMWis3Jh5pJ65p/hoKIvJuJeL6ss2I+mgN/m4+CSde+qLeJFiP7j8EdMwYKIpKK33AIIQQbWgNJdHJsXkTDD37HeLWH8LJl7+EWIU3VqYQkHX5bg1Gp5+Uw5e1dl9hCgEJ204h68pdNGofWO37BE99FgGT+iFp51kUpWTCxssVPs92htTastrX/DfLRg7KESYti1WYKMKqsZPOa8WtP6z9OoKIhL9PoCy/EBYO9aMlYNYV/bo8PZ1w3v1tH0rSc9B35+e1YvmGISxd7HWew/E8LBw0VxYghJB/oxFKoreAiX0w+s5a+E+IBCfVf0es1MZ4yVRNEopKsb3Dazg8dgEUJWXVvo7U2hLNxkag1Vuj0WxshFGTSQCwauQI74FhWlszMpHBf0KkzmsVPcjU2eKRKQSUZORVOc7aSmIpq/qTGJC85zz+CngeaaeuGz8oE/KfEKl1hJuT8Gg6ohukNlYmjIoQUtdRQkmqxK6pOyL++AAT0v7G8Kur0WrWWK3dWjgJD7/RPU0YoXpekaF698ZO+OckTr+2rIYjMkyHTyYrXw+vZrSMA1rMHAG7pro3lVi7O2vcnKG6HM8rR0XrAUVRCXipBJy0er/6ChLSsa/fbGRdjjVyZKbj0i4AfmMj1H7vcDwPTipBuzpcNJ4QYh6UUJJqsXS2h0sbf7SZ/RxkDtZqkzWO5yG1tULwa+Yv4Bz82lBl4qvPbKXIELfuoN61Jc3BtWMwBuz7AnZNGysPlE/D8hZStJk9HmHLpul1Hf+JkWDqOvuU4yQ8fIZ1gaVT1fqE1zaiIODyx79ig9dYHBo5X2MrUZ0YgyhXIOrjX40an6n1WDsXzf9vgPL7huNUP7/Wni4YsPe/Bi37IIQ0TFQ2iBgs8+JtHBjyPkoyclVT4UwhwLKRA/rtWgy3am7oMbbHZYMq9dpWh+MQ/vUMtHxjpGmCqyYmikg9cgV5t5Ng4WCDJkM6w9JZ9xq5p51/7wfcWLa50nFOwoO3kOHZs9/CpY2/sUI2ixMvf4G7a/dVqVC/VhyHiRlbYOlSt0duC5LSkbT9NBSFJXBq3QzeAzo2uALvhBDtqPUiMRnXjsEYm/An4jcdxcOjV8HA4BHRDs2e62X09YOG8B3ZHaNifkHUR2twf+NRredyEh6KohLTBGYAjufh1acDvPp0qPY1On0xFTJ7G1z7cgOEolLVccdgH3RfM6fOJ5MZF27h7q/7NJ/AKV+rKIgouJeqdfOWCmMoycpXJZSlOY9w99d9SD12FQDgGdEOgZMHVDm5N5QoCHiw9wISt5+GUFIG5zb+aD55gMZ6pHY+jQ2qv0oIIY/RCCVpcEoy87DBa6zO0jt9tn2KpkO7migq85M/KsKDA5cgzy+EUwtfuIaF1PkdzQBwetrXuPPzbq3/3tZejTD07HfYET4DxWnZOkewOakEEzO2wMLRDqlHr+DgsA+hKHz8AYQB4CC1sUSfbYvgFRlqvBejRVFKJvYPmouca/eVMwWMgTEGXipB959nI+D5viaJgxBSv1Bhc0I0sHJ1hN+Ynho36XA8DxuvRvDq1xEpBy/h7u8HkHLwkrK3eT0ms7eB36geaD55INzCW9SLZBIACpPSdX54KE7Nho23K4ae+w5+Y7RvIuOkEviO7gELRzsUJKXjwJD3laPZjJX/B4AxKIpLcXDo+yZZiysKAvYNnIvcm4kAlEtOmKBc2iGWKXD8xSV4eDy6xuMghDRcNOVNGqSwpdOQfvoGih5kVmq9x0klaD5lMP4KeB7Fqdmqx6w9XRD+1Qw0e66XGSKuXzKj7iDz3C1wEh5efTvA3t+rxu5l1dhJ2WJTS1Jp6WIPjuNg28QNvTfMR1TQL7i6qHLBd06i3GjWYeFLAIDbP+xQ1mVVN6JZnszd+mEHOi5+xWivR50Hey8g9/p9jY9zPIdrX/wJj55tazQOQkjDRQklaZBsPBth6PmVuLroD8T+sgeKwhJwPI+mw7vBrXMLXJyzqtJzilOzcXT8pwDHodnYCDNEXfc9up+KoxMWIfP8rSfF2Tmg6fBu6PHLHFg4Gn83ecDzfbWuoeQkPJpPrtjFKPSTybD2cMGVhb9V6M/euFtrdF35FhybNwEAJG4/rb1gviAicdupGk8oE7ed1po0M0FE8t4LEMrkkFhUow4nIYToQAklabCsGzuj84qZCFv6Okqz8yGztwFvKcNmv4lan3d+1kr4jupOu2EB5N1Owq0fdiDj/E1ILC3g82xnNJ88QO3u55KMXOzu8RaKHydojwf1GJC04wz2D5qLwceXg69C0Xx9eEaGwqt/R6QejKpUc5OTSGDhbIdW74yueJzj0GL6cAS/OgTpZ2Igzy+EQ7CPKpF8TNCjAL4+5xhKKClVTrdrUz5iSgklIaQm0BpK0uDxMims3V0gtbFC2olrKHqQqfX8ogeZeHiM1qPdXLkNW1pOxs1v/0HGmRg8PHoFF2b/iL+aT0Lmxdtqzt+usQ85E0RknL2JpB1njB4nx3Hos+UT+D/fp1Ixb5d2/hhycjlsvFzVPpeXSeHRsy18nu1SKZkEgMZdWmrtGsVJJXDr3MKwF6AH5zb+0LW/0rZpY0htqfsNIaRm0AglaZBEQUBRShZ4CQ9rz0aqDSjFD7N1PBNVOk+XkoxcxK7dj7xbiZDZWcNvTE807ta61m+IST16BWdnrgCAilO+jEGeX4T9A+di7P0/ILN/0g/67q97tU4PcxIed9cdgO/I7kaPV2pjhZ5r5+KZz6cgZf8lCGVyuD4TBNeOwQZdN2T6cMStO6jxcaYQ0GJmzdcybT55AKI+XANRVKg/gefQYsaIWv99RQipuyihJA2KqBBwfekmxKzYotpw4xDUBG3mjEfzlwZqHKn6NxuvRgbHcuenXTgzYwVEQVC1r4xZsQUeEW0R+c+ntbo7zfWlm8BJeLUJIhNElObkI27dQYRMG6Y6XpKlvR84E0SjJeqa2Hq7oflLA3WfqKfGnVsidOFLuDz/lwpfj8d/bv/x/8G9ayuj3U8TKzcndPvpPZyY/F9wPFfx34Xn4NGzLVq+WbuL9BNC6jaa8iYNhigIODJ2AS69/3OF3dv5sQ9w6pX/4eKcVXDv3hq2TRtrbtHIKacODd0tm7TrLE5NXQZRrgBEpizzUj4VnHbyOo6MXWDQ9TUpycpD4vbTSPjnJAofZFT7OikHLmkvAM6A+L+PVzhk66Pl6wrl9LB9M89qx2Qu7T98AX13fg6PXu3BySTgZBJ4RLRD3x2fIfTjF00WR+Ckfhh0eCm8+j6jasVp08QNHT9/Bf33LIHE0sJksZiaKFcgM+oOMs7fgvxRkbnDIaRBohFK0mDc33AEidtOV36gfO3Z9aWb4Dc2Ap1XvIFDIz96sgv5sfJkKPzrGaoRxeq68unvyvV8asrNMEFE6qHLyLhwC26djNO2UlFUgnPvrMTdX/cpk1gA4Dn4jeqBLt+/DatG6jupaKKt//djD49dRe7NBDi18AUABE99FudnfQ9N/Q+ZQkDQlEFViqO28BkcDp/B4ap1jOaaWvaIaAePiHYQSssglikgtbOu19PcTBRx/X+bcH3pJpRkKEfAJVYWaP7SQHRc8mqFJReEkJpFI5Skwbj53TatiSAnleD2qp1oOqwrIrcshJ2ve4XH7XzdEbllIXxHGLbGrzg9R1k2R0tSxkklSNx6yqD7PCYKAg4O+xCxP+95kkwCgMiQ8M9J7Ok1C/LC4ipd07VTsM6kmokMUR+uUf096JXBcG7TTH1BeY6D35gIePRqX6U4ahuO42pFAiextIDM3qZWxFJTGGM4/fpXuDh3tSqZBJS76m+v2ok9ke9CUVyq5QqEEGOiEUrSYOTdSqxUNuZpTCEgp7w4tO/wbmg6tIuy+HlqNmw8XdC4ayuDRyYBQFGk+02O4zi9ztNH0o4zSD18We1jTBCRG5OA2DV70fIN/dfYtXp7DI6OW6j9JMaQuO00SrOVPa9lttYYdPQrnH/nO8T9cUg1xS+1s0bLmSMQ+slkgxKgksw8xP6yFxnnboKTSuDdvyP8x/eG1KZ27GxmjOH+hiOIWbEFWVGx4GUSNBnSGa1njYVbeM3vBK9vMs7G4M5Pu9U+xgQRWVGxuL1qJ1q9NVrtOYQQ46KEkjQYUlsrlOUWaD6B4yBzeDJFxvE83Lu3MXocNp4ukDnYQJ6vea2XqFDAuZWvUe4X+8tejRtolBju/LSrSgml35iecAkNRPblu1rPY6KI4rQcVV1KSyc79PjlP+j05evIvhoHXiqBa6dgg5O+hG2ncHT8p8oRWAaA4xC/6Sguvf8TBuz7Ai7tAgy6vqEYYzj1yv+U/xY8DyaKEOUKJPxzEvF/H0fPtXOp13YV3flpt44OSAy3f6SEkhBToSlv0mA0G9dbY/9uAABjaDa2V43HIbG0QNArQzTHwinL3DQbH2mU+xUmpevcQKOr9ua/cRwH/4l9VJs/NJ+o7J3+b1aujvDq0wEeEe0MTiazr93DkbGfPGmByBhQPhJdmpWPvf1mozg9B9nRcci5fr/itL+J3PvzMGJ/2QsAFUbJmUIARIYTL32BwgcZUBSVIO6Pg7j6+R+49eMOlGRq3xnfkOXHpWjv0c6AgviHpguIkAaORihJg9HyzZG4s3onFEWllRIsTiqBjbcr/CcaJ4nTpf38SUg5cBG5MQmVeokDQM/f5kFmZ22Ue9l4uyLn2n3NSSUHWHu4VPm6/uN749J/Vmls0MJJeHj17wgrN6cqX7sqYr7+W/kHNXEwQURpZh42+01UdayxauyEVu+MQev3njNZt6OYFVtUI5NqMYazb3yD1ENRkD8qVo68CSLOvfktWs8ehw4LJxtluUV9YuXqqGPkHbCoxaW3CKlv6DcUaTDsmrpjwIH/wbJ8xIyTSVRdThwCvTDo8FLIbI2TxOli4WCLwSeWo82c8bB0sVce5Dh49e+IQUe/Mmpx7+b/N0D7CCU4BE0ZXOXr2nq7ofV749Q/yPPgpBJ0+PSlKl+3qhK2ndI+UoWK7Q9L0nNx6f2fcPKlL3R2l8m8eBvXlyp3Eavr/qOvrMux2tfvCiISt56C/JFycxRTCABjEOUKRH/+B6588lu1711f+U+I1FkoP/DF/iaMiJCGjWO6fqPWkD59+gAADh06ZI7bkwZMKJMjcesppJ+JAS+VwKtvB3j1e8ZsI0CiIKAspwBSG8sa2UAiKgTs6T0LGWdjKo/MSnjYB3hh6PmVsHCwrfK1mSji6qJ1iP5iA4SnNhE5NPdG9zVz4N6ttcHx6/K7wxAoCkqq9dwBB76EV58OlY4XJKXjyNhPkHn+lur7goki3MJboNem+bDzaVyl+/xmOxiCATuOeUsZxqdshqWzfbWvUd+ICgE7O89A9tU4td/XFo62GH51NWy93cwUISH1g775GiWUhDQA8kdFOD19Oe5vOPzkzZcDvAeGocea2bB2r/qU97+v/2DfBZTlF8ExqIlJ20fu7vUO0k9d1zEKWxknlcB3VHf03jC/wvGy/EJsaz8VhckZlUY+OakEtj5uGHFldZVqHB4e+wkS9RhJ1ab7mtloPtl4XX7qg5KsPBx/4XM82HcRHM8BnLJLkGOID3pvXgDnVn7mDpGQOk/ffI3WUBLSAMjsbRDx+zx0+u+reHg8GkwQ4da5JRwCvPS+RnF6Dh7FpUBqZw3n1s0qJIwyexv4jYmoidB1ajlzBNKOR1f5eUwhIO92cqXjd3/dh4KENKhbHMoUAgriHyJ27X60nDlC73u1fncsEracUP+ghgL3T+N4HqXZj/S+X0Nh1cgR/ff8Fzk34vFg3wUwhQDXsBB4RLSr1zU4CamNKKEkpAGx8XKFfxV3jxckpeP8rO+R+M8JVYcce39PhH4yuVaUuvEd3RNBrwxW1iTUIzlT4bgn61efcnfdAWjq5qM657eqJZSNO7dEj1//g5NTvgQYU46mcspWTJbO9ijNytf6fCaKsPeve20pTcW5lR+NRhJiZpRQEkI0KnyQgZ2dZ6IkI7dCu8VH91JxfNJilGTmmb3OH8dx6PrjLHj0bIsby5VFwzmeg10zTzy6l6I5wWQMARP7VDpcmpmvPZ9kQGk1yvkETuoHz97tcXvVTmRevA3eQgafweHwf74PDg3/CA+PXVU/bc8Blo0c4TOkc5XvSQghpkIJJSFEo8sL1iqTSQ1r/y7M+REBE/vUeGkgXTiOQ8AL/RDwQj/lbmqOQ0lGLra2eQWl2flqy0TZ+XnAf0Ll0VqHQC+ttTs5CQ+HQO9qxWnbxA0dFlbe+R7+9Qzs7PoGhOJ/lbTiOYAB3VbNAi+jX9eEkNqLygYRQtRSFJUgbt1BrRtJmCAibt1BE0alG8fz4DgO1o2dMejYV7AvT/44qURV57NRh+YYdGSp2l31Qa8+q3WDDxNEBE8dYtSYnVs3w7NnvoVX32eAp5b+NWofiP57lxjcP54QQmoafeQlhKhVnJ4LsVSu9RxeIsGj+7W3G4lTSFOMivkFqUeuIP30DXA8B68+HeAaFqJx04bvqO5oMjgMyXsvVJ4u5zk0GdgJTY1YJ/Qx51Z+6L9nCQofZKAwKQNWro7VHgklhBBTo4SSEKKWhaOtcrRMy3pCJopqN7aYg6gQkLDlBG6v2olHcSmwdHVE4Iv90XzyAHhFhsIrMlSv6/ASCSK3LMTlj9fi1vfbVD3XZQ42CJk2HKGf/F+Ndtix9Xaj2omEkDqHEkpCiFqWzvbwHtAJKQcuaZwCZoKodh2iqQmlZTg4/COk7L+oasdXkJiGrKhY3Pj6Lww+9jVsm+ifpEksZOi4+BW0nz8JOdfuAwCc2zSD1NpS7fk51+/jxtd/I2HLCQglZXBpF4AWM0fAf0IktUwkhDQI9JuOEKJR6ILJyvI2vJrpYZ5DwKR+cAz2MXlc/xb10S9IOXgJAJ4kvwwAYyhMysCRcQurdV2ptSXcwkLgFhaiMZlM2nUW2595HXd/24+y3AIIJWXIvHAbxyctxvFJi7W2XCSEkPqCEkpCiEZuYSHot+tz1S5uTsKrEsygKYPRbfW75g0Qys1Dt37YobE8EFMIyDgTg8yoO0a/d2luAY6MWwhRIVTYvPQ4ibz352FlfUxCCKnnaMqbECPJuRGP1MOXAcbQuHtruHYIMndIRuHdryPGJW1E8u5zyL2ZAJmdNZoO71alKeSalB19D4qCYu0n8RzSjkUb/d8k7rf9EIrL1HbVAQBwHG4s/xvBU5816n0JIaS2oYSSEAMVp2Xj2POfK5NJjlNuZBEZ3Dq3RK8NH8Kuqbu5QzQYL5Wg6bCuaDqsq7lDqVUyLtwCx3Nggubi6Xk3E3Hty41o9fZoqiVJCKm3aMqbEAMoikuxJ/JdPHzcS5ox1dRr5sXb2N3zbZTmFpgxwvrPpa0/pPbW2k8SGTx6tTP6vXmpfru9L/5nFQ4O/wiiXGH0GHR5dD8VmRdvo+hhtsnvTQhpOCihJMQA9/48jLybiWqLfzOFgMLkDMT+TGvoapLUxgohrw9Tv3EIyoLmbl1aolFoc6Pf27t/J61F0J/2YN8F5VpPE0k5FIXtYdPxV8AL2BE2HRu9n8OBoe8j91aiyWIghDQclFASYoC43/drTGQAACJD7Nr9pguogeqwcDK8+3UEAFU3nMfLD+x83dF70/waua/v6B6w9XF7ck+tGGK+2VIjcfxb4vbT2DdgDrKe3ojEGB7svYCdnWcgNybeJHEQQhoOSigJMUBxRp7G3cWPlWbmmSiahktiaYG+Oz9D703z4RkZCrtmnnDtFIzOK97A8Kgfa6xQuMRChv77voC1u7Pukxnw6G4KhDLt3YcMJcoVOPXq/5Rlk/71vckEEYrCEpx7e2WNxkAIaXhqLKFcu3YtgoODkZycXFO3IMTs7P09tY9O8RzsmnmYLqAGjJdI4DcmAgP2fYGxcesw9Ox3aDFjBGT2NjV6X6eQphh1ey3curTQeS4n4fVed1ldSbvPoSQjT+POcyaISDl4CQWJaTUaByGkYamRhDItLQ1r1qypiUsTUqsEvzJE+xo6kSH41SGmC4iYhczWGq1nPaf1HE7Ko8mQzjXeOedRXIpeU/AFtbgHOyGk7qmR32yfffYZxo8fXxOXJqRW8Xm2M5o821ntOkqO5+Heow38J/YxQ2TE1JoO6wqH5t7gNIxAMpGhzexxNR6HpbO9XhuFLJzsajwWQkjDYfSE8tixY4iNjcWUKVOMfWlCah2O5xH51wK0eW9chdI1EmtLhEwfjv57lkBiITNjhMRUeJkUAw58CXt/TwDK3eWchAd4DryFFBG/vw/3bq1rPA6fYV3AW2ipd8kBDkFN4NzWv8ZjIYQ0HEatsltSUoJFixZh0aJFsLCwMOalCam1JBYydFzyKtrPn4Ssy3cBxuDSLqDG1+6R2seuqTtGXl+DpJ1nkLTjDIRSOVzaBaD55AGq9pU1zaqRI1q/+xyiF69XfwIDnvlsCjhOS3UCQgipoiollNu2bcOcOXPUPrZ48WIkJCQgNDQU4eHhRgmOkLpEamNlkhEoUrvxUgl8R3SH74juZouhw6cvgQkiri/bDCaI4CQ8mEKA1M4anZfPhN/onmaLjRBSP1UpoRw+fDiGDx+u9rG4uDgsW7YM27dvN0pghBBCqofjeXRc8ipazRqD+L+OozQzD3Z+HvAd3QMyWx1dhQghpBqMNuW9Z88e5ObmYtCgQRWOjxo1Cq+++ipeffVVY92KEEKIHqwbO6PFdPWDAIQQYkxGSygnT56MMWPGVDgWERGBVatWITAw0Fi3IYQQQgghtYzREko7OzvY2VUuQ+Hq6qr2OCGEEEIIqR+Musv7327fvl2TlyeEEEIIIbUA9fImhBBCCCEGoYSSEEIIIYQYhBJKQgghhBBiEEooCSGEEEKIQWp0Uw4hDU1xWjbu/LQHaaevg+M5eEV2QODkAbB0tjd3aIQQQkiNoYSSECNJ2nkGR55bCLFMDiYyAEDy7vO4vOBX9N35OTx6tDVzhKQmiHIFErefRlZULHgLGXyGhMO1Y7C5wyKEEJOihJIQI8i7nYTDoxdAVAgAY08eYAyKwlIcGPI+Rt/5DTYeLuYLkhhd2qnrODL2ExQ/zAYnkwAMuPLJWnj0bIvefy2AlaujuUMkhBCToDWUhBhBzDf/gDFWMZksx0QRQlEp7qzeZYbISE3Ju52Eff3noDg9BwDA5AKYQgCgTDT3D/wPREEwZ4iEEGIylFASYgRJO8+okgl1mCgiaecZE0ZEatr1pZsgyhWAqOZDhCAiKyoWD/acN0NkhBBiepRQEmIEYplc5zlCqe5zSN1x78/DWj9EcBIe9zcdNV1AhBBiRpRQEmIEbp1bgpNKND7OSSVo3KWVCSMiNYkxBkVhifZzBBFleYUmiogQQsyLEkpCjKDFzJHap7wVAkKmDzNhRKQmcRwHOz8P7edIJXBo3sREERFCiHlRQkmIEXhFhqLdBy8AUE51PsZJlX8O/3oGXNr4myU2UjNCpg8HeE7j40whIOiVwSaMiBBCzIcSSkKMpMOnL6Hvjs/gEdEOEisZJNaW8B4YhoGHl6Llm6PMHR4xshbTh8H1maAKHyAAAOU5ZrsPXoBTSFPTB0YIIWZAdSgJMSKfIZ3hM6SzucMgJiC1scLAQ0txecFa3Fm9E/JHxQAA+wAvtJv3PAInDzBzhIQQYjqUUBJiBqJcgYStp5B24hrAAZ692sNnaBfwWjb2kNpHZmeNsP+9jg6LXkbB/VRILGWwa+YJjtM8FU4IIfURJZSEmFjW5VgcHPoBilKylN1VANz85h/YNm2MfrsWw7mVn3kDJFUmtbKAUwtfc4dBCCFmQwklISZU9DAbe/u+B3l+EQBldxXVYw8ysTfyXYyMWQOrRtSyjxgfYwwZ527i3vrDKM3Oh13Txgh8aSAcaTc6IcRAlFASYkK3f9wJeX4RmCBWeowJIkqy8hC7Zi/azB5nhuhIfaYoLsXR8Z8iaccZZc3U8jah0Uv+RJs54/HM4ldoqp4QUm20y5sQE7q/8YjaZFJFZLi/+ajJ4iENx+nXv0LyrrMAlCWNmCCqvhevfbEBN7/5x5zhEULqOEooCTEhRUGxznMeT4cTYiwFSemIW3cQTE3f8ceuLl4PUUtxfkII0YamvAkxIee2zVCUmqVxlJKTSuDSNsDEUTVMj3faJ2w5DvmjYjiGNEXwq0PgGOxj7tCMLnnXOQCak0kAKEnLQVZULNzCQkwTFCGkXqGEkhATCnl9GJJ3n9f4OFMICH59qAkjapiKUjKxt99s5N1MBCfhwQQRD/ZfwI1lm9Hh05fR7oPnzR2iUQnFpQDHqdZNajyvpMxEERFC6hua8ibEhJoM6YzA/ysveP30/ofyP4dMGwbP3u1NHVaDwhjDwWEfIj82Wfn38tFiplD+P+qjNbj352GzxVcTXNoHAFqmuwHl6LhjSP0bnSWEmAYllISYEMdx6P7ze+j8zRuwb+apOu7QvAm6/vAOOn/7Ju20rWFpx6ORFRWrSiAr4TlEL1kPpmM0ry7x6NUe9oFeldtEluMkPHxH94B1Y2cTR0YIqS9oypsQE+N4Hi1mjEDI9OEoTssBxwFWjZ0pkTSRpN3nwEklYJo2oIgMOdfuozgtBzYeLqYNroZwHIeIPz7A3sh3IZTKK7x2TsLD1qcxwr+aYcYICSF1HY1QEmImHMfBxsMF1u4ulEyakFgq1+vrLZbKTRCN6bh1CsGwSz8g4IW+4C2UYwkWTrZo9c4YDD2/st4kz4QQ86ARSkJIg+LaMQiiXKH1HEtXR9h4u5ooItNxDPJBjzVz0G31uxCKyyC1sQTH07gCIcRw9JuEENKg+I6JgIWLPcBrGKXkObSYPhy8VGLawEyIl0ggs7OmZJIQYjT024QQ0qBIrSwQufljSCykyhaEj3EAOA4ePduizdwJZouPEELqIkooCSENjmfvUAy79CMC/68/ZPbKkTrHYB+EL5+J/nuWQGplYe4QCSGkTqE1lISQBsmphS+6r34P3Ve/Z+5QCCGkzqMRSkIIIYQQYhBKKAkhhBBCiEEooSSEEEIIIQahhJIQQgghhBiEEkpCCCGEEGIQSigJIYQQQohBKKEkhBBCCCEGoYSSEEIIIYQYhBJKQgghhBBiEEooCSGEEEKIQSihJIQQQgghBqGEkhBCCCGEGIQSSkIIIYQQYhBKKAkhhBBCiEEooSSEEEIIIQahhJIQQgghhBiEEkpCCCGEEGIQSigJIYQQQohBKKEkhBBCCCEGoYSSEEIIIYQYhBJKQgghhBBiEKm5bpyeng5BENCnTx9zhUAIIYQQQrRITU2FRCLReZ7ZRigtLS0hlZotnyWEEEIIITpIpVJYWlrqPI9jjDETxEMIIYQQQuopWkNJCCGEEEIMQgklIYQQQggxCCWUhBBCCCHEIJRQEkIIIYQQg1BCSQghhBBCDEIJJYBNmzYhMjIS7dq1w7hx43Djxg1zh1TnrF27FsHBwUhOTjZ3KLVeTk4O5syZgy5duiAsLAzTp09HamqqucOqlZKTkzFlyhS0b98eXbp0wZdffglRFM0dVp2QnJyMadOmISwsDF26dMGcOXOQl5dn7rDqlM8//xzBwcHmDqNOWblyJbp3747Q0FBMnjwZSUlJ5g6p1rtx4wZefPFFdOzYEV27dsWcOXOQk5Nj7rCqrMEnlMeOHcPq1avx/fff4/Tp0wgLC8N3331n7rDqlLS0NKxZs8bcYdQZ8+bNQ05ODnbv3o2DBw9CEATMmzfP3GHVOowxzJw5E87Ozjh27BjWrVuHPXv2YO3ateYOrU6YNm0anJyccOTIEWzbtg1xcXH44osvzB1WnXHz5k1s27bN3GHUKevXr8fhw4exceNGHD16FJ6envjll1/MHVatJggCpk6ditDQUJw+fRq7d+9GZmYmFixYYO7Qqo41cJMmTWK7du0ydxh12htvvMFWrlzJgoKCWFJSkrnDqdVEUWTz589nd+7cUR07cuQIa9WqFRNF0YyR1T5Xr15lISEhLCcnR3Vs/fr1rH///uYLqo7Iz89nc+fOZZmZmapj69atY/369TNjVHWHIAhs7Nixqt9rRD+RkZHsypUr5g6jTklNTWVBQUEsNjZWdWzdunWsb9++Zoyqehr0CKUgCLh8+TKKi4sxdOhQdOrUCVOmTKFp2yo4duwYYmNjMWXKFHOHUidwHIdPPvkEzZs3Vx1LSUmBs7MzOI4zY2S1T0xMDLy9veHk5KQ61qpVK8THx6OgoMB8gdUB9vb2WLx4MRo1aqQ6lpKSAhcXFzNGVXds2LABVlZWGDp0qLlDqTPS0tLw8OFDJCQkoH///ggPD8fbb79dJ6duTcnd3R0tW7bEpk2bUFxcjOzsbBw4cAC9evUyd2hV1qATypycHJSVlWHHjh1YtWoV9u3bB5lMhjfffBOMGgjpVFJSgkWLFmHBggWwsLAwdzh1UnJyMpYvX45p06aZO5RaJycnB46OjhWOPf47vUlVzbVr1/D777/T95keMjMz8d1339XNKUczevjwITiOw8GDB7Fx40Zs3boVDx48wEcffWTu0Go1juOwYsUKHDp0SLVWXBRFzJo1y9yhVVm9Tyi3bduG4OBgtf9t2rQJAPDaa6/B09MTLi4umDNnDm7cuIH79++bOXLz0/a127JlC77//nuEhoYiPDzc3KHWKrq+bo/FxcXhhRdewMiRIzFx4kQzRlw70YitcVy6dAlTpkzBu+++i4iICHOHU+stXrwYzz33HPz9/c0dSp0il8shl8sxe/ZsODs7w9PTE2+++SYOHjyI0tJSc4dXa5WVleG1117D4MGDERUVhVOnTsHOzg6zZ882d2hVZ+45d3MqLCxkQUFB7Nq1a6pjpaWlLCgoiJ0/f96MkdV+d+/eZd26dWNZWVmqY7SGUn9Xr15lYWFh7McffzR3KLXWxo0bWWRkZIVjly9fZkFBQaygoMBMUdUthw4dYh06dGBbt241dyh1wunTp1n//v1ZSUkJY4yxpKQkWkOpp9jYWBYUFMSys7NVx+Li4lhQUBB78OCBGSOr3Y4cOcLatGnDFAqF6lhMTAwLCgqq8P5aF9T7EUptbGxs4O/vX6FM0OP1k15eXuYKq07Ys2cPcnNzMWjQIISHh6tGKUeNGoXVq1ebObraLT4+Hq+99hrmzZuHqVOnmjucWqtNmzZISUmpML0dHR2NwMBA2NramjGyuiEqKgpz587FihUrMHz4cHOHUyds374dDx8+RM+ePREeHo5Ro0YBAMLDw7Fr1y4zR1e7+fr6ws7OrsL76YMHDyCVStG4cWMzRla7McYqlUKTy+UAAJ6vWykax1jDXiz4+++/Y82aNVi9ejXc3d0xd+5cFBQUUGkSHQoKCiptjIiIiMDGjRsRGBgIOzs7M0VW+7388sto164d3nrrLXOHUuuNGzcOTZo0wccff4zU1FRMmTIF06dPpyUCOigUCgwbNgwvv/wyxowZY+5w6oy8vDwUFxer/v7w4UOMGzcOx44dg6OjI6ytrc0YXe23ZMkSnD17Fj/88AMkEgneeOMN+Pv74/PPPzd3aLVWTk4OBg4ciAkTJuD1119HaWkpPvzwQ2RkZGDDhg3mDq9KGnxCyRjDt99+iw0bNqCsrAzh4eFYsGABXF1dzR1anRMcHIxDhw6hSZMm5g6l1kpNTUWvXr0gk8kqrRFcs2YNOnXqZKbIaqeHDx9i/vz5OHfuHGxtbTFx4kTMnDnT3GHVehcvXsTzzz+vdrPc3r174e3tbYao6p7k5GT06dMHt2/fNncodUJZWRmWLFmCnTt3gud5REZG4v3336cBBh2io6Px5Zdf4ubNm5DJZAgLC8O8efPg4eFh7tCqpMEnlIQQQgghxDB1a4KeEEIIIYTUOpRQEkIIIYQQg1BCSQghhBBCDEIJJSGEEEIIMQgllIQQQgghxCCUUBJCCCGEEINQQkkIIYQQQgxCCSUhhBBCCDEIJZSEEEIIIcQglFASQgghhBCDUEJJCCGEEEIM8v90VLcfE1HwUgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 8))\n",
+    "    plt.scatter([x[0] for x in xs], [x[1] for x in xs], c=ys, cmap=plt.cm.Spectral)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For this problem, we need a hidden layer. Here's a model with a hidden layer of eight neurons, connected via the\n",
+    "\n",
+    "$$\n",
+    "\\mathrm{tanh}(x) = \\frac{e^{2x} - 1}{e^{2x} + 1}\n",
+    "$$\n",
+    "\n",
+    "activation function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.scalar import tanh\n",
+    "from itertools import product\n",
+    "\n",
+    "\n",
+    "class OneLayerNetwork(Model):\n",
+    "    def __init__(self):\n",
+    "        self.A = [[Scalar.from_random() for j in range(8)]\n",
+    "                  for i in range (2)]\n",
+    "        self.B = [Scalar.from_random() for i in range(8)]\n",
+    "    \n",
+    "    def forward(self, x):\n",
+    "        \"\"\"\n",
+    "        x: a tuple of two Scalars\n",
+    "        \"\"\"\n",
+    "        fs = [sum([self.A[i][j] * x[i] for i in range(2)]) for j in range(8)]\n",
+    "        fs_relu = [tanh(f) for f in fs]\n",
+    "        gs = sum([self.B[i] * fs_relu[i] for i in range(8)])\n",
+    "        return sigmoid(gs)\n",
+    "\n",
+    "    def parameters(self):\n",
+    "        A_dict = {f\"a{i}{j}\": self.A[i][j] for i, j in product(range(2), range(8))}\n",
+    "        B_dict = {f\"b{i}\": self.B[i] for i in range(8)}\n",
+    "        return {**A_dict, **B_dict}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can already see one of the glaring flaws of our `Scalar` implementation of computational graphs: the inability to write vectorized code. For instance, the expression\n",
+    "\n",
+    "```\n",
+    "fs = [sum([self.A[i][j] * x[i] for i in range(2)]) for j in range(8)]\n",
+    "```\n",
+    "\n",
+    "is simply the matrix product of the input `x` and the $ 2 \\times 8 $ parameter matrix `A`.\n",
+    "\n",
+    "We'll deal with vectorization later with the `Tensor` class, but let's stick to the vanilla version for now. Here's our model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = OneLayerNetwork()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And here's how the untrained model looks."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_model(model, xs, ys)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's train it! We'll need quite some more steps. To spice things up, we'll also use a simple learning rate tuning: `lr=1` for the first hundred gradient descent steps, `lr=0.5` for the second hundred, and `lr=0.1` after."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step no. 1, loss = 1.647234194234771\n"
+     ]
+    }
+   ],
+   "source": [
+    "n_steps = 5000\n",
+    "lr = 0.1\n",
+    "\n",
+    "for i in range(1, n_steps + 1):\n",
+    "    preds = [model(x) for x in xs]\n",
+    "    l = binary_cross_entropy(preds, ys)\n",
+    "    l.backward()\n",
+    "    model.gradient_update(lr)\n",
+    "\n",
+    "    if i == 1 or i % 100 == 0:\n",
+    "        print(f\"step no. {i}, loss = {l.value}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Just for the fun of it, let's time the training."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2.04 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "def train_model():\n",
+    "    model = OneLayerNetwork()\n",
+    "    n_steps = 5000\n",
+    "    lr = 0.1\n",
+    "\n",
+    "    for i in range(1, n_steps + 1):\n",
+    "        preds = [model(x) for x in xs]\n",
+    "        l = binary_cross_entropy(preds, ys)\n",
+    "        l.backward()\n",
+    "        model.gradient_update(lr)\n",
+    "\n",
+    "\n",
+    "%timeit -r 1 -n 1 train_model()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This training took sixteen minutes to execute on my Lenovo Thinkpad and probably much more on the Read The Docs servers. (My apologies.) Again, this is the consequence of non-vectorized code. Were these sixteen minutes enough? Let's see."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_model(model, xs, ys)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Not perfect, but good enough. We can already see that the decision boundary is starting to conform to the data.\n",
+    "\n",
+    "## Coming soon\n",
+    "In the later chapters of this documentation, we'll detail how `Scalar` is implemented to understand how computational graphs work."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/02-computational-graphs/model.ipynb b/docs/02-computational-graphs/model.ipynb
new file mode 100644
index 0000000..d1fba50
--- /dev/null
+++ b/docs/02-computational-graphs/model.ipynb
@@ -0,0 +1,669 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `Model`: training neural networks\n",
+    "\n",
+    "To train a neural network in `mlfz,` you should use the `Model` class, which provides a convenient interface to interact with computational graphs.\n",
+    "\n",
+    "It's best to provide an example, so here we go!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.scalar import Scalar\n",
+    "from mlfz.nn import Model\n",
+    "\n",
+    "\n",
+    "class Linear(Model):\n",
+    "    def __init__(self):\n",
+    "        self.a = Scalar(1)\n",
+    "        self.b = Scalar(1)\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        return self.a * x + self.b\n",
+    "    \n",
+    "    def parameters(self):\n",
+    "        return {\"a\": self.a, \"b\": self.b}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Each `Model` subclass has two key methods that you have to implement: `forward` and `parameters`. `forward` defines the computational graph and acts as a callable that turns inputs into predictions, while `parameters` enumerate the `Scalar`-s that have to be updated during gradient descent.\n",
+    "\n",
+    "Let's see our model in action!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(3)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear = Linear()\n",
+    "\n",
+    "linear.forward(2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "`Model` instances are callable, and the function call operator is just a shortcut to the `forward` method."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(3)"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': Scalar(1), 'b': Scalar(1)}"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.parameters()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This is a good time to highlight that scalar operations work with vanilla number types, like integers, floats, whatever. It's just for convenience, saving us from typing `Scalar(...)` all the time.\n",
+    "\n",
+    "To train this simple model, we'll generate a toy dataset from the target function $ h(x) = 0.8 x - 1.2 $."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from random import random, normalvariate\n",
+    "\n",
+    "\n",
+    "xs = [random() for _ in range(100)]\n",
+    "ys = [0.8*x - 1.2 + normalvariate(0, 0.1) for x in xs]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 5))\n",
+    "    plt.scatter(xs, ys)\n",
+    "    plt.xlabel('x')\n",
+    "    plt.ylabel('y')\n",
+    "    plt.title('a toy dataset for linear regression')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We'll also need a loss function as well. Let's go with the simplest one: the mean squared error, defined by the formula\n",
+    "\n",
+    "$$\n",
+    "\\mathrm{MSE}(\\widehat{\\mathbf{y}}, \\mathbf{y}) = \\frac{1}{N} \\sum_{i=1}^{N} (\\widehat{y_i} - y_i)^2,\n",
+    "$$\n",
+    "\n",
+    "where $ \\widehat{\\mathbf{y}} \\in \\mathbb{R}^N $ is the vector of predictions, while $ \\mathbf{y} \\in \\mathbb{R}^N $ is the vector of ground truths."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(5.247786926840769)"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from mlfz.nn.scalar.loss import mean_squared_error\n",
+    "\n",
+    "\n",
+    "preds = [linear(x) for x in xs]\n",
+    "mean_squared_error(preds, ys)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We have everything ready to train our model with gradient descent."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step no. 1, loss = 5.247786926840769\n",
+      "step no. 10, loss = 0.03791928155722414\n",
+      "step no. 20, loss = 0.025165368603504518\n",
+      "step no. 30, loss = 0.018080025910402843\n",
+      "step no. 40, loss = 0.014135150067977314\n",
+      "step no. 50, loss = 0.011938778463592476\n",
+      "step no. 60, loss = 0.010715914065005468\n",
+      "step no. 70, loss = 0.010035065098306872\n",
+      "step no. 80, loss = 0.009655991739077368\n",
+      "step no. 90, loss = 0.009444936690592348\n",
+      "step no. 100, loss = 0.009327428476399852\n"
+     ]
+    }
+   ],
+   "source": [
+    "n_steps = 100\n",
+    "lr = 0.2\n",
+    "\n",
+    "\n",
+    "for i in range(1, n_steps + 1):\n",
+    "    preds = [linear(x) for x in xs]\n",
+    "    l = mean_squared_error(preds, ys)\n",
+    "    l.backward()\n",
+    "    linear.gradient_update(lr=lr)\n",
+    "    \n",
+    "    if i == 1 or i % 10 == 0:\n",
+    "        print(f\"step no. {i}, loss = {l.value}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here's the result."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': Scalar(0.7868654698699561), 'b': Scalar(-1.1892905299491128)}"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.parameters()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Looks good! The parameters seem close to the target function $ h(x) = 0.8x - 1.2 $. Here's the plot."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 5))\n",
+    "\n",
+    "    xs_plot = [0.01 * k for k in range(101)]\n",
+    "    ys_plot = [linear(x).value for x in xs_plot]\n",
+    "    plt.plot(xs_plot, ys_plot, c=\"k\")\n",
+    "\n",
+    "    plt.scatter(xs, ys)\n",
+    "    plt.xlabel('x')\n",
+    "    plt.ylabel('y')\n",
+    "    plt.title('linear regression on our toy dataset')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Optimizers\n",
+    "\n",
+    "Although training a model using vanilla gradient descent doesn't require more than five lines of code, ready-made optimizers are available. (For now, only gradient descent is implemented, but more will come, including stochastic gradient descent, Adagrad, and others.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.scalar.optimizer import GradientDescent\n",
+    "\n",
+    "\n",
+    "linear = Linear()\n",
+    "optimizer = GradientDescent(model=linear, loss=mean_squared_error)\n",
+    "optimizer.run(xs, ys, lr=0.1, n_steps=1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The result is the same. Check it out:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': Scalar(0.8262635419134793), 'b': Scalar(-1.208719738941097)}"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.parameters()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 5))\n",
+    "\n",
+    "    xs_plot = [0.01 * k for k in range(101)]\n",
+    "    ys_plot = [linear(x).value for x in xs_plot]\n",
+    "    plt.plot(xs_plot, ys_plot, c=\"k\")\n",
+    "\n",
+    "    plt.scatter(xs, ys)\n",
+    "    plt.xlabel('x')\n",
+    "    plt.ylabel('y')\n",
+    "    plt.title('linear regression on our toy dataset')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Saving and loading parameters\n",
+    "\n",
+    "Let's go back to square one. The `Model` class allows you to save and load parameters dynamically."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': Scalar(1), 'b': Scalar(1)}"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear = Linear()\n",
+    "\n",
+    "linear.parameters()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': Scalar(-1), 'b': Scalar(-1)}"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.load_parameters({\"a\": Scalar(-1), \"b\": Scalar(-1)})\n",
+    "linear.parameters()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "If you need the parameters in a vanilla Python version, just use the `Model.parameter_values` method."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': -1, 'b': -1}"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear.parameter_values()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Keep in mind that in Python, `Scalar` objects are stored by reference, unlike, say, a Python `float`. This means that if you save the parameter dictionary and then use gradient descent to tune the parameters, your saved parameter dictionary will also change. Take a look."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "using Model.parameters():\n",
+      "before: p = {'a': Scalar(1), 'b': Scalar(1)}\n",
+      "after: p = {'a': Scalar(-20.247864999327636), 'b': Scalar(-44.76434531118993)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"using Model.parameters():\")\n",
+    "linear = Linear()\n",
+    "p = linear.parameters()\n",
+    "print(f\"before: p = {p}\")\n",
+    "\n",
+    "preds = [linear(x) for x in xs]\n",
+    "l = mean_squared_error(preds, ys)\n",
+    "l.backward()\n",
+    "linear.gradient_update(lr=10)\n",
+    "print(f\"after: p = {p}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To avoid issues from this, we can use the `Model.copy_parameters` method."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "using Model.copy_parameters():\n",
+      "before: p = {'a': Scalar(1), 'b': Scalar(1)}\n",
+      "after: p = {'a': Scalar(1), 'b': Scalar(1)}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"using Model.copy_parameters():\")\n",
+    "linear = Linear()\n",
+    "p = linear.copy_parameters()\n",
+    "print(f\"before: p = {p}\")\n",
+    "\n",
+    "preds = [linear(x) for x in xs]\n",
+    "l = mean_squared_error(preds, ys)\n",
+    "l.backward()\n",
+    "linear.gradient_update(lr=10)\n",
+    "print(f\"after: p = {p}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Parameter saving and loading are useful if you want to visualize the model's state during training. Here's an example demonstrating how gradient descent fits a linear regression model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linear = Linear()\n",
+    "\n",
+    "n_steps = 200\n",
+    "lr = 0.01\n",
+    "\n",
+    "parameter_list = [linear.copy_parameters()]\n",
+    "\n",
+    "for _ in range(n_steps):\n",
+    "    preds = [linear(x) for x in xs]\n",
+    "    l = mean_squared_error(preds, ys)\n",
+    "    l.backward()\n",
+    "    linear.gradient_update(lr)\n",
+    "    parameter_list.append(linear.copy_parameters())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_16322/2321412048.py:21: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
+      "  plt.legend(bbox_to_anchor=(1.05, 0.0), loc='lower left')\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib import colormaps\n",
+    "\n",
+    "color_map = colormaps['Greys']\n",
+    "\n",
+    "with plt.style.context('seaborn-v0_8-white'):\n",
+    "    plt.figure(figsize=(8, 5))\n",
+    "    plt.scatter(xs, ys)\n",
+    "\n",
+    "    xs_plot = [k*0.01 for k in range(100)]\n",
+    "\n",
+    "    trimmed_parameter_list = parameter_list[::10]\n",
+    "    for i, params in enumerate(trimmed_parameter_list):\n",
+    "        color = color_map(i / len(trimmed_parameter_list))\n",
+    "        linear.load_parameters(params)\n",
+    "        ys_plot = [linear(x).value for x in xs_plot]\n",
+    "        plt.plot(xs_plot, ys_plot, color=color)\n",
+    "\n",
+    "    plt.title(\"linear regression with gradient descent\")\n",
+    "    plt.xlabel(\"x\")\n",
+    "    plt.ylabel(\"y\")\n",
+    "    plt.legend(bbox_to_anchor=(1.05, 0.0), loc='lower left')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "It's time to see an actual neural network!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/02-computational-graphs/scalar.ipynb b/docs/02-computational-graphs/scalar.ipynb
new file mode 100644
index 0000000..59ffdbb
--- /dev/null
+++ b/docs/02-computational-graphs/scalar.ipynb
@@ -0,0 +1,622 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `Scalar`: the heart of computational graphs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In `mlfz`, computational graphs are implemented by the `Scalar` class. (And also the `Tensor` class, but to flatten the learning curve, we'll stick to vanilla \n",
+    "computational graphs without vectorization.)\n",
+    "\n",
+    "You can instantiate a `Scalar` by either setting its value or using operations and functions on other `Scalar's."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(1)"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from mlfz.nn.scalar import Scalar\n",
+    "\n",
+    "a = Scalar(3)\n",
+    "b = Scalar(-2)\n",
+    "\n",
+    "a + b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can even randomly initialize a `Scalar` via the `Scalar.from_random` method."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(0.12194606161491517)"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Scalar.from_random()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As `Scalar` represents a node in a computational graph, each one holds\n",
+    "* a numeric value,\n",
+    "* the backwards gradient,\n",
+    "* and the list of incoming edges.\n",
+    "\n",
+    "Let's see these on the simple example of `a * b`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-6"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a = Scalar(3)\n",
+    "b = Scalar(-2)\n",
+    "\n",
+    "c = a * b\n",
+    "c.value"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We'll talk about the backwards gradient in detail when we discuss backpropagation and the backward pass. For now, its value is `0`, but it'll contain the derivative of the loss function with respect to the node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "c.backwards_grad"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The `Scalar.prevs` attribute contains a list of `Edge` objects, each representing an incoming edge."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Edge(prev=Scalar(3), local_grad=-2), Edge(prev=Scalar(-2), local_grad=3)]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "c.prevs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In turn, each edge contains\n",
+    "* a `Scalar`,\n",
+    "* and the derivative of the children node, given the parent node."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(3)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "edge_a_b = c.prevs[0]\n",
+    "edge_a_b.prev"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In our case, the local gradient equals to $ \\frac{\\partial c}{\\partial a} = b $, which is $ -2 $ in this example."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-2"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "edge_a_b.local_grad"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Essentially, `Scalar` is a wrapper over a number. That's why functions like Python's built-in `sum` work on them:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(3)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sum([Scalar(1), Scalar(2)])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's see how to build computational graphs!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Defining computational graphs\n",
+    "\n",
+    "As you can see, the `Scalar` class is overloaded with features: it dynamically builds the underlying computational graph without you having to worry about it. Let's see an example."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.scalar.functional import sigmoid\n",
+    "\n",
+    "a = Scalar(3)\n",
+    "b = Scalar(-2)\n",
+    "x = Scalar(0.5)\n",
+    "\n",
+    "y = a * x + b"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The expression `a * x + b` describes a directed graph with nodes `a`, `b`, `a * x`, `x`, and `a * x + b`. It's easier to draw a picture."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "tags": [
+     "remove-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"175pt\" height=\"188pt\"\n",
+       " viewBox=\"0.00 0.00 175.00 188.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 184)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-184 171,-184 171,4 -4,4\"/>\n",
+       "<!-- a -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"27\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"27\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">a</text>\n",
+       "</g>\n",
+       "<!-- c -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>c</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"63\" cy=\"-90\" rx=\"31.7\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"63\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">a * x</text>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;c -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>a&#45;&gt;c</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M35.35,-144.76C39.65,-136.4 44.99,-126.02 49.83,-116.61\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"52.98,-118.13 54.45,-107.63 46.76,-114.93 52.98,-118.13\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"140\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"140\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">b</text>\n",
+       "</g>\n",
+       "<!-- d -->\n",
+       "<g id=\"node5\" class=\"node\">\n",
+       "<title>d</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"101\" cy=\"-18\" rx=\"51.19\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"101\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">a * x + b</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;d -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>b&#45;&gt;d</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M130.95,-72.76C126.36,-64.53 120.68,-54.32 115.49,-45.02\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"118.47,-43.16 110.54,-36.12 112.35,-46.56 118.47,-43.16\"/>\n",
+       "</g>\n",
+       "<!-- c&#45;&gt;d -->\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
+       "<title>c&#45;&gt;d</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M72.01,-72.41C76.48,-64.16 82,-54.01 87.01,-44.78\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"90.1,-46.41 91.8,-35.96 83.95,-43.07 90.1,-46.41\"/>\n",
+       "</g>\n",
+       "<!-- x -->\n",
+       "<g id=\"node4\" class=\"node\">\n",
+       "<title>x</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"99\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"99\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">x</text>\n",
+       "</g>\n",
+       "<!-- x&#45;&gt;c -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>x&#45;&gt;c</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M90.65,-144.76C86.35,-136.4 81.01,-126.02 76.17,-116.61\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"79.24,-114.93 71.55,-107.63 73.02,-118.13 79.24,-114.93\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7f9de11875e0>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from graphviz import Digraph\n",
+    "\n",
+    "lr_graph = Digraph()\n",
+    "lr_graph.node(\"a\", \"a\")\n",
+    "lr_graph.node(\"b\", \"b\")\n",
+    "lr_graph.node(\"c\", \"a * x\")\n",
+    "lr_graph.node(\"x\", \"x\")\n",
+    "lr_graph.node(\"d\", \"a * x + b\")\n",
+    "\n",
+    "lr_graph.edges([\"ac\", \"xc\", \"cd\", \"bd\"])\n",
+    "\n",
+    "lr_graph"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In `mlfz,` the computational graph is fully represented by `Scalar's and `Edge's. All you need to do is to define functions using operations and functions as building blocks. `Scalar` objects are compatible with addition, subtraction, multiplication, division, and exponentiation; that is, the operators `+`, `-`, `*`, `/`, and `**`. \n",
+    "\n",
+    "Besides those, the `mlfz.nn.scalar.functional` module contains functions like `sin`, `cos`, `exp`, and `log`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Scalar(1.2611898322580517)"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from mlfz.nn.scalar.functional import sin, cos\n",
+    "\n",
+    "\n",
+    "x = Scalar(-4.6)\n",
+    "y = Scalar(1.3)\n",
+    "\n",
+    "sin(x) + cos(y)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Just to convince you that it works, here's the plot of our `sin(x) + sin(y)` function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "\n",
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 8))\n",
+    "    \n",
+    "    res = 100\n",
+    "    x = np.linspace(-5, 5, res)\n",
+    "    y = np.linspace(-5, 5, res)\n",
+    "    xx, yy = np.meshgrid(x, y)\n",
+    "    \n",
+    "    zz = np.vectorize(lambda x, y: (sin(Scalar(x)) + cos(Scalar(y))).value)(xx, yy)\n",
+    "\n",
+    "    plt.contourf(xx, yy, zz, levels=100, cmap='coolwarm_r')\n",
+    "    plt.xlabel('x')\n",
+    "    plt.ylabel('y')\n",
+    "    plt.title('sin(x) + cos(y), computational graph version')\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## The backward pass\n",
+    "\n",
+    "To get a node's derivative with respect to all preceding nodes, we use the famous backpropagation algorithm, implemented via the `Scalar.backward` method.\n",
+    "\n",
+    "Let's see it in action!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x, y = Scalar(1.2), Scalar(-6.9)\n",
+    "z = (sin(x) + cos(y))**2\n",
+    "\n",
+    "z.backward()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Upon calling `z.backward()`, the `z`-s derivatives with respect to all preceding nodes are calculated and stored in the `backwards_grad` attribute."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.2666318116545192"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.backwards_grad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2.021952608019056"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.backwards_grad"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As\n",
+    "\n",
+    "$$\n",
+    "\\begin{align*}\n",
+    "\\frac{\\partial z}{\\partial x} &= 2 \\cos x \\big( \\sin x + \\cos y \\big), \\\\\n",
+    "\\frac{\\partial z}{\\partial y} &= - 2 \\sin y \\big( \\sin x + \\cos y \\big), \\\\\n",
+    "\\end{align*}\n",
+    "$$\n",
+    "\n",
+    "we can check the correctness via Python's built-in trigonometric functions from the `math` module."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from math import sin as sin_vanilla, cos as cos_vanilla\n",
+    "\n",
+    "def z_grad(x, y):\n",
+    "    return (2 * cos_vanilla(x) * (sin_vanilla(x) + cos_vanilla(y)),\n",
+    "            -2 * sin_vanilla(y) * (sin_vanilla(x) + cos_vanilla(y)))\n",
+    "\n",
+    "z_grad(x.value, y.value) == (x.backwards_grad, y.backwards_grad)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Yay!\n",
+    "\n",
+    "`Scalar` is pretty simple to use; that was more or less all about it. In the next part, we'll use computational graphs to train our first machine learning model: a linear regression. Let's get to it!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/03-tensors/comparison.ipynb b/docs/03-tensors/comparison.ipynb
new file mode 100644
index 0000000..3dd737f
--- /dev/null
+++ b/docs/03-tensors/comparison.ipynb
@@ -0,0 +1,252 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `Tensor` vs `Scalar` performance comparison\n",
+    "\n",
+    "Before moving on to the implementation details, let's quickly compare the performance of `Scalar` vs. `Tensor`. To do that, we'll use a simple one-layer neural network with thirty-two hidden neurons.\n",
+    "\n",
+    "We'll store the number of hidden neurons inside a variable so you can play around with it if you execute this notebook locally. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "n_hidden_neurons = 32"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "First, here's the data. Feel free to skip the code, it's nothing we haven't seen before."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from mlfz.nn.scalar import Scalar\n",
+    "from mlfz.nn.tensor import Tensor\n",
+    "\n",
+    "n_samples = 1000\n",
+    "\n",
+    "xs_scalar = [[Scalar.from_random(), Scalar.from_random()] for _ in range(n_samples)]\n",
+    "ys_scalar = [Scalar.from_random() for _ in range(n_samples)]\n",
+    "\n",
+    "xs_tensor = Tensor(np.array([[x1.value, x2.value] for x1, x2 in xs_scalar]))\n",
+    "ys_tensor = Tensor(np.array([y.value for y in ys_scalar]).reshape(-1, 1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Our `Scalar` network takes quite a while to set up. Here we go:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz import Model\n",
+    "from mlfz.nn.scalar import functional as f_scalar\n",
+    "from itertools import product\n",
+    "\n",
+    "\n",
+    "class ScalarNetwork(Model):\n",
+    "    def __init__(self):\n",
+    "        self.A = [[Scalar.from_random() for j in range(n_hidden_neurons)]\n",
+    "                  for i in range (2)]\n",
+    "        self.B = [Scalar.from_random() for i in range(n_hidden_neurons)]\n",
+    "    \n",
+    "    def forward(self, x):\n",
+    "        fs = [sum([self.A[i][j] * x[i] for i in range(2)]) for j in range(n_hidden_neurons)]\n",
+    "        fs_relu = [f_scalar.tanh(f) for f in fs]\n",
+    "        gs = sum([self.B[i] * fs_relu[i] for i in range(n_hidden_neurons)])\n",
+    "        return f_scalar.sigmoid(gs)\n",
+    "\n",
+    "    def parameters(self):\n",
+    "        A_dict = {f\"a{i}{j}\": self.A[i][j] for i, j in product(range(2), range(n_hidden_neurons))}\n",
+    "        B_dict = {f\"b{i}\": self.B[i] for i in range(n_hidden_neurons)}\n",
+    "        return {**A_dict, **B_dict}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To accurately measure the time of a single gradient step, we encapsulate all the logic into a single function called `scalar_network_step`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.scalar.loss import binary_cross_entropy as bce_scalar\n",
+    "\n",
+    "\n",
+    "scalar_net = ScalarNetwork()\n",
+    "\n",
+    "\n",
+    "def scalar_network_step():\n",
+    "    preds = [scalar_net(x) for x in xs_scalar]\n",
+    "    l = bce_scalar(preds, ys_scalar)\n",
+    "    l.backward()\n",
+    "    scalar_net.gradient_update(0.01)\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's go and %timeit!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "317 ms ± 6.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit scalar_network_step()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now, about the `Tensor` network."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.tensor import functional as f_tensor\n",
+    "\n",
+    "\n",
+    "class TensorNetwork(Model):\n",
+    "    def __init__(self):\n",
+    "        self.A = Tensor.from_random(2, n_hidden_neurons)\n",
+    "        self.B = Tensor.from_random(n_hidden_neurons, 1)\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        return f_tensor.sigmoid(f_tensor.tanh(x @ self.A) @ self.B)\n",
+    "    \n",
+    "    def parameters(self):\n",
+    "        return {\"A\": self.A, \"B\": self.B}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Look at that simplicity! Vectorization is worth it for that alone, but wait until we see how fast it is."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.tensor.loss import binary_cross_entropy as bce_tensor\n",
+    "\n",
+    "\n",
+    "tensor_net = TensorNetwork()\n",
+    "\n",
+    "\n",
+    "def tensor_network_step():\n",
+    "    preds = tensor_net(xs_tensor)\n",
+    "    l = bce_tensor(preds, ys_tensor)\n",
+    "    l.backward()\n",
+    "    tensor_net.gradient_update(0.01)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.46 ms ± 251 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit tensor_network_step()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The actual performance depends on the server this notebook is built on, but you should see a roughly 100x speedup, given by the magic of vectorization. If you are running this notebook locally, try changing the `n_hidden_neurons` variable in the first executable cell in this notebook. You'll be surprised: the execution time of the `Scalar` version will rapidly increase, but the `Tensor` version will roughly stay the same!\n",
+    "\n",
+    "That's because the graph structure adds a heavy overhead to our computations. We'll profile the code in a later version of the notebook, but this is because the actual computations like addition, multiplication, etc, are only a small portion of the training!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Coming soon\n",
+    "\n",
+    "In the later chapters of this documentation, we'll detail how `Tensor` is implemented."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/03-tensors/mlp.ipynb b/docs/03-tensors/mlp.ipynb
new file mode 100644
index 0000000..bf3ab74
--- /dev/null
+++ b/docs/03-tensors/mlp.ipynb
@@ -0,0 +1,318 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Building a vectorized neural network with tensors\n",
+    "\n",
+    "To demonstrate the power of `Tensor`, we'll need a dataset to test out our neural network. We'll use our good old friend, the spiral dataset."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from mlfz.nn import Tensor\n",
+    "\n",
+    "\n",
+    "def generate_spiral_dataset(n_points, noise=0.5, twist=380):\n",
+    "    random_points = np.sqrt(np.random.rand(n_points)) * twist * 2 * np.pi / 360\n",
+    "\n",
+    "    class_1 = np.column_stack((-np.cos(random_points) * random_points + np.random.rand(n_points) * noise,\n",
+    "                               np.sin(random_points) * random_points + np.random.rand(n_points) * noise))\n",
+    "    class_2 = np.column_stack((np.cos(random_points) * random_points + np.random.rand(n_points) * noise,\n",
+    "                               -np.sin(random_points) * random_points + np.random.rand(n_points) * noise))\n",
+    "\n",
+    "    xs = np.vstack((class_1, class_2))\n",
+    "    ys = np.hstack((np.zeros(n_points), np.ones(n_points))).reshape(-1, 1)\n",
+    "    \n",
+    "    return Tensor(xs), Tensor(ys)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "xs, ys = generate_spiral_dataset(200, noise=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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Pcc6RfrIMRw4UQS5TIjjMHclTo+DsYtkjaZXlTdi4Oh17tuejtUUOLx8nTJsTi+lz42Bvxl3Fn3+wp1MyCahraVZXNuO7T/fjoWemmik640g7UYr3XtkKUcU132dhfg2+/s8+HDtQhPuWp0BCSSUhJmfUhLKsrAyMMWzZsgUrV65EW1sbHnjgATz77LP4+OOPjXkrQkg/01DXindf3oqzuTWQSBg4AC5y/PbjMdx2XxImpGhvw2duBXk1eH3FJsjalJqEpqqiGb/9eAz7dp7F06/OgqOTbZ/Hda6wDtlnKnUeF0WO44fPobqyGV4+1lmTUdamwH/e2AGVUuzQ27v910cPncPmtRmYc9lg8wRIyABi1Mc2hUIBhUKBxx9/HB4eHggICMADDzyALVu2QCaTGfNWhJB+RBQ53n15KwrzawEAKhWHqOLgHFAqRHzxwR5NcWpLIoocH7+1o0My2Y5zoLiwDqt+OGqW2M7mVHd5DufqhNha7dt1Fq2tCuhcuMWBTWsykJddhQ2r07Fx9Rmr/n4JsWRGHaF0d3cHADg7O2teCwoKAucc1dXVCAwMNObtCCFGVlbSgO2bslGQVwNbOylGjg1G0qRw2Nmbdtr2zKkynM3V/UHPGMOaP04hPsHPpHF0V/rJUlSUNek8Loocu7fmYtlNo+Dg2LejlBKpYeMFhp5nifKzqyFImKbfujbVlc148fH1mh37nAMx8T645/HJ8PSyns1VhFg6o76ThIWFwdnZGWlpaZrXiouLIZVK4evra8xbEUKMbPO/GVh+zz/YuPoM0k+W4cThc/j2k/1Yfu8/KC2uN+m9jxwogkSive4joE7MTh8rhVymNGkc3XU2t0Znvcp2CoWIknMNfRTRBYOH+XcZm62tBLGDrfe9WSJh0P8dXsD5hanw3KwqvP7MRrS16m+xSQgxnFETShsbGyxduhTvvPMOysrKUFlZiU8++QSLFi2CVEpNeQixVKeOleCnrw4BgGbqtv3Dt762DW+/kAqlQqX1a1UqETXVLWhq7PmyFrlMCUPKTSh0xGAuUqkAQwplSM0wCujm7oDkaZGdamm2YwyYMS/OqlsRDh0ZCJWe0UldRJGjoqwJe7blmSAqQgYmo7/LPfLIIxg1ahQuu+wyLFy4EJGRkXj66aeNfRtCiBGt/fO0ztGs9h3BRw50bFAga1Pg9/8dw/03/YaHb/sD996wCi8vX4/jh891+/7Boe7gXbQ6dHO37/Np464MGxWke/3eeW4eDggOc++TeC51wx1jMXSkeqlR+5+vcH4keMyEMFxx/UizxGUsw0cHwS/ApcuRWK0YsGc7JZSEGIvRhw1tbW3x3HPPUSFzQqyEUinizCn9G14EgeHkkWKMSw4HAMhkSrzx7Gbk59Z0SARzs6rw/ivbcPPd4zB1dqzBMSRPjcJvPx6DUilqPc4YMH1eXM8SBxMKDHHD8NFBOHWsRGfv7/mXDzFb2RpbOykeeXYaMk6XY/fWXNTVtsLT2wmTpkchJt4HTNfwpYVpbVWgorQRUhsBAUFuFyXHAh57fjreeHYzqiubwZh6ZN2QXuzgQGNDWx9ET8jAQPPQhAxwokp7EncxDvXUdrsNf6cjP6e60+hc++9/+PwgRo4NMbhotrOrHW69LwlffrgHjHVMBhgDomK9MXeRZZZ++b+Hk/HeK1uRk1GpSWTa/z9zQTxmLYw3a3yMMQwa6o9BQ/3NGkdPNDfJ8dtPx7B7ay4UcvVyBy8fJ1y2dChSZkaDMQZffxe88fFlOLinAIf3F0LWpq5fmpNRqfXvaDtBUH8t6Yhzjsy0CuzZnof6ulZ4ejli0vQoRMZ4W80DCDEPSigJGeBs7aQICHJFaUkDdC5k5ByRMd7nf8mRuj5T71Qv5xy7UnOw8MqhBscxcUokPL0c8e8fp3H6eCkAwNXdHjPmxmHu4sGwtbPMtysnZ1s88+osnDpWiv278tHUKIOvvwtSZkYjNMJTc15DfRuam2Rw93CwuKl7S9TaqsBrT29Eybn6Dg8Y1ZXN+PbT/aiubMYV140AoP47nDwtCsnTojTnHdh9Fp++s0vn9UWRY8qsGJPFb43kchU+eWsHjh8u7vBwtG1jNiakROD2ByZQkXiik2W+QxNC+tTsywbhu88OaD/IABsbCSZOVX9Yt7UpUV+nf6qQMYaSou7vDG8fSZPLlFAoVHBwtLW4aW5tBImA4YlBGJ4Y1OlYTkYl/vj5ONJPlgFQ70weMzEMV143Ej5+zp3OJ2qbVp9BcVG9zk1Pq387hYlTIuEf5Kr1eGJSKBJGBCDtRGmnhx/GgKGjAjF6XIixw7ZqP31xECeOlAC4sDmv/f/7dubD09sJS2+w7nW3xHToUYMQgpQZ0RiXHAYAHXYFCwKDRGC457FJcHJWj6rZGLJjmQF2vdg9bGsnhZOznVUkk/qcOlaC157Z2KEou0rFcXB3AV54bB3KSxu7vMbZ3Gp8/fE+rHhwDV58fB3W/HYKDXWt3YpDqVAh7UQpDu0tQGG+dRT2Tt2QpXcHvSAw7NiSo/O4RCLgoWemYu6iwbCzvzB2Yu8gxbzLh+DBJ6dQn++L1Ne1YtfWXJ0/c87VpcWo1BLRhUYoCSEQJALuemQShicGY/PaDJw7WwupjQSJ40Mx67JBCA33AKAu2/Pf93Z3eT1RxTEmKdTUYVs0lUrElx/ugSjyTiNkosjR0izH/746hEeenabzGv/+cRq//XisQ/Hu/JxqrP0rDU+8OEOzDEGf1PWZ+POXE2hquFDWKSzSE7fcMx4R0V49++YuUphfgw2rz+DYwSKolBxhUZ6YtSAeiUmhPV5zp1SKqK/VnzRzzlFRpj8ht7GRYNnNo7H46mEoOlsHMCAk3AN2Frp8wpzSTpR2uZFJJlMiO6NSUzmAkIvRvypCCAD1iM/EKZGYOEV3z+yfvjyII/sLu7xOWJSnVW4CMaZTR0v0Lg0QRY6TR4tRU92itWPL8cPn8NuPx9TnXlRrkXP1soN3XkrFe18sgb2ekeB1f6dh5XedWz8Wna3Fa09vxIo35iAs0lPLVxrm8L5CfPL2Ts33AwDZGZXISq9Aysxo3HLP+B4llRIJg42tRLMRRxvGmME90u3sbRAd79PtOAYSXRUWOp1nYbVgieWg8X5CiEHqaluxc0tul3UXI6K98Oiz06x+urq3ykoauvwZcA7NKFtDfRuqK5s1H+zr/07X+fVc5GhulGPfznyd125ukuGPn45rPSaKHEqlqElYe6KhrhWfvbsLosg7jGy1l5HasTlHb3z6MMYwflK43p+fKHKMnxTeo+uTzsKjuh6tZgwdNpoRcjEaoSSEGOTUUd21Fi921Y0j4eJq3wcRWTZ7BxuDfl752dX45ZvDml7mTs62mDYnFplp5XqTd8bUPdB11fs8sLugQ6mnS4kix6ljJairbTW4vNPFdmzJ0Xt9xoBNazIwIUX3iLc+85cMwYHdZ6FQiJ2K3gsCQ3ScNwYPG9ij4MYUGu6BqDhv5GdXa/17KwgMw0YHwcvHyQzREWtAI5SEEIPI5Yb10VYoDJs6s1Qnjxbj7Re24M5lv+D/rv4FH76+HZlp+gu/azNybHCXI5ROzrb49bsjKMi7sFGmuUmONb+f7nIkGABEPT/qupoWg0aJczMru76RFnnZums8AurR17O51Qa1ptQmIMgNy1+cCXcP9cOJIGGa72foqEA8vGIa1UU0sv97aCKcXTpvhhMEBk9vR9xy9zgzRUasAY1QEkIMEmbAVBdjQFCou+mDOa+hrhUtLQq4ezjoXUt4sbraVmz69wx2b81Dc6MMHl6OmDIrBtPnxWHD3+n4e+XJDp1Wjh86h6MHinDDnWMxY16cwbG5uTtg+rw4bP43Q+c5zU1yANCZmLV3ftGGA4gdpHtdoJu7g0EjpL9+dwSjxoV0OzmTSJje+AD0etlDdLwP3vtiCU4cKUZhfi1sbCUYnhiEoBD3Xl2XaOcX4IqX35+PjavPYGdqLpoaZXBzt8eUWTGYtWAQnF3tzB0isWCUUBJCDBIV542gEDeUFjfonBIbPjpI6wYTY8s4XY4/fzmOzLQKAIDURsCElAgsuXYEPDx137+spAGvPrURTY0yzfdQWd6E3386hq0bslBd2QwAHb6/9l//+MVBxA/xRXCYh8FxXnPLaKiUIrZuyIIgsPNdgERIJAIGDfNH2nH9O2v1JZq2dlJNbVBtxiaH4X9fH4JKpT+prChrwplTZRg8LMCg76ldwshAHNqre4OWIDAMHRnY61FEQSJg5NgQjBxLNSP7grunI5bdPBrLbh4NzjmNAhOD0ZQ3IcQgjDHc9Ugy7OykWqfE3DwccONdpp8SO3qgCG88uwnZZy5M1SoVInZvzcMLj61DTXULaqqacepYCTLTyjvsSv3s3V0dksl2nEOTTOoiCAyp67O6FatEIuCmu8bhnc8vxxXXjcCshfG4/o6x+PDbK2Fvb2PwdPDFP29BYJBKBTz41BRNbVBtXFztDeoEI0hYh5+loZImhcPVzV7nKKQocsxdPKTb1yWWg5JJ0h00QkkIMVhohCdefG8+1v55Gnu355/vZmODlJkxmH/5YLi6d39zR3fI5Sp8+dFecI5OyZgoctTXtuKlJ9ahrqZVM7rn7GKHBVckIG6Ir2bjS0+IIkd2Rs/WG/r4OWPBFQkdXrN3kIIx1kXxbuDhFdOQui4T+TnV6tqgSaGYPjcOfgFd96GeOie26ySYA6wHU9N29jZ4/IXpeOv5LWhskAFMfS1BUH9PN901DvEJft2+LiHEOlFCSQjpFr8AF9x6bxJuvns85DIlbLWMWJrKkf2FaGmW6zzOOVBb3bEgdlOjDL9+dwRDhvd+R7DUkC5BBkpMCsWu1FydxwUJw5ikUAwbFYRhozq3dDREQJAbXN3s0VCvvx5mT3dLh0Z44u3/Lsae7fk4fugcFAoVIqK9MHV2rEEJLyGk/6CEkhDSI4LADN4IYyxlxQ2QSFiX6wK1STtR1qt7M8YwYkxwr65xsWEjAxEa4YFzBXWdpuAZAxgY5i9J0PHVhpFKBcxZNAirftBeb7K9CH1UbNcdd3RxcLTFjHlx3dqwRAjpf2gNJSHEatg72MCAjcta9WY5GGOAja2AKTOje36RSwgSAY8/Px3hUerd8xIJg+R8b2l7exs89MyUXnWxaTd30WBMSIlQ3/P8SHL7z8Lb1wkPLE+htXKEkF6jEUpCiNVITArBr98d6dHXMqaupVdb3aJzZ/XYiWE4eqAIKhXXrG1s31H9yIppcNezg7wnXN0d8Nxbc5F9phLHzk8Zh0Z4YFxyuNH6TQsSAXc+NBHJ06KwbWMWyoob4ORih6SUCCRNjqC+1oQQo6B3EkKIxaqubEZNdTNcXO3hH+gKHz8XJE+LxJ5teQYV/u6AASPHBKOooBaZaRWaWpPt/5+QEoHbH5iAxvo2bN+cg6z0cjDGMGR4ACZPjzZZDT7GGGIH+yJ2sK9Jrt9+jyHDAzBkePdKAxFCiKEooSSEWJyCvBr8+t0RpJ+8sO4xPMoTV904CjffPR4qFce+Hfnnazt2rBupK9EUVRyTZ0QjJNwDp46VYO/2PNTXtcHH1wmTZ0YjOs4HjDG4ezpi8bJhpv4WCSGkX6GEkhBiUQryavDKkxugVIqdXn/7hS146OmpuOvhZCy6aigO7ilAS7MCvv7OiIj2xhvPboJCrtK6yWXsxDDNmsTho4MwfHTPdk4TYk6NDW3YlZqL7IxKCIJ65HlCSkSfb5Aj5FKM97TRai9Nnz4dAJCammqO2xMy4CmVInIyKtHWpkBAkCv8AlzNHRIA4OUnNyAvq0r7OkcGuLnZ4/2vr9BsYLlYQV4NPnt3F0qLGzSvCQLDlFkxuO62REhtJEaLU6kU0dQog4ODFHb2/fPDnHOO9JNl2L8zH42NMnj7OGHS9GijbBYi3XficDH+89YOKBUqcJwv/ckBJxdbPPbcdETG9Hy3PiG6GJqv0QglIQMM5xxb1mXi75Un0dQg07weP8QXN98zHgFBbprXqiqasGNzDkrO1cPeXorEpFAMHx0EQUsyZwxlxQ3I0Vc8nAP1dW04fbxU6whjWKQnXv/4MmSfqcS5wjrY2kowbFSgUQuuNzXIsPr3U9ixORttrUowBgxPDMaiq4b2qw/0tlYFPnx9O9JPlnVYb7p5bSamzYnFDXeO7bP6owQoOVePj97YDqVKVDdyh+Z/aGlW4O0XtuDtzy6nftvEbCihJGSA+WfVKfz1y4lOr2edqcRLT2zAC+/Mg1+ACzauPoNfvj2s6ebCGMPubXkICffA4y9Mh5sJuuJUVjQZdl657vNMucmlob4NLy9fj6qKZs0IKufAySPFOHW0GA89M7XHRcgtzTcf78OZ0+UALqxRbf//1g1Z8PZ16nWdTGK4LWsz1D9/LQP3XORobVFgZ2oO5l1O7S6JeVAdSkIGkLqaFvyz8qTWY6LI0daqwF+/nsDh/YX4+ZvD4Fz9evv/AaC4sA7vv7LN4D7U3aGvN3VPzjO233481iGZbCeKHKLI8d/3d0NxUe9wa1VZ3oQDewrA9RT9XPdXeoc+6cS0juwv0lnuClA/2Bw9WNSHERHSEY1QEjKA7N2RrzcRFEWOg7vPoriwDoxp3zEtihz5OdXITK9A/BB1r+ay4gYUFdTC1laK+ATfHq8pDI/ygrevE6oqmnWeY2sr6XXHGrlMiQO7C3BobwFaWxUICXPHlFkxCI3QvTawtUWOvTvydH6ocw40N8px9EARxiWH9yo+czt1rKTLc5oaZTibW4PoeJ8+iIhcuklNm4K8Grz+zEaMTgpF8tQoODqZ58GLDEyUUBIygNRUt0AQBKhUuj+cVCqOwvxavdeRSBiOHzoHD09HfPPJPmScnxoFADt7KeYsGozFVw3t9lpLQWC46sZR+PSdXTrPuWzpUDj0YkdrZXkT3nxuMyrLmzRJc05GJVLXZ2HRVUOx5NoR2r+uohlKhf4PdYmEobiovsexWQqlUqXzgeJi/WE01lpERHsh7USp3lFKuUyFjLQKZKRXYM1vp7H85ZkIDnXvuyDJgEZT3oQMIK5u9kabqm6sb8PLT65HVnpFh9dlbUr8s/IkfvjiYI+uOy45HLfdnwR7B/XzbvvGD6lUwJJrhmPBlT1ftyeKHO+9vBXVleoR0PYfRfuH9D+rTmHvjjytX2tIRxnOATs74+0kv1hBXg22bsjC9k3ZqCxvNMk92oVHenWZTEokDEGUrPSZmfPj9SaTHXD1CPI7L6bSsgTSZ2iEkpABJGlyOP7433GdxwWBYXhiELIzKjvsAL+USsVRXdWM5ka5zg+5bRuzMXNBPIJC3Lsd5+Tp0RiXHI6j+4tQXdUMF1c7JCaFwsm5dztY006UouSc7hFExoC1f6QhaXJEp/7Wvv7OCAx2Q2lxve7i6SLHqHEhvYrxUpXljfjs3d3Izarq8Pro8SG4/f4JJpnWjBnkg8BgN5SVNGj98xUEhrHJ4XB1szf6vYl2w0YHYuaCeGz+NwNMYHrXtwLqv4u11S040g+WYBDrQCOUhAwgPn4umDE/TusxxhgkUgFLrh2B6XPjwHRUhGEMsLeXIldXrcjzBAnD7q3aR/sMYWcnRVJKBBZckYCUmTG9TiYB9dpAiUR3qRvOgXOFdWisb+t0jDGGxVcP05lMMoEhMSm0Q9ml3mpsaMOrT21Efk51p2PHDp7DOy+m6l2+0FOMMdzz2CTYO0g7lQZiAoOvvwuuuy3R6PclujHGcN1tibj38cmIivHS+e/zYoKEIe1EqemDIwSUUBIy4Fx3ayIWXJEAG5uO//z9Apzx5MszERrugQVLhiA63qfTh5YgMAiCgNsfnAC5rIupNA7U1rQYOfreEQ1MvlQ6EuVxyeG47vbE8y0fGSQSBuF8gjp8VBDufHCC0WIFgNT1Waira9OauIsiR25WFY4dOmfUe7YLCffAy+8vwPR5cXBwVK9ZdfNwwOJlw/DcW3Ph4tr16KSsTYFDewuwY3M2Mk6XGz5lS7RijGHsxDA8++ZcfPq/ZQZ9jUpFP3PSN2jKm5ABRpAIWHrDSMy7fAhOHStGW6sSAUGuiB3sq5nmtbWT4okXZ2LLugykrstEVUUzJFIBY5JCMe/yIQgJc4eNrQQKuZ6kksEktSp7IyLGG6q1mXrPcfd0gJueqdxZCwZhXHI49mzLQ3lpIxwdbTA2ORwR0V7GDhe7UnP0Tm0KAsOebXlIHB9q9HsDgLevM66/fQyuv32MprC5ITjnWPtnGlavOgWZTKl53cfPGbfdl4RBQ/1NEi+g3nS1dX0mDh8oglKuQni0F2bMi8OQ4QEmu6c5ODjYICDIFaUlDVprUwLq/vUxg4y7C7+pUYaDewpQX9sKd08HjJkQBmcXKqZOKKEkZMBycrbF+EkROo/b2kowb/EQzFs8BCqVqBmVa5c8NRI7NufoHHUSVRzJUyONHndvjJkQhp+/PozmJpnWqWvG1Jsfutqd7ubu0CcFpPWtYwXUo5T1da0mjwNAt7ri/L3yJP7+tXO906qKJrz9QiqefnWWScoNnTlVhvde3gqlUtT8vayrbcXRA0WYt3gwrrppVKe1sdaKMYbZlw3Cd58d0HEcsHewQdKkcKPcr/0h4a9fTmjeD0SR46cvD2HJtcMx7/Ih/eZnS3qGprwJIV2SSIROHxYLrkiAg6ON1kSDMSB5WiRCwj30XlcuV6G6shktzXKjxquLra0EDz41BTa2kg5xt39rw0cHYc6iwX0SiyE8vB31HhcEBh9f5z6KxjCNDW1Y89sprcc4B0TO8dtPx4x+35ZmOT54bRsUClWHh5z2X6/7Ox0H9xQY/b7mlDIzBhOnqB/aLv77LAgMNjYSPPT0VKP1md/8bwZ++/EYlEoRnKun0jlX18dc9cMxbOli5J/0fzRCSUg/xTlH0dlaVFc2w85eClmbEnK5CkGh7kapTeft64wVr8/Blx/tQV72hU0jNjYCZs6Px5U3jNT5tXW1rfh75Uns3pqrmTYfNioQi68ehqhY0xbKjh3si1c+WIjN/57B/t1nIWtTIjDYDdPnxWHilEhITNSnvCemzorFL98e1rurPGVmdN8G1YWDuwv0d3QROTJOl6Omqhme3k5Gu++e7Xloa1XqPM4Eho2rz/SrHc+CwHDHgxMwalwItqzLQGF+LWztpBg7MQwz5sXB19/FKPeRy1X4S8uI88X++vUEpsyOgY2NacpmEctHCSUh/VBmWjl+/PIgis7WaT0eHeeNW+9L6lFJn4sFhrjh+bfnoTC/BkUFdbC1lWDwsAC9rRFra1rw4uPrUV/b2iHxOH28FGknSvHwimkYOjKwV3F1xS/ABdffMRbX3zHWpPfprSmzorFray6KC+s6JWmMAaPGhZp0PWJP1Ne3QRBYl5tBGurbjJpQZqVX6C3Gzs9vYhJVYrcL7lsyxtTVBRKTTLOOFgDOnCzrchahuUmOjNPlJv+3SyxX//lXRQgBoP5gffO5LThXUKfznLzsarzy5AZUlBmnQLaPnzOGDA/A6HEhXfbZ/vW7I52SSeBCP+zP399tUJu5gcDO3gZPvTILSSkRHcod2dlLMW/JENzz2CSLW7fm6eVo0M5id0/90/ndZUk/hoa6VhzaW4ADu8+avAh9XzB0SUpfLV0hlolGKAnpZ/739SGIoqi304kocrS1KrF61Snc/kDPS92knSjF6t9OaVovOjnbYtrcWCxYkgB7Le0RmxpkeqdEOQcaG2Q4fuicSUdcrImTsy3ufHAirrllNArzayEIDJExXkZbG2dsYyaE4acvD0Kho02lIDAkjAiAu4dxKwAMGuqPA7t1r5EUBIboeB+Tjk7KZEr8+MVB7NnWsef78NFBuO3+JIuremAo3wDDps6NNcVOrBONUBLSjxQX1eFsbk2XbfMAdVK5b2c+5PpK/+ixZ1se3np+S4fWi81Ncvz7RxpeX7EJba2KTl9TUd7YZS1CQcL0drMZqFxc7TFkeAAGDfW32GQSUCfAV904SusxQWCQSgUs1XG8N5ImR8DJ2VbnSKUocsxdbLoNV6JKxPuvbMXuS5JJQF1Q/9WnNlrtCF5kjBcCQ9z0NDtgCA51R3iUZ98GRiwKJZSEWDDOORrq29BQ12pQD+6aqu4VElcqxR59yDU1yPDNp/sAoNOHJxc5CvJrse6vtE5fZ29AIsRFDnt7mjyxZrMWDsIt946Hq3vHep5hkZ545vXZCO1i939P2DvY4JFnp8HO3qbDMoD2wvOXXzMco8Yaty3mxU4cKcaZU+Va64aKIkdFWSO2b8o22f1NiTGGW+8dD4lU6FTVQRAYJFKGW+4db3HLL0jfondtQiwQ5xw7Nudg/d9pKCtRr8HyDXDBnMsGYersWJ01AbvbW1kiEXrUC3rP9jyo9Kxz5CJH6vosLF42rMMUY0CwK/wCXFBeqntdGeeAQqHCto1ZiIzxRlgkjXpYoykzYzBpWhSyMyrR0iyHr7+LUaoL6BMd54O3PluE7ZuycWR/EeRyFaJivDBtbhyiYr1Neu9dW3M1tRm14RzYsTmnT+qXmkJMvC9WvD4Hq344ivSTZZrXBw31w9IbRpmksD+xLpRQEmJhOOf44fOD2Lohq8PrlWWN+OHzg8jPqcZt9yVpHQ0IjfBAQLAryoobupz2FgSG8ZPDYWvb/TIfxUV1Xe7kbWqUoblZ3qFFH2MMl18zHP99b7fe66/64UKdwqhYb9z9aDJ8/Gh9lrWRSATED/Hr03u6uTtg0VXDsOiqYX1639rqli6Xc/RVEXpTiYj2wvKXZqKmugUNda1w83CAh5E3VxHrRVPehFiY9JNlnZJJ4EI5lF2puTh5tETr1zLGcM0tiV3eQxAY7OylWHTV0B7FaGdn2LOotmQ1aXIErrs9ERIJA2PtRdN1XyM/pxqvPLkRDfVtPYqVkL7g4eXYZTchY29EMhdPL0eER3lRMkk6oISSEAuzdUOW3g8mQWDYul53V4rho4PwwJNT4O6p+8MrLNITK16fDb8A1x7FODopVO/opCAwDBmue/PIrAWD8ME3V+Lqm0djyuwYJCaF6byWKKrXkaauo04cfUEUOcpLG1FSVN/jDVsD0eTp0XpHKBkDJltYEXpCjImmvAkxEc458rKrsH/nWTQ1yeHr54xJ06Pg3UWrvKKztXo/mESRo/Bsrd5rjBoXghGJQUg7WabplCORCFApRQSFuiE0onfrEuMG+yIm3kddKFpLrJxzLLxS/+inq5u9ps3hf97coXf9mShy7EzNweXXDO9V3EQ3zjm2b8rG2j/SUFnRBABwcLTB1NmxWHz1MINHpQeqYaMCMXiYv3pjziXrTQSBwdffBVNnxXTrmpxznD5eiq0bslB6rh5OzrYYPykCydMi4eDY/bXPhJgSvUMQYgIymRKfvr0Txw8Xq3eZnv98+WfVSSy+ejgWXTVU545IbfUbL+VgwDmCRDBZ1wrGGB56eio+eG0bsjMqNUW3VSKHjVSC2+5P6lYHl4a6zoXOL9XUKOtVzES/VT8c67Qzv7VFgfX/pCPrTAWWvzSzR+ttBwpBIuDhZ6bip68OYffWPKhU6k1rjKlnDW69d3y3kkBRJeLL/+zF3u35HR62cjKrsO7vNDz96ixaV0wsCiWUhJjANx/vw4kj6nWO4iVTw3/9cgLung6YMlP7aMW45DAU5uuuJckYs4h+xM6udnjm9dnIPlOJw/sLIZcpERTqjgkpkV12y7mUl68zhEzto53tPL2M16aPdFR4VnuZJ+B8y8LMSmzflIVZCwb1cWTGV1/Xiu2bsnF4XyFkMiXCIz0xfW4c4oywecjWTopb703CldePQPqJMjAGRMX5dDkroc2GNWewd3s+gM6luepqWvHBa9vxygcLqFQPsRiUUBJiZJXljdi/66zec1avPIXJ06O1rpVMmRGD9X+no7lJ3umDRBAYHBxtMGV296bOTIUxhtjBvogd7Nur66TMiMa+Hfl67gNMtZDvuT/asSkbgoR1evi52Nb11p9Q5udU463nN6O1RaF5YKssa8KB3QWYv2QIlt4wslcJWkuzHBv+ScfWDVlobJBBIhUwZkIoFixJQEg3am+qVCI2/HNG53FR5DhXUIeM0+UW18udDFy0KYcQIzt28FyXfYWrq5pxrrBO6zFnVzs8+fJMzY5QiYRpppRd3eyx/KWZVtvCTZf4BD+MmRCq9ecmCAyBIW6Y0s31Z8RwpcUNepNJzoGKsqY+jMj45DIl3n0pFW2tyg6j/+0PbWv/TMPBPbpbN3alsaEVT9+/Gv+sOoXGBvXyDJVSxIFdZ/Hi4+s07UkNUVHWiPpa/SWGBAnDmW5ckxBToxFKQoxMLleBMdZlZxuFXKnzWHCYB97+/HIcO1iEjNPl4FBvhBk9PhRSaf97DmSM4a5HJuHPX45jy9pMyNrUPxtBYBiXHIbr7xhr0NpS0jOOTrZ6N0UBgL2DdX9cHNhdoEn0tGEMWPdXWo+WkygVKjz/6DrU1nROAtWF+kV88s5OvP/VFQb9+zWkdSoz9ERC+oh1v0MQYoFCwjy63GAikbAuS/ZIpQLGTAjDmAm6S+r0J1KpgKtuGIVFS4ciN6sKKhVHWIQHXPvZaKwlGpcchkN7dY/OCQJD0uSIPozI+DJOl3XZyeZsbg3kclW3Nx/9+csJVFfqb3vaUNeG44fPIXF8aJfX8/V3gbOrHZr0JMAqFe/1UhNCjKn/DXUQYmZDRwbAw8tR57S3etQtHM4udn0bmJWws7fB4GEBGDoykJLJPjJybAhCwty1rukVBAYbWwlmLbTu9ZMGj+V1c9RPoVBh6/rOjQguJQhAUb7+cl/tpFIBs+bH630P8QtwweBhAd0JlRCTooSSECMTJALueWwSpDaSTh/QgsDg5eOEa24ZbaboCOlMKhXwxIszNP2uBeGidbvu9lj+0gz4BVh3iZrYwb5dFh4PjfCAbTfrbZaXNKC1VdHleZwDtnaGj3zOvyIBI8cEA0CH9xHGAGcXOzz0zNQuO/NYM1mbAts3ZePN5zbjuUf+xX/f343MtM41PonloClvQkwgdpAvXnh7Ltb8cRqH9hRApeJwdLRByqwYLFiSAGdXGp0klsXV3QEr3piDvOwqnDhSDJVSRGSMN4YnBkEisf6xh6RJ4Vj1/VG0NMu1DkJyDsxdPLj7FzZwVzjnwMgxIQZfVioVcP/yFBzeX4StGzJRVtwAB0dbTEiJwJTZMXBxte9+rFaiurIZr6/YhMryJjCm/tkVna3Dvh35mDo7BjfdNY7KJVkgSigJMZHgMA/c/cgk3PHARMjalHBwtOnXIwqkf4iM8UZkjLe5wzA6O3sbPLJiGt5+cQvkMpVmtLJ9XeWshfE9WifqH+gKF1c7vRt+ACA6zgeBIW7durYgETB2YhjGThwY66gBdXeg91/dhurK5vO/V7/e/ue1bWM2gkLdMXN+vLlCJDpY/2MnIRZOKhXg5GxLySQhZhYd74PXP16EBVckICDIFV4+ThgxJhhPvDgD196a2KNRL6lUwOzL9K8vtbOX4tHnpvY07AElM62iy/az6/9K73LjI+l7NEJJCLFozU1yyOVKuLja98uSSaRveXo54orrRuCK60YY7ZrzLx+Cc4V12L/zbKed5G4eDnjuzTlwdKJlLoZIO1HaZZH96qpmVJY3Wf263v6GEkpCiEVKP1mKf1ad0hSEdnC0wdRZMbjsqqHd6olMiKkJEgF3PZyMiVMisW1jNsqKG+DkbIuklAhMnBJJNVS7oa1NCW7A6KMh55C+RQklIRZEqVAhP7caSoWI4DD3fr3wXp99O/Px+fu7O0xBtrYosGH1GZw8WoJnXp8NRydKKonlYIxh2KggDBsVZO5QrJJKJWLVD0exZV1Gl5WbnF3t4O3X/f7oxLQooSTEAogix7q/0rDurzQ0N8kBqIufj0sOx7W3JQ6oxLK5SY6vP94HztGpRIgocpScq8ea305h2c1UeokMPI0Nbdi6Pgs7U3PQ1CCDp7cTps6OQcrMaNjZdx4JlcmUOLi7AHnZVZBIGBJGBmLYyEAIFrZz/5tP9mHPtrwuk0nGgJnz42n5iwWihJIQC/DjFwexdUPH4sgqFcf+XWeRn1ON596aq3NErramBbu35qKirAmOTrYYPykcEdFefRG2SezbmQ+lQqXzuChybNuUjSuuGwGpTfc6mhBizSrLm/DqUxtQV9umedgqOVePn785jJ2puXjqlVlwcr7wPpFxuhwfvr4dLc1yTV3RzWsz4R/oiseenwYfv75Zg8g5x5lTZUhdn4Xiono4OtpgbHIYJk2LhpOzLc4V1GL31jyDrjV0ZCAWLBli4ohJT1BCSYiZnc2t7pRMthNFjrKSRmz+NwOLlg3rdHz93+lY9cNRcFwoh7fhn3SMGBOMex6bBLtuFmm2BCXn6iEIDCo9i/JbWxRoqG+Dp7dTH0ZGiHl99t4u1Ne1dRq55xwoLqzD/74+hDsfnAgAKCtuwDsvpWoezi7+91RR1og3nt2M1/5zmcnfIzjn+PbT/dixOafDhqW87Cqs/ysdT70yC3u253e5EYcx4Lb7kjBhSmS/qIvaH9GfCiFmtjM1F4JEd7kSztUjcpfasz0Pv353BKLIwUUOUcU1b8gnjhTjq4/2mixmU7KzkxrUJs/O3vqSZUJ6qiCvBrmZVTrL5Ygix/6d+WhsaAMAbFxzBiqlqHUKWRQ5qiqacWD3WRNGrJa6Pgs7Nudo7tuOc6Chvg3vvbIV9XWtXfbGbC8MT8mk5aI/GULMrKqiSe+TOQDUVrd0GJXgnOPvlSd1ns9FjoN7ClBe2mC0OPtKYlKI/pEKgSF+iC+cnKkMCxk48rKrujxHpeIoyKsBABzcU9Blq8nDewuNFp82osix/u80vcfLSxv1LnFpZ2srgYMT7Za3ZJRQEmJmLq72XRY9d3Sy7bDjubS4ARWljXq/hjGGowfOGSXGvhQZ443Bw/x1/ky4yHHZVZ2n/wnpz5iBjRHaR/DkcqXe8zgH2tq67kHeG7XVLaiqaNZ7jkTCYGcv1Zv8CgLDpOlRNDpp4ehPhxAzS5oc3uWbafLUyA6vyWX6PyzUX2fYeZaGMYb7l6cgbogvAECQMEgkDIwBNjYS3PnQRAwZHmDmKAnpW0OG+Xd5jp29FJEx6g15gcFuetuMCwJDcJiHscLrFUcnO8xaqL2VoiAwOLnYYsEVCX0cFekuWoREiJkNHhaAQUP9kJlW0SmxFAQGB0cbzFk0uMPrPn4ukEoFKJWizuuqVBxBoe6mCNnkHJ1ssfylmcjLrsbhvQVoa1MiMMQNE1IiO+xiJWSg8PFzwejxITh28JzWB1DGgBnz4jSlg2bMi8dX/9G9jloUOabOijFZvADg4ekAD08H1Na06jxHpeKIG+yLEWOC4epqj7V/paG15cLIaXyCH26+ezxtwLMClFASYmaCwPDQ01Pxzcf7cGBPAQD1hwPnQECQK+55fDK8fDq+mTo522L85HDs3Z6v88PFxdUeI8YE98n3YAqMMUTFeiMq1tvcoRBiEW6/fwLeeTEVuVlVmh3T7f8fNS4US64doTl34pQIHN5fgOOHirVeK3F8KELCTTtCKUgEzL5sMH797oj24wKDh6cjhicGQRAYFi4ditmXDUJ2RiVkMiWCQtypvaIVoYSSEAtg72CDex6fjKU3NuH08RIoFCqER3khJt6nw9rJiy27cRQy0ypQXdncIakUBAZBYLjrkWQq/ktIP+LoZItnXp+NY4fOYc+2PNTXtsLHzxmTZ0Rj8DD/Du8VgkTQWxLo8P5CnDhcjOGJpu3sM3thPPJzqnBgd0GHskGMqWdfHloxtcPaSFs7KS1psVKMX1rQqo9Mnz4dAJCammqO2xPSLzQ2tOHf309j++YctLUqwBjDqHHBuGzpUIRHWW9xc0JI75QVN2D5vf/oPM4YEB7lhRfemWfyWESR49jBIqRuyEJJYR3sHW0wflIEps6OgZu7g8nvT3rH0HyNRigJsWIurva45tZEXHXTKDQ3yWFvL4WtFRYzJ4QY16F9HUcEL8U5kJ9TjerK5k5LaoxNEBhGjw/F6PGhJr0PMS/65CGkH5BIBLi6DZx+34QQ/dpalXp3eWvOM3HpIDJwUEJJiJUpLa7Hzi25qK5sgrOLHZJSIhAdp3utJSFk4PEPdNXbvhQApFKBdk8To6GEkhArwTnHqu+PYt3f6RAEBs45mMCQuj4Lw0cH4d4nJltl725CiPGNnRiKn746iLZW7bVoBYEhKSUCDg7m6z6jUok4cbgYpcUNsHeQYuTYEHh6OZotHtI79OlDiJXYtCYD6/5OB3ChJy4/PwJx8lgJvv10P+56ONls8RFCLIedvQ1uu28CPn1nJwDWoXWrIDC4ezrgyutHmi2+08dL8PkHe9BQ16Z5QP7xi4OYMisG198+BlIbidliIz1DCSUhVkCpFPHvH6d1Hucix/6d+Vh6/UiTL7AnhFiHsRPD4OQ8A3/9egLZZyoBADY2AiZMicSSa0fA3cM8O6xzMivx3stbNQ/GF28c2r4pG0qFiNsfmNDp62QyJQ7sOosTh4uhUKoQHumJlJkx9J5nISihJMQKFOTVoKG+Te85nAMnjhRj2pzYPoqqdzjntO6TEBMbMjwAQ4YHoL6uFa0tCnh4Omi66ZjLX7+eAOfq96xLcQ7s2pqLBVcmwD/QVfN6SVE93nx+M+pqWjWNH04eLcGa30/jtvuSkDwtqg+/A6INJZSEWAGFQtXlOYwxKORdn2dOWWcqsP6vdJw8VgxRxREW6YlZC+ORNDmCkktCTMjN3cEiaj42Ncpw+lip3nMEgWH/rrNYvGwYAEAuU+LN5zejoU79UN2eiHKRgwP46j974evvgtjBvqYMnXSB2mgQYgUCg90gCPoTLs45QiNM20qtN3am5uDVpzbi+OFzUCpEiCLH2dxqfP7+Hnz98T6YqccCIaQPtTTLuzyHMaC5Uab5/cE9BairadVZU5MxhvXn15cT86GEkhAr4OpmjzETQnUmlYLA4BvggvgEvz6OzDBVFU349pP9ADqul2rPIXel5uLA7rNmiIwQ0pfc3O27bAkrihw+fs6a3584Uqy3pqYocpw4co4eSs2MEkpCrMR1t4+Bl49Tp6RSEBhsbCW497FJRp825pxDoVD1+o16+6ZsvceZwLD534xe3YOQgYJzjtysShzaW4CM0+UQVaK5QzKYnb0NkiZH6J1xEQQBE1IiNb9XKkWt6y0vplLxLs8hpkVrKAmxEm7uDnjh7XlY908atm/MRnOTHDY2EiSlRGD+kiEdFrD3VmV5E9b9lYY92/Igkynh5GyLlJkxmLt4cI868uTnVOucrgLUa6HO5tX0JmRCBoS0E6X4/r8HUF7aqHnNw9MBV98yGuMnRZgxMsMtuXY4ThwtRlODTOv7wjW3jIazq53m9+FRnjh2UPcIJGNASLhHl8uCiGlRQkmIFXF2tcNVN4zC0utHQi5XwcZGYvQ30XOFdXj1qY1oa1Vo3uybm+TY8E86Duw6ixVvzul28WGpVNDszNRFIqEJE0L0ST9ZindeTO2UWNXWtOKzd3dDpeKYOCVSx1cDDXWtqKxohpOTLfwCXcy2Ec7T2wkvvD0PP39zGEf2F2reF3z8nLHk2uEdRicBIGVGNP5ZeRIqHXsOOQdmLog3cdSkK5RQEmKFGGMm6YrDOcd/39vVIZlsJ4octTUt+PHzg3jw6Snduu7wxGAcP1ys87ggMIwcE9yTkAkZEDjn+OmrQ+Bc99Tuz18fxriJYZ2KgleUNeKXb4/g2MEizdcGh7njyutGYOTYEBNHrp2XjxPuX56C+rpWVJQ1wt7eBsFh7lqTXHdPR9zx4ER8/v5uMMY0703tD6lJKRFInkplg8yNhgQIIRp52dUoOlunc3paFDmOHSpCTVVzt647ISUCLm52OkdTOeeYs2hwt+MlxFLU1rTg+KFzOHm0GK0tXe9k7q7C/FoUF9brHeVvapTh1LGSDq9VlDXi+cfWdkgmAaC4sA4fvLYde7bnGT3W7nBzd0BMvC9Cwj30jpgmTY7As2/ORWJSKGxs1TMzoRGeuOPBCbjzwYk03W0BaISSkH6koqwRBXk1kEoFxA3xg6OTbbe+vjC/63WMnKunxT29De9OYe9gg+UvzsRbL2xBQ12bZmSBMQZBAO58aCIior26FSshlqChvg0/fH4Ah/ddmLq1sZVg+pxYLL1hpNFaCNbVtBp0Xu0l5/33/d1oaVJ0Oq891u//ewCJ40PMXuzcEFGx3rj38cnmDoPoQAnlJUSFEkX/7kfNiVxI7GwQsjAJHgnWsdCZDFzVlc345pN9OH38QsFgG1sJps+NU3+odVGmQ/M1Bn74GXrexULCPfDOfxdj/66zOHm0BEqlCpHR3kiZGQ13z+6tySTEErS2yPHa0xtRXtrYYfRPIVdh45ozqChrwgNPpRhlraKbh2Gb4dzcL5y3e1sucjOr9J4va1Pi0L5CmjImvUYJ5UXKdp3E9mUvo7WsBkwqATjHkWe+RtDcsZjy8zOwdXPu+iKE9LGG+ja8/OQG1Nd2HJlQyFXYuDodNVXNuMfAkkIJIwMhCEzvjmxHJ1tExfn0KFY7exukzIxBysyYHn09IZZk64ZslJU06GwhePRgEc6cKsPgYQG9vldYpCf8g1xRruN+gPrf5rDRQQDUy1NWfX+0y+sKAlBZ1tTr+Agx6RrK1157DXFxcaa8hdHUpp3FptnL0VpRCwDgShX4+dpeJZsOY8tlK6hoKrFIG1efQX2t9i4SnKu7THQ1StHO3cMBk6ZH6S0iPHfxYNjaGmcajxBrtn1Ttt41jYLAsHNLjlHuxRjDdbclnv+N9nOuvnmUZvYg+0wF6s+3KtRHFNHtpTGEaGOyhPLMmTP4559/THV5ozv11q8QlSpA24eySkT5rlMo3Xa87wMjpAs7t+ToHVEUJAy7tuYafL3r7xir2XEtSBgYU/8fAKbNicWCKxJ6FzAh/URdTYve46LIUV3ZvQ1s+gwbFYSHnp4KL6+O65edXe1w2/1JHUb+62oNW3MJAGMmhBotRjJwmWTKWxRFPP/887j55pvxwQcfmOIWRsVFEfkrt4ErdRS5AsCkEuT/ug2B00b2YWSE6Mc5R0O9/lEIUaUu92MoW1sJHnhqCnKzqrB3ex4a6tvg6e2EydOjEBxmub3CCelrLm72ehNGQWBw8zDu+uARY4IxbHQQMtPKUV3VDFc3ewweFtBpnbS7h4NB1xs5NrhbG+wI0cUkCeWvv/4Ke3t7LFy40CoSSpVcCVGu1HsOF0XIG4z3pEmIMTDG4Oxqh6YGmc5zBIEZ/OFy8XWj43wQ3cO1koT0R62tCuzakoOdW3JQV9uqHrlnAHRMEIgiR/I03YXGe0oQGAYN9dd7TswgX3h5O6FaT4kvOzsp7n1skrHDIwOU0ae8q6qq8Mknn+CFF14w9qVNRmJnA3s//SMvjDG4RvZ+YTUhxjZ5erTeGmyiyGkHJyG9VF/XihceXYefvzmMooI6NDbIUF/bpjOZZAJDfIIfho0M7NtAzxMEhutuT9R7zu0PTICNLe3NJcZh9ITy9ddfx1VXXYXISOM/lZkKYwzxd10Gpqf1GxdFxN4+rw+jIsQwcxYNgqubvdakkjFg1LgQxAyikUZCeuOrj/aioqxR7yacdoLAkDQ5HI+smArBTC1FRZWIooI6rRvo3D0ccN8TkzF2YpgZIiP9lVEfTfbt24fTp0/jtddeM+Zl+0TCI1fi7B87UX+mQLO7G4BmOmPkCzfDJdI8T5qE6OPm7oAVb8zBlx/tQWZaheZ1qVRAyqwYXHPLaLP17CWkPygvbcTJoyV6z2GM4ZpbRsPZ1Q6Dh/nDw8y1Vb/77wHs2Nx5hzljgETKMChB/5Q5Id1l1IRy9erVKCsrw+TJ6kr27WV2xo0bh+eeew7z58835u2MysbFEfN2foCjK75B9rcboGpVr0lziQzE8GeuQ8zNc8wcISG6+fg54+lXZ6PkXD3O5lbDxkaCQUP94exiZ+7QCLF6OZmVXZ7DOYePvzNGmak39sUK8mq0JpOAupRYbXUrNqxJx5XX0SZTYjxGTSiffPJJPPjgg5rfl5WVYdmyZfjnn3/g5uZmzFuZhJ27M5I+fgCJb9yBxrwSSOxt4RoTTKM7xGoEBrshMNjy/60RYk0EAz8DDD3P1Hal5kCQMIgq7fPzosixfWM2JZTEqIyaULq5uXVIHJVK9c5pf3/rGlq3cXaA5zDaxEAIIQSIG+Kr6T+vi0QqWExVhOqqFp3JZLvGBhlElWi2NZ6k/zHp36Tg4GBkZmaa8haEEEKISXl6O2HsxDCd1RQYAyZNi4Kzq2UsMXFxtdM0I9DFwdGGkkliVPS3iRBCCOnCzXePR0S0FwBoWpO2J5hxQ/xw7W36S/T0pYlTIvWOUAoCw6RpNAtHjIsKUBFCCCFdcHSyxdOvzcaR/YXYlZqL2poWeHk7YfKMaIwcGwyJmUb7sjMqsHlNBjLPVEAQGIaNCsKMebEYkRiEE0eKO03TCwKDg6MN5iwabJZ4Sf9FCSUhhBBiAKlUwLjkcIxLDjd3KACAdX+nYeV3RyEIDKKozhx3nu/kc9t94+HiZo892/I0xwAgOMwddz8yCV4+1G6RGBcllIQQQoiVyUwrx8rvjgJAh4Sx/ddff7wfb322CFdeNwKnj5dCoVAhLNITkTHeZomX9H+UUBJCCCFWZtO/GR1GJrXZuiEby24ahWRaL0n6AG3KIYQQQqxMZlq53mRSFDkyTpf1YURkoKOEkhBCCLEyTEcJo+6eQ4ix0JQ3IYQQYmUShgdg/66zOkcpmcCQMCJQ6zGlQoUjB4qQl10NiYRh6MhAxCf4UVc40iuUUBJCiJXinKNiXzoq96dDkEoQOCsR7vGh5g6L9IFZCwdh3858rccYA6QShimzYjodyzpTgY/e2I7Gehkk54ufr/0zDWGRnnjomanw9HI0adyk/6KEkhBCrFB9ZhG2XfUiak/lgwkCODggcgTNGYOUn56GnaeruUMkJhQR7YVb703CN5/sA2MXNucIAoMgYXjgqSmdksPy0ga8/fwWKBQqAIDqouLnRWdr8eazm/HKhwtgYyPpu2+E9BuUUBJCiJVpKavBuskPQVbTAADgoqg5VrL5CDbOegIL9n0MwYbe4vuzyTOiER3vg63rM5GR1l7YPBBTZ8dqrTO5cfUZKJWi1p7koshRVtKAA7vOYsSYYDhSa0bSTfRuQ4iFUyhUkEgEnX2EycBz5uO/IatpAFeJnY5xlYjqo9ko/GcPwq9MMUN0pC8FBrvh+jvGGnSuvjWX7b78aC8AwN7BBlNmxWDhFQkW06O8tyrLm7BtUxay0isgkQhIGBGAlBnRcHV3MHdo/QIllIRYIIVChS1rM7FlXQaqKpohCAwjxgRjwRVDEBXrY+7wiJnl/LBJazLZjkkE5P6cSgkl6UAmUxp8blurApvWnMGR/YV49s05cLPypGvfznx88cEeABeKv2emlWPN76fxyIppiE/wM2d4/QKNZxNiYRQKFd55MRUrvz+CqopmAOo3wOOHzuGVJzfi8L5CM0dIzE1e26j3OFeJaKuo65tgiNXwD3RFdzZyiyJHdWUzfj3fkcdaFeTV4PP3d0MUeYcRWs4BuUyJ917Zivq6VjNG2D9QQkmIhdnwTzoy08o7rXMSRQ7OOf77/m60NMvNExyxCE6hfoCexIBJJXCJ0l4yhgxcM+bFaV0/qY8ochzYdRZNjTLTBNUHNv17RmdJpPakcsfmnD6Oqv+hhJIQCyKKHFvWZep80+dcXUNuz/a8vg2MWJT4uxZCX0bJlSrE3jav7wIiVmHStCgMHubfrVFKAFCpRJSX6h8Vt2QnjhTrXTvKOXDyaHEfRtQ/UUJJiAVpaZajrkb/1AsTGArza/soImKJYm+fB88RUdCaGTAg6voZ8Js0tO8D06IhtwSHln+BjbOewJbFzyLrm/VQtrSZO6wBSWojwSPPTsOiZcPg0s2NNra21ltKqKuNSAAgqro5dEs6oU05hFgQG5uun/EYABsrfnPvj2pP56O5qAL2Pu7wGh1r8o4jDVnn0HKuCtqGsiOvnYHkb5+wiK4n6R//jQMPfQzGmHoTkcBQtHovjj3/HeakvgO32BBzhzjg2NhIcPnVw3HZ0qGoqWpBbW0LXn1yo96v8fZ1QlCoe98EaAIxcT44ebREZ2IpCAwxg3z7OKr+hxJKQiyInb0N4of4IutMpc43P5WKY+SY4D6OjGhTvuc09j/wH9Qcu7D+yiU6EGPevgthiyYCAJRtcoBzSB2MU3pFXt+EDTMf174xhzGcXbUdw5+6Bu6Dw41yv54q3nQYBx74DwCoi64DwPm/061lNdg4ezmuyPweElsbc4Vo1ZoaZdiZmoNjB4qgUIiIjPXGtDmxCDYw8ZNIBPj4OcPHzxnjksNxcE8BuI61NouuGmbVZctmLRyE44d1T2lzzjFtTueuQqR7aMqbEAuz4Mqhep+kQ8LdMWR4QB9HNbCIKpXOD9d25XtOY8O0R1FzIrfD6425pdi65DkcePQzrBl/L350nIsfnebhr2G3I/vbDV1etys532+CrFp7DUpw9cat9I/+6tU9jOHkm7+A6SiMzVUimgvKUfj3nj6Oqn/Iz6nG43f9jZXfHUXWmUrk51Rj6/pMPPPAGmxcfabb17vt/iQMTwwCAAgSpu62IzAwBlxx3QhMnhFt7G+hTw0ZHoDFy4YBQIfEuP17vO2+CfALoM5SvcV4b9/demj69OkAgNTUVHPcnhCLtn1TNr7/7wFN8tHeWi0o1A2PvzADHp7Ub9fYuCgi58fNSP/gD9SczAMTGAJnJWLo48sQMGVEp/P/Gf1/6mRSz/osJjDw9uOMAZwj9s75mPDZwz2ekl4/4zGUbTsG6Hnntvd1xzVlf/To+sYgKpT43m623nOYVIKo62dgyMNXIv2DP1Dwzx6IMgU8R0Zj8H2XI3xpikVM21uatlYFHr3zTzQ3yXVu3nvs+WkYOjKo29fOy67C/l1n0dwog4+/CyZNi9LaccdanT5egk1rMpB1Rt1VaOioQMxeOAiRMd7mDs2iGZqv0ZQ3IRZoyqwYDE8Mws4tOSgurIOtnRSjxoVgxOggaodmApxz7Lr1beT+sAkQ1IkfV3GUbD6C4g0HMeGzhxF35wLN+bWn8ztMc+u87sXJ5vlP/6wv1iJ0QRJCFiT1KFZVq0xvMgkAKpmiR9c2FlGp6vokztGYV4rVo+9S//b811TuS8f23acRs/EQJn71GCWVl9i3Mx9NjfrLhv34xSG89Vn3E8rIGO9+nVwljAhEwggqp2UqlFASYiFEkSPtRCkO7S1AW6sC/kFuSJkRbfEjBJxzlJc0Qi5XwsffBQ4O1rcmLv/XbepkEugw4tie5Oy750MEzhwNlwj1UoPmoooe34tJBJz5dHWPE0rvxDhUHcrUxKbt+l6jzLseTOpgB9e4EDRkndO6cQhQT3tX7E1TT91fdE77VH72txvgN3kYYm7SP9I50Jw+XtLlOeWljWhtkcPB0bYPIiJEjRJKMqCUlzZg19ZcVFc0w9nVDhNSIhER7WXusNDY0IZ3X9qK/JxqCBL1NCljDKtXncTVt4zGnMsGmztErXZvy8U/q06h4nyNOhtbCZKnRWHp9SPg5Gw9/X/TP/oTTBDARR3tDBmQ+cVaJL5+OwDA3se9x/fiKhHVx7J7/PXxdy3EmY91r5HkKhGD77u8x9c3liEPXoF9936g/SBjYBKhUzLZgcCQ/uEflFBewtAC4yeOFGP8pAgTR0PIBTR3RgYEzjlW/XgUT9z9D9b+kYb9u85iy7pMvPDYOnz0xg7I5QZM0Zkwto/e2IGCvBoA6nponLd3xgF++eYIDu0tMFt8uqz5/RS+/HCvJpkEAIVchR2bsvHKkxutqptPzYkc3ckk1Ela1ZFMze+9RsfCJTpQex1IA/Rmx7f7oDCMffceAOi46eX8ZoPYO+YjdPHEHl/fWGLvmIfwpVPUv7loIwSTSsAkAnzGxevt9gORo+Z4rmHT5wOIr7+LQec1dzEtToixUUJJBoTN/2Zg7R9pAKDp59peyPbogUL8+MUBs8WWm1WFrPQKnTu7GQNW/3aqj6PSr6qiCX/877jWY6LIUVbSgHV/p/VtUL0g2HQxTc8YpPa2F/2WYczbd6HLxYzaLiUREH7l5G5/3cWGPHQFpv7+AhyDLlrvJnK4xYcg/KopFrHuUJBIMOXnZzDpu+XwGhkDwc4GNi6OiLx2Oi479BmcQ/26jJMJApgVl6sxhZQZhi1n8PZ1NnEkhHRECSXp95RKUW9CxjmwKzUXtTUtfRjVBccPnYMg0dNGjwOF+bWoM1N82uxMzdWbDIgix7YN2b0ukdNXQi5LApPqKxbPO615DFs0EVN+fQ72Pm7qF87/OKQuDpA62mktmcMEARI7G8Tfs6hX8crqmnD02W/QUlzV4fWG7GJsmvUE8n7d2qvrGwsTBETfOAuXHfoMN7VuwPX1azD5u+XwHB6FwJmjtZc+av9aiYCA6aPABPqYulh0vA/8g/SXuHFzt0fCSMNKiymVIoqL6nCusA5KBY0Gk56jNZSk3zubU43GBv3rjjhXrzmaMrPvNzMo5Cq9M3+a8yzozb6itKHLsbmmRhlkbUrYW8EmnYRHliL/123qpPCSb4xJBNh5uyHy2umdvi5iaQrCFk9E8cZDaC6qhL2PG4LnjUN91jlsnvskWstr1Ykq5+CiCKmLA2b88wpcwv17Fe+Jl35AQ9a5TgkZV4kAA3bf9g6C542DravlbuiKWDYVR57+Gm2VdVoTS64SkfDYUjNEZvnuejgZrzy1AUpF558bY8DN94yHpItqECqViLV/pmHTmjOa90dnFzvMmB+HhVcOhVRKiTzpHkooSb8nlyu7PIcxQCEzT8IWEuEBVRd9ZB0dbSyq9qSjk626rKKecyQSZjUtIr1GxmDKyuew49pX1Gv2uHpam4si7H09MHvTW7BxdtD6tYKNtNPopdeIaFyZ/zPO/rYDpduOgYsi/CYkIPK66bBx0n4dQ6lkcmR+tU736B4HVG0y5P28FfF3LezVvUxJ6mCHWRvfxMaZj6Otsg6AulwTk6g3R4378H4EzUw0d5gWKSLaCyten4Nfvj2MzLQLFQdCwj2w7KZRGDpSf2kcUeT473u7cXBPx7XZTY0y/LPyJArzanD/8hQqUUa6hRJK0u8FBru115TWiXMgOMy9z2K62NgJYfjfV4fQ2qLQGqMgMEydEwupjeUkZ+OSw5G6PkvncUFgGDMhrMtREksSvmQS/Ap/Rfa3G1B1OBOCjRRBs8cg4qopPdpEI7W3RfQNMxF9w0yjxtlaVgtlU6vecwSpFHVnLG8j16U8h0biyuwfkfPjZhSt2Qdlqwzeo2MR938LqM93FyKivfD0q7NRWd6I6qoWuLraIyDY1aD1syePFHdKJttxDhw9eA5HDhRhzIQwY4dN+jFKKEm/5+7piNHjQ3H0QJHWjS+CwODj54z4BD8zRAfY2klxz2OT8f4r28A57xAjY0BYpCcWXTXULLHpEjvYF4OG+SPzdHmnnylj6tHJBVckmCm6nnPw9cCw5deYOwy9pE72XZ7DOdc5omppbFwcMeieRRjUy3WlA5WPnwt8/Azb+d1u28YsCALT2+J128YsoyeUBXk12LIuA+knywCoC43PmBeHkHAPo96HmIf1DB8Q0gvX3zEG7p4OHfq4Auo3ThtbCe5+dJJZd8YOHRmI59+eizFJoZCc36Dj7umAK64dgadenQU7e8tah8gYw4NPpmDY6PP9fwWmidvFzR6PPT+DPiRMxN7bDb4Th+jdrMKVKoRdMakPoyLWpLS4QWcyCainxEuLG4x6z+2bsvHcI2uxe1seqiqaUVXRjJ1bcvDsw/9iz7Y8o96LmAeNUPZjolKF0tSjaCmthmOAFwKmj4Kgdydr/+Xh6YgX35mHtX+lY/umbLS1KiCVChg/ORwLrkhAQJCb5tzCs7VIP1kKLgIxg3wQFevdJ8lmWKQn7nl8MkSRQ6kUYWvh6w8dHG3x8DNTUVJUj2OHiiCXqRAS4YERicEDckG/qFKh5lgOFE2tcI0JglOQj8nuNeK5G7FpznKtx5hEQOCMUfAeFWuy+xPr5uTcdQcdJyfjddkpyKvBd5/tBwBNuTYAmqT2y4/2ICLaC4Ehblq/nlgHSij7qbxft+LAw5+irbxW85q9nwfGvX8PIq+eZsbIzMfV3QHX3DIay24ahbZWBezspR3W+NXXteKTt3ciM61CXa+aqTvWhEV64t7HJ8MvoHvTSj0lCMzik8mLBYa4DfgPgqyv1+HYi9+j5dz5Mj6MIXj+OIz/6P5e7+jWJmhmIiZ//yT23PkeVDIFBKkEnHNwpQoB00dhysrnjH5P0n8kpUQgP6da57pyxoAJUyKNdr8t6zLABAauY/MhYwxb1mfixjvHGu2epO9RQtkP5a3chh3Xvtrp9bbyWvXrjCFy2VQzRGYZBIHB8ZKnb7lMiTdWbEZZiXqah3NodvEUna3Fa89sxKsfLISzq/W0EyR94+Sbv+DIU191fJFzFK8/iH/H34uFhz6Dc4iv0e8bdf1MBC9IQt7/tqDuTCFsnB0QdsUk+IyJN/q9SP8yaVoU1v+djrqa1k5T34LA4Opuj8kzoo12v/STZR1GJi8lihxnzq+rtFaccxw9UIRNa84gJ6sKAmMYMiIAcxYNRvwQ86zP72sDb16qnxNVKhx85FO95xx67L8QVZZT09ASHNhdgJJz9VrXFYkiR31tK7Zt0r2rmQxMLWU1OPrst1qPcZUIWU0jjr/4g8nub+fujEH3LkbSxw8g8Y07KJkkBnFwtMXTr85CUKh6ZkEQmKa5gn+QK55+dRacXYz38GzQkiErbojEOcfK74/iozd2IOtMJZQKEXK5CicOF+P1ZzZh64aB8dkxYEYoa0/n49z6gxDlSniNjkHQrMR+2YGhbMdJtJbW6D2npbgK5TtPImDqyD6KyvLt2ZGnt7QQ58CebXlYeKVl7bYeaGpO5KJiX7pmnaBLhGHdQEwl96ctgJ7NDVypQu7/tmD8R/dB6tj17mxC+oqPnwtefn8BstIrcOZ0OTjniB/ih/iErltidlfCiADs2Jyjd1d5wnDz/lvujZNHS7D+73QA6PA9tv/6+/8ewKChfh3W6vdH/T6hlNU2Yse1r6B442F1AikwcKUKzuF+mPrbC/Ae3b8Wrl+8ZlKf1jLDzhsomurb9NapBNRFf4l5NJ4tw45rX0Xl/vQLLzIgbHEykr95HLZu5ulb3FxQrinErYsoU6Ctqh7OoZRQEsvCGEPcED/EmXhKdsa8OGzflK33nOnz4kwagyltXpvRZRmmreuzcN3tY/o4sr7V/4boLiKqVNg090mUbDkKAOCiCK5UT/U2F1Viw7RH0JhXYs4Qjc4xyNuo5w0UfoGunUoKXYwxwMev+0mLqBKRm1WJtBOlqK5s7k2IA1ZbVT3WTXoQVYczOh7gQOHqvdg4Z7m6u40Z2Hm76U0mAQACg627eRJeQixBcJgH7nhwIhhDh/dZQWAQBIa7H50E/0D9/cktWV5WVZdlmHIyK/swIvPo1yOUxRsOoepghtZjXCVC2SrH6fd+R9LHD/RxZKbjl5wAp1BfNBdVap+/ZQzOYb7wS7a+otOmlDIzGof3Feo8zjkwdY7ho9mcc2zflI2/V55EXc2FribDRgXihjvHwte/b3aM9wcZn61Ga2mN1sSNq0RUHchA4eq9CF/S93UXI6+eiuMvfq/zOJMICJ4/XmtPbUVjC4r+3a8evQzzQ9CcMZDYWla9UUKMZeKUSEREe2Hr+kyknSwDAzBkRACmz42z6mQSACQGlEmzpE5nptKvE8r8ldvU01E6et62r2/qTwklEwSM/8/9SF38HDotCjy/Lmbch/f1y/WjvTF0ZCDGTAjF4X2FnfJwJjDEDvLBhMkRBl/v3z9O4/efjnd6/fTxUrz0xHq88M48ePvSqJUhsr/bqHcUkEkE5PywySwJpVtcCKJvno2c7zd1eoBjggAmlWDEczd0eJ1zjtPvrMLxF7+HskUGCAwQOey83ZD0yYOIWJrSrRhEpQoFf+1G1tfr0FxYAcdAL0TfNBsRV6VAYme8WoKE9FZgsBuuv6P/lQYakRiM3VtzdY5SMqY+p7/r11mFrKZRZzLZTtHYAt7V4jkL01RQjupj2WirrNN6PHThBMz452W4RHZc5OwSGYAZq19B6MIJfRCldWFMPe1y2VXDOpQUsrOTYub8ODz23HSDnzDralrw588ntB4TRY7mJjn+XnnSKHEPBLKqer3HuUo0eO2wKUz8/BHE33MZWHvTgPNTeo5BXpi94U14JER0eJ85/c4qHF7+hTqZBDSbemRV9dh+9Uso+nefwfdWtrRh48zHsX3ZSyhNPYr6jEKUbT+BXTe9gbUTH4Csrsl43yghRKvZC9XVFbTtZWIMsHewweQZUX0cVd/r1yOULlGBYFKJZt2kNs6hvmZtudcdJalHceSZrzXT+ExgCLlsAhLfvBNuMR2ffkIWJCF4/nhU7k9HS2kNHAM84TN+sNV8r+YgkQhYcs1wLLgiAecKasE5R1CIO+wdujcNuXdHvt6HFFHk2LcjHzfcORZ2dv36n6BROAb7oD6jANBVhFkqgXOE8YuHG0qwkSLpPw9gxIrrUbRmHxRNbXAfFAobNyecevNXFE1/DFwUYe/rjtjb5uH0B7/ruRrDoeVfIHj+eIP+rR545DOU7z4FAJqH5/bR3JoTudhzxzuY9tsLvf0WCSF6BId54N4nJuOzd3ZBJXLw8w+JjAEOjjZ49LnpcHHt/5vy+vWnWezt83DmP3/pPkFgiL/rsr4LqBcK/tmDrVc83+E1LnIUrdmHsh0nsGDfx3CLDelwnDEG36QhfRlmv2BrK0FkTM83LVVXNkMQGFR6CvkqlSIa69tgR9PeXYq7cz4OPvIZdGWUXKlC7G3z+jYoLRz8PBF7+3wAQNG/+7Bu8kMA55oEr62iDiff+EV3bSoA4Bz1ZwpReyoPnsP0j2jIahqQ890G3Ut6VCIK/tyNpoJyOIcNjMLKhJhL4vhQvPvlEuzYnI3sM5WQSNSFzZOnRnVqpNFf9espb8+hkRjyyFKtx5hEgOewKMTfu6iPo+o+lVyBPbe/o/4gumSNBleJUDS0dFnMnPQdZ1e7LksQMWZYP12ifjD0HBYJJtHydsUYwi5PRsA0y6mpqmhuxY7rXgNXiZ2TPQOX17RV6p/mB4CKfekQ5Ur9J3GOsp20vIKQvuDu4YBFVw3DY89Px8MrpmHWgkEDJpkE+nlCCQBj3v4/jPvo/g5lciQOdoj7v4WYu/092Dg5mDE6wxT9ux+y6gadU35cJeLc+oNoLu7/ZQmsQdLkCL0lJASBYeSYEDg4Dpw3mt6wcXLAnG3vIer6GRfWKQKQOjtg6BNXY8qvz1rUUo78lduhaGwxOHnUxinUgFaNhl7fytaIE0KsU7+e8gbU076D71uM+LsXoi69AKJcCbfYYNi4OJo7NIM15hTr3a0OAOBA09lyOAX5dHk9eX0TCv7cjdbyWjgGeSPs8mTYOFt+Ym0t/ANdkTIzGju35HTeMc4AQcKw+Oph5gnOStm5O2PSt8sx5u27UHM8B0wqgfeYOIt8IKw9mQfBRgpR0cXooRZMIsB7bHynNdHaeI+N73KNOAD4TqQSYaRnKssbcezgOcjalAgKdcfwxCBItM0UEIIBkFC2EyQSeA6NNHcYPWLr7tx18eTz5+nDOcfpd3/Dsee+hUomB5OoP4z23W2HxLf+D4Pusfzpf2tx013jYGcvReq6TKhUXFPBycvHCXc+OBFhkZ7mDtEq2Xu7IXDGaHOHoZfEwa5HlSOYIECwkWL8h/cZdL6Drwcir56KvF+2an3YZFIJAmeOhmtUYLdjMQV5fRMa88sgdbKHa3SQRY0qk47kMiW++WQ/9u3MB2PqDaCiisPN3R53PZKMwcOM2yaRcw6VikNqQD1HYrkYN1PNnOnTpwMAUlNTzXF7q9JaUYuVwct0j0QwBre4YFye9q3eN+n0j/7EgYc+0Xk8+evHEXPLnN6GSy7SUN+G44fPQdaqRGCIGwYN9dfbkYdcoJLJUfDnblQdygCTShA0ZywCpo6w+ESkYn861k64X+dxJghwjvQHEwQ0ZJ3TvO6TNBjjPrgXPmPiDb6XvL4JG6Y/huqj2Zp6ljj/43GLDcHcHe/Dwdejx9+LMbSW1+Dwk18h7+dUzaitW3wIRr5wMyKummLW2PobUSVCoVDB1k7aq38nH72xHUcPFGmdYZFIBDz75hyER3n1MlqgrLgBa/86jX07z0IhV8HNwwHT5sRi9sJ4WhJkQQzN1yihtBIHH/8v0t77Tec6yqm/v6C3sLOyVYZfA5dCUa+7/Z+DvyeuKvwVgrT/V/Qnlq189ymkLnkesqp6MBsJwNW7uT2HR2HGmlfhFNz10g5z4Zxj/ZRHULH3tM5lKtP/fhkhC5NQczxH0ynn0ioNhlK2yZH302ZkfrUOzUUVcPD3RMwtcxFz82yzL2Vpq6zDmnH3ovlcBbjyop/F+SH7cR/eh8H3X26+APuJcwW1WPPHaRzaUwCVisPF1Q7T5sRizqLB3d4UUpBXg+ceWavzuCAwjBgTjAefmtKrmHOzKvHms1ugUKg6rDlnjCEwxBXPvDaHNi5aCEPzNRpfthKJb9yBIQ9dqd7pKjD1hywDpE72SP7m8S67hJRsOaI3mQSA1rIaTU07QsylIacYm+Ysh6ymAQDAFSrN6Hxt2llsmPEYVDK5OUPUizGG6X+9CO+x54sdSyVgEkHdOUei7mQVetkEMMbgNTIGQTMTe5xMAoDU3haxt8/Hwv2f4Ori37DoyOcYfN9isyeTAHD8pR/RXHRJMgloNgodfPQznQ0aiGEy0srxwmPrcHB3gaZUWWODDGt+P42Xn9yA5qbu/VvZv+us3lkUUeTqdZWy7q8R1lxDJeLjt3ZCfkkyCagfyErPNeC3H4/2+PrEPAbMGkprJ0gkGPvu3Uh4dCnO/r4TsuoGOEf4I/zKFIM+OGTVDQbdx9DzCDGVtPd/h0qu7FQiC1CPUjZkncPZP3Yh6trpZojOMHaerpi/+yOUbjuOs7/tgLK5FW5xoYi5dQ4cA3o/VWgNVHIFsr9dr3czIRdF5PywCQmPXtWHkfUfSqWIT97eCaVS7DQ9LYocZcUN+P2nY7jprnEGX7O5Saa148vFOOdobVH0uDHDyWMlqKlq0XlcFDl2b83FsptG0dS3FaGE0so4Bnpj8ANLuv11LpGGLcy/tF0jIX0tb+U2/TuXBYazv+2w6IQSOD91N20kAi2oRqaxiUoVitbuR+5Pm9FaXguXiADE3joXfpOHoa2y7kJ7SR2YREBjbmkfRdv/HD90Dg11bTqPiyLHrvOJmaEdv3z9XbQ9y3VgZy+Fs4tdd0LtoDC/FoLA9JZXUyhElJU0IiJ6YDyA9QeUUA4QfskJcI4MQNPZMq0jPxAYPBIi4Dkiuu+DMzOVSkRxYR2UShEBQa70RGxmqhbdH5AAAJGr6zwSs5LXN2HTvKdQuS9dU9ascv8Z5P64GRHLpiLp0wfVG4T0JSccsHV36quQ+53Cs7WQSPR35VLIVagob0JouGGbs5KnRuKP/x3X+ccmCAyTZ0T3ake21EYwqBKCjS2t57cmlFAOEEwQMPG/D2PTvKfAIXZIKplEAJNKkPTpQxa/g9aYOOfYtCYDa/88jfrzT/k2thIkT4vCVTeMHFAdDiyJa2wIak/l6yzIzaQSuA8KQ9WRLJRtPw7OAf9JQ9V1GQfQ319z23XLW6g6mAHgoj7i50eW81dth2t0EILmjEXJpsO620MqVYhYNrVvAu6HbG0lBtWtt7UxPDFz93TE0htHYuV3ndcwCgKDh5cjLruyd7VNR4wO1nr9i3l6OyIw2K1X9yF9izblDCCBM0ZjTuo7ncqS+E4Ygnk7PoDfhIHV9/vnrw/j528Oa5JJQP00v2NTNl5fsQmyNoUZoxu44u++DPqGtbhShfLdp7BmzN04vPxLHHnqS/ybdB/WjL0HjWfLTBJTY34pjr/8I/bd9xFOvPY/NBVVmOQ+1qIxrwSF/+zRvT6Sc6T/508MXX71+Wr+nRN9JjCEXp4Mz+H6e5YT3UaMCdY7bQwAvgEu8At06dZ15y0egjsenAAfvwu1jSUShvGTwvHcW3Ph6t67DV+BIW4YkRisd/PPZUuHUok1KzMgygYpW2WoOZELLnJ4Do2wqi45ptKQW6LulBPoBZdwf3OH0+e6Ko3BGLD0hlGYv2RgJdmWQFQosXnB0yhJPdpxecb5UjO2Hs5QNLZ2WmfJpAIcA7yw6MRXsOuiyL+huCjiwCOf4cx//lTv0hYEcFEEFzmGLb8ao169bUCOimZ+8S/23vV+l+fN3f4+lC1t2HnD65BVN6irU6g4uCgi4uqpSP76cUgder4Wry9wzlF9JEtd3inUF+6Dw80dUgfvvbIVp46W6Ews73hgApKn9Sxp55yjuKgesjYl/AJcerVu8lKtLXK8/+o2ZKZVqNdTcg6BqddVLrwyAVdcZ/k1ZwcKQ/O1fj3lLSqUOPbiDzjz8V9QNKjXXEkc7BB3x3yMfu02SB3tzRyh+bhGBVpMBw1z2LElB4JE3f1BG86BrRsyLSahbGmWQy5XwcXVrt+3PhNspJix+hWcemslznzyN9oq6gAA7oNC4T0mHjk/bNQ6gMmVIpqLq5D9zXokPLLUKLEcf/EHnPnoT/X1VWKHEbmTb/wCWw8XDH18mVHuZU1EpUqT4Hd1XvCcsVhWvAqFf+9BXXoBpM4OCFs8Ea7RQX0Ubc8V/LUbh574HI25JZrXvBLjkPSf++EzbpAZI7vg7keS8cFr25FxuhyChIGfr20vihxXXDeix8kkoN5YFhzqbrRYL+bgaIunXpmF9JNl2L/rLFqa5fD1c0bKzBj4B7ma5J7EtPrtCCUXRWy98gUU/rO305seEwT4ThyC2ZvfhsTWsJ1vpH9558VUnDpWovccxhi+++v6PopIu9PHS7D6t1PITFNPsTo522La3FgsvCIBdvb9/++uqFShpaQKgo0UDv6eWDfpQVTsS9ebyHgMi8Ti41/2+t6Kxhb84n8lVK26dyrbujtjWclvkNoPrPW2VYczsWbsPXrPEWykWFayCvZe1rkOLu/Xrdhx7audNhYxQQCzkWDe9vctJqnknCMzrQL7d59Fa7Mcvv4umDwjCj5+3ZvqJkSbAT9CeW79QRT+vUfrMS6KKN91Cnn/S6VWgwOUs4ttl2UrHJ3Mm7Dt3pqLLz/aC3bROqLmJjn+/SMNp4+V4qlXZvb7pFKQSuAc6qf5fVtVfZejYsaqpVq8+YjeZBIA5HVNKN95EkGzEo1yT2vhnRgHr9GxqDmeo72PuERA5LXTrDaZrM8+h923vq3+zSV/3bgoAkrgwMOfYMHejw2+prJVhtrT+QAHPBLCjTpDxhhDfIIf4hP8uj6ZEBPpt3NnWV+tU3eV0YUBx176ARvnLMf6qY/g8JNfojGf6qENFOMnRehNJgWBYcKUyD6MqKPGhjZ88+l+AAC/tJOEyHE2rwbr/ko3R2hm5RoTpPffNZMIcI02zlIOZVOrQecpDDyvv5ny67Ow93Hv+OfBADAG9yHhGPv+vWaLrTeyvlqLP+NvhqpNd4eZ9hJJ9ZlFXV5PJVfgyIpv8GvgUvw77l78O/5e/BJwJQ4t/8KiOz4R0l39NqFsyC3W26EBHGguKEfJpsMo23ECp99dhT9ibkT2txv6LkhiNsNGBSIq1lvrLkJBYLCzl2L2QvNNZ+3emgdRb4cRjtT1mV3u8Oxv4u5YoL/zikpE3J0LjXIvt0GhBp3nbuB5/Y1rVCAWHf8Cw5++Dk4hvpA42sE1Jhhj37kL8/d8ZLSNUX2pdPtx7Pm/97ocBW/X3MVufy6K2Lb0RZx8/ecOrW+Vja04/e4qbLnsWfV6VEL6gX475W3v464uVWHgB277h9Tu29+BW3wIfJMsYzMGMQ1BIuDR56bhv+/txsmjJWCMgTH1QnYvHyfcvzylQ8mMvlZSVAcmMHA9BYsbG2RoaZLD2dWyd8kaU8iC8QhdNAGFq/d1/tAXGAKnjUL40hSj3Ms7MQ4eQyNQl16gc1rXZ9wguA8KM8r9rJGDrwdGvngzRr54s7lDMZiisQU5P2xC7k9bIKtugGtsEOLuXIiQBeNx6u2V6p38+gYjLmLv4673eOHqvShas0/7QZGjZPNhnP19ByKvntbN78IyiSoRJ44U4+TREiiVIiKivZCUEgEHA7v0GItCoUJdTSvs7KVwddO9tKC6shlbN2Th8P5CKOQqRER7Yca8OAwaOvAqnxhDv00oo66bgbJtx7v9dUwiIO39PyihHAAa6tvg6+8CT29HtLUp4e3jhMkzojF9bpzZ65/Z2UthSAQ2dgOrkwQTBExd9TyOv/Qj0j/+SzPqY+PiiLi7FmLUSzdDkBrnZ8IYw6TvlmPd5IegksnBlReSDCYRYOPigIlfPGKUe5G+0VRUgfVTHlZ3DAMArq4xem7dQYQunoiSjYfVayS7whjc4kPgMUz/spjML9dqughpJQjI/HJtv0goK8ub8M5LqSgrboBEwsAB7NySg1+/O4J7H5+M4aNNv6u/uUmGv389iR1bciBrUwIAouN9sHjZMAwd2XEpTGZaOd59aSsUCpVmpqe2ugWH9xVi/pIhWHrDSL1li5QKFQSJYPbPCkvSb3d5K1tlWJ14Fxqyzhn8tNlO6mSPGxp11ygk1u/wvkJ8+s5OcA7Nm0n7Jp3rbkvELDNOdwPAmVNleOPZzTqPCwLDkOEBeOx5y+5nbUrKNjlqT+WZZJPDxerOFODYSz+g4Ped4CoRTCpB5NVTMeK5G62i9I0x1WcWoWJfGpggwD9lOJzDrGcTCOcca8bdq95I1NtpZgbMWP0qQuaP13vaH3E3oiG7WO85TsE+uKrw197FY2YKhQpP3bca1ZXNnZbhMAYIgoAX3p1ncPvHnmhukuHlJzegvKSxQwzt1a3ueHACkqeqSyi1tsjx8O1/oq1VoXN1w31PTMaYCR1nH+RyFbasy8CWtZmormyGRMIwalwI5i9J6Nc9xwf8Lm+pgx3mbnsP2695RT1S2f4UYcAUOFfRmhZLplKJSDtRiprqFri62WPoyEDYdKO1WFVFEz59Z1en/rftb0L/+/owImK8EBPva9S4uyM+wQ9Rsd7Iz6nWuk6Sc3Xx34FMam/bqeuTKbgPCsPUX56F4stWyGoaYOflChun3nUKsTYtpdXYeePrKE09duFFxhB2xSQkf/kobN0sf71k1cEMVB/O1H+SAbU1pc4OmPTd8i6TSQCw83IDckp0X5MBdt7WX3Px0N4CVJY3aT3Gufr9asM/6bjzwYkmi2H1qlOdksn2+wPAd5/ux8gxwXBytsPe7flobdHdCU0QGNb/nd4hoZTLlHj7hS3IzqjUXFOl4jiyvwhHDxThgSenYMSYYKN/X9ak3yaUgHp9z9zUd1FzKg9l246Dixy1afnI+W6jzlFLJhHgPdYyaouRzg7tLcAPXxxEw0XtEp2cbXHVjaMwZVaMQdfYtjEb+gbmBYFh05oMsyaUjDE8smIa3n9tG3IyKiFImKZYsdRGgjsemIC4IdYzOtQf2Dg7wMZ5YCWSACCvb8K6SQ+iqbC84wHOUfjXbmwsKMf83R9BsLHsj5PS7cf1Tz8DXW/GYcAVmd/DMcCw0aio62eg8oC+agwM0TfMMuhaluzogSK9ubgochzeV2iyhFKpUGH75my9mxQVShF7d+Rj5vx4ZKaXdxlvblYVRJUI4XwVg7V/pXVIJi8+Fwz49N1d+OjbK2Hfx+tFLYllvwMYiefQSHgOVa91aT5XiZwfNgE6BiG5SsTgB5b0YXTEUEcPFOHjt3Z2er25SY5vz5fYMSSpPHOqTO8bjyhynDllmp7Q3eHsaocVr89GVnoFjh4ogkyuQnCoOyakRMDRaWAV0ibmk/XVOnWPdG0j5SoRVYcycfbPXYhcNtUM0XWDERZ3MUHoVuIcfeMspL33G5oKK7S0CpXAMdALMbdafy1kWZuyy1xcITfdzF9DfRvaWpV6z5EIAkqLz9eo7WZLR1ElInVdpu7vkat/Bvt25mPq7NhuXbs/6bdlg3RxCvbB5O+eBBMY2EWL99trqQ26/3KEXZ7c5XVEpUrvKBcxLs45fv7msN5zVn5/FAqFAW9aVrSGmjGGuCF+uObWRNx81zjMmBdHySTpU1nfbNC/VEgQkPP9xr4LqIf8Jg3t9nr6S3GVqF63ayAbZwfM3fE+vMfEATjfZef8Z43niCjM2/GBVSwX6EpwmIfezSmMAYEhpityb2ffdZLPOYe9g/q8+CF+ehNgJjDExPtoRicbGmRobNDf5EAiYSjMrzU86H5oQIxQXirymmlwjQtG+od/omjNPohKJbzHxGPwA0sQetkEnTu7lC1tSP/oL2R89g+aiyohsbdF+FVTMOyJZXAfHN6338QAk5ddpXONTruWZjlOHS3BqHEhes8bMiwA+dna1yYCFza8EEKAtoouPiRFES2lNX0TTC/4ThgCzxFRqD19VvumnEtaLOoidLNdr1OQDxbs+Q+qjmShbPtxcA74Tx4G7zFxencR94XGhjbsSs1FVnoFGAMGDfPHxClRcHLu3kPrlFkxWPdXms7jnAMz5sX1NlydnJztEJ/gh6z0Cp3v66LIMSZJvSYyKSUCv/14DK0tcq2JJRc55iwerPm9jY1hY282tgOr6salBmRCCQDeo2Ix+fsnDT5f0dSK9VMfQfWxbM3TuqpNjryfU3F21XbMWv8G/FOGmyrcHlE0tiD7u43I+X4jWstr4Rzmh9g75iPymmlW18P84jWTes+r7/q8qbPVb34i51o/QESRY9ZC02/2IMQaOIX4QFbTqHd9Ye2pPGy98gUkPLrUYkuuMcYw7Y8XsS7lYbQUV2m+n/Z1lf4pw1G244TepNLW3RneiT2b0vQeHQvv0ZYzHXrqWAk+en07FAqV+kfBgGOHzuHP/53AI89OQ+xgw9eQ+wW44NpbE/HzN4c7rU1kDBg2KgiTZ0Qb/5u4yOJlw/Dmc9orY7QPErTvxHZwsMGjz07D2y9ugUym0nQja6/0seiqoUgcf6FhgZOzHaJivZGXXaXzn4FKxTFygG/KGXBT3j117IXvUXM8p9PUD1eqIMqV2Lr0RajkuneN9bWWshqsTrwLBx76BNXHstFSXIWK/enYfctb2DD9MSiaratdnKe3k0HneXg5GnSt+5enQHpJDbH2X9901zhExfr0LFBC+pm4OxZ0fZLIUbh6L9YmP4js7yy325hLRAAWn/wKY966E57Do+AU4gv/lOGY8uuzmL35bYRfmaK7tScDhjyyFBI7619yUl7agA9e23YhmQQArk4E29oUeOelVNTVdu8zYvZlg/DQ01MQFXfhvdPT2xHLbhqNB56aAom+VshGMGioP+5+dBJsz9fmlVz0/j5kRADufXxSh/Oj433w5ieLsOiqoQgJ94BfoAvGJodhxRuzseTaEZ2uv/DKBJ3JpCAwhEd5au2lXl3ZjKwzFSg5V9/vl8n12zqUxqRsk+NXvyugaGzRe96UX59FxFVT+iaoLmyY+RjKdpzUOrXDJAJib5+HCZ89bIbIeoZzjmceWHP+H6X2c1zd7fHB11cY/MZVWd6I1PVZOHm0GKKKIz7BD9Pmxpm0Vhoh1kbZ0oa1yQ+i9lSeQWsQmUTAlTk/WVWNynaKxhZsWbQCZdtPaEYumVQCrlQh5ra5mPj5I2CC9Y/D/O/rQ9iyVnfrVsYYLr96GBYtG9aj67e1KqBUinBytu3zaf3WVgX278xHSVE97BykSBwfivAo49SI3Lw2A//76pCmvBRj6hHNkHAPPPb8dLh7XKgCca6gFj9/cxhpJy5s8AwOc8dVN47qkyLvxmRovkYJpQHqM4vw56Cb9Z4j2Egx5JGlSHz99r4JSo+6MwX4a8ites8R7GxwdclvsPNw6aOoeu/MqTK89fwWcM61JpX3Pj4ZYycO3DZ4hJiKrK4J++//D/JXbuuyKDiTCBj6xNUY/eptJo1JJZOr22JyDvfB4ZDaG2fkkIsiSrYcRe7/tqCtsg6OgV6w9/UAV6pg6+6M8KUpcIux7qnNR+/8C1UV+tekh0d54sV35/dRRNajurIZO7fkoLioHvbnE9ZhowI1G3gAdTL50vINUMhVWousayuabskGfGFzYxLsul5vyDmHxIDz+kL5rlNdniPKFKg+koXAGaP7ICLjGDTUH0+8OAM/fnEQxUX1mtd9/JxxzS2jMfqiNS+E9DdNheWoPpYDia0UfslDYePS9fIOY7Fzd0bKj09h7Lt3YVXI1RAVuku0cJWIyoMZJotFVChx4tX/If2jPyGvUydFNm5OGHTPIox4/sZerw9ngoCgWYkImpWI7O83Yt89H0LVJoMglYKLIo6u+AZR18/AxC8ftdrpb6UBnYJMWebHmnn5OOHya/Tvl/jp68OdkkngwtrSb88XWZd2oyGHNaCE0gDOYX5wjQtBQ9Y5nQvTuVKFkIVJPb5HXUYhSrceAxc5fCcMhveoXizeNnSKwcw7DHti0FB/vPrRQhTm16K6qhlu7vaIjPE2+25JQkylpaQKe+56H+fW7tdsGJE42GHQfYsx+pVb+7SguIOvByT2tnoTSjBmsodrLorYfvXLKPh7T4f3YkV9M06++Quqj+dgxupXIEh6/0Fd9O8+7L7lLc3vL/6ec39OBQQBk79b3uv7mENUrDeOHTynt9LFxWshieGqKppw5qT+OsbNTXIcO3TOqkYpDUEJpQEYYxjxzHXYeeMb2o9LBPhNGtqjHXxtVfXYcf1rKNl0+EKCxzm8x8Zj6srnerQOyT+l63UvEnvbHu9WNDfGGMIiPREW6WnuUAgxqbbqeqxNfhDN5yo67D5Wtcpw+p1VaCoox5RfVvTpA1Xw/HE4+/tOPVPfHMHzxhn1nk2F5SjdegzVR7JR8Ndu7SeJHMXrD6Lgj11GWct+9Lnv1C17tSVdIkfuj5sw8vkb4RJhfSXGZs6Px5H9RTqPiyI3aZmf/qyqsrnLcwSBobKLJQfWyPpXF/eRqOtnYtTLtwLsfBF0dqEwuteoGEz97XnNuTUncnHyzV9w/OUfcW7DQXBR+0J2lUyODdMfRWnqUfULnGueuquPZmPd5Achq23sdqxusSEImjNG525FJgiIvX1+vyioSyxTY34pynacQO3p/H6/s9GUznz0F5qLKsCVWt5DOMfZVdtRsU9faz/jS3hkqc73NCYRYOfpiqjrZxjlXvKGZmxb9hJ+i7gOu299G2c++Vvv+UwiIPOLf3t938b8Uq1VPTrciwk4+8euXt/LHAYN9ceCKxIAQGuli2U3jaIH9h5yNqCGpyhyODvb9UE0fYtGKLth+DPXIWLZFGR9vR4N2edg4+qIiKUpCJo9BkwQ0FZdj+1Xv4zS1GOapJMrVXAO98fU35/vNI2dv2oHak/la70XV6rQXFyFzC/+xbDl13Q71snfP4n10x5FXdrZCzvS2uutTR2BxDfv6MmPgFiAgrwa7NuZj8YGGbx9nJA8LQo+fpbxcFBzIhcHHvoYZTtOal5zGxSKMW/eiZAFPV8SMhCICiXKd5+CvL4ZrjHB8BgSjsyv1undWc2kEuR8uwF+E/qu9qN3YhxSfnwaO29+A1BxdXLJ1FXBbT1cMHvTW7B1NazMlz6iUoXN859C5f4zXffYPo+rRDRkF/f63l1V9ADUyauioevRKEu19IaRiIr1xsbV6cjOqAQYw6Chfphz2WAMHRlo7vCsVlCoOwKD3VBarLsiiVQqYPR4/Q04rBEllN3kGh2kdSe3qFRh05wn1U+1QIcPgeaiCmyY9igWHf8SLuH+mtdzf9wMJgg6n/YhcuR8v6lHCaW9jzsWHvwUeb9sVRc2L6uFc4Q/4m6fh9DFyRCk/Wsx8ECgUKjw+ft7cGhvAQQJ00yB/r3yJC5bOhRLrh1u1rWk1cdzsC75AahkHeux1mcUYcuiFZjyi+WU1bIknHNk/ncNjr3wHdoqL2w28x4bj9Zy/R1o1A+elaYOsZPIa6bBb/JQZH25DpWHMiDYSBE8Zyyirp8BG2eHri9ggKI1+1CxR3f3FV3sPHtfucIp1E9TLkgXUaGEW6x17/YeNS6ky85ipHsYY1h640h8+Np2nefMvyIBTjRCSXQp+ncfqo9kaT3GVaK6beMHf2DcB/dqXm+tqNWdTJ4nq67Xe1wfqYMdYm+di9hb5/b4GsRy/Pj5QRzeVwAAEFUdH31X/3YKru72mDnffB1+Dj78CVQyRecRtfOP6fvu+QChiydaXZcmUzv9ziocXv5Fp9erj2Tp76EN9Qilg795piadgnww8oWbTHb9nB83a2ZVDCYwo0y327k7I/Lqqcj7VUeZJAbYuDgi7IrJvb4X6X9GjQ3BXQ8n44cvDqClWaHpwCOVCpi/ZAgW97C+p6WjhNJI8ldt1/vmx5Uicn7a3CGhdI0KRF3aWd1vmAKD80UjmmTgqq1pwa6tuXpn/tb8dgrT5sSavCOFNuo1kyf1niOraUTRv/sRvmSS3vMGkrbqehxd8Y3WY1wlqvtLAzrbAXKlCtE3zjJNcGbWWlbTrWSyPbmOuW2eUe4/+vXbUbr1mPrB/6I1rEwQwDlH8tePQ+rQ/0aZiHEkpURgdFIojh0sQlVFE5xc7JA4LhTOrv337wxtyjESWXVDl29+l67Lib19nv6vETni7qDCsgQ4cbhYZ4mPdvV1bTibq3+K1FSaCsq7PIdJBDSd1V9OwxpxzlG26yQyPluN7O83orWi1uCvzV+5HaK+moBc/Z/WDXYCQ/D8cfBP0V8Tz1o5h/lqNj7q0/6z8UgIx7wd78PO3TjriZ2CfLDw4KeIvmEWBNsLYy8+Ewar2zTS6CTpgq2tBOOSwzF/SQKmzIzp18kkQCOURuMaHYTSbcd1r7lhgEtYx9HGoNljELpoAgpX7+u06JxJBHiPjUfUDTNNFTKxInKZUtNloavzzMHOy7XLc7hKNOg8a1J1JAs7rn8NDZlF6tFErh4pi7tzPsa+d0+X0/stxVUQpBL9dR0BeAyLRM2xHM3vmVSCmFvmYNyH9/XbGqwxt8xF/srtuk9gDMHzxsFvYgL8Jg+Db9Jgo/8sHAO9kfz14xj3wb1oKamGjasjHAOM08aPkP6GEkojib19HjI+W63nDIb4uy/r+IogYMrK53Ds+e+R8enfUDS2AgAk9jaIuXkuEt+602o7MRDjCg5z7zKZZAwICDJPwuaREAG3+BDUZ+ou/i+xt0Hoool9HJnp1GUUYv2Uh6Fqk6tfOP9tc6UKGf9dA3ldM1J+elrvNRz8PCCquu5IMnPt65BV1aPqSBYktjYImD4SDr79p+d849kyFP61G4qmVrjFhSB00QQEzhytfuBes0/rWlLBzgbRN85CxNIUk8dn4+IIt7i+60xEiDWihNJIvEbGYPCDVyD9wz86HWMSAZ4jYxB318JOxyS2Nkh8/XaMePZ6VB/NBhc5PIdHUo1I0kF8gj98/Z1RWdEMru3DVWAYOTYY7p7m+dBjjCHxzTuRuvhZzUjdpYY9fb3RpiMtwYlXf9K+CQkARI68n1MxdPnV8BwaqfMa4VdNwcHH/gsuak8qmURAwNSRcPT3hKO/JzwSIowVvkVQyeTYe9cHyPlho7q2ryCAK1Ww83TFpO+XY8rK53DgwU+Q+cWaTn+nRLkC25e9BGXz44i5eY55vgFCiAatoTSise/djXEf3gfHIG/Na1Ine8Tfswhzt76rdwG31NEefslD4T95GCWTpBNBYLjrkWTY2AgdChG3H3PzsMf1d4w1U3RqoQsnIOXnFbB1V5dtaV/bJrG3wcgXb8bwZ64zZ3g9VnU0Cwce/hQ7bngNh5/8EvWZRVDJ5MhftV1vWRkmlSD3py16r+3o76m7LJjAwCQCRr92W2/Ct2i7b30bOT9uUieLItf8PGW1jUhd/CyqDmUCUM/mdCK2Vw/4EPL6/td1hFgPzjmy0ivw05cH8cWHe/DPqpOoqe66lml/w7iR21icO3cOr776Ko4cOQKJRIJJkybhmWeegZubW4fzpk+fDgBITU015u0tgqhSoT6jCKJcAdfYYNg4qeuyNeQUq4ui55yDrasTIpZNReCMUdrfLAnRoqSoHqt/P4WDu89CpeKws5ciZUY05l+RAHcP49T/6y2VTI6if/ej6WwZ7LzdELpoolWOTKrkCuy66U3kr9ym3hzCuaZZQeyd85H1xVq9X8+kEkRfPxPJ3zyu9zzOOU6+/jNOvv4zlM1tmtddY4Iw8avH4D+pf5YYqTtTgL+G3KrzOJMI8Js8HJX70i4sK9B6IpD08YOdlhQR0hdaW+T46I0dSD9ZpqkPzKGeqFl28ygkTY5Ac5McHp4OcHC0ziVshuZrRk8oFy5ciISEBKxYsQLNzc24++67ER8fj1dffbVHAfYXx1/+Ecde+O58IfPzXWuUKvgkDcbMf1+DnUfvi/GSgUOpUKGtTQkHRxuzlAkaCPbd+wEyPv9XZy1IwUaqdzMNkwgY/sz1BtdqVDS1onjTYSjqm+EaEwTfiQn9dsMNABx78QeceOXH7tWZ1EKwkWLQvYsw9r17jBQZIYZ775WtOHW0pMsqHBIJw5iJYVh6/Uh4+1rXA7ah+ZpRP4kaGxuRkJCAxx57DE5OTvD19cWSJUtw6NAhY97G6mR/vxHHnv9O/eSiEgF+YWqn6mAGtl/zinkDJFZHaiOBs4sdJZMm0lpRi8wv1+kvLM4YmFT3z5+LIqJvMrxGpI2zA8KXTELMLXPglzy0XyeTACCvbTTK7AwXRdgYodUjId11rqDWoJJuAKBScRzcXYAXHluHirLGPoiu7xn108jFxQWvv/46vLwulFUoKSmBp+fAbTLPOceJV3+6UKD40uMqESWbDqPmRG7fBkYI0al442G96yMB9aYQG1cnnbUShz5xDVwiAkwRXr/gEhWovwYnAIm9rXqkVk/iyVUiIq4y/U5vQi519OC5Tmva9RFFjuYmOX755ogJozIfkw5vnDp1Cj/++CPuvvtuU97GojXmlqAxp0RnpwtAPTVW9O/+vguKEKKXqlVm0Hlj370LQXPGqGs2nWfn7Yax795tss00okLZZSJmbFwU0VRYjqaC8i7bxRoq6rrpEGx0Fy5nUgmirp+JUS/dDA7e4WesOUcQEHblZLgPDjdKTIR0R3t94O4QRY5jh4pQV9tqmqDMyGRlg44cOYK7774bjz76KFJSBu7T4/+zd97hURXfG3/nbknvvfdAgNA7hBZ6R0AFbNh71x/6VVHB3sCCXVFRUQFBeif0TiAE0nvvvezuvfP7Y8lCyLaEbUnm8zw8IXtn75xNNnffO3POe/hmue5BHNGedM5gMEyKS1/NVj8qCOAzfgAi7p2KutwSVF/NgdjWCh7DosBJDHtppZQi488DSPxsg7LHNwDP0X3Q54XbEWREb08qCLjy+b9I/Owf1OeWAgBs/d3R57mF6PXMbbe0ZW3l6ohhq57EicdX4WbXfiIWwcbLBQPeuhe2Pm4Y/9cbOHr/h5DXNoKTiCDwAiBQOPcJxoA37rnVl8lgdAj/IGfwfPvLUCgFSotrLaaQ0lAYZYXywIEDePjhh/G///0P996rX0J6V8UhxBtiW+3tlqich2v/MBNFxGAwdOExLArOfULUtzwEQEQi+E8bCvtALwCAfYAn/CYPhtfoaKOIyVPPfoXDd72L8gupqsdLT1zBgXlvIH7Fbwad78Z5jyz9EKefX6MSkwDQkFeG0y9+jcP3foBbrens+egsjP/7DTj1DFA9RsQihNw+DjNPfqnqShM8fwzuLNyAno/PUYpPgYKIOVQlZmFz3wcRd/d7ULCbcoaJGTQ8EHYO0navUgKAjY32LlqdEYMLyvPnz2PZsmX4/PPPMWfOHEOfvtMhtrVGxP3TNX8wcRysvVwQOHukiSNjMBiaIIRg7LpXILa3aZMjSUQcbLycMeLr50wSS/7uM7j6xb/Kb25I/m+pjr6wfC3KziYbft5dp5H+2171BymQ8fs+5O04dcvzBC8Yi3mXf8JtSWsx68zXWFS0AWPXvQo7P49W40pOXkXS1/+pKuupQlD9DDL+3I9jD3x0y7EwGO1BIhHhsedjwHFt/YG14e3rAL9AZ+MFZiYMKigVCgVee+01vPzyyxg1quu0WLtVBq5cCpc+IW22h4hYBE4qxvi/3jD4qgaDwbg1XPuGYfbZbxB+72SIrJX+cRIHG0Q9OQ+zzn4D+wBPk8Rxdc0WjTekgPI6or3ta8dI+nab9nlFHJK+Mcy8hBA4RQbAfVAkrFzVtw+9sPxnZeW7ukVRQZkSUJ2ca5B4GAx9iR7gizc+nIqBwwJUzgxiLe4PAHDb4v5d0sXBoD6UZ8+exZIlSyCVtjXv3LVrF/z8/FTfdzcfSnldIxJXbUTSN/+hsaAcnJUEoXdOQPRLt7OEcgbDwhF4Hor6JkjsbUzeiGC970I0FlVoHeMSHYK5F38w6LwbIu5GbXqB1jH2QV5YmPmHQedVR2NxBdb7LNQ6hog49F9+L/q/dpfR42Ew1CGX85A185BIRfj9hzM4tCcVHEdACIEgCBCLOSx+YAgmTI00d6jtQl+9ZtBlscGDByM52fBbL4agJr0AGb/vQ2NJFez8PRB210TY+XvofqKBkNjboP9rd6H/a3eBl8nBScRd8g6FoZ383CoU5tfA2lqMHr29INFS5cqwHDiRCFIzeR22rI5qHaOlrWtHkTrpfr0SPcYYAll1vc4xhOMg12Mcg2EsJBKR6pq+9PHhmDm/D04fy0JdTTM8vB0wPCYYtnads1uOPnT5fVaB53Hq2a+Q9JVy20jZqUbA+dd+RN9Xl2DAW/eZXNiJpF0vGZehnbycKvz81QmkJZepHrO1k2LO7dGYMjuK3VwwNBI0bzSufL5Jc0cZjiBo7miDzxtyx3iUx6dpNnfnCEIXTTD4vOqw9XUHZyWBoMU1Q1Ao4Bjhp/E4o2vC8wIIAM4Cmzx4eNljxm19zB2GybC834CBOf/az0haswWAMoldkCtAeQFUoLi4ch2urNpo5ggZXZ2ighqsXLYLGanlrR5vqJfhz5/P4d8/L5opMkZnIOrJueCkEkBN0j8RcZA62iLywekGnzfygWmw9nBWm0dJRBys3ZwQ+YDh51WHxN4GYUsmau1MJLK2Qsid400SD8O8UEpxPC4Dy1/Yjvvn/46l83/He6/twcWz+eYOrVvTpQVlc1UdEldt0GoqfvGddeBlenhFMhgdZNMf8WhuUmhsz7V1w2VUVjSYOKrugaKxGbVZRWiuqDF3KB3GIcQHk7a9A4mdtbLjFsepRJ7U2R5T9nwEa3cng89r5eqIaQc/hX2wNwCASEQg17bz7AI9Me3gJ0aZVxMDV94PG2+3tqLymtAeseYZSB3tUHExHZl/H0LezlNQ6GlQz+g8UErxyzen8e1nx5CdcT23OOVKCT5deQA7/k00Y3Tdmy695Z2/+4zWLRIAaK6oRcmxy/AZP8BEUTG6E42Ncpw+lg1tpW8UwPFDmZhxW2+DzauQ88jOrIBCLsAv0Bn2DobPsbMUeJkcVVeyQQUBzlFBENtYobGkEvFv/orUX3arut74TBiA/svvgXdMXzNH3H58xg/A7bl/If23vSg+dhmE4+AzYQBC7xwPsa210eZ17hmI25LWIn/3WRQdigcAeI/tB7+pQ8CJTJv/a+vtilmnvsK5V39Exp/7IciU9kFu/cMx4K37YOvnjv8GP4ry89e9OiVOduj3ymL0eekOllbSRbhwJg8HdyvN/W+8rrbcsP/1y3lED/BFQLCLOcLr1nRpQamo06+1kVzPcQxGe1AoBPzy9UmtYhIAOEIMtkIpCBQ7/k3Ezs1XUFerFFIiEYeRY0Ow6P5BsLM3v7Asv5CKxNUbkbf9FAQFD8/hvdDr6XnwnzasXecRFDwuvfcHrqzeiOaKWgBKW5+wuyYhZ/tJNOaXtco7LIq7iF0TXsD4DW8atbuMsZA62iHqibmIemKuSedtKqlC1eVM8E1yWHs6w7lXkMnFZAu2Pm6I+fllDFv1OOpzSyFxtIV9oBeqrmRh6/An27TMlFfX4+yy7yGracCglfebJWaGYdm/IxkcRzTu+HAcwYFdKbj30fZdTxi3TpcWlE5RQfqN6xlo5EgYXRVKKZKvlODYgXRUVTbC2dUWHl72uBxfgLSkUr3aclFK4eRsmFWmX745hUN7Uls9xvMCjh3KQEZaGV7/YJpZOzRk/HkAh+9+F+A40Gv9qAv2nUP+7jOIfvlODH7/Ib3OQynF4bvfQ+bfh1otU8hrGzV6MlJeAAjB0aUfwC//H4iNUBndlaCU4uKK35SdeKgyb5IKAi4s/xk9H5+DYaueUCssq65m4/Kn/yBrw2Hwjc1wjgpC1BNzEH7fVHBiwwhRqZM9pE72qu/Pv7EWfGOzxsKlhPf/QNTjs2Hr626Q+RnmIyu9QqOYBJQ31Zk35aszTEOXFpSeI3rBqWcAalLz1V5oiIiD1+g+cIrwN0N0DENCKUV6ShkK8qphZSVG9ABfo9szyOU81nx0GOdP54ETEQg8Vea4tdPZlVKKkWP16B2tg8y08jZisgVBoCjIrcb+HcmYOd88VYd1OcU4fO/7oAIFBF71eMvfZsKH6+EVE42AGcN1nqtgz1lk/nWw/UFQCllVPbI3HUHYkontf34nIiezArv+u4rzp3KhkPPwD3bBpBk9MWJMiF5dPa5+tQUX3vxF9T0Vrl9Dk9ZsgcTeFoPfe7DVcwr2n8fema8qCx+v3TBUJGTg2MOfInvLMcRuetvgTRyaq+qQs/lYq/jaQpD+xwFEv3i7QedmmB6xRHfph8RK+40LpRSJFwtxYFcqCvKqYWcnxfCYYIyeEAob265r62NsurSgJIQg5pdl2DnueWV1t+L6hxgRiyBxsMXIb543Y4QMQ5CZVo7vVx9Dfm616jGJVISps6Nw26J+RrOT+POns7hwJg8AlGISaLeYBIAps6Lg5nHrfn5x+9KuC1s1UAoc3J1iNkGZ/N12aNv/JyIOV1Zv0ktQJn+/HUTMgSq0iQj1cBIxqpO6dkeV86dy8eWHcaD0em5ZVlo5vlt1DJfO5+ORZ0drFZWCXIH4t3/VPAEFEldtQPTLd8DKxQEAIK9vxIEFbypbI964gnTt/3k7TiNx9SaDi7rmsmodYlL53mosKNM6htE5GDQ8EAd3pWhcpSQEGDQsQO0xQPn38OOXJ3D0QHqrrfP0lFJs/zcRr74zGZ7eDkaJvavTpau8AcBjSE/MOr0GgXNGqSojOYkYoYtjMfvMGjj10PzGY1g++blVePd/u1GY37qKVy7jsXXDZaz78axR5q2racahPWk68yN1MX5yBO64b5BBYiorrtUoJluoKDNfNXnJ8UTNXopQrlSWnNSvQrMmNa9DYhJQrrSJ7Y1XyGJu6mqbseaTI+B52upDt+W9evJwFg7vS9N6jpITV9BcVq11jNAsR97O06rvM9cfVBqLa9qOpFTpp6lD/LUXK3cnnd2LKC/AxsfNoPMyzMPkGT3BiQjU1VhxHIGtnRSjJ4RpfP6ebVdx9EA6ALT5+6iubMRn7xyEARsIdiu69AplCy69gzHhn+WQ1zagubIW1u5ORq2M7EwIPI+8HaeQ+vNuNOSVwtbPHeH3TkbArBFmS7xvD5vXX4JCLmi8W92/IxlTZ0cZ/I7z6uUi8FrEkT5wHMGCuwfotf2oD/aO1lqT1QGYtUuDNg9B1Rg933NWbo7KpYgOXPgpLyDotph2P6+zcPRgOhRyXuNxQoA9W69i3OQIjWP0LVS8sfCx7EwyiFjUaifoZhryStFUVg0bT8NV4Fo52yNg9gjkbj2h5YaFInSxaUzYGcbF288Rz746Hp+/fwgyGQ8CXGttSGHnIMVLyydqdLUQeAG7Nl/ReO6W1KArl4rQu5+PkV5B16VbCMoWJA62kDjYmjsMi0HR0IR9c15H4f7zyoR7XgC5kIqcLcfgPbYvJm57FxI7G3OHqZGmRjnOnsjRKqA4juB4XCbm3mFYqxiF/NbF5JARgQa18xkRE4ITcZla5xw9/tZzNTuK/5QhKDxwQeMKFhGL4Dd1iF7nClsci6JD7TeEJxyH4NvHdum86ZsN9G+GUiA/txoKOQ+xhtaf+u7cOEVdL2jk9OwApu+49jBwxf0o2HMWfLNcraiMfvlO2PmZrtUuwzCUFNUi5WoJCAgie3nAw0u5MBA9wBerfpyPYwczkJpUCo4j6N3PB8NigmFlpVnWlJbUo7JC+82SSERwNYEJyo7QrQQlozWnnl+DooPxAK4XRrR8LT56GSef/AIxP79srvB0Ul8n0yomAeVqTE2V4W2hgsJcO/xcjiOwc5Di9nsHGjAiIHqgLyKjPJCWXNbm58JxBDa2EkyeFWXQOdtDxNKpiF/xm3L1S83vjfIC+jy3UK9zhS6ORcLHf6M2o7DNihgRcxDbWkPRJAOV8+DEIlBKQRU8Am8bjdE/vmSQ12OpiEQcCCE6t+20rYw7hvnCe1w/FB9JUF/QyHFwCPOB1+ho1WN+U4fg6pf/ajwn4Ti4DoyAlbO9xjEdxaV3MKbFrcKxBz9GxcV01eMSBxv0XbYY0csWGXxOhvGorWnCD1+cQPy1HPUWBgz1x4NPjoS9oxXs7K0weVZUu65pVZX6pfywHe+O0eVzKBnqaSqrRtrPuzXmM1FeQPrv+9BYXKH2uCVg72gFkY6CG0oBFzfDr0r7+juhZx+vdm9XcxzBoOEBWP7hdLh7GvaDleMInn99AgYMabv6JggU/oHOqKo0n+eqlasjJu14HxJ7m1ZtBImIA+E4jP7xRXgM7anXucS21ph24BO4D+lx/RzX3gvOUUGYffYbLCrcgGGrnkCPR2eh77JFmHvpB0z4e3mXtwvqO8BX56p9737eOovVRn7zHCSOdiA3Wf0QEQfOSoyYtf/Xyizcb8pgOPUM0JjaQAUBff/vzna8kvbhPigSs89/i1lnvsaYda8idssK3Fm4AX1fWcxMzTsRzc0KvP/aXlw617aN4sWz+Xj/9T2QNSs6dO71P5/TOYbnKSJ7eXbo/N0dtkLZTSk+mqCsxtQCVfAoOpyAkIVjTRRV+7CyEmNYTDBOHs7U+AGqzpKnuVmBS+fyUV8ng4eXPaKivTuUx/jQ0yOxYtku1FQ1af0AJwSwsZXi3keHok8/X9g7WqG+Toa925KQnloGEUfQp78vBo8MhETDFqS+2NhKce9jw5CRWoaqysZWd9qpSaV455VdeO61CYge4HtL83QUr5G9sSB9HVJ/3o28HacgyOXwHNEbPR+dBYfQ9sVk6+uOmce+QNnZZBQeuAAqUHiO6g2v0dEqAdHrqXnGeBkWzeCRgXD51RbVlY1q35eCQDF9nu6uTE6RAZh9Zg0uvPkLMtYfBFXwIByHgFkjMODNe+Hat3XhAycSYdKO97F74ouozShU3jQIVJVOM+jdBxE8f4zBXqc6CCFwHxQJ90GRHXo+pZSJTzNz/FAG8nKq1B4TBIrc7CqcPJKFMRPD23XejNQynekgAODuaWe262NnhwnKboq2attW47Qk2FsC8+7si/gzeWhqlKv98JxxWx+VJQ+lFDu3XMHm9ZfQ3HRdTLu522HpE8PbfRFx97THik9nYM+2JMTtS0NtdRMcnawxcHggqCAgP6caEqkIA4b6Y9S4MNjZKwtiLp3PxxcfxEEu41UfXkcPZsDlV1u89GYs/AKcO/jTUPLXL+dRXdXUZttGECgIAb797ChW/ThfY/6csbF2c0L0i7cbzD7GfXAPuA/uYZBzdQUkEhFefmsiPnhjL6oqGlW1Sxyn3Aa/66Gh6NNfv/e6Q6gvxvz6CkZ8/SyaSqth5eoAqaNmiyuHYG/MvfwTsjfEIWvTUcjrGuDaJwSRD8+Es4U2kJBV1+HK6k1I+m4bGgvKIXGyQ/jdk9HnhYWwD/Iyd3jdjiP707XW2xECHN6f1m5BmZRYrLNoEQBuv3egwQoluxtMUHZT3If21F0lSwCPYfptQZoLT28HvP7BVKxdcxLJV0pUj9vZSzFrQTSmzrmeX7N9UyL++e1Cm3NUlNfj0xUH8PJbExEV7d2u+R2dbbDgrgFYcJd+veDzc6uw+t1D4HkBlKJVnlt1ZSM+eGMvPlwzF9Yd7GZTXyfDycNZWlZsgdqaZpw/nYeho/TrJGVsBAWPzPUHcPXr/1CTkgeJgy1CF8eavbNJbU0TTh3NRnVlI5xdbDBsdDDsHTVvl1ddzUbaL3vQUFAGa08XhN89Ca79NNuXGBNffyd8uGYOTh7JwvnTeZDLFAgKccW4KRHw8nFs9/kkdjZ6F+iJraUIu2sSwu6a1O55TE1TWTV2xDyDmrTrzS/k1fVI+mYL0tftxbS4z+Aabb5Ctu5IdVWj1o8lSoEqHYU16p+on02wh4FTkboTTFB2U+wDPBE4Z6RGqw0iFsF30qB2b0OaA19/J7z67hQU5dcoO+VYixHZy7PV9nF9nQz/rldfFay8eFH8/et5LP9oulFj3f3fVQgCVXvBFASK6somnDicifFTOrZlV1ZSp9POSCQiyM+tAmB+QcnL5Dgwfznytp8C4ZSt/ZrLa5DwwZ9I+vo/TDvwiclFGaUUWzdcxub1lyAIAjiOgyAI+P3Hs5i3qC9mzu/TaluUCgJOPvMlkr7aosw3pBQgBImf/oOwuyZi9I8vGbw7jD5YWUswdlIExk7SbA/U3Tn9/JpWYrIFqhAgr23AoTtXYN7ln9g2uAlxdbdDeWm95hVKjnSoEURkL09lly4tWNtI4B/o3O5zM5SwopxuzKhvn4djuJ9ypfLG6yVHYB/sjZifOlc1rLefIwYOC0Dvfj5tchHPnczRavVDqdJupbiw1qgxnjuZqzPf8tzJjndx0WaZ0YJAAWtr8/XzvpGED9arzLFvLBCjvAB5TT32zXkNAm/atIvd/13Fxt/jVavIN37dsC4ee7cntRp/8d0/kPTVFmXcCr5V28H03/fj7LLvTRo/Qz+ayqqVuaEabsAoL6D6ag6KjyaYOLLuzdiJ4dpXKAWKsZPat90NAGGR7ggOc9W4nU0IEDs9ElI9rqEM9TBB2Y2x9nDGrNNrMPTjR+HUMxASJzs49QjA4Pcfxuwza2Dj1XFrHEujprpJr7yYmmrjVkHLZdrFEaWATNaxCkYA8PJ1gLefY+sbhJvnECgGamlNZioEuQJXvvhXoy8l5QXU55Qg/4ZuLMZG1qzA5r8uaR2zef0lyK8ZhysamnD5o780D6YUV7/ajOaKGs1jGGahKjFLd444R1B2Jtmg3X3q80tRdj4FDUWW66BhTobFBCMs0l3t9ZrjCMJ7uGPoyPbvrhBC8NT/jYWLm22rLjvk2jx9+vti3p39Ohw3g215d3skDrbo/dwC9H5ugblDMSoubrY6k7EBwNXt1ntqayMgxAXpKWUat144jiAopONCnhCC2xb1w5qPj2g4DgwbHQwvH/P3qq3NKtLZ3o9IRCg+loiAmSNMEtOVhCI0Nsi1jqmvkyHpcjGiB/ii+OhlyGu1e9sJMgXy955D6B3jDRkq4xbhpHp8/AkUZ178Bmdf/g4+Ewci+qU74BvbMf/YkhOJOPfqDyiKu3bDQgC/yUMw+P2HzJZra4lIJCK89NZErPv+DE7EZYC/1k5WJOIwclwI7npwSIcLCt097bFy1Uwc3p+GYwczUFfbDC8fB4yfEonBIwJ12tAxtMMEJaNbMHh4AH6xEqNZg38ZxxH06O3Zodyc9jBpRg+kJZVqPC4ItMP5ky0MGx2M6qpG/PnTOVBKldW9AASeYuDQADzwpGnEmS50+SACAChU/pKmoKFe1q5xisZmvcbzeo5jmA63QZGwcnNEc7nu1WMqCCjcfx4Fe85ixFfPoOdjs9s1V+GheOyZ8n+tVzopULDvHLaNvITph1d12OqoK2JjI8FDT4/EHfcOREZqGQDllrWD4623TLa1k2Lq7F6YOrvXLZ+L0RomKBndAitrCRbdPwhrvz7V5hjHEYhEBHfcO8jocQwdFYz4s/nKFokEqrLDFjuLRUsHwTfA6ZbnmTwzCsNHB+PooQyUFNXB1k6CYaOCERRqOWkM9sHesAv0RH1OicYxVMHDN1a/CnpDoG8FdMsKr0ufEL3Gu7BKYYtDJJUg+qU79M5xbcm1PPHU5/CdPBiOYfoVLFJBwNEHP1bmAt+0M0F5AYJMjuOPrcLs02va9wK6AY5O1ug/2PxtUhUKARdO5+LcqVw0NyngF+iEcZMiDN6corPDBCWj2zB+SiSkUjH++e18q36ugSEuuOeRYQgJdzN6DBxH8PAzo9Cztxd2b72Kglzllm9klAemz+uDfoP9DDaXo7MNps/VbWBtLgjHoc+Ld+DU01+oPy4WwblXELzH9TdZTKERbvANcEJhXo3a1oWEI/APdFYJc8cwX/hOHITCgxfUuyWIOLj2C+tSq0+1NU2QywU4OVt3+i3CPi/ejrqcEiStUVbo6+O7SwhB8rdbMeTDR/Sao/hIAuoyCjUep7yA8rPJqEzMgkvvYH1DZ5iIivIGfLh8LwrzalQ3/vFn8rBtw2UseWAIogf4IiG+AAJPERrphvAeHt3WFYAJSka3YtT4UIwYE4y0lDLU1zbDw9vB5DYRHEcwbnIExk2OgEzGgyMwm8m4uYl6Yg6qrmQh+Zut1z/Qr/mj2gV4YOKWlSa9OBNC8MATI/D+63vA82iVd8txBCIxh6WPD28V08hvn8O2EU+iubymlagkYhEk9taI+WWZyeI3JmdP5GDrhgRkpSuLSRwcrRA7rQdmzO8DqbRzvn8Jx2HEl08j8sHpSP1pF+pyipG3/aTWxg+UF1B+PlWv89dmFiJBW9HWDdSk5TNBaWEIAsUnb+9HcUGt6vsbv6774QwAqIp8KAUCgp3xxEtj4ON36ztNnQ1C1d2Gm4DY2FgAwP79+80xPYPBsBAopSg5dhlJ325F9ZUcSJztEHrnBIQunqC3mbahyUovxz/rLuDyhesrS9EDfLHw7gFq0wbq80uR8MFfSP15JxT1TRBdM/fu+8oiOIT4mDJ0o7BryxX8+fO5Nr0QCAEiozzx0lsTO9Q2tDajAFe/2oKcrcchNCvgMTwKUU/MhfeYvgaMvn2sc5kNeXW95gGEwH/6UEza+q7W8yR8uB5nX/lBmdqiR0HgtEOfmfV1M9qScKEAH7/VPo1COAJ7eylWrpoJZ1dbI0VmWvTVa2yF0sQIPI+So5fRWFIFO393eAzv1W2XxxkMQLkq6DU6Gl6jo80diorgMDe8tHwiqiobUVPVCCcXGzg5axa3dn4eGP75kxj62WNQ1DVCbG8DTtQ5V+1uprS4FuvXngPQtrEWpUDK1RIc2JmCKbOj1DxbM/m7z2Df3NdV3p0A0FBYjqx/4tD/9bsx4K37DBF+uwmcMxIZfxzQsv1NdboOZKw/cD03U48lGxtvV3iOtNz0lO7KxbN54EQEAq//uhsVKGprmrHh93g8+NRII0ZneTBBaUIy/jqIMy9+g4b8MtVjDuG+GPHlM/CbPNiMkTG6EpRSXI4vRNyeVJQU18HRyRqjxoViyMjAbru13lGcXWzg7KL/KiknEkHq1LUS9eP2poEQojanFFCKyn07ktolKJvKqrF//nIIMkUrldoi4uJX/Ab3oT0RMGP4rQXfAfo8txAZfxxoVTTXAhFxsHZ3QtiSiRqfTynFxZXrdLe2vYGBb98HTsz+Ni0NuVzQZumrlSP70zF9bm+DFFl2Fjp3RnUnIv33fYhbtLKVmASA2vRC7J2+DPl7z5opMkZXQqEQ8MUHh/HxW/tx7lQusjMqcDm+AN98dhRvvbwTdTXMvobRPvJzq3V6uJYU1enl89pC6s+7wDfJNAouIuKQ+NmGdsVpKFz7hWH832+Ak0oAjgAcUVlXWXu6YMq+jyGx13yTUZ9Xiqor2XqJSZG1FEM/fRyRD84wWPwMwxEU6qrywewIm/9S3+63q8IEpQngZXKcek6DJQSloABOPfuVxhUABkNf/v3zIs6fygFwPXG85W2Vl12Fb1cdNVdojE6KtbVYZ5cpiYRDezJ3io9c0ppXSHkBxUfM1/IwaO5o3JH7Fwa/9xCC549ByB3jEfPLMixIX6ezcEZo1m6MDwDgOPhOHow7C/9B72fnGyZohsEZMTYEVtbidr23b+TM8Rw0N+nxfugisC1vE1Cw56z2jiACRfXVHJRfSIX7wK5jL8IwLc3NCuzbkaRxYUQQKC6dL0BhfnW3rEBkdIzBIwJxPC5T43GOIxgyMqh9ueCEqN1Sbj1G/9MZA2t3J0S/dEe7n2cX4AGJoy3kNVo6KAkCwu+Z3OXSI7oaNjYSPP5iDD5/7xAoRbtW4QHl+Po6GaysJUaK0LJgK5QmoKGgXK9xjXqOY1gmCoWAw/vS8OaLO/DYkvV4/qFN2PD7BVRVaG/NZyiy0yvQ1Ki7D/iVi0UmiIbRVeg/xB/+gc5qVykJUQrKafPaV1DiM64/tCpGQuA1tnNWPIuspOjx0EzNHZ44AitXRwTPjzFtYIwO0X+wP5Z/NB1DRwdBLFH+Tj297eHiqju3WiTiYO9gZewQLQa2QmkCbLz1605i42N8Y22GcZDJeHy68gCuXipS5eI31MuxfWMiDu5KxSvvTDa636U+d8+EtP8um9G9EYk4vPRmLD5deRDZGRUQiZRCkOcprG0keOKlMQgMdmnXOcPvm4Lzy9dC0dCkfuubUlScS0XVlSw49wo2wKswLf2X34PCQ/Eov5Da6vURsQhExGHcX69DZCU1Y4SM9hAU6orHno8BpRSUKm+iSopq8dKjmzU+h+MIho8JhtSq+8isbrNCKcgVSP15F/4b+hjWuczG30F34uwrP6A+X3NfZUPhN2UwrFwdNA8gBI49AuA2MMLosTCMw5a/LiEpQbnyd+OWsyBQNNTLsPq9Q0YXcgHBLhCLtf9JUwqE9/QwahyMroezqy3e+mQ6lq2YhEkzozB+SiQeeGoEVv+8ANED9GtBeCNWLg6YtPUdiCSaP2xl1fXYNellpejsZEjsbTDt0KcY+PZS2Pq5AwA4iRghd4zDrFNfwTd2oJkjZHQEQohqpd7T2wEz5qtfmec4AmsbCebe0TlX2TtKt5DOfLMM+2a9hoJ955RVewKFvLoelz/+C8nfbcW0A5/CtV+Y0eYXWUkx5ONHcfT+j9oevJZ3NOzTx5gfZSdFJuOxf2ey1tzFksJaXLlUiD792//hqy929lLExIYhbm+aWvHKcQRBYa4maTHJ6HoQQhAV7Y2oaG+DnM97bD94TxiA/F1n1FZEU15AY2E5MtYfROT90wwypymR2Nmg36tL0O/VJeBlcnASMbvGdzEW3jUAdnZW2LbxMhrqZarHw3t6YOnjw+HprWUhqQvSLQTlxZW/o+DAeeU3N3zQUl6AvKYB++e9gfmpvxrViDjivqkgHIczL3+LppIq1eN2AR4Y/sVT8J82zGhzM4xLcUENGhu0V/JxIoLUpFKjCkoAuOO+QcjOqEBGankrGzxCACcXGzzx4hijzs/QTFVSDgr2nIWg4OE+pAe8Rkd3e4FRdDBeu70OR5C341SnFJQ3IpLqV5TR4vTR3d8XpqIovwbnTuWgqVEBH39HDB4R1K42ooQQzLitNybN7ImUK8VoalLAL8Cp2xY9dnlBycvkuLpmi0aLCsoLqMsqQv7uswiYblxRF37PZIQumoDCAxeUnXICPOA9pi8IZ/7Mg6ayauRuPQFZTT2cegTAd9KgLtPpw9hwIj0u/lSZi2ZsbGwkeOWdKTh2MB0Hd6egrKQe9g5WiJkQhvFTImHv2H0SxC2F5spaHL77PeTtOKX0NAQBFQQ49w7G+L/fgHNUkLlDNBuCXEcRmUDB62PD08nJ33sWlz/+G4UH40EFAe6De6D3s/MRcsd4Ji6NgKxZgR++OI5TR7PBcQSEKHOCf/vuNB5+ZhQGDA1o1/mkUpHRFws6A11eUNZmFEJWWat1DBGLUHI80eiCElDm0fhNGWL0efRFUPA4u+x7XPl8k7JLxbWUAFt/d8T8/H8s10cPvH0d4eRig+rKRo1jBIGiV1/DbBXqQioVYfyUSIyfwiyozI2g4LFn6v+h/HzqtQco6DWvnOqkHOwY8yzmXvwetr7uZozSfLj2C0N5fJrGG37CcXAf1LXfx4mfbcDpF74GEXGqFpTlZ1MQt/gdlBxPxLDVTzJRaWC+XXUM50629usFgIYGOT5/Pw6vvDMZkVGe5gqv02L+pTEjo9G64SbUtb0SFDxk1XUQeE09XQ1LY3EF4leuw7YRT2LLwIdx4onVqLys2f/NEJx69iskfrbhet/aa39cDQXl2Dv9FZSeumrU+bsCIhGH6XN7aTzOcQRhke4Ii+yeoqE7k7v1BMrOJKuEwo1QXoCsqg5XPv/XDJFZBr2evk2rwTk4gsiHppsuIBNTmZiF0y98DQCt3iNUUP7/6pebkbf9pFli66rkZFXi7Ikc9ZkW1x7bvL57dbgxFF1eUDqE+sAuQHtVK1Xw8J00SPV9dUoujiz9EL/ZT8fvLnPwh+scnHpuDRqLK4wWZ/HRBGyIuAfxb/6C0lNXURGfjuTvt2Nzvwdx5QvjfODUZhUh6est6nOYBAoqCDi/fK1R5u5qTJ4VhbGTwgFAVQXYsqjg6e2Ap5aNZasM3ZD0P/ZpvamlvIC0X/eYMCLLIuyuiQi761pf7Bt8LolYBBCC0T++BDu/rutKkPT1f8rXqgEi4nDly82mC6gbcPpYltbOT4JAkXixCPV1rE1te+nyW96cSIQ+L96BU898qfY4EYvg2i8MniOV5f9l51Owc9zz4JtkqlU7eW0jrn75L7I2xGHmiS9h52/YC1xzZS32zngFfEOz6s4UgGr+U898CZfokGtmwIYjc/1BEI5Tu3oCKD/sCvacRVNZNazdu3aSsUIhIPFiISorGuDsbIM+/X0gluifQ8pxBEsfH45R40JxcE8qivJrYGcvxYgxIRg6Orhdid6MrkNzWY3Gv68WZFXaU3K6MoTjELP2/+A7cRCufL4JFfHpIBIRAmYMR58XFsJzRPsM0zsbZWeSru8OqYHyAsrOJJswoq5PY71cr1aKTY0K2NlbobqqEedP5aKxQQ5vX0f0HeSn056tu9LlBSUARD05F1VXs5H8zVYQsahVrqBDiDdi/30bhBBQShG35F3wjc1tPgQoL6CxuBInnvwcEzevMGh8aWt3Q17XpLHakYhFSPxsg8EFZVNZtVZB2UJVUg68R0cbdG5L4sThTPzx41nUVF/3u7N3sMKipYMweoL+dlKEEPTo7YUevb2MESajE+IQ6oPiY5c1iwYC2AV27/cL4TiE3zMZ4fdMBqW0W63ki6x1m5uLrLpH2z5T4eXroNMTWGolgq29FL//eAb7tidDECg4jkAQKBydrPHg0yPRb5CfiSLuPHQLmU0IwYivnsH0I6sRungC3If2hO/EQRj900uYE/+9asWx+GgCapJzNa/YKXjkbj1hcDP0gv3ntVpnUAWvHGNg7IO89MoPvfD6zwaf21I4dTQL33x6tJWYBIC62mZ8//lxHD2YbqbIGF2ByAena12BAgh6PjLLZPFYOt1JTAJA4OyRrbb6b4aIRQiaN9qEEXV9Ro4J1eq4wXEEMbHh+PvX89izNUklPlu+1tY0YdU7B5FypcQk8XYmuoWgBJQXKq9RfTBm7TLMOvkVpuz6ABH3TYXY5rqNSuWlDOhcC6cU1VdzDBrbjdvcGtFnTDsJXTxBL8uioriLqLqabfD5zY3AC/jz53Nax/y19jwUCsP/7BndA4/hvRBx/1S1bauJiINr/3D0eGSm6QNjWAQRS6dC6mSnPs+WEKWZ/FPzTB9YF8be0Qp3PaR0Wrn5457jCFzdbREzPhQHdqaofX7L2s/G3y8YM8xOSbcRlPogsrHSbrJ74zgD4jUqGkTbXaqIg+cow285W7s5IUJPw+CS44kGn9/cpCSVorK8QeuYmuomXL3WUpHBaC+EEIz67gUMWvkArNwcVY+LrCWIfGA6ph38BGJbazNGyDAnVq6OmLL7Q0id7ZU3HRxRqhyOQGQtwYRNb8G5Z6C5w+xyjJ8SiaeWjYVfoLPqMbGYw6jxoXjjw2m4klCs9TNZECiSEktQpcUqrjvSLXIo9cV/+rBWXmDqsHJ3gsfQngadN+KBaYhf+RuoTK6yLbgRygvo/cxtBp2zheD5MUj5bpvOcZZgvm5oaqr06xGs7zgGQx2E49D3lcXo/cJCVFxMhyDn4dI7CFIne3OHxrAA3Af3wMLMP5Dxx34U7D8PQcHDa2RvhN83BdZuXbsY0pwMHh6IQcMCUFZSh6ZGBdw97WBjq8xpra9rBkcAXQlh9XXNcHaxMX6wnQQmKG/A1tsVEfdPQ8qPOzR6o/VdtgicxLA/NltvV4z/6w0cWPAmgOvV3S0FRH1fWYyAmSMMOmcLHkN7QmQtAd+kpRsFAbzH9TPK/ObE1c1Wv3Hu+o1jMLQhkkrgMcSwN6OMroHE3gY9Hp6JHg+z9AdTQgiBh1fbftvunvY6C3c4jsDZhX023EjXW3a6RYZ//iSC5yv7HROxCETEqXzC+rx4O3o/t8Ao8wbOHom5l35Aj4dnwtbfA9aezgiYMRxT9n6EQe88YJQ5AUDqZI/IB2dqTAwnIg6Bs0fBIcTHaDGYi7Ae7vD0tteaNuvqbosevVjHBAaDweguDBsdrNUaiOMIhowMhJ297ir97gShVI+kQSMQGxsLANi/f785ptdJ2fkUZKzbh6ayatgFeCJi6VQ4hndNmwBFkwz757yOgr1nVVv+hONABQGuAyMwde9HsHJpexfXFbh0Ph+frjgA4Kb0WaJMaXp62TgMHNa+vq4MBoPB6Nwc2JWCX7451eZxjiOwtZPizY+nqV3d7Iroq9eYoGQAAASeR+62k0j5cQfqsopg6+2G8PumIHjBGIikXdsHLeFCAdb9cAZF+TWqxzx9HLDk/sHoP8TfjJExGAwGw1ycPJKJjb/Ho6SoDoCyXqrfID8sfmAIvHy6h5gEmKA0KoJcgYw/DyD5u22ozSyElZsTwu+ehMiHZsDKmSXad0YopchKr0BlRQOcnG0QGuHW7TzxGAwGg9EaSilys6vQ1CCHh7c9XFy7X96kvnqNFeW0E0VjM/bOeAVFhy6quu00Flbg7Cvf4+pXmzE9bhXsg7p354vORFF+DZKvFIMQgshenggJZ9vbDAaj80ApRdmZZDQWVcDW1w1ugyLZzbABIYQgMNjF3GF0CpigbCfnXv0RxYcvKb+5sQpMoGgoKMfBO97GrJNfmSc4ht7UVDfhu1XHkHChoNXjfQf64qFnRsHRiXkDMhgMyyZ32wmcem4NatOvX8ecegZg2Oon4TdpsBkjY3RHWJV3O5DXNSL5+22gGuwEqIJH2ekklJ1NNnFkjPbQ3KzAe//bg8SLhW2OXY4vxPuv7UFzs8IMkTEYDIZ+ZG8+in1zXkNtRuvrWHVKHvZOfwX5e86aKTJGd4UJynZQcSkDfEOz9kEcQfHRy6YJiNEhjh3MQEFetVqfMUGgyM+txom4TDNExmAwGLoReB4nn/pC+c3NZRACBRUoTj79BcxUIsHopjBB2Q70TksxQfpKXW4J0n/fh/R1e1GbUaD7CQwVR/anaf1dEgIc2Z9u0Dnr65qRl12JygrtrR4ZDAZDF0WHLqIhv0xtZzUAAKWoSclD2ekkk8bF6N6wHMp24NovDBIHW8hrtYgCgcJnfH+jxdBcVYfjj3yKrA2Hr9+ZEsB/+nDE/PQSrD2cjTZ3V6Gmuklry3ZKgeoqw/RoLSmqxd+/nse5k7mqFdHIKA/Mv2sAevZmxVsMBqP91OeV6j3OY1iUkaNhMJSwFcp2ILa1RtQTczQuVRKxCN5j+8G1b5hR5udlcuyZ8jKyNx1pvc1Bgfzdp7Fj7HOQ17Fm9bpwc7fTvkLJEbh72t3yPMWFNXjzxR2txCQApCaX4YPX9yL+bN4tz3EjCjmP86dzsXd7Ek4eyURTo5Z2mgwGo9Ni4+ms1zhrPccxGIaArVC2k/5v3ovKK9nI/e+4qqsMCAEohWOYL8b++ZrR5s76Jw5lZ9QX/FCFgOrkHKT9shtRT8w1WgxdgbGTI5B8pUTjcSpQjJ0Uccvz/P7DWTQ2yNvkalKBAgT44fPjWPXTAq0tvvTl9LFs/PLtKdTVNLe8HWFlJca8Rf0wdU6UUW1EaqoakXylBIJAERbpDndP5sXKYBgT34mDYOXuhOayao1j7AI84DWqjwmjYnR3mKBsJyKpBLGb3kLutpNI/mE7atMKYO3pjPC7JiJ0cSzEtsazm0ldu1vVElETKT/tZIJSB8NGB+PQ7hSkJZe1EXuEI4iM8sCQkUG3NEdFeQMunsvXeJxSoLamGRfP5mHQ8MBbmuvC6Vx89dHhVucGlNXs69eeAwBMm9vrluZQR3OTHL99dwbHDmW0+jkOGOqP+58YwayXGAwjwUnEGPLRIzi69EONY4Z+8hgIxzYhGaaDCcoOQDgOgbNHInD2SJPO25BfplVMggKNheXK/1KKzL8P4epXm1ERnw6RlQRB82LQ65nb4NI72DQBWyhiMYcXl8fij5/O4eiBdCgUgurxmNgwLLp/8C2vGpYW1eocw3EExXqM0walVCkaCTQm6P/750WMnxIBaxvDtdDkeQGfrDiAlKulbWy0Lp7Nx7uv7sbyj6fDxoBzMhiM60TcOwWgFGde/AbNFdevI9aezhi2+kkELxhrxugY3REmKDsRdoGeqEnNU26zq4MQ2AV4ggoCjtz/EdJ/3QNwHCAIUNQ1InXtLqT9shuxm9+G/7Rhpg3ewrCylmDp48Ox8O4ByExTivDQCDfY2VsZ5Pw2dlKdYwSB3pLgys2qxOX4QhQVaBelzc0KxJ/Nw/CYkA7PdTMXzuQhOVF92oAgUBQV1ODIvjRMnsUKAhgMYxFx31SELo5FwZ6zyk45fu7wnTgInIR9tDNMD3vXdSIi75+GAq1mtRSRD0xH6trdSjEJADesaFIFD0oIDix8C3fk/c36jgOwd7BC9ABfg583IMgZnj4OKCnULPY4jmDQsPa3esxMK8far08iK71Cr/GEALXVOvxT28mR/engOKLWyxNQbrsf2ssEJYNhbERSCQJmjjB3GAwGq/LuTATdFgOvmGgQUdtfGxFxcO0XjrC7J+HK6o2aTTMpBd8oQ9ovu40cbfdBECguxxdg/dpz+P3HMzh5JBMKhYAFS/prfd6kmT3h6GzTrrlyMivw7qu7kZ1ZqfdzKAXcPG69av1GKsvrNYrJFqqY5yaDwWB0G9gKZSeCE4swacd7OP3cGqT9sgeCXNkekIg4hNwxHsO/fBpExKEyQUeXF0JQeuqqCSLu+pSV1OHTFQeQn1sNkYgAINizNQkOTlZ45pVxuO+xYfj9x7OQy3iIRNdX9GKn98Ad9w5s93x//3oBCoWgsf2nOuwdrdB3oGFXYV3c7JCbVaVVVDq72hp0TgaDwWBYLkxQWjiUUhQfSUDm+oNorqqFQ4gPov9vEQa9+yBKTiQCFHAf2hO23q4AAEHBq2yMNEEIWI6NAZA1K/D+63tRXloPAOB5ipbKmLqaZny0fD9Wrp6JL9YuwKmj2SgtroO9gxWGjgrq0IphVWUjEi60oyvStUKdex4eCrFE1OoQpRTJV0pw7kQOmpoU8PV3wqjxoXpXZsfEhiH+jGYfTUKAcZPC9Y+VwWAwGJ0apiosGHldIw7cthwF+86BiEXANf/CS+//gf6v3Y3+b97bxl+QE4vgPa4fig9f0li8Q3kBfpMHm+IldGlaRKI6KAXkch57tiXhrgeHYNzkW/e1rK5sn2m9t48D7rh3EAbelKdZX9eMVe8eQsqVEnAi5fuHChT/rLuAex8ZqpcH54Ah/ujZ2xMpV0vbWi8RwNPHATETmaBkMBiM7gLLobxFBAWP7M1Hce5/P+LCW7+i1IC9U4/c9wEKD14AcK2gRhCUIpEC8St+Q8oPO9Q+L/qlOzSKSSLiYOvrhuAFYwwWZ3flzPFsrR13BIHi5BEd6QftwEGf1UOiXD186JmRePbV8Rgw1L/VYUopPn8/DmlJytZtAk8h8BSUArxCwE9fndTqn9mCSMTh+dcnYNT40Gtb/TfOARQX1GLVygNIvFio/wtkMBgMRqeFCcpboPTUVfwTvAgHbluOSx/+ifgVv2Lb8CewbfTTaCzRv2hCHdWpecjedESzRRCAi++sU+tL6T91KIZ+8hhAANLip0gIQAArdydM3v0hRFa6bW0Y2mlslGvtCQ4AsibeYPO5utkiKtoLHKdZxRIoK7C/X30cy578D689u63V1nRGahmSLhdrzH0kBPjvnwS94rGyluDBp0bivS9nw82jbTvLlKul+OjNfTgel6HX+RgMBoPReWGCsoPUpBdgZ+wLaChQehiCp8otaQClxxOxbeRTqqKZjpC37SSgRTgAQH1OCSoTs9Qe6/3cAsxL/BlRj8+FV0w0fCcNwogvn8GClF+7vbG5ofALdNYu7gjg4+9o0DkX3j0AhBCtK6M3kp9Thc/eOagSdedO5qq2udVBKZCWVIramia9Y4rbm4bK8oY24loQlCufP315EvV1Mr3PZ8kU5lfjr7Xn8Pn7h/DDF8eRcKFAZ7U7g8FgdAdYDmUHSfz0H/CNmr396jIKkbhqI6JfuqND52+uqFEJVG3wTZo/qJ17BmLYqic6ND9DN+MnR+DgrhSNxylVVnMbkrBID7z89kT8+OWJVh6XHEdAKW0j6lq+X/v1KQwaFgBZswL6aFFZs34rqwqFgIO7U7WKKrmCx/FDGZg0s6de57REKKX498+L2PJ3gsp/k+MIjuxPR3gPdzz/+gSDmeIzGAxGZ4StUHaQ9HX7NLa6ayFx1cYOn7/0bLLOMZxUDMcIf53jGMYhKNQVsxb0AdDW9pMQoO9AX4waF2rweXv29sKHa+bg1Xcm48GnRuKhZ0aqVgM10dykwNkTufALdL5Wja4ZW1sJnJz1q/auq2lCQ7321UcRR5CfV63X+fQlJ6sSO/5NxH//JJhklTBuXxq2/K1MBWiZq+VrRmo51nx8xKjzMxgMhqXDVig7iLxed8VtY2E5GgrLkfVPHK5+vQW16YWQ2NsgdNEE9H5+IRzD1HsDymrqUXQoXuf5vcf0Y91uzMz8Jf3h7eeI7ZsSUZCrFE1OLjaYNKMHps3tDZEaE3pDQAhBj95e6NHbC1np5TrHi0QEJcW1mDqnF/74SemLqU6AchzBuCmRbWyGNCG10u8SYm1tmEtNXU0z1nxyGIkXi1TpBoJA4eltjydfHougUFeDzHMjgkCx7Z/LWo9fji9EblYlAoJdDD4/g8EwDIJAwfMCJHpe3xjtgwnKDiJ1tIOsSr1lzI3snfk/VMSnKb+hFLKqOiR/vx1pv+7B1H0fw2NY29Z0NWn5EJp151+6DY5sd9wMw0IIwejxYRg1LhTVlY3geQoXVxtwRhKS6rCz169vuJ2dFDY2Ejzy7Gh8+WFcm9aJHEfgH+SM2bdH6z23rZ0UPft4IeVKicZVQp6nGDw8UO9zaoLnBXz01j7kXOsSdON8ZSX1eP/1PVi5apbBuwIVF9agtET73zrHEcSfzWOCksGwQHIyK7Bt42WcPZGjukbHTuuBybOjYKXnTTFDN2zLu4N4j+2nexAhqLyYrkxku2E5iCp48E0y7L9tudKI/Cb0qsAmBFauhi34YHQcQgicXW3h5mFnUjEJAB5eDggOc9VZqDN4ZJDy64hAvPrOFPTp76M6Zu9ghZnz++DVd6fAxkbSrvnn3B4NqmG/neMIevbxQlgP93adUx0XzuQhK71CrXAVBIqmRgV2bzV8Byi5XLPTQguEAAo9xjEYDNNyOb4Ab720E2eO56jSfSorGrHxj3i89789aGqUmznCrgMTlB1k6OondY4hYk6trQ+gNBdvLCxH7tYTbY45RwXCLtBT+8kpRcDM4XrFyuga5OdWYfumRGz+6xLOn8oFf4Ol1IK7Bmh9buz0HnB1u94KMbKXJ154Ixbf/bUIX/66EF+sXYD5S/q3W0wCQK++Pnjk2dGQSEUgRLm93lJJ3qOXJ55eNq6NAX9HOHUkS2tVvSBQHDtkeIsiL297SK20b5HxPDXKdrulUF/XjPSUUuRkVkDQYmXGYFgSMhmPrz46AoVCaHMjSimQnVGhyo1m3DpsrbeDOAR6YsDb9+HCG2vbHuQIJA42kFc3aD0HkYhQdiYJQfNGt36c49Dvf3fh+COfqn+eiIP/jOFw7nnr24gMy6ehXoZvPjuKi2fzlYKKKA3JnV1s8MRLYxDZyxPRA3zx+Itj8POaE2iol4MTEVCBghCC2Ok9sGjpILXntrISG2TLZ8TYEPQd5IfjcRkoyK2GlbUYg0cEIizS3SBiEgDqapt1Ft80NRh+tcHKWoIxseE4sCtF7fyEKPNm+w32U/t8mYyHXMbDxlaiVRBbIrU1Tfhr7XmcOJwJhUIpJF1cbTBrYTQmTI002O/WGCgampD51yHkbj8JvkkG1/7h6PHwDNgHehnk/DVp+SjYew6CgofH0J5wH9rTon8e3ZEThzO0Fg0KAsXB3Sm4bXE/lldpAJigvAX6v3Y3bLxcceHNtWgsrFA+SADfiYMQ/fId2D3xJe0noAAnVb8iFPngdNTnluDiynUgIg6UUhCOA1Xw8IqJxphflxn41TAsEUopVr1zEKktnW1uEDTVVY348M19eOuT6fALcMbQUUHoP8Qf50/loKSoDrZ2UgweHgBnV1tNpzcodvZSTJphPGsgL19HrabsAODmadj8yRYW3NUfKVdLkJtV2aqYieMIxGIOT748pk0BVsrVEmzdkICE8wWgFHB0ssaEaZGYPrcXrKzbvxJsaurrZFi5bDdKimpb/cwrKxrx67enUVneoHNl3FxUJ+di18QX0ZBfpvTzFSjyd59Bwvt/YuS3zyHygekdPresug5H7v0AOf8dVzWMgEDh2j8M49a/DqfIAJ3nYJiGnf9e0TmmsUGOyvIGeHo7mCCirg2hmpKfjExsbCwAYP/+/eaY3qAIPI/ysymQ1dTDqUcA7AO9QCnFxoi7UZtZqNVeaObJr+AxVPOHcHVqHlJ/2oXazEJInewQumgCvMf2Y3fC7YDnBSScL0BpcR3sHKQYMMQfNrado1PQlUuF+OCNfRqPcxzBiLEhePiZUSaMyjxkppXjzRfVtxsFlJ/ti5YOxpTZbQvdDEFToxx7tyVh/64UVJY3QCoVYfiYEEyf1ws+fk6txp45no2vPjoMQloXPhGOIDjUFa+snGTxonLj7/HYtvGyVgH/wZo58Pa1rFxuRZMMGyPvQWNhufpOYwSYduBT/fLgb0JQ8Ngx9lmUnU5qc24iEsHKzQFz4r+HrXfXTX/oLJQW1+LFRzbrNXbkuFC4uNpg6KggBIe5GTewToi+eo2tUBoATiRqU61NCEHfZYtw7GEN29ZikXKbZIh242unCH8Mfu9Bg8Xa3Th/Ohc/rzmJmqomEKLMm5FIRZi9MBqzFvSxeGF+9EAGCAdQDWlrgkBx6mgWHnxqZKfbTm0vIeFuiJ3eA/t3tPVo5TiCoFBXjJsSYbT5rW0kmLUwGrMWRoPnBXAcUfv+aWyQ4btVx67V4t2UtyVQZGVUYNvGRMxf0t9osd4qlCq3ArWJSY4jOLwvDbffM9CEkekme0McGvJKNR4nHIeEj/7SS1BSSsE3NoOIRRBJJcjddgKlJ9SvelGeR3N5Da5+uRmDVt7f4fgZhuHC6TzVNV8XJw9nAIRg+6ZE9BvkhydeirH4Gz5LhAlKIxLxwHTUpBci4YM/QcQiUAWv3L7mBThHBWLCxjctXtB0Zi7HF+Dz9w6pFohbLixyGY+Nv8dDECjm3tHXbPFpo7S4Dn//eh6nj2XrHKuQC1AoBEilXT8H6O6HhsDL2wHb/01EdaXSC1ZqJcLYieFYcNcAk1mAaPMXPR6XCZlMc6chKlAc2JWCuXf2NZpPqTqqKhtx+lgWaqub4epui6GjgjVaTsnlAmprNHcCA5Riq6RIt3WaqcnbdUZ1nVUH5QXk7zoDKgggnPqfv8DzSPluOxJXb0RNSh4AwHtcPwg3XMM1nTtt7S69BaWiSYb03/Yi5ccdaMgrhY2vGyKXTkPYPZMgsbPR6xwM9TQ3K0AI0ehAcSPK2lnluIQLBfj2s2N4+pVxRo2vK8IEpREhhGDwew8idPEEpHy/AzUpuZA42yPk9nEInDUCnIT9+I3J379eUP5Hw/Vk6z8JmDSjh8W1zCstrsNbL+3Qu/+1o7N1txCTgPJvasrsKEyc0QMFudVQKAT4+DnCugPV6cYiN7sKIhHR2pGorrYZtTXNcHYxvmgQBIoN6y5g5+YroFTZMpLnKX7/4QzuuG+Q2rxXiYSDRMJptUwiHIG9g+WljggyOaiO4i0qCMqitWt6smUlUmRjBSoIiFv8DrI2xLV6TvGRBI1C8kaaK2p1jgGA5qo67Ip9ERUXUlV5ng2FFThxLgVX12zBtIOfwtrdSfeJGGrxD3TuUActQaA4dyoX+blV8AtwNnxgXRimaEyAa3Qohn+u22aIYTiK8muQnVGhdYxCIeDsiRyMnWS8bdKO8Pev51FfJ9PrYkg4gglTup/BvUjEmcREnFKKS+cKcHB3CooKamDnYIWRY0IwanyoSsQq5DyOx2XiwK4UVQGLPr87U1WVbv7rErZvSlR93yJ05XIB674/AxtbCUaPD2v1HEIIhseE4NihDI2vReApho8JMV7gHcRtYCSyNh3RnLvOETj3CgYnFqE+rxQJH/6F1LW7oKhrhNjeBh7Do1C473ybp+kjJkGg2/LtGiefWI3KS+nKb1p+xtdW06qTcnDswY8Ru3mFXuditKXvID84u9iguqpRr23vG+E4gnMnc5mgbCfMh5LRJamtbdI5huOIzm09U1NX24yzJ3L0EiQcR+Dr74ipc4xThNLd4XkBaz4+gk9XHsDFc/kozK9BWnIpfv3uNF57dhvKS+sha1bgozf34ccvTyArvRz1dTI0Nsi1foARjiCyl6deHY5ulYZ6GXZs0tw2EoAq/eNmZszvDYlEpDY3l+MIevX1Ro9e+oknUxJx/1RwYpGy+lodAkXvZ25DdWoetgx8BEnf/AdFnTJ9QlHXqFZM6g9Bz0dm6RzVUFiOzL8Pad06z9l6HLVZRWqPK5pk4GXMkFsbIhGHx16IgUjMtTu/nBCgqYn9fNsLE5SMLomrm277GEGgcHM3js1MRykvrddbTI6bHIH/vTu101Ssdza2b0pU5bCqfifXvpSX1mP1e4ew8Y94JF9RFoDouwpCBYrZC/Vvb3krxJ/N09npp6KsAZlpZW0e9/Fzwv+tmAiXa4b4yiIk5bGBwwLwzCuGMaw3NDaeLhjz26sgHAcivmEV+JqoCLlzPCKWTsXRBz6CrLIWVE23so5ARBxcokMQ+fAMnWNLT13VveJJgZLj11eWKaVI/XkXNvd7EL/ZTsOv1lOxffTTyN589FZD77L07OOF5R9OQ69+3u16Hs9T+Pk7GyeoLgzb8u5CVCfnIvOvg2iurINDmC/ClsTCyqV7emu5edihV19vrb6F1jYSDBxuWZ5xtna6xSEhwG1L+mPW/D4miMjwKBQCmpvksLaRmLQopT0oFILWNo6CQJGdUYGCvGqdSf/Kug+iyl+899FhiB7ga9iANdBQr98qi6ZxYZEe+PjbebgcX4DcrEpIJCL0G+wHLx/Lsgq6mZCFY+EQ4o3Ln/6D3P+Og5cp4BIdgtDFsQhZOBZVV3NQclT7yq02HHsEoLGoAvLqegAAJxUjbMlEDPnkMf2KafQU4i2CnVKK449+hpTvt6uEMQCUnLyKA7ctx8CV96Pfq0va/0K6AYEhrpg6uxcuXyjU7wkEsLGRYMhI1jikvTBB2QXgm2U4+uAnyPh9H4iIA+E4CAoeZ176BsM+ewI9H9W9BdMVWbR0EFYs2wWFvG3bLQC468EhJqsK1hcPL3sEh7kiO6NC64rXSAvMXdNFUX4N/tuQgFNHsqBQCLCyEmPMxDDMnN/HZObr+lKYV406HekQhCgdA3SNCQl3h4+fI3wDnBEzIRSOzqar3vXy0e+GUpupM8cR9B3oh74D1XcCslTcB/fAuD9eA98sw8V3fkfiqo04+9K3OPvSt3oLOk30fflOhCyagPJzKaAKHi7RIbBy1V9ke43srXL+0AhH4BWjXMnO+e+4UkwC1/MtgZbyZJx/7Sf4Tx8Gt/7h7X4t3QF900sIUYr4h58dBamFfTZ0BixzeYDRLk48vhoZfyoNRykvQJArAEohNMtx4vFVbaoVuwuBIa547b2pCO/h3upxDy97PPnyGMTEhml4pnmZv6S/RjFJCDBucgTcPCxrq14X2RkVeOOF7TgRd72FX3OzAvt3pmD5iztQXlpv5ghbY7BuD4Rg0PBAPPTMKMy4rbdJxSQA9O7rDRc3W436ieMIevb21Ft4djZ4mRx7pr+KiyvXqfIkAeifn3ATRMTB1t8DIXeMg9haCq9RfeA9tl+7xCQAWHs4I/zuSSAaVuiJiEPwgrGw8/cAAFz9crPGsYDS1zjp6//aFUN3IjjMDR6e9jrH9Yz2wivvTMbAoZa1c9VZMLigzMvLwwMPPID+/ftjxIgR+OijjyAIelTHMTpEXXYxUtfubn3XeiOE4MKbv+jlxdUVCQp1xf/em4oPv56Dl96MxZsfT8dH38zFkJFB5g5NI30H+uHxF2Ngc62KWCQi1+6cgXGTI3HXQ0PNHGH7oJTi60+PQC7j26wUCwJFTVUTfv32lJmiU4+Pn6PO9ANKARtb7XZFVKDo3c78LUPCiTg8+NQIcBxpU5jAcQRSKxHufrhzvZ/aQ+pPu1B08MItnYOIOBCx8qPSLsATU/d/DLGt9S3HNmz1k/AY3kv5zTU/zBZfTNcB4Rj17XOqsRUX0rTmXFIFj6K4i9g393X87joHv7vNxcFFK1ByUnfrwe4AxxHcfq92A/65d/bFsrcnIzLK8grNOgsGXdOllOLJJ59EeHg44uLiUFZWhoceegju7u5YunSpIadiXCN781FlNaMmvUgpqq5koyY1r1v3mPXycbT4vK8bGTY6GAOG+OPMiRyUFNXC1laKwSMCO93KJACkXi1FYV6NxuOCQHHxXD7KS+st5vVJJCJMnN4DWzckqF3MUlbYO2FYTDA2/h6v9hwcRxDWw93srdz69PfFspWTsXHdBSQllgBQ3pz0H+yPhXcPgG9A1/U6vLpmc8eeSAh6PXMb7IO9Ubj3HCilCJg1ApH3TzOYf7DE3gbTDnyCrI2HkfrTTtTllMDWzx2RS6cieOFYiKyu39CIbHRv2dak5KE2o1C1jZ698Qiy/j6EEWue1avyvKszdFQQmptGYt0PZ9DUKAfHKduiiiUcZi+MNlmhXFfGoIIyISEBycnJWLt2LZycnODk5ISHHnoIa9euZYLSSMhrG0E4DlTQnsslr2kwUUQMQyG1EmPUuFBzh3HL5GZX6hxDKVCQV20xghIA5twejayMclw6VwDCEZVZNiGAo5M1nn5lLDw87VGYV43jcZmqD6iWdm/evo548uWxZn4VSiKjPPHKO1NQUd6AupomOLvawtHp1lfZLJ2a1Dz9BpJrbTQ5AqrgEX7vZHjFROP8az+h+moOACBv5ynk/HccQz95DM49DVOwwUnECL1zAkLvnKB1XNBtMUj6+j+dFek3Hm/5/4nHV8FrdDRcegffcrydnZjYMAwbHYRzp3JRUVYPBydrDBoWaBILr+6AQQXllStX4OfnB2dnZ9VjvXv3RlZWFurq6mBvrzuHgdE+nHoE6LzIELEI9iHm23ZjdG/0LXyytG4/YokIz706HmdO5ODArhQUF9TA1t4Ko8aFYOykCNg7KDssPfzsKMTEhuHQnlQUF9Qqzc/HhmDo6GCLe02ubrZwdbOsAihjIraxhqxZd3tIt4ERcAz3ha2PG8LvnYLKy5k4OP/N1sU7FCjYcxbbRjyJWSe/glMP0+349HpqHlK+3w5eEDSnN2mAiERIWrMFI756xkjRdS6kVmKM6IRFjZ0BgwrKyspKODm13j5p+b6yspIJSiMQOHsErFwd0VxZqzbRnIhFCF4wBtZuXXdbi2HZRA/0Va3eacLewQphke4aj5sLTsRh2OhgDBsdrHEMIQS9+vqgV18f0wXG0IuQRROQrEexyuD3HoTvxEEAAEVDE3aMuSa+brqmUl6Aoq4Rp1/8GpO2vmvweDXhGO6HidvexYF5b0Be16DKtaS8oGrbqAmq4FF8NMFUoXYJZDIeBblVoBTwC3BiFd96YtCfkiWa3HZ1RFZSxKx9GfvnvQGAtErcJmIONp7OGPLhIxqfz8vkKDoYj+bKWjiE+sJ9SA/2e2QYFCdnG4ybHIGDu1M0FtfOnN8HYhO1IjQ3Gall2L31KhLOF0AQKCJ6emDyrCiTeVN2hOZmBbLSyiEIFIEhLrCztzJ3SHrR57kFSP1xBwSZQuMY515B8Im9XrCR/e9RyGsbNY6nvIC8HafRUFQBW29Xg8arcU5KIZKK0feVRSi/kAZFkwxWLvbwjR2Ec6/9iIbcUq3PN1TeZ1dHoRDw39+XsHd7MhrqZQCUhXex03pg7p19TdYutbNi0HeZq6srqqqqWj1WWVmpOsYwDgEzR2DawU9x4a1fUbhf2TaMs5IgbMlEDHz7Ptj6ql/5Sfr6P5x//Sc0V9SqHnOKCsSob5+H12iWoMwwHEseGIyGehlOHskCJyKqIjJBoJg+t5fR2kc2Nytw6kgWTh3LQmO9HH6BThg3OdJsq6FHD6Tjhy+Og3AEwrWe2pfjC3HpfAFmL4zG/CX9zRKXJhQKAZvXX8Te7UloalSKMrGYw6jxoVi0dJDFd2lyDPfDlP2fYM/kl8E3tvUVtQvwxKTt77W6ia7NLNLtEUkp6nNKTCIoq65m4+Dtb6MqMUuZL08pQCn8Zw5HwKwRKD1xBck/bNcYLxFx8JvadSv5DYUgUHz1YRwunMlrdePb2CDH9k2XkZ1RgedfGw/OQpsxWAIGFZTR0dEoKChAZWUlXFxcAACXLl1CeHg47OwsJ9m+K+I1OhpT936EpvJqyKvrYe3lorVjQ+JnG3D6ha/bPF6dnItdE1/E9MOr4TG0pzFDZnQjxBIRHnshBtPn9cbxuEzU1jTBzd0OoyeEGc0Dsby0Hu+9tgelxXWqQpnMtHIc3peOqXN64c77Bpp0Nb64sBY/fHEclAKUv/6J1ZIK8N8/CejR2xN9+lvGSiWlFF9/cgTnTua0+oBVKAQc2Z+O7IwK/O/dKRa/Heg9qg+WVG5Bwsd/I3P9QTRX1MDOzx09Hp6J0EUT2lgAWbk66G6LeG2csanPL8WOMc9CVqXMA6U3WPDl7zyNPdP+D6O+ewHJP2xX7/bBEXBScbdtbtEe4s/k4fxp9UVclAIJFwpw5kSO1vSX7o5BpXZUVBT69u2LlStXoqamBsnJyfjuu++wZAlrCWUqrN2c4BDqq1VMyqrrcO5/P6o/KFBQXsCZl781UoSM7kxQqCsWLR2Eh58ZhflL+htNTFJK8enKAyrDdHrDiigA7NpyBXH70owytyYO7k7RKmA5jmDvtiQTRqSdxIuFOHsiR22agiBQZKVX4MiBdNMH1gFEUgn6v7oE8y79gDvz/sasU2sQ+cB0tX6SwfNjtJqIgyPXiniM3znoyupNkFXVqRW4lBdQdioJdZlFGPfnayBiUau4CUcgspIgdvMKlUE6QzMHd6e08Wq9EcIRHNydYsKIOh8GX7tdvXo1amtrERMTg6VLl+LOO+/E4sWLDT0N4xbI2ngEfLNM43HKCyg+fAl12cUmjIrBMBxXE4qQl12ltRBox6ZEkxr+p14t1RqPIFCkXNWeC2dKDu9N0/oBCwIc3J1quoBMhI2XK3o/O1+54ncz11YBB73zgEliSf9tr9bVUiLikP77PgTPH4MFaevQd9lieI7uA68xfdH/zfuwIP13+E0abJJYOzvFhbVa/z6pQFFcWKvxOMMIvby9vb3x3XffGfq0DAPSWFgBItKRIwSgsagC9kFeJoqKwTAcl+MLIRIR8LzmD4jiwlpUlDWYzPuSE+neXhfpMcZUlBTXaf2ABQXKS3Vb8nRGBr//EAjH4fKn/4DyvDJ3kRcgdXbAqO+eh9+UIWqf11RahZQfd6L01BUQkQi+Ewch7K6JkNh3rOVmc5X2ny/lBTSVVQMA7AM8MXAF83vuKPYOViguqtXad7XFKoyhHstOfmEYBRsfV1Beu5gEABsTVTAyOhdyOQ+OIxBZcHK6ViHUapzp2sL2HeiL1KslGivdOY6g32Djb6Pqi6OTtSr3VBP2DqYzR28qrUJtZhEkDjZw6hlo1PxXwnEY/P5D6PPCQmT/exSyqjo4hPogYNaIVh1sbiTnv+M4dOcK8DL5tR8aQfa/R3D+9Z8wedcHcB8U2e447AI8UZuWrzlOsQgOIcyuyhCMHBeK9JQyjccJQZdoNGFMmKDshgTPj8HJJz8H36R+25uIOHiO6sNWJxkqBF7AwT2p2LMtCUX5yjaKffr7YPq83ujdz/I+0MIi3bWuTgJKweTqbrpiwbETw7F1w2XImhVqRRqlFJNnGqfavSOMGh+Ki+e0iBmi7DxibOpyinHmpW+RvemIavvXsUcABr69FCELjduJyNrDGT0enqlzXGViFg4seFN5o6763Sr/I6uqw+7JL2NB2m+wcmlfznDPR2bizMvfaVT1VMEj8sHp7TonQz2jxodi15YrKC+tb3NDynEEzq42iIkNN1N0nQPLXWJgGA2pkz0Grrxf/UGOgIg4DPngYdMGxbAo6uuasW3jZfzf41vw+F1/4fG7/8av355WiUkAuHKpCB8u32eRieoDhgbA2cUGREMOICHApJk9TbrK6uhsg+dfnwCplbhVAxaOI+A4gkeeHY2gUMvZFRg0LABBoa5q8yg5jsDJxQbjp0QYNYb6vFJsG/4ksv892iqXsCYlD4fueBtJ32w16vz6cmX1RuV/1N0o8AJkVXVIW7u73eft8egsuPYN1VgkFHH/VHgMs5ybkM6MjY0Er74zGcFhyr/Blr9LAAgIdsGr70xhLRp1QKgps9JvIDY2FgCwf/9+c0zPAHB1zRacf/1nyCpv8KHsEYCR3z0P75i+ZoyMYU7KS+ux8pVdqCxv0Lrd2QIhwMffzoO7p2V1wspILcMHb+yFrJlXrTi0bOH2HeiLZ14dD7HY9PfUtTVNOLwvDQnnC8DzAiJ6eWL85Eh4eOn/82tuViAxvhAN9TJ4ejsgIsrDKFvAdbXN+G71MVw8mw+QazUpFAiJcMMTL8bAw8u41jlH7v8Q6ev2acz35qwkuLPgn3av/BmaP73mo6m0SusY73H9MO3Ap+0+t6y6Dmde+hZpv+2F0CwHAFi5OaLP8wsR/X93qrrmMAxHRmoZriYUA6Do0dsLYZHu3brhh756jQnKbg7fLEPhwXg0V9TCIdQHHsOiuvUfDgNYuWwX0lPK9M5D5DiCGfN7Y8GSAUaOrP2UldRh345knDicieYmBbz9HDFxWg+MGBti0TmgmqCUYueWK9jyVwKaGuWqx718HHD/kyPQs7dx0lSK8mtwJaEIPC8gvIcHQsLdjDLPjcjrGvGH+1ytXW5ACIZ//iSinphr9Hi08bvrHJVXpCY8hvfCzONfdHiO5qo6VCVmgZOI4do/DCKppMPnYjDag756jeVQdnNEVlL4sy4KZqWyogGpV0tBqbINnynz+m4mJ7MCqUnts64RBIqczEojRXRruHva4877BuHO+waZOxSD8N8/Cdj0x8U2j5cU1eLDN/bhf+9NRlik4T0Hvf0c4e3naPDzaqOxqEK7mATAiUWoTS8wUUSacRsUiaJD8RotfoiYu+VGEVbO9vAa1eeWzsHoXCgUAs6dzMHJw5morWmGl68Dxk2OQHgP4+xI3CpMUDIYBiY7owJHD6ajurIRTi42GD0+TG1uXEO9DL98cwqnjmaptpYJAQaPCMTSx4ebpV9ye8UkoIxZKmU9bo1NbU0TtvyVoPaYshsfxd+/XsArKyebODLjIHXWnQJABQFSV9MKXXX0emqequ2tOigvoAfrVsNoB7U1Tfhw+T7kZFaCcARUoEhPKcPRAxmIiQ3D/U+M0O4TawaYoGQwDATPC/jpq5M4eiAdnEh5ASAcwZ6tSRg1LhQPPDVCtc0ql/P4cPk+ZGdUtMpTpBQ4dzIXxYW1eP39qSZva9eRCxSlwIAhAUaIhnEjp49la7U5EgSKpMvFqChvgKubrQkjMw7W7k7wmTAARXEXNa78UV5A6J3jTRxZWwJmjUDUk3Nx9cvNSs/Ka78nIlL6Vw5b/RScewaaOUpGZ2LNx0eQl10FQGmqDly3QzuyPx3NzQrc9+gwsyw8aKLzJRExGBbKxj/icfRaKzqBp6BU+RUAjsdlYMNvF1RjTx/NRmZaudo8xZYt5OOHM00T+A306uvdrvEcR+Dmbocho4KMFFHnQhAoLscX4O9fz2P92nM4ezIHvB59ofWhpqpJL8FfU9VokPksgQFv3qtcAle3vccRhN87xSQtEHVBCMGw1U9i3PrX4T6sJwjHgZOI4Tt5MKbs+xi9npxr9Bjk9Y1oKquGoIfHMMOyycmqxJVLRVrz2E8fzcZT9/6DDb9f0Dvf3diwFUoGwwA0Nsiwd6vmPsyUAnt3JGPWwmjY2klxeH+aVtNoQpSt78ZNMq4ty814+Tii/2B/XDqfr/UixXEEgkDh4maLl9+ayLa8AZQW1+LTlQdRkFut6nizc/MVuLjZ4rn/jb9lSyAXN1ud3poA4OzSsa4slojX6GjEbl6BI/e+j+byGhCxSLn6R4HI+6dh+JdPmztEFYQQhNw+DiG3j1O19DRFnlvx0QRcfPd35O8+C1AKKzdH9Hx0NqJfvgMSh86/Ut0dSYwvVG1za4PnKbb+cxkKuWAReeJMUDIYBuDq5WLIZNpXBuQyHlcSijB4eKBOSx5KlcU65uChZ0biozf3ISu9QiV6WwSkb4AT/AKdIZWK0G+QHwYNC4BYwsRkU6Mc7722F5Xlyt/ZjcKvurIR77++B+98PvuWtqKHjAzCb9+fhkKufsWT4wh69fWGs2vXEhEB04fhjvy/kbv1BKqTcyFxsEXQvNGw8zd88ZGhMFXBRNbGwzh4x9vK+a5dUJrLa3Dp/T+Qu+0Eph9exURlJ0QQhJa28Xqxa8sVTJkdBRcz/+0zQclgGAC5DjF58zgXN1uUFNVqXaF0MVMenL2DFV5/fyrOnszBsYMZqK5qhIeXA8ZMDEf0AF+LSwS3BI7HZaK8tF7tMUGgaGpU4MDOZCy4q+PWSnb2Uiy8awD+/Plcm2McRyASc7j9noEdPr8lI5JKEDx/jLnDsChkNfU4cu8HAKVtVrIoL6DyciYuvvM7Br//kJkitCyqqxpx6kgWqqoa4exig+Gjg+HorN9qPqXUpFXVoRHu7dzGJjh1JAtT5/QyWkz6wAQlg2EAAkNc2jVuTGw4ki4XaxxHqbJVn7kQS0QYHhOC4TEhZouhM3HqaJbWFAZBoDhxOPOWBCUATJ3TC1bWYmz8PR61Nc2qxwOCXXDfY8MsqtMOw7hk/HkAisYmjctYlBeQ/O1WDFyxFJyk+37UU0qx+a9L+O/vBFBKVbst638+hzm398Xs26PVisW0pFLs2JyIi+fywSsoAkNcMHlmT4wcF2r0m+qefbzg4+eI4sJavYQlxwE1NU1GjUkfuu+7jMEwID5+TujR2xOpV0vVXgA4jiCshzv8ApwBAH0GeMPRyRo11W0vAhxH4B/kjBFjQ40dtsmoKKtHRmo5OI4gMsoT9o6GqUyklCI1qRQZKWXgRAR9+vnCN8DJIOduD40NMp1dhZoatXsq6sv4KZGIiQ1HypViNNTL4eltj8AQJiS7G1WXs8CJxRDkmt9Xsup6NBZXWnR6gLHZufkKNq+/pPq+JR2F5yk2/XkR1jYSTJndun3lsUMZ+H71MRBCVNfznMwKfP/5cSReKsRDT48yqqgkhOCpZWPx7qt70FAv0ykqBYHCzYz+xS0wQclgGIgHnhyJlct2oa62udUFgOMI7OyleOjpkQCU/pPvv7YPtRruKH39nbBsxWSLL3RRKIRW/W7VUVPdhLVrTuL86VyV4BKJOYyJDcPi+wffki1SYX41vvzgMPJyqpQ9u6mysj56oC8efW407B1MZ6fhF+CM3OwqVVX/zXAcgY9/x/wSBYHiakIRSopqYWsnRd9BfrCxkaBXX59bCZnRyRHZWkGfRncim+7bf1rWrMCWv9V7t7aw+a9LmDAtEpJrueAV5Q344fPjKm/XFlr+e/xQJnr39cHoCWFGixtQXlPeWT0Te7cnY/fWq1rTqkRiDsNjgo0ajz4wQWlAqlNykfPfCfCNzXDtFwb/6cPAiS1bFDAMh5ePA976dAZ2/puIuH1paG5SwMpajDETwzF9bi9VB5ydm6+gqKBG44pWXk4VGuplsLO3nA8CSikSLxYibk8qMtLKUVvTjOYmBTiOoO8gP8yY1xuRvTxbPaexUY53/7cbxQWtc0V5hYBDe1JRUlSLF9+IBdeBFohVlY1455XdqK+TKeO7QcAnxhfiozf34fUPppmsV/f4KZE4HqfZ5kkQKGKn9mj3eRMvFuLHL06gvOx6fqZUKsLMBX0we6H6rTpG9yBo3mhc/ugvjceJiIPH8ChYu5l+xd5SuHKpqFWLUnU01MtwNaEIfQcq7afi9qZqLYYhBNizLcnoghIAnF1tsfDuAYiZEIY3X9qB5iaF2tXKO+4ZaBF+lExQGgB5XSOO3Ps+sv89CsJxAEdAFTxsfd0w9s/X4B3T19whMkyEq5stljw4BIsfGAyZjIdUKmr1oU8pxYHdKToteY7sT8Nti/ubIGLdKOQ8vvr4CM6fym1zTBAoLp3Lx8WzeXjo6VEYNf76Nn3c3lQU5asXzpQCiReLcOl8AfoP8W9zPC2pFPt3JiM7owJSazGGjAjC2Inhqq3yfduTUF+nfitIECiy0itw4XQuhow0jT9mRJQHYqf3wP4dyW2OEQIMGOKPYaPbF0vK1RJ88vb+Nq9RJuOx6Y+LUMgFzF/S/1bC7hB5OVXIy66EVCpGVF9v2NiwntLmwGNYFLzH9kXx0ctqjd8pL6Df/+4yQ2SWQ0ODTK9xjQ3XRWdWerlWux5KgZzMSpMW6nj7OeKND6bh1+9O4WrC9dx7FzdbzF/cHzGxxhe3+sAE5S1CKcWB+ctReEBpWk0FAbj2t91QWI7dk17CrDNfwzW66+TDMXRDCIGVmu3c5iYF6m4oplAHpRQlRbXGCq3dbPw9HhdOtxWTLbQInh+/PI7e/X1UPohxe9J05hWuevcg7B2tMGpsKCbPioKruy02rIvHto2XVcnzAJCVVo7t/17GsrcnITDEFUcPZmgV5YQjOB6XaTJBSQjB3Q8NgX+gM3ZsSkRpSR0AwMnZGpNm9sT0eb3bvRL7z28Xrm27qT++fdNlTJrRQ+9K1VulKL8GP3xxvFV7TqlUhCmzo3Dbon4dWmlmdBxCCCZsehv75ryGkqOXQa7thlFBACcSYcTXz8J/6lAzR2levH31SzO5cZxYLNJaYKccQ0wiJimlOHk4C3u2XUV2RiVEYuWOUPQAH4RGuCM03M2i/u6YoLxFSo5dRsHetjYeAAAKCDIFdo59FpN3fgCPYVHqxzG6DVKpCCIR0WpQTTgCWzvDb3fXVDViz7YkHN6XhtqaZjg6WWPs5AhMntFTY5FMU6Mc+3Ym6xSGgFJYHt6XhtkLowEAVZW6fTQpBWqrm5Vx7U/DjNv6YNvGy6rz3TiusV6Oj98+gE++m4eGOu0rD1SgqFVT8GRMCCGYMDUS4yZHoLK8AYIgwNXdTtVusz1UlNUj5UqJ1jGCQHH6eA4mTm//Vnp7KS+tx4plu9BQ3/rnLpPx2LrhMmqqm3D/EyOMHgejNVYuDpgetwrFRxOQvfEI5HWNcI4KRPi9U2Dt3n23ulsICXeDf6Az8vOq1a46thRA3uiO0G+wH86eyNF4To4j6De47a6KoaGU4scvTuDIgXSVwOV54PKFAiScz8cjz41GeA/LKrayHGnbSclYf1B1Z6gJWVU9do5/HuXxaSaKimGpcCIOQ0YGaS1kEXiKoaODDTpvWUkdXn9+O7ZvSkR1VRMEgaKqshH//ZOA5S9u12iinp5SBlmz/q3csjMqVP93asfKWYtX479/XlTbZa9lTHVlI84cz4abp/aKRo4j8PRx0Ht+Q8JxBG4edvDwcuiQmATQyhJI2zzqXAKMwdaNl7VWm8btTUNeTpVJYmG0hhAC75i+GLbqCYz+4UX0eeF2JiavQQjB/U+OgFjMtbnmchyBWMy1uREaPjoYzi42Gq/RlFJMM4Hf4/G4TBy51sr3xht6QVAWH36/+pjZml9oggnKW0RWVad9bfwaglyB86/9aIKIGJbOzPl9IBIR9e2JOYKoaC/0uKnA5Vb5bvUx1FwTkjdCBYqKsgb89NUJtc9rj7kuIQSSGyrTx0wM1ygONc2lUAha/5w4EcHVS0WYMCVS67kFgZq8baUhcXbVLcZ5nsLV3fjm9wIv4NiBdO15vyKCY9c+/BgMSyIs0h2vvz8VfQZcd0UgBOg70BevfzgNIeFurcZLrcR4+e2JcHSyVo0FlDtHHEfw0DOjEN7T+CuDe7cl6bzGxe21rEUqtuV9iziE6mfdQXkBeTtPo7GkEjae+plgM7omAcEueHH5RHz18WHUVDVBJCKgVHmB6DvID48+N8qg+TkFudVITtS8faosrClAaXEdPLzsWx0LCnXVuUV/43kG3FBgM25yBA7uSUVZcV07uz5ohwIYOykcxw5lIDujQu25R40LRUSUZW0HtQcnZxv0HeSLyxcKNf7sJFIRhpogR7SpSaGzrSiosvKewbBEgkJd8cLrsaipbkJNdROcnK3h4GitcbxfgDM++mYuTh3NxsVzeZDLeYSEu2PspHCTtDeklCI7o0Jne96M1DKjx9IemKC8RSLun4aL76zTbzAFGouZoGQoOyF89sN8xJ/NQ25mJaRWIgwYEmAUU+7M9HK9xmVnVLQRlI5O1hgWE4KThzN1Vqa7edhh0LAA1WO2dlL8790p+OGL40g4X9Cx4G9C4CkiozwhtRLj/1ZMwt+/nMeR/WmQX+tvbWcvxdQ5vTDztt6d3lLnjnsGIjlxF+QyXr1VyL0DjZJrezPW1mJIpSLtopJAVYzFYFgqjk7WqpVHXUitxIiJDdO7glou55FypQTNTQr4+DvCx6/j13JCCDgR0V54SACJhdkSMkF5izgEe2PAW0tx4Y2fdQ8mgI0XE5MMJWIxh8HDAzF4eKDR57mVcXc9OAS5WZXIy67UeMfs5mGHl96cCLGk9QXO2cUGL74Ri+LCWqQllWLdD6fRUK/dF04ThChF6rBrBr42NhLc++gwLLx7APJzq8BxHAJDXFQGxZ0d/yAXvPbeFPz67elWldUurjaYv2SAyaxCOBGHURPCELcnVeMHnMBTjDKBLx+DYWlQSrF761X893eCyhcXUFqJLX18uKo7WnvpN8gPF07nafybo1RZQGRJMEFpAPq/dhckDjY4/dwajWOIiIPflMFsdZJhcqKivXVuW0ukojbG5C3Y2Uvx+vtTELcvDYd2p6KstA5isQjOLjbwDXDGkJGBGDQsoI2YvBEvHwd4+TigtrYJf/6k3hWB4wgie3nA29cJh/aktrIN4jhlfuZzr41vY8dkaydFRE/D5pxaCoEhrnjt/akozK9GSWEdbO0lCItwN7lVyKz5fXD6WBYa6+VqP+DGTgqHf6CzSWNiMCyBf/+8qLYbT3pyGVb83y68+fF0ve2L8rIrEbcvDaXFdeAVgkYxyXEEDo5WqptrS4EJSgPR+5n5kNc04MLytW2OEY4DJxVj4MoHTB8Yo9vj6GSNMRPDcWhPqtoVRkKA2KmRWrdPrawlmDwzCpNn3pr11ZRZUSgprMX+nSkqwdjyNSDYBU++PBb2DlYYMNQf+3ckI+daOsCQUUGIndoDbh7m71drDnz8nG5pC+1WcfOwwxvvT8P3XxxH2o0+lFYiTJml9KHsaiiaZKi+mg0QAueoQIisLKdzFcMyqChvwH//qG/tKAgUzU0K/Lv+Ih57PkbreSilWL/2PHZtudLqutgC4QioQFX2QfaOVnj5rYlqvY7NiWVF08np99pdkNjbIH7Fb8rq72s49wnGqO9egFv/cDNGx+jOLH5gCCrLGxB/Nv/6BUtEIPAUg0cEYuE9A00SByEE9zwyDKMnhCFubxqKC2tgZ2+FEWNC0H+Iv2rbvf9gf/Q3gdcbQ3+8/Rzx+vtTkZdThfycKkikIkRFd71OObxMjvg3f8HVNf9BXqNseSl1cUCvp29Dv/8tYe10GSpOxGVCmwu6IFCcOZaNpY8Nh7WWv5N925Oxa8sV1XNu/EoI4OllD09vB4glHPoP9seIMcGwsra8vzsmKA0IIQS9n1uAno/PRuHBeMiq6uAY6Q+3ARGdvkAAUN5F8U0ycFIxOBG7qN4KjY1yNNbLYO9oDanU+D9LqVSEZ/83HkmXi3H0YAaqKhvg6maHmAlhiIjyMPn7MzTCHaER7iadk2EY/AOdu+z2tqDgsX/O68jfexa4YbtRVlmL+Ld/ReXlDIz/6w1li12GUVHIeVyOL0RVZSOcXWzQp7+P1rQac1BZXg+OI+C1FM/wPEVtTZNGQSnwArZtuqzx+ZQCxYW1ePZ/4+Hrb9n+okxQGgGRlbRLtbxSNDQh8bONSPp6CxoKykHEIgTNHY3oZXfCfWCkucPrVGSmlWPz+ou4eC4flCpzF0ePD8XcO/rC2ch2FIQQREV7Iyra26jzMBidlawNccjffUb9QUqRvfEI8nacQsDMEaCUovBgPJK/2YrKxCxIHW0Rcsd4hN83BVbO9urPwdCLY4cy8MdPZ1u1qbV3sMKi+wdh9HjLKf5ycrbR2vcbUOY72juo70QGAHk5Vaiq0G65RQhw6Vy+xQtKdpvF0Iq8vhE7xz+P88t/RkOB0n6GKnhkbz6K7SOeQt6u02aOsPNwNaEIK/5vFy6dL1DtkMhlPOL2pmH5iztQUVZv3gAZjG5O8nfbAC2rj0TEIfm77aCU4vhjn2H3xBeRvfkoqq9mo/TUVZx+4Wv82/t+VKfkmjBqJZRSyGrqwcs65qJgKZw4nInvVh1rJSYBoK62Gd+vPo7jcRlmiqwtw8eE6LRTGzgsADa2mvNvFQpB5zyEEMjl+ncsMxdMUDLQXFmLi+/8jn9CFuNX22n4O3gR4lf8huaKGlxc+TvKz6W22v4BlKJSUPA4tGglFA2m7ZncGeF5Ad98ehSC0LZyTxAoaqqa8OfPGnrCMxgMk1CTkg8Imj/gKS+gJjUPSV//h5TvtisfU9zwQU8pmkqqsHfmq6BazmNIFA1NiF+5Dn/5347fnWfjV9tp2DfnNZScSDTJ/IZE4AWd18H1P58Dz5vmZ6sLDy97TJrZU+2xltaO8+7sq/UcPn6OkEi0SzFBoAgOc9M6xhJgW97dnIbCcuyIeQZ1WcWqC2B9Tgni3/oVKT/thKyyTvOFkVLIq+uR+fchRNw31YRRdz4uncvX2klEECjOnshBTVUjHNvRA5thfkqL67B761WciMtEY4McHl72iJ0WiXGTIyC1sCpMhnasXB3QUKCl+wghkLjY4/LHfwEEyrZNN0F5HrVpBcjbdQYB04cZLVZAKSZ3TngB5WdTrl+nBYq8HaeQt+MUxq1/HcHzxxg1BkOSlFiMah0dl6qrmpB0uRi9++nXpc7YLL5/MGxtJdi5+Uor839vP0c89PRI+Adptwq0sZVi1PhQHN6nvr0pxxG4udtZzOvVBrvadXOOPfQJ6rKL24hGKgiozysFdNwJchIxKi5azhaEpVKQV9PKV1EdgkBRXFTLBGUnIjOtHO+/vheyZoXqd1tUUIM/fjqLk0ey8H9vT7TIakyGesLumoizr/7QZkfmOhSBM0fg/Gs/aT0PkYhQdDDe6IIy4YP1rcXkNSgvAITg8L3vw3fSIEgdO4fdVk21frtdNVWWsyvGcQS3Le6PafN64/KFAjQ2yuHr74SwSHe9ix1vv2cQ0pLKkJ9b1apgnOMIpFYiPPHymFY2QpYK2/LuxtRmFiJv5ynlxUcdemwrUEohsmb+bLqwshaDamvMqhrHxEdnQeAFfPF+XCsx2QKlQEZaOTb9cdFM0XVfqlNyUXzsMuqyi9v93MiHZsDWxw1EjTUQEYvgEOKDoHmj9TqXPn/vt4LA87j69X9ad5D4xmakr9tn1DgMiaubfsLXxd34/bTbi42NBENGBmFMbDjCe7TPOcPOXorXPpiK+Yv7w8VN+dqsbcQYNzkCb386EyHhlr/dDbAVym5N+bkUtVs2bdDis0UVPAJnjzBsYF2QgUP9se577QVMHp72XdaOpSty6UIByrUUUlGB4uCeVNy2pL/FGRB3RQoOXMDZl79F+flU1WPeY/tiyCeP6e1GYeXigOlxn+HA/DdRcTEd5FpHIsoLcBsQjvEb3oStrxtsHVArAAAAaGxJREFU/dzRkK95a5zKeXiN7nNrL0gHTaXVaC6r1jqGiEWoTMg0ahyGJLynBzw87VFWWqf+I4cA7h52iIzqep2xbGwkmLUwGrMWRrcxNu8ssBXKboy6u3C1aBCTRMTBc1QfeAzvZcCouiau7naIiQ2DtpvWuYv6dsqLSHclM7UcnEj776u5SYHiwloTRdR9yd1+Ensmv4Ty+LRWjxcfvYwdo59B2dlkvc/lEOqL2ee/xfTDqzDw7aUYuOJ+zDzxJWae/Ar2AZ7gRCL0fna+ModSDUTEwS7AAwEzjXujLbbRY2eI6jnOQuA4grsfUVru3XytJET5I7/74aFd/jrZWV8fE5TdGO8xfcFJta+ccBIxBq68H4TjQESc8us1Ieo6IAKx/77dJUzbTcE9jwxT9V7lOAKRiIAQAo4juPM+y/JXY+hGLOb0WuFv6f7DMA4Cz+P4I58q73tvTj3gBQgyBU48sbpd5ySEwGt0NPq+shh9ly2Cx7CoVte5Xs/OR8jt45Vjb+irTjgOUic7TNz6jtE76kid7OE5uk+r+W+GKngEzhll1DgMTb9BfnjhjVh43dT/2svHAc+9NoF10LJg2D5MN8bK1RGRD85A0jf/qU1CJxxB+NIp6PfqEoTdPQmpP+1CdXIOJPa2CF4wBr4TB7KOEe1AIhHhsedjMGtBNE4eyUR9rQweXvYYNT4UTqwQp9MRPdAXG36P1zrG1d0W3jd9MDIMS+G+8yqPXHVQQUDZmWRUXc2Gc1SQQebkRCKM/f1VhNw+Dklfb0HllWxIHWwRcucE9Hx0Jmy8XA0yjy76vboEe6e/ovYYEYvgNjACXmO029ZYItEDfPH+l7ORlV6BqooGOLvaIjjM1aiLF1WVjUhLLgWBcuu9o9dknheQdLkYNdVNcHO3M0snMnPBBGU3Z8jHj6Iuuwh520+BiEWgCh5EzIEqBPhOGoxhnz0BALAP8MSA5feYOdqugX+gMxYsGWDuMBi3SHCYG3r28ULKlRKN1fszb+vTabevOgu1mUV6jzOUoASUq5FB80brXaRjDPynDsXIb59XrsAKVLknTAiogodrvzBM2vpOpxUzhJBrxSjGLUhpqJfh129P4dTRbNXfMccRDB8TjHseHqrVlPxmjh3MwPpfzrWqQvfwsse9jw5D9ABfg8duaTBB2c0RW0sx8b93UHjgAlJ/3oX6vFLY+bkj/L4p8I1lK5AMhjaeeGkMPnpzH3IyK1W2UJyIQOAppsyOwoRprDWpsbFyddBrnLVb11wp7vHQDATOHoHUn3ej6koWxHY2CJ4fA58JA9j1WwdyOY8P3tiLnMzKVjeFgkBx8nAWivJr8L93p+jVQ/zw/jT8+MWJNo+XldThk7f346U3J3YKL8lbgQlKBggh8I0dCN/YgeYORSPy+kYUHrgARX0TnHsHwzU61NwhMRhwdLLGmx9Px4XTeTh5JAsN9c3w8nHEuMkRCAo1zbZnd8d/+jCI7ayhqNfsTWgX5AX3IT1MGJVpsfFyRd9li8wdRqfj5OEsZKVXqD0mCBQZqeU4dSwbo8Zp/7yRy3n8+ZP6Dj+UKguK/vjxLFauntlpV4z1gQlKhkVDBQEXV65Dwsd/Q1F3vYOC+5AeGP3jS3DpE2LG6DoPcjmP86dyUZhfA2sbMQYNC4SHl725w+oSiEQcBo8IxOARgeYOpVsisbdB/9fvxtll32scM/i9B9lqHaMNcftStbnigRAgbm+qTkF58Vw+GuplGo9TCuTlVCE3qxKBIV33RpMJSoZFc+bFb5C4amObx8vPp2J7zDOYdXoNnCJY1Z82LpzOxfefH0d9nQwikXJb9s+fzmH0hFDc99hwSPTYzmEwLJk+L90ByguIX/Er+GY5CMeB8gIkDjYY+unjCL1zgrlDZFggFWUNGsUkoBSCFWUNOs9TXaG9XWQLVZWNCOzCayBMUDIsltqMAiSubismAaUdiKK+CRdXrsOYX5aZOLLOQ3JiMT5/Pw7Ctasmz1+/eh47mAFeIeDR52PMFR6DYRAIIej7ymL0eGw2cv49isaSStgFeCJo7iiIba3NHR7DQnF2tUFFWb3WFcqWzjXacHLVryLc2aVru3mwPQCGxZK+bp/WbSqq4JG5/iAUjc0mjKpz8e/6a63/1FwwKQVOHM5CYb72bhsMRmfBytkeEUunou//LULY4lgmJhlaGTMxXOcK5ZjYcJ3n6TfID7Z2mqvBCVG6ewQEu3QkzE4DE5QWTsmJRBy+931s7vcgto18Cpc//QfNld2j80ZDYQWgw3JFkCvQXFFjoog6F7U1TbiaUKzR0gZQ2mOcOpptwqgYDAbDMhg5JgQBwS5qrb04jiAwxEXVjEIbEokIi5YOUnuspQZn0f2DunRBDsC2vC0WSinOvfIDEj5cr/KHBIDSU1eR8MF6TD3wCVx6B5s3SCNj6+Oq1nD9RjiJGFYu+tmGdDca6uU6xxBCtCaTMxgMRldFaiXGshWT8NNXJ3D+VK5qtZIQYNDwACx9fDikUv1yzMdMDIdIxLXxoXT3VPpQ9unPfCgZZiLjj/1I+HA9AKjEpPIbiuaKGuyZtgwL09eBk3TdX2HYXRNx4a1fNB4nYhFC7hzPtrU04OxiDYmEg1wuaBwjCAI8vZkgZzAY3RN7Bys8vWwcykvrkZpUAgCI6OkJNw+7dp9r1PhQDB8TfL1TjocdInp2n045bMvbQkn46C+N272UF9CQV4rszcdMHJVpcQj1Ra+nb1N7jIg4iG2t0O+1u0wcVefBylqCEWNDtXdqIUBET3fTBcVgMBgWiJuHHYbHhGB4TEiHxGQLIhGH3v18MGJMCCKjPLuNmASYoLRIZNV1qLyUoXW7l4hFKDxwwYRRmYehnzyGAW/eC7F96+o4t4ERmHH0c2YZpIP5i/vB0dlas6ikwPIXduDArhTTBtaFaGyUo7iwBnU1rDiMwWB0X7rufmknhurIG7w+TvNWZleBcBz6v3EPer+wEEUH4yGva4RzryC49g0zd2gGpaFehkN7U3FkXzpqa5rg6m6H8VMiMGp8mN45POpwdrXF8o+mY/3aczh1JKvN8ZacoV++OQVPb/tukedjKEqL67Dpj3icOpqlsmOKHuCLObdHw8ffCba2EnAids/OYDC6B0xQWiBSZ3s4RvihJi1frd0LoMyr9BrVx7SBmRGJnQ0CZo4wdxhGoaK8Ae++uhtlJXUqgVdX24y1X5/CoT2pWLZiEmxsNVtS6MLVzRaDhweqFZQtcBzB9k2JTFDqSXFhLd5+eSca6mWtqugTLhQg4UIBAMDaRoyxkyIwc34fODqxPF8Gg9G1YbfPFgghBL2fX6hRTBIRBys3RwTfPs6kcTGMw7efHUV5aWtz3Zb/52RWYt0PZ295jovn8rXmUgoCxZVLRVAouv6qtyFY9/3pNmLyZpoaFdi7LQlvvrgDVZX6ddJgMBiMzgoTlBZKj4dmIPzeKQCUArKFlmKUiVvfgdi6fatWddnFSPttL9J+3YOa9AKDxsvoGHk5VUi6rNkrUhAoTsRloramSe1xfeEVvKb7k9bz8UxQ6qK8tB6XzhdoFZMtCAJFZXkD/vzp1m8KGAwGw5JhW94WCuE4jP7pJQTOHYWkNVtQmZABsa01gheOQ8/HZ8M+wFPvczVX1uLYQx8j+9+jrVY9/acPw+ifXoKNZ9d277dk0pJLdY7heQFZ6RWIHtDx7ejgcDec1LLlDQDevg6QWrFLgi5KitrXWEAQKE4fy8ZdDw2BgyPb+mYwGF0T9ulhwRBCEDRnFILmjOrwOfhmGXZNfAmVl9LbbKHn7zmDneOfx6zTayCx69o9Ri0VTk9LCa3WP3owenwYNqyLh1zGaxwzeWaU2sebGuU4cTgTKVdKAEIQFe2FYaODYdVNxae1jaTdzxEEiuKCWiYoGYxOSlFBDfKyqyCRitCztyesrNt/HejqdM9PhG5E5l+HUHEhVe0xqhBQnZSDtF/2IOrxOTrPJa9tQMpPO5H68y40FlXALsATkQ9OR/g9kyG2sTJ06N2Cnn28dI6RSEUIjXC7pXnsHazw2POj8eWHhwFAtV1LiDJfc/CIQIyfEtHmeSlXSvDZOwfQUC9XidrjhzLw9y/n8cIbsQgJv7W4tCHwAk4cycK+7UnIy6mCVCrGkJGBmDwrCr7+TkabVxdBIS5wdbdFRVlDu54ntep4tT6DwTAPxYW1+HnNCVxNKFY9Zm0txtS5vTDn9r63fLPflWA5lF2c1LW7dPTDJkj9eafO8zQUVeC/wY/i9PNfozIhA00lVSg/n4oTj6/C9lFPQ1ZdZ7iguxGe3g4YMNRf40WJEGD85IhbqvJuYdDwQLz58XQMiwmG1EoEjiMICHbBA0+NwBMvxrSxuCkvrcfHb+1HY4OyhaMgUJUQrauT4cPle1FTZZxiE4EXsOaTI/hu1TFkppVD1syjrrYZcXvT8Ppz25B4sdAo8+oDJ+Iwb1G/dj3H1d0W/kEstYTB6ExUlNVj5bJdSE4safV4U5MCm9dfwm/fnTZTZJYJE5RdnIbCCu39sClFY2GlzvMcXfohajOLlMtZLae79v/KhAycfOoLwwTcDXno6ZEIDFGKjZYd8BaBGT3AF7ffO9BgcwWFuuLR50bj+78W4+dNd2HFZzMxJjZcrV/i/l3JkMv5VtXnLVCBorFBjri9aQaLrfXcKThzPEc51w3zCwIFrxDw+fuH0NSou1e5sRgTG45FSwdBJCIg5PrvTRNsJYPB6Hxs25SIutpmjQV4B3aloCC32sRRWS5MUHZx7AM8W1WJt4EjsAvUXuBTnZqH/N1nWvcUvwHKC8hYfxCNJbqFKaMtdvZWeP39qXj0+dHo3d8HAUHO6DfYD8++Og7P/W88JBLzbJWePZ6jtZKZUuDMiRyDz0spxe7/rmqdt6lRgROHMw0+d3uYOqcXVv+8AIvvH4zY6T1U2/CciIDjlP8IAeYt6oexk8LNGiuDwWgfAi/gyP40rddAjiM4ciDdhFFZNiyHsosT8cA0FOw7p3mAQBH5wDSt5yg5nqhzHqrgUXYmGQEzhrd6XF7fiPydp9FcUQuHUB94j+8PTsRyyW5GLBFhxJgQjBgTYu5QVMi0FPC0Z0x7aWyQo7RYewoFJyLISCnD+CmRBp+/PTg4WmPyrOvFTJlp5Th5OBN1tc3w8HZAzISwW+oLzGAwzENzswKyZt3Xt8qK9uVSd2WYoOziBN8Wg6SYaJQcS2zTqpGIOLgOCEfokolaz0E4/RayyQ1bepRSXP7oL8Sv+A2K+useinYBHhj13QvwmzKkHa+CYQ6CQ11RXdmo8Q6d4wiCw1wNPq++W8OW2NYwJNzNqIVKDAbDNFhZiSGRirQ6Y4AATs7MIaUFy7siMwwKJxFj0o73EPHANHCS6/cPRCxC6OJYjPl1GcpOJ6HiYjqoumQ5AN5j+upMEuOsJPAY3kv1/aX3/sDZZd+3EpMAUJ9Xhr0zX0XhofiOvyiGSZg4o4fW7R5BoJg4rYfB57W2kSAs0r3VDUqbuXmKhnoZykvrDT4/g8FgcCIOo8aFau8wxlOMGh9qwqgsGyYouwESOxuM+vZ53FHwNyZufQcT/1uJ6UdWo7m8Gv/2vh87xz2HLQMexsbIe5Cx/kCb59sHeSHottEaczEJxyFi6VRYuTgAUBqpx6/4TX0wlIJSirPLvjfY62MYh979fDBpZk8Are8nWoTerIV9EN7Twyhzz7itN6iOTjRnjmfjhYc3Ycdm3SkZjM6FvLYBTWXVbXZVGAxTMnN+H1jbSNSKSkKAUeNCERjM3BtaYIKyG2Ht5oSAGcNh6++O3bEvIG/n6VZm57UZBYhb/A6Svtna5rmjvn8RbgOVPoUtW+AtAtN7XD8M/eQx1djsTUcgyLRU4AoUZaeTWPtHC4cQgiUPDMYjz41CYMj1re2QMFc88dIYLFgywGhzDxoeiNvvUZ5f0woBpcp/f609j1NHs4wWC8N05O06jR1jn8U6p1n40/M2rPe7HfEr10HRJDN3aIxuiIeXPV5/fyqCQlun9ojFHKbMjsIDT40wU2SWCaGa9jmNTGxsLABg//795pi+25L971EcvP0tUC09m0XWUtxZ+A+kTvaggqASkLxMjuyNR5C6dhcaCsthH+SFyPunI2DWCHDi64U2l977A+eXr9VYFd7CjGOfw3NEb8O8MIbRkcuVv09TVp3n51Zhy98JOKWlbSQhgF+AM1aungmiZ+chhuWR/N02HH/0MxAR1/r6xBF4jeqDybs/hNj61v1YGYyOkJ1RgbzsKkitROjV1wd29t3nvaivXmNFOd2I0tNJOsUkAPDNchy8cyXKz6WguawaVq4OiFg6Db1fWIjQRRMQumiC1ufb+nvoFJMAYOvn3q74GebFHPZFfgHO8PF1BMcRjfmclAJ5OVWoKGtgFdWdlIaCMpx4YjUAtL0+CRTFxy7j6pebEf3i7WaIjsFQevjevFLJaA3b8u5GJHy4Xr+BlKJgzxk0lykNW5srapG4agP+G/gIajN0b1MHzRsNsZ3mnsVExMFnwgDYB+puO8hgyGS8TuNwANqrMRkWTcpPu7QPECiufrXZJLEwGIyOwQRlN4EKAnL+O65zdfL6E276lhfQVFaNI0s/1PlUib1Nq5zKGyEiDpxUjCEfPaJfHIxuT2CIC3hee2aOlbUYru62JoqIYWiqrmS1uebcTH12MculZDAsGCYouwmCgtdrG1obVMGj+EiC8uKvgx4Pz8SYX5fB1r/1trbbwAhMj1sFtwERtxQLo/sweEQg7BykGlcpOY5g3OQISK1YBk9nRWxrDejwHyUiDpyZukYxGAzdsCtwN0EklcA+xBt1WUU6VwJ0UX4hDc69gnWOC7trEkIWTUDpqSTIKmrgEOqj1/MYjBuRSER44sUx+HTFAQgCbZVLSQiBf5Az5t3Z14wRMm6VoLmjkPrTTo3HiViEwFkjWJctBsOCYSuU3YheT84DcOtVsCIrid5jOZEIXiN7I2DmCCYmGR2mdz8fvPHhNAwZGQhOpHwPOzpbY84d0fjfu1NgY9t9Ki67In7ThsIlOgRErEYwEgCUIvrlO00eF4PB0B+2QtmN6Pn4bORsO4GiuIuAmorZnk/MQeqPO8FryVPipGL4TDCe/yCDoYmgUFc8/uIYCLwAuUKAVCpiNkFdBE4kwuRdH2DvjFdREZ+mFJZEmWYjsrHC2N9ehcewKN0nYjAYZoMJym6EyEqKiVtW4L8hj6MmObf1QY5DynfbETB7JLI3HVF6sdwMR9Dj4ZmwcnU0TcAMhho4EQcrC+zjzbg1bH3cMPvcNyg8cAE5W46Db5LBtX8Ywu6aCKkjs4NiMCwdJii7GcnfbkNNSl7bA4IAgVLk7z6D4PkxyNpwGEQsAlXwqq9Bc0djyMePmj5oBoPRLSCEwDd2IHxjB5o7FAaD0U6YoOxGUEpx5fNN6lcflQOgqG+Ez4SB6PPiHUj9WdkRx8bLBRH3TYHH8F5G22JsKq9G6akkgFJ4DO0Jaw9no8zDYDAYDAbD8DBB2Y1orqhBfW6p1jFEJEL5uRT0fHQWPIb2NHpM8vpGnH5uDdJ+2QNBrlDGIBYh/O5JGLbqCUgcLN9bUOB5ZG88gqRvt6ImJQ9Wrg4IWzIRkQ9OZ+kBjG6DIFegYN85NOSXwcbbFb6TB0Mk1b+Aj8FgdG6YoOxGcBL9ft2c1DRvC0GuwJ5py1B64korw3Wq4JH26x5UXc3GtIOfQmRluRW8vEyOA/OXI2/7KVUP4ob8Mpx99Qdc+XwTpsWtgmOYr7nDZDCMSsb6Azj17FdoKqlSPWbl5oghHz2CiPummi8wBoNhMlhmeydB4Hk0llRCXtvQ4XNIHe3gMTxKq4EwVfDwnz6sw3O0h8x/4lBy9LLa7j2UF1B68ioy1h80SSwd5eKKdcjbeRrATT2IBYrG4krsn/cGqKYUAwajC5C1IQ5xi99pJSYBoLm8Bkfv/wipv+w2T2AMBsOkMEFp4cjrG3Fh+Vqs91mI9d4LsM5pFnZOeB4F+8516Hx9ly1WaxkEAETMwalnAPymDrmVkPUm5ccdIJyWtyBHkPLDDpPE0hH4Zpmyv7CGnyflBVRdzkTxkQTTBsZgmAgqCDj9wtdax5x9+VtVOguDwei6MEFpwcjrG7Frwgu4+M7vaC6rVj1efCQBu6e83KE7/8DZI5WV2kTZygyAasXSPtALk3d+YLJuFPU5JaCClt7iAkV9TolJYukI1Um5kFXVaR1DRBwTlIwuS8nxRJ152U2l1SjYf95oMQgKHtlbjiFuyTvYO+MVnHr2K1RezjTafAwGQz0sh9KCufzxPyg/l9pGdLVsrR5/+FMEzBgOa3endp23z/MLETh7JJK/24bKxCxI7KwROHc0gufHmDRf0dbXDbWZhRpX+EAIbHxcTRZPu9G34J15bzO6KI3FlQYd116ayqqxe8r/oeJCqiqHmew9hyufb0L0y3di0HsPMvN7BsNEMEFpoVBBQNLXW7Su4Ak8j7RfdqPPC7e3+/yO4X4Y8uEjtxLiLRN+z2Qdq3cUEUstN6HfqWcgrNwc0Vxeo3EM5QX4jO9vuqAYDBNi6+eu1zg7fw+jzH/w9rdQeSkdwPUbbargAQAJH66HQ6gPejw80yhzMxiM1rAtbwtFVlXXJsn9ZgjHoepKtmkCMgKhi2Ph0jf0+tb7DRARB+eoIITfPckMkemHSCpBr6dvAzSsgBCxCG4DI+AxvJeJI2MwTIPHsCg4hPtq/BsAAWz93eE9rp/B5y47l4KiQxfVFvW1zH3pgz+1p9UwGAyDwQSlhSKysdJ8kb4Bsa21CaIxDmIbK0w78AkCZgxvvS1MAL+pQzHt0GcW//r6vrIYwfNjANyQk0oIQJSrMhM2vcW23BhdFkIIRnz5jPJSdfP7/Nr3wz9/yih52Xk7T6u9GVVBgbrMItSk5Rt8bgaD0Ra25W2hiG2s4DtpEAr3n9d4B04VPIJuG23iyAyLlasjYjevQG1mIYqPJIBSCs+RvVGbXoDTL3yN5rJq2Ad7I+KBaXAfGGnucNvAiUUYt/515O08jeTvtqE6ORdWro4IWxKL8Hsm/3979x0dRd31Afw7M5vee08IhIQWOgm9G+lVBKQIIk0FsSH4gGIDO6IUBUV5KdIF6Z0gvdcEAgnpCaT3bJmZ94+FQMyWlM2W5H7O4SgzszN3gSR3f+VekyjMTkhN+ES0xwv7v8KFOcuRdzep7LhdIy+EfT8T/oM718pzBZlcuaGQ13Yd7TAnRB8ooTRirf43TlkeiAHwn30rjISFS9tgePZsbYjQdM4u0At2gV6Q5Rfh6JAFeHTqJhgJC1EhgJFwuLvqH4TMGIxOy2drLjVkAAzLwm9gR+VIKyH1kE9Eewy/8weyrsSgKCUT1l4ucO0QUquj8y7tgiHKNWeTZnZWsKPGAoTohU4TypycHCxZsgT//vsveJ5H+/btsXDhQnh5eenyMfWGZ7eW6LHxfzg9+RvwUnnZ9I6o4OHaLgR993xZ9g2bl8nBSjijS7aq6vTkb/D4zG0AgKgov8j+3i97YNfAE6FzxxgsPkDZEz3t2FXEbTqO0qw82Pp7oPFr/eDSprFB4yLEkBiGgWv7ELi2D9HL8/wGdoS1jytK0rNVzuIwHIvg1wdCYmWhl3gIqe8YUYdtPGbMmAGe5/HNN9+A4zh88MEHkEql+PPPPytc26dPHwDAsWPHdPX4OkuaW4jY9UeQc/shJNaWCBjWBR7dW0KQK3B3xW5ELf8bhQ/TwUg4+A/uhNAPx+qlD7eu5cemYkfjCRqvsXB1wOjkLQbrESwvLMGxYQuRdvwaGAkHUcGX/ddYR1AJqasyLkTjYN/3wUvlZR88leuxGbi2D0a/49/DzMbKkCESYvIqm6/pbIRSFEV4eHhg/PjxcHJyAgCMHTsWb731FkRRpI0JNWDhaItms4aXO8ZLZTgy8COknbiOp/PhooJH4p5zSPznLHpt/QQBw01rfWXKwYvKhfwaPuNIM/OQfe0B3MKb6jGyZ85M+x7pkTcAPBs5fX4E1dbfAy3njTVIbITUFaIoIuWgcl1ybnQiLJzs0HBsbwRNehHm9jZl17mFN8XQa6txZ+l2xG48BkVhCWwDPdFk5hA0mTmERicJ0SOdJZQMw+DTTz8tdyw1NRVOTk6UTNaCOz/uQNrJ6xWSL1HBAwyDyPFfYnTKNlg42homwGoQZAowDKO19zUvk+spovIK4tPxcMuJCutZn3f7uy1o/u5LBhtBJcTUCTyPf1/9GnGbjpUVKwcDZFy8i9vfb0X/k0thF/hsGZV9kA86rXgbnVa8bcCoCSG1NjeXnJyMZcuWYebMmbX1iHpLFEVE//y3+g4zogi+VI7Y9Uf0G1gNubQL1lozjjWTwKl5A/0E9B8pBy9pvUaaXYCsKzF6iIaQuun2d1sR95dyaq1sbaQIQBRRnJaNo0MXav3QSQjRvyollLt370ZISIjKXzt37iy7LjY2FuPHj8fw4cPxyiuv6Dzo+k6WW4ji1CyN1zAci+zrD/QUkW54dAuFQxM/tbXlGI5Fw3F9YOFsr+fIlASZvFK1QXmpYUZQCTF1goLHnR93qJ0FEBU8cm8/xKNTN/UbGCFEqypNeQ8dOhRDhw7VeM3NmzcxdepUTJkyBdOmTatRcEQ11rxyf22cpf76cusCwzDoueVjHOj5LuQFRWW7vAEALAOHED+EfTfDYPG5tG2sflT4CUbCGWwElRBTl/8gBaVa+n4zEg5pJ67Ds4fuu+8QQqpPp1Pe8fHxmD59OubPn0/JZC0ys7GCZ4+WGrtEiAoefoM76TEq3XAObYih135F0zeHw9zJDmAZ2Pi5o+1nkzHo3HKDjU4CgHuXFnBsFqBxBDVwdE9YujnqNzBC6orKTmXTlDchRkendSg/++wzjBkzBsOGDdPlbYkKLeePw+F+H6o8x0g4ODTxh09E+1qNQRRFxG+LxJ1lO5B5+R5YjoN3RHu0eHcUPLu3rPZ9bf09EL70DYQvfUOH0dYcwzDouXkh9veYA3l+cbnadwzHwj7IB+FL3zRghISYNvsgH1i4OkCamaf2GlHBw6NbqB6jIoRUhs5GKNPS0nDmzBmsWbMGoaGh5X5duqR9MwOpGp+I9uj867tgOFZZ95BlwEiUf50Owb6IOLBEJ/UQ5QXFyI1OQHFqZrnjoiji/KyfcXLM58i8cBeinAdfKkPy/gs40Osd3Fu9t8bPNkZOLQIx9NpqNHljKMwclOVLrLxd0HrhBAw8txyWrg4GjpAQ08WaSZQl0tSsVWY4FvYhfvDq3UbleUWpDLEbj+Ly/N9w/fP1yL4VV5vhEkKeo9PC5lVBhc11oyglA/fXHkTOnXhIrC3gP7QL/AZ2BCvhanTf4tRMXFmwFnGbjpX1wnXr1AxtP50E777tkLDrNI6P+ET9DVgGI++ug32QT43iMHZUY5UQ3RLkCpx4+VMk7j77rGwQALAMLN0cMeDkUjiE+FV4XfLBi4gc9yVkOYVgzSQQBQEiL8B3QDh6bPpfufqVhJDKq2y+RgklqaA4NRN7wt5AyePcZ90nAIBlAVFEz78W4O6ve/Do1E2VLc8A5UhC8zkvocO30/UUNSGkrhB4Hom7zuDuL3uQdy8R5g62aDSuL4KnDoClS8VZgIxLd7Gvy2zl96P//EhjOBaePVvjxcPf0Ic/QqpB751ySN1xef5vFZNJABCUBYbPTP0OgiCqTSYBZf24jIvRtRwpIaQuYjkODUZ2R4OR3St1/Y0vNyoTSRXjIyIvIO3YVTw+FwWPzs11HSoh5AlqOkzKkeUV4uHmExWTyadEQF5QUql7sRbULYYQUrsUpTIk7T2n8QMuI+EQv/Wk/oIipB6ihJKUU5j4GIJcofEa1kwC+4beYDSt02QY+A8yvbJFhBDToigq0VofFgDk+cV6iIaQ+osSSlKOuYP2heuiIMCrd2vlb1QsSWI4FhZOdmg0MUK3wRFC6oXcqHgkH7yIzKsxWtssmjvawtzRVvMNBQH2jev2BkFCDI3WUJJybP094NK2MbKuP1D7qV8UBDSbNRweXUMROe5LiAoeoiA+KfUhwtzRFhGHvoaFtm/yhJBqKU7PRnFqJizdHGHr527ocHTm0ZnbuPD2cmRdvV92zD7YFx2+nQ7/wZ1VvoblOIRMG4Tb329VP+3NMAia9GJthFxOwcM0JO+/AL5UBudWjeDVu41OyrcRYgoooSQVtPlsMo4O/kj1SZZBo3F9YdfQG3YNveHepQViftuPjAvRYM04+ER0QKNxfWBmZ63foAmpB3JuP8SlD1cj5eDFsn7X7l1aoP2S1+HR1fiKfZdm5SHx79MozcyHbQMP+A/tAomVhcprH525jYO934PAl1+/nX8/BceGLUSvrZ+o3aTTcv5YJO45i/yY5PJJJcMAooiw72fC2stFZ+/rv+RFJTgz9Xs83HICAAOGZSDyAuwaeqHn5oVwbR9Sa88mxFhQ2SCi0oP1R3Bu5lIoSmRgJVxZTbdG4/uiy5r3wFmYVp9wQkxd9o1Y7Os6G3yprHyXpieNDSL2L4F333YGjPAZURBwbdE63PpmMwS5AgzHQVTwkNhaocO309Bk+pAKr9nddjqyb8aqnhlhAEs3R4xO2gLWTPU4iDSnANc+/hMxfxwAXywFADiFBqL1wglo8FIPnb6/54miiCMD5iP16JUKI6QMx4KzssCQy6vgEFyxdiYhpoDqUJIakxcU4+GWE8i7nwILR1s0GNWjzhcqJ8RY7es2Gxnno1VP67IMbHxcMerhJqOYYr32yZ+4/vl6tedd2gejy+r34NI6CACQfSsOu1tN1XrfvnsXw29AuMZrFMWlKEx8DIm1BWz83Gu99uSj07ewv/sctecZCYegiRHo+tv7tRoHIbWF6lCSGjOzs0bw6wMNHQYh9V7evSQ8PnNH/QWCiKKkDKQdv2bwUUppTgFufv2XxmuyLsdgb6e30P/ED3Dv2AxFSRmVundR4mOt10isLeHYxL9S99OF2I3HwEg4taXWRAWPuE3H0GX1u0aR7BNSW+hfNyGEGLn82FSdXlebEnefKWvXqokgU+D0a99AFEVYulXsfqNKZa/TJ2lOAURBfQ1MAOBLZeClcj1FRIhh0AglqXdEUcTjM7cRu+EoSjPzYOPrhsav9YNzy0aGDo0QlbSWxanidbrEy+RI+Pu0cgSVUS6VKdeDWx1RRN7dJGScj4Jbx2awa+SNgrjUss1G/2Vmbw1fLdPdhmAb4AGGZSEKappBALBwsQdnSevOSd1GCSWpVxQlUpwY/RmS955XTlPxAhiORdRPOxEyYzA6LZ9N01LE6LiFN4G1jyuKUzLVXsNZWWhdX6hrmVdicHTw/1CSng3GTNnoQJSrT6xUyYtJhnun5ujw7XQcH/GJ2uvafv6a2h3ihhQ8pT9uf7tF7XmGYxEybRD1ESd1Hv3kJPXKuTeXIWX/RQDKtU0QxbK1T/d+2YObSzSv/SLEEFiOQ7svp2i8puX8V/RarqsoJQMH+76P0oxcAMpEsqrJJACY2yubKQQM64oefy2AheuTae0nCZiZnRXCl72FZrOG6yRuXXMI9kPo3DEqzzEcC9tAL7R4/2U9R0WI/tEIJak3ilMzEft/h5VF2NW4/f1WuIaFIOtyDBiOhVeftnBtF6zHKAlRLWhiBOSFJbj0wa/gS2VgJCxEhXKEveWHY9Hqf+P0Gs/dVXugKCzRPrWtgcTGEt4vPNtE1HB0LzQY0Q3JBy+iKPExLN2d4DcwHBJrS12EXGvaLXkd1r5uuLlkI0rSsgEod3c3HNMLYd/PhIWTnYEjJKT2UdkgUm/c/+MgTk/5tlLXMpxy8F7kBbh3bo5e2z6p1cLIhFSWLL8I8dsiUZSUAUt3RwSO6gFLN0e9x7G98QQUaNkExJpJIMjVb9Bp89lktF4wXtehGYyg4JF9IxZ8qQwOTfxg6WJ8m4gIqSoqG0TIf1Rll+Xzoy4ZF+/iYO/3MOTqr0a5hovUL+b2NgieMsDQYUBRVKL1GrtgH3j3aYfoFbsAQQArkTz52hLR4v3Reh9VrW2shKMZDVJvUUJJ6g3n1tXbxS0qeOTdS8LDLSfQeFI/HUdFiGlybB6I0ow8tVPejISDS8tG6Pjjm2g1fyzi/jqB4pRMWHk6IXBML9j4uOk5YkJIbaKEktQbbuFN4RQaiNyohKqv+2IZxG46RgklqfcUxaWI23xCa2kgUcEjZMZgAICVhzOazxmprxAJIQZACSWpNxiGQY9NC7C/+9uQF5So7WyhkiBCmplXe8ERYgLSTl7H8RGfQJZbCEbCKXdi/3cZ/pNjTWePgGe3lnqLrTg1Ewl/n4Ystwh2Qd7wH9oFEqr9SIjeUEJJ6hWn5g0w9Opq3P5uK+6vOwRFofZ1YIBy+s4+xK+WoyPEeOXFJOHIgPngZcq1yOo+kNkH+yL0g9FoPFk/o/mCgsfF91bh7srdEAVROXKq4GHuZIsua95HgxHd9BIHIfUdJZSkVsjyCvFg/VFkXowGw7HwieiAgJHdwJmbGTo02AZ4oOPPs+DWpTlOvfJlpV4jKniEUF9zUo9F/bgTgkIBaCi71eH7GWg+5yW9FvG++O5KRK/YXTZS+jTRleUW4sSoT/Hioa8N3t+ckPqAEkqicymHL+P4yE+gKC5Vdp1hGDxYdxjWc13x4qGv4disgaFDBABkno/WWtbkKUsPJ3j1bqOHqAgxTg+3R0JUaFh7zDBIO3oVLd4ZpbeYipIzEL1yd8Vpd0DZwpEFrixYSwklIXpAnXKITuXeTcTRoQugKJECorL8ztMRg5L0bBzs+wHkBcUGjlKJ4VhUtgwrL5VR6zRSr/ElUs0XiCLkRaX6CeaJ+G2Rmi8QRGRevIvChEf6CYiQeowSSqJTUct2Knd+qpgWE3kBJY+yEbvhqAEiq8jnxQ6V3phjDFP1hBiSY7MAgFX/oYqRcHBqEajHiABpTkFZEwJt1xFCahcllESn4nee0pKkMUjYdVpv8Wji3bctHJr6A5UYeLQL9Kr9gAgxYk3fHKZx/aSo4BEyfZD+AgJg19BLa/9whmNh40c1LwmpbZRQEp3iS2SaLxBF5XS4gYiiiIK4VOTeTQQvU+CFfUvAmmlfSlyala+H6AgxXg3H9YH/8K7KskDPezJq2eazyXAObajXmBq81AMSWyu15xkJB//hXakFIiF6QJtyiE45t26EjHNR6gsecwxsfN0hzc6HhbO93uISRREP/jyEG0s2ouCBsv+wmb01QqYNgo2vGwri0jS+XijVkigTYkIK4tNxd9U/SDt2FaIgwqtXazSZOQT2QT5qX8NyHHpt+RjRy3fhzrIdKHqyLtGldRBCPxyLwFE99BV+GTNbK3RaPhv/Tvq6Qk1MhmNh7mCDDl9N1XtchNRHjFjZXQk6Vtlm48S0xG05gcixX2i9juFYBIzshvZfTYNdA8+y46IoIu3EdWRdvgfW3Aw+/TrAsYl/jeO6+vEfuPHFBuX09nP/4hmWhZmDtcZC5wzHwqt3G7x46Jsax0GIoSXsOo2Toz+HKAhlH/yerkPsvn4+Go7prfUeoihCmpUPRsLBwtG2VuOtjMR/zuLKgrXIvf1QeYBl4D+kM8K+mwG7ht6GDY4QE1fZfI0SSqJToiDg30lfKzfeqOqi8RyGY2HuZIfBF1bALtAL2bficGLUp8iPSVb+gBNFiIII3wHh6L5+Piyc7KoVU25UPP5uMUX9Bf9JMlXptX0RFUgmJq8gLhU7m05W1pNU8W+e4VgMu7HGaEp7VYUoisiPSYYsrwi2Ae6w8nA2dEiE1AmVzddoDSXRKYZl0e3PD9H513fh2FTzyKLIC5DlFuLS3NUoTHyEAz3moCA2teyc+GQDQMqhSzgycD4EvgqtEp8T89t+ZZs4tYFA/TosBggY2Q0Bw7pU69mEGJPolf9AFAT1H6AYBtHLd+s1Jl1hGAYOIX5wC2tCySQhBkAJJakxeVEJitOyylqyMSyLkKkDMfz2WnT9Y67G14oKHom7TuPGl5uU084q1l6KvICM89FIOXCxWvHlxSRrLQ+kKCypuNkAAETAIcRPWaCdEBOXcviy+vXNUH49Jh+6pMeICCF1BW3KIdWWeSUG1z9fj6S95wBBhMTGEo0n90erBeNg5e4EAChKfAxGwmlM6ERewMOtJzT+oGM4FnF/HYffoE5VjtPc0VZZxFzD/Z9EovLozcWb4NE1FL79wqr8bEJqQ2lGLu6u+gcPNhyFLKcA9kE+CJkxGI1e6aO5aoGg7WugktcQQsh/UEJJqiX12FUcGTBfOX32ZGpaUVSKu6t2I/GfMxh0bjmsvVxg7mirvEYLeWGJxvMiL6A0M69asTYY1QNxmzSs/WCfrPVUMw3IcCyilu2khJLonKJUhgd/HMS91XtREJ8OSxd7BE2MQJOZQyDIFYjffgrSnELYNfRCg5HdILG2RF5MEvZ3nwNpZn7Z11ZGTgEyLkQjdv0R9N27GBJLc5XP8+zRSuOIPSPh4NmzdW29XUJIHUabckiVCXIFtviPQWlGrspCx4yEQ+Donuix/iMUpWRga8BY9QWRGQZOoYGQFRSj6GG62mcyEg4hrw9Ep5VvVz1eBY89YW8g51ZcxVHKp1PZWpJeia0lJuTvq/KziWqyvEI8+L8jSD54EYJcAffwZgieNhC2fu6GDk1v5AXFONj3fWRevgfguQ1sDAPOyhz8k1JVDMtCVPAws7NCxxVv49ZXfyHvXpLqEXeWQYv3XkaHr6epfGZuVDz+Dn1d/WY5Bhh8cRVc2wXr4B0SQuoC2pRDak3SvvMofZSjNkkUFTwebjkJaXY+bHzc0GTmENXrE5VXo+3nk9F0xhCNbd1EBY+gSRHVipeVcHjx0Ndw79wCgDI5ZcyUm3Ss3B3h0jZI6z0Yhr5UdCXz8j1sazgeF+asQMrBi0g7ehU3v9qE7Y3GI3ajcbTl1IdLc39F1tX7ypHx5xM8UQRfLFV+fQli2WiivKAE/078CrlRCeqXbwgi7v26R23zAMdmDdBlzXsAw5TbqPb0/0M/HAvH5g108fYIIfUM/ZQkVZYblaB51zSUCWD+kwLi4UvfRJMZg5Q/xFgWrBkHMIDExhLd/pwH/8Gd0eSNIXAObaixL+/RIQtwb/XeasVs6eaIAZFLMejCCrT6aBxC33sZvbZ9gpcT/kLgqJ5aexR7R7Sv1nNJedLcQhx68UPI84vKLTMQeQGigsepV796MmJn/KQ5Bbjz4w4cjPgA+3vMwaUPfkX+g5RKvVaWV4gH6w5VYl1v1cnzi5F3N1Ht+eDX+mPI5VVoNK4vrL1dYGZnXfZ1d+urv7DZ6yVc+d/v4KVUzJ8QUnm0hpJUmcTGslLrIs1sLQEoRwg7rZiD0A/HIn77Kchyn6wJG9UDZjbKcj1mNlbof/IHXJ73G+7/cQCCTFHhfqWPc3F2xlLIC4rR4r2XqxW7W4cmcOvQpNyxxpP74frn66EoLlU56iryPJq/81K1nkfKe7DuEGS5hWqnXBmWxZ0fd6DHho/0HFnVZF6+h0MvfljuvTw+ewd3lm5Hp1VzEDJ1oMbXZ9+MA18qr7X4tFUlcGnTGF3XfoBTE79C3Kaj5dYPy/OKcPPrv5B5OQYv7FsMVsuHR1MliiIenbqJ9MgbAJTrSz26twSjdjaFEKIJJZSkyvyHdMbFd1eqv4AB7Bp6w6FpQLnDtv4eaPHuKLUvM3ewRedVc1DwMBWpR6+qnVK/smAtGr/Wv9qFzv/L0tUBL+xdjCMD54MvkZbVv2QkHEReQKeVb8Ojc3O1r89/kIK7q/7Bo9O3wHAcfF7sgJCpA2Dt7aqT+Awl+0Ysbi/djsRdZyDI5HBq2RDNZg1Hw7G9q11GSVn6Sf2ybVHBI2nf+WpGrB+y/CIc7jfv2SjrE09HG8/O+AGOTf3h0TVU7T0YrvaSNAtXBzg2C9B6XerRK4hTt8RAEJF65DIebj6ORuNf0HGEhlcQl4pjwz9Gzq2HZbMt4qJ1cGzeAH12fQ77RtRdh5CqoilvUmV2gV5o+Epf9UmFCLT5ZGK1PumXPM5B6pEr6jfxABBkCjzccrLK99bEs3tLvPRgPdp8Ohlu4U3h0q4xmswcguF31qLJ9MFqX/dg/RHsbDoJUT/tROale8g4H4UbX6zH9sYTkXrsqk5j1KfEf87inw4zEbfpGOT5ReBLZci6HINTE5bg1KtfV2qEWhVewWvtSqStZqihxW44CmlOvtrpaobjcPuHbRrv4dK2McwcbKodg9qlIQzQfM5IzaWDnri3ep/GpSsMy+LuL3uqG6LRkuUVYn/Pd5EbrVwWICr4sn9zefeScKDnO5DmFhoyREJMEiWUpFq6rHkP/sOV3WMYCaf8xbJgOBYdvp1e7VGNkvRsrQkHK+FQlJxRrftrYuXhjFb/G4dB55ZjyKVf0HHZWxr7iGdejcG/k75Wrv97LrkQeQF8qQxHhyxAcVqWzuOsbaVZeTg55nOIPF8uuXuaRMZtPIr7aw9U697uYU00rpNlOBauHUKqdW99STl8Gcp+naqJCh4pBzUXB5dYmqPZrOEaNqupxnAsvCPaw+7pCNqTtb9PE8OGY/sg9MMxlbpXfkyS5vqwglDpNaGm5P4fh1CckqnyvYsKHsVpWdX+901IfUZT3qRaJJbm6L1tEbJvxCJu8wnIcgpg19ALjSZGwNqz+m3PLN0ctV4j8DysavAMXYn6aaeyYLqqH8qiCEEqR8yafWj98UT9B1cDD9YdVnY90tCe786ynQh+XfM6QVWCpw3CrW+3qD0v8gKazR5R5fvqk6jgNfaoB1CpzTatP56I3LuJSNh+CuBYgBeUZayejv6yTLmReoZjYWZvg07LZ8PaxxUPN59A7MajkGbnw76xL0KmDoRXn7aVnhmwcLZTJrQa3ou5o22l7lVbChMeIW7zcZRm5ME2wAMNx/aGpatDje4Zu/Go5r8/QUTsxqMal+cQQiqihJLUiHOrRnBu1Uhn97P2coFX7zZIj7yhfkqRZRH4cg+dPbO6Ug5e0jrCk3zokskllFp3WYsicu/Eg5fJwZmbVenedg080fX3D/Dv5G/KJeNPOxk1nTUc/kONu2+6W3hTpBy6pGHKm4VreBOV554SeB53V/2jLBsEALwAiY0lHJr4ocV7L0Nia4Xri9aVnWdYBn6DO6PDt9PL1vc1ntwPjSf3q/b7aPhKX6Sfuqn2PMMyBls/KfA8Lr6zEtErdoNhldUhBJ7Hpfd/QbvFU6q9KQ8ApNkFWq+R5dCUNyFVRQklMTrtFr+O/d3fhiiKKtdStpw3tqy1oyFVZhSqNsrC1DZWwoFhGIia1h4wjMapa02CJkbAIcQPt3/cjuT9FyAqBLiFhaDprBEIGN7V6HfZBr8+ADe+2KBcAqDij0jkBTTXMMoqCgIiX/kS8dsjyx3nS2TIunIfhfGP0HLeWPgP6oSCh2mQ5hTA1s+9UqP3VdFoXB/c+nYzCuMfVfhgxHAsLFwd0GT6IJ0+s7KufPQ7olfsAkRA5MWyryNBUODSB7/C3MkOwa/1r9a9HZv6oSjxkcYPBA4hftUNnZB6i9ZQEqPjFtYELx7+FnaBXuWOS2ws0e7LKWjz6STDBPYfHt1CNW9q4Fh4dmupx4h0w+fFDlr7qnv3aQu2BjuV3cKbotdfCzEhby8mFu1H/xNL0WBEN6NPJgHlKHqPjR8p1ww/Xxz8SYLd9K1hCBjZXe3r4zYdQ/y2yCcFzZ8df7pG9cpHvyE3Kh6AcgOca9tgnSeTACCxtkT/4z/ApU1QWfxP3499sC8GnFxaK8/VpjQrD1HLdmhcS31t0Z8Q+Opt3gqZNljjv2+RFxAyzTCJNCGmjEYo6zFeKkPcpuPKPsIP02Dp6oCgV19E8NSBsDDw2inP7i0xMub/8OjfW8h/kAJzBxv49OtQVrfSGDSbPQKJu85ovCZkRsUd4gXx6UjYcQqyvCI4BPsiYGR3SKwsaivMKmvwUndcnv8bStKyVP7gFXkBoXNHGyAy49HgpR4YHOSDqGU7kbjnLASZAm5hTZRT9kM6a0yMldO4rNqd8oyExd1f9qLjT2/VVvhlbHzdMOj8CmRciEba8WsQBREeXZrDs2drgyX3yfsuqKxD+7zi5ExkXY6BW3jTKt/fb1BHBIzshoSdpyuupWQYBAzrAv+hnat8X0LqO0oo6yl5UQkO9/sQj8/cKVv8X/o4F5fnr0H0il0YcOpH2Pp7GDRGhmHg2b0lPLsb5yifV8/WaPvFa7i6YK2yZuXT9YASDhAEdPvzw3L17HiZHGdnLMWDdYfAMMod8YJcAbO3fkLX395Hg5cMvy4UADgLc7x46Gsc7PsBStKyyjZuMBwLURTRcdlb8O7bztBhGpxL6yB0+2NulV+Xc/uhxrJLokJA9s3YmoRWJQzDwL1jM7h3bKa3Z2oiyy/WullIeV1Rte7PsCx6/rUQt77ejDvLdkCamQdAWb+z2azhaDn/lWrXWSWkPqOEsp66/OEaZJyPVv7m+XWKgoji1CycHPMFBp392TDBmZBWH42DR5cWiPppJ9L/vQWGY+HbPwzNZo+AS+vyPcLPTl+KB+sPK9eFiUJZUiEvKMaJ0Z/jxUO2RpOoOTYNwMiYdYjbdBxJe85CUSKFS5vGCJk+mIo+1xBnZQ5FUan6CxgGEhtL/QVkZBxCfLUmkwBg39i32s9gJRxa/W8cQueORv795LL7VaZ+JyFENfrqqYdk+UW4v/aA2nVEooJHxvkoZF27D5c2jfUcnenx7NEKnj1aabwmPzYVD9YdUn1SBMAyuLZondEklICyHWbI1IFa2wiSqmkwsgdift+vvkKAKKLB8K76DcqIePdpCxt/d2WtWRWb8hiOhVevNrBr4FnjZ7FmEjg2a1Dj+xBCaFNOvZR9IxZ8qUzzRQyDR6dv6yegeiB+W6TmXdGCgMdn76A4NVN/QRGDaD5nJFgJW1aU/HkMx8La1w2BY3sbIDLjwLAsuv0xFyzHVfiaYSQczOyt0fHnWQaKjhCiDiWU9VBl1wcxKn7gkeqR5RZW6s9dlle9dWHEdDiE+KHvP18qN5gxzzpNAYCNvzv6HfvOqDafGYJXrzYY8O8y5Yj9k29DjIRDg5e6Y/DFVVTWhxAjRFPe9ZBLmyBIbK2gKCxRf5Eowqt3G/0FVcfZB3lDUGjeucqaS2Dt46qniIghefdth9EpWxG78SgyL94FI+Hg82IH+A/pDFZDKar6xC2sCSIOfIXSzDxIs/Jh5ekEcwfDVp8ghKhHCWU9JLG2RJOZQ3D7+62q1yhJlGuUHJsGGCC6uilwdC9cmLMCimKpyvOMhEPgmN4wt7fRc2TEUMxsrdBk+mBgesXSUuQZS1eHGrdbJITUPpryrqfafj4ZfgM7AnhWkPnpmi6HEH/02PCRoUKrk8zsrNHhuxkqzzESDpZujmj3xWt6jooQQgjRDRqhrKc4czP0+fszJO+/gJjf96MgLg2Wbo5oNOEFBI7uBYmlea09WxRFZJyPQtqJ64AIeHQPhUfXUJPoklJdGRfv4spHvynXg/1nUNilTWP03rEINr5uBomNEKJU8igb9/88hNzoBJhZW8F/eBd492lLdSkJqQRKKOsxhmXhN6gT/AZ10tszCxMe4fjIT5B19X7ZyKjIC3AKDUTvnZ/VyRqHsvwiHO4/D/L8EpXt5DIv3UVBXBollFUgCgJKM/PAWZjRujqiEzFrD+DszKUQeUH54ZZhcPeXf+DSPgQR+xYbpA0lIaaEPnYRvZEXFONAr3eRfUPZBUTkhbJamLnRiTjQYw6kOQWGDLFWxK4/AllugcZWe7d/2KbnqEwTL5Xh+hcbsNnnZWz2fAkbnYZib5dZSNp7ztChEROWcugSzrz+HUQ5Dwii8nvTkzqh2dfv4+iQBRArUWydkPqMEkqiN/fXHUZhQrrq/tAKHsXp2Yj5/YABIqtdKYcvo6z2iQqiQkDq4cv6C8hE8VIZDvefh2uL/kTpo5yy4xkX7uLokAWIWr7LcMERk3Zj8Ua1dWJFhYCMC9F49O8tPUdFiGmhKW+iN3Gbjmm+QBARu+EIQt9/WT8B6YnIC1pbyanrWmRooigi7cR1PNx8ArLcAtg18kHwlP6wD/LReyx3V/6D9MibFf8sn4z8XpyzAv5DOmnsQa8olSFhxyk8PhcFhmPh80I7+PQPA8tVrVRPcVoWZLmFsPZxpZ35Jk6WV6g1WWQkHBJ3nYZn95Z6iooQ00MJJdEbaVaeyjWEz5Nl170pb7eOzZB88KLKEk2Acpe9a3gTPUelnSyvEEeHLsSjUzfBSDiIgnJt2a2v/0LrhRPQetGret1IFb1yNzT+A2KAmN/2o+1nk1WefnzuDo4OXQhpZh4YM2UCGf3z37AL8kbE/q8qlSSnnbyOqx//gcdPukixZhIEjumFtl+8Bls/9yq/J2J4ihItXcOqeB0h9RVNeRO9sQ/x09h+kOFY2Af76jEi/Qh+fYCyWLWa3EvkBTR/e6R+g6qEyPFL8PiMMnESFc/WlgHA9c/X4/7v+/UWi6DgURCbqjGfFAURuVEJKs8VxKfjUMRcSJ98YBHlvHK9HIDCh+k40Ps9yDUV+geQsPsMDvZ9Hxlno57FJVcg7q/j2BP2BgoTH1XxXRFjYOnmAAsXe43XiDwPp9BAPUVEiGmihJLoTcjUgRqndkVeQEgdLPJs7emMnn8tBMM9a7EHPKv/2WzOSASM6Gao8FTKjYpH8r7z6v++GODGkk1qNxrpGsOxYM00T6gwHAuJjaXKc9E/7VT2r1cRr8gLKE7JQOzGo2rvzUtlOP3at4AoVnjPooKHNCsfl+b+Wol3QowNy3FoMnOI+tJADAPOygKNxvfVb2CEmBhKKIne+A3siICR3QBV06QsA9+B4QgY0VX/gelBwPCuGHLlFwS9GgFLN0eYO9rCq3cb9N3zJcK+n2l0NTiT9p7XOJoMUTmyl3cvSS/xMAwD/xFdyyXkFUJS8AgYrvrfz8OtJ7WsU2UQv+OU2rMJu85AllOgdoRUVPBI2PEvSjPzNDyDGKuW88bCpX1whaSS4VgwLIPu6+bRWllCtKA1lERvGJZFz78W4ubijYj6+W9Is/IBAOaOtmj65jC0Wji+ypsjTIlzaEN0XfM+sMbQkWjHS+WqE///Xleqv3VloR+MRsKOf5Vx/WdjDiNh4RDiD9f2Ibj++Xok7jkLQSqHW3hTNHljqNqWl2VEEfL8YrWn82OSletIn5SSUXkLXkBhfDq1CTRBEmtL9D/+PW5/vw3RK3crqwiwDHz6dUDL+ePg0bm5oUMkxOhRQkn0ipVwaP3xRITOG4u8u4mACDg08QNnUXudeUjVObdupDF5AgDO0lyvu71d2wajz85PcXLsF1AUl4J58uFDVPBwah6I1osmYmezyeCLpWXT0rnRiYj5bT9sAzwgzy/WUAuU07hGztzBplLT+2b21tV4Z8QYSKwt0XrhBLRaMB7y/CJwlub0fYmQKqCEkhgEZ24G55aNDB0GUcO3fzisvV1QnJ6jct0hw7EIevVFmNnpN4HyG9QJY1K3IXbTMWRfewDO0hx+gzrCuV0wtjccB0Vxabnd9E+T4sIEzRtmRAWPJhrW7/oP74oL76xUfwOGgWOzANg3rnubyuobhmGo+xIh1UAJJSGkAlbCoeeWj3EoYi4EuaLcaCXDsXBo4o92i6cYJDYzO+sKyV/UTzuVU9Zq6n0yHAsLVweUPs4tfw3LAIKIlvPGwrV9iNpn2vq5I/j1AYj5fb/q8k+iiLafTTa6tbCEEKIvtCmHEKKSR5cWGHJ5FRqN7wvWwgwAYOXpjFYLJmDgmZ9g4WRn4AifST1+TeN5kRcgyy5A2HczYOP/rF6kY9MAdFs3D22/1J4cd/x5Fhq/+iLAPLfrnAE4K3N0+e19tRuCCCGkPmBEAzUo7dOnDwDg2DEt3VMIIQYniiIEuQKcuZmhQ1Hp6NAFSNqjuZ83Y8ZhkvQwREFAyeNcsBIOFi72VR5VLIhLxcOtkZDlFsKuoRcCx/SiHcCEkDqrsvkaTXkTQrRiGKZWkklFcSkebj2JjAt3wUo4eEe0g++A8Crv9vfo0gJJ+85r7Eb0dKcuw7Kw9nSudsx2Db3Rct7Yar++LuNlcmSci4K8qBSOTf1hF+hl6JAIIXpCCSUhxCDSI2/g2IiPIcspfNYKccUu2Df2wQv7v4J9I+9K36vxa/1x7dN14EvlKtdRiryAZnNe0lnspDxRFBG1bCduLN4I6XO1OL37tkOnlW8bpPc7IUS/aA0lIUZMUSrDw22RuP3DNsRuOAJ5gfpaiaYk734yDvefB3me8v083wqx4GE6DvZ9X7lju5IsXR3Qe8enYM3+043oyf+3nP8KAoZ20eE7IM+79vGfuPjuynLJJACknbiGvZ3e0rrLnhBi+miEkhAjdX/dIVycswKyvCIwHAuRF8BZW6Dtp5PQ/N1RJr2jOOrHHRAUvMrajqKCR1HCI8RtPoHg1/pX+p6+/cIw7NbvuLtiNxJ2n4EgUxY2b/rmMHj3aavL8MlzCpMe48bijSrPibwAWV4Rrn+xXlnUnxBSZ1FCSYgRittyAqcnf1P2+6dtA/liKS598CsYjkPzOSMNFV6NPdweqblwOsMgYee/VUooAcChsS/Cf3wT4T++WcMISWXFrj8ChmUg8qrXr4oKHrEbjqLjz7MhsaRC4YTUVTTlTYiREQUBl+dp7s94bdGfVZoSNjZ8ZVoh1pHp/bquKClDWc9TA0EqhzSL+pwTUpdRQkmIkcm4EI0iLWvO5PnFSD54SU8R6Z5jswCNSYiyFWJDPUZEqsvSzQHQUnyOkXAwd6TuM4TUZZRQEmJkpFn5Or3OGDV9c5jaEj+Acpo0ZPog/QX0nKKUDDzcFon47ZEoTs00SAympNG4vhqXLzASDgEju8HMxkqPURFC9I3WUJJaI8gVyL2bCIgiHEL8wFnQ+qnKsG3gWbnrAjxqOZKaK83IRcKuM5Bm58PKwwl2jbxhbm+DBmN6ImHXaSTuPquyFWKbTyfBWc8jlNLcQpybuRQPt0WWJbsMy6DByz3RedUc6u+shkOI35O2lAcqlGxiOBacuQStF0wwUHSEEH2hhJLonKDgcevrzbizbEdZGRFzR1s0fWsYWi0Yb7TdVoyFU4tAuLRtjOzrsSp3QYNhYO3lDK8+bfQfXCUJPI8rH/2OO0u3qxy9svZ1Rcu5Y+HRLRRRy3aiKPExAMC5VSO0/HAsAl/uqdd4FaUyHOzzPnJuxpYbORUFEfHbIlEQm4oBp36kD0VqdFo5B2b2Nohe/jcEmaLsuF2QD7qvmwen5g0MFxwhRC+o9SLRKVEUcXLsF4jfFlmxwDTLwLdfB/TZ/UWVO6HUN4/PR+FAr3eV9RmfTyoZBmCAPn9/Bv/BnQ0XoBaXPvgVt3/YqnVtXcuPxqHt55MhzcwDI+EM1h88Zu0BnHn9O43XdPvzQwRNjNBTRKZJmp2P5AMXIS8sgVPzBnDv0sKky1sRQiqfr9EaSqJTyQcuIn7rSZXdSiCISN5/EfHbT+k9LlPj3rEZBpxcCtfwJuWOO4UGIuLAV0adTBanZ+POsh1ak0kAuLl4IwpiU2Hp5miwZBIAYn7fr3mnMssgZu0B/QVkoiyc7dFoXF80mT4YHl1DKZkkpB6hKW+iU/dW7y0rwq0Kw7G49+seNBzdS8+RmR638KYYdOZn5D9IQVFyBqzcHeHQNEDvP6RFUURedAKkOYWwC/SEtberxusTdpxS+/f/XwzH4v7aA2i3+HVdhFptxSmZGjcJQRBRnJyhv4AIIcTEUEJJdCr/XpLGZELkBeTHpOgxItNnH+RjsF7ICbtO48r/fkdedKLyAAP49g9D2A9vwCHYT+VrpNkFyg8VmgqXPyUCBQ/TdBhx9Vj7uKIoOUN9UskysPZ1029QhBBiQmjKm+iUubOdcp2fpmucaLesKXiw/giOj/gEeXeTnh0UgZRDl7G345vIi0lS+Tq7QM/KJZMAwDKwcLLXQbQ1E/xaf60jlFXt2kMIIfUJJZREpxq90gfaFs/J8gqxt8ss3PhyI0oeZesnMFIl8qISnHtzmfI3/1kPK/IC5AUluDR3tcrXBozoBjO7ytUcFBU8AscafvlDw3F94dymMRiu4rdEhmPh0j4YgaN76j8wQggxEZRQEp0KmhgB2wBPMBL1u7iLkzORcS4K1z75A9uDJiA98oYeIySVkbDzNBSFJWrPi7yApD3nVH4gkFhbouPyt7U+g+FYeL/QDh5dQ2sUqy5ILM3R79h3CBjZvdzmHIZj0WBUD/Q78i2VDCKEEA1oDSXRKTM7a/Q/+QOOj/gEWVfvK9fSAYCKdZWiIEJRIsWRQR9hVNxGWLo56jtcokbhwzQwZhxEuYapa1FEUVIGrDycK5wKmvACzOytceWj356tvwQABsolEYII/2Fd0e2PuUazE9jC0Ra9Ni9EUcoMPD4bBYYB3Ds317oJqboUpTJIs/Jg7mhLXWQIISav1hLKdevWYfHixTh27Bh8fX1r6zHECNn6e2DwpVV4fC4K6SeuI27LCeRFJ6jerPMkqYz5/QBazhur/2CJSubO9pXaqW3hrL7UT8DQLvAf0hl50QkozcpHYcIjFCdngrMyh9+gTrBv5K3LkHXGxscNgaN61Nr9C5Me4/pn/4e4jUfBl8rBcCz8h3VF648nVOgOJM0tRPa1+2A4Dq7tgyGxtqy1uABAll+EtGPXoCgqgWPzBnBp07hWn0cIqTtqJaF89OgR1q5dWxu3JiaCYRh4dG4Oj87NcfuHrZqTE0FEyuHLlFDqiaK4FI/P3gEvlcO5VSPYqNi93OCl7rj4zgqI6tbDsgxc2gbDrqHmpJBhGDg2a6D8TbfKxygvLEHWlRiIggDn1kEGrVGpSwVxqdjbaRakOQVlG5dEXkDirtNI3n8e/Y59D/eOzSAvKMbF93/Bg/87DEEqBwBIbK3Q9I2haPPZJJ13mxJ4Htc+WYc7S7eDL5GWHXdpF4xuf8yFU4tAnT6PEFL31EpC+eWXX2LMmDH48ccfa+P2xMRUZqRL5Cu5K5hUm8DzuPHZetz+cTsUBU/WRzIM/AZ3QueVb5eb2rX2dEazt0fiztJtFfdYMQBEoN2Xr2l8Xln9yuwC2AR4wNbPXeV1srxC5N9PAWdlAbtGXrgwezkerD9SlkixFmYImhiBsO9nwszWtKeGz836GdLs/ApfEyIvQJAqcGrCEgy9+RsO9n0fWVfvl7tOUViCW99uQd69RPTe8SkYVndL4C/MXo67v/xT4e86+/oD7Ov2NoZcWmWw0lWEENOg84QyMjIS9+/fx3fffUcJJQEAuHdpgdTDlzUWOzeGjRl13dlpP+D+nwfLJw2iiOT957G3SyyGXFoFS1eHslPtv54KhmVw58cdEHkeDKssWG/hZIfOq9+Dzwvt1T4rcc9ZXJn/G3KjEsqOefdth7Clb5T1dS7NzMPlD1cjduPRZ/2fWaZC+R5BKsf9tQeQfSMW/U8uhcTSNDfHFCY+QsrBi2qLIIiCgILYVFxdsBaZl++pvk4Ukbj7LFIOX4ZvvzCdxJUXk4S7q/5RHRMvQFFUiutfbED3Pz/UyfMIIXWTTnd5l5aW4osvvsCiRYtgbm6a3/SJ7jV/e6TmUUqGQci0QfoLqB7KvBKD+38cVJmkiAoBxckZuPPjjnLHWY5Dh2+mY3TyFnRe9Q7afTkFvbZ9gtGp29BghPr567jNx3Fs2ELkPr8ZB0DaiWvY1/kt5NyJhzSnAPu6zMKD9YefJZOA2lqQIi8g8+JdxG04orxMrkD2rThk34iFolRWyT8Fw8q7m6S9HSXDIH57JJTDwGoukXCI+W2/zuKKXX9UZbmkp0QFj4d/HQcvNY0/Z0KIYVRphHL37t2YO3euynNLlixBQkIC2rRpg/DwcJ0ER+oGn4j2aP3xRFz/7P/ASLiytWOMhANEEd3Xz4dtgIeBo6zbHvx5qNyf/X+JvICYNXvR7ouK09hW7k6VTvgVpTKce+PHJ4lTxfqVimIpLr63Cq5tG6MgLq3SLRoBACyD6F/3oDQjD3d+3I7SjDwAgJm9DZrMGIzWi1416tFLiU0lNtSIImTZBRVqf5a7RMGjIE533YVK0rO1NiMQ5ArIcgtV7ugnhBCgignl0KFDMXToUJXnYmNj8cMPP+Cff1RPnZD6rc2iV+HRLRRRP/+Nx2dug5Fw8BvYEc1mD4dzy0aGDq/OK0p+rLV7TWlGHgSeB8upryGqTeLuM5DlFqk9L/ICUo9cRsaF6KolkwAgiMi9FY8rV++Xy1Xl+UW49d0WZF29jxf2LQZrZpzV0NzCmsDS3RGlj3PVXsOaSWDl6YyC2FT1N2IZWHk46iwua28XjQksoFzHau5IHa4IIerp7DvvgQMHkJubi/79y7cnGzFiBKZOnYqpU6fq6lHERHn3aQvvPm0NHUa9ZOnupHGEEgDMHGxqlEwCQGF8utbnQATkeeqTTk0EmVzNCRGpR68g7q/jCJoYUa171zbWTIJWCybgwuyf1V4TMnMIrD2ccGXhWvWtIAURjSbo7j02mhiB65+vV3uekXBo9EofKuxOCNFIZ2soJ02ahKNHj2L37t1lvwBg9erVGDuWysEQYkhBE17QmOQxHIvgyf1q/BwLZ/vK7diXVPNbD6thapZlcPfXPdW7r540fXMoWn88UfUSSQbIuRUHv6GdYePjqrLbFMOxcG7VCA1e6q6zmOwbeaPZ2yNVnmM4FmZ21mi1YLzOnkcIqZt0llDa2trC09Oz3C8AcHV1ha0tTZUQok/S3EI8WH8EUT/tRNLec3ANbwq/QZ1UJmQMx8Lc0RbN3x1V4+cGDO8KVqJh4oNh4BQaiMBRPTW251T5UjNO/agdAAgiCh6kVOme+sYwDJrNHg4bX/eKSaUIpJ+4jt2tpqL919Pg2j7k6YvKrvV5sQP6HftO53Uow76fgTafTa7Qg92tY1MMOvsz7AK9dPo8QkjdU6uLje7du1ebtyeE/IcoCLj++Qbc+noT+FJ5WRkeSw8ndFoxG1aeTrj/56Fyo5XObRqjx4b5KgucV5WlqwNafDAaNxdvrHiSAQAR7ZZMha2/OxL/Pg1eEDQniU9Y+7jCJsADGeeiNK73M4V1fnd+3IGilAz15YN4Aacnf4uXHm5ESVoWHp+9A4bjYNvAE6IgIPduEtzCm9R4ecLzGJZF6wXj0eLdl5AeeQOKYikcmwXAsWmAzp5BCKnbjHP1OiGkWq59sg43vtzw7MCTZK30cS5OvvwZIg5/i7afT0bqkSvKTjltguDaNlinMbT9bBIA4PZ3WyDIFWX1K80d7dB51Rz4DVBWgYg49DUix36B4tQs5bpLXqiQLDISFo0n9UfnX+bg/toDyDh7R/2DWQaNxr+g0/dSG2J+2681iealMsSs2YfWCyeA4Vice2MZHj/33q19XNH2i9fQ+NUXdRqbxNoSvv2pSgchpOoYUdSyva+W9OnTBwBw7NgxQzyekDqnNDMPm71HqV8ryTJwbReMwRdW6ieerDwk7joDaVY+7Bp6wW9wpwobOwQFj+QDF5Bz8yE4K3P4DghHYXw68h+kwtzBBn6DO8HiyaijorgUu9tMQ8HD9ArvkeFYWLg6YPjN32Dp5qiX91cdoijiT65vpa5169QMXVa/h70d3wRfKlO5Kz78p1lo9tYwHUdJCCHPVDZfoxFKQuqI+O2ntPZMz7x0DwVxqVp7cOuCpYsDgqcM0HgNK+HgP7gz/Ad3Ljvm2MRf5bUSa0v0P/EDjo9chIwL0cpi3AwDUcHDvrEP+vz9uVEnk4ByDaW5oy1kuYVarxUVPC5/+KvaZBIALs/9FUET+sLcwfin+gkhdRsllITUEaWZeWA4Vnu9ycx8nSaUxamZyLkdD87CDK7hTWu1uLi1tysGnv0ZmRfvIu34NYiCCPfOzeDZszUYLcW5jUXjSS/izrIdmrvmsAxcWgfh3m/7NF7HS2WI3xaJ4NcH6jxOQgipCkooCakjbP3dtSaTYAAbX1edPK84LQvn3/oJCbvPlK0JNHewQYv3R6Pl/LFgWJ12di3DMAzcwpvCLbxprdy/tjV/bxRi/jiouRanCPj0D8O9Nfs03ouRcChKytBxhIQQUnW18x2fEKJ3ASO7QWJrpfY8w7Hw6RcGa++aJ5SlmXnY23kWEvecK7fBRJZXhKsL1+LcWz/V+Bl1lY2PGwafXwErL5eKJ58Msnb97f1nZYM0EHkBlu6Oug2QEEKqgRJKQuoIMxsrhP/4pspzDMeCs7JAh2+m6+RZd37YhuLkDLUjovd+2YPsW3E6eVZd5BDihzEpW9Fx+Ww4hgaCszKHmaMNGo7pjUEXVqDx5H6w8XWDR7dQ5VpRDe7+sgd/eY7E7rbTELV8F+RFJXp6F4QQ8gzt8iakjnm49SSufPQbCuLSyo559miJ8J9mwTm0oU6escltOKRZ+WrPMxIOTd8chvClb+jkefXVozO3caDXuxA11etkoFxn+WR007FZA/Q/+QMsXRz0FSYhpA6jXd6E1FOBL/dEg1E9kHXtPmQ5hbAL9NTpJhxBrtCYTALKqdiipMc6e2Z95dGlBSL2L8Hp179DUeJzf54so0wiRfHZpp0n/827m4iz039A7+2f6jtcQkg9RgklIXUQwzA6L1hedm8JB4mtFRSF6qdWGY41+hI+psK7bzuMituItOPXkB+bCoHncWHWcrUdg0ReQMLfZ1CY9Bi2fu56jpYQUl/RGkpCSJUwDIOgiREae3GLCh6NJhh/1xpjJwrK+pMMy8K7bzs0mT4YVm5OGttPKl8oIuN8tB4iJIQQJUooCSFVFvrBaJjZWancMMKwLHwHdYR7p2YGiMz0SXMLcW3ROmz2HoU/JS9gg8MgnHvrJxTEpwMAGLZy9TYrex0hhOgCJZSEkCqzDfDAgFPL4Ni8QbnjDMci6NUI9NrysckUGjcmpZl52NvxTdz4cgNK0rMBAPKCEtxbvRf/tJ2G7FtxcO/SQuvOb0bCwb1LC32ETAghAGgNJSGkmpyaN8DQa6uRefEusq49AGdpBp8XO8BaVX1FUikX3lmBgtjUCq0WRQUPeUEJTo75HMNvr0XDV/ogbtMxlS0ZGY5Fw7G9Ye3prK+wCSGEEkpCSPWZetcaY1KakYuHW06q7dst8gLyohPx6N9b6LTibRTEpeHxmdvKdpu8UPZft47N0GnF23qOnhBS31FCSQghRiA3KkF760wAx1/+FJ1+moX+x79Hwq4zuL/2AIpSMmDj44bGr/VHwLAuYM3oWzshRL/ouw4hhBgB1rxy346lj3Nxcszn6LRyDprMGIzAUT1qOTJCCNGONuUQQkyavLAEd5Zux86mk7DebiC2NhiLa4vWoTQj19ChVYlLu2BYuNhX+voL76yANKegFiMihJDKo4SSEGKypDkF2Nt5Fi6+/wvyYpKgKCpFUeJj3PhyA3a3mYaCh2nab6JnoiAgdsMR7On4Jv7Puj82Og/F6SnfIj8mGaEfjK70fQSZAnGbqHUtIcQ4UEJJCDFZF+asQF50QvkWhFBuYCl5nIvIV740XHAqCDyPyPGLcWriV8i6HAO+VAZZbiEerD+Cf9rNgEOzADR5c2il7sVKuHL92gkhxJAooSSEmKTSjFzE/XVc/a5oBY+MC9HIuv5Az5GpF/PbfjzcfALAsy44gDJWQcEjcswXaPv5a+h3/Hut9xIFARbOlZ8iJ4SQ2kQJJSHEoERBQMrhyzg16SscGTgf595YhszL97S+Luv6g0rtijamFoR3ftwBqCv4LopQlEgR+3+H4dWzNTx7tdZYwFzkBQSO7lk7gRJCSBXRLm9CiMHIC4pxdOgCpJ+88ayeooTD3V/+QeMp/dHl13fBsKqTKlZDL/Hy1xnH52ZFiRT595I0XsOwTFky3fbTSTjQ+z1lAvrf3t0Mg6BXI2Af5FNb4RJCSJUYx3daQki9dPr17/Do31sAUDZ1/XTU8f7aA7i55C+1r3UNawKJrZXmBzCA9wvtdRNsDWlrl6i8iAErUX7O9+gaij67Pi/b+c1IOIBlAJZB8NQB6PzLO7UZLiGEVAmNUBJCDKIgPh3x2yPLbaYpRwRu/7ANLd4fBc7CvMJpMxsrNH1zGG59s7niCB6UCZz/8K6wDfDQceTVw5mbwbNHSzw6fVvjuk+ffh3Kfu83IByjk7cgae955N1NhJm9DQKGd4GNj5u+wiaEkEqhhJIQYhAphy6pTyafkOUUIPNyDDy6tFB5vu1nk1AQm4r47ZFgJBxEBf+sBWF4U3T97f1aiLz6QueOQXrkRyrPMRwLax9X+A/rUu44Z26GBiO66SM8QgipNkooCSEGIcgUqtcHVrhOrvYcayZBzy0LkX5yMGLWHkThwzRYeTqh0YQI+A3sWOl1lvri2z8cYUvfwMV3V4JhlYnv0z8DKw8nvHjoG3DmZoYOkxBCqowSSkKIQbi2D9aaTDISDk6hDTVfwzDw6tUGXr3a6DK8WtP87ZHwHRCOe7/uRdb1B5BYmSNgaBcEju0NMxsta0IJIcRIUUJJCDEIt47N4BQaiNyoBJVrChmOReDonrB0dTBAdLXLobEvwr6bYegwCCFEZ2iXNyHEIBiGQc+/FsDcwbbCDmiGZWHf2AfhP75poOgIIYRUBSWUhBCDcWzWAEOvr0azt0cqy+OwDGz83NHms0kYdG45LF3q3ugkIYTURTTlTQgxKBtfN4R9N4OmgAkhxITRCCUhhBBCCKkRSigJIYQQQkiNUEJJCCGEEEJqhBJKQgghhBBSI5RQEkIIIYSQGqGEkhBCCCGE1AgllIQQQgghpEYooSSEEEIIITVCCSUhhBBCCKkRSigJIYQQQkiNUEJJCCGEEEJqhBJKQgghhBBSI5RQEkIIIYSQGqGEkhBCCCGE1AgllIQQQgghpEYooSSEEEIIITVCCSUhhBBCCKkRSigJIYQQQkiNUEJJCCGEEEJqhBJKQgghhBBSI5RQEkIIIYSQGpEY6sGPHz8Gz/Po06ePoUIghBBCCCEapKWlgeM4rdcZbITSwsICEonB8llCCCGEEKKFRCKBhYWF1usYURRFPcRDCCGEEELqKFpDSQghhBBCaoQSSkIIIYQQUiOUUBJCCCGEkBqhhJIQQgghhNQIJZSEEEIIIaRGKKFUY+vWrejduzdatWqF0aNH486dO4YOyaSsW7cOISEhSE5ONnQoRi0nJwdz585Fp06dEBYWhjfeeANpaWmGDsvoJCcnY8qUKWjdujU6deqEb7/9FoIgGDoso5ecnIyZM2ciLCwMnTp1wty5c5GXl2fosEzG4sWLERISYugwTMbKlSvRtWtXtGnTBpMmTUJSUpKhQzJqd+7cwcSJE9G+fXt07twZc+fORU5OjqHDqjZKKFWIjIzEmjVrsGrVKpw9exZhYWFYsWKFocMyGY8ePcLatWsNHYZJmD9/PnJycrB//34cPXoUPM9j/vz5hg7LqIiiiLfeegtOTk6IjIzEhg0bcODAAaxbt87QoRm9mTNnwtHRESdOnMDu3bsRGxuLb775xtBhmYTo6Gjs3r3b0GGYjE2bNuH48ePYsmULTp48CS8vL/zxxx+GDsto8TyPadOmoU2bNjh79iz279+PzMxMLFq0yNChVZ9IKpgwYYK4b98+Q4dhsmbNmiWuXLlSDA4OFpOSkgwdjtESBEH8+OOPxZiYmLJjJ06cEJs3by4KgmDAyIzLjRs3xCZNmog5OTllxzZt2iRGREQYLigTkJ+fL86bN0/MzMwsO7ZhwwbxhRdeMGBUpoHneXHUqFFl38eIdr179xavX79u6DBMRlpamhgcHCzev3+/7NiGDRvEvn37GjCqmqERyv/geR7Xrl1DSUkJBg8ejA4dOmDKlCk0dVtJkZGRuH//PqZMmWLoUIwewzD49NNP0bhx47JjqampcHJyAsMwBozMuERFRcHHxweOjo5lx5o3b474+HgUFhYaLjAjZ2dnhyVLlsDFxaXsWGpqKpydnQ0YlWnYvHkzLC0tMXjwYEOHYhIePXqE9PR0JCQkICIiAuHh4ZgzZ45JT9/WNg8PDzRr1gxbt25FSUkJsrOzceTIEfTs2dPQoVUbJZT/kZOTA5lMhj179mD16tU4dOgQzMzMMHv2bIjUVEij0tJSfPHFF1i0aBHMzc0NHY7JSU5OxrJlyzBz5kxDh2JUcnJy4ODgUO7Y09/TD6zKu3XrFtavX0//vrTIzMzEihUrTHvqUc/S09PBMAyOHj2KLVu2YNeuXUhJScHChQsNHZrRYhgGP/30E44dO1a2NlwQBLz77ruGDq3a6mVCuXv3boSEhKj8tXXrVgDA9OnT4eXlBWdnZ8ydOxd37tzBw4cPDRy5YWn6c9u5cydWrVqFNm3aIDw83NChGg1tf2ZPxcbGYvz48Rg+fDheeeUVA0ZsfGi0tuauXLmCKVOm4L333kOPHj0MHY5RW7JkCV5++WU0bNjQ0KGYDLlcDrlcjg8++ABOTk7w8vLC7NmzcfToUUilUkOHZ5RkMhmmT5+OAQMG4OrVqzhz5gxsbW3xwQcfGDq06jP0nLuxKSoqEoODg8Vbt26VHZNKpWJwcLB48eJFA0Zm3B48eCB26dJFzMrKKjtGaygr58aNG2JYWJj466+/GjoUo7Rlyxaxd+/e5Y5du3ZNDA4OFgsLCw0Ulek4duyY2LZtW3HXrl2GDsXonT17VoyIiBBLS0tFURTFpKQkWkNZCffv3xeDg4PF7OzssmOxsbFicHCwmJKSYsDIjNeJEyfE0NBQUaFQlB2LiooSg4ODy/0cNSX1coRSE2trazRs2LBcmaCn6ye9vb0NFZbRO3DgAHJzc9G/f3+Eh4eXjVKOGDECa9asMXB0xis+Ph7Tp0/H/PnzMW3aNEOHY5RCQ0ORmppabnr75s2bCAoKgo2NjQEjM35Xr17FvHnz8NNPP2Ho0KGGDsfo/fPPP0hPT0f37t0RHh6OESNGAADCw8Oxb98+A0dnvAICAmBra1vu52ZKSgokEgnc3d0NGJnxEkWxQukzuVwOAGBZ00zNGFGkhYH/tX79eqxduxZr1qyBh4cH5s2bh8LCQipTokFhYWGFDRI9evTAli1bEBQUBFtbWwNFZtxee+01tGrVCm+//bahQzFqo0ePhq+vLz755BOkpaVhypQpeOONN2h5gAYKhQJDhgzBa6+9hpdeesnQ4ZiEvLw8lJSUlP0+PT0do0ePRmRkJBwcHGBlZWXA6IzbV199hfPnz+OXX34Bx3GYNWsWGjZsiMWLFxs6NKOUk5ODfv36YezYsZgxYwakUikWLFiAjIwMbN682dDhVQsllCqIoojly5dj8+bNkMlkCA8Px6JFi+Dq6mro0ExKSEgIjh07Bl9fX0OHYpTS0tLQs2dPmJmZVVgnuHbtWnTo0MFAkRmf9PR0fPzxx7hw4QJsbGzwyiuv4K233jJ0WEbt8uXLGDdunMoNcgcPHoSPj48BojItycnJ6NOnD+7du2foUIyeTCbDV199hb1794JlWfTu3RsfffQRDSZocPPmTXz77beIjo6GmZkZwsLCMH/+fHh6eho6tGqhhJIQQgghhNSIaU7UE0IIIYQQo0EJJSGEEEIIqRFKKAkhhBBCSI1QQkkIIYQQQmqEEkpCCCGEEFIjlFASQgghhJAaoYSSEEIIIYTUCCWUhBBCCCGkRiihJIQQQgghNUIJJSGEEEIIqRFKKAkhhBBCSI38PxmkKiiXkRHZAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "    plt.figure(figsize=(8, 8))\n",
+    "    plt.scatter([x[0] for x in xs], [x[1] for x in xs], c=ys, cmap=plt.cm.Spectral)\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To define a network, we'll once again use the `Model` class from `mlfz.nn`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn import Model\n",
+    "from mlfz.nn.tensor.functional import tanh, sigmoid\n",
+    "\n",
+    "\n",
+    "class TwoLayerNetwork(Model):\n",
+    "    def __init__(self):\n",
+    "        self.A = Tensor.from_random(2, 8)\n",
+    "        self.B = Tensor.from_random(8, 8)\n",
+    "        self.C = Tensor.from_random(8, 1)\n",
+    "\n",
+    "    def forward(self, x):\n",
+    "        return sigmoid(tanh(tanh(x @ self.A) @ self.B) @ self.C)\n",
+    "    \n",
+    "    def parameters(self):\n",
+    "        return {\"A\": self.A, \"B\": self.B, \"C\": self.C}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Look at how simple this implementation is, compared to {ref}`the scalar version <computational-graphs:mlp:a-multi-layer-network>`. Writing expressions like `tanh(x @ A)` makes all the difference.\n",
+    "\n",
+    "Training tensor networks is also much faster, as we shall see soon. Let's initialize one and see how it looks."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = TwoLayerNetwork()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_13800/4170422174.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n",
+      "  zz[i, j] = model.forward(Tensor([xx[i, j], yy[i, j]])).value\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Oxo4dy2c/+1m2bNnCgQMH4skPH/3oR329T25YQrK5uZn/+Z//4dChQzz77LPce++9vOlNb6K6uppgMMjf/u3f8sgjj/Cb3/yGw4cP89prr/GlL32JOXPm8KY3vQkwbQsAf/rTn9B1nWPHjvGjH/0oxU6RjsrKStauXcvvf/97nnjiCQ4fPswf/vCHlAa9ZcuW8cYbb/Daa69x6NCheExfIBBg+/btKTFkyVRUVPDWt76Vn/zkJ1x33XWunzZYfOhDH8IwDD7zmc+wc+dOdu/ezZe+9CVOnDjBRz7yEd/fX6Hfz6Ewfvx43vnOd/KrX/2Khx56iCNHjvDss8/y3e9+l0svvTR+jm9729vYsmULP/3pTzl8+DAvvvgiv/71r+OpJQDXXnstdXV1fO5zn+P111/nxIkTvPjii3zgAx/wlbQikUhSkRYLieQi4MMf/jB33XUXH/7wh/nEJz6RsFDkxX/8x38wYcIEfvCDH3DmzBmqqqpYvXo1v/vd7+L2gGRKSkr42c9+xle/+lU+9KEPUV1dzTvf+U4++MEP8l//9V9Eo1GCwSC33HILqqryi1/8gp/97GeEQiEaGhr41a9+FT+/2tpafv3rX/Pd736X2267jYqKCtasWcNdd93l+DH5j3/8Y771rW/xqU99ivb2dkaPHs2ll17KV7/6VcdzHTNmDL/73e/41re+xd/93d8RDoeZM2dOXKgPBcv/+YlPfIKNGzfy05/+lGg0ylVXXZUQ0/WP//iPlJaW8oc//IFvf/vbVFVVsWbNGj73uc/FJ39Lly7lM5/5DPfccw8///nPqa2t5Ytf/CL//M//7Jgv7cXXvvY1vvzlL/Pv//7vgJnh++Uvf5kPf/jD8XP+1Kc+RWtrK//8z/9MaWkpb33rW/niF79IRUUFf/zjHwmFQml/gLjpppu4995709orAGbPns1vf/tbvvvd7/L+978fwzBYsGABP/3pT1m9enVG31+h38+h8JWvfIWxY8fy/e9/n7Nnz1JTU8P111/PZz7zmfgx73vf+2hpaeG3v/0tP/7xj1mwYAFf+cpXEn6/QqEQv/nNb/jOd77D//f//X90dXUxYcIEbrjhBj75yU8W7PuRSC4kFJHp564SiUQikaThP//zP3nttdd47LHHZPucRCIZccgJskQikUhyQiwW48yZMzz//PPcc889/PjHP5biWCKRjEikQJZIJBJJTmhpaeGmm26iqqqKL3/5y1x33XXDfUoSiUSSFdJiIZFIJBKJRCKR2Cj6FIuXX36Zyy+/nE9/+tMp9z322GPccMMNLFq0iFtuuYVXX33V9Xna2tr49Kc/zfLly1m5ciVf+MIXCp57KZFIJBKJRCIpfopaIP/iF7/gP//zP5k5c2bKfU1NTfzrv/4rn/zkJ9mwYQN33HEH//RP/8Tp06cdn+vf//3fOXfuHE8//TSPPvoou3bt4jvf+U6+vwWJRCKRSCQSyQijqAVySUkJf/nLXxwF8v33389VV13FTTfdRGlpKbfddht1dXU8/PDDKce2trby17/+lc9//vOMGzeOiRMn8qlPfYr777+fSCRSiG9FIpFIJBKJRDJCKOolvQ996EOu9zU3N3PVVVcl3NbQ0EBTU1PKsbt27SIQCCTU5S5cuJDe3l4OHTqUcPsll1xCJBJh/PjxOfgOJBKJRCKRSCS5pqWlhVAoFG+fzDVFLZC9aGtrS2nGGjVqFPv27XM8trKyElVVE44FUhqhwuEweiyGCPcholEAlGDQ8RxEbOD+gEuN58D9BBwer3vcF4tBIOm3RjcD4dGSjreex377wLGK7TmEdZsWcLmuJ1433I8fPFYbOFZHUQcfp6gBhDF4TPyyqiEMY+CrHv9q3pkcBWW7rqpgGAjHuCgFkXQdzBYzRbHuG7jNei+E+Sv58fZ1VWF7gPWyCeuswrxbN8wbVSX1vuQrAggGFKJRQTCoEI0aCecVCihEoua1UNB8wkjUIBRM/KAnHEm9zcI83n+sVmTgHNyeL59EIgahUFF/iCWRSCSSIiUajZHPnIkRK5DdsjWdbvfK4Uy+b8KECYhwH4986+sARA/vASA01715LHp4L6HZzvfHjpqCPTirLvW+Y/vN+2Y63HfiAMEZ8xJvO3kQgMC02oTb9ZOHANCmzhm87fRh89gpg7cZZ46gTZ49eMzZo+bjJpkWFuPsMQDUiQPXW4+b1ydMH7h+EnW8We9rnDfritVxUzHOnx64PAWjbeDymCkY7WfMyzWTMDpaUGsmone0mq85egJ65znUUePRu86jVY8l1t0GgFA0AtVjiHV3oFXWEO3pRAz8cCMUU5QbioYxcJuBilA1DKzrGgIVA4X+iIEuVHShURLUECgYQsUQCrqhYAjzly4UDENBF2AYCobBwG2g62AIYX41Br8ahkA3QNcFhm5gGIIz53XGjVIHjjMwYqYANQxB3cwguw+GqZ8VovlAP/Nnh2je38eCOaXs3N9Lw5wyAJr29tBQO3B5TzcAC+dVxH/ftu/uAqCxbvC2+H27OgFYVF+Zcp8b25o7WbygyvfxuWJrUzsASxqqC/7aEolEIhnZfOOrt1NepuXt+Ufs+Kampoa2traE29ra2hgzZkzKsWPGjKGrqyuhQtR67NixYz1fJzjLtF9EDuz2OKaOyKHdRA6lHhMYELnRw3tT75tuCt3oEYf7ps4lejRxGm6J3djx/Qm3a1NM0aufODh426RZ5rEnB29TJ85EP3Vo8JgJM8zHnT5i3m8J4TMD18cNiGFLOI+bgtEyIJrHTDbvaz2BOmbSwOWTqDUDl8+fRB09cfC1R43HaDuDNmqc+ZrtZ83jOlrQqsagd54jUFljfp+Vo4l1nidQOQp9QDQrhik0FTH4e6gO3Gber6MyeD0SjaIiKA2plIVUykLmD0L9EZ3+iE5fxKAvIuiLCHrD5q+esKCnH7r7BV390NUn6OyDzj7o6IGOXmjvgfYeQVs3nO+G812C812C1k5QVYWJYwb/smqaihoY/Cu294g57d9z2Nn33nywb/DyfvNyo4PQXTzfXcwuXjByxObSxtHDfQoSiUQikTgyYgXyokWL2LlzZ8JtO3bsYPHixSnHNjQ0YBgGe/bsid+2fft2qqqqmDVrVtrXCs6qJzirPq1IBi54kQykiGTzsrtItqbKQIJI1qrNH06MjhbzHDrPmV+7zK+xTtP+og6I4mD5oDBU7ULZJoxVDFR0SoKmUI1EYkSiMTTFQFUMykIq5SUKFSUKlaVQUQKVpVBVClVlUF0G1eUwqhxGl8PoCqiphJpKhTFVMKZKYWy1+WtctcL4UQrjR6tMqBn8q9TaYaCqiZ9MWNfnzykBoGFuKbsPRWioLWPXwX4W1pbHj3WaDO/c15NyW9Pe1NssdgxMnv2wpKGa7bu6fB8vkUgkEsmFzogVyLfddhuvvvoqjz/+OP39/fzud7/j6NGjvP3tbwfgmWee4X3vex9gTpvf8pa38I1vfIPW1lZOnDjBf//3f/M3f/M3BF38xU5YItlNKBeLSE64bUAkJ5ONSDYvTzHvs4lko/XEwOVJg8fVDF4GMNpOo44aP3DZtF7o7WfjIlmrMif/KZPiAY9ysKKaWHdHwn2q0FOmyBbRaAQFg9KQRumAzzUSjRGO6vEpsqoINFWgKuYvTRGoavZTZFVThzRFXlhbftFNkcG0eEgkEolEUkwUtUBetGgRixYt4uGHH+bJJ5+MXweoq6vjO9/5Dt///vdZuXIl999/Pz/72c8YN86cTnZ1dXHkyJH4c331q19lwoQJXH/99bzjHe/g0ksv5ZOf/GTG55TOcpEPkQxkJJLtU2QwRXLyFBmcRXL8mAGRHL8+blqC1QIGRTIQF8nm5ZODl21WC7tItlsttOqxcasFkGC1ML+mt1pYU+RoJIyKMThBjkaJRGLx6XFZSIlPkS2SrRaaKtBU0FSR0RQ54T3XlIQp8tl2I+0U2aL5YF/KFLmxvvKCnCJLm4VEIpFIihFZNZ3E2rVrMbo7uf+fPkRJbYPrcemW9ywR7LS8l83iXuzEAfP2DBb37Et7YC7uJS/tASmLe9bSHpjWCq+lPQB1/LQhLe1ZC3sAQh1IxkhaykMdXM6z7vda2ItEYwSCIceFvVAwgCHUjBb2znUr6Lq5kGct5pm/zCQLXReMqVISFvZ03VzkA+ILe/NmBNlzOIKhG/HbrWU9IGFhzxK/9oU9+7IemAt7TpYMMBf25LKeRCKRSC5ErCW95557Li/PX9QT5OFCGYheC+9vdj2m0JPkwNS55u1DmCRDqh8ZEifJMGi1sPBa2os/V4ZLezDoR7ZbLSybhJfVwsK6T4/0pVgtQkEzoMWyWtgX9oAEq4WfhT1NFWia9xTZTmuHcJwi7ztqWixUzTwP+xTZznBMkQE5RZZIJBKJBCmQXQnNMSe/+RTJgRnzCiqS3Zb2YFAk5yLZwrw8dD+yX6tFMGjmUHtZLYC41UJTjASrRSYLe5oGqqKkeJFVVTFtGZqCqiUu7bW0G2iayqRxpmivnzWYm53sRU5e2INBL7ITufQiywmuRCKRSCQmUiB7EJozn9Cc+XkTyUDeRTL4S7aA7EUyuC/txW0YNZN8+ZEhNfrNLdVCsU2Nk1MtQraSFBU9vrBn4baw5zf2zRLD1hQ5mdbOwSmyfWlPDai+p8iQmmhxIU+R5bKeRCKRSIoFKZB9YIlkN6FczCI5k/g3yFwkm5ezX9ozv6aPfku2WtgFcabZyE4Le5bVwhLK2sDXdLFvqqqYU2VVSZgiT6hxniLHz9NmvbCmyLsPmV+tKbKVaNFYVyGnyBKJRCKRFBApkH2SznKRK5GcLJSHQyTHj3ERyfHjXZItMvEj260WyX7k5Og3u9XCwm61sESz3WoB7tnIkahpuVAQrlYLVRVoytDKQ5ymyPHLtiky4DhFtrCL5EynyJkyXLnIcooskUgkkmJACuQM8COSvbKS/YhkSF3eK7RIThf/Zk2RLbJZ2os/1sOPnBz9lo3VwisbOZOFvWxi35LLQ4Y6RbbIJhc508i34UAu60kkEomkWJACOUOGurwXnFUXr6Z2ohhEMqRmJNuTLewiOdulvUz8yJAbq4VTNnKmC3uqCpqSXXlILqbIdvI9RZZIJBKJ5GJFCmQHRDRKeJ+7AM5VwkXk0O6MYuAKJZLdikT8xr9B+qU98O9Hdot+y9RqEYtG4lYLa2HPslrkI/YtuTzEqqDOhRc50ykyjIxlPZA2C4lEIpEMP1IgO6AM1E8XQiRDZlnJwymSwV+yhZ+lvWz9yPbot0ytFl7ZyE5TZPvCnlfsWzYV1C1tRkZTZHsFtYVbooUTI2VZT9osJBKJRFIMSIHsgtWQl04k5zPhYrhEskWuki38Lu25+ZEh1Wph+ZEzsVq4ZSNHojE0xYgv7KmKmWZht1poinvsm6aZ6RWZTJGtTGQgoYLabYps4ZRoYRfJi+dXudosMvUiw/BNkSUSiUQiGU6kQPbAj0iG/CZcDIdIHmr8W66W9iyrBXGLhXfLXvJ9btnIltXCvrAHqdnIyVYLTR2IfnOJfdO01CmyvTwkeYqsaWrCFHnvkWj8dvA/RXYiF17k4ZwiS5uFRCKRSIYTKZDTEJo7n9Dc+YT3NQ/JcnExiGQ7mSztgX8/slvLHrhbLawpsh4NJ1gtwDsb2W1hT1PM+Den2DdNU+IFIuOcCkQcKqghcYps4TZFhtR2veQpshtyiiyRSCQSSXqkQPaJX8sFXBgiGTIvEsl0aQ8y9yO7tez5sVoEB7zlltXCno0MmS/smRNl59g3p/KQ5ApqSJwi188K+ZoiO7XrOTGSp8ggl/UkEolEMnxIgZwBuRLJVlay8/2FE8l2LJEcv55BkYidTJb2cuVHTrZaBCuqfVktwN/CnqYarrFvo8ozLw9xmyJbFdR+pshDbdcr9imyXNaTSCQSyXAiBXKG5EIkA1kXiuRSJNunyGCK5GyKRDJNtsinHzlQOQq9uy3hPnC2WjhlIzst7JkiWaAq5q/k2DerRMRveYhTBXWmU+Rk3BItRvoUWSKRSCSS4UAKZAeMaMTz/kwTLtxIVygCxSmSIfP4N/Oyt0gG5xIR82t6PzKktuyBu9UCEmuo/S7saQPxb8mxb6o69ApqtylyQ21ZTqfIUPy5yHJZTyKRSCTDhRTIDijBEP17d9K/d6frMZks72UbAzdcIhkyy0hOl2wB3nXU5mX3EhGvKmpwt1qAd6pFcg11pgt7qpoa+6Zppt/YbwU14FhBbU2RrVxki10H+4HEKbJdJPudIo+UXGSJRCKRSIYDKZBdKKltAPAUyZD/5b1CiGQYepGIl0hOV0edbmnPq4ray2qRLtXCerxltYjbLQasFn4W9qxFveTYN1VRfJWHOE2R45c1lT2HIzTMLY1PkYGUKXL8cgHa9YYDOUWWSCQSSaGRAtmDi0Uk56ptzyv+zSvZAvz7kb2qqL1a9iDVauFUQ23PRvYb+1Zd5hz7ZqVX+CkPcZoiWySXh1gMxxRZLutJJBKJ5GJACuQ0FJNIDs6qG5EieShLe15+5OQqareWPUhvtbDXUFsLe6piODbsWQt7fmPfVFVJW0HtNUWGxApqJy9y/PIFOkWWSCQSiaSQSIHsg2IRyeb9xSOSLdxEsp1sl/YgvR8ZBqPfsrVa2GuorYU98M5G1lRzYc9P7Ju9PMSrgjoXU2S3RAsnMp0ig1zWk0gkEsmFjxTIPimpbaCktiGj5T3XY3IkkpOFcqFFcrqM5GzrqM3Lk3z7kd2i3zKxWthrqP1kI9utFpriL/bNrTwkuYK6pc0Y0hTZIrldzyvyze8UWS7rSSQSieRiQArkDMlkmuyVcJGv1r3hFsl+M5Ih86W9+G0efmR79Fuy1cJeIKKH+1ytFk7ZyOkW9kx7hcg49s2itUPEp8iTxg0WmaSbIi+sLXfNRfZLNlPk4UBOkSUSiURSKKRAzoJcWS7sWclOQjnb1r1CimTwLhIBf8kWkH5pz82PDOlb9pILRAKhkHlODlYLa2HPno3st2Ev09g3ewV1NlNkO065yPmaIstlPYlEIpFcyEiB7ICIROjb3eR5TKF9yZm27hVKJKcrEvEb/+ZnaQ+c/cjxPOMcWS3sC3uW1cJpYa+iRHGNfdNUkRD7lmkFtdMUef6ckpQpsmW1yGSKnItEC4lEIpFILmSkQHZACZrTRT8i2a8vGQofAzdcIjnb+Ld0IjkbP7KT1UIVuqvVwqmGGtyzkTV1MNnCHvtWXU5C7Jummb5jvxXUkDpFTi4PSa6gBn9TZC+KeYoM0mYhkUgkksIgBbILpXULgfQiGfxNk4dTJAdmzCtKkew32cIieWkP0vuR07XsJVstrBpqu9XCbzayFf3mFfs21CkypHqRnabI9kQLJ0biFFnaLCQSiURSKKRA9iAfIjmfy3vpCkXyJZLj1zMUyeAv2cKtRMSvHzk5+g3crRZ6OOxotfC7sKcNTJPdYt+8ykOSp8hWeUg6L3IyTokWdkb6FFkikUgkknwjBXIaSusWUlq3kL7dTQXzJY80kZxNkQh4J1tAZkt7fv3I9vucrBbWBDnZapG8sKcpOqoy6EVObthLF/vmVh7S2olrBXW6KTJklos8UqfI0mYhkUgkknwjBbJP/E6TpUj2J5KHurRn4eVHTo5+g/RWCz3Sl2C1gNRsZFUxEqwWVsOeU+ybpg7GvjmVh2gaKVNkO8kV1GfP665T5HS5yHZy2a4np8gSiUQiudCQAjkDMhHJuVjes8fAOVFMIhn8te0lHJ+lSDa/pvcjZ2O1CA4saFpWi0yykd0W9qzYN001Y9/s5SFjq5X4FDm5PMRpimz3JWcyRQbyMkUeruIQOUWWSCQSST6RAjlDhmt5zysrGYZfJGdaJDKUZItM/Mi5sFpYNdR+spEtq4UV+9YTTo1907TE2DdNA81mn7DT2mHkZIrstKyXboqcCYWcIstlPYlEIpHkGymQsyDXvuShJlwMVSTbhXK+RTJkn2xhMVQ/cqCyJiOrRXINtTVFVhXDdWFPU82FvUxi39wqqN2myH5zkdN5kZ1YvKC66Oun5RRZIpFIJPlCCmQHRDSS/iBy60seasLFUEQyMGSRbJGubW8oyRa58iOnRL+RmdXCmiJHIjE0xUhY2NMUI2FhT1Oyj32DxApq+xS5flYonots3Z6caNF8sM/Ri5xJu16xIqfIEolEIsknUiC70Nu8g97mHWmPK6blPa9q6nyL5FxlJPtJtkgWyW5+ZPOrd/RboHK0o9XCum5f1vObjey2sOcW++ZWHuJVQb3vqCmOVZtoTp4i20mXi+yGjHyTSCQSycWIFMgOKMEgZfWm8M21SM7V8h5kXk0dnFVHcFZdzkRywm05Eskw9KU9y2qRbK3w07Jn3m/Ep8uW1SLTbGRrYc+KfasqwzX2TdPSl4dYU2S38pB8TJFl5JtEIpFILlakQPYgU5FcSF/yUGPgciGS7VNki6GK5GySLfz4kZOrqJ2sFnp/j6fVIl02stPCnjVFHpwkO8e+mZFv7uUhTlNki3xOkTPxIoOMfJNIJBLJhYEUyGnIRCRD7n3JMHJEci4qqcE72cK87L20B6l+5OQqaqfoNy1kJkK4pVok11AnZyNrioGqGAkLe1bsm31hzyv2bSgV1MPtRZbLehKJRCK5UJAC2Qdl9Qspq184LL7kfGclRw7tThHKwyWSIX2yhZ+lPb9+ZK/oN+v25FQLu9WiJKg5Wi3cFvbcYt/8lIekFIgUcIoMxVscIpf1JBKJRJIPpEDOgHz5kqH4spLzJZLj1x1Esp9kC8hsac+vHxn8WS0gfQ213Wphxb71RcwpsqaKlNg3TTOFsVN5iFMFdTF7kYdriiyRSCQSSS6RAjlD8uFL9rO8NxwxcPkQyV5te5A+2SKdH9nCjx/Zin4D/1YLew213WrhtrCnKUbKwp5b7JtTeYhbBTWYYthpitwwt5TdhyI01JZdFFNkkDYLiUQikeQWKZCzwC6Si22aPJwiGdJXUjuJ5Ezj37xEciZ+5GysFjCYjWy3WtinyJpieC7sucW++S0PsabIFmfbjYTryeUhdpymyHZG4hRZ2iwkEolEkmukQM4Sy5cMxWe5GC6R7KdtzyLTIhFIn2xhkYkf2ctqgaGnWC2caqjt2cgqIi6Skxv2rIW9dLFvXuUhrbZBqVVBnWC3cKigTm7Xa6yryKpdD4p7iiyRSCQSSa6QAtkBv016ULy+5GIWybmIf4PEZAsYuh9ZqxqTYLWIv45DgYi9hjoUDDhaLdwa9tLFvlkTY6fykAk1g1Pk5ApqP1NkewW1GyN1iixtFhKJRCLJFVIgO6AEQ/Q076DHZ7RbtiI5nS8ZpEh2i39LTrbwUyKSzo+cHP1mPti5QAS8a6i9Fvas2DdrYc8t9s1veYi9ghq8p8h25BRZIpFIJBJnpEB2oWx+I0BGItlvFJy1vAfe02S/y3tw4YtkP8kW6UpEwNmPDKnRb4HKmqysFlY2ciYLe26xb5mUh0BmU+R0iRbAiJsig1zWk0gkEklukALZg0xFMgyP5cKecOF4fxqRbFVTp95XPCIZMl/ag0Q/Mro5GU72IztZLZJb9sA71SI5G1lVzMxkTTHQFN3Xwp5b7Fuhpsh2Fs+vwotMpsiFQi7rSSQSiSRXSIGchrL5jZTNbyyI5cILv5YLtxg4P4UikQO7U4RysYjkbJItvEpE3PzITlYLEe5Jm2qRLhvZrWHPvrDnFvvmVR7iVEFtTZHnzylJmSLvOtgPFG6KDDLyTSKRSCQjDymQfZKN5QL8RcEVenkv00KRfIpki3QiGfwnW4B70146P7JT9Js6kIvsZbXwk43sd2HPLfZNVZWMKqj3Homa31dSeUghp8gy8k0ikUgkIxEpkDMgW18ypJ8mZ1IqAoVf3suXSPZTSQ2ZJVu4Ne3Fb7P5kYEUP7Jn9BupVgu3GupMFvaqyogv7HnFviWXh2RbQQ0X9hRZIpFIJJKhIAVyhhSD5eJiE8l+49/SLe05+ZEtMezmRzZv87ZaWDXUyVYLezayqhiOC3sVJVBZak6Skxf23GLfclFBfaFPkaXNQiKRSCRDQQrkLBmK5SIdxZxwUUiRHL/uIZIhNdnC79Ke5UcmSRTb/cjprBZ6f59vq4W1sKcqIr6w1xcR5iTZFvsGeMa+aQOC2K2COtdT5FzkIoOcIkskEolk5CAF8hDIdxQc5CbhAopfJIN3JTWkj3/LdGnPqUTEy48MqVaLQKgkfj0Tq4W1sGfFvlkLe/YpsrWw5xb75lZB7TZFtidagP8pcjqKcYoMcllPIpFIJNkjBfIQsYvkXE+Tc+VLHmoMHORfJDtVUttFst+M5EyW9syvqX5k82uiHzmlZc+yZoR74gUiyVaLbBb27LFvkBr7Bv4rqJOnyJkmWtgZaVNkuawnkUgkkqEgBbIDRiRCz45tvo+3fMkwvJYLGFoMHBSfSIahZyS7Le25+ZGdqqjdWvYClu2CwWxky2phnyKr6PFsZD8Le26xb17lIU4V1GfbDd9e5Ma6iry26w3HFFkikUgkkmyQAtkBdWASmIlIhuLwJUP2y3vFKJKzyUiGxGQLyN6PbFVRg7PVQu/viadaWNnIeqQvoYY6ORvZa2EP8BX7lq48xJoiJ9gtbOUhTlNkC0skJ5OrKXKhkMt6EolEIskWKZBdKG9YBJgiOdNpMvi3XOTalzzU5b2RKJLBO9nCyY+MPmCRSONHdop+s1sttIEJcrLVIhgMelot3Bb2rCmytbCXHPsG/spDvKbIltXCbYocv5zhFNkPSxqq5bKeRCKRSIoeKZA9KG9YlCCU/ZJPy0Uhlve8WveKUSRnm2zh14/sFf1m3W5ZLZxSLdIt7CmIhIW9ylJSFvas2Lfk8pB8TZHt+M1FLsb6aZDLehKJRCLJHCmQfZCNSIb8WS5yubwHmbfuFZtIhuySLRJKRCzxm86PTGLLXrpUi2SrhZWNbF/YC0f1hIW9vohIWdhLjn2zykM0DcfykKFOkbPNRfaLXNaTSCQSSTEjBbJPcmG58HV8gX3J2cbA5Vskx6/7EMnZJluA89Kemx/ZfjnFj+ySamHlIidbLayFPctqYV/Ys8e+QerCnp/yEGuKbC7uOU+RITHRYmFt+ZCmyCCX9SQSiURyYSAFcgYM1XIxnL5kKKxIDs6qG5JITi4SAXeRDJnHv3kt7Tn5kSHVaiH6ujytFlaqhWoYaa0WTgt79imypWmTY9/cykOsKbIdNaB6JlpYWCI50ylysUa+gbRZSCQSiSQzpEDOgmK0XMDQRXI2MXBuItm8rzAi2U/8G3gnW9iX9syviX5kp5Y9taR84DYjJdUiECpJSbXwykb2WtirGtCv9ikyOMe+uVVQa7apcf2skOcUGUjbrgcjZ4osbRYSiUQiyRQpkLPEmiYXi+ViOBMugrPqCc6qHzaRDOnj3/wkW/j1I3u17HmlWgSDQTShm8ehx7ORvRr2KkudY9/sU2R77JslmJ0qqMGcIu87Gh1831ymyBZyiiyRSCSSixEpkIdIoSwXUBzLe+li4HItkgFHkWzh1bYH/pMtwF+JSLroNxHuydhqoSJcG/b6It6xbx09zrFvThXU9imyqiquiRaWF1lOkSUSiURysSIFcg4ohOWimHzJfkSyky85G5GcnGwBpkj207aXydKe3Y+sjpnsWCKijp6YNvpNjQvjzKwWfhb20sW+AZ4V1AAtbUZCBTUMJlqoWqJnGbJLtCjW4hCQU2SJRCKR+EMK5BwxUi0XkB+RDM7Le/kQyX4zkrNZ2jO/evuRUy77sFoMZWHPLfbNrTzEPkW2p1mcPa8nTJHBtFo4JVrY2/VyPUWWkW8SiUQiKTZGrEDesGEDixYtSvjV2NhIfX19yrE//OEPWbBgQcrxra2tjs9tRCJ0b89sGmyRreUCMmvfAymSITcZyRbZ+JHtl72sFgB6uA890odqGCnZyE4Le6piOC7spYt9cysPAeLlIWogMfrNmiJbVgs7ye16dkbiFFkikUgkknSMWIG8cuVKduzYkfDr4x//OG95y1scj3/b296Wcvy4ceMcj1UHPhLv3r4tK6FciPa9C0Ek24VyNiJ5qBnJ4L6051UiYq+i9mu1UAyDQChEMBhytFpYC3sqRnxhryykZrSwB97lIZqmpES/ZTtFTmYoU2QobHGItFlIJBKJJB0jViAnc/LkSe6++27uuuuunDxfReNiKhoXA2QtkvNtufDrS/azvJcu4SIfIhnIu0gG9/i3bJb21JpJGOdPOvuRbZdFX3fWVguvhj23hT3wXx7iNEWeP6ckoymy3WYx1CmyLA6RSCQSSbFxwQjk//7v/+Zd73oXU6ZMcbx/z5493HbbbaxYsYJ3vOMdvPLKK76edygiGYZuufB1fIGmyfas5JT75syPV1MnM5wi2Sv+Dfwt7YFPP7LtspWR7JZq4VRD7bSwZ2Ujey3sARmVh6QUiKgKe49EB55nMPatkF5kkJFvEolEIikeLgiBfPjwYZ599ln+7u/+zvH+SZMmMX36dL75zW/y8ssv87a3vY2PfexjHDhwwNfzW9PkXFgu/ArlfEbBwdAtF16FIuH9zUOqps63SIbMlvasEpFM/MjgnWphTZHtVgunbGTAc2EPSIl98yoPcZoiWziVh1gkx77l2ossI98kEolEUkxcEAL5nnvu4frrr2fMmDGO999222384Ac/YO7cuZSXl3PnnXcyf/58/vd//zej18mF5QLyN00udl9yrkRy/LpPkQyZJVtYZLS0R2L0m5fVQu/vQxE6qtBdrRZWNrLXwh7gGftmLw/xM0WOv1cOU2Q3/E6R/VLIKbJEIpFIJG5cEAL5qaee4sYbb8zoMdOmTaOlpSXj17KL5EIu8EHufckwMkVyctseeIvkTOPf0i3tJecjmwc6R7/F66iFHrdaBEIl5uvZrBZe2chlIVO8Ji/sZRL7NpQp8q6D/cDgFDmbXORiKw4BabOQSCQSiTsjXiDv27ePs2fPsmrVKtdjfvKTn7B+/fqE2w4dOsT06dNdHuFNLhb4YPgtF36X92Bki2Twn5Fs4ba0B8RLRCw/crLVwu5HFn1d8eg3cE61CAaDqIYRr6FOzkZO17Bnj30D59g3ewW10xRZDaiuU2TggpsiS5uFRCKRSLwY8QJ5165dTJ48mcrKxGnWjTfeyMaNGwHo7Ozk61//OseOHSMcDvOrX/2Ko0eP8s53vnNIr32xWC5Gukj2k5EMg8kWXkt7lh/ZWtpzqqKOY58gDyRY+LFaJGcj2xf2gISFPUgUx/YpMgzGvvmtoIaLa4oskUgkEokTI14gt7S0MHr06JTbDx06RG9vLwCf/vSnueyyy7j99tu5/PLLefbZZ/nNb37DxIkTh/z6uVzg88twieRcx8AVSiRD+ozkdMkWfvzI6aLfIDOrRXI2MhCfImuq+Zr22DdLKGuq8FUeYseqoM5kipxNokUxITORJRKJROKGIoQQw30SxcTatWsxenu57wv/lvFje5q2A1C5eEnGj7UL2IpF/h5vidmKAZGd9vg9prAt9zjeEr+WCHfCErqWqLZjid2SeQ2p9x0cuK828b7o4T3AoMgevN0Uv6HZg7fHBsSvJaIBYsf2E5xpu37iAMEBQQ2mnSIwzVzw00+aQlibOgf99GFgUEgbZ46gTZ6NfvaoecykmXF7BZppR1AnTMdoPYk6fhrG+VOo46ZinD9t+pTbToM6YFsY+CpULeGyUFWEoqFH+tFKKzCUwdsMRcNQzfmxUDVMaawhUOmNCHShogsNQyiEgkE6+xQMoaAbChFdRTcUdAMiMfM2XYfKUkFLu0DXBboOo8oFugG6LjB0A8Mw7zO/Ghgx8zYAQzfQB8S/YU3OB+wiDXPKaNrbExfPTXu6WThvMOVi++6uhNSL+O27OlmUNHV2YltzJ4sXOE+jc8nWpnY5tZZIJJIRyDe+ejvlZRrPPfdcXp5/xE+Qi4mhLPBlY7nIly8ZhpaVDIWdJAMpk2R7JXVgypwhx7+5lYik8yMnX05ntUiuoXZa2Etu2AN8x755VVAXaorsNxe5EMgpskQikUickAI5x+Rygc8vubZcDHV5L12hCORWJCdnJEOqSIb0Gcl+ky0swZtcIuI3+g1SrRbJBSLJ2cj2hT17wx4Qj32rKnOPfQP38hCrgtpq1YPECmpw9yJb5DoXGWTkm0QikUiGDymQHTAiYTq3bR3ScwxHygUU3/KeU6FIoUQy5C4jGbyX9pz8yG7Rb06pFskFIsnZyApGysJeeYmSEPs2WCCSGPsGmZeH2MVyJlPkZLKdIsvIN4lEIpEMJ1IgO6AMLE/lQiRnu8CXreUC8GW5GO6Ei0KI5FxmJPtZ2rPnIydXUdsvW9FvTlYLa4psWS3s2cj2hb2ykJLQsGePfYOkZAuX8hCv2DdInCI3zC31NUW22yxGyhRZRr5JJBKJJBkpkF2obFxCZeMSOrdtLZppsh8sXzKknybnqlTkQhbJ4Bz/BqklIl5+ZLvVwop+s1r27FaLQCiEauhxq4WVjayhx7ORVcVIyEYG4rFvVaWD4nhUuXd5yPhRiu8p8p7DpjguZKKFnCJLJBKJZLiQAjkNlY1mokQuRXI202QYfl8y5D4GLjRnPqE58x1FcnBWfUFEMrhnJLvFv3mViJgHe/iRSWzZE+Ee1wIRu9XCKRu5LKTGp8iqImw2C0F3f/rYt3xMke24TZHB/7KenCJLJBKJpNBIgeyDXE2Th7LAZ1kuhtOXnIvlPXBPuAjvb3YUyvkWyV4ZyeB/ac+3HznJaqGGSh2tFqrQ02Yjuy3smZcZtFxophiGwfIQTfU/RZ4/pySnU2S/NgsZwSaRSCSS4UAK5AzIxzQ5U/IZBVcIX3K2MXCFFsmQm6U9Lz9yOquFKZJjrjXUkWgsoWHPmiJbE2Sn2Df7FBkGp8iBgNmw5zRFVlWFvUei8esX8hRZ2iwkEolEAlIgZ4xdJOdimlxslotC+JJHgkjOZGkPcG7aA28/MplbLdyykd0a9ixxrKmJsW/JU2Qr9k1VlZQpsoWqqWkTLezIKbJEIpFIRipSIGeBZbmA4ZsmF4vlAi4ckQz+M5LtfmRrapzsR062WqT4kW22Cy+rhVs2sqoY8Wxkp4U9SEqzcIl9Sy4P0QYmyRZn242E8hBInCIvrC2PT5Etm0U+psiFQk6RJRKJRCIF8hDI5TQZCme5gJEvku1COVci2W+RiIXT0l46P7L9NtHbmSCavVIt7FYLKxu5JKh5Luz5jX1zKw+xpsj2NAunKXIy+fIiy2U9iUQikRQKKZCHSK6myYW0XOTalzxUkZyLQhEvkRy/nkYkg78ikWyX9tSaSQlWC7W0In45E6uFYuiO2chuC3uJVovU2Le4HzmpPMSaIre0GSlT5OFKtJBIipmTh87y4sMbeeBnz/Hgz57jlce2cPb4+eE+LYlEkgVSIOeIC9lykYuEi6HEwMHQRLI1RQZvkewnI9nC79KevUQkxY+Mc8ueZbXQ+3tcrRZWNrJVQ21f2LM37AGOC3v22DevKbKqKkwaF0iZIluJFuqAZ6MQiRZQuPppabPID0II2ls6aTnZRl93/3CfTk5pWref15/cTuupdoQhMAzB2WPnePmRzezbdnS4T08ikWSIFMg5JJdxcFCYzOSRsLxXKJEM6YtEMl3a88xHdoh+g0GrhRYqTbBaWFPkZKuFfWFPU/SEhj2nKTIkxr7Zy0PcKqhb2gzUgJowRbasFlCYKXKhlvWkzSI/HNlziifveZXn/rKelx7exOO/e4VXH99Kd2fvcJ/akDlz7Bx7thw2r4jB28XA5e2v7aXjXGF+uJNIJLlBCuQ8kEvLBWQ3TYbhq6geqSLZT5EIZL6058ePbF32slooQkcVetxqkZyNXBoy/zqnW9hLEMpJ5SFuFdT2CTIQLw8xLxd2ilwo5BQ5d+zffpSNz++ktytxanzm6Dn+ev8Gerr6XB45Mjiw4xiKorjerygKB5qOF/CMJBLJUJECOU/kY5qcCZlaLjKtqIYLRyTHr7uIZD/JFoCjSHZd2rNfdoh+82O1SM5GdlvYAxwX9qwp8pgqf+UhXlPkhtqygk2R5bLeyCLcH2HH6/sc7xNCEA3HaF5/oMBnlVvOn+1ECOF6vxCC82c6CnhGEolkqEiBnGdG4gIfXFwi2ZoiW2QjkpOX9gBXP7J5oHf0m9Wy52W1SM5Gthb2NMVIWNiLl4fYrBYwGPvW0TM4OYbE8hC/U2RrYU9OkSXJHNt3GsPwFo9H957mmT+9zrP3vcH21/bR0zm0ibKXWM0HyTGIjsdo8p9biWQkIf/GOmCEw3Ru2Zyz5xvuOLjh9CWPNJGcbZGI19Ke3Y+sjpnsnI+cFP1mb9lzs1qohuGYjQw4NuyZl+1Ne+bLW7Fv5uXBKTKQlRfZnotsIafIFy+9Xf0oPgRk5/keOlq72L/9CE/d+xonDp7N6HWEEBzefZJn71tnpkj8/HnWPbWdc6fbaW/t4tzpDiL90fRPlAWTZ4/3tFgATJk1Pi+vLZFI8oMUyA6ooRBAzkVyrqbJUBjLBeTGl+wn4QIKK5KBjEUyOGckW9hFsjBMoWpf2gOPEpGB26zoN6OvK+5H9rJaJNdQAwkLe/aGPWuKDIM+ZK/yEKcKavsU+ex53dGLnIzXFDmZYpwiS4ZGqCQ4uK3mAyFAGII3ntlBd4e/BT4hBOufbWLTX5vpaO0GAYZucOLgWV54cCPP3fcGLzy4gUfvfokNzzUR7otk++04Uts4HS99HAhqzFowJaevKZFI8osUyC5ULl4KmCK52KbJhbJcFNKXXGiRnFwkYpFJkQj4S7bIyI9MUv10BlYL+8KeyuCSXvLCnlPsm1N5iL2C2mmKbBfLyV5kv1PkZJuFXwo5RZY2i6ERLA1koo8HEfhebDuy+yTH959J/5SG4Ni+M/z1gQ2E+3MnkqtqKlh94xJHG0UwFODKW5ZRWl6Ss9eTSCT5RwpkDyoXL00Qyjl73iKYJkPx+ZK9spILIZIzLRLJJNkiuUTEno/sFf2WbLXA0BOsFm7ZyEDahT2n2DerPETTSKigthr0kqfIqqo4epHtC3uQ+RRZFodcGOzaeJCtL+3J6rFCCM4cO+fr2P07jmX0vL1dfezdeiSr83Jj8sxx3PTBK2lcXcukmeOYPGscS66o4y0fuJKxk0bn9LUkEkn+kQLZB4WYJmdLtpnJdpGcqeXC87g8Lu95ieTQnPl5F8lu8W9+ki2SS0Rc85HBNfpNDZWah9qsFm411OkW9sA79s28nFoeYk2RNU1FDQz+7+PMeT2lgtpa2POaIkPqsp5fCjVFBrmslw1tLZ00bziY/kAvfIyehSHoOJfZD1RCwKGdJ3K+zFdSFqJ+2SyuuGkpl79lKbWLZxAsCaR/oEQiKTqkQPZJvqfJubBcQGbTZMuXDP4tF5Del5zP5T17NXUyhRbJmSRbQOLSnnmHQz6yQ/Sb0dfl22ph1VA7LeypA1NkVRlMtAjHbNNkW+ybW3mINUW2sCqoJ48Pxm/LZIo8Euqn5bJedhxsOp52cc0LRVEYP3WMjwPJ6nWikRixqJ7+QIlEclEiBXKGjJRpciYMly95qAkX4X3NjtPk8P7mBKE8XCLZa2kvUz+yl9XCrYa6JKglLOwBKQt75SFcY9/cykOsCmpNU1Oi37KZIjt5kWX9dPHS193Pjtf38ehvXuSBnz3HE79/hT1bDhONxBKOa2vxzgZOhxCCOQunpT3m9JFWQqWZT2kVVUELFPafQCEEp4+20vTGfna+sV+260kkRYwUyFmQz2kyDH2BD4ZmufBDLkVyIRIuhkMkQ4ZLe+AZ/Wa3WljRb0a4x7zdwWphz0YuC6meC3tOsW9+y0OsKbKXF9ki01xkWT9dXHS29fDsfW+wb9sRwn1RhCHo7eqnad1+XnhgA5HwYIxaIOicamLHsh/YJ8DW5RXXLGDU2FRLjoUwBBuf28lrT2wjnGF8m6IoTK+diKoW7p/AtrOdPHb3S7z62Fb2bD7M7s2HefbPb/DkPa/S192f/gkkEklBkQJ5CORjmpyLBb6hWi6KzZdcjCIZ0mck+1naSygR8Rn9Zm/Zc7Na2LORS0MakWgsbrXwWthzin2DwfIQpwpqP1PkoeQi+6FQU+SLGSEEbzy9g2g45mgN7mrvYdurg6kwU2ZP8Hw+RVGYWT+F6961iunzJlJaUUJZRQkz6iax9t2rmLVgqufj9+84ytF9pwdOLoNvRDGXS+uXzcrgQUOju6OXFx7cQLgvVcj3dPbx1L2vEY3kJ6NZIpFkhxTIQ2SkTJMzIV++ZLhwRLKfIhE/S3v2EhFgMOWiZlL8stHbkRL9Zi8QMafIhmsNdSQajVstANeFvXDMOfYtmymypqmOU+TGuooRO0WGi9tmcf5MB53nu11tE0KYrXlWfNqs+VPMDGQne7BiWhzmLppGzYRqVq5t5OYPreGmD63hkusWMnq89++pEIJ9246mPefKUWWDLzlwHmUVJax563Kqx7hPp3NN8/oDnm2Cesxg68vm/196u/s50HScvVuPcPpIK8L2uGgkRuf5bnrlxFkiyTuKKHQnZ5Gzdu1a9J4e/njXXRk/tnv71vjl6mXLc3ZO3U2mUK1esjTr5+hp2g5A5eIlvh9jidmKRf4eYwnbigGB7XrcHlPklrscZ4lgS3zbscSuJabtWKK3ZF5D4u0HB26vHbw9etiMnrLEtXmb+Q9UaLZ5W2xABFsCOnbMTK8Izhy4fuIAwQExHTt5kMA0U0jrJw+hTZ2DfvowYIrouPd4YDyrqGrCdVQt9bplWVA1UDWM/h6U8mpQNYSqIVQVI9KPoZjXDSVgfh24rJSUEdYFOhoGGoZQiYoAutCIGRq6UNENlaiuoguFSExFNyASU9ANBV2HSFSg6+Yv++XR5QLDMC+bXw2MmBEXAYZuoA9Mwg1dZ8GcUnbu76VhTllcBDfUltG0p5uF8wYny9t3dyVMmgG27zJF6SKHBAyLbc2dLF4wtCm0H7Y2tRdUkBcT+7cfTZgQu3HVW5fHl+vaW7t45dEthPsiA9YJgRCm/eKytyxhgp8lPAd6uvp48veveh6jqArzFs9gzsJpnDrcgq4bjBpTycTpY301++UKIQQP/vz5BKHrhKLCjHmTObL3FAhT0AsBZZUlLLminpOHWzhuq+2uGV9Fw6q5TJoxrhDfhkRSdHzjq7dTXqbx3HPP5eX55QQ5hxRimpwtI8ly4TcrOZlCT5LBvUgkXbKFtbTnx48sejqyslp4ZSM7Nez5jX0D5wpqa4pskVxBDaRYLcDfFDkdMvIt/ziVYKQ7bvS4Kt7ygSu45LqFTJ83iWm1k1h21Xxu+tCarMUxgOI4lnamorqM2sUzqF82i0kzxxVUHIPplU4njs3j4MieU3G7iDW66usOs+6p7RzdcyphCt3W0sWrj23l6N7T+ThtieSiRwrkPJBPb/JIslx4HpeDhIuhFooMVSR7FYmA/2QLzyQL3UApMyenmVotkmuo7dnIyQt70Vjqwp4V+waDsW/W5UBA8fQi20VScqKFnVx7kfPNxbysN2FaekEbCGkp9ggtoDGzfjIr1y5k1ZsambNwGsHQ0LKByypLKKss9TxGGIJxU2qG9Dq5wCrZyRebX9xFLBpLf6BEIskIKZDzRLFOk7OtqR4OX3I+CkUgfyJ5KMkWCUt7LoJZLTXFpL1lz0q1MCPf9JRUC6caaiBlYa80ZC7sgTk1DkcHF/bcykNUzbmCOnmK7JSLnM6LnIxfL7KcIuePylHlTJkzAa/IYT1qsO2VPfT3hvN6LoqiMG/JDM/7K6rLmDR9bF7Pwy9T53ovLA4FPaZzzEfNtkQiyQwpkPNMvqbJUPgFvkza9/zmJecrBq5QIhkyi3/zWtoDnEtEXKLf/FgtvLKRIXVhz/pVXmIK4/7I4MKeU3mIWwX12fP6kKbI2bbrFYKLeYp8ybUNjJk4yvV+IQSHd53k+fvX510k1y6azow6s7I9WbSHSoNcftPSgtsp3FhyRX1ai0q2pSqKqtDd0ZvVYyUSiTtSIBeAfEyTcxUHB5llJg+lfc/1mCE27w2nSM40I9nuR7ZEsNW05ysfeeB+tbQixWqhCFNAWzXUergvIRtZEXpCNrI1RY7qqQ17lg+5opSU2Den8pDkCmq7WHabIoN3LrITxTRFvhgJhgJc/bZLWH3DYlfxKYSgvyfCjnX7He/PFYqicMl1DVxx81ImzRxHRXUZo8dVseiyebz5vZdRXVOR/kkKRKg0yPXvXU1JeSjlPlVTmVE3CZFRVp0NIQgGZZ21RJJrpEAuIMU4TR5KZjIUjy95uEQyZFYkAlks7TlUUVt+ZLvVAkBYFgsRi1strGxkwHFhryRgXjaFsplWkbywZ02Rwbk8xKmCOt0U2SsXGbJb1isUSxtHX5Q2CzAnlnpM91w8E0JwfN9pouH8emMVRWHSjHFc/pal3Pj+K1h726XULZ1JqDSY/sEFprK6nFvuuIo1ty5nZv1kZtRNZsW1Dbz1b69m4aW16Z/ABSFg6tyJOTxTiUQCUiAXnJEwTfZLsfmSvUSyVU2dcHuGItnCLpIzbdvzs7SXXCICuPqR/VgtVKEnZCNrA17k5IW90qC5sFcWsnKRTaEcjg4u7DmVh1gLe/YpcvLSnp8pcmN9ZXyK7LWsJ6fIw09Xe29a+4JhCHq7+zyPuRiZMG0Ml1y3kJVrFzJr/hS0gEZ5ZSkLV851fkAa58X0eZOoGp1qXZJIJENDCuRhIt/T5GwYiuWi0L5kyK5QJLyvOUEoZyKSrSky+BPJMFgkAs7xb5C6tGcvETEPSPUj26Pf1JJyjL4ux1QLJ6sF4LmwZ8W+lYfMCbLpRx5c4OuLJE6RgfgU2RLP4DxFVgf8Gk5TZCeKeYoMF+eyHpg5xn4i9APD/NG/EIKWE+fZ8tJuNjzXxK5NB4u21nn+itksv3oBZZUl8dsUBabOnsDSK+vj1d2KqsQ919PrJrHimgXDcboSyQWPLApJYu3atUTb2vjFW25m1IplBXlNq2CkmMpF8l0s4qdUpJCFIpmUiVhFImCWiWRSJKKfNJfz7EUilmjUJs9GP3vUu0QkflkdKA/pRi0fhRgoExGqhhHuRWiBlAIRpbSSsK6jKxpC0dDRiIkgBip9URVFDWAIlYgewBAKEV1FN5R4cUgkln15iDEg7HXdwBgQ/MbAxNyImV+t4hAgXh4ylOIQIO/lIcVYHCIMQU+XObktrypFVXM/B+nu6OWpP7zmecyosZWsve1SFMVcIjt3qh0UGDe5horqMs/H5oJIOMrrT2yj9VT7YEnJwH2LL69j3mL3FIzhRNd1mjcc4tj+0/R19aNqKlNnj2du4zS6Ovrobu8lGAowde4EKkfJybHk4iXfRSFSICdhNend+5nP0bl1K0BBhHI+WvguBpEMplB2EslgCuViF8l+m/bU8dMwzp9KEcluLXtCGbhPMa9HYjqGEsBQVXRFI6aEUhr2+qIKqhrwbNiLRIR5PWKg66AbgkjEIBYT8QY9XRfoMSMukieM0XLeruclkKEw7Xpbm9qBwtZduyGEYN/2o+zbdpT+HjNBoqQ8xLzFM5i3ZEbOhfL6Z5s4tv80brtll924mLGTRrPx+Z2cPnou4b7Js8ZzybUNefUKv/zIZlpOnMftX7jVb15UdN5dQzd47cltnEl6v6yEi9U3LGbK7PHDcWoSSdEhm/SGkeqlSwHo2LSFjk1b8vpa+fImw9AW+CC/lgvITcKFVwyc30KRodgt/LTtgf9ki+SlPXXcFIyW4+ZtyYUiSS17blYLKxtZNQxCgUB8YS/equexsBeOuce+gXd5SLIX2WIo7XqQ3osM5N2LnEnkW39vhBMHz3LiwBl6c/wxvxCCjc83s+O1fXFxDBDujdC0bj/rn2nyZYnIhBXXLGDaHFNgKooS9ySrmsLyqxcwYdpYXnx4E2eOnUt57OkjLbz0v5vQY3rKfbmgraWTs8fdxTHArk2Hcv6eDJX9TcdSxDGYv79CCNY9vZ3n/rKeZ/+8jk1/baat5eK0+EgkhUAK5DRUL12aIJTzTa69yUNd4Mt3yoXlSx6u5T3IjUiG7ItEwDnZwl4i4pmPPHBdsSVaqCXlKHosXiBipVo41VADaRf2ykPusW/28hCvCmovL7JF8/4+X+16fuuni4FYVGfjX3fy+G9fZt1T21n39A6e+N0rrHtqO+H+SE5e48yx8xzde8r1/hMHz3LycEtOXstCC2hc+uZFXP/ey5i/YhZzG6exdE09N99xFbMbpnJkzym62nocRaoQ0HGuO28FF6cOtaTNFe44101fT36zmjNBCMGB7ce8jzEE7S2ddJzr5sieUzz/l/Xs2nSwQGcokVxcSIHskwtpmpwNxRAFV8wieShte25Le8klIq75yA7Rb3GxnJRqkVxDHQoG4lPkWMxwXdjzE/t2vksQCJhC2KuCOtspshN+psj5xivyzTAMXn1sC0f3nEqZVp48dJaXHtpELDr4+9l5vpttr+7ltSe2mtaEI62+ppyHdh73bLhTFPOYfFBdU0HDyrksuaKeuY3TCZWYtokje06mfeyR3emPyQZdN9KmPwDoMSP9QQUiFtEz+mTB+nPRvP4gJw+dzddpSSQXLVIgZ8CFMk0eamZyppYLkCLZSyTbky2sBTZ70555wT0fWXR3OEa/2a0WVoGIvYZaNQyikXDcahEKDGYjOzXspYt9s5eHqKriOEW2k+kUOZtEi+GOfDt5qIXWU+2uU9TOth6O7DmJEIKmdft55k/rOLDjGKcOt3J072lefXwrLzy4gUg46vk6nS6T2oTXOl/YdsJ+H9PZvjy17Y0aW+mZ0wygBTXKbYkRhaa7o5d9246wa9NBThw8m31RiAJ7tx7J7ckVGX09YTrOdRPuy80nLhKJH6RAzgJLKMtp8vD5kqF4RDKkr6TORiS7+ZGTPchKmWlBSI5+U0vKzXxkPZZSIBIMmo1eTtnIuj5otdBUg0jMnCIHbA17brFvQEp5yMUwRQbnyLfDu0+mnWQeaj7BoeYT7NlyGBicDFpf2852sv6Z1D/LdoIl6ePU/ByTS8oqS70PUKC0vIS2s510d+a2KnnqnAme36+iwOwFU9ECmusx+UKP6ax/ZgdP/eE1tr++j10bDrHuqe08fe9rVI+p8DX5TkDAudMd8aSYC4nzZzp46eFNPP7bl3n2z+t49Dcv8drjW+k8Xxx/5yUXNlIgD4FC2y6guKbJMHy+5HTLe4UUyX4qqS2cRLKFXSSnW9pLuK+7DXQDpcycujq17DlZLdyykc1Jsk5MT7RaxP3IJQNWi4EpcmWZ8xTZXh6S6RQZctuuN1zLen3dYdeUh/gxPWF2bz7ser8QcObYOU9RML02TRqDYhZKFJLZDVO9DxBw7lQ7z9+/nqfueY3n/vKG40Kfnd6ufo7tP83x/Wc8/cNaQGPVmxoHMoOTFKcC1WMqaVg5x/nBeeaNZ5o4dmDAey0GfxAK90XpautN++fFjeJaNxw6LSfO88JDG2k51ZZw++mj5/jrAxvoOCdFsiS/SIE8RAppuyi2aXKxWy5K6xbGEy6SGQ6R7FYkki7Zwmlpz261UMoHROKAH9mtZc+eapFstYhPkdHjC3uhAAkLe4le5IHLGgmJFm4V1PYpslUeYk2RG2rL2HWwn4W15fEpstWuBwy5Xa+Qy3rJU+SyipK0E8FgSEtbXqEocOpIq+v9M+dPobQ85LiYpigKoZIgsxekEaw5Zvq8SdRMqPb0Rttpb+nilUe3cOJgqp823B/h9Se38cTvX2H9M0288cwOHv/dy7zxzA7XOutJM8axdE09odLESfL4KTVceetygqHMJuqRcJR9247w/P3refre11j39HbOnjifURJGW0snpw63eKhZwaix5t9fv+8bmJYS+6cyIx0hBBv/2mzaZETqfXpMZ8tLu4bn5CQXDRfO36hhZqRPkyE3cXB+sIvkQlkunGLghlske8W/QWodtevSnu2y5Ue2Wy0ARF9XSqpFIBRKsVoAthpq94W95Ng302ZhimSvCmo1oCbYLYCUCmo7uZoiF8KL7DRFnjV/StrRXn+vH1+l4vkReqgkyFVvu4SKUWYBhz12rbyqlKvffgklZSEfr5M7NE1lza3LmVE3OW2ihJ3NL+wyM7NjOoZhEIvqvPTwZlNY2hFw4sAZXn50s+N7c2TPKba8uJtIf6J/u+VEG+uf2RHP5PZDV1sPz/zxdba/to+2s510tfdy8mALL//vZra8tNu3SD6+/4zneyEEdJzv5vq/WU3dsllMnjWOKbPHo2re79+8JcVZepItLSfb6O1y/6FRDNhKutoK66uXXFxIgZxDRvI0ORdxcJC5Lxn8WS4gP77kTEVyaM78IYlkSM1Idkq2sCLc7MkW4LK0Z7ts9yOns1oohpFitXDKRrYv7EVjg0t7mioIaKbVorKUQZtFUuybWwX1mfN6whQZiE+RgfgUubG+0tcUuViwT5GnzB7PmImjHKeBigLBUMBXkoIQgtHjvX8QqBpdzpvfexlX3rKMumUzqVsykytuXsoN77uc6hrvSu9s0GM6Z4+f5+ShFro7nD3EwVCAS65byM13rOHym5ZyyXUNjsfZiYSjPPH7V3joF3/lwZ89z/N/eYPO892ui45tZzs5fiAxLq6/N8KmF5rjxyTTcqKN/duPpv8mMaPVXn18K+G+RKFtiWLLQ+6HdMuW5hNDqDRE46W1XP6WpVx24xKuuHkZqqYmiGvr8uyGqcyom+zr9UcKbn+eUo7r7Et/kESSJVIg54FCL/FBfqbJmZJPy0W+RbJToYiTSAaGJJKziX9Lu7Rnv8/mR1ZLKzF6OxC9nfHot+QCEbvVAkjJRrYW9sziEANVTVzYM/3IqeUh46oHY9+s8hBVVdA0NW63mDzejANrmFuaMkVOXtZLxmmKXIzFIaqmcuUty5g2b1KKSJ44Yxy6/ffQg7LKEiZNH5v2OEVRmDh9LI2X1tK4upZJM8alTCyFEHR39NLZ1pO2qMPQDY7vP8P6Z3bw+pPbaN5wgJ6uPvZsOcxjd7/My49s5vUnt/HUH17jpYc3uQqbkrIQk2eOo6LaXzWyfare1Z5GLCkDy5A2rGQQL3ZtPOhrse300VZ6Ovs8n2/v1iO+psiV1eVp0yoCQY1Q0oLhhKljuP69q5m7aDpllSWUlAWZMK2Gy9+yhGVXzc9oQj8S8Gt/ydQmI5FkghTIeaRQtot8TZOHw3Lhhd/lPchdwsVwimQ/yRZufmR79Ju9Zc9KtXAqELGmyIoYnCJbVgtNcV7Yi3uSNeiPDi7ptQ3YLLzKQywv8p7DphhKniJn40X2YriKQ4KhAKvWNnLTh9Zw6ZsXser6Rm78wBWsuKYBQ08vqhRFYfWbF8ctE9kihOBg83GevOdVnvrDazzzx9d59O6X2PH6vngWs13k9XT28fSfXueNZ3Zw/MAZTh5qYfemQzz5+1dpWrefaCTR+9t6qp2/PrDB86PxZOGXE8TAMqQNPwtcesxgn48pcsvJtrQCtKezz1es3Yz6yZ6WdEUxbTmqg5+4srqcJVfUcdMH13DLnVdz5S3LmTxr/AUnjsH0j6fzVJeWhxgzsTjKgCQXJlIg55lC2y6geKbJMDxRcLlOuAjNnU9o7vyCi2RwTrawL+0l+5FFV5tj9Ftyy55XqgWQko3stbAXjgqyKQ9JrqB28yI75SJDcU+RnSLfSstLmDZ3ItNrJ1FRVUYwpPlaxJq1YApjJo4a8nk1rdvPlhd3JwjYWERn79YjA5aG53ngp8/x5B9eZe/WI7zy6GZ6O81jLd3snbUsiIZj7N58yPWYqpoKqkb7myL7RjEn7Ha0gL9/2g40HUs7+RUCX9FrflzIZRUlNK6e53ifoiiUVZYyf8VsH890YRMMBahfPsvzmIZVc1FVKWEk+UP+6SoQI3maDNkt8BWz5SLbGLhCimQxIHqTky3sS3vmATYPspVoMVBFbY9+S061UISeYrUIBoOO2chOC3uRaGKSRUWpe3kIeE+RLazYN/DORR5pU2QntIDG1DkT0orkuY3Thvxa7a1dnmUSkf5o3Avd09HHjtf30d3hbStwQgjBkT2nXK0LiqKwcHWt431ZI0hJ6Jgya7wvxdrXHU7xFiczbvLotKUjZZUlZmKJD+qWzmTl2oXxhUoARVWYPm8S175zZcGXKYuV+StmU79sVnxCbn2CoqoKiy+fV/BUFsnFhxTIBWSkTpOHY4EPLnyRDOmLRJySLWBwaS/Zjyy6zjtWUVtWC0WPJbTsJada2Guo7VYLp4W9wIDFotxut3CIfQPiU+Tk2LfkKbJF8mQok3a9Ypgig3NxSDLzV8wxv1cXkTy9diKjxg59MfHQrhMF+yje0A0iLtFrAFNnT+CS6xoIBM0fhoZyXooCYyaOYuqcCQm3T5oxzncxSrqXnzxrHGUVJZ7HzVs8I6PvY0bdZG64/XKuf+9lXPfuVdxy51WsXLuQ0vLha/YrNhRFoXF1LTd96EoWX1FH3dKZLLtqPjffeRXzlswc7tOTXARIgTwMFGqJL5/T5EzJVxTcUH3J9qzkTBIuwvuaUxIuMhXJXm17kJqRbCVbePmRlYpRg/d5RL85WS30/r6EbGQwrRa6HnNs2FPV5Gxk59g3P+UhTlNkuxfZzlDb9QoxRXYrDklm1NhK1rx1BeVJrXOKYqYTXHLdwqzPQY/pdJzrovN8N91tPRlPg7NFUZW04nRm/RRuvuMqLrluIQsumc3SNfVMmpm6UOj5OorC9HmTufKWZSmeXUVVWHSZs5XBTlVNBaHSoOcxqqpy+U1LCYQCCT/IWKc6vXYitYsyj1lTFIXqmgpqxlcTKvE+h4uZ0vIS5i2eQeOltcxZOE2+V5KCoYhC/V9zhLB27Vr0nh7u/cznCvJ6nVu3xi+PWrEsb6/TvX3wdaqXLR/68zWZorV6ydKMH9vTtB2AysVLfB1vCduKRd7HWwK3YkBcp9y/xxS65S73W0LYmkxbWMLXmjhbWOK3ZN5gdFXk4MBtA+I6engPMLjsZ4ni0Gzzeuzovrh4jh0zfcfBmXXEThwgOGNefGIcmFaLfvIQ2tQ56KcPAzY7wsBXRVXjl1G1pMuqmWChaaAGEFoAtawKoWoIVSUWjSJUDUMJIFQNpbSSsK6jKxoRQwMtRH9URdEC9EU1VFWjJ6KiqRoRXaWrXyGgKnT1KQQ0hUhEoBsQiRjoOkSiBrouiMUEhm5QUwmGIdB1AyNmYBgi/rG8rhvxHwKMAaFuDHz831BbRtOebhbOGxTN23d3pYjo7bs6WeTgW7awpruLF+QvNm5rUzvgT5ALIWg50Ubn+W60gMakmeN8f2SfTCyq07zhAIeaT8SX71RNLUgVsSlaJ7JybWP6g5M4f7aDFx7Y4OhzNv25Jax56wo6WjpBURg7aZTnxNUwDJ6859WUBT47l1zbwMz5U3ydX39vmIM7T3Bs/2liUZ1RYyqYvXAaUy7QRbmhEOmP0tXeg6apjBpbNeQFU4nEiW989XbKyzSee+65vDy/FMhJFFogW1hCOZ8iGQaF8sUqksFbKBdaJMcGykLsIjk4c+ByGpEcmDIH48wRtMmz0c8eNQUypIhk0duJUlljjnhVDaO/Oy6SUTVTJGsBDMW8rJRVEYnpGEoAQ1WJqSF0NMIxFUUL0hdVUdQAvREVVQ0Q1VW6wwqaqtLVhymQowq6bvqU7V91XTC6XHCqNWZej5mT6Qmj1bhI1m2T8gVzStm5v5eGOWU07e2JC2QgLpKzEchgiuR8CWQhBOfPdNC8s5XaudVMmDrGMZkg1+gxnZcf2cy5Mx0F7x5WFNNXfd27V1E5qpyOc93oMYOq0eVpp7QWxw+cYcNzTWa6hwIKCkIIKqrLuPLWZVT6jImz6Grr4aX/3ZQQG6co5nPOWzKTRZfVJohb6/ftxMGzxKI6VaMrmFk/2ff5X+z090bY8fpeju0/E/dtl1aUMH/5bOYsnCp/kJDkFCmQC8xwCWQYmdNkSyRD5kJZimRvkRw7ccC83SaSFdUUv8kiOWGKDOZ1VUu4LPq6UCpHmbcPCGNUDSPcCxWjEIp5PRKNmdPkgYlyVAsiFI0oIQyh0h9TQQ0SMzR0oRLVNbr7zYzjSExBNxQiMYXOHkFQg/Yug5IA6IYgEjE8p8inWqJMHKNlNEXevtv0E2czRc6HQG45cZ5NLzTTbcvvDZUEaFhVy9zGaXSc62bftiOcPNSCrhuMGltJ7aLpTJ83acgC4kDTMba+vGeo30IClqC0U15VSl93f8K0t3pMJZdc10B7Sxe7Nh2MT24VVWF67UQWXVZHaXn6BbRwf4Qju0/R3tKJqqlMnjmOybPGZ/0DRjQc48jekxzff8ac/I6tZM7CaYydNDrhuEg4yrontyfEugkhUFWF5Vcv8D1pvliJ9Ed5/oH19Hb2O9p55i+fxcJLc7ygKbmokQK5wAynQLaQ02Rv/Ajli0EkW5lqjlYL63qSSLasFkrFqASRLFQNPRaJT5Etq0VMK8FQVXRFI6aEMNCIiYApjI3BKXJv2PQRR2KDU+TOXoWg6m+KPL5GTbBaFGKKnA+bReupdl58aINr6sGs+VM4svcUCFvmsAIImFY7kVVvahySSH7mT6/TeT69R1tRFLOwIs3//RtWzaHjXDenDrVgGOYkt3bxDOY0TCUW0zlz7Bx6zDC9tBOq2b3pEM0bDjq+XnlVKde+ayUlpcWX0iCE4OVHNtN6ss01yu6Km5cxaUb6spaLlaZ1+9m79bBnFOA171jJ2ElDjyyUSCD/Alku6RUhhVzig9wlXUDxpFzkYnkPhl5NDYOi2mtxz62S2ivZIt3S3sCd5m0D+chu0W+iryulQCQQCjlmI5uxb+bCnhn5lrSwZyVZWNnI1i918LJVQW0lWlgkV1DDYC6yVUEN+MpFhsIv6+14bY/nMtzh3ScRhkg8ZuDi8f1n2N90jIM7j/P8/et5/Hev8MJDGzmy56Rv/3BPR/rq3VFjK+MRWsuvXRCvobZ0uSXQF146l/qlsxg1ttJcUMMsxDjUfIITB88SKgkyvXYSs+abOc29Xf2O4hhMAdrb1cfeLe5Rc8NJ29lOWk64i2MU2L3J+XuTmL+/h5qPe4pjgBce3MALD27g7PHzhTkxiWQISIFcxBQiOzmXSRdDaeAbrii4bEWyVU1tJ5ci2Sv+zU+yRcJlw96w1+YY/YZVJOKSauGWjZzcsGf/ZeYim2LZTLVwin1T4hXUakBNqKCGxEQLIKFdr7G+0jMXefECfwI4V5Fv3R29nDs9NO/vjtf2seWl3bSd7aSvu59zp9vZ+HwzLz68iVjUPTrNIpCueleBiuoyGlbOofHSWmbPn8ra91zK6hsWM23uRCbPHMe8JTO44X2XU7dkJq8+vpXm9QeJ9A9mBXee72b9s03s2pgoGI/sPukZhSYEHGo+MaQ0jXBfhL1bj7D+2SY2Pr+TEwfO5GT58OShFu/JvYBzpzsI90fcj7mI0WPe0X52zp3p4OVHNnN8/5k8n5VEMjSkQC5yCpWdXAzT5EyLRYZTJANxkZyumjrXIhlIEMnJTXvoeko+snXZXkVttexZ0W9WgYgI96D398RrqFVDj2cj67GYZzayFs9HTox9s36NrU4sEnErD7FPkRtqy1KmyPYKajvDOUW2L4JlS4o1Y+Bq29kOtr26N/UBScyoS+NjFjC9dlLCTaqqMnXOBFZdv4jLb1rKosvmUTmqnMO7T3pO+po3HKTz/OB729OVfnodjcRSKqr9cvzAGR7/3cvseH0fx/af5uje06x7egdP//F1ujt70z+BB7GY7qstT4/mPwlkJKJpKqrfpIqBP9ObXmiOp6xIJMWIFMgOGOEw7es3DfdpJDASp8mQfQMf+Jsm+62oHko9daZZyUMRyZC+bc9eR61NmZ3StGeRIJIdqqiVskpET0daqwUQt1oENCUhGznZaqElZCMLAgNpc5UDLXvtPSJliuxUQW2fIlsV1PYpskUxTZHLKvLnrRUCju45lXaCWbt4BoGgc4W1oihUj6lkyuzxvl7zQNNxz/sVReFQ84n4dTOf1lskKapCIKB5HuPE+TMdrH9mh5luAQke7t6ufl7+381DmiRX11SkbcsLhLSUJcNYVOdQ8wleeWwLLz60kS0v76bjXPqimkzo6TJtLQeajnH+TEfB8qwzQVEVptVmtmQai+ocP5D9FNkwDDrPd9Nxrgs9JoW2JPdIgeyAGjKzNdvXbyoqoTzSpslDaeAb6b7kbEWyn0pqux85dtzMTk5u2nPzIydbLZSyyhSrhWLoKHosbrWIT5ETrBZGgtWiJEBKw17ch2x5ke0Ne7bykAtlilxRXW4mI+QpycowBG1nvdv5yitLueptKygbKB5RFCUulsdMGsWaW5f7ToPobvde9hNC0Nk2eMy02kme4k1RFKbNnZhVGoVZk+38xpr+5n5OHDyb8fNaTJ83CS3gfl6KArMXTEs49+6OXp7+42tsfnEXZ46eo/VUO4d2nuDZP69j96ZDWZ+LRTQS442nt/Pk719l84u72PryHv76wAaeu+8NutrSL2IWmvrls1A1xfeff0VVEpJe/CKEYO+2Izzxu1d45k/rePbPb/Dob15ix+v7pFCW5BQpkF2oXrY8nu5QrEJ5JE6TM2EkWS6GUyQLw/Ifeyzt2fzIltVCdLd5tuwpQk+wWgSDobjVQhWm1SJkE8aODXvx6mnoj5rCuDdMfGHvfJdwraC2pshnzsU8p8jAsE6R+3r6aW/tor21i1kN3lFgqqYNMcot8bHnz3aw5aXdvPbEVja9sIvWk22MGlvJje+/gituXsqCS2bTsHIu1717Fde8/RJfMWsWmo9Jr1UXDTBmYrWZ8uD07SmmIKpfNsv361sIITh1uCWN+IaTh1syfm6LYChgthYqpJy/opiNewtWzI7fZhgGrzy6hf6exIm+dY471x8Y0nRUCMFrT2xzFP2d57t54aGN9PW4F6AMB9U1Fay5dQXlFaXpDwYQIuHPj7+HCLa8tJsdr+1LsDTFojp7tx3hlUe3FKQQR3JxIAVyGpKFcjFRKNsF5G6aXAjLBVx4IhkGK6ktMkm2cLqslFejlFXF/cjJVgvR1x23WgRCJejhvhSrhX2KrNoW9qIxkbK0Z02Rq8oVBpPp3Cuoz57XUTWVKRMGRZ3TFHm4Ei3OnTYj3R77zUs8+6fXefZPr7Pp+WYQpExJQ6VBll+9gGnLGygpSyyd8CuYVVVhzATzPA3DYMNzO/nr/Rs41HyCU4dbObL7JC8+vInXn9iGoRtMmjGOBZfMYf6K2dSMz/z7m1Y7Me25TZs7MeH7uPTNi1NuAygrL2HNrcsZNda7vMUNI439QQiGLIymzZ3IVW9dwYSpY+K3BUMB6pbO4pp3rEyozz59pJWezj530a7Ani2Hsz6XM8fOu0bOCQHRcJT9249m/fz5YuykUdz4gSu44uZlaS1HQsDUORMyev5zpzsSbD2JT2jGLB7eczKj55RI3JAC2SeWUC7WaTLkz3ZRLNNkKLwvGYZHJAMJItmKfwtMr/WdbGH5kbUJM3z5kb2sFka4x9Fq4bqwpw4u7IVj3rFv57tEPPZN05SEKbKFpqmOiRZ2CjlFPnv8PC88uIGWE22O91tirW7pTK68dTm33Hk1cxqnEyovY8ryRSy/egGTZo5j/NQaahfP4M23X86kmePcUyAUmDl/SrzRbdfGQxzdewoYnFpaX08dbWXrK0MvC5m3eIZZEeziZ64cVcaUJIETCGpcev0ibnz/FSy5oo6Fl87l8puW8pYPXMm4yaOzOg9FUaiqqUhzDFmLbzvjp9Sw5tblvPUj13DzHWu45cNX0bi6lmBSOsiZY+e965MFtLd0EfWZ7JDMsX2nPH84EcKMDMwFhm5wcOdxnvnTOh78+fM88usX2frKHno60y9dOqEoCpNmjGXZ1Q0eB5k/kKT7fU3m0K4TaX9oO5jGOy+R+EUK5Ay52G0XkJtpMmS+wJcPy0WximR7soWFl0iG1GQLa2lPP2X6IS2RLDrPuUa/OVkthCWOHawW9mxkXfe3sGePfevtN6fIgYA5SZ44RkuYIquqkjKNtU+Rrdi35Cny4vlVeZsiCyHY+HyTr2WpI3tOMWHaYM300sbRqJrG7IapXHHTUq566woWXz6PqtHlTJ07wTVHtmpUOYsvHyiRiers85oeCjiy+9SQUzWqaiq48pZlhEKmKFdUJS4Kq8dUsOatKxLyqu1YhSL1y2YxeeY4bzHpg9pF09MeM2vB1CG9hp1gKEBpeQmq6vz9CZG+ZAXAENlNtcN9kbR/vqLhqOf9ftBjOi8/uoUtL+2m83w3hm4Q6Y9ysOk4z/55HefPdGT93JNnjuOS6xrif/YVVYmL26mzJ3DJdR4C2oXu9p6070u2wl4iSWZEC+T6+noaGxtZtGhR/NfXv/51x2Pvvvturr32WhYvXsxtt93Gzp07HY/zQ7H7k6H4p8mFWuDLxfKePeEimXyJZPOy/yIRMbCcYk+2AOelPaVitHmbzY8MJFgtlAGxnJxqYbdaGLEYitAxdOdsZGthL+C0sDfwy7RbKIwfrdLaaca+2afIdpymyMlYU2Qn0k2RW0+1cbJprzlF+9VfeePp7Y4CoeVEG71d/b4EUrgvwukjrSm3Wy1+Ft0dvWx+YZfr83S199LXbf5gcO50O3qaeCwhBNte3UPHuaGlc4yfUsNNH7qSlWsXMmfhNGoXzWDNrctZe9ullFf69JrmgFkLpjB51riU2y3BtezqBQU9n5oJ1WmFWnll6UCyR+aUV5WlnZSW+fX6erB70yFaT6V+CiKEIBbTef3JbfGq92yYWT+FW+68imVXzad20XTmr5jN9e+9jNU3LPblcU/Gz/uZPO2XSLJlRAtkgCeffJIdO3bEf33pS19KOeaZZ57he9/7Ht/4xjd44403uPrqq/mHf/gHenuHlp1ZrEJ5pE6TMyFbkTzUabJbDBzkViRnk5FsF8mALz+y6Doft11YVgtF1+N+ZC+rRUBVExb2THE8IJJdGvbC0cTYN6s85HyXSIh9y2SKDEP3Iu/bdoS/3r+enpbz6NEY4b4ox/ef4fm/vMHBpmMJx3Z3ZPD/DSV1orW0cXTKYQeajnsKbkVROLDT/OjYr9f2+P4zPPvnN3jp4U1DmiZrAY0ZdZNZemU9iy+fx4RpY4a4aJg5qqqy+obFLLmynspRZfHbJ0yrYc1blzM7h9NjP0yvnWQKMY+3oXbx9Kzfp1nzp3gLcAVmLxza92zohvefO2Fme586nPoDXiYEQwHmLJzG4svraFg5J97cmA3T503yvF9RYEbd5KyfXyKxM+IFsh/uu+8+3v3ud7N69WrKysr4p3/6JwCef/75nDx/sS7y5XuJL9fT5HxaLixfMuTHclEsItlPsoXdj6xUjDKPT6qitvzIXlYLa2FPw2rYG6yhtjfsBZKX9QamyKbNYvCrvTzEzxTZ+vjbKxfZ0HX6uvvj8U9OU+TzZzrY+rL5XttFiXV584u7EiaxGU2oBAnLXW6cOdbqKYiEEJw5agqVUeNSPdZetJ5q5+VHhpYTXAyoqkrtounc8L4rePvfX8s7PnodV96yPGGpLhuEELScbGPf9qMcaDru6yP6QFBj9Y2LUVU1UQQPXJwyezxzfdhC3KiZUM3Memehpyim5WZuY/bPD9DT1Z+2tEVRlbTRgmC+h13tPZw73ZHXdI2pA75lpx88FMVskhzK+y6R2BnxAvm73/0uV155JVdeeSVf+tKX6OlJnRg1NzezcOHC+HVFUViwYAFNTantaEOhGBf5CrXEByNvmuzGUESyU6FIIUWyr2QLvP3I9ug3xdBdC0Sshb2AqjhmIzst7Nlj3wIDeciVZeYUuSecWB6iqgotbQZqQE2ZIlsiGZxzkTdtPsurj29m97Ov8civ/sqDP3uW9c9uj4sf+xR5//YjnpM+RVE4sGNwijxp5jjPzFw7qqYwZZbzpr7dZuHHqmrp5/LKUtPX63M6KYSg83z3kHKCiw0toGWVp5xMx7lunvnT67z08Ca2v7qXrS/v5sl7XuWNp3ekrfaeMHUMb3rPpcxumEqoNIgW0KgZX80l1y1k9ZsXu/qX/aAoCiuuaaBh5ZyEH8gUxSzkuPodlwzZSuCr+U6Q1j9++mgrz933Bk/f+zovPLiBx3/7Mq88tiUhIztXaJrKVW9dzpiJ5v+vFGXQZlNeVcbVb7uEsoqSnL+u5OJkRAvkpUuXctlll/Hkk09y9913s3XrVr7yla+kHNfW1sbo0aMTbhs1ahTnz7vXqA6Fi9F2kctpMmS3wAfDL5LBeZqcqUi2yFQkg3OyhVVHDTj6kS2rhVP0W3KqhSrMxyfXUCdbLbwW9pzKQ6rLUyuotYDqWh4CzlPkyaNi7H91E8f3nY6rSkM3OLLrJM/88VVmT0r0PracbEs7vbWnVQRDAeqXz3Y93k79stnx5Ak7yTaL8VNr0or0cVMGH7Ps6gWUVZS4p16kPAEc3Xfa58EXBz2dfbz40EbHsooTB8/w+hPb0vqMq0ZXsOyq+dz64at5+99fy3XvWsXM+slDXkoEU5guuGQON9+xhqvftoI1ty7n5jvWsOpNjaiKyu5Nh3jid6/wwM+eM4sy1u2jv9f/9La8qpSK6jLPY4QQZra1C8cPnOHVx7amtAeePXaOv96/PqGKPFeUlpdwzTtWcu27VtKwci4LLpnNlbcs44b3XZ6TJBOJxGJEC+Q//elPvOc976GyspK5c+fy2c9+lkcffZRIJNFv5/YPTz59dMXsT4b82i5gaNPkbBf4MrVcgLcv2c/yHuRHJFtTZAu/Itkt2cKqo3YrEUm2WiRHv9mtFqrVridiGLGoQzay7mNhzz32zW8FtX1hz5oi79zXy7ontyJ0I0XcCCGIhmNs+qv5/ltTZD//H0gWPFa+sOv/W1SF+uWzaVg11/N5rSnynIXT0op0+0fqZRUlXPfuVdQvn52Sq+z8BObCoGSQfduOEIvqrlnDZ0+00XLSOcavkGgBjXFTapgwbQwlZSHCfRGef2A9OzccoLe7H2EIwn0R9m09wrN/XufbI68oCvOWzPA4wLR6jJk4yvFuXTfY/KLzYqkQZkLGtlf3Ot6fC8ZMGMX8FbNZcMkcJk4fW3BfvOTCZ0QL5GSmTZuGYRicO3cu4faamhra29sTbmtra2PMmKF51/xQjEI537aLfEyTM8HvNDkXvuR8i+Tw/mbHIhFwFsleS3tWsoXr0t6A1UJ0taVEv9mtFvYCEU1VU7KRg5qSsLBXHnJY2BuIfeuPuse+uVVQAwlTZGthr7Gugt62Ts+plRCCs8fPMWfy4BR58szxaaa3pEzRFEWhcfU8br7zKpaumU/dslnMrJ9M/fJZLLt6AbfceTWLLpvn+bz2KfLocVUsu2p+/LntrwOwdE19StlHSVmIhavmcsudV6ednCmKQtVo5+SPi5Uje06lrcY+trf4pu5bX9lDT0dfynKdEBDpj7H+GedPvZIxdGOgwtsFAbWLZrj+GT51uMUz51kIMy+8dyB9RSIZaYxYgbxr1y6+9a1vJdx26NAhQqEQEydOTLh90aJFCX5jXddpbm5m8eLFBTlXKM5FvpE0TS5my4U9Bs7P8l5JbQMltQ0Z2S2GKpLdlvbsJSJ2P7K9itrLahFf2LNZLTR0SgJGfGFPdVzY8459A1wrqL28yP1d/nyPdhE9d7H3Uo+iKK6LP6XlJdQunsHiy+tY+aZFLLqsjrmN0ykp81/pbJ8iX/uulUyrnUhJeYiSshDTaidy7TtXpl3ImrNwmuf9QoiCJz0UM0IIYj6i8sL9xTV17+8Nc+LAGVdhL4SgraWLtpb0i3XbXt1rxhV6sG+7u4Du6ezzZfHpHWG5xOH+CB3nujOyq0guTEasQB47diz33nsvv/nNb4hGoxw6dIjvfe973H777aiqyo033sjGjRsBeO9738v999/PunXr6O3t5f/+3/9LaWkp1113XcHPu9gW+S7kaXK2lgs38pFw0b93Z1woh+bOJzR3vqvdwk0kQ2IlNTjHvzmJZHuJiJsf2Yp+w4jFRbJaYk4jnVItnLKRkxf2rNg3qzzEWtizYt/s5SHJU2TA1Ys8c7q/KWkgGGDxgmp27OmmuqaS1TcsHigyGDxGUcz/rL5xCRXV+Zm+JnuRx0wYxao3NXLLHVdxy51XsepNja4fcduZOX+KeZyLYJlZP5mxWTbZXYgoikJpufcPMYqiUF7l7dEtNO2t3a5lMnbSJU/EojEO7XKpbLa/XksX3Z3Olo1QadDXuTh58IuRrrYeXn9yG4/+5iWe/fM6Hrv7ZV76302cO519WYpkZDNiBfKECRP4+c9/zhNPPMGqVav4yEc+wjXXXMNnP/tZwJwmWznHV111FXfddRef//znWb16NVu2bOHnP/85JSXDt+1arLaLi3ma7KeiulAxcJmI5ORKaj/xb25Le5YfWXSd94x+S061ABKsFmkX9nzEvlnlIckV1KqqOHqRATqpSptuECoNMnZKTfz6jj3dTKudxFs+sIb65bMZM3EUYyeOYv6KOdx8x1W09udfJCUXh2SKpqmsuXU5tY3TEwoYQqVBGi+tZcU1DdKjmcTshmmeE1Bz6j6lcCfkA1Xz93uY7u/AuTMdCMOHugWi/c42iimzx6ddRqyqKc+4Tno46DzfzfP3r+fU4ZYE60rLyTZefHgjZ4/nZ6FfUtwowk9f6kXE2rVr0bt7uOeTny3Ya9oF4+hVKwr2um50bt0avzxqxbKcP3/3dvP5rR8SsnqOJlPAVi9Z6vsxPU3bAahcvCTtsZbArVjkfqwldisGps8J9+0xBW950n2WELaEtoUlgC0hDaYILpk3WMcaObg7Lqijh/cAg9aM6OG9hGabl2NH9xGcVUfsmOk9Ds6sI3biAMEZ84idPEhgWi36yUNoU+egnz48KDA1DcWKptI0UDWzLETTQAuApiE0DdQAQguY96salI8iFotiKAGiKBAsI4ICgRL6dRVFDdEfU4kYQSK6hqoG6A0rhHWVcEwloCp09kIkCkENIhEDXYdI1EDXBbGYIBqJoesCPWYwtgpOt8aYMEbD0M2Ka8syYhgG/ccOsmvDAdfftyVXzk9Iodi+q5NFDiUjFtuaO1m8ILPs4UzZ2tTuu+o6HbGoTmdbN6piLjtGwjHKKkrSJhZcbETCUf56/wZ6OvscLQtzFk6L+8KLhVhU57G7X/K2hyjwlg9c6dksePpoK68+ttXXa958x1Wu0/amN/azZ/Nh18deduMSpswe7+t1hpMXH97IuVPtzhNxxWwtfMsHrpA/ZBYZ3/jq7ZSXaTz33HN5ef4RO0G+kCi2Rb5C2C5g6NNkyCwOzj5JzrflotCTZCA+SQb3+DdwX9ozOlpd/cheVgt7gYhq++qUjey1sGePfUsuD7FPkdWAmlAgcuZcLCHRomTabGoXzwQGltyUQevEgpVziVQk/oMthGDrznZX0bGkoZrtu4ZW2eyHoU6RLQJBjVhUZ9OLu3jmT+t48aGNPHnPq7z40EZf3tSLhVBJkGvecQnTaicmCJ9QaZDG1bUsXVPv8ejhIRDUqF3snjyhKDB97sS0tdujx1X58g+Pn1LjaUVZuGou9ctmxSfJ1vsYCGmsXLtwRIjjc2faaT3pIo4BBPR193P2hJwiX2zICXISwzFBTsYSjXKa7PM58jhNHkmT5OhhUwiHZs8nNiCG7ZNkZeCj9/hX1Zocmz8nq9qAIRjMSbKmIXo6UKrGxCfKaKr5dWB6bETDCFVDaAEMRUPXShCqZk6Qg6WEDRUCJYRjKlERBDVIzNDoiahEYxphXUVTVbr6IBxVCGoKkaigvcugJACjygWnzxvEYoIxlYKTLTH0mDk1njBaxTCE4xQZoK+9m7bjp4n29xMsLWHVlXOoqC5j++4uGusqMAzBgR1H2LvlcLxAZOyk0cxfMZspsxPLPexTZF03669zPU3K1RT59NFWXnt8a+o/+Irp1b76bSt8+ZovJsJ9ETrbelBVlZrx6W06w4lhGGx8vplj+06jKApCiPjX8VNquPymJQSC6UtE3nhmB8f3n3E/QIEbbr+cylHp/ffhvggnDp4l0h8lGArQ293PycMt6DGdmvHVzG2cnpD1LYTg3OkOju07TSQcpaKqjFkLpvh6rWwJ90UI90XMBdhSU/S3nmzj5Ue3+GqZXLpmPnMbvZdhJYUl3xNkKZCTKAaBbFGMQvliFMmQXihnI5LBFMqFEsmW1QIyE8l2q4VSWRMXyUakP8FqIbQAuhZytVpEjRCKFiBqBOiNqET0AJqqEtFVuvoVIlGFgKYQiQg6egQhTRCJCnRdMKrctFXousGYKsUUxDEjLpBPno0wcWwAQ9dZMKeUnft7aZhTRtPeHhpqy2ja083CeaYXcvvuLrMad/9ejh9IEggKIGDxFfXUL5sVv3nLjjbajp2i5/RZ+nvDKKrCtLkTqV8+m9EZVj+7sbWpHWBIIlkYgifueYW+bucNfEUxq6rXvvvSrF9DMvwIITh/poPDu0/S29VPSVmIGXWTmTh9jO8f3ML9EV58aBNdDo13qqZyxU1LmTAtsyjUc6fbeeXRLeixwXxpS7zXLprO4ivq0GMG657azplj5wbOVQDmMfXLZ7Fw1dyc/vDZ3tJJ0/oDnDk6EP+qwOSZ46hbOpNXH9uaNs3EYuXahcyoc67/lgwPUiAXmGISyFC8/uRiFMqWSAb/QtkSyTD0abKXSIbMpsnDJZK9/MhollB29iNTMYpYNIpQzUmyoWpEhIoIlhAxNKIiiKIF6YuqRIzAgEDWUgVyVBkUyBGBbggikeymyEbMoKHW9N7aRfJLz+3j5A7vEoMb338lVTUVxCIxXnhoQ0oygDJg3bjiluVMnO7eNpYJQ50inzl+jlceSW+LetN7VsvWMQnRSIyDO49zqPkEfT39BEMBZtRNpn7ZrIyiCsH0Rz/+u5eJRmIpGc0WK9cu5NSRVvMHU5djlq6pTxtr6Jdzp9t56X83Iwwj4RMV03qF70VFVVO5+Y41hEpGRiLHxYL0IF/kFKM/GfKTnTzUOLhsGvisKDjwl3IB7r7kbJv3MikU8eNJdstIBu9kC0gsEUn2IydHvyW37NkLROLZyPZUi3jDnoGmCCpCZrqFoQ/kIw84OJJj35LLQzRNQQuoCTFvFnYvMpjlIc37B3NYd+4zp2Xnj5xMeawdRVE40HQMgOYNB2h38O4KITAMwbqntqH7+Ii2EPR2+itl6OkaWdm0kvwQDAWoXzaLG99/Be/46FpuufNqFl9el7E4Bji277RZHOKmORXYvfmwaevw0KW7Nx/2LVy9EEKw6a/NGEni2Lovk9eoWzpTiuOLECmQRwjFJJTzucRn5SbnaoHPL7kSyZC75T0/IhnwLZLFgIizRHL06L64SAZSSkSspb3kfGQr+s1q2RO9nRh9XfECEWKReDZyQFXNAhFSF/ZUxXlhLzn2LRBILA+xV1CrARVVVeKlIgANtWXxdj2rghqg0ZZUEenxruMVQtBxrgtdNziw87hn3ms0HONEslUjS5Y2jh7Ssl6oJL331DxO/mMvyS2tp9q8F/8EjnaOZPp7wrSfG/pS7PkzHXS193qKcT/MWzKThpVz0h8oueCQAnmEUUyNfPnMTs7VNDnblAsvhpqXnEuRbLXt+RXJbskWTiUiaqWZFWx0no/nIwPxKmqrZc+eaqEYOqqmOaZaOGUjG0Ys3rAXiDfskZBsoaqJ5SHpKqh3HzLbz6zyEKcpshZI/78+LaDR19VHLOJepwugqIrjhHk4mDhjHFpQ8zymrKKEsXJJT5JzFFybajLEz9JcOrravX8I9sO4KTUsvty7Ml5y4SIF8gilmBr58mW7GI5pci7b94pRJNvj3+INe1511LqOUjk6LpLt0W/oMfP+geg3y2phFYiIaCTBalGimpPkQauFbk6OBxr2KkvM6XHMSIx9M+unzes9/SKrCmqA5v198SnytNpJaf/RmzpnImrAW2yabxz+jsuAbKfIgaBGwyXe067G1bVpCx4kkkwZP7XGtQIbAAUqR/nI4lagcvTQ0yyCIX+fpnhhX9SVXHxIgTzCuVhsFzC0aTJkn5nsxYUuks3LpkgGbz+yYugJVgtV6ClWCysbuTRoeZH1tA17mqbQGzanyNUVakYV1HYvsp3A2MnuHwcrUFZZyvR5kyirKKF6jPcymxCCKbNyl/eaXD+dKfOWzKBxdW38B4Z4Nm1QY/nVC+QmviQvTJs70ayVdvt7JaBh5VwCaT7hQDBkWwTAxOljE1olndCCGigk/LBsXZy/YjaTZuRm+VYyMpEC+QKg2PzJUHzT5GwX+CC/y3uFFskWdpFsLe2liGS8/cjJVgujtyOt1cJeQ51uYS8wkDinqQz4kAfLQ/xWUCd7ka0pcmlVBWveujL+j7WZSGH+y1hRVcbkJQ0Eghrhvgg1E9xTJRRFYdyUmrzkCmc7RVYUhfpls7jljqtYcW0DCy+dy8q1C7n5jquY3TA1x2cpkZgEghpX3LyUYDCQIJKtv1f1y2YxaeY4XwutR/eezsn5zF8+y/OYxktrWfvuS5lRN4mS0iDBkgATZ4zjyluWsXDV3CGfg2RkI2Pekii2mLdsKJZouHxFwuUqDm44ikXS5SXnIgIuctBs1LNHwCVXUrvFvyXXUfvNR06OflMqa9Cj4ZQCkZhWkpKNHBUBFNXMR+4Jq0RiKmFdzSr2zRj4OnGMFo99c8tFBqibWcKrLxygv6OLMTUhJs0cx5TZE9ixuwu1/TS7Nx0yPza24lotBq6PmVDNFbcujxcP5JJc1k9LJIWivzfMoV0nOHHgLHrMoGZ8FXMapzNu8mh6Ovt48p5XPR+vqApzFk5j6ZVDbzIUQrBz/QH2bjlspi0ripleoUDV6HICwQDllaXMnD+FSTPGSq/xCEPmIBeYC0EgWxRL0ciFIpQLJZIhMSs5lyLZKSNZGRDBySLZrUREdLejVo9JyEe2WvZEXzdK1Rj0aNixQEQPhByzkSNGkL6oQkQPJDTsRWIKnb0QiUI4klgeouuCSFh3LQ/RbV5qey4y4FgeYrdhNK/fT9O6fY6/fwDjJo+mZMJkVl8xLa//qEqRLLmQiISjPPKrFz2PURSF+Stm0bAydxPc/t4wx/adprern1NHWunp7ENRQAjiXydOH8NlNy6J2zKEELSd7eTI3lOE+yKUVZQya/4UmR9eRMgcZEnWFMsiXz5tF5Abb7IfhsuXnCu7hZ/4N3BPtjAvJ/qRk6PflLLKVKtFqBTF0BGxsEc2cuLCnj32LWCzVpiLe4mxb5qmpiRa2GPfwN2LbLF4fhVNe80Iqmgkxq6NBxyPs+ju6KW8ZhQ7dnd7Hpcverv62b3pEFte2s2ujQfp7hz6xr5Ekm9CJcGBtj/3Y4QQTK+dlNPXLS0vYd6SmUTCUXoHMsCt0aD19czx82x/zfx/oK6bbX9/fWADh3ae4MTBsxzYcYxn/7yOzS/u8l5GlFwwSIF8EVAM/uR8LfHlwpsM/hf4/KZc5EMkl9YtHJJIhvQZyW5Le0Zba0qJiFIxGqViVIof2Uq1UPRYQoGIai8QGchGLtXMbGShxxIW9ipLBxMtUoVyYuwbEC8PsfzIFmfOxTy9yFZxiJ3TR1rQY94+yf7eCFNr/FXUDoXkXGQhBDvW7eOJ379C84YDHNp1gl0bD/LUPa+x9eXdOSlYkEjyScPKuXgp5Ol1k6iqcf5BdihYU2RXbSvg8K6TRPqjbHtlDycPtZg3CwGCuCg+1HyCPZsP5/z8JMWHFMgXCcWyyJev7OShTJPztcCXLi8524SLvt1NcaGciUj2WyTiJJLV6jFA6tKelY/sFP2mllY4plrYs5EVoSdkI3sv7CkDTXuDJSKallgSYk2RrfKQKRMGvcH2XGQ7lki2psjRsHfusUV0IB95+67MSw0i4Sj9veGMJ1F7tx5h75YjgDn5EoaI/4N/oOk4zRsPZnwuEkmuMQyDc6fbOX30XMqnG2MmjuLytyylpMxcqLVblGbNn8KKaxryck4tJ9o8C38ADENw8kgLh3d5N23u3XoEPZb/H5Alw4v0ICdxIXmQvSiGRT7Lmwy59ScPxZtcbL5kJ08ypPqSM/EkRw/vAXD0JFtLewDKgBcv/nXAZwyJfmRFU1Gqx6b4kY1IH6gBhBYAVcMIlmAoGjEBhMrNZb1gKWFDJaqEiBohFM1c1uuNqET0QMLCXjiqENQUIlFBe5dBSQAiUSPBi6zrgjFVuHqRrYU9Ly/yhPJ+XnhgvefvJ8AN77uC6jGVbGvuZPGCqrTHA5w8dJbdmw5x/kyH+ftVHqJ28QzmLZ3lWJ0Npg8ZTGH/2N0vx4W5E5qmcvOdV+UkA1YiyYZDzSdo3nCA/t5I/LbxU2pYetV8qm2TYUM3OHW0la62HgJBjSmzJ1BeWZq38zq69xQbntuZ9ri5i6ZzYMextMeteetyJkwdk4tTk2SJ9CBL8kIxTJTzabuAoU2Ti8Vy4TcGLleTZKf4N6c6ar29Ne5HVipGx/3IblYL7FNkB6uFFvchG4iBdr2Ehj0NqsvdY9/s5SGapqIGVEcvsmW1cJsiA5zpKaGi2r3QQFFg7KRRafORk9m37QivPb41Lo7BtGo0rdvPK49sdm0Ps3KRW0+1e4pjML2TZ4+dy+i8JJJcsWfLYTa/uCtBHINZQ/3CAxvo7hicJiuqgh7VOXWohaZ1+3n2z+vY9MIuOs/nx9fvN4qxrKLE13FGGhuWZOQjBfJFTjFUV+djiS+X3mQ/+LVcQH5Fckltw5BEMgxmJEeP7CUwda7j0p5SVTNwOdGPbFksklv2FD02aLXQNMca6pKAkZCN7LSwp6mCqJG4sNcTxrE8RE2qk7ba9RbWlju264Fps1AUhZVvWoSiKilWSUVRUDWNRZfV0d3eQzQcBdLbLHo6+9j2yh7X+1tOnOfgzuOez7H/kD8rRywqP/qVpCcSjrJv+1FefmQzLz60ke2v7R1SPXO4L8LO9c7LrUJALBqL3y8MwauPb2XDczs5f7YTPWYQDcc4vOsEz933BqeP5v6HvMpR5QMLgs7+Z0WBKbPHM35Kja/nq5ZpFhc8UiA7oIfDtK0b3vrmQjPciRfDNU0WQtC6/RhNv3iRbT98lgMPbSbcYYqnbBb4wL9IzsSXXFa/kLL6hb4LRbIVyZYf2bJeWMkWnkt74OhHtrfsmQ8amBwL82tQMQZTLdAHaqiNwVQL2xS5qlSgqRDTUxf2Aqp7eUjyFPl0q+5riny2t5Tr3r2a8dMSm7TGTh5NzYRqXnhwA0/8/hUe/uXz9B45SKSnDy8ONR/33NwH2L/9qOt9SxtHEyr3UdMLVI3J/YKT5MKivaWTp+55je2v7uXs8fO0nmpn//ajPH3va2l/UHPj6L7TnkuiQsCJA2eJhmOsf7aJMy4i2DAE657anvbTkmxYce1CyiqdJ8QVo8pZfvUCaiZUM2pspevfV0VRmDxzXF7tIJLiQHqQk7A8yD+69Nr4bTWrhzdHuNAUkz85n97kSGcfG/7zEdr3nTGzgIVACIGiqSz6x+uYft2Cwcdm4E22fMng7U328iXnKis5G0+yU0ZyJn5kszQk4FggIrQAIhBCaAFiBohQOVEUYlpJQjZyVARBDRIzNCJ6gN6wQlhXCcdsfmTVzETu6Bb0RwxKA8KxPGRctRK3LySXh/jJRe7r6SfcF6G5uY2TO3YjDCNh2UdRFBRVZfqKRlaunOj4e/3a41viW/FevOvj17tOuLY2tXN8SzPhrm7nZSMFqmsqedN7LpWFBxJXYtEYT/z+VaLhqOvS2lVvW+F7kmqx/bW97N9xLG2SyiXXNbDx+WbPYwCWrqlnbuP0jM7BD5FwlEPNJzi86yT9vWFKK0qY3TCV2Qumxr37nee7eeGhjcQiesIiraKYkXHXvnMlZVIgDzvSgzxMjL5kOaMvMYVU27pNF9VEuVj8yZB72wWYPwAIIdjwfx6l48BZwExwEMZAnE/MYPsPn6Vl6+BELxPLheVLhuwtF5nWU+dykuw7/s3Fj2zaK5ytFiLS55hqEVKMhGzk0oA5RTYMHcOIOVot4v5jdXCKHAgotHaIhNg3K9HCwh77Zp8iJ8e+WbnIZRWljBpbxdm9hzCSxDGYn0IIw+DMbvfsZC2gpRWtqsuSnsXSxtFMqJtNIBhIeS5FUdA0jZXXNUhxLPHk6N7TRPrdxbGiKOzbeiTj5y0pC/lKZTm695Sv5zt/Jruq9XSESoLUL5vFDe+7nLf93bXccPvl1C2ZmbDYWj2mkrW3XcrshqloA1atYCjAvCUzue7dl0pxfJEgBXIaLKE8+pLlcaF8sYjl4RbK+bBdWN7k4w+/QPtej48EVYX9f9mY+NgsFvigcL7kXIlk8Bf/BmTkR1ZLK1G1YNxqoejRgWW9KKqhQ7TfMxvZvrAX0BIX9sylvcTyECChPOTMeT0lKaL5YB+NdRU070+0SCyen5hKce50O5HevsS6aRtCCPo7u9m48azj/VPnTvQUD4qiMG3uxLTiNlRRxpSlDUyfNxFFVeKPnTp3Ate9exWjx8vWPYkz3R297Hh9H80uPmELIQRnslj0nF47yfXvB5jT14kzxnLuVIf7QTZUdXh/0KuoKmPZVfN5299dy9v//lpu/durWXTZPErLc18rLylOpEDOgIt1qjzci3z5mCZ3ntPiAsMRQ3B+5wmiSdvYkPk0GUaWSLYEsV0kW8kWljgOTJmTsLSXLh9ZKatC9HQkpFqoWsAh1cLMRkaPJGQjuy3s2afI6cpDJo8Pxt+D0616PBfZvrAHqbnIAF1tqYUiTkR6nb3IU2aNp2p0hbsAVqBu6cy0z7+0cTTBslJWrm3krX97DW/54JW89SPXcOn1ixIitCQSO/t3HOWpP7zGvm1HCPdH0x4vBuxmmVBeVcrcRe6WCEVRWLhyru/nnThjbPqDCoCiKL4+AZJceEiBnAUXu1AuhmnyUIWyHo55tjlZGC6LIpks8PmJgsu2VCSXIhmIi+R08W/JyRbW0p5aaU6Tjc7zKdFvrqkWHlaL5IW9ylJzYa+qzFzYi+rmwp5b7Bs4T5GnTDSnQMkV1PZEC4umvWZOqx/mza1yTLRQNZWr3rYivkCnqEr8B7RAUOPytyzNaPq7rbmTQFCjvLLU97lJLk5OH21l2ysDy7Z+tKkCNeOrsxKESy6vo37ZrJTpb3lVKVfeupyaCdWUVaW3JwRCAabMGp/x60skuUQK5CEghfLwC+VsqZox1px0ehCsKiXo8T/zTBv4cuFLhvyJZKtsJDirPm38G3g07aXxI6ullailFSlWC01VXbORy4Jmw55u6Gb5h2EkNuw5xL5196efIjtVUEPiFBlg0szxcS+iG6HSIOMmuy82lVWWcv3fXMaat65gbuN0Zi+YyvJrGrjlzquZnIEYsHKRJRI/7NlyxM8sYBABtYtnZPVaiqrQuLqWm++8ipVrF7J0zXzW3LqcG99/BeOn1HD66Dl6OrwTXwCueMuStJ58iSTfyD+BOeBi9SkPtz8Zsp8mT7mqDtVr8qYqzLxxka//SY9kkQz4EsmWhcKKf0u3tGdZLSw/sllDrcetFkZvx2CBiBX9FukduJyYjVwaMMCIYhi6q9UioDFQPz24sFddMThFtspDrIW9TKfIew6HqV8+J+V2Ow0r56JqKksaql1zkRVFYeL0sSxdM5/l1zQwZ+E0Alm23m1rzs8Sk+TCQdcNWk+mr1iGwQ/U5iycxrRa5zQWv4RKgsyom8zcxmlMmDaYPbxny+G0j61dNJ1xGSZoSCT5QArkHHOxTZWHc5FvKNPkYEUJi/95rfmvQrIXWYHKSRXMfaf/iLt8WC4gs4QLp6xkL5Hcv3cnobkDHmQHkQw4imQ/S3tqZQ1GRytG53lzemzoKOXVjlYLVQukWC1UEaNENSAWRhgRx2zkxIW9wSmytbAXCFhiWImXhyRjT7RIN0VeeGktdctmDz5YUUAZ8Faumpv11C0b5BRZ4od0kWsWiqIwdnINq29YzNI19Tn328aiOuH+CK0n23wdK5EUAzIHOQkrB/n3//SZnDxf+8bBTOGLIU95ODOUs8lOPt98kgMPbqJ1ixnpFhpVxowbGpn91mXxSav1A4BfsslMznVesltWcnJOMpgi2kqvKJnX4JmRDIONdE4ZyYo6MJXXVN/5yCJYCqqGLgSipIKYAELlxLQSIihElZJ4NnLECBLRzWzkSEwlrNtykTWFSFTQ3mVQEoBI1KCtQ6c0KNB1gzFVipmDHDMwDGFaNewLhoZBw5wymvb2OOYigzll7u3q48iekxw/3s2M6VXMqJtMqUM97bbmThYvqEq5PVdsbWoHYEmDTK6QOCOE4Ol7X6M7ja1hyRV1Of8BTwjBsX2n2bvtCB2t/uqjFQWmz5vEyrWN6Q+WXPTkOwdZCuQkci2Q7VxMYtkSysMlkiEzoayHY+iRGMGKkoR0i+RyEb9YIhnSC+WRJpLdikS8SkQUVUX0tKeIZKV6DEak37FARA+EiAiVqBoiqoSIGiEULUDUCNAVDhCNaYR1FU1VicQUIjGFzh5BOCKIRAShgCASMYjFBNFIDF0XKeUh+sA03NB1jAFPuhEzaKg1W+vcykMAtu8yLQ6LHCwZkH+BDKZIlgJZ4sWBpmNsfdm95lwLqNz0oTWESoKux2SKEIIdr+9j3zb3dkg3Fl9Rx7wCfhojGbnIopALiIvJfjFci3zZ2i60kgChqtKU6DcrN7lzy2bXumonMlngs/uSs7VcgH9fcrLdAkixW/gtErEnW3iViCT7kZ2i35JTLYj0x2uoSzWD0qCZjSyMGCEtRjCgU6KZC3sxQ5g11C6xb1YFdXJ5iD0X2Yp9S85FtpeH2Fm8IL0wdfMi5xLpRZZ4MadhGlPnTEi53WyAVLj0+kU5FccArSfbshLHqqYys35yTs9FIskWKZCHASmUC/C6A0I5V9nJ9ha+jB6XgUhOt8CXa5FsCeVMRTKkxr8lJ1vobWcTSkQsP7JX9JtbgUim2cjJsW89/cI19g0GFvi0wYVNuxfZvrBnz0W2s2OP88fHhZjsSi+yJB2WCF5xbQOjx1WhqgqBoMb0eZO47l2rMkpQ8cuBpuMZ+ZgVRUFRFFauXYgwRPzTHIlkOJEWiyTyabFw42KxXgyXPzlb24UbQ7Vd5NNykandAgbFdSZ2C8VuocCfH9nobkPRAo5+ZBEKgRpIsVrEAqUQKiWmhQgbatxqERUBIkaAiD5otQjHBv3I4YggpJlWi7Zug9KAYHS54FSrabUYUwUnT0eYMEaLWy1OnokwaZzm6EUGWDivIsVmAabVwstmAUgvch4RhkGsaTf6qbMolRWEVixCKZVVwMPJk/e8Sk+nt+9ZURUQ5tR4/JTRCYkbgaDGrPlTqF8+WzbXSVyRHuQCMxwC2c7FIJaHWyiPJJEM7kI5nS95OEWy0XkObcwEFFXD6DyPWjMuwY+Mppn2Ckskh0oQmmaK5GAJQtXQURChMvSBZb2YVpLxwl4kYtDeJSgJCsJhA0M3qKmEk2ej8YU9XTeYOEaLL+zZvciA48Ke9CIXB9GtO+n+3i8wzrQO3lhaQvn73kHpu2+W7WfDxDN/Wkfnee/FvKqaCt783stoOdnGK49uRhgktOwpikJpRQnXvnMlZQ5LsBKJ9CBfZFwM9ovhiobLZRPfULzJUBjLhVMMHHhnJWditxC2BTf7dRHTUavNmlh7iYjdj5xcRe1ltSDSG7dahFSdoBIlqEQJqVFCmk5IiwFGPPatunxgMK0S9yBb5SGqptLaYbiWh5w42Ufv+Q562zppGMhHtrB7ke1WC+lFHh6iO/fS+cVvYZw9l3hHf5jeX/2RvnsfGpbzksC0uRPA62cTxTxGGIL1zzZh6KnV1kII+rr7efKeV3nynlfZsW4fvV39+T3xIRKLxjjYfJx1T23n9Se3sWfLYcJ9keE+LUmWSIFcpFyMQrkgr5mjJj6LbLzJ1gKf38xkyJ0vOdci2SsjOXlpT6mqiZeIJPuRrZY9RddTCkTi4lgxUKJhxxrqspBBiWZQEhhc2IsaChHdXNizykN6+0V8Yc/uRT5xqpeD67Zy+vWX2fPCevb89Q3+8v+epvXQcXbu603xImeC9CLnh95f/ZGBsaPj/X33PoTRmf8fTCSpzG6YSjAYcBbJCgQCGrMbpnH62Dn6e8Kez2XoBj2dfezbeoRn/vQ650635+Wch0pbSydP/P5Vtry4mxMHz3LyUAtN6/bz+O9e4eShluE+PUkWSIFc5DgJ5QtNLA/HIl8ul/gKMU2G4hTJXkUi4Ly0p1bWmGkUupFSRa2UVcZTLdBj8VSLoGLEC0SSa6j9LOxZ5SHawBQZzHgrTVMZW6lzdv3rnDt6KkFsRfvDnNixhzN7Djq+78lTZLdlPYt8T5GXNo6+aKbI+tlWYs17wasIQzeIvLK+cCcliVNaXsKaW5fH0zGsJTwwW/bW3LqcsooSOs93+67BFgJiMZ3XHt+Gbi8nKgIi4SivPLKFaDiacp+hG6x7entay4mk+JACeYRgr7OGC3OqPFxCGXJnu4DMp8mQvoEvXfteecMiyhsW0bNjW4pQdhPJ6Vr3/IhkcG7bC0yvTWjaU0eZlgujrRVD11Era1AqR8dFsmW1EN0dgy17RizBaqEYg9NkpymyV8NePPYtoCbEvk0aF+BE837Cvf2uk8gzew+zZdt5GusrU9r1khnORAuLi0Eki3Yf36OqYrQV5r3QW87Rd//j9Pz6T/Q/9hxGt3M04MVEzYRqbvrglVxyXQMz6yczo34Sl1zbwE0fvJIxE0cB5g+pGW1BCVOMHt9/Jj8nnSVHdp8kEo66fy8C9m3PPPZOMrxIgTwCuRiEMhTOn5xL20U20+RsM5OdcJsme8XA+RHJgKNINgZEsF0kW/FvkFhH7eRHVipHo1SM9me1SKqhtrKRg0qMkBoDoaeNfQuog7FvAGfbdE7uOuwqjgFQoO3YyfjVbL3ISxqqCzJFLib0E6fpvfs+ur/7M3r+54/EDh/LyfOqY2t8vLiOOm5MTl7PDaEbdP/kt7Tf8Sl6f3Uv/Q88Ts+Pf0Pb+/6J/keeyetrFztCCLraewmGAsxaMIUV1zQwc/4UtMBgpGI2EXOKotBaZDaLU4dbPe8XQnBK2ixGHIHhPgFJ9lgiuX3j5rhIvlCSLyyR3Lllc1wk5zvxIlkkDyXtonLxUrq3b6Vzy2bfSReVjUvobtpG57atnikXFY2L6WnaTvf2bY4JF+UNi+ht3kHPjm0JCRdl8xvp291ET/OOhIQLu0gub1hEad1C+vfupG93E2XzGympbYinXVjpFuF9zfF0i+CseqKH9xA5sBtFU4kc2o2qaQjdQNFURExHCWjo58+ayRYQ9yMrAW0w+i0JJRQyBbMQZpGIrhMMlaEiiET7QROggKYEMVApCxpE9BgQIBwbKAkxQDcURlVAJAqBAMQMlUBAYOgqeiSKEYul/b0pC8TiuchW7Nvi+VXxCmo7O/Z0uyZaFIptzZ15n1rrZ1oQXd2o48aijk58LWEY9P7iD/Q/9CSoatyL2v+XRwksXYhSEkI/chylrIySq1dTcuO1qKMy8HaHQhAMQNTj9y4YIHTlyiy+M//0/vqPhB95GgTmL2Pgo/9ojJ7/dzdKRTmhay/HOGv+QKiOH4cSvPD/2W092cbml3bT1Tb4A2RJWYglV9YxvXZS/LaKqjJm1E3i6L7T5vvnk2JLJ9FttjLXY7zsQJKiRMa8JTHcMW9D5UKNiSt0NFyuspOtODjILBIuF5nJQ42ByyQCzm/8mxLQMDrOodVM8MxHVkaNQ0R6EZqGIQRKaSW6EIiSCmLCzEeOaSUJNdRu2ci9/YOxb+1dBpHIYOybHo2x5d4H00yQFcbPmc6UhfMcc5GBlNg3L4E80mPfIlua6P31n9D3HTJvUBSCq5dT8Xe3o00xxU/vHx+m7+773J9EYVAQKQpKVSXV//XvBGZN93UOfX95lN5f/cnz9y145Sqqv/Avvp4vG4yOLtre/8+mf94FpaoSpbIc49RZ83plBaW3vomy977N/AHwAqT1VDsvPrzRVfAuubKO2kWDVdJ6TGf9s02cPNSCoigpaRZOrLq+MUFoDzfbXtnDgabjrueuKDBuSg1XvfXC+Te5GJAxb5KMuFDtF4WOhsuV7cKyXED23mQvvCwXQ42By8ST7Df+zfIjW0t7lh85UjKKXnUUwop9M/S0qRZ+F/ZKgoKoLojqiQt7gYBCZ1eU0tFphKQQ1EyfFK+g9pNokW5hz4uOc90caDrGwaZjCRO4TMmHFzn86ga6vvBf6PsPD94oBNE3ttDxyS+jnziNCEfov+9R7yey6wghEN09dP3HdxAeYjPhPJ5/zfuHGsBoOed5/1CJrNvsKY4BRFd3XBwDiO4e+v74v3T+x7cRXtPvEcyWl3d5ToO3vbqXaGTwe9cCGpfduITr3r2K2sUzGDd5tOtjFcVcAJw6O7U6eziZvXCap7AXAmoX+fvhT1I8SIF8gXKxCOW8v16O0i7sIjkTbzIMXSRnurwH+RPJkLi019zcxnf+1M0nftjLp37czV0/7uTxV3uItJ0f9CMHgimpFqoRJYQghCAowgnZyArpF/Z6+6Hr9BkOPfE4/W0dnu/vqMnjqRgzKl5BbZHrXOS+nn5efHADz/zxNba8uIvNL+7iqT+8ysv/uynjLNV8eJFFJErP935p/mufLAYMA9HbR8/P7yG6cw+i17tFLQXDwGg5R/QNf3/HRFf6H0BEnhflRG8vqFl81C8EsW27CD/9Yu5PapjpbOuh81ya913Aro2pyTA146tZfPk8rnrbCuqXzQJSrRTBkiBX3rIsvkNQLFTXVLDkSvP/fQmnPHB5zsJpean0luSX4vpTJsk59vSLCykmrtCJF7lIu8hmmuw3MzmXy3t+RTKkLu6ly0i2L+292qzzg+cr2XdmcGmno8fgoZf6+P6DMaJhSxSbqRaaosRTLdSBiTLRvpRUi9JAjJAWQ2C4Luzpfb3sevLl+JKhG2NmTqGithFVNf9XmYspspP1IRqJ8cKDG2g91Z5y39nj53nxwQ3DHm0VeWOLt+g0DKIbtmK0ns/uBTSNaNNuX4eqUyeZ3mbXA1S0qfn9CF6bOsk7Zs4LRaH/0Wdze0JFQF+PvyKPM8fcp/uKotC4upZr3rGS6fMmUT2mkjETR7Ho8nn/P3vnHR65dV79373AYCp7295739Wu6qqsercsW5F7jx23uCWOY7kptuMa24njlM+J7bjbcpNkyWqrrpW0vXB7L+y9TQVwvz8wM+SQ08gluVztnOfhw+HgArgDksDBi/Oew01vuZySinOr78+Eecunc+Uda6ieXuHEaAuH9F98/TJWXblwwummC8iNAkG+gPBarCqPJ1EeTdkFjH41OR8rOBg9kpzQKA8kyZDdIxkcctwVhF8875ALpVJLLgrB4XrF0zvij2HTpOzpkhRXi3RSC6/LwtCdIInBVeTmA4eTkdKZUDRtOguuWMPUKd7ke4kqcoIkj1YV+cT+Ovq6Qmkf0yql6O7o49ShxpzbHIjR9kW2GxqdeMJsUArh8YzaPjPBc9t1kO33Z9u41izPvHwU4LpoBaK8lLyNfAdCKaz64f0+zwd4vPlFQtsZmtq62nrZ9sw+Hvm/53n5sZ2YUZNV6xew4e51LFg5M+mrPFFRPa2c9bet5vXvv5a7P3Ad177hYqbPn1Qgx+cpCgT5AsRrlSjD+OqTz0U1GfLzTIbh6ZJHiyQnpBTpSPLA5ZsOqKxN6wrBM7sVyhwQJBIJORILIRxXi2gIaTvV5ITUQqjYEG9kv+Ek7BkuR49c4hd0nDyTU8Nq9nQkXze2WilV5IHYe7jvrKvIJw/Upx2XOqYu55h0GC2SLPz+7KQ0Dm3WNPRVS7NXeNPBsnAtW5TXUOPydeDzZh0TfuqF4e1/mBCaRuCT73cI8gikFsI79jcS443icj8yj2NRVj30BvL0kUY2PvAKJw82EA5GiYRiNJxs5fmHtqeVZExkDAxGKeD8RYEgX8B4rRHlc9HIB2cvu4D8q8n5eiafS5KcKUhkoNSioVPktHVq7xVOM088ZY9EgIhlpkgtXKik1MIQJi4ZxSVMhLLSJuzFLIXKg+jFYjZSc9L2ptT0Ow4MriIPxEiryPlojMPB4emQYXS1yMbla0FkuWQIgTZjKtr0KQQ++h5EkT9/kiwlsqoC1yX5OcZYJ09DDp2zfeQE5vGxDWcwLlpB8Tc/h758cf+bUqItnJt9RSlxX3PZmM7tXEAIwazFU3OOm7NkWsrPfT0htjy1Ny5v7z8xJF7v23KM5jMjlO7gVKxPHWrk+Ye28cSvNvHCw9s5fbgxYyW7gAKgQJAL4LWnUx5Pojwasot8qsnR7hBttXV0HGzEjlnDJsmDiXKm5r3RIMmZgkSgX2rhkirnk2khFMGgxZ6jMfYcjdHXF0srtRDRYFqphUe3MDQLlDWkYa90SlX2Co8QeMtTwyiyVZHh7LTIvmJvsqEnw3TwF2evmGbDaFSRZVkJntfdlHmeSuF75z0IIdCm1FDy/a/gvvVacMdvLjQJ1RXxjQ249AiBCPgp+vLfIzRt6HbTwDqVXzXdOpW7Mn+2cC1dQMnXP0vZL/6dkv/6OmW//k9Kvvk55PQp6W8QpATDheeum8d8bucCKy6fT6DEl3H5zEWTqRjkVHF8bx3Z7piFECNOootFTJ7901a2bKylpb6Dns4gzXXtbH6qluce3JbiqFFAAQNR8EEehPPdB3m08FryUx4vD+XR8E4e7Jsc7Q6x78cvUP/C4aQ8wVXkYe5da5hz1xqEFHl5Jo/ELzlBgBN+yfn4JCfIc/TogaRHMoDUUz2R9za4+O9nM/vASqEo8Sm6ggI7rlHWJFyxXOee630YPg9K01G6gYXA1Iyc3si9YR1TSaIxQePJVjb9/PGM+wdYdcfVBMpLsW2FbdlYcVu6xXM87D0SxDad30fCG3npfIc07z7Qk7cvcoK4Fotutm7cm3U+l968kmlza7KOyYTR8kVWlk3f//yCyENPOhIVKZ3KvsdN4MPvwn39lanjI1GCP/89kUefTjpbiJIiRFkJKhRG+ny4r7kU903DCwqJvrKdnvu/k3Nc0f2fwrh45D7mZwO7rYPu+7/j+EVrEhCOnr68lKIvfAJXrirzeQwzZlL7yhGO76vDjjcyGh4XC1bOZMHqmUNuTp/94xbaGrO7yeiGzuvee82w57L5yT2cOdqUVlElBEyfP5l11y0d9nbHA2bMoul0G2bMJFDip7ymuCDdGICx9kEuEORBKBDkVBSI8gj2EyfKZxswYoZNdv/iEMGGTlSabvkZNy9n+QeuccZPMJI8OEgEUkmybcM3HvfS1NVPgAdjYJZE8j0B86dKPv72EjTdhXK5MwaIhJQbCzdR20XU0ohaOj1hDStOkve9UMvhF3c6G02cBuOvq5ctoWLBfIcUmw45tkyLqlJnrokGP9u00xJk6K8y797vkOBsJHnZAj/PPbiV9sbOoRdyAdVTy1l/x5pkBXskGM3wELutg8iLm1E9vWiTqjHWrxvSnKdiJt33fR2z9mBavbf7zhsIfPCdI9q/Codpf/OHIRzJPMjrofyXP0B48mscGwsopTD3HSa2bRfKtNAXzsW4ZDVCf+2n6YFDlLvb+xBSUFIeyGjP9tyDW2mt78y6LZdb5873XDOs/Yf6Ijz6sxeyyrmEENz6jivx+CZOcItSioPbT3Bg+4kU95qiMj9rNyyhvKbkHM5u4qBAkMcZBYKcGecbWVZK0b6vjjNP76OvrgPdZzDp0nkEikPobn3ME/nOligfeWALh3+7OevJff133kTJbMdfM0GSITNRHg2SDA5RPluS3BUS/NdzHuo6JFI4H9JWAilURtKcwPvv8nHRUg/K5cFWCjx+TDtOkHXDIcnCTUy5iCkXfTEDU/Un7HWHJJYlqD9cz6nt+2g/0wwK/DVVlMydT+X0aixLYZk2FUUMqSKDQ5ITVeTEeyOpIoNDkpfM87L7pUOcOFCf1EZqumT2kmksv2w+mp6f/GAwVMwk+tJmmh98DtnXS9HcKXhu3oC+bGytp8KPbqTv+z/OOqb4e/ePuJIa/OUfCf3s9xmXe99xD743v25E2y5gfHFg23H2bjma8VwnhGDa3GouvmF4ziRnjjTx6pN7co679KYVTJ0zccJHal85wsEdJ4YuECClZMPd6yitHNs0zvMBBYI8zigQ5Nw4H4iyshX7fvwcdc/sR0iRUoF1l/tZ97m7MOuOABNXdvH0+39CpD2z76zQBDNuWs6yv7465f2zqSaPBknOFkkNgyrJCg41u6it04iGwkyb7OXVo5IzrQqVQewqBCyeqfHxNwVQLndGqUVvVLJ/fw+9fYpAeYCKWVNQwiBqSockBwVeQxKNKrr6FNGoIhy1iYYtPC6FZdmUFwnqmqIpVeSaCh3bstJWkWFkEdQJqcWKxUVEIzE6W7oBQVl1MS5j5NVGu6ubrs98DevYScdpwVbO437Lxrj+SgIf/+uk7GW00fmhz2KdOJ3ZLURK3DdeReBj7xvR9pVtE/zfXxP+w6OO1CPx+ZTCc/ct+N7zJsRZVNwLGD+EgxEe+8VLWGbmprkNd68bduX09OFGNj9Vm3PcpTcuZ+oI5UujjVBfhL/87IWM/zZCwKQZlVx+66pxnddExFgT5AvjOU8Bo4qE80Xn1u3JZr6JRpRPP1VL3TP7AYbIE6KdQXZ8+1Eu//q9CCmSTXxjQZQTDXzdO3fStW1H3iRZKZWVHAMoSxFqGZrIFli2kt7aXXTv2pmRJPuXraCvdje9u3elkOTBDhcJouxdtIzQgVr69u1JkmTvwqUE9+3Bt2Q5ngVLCR/aS+hAbZIkhw/tTZLkyOF9SZLsmrWQ2ImDuGYtIHbiEEum2CyZYiM0F3ZXI0/umZyRHDvHBtq7bEf7avYgvEXYZgzhciOFhrBMnt3YxMaNzcRi/Rdcf7GHa96whso509ClwO8RRGOKmC3QNJBSoUuBpQukJrAsm5ZOG02TVJfKeBVZw4pXd6WUSZKccLRIkOQVi4qSJDkfrFxSnCTJhttF9bSKvNfNhp5//r5DUqE/1CI+/+hTLxCaOgnfm8amymo1NGW30rNtrNNOE52yLKLPvUz4kaexGpqQRX7c163Hfcu1yKL0NxVCSvx//RY8d95IeOOLWIePocIR9LmzMK5YNzJ/4gLOCTw+N5ffuopNj+50/r+SiieBUoo11ywekaygYlJp7kECyvMZN044faQxuwWmgoaTrUTCUdyeiSMLeS2icHtdwIgxUd0vlK048cjOrMv76jto33sGGB8P5UzeyUop2vfXc/SP2zn24Ha6jrUAzoVBz6GJE1JgFKX3Us0ngW+4VnCZHC6C+/YQ3Lcnxd0in0jqdPZvsqQSx6whW0c7lPhJtX6LJ+3pEp56soHHHmtMIccAfd1hHv3JJtpPNcbjku0hCXu6LtB06XzXJJommFSp09xp09xu0dRu0dRmIge4LUg99TSaLTwkk6PFWMA8forYzr1ZvYvDf/wLKjY2Xfz5+PyqUBirvomez3+L3m/9F+b+w6iOLqxT9QR/8gCdH/xHrIbm7BuJRok+u4nYK9sx9+wn/Me/0P3JL9H18S9ijTTVr4BxR/XUcm56yxUsWTuH8upiSiuLmLtsGje+6TJm52Edlw6+Ig9TZmV2rBECps2pxus/dzr1wYgEo3lJnyKh2DjM5sJGgSAXMCqYSJ7KodYewm3ZiYjQBO37+q2ixssabqAlXOOTm3jxk7/m1c//kcO/eoWDv3iFTZ/+LS9/7g+EO/qYes0iJ7I0A5StmHrVgozLIXcC32iRZGDEJBlS46gvnZs9UlkpuHyRSvojC8tCWI71W19HD088m5kUKeDVx/bgNWx8hkKhUhL2pARdxl/HPZATVWSpSyZXuZhS3X/jMrBpLt8I6kxYuaQ4JV3vbBHbvidnFVV19/ZXmEcZ7muvyOmDbB07Red7P0VsR/wx+MCKs1Koji56vvK9tAmDAHZnN12f/gp2XTyVzrKTNwTWkRN0/8NXUdka+QqYUPD63SxeO4cNb7iY6+65hJXrF1JUNtRScThYc81iikrT284VlwdYffXitMvOFTw+d8a/9yQEE6qp8LWKAkEuYFQxkYhydoi0T3/HgygXr1qFZ85Can9eS2/c/F7ZKvkIvOtQI5u/+Cdm3LQMzWukT+mSgpJZxbislpz7y4ckZ4qoHiuSDP1BIgn7ugRJvri8iZpilWzcS/3YiukVNmvnxMmxbsSjqJ0AkR21fVjZ+LWC5tMddLd2oUuF360wXAqlBlWRNee7jFeRtXiVOFFF1jSZtoq874hjZTYRqsjKtvOSGaisB2zk8LzuJqeKfDY6YNvGOnYKc9/htIvDj2xEdfekr5LbNnZ9E5HnXh75/gs47+H2Gmx4w8WsunIRpVVFeHwGZVVFrL5qERvuXjfh4qunz69BZJGYCSGYMqtqws37tYgCQS5gTHAu5ReeigBGSfZQBWXZlC2clHH5WBPl00/uJRY00yoJHAlIJ50HG7n0n16PP2GqP4DsVK+dxbQbVnPy2VPs/8+HaXk2Owk4G8lFJpLsXbRsxCQ5SYpNK/Vny8JbWcHfXtLIosmDD45i+XSLj98SQcdG+Ev6q8hCg1APvX1mXnzMjoZQ2MmEPb9HYbiciGspQYtXkYNhhaZJekMqpYqckFqkCw/Jp4qcjSSPVhXZtWhe7mhow0CfMbLH17mgVVVQ/PXPIivigSsj1QRLibn3YNpFkadf7NdWp4MQRJ7ZNLL9FjBhoGxF/YkW9m4+yv6tx+hoHl7wje7SmLtsGte98RJue+dVXPvGS5izdNqInWHGEh6fm8VrZ6ddJgRITbL04teuh/ZEQqFJr4Axx3g39UlNMvOmFRx+4NX0UlYp8JQHqFw5I+e2EiS5e8f2UW3mq3s+vTdsEgLqnz/EtGsXc+X33kzHgQa6jrYgXRp21OTwr1+lefNxhCZRtuLYEyeY/NIZVn3mDRm9RiF3A99ImvcSJNm/ZDnehUsJHdybbN7L1rinLNtxsjAtpK71/2xZlNSU8+EpJk11HRyPVCE0yYKpGpVlBqonjLJAdbeB1n8KE4abiqJITk4IUFLqwe2yiFqCiBmvGNvg9wq6egSaptBsgRZv2NM0iaYrqsoktmkzucqVbNhLVL4HR1AP9EauPdSXJNArFhcnvZEHY2Cz3tlCmzsLWV2J3dqWlkQqIfDefA3CN/KEvlzQ582i9MffJbZtF73f+k9Ub3BkG8pArnNuTylUz9hX7FU4QuS5V4ht2YmKxdDnzsJ9ywa0qtFptryQ0d7cxSuP7SbUF3EkZ8qJnq6YXMqlN64YkdTAtmzqjjc73ssCqqaUMWVWVdZz53hi0UWz0Q2dA1uPEY309wiUVhWz5urFFJdntowsYPRQIMgFjBvGkyjPvG0VXceaad56fEgQhMtnsPpTtwzLAmowUT5bkhzry6GLVBDtiSePCUH54imUL55C05bjbP/Go/3DrH422LC1Eb7xe+bdMjc533TIhyRDfyV5MFEO7ttD355dGR0uRoskS6BmahlVXY0Il44WqAZLIIrKkJqGCvUgGNBgZlmsWWDwSyNCJJr+5kMImDW/nOISF1HbRpM2fkPQHQZNSjQJAZ8gEoWoSbxhT1ESkI6rRYc1JDykpsI5jdq2zbIF/hRJBYzc0WLF4pH5nCrLIvh/DxD602MQiaY5CIAC18K5HL30FlaMaC/5Q2gS4+LVKX+rw4Jt41q5JO0ibeokzJ7erFZy2tTJI9tvnjBP1dH92a+j2jqS55rY1l2EfvMQ/o+/D88NV43p/ic62ho7ObTrJI0n21C2orSqiHnLZzhSghxPFfq6Q7zw0PZkWMZAR6L2xi5e/PN2rn3DxcMitp2tPbz0yA7CwWiyx+NY7Rk8fjdX3LpqQvgLCyGYv2IGc5dOo6WhAzNqESjxUVJRIMbjiYlxu1TABYXx0ClLTbLyb29ixUdvpGzRZIwSL75JJcx9/UVc/vU3UTR9ZJWdhPTibGUXvpoSssjMQIAxyARAKcWhX76Sdb2GbU1EeiIpqYHpMBaSC+jXJY+G3CLxWpZUIosrsNqbsTqawbKxOltRlumMtczkl1uz+atr0t/3CwG6Lrn+ztm4NQuPboKykFLl1bDXG3IIs6ZJJlXqQxr2YGgV+Wy0yCORWiil6PnWfxH67cMZybE2fSr+j7ybkm99DuV2j1rFOhe0yvIRrCTRF81DXzAn7WLPbdfltJJz37Jh+PvNEyoadchxRzwmOTEXW4Ft0/fdHxKrTS8PuRBw8mADz/5xKw3HW7EtG6UUHS3dbNlYy7Zn9+dsRju8+xSWaaf9FSul6GrrpeFE7j6MBMLBCM8/tI1IyPnfULZKku5IMMILD21PLpsIkJqkZloFU+dUF8jxOUCBIBdwzjDWOmUhBZMumcu6+17HNT94F+u//Rbm3r0Od4aO5uHgbIny9BuWZk3IQ0HN6poUW7hgQxe9p9tzrKfo7XYemXfv2J4XUYbhu1yMNkk25jjfB5Lkgc4WyrSQxRUoy8LqaEaZlvOVQpIdPfL6pYL33uWnvCRVXzhjho+/+ehiZkzzIoiBsvC6bFAWYOds2CsJOA17QFrbt4QWebDtGwxfizzSSGjz4FGiz7yUmTQKibF+Hd47bkAYBquWlY5oPyOB+5YNuXXIieXx77KmmqLPfSzjcOOay3CtWZZxu8a1V+BatXRE8x0IZVlENr5I1ye+RPs976fjnR8n+JPfEH7kaadynEnXIwShPzyaftlrHMHeMNueiTfipriTON9OHqjnzJGmrNs4daghK4kWAk4fzb6NgTi+r45Y1MxAuCEajXF8gLtRARc2ChKLAiYEzofwkXQoXr1mRPrkKevnU//cAdr3N6QlM5Mun8f0u65GCJEMGVHFU3JuV0hBLBglsGItAL27d9K9Y3vekgsYmsCXTZc8WnKLyOF9GPMWs+WFYzx/1E1dp4YmYfk0k2uX2EwRzWgV1cjiCoSuIaQGmkT1dMRnoztWbzha5EsWaVy0wMvxFp2+mEZZpZ+KycVODDUWbmkhhUnQlHgNgWYJesMy3rAHkZggHBVIqZINe+GYwONytMgJVJdrWcNDwHG0WDrfn5Ra5KNFTmD3/p5hSS0ijz+XTMpLC9sm9NATCLcbdB1j7UogwK593SMm5fnCc/MGIo8/54SDDCaUQqDNn4MoL8Gub0IWF+G+9grcGy5DeDL7KQtNo+iLnyL0yz8Q/vNGVJ+jSRalxXhffzOeN9x+1nHaKmbS8+XvEtuyKymhUL1BQg884jjMDJRwDYZtE9u8E6XUmMZ6T0Q4RDN7n8Xh3aeYPj9zs7QZy235GIvk7+N95mhTzsLEmaNNLLoofZNcARcWCgS5gAmFdEQZRk6Wla2I9UWQLg3dMza2OCNp5JO6xkX/eDuHf/Mqp5/ahxV2TN9dAQ+zbl3B7LvWJC+oCe/k1pc2J/WjmaAshX9Sf+JUYMWqJEkeONfBSFSSM2mTM+mS0zXvjYQku+cv4WcPnOTVU34E8ZhpC7ae0Nl6At57VTWrKkDFK8zozqFI6JHRNAjFyablVI41ZTFvmg9LKZTLxjLDyc9jCoEQ4NY0LFOCcmKne8KpDXuRqCQSsYnGnIa93rDC6xIkHr41t5tDIqid36/TzJdo1kuQZEht2AOnipwugnokDXtWW3tmcpxAb5Dg/z0AKII//AWz167kxOveDoyMICuliG3ZSfjBxzEPHQddw7j0Ijx33YQ+c1pynPB6KP7mffT9x/8RfWFzP0k2DDy3XYvvXfcijOH/jwrDhe9d9+J9y+ux6hodsj1tMkIfnctb6LcPE9vqRLOnEGHbhnxk1ZblrHeOCLKKRLF7epEBX9abjdFGR0t3VvULytEDZ4O/2EtvZ+ZGTCEEgZL8nwjmItz5jingwoBQOR2pLyxcd911WL19/PzDnzrXUykgjs6t/TKBfImyHbM48ZddnH5iD5H4CbZ00WTm3LmGyhW53SvOBgNlDflUlK1IjN4zHQgpCEwvR2axHtr8+V/TfjizzEL3u7n2h+9CM4aSg97dO4HMJDk5rtYhu5liqvtqHbIwsJoMjpQC+h0uQgec8IdENHXo4F6AJEkGkiR52xk3v9qZiaApdAlfvjtCsV9id7UiXDpC0xCa7lSU9fhrTTribU1DKRt8AWylUC4PtsuDqRmYugdTcxOTBiHlxsJNX8wgYmrYSqehMUjL6XZMSxCYVI0wvESjinDUJhq28LgUlmUTjfQ37FWWiBRHC9u2WTLHS+2hPpbM86Y4WgysIgPs3t+dliAnMJyGvZ7v/j8iTz6fmyQPhJTo82dz4n2fYOUwJRdKKfr+38+J/Olxx+84QXo1CQiK7vtbjMuG/g/Y7Z2YR46DpqEvmof0n73saSygTJOOt37U8VoeCYRAmz2D0h98dXQnlgesphaCv/gj0Wc2gWmClBhXrMP71rvRZ46Ntd9AbPrLrpz6YE2X3PXX12ZcfmT3KXa9dCjrNq6755K8G+s2/WWn0yyYgfYIIZg8q5LLbl6ZdnkBEwtfu//N+LwaGzduHJPtFzTIBUx4DLepz45ZbPvmnznywKtJcgzQeaiR7d98hNMb947pfIfroay5XZTMraZ4dlVWcgyw7CO34Ap4hjbqCedr+Qc3pCXH4FSTIbc2OVcDX7665OFokp8/5kVkLI0LLBte2h1MNu2pmImy4hrkQXpk1dc1NGXPMhFWDGlbzpcy0eJSC5SJIWOoaJAnfvY8j37/Ybb86SV2PPwiL/zPHznw1EvYZsxp2IuHh0Bqw97g8JCl83zJhr0ExiM8xHP9lcMjxwC2jXnwKJ4De4ddsY6+uMUhx/HtJGHZYFn0fO372J1dQ9aT5aUYF6/GuGjFhCXHAHZT68jJMYBSeF534+hNKE/EDh6j8wOfIfrUCw45BrBtoi9toetjn8c8eDTnNuyeXsxjJ7GaW0c0h0kzszdCCyGYNKMy65jZS6ZSXlOSsfg+f+WMYblOzFk6PaumWSnFnKXTMi4v4MJCgSAXcN4gX6J86slaOg7UD62yxruV9//4eZ754I958e9/xdE/biXSNUJv1hwYi7ARX00Jl/3zG5l06dyUhL2SudWs+9ydzvtZEFixKoUoZx2bpYFvOCR5oFdyOpLct7+Wum6XI6vIAAWcDhZjtjamOFukI8nC5R7gbGEhhUQTAhGLoJlhdDOMbkbRrQjCiuLWTIQZ4ff/8QJnDjUO2rGi+dBJ9j/6jKNH1mW8cc9p2JtUqdMcj6JOQGoa+4/1yznGM4JaX7YI16Vrhv84X0qmHhsaN54L4T89lj7pMQHTIvLEc8Pe7oRBPlaQiWM90Gos/p6x4XLc1185BhNLD6UUwV8/SPcnvgiRyFBttG1DzKT3X/47I1G0mlro+efv0/GmD9H14fvofOfH6fzbzxPdtift+EyYMX8Sbq+R8U9RoViwambWbWi6xpV3rGHeipnorv7iga/Iw+qrFrH8svnDmlPN9HJmL8lcPZ+9ZCrV00bgtlLAaxIFicUgFCQW5xfSyS9e+MTPCbXkWfURAlfAzbr7XkdgjE+MCUI6GkEjANGeMOG2XsInj+ApcbSFJRetznv9hOQCsssuRiK5GCy3gFTJxUC5RejgXj7zRDVKZYlXRbFqusm710eTVVqhyX55RbxpL+mPrEnQdJSyEL5ilLKwDU9aqUUIN5teaOLJP2Z/lLvg+isonj4Dt0vR0eVILaJRC8u0qSgC21bYlp2UWiSa9WwzNUp76Xx/0hc5X6nFcGQWKhql9z9/6jTsDSNG2nXRCo6/5W+A/F002m5/R86KteuS1RR/6fw8nyrbpvPdn8TOUUX1f+RdxHbtJ/rqdjAttDkz8Nx5I+7r1g/Lb304sOobCT/+HHZdI8LrwbjyYsyT9YR+9Ku81i/+ly/gWrIgdZuNzXR97Iuo3r7UJwJxlhv4zIdxX3Vp3nPsauvlhYcHWacJEAjWXruEGQvy96i2TIverhBSc3THmZoeO1q6aTjegmXZlFQEmDqnOiUxTynF8f11HN55kt4u5ylPoMTHglUzmbV4St7NlEoputt7iUVM/CU+vH73kOVtjV2cPNhAJBjB43czc+EUymuKL7iGzbHCWEsszusmvTNnzvDVr36Vbdu2oWkaV155Jffddx8lJSUp4/7whz/w2c9+FpcrtQHkF7/4BStWjLVNfgFjicFNfbZl50+OwTH174uw4zt/Yf2335I0jh8LDKwmw9kTZaPIg1HkoXiW85gy4XaRL0lOVJJzOV0MriTn43KRj8PFwMa9BdvqONRqZKwiK2DRJEdCYeNUaa02x9kCSDbtWT0dCF0DdCdExHakFigbYZkoaaK5FFjOBdtS4DY0dr+aw9pJCFoPHWfGkpl09jCkYa+508wZHpJo2IPhh4dA/o4WwjAo+tj78L/zHmI79qJiMYL/9wB2a3vmlTSJNqWGVctK2Vnbmf+khCRrp5oQCG3ixfnmC9XVg3H9esK//FP6AVKizZqG+9br8Nx2/bjNK/jrBwn93wP9um8piTz1QvZq/iBYJ+uGEOTg//5qKDmGZCW671//F+OSNQh3ful1JRUBbn7rFZw+3EjjKccLuay6hNmLp+ANDK9hUNO1rF7A0UiMVx7fTUtdh0NAhdOkvfPFg1x8/XImzXAkH0II5iyZxuzFU4nGm6MNj2tYpPX04Ub2bj5KX3e/jGrSjEpWrl9AoMSHZdlsfmIP9SdaEEIkXUyO76tj2rwa1l27NCXcJBKKcupwI6HeMG6vwfT5k/AN8/gUMPo4ryUWH/zgByktLeWZZ57hwQcf5OjRo3zzm99MO3bdunXs2bMn5atAjl87SMgvhBTZAzjSwVaEmrtp23N6TOY2GKMVNjJku3G3i4HeyflgONpkyC25ONNq8eT2MM/1zeeYbxHdu3el1SUn5BZ9e/fgKgpkkVgoityKVZOd9EGzpdFJ2it1bgystqZkiMhgPbIjt0jokU00IVDhvqQe2aUshBmhtztHOIBSRPr6iFpxb2RdoscjqHtDKmN4SGOLOSrhISOxYJOlJbg3XI7nxqvx3HVTdtmFZeOJB2qsWlaatxbZtXpZdhmCUrhWn70P8XgjuqOWrk/eT8dbPuyQ48RnTBDQhE9zdSVFX/zkuFYEI0+/5JBj6Ceyye/5PxAW3tSKp93VQ3TTtsyezoAKhoi+vHVY89VdGrOXTOWym1dyxW2rWbJuzrDJcS4opdj06E5a6zuSPycCQGIRk01/2UlHS+rftBACt9eIy0Dy//0d23uGzU/VppBjgKbTrTzz+y30dgfZvekQ9fEGxcRD+sT3M0eaqH31aPK9g9tP8MhPX2D3S4c4suc0e189wl9+9iK7Nx3KGaRSwNjivCXIPT09LFu2jL/7u7/D7/dTXV3N3XffzZYtW8711Ao4hyhbdxHVa2YPq5ICzuP6joMNYzSr9BgLoly8atWIiHK+2uRsJFnNW8aP9tXwnT/08vi2CBt3RfjRE0H+ZcdMTnUbGUny4XaD2uOxLLMT3Lo4iKE7QSJauVM1ti0ra9OeCJQiPIGkHlkIDWwTYZsI20IqCxkL41IWxSU57MWEwFvsT03YizfsaZpE0yVSl0jZ/57UNKbUOGQ5ER4y0Bt5uFpkGFm6HoD3jhvQ5szISGY9d92EPndWynv5kGTvG27NTKikQBT5cV+7frjTPaeIPPsyPfd9A/Pgkf43bds5pxgGcvYM9JVL8H/8fZT+59fQqrM3mo0mEhrjYRcBBsOl47oo1anBbmrJSo4B0DSsuvyDOcYLLfUdtDV2ZbaVU3Bw+4mz3k8sYmZ01VAKYlGTPZsO5wwbOVZ7mljU5Pi+OmpfPZIk88pWyc9weNcp9m05dtZzLmDkOG8JclFREV/72teoqOjvlK2vr6e8PL2OtKGhgXe+852sXbuWW2+9lQcffHC8plrAOGPWbaucF8O6iAw18rctm5ZdJznzzD6atx7HiuZvSD8cjHYjHwwlyvkiX5I82OXCthU/fCzIqR4nxS+etAtAT0jx432TaA3paUny5o5JyCzmzgLFwRZXSiR14nW2pj0sC7u73SHIZrxpL9iLsEykEMhYGB2HJF+8riz7gVGKqcvmoehP2Csr1pLV5N6QoqXDHpKw19hqJRP2EnrjwQ17w60ij4QkC4+Hkm993olmHuA1LMpL8f/N2/H/zTtSxuebsOdauQT/h97p/CBTm9SEz0vxlz+N8HmHPd9zBRUK0/uv/+OwncHVWFtBNIZr0VxKvvaPeG66BuFxp9/QGMFubsM+naYBeZjw3Hkjssif8p4I5OEmYtv5jTsL2JZNV1svna09WGZ+Gvq6o81Zq8BKKeqPNyf7AkaK00casbNo7pVS1J9oSRLeTLAsm+Yz7ezbkt1N5NDOk8MKQilgdHFea5AHYs+ePfzsZz/j+9///pBl5eXlzJo1i4997GPMnz+fp556ik9/+tNUV1dz2WWXnYPZFjCWKJlTw8oP38ie/96IHYufXHJcUJSlKF/a393ctPko+//vBaJd/Y/RdJ/B/HsvZfp1o//IOFfYSO+Zds48s59QSw+ugIcp6+dTlkdDSfGqVUltMuTXxDeYJGfTJieCRU6XLuVMa/oLh1KOymFzcBa3eo8kdckJTfLphhB2llORQlDX6ehYlWUjNIltWkhAllVhtjaiVzppXAOT9qzO1n49sqah+rrB7UEKL3aoB1wehIyhC43LLirh1VfbaGoKo4aGvFExvYrZy6bSEwLLEpQEIBrFCRXRBJbWn7BXXSrjDXtaijfyQKkFMG7hIQlIv4/AR96N7z1vwjpdj9B1tFnTMmqEE3rkXPIOzx034Fq1lPAjTxE7cBThcmFcugb3jVchizJrRiciIs+/AuFI5gG2TeTxZzEuXYNr3arxb7aKZXvSkh/ct2zA9+57h7wvJ9egzZmBdfx05mRAwLhi3VnPIR2UrTi48wSHd51KaoN1Q2Pu0uksXjcnxSlmMGJRE5XjJK8UWKaNNEZeFwz2hBFSZCfAed68dLf3Egll/33alk3j6Vamz8ucNljA2OE1QZC3bdvGBz/4QT71qU9x9dVXD1l+zTXXcM011yR/vv3223nyySf53e9+VyDIr1FUXzSbq773dho3HabnVCt9DR10Hk7/aFBIgX9KGWWLnSjn5m3H2fVvTwwZZwaj7P/x8wBjQpJhKFFWStF4MMLJR3Y5J2alEFJwZuM+KlZMZ/Wnbs6ZEJioJI+kiS+fBr7e2l1s2daMFEUZJZC2gm1HorzxytTmPe+iZRivNueci6EpR3esaUmSDA5hTpBkqespTXsqpfqkIww3CA0V7EEYboRmoqIKqbnw6BYf+pu5PPCHemp3dyT5gZSCuatnsu7WtYRsgdtQuHRJJAoRUyUT9jRLomk2lgnNnXZKw55l2kyq1PJu2BuLCOqBkD4vcmF2O8CByCeGWps+ZUgV+nyEdaYBdA2yVS5tRc8X/wXX5Wsp+sxHEK7xu4zK6grweSEYyj04HQT4P/qetMReCIHvHffQ86V/ybCuwH3rtWiVo+/2o5Riy9N7OX041WbRjFoc3HGCjpZurrh1VUpj20AUlfpyhYzi9rpSrOJGApdbz3rzMBx4/Pk1OppRC6UUTafbqT/ejBmzKC7zM2vxFDy+8X2CcaHhvJVYJPD000/z/ve/n/vuu493vvOdea83bdo0WltHZoBewPkBl8/N9OuXseQ917D2H+9iyvqFAEOcKlw+F3OunZ7sNj74y01Zt3v4N6+MmdwigYQ+uXFbIycfcWQJylagnGo3QFvtGWr/+5n8txmXXYxEm5ytgS+wbCWmrxQ7x4UjEnMuhIO9klcvLsoSEuJILNbEH/knqrHGnEXYcRKTIMmytBKrrTnZtDfYH5kBX0JoyGg4qUPWrSgBl8nb3jqDT39xDW9891Je/+5VvPfzN3DdPatxGRK3rtA15zPoWr/UYmDDXiI8ROoy2bCX1CFLmbaKnMBAqQUwqg17I0W+UovXCoTXk3ejW+zlbQR/8ttR27eKRom+sp3wk88T270PlUYOIAzDaaYcoXWcKM8uJTIuWU3g7/8GEpHUmuY8QhEC9y0b8P/N20e031xoPtM+hBwPWX4ks/Z55qIp2Qu3AuYsnXbWFf9p82qy8mMhoHJKKZWTSzP2xAohqJleTuXk/G40DI+Lp3+3mZce2cGJ/fWcPtLI3i1HefSnL+bUOhdwdjivCfL27dv5zGc+w7/927/xute9LuO4X//61zz++OMp7x0/fpzp06eP9RQLmCAQUrDkvdew5tO3U3XRbPxTyyiZP4lFb1/PFd96G+5iNx2vbOPMQ88TaspevTODUVp3ncp736GWbtpqz9B1rDmnNm0gbNOifnuW6qqtaNx0ZHi2dozM7SKXNrmyRCKzXnwUZe5Y8gI1kCRfvtSN4RJpSbIU4HEpVnuO4563BABj7iIih/cBpJDkhLNF5qQ9O1WPPChlT1eOq0VpAFYsL2HxigpKijV0qTA0C10q3LqN36OwFRka9hzCDKRokeUAGUOiYS9beMiKxblJ8Egb9kaCkco6RhuxA0fo+fZ/0fmBf6DzY18g9NuHsDtHb27G+otzN6oloBThPz+F3Xf2QUPhh5+k460foef+79D3nf9H9z/8M53v+STRbbuHjPW99W60ebOGupLkQf5UWwfd//g17N6+jGPc166n/Ff/jv+T78f7V3fge9+bKf2/7xH46HsQ+thUy4/vq8tOXgUc33cm42JfwMOKDKEhQkBJeYD5K7OHkuQDf5E3R9KeYOm6uay9dmnakBQhwOMzWHPNEopKfVmJNIC/2MuB7cfpanNulpVyiiQo5/X25/bTeKpQ6BsrnLcE2TRNPve5z/HpT3+aK664Ysjyd77znTz66KPJsV/+8pfZv38/sViMP//5zzz//PO8+c1vHu9pF3AOIYSgYsk0Vn74Ri7/6r1cfN9dTL9uGbrXSNrEuafmdxKNdodQto0ViWW04umr72Dr1x7ihU/8gm1ff5hXv/B7XvjkL2jI0AU9GN0nWon1hHOOa9l5Mq/tDcRImviyVZMvWeDKWngTCK5YGUhJ3kuQZP3YHj54RxE+j3M6kkIlTUh8LouPvKGcgKGSsdThQ3sx5i5KadqDfvu3jEl7ceu3BDlOWL+luFrYMVzKwsDEpaJowsKQMTRpY+gWPkOhUAS84DYEigFV5AEJe4OryEBKw14CZ2v7Nh4keaJUkYM//R3dn/gS0Wc3YZ2qwzp0jOBPHqDzr/8e88jxUdmHPmMqxpUX5++CE41i7j88on2ZJ+sI/uQ3dH7ii/T9x/+helOJtt3cRs8Xvk1s176U94XXQ8k37sP3rr9CVsWb1F0ujOuuwH3zNbn3u+cAPV/5XlYLMeHx4LnhKnzveCPeu29Fq6rIOHY00NMZzG5ppqA3R+Lp/JUzueTG5RSX99946i6NuctncPVda3EZo0PuV65fwLzl05OEPkFw3V4Xl92yksopZfiLvVx3zyXMXzUTIy6Bc3tdLFw9i+vuuSTpcbz6qkVoLm3IzYEQjrxr3ooZdLb0ZD42YnTcOQpIj/NWg7xz506OHj3K/fffz/3335+y7LHHHuP06dN0dXUB8Na3vpXu7m4+/OEP09HRwezZs/nBD37A0qXnnz9nAWMLT7k/9yCg4eXDHPjpiyjLxijxMv26pcy8dVVSD9zX0MmrX/wDZiS1CSPc2sOe/9xILBhlxg3Lsu7DzqeDWwjsaP5paYMxmCTn28Q3WJtcU6px7QqDp3cP9RMWAqZVSK5YYmDoK5IkObBiZZIkV+7bw9+tFhz2LuTQfsc/dPHSahbaR9Bbm/EsWU740F5CB2rxLlpG+NDeFD1ywv7NbGlE6tqQpj27+TRKdx4viwQ51nRUNEIi6kLSf0JMBIh0tHezb3cnfSGFt6yUKQun4XcbdIcUmoSAT9DZo5wqskZSI5lo2GtuN7Esm5pyx/ItIRGRumTfkRBL5jkODwnbt4FaZBWO4H3+Geq/8SJGXxdaRRmemzfgufFqhMd9Vg17w0W+DXujCauxGetUHcLtxm7vJPSrP8UXDKjwKoUKhuj+/Lco+8n38g6wyIbAp/6GXiD6wuY8Jzo8ZwRlWfT+6/8SffL5/qCPtAPj4Rz/80tKv/+VlEXC48b7V3fg/as7UJYFUiYlYvrCufT9508hmqEBzLYxd+3HPHAU1+J5w5r7WMHI0UcB4DJyj5k2t4apc6oJ9UWwTBtfwJ2SojcakFKycv1CFq6ZRf2JFsyoRaDEy6QZlSkaaY/PzfJL57P80vnJoJDBKC4PcO0bLmbf5qPUHWtOyjeqp1ew9OK5nDrUkPy9poWC1oZOYhHT0UcXMKooRE0PQiFq+sKGUopXPv8AvXXt2Ts+BneECEHR9HLWfe4udJ/Bzu89Rsv2ExklFdKlcfUP3okrS5NFtCfEcx/5v6TmOBOW/NViZrxhQ9Yx+aB7587k63yI8uCoaqUUmw/HeHpXlPZeZ86GtFlT1c2dN0/H7eq/QOQTTx06UIs/TqBDB/fii5Nk6JcpDIyddt7XsNqbkbqWbNpLxFGr3q7ka2kYyShqDA/KcGO7PCiXG0v3EMbggYea2LK5DYHz9MG2FW6vi0vvupTJC6fTHRTYtiQSVXT12EgUurRp77LwumzaOk18hsI2bSpLBJZlU98UTTbsJSKol8zzUnuwNyWCekmNTcff3Y914jRKxR0L44dPmzmd0m9/AVkcSBLkkTbsDQeJhL2xJslWYzN93/8xse17+t+U0iGMWS5X/k++H88NV43aPCIvb6P3n76bfZAQlP3s35AVOWwCB6D3v39O5MHHh9XsVfrDb6JNm5LXWLsvSMcb3599kKbhuesm/O97S95zGEsc31fH9uf2Zx4gYMm6OSy+aM74TWqcEYuYhEMRDI8Lt8e50dv+3H5OHKjPKc277Z1XXpANe2MdNX3eSiwKKGAsIIRg4dvW507kG3y+UoqeM+0c+cMWoj1hmrdlJscAdsyi6dXsHphGkZdJl8zLHH8tBb5JJUy94+pR8VAeruxicLiIEIJLFhh85o1+Pn23n0/d5eNLby3mphntRPbtSll3YPJeAoOb97yLltG3b08yUCS4bw+eBc5TnwS5TFRkB8ottPJqZFkVtmlmbNqze7uTemQhJCIaQcbCiFgEzQzzu9+fZuvmtrjWz/F5BoiEYjz/6xdoPt6E3xNP7MKpJOu6IGyKZMNeaZGWTNhLhIckGvagn+QnMDA8pPu7/w/rZB2oAX+Gce2hdaqOnu/9EDg3DXtjWbW2Wtro+vgXie3cm7rAtrMTSikxB0kRzhbuyy5CX7Ywc0OclBhXrB0WOba7e4j8+clhOyHY7V35D45ksakbABXKb9x4YPr8SfhLvBncNcDtMZizJJv29/yHy61TVOpPkmOAkoqinOR4IKEuYHRRIMgFFDAI5YumsObv7yAwJbXL2FWUIx7VVtQ9s59gc1fOC6DQZF7NdQvfdgXequIhmkghBZpbZ8VHbkAIMaphI8Nt4hscVS2EoKpEMqlMw6WLlPS9gQl8+ZJkYNgkOeFsYZsmyrTTNO1l1iO3tkbYvL0n669w73O7QTkNe5p0vJozNezlCg9JRFAnINvbiby0JfOjd9sm+tIWrOa25Fvj1bA3HD2yUoro5h10f/HbdLz7E3R+5D5Cv/szdk96XTVA6NcPoXr68m+UG7i/Ya+RG4G//yCyvHSoJlkI5JQa/B9+97C2F9u2J7uFXAbIyvxJuCguQvhzhHnYNtqM/CrS4wHdpXH1nRdRWuXcIDrGGc4xD5T6ufqui3B7LzwSOGPBpGTTb1oImLt0WuYiSgFnhYJopYAC0qB80RQu/co99J5qI9zei1HspWnbcU49vjtJxNLBisSw87CAU7bCKM5BuAGj2Msl//QGTj66i9NP7yXWE0YaOlOuXMCs21bjq+6vIOYKGxkOhuudnCDJmXyTEyQ5ESxSvNIZP5gkJ3TJg72SQwdq6du3B398WUJuYZs2UpdZPZKlpmF3tgL9vxfh9qIsE6G5HJKsLITwIaNhtu9RCJH5HkcpaDrRgh0OoQwfboO4N7IkHLXjDXsK25J09Zp4Xf0XuJry3OEh86L1dOaqMCqFeeAwWnXFuGqRE8jljawsm95/+S+iz2xK0dkGj50i9Pu/UPLN+9CmpxI0ZZpEnnp+ROQY28a1ZMHw18sBrbqSkn//KuE/P0nk8eewu7qR5WV4btmA+7brkDmIqLJsYtt2EX1lOyoag8hQjX5WSIG2YA7alPyDIoSu477lWsJ/eDTzsdS1CRcB7g142HD3Ojqau2mOS9wqJpVQOaVs/ANZJghchs6665bx6hO7gUFaZAHl1SUsWD3rXE3vNY8CQS6ggAwQQlA0s5KimZUAtNZmT5hKIHr6JKWLJtN5sDHzeAE1l+TXIOPyu5l3z8XMu+dibNNCaDLrBWMsiHK+TXy5wkUGpu8lSDI4RLmvdje9u3eNCkm2cfTIydellc5xi2uQhdRQQeextbAk2FacKNsEg46LRg7pN1YkjMfnxbIFFo43csAniMaJcjSW8EZOTdirb46mhIdIXWKbdn94SN5cIHXg2YSHDAeJhr2BJNk8cpzYzn2AQl+6kNi+ww45hlSSphSqu4fuL/0LpT/8FmKAfEH1BjM3lmVDPNbaveHys/hUmSFLivC99W58b717WOtZre30fO6bWCfPOH7CSg2P/DtWBvjf/7Zhzhi8b7qT2NZdWKfqUvcpBdiKwMfeNyRqeiJACEF5TQnlNSXneirnHJ0t3TTXd4CC1VctpuFkKw0nW0A5VnFzl01n/soZo96EWEA/CgQ5DaxsUaMFXLCoWjmTY3/cmnWMdGns/8M+56SVhUzPvGkFnrLhX6DkME6Go02U842szhVVPR4k2WxuQK+ejNS1pLOF1HWELhEuJ3paaM7pz452IwPFySjq6jIDy85O1KQmKCkzQLewbOizJLYScW9kx9XCGpCwV1WqU9cUxTbtlAualDIlYQ/gmH8G5dncDZwVcS1bmPxxvKvICZJst3XQ89V/c6zOpACEM+8M8dUA2DZ2fROxbXsw1vU3aQqf11nPyiFBGFjelxJcOkVf+qQT8jFBoCzbIcen6503cn2mNJDTJhP42/fiWpze3zfrun4fxd/+PKFfP0jk0adR8eQ9fclCvG+5C2N1dgedAs4dQn0RXn1iN22NXf33wAoCJV7mLJmKpmtUTC5l8szKIbaRBYwuCi4Wg3Dddddh9vTx/dWpkdXlV6w9RzMqYCJh2zcfpv1Afea0rSHuFvGf49+FLpl1y0rm3XNxSvVsPDDQu3ikRBn63S6G43SRKaq6t9aRVgwkyoMdLtK5WwD4lyzP6m5htTUlSfJAZ4vBJFnYUWRRKdgxhL+EYNjk7/9XEcuglBFSsGTNZDb81cUEYy6ipkZfVGLbkq4+iEQUylZOFTls4XEpolEnctqybCqLBbZlJ6UWtp3QTttJR4upv/sR4Y0vpifJUuK+9gqKP/2hIYt27eselyoygAqHaXzvP+DqaBu21RmahufuW/C/500pb/d86z+JPvty1psDffkirLpGhGFgrL8Yz+3Xo9VUjuQjjBmir2yn5/7vnNU2fB96J947bjjruaiYid3ZhfB4JmTVuIB+mDGLjQ+8Ql93OKO1W8L2zRtwc/nNKymtGr9G3YmGsXaxKFSQM6D04tQLevtLqZXDAmG+MLHiwzey43t/oetwI0IKp5A18EQ26JwmhMBb6aVyUSWaoTHrnmtwBc5NpWtwRXk8ZBcDJRcD55BcnqaanK6SDAy7kqxV1CQryVp5NVa7k0oo0RmoR0YzHD1yvFnPq1u8aYOLnz1pDbnfkRK8fp2rbp2HIWOYmsCyBW5dEIwq/B6BS+v3RrZ0QW9Y4XUJQGJZTsOeZdlYppUitRhYRa67/c1Mqm8itvcgSgiEUsnH49GZs6n4SObmsPGSWkSefgm9tWVUt+l78+uIbtoG0ehQkiwExnXrKfrUB0Z1n5kw0F94uIi+sg00OfwbhwQ0DetE5uS44UC49DEP+ihgdHDqUAO9XaGsYxLEOdwX4fmHtnP9vZcmg0cKGF0UCHKeKBDmAsDRA6/77Ovo2F9P4+YjRHvCtGw/kVFOoWxFsCXItE9ejn9yKZ1b+6u4ZZeOvIp7NhjoeAGjI7vIR3KRrYEv3+a9hLuFf/nKISQZSOp5B5Jk6Ld/E5rE7mgZQpKVqYGuQ283IlDM+gUxfG6Dh162aWhzSI6UsGx5CTfeMRtvmSRk27g1E8uWWLbErdv0WY6dW8AniURsTFtS7hG0d4HXZaPFGwiryzVsq79hr7HFBJwLo6NFhsYP/z1zGmppfuBJfKFOZGUF3ps3cKhqEe2nLZb3KyySGE+pRXjjSw55HMlDSMvCtWzRkLe1aVMo+dbn6P3Wfzr62QR0Hfft1+N75z2EH91I+M8bseobk9pjz503jUoVWUVjhB/ZSPjhJ7AbmkHXMa5Yi/eNt6PPm5X/diKxkR2X/i0g3LmDMQp4beHUoYa8xyoFZszkWO0Zll06MQJfXmsoSCwGISGx+NkHPjGs9To3p0bvFgjzhYG22tNs//YjOcctfvfVTLt6cfLniUCUYfxlF6MtuchXbiE0id3ejF49uZ8kx+UWes2U/hARO+bokW0L3B6Uy6Cx1yBkuyir9GMUeYkYfmLSQ1h4CVseorYrRWoRDEsiMbAtRTTaL7WIRCy8hsIybWIRM1lFrqnQk1KLJXO81B7qSwkPAdh9oIdlC/ofj+/e383yAdZwAzFe4SEd7/u7fo3tcCAlsqaS0v/5dkaZkVIK88ARrJNnEG43rouWIzxuuj//Lczd+4fokIXHTfE3Pos+b/aIP4+Kxuj+/Dcx9xxIJbeaBARFX/g4xsW5ZUUAod8+TPAnvz0rkuy+9VoCH33PiNcv4PzD47/clDNSezC8ATe3vv3KMZrRxEYhKOQ8QenFa1K+2l/amvJVwIWNwQ9pS9euoXStQxI7XtlGxytn5108UhSvXjMqHsr5eicnwkUSnslDlg/wTE5gcDV5oOQiX59kZdnI8mrM5oZ++7fSSmRJZWqIiHT1h4hYJsK2mVSqmFlpEXBF0a0IuhnFwMSlorhkDEPGMDQTTdq4dYXbUE6IyCBv5LISHU0T9IQUUpdMrnIxpdpI8UYeaPu2bGGAvYf7kschIb9IYM/B9H7C4xUeIqdOzhyikTJwwBghEMVFFN//d1k1+EIIXIvn47l5A+4NlyOLiwj96kGHvEIq8bRtVDhCzz99N6sFYy6Efv/IUHIMjkzCtuj5+g9QoXBe23LfeFWcWI8ckUefJvL0S2e1jQLOLwRKfAxX0WNGh98AWkB+KBDkMUKBME8MKFvRuuc0R/+4haN/2krHwYbMufYjQPHsakQ2I/c4yhalN+VPEOXStWuSRPlckOXRIMrDSeIb7HSRsmwMSHLnmSZ2ntbY2TeV5h7h2L9ZFlZb85AQEQwPSBdEwhANOyl7toW0LTTbxGWGEWYEl4piiChSOFILQ7PQpcKt2ygUfq9A4STslRVr6LogFJPouiPDkNIJFJlSbeSdsJfAisUOCc5Gksc6PMR767U5bcs8d9+C66IVyJoqtDkz8L3nXkr/++tDPJBzQUVjhLMl0Nk2dks7sS07h7Xd5PYtm/BDWbavgFCYSMK6LgdkaQmBj70v/sOg84MQ6CuX4M1lGycg+Ms/jur5qoCJjdlLpgzvoYOAQGmOUJgCRoyCBnmcUNAwjz9669rZ+a+PEWruTiYNHfvTVopmVrLyb2/CW3H2j6BdfjdTr1rEmWf2p724CimoWDYdXx6+nomKcufW7UmSPN7yi9GwhsvXEi6bHVy+zXsDbeDSNe71HtjLw7v8bD5TiaX6SzPzq03etKCOioAaoke2u0PI4hKnaU8zQTMRloZQIZRSaC5wSQ0LgUtoWFLDtAVu3cJSEtPWcbsUwbAi4HMa9jTZH0Ntxb2RmztN7LizRUJqASRdLRJV5NoBJLj2UF9SarFicTG7949vQMhAuNatxLhiHdFNW4f+7cdJoO/d9yL0s7/M2E0tjk9yNmga5sGjGJeml+9kg+ruQXXmiHPWNMyjJ/Pepvv6K5HVFYR++7CToAfIqnI8d96I586bCD/4ONkTacCua8Sua0SbNjnv/RYw+ohFTc4caaK3K4jL0Jk6t5qi0tF3BJk8q4rJsyppONGa3woK5i57bUdwn0sUNMiDMFIN8tlgsH4ZCoT5bBHpCvLyfb8lFowMsWQTUuCpCHDZV/4KbRQaYayoyY7vPErHgfr+C17c/iAwrZyL/uEOjCLvsLc7EXTKCfI6Un3yaGiTB+uS89UkBw/s5RfHZrD3eBQ1SOQihaLIo/jUupMU+8QQ+zfpdiPsmOOV7HaD2wOGG9vwYOlubJeHiCuAqRuEpZ+Qcif1yKGYi2BUI2JK+kIC24ZIxCYaVUSiFpGIjddlE41YOW3foD9Ke+l8f1otMpBVjzwcLbJ58gzW8VNgGLhWLsmdFGeaBH/5J8IPPpYksLbbje+O6/G9/Q0IY3Tiga36Rjrf+3fZB2kS75teh+9tbxj29u3ePjruyeGOoWl4br8e/9+8fdjbV9EYmCZ4PUlXjODPf0/o1w/l9Eh2v+5GtIpyXCuXoC+YM+x9F3B2OHmwgR3P78cybafQohRKwfT5NVy0YWmy8Xa0YFs2+7Ye42jt6ZzyiZrpFVx+68oL1g95rDXIBYI8COeCIA9GgTCfPY7+aSvHHtyWtUlm8buuYto1S0Zlf7Zl07ztGHXP7ifU1ou7xMuU9YuYdOk8NOPsKmjnO1FOkGTITpSHQ5IhlSinI8m1cj6/3Ji56iiE4oZFUW6eemaIR7I03MmmPZEgyEKi3B5sw0NI+Hh5T4zttX2EIlAxOcDSS2ZRM6uakOkmFHPRF5VEYoJgWAzxRh7YsFdRBHVN0SENe5DqjTy4YS924AiR51+hta6LqqXT8Vx/FbI0VX+crmFPWTbRV7cRefIF7NZ2ZFUFrjXLCT/1Atb+w/0ruw28d92M751/lYzvzgQVjWKeOANKsa+vCGUYo6qFVrZN57s/id2cvbJW/J0vjihYA6DzE1/EOngs6zmj6J8/MyRkQyk1Iiu4yIub6f3qv+UemCA/to2+aB6B+/4WrbJ82PsrYPhoONnKpkd3pl8oYPr8SVx83diErlimRVdbL0op2pu6ObLnFMEeRwNveFzMWz6dhatnIUeZoJ9PKBDkccZEIMiDUSDMw8eL//BLQk1ZHj8LKFs4hbWfuXP8JjUKOJdk+WwdL7p27ESIkVeTM5HkpqCLHbHZHD7Rh0LhK/LS1BolYjvuA9lQ7LH58p19Q5wtpMc9JETEqSJ7aA66+M6vQnR09+tvE8F3Ky6bwZV3rSZkGgSjOpaSdPc5VeTOHhtlpVaRLUsRjfRLLSpLRLJibNt22irynp0tFP/Pf+Letwc0zdGoKoWQksCH34X39utTPuPAKrIKh+lKOEEkJh33V04LAe6brqHoE+/PehwHY2dtJzC6DYPhPz9F3w9+kn6hlGjzZ1Py3S8lyapt27TUdRAJRfH43VRNLktKrdIh8vI2ev/puxm2L9BmTafk+19BSInd00f4wccI/+UZVEcnIhDAfcNVeO++BVlRltfnUTGTjrd/FNXdm7/bhSaRNdWU/uCrCI87v3UKGDE2PvAqnW09Q/ztB+Kmt1xOoGTokxZlKzpauonFTAIlPvwjeIqYsj2lCPaEsW2Fv8hzQRPjBApBIQUM0S93bt5e0DDngNkXzT5AQazv/IsUP5c65ZHok5u7bJ7fH2P3SYuouYDygGB163EuKu+iYt2qtOsMDBfJpUverS/id7tDSCLYxOUyIRPIL5K7Jyz6Y6nLqpKWcCrY6QyIN+8Jy0J4NKxQkB88oNM1qP8t0au2++VTlE8qZtEl87F0QTAKfo+kq0/gcUss0yYYkeiaij+atVMe0WpanNzFCXHC13mgFnna735EeP/e5PySlM+y6P23/0WWl+K+vP98kPBGXrG4iN5//wlm7cHUSWcixwAKIo89i/f1t6DPmp7XMYX+KOpd+7pHjSS7b7sOq66R8J8e6w/hiEua5NRJFH/h40lyfOpQI7s3HSIS6j8PeP1uVl65kKmzq9Nu325szrxzW+F9y+sdctzRRden7sduak0eQ9XTS/hPjxHZ+AIl//JFtKmTcn4e4dIp+sxH6P78t5zt5Gh4BMCysesbiTz3Mp6brsk9voARo68nRGdrjkZXAXXHmlm4elbK28f317FvyzHCA64x1dPKWXXlIopG2FQnhMBffHYku4DhoXALch5isEMGUHDJGAT/5FKy+uVI4Yw5TzHYJq7hLy/SsOkwTZuPEu3Jz4pqpMjX8eJ4s8W//SXM9mMW0XgPXHuv4umman5xYhqtW3ZmdLvI5HIx0OHiVIvF714MAwI7pVKc/+PuIrfCNi3M5gbMlsakJVzS2cKMOfZvmg6WyYHTisb27Jxy+3NHkcpxtXDrCoVj/aZpjvVbsV9i4jhYaJpEi7taADS1WzS1mUhNS+oKpS7Zd8Sxfzvw7AEim7YiVAYyJQR9P/992kW1m+uIZIqvzgZNEnny+eGtg0OSRxNCCPwfeBsl37sf9w1Xoy9biOviVQQ+/SFK//2ryHKncnvqUCNbNtamkGOAUF+EVx7bTf3xoURYBUME/++BbDsn9MCfAej9wY9TyHESto3q6aPnGz/I+zO5Vi2l5Hv3Y1yxtl9KkUuuIUTB/m0ckI99mhACM5qaSX9o50m2P7s/hRwDtNR18OwfttDXnT0pr4CJg0IF+TWAXBXmC7G6PG3DEjoPN2YeYCumbRgd/fG5hGf2Amr/52k69tcDjg5XaJKp1yxm0duuQLryq6SOBNmiq01L8fPnI1jW0KeTCqgPe9kiFnM5+zIm8WVyuUiQ5D88WI8kMIgcDweKS2aE0CpqsNqakIDZ0oheNQlMGzDB5cbu7kAWl2FHuzlYX4IUCltl3md3e4hwTy+uolIM3cK04+4VFskY6mKfFpdaMCCG2iFINeVOwh6AlDKpR5aahrFzO0pKRCaSqxTWkRNYzW1o1f3xwiuXFHPwF1uHT46dw4Td3jn89eivJI+m1EJfOJfAwrlpl9mWze5NB7Ouv+ulQ0yeVZWiG45u2gqRLE+dlMI6eJTY3kPENmXpbbBtrMPHMY8czzu0RJ87k6LP/i0qGkNFonT+9d+jurLIw5RCdY+thd+FimBvmPrjLZhRE4/fjZACleVuWNkqxWYtEoqy55XD6ccqRSxqsnfzUS6+fmx0ywWMLgoV5NcgCtVlqLlkHhXLp2csJk5evzCjN/H5gmhPiM1f+SOdB1PjSZVlc2bjXrbc/9tx8VBNVJQHVpP3nrboi2SW7ikFrxw28S13yG62gJFM1eTjweKzIMdQ4rZZPzuUjKSW5dUo03IqyaaJMuOVZNOKf5nYlsrLyN8lovhdUQzNxK1boGz8HoWtIOCT2Ag0XaJrAk2T9IYcyYXUZUoVOYGEN3KVX+WuMOJojQdj5pQRalYFyPLSka0bx3jFXzfXdRAJxbKOCfaEaW9KtXSzO7ryCj2J7T+cl17YPHwi55jBEIYLWeRHm1KT4+mXROYh4Sggf9iWzfbn9vOXn7/IrhcPsm/LMbY9s89ZmOVXobs0ps6pSf58eNeprHplpRRnjjYRG1R1LmBiokCQX+PIJcd4rUJqklUfu5k5d16Ey99PDNylPubfexlL33PNiDrPJxJOPbGHSFcwY4Wj60Qnp37/7LgFjwyUXRzbV0+WfigAwjHo7FO4l65kn28pf6mv5oE/n+FQvYU9iISkI8lnQ/0FiqpKN3sbXMSs1LQ9ZVrYptVPkjUDu7sDJQ1ml/Ri2dk/mK4LSovAJWPJAJGBUgsFBHwCj+FILcIxkZRaAPHXWkrCXgLN3pqctmDK5UKrqhjyvmvRvOEfKADLxn3D1SNbl36pxXiQ5Egwv76CwY+/ZUVZXtV1rSy3nzkA+sif3Hhuuy47CbdtPDdvGPp2ZxeRF14l8uzLWA1Z9NQFDMGO5w9wfF9d8qSSKCwoWznvDf6Xj/980YYl6PGndLZtc3Tv6Zz7UrYaIv8pYGKiILG4wHAhBZZIXWPu69cx+441BJu7EULgqynOGnF7PqHu+QNZxbBCCnpaFcXTGLeGvgRJ1p46Hb/IZyeTJ1osHtoaI2qCFKWgFFufCjO5TPKe69wU+/p/V4NJ8txJi6k9aWbVA2eCQnC0LsaRuhI2HjX54GVdlHotJCDLq7Hbm0nQJYmjP1aWybLqGKX+Ijr7RMbPZpqK5x49yg2vX4QlNdy6Fg8QEVi2wO2CoCWQsl9qoVkSTetv2Ksu17AtLemNDE4VOXrROry/+imEQhmPrFVaxtFfbmTuW65DeD3J97XJNbjWrSK6bXdmicZgCHDftAF9VvowAsu0aDjRQjgYxRvwMGlmZVpf2GXeTk7++VWOPWkzbf1iXKuXjcn/ocefX5Xc4/ek/GxcfhF43BDOQLClQF80H+OKdfCDn0C2yGkpMdYsz3PGQ2FcfSn6Uy9g7tqXligbV12C66IVyZ9VOELff/6UyFMvpJB817qVBD7+12dd/X+to7c7yIkD9VnHuD0uYhETO36yqagpYcm6uVRP67fbazjZmnfsszEK/vsFjD0KBPkCx4VAmKWuEZiSn/XS+YRYT/ZmD2Urwh19lK51qk3j6XyxYtUUNj2dvUpS6oc/vBpLElznu0P7Gjss/vvhTj55TxnaoFJ0wuVijes4u1X+zgqDkQgP6Qhp/HhLMR+/shPb6ifJUnccLQY6W0iXi/es6+A7z2b3od3yUhMbbpqB4dOwlcTUBJYusGwwLYnhEtiaJBy1sVS/q4WmK6rKHOeKhhZrSMLesuXlHHzv3xD4j391CltpiK7e1kLxb35O2yN/pOSr/5DiC1z8qQ/Q9JEvoLW1IgaSLyHApUN0gDzBbeB9/S343nFP2s94tPY0ezYdwoz1kwKXW2fVlYuYudCRL9md3fR89V+J7d5PiZQooOexh5E1VRR9/uPoc2dmPY7DRdXUMtw+g0gw89+ev9hLeU2qJlp4PPjf++b0NnJCgNTwve8tCI8b7103E/r1n9I/wpAC49or8rZ6Sweh6xTf/ymCP/8D4Uc2QtD5PxdFATx33YT33juTT7+UZdP9pX/B3LN/yM1ybNseuv7unyj5/ldyBr5cyKg70pw10BAgEopx01suR9kK3dDxprkRaz7djhAip6ytaloZhqdAkM8HFAhyASm4EAjzawWuYi/RzixBGFLgKe9PXUu4XgApsouxIMvTKyQzKgRn2lXGCm/AI+gOpl+oELRG3Gx/7jDrNiwYuu6KVUzfvZMbp7bwRF1VGitfp3otkq/UkDS9BGwlqOt2caxVY26VRaypHqlrjvUbYONo0VTM0Q32hTNXjxOwLMWJQ20sWOl2qsiaxLIlli4xbYVlCSK2I7UwdEk4CuGwRSQqOFZv4jNUv7NFm4llJirJIexVa+j+9H14Hv4Trr17BnzG5AdCAHZfkK7P/DNlP/oOWpywyfJSan74dY79+BHKtr+M6uhElpfhuWUD7luuxW5pwzp+GtzxJD1felupY7Wn2fHc/iHvxyImW56qRUrBtNlVdP3j17BOxB872/2Kcbulje5Pf4WS//waWnVl1mM5HEgpWbV+Ia8+sSfjmJXrF6aVV3luvx7cBsEf/wbV0a9R1mZMxf/R9+Ba7EhUvG+9G6uljehTL/TbzcU9pV2rlxP48LvO+nMIw8D/njfhe+vdWKfrQEi0GVMRrtRLdmzLTqfSnA62jd3YQvAnv8X35rtGVEm2zjRgHj+NcLtwLV+c8kTitYJoJJY98jsO21YUl2WOl1YDElSzYdGqWcOfZAHnBAWCXEBWDCTMBXeMiYVpVy/m2EPbM57Yla2Ysn5h2mVj7acshOBtV7j58XMRGrpU/Pqj4tcPwXXLdZ7dm10eIQUc02ewIN68N9jpIrBiFZfs3sl0f4gtLaWcipYgBdSUSczubkxbUD2lhIVTNX76dHbrOykUh1sNZpf1oVXWYLU2YTY3OFVkXUsm7YFJLJbfaVNForhUFFtqQ6UWhkNpE1ILXToVZs2S6JZE0/oPTMLVIpGwJ3WJNW8BM3/wRY5+5X/wPf1E2kqyUAoViRB+dCP+t7+x/7P6ffRdexN91940JIZazpyGPjO9nCIBy7IzduonsHvTIaoaTmEdO5l+gG2jwhHCDz6O/6/fmnVbw8W0uTVwozOHUG+/ZMJX5GHVlYuYPDMzIffccBXua6/A3HsQu7sXbVIV2txZKYRaaJKiT30A8/brCT/xPHZLK7K0BPd169FXLB7V3gbhNrK6YYSffKE/8CUdlCLy56eIPLIR16Vr8P/1W9Emp/eBHgiroZne7/3QCZRJIP5Ewfu2N+RMVjyf4C/2ZnWqAKfY4PVll++U15Q4OuYscPsMqqZlf/pUwMRBgSAXkDcK1eWJhek3LKf+xYNEOvqGnuAFVK2eRemCyVm3MZZEOeARfOgGNwcbbGpPW4RjisoiyeLIQcpCUTbai7OubyuImlC8ahXdO3emtYMLrFjFAmDK7p1A04BgEV88ea+RcHl+etBE75tt2kmSDCSryM5rnall+YmeZ1ZLXFYYWzgEeaDUImpCVKZKLTRdopsKa5DUIhFDbZk2kyo1R2qxwE/toT4qD+7GyqYnthWRl7akEGToDw/Zvb9nCEnOhabTbcQi2bvwQ70Rml46gD8bebNtIhtfGnWCDA5Jnjq7mtbGTiJBJ0mvYlJJXuRVaBquFbktILPZzY0X7Lb2/Kz7lCL26g669h6k5F//CW1SZpJstbbT9ckvOQl/AxGJEvr1g9gdnQQ+/tdnN/EJhOnzJrHrpUPYVvrjKIRg+rwaXO7sdGna3Bp2bzrkOFRkOEUsWt1/s6WUovlMOycO1BPsCePxGcxcOJnJM6uyJj4WMH4oEOQCRoxCdfncwgh4WPe5u9j3o+do29PfPS10ybQNS1hw72V5V7PGiihrUrBkqsaSqQO7+h0P0JITXXSZLjLJFYSAmlJn2UCSDOmryYPT9xLJe67je/C555DN4MBWguklUWzTTqbXaZU1SE1LeiQnLp9VHlhQEeRIuzetH7IUMGe6zpRyG8sMJyvIA6UWHpfTsGdaoGxBwCeIRp2kvUTD3kCpxcAqcmOLCTi61GgwmjMzMJIhOCZBkoeLaJ4d+NGwiT8HebP7MkuEzhZCCqpG2HugbEXDyVZOHqwn1BfBF/Awc9EUJs2omFDuN7KyHOvw8fxIsm2jeoMEf/xbiv7xI2mHKMui7/s/QnX1ZHwyFXn8OTyvuxl99sj1/xMJLrfOqvUL2Z5GMiSEwPDoLL04twOM7tK47OaVvPTnHdi26tcix2UXU+dUM3eZc8xsy+aVJ/bQcKIlqVsWAuqPt2B4XNiWjWXaFJX5mbtsGrMWTSlES58DFAhyAaOCQnW5Hyp+chyPE5qnLMCaT91GsLmbnhMtCF1StnBKirXdcDCeUdZXLPXx6K4snrUK1s3tP0UVr1oFkLWanIkkr63o4IX6srSFHYGiJCBZUBYCZApJBlKCRBI05M0ru/juJje9EZlCkqVQ+L2Cd9xsoMdCCE3DMl24XC5sqWEKgaEJTF1g2o7cQhP9rhZuw6G7oQjoer/UQmr9+5hSY/RLLWbNRutsd3Sw6aBJYjNmZTzEA2Oo84U3kJ8O1Vde1K/RTQchMMsrRzWOejRgxkxeemQnrQ2dSWlqZ0s3dceaqZlezmU3r0TLw8bNPFVH+PePEnnhVYhEkVNq8Nx+A55brx2iJR4pPDdeReylLfmvYNtEX9yM3dOHLErV08ZqD9DztX9H5QqF0SSRp55HH4PK/7nC7CVTMdw6ezcfpSfe1yEETJ5dyYrLF+Aryu9vvmpKGdffeylH9pym7mgTpmlTUu5n7rLpTJtXk7y5qn31CA0nWoABlnLxk1M03H9O7G7vZcfzBzhztIn1t60ukORxRoEgFzAmyFZdhtcmYe483MiJR3fQsusU2Arf5FJmXL+MqdcsGfMTm6+6GF/16JGM8SDKl87T2V9vc6LFRg1oM0v0udy51kWpf+hxy1ZNTpe+F1i2klsWK07/qZnj3b6UPhohwJCKt8yrx794GaEDtZjNDRiTp2YlyVVTynjvunb+UFvC6U4XthIYms2VC01uXCspLVbYykLFwrgQWAgsl8AQAktqGJqGqUtMCyzbkVoETYGug2n3Sy1CMZtIyMY2He3vYKlFZMP1GNuyECTLZvLbb2PPwV6WLwxkHDYcqUX11HI8fvcQL+GBKCrzU732CroefSzrtkrfcCNNMKFI8o7nD9DW2An0k5bE96Yz7ezedJjVVy3Kuo3Yrn10f/5bYFvJGwS7rpHgf/+U6KYtFH/57xGGcdZzda1diWv1MmI79+YVYOJMxMZua08hyObx03R/9htg5hFgoRR2W8cIZzxxMXVuDVPmVNPTGcSMmviLvbi9w/8dBUp8rFq/kFUZ+j9iUZNjtWeGtc2Wug62PL2XIPiBEAABAABJREFUS24YuX1gAcNH4XakgDHHhRBW0vDyYbb8859ojZNjgGBDJwd+9iK7vv94Rn3bREfp2jXJr45XtiW/RgO6Jnj3VQbXL9MJeAZUSD1B3nm1m8sWZrZCKl61KllRTpfAN5go65rgA6+v5s5ZLUz2hXG7oNgwuWJSF5++t4QpgRh9e3bhXbQMvXoy0Ya6JDmONtYn0/Zs08KOWTz8cpjvvlDF6U4XSjmV46glOdEqMaQN0QgyGkbGnC/DDOOywriIYcgobi2GoZl4XDZu3QkQcbsFlgJdCspKNNxuzbF+c2lIXaJpkinVBlNqDBpbHamFvWwZ4ZtvA0ANePSfeO17690Yyxwyt+fgIE1pHAliunt/fvHFQgrWXJ1ZPy6kYPXVi3EtmIvnzhvTD5ISfcEcPLdcO65BIrkQ6otw+nBjZq6p4MT+Osf5INOQaJSer/6rQzYH/t8rJ3TC3HOA0G8fHpX5Cikp+uIncd+yYVjhJLIo9WYp9JsHHRF+PiRbCGRZ6TBnen5ACEFxmZ/ympIRkeN80N7UlYySHw7OHGmipf61d2MykSHUeGTRnke47rrrMHv6+NkHPnGup3LBoHNzaoTw+VZdjnaHeP4TP0NlOektett6pl+/bBxnNXbo3Nr/+xqtqrKtFMEI6BI8hkgS29KLc2+/e+dOoL+S3NJl0xNSFPsEnhO7AQY07xFv3oPilavoq3WWB1asJLjPsQbzL19J6EBtsuovdYnZ2ogxaQpS03h5b5gHjqSPKZdCsXiyyd/eboHhQfmLsHQ3pstL1AgQMfyEhY+Q8hK23ARjBn1RFzFLEAxLgmGwTJtoVBGJWkQiNl6XTTRi0dYRxe8e6mpR1xBmxskdlD33GLH9RwBwLV1A6+U3MP/eq5Jz272/O2sVebhSi8aTrex66SA9HX3J90ori1h55UKqpjid+kopwg8+Tui3D/dXHT1uPLdci/9d9yA8/Y+ud9Z2ApzTSvLpw41sfqo257jLb1nJ5FlVaZdFnn6R3m/9V9b1RXERZb/8d4SWP6nNBburh8hLWwh+/0dZdizQl8yn5NtfSL6lTJP2u96TWQqTBiX//tVR97C+UNBwspVNj+4c0brV0yu48vbVuQdeIPja/W/G59XYuHHjmGy/ILEo4JxjvJr9EveCo91kU/f8gZw2Qaee2vOaIchjIb+QQjBQ2lq8eg3dO7bTudnZfjainKgk737+ABsbq2gM929oeuVCbl9rwCDJRW/tLrp37aR4pbNu7+5dSZLct2dXCkm2TRu9chLRxnr0milsrK8hff6s0+y3t95FXavJ1Mk2IhpBKoUmBC5NxzJ1XC4dK+5s0S+10HAbCtMaKrVIBIhomkTToKk9NUBk6mQPsapLaF57CYtnGew91MvSRcXUHeih9lAfyxY4j9JXLC7OSZKHI7WYNLOSmhkVdLX1Eg5G8Po9lFSkblsIgfeum/HccSPW6XqwTLSpkxGeoRr5VctK2VnbeU7lFvnWiwZHoQ+Eeeg4aFrWSHDV3YPd1jG6HtAlRXhvvRbr2Ekijz49tBoc/3P1vSPV0URFovmTYyEwNlxeIMdngbKqonxsl9Oi+XRbvKFv4jSKvpZRkFgUMKEw2lIMpRRNW46y+at/4qn3/j82vu+H7PjOo7Tvz+5XORz0nGrNOSbY2IVt5hdDer4gIb0ARlV6kUDx6jXJym+CKGfC4QaLX56cTlM4lXidabP5f0+EaalxtHuJynRg2Urn5107AfAvW0Hv7l34ljjjEnKLhDQmQZIbTrbRHtTIFhQihWL3cQWRMISDiGgYacXQYyE8ZgiPFcIrIkOkFoJUqYVSAk0XSE2iaWKI1CKBxhYTqTuncqFroGnsPdzHikXpie5oSS3AIcCllUVMmlE5hBynjNMk+qxp6HNnpSXHCZxruUVZdUnuQQLKqrIQ+Dwb8Mzag3nOanjwf/AduO+4wfFHFsJplMRJ4iv6wseHWNgJrwcRyCNpT0o8d99C4JPvH4tpXzDw+NxMnVvDSDlu4aH/+KFQQS5gwuJsnTGUUhz81SZOP7GHRNSaQtFae5rW3adY+Lb1zBiFqq50abkTlIR4zXpbjnVDX65qsq0Uf3g1CoohaXlKOZLwP74S4RN3rqRvz66ky8XgSnKCJIMjq0hXSaYk/WP1wYjFFCoURMTT46TmnGo1qSeb9jyaxJIaHl06Hsm2REqwLIHldtoBlaU5UouYTLpadHabWBbJKvJAV4t9R0IsWxigNk6CVywqYveBniFV5EwYqfXbSGE1txLdvBNiMbQ5M3GtWHxOK8lFpT6qp5XTUteRlogIAZNnVeHL4uRhrFtF+HeP5NxX33/9DGP9xQhjdGOHhaYR+OA78N17B9FNW1HBEHLKJIxL1qR1zxBS4r7lWsK/fzSrXVzxv38F1+wZKNvGamwGy0ZWV46aI8drDbZt03iyje6OXnRdY/KsKvzFTjLlqisX0tXWmyJPygdFZX6kLNQ1xwuFv+wCzhsMV4rRuuuUQ44hNYc4/vrgz1+kfMlUAiP0Sk2gauVMGl46lHG5kIKKFTMQY3Risy2blu3HqX/hIOH2XjzlAaZcuZCqNbPH1RZoLIlyopKcIMoDSfKJZpuOvsx3Jwpo6lLUtdlMG2QFl44k99XuTlq9DSbJpa4YLqmI2ZlvdmwlmOoPomwQtnIiliNhpO5CxcLomo7LjGBLHVtITCHTSi0iUYEFQwJEKsqMZFBHU5tJValASokdJzf7jjgeyXsP97F0vkOMB0otgKyuFiOxfhsuVDhC77/9D5GnNzl3MfFnztrUSRR99m9ZtWzWOSPJa69dynN/2kpfd2jIskCJL2uDIoC+fBFy9gzs46eyjlM9vURf3ob76kvPar6ZIMvL8Nx+Q15jvffcTvSlrdiNzWlJsvcd96DPmk740Y2Efvtn7CbHokwU+fHcfgPeN71u1In++YyWunY2P1VLOBhN+hzveukQ0+dP4qJrFuP2GGy4ex3H99dxfG8dob4IuksjksNjfN7y14b39PmCQpPeIBSa9M5PpGv02/7tP9O+ry6jPlhIwbRrl7LobetRStFzspVwRx/uYi/Fs6vzrvjapsWmz/6GcGtP+n0JmHXbanpOtBILRvBPLmXaNYspmTfprLVkZjjGju88SuehhmSVPPG9dP4kVn/qNnTPublwjUUzH/TLJMCpJm87ZvLAy7nDK956tZsVM52aQO/uncDQ5r2EJjnRvJeQLgwkyX/cobG5rWpItRocT+Uij82XrzuNq7QMYUeRLhd4PChfAGV4sDwBTJeXsCtAxOUnjJeQ7aUn6iEUcxGzJH0RSTAsiEQUwZBNKOLYhXldNpaliEZMbNPGsmwqS0SyYQ9Ium/YlpUkyLsPOLKJBElOVJEzkeREFXksSLJSiu7Pf5PYtt0MyRqXEtwGZf/xNbQpNeescS8aiXF8Xx0n9tfH9dVuZi2ZyuzFU3EZuetK0e176LnvG9kHaRree+/E9/Y3jNKszw52Vw99P/oV0ac3Je3eZE0V3rfchefGq+n74S8I/+EvQ1cUAn3lEor/6e8L1WQcz+xn/rDF0akPvhwImDKristuXpl23RMH6tj2zNDAEnDWu/SmFa/ZJ5EjwVg36RUI8iAUCPL5jwRZ3vnTHViR7Lrf4jnVzHvjxRz8+Uv0DbDQ8VYVseDNl1O9ZnZe+wy1dLPtmw8TaulBSBF/PCsQAlxFHqJdoWSVTEiBshXTNixh0TuuPCuSXPs/T9Pw0uH0HR8CJl++gGV/fe2Itz8aGAlRDkcVDV02UsDkUomhDz1GCaLcOHUVP3k2S0xeHG+ZdZqVg/xrBxPldA4Xg0lyVGn81yvFNIW98eufMzcpFJpQfPjSVuaWdCNLyhBWDCEVsqgEXAbK7cH2BrBdHqJGEWHDT1gLEMZD2PLQE/WkuFpEYtAXtOkL2kQiJiVexw85GrGwLJtYxExKLQaTZDveJDaQJA+sIufjagGjT5JjtQfo+tQ/ZR6gSTw3XUPgY+8DJoa7xXBh1TfS+d6/yz5ICnzvvhfvG28fn0nlCbu3D7uhGQwDbfpkhJSYh47R9bEvZF3P/7H34rl5wzjNcuLi5cd20XCiJWsT3nVvvBhfkZf25m5AUV5dghEvZLQ2dHJo5wkaT7aiFBSV+Zi3fAazF08tkONBKBDkcUaBIL928MKnfkY0zWPSgfBPK3eIcbq7fWDFh2+kZt2cvPZnmxbN24/TuuMkVsyiaEYFTVuO0VfXnrGKvfCtVzBjhObvka4gL3ziZzkdNK78ztvxlPuzjhkP5EOUIzHFX3bH2H7cIl4IxdDhsnk61y/T0dJcINq37eD7x+cTsTNbZhV54MNzDiHF0JjqkZDkmNJ4/oDNlo4auiMaulSsruxiw6Q6pkzxI3UdYYWTJFkaGsLtBbdTSbYND5Y7QMzwEzSKUqzfusNuYrZOMCrpCwmicZJs2zbRsEUkYuE1FJYZJ8jxAJGqeCy3bdspVWRwSPJwq8gwfOu3fND7b/9L+LFnsjsnGC4qHvpJ8ubxfCPJSim6/uYzjnNHlkts6f9+G23KpHGc2cjQ+6//S+TJ57KmImqzZ1D6g6+O78QmGCzT4k//80z2fhSguDxAb2cfdvzcLaVgxsLJrLxiAXq8Cq9UPJG1oDnOiLEmyIUjX8BrFpWrZua84451BTOSY4ADP38x75APqWtMungeyz5wHSs/ciPli6fSe7otK4E98ehOVJbGmGzoPNyYkxwDHPrNphFtf7SRy/XCtBQ/ei7ClmP95BggasLzB0x+9XI0rb1W+UWrubqiOeu+b15tULp6FTA0WGRwqMhAhwv/shVAv2wh4W7hEhY3LBN8etEuvnZjE1+7pZU3X2Yzed5UzI52bNNEaR7srg6UGUPZoCIhiIQdPXI8RESLBnFH+/CoIIaI4pImPsPEpVm4dRu3oUCA2xAoJTARaHrc1UKXKa4WMu6pO9DVIvHeQFeL2kNOY9CKxQ7ZzORqkcBwXC3ygd3dO1RaMRjRGMT6wzhWLStl1bLSCREmkg+EEHjf9obM5FgIjKsvPS/IMYB1ui77DY1SWPWN4zehCYpY1MpJjsGJkLYH/A/YtuLkgXpe/POO5PVGCFEgx+cYhaNfwGsW06/N4lAhBNIlifaEs57Qol1B2veNzBKube+ZnAQ90tFHsHmEF/08H/60bD+BlSX5a7yRiSjvOGFxul2l/VgK2Fdnc7gx/UX6mg1zuH2VC5dIXFyc9906vP5ig4vmOFWZTOl7wyXJ4DRH6lWTsZrqUPHgDmXZaFPnOIl7pokyLZTuxg6HUTYOMYzGSXIsjBZP2NPNCB5CuEQkaf3m0mzcLoXPDW63wDAExT4Nt1sSikl6Q443stQlTe0WTW0mUtOYUuNYwCUqxcsGVIgHW7/lIskjsX7LBa2m0tHJZ4EoDoBrqHY+QZLPB6LsvvJi/B96p+OJLITzPd4067rsIgKfOH/s0kTATy5fMuHN7OxxocBw62iukYW/KAVtjV2cOdo0yrMqYKQoEOQCXrMITC1n+QdvcLxhEyf3+DfdazDndevy2k6kPXuFLROUrXJeVICsCXzZUDKnJq9xdsyibYQkfywxmChv2p2d9AgBW4+ZGZdfvkDns3f5uKOmjmsqmnjzFQb3vcHLJfNTG4cGkuSBRHk4JNmOOdKFBEmONtQRbawn1lSPsmyUaTkkWXNjd3Y4RFka2JEwhMMOSY72V5ITUdReEcGjhXFrJm7dwqUpdN1pB/S4JTYCS0ksRTxAxDmFO681mtpMGlstpJTsO+bIiwa6WiSQqCJDP0nOhNGWNbhvuiZ7NVJKPLdel1Gbf669kocDzx03UPbz7+N735tx37IB7xtvo+QHX6X48x9HuMcmyngs4L7qkuw35FLi3nD5+E1ogkJqktmLpoy8r0TA8Ql4rr5QUSDIBbymUbVqFuu/8Rbmvn4dlStmULVqFgvfup4rvvFmSufl93gzUjeyE1bJ3Oqc5Ff3GfjyCSdIA09FgKLZ+fnyWuGJU0EejARR7rayu20oBW292avmbpfgsqvnccO1s5jZvIvg9u1pxxWvWpW2mnw2JNmOOQl3saZ6bNPqJ8kxE6UZ2N1xoqz6rd9ENIyWqCSbEQwVxiCKV49gxEmyW7dxuxWa5kgtPG5JUUDH7dYIRQXBqEhKLTRdQ9Mlja1WTqnFYGSTWqxcUjxqVWR9xlQ8d9+afqGUyJpKvG+4Les2zieSLEuL8d59K4EPvwvfu+5Fn3P+pdAZ6y9BTpucrICnQEqEx43nzpvGf2ITEIsumo3X7x4ZSVYQ7A2P/qQKGBEKBLmA1zyMYi+zblnFyo/ezIoP3ci0a5agewyKZ1fjqczegKT73fhr/Jx84GlO/PZpmje+nPd+K5dPx1tVlPlxsoDp1y1zgkZGiAX35ueh6j9Lr+fxgN+XnSALIODJ/6KTTwrfaJNkvXISVoIYJ0myidXZgTJNlBnDDkdQkQhEwshIKCm1cFsh3GYYF1EMEcWrR5Mpe27dqSQHfIKAL1WPrMfJsdQlk6tcTKk2mFJjZJRaJEhyuiryeOmR/e9/K/73vxVRMqA6LSXGlZdQ+r37kcWZGwcTOJ9I8vkOYbgo/to/oiXIvSYdyQggykqcZTWjF5t9PsPtNdjwhnVMm1eTQpJ9RZ5kUEiu9QuYGCi4WAxCwcXiwkLLjhPs/o8nMi6vWDadzsMNWPFgBgSUz6tg+mXT0d16zjS/ntNtbP36Q5ihaH9jUjx1r3zJVFZ/4tazIsgAr3zxd07cdbr/ZCkoml7Bpfe/8az2MR547qDJE3szSygA7rnExeqZw/daTZDdwSl8yeU7dwLZHS6yuVskfocyTlTN1kY0XUPGv4QZQvd6ELqG9LiRHg9CgvB4wRvA9gWwDC+mO5D0R+4jQNjy0Bcz6Im46YtITFMQDINl2kSjio7uGJGITalPUV7kEPe6piiWaWGZNpMqNWzbZskcL7WH+lgyz0vtwd60rhYw/tZvyjQxj5yAaAxtxhRk6fCfpiQcLuD8cbk4X6GUwtx7iNj23SjLxrVwLq5LViO0zOcw60w9VkMLIuBHXzhnzAKTJiIi4Sh9XSE0XaO43M+J/fVsfy69z3ECq69exJwl08Zphuc3CjZv44wCQb7w0LTtGId++VKKJZzmM/BVFdNzsnXoClIQmFzGvBtmpjRkZCLL4Y5eTm/cS8OmQ1ihGN6aYqZvWMrkKxYg9bMjx+CQ8C1f/RN21ExxtRBSIF066z77OopmTuzqTm9Y8butUQ43Zwh1QVFTIvnQ9W50bWT6volIkqXbA4Yr7o9chOkJYBqBpD9yn/ITttwEYwadIRehqCQWEwRDikhUpVi/RSImPkMlA0QSJNm2LCZV6XlZv8G580c+W5xvVnCvdZhHTtD3H/+Huf9w8j1ZVY7vXffivvaKczizcwfLtHj6d5vp6QwOiTIXAgKlfq59w8XoZ1k0uVBQIMjjjAJBvjBhWzYd++sId/RhFHuRmmTnv6ZJjUpAwPy/uowZ1zsexumS/MYTfQ2dHP3TFpq3HHNIshTUrJ3N3LvWTXh5RTim+I9nonT0qYzuXzPdvdxeWYdPs84qlW9wCl/aMWmIcjqv5HxIstQlVmuTQ5BjIfSycqQVQXrcToCIx4N0e8HjwfYVobx+LHeAsFFExPATFj56LD9hy0Mw5qIvohGOOSl7tqXo6nEIcCRiE42YmKaNz1BUFgtsyyHKgwNEElVk6CfJgwkyjL8/8migQJInBszjp+j6xJcgZqaNrvZ/5N14brtu/Cc2ARAJRdn69F4aT7WlvF8zo4J11y4tSCyGgQJBHmcUCHIBALU/fJqmrUez+rX6JpVw2ZfvHfL+cMlyrC9C/YsHaHz1KFY4RmBaOdOuXUrZwsnDbvQwQ1FivWFcAQ/6eXKifeGQyeO1Zlb70Ldd5mLxZC0ZNpIPSVZKcbzFZudJi76IosQnuGi2ztQyOaJq8nBIstncgDF5apIkS01DaBLV3eZUlOMkWXo8Dll2u8FlYLu92N4ApjtAyFOajKLuMX2ETDehOEnuiwgiEUE4YqMsRSTaT5K9LpUSIDIwZS+d1ALSp+zB+U2SoUCUzxW67/s6sZ370pJjANwG5b/6jwvaGq63K0hrQycAFZNKKSr1ndsJnYcYa4JcCE4voIA0CLf15AwzCLf3pX2/9OI1ydedm7fT/tLW5M+DyXJffQdbv/4Q0Z5QUkMcbOykafNRpl27lEVvXz8skqx7jfOGGCew9YSVlRwLAdtPWCyerKXYwkFmohwzFb/YFOVQoxNXHS+q88oRi4tma7z+otX07tpB5+ZtaUly8apVdO/cSde2HUmSHFixip5dO9n34j6OuecQNRdS+sQxrrh6OfbhPdimjdQldsxCr3as34zJU5PbVG1OJdkGME2w+7+kbSJsG6npEAujaTqeWC+2kFi6jk+PIIXAtAVul8S0BZbphAlY4DTrmQpLk4RiNpEI+N2SmnKN+uZoUo880Ppt2cJACkmuPdSXJMkrFheze383ew72ZiXJu/f3TDiSnGje21nbya593QWSPM6w2zqIba/NPigSJfLiZjw3XDU+k5qACJT4CJQUSPFExoWjli+ggGHAKPHmDDMwArmrH6UXr0l+AbS/tDX5pWybHd99lFhvalhJQkd85um91A1o6LAtG9u0RvBpJjZ6w9lvRJSCrlDqmGyJfAAPbY8lQ0US9zmJ79uOWzy9z8zpcjHY4SIYUfyicSE/PjydF2qjvHowxl9OVfKln3exq9npTh/obpEgyQmP5BRnC92DbeEk7NnK+W4pao/G+PffhviHb7fwhW+c5KEHjtNV14JBFJeMETBi+I1Y0vrN7Xb+Rj2GxPBouN2aY/fm0uKVa5l0tRhs/ZZAupQ9yN8febST9kYLBZeLcwOrtT33IE3DbmnLPa6AAs4hChXkAgpIg0mXzKdl+4nMA4Rg8hULh7XNwZXl479+mlBLdnJx4i+78FQEOPmXXclEv8C0cmbcsJwpVy7KmdR3PiDgEYSz+BsLASXeoZ8zQZI7t25PqSh3hxTbT2avSr90yOTqRfoQkjy4mpyoJHds2cGvWxdystXZqo1I3tSYSvL7Y9UEXA3MLYsOqSSbzQ1D9i8BW/dAKAyWibJM/rjNy8ZDLqRQ2EoANpu3d7N5ezdvfqfFjKXTsKSGoWn43Q7JNS2JZUliMRtdCixdoFmSCq9ONGJx5EyUedMc+7wpNUZSatHQ6vhiJ6rICZKcaNpLIFFJzlRFXrmkmF37uidkJRkckpyoJENBcjEekKV5HGPbzm9cAQWcQxQqyAUUkAaVK2dSPKc6fRVZCoxiL9M2LBnx9ksvXkPU9iDSGe8PQKipix3/8ijtB+qT7/XWtbPvx8+x93+fSXGtOF+xdpZGNpqvFKyZlbmre3Ai35EmK2cKd8SEU239+shM1eSmLpvHQ4v51sEFnGhJH4MNjtTh+fpSLKu/GQ76K8m2aSeDRAZ7JCsl2HnSxcZDDgl1yLED23a+fv3To5i93XhlCJfs90f2uxVuV2rKXiKKOhQTaJqkud1KiaKWUjJ1khvol1okMNgfOYFcISIwsSvJhWry+EGrqUJbNDd7iqgmMdZfPH6TKqCAEaBAkAsoIA2kJln9sVupWjVryLLimVWs/Yc7MYpym75nw7DaYwcS4fjLhpcO0bT56FnNYSJg3WyNioBIey8igDlVgoWTMp+qglHFcwdNftS+lO+fWcDj24KkN4VOhTmof2gwST7WZPH9R8PsOG5lTUYG53d5vMdHxBIZSfLAtL0kSda92JqbZ06WI7LM2bYVu1+uw0UUnx5JRlG7XQqfV6FroOtOyp6mS3RNpEgtEil7QDKKOiG1yDeKOh+SPJExkCQXiPLYwv/uNzkEOQNJ9t57J7J44j1xKKCAgShILAooIAN0n8GKD95AqKWb9gP1KMumZE41RTPOzlNYKUX3sWb66ttzRlFnhRSc2ljLpEvnndV8zjU8LsFfX2Xwx+0xDjT2Hw8pYPUMye0rXcgMF9qOoOKHz0XoTvY46uQT1CqASSVDSXeCJLe9uo2fHZ+PZet5UO1+GAuWwdE9NPRq7GorpiOs4zMUK6r6mFdpoldNxmxJlVwI0+J4lxeVpY6uFJw63sPVVh+WpuHVNSwlMXWJaYHldhr3TFOhlEAbILVo6zTxGc5n1TSRlFqA47xhmzZS07AtK0Vqka5pLxsScouJKLVIoNDANz5wrVhM0f2fou9f/xd7oCbZbeB90+vw3nvnuZtcAQXkiQJBLqCAHPBWFTO1qphgYyfdJ1oINnVRunAy7uLhdyDbps3eHz1D85ajZNUV5LUxRe+pNEEm5yECHsHbLzfo6LM506GQAmZVSvzu7Afpt5uj9ITzqRf3QwpYNEVS4su87dOVKwgdiQ1jq+DRLLwG/CW4kOf3xpAobJzHdNuaAswpjfD25W14B5FkaVrxsdk/qzJNXLEwXqljI/HqGqYtsVwCyxaYBmhS0he06QtK3G7QBPEoakVnt4llkbR+A7BtO0mSE3pkICtJzuZqARPT2WIwCtrksYexdiWun3yP2M692I3NiIAfY91KhO/snrwVUMB4oUCQCyggB8Idfez90TN0DtABA1RfNJsl796A5s7/3+jYn7Y45Bgys7q4L5lR4iPaHczK/sQoJPFNJJT5JWX+3OMA6jttTrUPT4OdaPh73ZrsVnj1cZI+HIn36oounnmqnefrqwCShDdREz/eafC7A6W8dVlHSiVZmhYLyoMcaPNnJcmHT0Q5vLeFOct1PIaOiYbfFfdeFgIpJT0hcLkkLhfEYmCZivISnfYuk4oyg7aOKH63RlObmRJFLXU5xPptJCR55ZJitu1oZfOrDSxZVDKhbawK1eSxh9AkxkXLz/U0CihgRChokAsoIAtifRG2fu2PQ8gxQPO247z65d+jMpnhD4IZinL66Rz+oEDpvEms+NCNzLptdXZyLAUlUwNJ27gLDafb8zvuidRWnzS5tKiFD9/gpiiNK8ZAaCO476izynmpuYxMvzSFYG+Lj7aQhm3Z6FWTsbo6sE2Lqya35awgWzb86Ddt9DS24zJDeEUYXURxayYuzcSlOQ17bhe4DYEQAhOB1BIa5Pj3uB55So1zkyBl/2VgsB45Yf82GOn0yN0dvbz48DaOvbSNU1v38NjPX+Sp375M0+mJbedV0CYXUEAB6VAgyAUUkAWnn6kl0hHMuDzU1MWxP2+nfX8dxx7exvE/b6fzSCPpAirbak9jx3L7GE+9ejFVq2cx+bL5GMVZ/JiFYN5bNgzxWL5QkG9+yjsud/Hl17u5764A60tbiAyIm86ERZO1YVWPAU61QZ+pk007I1AcaHaIqW3ZuGYuxDItZgd6uGtOIw65ztasBy+/0oEn1ofH6sMrw3j1CEaiaW+AP7LbEHjdGhHTCRKxI2F6jx/m1AsvcOq55zm+eTfBTsd5YqA/sozfHQynaa+7vZenH3h1SHxuZ0sPLzy0jbpjTbkP4DnEYKeLAlEuoIACChKLAgrIgjPP7Ms55sSfd3BCbU96Eh97cCtFMypY8aGb8FT0P4pu3X0qr32quPuB7jFY/anb2fHdR4h2Bh2iHCfeUtdY/oHrCUwtB1I9lrMl972WMLcq9/29S4NpZTLZ5JdvEt+0csHMSsnpNnsYRFmRj7A80tmNPUUiXU4lOXHTdFl1Ky/Wl9Eadmdc11aw51CYu6J9uISOR2jYQuLR5BA9csIfuS8oMTtbOPzM8/GmUOcDtZ4I0nr8DFOXL2DKwtlp9ci5mvYSSXs7XziAGTMzOrNse2Yfk2dWIXPYGp5rFGQXBYwESinqjjVztPY0XW29aLrGtLnVzF0+ncAIelUKmBiY2GerAgo4x4j15uGJEGcFTiKa87r3TDvbvv0wZri/0avzaH5VtKKZ/S4ZgSllXPHPb2bpezcw6eK51Kydy/x7LmX9t95K5cqZadfPlNz3WkNFQLJwksxcYAcunath6JlDRtKl8CVwzWI92ciXXx6LIFe7oEIwtcZJYEwQ44EeyfnsxjIVeiyEEevDEwviIYRPcyrJXlcMt6tfauFxS3RMTjz7AsqyUucX/7ut23OIEwebklKLZQv8af2RIX0lOdgToul0W1bbwmg4RsOJljw+3cTA0gUB5k5zsX1XW6GaXEBWKKXYsnEvrz6xh9b6TmIRk3BfhKN7zvDUb16htb7jXE+xgBGiUEEuoIAs0AwdKzw8NwNwyHK4tYfGVw4z7RonUMQKRXOuJw09WRVOvufSmHTpfCZdOn9Ycxic3Jcgya+lqvIb17r48YtR6jtVkp4mmusWTpZcvyTzKS5TNflgg8XD22O09/UzPk2CISHXn4ImBbat0lq2CQGlRoxll88ntHdPStqe1CRmSwMz/L20hY2MemQpFHNrFDIaRkdgC4lbaFiGjleT2ErDNiQxy4Xml/SFBN0njmObZuZJC0HvmVM0VlQyqVJj3zFHh5xv094rm05nPyhxHD7SydS5NQB0NHfT3tyFEIKa6eX4J0iVra87xN5Xj3D6SGPyZtdbWky4exqe4sA5qSgrpTB37iX86EbME2cQXg/uqy7FfdPVyKLsjiJDthWNEX1pC7Ftu1GWjb5wDu7rr0QG8uyMLWAIDu08xenDjUPeV0phmYpNj+3i1rdfie56bTVUXwgoEOQCCsiC8kVTaNl5csTrN77aT5A9FYGcFenSOIEYbUxECUZdh01DlxORPL8mt6VbOvgMwQeuMdhXZ7PjlEVvRFHmE6ydpTGvRmb0Tx6I0rVrknHVzTNX8dMXokPqwDHL+coGKWDtXI1jTTat3XYKSZYoXLrgnrlN9O4+TfHKVfTV7k6SZAC9ajIXB5vZ1laRcR+2EmxYGEIEbaQQuDQdISW21LB0DUsLYylJwC3pi4DbkHQ35HhyoRSRzg4mV7uSDacJqcXApr2BJHkgNFd+lxFN19i6rYWuo0fpaEmtyk6dU83a65bhMs7dJam3K8jTv3uVWMRM6SEId3VTt2s/k5ctYNe+8bWEU0rR9+8/JvLo085dWtw3PXjkBKHfP0Lx1+9Dnzk1r22Zp+roue8bji9x/GlB9LlNBH/yW4o++1GMi1eP2ed4rcI0LfZtPpJ1TCxismVjLXOWTaN6ajki3+aJAs45CgS5gAKyYMGbrzgrgmwG+6vGU69azIGfvZB1/PTrx94S6VyT5eZumwe2xqjv7CchUsDaWZLbVrjQteFdQHQpWDFdY8X0kVdoSteu4cwru/jNS0EUGpm0xAkZ+GACLQS4dLh6iYtbVglePGDyyv4QvaaOocPyki4ure5k1iXL6a3dRfeunWhaPKRDl0TqTuOeOp2ZM0u5ufcMjzVMS/FGTry+Y3E7swMRiBYhdB0pnS+P0LGkjpBgaY4/sqk7emSZp5Cuqc3EtlSK9dvgEJGBJDlRRV67dhJ1u7xEg6GM2xZSsGrNZJ763Was2NAyfP3xZl58eBvXvP7ipJZ/NGHbNr2dQZRSBEp8yVTBgdj5woEh5BjiShSlaD96gsvecRW79nUB40OUI48+7ZBjICXOUSlUdy89X/wWpf/7nbSR9VZ9I9EXt6CCQURVJaFf/AHVFb+5Gei8E43S8+XvUfLvX0WfOS3jXJRSWIeOYR45AbqOa80ytKrMN3MXAk4eqMfOo0mh/ngL9cdbCJR4ufSmlZRUDK/yX8C5QYEgF1BAFnjKAyx59zXs+/Gzw19ZCnw1JckfJ102n/oXD9J9omVozrSAyhUzqFg2/azmO1wkyPJ4STA6g4r/91yU8KAn/raCLcdt+iIx3nyJa9yrLK8eM3m4YWHO+G9bQVURtPT065JtBQEtxt2TzlAeWArA9StcXL/CReeOnQigdO1qene30L1jO8Wr19BbuwvLspMk2VU9JUmSr1mqMWNaO8/tVxwPlqFQzCuPcM2MNpZOtbDDCqHrCE1HanryJO4RGrZbxycllh5P1rMFVTOqaT16JvOHElBSU47u0rGERWOrlZMkA0mphRCCtRsWsemRHRl3MWfpNA7tPIEVTa9RUQraGrtoONnClNnV2X8Jw4BSisO7TnJoxwnC8ZtV3dCZu2waS9bNTRLlYG+YxpPZQ3fCfREaT7Wyapnjc72zthMYO6KslCL0+0cyD7Bt7KZWYpt34Fq3EvPwcYhEkZNrCP70AaJPv+RUioUAK8vjj/gNQPiPjxH4+PvSDrHO1NPz9R9gHR1QLBACY8PlBD76boTHM7IPeZ7j9JHhubP0dYd4/sFtXH/vpXj9mZtxC5gYKBDkAgrIgcmXL8A/tYxjD22jrfY02ApPRRGl8yfR+MrhzCvaiqlXLU7+qLl0Vn/yNg4/8DINmw4l3SqkoTNtwxLm3rVuTKpn+WC8iPLzh0wi5tD7A3Cu03vrnSS96eXjdxz21Vs8tDOLRncQrlrkorpYcqjRwrJheoVk4SQPvbvCdG7eRunF/c4YpatX0b1zJ13bdlBy0Wp6d+/MiyTPKYkwb71Ede5D6hoiFkIvK8cOR5CG5nzHqXMLBJqmY0iniuzokcPYLg0pBHNWz+LQi7uwMmlEFPhnzkEbUIUcSJKXLfA7ZDiDs0WZ1sv+RPhNGnj9bo7uya1TFkJw8mDDqBFkpRTbn93H8X11Ke+bUZODO07Q3tTNlXesQWqSvq7MVo79E4SeziCT4z8OdLyA0SfKqqMLu6E5+yApCf3hUXr/9X/6q8MDkadHO5ZN9KUtkIYgW63tdH3qy6jevtQFShF9dhM9nV0UfeUfUm5qE1X417qcIBrO3VcyEEpBLBrj6J7TLLt03hjNqoDRQoEgF1BAHiieWcWqj96MUo5ThdQkyraJ9UVoqz2V1ryg5pJ5lC9NfWSpe1wsfvtVzHvDJfSebgMhKJ5ZieZ2DVnfNm2scBTN40KOU2LeWMovlFLsOGlltU2TAnacsphePn4GO0/vN/Pwn+hHkVcwvUIyvSJ1jsWr19C9Y/sQkly8angkGSDaUIcxeSq26ZBaYVrOa9NE6JrjmGKaiEgYqekoKdE0HY+mY0sNdIGlaVhKUl7i4rJ7rmLTb55zHgcn7k6EoxepWboIWT4ZqacegQRJTte0B46zxbOPH2Df/vSx6YbHRTQSIxSM5HVclVJE8hybD1obOoeQ4/6dQUtdOycP1jN7yTT0fLTPClzG0P/DsSPKefxFKoVZe3B09pZG+gIQ/uNfHHKcjmzbitj2Wsxd+3CtWkr0lW2Efv8XzH0HQYG+dAHeu2/FuCy9neL5Dl/AQ08Wn/x0UApOHmooEOTzAAWCXEABw4AQAhHXyAopWfGhGzj+yA7OPL0XM35xdxV5mXHDcmbetCJjBcXlc1O2cEraZeH2Xk48uoOGTYewYxZCl0y6eB6zbluNr7ok7TpjgdGuKls2RHM0uqn/z957h0eSlefb9zlV1UGtnKUZTdLkoNGEnQ0zm/Muyy5LXgyY5CXYH9gGDD8bMBhYDJhggjHYJixpyXEDm/Ps7OScs6RRGGV1rKrz/VHqllrqJI2k0czWfV26JHVXVx21Wuqn3nre51UwEBnjhI5zoCekaOnJ/XgBL9RXphfv2UQyQH5DY0aRDKBX1hBtaUoM79AMP2ZXJ7rfQ0+0lBcOejncHUBIWDojxoaGAQoqJfYwP7JfSixNA4+gbkEl1/3Nqzi06RCth09jmxb+8jLKFsxHLy4jGjHRNOd5qCzVsC0Ny7KxLYsz7SbVFXqiaS8ukufWaLTuP+r8gCmewugY01+EEAQK/WN6TCaO7TmNECLl0J44R3efZu7SmRSXF5BX4CPYl76JVkhBzZyKtPc3Li9O5CfDuQtlUVyErCrHbs1g/cjmCcoVKdDnzkp5V+TRZzJXojVJ5InniO3eT+gnv3VsHYNnwebeQ/Tt/ir+N99F3tteNzFrnUbMWTKD1lOdY36cGc39ipXL+cMVyC4u54DUNervXMvc21YRbHOad/KqihPCZqwE23rZfN/vMIORRMyUMm3ObDxE27bjrP3oq8mfWZplLxPLRFWVNQk+I3NUmhBQmGUM9EQSs3IVGM4QkNsaDbQsNphMIjleRc4kkiNNp/HOmJkU/waOSN7e7OUnx6qwlUikZBxpVzy0C957e4gli3VncIjUER6BLSWWkuR5BCXleSy7fjXz1q/BtMAybaJRRVdvDFNJQjEbvyEHm/qGXr+1VZ4kP3I82WLjM0fIve6ewzOsFHOWpm8SGyt93QMZxTE4yRXgiPNll87n5cfSj4KvX16HLy+zb3TkoBEYv1AWUuJ7za0Ev3P/uB4/JmyF786bRt2slBptrRiJZWOeOoP16GAD8nAxPfh16Ge/gzw/wmMg8wMYl65CBqZHtN+5UDu3goraEtrHmHWcVzBxJ4Iuk8cFPSjk9OnTvOtd76KxsZHLL7+cL33pS9hpznR/+MMfcu2119LQ0MDrX/969uzZM8WrdbmYkYZG/oxS8meUjlscA+y//5kkcRxH2QorEmPP/z15rks9J1INIckVIZz4tUy2RFvBmtlTlxda5BfkEk/q0QW3l51mTsuOjMNF4hSuilffk7eNi2RwKskAvdu2kr98JQCWZWNU1RJpOo0ds7AtG72iBr28mjP9Oj8+Wo81TByDM3zEtOC//qzo6ghhRIN4ov3osTA+EcavhQkYUfI8MfJ9Noah8Bjg9UpsBF6vjtcr0TRJX0jR1m3T1mnR2mnRetZEalpiiMjwcdSR/uCEFTAB8ivLKK8pnrD9ebxG1sGGw2PlZi+qZeWGRYk+ACFF4rU6b9lMGtYvzPnYEzW62nfHjXiuWz+ux+bE4A/oufYKPFddluJugSgpzrwPTaJ6e50z4AyE/vdnBL9zP/1f+i+67vkAwZ/+NusJzHRHSsn62xupnZv+ykIq5i2buBNBl8njghXISin+9m//lpKSEp5++ml+/OMf89BDD/HDH/5w1LaPPvooX/va17jvvvt46aWXuPrqq7n33nsJBsfmHXJxmUyCbT107W8eJY4T2Ir+U2fpPXH+J5KNVyhfuUCnwJt+Mt3aOZLqoqn7t2RogkuyiHZDg4/e4uGKq+fnNIEvznhFcmB5Q0IkR5pOOeOoTZuXemcRb8sbiUJg2fDs1jAiEkQzw/jMAQwzhF+E0UWUgBHDq5nk+2wQCtMGr0dQGJAU5Ot4vRper04wKpC6I5g1XaP1rMmZDitp0h4M5h9PQBOWbmgsWTuPmqUL2LW//5z3F6duYXXGArcQMGtRTdJtC1bO5lXvuJrGKxczv2EWyy5dwK1v3cDqa5Ymfv6xcK5CWUhJ/offi7aofszHTrvPkiGbllZXS+D/exf5H34vIs3P57vtusyjJC0bFYklx9ClIy6IozFC9/+a0E9+M5alT0s0XePSG1c4J2Q5UFZdxJwlqe11LtOLMf/Fv/nNb+bnP/853d3dk7Cc3Nm1axcHDhzgX/7lXygqKqK+vp73vOc9/PznPx+17S9/+Ute97rXcdlll+H3+/nABz4AwBNPPDHVy3ZxSctAU26X6XLdbioYq1DO9wnuvcbL/BE+Xq8O1y3RuXNVbm8yE8l1S3QqCsQorSeEowveuM7A7xla72SL5N4d2xMiOZ5sYVs2+9rST9gDUEqw+wRooQG0cD96pB9fbACfNYBfOqOo8zwxvLpNwKvwehRer8BSzmM1XaDpEl2Xo0SypsuESN57NMTyhQGKayrPyQPrC3i5+q613PHOa1l+2QLm1mhUBSJseqllQiqLdfOrKSjOS9kHIAQYXoP6FaN9t16fh/kNs1i5fhGL18ydkCl/caHcuLw4IZRzFctCCKwTuU0rzAXvlZdS+scfUPr771P83/+O79Zr04pjAN+dNyOrK0kXqO258SpkYHyWgdADf8TuTZG+cYEhNcnCVbMzbyRg3rIZ1M2v5vDOkzQdbcPO5aTC5bwxZg/yhg0b+PnPf87nPvc51q9fz6tf/Wquv/56vN6pzfTbu3cvM2bMoLi4OHHbsmXLOH78OP39/eTn5ydte9tttyW+F0KwZMkSdu/ezate9aqpXLaLS1pkjlPEhm/XdbCFU4/vpvtQC0IISpfOpO6G5RTOHtslv3NlLD7l4jzB29d76AoqWntsdA1mlUo8+vmJhPJ7BPde7eGZAyabjlmEYk6NdlGV5JrFespEjeHT9+IjqtMxVk+yNDR6d2xPTNsbEsnlZPuXbVkKIhGElEgh0aWOIXT8UsdG4tc1TI9ECDBtnZip8HklYKMsDaUUwfYu+ppaCEkbT1ExcxZWo5TTtNfcGsW2LCDEZevraNl/lHBP37gEbeOGxVTOLKOjpYttz+yju31IKLXsOUTF/NlccVUW0ZEBTde46q5LePGh7XS29iSEslKKvAI/V9zWOCqLVilFe1MnR3adoqu9F03XmFFfRf2ymfjzJybrd1w+5Ql0IoT/+Cj+N9yBLCvJaXuZH6DoPz7JwLd/5ETBDdoYRZ4f39234n/TXQx8536sk2kSQzJhWUSf34zv1mvH/thpxsLG2YT6wxzZPdQcGv9cUllIaWUhR/c2oWwVD5DB4zVYfc0SZsybuOxvl4ljzAL5Ax/4AB/4wAc4deoUf/nLX/jRj37Epz71KW644QbuuOMOrrjiislY5yi6urooKkru6I9/39XVlSSQu7q6koR0fNvOzrF3n7q4TBbFC6rR/AZWKH0Xm9AlpUud0bInHtnB4V+9hJAiYcto3XSYMy8dYsnbr6Z2/aIpWfdIck2/KMkTlORNnd84Ez5DcNNygxuW6YSjzlQ8I8tEv4kQycAokWzHrIRIHh7/VtfSS1+sDDvNhT8pFPXlMVQk5FS/pUSTQ/nIPo+OiUbAcIaI5PskQkiCIadoEBoIcuTRpwh1dQ9ZJ5SibaeXqtWrmTW3zGnYsyyaW6NAmHmXruTYyzsJdvYkPUZqGrUNi/CrAQ7tcIZLCOG8ToWUrL56MXULqulo6eKp3748SmDHQmGadx3geaVYf/WcjM9tJvwBL9e+dh2drT20ne5E2YrS6iKq6spGVZaVUux8/iCHdpxISr84sOUoh3ec4MpXr6GsunjcaxnJWISyvmQB5vYc+mZyzCuMPPkC/tfdnuNKQRYXUfD//g67sxvz2CmEoaEvmo/wejAPHyfyeOYJoel3LLB7xufPnm4IIWi8cjFzl87k+P4mgn1hPD6DWQuqaTnRwaEdJxPbJpwmkRgbH9nJhletoqrulT2VcDoybrNfXV0d73rXu/jRj37Ehz/8YR577DHe+c53ct111/GTn/xkIteYkrEEkKfb9mIPMXe5sNA8OrNvXpl+AwF11y3HyPPSffgMh3/1EkCSZ1nZzhzkfT98hoEz3ZO84sycS0Pf+UIKQZ5XZBXHcc7VblHY2Agwym4xvGkPnEzsK+ZaacUxOA2OV87owA5HwFJORnKoDy0axBvtS/Ij53tiBDwxAl6nac/QbA4/8jihbieJxZmn7byurEiElk2bON3Uj6ZJR/xWeTjTbuIJ+Ji/fg3zN6xlydp5lM2uZUbDIu5+7w0UVpVjVM/mVe+4lpUbFrN4zTzWXrec+VdfwoDuVC+3PbPPEaJpRF3bgWPs2NOT9bnNhBCCsupilqydx9J19VTPKk/5v//UoTMJMT9csCsFpmnx3J+2YsYmPp4rF59y3hvuyLofUVKE7413Zj+gJrG7use4SgdZWoxnzQqMhqUIrwdl2/R99usQGdvAjASWjVZ5cQnDorJ8Vq5fxOW3rGTNNUspKAlweGdmi8zulw5P0epcxsK4BfLGjRv553/+Z9avX8+3v/1t3vCGN/DHP/6R++67j1/84hd8+tOfnsh1jqK0tHSUD7qrqytx33BKSkpSbjtyOxeX882cW1dRd/1yYLCLfvADnIl+9XevA+DU47szTt0TApqe2jv5C86BC1Eoj4XJEMkjky0AZuaFuXmO8z9OiiEBJ51ZwbxuQQu1+VGUrbBD/RAOI8NBZLgfIxZM8iP7tAgezcSrW+T7bHpPHCfc05fWU6xsm/6TJ5KSLWqrPABohkagtAhPzRxuunsVpXU1HDgeoWFxAQBHmy0WrZrLissXMm95HatWOP93N29pdWwVGSqeVizGQGcPO/dNvk/14Pbj6VMvFMQiJqcOnZnw46pwGBWJZhTKxqrl+DKJZJ+Xwvs+jv+1t2VvnLRsZKlzgqJMk/CfHqP7vf/E2dvfytm73knfl/8L89jJzPsYJLZtN3Zre+4T+0at24fnikvG99gLhKajbVktSN3tffT3uqEB040xWyz+/d//nQcffJDe3l5uuOEGvva1r3HFFVcknZF/73vf4+abb+ZTn/rUhC52OCtWrKC5uZmuri5KSpw/9p07dzJ//nwCgcCobXfv3s1dd90FgGVZ7N27l9e97uILLne5sBFSsPBNVzDz2mW0vHiQSNcAnkI/1ZctIH/G0Ald98GW9GkXOJXkroMtU7HknJmqcdbng+EiOZvdIrByFYdf2sfJp/bSW72ArUdN2nsX4sFk2ZnTXHt1LR5IykgOLG9gYPdO1ol9VM8sYlNPLceCBQhgQVE/V87sZq6/E2tAgmWC7Xhrpa6jhQZA09GFNsqPDALTErQdPJH5B1SKvuZmlm5YQUs7tJ41qSpz3j5GZiSPnLYXH0kdT78AaFhSyAvP5GZxqy6V9AM79/XRsKQgp8eMFcuykzzQqRAC2pu6mDsBWc1KKSKPPEXo1w8mvLv6onr8r7+DxivXJbaLT+cDWPmON6IvXUDwf3+OfbrFOZnRNDxXXkreX78BraocAOPyNcQ2bk0vWoXAe+3lKNOk79NfIbZ555A1IxIl+tSLRJ/eSMEn/wHPJRmuaAHmwWNOvFu2ZrO46XYEgfe+FeGb2v6lqSYajmUdWBPfjomdVu5yjoxZIO/bt48PfehD3HzzzeTlpe7urays5P3vf/85Ly4TS5YsoaGhgc9+9rN86lOfoqWlhe9+97uJ495yyy189rOfZe3atbzpTW/igx/8IDfccAMNDQ1861vfwufzcd11103qGl1cxkteVRH1d6WvrGSqHo9lm/PBxS6U04lkpRTPHTR5Zr/JQGSuc2NTlHjZMobOy2eL2f67fv7mlhWUNO9KiORE0x6wQJfMaTuAZuhIXSINDU3XnNxkQ4OwMw1OePxDfuSwji4kttQcP7KhYQoNUwryPAI7mv0SuW2adPQqaioMbEujuS2KZdpUl2vYts3yhQF2HxxIEsnLFgTSiuTFi4o5vT37c+r1GdTPd5RDvKoaF8p93QMJr2dxecEk2+ZE1lzlXFBK0f+17xF5+Kmkaq958Ch9n/0a1ltfS95fvRZI4VMumM/K737R2Y9pgqaN+pnz3vZ6erbugmgspUj2v/EOZGkJoV/9idiWXYOLGraBZYMQ9N33DUp//A1EXvqECmFoOXmetXmzsI4MnYTJqgry3vFGvFePzl6+2Mgr8OfUxJo3QU2gLhPHmAXyD37wg5y2e8973jPWXY+Zr3/963zyk5/kyiuvJBAIcM8993DPPfcAcOzYsUTO8VVXXcVHP/pRPv7xj3P27FmWL1/Od7/73SlP3nBxmShKl9dx5oWD6avIUlC2vG5qFzVGpoNQjneaTyRxkQwkCeU/boux8fDIWdsjGsUQxGzJD/7Sz/9700pCu3eMFsmDyRaxtmaG/wvXDD9K92CbIaQS2OEw2DoSEJqO0AwMTUdJJ7/YMnSELrCVRklVAR1NZzNelTAC+WiapKPXprxQUlvpSSRbVJdrifi3uEgG2HNoIK1ILqksIlCUx0BP+kvLuqEljXdeubSQHXt72fRSC/2nTtLZOuRPzi/KY8UVC8eVCKBpkpLKQrrae9MKPqUUFbXnbsuLvrjFEcfOTocfAIDg/b/Gc+kq9AXzEnfFhTKMqCqnaOrTZ8+g6EufoP/r/4N1+HjidpHnx//mO/G99naUUoR//5f0MX1KQShM5KkX8N12fdqfxVizEv53dLTqcERpCUVf/zfsM21YZ9qRBQG0+XMyRstdTMyYV8n2Z/djxkb+7TsIIaiaVZZ1SuN4CfaHGegJYnh0iib9JPLiQqgLfZTNBHP99ddj9g1w/71/f76X4uKSlr7TZ9n0md+kfoMTzgjsyz/7Rnyl+aPvn6Z0b9qa+Hq8QlkpxYmzigNnLCwbaooly2fIpKa7zgGb5w5ZbD9pETGh0Afr5ulcUa/hNSbuzaN7s/PzlFy2huYum28+GhnT4996tZfls3X6d24HnGmN4Ig5cKbaxdqaE5VkX10dqrsDqWsIM4Tu1ZE+L1p+AOn1QyAf2+vHyiskmldC2AgwoBcRVn6OHQvzm289nXE9FY2rqVo4m7OdUQJex5ZQVerEvznRb47dYuk8P7sPDrB0vj9htVi2wBHFO/c7Noa4SG460srzf96a4mgOq65azPyG5Ki3ztYenvj1S2nF/LobVzBrYU3K+zJx6tAZXvrLztR3CvB4DG57+1XouYxezEDPxz5PbMfe9BYITeK94SoK/uFvMu4nm1AGMI+cwDrdgvD7MFY6jXUAdm8fXW98X+aFahLvjVeR/8F3Z9ys9/99IePPk/fet+K/8+bMx7rIOXGgmc1PjO4JEcLx8F939zoKSgIpHjl++rqD7HhuP62nhqxMeQU+lq2bz6yF1RN6rPPFfZ9+M3l+jccff3xS9v/KOIVzcbnIKJhZxrJ3XevYKIZbKYRA6hoN77/pghLHcO7NfP1hxXeeivK9Z6I8d8jixSMWv9oc498fjHCkzRFwTV0233w8ysvHHHEM0BuGx/eafOfpKKHoxNULhvuSNx8zMw4jG4kUcGi34yGPJ1vYgxWo4ckWRmUtemUNtmkTPdOMbVrOR8zCtsAOR7DDYexICCJhZCSEFg0ODhEJ4rMH8BChbnYeDVfOT7ue/Ooq6lbMIxQVlJV6GIg4Qr2100okWwBJg0TiVgtwKslKKWaVKQY6u9m203nTnlFfxeW3NOLxJQ+I0Q1tcJrd6Bzk7c/tz3jJetsz+xLP0ViYOb+KRavnACMSjoSzng13rD5ncQyOaM3Y1GbZmMMqv+nIJf1Cr5+N9+rL8KxrTIhjAKHncvFYgJF9cE/+x/8Wbf4c55t4VXjwJM535834Xn1TDse6uJm9qJbLbmmgoDjZllo5s5RrJ0Ec9/cEefI3m2g7nTxUKtgX5uXHd/P4r16ivbnrgh/1PdmM2WLh4uIyPai+dD5F8yo5/fReug+2gBCULZ1J7VVL8E3wP9ypZDzWC8tWfP+5KG19zj/84cXFcAx++EKM918LP9tkErVGF94V0N6neHh3jNes9jBRxLOS2053Y6uxNZhJodJmJMeb9vKWriC41/GR2sMu4UrDj617wAwjQhGEbjh+ZF1HhkPoUseWGj6hYXt10ARX3r6QgrICdjx9kP6uAQB0n5fKpQspWrCYmC3QdAhFbcpKPYOVZEckV5U6wtG2LM60m4BjsYiL5OefOspvnzxGNBhKrLF5dwlX3bqCuoU1zKiv4syJdg4d7kbzGFx6eV1KMdrfPcDZlu6Mz1ssYtJyvJ2Z9VVjer6FEKy4fCHVsys4mhgUIplRX8W8pTPxBSbmErjwerLadsfSuDYW+0Vi/3l+9MXzMQ8cSW+zsCw8lzRmPb4syKfoK/9K7OXtRJ5+EdXXj6ytxnfzNYg8P8H/vp/I0xtR4QhaXS2+V92A9/oNCG16ZKBPFTPmVlI7p4LezgFiUZO8At+k+Y73vHQYM2qm/dV2t/fxzO+3MGdxLauvWeLaLtLgCmQXlwsYf0UhC153cTa6jEUoHzhjc6Y3TUQZjgZ4cKdJ10CG5A8F207a3LpC4ZtAq0Xx2tX4HzmDQKFy7PKyFSxvrIWWs6NEcnwcdeHKRvp37kDqEitmMvLfuTQtbNMEO4YwnPs0zakISl3HEM6gEEvqWB6dgKGx8rI6FqyZR3t7jKipwFNAOCYZCNqEIzalRYLOHtA0G83QkPrQ8xlPtqit8ji+5Aod27R59vHDnN6xf9TPOHC2i0d+9gI333MFBcUBaudVUTuvip37etl3NMSKRaOvgAT7w9mfPOFUysZLRW0JFbW5TZkbD54r1xH+3SOZUyY2jC/6LNXwEUgtlv1vfDV9n/5K6h1JiTajGmPNipyOKzSJ57LVeC4bmqgZ23uQng9/JqlZ0Dp8nIGvfo/ocy9T8MkP5VjJvnAI9oXpbHOmNpbXFOP1J59sCyEoKnNe10qpSemBiEZig9Fy2bc9vr+ZwtIAC1aOf2LlxczF9ep0cXG56BgplFOJ5N1NVrokKcARnMc6VMZtwGngb+9T1JVO7JvWJY0V7Hk+/YTE4QgUNSWSuZUSUdVI7/btSSJ5+Djq4ZP2RjbtSdNC6n5sM+QMDwGEriWa9lBg2RpeqTnpFrqGT5NYSlJa7iNmaQSjAhuI6AIfkrBpo2sCTZPoukTTnCezo8dONO3FM5Jt20Ypm6ZdB1P/oApsy+S5h/dw65uGos0aljhibuc+R+ANF8peXw7VfQVef3ZrwPnC/+qbCP/5cUc4jnwxSokoCOC98apzOsbIqnKqSX2ey1aT9zdvIfjdnzjWCNt2vD22QlZXUPDZj467kU5FY/R95qsQjSZfzhn8eWObdxD+zYP43/Dqce1/uhEJRdn61D6aj7cnbhNSMHtRDSvXL0q6GtJ66iwHt5+gvcmxOJRWFjJ/5Sxm1ldNiFgOD0RyEsdxDm4/wfwVs6Zt6tH5xBXILi4uFwTF61anrSZHzczCF5LfpzOhTUJnRn2lZHaZ4ORZO2sVudiIclfRSYRwMmgLGx2RvO3pA2yNzeLYmXoA5hWGuKyqh/qSaEIkS0PDbHO8y7buWC5EzMLWdYQNdn8/Z3o1/vKC4uWjMUy7k4C/i8vXFbPuulnk5YOlOfnIQUCX4PVIoqZAkxAMCTw+jXDYorRIJxodZusYbISMi2SAs02tqEx+WwV9bWfZvrs7SdSBI5R37utl14H+hEhWKHx5HsLB9LF0Qko6o356JjE3+VzQaqoo+uw/0fuv/4EaCA694CwbUVxI0ec/hiyYuP6BTBYM/2tuxXPpasIPP4l14jTC58Vz+Vo86y9JXHUYD9EXXkb1ZMiVVorQ7/+C77WvQkzGH9wUEouaPPW7zaPSWJStOL6/mYHeEFe+ajVCCg7tOMnOFw4m5SJ3tvey6dHdnG3pZuWGRecskkf6+bMRDkbp6wlSeAHb8iYLVyC7uIyBnqNtnH5qL/2nOtC8BpWr51KzfhHGBPkTXTKTznZRXiAQZzKLZI/uCOlMFPigqnDiKylSCN52hYdfb46xt8XGCXQTKb2ofZaXjV1lGC9up+byRgBe1pbx6IkYAgs12Ft9sDuPA90BbpnVwRW1/dimI0T1yhqiSmPvqTAmOpWGYm6+F0JhjgcDfGNLOaYtsJXzcw6EFI8/08X2PQO88++WkxdwqsgeTWAZAssWeD2gSWeoSDQKJgKpCUJRG7/HWc/h0066RTzZ4kyHhRUM5zQkwQxHRuUkw5BI3rKtnZ4jRzh7JvvY6eWX1rO4oZQde3vPebiIUopYxHT61Tz6hF0ONxqWUPrTbxJ54gView6AlBirluPdsA7hmbzqd2oLhp+V73zThB7H3H8ENA2s1NFmAKqzG7uzC63iwh41fWxfE/3daaIKlTNcpuVkB/mFfna+4FxNSfp7GPzyyO7TVM0qp2Z2+Tmtx5fnpby2hLMtXblXkt1mvZS4AtnFJQeUUhz57cuceGg7QopExFTPkVaO/mELq/7xdormjj1/1WV8jBTKl6xczbMH078ZA6SJIU3iygUa2jlcalRK0dGvCEWhOE9Q6B/al88QvOVyDx39Nhs3nmZrsDKRpDEc04ZtvaUcDwZ4K9sI1zfw6E7HnjG8+hz/+uGT5bzcVsiqigHW1gyw8UQ+zzcVELOHKnM1pyK8cf4JfnhgBjFLjKpiKwWdZ6M8/vujvPotizE1DSkEpi3wGhLTFmgCLK8EbEAjYlpoukTTbEBSVuIhFjETTXu1VR4OntJz6pRfvqSYw01mSpG8oM7Dg/e/hGVmPrvRdMnSdfNZtGoOMJSZPB6RrJTi2N4mDm0/Tt+g+CksDbBw1RxmL6qdEKEsfD58t12H77apH1iViwXjnMixAe9iaNQ7vrcp4/1CCE7sb8YX8GY8WRRCcGTXyXMWyADL1tXzzO+3kMsUF8OjEyhKPfTtlY4rkF1ccqB10xFOPLQdYFT+qhWJsfnzv2PhPeupu3bZeVjdK5fhQnlDfjnP9VcnpubGEUBpAM4OZN/f3PLxX+49cMbikd0mrcOaBRdWSW5r0KkoGNpveb6kSa8iYtqkG82mFHSZXp7rrCBqmnFraFrOhg0eP1XMk6eLsJQYtd8zAx6+uXM+pkr/89kKtu/o5rY7+vAXalhCI98jsW2JqetoUhKNCXyDInkgKLGUPZjL7Ijk7l6Ski3mLJ3JjiNpPMiD5JUUklfgp2ExKSfuHdh6DNu0Mr7XL11Xz8LGORie5Le0uOAbOYEvE0optj61l2MjhE9v5wCbH99Dd0cfjRsWZ93PhcJ4UjCyYaxeQfg3D6bfQAi0ulpESdG4jzFdyGT3Aef1FOwPE+qPZDxZVErR1TY6qm88lNcUs2j1HPZvOZZ12/rlMxPZ6i7JuM+Ki0sOnPzLjqxjZg/+9HlaXsgsBlwmh+J1q7k00MHtRScp04cSDPwGXL1IY80cLaf8iIg5vsrgztMWP3ohRtuIJI1DbTb/9WSUtt4hH+6ZHpuTnYpsLyilYGdPMcdOh3PwTztV4VTiGBh2X+YdWRb0nunBZw3gl2F8WoQ8TwyvbqNLm4KAwmOAzyvxeSVer0445jTtaZqTkSx1mchI9hfkUblgTvpVC6haNJc9h5yzl4bFBTQsLmD3wQF2H3RuO7b3dEZhIYQgHIyOEsfDiYu9nfsy+GIHOXOyY5Q4Hs7hHSdpb+5Me/+FTKps5VT5ytkwVi1DmzVjKBd5JErhf8MdF0W8mDcvc+OoEOAP+BIe/UzICRKqwf4wB7cdz7pd5cxSFq+dl3W7VyquQHZxyYIZjtJ38mwuV6s4/JtN2OMYUuBy7hSvW81lV83nbaWHubd8Px++2cPHb/dy4zKDygKZy6+PksDY37BjluL32+IWiGSUgqgFD+4asgc0deX++ogpiRBj8QemX3+uEXM+FcaIhfGrIB4i+PUoeZ4YPsNGoPB6FJoGXo+gMCAxEUkiWdNkkkieu2YZVYvmOkph2BI1j8GcS1Zy2RXOSPS4SAZHKAPsOtBPLItxXClFOJh9SuHKpYWsXFrIzn19GYXykd2nyKTbnEvhp7Ie70ImLpTHK5aFlBR85iPIykG7QPwJHRSA/je+Gs916yd62eeFuUtmZLxfKZizuIbaLBY8IUTSNtFwjNZTZ2k9dZZoJLcEnDjH9jZltTaVVBSy/rZGt3qcAddi4eKSjTHo3WhPkJ7DZyhZVDt563HJSMmlqxGbtqK2b6UHp4lvYbUk4IWBNDpKCJhXISjOG7tA3tdiE87w/qUUHGq16QkpivxizB7nRbN8bDlm5SxwM5NpH4rifMHMEhM7NoAldXweHRONwKAP2WtIpATLcirVA0GF36sRiliEYxCJkGjai9PWbeOtW0Dj4nl0nT6DFTMx8nwUVZej7KFhIrsP9LPn0EBiLHXD4gJ27u9DM/TBnOc0P5EQ+MfQJDvcmwyjbRc9HX0Ze5aUUvR0ZK9EXyyk8ytDZhuGVlVO8Xe+QOSZjUSffQkVDKHNrsN323Xo9RdP7u7cpTM4tvc0A73hUaJUCCirKaZmdgXRaIz9W485J3wpXl9CQP2KOsyYyY7nD3LyQAv24KUjKQVzltSy4vKFWac5RkLRnHKQB/pCE1axvlhxBbKLSxY0v0FeVRHB1uwd9ACxXIYZuEwqqbKTX7Pa4Ccvjq70SgGGBq9qGF96QNeAyuoRBugOOgK5vlJmzWMGR8rOrpBctdhg23EbS2W3ZWQnftBU+xHctspCtyJYpoFPc6bt+XU94UeWQjAQNdB1Zy3xpj1D04hELTRrqGlvJJ0DUDV/NvZgsoFt2wjpjMzOJJJbD9Rw9lj6iq1SKmsVbyTDvckjm/g0PXvjmH4OEWhTgVIK88AR7NYORFEBxorFE9IQN9bmPuH14LvxKnznmOs8nTE8OlfftZYtT+7lzMmziduFEMxaWE3jlYsRUuD1ebjyVat57k/bRlWEpSa57OYG8gv9PP37LXS19ST9f7BtxdG9TfR2BbnyjlXIFNaVaDjGjucPcOpQqztCeoKY3n/lLi7TACEEs25qYP/9z+a0va98gjrBXc6Z4dnJVcA7NjTyl90mp7ud+wVOI90tK5Ib6caC35NbxnLcqljgE6yaJdl2ws5q+7huqU55geSe9R5++kIUyx6/SJZCsaIqzEBfmMMDJUgUCqdyZSvBLUv7uGquhRhQKKkjpY5P6FhSxy8lQghMW2LqEtMCy5Z4DIGuSSIRJ9kCIBQBv5FaJANITcO2LKSU2LaN1GWSSAbYfaA/IZKvvHERf/phK2Y0mrLyNntxLae7NE539aecvpeJVNXkuvnV7N9yNOMJzIz5YxtjPZVEt+9h4Bv/h3W6JXGbKCki8K43T6hQnYzmvvONZVr0dQcRQlBQkpdSiKbCl+dl/e2rGOgN0dnag5DOJD1fXvKVjZLKQm5963pOHjxD2+lOlFKUVRcze3ENXp+HEwea6UxXiFHQ0dxF89F2Zo54/cWiJk//bjN93QM5JbYJIaicUZrTz/ZKxhXILi45ULthMd1HznDmhUPpNxIQqC2hYNb0yfXsb+7i5KM7adtyFDtqEagpZua1y6hZv+gVc3mteN1qekKKJ15oYffzEaJKw2fAkhrJlQt0qorO7XlYVqvxx+1mWpEsgMpCQXn+kLC9Y6VBbyjG4bZU/h2FoQnuvsRgfpUjOpfUanz0dh8vHzXZerCfzpgvzWpSC2iBwqMpbprXR3mB4tipo+xozyekDCryba6YF6KqTAdLg2gYGepDB5TU8Ukd4RHYSPy6M0TEtJwPKcC2JSAJR20s5SRbhGJylEiuLNWwLTsxSCSdSF4635+oJgMsWxDgtr/awOO/38ZAR1dif5ouWdA4h+WXLUBKOWqoSK6MrCYvWD6TQztPYsZGXwoXAgyvwdylY6tYTxWxXfvp/X9fGDXGWnX10P/l70Ashve69YQfe47I489id/ei1Vbhu/U6PJevHffQjgtdLFumxd6Xj3J0z2nMwTxIb56HhStns2DlrJybCQOFfgKF/ozb6IbOvGUzmbds5qj7ju1tYlQMz3CEk7s8UiAf3XOa3q4cYnoGUUoxv6Eu5+1fqQjl1uKTuP766zH7Brj/3r8/30txmWYopTj2p60c+8OW0XcKgZCC1f/4KooXVE/52kLtvTQ/t59gay96noeqtfNQCnZ882Gw1VA03eA/37LldTR84GakfvGL5I5+xfeejxGOJVd6hXAGg7z3ai9F4/AeD+eR3TGeyZDD/NbLDRbXJF/iVkpxtN1m60mLjj4byxaU5QtqgqdZGuil6opVKffVs3UrD7dVs6O3ZJi1w3Eoew1BQ1EXu3pLCA1Ln5pVEOZVpfupzjeRukQaGjIaQvd70EtKkVYE6fMiPTrS50UECrDzCrD9+cTyigkb+USMAGH89Jl5hEwvoZjBQERjICIwTUEkoohEFbZtEw1b+AyFZdmUFghiMRMraoFwMsStwUbW4XYLIDHsZOl8R2QMF8kAm7e2Ee4bYG5dHuW1JaOSK1KNpx4rO/b2Eu7tp3XPfiKhmDOCVzm/L1/Ay4ZXraa4fPpN6APo+tt/xjp8PL1/x+dDlhZhN7cOCbHBMdPGJY0UfvLvJ2xQSVwoG6dPEnjpeYqDncj8AJ6rL8Nz2WqEPj3qc7Zl8+wft9JxpjulMJ2zpJbVVy+ZksSNB3/0LKF0jRKDBIr83HJPcoPjwz95noHeUNb9x3OYV25YxPwVF75Avu/TbybPr/H4449Pyv6nxyvUxeUCQAjBvDvWULKwhkO/fIm+E+2J+4rmVbLg9ZdRVD/1l16P/WkrR3+/2THTKoUQguZn9ye+T/qnP/j12T2nOPXYTmbf0jjl651qfr3NHCWOwXlq+sPwu20x3r4+c1RTNm5c5vwrfe6Qha1ICFefAXc2jhbH4Lye6is16itH3jeP7s1b0x6raPVqbtm6lUX5fewSczjTrfDogkXedq6+ehYcOsT19lk6qlfQc/QYxX2nmTm3HKmXJo2ixuNHGR7Mrk50vxehayhdQ5kmIhJGajroOnqkHx9gSw1L08nTI0ghsJV0LBeDQ0QMTWDoEI06J13hsEXsbAennj1A5+lWAIy8PApmz2bByrnO85RjJTnuS1672uny37m/j7PHIyxfmPwWNnw8NYxPKDu2C6hbt5r+9rP4CSMEVMwoYca8qml75cU82YR1KEvubTiM3TIowOJ/D4MnJ7HNOwje/ysC73rzhKxn5bIiBv77x4R/+xBKSkzbRglB9LlNaPWzKfzsPyGLz3+F+fiBZjpautPfv6+Z2YtqKa8pnvS1ePM8WQXySNsGQCiHvhepSeoWVDN/+UyKK87/834h4ApkF5cxUrKolnX/8hqCZ7qJ9IbwFgfIqzw//3BaXjjoiGNIKMDERaFMxlgFpx7fzaybVjoVsouUlh6b093pnwdbwcFWm64Bm5LA+IWPFIKblxtsWKCzp8kiFHMi45bUSIwc8k9HUrx2NV0bt1By2ZqU9xetXs28bVuZxx6Kr4lvM4ve7dspWrOK/p3bqW7bycIrV9O/25kEF2k6jXfGTPTKGuRgFJvd3Y4wLWzThHgBynYSI6SmI3THi5zwI3s1bCmxpEaeMSiQLdCkZCDkZDFLqdCloP34MZpe2szwzLRYMEjnvn3s7Oig4fpLxiWSYSjhIt14amDclgsYbrsYek3ULZj6qrF5sgnrZBPC58VoWILwpD+Rszu7c9tpuuqyUoT++Ch5b7kb4cs9FSQd4T/8hfBvHwJADIpwMXhs89gpWv7lq3S8/+/Puw3j6O7TGe8XQnBsb9OUCOQ5i2vZ3n4g8zaLakbd5vEZGQeWCAG1cytYe+3Sc17jK4npeSrs4nIBkFddTMnCmvMmjpVSHPtz+kpjNiLdwYs+caOlNzcH2aGNGbzlYyDgFaybp3P1Ip2Gmdq4xPFwujamsPMMUrhqdcrbe7ZsI7+hEYDebc7rw7JsjKpaIk2niTSdwrZsoi1NWKaFMvyYoSi2aaJMC2UL53Mk5FSSQ31osTCaGcYXC2KoCB4RxZAmeUaMgNdClzaG4QwR8XolKhqiadPg2lMIslB7O4d3nkhksMrBhIVl852Rt3Hrz97DjmqPN++lykqODxQZSVwox6vJ4yGenQy5DRmZKMyTTXT/w6fpfs9H6Pu3r9H7z/9O55veT/CBP6RNKJClxed+4FAY8+iJc96NsmxCv/hj2vuFbeM7cojlvu5zGkgyEWSzJiil6O/J3d97LsxeVEt+cV5KO4cQgsLSAHUpLHzO+PP0+1UKZi0cLaxdMuMKZBeXC5RQey+hcxxNKi5yD3KuP54uFJ3Pb57cxYyR4rWOAM4mkrs3Dd1f2NgIJIvk/OUrAQgsb8CoqsWorHVEsmljxyws00L481G6HzMUxg4OoGyFsoFwGGGayFA/WjSIYYXxmkF8hPDIKF4thkcz8Rk2Xt0ZIqKA1v1Hsv58vSdP0NppJUTy0vl+9h0NT5pIngihnG3IyERgtbTS8/f/irkv+aRNDQQJ/t/PCf7vz1I+Tp81A61+DhmVUi5MQFeS1dSC3ZFl2qCURDfvSBpKcj7EcqYJjHE83onxZWdDNzSuvnMNFTNKRt1XVVfKVa9ekzKGcH5DHR6fkUZYQ1l1EdV106d5/ELh4n53dHG5iLFj6ZvCsiIEBXMqMFL42S4m6ssl2RwkHg2WXr4A4IIUyUBKkQyQ39BI77at5C9fSe+O7QSWN2CbNkZlLXplDXpFDXp5NbZpOR8xC9sCOxzBDvY71cpIGBkJoUWD6JF+PGYYwwrjI4wuovh0E69uUeCz8RoKXVeEu7qzBj3H+vuRUiRE8v5j0UkTyRNRTYbkkdWTJZSDP/4NKhgalUQRJ/TLP2GdaU95X+Dev3IU0XhFss+LXj9rfI8dTobBLgmEADN5u/MhlmctrMn6dKWq2uZKZ2sPLz++mwfvf5aHfvwc257ZnzFxwpfn5co7VnPjGy9j7tIZFBTn4fUZ9PeGOLL7VMqpkb48L1ffdQlFZaPtRLVzK1l/+6qL2ko3WbgC2cXlAsVfXoDMofqREqWYc2vjhK7H2e30CsUJeAVrZsmMycGXz5N4dJEYLjJdRXI64laL4SIZnCpynLjVonfHdsBJi4g0nSLa0pSwWsRFstnfl7Ba2MEBVMQRayISQkbD6NF+jFgYjwqTJ8P4tAh5RhRDMzE0hdcAqWtZRZqQImkk9bmK5IbFBew+ODCplgsYbbuYSKGsIlEiT72YVhwDICWRx1NnsntWLnWa36oqkm4Xhfnkf/Dd6EsWJMY9j0II/LffgPClixDMHW1GNWTzMVsW+sJ5ae+eKrFcv6IOw2OkfLk6ecgBZoyz+frQzpM8+ZuXOXWolVB/hGBfmGN7m3jsgY2cPtKa9nHKVux9+SjH9jbR3xMkEo7R3x1k35Zj/OXnL9JzdvRrrqA4j+tffynXvvYSGq9cxOqrl3DLW9Zz2c0NOVXJXUbjPmsuLhcomtegdv0iTj+9N31DXnxk22Ckk5BOzNb8166jcvXcCVlHtC/Eqcd20fTsfmJ9YYx8H7VXLqbuhuV4C/Mm5Bjnwm3LNPojin1nhibexT+vqhNct2jokuVIkVy6fm1Ox1BKcbpLceKs7YytLpfUFE9c/SFb017hqtUJEQxOFbl3+3Z6tmxLNO3lL19J/+4dWJaNpknsmA2YDH8b0Aw/wufBDIXQbRNsL8LjRUQiCGUjNANN0/FIZ4CI4XGm7FlSw6NpiSEidUtm0HbwePofSAjKZ9dSU2FgmzZnOkxaOx27Bzh2i72HQyybn8eew0GkLlk6z8/ugwNpG/cgc/MeJDfwwbnFwY3MT3b2f26NfHb/wKiq6iiEwB6WBz0Sz5oVlPzgq5h7DmC1diALCzAalyEMHWPtSno+/Bnsto6hCn885q1xGXl//fpzWn9iiT4vvtuuI/y7R1KLfSmR5aUYa1bmtL90Octw7lnL/oCXq+5cw8ZHdtDfExq0KSiUgtKqQi67uSFhAxoLZ890s/P5g0By4SD+9abHdlNSUZgyN/nQzpM0HW0b3H7YHQrMqMnzD27nlresTznIpLSyiNLKojGv12U0rkB2cbmAqb/rEroPttDf3JX0n1RIgZCShr+7mVhviLZtx7DCJvkzSqi9agmB6uIJOX64s5/NX/g9kZ5gQqTH+sOceGQHLS8cZO3H7sR/njNjdU3w5rU6p7sV20/Z9EWckc+r6iS1aYaEDJ/Al00kdw7Y/OylGM3dKlGpVsCccsGb1nko8E3cpc1MIhmcKnLxOuf+uEiGIatF4arV9O/eQWB5AwOQyEQ221rw1MwYTLboQMQsbF1H2GCHw2CbSNufiH7TNB2fpoMQWIaOJTVszYl8swzBnGUz2PdUPsHegbRWi4L6BQnhUV2uY9sK29JobnO68UeK5L1HQyxfGEhUiMcrkiE5Du5cRDJMrFCWgTzQNLAy2KeUQpRmFkBCCIzlizGWJ9+uVZZR/F/3EXn0GcJ/eRrV24dWU4XvtuvxXHXphIyjjhN4++sx9x7CPHAksW4ApET4vE7m8jiEZ7px1zB+sVxUls9Nb76CttOdiUl4VTPLKDmHBuzDO08mcodTohRH955mxWULkm+2FYd2nky7X6Ug1B/hzIkOaudWjnt9LtlxB4WMwB0U4jIVKFsR6Rpwhg+UBhA5jjRNhRmOcvLRXTQ9tZdobwihS6rW1jP7lpXkT/I40W1f/TOd+5tTVrCFFBQtqGbNh++Y1DVMJt2bnKpsOpEcjCq+8XiE/vDop0AKKAsIPnC955zTLBLrGcxHTieS41XkuEgGkqLfAKThiKBEgkR8cIgmsbvb0HQNEQs5A0SifWg+H9LvRcvPR3j9kJePnZdPzFeA6ckn7AkwoBUSVn7ClpdgzEPM0mlrC/Lsj58g1NM/ZLdQCiElc6+8FFFSg9+jsEybihIn2s0RyTbNbVGqynQWz/Ww93CIJfN87DnsxNXFK8mQfqAIOFnJQFqRnNhuAqrJwxku2MYjlHvv+ybRZzZmtFmUfP+raLXTd9x1HBWJEn7oCUJ/fBT7TDsiz4/3+g3477oFrboi+w7GwERXls+VP/3gaSKhWMZtSioLue6165JuG+gL8fCPn8/4OCEF81fU0XDFwnNe54WMOyjExeUiQilF01N7OfGXnYQ7nDdwT1EeddcvZ9ZNDeMaQqD7PMy7Yw3z7liDHbMQmpyShoxgWy+de5vS3q9sRfeBFgZauglMQYboZJCtkrz5mEVfKHXjv62gvV+x45TF2jkT86+2eO3qjENE4laL4ZVkIMlqYccspKElrBYAkaZTaIae8PvKmIUyLWxbIJVw/MjhCJpmQDSM0HV0TccWEkPq+GXQ0cAaCCEJxgSl5QGuec8dtBxs4szhJqyYhb+0hMI5c8jP92Caiq4eE79H0t7ljKCuLHbGVtdWenKqJGfLSobsQnkihosMZ2RFeawiOe+v7ib60laIRFOKZO8dN14Q4hhAeD3477oF/123TPqxhleWYToI5vH9DxY5Pm4qJvu90nGb9FxcpgilFAd+8hwHfvp8QhwDRHuCHPntJnb/92OoTM05OSANbcq6lftOdeS23cnctpuuZGre23rSypqKtf3kOaSNpGEs+cgjUy0gOQFleKpFPPpN5OUPpVpoXuzgAHY4jJ1o2Asjo2GMaBA9FkQ3IxhE8Ygouoji0Zxki6IAzFpWx8pbL2fxTRuoWrGEinI/YVOg6wJNl2ha/LOkrdtGSoHUHJHcetZM2bgXF8mQuXkPsqdcwMQmXcQZbzScXldL8X98Em3OzOQ7PB78b76L/Pe9fULWd7EzvMkPmPIIucqZpRlFrBBQlSJ6zZ/vJa8gc6OkslXKKDiXicUVyC4uU0T3oTM0Pb0v9Z0K2rcdp21LllGx04hcq91ymmctW7YiHFPYGdxm6URyKJrdodbWm3nfY2U80W8wlGoRF8ngDBABEsI4LpLjqRbCPyiULVAxEzscRoUGIBJ2RLIVw4gF8cX6McwQBjE8MopHxtClCbEQA23tRHu7MXSFzyuJmFCSLwmbgtIijVBseohkmLjc5OGMRyjr9XMo/vZ9FH3js+R/+L0U/MuHKP35twn89RvG5dt9pXM+xPL8hrqMqT5CCuYunTH6diFY2Dg7/eME5Bf5U4prl4nFtVi4uEwRTU/vTaRIpEQITj+1l6pL6qd2YeOkZGEtUtewzfQVUqFJShbXTuGqcqe5x+aZQxZ7zzgd63keuGS2ZEO9hs8YXfkZLpLjdouSgGAgojJWkQei8KvNMV6/NnWQ/3gYq9ViZKoFkNJqEa8sxz9L00ICtmkiDT1htZCA0AdHUSMSo6gRAluT9A6YPPuHwxze0YQ9+Hr35PkoqCrDX1pK2ZyZGIXFaBqUFmlEIwA2IKkokZzpMCfUbgHJzXuQ2XIB5zaqOhUrlxaOqZFPCIGxcB5Ghig0l7EzGU1+qSitLGL11UvY+vS+pGY9J6ZacNlNDeTlp64Uz1s2k56z/Rzb2zSq0c/r93DFbatci8UU4DbpjcBt0nOZLF769K/oP515upRR4OOqr7xtilZ07hz6xYucfGxXahOugJnXLmPRm9dP+bqycaTd5v6XTBTJzXUCqCiAd6838KcQyXG6N22ldP1atp6w+PWWzI04cd6xwWB+5cSlBIDTtJcp1aJ329aUDXsA/Tu3J1IthjfsxdqaE35kw+9B6hpS19B8HmRsAOnzouUHkF4/BPKxvX5sfz6mN5+oJ5/OqIdvf/0AvT2R9CeDQNGMapbdvB6hG0QiNrbl+JBLCwSWZSfi3ypLtcR9wDk17sUZawMfTFwTX5xzbeZzmXgmw7fc29nPkd2naW/uQghB9awy5i2bmTLebThKKdqbuzi25zQ9nQMYHp26+VXMXlSL4XVrmzD5TXquQB6BK5BdJovNX/wDPYfOZNzGX1HIFZ9/U8r7lK3o2HmCpqf3MXCmGyPPS9Wl86ndsOi8TcSzTZs9//sEbZuPJqrj8c8Vq+aw/D3XJ1ITpgumpfjiozHCsTS6XsC62ZJXrcj8JtS9aStFl6/h+89FOdaR+d+oFLC0VvLmSz3nsPIUaziHVAtIL5JHplokBLIZRvN7kR4N6fMhAwVOqoXPj+VzRPIvH+7lhRfPOqOqMyEEBVXlNN51Pd19Nl4dbMums8dkbo02ISIZ0gvlXEUyTHzSxXBcoTw9Of9Nfi7ZcAXyFOMKZJfJ4tSTezj40wzxPUIw5/ZV1N85Oi3Btmz2fO8J2rYcHZpyASCcFIw1H7mDvCzh8MHWHkLtvegBL4WzKyasmU8pRe/RNppfOECkO4i3KI+aKxZSVF81LS8D7myy+OXWzI1zhgYfu8nAo2def/emrcSU4NsdyzCzCMLqQsHf3eCcyIRjiu0nLfa1WMQsqC2WrJurUVk4dn9pJpHcPWBzeOthNKFYvmERXkMkspHTRb+NrCJLQ0PTNXSfB2GG0P0+pM+L9OhInxcRKEB5fdj+AiJGgH/6UivRHLzZcZbcfj3e8gp8usI0nZi3aNQaFf8G5CSSgcRAkTjZRDKc32oyuEJ5ujPRglkpRVdbLy0nOrBMm+LyfGbMq0TTp1dBYTrjxry5uFwk1Fy+gBMPbSfaExx96VkKdJ/BzKuXpnzsyUd2OOIYkj0BCmK9IXZ88xEu+/TrUwrSvlNnOfDT5+k5PFS99pbmM//udVRfOv+cfy4hBEX1VRSNcxzrVNPaq5LOMVIRs6A7BJVZdEo8Bi5fROgmfRVfAH5P/Pg2//tslIHI0P2nOi1ePGJx6wqdDQvG9m85lR+5N6T43eYo+1tsoA6A3/06xBWLdG5auZKBnTvSTtkDMCprE1Vks70FcPzIzgARE6FrKF1LRL8JTUdEw4TDckziWAhB57GT1FVWEp9RYSIJRe1E/FtFiYRBkRxvDLUsO9G4N9KTvHSeP2mgSDZfMpB1sAhMnjc5zmRM5nOZOCbSuxwJR9n48E46Wrqd/9nCuUK4/bkDXHrjCrcBb5rgtsO6uEwRus/Dmo/cgX+w0iukSHSke4vyWP2Pr8JbPHo0s23Zjs83DcpWBFu66drfPOq+/qZOtvz77+k52pp0e6Sznz3/84QzpvoVhq6JrNFs4FSRc6F43WqW+rrJtFcFNM7SMC3F95+LEowm3x8X6w/tMjlwZnyxcPFUi2BE8d+PRzh4JrmkHbPg6b0mD7wQpWBl8ojf3m1byV8+dFuk6bQT8WbZ6BU16OXVTpqFaWGbJkrzoXQvylZO9FskjIyEyBMRxnLRQAFYMTweQSQm0DQn/q2kSE8kW7R32U4le/CKh9Rkwg4yPN0iPnZ379HBRIscEy4g95QLGIqEm8iki+HEUy+AMUfEuUwN55KKoZTi+T9v5+yZ7sT38YJJLGLywoPb6e5wf+fTAbeC7OIyhfgrCrns06+nc18TXfubUEpRPL+ashWz0samhdp7ifWFM+5XSEH3wRZKlyTHBh365UasmJW2XHroFxupvnQBus9wjtXRR8euk9gxi4K6MkoW1U5ZrvJUsbhK8MSBzNtU5ENx5h6aJK5aP5Ptj4YIo6ecqFecJ2iYqbG7ySbTr1IIePagyaLqsV1mjVeRuzZuYUt+A90hlW7CMztPWKxfZFNC8gCROJZlY1Q5ySPxASKemhnYpoWMWdi6I5Lpdhr2lG6gIiGEruO1w6yo19h9xMpYoR+Ov7gQhcAGhk86ti1JPNki10qylBLbtkdVkocnXEBqy0Wug0US20/wgJGRuBXlC4OxDihpPdVJV1t6Ia0UHNx2nHU3rpioJbqME7eC7OIyxQgpKFs2k/mvvZQFr7uMisY5mTOFcxQaI20bke4gnXtOZ/QS2FGTti1HsSIxdn/3cV74+M84+LPnOfyrl9j2lT/z4r88QO/x9twWcIFQUyRZUCEyVjqvWaiNyT8d8ArefY2fYumoXymGpivXFgvefZUHjy443GZlPK5ScKxDYeWqLocRz0d++aiZVhyDs65Nh81RA0RGVpGHDxABJ/rNMk2U4cfs6sSOmSjN4wwQCUcg7GQj375OICQ5VpIV81bXk58nyM8TRE2niqxpIlEpHl5JjmckQ+pKMpC1kgwTX02GiRswMhK3onxhkam6vGNvL01HWzP+b1FKcfpoW8YMZZepwRXILi7THH9lIUYOk5VOPLKD/T9+lki388Ye/5wJIQXhzn52fvtRWjcPepwVxBVWqKOPrV/+I8HWnnP6GaYbb1ijM6d0UGg5FsDExy1LNRpmjL1RpiJf8KFbC3h9yTGuW6JzwxKde6/x8N5rPBT5nWPZipxOeMb73li8djX94cwPVgq2HrV4ak+MgpUrEwNEYMhqEfcij7RaiLyCIauF7sPq7kKZJsqMOVYL02ROUZi/vdtDvj+DQh68a/n1q/AV5A2JYglRUzAQAV0fLZKHDxIBaO20Jl0kT5TtQlkW0S07Cf/laSKbtqNMM+t+h+MK5QuP4WI5Lpg7OsJZxa+ynWZVl/OLa7FwcZnmSE0y64YVHPntyxm3U5ZN87P7ad9+grUfuzOnSXdKKcxglM69p9NtgB2zOP7wdpa+/erxLH9a4jME77hc50SnYlezTSQGZfmC1XUyIWbHgxCChg2LEjnJI5lZItlxKv0bnwAqCwW6Nv41+KVF0M78r10BD2+PEYkpLifZatG7bWtigMhIq0V8KqJvZj2qp8MZIGLqKN0ZIhK3WiytinLf+wLsOGVwok1w8ESUptNBYjFHGJRWFrLs6mXMWDIHS0E0pgZ/ekkkYlOSL+nqt/HpTtOeg2O3AGjrtqksltRUGLS0x6gq1VLaLYYnXIy0WwBJzXuQ3nKRrYEv8Zg0tovIsy/R960foDq7E9uKokLy7/0rfDdcmXW/wxl+yT7ueXWtFxcGjcuL2TNQzP6Ozownwb48j5tmMQ1wY95G4Ma8uUxHnJi3x3MbRS2c2C47mr3ZS2iSqkvrad14OONQB2loXPOtd07L2LbpSPcmJ1VipEgORRX//lCEWIZfzWtW66ydM/7axSO7Yzx70ESR/XclBPy/1/hRB3bknI0sdYnqbkfqGiIWQvd7nWxkn9fJRjYM8PlQefnY/nwsbz4xT4B+4ae1R8M28jAKiojaBqGYQV9Yw7QlliWIxsC0IBKxiUYVXkNhWYriPIVtO187n52MZADbVkkiGYYi4IC0MXCQW14yjC0OLvGYwVi4he376P3MV9JuV/DR949ZJI/EFcoXDgO9IR66/9mM25TOmUnp7Fo3ezkLkx3z5losXFwuAKQmWf43N1CXS+OGIidxDDD71kbsiJX1kp8dszKOlHZJZvhY6uH4PYJ7LjXQpGPtiBP/ctUsyerZ51Y5Wj9fJ+AVGVM1EijYftzxI4+0WgAJwWmbNnbMItrSRLSlCWvQZqEMP2YogjXQjzIt50MpsG1EJIyMhpGxMLoVwS9Maip0yks1PJqFVzPxaBY+w8ar23gNhccAXXPsFcOTLaTmpFg4NgyRyGsGkFJQU2GktVvsOxpm2XwnHeZcLBdj8SaDU01esSifzm/+MONvov+7Px6z3WIkcftF3Hrh2i+mL4FCPw1XLEx5nxBQUlHIVTc5948lHcNl4nEFsovLBYKQgt6jbeRQGMyKNDTm3bmWea9eg7+8IGtl2Ah4ke4lvzGRTiQvrNb42+s8rJmjkecBrw6zygRvWmfw2jUG8hyr9Pk+wb3XeKg0MiefAEgJfaEh+dazZRv5DY3OfgYb9gLLGxL3WzEzIZa18iq0siqEPx/bFtjhCHawHzs44JSB4yI55nwYZhjDCmOoKB4ZxZAmXj0ukBUKha5BYUDg9Thxb7ruiOJT7XZOIhmYNJEMY2vgA4jtPYjeeTbjn6zq7iW2bXdO+8uG61O+MFi4ag6X3tRAYdlQ8onu0VnQOIer71qLbuhZm/1cJh/Xg+zicgHR39SZc6rFKASULKqldsNiyhtmoQ9OrqjZsIgTj+xI/zgpmHH1EtdeMQ7ig0Q6n9+cZLeoLJTctUpy1ypjUo5bGpC8++ZiPvenMJnOqGxbUTDouS5sbExM2QOnily4ajW9O7ZTuLKRgd07kwaI2KaN1dE6aLUYNkDEVtiRMNK2QNkIXUdqOprUMaSGLTUsqWEi8EiJOei3Nm2BpRTRGINNe1CUDz39oOmSzj6FaYJtORYLy1JJ0/acxj2JbdlomhzlSY6L5FQDRUb6kiG95WIscXB2V27NrblulytuRNz0p25BNTPnVxEeiGBZNv58X+LkbiSpouRGimTXjjHxuBVkF5cLCGmcwzmtcqrQ1ZfOT4hjgEB1MbNubkj5ECEF/vICZt2U+n6X7KSrJE82eR7Bkhotq9ViXteexNdxq0W8ihy3WvTu2J7YJtJ0apTVIjFAxLSwBwaGrBamOcpqoZtRDDuEhyiGjOHVTDRh49UdQa1QaFJRFBBELSfZoiRfEjZFymSL+CARgEVzPInm1HOpJMPEVJO18tJMT30CWVaS03Zjxa0oT2+EEPjzfeQX5aUVx6lIlY7hVpcnHreC7OJyAVG1di6nn96XeU5yOgRIT+o/+fmvvRRfST7HH9xGtNcRCkIKqtbVs+ANl2MEMsfMuWQmXkmeam5cqnPojImlSNm0d+1Sg0CajsH8hsakMdSB5Q1JVWSzrSWxreHPd0ZPax6kFcEOh8E2kT4vQtcdkazpKE3HEDoWAsPQsZSGITW8uoalJF5dATaWlERijh/Z0gWaptClSBpH7ZA8SOTQyRjgePbHWkmG0c176UZUx8lWTdYXz0errcZqaU2Z3acAu6gIo3F5yt/BRJEq+QLcqvLFwliHlbjkhptiMQI3xcJlOhNs7eHFT/xi3EG5S99xDTVpGkTAScvoP30WO2oRqCnGyHeEsVKK9m3HOfXYLnqPtYMUlC2vY9aNKyieXz2utUwkkZ4gzc/tp+94B0KXlC2vo+qSerQ0JwTni3Txb5NJU5fNr5/roTU2lNjgM+C6pTrrF+r0bXea84rXrUnc37t9e9KEveGpFrHWZrwzZg5ZLbrb0HQNqWtoPg/SDA+lWnh0pNcPgXyU1zeUaqH7CXsChLV8TOklbPkImh6ilo5la/SGJZGYIBIV5HmgZ0Dh0RTdfamTLVo7rSS7hT14AhnPks013QJSJ1zAkOViaZ1OZNN27L5+tJpKPI3LEFKmFcmRTdvp+ecvON+k+Lvtetd7iTQ6z/1ET+PLhCuUXxmMFMtw8QjmyU6xcAXyCFyB7DKdifaFefYffjTmxwkp8BQHuPzf3jBm0aiU4tADL3Lq8d1O9MKg+BBSoGzFkrdfRe2GxWNe00TR+vIR9vzvk05MnVKO5VaBpyiPVf9wO/m1k3P5ejyki3+b9ONu3kpb1Etk7mJ8umBepUzKWo5bKeIiOe5FHi6SpeGUb+PNcbG2Zrwz6rA7W5GGhuHzOH5kM4ReXIaI9iP9XrTCYoRhQJ4jki1fPqbhJ+rJJ+IJEBZ5xISPsOXFVAb9EZ2IqRExBbYdF8qOQO7pV3h0RxSnE8mW5WQkT7RIVkpx5Ju/Iu9Pv0NEIonbZWU5Rf/4XryXOE2NqYRy5OXt9H/z+1hNZ4YeV1VBwfvfjnf9Jc7j9g0JVlcou0wWF1N12RXIU4wrkF0mm0Q19vHd9J1oR2iS8pWzmXXDCgpmlWd8bP/pTl769K9yOo4YzBFTtsJXXsCqv7+dvMqx/zNs336cnd/6S4YDCa743BvxV0z9P9reY228fN/vU1fUpcBT4OeKz70RzTs5zXDj4XyK5JLL1qS9v3fb1pRVZMicjWy2tSB1ieH3DFWRdQ1pRZAeDenzoRUUgceAQCG24UmI5LCRT8QIYEofIdtP2PISMTWiloalNHpDkkhU4PcIojFHCMdFclevhVeH8kKSMpLPdJhjFskAew4HM4rk/p/8lr7v/WT0EycESEHplz+FZ+VSILVIVkph7j+M1dGJVlqMvmQBQo72ncaF8rKZ0kkCyQ9MSYOsK5RfmVzIgnmyBfL0uv7o4nKRo5TiwE+eo+npfUnV2NaXDtP60mGW/831VK6Zl/bxcctDRgRUrJ6L7jUQuqR8+SzKGmblNFkvFSMrx6mO1/T0Pua/7tJx7f9cOPHoToRI4zixFdGeIK2bjlB75fmrcI8kXbLFpB937Wq6Nm7JKJK7N21JEsnxCXv5DY1JE/biItmOWeiVNdidrViDOdnStLDBadCLp1qE+pF6EYSDCGUnUi08IowtNYSQWFLDVhJ0J8WiPyzJ8yp0CZEYxCwwNIGUCk0KSgo1olGbjl6FbSnKixwRWV2uY1k2ZzrMhEjO5kleMs+X8CUDoxIuFldZ9P3ggdRPmlJgQ993f0zZtz4PpPYmCyEwliwg06maUoqFLbsIPvAHzh457jyfM6rJe+1t+G67PqWgnijc5ItXJq5/OT1uioWLyxTS+vIRRxxDkuBUtkLZit3/8wSRnmDax3uL8yheVONUrdIhBIvetJ6l77iGJW+9iopVc8YtjgHHc5ypKdBWdB9tHff+z4WOHSczTgBEQMeuk1O3oBw5X8kWAF0bt6S8vXDV6uTvGxsBkgaIDM9Gjk+yizSdSmQjJwaIDEu1UKbljKEODUAkjDDNoVQLFcMwI0g7iqGcVAtNWKAs/B4br2Yn8pE1TRCzGMxGBm0wEzmebNHRo+josRMZydXlOm3d8fg3sqZbACkTLpYvDHD0V8+iYhmGeShFbN8hzGEWCkhOusglO3ng+w/Q+/n/xDx6InGb1XSGvv/8P/q+/J2sA30mgnjyhTt45JWJm788hCuQXVymkFOP7c4obpWlaH5uf8Z9zH/NOmcXaXYz68YVeIvzzmGVyQg9+7+J8zVERA1eMk+/gVPlnI7ERfKUHnNt5mMWrlpN96YhAR0XyUCiipy/fGUi9s02bYzKWvTKGvSKGvTy6qHYt5iFrXlRpokyYygb50QrGkbY9tAAETuGbkaQKoZHDA4Q0UxQFmAT8Co8htOc5+Qji0ROcvzr4fFvHT027d32mETy0vn+tCIZoMYbdqaqZMHuHp1nnOsUvtj+wwR/+lvnm2FCOP6nHnnsWQ79MvOI4onGjYl7ZZMtTu5iF8yuQHZxmSKUUvSeaM+cQKGUU7HNQFF9FY0fug1vcXK3vNQ15rxqNfPvnlirQ/mKWQk/czr6m85y6vHdWJFzG5k7VvLryrJW0wtmZ/Z1n2+muooct1pkYrhIhuQqchxr2MlJ+mxkC6X5nCl74TB2qB/CYQgHkbaFjIXRzDAeO5o0ZU9g4dWdKjJKgbLRpEIphdfj5CNrmkhUkYeL5KpSjapSLUkkAxlFMpAQyamykrWKMoSd5WQMONLvT3tftmpy6I+PQqYrPVKS98yT7DrQz67BRI2pwhXKLvDKE8yuQHZxmUKyNtsIsKIxug40E2xLP12rdMkM1n/hzTR+6DYW3bOeZe+6lg3/8VfU37k2q5gdK7NuXJF1eF+sN8zBB15g87//HjMYndDjp0IpRc+xNmfgSaYTDgEzrlwy6esZLxea1WJ4FRmGrBYjq8haeZVTQe7rwTZN8OYNWS2sGETCEA4lRLJuRTDMCIbtiGSvZuKRMVAWHt0iz+NUkQM+Z4hI3HIRMRktkge/Hy6Sh4+khswiGUYPFPFdeSnC503/ZEqJZ9Vy7NKytINFIHM12Tx8HDJdEbFtfK3NNCxxhOr5FMqu/cIFLn7B7ApkF5cpQghB2fKZmQWsgq59zWz98p948Z8f4OX7fkfPkdT+XiElZctmMvPaZVRftgAjL8Mb+DlQMKuc5e++DqHJzNVa5YzCPviLFyZlHXFs02L3dx9n8+d/R/eB5pTbxJ/jJW+7Cl/Z1EVmjYfpaLUA0lotYPSEvUjTaceLbNmOH9m0EXn5iSqy1d2V0mpBJDTCauF4kR2rxdCUPbDRpULhWC08Bin9yJom6OiFjh41JpG8tN6XViQvm5/H/jMQfONbUj9RUoKuUfi+t2Wdvgdg9w8w/8gm8h78A4f/78/s2Tb49+3P/vcrfM4EzIYlhUlC+XzgVpVdRnKxTfhzUyxcXKaQWTetpGNH7k1jvcfa2fKlP7L6w686rwM5qi6pp2h+Ncf+uIXmZzN4pG3FmY2HWfD6yyZt+t6hX26kbctRgNQNegLKVsxi1k0NlCysmZQ1TDTF61ZPeaoFkDbVonDV6oQIHk481WL4hD3LsjGqahMCNNrSlIiAk7Ghhj1p6k4VWXoSqRYiEgZNd6wWUseWGoYVxhYaltAcP7KuOQ16pgCvJGIKdBssO+5DBmcmnaA0H850CkwcL3J5kSOSbVslpu3ZpuNJHp5uceB4lKX1PvYeCbN4rid1wgXXozwe8n/7C+yOzsRzYtbNpurj92IsdNJn4iI5Plhk+AS+gV/+kb7//RlEY+RrGtg26oGfcPT2u6jasA5zz8H0V0SkxHfV5Uk3xUVyPBpuKvOT47jpFy7puNATMtwKsovLFFKysIbFb73S6brJxQqhnHSLAz95ftLXlg1fSWDQ85t5O2XZ9J08OylriPWHnRSQDK4Kaegsf891F4w4Hs5UWi0moooct1oAiSSL4VaLRBU5ZmHHTJTmwe7tGkq1sG1EJIywzITVQtpWwmqhCSthtVDYaMKxWMQ/igLD/MgadPYzKtlC0xzbRXW5TnuXnbaSHBfJ+49F0yZcxNZfSdcXv075Nz9H6ec/RuUPvkrfJz7DYX3GqOduZDU5+Ie/0PdfP4KoMw4bywKlEJZF/h9+TWtzEDu/IHUzoBDgMfDfeVPK39P5tF3EcSvKLtkYWWEeaceYblVmVyC7uEwxM65awuWffROzblhB8cKa7E1kStF/+ix9pyZHdI4FIUVGcZrY7hxi5TLRua8pa3KFHTXpPnQm4zbTkfPhR87UsBf3Iqdq2MtvaASGrBapGvZs00407Al/PrbuG221CAVB2YhoGGE7ItkwwymtFn7DwqM70W/xVIuYNeRHTte0Nzz+LdGwl0UkQ4YYOCk5kj8H/4Z1GPNmJ4aBxAePDGf5onyWL8pnz74euv/nZxl/FwWPP0TX334Iq6jYuWGoPI7ID1Dy7/+MVl2Z9vEjbRfnWyi7PmWXbEx3D7NrsXBxOQ/kVRay4PWXAdD83H72/fCZrI8Jn+2joK7snI8d7QvR/Ox+2rYcw4qaFMwuZ+Y1S3OycJQumZl1G81nUDi74pzXmYpcI9uma7RbNuJDRKaaXK0WhY2NiTHU+Q2NSVYLGIp9k4aWsFp4qmuxuzuQkGy1MC2UriNCQSf2TXPejtJZLSxLA2WhS4GlFJbmWC18HkHvgMLQBJrmWC2GYw7WgRzLhQScYSFSz263yDRQZO/RUGLyXlwkpxpRDbAgdJLO/syCVQ0Eqc+P4n3gWxz8xTN49u+jpEBiLF+E75orEF5P9l8kybaLuEg+H9YLcO0XLmMjlSVjpEieSluGW0F2cTnP5DQdD8bk6Y10Bzn2p63s+s6j7PnfJ2ndchTbtOk90c6L//IAR373Mn0nOwie6abt5SNs+fc/cPg3m7LuN6+ykPKVszPaQ+quW4bmnZxz7/xZuZ0g5M8snZTjTwVxP/KUHW+MVgtIjn0bWUXOW7oiyWoRPdOcaNbDl+9YLeJVZNN0GvayWC18g6kWXt3C0K1E9FuBX2Fag/nIkkG7hdO0V1EkqCiWVJY4H1WlTjU2PkgEhirJi+Y44nNMlWSSs5KBtNVkO4s4jqP6BxC6zqJ7riN0xQa6Owbo+c6P6bjnA/R89uvE9h7MaT8wfSrK4NovXMbH+W76cwWyi8t5pnTZTDR/pgG04C0JUFSf/vLqcJqfP8Dz//QTjv5hC21bj9G66TC7v/MYGz/5C7Z99UHMUCzJJhFvdDvx0HZaXz6Sdf9L33kNhbMGbSHxVItBwVy5Zi5z75i8RrOCmWUUzq1ML9CloHTZTPwV07v5IxemOvotV6vFyOEhQJIXuX+nU01OWC1iFlp5FVpZldOwp/uwQhHsgQGnimyZYJkprRbStjBUFKFiGDKGTzeTot9M2/EiF+YpYnbyEBEpHdGsaY7VIh7/BiSSLcARyYdOxsYlkpfNz2Pv0VCSUE4lkvXa3BpstZoqwPErl37xs/i2bkb29aF6eok8u5Gu/+8TBH/7UE77ijMdEi/ipLJfuLjkykjBHI1mzyY/F1yB7OJyntEMnfo7L8m4zfy71yFymOTVdaCZfT942hG9SoEaEsChjl7MgUj6LnkhOPGXnVmPYeR5WfNPd7LivTdQvnIWhfMqqVpbz6p/uJ3l996QqMpNFsveeQ1Gnmd0XJ4UeAr9LHnrVZN6/Klgqv3IuUzYG0mmKvLIbOTomWZirc2JMdT4AiglnOEh4YjTsBe3WkSdSrJmOiJZU7FENjLKwm/Y+A1nyp4u1WDFmKSmvWAEuvqdpr3OPkVnnxoV/waMSyQPn7oHqavJ8RHVew+H2Hs4hL5gLnp9hisvQqDNrMFYtpDYkRP0fu17DD6hQ9sMPrf93/oBsYNHM/6+UhEXyue7mhzH9Sm7nCsez+S+17gC2cVlGjDzumUseMNlSM+gNWGwMqv5DZa8/SqqL1uQ036OP7Q9/ZtwtuY6peg73o4Vyz4NT+qSyjXzWPmBm7nk43ex/D3XUbpkRvZBKBNAXnUx6z7xWmZcuwzN51Tedb+HWTesYN0n7p72uce5MtX5yGOZsDdyeAiQNDwkzvAqcrxhT5ZWDiZbmKOzkcPBxBhqTVnoVsRp2LPDCCuGTzMRykRg4/c4DXte3ca04816oGtQXCBH5SOnSraAIZHc1m3nJJIheeoeZLdc7DsSpugf7wVdH5VSoYRASUnRh9+HEILg7x/OOFFPSUnzj/6U8feUiekqlMG1X7hML9wmPReXaYAQglk3NlB75RI6th8n2hvCWxKgfOVsNE9uf6a2adO55/S5LyaHlIrzja80n0VvuoKFb7wcZdoIXU6JOD8fTHU+8ngb9nq3bXW22bEdTZNJDXtycFCH1CVmWwtS11I07JkIW3NEsrJRmo5UCkMMNu2JKLbSMKQjbrtb+wjtOoZpS8SypWi+goSlQpOKqCXwpGna6+ixsSynac+2VWIktW0OieQDx6Msnudl/9HIqMa9tFnJI5r3wBHJu/f3cfLl4xRWV2Kdakpaj3flUtpvuZtO/yyWAdEdezNO1BO2jefQAXYfHEgI8PEQt13seeYw3r27qCnR0OtnYzQuy+lq1UQzvPlquL/UbepzOV+4AtnFZRqh+4ycq8UjUfY5+rEE5M8oy1mQTweEEAhDO9/LmDTiqRZTJZKL166me3PmFI3uTVsoXjckoOPDQ4ZjWUMe3+GJImbHGTR90N7gy8eOhRGBAuywU4mVtonQdIRpIqNhlNQdq4XUHJGsNKxghMP/+lPO/uE5MAf37THw33ULvg/ci6b5Ej7kkUNELFtgWQrbgrauoWSLuEgGxiSSF1WaHPv+g5zY+CIeM0zV3DrOrruGvWolS+udqrKybWof+B6hx5/DFAIRPwEdFKF5d9/K4quc6vvuA/0UmdnfmD0+Z4t4asZ4hLIdCtP3pf+i4pmNKCHoRyCUjayppPCfP5gYfHI+cNMvXKYDrsXCxeUiQRoavvJzeBNRMOvGFRO3IJcJ4XyMos7WsJf4fkTD3vDhIYHlDdjm0EnbSKtFfMKeMu2U2cgMJloI20xYLWSoj11vuY+zv392SBwDRGOEfvUn+j/yCTQsNA2KAslNe3E/crxpL55sEc9IBpJGUsdF8sETMRbPc8ZAD7dbHHjuKGfe/Ld4f/Fz5InjWE1nCD/3MoGvfInif/gAB3/1LHuPhgj++XFCjz8HgBju/7dtsG26/+3r2N1OxXT5onxiy1agMlVwpcS7bhUNiwtoWOz8vceFcq4opej51JeJPLcpsS6hnN+VdaaDzn/8N6ym858l7tovXM4nrkB2cblIEEJQd/3yzNtoEunRkn3Kg1/PvHYp1ZePr3rtMrlMZfTbRMS+5S9fSe+O7YnbRk7YA4Zi30wTvHlDVgulhhr2bMsRyZaJYYY589uX6Nt1PLUFwVbENm2DF18YjH5jyHIxbIhIvGkvnmwxUiQvnGVkFclL5hj4vvQFrJ4+ZxreiKWorh4C//lVvL/7NWd/+sehtJdUmCbBh59MfDvrHXeAEOmdTkKQd+fNiW/jQnn3wYGchXJsx15iW3c5In3k7pWNiEU5/T+/nRYeZXCFssv54cK5luri4pKVmdcso3PPac7uPpV0u5ACpWDZu66lqL6Kpqf30rr5GPawQSGly2aeFx+vUoqzu0/R9PQ+Bs50Y+R5qL50ATVXLET35zYc4ZXCVPqRz2V4SJx4qkVccEZbmvDUzHDEMSBNCxuQpg26ZzAbWUNoOoSDMDhARMXCCN3g9C9ecMRmuiQWKQn/7kHyr9qAJiFmCwzpWCxGDhHp7FOUFkjApqpUw7IUUgqONFmJNSfZLXadpWbbU3Q8vonjXV3I9rasz6Hvd7/Jug1AbP/hxNf6jGpKP/Nhuj71HyjbRsRFrJQgBcX/8vfos0aPtm5YXMDO/X052S7CTzzv+E+s1AN1hG2Tt3kjvW/8q/M+bGQ4rk/ZZSpxBbKLy0WE1CUNH7iZpmf3cfrx3QRbexBSUL5yNrNvXklRvZOzWv+addS/Zt15Xq3jz9zzv0/SuumIU8m2FSGg91g7Jx7ZwZqP3HFRZBpPBFM5ZW+sXuTCxsYkL3K8YW/4hD0AvbLG+T5mjZ6wh47ye7GD/Qhddxr2lA2REFLTsaIhQi3d6cUxgG1jt7QmRb852cdDn+MiubRA0N5tY5pgW4ryIsefvKBO59ApM2na3qHH9uD93KfpHAihDR5/dPtfCuKHzIASgp6QoGTYbb71l1D5k28Q/ONjdD2/DRQUX95A3h03oVWnn1IZt1zEhXI6kaz6+lNWj5OIRFmxIIAw9GkxlW8krk/ZZbK5YAVyV1cX9913H88++yyWZbF27Vo+8YlPUFNTM2rbl156ibe97W14PMnVqC9+8YvceuutU7VkF5cpQeqSumuXUXftMmzTRkgxOjN4mnDyLzsdcQxOzNcwIj1BNn32N3iK8pC6RnnDLGZctQRf6fR4gz4fxK0W062KHCcukkdWkeMNcJGmU3hn1CWykeMNe2KwoixiEmyBHY44DXu27VSTIyGk1PGV5RHp7E8vOqXAqCzFq9tETIk+6D8GgZbQg4qSfGe8dEWxxLLUsIa9oQqypg2OpA4HEf/2GexQKMlDnNNflAJ8XojG0gpSYdvEGhrZeziUNKJaq6qg4N1vpuDdbwacBj76YFkOM0eyVZO16srMlXhAFBciDEcijBxfPV1EMqQWyuCKZZdz54L1IH/84x+nq6uLBx98kMceewzLsvj4xz+edvsZM2awa9eupA9XHLtc7EhdTltxbFs2Jx/dlWEDhRmMEmzppv/UWY4/uJ0XP/EAnfua0j/mFcJU+JFzGR4y3IucqWEPhoaHQHLDXmLCnmmNbtgblo0soiHm3r4s86JtReFrbkQTzoS9+CjqcCzZjyylSGrai4+jTpmR/OSTjic6U+U6A1ZBUfpqrSbRKstZ+MargdEjqoezfFCU7jmUm894ZBPfcH+y75ZrMleQpcT/qhtH73OaZSgPZ/iUPnC9yi7nzgUpkJVSVFVV8dGPfpSSkhIKCwt585vfzObNm50GDxcXl2lPqL2XaG96QTAKpbBjFju++QjRvnD27S9SpjLVYizDQ+JkmrCXt3TFqIa94RP2nFQLa+jDMh0hFw4ibYu5ty8hMLMEkWqQhibxLZ1H/o2Xo0tFgS95FLXTqOdYK7oHVMqmvcoSZ7/Dm/bkiy9mtnVkQkrM9VcSfse7HQvRYDqFGmzCkyXFlH3lUwiPMWr6XiqWL8pn+aJ89hwaGLdQBtBnzyTvDXekXbNWW0Xe625Pv89pLJTBbepzmRguSIEshODTn/40CxYMddw3NzdTUlKStsloYGCA973vfaxbt44bb7yR//u//3PFtIvL+WQ8f34K7JhJy/P7J3w5FxpTlWoB4499g+QJe/07HU9yfMJetKUp84Q903Ti3GwbwiG8hs11//0mKtbOTl6IgOJrV7H4/k8SyJcYuoVtJY+ijllqWD6yGDVpb2SyReehZtRHPwp79mS1U6R6KStAeD3MfcftxK69nv4vfZ2Ct7wG76Wr8F+5jtC7/oauz30ZY0TD3fKFAURvD0e+8Uu6PvVluj77NUKPPoOKxoa2GWM1GRhVTQ685y3kf+CvkaXFQxvpGt4brqTk6/+GzM+erRy3XrhC2eVi5IL1IA/n9OnTfP3rX+eDH/xgyvvz8/NZuHAhb3vb2/jqV7/K5s2b+eAHP0hBQQGvf/3rp3i1Li7TD6UUXQda6D7QjAJKFlRTMsmjo/0VhRj5PmL9Y6wGK+jc18zsWxonZV0XAtO5YQ8Y1bAnDS3rhD1l2YkqctKEvTwdEQo6Y5otk7xCH9d8+010ne6jfVcbpqZTcNlyjDkzCZpeYraFJiSWlGi2U0nuC5PwI7d2g6HFX9fJTXuWpejohTKrh6JPfwzV3Z2TOB7ei5fY3p9H8CMfQ6soZWkF7KWC5htfx5J7nRzlckg5eS/05AsUf/ZrKNMihFMQCj/2HPJ7P6Hsy59MJFjERfLuQWG6bEEOgnZYE9+eQ0GWv+ZW/K++CfPoCYjG0OpmIAvH5i8e6U+G6dPIF8dNv3AZD0JN0zLq73//ez760Y+mvO++++7j7rvvBuDIkSO8613v4pZbbuFjH/tYzvv/4he/yNatW/n5z3+edPv111+P2TfA/ff+/fgX7+JyARFs62Xntx5hoLkr4VdWtiKvupiVH7iJvOriSTv2sT9t5egfNo+5mlyyZAar/yH9JeBXCt2btk5Jw15cIKdq2ANHBA8XyL3btycEcv/O7YlEi8KVjQzs3onUJbG2ZjRDdwSyoaHpGlLX0HwepBlG83uRRSUIK4b0eRGGAfmF4PFiGV6UL5+Y5sP0BjA1LyG8WNJHTBkMxDyYSkeTGv1hQcSSRGMCXRP0Bp3oN8sGy1JYlqLQD7Y9dFv3N7+P53e/zJ70MEjs7z5IlSdE+3M7QQgqNqwkcOs17D/jXKRdPNdpEI9bJ5bM8yU9fs/hIADzo020v/djTnrHyL8JKZGlxVT+5BsIrzfprrGI5OHs3O9UVM9lZPWofe4bEqDTTSgPxxXKFz6f/9QbyfNrPP7445Oy/2lrsbjzzjs5cOBAyo+4ON65cyf33HMP99xzz5jEMcDMmTPp6OiYjKW7uFwwmMEoW7/8R4JnugFHGKvBNIlgWw9bvvRHYgOT5/edfUsjFSvnjPlxJYtGp9W8UpkODXvAqIa9VF7k+PCQeBV5uBdZK68a1rBnojQfdk/XkNVisGGPcAhpWxANozM4SMSM4JUmQsWQ2Ph0E49mYtkWulSOJ9mfHP0Wb9orKxR09SdP2vM8+Zfs4niwVGzf8WrUlVdx5rJbqP/GPxP70D/SvPYGZCAvMXVv/7EoQCKlYt/R5L+pZfOdsdRN//Ob9NFwto3d0UnoiRdG3TUebzKMtl1MBHF/Mkxf6wW49guX7ExbgZyN48ePc++99/Lxj3+cv/mbv8m47cMPP8wDDzyQdNuxY8eoq6ubzCW6uEx7ml84QKR7ICGKk7AV0b4Qzc9Ont9X6pLl772BBW+8fEyPq7p0/iSt6MJiqsdQ5+pFjtOzZdsoL7I1bApepOkUtmVjm85HvGEvPmEvZcNePBtZWRANoVsRDGUhzAgeYSKIgbKcJAthI6VKpFqYtqIwjyEfsoTuAZL8yJ19Cnp7U/04Saj8Aqq//q/Yb/9r5GDT4MiJe8CYRLKxfWvqKYHxYwpB5MX0TZPj9SaPd2R1xv1eYEJ55dLChFB2xbILXMAC+TOf+QxvetObuOuuu1Le/9GPfpTvf//7AHi9Xr7whS+wceNGTNPk+eef51e/+hVvectbpnDFLi7Tj9aXDme2Nyg49cQeYgOR0XcphcrxEnQqbNPixCM7eOHjP+PQAy+O6bG+kul76Xaqmaox1OOpIg8nW+xbvGFveOwb3sDohj1zMB854lSShWUiY2FHJFsxvNLCp5l4ZAyPZuHRTDy6jWXZ2IcO0/Nv/0HX3W+j901/zcBXvoVobhrVtKeKS8iIpsGll9I8ZxWL5jqCOJ56ERfJi+d5M4rkpfP97DsaThLKwjIzHlYoRW9X+pQLOLdq8lhHVue03wtEKINbVXZJ5oIUyC0tLTz//PN873vfY8WKFUkfL7/8cmKbs2fPAnDttdfysY99jE996lOsXbuW++67j09+8pPccMMN5/PHcHE578SCo4XvSCJdAzz74fs59qetKKXoOdbGzv96lCff9788ce//8OInfsHpp/ZiZ6h8jcQ2bXZ842EO//olIl1jfzOertnO55OpSrUYaxUZhhIt4gyvImeNfdN8KN07VEUe/IhnI8vYkNXCQwxhRRNWC01YaNJGkzYDv/oTZ+95H8E//AX7dBP2iVPYv/894be9C/Xss5QVOnYLTQrUrbeiZIa3R8tC3OTkBB86bbJojuMxHi6SgYwiGUZXk4362c4Aj3RISdkqJ70pk0iG8VWTYXJsFzBaKE9nXKHsAtO4Se984TbpubyS2PHNh+nYdWrUFLt0VK2rp/Xlo84QrhGPKW+YxYr335S43JyJU0/s5uDPRnspc0IIrvvvd09qwsaFyFQ27GVq1gNyatiLT9eLN+kB2J2tiYY93edBDGvcE1YU6fMhPRoivwi8PvB4sT0+LN2L7c0novmwPHnEpIeY8AymWuh0bz/GiTd9OPXVEgFIjYrf/ABZU41lgdndS++7/ha7tXW05UEIuHIDfOQjCCESYn/BTD0hhu3Bv42Fsw0A9h91TkQXzfGw94gjhuONezAkdmftf4Guz38j/ZMvBVUPfAe9qiIhXodP30vF7mFidDo08SX2PdjMN50b+YbjNvVNP16xTXouLi4Tj1KK9u3H2fbVP/PsP95P77H2nMUx4IyFViqlZ7lj50mantqb035OP7Enx1m9oymaX+WK4zRM1ypypuEh4FSRgUQVOdIfo7e5n2h/BFlSMXrCXiSCPRDk5CN7efYff8sTb/8hL3/kZ3S/uB9iYYQVQ8PGp5n4dIven/whMaRjFApQiq6f/4nuAegeUPTIAgq/81X0yy9Nruh6PcjX3Y388D8mBH788/BKcvzz8EoyOL7kpfU+ltb7UlaSTy68DP/1G5wbhx03Xs0u/vD70KsqAHIaLAJDlgsYXzV5MmwXMP2HjYzErSq/8nAryCNwK8guFyvKVuz70dO0PH/Qmeo1BmGcK/6KQi7/3BszClhlK56493vjPkb1FQtY9o5rx/34i4lwZz+d+5pQlk3hnAqsMyfPexUZxh/7FowUcPiPe+k67ogxoQkqFhah+3S6jjuCpGp5GXOvm8P2+/fSdbQ78VoWmpOlXHtrIw1feTtRI4Cp+YjZHjZf9j5i7V0Zfya5aCG+7307Ef1mWWDZCutMG4UtR7ClDksWI/LynEg4y/n7iVeLR1aSF8wyEhXlVJVkYFQ1ee/hENg2dXufo/9Xf8Y8ehKkILa8gcitr2LR7amf86msJsPEV5QvlGi44bgV5fPPZFeQL4pBIS4uLtlpfm6/I45hUsQxOOOj7aiF5s3wr0WA0CXKHF+DX9e+ZpRSr+gqshmOsf/+Z2l9+UjSGORAZYC5vWFqbt0wqcePj6DOJJK7N23Bv3AJsf4wZtjMOjykp9PLjh9sTppwqixF277upP2eeL6F4882D12BGHwtq0GB2vzwdgJzKqj/x9cgVBQzbW7aSBROMXhoiEhJvqCDSnorKrAsRWmBwLZsOnoU5UXOYBEpBbat0DSJZdmJSvKB49HE54MnYiycbbB4npf9RyOJ+5bW+9h7JMz+Y1EWz/WwdL6fvYdDnFp+FUtefRPKtEAKhJSJoSJA0mARcATr7oMDiUpyOqE8fLjInkMDYxLJw4eM7D44MKEi+UIYNjISd/jIxY9rsXBxeQWglOLkX3ZOybGanslssxBCULFqzrgb7SJdA1jhWPYNpzlWzBxXCoiyFTu++fAocQwQ7Aiy/w/7aX10bKkg4yWd1cLKq2HPA3t58t4f8Nw//pyXv/4yB39/kGBbb8oR1LZls+eBvY51J4uWTdh70m2n4Nj9z2AP9KNh4ZUWxeuXQRZvvH38JNZzzyflI0spKC8UVBQJKoplYhx1ZUncXuG8huPNeSPtFodOxjLaLSBzwsX+kzHEoL1i2fy8RF5yXCgDmC1tBP/yNPOOvczifEdcjqWBbzraLmD6J14Mx7VfXJy4FosRuBYLl4uRWDDCMx/8YcZthBTogcHRz+f4b2HpO66h5oqFae/vPdHB5s//NnX+cg5c8+13ohlOlTrc2c+pJ3bTuukIVjhGXnUxM69ZStWl83NqGJxKrJjJ6Sf2cOqJPUQ6+0EKKhrnMOeWlRTOrcxpHx27TrLjPx9Ov4EUVDdUs+JDd07QqtOTymrRvv0E27/ykFMJHv7rFaD7dK740ptQbcecpQ4253UeOMuuH++Z0LVt+OnfEli7kJj00bW7mW2v+dfshWQhCHztC8g1a4jGhqwWJflDk/bau21MU1FeONxeMWS3qJ+hcfCkI4bPxW4BmSfvif5+Kn/+v4Sf25R0n2/9JZx53TtQBQVZLRcw/il8MLm2C7gwrRfgVpSnCrdJz8XF5ZzJ1Y5QvKAaqUvH15m0A+fDU+QffV8Kjvzu5YzV0cLZ5ax4341IjyNyhRS5VZSloGTJjIQ47j3RzsZP/ZKTj+4i0jWAGYrSe7yNvd9/ip3fesTJ0p0mWFGTbV950Im26xysjNmKju3H2fyF39O+/XhO+zmz8VDm34GtOHuw47w07NmmxZ7vPjlaHAMoMMMm+3/w3KgqsqkVT/y7UcTJRvZgUtowk3mfeUdOjaHh//ofSvLFYDayk48cn7SnSagodirIHb3DK8dDleQjTRYLZzki+FwqyZB+qMjSOp3Av3+O0Aujf8fhF7dQ/p9fYOksPWsDH0xMNRkmdshIYv8XeEXZHT5yYeMKZBeXVwC630P+zLKMAkHZiqq181j7sTspWZA8yjl/RhmNH7yNtR+7CyPgS7OHISJdA05CRgYqGudw5Zf/ikX3rKfmioXUXrWElX93M3nVxenFsq2Yc4sjqmzLZsc3H8GKmMme6sEvz+4+xYmHd2Rd61Rx4pEd9Bw5M0o4xsd77/7eE5jhaOoHDyPaG8rqITcjU3NiMHJ4SMeOk876Mtgf2jYfJzyYfR1PtDA7W2H8M2dGIQ2NsoUViTHUGhaz/+pqat//mswPVApr/yG6Dp5OWC3idgtNioRI1jSRsFmMFMkL6vTMIrmpiSOf+Dan7ngngb99D8Z/fIlDf3aeh1xFcvDRZ9BOnUSkOgm1bcxjJwk9+kyiqpuLSB5v0gVMXnZyYv8XUIbySFz7xYWLK5BdXF4hzL5lZXrhIgXekgAVq+ZSMKuc1R9+FVd84c2s+eiruezf3sCln3otZctm4i8vYO7tq3I6nhnKLvZ0v4eZ1y5jyduvZvFbNlDeMJtVf38b/sqixLqc6rUAKVjytqsoXToTgI4dJ4h2B9PbQQanAI5lgMlkoWyb00/uyXiJ346anNl4OOu+fGX5Wavt3pLAlE3Yg6Eq8kBLd05XGNqf3pxURfaXZ7cC5IqQgjm3L8GTp6ErKzGGWioTT56e1YsMIHp7EqOoSwucKnJZoeNHBujsU2iaSFh44iJ5/kxHHAOjRDLA4V+/gOfDf4989BGs1nasji60rZvx/Nu/cuRL9wO5ieSBB5/IPFBECAb+7Fx2zlUkw8RWkydTKF9I1eQ4rlC+8HBTLFxcLmCUrejc38TZXSexTSfqq2ptfcoUiap19fQ3dXLioe0IKYb8vwKMgJfGD97q2CsG8ZcV4C8b7Z/LqynOaW3+ysLsG6XAV5rPpf/6Os7uPEn7tuNYMZP8GaXUbliEt3jI59hztDUR7ZWOWF+ISGc//opCbNOm62Azsb4wvrJ8iuqnLk851h8h1hfOuI3QJP2nzmbdV80Vi4bSSFLuSDDjqiVjXeK4KV67mu7NTgXUyPPm5F/XvFri67MvvMT+X2c/MUjJ8ICKwV9lyYIyVr1/PUTDCAVSahhSw7Ji+GqKRw/+SIFRUwGas9Oe4GDkm6UoDjgHqShydtPZpygtkNiWjZSCYy2OOI4nW8RF8sGTMWRfD+I/voSyLMTw58gazID+9S85NH8BC15z2ah0CxgSyXsPhwicOYvM9DwrhX12KNYuLpJziYM7l6QLmNy0i8QxhqVewIXlT3bTLy4cXIHs4nKBEu7sZ/t/PsxAUydCc0zCTU/t5dADL7LifTdSumRG0vZCCObfvY6KlbM5/fRe+k+dRfMaVK6eS836RRgBb07HLV1ci7ckQKR7IHVFVAqK6qvIi1eBx4HUJBWr5lCxak7abYSUOYkxISXNz+3n8G82JYlUf2Uhi9+yIVGRnkykrmXfSKlE01omihdUU3lJPW2bj4x6/oUU+CsLmXnNUmfbwSryVGQjd23cQsXqJYgfPEOm3u+86iLyKpw0hvyGRvZ/509E+7JXN+OIwSi2xrcsJtI1wPGX2on2xwhU5rPgjsXMvWEOuk9iKwuhLJQZQUoDj4wx4+YGDuX7sPrTnKxoEuOS1XhqKpwMZEskRb91D8Sb9hxlXlEsae+2EyIZHKvF8Pi3hEj+xaMIy0z/mpUS7aE/cWDV6pQRcHGWzvdzrKwc0d6eLLSTniSBVlk26ubhcXDZGviWL8pPiGQYexNfw+KChEiOH3uiaVhSeEFFw40kLpZ37O1NVJRdoTx9cC0WLi4XILZpse0rfybY4lSJlKUSlVQzHGX7fz5Ef3PqwQhF9VUse+e1XPqp17H2Y3cy66aGnMUxOIJz6V9f7VRfR1RghRRohsbieyY3hxegdMmMzCkYwhlc0rHrJPt++MyoCm6ovZftX3+IrgPNk7xS0PM8FM2vynhZXNmK8pWzs+5LCMGyd13L7Fsak68USEHF6rms+eid6H5P0mMm22oR9yJ7i/Oou3F5Rq/7gjeso2jVqsR0vbPHglnTJYw8g4JqPwXVfuasr+aGL93E7MurWHzzDG77yrXc/YM7uOUL61lw3Qx0Q0I0goiEwDLRbBPdDCNiUQyvxqJ/vcfZ6cg1ahLh8VD1T+9Bk2rQa0zCapGpaQ+ck7pUTXvg2C0CR/dlfr3aNvqB/UBy41586t5wy0XlG25OL44BlKL70qtT3jVWy8W5epOn2p98oVkvwLVfTFdcgezicgHStvUYwdae1G+4CrAVJx+dvNzj0qUzWf2ROyheUD10o4CyFbNY+/9eQ/7M0kk7dpySxbUEZpSk9+MqqLthOYd//VLa+5VSHPrF1GQGz7ltVdrqoZCCglnllCyuzWlfUpPMv3sdV/7HW1n1D7fT+MFb2fDFt7Di3hvwFCQ3URavSz3+eTLo2riFhfdcwczrljkCVAqEJp3hMJpg6buvomb9gqTHWKHsmdZSU1z6ngVc/ZnrWPHX6/CJPmzTwo6ZqJiJskyUaaEsEwY/hG0joiGEbSGVhaFiCDPCzLsvZdm3P4BvVlXSMQJrlzPjx1/Bv2gOpq0GRbJKKZKH+5HjtwNpky0AQtEcQjSEGJVuAaN9yXnXXYFnxeLECOrkJ0tiLF1A7NLLk/KSh5PrmOrE9ufgTYbJT7sAVyi7TDxuDvII3BxklwuBXd95jLatxzJaDDSfwTXfeMekryXcNUCsP4y3OA9PwcQ1W+VC6GwfW7/8J8IdfQk/atxfXXfDcgrnVbLnu09k3c+ln349+bUlk77e00/t5cDPnk9UTIVwKsf5M0tp/NBteIvyJuW43Zscj/BkWy2G5yKHOvo4s/Ewsf4w/opCAnkD6D591Ajqo0+10rrpKMpKf/JQtqiUte9bi93dhqZryMEPo2YG9HUh/R6nEc/nQ3p94PWC1wceL7bHh6V7sb35mLoPU/dgal6ieOje20y4K4KcUYuorSVq6WhS0h8RaFISNQWWDZYtCHjAVo7Fwhk17Xy2bUV7jzNlz7JUwmoxMiPZ+tWv4fs/SP83q0nsxtXM+69PAaNzkiE5K9kOhuj62v8w8NBTiEEfM5pG3k1XUfz370Hm+dlzOAiMnrw3nFzHVCe2P4fcZJj87OTEcS7QDOWRuD7l9Ex2DrIrkEfgCmSXC4HtX3+Qs7tPZ95ICq7/7/dMzYLOI1bEpPXlw7S+fAQzFCVQU8KMq5dSNK+Sk4/t4tAvNmb1Kq/6h9tHebYni3DXAC3PH6C/uRPN43jAy5bPTExMmyy6N22dEoEMpB1B3btt6yiB3HOihz0/zTwkZNW7GympMJG6RBoamq7hqZ2J6j2L1DU0nwdhRR2B7PMiEgLZh/J4sQ1HJFvegCOSNS8x6SEmPMRsDzGlE7X1QYGs0R8WaFpcIDsiORpzBLBlMzhAZPQQESCtSFa9vdh//U6IRNK+Hqu/83lOli1OO0wERg8Usbp6iO49yMnmCHb9fBY3VjGSbEJ5eFV3LMNFwBXKU4UrlEfjCuQpxhXILhcCh365kVOP7croaQzUlnDZp19/TscJtvXS/Nx+gme60XwGVWvmUbaibtLF3ERx5uXDOVWQL/vM6wnUTH4F+XxyPqrII4nnHg8XyT3bttG0rY+Tj+xO+ZiaNdUsfcMSNI/u+Hx150N1dyB1DaFr6D4vwgojfV5kYQnS6wU7Bnn5iSqyMnzYho+o9GB6A45IFl5iyiCmDKK2QdTSkFInGHEi3KKmdMRxXCgPpllkEslO055IEslzazQOnzapObOX0+//JESjEM8w1iRYNta73s38994FOPaKsYjkOPufOojxxGPktxxHeL34rlxH4NZrkfmBaVlNhiGhPJkiGS7MxItUuEJ5CFcgTzGuQHa5EAie6ebFT/wi4zaL3rIhkWYwHo4/tJ0jv9nk5NraKvG5YFYZjR+6bcrtFOPh2IPbOPrblzNuUzCrnHWfuHuKVnT+GGjp4sjPnybcbyGkpHzlLGZcswRfycQKhvFUkZVS9HV5OfLLjYQ6HfHnK/Exa0MdMy6tRfNoSEPDbGtJqiLHq8eJKrKhIz1ehB1NsloofwDb8KEML5buw9R9RDQPMenD1HyJKrKQOsGoTFgtopbEskWS1cKyIN+XbLU426uwbEVpPgnxDM4wm7k1GkeazIRInu3p4ej//Rk2bULFYrBkCXV//SqOG84VjAWD2cljFcm9P/ktPd/6IUrKoQEiQiCLCqj4z89gzJs9qSIZpn81GS4eoQyuWHYF8hTjCmSXC4WEgB2eBQsgoGTxDBr/v+Rc47FwZtNh9nwvTeVVCormVrLmn149ZTnC48GKmDz74fuxwpmbwBr//jbKpiDqbSSh9l6CrT3ofg+FcysmtSrf9Mw+9v/4WYQYnn8tkIak8UO3pv35rahJ/+lOQJE/swzNk1syaKYqMqQWyUVrVqGUouvFl8lfvoLY6UMUNa5iYPfOxOtYGlpSFVlqGqqnY6iKrEvHYmHFUlotLN2L8hdgap5xWy3ifuSOXkVRXmY/MjgieaQfuX6GxqFTJvUzNA6edF6fC2bqica8VCIZHKGcSiTPbt5Bx0c+l/rJlhJZUkTNL76D8HpyEslwcVeTwRXKFwOTLZDdHGQXlwuUObc24q8o5MRD2+k72QGApyiPumuXMevmhnGLY6UUx/+8bbTwjmMreo600nu0jaL60X7H6cLZPaeyimPIMaN4Ahlo6ebAT5+ja/9QvJy3OI95d11C7fpFE368niOt7L//WYDkfGKlsGMW27/2MFd++S14CoeEkG1aHPntZk49vjvxHGo+g7rrllH/mkvS5jX3nejgxCM7nQEv39lM4dwKZt20gurL5mc9merZso2iNavw5HuIHj9A4arV9O7YTuHKxiSRDBBtacJTMwOro9WpHusatmkiIxGUoYMZQ5kaQtNBM0EzEZaG1HRULIxUCikNpDTR0LCxsYWFjUQTioDHZiAKutSQUqHJ+B+DYCA8lI/cE3TmfDjza5KHiCTykDUJOCI5ftuRJosFdTqHTpmJQSLxkdQHjkc5dDLGgllG4vu4SF48z5tUTY5nJbf+z2/QpByybQzHtrHPdhF88gUCt1zDsvlOI2g2oTyWzGQ499xkSB4yEl/DZHGhZygPx81TnhwuDCOhi4tLSqrWzmPdJ+7myq+8jQ1fegsbvngPc25fdU6iL9IdZKC5K2M2rZCCjp0nxn2MqcAMRiZ0u4kg2NrD5vt+R9fBlqTbI91B9v3g6UmJ5jv5+K6MUXh2zKLp6X1DN9k2O/7zEY4/uC3pBMMKxzj+0Ha2f/1hVAoh1rblGC99+tec2XgIMxRFmTY9h9vY9a3H2PPdJ5P88oWrVtO9acvQ942NgCOS4yOo4/Tu2A5ApOk0dszCtmz0ihpnTaaFbVqowc94A07s2+Btw2PfsCxnUMeIbGRpW0hlIoWFxMZvWEhhownbEcdCDeUiS0XANzofuXvAGSLS1e/EusWnWcej3mB0/FtcJI8cSR2vEB8arCwvmuPh4Imh38PIGLgls3W0A/tSi+P471RKIpt3JN0WF8rpouAgOTN5KnKT40x2dnLiOBdBNNxw4jFxK5cWJmLi3Ki48eMKZBeXiwBPgQ9vcWBCLtMr08q+kRDYZvaRvecTf0Vuo6795eMbiT0ejvx2E1Yk5ni6U3D415uIDWQeST1WOveczjygQinad56k+3ArfafO0rr5GB07T6Y+QVJwdvcp2jYfS7o52hti1389hrJV8rEGK9bNzx6g+bkDGdcZF8lxerdtJX/5SgACyxswqoYyoqMtTdimjV7u5HAPiWQTZdrgy0OZMZRpgmmBOZiNbJkI20zKRtatCMKKoWHjMxxhrGwTTdqDHwrLsoeJZBL5yCX5gtICKC1wspFHDhEBRxDLwW9SieT451xEclwoJ4nkTL/bxO8BenpGX03JVSSPZbgInHtuMkxNdnLiWBeZUAY3U3kicAWyi4tLEt6SwKhJbCNRlk1B3ehRttOJ4gU1+MoL0k9nEIKCWWVTMtQEIDYQoW3b8YxiVdk2ZzYdmdgD56Cfeg6d4eXP/paNn/il4z3P5IaQgtNP7U26qfm5/dhWhhMrAScf2ZV008gq8nDSVZHzlq7AjlnolU4FOdrSlKgigyOUbdMcqiJLD0rTEVKDSDhpwp6wYk712LbwEMNQEbCiKCuGJmyncixspFDog0NDImZyNbk3BD0DTkVZSkckx4eIDBfJQFqRPHzaXjaRDIwSyQebFca82RmnNApsrPkL2Hd09MnXcJGcazU5FyaymtywuGDSq8ngCmWXZFyB7OLikoTUNWZcszT9G64APeClcs28qV3YGBFSsORtV6UciY0USF2y6K+unLL1RHuDWat9QkoiZyf2Tbl4QbWTQJIjdszKLKptRbC1N+mmnqPtmXeqHH9yKmvGcAobGxMjqGF0Fbl/p2MTiDSdSlgtRleRLZRpo8yhCXt2f2/ShD0ZC0M0jFQW0h4SysOtFpqwyPM4VeS41UIfJo5hyGrRM+D4keNWCylTT9obKZLnz9STvh+vSA7eeFv6rG8hED4f9W+9ESCtSJ4MywVMTDUZps52AaOF8sWAa78YO65AdnFxGcXc21dTOLdiVCVRDI4OXnHvDWkbtaYTpUtmsPojd1BUX5l0e8nCGtb8050Uza1M88iJxwj4sm6jbIVRkH27sVB3w4rcLsOPAaPAm/S90CRZBymnOFHJpYocz04eXkU2Kh27RbSlKamKLEud36djtbBQ1qAXOYXVQv7/7b15nBx1nf//rOpjzsyRTO6EJASSkJMjgAgqQUAEFGUNiAfsrifyU3BFEBcBZRW/Kp7LrieifP2KLiAgsngAyiGIgJCEQLgC5D4nmczdXVW/P2o+1dXVVdXVPX3OvJ+PB4/prqrpqRnHmVfe83q/XpaBnhokbmR8yDEMYiPiuClhT49Nx27h9SNnrBbeKmolkpXw3XvAyhHJ82fG2bjNKIlINt6yivSJJzHyQs7X0NJ1iMfp+srl6K0tzrKdn0iG8louSjlNhvLbLiAjlMfKNFkhU+VoSMybB4l5EwQbYzjN5geeZfMDzzK4pxc9EWPKyoOZ87YVtM6sjC2hlAzsOcBwzwAN7c00TqzOxvpT3/wd3Ru2BgtWTeP4r55X0P1ZlsWBV3cx2N1HorWRjkOm5njRN/7uKV654wmnhnu0LHz/8Rx0yjLn+daHN/Dsjx8IfgcNupYfxJGfPSPnlF/kG0D7UUcA0LvmadqOOJLedc/kJFp4Y9/c5SF6epBYUwN6u10copkp34Y9dzayqqH2FojoeoxhI1Mg0tNvoe3Zi2npWJMmYVp6YD6yX9MeZMe/qYxkFf8GRIqAAzJZyS8Poj/+Nyb85V6GX9iIlkwwdOQxpN52OguPn5vzdVfi9rCDc/9BVq4oOChNbrKikrFwMLai4dzUa0yc5CBXGBHIgpCLZZr2n2prOPe4Htj/yk6e/Npd9tfT5yfv7JOXsuDcN0Z+vb3PbWHDLx6mf8d+51hDZwuHrn4DU4+en3Vt9wvb2HTfOva/tB00jeH9/QXfv6ZrNExs5bhrV2f51I3hNA9f9v8Y7hkIFP9HXfEOJi3xz1sOykUGWyADzl8sYjGd1uUr6F+/NrA8xKmhNobQOzoz5SETOkCzRkRydsNeWDaypsdJmXHSKYudN93Fnpt+g7HDjlaMzZpB57+eQ+t7zmRPjx3x5s5HDhLJc6dqvLLVKK1ILqB1D8JFMlRGKJdKJENl85NBhHK1EYFcYUQgC8L4ZGhfP5vuW8u2v75Aqm+IxomtzHzzImaeuIR4YyL/C0Rk7/NbWf/TPzO0t9fJmtbiOnNOXc7BZx0dHMnmfZ3ntvCPb99je099foov+fBJTDv2EN/3NYbT/PmTP41mvVD/KLIs2g6ewvKLTqFpUu4vz94te3ny//zWFskKXQPLYs5b5jJl6ZTIFdSjmSLrsRhaTLcFcnqQWEdnpjykrR09mcQyjcCGPb8pMnqC/iGLTZ/5Nvt+92Du18eyaHjPWTT+2ycxzUybXkcLzkR5d0+maW/OFI1XtplZddRQPpEMwUK5FkQy1O80GcaeUIb6EMsikCuMCGRBGH/0bd/Hk1+7i1TfULZo1KBlRidHffadJFoagl+gQCzTovv5LfTv2E+sKUnXsoMKen3LsvjbNbfSty04rzrR2sgJX/9AYGHMmv/+I7ufDk/VWPLRVQzvt4VV58LptB8c7tlODwyz7dEX2fX0a5ipNG1zJzNr1WKap7QX3a4H/lNkwJkc+02RMzXUcfSmJFp6CL3NtltgpiI37Gm6PUXedvfjbPz/vhb6+bd9/1voK5bT2mix94Atkm2hrDlNe5BbRw0Etu2px/UkkmF8TJNBhHI1KbdAliU9QRDGNZZlse4H9+WKYwDLbr574VePlvRjarrGxMWzmLVqCdPfcGjB4rt30568ZS6p3kH2Prsp8Py8M4+0J7x+thlNY/JR85jxxoXMffsK5r59RV5xDBBvSjL7pCUc+W+ns/Lyd7Lg3ONontLunO9+zH8hT+EtD1GJFmphz51ooVCxbyrRItY1ldikqegTp+TGvqnykJCFvXh6kLgxRMIcJmENY5nDWEaa3b+4Jzu3zUsshnnXXXS2gq5l5yO7S0TAf2kvqEhEPVaLe0DkdAslnBWL59sC+PmNnuMFLO+VeoEPSpt0UcklPhib0XBuxvNCnwhkQRAcTMO0Y77GET0bd9G7eU+w3cC02PH4S6R6S1vgUSip3kF6XttF37Zu+nbuz/8OwOC+YJEwYfYkjvj0GSTbRyZ9Gk4QxbTjDmHZx97q+36WabLzH6/yzH/+nsev/Q1r/uuP7F67Ke/yX8fKI0PPtx3hf94b+waZRAt3WY0qDzHTJqZhkN65zSm9cce+mT37Axv23NnI3lSLwZc245iI/TAMhl/cSM8AgfnIYD+f3O7JQi5AJL+42Z4ql0MkLz6kiedeGRxVFBwUnpkMpUu6gMpmJzsfcwxGw7kZjzFxYrHwIBYLYTyyZ90mXrv3GTthAdtWMPvkZcw4fmFkT2y9sum+dbzwq7/mLdQ48tIz6Vw4I/yiMjDY3cdL//MYO554OVLph5vlF53K5MPnhl5jGiZ7121i99/Wocd15pz9psAWwvRgin986x72bdjmJGKot10r5rDi/zs1b/xfmNXC60WGXKtFFC9yevd2Yu5lvRG7hZaI21aLxkb0hkZwUi3yL+w9vuoyBl/dHvyJaZBYtpjOG7+LYWoYxojFwsePDMFLe/Omx3h5S9rxI4O/3eLQkXi4fHYLsC0XUe0WUDrLBdSONxkqZ7uAsZt44aba9guxWAiCUFY23beOp7/zv3S/uM051retm+d//iDrf/pASWLBahktpkcSnlrYn9fLxNC+Pv7+ld8UJY7jzUkmLZmd9zo9ptO1Yg6LPnoGU5ZODa3ofu5nD7LvRVskqu8L9Xb3mtd48dePRbq3IKtFlCky2FaLnmeepmXp8qwpsmmYTgV1rGuqM0XWOyfbU+RUGhqaM1YLNTnWYuiaFjhFboyZTD3ruKyM4Vw0mk870clH7mzNzkd2l4hAbh31qzssDp4RY+M2Iycj2T1JBgqaJIM9Td7w6nDWNDlokgyls1xA7UyToXK2C2BM2y4UY91+IQJZEMYx/dv38cItf7WfuIXwyMPtj73Ejr+XuPq4xpi42D96zE28OcmEOV0l+5jpwWG2PPgcL/7PY2y8+yn6tu3zve7lO58g1TNQsDgGOOQ9byi4zKXjmCPZ+8gTvucGu/vY/thLwVYUCzb/eT2p/qHwj5HHagG5XmRF6/LDnSkzZKwWQJY1aHjbFoa3b3XKQ9K7to+Uh5gj5SEppzxE02K2UO7vRU8NoqWGiKUHbS9yepgkFpplMPN9byHW2ujvQ47pxLom0nbWqcR0i45mW0t3tkJna7YfGchp2lO8usP+2oaJ5Je32J9nMSIZKKlILqflAkrnTYbasF2IUK4vRCALwjhmy4PP5bVQvH7f2grdTXVontLG5CPmhtYxzz55GbFEPPB8IWz/20s89Jn/y/M3P8Sm+9bxym+f5LGrfs3aH9yHMZx2rjOGUmx/7MWCJ/iJlgYOu+DNzHzTopLcr6L7uS3BdcYjmCmD/S/tGNXHiepFdi/seafI7oU9NUU2lR/ZvbAXi4ORxurrcRb2NDONZhpODTWpAbTUEE2TW1nxyytIdnUAoMVjELf/AZKcOY1ZP/saifZmYjocGIQDA5avHzk28m+WfEt7G7cZzttyi+TF8xt5fuNw6PLeaNr3ILPAV0hNNZR2mgyVrax2PuY4E8pjxacsAlkQxjE9r+/OK8AObNzFE//nTnY+tbFCd1V5Fv/LiZmUhhHRov7hMO24Bcw744iSfJw96zbx7I/vxxwRwpZhOhPZnU++wvqf/sW5dmj/AFY6ZCnMja4xaflBrPjUaZzwjQ8w44TixXHQFDmqULfCFtnUx1h5ZMGJFgqVaKFwV1AHTZHNtEFs4hRnikxj88gU2bDvN+LCXvvi2Rz3129z2Pc/w5QPvp2uD57BvB9dzYLf/4CmeTOJ6fbXKFNHnami3t8H+/th34hYLmRpzy2SFUokA6MWyZB/eQ9GV1GtqKVpMlTedjEehDKMjamyCGRBGMfEknEnuSCM/S/vZO1//5GXf/N4+W+qCsSbkhz12Xew4pOnMfWog+lcNIPpb1zAys+dxeJ/eUtOdXOxvHLXk8Ffb8ti5xMvO3YLd1NdFNoPnkLXsoPQ44XZKgp5/bxoGhPmTi7q9Ye6+9j55EZ2/eNVGg9Z7HtN2BS5d80zgD3F9k6RY5PsSXLU2DfvFFkJ5aRuEE9oTDr1SOZeeT7zr/oXJp50FGk0WwxrVrY41qGjJddqsc81UYZcPzIEi+Sg+LdyimSIbrko1Jdc7WlypW0XMPYTL9zUs1Auzd8MBUGoS7pWzGHP2uCsXIeRP62/es/TTFw8qyppDuVG03W6lh9E1/KDRvU6RirNwI4e0DVaprU74npoXx89G3eGv7OusfOpV5h3xpEkJzTSuWgG3c9vzf9BTYvJK+Y6T9MDwwzu7SXelKRxYnFb9HsfeYKJx690nrfM6KTzsBns27DNd5qs6XZ2cmNn9KSA7seepHXZUp676UG2/+1lZ5quxXQmL57EnJRB57FHsePxV9jyl830b91N6x+3Muukw2hOZqLuep55mlhMp3nxMvrX25ag4W1bcstDAHOwFz0+Ca2pmd7tPbxy/ya2/H0rpmEx6bDJLPin5XQdOQdLT6PpKXQtRgILXTMZTg2BbqFrSXQrhqYZmJpGSxKGDR10iDk2FLsmMabBvgE71aKtSYOYxcQJdnHIvj67RKSrzU61iOl2klwspmEY9tLeK1sNdN2+XtkulEh+cVPaEckvvJ7ixc1pDp0VZ+HcJBteHebF11McelDCef7Caykn3WLRwQ08/8oQG14dzkq4WDy/kfUvD/L8xuGchIvFhzSx/qUBnntlMDDhYskhzTz7Uj/rXxkITblQInndC32sf2mgoJSLpQtbWbeh1xHJo026WL5oAmueP+CI5EqlXSiRPB4SL5RIfmZ9jyOSa614xIvEvHmQmDdhPJEeTPHolbcwfGAwUu2wpmt0HT6X5ReeUoG7qy+MVJqNv32KzX9+FmPAntYl25uZ87blzH7rMvp37uexL/w69DW0mM5BJy/jkPccC8C+l7bz5NfuCl/S0zRapncw5ah5WBbsfuY1ejfvdf5R0zZ3MgeftZJJS/MnWrjZ9/hTWQIZYHBvL3//8h0M7u3L9iNr0DKtg5WfP4vkhOhCZ8+jf+fF/32V3s17c0W3pjFhRgt6YzP7X97pVDqrWLlJK2az6IxZdBy9kt51z2S160GeCup4jN0vH+Cv3/0HlmE5H1uLaViGxbKPvIGlH30zhmWF1lBrsQQDKR1Nj5My4ximTsrQMSwNw9RoTGp092p21Jsr+q3dFflmGLCnx069cDftgX/8mzoO4W17ED0CDqK37kH+GDgofxSc874lauFTVLqyOutjjwOh7Ga0MXES8yYIQtmINyY48jNn0tDeHOl6y7ToeXVXme+q/jDTJs98515eu/cZRxwDDO/v58VfP8bz//chku3NaAG1zwrLMGmemmmeizUm8gtOy6Jvazcb736KV+9+it5Ne7LEa8+ru3j6O//L9r+9ZC/RvbKTfS9tJz2Q+2d0L14vcuPEVt7wxfdwyNlH0zS5jVhDnOZp7Rx6znEcc9XZBYljgD3P7+bA63v8/c2WxYEtvex/ZafzHDJe6D1rNvPKHzK+eGNEVTYvXuYcG962xfEip3ZsdRb2Bnfs4dHv/QMzbWZ9bGtEeK790WNsfWBdoNVCt9LomoGOSUwz0TWLmGYS003HajGhCfoGc/3Ina0ZP7Ja2nP7kSE32cId/wb52/YqYbcIKxWBwi0XxSzwQWm9yVCdJT7nY48Tf7Ki1u0XMkH2IBNkYTxipgx2PrWRDf/vYdL94cKpaUo7b/zyuRW6s/pg60PP89zPHwy95qjL3snWv25g+19fCFx4izXEOeEbHyTemGBoXx+PXX0r6cFh3+m+Ho85yQxR0GI6sYa487+vHo8x/YSFHPJPxxBv9Pc7+02RS8ljV9/Kgdd2F/3+ejzGMZ9eyaQ3HpO3PMQ9RX7xN8+w/q6NgZN5TdeYcsQMVn33bMxEo+8UmXgDKZIMpnS0mD1BNi2dYSOOaWkMG7o9NTbtCXJzUsOwNExzZHps2dPjvQfyl4iAnc4BRC4SgeBJsjrmniSDf6EIyDS5mtNkkIlyEDJBFgSh7OiJGNOOPYTZb11q/yk78EKNKUfMrdh91Qub/7I+dNlR0zW2PPQc8999NA0dLbnRepoGGiw6/83EG23RsvmBZwPFMVCQOAZ7Ou3+x4+ZNtjy4HM8df3vsuLlvATlIpeCwb2jm9CZaYMDmzNTp6gV1Ltf3BdqW7FMi13PbPNd2EtiOdnIGMPENMOZIqcMe4psT5TVwp5FW3Nu9Juu2dPjiRPs7wV3iYiua4FLe/mKRKJMktUx9yQZ/AtFYHTLe1B8ykUtTJOrscQH4yvxQlFrMXEikAVBcJj55sOIJWP+Yk+zf0nPXOWfMDAe6d+xn+4XttG/Y39ewdW/fR8Nbc2s/Pd3Mf34hVlpE+0HT+HwS05n2jGHOMe2hZVylArT4sCru9j6yAbf0x3H5C/1GA0N7YVPCb1YlpWTaKEwUwbxKdOd5yr2TUs25H9hjazYtxgWcQ0003Cykd1WC8yULYo1c0QoZ0Syn9XCm4/stVlAcLJFWEayelyISC53wgUU3r43mji4UiZdQPVtF+Ml8cJNLdgvRCALguDQ0NHC4ZecTkz9yV3DEcuxZIIVnzyNpkm1vXlcCbo3bOXxL/+GR6/8FU99/bcYg6nwd9Ag3mwLj4a2Zg47/8286Vvnc9y153DC1z/Ays+dxSRPo58RwSNcKrb8eX3gubB2vdEy882jKzPRdI1pJ78h65jfFNlbQT1xZjLvxH/K0ilomo6u6cQ0DWuwD22oD224PysbOYaJrpkjfmQDXXP5kn1ykTuas6PfvH5kyC4RiRr/BsWLZKisLxnKm5kMlEUkVyM72fn4I0J5vEyTFdUUyiKQBUHIouOQaZzwf97HgvPeyOQj5jH5iLkceu5xHP+19zHxsJnVvr2qs2f9Zv7xzd9x4LUClhUtsqbDYC9INk/roKHDf0GyeWp7pIzqUjC4J/8vnXKI5BlvWkSiwMU+N5Zp8eItf8M0zNApskIt7M04YmLwX0pGXnfRWQsYiZ2AgQOh2cheq4W9rOdvtdB1iGmW/TaWyUcG/xIRyBXJB8+IZZ2vFZEM5bFcjGaBb+nC1pJZLqC6tgsQoQyVE8oikAVByCHelGT2SUtZfuEpLL/wVA46eRmJ5gh/lh7jWKbF8zc/hGVZ4dFrbnSN5mntTDn64II+zswTF0f/GKMk3hL+v225rBbxpuSobRab7lvPpieyf1kGTZFVeUjTQTNZecGh9jKfSyQrb/iycxcyffnkvA17Sc0kZmVSLRrj5ohQzk21UFaL3kErsIpa+ZHdJSLq7bxp9q/rg6frTrIF4CRbjGWRDLU1TYbq2i5g/CVeKNw+5eFUxKbRIhGBLAiCEJF9L21ncPeB/MJV15zK6rY5kznyM+8glgjvZTKG0rx279M8cvn/4/6P/Yjnf/EwyfbmwCnnpOUH2R8jbKkyCprG9OMWjO41RkGqb2h0L2DB6394lqGeoYKmyBPntnLiZ5ez4B0LmTCrjZYpTcw+dhonfekEDjtznt2wZ6Sx+npCG/ZIDWZZLWJaNKuFXxW1Wxi7l/bmTNV5factBl7bOVLa4xP/5q2kLrdIXjy/kec3Do/Klxw1Cg5Gv8BXrmkyVNd2AeNPKAMkE+WVsBLz5kFi3gRBCGLbX19g/U//nPe6KSsPpnXWRCYeNou2eZPR8ojY9GCKp77xWw68vjtbfGuAphFLxDGGbNHS0NnCQacuZ/ZJS+nZuJOXfvM4+zZs833dpiltzH/X0bx279Mc2Lw3d+lP10i0NHLsNf9EQ1v+LOxyxL49/uU72P/i9lG/TtfhBzFpXiPz3vtWYsl4TnmInhixJXhi36z9u9FGmvZijUm0RBw92YBmDqNP6AAzBQ2NkGzESjZgJhrRGlsw4g0YsQZSaHZ5iJ6EeANDaZ2UlQA9wUBKQ9dzC0QMU6MpORL55ol+23sA2pszJSJgP/YrEYHc+Df1+KXNaebPtD/nYiLgIFqhCITHwEHpo+CgtuLgIBMJB9WJhYPxFw335avOKWvMmwhkDyKQBUEIYvea13nme/fmve6Iz5zJxEXR67hf/PWjvP6nddntdApNIzGhgSMuOYNYIkbTlDanvloxuLeX4QODNLQ3oydjDO8fINHa4BR3pHoHWffj+9n77OaRibTdStcycyLLP34yzdM6It1nOQTy1oee59mf/Hn0LzTStBdriLHi4lOZMKHPyUVuXb6C/vVrnVzk9K5t2RXU8RhaPEa8sQEtrqM3NqDF4uiNSdta0dAADY1ozROwEg12LrJl+WYjDxo6KTOJFoszkIqh6zEMSydlxGxxbGk0JnS6+3Aykg1To60pOB85rGkPKieSobisZKg9kQzlFcrVEskwfhr5RCBXGBHIgiAEYaYMHrr05tAylWRbE8d/7f1O2kA+jOE0D/3bzzGGgrOIAZZdeApTjpxX0P166d3aTfdzW7AMk7aDp9A+f2re6babfY8/BVBSkWymDf72xdvtBsASsvyfl9E5v7PgCmo9HkdvSqKlh9DbOtHMFJojkNuwkklMy8JKNGImGknHkqTjjZBoIhVLMGzGcmqo+4d1dN0uEGlI6Ozr17LEsbuKuq0pI5IdQewpEYHqi2QorJ4aoolkqP9pMohQrgTlFsjiQRYEQYiInohx8LuODr1m/tnHRBbHAAO7D+QVx1pMH1XjnKJ1Riez37qUg05dTsch0woSx1CeZT09HuPof38XE5fO8j3fNLWN1tkTC0v00GDTY/bXS3mR3RXUgG8FtSpfsVJpaGjGShtY6TSkDUirJb3chb0EFrqVdrKRG+Jmdg21K9WifyiTauEX/ebNR4b8S3uQWyTi5uUt9udVCk8ylHd5Dyq/wFdqbzJUf4kPxu8iX6kQgSwIglAAs05czKHnHoeeHBEhSsQ0xFn4/hOYcfzCgl5PTTbDsCzL8dDWAqWOfIs3Jjjq0jM54RvvZ/bJS2k7qJ0Zb1nI9OMXMLS3j95NewtL9LCg+/lt9uLeSKJF75pnAPuvAO5Ei1jXVGKTpjri2EynsdImlmHYi3rJJiwjjabHwDCw+g9kLezFddCtNAwPurKRjaxs5KACEXfLnop+88tHVrhF8us7TeZN03ltp+WIZJVsEdS2BxmRDPiK5IVzk6MWyfmW9/LlJcPoRHItJV1Uc4kPZJFvNIhAFgRBKABN0zjo5GW86foPsPhfT+SQs49hyYdP4k3Xf5BZJxbeMtg0uY2myW3hF5kWk5YdVOQdl5Zytus1dU1g0QdO4NgvnQcDvWx75IWsBIpCSc62s6fDpsiqgjo2aWrOFNkyDGeKbBlmQOzbSLKFKxtZswx0DCcbWaVaNCZwUi1imsWEJpyWPRX95peP7C4RcQtmd7KFN/4NCBXJ6rFXJAOjFslQuii4QlMuanWaXM3sZBChXAwikAVBEIog3phk+nELmPO2FUw79hBiDYn87+SDpmnMPeOI4At0jY6FM2ib01XknZaHcrXrgb1UuO2JraN6DU3XSG1+CbBzkVuWLvedIjsfc4ddQx2bOCUzRe7twTLStkhW4jidEcYxTUMzDbShPkcc61aamKWmyEa21ULLWC0Al90iE/3mzkfWtYwwBrIee0tE/OLfFPUskqGylgsozzQZasd2MR6rq4tBBLIgCEKVmf7GBcw7057MqrIKZd2YMHsSyz9+csk/5lBPP6/d+zTrb/oLL9zyV/a9uJ2oO9vlmiJbloVlWex8ciOWN5KuADRdY/oJhxJvjDu5yAp3eYgzQU6bjtUivXMbZtrATI/4kA3DtlmkjZwpMmYaTMOnYc+E9FBgDbW3QKStCdqa7Xg3tx8ZovmRvU17+TKSRyOSF85N1o1ILraBD8o/TYbq2S5g/DbyFYKkWHiQFAtBEKpF3/Z9bH3oefp37ifemGTq0fOZtHRWTqzbaNn85/W88MtHsCzLWdSzTIuOhdNZ8Ym3EW/2TyFwU8pEi30vbuPVe55h95rXsUyTZHszw/v7i2sS1CDZ3sQbv7oaY+vLtB1hi/nedc84sW9+iRbp3dud2LfkjFloMR0OdGdi34wUelu7E/umtbRBsgHTMjETjXb0W7wRK9mMEU8ybOlZ2chaLMGwmcC0tEipFhOaouUju98WkmwBdpqFO9kCyEm3AFv4utMt1DEofVYy1FbKBZQ/6QKqm3YB9Zl4ITFvFUYEsiAIY5ldT7/Kmhv+4H9S15i4aCZHfPr0SK9VilzkrQ9v4NmfPICmaaOaGoM9OZ76hvnMPLydKSe9AYDeNU/TdsSR9K6z7RWFlod4Y9/0hgYwU2gt7ZBswLIMzGQjVqIRGlswYklSlk46noREI2k9yaCho+lJUlYcw4qRNu1sZL8CEW/0mzsfOZ9IPmiKzsbtJnOmaLyyzRbHpRTJMLoYOKh+FBzUrlCuFZEM9SGUJeZNEARBCMQyTbb99QUe/4/beeATP+EvF9/Eczc/SN+2fb7Xb/ztU8GRaabF3vWb6SkgUm40XuTBvb2sv/HPYDEqcdw6s5U3fnU1q370Lxx+8ak0tDew/8l/ZF8TsYLa7UXWOycDntg3YyT2zUhj9ffkWdgz0azgGmqv1UL5kN1WC8j4kdXS3r4+cpb2VB21N9nCL/7Na7dwx79BsN0CRhcDB9W3XEBtepOrvcQHssjnRQSyIAhCnWIaJmv/+0+s/+mfOfD6bsyUQbp/mG0Pb+BvX7qVvc9tybp+aF9/bp21B03X2PX0q5E+/mi9yFv+8pxveWBBaJBoTNA2bzLJVlt8tR1+uHO6dfnh9PzjKee5in1ze5GDYt/Su7bnxL65F/a0eEOkhT3dSqOTvbCnayaptOmkWkxohAlNdlGIro+kWbii3yDjR544IeNHBjhoisamXfYX0ptsAbnxb+rxWBLJlVzgK4c3GWpjiQ9EKCtEIAuCINQpmx94NiNmXULTMi0sw2TNf/0BYygjXIzh8EISADQNM8p1LoqdIve8usu/XrsQLOg8pJN9jz8Z/rH+8VRBU2S/8hCr70Bg7FvQwh6pQd9sZF2zaEyQVSDSP2TRN2TRNwi9g/7Rb5CdjxyLweaRgb9fsoU3/q0eRXKUKDio3AIflH+aDNVd4gNJvBCBLAiCUIdYlsWmP60NuQCMwRTb//aSc6ihs5lYQzz4fQDLMGmZ0Rn5PkYzRdbjsfwNeTEt8DeVpms0Tmpl3rlvzTnXdvjhjs2idfnhWeeiTpH1iVOyYt9obA6Jfctt2NPUJNmVjWwYRo7VAgi1Wqjot1gs22oRVCJiv5593Bv/Brlte7UskstluQCZJke+l3GaeCECWRAEoQ5J9w8xuCf8l5Wma/aUdoRYIs6MNy1yIuT8iDUmmLpyfsH3U8wUuWvFnLx2jylHzuPwT55mJ09ogK45UXgNE1s56op3EEuGi35FMVNkFfumd3Q55SFhsW/ehr182ci6KxvZXSDitlr4+ZGVvcLPj5wv/g2y2/agdkUyVM5yIdPkcMab7UIEsiAIQh0SKfpNw44rc3HwO1bSMr0jVySPCM8lH1qVd8rspdgp8rRj55PsaA4U7JYFc09bweQj5rLiXw5n9gkHMf0NhzD9hIUs/9SpnPCN82iZ1gFA2xFH+tosok6Rh7ZsCvQixyZOIb17O1baRG+blD1FThsBU2T/hb3GmL2wl05nrBbuApHWRnytFl4/Mvj7kd1LewDzpo34kEf8yN62PaAmRHJYPTUUJpKrtcBXzmlyLSzxwfjyJ4tAFgRBqEPiTUna5k4GLXgabBkWk5bOzn6/5iQrLz+LuaetIN5sixY06Fo6m6MueyeTD59bxrvOJtaQ4KjL3kFDW5NzH/ZbDS2ms/SjJ9E+fyoAXccfw7QV01j2iZNZ+tFVTDtmvm3RCMG9rKfwmyI3L15GYsoM5xpvBbV7imzs2WEv7PX3ZFstDMNJtFBTZL+FPW8NtWFkp1oMDGdbLdqas6uo3VYLyC0RgczSXlCyRVCRCGREMlAWkbzo4AY2vDpcVl8yVMdyAeWbJkNt2i5g7AplyUH2IDnIgiDUCzuf2sja//6j7zlN12jsmsBx154TOG22TJN0/zB6Mh7ZphBGsbnIxnCaHY+/zO5nXsNMm7TNnczMtyyioSM7F3bfE3YaRecbjgp8rZ5/PEXHMZnzPU8/DUD7UXadd1gucmrnVhpmzs7KRTZ273DKQ6yePejxeKY8JBZHb0zaori1bSQX2YTmVqxEI6ZlYSYaSceSkGxm2I7cyMpGHkzroNsFIikzjmHqmCO5yA1JHdPUMCwwzZHiEEtjX5+tx9ua7HxkdyZyvhKRKBnJAC9tTju5yKXOSYbRZSVD+fKSoTSZyVC+3GSonexkRTWKRiQHWRAEQfBlypHzmH/2MYCronrkTUNHC0dccnqoFUPTdRKtjSURx6Mhlowz44SFLL/oVA6/+DQOPuuoHHEM0LEympXDbbUY7RTZt4IafGPf7Cly7sJeXMNZ2DPT6axsZJVqkTbCrRbu6Dd3FbXbj6zrWl4/cpT4N7Anye5KaihukuxXTQ2V9SUvOaS5YF9yPUyTa8V2AWNzkU8EsiAIQh0z9+2H84YvrWbWqiV0LppB1/KDOOyf38Ibrj2HpsltFb+f0RSHRKX7seBIN1Ut7SWfF7l3jT1Rblq01PEiA77lIVbajBT7pqwWuspC9slGTsYhppkk4zhWi9ZGcqwWQdFvkMlHVkQVyWHxb4rRimR1/IXXUlVb3oPqWi7K5U2G2rJdwNha5BOLhQexWAiCIBRPKeqn836MJ57Ka7MAcqwWbpsF4Fgt2lYcTt+6NbQuX0H/+rXoiZjTQJe3gjoWQ29osI8nk1imgdZi2y1My8RMNKI1tmDEG0hbQLKZdKzBtlvEG0iRxLR0p4Y6qtViX39uFTWMPDYzj8F+Pnuyxms7bEuFslsYhn3d3Kkar2y1Lw6rpIbi7Rbu44VUU0P1LReQsV3UquUCatd2AeWxXojFIoCTTjqJpUuXsmzZMue/j3/844HX/+53v+Ntb3sby5Yt48wzz+SRRx6p4N0KgiCMH2pxihwlF9k7RYbcCmorbaB3Ts6KfbNGjmemyLkLe3Z5iCoSSWdlI2fXUOdaLewEC8uOhPZEv/UMZKLfFGFLe5BJtgiLf1OP3ckWMPpJMhSWcAHVt1yATJOLod4X+epWIAP85Cc/Ye3atc5/3//+932vW7duHZdffjkXX3wxf//737ngggu46KKL2L59e4XvWBAEYWwz2vrpSB8johfZDyWSFX5e5L61I0J54RLf8hDLMJ3YN8D2IKu3aSPLaqEZIw17RtrXahHDyKqhdqdagG21CGrZc/uRvfnIfk173mQL8I9/G+siGYq3XIy2gQ8q402G2shOhvpt5KtrgRyV2267jTe/+c2cfvrpNDY2snr1ahYsWMCdd95Z7VsTBEEYk9TCFNmbi+xe2GtdfrhjxWhdusJ3ity33m4qDCoPMdPpnCkyyUbPwl4mE1kzUvZbp2HPzkY2jUwNte1F9i8QcUe/tdv6zvEjq6W9/T7FIe7Hm3bZtoqw+DeonkgeTQwclF8kQ+nj4MbDEh/U3yJfXQvkn//856xatYpjjz2Wiy++mN27d/tet379epYsWZJ1bPHixaxbt64StykIgjCuqPUpshslksF/ihxWQQ1kFvZciRZ+C3s49orghT231QLIsVpMaIQJTeRYLQAnH7mzNdte4X7sXdp7fac9pQ4SyUDFRTKUZnlv8SFNkfOSR2u5GG25CJRnmgy1Z7uA+lnkq1uBfNhhh7F8+XLuuOMO7rjjDrq7u7n44ot9r+3u7qajoyPrWHt7O3v37q3AnQqCIIxPanWK7OdF9psiR6mgzop9U+UhA722OHY17DFwILBhL4ZttTCMdG4NtSvVws9q4Y5+g/x+5Cjxb+4iEciIZKBmRHK+5j2onOUC6mOaDLVru6hFoVyzAvnOO+9k4cKFvv/dfvvt3HDDDXzsYx+jvb2d6dOnc9VVV/HEE0/w6quv5ryWFtA0FXRcEARBGB1jYYqsiDpFpqE5K/ZNSzRkeZHzLex5s5F1zaK5QWNgONdq0dZki9ugKuogPzLYS3uQW0ftFslAjkj2q6SG6CJ54dxkyUQyjD3LxXidJteqUK5ZgXzWWWexYcMG3//OPvvsnOtnzZoF4Guz6OzspLu7O+tYd3c3EydOLM/NC4IgCEBlpsj58E6RIXousnuKDHYusmnYiRXuKbLe3uWUh5BsypSHqClyPJl3YU9ZLQzDcKwWg8OGr9VCHxHJfn5kv3xkJZIPmqKFLu25M5IVxYrkBQclskQy4IjkKNXUUB2RXKzlotQLfONlmgy1uchXswI5jK1bt3LNNdeQSmX+z7Rx40YAZs+enXP9smXLePbZZ7OOrV27luXLl5f3RgVBEMYxlZoiFxP55kYt7PklWihMw8RMm8S7pmWOjZSHABh7dmYv7PX3+se+hSzsKauFrtmpFoaR32pRiB95dpfGlj228HUv7fmJZMhd2oPCRDIQKJIhuHWvXAkXUX3JMD6mybW2xAe1tchXlwK5q6uL+++/n+uvv57BwUF27NjBV77yFU4++WSmTp0KwAUXXMA999wDwOrVq3nkkUe45557GBwc5Oabb+b111/nXe96VxU/C0EQBKFShE2RvfQ88zQtS5cHTpHNtIlpGDkV1Hp7F0DWwl7GZpF/YU9ZLRIxDX2kXS+f1SIo+g1sYaz8yPv7YcvezHEITraA4Pg3RTlEsvt4OUQyVN5yUcvTZKhN2wXUxiJfXQrkZDLJj370IzZs2MAJJ5zAe97zHubOnctXv/pV55pNmzaxf/9+ABYsWMA3vvENvvOd73D00Udz22238YMf/ICurq5qfQqCIAjjgo5jjqyJZb2cY3mmyApzJOsYMlNkhbeC2j1FJtnkUx5iL+xpRtp3YS+u677ZyGFWiwlNZFkt3FXUCl3TmDhh5HGepb1C49+gsiI5XwxcOZb3RmO5gPqZJkNt2y4qLZSlatqDVE0LgiCUllqonwZ7Gc9bPw1kVVCr+mnAqaDW4yO10yMV1Old20hOnxlYQR2fOh2rbx9aLI7eaHuPtdY2LMtAa27DSiYxLQutsRUz0UDaBCvZjBFPYmpxUrEElhbzraE2LZ1kIk7PgF1DbVgazQ1aThW1YdmC1zRtbd7da9Hekl0/DfbzWV3w+k7/Ouo5UzRe2WY/CaukBvLWUkNpqqmhsvXUimrWVEOmqhrKX1cNtVNZrVDV1aq2WqqmBUEQhLqn2lNkP7xTZCDSFDk+eTpAYAW1sWeHPUUGx2rhjX3Lt7BnpHOzkYOsFkHRb4ogPzJklva8ddRh8W8wukkylDcGDmrPl1yqBb7xOk2GyvuTRSALgiAIZaVWIt+KyUVWC3uQ7UVWC3tBFdTu8hCSja7Yt/CFPTOdyl7YK8Jq4Y1+g+x85Fgs40dWS3veZAvwj38bayIZKmO5gNIs8EHlvMm1uMQHGX/ycKq8BggRyIIgCEJFqMUpssK9sOfORVaxb95ECzeh5SGuhT2MNNZgX0ELe+4aasjUULc0aLQ2quf2FFnX7VSLsCrqKCUiYfFvinoSyaX2JUN1Uy6gMtNkqO0lvmSivBJWBLIgCIJQdmpligy5iRZuq4V3igz4Jlo0LVxip1mkzfDyEEZsFp6FPS2ehKGBwIU9ZbVIxPC1WgwOGwwMmwwMWwwM51otgqLfILxEJCzZwpuRXC8iGUqflwzVt1xAZafJUHu2i3IiAlkQBEGoGNWeIvslWvjhN0VWXuSmRUvpW7/WOZ+3gtpQj9OQNnJi33wb9kaykTUrt4YayAhmPeNHdlstwL+KOpbZl/MtEXE/9yZbQLBIBqouksMSLqB8vuRasFxUappcq7aLciACWRAEQagItT5FDvIiA1le5L61I9NkV3mId4qsd052eZENZ4pMsjEn9k2PJXIW9uK67kyR3dnI7hpqt9WipcG2W9i+44zVAsjxI7vzkb0lIkoke+uo3SJZ4RbJ7iIRKK9IDioUger4kmH8TJOhdm0XpUYEsiAIglBR6nGKrHBPkd14p8jpXdsDy0Osgf6cKbI1PBDcsOfKRgYcq0VTUs+xWvi17Hn9yAolkmd1+S/teZMtgjKSobIi2X1uLIhkqN9pMoxd24UIZEEQBKFi1PIUGYiUaNG8eJkzRR7etiV0ipxVHgJZU2Qt3pAb++Za2DPTqZGFvYzVIjNFNhlKGTlWC3eqhTf6LciPvK175LHHj+yXbKHwE8lAWUTywrnJsojkqMt71bBcyDS5+ohAFgRBEMYkpWrX8+Je2ItPme4cVxXUlmFmTZGttIneNil7ipzVsJeJffNb2DONYcdqoRb2AF+rhUq1iGlWVvQb4FtFrYiytBeWbOFXSV0qkQw4Irkay3tQecsFyDS52ohAFgRBECpKJeqnSzFF9uKdIrsJq6B2l4dY/T3Z5SEeq4UeTwQu7FlG2jcb2S/VIsxqEZaPDMFLe2HJFlAZkQzVSbiA+rRcQGWnyWNpiU8EsiAIgjAuKWSK7G3Xc0+R3bnI7tg3NUV2l4fQ0GzbLADLMEdykY0sq4U5POi7sOeXjdyUHKnBdlktWhqgtdEWwjE9N/pN4ZePnG9pLyzZAmpXJJci4QKKE8mjsVyUcoGvEtNkGDu2CxHIgiAIQlWoxBQ5SnFI1CmynxdZoRItFH4V1JBbHmK366XtXGRP7Jt3YS+u6znZyMOpdI7VIqZbvi17kFtF7fUjQ+7SnruOGvyTLaKKZEWlRTKUdnmvEF8yjN9pMtSv7UIEsiAIglBxKrGsF4UoU2Twz0X2locAvuUhOVNk/MtDvAt7eizuTJE1p2Evs7AHZFktwlItgqLf/PzI3qW9KMkWEE0kq8dQuyI5yvIeVM9yIdPkyiACWRAEQaga1Y58UxSSaAEETpHdqNg3K2045SF6e1dOeYiKfbOG+rMW9rSRbGTNVT/tzkbWybZa+KVaxHT/lj2/6De/fOQoyRbejOSgSmqonEgeTVYy1LblAmSaXAlEIAuCIAhVoVYi30oxRXbnIodVUKvYN719Uk55iBP7Fk+CaU+RrdQQumVgpYbRTMOOfvNkI3utFs0NWlaBiNdq4Rf95pePHDXZArIzkoHASmqojEh2n6ukSK5Hy0Ulp8n1tMQnAlkQBEGoKrU6RY7arufORfZOkYGcCmq9vQtj7848sW9GVuybslqoKTLga7VoSmpo+KdaqJY9Ff3WO2g5VguwRbKfHxnspT0gZ2kvKCMZ6kMkl3J5r9KWi1It8EHlpslQP7YLEciCIAhC1ajlKbIfUb3IqkDENIxI5SEq9s1OtUhjDQ34LuzFdD2rYc9rtRhOpQOtFkBW9FtbM1nRbwolkmdOtEtE1NKeO9nCvbQXlJGsCBLJ3sfVEMlQfV9ysZYLqP9pMtSu7UIEsiAIgjAuKPcUGWyrhWmYxCdnCkT8KqitkcQLNUW2H+cu7OmxROjCHuBbQ+1ntdA1y7FaADnRb14/slrWU2+D6qghWkYyZEQy5Ma/QUYkK4JE8oKDEhUVyVA+XzLUzgIfyDRZIQJZEARBqCq1UhxSiimyslpAsBdZ75wM4EyR88a+eRb2rPRQzsKet4Y6qtUCRudHLjT+DWyRHJSRDLZIdgtiP5EMBIrkYqqpofQiudJRcDJNLi0ikAVBEIRxQ5Qpsh+jSbQY3r6V1I6tgRXUEB775l3Y8zbsxSzlQ7ZFcmNSD7VaeFv2vNFvCq8f2V0i4n5eaPwblF4kl6KaGkorkqG+LRdQ+WlyLS3xiUAWBEEQqk4tTZH9bBZuVLueIl8ucrxrGrGuqQBZU+SsCmpX7BuQFfvG0IDvwp6ZTuVkIzckYgwPp0OtFu5UCyAn+s1dRR1UIuJd2ssX/zYakRzmSYbajoGD6lguSr3AV6lpMtSO7UIEsiAIgjCuGO0UWeGuoM43RVYLe+4pcr7yEBX7pqwWejxhT45jsayFPdMYdqwWqdRwjtVicNjIsVroWq7Vwq+KGvxLRLxLe+CfbBGUkaxEMgRXUkO0xT2oXsJFMct7lbBcwNiYJkP1bBcikAVBEISaoRamyOC/rOfGbbUAnArqoCmyG+8U2bc8xGW10OLJrIY99xRZG6mg1k0Ty0hnZSMrq4WqoXZbLfxa9pz707Oj3wBmTMy1WoTVUXvj37wZyRBeSZ1PJB86O152kQzl8SVDZS0XMk0uDhHIgiAIQk1Qy/XTCu8UGTJeZIVbEAdNkc204UyR3bFvTnkIjAjkdNYU2VnUGx7MadiL61qg1aIpqQdaLQDHj6yPxMG5/cjTO2HHfvu6oKW9oGQLFf8GpRHJbupRJEPlLRcg0+RiEIEsCIIgjCs6Vh6Z12ZRrBdZWS0gfIrsV0EN5JSH2LnIBtZQP5phYA0P2FNk08hq2HMv7CUT8SyrhaqhDrNahPmRlTjOVyLil2yhUCIZyBHJ4F8k4n4OuYt7ICK5EMoRB1fpaXIll/hEIAuCIAg1QyWW9QrBK5Ih2hTZm4sMxZWHeGPftHjCtljE4iNvYzkLe6nhIcdq0ZiMZdVQ57NaeKPfFF4/sl+JCGQv7eVLtoD8bXvu51AfIrkQX3IxUXClsFxAfU6TIWO7GE7ltlaWEhHIgiAIwrgkyhQ555hnigy5uchuL7K7gtpdHgLklIfkTJHzxL6pKXJWw54nG3k4lXIW9vJZLfyi3/z8yOBfIuJd2ouSbAHFi2RvDFylRHK+5T2or2lyKajGNLkhWV4JKwJZEARBqDlqZVkviLBcZIV7iqyIOkXW2yYC2bFvtkg2Qhf2gMBs5Kakjq6ZOVYLe7Ls37KniJKP7F3ag/zJFqMRyYCvSC5FNXVYDBzUnuWiFhb4oPLT5HIiAlkQBEGoKSq5rFcKLzJkpsitS1cEtutFmSKr8hCje2fuFBlG8pEHwExjDQ9kNey5F/bc2cg6BsPDaYZTad9Ui7CWPXf0W1g+st/SXliyhZ9IhtxK6mJEsvdYmEgOKhRR56E6vuRCLRcwfqfJ5UIEsiAIglCT1PIUue3ww32nyApvLnLUKTLgWx7iF/umxxJZDXvuhT3AsVoAWdnIYVYLyLZaKPL5kSF3aS8s2QKiFYlAeUUy1KYvGep7gQ/qf5osAlkQBEGoOWppigz+y3pegrzIzYuXBU6RUzu2+k6RrVQavX1SpNg378Ke5poiJ+PxnGzkoFQLP6uFO/otKB95W3f0pT3wz0iGsS2SoX4sFyDTZBCBLAiCINQwtTBFjpKLHOZFVnhj38y0Saxras4UWe+wR7HG3p12ksWEzswUGbJi3/wW9gDHamGkhnKykYNSLfysFhDsR3bnI0dd2nPHv3kzkhXlFskLDkqMaZEs0+TSIAJZEARBqElqfYocNRdZTZEV7vIQyJ0iuyuoLcPA7N7txL6pCbKKfWNoINLCnjcbWdVQ57NaBEW/heUjhy3tuePfFPmKRKC0Ihkom0guR8JFoVFwUBrLxXifJotAFgRBEGqaepkiK3r+8VTOFDmogjpsiuyNfbMfe2Lf4kl7igyBDXvebGR3DbXXahHTs60WgG/0myLIjxy0tAfB8W+KSovkYhMugii1LxlGN00u1nIBpV/gg/qZJotAFgRBEGqWepwiu3G36wVNkYe3b/WdIgeVhwCBsW96LO5YLfwW9hoSsZwaarfVwt2yp6wW+aLf/PzI4L+0V0z8G5RXJENhMXDq/Ghj4KD8lgso3TS51JaLWp8mi0AWBEEQxj3VnCLHu6ZFniLrrZ05sW/uhT0V+wb4LuylU8M5NdT5rBb5ot8g148ctLRXTPxbLYtkqLwvuRqWCxh/02QRyIIgCELNU8v106WaIpuGnXlsjmQfm4aRUx5i7NudE/sGoBkG1vBA5IU9dw11PquFQtf9o9/8/MhBS3tuSiGSFeUUySor2Y9qiGSoDcvFWJ8mi0AWBEEQappK2Sw6Vh5ZVP20wjtFhtxEi7Apspt85SFATuybFk840+OwhT1ltfDWUAdZLXTNym7S80S/KfKViORLtogqkhUHz4hlCeJyiWRg1IUiUZf3yu1Lhtpc4IPamyaLQBYEQRDqgnqbIvslWkC0KXJYeYhf7BtGOif2LWhhT1ktvNnIQVYLICf6DcL9yEElImHJFoqgjGTIrqSGyotkKC7hAsrvS66m5WIsTpNFIAuCIAg1Ty0t65V6ity0cEnOFDmoglpvn+Qb+wYELuy5G/YSiURONrKOlddq4Y1+U1aLID8y+JeI2O/jn2zhjn/zy0gWkRxw7Sja90phuRir02QRyIIgCIIwQiH10/mmyJBp12tdusJ3ity0aCl969c616spst/CnrFnh1MeEhT7BuQs7Lkb9ozhgZxs5CCrRUuDlmO1UNFvgK8feVpHZlnPr0QkLNlCUe8iuRoJF1A9ywWUb4GvmtNkEciCIAhC3VApm0UppsjeZT03aoqsKqiHt20JnSK7y0P09klAeOwbELqwl0gksrKRG5OxHKuFEsnKauHXsuf1I+/a72+1UH7kQpItFFFFMlATItl9vhQiudK+5FqKg4PqTZNFIAuCIAh1QSWX9aJSqilyfMp053ozbQZOkfX2ruApMuTEvkHuwp5uGhhDQ1kLexqmU0PttVromkVMt3xb9hRR/MhukQyFJ1tAdiW1Iij+DWpfJEdZ3oPKRcHJNDmDCGRBEAShrhirU2TlRVbkKw/R2yY6U2StpSMn9s29sAc4C3tAaDayt4YaCLRaqJY9RZgfGfyX9gpJtoDCKqmhNCK5mGpq9/lK+5Kh+paLck+Th1NmnqtHhwhkQRAEoW6oxSmyl2ISLbxe5HwV1N7YN7Nnb07sG+As7KkpsrthLygbuTGpE9NMdM1Ew8qxWgA5LXt+0W9BfmTv0l6+ZItaEMlQXDW1+3y9ieTRLvBB+afJ5UQEsiAIglB31NIU2WuzCCKsXa/QKbKKfdPb7NFsaOwb+DbsgX82cpDVIizVQhHFjxx1aS+fSIbobXtQmEg+dHY8UCRDeKFIJRIuCvUlF2O5gNqNgwNIJsorYUUgC4IgCHVFvUyR3ZFvUdv11BS5ccGS0CmyX3mI1toRHvvW0By4sOfNRvbWUHsLRFTLnrJaeKPfFFH8yEFLewq/jORiKqkhukgGChbJUJqEi3L4kqE2LBdQ2mlyORGBLAiCIAgh5JsiQ+6yXhBhU2R3LnL/iFAe3r7VmSK7K6ghtzzE3L87NPbNGjgQuLDnzUZuTMYcUaxrZk6BCBDYsqeI6kf2W9pzJ1tAbkYyVFYkV3J5D8RyUQuIQBYEQRDqjo5jjqyIzSLKFDloWa+YKbLbi6xi39QUWeEtDwGyy0MgNPYN/Bf2vNnI+awWyo8MhEa/QcaPPL3TfusuEYHcpT03SiQDOSIZ/OPfoLQi2e94PYvkalsuyrHAV2pEIAuCIAjCKAnzIudr12tZujzHixxUQW2mjZzyEDVFjhT75lrYiycbsxb2vNnIYTXUXquFws+PPLUj40eOurSXL9kC8heJwPgSyYX4kqG6mclQ+9NkEciCIAhC3VIry3pBhCVaqFxkhXuKrPCWhwA55SGqghrIH/tGZmHPGOzLWtjzZiOrGmq31cKbagG5Vgt39JuuW+zqsR8H+ZH9lvYU+UQyhBeJwPgRyVB5ywWM3WmyCGRBEAShLqm1Zb1Cp8gKJZLDpsj2c3uKnK+CWm/t9I190xtbnSky4CzsxZMNzhTZm40cZrVwF4govNFvCq8fWT1XfuSoS3tRi0TGokiuxPJeNSwXUJvTZBHIgiAIghCBqFPkQtv1AF8vssJMm1nRb2EV1HrbRIx9u31j36y+/Y7VQnNZLcyhPsdqkUgkcrKRg6wWgK/Vwh391jfo70eGbD8yRFvag/oVySoGzo8oCRdQnC+5kCg4qI0FvloQyiKQBUEQhLqllpb1oPh2vShTZOVFDioPsdJGVuwb4Bv7NvLCOQt78WQSY3gga2HPbbVwT5HDrBbu6Le2psxjCPYjR1naC4p/qxeRDIRmJavzUFpfMpTfcgFjLw5OBLIgCIIgRKRUXmQofIrs9iIXUh6itbRnykOaWjMLe5C1sGcMDuQs7LmtFqqGOqYZoVYL1bKnUFaLKe0E+pGjLO0pvPFviloSyUHV1FBfvuRasFxUSyiLQBYEQRDqnlqbIufzIuebIjcvXuY7RTbTZugU2a88xOrZ4/iQrd79mYW9kSmyd2EvkUhmLey5s5GjWC3URNkb/bb7gGdJr4ClPXeyhSJfRjJkRLJCiWTneZlEMgRXU0N9+JJrwXJRzWmyCGRBEAShrqnUsp6iXIkWkJkiK1R5CFBQBbVveQh4ki38F/aMoYGshb1kIo6O4buwF2a1UARVUUO2HxmCl/bceP3IijCRrKbIYItkNUWG8otkKN/yHtRmFBzU/wKfCGRBEARBiEgh9dOFtOu5UbnI7gpq7xQ5qIJaTZH19klZ5SHu2DetaYJv7Fss2ei7sKesFu4a6ihWi6CWPa8f2a9EBLKX9gpJtoDsIhEQkeymWpaLeouDE4EsCIIg1D2VWtaLSjHtet5cZIXXi6zwq6C2DDMr9k2b0JkT+2b1djsLe055iGlgKXHss7DnzkbOZ7WI6dkTZK/VQqH8yPlKRNRjKFwkqymyol5FcikTLqA6lguor2myCGRBEARBKICOlUcWHfkWRNgU2etFblywJGuK7MZbHmJ27w6MfbNfNNrCXr5sZLfVAght2fOrog7zI0dNtii0bQ/qRyS7r6mWSIbasVwsXdDCcMrKf/EoEIEsCIIgjBnqYYoMBE6Rgawpsop9c0+R+9evdR57p8hh5SGAb+yb3tiSd2HPm43sniL7WS2UHxmyrRbF+JHzJVuExb8pwkQyUDMiuVQxcIUs743Gl1ytBT6AZELLf9EoEIEsCIIgjAkquaw3mimyX+Qb2FNktazX88zTWbFvUabIUctDvLFvZv/+SAt77mxkDdOpoS7EapF5bL+N6kcOS7ZQ+MW/FZORDKURyYfOjhcskqF+fMm1ME0uJyKQBUEQhDFFPUyR83mR3agpskq0aFq4JGeK7FdBrbd3YezdGT32jfCFPb9s5HxWCyDLalGMHzloaU/hjn+rlkg+ZJa/GFYiuZhCEahtkQyls1zUolAWgSwIgiCMGWo18i2qF9mNd4oMttWib0Qcu6fICm/sm5VKO+UhUWPf9IZm34W9KNnIQE6qhSJq9Fu+EhH1WCVbKIIykhXlFMlAqEiG4lr3oHrLe5W0XEDtTZNFIAuCIAhjjlorDvE97jNF9uYie3FbLdxTZJVgEVYeomLftNYO+518Yt80I401cCBwYc+bjey2WsQ007FcBFktglr28vmR/Zb2FGFLexCtSKSaInk0hSLua0rtS4bxbbkQgSwIgiCMKSo9RY5KvnY9P9QU2Z2L7F7Yg+zot0LLQ7TmtqzYN/sFbQ+ynmzMWdgDsrKRC7VaBLXsQbgfGYpb2otaJAKlF8m1lnABtW+5KNUCXymoS4G8ZcsWli1blvPfwoUL2bJlS871t99+O4sWLcq5fs2aNVW4e0EQBGGsEHVZL2yK7KWQKbJbHOeroPYrD7EO7PWNfdMbmrEGekMX9sKykcHfahHUspfPj+xd2lNEFclBRSLlFMlQezFwUFmRXM/T5LoUyDNnzmTt2rVZ//3Hf/wHK1asYMaMGb7vc/TRR+e8z/Lly32vFQRBEOqfWlrWU+SbInsj3yD/FNlMm5GmyN7YN3d5iNbclpkim2nMgQN5F/aS8Tg6Zs4UOcxq4deyF8WP7F3a8/Mjg3+yBYwdkVyKGDgoXCQXEwVX7wt8dSmQvfT29vL1r3+dK6+8Ek0rby6eIAiCUPvUYuRb1ClymBdZJVqoKXLTwiXOOTNtRpoiAzmxb9aB7oIX9pTVQmUjqxrqKAUiikL8yFGW9hTeZAtFvYtkKM/yXi1bLqA60+QxIZB//OMfc9RRR4VOhLdt28YFF1zAypUrOf3007nzzjsreIeCIAiCUBjudr18iRbuCTJkpshBFdRqiuyNfQOcKbJts4i2sBfVaqE8yPmsFlPa7bduPzLkX9oLSrYIin+DjEhWjAWR7L4myvIeiOXCS90L5J6eHm6++WYuuuiiwGsmTpzI3LlzufTSS3n44Yf5xCc+wRVXXMGjjz5awTsVBEEQKknHMUdW1GYRdYrsZ7MoJhc5yhRZ4a2gVuUhQbFvemMrVn9P6MJeIpGwLRYBC3vFWi2mtGnsPmA/DvIjg//SnsLrR4b8IllNkSEjkhVjWSRDZaLg6m2Br2YF8p133snChQt9/7v99tud69QC3oIFCwJf68QTT+THP/4xy5Yto7GxkTPPPJNTTjmFW2+9tRKfiiAIgjDGiRr5VijuKTJQ8BQ5qILaWx4CZMW+WX378y7shWUjF2u10HWLPQeyBbOfH7nQpr2wjOQwkeyupBaRnKGYKDgYneUCKjtNrlmBfNZZZ7Fhwwbf/84++2znunvvvZfTTjut4NefNWsWu3fvzn+hIAiCUNfU2hQZokW+eafIPc887TyPOkVWBFVQ54t90xtbQhf2dCvtLOy5s5H9rBaA7VN2WS28LXuKID9y0NIe5F/aC8pI9lKLIlllJftRLpFc65aL4bSV58rRUbMCOQoHDhxg7dq1HHvssaHX3XLLLfz+97/POrZx40Zmz55dztsTBEEQqkyll/WiUEjkGxTvRVYV1GbaCKygDot905paMfv3hy7sJRLJrIW9oGxkXTPRyAgaZbVQRPUjQ26JSL6lvdEUiUBtiGQgb6FIlISLqMt7lfAlj9ZykUyUN5ShrgXyCy+8gGVZzJs3L+fcBRdcwD333ANAOp3m2muv5bnnniOVSnH33Xfz4IMPct5551X6lgVBEIQqMFamyG68U2TTcGUiR6ygVuUhfrFvVu9+Z2EP8F3Y82YjBy3sFWO1gGA/cr4SEfXYm2yhKFQkAxUTyYfO9m/jg9q3XBTiS4bRWy7KSV0L5F27dtHa2koikcg5t2nTJvbvt/9Z+f73v5/3ve99XHTRRRxzzDHceOON3HDDDSxZsiTn/QRBEISxxViYIrsJmiIr/KbI+cpDVOyb1tIRGvummfZz98KeOxtZMw10zJwa6nypFkFWiyA/cliJSFiyhV/8WzFte1A+kQw4IrmefMkwumlysZaLcqFZllVeE0ed8da3vpX0gT5u/tinq30rgiAIQonY9/hTTDx+ZWU+1hO2JaLzDUeFXqesEx3HZF/X8/TTALQfdYRzrHfN046o7l33DG0rDqdvnd0Gq8dtoaYnbHGmx/TMsbiOHoth7NmBHo+hxWPo8Rh6PI4W19EScbRYjFjXNPRYzJ4Sx3SIxe3/kg0Qi2HFYqDHsRINWHoMKxbH1GJoTW1Yus5w2sDU4pi6jqHFsLQYBjFMYpjWiGS2dJKJOKalY6FhWjp9QxZNSR3D1DAtW7CaloahHpv2W2NEqZimxuQ22LGPkePqOvv51HbYOiKGp3fClr0W04BcYtwAACjkSURBVDszInjmRNi0236xmZPs9319p+VMml8fEcCzJ9vnXtthv/BBU+yv58bt9vM5Lu/yK9vsY3Onuo5ttYXtvOkx59jLW9I5xwBeGhG682dmHwd4cVPwuRdGBPChI0LbixK1hx6UO0T0XrNgTvA1AM+/MuQ8VuI6jPUv20J30bz812a930v28t1hBzfmvfbqy86iqUHnvvvuK+hjRKWuJ8iCIAiCEIVKRr7V2hQ5agW1tzwEyIp9G3mxnIU9dzaye2GvEKtFTM9MkP2i39x+5F09uX5kd4lIIXXUEC0juZqT5KBzlZ4kjzfLhQhkQRAEQagiUXKRgcjtel4vsiJqBbW3PMQv9g3wXdjTTdM3Gzmf1UIR5kcGsvzIQSUihdRRi0iOvrwH48tyIQJZEARBGDdUcoo8mvppL+5lPUWpp8h+5SH5Yt+8C3t+2cg6trDzplq4C0R0zXJSLdyLe2HRb2ElIopCRDKEZyRD/YrkfAkX6jqoDV8yVH+aLAJZEARBGBdUclmvUKK264VNkZsXL4s8RXZXUFtpw7c8JErsW1DDntdq4c1GBrKsFgpvy57Ca7VQz5XVIl+JiHdpTxElI3ksiGSonbzkerFciEAWBEEQhDJRyimyIigXWaGmyE0LlwROkRXKauGeIqvykLDYN7td70BOw55mGc4UOSgbWddMYprpWyCSeR4e/QbBfmS/EhFvHbU32UJRKyL5kFn+UW9RC0Vq2ZcM9WG5EIEsCIIgjBtqcVlPUYpcZPcUWZWHNC5YkjNF9lZQu6fI3vIQICv2TW9sxervcRb29GSj78Kebpq+C3thBSJuq4Vf9FtXWyb6LSgfGXL9yG6USIZo8W/etj0lkhXlEMlAUSIZKru8B2PXciECWRAEQRDKyGimyIW26yncU+T+EaE8vH1rYAW1Kg9xT5H9ykP8FvasgV7fhb1EIuEs7LmzkaNaLRTuafLeXn+rhTsf2VsiEmVpTxEmktUUGWyR7G3bg/KJ5GJa96A+lveKtVykUlI1LQiCIAglZSxOkVuWLg+cIptpk3jXNOdaNUX2LuxZacOZIntj36wD3aELe7FkI/FkI5pp5izsBdVQu60WdqKFv9UiLPrN60cu1dJeWJEIFCaS3QSJ5Pkz44EiGYqrpobRiWT3dVEtF4X4kkdbU11ORCALgiAI44pqLOtVYorsxT1FVuSbIht7djgV1GGxb0DOwp411Icx2Ieppsmuhr2gbGQgK9VC4bVaKNxWCxidH1k9jiKS3Y+LEcnuKTL4i2SgKJE82mrqUiZcQOUsF4lEeSWsCGRBEARBKCO1OkW2DNN3ilxo7Jta2FOxb2phL55MoltGzsKeXw01RLdadE3QHKuFnx85Xz4yBCdbFJqRrKimSIbRVVND/fqSy4kIZEEQBGHcUcllPUWtTJHNtB3xpggqD1Gxb2qKDPjGvoUt7BlDA87CnspGzme1gOxUC3cusq5ZdPfaYjTIauFd2vPzIyu8yRaK0WQkQ/VEctC5cojkcviSi2nfKxcikAVBEAShzFQz0aJp0dKsKbIitWOrnWRRYHlIUOxbvoW9qFYLb6pFa2PmsSIs+s0+br/18yO7l/YUQckWUFxGMpROJJcyK7lUMXDl8iVD7UyTRSALgiAI45ZKT5GjUOgUWdG6dIVvokVQeUisy+VDzjNFdpeHgH/sm9/Cnrdhzy8bOZ/VYmDY9LVaeKPfprRp7D5gOSLZz49cyNIejC4jGUojkv2OFyuSofLLe1CflgsRyIIgCMK4pNLLelHrpxVRp8hum4UbNUWG8ArqKFPkoPIQv9g398KeatgLW9gDQq0WLSN11DE922oBhfuR8zXtBYnkfBnJUUSym3oQybWwvFdNy4UIZEEQBEGoMSo1RVaoCur0ru2+FdTe8pCw2LewhT3dNNExbdHsk40MttVCTZEVftFvkyZoBfuR3RQikiE8Ixnyi2T3FBlqXyRD9Zf3oHrTZBHIgiAIwrilVpf1FJWaIqsK6pirhlqVh1iGkVMe4o19Uwt77tg3v4W9qFYLNUUOSrXobNUdcVyIHzlsaa/QZAsQkey+ppBSkXrwJYtAFgRBEIQKUciyXqnb9aJOkS3DTrlwWy2CykNU7Jt3Yc8aOFDwwh5kWy3cwtidahHTLfb3GSPHM1YLyO9HDlvaU0RNtohaST1eRLL7urFguRCBLAiCIIx7anmKHEShucgQbYqs8CsPUVNkVR7ijX1TC3sq9i2sYc8vGzlKqoX3sdtqkc+PDPmX9ryPZ3X5J1tArij2q6SG/CIZKLtIHk2hCNSGSIbMNFmqpgVBEAShjFRjWS8qbUcc6WuzKDQXuXfNSGmIZ4rcuGBJzhTZTI8s7vks7GGYvuUhKvYtbGHP3bCnW+msKbI3G9nbrBdktXDnIueroi52aU8RJpLdddRRRDL4V1KXUyRD/kKRUsTAua8rVCQXarkoJyKQBUEQBIHajHzLR9QpMuA7Re4fyUcG8lZQB8W+WQf25sS++S3sxZONzsJeIpHMWtjzZiMDkawWmePZ0W9BfuRSLe2FFYkowkRyUPwblEYkHzIreFpcyYSLQn3JEH2anEho+S8aBSKQBUEQhHFPPUa+lXuKPJrYN7+FPUwj0sKeqqEu1GpRjB856tLeaDOSISOSFeUUyUBZRTLUjuWiXIhAFgRBEIQaJmhZTzGaKXLTwiVFTZGjxr4Vs7AHRLJa6JqVZbVQhPmRp7Rn+5EV+Zb2FKPJSAZbJEcpEoHSiuSxvLxXLkQgC4IgCMIIlbRZ1MIUWVVQe6fIlmFGmiLni31zL+yp2De/hT1vNnIUq4UiitVC+ZGjlIgo3HXUfskWxWQkQ3VEMtRfwkWhUXClRgSyIAiCIFB5m0UhVGqK3HDIYkwjI5bCKqgLiX2zJ8m9gQt7UawWQKQCET+rBUT3I6ulPUVQsoWi0IxkGN8iOaovGao7TRaBLAiCIAhVopxTZIVq1/PiN0UeeH6dcz6ogtpKpXOmyPli38yBA07sm9/CXhSrhbuGOp/VIij6LYofWZEv2SJK/FuYSAb/SupaFckq4SKIqMt76lqobcuFCGRBEARBGKEazXpRKXSK7G3XU+UhfrnIUabIqoJab++ya6hdU+RCYt/0ZKMzRQ5b2POzWqiFPUWhLXth+cj5SkSKiX+Dwtv2oDZFMpA3Bg7GjuVCBLIgCIIgVJlKTJH9CJsiO4LYp4JalYd4p8hhsW+YhrOwp1tG3oU9IKuGujGpOwt77lSLwWHDmRx3tuo5LXtR85HBv0QkaGkvSvybX5EI1LZIDstKhur5kqGy02QRyIIgCILgodLLelEZ7RQZgtv13FNk98IeEFhBbZlG1hQ5LPYtbGFPswx0y8jKRtYxA2uoFRoWzQ226NQ1i57+bHE8Gj9yvqU9RVj8G/gXiUDtimSo3vJeIZaLVFqa9ARBEAShYlRrWa/ciRZeL7ISyd4psreCWk2RFd6FPctI55SHhMW++S3s5bNaBNVQK4KsFopi/MiKoKW9sGQLd/ybwk8kK0QkJ4vyJZcTEciCIAiCUGXKOUX2QyVaKNxTZIV3ihxWQe0tDwmLfXMv7KkpctjCHmRbLdzZyEEFIjHdymu1CMtHjrK0p4gikr1+ZHUsXyX1WBHJ5VjeS8alSU8QBEEQKkotL+spKj1FVhRSHuIX++Ze2NMsI3SK7Ge1AHytFu5UC0VUq4Xf0p6ikKU9d/ybQkSyTbl8yeVCBLIgCIIg1ACFRL5Vc4pcSHmIX+yb3tiCOXDAd2FPM42sKXLUGmqFn9XCG/3WNUFjb6+VVUUN2X7ksBKRUsa/KSolkufPjAeK5NFWU5cr4aJaQlkEsiAIgiAEMBanyBCtXa/YKbJfeYg79s3s349mpME0nNg3t9XCvbAXlI3stVq4C0R0zcyyWkB29FsUP7Ii39KeopTxb1A+kQwEimQYXTU1VNeXXGpEIAuCIAiCD7W+rFfudj2FWyind26LPEV2l4f4xb7Zy3oHIi/suWuoFcpq4S4QUbitFqXwIyvcS3t+yRaFxL9VWySXKysZSiOS3ddWWiSLQBYEQRCEEGo18k1Rai9y06KlgVPk2KSpznP3FFmlWOQrDwmKfYuysAeUzGoBhfmRg5b2FIXEv9WSSA46V6ms5HIs75UKEciCIAiCEMBYnSIrVLueH6bLUuEWypZh5kyRFX5TZK2lwy4J8cS+Ybra9fIs7KlsZLfVAnBqqEdrtcjnR3YT5keG/PFvbupVJEN1l/cqIZRFIAuCIAhCDVHMFNmPKFNkN94pssI7RXbjrqBWU2TLNMAws8pD/GLf9MZWJ/YtrGFPt9Kh2cgQzWoR1rIX5kfOVyIymvg3yN+2ByKS3depa6UoRBAEQRCqTDWW9QqZIvvZLBTFTJHVwl6UKbLCu7BnpY2sKbI39s3q258T++bXsBe1hhqCrRYdLXrelr0gPzL4+5GDlvaixL/5ieSwtj2ob5FcyoQL97XlRASyIAiCIIRQDZtFtafIgO8UueGQxVlT5PTObc4U2W9hzzQMMIy8sW+YRuSFvaAa6qACkfbmjDj2tuy5o9+gMD+ywru0pwiLf1MUK5Ld1INIhsKX9/IJ5YQUhQiCIAjC+KSWpsiNC5Yw8Pw6AFI7tjoV1GFT5Kixb+6FPW/sm3dhT+FntQByCkQODNiCzM9qkS/6DYL9yEFLe0HJFhCekayIIpLdU2QYeyK5kGlyuRCBLAiCIAh5qEazXiUTLdwETZH7XckWsS5XmsXObbblImCKXEjsm97QjGaagVNk3TSzFvYU7mxk+3nhVgu/6Dc/P7IqEVF4/cgKv2QLRSFFIuNRJENhlotyIAJZEARBEMYA5Ui08JsiK9xTZEVYeUhQ7Bum4UyR1cKeZqRzGvZ008ibjZwv1cJrtcgX/ebnR1YUsrQXJdkiikh2IyK5vIhAFgRBEISIVGOKHNVmEUYhU+SWpct9p8hNC5cETpHNtJ1kEaU8RGvpcKbIamHPL/Ytn9XCLxvZa7XIl2qh3rqtFu4qaojuRx5tsgXkF8nuKbJitCL54BmxokRyvmrqUmQlQ/VEsghkQRAEQYhAtTKRC2G0XmQ3USqo1RRZka+CWsW+2faKtDNFVgt7mmlkxb6FLez5ZSN7rRaA72Nds5xpsjf6rVA/st/SniJKssVoRLJfsgVkRLKbIJEMFCWSIbyaGkqbcBG1VKRUiEAWBEEQhBqnUlNk1a4XtYLaO0WOWkGtYt8wjKzYN7N/P5qRBtPIO0UGcrKRvVaLmCOIzSyrhcJrtQiLfgvyIyvcS3uFJFtA9CIRdSyqSHZPkaF8IhnGnuVCBLIgCIIgFEC9LusponiRvYRNkVVRiMKvgjqoPCQo9s1e1jOcLGTvFFm3DHTT9M1GzpdqofBr2YPg6Ld8fmRFMckWboKKRNwiGfJnJMPYFskpQ4pCBEEQBKEmqKbNohT106XyIiuiVlDnKw/RmtvAMLNi3/wa9tQUOSwbWRHVagH5o9/8/MhT2qP7kRVByRZRMpLdRC0SgeJFslcMz58ZZ/7MeE2J5HIiAlkQBEEQCkSmyIVVUOcrD1ELexgGmmFkxb65rRa2UDYjZSMrolgt8kW/+fmRFcUu7bmTLRRhGcnFtu1BcSIZghMuakEkS1GIIAiCINQQMkWONkVWFFIeohb2/KbIURf2FBomustSUYzVAvyj36L4kRVBS3tQWPwb1J5ILmcMXJTlvXIiAlkQBEEQikCmyNGmyPkW9jCMwNg3zUhHin0DcrKRFWphTxHFaqGi39x+ZLfVIsiP7FciAsFLe4p6FclB56KI5HwxcBB9mlwORCALgiAIQoHUS+Rb4LkStOuVYoqcL/ZNb2wB0/CdIqsFPu/CHvjXULutFt4CEefz90S/FepHVnitFopClvZKUUkNtSuSobSWi1IjAlkQBEEQ6oRiikNGO0V2t+s1L14WOEVuOGRxzhQ5agV1WOyb1d8Dpr2kpxlpZ4oc1WqhspEV+QpEgqLfSulHhtGJ5EIqqaG6IjmsUARqVySLQBYEQRCEIqm0zaJQSu1FVvhNkQeeX+c8VlNkRZTykHyxb+o/zTLANAKtFkBoDbUin9XC/bZYP3JQiUhYskVY/BvUn0iG0ReKQOVFsghkQRAEQSiCatksqjFFViirRdQpcnrntoIqqKPGvgUt7OmmiY7pWC0gNxvZbbUAcqwWHS16qNXC60dWFFIiovBb2nPjjX+LWiQC0UQyUFGRDKVb3kuVWSeLQBYEQRCEMUwpp8huvFPkxgVLcqbIusuH7J4i5ysPiRr75p0iA4HZyH5WCyWK3VYLJY6DrBZeP7LbahG1RMRvaS9K/BtEKxKJKpJVJXU9iWTITJPLiQhkQRAEQRgF1bJZ1MIUuWnRUmeK3D/y1jtFNtNGzhRZka88RC3sYRp5p8hqYS8oG7kYq0W+6Dc/P/LukYSLMD+yophkC8VYFskq4SIMl828LIhAFgRBEIQiqabNohDKNUVWhE2RFX4V1N7yEMs0c6bIamFPxb6phT3vFBkIXdjzWi2GU+nQApGOlowP2W21CKuiViI5nx+51Et7EC6S3dSDSAYixcCVExHIgiAIglCnlHKK7CbKFBnImiI3LVwSOkUOq6B2L+xZhpmJfPOJfXOW9UZi3jAN34Y9yM5G9tZQNyZtCeTnR25vzviQvS17o/Ejl2JprxiR7J4iQ+Ei+eDpetVEcr5ryoUIZEEQBEEYBR3HHFkVm0Wpp8hum4UibIqscpEVymrhniKrummFmiL7VVB7F/YwjcDYt3wLe/mykRVBVosDA+mRY+FWi0L8yPmW9oLqqN3PCxHJbkYrkoFxJ5JFIAuCIAjCOKKUU2S3FxnImiK7y0PSO7dlTZEVpYh981vYc17ftbAXpYa6rTmW12rhbtmDcD8y4Fsioigk2WI0bXsKEcnREYEsCIIgCCWgWlPkQmwWpZ4iK7yxb40LXC17hkFs0lTnuaqgtgyzLLFv7oY998KeXw21juUI4Zhm0juQAsKtFkHRb+Cfj6zIt7SXL9nCTb6MZIhWSQ0ZkeymHCJ5/sx4qEguRVZyKRGBLAiCIAijpB6qp4sh6hQZyDtFLqaCOij2DTMdOEUGfBv2/LKRFX5Wi7bmeKDVIl/0m5sofuSwZIug+LegjORCK6nBFsl+RSJQOpEMOCK53DFwpUAEsiAIgiDUOYVOkYNsFuWcIrsptILab2FPM41MBbVnYc+vYc8vGznManGg354m+1kt3G/9rBZhfmS/EhEITrbwki8j2U3U+DeorEgOOx81Bi4tRSGCIAiCUPvUy7JeoXinyK1LV4x6iqzwq6BmRDwHTZFHs7DnfNyRhT3FaK0W3ui3oHxk79Ke8iOHJVsUEv8GxReJQP2IZADXHwTKgghkQRAEQRgDVGqK7Ga0U2S/CmrnfNrAMtKhU+RCF/aCspEVxVotoviR3fgt7QXVUStEJFcWEciCIAiCUELGyhS5mHY9KH6KrMpDVAW1slpYpmknWZhGwVNk78KewpuN7FdDDf5WCyWKg6wWxfqRFYUs7ZWjbQ9KK5IPnhGrS5Fc0wJ57dq1nHLKKZxzzjk55x599FHe+c53smzZMk455RTuuuuuwNcZGhriqquu4phjjuGII47gU5/6FHv37g28XhAEQRCKodrLeqWcIvtRjBfZLY7dU+T0zm1ZU2RF2MIeRtpe1Is4RXZec2RhTzfNrIW9sBrqCc1xX6sF2H7knn4jUvRbVD9yMUt77uejbdvzimSgKJEcJJTrTSTXrEC+6667+OQnP8mcOXNyzu3YsYMLL7yQ97znPTz++ONcccUVXHnllaxZs8b3tb7+9a/z1FNPcdttt3HfffcxODjI5z//+XJ/CoIgCIJQMYqdIoflIpdiiqzwTpF1V5pF1PIQZbVgZMqMaeRMkcMa9iA8G1nVUOuaSf/AsPMYsq0WhfiRFYWUiED40l6++LdSiGS/jGTIL5IhuJq6nkRyzQrkoaEhfvWrX7FixYqcc7/97W+ZM2cO559/Pk1NTZx00km89a1v5dZbb825Np1O85vf/IZLLrmE2bNnM3HiRC6//HIeeOABduzYUYlPRRAEQRhHVGtZT1HKXGQvrcsPL+kU2UwbzhTZTdTYN6t3f1bsG6YRuLDnl40M+GYjK9w11FGtFmFV1GElIoUs7bnxi39zU4siudhCkXxZyaWkzDuAxbN69erAc+vXr2fJkiVZxxYvXsz//u//5lz7+uuv09vbm3X9/PnzaWpq4tlnn2Xq1KlZ1+/cuRMjleaDP/jWKD8DQRAEYbxiDg0Re/ovVfnYxtAQsb89EPl6c3gI/aH7A84No9/3x9xjv7ePWcNDcPud6MkG+9z/3IGeTGKmhtGTSazUMFoiiZVKZV5AAw3Neex/TMucK+ixa6KquV58BGvkmGVZaJpGxjxBzrUAFqBrGqaVeUnTAt15q2Falv3WtNB1DcOEmG4PuHUdzBFtqWtgWBDT7HOQuQ7sa93HAee1vI8B0gbER56nPe8XeH0s69MLPqbnHgOI+VwLua8R9NqKVNoiEc+txFbnABIx//MAKcOip3s78aAPUAJqViCH0d3dzaJFi7KOdXR0+PqKu7vtf1a1t7dnHW9ra/O9vqGhgWFNIz6hpYR3LAiCIIwrqvg7JNZa2MeOEXx9rCX3XNax5uasc/rIc52R403qbUG3VDaCJVc4br0Yy3lrv2pMV2/Jeut+ZyW63LrO/Tjh0XuJqOdC7l2R9FF8kY8FfICGkA8cfi74f4mwc841aAz0xkm6UkpKTdUE8p133slll13me+66667j7LPPDnxfTfP/4vkdD7o26NwTT1Tvz2KCIAiCIAhC9amaQD7rrLM466yzinrfzs5O9u3bl3Wsu7ubiRNzK2fUsX379tE88i9by7LYt28fkyZNyrleEARBEARBGN/U7JJeGMuWLePZZ5/NOrZmzRqWL1+ec+3s2bPp6OjIun7Dhg2kUimWLl1a9nsVBEEQBEEQ6ou6FMjveMc72LJlCzfddBMDAwPce++9PPjgg5x77rmALZZPO+00hoeHicVinHPOOXz7299m06ZN7Nmzh+uuu463ve1tdHV15flIgiAIgiAIwnijZpf03va2t7F161YMw8A0TZYts7MV7733XmbOnMkPfvADrr32Wq6//npmzJjB9ddf7yzuDQwMsHHjRizL3oT85Cc/SV9fH2effTaGYbBq1Squueaaan1qgiAIgiAIQg2jWUpFjjPWrl3Lv/3bv9HZ2cmvf/3rrHOPPvoo1113HRs3bmTatGl88pOf5J3vfKfv6wwNDfHlL3+Ze++9l1QqxZve9CauueYaXz/0WGHLli2cdtppOceHh4e5//77mTlzZtbx22+/nc9//vNZuZMAv/jFL3xtMWOVk046iZ07d2Ythx5//PF8//vf973+d7/7Hd/97nfZunUrc+bM4YorruD444+v1O3WDN3d3Vx33XU89NBDGIbBypUr+cIXvsD06dNzrv3b3/7G+eefn7PZ/LWvfY23v/3tlbrlqrB582auvvpqnnzySZqamjj77LP5zGc+g67n/qHwZz/7GTfddBN79uxh4cKFXHPNNTnRmeOFzZs38+Uvf5knn3ySWCzGm970Jv793/89J/lIfo5lWLhwIYlEIutn2TnnnMMXvvCFnGvle83m73//O//6r/+adcyyLFKpFBs2bMg6/r3vfY//+q//Ih7PnmE+8MAD4+Iv3w899BCXX345xx57LN/6VnbkbiG/F7u7u/nSl77EX/7yF2KxGKeeeipf+MIXaGxs9L0+B2sccuedd1pvectbrA996EPW6tWrs85t377dWrFihfWzn/3M6u/vt+677z5r2bJl1jPPPOP7Wtdee611xhlnWK+//rq1Z88e6yMf+Yj1sY99rBKfRk1xxx13WKtXr7ZM08w5d9ttt1kf+MAHqnBXtcWqVausxx57LNK1a9eutZYsWWL97ne/swYGBqxf//rX1ooVK6xt27aV+S5rj4997GPWhz/8YWvv3r3W/v37rY9+9KPWBRdc4HvtY489Zq1ataqyN1gDmKZpnXXWWdZnPvMZa9++fdZLL71krVq1yrrxxhtzrv3DH/5gHX744dajjz5q9ff3W9/73ves448/3urr66vCnVefM8880/rc5z5n9fb2Wjt27LDOPvts6/Of/3zOdfJzLMOCBQusTZs25b1OvtfCueGGG6yLL7445/h3v/td6/LLL6/8DdUAP/zhD61TTz3Veu9732tdcsklWecK/b348Y9/3PrgBz9o7dq1y9q+fbv17ne/27r22msj30tdepBHi7T0lZbe3l6+/vWvc+WVV4bG6gnRue2223jzm9/M6aefTmNjI6tXr2bBggXceeed1b61imJZFlOnTuWyyy6js7OTtrY2zjvvPJ544gnHQiXYfxHbsGEDV155Je3t7cyfP5+PfOQj3HLLLTnX/s///A/vec97eMMb3kBTUxMXXXQRAPff718UMZY5cOAAS5cu5dJLL6WlpYUpU6Zw9tln8/e//73atzYmkO+1YLZu3crPfvazwLjb8UpDQwO33norc+bMyTlXyO/F3bt388ADD3DFFVfQ1dXF1KlTueSSS7jtttsYHh6OdC/jUiCvXr06p0FPEdTSt27dupxr87X0jRd+/OMfc9RRR4X+mXHbtm1ccMEFrFy5ktNPP33cCT3Fz3/+c1atWsWxxx7LxRdfzO7du32vK+T7cCyjaRpf/OIXOfTQQ51jW7dupbOzM/AfY319fVx44YUcc8wxnHLKKdx4441jXkyvX7+emTNn0tHR4RxbsmQJr776Kr29vTnXur+3NE3jsMMOG3ffWwATJkzguuuuy4r83Lp1a6BFTn6OZbj++us54YQTOOGEE/jCF75AX19fzjXyvRbMt771Lf7pn/6JGTNm+J7fsGEDq1ev5qijjuLd7343Dz/8cIXvsDqcf/75TJgwwfdcIb8Xn3vuOeLxOAsXLnSOLVmyhP7+fjZu3BjpXsalQA6ju7s7x3tWqpa+sUhPTw8333yzMxnwY+LEicydO5dLL72Uhx9+mE984hNcccUVPProoxW80+pz2GGHsXz5cu644w7uuOMOuru7ufjii32v7e7uzhI7YH+fjZfvqyA2b97Md77zHS688ELf862trSxYsIDzzz+fBx98kKuvvpobbrjB9y9AYwm/n1vqufo55b5Wvrf8Wbt2LTfffLPv95f8HMtw+OGHc9xxx3Hvvffys5/9jKefftp38V2+1/x59dVX+dOf/sSHP/xh3/PTpk1j9uzZfPWrX+Whhx7irLPO4uMf/zgvv/xyhe+0tijk+6m7u5vW1tasHQz1MzHq91/NpliMhlpt6asnon4Nb7/9dhYtWsSCBQsCX+vEE0/kxBNPdJ6feeaZ/PGPf+TWW2/luOOOK+l9V5N8X7MbbrjBed7e3s5VV13FGWecwauvvsrcuXOzri/k+7Deifq99vLLL/OhD32Id7/73bzvfe/zvX7JkiXcfPPNzvMTTjiBc889l9tuu43Vq1eX/uZrhEK+L8bT91YhPPnkk1x44YV85jOf4S1veUvO+fHycywKv/rVr5zHra2tXHrppXz84x/ny1/+ctaCrHyv+fOLX/yCU045JfAvFatXr876efXP//zP3H333dx11118+tOfrtRt1hyV1mdjUiBLS9/oifo1vPfeeznjjDMKfv1Zs2aNuT+zFfp9N2vWLMD2SnkFcmdnp+/kbyymo0T5uq1Zs4aPfOQjfOhDH+KjH/1oQa8/a9Ys/vCHP4zmFmueiRMn+v7cUufcBP2MC/tH7ljn/vvv57Of/SxXXXVVwf8fHms/x4ph1qxZmKbJnj17stJl5HvNn9///vcFR83OmjWLXbt2leeG6oRCfi9OnDiRAwcOYBgGsVjMuRaIrM/EYuFBWvqic+DAAdauXcuxxx4bet0tt9zC73//+6xjGzduZPbs2eW8vZpi69atXHPNNaRSKeeY8kH5fR38vg/Xrl077uKkwP5z5Mc+9jGuuOKKvOL43nvvzZpuwfj4Xlu2bBlbt27N+uWxZs0aDjnkEFpaWnKudYs6wzBYv379uPzeAnjqqaf43Oc+x3e/+91QcSw/x2yee+45vva1r2Ud27hxI8lkMme3R77XcnnxxRfZuXMnxxxzTOA1//3f/83jjz+edWw8fq95KeT34uLFizFNMytCb82aNUyYMCFnIBWECGQP0tIXnRdeeAHLspg3b17OuQsuuIB77rkHsNM+rr32Wp577jlSqRR33303Dz74IOedd16lb7lqdHV1cf/993P99dczODjIjh07+MpXvsLJJ5/s/FJxf81Wr17NI488wj333MPg4CA333wzr7/+Ou9617uq+FlUhy996Uu8973vDfzcL7vsMn76058C9gb0V7/6VR577DHS6TSPPPIIt956K+9///sreMeVR/nb/+M//oOenh42bNjAD3/4Q+fzPu2003jiiScAeO9738ttt93GY489Rn9/P9/85jdpbGzkpJNOquanUBXS6TRXXnkll112mW+Wqvwcy2XSpEn88pe/5KabbiKVSrFx40a+/e1vc95556Hrunyv5eG5555j+vTptLa2Zh13f916enq49tpr2bRpE0NDQ9x44428/vrrofbQ8UC+34t//OMfHftdZ2cnb3/727nuuuvYvXs3W7Zs4Vvf+hbnnntuTpZ5EGPSYpEPaekrDbt27aK1tdX3m23Tpk3s378fgPe///309PRw0UUX0d3dzbx587jhhhvGVVh8MpnkRz/6EV/96lc54YQTaGpq4sQTT8zy3rq/ZgsWLOAb3/gG119/PZdffjnz58/nBz/4wbj4h5ebbdu28cgjj/D444/z4x//OOvcjTfeyNFHH822bduYMmUKAKtWreJzn/scV199NTt27GDWrFlcddVVnHzyydW4/Yryne98h6uuuoo3velNtLS08L73vc/5ZbFx40b6+/sBePOb38xll13GFVdcwZ49e1i6dCk//OEPaWhoqObtV4Wnn36al19+mS9+8Yt88YtfzDp37733ys8xH6ZMmcIPf/hDvvGNb/Cd73yHzs5OTj/9dD71qU8B8r2Wj127duUsmkH21+3Tn/40hmFw3nnnMTAwwMKFC7npppsC07fGEkqPpdNpAP70pz8B9qQ43+/FAwcO8Nprrzmv9cUvfpFrrrmGU045hUQiwTve8Y7AxXg/xm2TniAIgiAIgiD4IRYLQRAEQRAEQXAhAlkQBEEQBEEQXIhAFgRBEARBEAQXIpAFQRAEQRAEwYUIZEEQBEEQBEFwIQJZEARBEARBEFyIQBYEQRAEQRAEFyKQBUEQBEEQBMGFCGRBEARBEARBcCECWRAEQRAEQRBciEAWBEEQBEEQBBcikAVBEMYov/rVr1i1ahWDg4MA7Nmzh5UrV/LHP/6xyncmCIJQ24hAFgRBGKOcc845zJgxgx/+8IcAfPOb3+SNb3wjp5xySpXvTBAEobaJV/sGBEEQhPKgaRrXXnst5557LgsWLOBPf/oTd999d7VvSxAEoeaRCbIgCMIY5uCDD+aCCy7gkksu4dJLL2Xy5MnVviVBEISaRwSyIAjCGGfLli00NTWxcePGat+KIAhCXSACWRAEYQzz6KOP8pe//IVf/vKX3HLLLaxbt67atyQIglDziEAWBEEYowwNDXH11Vfz2c9+lkWLFvGRj3yEK6+8knQ6Xe1bEwRBqGlEIAuCIIxR/vM//5Ouri7e9a53AfChD32IgYEBfvKTn1T3xgRBEGoczbIsq9o3IQiCIAiCIAi1gkyQBUEQBEEQBMGFCGRBEARBEARBcCECWRAEQRAEQRBciEAWBEEQBEEQBBcikAVBEARBEATBhQhkQRAEQRAEQXAhAlkQBEEQBEEQXIhAFgRBEARBEAQXIpAFQRAEQRAEwYUIZEEQBEEQBEFwIQJZEARBEARBEFz8/yNi0UvRa6f3AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from itertools import product\n",
+    "\n",
+    "\n",
+    "def visualize_model(model, xs, ys, res=100, xrange=(-10, 10), yrange=(-10, 10)):\n",
+    "    with plt.style.context(\"seaborn-v0_8-white\"):\n",
+    "        plt.figure(figsize=(8, 8))\n",
+    "        \n",
+    "        res = 100\n",
+    "        x = np.linspace(xrange[0], xrange[1], res)\n",
+    "        y = np.linspace(yrange[0], yrange[1], res)\n",
+    "        xx, yy = np.meshgrid(x, y)\n",
+    "        zz = np.zeros_like(xx)\n",
+    "        \n",
+    "        for i, j in product(range(res), range(res)):\n",
+    "            zz[i, j] = model.forward(Tensor([xx[i, j], yy[i, j]])).value\n",
+    "\n",
+    "\n",
+    "        # plot the decision boundary\n",
+    "        plt.contourf(xx, yy, zz, levels=100, cmap='coolwarm_r', alpha=0.4)\n",
+    "        plt.xlabel('x')\n",
+    "        plt.ylabel('y')\n",
+    "        plt.title('the decision boundary of our model')\n",
+    "        \n",
+    "        # plot the data\n",
+    "        plt.scatter([x[0] for x in xs], [x[1] for x in xs], c=ys, cmap=plt.cm.Spectral, zorder=10)\n",
+    "        plt.show()\n",
+    "\n",
+    "visualize_model(model, xs, ys)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here goes the training. We'll let it rip and crunch out a whooping 100000 iterations. For comparison, we merely did 5000 steps for the `Scalar` version, and even that almost made my notebook explode."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "step no. 1, loss = 0.9791400926366535\n",
+      "step no. 10000, loss = 0.3308116498063798\n",
+      "step no. 20000, loss = 0.31883484643207033\n",
+      "step no. 30000, loss = 0.3191218809121202\n",
+      "step no. 40000, loss = 0.3182755316375532\n",
+      "step no. 50000, loss = 0.2900075290167234\n",
+      "step no. 60000, loss = 0.302710120482782\n",
+      "step no. 70000, loss = 0.290146452142041\n",
+      "step no. 80000, loss = 0.2780596173544815\n",
+      "step no. 90000, loss = 0.281371373729672\n",
+      "step no. 100000, loss = 0.27949396052592745\n"
+     ]
+    }
+   ],
+   "source": [
+    "from mlfz.nn.tensor.loss import binary_cross_entropy\n",
+    "\n",
+    "\n",
+    "n_steps = 100000\n",
+    "lr = 0.1\n",
+    "\n",
+    "for i in range(1, n_steps + 1):\n",
+    "    preds = model(xs)\n",
+    "    l = binary_cross_entropy(preds, ys)\n",
+    "    l.backward()\n",
+    "    model.gradient_update(lr)\n",
+    "\n",
+    "    if i == 1 or i % 10000 == 0:\n",
+    "        print(f\"step no. {i}, loss = {l.value}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In other words, despite having a more complex model and performing way more gradient descent steps, we are still much faster. Let's time it to confirm."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def train_model():\n",
+    "    model = TwoLayerNetwork()\n",
+    "    n_steps = 100000\n",
+    "    lr = 0.1\n",
+    "\n",
+    "    for i in range(1, n_steps + 1):\n",
+    "        preds = model(xs)\n",
+    "        l = binary_cross_entropy(preds, ys)\n",
+    "        l.backward()\n",
+    "        model.gradient_update(lr)\n",
+    "\n",
+    "\n",
+    "%timeit -r 1 -n 1 train_model()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And this is the final result."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_14581/4170422174.py:15: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n",
+      "  zz[i, j] = model.forward(Tensor([xx[i, j], yy[i, j]])).value\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "visualize_model(model, xs, ys)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/03-tensors/tensor.ipynb b/docs/03-tensors/tensor.ipynb
new file mode 100644
index 0000000..215f28c
--- /dev/null
+++ b/docs/03-tensors/tensor.ipynb
@@ -0,0 +1,951 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# `Tensor`: vectorized computational graphs\n",
+    "\n",
+    "Although `Scalar` provides a complete implementation for computational graphs, they are terribly hard to work with, not to mention their performance issues. As we've {ref}`seen it earlier <computational-graphs:mlp:a-multi-layer-network>`, training a simple neural net with a hidden layer of eight `Scalar` neurons takes a lot of time, and defining it without matrix multiplications is a pain.\n",
+    "\n",
+    "Fortunately, we don't have to be so granular when defining computational graphs. Via the magic of linear algebra, we can seriously cut down the number of nodes and edges in our graphs, resulting in a blazing increase in speed and notational simplicity.\n",
+    "\n",
+    "To give you an example, consider the dot product operation, defined by\n",
+    "\n",
+    "$$\n",
+    "\\mathbf{x} \\cdot \\mathbf{y} = \\sum_{i=1}^{n} x_i y_i, \\quad \\mathbf{x}, \\mathbf{y} \\in \\mathbb{R}^n.\n",
+    "$$\n",
+    "\n",
+    "This is a computational graph that contains $4n - 1 $ nodes and $4n - 2 $ edges. Here it is for three-dimensional vectors."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "tags": [
+     "remove-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"387pt\" height=\"260pt\"\n",
+       " viewBox=\"0.00 0.00 387.00 260.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 256)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-256 383,-256 383,4 -4,4\"/>\n",
+       "<!-- a -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"27\" cy=\"-234\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"27\" y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₁</text>\n",
+       "</g>\n",
+       "<!-- g -->\n",
+       "<g id=\"node7\" class=\"node\">\n",
+       "<title>g</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"94\" cy=\"-162\" rx=\"37.09\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"94\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₁ · y₁</text>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;g -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>a&#45;&gt;g</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M40.88,-218.5C49.77,-209.22 61.49,-196.97 71.66,-186.34\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"74.35,-188.59 78.73,-178.95 69.29,-183.75 74.35,-188.59\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"181\" cy=\"-234\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"181\" y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₂</text>\n",
+       "</g>\n",
+       "<!-- h -->\n",
+       "<g id=\"node8\" class=\"node\">\n",
+       "<title>h</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"186\" cy=\"-162\" rx=\"37.09\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"186\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₂ · y₂</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;h -->\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
+       "<title>b&#45;&gt;h</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M182.24,-215.7C182.79,-207.98 183.45,-198.71 184.06,-190.11\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"187.56,-190.33 184.78,-180.1 180.57,-189.83 187.56,-190.33\"/>\n",
+       "</g>\n",
+       "<!-- c -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>c</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"280\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"280\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₃</text>\n",
+       "</g>\n",
+       "<!-- i -->\n",
+       "<g id=\"node9\" class=\"node\">\n",
+       "<title>i</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"305\" cy=\"-90\" rx=\"37.09\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"305\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₃ · y₃</text>\n",
+       "</g>\n",
+       "<!-- c&#45;&gt;i -->\n",
+       "<g id=\"edge5\" class=\"edge\">\n",
+       "<title>c&#45;&gt;i</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M285.92,-144.41C288.78,-136.42 292.27,-126.64 295.48,-117.64\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"298.88,-118.55 298.94,-107.96 292.28,-116.2 298.88,-118.55\"/>\n",
+       "</g>\n",
+       "<!-- d -->\n",
+       "<g id=\"node4\" class=\"node\">\n",
+       "<title>d</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"99\" cy=\"-234\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"99\" y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\">y₁</text>\n",
+       "</g>\n",
+       "<!-- d&#45;&gt;g -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>d&#45;&gt;g</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M97.76,-215.7C97.21,-207.98 96.55,-198.71 95.94,-190.11\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"99.43,-189.83 95.22,-180.1 92.44,-190.33 99.43,-189.83\"/>\n",
+       "</g>\n",
+       "<!-- e -->\n",
+       "<g id=\"node5\" class=\"node\">\n",
+       "<title>e</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"253\" cy=\"-234\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"253\" y=\"-230.3\" font-family=\"Times,serif\" font-size=\"14.00\">y₂</text>\n",
+       "</g>\n",
+       "<!-- e&#45;&gt;h -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>e&#45;&gt;h</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M239.12,-218.5C230.23,-209.22 218.51,-196.97 208.34,-186.34\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"210.71,-183.75 201.27,-178.95 205.65,-188.59 210.71,-183.75\"/>\n",
+       "</g>\n",
+       "<!-- f -->\n",
+       "<g id=\"node6\" class=\"node\">\n",
+       "<title>f</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"352\" cy=\"-162\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"352\" y=\"-158.3\" font-family=\"Times,serif\" font-size=\"14.00\">y₃</text>\n",
+       "</g>\n",
+       "<!-- f&#45;&gt;i -->\n",
+       "<g id=\"edge6\" class=\"edge\">\n",
+       "<title>f&#45;&gt;i</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M341.33,-145.12C335.53,-136.47 328.21,-125.58 321.67,-115.83\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"324.43,-113.66 315.95,-107.31 318.62,-117.56 324.43,-113.66\"/>\n",
+       "</g>\n",
+       "<!-- j -->\n",
+       "<g id=\"node10\" class=\"node\">\n",
+       "<title>j</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"173\" cy=\"-90\" rx=\"77.19\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"173\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₁ · y₁ + x₂ · y₂</text>\n",
+       "</g>\n",
+       "<!-- g&#45;&gt;j -->\n",
+       "<g id=\"edge7\" class=\"edge\">\n",
+       "<title>g&#45;&gt;j</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M111.14,-145.81C121.47,-136.66 134.83,-124.82 146.49,-114.49\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"149.07,-116.88 154.23,-107.63 144.43,-111.64 149.07,-116.88\"/>\n",
+       "</g>\n",
+       "<!-- h&#45;&gt;j -->\n",
+       "<g id=\"edge8\" class=\"edge\">\n",
+       "<title>h&#45;&gt;j</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M182.85,-144.05C181.42,-136.35 179.69,-127.03 178.08,-118.36\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"181.48,-117.47 176.21,-108.28 174.59,-118.75 181.48,-117.47\"/>\n",
+       "</g>\n",
+       "<!-- k -->\n",
+       "<g id=\"node11\" class=\"node\">\n",
+       "<title>k</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"239\" cy=\"-18\" rx=\"116.98\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"239\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">x₁ · y₁ + x₂ · y₂ + x₃ · y₃</text>\n",
+       "</g>\n",
+       "<!-- i&#45;&gt;k -->\n",
+       "<g id=\"edge9\" class=\"edge\">\n",
+       "<title>i&#45;&gt;k</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M290.35,-73.46C282,-64.61 271.35,-53.31 261.91,-43.3\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"264.4,-40.84 254.99,-35.96 259.31,-45.64 264.4,-40.84\"/>\n",
+       "</g>\n",
+       "<!-- j&#45;&gt;k -->\n",
+       "<g id=\"edge10\" class=\"edge\">\n",
+       "<title>j&#45;&gt;k</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M188.98,-72.05C196.96,-63.58 206.78,-53.17 215.6,-43.82\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"218.4,-45.95 222.71,-36.28 213.31,-41.15 218.4,-45.95\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x707a04038c70>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from graphviz import Digraph\n",
+    "\n",
+    "graph = Digraph()\n",
+    "graph.node(\"a\", \"x₁\")\n",
+    "graph.node(\"b\", \"x₂\")\n",
+    "graph.node(\"c\", \"x₃\")\n",
+    "graph.node(\"d\", \"y₁\")\n",
+    "graph.node(\"e\", \"y₂\")\n",
+    "graph.node(\"f\", \"y₃\")\n",
+    "graph.node(\"g\", \"x₁ · y₁\")\n",
+    "graph.node(\"h\", \"x₂ · y₂\")\n",
+    "graph.node(\"i\", \"x₃ · y₃\")\n",
+    "graph.node(\"j\", \"x₁ · y₁ + x₂ · y₂\")\n",
+    "graph.node(\"k\", \"x₁ · y₁ + x₂ · y₂ + x₃ · y₃\")\n",
+    "graph.edges([\"ag\", \"dg\", \"bh\", \"eh\", \"ci\", \"fi\", \"gj\", \"hj\", \"ik\", \"jk\"])\n",
+    "\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Consider doing a backward pass in this graph: you have to traverse every node, every edge, and execute functions there. It's even worse for matrix multiplications, and the computational complexity piles up fast. For a basic one-layer network like $ \\sigma(\\mathrm{ReLU}(xA)B) $, we already have a ton of components. If the inputs are images, we are in the tens of thousands. That's not going to work out in the long run.\n",
+    "\n",
+    "What if we replace scalars with vectors and matrices in our computational graphs?\n",
+    "\n",
+    "This is how the dot product would look like:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "tags": [
+     "remove-input"
+    ]
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"134pt\" height=\"116pt\"\n",
+       " viewBox=\"0.00 0.00 134.00 116.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 112)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-112 130,-112 130,4 -4,4\"/>\n",
+       "<!-- a -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">𝐱</text>\n",
+       "</g>\n",
+       "<!-- c -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>c</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"63\" cy=\"-18\" rx=\"30.59\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"63\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">𝐱 · 𝐲</text>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;c -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>a&#45;&gt;c</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M35.35,-72.76C39.65,-64.4 44.99,-54.02 49.83,-44.61\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"52.98,-46.13 54.45,-35.63 46.76,-42.93 52.98,-46.13\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"99\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"99\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">𝐲</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;c -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>b&#45;&gt;c</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M90.65,-72.76C86.35,-64.4 81.01,-54.02 76.17,-44.61\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"79.24,-42.93 71.55,-35.63 73.02,-46.13 79.24,-42.93\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x707a04038070>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "graph = Digraph()\n",
+    "graph.node(\"a\", \"𝐱\")\n",
+    "graph.node(\"b\", \"𝐲\")\n",
+    "graph.node(\"c\", \"𝐱 · 𝐲\")\n",
+    "graph.edges([\"ac\", \"bc\"])\n",
+    "\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Structurally, this is identical to the one of matrix multiplication:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 2.43.0 (0)\n",
+       " -->\n",
+       "<!-- Title: %3 Pages: 1 -->\n",
+       "<svg width=\"134pt\" height=\"116pt\"\n",
+       " viewBox=\"0.00 0.00 134.00 116.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 112)\">\n",
+       "<title>%3</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-112 130,-112 130,4 -4,4\"/>\n",
+       "<!-- a -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>a</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"27\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"27\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">A</text>\n",
+       "</g>\n",
+       "<!-- c -->\n",
+       "<g id=\"node3\" class=\"node\">\n",
+       "<title>c</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"63\" cy=\"-18\" rx=\"32.49\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"63\" y=\"-14.3\" font-family=\"Times,serif\" font-size=\"14.00\">A · B</text>\n",
+       "</g>\n",
+       "<!-- a&#45;&gt;c -->\n",
+       "<g id=\"edge1\" class=\"edge\">\n",
+       "<title>a&#45;&gt;c</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M35.35,-72.76C39.65,-64.4 44.99,-54.02 49.83,-44.61\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"52.98,-46.13 54.45,-35.63 46.76,-42.93 52.98,-46.13\"/>\n",
+       "</g>\n",
+       "<!-- b -->\n",
+       "<g id=\"node2\" class=\"node\">\n",
+       "<title>b</title>\n",
+       "<ellipse fill=\"none\" stroke=\"black\" cx=\"99\" cy=\"-90\" rx=\"27\" ry=\"18\"/>\n",
+       "<text text-anchor=\"middle\" x=\"99\" y=\"-86.3\" font-family=\"Times,serif\" font-size=\"14.00\">B</text>\n",
+       "</g>\n",
+       "<!-- b&#45;&gt;c -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>b&#45;&gt;c</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M90.65,-72.76C86.35,-64.4 81.01,-54.02 76.17,-44.61\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"79.24,-42.93 71.55,-35.63 73.02,-46.13 79.24,-42.93\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x707a04039ea0>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "graph = Digraph()\n",
+    "graph.node(\"a\", \"A\")\n",
+    "graph.node(\"b\", \"B\")\n",
+    "graph.node(\"c\", \"A · B\")\n",
+    "graph.edges([\"ac\", \"bc\"])\n",
+    "\n",
+    "graph"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This is what the `Tensor` class implements in `mlfz`. Let's see what tensors are!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## How to work with `Tensor`\n",
+    "\n",
+    "Similarly to `Scalar`, the `Tensor` class is a node in a computational graph. This time, instead of a scalar value, they represent NumPy arrays."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from mlfz.nn.tensor import Tensor\n",
+    "\n",
+    "\n",
+    "x = Tensor.ones(3, 4)\n",
+    "y = Tensor.zeros_like(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[1., 1., 1., 1.],\n",
+       "       [1., 1., 1., 1.],\n",
+       "       [1., 1., 1., 1.]])"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x + y"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A `Tensor` can be initialized in multiple ways; the principal one is via a NumPy array."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[1, 2],\n",
+       "       [3, 4]])"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Tensor(np.array([[1, 2], [3, 4]]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[0.28711406, 0.92334324, 0.67564799, 0.2783025 ],\n",
+       "       [0.70041458, 0.28943957, 0.75616302, 0.46944845]])"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Tensor.from_random(2, 4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[0., 0.],\n",
+       "       [0., 0.],\n",
+       "       [0., 0.],\n",
+       "       [0., 0.],\n",
+       "       [0., 0.]])"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Tensor.zeros(5, 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[1., 1., 1., 1.],\n",
+       "       [1., 1., 1., 1.],\n",
+       "       [1., 1., 1., 1.]])"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = Tensor.zeros(3, 4)\n",
+    "Tensor.ones_like(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Just like a `Scalar`, `Tensor` instances hold three important attributes as well:\n",
+    "* a tensor value,\n",
+    "* the backwards gradient,\n",
+    "* and the list of incoming edges."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = Tensor.ones(3, 4)\n",
+    "y = Tensor.ones(3, 4)\n",
+    "z = x * y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0., 0., 0., 0.],\n",
+       "       [0., 0., 0., 0.],\n",
+       "       [0., 0., 0., 0.]])"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.backwards_grad    # this is a NumPy array"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Edge(prev=Tensor([[1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.]]), local_grad=array([[1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.]]), backward_fn=<function _pointwise at 0x7079ec33c430>),\n",
+       " Edge(prev=Tensor([[1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.]]), local_grad=array([[1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.],\n",
+       "        [1., 1., 1., 1.]]), backward_fn=<function _pointwise at 0x7079ec33c430>)]"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "z.prevs   # and this is a list of Edges"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We'll talk about the `Edge` object later, but if you are observant, you may have noticed that compared to the `Scalar` version, we have an additional `backward_fn` attribute. This is the price we pay for vectorization.\n",
+    "\n",
+    "First, let's see what `Tensor`s can do."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## `Tensor`s and operations\n",
+    "\n",
+    "`Tensor`s support quite a few operations:\n",
+    "* pointwise addition `+`,\n",
+    "* pointwise subtraction `-`,\n",
+    "* pointwise multiplication `*`,\n",
+    "* pointwise division `/`,\n",
+    "* pointwise exponentiation `**`,\n",
+    "* matrix multiplication `@`, \n",
+    "* and matrix transposition `T`.\n",
+    "\n",
+    "Thanks to the broadcasting magic of NumPy, the other operand need not be a `Tensor`, it can be a vanilla Python number. (We'll open a whole other can of worms with broadcasting, but we'll cross that bridge later.)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[3., 3., 3., 3.],\n",
+       "       [3., 3., 3., 3.],\n",
+       "       [3., 3., 3., 3.]])"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = Tensor.ones(3, 4)\n",
+    "2 + x"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Just like `Scalar`s, we can apply functions to `Tensor`s. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[ 2.71828183,  7.3890561 ],\n",
+       "       [20.08553692, 54.59815003]])"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from mlfz.nn.tensor.functional import exp\n",
+    "\n",
+    "x = Tensor(value=np.array([[1, 2], [3, 4]]))\n",
+    "exp(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As a `Tensor` is essentially a wrapper over NumPy arrays, it has its own `sum` and `mean` methods, working identically to the original versions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor(12.)"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = Tensor.ones(3, 4)\n",
+    "x.sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([3., 3., 3., 3.])"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.sum(axis=0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([4., 4., 4.])"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x.sum(axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor(2.5)"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y = Tensor(np.array([[1, 2], [3, 4]]))\n",
+    "y.mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([2., 3.])"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.mean(axis=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Computational graphs with `Tensor`s\n",
+    "\n",
+    "Just like most features, the graph-building is the same as well: it is dynamically built upon applying functions and operations."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from mlfz.nn.tensor.functional import sigmoid, tanh\n",
+    "\n",
+    "x = Tensor.from_random(1, 3)\n",
+    "A = Tensor.from_random(3, 5)\n",
+    "B = Tensor.from_random(5, 1)\n",
+    "\n",
+    "y = sigmoid(tanh(x @ A) @ B)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Tensor([[0.87635708]])"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1, 1)"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Again, the `y.backward` method calculates the gradient of `y` with respect to all nodes in the graph. As our nodes are tensors, the backwards gradient will be a tensor as well, with the shape matching the node's shape."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.09912751, 0.04253266, 0.09048489]])"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.backward()\n",
+    "x.backwards_grad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.02609923, 0.00623969, 0.0566051 , 0.03938842, 0.03428624],\n",
+       "       [0.00660043, 0.001578  , 0.01431529, 0.00996123, 0.0086709 ],\n",
+       "       [0.00764212, 0.00182705, 0.01657456, 0.01153334, 0.01003936]])"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "A.backwards_grad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[0.0576726 ],\n",
+       "       [0.07729167],\n",
+       "       [0.04159322],\n",
+       "       [0.08182075],\n",
+       "       [0.08670776]])"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "B.backwards_grad"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In essence, tensors allow us to vectorize computational graphs, increasing the speed and simplicity like you wouldn't believe. Let's proceed to build one!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "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": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/_config.yml b/docs/_config.yml
new file mode 100644
index 0000000..28689d6
--- /dev/null
+++ b/docs/_config.yml
@@ -0,0 +1,36 @@
+# Book settings
+# Learn more at https://jupyterbook.org/customize/config.html
+
+title: Machine Learning From Zero
+author: Tivadar Danka
+logo: logo.png
+
+# Force re-execution of notebooks on each build.
+# See https://jupyterbook.org/content/execute.html
+execute:
+  execute_notebooks: force
+
+# Define the name of the latex output file for PDF builds
+latex:
+  latex_documents:
+    targetname: book.tex
+
+# Add a bibtex file so that we can create citations
+bibtex_bibfiles:
+  - references.bib
+
+# Information about where the book exists on the web
+repository:
+  url: https://github.com/cosmic-cortex/mlfz  # Online location of your book
+  path_to_book: docs  # Optional path to your book, relative to the repository root
+  branch: master  # Which branch of the repository should be used when creating links (optional)
+
+# Add GitHub buttons to your book
+# See https://jupyterbook.org/customize/config.html#add-a-link-to-your-repository
+html:
+  use_issues_button: true
+  use_repository_button: true
+
+sphinx:
+  html_context:
+    default_mode: light
diff --git a/docs/_toc.yml b/docs/_toc.yml
new file mode 100644
index 0000000..bff2066
--- /dev/null
+++ b/docs/_toc.yml
@@ -0,0 +1,22 @@
+# Table of contents
+# Learn more at https://jupyterbook.org/customize/toc.html
+
+format: jb-book
+root: mlfz.ipynb
+
+parts:
+- caption: Computational graphs
+  chapters:
+  - file: 02-computational-graphs/scalar
+  - file: 02-computational-graphs/model
+  - file: 02-computational-graphs/mlp
+
+- caption: Tensors
+  chapters:
+  - file: 03-tensors/tensor
+  - file: 03-tensors/mlp
+  - file: 03-tensors/comparison
+
+- caption: Machine learning
+  chapters:
+  - file: 01-machine-learning/wip
\ No newline at end of file
diff --git a/docs/mlfz.ipynb b/docs/mlfz.ipynb
new file mode 100644
index 0000000..d1828da
--- /dev/null
+++ b/docs/mlfz.ipynb
@@ -0,0 +1,75 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Machine Learning From Zero\n",
+    "\n",
+    "*An educational machine learning library.*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Hi there! `mlfz` is my attempt to provide reference implementations of machine learning algorithms for educational purposes. The goal is not performance, but simplicity: you won't just use this library; you'll dig through the source code to understand how machine learning works on the inside.\n",
+    "\n",
+    "If you find value in this project, support me by grabbing a copy of my [Mathematics of Machine Learning](https://tivadardanka.com/books/mathematics-of-machine-learning) book!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Quickstart\n",
+    "\n",
+    "You can install the package directly from pip:\n",
+    "\n",
+    "```\n",
+    "pip install mlfz\n",
+    "```\n",
+    "\n",
+    "However, I encourage you to clone the repository and install via\n",
+    "```\n",
+    "pip install -e .\n",
+    "```\n",
+    "from the directory. This way, any local change is reflected immediately, so you can play around with the code in, say, a Jupyter Notebook."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Contributions\n",
+    "\n",
+    "Contributions are welcome! If you could make this project better, feel free to submit a PR. To make the process smooth, here are the steps you should take.\n",
+    "\n",
+    "1. Open an issue to discuss your suggestions. If we are on the same page, you can start working on the PR. (If we are not, you have saved yourself a ton of work.)\n",
+    "2. Fork the repository and create a feature branch where you'll prepare the proposed changes.\n",
+    "3. Open a PR to the `main` branch and tag me ([@cosmic-cortex](https://github.com/cosmic-cortex/)) as a reviewer.\n",
+    "4. I'll either leave comments and suggestions or merge the PR."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "mlfz",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/docs/references.bib b/docs/references.bib
new file mode 100644
index 0000000..783ec6a
--- /dev/null
+++ b/docs/references.bib
@@ -0,0 +1,56 @@
+---
+---
+
+@inproceedings{holdgraf_evidence_2014,
+	address = {Brisbane, Australia, Australia},
+	title = {Evidence for {Predictive} {Coding} in {Human} {Auditory} {Cortex}},
+	booktitle = {International {Conference} on {Cognitive} {Neuroscience}},
+	publisher = {Frontiers in Neuroscience},
+	author = {Holdgraf, Christopher Ramsay and de Heer, Wendy and Pasley, Brian N. and Knight, Robert T.},
+	year = {2014}
+}
+
+@article{holdgraf_rapid_2016,
+	title = {Rapid tuning shifts in human auditory cortex enhance speech intelligibility},
+	volume = {7},
+	issn = {2041-1723},
+	url = {http://www.nature.com/doifinder/10.1038/ncomms13654},
+	doi = {10.1038/ncomms13654},
+	number = {May},
+	journal = {Nature Communications},
+	author = {Holdgraf, Christopher Ramsay and de Heer, Wendy and Pasley, Brian N. and Rieger, Jochem W. and Crone, Nathan and Lin, Jack J. and Knight, Robert T. and Theunissen, Frédéric E.},
+	year = {2016},
+	pages = {13654},
+	file = {Holdgraf et al. - 2016 - Rapid tuning shifts in human auditory cortex enhance speech intelligibility.pdf:C\:\\Users\\chold\\Zotero\\storage\\MDQP3JWE\\Holdgraf et al. - 2016 - Rapid tuning shifts in human auditory cortex enhance speech intelligibility.pdf:application/pdf}
+}
+
+@inproceedings{holdgraf_portable_2017,
+	title = {Portable learning environments for hands-on computational instruction using container-and cloud-based technology to teach data science},
+	volume = {Part F1287},
+	isbn = {978-1-4503-5272-7},
+	doi = {10.1145/3093338.3093370},
+	abstract = {© 2017 ACM. There is an increasing interest in learning outside of the traditional classroom setting. This is especially true for topics covering computational tools and data science, as both are challenging to incorporate in the standard curriculum. These atypical learning environments offer new opportunities for teaching, particularly when it comes to combining conceptual knowledge with hands-on experience/expertise with methods and skills. Advances in cloud computing and containerized environments provide an attractive opportunity to improve the effciency and ease with which students can learn. This manuscript details recent advances towards using commonly-Available cloud computing services and advanced cyberinfrastructure support for improving the learning experience in bootcamp-style events. We cover the benets (and challenges) of using a server hosted remotely instead of relying on student laptops, discuss the technology that was used in order to make this possible, and give suggestions for how others could implement and improve upon this model for pedagogy and reproducibility.},
+	booktitle = {{ACM} {International} {Conference} {Proceeding} {Series}},
+	author = {Holdgraf, Christopher Ramsay and Culich, A. and Rokem, A. and Deniz, F. and Alegro, M. and Ushizima, D.},
+	year = {2017},
+	keywords = {Teaching, Bootcamps, Cloud computing, Data science, Docker, Pedagogy}
+}
+
+@article{holdgraf_encoding_2017,
+	title = {Encoding and decoding models in cognitive electrophysiology},
+	volume = {11},
+	issn = {16625137},
+	doi = {10.3389/fnsys.2017.00061},
+	abstract = {© 2017 Holdgraf, Rieger, Micheli, Martin, Knight and Theunissen. Cognitive neuroscience has seen rapid growth in the size and complexity of data recorded from the human brain as well as in the computational tools available to analyze this data. This data explosion has resulted in an increased use of multivariate, model-based methods for asking neuroscience questions, allowing scientists to investigate multiple hypotheses with a single dataset, to use complex, time-varying stimuli, and to study the human brain under more naturalistic conditions. These tools come in the form of “Encoding” models, in which stimulus features are used to model brain activity, and “Decoding” models, in which neural features are used to generated a stimulus output. Here we review the current state of encoding and decoding models in cognitive electrophysiology and provide a practical guide toward conducting experiments and analyses in this emerging field. Our examples focus on using linear models in the study of human language and audition. We show how to calculate auditory receptive fields from natural sounds as well as how to decode neural recordings to predict speech. The paper aims to be a useful tutorial to these approaches, and a practical introduction to using machine learning and applied statistics to build models of neural activity. The data analytic approaches we discuss may also be applied to other sensory modalities, motor systems, and cognitive systems, and we cover some examples in these areas. In addition, a collection of Jupyter notebooks is publicly available as a complement to the material covered in this paper, providing code examples and tutorials for predictive modeling in python. The aimis to provide a practical understanding of predictivemodeling of human brain data and to propose best-practices in conducting these analyses.},
+	journal = {Frontiers in Systems Neuroscience},
+	author = {Holdgraf, Christopher Ramsay and Rieger, J.W. and Micheli, C. and Martin, S. and Knight, R.T. and Theunissen, F.E.},
+	year = {2017},
+	keywords = {Decoding models, Encoding models, Electrocorticography (ECoG), Electrophysiology/evoked potentials, Machine learning applied to neuroscience, Natural stimuli, Predictive modeling, Tutorials}
+}
+
+@book{ruby,
+  title     = {The Ruby Programming Language},
+  author    = {Flanagan, David and Matsumoto, Yukihiro},
+  year      = {2008},
+  publisher = {O'Reilly Media}
+}
diff --git a/docs/requirements.txt b/docs/requirements.txt
new file mode 100644
index 0000000..10bfdae
--- /dev/null
+++ b/docs/requirements.txt
@@ -0,0 +1,6 @@
+jupyter-book
+matplotlib
+graphviz
+seaborn
+numpy
+mlfz
diff --git a/examples/nn/scalar/univariate_linear_regression.ipynb b/examples/nn/scalar/univariate_linear_regression.ipynb
index 9e1bc79..3793944 100644
--- a/examples/nn/scalar/univariate_linear_regression.ipynb
+++ b/examples/nn/scalar/univariate_linear_regression.ipynb
@@ -29,13 +29,13 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_10273/3847166974.py:9: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
+      "/tmp/ipykernel_22295/3847166974.py:9: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
       "  plt.legend(bbox_to_anchor=(1.05, 0.0), loc='lower left')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
@@ -59,7 +59,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -115,20 +115,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_10273/2886724898.py:21: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
+      "/tmp/ipykernel_22295/2886724898.py:21: UserWarning: No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n",
       "  plt.legend(bbox_to_anchor=(1.05, 0.0), loc='lower left')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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bCnHsscdi7969Pl+nb9++HTt27NB0+fv27UNWVpbP5dvtdrRr1w42mw0//fSTt41HkiQUFBTg/vvvh8vlwpYtW7Bjxw6fCv4xxxyDW265Bf369fNZiUV23HHHITs7GytXrvQ5/aeffoLH42nR3qDXsGHDIEkS3nzzTdTW1npbTYYNG4bVq1dj5cqVIdtVonH/RXK/HDlyBK1bt/b5dkFe8UUem9ya4d/i43+7KvXs2ROtWrXCnj17fO7vY445Bi6XS7V6H0qw20puhdq0aZPP6fI3GEDTNyB5eXn47bffWjzOGxoa0K5dO9TW1uKTTz5BZWWl9/+MHz8e11xzjfcxNmDAALjdbp/Wk9raWlx++eX43//+F/PrTkSxw0BOlIDy8/MxatQo3HfffVi6dCl2796NlStX4vrrr8f06dMhhMBxxx2H1q1b49VXX0VxcTFWr16NadOmeZdA+/HHH1FTUxPxWK6//nps3rwZc+bMwdatW7Fjxw7Mnz8f5557Lr799lsAwDnnnIPGxkbcfffd2Lp1K9auXYs777wT3bp1C3n5kyZNQk5ODm699Vb8/PPP2L17NxYvXozJkyfj6aefBgB88cUXuPnmm7FkyRLs2bMH27dvx9NPP4309HQUFBR4l03873//ix07dmD37t344IMP8Ouvv2LYsGEt/qbT6cS1116Ljz76CAsXLsSOHTvw/fff429/+xuOO+44nHHGGRHdZqmpqRg6dCheeuklb587AJx44on48ccfsWHDBp9lJf21atUKO3bswPr161Ur3FpFcr8MGTIE27Ztw+LFi7Fz50688MILWLduHbp06YKNGzeitLQUvXr1Qv/+/fHUU0/h22+/9d4vxcXFAS/X4XDg+uuvx2uvvYZXXnkFv/32GzZt2oS//OUvuOiii7B//37N10+uOH/33XfYuHGjajg96aST0KlTJ8ybNw9r1qzBr7/+ivvuu89nqUIAmDZtGpYuXYqnnnoKRUVF2LZtGx588EGcf/752Lp1KxwOBx5++GHMnj0bv/zyC0pKSrBmzRq8//773rkI48aNw7HHHot7770Xq1evxvbt23H33Xdjy5YtGDBgQMyvOxHFDltWiBLUk08+iUcffRR///vfUVZWhjZt2mD06NGYNWsWJElCeno6/vWvf+H+++/HxIkT0aNHD8yYMQNDhgzBzz//jNtuuw2PP/54xOMYOnQonnvuOTz55JOYPHkybDYbjj/+eDz22GMYPXo0gKbK4Ny5c/HMM89g0qRJOP7443H77bfjiSeeCLlzodatW+O1117DP//5T9xwww2oq6tDly5dcPXVV+P6668HAMyYMQN2ux0PP/wwSktLkZ6ejhNOOAELFixAbm4ucnNz8Y9//AMvvfQSnnjiCQBA9+7dcffdd+Pss89W/bs33XQT0tLS8Nprr+Hhhx9GdnY2Tj31VPz5z3+Oyg6RRo0ahe+++w6TJk3ynnbiiSeirKwMOTk56N+/f8D/e80112D27Nm45ppr8Mc//hEnnHBCWGOI5H654oorsH37dtx7770AgLFjx2LevHl455138Pjjj+Ouu+7CggUL8MQTT+Cee+7BzTffjLS0NJx11lmYOXMmbrvtNp919ZWmTZuGzMxMvPrqq3jggQeQkZGBIUOG4NVXXw3ZSqNUUFCAcePG4cUXX8THH3+MpUuXttihUWpqKp599lnMmTMHV155JVq1aoVJkybhiiuuwIMPPojGxkY4nU5MmDABNpsNCxYswLPPPouUlBT069cPL7zwgvf2f+GFF/Cvf/0L06ZNQ1VVFdq3b4/TTjsNf/rTn7x/a+HChZg3bx5uvPFG77ct//3vf5Gbmxvz605EsSMJfiwmIgsoKytDdna2dzUWt9uN0aNH44wzzsA999xj8uiSF+8XIiLjsUJORKbbvn07JkyYgIkTJ3qr2q+88goOHTqECy+80OTRJS/eL0REscEKORFZwrfffounnnoKW7duhd1uR69evTB9+nTda21TdPF+ISIyHgM5EREREZGJuMoKEREREZGJGMiJiIiIiEzEQE5EREREZKKkXGVl6NChaGho8O4lkIiIiIis5cCBA0hJScHq1avNHorhkjKQ19fXw+12mz0MIiIiIgrA5XIlzV5kkzKQy3szW7ZsmckjISIiIiI148aNM3sIMcMeciIiIiIiEzGQExERERGZiIGciIiIiMhEDORERERERCZiICciIiIiMhEDORERERGRiRjIiYiIiIhMxEBORERERGQiBnIiIiIiIhMxkBMRERERmcjSgXz37t246aabMHz4cJx88smYPXs2KioqVLf95JNPcPbZZ6OgoAATJkzAd999F+PREhERERHpZ+lAftNNN6F169b44osvsGjRIhQVFeGhhx5qsV1hYSFuv/123HrrrVi1ahWuuuoqTJ8+Hfv27TNh1ERERERE2lk2kFdVVSE/Px+33XYbMjMz0bFjR0yaNAmrVq1qse27776L0047Deeccw7S0tIwefJk5OXlYdGiRSaMnIiIiIhIO8sG8uzsbMybNw/t2rXznrZ37160bdu2xbYbN25E//79fU7r168fCgsLDR8nEREREVEkLBvI/a1fvx4vv/wybrrpphbnlZeXo3Xr1j6n5eTkoKysLEajIyIiIiIKT1wE8p9++gnXXXcdZs2ahdNPP73F+ZIkqf6/QKcTEREREVmF5QP58uXLccMNN+Cvf/0rrrrqKtVt2rRpg/Lycp/TysvLVdtbiIiIiIisxNKBfM2aNbjjjjvwxBNPYOLEiQG3KygowIYNG3xOW79+PQYMGGD0EImIiIiIImLZQO5yuXDXXXdh9uzZGDlyZIvzr7rqKixevBgAMHnyZHz33XdYvHgx6urq8PLLL2Pnzp04//zzYzxqIiIiIiJ9LBvI165di6KiIsyZMwcFBQU+hz179mDXrl3enQTl5eXhn//8Jx5//HEMGzYM7777Lp599lm0b9/e5GtBRERERBScJIQQZg8i1saNGwcAWLZsmckjISIiIiI1yZTXLFshJyIiIiJKBgzkREREREQmYiAnIiIiIjIRAzkRERERkYkYyImIiIiITMRATkRERERkIgZyIiIiIiITMZATEREREZmIgZyIiIiIyEQM5EREREREJmIgJyIiIiIyEQM5EREREZGJGMiJiIiIiEzEQE5EREREZCIGciIiIiIiEzGQExERERGZiIGciIiIiMhEDORERERERCZiICciIiIiMhEDORERERGRiRjIiYiIiIhMxEBORERERGQiBnIiIiIiIhMxkBMRERERmYiBnIiIiIjIRAzkREREREQmYiAnIiIiIjIRAzkRERERkYkYyImIiIiITMRATkRERERkIgZyIiIiIiITMZATEREREZmIgZyIiIiIyEQM5EREREREJmIgJyIiIiIyEQM5EREREZGJGMiJiIiIiEzEQE5EREREZCIGciIiIiIiE1k+kH/zzTc45ZRTMHPmzKDb3XHHHejXrx8KCgq8h6FDh8ZolERERERE4XGYPYBgFixYgHfeeQc9evTQtP1NN92EP/7xjwaPioiIiIgoeixdIU9NTdUVyImIiIiI4o2lA/mVV16J7Oxszdv/8MMPOPfcczF06FBMmTIF69evN3B0RERERESRs3Qg16Nbt2449thj8Z///AdffvklBg4ciOuuuw5lZWVmD42IiIiIKCBL95DrMX36dJ/f//znP+Pjjz/G0qVLcdFFF5k0KiIiIiKi4BKmQu7PbrcjNzcXBw4cMHsoREREREQBJUQgF0Jg3rx5+PXXX72nNTY2YteuXejWrZuJIyMiIiIiCi5uA3lpaSnGjx+PXbt2QZIklJSU4L777sOBAwdQXV2Nhx9+GCkpKTjjjDPMHioRERERUUCW7iEvKCgAALhcLgDA0qVLAQDr169HY2MjiouL0dDQAACYO3cu7r//fpx33nlwu90oKCjAwoULkZGRYc7giYiIiIg0sHQgD7Zs4THHHIMtW7Z4f2/VqhUeeOCBWAyLiIiIiChq4rZlhYiIiIgoETCQExERERGZiIGciIiIiMhEDOREREREFJIQwuwhJCxLT+okIiIiotiQA7cQwntQ/g407XjRbrebNsZExUBORERElCTUQrfyNDIHAzkRERFRAlGrbitP00KSJJ+D8jSKPgZyIiIiojgTqK1Ea+j2D9n+wZtii4GciIiIyGK09HOHolbdZui2JgZyIiIiIhNEo587WFsJQ3f8YCAnIiIiMkig0M1+blJiICciIiKKgBGTKFnlTi4M5ERERERBqPVvcxIlRRMDORERESU9TqIkMzGQExERUVIwchIlAzdFgoGciIiIEgb7uSkeMZATERFRXOFOcSjRMJATERGRpbCfm5INAzkRERHFHPu5iY5iICciIiJDcKc4RNowkBMREVHYOImSKHIM5ERERBRQtPq55Z8M3UQtMZATEREluWj2cyuPM3QTacNATkRElATYz01kXQzkRERECYL93ETxiYGciIgoTqj1b3OnOETxj4GciIjIQrhTHKLkw0BOREQUY9wpDhEpMZATEREZgJMoiUgrBnIiIqIwBWorYT83EenBQE5ERBQA+7mJKBYYyImIKKkZ2c8tHyciCoaBnIiIEh77uYnIyhjIiYgoIXCnOEQUrxjIiYgoLnCnOESUqBjIiYjIMjiJkoiSEQM5ERHFFPu5iYh8MZATEVHUsZ+biEg7BnIiIgoLd4pDRBQdNrMHEMo333yDU045BTNnzgy6ncfjwaOPPoqRI0di4MCBuPrqq7Fr164YjZKIKPHI4drj8cDtdsPlcsHlcqGxsRENDQ1obGyEy+WC2+2G2+2Gx+NpEcYlSYLNZoPNZoPdbofD4YDT6fQ5OBwO2O122Gw2tp0QUVKydCBfsGAB5s6dix49eoTc9qWXXsK7776L559/Ht999x26deuG6dOn6/p6lIgo2aiF7sbGRp+DHLo9Hk/Q0G23231Cd0pKijdwM3QTEQVm6UCempqKd955R1Mgf/vtt3H99dfjhBNOQFZWFm6//XZs374da9euNX6gREQWFih0y1Vu/9Ct1naiDN1ywPYP3XIgl0M3ERFpY+ke8iuvvFLTdvX19SgqKkJ+fr73tKysLHTv3h2FhYUYPHiwUUMkIrIETqIkIopflg7kWh0+fBhCCOTk5PicnpOTg7KyMpNGRUQUPdFan1v+ydBNRGQdCRHIg+GbDBHFi2AVbr07xVFbm5uvh0RE1pQQgbxNmzaw2Ww4fPiwz+nl5eVo166dOYMiIlLBneIQEZG/hAjkKSkpyMvLw4YNGzBs2DAATW0sO3fuREFBgcmjI6Jkw35uIiLSw9KrrARTWlqK8ePHe9canzJlCp577jls3rwZVVVVmDt3LvLz8zFgwACTR0pEicZ/1RK1lUvkNbuDrc/tv3KJvC63/8olXCqQiCixWbpCLle3XS4XAGDp0qUAgPXr16OxsRHFxcVoaGgAAFxyySU4cOAArr32WlRXV2PEiBF44oknzBk4EcW9aE2iVJtIKf9OREQEAJJIwj3njBs3DgCwbNkyk0dCRGYychIlAzcRUWSSKa9ZukJORBQpI/q5lacRESUD+TWTr3vGYCAnorgXqK2E63MTEYWmtuqTcq+9ytdTeY4LRRcDORFZHvu5iYjCoydsa8HXS2MwkBORJXCnOERE+hgRtpUH5QpPnB9jLAZyIooZ7hSHiEgbLUE73NfOQEGbr6PmYSAnoqjiTnGIiIJj2CZ/DOREpIta/zYnURIRNQkVtj0ej67LCxa2bTabdxuKbwzkRNQCJ1ESEbUUqqodbthWq2ozbCcXBnKiJMV+biKioxi2yUwM5EQJjP3cRETBw7b8ux7BWkj4GknhYCAninPcKQ4RJbNQVW2GbYoHDOREFsd+biJKRsrXumiG7UAtJGy3IzMxkBNZgJE7xeEbDBFZTbCwrfxdj2BVbb4WktUxkBPFCCdRElEyMCJsh6pq8zWQ4h0DOVEUcRIlESUy+bUsWAsJwzaRfgzkRDqwn5uIEhXDNpF5GMiJ/BjZzy0fJyKKpUBh2/93PUL1a/O1jkg7BnJKSuznJqJEofY6FknYVmubY9gmMhYDOSUs9nMTUbxj2CZKDgzkFLfU+re5UxwiihdagnYkYVstaPN1jciaGMjJ0jiJkojiEcM2EenBQE6m405xiCieMGwTUbQxkFNMGNHPrTyNiCgajAzbgYI2X8OIiIGcoiZQWwn7uYnICrQEbYZtIjIDAzlpxn5uIrKqWIZtm83m3YaIKBoYyMmHkf3c8nEiIj1ChW2Px6Pr8hi2ichqGMiTUKDQzX5uIoq1UFXtcMN2oF22y9sQEVkJA3mCMmISJavcRKQHwzYRkTYM5HEqWv3c8k+GbiLSI1QLiZ4P/0DgsC3/Lm9DRJSIGMgtLJr93MrjfHMjomBCVbXDCduBqtp8PSIiYiA3Hfu5iShWlK83sQrbfB0iIgqNgTwG2M9NREYLFraVv+vBsE1EFBsM5AYTQsDlcoV8I2Q/NxEFYkTYDhW0+bpDRBQ7DOQxxH5uIvInB+lgLSQM20REiY2B3GCSJMHpdJo9DCIyAcM2ERFpwUBORBSGQGHb/3c9Ai35x7BNRJTYGMiJiPyorXoUSdhWm5TNsE1ERDIGciJKKgzbRES+/F8HlT/9T8vIyEBKSorZQ044DORElDC0BO1IwrZa0GbYJiIrUr4GagnaWrndbgNHnbwsHch3796Ne+65Bz/99BPS09MxadIkzJo1CzabzWe7J598Ek8//TQcDt+r88UXX6B9+/axHDIRGYRhm4iSXahQrTxN7xwWwHffA8qfyuN2u92Aa0aWDeRCCPzhD39A79698dVXX+HgwYOYOnUq2rdvj2uuuabF9hMnTsQDDzxgwkiJKFIM20SUjJSTw7UE7XAEC9f+p/F10TyWDeTr16/Hli1bsHDhQuTk5CAnJwdTp07FwoULVQM5EVmTkWE7UNDmmwoRmcX/tS5Uu0g4QlWxuUfd+GPZQL5x40Z07doVrVu39p7Wv39/7NixA0eOHEFWVpbP9lu2bMHkyZOxfft2dO/eHbNmzcKoUaNiPGqi5KIlaDNsE1G8U5v0GCxohyNU9Zr7G0hslg3k5eXlyMnJ8TlN/r28vNwnkHfu3BndunXDrbfeitzcXLz11lu48cYbsWjRIvTq1Sum4yZKFLEM2/K8EL7JEFGsBKpiqwXtcPuxtbSJyD8puVk2kOt5cE6ePBmTJ0/2/n711Vfj448/xocffoiZM2caMTyiuBYqbOv9GpVhm4iswAqTHtkqQuGwbCBv27YtDh8+7HNaeXm597xQjjnmGBw4cMCIoRFZWqiqdrhhO9Au2+VtiIiiTe31zKhJj1rbRYiMYNlAXlBQgL1796K8vBxt2rQBAPzyyy/o3bs3MjMzfbZ95plncOKJJ2L48OHe04qLizF+/PiYjpnIaAzbRBTv9OyEJhqTHkOtKsLXOLICywbyvn37YsCAAZg7dy7uuecelJSUYP78+bj55psBAOPHj8fcuXMxdOhQVFZW4r777sPTTz+Njh074tVXX8XOnTsxadIkk68FkXahWkj0fr0arIVEfgPiGxERRYNVJj2ykEDxyrKBHAAef/xx3H333Tj11FORmZmJSy+9FJdeeimApgp4TU0NAGDmzJlwu92YMmUKamtr0adPHyxcuBCdOnUyc/hEXqGq2uGE7UBVbYZtIooGPVVsTnokiowkwv2oGsfGjRsHAFi2bJnJI6F4Jz99Yhm2+cZEROHSujZ2tCY9cic0FIlkymuWrpATmSlY2A73DStYCwnfoIhILy2THiPtx+akRyLjMZBTUjIibIeqavONioi04KRHouTDQE4JRw7SwVpIGLaJKJYC7YQm0Gl6+b8uBQva8vZEZB0M5BRXAoVt/9/1YNgmonDEYtKjljYRTnokin8M5GQZsQjbauGbiAjwfQ3ipEciiiUGcooJ/9aRSMO2f6hm2CYiNf6vN6GCdjj0VLH5ukREahjIKWJagjbDNhFFS6x2QhNoxzNsayOiaGMgp6CMDttqQZtvbkTJx0qTHvkaRESxxkCexBi2ichIeqrYnPRIRMmMgTxBMWwTUbQFmvQYKGiHgzuhIaJkxEAeh7QE7XDDdqCgzTc+osRkhUmP7McmomTHQG4xDNtEFKlYTXrUWsXmawwRUXAM5DEUKmzrrT4FC9vcGxtRYlHb0Uy0d0Kjp12EiIiih4E8Burr6+FyuXT9n2BVbYZtosRghUmP7McmIjIfA7nBhBAtwjjDNlFiUvsGjJMeiYgoFAZyg0mShIyMDAghvG+OfJMkih9qATtY0A6Hnl2p8/WDiKJB+Tqm9SCEQOvWrZGRkWH28BMOA3kM8E2UyFqM3gkNoG3SI78RI6JI6QnW0ZjQHW7hgYLTHcinTJmCiRMnYvz48WjdurUBQyIi0o+THokSg9sjsLK4DPur6tAxOw3De7aF3Zb4zyn/QoGekB0J+fVL68Fut0fpGpOS7kA+atQovPHGG/jHP/6BkSNH4rzzzsO4ceOQmppqxPiIKInpqWJHY9JjqHYRIjLWZ4UlmPPRRpRU1HlPy81Jwz3n9sP4/FwTR6aP/2uV1kMklK9ZWg98bbMOSYT50WrXrl1YsmQJPv/8cxQVFeGMM87Aueeei1NOOSXaY4y6cePGAQCWLVtm8kiIkouWSY9G74SGkx6JrOmzwhLc9Moa+IcS+Vn6zOVDYh7KwwnVRgRrLWE7EV/PkimvhR3IZQ0NDXj//ffxz3/+E1VVVejSpQuuu+46XHbZZdEaY9Ql0x1MZDROeiSiSLk9AqMeXO5TGVeSAHTOScO3t48Nq30lXtpBEjVYhyuZ8lrYkzp/+OEHfPTRR1iyZAkyMjJw0UUX4fzzz0dZWRnuv/9+bNu2Dffcc080x0pEMWL0pEf/pT9DBW0iSmwri8sChnEAEABKKuqwsvgQRvRsGzA8u93ugME7EmwHIaPpDuQPPvggFi9ejMrKSpxxxhl47LHHcMopp/g86BYsWICzzz6bgZzIQqywExpOeiQimfJ1p6auDqcel4OcNDtapdrRKt2BnDRH0/E0R9PpaXa0S61HSUlJ2H8zVLAOdD5fs8hougP5pk2bMGPGDJx99tkB16Hs2LEjbr755ogHR0SByaGZkx6JyEzRaAc5oTXwwP/11PV32Q5CiUR3IF+4cKGm7aZOnar3oomSnv+kx1BBOxyc9EhEaszqs5ZfczbtO4KD1Q2oqHOjqs6NijoXKupcqKxzo7LOhRSHHS9cMwJOh52vT5RwuGMgIoPp2ZV6JDuhCbTjGf+AzTcxosRnldVBtLSHyK9Jaw+WYPZHW5rGr7zc5p/PXD4EqSnOiMZIZFUM5ERhCFTFVgvanPRIROHyD9Zag3Y8rg4yPj8Xz1w+pMU65J3jcB1yIr0YyImacdIjERnFCsvuKV9z7HZ7wEmMZn6TNj4/F2f265yUe+qk5MZATgkr0KTHQEE7HHp2pc6QTZQY4qEdJJ5fd+w2CSf3amf2MIhiioGc4kqsJz2GWlUkHt/siKhJqGAd6Px4bAchImtjICfTxWrSY6gqts1mAwC+8RHFGSu0g2iZvKh8nSEiUmIgJ0Po2ZV6pJMetbSLEFF8YDtIdLg9gn3YRHGEgZw007MrdaMmPcbDGyER6Q/WkXxAl/l/UE/WdpDPCktarFSSy5VKiCyNgTyJ+fdjc9IjEfmzejtIIgfrcHxWWIKbXlkD/1t/X0UdbnplDZ65fAhDOZEFMZAnGLWAHSxoh4OTHoniT7C189kOkhjcHoE5H21sEcaBph3tSADmfLQRZ/brzPYVIothII8DelYVidakx0BBG+CkRyKzWa3POtR5FBsri8t82lT8CQAlFXVYWVzGZQWJLIaB3CSc9EhEbAehaNpfFTiMh7MdJZ9Ar0dut9v7oT4rKwsOB+NjtPEWjYH6+no0NDREfdJjqHYRIooNPcHaf7tIsB2ElDpmp0V1O4o/wV575FAd7Hwt2cTlcqF9+/YxuDbJxdKBfPfu3bjnnnvw008/IT09HZMmTcKsWbO8rRNKL774IhYuXIhDhw6hT58+uPfee9G/f38TRu1LCIHq6uqA52upXvNNlCh2rNYOEqwthK8JpDS8Z1vk5qRhX0Wdah+5BKBzTtMSiGQ9Wl57goVqt9sdtbGovd7Y7XbYbDbk5ORE7e/QUZYN5EII/OEPf0Dv3r3x1Vdf4eDBg5g6dSrat2+Pa665xmfbzz//HI899hieeeYZDBw4EM8//zymTZuGJUuWICMjw6Rr0ESSJGRnZ8PtdqsGbL6hEqmLdB1ltoNQsrHbJNxzbj/c9MoaSIBPKJcfYfec248TOg0ihAhZhQ4VqqMl0GuNHKpDnc/XpNizbCBfv349tmzZgoULFyInJwc5OTmYOnUqFi5c2CKQv/3227jwwgtx0kknAQCmT5+ON954A8uXL8eECRPMGL4Pp9MJp9Np9jCI4ob/OsrpTht6d8jArDOPx0k928YkWLMdhOLR+PxcPHP5kBbrkHfmOuRBKT/AhxuqI33NUQoWnEOFagbq+GTZQL5x40Z07doVrVu39p7Wv39/7NixA0eOHEFWVpbPtuecc473d0mS0LdvXxQWFloikBNREy0V65LDNXDVHMFD/9cDrdIcaJVmR4pdblMTOHTokK6/yWBNyWZ8fi7O7Nc5qfbU6f/aoqVf2qjqtCRJmivRgQ6UfCwbyMvLy1v0Kcm/l5eX+wTy8vJyn+Aub1tWVmb4OImSkVqw1hK2tVSQclKAwV2zWpze4PagstaN6kY3endqBTvbQYgCstukuFnaMFB7Wah+aaOq0/6BWZIkHKpxobrBjbQUJ7q3zYTdHjhU8zWHwmHZQK7nAR1oWz4piIKzQp+1soK953A9FnxbjIo6Fyrr3Kisc3uP17mOVrBen3pS3IQNokQXaqk8LaE6Wvy/EdPb+uH/7Zh/+xwA5LL9hwxg2UDetm1bHD582Oe08vJy73lKbdq0Ud02Ly/PyCESWYpVVwfR0w7y1Y49+KAwdEtKvK2jHOkEVSIjhTsBUT4/2tXpcCYhGlGd/qywBDe9sqbFijX7Kupw0ytr8MzlQxjKKWosG8gLCgqwd+9elJeXo02bNgCAX375Bb1790ZmZmaLbQsLC3H++ecDANxuNzZu3IgLL7ww1sMmili461knwuogibiOMitsZKRIl8qLZrtHsKXytIRqK83dcHsE5ny0UXX5SIGmVWvmfLQRZ/brzA/XFBWWDeR9+/bFgAEDMHfuXNxzzz0oKSnB/PnzcfPNNwMAxo8fj7lz52Lo0KG45JJLcOutt+KMM87AgAED8O9//xtpaWkYO3asydeCkpkV2kFChWmrTSJKtHWUWWGjUOJhqTytrR9WCdPRsLK4zOdDtD8BoKSiDiuLyyzbPsdv5uKLZQM5ADz++OO4++67ceqppyIzMxOXXnopLr30UgBAcXExampqAACnnXYaZs+ejb/85S84dOgQ8vPzMX/+fKSmppo5fEogidAOEg8SaR1lVtgSn5WWygv1ehEqUMf7a0e0aW2Ls2r7HL+Ziz+WDuSdO3fG/PnzVc/bsmWLz+9TpkzBlClTYjEsimPhVqwjedNU2xOrGe0g8SJR1lFOhApbouNSeRRIPLfP8Zu5+GTpQE4UiNXbQRisI5MI6yjHe4XN6tReA/QGaiOXytMbqPk6YS3x2j7Hb+biFwM5mUrtTVVr0I5EMraDxJt4WkdZTTxX2GLBqkvlhROq+dqQeOK1fU7rN3OPfr4FI3t3iLtCRyJjIKeosVqfdajziIwUrxU2rfS2dvifn6hL5VHiiMf2Oa3fuD31RRGe+qKIfeUWwkBOLbAdhChyVq6wRbpUntvtjtpYwlkqz38vinwdIKPEW/uc3m/c2FduHQzkCUxvsFZuGwm2gxA1MarCFg9L5WkN1Xzek9XFU/tcoG/mnDYg3WlDukNChtOGdKfk8/t3hcUY2F6CUHntUB4XQqBLly7e/cNQ9DCQxwmrtYMEaw/hGyzRUS0rbKkY2qMNJAjU19eHFaij2e6hd9fiyvP4QZrIGMr3/EDhWO242+3Gk/+Xi73lNU2B2ykh3WGD0x76eXpg/35NY3O5XJFePVLBQB5j8pNMb8BmOwiRNehZ2UN5XheHB51zPPB46rDzt4qojEX+IBxuqLbZuFQeUbT4r0mvJTwrT3N7PKhraAQ8ApIkEO47cAqAY9ukqJ5X5/KgplGgttGDWpdATaMHtY0CtS4PhvRoi14dW6m+dsjH7XY7UlLUL5siw0AeA4cPH0ZdXV3UgnU461kzXBPF51J5wbbh85oofIF27BQsUAcL2dF4bbABUCZxAcAeJBwHOw2SDRtKqrBqx2E88/V21LkEPEGG+Hr/POTmxkdrTiJiIDeYEAK1tbUt2kfYZ02kX7wulae2DZ/PRPpF0soRqCc62tReG9TCs3y8cG8l/v3ldlQrKte1zZXrBrdomnDZN7z5Jicdn4lhvTrhtdV7UBtgOcR4X/EpUTCQG0ySJHTs2BEul4uVLUpqoSYZc6k8osQUaSuH/3EjKPeUGiw8azlNTyuY2yNwx/y1AdcOj8aOfKy84hMdxUAeA3a7HXa73exhEEWES+URJY9IArMRrRxq9ATmUOeb9XqgdUc+K4vLIlrpJR7XVE82DORESSLel8rzD9REdFSguRHx3MoR7LRE+VCtdUc+WrcLJt7WVE82DOREcSDQ5CM9gZpL5RFZC1s5SOuOfPTu8CeQeFpTPdkwkBPFQKQre8SiOq2n/YMoGYWzKgdbOSiYQDvykXHCZfJgICcKIR6Xygt2Pt9gKZlEs5UjmvMglNjKkbw44ZJkDOSU8OJ1qTy18/lmS8lASyuHniXvjMBWDooWTrgkgIGcLC6SpfLk87hUHpGx2MpBFBmrTbhUW+9d/oYoKyuLj38DMJCToSJZKi/a1a1AO2PSs7IHX4QoUSRqK4fatmzloHgQzoTLQN8mud1u1dP0bBNI165d0b1790ivLvlhIKegtCyVF+r8aAl3AiIrWpQo4m1VDj1tG2zlsD63R1imghtvlO+loQKxliBt9PNYSX5Oy4ecnBzD/2YyYiBPYFqXygt2nhWWymO7B8UrtnJQovissKRFj3NuAvY4qz0Hw60wK48b9dxVCvTtkPwz3PP4nI4NBnIL07OyR6DzoiVUWNYSqoniQaLuYIWtHBSuzwpLcNMra1osy7evog43vbIGz1w+JKahXP6gG0mlOdB5sQjO0QzL/DCcOBjIY8Dj8aChocHyS+UF24ZPdLKyeG7lKK1qwKrfDuNQdSNqXQK1jR6kOB2YMLALhvRoFzBcE8WC2yMw56ONqmtkCzQtzTfno404s1/nFu0rwfqbI23dMJr8oVdrINZ6Hj8AUyAM5AYTQmDnzp0RvYBwqTxKRJEEZrNbOfT0QQerXn1WWIKbXmsZdiQA7xYejnnlkZJTsP7mzXsr0LuVB/ltUpHmkJBql5DmQPNPCakOCWl2CSt/WouMFJup/c2RVJjVnrtEscRAHgPp6emoq6sLO1QzTJMVqH1NrCVIs5VDXSSVR4o/0ZgQGc3+ZuU2oZ6LNw/JCj04Vx1qXIHPDqfCrCVI8/2REgUDucEkSUKnTp3MHgYlqXhu5dATnpUfYOPFyuIynwly/gSAkoo6rCwu070UGplHbf3m737dj5e+L0Z1XaO3yvxBthPj+3XEce0zNLdzxLq/2W63o7rBg3W7K1DnBupcAvVugXqXaD7edFqdW+APY/PQt0uOaqBmYckcXBUnvjCQE1lMJIHZf1uuymFd+6sCh/FwtiN9YtnfnAXg5kFpANJ8z2g4jL17D+seeyz7m90egT99vhz7KupUv82R0LRHyeEndGfYs5BkWRUnkTCQE0WIrRwUjo7ZaaE30rFdotKzfrPebYwmSRKqGjyobfQ0VZXdUFSXm37a7XZMGXEsHA71yrLZ/c12m4R7zu2Hm15ZAwnwCeXyq8A95/aLaRgPVPllRbiJ1lVx1D6U+h/3/x0AcnNzkZaW3K9LRmAgp6SUaK0coU6Lp1aOZDG8Z1vk5qSFrjz2bBvroYVF7TnT6HJj897DqKipR06aA93bpgMiuv3N0RBJhTnYNj9sL8PUBT+E/Punn5iJk3tYty1pfH4unrl8SIuKa2cTKq6BKr/nDczFh+tKEqYirCUs+wdnt9sNl9uNn3/ZhWv7O5BiB1JsElLsQKodSLEBKXYJdbs24IsDm8NebKKxsRF5eXlRvsbEQE5xg60clEjMqDyq9TdHY1JgqG92cgCgEdhZFdn4w50UGCpYG/VcS6S2pPH5uTizX2dTK9CBKr8lFXV49uviFtsbtU56OJVlvcE6kkLPsI4AYA+6jX8Y998bp9pzxm63w+Fw4Jhjjgl7bBQYAzkZJplaOThxyXiJ+HV00MrjhBMwrk971NXVGdrfHG2SJMEjJJTVNqLOBZ9JgHVugXoXcHLv9ujZITvi/marS7S2JLtNMm2CcbBVifw5bUcrwql2CfOXbcCwLqlA8/uRnvAc7bAcDq1h2W63o+hgDRYXlqLBDTS4BRo8QL0bTb97BBrcTb/fcU5fnJ3fxZQ2KFLHQE4+9LZyhNrWCJGuyhHtXsxEDIpWY9UJSoH6m/WE5q7CjWfOaY/auka4PW7YJQEIARzZidWrdxo2dqPWbxaQMOrB5QFXkJEAfFjsxre390/450mitSVFSmtlWe38veXVOOcYF1J6OLxtGCly8LYfbctItas/pn5es8aQ66T2PhMoLAf7PdB5et+nyhyH8PFHe0Nu16F1K6SmpkZy1SnKGMgTgByCg4UCq7ZyhNMbbaUqmVWDYiKJxm671R7rkbZsGPF8sQPwv6JG9Tcb9TxaUXSIyzk2s+KEyEDCDct6WjEiLdKcnBu8DcNfo6Ii3DojFa0yUnSHZf/TIwnLscAPgfGLgdwE4bZyBDqfrRzmiEZQpKPUnheNLjde/WYzBndyevcImOoA0rzHJWzeug09nZVBQ3es12/WE5pDBep4e+4kUt90NERjQmSgsBxuD3O8tWHYbDbsrajHqyt3B23D8Dnu9v0A9PrUITgpwT8AAvH1IZB8MZDHwN69e1FVVZV0rRyJLJn3shit9ZvVtlGjun6zn7KyMk1jj+X6zckq0fqmQ9ESlge2A966vA+KD1ThSF0DMp02dGqVAuE5jMLCQ4ZXlvVSvh/Ij/OaRoFGD5DidKBddhocGsJ0sON632OO8wjc8XlpwMpvIMlYETZqVRy5uGG36/umgrRhIDeYEALl5eUBw0YkgTneK2nxLB72shjv6zfb7XbUuwX2VtR79whY750YeHQvgfVugf8b2BWDurcNGaj5QdN4VvrKXGtlOZZtGCkAGgHsrgjvOqmF5UCVZa0BOdjzJGhbXr/YfQMYrPIbSKJXhOXHt8vl8j4WXS4XPB4PTuzkwDtX9cOWkgpU1NQhO9WO7q3TIEQlNmwoU/2WJNRB/qZx0KBBOO6440y+9omHgdxgkiQhLy8P9fX1SdPKkejcHoHvth3QtK2Wr+Xjpb9ZTagKc7jVaPl5saLoEGZ/EHod50tGd0DHjon/dXQ80PqVuU2C7jCst03DCpVlLX3KWsOy8rkRC1ZrywtU+Q20DrkZ66SHE3SVj1c5ULvdbp/j8kE+Tf6pVSWAwt2RXz/5W0aKPgbyGHA6nXA6nWYPgyIg9zd/vmEvHv98KyprG9CrtR1pDgmpdknxE4peZwkdxWFs3VodNFBbub851DZGhwMrVVuTSaSV5WPgxrP/1x5F+6sgPB7vChjpDhty0uyw79+EZfs2xPQ6BetZ1hOIrRKWjWbVtrxg66HPHt/X5/QTe7TB6h1l+GDNLnTIdGLgMa18dkxlxCEWr+dq/B/fRh8o+hjIKaH47/hEb4U52PYA0ArA305OB5CubUB1lTikce6asr85mqE5nr+J4QSlloKFZb3V42i1YaixATg+Rz6mvAJueDSuJBOt8JwI7UrRXl411OUZ2ZYnFOuBq1V+tVSRnR4POrvdcFW78P1e38dvituNkh2NeP9nF+wSYJOAUgBLYvsZEDabDQ6Hw/s4VB4P5xDssuL98U0M5GSSUP3N4YbmWHxF3eD27WWuc8O745N6t/wTGNO3E/I654QM0MrTqSUr7bY7FGVY1tuKEcuwrIcRYdn/9Hj9wBgr0V5eteXlCRzTOg1//V0fjM5rD7fbjdJDZeie6YHTBjhtovln09rfyt/37diKtVXpIQO08nisqshOv5dUtwAaPUBaihOSZMOB6kbUupomqzZ6AJvNjhO65OCYtlk+j1mHw9EiHKud7h+W+bgmPSRh1vcrIZSXl+Pvf/87vvrqK9jtdpx11ln429/+hrS0ljPz33vvPdx5550t2kJeffVVDBgwoMX248aNAwAsW7bMmMEnELX+5kgrzfJlGk1rf3OwCrN8fO2uSlz70k+od4sW1T1/XIfcGJFWCPW0YegNyGaGZSN6lpWnMVSYQy5afF64F3997xc4FCG4KRgLpNiA60b2QL/cbM0tFeXVdSg9XOsTqp22piqyGSKpGKsdJJsNN7z8M0oq69HokdDQHLYbBeAREiQArTOcKK9pbDEW+SZIxiVr/b+dCHQcALp27RqzNtxkymuWrZDfeeedqK6uxpIlS+B2u3HTTTfhn//8J+666y7V7YcNG4aXX345xqO0BrX1m0MF4lDbyMfZ39xkf00Zal2hb4s/jOmNmWfmJVULRTRorSx3S3Wjq9MDt7sSxdvLLR+WjWjDYFg2h/w661/tDXQ82MQ8/xaNUFXkuwYFHldDaRHWluq7Lh2DdNx5BOB0OmC3NVWQ61xNgdYbbD2St6LsdDhw4dDucDgiCNBRfgyvKDqEtfsb0aJVqpkAVMO4fJ7ZS9Yq23m0BORwz/PfTs97fX5+PoYNG2bgrZCcLBnIDx48iC+++ALvv/8+2rdvDwCYMWMGbr31VsyePRspKSkmjzA8evqb9fZAG01vf7PWyrRacG5RCT02sl7JaNC6ZvLI3u1NH2u0GdGGYYWwHI1JfMG2ZVg2nlovspEHszR6/A+ST0Ae3KMtOrRKDxl+tx2owQP/24oGd1PF2D9gN3qa2jpen3oyTu7VzrvKCqA+f+OZy4dgoMUqyZHucErZGz+iZ5uAQVat1z2S7azwOJMpHzPKthyHwwGn04ljjz3W7CEmJEsG8k2bNsHhcKBPnz7e0/r374+amhoUFxf7nC4rKSnBVVddhQ0bNqBjx46YNm0aJk6cGMthqxJCYOvWrTh8+HBMQody50ChgrGe82LV32zVXdFbdbUPPWE5WEC2WljW8oEvVCBOltUwrCbUsm/+leFgVeRQh1g/NpUiaavQevh0QylmvvULBII/Xh8f0gvDBnUNOeY1h/ZgS0Xo13I51Fpl/ob/B69gwTelugIn5jS15DgkAack4LBBcVzAITX97rA1nyZBcbxp+81ff4TNX5vb0Su/n/uH4mCBOdLt+PpoHksG8vLycmRlZfmEwJycHADqe+Rr27Ytjj32WNx66604/vjjsXTpUsyePRsdO3bEySefHLNxB1JdXd3ijSNQhS7SKnQ8P5GstuatUjirfSRDWI5WQE6Ux7AV+H/DNOzYNmEv9RZOK4ZZ05KC9SIrJ+CFOq5lRYxYTdjrlJMZMowD0d87qnI7/2UGO2SlYEi3HAiPG0eOHFGt8obTahGqqqzHhM66NtdES7gNJ/zKp6ltZ7WJ/nLbltXGlShMC+SLFi3C7NmzVc+bOXNmwP+n9iI4evRojB492vv7hAkT8Pnnn+Odd94xPZBLkoSBAweioaEh5i/m8STWa94GC8uBJvj1TnPj2fNy8dOOsqZKjB1IsUnISrWhU3YKbAd+xbIvtsJhgyXCcqgQzAl+5gmnGqzlcLi6HmVH6mBD0+oYdTagZJ1519PI6nEyVPWCfzPXVNntmpOK/E5pqKysDBl0sxpd+F2XetTVN3qrxg5F1dgpCWQ6JRzctAKLCtVDcpkQ2GLCbXGU5O1ZDxR2D1a7sHrnYbg8EhqFBJeQmttxmn53OhyorHc3ny7BJeA97hYSWmel4t2bRiElxWmJx5fyQ3aHrFQM7dEawtPyvnG5XAGPB/rpfzzU/7fZbBg7dizy8/NNuz0SlWmBfOLEiQFbSr777jtUVVXB7XbDbm9agL68vBwA0K6dtvVOjznmGBQWFkZnsBGy2+1IT9e4bnUURHu92lhQrnkroXkVAXvTIdUmNR2X6vH9hh3o0ylTU2U52O/hhmUbgGEdAcB/xwgNgLvpw0OjSjEnVFjmBD9zKT+ghds+oacVw8gqcpsgU2wkSYrqusjBDslUeFDex1qqw8H6iv3Pm35cLfaUVzeHZxxtxVAUKd95+y3NYx2eDSA7+DYHD2jbE7HWynCwanCw3x0OB77Zdgj/WroNew7XwyUkeCBpamNsG6T9EUDQ3vi/nzMQ2dlZAS9buct6I0Kx8nhVbT0qauohCQ8cksB2CKw08Wnl8Qi43ea1iiUyS7as9OvXDx6PB1u2bEG/fk1Pnl9++QXZ2dmqkwneeOMNtGnTBmeffbb3tOLiYnTr1i1WQ7YMo3uw/SvLegJxsO2O1DXg0dNSmvfoF/jVpr60CL/oXFEglHAry5tLj+DFFTtR7wbq3U3rkzd4mgJ5vVtg7gUDcEb/XIblMBlVRQ7UhmGWSEOvw+GAJNlw5wcbUHqkscXkP/l4u+w0fHP7OMt/OI9EoB3OaAnFkaxcYXSbTsfU4Ocr99KopY94T0U9VmwvR0Wd21tBzkh1YsKgrhjUvV3IkByrqvFnhSX449ubmkPz0U8gTW2MP+HpSwdhbJ8OqoG2f44Lr158HDbtPYzD1XXITrGhe5s0eBpK4HK58PeTnfh2637UNzTC3vxNQVaKhBM6ZaJ6y/d4a2PgQO1yuQy93v4yJCBQ55J8n/jfP/6nhXO+3W7Hyh2H8fTXxdhX1dj0LYKw4c3FB3CPvSTploY0miUDeZs2bfC73/0O8+bNw6OPPor6+no8+uijuPjii71rX1511VW4+OKLcc4558DlcuG+++5D9+7d0bt3b/zvf//D119/jTfffNPkaxJbn63fi1tf/xlOO9AuDUixS0ixAalSPZ769GdIdZUY0LWV7rAcjcpyKDYA2SktX3Ea3E07bahvDrld22QiOz0l4mpypJVlt0fgkteWo6RC/faQAMxZvBVnFhyTMGFc7cOYkYdk2AV1tKrIK4oO4du9bgRa6g0A9lbUh7VXxXAFqhqHG5K1nmc2ZV+6npAcajubzY5NpdUor3WhXXY6Tjy2HVKcDu+3HHrMW7wRi/bUtagOH1+TiUnHHaf5cgJVikNVgbWc1+hy4ecdh3BJOzccEM2h2eMNzw4IbFm+DVuWaxvrAQDb/U7r6wTgt5x29cFKVGu+BZpoDbp6QrFks+FPb6/H/iNNQdglbHCj6cOTu/nQIScd3/p9yPa/T7Qc3G436uvrW5y+fX8lvtu6H10kD7o5PLA3P2LWVuWaPq8rEVkykAPAnDlzcO+99+LMM8+E0+nEueeei1tvvdV7/q5du1BRUQEAuOyyy1BZWYnp06ejvLwcPXv2xL///W/079/frOG3EKqyrCcgB/rd4fHg32ODlFIO78KGw9G7TtHqWbbb7YBkw1X/XYWSivqmPV+6m6p68huGvIrJt7efYokKn5G7ldbD/3HiX/lVOy6/4YUTrs3iXxFWe4xFq/1CT7ixSntY8KXeBOzNq0rsK6tAVccU1WCkt3Icajszv3UAWn6wCmc1Cq3bSjY7ft5VgQPVjejUKt2wx0FnlcmK8rcCWlsgPvx5F1Zs3Y9BGU3BVg66DghsW1uKf5asxwnNbYFaLtNIHexo2R0YgNbQqzxN67ahzlN+qFbeH2rBN9DpdXV1PqftOnQEmdV70VsSsNs8sKMpENulpp8OeGBv8OCRxwrhkITP/42mPJX9/5R70nHAk2nqeu2JyLJ76jRSLPf8JITAzz//rLo6jJEa3E27b2/wNLdSNB/v0zkH7bLTdIXlWPUsa1nz1iqfxhet3YNb31irco7c59m0i+k55/XFmOZdUbOKrL8VI5pV5GgLpz0sWNU4UNVXy3blR+qwrbSyeem25iXemnuNHRJg9s0XqmocSeVY7bymNh4pJo+bpsfBBpRW1HkruF1apeCWMcfhlOPa6qoYh1NljnX7RDDBQq+eIOxwOLB2dwVe+H4X3EKCC00VYbVK8YOTB2Hi4G7e+zrcCnE0t7MStdvc/2C32+F0On1ef/dV1uHTwlJ4BCAEIH+8dgkbNns6wyU11XNfn3qSoUUn7qmToqquzrd6pXfPfVqqzsu3HMCdH2xs2uGDB6qrlQDA45ccg7EDQ69Xawaj1rwNd+chwarItuo6zOrfAKe9aWUCOYA7/HZB7dm1Dst2RXrLaGPU5LxAgTmeKd+0tVaHlcd/3VeB5Zv24cQ0AUd60/0vr3O88uu9OLAhHZlOW4v/a2TVuKvGeeNaeoPVfg8WfkP9v1g8XpT3aW1tre4AHE44rm1oRH19IyanCdj8bv/iFVtQvMLwq92C2n0jB6/9Rxqx7UANXLApAq4ceG3ekHtm/1ycdkLnoJflf1wu0sj3Q2Njo64Kscvl8qkSN1YcQSdR1lQZlo5Whr0/4YFD8uDXL7fjsa+MqxBHKlAIDhSM5Z3w7a+sx2cbjwZigeaDEEff34XAuQNykZuT5n2fKzlci5r6BqQ6bGib7oDbffR2aWxshNvtRnV1tc9pgW67ngGvVSMKpaZzI90REx3FQG4wSZJw0kknweVyGVrt69C6HkfU9wbsQ+s6tEYK1ot8YicH3r26PzbvPYyKmnq0SrWjW5s0CE8lNm4sD2t31UaFoK6Zwc/3CCDF2TKcqIUV+UXbvzIc7HT/g9rjyr+lYogFV9zxfyxoDcXhbhetr9pHtAl8nqumChUh/r/y/g0UfPVUkdftqcQTy7c3TeT0W8bNJYBHLxmC8QVdDK0a+3/QaWho0BVyI6kimxXEnCqfNeRg6xIShGRD2+x05GSkht0yoad9AkDACvHTy7fgx8q9TQEX/gHX7T1eeuAg9mS3DM+xrhD3VWmX8FdXXR/0fLXQqxaG/XeEJ3/D4v9Ni/JbSfm4vAdutb1xK2+XxsZGNDY2ora2VjUQ+79XHavhNtq6die2BjjvtyD/T+16+J/mhgRP88o2HkgQAnDDhoPOo29+VsgUiYKBPAZsNhtSUoKsRRYFke5J0qq7oK4AULE7rJtEVTSryD/vqsC/Pt+GRoHmbyaaglBj826p/33Ziaa22OhtqfBf+i9UoPU/rnW7WFaNtdITfA9Wu/DphlLFGsZNgVc+3igkuDzAnf/XHwO6tw14OdGuGvfsCaS17og5H23Afp/2CSduGXMchuamYN++fborxXrDsVW6IINVd8Nto1Cev3FfNf78bqFP+4RLSJCn1iqruPYDAn87Jw9ZKXYcqqpBWqodvdqnw+NpeXvKYU0t/EYaiB0A/k/LNykHSvCjtpUPNd8PoSrDyjAsPzd2l9fhy60HmqrEzXukUD6+xvbpgB7tMloEYmWRxv9QX1/v3aFRsOqwkdTCsPL40Z3vSKh3A27IbSNSc5UcEJDQLisF6U47ahvd2F9ZD6C5lC7X04WABIFWaXY4pKP7x9D7Pqwcmx1AjjiI0vSOpuydOpExkFuUvEesYNVg/8rwnSNz8PHaI3Da0HwQPsf756bi66++VA3IZoaiQJVfZdUiWodoVge7dOkCe2ZrzPloI0qro7vMpP9ELb0V4aLSSny5uRTD0gUcGUd3H+2UBFZ/vRcHCtOQ7pCiXjWOlPL+1tpTHOw8Ldvp/dZq0do9WPJlTYitBKqkDLRq1cp72zY0NKiGLb3BN1QoviTDDZHuG4qt0j6hpe0hktAsbw8ErhKrHfyDrv8EO7XtDlbWYkxKtbfS7JCOTrxTezht+nKjz+8/x+IOQNN94HQ6vbfPb+V1cMt92LA1HRdoroY2Bb0LhnSD3aZeIQaOvj8pD8pQ7P+6oqwG19TUtDjN5Qq8dOSxQa7bzo07sTOM2yRQRVj+KbeNKPeorVYxV/at+98uareH8r07nPFKTb9451WV1wqUNx93BKl4V9WFrogrr4/M4xFwezwQwuP9mwJAg80FpLfcOzVFhpM6Y2Dv3r04ePCgpspxuE/YaDKiFzlQK0asJl6Fy7+9Rq0a3NjowuaSClTUNK11261NGjwBgrPWqrIVqsahAq0RITmaVWP/9olQlV2tleIDlTVYt7PMu5fDpjCmWJKteYk2q7xPaQnFgUJvoLaIYNvJIUb5oVIOXYEqvGrBTeu2eirEZmiqmjf1bLvRFITlQOyGDX1yc9ApJ8Pnw6H8PAgU/vwDoBz+lIdAgXh/RQ2qauthhwc2HP0QEStaWiXk28H7AUuS4PYAHiFgt9mQ6rSrXqby9lBrH5EPemOPljFHui0gyf98rot8PQJdZqCfWrfVcmgx1i75mPGnWTH5BpiTOilqhBBYtWpVxAFbb/jdV9WImkYPstJT0LNDNpwqfaqxqCJHk96qcTgVZrWArOfFuxrAvihfb3nvimphVi3sHjjSiI8LS+HywLvTD5fcV6xsqxBA64w03DC6N0Y3T+BShqpoPA7822CUt3N9fX3YoVhrsDaq3tAjxI5a/AUKteFWhIMFZLlCDOhbcUJLlTjSlgkzyLeLskrsfzsqq6D+/cNAy8ph0+0qsOjn3ahtcKGprgxI8ABCwIamVgE58Nrghl3xuxyGnfBgd1EJ9sTotpCfDxnwDVhuleqw8vZQu038L1etOtzyw4EbQugrNkQj7IbaNth1ksN9oMuKNCDrDcT+P+XxKYO78rRAH1LUfpdzilwcVP4/5ViGpqVbZsWzRMJAbjBJkjB06FCUlZW1CDx6ArbecDTQoOsDBK4ah6oGh9uCoTyYLdJqcKDzo1k1XrR2D5Z+ody1hWjqaVWsNyzvXKOxsgYPfrgW9TW9MPiYHF3hONR2RodivUJVevUE4Q0lVXju29/gEjY0KpZkcwsbXADmnp+P0/M6Amh6vjQ0urD2t0M4VFWDnFQ7ju+Q4e0fDhR4A7VNaAnGVhLoNlUus+ZfHVYLf/IKHjJl+FALgGofRJTtEnLVPpJvozrp2DZQGPT4BaxQYThU+4haL3W4r6H+z12tIVhrSJb7oZuut6RaHQ4WStVOCycYBwuyyvEEuly1298/ICsvX74f/INxoICstl2w20hLkI/kdXnr1i1h/18KjIE8Brp27YquXY1ZalB+ckcr+Gq9DLNDlrJqHK2AHGq7SL49CFYplqvFesJusPOO1Dbgug61PuE7VPvE7p/3YHcMmlolmw3OEK0R0egnBnwDnPw80Vsp9g/FyvPGt6tFaUUNhMft7SF2NK9ese6zQqz7LPDt8JPxN7VXoFYUZXVYucKEf2W4ZV+px2d5u2AV0WBVdzkQx4rW4Ki8TZSBGPC9PeTta+pdKK9paA5dRyfSyT8l4WmumB/tw41kzKHGr2fbUO0wcpAMt/qr9f+qBVflz0AhWHlaoFCtdnqgcCtvK3+QUaskBwrfgQJ6oPEGur/MpnzcK18znE4nUlJSkJmZiYceesjsYSYkBvIYqKurQ1lZmabKsZ4Ks9WqxqFCbTihOdDxcHqNhRBodLnxY9EBHKisQdt0J/I7ZEEoVjrwX6Yt3FBsdqU4O8je7ZQrQjT1tzbtbOO4jq3QOrPl0mx6jvt/cPlu20E882URDjSvVeuQBDpmOXDliG4YdEwr3YFYa6U4VrKBYHurBxC4h9gjgJ6dstE+O8PbLys/rpU9xPLPFtXFIFU1+aBcD1p+bEerOqyH1oCoFoT9e6rVLlctNPnfDnqvq56wKwGwqQXN5uNulevtXx22Nd/HgSqfULuMKAVk/7+lJRAHu4xQlVy1bdQqy8rWCfk+VXvsBxpzoKAc6rayBEmCJNkAyQbJZgNsTXuEhc0Oye6AZHcCdmfTT0cq4EiF5EyF5EhpPp4GqfnnZaPyMKJPV2RnZ6NVq1bIyspCeno60tLSkJ6ejtTUVKSlpcHhYCQ0E299g3k8Hrz//vstdg5kBPlNPdoT7UJVjvVUjeUX0FAhtq6uLuqh2OVyA4rJSzsBrI36vaCNf7U3ULjVUz2Wj9tsNvxYXIYHPm36WlE0V+sEAAmiee1h4e1llY/36tUBuZ0yfW43/zVztVaZlU4FmppWZW5g6/cbAq6dG23K28n/9vWvDKtVRP2pBQtl6FMGwV92NX0Qt6PRZxKdDQIp8KBkx36UGHz9Q4VJb6hU6R0Ot1VC7YNBNMatJySHDNEB1pdWXpdQlx2tYOwfhkOFSC2XFaxSrGXbYPetWpuFWqAP9OFCz+1nNuXzQtluJVeM5TArh9uMjAzvT/mQmZmJrKwsZGZmolWrVtiwvx7Prig5GqDtKZAcTkj2FMDhBGyOsL6NbZvpRFn10R2SRGPFL4odBnKD2Ww29OjRA6Wlpbp6isNpr9BTNVarzPuHWjmM6W2jCLW9VV5slZXi1plpyEpPCTsg+/8M9FW//FNLsJW3UQZirVViADhX5/4a9m7Yhb0bonLT+lCtEHsk2Ox25HdrA7tfRVStOgy0fLPW0i6hvG1qamqC7oTDCNlBQqHb7zS13mH5dFmw1oJgt4Ne0Qy+attqXUov1N+JZkDW0i6h9e9onWinFmIDVY2VpwXqKY60WmzlYNy0BInUVC2WbJCaK8VNlWMH4HCie4fWaJeT5Q3HaWlp3kCcmZmJjIwMZGVlISsrC9nZ2d6DcntluE5JSTFkL7Ndig7hhd9+iPrl/m1Cf3RulebdEdxwC+4IjgJjII+BU045RfV0/8AQKND69xfrrRirnW+VF1q1DxrRaJlQvoh6BHDrGz/j0JHmPboJAal5uTq597dNnR1/OqM33CpBV1klDqdCbDbJZkO9WzoajJsDsRtNe13zCAkOhw0jerZrEQbVqIUF/wrx4ep6bCuthM2nKnx0hYmU5m8qNm+K9po0Lcfqf1ztNP91h5UV4vpGDyrqGuHyCMj/1S4BOelOpDltqpVhj8eDxubHSzhvh+EEX63BOFAYln8qK7Rqlx+NYKx2GXr6h/1/BjpNSxgOFFSV96nauJTtE/6tFKGuj9rf1HobW4H8Ogtb0zrmQmoOx3YHnM4UdG6bjQ6tlUE3HV9vP4w64QScTW0UcKRBSkkDnGmwOTPQrk0rLLjmZGRmpPuE4tTUVCzZfAh/eqcw5LjuvWQQJg4yZr5WNIXakV+4OrdKw8m92kXxEimWGMhjYNmyZdi1a5dlK8WhQrHe1gplIA5WBQtVKVaeF6xKHKhCrDQcAIJVjD3A50u2R+9GVVCbmKi8nZRr7mpZbs3/NlQLxP4f9uoa6lGjWHtYbb+x69fvjer1bhMkFKpVh9V6h0PttjpUlTxarRIAYPcLRhW1wGGdIbl5uh+adqjXdJ69eXUJ/0AX6jKjGZCB6LUZKP9PoCAc6G/5n6YlUAebdKcWkKNx/axC2UqhnHinbKVITU316RdWa6VQVo3T09N9tvevGjscTe0UnxWW4KZX1rQIlBKASgAPXj7Ep1VC3h6Az/+Rn90PXT4EIwK0VuS2qdd0e8TLbtztNgn3nNsPN72ypum5rzjP/3ctQu2Jm+IDA7nBPB4Ptm3bhtra2qDbhVspDnSaMswIIVqsOKF8w9RS+fXvJdYbiM0k2eyoc6OpZaJ5EqPcPuERTad7AOR1ykannPQWYTjYbaesjskBMFC7hPL2MppaSHPK4wfgUoYKSfJpG1FbacP/sgKFIe/1drshIgzD/n8v2HXTer5a5T9QQAt1WUYF5FBhMZzL0to2EWwcahXfQOHY/3iog//f1Hs7m005f0de71wOxcqDso1CDsdyK0V2drY3GGdmZvqEYblS7B+QY7XPCLdHYGVxGfZXVaFjdhpO7NEGcz7aqBocBZoC4pyPNuLMfp29LRPj83PxzOVDMOejjSipODqnqrOGPudQFeV4DKTBbo/zBuZi/tfFAEKHc/kRwL1mxj8GcoPZbDZMmTIFe/Y07fpBLdAEqhT7n9bQ0ODt7Y6nQCxPgvGfSKesECsn0gVbd31fRS227KtEXaPbu7RYmsOGnu3S0Trd4ROK5dumpq4BVTV1RycxAlBbhGT/zlLsj9J11hoUgeDVYZnahwLl4ycafcNaxhvJ+QJoqhB7TxZw2m2qoU/L3zAiIEerXSLYZeoNxcH+j/9l+m+rZ2KfWjjWe3tagTIYKyfe+U/Ak4Oxf8U4Ozvb+zMjI0M1FCt/JvrqFJ8VlrQIjW0zU1BW3RDw/wgAJRV1WFlc5tNCMT4/F2f269wc7rX3OYeqKAPxGUiD3R6Du7dpcbu3znACAA7XHJ24qeUDDcWHxH0VsQiPx4OXX34ZZWVlpo1BrV1CubpEqB1yyAIFAmXfrPzTvwe7pqYmass0tvE/oREo3weUK8YJv+MOOazAN0R4mvatB8CGrDRn0CXW/G8DtQq5fAgnoGgJ73qCvnLbQO0faiFObUzhhNtIAnG41dJgwTbYQcsEvlCVYbW/paeHOVQw1ntbm0357V1KSgqcTqe3UpySkuITdOWDcgKeXCn2n3TnXy1W/i63U8Szo9Vo8yfmBWpLCRbGlfZXtVxdzG6TwupzjqTCbmWBbo9AYR2AZR4fFF0M5AaTJAnt2rVDdXW16lJrWvpmgcBfQ/sHYv/qsMvVtIRgrHbCoSdIAlBdYk0tEAshUFpZB7enuc4qvPVWQMi7qW7a+2S4q2eU10a3IqwUbMUQZbj3F82wq+X/+AdLtbHq/VtqgTbYTz3hOlTgDXZeqDAd6fW2CnkHH8pWCv8eY2UwlkNxenq6NxTLrRRqbRP+Bzkgx3swNoNaNdqspevcHhGwLUWraPd0h1thj1eBwjonbiYmBvIYqK6uRllZWdhBUSu94TEarRJCtOydNnLs9kDnA3ALgUa0DEPeEAwcXSnDu03TbuWFaHnfhFuZjCS8BQqEgX7q/Rt6VpsI9jeCBWO1n4GCeaixhBuMA51mOnmJNtvRVSkczhQc16m1TwuEfyuFMhgr2yjUwrB83JmSil9KanCopjHhg0siCFSN3ldRh5teWYNn/CZJGm1lcZnPBwM9jOzpDrfCTmR1DOQGE0Jg//79aGxs9AkIasus6WkXiWXfcKDjWrYFfNcc9ojmQAzhXVkiVHVY7W8aGYz19A/7/9S6TbAwq+dy1cKt1tUk9C4JF6x6rve+MVugirH/Tj6qGiWsL62F5EjzXa6teYcevxvYHZ9tLoPkcHp37gFHSvPe81IgyafZU5pCeICq8WNTT4pqyGiqtK61RKWVQgtWjRZQnyRpNLV2Ey3iuafbLFZqUyLzMJDHwOHDh1FTUxPw/EiDb6Dz9SydF2xc0Qi5erZVW/YtnCqp1iCr9lPv3wtnvWPl5es5hHM7BLpPzGaz2Xwm3wUKxsrl2uQeY/ngv22wtopw2imCtRHUuzxY/sbaiG+HcMOPGqtVWv0xfLQUqhotoD5J0kha20389w4Z7z3dsWalNiUyFwO5wSRJgtPpREPD0Ukw/mE4UECKZsjV83+B6K4yEU4IDeey9fQoawnqRgXjQKeZSX6cBgrGcsj1X65NbqMIFITVgrGyNcNuV1vvxnz+ofGrP4/BT7+VtwiRK4oOReXvRavX1oqVViWGD3VaP5BF84NbKFqXGgz03EgURn6AtPqHZ4otBnKDCSGwc+dOVFdXe39X/lQ7LdLqZzjBONIKsZ6wrSXsaw3tWkK2ntvPCpRtFPLKFMpQLIdceeJdoN5iZfANFI7l051Op9lX2zKChUb/vQBq2eOeTQKEQEzWT45WpdWIEMLwEZjWD2Sx3PGN1qUGUxy2hO3pNvIDpNU/PFPsMZAbTAiBsrIy1NbWaqrKKn+GE66Vx5WXH6rKG+wy9YZjreMN9tMSJBtSUpxI81vD2H9VCjkUyzv4CDTpzoh2CoouvaFRS2iZempPzP+6OCbrJ0ej0mpECGH4CM6qO75J1KUGtTD6A6QV25TIXAzkMbB//37vnjr9wzGgPaTq2bFIJEHYauFYkqQWFWPYnLA5ncjIyEC7VlnIyEj3CcRy9dh/Rx5q7RQ/7a7C3M+KALtiQp49xbv8YjJX7tQkag9wuKFRS2hR28mHEaEm0kqrUSGE4SM4K+/4JtmWGgRi8wHSim1KZC4GcoN5PB6UlJSgvr4eQPy3U8ihONDkO7nHWA7HFQ0SPt10qMXKE3A4j65A4UjB3y8YjGG9O6lWk43c2YfbI/CHJcthy+nc4jxW7lpK5B7gSEJjqNASq1ATSaXVyBDC8BGalavRybbUYCw+QFqxTYnMxUAeA0eOHIn6GuTysm1yKJYPyr3XrdlbgzrhgORMg+RIaVqWze6E5GgKwjnZmfjbxIHIaG678K8i+19eSkqK7mDs9giMenB5yIBw9fljTQm8rNxpl+g9wJGGxlChJRahJpJKq5HPBYYPbZKxGm1FsfgAadU2JTIPA7nBnE4nHnjgAfzwww/e6nGwNopQE/DkQ6jVKVYUHcKUBT8gK8g2dQCOGxHd9Y/9WfmrWICVO62SoQc4UUJjuJVWI58LcvgIFvhzGT4AJF812opi8Vpg9fdGij0G8hiYNm0apk2bFtO/aaWgaeWvYhMlhBktGb5JSKSKVTiVViOfC3abhPMG5uLZr4sDbnPewFyGD7KEWL0WWPm9kWKPgTxBWS1oWvWr2EQKYUay0gc8oyRaxUpvpdXI54LbI/DhupKg23y4rgSzx/eNm9uXElcsXwus+t5IsWczewBkDPnNNdBTWkLsvyKWA8LEQV1xcq92lnjBkV94AbS4reIxhBkl1h/w3B6BFUWHsGjtHqwoOgS3JzYTm+WKVecc3+vROSct7nvkQzHyuRDqGxbg6DcsRFYQy9cCK743UuyxQp6gEq3aZ6Rofm2YqEsCxvKbBLNXckmEilW4j0OjvkJPhm9YKPEkwmsBxQ8G8gTG/jTtovHCa3aQNFKsPuBZZSWXeJ5YF+7jUA7x9S4P/jl5ICCAg9X1UQkhRnzDkqgffsla4vm1gOKLJKy0yHWMjBs3DgCwbNkyk0cSG3zjMl6gICnfyonS7mD0rqRHPbg8YGuDXIX/9nZzlsiMB+E+Do3+MKl1+VOt920if/gloqOSKa+xQp4E+AnfWMmwJKDMyK9wk2ElFyOF+ziMxbcS0fyGxSrfohARRRMndRJFSE+QTARGTUBin3FkwnkchgrxQFOIj8ak2mhMkovleImIYokVcqIIMUhGh9WW6ow34TwOY/2tRKTfsFjxWxS2BBJRNDCQE0WIQTI6zF4TPt6DVTiPQzM+TEbSQme1D7/sZSeiaGEgJ4pQJEEy3kNgNJm5VGciBKtwHofx9mHSSuNlLzsRRRN7yIkiFO4OVT4rLMGoB5djyoIfcOsbazFlwQ8Y9eByfFYYfI+GicyMHfPIwcq/FUIOVvFyf4TzOLTiDsSCscp42ctORNFm6UC+fv16nHnmmbjoootCbvviiy9izJgxGDBgACZPnowNGzbEYITWZ9YeD5ON3iCZKCHQCOPzc/Ht7WPx+tST8Pglg/D61JPw7e1jDQnjiRas9D4O421PtVYZb7JN5CYi41m2ZeXDDz/EI488gt69e6OysjLotp9//jkee+wxPPPMMxg4cCCef/55TJs2DUuWLEFGRkaMRmw9ifA1fDzROmEtmZZJDFesluq04iTBSOmdOBlvOxCzwnit1stO8YttiySzbCCvr6/Hm2++ibfeegvffPNN0G3ffvttXHjhhTjppJMAANOnT8cbb7yB5cuXY8KECbEYruWwv9EcWoJkIobAeJWowUrvB5p420W42eO1Ui87xS8WzUjJsi0rkydPRqdOnTRtu3HjRvTv39/7uyRJ6Nu3LwoLC40anqUl2tfwiSZRQ2A8YrA6yqj15Y1i5nit0sseKbY0modti+TPshVyPcrLy9G6dWuf03JyclBWlpz9e6zAWhtDoHWYvdQixSczVwSKFlZnzcO2RVJjWoV80aJF6NOnj+rhvffe03VZkqT+gA10eqJjBdbaEqW6lgisMkmQ4o8ZKwJFC6uz5uKkYFJjWoV84sSJmDhxYlQuq02bNjh8+LDPaeXl5cjLy4vK5ccbVmCtLRGqa4nECpMEKT6Z3cseDlZnzceiGalJiJaVgoICFBYW4vzzzwcAuN1ubNy4ERdeeKG5AzOJ1q/hT+zRBiuKDsXNG0kiYQi0lngMVhRbgVbDiNWKQNHClkbzsWhGauI2kI8fPx5z587F0KFDcckll+DWW2/FGWecgQEDBuDf//430tLSMHbsWLOHaQotFdjzBubi9Ie/YP+giRgCrSXeghXFTiL1W7M6az7OXSE1lg3kZ599Nvbu3Qu32w2Px4OCggIAwGeffYauXbuiuLgYNTU1AIDTTjsNs2fPxl/+8hccOnQI+fn5mD9/PlJTU828CqYKVoE9b2Au5n9drHlJRGVlqH1WKiCAg9X1DJBR4B8C5VUPGNCJrCHRlpBlddZ8bFskNZIQIunWORo3bhwAYNmyZSaPxHj+X7Oe2KNNi8q4kvzJ/Nvbx8Juk1QrQ0rxWiWyonirwnGHFpTo3B6BUQ8u1/x6GQ/k6xSqOhtP1ylexdtrvhmSKa9ZtkKerKIdcvwrsCuKDmnuH6yobVCtDCnFa5XIauKtCsc3EkoGidhvzeqsdbBtkZQYyC0kFiFHa1/gvso6PPTZ5qBhHIj9rPxErMrG26oH8fbhIda0PEYT8XGciBK135qTyq2Dc1dIxkBuEbEKOVr7AsuO1AetDCnFqkoUyQcWKwegeKrCxduHh1jT8hjltwvxI5H7rVmdJbIWBnILiGXI0Tq7u21miu7LNrJKFMkHFqsHoHiqwsXTh4dY0/IYBcBvF+JIoq+GweoskXWYtqdOOiqWe+3SumfCzjnpui/bqCpRqA8sQNMHFren5RbxsEe6eKrCxdOHh1jS+hi998MNYT2OyRzckysRxQoDuQXEOuRo2eVzqN27Kxm9q/dwP7BEEuRjKdRtbfTtq0c8fXiIJa2P0X2V9SG34e6yrUXL6yURUaTYsmIBZoScUP2DwWbiK8WiShTuB5ZotlcY2YMeT6seJPpX+OGK5jcCyfbtQjxgvzURGY2B3AL0hJxoBsNQ/YOBZuIrxWJWfrgfWKL1zUMsetDjZdWDePrwEEvR/LCcbN8uxAv2WxORkRjILUBryPl8476YT070rwyZsafOcKuy0fjmIZZL/MVLFS5ePjzEktbHqBACpZX1pn67YOUVh4iIkhUDuUWECjmAeaszmF0ZCrcqG2l7hRlL/Jl9W2sVLx8eYkXrYxSAqd8uWH3FISKiZCUJIZJuSr+Vd8WqVr0CkHC7bw5HOGFCrnAD6gEo2AeZFUWHMGXBDyHH9frUk+IiRJPxrLwOeaBve7Q8F4iIzGDlvBZtrJBbjFqFVM/u7hM5GIZTlY2kvYJL/JFeWh6jZny7wB06ERFZGwN5HGAwPCqclo5wAxCX+KNwaHmMxro1iTt0IiKyNgbyOMBgGLlwAhCX+IsdTjQ0Fj/UExFZGwN5HGAwNAeX+IsNTjQ0Hj/UExFZG/fUGQe4+2bzcC99xpInGvq3U8irB31WWGLSyBJLPO0NlogoGbFCHie49rN5uMSfMTjRMHb4bQ8RkbUxkMcRBkPzxMv64PGEEw1jix/qiYisi4E8zjAYUqJIlImG8TQhlR/qiYisiYGciEyRCBMN43FCKj/UExFZDyd1Uky4PQIrig5h0do9WFF0CG5P0u0glvzE+0RDTkglIqJoYYWcDBePVUQyXjxPNOSEVCIiiiZWyMlQrCJSMPG6rKSeCalEREShsEJOhmEV0TycaGisRJmQSkRE1sBATobhsnbmiMcWoXibaJgIE1KJiMg62LJChmEVMfbYIhSbCcTxPiGViIishRVyMgyriLHFFqHYfTsQzxNSiYjIelghJ8OwihhbyT7RMNbfDsTrhFQiIrIeVsjJMKwixlYytwiZ9e1APE5IJSIi62GFnAzFKmLsJHOLkJnfDsgTUicO6oqTe7VjGCciIt1YISfDsYqoLtpLE8otQvsq6lQrxRKaPgglYotQMn87QERE8Y+BnGIi3pa1M5oRkw+TuUUomb8dICKi+MeWFaIwRLK0npGTD5O1RYgTiImIKJ6xQk6kUyTV7VhMPkzGFqFk/nYglHjaaysRUbJiICfSQa5u+wdqubr970uHoE1mSsDwE6u9lyZji5D87YD/h6XOFt9LqZHica+tRETJiIGcSKNQ1W0A+MPra6DsXvEPP5x8aKxk/HYgkFAfHhO5hYmIKN6wh5xIo1DVbQDwbyX37wvn5EPjcRlCbR8e53y0UdfcByIiMg4DOZFG4VSt/cMPJx9SLCT7XluJiOINAzmRRuFWrZXhR558CKBFKE/2yYcUPWyNIiKKL5YO5OvXr8eZZ56Jiy66KOh2Tz75JPr27YuCggKfw8GDB2M0UkoGoarbocjhJ1mXJqTYYWsUEVF8seykzg8//BCPPPIIevfujcrKypDbT5w4EQ888EAMRhY+Lj8W34ItraeFMvxw8iEZKZn32kpEFI8sG8jr6+vx5ptv4q233sI333xj9nAixuXHEkOgpfVsUssJnbJA4ScZlyak2OC67ERE8cWygXzy5Mm6tt+yZQsmT56M7du3o3v37pg1axZGjRpl0Oj04fJjiUWtul1eXY/pr/0MgOGHrIHrshMRxQ/LBnI9OnfujG7duuHWW29Fbm4u3nrrLdx4441YtGgRevXqZerYYrFnRoo9ter2MzaJ4Ycsha1RRETxwbRAvmjRIsyePVv1vHnz5mHSpEmaL2vy5Mk+FfWrr74aH3/8MT788EPMnDkz4rFGIlZ7ZiTzMfyQFbE1iojI+kwL5BMnTsTEiRMNu/xjjjkGBw4cMOzyteLyY8mF4YeIiIj0svSyh1o988wzWLlypc9pxcXF6Natm0kjOorLjxERERFRMHEbyMePH4/Vq1cDACorK3Hfffdh165dqK+vxwsvvICdO3fqansxCvfMSERERETBWHZS59lnn429e/fC7XbD4/GgoKAAAPDZZ5+ha9euKC4uRk1NDQBg5syZcLvdmDJlCmpra9GnTx8sXLgQnTp1MvMqAODyY0REREQUnCSE0Lt/k7g3btw4AMCyZcti9je5DjkRERGRdmbkNbNYtkKeaLgCBxERERGpYSCPIa7AQURERET+4nZSJxERERFRImAgJyIiIiIyEQM5EREREZGJGMiJiIiIiEzEQE5EREREZCIGciIiIiIiEzGQExERERGZiIGciIiIiMhEDORERERERCZiICciIiIiMpHD7AGYYf/+/XC73Rg3bpzZQyEiIiIiFSUlJbDb7WYPIyaSskKempoKhyMpP4sQERERxQWHw4HU1FSzhxETkhBCmD0IIiIiIqJklZQVciIiIiIiq2AgJyIiIiIyEQM5EREREZGJGMiJiIiIiEzEQB4lu3fvxnXXXYdBgwbh5JNPxsMPPwyPx6O67YsvvogxY8ZgwIABmDx5MjZs2BDj0VIgeu7H1157DWeddRYGDx6Mc889F0uXLo3xaCkQPfejrLS0FIMHD8aTTz4Zo1FSMHruw6KiIlx22WUYOHAgRo8ejYULF8Z2sBSQ1vvR4/Hg8ccfx5gxY7yvqZ999pkJI6ZAvvnmG5xyyimYOXNm0O08Hg8effRRjBw5EgMHDsTVV1+NXbt2xWiU8YuBPAqEEPjDH/6ANm3a4KuvvsIrr7yCTz/9FC+++GKLbT///HM89thjmDdvHn788UecfvrpmDZtGmpqakwYOSnpuR+XLFmCRx55BA8++CBWrVqFq6++GjNmzMDOnTtNGDkp6bkflebOnQubjS+JVqDnPqyvr8cNN9yAiRMnYuXKlXjwwQfx5ptvoqioyISRk5Ke+/G1117DO++8gxdeeAE//fQTZs2ahVmzZmHLli0mjJz8LViwAHPnzkWPHj1CbvvSSy/h3XffxfPPP4/vvvsO3bp1w/Tp08FF/YLju08UrF+/Hlu2bMFdd92FnJwc9OrVC1OnTsUbb7zRYtu3334bF154IU466SSkp6dj+vTpAIDly5fHetjkR8/9WFdXh1mzZmHw4MFwOBz4/e9/j6ysLKxduzb2Aycfeu5H2VdffYWioiKMGTMmhiOlQPTch59++il69uyJiy66CKmpqRgxYgQ+/fRT9OrVy4SRk5Ke+3HTpk0YMmQIevbsCZvNhtGjR6NVq1bYvHmzCSMnf6mpqXjnnXc0BfK3334b119/PU444QRkZWXh9ttvx/bt2/n+GAIDeRRs3LgRXbt2RevWrb2n9e/fHzt27MCRI0dabNu/f3/v75IkoW/fvigsLIzVcCkAPffjeeedhylTpnh/r6ysxJEjR9CuXbtYDZcC0HM/Ak0frv7+97/j3nvv5Q7DLELPfbh69Wr07NkTt9xyC0488UScc845WLx4cYxHTGr03I+jR4/GqlWrsHnzZrhcLixduhT19fUYPnx4jEdNaq688kpkZ2eH3K6+vh5FRUXIz8/3npaVlYXu3bsz54TAQB4F5eXlyMnJ8TlN/r28vLzFtsoXJ3nbsrIyQ8dIoem5H5WEELjrrrvQv39/nHzyyYaOkULTez/++9//xrBhw/jGbyF67sN9+/Zh0aJFuPDCC/Hdd9/huuuuw6xZs7Bp06aYjZfU6bkfzzzzTFx88cWYOHEi+vfvj9tuuw3z5s1Dbm5uzMZLkTt8+DCEEKr3O3NOcCwHRYEkSRFvq+cyyBjh3AeNjY244447sG3bNrz44ovsQbYAPffjtm3b8P777+PDDz80cESkl5770OVyYfTo0TjttNMAAL///e/x1ltvYfHixejbt69RQyQN9NyPH3zwARYtWoQPPvgAvXr1wooVK/CnP/0Jubm5GDBggIGjpFhhzgmO6SEK2rZti8OHD/ucJn/6b9u2rc/pbdq0Ud3WfzuKPT33I9DU6jBt2jTs3bsXr732Gjp06BCLYVIIWu9HIQTuvfdezJgxg88/i9HzXMzJyWnxVXrXrl1x8OBBQ8dIoem5H19++WVcdNFF6Nu3L1JSUnD66adjxIgR+OCDD2I0WoqGNm3awGazqd7vbOkMjoE8CgoKCrB3716fr+B++eUX9O7dG5mZmS22VfZRud1ubNy4kRUAC9BzPwohMHPmTKSkpGDhwoUt2pDIPFrvx71792LVqlV4+OGHMWLECIwYMQKffPIJnnvuOVxwwQVmDJ2a6Xku9u/fv8XSsXv27EHXrl1jMlYKTO9rqv9yiC6Xi986xpmUlBTk5eX5PCcPHz6MnTt3oqCgwMSRWR8f6VHQt29fDBgwAHPnzkVlZSW2bNmC+fPn47LLLgMAjB8/HqtXrwYAXHLJJXj33Xfxww8/oKamBo888gjS0tIwduxYM68CQd/9+NFHH2H79u147LHHkJqaauawyY/W+7Fz58746quvsGjRIu9h7NixuOSSSzB//nyTr0Vy0/NcPP/887Flyxa88cYbqK+vx4cffogNGzbgvPPOM/MqEPTdj2PGjME777yDX3/9FW63GytWrMCKFSswevRoE68BaVFaWorx48d71xqfMmUKnnvuOWzevBlVVVWYO3cu8vPzWXgMgT3kUfL444/j7rvvxqmnnorMzExceumluPTSSwEAxcXF3nXGTzvtNMyePRt/+ctfcOjQIeTn52P+/PkMdRah9X589913sWvXLgwbNszn/0+cOBFz586N+bjJl5b70W63o3Pnzj7/Lz09HVlZWWw/sgCtz8WOHTti/vz5+Mc//oF58+ahe/fuePrpp9G9e3czh0/NtN6PN954I1wuF6ZNm4aysjJ06dIF9957L0aNGmXm8KmZXN12uVwA4N0R3vr169HY2Iji4mI0NDQAaCo8HjhwANdeey2qq6sxYsQIPPHEE+YMPI5Igiu1ExERERGZhi0rREREREQmYiAnIiIiIjIRAzkRERERkYkYyImIiIiITMRATkRERERkIgZyIiIiIiITMZATEREREZmIgZyIiIiIyEQM5EREREREJmIgJyIiIiIyEQM5EREREZGJGMiJiOLUm2++iTFjxqCurg4AcOjQIQwdOhSff/65ySMjIiI9GMiJiOLURRddhC5dumD+/PkAgEceeQSnnHIKzjzzTJNHRkREejjMHgAREYVHkiTcd999uPjii5GXl4elS5fi448/NntYRESkEyvkRERx7LjjjsNVV12FGTNm4LbbbkOHDh3MHhIREenEQE5EFOf27NmD9PR0FBcXmz0UIiIKAwM5EVEcW7FiBb766iu8/vrreOONN1BYWGj2kIiISCcGciKiOFVfX4977rkHf/7zn3HCCSdg6tSpuOuuu+ByucweGhER6cBATkQUp5566im0b98e559/PgDguuuuQ21tLZ5//nlzB0ZERLpIQghh9iCIiIiIiJIVK+RERERERCZiICciIiIiMhEDORERERGRiRjIiYiIiIhMxEBORERERGQiBnIiIiIiIhMxkBMRERERmYiBnIiIiIjIRAzkREREREQmYiAnIiIiIjIRAzkRERERkYn+H2ZZzxk580YRAAAAAElFTkSuQmCC",
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",
       "text/plain": [
        "<Figure size 800x500 with 1 Axes>"
       ]
diff --git a/mlfz/nn/model.py b/mlfz/nn/model.py
index fbbb5d0..8698494 100644
--- a/mlfz/nn/model.py
+++ b/mlfz/nn/model.py
@@ -1,5 +1,6 @@
 from abc import ABC, abstractmethod
 from typing import Any
+from copy import deepcopy
 
 
 class Model(ABC):
@@ -21,6 +22,9 @@ def forward(self, *args, **kwargs):
     def parameters(self):
         pass
 
+    def copy_parameters(self):
+        return deepcopy(self.parameters())
+
     def parameter_values(self):
         return {name: param.value for name, param in self.parameters().items()}
 
diff --git a/mlfz/nn/tensor/core/tensor.py b/mlfz/nn/tensor/core/tensor.py
index 95aff09..e1032f4 100644
--- a/mlfz/nn/tensor/core/tensor.py
+++ b/mlfz/nn/tensor/core/tensor.py
@@ -310,3 +310,8 @@ def zeros_like(cls, tensor):
     @classmethod
     def from_random(cls, *shape, lower=0, upper=1):
         return Tensor(value=np.random.rand(*shape), prevs=[])
+
+    @classmethod
+    def random_like(cls, tensor):
+        shape = tensor.shape
+        return Tensor(value=np.random.rand(*shape), prevs=[])
diff --git a/setup.py b/setup.py
index 953b856..4f9e352 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 
 setup(
     name="mlfz",
-    version="0.1.0",
+    version="0.1.1",
     author="Tivadar Danka",
     description="Machine Learning From Zero: an educational machine learning library.",
     long_description=open("README.md").read(),