diff --git a/dev/tutorial.ipynb b/dev/tutorial.ipynb
new file mode 100644
index 0000000..af8c310
--- /dev/null
+++ b/dev/tutorial.ipynb
@@ -0,0 +1,786 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Step 1.a: Installation\n",
+    "\n",
+    "You need Python to use refineGEMs. It runs with versions 3.10+.\n",
+    "\n",
+    "Install refineGEMs' latest pre-release in an environment with:\n",
+    "`pip install refineGEMs==2.0.0a0`\n",
+    "\n",
+    "refineGEMs also requires the tools MassChargeCuration and BOFdat. Please install these in the same environment with:\n",
+    "\n",
+    "```bash\n",
+    "# For MCC, until hot fix is merged into main:\n",
+    "pip install \"masschargecuration@git+https://github.com/Biomathsys/MassChargeCuration@installation-fix\"\n",
+    "\n",
+    "# For BOFdat, our fork with hot fix(es):\n",
+    "pip install \"bofdat@git+https://github.com/draeger-lab/BOFdat\"\n",
+    "\n",
+    "```\n",
+    "\n",
+    "Install Jupyter in the same environment with:\n",
+    "\n",
+    "`pip install jupyterlab` to use Jupyter Lab\n",
+    "\n",
+    "or with:\n",
+    "\n",
+    "`pip install notebook` to use Jupyter notebook\n",
+    "\n",
+    "Now you are all set!\n",
+    "\n",
+    "# Step 1.b: Start up\n",
+    "\n",
+    "To launch open a workspace with Jupyter use `jupyter lab` or `jupyter notebook`, respectively.</br>\n",
+    "Navigate in the opened webpage to the file `tutorial.ipynb`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2: Tutorial on 4 different refineGEMs applications\n",
+    "\n",
+    "### Load a model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/pydantic/_internal/_config.py:322: UserWarning: Valid config keys have changed in V2:\n",
+      "* 'underscore_attrs_are_private' has been removed\n",
+      "  warnings.warn(message, UserWarning)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Imports\n",
+    "import requests # For model download\n",
+    "from refinegems.utility.io import load_model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get a model from BiGG\n",
+    "resp = requests.get('http://bigg.ucsd.edu/static/models/iJN746.xml')\n",
+    "with open('./test_files/iJN746.xml', 'w') as file: file.write(resp.text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Read in model_file path\n",
+    "model_file = './test_files/iJN746.xml'\n",
+    "\n",
+    "# Load a model with libSBML\n",
+    "libmodel = load_model(model_file, 'libsbml')\n",
+    "\n",
+    "# Load a model with COBRApy\n",
+    "cobramodel = load_model(model_file, 'cobra')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Model iJN746>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "libmodel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "        <table>\n",
+       "            <tr>\n",
+       "                <td><strong>Name</strong></td>\n",
+       "                <td>iJN746</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Memory address</strong></td>\n",
+       "                <td>32bbe53f0</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Number of metabolites</strong></td>\n",
+       "                <td>907</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Number of reactions</strong></td>\n",
+       "                <td>1054</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Number of genes</strong></td>\n",
+       "                <td>746</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Number of groups</strong></td>\n",
+       "                <td>0</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Objective expression</strong></td>\n",
+       "                <td>1.0*BIOMASS_KT_TEMP - 1.0*BIOMASS_KT_TEMP_reverse_d18f7</td>\n",
+       "            </tr><tr>\n",
+       "                <td><strong>Compartments</strong></td>\n",
+       "                <td>extracellular space, cytosol, periplasm</td>\n",
+       "            </tr>\n",
+       "          </table>"
+      ],
+      "text/plain": [
+       "<Model iJN746 at 0x32bbe53f0>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cobramodel"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 1. Normalise biomass"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Imports\n",
+    "from refinegems.curation.biomass import check_normalise_biomass\n",
+    "from refinegems.utility.util import test_biomass_consistency, test_biomass_presence"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['BIOMASS_KT_TEMP']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test biomass presence & get biomass reactions from model\n",
+    "biomass_reacs = test_biomass_presence(cobramodel)\n",
+    "biomass_reacs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:The component molar mass of the biomass reaction BIOMASS_KT_TEMP sums up to 0.9146797573731074\n",
+      "                which is outside of the 1e-03 margin from 1 mmol / g[CDW] / h.\n",
+      "                \n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "0.9146797573731074"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test biomass consistency\n",
+    "test_biomass_consistency(cobramodel, biomass_reacs[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING:root:The component molar mass of the biomass reaction BIOMASS_KT_TEMP sums up to 0.9146797573731074\n",
+      "                which is outside of the 1e-03 margin from 1 mmol / g[CDW] / h.\n",
+      "                \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Fix biomass consistency\n",
+    "cobramodel = check_normalise_biomass(cobramodel)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9999999999999932"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Test biomass consistency\n",
+    "test_biomass_consistency(cobramodel, biomass_reacs[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 2. Generate a model statistics report"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Imports\n",
+    "from refinegems.classes.reports import ModelInfoReport"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<refinegems.classes.reports.ModelInfoReport at 0x3364b5a50>"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Initialse model statistics report object\n",
+    "model_info = ModelInfoReport(cobramodel)\n",
+    "model_info"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 4 Axes>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuQAAAG1CAYAAACxnuGqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUxdfA8e+m92wKaaQCofcOoXdEBKmCSgeRJqIoXVSaooIoFpCOgIUqKNI70gMiHQKhBEISkpBedt4/8mZ/LElIgCQb4HyeZx/YO3Nnzr3ZbM7enTujUUophBBCCCGEEEZhYuwAhBBCCCGEeJFJQi6EEEIIIYQRSUIuhBBCCCGEEUlCLoQQQgghhBFJQi6EEEIIIYQRSUIuhBBCCCGEEUlCLoQQQgghhBFJQi6EEEIIIYQRSUIuhBBCCCGEEUlC/hzz9/dHo9FkedjZ2VGlShXGjh1LZGSk0eJbvHgxGo2GPn36FGg/TZo0QaPRsGvXrnxrMzo6mqFDh+Ln54eFhQUajYYmTZrkW/vPi8zXXFH3xx9/0LBhQxwcHPQx5+fr5XmX379jT/K66dOnDxqNhsWLFxtsz3yf8ff3z7LPg++Rv//+e45tt2jRItu2M/vM7dGsWbNc44+Li6NEiRL6fW7cuPHI+uHh4YwZM4aKFStiZ2eHra0tJUuWpEePHhw7dizX/oQQRYuZsQMQBS8oKIhSpUoBoNPpuHXrFgcOHGDGjBksXbqUvXv3UqJECSNH+WwZNGgQv/32G/7+/nTq1AkrKyvKli1r7LAKVZMmTdi9ezc7d+58pj+MBAcH07lzZ3Q6Hc2aNcPT0xONRoOHh4exQxOFaPz48XTs2BEzs7z/WWzQoMEjy1esWEFqaipNmzbNta3Ro0dz9erVPPW7c+dOOnXqRHR0NKVKlaJNmzbodDquXr3Kr7/+SlBQEDVq1MhTW0KIokES8hfAgAEDslyFvn37No0bN+bChQt88MEHj7w6VFBeffVV6tati6OjY4H2s3TpUhISEvD19c2X9lJTU1m7di1WVlacPHkSBweHfGn3eXT27Fljh5CrdevWkZqayrhx45g6daqxwxFPaPr06YwZMwZPT8/H3tfGxoYLFy7w008/MXjw4DzvN2DAAAYMGJBt2eHDh1myZAkmJia5fgu4detWfvjhB4YNG8a33377yLpnzpyhXbt2mJqasmbNGl599VWD8tu3b5OQkJDnYxBCFA0yZOUF5eHhwejRowHYvn27UWJwdHSkbNmyT/QH9HH4+vpStmxZbGxs8qW9sLAw0tLScHd3l2Q8F2XLli3y3xyEhoYCEBgYaORIxNPw9PSkbNmyT/QB/5133gHgk08+ybdkdsGCBQC0atUKHx+fHOvFxsbSv39/AgICmDFjRq7tDh48mMTERObNm5clGYeM93b5xlOIZ48k5C+wzK/k09LSspRdu3aNzz77jGbNmuHr64ulpSVarZYGDRrw448/otPpsm3z2LFjdO/eHW9vbywsLHBwcKBEiRJ07tyZ9evXG9TNbQz5zZs3GT16NJUqVcLe3h5bW1tKly5Nnz59OHDgQJ6PM6fxrQ+OOQ0JCeHNN9/Ew8MDS0tLSpYsyYQJE0hOTjbYR6PR4Ofnpz9HD44TfbD9tLQ0fvjhB+rXr4+joyNWVlYEBgYyYsQIbt68mW2cD46bXbRoEfXq1cPR0RGNRsPVq1e5evWqfiysTqdjzpw5VK5cGRsbGzw9PRk8eDBRUVEAJCcn8+mnn1K2bFmsra3x8vLinXfeIT4+Pku/9+/fZ/78+XTq1InAwEBsbW2xtbWlUqVKjB8/nujoaIP6u3btQqPRsHv3bgCaNm1qcB4eHGf7qLHAUVFRjBs3jgoVKmBjY4O9vT01atTg888/JzExMUv9zH6bNGlCamoqn332GRUqVMDa2hoXFxc6der0WFfkJ0+ejEajYdGiRQD07dtXH+/DQ3DOnTtH37598fPzw9LSEmdnZ5o3b86vv/76yLYnT55MaGgo/fv3x8fHB3Nz8zzdM1FQP+tMq1atonnz5jg7O2NpaYmfnx/9+vXjwoULOe5z/fp1+vXrh6enp/71PH78+Gx/Vg/7/fffadOmDcWKFcPCwoLixYvzxhtvcObMmVz3zaucxpDnxUsvvUTjxo0JCwtj1qxZTx1LYmIiq1atAqB///6PrDty5Ehu3LjBTz/9hK2t7SPrBgcHs3fvXnx8fHjttdeeOk4hRBGixHPLz89PAWrRokXZlk+cOFEBqk6dOlnKPv30UwWogIAA1bx5c/Xaa6+pxo0bKwsLCwWoTp06KZ1OZ7DPtm3blLm5uQJUlSpVVJcuXdSrr76qateurSwtLVWHDh0M6i9atEgBqnfv3ln637Ztm9JqtQpQbm5uqkOHDqpr166qVq1aytzcPNt9ctK4cWMFqJ07dxps7927twLUO++8oxwcHJSfn5/q1q2batGihbK2tlaA6tixY5Z9OnfurABla2urevfurX+cPXtWKaVUUlKSatGihQKUlZWVatu2rerevbvy8fFRgHJ1dVXHjh3LEiegADVs2DBlYmKiGjRooHr06KHq1Kmjrl69qkJCQhSg/Pz8VI8ePZS1tbVq06aN6tixo3Jzc1OAqlatmoqLi1MNGjRQDg4O6pVXXlEvv/yycnR0VIBq27Ztln737t2rAFWsWDHVoEED1b17d9WqVSvl4uKiAFWqVCkVERGhr3/27FnVu3dv5e7urgDVunVrg/Owd+/eLMf0sMuXL+tfn8WKFVOdO3dWr7zyirK3t1eAql69uoqKijLYZ+fOnQpQ9evXVy1atFA2NjaqTZs2qnPnzvpzq9VqVUhISK6vCaWUWrt2rerdu7cqWbKkAlRQUJD+GKZPn66vt3HjRmVlZaUAVaZMGfXaa6+pZs2aKVNTUwWofv36ZWn7o48+UoDq2bOncnZ2Vh4eHqpz586qU6dO6r333ss1toL6Wet0OtWrVy8FKDMzM9WsWTP12muvqdKlSytA2djYqL/++ivLfmfPntX36+npqbp27apeeuklZW1trerVq6fq1auX7e9Yamqq6tatmwKUpaWlql+/vuratauqUqWKApS1tXW2/eX0unmUzN/nh9/vMt9n/Pz8suyT+Rrcu3ev+ueffxSgHBwcDF7vSinVvHnzR76XPmzp0qX63/Xk5OQc623cuFEBatCgQfptmcd+/fr1LPVnzJihf10ppdTmzZvV6NGj1aBBg9Qnn3yijh49mqf4hBBFjyTkz7HsEvL09HR148YN9c033yhLS0tlamqq/vjjjyz7Hj58WP37779Ztt+8eVP/x/TXX381KGvatKkC1PLly7PsFx0drQ4ePGiwLaeEPDQ0VJ9UjBkzJssftDt37hgkfbnJLSEH1Pjx41VaWpq+7N9//1W2trYKUAcOHDDY78FkKTsffvihAlTJkiUNksOUlBTVv39//Qedh48rMxYHB4cs5+rBfjPbvnr1qr4sIiJCBQYGKkBVqlRJ1a5d2yCpuHLlinJyclKA2rdvn0G7169fV9u2bVPp6ekG2+Pj4/XJ25AhQ7LEk9N5ze6YHlanTh0FqFdeeUXFxcXpt4eHh6vq1asbJB2ZMhPyzGQ0LCxMX5aYmKhat26dJbnJi5wSOaWUun37tv61OGXKFIMPoUeOHNGf03nz5hnsl5mQA+qNN95QSUlJjxVTQf2sv//+e32ieOLECf12nU6nj1mr1arw8HCD/WrVqqUA1a1bN5WYmKjffu3aNf0HmuxeC+PGjdN/6L9y5YpB2W+//aZMTU2Vk5OTunfvnkGZMRJypZTq1KmTAtS7775rUO9xE/ImTZpk286DoqKilKenp/Lx8VExMTH67Y9KyHv27Kn/fcz80P/w4/XXX3/s15sQwvgkIX+OZf6xyelRq1atLH+w8+Lvv/9WgOratavB9vLlyysgy5XNnOSUkI8cOVIBqn379o8dW3ZyS8hr1KiR5Wq/UkoNHjxYAeqTTz4x2P6ohDwxMVHZ2dkpQG3YsCFLeXx8vP7K8s8//2xQlvlzebi/h/sF1KZNm7KUf/XVVwpQGo0m2w9Tw4cPV4D6+OOPs20/O/Hx8crMzEwVK1YsS9mTJuSZV+RtbGzU7du3s+xz9OhRBSgTExODpCQzIddoNCo4ODjLfplXOEuUKJHn41Pq0Ql55jdFNWrUyHbfL774QgEqMDDQYHtmcuvs7Kyio6MfKx6lCu5nnZk8z5kzJ8s+Op1OVa5cWQFq6tSp+u379u1TkPGN0MNXjpXK+KYhu4Q8MjJSWVtbKysrK3Xjxo1sj3PIkCEKUN98843BdmMl5OfOnVNmZmbK0tLS4EPQ4yTkly9fVhqNRgHq9OnTOdbLTK4f/obgUQl55odOc3NzZWNjo7755ht18+ZNFR4erhYuXKgcHBye6EOpEML4ZAz5CyAoKIjevXvrH+3atcPHx4cjR47w7rvvcvHixWz3S05O5o8//mDSpEkMHjyYvn370qdPH3788UcAzp8/b1C/du3aALz++uvs27cv27HpebF582YgY2rBwvDyyy9nO865XLlyADmO+c7O0aNHiYuLw9nZmfbt22cpt7Gx0Y/93LlzZ7ZtdOnS5ZF9mJmZ0apVqyzbM29K9PX1pWLFijmW37p1K9t2Dxw4wGeffcbQoUP1P+shQ4ZgYWHB3bt3uXfv3iPjyqvMsfZt2rTB3d09S3mNGjWoUqUKOp1OP079Qb6+vlSpUiXL9if5eeU11t69e2dbnjk++OLFi9me1xYtWjzVLEL5+bO+ceMGly9fBrI/Ho1GQ9++fQHD1+aDPy8XF5cs+3Xo0CHbY9y5cyeJiYkEBQVRvHjxbI8vc6z+49wTUpDKlClDv379SE5OZuLEiU/UxsKFC1FKUbt2bSpUqJBtnTVr1rBixQr69u1LmzZt8ty2UgrImOlp1qxZDBs2DC8vL4oVK0bfvn2ZP38+AD/99FOep1AUQhQNMu3hCyC7aQ/T0tKYNGkS06dPp3Hjxpw/fx57e3t9+T///EP37t31M1BkJzY21uD59OnTOXXqFH/99Rd//fUX1tbWVK9enSZNmvD666/rE6bcXLt2DaDQZufIaTrEzBlUkpKS8txWZjIYEBCQY52SJUsa1H1YdguYPMjT0zPbuZLt7OyAnI8n8+f78PGEh4fTuXNn9u3b98h+Y2NjcXJyemSdvMjrOTp58mS25yi3n9fDN+I+jdxi1Wq1ODs7ExUVxY0bN/Dy8jIoz+1nmZv8/FlnHouLi0uOswNl99rMXKAmp3OQefPpyZMnDbZfuXIFyJjFKbdFfu7evfvI8sI0efJkli9fzs8//8z7779P5cqV87yvTqdjyZIlQM43c0ZERPD222/j5eXFV1999VixZf5czc3N6devX5bybt26MXToUCIiIti5c6f+A5YQouiThPwFZWZmxpQpU5g/fz5hYWEsXbqUoUOHApCQkEDHjh25c+cOffv25e2336ZUqVI4ODhgamrKhQsXKFOmjP5qTSYPDw+OHj3K7t272bZtG/v37+fQoUPs37+fadOmMX36dD788ENjHO4jmZgUrS+KrK2tH1meW7yPezwDBgxg37591KtXj48//pgqVarg5OSEubk5AF5eXoSFhWX5eRtLUft5PUpuP8vc5PfPujBlzsRUqlQpgoKCHlm3KE2N6enpyTvvvMP06dMZO3YsmzZtyvO+W7Zs4caNGwbfhD1s3759hIeH4+3tTceOHXNsq2vXrlhaWtKnTx/9BZXM6Qx9fHxyXMAoICCAiIgIwsLC8hy3EML4JCF/gZmYmODv709ERITBdHF79uzhzp07VK9enYULF2bZL6chLoB+yrjMr6KTkpJYvHgxQ4cOZdy4cXTp0kV/FS4nvr6+nD9/nnPnzulXGH1WZH41HxISkmOdzCuHOX2NX5ji4+P5888/MTEx4c8//0Sr1WYpv337dr72mXncmechO0XlHBUvXpxz587lGGtMTIx++kFjx5qbzPgiIyOJjY3N9ip5duc98/+PGgKR+a3WgzLn3i5TpswTTUVoTB9++CHz5s3jzz//ZM+ePXneL/P9smvXrrmuUXDjxg39tw/Z+eeffwAMpuDMXH0zMjIyx/0iIiKA/32LIoR4NhTdyyuiwGUutQyGb96ZCUZOX4cvX748z31YWVkxePBgKleujE6n49SpU7nukzmmMnM85LOkZs2a2NnZERUVxYYNG7KUPzg/cV6W0y5oMTExpKen4+DgkCUZh4yfdU5Xxi0sLIDs57F/lMwEY/Pmzdy5cydL+YkTJwgODsbExIRGjRo9Vtv5LTPWzGEID8tMwAIDA4t8Qu7t7a3/MJxdgqyU0m9/8LXZuHFjIOPnlfne8KANGzZkmaseoHnz5lhYWLBr1y7Cw8Of/gAKkaOjI+PGjQPggw8+yNM+kZGR+rUWHjX3eMeOHVEZEypk+8h0/fp1lFJMnjxZv+2ll17CxsaGmJgYjhw5kqXtCxcu6D8cZd7TI4R4NkhC/oJKS0tjwoQJ+qspr7zyir4sc6z39u3bsyzcMW/ePH755Zds2/ziiy+yHXN+7tw5/VX1zEV1HmXUqFHY29uzYcMGJkyYQGpqqkF5eHh4ruOdjcXKyko/9Oe9994zuHKYmprKO++8w+3btwkICMj15s3C4O7ujpOTE9HR0Sxbtsyg7J9//mHs2LE57uvt7Q3Af//991h9NmjQgDp16pCYmMhbb71lsDJiREQEb731FgCvvfbaI1c4LAwDBw7EwcGB48ePM23aNIOE6cSJE0yZMgVAv+ptUff+++8D8OmnnxqM+VZKMWXKFIKDg9FqtQwcOFBf1rBhQ6pXr05cXBxDhw41GKN//fp1fZsPc3d3Z/jw4cTHx9O+fXv+/fffLHWSk5PZsGED586dy69DzDdDhw7F19eXQ4cOcfDgwVzrL1++nJSUFEqXLk3Dhg0LJCZ7e3vee+89AN5++22Dm3YjIyMZMGAAOp2O2rVrU7du3QKJQQhRMGTIygvgp59+MlhFMjIykpMnT3L9+nUAxo8fT/369fXl1apVo0OHDqxfv55q1arRpEkTnJ2dCQ4O5vz584wbN46pU6dm6WfKlCmMHj2asmXLUq5cOaytrbl165Z+xpVevXpRvXr1XOP19fXl999/p0uXLkydOpWffvqJevXqYW5uzrVr1zhx4gQ9e/akQYMGT39yCsDHH3/M0aNH2b59O+XKlaNp06bY29tz8OBBQkNDcXFx4bffftNfYTYmU1NTJk2axLvvvkuvXr2YO3cuJUqUIDQ0lAMHDvDGG2+wZ8+ebIckdO7cmUWLFvHBBx+wbds23Nzc0Gg09OvXz+D1lJ0VK1bQrFkz1q9fT0BAAI0aNSI1NZWdO3cSGxtL9erV+fbbbwvqsPPM3d2dn3/+ma5duzJ+/HiWLVtGtWrVCA8PZ/fu3aSlpdG3b1+DBLYoe+uttzhw4ADLli2jZs2aNG7cGDc3N44fP8758+extrZmxYoVFCtWzGC/ZcuW0aRJE1atWsWePXto0KABCQkJ7Nixg8qVK+Pq6ppt0jpjxgzCwsJYsWIFVatWpUqVKpQoUQIzMzNu3LhBcHAw8fHx/PXXXwU+jvxxx9tbWlryySef0KdPH4MPjTnJXPE1u5st89OECRM4evQof/31F+XKlaNu3bqYmZnxzz//EBUVhZ+fn/5bOCHEs0OukL8A9u/fz5IlS/SPLVu2YGJiQvfu3dm5c6f+Kt+DfvvtN2bOnEmZMmXYt28fW7ZswdfXl7///psBAwZk28/cuXPp27cvZmZm7N69m9WrVxMSEkLLli1Zu3btY40jbdWqFadPn+add95Bq9WyefNm/vrrL6Kjo3nzzTcZPHjwk56OAmdpacnmzZv57rvvqFKlCnv37mXt2rWYm5szfPhwTp48qR8LWhSMHDmSdevWUb9+fc6fP88ff/xBcnIyc+fOzXGoBkC7du2YP38+FStWZMeOHSxcuJAFCxY8cvn1TCVKlOD48eOMHTsWFxcXNm7cyNatWylZsiQzZsxg3759+TKjS354+eWXOX78OL179yYuLo7ff/+dY8eO0bBhQ1atWpXtfRZFlUajYenSpaxYsYIGDRpw7Ngxfv/9dxISEujTpw8nTpygbdu2WfYrX748R48epU+fPqSnp7Nu3TrOnDnD8OHD2b59e44fLs3MzPj555/5888/6dixI+Hh4WzYsIG///6bqKgo2rdvz4oVKwp0aFJiYiJArsvSZ+fNN9+kUqVKudY7duwYJ0+exNTUlF69ej12P4/DwsKCjRs38t1331G2bFkOHDjAjh07cHd3Z9y4cRw/fvyRMxgJIYomjSoqUycIIYQQ+ey9997jq6++on379tne1yGEEEWBXCEXQgjxXLp586b+npfsFlgSQoiiQq6QCyGEeK7MmTOHLVu2sH//fqKjoylXrhzHjh176nnhhRCioMgVciGEEM+VHTt2sGXLFpycnBgxYgR79uyRZFwIUaTJFXIhhBBCCCGMSK6QCyGEEEIIYUSSkAshhBBCCGFEkpALIYQQQghhRJKQCyGEEEIIYUSSkAshhBBCCGFEkpCLpxYZGYmtrS1//vmnsUMpVIsXL0aj0XD16lVjhyJEkfM8vi9cvXoVjUbDF198kW9tZvc+0qRJE5o0aZJvfQghij5JyEWuvvvuOzQaDXXq1Mm23MXFhQEDBjBx4sTHajc0NJTBgwfj7++PpaUlbm5udOzYkf379+dH2EKIfJaZPD74cHNzo2nTpvz1118GdR/3fWHXrl36NpcvX55tnaCgIDQaDRUrVnyi+FesWMHs2bOfaF9junXrFpMnTyY4ONjYoQghCogk5CJXP//8M/7+/hw+fJhLly5lW2fw4MEcP36cHTt25KnN/fv3U6lSJVauXEnnzp357rvveOedd/jvv/9o2LAh33zzTX4eQoF48803SUxMxM/Pz9ihCFGoPvnkE5YtW8bSpUv54IMPuHv3Li+99BIbN240qPe47wsAVlZWrFixIsv2q1evcuDAAaysrJ447mclId+yZQtbtmzRP7916xYff/yxJORCPMckIRePFBISwoEDB/jqq68oVqwYP//8c7b1ypUrR8WKFVm8eHGubd67d48uXbpgbW3N8ePH+fLLL+nfvz/jx4/n1KlTNGjQgJEjR3LgwIF8PppHS0pKQqfT5bm+qakpVlZWaDSaAoxKiKKnbdu2vPHGG7z55pu8//777N27F3Nzc1auXGlQ73HeFzK99NJLbN26lYiICIPtK1aswN3dnZo1a+bHIRRpFhYWWFhYGDsMIUQhkoRcPNLPP/+Mk5MT7dq1o0uXLjkm5AAtW7bkjz/+ILfFX3/88Udu377NzJkzKVmypEGZtbU1S5YsQaPR8MknnwBw9OhRNBoNS5YsydLW33//jUajMbgyd/PmTfr164e7uzuWlpZUqFCBhQsXGuyX+fX4qlWrmDBhAsWLF8fGxobjx4/nua+cxpD/9ddfNGzYEFtbW+zt7WnXrh3//fefvnzDhg1oNBpOnTql37Z69Wo0Gg2dOnUyaKtcuXJ07979UadTCKPTarVYW1tjZmaWpSyv7wuZOnTogKWlJb/99pvB9hUrVtCtWzdMTU2z3W/58uXUqFEDa2trnJ2dee2117h+/bq+vEmTJmzatIlr167ph8b4+/sDkJKSwqRJk6hRowaOjo7Y2trSsGFDdu7cmWOcs2bNws/PD2traxo3bszp06ez1NmxY4f+vUCr1dKhQwfOnj2b6zl4cAz5rl27qFWrFgB9+/bVx/7gh5xDhw7Rpk0bHB0dsbGxoXHjxlmG/t2/f5+RI0caDBFs2bIlx48fzzUeIUTBk4RcPNLPP/9Mp06dsLCwoEePHly8eJEjR45kW7dGjRpER0cbJJ/Z+eOPP7CysqJbt27ZlgcEBNCgQQN27NhBYmIiNWvWpESJEvz6669Z6v7yyy84OTnRunVrAO7cuUPdunXZtm0bw4YN4+uvv6ZUqVL0798/26+qP/30UzZt2sT777/PtGnTKF++fJ77ys6yZcto164ddnZ2fPbZZ0ycOJEzZ87QoEEDfeLeoEEDNBoNe/bs0e+3d+9eTExM2Ldvn37b3bt3OXfuHI0aNcqxPyGMISYmhoiICO7evct///3H22+/TVxcHG+88UaWunl9X8hkY2NDhw4dDK62nzx5kv/++4+ePXtmu8/UqVPp1asXgYGBfPXVV4wcOZLt27fTqFEjoqOjARg/fjxVq1bF1dWVZcuWsWzZMv17QmxsLD/99BNNmjThs88+Y/Lkydy9e5fWrVtnO0xk6dKlzJkzh6FDhzJ27FhOnz5Ns2bNuHPnjr7Otm3baN26NeHh4UyePJlRo0Zx4MABgoKCHutG8HLlyukvTgwaNEgfe+b7wo4dO2jUqBGxsbF89NFHTJs2jejoaJo1a8bhw4f17QwePJjvv/9eP0Tw/fffx9raOk8fEIQQhUAJkYOjR48qQG3dulUppZROp1Pe3t7qnXfeybb+gQMHFKB++eWXR7ar1WpVlSpVHllnxIgRClCnTp1SSik1duxYZW5urqKiovR1kpOTlVarVf369dNv69+/v/L09FQREREG7b322mvK0dFRJSQkKKWU2rlzpwJUiRIl9Nsy5bWvRYsWKUCFhIQopZS6f/++0mq1auDAgQbt3b59Wzk6Ohpsr1ChgurWrZv+efXq1VXXrl0VoM6ePauUUmrNmjUKUCdPnnzkuRKisGS+5h9+WFpaqsWLF2e7T17fFzJ/J3/77Te1ceNGpdFoVGhoqFJKqdGjR6sSJUoopZRq3LixqlChgn6/q1evKlNTUzV16lSD9v79919lZmZmsL1du3bKz88vS99paWkqOTnZYNu9e/eUu7u7we98SEiIApS1tbW6ceOGfvuhQ4cUoN599139tqpVqyo3NzcVGRmp33by5EllYmKievXqpd/28PtI5jE2btxY//zIkSMKUIsWLTKIUafTqcDAQNW6dWul0+n02xMSElRAQIBq2bKlfpujo6MaOnRolmMXQhQNcoVc5Ojnn3/G3d2dpk2bAqDRaOjevTurVq0iPT09S30nJyeALGM/H3b//n3s7e0fWSezPDY2FoDu3buTmprKmjVr9HW2bNlCdHS0fkiHUorVq1fTvn17lFJEREToH61btyYmJibL17O9e/fG2traYFte+srO1q1biY6OpkePHgZ9m5qaUqdOHYOvvxs2bMjevXv15+PkyZMMGjQIV1dX/fa9e/ei1WqfeEYJIQrK3Llz2bp1K1u3bmX58uU0bdqUAQMGGPzOZMrr+8KDWrVqhbOzM6tWrUIpxapVq+jRo0e2ddesWYNOp6Nbt24Gv3ceHh4EBgY+cthJJlNTU/2YbZ1OR1RUFGlpadSsWTPbIR0dO3akePHi+ue1a9emTp06+ikew8LCCA4Opk+fPjg7O+vrVa5cmZYtW+bbVJDBwcFcvHiRnj17EhkZqT/2+Ph4mjdvzp49e/T3xWi1Wg4dOsStW7fypW8hRP6ShFxkKz09nVWrVtG0aVNCQkK4dOkSly5dok6dOty5c4ft27dn2Uf9/xjR3G5ytLe35/79+4+sk1memZhXqVKFsmXL8ssvv+jr/PLLL7i6utKsWTMgY4hHdHQ08+bNo1ixYgaPvn37AhAeHm7QT0BAQJa+89JXdi5evAhAs2bNsvS/ZcsWg74bNmxIWFgYly5d4sCBA2g0GurVq2eQqO/du5egoCBMTOTXVBQttWvXpkWLFrRo0YLXX3+dTZs2Ub58eYYNG0ZKSopB3by+LzzI3Nycrl27smLFCvbs2cP169dzHK5y8eJFlFIEBgZm+b07e/Zslt/5nCxZsoTKlStjZWWFi4sLxYoVY9OmTcTExGSpGxgYmGVb6dKl9UNRrl27BkCZMmWy1CtXrpw+aX5ame85vXv3znLsP/30E8nJyfr4P//8c06fPo2Pjw+1a9dm8uTJXLly5aljEELkj6x34AhBxrjEsLAwVq1axapVq7KU//zzz7Rq1cpg27179wBwdXV9ZNvlypXjxIkTJCcnY2lpmW2dU6dOYW5ubvCHr3v37kydOpWIiAjs7e3ZsGEDPXr00N9Ilnkl6I033qB3797Ztlu5cmWD5w9fHc9rX9nJ7H/ZsmV4eHhkKX9w3wYNGgCwZ88erly5QvXq1fU3ks2ZM4e4uDhOnDjB1KlTc+xPiKLCxMSEpk2b8vXXX3Px4kUqVKigL8vr+8LDevbsyQ8//MDkyZOpUqUK5cuXz7aeTqdDo9Hw119/ZXvDp52dXa59LV++nD59+tCxY0dGjx6Nm5sbpqamTJ8+ncuXLz9W3IUp8z1n5syZVK1aNds6mcffrVs3GjZsyNq1a9myZQszZ87ks88+Y82aNbRt27awQhZC5EAScpGtn3/+GTc3N+bOnZulbM2aNaxdu5YffvjBIKENCQkBMhLuR3n55Zc5ePAgv/32W7Y3gV29epW9e/fSokULg/a7d+/Oxx9/zOrVq3F3dyc2NpbXXntNX16sWDHs7e1JT0+nRYsWj33MD8qtr+xkzhjj5uaWa/++vr74+vqyd+9erly5QsOGDQFo1KgRo0aN4rfffiM9PV1u6BTPjLS0NADi4uIMtuf1feFhDRo0wNfXl127dvHZZ5/lWK9kyZIopQgICKB06dKPbDOnq/S///47JUqUYM2aNQZ1Pvroo2zrZ16ZftCFCxf0s7Zkrk1w/vz5LPXOnTuHq6srtra2j4w1L3Fnvuc4ODjk6T3P09OTIUOGMGTIEMLDw6levTpTp06VhFyIIkC+CxdZJCYmsmbNGl5++WW6dOmS5TFs2DDu37/Phg0bDPY7duwYjo6OBlfHsvPWW2/h5ubG6NGjs3xlmpSURN++fVFKMWnSJIOycuXKUalSJX755Rd++eUXPD09DRJWU1NTOnfuzOrVq7Odguzu3bt5Pge59ZWd1q1b4+DgwLRp00hNTc21/4YNG7Jjxw4OHz6sT8irVq2Kvb09M2bMwNramho1auQ5ZiGMJTU1lS1btmBhYZEl8c7r+8LDNBoNc+bM4aOPPuLNN9/MsV6nTp0wNTXl448/zjK1olKKyMhI/XNbW9tsh6BkXll/cP9Dhw5x8ODBbPtct24dN2/e1D8/fPgwhw4d0ie2np6eVK1alSVLluhneQE4ffo0W7Zs4aWXXnrEkWeVmbw/2BZkzGBTsmRJvvjiiywfhOB/7znp6elZjtvNzQ0vLy+Sk5MfKxYhRMGQK+Qiiw0bNnD//n1eeeWVbMvr1q2rXyTowZsct27dSvv27XMdK+ri4sLvv/9Ou3btqF69OgMGDKB8+fLcvn2bxYsXc+nSJb7++mvq16+fZd/u3bszadIkrKys6N+/f5bx1TNmzGDnzp3UqVOHgQMHUr58eaKiojh+/Djbtm0jKioqz+cht74e5uDgwPfff8+bb75J9erVee211yhWrBihoaFs2rSJoKAgvv32W339hg0b8vPPP6PRaPRDWExNTalfvz5///03TZo0kcVBRJH0119/ce7cOSDjvowVK1Zw8eJFxowZg4ODg0HdvL4vZKdDhw506NDhkXVKlizJlClTGDt2LFevXqVjx47Y29sTEhLC2rVrGTRoEO+//z6QkcD+8ssvjBo1ilq1amFnZ0f79u15+eWXWbNmDa+++irt2rUjJCSEH374gfLly2eb6JYqVYoGDRrw9ttvk5yczOzZs3FxceGDDz7Q15k5cyZt27alXr169O/fn8TERL755hscHR2ZPHnyY52HkiVLotVq+eGHH7C3t8fW1pY6deoQEBDATz/9RNu2balQoQJ9+/alePHi3Lx5k507d+Lg4MAff/zB/fv38fb2pkuXLlSpUgU7Ozu2bdvGkSNH+PLLLx8rFiFEATHS7C6iCGvfvr2ysrJS8fHxOdbp06ePMjc3108vePbsWQWobdu25bmfkJAQNXDgQOXr66vMzc2Vq6ureuWVV9TevXtz3OfixYv6qdb27duXbZ07d+6ooUOHKh8fH2Vubq48PDxU8+bN1bx58/R1Hpxi7Un7ym66ssy2W7durRwdHZWVlZUqWbKk6tOnjzp69KhBvf/++08Bqly5cgbbp0yZogA1ceLEHGMTwhiym/bQyspKVa1aVX3//fcGU+8p9XjvC3n5nVQq67SHmVavXq0aNGigbG1tla2trSpbtqwaOnSoOn/+vL5OXFyc6tmzp9JqtQrQT4Go0+nUtGnTlJ+fn7K0tFTVqlVTGzduVL179zaYJjFz2sOZM2eqL7/8Uvn4+ChLS0vVsGHDbKcn3bZtmwoKClLW1tbKwcFBtW/fXp05c8agTl6mPVRKqfXr16vy5csrMzOzLFMgnjhxQnXq1Em5uLgoS0tL5efnp7p166a2b9+ulMqYtnX06NGqSpUqyt7eXtna2qoqVaqo77777pHnWghReDRK5XH5NCEeYeTIkezZs4djx47JUvJCCEDeF4QQIq9kyIp4apGRkfz000/8+uuv8kdXCAHI+4IQQjwOuUIuhBBCCCGEEcksK0IIIYQQQhiRJORCCCGEEEIYkSTkQgghhBBCGJHc1JkDnU7HrVu3sLe3lxuShDASpRT379/Hy8sr13nghRBCiGeVJOQ5uHXrFj4+PsYOQwgBXL9+HW9vb2OHIYQQQhQISchzYG9vD2QkAg+vPCeEKByxsbH4+Pjofx+FEEKI55Ek5DnIHKbi4OBQYAn5nj17mDlzJseOHSMsLIy1a9fSsWNHfblSio8++oj58+cTHR1NUFAQ33//PYGBgfo6/v7+XLt2zaDd6dOnM2bMmCz9Xbp0iWrVqmFqakp0dHSBHJMQBUGGjQkhhHieyaBMI4qPj6dKlSrMnTs32/LPP/+cOXPm8MMPP3Do0CFsbW1p3bo1SUlJBvU++eQTwsLC9I/hw4dnaSs1NZUePXrQsGHDAjkWIYQQQgjxZOQKuRG1bduWtm3bZlumlGL27NlMmDCBDh06ALB06VLc3d1Zt24dr732mr6uvb09Hh4ej+xrwoQJlC1blubNm3PgwIH8OwghhBBCCPFU5Ap5ERUSEsLt27dp0aKFfpujoyN16tTh4MGDBnVnzJiBi4sL1apVY+bMmaSlpRmU79ixg99++y3HK/FCCCGEEMJ45Ap5EXX79m0A3N3dDba7u7vrywBGjBhB9erVcXZ25sCBA4wdO5awsDC++uorACIjI+nTpw/Lly+Xm1OFEEIYTXp6OqmpqcYOQxiRubk5pqamxg6jSJKE/Bk3atQo/f8rV66MhYUFb731FtOnT8fS0pKBAwfSs2dPGjVqZMQohRBCvKiUUty+fVsmExAAaLVaPDw85Gb9h0hCXkRljgm/c+cOnp6e+u137tyhatWqOe5Xp04d0tLSuHr1KmXKlGHHjh1s2LCBL774Ash4Y9TpdJiZmTFv3jz69etXoMchhBDixZaZjLu5uWFjYyOJ2AtKKUVCQgLh4eEABrmNkIS8yAoICMDDw4Pt27frE/DY2FgOHTrE22+/neN+wcHBmJiY4ObmBsDBgwdJT0/Xl69fv57PPvuMAwcOULx48QI9BiGEEC+29PR0fTLu4uJi7HCEkVlbWwMQHh6Om5ubDF95gCTkRhQXF8elS5f0z0NCQggODsbZ2RlfX19GjhzJlClTCAwMJCAggIkTJ+Ll5aWfq/zgwYMcOnSIpk2bYm9vz8GDB3n33Xd54403cHJyAqBcuXIGfR49ehQTExMqVqxYaMcphBDixZQ5ZtzGxsbIkYiiIvO1kJqaKgn5AyQhN6KjR4/StGlT/fPM8eC9e/dm8eLFfPDBB8THxzNo0CCio6Np0KABmzdvxsrKCgBLS0tWrVrF5MmTSU5OJiAggHfffddgXLkQQghhbDJMRWSS10L2NEopZewgiqLY2FgcHR2JiYmR2UmEMBL5PRTi2ZaUlERISAgBAQH6i0nixSaviezJPORCCCGEEEIYkSTkQgghhBD55OrVq2g0GoKDg5+qnSZNmjBy5Ej9c39/f2bPnv1UbYqiS8aQ54MLMcuNHUKhKe34hrFDEEKIfKNTOtJ0qaSpVNJ1aaSrjIcGDeYmFpiZWGBhYompify5fBb06dOHJUuW8NZbb/HDDz8YlA0dOpTvvvtOf59Wbnbt2kXTpk25d+8eWq22YAJ+DEeOHMHW1lb/XKPRsHbtWv1ED+LZJu8wQgghnmvpujSiku9wL/ku91PucT81mvjUWOLT4khOT8hTGxpMsDS1wt5ci72FFntzJ+wttDhYOKO1cJWEvQjx8fFh1apVzJo1Sz/NXlJSEitWrMDX19fI0T25YsWKGTsEUYBkyIoQQojnSnxqLFdiz3D4znb+vLaMVZfmsDl0BYfubOXMvaNcj7tEVHJ4npNxAIWOpPQE7ibd4krsGU5G7mdf2CZ9+39eW8aRO9sJvX+BpLS8tyvyX/Xq1fHx8WHNmjX6bWvWrMHX15dq1arpt+l0OqZPn05AQADW1tZUqVKF33//HcgYdpI5C5qTkxMajYY+ffoAsHnzZho0aIBWq8XFxYWXX36Zy5cvZ4nj3Llz1K9fHysrKypWrMju3bsNynfv3k3t2rWxtLTE09OTMWPGkJaWluNxPThkxd/fH4BXX30VjUajfw4Z641Ur14dKysrSpQowccff6xvVynF5MmT8fX1xdLSEi8vL0aMGJG3EysKlFET8m+//ZaaNWtiaWmZ5SuX2NhYevbsiYODA+7u7nz66af5Wi6EEOL5EZUUzsmI/Wy6uoQ1V35kf9gmzkcfJzLpNjqVnnsDT0Gn0olMus256OPsvrWe3y7P5c9ry/gv8hD3U6ILtG+RvX79+rFo0SL984ULF9K3b1+DOtOnT2fp0qX88MMP/Pfff/p1PHbv3o2Pjw+rV68G4Pz584SFhfH1118DEB8fz6hRozh69Cjbt2/HxMSEV199FZ1OZ9D+6NGjee+99zhx4gT16tWjffv2REZGAnDz5k1eeuklatWqxcmTJ/n+++9ZsGABU6ZMydPxHTlyBIBFixYRFhamf75371569erFO++8w5kzZ/jxxx9ZvHgxU6dOBWD16tXMmjWLH3/8kYsXL7Ju3ToqVar0uKdXFACjfsfm5eXFhAkT2LZtGzdu3DAoGz58OFFRUYSGhhIeHk6LFi3w8/OjV69e+VIuhBDi2RaTEsWl6JNci7tIfGqMscMxEJl0m8ik2xyP2IOzpRu+9mUIcCiHnbmjsUN7IbzxxhuMHTuWa9euAbB//35WrVrFrl27AEhOTmbatGls27aNevXqAVCiRAn27dvHjz/+SOPGjXF2dgbAzc3NYAx5586dDfpauHAhxYoV48yZMwaL7g0bNkxf9/vvv2fz5s0sWLCADz74gO+++w4fHx++/fZbNBoNZcuW5datW3z44YdMmjQJE5NHXy/NHL6i1Wrx8PDQb//4448ZM2YMvXv31h/Tp59+ygcffMBHH31EaGgoHh4etGjRAnNzc3x9faldu/bjnl5RAIyakHfq1AnIWO79wYQ8ISGBVatWsX//frRaLVqtluHDh7NgwQJ69er11OVCCCGeTTql43rcRS5EB3M7IdTY4eRJVHI4UcnhnIzYh7ddScpoq+Np62fssJ5rxYoVo127dixevBilFO3atcPV1VVffunSJRISEmjZsqXBfikpKQbDWrJz8eJFJk2axKFDh4iIiNBfGQ8NDTVIyDMTfQAzMzNq1qzJ2bNnATh79iz16tUzWCQnKCiIuLg4bty48cRj3U+ePMn+/fv1V8QB0tPTSUpKIiEhga5duzJ79mxKlChBmzZteOmll2jfvj1mZnIPhLEVyZ/A+fPnSUlJoWrVqvptVatWZdq0aflSnp3k5GSSk5P1z2NjY/PnYIQQQjy1lPQkzt07zoWYkySmxRk7nCeiUFyPu8T1uEtoLVwp41SNEg4VMDMxN3Zoz6V+/foxbNgwAObOnWtQFheX8RratGkTxYsXNyiztLR8ZLvt27fHz8+P+fPn4+XlhU6no2LFiqSkpORj9E8mLi6Ojz/+WH/B80FWVlb4+Phw/vx5tm3bxtatWxkyZAgzZ85k9+7dmJvL69CYiuRNnXFxcdja2hp8YtNqtdy/fz9fyrMzffp0HB0d9Q8fH5/8PiyRT+7fv8/IkSPx8/PD2tqa+vXr68fPQcZNK5MmTcLT0xNra2tatGjBxYsX9eW7du1Co9Fk+3iwHSGE8aWkJ3MyYj9rrszjZOT+ZzYZf1h0SgSH7mxlXchPXIg+iU7pct9JPJY2bdqQkpJCamoqrVu3NigrX748lpaWhIaGUqpUKYNH5t9/CwsLIOMKc6bIyEjOnz/PhAkTaN68OeXKlePevXvZ9v/PP//o/5+WlsaxY8coV64cAOXKlePgwYM8uFj6/v37sbe3x9vbO0/HZ25ubhAbZNzQev78+SzHVKpUKf0wGGtra9q3b8+cOXPYtWsXBw8e5N9//81Tn6LgFMkr5HZ2diQkJJCWlqZPqmNiYrC3t8+X8uyMHTuWUaNG6Z/HxsZKUl5EDRgwgNOnT7Ns2TK8vLxYvnw5LVq04MyZMxQvXpzPP/+cOXPmsGTJEgICApg4cSKtW7fmzJkzWFlZUb9+fcLCwgzanDhxItu3b6dmzZpGOiohxIPSdWmcjz7B6ahDJKcnGjucApOYFsehO1s4e+8oVV0b4GdfxtghPTdMTU31Q0RMTU0Nyuzt7Xn//fd599130el0NGjQgJiYGPbv34+DgwO9e/fGz88PjUbDxo0beemll7C2tsbJyQkXFxfmzZuHp6cnoaGhjBkzJtv+586dS2BgIOXKlWPWrFncu3ePfv36ATBkyBBmz57N8OHDGTZsGOfPn+ejjz5i1KhRuY4fz+Tv78/27dsJCgrC0tISJycnJk2axMsvv4yvry9dunTBxMSEkydPcvr0aaZMmcLixYtJT0+nTp062NjYsHz5cqytrfHzkyFUxlYkr5CXKVMGc3NzTp48qd8WHBysvxP4acuzY2lpiYODg8FDFD2JiYmsXr2azz//nEaNGlGqVCkmT55MqVKl+P7771FKMXv2bCZMmECHDh2oXLkyS5cu5datW6xbtw7IuOrh4eGhf7i4uLB+/Xr69u1rMJ5PCGEcYfHX+OPqIo7d3fVcJ+MPik2JYs+tDfx5bTkRiWG57yDy5FF/zz/99FMmTpzI9OnTKVeuHG3atGHTpk0EBAQAULx4cf1Nku7u7gwbNgwTExNWrVrFsWPHqFixIu+++y4zZ87Mtv0ZM2YwY8YMqlSpwr59+9iwYYN+HHvx4sX5888/OXz4MFWqVGHw4MH079+fCRMm5PnYvvzyS7Zu3YqPj49+3Hvr1q3ZuHEjW7ZsoVatWtStW5dZs2bpE26tVsv8+fMJCgqicuXKbNu2jT/++AMXF5c89ysKhkY9+H1JIUtLSyMtLY0pU6Zw6tQpfv31V0xMTLCwsKBXr15ERESwcuVK/Swpn376qf6mzKctz01sbCyOjo7ExMTkmpzLSp2F5/79+zg4OLBt2zaaN2+u396gQQPMzMxYuHAhJUuW5MSJEwb3EDRu3JiqVavqp6160OrVq+nWrRvXrl3L81eFonA8zu+hePYlpydyLHwXl2NPGzsUo9KgoYxTdaq6NsDcxMLY4TyVpKQkQkJCCAgIwMrKytjhiCJAXhPZM+oV8ilTpmBtbc3UqVP5448/sLa2plWrVkDGHOWOjo54e3sTFBRE//79DZLppy0XzyZ7e3vq1avHp59+yq1bt0hPT2f58uUcPHiQsLAwbt++DYC7u7vBfu7u7vqyhy1YsIDWrVtLMi6EEYXEnmVDyMIXPhmHjJs/z907xsari7mTcN3Y4QghCoFRx5BPnjyZyZMnZ1vm4ODAypUrc9z3acvFs2vZsmX069eP4sWLY2pqSvXq1enRowfHjh177LZu3LjB33//za+//loAkQohcpOmS+XQna1cif3P2KEUOXGpMWy9/gvlnGpSrVgjTDRFcpSpECIfyG+3eOaULFmS3bt3ExcXx/Xr1zl8+DCpqamUKFFCv0DCnTt3DPa5c+eOweIJmRYtWoSLiwuvvPJKocQuhPif2JQo/rq2XJLxR1Aoztw7wrbrv5KYFm/scIQQBUQScvHMsrW1xdPTk3v37vH333/ToUMHAgIC8PDwYPv27fp6sbGxHDp0yGCRBsiYHnHRokX06tVL5l8VopBdu3+eP68tIzolwtihPBPuJF7nz2vL5IZPIZ5TRXLaQyEe5e+//0YpRZkyZbh06RKjR4+mbNmy+llSRo4cyZQpUwgMDNRPe+jl5UXHjh0N2tmxYwchISEMGDDAOAcixAsqOGIf/0YeNHYYz5yEtPv8fX0ltd1aEKitbOxwhBD5SBJy8cyJiYlh7Nix3LhxA2dnZzp37szUqVP1V7k/+OAD4uPjGTRoENHR0TRo0IDNmzdnuZt7wYIF1K9fn7JlyxrjMIR44SilOHRnKxdjTuZeWWRLp9L5587fJKbHU9mlXu47CCGeCUad9rAok2kPs2fsaQ/Fi0WmPXx+pKt09t3aSGjcBWOH8two71SLGm5NjB3GI8kUd+Jh8prInlwhF0IIUaBSdSnsurmW2wmhxg7luXLm3hHSdCnUdm8pi5oJ8YyThFwUmjEHxxk7hEIxo940Y4cgRJGRrktj54013EmU+bQLwoWYk6SpNOp7tJWkvJA0adKEqlWrMnv27Ge6j6LY94tMEnIhhBAFQqd07L61XpLxAnYl9j+sTG2K/PCVh91KWF2o/XnZdC7U/oR4HDLtoRBCiAJx8PZmbsZfMXYYL4Qz945w9t7jL44mhCgaJCEXQgiR74Ij9smCP4XsWPhOrt0//8g6iWlJhRTN8yE+Pp5evXphZ2eHp6cnX375pUF5cnIy77//PsWLF8fW1pY6deqwa9cufXlkZCQ9evSgePHi2NjYUKlSpSyriOfWR06io6MZMGAAxYoVw8HBgWbNmnHy5P9mMJo8eTJVq1Zl2bJl+Pv74+joyGuvvcb9+/cfq+/vvvuOwMBArKyscHd3p0uXLnmKTzweSciFEELkq2v3z8s840agUOwP+5PwxJtZypLTU/gmeAlj9n1Gqi7NCNE9m0aPHs3u3btZv349W7ZsYdeuXRw/flxfPmzYMA4ePMiqVas4deoUXbt2pU2bNly8eBHImFGkRo0abNq0idOnTzNo0CDefPNNDh8+nOc+ctK1a1fCw8P566+/OHbsGNWrV6d58+ZERUXp61y+fJl169axceNGNm7cyO7du5kxY0ae+z569CgjRozgk08+4fz582zevJlGjRo91TkV2ZMx5EIIIfJNbMo9Dt7ebOwwXljpKo09tzbQzq8X1ma2AITG3uLzoz9y7X5Gor7s7Fr6VehqzDCfCXFxcSxYsIDly5fTvHlzAJYsWYK3tzcAoaGhLFq0iNDQULy8vAB4//332bx5M4sWLWLatGkUL16c999/X9/m8OHD+fvvv/n111+pXbt2rn3kZN++fRw+fJjw8HAsLS0B+OKLL1i3bh2///47gwYNAkCn07F48WLs7e0BePPNN9m+fTtTp07NU9+hoaHY2try8ssvY29vj5+fH9WqVXvqcyuykoRcCCFEvkjTpbLn1npSdSnGDiVPLEyscLBwwtbcAWtTW6zN7DDVmJKqSyFVl0La//+bqlJJSU8iOvkuKbpkY4edq8S0OA7f2Urj4h3Zcm0v8/5dSXL6/34m6y5toYZbRaoUK2fEKIu+y5cvk5KSQp06dfTbnJ2dKVOmDAD//vsv6enplC5d2mC/5ORkXFxcAEhPT2fatGn8+uuv3Lx5k5SUFJKTk7GxsclTHwDTpk1j2rT/zd515swZTp48SVxcnL6fTImJiVy+fFn/3N/fX5+MA3h6ehIeHp7nvlu2bImfnx8lSpSgTZs2tGnThldffVUfv8g/kpALIYTIF4fvbONe8l1jh5EjWzMHfOxK4W1XEq1lMf0V5MdxP+UekUl3uJN4ndvx14hNvVcAkT4dVytPKjjX58tj89l141CWcoXi6xOL+L75FCxNLYwQ4fMhLi4OU1NTjh07hqmpqUGZnZ0dADNnzuTrr79m9uzZVKpUCVtbW0aOHElKSt4/tA4ePJhu3brpn3t5eREXF4enp6fBePVMWq1W///MFawzaTQadDpdnvu2t7fn+PHj7Nq1iy1btjBp0iQmT57MkSNHDPoRT08SciGEEE/tauw5LseeNnYYWThZFsPHLhAfu1I4W7k/dXv2Fk7YWzjh71AWgPjUWEJiz3I++gQJafdz2bvglXeqhYO5P+P3f82t+Ds51rubGMWai5vpUfaVQozu2VKyZEnMzc05dOgQvr6+ANy7d48LFy7QuHFjqlWrRnp6OuHh4TRs2DDbNvbv30+HDh14442MVa51Oh0XLlygfPnyeeoDMq5aOzs7G7RbvXp1bt++jZmZGf7+/gVyfJnMzMxo0aIFLVq04KOPPkKr1bJjxw46der0RP2K7MlNnUI8Z/z9/dFoNFkeQ4cONainlKJt24zFRNatW5elncWLF1O5cmWsrKxwc3PLsr8QmZLTkzgSvt3YYeiZaswora1Kx4ABvOzfhyquQfmSjGfH1tyBii51eLXEIBp5vYK7tU+B9JMbS1NrmhXvTFicjg/3zXhkMp5p9aXN3E2MyrXei8rOzo7+/fszevRoduzYwenTp+nTpw8mJhmpU+nSpXn99dfp1asXa9asISQkhMOHDzN9+nQ2bdoEQGBgIFu3buXAgQOcPXuWt956izt37uS5j5y0aNGCevXq0bFjR7Zs2cLVq1c5cOAA48eP5+jRo/lyfAAbN25kzpw5BAcHc+3aNZYuXYpOpzMY1iLyh1whF+I5c+TIEdLT0/XPT58+TcuWLena1fAmrtmzZ+e4st9XX33Fl19+ycyZM6lTpw7x8fFcvXq1IMMWz7Djd3eTlJ5g7DAw0ZhSRluNCs61sDazK+S+TfCzL4OffRnuJYVzLvoEV2JOoyPvwwOelLu1D9WKNWP+v79xMOxEnvdLTk9h8X+/M7rmoAKM7tk2c+ZM4uLiaN++Pfb29rz33nvExMToyxctWsSUKVN47733uHnzJq6urtStW5eXX34ZgAkTJnDlyhVat26NjY0NgwYNomPHjgZt5NZHdjQaDX/++Sfjx4+nb9++3L17Fw8PDxo1aoS7e94/fObWt1arZc2aNUyePJmkpCQCAwNZuXIlFSpUyHMfIm80Sill7CBycvPmTYYOHcrevXvRaDQ0a9aMuXPnUqxYMVJTU3n33Xf5+eef0Wg0vP7668yaNQszs4zPGLmV5yY2NhZHR0diYmJwcHB4ZN0LMcuf+lifFaUd33jifcccHJePkRRdM+pNy71SIRo5ciQbN27k4sWL+gQ8ODiYl19+maNHj+Lp6cnatWvp2LEjkPGVZfHixfnjjz/0d94by+P8HgrjuJNwnS3XVxk7DPzty1GtWEPszB2NHYpedHIEh+5sJTzxRoG0r0FDJZe6WGg8+OLYfMITI5+ojVmNJ1JS61sAEWZM+xcSEkJAQABWVlYF0od4tshrIntFeshK5lfk165dIyQkhKSkJEaMGAHAlClT2LdvH2fOnOG///5j7969Bnch51YuxIsgJSWF5cuX069fP30ynpCQQM+ePZk7dy4eHh5Z9tm6dSs6nY6bN29Srlw5vL296datG9evy/LnwlC6SuefO1uMGoO1mR2tfF6jodfLRSoZB9BautLatwf1PdpibmKZr21bm9rS3LsrF+/dZ+z+mU+UjEPGDZ7Lz63N19iEEI+vSCfkV65coVu3btjZ2WFvb0/37t35999/AVi4cCETJkzA09MTT09Pxo8fz4IFC/T75lb+sOTkZGJjYw0eQjzr1q1bR3R0NH369NFve/fdd6lfvz4dOnTIdp8rV66g0+mYNm0as2fP5vfffycqKoqWLVs+1swA4vl3MfoksSnGG4PsYeNLO79euNsYZ9x2XpV0rEh7/z75Nr7cy8afRl5d+OHUWpacWU26Ss99p0c4eudfzkRezJfYhBBPpkgn5KNGjeK3334jJiaG6OhoVq5cSfv27bl37x43btygatWq+rpVq1YlNDSUmJiYXMuzM336dBwdHfUPH5+i/QYvRF4sWLCAtm3b6het2LBhAzt27GD27Nk57qPT6UhNTWXOnDm0bt2aunXrsnLlSi5evMjOnTsLKXJR1KXpUjkd+Y/R+q/oXJfm3l2faOpCY7A1d6ClT3cqu9R/4jY0mFDNtRHFrCoyes9nHA/Pv1ltVpzbkG9tCSEeX5FOyIOCgggPD8fJyQlnZ2fu3bvH2LFjiYuLAwzn2sz8//3793Mtz87YsWOJiYnRP+TrefGsu3btGtu2bWPAgAH6bTt27ODy5ctotVrMzMz091R07tyZJk2aABkLRwD6abkAihUrhqurK6GhoYV3AKJIuxAdTGJ6fKH3a2FiRdPinahWrCEmmiL9JywLjUZDFdcgaro1e+x9bc0yEvpTd28z8cBXRCU/+qa/x3Uy4izX79/K1zaFEHlXZN/NdDodLVu2JCgoiLi4OOLi4ggKCqJVq1b6CfcfvNqd+X97e/tcy7NjaWmJg4ODwUOIZ9miRYtwc3OjXbt2+m1jxozh1KlTBAcH6x8As2bNYtGiRUDGB2GA8+fP6/eLiooiIiICPz+/wjsAUWSl6lI4HXW40Pu1NrWlrd8beNuVLPS+81M5pxrU82iDhuxnOXqYj10p6nt05OsTK1l5/g90FMxcDH9d3V0g7QohcldkE/KoqCiuXbvGiBEjsLGxwcbGhuHDh3Po0CHS09Px9vbWJxOQMWuEj48Pjo6OODk5PbJciOedTqdj0aJF9O7d22BmIQ8PDypWrGjwAPD19SUgIADImFu3Q4cOvPPOOxw4cIDTp0/Tu3dvypYtS9OmTY1yPKJoOXfvOMmFPM2hpakNLX2642DhVKj9FpRSjpVo6NUek0f8GTbRmFLLrTl2ZqV4f88M/o04n2Pd/LAj9ABJackF2ocQIntFNiF3dXWlVKlSzJ07l6SkJJKSkpg7dy7e3t64urrSt29fpk6dyu3bt7l9+zbTpk0z+Go+t3Ihnmfbtm0jNDSUfv36PdH+S5cupU6dOrRr147GjRtjbm7O5s2bsyzDLF48OpXO+XvHC7VPcxNLWnp3xdHSpVD7LWh+9mVoUvxVTDVZp+O1N9fSxvd10nX2fPLPHGJSCnYVUAtTC2p5VCEhLbFA+xFCZK9ILwy0fv163n33XYoXL45Op6NatWps2JBx48nEiROJjIykXLlyALzxxhuMG/e/ea5zKxfiedaqVSvyusRAdvUcHBxYsGDBI2cmEi+m0PsXC3XsuAYTGnu9gpOVW6H1WZiK25WgjntLDtz+S7/N374cdT1aYW5igbOlG9XcynM8/L8C6T9Q609L3wY08q6NrblNgfQhhMhdkU7Iy5cvz99//51tmbm5OXPnzmXu3LlPVC6EEOLxnY/O+0qQ+aGOe0s8bf0Ltc/CVtKxIhFJYVyO+Y9abs0I1FbWl2k0GkZW68fb2ycQn09Xrx0s7GjiXZeWfg3wd/AGMj6YJ6XfITHtGg7mlTA1sc6XvoQQeVOkE3IhhBBFR2xKVIGtOpkdP/uyBsnp86yWWzPKOtXA0cI5S5mTlSOvlW3PgtO/PnH7Jmio5laBln4NqO1RFXOTjD//abp4EtKukZh+jXSVcV+AmYkj9iZlnrgvkbs+ffoQHR3NunXrjB2KKCIkIReiCHEb19jYIRSK8Gkym8Oz6FLMv4XWl4WJFbWeYHrAomLRokX069ePtWvX0rFjxyzlISEhdOnShfT0dNLS0ihXrhzz5s0Di4yy1157jbi4OF5//XXGjRvHywHNWLl7Dbt/+Ita41vm2K9SioPjNlH13cbYuNlz45czRB69hYOVPddMjlB2jAf1u1cjIe06/57by+gRnxFxN4b09HRGjulKhy5BJKZdY8mPW4mNjS3QoZ7t1xfufV1/dPipUPsT4nFIQi6EECJPQu9fKLS+qhdr/Mws+vOwq1evMn/+fOrWrZtjHS8vL/bt24e1dcbQkHfeeYfJkyfz9ddfM3fuXIYOHcrrr79O+fLlGT58OHZ2doQsDabCgJzbBAjbH4K9txPtqreipV8Q3o3ccXLKmJnm6vUzVK5Qm4r103B2tWbYwE/o/mZTevZpQeTdGNo2/JDa9cvi6QX9BvSkUoVaDB06VGYnyyOlFOnp6QYzWwmRV0V2lhUhhBBFR3RyBPdTowulL3drH0o5ViqUvvKbTqdjwIABfPPNN1haWuZYz9LSUp+Mp6enEx8fj0aTMS+5ubk5CQkJpKamotPpMDEx4YcffqDby12oWLp8jm0Gav1JPxDDt+99waga/ankWhZHrS1xqZcIT9xGaOQ2dCodnS4FgDP/XqNZ6+oAuBRzpHwlfzb8fiDjOEyjaNWqFStWrMiX8/KsSk5OZsSIEbi5uWFlZUWDBg04cuQIALt27UKj0fDXX39Ro0YNLC0t2bdvH5MnT6Zq1ar8+OOP+Pj4YGNjQ7du3bJdKfyLL77A09MTFxcXhg4dSmpqqr5s2bJl1KxZE3t7ezw8POjZsyfh4eH68sz+t2/fTs2aNbGxsaF+/foGa0icPHmSpk2bYm9vj4ODAzVq1ODo0aMFeMbEk5KEXAghRK6ux10qlH5MNKbU8WilT06fNV999RVBQUHUqFEj17opKSlUrVoVV1dXLl68yMcffwzAiBEjWLt2LfXq1eP9998nJiaG33//nXfffZcOJQyHqzhY2PFKiRZ82/RjPqv/IeeO/Ufj+o1ISr9DVPIhbiduYtbX06hXpTdtgj7g828G4+qWccW7crUSrFm5B4BrIXc4eug8N0IzEr7k9DvUq1eP7du35+fpeeZ88MEHrF69miVLlnD8+HFKlSpF69atiYqK0tcZM2YMM2bM4OzZs1SunHHPw6VLl/j111/5448/2Lx5MydOnGDIkCEGbe/cuZPLly+zc+dOlixZwuLFi1m8eLG+PDU1lU8//ZSTJ0+ybt06rl69Sp8+fbLEOH78eL788kuOHj2KmZmZwXS3r7/+Ot7e3hw5coRjx44xZswYmb62iJLvVYQQQuSqsBLy8k61sr2x8Vlw+vRpVq9ezZ49e/JU38LCguDgYFJSUhg+fDg//vgjH3zwAZ6engYzjHXt2pUvv/ySnTt3Mve7uZy+d5YOw7vRtW4HantU0d+gef3mZUxNTUgw20d68v8Wbuo/pB39h7Tjv1NXGdF/Do2aV8HZxZ7Z84bxydgltKz7Pt6+rjRoUglTU1MAUnR3cXcvxo0bhXcTb1ETHx/P999/z+LFi2nbti0A8+fPZ+vWrSxYsIBatWoB8Mknn9CypeEHpaSkJJYuXUrx4sUB+Oabb2jXrh1ffvklHh4eADg5OfHtt99iampK2bJladeuHdu3b2fgwIEABol1iRIlmDNnDrVq1SIuLk6/IjnA1KlTadw44/6jMWPG0K5dO5KSkrCysiI0NJTRo0dTtmxZAAIDAwviVIl88ERXyJs1a0Z0dHSW7bGxsTRr9uzehCOEECKrhLQ4IpPCCrwfE40pZZ2qF3g/BWXv3r1cvXqVwMBA/P39+eeffxg0aBDff//9I/ezsLCgb9++LFu2LEvZ6tWrKVmyJFWrVmX48OEsXbKUH8Z/zb311wjyqoGZRkNC2nUikvYSb7Kf5ORk0nTZzxNfobI/Hl7OHNybMae5j58b81eMZus/X7Do1zHcj0mgTHkfABTp3E+8qx9W8yK6fPkyqampBAUF6beZm5tTu3Ztzp49q99Ws2bNLPv6+vrqk3GAevXqodPpDIaTVKhQQf8BCMDT09NgSMqxY8do3749vr6+2Nvb65Pu0NBQg74yr8pntgHo2xk1ahQDBgygRYsWzJgxg8uXLz/eSRCF5okS8l27dpGSkpJle1JSEnv37n3qoIQQQhQd4QmFc5U0wKH8M3sjJ8Dbb79NWFgYV69e5erVq9StW5d58+bx9ttvZ6l77do1EhIyrmLrdDp+++03g8QKIDo6mq+//pqPPvoIgISEBExMTLAytyL2/j2iU05wO3ET0SmHSdGF4+Boi4eXM1ev3Na3ceHsdf3/r165zemTIZQumzH3+N070eh0OgB2bQ3mwrkbdOzWQF//vzMnqFKlSj6dneeXre2TvWYfHjqi0Wj0P4/4+Hhat26Ng4MDP//8M0eOHGHt2rUAWfKvB9vJHOqV2c7kyZP577//aNeuHTt27KB8+fL6dkTR8lhDVk6dOqX//5kzZ7h9+3+/9Onp6WzevNngE6EQQohnX0TSrULpp6z22b06nheTJk3Cy8uLwYMHc+rUKcaPHw9kJE/Vq1dnzpw5BvU//PBDJk+erL9KPWHCBGrWrImFhQWfzx1AQtqVLH2061iP3duCCSiZcaV0yoRlXL8WjpmZGWZmJkz5qj+B/5+Qb/3rKHO/XIeJqQnunk4sWzMOa+v/3Yi69e9dzJj6TYGci2dByZIlsbCwYP/+/fj5+QEZ47qPHDnCyJEjH7lvaGgot27dwsvLC4B//vkHExMTypTJ2/zu586dIzIykhkzZuDjk/GtxZPejFm6dGlKly7Nu+++S48ePVi0aBGvvvrqE7UlCs5jJeRVq1ZFo9Gg0WiyHZpibW3NN9+8uL+8QgjxPIpILPjhKs6WbjhbuRV4P4Vp165dBs8/+eQT/f/bt29P+/btH7n/jz/+aPB84MCB+vHFsSlniEs7m2WfAUNfYtDrX9J7UBs0Gg1LV+c8j3jPPi3o2adFtmUXzl4nNS2FBg0aZFv+IrC1teXtt99m9OjRODs74+vry+eff05CQgL9+/fn5MmTOe5rZWVF7969+eKLL4iNjWXEiBF069ZNP348N76+vlhYWPDNN98wePBgTp8+zaeffvpY8ScmJjJ69Gi6dOlCQEAAN27c4MiRI3Tu3Pmx2hGF47ES8pCQEJRSlChRgsOHD1OsWDF9mYWFBW5ubgbjoYQQQjzbdEpHVHJ47hWfUgnHigXex/PExswn24S8uE8xhozqSNitKLyKuzxx+7duRPLZnIGk6eIxM3l2hxE9rRkzZqDT6XjzzTe5f/8+NWvW5O+//9bP7Z6TUqVK0alTJ1566SWioqJ4+eWX+e677/Lcb7FixVi8eDHjxo1jzpw5VK9enS+++IJXXnklz22YmpoSGRlJr169uHPnDq6urnTq1Ek/m48oWjRKKWXsIIqi2NhYHB0diYmJwcHB4ZF1L8QsL6SojK+04xtPvO+YgwW34ltRMqPetCfeV1bqNPQ4v4eiYEQm3eHPa0sLvJ+uJYdiZWZT4P0UFn9/f4O5xseOHUv37t2z1NPpdLz//vts3rwZMzMzXFxcmD9/PqVKlcp2xU6As2fP8uGHH/LTL8NIU/ez7V8pRadWE/lmwTt4+xZj5KBv2bvjFM6uGb9HjZpVZuK0XgDMmLyCrZuOYmKacVvZsPc60qFrxpXxzydspXbNRvTs2fOJzkNSUhIhISEEBARgZWX1RG08ayZPnsy6desIDg42dihF0ov4msiLJ5728OLFi+zcuZPw8HD9zQOZJk2a9NSBCSGEML7o5LsF3oeDhfNzlYxn+uWXX6hateoj62zYsIH9+/dz8uRJzM3NmTJlCuPGjePXX3/NccXOkSNH8sMPP2BuEklaevYJ+R9rDlKilBfevv/7JnvwyFcYOOzlLHXfHtmBMZMzEu6wW5E0qT6Shk0r4+zqwIj3etGmaR+6d+8u34ALUYCeKCGfP38+b7/9Nq6urnh4eBgs4KDRaCQhF0KI50RcIazO6WrlWeB9FFUajYbk5GSSkpIwMzMjNjYWb++Mmy5zWrGzVatWBAQEEJ+qSEy/lm27yxdsYfjoTnmKwVH7vyEp8XFJKKXQ6TK+PHcuZk3JkiXZsmWLfi5uIUT+e6KEfMqUKUydOpUPP/wwv+MRQghRhMSlxhZ4H89rQt6rVy+UUtSuXZsZM2YY3HeVqX379uzcuRMPDw/s7e0pXrw4u3dnDOkaMWIEffr04ccffzRYsXPLli0AWJg6Q2qWJklNTePoP+epXstwEZgF3/3JL0t34OXjygeTelCxSsADZZtYPO9vwm5G8sXct/WreepUsn7FTknI82by5MlMnjzZ2GGIZ8wTzUN+7949unbtmt+xCCGEKGLiCyMht37+EvI9e/Zw6tQpjh8/jqurK71798623tGjRzl9+jQ3b97k1q1bNG/enMGDBwPoV+w8ceIEb731Fu+8845+xc7OnTvT+423uRGadUhRVMR9TExNsLX736I+H07uwYHT37Lt8Ff06N2cN1+dSnxcor68/5B27A2ew/rtU/lm5hqiIjOGwuhUEh4eHi/0ip1CFIYnSsi7du2q/4Re0DZs2EDVqlWxtbXFy8uLH374Aci42atnz544ODjg7u6eZTqg3MqFEELkLi6tYBNyU40ZTpZZrxw/63x9fYGMYScjR47McdG8pUuX0qxZM7RaLSYmJvTu3ZudO3dmqffwip2LFy9m4MBBfDHl9yx1rW0sSElO5cE5Gzy9XDAxyfiT3/aVOtg52HD5Ytb55R9ezTNdJZGUlPRCr9gpRGF4oiErpUqVYuLEifzzzz9UqlQpy2pTI0aMyJfgNm/ezJAhQ1i+fDkNGzYkNjaWO3fuADB8+HCioqIIDQ0lPDycFi1a4OfnR69evfJULoQQ4tGUUiSkZn/TYH5xtnTDRPN83SwYHx9PamoqWq0WgJUrV1KtWrVs65YoUYI///yT999/HwsLCzZu3EjFioZTQGau2Pn3338D/1ux08TEhMS4tCxtPrhiZ+YCQbduRuqnQTx2+AL3ou7jXyJjTuwLZ69TulzG4jMPr+apU8mcPXtWVuwUooA9UUI+b9487Ozs2L17t36sWyaNRpNvCfnEiROZNGkSTZo0AcDJyQknJycSEhJYtWoV+/fvR6vVotVqGT58OAsWLKBXr165lgshhMhdmkpFocu94lOwNX/+prO8c+cOnTt3Jj09Xb92x9Kl/5s6csCAAbzyyiu88sorDB06VJ/wmpub4+Hhof8mONOjVuyc9f2obGN4eMXOdwd9S0R4DCamJlhZW/DjsvdwcMy4mfNRq3nqVCrbt29nzJgx+X6ehBD/80QJeUhISH7HkUV8fDzHjh3jpZdeonTp0sTGxtKwYUPmzJnD7du3SUlJMZhOqmrVqkybljH/8/nz5x9Znp3k5GSSk5P1z2NjC37cpBBCFGWpupQC78PCxDL3Ss+YEiVKcOLEiRzLf/rpJ/3/LS0tmT9//iPbe9SKndHJx0hIv5pln4dX7Pxl00c5tv+o1Tx3bQ2mVu2a+qXjhRAF44nGkBeGe/fuoZRi3bp1bN26lUuXLmFpackbb7xBXFwctra2mJn97/OEVqvl/v2Mr1ZzK8/O9OnTcXR01D98fHwK7uCEEOIZkK7LZgqPfGZuKguDPBVN9n/GH1yx82nExibw2WdPvtiZECJvnugKeb9+/R5ZvnDhwicK5kF2dnZAxnj0zE/mH3/8MYGBgXzyySckJCSQlpamT7pjYmKwt7fX7/uo8uyMHTuWUaP+99VfbGysJOVCiBeaThXscBUAMxPz3CuJHNmalcTKNPtZat7sHvTU7fd9PQhLE7enbud50qRJE6pWrcrs2bPx9/dn5MiRjBw50thhiWfcEyXk9+7dM3iemprK6dOniY6OplmzZvkSmFar1d+l/rDMG0lPnjxJjRo1AAgODqZSpUoAlClT5pHl2bG0tMTS8vn76lQIIZ6UTqUXeB8aNLlXElyOOU144s0C7aOOe0tMcrjiXhDcxjUutL4Awqftzr3SYzpy5Ai2tra5V3xOXL16lYCAAE6cOJHrKrTi8TxRQr527dos23Q6HW+//TYlS5Z86qAyDRo0iG+++YY2bdrg7OzMJ598QvPmzXFwcKB79+5MnDiRlStXEh4ezjfffKOf2tDGxuaR5UIIIXKnKcTkTDzarfirXL1/tkD7qOveqkDbfx5lt9iTEE8i395tTUxMGDVqFLNmzcqvJhkzZgzNmzenSpUq+Pj4kJCQwLJlywD49ttvcXR0xNvbm6CgIPr3728wg0pu5UIIIR7N3MSiwPsojKvwzwOdyjq9YX7TaOTbiofFx8fTq1cv7Ozs8PT05MsvvzQo9/f3Z/bs2UDGNKGTJ0/G19cXS0tLvLy8DGadS05O5sMPP8THxwdLS0tKlSrFggUL9OW7d++mdu3aWFpa4unpyZgxY0hL+9/PvUmTJowYMYIPPvgAZ2dnPDw8sqwIqtFo+Omnn3j11VexsbEhMDCQDRs2GNQ5ffo0bdu2xc7ODnd3d958800iIiL05Tqdjs8//5xSpUphaWmJr68vU6dOBSAgIGN112rVqqHRaPSz4O3atYvatWtja2uLVqslKCiIa9euPdlJf0E90RXynFy+fNngxfO0TE1N+fLLL7P8AgA4ODiwcuXKHPfNrVwIIcSjmRfCDChxqTEF3sfzIK2AE3IzjYzlz87o0aPZvXs369evx83NjXHjxnH8+PFsh2usXr2aWbNmsWrVKipUqMDt27c5efKkvrxXr14cPHiQOXPmUKVKFUJCQvSJ8M2bN3nppZfo06cPS5cu5dy5cwwcOBArKyuDpHvJkiWMGjWKQ4cOcfDgQfr06UNQUBAtW7bU1/n444/5/PPPmTlzJt988w2vv/46165dw9nZWT+0eMCAAcyaNYvExEQ+/PBDunXrxo4dO4CMe+rmz5/PrFmzaNCgAWFhYZw7dw6Aw4cPU7t2bbZt20aFChWwsLAgLS2Njh07MnDgQFauXElKSgqHDx+WD3iP6YkS8gdvfoSMT4VhYWFs2rQpx+WBhRBCPFsK4wr5/ZR7uVcSxKY83WwpubE2e3HGQedVXFwcCxYsYPny5TRv3hzISIi9vb2zrR8aGoqHhwctWrTA3NwcX19fateuDcCFCxf49ddf2bp1Ky1atAAypsfM9N133+Hj48O3336LRqOhbNmy3Lp1iw8//JBJkybpV1mtXLkyH32UMYVlYGAg3377Ldu3bzdIyPv06UOPHj0AmDZtGnPmzOHw4cO0adOGb7/9lmrVqhlMA71w4UJ8fHy4cOECnp6efP3113z77bf6fK5kyZI0aNAA+N8QHRcXFzw8MhaWioqKIiYmhpdfflk/bLlcuXJPfN5fVE+UkD88v6qJiQnFihXjyy+/zHUGFiGEEM8GjUaDmcacNFVw0x/GpkYXWNvPi1RdSoF/k2BlalOg7T+LLl++TEpKCnXq1NFvc3Z2pkyZMtnW79q1K7Nnz6ZEiRK0adOGl156ifbt22NmZkZwcDCmpqY0bpz9jaxnz56lXr16BleVg4KCiIuL48aNG/pJLipXrmywn6enJ+Hh4QbbHqxja2uLg4ODvs7JkyfZuXOnfia7h483Ojqa5ORk/QeQvHB2dqZPnz60bt2ali1b0qJFC7p164anZ/az/4jsPVFCvnPnzvyOQwghRBFkaWpNWlrBJeTJ6QmkpCdjYSqzXOUkOjki90pPycpMEvKn5ePjw/nz59m2bRtbt25lyJAhzJw5k927d+tXWX1a5uaGQ4s0Gg06nS7PdeLi4mjfvj2fffZZlrY9PT25cuXKE8W1aNEiRowYwebNm/nll1+YMGECW7dupW7duk/U3ovoqW7qvHv3Lvv27WPfvn3cvXs3v2ISQghRRNiZOxZ4H/dTZdjKo9xLLvi/r3KFPKuSJUtibm7OoUOH9Nvu3bvHhQsXctzH2tqa9u3bM2fOHHbt2sXBgwf5999/qVSpEjqdjt27s596sVy5chw8eBCllH7b/v37sbe3z3GIzJOoXr06//33H/7+/pQqVcrgYWtrS2BgINbW1mzfvj3b/S0sMoaxpadnvRm7WrVqjB07lgMHDlCxYkVWrFiRb3G/CJ4oIY+Pj6dfv354enrSqFEjGjVqhJeXF/379ychISG/YxRCCFGA/vzzT6pXr07VqlWpWLEiS5Ys0ZddPxPOpz3mMr7DLCZ0nMWZfy7l2M7+9ccY32EWY9t/yYw+84i4lZFop6WmM3voEsZ3mMXXw5eSnpbxxzwlOZWpb3zP9TtXHxnf+++/z6pVqwBITEykV69eVKxYkYoVK/LKK6/oLwhdvXqVJk2a4OjomOWmu127dmFtbU3VqlX1j8TERABOnTpF27ZtH+ucFaboQkjIrc2yDmF40dnZ2dG/f39Gjx7Njh07OH36NH369NGP537Y4sWLWbBgAadPn+bKlSssX74ca2tr/Pz88Pf3p3fv3vTr149169YREhLCrl27+PXXXwEYMmQI169fZ/jw4Zw7d47169fz0UcfMWrUqBz7exJDhw4lKiqKHj16cOTIES5fvszff/9N3759SU9Px8rKig8//JAPPviApUuXcvnyZf755x/9bDBubm5YW1uzefNm7ty5Q0xMDCEhIYwdO5aDBw9y7do1tmzZwsWLF2Uc+WN6op/yqFGj2L17N3/88QfR0dFER0ezfv16du/ezXvvvZffMQohhCggSineeOMNFi9eTHBwMBs3buStt97i/v37KKUY328Krw5vxdT17zJ01hvMG/srKUlZh7DcuhLOqpmbGD2/P9P/eI+GnWqy5OOMNSv+3XceW0drpq5/Fxt7K07tPQ/A+u+20+L1+iRb3c8xvps3b/Lnn3/SvXt3AH788UcSEhL4999/OX36NO7u7sycORPImF1rypQpOV6ZK1OmDMHBwfpH5jCCypUrY2lpqZ9loqgpjCvkWkvXAu/jWTRz5kwaNmxI+/btadGiBQ0aNNAvOPgwrVbL/PnzCQoKonLlymzbto0//vgDFxcXAL7//nu6dOnCkCFDKFu2LAMHDiQ+Ph6A4sWL8+eff3L48GGqVKnC4MGD6d+/PxMmTMjX4/Hy8mL//v2kp6fTqlUrKlWqxMiRI9FqtfrEf+LEibz33ntMmjSJcuXK0b17d/0YdDMzM+bMmcOPP/6Il5cXHTp0wMbGhnPnztG5c2dKly7NoEGDGDp0KG+99Va+xv68e6Ix5KtXr+b333/Xzz8J8NJLL2FtbU23bt34/vvv8ys+IYQQBUyj0RAdHQ1AbGwsLi4uWFpaEhkZyb3IaCrWDwTAM6AYtvZWnNxzjlqtDFc+vnHhNj6lPdG6OQBQpVFZ5n34C/fvxWNqZqpP4lOSUjEzNyP0fBhhV8Lp+m4bbsZdAffsY1u4cCGdO3fW3+ym0WhISEggNTUVExMT4uLi9KswOzs706BBA3bt2vXY56BHjx78+OOP+bbadH5J06USmXSnwPvRWhR+Ql4QK2fmNzs7O5YtW6ZfAwUypkLMdPXqVf3/O3bsSMeOHXNsy8rKiq+++oqvvvoq2/LGjRtz+PDhHPfP7nW9bt06g+cPDnnJlPm7nSkwMJA1a9bk2I+JiQnjx49n/Pjx2ZYPGDCAAQMGGGzLbsFI8Xie6Ap5QkIC7u5Z3z3d3NxkyIoQQjxDNBoNv/zyC506dcLPz48GDRqwZMkSLCwscHV1xd3Dg0N/ZcylfOXf64SF3CXiZtYx375lPbl65iZhIRlXcw9sOI5Sishb96gYFIiVrSXjO8zCxs6K8nVLsmLGH7wx/hUA4tNiiUoKz9ImZCQhD85y8dZbb2Fvb4+bmxvu7u7ExMQwbNiwPB3r5cuXqV69OrVq1eK7774zKKtXr16O42aN6Wb8FdILcJYbAFONGfYWTgXahxDi0Z7oCnm9evX46KOPWLp0KVZWVkDGuL6PP/6YevXq5WuAQgghCk5aWhpTpkxhzZo1NGrUiCNHjvDKK6/w77//4urqyvr16+kzvCd/zNuJdyl3StcIwNQ067UcD/9i9JnciXljfiE9LZ2qjcth42CNiZkpJiYm9P+0i77u5iV7qdG8AulpOr57bwVpKWkkvm3BoFffydLujRs3DC4AbdmyBZ1Ox+3btzExMaFPnz5MmjSJKVOmPPI4q1evzo0bN3B0dOTGjRu89NJLuLq60q1bt4z4PTyIjIwkKSlJ/3etKLgae67A+3C0cMFEk3/jlIUQj++JEvLZs2fTpk0bvL29qVKlCpAxt6WlpSVbtmzJ1wCFEEIUnODgYG7dukWjRo0AqFWrFt7e3pw4cYKWLVtSrWo1vlgxmdsJoQB8+NIXFA/MfnxJ7TaVqd0mYw7k6Lv32fTTLtx9XQzqRNy8x6nd53j/p/7MG/MrTbvVwb9CcT7t8RkDO47IsrqfjY0NSUlJ+ufz5s2jZ8+e+qT59ddfN1jkJCcODg76/3t7e9OjRw/27t2rT8iTkpIwNTXVzyJRFKSkJ3Ez/smmoXscTpbFCrwPIcSjPdFH4kqVKnHx4kWmT5+uv1t9xowZXLp0iQoVKuR3jEIIIQqIj48PYWFhnD17FoBLly5x+fJl/eInYWFhuFlnTLu289dDWFqbU75uqWzbig6PBUCXruOXL/6kec96WFobJrjLp22g59j2mJiYkJyYgkaTMWY1KT6J8MSbWdqsXLky58+f1z8vUaIEW7ZsQSmFUopNmzZRsWLFXI8zLCxMPxfz/fv32bhxI9WqVdOXnz17looVK+brjBZP60rsGdJVWoH342aTf9PqCSGezBNdIZ8+fTru7u4MHDjQYPvChQu5e/cuH374Yb4EJ4QQomC5u7szb948unXrhomJCTqdjm+//Va/MuC8efNYunwx8an38Srhxjvf9tZfxd6x6iD3wmPpPKI1AD+N/42IW/dIS0mjSuNydB1lOJXggT9O4FvGE+/AjCW3Xx7YhIUTV5OWmk6HIc05e+8I7g8lh126dGHp0qX6m8gmT57MoEGD9El42bJl+fHHH4GM+5tKly5NcnIyMTExeHt78+abbzJ9+nRWr17N999/j5mZGWlpaXTt2pW+ffvq+9m8eTNdunShKLkQfbJQ+vG08S+UfoQQOdOo7G7JzYW/vz8rVqygfv36BtsPHTrEa6+9RkhISL4FaCyxsbE4OjoSExNj8FVndi7ELC+kqIyvtOMbT7zvmIPj8jGSomtGvdy/Ps+J27jsl1V+3uR1doXH+T0UBSdVl8IvF79Bocu98lNq49uTYtbF9c91Oh21a9dm3bp1+bpAyoNSUlKoWbMmO3bswNW1aEz/dzPuCjturi7wfhwsnOkQ0L/A2k9KSiIkJISAgIAiNTZfGI+8JrL3RN/N3b59G09PzyzbixUrRlhY2FMHJYQQougwN7GgmHXW9/yCcPzuHoPnJiYm/PjjjwbTy+W3kJAQZsyYUWSScZ1K52h44cyJLlfHhSganmjIio+PD/v37ycgIMBg+/79+/Hy8sqXwIQQQhQdPnaB2Y7xzm/hiTe4HncJH7v/jVPPaSGW/FKmTBn9mPmi4Oy9Y8SmZp1asiB42foXSj9CiEd7ooR84MCBjBw5ktTUVP0iCtu3b+eDDz6QlTqFEOI55GMXyLG7uwqlrxN391LctsQLORVfYloc/0YeLJS+zDTmeNj4FkpfQohHe6KEfPTo0URGRjJkyBBSUlKAjBWoPvzwQ8aOHZuvAQohhDA+ewstzpbuRCUX/KqRMSkRXI45TaC2coH3VdQcv7uHVF1KofTlbVcKMxPzQulLCPFoT5SQazQaPvvsMyZOnMjZs2extrYmMDAQS0vL/I4PyFh0qFKlSkRERBgs7zx48GA2btyItbU1w4YNY+LEifp9cisXQgjxePwdyhJ1t+ATcoBjd3fhYeOLvYW2UPorCu4m3uJK7H+F1l+AQ7lC6ys7y87PLNT+3iwzOvdKBahPnz5ER0dnWe5eCHjCmzoz2dnZUatWLSpWrFhgyTjApEmT8PPzM9g2fPhwoqKiCA0NZe/evcyfP5+lS5fmuVwIIcTjCXAoj+bp/mzkWaoumb1hf5Cu0gulP2NLTk9kX9jGQuvP2tQWL9uA3CsKvcwRAUIUhCI/QO/YsWNs3rzZYG7zhIQEVq1axZQpU9BqtZQuXZrhw4ezYMGCPJVnJzk5mdjYWIOHEEKI/7Exs8PXvnSh9ReZdLvQZhsxJp3SsefWH8SlxhRanyUcK76QY/QfR5MmTRg2bBgjR47E1dWV1q1bc/r0adq2bYudnR3u7u68+eabRERE6Pf5/fffqVSpEtbW1ri4uNCiRQvi4+OZPHkyS5YsYf369Wg0GjQaDbt27TLewYkip0j/NqalpTFw4EDmzp1rsJzx+fPnSUlJoWrVqvptVatW5dSpU3kqz8706dNxdHTUP3x8fPL9eIQQ4llXzql6ofZ3ITqYc/eOF2qfhe3Y3V3cTrhWaP1p0BDo+OKNz38SS5YswcLCgv379zNjxgyaNWtGtWrVOHr0KJs3b+bOnTt069YNyFgNtkePHvTr14+zZ8+ya9cuOnXqhFKK999/n27dutGmTRvCwsIICwvLspaLeLE90RjywjJz5kyqVatGo0aNDD5JxsXFYWtri5nZ/8LXarXcv38/T+XZGTt2LKNGjdI/j42NlaRcCCEeUsy6OC5WHkQm3S60Po+G78Dewoniz+EQi9ORhzh371ih9ulnX/aFGpv/NAIDA/n8888BmDJlCtWqVWPatP8t/rZw4UJ8fHy4cOECcXFxpKWl0alTJ/0w20qVKunrWltbk5ycjIeHR+EehHgmFNmE/NKlS/zwww+cOHEiS5mdnR0JCQmkpaXpk+6YmBjs7e3zVJ4dS0vLAh0HL4QQz4uy2ursv/1nofWnUOy+uY4Gnu0KdchMQbsU8y8nIvbkXjGfVXSuXeh9PqsenAP/5MmT7Ny5Ezs7uyz1Ll++TKtWrWjevDmVKlWidevWtGrVii5duuDk5FSYIYtnVJEdsrJv3z7u3LlD6dKlcXV1pUOHDsTGxuLq6kpsbCzm5uacPHlSXz84OFj/SbRMmTKPLBdCCPHk/BzKYmvuWKh9pqs09tza8FwMX1FKcTJiPwdvby70vovblsDJyq3Q+31W2dra6v8fFxdH+/btCQ4ONnhcvHiRRo0aYWpqytatW/nrr78oX74833zzDWXKlCEkJMSIRyCeFUU2Ie/WrRuXLl3Sv+B/+ukn7O3tCQ4Opl69enTv3p2JEycSExPDxYsX+eabbxgwYAAANjY2jywXQgjx5Ew1plR1CSr0fhWKI+HbORa+E6VUofefH9J0qey5tYFTkQeM0n9F5zpG6fd5UL16df777z/8/f0pVaqUwSMzcddoNAQFBfHxxx9z4sQJLCwsWLt2LQAWFhakp78YswaJx1dkE3IbGxu8vb31j2LFiqHRaPD29sbCwoJvv/0WR0dHvL29CQoKon///vTq1Uu/f27lQgghnlyAQ3mcLIsZpe8z946yN2wj6bo0o/T/pOJTY/k7dAWhcReM0r+XjT9uNt5G6ft5MHToUKKioujRowdHjhzh8uXL/P333/Tt25f09HQOHTrEtGnTOHr0KKGhoaxZs4a7d+9SrlzGfO/+/v6cOnWK8+fPExERQWpqqpGPSBQlRXYM+cOaNGmiXxQIwMHBgZUrV+ZYP7dyIYQQT06j0VDNtRE7bq42Sv/X7p8jLjWG+h5t0Fq6GiWGxxGecIPdt9aTlJ5glP5NMKGmWzOj9P288PLyYv/+/Xz44Ye0atWK5ORk/Pz8aNOmDSYmJjg4OLBnzx5mz55NbGwsfn5+fPnll7Rt2xaAgQMHsmvXLmrWrElcXBw7d+6kSZMmxj0oUWQ8Mwm5EEKIoqW4XQncbXy5kxBqlP4jk8LYdG0plZzrUtGlDiYaU6PE8Sgp6cmcjNjH+egTKIw3zKaMU3UcLV2M1n92jL1yZm6ymyc8MDCQNWvWZFu/XLlybN6c830BxYoVY8uWLfkVnnjOFNkhK0IIIYq+Wm7NjJoI61Q6JyP388fVxdyIu2y0OB6mlOJyzGk2hCzgXPRxoybjVqY2VHaROa+FKMrkCrkQQogn5mRZjErOdTkZud+occSmRLHz5ho8bfyp7FLPqGOlQ+9fIDhiPzEpEblXLgTVizXGwlSm9RWiKJOEXAghxFOp6FKX0LiL3EsON3YohCVcJSzhKg4WzpRyqEgJx4pYm9nmvuNTikuN4WrsOUJizxBdRBJxyJjmsKRjRWOHIYTIhSTkQgghnoqJxoT6Hm3469pydOiMHQ6QccX8eMQeTkTsw9uuBKUcK+NlG4CJJv9GaiamxXPt/nmuxp7lbtKtfGs3v1iZ2lDPo42xwxBC5IEk5EIIIZ6as5U7FV3qGm1+7ZwodFyPu8T1uEuYacxxsfakmJUXrtaeaC1csTN3RKPR5NqOTqVzPzWGe0nhRCXfISLpNuEJ1406Njw39T3aFsq3A3nxrM4bL/KfvBayJwm5EEKIfFHZpT7hiTe4baRZV3KTplK5kxBqMCuMqcYcBwstphozNBoTTDDJ+Pf//5+qUolLiSYh7X6RTr4fVkZbjeJ2JYwdBubm5gAkJCRgbW1t5GhEUZCQkDH1Z+ZrQ2SQhFwIIUS+0Gg0NPRsz6ZrS0lIu2/scPIkXaVyL/muscPIV86W7lQv1tjYYQBgamqKVqslPDzj/gIbG5s8fSMhnj9KKRISEggPD0er1WJqWvSmKTUmSciFEELkGyszG5oU78jfoStJV8/WSprPA2tTW5oUfxUzk6Jz9dHDwwNAn5SLF5tWq9W/JsT/SEIuhBAiX7lYeVDPow37wjYaO5QXiqnGjMbFO2Jrbm/sUAxoNBo8PT1xc3OT5eJfcObm5nJlPAeSkAshhMh3AQ7lSEqL5+jdncYO5YWgQUMDz5cpZu1l7FByZGpqKsmYEDmQlTqFEEIUiHLONaniEmTsMF4Itd1b4GsfaOwwhBBPSBJyIYQQBaaya33KO9UydhjPtbrurSitrWrsMIQQT0ESciGEEAWqhlsTymirGTuM544GDfU82hCorWLsUIQQT0kSciGEEAWutnsLKrvUN3YYz43MZLyUYyVjhyKEyAeSkAshhCgUVVyDqOfRBo386XkqZhpzGnm9QknHisYORQiRT4rsu2JycjIDBw4kICAAe3t7ypYty8KFC/XlsbGx9OzZEwcHB9zd3fn0008N9s+tXAghROEr5ViJpt6dMNMUnXmynyW2Zg609u2Jr31pY4cihMhHRXbaw7S0NDw9Pdm2bRslSpTg0KFDtG3bFm9vb1q1asXw4cOJiooiNDSU8PBwWrRogZ+fH7169QLItVwIIYRxFLcNoLVvD3bfWk9caoyxw3lmFLMuTmOvDlib2Ro7FCFEPiuyV8htbW355JNPKFmyJBqNhrp169K0aVP27dtHQkICq1atYsqUKWi1WkqXLs3w4cNZsGABQK7lQgghjMvZyp12fr3xsy9r7FCeCYGOlWnp012ScSGeU0U2IX9YUlIShw8fpnLlypw/f56UlBSqVq2qL69atSqnTp0CyLU8O8nJycTGxho8hBBCFBwLU0saebWnrntrTDVF9gtbo7IytaFJ8Vep69EaU40sqiPE8+qZSMiVUgwYMIDAwEA6depEXFwctra2mJn97w1cq9Vy//59gFzLszN9+nQcHR31Dx8fn4I7ICGEEHqB2sq85PcmTpZuxg6lSPG1K017/7742JUydihCiAJW5BNypRRDhgzh/PnzrFu3DhMTE+zs7EhISCAtLU1fLyYmBnt7e4Bcy7MzduxYYmJi9I/r168X3EEJIYQwoLV05SW/N6lRrMkLf8OnhYkVQR4v0bh4B6zMbIwdjhCiEBTp7wiVUgwdOpRDhw6xfft2HB0dAShTpgzm5uacPHmSGjVqABAcHEylSpXyVJ4dS0tLLC0tC/iIhBBC5MREY0J551r42Zfh2N1dXLt/3tghFSoNGkprq1LFNQhLU2tjhyOEKERF+gr5sGHD2L9/P1u3bsXJyUm/3cbGhu7duzNx4kRiYmK4ePEi33zzDQMGDMhTuRBCiKLL1tyBRl6v0NKnO8WsvIwdTqHwti3Jy/59qO3eQpJxIV5ARTYhv3btGt999x3nz5/Hz88POzs77OzsGDx4MADffvstjo6OeHt7ExQURP/+/Q2mNMytXAghRNHmYeNLG7/XaeHdDTdrb2OHUyC8bPxp5dODpt6d0Fq6GjscIYSRFNkhK35+fiilcix3cHBg5cqVT1wuhBDi2eBp64enrR+3E0L5N/IgtxNCjR3SUzHRmBJgX45yzjVxsixm7HCEEEVAkU3IhRBCiAd52PjiYeNLbEoUl2L+5XLMaZLSE4wdVp7ZmNlTwqECZZyqYWNmZ+xwhBBFiCTkQgghnikOFs5UL9aYqq4NuRl3mUsx/xKWcI10lZb7zoXM0tQaX7vSBDiUw83aG41GY+yQhBBFkCTkQgghnkkmGhN87APxsQ8kTZfK7YRQbsZf4WbcFeLTjLe4m6OFCx42vhS3LYGnrR8msqCPECIXkpALIYR45pmZmONtVxJvu5LgDtHJEYQn3iAiMYyIpNvEpkSiyPm+pCdlojHF0cKZYlZeuNv44m7jI8vbCyEemyTkQgghnjtaS1e0lq6U1lYFIF2XRnRKJDEpkSSk3ichLY7EtIx/E9LiSFdpKKVDp3To0KGUDhONKRamVliaWGX8a2qFpakN9uZaHCyccLBwxsHCGRNNkZ2wTAjxjJCEXAghxHPP1MQMFyt3XKzcjR2KEEJkIR/rhRBCCCGEMCJJyIUQQgghhDAiSciFEEIIIYQwIknIhRBCCCGEMCJJyIUQQgghhDAiSciFEEIIIYQwIknIhRBCCCGEMCJJyIUQQgghhDAiSciFEEIIIYQwIknIhRBCCCGEMCJJyIUQQgghhDCi5zohT01NZdiwYTg5OeHs7Mzw4cNJS0szdlhCCCGEEELoPdcJ+ZQpU9i3bx9nzpzhv//+Y+/evUybNs3YYQkhhBBCCKFnZuwACtLChQuZNWsWnp6eAIwfP57333+fSZMmZambnJxMcnKy/nlMTAwAsbGxufYTF5uYTxEXfbGa3M9HTpLjk3Ov9BzIy2smJ7rkF+MbnLyeo8x6SqmCDEcIIYQwKo16Tv/S3bt3D2dnZy5evEipUqUAuHjxIqVLlyY6OhpHR0eD+pMnT+bjjz82RqhCiFxcv34db29vY4chhBBCFIjnNiG/fv06vr6+3L17F1dXVwDu3r2Lm5tbtn/cH75CrtPpiIqKwsXFBY1GU6ix50VsbCw+Pj5cv34dBwcHY4dTJMk5yl1RP0dKKe7fv4+XlxcmJs/1CDshhBAvsOd2yIqdnR2QMfQkMyHPHIZib2+fpb6lpSWWlpYG27RabcEGmQ8cHByKZCJVlMg5yl1RPkcPf5slhBBCPG+e20tOTk5OeHt7ExwcrN8WHByMj4+P/IEXQgghhBBFxnObkAP07duXqVOncvv2bW7fvs20adMYMGCAscMSQgghhBBC77kdsgIwceJEIiMjKVeuHABvvPEG48aNM3JU+cPS0pKPPvooyzAb8T9yjnIn50gIIYQwvuf2pk4hhBBCCCGeBc/1kBUhhBBCCCGKOknIhRBCCCGEMCJJyIUQQgghhDAiSciFEEIIIYQwIknInxODBw/mww8/NHYYRrV48WKqVq36xPv7+/uzbt06AH7++Wfq16+fP4EJIYQQQjyCJOTPoMmTJ9OxY0eDbT/88AOfffaZcQIqIBqNxmBhp8L0+uuvc+DAAf3zB5N1IYQQQoj8JAl5AVFKkZ6ebuwwhBBCCCFEEScJeT7y9/dn+vTp1K1bFxsbG/bt28frr7+Op6cnXl5ejBw5kuTkZADi4uLo0KEDbm5uODo60qhRI06ePGnQ3sqVK6lSpQoODg74+fmxePFi1q1bx7Rp09i4cSN2dnbY2dkB0KdPH0aOHKnf9+jRowQFBaHVailfvjwrV67Ul02ePJn27dszbNgwtFotvr6+/PLLL/ryrVu3UrlyZezt7XF3d+ftt99+7HNQq1YtbG1tadu2LVFRUQwZMgStVktgYKD+ynNqaiqTJk2iZMmSuLi48Morr3Dr1i0AateuDUD9+vWxs7Nj2rRpQMbiTl5eXjg4OFCjRg127tyZJYZx48bh4uKCr68v3333nX67Uoovv/ySkiVL4uzsTJs2bbhy5Uq2x/Hg8JeuXbsSGhpKjx49sLOzY/DgwQCEh4fn+PONiori1VdfxcnJCa1WS40aNbh27Vqez2Ne3bhxg5YtW+rPx7Rp0/D39wcyXmPDhg3D19cXNzc3evXqRUxMDABXr15Fo9GwbNkySpUqhVarpU+fPqSmpurbPn78OE2bNsXZ2ZlSpUoxf/58g7K6devi4OCAq6sr7du3z/djE0IIIV4YSuQbPz8/Vbp0aXXu3DmVlpamqlWrpkaNGqXi4+NVRESEatKkiZowYYJSSqmYmBi1atUqFRcXpxITE9WIESNU6dKllU6nU0optWHDBuXs7Ky2b9+u0tPT1Z07d9Tx48eVUkp99NFHqkOHDgZ99+7dW73zzjtKKaXu3bunXFxc1Jw5c1RKSoratWuXsrW1Vfv27dPvb25urn755ReVlpamlixZouzs7FRsbKxSSilPT0+1dOlSpZRScXFxav/+/Y91DqpUqaJCQ0NVdHS0qlChggoMDFSrV69WaWlpatKkSapSpUpKKaVGjx6tmjVrpm7duqWSk5PVe++9pxo2bKhvC1AnTpwwaH/hwoUqOjpapaSkqM8//1w5Ozvr4160aJEyNTVV48aNU8nJyerAgQPK3t5e7d69Wyml1JIlS5SXl5c6deqUSkxMVKNGjVLly5dXqamp+tjXrl2rb6tKlSoGx5VZppRSOp1O1alTJ8ef79ixY9XLL7+s4uPjVVpamjpx4oSKjIzM83nMq4YNG6r+/furhIQEdf78eVWiRAnl5+enlFKqa9euqkePHurevXsqLi5Ovfbaa+qNN95QSikVEhKiANWjRw8VGxurbt68qby9vdWiRYuUUkqFhYUpZ2dn/Wvk33//VZ6enmrbtm1KKaXq1aunpkyZotLT01VSUpL+HAshhBDi8UlCno/8/PzUrFmzlFJKHT58WDk7O6v09HR9+ZYtW1SJEiWy3ffevXsKUDdu3FBKKdWmTRv18ccfZ1s3t4R8+fLlqmzZsgblAwcOVAMHDtTvX6dOHX2ZTqdTFhYW6ujRo0oppXx9fdWkSZNUeHh43g78AX5+fuqHH37QPx89erSqW7eu/vl///2nNBqNSkpKUra2tio4OFhflpiYqExMTFRoaKhSKvuE/GFarVb/QWPRokXKwcFBpaSk6MsHDx6s+vfvr5RSqkWLFmrGjBn6sqSkJGVvb6//wPE4CXluP99JkyapevXqGRxffgsNDVWAunv3rn7b559/rvz8/FR4eLgyMTFRUVFR+rILFy4oc3NzlZaWpk/Iz549qy8fMGCAGjZsmL6djh07GvQ3btw41a9fP6WUUo0aNVIDBw5U169fL7DjE0IIIV4UMmQln/n6+gIZQwKio6NxdnZGq9Wi1Wrp0qULd+7cASAxMZEhQ4bg7++Pg4ODfphBREQEANeuXSMwMPCJYrhx44a+vUwlSpTgxo0b+uceHh76/2s0Gqytrbl//z4Aa9eu5fTp05QpU4Zq1arx66+/Plb/7u7u+v/b2Nhkea6UIjY2lvj4eBo1aqQ/Px4eHlhYWHD9+vVs29XpdIwfP57AwEAcHBzQarXExMTozxmAl5cX5ubm+ud+fn7cvHkz2/NiaWmJl5eXwXnJq9x+vqNHj6Zhw4Z069YNDw8P3nnnHRITEx+7n0e5desWVlZWuLq66rc9+PrT6XQEBATo46tVqxYmJibcvn1bX//B14Gtra3+NXD16lX+/PNP/b5arZY5c+b8X3v3HRbV8TVw/Lu7wNJ7VxQUUKxg76ISu1GT2HusscWeWGKImliixhqNKXZjqkr0Z+9iw4LYFUSwYUNAOlveP3hdXQEBhV3A+TwPj3J37p3ZpZ2dO3MODx48AOC3334jNTWVmjVrUrFiRZYtW1agz00QBEEQ3icG+h5ASSOVZr7HcXNzw9HRURPAvG7BggWcPXuWY8eOUbp0aeLi4rCxsUGtVgOZgWR4ePgb+8hJ6dKluX37ttax27dvU7p06Tw9hxo1avDPP/+gUqnYunUrXbt2pWnTplqB9buSyWSYmppy6tQpKlasmG0biUSi9fmmTZvYtGkTu3fvxsvLC4lEovWaQWaQmpGRoQnKo6OjKVWqFJD1dUlPT+f+/ft5el1ef81z+/qam5szd+5c5s6dS2RkJB06dODHH39k/PjxufaVV66urqSmpvLkyRNNUB4dHa0Zn1Qq5f79+5iammY59/Xvj9e5ubnRuXNnNm/enO3j5cuXZ926dajVaoKDgwkICKB+/frUrFnz3Z6UIAiCILyHxAx5IalduzZubm5MmzaN58+fo1ariYqKYufOnQAkJCRgbGyMjY0NiYmJTJkyRev8oUOHsnjxYg4fPoxKpeLRo0ecP38eyJyBjoqKQqFQZNt327ZtefToET/++CMKhYKjR4+yceNG+vbtm+u409PTWb9+Pc+ePUMqlWJtbQ2AgUHBvneTSqUMGzaM8ePHa2bEnz59qrW51MnJiYiICM3nCQkJGBkZYW9vT3p6OjNmzNDM6L6QlJTEzJkzSU9P59SpU2zcuJFevXoBmRtCly1bxpUrV0hLS2PatGmUKlVKs4H0TV4fS25f3+3bt3Pjxg1UKhWWlpYYGhoW+Gvo5uZGw4YNmTJlCikpKdy8eZNVq1YBmTPfnTp1YuTIkZo7CDExMWzZsiVP1+7Tpw8HDhzgn3/+ISMjg4yMDEJDQwkJCQFg3bp1PHz4EIlEgrW1NVKpFJlMVqDPTxAEQRDeFyIgLyQymYzt27dz7949fHx8sLKyol27dppZ73HjxiGTyXBycqJKlSrUr19f6/xOnTqxcOFCRowYgZWVFbVr1+bixYtAZtYPS0tLHBwcNAHzq2xsbNi5cycbNmzAzs6OIUOGsGLFCho1apSnsW/atAlPT08sLCwYNWoUmzZtws7O7t1ekGzMnj2b+vXr07x5cywsLKhZsyZ79uzRPD5z5kxGjx6NjY0Nc+bMoV+/flSuXJmyZctSrlw5TExMssxuV6lSBYVCgYuLC5988gnffvstzZo1A6Bv376MGjWK9u3b4+zszIULF/jvv//yFChPmTKFZcuWYW1tzfDhw3P9+oaHh9O6dWssLCyoVKkS9evXz1e2mrzatGkTt27dwsnJie7du9O7d2/kcjmQmSnmxVIVS0tLGjduzNmzZ/N03VKlSrF7925++uknXFxccHJyYsSIESQkJACwb98+qlevjrm5OR07duT7779/p6JMgiAIgvA+k6hfvd8vCEKxNnv2bA4cOMDevXv1PRRBEARBEPJIzJALQjF27tw5rl27hlqt5uzZsyxdupQuXbroe1iCIAiCIOSD2NQpCMXY48ePGTZsGA8fPsTR0ZHBgwczcOBAfQ9LEARBEIR8EEtWBEEQBEEQBEGPxJIVQRAEQRAEQdAjEZALgiAIgiAIgh6JgFwQBEEQBEEQ9EgE5IIgCIIgCIKgRyIgFwRBEARBEAQ9EgG5IAiCIAiCIOiRCMgFQRAEQRAEQY9EQC4IgiAIgiAIeiQCckEQBEEQBEHQIxGQC4IgCIIgCIIeiYBcEARBEARBEPRIBOSCIAiCIAiCoEciIBcEQRAEQRAEPRIBuSAIgiAIgiDokQjIBUEQBEEQBEGPREAuCIIgCIIgCHokAnJBEARBEARB0CMRkAuCIAiCIAiCHomAXBAEQRAEQRD0SATkgiC8lYyMDNzc3Pjxxx/1PZRCd+jQISQSCYcOHdL3UARBEIQSSATkgiBkERERwdChQylXrhzGxsZYWlrSsGFDFi9eTEpKCgCGhoaMGzeOb7/9ltTU1Fyvefv2bSQSieZDKpVia2tLmzZtOHHiRGE/pTz58ccfWbNmjb6HIQiCILxnJGq1Wq3vQQiCUHTs2LGDLl26IJfL6du3L1WqVCE9PZ1jx47xzz//0L9/f1atWgVAXFwcTk5OrFixgk8//fSN1719+zYeHh706NGDtm3bolQquXHjBj/++CMpKSmEhIRQtWpVXTzFHFWpUgV7e/ssM+EqlYr09HSMjIyQSsU8hiAIglCwDPQ9AEEQio7IyEi6d+9O2bJlOXDgAC4uLprHRowYQXh4ODt27NAcs7a2pmXLlqxZsybXgPyFGjVq0Lt3b83njRs3pk2bNqxYsaLILn+RSqUYGxvrexiCIAhCCSWmegRB0Jg3bx6JiYn8+uuvWsH4C56ennz++edaxz744AOOHTtGbGzsW/XZuHFjIHOZzKvi4uIYM2YMbm5uyOVyPD09mTt3LiqVSqvd/PnzadCgAXZ2dpiYmFCzZk3+/vvvbPvasGEDderUwdTUFBsbG5o0acKePXsAcHd35/Llyxw+fFizrMbf3x/IeQ35X3/9Rc2aNTExMcHe3p7evXtz7949rTb9+/fH3Nyce/fu0alTJ8zNzXFwcGDChAkolUqttps3b6ZmzZpYWFhgaWlJ1apVWbx4cb5eT0EQBKH4EQG5IAga//33H+XKlaNBgwZ5PqdmzZqo1WqOHz/+Vn3evn0bABsbG82x5ORkmjZtyoYNG+jbty9LliyhYcOGTJ48mXHjxmmdv3jxYvz8/JgxYwbfffcdBgYGdOnSRWsmH+Cbb76hT58+GBoaMmPGDL755hvc3Nw4cOAAAIsWLaJ06dJUrFiR9evXs379eqZOnZrjuNesWUPXrl2RyWTMnj2bwYMH8++//9KoUSPi4uK02iqVSlq1aoWdnR3z58+nadOmLFiwQLP0B2Dv3r306NEDGxsb5s6dy5w5c/D39yc4OPhtXlZBEAShOFELgiCo1er4+Hg1oO7YsWO+zrt//74aUM+dO/eN7SIjI9WA+ptvvlE/fvxYHRMToz569Ki6du3aakD9119/adrOnDlTbWZmpr5x44bWNb788ku1TCZTR0dHa44lJydrtUlPT1dXqVJF3bx5c82xmzdvqqVSqbpz585qpVKp1V6lUmn+X7lyZXXTpk2zjP3gwYNqQH3w4EFNH46OjuoqVaqoU1JSNO22b9+uBtTTp0/XHOvXr58aUM+YMUPrmn5+fuqaNWtqPv/888/VlpaWaoVCkaV/QRAEoWQTM+SCIACQkJAAgIWFRb7OezGz/eTJkzy1//rrr3FwcMDZ2ZnGjRtz9epVFixYwCeffKJp89dff9G4cWNsbGx48uSJ5iMgIAClUsmRI0c0bU1MTDT/f/bsGfHx8TRu3Jhz585pjm/duhWVSsX06dOzbMqUSCT5er4AZ86c4dGjRwwfPlxrbXm7du2oWLFiltl5gGHDhml93rhxY27duqX53NramqSkJPbu3Zvv8QiCIAjFm9jUKQgCAJaWlgA8f/48X+ep/z9RU14D2yFDhtClSxdSU1M5cOAAS5YsybKW+ubNm4SFheHg4JDtNR49eqT5//bt25k1axahoaGkpaVpjr86noiICKRSKZUqVcrz83qTqKgoACpUqJDlsYoVK3Ls2DGtY8bGxlmei42NDc+ePdN8Pnz4cP7880/atGlDqVKlaNmyJV27dqV169YFMmZBEASh6BIBuSAIQGZA7urqyqVLl/J13oug0t7ePk/tvby8CAgIAKB9+/bIZDK+/PJLmjVrRq1atYDMNIMffPABkyZNyvYa3t7eABw9epQPP/yQJk2a8OOPP+Li4oKhoSGrV69m06ZN+XoehUkmk+XaxtHRkdDQUHbv3s3OnTvZuXMnq1evpm/fvqxdu1YHoxQEQRD0RQTkgiBotG/fnlWrVnHixAnq16+fp3MiIyMB8PHxeas+p06dys8//8y0adPYtWsXAOXLlycxMVETuOfkn3/+wdjYmN27dyOXyzXHV69erdWufPnyqFQqrly5gq+vb47Xy+ssf9myZQG4fv06zZs313rs+vXrmsfzy8jIiA4dOtChQwdUKhXDhw/np59+4quvvsLT0/OtrikIgiAUfWINuSAIGpMmTcLMzIxBgwbx8OHDLI9HRERkScN39uxZJBJJngP411lbWzN06FB2795NaGgoAF27duXEiRPs3r07S/u4uDgUCgWQOfMskUi0lrzcvn2brVu3ap3TqVMnpFIpM2bMyJI2Uf1KbTQzM7MsGVKyU6tWLRwdHVm5cqXWMpmdO3dy9epV2rVrl+s1Xvf06VOtz6VSKdWqVQPQ6kMQBEEoecQMuSAIGuXLl2fTpk1069YNHx8frUqdx48f56+//qJ///5a5+zdu5eGDRtiZ2f31v1+/vnnLFq0iDlz5rB582YmTpxIUFAQ7du3p3///tSsWZOkpCQuXrzI33//ze3bt7G3t6ddu3YsXLiQ1q1b07NnTx49esTy5cvx9PQkLCxMc31PT0+mTp3KzJkzady4MR999BFyuZyQkBBcXV2ZPXs2kJnCccWKFcyaNQtPT08cHR2zzIADGBoaMnfuXAYMGEDTpk3p0aMHDx8+ZPHixbi7uzN27Nh8vwaDBg0iNjaW5s2bU7p0aaKioli6dCm+vr5vffdBEARBKCb0neZFEISi58aNG+rBgwer3d3d1UZGRmoLCwt1w4YN1UuXLlWnpqZq2sXFxamNjIzUv/zyS67XfJH28Pvvv8/28f79+6tlMpk6PDxcrVar1c+fP1dPnjxZ7enpqTYyMlLb29urGzRooJ4/f746PT1dc96vv/6q9vLyUsvlcnXFihXVq1evVn/99dfq7H69/fbbb2o/Pz+1XC5X29jYqJs2bareu3ev5vGYmBh1u3bt1BYWFmpAkwLx9bSHL/zxxx+a69na2qp79eqlvnv3rlabfv36qc3MzLKM5fUx/v333+qWLVuqHR0d1UZGRuoyZcqohw4dqn7w4MGbX1hBEASh2JOo1a/crxUEQciHRYsWMW/ePCIiIrTSDwqCIAiCkHdiDbkgCG8lIyODhQsXMm3aNBGMC4IgCMI7EDPkgiAIgiAIgqBHYoZcEARBEARBEPRIBOSCIAiCIAiCoEciIBcEQRAEQRAEPRIBuSAIgiAIgiDokQjIBUEQBEEQBEGPREAuCIIgCIIgCHokAnJBEARBEARB0CMRkAuCIAiCIAiCHomAXBAEQRAEQRD0SATkgiAIgiAIgqBHIiAXBEEQBEEQBD0SAbkgCIIgCIIg6JEIyAVBEARBEARBj0RALgiCIAiCIAh6JAJyQRAEQRAEQdAjEZALgiAIgiAIgh4Z6HsAQsmnUitQqdMyP8j8V6lOQ6VORaVOByRIJDIkyJBggFRigFQiRyoxRvb//0qRI5FI9P1UBEEQcqRQKXiWlsCz1DhiU+OJ/f9/UxSpKNVKlGoVADKJFJlEhpmhCTbG1tjKrbAxtsLO2BpruSUyqUzPz0QQBF0TAblQYNRqJRmqONJVsaSrYslQxaFSp6BG+c7XlmCIkdQWQ6ktRjJbjKS2SCVGBTBqQRCE/EtITyQ8LoqIuCjC46IIj4/icfJT1Kjf6bpSJDiZ2VPeqiye1mXxtHanvFUZzI3MCmjkgiAURRK1Wv1uvz2E95ZarSJd9ZQ05SPSVI/IUD2Dd/xjlB8GEovMAP3/g3QDiZWYRRcEoVCkKFI59+gyp2MucOnJdR6lPNVp/86mDlS1r0BdZ1+qO/hgbCDXaf+CIBQuEZAL+aJWq0lVPiBFeZs05aMCmf0uKFKJCSay0pgalMFQaq3v4QiCUMw9SYnlVMwFTseEcvHJdTJUCn0PCQAjmRHV7StS19mX2s7VsDW21veQBEF4RyIgF/JEqUohWRlJkuI2KnWKvoeTKwOJBSYGZTE1cEcmETNJgiDkTYYyg+MPzrEn6igXn1x/5yUohU2KBF/HSrQq24Q6ztUxkIqVqIJQHImAXMiRWq0mTfWQZEUkqcoH6HI5SsGRYiIrhalBOeQye30PRhCEIuppyjN2RB5kd9QREtIT9T2ct2Ijt6KNe1PaePhjLbfU93AEQcgHEZALWajU6SQpIklWRKJUJ+l7OAXGQGKFpVEVjGXO+h6KIAhFREzSYzZdC+LIvdMo1UVnCd67MJQa0NytAd0rtMfexFbfwxEEIQ9EQC5oqNUqkhQRPM+4hpp0fQ+n0MilTlgaVcNQWnJnkNRqNQqFAqWyZAQYwksymQwDAwOxgfkdxaUl8Mf17ey6fRhFCQnEX2ckNaRdueZ08WqDhZG5vocjCMIbiIBcACBFcY+EjEso1cXzVm3+STA18MDSsBLSErbGPD09nQcPHpCcnKzvoQiFxNTUFBcXF4yMROrP/ErOSGVLxG62he8hRZmm7+HohJmhKR97tqZDuRYiO4sgFFEiIH/PKVSJxKefJ031SN9D0QsJhlgY+mBmUB6JpPgXrlWpVNy8eROZTIaDgwNGRkZiJrUEUavVpKen8/jxY5RKJV5eXkilxf/7VleO3TvDTxc3Epf2XN9D0Qs7YxtGVO9Dbedq+h6KIAivEQH5e0qtVpGouElixtUilbpQX2QSc6yMqmEsc9H3UN5JamoqkZGRlC1bFlNTU30PRygkycnJREVF4eHhgbGxsb6HU+TFpz1nRdhGgu+f0fdQioQWbg0YXLU7Zobid4QgFBUiP9J7KEMVz7O00yjUCfoeSpGhVCcSm3YcUwMPrAyrI5EU79LVYta0ZBNf37wLvn+GFRc2Ep/+fs6KZ2f/neOEPr7KSN++1HKqqu/hCIKACMjfOymKe8Sln0FN0ShwUdQkKyJJV8ZiK6+LgdRC38MRBOEtpShSWRa6jiP3Tut7KEXS09RnfHNyMR+UacSwar0wkhnqe0iC8F4T0yzvCbVazfOMqzxLPymC8Vwo1PE8Tj1AiuKOvociCMJbiEl6zMQjs0Uwngd7o4/x5bG5PE2J0/dQBOG9JgLy94BKreBZ+imeZ1zR91CKDTUKnqWfJiH9EmKbReGRSCRs3bpV38MQSpCLT64x7si3RD2/p++hFBs3424z7vBMbjy7pe+hCMJ7SwTkJZxClcyT1EOkKsUfp7eRqLjOs/STqNTirsK7CAwMxNfXN8vxBw8e0KZNG90PKA+aNWvGL7/8ou9hCPmwI/IgXx3/gefFtNKmPsWmxTP52PccuHNC30MRhPeSCMhLsDTlE56kHkChjtf3UIq1VOV9nqQeQqlO1fdQClx6un4LQDk7OyOX6zYvcmBgIP37939jm9jYWIKDg+nQoYNuBpWDFwWehDdTq9Wsuvg7K8M2lphqm/qQrsrgh3O/suHqVn0PRRDeOyIgL6FSFHd5mnYUFe9H4YvCplDH8zT1KCp18a5g6u/vz8iRIxkzZgz29va0atUKgEuXLtGmTRvMzc1xcnKiT58+PHnyRHPerl27aNSoEdbW1tjZ2dG+fXsiIiK0rn337l169OiBra0tZmZm1KpVi1OnTrFmzRq++eYbLly4gEQiQSKRsGbNGiDrkpWLFy/SvHlzTExMsLOzY8iQISQmvpzt7N+/P506dWL+/Pm4uLhgZ2fHiBEjyMjIKNDXaceOHdSoUQMnJ6c8n3Pt2jUaNWqEsbExlSpVYt++fVrP7/bt20gkEjZv3kyDBg0wNjamSpUqHD58WHONQ4cOIZFI2LlzJzVr1kQul3Ps2LECfW4ljUqtYtmFdfx3a7++h1Ji/HFjO79e+kPfw8gXpVJJamqq+BAfReYjv5WyRZaVEihVcZ9n6acBsfa5ICnUCTxNC8ZO3hippPj+6Kxdu5bPPvuM4OBgAOLi4mjevDmDBg3ihx9+ICUlhS+++IKuXbty4MABAJKSkhg3bhzVqlUjMTGR6dOn07lzZ0JDQ5FKpSQmJtK0aVNKlSpFUFAQzs7OnDt3DpVKRbdu3bh06RK7du1i3759AFhZWWUZV1JSEq1ataJ+/fqEhITw6NEjBg0axMiRIzUBPMDBgwdxcXHh4MGDhIeH061bN3x9fRk8eHCBvUZBQUF07Ngxz+2VSiWdOnWiTJkynDp1iufPnzN+/Phs206cOJFFixZRqVIlFi5cSIcOHYiMjMTOzk7T5ssvv2T+/PmUK1cOGxubd34+JZVKrWLx+dVimUUh2BqxF4VKydBqPfU9lDdSq9XExMQQFxen76EIQhbW1tY4OzvnqUBf8Y0qhGylKR8Rm34KEYwXjgxVLLFpx7GTNyy2ucq9vLyYN2+e5vNZs2bh5+fHd999pzn222+/4ebmxo0bN/D29ubjjz/WusZvv/2Gg4MDV65coUqVKmzatInHjx8TEhKCra0tAJ6enpr25ubmGBgY4OzsnOO4Nm3aRGpqKuvWrcPMzAyAZcuW0aFDB+bOnauZrbaxsWHZsmXIZDIqVqxIu3bt2L9/f4EF5GlpaezatYvAwMA8n7N3714iIiI4dOiQ5jl+++23fPDBB1najhw5UvN6rlixgl27dvHrr78yadIkTZsZM2Zke67wklqtZvmF9SIYL0TbIw9gIJUxsEo3fQ8lRy+CcUdHR0xNTUVlYqFIUKvVJCcn8+hRZhV0F5fciw6KgLwESVc+JTbtOKDS91BKtHTVY56ln8bGqC4SSfFb9VWzZk2tzy9cuMDBgwcxNzfP0jYiIgJvb29u3rzJ9OnTOXXqFE+ePEGlyvwei46OpkqVKoSGhuLn56cJxt/G1atXqV69uiYYB2jYsCEqlYrr169rAvLKlSsjk718M+Ti4sLFixdzvO7Ro0e1No6mp6ejVqv5+++/Ncd++uknevXqBcCBAwdwdHSkcuXKmv6ioqIAaNy4MTt37szSx/Xr13Fzc9N6w1GnTp1sx1O/fn3N/w0MDKhVqxZXr17ValOrVq0cn4+Q6edLm9kTdVTfwyjxtkbsRS6T09unk76HkoVSqdQE46/eYRKEosDExASAR48e4ejoqPV3KzsiIC8hFKrMSpNqxIYmXUhV3icu/SzWRrWK3YzMqwEvQGJiomYW+nUv3tV36NCBsmXL8vPPP+Pq6opKpaJKlSqaTaEvfvHogqGhdgETiUSieYOQnVq1ahEaGqr5fMmSJdy7d0/r+b66VjwoKIgPP/xQ8/n//vc/zRp1XT3P179GgrYdtw6INeM69MeN7ZQ2d8bfrZ6+h6Llxc+lqampnkciCNl78b2ZkZEhAvL3gUqdTmxaMCqK94bD4iZFGY00wxArI199D+Wd1KhRg3/++Qd3d3cMDLL+Snj69CnXr1/n559/pnHjxgBZNhpWq1aNX375hdjY2GxnyY2MjHLd4OLj48OaNWtISkrSBKTBwcFIpVIqVKjwtk8PExMTreUztra2JCQkaB17Qa1W899//7FhwwbNsbJly+baR4UKFbhz5w4PHz7UBPchISHZtj158iRNmjQBQKFQcPbsWUaOHJmv5/Q+C3t8jZ+L2YbDkmBp6FpczR3xtimn76FkUdwmRYT3R36+N4vf/XZBi1qtIjbtJAq1yLurD0mKCJ5nXNf3MN7JiBEjiI2NpUePHoSEhBAREcHu3bsZMGAASqUSGxsb7OzsWLVqFeHh4Rw4cIBx48ZpXaNHjx44OzvTqVMngoODuXXrFv/88w8nTmSu73V3dycyMpLQ0FCePHlCWlrW7D+9evXC2NiYfv36cenSJQ4ePMioUaPo06dPvrKdvIuzZ8+SnJxMo0aN8nXeBx98QPny5enXrx9hYWEEBwczbdo0IOsv5OXLl7NlyxauXbvGiBEjePbsGZ9++mmBPYeSLCbpMXPOrBSpDfUgXZXBt6d/FBU9BaGQiIC8mIvPuEC66rG+h/Fee55xmXTlU30P4625uroSHByMUqmkZcuWVK1alTFjxmBtbY1UKkUqlbJ582bOnj1LlSpVGDt2LN9//73WNYyMjNizZw+Ojo60bduWqlWrMmfOHM0tuo8//pjWrVvTrFkzHBwc+P3337OMw9TUlN27dxMbG0vt2rX55JNPaNGiBcuWLdPJ6wCwbds22rZtm+2dgjeRyWRs3bqVxMREateuzaBBg5g6dSoAxsbGWm3nzJnDnDlzqF69OseOHSMoKAh7e/sCew4lVXJGKjNPLRVFf/QoNjWO704vJ11ZsGlGhfx5kR71XTPL+Pv7M2bMmAIZU2Fas2YN1tbW+h5GoRNLVoqxNOUjkhVFv9SxVGKCkdQWQ6k1MokxUoyQSoyRSuRIJXIkSFCjRK1WoCIdpToNlTqFdNUzMpSxZKjjKdpZY9Q8Sz+Ng3EAUolh7s316NChQ9ke9/Ly4t9//83xvICAAK5cuaJ1TK3W/pqULVtWa6Pkq+RyebaPvX6NqlWralItZufV9IcvLFq0KMf22XlT9pRt27ZpZrbzq2LFilpLeV6klXx9aYyPjw+nTp3K9hr+/v5ZXhMh07ILa4l+fl/fw8iVpZE5ntZlKW9VlvLWZSlj4YJcJsdIZoiR1AhQk67KIF2ZQYoilejn94mIiyI8LoqI+CgSM5L1/RTe6EZcJKsu/s5I3776HooglCgiIC+mVGoFcenn9D2MbEkwwFjmglzmiFzqiEya+4YbCTKQGCHDlBchrSnuQOZzzVA9I10VS5oyhnTVkxyvoy9KdTLx6eewkdfV91CEt5Sens7HH3+slZElP7Zs2YK5uTleXl6Eh4fz+eef07BhQ8qXL1/AI33/HLt3hqP3sl+Tr2+lzJ1p4FIDL2t3yluXxdE092wfprzcHFzWshSNS9XWfB6T9JiI+ChuPrtN8P2zxCQXvTugu6OO0MC1BjUcq+h7KIJQYoglK8XU84zLKNVJ+h6GFkOJNVZGNXAyaYeNvA6mBu55CsZzI5UYIJc5YGFYAXvjpjgat8HCsAoySdHKRJGivEuy4o6+hyG8JSMjI77++mssLCze6vznz58zYsQIKlasSP/+/alduzbbtm0r4FG+f+LTnrMybKO+h6HF1MCEVmWb8H3jyaxsMYu+lT6ivmuNPAXjuXE2c6Chay36V/6EVQHf8V3DibRwa4CxTF4AIy84S0PXkZyRou9hFEvu7u5Z7uz5+vpq7t5JJBJ++eUXOnfujKmpKV5eXgQFBWW5TnBwMNWqVcPY2Jh69epx6dIlzWNPnz6lR48elCpVClNTU6pWrZrtUsFXrV+/nlq1amFhYYGzszM9e/bU5NGGl0tl9u/fT61atTA1NaVBgwZcv669j+q///6jdu3aGBsbY29vT+fOnTWPpaWlMWHCBEqVKoWZmRl169bNcud2zZo1lClTBlNTUzp37szTp8V3SWh+iIC8GEpTPiFJEa7vYfw/KaYyd+zlzXAwaYGZgUehV7E0kJpiYVgBR+NW2MobYiQtOutvE9JDUaqzblgUSr6+ffty48YNUlNTuXv3LmvWrNHKjezu7o5arcbX11d/gyyGVoRtID79ub6HAYC9sQ0DKndhdct5jPTtS0Xbwr37IZFIqGpfgTE1PuW3lnPpXbETNvKsVW714UlKLL+IbDeF5ptvvqFr166EhYXRtm1bevXqRWxsrFabiRMnsmDBAkJCQnBwcKBDhw6aVJCpqanUrFmTHTt2cOnSJYYMGUKfPn04ffp0jn1mZGQwc+ZMLly4wNatW7l9+zb9+/fP0m7q1KksWLCAM2fOYGBgoLUpfceOHXTu3Jm2bdty/vx59u/fr1WTYeTIkZw4cYLNmzcTFhZGly5daN26NTdv3gTg1KlTDBw4kJEjRxIaGkqzZs2YNWvWu7yUxYZELRYsFitqtZJHqftQFoGsKiayMlgaVi6QWfB3laK4R0LGxSJx18BEVlpvS1dSU1OJjIzEw8Mjy2ZCoeR4X77OR++FMO/MT/oeBuaGpgyo3IXmbvUxkOp3pWeGMoPdUUdZd/VfUhSpeh0LwDf1x+ht6Upx/Tlwd3dnzJgxWhsqfX196dSpE4GBgUgkEqZNm8bMmTMBSEpKwtzcnJ07d9K6dWsOHTpEs2bN2Lx5M926ZVZRjY2NpXTp0qxZs4auXbtm22/79u2pWLEi8+fPBzL3rPj6+ua4D+fMmTPUrl2b58+fY25urul33759tGjRAsis09CuXTtSUlIwNjamQYMGlCtXTit17AvR0dGUK1eO6OhoXF1dNccDAgKoU6cO3333HT179iQ+Pp4dO3ZoHu/evTu7du16502s+pCf71ExQ17MJGRc0XswbiCxwl7eDBt57SIRjAOYGJTC0fgDLAyrINHz1ogU5V1SFUV/85kgFGVJGcn8FLZJ38OgjnN1ljefQcuyjfUejAMYygxpX645y5p9Q3V7H30Ph2Wh60TWlUJQrVo1zf/NzMywtLTUWj4C2lV/bW1tqVChgqbqr1KpZObMmVStWhVbW1vMzc3ZvXs30dHROfZ59uxZOnToQJkyZbCwsKBp06YAWc55dWwvise9GFtoaKgmWH/dxYsXUSqVeHt7Y25urvk4fPgwERERQGbF5rp1tSe0Xn2eJZn+f7sIeZaujCVJcVOPI5BiaVgZMwMvmjZtyrBhw+jZs6dOR7By5Up27NjBf//9l+UxiUSGhWEFTA3KEp9+jlTlA52O7VXxGWHIZS6iYIUgvKV/w3frdamKuaEpg6v2oLlb0QwGHE3tmNlgHLtuH2b15b9IUepnqdzjlFi2Rx7gI89Weum/OJJKpVmyKb1YavJCfisSv+77779n8eLFLFq0iKpVq2JmZsaYMWM01ZVfl5SURKtWrWjVqhUbN27EwcGB6OhoWrVqleWcV8f24m/ci7G9qZpxYmIiMpmMs2fPZqlaaW5unufnVlKJGXIdc3d3RyKRZPkYMWKEVrsTJ07QvHlzzTvjJk2aEJNwmpzS/9X1+YxSZp9k+Zgy9mdNm8Av1lC5dH9qeQ/l381HtM7/79/j9Ptkdo7jlmKMvbwJ5obe/Pfffzx8+JDu3btrHo+JiaFPnz44OztjZmamqf74qtjYWHr16oWlpSXW1tYMHDiQxETt2f7du3dTr149LCwscHBw4OOPP+b27duaxz/99FPOnTvH0aNHcxyrTGKMrbwBlobVAP0ExEp1EilKscFTEN7Gs9R4tkXs1Vv/tZ2qsazZjCIbjL8gkUho4+HPsuYz9Dpb/veN/5FUxNM1FiUODg48ePBywighIYHIyMh8X+fkyZOa/z979owbN27g45P5fRAcHEzHjh3p3bs31atXp1y5cty4cSPHa127do2nT58yZ84cGjduTMWKFbPMyOdFtWrV2L9/f7aP+fn5oVQqefToEZ6enlofzs7OQPZpYV99niWZCMh1LCQkhAcPHmg+9u7N/KPTpUsXTZsTJ07QunVrWrZsyenTpwkJCWHI8N4oicvxuv87MofzET9rPn7/bzoA7Ttn/kHZ878zbP3zGJuCpjFtVh8mjlhJ7JMEABLik5j7ze9898OgbK9tKLXGwbgZRrLMDWpLlixhwIABSKUvv3369u3L9evXCQoK4uLFi3z00Ud07dqV8+fPa9r06tWLy5cvs3fvXrZv386RI0cYMmSI5vHIyEg6duxI8+bNCQ0NZffu3Tx58oSPPvpI08bIyIiePXuyZMmSXF9rc0Mv7ORNkKKf7ASJGddETmlBeAu/X/+PNGX2M3mFSSqRMrx6H6bXG42dibXO+39bL2bLP63cBYkeJiGeZyTxz81dOu+3uGrevDnr16/n6NGjXLx4kX79+mWZMc6LGTNmsH//fi5dukT//v2xt7enU6dOQGZtib1793L8+HGuXr3K0KFDefjwYY7XKlOmDEZGRixdupRbt24RFBSkWcOeH19//TW///47X3/9NVevXuXixYvMnTsXAG9vb3r16kXfvn35999/iYyM5PTp08yePVuzZnz06NHs2rWL+fPnc/PmTZYtW8auXe/H95YIyHXMwcEBZ2dnzcf27dspX768Zq0WwNixYxk9ejRffvkllStXpkKFCrTu5I1cnnPRGTsHKxydbTQf+3aexb2cM/UbVwYg/Npd6jepRPUannTq2ghzCxOiozLf/c6atoG+g1pSys0hy3VNZKWxl/tr1oo/fvyYAwcO0KFDB612x48fZ9SoUdSpU4dy5coxbdo0rK2tOXv2LJC5LmzXrl388ssv1K1bl0aNGrF06VI2b97M/fuZ663Pnj2LUqlk1qxZlC9fnho1ajBhwgRCQ0O1bud16NCBoKAgUlJyT7kll9ljb9wMA4llrm0LmkL9nFTlPZ33KwjF2f3Eh+yJyvkOWGExlBrwZa1htHFvmnvjIkgikdDZsxVjanyKVKL7P+1Bt/YRmxqn836Lo8mTJ9O0aVPat29Pu3bt6NSp01vVK5gzZw6ff/45NWvWJCYmhv/++w8jIyMApk2bRo0aNWjVqhX+/v44OztrgvXsODg4sGbNGv766y8qVarEnDlzNJs/88Pf35+//vqLoKAgfH19ad68uVZml9WrV9O3b1/Gjx9PhQoV6NSpEyEhIZQpUwaAevXq8fPPP7N48WKqV6/Onj173rpYW3EjsqzoUXp6Oq6urowbN44pU6YAmRsjnJycWLJkCb///jsRERF4VyjP+OltqdMgb7ck09MzqOE5hCGj2jN64scAHNobytRxv7DjyByibz+kS5tATl1dwY2rdwj8Yg3/Hfouyzt0MwMvrIyqaR3bsmULffr0ISEhQWuGvGXLlhgZGbFu3Tqsra35888/GThwIBcuXMDT05PffvuN8ePH8+zZM805CoUCY2Nj/vrrLzp37kxkZCQVK1bkxx9/pH///iQmJjJ48GDi4uLYs2eP5rzk5GQsLCzYv38//v7+eXpNlOpUnqQe1vmGWAOJFY4mATrrLy87uu8n/5Pt8cLiavqxTvvTtewyJhS24ppdIi++P7OKI/dyTs1WGOQyI6bVGYmvYyWd9ltYTjw4z/dnfiJDpdBpv23cmzK8eh+d9VeSfw6EkkFkWSkmtm7dSlxcnFaez1u3bgGZ5b0HDx7Mrl27qFy9NN3afcOt8LxtUtz1XwgJcUl07d1Mc8z/A18+6t6Ydk2+ZOyQ5SxaNRJTMzmTP/+ZOUuGsO7nPTT2HU3HFlO5fuUOpgblsgTjAFFRUTg5OWkF4wB//vknGRkZ2NnZIZfLGTp0KFu2bNGUDY+JicHR0VHrHAMDA2xtbYmJiQHAw8ODPXv2MGXKFORyOdbW1ty9e5c///xT6zxTU1OsrKyIiorK0+sBmevK7eSNkUly3nBSGBTqeL1uLhX0x8PDg3379ul7GMXKo+SnHLt/Rqd9GkoNSlQwDlDfxY+JNYfofKZ8f/Rx4tOKRs54QShuRECuR7/++itt2rTRysf5Yqfy0KFDGTBgAFWql2f63G6U93Llj3UH8nTdzWv306ylH84utlrHx0/tRvDFZewPWUibD+uybP4WGjWrioGBjMVz/2Hr3pn07NeCsUNWYmXom+21X+Qafd1XX31FXFwc+/bt48yZM4wbN46uXbty8eLFPL4amUH74MGD6devHyEhIRw+fBgjIyM++eSTLGuxTUxMSE7O3yYiA6kpdvLGOl9T/jzjmk77E7TllFWgMIWFhfHs2TOtpWgvrFmzJs93dt43OyIPoFLnPZPEu5JKpEysOaREBeMv1HetwWjffjpdU56uymB31JHcGwqCkIUIyPUkKiqKffv2MWiQ9kbKFzk9K1XK/APxoiKnZ8XS3LvzONfr3o1+zNGDF+nZP/s8oC+EX7/HP5uPMGl6d04cvUzdRj7YOVjRuUs7Lpy/niX7yQv29vZay04AIiIiWLZsGb/99hstWrSgevXqfP3119SqVYvly5cD4OzsnGXHtkKhIDY2VrO7evny5VhZWTFv3jz8/Pxo0qQJGzZsYP/+/Vl2XcfGxuLgkHXNe24MpBbYGTfSaa7yDFUsqcqcN9MI2vz9/Rk9ejSTJk3C1tYWZ2dnTUlpyMyJ27FjR8zNzbG0tKRr165am5UCAwPx9fXll19+0bpNKJFI+Omnn2jfvj2mpqb4+Phw4sQJwsPD8ff3x8zMjAYNGmjy4ULm93bHjh1xcnLC3Nyc2rVr52nWe9u2bbRu3TpL6jIhZ2nKdJ2vHf+sWi/qu9bQaZ+61KJMQ/pX0u2Ssf9FHkKpwzdVglBSiIBcT1avXo2joyPt2rXTOu7u7o6rqyvXr19HpU4nRZGZkP/WzfuUKpN7APrH+gPYO1jSonXNHNuo1Wq+GP0TX8/pj5m5CUqlCkWGEilyLKSZf5yUSmW25/r5+RETE6MVlL+YqX59GYtMJtPM+NevX5+4uDjNJk+AAwcOoFKpNEUAkpOTs70GoJV/NSIigtTUVPz8/N78YuTAUGqNtZFu/wgnZegzf3zxs3btWszMzDh16hTz5s1jxowZ7N27F5VKRceOHYmNjeXw4cPs3buXW7duaarVvRAeHs4///zDv//+S2hoqOb4zJkz6du3L6GhoVSsWJGePXsydOhQJk+ezJkzZ1Cr1YwcOVLTPjExkbZt27J//37Onz9P69at6dChwxuLawAEBQXRsWPHAn1NSrrge2dI1GHqvLrOvrQuphs486OzZyuq2lfQWX9PU59xJiZMZ/0JQkkhAnI9UKlUrF69mn79+mFgoD1TK5FImDhxIkuWLGHTHz9xK+Iu82b8TsSN+/To93LWu2vbQFav3Jnlun+sP0iXXv4YGOScQmnTmn3Y2lvSsm0tAGrXr0jw4UtcP6diyaIVVKpUCWtr62zP9fPzw97enuDgYM2xihUr4unpydChQzl9+jQREREsWLCAvXv3anZ1+/j40Lp1awYPHszp06cJDg5m5MiRdO/eXbNkp127doSEhDBjxgxu3rzJuXPnGDBgAGXLltUKvo8ePUq5cuXealf6CyYGbpjIyr71+fmVpnqEUq2fwh3FUbVq1fj666/x8vKib9++1KpVi/3797N//34uXrzIpk2bqFmzJnXr1mXdunUcPnyYkJAQzfnp6emsW7cOPz8/rapyAwYMoGvXrnh7e/PFF19w+/ZtevXqRatWrfDx8eHzzz/n0KFDmvbVq1dn6NChVKlSBS8vL2bOnEn58uUJCgrKcez37t0jLCyMNm3aFMprU1Lt1uHsuIWhGSN0uPlQnyQSCaN9+2Ms091SPbFsRRDyTwTkerBv3z6io6P59NNPs318zJgxTJ48mS8mzOSDehM4dugiv//3Fe7lnDVtoiIfEvs0Qeu8owfCuHfnCd36Ns+x78cP41gy719mzn/Zt18tL0Z83ouPOg7gzz//ZPXq1TmeL5PJGDBgABs3btQcMzQ05H//+x8ODg506NCBatWqsW7dOtauXUvbtm017TZu3EjFihVp0aIFbdu2pVGjRqxatUrzePPmzdm0aRNbt27Fz8+P1q1bI5fL2bVrl1b1r99//53BgwfnOMa8sjLyRSYxfefr5I2aVIVIgZhXrwbRkLmU69GjR1y9ehU3Nzfc3Nw0j714A/miZDRA2bJls13S9Op1nZycAKhatarWsdTUVBISMn+2EhMTmTBhAj4+PlhbW2Nubs7Vq1ffOEMeFBREo0aNNG9qo6OjtcpEDxs2jKNHj2od++677/Lx6pQ8MUmPuRKru7tIQ6r2wMbYSmf96ZuzmYNOl66cfXRJbO4UhHzS3UJaQaNly5a5FoyZ9MV4+o72JqfKnKeurshyrGmAL/eS/n7jdR2crLOcK8WIWd8sZfaMVTmcpW3s2LFUrlyZqKgoypbNnGX28vLKUpnzdba2tmzatOmNbbp3765VAfR1ly9fJjQ0NEvmlbchlRhgZVSD2LRj73ytvEhR3sXMsJxO+iru3rVstJmZWa7XfVHy+U1loCdMmMDevXuZP38+np6emJiY8Mknn7xxo2hQUBAffvih5nNXV1etZTP//vsv//zzj9abWltb7Q3Y75tTMaE666uusy/+bvV01l9R0dajGccfnCPsSeFvMlepVYQ8DCOgTMNC70sQSgoxQ15EpSkfkVMwXtAyZ4rzfjvT2dmZX3/9Ndd1tIXhwYMHrFu3DiurgpndMpY5YSJzy71hAUhXPUapTtVJXyWVj48Pd+7c4c6dO5pjV65cIS4uTrMRuiAFBwfTv39/OnfuTNWqVXF2dub27ds5tk9MTOTgwYNa68cNDAy0SkQ7OjpiYmKidex9D8hPx1zQST8WRubvzVKV10kkEkb59sNER0tXdPU1FYSSQgTkRVSaMkYn/RhJ7TAxyH9A2qlTJxo3blwII3qzgIAAWrVqVaDXNDesWKDXexNdfV1LqoCAAKpWrUqvXr04d+4cp0+fpm/fvjRt2pRatWoVeH9eXl6ajaEXLlygZ8+eb5yp37VrF97e3ri7uxf4WEqqxIxkLj/VzXKVgZW7vFdLVV7nbOZAb5/OOukr9NFlMpQZuTcUBAEQS1aKrFSVbgI3c8O8Vf8syQyllhjLSumkzH2q8iGmBu6F3s+bFOfKmRKJhG3btjFq1CiaNGmCVCqldevWLF26tFD6W7hwIZ9++ikNGjTA3t6eL774QrO+PDvbtm3TWq4i5O7cw0so1dlndSpIjiZ2+LvVL/R+irpW7k3488YO4tMLd413ijKNsCfXqelUpVD7EYqX/v37ExcXx9atW9/qfH9/f3x9fVm0aFGBjqsoEAF5EZShikOlg6UNhlIbjGVOhd5PcWBhWFEnAXma8iFqtVqzVlnI6tUsJy+8+su7TJkybNu2LcfzAwMDtfKWv/D6vg13d/csx/z9/bWOubu7c+CAdkGuESNGaH3+YgmLQqHgf//7Hzt3amc/el3//v21qvO+73S1fvzD8gHIdFy5siiSy4xo6+HP79f/K/S+TsWE6iUgv5/85v1MBa04T3IIRYf47VQEpepoWYOZgZdO+ikODKXWyKXOuTd8R2oyyFDFFno/gu7FxsYyduxYateure+hFCsXn1wv9D7MDE1pWVb3S+yKqnYezTGSGRV6Pxd1sIFUEN6VUqnMV9KAwiIC8iJIFwG5VGKMiaxUofdTnJgb6qZ4RprqiU76EXTL0dGRadOmibsf+fA0JY5nafGF3o9/6bqYGBgXej/FhZXcggYub1dYLT/uJz4kRSE2sr/O39+fUaNGMWbMGGxsbHBycuLnn38mKSmJAQMGYGFhgaenp9bdNqVSycCBA/Hw8MDExIQKFSqwePFireseOnSIOnXqYGZmhrW1NQ0bNiQqKgqACxcu0KxZMywsLLC0tKRmzZqcOXMmxzEuXLiQqlWrYmZmhpubG8OHD9eq4L1mzRqsra3ZvXs3Pj4+mJub07p1ax48eKA15nHjxmFtbY2dnR2TJk3KNcMcZG6m9/f3x9TUFBsbG1q1aqVVjFClUuVYyTk/Yw8KCqJSpUrI5XKio6N58OAB7dq1w8TEBA8PDzZt2oS7u7vW8pi4uDgGDRqEg4MDlpaWNG/enAsXCmYDswjIixiVWqGTGVQTmRsScftWi5HUDqnEJPeG70ihEvl5BQEgIv62Tvpp4SbS771OF6+JCjW34nWfjas4WLt2Lfb29pw+fZpRo0bx2Wef0aVLFxo0aMC5c+do2bIlffr00VTCVqlUlC5dmr/++osrV64wffp0pkyZokkBrFAo6NSpE02bNiUsLIwTJ04wZMgQzQRBr169KF26NCEhIZw9e5Yvv/wyS3rZV0mlUpYsWcLly5dZu3YtBw4cYNKkSVptkpOTmT9/PuvXr+fIkSNER0czYcIEzeMLFixgzZo1/Pbbbxw7dozY2Fi2bNnyxtclNDSUFi1aUKlSJU6cOMGxY8fo0KGDVvXwnCo553fsc+fO5ZdffuHy5cs4OjrSt29f7t+/z6FDh/jnn39YtWoVjx490jqvS5cuPHr0iJ07d3L27Flq1KhBixYtiI1997hNos7L2xVBZ9JVz3iSeiD3hu/ITt4Yucyx0PspbuLTw0hSFG7GB0OpLQ7GzQrl2qmpqURGRuLh4YGxsZgRLKlKytf592tBbLqec9XTglDWohTLmn9TqH0URyq1ikF7v+RxSuFOAA2q0o2O5T8olGvn9HNQ1NeQ+/v7o1QqOXo0szqtUqnEysqKjz76iHXr1gEQExODi4sLJ06coF697PPmjxw5kpiYGP7++29iY2Oxs7Pj0KFDNG3aNEtbS0tLli5dSr9+/fL57DL9/fffDBs2jCdPMu/wrlmzhgEDBhAeHq6pmv3jjz8yY8YMYmIy7/K7uroyduxYJk6cCGS+afDw8KBmzZo5burs2bMn0dHRHDuWfX2Q1187gDp16tC8eXPmzJmTr7GHhoZSvXp1AK5du4aPjw8hISGajF3h4eF4eXnxww8/MGbMGI4dO0a7du149OgRcvnL9KGenp5MmjSJIUOGZOk7P7+rxRRpEaOL2VMJBhhJ7Qu9n+LIWOZa6H0oVIm5NxKE90B4fFSh99HQtWah91EcSSVS6rvUKPR+wuMK/2tcHL1aNVgmk2FnZ5elajCgNUO7fPlyatasiYODA+bm5qxatUpTD8TW1pb+/fvTqlUrOnTowOLFi7WWj4wbN45BgwYREBDAnDlziIiIeOP49u3bR4sWLShVqhQWFhb06dOHp0+fambsAUxNTTXBOLysqAwQHx/PgwcPqFu3ruZxAwODXNPTvpghf5OcKjnnZ+xGRkZa17l+/ToGBgbUqPHyZ8LT0xMbGxvN5xcuXCAxMRE7OzutSsuRkZG5vp55IQLyIkYXAblc5iiWq+TASGqLhJxv4xUENeko1WmF2ocgFAe6CNY8rd0LvY/iyksHr02ECMizlV014jdVDd68eTMTJkxg4MCB7Nmzh9DQUAYMGKBVNXj16tWcOHGCBg0a8Mcff+Dt7c3JkyeBzOxTly9fpl27dhw4cIBKlSrluHzk9u3btG/fnmrVqvHPP/9w9uxZli9fDqDVX3bP4V0XXZiY5L5s9E2VnPM6dhMTk3zv90lMTMTFxYXQ0FCtj+vXr2vuArwLEZUVMQq1LgLyws8mUlxJJFLkModC70esIxfed6mKNGJT4wq9H0/rsoXeR3FVXgevzYOkR+8cpAmZGx0bNGjA8OHD8fPzw9PTM9tZWT8/PyZPnszx48epUqUKmzZt0jzm7e3N2LFj2bNnDx999BGrV6/Otq+zZ8+iUqlYsGAB9erVw9vbm/v37+drvFZWVri4uHDq1CnNMYVCwdmzZ994XrVq1di/f3+++nrV2469QoUKKBQKzp8/rzkWHh6utZm0Ro0axMTEZKm+7Onpib39u686EAF5EaNUJxV6H3KpWDv+JoZS60LvQ6kWy1aE95susqvYGlu/15U5c1PK3AkTmTz3hu9AoVaSkC5+370rLy8vzpw5w+7du7lx4wZfffUVISEhmscjIyOZPHkyJ06cICoqij179nDz5k18fHxISUlh5MiRHDp0iKioKIKDgwkJCcHHJ/vCgJ6enmRkZLB06VJu3brF+vXrWblyZb7H/PnnnzNnzhy2bt3KtWvXGD58OHFxcW88Z/LkyYSEhDB8+HDCwsK4du0aK1as0Kz/zs3bjr1ixYoEBAQwZMgQTp8+zfnz5xkyZIjWTHpAQAD169enU6dO7Nmzh9u3b3P8+HGmTp36xow1eSUC8iJGqSrcFFESDDCQmhVqH8WdgcS80PsQM+TC+y42tfADcjE7/mZSiZRy1mUKvR9dvPkq6YYOHcpHH31Et27dqFu3Lk+fPmX48OGax01NTbl27Roff/wx3t7eDBkyhBEjRjB06FBkMhlPnz6lb9++eHt707VrV9q0acM332S/2bl69eosXLiQuXPnUqVKFTZu3Mjs2bPzPebx48fTp08f+vXrR/369bGwsKBz585vPMfb25s9e/Zw4cIF6tSpQ/369dm2bRsGBnmrY/kuY1+3bh1OTk40adKEzp07M3jwYCwsLDSbMSUSCf/73/9o0qQJAwYMwNvbm+7duxMVFaVZ8/8uRJaVIkStVvEg5c0pgd6VodQGB+PmhdpHcZehiuNx6tvfMssLY5krtvKCL+Odlx3dHbYNKvB+3+S/jr/otD9dc3d3Z8yYMYwZM0ZnfZaELCtH74Uw78xPhdpHzwof0qPih299/tOnT/Hx8eH06dO4u7sX2Li6d+9O7dq1GT9+fIFd8239fHEzQbf2FWof39QfSw3HygV+3ZLwcyAUXXfv3sXNzU2zSfRtiCwrxZRKXfgFFAwkYnY8NzKdzJAX/tIkQb88PDzYt69wAx19OXLkCB06dMDV1RWJRJJtCjO1Ws306dNxcXHBxMSEgIAAbt58mVL0WWo86c/TOLfwELt6rGNXz/VcWHoURUrGG/tWpiu4+NNxdvfZwM7uazkzZz9pcSmax9Ofp3F61h52dl9LYJdJWmtCAUaMGMGCBQvy9Dy//fZbOnbsqAnGL1y4QI8ePXBzc8PExAQfH58sxVmOHTtGw4YNsbOzw8TEhIoVK/LDDz9otZk2bRrffvst8fH6nznWxV2EZzrYKyAI7+rAgQMEBQURGRnJ8ePH6d69O+7u7jRp0kQn/YuAvAhR6iAg10Xhm+JOKjHQweukzL2JUCBe3VmvK2FhYTx79izbfMAlQVJSEtWrV9dkL8jOvHnzWLJkCStXruTUqVOYmZnRqlUrUlMzf8/FpsZx/odDJEY/o+43rakz7QOeXokh7Mfs8w+/cOW3UzwMiabmxObUn9WO1GdJnJnz8o1P+F+hKFIyaLygE02b+jN48GDNYydPnuTUqVN5upuRnJzMr7/+ysCBAzXHzp49i6OjIxs2bODy5ctMnTqVyZMns2zZMk0bMzMzRo4cyZEjR7h69SrTpk1j2rRprFq1StOmSpUqlC9fng0bNuQ6jsJWxqLwKzbrYnmSILyrjIwMpkyZQuXKlencuTMODg4cOnTojQWUCpIIyN8zMhGQ50lhv05qVIV6/eLM39+f0aNH51gaOTo6mo4dO2Jubo6lpSVdu3bl4cOHmscDAwPx9fXll19+0bpNKJFI+Omnn2jfvj2mpqb4+Phw4sQJwsPD8ff3x8zMjAYNGmhlLoiIiKBjx444OTlhbm5O7dq18zTrvW3bNlq3bq2zX+S61qZNG2bNmpXjelC1Ws2iRYuYNm0aHTt2pFq1aqxbt4779+9rZtNv3Qjn8bm7VBvZCBtvR2wrOVNlcH3uH7tFamz2d5AyktKJ3neDSp/Wxb6aK9ae9viOasKza494dj0zD/Hzu3GUalwO81JWfDroU65evZp5bkYGw4YNY+XKlchkslyf4//+9z/kcrlWUZZPP/2UxYsX07RpU8qVK0fv3r0ZMGAA//77r6aNn58fPXr0oHLlyri7u9O7d29atWqlVcgEoEOHDmzevDnXcRQ2ucyo0PtIVqTk3kgQ9KxVq1ZcunSJ5ORkHj58yJYtWyhbVnf7UERAXoToIje4hNz/EAmF/zqJgPzNciqNrFKp6NixI7GxsRw+fJi9e/dy69YtunXrpnV+eHg4//zzD//++y+hoaGa4zNnzqRv376EhoZSsWJFevbsydChQ5k8eTJnzpxBrVYzcuRITfvExETatm3L/v37OX/+PK1bt6ZDhw6aYhw5CQoKomPHjgX6mhQnkZGRxMTEEBAQoDlmZWVF3bp1OXHiBADhF25iaGaEtefLNKP21TOXwDy78Tjb68ZHPEGtUOFQ7WUBL/PS1pg4mGkCcksPW56EPUClVHFk/yFN8Y958+bh7++fa2GSF44ePUrNmrkXFYqPj8fW1jbHx8+fP8/x48ez3C2pU6cOp0+fJi1NvzUJjGSF/6ZRqRa/7wQhN3nbtiroSOEH5CIQzBtJYX8txB+oN6pWrRpff/01kJnua9myZZrctBcvXiQyMhI3Nzcgc2d85cqVCQkJoXbt2kDmMpV169bh4KCdU37AgAF07doVgC+++IL69evz1Vdf0apVKyAzTdeAAQM07atXr64prQyZAf2WLVsICgrSCtxfde/ePcLCwmjTpk1BvBTF0ovS2a9nHnByctI8Fv8kDiMr7TtRUpkUQws5ac+yn1FNe5aC1ECKobl2qj4jaxPSnmVW4fP8qDoXVwZzcNifPK9Yg19//ZWbN2+ydu1aTpw4wbBhw9izZw+1atXi559/xsoq+7SIUVFRuLq+uXLv8ePH+eOPP9ixY0eWx0qXLs3jx49RKBQEBgYyaJD2ZmpXV1fS09OJiYnR6Szc63QSkKvEEj1ByI0IyIsQCfmrGvV2RCCYF6GPH3A/+XahXd9Iakw3r0K7fLGXU2nkq1ev4ubmpgnGASpVqoS1tTVXr17VBORly5bNEoy/ft0XweLr5apTU1NJSEjA0tKSxMREAgMD2bFjBw8ePEChUJCSkvLGGfKgoCAaNWqEtbU1AObmLzcJ9+7d+63y+Qp5Z2hmRI3xzQD4t/0KDGWGNG/enO+//56NGzdy69Ytrl+/zuDBg5kxY0aOGzxTUlLemBXh0qVLdOzYka+//pqWLVtmefzo0aMkJiZy8uRJvvzySzw9PenRo4fm8RcVCV8t5y0IwvtLBORFii5myEWWy7xQqgt3Rkeqg+VJxdmbSiPnhZlZ9tmEsitN/aZy1RMmTGDv3r3Mnz8fT09PTExM+OSTT964UTQoKIgPP3yZau/VJTOWlpZ5fg7FmbNzZjXghw8f4uLiojn+8OFDfH19AbCytyY9XnsmXKVUkfE8DblN9ns45DYmqBQqMhLTtGbJ0+NSkNuYZmmfrspgw7oNWFtb07FjRz766CM6deqEoaEhXbp0Yfr06Tk+B3t7e60qfa+6cuUKLVq0YMiQIUybNi3bNh4eHkDmG76HDx8SGBioFZDHxsYCZPvGUZfSlW/OalMQZFKxVFIQciOigiJENzPkIiDPC5UIyIskHx8f7ty5w507dzTHrly5QlxcHJUqVSrw/oKDg+nfvz+dO3ematWqODs7c/v27RzbJyYmcvDgQa3146+WV3Z0fD+q5Hp4eODs7KxVAjshIYFTp05Rv35m/n3P6l5kJKUTF/6yAt/TsPuo1WpsvLMPUq3K2yMxkPIk7GUp7MR7caQ8TsKmQtbX9n7MA2bMmMHSpUsBUCqVZGRkBqAZGRkolTn/nPv5+XHlypUsxy9fvkyzZs3o168f33777ZteBg2VSpVlrfilS5coXbp0gZTcfhc6CcjF7ztByJX4KSlKdPBLS13IgWZJkaws3DzhcpnIdvM2AgICqFq1Kr169eLcuXOcPn2avn370rRp0zxv1ssPLy8vzcbQCxcu0LNnzzfO1O/atQtvb+8CLSJTFCUmJhIaGqqZ/Y+MjCQ0NFSzlEcikTBmzBhmzZpFUFAQFy9epG/fvri6utKpUycAynl74lCjNGE/HuPZjcfEXn3IpZ9P4NqoHMa2mXc4Up4mcXDE35pNnoZmRpQJ8ObK6lM8uXifuPAnXFhyFJsKjtkG5F9MmMT48eMpVSoztV/Dhg1Zv349V69eZdWqVTRs2DDH59iqVSsuX76sNUt+6dIlmjVrRsuWLRk3bhwxMTHExMTw+PHLTajLly/nv//+4+bNm9y8eZNff/2V+fPn07t3b63rHz16NNulLrqWpiz8tKCmBuL3nSDkRixZKUJ0MUOuVIuCNLlRqDJIyijcvLn6DMiLc+VMiUTCtm3bGDVqFE2aNEEqldK6dWvNDGhBW7hwIZ9++ikNGjTA3t6eL774goSEhBzbb9u2TWu5Skl15swZmjVrpvl83LhxAPTr1481a9YAMGnSJJKSkhgyZAhxcXE0atSIXbt2adZl2xpb4zfWn0urjnNy+k4kUnCp707lQS8r2KoVKpLuxaNMU2iOVfq0LkgknJ27H1WGCge/UlQZ2iDLGB+dv0vSzXv8/ftfmmMjR47kzJkz1K1blzp16mg2DmenatWq1KhRgz///JOhQ4cC8Pfff/P48WM2bNiglUO8bNmymjsnKpWKyZMnExkZiYGBAeXLl2fu3Lmaa0Bm9b6tW7eya9eu3F7qQhf9/F6h92FrnP3GWSGr27dv4+Hhwfnz5zXLu94Hhw4dolmzZjx79kyz/+Z9I1Gr1WINQxGhUmcQkxJUqH0YSm1wMG5eqH0Ud09TH/K/qHWF2kdZi4o0ce1Q4NcVpaT1R6FQ4OTkxM6dO6lTp06h9lUSvs5H74Uw78xPhdpHzwof0qPi279B2rFjBxMnTuTSpUtIpQV3B3PFihVs2bKFPXv2FNg139bPFzcTdKtwK8p+U38sNRwrF/h1c/o5WH/9+wLv6036VJhYYNcSAXnJCsjz87taLFkpQqQSQySFfNNCoXqOeA/2ZvFpT974+Le9V3D8v/NvbJMb47eYIV+5ciUdOhR8EC8UjNjYWMaOHavJ9CK8ma2xdaH3ER4f9U7nt2vXjiFDhnDvXsHOIhsaGhbaXZ38injH1ygvxAy5/umjYrGQPyIgL2IMJOa5N3oHahQo1YmF2kdOjhw5QocOHXB1zSz+8aJi36vUajXTp0/HxcUFExMTAgICuHnz5huvO3v2bGrXro2FhQWOjo506tSJ69eva7UZN24ctra2uLm5sXHjRq3H/vrrL61ANz49Nse+zh24TPyT59Rr9zI39cE/TvJdn5UMqfkVfStOIikhaw7lxLhkVkzYxJCaXzGs9nTmjF9MYqL212H37t3Uq1cPCwsLHBwc+Pjjj7U2EH766aecO3cuS8U/oWhwdHRk2rRpmkwtwpvpIkgLj3v3YHPMmDFaaTYLwqBBg6hQoUKBXvNtqNQqbsW9uchVQbCRi4D8VSqVinnz5uHp6YlcLqdMmTJZNgjfunWLZs2aYWpqSvXq1TUFtQCePn1Kjx49KFWqFKamplStWpXff/9d63x/f39GjhzJmDFjsLe319RaCAoKwsvLC2NjY5o1a8batWuRSCTExcVpzj127BiNGzfGxMQENzc3Ro8eTVLSm5e7rlixgvLly2NkZESFChVYv3691uMSiYRffvmFzp07Y2pqipeXF0FB2a8ISEpKwtLSkr///lvr+NatWzEzM+P58+dvHEtxJQLyIkYmLdyAHCBdFVfofWQnKSmJ6tWrs3z58hzbzJs3jyVLlrBy5UpOnTqFmZkZrVq1IjU1NcdzDh8+zIgRIzh58iR79+4lIyODli1ban6B/Pfff2zatIk9e/Ywb948Bg0axJMnmbPg8fHxTJ06VWtM8ek5z5DvWR9M449qa92+TkvNoGrjCnQYmvNSoJUTf+de+EO++G0wY1cO4PyJiwwZMkTzeGRkJB07dqR58+aEhoaye/dunjx5wkcffaRpY2RkRM+ePVmyZEmO/QhCcaGLIC02NY5nqYW7H6Q4u5f4kBRl4VYKNZDIsDQq/L9rxcnkyZOZM2cOX331FVeuXGHTpk1ZimhNnTqVCRMmEBoaire3Nz169EChyNxLkZqaSs2aNdmxYweXLl1iyJAh9OnTh9OnT2tdY+3atRgZGREcHMzKlSuJjIzkk08+oVOnTly4cIGhQ4cydepUrXMiIiJo3bo1H3/8MWFhYfzxxx8cO3Ysx0JoAFu2bOHzzz9n/PjxXLp0iaFDhzJgwAAOHjyo1e6bb76ha9euhIWF0bZtW3r16qVJ//kqMzMzunfvzurVq7WOr169mk8++QQLC4vcX+RiSKwhL2IS0i+TqLhWqH2YytyxludeErowSSQStmzZosm4AJmz466urowfP54JEyYAmQGzk5MTa9asoXv37nm69uPHj3F0dOTw4cM0adKEefPmce7cOTZv3gxkFn/Zvn07tWvXZujQoVSsWJGxY8cCmTNGf4UvJ12V9Q1AQmwioxrO5NugsZT2cs7y+NVTEczu9xMrTn+DmeXLJSn3Ih4yud0CAv8aRbmqmTNtJjfK0LVjD+7evYurqyt///03PXr0IC0tTRPs//fff3Ts2JG0tDRNruwjR47wwQcfEBcXpyks8qqSsLZYyF1J+Tr32z2B2NS4Qu1jet3R1HaulnvD99ChOydZcK5wN3m7mbvwY4uZhXLt4riG/Pnz5zg4OLBs2bIs1Vvh5RryX375hYEDBwKZqV0rV67M1atXqVixYrbXbd++PRUrVmT+/PlA5gx5QkIC586d07T58ssv2bFjBxcvXtQcmzZtGt9++61m7fagQYOQyWT89NPL/R3Hjh2jadOmJCUlZfv7pmHDhlSuXJlVq1ZpjnXt2pWkpCRNFVuJRMK0adOYOTPzeyEpKQlzc3N27txJ69ats6whP336NA0aNODOnTuawnClSpVi3759NG3aNM+vt76JNeTFmIG08N/5pSjvoy6CpdsjIyOJiYkhICBAc8zKyoq6detq3a7LTXx85oyYra0tkFn+/MyZMzx79oyzZ8+SkpKCp6cnx44d49y5c4wePVpz7uOUe9kG4wA3zt7GyMQQ1/L5yyUdHhqNqaWJJhiXIuXD1p2QSqWcOnUKgJo1ayKVSlm9ejVKpZL4+HjWr19PQECAVuGaWrVqoVAoNOcJQnHmaV34JePD424Xeh/F1U0dvDbldfA1Lk6uXr1KWloaLVq0eGO7V6sKvyiu9ejRIyAzn/7MmTOpWrUqtra2mJubs3v37iwVhGvW1J54u379epY9Lq9vQL9w4QJr1qzB3Nxc89GqVStUKhWRkZE5PqfXU4g2bNiQq1ev5viczMzMsLS01Dyn19WpU4fKlSuzdu1aADZs2EDZsmVp0qRJtu1LAhGQFzGGUutC70NNOmmq7H8I9CkmJgYgy607JycnzWO5UalUjBkzhoYNG1KlShUgM59w7969qV27Nv3792ft2rWYmZnx2WefsXLlSlasWEGFChVo2LAhh87szfHaT+4/w8rOPN/ZFuIfP8fS9mXlSAsjG4wM5dja2mqel4eHB3v27GHKlCnI5XKsra25e/cuf/75p9a1TE1NsbKyIiqq8DdiCUJh87Qq/GAt+P7ZQu+jOFKpVZx4cC73hu9IF2+6ipPs7mxm500VhL///nsWL17MF198wcGDBwkNDaVVq1ZZNm7mVLH4TRITExk6dKimzsCLGgw3b96kfPny+b7eq/JbgXnQoEGaNKqrV69mwIABJXqPjgjIixgDiQUSCr/McKqi8HPP6sOIESO4dOmSZnnKC4GBgYSHh3Px4kU6d+7M7NmzNbPPs2bN4tixYwwcOJApwwNzvHZGagaGcsMcH88rG3nWKoQxMTEMHjyYfv36ERISwuHDhzEyMuKTTz7JkhXHxMSE5OTkdx6HIOhbeesyhd5H1PN73Hx2u9D7KW7CHl/jcUrOG9gLigjItXl5eWFiYqJVxTa/goOD6dixI71796Z69eqUK1eOGzdu5HpehQoVOHPmjNaxkJAQrc9r1KjBlStXtCoMv/gwMjLK9ro+Pj4EBwdnGeO7Vk/u3bs3UVFRLFmyhCtXrtCvX793ul5RJwLyIkYikWCgg1ny1CK4bMXZOXNd9sOHD7WOP3z4UPPYm4wcOZLt27dz8OBBSpcunWO7a9eusWHDBmbOnMmhQ4do0qQJDg4ONG1fn1uX75CSmP2SFXMbM5Li8x8IWzlYkBD7coe6o0lpFAoFsbGxmue1fPlyrKysmDdvHn5+fjRp0oQNGzawf//+LMtTYmNjcXDIvrS4IBQn5a3cddLP/jvBuTd6z+jiNZEioZxV4b/pKk6MjY354osvmDRpEuvWrSMiIoKTJ0/y66+/5vkaXl5e7N27l+PHj3P16lWGDh2a5e9mdoYOHcq1a9f44osvuHHjBn/++admBvrFzPMXX3zB8ePHGTlyJKGhody8eZNt27a9cVPnxIkTWbNmDStWrODmzZssXLiQf//9V7MX7G3Z2Njw0UcfMXHiRFq2bPnGv+slgajUWQQZSa3JUD0t1D5UpJOqfICJQalC7Sc/PDw8cHZ2Zv/+/ZqCCAkJCZw6dYrPPvssx/PUajWjRo1iy5YtHDp0CA8Pjze2HTp0KAsXLsTc3BylUklGRgYA159eAEClyn6fc1kfV+KfJJIUn4yZlWmen5enbxmSE1KIvHQXjyqlcTJ148CBA6hUKurWrQtAcnJylqUwMpns/8fz8o1TREQEqamp+Pn55bl/QSiq7EyssZFb8SytcDOhHLp7in6VPsbEoPhugC1I8WnPOf7g3Wop5IWruZNeXvOCLNRTGL766isMDAyYPn069+/fx8XFhWHDhuX5/GnTpnHr1i1atWqFqakpQ4YMoVOnTpr9Uznx8PDg77//Zvz48SxevJj69eszdepUPvvsM+RyOZC5zvvw4cNMnTqVxo0bo1arKV++PN26dcvxup06dWLx4sXMnz+fzz//HA8PD1avXo2/v3+en1NOBg4cyKZNm/j000/f+VpFnQjIiyC51JEkIgq9n0TFdZ0G5ImJiYSHh2s+j4yMJDQ0FFtbW8qUKYNEImHMmDHMmjULLy8vPDw8+Oqrr3B1ddXKxtKiRQs6d+6secc+YsQINm3axLZt27CwsNCsy7ayssqyXu+XX37BwcFBk3e8YcOGBAYGsvfILn7+41dKeTppZUh5lXulUpjbmHLj3G38mr28FRf3+DnxT57zMDozXeLdGzEYm8mxc7HG3NqUUuWdqNa4Ar9N/5shM3py+cl1Ro4cSffu3XF1dQUyC5D88MMPzJgxgx49evD8+XOmTJlC2bJltYLvo0ePUq5cuXday+c4Rbc71B99d1in/RWGwMBAtm7dSmhoqL6HUuJUta/AkXunc2/4DpIyktkTdZSO5T8o1H6Kix2RB0hXFn6hmKr22WcEed9JpVKmTp2aJeUggLu7e5ZlitbW1lrHbG1ts63j8apDhw5le/zDDz/kww9fVq/99ttvKV26tFYGkNq1a+e7iuxnn32W68TZ617Nfe7v759tm3v37mFnZ0fHjh3zNZ7iSCxZKYLkMqdCr9gJkKF6Rqoy99tcBeXMmTP4+flpAsxx48bh5+fH9OnTNW0mTZrEqFGjGDJkCLVr1yYxMZFdu3Zp/bKIiIjQ5BGHzIIE8fHx+Pv74+Liovn4448/tPp/+PAh3377rVYe7zp16jB+/Hg+6diFU7vCGPRdlxzHL5VJafJRbU68VqXzwOYTfNV5Eb999Q+QWcnzq86LOH/giqbNsO974OLhyKx+y2jbti2NGjXSShHVvHlzNm3axNatW/Hz86N169bI5XJ27dql9abi999/Z/DgwW9+oYUiIyUlBTMzM603ooK2us6+OuknKGIfyiK2TE8f0pTp/C/ykE760tXXVsi7H3/8kZCQEG7dusX69ev5/vvvi+Ta7OTkZCIiIpgzZw5Dhw7Ncf16SSJmyIsgiUSGscyFFOWdQu/recZljGVOuTcsADm9A36VRCJhxowZzJgxI8c2r1avhOzfeWfHyckpy7kAIyYNwaNb3na+t+rXmMntF/Dk3jPsS9kA8NGolnw0quUbzzO3NmX4gp7UdWqJt3X1bNt07979jbnWL1++TGhoaJbMK0LRtXfvXsqWLYunp2eWxwIDA7l9+7ZmDef7qoZTFQwkMhRqZaH28yjlKYfunKBFmYa5Ny7Bdt8+Qnx64Vc6NJHJqWav/2qkgrabN28ya9YsYmNjKVOmDOPHj2fy5Mn6HlYW8+bN49tvv6VJkyZFcnyFQcyQF1HGMt1sXshQPSNFcVcnfRVV5x8fyXNbawcLBn37CU8fxOW7HwkS3MyzBmZ59eDBA9atW4eVVckuQ/2i5PPIkSOxsrLC3t6er776SvPG68cff9SUfnZycuKTTz7RnKtSqZg9ezYeHh6YmJhQvXp1rfLLa9aswdraWqu/rVu3ZkmlNWfOHJycnLCwsGDgwIFZKsWqVCpmzJhB6dKlkcvl+Pr6smvXrizPZdu2bVq3h4WszA1NqWTnpZO+fr3053tduTMm6TEbrm7RSV++jpUxlL17ViqhYP3www/cv3+f1NRUbty4oVnPXtQEBgaSkZHB/v37MTd/Pyq9ioC8iDLW0bIVgISMi6jUGTrpq6iJSY7mQXL+cnrXDKhChVo5bxzNiYNJKUwM8p8X9oWAgABatWr11ucXJ2vXrsXAwIDTp0+zePFiFi5cyC+//MKZM2cYPXo0M2bM4Pr16+zatUurUMTs2bNZt24dK1eu5PLly4wdO5bevXtz+HDe17H/+eefBAYG8t1333HmzBlcXFz48ccftdosXryYBQsWMH/+fMLCwmjVqhUffvghN2/e1LRRqVRs3779vVj7+K7qOGd/16igPc9IYvmF9Trpq6hRq9UsCV1DijJNJ/3p6msqCCVF0XtbJAC6XbaiVCcTnx6Kjbx27o1LkAxVOidiss5qFhZ3C7HBKa/c3Nz44YcfkEgkVKhQgYsXL/LDDz8wa9YszMzMaN++PRYWFlqbXtPS0vjuu+/Yt28f9evXB6BcuXIcO3aMn376Kc/llhctWsTAgQM1ZatnzZrFvn37tGbJ58+fzxdffKFZYjR37lwOHjzIokWLWL58OQAnT54E0GTSEXJW19mXXy79kXvDAnAqJpRDd07i71ZPJ/0VFf+LPMjFJ9d10pdUIqW2U7XcGwqCoCFmyIswY5nuMqCkKKNJVkTn3rAECXm4n8QM3dy+liClrIVYT5lX9erV01pGUr9+fW7evEmLFi0oW7Ys5cqVo0+fPmzcuFFTJCk8PJzk5GQ++OADrbLPL3L95tXVq1ezBNEvAnzITMV5//79XEtFb9u2jfbt22vSWR49elRrXN999x0bN27UOrZx48a8v0gliLOZA5VsdbNsBWDVxd/fq6UrMUmPWXPlH531V9OxClZyC531JwglgZghL8KMZc5IMECNQif9xaefx0hqh4H07ZdVFBdH7p7icaruMsyUsfDC2CDvucuF7Jmbm3Pu3DkOHTrEnj17mD59OoGBgYSEhJCYmAjAjh07KFVK+83sixy7Uqk0yybgF3noC1pQUBBz5szRfF6rVi2ttIlLlizh3r17zJ07V3PMyUk3G6yLolZlG3Ml9mbuDQvAi6Ur0+rmXOykpFCr1Sw+v5pUHS1VAWhVtknujQRB0CJmyIuwF8tWdEWNgmfpp4tcBc+CdjvhLktD17Hm8jGS0syRSQr/fWkF6xqF3kdJ8np10pMnT+Ll5YVMJsPAwICAgADmzZtHWFgYt2/f5sCBA1SqVAm5XE50dHSWks9ubm4AODg48Pz5c5KSXlZOfT23uI+PT7b9v2BpaYmrq+sbS0XfvHmTqKgoPvjgZd5rExMTrTHZ2tpiYWGhdczC4v2dVWxYqhbmhrp703oqJpRdt4t/jvzcbAnfzaWnuZdVLyh2xjbUchbLVQQhv8QMeRFnZuCpk3XkL2SoYolLD8HaqE6WzBMlQUzSY74+sUgzW7Qj8iw+tm7UdXUmWZFQKH3ayB1wMi3ZJX8LWnR0NOPGjWPo0KGcO3eOpUuXsmDBArZv386tW7do0qQJNjY2/O9//0OlUlGhQgUsLCyYMGECY8eORaVS0ahRI+Lj4wkODsbS0pJ+/fpRt25dTE1NmTJlCqNHj+bUqVNZ0g5+/vnn9O/fn1q1atGwYUM2btzI5cuXKVeunKbNxIkT+frrrylfvjy+vr6sXr2a0NBQzZKTbdu2ERAQgKmpuCuSV3KZES3LNubf8N0663NF2EasjCyo71oy3zDvjw7W6VIVgLYe/sgkYq5PEPJLBORFnJHMFiOpI+mqRzrrM0V5F0mGEdZGJas8+7PUeKaf+IHY1Dit41dj73An4TGfVKhFsvJxgfdb1GbHi0PlzL59+5KSkkKdOnWQyWR8/vnnDBkyhODgYP79918CAwNJTU3Fy8uL33//ncqVKwMwc+ZMHBwcmD17Nrdu3cLa2poaNWowZcoUILPC3YYNG5g4cSI///wzLVq0IDAwkCFDhmj67tatGxEREUyaNInU1FQ+/vhjPvvsM3bvfhkojh49mvj4eMaPH8+jR4+oVKkSQUFBeHllroPetm1bkSy2UdS182jO1oi9qHR0l06lVjHv7CqmG4zCz7GyTvrUlRP3z7EkdC1q8lanoSAYSQ3FchVBw9/fH19fXxYtWqTvoRQLEnVeq6oIepOmfMTTtKM679fUoBxWhr4lYqb8RTC+5ZsNmJe2xquLb7bt2nnUxNI4FaW6YNbtG8tM6VxuCPv27OfLL7/k3Llzmk1+hSE1NZXIyEg8PDy0qpsWJ8X9l/iTJ09wcXHh7t27hbYmvCR8nXPy/ZlVHLl3Wqd9ymVGTK0zosQE5ScenGfemZ9QqHSz/+iFNu5NGV69j876y+nnoMO2QTobA8B/HX/RaX/FRXH/XV4Q8vO7WtxXKgbkMkcMpbY67zdZcYv49HOo1SqOHDlChw4dcHV1RSKRsHXr1iztAwMDqVixImZmZtjY2BAQEJBlLe7r8nLd+fPn4+joiKOjIwsWLNB67NSpU9SsWROFIuc/PPcSY5h4dDZhFy7w6NxdPNq//KP74MRtTn69k919NrC9069s2r+H0IcJmBpYatqsnv4PEz6Yw8DqUxhR/xt+GL6G+7e071jcuniHOf1XMaz2dIbV+Zp5A38h+tp9qtjVw0BqSOvWrTE0NHxvs2i8T2JjY1m4cOF7vUHzXfSq2BEDiUynfaYp05lxainH75/Vab+F4UD0ceaErNB5MC6XGdG9Qged9ikIJYkIyIsJS0P9zNwkK2/zNO0oCc9jqV69uibHcna8vb1ZtmwZFy9e5NixY7i7u9OyZUseP855GUhSUtIbrxsWFsb06dPZvHkzv//+O9OmTePixYsAKBQKhg0bxsqVK3OsNHY1NpyJR+fwMPkJkTuu4NLAAwOTl9XjlKkZ2FZyxqdv7VfOucPf1y5iKnMAwL1yKQZ915U5OyYw8ZeBoFYzb+AvqJSZt9VTk9L4ftCv2LlY8/UfI5m28TNMzOTMH/QbHmYvv279+/dnyZIlOb4WQsng7e3NqFGj9D2MYsvV3IkPyjbWeb8KlYK5Z35iZ+QhnfddENRqNVvCd7Po/GqdLfl51YflArA1ttZ5v8WRv78/o0aNYsyYMdjY2ODk5MTPP/9MUlISAwYM0Gz23rlzp+YcpVLJwIEDNVWIK1SowOLFi7Wue+jQIerUqYOZmRnW1tY0bNiQqKjMwncXLlygWbNmWFhYYGlpSc2aNTlz5kyOY4yOjqZjx46Ym5tjaWlJ165defjwZWaywMBAfH19Wb9+Pe7u7lhZWdG9e3eeP3+e7fVmzJhBlSpVshz39fXlq6++ytfrV1KJgLyYkMsckUsd9dJ3uuoJtZoZ8NU3o+jcuXOO7Xr27ElAQADlypWjcuXKLFy4kISEBMLCwnI8p02bNsyaNSvH6167do1q1arRvHlzWrRoQbVq1bh27RoA33//PU2aNKF27awFjdRqNf+G72ZK8HyepyeiVqp4cPw2TrXdtNqVbuaFdzc/7Ku5ah1PVKSy5vIxktMtCOjekIq1y+FQ2hb3yqX5eExrYh/E8fjeMwDu33pEUnwyH41uiUs5R0p7OdNpRABxTxK4G31Xc80OHTpw5syZfOXEfh8dOnTovb7FKUCPCh0wlsl13q9KreLHsA18c3IJT1PidN7/23qY/IRpxxfw2+W/dLpm/AULQzM+9mqt836Ls7Vr12Jvb8/p06cZNWoUn332GV26dKFBgwacO3eOli1b0qdPH02dBZVKRenSpfnrr7+4cuUK06dPZ8qUKfz5559A5gRVp06daNq0KWFhYZw4cYIhQ4Zolpz26tWL0qVLExISwtmzZ/nyyy8xNDTMdmwqlYqOHTsSGxvL4cOH2bt3L7du3aJbt25a7SIiIti6dSvbt29n+/btHD58WCvV66s+/fRTrl69SkhIiObY+fPnCQsLY8CAAe/8epYEYlNnMWJpVJXHqfv10reKNJ6mHcPcwCdP7dPT01m1ahVWVlZUr/72JZSrVq3KjRs3iI6ORq1Wc+PGDapUqUJERASrV6/m7Nmst5ifpsSx6PyvhD5+WaQlISoWRXI61p4O+ep/+60zWllY0pLTOfpvCA6lbbFztgLAxcMBc2tTDv99mg+HNkelUnNiy0V8fHxwd3fXXKtMmTI4OTlx9OhRypcv/3YviCC8B2yMrfiwfAB/3tihl/7PPAxjxMHpDKnSneZlGuhlDHmhVqvZefsQay7/TYoO84y/7hPvtpjpMGVlSVC9enWmTZsGwOTJk5kzZw729vYMHjwYgOnTp7NixQrCwsKoV68ehoaGfPPNN5rzPTw8OHHiBH/++Sddu3YlISGB+Ph42rdvr/n74uPz8u91dHQ0EydOpGLFzIrRLzagZ2f//v1cvHiRyMhITcrYdevWUblyZUJCQjSTYCqVijVr1mjStfbp04f9+/fz7bffZrlm6dKladWqFatXr9acv3r1apo2baqVwep9JgLyYsRQao2JzE2naRBfl6jIDHIzVNnfltq+fTvdu3cnOTkZFxcX9u7di729/Vv35+Pjw3fffafJ5zx79mx8fHw0eah3795NYGAghoaG/LDoB1LKSlh/5V+eZyRpXSflUSISqQQjq/xvgLsae4cDvx/g8tpTpCan4eLhwKTfBmNglPnjY2JuzJR1w1g0ci3bVmS+YSrnWY79e/ZnWUrj6uqquYUoCELOPvZsze7bR4hPz/53TWFLykjmh/O/cez+GUb69i1yyzEeJT9l8fnVhD25ptdxOJjY0t6juV7HUBxVq/YyV7tMJsPOzo6qVatqjr3Yg/Lo0cv9SsuXL+e3334jOjqalJQU0tPT8fX1BTIzSPXv359WrVrxwQcfEBAQQNeuXXFxyaxlMm7cOAYNGsT69esJCAigS5cuOU4MXb16FTc3N00wDlCpUiWsra25evWqJqB2d3fXqp3g4uKiNd7XDR48mE8//ZSFCxcilUrZtGkTP/zwQ15fshJPLFkpZiyNqiLFSN/D4HnGJZ6lhaBQaQe+zZo1IzQ0lOPHj9O6dWu6du36xh/QvBg2bBjXr1/n+vXrDBs2jLVr12JhYUH9+vUZNGgQW7ZsYfhXo2n/cQeWnlmTJRgHUKYrkRrK3jpjjH2jstSb34Hxv43Dxd2B5WM2kJ6WWeExPTWDX6b9hZefO1//MZKV2xbgW9WXdu3akZKSonUdExMTzS1IQRByZmpowtBqPfU9DEIehjHiwHR2Rx3R+UbJ7GQoM9h+6wAjD0zXezAOMNK3L0ay7Jc+CDl7fbmIRCLROvbib5VKlbkfYPPmzUyYMIGBAweyZ88eQkNDGTBgAOnp6ZpzVq9ezYkTJ2jQoAF//PEH3t7emqJmgYGBXL58mXbt2mkKqW3ZsqXAn8OL8WanQ4cOyOVytmzZwn///UdGRgaffPLJO42hJBEBeTEjk5hgbVRT38MAIEUZzaPU3cSln0OhyixbbmZmhqenJ/Xq1ePXX3/FwMCAX3/9tcD6fPLkCd988w1Lly7lxMkTuHqU4ueYfwiSBZORoSDpXny25xlZGqNMU6DKUL5Vv4ZmRpi7WnHdNh7/aR/xIPIxZ/deAuDE9vM8ufeMwbO74ONbgX5thrFp0yYiIyPZtm2b1nViY2NxcMjfshlBeF81LlWbhq76/32XmJHMstB1DN47mX9v7iI5IyX3kwrY8/RE/ri+nU/3fsFPFzfpdYnKCx+UaUQNx6wb9YSCFxwcTIMGDRg+fDh+fn54enpmux/Jz8+PyZMnc/z4capUqcKmTZs0j3l7ezN27Fj27NnDRx99xOrVq7Pty8fHhzt37nDnzsu78VeuXCEuLk5TjfhtGBgY0K9fP1avXs3q1avp3r07JiYmb329kkYsWSmGjA1cMVWVI1lxS99DAdQkKyJJVkRiKLXFVFYGE4PSSCWZG7JUKhVpaQX3h2Ps2LEMGjGEUykX+fHcWu7Fx3A1NjxzJEoValX2G5osPTLTRj6/E4dVObt3GsPV2LsoVCqkisw1k2kpGUikEiQSCbUc/JHLTFCoFVlmC1JTU4mIiMDPr2QVXBKEwvRZtd5cenJDb0tXXvUk9Rmrr/zNHzd20LhUbVqUaYCPrWeh9adWq7n09Dr7oo9z/P5ZTYXhosDexJZBVbrl3lAoEF5eXqxbt47du3fj4eHB+vXrCQkJwcPDA4DIyEhWrVrFhx9+iKurK9evX+fmzZuaImsTJ07kk08+wcPDg7t37xISEsLHH3+cbV8BAQFUrVqVXr16sWjRIhQKBcOHD6dp06bUqlXrnZ7HoEGDNGvbg4OD3+laJY0IyIspK8NqpCsfo1Dr5o9UUmIKkRExms+jbz/k0oVIbGzNKeXmQHJSKovnLaVlu9o4OduQ+MyINT/t4t69e3Tp0kVzXosWLejcuTMjR44EIDExkfDwcM3jkZGRhIaGYmtrS5kyZQBQqpREJtxl9b/r2HvmIM8+MuLElXAkZYxJvBfPo7N3SHmSBFIJ5qWssh2/3MoEq3J2xF59qBWQpz9PI+VxIqmxmctIku5nzrDLbUwwtjElKSaBB8cisfcthdzKmJSnSUT8E4bUSMYN5xSqpltQvWEF/vh+B//OPkjtLztw+e5l5syZg4GBAc2aNdP0dfLkSeRyOfXr13/XL4egY4GBgWzdupXQ0FB9D+W9YyW3YFi1Xsw9s1LfQ9FIVqSwO+oIu6OOUMrMiQauNfG0LountTuOpu/2hj8m6THhcVHcjIvk+P1zxCQXfPXggjDKtx+mhkVzdrMkFuoZOnQo58+fp1u3bkgkEnr06MHw4cM1qRFNTU25du0aa9eu5enTp7i4uDBixAiGDh2KQqHg6dOn9O3bl4cPH2Jvb89HH32ktUn0VRKJhG3btjFq1CiaNGmCVCqldevWLF269J2fh5eXFw0aNCA2Npa6deu+8/VKElGpsxjLUMXzOPUAUPg5Z48fuUSXNoFZjnfp5c+iVSNJTU1n5IBFnA8JJ/ZpAja2FlSvWZ7Pv/iEGrWqYiS1xkBiRVXv1vTp253pX09BIpFx5NBxAlq0yXLdgI9b0fXr/tx4FsmthDukJCdzZOxWakxophVQR++9zvWNZ5EaSqkytAFOtcrk+Bxu77zK3UM3aTT3Q82xO/tvcGFp1iqoXt38qNCjBqmxSVxYdoz4iCdkJKUjtzLBtrIz3t18MS9lDUAl2zKY305i58qjXLl8BalUip+fH99++y316tXTXHPo0KFIJBJWriy8wCIvVcHWX/++0PrPTp8KE3XaX2F424A8JSUFe3t7Lly4gKdnwc2kluRKnTmZd+Ynjt4Lyb2hnlkYmeNpVZby1mXwtC6Lm7krxgZyDKUGyGVGqFGTrswgXZVBqiKN6Of3CI+LIjwuilvx0SRmFP09Jq3KNmGkb199D+O9/Dko7tRqNV5eXgwfPpxx48bpeziFLj/foyIgL+YSM26SkJFznu/iaOm561x6WvDLcZRpCg6O+JuaE5phU7HgqigaSA2Y03ASFWxzTt305MkTKlSowJkzZzS3GAuDCMgLx9sG5EFBQXz55ZdcuXKlQMfzPgYiyRmpTDo6m6jn9/Q9lPeat7UHsxtNKhIbOd/Hn4Pi7PHjx2zevJnJkydz584dbGxs9D2kQpef71GxqbOYMzPwRC4tWSW6bYzNCuW6MrkBvp83JT2hYNdhDqrS7Y3BOMDt27f58ccfCzUYLyn8/f0ZOXIkI0eOxMrKCnt7e7766itezB38+OOPeHl5YWxsjJOTk9YufZVKxezZszXV7KpXr87ff/+teXzNmjVYW1tr9bd169Ys2XfmzJmDk5MTFhYWDBw4kNTUVK3HVSoVM2bMoHTp0sjlcnx9fdm1a1eW57Jt2zY+/PDDLMeF/DM1NGZa3ZFYGJnreyjvLVtja6bUGVEkgnGh+HF0dGTGjBmsWrXqvQjG80usIS/mJBIJ1vJaPE49gEqt+53/hcFaXnjrEu2ruhTo9QLKNKSdR7Nc29WqVeudN8O8T9auXcvAgQM5ffo0Z86cYciQIZQpUwY/Pz9Gjx7N+vXrNesQjx59ueRo9uzZbNiwgZUrV+Ll5cWRI0fo3bs3Dg4ONG3aNE99//nnnwQGBrJ8+XIaNWrE+vXrWbJkiVbxisWLF7NgwQJ++ukn/Pz8+O233/jwww+5fPmypuCGSqVi+/btbN26tUBfm/eZs5kDX9YaxvQTP6BUv13GJOHtGEkNmVpnBHYm1voeilBMiQUZbyYC8hJAJjHGTt6Ip6mHUZGe+wlFnI1c9yWz30ZdZ19GVtf/OsqSyM3NjR9++AGJREKFChW4ePEiP/zwA7NmzcLMzIz27dtjYWFB2bJlNVlr0tLS+O6779i3b59m42y5cuU4duwYP/30U54D8kWLFjFw4EAGDhwIwKxZs9i3b5/WLPn8+fP54osv6N69OwBz587l4MGDLFq0iOXLlwNo8v+KjUsFq5pDRQZX6cbKi5tybywUmFG+/fC2EXf4BKGwiCUrJYSh1BJbeUMkJeA9lpVc/4WPclPFzptJtYYik8r0PZQSqV69elrLSOrXr8/Nmzdp0aIFZcuWpVy5cvTp04eNGzdqCi2Fh4eTnJzMBx98gLm5ueZj3bp12ebrzcnVq1ezBNGvZsZJSEjg/v37NGzYUKtNw4YNuXr1qubzbdu20b59e6RSKdHR0Vpj+u677/L1egja2pVrTodyLfQ9jPdGN+/2+LvVy72hnoiZV6Goys/3ZvGP3gQNI5kttvJ6PE07ji4yrxQWS3nR/rYsb1WGr+qOEuso9cDc3Jxz585x6NAh9uzZw/Tp0wkMDCQkJITExMziVDt27KBUqVJa58n//66LVCrN8gsyIyOjUMYaFBTEnDlzAHB1ddXaEGpra1sofb5PBlfpTpoynT1RWbMkCQWnU/mW9PbppO9hZOtFpcjk5GRRYEYokl5MGL1e1TQ7RTvyEfJNLnPCVl6P2LSTFNeg3FL+duXtdaGUuTPf1B9bZPPvlhSnTp3S+vzkyZN4eXkhk2XekQgICCAgIICvv/4aa2trDhw4wAcffIBcLic6OjrH5SkODg48f/6cpKQkzMwyNw+/njnFx8eHU6dO0bfvy+VIL5afAFhaWuLq6kpwcLBWP8HBwdSpUweAmzdvEhUVxQcffABkVqgryLSHQub+mRHV+6BQKTlw57i+h1MitfdozsAqXfU9jBzJZDKsra159OgRkJmL+/UN2oKgD2q1muTkZB49eoS1tbXmb9ebiIC8BDKWuWArb8CztBOoKX4bnywMQYoEFUXrNqS7ZWkC632OldxC30Mp8aKjoxk3bhxDhw7l3LlzLF26lAULFrB9+3Zu3bpFkyZNsLGx4X//+x8qlYoKFSpgYWHBhAkTGDt2LCqVikaNGhEfH09wcDCWlpb069ePunXrYmpqypQpUxg9ejSnTp1izZo1Wn1//vnn9O/fn1q1atGwYUM2btzI5cuXtTZ1Tpw4ka+//pry5cvj6+vL6tWrCQ0NZePGjUDmcpWAgABMTU11+bK9d6QSKZ/79cdQasDuqCP6Hk6J0ql8yyIdjL/g7OwMoAnKBaEosba21nyP5kYE5CWUscwJW3kDYtOOF7ugXCaVYCW34Flagr6HouHr4MPk2sPFzLiOvCj3XKdOHWQyGZ9//jlDhgwhODiYf//9l8DAQFJTU/Hy8uL333+ncuXKAMycORMHBwdmz57NrVu3sLa2pkaNGkyZMgXIXCqyYcMGJk6cyM8//0yLFi0IDAxkyJAhmr67detGREQEkyZNIjU1lY8//pjPPvuM3bt3a9qMHj2a+Ph4xo8fz6NHj6hUqRJBQUGaDCvbtm2jX79+OnzF3l9SiZQR1fsglxkRdGufvodTInTzbl9kl6m8TiKR4OLigqOjY6EtPxOEt2FoaJinmfEXRGGgEi5dGcuz9JMoi1lKxHmnLxIRf1ffwwCguVt9Rvn2w0Ba9N+/loRCGf7+/vj6+rJo0SJ9D+WtPHnyBBcXF+7evYuTU+HUd/1WGwAABqxJREFUCCgJX+fC8L/Ig6y6uFmkRHxLRlJDRvr2pZlb/dwbC4JQoESWlRLOSGaLg3GLYlc8yMa4aBT/6ObdnrE1BhaLYFwoGmJjY1m4cGGhBeNCztp6NGNmg7GieNBbsDW2ZnajiSIYFwQ9EVHGe0AqkWMrb0ii4jrPM65AEVubnR2bQiwOlBcmMjnDqvemufjjJOSTt7c33t7e+h7Ge6uqfUUWNpnKt6eXcTvhnr6HUyx4Wbsztc5IUfRHEPRIBOTvCYlEgoVhRYykdjxLP41KnZr7SXpkpceAvIJNOcbXHISLmaPexvA+O3TokL6HIBRzzmYOzGs8mWWh6zhy77S+h1OktSzbmKFVe4o0roKgZyIgf8/IZQ44GLfgWdpp0lWP9T2cHFnroTiQVCKli1dbelToIAr+CEIxZ2JgzMRaQ2jgWpOVYRuIS3uu7yEVKXbGNoz07Ustp6r6HoogCIiA/L0kkxhjJ2/M84yrJCquURSXsFjruDiQo4kd42oOorKdl077FQShcDV0rUkVO29Whm3k2P0z+h5OkRBQpiGDqnTDzFCk5RSEokIE5O8piUSCpVElTAxKk5B+gTRV0crhqqtqnQZSAzqV/4Cu3u0wMSg52SpUquJZFErIG/H1zR8ruQVf1B5Go/tnWBm28b2dLc+cFe9DLadq+h6KIAivEQH5e85QaomdcWNSFfeJzwhDqU7S95AAsDQq/GprtZ2qMahKN1zNS042DCMjI6RSKffv38fBwQEjIyNRua4EUavVpKen8/jxY6RSKUZGul/aVZw1dK2Fn0MVtkbsZmv4HlKUafoekk6YGZrysWdrPiwfgFwmvmcEoSgSecgFDbVaRbIikueKa0Vi0+foA/tJU6YX+HW9rT3oX/kTqtpXKPBrFwXp6ek8ePCA5ORkfQ9FKCSmpqa4uLiIgPwdxKUl8Mf17eyKOoJCpdD3cAqFkdSQ9uWa08WrLeZGZvoejiAIbyACciELtVpJkuIWiRnXUaG/GaTA4yE8SHpSYNfzdfDhw3IfUMupaomfNVar1SgUCpRKUSClpJHJZBgYGJT472FdiUl6zO/Xgzhy9zSKElJQyFBqQHO3BvSo0AE7Ext9D0cQhDwQAbmQI5VaQYryDimKaNJVBRcY59Xis9e4Ehv5Ttcwkhri71aPD8sFUNayVAGNTBCEkuZpShz/u32QXbcPk5CeqO/hvBUbuRVtPPxp494Ua7mlvocjCEI+iIBcyBOFKokUZTQpimgUat38sVp3+Q7B9y+91bmlzJ1pVroerd2bYiW3KOCRCYJQUmWoFJy4f47dUUe4+OQ66iKYhepVUiT4Olamddkm1HGuLlK2CkIxJQJyId/SlbH/H5zfLdQlLf9FPGH7rZA8ty9nVYYGLjWo71KDMpauhTYuQRDeD09SYjkdc4FTMRe4+OQaGUVkrbmRzAhfBx/qOFenjlN1bIyt9D0kQRDekQjIhbemVqtIUz0kTfmIdFUsGao4oODSsR29m8iGq0dzfNxaboGXtQfV7CtS37UGTqb2Bda3IAjCq1IUqZx/dJnTMRe4+PQGj5J1u4zPxcyBqvYVqetcneoOlUS2FEEoYURALhQYtVpJuuoZGapnZKjiUagTUKgSUPN2G6XCHqexPPQAABaGZpS1LIW3jQde1h5423jgaGpXkMMXBEHIs4T0RCLiogiPiyIiPvPfR8lP33mJixQJTmYOeFqXxdOqLOWtMz/MRREfQSjRREAuFCq1Wo1SnYRSnYoaBWq18v//VaD6/39ffI5EghQjpBI5UokRqRkynmdIcDS1K1FFewRBKJkUKgVxaQnEpsbzLDWe2NQ4YtPiSc5IQaVWofz/LC4yiQypRIqZoQm2xtbYGlthI7fG1tgaa7mFWAcuCO8hEZALgiAIgiAIgh5J9T0AQRAEQRAEQXifiYBcEARBEARBEPRIBOSCIAiCIAiCoEciIBcEQRAEQRAEPRIBuSAIgiAIgiDokQjIBUEQBEEQBEGPREAuCIIgCIIgCHokAnJBEARBEARB0CMRkAuCIAiCIAiCHomAXBAEQRAEQRD0SATkgiAIgiAIgqBHIiAXBEEQBEEQBD0SAbkgCIIgCIIg6JEIyAVBEARBEARBj0RALgiCIAiCIAh6JAJyQRAEQRAEQdAjEZALgiAIgiAIgh6JgFwQBEEQBEEQ9EgE5IIgCIIgCIKgRyIgFwRBEARBEAQ9EgG5IAiCIAiCIOiRCMgFQRAEQRAEQY9EQC4IgiAIgiAIeiQCckEQBEEQBEHQo/8D/p9EQAp4t8YAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 4 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Get visualisation of model statistics\n",
+    "model_info.visualise()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3. Find EGCs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Imports\n",
+    "from refinegems.classes.egcs import GreedyEGCSolver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<refinegems.classes.egcs.GreedyEGCSolver at 0x33083d300>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Initialise EGCSolver object\n",
+    "egc_solver = GreedyEGCSolver(chunksize=11)\n",
+    "egc_solver"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'ATP': 1.0000000000000002,\n",
+       " 'CTP': 1.0,\n",
+       " 'GTP': 1.0,\n",
+       " 'UTP': 1.0000000000000002,\n",
+       " 'ACCOA': 0.9999999999999998,\n",
+       " 'PROTON': 4.000000000000001}"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Find EGCs & show which metabolites cause EGCs (with the fluxes)\n",
+    "egcs = egc_solver.find_egcs(cobramodel, with_reacs=True)\n",
+    "egcs[1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 4. Growth & Auxotrophy tests"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Imports\n",
+    "from refinegems.analysis.growth import test_auxotrophies, growth_analysis\n",
+    "from refinegems.classes.medium import load_medium_from_db"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Media file path\n",
+    "media_file = './test_files/media_config.yml'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs4AAAJACAYAAACdVuCEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8g+/7EAAAACXBIWXMAAA9hAAAPYQGoP6dpAABT5klEQVR4nO3deXwNZ///8fdJSCK7EAkVEtRSpJa2ao/a11qqqlprq5QSqtVo7dUUtZQqbe8Wt1J3tarLXdLaUpTWWnorRe0k1iQEQTK/P/xyvo4kzCHJSY7X8/E4D+aaOdd85pzJ5H0m18yxGIZhCAAAAMBtuTi6AAAAACA/IDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4A/lYaGio2rRpk2P9r127VhaLRWvXrs2xddxOaGioevbsma199uzZU6Ghodnap1nx8fF66qmnVKRIEVksFk2fPj1H12exWDRmzJgcXQekMWPGyGKx2LRltu/u27dPzZo1k5+fnywWi5YtWyZJ2rx5s+rUqSMvLy9ZLBbt2LEjdwq/D9z6Pjj6mIb8j+CM+9rBgwc1cOBAlS9fXp6envL09NRDDz2kAQMGaOfOnY4uT5K0e/dujRkzRocOHXJ0KfnGiRMnNGbMmDwXQIYMGaKYmBhFRUVpwYIFatGiRa6uf968ebJYLNqyZYu1LT30BQUF6dKlSxmec+uHs/TgkdVjwoQJWa7/xRdflMViyfLD3oULF/T6668rLCxM7u7ueuCBB/TUU09lWld+1KNHD+3atUsTJkzQggUL9Mgjj+jatWvq3Lmzzp07p2nTpmnBggUqXbq0o0vN1KVLlzRmzBhCJ+5rBRxdAOAoP/zwg7p06aICBQqoW7duevjhh+Xi4qI9e/Zo6dKlmj17tg4ePOjwX2K7d+/W2LFjFRERketnShs0aKDLly/Lzc0tV9d7r06cOKGxY8cqNDRU1apVs5n3ySefKC0tzSF1rV69Wk8++aSGDRuWK+u7fPmyChQwd5g/deqUZs+erVdfffW2y1WqVEkLFizI0L5gwQL99NNPatasWabP27Jli+bNmycPD49M5ycmJqphw4Y6duyY+vbtq3Llyun06dNat26dUlJS5OnpaWo78oq9e/fKxeX/zk1dvnxZGzdu1JtvvqmBAwda2/fs2aPDhw/rk08+0QsvvOCIUk27dOmSxo4dK0mKiIhwbDF3Kb8e05B3EJxxXzpw4ICeeeYZlS5dWqtWrVLx4sVt5k+cOFEffvihzS++zCQnJ8vLyysnS3UoFxeXLINOflWwYEGHrfvUqVPy9/fPtv6uXLkiNze3LPdTe967atWqafLkyXr55ZdVqFChLJcLCgrSc889l6F97NixevDBB/Xoo49mmGcYhgYNGqTu3btr1apVmfYbFRWlw4cPa9u2bQoLC7O2Dx8+3PQ25CXu7u4206dPn5akDO//qVOnMm2/F85+XLoXznhMQ+5iqAbuS5MmTVJycrLmzp2bITRLUoECBTRo0CCFhIRY23r27Clvb28dOHBArVq1ko+Pj7p16ybpxi+qV199VSEhIXJ3d1eFChX03nvvyTAM6/M7duyoGjVq2Kynbdu2slgs+u6776xtv/32mywWi5YvX6558+apc+fOkqRGjRpZ/xx+659K169fr8cee0weHh4qU6aM/v3vf5t6HRYvXqyaNWvKx8dHvr6+qlq1qt5//33r/MzGA0ZERKhKlSrauXOnGjZsKE9PT5UrV05fffWVJCk2Nla1atVSoUKFVKFCBa1cudJmnVmNMc5snOitzp07p2HDhqlq1ary9vaWr6+vWrZsqT/++MOm5vTw1qtXL+trNm/evCzXb+b9k26MGR44cKCWLVumKlWqyN3dXZUrV9aKFStuW3f6EAnDMDRr1ixrTen++ecfde7cWQEBAfL09NTjjz+u//73vzZ9pL8Xixcv1ltvvaUHHnhAnp6eSkpKynK99oxxHjVqlOLj4zV79mxTy9/s999/1/79+60/D7dasGCB/vzzzyyHcSQkJGju3Lnq27evwsLCdPXqVaWkpNhVgz2v4ZdffqkJEyaoZMmS8vDwUOPGjbV//35T61m/fr0effRReXh4qGzZsvroo48yXe7msbVjxoyx/uXqtddek8Visc5v2LChJKlz586yWCw2Z3L37Nmjp556SgEBAfLw8NAjjzxic6yQ/m/fio2N1csvv6xixYqpZMmS1vnLly9X/fr15eXlJR8fH7Vu3Vr/+9//bPpIP7YdP35c7du3l7e3twIDAzVs2DClpqZKkg4dOqTAwEBJNz4kpe/Dt9u/0mtbv369Bg0apMDAQPn7++ull17S1atXlZCQoO7du6tw4cIqXLiwXn/99Qw/c2lpaZo+fboqV64sDw8PBQUF6aWXXtL58+dtljMMQ2+//bZKliwpT09PNWrUKMN2Spkf09atW6fOnTurVKlScnd3V0hIiIYMGaLLly9nuW24f3HGGfelH374QeXKlVOtWrXset7169fVvHlz1atXT++99548PT1lGIbatWunNWvWqE+fPqpWrZpiYmL02muv6fjx45o2bZokqX79+vr222+VlJQkX19fGYahDRs2yMXFRevWrVO7du0k3TiIu7i4qG7dujpz5owGDRqkGTNmaMSIEapUqZIkWf+VpP379+upp55Snz591KNHD3322Wfq2bOnatasqcqVK2e5LT///LO6du2qxo0ba+LEiZKkv/76Sxs2bNDgwYNv+zqcP39ebdq00TPPPKPOnTtr9uzZeuaZZ7Rw4UJFRkaqX79+evbZZzV58mQ99dRTOnr0qHx8fOx6rTPzzz//aNmyZercubPCwsIUHx+vjz76SA0bNtTu3btVokQJVapUSePGjdOoUaPUt29f1a9fX5JUp06dTPs0+/6lW79+vZYuXaqXX35ZPj4+mjFjhjp16qQjR46oSJEima6jQYMGWrBggZ5//nk1bdpU3bt3t86Lj49XnTp1dOnSJQ0aNEhFihTR/Pnz1a5dO3311Vfq0KGDTV/jx4+Xm5ubhg0bppSUlGz7k3P9+vX1xBNPaNKkSerfv/9tzzrfauHChZKUaXC+cOGChg8frhEjRig4ODjT569fv15XrlxRuXLl9NRTT2nZsmVKS0tT7dq1NWvWrAzDbW5l72v47rvvysXFRcOGDVNiYqImTZqkbt266bfffrvtenbt2qVmzZopMDBQY8aM0fXr1zV69GgFBQXd9nkdO3aUv7+/hgwZoq5du6pVq1by9vZWUFCQHnjgAb3zzjsaNGiQHn30UWtf//vf/1S3bl098MADeuONN+Tl5aUvv/xS7du319dff51hm15++WUFBgZq1KhRSk5OlnTjA0uPHj3UvHlzTZw4UZcuXdLs2bNVr149bd++3eYDZGpqqpo3b65atWrpvffe08qVKzVlyhSVLVtW/fv3V2BgoGbPnq3+/furQ4cO6tixoyQpPDz8ttsuSa+88oqCg4M1duxYbdq0SR9//LH8/f3166+/qlSpUnrnnXf0448/avLkyapSpYrNz8dLL72kefPmqVevXho0aJAOHjyoDz74QNu3b9eGDRusf0EaNWqU3n77bbVq1UqtWrXStm3b1KxZM129evWO9S1ZskSXLl1S//79VaRIEf3++++aOXOmjh07piVLltzx+bjPGMB9JjEx0ZBktG/fPsO88+fPG6dPn7Y+Ll26ZJ3Xo0cPQ5Lxxhtv2Dxn2bJlhiTj7bfftml/6qmnDIvFYuzfv98wDMPYvHmzIcn48ccfDcMwjJ07dxqSjM6dOxu1atWyPq9du3ZG9erVrdNLliwxJBlr1qzJUG/p0qUNScYvv/xibTt16pTh7u5uvPrqq7d9HQYPHmz4+voa169fz3KZNWvWZFh3w4YNDUnGokWLrG179uwxJBkuLi7Gpk2brO0xMTGGJGPu3LnWth49ehilS5fOsK7Ro0cbtx6SSpcubfTo0cM6feXKFSM1NdVmmYMHDxru7u7GuHHjrG3pr/XN681q/WbfP8MwDEmGm5ubTdsff/xhSDJmzpyZYV23kmQMGDDApi0yMtKQZKxbt87aduHCBSMsLMwIDQ21bm/6e1GmTBmb/fJO6xs9erR1eu7cuYYkY/Pmzda29Nf99OnTRmxsrCHJmDp1qnV+6dKljdatW2e5juvXrxtBQUHGY489lun8YcOGGWFhYcaVK1ey7G/q1KmGJKNIkSLGY489ZixcuND48MMPjaCgIKNw4cLGiRMnbrud9r6GlSpVMlJSUqzLvv/++4YkY9euXbddT/v27Q0PDw/j8OHD1rbdu3cbrq6ud9x3Dx48aEgyJk+ebLNcek1LliyxaW/cuLFRtWpV6+tmGIaRlpZm1KlTx3jwwQetbenvab169Wx+li9cuGD4+/sbL774ok2/cXFxhp+fn017+rHt5p8hwzCM6tWrGzVr1rROnz59OsM+dTvptTVv3txIS0uztteuXduwWCxGv379rG3Xr183SpYsaTRs2NDatm7dOkOSsXDhQpt+V6xYYdN+6tQpw83NzWjdurXNekaMGGFIsnkfMjumZfbzFB0dbVgsFpv3GjAMw2CoBu476X/a9vb2zjAvIiJCgYGB1sesWbMyLNO/f3+b6R9//FGurq4aNGiQTfurr74qwzC0fPlySVL16tXl7e2tX375RdKNM8slS5ZU9+7dtW3bNl26dEmGYWj9+vXWs6RmPPTQQzbLBwYGqkKFCvrnn39u+zx/f38lJyfr559/Nr2udN7e3nrmmWes0xUqVJC/v78qVapkcxY//f93qsUsd3d363je1NRUnT17Vt7e3qpQoYK2bdt2V32aff/SNWnSRGXLlrVOh4eHy9fX96638ccff9Rjjz2mevXqWdu8vb3Vt29fHTp0SLt377ZZvkePHnadDbZHgwYN1KhRI02aNMn0n6lXrVql+Pj4TM82//3333r//fc1efLkDGN+b3bx4kVJN4aWrFq1Ss8++6z69++vZcuW6fz585n+HN7M3tewV69eNmfq039+bvcepqamKiYmRu3bt1epUqWs7ZUqVVLz5s1vW5+9zp07p9WrV+vpp5/WhQsXdObMGZ05c0Znz55V8+bNtW/fPh0/ftzmOS+++KJcXV2t0z///LMSEhLUtWtX6/PPnDkjV1dX1apVS2vWrMmw3n79+tlM169fP1t+dvv06WMzNKlWrVoyDEN9+vSxtrm6uuqRRx6xWd+SJUvk5+enpk2b2mxDzZo15e3tbd2GlStX6urVq3rllVds1hMZGWmqvpt/npKTk3XmzBnVqVNHhmFo+/btd7vZcFIEZ9x30ocMpP+yvtlHH32kn3/+WZ9//nmmzy1QoIDN+EFJOnz4sEqUKJFhKEL6cIrDhw9LuvGLoXbt2lq3bp2kG8G5fv36qlevnlJTU7Vp0ybt3r1b586dsys43/xLPF3hwoUzjAG81csvv6zy5curZcuWKlmypHr37n3HsbrpSpYsmWE8sp+fn82Y8PQ2SXesxay0tDRNmzZNDz74oNzd3VW0aFEFBgZq586dSkxMvKs+zb5/6e729b7d+itUqJChPav133zhXE4YM2aM4uLiNGfOHFPLL1y4UK6ururSpUuGeYMHD1adOnXUqVOn2/aRHlzatm1r84H28ccfV1hYmH799dfbPt/e1/DW97Bw4cKSbr+fnj59WpcvX9aDDz6YYV5m674X+/fvl2EYGjlypM0H+cDAQI0ePVrS/11UmO7W/WLfvn2SpCeeeCJDHz/99FOG53t4eFjHMKe7l/36Zre+3unHhcyOFzevb9++fUpMTFSxYsUybMPFixet25D+/t763gQGBlrf29s5cuSIevbsqYCAAOv47vSx53d7XIHzYowz7jt+fn4qXry4/vzzzwzz0s+QZnXP5JvPeN6NevXqacKECbpy5YrWrVunN998U/7+/qpSpYrWrVtnHd9oT3C++SzTzYxbLrK5VbFixbRjxw7FxMRo+fLlWr58uebOnavu3btr/vz5d7VOM7VkdQFg+kVIt/POO+9o5MiR6t27t8aPH6+AgAC5uLgoMjIy124xd7evd3bJqbPN6Ro0aKCIiAhNmjQpwxnIW12+fFnffPONmjRpkmGc7+rVq7VixQotXbrU5ufp+vXrunz5sg4dOqSAgAD5+vqqRIkSkpTpWOFixYpl2wevdI5+D+8kfV8eNmxYlmezy5UrZzN9636R3seCBQsyHVt+620Ks3pNsoM9x4ub34O0tDQVK1bMOob+VrcG/buRmpqqpk2b6ty5cxo+fLgqVqwoLy8vHT9+XD179nTYrSuRdxGccV9q3bq1/vWvf+n333/XY489dk99lS5dWitXrtSFCxdszlru2bPHOj9d/fr1dfXqVX3xxRc6fvy4NSA3aNDAGpzLly9vEyDudKeJe+Hm5qa2bduqbdu2SktL08svv6yPPvpII0eOzPCLObsULlxYCQkJGdpvPSuYma+++kqNGjXSp59+atOekJCgokWLWqftec3sef9yQunSpbV3794M7bm1/syMGTNGERERWd4xIt13332nCxcuZDpM48iRI5JkvYjsZsePH1dYWJimTZumyMhI1axZ09p+qxMnTqhixYq3rSM3XsPAwEAVKlTIeib3Zpmt+16UKVNG0o1bJzZp0uSu+kgfTlSsWLG77uNWOXksykzZsmW1cuVK1a1b97YfGNPf33379llfO+nGXwnu9KFr165d+vvvvzV//nybixLvZggb7g8M1cB96fXXX5enp6d69+6t+Pj4DPPtOfPUqlUrpaam6oMPPrBpnzZtmiwWi1q2bGltq1WrlgoWLKiJEycqICDAeteL+vXra9OmTYqNjc1wtjn9fqyZhc17cfbsWZtpFxcX6xXy9t4KzB5ly5ZVYmKizTcznjx5Ut98880dn+vq6prhvVmyZEmGwGXPa2bP+5cTWrVqpd9//10bN260tiUnJ+vjjz9WaGioHnrooRxdf2YaNmyoiIgITZw4UVeuXMlyuUWLFsnT0zPDHR6kG0MEvvnmmwyPwMBAPfLII/rmm2/Utm1bSTeGOjz88MP69ttvdebMGWsfP/30k44ePaqmTZvett7ceA1dXV3VvHlzLVu2zPqhQLpxJ5qYmJh77v9mxYoVs35wOXnyZIb56feEvp3mzZvL19dX77zzjq5du3ZXfdwq/UtosvtYlJWnn35aqampGj9+fIZ5169ft9bRpEkTFSxYUDNnzrQ5Ppj5Svv0s943P88wDJvbcgI344wz7ksPPvigFi1apK5du6pChQrWbw40DEMHDx7UokWL5OLikmE8c2batm2rRo0a6c0339ShQ4f08MMP66efftK3336ryMhImwvJPD09VbNmTW3atMl6D2fpxhnn5ORkJScnZwjO1apVk6urqyZOnKjExES5u7vriSeeULFixe7pNXjhhRd07tw5PfHEEypZsqQOHz6smTNnqlq1aja3u8tuzzzzjIYPH64OHTpo0KBB1ltklS9f/o4X+LVp00bjxo1Tr169VKdOHe3atUsLFy60Ocsk3Qjn/v7+mjNnjnx8fOTl5aVatWplOj7YnvcvJ7zxxhv64osv1LJlSw0aNEgBAQGaP3++Dh48qK+//vqehgbdi9GjR6tRo0ZZzj937pyWL1+uTp06ZXqhbalSpTIdDx4ZGamgoCC1b9/epn3atGlq2rSp6tWrp5deekmJiYmaOnWqypcvn+GC3Fvl1ms4duxYrVixQvXr19fLL7+s69eva+bMmapcubLNB8HsMGvWLNWrV09Vq1bViy++qDJlyig+Pl4bN27UsWPHbO5dnhlfX1/Nnj1bzz//vGrUqKFnnnlGgYGBOnLkiP773/+qbt26GT4s3kmhQoX00EMP6T//+Y/Kly+vgIAAValSRVWqVLmXTc1Sw4YN9dJLLyk6Olo7duxQs2bNVLBgQe3bt09LlizR+++/r6eeesp6z+no6Gi1adNGrVq10vbt27V8+XKbv0RlpmLFiipbtqyGDRum48ePy9fXV19//XW2Dw+C8+CMM+5bTz75pHbt2qVnn31WP/30kwYPHqwhQ4bo22+/VevWrbVt2zabO0dkxcXFRd99950iIyP1ww8/KDIyUrt379bkyZM1derUDMunB+Ob7wAQHBxsHRpxa3AODg7WnDlzdOrUKfXp00ddu3bNcJeAu/Hcc8/Jw8NDH374oV5++WXNnz9fXbp00fLly3M0rBUpUkTffPONPD099frrr2v+/PmKjo62nn28nREjRujVV19VTEyMBg8erG3btum///1vhouMChYsqPnz58vV1VX9+vVT165dFRsbm2mf9r5/2S0oKEi//vqrmjZtqpkzZyoqKkpubm76/vvvMz2Tey/Sz6qZGc8aERFhvUAqM0uWLNG1a9f07LPPZkttjRo10ooVK1S4cGGNGDFCM2fOVPv27RUbG5tpML9Zbr2G4eHhiomJsd4v+bPPPtPYsWOz/X2SbtwtZ8uWLWrdurXmzZunAQMGaM6cOXJxcdGoUaNM9fHss89q1apVeuCBBzR58mQNHjxYixcvVrVq1dSrV6+7qutf//qXHnjgAes9qdO/+CinzJkzRx9//LFOnTqlESNGKCoqSqtXr9Zzzz2nunXrWpd7++23NXbsWG3fvl2vvfaaDhw4oJ9++umO36BYsGBBff/996pWrZqio6Ot34Bp9kukcP+xGHnlaggAQI6aMWOGBg8erP379+f4mXQAcEaccQaA+8TmzZvl5eXlkAsOAcAZMMYZAJzc119/rbVr12rhwoV64YUXMtyKDABgDkM1AMDJhYWF6cKFC+rQoYOmT59+x3GfAIDMEZwBAAAAExjjDAAAAJhAcAYAAABM4AqRm6SlpenEiRPy8fHJ9a8WBQAAQO4zDEMXLlxQiRIl7vg9BgTnm5w4cSLDFykAAADA+R09evSO3xhMcL6Jj4+PpBsvnK+vr4OrAQAAQE5LSkpSSEiINQfeDsH5JunDM3x9fQnOAAAA9xEzw3S5OBAAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZ9jt3XfflcViUWRkpLXt448/VkREhHx9fWWxWJSQkHDHfsaMGSOLxWLzqFixos0yBw4cUIcOHRQYGChfX189/fTTio+Pz+YtAuBsOE4hJ7BfgeAMu2zevFkfffSRwsPDbdovXbqkFi1aaMSIEXb1V7lyZZ08edL6WL9+vXVecnKymjVrJovFotWrV2vDhg26evWq2rZtq7S0tGzZHgDOh+MUcgL7FSS+AAV2uHjxorp166ZPPvlEb7/9ts289E/fa9eutavPAgUKKDg4ONN5GzZs0KFDh7R9+3brF9LMnz9fhQsX1urVq9WkSRO7twGAc+M4hZzAfoV0nHGGaQMGDFDr1q2z9Qd23759KlGihMqUKaNu3brpyJEj1nkpKSmyWCxyd3e3tnl4eMjFxcXmkzkApOM4hZzAfoV0BGeYsnjxYm3btk3R0dHZ1metWrU0b948rVixQrNnz9bBgwdVv359XbhwQZL0+OOPy8vLS8OHD9elS5eUnJysYcOGKTU1VSdPnsy2OgA4B45TyAnsV7gZwRl3dPToUQ0ePFgLFy6Uh4dHtvXbsmVLde7cWeHh4WrevLl+/PFHJSQk6Msvv5QkBQYGasmSJfr+++/l7e0tPz8/JSQkqEaNGnJxYdcF8H84TiEnsF/hVoxxxh1t3bpVp06dUo0aNaxtqamp+uWXX/TBBx8oJSVFrq6u97wef39/lS9fXvv377e2NWvWTAcOHNCZM2dUoEAB+fv7Kzg4WGXKlLnn9QFwHhynkBPYr3ArgjPuqHHjxtq1a5dNW69evVSxYkUNHz48Ww4a0o2LLw4cOKDnn38+w7yiRYtKklavXq1Tp06pXbt22bJOAM6B4xRyAvsVbkVwxh35+PioSpUqNm1eXl4qUqSItT0uLk5xcXHWT8u7du2Sj4+PSpUqpYCAAEk3DkAdOnTQwIEDJUnDhg1T27ZtVbp0aZ04cUKjR4+Wq6urunbtal3P3LlzValSJQUGBmrjxo0aPHiwhgwZogoVKuTGpgPIJzhOISewX+FWBGdkizlz5mjs2LHW6QYNGki68YPfs2dPSbL+ySndsWPH1LVrV509e1aBgYGqV6+eNm3apMDAQOsye/fuVVRUlM6dO6fQ0FC9+eabGjJkSO5sFACnwnEKOYH96v5iMQzDcHQReUVSUpL8/PyUmJhovW8iAAAAnJc9+Y9LMwEAAAATCM4AAACACYxxdjBLs4ccXQJykPHTbkeXAGQLjlXOy1HHKfYp5+asv/844wwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAn5Mji/++67slgsioyMtLZduXJFAwYMUJEiReTt7a1OnTopPj7ecUUCAADAqeS74Lx582Z99NFHCg8Pt2kfMmSIvv/+ey1ZskSxsbE6ceKEOnbs6KAqAQAA4GzyVXC+ePGiunXrpk8++USFCxe2ticmJurTTz/V1KlT9cQTT6hmzZqaO3eufv31V23atMmBFQMAAMBZ5KvgPGDAALVu3VpNmjSxad+6dauuXbtm016xYkWVKlVKGzduzLK/lJQUJSUl2TwAAACAzBRwdAFmLV68WNu2bdPmzZszzIuLi5Obm5v8/f1t2oOCghQXF5dln9HR0Ro7dmx2lwoAAAAnlC/OOB89elSDBw/WwoUL5eHhkW39RkVFKTEx0fo4evRotvUNAAAA55IvgvPWrVt16tQp1ahRQwUKFFCBAgUUGxurGTNmqECBAgoKCtLVq1eVkJBg87z4+HgFBwdn2a+7u7t8fX1tHgAAAEBm8sVQjcaNG2vXrl02bb169VLFihU1fPhwhYSEqGDBglq1apU6deokSdq7d6+OHDmi2rVrO6JkAAAAOJl8EZx9fHxUpUoVmzYvLy8VKVLE2t6nTx8NHTpUAQEB8vX11SuvvKLatWvr8ccfd0TJAAAAcDL5IjibMW3aNLm4uKhTp05KSUlR8+bN9eGHHzq6LAAAADiJfBuc165dazPt4eGhWbNmadasWY4pCAAAAE4tX1wcCAAAADgawRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATMg3wXn27NkKDw+Xr6+vfH19Vbt2bS1fvtw6PyIiQhaLxebRr18/B1YMAAAAZ1LA0QWYVbJkSb377rt68MEHZRiG5s+fryeffFLbt29X5cqVJUkvvviixo0bZ32Op6eno8oFAACAk8k3wblt27Y20xMmTNDs2bO1adMma3D29PRUcHCwI8oDAACAk8s3QzVulpqaqsWLFys5OVm1a9e2ti9cuFBFixZVlSpVFBUVpUuXLt22n5SUFCUlJdk8AAAAgMzkmzPOkrRr1y7Vrl1bV65ckbe3t7755hs99NBDkqRnn31WpUuXVokSJbRz504NHz5ce/fu1dKlS7PsLzo6WmPHjs2t8gEAAJCPWQzDMBxdhFlXr17VkSNHlJiYqK+++kr/+te/FBsbaw3PN1u9erUaN26s/fv3q2zZspn2l5KSopSUFOt0UlKSQkJClJiYKF9f3xzbjptZmmWsHc7D+Gm3o0sAsgXHKuflqOMU+5Rzy0+//5KSkuTn52cq/+WrM85ubm4qV66cJKlmzZravHmz3n//fX300UcZlq1Vq5Yk3TY4u7u7y93dPecKBgAAgNPIl2Oc06WlpdmcMb7Zjh07JEnFixfPxYoAAADgrPLNGeeoqCi1bNlSpUqV0oULF7Ro0SKtXbtWMTExOnDggBYtWqRWrVqpSJEi2rlzp4YMGaIGDRooPDzc0aUDAADACeSb4Hzq1Cl1795dJ0+elJ+fn8LDwxUTE6OmTZvq6NGjWrlypaZPn67k5GSFhISoU6dOeuuttxxdNgAAAJxEvgnOn376aZbzQkJCFBsbm4vVAAAA4H6Tr8c4AwAAALmF4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOABwiOjpajz76qHx8fFSsWDG1b99ee/futVnmwIED6tChgwIDA+Xr66unn35a8fHxt+03NDRUFoslw2PAgAHWZT7++GNFRETI19dXFotFCQkJObGJAAAnQ3AG4BCxsbEaMGCANm3apJ9//lnXrl1Ts2bNlJycLElKTk5Ws2bNZLFYtHr1am3YsEFXr15V27ZtlZaWlmW/mzdv1smTJ62Pn3/+WZLUuXNn6zKXLl1SixYtNGLEiJzdSACAUyng6AIA3J9WrFhhMz1v3jwVK1ZMW7duVYMGDbRhwwYdOnRI27dvl6+vryRp/vz5Kly4sFavXq0mTZpk2m9gYKDN9LvvvquyZcuqYcOG1rbIyEhJ0tq1a7NvgwAATo8zzgDyhMTERElSQECAJCklJUUWi0Xu7u7WZTw8POTi4qL169eb6vPq1av6/PPP1bt3b1ksluwvGgBwXyE4A3C4tLQ0RUZGqm7duqpSpYok6fHHH5eXl5eGDx+uS5cuKTk5WcOGDVNqaqpOnjxpqt9ly5YpISFBPXv2zMHqAQD3C4IzAIcbMGCA/vzzTy1evNjaFhgYqCVLluj777+Xt7e3/Pz8lJCQoBo1asjFxdyh69NPP1XLli1VokSJnCodAHAfYYwzAIcaOHCgfvjhB/3yyy8qWbKkzbxmzZrpwIEDOnPmjAoUKCB/f38FBwerTJkyd+z38OHDWrlypZYuXZpTpQMA7jP55ozz7NmzFR4eLl9fX/n6+qp27dpavny5df6VK1c0YMAAFSlSRN7e3urUqdMdb1sFwHEMw9DAgQP1zTffaPXq1QoLC8ty2aJFi8rf31+rV6/WqVOn1K5duzv2P3fuXBUrVkytW7fOzrIBAPexfBOcS5YsqXfffVdbt27Vli1b9MQTT+jJJ5/U//73P0nSkCFD9P3332vJkiWKjY3ViRMn1LFjRwdXDSArAwYM0Oeff65FixbJx8dHcXFxiouL0+XLl63LzJ07V5s2bdKBAwf0+eefq3PnzhoyZIgqVKhgXaZx48b64IMPbPpOS0vT3Llz1aNHDxUokPEPa3FxcdqxY4f2798vSdq1a5d27Nihc+fO5dDWAgCcQb4ZqtG2bVub6QkTJmj27NnatGmTSpYsqU8//VSLFi3SE088IenGL9xKlSpp06ZNevzxxx1RMoDbmD17tiQpIiLCpn3u3LnWi/n27t2rqKgonTt3TqGhoXrzzTc1ZMgQm+XTh3LcbOXKlTpy5Ih69+6d6brnzJmjsWPHWqcbNGiQYd0AANzKYhiG4egi7JWamqolS5aoR48e2r59u+Li4tS4cWOdP39e/v7+1uVKly6tyMjIDL9o06WkpCglJcU6nZSUpJCQECUmJlrvG5vTLM0eypX1wDGMn3Y7ugQgW3Cscl6OOk6xTzm3/PT7LykpSX5+fqbyX74ZqiHd+HOqt7e33N3d1a9fP33zzTd66KGHFBcXJzc3N5vQLElBQUGKi4vLsr/o6Gj5+flZHyEhITm8BQAAAMiv8lVwrlChgnbs2KHffvtN/fv3V48ePbR7991/oomKilJiYqL1cfTo0WysFgAAAM4k34xxliQ3NzeVK1dOklSzZk1t3rxZ77//vrp06aKrV68qISHB5qxzfHy8goODs+zP3d3d5lvJAAAAgKzkq+B8q7S0NKWkpKhmzZoqWLCgVq1apU6dOkm6cVHRkSNHVLt2bQdXCeS+qtPbOLoE5JBdkT84ugQAuG/lm+AcFRWlli1bqlSpUrpw4YIWLVqktWvXKiYmRn5+furTp4+GDh2qgIAA+fr66pVXXlHt2rW5owYAAACyRb4JzqdOnVL37t118uRJ+fn5KTw8XDExMWratKkkadq0aXJxcVGnTp2UkpKi5s2b68MPP3Rw1QAAAHAW+SY4f/rpp7ed7+HhoVmzZmnWrFm5VBEAAADuJ/nqrhoAAACAoxCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwoYGahGTNm2N1xr1695OPjY/fzAAAAgLzIVHCOjIxUyZIl5erqaqrTo0ePqk2bNgRnAAAAOA1TwVmStmzZomLFiplalsAMAAAAZ2NqjPPo0aPl7e1tutMRI0YoICDgrosCAAAA8hpTZ5xHjx5tV6dRUVF3VQwAAACQV3FXDQAAAMAEu4NzfHy8nn/+eZUoUUIFChSQq6urzQMAAABwRqYvDkzXs2dPHTlyRCNHjlTx4sVlsVhyoi4AAAAgT7E7OK9fv17r1q1TtWrVcqAcAAAAIG+ye6hGSEiIDMPIiVoAAACAPMvu4Dx9+nS98cYbOnToUA6UAwAAAORNdg/V6NKliy5duqSyZcvK09NTBQsWtJl/7ty5bCsOAAAAyCvsDs7Tp0/PgTIAAACAvM3u4NyjR4+cqAMAAADI00wF56SkJPn6+lr/fzvpywEAAADOxFRwLly4sE6ePKlixYrJ398/03s3G4Yhi8Wi1NTUbC8SAAAAcDRTwXn16tUKCAiQJK1ZsyZHCwIAAADyIlPBuWHDhpn+HwAAALhf2H1xoCRduXJFO3fu1KlTp5SWlmYzr127dtlSGAAAAJCX2B2cV6xYoe7du+vMmTMZ5jHGGQAAAM7K7m8OfOWVV9S5c2edPHlSaWlpNg9CMwAAAJyV3cE5Pj5eQ4cOVVBQUE7UAwAAAORJdgfnp556SmvXrs2BUgAAAIC8y+4xzh988IE6d+6sdevWqWrVqipYsKDN/EGDBmVbcQAAAEBeYXdw/uKLL/TTTz/Jw8NDa9eutfkyFIvFQnAGAACAU7I7OL/55psaO3as3njjDbm42D3SAwAAAMiX7E6+V69eVZcuXQjNAAAAuK/YnX579Oih//znPzlRCwAAAJBn2T1UIzU1VZMmTVJMTIzCw8MzXBw4derUbCvuZtHR0Vq6dKn27NmjQoUKqU6dOpo4caIqVKhgXSYiIkKxsbE2z3vppZc0Z86cHKkJAAAA9w+7g/OuXbtUvXp1SdKff/5pM+/mCwWzW2xsrAYMGKBHH31U169f14gRI9SsWTPt3r1bXl5e1uVefPFFjRs3zjrt6emZYzUBAADg/mF3cF6zZk1O1HFHK1assJmeN2+eihUrpq1bt6pBgwbWdk9PTwUHB+d2eQAAAHBy+fYKv8TERElSQECATfvChQtVtGhRValSRVFRUbp06VKWfaSkpCgpKcnmAQAAAGTGVHDu2LGjXaGyW7duOnXq1F0XdSdpaWmKjIxU3bp1VaVKFWv7s88+q88//1xr1qxRVFSUFixYoOeeey7LfqKjo+Xn52d9hISE5FjNAAAAyN9MDdX49ttvdfr0aVMdGoah77//XuPHj1exYsXuqbisDBgwQH/++afWr19v0963b1/r/6tWrarixYurcePGOnDggMqWLZuhn6ioKA0dOtQ6nZSURHgGAABApkwFZ8MwVL58+ZyuxZSBAwfqhx9+0C+//KKSJUvedtlatWpJkvbv359pcHZ3d5e7u3uO1AkAAADnYio4380FgQ888IDdz7kdwzD0yiuv6JtvvtHatWsVFhZ2x+fs2LFDklS8ePFsrQUAAAD3H1PBuWHDhjldxx0NGDBAixYt0rfffisfHx/FxcVJkvz8/FSoUCEdOHBAixYtUqtWrVSkSBHt3LlTQ4YMUYMGDRQeHu7g6gEAAJDf2X07OkeZPXu2pBtfcnKzuXPnqmfPnnJzc9PKlSs1ffp0JScnKyQkRJ06ddJbb73lgGoBAADgbPJNcDYM47bzQ0JCMnxrIAAAAJBd8u19nAEAAIDcRHAGAAAATLir4Hz9+nWtXLlSH330kS5cuCBJOnHihC5evJitxQEAAAB5hd1jnA8fPqwWLVroyJEjSklJUdOmTeXj46OJEycqJSVFc+bMyYk6AQAAAIey+4zz4MGD9cgjj+j8+fMqVKiQtb1Dhw5atWpVthYHAAAA5BV2n3Fet26dfv31V7m5udm0h4aG6vjx49lWGAAAAJCX2H3GOS0tTampqRnajx07Jh8fn2wpCgAAAMhr7A7OzZo10/Tp063TFotFFy9e1OjRo9WqVavsrA0AAADIM+weqjFlyhQ1b95cDz30kK5cuaJnn31W+/btU9GiRfXFF1/kRI0AAACAw9kdnEuWLKk//vhDixcv1s6dO3Xx4kX16dNH3bp1s7lYEAAAAHAmd/WV2wUKFNBzzz2X3bUAAAAAedZdBecTJ05o/fr1OnXqlNLS0mzmDRo0KFsKAwAAAPISu4PzvHnz9NJLL8nNzU1FihSRxWKxzrNYLARnAAAAOCW7g/PIkSM1atQoRUVFycXlrr6xGwAAAMh37E6+ly5d0jPPPENoBgAAwH3F7vTbp08fLVmyJCdqAQAAAPIsu4dqREdHq02bNlqxYoWqVq2qggUL2syfOnVqthUHAAAA5BV3FZxjYmJUoUIFScpwcSAAAADgjO7qmwM/++wz9ezZMwfKAQAAAPImu8c4u7u7q27dujlRCwAAAJBn2R2cBw8erJkzZ+ZELQAAAECeZfdQjd9//12rV6/WDz/8oMqVK2e4OHDp0qXZVhwAAACQV9gdnP39/dWxY8ecqAUAAADIs+wOznPnzs2JOgAAAIA8ja//AwAAAEwwdca5Ro0aWrVqlQoXLqzq1avf9n7N27Zty7biAAAAgLzCVHB+8skn5e7ubv0/X3QCAACA+42p4Dx69Gjr/8eMGZNTtQAAAAB5lt1jnMuUKaOzZ89maE9ISFCZMmWypSgAAAAgr7E7OB86dEipqakZ2lNSUnTs2LFsKQoAAADIa0zfju67776z/j8mJkZ+fn7W6dTUVK1atUphYWHZWx0AAACQR5gOzu3bt5ckWSwW9ejRw2ZewYIFFRoaqilTpmRrcQAAAEBeYTo4p6WlSZLCwsK0efNmFS1aNMeKAgAAAPIau7858ODBgzlRBwAAAJCn8c2BAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMMHuiwOTkpIybbdYLHJ3d5ebm9s9FwUAAADkNXYHZ39/f1ksliznlyxZUj179tTo0aPl4sIJbQAAADgHu4PzvHnz9Oabb6pnz5567LHHJEm///675s+fr7feekunT5/We++9J3d3d40YMSLbCwYAAAAcwe7gPH/+fE2ZMkVPP/20ta1t27aqWrWqPvroI61atUqlSpXShAkTCM4AAABwGnaPpfj1119VvXr1DO3Vq1fXxo0bJUn16tXTkSNH7r06AAAAII+wOziHhITo008/zdD+6aefKiQkRJJ09uxZFS5c+N6rAwAAAPIIu4Pze++9p2nTpunhhx/WCy+8oBdeeEHVqlXT9OnTNWXKFEnS5s2b1aVLl2wtNDo6Wo8++qh8fHxUrFgxtW/fXnv37rVZ5sqVKxowYICKFCkib29vderUSfHx8dlaBwAAAO5Pdgfndu3aac+ePWrZsqXOnTunc+fOqWXLltqzZ4/atGkjSerfv7+mTp2arYXGxsZqwIAB2rRpk37++Wddu3ZNzZo1U3JysnWZIUOG6Pvvv9eSJUsUGxurEydOqGPHjtlaBwAAAO5Pdl8cKElhYWF69913s7uW21qxYoXN9Lx581SsWDFt3bpVDRo0UGJioj799FMtWrRITzzxhCRp7ty5qlSpkjZt2qTHH388V+sFAACAc7mr4JyQkKDff/9dp06dUlpams287t27Z0thd5KYmChJCggIkCRt3bpV165dU5MmTazLVKxYUaVKldLGjRszDc4pKSlKSUmxTmf15S4AAACA3cH5+++/V7du3XTx4kX5+vrafBmKxWLJleCclpamyMhI1a1bV1WqVJEkxcXFyc3NTf7+/jbLBgUFKS4uLtN+oqOjNXbs2JwuFwAAAE7A7jHOr776qnr37q2LFy8qISFB58+ftz7OnTuXEzVmMGDAAP35559avHjxPfUTFRWlxMRE6+Po0aPZVCEAAACcjd1nnI8fP65BgwbJ09MzJ+q5o4EDB+qHH37QL7/8opIlS1rbg4ODdfXqVSUkJNicdY6Pj1dwcHCmfbm7u8vd3T2nSwYAAIATsPuMc/PmzbVly5acqOW2DMPQwIED9c0332j16tUKCwuzmV+zZk0VLFhQq1atsrbt3btXR44cUe3atXO7XAAAADgZu884t27dWq+99pp2796tqlWrqmDBgjbz27Vrl23F3WzAgAFatGiRvv32W/n4+FjHLfv5+alQoULy8/NTnz59NHToUAUEBMjX11evvPKKateuzR01AAAAcM/sDs4vvviiJGncuHEZ5lksFqWmpt57VZmYPXu2JCkiIsKmfe7cuerZs6ckadq0aXJxcVGnTp2UkpKi5s2b68MPP8yRegAAAHB/sTs433r7udxiGMYdl/Hw8NCsWbM0a9asXKgIAAAA9xO7xzgDAAAA9yNTZ5xnzJihvn37ysPDQzNmzLjtsoMGDcqWwgAAAIC8xFRwnjZtmrp16yYPDw9NmzYty+UsFgvBGQAAAE7JVHA+ePBgpv8HAAAA7heMcQYAAABMMHXGeejQoaY7nDp16l0XAwAAAORVpoLz9u3bTXVmsVjuqRgAAAAgrzIVnNesWZPTdQAAAAB52j2NcT569KiOHj2aXbUAAAAAeZbdwfn69esaOXKk/Pz8FBoaqtDQUPn5+emtt97StWvXcqJGAAAAwOHs/srtV155RUuXLtWkSZNUu3ZtSdLGjRs1ZswYnT17VrNnz872IgEAAABHszs4L1q0SIsXL1bLli2tbeHh4QoJCVHXrl0JzgAAAHBKdg/VcHd3V2hoaIb2sLAwubm5ZUdNAAAAQJ5jd3AeOHCgxo8fr5SUFGtbSkqKJkyYoIEDB2ZrcQAAAEBeYWqoRseOHW2mV65cqZIlS+rhhx+WJP3xxx+6evWqGjdunP0VAgAAAHmAqeDs5+dnM92pUyeb6ZCQkOyrCAAAAMiDTAXnuXPn5nQdAAAAQJ52T1+AAgAAANwv7L4dXVhYmCwWS5bz//nnn3sqCAAAAMiL7A7OkZGRNtPXrl3T9u3btWLFCr322mvZVRcAAACQp9gdnAcPHpxp+6xZs7Rly5Z7LggAAADIi7JtjHPLli319ddfZ1d3AAAAQJ6SbcH5q6++UkBAQHZ1BwAAAOQpdg/VqF69us3FgYZhKC4uTqdPn9aHH36YrcUBAAAAeYXdwbl9+/Y20y4uLgoMDFRERIQqVqyYXXUBAAAAeYrdwXn06NE5UQcAAACQp9kdnCUpNTVVy5Yt019//SVJqly5stq1aydXV9dsLQ4AAADIK+wOzvv371erVq10/PhxVahQQZIUHR2tkJAQ/fe//1XZsmWzvUgAAADA0ey+q8agQYNUtmxZHT16VNu2bdO2bdt05MgRhYWFadCgQTlRIwAAAOBwdp9xjo2N1aZNm2xuPVekSBG9++67qlu3brYWBwAAAOQVdp9xdnd314ULFzK0X7x4UW5ubtlSFAAAAJDX2B2c27Rpo759++q3336TYRgyDEObNm1Sv3791K5du5yoEQAAAHA4u4PzjBkzVLZsWdWuXVseHh7y8PBQ3bp1Va5cOb3//vs5USMAAADgcHaPcfb399e3336rffv2ac+ePZKkSpUqqVy5ctleHAAAAJBX3NV9nCXpwQcf1IMPPpidtQAAAAB5lqngPHToUNMdTp069a6LAQAAAPIqU8F5+/btNtPbtm3T9evXrV+A8vfff8vV1VU1a9bM/goBAACAPMBUcF6zZo31/1OnTpWPj4/mz5+vwoULS5LOnz+vXr16qX79+jlTJQAAAOBgdt9VY8qUKYqOjraGZkkqXLiw3n77bU2ZMiVbiwMAAADyCruDc1JSkk6fPp2h/fTp05l+MQoAAADgDOwOzh06dFCvXr20dOlSHTt2TMeOHdPXX3+tPn36qGPHjjlRIwAAAOBwdt+Obs6cORo2bJieffZZXbt27UYnBQqoT58+mjx5crYXCAAAAOQFdgdnT09Pffjhh5o8ebIOHDggSSpbtqy8vLyyvTgAAAAgr7jrL0Dx8vJSeHh4dtYCAAAA5Fl2j3F2lF9++UVt27ZViRIlZLFYtGzZMpv5PXv2lMVisXm0aNHCMcUCAADA6eSb4JycnKyHH35Ys2bNynKZFi1a6OTJk9bHF198kYsVAgAAwJnd9VCN3NayZUu1bNnytsu4u7srODg4lyoCAADA/STfnHE2Y+3atSpWrJgqVKig/v376+zZs7ddPiUlRUlJSTYPAAAAIDNOE5xbtGihf//731q1apUmTpyo2NhYtWzZUqmpqVk+Jzo6Wn5+ftZHSEhILlYMAACA/CTfDNW4k2eeecb6/6pVqyo8PFxly5bV2rVr1bhx40yfExUVpaFDh1qnk5KSCM8AAADIlNOccb5VmTJlVLRoUe3fvz/LZdzd3eXr62vzAAAAADLjtMH52LFjOnv2rIoXL+7oUgAAAOAE8s1QjYsXL9qcPT548KB27NihgIAABQQEaOzYserUqZOCg4N14MABvf766ypXrpyaN2/uwKoBAADgLPJNcN6yZYsaNWpknU4fm9yjRw/Nnj1bO3fu1Pz585WQkKASJUqoWbNmGj9+vNzd3R1VMgAAAJxIvgnOERERMgwjy/kxMTG5WA0AAADuN047xhkAAADITgRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADAh3wTnX375RW3btlWJEiVksVi0bNkym/mGYWjUqFEqXry4ChUqpCZNmmjfvn2OKRYAAABOJ98E5+TkZD388MOaNWtWpvMnTZqkGTNmaM6cOfrtt9/k5eWl5s2b68qVK7lcKQAAAJxRAUcXYFbLli3VsmXLTOcZhqHp06frrbfe0pNPPilJ+ve//62goCAtW7ZMzzzzTG6WCgAAACeUb844387BgwcVFxenJk2aWNv8/PxUq1Ytbdy4McvnpaSkKCkpyeYBAAAAZMYpgnNcXJwkKSgoyKY9KCjIOi8z0dHR8vPzsz5CQkJytE4AAADkX04RnO9WVFSUEhMTrY+jR486uiQAAADkUU4RnIODgyVJ8fHxNu3x8fHWeZlxd3eXr6+vzQMAAADIjFME57CwMAUHB2vVqlXWtqSkJP3222+qXbu2AysDAACAs8g3d9W4ePGi9u/fb50+ePCgduzYoYCAAJUqVUqRkZF6++239eCDDyosLEwjR45UiRIl1L59e8cVDQAAAKeRb4Lzli1b1KhRI+v00KFDJUk9evTQvHnz9Prrrys5OVl9+/ZVQkKC6tWrpxUrVsjDw8NRJQMAAMCJ5JvgHBERIcMwspxvsVg0btw4jRs3LherAgAAwP3CKcY4AwAAADmN4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJjhVcB4zZowsFovNo2LFio4uCwAAAE6ggKMLyG6VK1fWypUrrdMFCjjdJgIAAMABnC5VFihQQMHBwY4uAwAAAE7GqYZqSNK+fftUokQJlSlTRt26ddORI0eyXDYlJUVJSUk2DwAAACAzThWca9WqpXnz5mnFihWaPXu2Dh48qPr16+vChQuZLh8dHS0/Pz/rIyQkJJcrBgAAQH7hVMG5ZcuW6ty5s8LDw9W8eXP9+OOPSkhI0Jdffpnp8lFRUUpMTLQ+jh49mssVAwAAIL9wujHON/P391f58uW1f//+TOe7u7vL3d09l6sCAABAfuRUZ5xvdfHiRR04cEDFixd3dCkAAADI55wqOA8bNkyxsbE6dOiQfv31V3Xo0EGurq7q2rWro0sDAABAPudUQzWOHTumrl276uzZswoMDFS9evW0adMmBQYGOro0AAAA5HNOFZwXL17s6BIAAADgpJxqqAYAAACQUwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGACwRkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAAAATCM4AAACACQRnAAAAwASCMwAAAGCC0wXnWbNmKTQ0VB4eHqpVq5Z+//13R5cEAAAAJ+BUwfk///mPhg4dqtGjR2vbtm16+OGH1bx5c506dcrRpQEAACCfc6rgPHXqVL344ovq1auXHnroIc2ZM0eenp767LPPHF0aAAAA8rkCji4gu1y9elVbt25VVFSUtc3FxUVNmjTRxo0bM31OSkqKUlJSrNOJiYmSpKSkpJwt9mbXU3NvXch1ubov3ST1yjWHrBc5z1H7FMcq58U+hZzgsP3qLqTXahjGHZd1muB85swZpaamKigoyKY9KChIe/bsyfQ50dHRGjt2bIb2kJCQHKkR9x8/Pz9HlwAn4xfFPoXsxXEKOSE/7lcXLly4Y91OE5zvRlRUlIYOHWqdTktL07lz51SkSBFZLBYHVuackpKSFBISoqNHj8rX19fR5cAJsE8hJ7BfIbuxT+VthmHowoULKlGixB2XdZrgXLRoUbm6uio+Pt6mPT4+XsHBwZk+x93dXe7u7jZt/v7+OVUi/j9fX18OHMhW7FPICexXyG7sU3mX2TPkTnNxoJubm2rWrKlVq1ZZ29LS0rRq1SrVrl3bgZUBAADAGTjNGWdJGjp0qHr06KFHHnlEjz32mKZPn67k5GT16tXL0aUBAAAgn3Oq4NylSxedPn1ao0aNUlxcnKpVq6YVK1ZkuGAQjuHu7q7Ro0dnGB4D3C32KeQE9itkN/Yp52ExzNx7AwAAALjPOc0YZwAAACAnEZwBAAAAEwjOAAAAgAkEZwAAAMAEgjOyXc+ePdW+fftM54WGhspischiscjV1VUlSpRQnz59dP78+dwtEg7lyH3k2rVrGj58uKpWrSovLy+VKFFC3bt314kTJ7KlfzjW6dOn1b9/f5UqVUru7u4KDg5W8+bNtWHDBkn/t39t2rTJ5nmRkZGKiIiwTo8ZM0YWi0UtWrTIsI7JkyfLYrHYLL906VI98sgj8vf3l5eXl6pVq6YFCxbkyDYi7+nZs6csFov69euXYd6AAQNksVjUs2dPSTe+1jkyMlKlS5dWoUKFVKdOHW3evDmXK8bdIjgj140bN04nT57UkSNHtHDhQv3yyy8aNGiQo8tCHpKT+8ilS5e0bds2jRw5Utu2bdPSpUu1d+9etWvXLlv6h2N16tRJ27dv1/z58/X333/ru+++U0REhM6ePWtdxsPDQ8OHD79jX8WLF9eaNWt07Ngxm/bPPvtMpUqVsmkLCAjQm2++qY0bN2rnzp3q1auXevXqpZiYmOzZMOR5ISEhWrx4sS5fvmxtu3LlihYtWmSzv7zwwgv6+eeftWDBAu3atUvNmjVTkyZNdPz4cUeUDTsRnJHrfHx8FBwcrAceeECNGjVSjx49tG3bNkeXhTzkXveRr7/+WpUrV5a7u7tCQ0M1ZcoU6zw/Pz/9/PPPevrpp1WhQgU9/vjj+uCDD7R161YdOXIkJzYHuSQhIUHr1q3TxIkT1ahRI5UuXVqPPfaYoqKibD4Y9e3bV5s2bdKPP/542/6KFSumZs2aaf78+da2X3/9VWfOnFHr1q1tlo2IiFCHDh1UqVIllS1bVoMHD1Z4eLjWr1+fvRuJPKtGjRoKCQnR0qVLrW1Lly5VqVKlVL16dUnS5cuX9fXXX2vSpElq0KCBypUrpzFjxqhcuXKaPXu2o0qHHQjOcKjjx4/r+++/V61atRxdCvIoe/eRrVu36umnn9YzzzyjXbt2acyYMRo5cqTmzZuX5XMSExNlsVjk7++fPUXDIby9veXt7a1ly5YpJSUly+XCwsLUr18/RUVFKS0t7bZ99u7d22bf+eyzz9StWze5ubll+RzDMLRq1Srt3btXDRo0sHs7kH/17t1bc+fOtU5/9tlnNt9efP36daWmpsrDw8PmeYUKFeJDVj5BcEauGz58uLy9vVWoUCGVLFlSFotFU6dOdXRZyEPuZR+ZOnWqGjdurJEjR6p8+fLq2bOnBg4cqMmTJ2e6/JUrVzR8+HB17dpVvr6+2bkZyGUFChTQvHnzNH/+fPn7+6tu3boaMWKEdu7cmWHZt956SwcPHtTChQtv22ebNm2UlJSkX375RcnJyfryyy/Vu3fvTJdNTEyUt7e33Nzc1Lp1a82cOVNNmzbNlm1D/vDcc89p/fr1Onz4sA4fPqwNGzboueees8738fFR7dq1NX78eJ04cUKpqan6/PPPtXHjRp08edKBlcMsgjNy3WuvvaYdO3Zo586dWrVqlSSpdevWSk1NdXBlyCvuZR/566+/VLduXZu2unXrat++fRmef+3aNT399NMyDIM/kzqJTp066cSJE/ruu+/UokULrV27VjVq1MjwF4fAwEANGzZMo0aN0tWrV7Psr2DBgnruuec0d+5cLVmyROXLl1d4eHimy/r4+GjHjh3avHmzJkyYoKFDh2rt2rXZuHXI6wIDA9W6dWvNmzdPc+fOVevWrVW0aFGbZRYsWCDDMPTAAw/I3d1dM2bMUNeuXeXiQiTLDwo4ugDcf4oWLapy5cpJkh588EFNnz5dtWvX1po1a9SkSRMHV4e8IDf2kfTQfPjwYa1evZqzzU7Ew8NDTZs2VdOmTTVy5Ei98MILGj16tPWuBumGDh2qDz/8UB9++OFt++vdu7dq1aqlP//8M8uzzZLk4uJi3W+rVaumv/76S9HR0TZ334Dz6927twYOHChJmjVrVob5ZcuWVWxsrJKTk5WUlKTixYurS5cuKlOmTG6XirvAxxs4nKurqyTZXIkM3MyefaRSpUrWW4+l27Bhg8qXL2/tJz0079u3TytXrlSRIkWyv2jkGQ899JCSk5MztHt7e2vkyJGaMGGCLly4kOXzK1eurMqVK+vPP//Us88+a3q9aWlptx1rDefUokULXb16VdeuXVPz5s2zXM7Ly0vFixfX+fPnFRMToyeffDIXq8Td4owzckRiYqJ27Nhh05YeTi5cuKC4uDgZhqGjR4/q9ddfV2BgoOrUqeOASuEoObWPvPrqq3r00Uc1fvx4denSRRs3btQHH3xgPat47do1PfXUU9q2bZt++OEHpaamKi4uTtKNW4rd7qIv5G1nz55V586d1bt3b4WHh8vHx0dbtmzRpEmTsgwlffv21bRp07Ro0aLbXoC6evVqXbt2LcsLSKOjo/XII4+obNmySklJ0Y8//qgFCxYwBOg+5Orqqr/++sv6/1vFxMTIMAxVqFBB+/fv12uvvaaKFSvaXESIvIvgjByxdu1a6+130vXp00eSNGrUKI0aNUrSjfFgjz76qH766SfO+t1ncmofqVGjhr788kuNGjVK48ePV/HixTVu3Djrn+mPHz+u7777TtKNP6ffbM2aNfxZPR/z9vZWrVq1NG3aNB04cEDXrl1TSEiIXnzxRY0YMSLT5xQsWFDjx4+/45lkLy+v285PTk7Wyy+/rGPHjqlQoUKqWLGiPv/8c3Xp0uWutwf51+2GfiUmJioqKkrHjh1TQECAOnXqpAkTJqhgwYK5WCHulsUwDMPRRQAAAAB5HWOcAQAAABMIzgDylZYtW1q/6OLWxzvvvOPo8gAAToyhGgDylePHj2d5d42AgAAFBATkckUAgPsFwRkAAAAwgaEaAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABMIDgDAAAAJhCcAQAAABMIzgAAAIAJBGcAAADABIIzAAAAYALBGQAAADCB4AwAAACYQHAGAAAATCA4AwAAACYQnAEAtxUREaHIyEjrdGhoqKZPn+6wegDAUQo4ugAAQP6yefNmeXl5OboMAMh1BGcAgF0CAwMdXQIAOARDNQAgn4qIiNArr7yiyMhIFS5cWEFBQfrkk0+UnJysXr16ycfHR+XKldPy5cutz/nzzz/VsmVLeXt7KygoSM8//7zOnDljnZ+cnKzu3bvL29tbxYsX15QpUzKs99ahGlOnTlXVqlXl5eWlkJAQvfzyy7p48WKObjsAOALBGQDysfnz56to0aL6/fff9corr6h///7q3Lmz6tSpo23btqlZs2Z6/vnndenSJSUkJOiJJ55Q9erVtWXLFq1YsULx8fF6+umnrf299tprio2N1bfffquffvpJa9eu1bZt225bg4uLi2bMmKH//e9/mj9/vlavXq3XX389pzcdAHKdxTAMw9FFAADsFxERodTUVK1bt06SlJqaKj8/P3Xs2FH//ve/JUlxcXEqXry4Nm7cqJUrV2rdunWKiYmx9nHs2DGFhIRo7969KlGihIoUKaLPP/9cnTt3liSdO3dOJUuWVN++fa1nmUNDQxUZGWlzweDNvvrqK/Xr18/mTDYAOAPGOANAPhYeHm79v6urq4oUKaKqVata24KCgiRJp06d0h9//KE1a9bI29s7Qz8HDhzQ5cuXdfXqVdWqVcvaHhAQoAoVKty2hpUrVyo6Olp79uxRUlKSrl+/ritXrujSpUvy9PS8100EgDyDoRoAkI8VLFjQZtpisdi0WSwWSVJaWpouXryotm3baseOHTaPffv2qUGDBne1/kOHDqlNmzYKDw/X119/ra1bt2rWrFmSpKtXr97lVgFA3sQZZwC4T9SoUUNff/21QkNDVaBAxsN/2bJlVbBgQf32228qVaqUJOn8+fP6+++/1bBhw0z73Lp1q9LS0jRlyhS5uNw4F/Pll1/m3EYAgANxxhkA7hMDBgzQuXPn1LVrV23evFkHDhxQTEyMevXqpdTUVHl7e6tPnz567bXXtHr1av3555/q2bOnNRBnply5crp27Zpmzpypf/75RwsWLNCcOXNycasAIPcQnAHgPlGiRAlt2LBBqampatasmapWrarIyEj5+/tbw/HkyZNVv359tW3bVk2aNFG9evVUs2bNLPt8+OGHNXXqVE2cOFFVqlTRwoULFR0dnVubBAC5irtqAAAAACZwxhkAAAAwgeAMAAAAmEBwBgAAAEwgOAMAAAAmEJwBAAAAEwjOAAAAgAkEZwAAAMAEgjMAAABgAsEZAAAAMIHgDAAAAJhAcAYAAABM+H8mEah8Nhy9TQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Growth analysis with plot\n",
+    "growth_analysis(cobramodel, media_file)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Get list of media to be used for auxotrophy tests\n",
+    "# List of medium names\n",
+    "media = ['LB', 'M9']\n",
+    "\n",
+    "# Retrieve media from internal database via name into a list\n",
+    "media2use = []\n",
+    "for m in media:\n",
+    "\tmedia2use.append(load_medium_from_db(m))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/medium/minimal_medium.py:112: FutureWarning: The default dtype for empty Series will be 'object' instead of 'float64' in a future version. Specify a dtype explicitly to silence this warning.\n",
+      "  medium = pd.Series()\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n",
+      "/Users/doebel/miniconda3/envs/refineGEMs/lib/python3.10/site-packages/cobra/util/solver.py:554: UserWarning: Solver status is 'infeasible'.\n",
+      "  warn(f\"Solver status is '{status}'.\", UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<refinegems.classes.reports.AuxotrophySimulationReport at 0x330976200>"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Auxotrophy tests\n",
+    "auxo_rep = test_auxotrophies(cobramodel, media2use, ['min', None])\n",
+    "auxo_rep"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Visualise auxotrophy report\n",
+    "auxo_rep.visualise_auxotrophies()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "refineGEMs",
+   "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": "3.10.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}