{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Inspecting training data \n",
"\n",
"* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n",
"* **Compatibility:** Notebook currently compatible with the `DEA Sandbox` environment"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Background\n",
"\n",
"Prior to training a machine learning classifier, it can be useful to understand which of our feature layers are most useful for distinguishing between classes. The feature layers the model is trained on form the **knowledge base** of the algorithm. We can explore this knowledge base using class-specific [violin plots](https://en.wikipedia.org/wiki/Violin_plot#:~:text=A%20violin%20plot%20is%20a,by%20a%20kernel%20density%20estimator.), and through a dimensionality reduction approach called [principal component analysis](https://builtin.com/data-science/step-step-explanation-principal-component-analysis). The latter transforms our large dataset with lots of variables into a smaller dataset with fewer variables (while still preserving much of the variance), this allows us to visualise a very complex dataset in a relatively intuitive and straightforward manner. \n",
"\n",
"By exploring our training data we can learn more about the land cover classes we are interested in mapping (e.g is NDVI a good way to distinguish between crop and non-crop areas?), decide if we have enough training data and the right features for our models to be able to accurately map the classes (are there distinct differences in the feature layers values between classes?), and postion ourselves to be able to improve the model should the results be unsatisfactory (what kinds of features can we discard that might be confusing the model?).\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Description\n",
"\n",
"Using the training data written to file in the previous notebook, [1_Extract_training_data](1_Extract_training_data.ipynb), this notebook will:\n",
"\n",
"1. Plot class-specific violin plots for each of the feature layers in the training data\n",
"2. Plot the importance of each feature after applying a model to the data.\n",
"3. Calculate the first two and three prinicpal components of the dataset and plot them as 2D and 3D scatter plots\n",
"\n",
"---\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting started\n",
"\n",
"To run this analysis, run all the cells in the notebook, starting with the \"Load packages\" cell. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load packages"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import random\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"from pprint import pprint\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Patch\n",
"from sklearn.decomposition import PCA\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.ensemble import RandomForestClassifier"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Analysis Parameters\n",
"\n",
"* `training_data`: Name and location of the training data `.txt` file output from runnning `1_Extract_training_data.ipynb`\n",
"* `class_dict`: A dictionary mapping the 'string' name of the classes to the integer values that represent our classes in the training data (e.g. `{'crop': 1., 'noncrop': 0.}`)\n",
"* `field`: This is the name of the column in the original training data shapefile that contains the class labels. This is provided simply so we can remove this attribute before we plot the data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"training_data = \"results/test_training_data.txt\"\n",
"\n",
"class_dict = {'crop': 1, 'noncrop': 0}\n",
"\n",
"field = 'class'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Import training data\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# load the data\n",
"model_input = np.loadtxt(training_data)\n",
"\n",
"# load the column_names\n",
"with open(training_data, 'r') as file:\n",
" header = file.readline()\n",
"\n",
"column_names = header.split()[1:]\n",
"\n",
"# Extract relevant indices from training data\n",
"model_col_indices = [\n",
" column_names.index(var_name) for var_name in column_names[1:]\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Wrangling\n",
"\n",
"This cell extracts each class in the training data array and assigns it to a dictionary, this step will allow for cleanly plotting our data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"crop 1\n",
"noncrop 0\n"
]
}
],
"source": [
"dfs = {}\n",
"\n",
"# Insert data into a Pandas DataFrame, then split into features and labels\n",
"model_input_df = pd.DataFrame(model_input, columns=column_names)\n",
"X = model_input_df.drop(field, axis=1)\n",
"y = model_input_df[[field]]\n",
"\n",
"# Fit the standard scaler to all features\n",
"scaler = StandardScaler(with_mean=False)\n",
"scaler.fit(X);\n",
"\n",
"for key, value in class_dict.items():\n",
" print(key, value)\n",
" # extract values for class from training data\n",
" arr = model_input[model_input[:,0]==value]\n",
" # create a pandas df for ease of use later\n",
" df = pd.DataFrame(arr).rename(columns={i:column_names[i] for i in range(0,len(column_names))}).drop(field, axis=1)\n",
" # Scale the dataframe\n",
" scaled_df = scaler.transform(df)\n",
" scaled_df = pd.DataFrame(scaled_df, columns=df.columns)\n",
" \n",
" dfs.update({key:scaled_df})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature layer violin plots"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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E8Akhdggh/i+sPwgRERERERERUS+EELcIIf4phLhBCHGdEOI1AK8BmMQEovgmhLhQCPGqEOJmIcTVQojnAYwBsB7AapPDIyIiIiIiIqI4FxNJRABOBHAPgDrs7VHfla/hL6n9MoBb4O8Hv0AIcW5vOxBC/AnAFwCmwl9yezKAT4UQj4cUORERERERERFR3zQB+DWACQDmAHgQ/pZVD5sXEkVJM4DLAXwPYD6ApwBMAnCTZDlxIiIiIiIiIoqwmGhnJoSwSSmN1v//EcCXAI6TUua3W+cc+HvcPyql/LZ1mQNAJoAdUsrbehjfAaAUwDwp5UPtln8D4DYAh0sp1XD/XEREREREREREREREREREREREVhATlYjaEoh6cRsAFcDEdttp8M/au14IkdzDthcDOATA+E7LxwE4CMBlfQqYiIiIiIiIiIiIiIiIiIiIiCiGxEQSUYDOALBbSunutDwTQBL8LdF62hYAMrrYFgBODz08IiIiIiIiIiIiIiIiIiIiIiJrcpgdQBgNAVDXxfLadvf3tC262L7HbYUQjwF4DAD222+/X5566qmBRUpEREREREREREREREREREREFGWbN2+ullIe0tV98ZREFHVSyjEAxgDA8OHD5aZNm0yOiIiIiIiIiIiIiIiIiIiIiIioa0KIgu7ui6d2ZnUADuxieVsVodou7mu/LbrYPpBtiYiIiIiIiIiIiIiIiIiIiIhiWjwlEWUCOE4IMaDT8tMBKAB29rItAJzRxbYAkBV6eERERERERERERERERERERERE1hRPSUSzADgB3N22QAjhAHAvgIVSSl8P264DUA3g/k7LH4C/CtGa8IZKRERERERERERERERERERERGQdDrMDCJQQ4q7W//6y9euNQogqAFVSyhVSylQhxEQAHwghnAB2A3gcwHHolBwkhNgJoEBKeTUASClVIcRLAD4VQpQAWAzgKgCPAnhCSqlE+ucjIiIiIiIiIiIiIiIiIiIiIjJLzCQRAZjc6ftPW7+uAHBF6/8fAfAGgNcBDAaQDuAGKeWWTts6ANjbL5BSfi6EkAD+AeA5AIUA/ial/BRERERERERERERERERERERERHFMSCnNjiEuDB8+XG7atMnsMIiIiIiIiIiIiIiIiIiIiIiIuiSE2CylHN7VfbFUiYiIiIiIiIiIiIiIiIiIiIiIgtDY2IjKykqoqmp2KBQBTqcThx56KAYNGhT0GEwiIiIiIiIiIiIiIiIiIiIiIopjjY2NqKiowLBhw9C/f38IIcwOicJISgmPx4OSkhIACDqRyBbOoIiIiIiIiIiIiIiIiIiIiIjIWiorKzFs2DAMGDCACURxSAiBAQMGYNiwYaisrAx6HCYREREREREREREREREREREREcUxVVXRv39/s8OgCOvfv39I7eqYREREREREREREREREREREREQU51iBKP6F+hwziYiIiIiIiIiIiIiIiIiIiIiIKMExiYiIiIiIiIiIiIiIiIiIiIiIKME5zA6AiIiIiIiIiIiIiIiIiIiIiMxxz7sjTd3/pH+8Yur+aS9WIiIiIiIiIiIiIiIiIiIiIiIiSnBMIiIiIiIiIiIiIiIiIiIiIiKiuOfz+cwOwdKYREREREREREREREREREREREREMSc9PR133HEHDjroIPTv3x+nnHIK/vvf/wIArrjiClx22WWYNWsWzjvvPCQnJ+PTTz8FAKSkpOCaa67BwIEDsd9+++Hqq69GSkpKh7EffvhhHHnkkVi7di3OP/989OvXD8ceeyxGjx4d9Z8zWhxmB0BERERERERERERERERERKFRdBUbK7IwpN8BOG3IsWaHQ0QUcSkpKbjiiitw4okn4v3338eRRx6J3NxcbN26dc86OTk5ePLJJ/HSSy/h+OOPx5AhQ7B161aMGDECp59+OsaOHQshBN566y2MGDEC69evxznnnLNn+8bGRtx777144YUXcOKJJ2LChAl48sknsf/+++Phhx824aeOLCYRERERERERERERERERERGZzOVyYeTIkWaHgVdeeQUul8vsMIiIevXss8/ioIMOwvr16zFgwAAAwFVXXdVhnerqaixcuBDnnnvunmV33XUXkpOTsWTJEgwePBgAcO211+LYY4/FyJEjMW3atD3rNjU1YcyYMbjvvvsAADfccANKSkrwyiuv4KGHHoIQIrI/ZJSxnRkRERERERERERERERERkclcLheklEHf1pdlAABumPb3kMZhAhERxQK32401a9bg/vvv35NA1JVjjz22QwIRAKxcuRK33HLLngQiABg0aBBuu+02rFixosO6drsdd955Z4dl9913HwoLC1FSUhLyz2E1TCIiIiIiIiIiIiIiIiIiIopxumEAAAxpmBwJEVHk1dXVwTAMHHnkkT2ud/jhh++zrLa2tsvlhx12GOrq6josO/DAA+F0OjssGzp0KAAwiYiIiIiIiIiIiIiIiIiIiKynLXlIQpocCRFR5B144IGw2Wy9JvJ01W5syJAhKC8v32d5eXk5DjzwwA7L6urqoKpqh2UVFRUAgGHDhvU1bMtjEhERERERERERERERERERUYwzWpOHpGQSERHFvwEDBuCyyy7D+PHj4fF4+rTtiBEjMHfuXDQ1Ne1Z1tTUhFmzZuGKK67osK6u65g6dWqHZRMmTMDRRx8dl0lEDrMDICIiIiIiIiIiIiIiIiKi0EhWIiKiBDNq1CiMGDECF198Mf7xj3/gyCOPRF5eHtLS0jB69Ohut3vppZcwe/ZsXH311XjhhRcghMD//vc/uN1uvPzyyx3W3X///fH888+juroaJ510En766ScsXrwYY8eO7bLKUaxjEhERERERERERERERERERUYxrSx1iJSIi6qtJ/3jF7BCCcv7552PNmjV4+eWX8cQTT8Dn8+GYY47BI4880uN2Z599NpYvX47//Oc/eOihhyClxEUXXYQVK1bgnHPO6bDuoEGDMGHCBDz11FPYtm0bhg4dig8//BAPPfRQJH800zCJiIiIiIiIiIiIiIiIiIgoxjF5iIgS0XnnnYdZs2Z1ed/y5cu73e7CCy/E4sWLA9rHJZdcgo0bNwYTXsyxmR0AERERERERERERERERERGFB1OJiIgoWEwiIiIiIiIiIiIiIiIiIiKKE8LsAIiIKGaxnRkRERERERERERERERERERERUTtjx441O4SoYyUiIiIiIiIiIiIiIiIiIqK4wVpEREQUHCYRERERERERERERERERERHFOJvwJw8J5hAREVGQmERERERERERERERERERERBTjhPBf+hWsREREREFiEhERERERERERERERERERUYyzoa0SEZOIiIgoOA6zAyAiIiIiIiKixCOlhISEgOAJbiIiIiIiojBo+2zFSkRERBQsViIiIiIiIiIioj5zuVwQQgR9s9lssNvssNlsIY3jcrnMfiiIiIiIiIgswd7WzowTNYiIKEhMIiIiIiIiIiKiPnO5XP5qQkHebvr5aQDA2xvHhTQOk4iIiIiIiIj8bK1JRDZWIiIioiCxnRkRERERERERRZ1u6AAARVdNjoSIiIiIiCg+2ForENlYiYiI+uhXk/5s6v5X3fOFqfunvViJiIiIiIiIiIiiTpcGAMDHJCIiIiIiIqKw2NvOjJeAiYgoOPwLQkRERERERERR15ZEpBhMIiIiIiIiIgqHPe3MWImIiMhyfD6f2SEEhElERERERERERBR1uvS3M1N1zeRIiIiIiIiI4sOeJCIwiYiIEoPL5YIQArm5ubj55psxcOBAHHPMMXj11VdhGMae9Xbs2IE77rgDgwcPRv/+/XHRRRdh/vz5QY0FAFVVVfjLX/6Co446CsnJyTjqqKPw4IMP7kkUahsrIyMD119/PQYOHIh77rkHAFBWVobf//73OPjgg5GcnIyzzz4b48eP7zD+2LFjIYTAypUr8etf/xoDBw7EQQcdhL/+9a/weDyReCj3YBIREREREREREUWVIQ0YUgJgJSIiIiIiIqJwaUsdEqxEREQJ5o477sBVV12F6dOn49e//jVeeeUVfPfddwCA0tJSXHbZZUhPT8fHH3+MSZMmYfDgwbj55psxb968Po0FAHV1dbjkkkswceJEPPPMM5g7dy7efvttqKoKRVE6jHX77bdjxIgRmDlzJp5++mm0tLRgxIgRmDdvHt58801Mnz4dZ511Fh588EGMGTNmn1geeOABnHjiiZg2bRqefvppfPnll3j88cfD/Oh15Ijo6EREREREREREnaiGvqe8vk9nEhEREREREVE4CNFWP4JJRESUWP7xj3/gkUceAQBcc801WLp0KX766Sc88sgjeO+991BXV4d169bhxBNPBADcdNNNOP300/Gf//wHN954Y8BjAcD777+PvLw8bNq0Ceedd96e7X7729/uE9eTTz6Jp556as/3H3/8MXJzc7Fs2TJcccUVAIAbb7wRFRUVePHFF/GHP/wBdrt9z/o33XQTRo0aBQC47rrrIITAyy+/jH//+984+eSTQ33YusRKREREREREREQUVYquwC7srf9nEhEREREREVE4MYWIiBLNzTff3OH7M888E4WFhQCAlStX4qKLLtqTQAQAdrsdv/3tb5GWlobGxsaAxwKAhQsX4vzzz++QQNSdO+64o8P3K1euxLBhw/YkELV54IEHUFVVhaysrA7L21qgtbnvvvtgGAZSUlJ63Xew4iqJSAixXAghu7nN72Xb7rY7N0rhExERERERESUEn66yEhEREREREVHYyXb/EhEljiFDhnT4Pjk5GV6vFwBQW1uLww8/fJ9tDjvsMEgpUVdXF/BYAFBTU4MjjzwyoLg677enWNrub2/o0KFdfl9SUhLQ/oMRb+3M/gJgUKdlFwN4D8DMALYfC+CLTstyQg+LiIiIiIiIiNq4NR9srWX2fbrSy9pEREREREQUCF0aAACj9SsREfmTgsrLy/dZXl5eDiEEDjzwwD6Nd/DBBwecxCNEx9pwQ4YMwY4dO7qMpe3+9ioqKnDGGWd0+B4Ahg0b1qeY+yKuKhFJKbOklOvb3wCcCUABMCGAIUo6by+ldEc2aiIiIiIiIqLE4lG9sLUW2PdqTCIiIiIiIiIKB91gEhERUWcjRozA+vXrkZ+fv2eZruuYOHEizjvvPAwa1LlOTc+uu+46pKSkID09PahYiouLsWbNmg7Lf/zxRxx66KE4/fTTOyyfNGlSh+8nTJgAm82GCy+8sM/7DlRcJRF1JoQYAOBuALOklLW9rU9EREREREREkdei7S0B7WUlIiIiIiIiorDQDA3A3opEREQEPP300xg8eDCuvfZa/Pjjj5g9ezZuvfVW5OTk4I033ghqvOOPPx7XXHMNPvzwQyxduhSTJk3C/fffj6amph63ffjhh3HSSSfhN7/5Db766ivMnz8fDz74IBYtWoTXXnsNdru9w/pz587Fc889h0WLFuGNN97AyJEj8fvf/x4nnXRSn+MOVLy1M+vsDgD7A/guwPUfF0I8B0AHsB7AK1LKVZEKjoiIiIiIqD2Xy4WRI0eaHQZeeeUVuFwus8OgONaotEC2/l8zdGiGDofN3uM2RERERERE1DOlNYlIM3STIyGiWLPqni/MDiFijjjiCKxevRovvPACHn/8cfh8Ppx77rmYM2cObrjhhj6PN3jwYKxZswYvvvgi3nrrLdTU1GDo0KG46qqrkJSU1OO2++23H1asWIHnn38e//znP9HU1IRTTjkF48aNwwMPPLDP+uPHj8e7776Lzz77DElJSfjTn/6EUaNG9TnmvhBSyt7XilFCiAUAzgUwTEqp9bLuOACzAZQCOAbAcwBOB3CtlHJ5N9s8BuAxADj66KN/WVBQELbYiYiIiIiI+mrCjkX47anX4eH5r+Lb618yOxyibk3fuQIfp0/Gkrs+wdVT/oqJN72Bg/ofYHZYREREREREMW1Z0WZcdfRwXDn5L1h61ydmh0PUoyp3HTJrd+OMIcfhkAEHmh1OQsjOzsZpp51mdhgUgLFjx+KRRx5Bbm4uTjzxxD5v39tzLYTYLKUc3tV9cdvOTAhxBIBrAPzQWwIRAEgpH5RSTpRSrpJSjgdwGfwJRa/3sM0YKeVwKeXwQw45JGyxExERERERBUNvnWmoSc44JGur9jRA0VUAgF3YUettNDkiIiIiIiKi2OdW/a2jNUNDPBeSIGtwuVwQQgR9O3S/IbjyqF/i0P2GhDQOq2kThVfcJhEBeAD+ny/QVmYdSCmbAMwBcH44gyIiIiIiIoqUtuQhnWXLyeJKWir3tDMTAKo89SZGQ0REREREFB/cmj+JyCZs8OqKydFQvHO5XJBSBn37NG0KAOCz9KkhjcMkIqLwiuckoocApEsp00Mch2m6REREREQUExTdX4RVZSUisriS5qo9/1cNHRXuGhOjISIiIiIiig9NqhsA4LA50KJ6TI6GqGd2Ye/wlYj2evjhhyGlDKqVWajiMolICDEcwOkIsgpR6xiDANwCICVccREREREREUVS24zDtjZRRFZV3rI3aUgxVOxuKDUxGiIiIiIiovhQ6/G3irYLGxqVFpOjIeqZw2Zv/RqXKQtEMcthdgAR8nsAGoAfOt8hhDgGwC4Ar0opX21d9iyAUwAsA1AK4BgAzwI4DMD9UYqZiIiIiIgoJE2tJwh9TCIiC/NpCho6nczOrS8yKRrqipQSXlVB/6Rks0MhIiIiIqI+qPU2AACEEGjwMYmIrG1vElG8piwQxaa4S+sTQjgB/BbAfCllZVerALCj48++A/7KRR8BWATgPQC7AVwmpVwV2YiJiIiIiIjCo97XDADwaj6TIyHq3u7GUvSzJ3VYVtBYblI08cnlckEIEfTNZrNhQHK/kMYQQsDlcpn9UBARERERJZQar78SkZQS9b4mk6Mh6tmeJCK2M4sqKaXZIVCEhfocx11an5RSBXBID/fnw59I1H7ZLACzIhsZERERERFRZNV4WmccQqBF9WA/Z3+TIyLa1466QujS6LDMqyuo8TTgoP4HmBRVfHG5XCEl8MzcuBa3X3ApCirLcfQhQ8MXGBERERERRVRD6+QizdBR15pQRGRVztYKRG3JRBR5TqcTHo8HAwYMMDsUiiCPxwOn0xn09nFXiYiIiIiIiChRVXnqAQBJdgcq3LXmBkPUjY0VWfDpSodlTpsDGTW7TIqIOrMJ/9wrm42njYiIiIiIYkmD4k8iUgwV1a2tzYisyrEniSju6p5Y1qGHHoqSkhK43W5WJIpDUkq43W6UlJTg0EMPDXoc/kYSERERERHFAZ+moFl1t34nUNBYjuMPGGZqTESdSSmRWpmzz3K35sWGskyMOPIXJkRFnbUlD9kEk4iIiIiIiGKFbhhwa94935c2V5kYDVHv2ioQOVmJKGoGDRoEACgtLYWqqiZHQ5HgdDoxdOjQPc91MJhEREREREREFAfyGkuRbE8CAHg0H3LqCnHlUb80OSqijvIby6DoXZ+kWlu2NcrRUHccrUlEDjuTiIiIiIiIYkWdrwkOsffSLysUk9W1JRHZmUQUVYMGDQopwYTiH88GERERERERxYGM6l3QDB0AICGxsSLb5IiI9rWyJBW6NLq8r1n1IL+xLMoRUVccdv8JXAdP5BIRERERxYwqT12Hii7VHrYzI2tra6VtZxVcIkvhbyQREREREVEcWFmSBsXYW+Elr6EEPk0xMSKifc3dvRaqoXV5ny4NLC5IiXJE1JW2JCK7nUlERERERESxospdB9nu+zpfk2mxEAXChrZW2sLkSIioPSYRERERERERxTifpiCrJq/DMqfNgU2V202KiGhfuxtKUePtfiasZuiYvXsNpJTdrkPR0VaByMkkIiIiIiKimFHurukwaUMzNLhVr4kREfVsb+4Qk4iIrIRJRERERERERDFuXXnGPm2H3JoX83avNSkion3N2LVyT8u97rg1L7ZV74pSRNQdtjMjIiIiIoo9xU2VHZKIku1OlLtrTIyIqGdtc4g4mYjIWphEREREREREFOOm71wBt+bbZ/m68gzOOiRLUHQVc/PXQpdGj+t5NR8m5iyOUlTUHXtr8pDNxtNGRERERESxYndjWYfvBQRKm6tNioaod23nCAz0fK6AiKKLZ4OIiIiIiIhiWLWnAVurd3Z5nx0CS4s2RTkion0tK9oc0HoSwPqybajzNkU2IOqRzeYvJW9nEhERERERUcwoba7q8L1iqCjptIzISozWJCLdYBIRkZXwbBAREREREVEMm5W3stv7PLqCn3YsjGI0RF0blz0Pni6qZXVNYPqu5ZEMh3oh4E8iEkKYHAkREREREQXCkAZqvY0dlqmGjryGEpMiIupdW8vz3qoWE1F0MYmIiIiIiIhiiqppaHS7u7xpum52eFGlGTqm5C6DamjdrlPprsP22vzoBUXUSWZNHirctQGvrxgqJucs3XMykYiIiIiIiHpW4a6Fo7UtcXu7GopNiIYoMLr0f+7n538ia2ESERERERERmcLlckEI0edbktOJA/bbr8ub0+EIakyXy2X2wxGUtWXbekwgAgCfrmLCjsVRiohoX99nz4NPV/q0jSZ1LC/eEqGIKFBSSrNDICIiIiKiABQ0lsMu9r3sW8x2ZmRhbee0VEM1ORIias9hdgBERERERJSYXC5Xn5J3FFXFyxO/RWFV5Z4ZSpOfdeHuUXvHcNrtOOGwYXjprgfhdMT/x50J2xf22iJKQmJVSSqaFDf2TxoQpciI/Ko99dhUnoW+pqJ4NB++z5qLa44+PyJxUc+M1lLyUkq2NCMiIiIiigE764vh1fdNxPDpChp8zTggeaAJURH1TNXbkohYiYjISliJiIiIiCjOBFvdJdy3WK3sQtbk9nnhmvQdiqqreixxrOo68ipK8cbU8fCqfat8Emsq3LXYUVcQ0Lo2YcOiwg0Rjii+8bU1ONNyl/c5gahNWUs1cuoKwxoPBUbT/UlEmmGYHAkREREREQUio2bXntZQ7SXbkrCzni3NyJrakoe0XqpsE1F0MYmIiIiIKM64XC5IKft0G79yEe7/4HXcPWpvVZe2/9//weuobKjr85ixdqGbrKusrgbPff8F8qvK98xQ6omiacgtK8YL48agqrE+8gGaZH7++oDX9eoKft65IoLRxL9gXlvbboZh4PcfvQkAuP+DN5BRuDvosWLptVUzdEzftaLXlnvdUQwVk3OWhDkqCoTW+lqrBfCaS0RERERE5tvRzQQMn6EEPAGJKNraEt96mjBIRNHHJCIiIiKiBFdcU4V5WzZA0bq+UKjpOj6ZNx1SBltLgig4Ukosz0zD899/gerGemh64CcUVF1HeX0t/jH2M6zdkRnBKM0zd/caKH1IzihtrkJFS20EI6LuVDTUQW+t6KIbOraXJEZ1nZTyrC5nwgbKkBLLijfDq8V3VTErantP4FP3bYdARERERETW0qx4UO9t6vI+zdCxpTInyhERBaZt0lGwk4+IKDKYRERERESUwHTDwHszJ3ebQAT4L+LuKi/F8sz0KEZGia66sQGvTRmHrxfPhU9Tg2qHJKWEV1Xw2fwZeGvaj6hvaQ57nGapaKlFtae+T9sIIbC6lL/HZthakAcBAcD/urtx53aTI4qOn3cuh1vzhTSGTdiwonhLmCKiQLW1g/RpTCIiIiIiIrK67XX5SLY7u70/u3Z3FKMhClxbC21DspU2kZUwiYiIiIgogU1dtyKgdk8+TcW3S+eiurEh8kFRQtN0HTNS1uDv336CrOKCsFzA9mkq0gt24YmvP8LcLRv2VISJZZsqsmETffs459NVrChOjVBE1JOVmekdjuXC6ko0edwmRhR5LaoHmytDT5byaD7MzFsVhoioL9qSiLwKq0AREREREVldWmUOPHr37929moJKd10UIyLqG4MF8IkshUlERERERAkqr6IMMzetDThJQ9E0vDdrMowYa2vmcrkghLDEzeVymf1wWFra7p144uuPMGXdCiiaCiOMyT66YcCnqvhp9RI89c1oZBTG9iy8deXb4O3hBGF3smp3szVhlNU2NSKvsqzDMpuwYVXWVpMiio61pdvgsNnDMlZ27W40KS1hGYsC41H8FaSYREREREREZH0byjN7rORit9mwtTo3ihER9Y1NmB0BEbXHJCIiIiKiBKRoGkbNnNhjG7PODClRVF2JeVs2RDCy8HO5XJBSBn3Lqy8BAFwx6XHUeBpCGotJRF0rrqnCyxO+xbszJ6GmqTGi7XN8qorKhnq89fNPeH3KOJTV1URsX5GUWZ0X1HYCQFFzZXiDoR7N2bIBnc+FKZqKGRvXhjVRzmrm56+DJ8RWZm0cNgfWlm0Ly1gUmBavF8DeikRERERERGRNqq5hV0NJj+t4NB82lGVGKSKiwNmE/4yJ2OfMCRGZiUlERERERAlowuqlaHT3vaqDT/NXcqmoT5wSyKrhT7Ry2Ox7/k/h0eh247MFM/DC+DHYUVoU0eShzhRNRUbhbjz7/ef4avEcNHs9Udt3qDyaD3W+pqC2tQmB3LrCMEdE3Wn2erAwbSNUXd/nPo/ixdod8XkSV9FVpFXlhG08j+bDooKUsI1HvWvxMYmIiIiIiCgWZNfmw2lz9LrexorsKERD1Dd2YWv9Gp5KxkQUHkwiIiIiIkowhVUVWJi+sU9ViNpTdR2j501LmJZIqtF28V9AM/ZNBKC+03QdMzeuxV+/+gCrsrdB1TRTjidDSqiahmUZqfjLmA8wLzUFegxUhslrKEE/e1JQ23o0BTuYRBQ1E9cs67akvFdV8d3yBVCDfC22svSqXDgCOIndF2lVOXwNjiK3j+3MiIiIiIhiQUp5JnwBtDtvUlpQ4a6NQkREgWtLgHPaw3sOgYhCwyQiIiKiALhcLgghTL/FSyskKSWm5C7FuOx5yKrZbXY4CUVKiU/mzwg6gahtjIKqCmzISYwZTKrhr45jEwKKHr1KOfEqPX8Xnvj6I0xeuxw+VYXWRYWWaFN1HV5VwY+rFuOpb0Yjqyjf7JB6tLO+GJoM7nGTkMio3hXmiKgrhVUVWJaR2mUVojYexYep61dGMaroWFGcGrZWZm3swo6t1TvDOiZ1z9dagSiaFeKIiIiIiKjvVpWmQ+9m8kp7dpsdWyp3RCEi6o6UEgvTNyHT4uedoslh81cgaqtIRETWwN9IIiKiALhcLkgpg7q9Nvl73D3KBQC4e5QLf/z0naDHslISUSiJVTabDXeffDV+f/pNOOPg45lYFUUbcrJRWlcd8jg+VcXXS+fGZQWNznytiUMCYBJRCGqbGvHfaT/gnRkTUdPUaMkL0z5VRWVDPd6c9iNGzZiI+pZms0Pq0tbqnXuOy2DsaihJmEpiZtF0He/NntxrwqaiaZi9eR0KqiqiFFnkSSmxqiQNEuE9xry6DyuKt4R1TOpe2993KyR6EhERERFR19yqF4WN5QGt69F8WFWSFtmA4lyoE41tNhuuP/d8nHn0cTwf3mpvOzOmLBBZCX8jicg0VqnsEm9vushapJTYWV7aYVmL14tGd4tJEYVPKIlVuxtKcd3UJwAAf10SfFKV1RKrrE7RNHy9dC58aniSNzyKglmb1oVlLCtzq17/f4RAi+Y1N5gYZEiJ+akpeOrbj5GevwuKBZOHOlM0FZvzcvDk16OxdNsWyyXcpFXlhLS9LnWUtYSeTEjd+2HVYlQ3NgS0rqJpeHv6hLC9Npstv7EM7gi8VhpSYnmx9X4f45XW2tqRSURERERERNa1tXonkuzOgNdPrdzBz1QhCOV8uJQSbp//s/JLP33D8+Gt7G2ViFq/EpE1MImIiEwTyhuuZdtScf8HrwPwV3Z54IM3UFBVwTddZDk1TY37VGpxOhzIKSs2KSJraPS1QLS+DWlQrFnpIx5NXrccHqX3HumBUjQV0zasQlVjfdjGtKIGn/8YlVLu+T8FpqqxHv/58Sv8sHIxfKoKI4ZOVOmGAa+q4Nul8/HKxLGobW4yOyQAQI2nAXXe0GIRENhcsT1MEVFnm3btwKL0TX1qG1nf0oxP5k+Pi5O5S4s2QQ+y3V5v3KoXuxpKIjI2ddR2LMbDMUlEREREFK82lGX2qZW0ZugobIqfSrixJsnhT/jq5ww88Sve2YTo8JWIrIFJREQUkzbszO5wYcaQBtLzd5oYEVHXckqLYLd1/HPrVXzILi40KSJrqPc1Aa1tThqV2K/KFAuyiwswb8uGsFeB0XR/BY14rlRQ7fFXE9EMDbXeRpOjiR1rd2TiH2M/xe6KMku2LguUT1ORU1qEv3/zMTbtND/xZnVpesglnr26ggUFG8IUEbVXXFOFD+dM7VMCEQCouobUvNyYr+4mpcSc3WuhGpH5m6AaGubnx/ZjFDNaz98KnsglIiIiIrKs9eUZfWolLSGxpdL8cxuJqu06gcPuMDkS67C1pirYmLJAZCn8jSSimGNIiczC/A7LVF3HhpxscwIi6kFGYT68asfKLxLA1oJd5gRkEXW+JmitVQqaFY/J0cS//MpyvPXzj32+qB0IQ0qU1dXg3ZmT4jaRqLjZP0NLMTSUtdSYHI31abqOMYtm49P5M+CNsepD3TGkhFdV8MGcqfh++UIYrW1+zDBt53J49dArimXV7kaNJ7B2WxSYBncLXp30XdBtyXyaiklrl2GjBZLVgpVVm4+mCCYH69LA3N1roUUoSYn2srUmKzKJiIiIiIjImlpUD8r7eJ7Kp6tYX5YZoYgoUJ0nHSeyviTBEVH08FWKiGJOYVXX5TbzKsvi9gI2xa6thV0nC5XUVO/T5iyRVHvqoej+i6ya1OHTwtdiizpKzcvFSxO+CWsbs84UTcO2wjyMnPQdmr3xlxRW3Fy55//5jaUmRmJ9bp8XroljsTJra9irXlmBomlYlL4Jr08dv0+CaDRsr81HSXNVWMYSACbnLg3LWAS4fT68MnEsmjyhvQYqmoYP50zDjpKiMEUWXZNyFsOnR/Z3X5M61pVti+g+CHDa7R2+EhERERGRtWTV7Eayve9tsTJqEntyqxXYmES0hy79E/W0CLVFJ6Lg8FWKiGJORtFu6F1UAHDa7cgtKzYhIqKuNXncqG1q6vI+p8OR0MdrcXPVnjkGSTYnqr2shhFuPlXF10vm4t1Zk4KuitEXiqZhV0UpnvrmY2wtyIv4/qKpvKV2z//DlcARj+pbmvHP8V8ir7IsLhOI2vg0FTtKCvHvH75Cc4gJI331afrUPQmYoVIMDVNzl6LRx5aSofKpKl6d/D0qG+r2nPwKhaKpeGPqeOyuKAtDdNFT42nA6pL0iM8i9Gg+fJs5O6L7ICDZ6b8YkeTo+0UJIiIiIiKKvG3Vu4KqVOzRfKj21Ic/IApYqG3q44lq+Cdas+IwkbXwVYqIYs7mXTlQ9X0ruPgrYew2ISKirm0tyIOjm9nbPlXBpl05UY7IOkrbJWLYbTZUuGt7WJv6QkqJlNzt+NtXH2JZRmpEWph1R9N1NHnceHv6BIyaMRG1TY1R23ekqLqGJtW95/sqT52J0VhXfUsz/v3DV6hsqEuIqoCqrqO8rgb//jF6iUSbKrKRXZsf1gQNQxr4fOu0sI2XiHyqitcmf4+i6sqwHvteVYFr0nfIrywP25iRNjZrTtTKkBc1VSCtKnHfR0VDv6QkAHuTiYiIiIgSlVdTsLIkDSuLU/fcqtw8N0DmS63KCWoiS5LNge21BRGIiKjvPKrP/1XzmRwJEbXHJCLqoKi6Essz0rA8Iw0bcrNhSPaiJGsxDAO5ZSVd3qcbBrbk8WICWcea7RndtrsxpMT6nKwoR2Qd7ZOGdENHWUu1idHEj53lJfj3D19h9NxpaHC3RDWBqD1FU7E5LwdPfjMaP6xaDLcvdj8ElrVUdygNbUiJBl+ziRFZj9vnw8sTvkVtc2NCvXfUDAPVjQ1wTRob8WpfXk3B6xu+DWqGYU8UQ8PCwg3IqmESdjDcPi9envAtdleWd5ngHiqP4v/dyim1fuXCCnct5uWv3TODMNK8uoKPUidCJtBrTrQNSOoHgElEREREFB9cLheEEEHd+juTMeLI8zDiqF/suR2635Cgx3O5XGY/HBQn8hq6vk7SG4/mw446JhGZKVoTcGJBo9LS4SsRWQOTiOJQKG+Ijz5kKK486zxcedZ5uOjk02G32fhmmCxld2U5bEJ0e39hVSWUKLTtIeqNoqrYWtBzf+lGTwuKaxKvNZIhDdT79rZ58+oKipoqTYwo9hVVV+L1KePgmjgWuypK4bNAKyndMKBoGuZu2YD/++I9/LxhdVTaqoVbUXMlbNj7dyfJ5kBxM4/XNoaUGDVzIqqbGhIqgaiNZugoq6vFh3OmRjSZ4cPUiWhS3L2vGASfruLFtV9wxlcf1TQ14oVxY1BUXRmRBKI2XlXBq5O/x6ad2yO2j3D4KHVi1EuPFzVVYnnx5qjuM5Hs18+fRNQ/KdnkSIiIiIhC53K5IKUM6vbcyo9w2cTHcNnExwAAl018DDf9/DQMwwhqPF43oXBoUT1oUYOrjGxAIqs2P7wBEQWprvU6QZ0v9ivaE8UTJhHFoWDfEG8ryMODH76Ju0e5AAB3j3Lh9Snjgn5zzTfDFAlb8rpuZdbG6XAgszg/egERdWNzXg5svfQ2NgwDyzPSohOQhVS66+C0OTos21Vv/SoLVlReX4tRMybin+O/xLbC3aZVHuqJqmnwqgqmrl+J//viPcxPTYmpdlfFTRVQjL3JTwYkk97ambdlA3JLi2PqOQ03VdewrSAPyzJSIzL+yuJULCrc0OE4DLcGXzPe3jQ+YuPHm13lpXju+89R1VgflcQZRVPxwZypmJGyxpKVd1Ird2BDeVZQZfRD4dUVjNr8I9yqN6r7TRQDWpOH+jmTTI6EiIiIyDyGNJBWlbvPckVXUcQJRmSi/MZy9LMH/149v6E0jNFQXwl0P1E+0dR4G/xfPQ0mR0JE7TGJiPaYvG75Pm13sooKUFHP/r5kHauyt0E3ur9A4VF8WJ2dEcWIiLo2d8uGbluZtdEMA0szUmH0cEzHo+LmStht9g7LCpvKTYomNjW6W/D5wpn4x9jPsGnXDqi6ZskLy+0pmooWnxc/rFqMx8e8jzXbMywfMwDsrC+G2i5JwKv5UNBYZmJE1tHkcWPC6qWWqHxlNp+mYuzyBWFv3VfSXIXXU76FT4/sY6wYKlaXpGF23uqI7iceLNuWilcmfotmryeq1bcUTcOUdSvw/qzJlqrq5tMUvLbhG/jC3GovUF5Nwcdpk03Zd7zrl+S/IJHEdmZERESUwPIaStFV1yEJiS0V1q4WSvGtuLkCRggtsWq9jTCiPBGEqCt7koi8TCIishImEREAIL+yHLvK98081g0dU9atMCEion0V11Shtrn3koYpO7MtWY2DEkdVYz3yKgKbzaHpOtLyd0Y4ImspbCzfp6JYlac+JhJKzKbpOmakrMFfv/oQK7O2QtW1mGsh5VNVNLQmQT33/eddvv+wkp2dqmRJANtr2TceABZv3RJzx18kSUNiZVZ62MbzaD48s+IDeLXoJGd4dQUfpE7ADh7fXVI1DZ/On4Fvls4z7X2mT1OxOS8Xz33/Gcrrak2JobPPtk5Do9Ji2v4VQ8XCwg1IrcwxLYZ4leTwJw8lO5hERERERIkrrTKny4qbPl3F2rJtJkRE5FfSVAVvCG3J7TYbar1sH2UWngffq671OKz1NpkcCRG1F1dJREKIK4QQsotbfQDb9hNCvCOEKBNCeIQQ64QQl0chbEv4afUSqF2cDDekxNodmahp4psJMt+czesDapciILB2B6sRkXkWpm0KeB6IV1Uwe9O6iMZjNbsaSvZpyyOEQLWn3pyAYkROaRGe+mY0pqxbAZ+qxnz7KJ+qorC6Eq9M/BafL5gZ9gou4SClRHEX5cnzGktMiMZ6NuRk9dhiNNH4NBXrc7LCMpaUEiPXf4VqTz1kCDML+8qnq/jHyo/2nMAhv6rGejw/7gus3ZFheuUtVddQUV+H58Z9jpTcbFNjSa3cgdm7V0e8UlZvfLqKl9d9gWbFY2oc8cZpt3f4SkRERLHF5XJBCGH6zeVymf1QhGR9eWa3raUzqndFORqivQqaykM6W+AQdpS31IQtHuqbaLRGjwUNvuY9iZq61NHoM2+SEhF15DA7gAh5EsDGdt8HcnXjawA3A3gOQB6AvwJYIIS4WEqZFvYILaS0tgYZRfndvuEwpMT0Davwh2tujmpcRO01edxYlb01oIoHXlXBlLUrcPnp58Am2FuWosswDCzeurlPCR47SotQ29yEIQP3j2Bk1tG5sgsAOIUDRc2VOGTAgSZEZG2armP8ykVYvHVzXFZZUzQNq7K3YtOuHXjmtntw+pHHmB3SHmUt1V0mcDT6WtCseDAwqb8JUVlHbQtnCHUWrsT7cdnzsLliOxQj+r/zLaoHz6/6GJ9d/QIcNiYPpOfvxHuzJsOrqpaZKSjhT8T8aO40XHfO+Xjg8mtgs0V3flCDrxkvrv3C9ASiNi2qF2+mjMUbl/4fBN//h0Vb69loH1tEREQUHi6Xq88JPC/++DVyyvaes5n8rAt3j/KPIYTAZaeehSduuiOMUVrf9tr8bu/z6QqqPfU4uP/gqMVD1KasuTqk7SWASk9deIKhgLVdM/Ao5rQEt5rCpgok21ur4NqcKGgqx1nJJ5gcFREBcVaJqJ1sKeX6drdNPa0shDgHwO8APC2l/FJKuQTAPQAKAbwahXhNNT1lNfQeLnbrho5lmWmWrBBAiWN6ypo+Xbhp9LixMZd9qSn6thbkQTf63k96eUZa+IOxqNKWfT/k6lJHcVOFCdFYW3VjA54f90XcJhC1UXUdjR433pw6HlPWrbDMhfqt1btgE/u+XU62O5FRwxmHSWxxs49kZ+iPyaaKbHyfPRde3ZwTSprUsbuxDB+mTjRl/1YhpcTMjWvxzoyJ8CiKZV6X2lM0DQvTN+HVyd9H9bOalBKu9V/BrXmjts/eqIaGjRVZmLN7jdmhxI22ZCxOyiAiIkoMRdWVyK8q7/Z+KSXW52Sh0e2OYlTmavS1oEXrvtql0+bAjrrCKEZEtFe1tyGk7RVdRaWbSUTRVt3U0Pq13txALGJ3Qwk0o60SkYHdDaz+TmQV8ZpE1Fe3AVAB7DlTLqXUAEwAcL0QItmswCLNo/iwdkdGANVdBFZmpUclJqLOGtwtWJCWArUPlV28qoLvVyyAEUQyB1EoFqRvhFft24VfVdexeOtmS16gDDdV19Co7FuW1Ksr2N1YZkJE1pVfWY7nxn2O0trquE4gak/RNMxIWYP3Zk22RLu21aVp8HTRX96t+bC2dKsJEVnLiUOPMDsEyznp8CND2r7aU2+J6i4+XcG8/HVYVrTZ1DjMYkiJMYtmY/La5ZZ//VU0FTllxXhh3BeobY5OdbCJOxYjo3qX5cqve3UFH6ROxO6GUrNDiQtt70vj/90pERERAcDPG1YH9Dl8flpKFKKxhrzGEiTbup8o4tUV5PGCN5mkwRfa5z9N6ijrYqInRVZ5fS2A8FWyjnXbqvPga51E59UVZNTsNjkiImoTr0lEPwghdCFEjRDiRyHE0b2sfwaA3VLKzmn0mQCSAJwYkSgtYO32zIDKvSuairlbNkQhIqJ9TVq7LKA2Zp01etxYnb0tAhERdc2j+LA1Py+obZs8buyu7H7GV7wod9d0ewKGJ172KqiqwMsTvkWL1xvU618s82kqUnfn4p0ZE0xNBNUMHSnlWV3eJyGxojg1IRL/enLhyaehnzPJ7DAso39SEi446dSgt9cNA/9a/Sm8XSSumcGnK/jvxu8S7qSiYRj4cPYUrM7eBp9mjVZdvdF0HVWN9fjn+DGobgxtNmpvsmp246vMGaZVyuqNT1fw3KrRcKvWqZIUq9oqa/ZUtZiIiIjiQ6O7BRtys3s9/6DqGuZuWW+JST/RUNhYAV12f15ClwZy64qiGBF1Z3tJIbbm74KixsZnuFC5VW+Px2agSpqrwhAN9UVxjf8x13UDje59J9omms6V3rdV7zQpEiLqzGF2AGHWAOBdACsANAI4D8C/AawTQpwnpazsZrshALqq21fb7v64tDB9E3wBvrGqbW5EcU0VjjzokAhHRbRXdWMDlmemB/Xh1KeqGLdyES459Uw47PYIREfU0drtmbDZBBDEuRRV17AofRP+fN2t4Q/MQoqbK7tti8EPrn5NHjdenfx9nytaxRNF05BVVIBxKxbhoSuvNyWGTRXZEOg+0dqtebG9rgCnDTk2ekFZzC+OPxlGiCetMhcsQ9aiFSHHMvlZV8hjnH7tCJxx/ZVBby8lcNbRxwe9/Y/bFyC/sSwsJwLDxacreGntFxhzzb+6bO0Xb6SU+GT+dGzOy4USIwlEbQwp0eBuwX9+/Ar/e/DPGLzfwLDvo9HXghdWf2J6paze1Hkb8WbKd3jtkscCmjBDXWv7HbB6NS4iIiIK3eKtgVcgNQx/W7PLTjsrghFZQ3FzZa/J84VN8T8hMNJcLhdGjhxpdhgAgFdeeQUul8vsMHpV5alHkt3ZZfXsvqhw1/a+EoVVXrm/cm6Sw4HC6kqcefRxJkdkHq+moLylpsOy8pYaeDUF/RyctEhktrhKIpJSpgJIbbdohRBiJYAUAE8CeDGc+xNCPAbgMQA4+ujeih1ZT3VjA4prusur2pduGFiemYYHLr82glERdfTjqiUw9OAvpnlVBUu2bsH1550fxqiI9iWlxMyNawJOzOzMkBKrsrfhwRHXYUBy3HbRRGFjBRSj64tRNZ4GGNJIiAvVPfl26Ty4fdaoRGImn6Zi0dZNGHHGOTj20MOivv/JOUvg1rqvZKEYKqbmLsWLFz4axaisJdnpxNnHnIBNu3YEPcYZ118ZUuIO4E8gunuUK6QxwuGCk04NOmm5sLEc32XPsVxyhiElChrLMSV3Ke45+Rqzw4m4CWuWIiV3e8wlELWRrYlEIyd9h7ceeAzJzu5bLwQz9svrxqBF7Vy813oUQ8OG8gzMzFuF20+43OxwYlZbMnMiJzUTERElAikl5qWmQNUDSxz2qgpmb16XGElETRW9rlPjjWwl0ETgcrlCStzZXlKIt6b9iO+e/BcmrVmGuy+5ImyxWVW5uyYs50+rPTx+oy2vogyAf0JxYVVFQicRZdTsQrLdCU3bOyM72e5EZk0efjk0+ErfRBQecX+VTkq5BUAOgJ4yCOoAHNjF8rYKRF2m40opx0gph0sphx9ySOxV51memQb0MMO+M90wsHRbqqmtRSixlNZWY8PO7JBm5PtUFRPWLA06sSOW6IaBnfVFyKkrRE5doeUuRMa7zXk5qG0JrRc1IDF787qwxGNVufWFULtJInLY7PvMPkg0bSXEdSMxSoP3RtU0TF2/Mur7LW2uRlpVbo/rGFJiWfEW1PuaoxSVNV14EluaAUD/pGScf2JwJziklHg95VsoAZ60jzavruDLbTNQ7ak3O5SIWr8jC3M2r4+ZFmbdMaREZUMdPpg9JawtF3/cvgCZNXlQY+Tvk1dXMDptElulhqDZ6wEAuH1sDUdERBTPckqL+3zetKi6EjVNjRGKyDoqPF01r+ioSXEnfKtzs5XW1uy5frC7MjEqQ5U1V0Pr5vxqX7g1D68hRJH/83o9AEDVdeSWJ/bn1Y3lWftU0/JoPqSUZ5kUERG1F/dJRO309E4uE8BxQogBnZafDkABEHdNGHXDwLwtGwKeYdBG03VszsuJUFREHX21eG5YemyruobpG1aFIaLIc7lcEEIEdXPY7TjpwKNxypBjcMqQY9DPkRT0WLFQttVK3D4fvlg4K+RkNUXTMHPjGpTVxW8izfbagm7vswkbdtYXRzEa68ksymf7xXYkgG0FeVHf7zeZs6DL3v/+SCnx4/YFUYjIuo4YchDbBQGQkDjiwIOC2nZFcSp2N5RC9vhxxVyaoeOj1ElmhxExJTXV+GT+9Lhp26TqOjIKd2PWxrVhGS+7Nh/fZs3utZWD1fh0Fc+v+hheLbbitor6Fn+SbFsyEREREcWndTmZfU6kF0Jg487tEYrIOhoCnDQUakspCk1+Zdmec7KFVb1Xj4oHeQ0lYUn+6WdPRklz4N1KKDRVDfWw2/Zels9PkKS37qwqTYfR6VyYAYlVpWnmBEREHcR9EpEQYjiAU+BvadadWQCcAO5ut50DwL0AFkop4+5d4IrMdKhBJGd4VQU/rlrC7HqKuE07tyO3rDgsx5qiaZi1eR3K663f49flckFKGdRtas5SXDX5rwCAyyY+hrc3fh/0WEwiCpxhGHh/1uSwzdJWdR1vTP0hLmd9q7qGkpaqbu/3aD5k1kQ/YcRKapubgvr7HM/cii+qVRALmyqwrGhzQFXwVEPDtJ3LErr8s5R9qWsZ34J5x6IZOj5Km2j55AxN6lhTthW76uNvlpxXVfDmtPExX4GoM5+mYtK65dhRUhTSOG7Vi3+t/jRmZ6fWeZswavMPZocRk+qa/RU2Gz3Wb2FHREREwduSl9vn86+KpoXU1jpWtKi9J1M7bQ40KIldodhsO0r3TkisaW4My6Rkq9te1/0kzb7KaygN21jUs5LaatjaJRFVNdYn7LXWOm8jyluqu7yvvKUadd5QOz4QUajiKolICPGDEOJ1IcRvhBBXCSH+AWA+gBIAH7Wuc4wQQhNCvNy2nZQyFcBEAB8IIf4ohLgawAQAxwF4Jfo/SWS5fT6MW7EQXjW4ixXVTQ1YmbU1zFER7dXgbsEn82eE9WKOqut4d+akuP4QUeWph2LsfczKWqyfNBXrNF3H+7OnYHtJYdgSP6SUqG1qxMsTxsbdzO8ddQVIsjm7vV9CYkOClytlRZduROlxkVLi7Y3joMnAq5HohoEPUydEMCprK62rDqntaLwQ8Ldh7avFhSloUmLjtV7VNXy2dZrZYYSVlBKfzZ+J+pYWs0OJCEXT8Pb0n9DoDj4JZNTmH9CkxO7joxgqlhdvweqSdLNDiTltvxcN7th9/omIiKhnmq6jqrE+qG0ToW1UIBUtbcKG5hj5TBePpJQoqd07YTHJ4UBhdXxXI5JSYndDWVjG8mheZNfmh2Us6l15fW2H7jCGIdHkSczXj/XlmXDYHF3e57A5sL48I8oREVFnXf+Gxq4MAL8F8ASAAQDKAUwD8IqUsu2svgBgx74JVI8AeAPA6wAGA0gHcIOUckvkw46uLxfPhhJCcoZPVfH1krk46+jjMGT/QWGMjAhQNQ3/nfZD0Elu3ZFSoqyuBl8tnoM/X3drXF6or3B3TBqq88Z/b3IzNbpb8L/pE1BQVRHSa2pXNENHaV01nvvuc7x414MYdtDBYR3fLOvLMqD0UsmgsKkczYoHA5P6Rykqa9m/f384bPaQEx4zFyxD1qIVIccz+VlXSNuffu0InHH9lSGNkex0whal1+wlRZuwo64ARh9mAWlSx7qybdhUkY3hQ0+LYHTWtGlnTsitHOOBR1GwJS8XF518esDbGNLAVxkz4dVjo+iphERq5Q4UNpbj6EGHmR1OWCzLSMWWvJw+t3iOJW7Fh3dnTsIr9z7U59fStaVbsbIkDYoR24+PT1fwRsq3mHDT6zggeaDZ4cSMRo8/eSjYC4tERERkfbXNjXDY7dCDqP7b7PVAN4wOrXniiWboAU2YEUKgOYCKRRQZZXW1EO3qI+uGgZ1lJTh+6BEmRhVZxc2VCK4W8r4kgM0V2WEZi3pXWlvd4Zyv0+FAVWM9Bg0YYGJU5lhUkNJtK0iP5sOighTceOzFUY6KiNqLqyQiKeV/Afy3l3Xy0UXXBSmlB8Azrbe4tWxbKjbu3BFyxQxF1/DWzz/hzfv/CIfdHqboKNFpuo63p09AcXVVUB9ee6NoGtZsz8CgAQPw28uujrtEojpfxxKPTSpbD0RK2u6d+GjuNHgUX0SOVcD/+1DT3Ih/jh+D319xHa45+5cxf8wuKNgATfb898dhs2Nt2VZcd8yFUYrKWvbvPyAsCTNnXH9lyMk7k5914e5RrpBjCdWApOSo7KfaU493No0Pqq2UT1fhWvcVfrrpVeyftF8EorMmKSW2FSZ2C8L2Unfn9mn99WWZaIyxCi+aoeG77Ll46cJHzQ4lZMU1Vfhm6fywJwJbjW4YyKsoxfSU1fjNhb8KeLsW1YM3UsbCZ/FWe4Hy6QpGbf4Br13yZ7NDiRltrXWrGxO3ZScREVG8a/J4YBPBJQE5bDa0eL1xe/HbrXrhsNmh9pZQLyXcmjc6QdE+dpaXdDhfqmgaMovycd2555sYVWSlVoa3lWBBUzl8moJkR1JYx6V9ldfv2zmipqkBJxwWv0lvXfFpCtKrcnpcJ70qh8clkcniM02cupRVlI+vl84Ny4lywzBQWleN0XOnxX3PzjpvE7Jr85Fdmw9fACVMKThunxcjJ32H7JICKBGcDe7TVMzbkoIxi2ZHLPnDLJ1bTbhVfoANt0Z3C96fNRmjZk7cM+Mq0nyaiu9XLMSLP32N0tqaiO8vUnLrivZJdOuKR/Nh2s7lkQ/IopLsji5SnRObwx75nHfN0PHP1Z+GdLHcrXnhWvdV3L8vaq+2uQm6Eb9tQvuq2etBizfwv73fZs7qdtaVVRmQWF60JeZ706uahv/9/FPcJxC18Wkqpq1fibyK0oC3+Sx9akDtG2KFauhYV5aBzRXbzQ4lJvhUdc/73PqWZpOjISIiokjRdD3o7uFCCGhx/HnQqysBTfKSQNwk3seizKLd+3Q02F5SZFI00bGseEtQE+C6k2RzYktVeBOTqGvVTR0naGi6hpqmxOsmsbEiu9tWZm0cNgc2skoWkamYRJQgdleU4a2ff4SihS85Q9E0bMnLxbfL5lv6gpnL5YIQIujbkP6DcPpBx+H0g45DP2dySGO5XC6zHw5Lyq8sxzNjP8Wu8tKwHqPd8WkqVmVvw8sTvomrk+KdS+eG88NEotN0HXM2r8ffvvoIKTt3ROU4bc+nqthZXornx32O75YvgEeJrYvOADAxZ3Hvs7da5dYVoagpvvuXd8erqrDwn1RTROMi/+i0ychvLA2oVHl3VEPD1uqd+D57XhgjszZFU2O+Qlo42YQt4OM1p64QuxvLIhxR5EzJXWJ2CCH5YdVi1LXEdiJUXymahndmTIQSQPvBvIYSzC9YD8WIryQrn67gvxu/i+uLXeHS6GmB0+E/qdvkYXVTIiKieGW32YI+ByGlvxpRvFJ0FbYALp9JKaHo8fW+OZZkFObvs6zJ40ajO7aq/gbKqynYWrUzrGN6NC8WF24M65jUtfrmjteiVF1HeUOdSdGYZ0HB+l4ruLk1LxYUrI9SRETUlfh9l0d7FFVXYuSk7+AN4IRxX/k0Fcu2peKn1UvDPna4uFwuSCmDvv1t6TsAgBGT/g/js+eHNBaTiDrSdB1T1q3Eiz99jdrmpqie0Fc0FXnlZXjqm4+xdnuGpRPhAtXSqfKQZui8SBIiKSVScrfjia8/woQ1S+FVFdOqbkgpoWgaFqZvwuNfvI8FqRs79FC2slpvI5YVbYYRYIKGLnWMS6BEjPZqmxtZ2aWTZq8noq/Rs/PWYM7uNfCF4aSfV1cwLnsuVpWkhR5YDDhk0GCzQ7CUJIcDB+w3MKB1v8mcFbMnmhVDxeTcpTFXRanNrvJSLN66OeoJwVbQ5HHjpzW9f257b/NPEa0MaqYGXzNm5a02OwzLa9/aJBaT14mIiCgw/ZKSgv68rRsGkp3x22ZGl0ZAVZokJM+/mqS+pbnLySEOhx3bCnebEFHkrS3bCofNHtYxJYCVxalQ4/QzoFV4FB98XUw8K6gsNyEa86i6hvVlGQGtu74sg6+vRCZiElGcK6quxEsTvoE7gif+/O2hNmCChROJQtH2OUq2/4ZCtr24EE9/+wlmpKw27SKOLg14FB8+WzATIyd9h7K62G0VBezbvsxpc6BRic9ZF9Gwo6QIL4z7AqPnTUNNUyN8EUjEDIaqaXArPoxftQh/++pDrM/JsnwS3PdZcyEReIy6NLCkcBMq3Pv2iY531Y0NCXlhuydCCDR7Pb2vGIRNFdn4IPWnsJYe9+kqXl3/NXbUFoRtTKty2O34zYWXI9nhNDsU0yU7nLj30isDKndf0FiOjeXZfXpdtBopJablLjM7jD4zDAOj505L2NdZRdOwKH0Timuqul0no3oXdtQVxPTx2ROvruCrjBkxm8QXLW6fd093VUXTLP9ek4iIiILTzxl8EpGUEkmOyLcfjwWCfelNsWnXDti7qIblVRSszt5mQkSRNylnSa8VXIJhEwKrStPCPi7tlVdRhqQuzp/lV1Uk1OetLVU79kxY6Y1N2LC5ki3JiczCJKI4ll9Zjpd++gZuX+RnDvo0FXM2r8cPKxfH3R+8tjeiAgL2MGd5J6KK+jq89fOPeH3qOFQ01HWZfR1tPk1Fdkkhnvv+c3y9ZC6aPZG5WB1JPk2BJjteEHPY7Kj1NnSzBXWnpKYar08Zh9emjEN+VYVlkoc686kqapub8On86Xj2u8+QVWzNhIUqdx1m5a0OuJVZG0MaGLNtemSCsrAWb/hPBMQ6u822T3/7cNhZX4R/r/ksLBWIOvPqCv6+4n2UNHd/oT5e3H7BpTjv+JMSOpEo2eHExaecgevPPT+g9UenTd7nb3as8eoKvs+eh2Yltt4zLc9KR01zo9lhmErVNIxZNLvb+8dsmx73LXEVXcP8/HVmh2FpXkXZk0YmgZipfklERER9k+RwBlw1ujObTcR1e2uHzR5QWr3/mgEvs5lhYdqmbs/bbi3Ii8p1sWgqaqpAbl1RRMZ2az6Mz54fkbHJb9POHfB1cX5TN3QUVFWYEJE5FuT33sqsjUfzYmHBhghHRETdYap4nMopLcLrU8ZH5KJbd3yaivmpKWjxefHHa24OaCZ2LHDa/L8mNiHgEEwiClZ9SzMmrlmGldlboes6DIslm7W1ilq6LRXLM9Pw6/Mvwy3DL0ayMzYuilZ46pBsT+rQWkQAqHDX4sTBR5kXWAxpdLdg/MrFWLMjA5qux0xCpFdVUVRThTen/oBTjjgSf7zmZhx+4EFmh7XHp1unBnVCSpM6lhdtwQOn3oDjDjgiApFZ0yEHHACHzQbNCO4kXjzSdB2D+u8X1jFLm6vw5LL3ItqOqUX14i9L38Y3176Ig/ofELH9mM0mBP5+y12YvHY5Zm1am3AVXpIcDtx58Qjcfv4lAZ1AT6/KRVrVDsu9DwqGJnV8nTkTT513r9mhBETTdfy4cnFIycGZC5Yha9GKkGOZ/KwrpO1Pv3YEzrj+yqC2lQB2V5RhR0kRThnW8T1icVMlMmvis+x/e17dh/Hb5+PW438V1xe+QqFo6p73wnYhoOoanKw0QEREFHcMaQT9figOPtL0KNmeBD2A81lCCPRzJEchImqvsLoSpXXV3d5vEwLLMlJx8y8vimJUkfVd1hxoMnLJ/YVNFciq2Y3TDzouYvtIVIqmYVlmapfnglRNw4K0jfjzdbeaEFl0aYaO1aXpAa8vAawuSYNuGEzWJDIBzwLFoZTcbHxkUpl+n6ZiVdZW1DU34elb746Lkqb21sQhViIKTovXi2kbVmFBWgoMKS0/i1XVNUAHfk5ZhVmb1+K+S6/CNWf/Eg67tZ/7kuZK2DqVzlUMFcVNlSZFFDt0w8Dczesxad1y6IZh+WO0O4qmIqMoH89+9zmuPus8/PZXV6N/krknMXbVl2BVSVrQH3BVQ8N7W37C6Cv/EebIrGv4Cadi0trlAJOI9jjliKPCmtBZ42nAX5a+g2Y1shVUJCQafM3469J38OW1/8b+SQMiuj8z2YTAvZdeieEnnIKP5k5FbXOTZau4hUuy04lDBw3GkzffiWMOGRrQNqqu4fUN30ak+pUZFF3FzLxVuOW4y3DC4GFmh9Or9TlZIX8+OuP6K4NO3mkz+VkX7h7lCmmMUPk0FZPXLceLdz3YYfmMXSuDnokea+q9zciuzecJ8m60P7kthIDO9yVERAAAl8uFkSNHmh0GXnnlFbhcLrPDoDjQ6G4J6cKsR/GZfu4pUvZ39ocWQFVtIQQGOvtHISJqb9KaZVB7OIfr01RM27AK1597vuXP6wei0l2HZUVbIvp5TdEVfLFtOj684umI7SNRzduyodvPVIaUWJm9FXdceBkOPeDAKEcWXVurdwbR/FFga3Uuzjv0lAhEREQ9YepeHDGkxOS1y01LIGrj01RsLczDv8Z/idqm2G8X0FZRSQjETXWlaFA0DdNTVuPxMe9jfmoKFE2LqeQMRdPg9vnww6rFeHzM+1idvc3SlWl2N5Tuc1FSNXRsr7Nmiyur2FVeir9/+zEmrVsOn6rG1DHaFSklVF3Dkm2p+OuXHyIl19yewe9u/gFKCBfLJSS21+Zjc0Xi9D4+YshBuObs4V32yE5EyU4n/nTNLWEbr9HXgr8sfRv1vibIgAqTh0aXBio9tXhy+bsRrXpkFSccdgTef/iveGjE9dgvuV9cJJN3luRwYmC//vjD1TfjnYceDziBCAC+ypiBOl9TBKOLPkVX8dK6L6AZ1v/7OS81JapVWq0uq7gAjW73nu8NaWBO/pqIzmy1Eq+uYGbeKrPDsKzOfyMt/DGIiCiqXC4XpJRB3SavXY773nsVAHD3KBd+9/7rUDUtqLGYQEThkl9VHvTf+WSnE/mV5eENyEKSHUmwid4vn0kpMTh5/yhERG3yK8uRlr+z13P1iqpiXmpKlKKKrDHbpkd8wocEkFmTh6wEqE4bTeX1tZiybkWPk+10XcdHc6fFRdXqniwqSIFH69t5GY/mw6KC+Pg9Joo1TCKKE41uN16b/D1mbrRGGwlV01BSW4Vnxn6K1N25ZocTkraypVJK6DFwgcRsUkqs35GFv4x5H1PXrYRXVfzVfWKUT1XR4G7BF4tm4R/ffYadZSVmh9Sl9KrcLi/6ZNfmRz+YGGAYBn5avQSvTPwWFfV1cVcxQ9U1NHs9GD13Gt6bNRleJfoXTTeWZyG3vijkNA2vruDdzT8mTGUEAPj9Fdfh0lPOQHICJxLZhED/pGT85zcPYNhBB4dlTLfqxRPLRqHSUxdQSfJwUQ0dhY3leGbFhyEl1cUKm82Ga875JT7789O444JfIdnphNMe+8lESQ4H+icl455LrsDnf34GV5xxTp+Sy7dW7cTUncvg0+MviaXSXYfPt04zO4weqZqGvIpSs8OwFKfdjsyivSeHs2sLYiIZLFwkJFYUR3YmbywT7eaHSnAyDRFROKzentGhCoHDbkNmUb55AREBWJW9LehEe5+qYF1OVpgjspYDkgb2uo5qqDi4/+DIB0MA/Od0P5k/PaBrYD5NxaS1y2J+ont+YxmWFW2OyoQPX+t5WCtPpo4liqriv9N+hNLL9TFDShRUVmDKutDbp1uVIQ2sKN7S50mdEhLL+dmdyBRMIooDW/Jy8NQ3o7GjpBA+zToXpwwp4VZ8eHfmJIxZNDtmL9J7NC8AfzKRJw4v/IRTbVMjRk7+Dp8smI5Gj9tSx2OofKqK4poquCaNxRcLZ1luJnt3yUIVLbXw9TG7O961eL14eeJYzNm8wRJJl5Hk01Rs3rUDz4z9FBX1dVHbryENvL9lArxhes2s9tRjadHmsIwVC2xC4PEbbsefrr0F/ZxJcVF2uS+SnU6ceNgwvPvQ4zj1yKPDMqZPU/D35e+jqLnSlIvkiqEht64QL6z+JGEu0vdzJuHOiy/HF39+Bjf98kIkORwxeSw77XYkO5y47fxL8fmfn8Zt51/S5wpL9b5m/HvNp3HTxqwzn65g+q4V2FCWYXYo3apuaojJ4y+SvIqC0rqaPd+vKklLiETH9nRpILeuyOwwLMlus6Etb0hKCVsIbU6IiAioqK9DVUN9h2UeRcHSbanmBEQEoLyuFllFwVcwN6TEsoxUNHsj2yrcTEMH9N5aSAI4IGm/yAdDAIBJa5ejvK424PU1XceomZNitj2vlBKjNv0ANYDWeuFS2FSO5cVbora/eGVIifdnT0FNY0NASVk+TcXMjWuwISc7CtFFX3ZtQdCJcJrUkV3LjhtE0cYzQTGsxevFh3Om4r1ZU9Di80Kz6BshRdOwMisdT349GtuLC80Op88afC0A/CeZ67yxnbUeSWm7d+LpsZ9ie3FhzCaMBcJ/PG/F099+gpKaarPDAQDUehvRrHb9gT3J7mRLs3aaPG7864cvkVdRCiWOktx6ouo6apoa8ML4MSiuqYrKPlcUp6LaUx+28Ty6D5+kT0mY5Is2l59+Nj7501O44vRz4bQ7YI/zC3j9nE4M3m8g/nL97Xjtt4/i4EEHhGVcRVfxzMoPsauhJKonXTrzGSq2Ve/Ei2s/j9mTV8EYkNwP9//qGnz6p7/jijP8x3IsVLSwCxuSHA5cc/ZwfPbY07jnkivQPym5z+PohoF/rf4ULao3AlFah09X8fK6L1HeUtP7yiaw2+yIQgfDmCKE6PB3ZXVJWlSrtFmBamhYZ+HkNzP5jw3/a7WUgCPO34MQEUXaoq2bupx5vylvB9y++G97TNYjpcSn82eEXHXfMAyMXTY/TFFZzzGDjuh1nUP6D4aIgc+48WBlZjpmb17Xp4nLumGgsLoSn86fHpOtolaVpGFHXUGfq7eEoq0qvEfj36dQfL98ITIKd/dahag9RdMwet405JYVRzAycywp3Bj0ZHefrmJp0cYwR0REveGZoBi1IScbf/vqQ2zIzY6JC+GKpqGupQmvTx2HzxbMiKkPyLXehj3/L26qNDES61q9PQOjZk6ER/HF5JvxvlJ1DTVNjfjXD19id0WZ2eEgo3oXnLauqyIohoqtVTujHJE1abqO16aMQ1VjPTQ9sZJRJAC3z4tXJo5Fg7slovsypIHPtk6FRw/v63yz4sHiwsTrf7x//wF47Lpb8OGjf9uTgOHsYxUUq+vnTMLBgw7Ao1ffhM8eexoXn3JG2E7AqbqG51aNxvbaAiiG+e+XfLqKTRXb4Vr/ZUIlEgHAoAH74bFrb8F7D/8F5x53Yp+r+URTksOB4Seegg8e+RseueoGDOzfP+ixvtj2M3Lri6JSdtxsXt2HZ1d+ZMmKSwcPOoAn9jtJcjhxwlD/RZEW1YOS5ugkGluJZuhYW7bV7DAsySb2niqSYCUiIqJQKKqKRembujwPYYPAkm2s9kDRN2XdCuyuLAv5PK6q61ifk4WVWfH5nuqkwUciqZtzrm2O3v+wKEWT2BakbcSYxbODqiqvaCpScrfjw9lTY+qcsFv14u1N48NW6b0vvLoPY7ZNj/p+48WC1BQs3ro5qE4diqbhjSnjUV4feMUtq5NSYknRRhhBJsMZ0sDiwo1ss0cUZTwTFGPqW5rxxtTx+Hjez/7qQzH0pgfw/wFcnb0NT3z1ITbv2mF2OL3y6Sqa2lV4KWyuMDEaa9pZVoLPF8yI+7ZQXfGqCl6d/H3EkzJ6k1qZ0+3MAM3QkVKRGeWIrGn6htUoq61JuAv37bl9Xny+YGZE97GqJA31vuawj+vVffhi2/SEff4OHnQA/nzdrfj8z0/jNxf8Cvsl90M/Z5LZYQXNJgScDgdOPvxIPH3rXfj4j0/hijPODWu1JVXX8Pyq0cisybNEAlEbn65gXVkGRq7/KiGP56GDD8Q/7/gdXrzzQRw+eAiSnU6zQ9oj2enEUQcdAte9D+Mft90TcjWsNSXpmLZzGXwJ0g7XkBLlLTUYtWm82aHswyYErjt3eNwlYYZiv379cMZRxwLwJ6Qn263zuxhNO+uLE67SYSCEEGDaHUWLy+XyH3MWuLlcLrMfDopDi7Zu7jZRw6ep+HnDKqgJeE6NzLN0WypmbFwT1MXtriiahjGLZiFtd/xNYjx20OFw2rv/DCEgcOqBx0QxosSjqCo+mTcd41YsCun6g09TsTlvB/45/ktUNzb0voEFfJo+xbRqQD5dxay8VdhRF3udRcyWnr8T41YuCqn4g0fxYeSk79DijY+q1rsaSuAOsUK3W/Uir6E0TBERUSCYRBQjpJRYlb0NT349GhmFu8P2Jt8Mqq6jyevB+7On4r2ZkyzdNzm/sQz97Hsv0pa3JHYCQmdSSnw0d1pCJhC18aoKvlu2wNQYNldu77Gk6Y66woTP0vYqSlhPkMQq3TCwrTAPhdWRqaompcTnW3+O2AfcFtWDZUWbIjJ2rNi//wDcefHl+PLxZ/GXG27HcUMPR5IjNtpDAf4kjWSHE1ed9Qu88+Cf8frv/oDzjjsp7PGruobnV3+MbTW7LFkVxacrWFu2Da9u+Dph31eceuTReP+Rv+L+X12Dfs4kU1vlOOx29EtKwsNX3IB3HnocJx42LOQxK1pq8eqGry15/EWSz1CxrHgLFhZsMDuUfdx98RUYPGA/ViSCv9rW32++a091mS1V3SekxzunzYHc+iKzw7AcQ+6dIyqAhKg2S+ZxuVyQUgZ9+/cPX+HuUS4AwONfvB/SWEwionDzqgomr1sOn9r9e0JV17AwPbE/51L0LEzbiG+Wzg37uVxF0zBq5kRsioFJw31xzKDDofaQcN7fkYzjB4f++ZG6trO8BH8f+wnW5WSGpRuHomkorqnEM2M/xfLMdEufL99avRPzC9abOinOp6t4Zd0YqH1ox5Xoyutr8e7MySG/xkoADS0teGfGhLj4LLa0aFOPr6WB0AydLc2IooxJRDHA7fPinRkTMGbhLHhVJW4uNimaik15OXjqm4+RVVxgdjhd2lGbD0PufbwdNjsKm8pNjMhackqLUdcS/oojsUQ3DGzIzTKtRZ9m6CjqpUKWISVKW6qjFJE1bc7L4UXDVpquY0VmekTGXlu2FdWe+oiMDQAezYfPt/3c4XU5UTnsdlx08un43wOP4b/3/wlXnHEukhwOJDmsWUki2enEoQcMxoMjrsOXjz+Lx669BUcMOTgi+9IMHS+s/hjbqndaOoHDpytYW7oVr234JmGPaZvNhhvOuwAf/eEJ/OL4k005fpMcTlx40mn45I9P4eqzfxGWhDZDGnhx7eeWPv4iyacrGLX5B1S0WKv0drLTiVfueRgD+/VP6PcESQ4HHrvmFpwy7Kg9yzaWZwVdVjzWaYaG9Kpcs8OwHFXX91xUsQkBjRcOyMLK6mr2/L+upSluzplRfJiRsqbXKvI+VcXEtcvg9sVHtQGyJiklfly1BN+vWBixyaCKpuGD2VPiKinukP6De000YTuz8PMoPny1eA5cE8eiurEhrMesISW8qoKvl8zBKxPGoqK+Lmxjh4tXU/DKujGWOKdQ7WnAN5mzzA4jJiiqijen/hC2ScyaoWNXeSkmr10elvHMtKBgPXQZYhKR1LHAghPWiOIZ67lbXGFVBV6fOh7NXk/MtS4LhKbraPK48ebU8bjjgl/hNxf9ylIn9TdWZHfoOSulxLbqXTjugCNMjMo6tuTlQE3wyi6A/2J+VlE+hp94StT3vbO+CEk2Z49tGGxCILMmD8MGHhLFyKxlW0EevGpitJPpjSEl0vJ34sER14Z5XAOj0yZHvE93o68FSwo34dpjLojofmLJUQcfiv+7/jb8/orrsTzDX5bcoyimH/N2mw02YcMZRx2LOy68DKcOOzrif+M1Q8e/Vn+KrRZPIGrj1RWsKU3HGylj8Z8LHoZNJGZ+/+D9BuLZ2+/F1vxdGD3vZ3gUX8SrHCY5nBjYrz+evOkOnN7a0ilcZuWtRn5jGfQETQ4DAEVX8ebGsfjwimfMDqWDQw8YjP898Bhck8airrkJahx+vupJksOJJ268AxeefNqeZYquYndj8CXBCyZvQtGULSHHtvreMSFtf9Rdv8Axdw/v83aKoWFDWSbuOyW874tinVdR9iYR2WzwKgoGJPczOSqifbl9XniUvRN6nHYHyupqcORBifvZl6yjtrkJszatC+h9ra7rmLBmGR696sYoREaJRlFVfDhnKrYW5EX8c5aiafh++UIU11Th4Suu31P5MlYJIXBw/8Eo62ZypldXEvp8a7hJKbEhNxtjFs2GT1UjWgHHp6rYUVaEf3z3KW4//1L8+oLLLNP++sPUiWj0uc0OA4B/ktDk3CW4/MjzcNqQY80Ox9K+WDQLNc2NYa1w5dNUzNq0FmccdSzOPPq4sI0bTfmNZWjwtYRlrHpfE/Iby3DsoMPDMh4R9cwafxWpS1t25eD92VMSov2OommYnrIaBVXlePLmO+Gw280OCQCQVpXT4XuvrmB9eQZuO+FXJkVkLZnFBXFRTjFUXkVBTlmRKUlEaVW50IyeP1B5NB82lmfhumMujFJU1pNfxQpi7VU11Id9zPn561HjiXxPcY/uw0dpk3D5sHOR7EjqfYMEMiA5GTf98iLc8IsLsSUvB5PXLkdpbU3U30c47Q4IAVxxxrm4/YJLccigwVHZr24YeHntF0ityomJBKI2Xl3ByuJUJNmceH74A5ZKpo62s489AR//8Sn8uGoxlmzbErET3EkOB278xQW4++IrkBTmk4QezYdP06eGlFAZ60kZAKBLA1k1u7GpIhvDh57W+wZRdPCgAzDq949j9Nxp2FqQlxCftZx2O/bvPwD/+s39OOaQoR3uy67N7zUhvSfH3D086OOkzep7x+CyiY+FNEYoMmryYEgjYRM5u9Lkce+ZxGS32dDk9WDI/oNMjopoX/lVFUhyODskEuVXljOJiCxh7LL50AP8+6rqOpZs24KbzrsQhx04JMKRUSKpa27Ca1PGoaKhDmqEE4jaKJqKpdtSUVRdieduvw8DkpOjst9IOWzAkG6TiJLtTvR3xPbPZxXVjQ34ZP507CwridpnNCklFE3DjI1rsTQjFU/e9BucduQxUdl3d1LKM7GocIOpbcw68+kq/rPmc/x446vox3OxXVq8dTNScrdH5HVW0TSMmjERox56HAcPOiDs40fawoINIVchamNIA4sLUvDHs24Py3hE1DMmEVnU2h2Z+HT+9IjPDrASn6Ziy+5cvDF1PP5z5wOmJxKVt9TAre7boiqtKgdSyoS+yAf432QXVVeGNEbmgmXIWrQi5FgmP+sKeYzTrx2BM66/MqhtJYDs4sKQYwjGyuJUKL0kEQHAhvLMhD5ua5uaQh7DKsdrKMdqG0VToagqkpzhaR3U4GvGR2mTIl6FqI1H8+LrzFn4yzl3RmV/scYmBIafcAqGn3AKdpQU4YdVi5FXURaW/vE9cdrtsNlsuOm8C3Hr8EswsH//iO6vPSkl3kwZi5SKbPiidByGk1dXsLgwBQOcyXji3HvMDsdUyU4nHrnqRow44xy8N2sK6luaw3bsJjucOHjQAXj6lrtwdKdEinCZtWtVyBWI4iEpA/Af119sm265JCIA6JeUhGdvvxdLt6Vi7LL5UHQtrLMFrSTZ4cQvTzgZ/3fdbeiXtO8J300x+roZTkIAeQ0lOHHwUb2vnCCqmxr2vJYJCNS1NO2TgEZkBdnFBR3Om3lVBRmFu3HZaWeZGBURkFdRii15OX1qr6fpOr5aMgcv3vVgBCOjRFJQVYFXJ32HFsUHI8qtHhVNxY7SIjw/7nO47nk4Ji98tzmk/+Bu79vfOSB6gcQpQ0osSNuIH1cuhmroUT9WAf/xWtOk4o2p43HJKWfikatuQP+k6CeHNfia4Vr3lSUnxjX4mvHBlp/wzwseMjsUy9lWkOc/rxDBa7leVcHISd/hfw8+FlMVYqWUmJe/LuhJS52pho45+WvxhzNvS9jrXETRxCQiC0rP35VwCURtFE1Dblkx3ps1Gc/dfq+pfwhSq3Jgt9mATu9bFV1FSXMVjtz/UHMCs4iKhro+nQzpyhnXXxlyMsTkZ124e5QrpDHCYXdlOQwpYYviMdvga8b2uoKA1vVoPuTUF+GUA4+OcFTWI6VEs9cT8jjxdLw6HQ7UtjThsMGhz3CUUuL1Dd9G9QKkT1cxbecyXD7sXJx58AlR228sOmXYUXj1vkewo6QIXy+Zg7L6WvjU8J6MsAkBh92Oa88ZjjsvuhwD+0UveQjwH4Mfpk7EypLUmL4Q7tUVzNy1CoOc++GhM242OxzTHT/0CHzwyF8xYfVSzE9LCfl9cZLDgdvOvwS/uehy//u7CPl514qYPg7DLa++GJXuOhw64ECzQ9mHEAJXn/0LnHn0cXh31iSUmVC5LZLsNhuSHE785frbO7Qv62xVSXpCt94DAN3QsbEim0lE7ZTW7p1trxk6qhsjX22SKBjrc7L2qfSyOY8Tv8hcUkp8tXhun9+/SimxvaQI20sKceqwxDt3Q+GVVVyA/077Ieyf//tC03VUNTbg+XFf4NX7HonZKnH9Hd1fsE+yh2dyXqKqbmzA+7Mno7C60hKfxRRNw5rtGUjdnYunb7kr7K3PeyKlxKvrv4ZH33dSuxUohorFRZvwq2Hn4tJh55gdjmVkFeXj7RkTIn4t15ASNc2NeHnCtxh57yPYr19sJBLl1BWiWQlva75mxZ2w17mIoo31ui2murEB786clJAJRG0UTcO2gjxMT1ljahxrStPh0bp60yawuXJ71OOxmvT8XWaHYCk2IZBXURrVff68c3nASUuKoeKH7PkRjsia3D4fJOKzukCw7MKG2qbGsIz1w/b5SKvKCduMgkD5dBUvrP4E1Z76qO43Vp0y7Cj878E/4/+uuw37JfeDM0zV/pIdTpx59HF4/5G/4qErro96AhEAfJc1B3N2r4laJaxI8uoKxm2fh+k7Q696Fg8cdjseGHEtXrrr9xjUfwActr4ftw67HQfuNxAj730Ed19yRUQTiNyqF+UtNREbPxY5bHZsrd5pdhg9Gjr4QLx1/59w58WXh729nVmSHU6cedRx+OgPT/SYQORWvShoLItiZNakGBpWFKeaHYallNXV7vm/omkoqqkyMRqirlU21HdIeGvjVRXklpWYEBGRX2ZRftCVuxVNxdiliXnuhsInu7gAb041N4GoTdvEvhd//BrFMfp+ouvrA36KBSvGxAIpJRanb8bTYz/BrvJSSxyrbVRdQ4O7BW9O+wFjFs2GV43OuaYZu1Zia/XOqJ9f7QufruC1lG9R4+EEAwBYlb0Nb0YxWVPTdZTW1eD5cZ+jor4uKvsM1cy8lWF/nVR0FTN3rQzrmETUtfg4SxpHPpk/PeSWDfHQcsenqZi6fgUuOvk0HH7gQSHFEQwpJbZU7OjyPp+uYE1pOm4/4fIoR2UtKbnZEW+NE0tUXUN6/i6ceNiwqOyvztuIH7YvCLi8qSEl1pRuRW5dEU46MLFmWde1NMFpd0A3Yj/BIFwMKVHX0hzyOAsLNmBs1hzTyuy2qB78bdkofHnNv7B/0n6mxBBLhBC49NQzcd5xJ+KrxXOQsnNH0K/jbRUuHr/+Nlx08ulhjjRw03Yux/jt8y1Z6jlYPl3Fx+mTsX/SAFx99Plmh2MJpww7Ch888je8PWMC8ipKA062T3Y4ccqwo/DMrXdHpdxzlaceTrsDmmbdk37R5tNVVLhre1/RZDabDb++4DIMP+EUjJoxEdVNDTE5qcMmBJIcDjx69c0YcfrZvVbhSK3KQZLdyWMW/hmSiq5yNjkA3TBQ19KxFfDuCiabkfXM3LgGXXWiVFQVU9evxL9+87voB0UE4PsVC0OqqFFSW42sovyoVsCg+FFeV4v/TvvRcuds3YoPrknf4b2H/oJBA2KrBVhRc0W399X5mmBIAzbBufqBKqurwcfzfvZXH7JQ8lBniqZhZWY6Nu7cjr/e+Guce+yJEdtXQWM5Pk6fHBPntryaDy+t/QIfX/Vswh73PlXFN0vnYe32jKifN9B0HdVNjXju+8/x+PW34eJTzojq/vvCpylYWJACI8yTuw1ILCpMwZPn3Ytkfn4niigmEVlIXkUpcstKYHR1FqQP4qXljqbrmLRmGZ665a6o77uoqQKq0f0bgLSq3IT/gLC7stzsECxFNwxkFuXjzosin1xmSAMj13/d55kJiqHixbVf4LvrX0Y/R1KEorOeZq8nqm3mYoFuGCG3eFtQsB7vbBpv6gdcXRqocNfi/5a8jU+ueg6DkweaFkssGZDcD0/efCfWbM/A5wtm9vkEd5LDgWFDDsE/7/gtDhy4f4Si7N2C/PX4NH1KTJxk6SufruK/G7/DAEc/XHzEWWaHYwkD+/fHK/c8hM8XzMT6nKxej9skhxMjzjgHj159U9T+BrBtSlcEbIidx+XIgw7BqIcex4Q1SzE/NfQ2etGU7HDiqIMPxTO33o2DBx0Q0DbrSrfBo3kjHFlscNocyKzJw3mHnmJ2KKYrq6vZJwE/VisHUPyqaqzH8sy0Lj8TSwCZRbuRV1GK44ceEf3gKKFlFxegrC60ypQ+TcUPq5bgjd/9IUxRUaIwpMSomRPhi1LllL5q8Xrw+cIZeP7XvzU7lIApuopd9cXd3u+w2ZFTV4hThxwbvaBilNvnxeR1K7AofRNUXYcM8RpYNCi6BsWtYdSMSTh12NH449U34bADh4R5Hyr+ufqTmKlqpUsDufVF+Gn7Qtx/2g1mhxN1GYW7MXruz2jxeqDo5pwvkFLCqyr4dP4MrMzaij9fdysG72e9c+JLizZH9DzZ0sJNuPG4iyM2PhExichS1u3IgmrSHx4rMqTExl3m9LJPKc/qNUN2Z30xTk7gvpuazhnLnUXrQ/qn6VORWZMHTfb9Oaj21OOltV/grcv+GtGWLlbCBKKuBfu6KqXE+O3z8Z2JFYja0wwdpc1VeHThaxh95bMYNvAQs0OKGZeeeiaOPOgQjJz0HVq8noDmhSQ7nPjlCSfjbzfeAUeYWqIFY2VxKt7ZbG4SW6T5dBUvrRuDd371t7i+qO1yuTBy5MiQx+mqguYPAP7UhzFeeeUVuFz7jhOooQOG8L18J8l2J4btf6jZYfSJw27HA5dfiwtOPBXvzpyEZq/X8s9rksOBuy+5ArcMv7hP73tSKjLZ8LWVV1ewsSI7rl9vA7W7ct+qQ15FQaPbHXOVAyg+SSnx2fyZPZ6TUDQNo+f+jFEPPZ4wn3vJGn5ctSQslTUKqiqws6wEJx4enWrXFB/Sdu9EZUO9Zd/f6YaBrQV5KKquxFEHx8ZnhCWFm2AXdgBdfx7waQqm7lyO/1zwcFTjiiWKqmJeagqmblgJXTcs/9mqK4qmIqMwD//47jNcdtqZuPfSqzAkTJPqRqdNQpWnzrK/t13x6gq+zZqN4YedjlMS5PpYTVMjvlk6D+n5uyxT6c2nqUjL34knvv4I91xyJW487wJTz9W2J6XEd9lzemwHGQqP5sN32XNww7EXcUIfUQTxk7SFVDTUxUQGdjRpugbVhBnAy4o395j9rRka1pVti2JE1nN0jHzYixa7zY5Thx0T0X1IKfHF1p8xY9dKePXgEpYUQ0VqVQ5eWfelpXssh9PQwUNMmxlgVQ67HYcdcGCft/NpCl5Z9yW+z5prqeQNTeqo9jTg0YWvIaU80+xwYsoxhwzFf+//Ewb27/2iYJLDiUtOPRNP3XynqR9KN5Rl4tUNX1vqGIwUn67g+VUfI7Mmz+xQIsblckFK2aebYRgoqKpAXnlpl7fCqgoYhtHncUNJIAL8CTOJ1jK0N6qh4ReHxGZSxslHHIUPH30Cl556JpIc1iyRnexw4oghB+GtBx7Dbedf0qcEohbVgyp3feSCizGGNJBSnmV2GJaQU1IMb6fJEU6HA3mVpSZFRNTR8ow05JYV91rFu7qxAdPWr4xSVERATmlx2Kp2K5qKcSsXhmUsShyrs7ft8zfcanTDwIbcbLPDCEiz4sEn6VPg0bu/CG5AYmnhJuysL4piZLFBUVXM2rQOj33xLqasWwGvosRkAlEbQ0qouoZVWVvxxFcfYcyi2ahtbup9wx6sLd2KefnrYvL8lq+1gpJbje/Ktl5FwY+rFuOpb0Zjy64cyyQQtdENAz5VxaQ1y/C3rz5ESu52S1xj3lCeiVpPY0T3Uetp5HUAoghjEpGFHHvIYZbJFLWKAcn94HREt2CWT1eRXZvf4zqqoWNZ0ZboBGRRD4y4FklRfm6sLMnhwK3DI1c+UTN0vLXxe0zJXRp0AlEbn65gffk2PLPiw7h/ow8ABwzYD0cceLDZYViKlBKnHdm3pLfCpgo8tOBVrC3bGvIxGAkSEm7Nh3+v+QxfbP0ZumGYHVLMGDr4QIy892EkO7u/SO6023HGUcfiz9fdauoMj23Vu/Di2s9j8gRLsLy6gmdWfIBd9SVmh2IZQggcffChOG7o4V3ejjr4UNOO0/tPvR797cmm7NtqbMKGS484GwOT+psdStD6JSXhLzfcjn/e8VscMGA/JNmt8d5XwP/e87bzL8Go3z+OIw/qexW+XfUlSLZbMznKLAWNZZY44Wq2rOL8fZb5VAU5pd238iCKltLaanyzdF5A7Xh9mooZG9dge0lhFCKjRCelxNdL5ob14uKu8jJkFeWHbTyKf6G20osG3TBQWmv9ODVDx0trP4c7gNa/iqHi2ZWjUecNLaEkXmi6jrlbNuDPX7yHSWuXwe3zBfR3O1Zohr+a0vKMNDzx1Uf4avEcNLhb+jxOtacBr274JqbPbzX6mvG/TePMDiMidMPAwrSN+L8x72Hulg1QNA26tO65Zp+mora5CaPnTcML48cgt8y8z26GNPBx2uQeEzDDwaP7MDptMj/DE0UQk4gs5KqzzoPDxiSiNskOJ35z4a+ifhEorSoHTlvvFwgKm8rQrHiiEJE1nTrsaPzpmpsTPpHIJgT6JyXjxbseiFjv2UZfC55c9i6WFG0KW/KGT1eRUbMLjy58HaXN1WEZ08oeveqGhD9W2yQ7nLjvsqsCTtCUUmLmrlX4w8LXUdpSbfkPtz5dxZTcpXhs8Zsob7H+iSmrOPKgQ/CX629HcjfVNgb2G4Cnb7nL1PaAhY3leHblh5ZMYos0t+bDk8vfRaW7zuxQqBe/GnYuhu43xOwwLMFps+Pxs39jdhhhcebRx2H0H5/EVWf/wvT3E8lOJ44bejj+98CfcfclVwQ9CaWoqcLSJ0HNoEsDjUrfLwDEE03XUVZXu89yQ0psK4jfqngUG7yKgjem/tCnC5GKpuHt6RNQ39IcwciIgFXZ21BaF95zK4qm4tP5M3ps3UfU3v4BVBi2Aqu3R/XpKv61+lNsq8mDagRWOafB14w/L3kLVQn8mV1KiZTc7Xh8zPv4adUStPi8YWnvaFWaoUPVNSzNSMXfvvwQU9evDPj12pAGXlz7ObwRavUULYqhYW3pViwq2GB2KGG1JS8Xf/vqQ4xbuQhunw+KCZ1SguVTVeRXlmPkpO/wv59/QmVDfdRjWFy4ERXufT9TRkKFuxaLCzdGZV9EiYhJRBYyeL+BePb2e7q9gJdIkh1OnHf8SbjplxdFfd+rS9ID6tXptDmxsSKxS96POONcuO55GAftPyghj9tkpxMnHHYE3n3ocZx0+JER2UdOXSEemO9Cdl0+fGG+cK4aGkpbqvHIwlexrjS+2/OdftSxuPOiEZZtRxItSQ4nzjvuRNx43gUBrV/nbcI/Vn6I0WmT4NUVyBjp0O3VFexsKMHv54/EvPx1nJEQoItPOQOnDjt6n+TdJIcTT978G/RLSjIpMsCtevH3Fe9HrJd2LGhRPXhmxQcxXf47EdiEDa6L/pTwFV762ZPwyOm34IiBfa+QY1X9nEl49Kob8ebv/ojjDj28x+ptkeC0OzAgORl/uPpm/Pf+P2HYQaFVWaz1NfbYvjkROW121HojW3Ld6vIry+F0dJ2YtruyvNf2UUSRIqXEB3OmBJUM5FF8eOvnH5mIQRFT29yEr5fMicjF8np3MyasXhr2cSk+nXPsCaYnvPemf1ISzjzqOLPD6FZJcxUeXfg6Uqt29Ok8rCZ1VLpr8fsFr2JL5Y4IRmhNXkXBOzMmYvTcaWhwt8RV5aHeaLoOn6Zi+obVeGbspwFVBPtx+wLsqi+Oi0kdXl3BO5t/QFlL7E9SLq+rhWviWLw/azJqmhpjOglO0TSk5u/EM2M/wU+rlkQtEapZ8eCDLROiNgHUqyt4f8tPCV3sgSiSmERkMWcfcwJG3vcIhgzc3/Jv+iMlyeHA7edfir+bVPFgdWl6QBfK3ZoXK4pToxCRtZ14+DCM/sOTuOeSK9A/KTkhkon6OZNw0MBB+Ov1v8brv/0DDh50QET2M3PXKvxl6duo8zVCMyJzwrOtBdRL676I+xZQd1x4GX572VUJ+9qa7HDi0lPPwFO33BVQhbdVJWn43byXkFqZE5OVXwxpwKP78N7mH/HcqtGo93H2cSAeuvL6fapaHHvIUJxx1LHmBNTqvS0/ot7XHCNpbJGhSwPl7hqM2Tbd7FCoFycMHoanzrsPyXbzEu/MlGRz4KyDT8DvTr3e7FAi4uhDhuKtB/6Ex6+7DYP6D4h4grLNZoPT4cB15wzHZ489jSvOOCcslVp1w4CR0K+q+xIQCZ8kk1VcALWbRAshgOKaqihHROQ3ae1yZBbmB5VMrRsGimuq8MXCWZxcQGGn6Tre+vnHiF2cUzQN89NSsCUvJyLjU3y57LSzYPWXOQGBc449weww9qEZOibsWISHFryK4uaKoKpw69JAs+rG86tG438bv0eT4o5ApNajaBpemvAN0vJ3JlTyUGc+TUV5fS3+Nf5LlHdR2bPNjrpCjM2aE5PnWrvj0xX8a/VnEbt+EWmGYWDq+pV49vvPkF1SGDfHsWEYUDQNc7asx5Nff4Ts4oKI7/OD1AlhnwjfG6+u4MPUCVHdJ1GiSMwrqRZ3/NDD8dEfnsTPG1Zh9qZ1MKTR7Ym8eJLs8Jfmf+zaW3DkQebMWi5uqkRTH0rYry/PgCEN2ERi5+M57Hbcev4luPbc4VicvhnTU1ZD0TR41fh5Mwz4Kw8NGTgI91xyBS4++XTYbJF53n26iv9t/B6rStKi1jrKp6uYnLsU6VW5+O9lf8EByZFpzWa2m395EY4fejjenTkJHkVJiIoeNiHgdDjwx6tvxogzzul1fbfqxbubf8CKkrSov+mPBK+uYHPFdvx27kt4+cJHcfERZ5kdkqUdedAhOOqgQ5BXUQbAP0vwtvMvNTWmXfUlWF68JeAy4l0pmLwJRVO2hBzL6nvHhDzGUXf9AsfcPTyobX26imk7l+Ouk6/C0AFsmWVltx5/GQobyzF914q4OjnYG4ew44iBh+CNSx+PekviaBJC4JJTz8TwE0/F7E1r8fOG1dClEfYqF0kOB84+5ng8fOWNOPSAwWEdez9nPzhtjpBeW+ONLg0McCabHYaptuTldHscSymRVZSPow8+NMpRUaJbmZWOWZvWhpSkoWga1udk4YghB+OOCy8LY3SUyAwp8dHcaSitrY7ohCxF0/D+7Cl47b5Hceyhh0VsPxT7DhiwH3512llYkbUVugUv5ic7nPj1hZfBaaHJfVJKpJRn4t0tP6HO2xiW82A+XcWCgg1YXrwFj511B249/jI4bMG1II4F87ZsQFldDSv+tfIoPny6YAZeve+Rfe7zagr+tfrTqJ3vjxZDSpQ0V+KbjFl47Oxfmx1On9Q0NeJ/039CWW1NTLUt6wtF01Db3IQ3po7H9edegPt/dXVErmutKUnH8uItUKJ8jkE1NCwr3oIrjvwFLh3W+7UPIgqcdd6xUQdJDgfuvfRK3HjeBZiRsgYL0jcB8PfDjidCCDjtdhx7yGG4//JrcNqRx5gaz7LizX2amWZIAxk1eTj74BMjGFXs6OdMwi3DL8aNv7gQm3btwM8bVqG4pgqarsfsrF5na0WOs44+HrdfcGmXrX7CqdJdh2dWfIByd03UP1D4dAXZtfl4cL4L7414CicOPiqq+4+W0448BqP/+CTGr1yEFZnpUDUtbufhJzucOP2oY/Dna2/FkP0H9bp+Tl0hXlj9Cf6fvbuOk6ps/zj+uedM7cIu3d3dS3eDohggFnbXY7ey2PkYj4/BYzd2NyqKlIiipEh398bU+f0B+AMkNmbmzMx+36/XvnAnzlyLw+zMfb73dW3P3xn3N/yxFLLD7AzmcNuUcQyt24XL256Et4SPGjqcns1as2Lj7k4DwVCYtg7vEnxn4bfFPsldZ2RWkYM7e00aNY4e4y8o1jGiIUKEjxdP4ryWxzpdihzBJW1OZGcwl2+WTy8RQSK3sahSqjz/7Xsdae7UDGJkZ2czduzYYh/n7WuzC3zb14AbDrhszJgxZGcX/BgHU6N0ZbwKEe0nGAlROa3kBjTDkQgL16w65PWBUIifFy1gSAHH4qaiTxZPIj8c5ISGfVI6KJlIfl28kHFffxKVkzr5oSDvTp1IuVKl6NOyXRSqk5LMtm3+9/Un/Lp4YVxOOuYHg2S/9SJ3nXKuYxsvJTmc3KMfP82fnZAhIq/Hw1HtuzhdBrD73/DM9Qt4ctY7LN+xLuqf14KREMFIiKdmvcNLcz/lglbHMahO55QME81atihlwxdFYQOL1q0+6HX/nvkG21K0U3peOMBbC7+he43WtKhQ3+lyCuSvNau4691XyAsEkvbcVWEEQiG++u1nFq5ZyU0nnEqaN3rrNmt3beKOac87tiE5PxzgjmnP8/LgMVQpVXI/04tEm0JECS4zvRSj+wzixK69mfDHL3z082Tyg8Gk7/DisXY/9bIaNOH4zj0SYieNbdt88NfEQp04zwsFeP+viQoRHcByuejcqBmdGzVj5aYNfPrLVH6c9wfGkDSzZP0eL5bLxZB2nRjUJotypTNi/pjzNy/l6omPsSuUR8ShmcghO8yW/B1cPOEBxnQ5jx4pmt5O8/o4f8AwBrftxLivP2HZhrVJ89wsCJ/HQ9n00lwwcBit6hTsg9uHi37gP7+9lXK7YfaVHw7w+dIp/LZhIQ/1ukKdXA6hWc3auK3dO1KqliuP1+Ns4Grm+vkl4sN8QYUiYaatma0QURIwxnB91ulYxvDlsmkpHSTyuNxUK1WRJ/tdR6avlNPlxEx2dnaxwzuJolXFBuRHUvd3flE0LlcbK0adRpPBwtUrsVwugoc557hg1XJC4fA/Rp8mg2iFAKMhGkHAkuD3ZYt4+OO3o3piMhAK8eyEz7AsNz2bqUOpFE0kEuHJLz9k2p/z4jryJCc/n1vfeI7sk85KiHVUSUxlS5XmmKyufFTMDm7R5vN4OKP3ILwOdyEKRyL8sOpXnpv9MetyNsX8M1puOEBuOMCjv77Jk7PeZXSzoRxTvwfpHn9MHzeeapavxNwVS4u1bjPny++Y+/XEqNRTmA0bB9N8YG9aDO5brGOUL/XP8whTVv/BtytmEEjhz2D54SC3/PQ0bxx1Z8JvLJq3chn3vPdaSp0PKIj8UJBFa1dxy+vPcdcp55LuK/7/p/xQgOt+/I/ja1554QDX/vg4zw68BZ82D4tEhUJESSLd5+OYrG4c3b4LMxcv5P3pk1i6YS3hJOvw4vd4cVsWR7XrzMC2WZRJT5yTDD+u+o3thZxVbGPzw8pfWZezWSejD6FmhUpcOOgYzuwzmB/m/c6H0yexIzeHvAR8g+YyBrdlUatiZY7r1IOsBk3idiJh2po53Dr5acffbO2VFw6QPfV/XN72JIY36OV0OTFTu2Jl7jz5bH5ftpjnJnzGll07kvrDg8/tweN2c3rvgfRp3qZArUnDkQiPzHydL5ZNS+kA0V754SArdqzjrC/v4JHeV9K0fF2nS0o4NctX+vvfQb3K1RyuBnJCeU6XkHB2BnOdLkEKyBjDNR1OI8NbircXfpsSYyIP5LU81M+sziO9r6K0N83pcqSAMrzpNC9fj983/uV0KQnBb3k5qm43p8tw1LS/5h2x87HlcrFg9Qpa1Kobn6KiKBohwIHvXs43I54oVPdiKZrpC+fz+GfvxuQEeCAU4pmvPiIvEGBgmw5RP76ktkAwyEMfvcXclcsc6Rafk5/PbW8+zw3HnULL2vXi/viSHI7t2J1PfpnidBn7KeVLczS8uTOQy8eLf+T1BV+RHw6QG8qP6+PnhvLJJZ9nZ3/Is7M/5Jj6PTip8QCqlqoQ1zpiYWj7Tkz4YyaRcNF/Z7cY3LfYwR3YHSAa+VB2sY9THD63h+Gd9h+duj1/F3c62KUlnnYEcnjs1/Hc2PEMp0s5pNWbN3Lve68n9TmA4giGw6zdupl73nuNO0adVazRZrZtM3bqc6zetdGxTfF7RewIq3dt5I6pz3FXtwvVOVYkCkruNrsk5XK5yGrYhLtPPZcHTr+QPi3a4nW7E2qW8MF43R7qVKrCJUOG87+Lr2VEt94JFSDKCebx0C+vkRcu/AeIsB3mvp9f1kLiEfi9Xga1yeKJ8/7F9cedQotadfG63bgS4Je527LwWG66NWnJPaedz72nnU/nRs3iFiCavPp3bpn8VMIEiPbKDwf5z29v8c6f3zpdSkwZY2hTtwGPnnMZFwwYRpn0Uvgc7rxSWB7Ljd/jZUTX3jx94dX0a9muwAGi2yY/vSdAlFjPv1gK2xF2BnO5/LuH+W3Dn06XExPZ2dkYY4r05fN6GX/NGACuOPqEIh/HGBOVXfblfEcexVfSVE4v53QJUgjGGC5sfTwXtz4h5XZD+Swv7Ss14Yl+1ylAlITObjEMv+V1uoyE4DKGIXW7Ol2GY2zb5qf5s4+4QSkvGGTSvD/iVFXiMTj/2bUk+GzmtJgFiPYKhEK89P0XvPrD10m1MU+ctXXXTm5+/VnmrFjqSIBor/xgkPvef50Jf8x0rAZJbH6vlz4t2yXEmivsPi9wbMduxTpRXVRLt6/hvukvcdzH1/HcnI/Zmr8j7gGifeWFA+SFA7y/aCKnfX47V098lJnrFyT1eYVq5SpwbMdu+Nyp9Vm3KFwuFzUrVqJfq/3Hpj74y2sJt+4fK4FIkG+WT+fX9Ym53hqORLjv/TeSftJLcYXCYZauX8t70yYV6zj/m/0hP6+bSyBBNiYHwkGmr53Ds7M/dLoUkZSQ2MkTOawaFSpy0eBjOb33QD6fOZ1PfplMOBJJmFalZk9Xl+Y16zCqW18aVqvhdEkHFY5EuHXyM+wq4q7+sB1h9sZFvDLvc85oflSUq0s9xhha1q5Hy9r1WLlpA29PnsiMRQsIR+LfVctjWRjjYlCbLI7t2I2ypUrH9fEBftvwJ7dP+V/CdoDJDwd5+o/3Sff4Oapeau/OdhlDz+at6dqkBV/NmsH4n74jHAknzGvqwVguF5bLxeC2nTixS0/SfYVrh3z/jFeYvm5eiQoQ7SsvHOC6H57g6f430KBsYv6OKqpUGrnTo0YbVuxcRyhymPkqJYjP8tCzRluny5AiOLFRXyqnl2Ps1OdS4nXXb3kZXKczV3c4FZfR3pRk1KFyU5qUq8Mfm/4q0SfR/ZaXi1qfiN9dcgNVS9avJTdw5BNqtm0zecEczhtwdIkc/abdrLEVCIUY9/XHTPtzXlw+gwVCIb789WeWrV/HVceMjMo4B0ldS9ev5a53XmFnXm5C/M4MhEK88O0XLNuwjrP6DHYknCGJrXOjZkycM6tAv99jzyarQeO4PVo4EuGnNb/zyrzPWbJtFcFI2PEOGQfau77x87p5zN60mExvKU5tOoghdbom5aizkV17M2vpIpasX0M4klh/1/Hk93i4bvjJ+wX4pq+dy5Q1fxCMJO76crTlh4OMnfos44++O+E2Un37x69s2bnD6TISQiAU5IPpPzKoTRaZ6emFvv8niyfx1p8TEm59Ky8cYPyfE6hWqiLD6vc48h1E5JD0CSMFlPanMbJbb5656BpO7NILn8eDx7Icrcnr9tCqdn3uPe18bjnx9IQNEIUiYcZOfZY/Nv5FoBhv5PLCAV6e91nKd2yJtpoVKnHVMSN4+KyL6VC/cdzmYrtcLrxuNwPbZPHUBVdyRp9BjgSIVuxYxw0/PpFwb7QOlB8O8O+ZryfsDoJoc1sWR7XvzFMXXMWQtp12d8xKwAU5r9tN50bNePycyxnde2ChA0RfL5vGdytmJPzzL9bywvlc++PjCRvkExhevxcuvWXdh2Fwnc5OFyFF1LNGWx7vczWlPWlJ3dHCZ3k4t8WxXJt1ugJEScwYw82dzsJXgrsRWcZFncxqHFu/p9OlOGrC778QLGBow7Ztfl+2KMYVSUmzevMmrn/5aaYumEt+HDu85IeCzFm5lKteeILF61bH7XEluUxeMIdb33ie7bk5CREg2isQCvLdH7+S/dZL7MzTuGPZX9Wy5QknyEacYDhMpcyyMX+cnYFcXp//Fcd9fB13TXue+ZuXkh8OJlyA6EC5oXzW5WzmqVnvMfyj63hk5pus3bXJ6bIKxeVyccPxp5DuLbmBXK/bzXXDT6Z86Yy/L8sPB7ln+oslcu11ZzCXl+d+6nQZ//DpzKlxfa+ZDCbN+73Q95my+g8e/fXNhH1u54cDPPrrm0xZXXK76IpEgzoRpRC/x8vxnXsysHUWL33/JVP+nBP3Dhpet5sy6aW5bOhxNKtZJ66PXVg7Ajnc9NOTzN+8LCq/7PZ2bFmzayOXtBlRIndmFlXVsuW57riT+WvtKp784kM2bN8as5m0XreHFrXqcN6Ao+PyAfZQ8kIBrvnhcXJDiflG60D54SA3//QkrwwZS8W0Mk6XExfpPh+n9x7I4HYdefabT5m7YllCfMjweTxUKVOOS4YMp36V6kU6RiAc5JGZb5aYVrpHsiOwi7cWfMPo5kOdLkUOokqp8gyt24XPl04pVuA3FfgsD6c2GUSGN3FGwkrhNa9Qj+cG3sLl3z3M5rzthOzEWNwvKL/l5dbOZ9O7ZnunS5EoqF66Ird2Ops7pj1XIgO16W4/9/W4tER/dguEQvw47/cCnxjPCwb49JeptKvXKMaVJR51Ioq+iG3z5a/Tef3HCQRCQZyIZ4TCYbbs2sntb77AMVndOLFLL9wOb8yTxBCJRHjtx2/48refE7ZDcX4oyF9rV3HNS09x24jR1KxQyemSJEEEw6GE+r0VjkRi9tq6MXcbr877nE+W7B7Lk6zvafeu0X206Ac+WfwjHas257yWw2lYtqbDlRVMmfRS3HjCqYx966WEfc2MFZ/bw4iuvWlRq+5+l49f8HWRp18ku/xwgPF/fsOxDXpRJb280+UAuzdDrN1S/IDenC+/Y+7XE4t9nLevzS7W/ZsP7E2LwX2LdYxAKMS8Vcs5qkOXAt9n7qYl3D5lXMK/1uaHg9w+ZRyP972GZuXrOl2OSFJSiCgFlU5L49Khx9G3ZVse/vhtcvPzCMWhjeTezi6n9RyQ8Asuf25ZzvU/PsH2wK6otpLMDwf4cPGPzN28lHu6X0Q5f2bUjl0SNKxag4fOuIhPZ05j/E/fRvUDh+Vy4fd4uXTIcLIaNo3acYvq0ZlvsClvG7Yjy6RFkxvK57bJT/PffteVqK4DlTLLctMJp/H70kU88cUH5OTnOfJh2HK58FhuzuwzmL6tijfbftraOYST7KR1LOWHg7z313cKESWwS9qM4MfVs9ict93pUhxjMFRMK8voZnqepoLqpSvxwqDbuGriIyzdsTZh5scfjsGQ7vbxcO8raVGhntPlSBT1qtmOM7YfzSvzPitRAWO/5eWRPleVmID8oUya9wcUsjPavJXL2Lh9GxUzS/bfnRTPio3reeLz91m9eVNCbNYIhEJ8MmMKk+b9weVHnUDj6slx0lZiIyc/jwc/HM9fa1Yl/MnwUDjMlp07uOnV//Gvo09IiDUvcd7S9WuLtW4UTT63h+Ub1xV5I9yhbM7bzvOzP+LzpVOxsVNmXFTIDoMNk1f/wYx182hdsSGXtR1J/TKJOelhX42q1eTcfkfx3LefE0iA3+3x4HW7aV+/Mcd27Lbf5TsCu3hl3udF/ny17O0ZrHhnZrHrmzRqXLHuX2tEe+qMzCrSfcORCE/NepfsrucXq4ZochkXkWKuibcY3LfY4Z23r81m5EPZxTpGtBRmqs2KHeu4euKjSbNukBcOcNXER/nfgJuolVHF6XJEkk5KhYiMMSOAU4AsoDKwHHgPuMe27cMOujTGHOpMfjvbtn+LZp3x0rxWXR4561Luff81VmxcH9MPvT6PhyuPPpEODZrE7DGiIWJHeGP+V7ww95OYJWXzwwHmb17KqZ/fzu2dz6Vr9VYxeZxU5XK5OCarK+3qNeSed19ja85OQuHivbHzuj3Ur1KNa489icx057s3zFg3j29WzEiKE4b7CtsR/tq6kvf/msiJjYr3RjkZta7bgP+cewWv/fA1387+Na4LiT63h2a16nDJ4OFRGb03d9MSckL5UagsdWzJ30FOMC8pZ8+XBOkeP/f3uJTLvnso4Xe6xIrf7eWBnpfjsVLq7XuJlukrxZP9b+DWn57mtw1/JvQijGVclPGV5om+12rhJUWNbjaEbYEdfLTox4R+LkaL3/Jyb49LaFKuttOlOMq2bd6b9gN5wcL9P4/Y8PGMKZzdb0iMKpNUtisvjzcmTeD7Ob8RDIUSaltNfijIum1buOPtl8hq0IQz+wym3D5jSaRkWLt1M3e89XJU1qPiKT8U5NFP3+W4Tj04sUuvhOpCI/H3/ZxZ5AYS4z1dMBzix3l/RC1EFIqEeWP+V7w87zPCdphggoxtizYbm/xwkBnr5nPBN/fSt2YHLms7kjK+4q8LxlLfVu3YuGMbH/48OeWDRB63mwZVqnP5Ucf/4zX3rT+/JVKMdzl1RmYVObyz16RR4+gx/oJiHaM4QnaYH1fNYt2uzVQp5Xw3ImMMjavXZO7KZU6XkjB8Hg/t6zcu0G235O3g8u8eTrpzCjnBPK747mGeH3Qb5fx6Xy9SGKnWSuJaIAzcDAwBngIuBr42pkBtM14Euh7w9WdMKo2TzPR07jz5HNrUbYjP7Yn68Q1QyufnrlPOTfgA0bqczVw84QFenPtpzE9AhuwwO4O53DZlHPdNf4m8JBlZlUhqVqjEQ2deTKNqNfEW47nrc3vo06IN2SedmRABotxQPndMfS5h58UeSV44wNO/v8e6XZudLsURPo+Hc/ofxc0nnk5GWnrMu64ZY/C5PZw74GhuOv7UqASIgKQLsMWDy7hSZtdaqmpavi43dzoLnxX99zOJzmd5uLvbRdRWeCPl+CwP9/W4lAG1O+K3vE6Xc1Ael/vvzkkKEKUuYwyXtRnJCQ37JOxzMVr8lpcHel5GVpVmTpfiuFnLFrE9Z1eh7xeOhJnwx0xy8vNiUFXisgs48k0OLhAK8dHPk7l43CN8t2dTRqL+jQZCIaYtnMflzz3OGz9OIDeQXCdLpOjmrlzGDa88w6Yd25IqQLRXIBTiw+k/8cgn7xBM8A5KEjvrt23lj2WLnC7jb+FIhAm//0JOfvFfS1fsWMeZX97By3s6aKZqgGhfe8NEE1bM4OTPbmP62jlOl3REI7v14bhO3Yu1pp/ovG4PTavX4pYRo/+xPhyKhHn7z2+0/sqeTf0LvnK6jL+d3nsgXrc25+1VrlRpujRufsTbBcJBrp74KNvydybVZA3Y/Rq6NX8nV//wqP5NihRSqoWIjrFt+yTbtl+zbXuibduPAlcAnYE+Bbj/Ktu2px7wlRPLguPBbVlcc+xJdG7cLKpBImMMpdPSufe086lTKbFPKHy3Ygajv8hmwZZlcd1Zmx8O8PXynznt89tZuGVF3B43VaT7fNw2YjSt69Qv0ps7r9vD8I7dOW/A0bhcifFy98Rvb7MrmNyL7cFIiDumPVeiF9Gb16zDY2dfRrMatWMS0ITdu1mqli3Hg2dcRJ8WbaK6i7B2ZlV8KX6CsLAs4yLDm+50GXIE/WplcXnbk0pUkMhnebil01l0rHrkD/WSnCyXi+uzRjOq8cCEe232Wh4alq3J/wbcRHmN6U15xhgubnMi57Q4JiVfZw2G0p40/tP3GtpVTuwNMPFg2zav/zCBvGBRF1JtPv1lalRrSnTJtmCeKMKRCN/8PpOLxz3C25O/Jy8YIJgE4YxwJEIgFOLTmVO56JlH+OjnyQk/1kqK54e5s7jn3VfJDQSS+l97fijIzMV/ctubz7MzL9fpcsQBr3z/JeFIxOky9hPZ0/2wOOZuWsJ5X9/Dih1rS0TnzAMFIyF2BnO4+aen+HjxJKfLOaIRXXtz0aBjUjJI5HV76NuiLTefePpBz1lMXzs3qX+PRFPIDvPlsmkJ85rUsGoNTu81MCWfl4VVyufnphNOO+Imadu2uXv6i6zYsW73uMUkFLLDrNixjrunv1iiz2mJFFZKRS5t295wkIt/3vNn4g+NjSGXMVwy5Dgsl8Xk+bOLPW/eGENGWjr3nHoulcuUi1KV0RcMh3h45ut8s/xnxzq/BCJB1udu4eJv7+eSNiM4oWEfR+pIVntDcPe8+yrzV60gGC7Yop3P7WFI+06M6NY7xhUW3C/r5vPlsqkEIsmdeA7bEf7cspz3F00s0c/n0mlp3DJiNO9OmciHP/8U1QVln3t3K9FLhwzH64n+h5ou1Vry+K/ji32cVJjPDbu76nWq2hxXgZoWitOGN+iFZSwe/fWNlB9t5rM83N75XHrVbOd0KRJjxhjOa3UsZXyleOaP9xPiue2zPLSq2JD7elyakoESObRTmg6icno57v355aTtnnkgt8uinC+Dx/tcQ82Myk6XkxDmrFjKmi2binz/QCjExzOmMCyrK2leXxQrk1QRiUSYNH82r/3wNTmBfPKLHFhz1u7PeSHenvw970/7kVHd+zKgdYeYd6WV+Ppg+iTemTIxZYJigVCIZRvWc8Mrz3DnyedQPkNh8JJi/qrl/Lr0LyIJdpI0EArxxa/TGdC6A1XLFn6s0Za8HVzzw2PkhJJ7Y2Y05IeDPPbrm9TJqErrSg2dLuewejRrRZ1KVbj/gzfZumtH0r/GulwuvJabS4YMP2z3lm9X/Kzn6j7Cdpj5W5bRokI9p0sBYEi7TrgtNy9+93nSPyeLwm1ZZKalc/vIM6hWrsIRb//eX98zefXv5Cf5Oa38cJDJq3/n/b++54RGfZ0uRyQppFSI6BD2JgjmFeC2FxtjrmP3SLSpwBjbtn+MWWVx5jKGiwYdg8sYJs37o8hBImMMmWnp3HPaeVTKLBvdIqNoa/5Orp74KMt3rE2IEzH54SBPzXqXeZuWckPH0bhdWnAqKMvl4rrjTua6l55m/bYtR0zyeyyLVnXqc2qP/nGpryA25W7jtsnPJMRzMRrywgGenPUOrSs2oGHZWk6X4xiXMYzs1oc6larw+GfvR2XWt9ft5vguPTm+U4+odh/aV5X08rSr3ISf180t1sJSKsznBvBaXk5vNtTRGqRwhtXvTgV/JrdPGUd+OLl3Ch+MyxjSLB8P9Lqc1hUTe1FQomtk4/6ku/084nBIzmd56Vy1OWO7XqD3rCVU/9odqVaqItf88Dg5oTwidmLsHC0Kn+WhQZmaPNTrcjK8zo83TgS2bfPyxK+KvbkoYkf4ZMYURnbrE53CJCXYts3Pfy3gpe+/YHtuTtKGhw6UHwqSHwry2o/f8M6UiYzuPYiezVvjitFnNokP27Z57cdv+PLXn1PuRGI4EmbTju3c8Oo47jrlXKqUTdxNoBIdoXCYJz57P2Gfy8FwmCc//5CxJ59V6PWut/78ptifj6K1EQ6c3wyXHw7yxKy3GTfgpmLVEQ+1Klbm32ddwms/fM2EP2Ym7PPzSHxuD/WqVOPKo088YjBz1oaFcaoqOYQjYeZsWpQwISKAAa3bU7dSFR788E125eURKODG9WTnc3toVac+lw45jlJ+/xFvv3DLCp76/d3UOqf1+7u0rtSwRJ/TEimolA4RGWNqAHcA39i2PeMIN38V+ARYDdQBrgO+NcYMtG37+5gWGkfGGC4YOAyXy/DDnN8LvWhojKFMeinuOfU8KmaWiVGVxbdu12Yu/vZ+tuTtSKgWe3nhAN+tnMH63M080PNy7eouBL/Hy00nnMb1rzxzxKBGaX8aVxx1QswCGIWVFwpw9cRHU24HQn44yFUTH+XFQbdTIS1xXw/ioVOjZmSflMmd77xCbqDoM969bjcXDx5O96Yto1jdwV3R9iTO/vquEj8L2DIu2lduQrPydZ0uRQqpa/VWPDvwFq754TG25O1I+i5ve/ksD1XSK/BwryuoWurIO4Ik9Rxdvzt+t5d7f37JkYUav+WlV4123NzpLKwEGQcrzmheoR4vDb6dqyY+wtpdm5PyddZveelfuyPXdjhNgbh9/L5scbG6EO0VCIX4aMZkjmrfpUCL0JL6lm1Yx1NffsiqzRtTJjx0oPxgkPxgkGcnfMp7U3/g4sHDaVqzttNlSRHYts1L33/FhN9/KXaoMlFFbJvtObu4+bX/cfdp5xWpA4wkjw+mT2Jbzi6nyzgk27ZZsmENP877g17NWxfqvrM3LSYYKd5J/mhshIPE2AwHsHT7GqdLKDCv283Z/YbSrUlLHvnkbXbm5SZNmMjlcuGxLM7sM5j+rdoX6HzDxtxtcagseQQiIZZuS7zna8NqNXjs3Mt57Ydv+Hb2rwST5DlZFB7Ljdft5sJBxxy2i9a+8sNBbvrpyZQJEO2VHw5y46QneW3oHTo/K3IEKbsqbIwpDXwIhICzj3R727ZH27Y93rbtH23bfhXowe5A0V2HeYwLjDEzjDEzNmw42CS1xGSM4bz+R9OjWSt8hZj9aWB3B6JEDxDlbOb8b+5lU962hAoQ7ZUfDjJ742Ku+v6RlPsFHGvVy1dgVLc+h33eet1urhw2Ar/XG8fKDi0QDnLdj4+zcucGwkm8g/tQdgRyuPTbB9mWv9PpUhzXsFoN7jn1PEr70yhKfM3r9nDd8FFxCRAB1M6sykmN+pf4N8tey8P1Wac7XYYUUZ3MqrwyJJs+NdvhsxLjdb84fJaHo+p254VBtypAVML1r92R2zufG/fXaL/lpW+tDtzSWQEi2a1yejmeG3grHas2x59kr7M+y8PFbU7kxo5nKEC0D9u2eeHbL6IW8IhEbN6fnjINnKWIQuEwL3//FTe//iyL161J2QDRvvKDQdZs3cxd777CE5+/T14gNcY/liTjJ3+X0gGivWxgZ14ut73xPJt3bHe6HImRNVs28cH0SQn/fM4PBnl+wmfsyM0p1P3qZlbFVaTVttRVKa2s0yUUWpMatXj8nMvp17IdXnfi9zfweTw0qlqDR866lAGtOxQoQBSKhBPynJTTtgUSM+Do93g5t/9R3H3KudStVBWfJ7XWyY0xeN1u+rZsy3/Pv7LAASKAF+Z8zNYUPeezNX8nL875xOkyRBJe4v+mLgJjTBrwMVAf6G3b9srCHsO27R3GmE+Bcw9zm3HAOICsrKykmqRhjOH8gcPIDeQzY9GfBRrBk+7zc+cp5yR0gGhT7jYumnA/2wI7Em72874CkSALti7nxh+f4MFeV2hRuxCO6tCFz3+dTv6Ofyb6XS4Xbeo2pFnNOg5U9k/5oQDX/vgf5m1empQ7twsibEdYl7OZCyfcx1P9rqec//DtXFNdjQoVuefU87j59WfZmZdb4Pt53W5uOO5kWtWpH8Pq/umcFsfw/cqZrNy5Pq6Pmyj8lper2p9CxSRceJH/l+b2cVuXc+m3ahb3/PwSuaH8Yu9QjDef5aGUJ43sLufRrnITp8uRBNGrZjvGmPMYO/XZuATP/ZaXfrWyuLHjGQnTzVESg9/t5d7uF/Py3M94Zf7nCb8RwmUMaW4/9/e4lDaVGjldTsKZtnAem3ZGb3d0MBzii1+nM6xDV8qWKh2140ry2J6zizvfeYU1Wzal9A7uQwmEQkxZMJd5K5cx5qSzqFymrNMlSQF88/tMPpkxNSojyZOBDezIzeH28S/ywOgLSff5nC5Josi2bR7/7D2C4f2DC3O+/I65X08s9vHfvja7WPdvPrA3LQb3/fv7QDjEcxM+48phIwp8jJGN+vP50ikJ/z40XvyWl7OaD3O6jCLxejyc0/8oujRpwcMfvUVuIJ9QOPFCN163m1N69Gdou06F+nxsGRdul0Uokng/k5PK+hL7c0LdylW5f/QFTF4wh+cmfEYgFEyablmH4vN4qFe5GhcMHEbNCpUKdd+VO9bzzsJvU/Y1Nz8c4O2FExhWvwc1Shfu70akJEm5EJExxgO8A2QBA23b/qOYh0zcJEoxuYzhsqHHM2b8Cyxet4Zw5NBdUrxuN7eMOD2h295uzd/Jxd8+wJa87QkdINorEA7yx6ZF3Dr5ae7qdpGCRAVkuVyc0XsQT375IXnB/Xf6WcbF6N4DHapsfzsCOVw18RGWbFtNIMlOZhdWyA6zdtcmzv36bp7sd32J755RtVx57jj5bG5+7dl/PEcPxut2c9WwEXEPEMHuVqZ3d7+IC765N2U/FByK21i0rtSIIXW6OF2KREn3Gm0YX+lu/jvrbb5ePj0pntMGg9dyM7x+L85vdRx+d3J1+ZDY61mjLbd1Poc7pz0f0+e0z/LSq2Y7bug4WgEiOShjDGe2OJqGZWuSPfU58sJFH98aS16Xm0rp5Xis99VUKZW4n12dEolEeOn7L6PeJSZi27w1+XsuGJicJ7MKyqgDwj8EgkFuf/MF1m3dkpKddwsqGA6xccd2bn39WR4+6xIy0tKdLkkOY8GqFbz43edJf3KwsCK2zead23n4o/HcMmI0Lr3nSxlf//4LKzdtwD5gPbzF4L77hXeK4u1rsxn5UHaxjnGgUDjMjEUL+G3pX7St27BA96mdWZXL257Ef357Kyk+68eSz/LSvXobBtTu6HQpxdK8Zh0eO/sy/v3J2yxcvTJhumi5LYvMtHRuPuE0aleqUuj7G2Oo4C/DupzNMaguOXlcbmpnFP7vMt6MMXRv2pKsBk14f9qPfPLLFELhcFKca9yXz+2hlD+NCwcNo129om2qeezX8QRTPAgXjIR5dOabPNjrcqdLEUlYKdWj3hjjAl4D+gHH2bY9tRjHygSGAdOjVF5CclsW1x93Cn7PoU9a+dwezug9mIZVa8SxssLZkLOF87++hw05ybVwlR8OMmPdfG6alHqzRWOpU+NmpB1kXFmrOvUTIui2KXcb5399D4tLQIBor7AdYVPeNs79+m6WbFvtdDmOq1mhEtcfd/IRW/P63B5O7TmADg2c6zxSv0wNTms6JOlGlBSX1/Jwa6ezdLI8xZT2pnFDxzP4b7/raVimZkI/r/2WlxYV6vPswFu4vN1JChDJIfWu2Z7rOpwes9FmPstD56otuKXTWbhMSn08lBjoXqMN4wbcSDlfBlaCPV/8lpe2lRrzwqDbFCA6hO/nzCpUt8yCCoXDTJwzi/Xbtkb92IlE7xv/6eMZU9i4Y1tSrcPEim3b7MzL5bUfJzhdihzGzrxcHvjgjRIXINorFA7z5+qVfPLzZKdLkShZv20Lr3z/VdKNkQyEQjz+6XuFel8yvEEvLm97UtxHPieS3d1jO3Bb53NS4n1J6bQ0bh0xmmFZXRNivJnP7aFpjdr8+6xLixQg2qtL1ZYKn+/DMi46Vi34GC2n+TweTu7Rj0fPvoy29RridSfHa47lcuFzexjRtTdPnHdFkQNEi7et4tcNC4ik+Pv7iB3h1w0LdC5L5DASa9Wv+P4LjAQeBnYZY7rs81UTwBhTxxgTMsbcvvdOxphrjTH/M8acaozpY4w5E/gJqArc4sQPEk9l0ktx4cBjDjnvs1bFygxs0yHOVRXcnE2LOeurO9mQuyUp583mhwPM3LCAC7+5lw05W5wuJym4jOGo9l3wWP//4cLv8XJMVlcHq9ptY+5Wzv/mHtbmbEq6cTrFFbFttgd2cfGE+/lra6GnSKaclrXrcULnXvgO8UHDbVm0rlOfoe06xbmyfxrdbGiJGkXnt7xc3nZkifqZS5om5Wrz/KBbuaHjGZTxlsaXQGEiv+WlYlpZsrucx5P9rqNuZjWnS5IkMLhuFy5ufWLUn8tel4cWFeoztuv5ChBJgdUrU52XBo+hXmZ1vK7EWFD1WV6G1e/Bg70uJ82tES0HEwgGefWHr2N2kjEcCfPy91/G5NiJQieD/mnqwrklNoxxMKFIhBmLFhT7ONnZ2RhjHP/Kzs4u/l9Kgnnh28/JLUDH4FSWHwry1pTvWbdVa5DJLhgKcf/7bxAIJ+frcF4wwGOfvPuPDkqHM7xBLx7u9S/KeEvjcTkfOokXg8Fvebms7Uhu6ngmlit1Pru5jGFU975cMuQ4R8MaXreHfq3aceuI0cUe+TikbpcSHXY7UKa3FPUyqztdRqFVzCzDjcefyg3HnUy5UhkJEXQ7FK/bQ9u6DXns3MsZ3qk7bqvoU0+en/1x0v5eKaxgJMTzcz52ugyRhJW4r3pFM3TPn7fwz/DPWCAbMIDF/gGqBcDxe77KANvZHSI617btlO5EtFfnxs14Z+pElm9cv9/lXreb8wccnZDJ9nAkwqvzv+CVeZ8lfRefQDjI0u1rGP1FNjd3OoteNds5XVJcZGdnM3bs2GIfZ+9s7lf+dXORjzFmzJhiL5DlBPO47NuH2Jy3vcg7MZe9PYMV78wsVh0Ak0aNK9b9a41oT52RWUW6765QHld89zAvDL6NKuklexf4cZ26M3nB7H+8tsLu3S0XDxmeEK+vbpfFdR1O4+afniIvnPoLqpXSynFUvW5OlyExZoxhQO2O9KzRlvELvuaVeZ8TtiOOBTy9lge3sTiv5XCOb9hbY0yl0E5s1Jf1OZt576/vo/Ja7TYWNTMqc3+Py/R8lEIr58/g6f43cOvkZ/htw5+Ovn/wWR4ubn0CJzYq3riOVPfJL1NjGvaI2Da/Lf2LJevWUK+KArIlRbLszI4nr1X8pdbs7OxirU9sydtB+bRMHp35Jv9qN6rY9aSKFRvXM23hPELh5NuAGG2hcJiXvv+S64872elSpIhs2+apLz9i3bYthQrhJJJQOMz8Vct5a/L3jOpe8PdxbSo14o2j7uTRmW8wcdVv5Kf4Opbf8lInsxpjupxLrSQYCVVU3Zq0oFJmGe5+51Vyg4G4Pq+9bjen9xrAkCht9GxZsQG1M6rw59YVUTleMvNbPs5rmRjr30XVqk59/nPeFYz/6Tu+/G16QgXoPZaFz+PlsiHH0b5B42Ifb0vedqas+QOb5Py9UlgR22by6t/ZkreDcv4Mp8sRSTgpFSKybbtuAW6zFPbfPmbb9sdAiY4bmj2J7/989j55++zIqVupakIuAP61dSVjpz7L2l2bkj5AtFfYjrArlMcd056n49JmXJ91esp3ySjuwliiefTXN9mQW7yRenVGZhU5vLPXpFHj6DH+gmIdo7h2hfK4bfIzPNP/xqT+kLCvaIfeAF68/MZC3z8agbeDyarSjBqlK7NoW2p3kUpz+7ikzYnquFGC+CwPZzQ/imMb9GLc7+/z5bJphOxQ3GaaW8aF22VxXIPenNV8GKW9aXF5XElNF7U+gZU71zN17RwCxXwPnOFN59HeV2mUnhSZz+3lvh6X8uCMV5iwYoYjQSKf5eH2zueWmE0YRbU9J4f3p/1IIBTbz86BUIj/ffMpd596bsp8BtiXKwV/puIa0LoDyzeuS7oxOrHidbvp29L516NMbykAyvl0MmRfH/48maACRMDuk2azlv7F5p07KF9az5Nk9OZP3/LzX/MT6mR2UeSHgnw8YzKVMsvSr1XBXz8zvOnc1uVcjt2wkLunv8iWvO0ptynO63LjsTxc0fYkhtbtmpLvrQ7UqFpN7h99IWPfeomtOTvjEvr0eTxcPWwk7eoXbfTToVzT4TSu+P7hlDl3VRQGqJxeloF1nO/CX1xet5vRvQfSvWkLHvxwPNtzcwg6/Prrc3toX78xFw4aRrrPH5Vjfr50CpSA15p9GQyfL53CqU0HOV2KSMJJqRCR7BbtE913n3Zeke4fixPdOcE8xv3xAZ8smZSyb8DywwGmrpnNqM9u5eLWJzK8QU+d7E4CW/N3MmH5zwRK2AizQ4nYEZZsW828zUtpXqGe0+VERXFCb3+tWcW2nF1/f+91u2lRu15CnYgwxnBm86O47+eXyAnlO11OzKRZPrpVb+V0GeKAsr7SXN9xNCc3HcS/f3md2ZsWx3zHos/y0KlKC/7VbhRVSpXszmwSHcYYbu98Lud+fTcrdq4rchjOb3l5pPdV2mklxWa5XNzQ8QwyfaV5P0pdsgrKb+0OMXWo0jRuj5msXvvx62JtdCiMFZvW88uiBWQ11P+XkqB389ZM+P0XFq9bQyhStBN9c778jrlfT4xKPftu2CiK5gN702Jw0bqauYyhfOlMhnd0vuPp3jE3Wkv6f7ZtM2PR/KTt2BILLuPi18UL6d+6vaN1LN2+ho25W6lZujJVS1VwtJZk8dbk7/n0l2kxDwfHSyAU4vlvP8NloE8hg5htKjXi9aF38NGiH3jmjw8IRUJJvzZrGReWsTi2QU/ObXFsiduIVKVsOR468yIe+ugtFq5eSX6MnuduyyIzLZ1bR4ymZoVKUT9+8wr1GF6/Fx8u/iFlz2MdidfycGe3C1Oq83H9KtV57OzLeHbCZ0xeMMeR12FjDD63m4sGD6dbkxZRPfb7f31f7A1rySY/EuT9v75XiEjkIBQiSkGp1t1lrymr/+Du6S+SG8onEEntX2QhO0woFObJWe/w4aIfyO56HnUzE68jlPy/ZdvX4HF5kv6DarQt2rYqZUJExdGwWg2nSyiQHtXbpHSzUo/LzfAGvbSYXsLVzqjCo32uYsa6edz388tsy98Z9ZPefstL5fRy3NzpLFpUqB/VY4v43F4e6nUFZ3w5ltwihD79lpdrO5xGg7LJ8btJEp8xhkvanIjH5Wb8n9/EZaSE3/LycK9/0bpSw5g/VrJbtmEdk+bPjtv4nvxgkHHffErrug3xurXklOpcLhc3nXAat7zxHOu3bSnS86zF4L5FDu7s6+1rsxn5UHaxj1MULpeLzLR0sk86E68ncUa8Jc6WFefl5OerY9YB8kNBlm5YW+zjRGsza3HFqmtzIonYNi9+9wXf/fFrygSI9gqEQjw74TN25uUxLKtroe7rdlmc0Kgvg+p04YU5H/PB4h8IR8JxC1BHk8/y0L5yU65sdzLVS1d0uhzHpPv83DpiNO9N/YEPpk+Kesctn9tDi1p1ueLoE6LWweVgLm5zIrM3LebPrcuLHLZOVj7Lw9XtT6V+mdRbd/B6PFwyZDht6jbg6S8/ilnQ7WA8bjeVMspw84mnUblMuagee9HWVWzN3xnVYyaLLfk7WLR1ldbJRA6gs2iS8ALhIPdMf5HbpoxjW2BnygeI9pUXDrB420rO+/pu3vnzW+2YSmBV0ysQLEHPzYIwxlBNu8iSisdy07NG25RdbDYYBtft4nQZkiCyqjTjzaPuYnSzofgsDyYKz3zLuPBbXi5sfTwvD85WgEhipmqpCtzU8Ux8VuFGkXlcbrpUa6XXQomJ81sNZ2SjfvgL+bwsLJ8CRAUWsW2e+Pz9uLfaz8nP5/2pP8T1MePBTum4fdGV8vu559TzqFe5WokMjnksN1XLlOOB0RdSPiPBRtInUOdbp4UjkRIxCqiwohEwzc7OxrbtIn+N+PgmAK6e+GixjpPqAaJAKMTDH47nuz9+jesJ63gKhEKM/+k7np/wWZE6rpb2pnF5u5N4bchYuldvjc9KnFDnkfgtLw3K1OCxPlfzQM/LSnSAaC+XMYzo2pvbR55J2VKl8VjFf4+xu4OLhzP7DuaG40+JaYAIdgfcHux5ORX8ZbBK0IZGv+Xl+AZ9OKqe890ZY6l705bce/r5lC+dgduKfbcln9tDVv0mPDD6wqgHiAC+XDa1xIXd9gpHwny1bJrTZYgknJL36V6SSn4owGXfPcSS7auL3PZx2dszWPHOzGLXMmnUuGIfo9aI9tQZmVWo+9hAfjjIM3+8z4qd67iy3cla+EhAVUqVp2PV5kxbO5eQuhFhMFRKK0u7Sk2cLkUKaWjdrvy46rcidbdIdJXTy1GjdPRbFEvycrsszmh+FP1qZXH7lHGs2LGuyF2J/JaXxuVqk93lPCqlR//DvMiB+tbqwJfLpjJtzRxCdsEWevyWl+uzTo9xZVKSXdDqOHYEcvhy2dSYjDbzWR7u7naRAkQF9M2sX1i7dXPcHzcQCvLxL1Po2bw11cunzkmwaASOU1W6z8fYUWfxzFcfM/XPuSl7gvtAPreH5rXqcNUxI/F7YhugLBJtRPtb6bS0qKylRWv8npOj9/byWFZMRvgUVuU9n51qZ1R1uJLEtT0nh7vefYVVmzYSDKf2mmN+KMh3s39jzdbNXHvsKHxF6O5WtVQF7u5+MfM2L+WBn19h5c71cR25Wxh+y0ua28eV7U6mb60OWvM/iMbVa/L4OZfz/LefM3nB7CJ3JfK5PVQvX4GrjzmJKmXjt2aT6SvF0/1v5MJv7mVT3rak7JBVGH7Ly9C6XbmkzYlOlxIXNStU4qEzL+b+999g6fq1MXsP7HW7GdmtD8dkdY3J64Rt27tDRAVcWzpQopyDLcr5V9g9GeaLZVO4qPXxeh0W2YdCRJLQnpj1Nou3rS5W96E6I7OK9ItjX5NGjaPH+AuKdYziygsH+GzJZNpWakTfWsX7eSQ2bul0NhdNuI81uzYRLMFBIsu4KO1J48GeV2C5Ss4ui1TRrlKTlNwd47M8HFu/p9NlSIKqmVGZ/w24mefnfMz4P78udHDZZ3k4t8WxjGoyQB82Ja6u63A6J392a4F2kfstL1d3OJUMb3ocKpOSyhjD1R1OYV3OZmauXxDVLrJ7W+J3rtYiasdMZZt2bOeVH75ybHxPMBTi0U/e5b7RF+DS78YSwW1ZXDr0OOpVqcbrP34T9dEjicbr9jC0fSdO7tE/cZ/jiVqXA1zG0LxmHWYtXVSs40Rj/J6To/f2ZYyhTd0GTpdBwzI1AaiXWc3hShLTuq1bGDP+Bbbl7CIcSe3wwV75oSBzVyzl5tefZczIM8lML9rnl2bl6/L8oFv5dsUMHpn5Jnnh/CJvUo42y7hwu9yc2nQwpzYdnFRdk5zg93q5ZMhwujVpweOfvUdeIFCojilet5sTu/bi2I7dHfmdXTGtDM8MuJFLv32QDblbU/a8gc/ycmz9nlzWdmSJWhsr7U8je9RZ/O/rT/hp/uyoB4l8bg9XDRtB+waNo3rcfS3cuoKcYF6R758K52Bzgnks3LqCxuVqO1aDSKJRiEgS2tfLppeo8WVHkhcO8PHiSQoRJagMbzrjBtzErT89zexNixN2l0ss+S0vVUtV4N+9/qVOHEnKcrk4rkFv3vrzGwIp9KHWtmFoirfRlUPLzs5m7NixxT7O4XbETOC/nFKAY4wZMyblW+1L/FRIK8PpzYbwyrzPj7ggXr10JfrrPaTEgcu4uKvbhZz99V2s2rmBSBR22/otL8Mb9Er5lvjRErFtHv3kHYJRGFNTVDawZusmPv55MsM7dXesDom/o9p3pkqZsjzyybsEUrQjkdft5px+Q+nXqp3TpRyeOhHt5+j2XViwagV5wZK3VnMwVcuWT4hORFVKlQegvL+Mw5UkntWbN3LrG8+zKz8Pu4T9ew6Gw6zevJGbXhvH3aeeR9lSpYt0HGMM/Wt3pFv11jw3+yM+WDSRQDjo6IBSn+WlXaXGXJd1+t+duKRg2tZryGPnXMajn7zDn6tXHjGs4bYsyqSX4sbjT6VOpSpxqvLgKqaV5dmBt3D1xEeLNXUjUfksD+e3HM6oJgOcLsURlsvFhYOOoXr5irw1+buohOldxpDu83P7yDOoWzm23fq+WjYtZcNtBRWMhPh62XSFiET2UeQQkTGmPFAPmG3bdurNPJGEUNafwa6dRU/AphrLuKiSXsHpMuQwSnnS+HfvK3l/0USemvUuoUi4yG0gk4nB4LHcjGjUj3NbHovbFfs5wBI7JzUewDsLv3W6jKjxuNwMrduFsr6iLTpJ8svOzlZwR1LWSY0H8Nr8Lw97G7/l47I2I0rUbkBxls/t5ZFeV3LGl9nkFHNEqttYNCpbi4tbl4yW+NHw6YwpLF2/lojDHQvyg0HenvI9beo2iPnCtySWDg2acN3wk3jww/Ep15HI63Zz/oCj6d2irdOlSCG1qduAcqUzWLNlk9OlOM7n8XBqz/5OlwHgaJgjkW3dtZPb33yBnXm5TpfimHAkwqYd27n9zRd44IwLizU2Ms3t47K2IzmqXjfGTn2W1Ts3xn3zp9flxu/2cUuns+hWvXVcHzvRRWvjFxx8XOTTF15d4PvHcuNXhjed//a7jnumv8RPq2elzAZkv+Xl9i7n0rNGW6dLcZQxhmM7dqNymbI88fn7xXoPbLksKmRkkH3SWVTMjG3I1rZtvl42PeVH7R1J2I7w1fJpXNLmRK2diexRoHklxphbjTH37vN9L2ApMB1YaIxpFJvypKS7rsPpaue5hwHS3X7ObXmM06XIERhjOKFhH9446i561WyX8s9hv+WldaWGvDDwVi5sfbwCRCmgnD+DM5ofhd8q+gJNIvG63JzX6jinyxARiYk0t48RDfvicR16f0iFtEyyqjSLY1UiuzsL3Nr5HHzFfD/hd3u5q/tFGpNbQIvWrmb85O+i3ka/qAKhEPe9/zq5Ae09K2na1G3IyK598LlT5/Ow1+2mb4u2ChAlKWMMZ/YZjM+TOs/JoqqcWZZ29RJjOX9j7lYANudtd7aQBPPYp++W6ADRXhHbZtOObbz47RdROV79MjV4fuBtnNHsqLiu1/osLz1rtGX8UXcrQHQQ2dnZ2LadEF+x3oDmtTyM6XIuZ7cYlvTnDNwui/K+TJ7uf2OJDxDtq0vj5tx84ulFfr/hsdzUqlCJ+0+/MOYBIoBF21aSE1IjB9g90mzRtlVOlyGSMAq6Cnc6sHif7+8HZgHHAeuAO6NblshuHao05a5uF5Hu9mOZkrto7LM8VEmvwDMDbqRiWlmny5ECqphWhrFdz+e//a6nRYV6KRPI2CvN8lGzdGXu6X4xT/S9ltqZ2l2cSk5tMphaGVWS/rXXZ3m4udNZ6kIkIint+IZ9Dnmd3/JySpNB2kkljuhZoy09a7TFe5iQ2+H4LC+3dDqb8v7MKFeWmnbm5nLf+68nXOeXHbk5PP7pe0k/isVWv4xCG5bVlTSfz+kyosYYw2m9BjpdhhRDu3oNqZhRssdm+TweRvdJnPeGy7avBWD1ro0OV5I4lm9Yx8I1q4gk+e/NaAmGw/w47w+25+RE5XiWy8Xo5kN5qt8NVEwrW+T3qQVhMKS5fdzS6Uyyu55PaW9azB5LkocxhlObDuaBnpdTypOWlGuvfstLi/L1eGVINg3K1nC6nITTvGYdsk86q9Ad1DyWRb3KVbnjlLMp5ffHqLr9/bDyN0KR1J+kURChSJgfVv7qdBkiCaOgv51qAAsBjDGVgE7AbbZtfwzcB/SMTXki0KVaS14begddq7VK+nR2YVnGhc/yMKJRP14dOpZaGc7O7pWiaVKuNk/3v5F7e1xC3cxq+K3kXkT1Wz4q+MtwfcfRvDZ0LB2rNne6JIkBy+XiwZ6XU9qTTmIsLRae3/JyYsO+9KrZzulSRERiqlJ6uUPObQ/bEfrVyopzRSL/75r2p+Itwuc4y7jIqtKUHjXaxKCq1BOJRHjgwzfZmZd4u0iD4TCzly/hw59/crqU4tG53EKzXC76tWyXlCfHDqZjg6b4vam1OaikMcZwQueexRqLlOxK+fy0qdPA6TL+tj5nMwArd653uJLEsWT9WlzJuhATI27LYuXmDVE9ZqNytXh1SDZtKjWKycZPr8tN1fTyPD/wVvrq85gcRPvKTXhp8O3UyaxW7O6t8bT3fNVjfa4h01fK6XISVoOq1ckedRb+AnYkclsWdSpV4faRZ8T1fcr3K2cSshUiAgjZYb5fOdPpMkQSRkE/xYeBva9avYA8YO/qzwagfJTrEtlPxbQy3NvjEv7T91paVqifVG+qisJtLLwuD/1rZfHakDu4qPUJJS5AlYqyqjTj5cFjuK3z2VRJL590nYl8lpdMbykuazuCd4bdy4DaHXGlyGKwHFyFtDI82f/6pAwS+S0vfWtlcVHrE5wuRUQkLo6q2/Wg7y2al69HhjfdgYpEdivtTeOKdqMK/d7X7XJzTftTY1RV6nnh2y9Ysm4N4QTdRZofCvLOlInMXPyn06UUmToRFU3TGrXxpsD4KJ/bQ8vadZ0uo0DyQgEAcvf8Kfvr2LApwXBidWyLF5cx9GzWOmG6EAHsDO4e2bU1b4fDlSSO3eNrEuf/USIIRcJUKB39zpSlPGk81OsKjm3QM6rnG3yWh2YV6vHi4NupmVE5aseV1FMlvTzPDriZIXU6J/w5L5dxke72c3e3i7mw9fEaN10A9atU48bjT8XrPnzHM2MMFTPKcOuIM+L6vjk/HGTFjnVxe7xksGLHOvLDiTEaXMRpBX2VnwOcbowpDZwDTLRte++/olqAtgpIXDQrX5en+t/A432upkPlpngtT0qFGLwuN17Lw+C6XXht6Fhu63IuVUopo5dKjDH0qtmO8UfdzZXtTybTWyrhPyB4XG78lo8zmx3Fe8PuY3iDXrhdltNlSZzUzqjCMwNupKwvI2l2EPstL0fV68ZNHc9IqMVREZFY6la9NWE7st9lHpebAbU7OlSRyP8bXKczFdIKPj7G6/IwolFfKqWXi2FVqePLX6fz/ZzfyA8l9mJnIBTikU/eYdmG5FyoVoSoaKqXr0g4EjnyDROc5XJRvVxFp8sokO2BXQBsyd/mcCWJye/1Uq5UhtNlOMLn8dKoWk2ny9hPXigfgF2hxOuk55RmNetQPiND6xl7WC6LZjVqU6VsbN4XuoyLy9uexHktj43KJl6f5aVL1VY82vsq0j3xGUckyc1jubk263Ru6ngGfsubkBFCn+WhbmY1Xh4yhs7VWjhdTlJpXqsuZ/QZjM996NcXv8fD7SPPID3OY4CXbV9TpK7BqcxreVi+Z9SqSElX0LOBdwAnAduA/sD9+1x3FKD+XhJXzSvU49E+V/HsgJvpU7M9Xpc7qUMNfstLmtvHyEb9eefoe7ix4xlULVXB6bIkhiyXi6Prdee9YfdxWtPB+C0vbpNYz2GDwevycHS9brw77F5GNx+Kz53YgSeJjVoZVXhh0G3UyqiC15XYHyx8lofzWh7LVe1P0YKbiCSl7OxsjDGF/qqUXo7vRj7JpFHjAJg0ahzfjXyS4xv1KdLxsrOznf2LkJTiMi4ubTOCNHfBFkWNMZzedGiMq0oNM/6azys/fJ3wAaK98oNBxr71Ehu3J1+4wbYVIyqKipllsO3kDxEFQiFqVqzkdBkFsve5GtZz9pBKp6U5XYIjDJCZnjgdKm3bJi+8u2PWzkCOw9UkDpcx3HzC6WSmpeMq4esaHsuicpmyXHn0iJg/1slNBnJRq+JNA/BZXrpVa8XYrucn9bkKcUb/2h15buAtVE2vgNd1+M418eSzPAyu04VnB9xMlXRteC+Kga070KxWnYO+pvvcHi4ZfNyeLnTxtXbPSFHZ35qcTU6XIJIQCvSbyLbtL40xzYD2wG+2bS/a5+ofgFmxKE7kSOqVqc7YruezIWcLr83/kk+WTMIGAknSbi7N7cXj8jC62VCOrd9TuxNKIJ/by9kthnFM/Z489ut4pqz5PSHaJfotL43K1uKGjmdQJ7Oq0+VIAqiQVoZnB9zMndNeYNra2X8v9CUKg8Hv9nJn1wu1I0ZEklp2drYCPJKSuldvTWlPGrl7Og4cittlcWz9HpT2lswTvIUxf+VyHv30XQKh5BrLk5Ofx21vPs/9p1+YUCezj6SEn8ctMpcxNK5eizkrljpdSrFUzCxDaX9yvC7tPUGVLJ1knWASss9DybMpbzvWng11m/O2Ydu2NgPtUblMWR484yIe+mg8yzasIz/o/FphvPncHtrUbcAlQ46LW3eOEY37sT2wizcWfFXodS+vy03LCvW5vcu5GvMkRVY7syovDRnD2KnP8cu6eY6vv/osL9dnnc6gOp0drSORZGdnM3bs2GIf5+1rs//+71evvKXQ9x8zZkyx146CCXAeKhHp70VktwK/m7Fte4lt2+8eECDCtu1nbNueGv3SRAquUno5rmx/Mu8Nu59TGg8kze2LSvvRWPFbPir4y3B521F8cMwDnNxkoAJEJVzFtDLc2e0CHu71L6qkl3dsxJnH5SbDk87Nnc7iv/2uU4BI9uNze7mz2wWc33J4Qr3Gei0PNUpX4sVBtylAJCIikqBcxsWoxgOP+D7XhWFEo/5xqip5LVm3hnveey3pAkQAEdtm666djBn/Ajn5Gl9TEhyT1Q2fJ3E+PxSWz+NhWIeuTpdRYLl7TjjuCuY6XEniCkfCTpfgmEQaL7hw63I8e7q1GONi9a6NDleUWMqWKs0dJ5/DWX2HkO7z4XUnTmeSWPJ5PJRJL8XlR53AtcNHxX28z9kthtGteqtCrXsZdneGvbfHJepAJMWW5vZxb/eLOav50Y6tv7qNRTlfBk/3v0EBogNkZ2dj27bjX9HYfJbm9mujxAEMu/9eRKQQISJjTA1jzL+NMTOMMYuNMS33XH6lMUa/RSQhZPpKcV6r4bx/zP2c2nQwaW5fQo3e2RseuqbDKbwz7F6Oqd8Dj1UyPgBKwbSp1Ig3ht7JqMYD4v4hwWd56F+rI28dfQ99a3XQ7i85KGMMJzUZwKO9ryLTW8rxMXx+y0uvGu14cdBtVC+dHOMFRERESqqhdbsSOcJYo/plalC9dMU4VZScVmxcT/ZbL5EXTKzOkIURjkRYt20L2eNfIi+QHD+HJkMVXbt6DWlQpXpSdmYwxlChdCb9WrVzupQCW7MniLFi53qHK0lcVgk9yW9DQv07nLFuHjl7OhQa4LcNfzpbUAJyGUP/Vu15+oKrOaFzT9K8XnzuxFnrjia/x0tpfxqn9xzIUxdcRadGTR2pwxjDzZ3OpmJa2QL3LPO7vfy7178KPLpX5EiMMZzWbAh3d7so7s8rn+WhQdmavDwkm4Zla8b1sSW+6mZWJVSCg9UHE7LD1M2s5nQZIgmhQJ8ajDEtgD+A0cBqoA6wd/tgHeBfMalOpIhKedI4p8UxvDvsPkY27ofP8vy9s8UJfstLprcUV7QbyTvD7mVI3a7alSCH5LHcnN9qOE/3v5GapSvHvCuRx+WmrK809/e4jFs6n6XREVIgLSs24NUhY2lcrjZ+hzpn+SwPl7UdyZgu5+JzO1ODiIiIFFymrxTNy9c75PV+y8ux9XvGsaLks3LTBm5783lyA4cfC5cMQuEwqzZvYOzbL5XIMS0liTGGq485icy09KTbrJLm9XLziafhtpJnDWfNzt0hovU5mx2uJHFVK1fe6RIcEQqHqJxZ1uky/vbjqlnY7E5o5oUDfL9ypsMVJS6/18sJXXox7qJrOa3XAMqVKo3fkxrrID6Ph6ply3PegKMZd9E1DG7X0fHXXJ/l4b4el+ItwAZPv+Xl6vanaGObxETnai0ZN+Amyvky4jKm1Gd56VatNU/1u56yvtIxfzxxVrVSFSntSZ7x0vGQ4UmnWqkKTpchkhAK2gLlYWAeMBjIA/bdJjYZuD/KdYlERYY3nYtan8CoxgMY98eHfLVsGiE7RCROWwi9LjeWy+KsZkdz4p4wk0hBNSxbk5cHj+GZP97ng0UTyY/BLFa/5aVLtZbckHWGwkNSaOX8Gfy333U88dvbfLJkUkyeowdjGRelPWk81OsKmpavG5fHFBERkegYVKcTC7YsIy/8z+4zYTtC9xptHKgqOazevJHb3nienPzkDxDtFQyHWb5hPXe8/RK3jzwzqUdeyeFlpqdz96nncesbz7EtZ1dCjVQ6GGMM6V4fY0edReUy5Zwup1ACkd2fy4LaWX5IXRo3Z+bihUnd0a0oypbKoHxGptNlALB8xzo2523b77KZ6xaQG8pXN5fD8Hk8DGnXiUFtO/L7skV8MG0SC9eswrbtpOom4XW7sW1oU7cBwzt2p3H1mjEPmWZnZzN27NioHGvSqHH7ff8NTxTq/mPGjInKKCIpGepmVuP5Qbdx+XcPsS5nU8x+v/ssLyc07MPFrU9IutC3FI0xhuMa9ubVeZ/HbV0/kfksD8c17KPnv8geBY2u9gDus217J3Bg+mIdUDWqVYlEWTl/Jjd0HM2Lg2+jQ+VmMe/s4jIufJaHYfV78u6wezm12WAFiKRIPJaby9qO5IGel0d1dJTB4Le8XJt1Gnd2u1ABIikyt8viyvYnc0370+LyOud1eaiTUZWXBo9RgEhERCQJdanW6pCbOiqnl6O8PzFObiaa1Zs3ccsbz7ErP8/pUqIuGA6xdP1a7nz7ZQIJ3JHI/sdymBRWxcwyPDD6IupWrorXnbij3T1uN1XKlOOBMy6kdqUqTpdTaGV9GcDundRycB0bNiUjrWT9/fjcHk7rNcDpMv729p/f/CNM6HK5+GLpFIcqSi4uY2hbtyHZo87isXMuY1hWF0r5/Anfncjv8VKuVGlO7NKbpy64kuuPO5kmNWrF5YRtdnY2tm0X+isvmE/uYb7CkXChj6kAkRRWxbQyjBtwE7UzquJxRf89lM/ycnbzo7mkzYkKUJQwoxoPwOPSuUsAj8vDSY37O12GSMIoaIjocNuDKgK5UahFJOZqZVTh373/xYM9L6dm6UoxGcHjt7x0qNyElwaP4ar2J5PhLRX1x5CSp33lJrw6ZCzNytct9vPW6/JQvXRFnh90K4PrdIlShVLSDa3XlYdjPP/dZ3lpV7kx4wbcRIW0MjF7HBEREYmdyunlDhpgNxi6VG3pQEWJb93WLdz2xnPsyku9ANFewXCYJevXcte7rxIIhZwu56DsPeE3O06djVNVZno6d51yLoPbdkzIIJHX7aFr4+Y8dMZFVEqgsU+FUW5PiGhvmEj+yXK5uOG4k0tM9zOv203Hhk3o2ri506UAsCFnC58vnULI3r+bRl4on+dmf0x+qGR1iCquipllOLXnAJ695DquOOoEmtWsg8eycLsSYwyjx+3GY1l0qN+Y6487macvvJrjO/cgMz051sx9bi/+w3y54jBiSgR2T914st/11M2sFtUgkc/ycH7L4ZzWbEjUjinJI83t45ZOZ5X4Jgg+y8utnc5SN0SRfRT0N8104Gzg44NcdxLwU9QqEomDdpUb8+qQO/hg0USe+eN9guHQPz64Fpbf8pLhTeemjmfSsWpifCiX1FLOn8F/+l7L07+/x/uLvi9Si0m/5aVT1Rbc1vkc/O7E3p0kyadNpUY81e8GLvvuQXYFc6O6V9tveelZoy23dDoby6UFGhERkWTWqkIDJq76db/L0tw+2ldu4lBFiWvzju3c+sZz7MxL/b1bwXCIxWtX8+CHb3Lj8acm1Hu+vFCAYGR3uGlj7lYqpSfXeKtEY7lcjO49iA4NmvDIx2+Tk59PMOxseMxyWfg8bi4ZfBydGjV1tJbi2pq/E4BtgR0OV5LYaleqwm0jzuDud18lLxhI2YCgz+2hQ4PGXDr0+ITpLvHQL68fcvRWXjjAi3M/5cLWx8e5quRnuVxkNWxCVsMmbNy+jQv/dTnvvfhKsY/79rXZxbr/Seeezf8e/0/ShIZEElm6x8/jfa7h/G/uYe2uTVE5p3Vq08GMapI4neok/nrUaMMx9XvyyeJJBx07nur8lpdj6vfUaHWRAxR0ReZO4BhjzFfAaHaPNBtgjHkJOB64O0b1icSM5XJxYqO+jD/qLrpVb1WsEWc+y8NJjQfw5lF3KUAkMWW5XFzadgTXZ40udDrcZ3k4telg7up2oQJEEjMNytbg6f43UsoTvRF5PstL75rtubWzAkQiIiKpoF3lJngPaJkeioRpplGl+8nJz+O2N19gR25OiRmkFQiHmLdyGU9+8UFCndBftG3l32sGf25d4XA1qaN5zTr859wr6NW8taNdibxuD1n1G/H4OVckfYAI4INFEwHYlLudRVtXOVxNYmtcvSYPnnERtSpUwudOrR34xhi8bjcn9+jHv44+MWE+S/+0aha/rJ9P2D744IP8cIC3F05gybbVca4stVTMLMO7L7xcpPFd0f4a/+zzChCJRFFpbxr/7XfdQbu7FobP8jCgdkfOan50lCqTZHZ525F0rdaqxHUk8lkeulVvzWVtRzhdikjCKdAndNu2JxpjjgMeBZ7fc/F9wFLgONu2p8WiOJF4KOfP5O7uFzNp1Szumv4CeaH8Q36QPZDP8lAxrSz3dL+Y+mVqxLhSKQmys7MZO3ZssY8zadS4g14+gf9yTgHuP2bMGM3nliKrk1mV//S9hksmPEhuOL9Yx/K5PHSs0oybO52pFtEiIiIponG52nhcFoHI/3fWtFwuKqaVda6oBBOORLjv/TfYsnMHkSKEaeZ8+R1zv55Y7DqK232g+cDetBjct1D3CYRCTF84nw8q/MTxnXsU6/GjZc6mxYT2dCKavXER3au3drii1OH3erlw0DH0bdmWRz99l+05u+I20s5rufF7vVw65Dja1W8Ul8eMtRnr5vHnluUABCMhHvrlVZ7sd33CdKBJRJXLlOWB0Rfy8S9TeGfyREKRMOFIwdYFE5XP46Fm+UpcftTxVC9f0ely/rYjkMM9P79E/hG6HATCQW6fMo4XBt2WMCO5REQSSXl/Jo/0vpKLJjxwxNfUg3EbiwZlanJNh9P0HkEAcBkXt3c5l7umvcBPq2eViI5EfstL9+ptuLXz2TrvIHIQBd7mY9v2p8CnxpiGQGVgk23bC2JWmUic9ajRhteGjOWGSU+wdPuaI46K8lle+tXqwLUdTsNbwtK5EjvZ2dkK70hKaFi2Fnd1v5Cbf3qqSKP3ACzjonZmFcZ2PV9v5EVERFJI/TLV/7EoWat0FS1g7+Otyd+zZN2aQ457OZIWg/sWOrxzoLevzWbkQ9nFOkZR5YeCvDt1Is1q1qZpjdqO1LCv6WvnEdgTIvp53TwuRGN2oq1x9Vo8fs7lvD/tRz78+SeC4XBMu1F53W76tmzHab0G4PekRqfeiB3hgRmv/P36amPz19aVTF07m67VWjlcXWJzuVwM79idXs1a88rEr5m2cB7hSLhIIU4n+Twe0r1+zu47hM6NmyXU71Xbtrl3+ovkho680cgG1u7axAtzPub8VsfFvDYRkWTUsGwtrmw3isd+HV/owIff7eW+HpcoqCn7cbssxnQ5l6d+f4/3/vq+SAG1ZOGzvBzfsA8Xtz4hod4viSSSQvcKtm37L+CvGNQiEhOx7OwyAbiFswt8DHV3EZGSpFPVFpzdfBgvzv20SLsXSnnSeKjXvxTUFBERSTGlPGmku/3sCOb8fVmjcrUcrCixLF2/lk9/mRK3biyJKhAK8e+P3uKJ8690dNQVwLzNS/7+7yXbVhGORBJmNFAqcVsWI7v1oXvTVvzns/dYuWkD+aGibUg4FJ/bQ/mMDP519AjqV6kW1WM7bca6+WzN37nfZXnhAC/M+UQhogIqVzqDK44+gdWbN/LajxP4bclfSREm8nu8f48u69OiLW4rsU4K27bNs7M/4ud18whGCva7LS8cYPyf31AnsxqD6nSOcYUiIsnp6HrdmbjyV2asm0fILtjmA5/l5fbO51LOnxnj6iQZGWO4pM2JNC5Xi/t/fiUlOxL5LS83dDyDAbU7Ol2KSEIr0CqMMeaMI93Gtu2Xi1+OSPSps4uIiHNObTqYGevm8duGhQX+MAu7x0Xe3f0iyusDrYiISMKK5oaNSYzjJs4s0v1TbbPGcxM+K/EBor1yAwG++HU6x3bs5lgNW/K279c5wzIWy3espV6Z6o7VlOqql6/APaedx4TfZ/LyxC8JhMNEijleygAet5vjO/dkeKfuKRkC+2rZ1IN2eVm4dQXb8ndSxlfagaqSU/XyFblu+ChWb97EW5O/4+e/FmDbEUIJNubM7/GS7vNxcvd+9GjWKuHCQwA7A7k8+MurTF79e6FPROaHgzww4xUWb1vFuS2OxWM5GygVEUk0xhhu6HgGp3x2K6Hwkddd3caiY5VmdK2ucLEc3oDanahfpgY3/PgEm/N27DeKPFl5XR7K+zO4v+dl1C9Tw+lyRBJeQd95v3iIy/fdhqEQkYiIiOzHGMPtXc7b/WE2VNAdMR6G1+9F20qNY1ydiIiIFIc2bETf+m1bWbxujdNlJIz8UJDPZk51NES0YMtyvC73/3fPMPDn1uUKEcWYMYYBbTrQrn4jHv3kHZZuWEt+sGgnL3xuD5XLlOWaY0+ievmKUa40MeQE8/hh1W8Hvc5tLL5aNo2RjfvHt6gUUL18Ba4cNoKN27fxwfRJfD/nN2wbgmFng54+j4eKGWU4pUc/sho2xZWAYzjyQwE+XPwDz8/5hGA4+PdIyEIfJxzknYXf8cXSqVzaZgR9a3XQ+B0RkX1UTCvD2S2O4YU5Hx8xrGm5XFzT4dQ4VSbJrn6ZGrwyZCwP/fIa36+cmdTjzXyWlz4123Nth9Pwu1NjlLFIrBU0RFTvIJdVAIYBpwKnR60iERERSSnl/Blcm3U69//8coF2HmZ4S3FB6+PjUJmIiIhIYvlj2eKEPBnspB15uWzcvo2KmWUcefy5m5bs9x42N5TPHxsWMbhOF0fqKWkqZGRyx8ln89nMabwxaUKhu3R53W6Gtu/EqO79UrL7EOweFfXIzDcIH6JLTl44wP9mf0j36m2oXjo1Q1SxVjGzDOcNOJqTu/fj05lT+WzmVCIRO+rj9g5nbzetelWqcXL3fjSvWQeTgL8vVu/cyPt/fc+Hi3/Atu2ojEHJDwfIDwd4cMarPP7beE5qPIBh9bprFI+IyB4nNurLa/O/OOxrrtflZnj9XlRMKxu/wiTp+d1ebu18Nn1qtufu6S+QFwoUatqA09zG2v0zdDqb7jXaOF2OSFIpUIjItu1lB7l4GTDT7P60cjW7w0QiIiIi/9C/VhbvLvyWOZuWYO/XyHB/PsvLLZ3Owmd54lidiIiISGLYmZfreIeLRON2WezMy3UsRPTzurmE7f3DGTM3LHCklpLKGMPRHbrQrGZt7n73NXbl5x1xvJkB/F4vVx9zEm3qNohPoQ55bvbHfL9y5mHHTOSFAlz63YP8b8DNVExz5t9SKiidlsao7n05rlMPvvn9F96d+gPBUCimYSJjDG7LokXNupzSox/1qlSL2WMV1c5ALhNXzuT9Rd+zZNsaIkQIRaJ/gjE3nE9uOJ8X53zKC3M+oXXFhhzXsDddq7XSGoKIlGg+y8PpTYfw3JyPD9st5vRmQ+JYlaSSHjXa8PrQO7n355f4df2CqISEY81veWlfuQk3djyTcv4Mp8sRSTrRGCT8I7tDRCIiIlKCZGdnM3bs2GIfZ9Kocft935EnCnX/MWPGaJSKiIiIpITyGRl43R7ygom/KBsvwVCI8qWdWfTNDeWzYMvyf1y+dtdGNudtp7y6YMRV/SrVeeiMixgz/kU2bt92yJCCyxgy0tK54+SzqVauQpyrjJ+IHeGpWe/x/qKJRxwvYWOzJW875399N//tdx3VS1eKU5WpyefxcHSHLgxqk8WEP2Yy/qfvCIXDUQ8Ted1uWtaqx2m9BlCrYuWoHru4dgZymbzmdz5d8hN/bFyE22WRG8qPy2PvDcz9sn4+8zYvIWxH6Fy1BUPrdqNjlWb4NKZEREqgYxv05NnZHx30OoOhZ4226uAmxVLOn8EDPS9jwvKfeWDGqwTCwYTsSuQ2Fl7Lw/VZp9O/dkenyxFJWtEIEXUBdkbhOCIiIpJEsrOzFd4RERERiaLWdRocciRRSVW1bHky00s58thfLp2K27g4MBZgjIsPF03k7BbHOFJXSVaudAb3nHYeN776PzZs34pt/7PLaSl/Gveedr5j3aviYfXODdz780vM37zsiAGivcJ2hE152znrqzu5st3JDKnbBZdJzRFv8eJxuxnSrhP9Wrbj05nTeG/aD4QjEULh4p1Q87k91K5UhfP6H5VQnYfW7trET6t/5+vl0/lzy/L9gkPBiDNd9HL2PP4Pq35jxrr5hCIh2lRqzMA6nehStaU6D4hIiVHKk0aPGq35dsUv/7jOZ3k4oVFfB6qSVNS/dkfaVW7CXdNe4I+NfyVUVyK/5aV1pUbc2uksheZEiqlAISJjzO0HudgLtASOhkK2DBARERERERERkf2USS/FUR068/nMaQRCGmvmdbu5YOAwRx577a5NPPX7e+QeZFE8EA7y2vyv6FOzA/XKVHegupKttD+NMSedwTUvPvWPrl1et5vbRoxOyQBRfijA9HVz+XDRD/y6fgFhO/KPUXtHYmOTG8rn0ZlvMu6PDzixYV/61c6ihjoTFYvX4+H4zj3o36odL3z3BT//Nb9Ir+Eey02a18uFg44hq0ETjDExqLbgguEQv2/8i0mrZvHj6t/YkrcdYwz54d3RSqeCQ4eSE8oDdo+hnL1pEaFIiOqlKtGnZnu6VW9Nk3J1sFwKzolI4otF9/c2RTiNq+7vcijl/Zk83OsKvlo+jYd/eZ1AOFjo96XRZBkXXsvDNR1OZVDtzo6/hxJJBQXtRJR9kMvygWXA3cC90SpIRERERERERKSkGtm1D3NXLGXp+rUEi9nNIpn53B6GZXWlac3acX/sOZsWc+Ok/5IXPvRonkA4wCXfPsCd3S4kq0qzOFYnAJUyy3JGn0G8/P1XfweJvG43wzp0pW7lqg5XFx3b83exYMsyft+4iKlrZ7No6wo8Ls/fQYniyA3nkxvO58W5n/DSvE8p7UmjQ5VmZFVpRvPy9aiVUVldioogM70U/zr6RGYvX8IjH79NTiC/wN3lvG4PXRs359z+R+H3OjeOa+2uTUxZ8wffrviFuZsW43a5yQvlE+GfXb8S2d4OSct2rOW1+V/y9sIJRGybDpWb0qdWBzpXbaEuRSKSsNT9XZKBMYbBdbrQvlITxkz5Hwu3rnCkK5Hf8tKobC3Gdj2fSunl4v74IqmqQCEi27b1qVFEREREREREJMa8bje3jTyDO99+hWUb1hEIHThMK/V53W6Gtu/ESd36xPVxF2xZzotzPmH62rkEIof/e7eBncFcbpz0X1pVbMg5LY6hZYX62vUaR31btuP1Hyewd96cDRzbsbujNRVFKBJm5c71LNm2mkVbV/LHpkUs3raKnYFcfJaHvHDg753dwUh0g4WBPZ1k8sNBvlo2jR9X/fZ3TTVLV6Zp+bo0L1+XemWqUy+zOpk+Z0YLJpuWtevxyNmXcf8Hb7Bsw9ojdiXyut1cNPhYejRtGacK97d8xzq+WjqVL5dNY3Pedozh725DgQTrNlQUITtMKLT7385Pa35n5oYFfz/Hh9btysA6naiYVtbZIkVERJJUpfRyPNHvWt6Y/xUvzP3k7/cQ8eCzPJzdYhgnNxmoALxIlBW0E5GIiIiIiIiIiMSB3+PljpPP5o1JE/ji1+klZrSZyxi8bg+XDT2eTo2axvzxbNtm0bZV/LDyV75cNpXNedsJRIJE7IJ33MgPB/ll3Xxmb1xEprcUA+t0pm/N9jQqV0sL2TFmuVz0aNqSL2fNAKBVrXqk+3wOV3VowXCI5TvWsXT7ahZvW828zUtZtn0Nm/K24bU8GAy5oXzsfTq+7A0+xMve7i0AS7avZsn21Xy74mfcLjf54QBel4eapSvTqGwtGperRd0y1amXWY1y/sy41umUaI2Xefva7H9c9hq3Fvj+0RovM2fTEh799U2WbFtF2I4QKkJIbdnbM1jxzsxi17LvyJ2iqDWiPXVGZhXotnuf50u2r+bZOR/x7OwPaVe5Cf9qN4paGVWKVYeIiEhJ5DIuTms2hKwqzbjux/+wI5hTpPcVBeVxWZT2pPNgz8tpUr5OzB5HpCQ7ZIjIGFOoftG2bS8vfjkiIiIiIiIiImK5XJzeayDt6zfmv5+/z/acHPJTuCuRz+2hWc3aXDDwGCpmlonJY4QiYf7auoLZmxYzbe0cft/wFxE7QtgOF6vDi41NXjhAXm6A8Qu+5r2/vsO2bVpWaECXai1pWbE+jcrWwmt5ovjTCOzu+DJx7u8AtKnbwOFq/l8gHGTe5qXM3bSEWRsWsnDrigPCQnn7DYfaN7yTaPLDwb93lIciYf7cupw/ty7nmxUe3C43gXAQj8tN7YwqtKrYkBYV6tGqYkMqp+A4iaKMlwmFw/y+bBGhQ4ynrFmhMtXLV4hCdYUzb/NS/vX9w8XuFlBnZFaBwzuHMmnUOHqMv6BYxyiqwJ6ff/rauZz79d28MfROKqTF5neQiIhIqmtSvg6vDhnLLZOfYt7mZeTHYLyZz/LSrHxd7ul+ERledckUiZXDdSJaCoUadmwVrxQREREREREREdlX85p1eOycy/ls5jTemTKRsB0hmEKdiXweDxn+dC4YNIy2dRtG7biBcJAl29ewcMtyZm9cxOxNi1m1awNel4dQJHzEcWVFte/YnBnr5zFr40I8e4IWVUtVoEWFerSu2JBG5WpTP7M6Prc3JnWUFDXKV8LeM+qrZoVKDlcDszYs5LnZHzF702I8LjfBSIjgPuOgChIWSpbOLvuGi4KREPO3LGPBlmV8usRPKBIiw1uK4Q16cmrTIfhKcIDObVm0r9/Y6TL+IT8cKNTCf+qzCUeK1o1JRERE/l+mrxSP9r6aR399k8+XTolqkMhneTmqbjf+1W4UlktdX0Vi6XAhonMoXIgoIRhjagGPAAMBA3wDXFmQTknGGD9wJ3A6UBb4DbjBtu0fYlWviIiIiIiIiMjhuC2LYzt2Y0Dr9nw4/Sc+nTkN27YJhpM3TOT3ePB7fYzuNZDuTVviKsYi8Ja87fy1dSULt65g9sZF/Ll1BRtzt+KzvETsCHn7LFzH+wTxviGSlTvXs3Lner5f+Stu4yIvHKC8P5OGZWvRqmIDGpetRYOytajgz8QYE9c6nRKt8VAArYvZiai4I6Lyw0Eu++6hv7/fNzxUGMnc2cUGckJ5AGzK28bzcz7B4/JwerMhca9FDq9tpcY80OMynvnjff7auhKPyyIngTtixUq6208wEqJdpcZc3OZEqpQq73RJIiIiSc9yubimw6nULF2J/83+KCpBIp/l4fyWxzKqycAoVCgiR3LIEJFt2y/GsY6oMMakA98C+cCZ7P7sehfwnTGmtW3bu45wiOeAo4HrgMXApcCXxpiutm3/FrPCRURERERERESOIN3n55Se/TkmqxufzpzKp79MxbbtpBpz5vd4yEhLZ1T3fnRv2rLQO0hzgnnM3byEPzYu4tf1f/LX1hXkhfPxujzkR4L7hYT2hhkSTX44wN5T9Rtyt7Ihdys/r52Lz/IQiITwutw0KFuTtpUa06piA1pWaEBpb5qjNcdKUcZDJSqf5eG2Tufw3JyP2ZC7BY/LTV4on0jy7dEsFp/lxWUMETtC75rtOaZ+D6dLkkPoUKUp46rcxOa87fyybj7T1s5m1oaFbNgTwgzbkZiMIXFKmuXDGEN+OEiN0pVoV6kxnau1oF2lJin7GisiIuKkUU0G4nf7+M9vbxVrhKrP8nB525MY3qBXFKsTkcM5XCeiZHQ+UB9oYtv2XwDGmN+BhcCFwL8PdUdjTBvgVOAc27Zf2HPZRGAOcAdwbGxLFxERERERERE5stJpaYzq3pfhnbrzzaxfeH/6JIKhEHnBxD3Z63V7qFauPKO696V9/ca4CtFpZ+2uTXy9bDpfLpvKqp0b8Foe8sMBwnvGWAEEk3wEzb5j0IKREL9v/IvZGxeR5vaRHw5SpVR5BtTuxOA6namVUcXhauVQBtXtzKC6ndmSt53Zmxbz55YVzN28hKXbVrM5bzuWy4XbZRGO7N8hK9m4XRZe1+4RZfnhAGluH9VLVaRp+To0LleHFhXqUS+zhsZMJIny/kwG1unEwDqdAMgLBVi0bRWLtq5g/uZlzN+yjFU7NxCIBPG5PITtxH3+GsDv9uHCkBcOUMqTRs3SlWlWvi5NytehUdma1MmohsdKtdMiIiIiiWl4g17khQL8b/aHRQon+ywvF7QcrgCRSJwV+N2yMaYycArQBPAfcLVt2/a50SysiI4Fpu4NEAHYtr3EGPMTMJzDhIj23DcIjN/nviFjzJvAjcYYn23bJa+nq4iIiIiIiIgkJL/Hy7Csrgxt35mpf87l7cnfs2nndvKDidGZyDIuXC4XLWvXZUTX3jSqVrPQx/hg0Q888dtb2LZNYM94qL1hm1QXwWbXnm5Kq3Zu4PX5X/Dmgq84s9nRjG4+1OHq5HDK+TPpWaMtPWu0/fuyiB1hQ85WVu5cz5pdG1m5cwNLt61m9a6NbMjdSk4oD6/Lg+VyEY6EHQ1pWMbCZ3kw8Pe/u/L+TKqkl6d2RlXqZFaleqmKVC9dkRqlK5Pm9jlWq0Sf3+2lRYV6tKhQj2P3mRK4LX8ny3asZfn2tX+PkPxm3Pv8OX5KsR9z0qhxxbp/k5O7MeTCETQuV5v6ZWpQN7MqtTOqku458DSGiIiIxNuoJgNYl7OJjxdPKtR7XL/l5Zj6PTipyYAYViciB2Ns+8gtdY0xTYAp7A4dlQI2AuUBC9gCbLNtu34M6ywQY8xa4EPbti884PIngZG2bVc6zH3fBNrZtt3kgMtPYnewqKVt23MOdf+srCx7xowZxapfRERERERERKSobNtm7splXHrVlUx890Ony+Ho00/m2f/8l6plyxf5GDdO+i/T184pVqehZW/PYMU7M4t8/2iqNaI9dUZmFfn+bpdF03J1eKr/DVGsShJBMBxiXc5m7hg7lv89/KTT5XDmVRdw0223UDW9PJneUphCdA8TEREREdlXOBLh0u8eZP7mpft1lIXdYeIe4y/Y7zLLuGhavi7/7XuduluKxIgx5hfbtg+6QFHQTkQPAj8DxwG7gKHA78AZwFjg+OKXGRXl2R1qOtBmoFwx7rv3ehERERERERGRhGSMoUWtunz/zges2Lie2cuXcOStY9Hndbvp3KgZGWnpxT7WrZ3OYfyCr3lv0fcEwrs7LB246HwklkmcRWfLuPC4CjdGx2UMBheWy8Wwet05vZm6EKUij+WmZkZlxj30X8Y99F+nyxERERERiRrL5eKubhdy6ue3kxs68uAfr+Xhrm4XKkAk4pCCrlp0BC4C9v6rdtm2HQKeN8ZUAh4F+ka/vMRmjLkAuACgdu3aDlcjIiIiIiIiIrJbrYqVqVWxstNlFFtpbxrntjqWc1oew4od6/htw0ICkUKOa2tzItwdm/riweNy07JCA+qXqa5uMCIiIiIikpQqppXl8rYn8fiv4w871sxvebm87UlUTCsbv+JEZD8FDRGVBjbbth0xxmwDKu5z3c/AbVGvrGi2cPCOQ4fqMnTgfesc4r7w/x2J/mbb9jhgHOweZ1bwMkVEREREREREpKCMMdTOrErtzKpOlyIiIiIiIiJAdnY2Y8eOLfZxJo0at9/33/BEoe4/ZswYsrOzi12HiOxW0BDRUmDvKs0CYCTwxZ7vhwFbo1pV0c0BWhzk8ubA3ALc93hjTLpt2zkH3DcA/BWdEkVERERERERERERERERERJJXdnZ2ocM7oUiY3FDeIa9Pc/txu6xiViYixVHQQYJfAwP3/Pe/gbONMQuMMXOAfwHPx6K4IvgI6GKMqb/3AmNMXaD7nusO52PAw+6A1N77uoFRwFe2bR95QKOIiIiIiIiIiIiIiIiIiIj8g9tlkeEtdcgvBYhEnHfITkTGmDq2bS/b8+1NgA/Atu23jDG57A7XpAOPAf+LdaEF9D/gMuBDY8ytgA3cCawAntl7I2NMHWARcIdt23cA2Lb9qzFmPPCoMcYDLAEuBuoBp8X1pxARERERERERERERERERERERiaPDjTNbbIyZCLwMvGPb9va9V9i2/TG7O/ckFNu2dxlj+gGPAK8ABpgAXGnb9s59bmoAi392YjobuBu4CygLzAKG2LY9M8ali4iIiIiIiIiIiIiIiIiIiIg4xti2ffArjLmT3R146gI5wHvsDhRNsA91pxIsKyvLnjFjhtNliIiIiIiIiIiIiIiIiIiIiIgclDHmF9u2sw523YGdeP5m2/Zttm3XB/oC44FjgS+B5caYe4wxzWJSrYiIiIiIiIiIiIiIiIiIiIiIxNUhQ0R72bY90bbtc4Eq7O5M9AdwHTDbGDPdGHOJMaZ8jOsUEREREREREREREREREREREZEYOWKIaC/btvNt237Ttu2jgBrAtYAb+A+wKkb1iYiIiIiIiIiIiIiIiIiIiIhIjBU4RHSAXcBmYMue793RKUdEREREREREREREREREREREROKtwCEis9tgY8yrwDrgeXZ3JLoVqBej+kREREREREREREREREREREREJMaO2EHIGNMGGA2cAlQFtgIvAy/Ztj0tptWJiIiIiIiIiIiIiIiIiIiIiEjMHTJEZIy5lt3hoZZAGPgSeAn4yLbtQHzKExERERERERERERERERERERGRWDtcJ6IHgN+Ba4HXbNteH5+SREREREREREREREREREREREQkng4XImpn2/asuFUiIiIiIiIiIiIiIiIiIiIiIiKOcB3qCgWIRERERERERERERERERERERERKhkOGiEREREREREREREREREREREREpGRQiEhEREREREREREREREREREREpIRTiEhEREREREREREREREREREREpIRTiEhEREREREREREREREREREREpIRTiEhEREREREREREREREREREREpIRzH+oKY8wSwC7ogWzbrh+VikREREREREREREREREREREREJK4OGSICJrJ/iKg/UAX4CVi357+7A2uBCbEqUEREREREREREREREREREREREYuuQISLbts/a+9/GmAuAzkA327ZX7nN5LeALYEoMaxQRERERERERERERERERERERkRhyFfB21wFj9g0QAdi2vQIYC9wQ7cJERERERERERERERERERERERCQ+ChoiqgnkHeK6fKBGdMoREREREREREREREREREREREZF4K2iIaC5wnTHGv++Fxpg0dncpmhvtwkREREREREREREREREREREREJD7cBbzd9cCnwHJjzGfAOqAKcBRQBhgam/JERERERERERERERERERERERCTWChQism17gjGmHXAr0BOoBqwBvgLusm17fuxKFBERERERERERERERERERERGRWCpoJyJs254HnBbDWkRERERERERERERERERERERExAGuwtzYGOMyxrQ0xvQ2xpSKVVEiIiIiIiIiIiIiIiIiIiIiIhI/BQ4RGWMuBdYCvwPfAk32XP6BMeaK2JQnIiIiIiIiIiIiIiIiIiIiIiKxVqAQkTHmfOAx4APgJMDsc/WPwIlRr0xEREREREREREREREREREREROKioJ2IrgYetm37AuD9A66bz56uRCIiIiIiIiIiIiIiIiIiIiIiknwKGiKqB3x5iOt2AWWjUo2IiIiIiIiIiIiIiIiIiIiIiMRdQUNEG4G6h7iuCbAqKtWIiIiIiIiIiIiIiIiIiIiIiEjcFTRE9AlwuzGm/j6X2caYisBVwAfRLkxEREREREREREREREREREREROKjoCGiW4F8YDbwDWADjwPzgDBwR0yqExERERERERERERERERERERGRmCtQiMi27Y1AFnAv4AEWAW7gCaCrbdvbYlahiIiIiIiIiIiIiIiIiIiIiIjElLugN7Rtewdw554vERERERERERERERERERERERFJEQUdZyYiIiIiIiIiIiIiIiIiIiIiIinqkJ2IjDHfFuI4tm3b/aNQj4iIiIiIiIiIiIiIiIiIiIiIxNnhxpm5ALuAxzFRqEVERERERERERERERERERERERBxwyBCRbdt94lhHsRljGgOXAn2B+sAO4GfgNtu2ZxXg/i8CZx7kqsds274yepWKiIiIiIiIiIiIiIiIiIiIiCSWw3UiSjaD2B0gegmYCZQFrgemGmN62Lb9SwGOsQE49oDL1kSzSBERERERERERERERERERERGRRFOoEJExphzQCPAfeJ1t2z9Eq6giehP4r23bf49gM8Z8CywF/gWcUYBjBGzbnhqb8kREREREREREREREREREREREElOBQkTGGD/wPHASYA5xMytaRRWFbdsbD3LZNmPMn0ANB0oSEREREREREREREREREREREUkKrgLe7jagD3Amu0NElwHnAZOARcCwWBRXXMaY8kBLYF4B71LZGLPRGBMyxvxpjLnBGONoOEpEREREREREREREREREREREJNYKGiI6EbiD3SPDAKbZtv2Cbdu9gVnAkFgUFwX/YXfo6dEC3PY34Bp2d1s6FpgI3As8c6g7GGMuMMbMMMbM2LBhQ7GLFRERERERERERERERERERERFxQkFDRLWBObZth4EgUGqf654HRkW7MGPMAGOMXYCv7w9x/5uAU4HLbNv+60iPZ9v2o7Zt/8e27W9t2/7Mtu3zgceAc40xjQ5xn3G2bWfZtp1VqVKlYvy0IiIiIiIiIiIiIiIiIiIiIiLOcRfwdpuA0nv+ewXQBvhxz/cVgbQo1wUwGWhWgNvlHHiBMeYi4B7gVtu2ny9GDW8AVwJZwMJiHEdEREREREREREREREREREREJGEVNEQ0FWgHfA68C9xpjMkAQuweATYp2oXZtp0DzC/s/Ywxo4EngYdt2747WuVE6TgiIiIiIiIiIiIiIiIiIiIiIgmnoCGi+9k90gzgLqAhcAdgsTtgdHH0Sys8Y8zxwAvAs7ZtXxuFQ57G7gDRz1E4loiIiIiIiIiIiIiIiIiIiIhIQipQiMi27RnAjD3/vQM40RjjA3y2bW+PYX0FZozpxe7xY7OAF40xXfa5Ot+27V/3ue0EoI5t2w33fF8HeAV4E/gL8AHHA2cBz9i2vSguP4SIiIiIiIiIiIiIiIiIiIiIiAMK2onoH2zbzgfyo1hLcfVjd/inPfDTAdctA+ru873F/j/7DmAzcANQBYiwe5TaFewejSYiIiIiIiIiIiIiIiIiIiIikrKMbdtHvpExjwAVbdsefZDrXgHW2rZ9XQzqSxpZWVn2jBkznC5DRERERERECOnt8AAARfNJREFUREREREREREREROSgjDG/2LaddbDrXAU8xrHAV4e47kvguCLUJSIiIiIiIiIiIiIiIiIiIiIiCaCgIaIawPJDXLdyz/UiIiIiIiIiIiIiIiIiIiIiIpKEChoi2gI0PMR1DYGd0SlHRERERERERERERERERERERETiraAhom+AW40xVfa9cM/3NwNfR7swEREREREREREREREREREREREn5YUCbM0vGb11Choiug0oDSw0xrxujHnAGPMa8CdQCrg1VgWKiIiIiIiIiIiIiIiIiIiIiBRFdnY2xpgif6V5fJTzZxTrGMYYsrOznf6rOCJj23bBbmhMXeAOYCBQAdgIfAWMsW17WawKTBZZWVn2jBkznC5DRERERERERERERERERERERKJk9BfZvDp0LMu2raF2ZlWnyyk2Y8wvtm1nHew6d0EPYtv2UuCMaBUlIiIiIiIiIiIiIiIiIiIiIpLI3Mba/afLcriS2CvoOLP9GGPKGGOyjDE1o12QiIiIiIiIiIiIiIiIiIiIiEgicLt29+fxuArcpydpHTJEZIwZbIy57yCX3wKsB6YBy4wxrxtjUv9vSkRERERERERERERERERERERKlDS3FwD/nj9T2eHCPxcB9r4XGGMGAncCfwDPAs2AC4FfgIdjVKOIiIiIiIiIiIiIiIiIiIiISNz53T4AvFbJDhG1Y3dgaF9nA3nAYNu21wIYYwBORSEiEREREREREREREREREREREUkh/j3hIW9JHmcGVAYWHXDZQGDS3gDRHp8CjaNdmIiIiIiIiIiIiIiIiIiIiIiIkyyzO1qzp8lOSjtciGgHUGrvN8aYRkAFYOoBt9sOWNEvTURERERERERERERERERERETEOW5XyYnEHC5ENB8Yvs/3wwEb+OqA29UD1kW5LhERERERERERERERERERERERR5WEDkR7HW5g2yPAe8aY8uwOCZ0F/AH8dMDtjgJmxaQ6ERERERERERERERERERERERGH2E4XEEeH7ERk2/YHwJVAR+AMdo8xG2nb9t9/P8aYqsAA4LOYVikiIiIiIiIiIiIiIiIiIiIiEmclpw/R4TsRYdv248Djh7l+LVAx2kWJiIiIiIiIiIiIiIiIiIiIiEj8HLITkYiIiIiIiIiIiIiIiIiIiIiIlAwKEYmIiIiIiIiIiIiIiIiIiIiIlHAKEYmIiIiIiIiIiIiIiIiIiIiIlHAKEYmIiIiIiIiIiIiIiIiIiIiIHITBOF1C3ChEJCIiIiIiIiIiIiIiIiIiIiJyEDa20yXEjUJEIiIiIiIiIiIiIiIiIiIiIiIlnEJEIiIiIiIiIiIiIiIiIiIiIiIHoXFmIiIiIiIiIiIiIiIiIiIiIiJSYihEJCIiIiIiIiIiIiIiIiIiIiJyEMaoE5GIiIiIiIiIiIiIiIiIiIiISIlm27bTJcSNQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiWcQkQiIiIiIiIiIiIiIiIiIiIiIiVcSoWIjDFLjTH2Qb6OK+D9jzPG/GqMyTPGLDPG3GqMsWJctoiIiIiIiIiIiIiIiIiIiIiIo9xOFxADXwLZB1y24Eh3MsYMBt4FngOuBtoB9wAZwA3RLVFEREREREREREREREREREREJHGkYohoo23bU4twv/uASbZtX7Dn+++MMaWBW40xj9i2vTZ6JYqIiIiIiIiIiIiIiIiIiIiIJI6UGmdWVMaYWkBb4NUDrnoF8ABD412TiIiIiIiIiIiIiIiIiIiIiEi8pGKI6BhjTI4xJt8YM9UYc1wB7tNiz5+z973Qtu0lQA7QPMo1ioiIiIiIiIiIiIiIiIiIiIgkjFQLEX0MXA4MBk4D8oD3jTGnH+F+5ff8ueUg123Z5/r9GGMuMMbMMMbM2LBhQxFLFhERERERERERERERERERERFxVsKGiIwxA4wxdgG+vt97H9u2L7dt+2Xbtn+0bfsdoD8wA7g3FjXatj3Otu0s27azKlWqFIuHEBERERERERERERERERERERGJObfTBRzGZKBZAW6Xc6grbNsOG2PeBu43xlSzbXvNIW66twNRuYNcVw7YXIA6RERERERERERERERERERERCSF2NhOlxA3CRsism07B5gfzUMe5ro5e/5sAUzZe6Expi6QDsyNYh0iIiIiIiIiIiIiIiIiIiIiIgklYceZRYMxxg2MApbbtr32ULezbXs5MAs47YCrTgeCwOcxK1JEREREREREREREREREREREEpLBOF1C3CRsJ6LCMsacAgwHPgNWAFWAS4H2wCkH3HYCUMe27Yb7XHwz8Ikx5hngDaAdcCvw2OECSCIiIiIiIiIiIiIiIiIiIiKSmjTOLDktASoDDwLlgV3ADGCIbdtfHnBbiwN+dtu2PzPGjADGAGcB64B7gLtjW7aIiIiIiIiIiIiIiIiIiIiIs3bm5rI9N+fv7zPS0shIS3ewIom3lBlnZtv2VNu2+9m2XcW2bY9t22Vt2x5wkAARtm33sW277kEuf8+27Ta2bfts265t2/Ydtm2H4/IDiIiIiIiIiIiIiIiIiIiIiBRDdnY2xpgifWWkp1OjQsW/vzLTSxX5WNnZ2U7/VUSNxpmJiIiIiIiIiIiIiIiIiIiISFLJzs4uUoBn4pxZPDfhM/KCAd6+NpuRD2Xj83g4s89gBrTuEP1CJSGlTCciERERERERERERERERERERESkc27Z5f/ok8oKB/S7PDwb5YPokbNt2qLLEYFNyfn6FiERERERERERERERERERERERKqHmrlrNpx7aDXrctZxe/L1sc54rEKQoRiYiIiIiIiIiIiIiIiMj/tXffcXZUZQPHf8/WhBYCAaQjKE2RliAI0qQpUhRQUJog2EXBAi8ogRcVX8QuggWpihRRQJDemwlFKVKkd0IggZTt5/3jzMLlZnezye69d8vv+/ns5+bOnJl5ZnMymXvuM8+RJI1CKSXOuuFKWtvbe1zf2t7OWTdcNaqrEXWlrlqHUDUmEUmSJEmSJEmSJEmSJI1Ctz/yIM9Nf6XPNi+//ho3PvjvKkU09HR0ddY6hKoxiUiSJEmSJEmSJEmSJGmUeeX1mZx21aW0dvRchahba3s7p197OS/PfK1KkQ0tc9pbAGjtaKtxJJVnEpEkSZIkSZIkSZIkSdIoMqe1heMvOIvW9v4lxrR2tHPc+Wcxq2VuhSMbel5rfQOAmW2zaxxJ5ZlEJEmSJEmSJEmSJEmSNEq8MXcOx/zpdF55YyZdKfVrm5QSr816nWP++Htmzhn5yTSlZrTOAt5KJhrJTCKSJEmSJEmSJEmSJEkaBZ6dPo1vnnUqL7w2nY7OzgXatqOri5dmvMY3z/w1T017qUIRDj0z23IS0StzZ9Q2kCowiUiSJEmSJEmSJEmSJGkESylx3X13c9Q5v+XVWW/Q2dW1UPvpTF3MmDObo//4e668dwqpn5WMhqu2znZaO/OUb6Mhiaih1gFIkiRJkiRJkiRJkiSpMl55fSa/+sdf+e8Lz9Ha0T4o+2zraOecG6/m1ofu58sf/hjLjltyUPY71Lw85zWa6poAeG7WtBpHU3kmEUmSJEmSJEmSJEmSJI0wbR0dXDb1Nv5y5y10dHXStZDVh3rT2tHOI88/w+Fn/IpdJ36A3TfZgqbGxkE9Rq09N3sa9XV5kq8nZj5f42gqzyQiSZIkSZIkSZIkSZKkEaIrJW576H7OvOFKWtraaBuk6kO9Hauto4NLpt7Glf+ayn5bbc+W67yPuiLxZrh76vUXaO/Mv7+n3nihxtFUnklEkiRJkiRJkiRJkiRJw1xXSkx59CHOvulqZs6ZRWt75ZKHyrV1dNDW0cHp117O+bfewL5bbc+ma65LXUTVYqiE/7z6JG1dHQC8PGcGHV2dNNTV1ziqyjGJSJIkSZIkSZIkSZIkaZjq6uritocf4Lxbr+P1ObNpqWLyULmW9nZa2mfy6yv/xjk3Xs3em2/D5uus9+aUYMPN/a88/uafm+sbeGzGs6y11Ko1jKiyTCKSJEmSJEmSJEmSJEkaZto6OrjhgXu58LYbaWlvo6W9rdYhvam1vZ3W9pn87trLOevGq9hj0y3Zdr2NaG5srHVo/TazdRbTW2a++b6jq5O7pz1sEpEkSZIkSZIkSZIkSZJqb3ZLC1fccyeXTb2dztRV1WnLFlR3ctMfb7mW8269jp033oyPbPR+FhszttahzdeUlx6ksa6e9mI6s7auDq57eir7rLVDjSOrHJOIJEmSJEmSJEmSJEmShriZc2bz13/ewtX/ugtItHV01DqkfutOdLpkyq1cMuVWPrTexnzs/Vuw5KKL1Tiy3v3tsZuZ09H6tmWPzXyO6XNnsvTYcTWKqrJMIpIkSZIkSZIkSZIkSRqiZs2dy0V33MTV/55KV0p0dHbWOqSF1p34dPW/p3LNv+/iQ+ttyJ6bbc0SiyxS48je7sXZ03lw+uPzLA+Cvz52Ewe/d5caRFV5JhFJkiRJkiRJkiRJkiQNMZ1dXVx+952cf9v1dHV10T6Mk4fKdSdCXXPf3Vz/wL3suelW7LzxpjTU19c4suzs/1xOV0rzLG/rauf8R67hU2vvwNiG5hpEVll1tQ5AkiRJkiRJkiRJkiRJb3lu+iscceavOf/W62ltbx9RCUSlOjo7aW1v58Lbb+TwM07hmVdernVIPP3GS/zjyTvpSD3/zjtTJ2c++PcqR1UdJhFJkiRJkiRJkiRJkiQNEVMfe5gjz/kNz7/6Cq0d7bUOpypaO9p5ccarHHXu77jjkQdrFkdX6uKEO0+nI3X02qa1s50LH72OJ2Y+X8XIqsMkIkmSJEmSJEmSJEmSpCHgrsce5qeXXThqkofKtXW088srLq5ZItF5D1/DEzOf73Eqs1Jtne0cfduptHWOrL8nk4gkSZIkSZIkSZIkSZJq7JXXZ/Kzv19EW0fvVXBGg7aODn51xV95ccarVT3uvdMe4fQHLqGls22+bRPw8pxX+eHUsysfWBWZRCRJkiRJkiRJkiRJklRjZ1z/j1GfQNStrbODP1x3RdWO99ysaRx5yym0LkBlodbOdm569h7+9NBVFYysukwikiRJkiRJkiRJkiRJqqHZLS3c/cSj851Ga7RIKXHf00/w+pw5FT/Way2v86XrTmJOe8sCb9vS2cbvH7iEa5+eUoHIqs8kIkmSJEmSJEmSJEmSpBp6/KXnaaxvqHUYQ0pjfQP/ffHZih7jjbY5fPG6k5jR+gaJhUvgau1s5wdTzuTOF+4f5OiqzyQiSZIkSZIkSZIkSZKkGmpt7/80WqNHoqWCv5e5Ha189YaTeWnOdDpT14D21drZztG3nca/p/13kKKrDdPYJEmSJEmSJEmSJEmSamjlCcvS0dU54P08cOX1PHj1jQPezwXfmDyg7dfdfives+M2A9pHZ1dilQnLDmgfvWnrbOfwG3/G06+/SPsg/N4BWjvb+MbNP+cX23yDtcavMij7rDaTiCRJkiRJkiRJkiRJkmpouSXHs+byK/GfZ5+iKy3ctFoA79lxmwEn71zwjcns9aPJA9rHQNVFsNoyy7HS0ssM+r67Uhffue03PDrjadq6OgZ133M7WvnaDT/md9sfzYqLDX7sleZ0ZpIkSZIkSZIkSZIkSTV22M57sMTYRamLqHUoNRURLDZmLF/fZa+K7P8X91zA3S8/RGtnZaZKm93ewpevO4nXW2dXZP+VZBKRJEmSJEmSJEmSJElSjS256GKcuO8hrDB+Ak0NjbUOpyaaGhpYbtx4Ttz3UJZefIlB3//VT93JpU/cTEtn26Dvu1siMaNtFkfdegqdXV0VO04lmEQkSZIkSZIkSZIkSZI0BCy1+BL83/6f4yMbbUJjQwMxSqoSBTmBaIf1J3HyAV9gwhLjBv0YL81+lf+bek7FKhCV6ujq5JHXnubPj1xT8WMNpoZaByBJkiRJkiRJkiRJkqSsob6eT31wO7Z+zwb89pq/8+gLz9HWUfnEl1ppbmjkncstz6Hbf5SVll6mYsc54Z9/oL2ro2L7L9fS2cbpD1zCNitvxPKLTqjacQfCJCJJkiRJkiRJkiRJkqQhZoWlJnDsJw7gwWee5PTrruClma/R2j5ykomaGxtZZvFxfGbbD7PeqqtX9Fj3vfIYD736JJ2putOLdXR18tv7/sZ3Nz24qsddWCYRSZIkSZIkSZIkSZIkDVHrrrwaJ+3/ee5+/FHOuP4fzJgza1gnEzU3NrLE2EU4YOsdmfSutasyZdsZD1xGS2dbxY9TrjN1ccOzd3NY6ycZ17xY1Y+/oOpqHcBgiYgDIyL18fOO+Wx/Ri/b/bRKpyBJkiRJkiRJkiRJkjSPiGDjNdbkZwd/hUM+tDOLj12EpobhVTemqaGBxcaM5TPbfJhfHPxVNnn3OlVJIJrdPpd7pj1S8eP0pj7quP6Zu2p2/AUxvHpU3/4ObFa2LIBLgcdTSi/2Yx/TgF3Llr0wCLFJkiRJkiRJkiRJkiQNSF0EW75nfTZdc10uuvNm/n7X7bR3dJBqHdh8NDU0sNOGm7DnZlsxprGpqse+d9qjNNY10N7VUdXjdmvpbOPG5+5h93dtVZPjL4gRk0SUUppGTgJ6U0R8EFgaOLafu2lLKd0x2LFJkiRJkiRJkiRJkiQNlqbGRvbZYlu2Wnd9fnzp+bw04zVaO4beFGdNDY0ss8Q4jtj1E6y09DI1ieGelx9mbkdrTY7d7YHpj5NSqkrlpYEYMdOZ9eIAoA34U60DkSRJkiRJkiRJkiRJGkwrLLU0P9zvc3zofRvR1NBY63Depqmhka3fsz4n7f/5miUQAdw77RFSjWs1daUuXprzak1j6I8Rm0QUEWOBvYDLUkr9/ZtYNiJeiYiOiHgkIr4dEfUVDFOSJEmSJEmSJEmSJGmh1dfVceA2O3HQtjvR1DA0JqRqamhgv62257Pb7UxDfe3SLjq6Onl85vM1O363uqjj/umP1TqM+RqxSUTA7sASwJn9bH8vcATwCWBX4EbgB8BpFYhNkiRJkiRJkiRJkiRp0Gy73kZ8bvtdap5I1NTQwEHbfoQdN5hU0zgAHnz1CRrrap9YNbejlVue+3etw5iv2v+mehER2wFX96PpjSmlrXtYfgDwMnB5f46XUvpp2aLLI2IW8LWI+GFK6dEeYjwUOBRglVVW6c9hJEmSJEmSJEmSJEmSKuKD676PV2e9wYW330hrR3vVj9/c0MhukzZn2/U2rPqxe3L547fS0tla6zAAuPX5f9Ha2U5z/dCadq7UUK5EdBuwTj9+9i/fMCKWB7YD/phS6hhADH8qXif2tDKl9JuU0sSU0sRllqnd/H2SJEmSJEmSJEmSJEkAu076ABuvsSaNVa5I1FjfwPtWXZ09NtuyqsftzStzZ3LNM1PoSqnWobzpb4/dWOsQ+jRkk4hSSnNSSg/14+fpHjbfF6in/1OZzTecQdqPJEmSJEmSJEmSJElSxUQEX9xxNyYsPo6IqM4xgfGLLcZXdv541Y45P7+49890dnXVOow3tXS28fv7L+HVltdrHUqvhmwS0QDtD/w7pXTvAPfzaXIC0ZQBRyRJkiRJkiRJkiRJklQFTY2NHL3HpxnTWJ2ps5obGzl6j30Z09hUlePNz+VP3MZtz99HR+qsdShv09rZzlG3nDKkkptKjbgkoojYCHgvfVQhiohrI+K/Je9XjYibIuKLEbFDROwSEacDXwFOSyk9VvnIJUmSJEmSJEmSJEmSBsey48Zz+C6foKnC05o1NTTwtZ33ZPnxS1f0OP115wv38+O7/0hLZ1utQ5lHZ+ri8ZnPcfydv6crDb1EohGXRAQcAHQA5/bRph4o/VfyBvAq8G3gEuDPwAbAV4EvVSRKSZIkSZIkSZIkSZKkClp/tTXYZ4sP0dxQmYpEzQ2N7LHpVmy0xpoV2f+Cuv35+zj6ttNo7WyvdSi9auls49bn/83/3vkHOrqGVqWkEZdElFI6LKXUmFJ6qY82W6eUVit5/2pKafeU0qoppTEppUVSShullH6Z0hBM/ZIkSZIkSZIkSZIkSeqHnTfelC3WWY+mQU4kampo4P3vXofdN9l8UPe7sP7y6PV85/bTaB2CFYjKtXa2cfNz93DYDT9mdvvcWofzphGXRCRJkiRJkiRJkiRJkqS3HLLdzqy5wko01g/O1GaN9fWsvtwKfH7HXYmIQdnnwmrtbOeEO//AKf/+y5CuQFSutbOd/7z6JPtfeRxPzHy+1uEAJhFJkiRJkiRJkiRJkiSNaHV1dXxr971Zbsnx1A0w6acugqUXH8dRH/8UDfX1gxThwnl+1jQOuuoEbnj2rmFRgahce1cHL895jUOv+QFXPnVHrcMxiUiSJEmSJEmSJEmSJGmkG9PYxHf32p/Fxy4yoP0s2jyGyZ88kLFNzYMU2cK55ukpHHDl8Tw766VhVYGoJy2dbfxo6rkcd8fvmNvRWrM4TCKSJEmSJEmSJEmSJEkaBZZcdDG+s9f+NDc0LtT2TQ0NHL3nfiy12OKDHFn/tXa08b1/nsGJU86kpbONrpRqFstgauls46Zn72W/f0yu2fRmJhFJkiRJkiRJkiRJkiSNEqtMWJZDd9iFpgVMJGpuaOSgbT/M6sstX6HI5u/ZN17mgKuO5/pnpg776kM9aetq56U5r3LINT/gssdvrfrxTSKSJEmSJEmSJEmSJEkaRT64znq8b9XVqa/rX9pIXQRrr7gK27x3wwpH1rs7X7ifg64+gednvTIiE4hKtXa28bN7zuP/ppxNR1dn1Y5rEpEkSZIkSZIkSZIkSdIoc+j2H+13ElFDfT2f22EXIqLCUfXsb4/dxNG3ncrcjlYSI2P6svlp6Wzjqqf/yVevP5mWjraqHNMkIkmSJEmSJEmSJEmSpFFmyUUXY4f1J9FQX99nu4a6OrZ+zwZMWGJclSJ7uwsfuY5f3Hv+iK8+1JPWzjYefu1pvnL9j5jb0Vrx45lEJEmSJEmSJEmSJEmSNAp9dONNmV9toYhg10mbVyWeclNefJBT7/vLqEwg6tbW1c7jM5/je3f+gZQqW4WpoaJ7lyRJkiRJkiRJkiRJ0pC01OJLsOYKK/PAM0/22ma1ZZdn2XFLVi2mbnPaW/ju7b8ZcALRUxdM5ZkL7x5wPLd88jcD2n7lPTdi1b0mLtS2bV0d3PniA1z3zFQ+tMqkAcXRF5OIJEmSJEmSJEmSJEmSRqkdN5jEYy8+T0t72zzrxjQ2seMGlUta6cu1z0ylM3UNeD+r7jVxoZN3ut3yyd+wxZ8PHXAsA9HS2cZZ/7mioklETmcmSZIkSZIkSZIkSZI0Sm20+pokep4mqyt1scm7165yRNntz9/H3I7Wmhx7qHpi5vO0d3ZUbP8mEUmSJEmSJEmSJEmSJI1STQ0NbL7We6mLeNvyiOD9716HMY1NNYkryuIRQKro78XpzCRJkiRJkiRJkiRJkkaAyZMnc9xxxw14Pxd8YzIA5wNfXYjtjz32WCZPnjygGDZb/r1MefFB5nZajajb6uNWpKGuvmL7txKRJEmSJEmSJEmSJEnSCDB58mRSSgv109nVNc/Pwu5roAlEANuv+n4a662N021MfROffe9uFT2GSUSSJEmSJEmSJEmSJEmjXF3EPD+11FzfyEkf/ArN9Y01jWMoaK5vYqfVNmOLFdev6HFMIpIkSZIkSZIkSZIkSdKQs+7S7+S4TQ9hTH1TrUOpmTH1TXxg+fX42oZ7V/xYJhFJkiRJkiRJkiRJkiRpSNp8xfX55bbfZImmRWmI+lqHU1XN9Y3svdYOHLfZIdTXVT7FxyQiSZIkSZIkSZIkSZIkDVlrjV+Fc3Y6jg2XXXNUVCVqrGtgXNNi/HCLL3Pwe3chqjS1nElEkiRJkiRJkiRJkiRJGtLGj1mck7c8jMM23JuxDc0jtipRc30jW6ywPn/6yP+y8XJrV/XYDVU9miRJkiRJkiRJkiRJkrQQIoKPrr45m6+wHiff9UfuePEBWjvbah3WoGiub2LxpkX4zvsPYqNl16pJDCYRSZIkSZIkSZIkSZIkadgYP2YJTtj889z10kN8/59n8HrbbFqGaTJRfdTRUFfPPmttz77rfJjm+saaxWISkSRJkiRJkiRJkiRJkoadjZdbm/M+cgJ/evgqzvrPFXR0ddCZumodVr+NqW9i3aXfyZGT9mf5RSfUOhyTiCRJkiRJkiRJkiRJkjQ8NdY3sP+6H2HHVTflxKlncf8rjw35qkRNdY2MbWjmWxP3ZcuVNqx1OG8yiUiSJEmSJEmSJEmSJEnD2nKLLsVPtvoaNz17Dz+YchatnW20d3XUOqx5NNc3stOqm/LF9fdkkcYxtQ7nbUwikiRJkiRJkiRJkiRJ0oiw5UobsuGya3LS1HO57YX7aB0iVYma6hoZ17wox212KOtNWKPW4fSortYBSJIkSZIkSZIkSZIkSYNl8aZFOf4Dh/I/kw5gbEMzdRE1jae5vomtV96Icz98/JBNIAIrEUmSJEmSJEmSJEmSJGkE2naViay79Ds5/Maf8tKc12jraq96DM31TXx74r5sv+r7q37sBWUlIkmSJEmSJEmSJEmSJI1I71h0aU7f4TtMesc6jKlvqtpx66KOcU2Lccq23xwWCURgEpEkSZIkSZIkSZIkSZJGsDENTXx/8y+ww6qbVCWRqCHqmTB2HL/f4WjWHL9KxY83WEwikiRJkiRJkiRJkiRJ0ohWF3V8Y+N92W2NLSuaSFQfdSwzdkl+t93RLLfIUhU7TiWYRCRJkiRJkiRJkiRJkqQRLyL40vp7VqwiURAs2bw4p3zo24wfs/ig77/STCKSJEmSJEmSJEmSJEnSqBARHLHxp1lvwho01TUM6r7HNjTzi22OYMLYcYO632oxiUiSJEmSJEmSJEmSJEmjRl3U8b3Nv8Ayi4wniEHZZ3N9Iydu8UVWXny5QdlfLZhEJEmSJEmSJEmSJEmSpFFlbEMzJ295GGMaBj6t2Zj6JvZfZ2c2XHatQYisdkwikiRJkiRJkiRJkiRJ0qiz4mLLcNSk/RlTv/CJRA1Rz9pLrcp+6+w0iJHVhklEkiRJkiRJkiRJkiRJGpW2WXkiW6y4Pk11DQu1fXNDE8dvdigRgzMtWi0NiySiiDg8Ii6NiBciIkXE5D7a7h4R90RES0Q8FRHHRER9P4/znoi4KiJmRcT0iPhDRCw1aCciSZIkSZIkSZIkSZKkIeUbG3+asQ1jFni7MfVNHDVpf8aPWaICUVXfsEgiAg4BlgX+2lejiNgRuAiYAnwY+BlwDPD9+R0gIlYAbgDGAnsCXwK2Ay6LiOHye5IkSZIkSZIkSZIkSdICWLRxLMe8/zM0L8C0Zg1Rz0bLrsVWK21Uwciqa+FqMVXfe1JKXRHRAHy+j3YnAreklA4t3l8fEYsBx0TET1JKL/ax7TeBRmCXlNIMgIh4HrgR2B34ywDPQZIkSZIkSZIkSZIkSUPQpsu/l0nLrcMdL9xPR+qcb/uGunq+NXG/KkRWPcOiwk5KqWt+bSJiZWAD4JyyVWeTk4M+PJ9d7Ar8vTuBqDjuTcDTwG4LEK4kSZIkSZIkSZIkSZKGmSM2/hT1dfXzbTemvomD37srS48dV4WoqmdYJBH103uK1/tLF6aUngDmAOv2tmFEjAXeWb5t4YG+tpUkSZIkSZIkSZIkSdLwN2Hskuyz1vY01zf22W6xxrHs+e5tqxRV9YykJKKlitfXelj3Wsn6nowHopdtX53PtpIkSZIkSZIkSZIkSRoBPrX2jjTUNfS6fmx9E1/eYC8a+lGxaLipehJRRGwXEakfPzdUO7YFFRGHRsTUiJg6bdq0WocjSZIkSZIkSZIkSZKkARjb0Myn1tqB5vqmHtcv1rQo26y8cZWjqo7eU6cq5zZgnX60m7OA++2uIjS+h3XjyRWFejMDSL1su1Rv26aUfgP8BmDixImpv4FKkiRJkiRJkiRJkiRpaPr4u7bhzAcvn2f52PomDlz3I9TFSJr46y1VTyJKKc0BHqrArh8oXt8D3N69MCJWAxYBHuwrpoh4sti23LrAjYMWpSRJkiRJkiRJkiRJkoasxZrGss3KG3PVU3eSeKumTBeJ7Vd9fw0jq6wRkxqVUnoa+Bfw6bJV+wLtwBXz2cUlwM4RMa57QURsAaxarJMkSZIkSZIkSZIkSdIosMvqWzC24e1Tmm2+wvsY29Bco4gqb1gkEUXExIjYE/h4sWjdiNiz+FmkpOn/AFtFxGkRsXVEfB04BvhZSunFkv19NyI6ImLVkm1PAjqBSyJip4j4JHAucCdwcSXPT5IkSZIkSZIkSZIkSUPHehPWAOLN94s0jGH7VUZuFSIYJklEwJeBC4A/F+/3Kt5fACzb3SildDmwJ7ApcCXwdeD7wJFl+6sD6in5204pPQdsA7QBFwGnAtcDO6eUugb9jCRJkiRJkiRJkiRJkjQk1UUdGy6z5pvv2zrb2WjZtWoYUeU11DqA/kgpHQgc2M+2fwH+Mp82k4HJPSy/D9h+QeOTJEmSJEmSJEmSJEnSyDJxuXWY8tJ/AFhmkfEs0jimxhFV1nCpRCRJkiRJkiRJkiRJkiRVzbvGr0RjXa7Ps+b4VWocTeWZRCRJkiRJkiRJkiRJkiSVWXHRZehIHQCsscSKNY6m8kwikiRJkiRJkiRJkiRJksqMH7MEbZ05iWiZRZasbTBVYBKRJEmSJEmSJEmSJEmSVKahrp6m+jyd2RLNi9U4msoziUiSJEmSJEmSJEmSJEnqQVNdIwCLNDTXOJLKM4lIkiRJkiRJkiRJkiRJ6kFDXT0AjXUNNY6k8kwikiRJkiRJkiRJkiRJknpQFzm1pj5GforNyD9DSZIkSZIkSZIkSZIkaSF0JxGFSUSSJEmSJEmSJEmSJEnS6FQXAUB98TqSmUQkSZIkSZIkSZIkSZKkEWny5MlExEL/XLTLiQCss/Q7B7SfyZMn1/YX0Q+RUqp1DCPCxIkT09SpU2sdhiRJkiRJkiRJkiRJkgZJZ1cXXamLxvqGWocyKCLirpTSxJ7WjYwzlCRJkiRJkiRJkiRJkgZZfV0d9aNkoq/RcZaSJEmSJEmSJEmSJEmSemUSkSRJkiRJkiRJkiRJkjTKmUQkSZIkSZIkSZIkSZIkjXImEUmSJEmSJEmSJEmSJEmjnElEkiRJkiRJkiRJkiRJ0ihnEpEkSZIkSZIkSZIkSZI0yplEJEmSJEmSJEmSJEmSJI1yJhFJkiRJkiRJkiRJkiRJo5xJRJIkSZIkSZIkSZIkSdIoZxKRJEmSJEmSJEmSJEmSNMqZRCRJkiRJkiRJkiRJkiSNciYRSZIkSZIkSZIkSZIkSaOcSUSSJEmSJEmSJEmSJEnSKGcSkSRJkiRJkiRJkiRJkjTKmUQkSZIkSZIkSZIkSZIkjXImEUmSJEmSJEmSJEmSJEmjnElEkiRJkiRJkiRJkiRJ0igXKaVaxzAiRMQ04KlaxzECTQBeqXUQUj/ZXzVc2Fc1nNhfNZzYXzWc2F81XNhXNZzYXzWc2F81XNhXNZzYXzWc2F81XNhXK2PVlNIyPa0wiUhDWkRMTSlNrHUcUn/YXzVc2Fc1nNhfNZzYXzWc2F81XNhXNZzYXzWc2F81XNhXNZzYXzWc2F81XNhXq8/pzCRJkiRJkiRJkiRJkqRRziQiSZIkSZIkSZIkSZIkaZQziUhD3W9qHYC0AOyvGi7sqxpO7K8aTuyvGk7srxou7KsaTuyvGk7srxou7KsaTuyvGk7srxou7KtVFimlWscgSZIkSZIkSZIkSZIkqYasRCRJkiRJkiRJkiRJkiSNciYRqaIiYnJEpIho6KPN1kWbrasXmSRpfrqv4bWOQ6Ob9wkaTiJitaK/HtjP9rtExB8j4pGI6IqIGyobofSWBemvEbFERHw3Im6LiOkRMaP48+6Vj1SjjfegGm4i4smIOKPWcWhk6s/Y6gD3f4P3oBotImL3iDi81nFoaIqIA4vr7YyIGF+2rqFYN7l43z1W1f0zNyKejYjLI+KzEdFUsu3Xijab9HHsmyPiici6P6d9tmInqxGtpC+/qx9tP120vaeX9fZH9aikn6WIWLOH9VuVrN+uWNZ9X/tYRDSWtX9X+RhV2TFSRMwuPntdHBGfiIgoadsQEbMi4vQeYrmi2P4jZcuXiIiOiPhR8d7+XsIkIkmSJA1ldwObFa/SUPcCub/+vZ/tdwc2AO4Anq1MSFKvFqS/rgJ8EbgR2Bf4JPAIcHFEfKliEUqSJEmDZ3fAJCLNzzjg2/1s+1XyZ6odgCOA54FfAf+MiGWKNn8EOoD9etpBRLwT2Bw4K6VkIr2q7YDidYOIWK+mkWi4eoOer28HFOt6sjpw8AIcYy/ytfYjwHeAVuBPwNURMRYgpdQB3A5sWbphRNQDHwDmlK8jX3vrgZsWIJZRwyQiSeqniGiudQzSgrDPaiRIKb2eUrojpfR6X+3s7xoKUkqtRX+d1le7kv56SEpp3ZTS/sDTlY9QessC9tcngNVTSkellK5IKV2ZUjoQuI7+D7BLkiRJ0lB3FfCViFiuH23/U3ymujml9OeU0meBrYG1gNMBUkovA1cAe5dX3ijsDwRw1qBEL/VTRKwIfIjcP+GthCJpQfwF2LesKtBYYE/gol62uQo4JiLG9PMY9xbX2htTSmenlPYGPgFsC/xfSbsbgTUiYoWSZRsASwC/Y94koi2BBNzczzhGFZOIVC3rRMT1ETEnIl6IiOMjotf+11sp6NKSkSXL1o+ISyLitaJs5K0R8cHBPwWNJBGxT0Q8FBEtEXFfROxaWsK5pCTpxyPitxExDXipZPtDI+JfxfavRMTvI2KpsmM0RMRRxXFaI+L5iDi59D/GkvJ4nyv+XbwQuWTqpRGxUrV+Hxr+SkpBvjciroyIWcD5EbFIRPwwcknctuL16PJrcERsGLl0bktEPBcR3yF/gJUqpqTfvjsi/l6UHH0q8pQ5dUWbeaYzK67Xt0SeCuqeiGglV8iQFkhErFmUwH25uP49HREXRERz8f/xMSVt1yv64i1l+3g2Ik4q/jzP9FARcUbRZrPI0z/NpfiAm1Lqqs6ZaiSoZX9NKc1OKc3pIaypwAo9LJeAPvttQ7G+X/eg8/tsVfw7eDUiftzDtp8o+vqGFT9hDWvRj/GliDgs8phVS0RMLV9f0u6dEXFuREwr+uy9EfGxkvV7Ff3yfT1se3lE/Gvwz1DDXJ9jqxGxTEScEhHPFH3umYg4O0oetoiIvUuuow+U9slSxb5OLa7LrcU2h5asn1T031172PaUot/39EW5RpHimnpx5Klw50bEwxFxVLEuIuLrxbK2ok//MiKWKNm+x6l3o+8xgu0i4u7i38n9ZdfdM8hfkK8Yb02L8mRFfwkark4oXo/ps1UvUkq3A6cCH42INYrFZwITgA/3sMl+wK0ppccW5njSAOxHzhM4FrgV+HTkqi3SgjgbWBXYomTZx8h9q7ckoqPJY0kLXdk6pXQR8DfgkIhYpFjcXVGoNFloS+A/wMXAxCgqF5Wsuy+l9NrCxjGSmUSkavkrcA25ZOgfyeXGvjvQnUbERsBtwFLAIcAewHTgmojYeKD718gUEdsD5wIPAR8HfgT8FJhn3k7gF+RB7P2AA4vtTySXJb0G2BX4JrATcEXZTdY55A8bfwR2Bn5ALtF3bg/HOQp4F3AQcBi5NN85C32SGs3+Rs643pXcf68EPgv8jPxB9Xfka/BJ3RtExARyJYEJ5AGVL5H79EHVDFyj2sXkPrg7+Z7hOOb/9MuawM/J/XxH4NrKhacR7O/AisAXyP3oSHJJ3ET+4LltSdttgbnAJhGxKEBErFVsf918jjMOOI9cavfD5HsDaUENxf66JfmeWupNb/22bgHvQfv8bJVSagXOB/bpYeB7P+D+lNI9g3pmGlH6M74UEQeTxw6uJ9+3nkG+Vo4v29fKwJ3A+sDXyZ/N7gYuKkm6uBSYSZ4isnTb5chToliNQOX+Si9jqxExntx/Pwn8mDzVw7eARqCpaLNdsd2j5LGwk8jjBGuVHqRI4ril2Mdk8jX3UuDXEfEVgJTSFOBh5u2/TUUM56WU2gftzDXsRMQm5ClF1iBfB3cm983uBya/V7y/GtiF/JDFgcDfo48Hj+djDXKf/jG5j78AXBAR7yrW/y9wOTCNPO66GflLTqncC8AvgUMjYtWF3MflxevmxeulwKuUTfkTER8g990zF/I40kAcQK6mNYV87/kO8n2otCCeIo9JlV7f9ieP98/qZZt7gQuAIyNi8QEc+3KgGZhYvL+TPN5QnkR0c7EO8v//3dWSJuJUZr1qqHUAGjV+m1I6sfjzVcUH0iMi4qcD3O9J5Kkftk0ptQFExJXA/eQP07sPcP8amY4DHgQ+1j3PcETcT36S+pGytv8sypBStFuNnDR0XErp+JLlj5AHWXYB/lo8jfhJ4ICUUvfg3zUR8SpwTkRskFK6t+Q4T6aUPlWyv2WAkyJihZTS84Nx0ho1fp5S+hlAROxHzgDfKqXUfTN0beTKksdGxA+LkrpfBxYFdkgpPVNsezX5BlCqhpNTSn8o/nxNRGwL7AP8oY9tJpD77L2VDk4jU/Hl9buA3VJKl5Ss+mOx/nrg+xHRXHw5vQ15YG9/8rX1ymJZB/Mve7sYsG9K6W+DexYaLYZify0qEmxK2ReIUrd+9Nt+3YMuwGers4HPAduR+3z356qdyE86Sn3pc3wpIj5OTqi4MqX0me6NIlctPq9sX5PJDyNtlVKaXiy7skguOh64JKXUEhEXAJ+KiCNLqhPuU7yacKxyfY2tfh1YHZhYljD5p5I/H0dO/N2tu79FxEPkRI+HS9odRn6afL2U0qPFsmsiYknyOMKvU0od5GvuMRExLqU0s2j3EXIi3tmDcsYazn5ETsTctKSa5XUAkSu5HwGcmVL6crHuyuJ6ejbwUeASFtwEYMvufhsRd5OTQT4BfD+l9FhxjLaU0h0LeV4aPX5Ivq88loV7yLJ7uvLlAVJKbRFxHnBwRCyZUppRrN8faCEnw0tVUyR7rg38T7HofHIi5gG8Nb2Z1F9nASdHxFfJD1hsR8+V10p9h/zgxtfJn5EWRvm1tjUi7qRIIor8RdgWwNdTSnMjYmqx7jryeFYTJhH1ykpEqpbym6DzyIPT713YHRZZgluRsxW7Ipc3byAP1FzDvHMbShRPpU4ELupOIAJIKd0FPNHDJheXvd+efO08t7vPFf3uTuAN3up3OwFtwIVl7a4q1pf3z8vL3t9XvK7S/7OTgLf32Z3IX8Lc1kM/bCTfKEHOvr6j+8sbgJTSbPJTMlI1/L3s/f3M//r3pAlEGqDpwOPAiRFxSES8u2z9dcAY4APF07Bbkb+UvoW3Kr5sC0xNKfX2ZE23duCyQYtco9GQ6q/F9BE/B85KKfVUZVOC+ffb/t6D9uuzVUrpVuAx3v4E5N4Un98G6Zw0AvVzfGml4qd8fOsicoJmqZ3In/FnlvXZK4H1463pes4iV+oqrSS3H3BtSumFQTtBjRR9ja3uAEzpreJaMRY2CbiwdDrdIpHiybLmO5HHuJ7oof8uDaxbtDuH/OT3XiXb7gc8nFL654KfnkaKYkqRzYFze5kOt/tLu/IK7OeRr6dbLeShHy1JfKN4aO5lHFvVQkgpvQqcDOxfVHRdUN3T86aSZWeSr5ufgDwdb/Hnv5UkY0rVcgDQRXEtLhLb/gbsFhHjahiXhqcLyNe3XYBPAy8yn1kDUkqPkK+LRxQJxgujp2vtTcC6EdF93zqBtx6mu4W3vpvdsqS9emASkarlpV7erziAfS4F1JOzFdvLfr4MjB9A+VONXBPIyRMv97CuvJ9CfmKl1LLF63+Zt98tTh5Q6W7XBMwua9N93O523V4te99avI7p5Tyk3pT22WXJTxCW99XuAb3ufrg8Pff/npZJldDTNXB+1z+/WNGAFMnE25MrEf4AeCQiHo+ILxRN/k3+AnwbYENgCfJ0kdcD2xRPs2zN/KeGApiWUuoc3DPQaDKU+mtETCI/HX4decpUqUf96Lf9vQddkM9W5wC7RzGNH/kL7etSSs8N8HQ0ss13fIni6VbK+mdRkWU6b7csubJA+b66p5Tu7rO3kBM49gOIiHWAjXAqM/Wsr7HVpYFn+9i2eyysv9fcLZm3/15QrF8aIKX0tqkrikpFO2MVIuVrZh2998nuLwrf9pm+5Hq6sF8klo8rQP/GFqTe/ITcrxamQsbKxeub/bxIsHyIfI8A+cv28TiVmaqsmH50b3I1wjciYsni//GLydfMT9QwPA1DKaU3yFPv7ke+xp1bmrjeh+PIyUffXshDz3OtJd+fBvBB8j3tM8V9K+Rkok0jorFY93BKye/AeuF0ZqqW5chPIJa+B3iOnvthC8Wc3d2KrMFSM8iZsr+ilwGWfl6kNLq8Qh78WLaHdcvxVvm7bqnsfffg4A7Aaz3sY3rJawv5P6qeOEWZKqW0z04nV9jq7cb/yeL1Bd66LpfqaZk0VJRfn6UFllJ6nPxkYQDrk78oPCUinkwpXRERN5KrA7wB3JtSei0irgNOID9duww5SWO+h6rMGWg0GQr9NSLWI1ciuBfYI6XUPpBz0sjXV7+l//egC/LZ6mzytBMfL8qYTyI/ZSv1ZQbzGV/iraS1t/XPokJL+XjVdPIA9Q972dfzkBPtIuIc4GtFct1+wCzmrYgsQd9jq6/Q94Oa3WNhvV1zS6eRnE7u74f1sq/Sqc/OBn4bEasCO9JzdRmNPq+Rr6m99cnuZJ93AA90Lyy5nnavbyle3/YdAfNec6WKSCnNiogfkCsSnTS/9mV2Ll5vKVt+JvCDiFid/P/+i7xVXVOqll3ICZub0/N3XAcAv61qRBoJziLPNlDHW1M09yml9HREnEYeJ1iYWTF2Jt8v3FWy7DZyZcMtyQ+C3Fyy7laKKt7kyohWLO6DVVpULeVfYO9NHhi5r4e2kD+8lk91tnPpm6LM+c3kgci7U0pTy38GIW6NMMVT1VOBPYqBbAAiYmPgnf3YxdXkD8Kr9NTnUkrdU6L9g/yf0bhe2plEpGr4Bzkbe1Yv/fCVot3t5Azs7sxtiqe3d6lBzJJUdSm7Fzi8WNR9H3odsAnwUd6q4HIXuRrGZPL0OrdWLVCJ2vXXYiqqq8lfYH40pTR3Yfel0aeXftvfe9B+f7ZKKT1GHjTcr/iZDfylUuelkaGf40vPAs8w7/jWHsz7cNw/gPcBD/TSZ1tL2p5NnpLq4+TS/3/pZfofqa+x1auATSJi/Z42LMbCpgB7llZtj4j3A6uVNf8HsDbwdC/9942StheQK718mnzNvbnkSW+NUsU17BZg32K6yHJ3kO9L9y5b/kny9fSG4v1L5P7V53cEC6gV6CkmqTenkJM1T+jvBhGxGfB54K8l3xV0O4f83cLXgA+Tq3VYtVjVdgD5c9J25GrGpT9nAJtHxBo1i07D1dXk6XdPTSk9ML/GJb5HfpjtmAU5WETsAexaHO/Nz0/FZ7u7yElEH6QkiaiYqvJB8rjEIuQK3uqFlYhULYcUH1KnkJ9M+SwwOaU0sySPo9R5wOkR8RPgMvJAzoE9tDucXJrsyoj4PflJxgnk8s/1KaUjB/tENCIcSx5guTgifkPuM5PJmf99Vq9KKT0WET8EflnMh3wjOdN1ZXKp/t+llK5PKd0QEX8CLoyIH5Onj+oiD858BPh2MeenVEnnAp8Bro2Ik4F/kZ/gWoN8g7V7cYP1E+CLwFURMZk8qPJNwC8HJY1YEfE+4GfAn8nTlNaT7zc7eCsB43ry1A9bUlQTSCl1RsRN5ESNmwaSSFE8tT2peLs00BURexbvp/gljLrVur9GxLLkAaEm8r30umWf4+4p+1Jc6k+/fYp+3IMuxGers8kVZdYDLk4pzarMGWqEme/4UkQcB/wuIv5AHrd6F3Ak8HrZvr5L7qc3RcQvyRVgx5O/CF89pXRQd8OU0iNF1awTyVU7nMpMvelrbPUnwKeAayLiBHJi0QRgN+DzReJP91jYX4snvpchTyHxYtlxfkJO5ri52O/DwKLkxKIPppR2626YUno9Iv4GfIn8pPchlTl1DUPfII+Z3l6MRz0LrA5skFL6SrHsqIiYDVwOrENO0riFXMWgu1rbn4GDI+IRcl/cmTxF78J6EFiqqP42FWhJKfX2kLNESqk1Io4HftNLk3UiYhb5u9blybMX7Efua/NcE1NKz0bEteSqG4FTmamydoqI8v/n68kJbOeklK4t36BofyB5SqpjKx6hRowiIbJfFYjKtns5In4G/E8fzTaIiAnkMalVyGNce5HHqY7qof1N5HuR4O2ViCjef66knXphEpGqZTfgF+T55WeSPxT8bx/tzyQnZRxM/sd8M/Ax8sDjm1JKd0fEJPJ/Zj8HxgHTgLuBUwf3FDRSpJSujohPk/vNxeR+dQR5oG9mP7b/n4j4D3mQ5EvkLNlngGuBR0ua7gt8BTgIOJo8KP4keQoI59lUxaWU2iNiR/LA9qHkaluzgcfIgzJtRbtXIuJD5C95ziSXLz+VfJ/w3RqELknV8CJ5GtPDgZXIScH3kSus3AWQUnowIl4iJ/iUfrC8jvyBtT9TQ/VlG+APZcsuKF4/Q34CTILa99d1gVWLP1/Ww/p38tY0qVK3+fbbBbgHXZDPVn8u9vkOckKRNF/9GV9KKf0+IhYj9+l9gPuL13PK9vV0REwkP6z0fXKyxvSifU9fFp4N/JJc6WCg9xYauXodW00pzYiIzYtlR5LvBV4i3wN0f+6/phgLm0yu0PZfciWMt01bViQlfYB8Hf42ObltBjmB46Ie4jqbnHTUAlw4SOeqYS6lNKXok8eT+20zOXm4+7PP0eRr7OfJCcXTyUmUR6WUSh/wPIw8m8bk4vV88v1AT/ej/fE78vQl3weWLGJabSH3pdHjD+RE93f3sO7nxWsruR//i/x9wdkppbZe9ncm+WHke01iU4X9oodls8mft07vaYOU0kMRcRt5SurJFYxNKnUS8AXygxc96R4rbSFPu3s3uaLhhSml1EP7G8nX7e7KQ6VuJt9/PJlSemaAcY9o0fPvVpJGl4hYiTyA8r2UUl8JbpIkSZIkSZIkSZIkjTgmEUkadYr5uH8MXAO8Qi6n+y1gOeA9KaUXahieJEmSJEmSJEmSJElV53RmkkajTnJp+1+SSzzPJpew28sEIkmSJEmSJEmSJEnSaGQlIkmSJEmSJEmSJEmSJGmUq6t1AJIkSZIkSZIkSZIkSZJqyyQiSZIkSZIkSZIkSZIkaZQziUiSJEmSJEmSJEmSJEka5UwikiRJkiRJGmYi4sCISL38bFeB420dEZMjYkiNJZX8Ht5V61gkSZIkSZKGu4ZaByBJkiRJkqSFthfwbNmyBytwnK2BY4ETgK4K7F+SJEmSJEk1ZhKRJEmSJEnS8HVvSum/tQ5iYUREAI0ppbZax1INEdGcUmqtdRySJEmSJEm9GVIlqCVJkiRJkjQ4ImKRiPhhRDwREW3F69GlU5JFxJiI+ElE3B8RsyLixYi4NCLWLmkzmVyFCKC9e9q0Yt3Wxfuty47dPc3YaiXLnoyIcyLioIh4CGgDdi7WrR8Rl0TEaxExNyJujYgPDtLvYVJEXBgRzxb7fjgivh8RY0va/CIiXoqIxrJtF4+INyLixJJly0TEqRHxXES0RsRDEXFoL+e/ZURcEBEzgDtL4rk6IqYX8TweEacMxrlKkiRJkiQNhJWIJEmSJEmShq/6iCgd30kppc5i2ZXAusD/AvcBmwLfAZYCjijaNwOLk6cpe6FY90Xg9ohYJ6X0IvA7YCXgYGALoHMA8W4DbAAcB7wMPBkRGwE3A/cAhwBzgM8D10TEB1JKdw3geACrAPcCZwBvAO8BvgusDuxdtPk18GXgY8D5Jdt+ClgUOA0gIpYAbgHGApOBJ4AdgV8XlYZ+UXbsc4E/AXsCDRGxGPnv5Z/AgUU8qwEfGOA5SpIkSZIkDZhJRJIkSZIkScPXQ2XvbyUn+uxTvG6VUrqpWHdtnkGMYyPihymll1NKM4HPdm8cEfXkJJeXin38JKX0bEQ8WzS5M6XUMYB4xwMbF8lJ3ce8Fnga2LZ7arOIuBK4n5z0tPsAjkdK6aKSYwX5d/Q6cFZEfCmlND2l9GBE3Ah8jrcnEX0OuCql9ETx/jBgVWC9lNKjxbJrImJJ8u/112W/nwtTSt8qOf7E4nfwrZTSv0vanTGQc5QkSZIkSRoMTmcmSZIkSZI0fH0MmFTyc3CxfCfgKeC2iGjo/gGuAhrJVYkAiIhPRMSdxZRbHcBsYDFgrQrEe0dZAtFYYCvgAqCrJM4ArgG2HOgBI2KJYlq3x4BWoB04uzjGu0uangJsExHvLrabBGxIUYWosBN5WrInyn6vVwJLkys/lbq47P2jwAzgtIjYNyJWHuj5SZIkSZIkDRYrEUmSJEmSJA1f96eU/tvD8mXJFXPae9luaYCI2AX4M3AmeYqxV4Au4HJgzKBHm6dMK7UUUE+uOPSdnjaIiLqUUtcAjvkHYDvyFGb3kpOkNgF+xdvP8WLgRXL1oW+Qp1R7Hri0pM2ywLuYz++1xNvON6U0MyK2IZ/rKcDiEfEAcGxpxSRJkiRJkqRaMIlIkiRJkiRp5JkOPAF8opf1TxavewP/TSkd2L0iIhrJyT390VK8NpUtL0+m6ZbK3s8gJy39Cjirxw0GkEAUEWOA3YDJKaWflSxfr4fjtEfE74AvRsT/kX83J5dNTzYdeJk8rVlPHi7fbQ/HuRfYo6hgNBE4Cjg/ItZPKd3f75OTJEmSJEkaZCYRSZIkSZIkjTz/APYAZqWUHuqj3SLkKcxK7UeuDlSqtXgdC7xRsvyp4vW95KnSuu3cnyBTSrMj4mZgfeDuAVYc6kkz+VzKKwcd2Ev704D/IU+v1gz8tmz9P4CvAE+nlF4eSGBFctIdEfEdYFdgHcAkIkmSJEmSVDMmEUmSJEmSJI085wKfAa6NiJOBf5GrBa1BTljZPaU0h5wUs3tE/AS4jFwZ5yvkCkGlHixej4iIK4DOlNLUlNILEXEjcFREvEKu0rMvsPoCxHo4cBNwZUT8njwF2ARgI6A+pXRkP/axU0S8WLZsZkrp6oi4o4j7BfJ0bQcBK/a0k5TScxFxCfAx4NKU0jNlTX4CfBK4ufidPQwsCqwNfDCltFtfQUbER4FDgb+SK0UtCnyVnJh1ez/OU5IkSZIkqWJMIpIkSZIkSRphiqm5dgSOJCetvBOYDTwG/B1oK5r+FliZnFjzOWAKsAtwcdkuLwNOAb4IfBeI4gdy0tCvgZ+Tpzc7HTiBeav49Bbr3RExCTi22Mc4YBpwN3BqP0/5Fz0se4BcIWmfIr5fAXOB88nTkV3Wy74uICcRndZDrDMj4gPk38G3yclIM8jJRBf1I85Hixi+AyxPTh6aAmyfUnq2H9tLkiRJkiRVTKQ0z9TskiRJkiRJ0qgUEecCmwOrV2B6NUmSJEmSpCHLSkSSJEmSJEka9SJiU2AD8nRlh5tAJEmSJEmSRhsrEUmSJEmSJGnUi4gEzCJPd/a5lFJHjUOSJEmSJEmqKpOIJEmSJEmSJEmSJEmSpFGurtYBSJIkSZIkSZIkSZIkSaotk4gkSZIkSZIkSZIkSZKkUc4kIkmSJEmSJEmSJEmSJGmUM4lIkiRJkiRJkiRJkiRJGuVMIpIkSZIkSZIkSZIkSZJGOZOIJEmSJEmSJEmSJEmSpFHu/wGJgGFiCHweOQAAAABJRU5ErkJggg==",
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