machinelearning

Machine learning code
git clone git://git.laack.co/machinelearning.git
Log | Files | Refs

LinearRegressionHousingV2.ipynb (1167755B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "code",
      5    "execution_count": 1,
      6    "metadata": {},
      7    "outputs": [],
      8    "source": [
      9     "# This is from following along with the hands on machine learning book. \n",
     10     "# I already implemented a similar, albeit unoptimized, verison of the same thing\n",
     11     "# without help from the book (see LinearRegressionHousing.ipynb).\n",
     12     "\n",
     13     "from pathlib import Path\n",
     14     "import pandas as pd\n",
     15     "import tarfile\n",
     16     "import requests\n",
     17     "import matplotlib.pyplot as plt\n",
     18     "from sklearn.linear_model import LinearRegression\n",
     19     "\n",
     20     "# Download tar file and write it out to a csv then read that back into a pandas dataframe\n",
     21     "def load_data():\n",
     22     "    filePath = Path(\"../datasets/housing.tgz\")\n",
     23     "    if not filePath.is_file():\n",
     24     "        Path(\"../datasets\").mkdir(parents=True, exist_ok=True)\n",
     25     "        url = \"https://github.com/ageron/data/raw/main/housing.tgz\"\n",
     26     "        req = requests.get(url)\n",
     27     "        with open('../datasets/housing.tgz', 'wb') as f:\n",
     28     "            f.write(req.content)\n",
     29     "\n",
     30     "        with tarfile.open(filePath) as housingFile:\n",
     31     "            housingFile.extractall(path=\"../datasets\")\n",
     32     "    return pd.read_csv(Path(\"../datasets/housing/housing.csv\"))\n",
     33     "\n",
     34     "housing = load_data()"
     35    ]
     36   },
     37   {
     38    "cell_type": "code",
     39    "execution_count": 2,
     40    "metadata": {},
     41    "outputs": [
     42     {
     43      "name": "stdout",
     44      "output_type": "stream",
     45      "text": [
     46       "16512\n",
     47       "4128\n"
     48      ]
     49     }
     50    ],
     51    "source": [
     52     "import numpy as np\n",
     53     "\n",
     54     "# Pass in data and percent to be in test set. \n",
     55     "# Return test and validation sets.\n",
     56     "def splitTestingAndTraining(data, testPercent):\n",
     57     "\n",
     58     "    # This ensures that the current dataset will always have the same split. \n",
     59     "    # Issues would arise however if we were to change the dataset in some way, but\n",
     60     "    # this should be fine as we are using a static dataset. Alternatives are hashing\n",
     61     "    # algorithms using identifiers and writing to seperate files. \n",
     62     "    \n",
     63     "    np.random.seed(10)\n",
     64     "\n",
     65     "    # Create random list of integers for all integers 0 to length of set -1.\n",
     66     "    shuffled = np.random.permutation(len(data))\n",
     67     "    testSize = int(len(data) * testPercent)\n",
     68     "    testIndices = shuffled[:testSize]\n",
     69     "    trainIndices = shuffled[testSize:]\n",
     70     "    return data.iloc[trainIndices], data.iloc[testIndices]\n",
     71     "    \n",
     72     "\n",
     73     "trainingData, testingData = splitTestingAndTraining(housing, .2)\n",
     74     "\n",
     75     "print(len(trainingData))\n",
     76     "print(len(testingData))"
     77    ]
     78   },
     79   {
     80    "cell_type": "code",
     81    "execution_count": 3,
     82    "metadata": {},
     83    "outputs": [
     84     {
     85      "name": "stdout",
     86      "output_type": "stream",
     87      "text": [
     88       "16512\n",
     89       "4128\n"
     90      ]
     91     }
     92    ],
     93    "source": [
     94     "from sklearn.model_selection import train_test_split\n",
     95     "# This is pretty much the same as the code written above, but simpler as it has been defined already. \n",
     96     "trainingData, testingData = train_test_split(housing, test_size=.2, random_state=10)\n",
     97     "\n",
     98     "print(len(trainingData))\n",
     99     "print(len(testingData))"
    100    ]
    101   },
    102   {
    103    "cell_type": "code",
    104    "execution_count": 4,
    105    "metadata": {},
    106    "outputs": [],
    107    "source": [
    108     "# Define strata for median income as it is a key indicator for housing prices\n",
    109     "# This will help to ensure we get a representative sample of each grouping in our testing\n",
    110     "# and validation sets.\n",
    111     "housing[\"income_cat\"] = pd.cut(housing[\"median_income\"],\n",
    112     "                               bins=[0, 1.5, 3, 4.5, 6, np.inf],\n",
    113     "                               labels=[1,2,3,4,5]\n",
    114     "                               )\n",
    115     "\n"
    116    ]
    117   },
    118   {
    119    "cell_type": "code",
    120    "execution_count": 5,
    121    "metadata": {},
    122    "outputs": [
    123     {
    124      "name": "stdout",
    125      "output_type": "stream",
    126      "text": [
    127       "16512\n",
    128       "4128\n"
    129      ]
    130     }
    131    ],
    132    "source": [
    133     "# Using the strata that were defined, let's now split the data based on this information to get a proportinate\n",
    134     "# allocation across strata.\n",
    135     "\n",
    136     "from sklearn.model_selection import StratifiedShuffleSplit\n",
    137     "\n",
    138     "splitter = StratifiedShuffleSplit(n_splits=10, test_size=.2, random_state=10)\n",
    139     "stratSplits = []\n",
    140     "\n",
    141     "# Something funky is going on here because each strata has the total number of items. Seems sus. \n",
    142     " \n",
    143     "for trainIndex, testIndex in splitter.split(housing, housing[\"income_cat\"]):\n",
    144     "    stratTrainVal = housing.iloc[trainIndex]\n",
    145     "    stratTestVal = housing.iloc[testIndex]\n",
    146     "    stratSplits.append([stratTrainVal, stratTestVal])\n",
    147     "\n",
    148     "\n",
    149     "stratTrain = stratSplits[0][0]\n",
    150     "stratTest = stratSplits[0][1]\n",
    151     "\n",
    152     "print(len(stratTrain))\n",
    153     "print(len(stratTest))"
    154    ]
    155   },
    156   {
    157    "cell_type": "code",
    158    "execution_count": 6,
    159    "metadata": {},
    160    "outputs": [
    161     {
    162      "name": "stdout",
    163      "output_type": "stream",
    164      "text": [
    165       "income_cat\n",
    166       "3    0.350533\n",
    167       "2    0.318798\n",
    168       "4    0.176357\n",
    169       "5    0.114341\n",
    170       "1    0.039971\n",
    171       "Name: count, dtype: float64\n",
    172       "income_cat\n",
    173       "3    0.350594\n",
    174       "2    0.318859\n",
    175       "4    0.176296\n",
    176       "5    0.114462\n",
    177       "1    0.039789\n",
    178       "Name: count, dtype: float64\n"
    179      ]
    180     },
    181     {
    182      "data": {
    183       "text/plain": [
    184        "array([[<Axes: title={'center': 'longitude'}>,\n",
    185        "        <Axes: title={'center': 'latitude'}>,\n",
    186        "        <Axes: title={'center': 'housing_median_age'}>],\n",
    187        "       [<Axes: title={'center': 'total_rooms'}>,\n",
    188        "        <Axes: title={'center': 'total_bedrooms'}>,\n",
    189        "        <Axes: title={'center': 'population'}>],\n",
    190        "       [<Axes: title={'center': 'households'}>,\n",
    191        "        <Axes: title={'center': 'median_income'}>,\n",
    192        "        <Axes: title={'center': 'median_house_value'}>]], dtype=object)"
    193       ]
    194      },
    195      "execution_count": 6,
    196      "metadata": {},
    197      "output_type": "execute_result"
    198     },
    199     {
    200      "data": {
    201       "image/png": "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",
    202       "text/plain": [
    203        "<Figure size 640x480 with 9 Axes>"
    204       ]
    205      },
    206      "metadata": {},
    207      "output_type": "display_data"
    208     },
    209     {
    210      "data": {
    211       "image/png": "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",
    212       "text/plain": [
    213        "<Figure size 640x480 with 9 Axes>"
    214       ]
    215      },
    216      "metadata": {},
    217      "output_type": "display_data"
    218     }
    219    ],
    220    "source": [
    221     "# Simple way to split this up. \n",
    222     "\n",
    223     "stratTrain, stratTest = train_test_split(\n",
    224     "housing, test_size=0.2, stratify=housing[\"income_cat\"], random_state=10)\n",
    225     "\n",
    226     "# Take the number of occurences of each value in the income_cat column using value_counts and then divide\n",
    227     "# by the total number of records to find percent or records in each strata\n",
    228     "print(stratTest[\"income_cat\"].value_counts() / len(stratTest))\n",
    229     "print(stratTrain[\"income_cat\"].value_counts() / len(stratTrain))\n",
    230     "\n",
    231     "# Ensure both are representative\n",
    232     "stratTrain.hist()\n",
    233     "stratTest.hist()"
    234    ]
    235   },
    236   {
    237    "cell_type": "code",
    238    "execution_count": 7,
    239    "metadata": {},
    240    "outputs": [],
    241    "source": [
    242     "# Remove income category data\n",
    243     "\n",
    244     "stratTest = stratTest.drop('income_cat' , axis=1)\n",
    245     "stratTrain = stratTrain.drop('income_cat' , axis=1)"
    246    ]
    247   },
    248   {
    249    "cell_type": "code",
    250    "execution_count": 8,
    251    "metadata": {},
    252    "outputs": [],
    253    "source": [
    254     "# Create a copy of the training data to explore\n",
    255     "# Also, this is an annotation for the IDE so I get autocompletion.\n",
    256     "# Otherwise the housing.plot() method did not show the input options.\n",
    257     "\n",
    258     "housing : pd.DataFrame = stratTrain.copy()"
    259    ]
    260   },
    261   {
    262    "cell_type": "code",
    263    "execution_count": 9,
    264    "metadata": {},
    265    "outputs": [
    266     {
    267      "data": {
    268       "image/png": "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",
    269       "text/plain": [
    270        "<Figure size 640x480 with 2 Axes>"
    271       ]
    272      },
    273      "metadata": {},
    274      "output_type": "display_data"
    275     }
    276    ],
    277    "source": [
    278     "# Look, it's california... kinda :)\n",
    279     "# The alpha input makes it easier to view density information. \n",
    280     "\n",
    281     "# s and c are passed to plt.scatter underlyingly thus are not implemented by .plot(). \n",
    282     "# Additionally, s specifies the size of each marker while c changes the color by the median house price\n",
    283     "\n",
    284     "housing.plot(kind=\"scatter\", x=\"longitude\", y=\"latitude\", grid=True, alpha=.2,\n",
    285     "             s=housing['population']/100, label=\"population\",\n",
    286     "             c='median_house_value', colormap='jet', colorbar=True,\n",
    287     "             )\n",
    288     "plt.show()"
    289    ]
    290   },
    291   {
    292    "cell_type": "code",
    293    "execution_count": 10,
    294    "metadata": {},
    295    "outputs": [
    296     {
    297      "data": {
    298       "text/plain": [
    299        "median_house_value    1.000000\n",
    300        "median_income         0.689222\n",
    301        "total_rooms           0.128957\n",
    302        "housing_median_age    0.101160\n",
    303        "households            0.059776\n",
    304        "total_bedrooms        0.043272\n",
    305        "population           -0.027846\n",
    306        "longitude            -0.046072\n",
    307        "latitude             -0.143096\n",
    308        "Name: median_house_value, dtype: float64"
    309       ]
    310      },
    311      "execution_count": 10,
    312      "metadata": {},
    313      "output_type": "execute_result"
    314     }
    315    ],
    316    "source": [
    317     "# Create a new df with the all values minus ocean proximity which is a string. \n",
    318     "# Using df.corr gives a matrix of all comparisons between all of the different columns.\n",
    319     "# From here we can then specify we only want to see the correlation between columns and \n",
    320     "# the median house value column. As such, if we print out corr we can find the relation between\n",
    321     "# each column and all other ones, but this is a bit hard to read albeit can give interesting\n",
    322     "# insights about relations between the columns. \n",
    323     "\n",
    324     "corrVals = housing.drop('ocean_proximity', axis=1)\n",
    325     "corr = corrVals.corr()\n",
    326     "corr['median_house_value'].sort_values(ascending=False)"
    327    ]
    328   },
    329   {
    330    "cell_type": "code",
    331    "execution_count": 11,
    332    "metadata": {},
    333    "outputs": [
    334     {
    335      "data": {
    336       "text/plain": [
    337        "array([[<Axes: xlabel='median_house_value', ylabel='median_house_value'>,\n",
    338        "        <Axes: xlabel='median_income', ylabel='median_house_value'>,\n",
    339        "        <Axes: xlabel='total_rooms', ylabel='median_house_value'>,\n",
    340        "        <Axes: xlabel='housing_median_age', ylabel='median_house_value'>],\n",
    341        "       [<Axes: xlabel='median_house_value', ylabel='median_income'>,\n",
    342        "        <Axes: xlabel='median_income', ylabel='median_income'>,\n",
    343        "        <Axes: xlabel='total_rooms', ylabel='median_income'>,\n",
    344        "        <Axes: xlabel='housing_median_age', ylabel='median_income'>],\n",
    345        "       [<Axes: xlabel='median_house_value', ylabel='total_rooms'>,\n",
    346        "        <Axes: xlabel='median_income', ylabel='total_rooms'>,\n",
    347        "        <Axes: xlabel='total_rooms', ylabel='total_rooms'>,\n",
    348        "        <Axes: xlabel='housing_median_age', ylabel='total_rooms'>],\n",
    349        "       [<Axes: xlabel='median_house_value', ylabel='housing_median_age'>,\n",
    350        "        <Axes: xlabel='median_income', ylabel='housing_median_age'>,\n",
    351        "        <Axes: xlabel='total_rooms', ylabel='housing_median_age'>,\n",
    352        "        <Axes: xlabel='housing_median_age', ylabel='housing_median_age'>]],\n",
    353        "      dtype=object)"
    354       ]
    355      },
    356      "execution_count": 11,
    357      "metadata": {},
    358      "output_type": "execute_result"
    359     },
    360     {
    361      "data": {
    362       "image/png": "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",
    363       "text/plain": [
    364        "<Figure size 1200x800 with 16 Axes>"
    365       ]
    366      },
    367      "metadata": {},
    368      "output_type": "display_data"
    369     }
    370    ],
    371    "source": [
    372     "from pandas.plotting import scatter_matrix\n",
    373     "\n",
    374     "# scatter_matrix(housing)\n",
    375     "# This gives all scatter plots compared with every other attribute. As such, this returns\n",
    376     "# a 9x9 matrix of scatter plots thus equating to 81 scatter plots shown in a grid format. \n",
    377     "\n",
    378     "# This is however unwanted as we really only need the key ones. Let's find them.\n",
    379     "attrs = ['median_house_value', 'median_income' , 'total_rooms', 'housing_median_age']\n",
    380     "\n",
    381     "scatter_matrix(housing[attrs], figsize=(12,8), alpha=.1)"
    382    ]
    383   },
    384   {
    385    "cell_type": "markdown",
    386    "metadata": {},
    387    "source": [
    388     "## Personal Findings\n",
    389     "\n",
    390     "Median house value seems modestly related to median income. \n",
    391     "\n",
    392     "Median age seems slightly related to total rooms where older homes seemingly have more rooms. "
    393    ]
    394   },
    395   {
    396    "cell_type": "code",
    397    "execution_count": 12,
    398    "metadata": {},
    399    "outputs": [
    400     {
    401      "data": {
    402       "text/plain": [
    403        "<Axes: xlabel='median_income', ylabel='median_house_value'>"
    404       ]
    405      },
    406      "execution_count": 12,
    407      "metadata": {},
    408      "output_type": "execute_result"
    409     },
    410     {
    411      "data": {
    412       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAGxCAYAAACgDPi4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9aaxlWXqeBz5r2tOZ7hRzRg5VxZo4mCIllcpNG7ZBsmDR6jZEAZZgSGzJ+iFCFiCyJdOCBU2NFhtuu00BlFo/hIb6h4SWDDTcgEtWk6La3ZZEWy1KAscaWFmVmZERceNOZ9zjGvrH2ufEvRE3IiOzInKoPC9wEXHP3Wftea9vv9/7vZ8IIQS22GKLLbbYYosttvi2IT/oDdhiiy222GKLLbb4TsE2sNpiiy222GKLLbZ4TtgGVltsscUWW2yxxRbPCdvAaosttthiiy222OI5YRtYbbHFFltsscUWWzwnbAOrLbbYYosttthii+eEbWC1xRZbbLHFFlts8ZywDay22GKLLbbYYostnhP0B70BHyd477l79y6j0QghxAe9OVtsscUWW2yxxTMghMBiseDmzZtI+XROahtYvY+4e/cut2/f/qA3Y4sttthiiy22eA946623eOmll566zDaweh8xGo2AeGLG4/GFv3Vdxy/8wi/woz/6oxhjPojN+0Cw3e+P137Dx3fft/u93e+PA75T93s+n3P79u3NPP40bAOr9xHr9N94PL40sCqKgvF4/B11Mb4Ttvv98dpv+Pju+3a/t/v9ccB3+n4/i4xnK17fYosttthiiy22eE7YBlZbbLHFFltsscUWzwnbwGqLLbbYYostttjiOWEbWG2xxRZbbLHFFls8J2wDqy222GKLLbbYYovnhG1gtcUWW2yxxRZbbPGcsA2stthiiy222GKLLZ4TtoHVFltsscUWW2yxxXPCNrDaYosttthiiy22eE74QAOrv/SX/hJCiAs/n/3sZzd/r+uaP/kn/yT7+/sMh0N+/Md/nMPDwwtjvPnmm/zYj/0YRVFw9epV/uyf/bNYay8s8z/+j/8jP/ADP0CapnzqU5/ib//tv/3Ytvz1v/7XefXVV8myjC984Qv883/+zy/8/Vm2ZYsttthiiy22+HjjA29p893f/d38o3/0jza/a/1wk37qp36KL3/5y/y3/+1/y2Qy4T/9T/9Tfv/v//3803/6TwFwzvFjP/ZjXL9+nX/2z/4Z9+7d44/8kT+CMYa/+lf/KgDf/OY3+bEf+zH+xJ/4E/ydv/N3+KVf+iX++B//49y4cYMvfelLAPy9v/f3+Omf/mn+5t/8m3zhC1/g537u5/jSl77EV7/6Va5evfpM2/JBo24tnQ8YKciSh8fQOo8LASUEWsl3/Pyy8YBLx34Szo8NXPh/Yx3WebSSBB9YVm38vLWXtj+wztNYh3MB6+P/tZKMUoNWcjN23VpmdUfwgTxVZEYTfKDzASlACUEQAhECQgqs8wCsmo5Z3SG8YJArEi1JlEYQmJYdq86ymxvGWcKysTTOkRnJME3orKOxgdOqZrGySCnYGRo0kkXTQRBIGdBSoQ0kUuIDGCkom7jf//KNY7IkZVIYqs5yurA0viNXhiIVjIqE4ANaSZSERe2oGscgU2SJxFkIgFECJSVlZykbS6o0RSrBC1ocRkiy5OJ2N85iLVjvkQJa62m7QGktRgqCACMUiREMM00IoKVASUGiJQKBC4Gq7ajagBBxOwUCLzwGxaLp8AFGqWKYaYRQBNcB8MbxkiTRtNZTtZ48lYxTg5ACHzxV42hcgODJEk3jHFiJSgLBwapxlK3FBwBPYRK0FmglsNahjUIE8A689CRK0rSBQEBLQZ4qtBIILwgiAFA2nto6xrlmlMbt7VyHc4Jla+O1JAWpVggCRik8ns4Gys6hESADi8pxvGiw3rM/TNgbpnFDgNePFnQBpJCs2o6zRYvWgv1Bhg8BLSVZKhlog8WxrC2r2uG8RwhB4ywDk3BlnDDJEwBmVUvnQKlArg2NtSgp0SreR84KgnRUjae1gWGuGCaGxjpq62itx0hFkJ7gBNZ7Rpkh4FFC44LFSI1WMEgMLgSs8whEPJ5Kcme64mjWkhnJ/ighUYpJZlD9sf364YxZ7fA+niMIGC0ZpwlZKpBBcVI2HM1rpISDcco4SXA4tJQ4FzBGkSrBtO6YLy02eHyAqrUMU8NkoBllhqZ1VJ0HEdgfpOwNMqzzLOouXu8SghcoJTBSULeeJjhGxlCkGhfiNishEFIQfNh8Fnygsg4RBJmJ93TjHApBmijS/qDP+2fbomoZS4VWcvNsrJqOxgaMEozzBK0ky6pl1Tmcc+SJITdq84wLPtBYhw889rmQgq5zBBH3RSvJqr/vjBQYozbP3/XnuYnbWHUOKSDV6sL+rZ+bqVYIKR57lp/fl/U2rJdprXvHOeKyeaLpv5dqtZmT3mmeenSZ//rLv85v3Jvz3TfG/Mz/+vueaTteBEQI/dH8APCX/tJf4r/77/47/vW//teP/W02m3HlyhX+7t/9u/yBP/AHAPjKV77C5z73OX75l3+Z3/N7fg//w//wP/Af/Af/AXfv3uXatWsA/M2/+Tf5mZ/5GY6OjkiShJ/5mZ/hy1/+Mr/+67++GfsP/sE/yHQ65R/+w38IwBe+8AV+1+/6Xfz8z/88AN57bt++zZ/6U3+K//w//8+faVueBfP5nMlkwmw2u7RX4D/4B/+A3/t7f++76q9kreetsxVvn1W0PpBIwa3dnFuTglVnmVUd1seJZJIbRqlh0XSPfT7JE6QUF8arrGO6jA+HnWFCrhW3dnNu7w7Q+vGL3PvArGqZVR2t81SNBQSZUVStZVa1TOuOVW1ZVZZZ0xGc5dP2m7TXvofvf+2A1/ZHaC3xPnBWNrx5suKt05Jvnaw4nFZ4YJxrro0yXrs64kqR8vrpkq/em3G0ailryzDTXB1mGC0xWtBZkAKGucQ58EHQ2Y5vHa1446xkUTuc82RGcXVk2M0NJ1XHtPJIQMlAYRSDTOO8iA9DI4HA149XvDmtqVtL8KAAJUAasE4g+odTpgSJUQwTRWU9Tdvyk59u+Nl/pbAIQoDOQWehJY6TaRimMCkStJaUjaO1ARdiUJgpRZ5rFAIBtF1H3QU6F1BSYHQ89lopcqO4OkoYFwkSOF123J2VLBuLC4Gm87SdZdVA68EDiYRExX/zXLFfpKSJZpxrMqNIhGDeWB7Mm83kHILDSAlC0NmA9QGlFYUWHIwyXtnNqdqWHxoc8v94sMvhrKO2DqMkSgp2Boqd3LCo4rXb2ICzHiEAKVEEWh+oOkvdQtNBR6TeNWAUKAVagZIQhEAJCEHQ2XjclBQYpSgSwSDVJFrhvWBRt9StRRpFqiX7g5SDgWHZOM6WLZW1WC8wCgapYZgqjBI0nWdZddQ+ULeOVWOZV54yrg4D7ORwY2T4Y5+s+Ou/lbK0jkUFtYN4l8R9yIA8g0GmGKSK1gbOVh1lA13/pFYCihQOCsMnDzJMkjKtHXXn6DqPNoFMawwCJEgp8CFwtuwo267ff80wlWgDZyuP7SzdZoKSJDqejyLV8f9CMi4M10YZ48wwLjStCzStx/uOf/nGKa+f1qxqi/OBYar5nltDXtkfM07gVvU6/5ev5dydd1QduP64ZCZe48PU0Haek8rR9AmHRMA4hd1xgpKGPFEY5ZktW+atZ17bzXFxQC5gZwCTLI0vCh6KVHFrkvFd10YMMsPpsuX+LN6vqdGkRlB1Dh8CRmmKRHJrknNrv0BLhRSQGElrPdYHFpXlcFrReU8IMQCJMYpEK8HNScG1cULZOY5nFfvTr3C6+zlevTrmpZ0cFwJfPVzwjcMlrfUMM83t3Zwilbx5vOLNs5pV6zgYJLyyN+D6TkaSSO6eVCxbh1GKVAsOhgmDzFA2jkXdUbWWxCgkgbpztC4GTYkS3NorGCWak1XDvHJYH2htfCNTOt6nWsI4N1StY151SCXQUjJONbcPClKlkELGlxERn2suBGZVR9U4suTh54mCr/2L/4l/89/5YfZHBVJe7K336DyxqjuWjcV6EAJ2c8PN3RyJYNHYS+epR8f5xd/6Bv+HL995bE76uf/4k/yH3/vZxz5/L3ja/P0oPnDG6utf/zo3b94kyzK++MUv8rM/+7O8/PLL/Mqv/Apd1/HDP/zDm2U/+9nP8vLLL2+CmV/+5V/me7/3ezdBFcCXvvQlfvInf5Lf+I3f4Hf8jt/BL//yL18YY73Mn/7TfxqAtm35lV/5Ff7cn/tzm79LKfnhH/5hfvmXfxngmbblg8JbZyu+drhglBt2UkNtLV87XDArW/LUkBlFkSg653mwaJiWLa0Lj30OsDtIL4zXlI67sxoIFIlikGq+drgA4LUrj3f4nlUtDxYNmVE4FzgrIzORGcnRouHutCI3itZ5fvNwTt06bk3iG/e9RUP120doKXntyohZ1fL60ZL7s4a3pxVvnqyY15ZRljCvLGfLJbOm46BI+Or9BSdlSyI1UkreOlnxzaMlt/aGjDNF5wIhgJwGskSzqC2zsuFbJyVlZ5FB4oPlrO6Yli0hBByCcaYZGMnbc8uqsVwbGV49GHE4a/mtVUVnHbPa0blAZ8GHGBQFIKkje4CHECxJCgkWRKBz8a0QoA0wa+LEcB4OaC2UFuZNiwBcACHjhFM7CN6TVx2pVrTeUTegdJykhQC7AiE69oeaxhimVUMIktxIms6zajqWjaPzgaoPUM7Deqh8fEgsOseiKtkpUk6XLUpLnHWsmg6I11FjHW0L0sRooQ0wSCGxjkWAaeu5NytJleCHPgFvn1QcV5YApEogldywFSBigKgFTROwPk7CLkDbxWDEPXK8OqByIF0MUgSgCDhAEuiIk7mSgRAsUwlp0pFISWM9rQMpIekcAcHxtOZbRmKMpuoCUlg6KwCP1h2FkXgvqW2HUgrnHPPKs3rkZLbAgwrKtoVPwklpWbSC9twygRjMLoGmhlXr6LxD9p+fPzddAF9D03Xcm3dMipK9IqGynrp1VNazmxuE8HReISXUTUfrAlIJUqATgTdPWpSCPE1oWkvVeQKgJWQKuqBIVYtWkt2hoewi46OFZJRp9keRYfsXrx/xrdNqsyMeOF5Zfu3OgtOVY7aq+clPw+myZdkJ+niTBrAdVB3cX3b9eYo/FmgCLCo4bVoGWccg0ZRVR+Xj95r+uK1RB3iwhAfLhkzD3sCgpOT145JvHFdcGxqujDOmVcussmjRYD2UnWOUaa6PJPdry91Zxayx3N4dYINnUdn4PGwtb56UVDZQGEFtPYfzGiPgxt6ASW74xuGCr953eA8Ho4R9oHOef/3mKW+dZOSJ5OuHC0L/wkkI/JOvH7NsWvaKlCDi/fn2Wcl0Zbm/rEmkwAZBpiWCwMnScmda8dIkQ0rJm2clB8ME6wJ3zkqmleX6OKVINavG8ZtvzxABWh+4uZPTOcdv3VsgAryyn9MFOFk2pErgQ2SqUyVJE8myjqzw3jBjlBmMzqi94960YpAogpAoJTia11gPo0xzMIhhxdGiQWvN7iC9cD88Ok/cmdbMypYbk5xRbjgrO06WDaM84eo4u3SeenScy4IqgD/9d77Bf/h/fD6B1bvBBxpYfeELX+Bv/+2/zWc+8xnu3bvHX/7Lf5l/69/6t/j1X/917t+/T5Ik7OzsXPjOtWvXuH//PgD379+/EFSt/77+29OWmc/nVFXF2dkZzrlLl/nKV76yGeOdtuUyNE1D0zSb3+fzORDZqa67OI2tf3/086ehaS1vHS8YJIKhiY/goZHYDr5xOOfzN8foRBK8QwuQ3nFnWnFtkqPFw8+NCJwtaoR/OJ4hMF3VXBlqQhBMVw1Xx4ZBInj7ZMmVQpM+knI8XVQYIRDBsagaBklMKRyelbjgSRR451mWNQZPPlDkUoCH3VRRW8u3DufsZpIHi5ZV3dC1LVXbYhRcG6UIEXAukGeSpuz4jbMSJQSTVNPZwKDQlLViWVtwlrIKjAcGfHy7Mkqg8UwXDYkICC2REnzQDAiUdUfjPKPUMEo1jfUMTEwJxFSMQyqPkoF52yGBwgisCjRdnMwhTg65AmEiC2WAVAdqC0aClHFKGOjAyl68ETVxcvJAAjEoFJHB6kkIjAQXMx0o4dEhkKoYdAkl8D6QmD7IU5IsUZSNR8mOppV4HHmiCARWtQUV1yu4GLAI4rYbGSfcVHucF4ggsN6ilSAzgnkVyFTAZJF58xIGElIJWklyJVB4FquOwTjtr5mOnVwTPHTeUxhJ6R1VG8hNwCSS4CMNaCRoEfdX6jjpPunhJfqf9f5w7lhCZOBEJNWQAWRwyBC3Ncsk3gUSHZmo1jq0FoxTSW0VeRbonEaJQAgBETq0gEwFVs5jZGA9jayDojXW5zxVgaWCi9PNQ6h+24N6eD2s+eE1s6VlXM4HwFkCCbmSyCSgZeiZQ4WQMe21cp5JopBa0HaBjI6gA8FDrgJBBWQIBCLDFRCMkhhcpxoKqUgNNK1jMFSUbcvEaQSe01VDrgNGK1pLnDC9p+ksy7Kh7mIImenAyEPnH15j6pHzlRDPjfMxuFofx6EWtG2LJzJTtYrfCTwMrhRxXA1kEiapIjWCuvNY51i1kqJtyZUkGxqOVx2N7RglmlxLrLOMjMZ6OJlXXBslKCFxziG8YlW3OOfZH2jK2mI7y04mqa1H4BinKYdNy3TZMMkT0j4FOkoVy8YyXdTcaS2pEewUCQH6l5GO2lpqp7g2zMgShXOeznaUJZw4z6eujMmM5GzVspMpTlYNp4uKxCh2M4UWUDUddWfZzSSrquNgYBgmmjePVyzqjlcPCry1zKuGcSoJBE5WDbu5Ya9Q3DmtGaaag1HCqnGkUlIkKgY5mSLThtmqIhDINZytGg5GCalSnFgX2XmlWNVxzlvPK5niQmrv/DxxtqzAO3ZyhXMWLRSpDtw9q9EiIIaGIMKFeSrr74v1OP/Xf/xbpOrJibf/0//zX/Onf+93P/Hvz4p3Mzd/oIHVv//v//ub/3/f930fX/jCF3jllVf4+3//75Pn+Qe4Zc8HP/uzP8tf/st/+bHPf+EXfoGiKC79zi/+4i++p3WdPPK7Br527/JlT59xzEc5qbvHD///S199xkF6KGCv//8u8Nr69PYzz/jsK4yB+RT+P9+4+L1PAp88nx09n4VMH///D+4/svL17LZeZwK/+/Y7bbED6ks+L2EMXLvkT+8Bf+b7/Dsv9I54J01D2f88D1Tv4TuPbl/clp/6HvfI3x59cD2bVuP54rJ1Pt/t+Jnvfx7n/FEsnmGZJ00Mz3JOn7zM923mrMuO08Pr7n/3bV3r7+UcLB/5/ZF92OPpmN57uFgT//2unBjJpTweGS/hliQ+H2Cz68XRb/LJ88u1/U+Pl85nlWz8ecUQ32ggPgT7h/b6EbbTb9N5FMD+egyAo/jPZ+jHmsXfh4/uZ39YPrGektanrD98uwBvw+Hbj34RHjzl99/8F/8EgF97/GuXogLe6v+vgTPg7GuPL/foeD+QwA/87qeN/Ab/4B+88Yxb8WSU5bM/Qz/wVOB57Ozs8OlPf5rf/u3f5kd+5Edo25bpdHqBKTo8POT69esAXL9+/bHqvXWl3vllHq3eOzw8ZDwek+c5SimUUpcuc36Md9qWy/Dn/tyf46d/+qc3v8/nc27fvs2P/uiPXqqx+sVf/EV+5Ed+5Jk1Vk1r+ZdvniGVYJwlm8+nZcPRvOHzN8eMi4d3f1l33J9HxmqQPlxH0zkIsDfQ/OqdWUwXKMVX78/j22sQEAKfvjGksVGA8/23dx5jrO5OK4SIwtT7szqmo7znwbTBBc+stoggmJY1d6cV2kj2E82n/LeY736WOgQ+tT/id7yyw+Gi5d6s5HTR8q2zVaSVpdowVqmRJAimTRfZpMCGsbp7WrKsLTd3MrRU5xirlmFmaDvHNw6XlF0U6EfGCniEsdob5jQ2vnlXnSVRkk9eGzKvHWfLmuNFQwhR89K6yNScT+8kRM2P9VF3kGqo7Zp1CPwXP+D5r35V8qC+qEHQPHw2GmJcuGEpRExXOR+3WQKJiWlD52MKRyiBc2HDeo0zw6Dfb6McIig8DlCUrWNV26jv4smMlerXvTtUEKK2aFF3SAl5YphVFhEc1veMVa+X0Gq9zZFFsw6ujhU/+emW/+pXJUiNFCIyVolmWXc0XaBIYH1iGhvofGSsXIj7ef44X4Y1s7NmNTwP2ZH0PGPV71vVRVYwNQLfi/Q7F4XRg1SRaEVtA0YGOidQIgp28Z7Ox3T3qrWUTaDyD7fh/Ht0KgP/+9/p+dl/JTnrLp7z81D9MW/O/b6+Hi5jrEYp7I4KRC+ibq2LBQYqCpKlhLNlx/AcYyWI4u7gYTJIKFuLtf4CY5UZifWQG8lBkZGmks4G9oYJ1jlu7BQIPL/4G4d0zl3KWF0ZpKzahp/6bsd//auSWSsuZazW+3eesXL98dPA1UFMB626gCTeb5anMFYKbuzkpEZSd7FgZpAl7I80wkuCCJyuLGXbURhNnigGiSLVGus9mZF8/tYEJSRnZctukXCyrHkwbxkVkbFaNRYXPLX1XJtkvLRTcDivOesZq5uThJvlNyivfJ578waNZLlhrNINY/W1u3PmXcfeIN0wVvdnNZ117OSG6hHGqkgiYzUwisQohBCkRlE1MUUY2Td45SDqm84zVpnRHJcN89IS+UnBbm6wwT/GWI1zTZEYTlcNrx4U3NwpCCEWf1gXmFU2MlZa8fZphRCwP0yQeO7/5v+Pz//OH0IpzY2d7AJjdX6euHNacrJqe22W5GCU0ljH3bOKK8OUVw+GqP6763nqxk4GsBnn//b//Tr/93/95MzRH//dLz0XxmqdcXoWfKh8rJbLJd/4xje4ceMGP/iDP4gxhl/6pV/a/P2rX/0qb775Jl/84hcB+OIXv8iv/dqv8eDBwzj5F3/xFxmPx3z+85/fLHN+jPUy6zGSJOEHf/AHLyzjveeXfumXNss8y7ZchjRNGY/HF34AjDGX/jztb5f9DAc5tw9GrNrAsvPYIFl2nsrCJ6+Nkdpgg0BIhQ0CLxUv7Y8IQl34vAuC3VHGzmiwGa9DsDPIOFpajlctO4OULkhWbeDW/pDhIL+wLXmWsjfK6YIgCMUoT1m1gcYKru0WGGOihkVJhkVGh+Rs5ah6rdFZ40i15tVrY3ZGA65OCgZZikkS8iShc3C4aFi14BEs60BaGL771g5CSmaNxQbBtLRUnSMIQGmKXFN1ntIGUqNRSmGR7IxS2iBYWc+qgVVjOa0cQmpSbahcFE5qEZjVnmkVU2CrBpomaqq0kjRBMO8Eq1ZQOkFz7qd0gkUrWFlB5QSNlQgh6Lygtn2VjhXYR763emQMQQxuq06w7ARVG8crO4FF4ILECUFlBaUXlBZqBMtWUHcxHVu3Hhc81hvSxCBFQtV6Vo2nC3G8yj2+D40T1C6O7YKg9RonBA6F0YbawqoJ2BAobTwONsR9XFpBaeP3Fw20QaCMpN3keCTT2jNtYkC27By16wW1QVG3gTpIylaw6uI4tY3b2F2ynY/+lOd+1se1dHG7Vm08nlYIvJBY35+vBioL8zaw6uK+OGDegPWOed0L5z0IIQjCYANUThCQdP7icTu/Pa2P57x2Av+U7bb9sm2/XPvIuShdPK+tF3gEKI0AKucpW8+iDQihsMHTeknrJUpJZq1n1ni8D9TB0FgRr5t+HSvbX6sWCIFFEwPkxhJTtB2kieoD3wStNEIa9gYplRXMa0/deU7LjuOVI9GaYZGSmfjSV1vBonv8Guvcw3tg1V/Xq3PHzwfByhKrEhDUIX6nfuQYV/04tRPUXjBrHMs2xGefUBgpEEFxWlneOmuwzpEoxaLXpWmlWXSelXXsj3MSbQhSoJQiSMkgS1BKcrJyCCnRRjOtPc5BQDFvPEoodoYpQQiaEM/3oonL74wyvuvGmMbB/UXLrHaEIEgSQ6Y1mYrjHS1bFrVFSUNRpNyYFMyaqOfMU820dgil2RvljIuMs9phA2SJITOas9ozyA2lDZyWliwzXJ0UTJuA1JpxnjFvPMs6Vkw6ITktHbuDBKUUp5UDIWk8zGrH/jDd3OuTQc4wz6hs1DrZoKgdaK0IQtE4wSCLL/PreSXP0ifOE7vDHKRiWjmU0tggaaxgdxC/F6R6bJ7Ks/TCOH/s3/vcU58Df/Z/8/3val592s+z4gNlrP7Mn/kz/L7f9/t45ZVXuHv3Ln/xL/5FlFL8oT/0h5hMJvwn/8l/wk//9E+zt7fHeDzmT/2pP8UXv/jFjVj8R3/0R/n85z/PH/7Df5j/8r/8L7l//z5//s//ef7kn/yTpGk8uX/iT/wJfv7nf57/7D/7z/hjf+yP8Y//8T/m7//9v8+Xv/zlzXb89E//ND/xEz/B7/ydv5Pf/bt/Nz/3cz/HarXij/7RPwrwTNvyQeH27gCAe9OaadWSKcmnr402VYHzylK2FiMlV0fppirw0c/XZdvnx0sTxa3+7SBJFHj49LXRZplHsR5jXlmUEuwVCUFAphWZUUwyHasCG893Xx8zazq8i1TJrXHG9726vxl7kid84sowVpjh6azn7ixy1uNcc2OU8+rVIQdFys4g5Wv35xwtW8rGcvtgyLVhSqIk2gi6Lr6FDzJBcLFMubM5k1zz1lnFrLR4L9hTiquThL1cc1p1zKpAZx1XxppBkjFIFJ0XjAcJr+xnWOf41smKu9OWRga0jZVIil5oTWRFMg15ohilJlYFOk/TdoAjkbCXE3VG56oCA5DLWP01zg2SwLLuA1EfNSTFUJGnCQofJ8AsRiyti++iOpfkWsZKIiPZHRQM02gjMF1Z7i1KiipWBdZdZBhWTdTArKsCjYrsiJZwMMxIU8M4UyRKYgScNZZlbSk7QdVGsbUWcRsa62OlT892jVLFTpEwSgXQ8tIkQ2sLXqCNxEjBYCxJUkXd9tVCrUNmMJaQGg0+2ho4F7eztpG5UDysDFS9/sYHkGtKxEdGShA/yxPNwMSqQK0ly8oyrTs6Gy0NjFLkWrFbKJSUVK3DIrEuVoUOMs04USgtaVvHvO5onGZgHIum5bR8mHiTwMTAwSByKnuFJO0Cyypqxc5ribL+2skMjPKEIPpqvr76LfCwKvDKIOGT+yk6SVk0jrJ12MwjVWCgTdxfRR+YZ0yXHcsuMryJ1oz2UtS6KtBIrI8VY1LE6yVW0hq0FBipGOWaa+OMcW4Y55rOQt15fuTzV/kX3zrlm6cNy7rDh8Bupvn8rSGvHowZGaB6nb1RQu076i5eX7rf10EK4zyhbhynfVWgCvFcTTLYHSYxkNGS22MoO8uiCcyajlX98LikfVXgTp4ihaBxgcxIbu1k3NrNCEhWddQC5VqitWKURsGOD9Ey4kahublTcGsvx0iFkoLbewJrA533jPKEo1lF4wNj79krDEYJ6BmY29fHXBslVJ3leF5BFXVHn76xw62dHB8gMYpvPVhRWUduND/0XQcUqeSt05I3TioaG3hpt+DlvSE3djJMIrh/WrNootXMrV3DwSClyDR140i03NjQfO7GmLqztB6q1jFODdf3MsbrqsA6VhZ+940xgYBSks559nLDsIjjLSqLUKClYpJqbh3kZEojZNzHXBtG1zQ+wLRqaVrPlXGGFgIpBKrXEl45N688bZ64vZOzm0dtW9Va9oqEG7sZEsGyt1R5dJ56dJz/4sdeemJV4AeBDzSwunPnDn/oD/0hTk5OuHLlCj/0Qz/E//w//89cuXIFgP/mv/lvkFLy4z/+4zRNw5e+9CX+xt/4G5vvK6X47//7/56f/Mmf5Itf/CKDwYCf+Imf4K/8lb+yWea1117jy1/+Mj/1Uz/FX/trf42XXnqJv/W3/tbGwwrgP/qP/iOOjo74C3/hL3D//n2+//u/n3/4D//hBUH7O23LBwWtYxXdjUn+mNdUkihGmXnMB2RXp5d+/qTx4Nl8rKQU7A4ujg3v7GP1v/xPr/Ol77nBcJBfGGt/mDFKDVfGKa8ejOhsZF1284SbOzmJiamOz96a8O9+5tq79rHyIXA4rbk7q7HOMS4S9gaG/WGGEnC8bPnmyZJJZjgYpqwaR+tjgqIwCUYJ7s1q3jxZUTcdZ6Wl7hzXdzMIAucDozz6+OwNcj5xregnqehj9Rv/y//EX/uPf/AxH6vStsxWjkEuuDLImZYNiyb6zdSdY1k5kkTw8u6Aoj8fznuEFEwKw7LuOFtadgsT02zBx/WqyJhdG6UExFN9rJSAZbP2p4K69QwyxdVxhpGxHL9soneYlIGqCXTOo0VAa81ZVUMQfONwSW09qvfh8t6znxtYzflj//anydKUvaHGe0GeSoaJZtk4ZnXDrOw4nLUMU8mNnQEuBJzzzKuO02XDeGDwPtD1nlxXhzm19ZSNwwXPora9J5ln2ViuTDL2Bwl163lpL2NcGLQSdG3g7WlF01lePyqpnWNvkLFTaJQS7KYJUkUvr+gX9mQfq7KynJUdp2XNnZMKCGRJfLHIlIQHv8Zf/fHfQRME1gdWTYdG0nlPqqN/kpGSg3HC1UGGl/4j4WP1v/23n+5j9Qv/r9f5P//BH3hmHysB5KnubUgCmVakCewNUnIj35WP1SQ3lK3Hu2j/sfaxqlvfB0451vLcfaxmq4p/8v/+Cr/v+28yHuQb76dXrwzfvY/V7Q+nj9VLoXjMx6ppW74G7BTJY1YLT5snLvOxmhRP9rE6P84f+eL38Ef/ze/d+lh9HPEifKw+6nin/T5bNZuSWtO/XdWd4+oofayM993incZurOOt05Ii0aj+AWGdp3We1npe3iuoO8dbJyV3ZmV80yOQp7EcL9ExhTetWq6PMr771pj9YYaU4on7vTa7O100vYWE4Kzq4kMvCPaHvT3FtCLRkpf2CkLgwnZb57lzViJEX9Ldo+41Crd28yea7T3p2Bwva+5NK25Mcg5GWSx/nleAiMFWf/xWTcfeICF4+PV7M+5PazoXvbemZYcgYFvH58LrLA++m1v7I17eK9gdJBc8aqzzVJ3j7rRilJnN8YdYvn44j59LITBSMs41g0TzzdMVh7OoFTleNgghIIDzgXFuuDKKTOb5Y7A+XuuS7lTHfbY+iqWujFJa67m9V2wmzctw/rgnWjKvoj/PqrFUjWWUCI6+8s/5gf/Vv4cX8rHr+FnMED+K+Haebc/jmDTW8a3jVW/+KzfjOB8oW/uO5/W94sP2TH+/rq8P234/L3ykfKy22OJJsM4zq7r4tt8HCEquXY0to8y85wfEs4ythNiImAWSee9ztWyiM/newLA/yBjc0OyNDN94sGLVOCobU3y1jYJtLWEyMJyWXfQEuiQgXJvdna1aplXHso7BVAiwbCxXRxm7w4RxHoM2Nw4cLxqWtWWQ6As0uVaSSW42vi+PBj3vdFwa6zhZNVGTIiCEwJVhTAkvK0tqOnQvjh73qSLrIys2SA1NF9gbRLuKs0SiOk9tJakWlK0nCA+BaFYqYNm7/MNDjxqtJDmQ6rjt63MDcUI8GGRcG6ebN+X1dbCXG+6eldTWURjF0aIBET3JILJqB31w2li3+e4kN9zrU80+9C7/XXRNDwGMlJs36yfBhciIFIlCilhSP8yiDUjV9YEVRC8oo9krzIXUhlYyFi705+A7LcB6L1gfk/cK7wPzquVoXuOBomfxx5mhc/6ZzutHHeeNNJ9ktrnF88U2sNriQ4vzE9V5GCUp26gNeq8X8LOMnWq1mXAfNJbDWU3jPdYFJpnhW8crpIgpy5d2h6RKcW9W0zjLvdOG1nu0lLyyP+D6OKd1fhO0PYq12V1jHWVj0VoifNSCdD5WQe4U/SQsYJBqUi25PskuUOdrnNcfxJSegxCY15a6K5/qYrxsLG8crUiNZJBpjJKMMsNekZJqxc2dHCng7VBRdTEIWz+wi0T3aR6D0ZLgAhaPI8QAJzfYDqjgxiTHEtuJDBP9WLCslWSQKA4XTXTGTzRVZykbx/VJemlaen+Y8eq+5ZsnJRIY5QbnPTZ4hknKtXGK99FI8dGOBExi2ulo0VAkit0iIdGSVWPZf4eAFLgQiK8DQS0lVjgKo9nN1fr0EQLMaosPdVyPUe96Anw/Ga4Pmk17L+u3znOybDhZtYxzw6y2tM5zNK9prCPViquj9Ds+eD1vpPkks80tni+2gdUWH1pcNlEBz+VN81nG9j7gQ2Qbfv3tKcvacWWccWuSkaWaVW15+7Ri0msk9oexrPho2TDLHHtGslck7A6jmNbwMGg7/yhfs2dGChbWk6eaVKuN5uDKMGFWdkyyjizRF9iny4IquKg/OFk2WBcYpHrDXj3NxXjNki3bWDqfaMHJsqHJHJMseajPaBxnZcsoj3oQ6z0P5jW7g4S6i+7TPgTmZRTYrmqHURD6Po0xIJO03pFosdG2aB4GetOqY9l0HC9qILJTg0yzqCxaNo8FHVIKXtkfMsw0x4sW6wOpjqnCvSJl1drozP2ESWaQaK6P202rn0XZEYBZ3VF17qmBzpOYwnXKr+yiTN30wfLxouFbnePKMOXl/QIfAsfL9h0nwPeTgfig2Y73sv71d05WDW+fVWgp2RsmXBkmrFrHylmWleXGtexScfV3El4k67/Fk7ENrLb40OKdJqpv54HwLGOfrRqOly2DxERhbB4/V0qSmyisPavaTUXOOpjJjYp9uJRgeM4v7HzQdl7ZuGbPlIyC5nXgomXU4VwZRc8bG8IzsU+Pouocg1Q/8cEKbB6+Wgoa67g6yZiWHbPakqexT87psuXGONsIVy+6ND2Ed4FZ3bFbJFyb5AgpKTuHEpCa2DyaRazai+xWdHeWPBTAnpUNrx8taW1AitgAeVlZvuv6kOuTfBN0WOcZF8njRRgy9omkb1OzERS/wySTGMW1Sc6+8xwv6+h/lJonBqSPMinnmcLz1UyDRPPWIqYaW+uZ1p4sURgd/a/unJb4ENgZpO84Ab6fDMSLWtezMlDvZf3r70gR7+t4L3fsDxOuT7JY7GBjscp3eirsRbL+WzwZ22O6xYcaT5qonseb5tPGPv+m532sXsqNRkrBqnUUaWRdBI8/mLNEc2WU8mDRUHfu0qCt8w9tONfsme/fyK2PLJr1Hq1i1dVaUzSrundkn87jWR6swGYZ62Oz2Z0iQUvBadlStZFxSnPJsA/EXAjkfQPjsosNgLUSXBtn0c7CxQBxkBq+K0/wwTOd5BwtG5yNRgSxcg2GmYnpsf5QWue5c1qyahyj3CAQOBe1VWdLy/VxIFGSWdXytcOag1FGquUmwLw4GT88Rju5f1eTTN3FoOqyQGeQaFbt403OJ3nyWMWTVrEc3vY6smXTNwDWCtezokoKTpctu8P0qdv2fjIQL2Jd74aBei/rP/8dLQWJ7hAiVnIum9igXfQWMN/p2ip4saz/Fk/GNrDa4kONy0pzn9fE8bSxO/twEg4qMM4TZquWPNU4F6haR9NFU73LKorWwdlZ1VF3jqzXc1wWEJ5nzxItmZcdjXU4D5NMY11gb6TRSj7GPoUgkAJOV+2lE82zPljXy2jZB3khUKSa1CiujNLo8yMkph9fCUGiJEILxoXB+8gMWRfL8AOxElD15lG5MYDACzib90FpEOSJZphoBlnUZq3L+M+qjqIPHs9WDdOqw7nAN0+WHAwNaaKZlx2eviRcsGGwVq27dDJeNtGr+1kmmXcKSM/KmKZ8EpPyqOh6fR4gBoip7CsSfVz3elubzl+4nh7dtveTgXgR65pVLfdmFUZJUq0IsDluj96H72X957+jpNikwrWSOBcoG4cP4WOhrYIXy/pv8WRsA6stPhL4dquD3u3Y5wOSzChujjO6XlgeWzpoBqnm+iiNrE/vzQUP38pXrSP0RodFKjdv5dbF5r7nsQ64pqvISNWto0iiaHynrx7r/MNgz/vAvO5Y1B2t9XTOM0w1V0bZhTf/J1cIPhRkn6+KixOe5GQZm8ZcG2dIIWit3wR3j46b8bhdBcQJM1GCWR3tBjrn2S8M0jvKB/C9tyboJFZfWh9dHpUQWB42T17WHbPKboKS4ARHywYlO7IkmngaLdB9oHJWdYTAYwUC6+0bpppZZS98dn6SWaeoQs+mXBaECWDR2GdiUs6nvMZ53Ka2szghSfrU7/4wRalYnLDenidNgO8nA/G819V2jjdPKpat3TRenhSGTCnePC0ZpPEuXLNYg0S/6/U/us3j/jo4WTZ0Lvq1HQyfD+P9UcGLZP23uBzbwGqL9w0vsrLo3Yz9LMs+GpAMc8ONSc6DRfRI2h+kaCVYdY7FaXkhpXGyqrl7VpEaRZFoAnC66pAIpBTMqq53Xodp2bI/0hfYs5shv2C6t5lUw8NJo+4cJ8uG1DwUr5+sWhItN15W6318tEKwbtwFQfYo1XgCnfUcLZreWBCGqUGp6AN12YP4WR7Yp8uW01XLyaqOAawS7A9M7PMqYkB0WQCxkyccLxuqLqYh80Rxf1qxN4yViYeLmisyZ3+gN0GVUVGTJuCJk/FekaKEeIxJHKWGs1VzIUUVQmQm12Ovt3OSRxNT88i144JnUVp2Cs0oSx5LeaUipgLLznE0WzI0ipu7OUYI6s7x0k6OlOKpx/P9ZCCe97qmVcfhokYJQesCrXPcnddMEoVH8NqVIYNUb9i/qyPe9frPb7Nz0TTXSMFOYdgbJBwMs48dS/MiWf8tLsc2sNriheNpuooXOfajmo13W2F0PnCIE2rCjZ2MTCvmPZMySDVZ/8C/P695sKh4/UHJso2eVZPMcGMnJ9OKO9PICA1SvXFMP1o0aK0v+Dc96aY8zyydld1mYrcush6ZUUzLbpMOe3QfR5m5VJD9+vEKCFwd5+wOU5ouMmBXhsmlwvA13umBvTtIsd6z36Xc3M37psCeqolsWGMdXegeS5NqJXlpN2fVWs7KhtTHPm/Xxhm7RYLsTT9HqdqwQBCDp0wrilRyuoqB6/nJ+GCYsGrtpUziZSLpqnNkRkLgMSF63VWb4K22ljsnJXfPKlyI1Y7DVJIlmkmeUiSKurV842wJwGtXhty0glndsmwceWJ5ea/YXIfvNAG+nwzE81zXsrF4H1i1jmGuSU3sEvC1wyWvHhQUaUzfnWf/bkwyro7e3fpHqWFattydVjQukCrBzZ2cg8HHL6g6jxfJ+m9xEdvjvMULx9Mqe4bJt/egezdVQ++2wujRwEEEWLWWw0W9KeNWMrpsZ0YxK1u+8WDJqrXsDdKenbJ0bsXNSc60bLm5U5AZhbWRvciMeldC4Eme0FjH0aKvopPRjX2cG0KAe8uSVRtNEB/dx1FmHhNkhyBo+/SWVpFBSrWi7hxl69kdvPPb7ZMe2NZ5Vo1jnD9cn/eSRVnHv/tAqh5Pk7oQGGWG77o2pHMe56NYf6dIKIyito5BqkiNpmrspuVI58Nm0tVSPjYZex82Vguj3iDydNVB4Im6LAKXGpFOcsP9ec2sbHn9aMnrxysSKbgySjlaNvyrt0pe2Sv4npuKSsSeanenFSnRK+vqJGeYaZZ1h5Ex5bsO7h81Cn2UvXweDMSzMrzPk+1wPkR2sTeIFQGkkLQ+xH0/V2S61lEFwbte/6LpaF3g+k6OEhIXPK0LLJqOXb31bdrixWMbWG3xQvFOlT2Zeu+X4LupGvp2KpzWE93RvOJw0aDPlXGvtUjDTLNsLLVzUXTdt89QQtBax9EyOoCn5uI6jJI03m90Wu80eUgpOBhmLHcj61KkapMKW7YddRN7KWa9r5Tsm8POK0ui5WNiYBdCr3cReA9IqK2l6aL7+PM2YZ3XHfMyskmF0aAE92cNPgQSpR5jEz97bcTRqqUwauPh5QO8tFOwbO1jrMQoNU/sRXbnrLz0/D9Nl1W2MXB7tEBhkidMy5Y3T1a8Pa3YzaMh6rTs2B0kjNOEWWX5+oMliY76qmwt1p5WHC2iBq+2nuADSsInr4zQWm6Y1aNlw+myobaecWbYyc2F1j/vhYF4r75Uz4PtEIDWggOTUHWe2np8iMxo0veqW6/jseKKZ1z/Zfc5xBeFrW/TFu8XtoHVFi8U71TZ47+NVpXvpmro26lw8j5wsqr56v0FntgDsO4cIy1JjWTZxKCl7jyZio7dqyZqc4SA1nlCG7g2znh0dzvnCQiO5zWVdYC4dLJ7lGHYHyR9FVxA9JVuZePIU0ViFNOyZVFbXF/irxXsDcxjYuAQAlXfQ7D1jvsnJfdnDavWooXASHjtIE7474RHt/FRIbF1nkXdIVXcp1nV0oVoRfD2acnOQHNtUlAkD3U2B8OEWzv54+xTCO/ISpyfjNd2B+fPv/WeEGIq9Wki6eDDYy1mfAgIIbgxzphVXWwe3Vp8pmmdx2hB1VrqziKFJtEyMmtE4fvb85LbewWDxFC7jm8cLUn6BuhrD6+TZcu8F+5XTbSmeLT1z7vFB+nCvTMw3Ft2JFpwkKa0ztFZxd7AYB1Y65+ouXtWbH2btvgwYHuNbfFC8U6VRfIFu6e/l2UfxaxqI6tCFHQHAp2znC4bdgcpzoXoNB4CeW8dkGgZXZ4bRyBwazLg5l7GtIwVad7FwOv+rMQFSe08RaLZLRKUUZvJbq3/eZRhGPXGo+cDjuuTlEUVt2vZOFITU5SrtqOq1sLrKOz1IVDWlremJW8dVyACd06XdC6wO8zIddQIvX68Qqs44T8JT2NBzouPfQisGsuqr8p7/WhJlsb03lndIhXsDnzf9Lq3SKgdt3bzd2SfnsRKXFblJ0RskLyo47FTCK5OEsr2YrVg2VoyLbk/rx/br/UEPswNRkcD02nZ4Xz08ArBY30M2ryHzgaMEjREDVaiItMYCFwf5SDg3rTmyjDlzmnJvLJYHxhkGgGsuo7TZccr++Y9My8ftAv3XpHy2j68cVJiXdTWTYpYFRr7K8pvW8e19W3a4sOAbWC1xQvFB+2e/l6WPc+8QHTrLlJFYzWB2ENwb5CwaCxNH1AlKuWTVwYczRtWtaVINcM0MkLjLOHVK4Ne+9Pw9mnFybIE4HDekCaGvWGKUZJp2aJ6IXqcXKMO6EkMw+Pak4pvnZZkRsY+dT7qWfaGCWXruTFJuDqCt05KXj9eUVvHawcFrQ/8yhsnGCkYFQlXxxmTImXZdtyb1tyY5Jf25ovH58ksyHnxc2s9VWNpXSy3H2YGpRTHqxbvoq5qbeKoZfTMWvSVi7lRm3TcZezT+pxuWgadC/YaGzVkUkR906z0zOrIAElgVGis4zGhetazkEWqL9WrSaIgWyJ4/cGCedUxzDR5alBSspdJbAg0ziJkyu3dgt/+JtTWkyUGIQQ7uWaYGawLTKuWVec4qzpSIzkrG6yPfQU7F2jaklu7GR7eE/PyQbM5m3ZDqd6kXzOtGOeaSZ7gQ/i2dVxb36YtPgzYBlZbvHA8rbLIOfvCxn63y17GvORG0TrPMDXYLGw0VUpKtBSMMs31ScbBMPo9jTPDnWnFrOx6NiLj1l6+SetJIdBacHWUMgd2i4Tj0jGyftP+ZllbcqOorKOxl4uqzzMM52/iYRq1ONbFHodGSvaHfSWbdQQRg4LUSHYLQ5bGJs7zVUdhFD7AorYsModSHalSzLqOzgeyS47/s7Ag6wCwsY5VbTmaB2oiu4CIAY+UEhAbhqf1jsN5tUmpnndWfxZWYla13J/XdNZTdVEE3jnPTqYpO08AlJCMC8MkN3jYCNVdCDgXhe7FU1oBCQH3phWT3HBtnFJbz+Gi4SUt+cy1CcNcc7po2R8mHAxTkp4s2ckMk1HCzZ08GqgCte3IlMSI6OVfNo5FHVnH1Cictyxqy9mq5fqkeE/My7tlc16EPYqUgivjPDK9j4wtEc9lQtr6Nm3xQWMbWG3xwvG0yiLn3uHL38bY73bZk2XN4aKh6P2nOuc5WbV0Nrphr0v7l030g9JCcGsnZ3+Y4UOg855JkTApkk0D5fNNktdByCA1eBcnsWGmWXYwrzrGfTVb1Vka6xAishXmETbNh0BrLxeWGyXZGySxPY6Wm32sO7eZPF0IeGIVYNd5ZqXleNFwvGrJtOKA2MvwbNWilWSUaswThM3PyoKsnbSHuUaJlG8B87qlyFKujzOq1rGsO/JeH/b2tOT+rOL6OMf5QAhcYOqexkpAZBk768+lRBNWbcdp2TFIFEUaA81la6mti+lHET3GFo1l1ViOlw03JzmJfpiyXu9XY6MX2I1JtIUYDxJ+YJDRWIsUkkmRYKTkpV3Nrd2c1gbKNgbln7sx4nBlWbUdmdbU1rKoOj59bcS4SBhlmnuzJUUiaVyAztFazzDTLBrLJxJ5wcz0WQOfZ2Vz3o/Gyy+y9H/r27TFB41tYLXF+4b32z39WZd9VJxeJ4qRD9G1OdXMbMuq6QDTs0Sxncv1Scr+IHvmSeh8EGJ97yQO7OSa+/OaqrNIEXsGRh+plFXrerdvuXFaL9vY0HhvYNgfPNlpXQUQMgrtL0yezmOUYFHb3qtJ9Y7UCXfPalZNFEyXreOsbPnEwd4T04DvWucmxKaqvu0C2nga68m0xBhF5xx3pxWrxvLy7oBRYR5Lj44y81RWovNxzKrzkfHpU4iDxNB0npNVQ9V5dgbJJl36YF4jBRwvK3pPUM7KlrKxfOraiL1e2F11luDBuYAPcDDKmPRvB6q3qlg1HVfHGbL/7Moocn1Nq/gK8LkbO+wuW+5Na6ZVS6Ykn7424vbuAK0k18c5b57Ehs0hWOou9hK8NsrYHSQUiX7MzPRZA59nYXPeT4H7izQN3vo2bfFBYXvdbfGxw6MP88vE6SfLOJHkRqG0YJIZrH+ov3lpN3miseSTJqHzQch6ElnVHVJF0XpnY0BwZZRyYxLTh7off1a1zMtYURdCIE00R4sWLeVj63mnyVMrycBoyjamGnUffI3zBIkgyGiLkGrJrd2cmzvFE4/lu9W5CQH3Z9HH6uYk5bT23Dkr+cSVAZ+8MuCs6uhsZEwyExvmBvUwPdquLSCUfCIroUJMp8U06sOAwfoYwM1h03x6jc467p6VGKNj+k9LUiU5W0VLhTxRzMuO41XLTm4QS1jVNgqvU83eIOVk2fSNs+N+di6wO3jYBij0AZ7uq/9uTHI6HzBSXAhcD4Yprx0UzKsOZEx9jjJDniiMlJSdfaru7ml4khVF5z0qPNQUvmiB+2Ws2CBRDDOzsTK5DC8yENtii+eFbWC1xccGT3qYLxr7mDjd+8Db02rT2iTVikmuGabp5sFv+1Th2ivqUdfoRyehdRByf1ZTNjG4mNWWquu4Psm5Mc4Z5THISvpJbd3M+WuHNTYEfBd76nUucLZqsdYzSDSJURcmnScFHZtjUHdICd4LplVH6xyTzPCZayO8gGvDHKUgVYrUKJ6GZ9W0xObMcH2c8QaQJJqbheK2KJjkhiLVzGrLIJMczj2nqxLVe3RpCcNMkWl9gQV7lJXYGIzmijvTwKrtGCQG6z1N50i1ZJwZDoYpbV/NqZXAKMVpZXmlSBnnpq/u84xzw7zqePu0pHOBg2HCXhH1Qa1zHC89V6VgkGiazHG6bElziRaSvZF+qq4nS/SlurXEKF7eH3BvViOJgZgkWi1MMsmqcRgp+lRx2ARA7ybw0UpeEPiv74fMyI2m8Dyet8D9/AtJpiWnZcM3j5eMc8N+n+o9z8C9H+nJLbZ4XtgGVlt8aPCi30YvY5cOFw2NddyYFBfE6WVjOZxV7A9jNZdRsU3Kulqtai0nq5o7ZyWpUphKMso049w8dRIapYY3uiVfO1yx5oGuTzJGmSZPo9D8/L5LKRgXCQejjLp1zGu7MQVtrONwWXOwTDFKcFpFF/G10HuQ6IfdjB85BkZLbkwK2qGjs1F/hRCo3n09MVFIPs71O+p53knTsv6u7c0994cxsLoxyTGJRiAoWxv/7gOnVUvnXLQoSKGxvg8aFJ+5/rAtyfltkr1gfT3xSmCcSo5XHVUT051FqkikRBci6tlUNEX1wTMt2409heqPA4mmbix5ljBMNaPMMOhNRA0xDbjoWwh1wCRLuDHO3pF1eRaMUsPUPN6WJdOKt86q3v+MvoAinuvauXcV+Fx2P5ye0xS+KLuCRwsepmXLsra9SD+yiY8ycB+k/9YWW7xbbAOrLT4UmJYtqy68sLfRJ1WvOeeZlS1VZzfi9GnZ8mBZk5rYs25nEPvT+RB466QkNdFhe1q1BGJbGiHYBGWZUU+chM7KhrOq49ZOxtkhXBmlLBpPvWhYNY6qc/0b+8N9VyKyYcueWVtrhpQU5Frz9cNFTOVIiVHRE+jBLG7/OhAYpZpRqi8cg6ZzHC0cRiuMkKSJYFbaC4zLZc2Jn2Zeet6h/FGWAQKr2kLfxsjoaAlRtpaythwRmFUdv/1gyW5h2B8aFrWltY5JkZAnMYC4jL0IIVDb6IG1ZkDOqo6q7jjuPHkiuTrMeWkvZ5ilMZWGio2bm9gb8eYko+k8RnuUFDgfWLQdr40SjFbIXo+1drpPtcJlgeuTbGOICo+nGd8LntSW5XBRM606MiM3TNzJsqHJHJMseebA52nVnFPXsmoueno9T7uCC1rD3jQ2NfFloe5c7/EVNgwcvD/pyS22eF7YBlZbfChwtGgY9A1rX8Tb6JOq17JEkyeasnHovmfbOr3y0k7BZN30l8hifeN4yTiLAQpBEEQghNjAWCvBybJhp0i4MXm84at1ntOqQ0nJKNGcEYOPsvEoBYO+CvDBImp1xvnDBsijVPOtzmG0xPmwSW0J4XnjrGRvYFAC5rXjm8ctWkiu7aTYEFg2ls4GdnLTt8RJI0vQODrrWXUWCHz22oSXbhYMMxPb3EjBWdU8Uc/zJPPSddB1GcvQuo56GdOg3sdU3PGiBgQTlbA/kDzIo4BeKcFB3/R4mGpsCATxOHtRt5Y3TlfsD1KyQWRA5lVsnXO0bJkUhtYGPJ6684yz3u6iT13K3kHdhcDRoqG10furtY6BMUwyw+my4ZiGItEbZnLN4qRaPcaYQWCYavaKdJPWPX8deOGeyMyeTzFnZt2ySLFsOu6f1ezmmqpvOaSlpBExBXlj/OxNhp9WzZkniknfV/JF2BUEH/2q6tai+zZLed+CSSuBlKB4yPoCWzf1LT5S2F6PW3ygsM4DvPC30adVr+3mCcNcUTaeZRMr7wiBs6rDBRhlmiJVvHVa0vYVbLVWKCVZ1TGF1XQO6zw2wH7fz+1RuBA2qTrr436vWkeRxsbCRsVU1Nmq5Wv3Gg7G6UP/psz0VYJxfQLBMFWcLB3eO6xNSFOBUZqTZcNxVTOtGnaKLPpWKcGs7LDeU7YdUihSI7kyzkjrlrp1jHPF/vBhlWNjPUfzmnFuGOcGKS5qyKzznJaXB12jzFzKMhwMU6aruO9la9Fakyi1adRslefaOKduY2B1fZyRJTraRYTYbPnRcbWWKCmprafuLIu6o+48Z5XFKMV+kdF5x+mqY5wZlo1+zM19UXfcn9fcmEhWraVqY0XhwcAgZPS7mpdRi/Zg4aJey6gNi3O2amIlZn9OZ3VHYx1Xhykv70dz2LaL1YNvnpYorS9l/7wPHC8vTzErEftKXi8yChcD5rqLLwRpLhk+0uvwne4HCKyajiJ5KLDvnCdViv1hurlmn1dq3vuwYT+Xdce86tgpDPiohSPEhuJr5upCr8Ctm/oWHyFsA6stPlCsewWaRx7cz/tt9J2q13YHKW3meP14wbRqUVJxsmzo7MPWJseryAoMsoRV5xF9K46TsmWUe5wLmzfu8zjfViXVkRGYr2Ij4s4GvPA4H4XSZeuY1ZZAiP3lhODBouHqKOWl3ZyvHy6onUcLwWkZmztrqTBaxCbLLppbrqqO1khu7mha57g/b6MAPNG8eVrymWsjBqnGeo8SgmuTjNZGL691sJRoiSfaDkgh2O0nvbUjeu2ebF56WcNngLT3CAO4Ok5RUhP6z4GeNdRUnaNz0W+r7hzzsmVnkNBa/9i4MQUpe1sJz7KJZpoCwTBTaC3QaKyPVhVFGrVIqVaba+u8AD81CjkQDHNJ1XiUig21U61Y1paVsyxry42dbFNccLZqaazjeNFyumrIdAw2F43l7WnFtGw5mUe3/bdPV+yPBwwy/Rgze7KquXtW4V0AHS6kmLUSpFIiAuwUCcNMRzNV59BCPnYPPQneBxZ1x6q20QS1b6W0NsM9n/J7nhPEvO44reI1c22cY2S8pyTggYNBwiDVj9uDwNZNfYuPFLaB1ccQ1vlLDSzf6zi2tw+4bKynrcs6v2FuOudZczzWx4bCUkDXOcrGIgUMUvOujBHPBzSir9zaG3imq/imn2l1IcUxq1vuzhoGqaEYaM6qlmnZYr3HasU4UwzT+HY/TDVnq5Z53XG2bNgvDFpLCqM4nDdY59kpUpZ1x6p1m/SQdR7hIe91Rou6pQuC1/YH5InkZNkBIfZRhAsVX1kSRdXRFEEQnEPJ+DbvXaB1MUCbVh1OwEApWtvRWGg7x8JFa4WjZcPOwGCMJOnZiUGiWbX2QrDU9izcdNUxrTqutzk7hYmGmYi+ETG01iMlm6Br3XNPS7FJ96zPVdO5zd8fzBuQHaerhp0sYVwkaCVjgNl0TCvLYtUyb2Jfv8NlgxExcL01KRj0mjitYjPs+/Ma5wNHi5qjRY130SNMCUHbMzGdi9v8KMuxFuDnRlF1biNgXzU1mZJIKWIwk8Ymy62NqVopBZ2NqbtZ2bBqfWzVIwWrxuGBqrH89uGCumnJgTdOS96atdzeLTgYpUzLjkHvTfUv35yybDvaLmC949okZ5SbTYr52iR6mwUBudH44LEusDfSF0T9T7vnTpYNJ6uWcZGQaMVZGUXyV0YpL+8VL8yhfF51ZMZsrulrk5xBprE2MM4VrWXDVD2aety6qW/xUcI2sPoYwfvAWdlw57TkrOoQwE6e8NJubDHxrELxNaX/1mnJ22cVq9aSp4qXdnJe3h+wW8S37yeta5InLJouppvayNwcLSqClLRdrExa1LHa6l+2jrbX71wfp9zczVFS4gNPFLmvxc1nZfxZV4XpvkQ9MQopBUUiN9+NrEPXWzDEifHKKGPQp7jGmWHkNKvaobUkN5qVsrx1sqJ1njdPVggpyI3EqFhZtj9MCMDBKEULybTuWNSxL17wceI7XtZ0XpJoybyxLMoWoST7g5SjZcMoi3YKq87SWDZaLu9BShjmht+6O0erKLZe9mJvFaDqHG+cViRKUHeeUWoYZSn7o8js5EZxZZRtnNnXwdKa+Sh71igQ28xY77k3rRikipf3C+5Pa44XTRRu9+19Ei0xMv6EEHjjdNUbZ0amrm7dZt8b67g7r3jjeIUEbu8PubUTXeynVccg1RyXDceLhpt7BYUx1NZy76ykc55PXh1v2IumdYxSRaolo9TwYN4gJBsGyzu/0Trt5o+nly+7N0apQfZBWJHGR6VWkYnLdDzH3gdOFw1vHC/pfKBxnl2RMM4MUglWbUdrPbPKQnDkRHautrFljlKCzkdx/evHK6ZVGxtse8vR0nKynHEwStkrEnYLA8SU2P2zjiyV7BXpJsB42v29vudOVg1vn1VoKVEyZWeQMC7M5kVmlJkXZl9gfSB/5LjnRlMGy94w23QFeC+Vp1ts8WHCNrD6GGFWtbx+tGTVuM1EcVa2tM7zqf7B9czjHK+4P6tprSNLNK313DmrsD7wqavxwfykdR0MY8VTdi4tBIJ7pyWVi4GEEvCtsypaIezkZEbzlcMlb5ws+f6X9zkYZU8Uua/FzZEd8SglOOoF4aPMcG2syLTitOw2RpMuhJiS0lFEu05rpUZT25Y0UVzNUt48LaNoHEFjLUjJ9WHCOE9YNq4vV68ZFwmtCxyM0t4QMwqx61ZxXDZoEVOcu4MUhyJ4uHNacrJq+cy1EQeDFNcblTZZDAzX7W2UFLF7MHBlmDHbiZN3oiVeK66MUpQUBA/3ZhVT69gfpoyKaL9we6fgZNlyvGgZ5wbro9ZmnGvqLvo3hRB1R3uDhFRHLRlAoiWJVuChdXFZoyU+hE3Q9amro8h+Wc/+IGVedTEVtgiMMs2NScZ94O60orKCa5Ocqu44XbUcLxsmueaV/QFFonjrpCQIgUT0607wO4FVZalbR6dig+XMaK6OY/sZu+PZGWjeOCmpO09rHYmOvR1f2S/YHz7uHnXZvTGvu+iC7wNXpbg0BXW2ajgpW/JUI1tH2ToOZ7FHYaIVEsGsahikklUdT1qRaJSKNhLexUrJ02WL9YFRauh8rAC8Ok5pbS9Qd45ZZbmxk3N9YqhbS9k5hqnaXPtnq+Yd7zkp2FhBrFOMO0XCIBUvXAj+TjqpZ3FK37qpb/FRwPYa/ZhgXWnU2sAoNxdK9psuBgTPIhSP4zRUnUUIYjpBSVobJ7C68xwtGgLh0nWVjeXN05Lbu0UUK9uosdorEu4u2o1n1K8uKlKjGOUJEJshJ0pSO8eqdexzuTHiuoxcK8GijlocJQSnIeqE8lRRdo5xYch42CJlrdPJjWTZxBSYFPHYeB/YzQ37w4xEK05XLWXrWDaa66OYwmptIDOS0yXMaof3FleAUQKjo0aHEAORRAu8jSnQ/UGGNjEwNb2PUiDQ+ugltK74+sy1EY3zj01MLgRe2i0wUrBoLA8IvKIGIAR5IkmN4M3T2KYl05KdXMdUXID7i5rOxV56o1wjhGBZdzgf2CuinkmrGEhdvZIyzA30TNi0sRwMo5nmsrZ03m+CrlRJHiwbEiVZ1h3Hq4aydVjvmZYNB8OYwutcYJgalIo2DUWiuD8rGWWG/WFK3TmQgpE2nPVO+KmWFCZW+V0dpxSpxjrPPWpSo1AyTtAv7QzQQvJg0XBjkjHKEnYG+kILoPOp7AeL+tLrtWothBDT0VJcSB+vr7XCKPaHCUfzGusDx/OKRW15db9glGtOV4G9wkDP1HXO0zlJ1XZ0PqNINV3Pyg4zzTdPViRKkShBa2PVaaI0PsRllBQMMoNSkrL1mwKQJ93f63vupb2CTCsS3SHOWXgMM4114YULwce54bSKx2Crk9riOxnbwOpjAtc37pVCbHx4IOpiGlzU5zzD26oLgc7F6jZBfHDHcQRt37y3ah0ILl2XD4HGesQj6QYhBS5E5sF6T2fjJKIlNF1svaKkwLqYtvIekI+L3Ndl5FpGW4LMKJz3vU+mQBEF3t5f/G50VjesGosPjqN5S9XGCeuz14bsFumFdETVxSbJPgRWbQwoO2uZNw0BwSAVJEbyYFGxU6QkRYL10WtJS0lLnGACscFw5+LnO7nZMEDnK752Bgl15y4IeKNYuiZRikGmkRIKo7h6MKCzsWrs6jhnUTuMEoyzhHvTmgfLhp1cM1SKylrennXs5IadIqaDzlYNZ6sapRTDNAY566rA8ynD1MRmxsNUbyoeW+dxxLTP8aLmm8crhOivi8by9rQmUwEFCGKlpvVR9J+ZyMZJEc+jlgIJ3J2uWNSWYlphjGJoYj+93ERPr/MVnwLJrGy5O6s5XtZYDwdDz7hQm6Dq0ZSZdZ5lZR9hUGMKcNVYaiXJEk0qBUX6MH3cbYT0UcdVtp5r44zdXHO0bDkrG/aHCZ84GFA7j+mDnVnZ8mBlGfVBYewYGe0TEi0YJtEos2wdhMDeIGPQM1Dn79Hz1y/wxPs7hEDdeZSITNUoi5otrSTOBcrG4UN44QHOODNorbc6qS2+47ENrD4mUCKmUnwIF1Jda/F4op7tbVUJgVECRJwOnA8oJTbibCEgTyLrsqztY+uSPTMU/EUTxeCju7QLsUGwUjCfR7sDIUEIwaLq0DoKutdzx6Ml1+tJ1oVo8riuerMh4L2n9S76DsnHvzvJE6Zly+ECxlnCbg6pkWgtWTQduzqmXLSS5EDWM0w+BGarjrOqQwnJIFXsDnMSBV0XDRCHqcb5gA+BUaKxNqbWjhcNqMggeTxGSF4eFFwZp+DjfqQqGlmuWYj1xFTWFhCMcxMr2YDDrmZZWa5NcoaZ5qBvXvz1BwvuzipcCFwZJnTOc1K1DBPdC6ct1gWUgNPSxkbCoxQxFlwbZ4QAtY3VWnsDw6pxG/Zs3di57JtIGylw3nNnWiGEwPl4fe0UKXXn+dZpyScBFzxl5yDA7sAghNj8KCHQiUIS+O3DBVmikCLhpNff/dAnVUxJcrHi83RVc+ekYtlaEq3YHxiqzvPmSUmiYtpsnfabVxajBUpIFrXlpGzJEsVB3zT5ZNlwsmy4uVMwKQwhsHHf3x2km2utbuOx2xsm9P2YeWlPcX2csVekjAvNmyclzloaoO4s10ZRL2g9HC5qRplhUVl8CCRK4vt7LDeKl/Zy5pXdXN8bJ3v7yLUv4zmSMhZ6rO85IWLQ6oIHVGwu3u9f53zfgPvFBzjxxSTZ6qS2+I7HNrD6mEAryf4g4WzVsKg6XBoDm7KxDFLN3iB55h5j+4OUs1XHrLTMyxajo8A76VmHK6MYgMyr7tJ1HQyTTZ822b9tdz5wcyendZFtGieG3yoXOO+5vpPTOs9Z2bI/0AwShUBcWpZ9fpJNlGBadjF1teronKPpPK8dFH3q8mJpeaxyE7y8W1D11WsBmFUW58tNTz6IYmfnAmerjqqzIOLvRRJF8rJn065PMo4WNV0fwN6cZJSto+4sBbBqLEIH2i6yOUpI5lXL8aphJ08JAl7bL5BCXGDMGuu440ryNNoirNND+8OU42UMEBKlcCHqnMIVsDYwrVtyo6itZ5TEXoVSRkF11VkeLFqujzKMijqto2VNogW39gYXGAYto47N+0DVOc7KlrK1XB2mVF1CqqI1AQIyrUCAtfDybsG0bKABaz217bgyjGxg2Vh28ySmiH2g6bqo0xomNDZgA4xyw97AcFpbDhclNyYDIArNjxc1XztccrSoGSSGvUHC/ijF+bBJd+dGcbRsOFo0LCpL7Xq2yDqWdccbJ0ukhLp1fO1wSWpioUTVuo0z/+mqJdEx0B2lmq8czrlzVlFo3TeIFry6P2BvmFG2lnGW8KmrisIIfvubcH2SszMskIAUniyJJrTXJxmH84pV41jUltRE9upo2eCsY5QlMQ3fOhobK0Bf3R9AiE7tdeuYlg2H88CVYbqxLnj0nlv7pe0U8RgdDJ/dWPR54P3WSW0bN2/xfmMbWH2MMMkTPnFlyNunFWdViyC+Qb60k7+rt9VJHtMbRgrenlaUrSVPolP57f2H5dpPW9ei6TbMC8TWLruDnEUTRcxKSz5zbcS86ehswAnPZ66NuDJOKRL91FTC+vdpGcc6LVv2B4bEZIQQmNYdudEXthUephHbR9psNNZxtGi4Pm65MooGmm+elBwuYtCBiJOvD4GhUlzdycmMIu/bq9zeLbg6Sml7x+m07qjqBAvs5YZ7q5ZZZbk+ztFAFwLfPF7xyQN47eqIuvPMqnYjUpZCsKwt9+c1RkkS3THKDOPMsJMlnC5b7p5WeAGplByMktiXTwnuLxTBeWaNQwvB8aqlbS3DNGFexYbECHDeU7vo/H131nBtnLE/MYwyg++d6fcKw91ZzdGioejPf5YoHiwahplkf2B467REJII0kewUGg/sDRM4g9/x8i7TPohoO8/uIOHmJIv71zgWjcV6wct7A4rM9KlhiRBwvGw4XVh2c4uQgnnZ0rioDTNCkCYa69fBvKHF01hP5wOny4bDeQ1BUGQx7TYrLdOmxRNoXcC6wCDVvLo3YJhrHsxrmjau63TV0lhPkcQ0swzRY8oGT9ILw1WvITK9BUWeaCSO3wb+jdu7aG24P68QnaBsPFVnuTHOubVbxBeG1lHbQN1ZykXUqxltWS0eBkaZNtTW89bZitYFxkXCp6+NuXNWcn/esJM7XtorLr3njJTcmOTf0U2Mt42bt/igsA2sPkaQUrA/jKaG346PlZSC/VHGpEj4ruujJ/pYPW1du7pnXlrFV4iVSVpLdnVKomWsVLwy2vSAkyJ+v3V+0y7mSW+g5z2JOue5uZuTm6hBIrBpY/JoafnajfqsbMnMxZ58RaJYNhYpao6WDcvWslMkUQBcW/YLzyCRzErL/iBhb5CS9+m/G5OM3UF6oRlxqgRffxP+jZd3EPeX3N6NjNPhvGa/SGm8xXoYJgql1AWB/qxqOVm1aBkncSFiKx2IFgYeuL2bo/uUa209nXVkScL+IOXBvIo9EhtLbS3Hy4ZVbTnumZhVZQkicH1cUCh4c1pSNh1Xxim7eUzlFJmOWijnub1XMMz0RtsjhaPtAtdGCV8/XOHo2FXRid15z+2dhBmwP0q4uZdsNELr68M6T5Y4RlkM0qZlyyDVm5TXsrFkRrJoWt44iznpo3nNIFUMM0XTV0gSYNlEvV+srksQIVB2McgaZUlv+tlhA+TKcH2SsztIYvpSS4a5prNRpP7maQUEDgYJRapwPvDGacXBMOFzg5SjRU3ea7TOVi0hcKG1UaLW15NEqXjdVF1MWQ8SjVSwqC3zuuPmJMe0jt2+KrNsLHemFZ+6MuTaJN/4hs2qljeOS27t5hSJpkg0O4OERWUJIfDawYCs36b1PfdxYW+2jZu3+KCwDaw+htD9W/X7Mc7TltFKErR67PNUq9g7zHm0lhtTzrV54LMGg0KK3q9Kb0T2EPUnl5WWayXJTJyspEjRfdPdpvPs9uLz06rbWB6kOlahzUPHaWm5OsnJkw6lJEerhmtCXGDF1imQdQVi3Ma+BD/VdH11V+ctdROY1S1vnVW911T0+LGt5WjRxHYro5STZbuphHswr6mt5dooZ1wkWO/xHoKIabdVE5m6/WHGg3nNW6clVycJA53z1QcLvn64Ypxr9gtDkWjOVjUnS1BCslMkLGvHWblkr0j55NURRoloNZDoC4JpoyT3liWJNnz+xohvnqy4P6toXRR3Hy9aDPDWWcUw8xsWAXis4fNurrg77dBlPI9V6yg7y26uqTsfDUNVdIhfNbHC0fTViEbFZtkPZoFhFt3FV60jUSAFPVsaokVGG7V3RaYZZLGqbtnEY91YhxGCVd0xyBQIQdPFhs9RY+W5MUlQMmdZ277SMDzW2mh9za7b86xaSwighGKUaQaJoW49y8b1DvF6E9y7XpPYuGjGKoVgWrYczRvuzCqUEnhi5Z2Wvclqz7A9es+9l4f+Ry2d9rQm09vGzVu8aGwDqy0+dJBCXGouaWTULD3rA/Fp/QEfLS1fpw3KxhNc4O60JNMy6s+KhCyJ1hDrajjdC+NBUndRlC8RHAyzXs/iCYFNwYBEXJic1nqdWdkwKzuOZw2qF317H9NtuZYo4MG8Zic3nC5rTlYd92dR7DzOdRSStw7nYrXlODPsDKIIf1HbzYQsZeCgyOlsZOD2hxl7w5TOBk5WDbtpwq1JR2mjh9JEK05Xsd/dD7yyy7hIuDutmGQpsu+td32cxQCsbBkX0YrBhUDTOurGc2Mni87hmeZbpxWCQFlbZnXHAfDG8Yqbu9G+YY01w5DoGLykWvPKXsHrRyvensb+eeNMU1nHzd2CQWawPgY5rXM4B1dHCccrwdunJbO647uuDnl5f0ChFd88XnG6ajFSsmxbTpeBed2RJ4pCQaoUuq8hTaXASghKxipQBbd2CgaZjqxZEoP82kYn9GGqSZSg6SRGR0f7y1JOV0Yp06q383CenSJWIzY2VgFmOjrFj88Fqz4E8iTamngPy7bjZNkSRGCcxC0+WbY4Hxhlhta5d22fcFnw9FFNpz2tyfS2cfMWLxrba2uLDx1mVbsxl4yNdaN31Wv7767dxjv1BzwfoK3TBloJbkxyfuPejDunLcNMc5In7A4Mn7s+pnHRSHRdst7J2PhX99Vae4OExKhoFLmoo6ZKRV1QgI1jfN4/7+8vaoL3HJUNuVacVQ3CQ5Eobu4NmNYW3xt4Hi7qGNRU0Wuq854rw5Trk4yyceyHBClhumpZ9uxNZhSrtqOqYzB5dTfdBDJGC+6clORGoVLFa/tjpnXDqunbzog4Me32nlLOx/6FIcTUmpCC3SLhzmnJ/VmF7YO7urPRh0nHisk00XzX1SHzsuO3VnP2srjz92Y1pYUbkxQjJMg4ft25TVBonUci+cSVEdb7jcbqdNWiRV+wIGMl5oPjmlXdcWWcoQQMEslnb+xye2+IVpJp2VJ3kZm6Ms5wM0/TdewXKVkmGKcJQgi0jjYLQqzNPAVV6xhlmixRKBGvI0n0PVvVHSfL6IN1XlQunxDU7BQJozxWfFadxXsRm3BLye4wYZgqzqqOVdsxSGLg6Hxs7t06qDrLtOxABBSCG7uxIOJkUXPnbMnuIENJsSl6eCc8LXj6qKbT3s1L1RZbPG9sA6stPlTYmC4mmmygNums1jmkeMj+PCuepceY7SsOm86xqANvni25P6sxRhCCwIvA2aql7Bx7g5QHiwYloi7mrGxZNZa9QcJOYSiMYl51HM5rEi0ZJJpp1XJvWnFjkrNTJJRNx28ezQB4MGtYNYFCClrbcbrs6KznU1eGjNNoCrmsWw7nDbf2CgaJoXWB6dmKGztFL5aOE8j+IMEHz5unFZmRm1QmIQrGy9azO4BUSerWcnfaceesYlk3tNZRGMUwS5EiCsGLROFt4HRZ45ygdY7DeU2RKPaG0VQ1N4oikZyuOlIdA7lRqjktW07LhlFfmZYoyaK1hLC25ogpX0Lg7lmNFJLdQUJnHWdltwkKy+D51knJZ66PuTHJo0N+iJWjs7pjZxDPY2sdbRebEWshcBK0VoyyZKPbWtRdTK8ZRaaixUKsPvQMjObWTk6eaBrryUxM9c5rCx5GmWZWW944XiIQsaJuGD3H9gaG09KipbggKj9fcHAerXWkScK1ccaDRYORAiEFoXd5vzXJmZQt3zhexW1LNcNUoaSmSBTWwaq1DBPNuNBY6/na/QXfPC6x3vHJA8+rVwaxofcTtuE8nhQ8We9ZNU9utP1hTqe9m5eqLbZ43tgGVlt8qPAoha+lBNk7SL8HCv9JPcas83TWb/qTRbsAjxKwrB1XxhmC6L/02v4oBhWzhmvDjEQJ7p7VNL3x6M1xShsCZ2W3ER8nUrI/jJYFrfUMUsODec2s7ngwq3jzZMEngKZ1nKy62Bg5i4GZSCRCBBrrSM3DZs+fMibaOfT95abLmD5UxIlk1rdgwXu8FaxCR6ofNlmurcOFQNna2I6mZ5cIkmXluHNSMikMRilSHSsKT7uOt89qPnFlyBDF/XlD6xwv+XxjGzHKDDdyQ6Ie+otZ73n9wZKdwnCyanEusiLeO5zrReh1ixdRmJ1oyTiNwUuWPCwcgIeTIiKm6gD2Bglvna24NytpbeDtsxIXAq/uD7gxyeO1oySzKgZf6+tK9n5uO4OEV2wBoaBxjt3c4BC0ncf5wKeujtgrUs7Klm8eLzlZtlSdZVlb5k3HtNLkieLTV0estGRUJJv91zKybueDD+8D0zK2kLlzVpEmllGmORjEVkidj0zKJFcbc929wrBsHIKY3tspIovUWocXASMEnQ+8eVayah3XJvF6WzOmkzy8YwB0Xou0Tm+vA8TpyuL7dZ/HRyWd9p3UuPmjpnH7uOPDfF9s8THEi6Lw16LddQPp82mP1AhWtUVr2ZuJwjg1tNbhgkAKQaYj83RWx55rN3YyPHC6qnkwt+zk0eNqUXccL1s+dWXAOIt93zrnma4a3jor2SkS7s3qTRrrzrTECRk1SkDbOurWR2bKBqrW8mDZRldyFQPFTMbmybOypUgUiZGM8wQlou/Ug0VDkWquDFPyRDLODG1//IIPzKqOg2FKqiVvHC85XNSsuo66swy9imp3Ebi9U/Dy/gDrozM9InB7N6exljePy8hqaUltPUpJZAZVGSfq02XD4aJGSxgYzXHbcLSomZUtb3vPD+UwW7WkvYeT8zHFWnUO1Tvahz4VuFckdL1b/rpHYpYoCq2YlrE9i1aSvcxs3O13ioTdXhdWNo5URyf+uu89uW6/0zrH2CRcGWcg2DQjXns7jRLN8aLhV+9MOSk7UiW4Ock4GKVUnY/Gs4HHCiQeDT5mVctRz54UicYLwfGy5eoo5dZuvqmcLRvL6SoGOrd2B5f2BMwSzdVhyr1ZxfEyMqlKCVKp2B3E5s9l45mVLalRTw2AXIj2ItbFgHt9TxSJRoh4vX1U02nfCY2bP6oat487toHVFh8qvGgK/7K0x/Giiz5ULiD65sjzqkUIQW6ipqfqLEZEE8vEKFrrOVu13J9HHVXnNbfGCVdGKVqJja/Vui3KG6clg1QzSA2BGtdbdK9aR5IoholhXnXEFoKBZeu4P695aZIzSDVGCsrGbSoSOxvbEGkF495Uc1q2VH2J/rJx2BA2zX3Tvsed6FvIxAo7yzAz7FnHMFO8HQSrxkGwDHPDvLaMC8ON3YLr45SytRzOa6ou6oNsa/nmWcvXHizIEkmuNVpLroxTpmXsoVeksQpRyShWbx2bnnl3zioWXeC7b024Mk5RSqBkbM4cpCCVgmuTjGGmOSstrYttjTrno+YpT7iRa6QQHPaeXgDL2jJMNbmJDamliK12hqmmVbEhs0CQKMHJsmO4E/skds7jQ+Bg+PA6e2ta8q2TFRC4vZehUKy62L8x7W0wjBZUva5szVidDz7Os0IQJ/y1a/y0jC11Vr3p59G8ZlxETzJ5SU/A9XatbUzuTit83+cvT2P7munKsuoslbXkqUZcbHJwAUoIqiYavI5yE6txvefBvN74ip2W3XO9F78d9uW9fPej3Lj5o6px+7jjo3q9bfEdjBdF4T+pBDs2BxYM0qhfkRLunlXkiWQ3T7k3rRDAJ64MUEpSt1EHJETU+qgA92c1u4Xhxk7B1WHGnWlJ2VpSrTZO2dfGmlRLjBRU7XpfNSsbmDexostIgUk148ywX8Tqrs45rIutUChjC6Gm81wfZ+TGxNYwTUw1pb0xqVo0mwl+WVluXIueYutGvmsmZKcwTKuuZ6liOX+hNTcnOXmqeeusjM2rjeSts5KzsqNuLI31/PbhAh8CkzxhWbfca5reIkDinEcbjRCSVWNZdo7P3ZzwraMF9+dxpr+6k4GILutpX3mXasl4YKLvmIgWCoVRvRBbbq6H/UHCrLdUEAjGmWZa2mjU6Txla/EBXt4rNoyFCFGbtL6uRplhlGkI4tLrrG4tb88qpBAUmdmwgroRnFUtw1RTdQ7nBffndWxArRW5kRgtuT6OrFdjHdbH/ogQvb+0fmhLsWoVo97iwQPzMqZwd4q4HZel3qSMFai39yxKSrz3HC/b2PZJgQyxWiIGbfFl4MlByeWRlwjxXtRKPpd78TK2+FnZl48jc7O1jPjoYhtYbfGhw4ui8J9Ugp0bTZGq2CRXOK6PcxIlOS07AlE79emrBbcmOfeXDaer2DJGEg0556XFi8Abp2WcXI3k2jA6iK9aS5FqPrE/iF5DAXYHGtt14GJj2qGQHM6b6ItkILjAIIk9Cp2H/SIjSaLuJbYOil5Tk9Rw52RFZT1Fqqg6x9VhRpYodocJB6OE4AWNdYyLOAFJ4oT01mnJg3mDtY7FquHuvKZsLcPEMMw0XYBCCCZ5wttnNXXvNN5Zz6LxdK6jdZ480RgdTUpHiQERmJaWl3YzisTQdLFKru19n3ZHKZkRsIS9QUppYZJFywjdBW7uZrgQTUCtCyR9b8hbOwU+RHG3kTE9e39WcTRvepNUMCqej7Vz+sEw2Uy86wddYtSlervLrrPOx3EmueFo2dD27WCaznI8b8HDqu6YFEnfJDnahFQtvHKuglWEGCzNygqA+/OKySCyRXXjz7XxeWgbsWbdtJJPTL1pFYOcs1XD6crSOY8T0eqiSA3fdW3IwShjuuo2QvRHgxIXAnmqSbSi7FtEaRX7QyolCILndi/O647Tym3Yl6qz3DmrsN5zZZQ/9bsfR+Zmaxnx0cX2vGzxocXzpvCDD31vOxubJ/vITlkX2CtSMi15/XhJYhSfvDbm0zJgHSwqS9UF7i9rnAusGosSUHaOZWWpOsvBKMX7KKLeKQyfujpilBnKJjZYrouYnjNasD/coVAC7kUX7twkfO+tjGVrqdvYNPeVvQIhYvNpGzwv7eQIIVnUHU3nIsORSmQpcd6xqiyt89x1FTt5wqsHAzIdK/IyrS5MypM84TiJQnoRAtpEG4Gys6g+aLE2EALc3i/45oMFIYBAYl1gd6BZNbBqahIlAYGQiv1CY3u/pXEeg6rGWfaLmI5b1C2j1LCfa8IyGqGGoFh1lrOq46WdnCzRGCUZZjqamxL7252VLVX3MDAIIVbzdc5jerPVRW1xLkSdkRQxWKvax1iN89fV01JLRkahe2piAcDZqmVexeIEIQIiBJRWsclxbxa6WySxmjL06WMpeXtacme6Ylm2DIhB1rKNbYHyVG2c0bWUjDLNg4Vj5eL5tD48MfXm++s51YrOxheAcWq4tV/w0m7O/ig2z74/q1i28Zw8GpSMMkOiJEILxoW5cE8Q2Fw3z+NenFcdmTEkWsY+onVkweZlByF2ariMffq4Mjdby4iPLraB1Rbf8TifRpjXHW9PK1IlGeXR1DLRIla9ZYZ5E9N3RseWIydNyyDT2N7ws7Ee6xxvnrXRaFILro1TtFQEGXpzS0Wuo5B9VnWbJsWpEoCi7hw7g5Ql8GPfe5OTumPVBo6XDYWOjayXjeNw0ZAYycEgITeaVeuQUrJqO4SI23IwSpkUhrNVR1t1/YQYSI28tEk1RO2XUYrPXhvxrZMViY79+FrnaTvL/tDw0k7GZJCihGAyyLgxiQxGax21jc2sG+spOxutMZJo6jlbtjF4baP3WGc9t3cGXJ8I7s/quAF95unOac3eMKNqHONMY73ndNlwbZJvqkHrzlG1btO7b810vHFSsj8wTAYJy9rSed9XOlp2BkOKRD+V1Xin1JJ10afr1iTjZNlipOBgmPDWcYn3gUlqePXKEK2i+37VOnYLw7KJzuunZdf/33J/2rA7TNlJFWdHMK0so0Kym0em6/zEGQPSyFi11pP12rjLUm+zquV41bI3TJnkpm+/43h5f8D+MO7vqumoWsuk718Jjwcla01jhnqhtgTWB3IVg6qTZUtqJMPUsGw6DheRebyMffq4Mjdby4iPLr4Tr8cttriA82mEXCukEMyqGJzEUnKxeTtfi6OFFCxqS2riw0uJ6I5ddY4uwDA1CGJ6zjpPogUv7Q2Y5AlV5zhaNiwayyDVXO1b0pwuW1IBN8Y5RZLxL34bkDDKEkap4NYkZVrFCXWQpQQhaDrHvGz59doxyRKsdbSdZ1bFUviDYcYgjQ2K80QyTBXL1jNbdQwzfemkvJ6odocJx4uGQRoF0q/sFTyY1ewPU7yIfktSEIOsImFWWfJUxT53jcUIhXOx191QKs5WLa313JokCCSJClwfpby8X7CbJ7w1XfFb9+Z87e0Z3wUcDNKN2H+YJ+SJ4t68JksUw9TQudiGhxCDqnVgkKhoDdB0gYOhjqJ06/A+YL3atBp6GqvxpNSS9wEpxSbgElLw2kHO4bThpOzIM8PN/ZxECYxRvH1W0nSxiGC3iEFeCAEpFE1rWdSWZduxUxh2BilnwM2dDKFi+5xxrplVsRH5euJMjeLGTvZQ03XJBPoYi2MUL+0W3JtWTMtobBtCZFWzRJGbi4/680HJ+2VLoGUU+a/vq1QrGusYJLr3f7ucffo4MzffSZYRHydsA6stPpR4Xr4tF3x6lKCynps7Oa4f/+YkByGYV7HqbLqKDY4TLems79Mjgf1hbKK8KDsGafQfunNa4Yhu4Vmv03qwqKOpJNGIU8nYvubaOGeYxFTZ7d2c2SqyNw8WDUppAiBCiBoqrVBSsj9IOZpXnJaegZEYCZ0AZGBWxsBt1cR1ddZjjGBZK3zw7OaG8ARR8maisoFxkfAJLTleNiSjjEJrfIDjZcvB1YTP3xwzzDTHy5Zhqli10RtqUhj+nc/tUzaew0VDqiX7A8Onh0Ou7eYYqZjkmjyJPf3OaAhBMM4MSSLBws1JRlAxhdZ1jqOmIwR460SwMzDsFSl7g4R5bTcVfxBTVetWMi7EVNg6WMzMQy8tuJzVeFpq6c60wii5Ycc65xmkCd//ao4Rivvzmspa3jqtqVqH6qsJV7WjaTzTqmWUGV65klFZS20dnYV704rcFABRz2Sj0e1ekUYj0ksmzqeJsh9lcazzZDqK+s/KjmVtGSSaa6OURWOfGpS8X7YE49xwf9FFLV9qaKyj6Rz7w5Qs0U9knz7OzM13gmXExxHbwGqLDxXeS/XP04Kw8xOQ8wHXT75aSqouNqn1LvDV+zMa7xknphcVO47KhkDglf0BwQfenlW8Na3IE8XNSc6rVwacLFu0Eizrjt94e87xomGcRUF3NoppJOc8w7w3iuy39e40Cpkzo0iM2aTBWuv43MEAIxU2REuFWRUNIYOAmzs5R/Oat85qBqlkVVuWjcUFSBVUXUwfpUYDGZ2LwdX5FMt6oro3q2mti6mrVcPdWc0ojT0IP38w5IuvHbAzzLDWs6wtp4sWKeL5GGeaG5MCrQRaxmDhrIwsmUBcsB34+uGczgW0kpwuW4apgRLKzjM2kkXd8nZ/XK+NUpSEsrZcHabs5Al1r6VaBwZaxlYyVWuxNra5sX0rmUybCw2hL2M1npRaEsC0bLm5UzwWcLUdXNlNCCLwa2835Fpy+v9n709jLlvT+y74d09r2tMz1lPDqTO0u92D246HiNjvoDcQE0uvvyD8gQ8IrBAiObIRxBKESBAxJIAiQYwUIzNDJFACiE8xgnQ6siCkkSObDK/bPZ2pTk3PuMc13tP74d7Pc6rO0Gfo0+eUTz+XVKqqPa6991rrvtZ1/a/fv+4xOlUJL1ygdhZlEpOsMGmSbt5YFJFvn3RIAhnw+sUGrQ2fvzkmM+pKUH/Jssq1Qm4nN21IWi5j1FP792Vy3Nu0j6y7dLwkr0DF3d1EkddKouv+HZOSvVFarNliHL7fWIJpYUDKpDHrLaNMsz/On+KsvVv16Qe9cvMHGRnxgxjXv9V1PFNxvuk4XveJgfQ96mTg6TaCVqnVl8yT032reuD3Hq34+sMF++Oco0nOwbRklCuKLE2otdZTb6tQWgoKLVk0lr2R4eas4LWzZIHjt55uZ5ue83rgaNxzOMs5W8P+pACSUW/bOc7q9JkuF1ElkxXMG82QbExGBhxMcsNupQnA4TgjN4a5towLxTjTtDa15wbrOd8M7E8KciN5OO/YdJZbs4JCq7e1WC4XpLNVxz94Y0E7eKaVpjAS6yNGSOJ2kVv3ltYG9scZR7pAwhbCmfQ5l3YsvUs6tMv2KcDjRcMb85bnpgWlVhATBHMfWHeWzGguNgPH657ndkt2qxzrIw83LavO8vlbM5R406j5MjEwWnJnt8DFhJkwUnJ3t8Juxd5vrWpA0hs9uU+8lT11ldiYp5PzJ6te49ywUxoaIci0QAZBOSrItEIirl5j0aSK2CTTzNuededpek8GOBfZHakrSGwI8UqP50LSyG06y6K1LDuHtZ6DSZEE6eP8CoEwKw3fOdlQ92nyVIrkOehUYpU9ybyCN5MSJRLDa906lq37yNAF71VlllKk6b/I1TFeZJrhfVSfPs2Vm2uq+qcvrhOr63gmIoTI6brlm4/XBKDLFJMQ01UuH0wnA28mYU+2EQoUo0xxvEptuMJIvn1S8+3jFZBQCPcXPfXgefFgTJUZYowsmwEpU3vohf2K3gUQkVXn2KkMSkpuzwreWDQolaavEILX5zXnTc/t7YRWbz394OgGz9l6oCKBSKdVSq6kklSZpreBuktGy/M6Te8pKThZD4wyT91bJrnmxYOKZghoLXg076j79O+kMUoL6/E6sa1u75ZPHexSJq/D3ifadp5JFAqFpMglNkYu6oFcSe6d12x6j962NidFYlU9XnWs+zcTzoQaSIlFDJHjdcvvPVqyaS0xRgo9sOkti2bgLnCy6Xm8tjxetRRG0fWGNxY13idLlxCS3kxsfysiV4lBsSWpL5qBde+Z5IrdKkNvYa6dFRRacTDKcCHwew8WzFuLIFVOYgzMG4fR8oo9JSXslIb4lg7qk1UvpQR7o4xxppBaILY6rPvzJk0itoKHi5bSpIEHqQRaKW7vJE0VkNqrZcGm98yqVG16cj9+5XTNt45XzAqDkhqlJI+WLVoJtgVIdkfJpihTglYmU2yjxRVVftU6SqMQUqDE00nJqhm42CZ+xTYB/V7QBR+0yry/pdp/mOrTp6ly84PI5vpBiU/LPnodf8Bj1Vkery2BJAyPRM43b46EfxCdzFuTsFmZJaPl1oKAvSrDx8BFnUyPtZJMi3T1nHwDHaN1z9FUcDgpECLZkBidOFDzZmBeDyx7y8hoZqWhHlwSbGtFbhR7VcbFusd6z7pNHn6TQrPu0xj9bmXoSZRxHwTjKqPpHbdmBeNcJbuSuuds3VMYyeG4oHOB+/OWwXs+f3PKjUnJ8brb2r0kHzwjU/KjhGCcGxbtQN17YngzW7i8Qj5etjxa9OyOMkbZFqIJjDJFZwPN4DledzxcduxU5oq1dL4ZkCKy6T1Vpq8m21rryZRg0QzcP685rQc2ncMF6G0yg+4Gx+mqhynkStDZpDXKpWQIyY/xxrRACcG86ekGl6p9EY6mOT5GFnVKDHqXtrEwkrb39K7D+kBpkvh9uvXde+20TqDRPO099+cNvQvcnBVkKmm12sHxwn7FtDScbRK99d20PLPScOICI6N4uOhorWfVJX2YEoCInK477LbdWBjJ5w7H5Armj2BvXCCkohnSBOGT+3E3OOb1wLTIaG3gYCIpTZqcW9aWG+P8av/2MeJiREtFiDFBXkm+mqfrjs77q+rc5YINifb/vaAL3lph+aCMqU9z9emDxA8im+sHJa4Tq+t4JmLVWqpc0TtNJF6Z8G46l2jkT+gv3HYR7114V4PYfitsvqRt14PfLnyCg92CTEmW7ZzWO6SUtEOg8wPTwqAVnKw7poVhrzL0PiTfNCFYtZZmSLoWJQWzUqFUYiiNcsVgkwB9cH7rIxcRQhBiZNk6iq3nXpVJetL7zDeOu4cV+6OETuhdZFZluAA7VUY3eLRWHBQZs9JAgN0yI5ASvkeLls56KpMSAR8ie6OMYWubM8pT5eLJK+TeBV6/qFk0PevecxrTuHumBHWvmFUZ627gdBNZbatncZSSXicD9xctN8YFVf70BN6iGYgRRoWhKgy/98Cxalt6GygyRdt7LmU0ZabYnxVoLTheDSxaT8TxcF6TGU2hFW9cNBittr+XZdlZvvl4RTN4nEsGwQeTDEfkdNFRaMm8GditAo9XLVoI1Batkeukswu8aTd0NN3a/LiAFJJJbra/87tXUy7//fq5o3MOBNyeVUQip+ueTCmKXDHJM8o8mUx7oMw08+1rXFbBgKdF6CEyhEhpNOuuv9rnc61ZdgOIZMDtt+3CVWvJjWKSm6ukNwSP2+4jxVva6VWu3/J+gRBAbG1/vhu64J0qLKNcsW7dd03U3i0+TdWnDxo/qGyuH5T4Qd2vr+MZC7et6Lgicr6tGAgEm8GSG8mdnWTWe2mJcemr1jvP4RNgwd566t7xaMtMqrs07XcwKZgUaYT/orZIEan7NJUUPTTWMbSRvncYrSmM4IW9kqNZeXVluWwGlp1DyQSPnFaG2ga0TImTFIIyE7TWc3+R7F8mhcKo1H48XXdMy/Q5VHSUQKE0tQtsOs/z+5LzTU/rAkqkBGF/lLE3zokBDifJT6+zifvU24hWgoNJjhbw+qImepkmGn3AB8GtWcHBKFWAnrxCznXCAVw0lqZ3jHKDkJFlZzlZB14CfCjQUnJrUnDeDByvOvw4XlnNTA+SULxzDucgxMCiGTgYF5SZpt5O+Y3yjBgi3eC5P2+uvAK1lOQCRrlGiJ5MCwYXOKstL+6NuLtXgkyE9dJIfExGwW2fxNarPlXzTtYdF+ueZTtsfzvNbpmhpeD185rDaUIXhBhZND0XG4sLDikF40Inw+UsJeTfjTR+WamJIU2Clpnmy3d2yYxAIgkEXj9t2Ntyx0aFJlOK03XL6brnsFJX+6iNghuTNBH4JEpAS0G21X8ZJZK4HOido5ASYsRIRQyRekgTdakqmET8TXTcX3R84eaE0TapeXLBLs0WVeE8gwsJqro1u568h6/ged3xeNlT5W/qHx8ve6wP3Jw9TU5/Upd2nR68PX5Q2Vw/KHH9213HMxNJhKuAjE3v2PQWLQRH24rBk4nBpEggxUfb6bqDcZEMlTc9ENmpMgRwPLiETSiTXcilN+DjeU+lJSEIEIFZlbFqBxat5c5M8RN39/js0RQpk62LC4FvPUpTgrnSjEf6apop+MgL+yVt71kPw9aPL3nFZUoiReRsPdC75JWWaYm3nueAg0nGKKST7D+4t8KFyE6VM84lg0uJyK1ZSZElflSMkCvFwbjA+XBl8cKNCeWDpBmDSIiCg5Fhr8rYGaUF9rxOU31aJQG/izCtDEIkNpSLqXohBYmBNa1Yd45I5EhL5nWCos62PoZCwqunK07XNgE6bQACt3YL6FMVb1ppRBs5bwe8TSTx3e2CnyvFw2XPKJe8sDuiLBTdEJACZqMMo5NtkAuBee3TZw6RKtcJnTH4VLmsHd883mC0ZG8syLVk2Sb9W77lIx2M/bZK4EBEtJBkSrJoBjKdqgaClDxdJlOXJ8fLSs28TvtH0yfj5Xrw3JqWjIuULA8uLYw7VaosDj5VL2dVhpFJawVAhOlWbO58eBoloBW7o+xKY9UNgXZwdNZzd6/CxcjUiKuFea/K0TJBN7vokVEw2pp6Dy5cCfMvF2yxbQt+52R91R4VIlXQ+id8BZ+MECLnm+5K/9i7dAE0LQ1Vrng8t3SDu0rk4Gld2ls1a9fxg83m+kGI68TqOj7RCFvtT9M7ztue0ij2RmlhypTk5izncFK+Y+n8cJom7TatI9c2Xe0rwbTKKUyCD6qtqfGmd4wLnUyThaR1nsxIPn9rzP2LlsEFZmWyI3nuoOILd6ZXC4yUgmmZcTDNyXRakC+rGAZJ4x3P7Y6Y5obXzmu+dbKhyDRH45wyV5zXA6G3dNbhfPKyq5TgOeAfPVwCCmKkdZ4fOhxRD5b7855uSHTz41XHF46mHIwyfISDcfbUFNmlcHxUZHzplkrEcx+37afUJjrbdNyfN+RKYVpJriVaCAgCLSRGCUQQ7FUZN6YZB5MitWMLtpRsxY1pwaIZkCoNFfzDN+acbSw3pznjwtBbx7JxnCw6ZlWO9SFNuPWeUkpiJvnMoWKx1c4dTHLW1hOj4NZuiZaROvO8kFf4KFi3NlV9omTeDTxctoQIs0Kx6jxGCe5d1NS9wxOolEIgcDESSdZDe1XOuh+42PSppUvCQ9iYROy50Vu/QSiN4hG8TUR8mdD3ztP0DqkE3RAYtr+NlIKdKkPKtDBGUtKhlcS5yEXT4426qqqeb1raZYeLkEnBrZ2CvdLQ2GQefWtaMs4Uqy5Z/QQfOZoWjLZejavOsemTdm+DxcXU2hSAUhEt4eGqodD6atgg0/JqwU6id4XVqVVtpEyi962g/J2GRI7X/Vv0j6mqPCkMRS5prEcp+Y66NLutUF7Hm/GDzOb6QYjrxOo6PtFYdWkEPnnfZUn4vGg4GhfcfcLI9p1K51KIlAAYy+2dEpns9670WZdXhSEm77MQAAk+Jn1UCPD87pjdKmfRDDSDTwT13RHT4ukJJSVSJUS8RWjbWkcMiYF0tFMxLg2F0SzaIRkUK0ndO1yuyYzEWsfL5w1tCFCl6TknAlqkEfl5Yzld9wihKDNJbtL03f285sYs56WDMSFETjZvil67wfH6Rc3+KOf27uhKNzN4jxSSeZOMo42SKCUQIuEABu8JIVBkmv3x1jCYwE6VURmFjyFNOJJMkVvrCT6SFYpZmXPvomWUKTaDI9OKF/bHrEaWNxbJqmZapIQuV4LM6EQkR6JCBA+b3mJUSupu7+TkRnGxHhAq2frslhkRQSQy6hOqYdlaZqVGK1i3A4vabhlIySooN0mTd7zsmFWGzx6OuTHNGWzg5bMNhVbc2qmYZgohk/fhsh3YqQzTKku+e2/x0lu2FiMFaxfIdEqqlRB4wIc0ZJGbxGdatD0+pCrR3iij956TVcetWclOmU63/7+HS27vTTmcFHTO8Z2TDT98NOHu3uiJ9uPkKY7VsrWc1QOTXF/ppuZ1z7x13NopKIymc8nUWEuZ9kmREq5Hi5ZRrvjsjQlaSfroGRWa3VEGgqsKnQ/xXYdEKqPoMvW0/rF3aJUgp+Nc0QzhB5Ix9WHjB53N9WmO68TqOj6xcD6walNiVeaaiU4Tds3gkEIwKcw78qjeWjovtKI0l/DIJ/QqSjIpDI8WLZmWV4a+zkee2y24P29pnGNaZmRaXmmX9kbFU6TvyyiM5KJOV+pKCi42PWf1wE5peLxKVY5Rpplt22SX2pfORVwIWBtAKnbKjJNFA8BsZFh3kcF5pqXG+9TGmxQpsTFScmNcYKRKOp1phrU8VbnTWqKkpHPhSmuDTNu47iyd98m2RiYNV/pukqi/yDSlUQkbIRSrrsd5uDHJafpUaUgVDIEWgnGmmY0Mg01+hAfj0ZVIPjeSQ1UwuEAMMC01VW54cX/CpFC8clazaBwv3RjDI/j8zQkXbUAS+czBmNxo9kY9j5c9R7Mc5xOOYtM7pILzusfHwOvnPWWmqTLNi/sjTusOgmS30gwhMoTAqrPsVJpcK45mqdozLjUSmGw5UC4kkr71nps7JdXWDPlJTVKmJS4kndCisduKFMjtPnk4zbloLG+c1fQ+8ML+CC0ky85y76ImxsjtnYrDaUHbp2Rtp8qRQiAFTIuM4COvnTccjnPG2wnW3iW8RaYF53XHq2c1Ybu/T7YXGEYrxlnajsF7tJCMCsPIaPYnGe0QsCElg5lWjC4/3/ZYipCGKZ44lt4dpqqZhMjJqmNwYcsB82RKJv7YKL/mMX3AuJ6O/PTGdWJ1HZ9YXJ60nwytJKP87XiF91s6f+tjsq09Sa5kYv1srwoneTJgfvU8eb2Ncs1ulWG0ZFrqq9d7chJq8AHrAgs/MHhP3XkOxhl7Vc7gPA8W7VYPZmgHz7jQrJvU/ls1liqXVMYgR3CxStvY9p6IxCjF7UnG/UWHEpIqU/Q2VRxmVWIina4H/uG9FaNc89mjydV3dllN66y/qspBWiglYmu6nL4LSAlfYmoFbkwyehd57WRDQDAbKQSRRWPROlVhilyyV+XcmObcXzScrQcGl4ylV53FKEXbDww+UG1REy/sl0RKpIRN5+ldRCDYrVLlLpImGm2MDC6Z8CKGVPmbZJRa8/Jis4VpZqgIjzY9p8uBi6bn7l5FZVTy84sCodJCdXtasOgGFGn4wYXAsrOse5vsZ7Z6NiEizidcwajQ7+ql53wghMiiG1h2lmIrWm8Hz2YYyNokKG99pDDpdxxlmnGpqTvD43XPzihpsFxCfqXPHRIpft0NzDcDy96zP8qYFD0xQuBNNtiqc2/DkAxFGhyYlEkEr5TE+0Rej0TGhWFWbsXvMU38bWkMH6gN9SThPYaI9ZGLuqNznp080eMvKyw/yFN+30tcf2+fvrj+Pa/jE4vLk/ZboxscYTt99WS8n9L5Oz3mszfGjDJN3LY95HZCTinJTmVoeocgUc53Ruap13tSMD/OzdbXzSKi4Pm9ijLTrDrLuksYhmUz8NmjMTcmeYJqCsHd/RHjLNnMLLsk8n3+IIc+bc+0yvAhgpSEAJvB4olMSsP+yOBiqqLsVoZxoXk075iVmtu7IyCdmMssaasG76+MpC9tS+rep8qeUexUGeNc47ynzA1HOyWrxl4hFbyFLgbWveVONWKvSvqZcf4m/iI3immZURnJ774+R8qU2J2uBwKB//dnDylMwgP0Q+DBoiWEpOfZKQ2D8xig6T1t75m3Di1SWxMpWGwn1QSRw0mqLs1ry/44R5NwTVJC63yipEuBUYKLxlHkmr2y4M5UIKSkMAl3sOos6yZN2u2OM2ZVRq7Uu3rp9c7TdI5TEiD25dMNZquZakkTdU3n+MZqwY/c2Unehdbz+4+WzMqMnSojVwJBpLchTf9tz7bN4KiKnMerluP1QL8lxZ+tOx4sAnd2Kw7GxVWLd6fMqLKnMSTt4LH+sqqVqrNOhi3eg6cE+J31b6tEvd821FsJ7+NCU2aSdWeZbqcer2GW13EdT8d1YnUdn1joS0o5aQQ9Irloes43fTJsXXVPiYjfT+n8/TxmvvVOK4ziud0RrXU0vWdcqqfAfO/GmhlcYF4P3JhKVp3damxS4rXpLSerged2S+7slvhYMKsMv49glGumZar0KEroITOphQiRs41lZ2w4FAapEhNr06VFd1TKBPLMDZvecboZmFZprP+yhfPSfoUU8m0LpZbDU9WJ3noa63lxv2TVJjTFtDSEGHm46Lgzy9FKse4s5SSnMklI7UISZTd9Amr21mNdZN4OHE5yRrlgmmdctJZXz9epdRaS0fW6tdxb1BAFP3xUcPYQooise48PcFoPrM8Hnt+ruDEtaQfP4OK2VSzQWl7tM0rAxcaxMzLc3C2wPvGzRrlklCs+c1Axbx1N73hj3jJvLHVnqXuPUDBdG754c8yP3dmjyDW67re+iYHcSGKEs3UHCGYqY3+cc7LpaYakSbtoHKfLmuPVgBCglUILKArDODfbylHgvPNXremU3FyyvnpsgGWXPpsgTXAuOs8ok1gXiTFetXhtiIxzxaJJJS+BoHNJ32SUfKoCl2kBiKvb3q0S9UHaUJeEd6vTd5P0dPkV4f1Jsft1O/A6roNnCzHyH/wH/wFCCP6Vf+Vfubqt6zp++Zd/mf39fcbjMb/wC7/A8fHxU8+7d+8eP//zP09VVdy4cYN/9V/9V3GXdfdt/NZv/RY/+ZM/SZ7nfPazn+W/+W/+m7e9/6//+q/z4osvUhQFf+SP/BF++7d/+6n738+2fFriUufhfPi+vs+lZQ0xwTKPVz3TwrA/zhFCJH5UOzz1HK2SDcl3O3G/22O6wXG67tFKUJgEt0yUbkPTB5xPf+r+zSpUjFz5C0LSEgUiTW+Zb4GYIUZs8IxyTZWnEX9IQvrDccHhOE+2Lplkr8q4OUsTjXtVQWkUIQo+czjij/7wEf+PHz7kpf0xUUYu6p5pZXhup2RcJAjk/ihntzQEn6ofRLg5K3hhf8yd3ZK7exV3trqXS1zE3rYyd77p6F0Spd/eqVBbUrtAoEQyFB5lhseLjtfONrx+3nCy7njldM1r5zWbbYXjlZMVr140TMaaL9ya8iPPTbm1U3F7p2JwgddOW9rBM6syjmYld/crPnswxijBMKRKZDsEFq1lkl+2bA3ntaMbkrZpVhpciLTW47ctOYj0PrDafvdd5zmcZIyyZGkzKzIWreXrDxc8mNfcn7csNz2nm57BBzIhqYziW8c19xdNqqSFSGcdb5w3fOdkw/mmQ0vJwThNl+ZGcTQtuDkrqAqDCEkrNysNu5Xh0arjHzxc8crxhnZI3LSwZQxMcsPhJIOYvBEBvnhrgo9ia5iteemg4s7uCCUEzkO3hds+2eId5eZqwOASQ/JDh2M+czC6svohwmfe4ba9S2r+OxzL7+dYiiIBX5/bq7i9U3JzVqSKnFZXsNIQEkrk/rzhjYuG+/OGed1fTf2+n/i4zjnX8emNZ2UfemYqVn/v7/09/tP/9D/lx37sx566/c/8mT/Db/7mb/I//o//I7PZjF/5lV/hn/6n/2n+z//z/wTAe8/P//zPc/PmTf7u3/27PHr0iH/+n//nMcbw7/17/x4Ar776Kj//8z/PL/3SL/Hf/Xf/HV/96lf5F//Ff5Fbt27xcz/3cwD89b/+1/nVX/1VfuM3foM/8kf+CL/2a7/Gz/3cz/HNb36TGzduvK9t+TTEx+1fdfmaB2PDeWvJtMAFOFsPV2PiHwWJ+PJznWx6HixaRpnG+VSBkSJd+W96y+mq42Tdc9H0rDrHou7ZH+fcmJTMqpSAxQg7heF41fGdsxrn0lhgmWm+cDQm1wWd9Vf0dyUFz+9XPFq2mO1C1g0Dv/8y/NSLu9ggeLjsmOY6Laoh6X5e2h9x/6LhoEqiZusDvU3arVmRXVHDn6wOBB/f9rnndc/DRbcVf0d2CpN0NS5BWY+2tj1173A+8p2zNRf1wI1JgdEK53xiHmUpyVh3lpdPN9RdIm6PytQaJMK694joWcqePZUjEVs+2EDvAy56zpseA3TWsVNptJHUvac0mt4lgOukhLidAjRSoIqk/apt0iIVWtG6wHkzsDvKeOlwxKNly9cfLrEusuzSpJ/RkdNVz26VUeaKEJJgfD0MPJi3lEbxcNmlpEsnVEPdOYo8fVbgagii3nr6LTrLJDcM1oMQzCrFsP2tT1YdszLjxrTgxrRAK0GpNYMd8KTfZloVPI/mxjSjygyTbcKca8lmGNgX2dVvetnidSG5DAiRJlBv7eQczSoAZtXbq0SzKmB9YNOnSt2y+/Bmy1di97cYbD8pdv9u9izj7Lsft9eeedfxvcaztg89E4nVZrPhn/1n/1n+8//8P+cv/IW/cHX7crnkv/wv/0v++//+v+ef+Cf+CQD+6//6v+aLX/wi/9f/9X/x0z/90/zNv/k3+frXv87f+lt/i6OjI378x3+cf/ff/Xf5s3/2z/Jv/Vv/FlmW8Ru/8Ru89NJL/If/4X8IwBe/+EX+zt/5O/zlv/yXrxKr/+g/+o/4U3/qT/En/sSfAOA3fuM3+M3f/E3+q//qv+Jf/9f/9fe1LZ+G+KT8q1a9Y9FaZmW6Er6059itDEbL75lEfPm5jEwARR/DFYtnp0pJSzt4LjbDlQjcbSf0Hi/bJNC2jnVnt/54ildPex7OW4RIU3reJxBoppKFzCX9XW9ZQkeTZLw7+IAW20Qowrg07NjAw3nN41XHTpmzN05U7p1R8hc07UChFeNCoxDkZquheQeR/ZMnlhAjr5zVW31Mqg7WvSMES+UCMUKVpeRi1Q5kCu7Pe5z31IPljfOadWfZLQ1RJMPgwcdtdSWw8gm82nQW6yL35nWa2Gsc696xbAf6IYnEB+fpbMBIMCTjYOvgO4sNzgfKXDEyGusTFX1aGW5NS3wMPFx0SAmH44LBB6S07AhJleskyheRtvdIKXhuv6DcKJaNZdX0tINjlCmMTporHyOlNrQucO+8ofeBSZnE4C4EFvVAvRrYG+WM8/SdjTNNiJGzVcuys+xU20RGS4zY/g4xwUv3Roab04IQE07kW8drTjc9mUhX0YokJs+1JMaYJgClRAjohtSO9DHStBaJ4KX9ChA8WjZ0fSAzgmXj0KK9MjR+67GhVdJBXdT2ez6W30vsno6vd7dnKdSbW/dOrcJrz7zr+F7jWduHnonE6pd/+Zf5+Z//eX72Z3/2qcTqd37nd7DW8rM/+7NXt33hC1/g+eef52tf+xo//dM/zde+9jV+9Ed/lKOjo6vH/NzP/Rx/+k//aX7v936Pn/iJn+BrX/vaU69x+ZjLluMwDPzO7/wOf+7P/bmr+6WU/OzP/ixf+9rX3ve2vDX6vqffjlgDrFYrAKy1WGufeuzl/996+8cZzgcu1i1GCLSIxODRAoyIzNcdheIj101cft5Vk15fRI+IYAQEGThfN9yYFATnsPHDlXef/Fy5lkwyyUXdg4D5JlVYeudpe0s7BDKt6K1jkglGWcZ83XO+bJBKoAQ8vzdi01ua3nJ7ali0FuE9G+t4PTo6O3BzWjDJqu0i5Hk479mrMvZLjZAKO6TPrURAxYgbeo6XLbkWSDyDHeiGwHPTnFFhrsjgg0vTkvNNoG4HpqVhWhgump6TVb8FmCoGH7jfdnTW0dlEZw/eoaVklAnaISKiQ8ZIM1iit0wzybp3ZAKmhWaaKQgeFT0P5j2l0QgpGbyj6TwxOAqpsG7g/kUSdAcfuLlXMCsyHi4bXj9eMh1ljDJN3VmEFCxcZAzUXY9HsVNIztaO+WrAFwkMW2hou8TDujXJEHhePtlQKYGPUMjIpEwQ2NNlR2stUgS0UnjrKTWYkeZ8HbiwjrqF3UpTKrDWpcQ0CjadZ1IajIgQPUbAKBOcdY7VpkWEgFGS87qj7S0v7Zc8XgmkhCZEKg0+OPpuwIWIs4ZVE3k4l4gocNGz7hNMtHYWBZyuamZlzsV6YHecYQfLxnk0gS/cKInO8fLjFolIdPNRmgpVMVDowOAix4uBhxdrnt8bcXdv9Lar8o/6WK60YK9MvoBdnypVe6Wm0oJ+GOiHdMHh3JsVU7m1IBpsuu1s1dDYeJX4T0tDZRQX6+5jPed8XPEsnNM/ifi4P/fHtW59kM/ziSdWf+2v/TV+93d/l7/39/7e2+57/PgxWZaxs7Pz1O1HR0c8fvz46jFPJlWX91/e990es1qtaNuW+XyO9/4dH/ONb3zjfW/LW+Pf//f/ff7tf/vfftvtf/Nv/k2qqnrH53zlK195x9ufhfhH38fX/vbvfu1d7zsHfv/7+N7vpZJ76y91+XOPt38Onrxzk/6cPoDTtzzvlXd47W/9zt+9+vedt9xXAItjWLzH9n0UMd3+PQFuX17gdU884HJY7BLi9NYv5RLzIOHSafgucFdtX6fjbXFj/Z2rf9+EdDZy2z8n6fb2BF7fPuY5gPrN519esuxs/zwZ4+3fR8CXLskUq6efe/n85u2bBsC9N95+mwBuPXnD9nPdvvx+lunPyTvsVJczh+ff+l3Ot/+u3/KYzVv+vwDuvcv2Afze9s8Hje/nsfzW+Mb279/+O7/1gZ/7cW7n9yue5XP69zOelc/9Ue1DTfNuZ4q3xyeaWL3xxhv8y//yv8xXvvIViqL4JDfl+xJ/7s/9OX71V3/16v+r1Yq7d+/yx//4H2c6nT71WGstX/nKV/gn/8l/EmPe3RH++xnOBx4uWoQQV/oSSBN7RLi1U3xfKlZf+cpX+OJP/T+RSjP4QN07bEhi5VGu+eEbk7f5l32QeKfPFUPkeN2wbByFkWz6VLVaNQO9j1xsLNNKsVflLLtkLHw5WTUpNL/z6gUPFy1aQz8kgW+Igbb37I4N//jnjziaVSyb5K+nVWqd7Y+yZEnSdmxe+fu4ox9Ba8XLpxu+c7Ki6QJ5rrizk0Toe+OCz92Y8PxuyfG6f9tvc7puebjoaAdHiAIfkt9bZRQxRh4vG3wUHE5KxnmaaHy8bMmN5Efv7HB3b4TzgdfOa8aFwjp4MG9wMWmcNl1iVn3ndMNOlbRNl+JqrSSZlByMMlrreW63JM8UF3ViRvkQeeV0A0Q+dzTmzs6IECMP5jW7829QH3yRUWa4aAc2naMZAkRP4yKfvTHi1rTCBrg/rylNEqcv24HTTcfZZsC7yN44Y5zp1Dostt6Ag6PpLPM6XWEWmeDGOGdSZBS5ZmQUO5XGBs/fv7dk1SUw7NG0SMbavWd/ZPiR2ztAEpPf3+qxtBCsB8srJzWvna15sOjJleBgmjHKUus1U5JMCU43A+NMsRlSq2+3VIzOf5/T2WcpTMEXb074/M0JQgrYtg2/fbwmkvR641wzLQ2bzvFg0ZDrRM7PpELINB24ageOJiUvHFRPHZsf97G8aAZOt62YJ1uFh5OcQsHf/urf4kt/+P9FVb7ZlultEhlHIkapj+2c82HD+XBltv5+tulZOKd/EvFxf+6Pa1+/7Di9n/hEE6vf+Z3f4eTkhJ/8yZ+8us17z//+v//v/JW/8lf43/63/41hGFgsFk9Vio6Pj7l58yYAN2/efNv03uWk3pOPeev03vHxMdPplLIsUUqhlHrHxzz5Gu+1LW+NPM/J87f3d40x77rDfbf7vt9hDOxN4GTdo6K4OkHamCCEZfH961XvTkouWs+oNIzLnN4l9tKtWcmo+t7e950+13nTcVZ7bkxKBh8Zq8B63jDvE3OoKjNONz0XtafMJS8WOVFoplsO1N6k5BvHa/qNYFKmxaRuPQiFkZpVH9kHGgfl1h5HysgQBMsusO4CGmi94P55wxsXHY9XKbnbU5J541jbDUeN5/O3ppg8w60tuUqsJy2TSfPZxjFvfOJQRVIbzRhqF2h6zyvnHfvjnJENZJkhSkHjUiK4MymuFrqjAGebgUmhUMbgnacZLEMUBKUYlzmdS1OKIUamVc5+lWGkxOSaSZWRZRnH657xNsFpeo9AYIMgYIhC4WPEbju6HkGPZFKVuNCjDJwuW8pMsOlgVabEOqJ4tLbYAI9XHReNxfu0wJ01DhsEudFsbIJxLtqBk2XP4CPP75X86J0djmYl+2NDZQyNtXzn8YaXz2qkNpSZovORv39/xaTU3J5V3JgaNkPSj3XesWw98zYJ+CdFxk++WPLC4YSvP1jiAvgIRkt2Sk1vPeebnsZHlhtLDIFFFzgsFD8C1EOC4wYhKYp8y+nqOW89KM1kCwJddAGlI1WZERYdZ40j16msp7a+mEWeEaTEITHyzem+7+ex/E46qf2JRmvNqnX0IWCU5ta4YFZmV8T5Is/Q+s0lR0hFMzjGuWLZuo/9nPN+43sVRn+S5/RPMj6uz/1xrVsf5LN8oonVH/tjf4x/9I+eLtT9iT/xJ/jCF77An/2zf5a7d+9ijOGrX/0qv/ALvwDAN7/5Te7du8fP/MzPAPAzP/Mz/MW/+Bc5OTm5mt77yle+wnQ65Utf+tLVY/6X/+V/eep9vvKVr1y9RpZl/NRP/RRf/epX+af+qX8KgBACX/3qV/mVX/kVAH7qp37qPbfl0xCflH/VtDBXJ+YhBDKlOBh/dO/75Odad5Z1a7k1K5lVGY+XHYXWGK04GOUoKThetfQ24ROsTZiGO7vl1RTh/iQnN5rW9iy7SD94IoGDcUYkcrru2B/lWBcQEpbNgBKCzZDgl00fmAKZEiyagQeLFmIiZhdac16nCclZlnH/IjGVTlY9CJHsRQpNZx0n654yU0QyHi0bBqm2uAhPbkQSwo9yXIRlPSRu1hY0Whp9tUhO8zT1JqVgt9RcNJGjScmiSQDLG+OSwXseWkc9pHJWaZIF0f4ox4c0Odg5zwSNdQEfIjd2CxaNox4GNr3BKMFeZWCZFug4OBobkAJyJamHiFLJkudk0bE/zRLCwFlapzicFQwe6s6SScn+NKPuPFWWAKVKSJyXV4baLx5U3N6tqDLNYEFLz9k6kd73RgW5kVxs+mTS7AKxcby0J7fGwy1GqkRBT3goBi84XXVMq2QR9LmjCe3gOa17pmWa5lvWltp6DBIbEzU9U3DedlAm4+VMC3qXRsOB7+rHJwERI+d1z16VLIZ6FzjfWHZKhXdp8jTXMln3bKc+P+pj+b0SjHfjYsktmNT6wJPvfDlVuFflW/Dus+mZ96wJo6/j7fGs+S5+oonVZDLhy1/+8lO3jUYj9vf3r27/k3/yT/Krv/qr7O3tMZ1O+Zf+pX+Jn/mZn7kSi//xP/7H+dKXvsQ/98/9c/ylv/SXePz4Mf/Gv/Fv8Mu//MtX1aJf+qVf4q/8lb/Cv/av/Wv8C//Cv8Df/tt/m//hf/gf+M3f/M2r9/3VX/1VfvEXf5E//If/MP/YP/aP8Wu/9mvUdX01JTibzd5zWz4N8Un5V6X3zb5v7/vk52rtmx54kbQoDd5DTKXkcZYm/G7NKm5OC07rfjvVlqboOufJleKlg4rvnKSJtzJTjEyaBtRKoVR6XGMd7aX3YWXoXCDGSOccU6C1gd5FJkUis0shiDFsExzDbGxYtAPdiWenyrb2JJ5HS0fdDUiZbHwyJal7Q29DmiwsDLtVTm8DVa65NS2IwO4o4/G2bL7pBs7WPc5HjtctTe85nBbkWvLiQcnIZHz7dJ1aPBmMpMT6kqy35FIyzg03ZwWFVihpmI0CLkAzeLROrbkX9iuOVw3tEDBaMCsybk409x9B0zs23jHfWEZGMKlybkwMQ4hpoq7p0TJ9j8XWcqaQGgjJiiZL7KveJfaYUgmiKkSq3N3erahyTTOkBLndIjCkSLDZKlNbE2hJMyTiOSGJ+V+bN+RSsukdkyq15cpMMyF5/G1ax0uHFe2gWHYDp81AZx2DC9yft8y7nts7BUWW8WDRUCiN2qIKRoVBCMGjZcvhPGenzOgGT56lhXvRbEWyAR6vW45FSkJmeUbdu4T20JpMwclm4OZOySjTXDQ9r55tGOeaWZmxOzLsj4qP7Jh6PwnGu00oQiLAK+3fNlWYGUVm1DPpmfdukGDgI8HAXMdHE8+a7+InLl5/r/jLf/kvI6XkF37hF+j7np/7uZ/jP/lP/pOr+5VS/I2/8Tf403/6T/MzP/MzjEYjfvEXf5F/59/5d64e89JLL/Gbv/mb/Jk/82f4j//j/5jnnnuO/+K/+C+uUAsA/8w/889wenrKn//zf57Hjx/z4z/+4/yv/+v/+pSg/b225dMUn5R/1Yd53w9Ce9ZKUgK5llc2Lwmd0PFw1UAQnKlkuPzcrKLINHeMQgiY10PyMsw0N2YZd5oxSkhePW+RSrBTaHxIFZc7OxVKQqEEDxtLlSsqF7bgyJjG1Jfw4KKlcZYYIcbIbJTRO0/mIrkxaCERkmTBohWjTNHaQDsMtIPn+d0qmfM6nxIMtkbMWtB7T6aSWfRumZFreeUlN1jPNx6v0SoZM5+sOm5Mi9RKzBQX9UCokv9dpgVaKBCBcWGoMrX1eIxJd6QEpdHkJvnkLRqL2po2J7yCZGdqkFIyhEDoEzx1VubcyA0XZuC47hAxcmNWcLzqWbUDCEHrPKPCsFNoFq2ldS4RzL0lxkg9OEqTkgxBopkbITFjhSTpxDrraXqPTEQEylxipKR3KYHtbEAoMErQ+8C8tQjgtO443fQc+YJMCka5QQrYLTOKTLE3Lmh6R+8CB6OMbz1acV4PNINnskVHZEYRIzQ2YESAAXyIjCvNtEh7+qtnG+a1ZVRoCi0xShBC5HSdWGqfORjhfLoAuKgHtBQYLdn0gr0qZ6/KqQfHqrUMLvKw69j0nvuLlpf2HS/sj7/nReajSDAOJzmN5V0rCs+iZ96bJtRPazwvvSS/VwzMdXy08azsQ8/CNjwVv/Vbv/XU/4ui4Nd//df59V//9Xd9zgsvvPC2Vt9b44/+0T/K//1//9/f9TG/8iu/ctX6e6d4P9tyHR9ffFjtw1u5PCEk81qjJGFrDSKNYLAB8ORa4EMy8A0xUmWScWEYFx1FpqkyiYuw7h25lhyNDVIKjpc9t3cLjiYFnQ2JZaSTwXIMaSpNazBCkmuBs4F1O+BjGq4LxNS2y8zVVf64LJhVqZ0nhGC3ynh9vuHrj9Y8WHScrVsQCS0wKTRGJ0uU+4uGSW6YlIbn90q+fVLTtJ4QLN85WaN1skZ5tOx4YT+N/H3nccNspMiVYjTShACHE+hcABLC4XTVU1vHtDTsFAaZJGA8uOg4qzsuNj2llnzhzoyDMiVh56sksro1KzhrPU6E5HNoAz7CWMMyJBI8MVXkDsY5RaY4WXVAYDk4Ltqeca754aMp01EBUrJTZeyPEn39lfMNGokxgs56XtgrQQi8h8NJxuvnbeKXOUcMkXXrmBRqCzJNXLNZkVEYxXljybTmcJySmHGhUUIwyQ0XumdRDzyYN6ytp5CCLkqigFlhGFxgVIAWAc5JfKwyo8wUvU1sLynTQIWLkeAiuZZoCZ8/GnM0K3m06BACDqc5y3ogxkDvApmULBtL5z3Wx7TPilSNHbzn9fOGca45nJbf07H2USQYO1XGrlTv+yLoWbDHuYSjvtVL8kk46nVcx1vjmUusruM63m98L9qHyyvli3rgdNOzP8546bDCusDrFw3WJyuVXAs2fcRIybTYcncaCwLU9pw6zjUuxgQGFRGJ4LWTGg/ka4kLacpMqtTKGxeGbz2ao4Eb0wKlJPPWMd/0NNZDgKowfO5wxK1ZybwdWHWOUifT6EmR6O+zXPONxyt+//EKHyIHI4MgYl3gfGXJpOHOXolRgnXnOJpm3N0rOV33KCm5s1cwrzu00mRaYG3AZim5uqg7Fo2ltRmnm4Gd0nBjmiNkqvA1veN0ZcmNZK/STAuDDZF1ba8W2kQndxRZxrq1lEajpaQdHBrwkHRlecZO4Vh1A+ebDgFIpchNZKQM40xyVg/o7cRdCIJZqfFeMSszCi3RQnA0LSi2BtFt73hQW3yM/MitKYeTjHlt6Z2n9xGjBPuV5rS2XGwGSiM5GGdoBOu+o7cBJQVH44yAoLGe1iYCemcD41xfic4vaov1nr1JznOZJvjIpncsNo5cWzKtGGWSQgnseYLJLtoBFwznm2Gri0rf4eAjK2tpWsu0NNyYlmiZJlHPNwPt4DivkzdjrgR5ppi3A631xCiQSpCrN1uczg/MW8vuKP+ekpOPKsF4PxWFZ4mi/V5w1Os24HW8U1wnVtfxBzLeqTURY9K/XNTDe7YmLnvymZYMPjDK9NWobm4UDy9aFt3Aph+QUqEk3N1NwE8f/dUiHWMkM5K+9anKYR11Z1FCkmeSl88s83qgMpLP3ZwyzpP4fZRrelJ7ZFLlPOcDq8ZxtumZFipN8pWG03VP5x2Di4xmJa+cbECAUQolAvfOamQUjMpkdxKFYJwpztuB3CgKo5ESqjyipeI7pzWnqx4pIK2FgkmhiBI21lM5S91bvvFoRZUrnt+rMFrycN7SWsfNWcXnjsb4EJFiYHCRkyay6BzjXNP0jkDkud2KdecQEqKPnKyS76LRguWm5yXglZM1B7MRdyYZpZHcu2hoB8ui9dyqNForQNC5SC7hdGOZVRk/8lzOKEt6tE3v2fSW3kVeOCjIpeK4Hni07tFSMNKK3bEhV4q5tWgpOJrmLNuBsz5N7B1NMkIAJQW1S6096wI7hWFa5dTWIZwHkdp4h5Oc3SrD+cB53dNaj9GavVFBphNBvdq2+ZQU7FcZB9OC4C0PgMeLhhs7Y8a55mTomDeePZGzs5ex7ixtLxlcoLGBi03P4bRgWhp8iDxaNlf7z6TQ9FsuRt2lqckq0+xWyQOzd55Cp1bk99qy+n4nGE9Wp9Zb66BnRSz+rAmjr+PZj+vE6jr+QMaTrYkQIqsumSYPLnmkjXPN4aR4zyvcXCtKo7jkRYeQxvgX7cDrFy1Gwc1ZySzPONsMrLtkEHy67li1NrVxoiBEz0XjWTQDhZFUWYYPEa0VUkhONz31vTkv7o/YH2ccjDIeAAeTnMHDqvMoIZmNNHtlTm4kp+seoyVlXtAN9qo6YpTg+d0Ry8FSDz5pviY5WkpORc/gPYVS7I0MNyY5q26gtyKZPVt/pU1qh2QBszfKuHdR01jP2Cg6F+hD4O6oIEbJ4ThVyU5XHRC3Pouede85mOQURtNZz7dPNjTDwKzKqXLN4CJ28JxtLDZ46l6glGDdNLyUwaNVy3KI3JymCctCSwiG3gSQqd1Z6NQuC1qxN04twcsEBtK05sM5XLQD5xuLkp5NP5ApmX77GHnlpKE0HTdmJQLBTpWhRDL9FhJ++GBKawNnmx5v03TizWmO0ZJ5M6CF5DP7I3ZHGbMy2dVIKRI6wkdijGgpmRbJfkhJQYyCXAtGheaLd2YcjnJePl4AcH/e8XBt2asypE5atJ1RquotWodUsFtlGA2Pli0AB5MCo7YDA9OCg0ky2F61lmVrkVLithXWMtOpMrf1lSy0+khaVt+PBOOt1SlIXo3TKvtQWq7vR/vwWRNGX8ezH9eJ1XV8onHpQu584IMgT55sTXRbblBu3uT4nNcDmZbveYX71ivxunc8WrS4AF+6PU0wTJ+0L8lDMDJ4z+mq59GyS9BMI+ht5PZuxbjYTvFZy6L2CCUplMJohdECJQWzwjDOBA+ARW0ZfBKa2xA5GhdECfvjHKUkmU66pLN1z3dONtzcKcmUIIrIq2cNx6uOEGHwkZu7OeNC8cZ5+ixSg4uBZefYqzKUlvjO0g6eh8sOHx1KSia5YVxkSAa0FuDg7m7J4aQCAfWQFuidKuPufsnh1PD1B1AWilwnWKULAWs97RA4HAskgrofONv0rAdHpiRKwrq1XNQOMsiUou4G7nvP7VnJuDAEMTAhY78yVHorkhdQGhgXOZlOOIJLWOPZpuPBokEIwfGqo7MB5xytSwngrZ0CHyP3LpIB9o1ZSSCw6h1KKKpcUmSacSGJIbLpHNFHTteWaak5qHLKTKG0wEiBQLDsLOveUmoFMSKESIiEbYJ+tunprSMbF9yaJY3dg0XDy2eJ3OyiY1lbHq9ajsaGG9MR686m70glWOhslKyKlJRsWkduUrXt5rZ6dbmf71QZWglmefJyfLzsWXf2ylfSSMm01B9JIvD9SDDe2s6ve8vJpifTiip7c3l6Ly3Xx9E+fFaE0dfx7Mf1fnIdn0hcnggv1umK/OGiZW/C+z4RXiZEj5Yt88Zitid45yP745zCqPc9rfSU3mrdoaTgYJyzP8lpB8fDZaKbH44yehdZbCtJe2PDYAMNgiig7pNprveRzgbqzpHlmmE74n80HjOrMtaD40aZrsK/c7JGCE2IgUJLXrMOGRPrSUuBEImw3QweYkQLgfWRdZcon5NcM28HHq4abPCMc4OSgp0yI/hI1wcmmU7asM3AqrVIFcmVYN0L2sGxrh0vHYz48u09JkXO42WDkAm6OdjAuk+myKlaU5EpTZ4rCid5uGiIpAWy9xGFYFIYXEjuN6f1QJUpJILzTc+8cewV6bPfmOa0ThB9orgbLemsYjw1aQpOwSjXdC4wLQ0v7o+42Aw8nLf4EFjWPf/wwQoXPS8cjNAK1r1lsemBVB17vGoRUTCve74VI7ujDIKgt4HBOarMbFuKltO6p3eem/slk8wwbwakFNzZLSkzhfdQbbEN82agGRyFSsbNznnO1h3rzqUql0q4iVlhcD7wxkXDpusZAY/nHY1P2ru2HRgXGW2naLRid5RfJVVy+zsK4MYkJTSXbTJp38QWOB+5MUuVo/1Rx7xNU6aFVkxL/ZG3rD5sguF8IAh/lZC9Uzu/yjRVppk3A9MqGWPDe2u5rllT1/EsxXVidR2fSFyeCM32RCmE+MAnwlmZ0ASn6x5JqgbtVDoZFgsYtm2B99rJn9Rb9S5QZJKLjSVsgZ17NnC+GVhbjxSp9bM3ylFSsYqJcWWUoLWRo4nm4SLQuYA0it3SJJG2j9gQt1YzsNoiB3It6XxKXupBMM4Vo9JwUSeD5d56euGZ1wPLzm7FwwKFoMwEp3VglGsCkcfLnlnl+cLRlBf2KpAw+MS9aqyg6QdWvWWwqZVqZEJHtINn3QUWrWVa5bywP+K8sYnL5ANNZ4k+YKY5SrI1O4W69yzbJFYfnKfKNXujxE9a94Gmc/Q2cFAZci14uPBpKjJPi6gEqq0FTiShA4wURFIlctlZOhWYlhk/dDjm7u4IITYcr1uWbc/DZWp77k8yJnmWsAadxQfB/ihjt9Sc19ttyxTFtrXnQ+R41fJ41XFjDKtWsepTW7fKDdMi5/ZOyf40p+0TQ0srkQjt9rLdmwTig0tt11Y55o1l3Q3MypyDcca40KlyahK+4vGq44eAxnmM0egIq97zylnDrZ2SO3sVlVGMCkMIkfNNx+mqx5MsbgAmeSrrvlM7TkrB4bRkd5Q/Uy2rEFKj/eGiJUp1VU0qjHrbpKFWkt0q4+EicdVGuXhPLdc1a+o6nrW4Tqw+RfFxjyd/2PfrBsfJpsdsadGQBOMqig90IpRScDAuWM4SmBGgGQLrrqNzjpHR3J4WoL+7z+Dl57AutfqcTyf7x8uO3Ei0glwK6rZHIHi07tPUmEgtuUluIIIPMC1z9kYDtB0XG0czeGZVDjpNk2mVWpiLZgASyLK2garQiAABQSkFnfPoQbFXGV47azhetUxzzajQbHrL6xc1q8bSh8BOkTMymkkeuTUtmJSaIUYKKdktFJlOnnKr3hMDuG37SqskxDZGYl1g03leP6sZFZoYkn/g6+cdY6M43MmZOZNajyFN53XOk2tJO8CisfQ2cGOUrG9e2K+4OU0i82U/sKgthdFsrON8PcAe9D4QvSczgpvTnM8djelc4PGyY9EM+AA/dFjxmYMxh9OSECNKSj5/a8aDeYtWikwrciNpbargrfvAprcYI9gn53CSM1hPkWmOZgXWJQTBTmW4NcvxPvJw0dJZR90HZpVhlEuUFBRaEzxp3xKSTMG6s+QmtUATNV2kBHiIfPm2Js8U5RY86kOkt55FPbDqHZsuCeCnZYaUis2Q6PWFSd9hadLvLvpE/n/tvCGEyI1J4mVZH2DKO7bjnE+C+8v/v/XE/kmiC1ZdAp4KkfRfl9Wky6rsWycNS6M4nORI8e7MqyfjmjV1Hc9aXO9vn4L4uMeTP+z7XT7vdN3zYNEyyhST7M2T/Ac9EYYQWXeWbvC8crZmsJH9cUYkaawKrZLQe3/0jtt2uT3ndc8bFw3n657OJfJ2JgVs0QBt7+itpXWRKAR151nWlps7ObMqA5EsSQ4nhqNpzrzpcd7RZGlqrB48eyPNzd0CLSXWex6vOgAa58hUagFJma7qzxpLkWketQ3toKkHx+2dEi3FturS82je0nl4bqdkVmmaIeB7z8NFx3SUo6RMU3idZ6/agkujoHYB6xKJPFOJcTX0CbpZZIrBB3IfeLTseO2sZnCB3UqTa0XnA48WLYvacnev5Duna1473xCCIDeSADxYNmRGcWenQkvJZ26M+LvfaXm8ailU2o6uTwvtNx4s0cZQZIZZ2bI7yri9WzEtDevW4Xzg7l6ZwJxSYF3AhYS10Eowzg07o6R362xkZ6wptSQERW8D82bg5qRiNErspMNxTjM4cp2sbqyLPFx1nCxbTtcDEmD7XWo5YLQkkqj6UkLvPC5ECi1ZtQMXtcXHZN1z0XbsjZI3ntruZ4JIj8eGwDSX9DZpy4ySeBK/LMvT5OCmH1h1HgmcrDbcn7dUheJwVFJkik3vGfN0BUZv9+F53b/rsfhJowucD6za9HvnJk0rXiZRzRAY5aliCW9OGg4+8Pxe9b61XNesqet41uI6sfoUxMetL/iw73f5PK0Eo0zjY+Ci7q/u/6AnwsvXG2WKSZ6xjpb7iwYlBc/tjqiMoh48j5YpiXnrifry+aerlkfLntJIorVXk1Z3disOxzn/cNGwbB1VbiiNpMoC89rRDIrn90bECLemSaQ8Lg3BBXoPXzia4gNcND3LZkCHJCRuXfLUA1jWjs1gsSHgfeB4bbkxyXAhIgUs2yT8fulGRdt7zjY9IgiMElsiuybPNJ0dOKsHulxRaUWZpyRm1Qysu57OwbTS9N6zGSwhSHzwnK2TbcysNPiQAKTWw+NFy7rzHE4ynIfzzUBvA3EaqW3gYJJxvkn+h3vjjFxKOhdYdZaHy4YX6hG50axaSz0ERpmh1IKoDHmpgDnnjWV3lPH5mwWlVnzz8TpVaGYl624gU4rTzcC8scxKwyjTaCnwMSBjSipGmeJRiEgJIbkScXu35PlZyVnrkCJgdMY0S5WtiyYwKQyFSYL1SWmYFRohQEmJIFHsHy4S7PXmLFW9IE3o+RA53/Ss2mQtczBOiXU/RBqd2FNq69fY9mk/6oyiyEyyJHLQWYuLhkigCwIzeMosWbrEEHn9vEk+h3uTq+lHKTydC+TOP3Xh8V7H4ietPbqsJr01Li+ixnmaZn231ub7WaCuWVPX8azFdWL1Bzw+bn3Bh32/tz7P+cj5Zkg+JCRtTJDqfZ8In3w9IaDKFWUm8TGQacnedtHobBLL3rtoGOVpd9dSMMoU694lq5rGMSsN5fa2TCte2DNorciVpHNJRF3lir0qw4WMvcoz+JhAkVrxhaMJ+6MMGwJ74xwPaK1pt5YrlGmycNEMmO34uwN2RoYoPN98vEYAL+yP2J/kdDawaAaqXOICKCU5nOTcmBVXnn4+QETQD4Eqk5it7icgUCKJtyNwb95xc1qyPykY54bhUeDVsxpHpFACFwT3LlpWnePubsBPczrraK0nRJG83LSkHhysPKXJ+O1Xz/nOcY2SAi095ImLNcretJIZF5pl2zPKFZkCKSXTStH02wVQC57bzSgywzhT1DbwynmzraSkFltu3kwGbkygNJKXT2sWnWXRDizbIVkBlZog4GhScLRTsFtm1L6htoH10HA4Lni4gJNVT7ZXXhkDQyLJ39mt2C0zHq1aFo3Fbytjz+9XT7Wgeut59aymyiWHo4IiU1gXeP6gZF5bLtYdUkpWneV42eEj/KHnphxNK7puCg/A+0Agic+NFOyPM0aZ4njZEknGy/VgmZUZh9MCKQRaSup+YHdr9Px+jsXSqE9ce3RZTXprXF5EGSWTB+P3OGl4zZq6jmcprhOrP+DxcesLPuz7vfV50zKJcOebVLlxMXLzA5wIL1+v0HJL7O7pXRKBV0EnjIMArQSDD5yue6pMM8qTxuN4nSbAJnlG7xzjLMP6ZLLsiWQmwS4XEpQCLSTORSKQZwlcqXXyygskj7ree3KtMCZVss43A02MHIwzRllJbT335h1VptitMk5JHK29sdqyiCKjPI3w1zZ9ps5rZoWhs57jVcc4UwQiZaZRUlIYyeBg2Vja3jLOSlZtnxABQrBsLUYKntspEAhmo4wv393Bes+8sQgR6VxKWARp6qzpHfPaomSa5FNCMM4KWh9448KyU3nq3uGjJ9eGTe9oreNokmNUahkaLZOhNDApDW0vOd90gGNZt7AH09xwc3dEM3gGHyiNwoeUDD+3O6LK0+8oBCjg3kWDc4HjVZv2JaOwTjFf93RWcXNWcDTLETHwcNlSGE0mYdl66sExyQ139wrWreN003EwLmiGtBDfGOcE0lTa5YRpZRSV0diQtEu7oxxBEu37LQYihoTGKI0iNy3rxvLt4zW99bgI+xPNuvfsjuFolnPyAHargoBCb/0Nb04LXIj8o/sLbkzLbTIiebRst5yxnHpIrbyd0ZvohPc6Fm345LVHWsmrY723HiHVO1aTvleUwTVr6jqepbhOrP6Ax8etL/iw7/fW50mRQI0ieo6Buzsl4w/Qmrh8vYumZ9M5xoXBtwPWRhbDwKIZKDPNTqmZt5YqU1T5mxoP7wPzuse5yLJ1LNs0ObbpLH3vOXEtIQrq3lG3lqZPU2+9c5TbBf+gShWO3VHOqrUsmsimtTxetpSFpnWB3Spjf5wncXXvWTcDD+aOl7Z+fC/sVZy1Li06yO3kWWDdeYKIrJrESxrnik3n+fayxQiJIqESREztzkCkyjVVnipW6y5VA+ve8fxexQuHI1aNZd5YehfYmZTsT/LUqrKeeQNGR07XHevO0wyWQkHrJGdiSDTy6FEhMs5zlMxYtun19kpDlila6/ERdktNiJFu8GRK8eJuxXfONiw7x6zUVxWMzgW+c7xilBsOxhnrzjEpdHr/bbK2bCwRaHrHsh3YG+fc2qmoO8v5xrJTZfgAiMiLeyWDj/z+cY0SghcPMnKjOJoqPAnieXe/4mzVcb4Z0EJglKRQkgfLlqZ3qUWYazyB+4sBpUQSm5MqcsmkeaAbkk5NlwIfkv3RJDesG0ueKUZlgqaOsozGeh5ctBQqtcR+7Pldbs4Sxf+1i5q6cwgXKbM0KVcPDiUE++OcTWMvi7q8tF+xPyre97Fo5LOhPZoWW0BdfH9i9O8lrllT1/EsxPU++Ac8Pm59wYd9v3d7nvNpscmzD7YraiUZZYpXzzbkRqUkDVh1jn7wzJuenUoDkWZwPLcVU19GkWl8gMd1yyiTnG0cIQbON12q8ijFrUlO4wI+JHTDbiYIMU3AESOHoywJqEuDUpJVk3ROSkraPpnrxiiwq5bjRYvRikmhWLSW83XDLon1dDhOHneb1nFWJ3I7QNd7Fq2jyjTndY8RknGu+aH9Ea/nklfOalrnqQrFxBTE3dTmHG8rarNco/YEz+2VnCw7Hi9TlW6wgeAcJkutmEIrls3AavAoJZlWEu89PghmI81om+wZDYezkkIblIQf2hvxaN0z7yyuCahRxq1ZxQsHiXA+qwx7Y8PjZYsQcGuWM7g0HQZpIvKVs5q9MuOiThiEH7szxXrPP3hwgRJJUK+F5KLuEULQu4CRgc5GikyxaDw3ZyXLLnGoFo1l1ViqXHG+GVi1A0eTkqow9C61DaUUuBAJMSVLSiWCeaYlm95y/6JhsA6lJUZI9p7LWfWW189qci0IHkJMSevgAvcuGjIjGGeaV88bjqYFVaY5XnUsWouIkce2Za/SVICMgirTFJmmMD3z2uKjZVYmontlNFoLdipD3XsOJwU3Jhn746edBN7rWCwy/bb7u8HRWM/Rx6g9utzmWzsFUuvratJ1fOrjOrH6FMTHrS/4sO/3Ts87nOR8+0Nux7gwWw+1NBI/KQ0/Pp6xqAfuLzqOVz2ZURghrkTAl9H0lqa3WzClQkvL+bLnohkIDkoTuajT8/dGadpvUmU0vYMILx6U9BaMEqy6tMCe1T0KQaEVh7Ocl083PF7VLNYDNsLhOEOKyCRXqT0ErHvH8wdl4kJ1liqTeBeZb7VYLx0YtBK8dlbz3G7SXzkBSituTAseLTqmRZbE4ZlEKdgtM1obuLVTMcoVL5+sebzqmZYZmRTMB8ujRUvnAuNCU+oE4Vy1ltJIbk0LdgrNZlul2y0zIoFcSlqfpu06FxhcSPqrfiBTmmmheX6/YJKnRClG+NzRmNKkRO/53TGr3jLWaaHdrQyP1gON8UgBN3cKbIh84+GCk9ryQwdj7uyUDNFzUQ/cnqbvv3OeUZaE3j6QYK2jjHndE3wEGTmvB1ad5XzTs+kdX7o1Y/CB188bdivDpEyj/vfmLSMjybTkZNFz0Q5sOkvTWfZmOfPaEmISjD9e9Swbx94kkeET8X/gYJJTZYYQAp1LWAStBEbCa4uWVWfTb2QiFUlbdtFYxs6z6SwxROZNavWNcsneKCXqI5O0Ry/slYzf5dh6r2Px8u9FbXm8aWkHR7HVEuq6/1iNjS+Pteu4jk97XCdWn4L4uPUFH/b93ul5MfgPvR1GSfa3MMRMpZH4TedwcWCnyBjlkhAFq27g9fMNLx1MnhBDd/Q+cmc3aVomueabfsVBzNkdZxyOcx4teyojEQi0VkyqtCh4F9gZ5fzu6xc01nFrpyTGyHw90HtPZTSfvTnh1iTnwbymHhxGa1a9Y9FZ9qucGzMDTfoMgw0g01Ra3Q0su4FJoam0YTbWbDqLIEEjlQDnUlWi7j2L1rI/MhxMMnxIU3mZdIwKgwBETGPtpUkE+PNNT2sDSglMhK53vHZao4BRrlg2FkHHc7sVX7hdsNhYEBKpQITA43WXklWVWkkPFy2nG8u0CBw4Q9MHdqs0Lfd43TNeSaZ5ztGoIIjAWGjGBliCUILSSLQQtD6wbhy9a5MFThRkWm39EkFJuGg9mU5VzmwvgVYhUPephXi6sSgiIURC9LRW0A2Obz7eEJEcjAxGS96YO54XCSjbDg47wOAiyghGLlXvfBRkIrWOf/uVc7SR3N2bkGUeIxWnG0smk9fjc7slNkR8kBxUBefNQCTSOL9FL0SqQiLFpZ5IcL7ueWA9bywabu/kvHQ4Y917Vt1A07srNMLt3TJN84X4jknQex2Ll/e7ENgMktlOSWn0xz4deB3X8YMU14nVpyg+bn3Bh32/J59nv4fE6slWiJZJ03PvvGbVWsZF8r/TUmK04HwzsGh6JluLkEInCGGaapNYD0RB4zyiTb5tWiWWlUAwKzV390YsmmTErIFCS1yIPFx0KCHSoucFSsG9iw3nG0eZG4osVXcGFzkYG4pM0rrAGJAiTQrGGHj9bM23jtecrAbKQjErDKVRFFpzMDEMWwBkZxNm4NgHci24N+9wMaKkQJASlf1RxqKzfPtkw+NVy15p6JxHKcF+ntEOafIsk4J8O9lWaI0oBUonBtamcQwxUhmY5Yb7i5T0vDDKMFrzYN6w6QZEjAgiSkkerZKty529kkmebIUIAmRg3Xi0Eeit3ufRoiM3GiSIAIu+J7MGHz3jUc44V0gpWDbJsPi8GZjmOR2O83WXQJ0q0fKbVc+9szUIkSY5bRLYS5EE3Ku2Z9l2FJnhzqxkd5QhhKBuU2vsxjRnUQ/MO0umFe3gOF533JgULDpH5hU+pAlTJdPQwemm43CSJgy1ECASYLSeW87XydZGScmdnYov3p6C97QX8MaiJSIZF4ov3JqkCco8QyvPa2fJ+mZ/mnNzUiavwM5hty3zD5MEOR+oe890SzuHazL5dVzH9zOuE6vr+AMdszLDhcA3H654/aLlZNOhELywL1CyQEnBJM8IAaSQTHK9tU2BwiWkQYfnZN1yvGo4W3ecITlZ9sQYmBSa2zsVURhW3cDFumc6MjTOb4nfkfNVIrTvlxleSUqjWDQJB5CLZNGhFFs2VZqWG7Ycq3XjmY4NL59s+AcPVyw2AyF4XBtZN5aDccaX71TsjjPO1sknbm+UYZQkkixhLqtXpdGUGfgIvYtEHPUw8K1HSza9Z2+cDIVHWaqCZVKipeAzhwXH845A5Ln9EUrA6+drXj+r2RlnfO5wTBc8vfMYIXi87hgXhtY5ZuOcyjqiSElmpgWdc/z9e3MOxnmaaOsds1GOUZZV59kMA3vAXqkYouJsM9A7T2MDKvaMCsmsMsw3A0FAZx0uJN9CISMTndE5z25lkAKGEPnWwzWbzrHuPTtlEvFnRtA7KDPBbpnTeo9MZa4EPh3lVIXmeN1xZ6fEh8DJqiMSCE5QqWS7oxBsuoFvPloxyjTn6wGlkwZuOKyYN0kEv2ot9+YNMcRUERSSca64u1dSZZqzpUMAR5McSNOGz81StWveDrgQOZrkVLnkM4dj9kYFvUvm3CP1zq4E7wcAek0mv47r+Hjj+ni6jmciBpdGsT/olbOUYrugOo4mGUZGTmvLo1VPkSnu7I7orOOi7nhw0fB41WGkABG5NSkxKjGuXjlZ8/rFJVw0J0bJvLYcr3sOxwWCyMmipR4CRgkyI7i1W9H1Ae+TdcmoUGgneLxsqXvPuhuYFNkVW8oIQes8zkfG28KD1oJlM/DaRYNGMi0MtZWEEMi1QSDpvWfVOkLwvHy8YdgtUUrg7HZRVIkLFpQnM4Zu8CzqnuXgOFv3bHpPO3g2vSWEyPGiJzdwc1ay6hxN6+lD8kBctz0uQpkZImlRfvWi5fY05+akoHOOx4sO5wRKSGIIaKUYZ4nO3g6B6CPWB6SAymhcSEL+3Srn1q4CX3L+Dci0ZtUkGyGtQLtIs/1+541FxhqtJJnRKOHITAKGVkaRmWQvkxmNtZ5cCT53c8rLp2tA0Ni4hX0GRsZwtumwMdL2Hq0lj5cGrQVlloYgXj+vmTcDLgZyqdjfMQwuMoRIIP3GuZbsTXP6IXC+6ZEyaZekkJQ6TduNM4Ug8dRyo3h+NyfbJtohBhRgpGR/mnO2Gbg3b5kWqRopiJS5RijDeOsJqGWqviV/Scu0008lV+8HAHpNJr+O6/h44zqxuo5PLEKIV5559+cteebel93Gk75nzgfeuEhQySAkEUFrPUYGHi+TYPvhouFs3bNbZUDkvBk4XXW8fLrh5rRkpzSMC4OWiswoikyTa4lUkXUbMUryuaMJuVK8cVHzeN2xM67IteQ4dEwLjc8169ZxXveMi+zKu3DdWyqjmJmMde+wNnI4LdirFLSwbAZ6LzhfDXTbpEuQDszcCNa9Td6FRjIyGRvboHUSW5836b6dyhAlnKwHzjaWqpC4WFIYRWsDN6Y5q3agdxErA8hAlWccjDOW9cCjdkg6Mim4qB2rzpErGBUG5wImF7Q2kGWBpk9+dx5PCHC+seRasDvKtq1IQMI4NwghEDKy6T19M7BqJLd3Kl7aLTkn8cBeKgu+dbLZIgagyATTUZq0PN703J6OOBin9q3aWtn0NrBuHa8c10gpWXeO3nv2KkOpJOveIxJjFOc9jRMorRjlikmmkFHw+kXNrMwoMoHWgvONTVokH3jttMZowc1xQa41bWHItGJnlLNbZYQikhtBaRSRSGcTwX5aGj5/NEVpybq1yQ7HGKpccrruGJxnBExKjSRp/149rbkxKdLrCni46pkVBhsCGYrBe9a95Wzd0fSJv7VfJV3XpDDvCwB6TSa/juv4eOM6sbqOTywufQMhgRmDEN9VUPtObQ8lBefNgIiSUQ4HkzRZ9tp5Tec8N2cZq25AydSiWs8dhVGMS8PZuiNXEusNxda+RArxpkYrNxghGJea0mjGheHQ+TQd1lpmuaZ3gc3gWTU9x8uO3SqjyJOn3eGkwMdElXcu4kNkXCo+dziizAXdOay6gc2QtGaD88QoGEJAI1j3yTsu1wqlNPvjLHkAWk9rHblRSOGxHsZaslMK5rXlZD6QCcnRTsm6sWgNCMUQBna1YZxLWhs4Ww8UuUQKxbJ3DF6Qa4GSnt4LbD1gY0BJyXndUywFrYsUSuIDKAGTQmOdp3eBwXo8SSh/6UW46RLeYd06Bh8SULNMC/ko0/Qh4kKgHzyRJKAXJGr8rMz5zI0RkcjgYqo0Ilg1Axd1xxvzDi1T5SUicN4hpdrSvJMxc5UbRlpxY5SzOzIYnXRbg/M45znpPKVR7I0FEkFuFM0QkTIwqgwS+MLtGSfrhmXjsL7ZTkoa2II878wqTnSHFgIhBaXRxAiZTr/HuFAcTgpKHXl0AtZH5m2LtZH9cY4QgvMmTTS21m/RF447s2Q8ncT0cGtWMs4N82Zg2Poovt8W3zWZ/Dqu4+OL68TqOj6ReNKOA1JLL9PfXVD7Tm2Ps3XPqu6ZVjmZTu2TO7sVIUbWnWOcZ3jfkisJQjDKU+vjorGsOsvRuMT6QFUYwrJDSUluBFWmUAJ0kTHLsyuo5U6VcWOSc3/R0g6eKpe8tF/wSnC8du4Zb7lZg4/sVRqtFErCZ29MaPstDVtEtgUtuiEihWBUGNatxwVPJBJEpOk8syItpACVFrx0Y0zdOxaNZb/zPFjWGBWoh5R0LpoeoqA9S/qxTW8xTlLmGiOTB2EzeLSSSSPmBKs+0HSO3XFOkSlq63EeDIATnNc9zkdWIlDlmmmekRlJLgWONBl4XlsKLXlhr+LWToUPkbONJcT0Wzof6Nuk0zrdpM+zNzJ8+6QhxIjSCVNhfcT5gJQwqww+BqwLPF4PhBDSftNYFp3F+0iMglGZYW1gUTtyk3hJSsDIXSa+lj5EjnZKYog8WvcM1vNwmapAO6MMT0QIkSj5d3d4uGy5OSnYqzKW3cCDuWB/bKiMIcbAeTOwt53G00YwLTKsT1o3IRKdvR4ixGQvdDBOHpKQWnMhQucjt2YlhRY8XHb0MfD83mhrLO549XTDuFCUmebWuGBvlCO3FxO99Swbh1Lvr8V3TSa/juv4+OI6sbqOTyQuBbX5W07u7yaofTdftHGhKTJD3TsyLcl1oqMbJfnhwzG3Zjmvnim0FEQEUiaK96NFy8l64HA8cDAu2Ck1Alg0A7MqoQrawZMZycEswRaBbUvI8MZFQ2EkIgouGkeIkjxTZFqwV+UQBla943CiuDEp+fLtGa+c1ZytG6SQWBcQwLwZsJC87kLGoh6wLuCFYFZJbk5Lbk5zQoBmO+k2KzOmZcamHXAXkYVLk4rrNkE8RybgnOM7pwMxRDJjOIww24ro604wygRSCDKV2p+QcTBOli33+oYyU+xXBRd1S20Fk0xiLVRaseoHxJD8GCWRo0lGYRRH05Ibs5y7+xWbzrPqLEIKlm1CPBxNCia54t55zU1gXlvWg2eaa0KIEMEHj1EGiWKv0JwsO3Kt0BEGAa1L+411gcpIlFTkSgCSzqaqppLQ9pEXDysyITmre3yI9DaQZ4pprsnHOYUSvDY4WucZZZrWeu6dJWukZZPI9b119M6TKUGMkd4nvdrDZUeMkc8fTSAKMiVo+sim7zlZezobybVilEvcMhCJjLa7uhDJtLvKFDEETjY9684hhUAKmI0MWkjq3mED7Gj5VHtcS0mPZ/CenSy1mC+Pnfdq8V2Tya/jOr7/8T0fY13XURTFez/wOq7jiXhTUPs0buHdBLXvNtmUb7EJQkDTeZbdQCYEs0Iz+MC3TzZc1EnArRJSiEVnWbV2m0wJFpuUTH3x9pQH8zZVrbRkpzQcTAxjo6/MnE83HY8WLYMLPJy3FJkkhEiRSUoluHfe0g0RH/12oXX89Iv7aCk4XXUIJYkhcn9ec5dUhTNKMZnkiFFOqdUWWCq4PcvJlGF3onl00XF/3vDqWcML+yX74zyBOm0g0xohHKM8EcXPN548iygRWQ8OFyP3lx4fAwfjgsLIxFfa6pAS9ylSd5YiSy08az2bPvG3DnJBN3is9AwhMMoMyy61YwslOJgWPLc/Ylpk5Eryw4cT1n3CFXRDQInIC/sFk9zw9YdzXj5ZcnOaeE7EyKK1CQkwODKpGGygHyxDmRLns/VAvxXETwpJPwhSWqqYlQalBZmK9L0kAIONfOZwxI/e3WGwnnwuWXYJQkqIFEYxLZLn3tGk4GTd0Q0e7+HeoqEdHD98c8yP3Jwx+MjFxYb9Ucaqd4QQyZTkoNQ4B7lRjHPDqrNXlcTORQ7HBZmC2gZCcOxUGXJraTPJNVluONv0vHxWpwnRCGWmebjomJWaO3sjpJRsOsuydUyKgYNJOs8OzrPqLkGkKUlfuoEiV+RKXbf4ruM6PuH4UIlVCIG/+Bf/Ir/xG7/B8fEx3/rWt/jMZz7Dv/lv/pu8+OKL/Mk/+Sc/6u28jk9ZXApqH81TWyiEJAJ+t6vtd5tsiiQTXKMkegYuwqLteXDRURjJtMx4brfi5ZMNj5YtLkamecZulTHOFJmWZFJw0QzcnBb88E3NpNA0g0+tJiRD8FzUPfN64HjVUxhoncO6iA2Ctg/Ug8X6iHWewbokpg+OEJJGCykYb/0DHy5a5s3AXVJr8axJr5VrSTdIhhDYdB4B3J5JXjnuebxqyY3ERXjjAl49rRFEJpVmUQ80fSCTgmZbgYGIJ7WkdkYZh5OC/VFOCAEbksk0wE5p6AfHcW9546KlyhVawNIFNosNLkQmZUamJdM8Y5xrLtohifNFwEXB8coSYkOZDdzZLYjAzijj+b2Sl09q9sY5xMg3Hy35Bw9WbCVWXGws7eC5MStQQtA6hwgiGVkrxbr1PLefc0Mm7dO9szQ5qaVgpKGzlnqAemXpfSSE5M24ah0P56miOBtlRBHZrVKb0YbA7VnBwSSjHpKu7fEa+iEk3ZUPSCKTLGNcajad46IeWLWSmzsFs0KTmwRSPV51nK16dm9mCYEhJTuVph0CQiZOVwB8gHnTc1Cm73zTO04vOuaNJVOCee1YNY4X9yvKQoEUCYKqBLd3SpZNz4NFg5aCzCiOlx2D99yeTZiVGTYL1L1lWmgOxsV1i+86ruMTjg+VWP2Fv/AX+G//2/+Wv/SX/hJ/6k/9qavbv/zlL/Nrv/Zr14nVJxRPTsu99eR6eV8MESHF1WPez3O+22OfvA146t8Xm456q0PaH5Vve/1ZmeGc49uk0XltNHuVSaJm569ep+4tIUKuJKtt20NAYvz4wHM7JZ1z3Ltor4yB28FS5SUAk9wkLYwQ9MExMRkr6zESrPcUJk2/na57Mp282qxPYnM7eKQQLOqBk3XL0bRMWprOsWyTb92qcyzaASngaFqiFIgouL0zYmdkKDPNSEsmhaHf9NgY2c7PsVMYWhcJRJou0HtPCIFl7ThZdZysOgBGuWTepKTzhd2K87rn64+W5Drps6yHTZfMgbshJVZGKYzRWAeN81TWE2PEhkhhIj6C9DDKDbsjz2kIXDSO/ZGhNJL54LmoLSC4u1cRgT4GprlhnBkKqTite6Y57FRJE/dg3vK7b8y5uzcCYNMPnG9bXWfrDu8ch/vpdwkkv76mcwgp2CkykGAk5DpNsz1edGglmJY5N6YFi9ayOzJcbFpWXbK3qXsHITIuDHujjEBKlMVZzY/khuf3JvTWU2aSnTJnXGoKrajPa1oXuDHJmdc9p2vLOFfslCVZlqqPIQZGRrPuk+ff8SrBXGvrCT5w77xBSMHRtOBoknMuYNU2LDeOQNpnBxd47aylHWumwOvnNXI74TjOCzIteSw66s5hY2TTpt/wxiRnf2TwwXAxb7h30TIpUjX3hw7HHE4LpHjTVHzVOXbK8H1NrL7b+eJZeL3r+MGOZ2V/+lCJ1V/9q3+V/+w/+8/4Y3/sj/FLv/RLV7f/oT/0h/jGN77xkW3cdby/+G6QQEjtpnk9sGgtTe8o80T1VltQZoi843MuX++yaxQjBNJjJ7kGAesuTXu1fVrM80yxanr+0YMlL5/UNNYxNpov35ny//nCEUfT6korIqVgWiTBuQB8iDxctDxcdOSZpO4sx8uOZZdee1oYjiYZjZKsupRgjXPF6xcbHi96TjcDUkaa3rJuHffOG7SSjDPFoukJEQYfsTl457m37mhtYFZmxOCwQTLJFd98nAjemRJURnGxTpWHRWPpbGRVD9SDJ8TAa+ctnXVsOo8PHr8T2S0zdkbFtnoj+PqDJWfrntNNx+mypzQSIZKm6MGyYzV4zuseESF4T+2gt4HOWVrrCTEyzhRloXn91LKoLX3wPJx3IAN3dysgcrIZGHqLR+BCYJRLRrkEJbAuMG8HjsY5h5XmwbzlwbwBKSmF4LzpcD5yMCk4mpY8WLRk2jPONUIKXIQYAlJK9ic500JyvLZMi5Q4+hAZfAJgPl52qeoYwYVUDUqGwpZJWRC3CfPgAxK4v2ggCtaVJTeKQgvyTDPNNaveMy0VX39jjsMzrx0+BBobUUJCTJqqPNe8dDDmaKeic57Egk/vY11g0Vh80EzywNmq2+6nlvsXLVpCcJFcawY/IKVkGCLBOCSSw1lOXMLZpue8tnSDp8gUd/cKJqVhpzIoIagHx1kz8HjV0Vq/ZXklc+553TPNRky3n3unyBkpSaElh5OMXAtePqkJNiEadkpDJDJvHbPK8CPlDpNCU3cOH2LStwlBCJFVZ1k0aZ8kwuG2FfhRegC+HxDpJ/l61/GDHc/a/vShEqsHDx7w2c9+9m23hxCw1n7PG3UdHyy+GyQQ4GTdJ7J175BK0AyBdkgQy1uzMiEK3uE5l693tu54tGy5tVNyME6PfeWsBiI3piXOx6vJtdJ6fvvVc/7+/SWzQnNQFTTW89uvLfAR/r8/ducplMKqS/tLbhS9h3mT/l9YyaunGx4uO27vlMzKjHVnOa87boxz7u6PKTPFw3nDNx+vybZaq2XT8/JpnUyZC4PZ+gfOa4/SsF9lxBg53QxsWkcQgvmmJ8RIjLDuBIvOcnunRIsICGyATEJuDD5smDcDvXM0veeiSSiHQCDEVDXarQxSyW2ykfziWuvJpeRk03Gyaone86N3U9tysJHGxeTrEsFohTIwkgbvPX2MXLSefQEuShbzBmIkN+k9LmqbtGohglJI7xlcZJQFIonMfmdWslMlDU6uDbtVIGKJUTCvO842A4VJVZRVm0CZo8xQZYpMKwojafpIZiRFLigygw99gp96x3k9sGgHICLOJfWWv+V9oPWekVBpOjBEjpcd7MHxqmEzJLTCQZVsclwIrLpA7iwXG4uSQMw423RcbHoQsFvlVJnCSU/nBbmGXBs21nO87ChyhQ+B09ry7RPBXlVwZ6dgWmrGueb+ouHxumeSG/ZGOfN1y1kzsFtllHlJPyTT5yKTZEpxZ7dgZAS/c29FMzia1iJExsl6YKfMECSt4MmmZ5RJSpMSzceLhtYmO6NxrjmvLUck+5oy06xay7Id0EJyUTt2ypznD6qkG5zmnC17uiEltweTDCkEvQscL1tcDBxN05TjxVZoP841Sn13ZMn34xzzYd7no3696/jBjmdtf/pQidWXvvQl/o//4//ghRdeeOr2/+l/+p/4iZ/4iY9kw67j/cW7TcsBXNTJDNZIwdoFyjzRsevecrqyzEYZNkQi8eq5l8+5fD0XAoOPTEqDdYnOraVg8GFbD0h4gUlp8CHy6smGNxY9k8wwyTMmI0MVNPN64N5Fw4N5e4VScD6walMipZXgon3zde6fN2wGz/64QEt5tX0Pj1NCWBUZuhW8Me+YbLVLSgqikExzw4O+ZZKm3fEBpARnU6Vh2ViawTNEmaod2Zs2NE3vKbUiuMB6O/ofiSAFN7eE80U3QIBFO+C8x4e04LkQET0crxPP6qKJVLlmv0wWLJNCs1tqXjvzBJsqbqt6oHFgpMCLRFvPtcJ1EWMUMtMU1nNW96w6wTiXqXq4tUsJMU3GjYSGbZtPRM2iG1h1jt4HZqXGusDDpUMzcDTzICSTzND51LLaHWUMwVN3FikTRNOJBAF1LnGk6t6SG4GzBTFLIu5179ASXAgs6oG2s9sENFIPyXYm06n1vOocTW8ZF+m0MzhoB8vNSc60zLhoLXXniQS0VIQAVW6QEjIpUCqdNKeZ4t6ywdrU1h4GR64Tl0rGiBQZvYsYIaiU5tZOSSDSu4CUAq0Us1KwUxqsDyyankIrcp20YWdrSwyRpnfszgwvHoy4f9FSGvBRIUlVO4icrntGecNuZdBScjApWLee1np2RwV+3VNlSeAuCDAki51lY5O1T5VTO8+ms0zKjLu7JTujnEVjGULCTuxsp1TPNwNFpphWhs567l80xAhVoSCmK/Rxnu77KD0Av9s55sO8z0f9etfxgx3P4v70oRKrP//n/zy/+Iu/yIMHDwgh8D//z/8z3/zmN/mrf/Wv8jf+xt/4qLfxOr5LfDcfsLp3CAGFST5u5SUzSgj6EMgurVACSdvyxHOqLO2IIaQWXaE1g/f4rddaGigTiTu0fe0YA+vB4pynzBUgiBGUFBQmWXOse3uFUrjc9qfeZ/s6rUucov8/e38ebFt613XAn2da457OcKfu21PSkBAgQlBCLKnXAUhZIBSi4khUxAoFDonlQBWmJIhYlApYIpESFQqwGEr+CEEghhdfh1BYGDAMSUjS6eFOZ9zjmp7p/ePZ9/TtTnfSubmhm3C+Vbf7nrvXXmftc9be67ee3/f3+U5Lid1OrbXW0/Qeo1I2mwuBk00KygXoXIpHqQvNuDcU2ZaLFAK7owwpwLvIug/M6ozaRXrr8C7ShsCms7QuMMk0B6ue3EgiqSUZgEqntljXBaJIDKo6UwwOMh0xASByc26ps44rs4KrW2+SkZLN4HFbr9jGbl83UOSKaa45WHWsmh7rQUsSBsAoqlIzjp52CAzBo6U8W97OtCJG2Ktyms5iQ0BpyJQmRgfI1I5znirTeGICmvaW3UITERQa5haEFxw3jhgt41zjY8rUuzBOJn8tFCDJdWJDLfqBm4ueaaGZNwOHywEBTGuJIw0oDM5jtKGzgeDS70+Qzq2RkZRFRSklq86CDwzOMTg4XvZcmOTImBEDCCUZ5RLrHE8uLIvGIYHMSHofWQ0dYxfJNSQHm2RUaaQCJWIqMoeAUZKjdWq7EgXjUnN5UqAlPHHS4ILg4rhAisiqU9y/V6KFTDwwbRirwG4lmRSa3gcOlz1CbtgMOZcmJZmSXJoWXJs3RCKjXNH7wMlm4NI4fdw6H2htPGOJSSG4ulNxaVaQGc2kNFS5ordptXNSGg5XA7lJP7fdOqfOFAernpuLjofyit1RxqQ0Z+/9e5kBeK+zBs+zC891L/VSPJ/u6vt91Vd9FW9/+9t561vfSl3XvOUtb+E1r3kNb3/72/nSL/3Se32M5/oY+lg5YLmWRJJhXcvku1FSEWIkl5LBp4utlB/9nNv7k5Izanmu1JmhPG7/a5Q423eIkXFm0FrR9p6sVAiRCqbOBiqjGOfmbB+3jx04+z6391NqQ6MCzRCoM0WMMcWeSCiMIteKnARPnDfJ0BxCxBPShJ1U7NcZu3W+LfbS8VoXuSRg0zucDlzrB0KAzdBjQyoY553ltvkbPC6kn0tnB9qFP/tZxBjJjEqTX0MEHcmNxg6eMlOEKOh6z8Y6CiW5tez58MGawQeKzAAtWkpsTN+3LjI2vWWwlqglxXaUPgjJlVkFIdK5dGFGprH9XCt65znterqQvEyVUfjQgoBxIal1ltpnuUaItPq0U0okgspA02UY2SOUINeaedtzsO6ZlYYr04ydKtHsP+PKiJ3S8PhJw7XThp065+I4Y9Emr1JvHbnRTHpN5iO1kTR9yv57aruCpqQkU+l3XuSGUZ6l1bg2EGIABKVJ8Mx5a5EIpqMMLcC5wLJ3WJsI7gOR6CDGQKIzRZSSaCORPlBqw6r3fPBwTW0Uu+OCXKeVsINVx7TKqDPDrM7xIdDaQJVpjBLMG4fdAkifWrQ8ddJw0vQQQUrJ4bLHx1T4FLIiBlh3drviG2it59pJi1RQaMUoU2dQ2GZb4CUAKmgt2Z8UiJiGOPbqRGOvtzcn7RBoeofRkhgTrX1WZRS5wobATp0xq57GK9zrDMB7nTV4nl14rnupl+L5dNeF3Bd/8Rfzzne+814ey7nuQh8vBwySXyrTkmVj6Z3HB5jVCao5LQwC8QzUwe3n3N5fplKW2mimESKdwFkyvwCCKtNn02sP71ccrBp+7akFUkbMRtBs9/3KSzPu33l6OlAreXaX7Xxa/bm13c99OwW9c1xfdOSzkrZ3LJqeUivGmd4WO4rdKuP9t5ZcmhRMy/SaWusZF4oyTxEm2nosniqTKBVxXvLE2gKBYQh0zqdsNqkYlZrjdY8PkkyBDRKjBHWmcV4iRPLLDD5sVxUAIjZ4ZIQs11yYlYwKjSLyxPGaRecQRG4tBm4uWyCSiXSVnXcDyzZwrAWXpwWjLA0FuBCJwOAde3kOIVJlmv2x5rQdMFJitIIYqTLDwSqwX2XMRgkYWWc6rXZtKellrqmMxGjJE6ctSgrm7cBmcHTW0W8zCsel5r6s5HQb2fPgXk2uFdaDC54PHa158qTBO6gLj3OR4AN1pgnekSmRVpOkx+YaKSKqBaM1u+Oc2kgKLcBCnSmenDecbgaUkAzWorVKgdVIFo2lt4GDzUBtJEZJVJSgI91giUKhVPIsZUoy+LDFQhggMq4yci052QysO0dAsFsZciPJlKTpHb4OEAOH64ELdU7nHB8+WrHqPTtVKnQvjFKGIB52Rxmtc9w4aWld4NI4J4hInaXV3l974hijNMEHqiKt8o2K1KIYtu3fMlMIobdFXUamkifs5rKjHxKdvtCKh/frZLCft1ybt+Ra8uBuxShPH9tKSC6NCkJMqJJPVQbgvc4aPM8uPNe91EvxfDpfcf000AvJAZtvkpm4G1KBMSuK7UqVeN7n3N7fuDCMCw3x6W1ftl+DgHXn0SqF8IoIWSb5opftU+eaxw4bTpqOOtN84SMz/j+vuHS2/9tjsdW2PUkEpQS7VUYUkBvJK9SEaWVYdp557zBCsjPNmNYZB8uOYktBf/V9U8rc4IGrOxWfcSEd29Ha0gyOWW14uKjIM8l7n5wz7xw7lWY9ODItUvxMmbEzyvA+IQBOG8tpa5EislMZehfxwbM/zrfhtwOEwEljaa2lt57caDZDZFbB5WkJMfC+6ytaF1j3jk3X01tLCGBlWvPTQqAk9C75ua5MK2Z1wbzpONoM3D/KeHh/xLV5x/V5i9aJzq2lQuK4Ms15eL9mZiTvP95wvLZsBpem5QT4mHxbUoCLkUwILo5zNp3l0HpuLTukhElumFYZhTJIGfmcKxNykwrIQggyDUdzh/MR5yOjQhO8YNlbBp9WGYMA7wEDklQ09j5ysYYdrakyRZXp5DWycNL0rFpHZz02JGSCCR4XYDMEepfiYYRzEBR5psm0wAaN1hGjBRfqDKEEBNAioRGUSMMCHzxY8+BOzrjIEmA0pMnI+ydlWpXaWK6fNrQ+oBV8+GjF4bpnXCTOWWE0HzlKgxBXditc2ND7wKb1DNsWdq4Tdfaks8xyw9HGoWQEIXloVnHcJJQESK6MC+jg4b2K403yBBolt9O5adJ2Wmqu7pTkWrHqLC7CAzsV09JwvO7Z9J5la6nyBK29f7dECsHJZmDTO3L9qckAvNdZg+fZhee6l3qpnU93VVhJKREfY3nNP4umfa5PrT5eDtjtx+6L5QvmWD3X/p5r22n53Byrz39o7zk5ViFETjf92VisCOlcuTTJ0Zn5qP28mh0Wbc/RauDmqiUGQZVrfAisOkehNX/g0R1Ko7AhGfWLTKdsui3wUStJrhWHy46nTjp8FBgt6QbH9dyw7i2zMrWE2sERhWBjHbnSiO20lXWWnZFmWuVURlEaifeBTR+wQVAXnmmpUVKw6uHmaUMfIhsXeGCnYLCRJ062BcPgtj8/T64UO7VKq2xlxquuzrhvt+L915ZMqoFN51l0jovTgkmZaN1N74kRHrxQslMXaK3wSjIrMloXIEaaIbDpB5o+DR4crXvqTLE/LhBEjtYhITMmacVDa8n+OGdaGgiC/UnO/ijngwcrOus53Y7zO5/anHVhyLTkuA2prRwcSmqMFsw3Pc3gyLTCh0iwnigC9+/uUmnN4WqdTrKQVum6QXPSWFadS61QHxl8SEVLBI8kM2q7SiooM0mIqT3rEfStQ2nBTmnoXCA0PcgUe3NjZbk0klycpKnAS+OSdls8LzqLDZELdcbGKOZdIqTvlDmTyrDuHC54biw77p+UXJ6VzDeOZTtQGUmeaeoiw0cIIQVU744y7p+W3Fx2+AhVvmWTxUiRp5uIXCvKTHBhUjC4QGu3F4JJgVZPv7eONz1SpInZS5mmzNJq6sGq46quuDjOGeeGVW+JRIQgDVq8CJ8xL/b+zvX7Wy+18+muCquf/umffsbX1lre85738EM/9EN827d92z05sHN94vpYOWDP99gn8pzn2vajtrnj7xenFfD06hQ+sOrsM8Ziuz61xBrruVAVz9jPbTbJaWO5ueyQQlLk6c0ihGCUp4tNnWkyo7gzWEkr+Yw3lvOB5eDIjGRSZIQIWanwPj0WSKtnuZIsW8ujeyOONymm5LS1DGHrTao0udZ4rznadIxrw8OV4WhjOd04cgFlIVj1jmbrB1o0lmmVcXW3onOBU6A2ArAEki8rRrAh0vSexbpn1Sc/kosWKTRECCKtalnv6KxgvnFY3/HBgwEZE2dsXBga63HRU2SGSanZH2X0LtDbSNtZjpuBTAlakVYJRZRUJhHNy8wwuIAUkTJPS+xSwsG6px08jXWMM0lvHcEr1q3DKAgIrkwyJoXmt68viUJQFwopJTHAsvVcO274rCtT7OAhA6NJRY6QDM6xavtEhVe3PXgJ80AE6yKZEdSZ4b5JxocPA/POUWWCfBsI7X3axvqAHyJVJrHW8TuHA9fnia012EBAsDfKuDwpCCKy7G26ATCS3SpnPXhWxz2LzqMVIHqij9SF4eH9EiFhf5TTDsmTNQyRKhPM255H6hHDtnC7tUzxNJDanmJb89xa9dgomDrPXpUhdfKBuG1eooipqLp22qZWvLaMC5OYYUaxGRyXpwV1bjjd9He8n+SnfMz8XmcNnmcXnute6qVyPt21ef3Z+jN/5s/w2Z/92fz4j//4OXn9XMBHQ9sgsukckyo7G4vNt/9ftY6d0TOp0bfZJFKkvrlWEusjs1IxKg3EBFuML8Cb2DtP2yX/VZlL6iz5xS6OcyKRjxxtaOuAD4Ey02Ra0nkoc4VEcGvZsewdp5uBaQVtn1hHg/XsX5xyaRJ58rSjdw4lBYdriwip3XNjnjhRV6YFo0LR9GnyEWB3VDAqcxZNS9MH3n9rydEmZ9latBQI0sTLrXnL48epFaWUghi4drrh0rRk1XmkSOb+ca7pXWCap+iVnW3UypXdkieO1nzocJ1QAFVGqRUQ2LSBzjsO1ul77ZQZu6OcGARXZgUhRD5wc82w9ef1LpJpyWJwGCUotWZSGzIJh+sBhGCSG6RUzAoDAgabVn6UkrRtDxlAmtrpbGBwCbnhImeohMQ2Sytw1iZO2IVRjgUyI3ioSl42rSXrzrNuBrSP1IVi5T0fOW7JleTyNEcbSesC//epOZ9xccSrJlM2g6M0msYmoGxukufr+smGzkX2akOeaUZGc3PZsuMCe6OcEFI7VEpBiJ7jxiJFYHdckEnB9XlLbhQXR3mC6LYdUmhyJZHAtNCcdoHfuLbg0qTk/p00Tehj5Mq0YDMkLpiW6ZwXQnC8TsVSYRSVSUMLL8Ux83Od61z32GP1RV/0RfzNv/k37+Uuz/US0icaF/BsaNumTytPINL4vnx6HzaEZ4zF3nnR0FKQaYsQIsE2XWC6zVP7eFMft4u7o1XPR443PHm0QWvJbp3aXgLB/na8XghYtZ7eBk7WHVrBqMyoM83gPJ11rHrHrMwIJBr6rd5xbdEyzhRdb9lYz+A9XR8YlYnh1DnPsh3YDJZxptkfGYbkemdaaRBpmm1UwiTXKfrGBhZNz2TLwLq+7NIKjZYYDcMg6H0qpowRLDaebnC0CZEOuWGk05Tlpo80g+dDxw2bLnntTqrEGmuswwUQg+DKRJMrkV630UglWa46fuPGioNVhw8RBZxsLHWumJUZD8wKCqOoc821k4ZV78l04oIpmSYmtUhk9FIpdkpDvvWXjQpNMwS6wdP7tJJUGXBRkatklm8Hn5AEUtLa5MfKlWSUZzy4V6ZcPiGZTAzXt42wnSqHOHDztCES6JxhVkCRCZp1YNkMHKxblo3bFiSRk7an7R1PHTcsmuRhGnzAdZ7L44wHdmsWrU1IC+doB8/V3YpRYTjZDMw3PcYMqT0ZAu0Al8Y5da64b1awGQL3TzM+dA18TG1AoyQ3lw2H65bdKufqTsVgPRvrqfPUVj5eJwCtVpLjdc+sMlyZprZ67/xLbsz8XOc61z0srNq25V//63/N/ffff692ea6XiO4mLuDZd9MhJM/LunN8oFvSuRGzymxbYnxUgXQnm0RJwbhI5l2tJN6nllmI8eNOfdwu7nrntyG2Guc9TZfafFWueWinZFIqGhswWnJrmXLoogAhJUoJCp0udJlKk3U16XVlRtNbz/HacWPVsVsZjNGMM2hdmtbaq3NUhMONRQTPyy9WDFYBG6IP9EIwKTJmRQJBjnNNpiS7taEdPE+ethyvO4iRlY1srEeIiPWKdvBoGWn6gNKCLASEEJxuenrrmeSpKNwMafothIiNkfnG0duAFIK60PSDZ9mlVZudKuN3jpa0Q6S1jlXj0Nv8QxfDWXj1lWnB5Z0SLVJe4SRLwM3TzcDgocoVLnhcEEQidZ2hhDobWFi2A4ve0/sI2xZgpiWL1jEgiDHlNTqXVqFGRtJ0lsYG9kYpYzHXisKklS4lBZvOc7DoWfYDCE87wI15SwRkBGs977+1BikZZSkwed0n+v3goTCCLk+csMFHPutSwUP7E/ZHOZPSMco1jXVINdDagPX9FgdiKI1GIBKNXUKZS5SSOOs5XvfsbdOnc5Po7J3xGKXZrzPqPIV/H24Geue5Mq3IdNp+3Tu8TwiU3To7M+Sm90sCt1aZPnsfnGMLznWuF1d3VVjt7Ow8w7weY2S1WlFVFT/yIz9yzw7uXC8N3U1cwLOhbcvOMm8tsyrjeN3TOcfBKjBOtAXGpX5GgXQnmyRBLBWzKmPeDNsMtuRzuTOw+blCpBetPSPPX5qVCTdw1BJFYLdKF7RZnQrEUQ6ZEqybdKHaDI6DVcfpxrI/yhEhFYDWJS6Xi7BfZ3TW8dRpi5YqcYlCiqUZgmcYoKgUk1FGbjRXd0uuzCrWbQccc2FWENE0g2PRW6RQqHbgdGPRCoyWeBvobCAzAhWfniLsraU0kqwyjMrEz1p1jtIYlEoZeYddQ5CCwmgmeTK3+8bifcCGiBQC624HGOdcnpTM24Enr3cUSrHph9T+84Eg0uuflgpJotprKbkyzTlcD2xc4OpejZaCG6uBGCJtn1adLs9KLtQZmREcNg5yEEIyylKh7oPDOsEkEwxeYK2nGwKFEcwKQ54pMpOQBipA8Ib5xrJfZww28thxg1KSWaW5uWg52gwpv1IIJJ5SJ//R4SZR1qWASWHYDB03lx2VSdE9O3WOEJIgIpVWTKsMhGDdW+oscdOmdU6dZyn6J0SMVLz66hitBUSB0YJ1Z7m56Lh/mgKnjRIcrFLsk5YpimjR2hSrM8oZfEBrSQUsmoHWOka5YVZlaWWv99tzvkgtyBBZdZZN5zhY91SZTu1doxh8OMcWnOtcL6LuqrD67u/+7mcUVlJKLly4wGtf+1p2dnbu2cGd68XX3fo4nlEYRcGqSwG7RkmETL6cznnWXZoKvB3GfFtaScaF5sOHawaXCoAQI0pGPuPSiP06eVGuL9qPWkULMabCzqeYmQQeTREse+McIwSnnWW3ypESdqoMIySt9RxvOrJc4bxn3vRIqbg00YQYWLUDZa4IDSjgob0KH+F4k17DZ14eUZlExD5pLJmMXBjl5EZjtGRvP2OnzFBaojDQgneACtyctww+ct9Owbx1HK5blEicr4FAZhSzXDGqctohRc8s2oEqM+xUBTIEDmJkmkkyrTFS0FtPG5KrvTDQ9BGhwAXHpndkQVJmBillAk4axWk7pJw8nYromwvL0caitWCSazIjuLVOGXbz3rHuHB85VORGshkCRsL+KCM3goO1Z+hShM2VSUGeay7PSlZdKjCmhUEpTbWdZNz0Di8kozzQknxZRko8ksFFYvQYKagyxbQyaCG4Nt+wGgKZEuwUCuciHkFuwDmZZuSE5NbW39VZz/6owPs0DLA/ypmvU7TTpMiockOdK27MOxobuHba09nItNRcum/K1d2K1jpuzjukEgjgcNUzLTV7k4xMS546bTlad3Q2tZWNTlOpg00h1c3gUBo667g8Kc/I/DFGpJRkWtH0ibBvlEzpCDEd6+332u2bnUmVbgqO1wNPnjRcnhY8uFudYwvOda4XUXdVWP3Vv/pX7/FhnOulqk8kLuDZHqzb0DYpUjRKININgYuTjL26YPCBths4huduKaarIkLEs3FyJVOQcFpNeuYq2s1lx7wZELcnrEjtpkxJ5k1PtyVeRxL35NKkINMJAHq47umcZ9Fa1t2AVMng3tjA0TqhAB7cq9BSsltl3Fr2bAbHYGG+GThtLUoJfJnxwE5BoQXX5h3aBCoB/bYYsgFGmT4DhMYYWa4HBpdWp6yNtM4hZWqfSiGYFoam95y2jkifwKEh8cOqIk0ynm6LlUxp8kwzzQ2Dd2w6yxAEzgW8DFgb2HSOTZ9G8zOZMvHawTMpNAerAaNFMtnb1KaLwOAiaxFobI/zqYU4zjRt7/nIccOlcc4rr4w4WFlshKs7NfuTwOHSkCmFEhKFJITAOJfQg5SRdT9wazmw7gbqQrNbaDKjefyowQuZWna5JJAK+VEuuDwtuVDntA7qPGJ9z4O7JXWh+MCtNYWSoA1ZFbcohMC8teyOci7WBeMtlLbSmrJWHCwN10+71Lr0kXUrEFIQbWDZDezVGVdmBXkmuXHa8MFbK443A6NM03vH4ycdN5YtD+9VXJkVjErDtdPIpvcUOp03e6Oc42WLJWVMTkrJrMpBCNoh8acOVwPN4BARZpUmhEjjP5rJc/tmJ9OSwYXtMEF6fwYfqTP9vC36c53rXJ96veDC6v/9v//3gnf66le/+q4O5lwvPb2QuIDn82CN83QBO1j0PHm84bSx1IVi0yd/z+4op9heEJwPBOGfwcxa9S6xfaQ4K9hcSFEnET5qFW3RDNxadDy4W1EYxcm654njhoNlx6K1CCmYlikeZVJqRrnmwjjjqdOW1nqO1gOPHTTcXDSEENkZ50xcWmGQAuo8QS73xwVN77lx2mO0JMskY684WVuWG8vpJkOKxGLSg2cVh+QLc57eQW8dznkeLsH5lG23N9IMQXBrlSJR9mpD8LCylm7waAFbnzVDhBgE+6Ocz7w4Is90KuyISCKFlBSZRAwSIWFiktent55F6/Ae1JbPlRlJDILDdQck/9V9o7QSd3Lc0NmIkimWyPtA6wK1kUyrnGmdE3zk8rSk6S3z1nFhktMPgRvLjsvjgldcGqOk4InTlsF7bi56zHZoobc+xbvItKoYPWwGh1aaKjNcGIktNkOR64SDEDH93pXW7BUihWBHn3L6tCLTHdZZPKlQneapjaYV3D+rUkBx5ymN44MHK6ostc5yI7HW44kpz9IFCiXYH2e86oExO2XGb11bcrDqaPqUSXiw6jla94wyRZ1J1r3jxmLgPpFWmh7eq9kbFyghyLViUmmOgVdeHoPQzNuBVZuo/EvryXVqsU5qQ4iCUa6YVNlHtblv3+xYFzhtLLmR1LlGK8FR03PS9Fzeok7Oda5z/e7rBRdWn/d5n4cQyVD6sSSEOAeEvoT1iU72aSWpc8XNRTKAZ0rhY8D5p43jp5ueG4sOsw2VjZFneLCO130awS+TZ6R3nt+4PufqtOTV908BuD5viVKdFWWFUc8wr98+UYWINIMjRqiyp0/fzrlkOAeQcLoZWLQJB7DuHfXWxH3a9Ggh8CGiZcu6HZA6tQgF8JshsuodpZHsVTmt9az7AaNTTMk0L8iU5KELNWWhiCGNwsdCUBVw47Tl9HTNONc8sFNxYZzz2zfXtIPFxoxKC4SQrJoeylRkbYbAtM4ZKZE8Xp2lHQISUEqyP1K01pEbw+7EbLlQyUi9GQLjQjItNIMSGK24MEmIhaYdUFpRbIsSJRSbzoKR7NSKB/ZrKqNpB8ey9awHz6zQhACHq47eB0aFpnepDTsqNKvWpharD2ftrkIp2u1qXwKWpvOjc2mfaaLSMysNo8LQtOnciFFyaVIw2BwtWpCRiCCExNealJpM6wQkNZreao6bnhgjh6smZTz2llFh6D1Y7xAxbA39knIbUJ0GF1Ko8eA8dW5YNgNPdo6dKuMzL4/4zAuGG4uefrDsVBmXxjnTOqPKDCIKnjrtONnCWZUSBCnpbEJzXJzmzKqcTZ/8fPPNwP4oIzPp/Oydp7UuhZ0DlycleZZx2RY8ebrhN64tcAFGmeLStGCvynFbyOtO/dHv09um9JPNQJGl3ExI5v0602z6p8G45zrXuX739YILq8cee+xTeRzn+hTrbib7zp7TWI7XPUerHmMku2XG1d2ScW4YrOeJ4w3r3qO38RzjInGglq3DSJFMvDsVIkZurvuzwuHmoufKNGUDCiEoM31mjN+tzfOulGXbdp71adR+2VpO1gNPnGwgpGJl1Sc/S2dTUfXg3ohVO3DSJFTA4APHG8uHjzY8vFeRKUnnPXWWsuZc8AzOopViWmS03qfVGyFYtj2bIRAjZDq1Ko1S7I6yFJY7iJRhV2SU20k5HyIheti2+BDporcZLKsupsBfQcqy05Jbq4G9KhnrV81AjJFJofFBoJTgyk5BnSWwqJSSy7OS3jkujQtihMO1JQi4MM6JHha9p5CC+2Y1gshslLE/KqhzzXwzkOmBQmvKXNIHT2ctRktKAYN1FFqSK8nNzrIeUnExjYZ2CCy9Y5QrcqU5WrYcrnrWfUIjKC0JPjDJNfNmoLeBXKUK47gZuLJbMxspRqUiAuvWMbhEX/cuYDQYKciNIJAiZJrBsR4cPsDIKC6OM6pMcrhqWXUDrXNUxqBUpHeRYQgYESm0YFRk+BC5uRyIpGnFQksu7RTcWg2URiPPbgJyCiNZ9wEpwSO4VOest7T0wXsu1Im8XhhJlZfsFIYheC5MEq626R1+29KdFJpTQG5valadxfrEMquzhN2wPrLexkg9HzJBK8k413zE+jTcECIuBHrrmVUZEc5RC+c614uoF/zee+ihhz6Vx3GuT7HuZrLv2aiCy9OCIQRGhWLwqWXSO8/BumdaZglaGALH64GdymC0pPeRIUTGuaLpHZI02XRxlC6sjx03QAKFKinOiqimD9SZ4qRJvKfnC5deNAOLzgGR3joGlzxK3ba1cnPRUZoUcRNC8jRtvdLMigSH/MjRhtYGduucC5OC64uWk5Un29KslUo8yxADR5sBKSWHq44QAr0LNC4wyQ0Hi47eBapMUWeGm6uOm+uWflsA5lqjBWgt2dHprXdrPdB62HQDRiuOlz1Vrhjnilmh6QfHZvAgJVpBaSSzUmMD1KWm0obPuX+CEIJbqxYCXJt3VFoQq4yudxy3nnEhcQ5yBcshJOaWSR64k1XHuDRcGhtyA92QsAxHy4E8S5RyoSWbJkE6Sy2ptGKwEU2kDwHnJM55WhdpB5fCukNAeBgbzbjMgEAkJsApUOeKXCp2y4xGKU6agdwIfDRcHAXWVrFTJQTFuvO0g2O/ztmpczobUEpgjGJwkVEB1nkGF7g4ynFRsO49EsnuxDDJNbMqx8c04bc/yrk0KZECnjztKDLDzsiw6RK1ftGkCdYq05w0DXWmKbTk4qxEbyx2lTIN5+2A6BWXxgUPz3IWncPoNJ242HKy9kc5o1LTb9llt1vdi9ZS5YqJMwgBuU4Trusu3ZB8LGTCTpVxYZSzGRwhJp7b3ignUxIpxDlq4VznehH1Sd3U/NZv/RZPPPEEwzA849+/8iu/8pM6qHPdW93NZN+zUQVlnmjPvfMJ+qhS8KsLKdYjFUVPF0anzcClSYHZGreP1x3N4FFCkimJI11YCyVoAO8D21rjzBg/KlKr8fmCNV0IfOBGT4gB6yPew3rw9IMnEtgfFSiRWkRHq47GeqxPAEspBXvjDBcC77+1ouwHpkUKK9YCcp2msVa9pd9Ou6ULoeHRizWZgvffWuJ8AJ/a36vO0ViH1holI4vGcmVaMQwhGeM3AxslMMYSrIPLUChJYx1DABsdzoEPgXGh2R3lbGygNHqLC0h+rE3viQhOlhYxFpw0lgujjM+6POHWsmfdOWyuyAfLk52jVGADzJuOEAUiBppeMviIDSlO6OKkpCoUyyatSF2Z1kQ2rPrIqg9cNJq8lghRcmFcEKJg2VmKTCMkdC7woeMVMQpiSAHJzktUmdE4j2sG6lwzLRXOOiCdF9cWLc3gmFQG4VP+o/WB+3fGKNKKaWMDPgY8ggcvjLg0KTFGpZZXSDFJ+3WOiJIiS9ONSkpmZQrPLg1MSsOq90gFVaYIQTEuND5G5qcWHwJKSCKOUZbhlKftPWttMVIyKTUilkiZsgpjgFxD6wL7I0NpBEGkoulinVHnBoUkCigzhRaSyTjnd7bvLeehd4FxYXBF5HidPkMFgvWQfFP3z7LnbedlRnHfTsH100R5rzJNhLMbj/M24LnO9eLprgqrD3/4w3z1V381733ve5/hu7qNYDj3WL209IlM9j37ObdRBeW2INMyjawrIWld8jrtbPlStx/3IZG+R7nGk9o3N1cW56DMJNfnHUpFXnVlQgwxFVZ3ePduG+ONkpSZft5gzUmZsT/J6QbP8WZgZ5ThfKAdHEfLgd7BtFSsO8utVUdrk/dEKcWj+zW7dUHbe2IMPHmUTO5N7xFCUBtB4xxVZnhgp6TbLnMpKYgxoLSiyjPWraULjtMu/Yyq6Dledjx1vKE0iiLXdC7QdimPzscUkzM16XXECJlU9DHF6cQYGUJaEVv3nlddGXN1p07FyxDY9B4fIpORhgBSwnw9IAiMCkOVG3ZGOV3nCCGAECgtWWwcdaZwMRKCwpEI6gIoDPjgONmkGJ2L45zTzcC4yNipFEebnsYFciW5f1bywN6IOlP85vU5Te9prSSTgcF51q1HKsEoKqo8xbhYH4jWIWXK7ztZD7wshyqTuADX5g0nreJynXNhnDMtDJdnFe3gMEYzKzTdELixblPhFmG/LqgLh7URGzxCCvJccWVWsOnT549WEus8INitcg7WPcsm5UUS4MYyprgkA5vOs+4tt1MBOgeN65mNNC/bTxmPl2Y5N05ari9akPDI/phMpaGGiGDZWL7goR0e2KkR6ulVo9vnrnepoLw+b3FIDpcdvfXsbVdg171j3Vu0EMnj9TzIhNst+lXrEu5jNbDJHbtV9uU+FwABAABJREFU/owbj3Od61wvju6qsPo7f+fv8Mgjj/Cud72LRx55hF/5lV/h+PiYv/f3/h7/4l/8i3t9jOf6JPVCJvue7zlh68dyIT3XhYBWAh+f9jopIVCjnHXntibdyIVxzjjXHKx7HrowosoUv31jRTO4RBUf5VzZqThdtgAJBxDiM9p9t4uo5wvWVCLBMteDo8oVh6vISZOm6EalYafQIAWtDdSZ5NGLJUergVJLRrmm955FN9DZ5MUxOhUpTW/ZuPT6Lo4zxkXGsOrJM0U3eG6terQUjIyit44ag9aRGAQ9IaEJuoALIgUqdwNHq4FMp0LC+oAp0++hyBSBgIfkDyOSq0Q2d95zY9mjpOTKpEAqweNHDdZFZrlh0Q2crAbawfPEIhKj4Ase3qXUgp//jZs8ebohxMiydSy6dMGWUaC04MIoTUcebSwuBB4/bjltHHvjDCFz1n1anTNKYPo0jbc/zhAClr1NgNAo6X0qFnbHGYdLS2aSAb3MDDEK2m1czdVZwapznPjU/gLYG5Us+1T8XZpmTKs8Rcm4QGEkWiauVAwRqRw7MWfwnsNVjw+R403HpvfsjTKMkhiluG+iOdoMKdC6G+isw0VF71K+XzN4WuuRMq26aqXIlWDeDuyP8+QbDAHne5adox88O3WO9Z6b845Fb/EhGdD3xomMH4hoofDhmTcIzz53T9epFSiEYJwbeue5MU/n//64QKtE9r88zbkwLp/3/XxnW//ytKQbHI31jHL1KQlePte5zvWJ6a4Kq3e/+9384i/+Ivv7+0iZcrz+yB/5I3znd34nf/tv/23e85733OvjPNcnoTuZUvDRfqXnahvc+ZxMS5ZN8lP5kEJkb08FAtxYtBgl2anSypL1gQujHM/T7Y5HLk6oi4xby5bCaJQQyaOzje1QUj5nu+/jva5Rrnls2KAQNIPltOkxRrFfGQYfMVLwystjpkXOq+6fcNr0PH7ccmvVUXWKVe+YVga/9Zx95HSTsA7Ok+WKG/OeVW5pXKS0qX1W5ppCJf+XRnJxZnjqtOFgNbAZHEIKdiqDUoJNb1nbSG4URWaIIaAUZyuANkT6mL7uHYx1QiUYnSClEJk3A6sta+r6vCXTgnEpIEqMgaazaK1Zto6DRcu41AzecXAbijkkz473W0ZWVOR9miqUUmCkpjCCSLr4973HaM19k4LTziFjMo7HABvrMDZwvBxYdANEmFSaMjMUeSKl9y5xrlrr2fQWJUDJgt1Rin3JFNCmrEChIvfPSvbGBRG4b1Zyfd5wvLbkOoFHj5uezEgemBVcn3c8frxGS7FtvXqMinS2YK82RCHSaty6p9seh5GwtgOr3jIuNDEkM7xWkoujbOsZhN26oMo0rbWICeyPE/ZgvhnogwcJn3NlykljsSESQ2DdbT11paQZPL/6kRMOlz1XdqqPgtYu21RY3fYTXhglg/u6deTGUmjF1Z3sY577z9XWrwuDUpJmCOfTgOc610tAd1VYee8Zj8cA7O/vc/36dV7xilfw0EMP8f73v/+eHuC57o1uf1g/n1/pYz1nvknBvd3gqTLJuDDMqsSpWnRDik7ZFm2JX6VZ9Y6TxqZ2h/NcGBXsj3IyncJkB58iOi6NCz4EXBxnRJWI4UX2wk/L3SpnpzL89vUV7ZAo135bNBqtUECdZ4wqjTGSK7Oa0hhuLlt6F8iUotSSG6ueJ08aBhsQCISAsGVYLftURFa5RjqfJvmCJcTAhXGBdWkVS4ptdEyR8gPXnWOIkVwKPAqt4cHZGASsNmkaslCSpk9TbkMIjPM0+bdbCPygt4R1R6UFcttmHXzgscOWy9OSy+OCa3NPjJGjVc87fn3NuFKcbHrGucIDgxOIKAgyFbClTkXWvHFoGdn0gcxICqPoXGAzOO6fKnwILNsepWCWG2wAJSQuBnIteWi3wodI5wPDEKmMpHdQIOi9RwpJaQw7I51WVlwkV4KmSwVGBASR07bHxsgo03if8cBOyROxZdkNXJ/3+AizaGhcQl+EGAlILkwKLk0yXHw6R8+GFNHzRLshRMEjF0oyLZl3jlwpdquMWZ3hInSDY1JpHtqtmXeWTW852nT0fTp/XAyUSjHbntPzwVJnhp0648ai5dppy05lONn03Fp2SCEYthOpl2clQsizm5kq12fQ2tuSUrA/Ksi15b5ZSWnUxy2K7qatf65znet3V3f1Hvycz/kcfv3Xf51HHnmE1772tXzXd30XWZbxAz/wA7zsZS+718d4rnsgKQU7df68fqWP95z7YkkMESHF2XNPNz1H64FZnbMzyult4HjdYX3k4qSgMAlKedbuGBUURjGrDLt1Gve/7Tu5teqJ0r0gDMSdyoxinCekwX6dkWvJpnOsh8A018gtW0shOFj0CCEYnEcJkAgG7/nw0Yb5ZsD5BH6MAfLMYKNnsJ5JlXHfpGCUG24sO9jyiF5+oaLUkl+/1hIC7I0zWpeAj70LtNbTDKl4kVIxKjSd9URi8mwB+yOD1oLHjtNE4yqmacSmc7AFS26aLT5ASGaFYgiw6hxStATvOW0sUgm0hvVgmXfbSTeVfGp1pml6i5IKk8O4yFh1Az4ImuhxNgCpqI0x0PeWk42g9RE7OO6b5lyalbggmFUpaPhw3ZNLOO0cmZS0whF8yrkrtaLINLvjjEwqdmvNpguJdeUD1lkw8OTRiqeWDhsiF8aGB3YqEPDgXs3L9ms+dBD4ULNhVmoCglXT89Rpx4U647PunzArM6ZVxum658n5hkCamHQ+rRDeNyt4cL+mc57COIYqIoBHL01YdQOrNiFCgpBkSrDqPJmURBVpbDLXT6aazeCpM4338OHjNRfqHOcDy3ag945N57m6UwOgNdxcdFyfN7zyygxINzOlSYy2Z8v6QKHVCyqq4IW39T9RXt25znWue6e7Kqy+9Vu/lc1mA8Bb3/pWvuIrvoIv/uIvZm9vjx//8R+/pwd4rnur5/MrfSLPcT6w6S3Hm+FZk4aCg2XCEujtlOCFScHgPDcXHYTItMq5Mi3PCqc7fSd3cqzg+TEQd8r5VKDUuWLROlrnaX1kp9KMK8MoV2fj/6NtlMm8GehsoMok1iXC+3HT40LEbz1QWQzM8oz1kFAOmVJc3a+5MC7ovedo3YOQPLXosd4zLRTOO3oXUzivj2gVqfMETLURINC55P2R20ibUWVAa16uFEdbQnwzOFormBjF/jRnVGguTSpWvWfdCTKjkPOW1jtOO4lQAusjB/MUN5OZNHkphMDGREx3ISCJZEVGrgS9VJhcMG88ZW6oi4xxrmCbs6ik4L5JxlOLwOOnadXolffPGBUZUqSooHlnsd6x2FhOGkfnHN3g8SZ5pISQW1ip4mDZ4wiIKBhtV1seO94QpaY2ihgFNxYdm9bTDZ5HL42Yd5arOwVIiUBQZYa9UY4LkcE6GiVZD45b2zasc5FL05JZpXjNQzOu7lSUueb6acPJxtIOltYGnjzZECOMCkVlFDul5slmQNwueCVoCbM6Y6fMUVpwbdkSfGJiiZHYwmkFq9bxyJawfrzuyVCMC8HJytLtO4xSKaZGJjYWJOK8kOrjtuOf7734sdr6UghON/0nxKv7dNZ5gXmuF0N3VVi9/vWvP/v7o48+yvve9z5OTk7Y2dl5RjjzuT69dCdktLWeW8uO/W3xo1UiZkuRoIs+RvCB6/OGa/OWRZuo6FWuGedpbD3d9T/Td/JCAp7vlPWB64uWzqapNBEiSkQOVz0H647Pe2DG/jhHi0Te1lJQ54adOtHPjzfJiC4QuODPiOeRtBo2EoKH9mpeef+UvTrDGMX104aPHDcs2x4fLOvesWzslvidVhO8gICgzBRGCHoXaYaICwOD87x8L/3cSmNYtAM7RcaszOhs5LQZuDlv2BDYjzlaaayPaJlacYVRKQy6TfEuXW8hwHFr8dGzJ0sqI1n2qd3aWUczJP7Y1UmGVpq6MHTWcbDoMLmCGNj0KexXC8Fq8Cip2CkNT3Ut1+Y99+8m0vfJpsdowW6ds+7g+nxgcA4lYFLl5Aru2ym4MikZV4Z171BSUBnFqvN0Q4AMlNAUWQKwDgGawRMj6LXk0jRjUiaCvBAQIrTWcbhs+fBJy2k7sFfn9NZx2liqTLNXa7wP3Jo7lILjzcAkpLbhrNIsO0dlJEdbAG2R5VzdKcmUYoiBECPORcpMMy0FVZ4ArE3vePxow26VU5WppddvMQsfPrZorQgx0LvkKbsyLfAkBAg8vZJ0FjQe+YT9hHfqY7X174ZX9+mouwEin+tc90p3VVj9yI/8CF/91V9NXddn/7a7u3vPDupcL03d+aFdGkVnPb95bcHeON/CFOV2ejC1C6/PGz58uCHTkgujnCpTfOhwjZKCRy6Mz/wikDhWnpQV+In4ReZNz61FR5kphIjcmPepkLBpXzfmLcdq4L6dkipLF8UQYwq99Z5V6whRUGWpVTMxkbVN8Mc603zGpZwLdYn3gcFHhExm8nGpmRSGw7VEiTSFprXEB8cQIlJJRplmXGlmpeZkY2mGwLjM2Kk1F+oMOCGGwPG6R0jB3ihnNjLUuWTTD+mCLCWD9zx+siLXEiN1muwTiof2cjaDZxnSip2S4izOJArJuIDegiKyU2sKIwlRgBDsVZrHjnoCkd4H4uAgJv9kjB6E5snThjJT5JnE2cjjJ812hS8wyhMk9mTjyI2kMCW7dYaQgqbzWCc4aS0bm1bxhIwYqakLwWYbaZNpQUCitCInYluPDREPfOSwoy4kaUEy0to0BXh93hGCx/lELn/iZMPIGIwKaYJSKcpM4QZo+g1aS8aFRsQ0CVkbxRAC+3XOKy6NMVJyuO4pjEYLRSgixEidZxxvBjrrmRaaOtcgILjIuusBwbjM0KLhxrwljAtijGglE1bDp3OzzgyXpwVapUxGgCuzgrAl7+dafcIX+udr698Nr+7TVecF5rleTN1VYfWmN72JN77xjXzlV34lf/kv/2Ve//rXn9GUz/XpqWd/aM+bAQEgoO0dda44WFpCCBRlina5Nm/JtCRTyVc1KTOUFNyYd1yZlmgluf0xf3PZEkQqbjItGWfm49Kj0zE5hIDFZmBtwzbGJvGgLs/S9/jISUsAHr04TlluTcei6WltmujSSlAbydGmTwDTwoGFS6OM3TpHiDT5eNpZRpnCusgkz/AxUgyWvVGB3xLnWxsYPFQyUhiFkRIfJZcnFZlW7NUZ05Eheg8NKVBaRKIH7yOHy46TdUJAmFygJRiVQpZP1x2XZyXjIkfLgp3KcGvdESIYLbjVd0glyI3kdGPZG2VMckFXGi6PMoJMF1gRIseNRyrFbp1DTC2l3nucg42LXKgUZaa3UTWS02agd56y0BQmctRYmtZxtOkwUqEhEcARODfwO3NL8JEoUtF636Sg3jNcKAvC1leXZWnKsrUerRIvDRfZKQxKwuGq5XQzUOU5dS5ZbAZCiNSFZrcyrPu0wuVCQKg0XHHaWgSCaW2YlpoP3lwRY8HVvZK9KkcKeOK0ITeSUW443vRnxvJ5Y5kVmnljE2TV+ZQ3iODKpGR/UrBoeq4vOh7aG6Fl8usdLjpiDFyeFNgQOW0to0Kz7Dx79UevSK17x8bevqmIjHLNbpWTmU/sM/TZLfpzY3vSeYF5rhdbd/U+u3HjBj/3cz/Hf/7P/5k/9+f+HFVV8Wf/7J/lL/2lv8Qf/sN/+F4f47leArrzQzvRrh27dZ4iP7bG70xLqsxwZVpwuB5Y9z5NYVUpfBeg0Jp5m1Z4iiy1eQAGH6jyjM45jtc940vp1NxsY0By/dHmXh8jq84SQirGfOtYdQNNn1ZRQoisOo8icmveECNcnhSs+4QteMXFEVVm2GxXjNJUWWSmNHWmefTKmMzodMFuBobB8zunLU3vqPIMGxzLJrX2lNLE6CiVRMVIphM7yYaBk83A3ijn6m7FSddz3A5McsGDIhUF0zxj2duEahDQ25RfhwIpFLMq3WEfApMimfUb2/F/nzxl2Q5cnOSMTYGSyWuVacluZZgUBusjAYtQAr81zPvgOW0cksDlUcF8m+sXQsrlE1FQFxmT0jC4gJSKi6OCLJNMy5xVM3BhVJDvwOIjA9bBcvA0vuPSyLBoHJvOMs4NRismpWI1OA6WLdW+otQJbqplihiatwNhS/SvjOL6qk35hm1HN3jyPk1qLtuBWaWxQeBiwPpAaRIbbN14XHDUhWEpBopcYmROIAVuTwrDpMqQQrDT+4SwaAc2vSPTCqNk8nMJgQ9wtO6Y1YbL4yp5o0Saujxt0gVbK0EM8JmXp4wLw0cONxS5Ya/OePTiiEvTkhAjUsj0f56+SThc9ZR5xuACp83AY8OGi6OcB/fqT6pVdTe8uk9HnReY53qxdVfnl9aar/iKr+ArvuIraJqGn/7pn+bHfuzH+GN/7I9x9epVPvShD93r4zzXi6w7P7SlSBerwqQ2RqaTxyO1rQKzOqfONAerHqMEkzvu2Dvn0rTa1mN1ewA912m5PteKapxy406agVWXwpRnZcbVnZKdOj+78HgXOFr12OCZt5aTpqezntZ5+hB5WAtcFBRGsewsq96xT9xOv3nWg0VKGBWGQkmUhqNtu+DRSxNGec6i6Vh2DkOkGVKbc9mmsfxuSFODXUg+HBc9WmsqlVZvpGR7YfWsuoHB5XgfWLYe1wuYwk6RcRQ9vmU7vSbRRiAD7BSa1jlCEzFCoJWgGQK/c7DmZNOxsSnMeTMEBJb7ZgU7hWHReg42KSpGC0EuJet2oPOCnTIFTPeupxs8NrINiI4oCWWWMyoMWSZZdJZCCOpCk2eai+OSK7M0HYoQhBgZacWpdRSZpO0dN9eRk84xrpJHKpOCWZkRiKx6z8l6YJwL6OHhnYonlpaDdYOSMM10gs6GSBBxe54Jxnk6z0LUVJkhuJCCwRtLCB4fBN47ApInT9bJ5F5nSAmT2hBj5NayQ0tJlaeWaJlJDtcDB6uOTEse3K24b6eC7bn2wG61DWhW1IUhhMjg0mRjvcWBaJU4bYXR5Lnmwd2Shy7UZFKlFl0UDFvztObpQYvCpBDweZOGP8y2fXhjkRAcd9uquhte3aejzgvMc73Y+qQL96qqeP3rX8/p6SmPP/44v/3bv30vjutcLzHd+aGtVfpg2gwWIuyNcqrcJHbU9oMrLzMe2av4wK0VSgoKremcY9VaPvPSmCJLgbO30T6XJgVCaqSERWP5wM0lVa6ZVakoO20GBh94dOsvgUQA710khIiSkjozHK0G1t3A7qhI3CcbiAh2JznjXLFpBp6atxytLSfNkkf2Ki5NCqIQWJsKO2s9mYz89o0l87ZHCdj0CX/w4F7F7tiw7hRGWZ7YWFyMCZRZKpoeBu+YVBkP7pY4n75WIjGUBIIL48hgU+zKEGFWGeQ2tPhw1TNYz26Vsz+pON0MKCQuRpwH7wWbvidKxawQ+OCZtx4fI8uN56gwWBuQKuXOBZGy+bLcYDQUmeRk7aizBGmNgbO1lExJruwU7NSGQksWbXpwVmdkWkIMWJeCp23wnK4H8sIwAlZN4nDZPhB9pM4EsyJR1I+bjp06Z1Jo9uuMKkuF1RAl901LJoXm1qLjtLVMRMJleE9qEep0dBenObtVyk5cR4v1HkEiX2QaugGi8Cy6wKRIaIrj1YAMgBBsOs8TJy0vv1ijBIxyw9VZyf4o52jds2wtUqSw5QBcmSby+cEqFetGSca5YafMmFVpgnLZejKTmGfj7crm0TIhPdKEaWrzie05Hm5HfwGrzpIbRa4VPkTith37ybaq7oZX9+mm8wLzXC+27rqwur1S9aM/+qO8613v4oEHHuAv/IW/wE/91E/dy+M710tId35oawVtG9gdZdRZ4jM9+4PrgS3b58a8Y94OFErymZfGZ/9++84SErhS62TAPVr3+BiZVmY71p5QDr31nGwGxtu24rp37FTbgm7r4zISHjtJUTGbPjAuFKtmoMoyTjeWJztLXWQ8sFNz7bThxqJjlGt2RgWN9OxPMm7MG04aR2stvQ0gkv9mVGj6ITBY2Ktzqqxi0XkmmWLZJyN8lTm6IYXuEkGSwqGn422sSgjkRlKb9Phi07MeIhvryRS0vSeECCKwbAZcDLiYsBQuRoKMuCAYFTqBRTuHlhIpBCddoqI7H7g0LcmMRsRAiMlIP60S+XwIKdTYusjgHVWmkTEFKXeDRdSGzsMoU4htgXa46gnOM4RAb9Pv6Hg18NB+wdXZmPffWtM4h0Fgs4D1Eikko1yhnMC5wG6VcXGSE0IqKvfqDBfTyldhJLLdBhwDi25g1VrqUnNj3tM7z32zkkmh2LQDk7Kg0C7R1aXgwlgwWE8fUkxNYx1RRKZVRr7NnFwPnhgiQ4D9cc60zqldoHOOD9xY8Zs3llwY5VyZFEwLk/6Umk3vE4JDKz7nvglPnHZcm3fUmWJwMLjAo5dqNkPgw4cbHtyrUVLQOc+gPJvBJUTGdqWkd/4Z+Zu3Y6JyI2m3kTsl3FUBcDe8uk9HnReY53oxdVfvuD//5/88Fy9e5E1vehMve9nL+KVf+iU++MEP8u3f/u288pWvfMH7+f7v/35e/epXM5lMmEwmvO51r+O//tf/evZ413V80zd9E3t7e4xGI77ma76GW7duPWMfTzzxBF/+5V9OVVVcvHiRv//3/z5ua469rV/6pV/iNa95DXme8+ijj/Kf/tN/+qhj+b7v+z4efvhhiqLgta99Lb/yK7/yjMdfyLH8XpfzaWT8dsvi2br9oX3/Tsmrrkz57PsmTIuMznmInH1w3d4PAh65MOY1D+3whx7e5TUP7fDIhUQe3/QpIue2D6LpEr9pvuk5bXoqoyn003W/lulUvd1aSZlsgmllEhm8NlwYF7zyyoSHd2uu7pSUSjIuDZenFUYJjtc9kyrn/lnBhWnOlVnJKDccLi1Vprg0zth0jhuLnoNli/eeedtzsnS0g2PZWT5ytOFw2XFj0dIMlv1Rwf07NY/s1zy4V/HyCxP2xjlCJE9QphXT2jDJ9Jb0LhES1n36GZeZQirB0abj1tJSZIr7dgtEFAma6qDM9LY4UAQXGZzHOc8QPBsbmZaG3CR/lfURpRS9j7jtdKNSkjxLpPKrs4JcaoyU1IWiKjSVkYzrDC0F1xcDH7i14smTNQeLliePGj50tGLZDHQu8qGDNTfnDetuAAmPHzd8+NaKSa64NEmerm7wnK57Hjta8cGDJSfrnhBhVmk++/4ZV2ap5XZ1pyQTguP1gJCKUaGQQtI7z+ATFZ8taf7aacMHD9eMjObVD0x57cv3eOhCzaVJwajKKHKNNppL40RJP14PRAQP7tQ8sFdjlCLXKbtwnCt2t7619eCYN5Y8U1ya5ExKw41Fx//3/Yf8jw8ecW3e4mNknGsujXPu36kYZYqjVc+Tpw2r1vLIfsUj+yNKI1EytVaVFFyZleyPC5ate0bUjA0pF7N3Pv2xgTpTzDcDR8ue6/OWp04bTjd9KrLvQlrJ5/Ql/n7RnZ9VD+xW3P8sG8G5zvWp1F2tWCml+Imf+IlPehrw6tWr/PN//s/5jM/4DGKM/NAP/RBf9VVfxXve8x4++7M/mze96U284x3v4Cd/8ieZTqd88zd/M3/6T/9p/tf/+l9AGg3/8i//ci5fvsz//t//mxs3bvB1X/d1GGP4Z//snwHw2GOP8eVf/uW88Y1vPFtd+xt/429w5cqVMx7Xj//4j/PmN7+Zt73tbbz2ta/le77ne3j961/P+9//fi5evAjwcY/l97I+UeaLVhK9XQW4E8AnhXje/RTbQOfjVcdTpy3zdiACtU4XjmunGxZb2rXzkV4FTjY9e6MEPXQhFSKZetojoaVglGn26px2SKsAjQvsT9JzMiW5WGeMM81jR2sCMM01Rkucgwd2K5ad5WDR8cThioNlz+OnTfIehYALERnBZIreeU5aS64gN2n1Y9N5QvRY76lznTL+hMQ6w+FmQCnFtDS01vHY0ZpMa2wItDaQy8AfvAI3Fg3rQTLKTOJpRciEYTaRyaxdG2JMrbdRkWJdXIBFZ5FCUhtFZgTHGw8IpIxkStD2gZCldlRtFF3v2LQu/S4ywcgbLo4zGuuxQbBuByAyLhMVP8vg+tHAcuiZZIYyN2lVRSv6kFYQCwUfuNmAFOyPDPONZdV7jIhY7zi1gSAjM6959GJNHwU3Fx3b7h63lh09gjJXSBsYlKYdLJs+kfHRgj569quMpodl67k2b7i6U3N5V1FqxYlwlLnA2UiuIzt1weVRzmEzbEO6E3i2s56dKiE3MiNprcOHNO1oXaTODW2f0BAI2HSWwkjWbZrsjFv21OAjD12oz6YotRRMqxylJZlR3F9UXJ6mGB29jSC6bZi+XeJcnpSE5cDhqqfKFDtVRrflwl2ZlYwLc44HuEe6GyDyuc71yequzrkf/dEffUHbfe7nfi4/+7M/ywMPPPCcj/+pP/WnnvH1d3zHd/D93//9/PIv/zJXr17lB3/wB/mxH/sx/vgf/+MA/Mf/+B/5rM/6LH75l3+ZL/qiL+IXfuEX+K3f+i3+23/7b1y6dInP+7zP49u//dv5h//wH/JP/sk/Icsy3va2t/HII4/wL//lvwTgsz7rs/if//N/8t3f/d1nhdW/+lf/im/4hm/gr/21vwbA2972Nt7xjnfwH/7Df+Af/aN/xGKx+LjH8ntZnwzz5c4PrtNN/zH3s2gHPny0YdM7qjw968ZpIvgjBJNCo+uMdWtZtJZrpw0hpIt90zsKLalzdfZ9b/so9sc5p+sUVOxDSCbk7QXtqXnHxXHOZ983ZdlZbi47jElcrTLXzJuedW+5MU+Zd0pIAg4boDAGSaCQkkZJtA2AREqIApSKECKbzqeMxCxNFV6eVezUGYVJRdxxM7BsLZlO00pDsAwxVRdPzTuGINmrDfU2mseFwLg0KJWjhaB3nlGu0+oTgp0yrey01lMUimmZE2IyV/c2TWxKJVAqI25N6bM6IzfgQ0JMHK06mi7iSKtcqzatqOSZoreR05Xl1qqjHxy2ENQ+QTEzCWWWiiznA5ZIFpMv7qS1iBDJckUfIpNcbiOMMnZHFUJEri869urbE58eVGoXEiKhkBAy5l2boKohUgiJ9WC0JhfJj7ZxloNF5MKkoMg1x6ueG5uOaZkxKQytD+RaMCo1x03PadvT9h5PuhnbqXNypcgzxbq1dC7QDp5m8GRasR4sioSwyIzEhkgJXJ+3XN6ucl6cRo7XA4jIorGIGPEhMCvzs/Y1PNMwvbVYMasyplXB5cnAune47Tl0ZVZyYVQg7wKUe65zneulo09pMf+Rj3wEa+0L2tZ7z0/+5E+y2Wx43etex6/+6q9ireVLvuRLzrZ55StfyYMPPsi73/1uvuiLvoh3v/vdfO7nfi6XLl062+b1r3893/iN38hv/uZv8vmf//m8+93vfsY+bm/zd//u3wVgGAZ+9Vd/lW/5lm85e1xKyZd8yZfw7ne/G+AFHctzqe97+r4/+3q5XAJgrf2on8vtr1/oz+teyfnAySpdyLSIxODRAoyInK46CvXCvB4fbz+GwMGipRsG6kyRq+QtIaaVqMWm5+JMUeeaTEYykQqd41VD9BmZFhipOV13W4+NYZRpdkvFYhNodeRoOTAtFLtFKuyWncS6SJ5J7p9VWGf5f08u6G2PiBmHiw0nq44HpxlRCjoLREWp0opT9A4lk/eoUFDXGqEku2VOoQV9CORaM9hIqSOTIh2jDZ6IYtOFBJM8mySLFAbaXmF9alfv5YqVjaybgVwKLk9LciNou3TBVxGqwrBXanqfrswuGkSIFMagVcRoRQyWW6ee4B3OpWJnEzxGCXSlmRpBBHYLjRaGxVLyoVVD9FAWAkXKKNQhsOl7ThsHMXHJejswyQ25ECzann5wW7inoBApSBnvmZhULHbbVuXKOZxR6Agnyw1Xdkq8T/wrDTR98pf1LuCdpyo1u0VO0/f4INg3glFu6Fxg3TqqTLJXZ0QRGWUGJQUXxxWFjEjSNKpWsOk8l0YZs0zSdj2DS16rTe8IPjBfd1yeFEgfOdl0tJ0lM4pCSXIVWDqH9QE7aDQ5w2DpZGTVDexbg1OC2gh8IdO0aTcwzksemOZ0PrBp+zPD9GZw7FYZ1lri1ltmrcUYw26lmeSSznm8c4wLTQgJewEgY7o56AdF1L93OYEv1mfbi63z1/3p9bo/kdfzoq+Svve97+V1r3sdXdcxGo346Z/+aV71qlfxa7/2a2RZxmw2e8b2ly5d4ubNmwDcvHnzGUXV7cdvP/axtlkul7Rty+npKd7759zmfe9739k+Pt6xPJe+8zu/k2/7tm/7qH//hV/4Baqqes7nvPOd73ze/b0Yeu/v1je6/l4Orn/0P+fAZvvn9OPsQgMeeK7fyMH2/58JsAC7gAJ4FUDz9HYv19sd1bxwZaTxtPXzHNTHCCX48w/e+aSGZ7xKc8dD/o6/C0Btv2cALDyUw+sefr7vsgF/mPZxDSbAH8rhD115/uN6pjww3PH1J/KB6YAeWKSfzx0v9w/Ip9Iv4U5F+KwLz7Gb6fb/68Nnb859wH16+21ua5n+1Gx/lacwvuPh9hja7W6nPFMP3/7LDbh+I/319vnzvg8/x7EBH3jufwbg2U/5RN/j7/uEtn7p6qX22fa7pfPX/emhpmk+/kZbveiF1Ste8Qp+7dd+jcViwU/91E/xhje8gf/+3//7i31Y90Tf8i3fwpvf/Oazr5fLJQ888ABf9mVfxmQyeca21lre+c538qVf+qUYY569q0+ZnA9cn7cIIcjvID/3NhnSr8yKF7xi9bH2c3GccW3RnrUKc51Ao08db4hP/Trc97lcnFXUuUnG9wiz0pDY1GlkOjcKHwLORU7bnqZ3TMoMAUwqhbVbo7ZReB+4uWwZtmysS5MCJSW99dycNwRgkqdpvhunHU/NG9a9Y3Ceo1XHcpttKEVqlY1yhY8gYmRWJ2zCahgY6Zzp2FAqxQN7NS56PnLU0ltP8J4nFi21UfQ20A2BwXusd0giX//yjn/1GxohBeNck2WaSW7obOTiJOPRy2OOFj2jwjAuDZB8a6suZe997n1ThBR8+HDN79xacmPecrRuubW09Habd6gSBmKvzrm6V1LnaeVmM1hOVj29T8HInfWsBnuGXggBfAAlYVwajJBEkbId69ywV+cgJcF5DjY91gWMFnSdR2rBOFP0QVBoyU6ZszMyhBi5MinYLTUPDo/xHnsVLwVqmwd4vOzIlMKolNd33FgO5h2ND4wzRaaTX0rLFDI9LTUXxgVFLim04amTDdfnHeMyAV5XvUMrwRc+vMesNjx10uACOBdZ9QOvvjpDCcFvXF+gpWTZDQwuIATECLnecq+0YlRovI+ctAOdC1wZ51yYFORa8fBeze4of8Z74XjTc9oM1Jl5evWq6/nwr737Od/j8yZ5rm5zrW7jAS5s46J+t+R82IJN79004Yv12fZi6/x1f3q97tsdpxeiF72wyrKMRx99FIAv+IIv4P/8n//D937v9/K1X/u1DMPAfD5/xkrRrVu3uHz5MgCXL1/+qOm925N6d27z7Om9W7duMZlMKMsSpRRKqefc5s59fLxjeS7leU6ef7RHyRjzvCfcx3rsUyFjYHeceD0qirMPdRsFF8c5ZfHCjLMfbz+jOucikmUf2fSOZDGSsM1M2xnnOBRrGwgeJpUhSMW01Kz71KZa945V55g3A0erlmbwjAuLT/Fu3D/N2RsXKC0wxlDknuOTlmKicAh6G+lspC4LZnWWCrxmYGMj48FxvB64thxYNI4yV1QafBQUQmG9T7l6znN81BKQVFqQTSK5MqAEB+ueXKccxWXvWXae3oGPyfvU9pYY4aQNjHKx/blpbBQYU1BoiYuwso77lMIFwWqIPLnYMMkVUklKk8zXO6WhC4JL44J6bekCZMawGXpWvTjjgwkJyzbQhh4LVLln3XvC9sLdW0GZQ5CKEB3rHoIHqcBHKDSI3lHlOVoqdicZO3VGqTXHm47jNnGtQOCiRJiUE2lRaJWCrK2E09YzLjVdlITthOfaelyUWO/pXaDpLaMiIqXAxsiV6YiI5GDZpVatF+goiUhCgDgELmlF7yRCRDqX2FhDhForJkozb3seP+0o8ozVkHxTaxfYOPjtmxt8CBijuH9aMuozfvvagsZ5lJBoESEqKCMFgtk4p/EwBMv1paMsImWu0EY/4z0rZMBFy6QqzyJV7iyNhFQf9R7fG2u01ixbRx8CRmmujIrftdDg343Q4t/tz7aXis5f96eHPpHX8pJzRIYQ6PueL/iCL8AYw7ve9a6zx97//vfzxBNP8LrXvQ6A173udbz3ve/l4ODgbJt3vvOdTCYTXvWqV51tc+c+bm9zex9ZlvEFX/AFz9gmhMC73vWus21eyLH8Xta0zLg4TplxzTaM926YLx9vP9My42X7NTt1Rjd42sFxdZZ6QZfHFVUmIUCVa8aZ4eI4QSG1FBwsW24uOgafcBDz1vLESUtnA5NCo6TgQ8dr2i20dN2nrLoqU9yYt/yfD5/wgRtL1t1AM1ji1klcGcWVaclOkZHlmp0648o059K4YFQU7FQZF8ZPm4dDSKtwmYzsTwpchEVvOWkGPnhrw41VS+PSaztZ28Tf2hYy697R+kChBWLroyl0Yl5ttsT4defIheRwNfDBgw3rIcEwnzhpeOxww4cP16y6nkwJjjcDtxYti83A8aLnqUXLoh1QEqQErQEB2ijwgpNm4HTds+kGrs0bjtYW6y3zxtJZh5YCJSHPYaeS1BkMHuZtIuZfnuTcPysT2DJLKItCC4SSSAR1ptktM6ZVCpK+Miu5vFNRG8O4zrg0LtmrMpZd8pd5H2ltItZ31rGxjsP1wPFq4CMnDeth4MI4EfcLo5lUGufTakomBTIKehe5Ms1Zt56TxpJpwbxx3DjtcDF51H7r+oIP3lpRaMnxqufWomGv1LTOc7DqOVx2/P8+cMgvf+iYpxY9/RDZKTVXdkqKXJNpiRKS0/UAiBTVo1JUTZ0b5o19BqLkdqSKedaKz+2vb4NC79SLjQe4PcAihKDKNEIIDlY9i3b4+E8+17nO9Qy9qCtW3/It38Kf/JN/kgcffJDVasWP/diP8Uu/9Ev8/M//PNPplK//+q/nzW9+M7u7u0wmE/7W3/pbvO51rzszi3/Zl30Zr3rVq/grf+Wv8F3f9V3cvHmTb/3Wb+WbvumbzlaK3vjGN/Jv/s2/4R/8g3/AX//rf51f/MVf5Cd+4id4xzvecXYcb37zm3nDG97AH/yDf5Av/MIv5Hu+53vYbDZnU4Iv5Fh+L+teQQWlFIwLkyjdfHS+n5SCvXHBtMpSuw+QMfDke+GBvQqpNTFEhBRnxxBCxPnA+2+ut+P+kqNVCsJVwLV5x7y1FFoyeM/NRcdnXpzQOonzkZ3thWmSa1ad46SxHK17bi469kYZRktCFAQBn3tlQlVknKwHkJHT1cATpxtan8KdiaBUislZdp66S62eTEsKJTmct6xu9exNCtx2Go9ta7TKNRGBdYFRIXE2FRfrwROiYK82zGrDvPH4EDnZWDZDoMwkTW9Z9YGL4yxxv6JESMGyG/iNa3Oun2547LihHSztAC4+fcckFcSYCPfSKXQp8T7ibvuzFMhtxNDGpmgbDXRDIArIVdpMC0GVGepMcX3e0SmXIn4E7FYZF0YFmU6E84NVBwKWnSUEmBWKSWUY5SkUdxjS78SFyMFqoDKKzlmOV3a7GqfxXvL4ccv+yFAXGRczRfSRAzfgg2NpUzTMY8drpAicbCONnA9oKRkXBucCi85ysOz4LQGXpgVEwdW9EqM0zbqlzAwxOlbWYV1EiYgHhJRMCsO8HVi1EKKltZ5ZlbFN9OHx4yblKpaaOldcHKd8wNtF1nNFqgBnoNDn0ouBBzgPLT7Xue6tPun3cNd1FMWzHahJ/+7f/buPMoXfqYODA77u676OGzduMJ1OefWrX83P//zP86Vf+qUAfPd3fzdSSr7ma76Gvu95/etfz7/9t//27PlKKX7mZ36Gb/zGb+R1r3sddV3zhje8gbe+9a1n2zzyyCO84x3v4E1vehPf+73fy9WrV/n3//7fn6EWAL72a7+Ww8ND3vKWt3Dz5k0+7/M+j5/7uZ97xrF/vGP5dNAn86H+fK2EOkvsJni60Lr9B56etNBKYp5j8mnRDmx6z6TUiChoneMjR2tuLlp2RznL1iNmOT5Ici05WA3cWHY4n4qEVWsZlYbeevpmYOg9Xe95340lksjV3ZqrOxW9i1SlRhJpnWXZpvido3WHIFHf14NHi5QzN1ifVnzymNARZWrprQeP2AwYJcm0ZGMD3qXW38sv1jx53KSCSadl5UmuOGrSqL+PsGws41JjlGDZWTwpeiZTkrrQGJWigD5yvOF42fLESUOZK0ZasOqhvd0CBAgQBggGCpViXOote6yUybzdDZFJnejqQwiImPhgestpikCdSS5PC7SU2Bi5OCs4XfX4kAKjr+wUPLRf89jBhnVnqTMDMdC6wLJtOVpF9juL3SmxAVo7gIHVYPHec7MZaHtL7wM+KIwU1Aacj6w7y+VJldAZq5bBe/oh+b6cj7T9wPtt4IFZyazWHC0tdZHOoyfnLW3rGRU6Edh1KhwemNZsnGenMjSDJ6IZZQYMdD4wLlPMzOF6wIXA6bpjNGguTFLhtO4cg0tFb+c8E2E4Xg20gz+Ls9l0jsF79sfFWQ5mt40xeqkVKeehxec6173VXb1fQgh8x3d8B29729u4desWH/jAB3jZy17GP/7H/5iHH36Yr//6rwfgL/7Fv/gx9/ODP/iDH/Pxoij4vu/7Pr7v+77vebd56KGH+Nmf/dmPuZ8/+kf/KO95z3s+5jbf/M3fzDd/8zd/Usfy+1nPZmH1zvOBm0sGHwgpSo+d0nB1t2KnemEtjtt30qNScymUOO+5tUwA0dYFjtc94yKj7T1WeAajsHnkf//OIYveURpJiPDAToWUiSN0tLFIERExYqPgQwcbVp3j/lnBoh24uUiF1NFm4Oai5daiZVwoQhBseofRkkwKLNANqfAQ85Y9l6PwtJ1jcJGqUHgHPlggUdPHZYZULb6POJ8usoUWGC2YtxbReoSAIga0kGRaEEMKc56UhsEnM31VKA5XLR+8tUErgUCy9JH+jq7N7WaTjWAclKVmp0qIAolgUhnsxtLHFCBtjCCE1EK0PhIIaCGIKiKkRMkEaS2UJsT0868ySe8F883A+67NOVr39FFSGY8EdgpDr2A1BK6fttxctBTbmJ0vfDlEnzAJrR3ofVqp9DGy7FL7s/QBIQyt84QQGLZU91wrkNB3DhcCSimCVOwVOZvGMwyBW4sVnQvslor7JiN2RomqP98W/plKxZOLgbYP9N7jfUJFaAG9iox9YFoZZvX2HLMRN1gWnSUCShoOlj1XpgUuBh477nlor6La5jAerQOrxuKLiJGSndqcndcvJevJeWjxuc51b3VXhdU//af/lB/6oR/iu77ru/iGb/iGs3//nM/5HL7ne77nrLA61+8PPVcrYXCBg/XApnc8tFehpOS0sQx+zaMXxQuiST99J61xReRDBy1PnbbsjDIGH7i5aIlxSCQCH/DA1WnG3CcW2bqL+ADzzcDuKEcqgXUOH6F1kWmpEhFbRH7nxoJri8RPUipdUHZrQ64rrp32LNsWGyKiT6ttzjm8hNB7KqOwLrDoLZ1zxC2fKwSBkKl4sjGwai1aSvZrQ6ZS6bMeIipElFZURlAYhY+SzWAJ0ROUxgiFFJ5NHwkhkBuBjCBVgqqOMsUBEaGhuD0NKMGL1BKscphuW3HLISAU6KgpM09uIpVJbVMjI86lYGgdI2gYHEjp6b3g2mnPtLJsBs/J2rE/0sgYuL60RNJFuTYgPCwtrPuOKtNYH/BEutaxGmC/Shdq6wPLPtK7bbsxgBCBxqUVt8zAsnOcrls+/6E9IoLHTyJKg4iwW+ccrDt89AQXyLME/Wx7x7wdUECsDY0L1EOCv7pg2XQOWaY8yc5GVp2lNJJBRISQrHqLCzAUmlwrPufqhN5GmiEQQuB4MzCtNKNckRlFZwPN0JMZRaYUSgqqXHNRJojqxXFOZz3LJq3OXp+37I75XTOmfzydhxaf61z3VndVWP3wD/8wP/ADP8Cf+BN/gje+8Y1n//4H/sAfOGM/nev3j57dSnAhcLoZCCFSZopCJwL5s4OU7/zA7gdH58FIQXE7ePmOO+kqSxcsowRSSK7MCiojOW0c0acVh2lueOq0JdOai6OctQt0Q8r5e/xkw+6ogBjoHVSZojSaSORobbk5bwlAYSQxSNoQUH2KkSlUx4H1eARGRXzwDN7jAxhtkEJw1AzcnPcMwbNf5SiVCgfvIpXRiBDohy2CSimUSitWRoHTEg/YIMhjylFse0umFYP3LJuB3SpjZ5RjlGTVJTL4rDBoLSlyjVGSmOYFUCoVJTu1JteSSVXy+Q9MWbSO5mSDsoq17VFSMC1Si+x43TMtIkpqWpt8X0OIQPrZCwKbweKDAASjPLU9V32aeCwN6BhwQbJwgRgjXqTfd+9SyLA2qdVaZ2mY4XDdsuojWqahgM5FrE+IrkEGnPPkmaa1kcW2OBYSlFBoKZh3PYsmTYW6sKSUAh/TypZmuxK47mg6z+EqFXl1pnlgJ+PCOGPdBYRUPLBTghKp9dgMPN5aKmN4xcUxD18YUWaKaSk42ViESIVIIHkRL08KtJY8edLwwG6FvKMGuRMSumgdZrvyc9sYDi+duJrz0OJzneve6a4Kq2vXrp0hEu5UCOHTjrZ6ro+vZ7cSQkhBsyFGSqNvExXQUjKQxvNv+zacS/6r//vEKU4oMinSZNROjd5G2Nxc9BiVppX2xwVGDRilmOQZo8Jy2vRImy5yHzr02OC5sexSnpsNBB9pbcCX/qwtWRrJuvfkWrDu0sU5kzK5kkOigZ/2ljIXrJ0HIhGBUhIjobeCvo8oAoNzBMDFiLVpFQoJ+3WeWlgxFQx5JplWGd47Vm163d3gWHagtSJIz9w7nI9EIZBa4G9PlymQMjItNMvO4YhMC8W1ZUdvHet2wG1fW8b24h8FQhge2qn5I49e4n23ltxYdEQd8EXKIAw+fY+q0MSYVmGmBLRWnK4G2hDJtYSY/GCOCFESo2PTW/CCSkNUiUvW9hYR0nEMAdZ4hITKSKSUFJnCbafiOptachrBQERLR2cTUlS4CDIVei4ETjYDkzpnp8pZdpbr85bri4bOp9bwci24ZT1aR6IDoRTt4Oh9pNCRTBnENs+yMIJxmTMpErNqVhmazjHESC4ldZ4xqzWffXVGnSWuWjt4dirNwbLnZDNwsump81SYT8qM3gWMkmdh4c4HmsERI6x7R2FUwjcAuVGoKF5SxvB7NcByrnOd6y4Lq1e96lX8j//xP3jooYee8e8/9VM/xed//uffkwM71+8dPbuVIATEkJhPsyp7+mITApF0ob7t27g2TzRbqQSzPKNzjg/cWhFiZLfOWbUpXuRkY89aNtW0BCG4Hjxap9WOy9OccZmh1YbTxjEqstQiIkW+XB5lvHyv5vqy43DZ8dRgKZXi0AWWTc/gArow2D5y2lqcCzSDZzWQCiipGRcKEKy3rSKtoMxESuWRkVJrwGFUIATJZnBbSGea4NPOIZEcr1uaboD74HDtEFIwzVViXG0cWkvGuSaXAi8lo8okrlRI5vFpZbgxbym0JFdwsOzp/dOTgHUGQkTa3iOFZW+UDD3N4FACNi6AABklRa6QWnI519s4loG1jUyUZG9c0nYDXYgoIdmZaA4WAydNi3WRIaTXnOeKwUWMlmgR2PSR1e3VM1JrcLCBugjsjnJuu3jGmaYXkqb3SJkmLuPWHZZJKJWiLiQ2CDZD4OWXDCcbR28dx5s+ed6UZH9WsFMaHj9qWXQdY2N45aUx1xcN7RBY9pZ1HxjXisuTjNPGUeUDBJiWmpdfqLdg2sCNRZvyFnuH9ekc9iFhIe6b5txcdtS5YqceMXg4WVvWnefKNKcwiqZ3tNZz2gw0g2OnNMQIe6McIZ7GLLxUjeHnocUvHd0ZcH9e5P7e0l29h97ylrfwhje8gWvXrhFC4L/8l//C+9//fn74h3+Yn/mZn7nXx3iu3wO6s5Uw+MCszFIhtc07g2SSrnPFbp2hlaQbHNfnLQCTIkMqSabTft53Y8nlaclOlXF5WjIrDTeXHRAZ5YbN4DhtFJQ5lyYZ+6OSVWeRIpHJy1wncGgILG2gdo5bRtPZwKp19EEw28/YHeVY51l1lkuFxrpAO2/pQ0xQ0CAI0eOjRMTUBsuNxg09UpBWQiSs+kAEtEiIiCE4nAsEAYrI4NNFXEpYdY5hSCtWmYbew/HaoWXaB8EjogYhqYyiyCS98ygBkjSR2PaWwSqkVAhh2akNNg946xkiYCNm++5+380VPgZWnUcbSaFS0PC8tWRKsjvKiEJvDeKBUZ4xySTLzrMcPJHAPAY2VrLYOFZDwLnUxgS2kFeHRGMFhOifAcS8XU54D856lE4HlhmFc5Hgkj9Mxojc/kwKI+l9Yj613cAxkUzN6IaBGARKCQSCQivum1SMq2Ryn9+0CKkojGSUZ2Q6YJSgyDU7hSY3KShbIuiDp1aaeesojKYwCikFrU3E9uN1T4xQasneOEMKSZlpbg8jEFNLubeei5OSS+Oc64uOw1VPlSnum5R03vPBmysO1j0XtuHTcWuaPzeGn+u59LsBaz3Xp1Z3VVh91Vd9FW9/+9t561vfSl3XvOUtb+E1r3kNb3/7289QCef6/aVntxJEhFVX8tS8ZdFYIpHdKuP+3fKsCLMhYkN8xn5CiHS958NHG5SURGAcIpPCcGVasuwsdZ48W5d7x4m02JBo7pvOYb0nM4J159AqokgE7c5BlGlFRGlB7hObqS40o1zTVWkSb+0cuRbEQRBwKGWQQtL3idCeKY33ARdSYRFjYNMlLABEMq0SOmG7omWUxItEcB9cWrHzAfpUayZvlEhmf6IghEiQAqQAIpvBc7rpiQj2asHVXUnjBJWRnHSObkjtTaLE6BQhU2jFEALjPKcsFKvO8Z4n5kyLjCxTzGp9FtXjfMI8rHuLdz5N7Uk4aQZO1hYbA/hIJyNKRgaf2lvObwul4BACcgmtH2g6iBJGJYxyRWsjMST0hTGSOpeYLF0cqlwzqxXBbRhQuACF8RRGICIsNwPRB1rrubVsaZ3j4rhgXGgqragKQ2YS8mAUU+yOwCOE5Ghj04SfTIwwpGRaFiAiSiiQkdHWm3aw7Oi2jKoYkl/w0rQgV4rGJrP7ODcEUiFlXeDmvMOFQKYVo0xitvE3da6pMk1mBMvG0fSenTpj3fsz3MLRpqPM83Nj+LmeU8+esLY+vOQ8eef62LrrVd8v/uIv/rQLWTzXJ687Wwl7Rj0DBvpsYKiRAvOsO7B1b7m5bDFSMKsyhEgrBwClUWRacmGU01jHYHPGVWIIPXHSMG8HLs8Kru5WHC4tG+cwRG6uUktu3VqWrSUG2BsZFq2jGwJSsM22SzypTGuMDmQuI1MS66APEu8FrbdbnEKaGPMxJAN1SC0/HzzWJ5O6QBCjwEaYlRoXk0lfSsEWtURrAy4Keg+FiASACPMmQU+VgN5FhITWOm4ue2RMCINqCyYtc0U/OFobsUJQZAIVJchIDAEbApvBM28cl2cZO2VBZgStj5y2jhAimYSQaUJMpnspFLORAALXTlqcBSHSC1PbX1kkFVRRpPibECEr0gOZFEgUhYFMJ1J6MwSkUhTbHYwKSYwShyRGzyhXjI0EoWhsT28jJgSESCtUN09bJCAosaRv6G3gYNHSdI7WezIlkUJQGokQktYGVj2UxtM7iw+SB/dzjBRY54k2tagB1p2lMJLPuDTGuogNgVFm2KkypEhF78Gi42RjMVpSGIkU0PtwBgUNMeL//+y9d6xs613e/3nbalN2O+2e23x97bjQnECcWARiIscWOLEAS0EiQcYhsUCm2XSJQAhJyA9kmrDxHxAbJFDiREkIOAEbG0ggFMVAFAjG3bedtuu0Vd72++Nds/c+555+z+3zSFt775k1a95ZU9Yz3+/zfR4f2Zml13EyK9UIBKp/rc9qx90bw5UwfIXHYWXW+tzAbRGrhx9+GCEE99xzDwB/9Ed/xC//8i/z8pe/nLe85S13dIEr3Dxu1JNvOocN8bLJu+vd5lrXLS+/0iV9ed2VROrK65bbF5nm7HrJHjBpOnID5w+SueeZcZGqSyLlDj66X6NlMl9sOs/2rEX1J1yEoMokuSrYmQsKoxlmms/u1ywaT4yBYWHYW7RMG0djI9Yle4a71woikiwTHCxaVIzkueKgjkgkEvBBMC4yjID9xhOFZVQqjFRM6kjrIYbk/xQDBAGFSc7iw0KyN7fsOU+QAmtj3zLsD2YgVb8EWJ9sB3ITsS7tNMTkXbWeZWxWGY0NSNLkWyTFqmghkJmmaVu6ENixFiR0PkNriYyAjIToaVvNuW6Oj4L5wmJ9pG4tMnqKLBGIXEnyXFFmik9tz0EIRkUSnc9bj3PJkd2RHqvR9G1SGBUZjfU0LkCIjHQaCHA+oHvT1MKk18N6mbO/8ORGMG/ByFS9O2g7FnUk1zDINUok89cLU8vuwnF2U3HKSKazjgvzDh9gvfLkMjIuFIMiY1RoTmUFFycN+03HRpVhpGJUaZSUzBqLUYoumYOhRBKZHywiX3Bfheo9tZQQCCGSEN0HLk3bNKWa50QE+4uOzYEBBN4n64Zp7chNErJrJdmdW9Yrw13rOdvA5jBnXK3aOis8Hiuz1ucGbus5+tqv/Vre8pa38HVf93WcP3+e17zmNXzu534uv/RLv8T58+f5gR/4gTu9zhWugxv15J0LPLw359G9mi5EMim4a61gXJl0orziNsBV9zfKDdPWsjfv2K8tizaFFW9UGWulIfjIYwcN+3V3mSHoWpExbe1V13f3esWfAwTYW3R0PnDXWgECHtmrKVO/jb3aJssFBJ84P+GjFyaMC01pNLPGsTtvOTHKGOaGwkAnNaVR7EwaVD/2vj2zOBdBRHYXgTyVP4ghMi4NElhYTxYhV5IgIweNo+ls8tISoJRkJA2z2iNlIFOCwsCsThUcR6re+C6JyQcmkaPtFkoZKXOY19Ae6pNSpUdEjqpBcdkJjGyUGUEIikwiRSQET+clQiRPLikFbYgEn3Q7ALMmVZGi7yjyZOi56JIB5rROwcNaKoyGymikgP25YxQEW0NDQLKwnrqzLFwiXJmK1PMO66HtY/E0fXaig3EORuteN+WJIeBc5MClNrFWins3Na968ARNa8FdYt4FHps2LFpLayPOeaQSdF2g9sk2YtGmNlzy5oq0NtB0ASWhKgxl5/AqnYhikGTSo4ic22tZGyQS/8LNilPDAqMVUaZYoUf2Fihg2jlCTARuozSECBvDjPs3B+R9xaCxnhjiYSUhILg0ackz1Tu6S/bnHQ/pBRcP2mSkavJEzkIakYxwOMRRaLXSVq1wVazMWp8buC1i9Wd/9me88pWvBOB973sfn/d5n8fv/d7v8YEPfIBv/MZvXBGrpxg36sk/vDfnYxemjErDem5onONPHzlgo9Q8eHr8uNsAV93f/qKj6yelFq1DqtTeMdKxM2t78XjSmgCHhqAnhjmdj1dd3zBLJ5tX3LuORfKJCzPmnWNQaAqj2Vu0fGZnTiYluZJ4GXE+kZGHdxsKJei8T+3AvYaNSnPPesG4MEQPWilOZIrP7MzZ6w0aSymY1ZZWCjofGWWGXAuEkAyrDGs9CIEgogTEvhrTuIiKHmM0zkW6kKpeIaRKU6ZABmgjLE1HdhfJnV2SKlONTaRpqSxrXdIqRZmqXpmm97RK5EgIwSjXrJUZ884hpWRzoEEGJnWys7DBsdc4+hkBhEwaqIMWJtaRK9ICgXkT6DxUhcdoxcbQEFxESkmmJEVmaH2g7kKKp9GCue24NA/YkEKZl3HDFtAxVdrmXWSsIs56ogxJfyYAISiN4vRayV0bFRKY1CnS5rH9OZO5Z9ElzVrwoLII4iiSJ0bJpHGINmBdIuYPXTqgdhCCp3WwVmlODHKmTcvezFEVhiJzgGZuPcNCobTixFrJonXszTs+eWFKlSvWywzr4dK05dz+nCozZD1Zv29rQGkUnQ8QI5PGsTnKOYHAeY+LUGjJtHFsDpOQvswUdQd1l+wXDhrLemnIdZp+BBiVetXOWeGqWJm1PjdwW8TKWnsYcvybv/mbvOENbwDgpS99KefOnbtzq1vhhrhRT95IwaN7NaPSMC5SNUoKjQD2G5vEvFIc3mZ33hGJj9ufC4HH9hpOjrKUk5YnjVHrUttn3nr255a7+0iPdDvBvLU8vFNzz2Z59fX1JgGe2GuoBPMuBdWOy4xApJw0SCHIMolGYUPLwBimC8elaUMbAxHBvOkg+uRdReRkZVgrDZemDXUXCC4SBHQItJb4EPExMCgVJ0YlD+0sKFXEK6g7T5kZtHRImbazPqKVwlpPriQqRg5qx7xNZKM5RjqWqHsbhFKnapQNybxzyayMhBjT5S3QOBjFdFkr4eKsZTMkstHaSMBidGTahBTRM61xIQ0CRNHvyydyFiMon6YOqyKRtExC6yNGC+adp1p0KKkotKQqNGVuaOctuY7MY8q8O2gD1oJQS+3YETFMFqKwcCBbx7RNRG5zVKCFZFgoNoY560Uihn/80D47swVfdH8Spy9sYNEemZpmSoEUdNZhA3gCbeuwLpE6BCgaXEzh1tYn76uHd6dMFh1GZwxT+jXOR6x1nD8IvPSuNTaqjMIoductw0KDSM9ZItWKg9piVGC9UCys4+HdBWfWCs6uFYcV0855tuepDe1D5LFFx4lRzslhnjIbe0G9EoITw+Rvtb+wvW4tHbNx8QzKs1nhGYeVWeuzH7dFrD7ncz6Hd7/73bz+9a/ngx/8ID/8wz8MwGOPPcbW1tYdXeAK18eNevKtT35D6/nRh3mISWfV+hRhsnwVGCWZt2nKq8ou/2akhKQNIellQiJBkNobdWfprKf16WS/hJaSGAVzm7RdLoTDdoiSgnMHC84fpDLL//7MHpnWBGBjYOh85NK04aDuIEZ25xYtFBvDfrJPpiiaSevIlEbLZKSZG42WgoPa8lDXcXZcMW8DRSYhqkQEpKCUkdamNlUIAms9i9ZyqbOMq5wYIyJ4po3DBYG3aWqwyiVdJwjBE2RyRhcitfKWVaol+YAjb6m+eIPuhd6yP05aJfJ1LOaPtidGPoBy0HUd07ZjrciwEfamXX8MYdZ5vI/kWiS9Vjzyj1IykZ4QIHoQOlWmhI9pos/DfuMQOJSEXFdoAVVuqKOjcSHFuETIMuj69qYmPY42+aAS+x/nUiUxOphoyyjTZDrHSMnurGXaOhob6HoN3sIlF/zYt0KlEL3uKKJV2mnXk6oladQqHZ9IpCCRrd2FJesibRdYKx3BOaTKEEKijSZ4j1YSH5O2rrWRE8OMCxPL1FtaK2hsIO+rBZlRnBwWbA5yCpMqsAeNI1OCWR9h5ALMm46Ls5YXnx6wMUj5l6NCc3HqcTEgZTK4BdgcZKzlir+AlbZqhetiZdb67MdtEav/7//7//iqr/oqfuzHfow3velNfMEXfAEA//W//tfDFuEKTw1u1JPPVZrIapw79IiSQiQvHwn62CvA+kCuJZH4uP35GMhlKq/oPpBXyfQNfmmIuLfoyPdqtoaece9jNWs6Zo3nsf2aUWEYFZpxadidtZzfb8j7zLwLk4YLs47Wel50csSZ9YJpYwkxYl3ksUnDzrzl7nFJ61JMiECQZxqtko5srcoYFwYfPZlVlFlG03mMkkir8DFNtRW9fiqTiWTOO8untx37dZuiVawj2MD+vKOznlxFai963ZJCKIF3EuFSqJ3uW2/Aofll/y+F6smVhHl3RKD6823SVx1rDcLlJMuTCIzqQGApM01rAx5BqRMJst7StREbezIlk+u57P9vgZmFk0XSqEGg7iI+giDQuLTtIHecshaJZHtmQaX9y86myUSV2nWxX7fjiGhF+hanSMHP3ofeqz4yqVv2Fp71SiOEpOkfoBGJKMW+xRi7pFLTUqEE5EbiY0BpGBpBKARKShofqJvAwvlE1GNijjYmvWGuFaNCsTUw2CghCARJK2V9YGtoaFyHVpJhLokRIi5p4nKdBMJKMip1ssFYPi8+cmatwPpI5wKFFpS5ZFBkhJi8scalYdFa9mtH3ToGebIJWSuT4/4KK9wsVmatz17c1vP26le/mu3tbSaTCRsbG4eXv+Utb6Gqqju2uBVujBv15Idlxt0bJR+7MAWg0DoFBQMbhYGYWhrHbwM8bn/OR85uFHQ+kmnJZGFpnedgbnEhUGaKykrOHdScP6jZKLNEOhTcvVml6oP3XJx65q1lpx9ZNyJSk5y5Tw4L9hcdn96Z8/ELEwpjUAr2Fx2nh4ZL05aPXZwyLjSx35+Mnq4jOX+rSOM8i7YjhDSJNnOOQabJNXSZRITIINPszCMDA+MyZ9I07MwtISZh06zu6AIElzyvjFH4LjCzHkEK73Xes6iTiNqY1H5zHBGqJUIEk/Xk4SrP33zZ4roOPKkatCBinUXKpP+aC4GWfasvU9jW0z8Esl4U7/pWZK7TlGLj0lRfAEgWVek3sD1rcDEy1JKDxjPKJbUDpEKrgJAhVbrSTYj92pbLl/6oetW6yLRxcND0VbtAZ9RRKQ/IM8XcpcgbQ99K7SA3HiVBSoXvrSDGg5zGCnIdEK2gjgEZBZkROKdRIpKp9GCNkZxaKxgZzU4deNGpIRuVoXEB5wK5UdRdIn2VVtgY6TqZvmhIiRSStTK9xoyUiajlms+4wLg0KZrJe6zT3K1Kpm1q2ZRGs7to2a+T15pWqcK5HCLxN3ieV1hhhecGbpsQK6UuI1UAL3jBC57oela4DdyoJ3/vxgCAc/tpYq9Qklfcs8a4MizacM0+/pX7W04F7s9tCqxtLD4GNgYZRgkyJTloHAeL1CLJjeTlZ8c8sDVk1jlmjWPuHZPaMcgU1gsm80TgBoVGak2MghAbHtldMCwdRmlyqQghMsgMgzyyNchpfGCQa9bmmscmLT64Psw3OasbLchNRoiSg9qRyTSlqKVmXCqMiiyaACIihcKGDudhYAQuBrrk90mwkUlIQmUtQSiJ9R7nAzYmAmO0IM8ioTtqB0JfvRKJ2NiY/n8c8brKZVdCk8iSixAcaB2RAiQRFcE7aIU/bAXa0EfJkAiVCJCbJKiOMRmbygBOJOH8cjJxVoMUllAoFq3FCE2eZ9SdR0TSMeHy9t9xNP3vkuTpVduA8y1lppAqEd1hrjk4fOySED3WHWnTlFh+KElyLZBBphBnqchUoHOpjWx0H+voA4MsudSL5CvBpUmLUYrT48D9GwM+58wac+eZzyzDUjPQivmJjs9sw+68Tb5imWSYaZSSnBpmlJm+TDC8UWWcHObMuxSxpIRga5iTa0llHFIILk4b9mvLiUHO5jDHh76FLeXK2HGFFZ5HuC1i9cADDyCuM/b5qU996rYXtMKt40Y9ea0lD5wccdda+Xgfq+rqXlXX2t+GTpefjSVN53h0v6HIJLszy4lRQaYtxIBWAS0Fi8bTBc8w12RKsNa3V4QQnJ80zK2jJJlpht53IFOKQaFQQlJpxaAw7PbVlDPjgs+/Zz2ZRgrBxy5M+AIJn7044+Hdhqm1KZ4kS3Ewp0YFe3WL97A1MNy9MWDeedZKw/mDmlmf7RZDJFPJqDP2rEFKsA7KTGK7QNTQtimwGRIZ2G/BtMnY88r4cUlPaiQsbCI6sv9R3ByWrTYfQSVrKHxMhCnXKlWkpGfRJPIUPeQ9UdIaKgMoydCk9teiiTRdXwWDvg2WoADrEnnpLGx7x0khEDEA4dBna7n+q5ErWOrDkqeXi0n4XypDkKJvJyYa1doOIQQbZZqOtD49rqowrFcFd2/mHEwtf3nhgO1ZQ65lamGGFETofEAZSRtSOPXW0FDb1FvVUnJyVHDf1oDNsWHgDWfXCopcsz9v2WhK1sqcxnqUlDgfyLVglGecGBdIxGVfNDKjuGez5OMXJtQ2tcP35h2ZFrzw5JBBpvEh5TgOez3jMvJnaey4wgorPD9wW8Tq27/92y/731rLn/zJn/Drv/7rfNd3fdedWNcKt4Eb9eSLTFPcwm2udd3yciUEVWYPw2of253zmd0aFzzOR7SE7VnL3Fo2qpwiS0HDpUn6l9Y6tg8a7gUeOZiRqYxhacgyQQgwtY7WBbYXLXXrcCGyXhmMThOLo0Kzs2jZKDLuXRvwyO6Mvzg3ZWdWI5XmzDhH9NmBC+fQQvGyu8YgIn95fkYXwPuGifQokeJzXAj4vs8Ve3JiFCwA2yZbBCV7MXjPKtorjs/xik6QUCdeQuCIUF1JSMQ1Lg8kArQkQaVJ6/FBEKJAyUjoW3qOZEwK0A9IogtNmaU2VyUzpk1Ly+OnFyERokUHLgYaD1mE2iWDLRePPLaWBHG55mWLU3BUKQshEfrCJFNQEUGGwMEi9PtM7c3k35UeR4q80QwKhVEChUIbx7hMxqWCRH5VljRNzkVGpUmi88owaRzrleHezYp7NkoGuebSrKV2SfN3cpChlGdhPZtVxqx2ZEZxelzQ2oD1ns+5a43NUX51wXBME625Pn70kkBOyCS8L83l75jjxo4r+fEKKzw/cFvE6tu+7duuevk73/lO/vf//t9PaEErPHuw1HedO2h4ZGfGxy7OqHKN8pJAYNF5Fm3DOSUJHtYHyZU7EtlfGBobGRcaapgtPIMycEpLPrtTp6w/KZh2jtY65l2qKOzPLZ+9NOVz7lmnbRzBRxqXNF4PnBrjYqTaTa2nXEl2F55hkbLxRpWmi4FMpFicadNSh8BGleF9EuA3NpECSO2yMkvaHwl4CZUCbSSLNtDaqxOUJYHK+mlB544FEdMTj+PH8djfV5M3u2O/Y0i2B5lORCPG1Gsc5qn91vhIpgVVFpk0yQATaSh0El8vNVdXWzckkhRtL0wPqfKkZCJVfacNH45sFlT/GJdkS/fXdx7GeezJiWDhI3bRoQRkffPT+qQxcyGiNWgCpVFIJK11nDuoqa1jrcogwqKznKwyxpWh7kIKrY4CFwVrVY7WihPDjBPDnEntOFh4tsYZ1geij1ycNIwLTefTcz7MFQvrCQHKTDGUivVBRq4fX090PjBtHafGBbp3ZY8x0rl4pKm6gbFjvFp5b4UVVnjO4Y4OHXz5l3853/d938d73vOeO7nbFZ5hOB51s1ZmNM4x6YOHjVJIERgqzaxzTOs0fRVIk3/rpWFc5ezPO04MM9YLONiDv/aCDQ6awGP7NXvzlkIJvBRkRFonGGQpY04rwSO7C2atZ2/e0TnHuMq5b6NiUGj2+oy2TCtsX3mqMsG4KNkaFDy6W9O0lhPDkr2FI3pPUAqlJS5cThJkP+3nfEDLvlUWk9B+bq9Ogpbw/baq11ZVGYietLUcvfEUiZwsbRI0R6Rn+XtJhASJtAiRbDYaGyhMmqAzWqV4H+8QpGxBJGQy3b6xntYFQq+/ut7aj1dWDJ5MGTIpaJ0jE6CK5B7fxbRus7yNSI9PkjRh8ybidUeea5ouMI+BXCuiTQzDaNA+EazWg5NQ5YEiQplpCiOY1J7OdYSo0mtLS7wPVEZyam3ArHPkUnL/1oDteUfdOerOE4DNymCk4tKkxiiBUYrWe/CC8wcN65XhgZMDRkVG5z1aSMw1xtqP25oIkfL+po1L9g3eM8hTBXV7lup3y6GPeevYGqz8h1ZY4fmEO0qs/uN//I9sbm7eyV2u8AzCtaJzKmO4Z61koBV18MzrNF21VeV0nacwCq0E2/P0zd77gA2e3ChynXEAvPTMmEvTjosHDSfGOZNFx6e2a2yIrJeazTLDaEFVGha145MX52QaMiXZmdZ8dmfBMBdMmmTkmWmoe7W1EppToxxlIg9t1+zMGnYXjgv7C3ZmHYVObbUqE8xDsiHQKpl3SpmsKQop8EQam8TiAsg4aoNdrQq0rOhIk6wICt1P0h0bDyxkIhS293MCyDlqLyoScaH3wKIne4rUAhRCslZImhBS0K8SuJiu07J3e28tSiukECjVX9d7UPUa/UMo0u1iSPdn8pwueJx1qTolQStNlTlCmwikIh0vJZO2S8lEsKyHVgDWIaUiQ6GkSJeRQrjp/alkL7qfNS2tFiysQswlC+tSxl+RBOv4wCJKoreMBxmlTjl/e4uO1ne0PjBC94MDkZ15Q2MjdetZXzc0IZApieuFclWWIn+cj2yOru2IftzWpLGenVlHbiRKCTIku/OO06OCU6NULZu1lqZNrvsHjaW2noFZ+VetsMLzAbdFrP7qX/2rl4nXY4ycP3+eS5cu8a53veuOLW6FZxauFZ0zLhSjwiBl0pMoUsBt61w6yceIkpKBMeRasdtnzoUYyXrDUB8jl2YdEYFRmmEpObUWubBfI5DYCEOjOD0s+FQzI1OQZ5qm8+wuPK111J3k7rWSUZGqCjEma4Sid1l/bLdm0jjmXWRvOmG/cWglqB04AlWWIaWjsx6tFMNcg4RF6/HeHxpVljmEJpElF44E3VcSq0zAIBcUWtDF1Fa0PrWHlqdvJUknZx2Zt0dttiUkqbpkBIwqQYyRQAqmbkVAi4jRMK8DQoO1kc7DqICqSsfHx2RZkMlURanbIw3Yld0pA+RZsj3QgPMe75ORZ2ZkL0qPCAFrZe9ZFfrpSKPQBKKUzFvfE7/kfVUVkvUqTY/uzQRQE0lED0jTfv1HivPggmecScZFRm0t806ivGcuPaNMURWGECJFYXjwRIWPgs/uRmJIgwmNDUxqR5lptkYKrRWXZpZMKbY2TC/898xbxzA3nBrlDDJ9WUj4cWiVzD4f3Ws4aLpDLZXzga1hTmEUs9Zz90bJqDDJusIHBrk5rF5dml6pxlthhRWei7gtYvWVX/mVl/0vpeTkyZO8+tWv5qUvfemdWNcKzxAs237HQ2ivjKbpHJxey/nEhTlVpmmt59xkQQhw17igypMf0SBPzudKJmuGuvPUMTWl6saxW1u2hhnTxlI3FtOf4KatTVE3LVyctDy2uyBTklg7rPc0nUdnku25pdSStWGOCEks3HqP9fHQxBQE41wxiYF6VtO0ASFgkKuk/ImCQaZRfXUCH3DOY/tpwUpBZjSdT8IpHa6uV1LAsALZO4CuZ5os03Q2UmiLDelxF0YwGuQQ4GHXEPv22lKntXRxdyFlFabBgZ6tBGidY9JB05KsC0hTiFIAvQWFkQLrIk6mlXqONFLHcUj2+jDoKCCXEt87ofuYfLu0SlOOElirFIJkpRBjRGqN0RItJQfREgGhkh4seE/rBdamkt20DbQuhVjrLIndk3+VpsoFudZolSpo0y4QnKfQhhglwUdyJRjlBqU0Lzox5CVnxlyc1gxMxie2JxzMU+D4vE0EqjCG06PkK9UYR90K1kvDyVHBzqLh0b0aKQVVpi4LMV9Waqe1o3Wei/sN48qwOcjZGuYplxIORepKJCf3QW4ue694pw7fU2Y1JLjCCs9Z3Bax+sEf/ME7vY4VnmG4su0XQmTWOk6NLp8rXE49nV2rkELwifMzbIBhbiiNoMwU4yJ5AVkXmHeeUa7pvGfadBwsOkbA3DrGhaLrPH++O2dv0RGjoHOBedsxyiTOSHZnNRcmbRKpZ4p554kxsiVyMpUiblofkjeRkTQ2cmne4EPAaMU4T27x88YieusCEaFuk9WlAKJOrbllzl/n0xtFSsAIpEjtusbDwEBtH+9FpSEZb8okAjdGYiToXKK1oWkTrRFSsl97QnBokjCdvtW4NBzVLK0QwMiIEIF5B3WXKl55nz142NYLMGv6dQvITSTXkbvGBdPa4aOj7dJ9FDpxtLbXghnVZwz2AnmtBaYTZHmGEgEXFUoGZPAoBVuDCust5/fbZOXhAuuDVMHpsjSooLUBUgVp1jh6twWaPrDadUl8f3KQERAE71EIfAwYFLkxeByFMhgjEQgKo7h/c8iJcY6LMMwVJ8clRaY4mHcURpMPJVObsvpmTceLTo0osvTaI8LJcU5jA//30T0+dmGOEFAYxYmBYT5MvlMbg/yySu1d6yVtr1cbZIr1KumnGusPRerXi5mCVKldYYUVnru4bY2V957/8l/+C3/xF38BpPzAN7zhDSh1sw49KzyTcWXbr7aO/dqileD0uDzc7jA6xyg2BzlnNz33bFWUmcL7yKd3ZpwY5pxaK3A+plDm3QX7C8e9mxX3bRR85hJURpNJz8PTObPGIZCIXkm+WaZJr925ZdKmacHOBZwPtJ1DCcHewnF6qBEEtucWouCujZJRqYjRsLPo8DHgAlyYtewsUkyLJFVgpBTMmkihoV5A01eNDEfu4s6DryMxd3QR2nDkQn5cPSP67ecNjAsoC4FWmp1Fx2alObuWsz8XQMdGZbhUB6SQ5FkSpBuVdqpi0nAtq1chgOsiXh+FNhcxacFcBrE3KO1I2i0t0vq6AGNjeMnZdc4dtDSXDti24VBLFkn5fsMi3aYLibBVRtEFQecjRkdGRcbBwibtmkyVysd2ZwgZ+2pfumxvkV43mU4tWecDUabxwdYlr6rlcVrG4dBP5jXWgUwGxNYHLBEbIxGorcMjeeHWiFNrBcMqY9Z6ciNZdIF5Y9FCorVExkgTBVvDjDNrOY/t19StZ9K03LVWsjHMGGSaj5074LP7c9bLnEFmWFjHQ7vJ6nSYGUqjHlepPb1Wcm6/Zr+2DPtq1XEzUXy45oQgpEipFVZY4bmL2yJWn/jEJ/iKr/gKHn30UV7ykpcA8CM/8iPce++9vP/97+fBBx+8o4tc4amF84GdeYcUaQpPScEwN2yUmvMHNYWSDMvsshgc5wMXZy2DTDM4ZoZ4xpVszzrGVdKaSJHG719yZsSZtRLvHJ8hta5sSCaUSkmUFKkaoxS1c0ybgNGSu8uSSa751KUZCxvRStG2FiEEi05Qe8ei8VS5JgYYFxln1yo+ev6A83sNc+E4qDsWXWrlGS2QRGobceFId+RJ4vQlaRL0JCukCbZAT0p8mm5TItkULEkV9HExUvSu66lVduGgZdpYVK9u0lKQEbBCEPBImW6XyeSyjkgkyuhEeqQCrRUy+ES6Iil2hsvbe4dO8b3TepYJWhs4WCSHea0S+aqMZhEdmUkmmJKUpWh6EbyIEa0FnbNcnASkiDQu7VtJqH2krSHTsBx+6yI0NpKXqdW2cIHgA7X1FAVUWgKesQZroG3SMZvWliJTKTZJREa5xEXBorGM8gwlI+MyY70yDAvDtLbMO0dpJG3ryfKkg1q0kcYHMq3YGmQYrRLhmzdsVjmn13IKo5ksOi7MUnVLScF+3eFD8mR7aLdhfZCzGbLHVZ/GZdJ3XZw2zDtHZfShmeiydT7IFbvzNDxxPGYKWAXqrrDCcxy3Ray+9Vu/lQcffJA/+IM/OJwC3NnZ4R/9o3/Et37rt/L+97//ji5yhacOIUS2Zw2P7C3IlcLUkmGmiAIaF6ht4NGDhrXOs1FmnBgks8aHdhc8ul+nqJoQGRcGKQWbVU7nAvuzjmnn6Gygbh1qlLMzaTl3MAfg/52bsD23SJnG5PcWHQsbaK3n0kFNmWk2BjmZlmRacXa9YG/e0bjANHjaxrE9rSkyk3ydshRSXGYyZcTZQBMcdBB8TNEpCoKAECUxLN3AEylRJOJA/7ePfVuudzUP8cjbyrpkBBrpvaZIbywhYd5FMu9p83SyPfApQHpplrU9b5nUybldiCRwlxGmLSBSiyyEpLHqAhQZlFox6U/SgVRJC+HydmTs/49J4sVk4XlkL1VZUl4iCCGwwafWn4SBSWYPnmRNMG8cMXqMBIGkdZ4qS5OY1ofU4nOWqBPRsiR92qZWzFxASZGOhZQUmUbIls6r3skdikymfEGTzGTbziK14MTAIKTC+Yi1jrVCsznUZEqSGcNe7fChZnNUJCLVJff8cTScHOXEENhdRLSM1C4gRAoj3xikqJoYBY31zDpHYZL+bHduGWTqMIT80qRmWlcY+fiQcykEVa65R1ecWSvI+4nL461zSfIVCyGy8CkW6uQo5+NP0vt2hRVWeObgtojV7/zO71xGqgC2trb4N//m3/DFX/zFd2xxKzz1OKg7ducdRqVRciHgs7uJ/IxKw11rJeuVobWBYamQUnBx2qJVOqn6GNiZpemn9SrDx9hrSyJDoZhGmM08/+NjF3EhMDCCM0BrA/M2Mm1alBQUmSLEyM7EcdA65p3D6NRy3F+0iJicrjsXCGiCS/EomRZ0PjBrHZ/ZrtldOEaFwhJ5yV1DNIbgPXIhkt2A92m6r0stNBePXMWXWiAhjwTloS9p6V7cTUjttxAu94Zy/e1DSNW4WWfZLHK6HOZ1i+ibh50NWJ9MPjUQgkTJiFQRTSJRRgt8gO2Zo7agpCP4o8qau4p63vdGokuLBOc8znsyEZjFZBSKiITe5kA6aLIOLZNp5ly4FK6tFVHI3nEclIq9UB1CL+B38ch+QgJChqT7CtDYVKmLUlApzVQGmiYteN4GWi9wIVW8pI8IG9jayilLg0CwO+vonGXeRTY2ck6MchZNx4Vpy7jMGGaaxgVOjXLu3qhQUrE11GzP25SLKCTjXFFlBUoKJILWeQqtODPO2V9YHtlb9Aw0PaedC6i+anejkPNBH1+zN28fNzHbWM9mpRlXWTIIDasU5hVWeD7gtohVnudMp9PHXT6bzciylRnesxXOBw5qyyA3KCkTQYppwskTqDLD1iBNSzXaM6kdEQ71J85HdmYdiMjBwmKkoHFpnC4CO7Nks9C0jk/vzAkh8rLTFQAXpg1SKvbmFiEiZa7YmVpq58mkQsjUKrL9idrHiJLJHHOYCWqZIWQkV7oXc0cmbcdO3bJZaOIyEqW3Bchkx6RJRpJa9uagpBac7Sf9ljYKPhxl42mdhN2SIxK2tES4EpFE1nwHAYf1kVwkzVLRv/Nsn5EXfBLNuzakappI8TRVrgGJFslHqu5S0LQ91v67Ghogt8kjS0ooFHQu4pAoJQkxEHwKYY49OZy1Ea0cNiStlACkiGhS79MoqJuU66cktH37NIR0TJQSdCHSNlBpwVqhaENg0Xq01owzSTaPTHp+MeuNQRWpLWm0osw0j04aToTIsDAI0vTgqaHh9Dhnc1CwJ2B73rG96MhzxXpvvdDZgJaRzUHGfRsln95ZMGk6toaGjSrDSMmJYXZIdLSSTGrHZ7ZnFEZhXaB2nrYLvOTUkHH/xeBGIefL983VJmYXXWBjkO7LrojVCis8L3BbxOrv/b2/x1ve8hZ+/ud/nle+8pUA/OEf/iHf+I3fyBve8IY7usAVnjocn2bKeh3I7ryl68W465VhXC4DZtM0YIzJZBE4vO6gtsxax3o0bA4y9haWx/ZqFm2gzBXGpGmqS5OG85OWuyQMc43Rmo3K8PBkwaSORBEpdHJczzNNriWd88xahxCCca5BJpdxU7tUkckUuZF4F6jbfrIwBjorODeZJXEzASskMfpUHZIRY1I2XhuOKlX9sB2QiMRYJzLVuzCkilGvf+quZ2UOtB3o6IlZKo6EPi9v5pMIXdGHG0toLGQGhEpk1XmL69OSI4kMLTMErwcLlALWS01mFFvjnKYLdPspJ9H1P0IkobyQacIx9BU5SKHMIaY1jypD2yULhdal1uTyOEmRqo6ZBiMlmdEUeUYWA2uFYH1gOFh05Fo8LoB6+ZiiFORKsWg90yywPkzZgbt1x7AwOB/JNbQuMsgM1qWFNS5S145FG7j/5IAz5JwYF4QYKYxmo8oY5IZxqQ8tFJa4f3PAxUnDpXlLCJEyN9x1puDkuET3U343Cjm/cgpwqbMSQBfS33fUiXmFFVZ4RuO23u8//dM/zZve9CZe9apXYXpDFuccb3jDG/ipn/qpO7rAFZ46HHeXLnryU2hJZwNCwuYwO5xosj45WMf+byWTzmS9ytBKsFFm3LtRopVkd27ZnafWjVYSJSQbfQjzvPNQpJPruYOa2jmMkBx0LUImJ/HNQYmSKcrE+2S6qQWoDEIbmS06agsuOAKSWZNIi4uRoZbJ0BKQCBrnEAhyneJLtApEqRlXHtt5bHvk4yRVquaYXlC+PhAQU1RPiND6iPXJif168CQiNLVwYHtRfP/Oi8e28TEZgeYm6axGWiIkzBbp/qSCQqQWn2uvn/m3RHb4Dpd4D7O6ZVoHPKlaZEku7KVK921FqqIJnciU7fr2noAL3iZ/rJ6ALoX9jlRJMwZGSjCsDBuDglPjgrbzdDYwKgyXJi1eQJmn15Chv38SMZ0tHKVucU7gbaqoIeGucUmZSSado+kCQoRkmdE6dmeK3CjmjWfeODaGht15h5KCU+OCF5wYMC6zq5p+AhS55nPvWeeRvQVSJHsQJWVq4w0ud2K/Vij58n3TWk/nA9Mm6ax8iAxzfRjWvcIKKzw/cFvEan19nV/5lV/h4x//OB/96EcBeNnLXsaLXvSiO7q4FZ5aXKknEUDnQ4rukALnI4J4mcYEeJz+xPnIqVFO0Z/V10pN5yKtCyiZ9FbLk9FuY6GAae24NO3oeufrzkfaLvlKKSHYqAxCwKhUaFI0ybS2yWzUZBzUc6ZtpLVNL0AWDHOdpuG6yLSzeA/ORTrvsdahjaL1Ah0CnffMuyQElzG1z3SE4VCjRB9l4iETgWGfLRcaR8vjPawed1w5ahl2/Y++ysl20bcEjU5twCgEtU16JqNTm1IoTQiRtvWXWTxcDYEkxp9Jz6bRHNQt5ydtMv4U/Tr6bec+ua0viZLqg6OXxEf2lbrliORyYjL2F0XS2m2IzBqP9y2ZTM9d4yKf2bbszi1N4w+zeyqTvMD64Uekh3ljkVLTOosUqQ23VhkuTmqCC+zMLOf2W+adZVwYhBDoXlunlSTXmt15ywtODLhno2KtyMiuCFV2PtC69KzlWl3W6rMhoCKXtfpuhOX75hMXZ8xbR5VrpEht8E555p0jMysbmhVWeL7gCVWoX/ziF/PiF7/4Tq1lhWcA1sqMECKP7NfsL5JD9rjQhyPmywmnK08819KfAJwcFty3WfLYQdO3ZyTW68PKEcBj+wukSo7XC+s5UWl25pa58zSdo9aCItfctVYCkf2548y4YFJ3PLQ9xwiJISm6hZAp7w6Y15a5jbTW4yM4G3GkVpf3IemOfEiTdSQd0dJlPTepzdn5QIHgoHFMA+Q6kGmNjUlzJfuKVcvjK0hLc08t+0pYTMaY1yJFDanNZh1IZfExrUdIEFoiQmDRhkNCcyNICZ2NXDpocO7ovmsSaTqOuT/2gSBSXM3SPkKTpiitg/pYtWrZwhQibbczDwxMx0I79mYNWiseOFFhlAAZaX2kHwqkdUftTEGqDjoPIngCGQe1ZVRmGKUIHnbqDqHSwMG4NJSZwkhBGyNlpqiM4QUnSmKEQa6ZNI5J69gsDVvDZGy7t2h5ZHfBXm0RwHqZcc9Ged1W381gkGkyJbBaEiNoJbhrvSTTScc1KlZW6yus8HzBbREr7z3vfe97+dCHPsTFixcJ4fLTyYc//OE7srgVnnpImTQlRknOrlfkJp0o0oSTukz4u8SNTkqZUbz87jWMFjQ25cy11qOU5MWnhrCAs+OKx6Y1FxYNrUt6rpNKYeoOoyXjKuOvnBwxHmTM6g6tJblU7Mwapp0jCIHq409OjzKGheJTF+csXEDLNELfdqmFZUSqlNBFlE5eT5YjvyqlUvWFCNY5YoAmRKRMxIY+nsX3zubkiXDkIRmLHi9GLUXw8RgT8lxfH7WsFE3qyFIONG+g6UIiHzyeFF0LzqVtLdcW2V+2/XINSzsJjvyxNLA4FuGTqolHurPldr4F3Ya+IhYwck6ZG5wNGCPp2lQt6o4dqOVtRe+Yr6Vgd97x4lNDqkwxLA2j0nBmreBC1uJjYFJ7LrWWzSpja5ym/s7vN5g+57HzjtYFHttb8IItR5UrPnlxRt0FRr0ecG/R0fnAi3od1e1+04wCBoVhY5gjEKniKVO24jLq5ul2r1pqv26HOK6wwgo3j9v6HPm2b/s23vve9/L617+ez/3cz70skHmFZzeOJgP14YTTEscnnJZoeg8hKWCQG7SSV/0A36hy7t8ccmHasrdoEALObpSs5xIWUJWSi4+1zBrPmY2SE8M8BfmSRPFnxiUbo4yTo5Km1NjtOZ+4MOWhnUUSrWsJKKSUBMThxJrz0HUpD3B58u9ichoveruE7lgFpvGJnAVg3kHjHYXmsHLk3VJoHeh6jVIf+3eY7Rf7v+GIkJjeE2vZNryR7MaTKkiKpEVqgSwcucDfLI6bht7su1STCJOPR1UpQToe3bHtlsdsScCO38/xn/3GMawyRqViZ+JRVzivL283KqDMDcNM9dXFFIFTZI4Twxzv4aAJSCGobcR6jxaCIkuvszJTdC6CSAMOVW4ojGbaWv7PI7vIKGl9oMw0ZaYYFgbVa6N25x2jwlyVcNwMIVH9Z2BrA1Wu0H24+DKZQAmx7IA+5bgynkpLcVkW4gorrHBncVvE6t/9u3/H+973Pr7iK77iTq9nhacZ18s5W37z1oBzgc/uzvjY+Sl7tUULwZlxwV3rRT/Oz+EH+MBoHj1Y8OhezcVZw2TRkWnF/RsD9hcpPsS6gEPgSW7fs9bR2AASCiN5+dkRp8cV65Xh4b05j+7O+YvzE3wIhCiZNZZMwbjMWFjPxYMOT0ALsPLo5H/8UQWOXNSXjZrIoQSILoJw0LijWBlH0gIpf0QIPEckYmnRUKpE6hqONFaubwXm3DzJOU5YlpqmW0HX32bpzXUzcKTjYY61A9trbRuPHvcSog+BzvpKlrXJr0sAtQvkPTfJZF8ZJInsqz7rpjI6udYjqDuPc55555FCopCMS820sVycpgzJtSKjyz13rxdEBPPO9Xqr/tkOkYPaI3GMijRAsbdINb9BbmhJovMrp/dulpCEEJk2lnnjuDRrKY1ic5AlF/neY+tGdgtPZjXpyngq68OhLnJjkN/R+1phhRVuk1hlWbYSqj9HcXwy8Mqcs+U3b4CH9+b86cP7OB9ZL1Psx1+cn/CZ3TmvuHeDE6Pi8AO8bmdcmLZUuSZXmiqPfGYnZQKOMkkGnJ80rBWaQiVTyWnTslYqRjq5YWslkSJy7qDm/z5ywLxLETf1zNJ5mNtAY0HJGh8CixZiT6hkb5Kp+spSXzw6dE9ftusMSZMkBYeaK8mRgDuXveknl+uLIBGgZXvOkPRZQiQdUUtqN0bSZbdaIzg+OXizxGpZOVtuH0gkS3Bz+7DxyLvreu3DpfD8svuOaXJx6Y8VPLTO9+1QQWmScuvMesZB42nqkKYRfaBS6UlTUWC0oHWR2sL2oiOTghdsDhFSEIkMM8mZjZKXnh1RZZqz6yW7C8ukSfop55OgbL92jEuNdcnhXkmBEoJZ6w9JTKaOXttL3CwhWW43Lg1GS/YXHY/sLzg9LLh3q7quCP7JriZdz2Nrqf1atQVXWOHO4rbeUd/xHd/BT/3UTxFXKe3POWiV8tYmtWXWWnyINNbTWM+4TOPnTef47O4CEQWbw5xBrhkWmkwr2i65nkcihVGIGPnEpRlVrhlmKeYm0xLnPB+/OGd/nk5Us8ahteDejQHrlaHKFI5UPcu1YtY6PnFxjnOeiODujZJSaYQUGCOpdPJkujAJXJyl/Dxne1dx+qk2es+ovrzkOKomQe8NFY5IleCILC2rMsdJzrJKtdyHIlWjjEo/pYGivy4J4dM/sd/uVnEr77Yrt12u82ZO1Yb0WDJ9cx8QV95XE1OVKhwjpzEIOhcZFSmYGaBpfXKgV0mrJgRUxhAFFJmAKMmMYLNSKCGZd5YoIk3nqbKMzzm7ztagYFxmnBgVTFtHay3zxvLwXs35g5qLBw2L1jHO0zaFTtVN6wPz1nKwSCkDm4PsMoJxJSFRUhz+PaldIm1XbFflmq1hzv1bA16wNWBQaEZ9tNO1sCRlQgiqTCNESjI4qLtr3uZWsKxAmyvIk1ES23tsrbDCCncWN12x+uqv/urL/v/whz/Mf//v/53P+ZzPOfSyWuI//af/dGdWt8JTiuW352ntsD5wfs9S5JLNKr9s0s+GSGtDir3pTxox9A7mBBrnUxRePy7WuEimknt6iJHPbM9Z2EggsL3oOAtUmUIphY0pk3BjqGm6lDdXGkXrks3Dp3Y6HtmdYX1k4RzT1uH8kQ7ouAbJRTDuSJi+bAUK3bfkYu8aHtMbYSkKX1Z1jp8OLYmkHUdHIkjHK1hapYpX0wvll/uwfQTNorcxqO7MU3bT0Fyut7oeDMneIYgj0rRsJd5MO1JwZOWQkfINh6Wk6QQueKZtWkXTeaJSFFojRaDQmkwL2tphqoxRrpJmL8JmldHYFAQkBPyV00MGhWbaOCa1w/uIC4HNYcaLTxkuzltmnSX4VIUMMXCqKlGjjEuTjkuzBgGJCG0+vqp0sy3xq22XvpyYy7a7Gp6KatLNVqBXWGGFO4ebJlZra2uX/f9VX/VVd3wxKzy9ON76OLNW0nSOhfUMc3VZ68NIQW4k88bhQ0yZghJcPx1aaIVcng9ipNCCznsGucZ5z/n9FqNhs8wxIimyz66VuAjbs47aeqaLDpMpzo4L5q3j3MN7nFkrWC+T4/alWUtrkzdVjImwBC4Xdgcu1wYthdYhJjG5kCmi5XAibbnkK34fh+JyAXpz7DpPqnZpUgXGxiPhug99i6y/XX0Lz8vtYNnuPP4YbjQRuMSyfRfisSlBbo6ULbHcdpjDmfWccZljfcfBojsU+1eFYW4DZSYYZBkuCnwIdDHSuUAxUgyMYtZalEiGn1pJNgeGQaEJETYqQ20DewuHEpH7NjWn1kpOLAomjWXeOvanLbPWkemuN77VrFUjTo9yTq+VVyUvxwlJjOJQ/+RCvIyQLH8n/6qri9avhZslbzeLq+m0bpR1uGoDrrDCncdNv2/f85733PLOf+/3fo8v+qIvIs9XAslnOq727XlQGJSSLLqA8+HwQ7jINPdvVuzMWnZnLaPC4EKkcz5NW+XJo6qxnigELzqZpgEh5dXlRtC6wEYh04TYAubWU1tYG2QIKfnsxTnee7RKE2CP7NdIGSmNZlxoHtpfQJRJExXA978j156aW17XubR9plL1I8Zri7OvxHLf19IqLbVMSyuBAAxUmiSUGrS9NYJyuzg+sbdc5/FK3PWqTpZU7Tt+u6X4/0ZQHLURCwXjMrWIOxvw3mPDkYVEbiRKS0JIGYMbpWFrVFBbR21TxuA889jaMW0tp0Y5xqhk8Ok9a2VGHUVq7RKpcs2sC1SNY2uYs1YZtictrUskIsT0mpx3kQe2Kk6OitQKO/baXkIrySjXfGp7TufD4THLlOSFJwZoJW9atH7NY3WHqkk30mndKOtwhRVWuLN4UiOsvvzLv5w//dM/5YUvfOGTeTcr3AHc6rfnezcGhBj5xPkZu3WHloKX3TXmrrUChOCg7shU+gAfbA5YqxZ8dmfBwno2BxnWBcpCUfeeRtuThrLIkMIgJWyMDLPGs79wnBwrtoYZk9rz54/uYUNERGicp7WpDbl0DL/RyT+QXMdjhLm9vFK1bOfdTGWnBBb939eLlgkkL6kkpj6qqj3VPtyGtM6WG7fyrnw8V1a+ljhevTu8D5kqcxJApGDmurUE4Wld8uFacg0loMgzFm3ym8qNJjeKKjP44NmZW3brjlJJMq0QQnBykDEqM7QU1G16DUkhObOWM8g0UcCsdQz7lOtZ61gvM+5aq0Ck1m9rPZPG4ffSM3hNwXhP2JKW7tg4QL/JExGtw52rJt1IZH+jrMMVVljhzuJJJVYrcfszH8v2Qey/6R7/9ux8YNE5Qkh+Vc4HYohEITBS8OCpMXevV9TWE2MkxMjeomNSu1QJMhx+Q75rrWSQKcpc8ei24JPbNfsLx6xuedDAo3sL7j0liTFj0XhETALm/dqSGYlB0FjHbt2RGc2wUISY46xjr++r3WyrS5C8qoS/3C1dcXPVJMERqeIGtxEcVcSWmXFPVSDvsjq1jNJZ2i7c6DFeeRyutFNY4koSG0kkNwJlDkZrIpKD2mJ0JDeS0kiU9Ic3aK1jv07Zfp5A3XpCtJwYF9xlFIvWYQNsDjR3jSs2BonEhJBKahtlirU5NU7O6pcmDXPvsL0mr7aes+vlIamSMsU0XZq2VJlmkOurTvs5H5g2jlPjEq3E4W2dT5E9g8xdVuHNdHpsrfUYrW4oWl/iiVaTbkWnda2swxVWWOHOYvU+e57iau2DGCN15wkhUlvP7qzl4rTF+8BHz0sWradzjvEgZ6vKuHez4u61CucD/++xCf/34T0e2a9RUrIxSAajWkrGhcZoRWEkk9ryyUtTMim4NGl5aGfGK++DC9OWOkTajUDwgYcPWhCRzkf2ZjW1DWgiUUiqLOJjpLY22ShwudbpRlj0PcFl3t0SN0vMbuXrwpXmmcvbP1X1guP3u5xcvBGxOk6YBOk43UyrdHn8MkAjiSHgg2DeBowLxMIQRED0C5hbx7wLtC55lS0ayzg3RGBvZtkaZQxLQ4wwLgzrg4xhrhjkht15Q+MiIcJdawVVpgghMsgVdZeyALUUbA0yOus5t+/xIRJjZL/uGOaaKk/TflcjIscruEqKwydMkJzUbUjXF32lahm8LACjAvaK9qLzKTj6StxKNelqGqo7rdNaYYUVnjhW77nnKa7WPqitT+SnsVyatvgQ8D7gYmRnr2HSdgzzDKU8lfH8xbkJ29OG/YXjExenXJy2SCGpnePS+Zq1KmOtNFyaNFS5Zr3Kaa1nf9axs+jYm3UomWjKuDR4DxdnHZ1zuAA+hJT5J5ITtxQO6yOy62hDRCDobsWG/ArcmYH26+P4lGLOjeNsnkws/bpuZrslbmdmTAKND5RKI2PSWyVOESkyjW2TiUWIgVGZcSbTSCkQUnFQe4yMbLeOSGCtysiVJJKqjEWmGRQKo0oyLSi1pnWe/UVH6wI+BO7ZKLlno8IoycO7cz52YcqoNBRaM206zh/UvOzM+FBoDo8nIjfSPxnZh4gvWmaNIzeK0ijmnWXeW5WUmb7sC0zbpce9v+jYGunLKlrXqyZdT0O1mvpbYYVnHlbE6nmI67UPnA8URnLPesnOosX65IR+cdJQGM3GIMOHyKR2SWN1YQoInHe4GEEIOh+pXSTUHZ0L+AgvyA0785aDRZcMPdtAGyLDpDxmnBn2W8/evGPhHKNc43xAKY0kokWqThRGEEOaTAxRoJXCaJ9MKJ/BnWcBDLMUC/N0EavbwZWTldfC8pS+NBR1DmQR8SJNGErACImQkOdJnZUpzajKODnIsTHQWWicY78JnK4yzowKRgPD9rTDOk8g5e3VbZowfeHJAZPa8olLc6RIgdnrpcGFlG1pVMq5vGu9xLpI532aeB2XfcUpXHOK70b6pyLTDDLFp7dn5H1l1oUAUXBikLFoA64KvUP88gtM+ri9NG3RWt+06/mNNFSrqb8VVnhm4UklVqsMwWcmrtc+mLdJH1VkijjvKxZCEAR93llg1jjmAk4Mi2Sg6SP7jWfSWMalQQsJMTKtPQIY5QYtBI9MaqwLGC0IMeB8pO7rI3PrKDNJM08inRDS/TadY+oDPvSO2SqyaAOZkb2gJ9AXQw6dwq+syiwd0m82uPhWcaWI+2qIQBNuPZLm2YKhhsykfEHnU5XKukDnIgubgq33645Rqal0r/mRAoFgZ25RUiKkZ73QSOH5K2dH3LU+QAmodJoyLbQkxMhGmXH/ZsXAaB7ZXZBpgRISISDv9U6T2pFpSSC9TmOMh220UWF4bL9m0XoGubgmEbmR/mlYmFRp7YmcVoKtYcYg1zTW0zp/2RcY59KzvzQZvRmfqpvRUK2m/lZY4ZmFlXj9eYjrtQ9yLYn0YnYlEhGIgbZxND7QWc+0sdy1VoKMjLSiFSkQV5FEvj4EWh8xMhGkQiuiAOsjRgnqNuJDokCdPSJW0QoCgsLoXgyfApJdSE7mheqDkIOjdZrgA52PsHRX58jpe0muNLcWWnw7uNH+l0fYumc/sbqWVYMQEKVms1Q0XaDtLIs2ImRyoM8zgZSKEKC26Yi1HoyzGGXYWTQoBM5ENoYpbHuQawjwgnuHWOtZq3KMFpSZQkrBpVnDY/sN6wNDlRlcCOzMOjaqJHAHDl/nhVGHH3alUZwc5UjBdYnIjfRPRkm2Bjk+JgNcKZNJbmM9pq+EXesLTBsen014NdyUhkrJ1dTfCis8g/CkEqvpdPpk7n6F28SN2hwAF/upKSUsj+w17C0cM9sx7U1Bc51c10+v5Ty8V3Ow6HAuEkSkdgFrHUVpGGaa3Ege3V+wN6uJCGqb9FwiiuRCCagYObCwVqSx+hgiwoBddDgHhZRoIZhaT5QKokNKgez7akuB+JUkZ9l2e7LJFVzdfiCTqVozsU/NGp5sXIsY1hYq6YhBImIgCEGpBS4GstKQqeSoFWKg7E/6MTguzCJDHSkzQRCRA+s4qXPmjaXuLAsbeOxgQUTwghMV925W6A7+bP+AvUVDYxNJj8NUQQLYW3ScHhfkWl31dd75wH2b1U0TkWvpn46/j7SMKORh/NOpUU6u1bX1T0rflP7pVjRUq6m/FVZ4ZuC23ocXLlzgO7/zO/nQhz7ExYsXH1eZ8v65cAp5buNm2gcXD1oinguThigCo0yjZcp6SxNQkWGR8eJTimljOb9fE6Ngs9KcHKwhSRoWGcFan/RWHjKjWCs0nfd0XTqhjQc5mYucXSsQQrC7sNRdwBtFJJAZwdz51KZUmkwZWueI0iWT0JhMLZ9OeBKZWrYcLaliJ25GMf4swJXO9JI0ASh7l/l5C5GOMtcoImWuEEKxXhWHQu/agu05zFpu6FrPrPNEoRjkmiqXFLnm4f06GcxGwaCQnF0rOXfQ8OjegkwpbPCECPeuV7Q+vUZDiGRGseg8w1z3xOfar3MpxRMmIjfa/3FiJ/vPycZ67hoWN1VVWjmnr7DCsw+39bny9V//9Tz00EP8s3/2z7jrrrtWWqpnIa7X5gh9FWneWVoXGReGF5wYMC4zOh9REhadZ7KwKCJVlfF592zwkjNjCpPy3ryPfHZnzslxgQ2e9d0WYsRHQWY0c2sJLtLYDqh58ckR27UDKZAIYmwxSrA5KtBKIGLyusq0wihJlUkyJygyybS2WBuZd1D3Z/2lrgqOTECXeXk367J+U8fxivtYZuodD2t+tkNylKV4nCOuZ6nF19mIcKlNK4GtKkut2pjc0F9wokIIwbTtqC3o/ujMXSSGNHxQZYr1MsPHgIqSzgd8iIwLjQBmrSc3mlnrEQRGucKHyMIFNiqD85HtecvWIOfkKGejSoTnyTbHvNH+ryReACdvUf90J7yuVi3CFVZ46nBbxOp3f/d3+Z//83/yile84g4vZ4WnGldrHxzUHecOGmob2BoWXJh2TBpHmSuGRTr5eR/YW7R8dlcxKBUDrTk1zhFIausxSvDyu8dIJI/sL8iM4kRvtigFPLbvsb2rNcCstdQ2aa5C8EzbJAbGR/KgCD7Q9tYP0gliVHQeFq0jEtFaEtrLS0PL1tytRLLc0rHjKNwZEpmy3Lzv07MFy+BjQzI7DSS9W1UYCBGpAjoEcgNrZc5aldG0nrl1DI3CB4H1HqQgevC9/qm1SdzufMCFFhEDZWZoXKA0ilNrOQNt2G+6tK1PeqII5JlC+NhXT2FrmLHoPKNCc99mRWYu1yTdTpvsVgjJtfZ/nHi1neKjwHqV3ZR56NX2cSsE6UZRNyussMKTg9siVvfee+9KmP4cxXIKySiJlIKu89SN49yk5fxBw3qp6TxYa9muUzjuhsvYVxYzg81Bzolhwag0bA5ybPB4IsHDxVlD5wPrVcZ6qfns7gLXh+q5ELlrPaez8OntgzQxJgSz2jMVAUlEiCQSXi8znHfYEHAhoETyRDp+qjie6bekW0sn8uPtuid0rHi8mPtm7QmeTYgkkjoqkgC/ccmFPABKC/Ig6WxAS8HptYKtKmemLWMU4zxHyUjtwAhBFAFiXxmN/tBba9F65lpxYk1RZIJhodBCIQ1kTjFvHG2bJv0iSdC9XhpODgqmnWXRBQqtuHu9fMLTcE8GIdFKEvUTCzK6VXJ4I5uGFVZY4cnBbdWFf/Inf5Lv/d7v5TOf+cwdXs4KTzeWU0i5SZWnR/ZqjJaslZrGOT5xac5DewsW1rE5yJi0lof3FrSdp25jbywa8T65Txdac2pUIBXMW0vbBUKE2sYUV+IT7cm0RqIpjaI0hhAhU5q10nBymLM1KCm1YlRmDKoMrTVKaKSUKCUojEHpyzP4luacx0XtSkB2B7+sPx++XkRASHAIUCnrzygBPuBcGkSwEWxIGqA8kxRasVnlPHhiyOfds85fv3+dV73oJC8+PUT23mVRpAw+LQS5hDyTxCAxUrJe5dTWYdtEvUa5woVkmbA1yiiMpMoUZS7ZrDK2BhkvPjPk5Lh8wtWYJSERQlBlGiEEF6ctB/VTYSl7Z3ClTYOS4vDvSZ3iqVZYYYUnB7dVsfqar/kaFosFDz74IFVVYYy57Prd3d07srgVnnocn0LyPjLvPMPCYJSgdQ7n05SbJbKhFbPGsbABgWBtoFEqY6M0OGDeJk1JriXDQnP3WslB69hfWLrgOTUu6dp0stoYZAQhuDBpmTYWGyKViBijyKRAikSe1goNIbWEtgaKQQaXZh1CxeP5uIc4LrQ2JJ8lL1K77nZOk0+3e/pxXMv64E4jArmGYa6xziNFYGtg8FEw7wJET6mgyIDg2Zl1RODkOKMsFdvzjvu3Kk6Oy+Tv1DqgBgTDPHk5aQHrhWGtMpSZpjISPcrJjWLROAqjWC8NptdiNZ1HCsGsdZeFHj9RPdGtZO89k7GKullhhacPt/Xe+smf/Mk7vIwVnilYTiE9tLtg2nZ0zicRu/VURjPIDdZ6ZrYPb+4DmassTWB1LtKGwLAwrBWGprdWGGSav/3S07TO8bELU7Znhrq2fGY70ZvWebbnlsnCAgIZYzqJS8msDWgZWSsNmZa0PuIDlIVCh0RxnI8YlSYD3RVfxpeTa8TeKPQJsBF15BDxtCMZGBxpyZYC+iuXl4sUAH0reYrHYQAjYVxqFq3A+MCozBkXhklrmcwlPnqKXCOkorGBe9dzXnxmzOlhyUfthNZ5CqNZLzJk3xIbF4ZhntOGSGEkm6OCF5yseMHWgEGeoYXkzFrBKFcgobWRg6aj7QJra4ZRrhmVms0qTcfdifbdc4WQrKJuVljh6cNtfUa86U1vutPrWOEZhLUyo8oa6iZglGStyMiNZHfesL1oKY1GK8Wis2gBUktcSIawm4OMeetZKzO2hknHkQTmUChJVSgG+w3b046p9Zi+KrA7bVg4iDFNg9kIJpJKTCHQBsHACOouCeMzFWk6y35tcT61F41M7ubHYUgGlY1N2ifDkUP7rYrZBdBbaD1l1aLrwXBkiEr/9/E1LSchc9072d+Gen95+q097EwbtIJT45L1SmGUwtg+oy9GhoVCAqcGGiUl29OWwvRTfbVjmOfcd2LA7qwG9qhyw3iYM9CpnTsuDOtlzkZVsDXMOTXK2RoeWQqkalSVPM6kuKwqtTdv74ie6FYJyTN14m5l07DCCk8fnvCXr6Zp6LrLmyrj8fiJ7naFpxEhRoxSvPzuEY/u17Q2MCgMnfd8ZntOPtRsVJpFl6oDwadv+rlSnBhkNM5T6PRBPmss884zby2f2K+pO8eFg5ZH92oWnePuUQmk+KNMSZSMRBGZLAIhRlzwKCWQEYalYqQ1u42lbi3TtsN6DifDiILQU4vjVZwuHHGK5WW3AwP03c1nBLGKHBHEQKrMLS0RliJ9JdIk3xO5j0Kl47noBw2GWcCowKSeMa0dtQusl8mb7NK8YdopxoUnikT6DhqLFoqTa561MucL7l2H8w/z8jMjtMkoM4ns9VZKCMal5p6N8nHVJq0k+ICXXEZkjrfvtBR9BqC4peiY4/dxM4Tk2TBxt4q6WWGFpwe3Razm8znf8z3fw/ve9z52dnYed/3KIPTZjWU75OSopMg05/cbDtqO0iju2ShTRSBA0shohrliXGacXivIdMpsm1vP+XMH7M07NgYZRkhCEFycdbTOMW0cSqUgZiRsjXI2h0WaFPSCjYFnd2GZtR4lJCcGGWuFYlAaZJbE9Htzw7lJy6LxiBhp/RFpWr4CJYlcdBzprCy3Tq6WHlh3Km9wWQt5ItYMy9sJjqpwS9PO5RWS1LoMEQrSNF8bHl/duhqWFS+lwGiQQhGjZ6/pqG0KNRYikmfggmC/cTQ2GccuRKBzgcZFysxQaY0Skv26JetbgS88NcIYfUjOKiN58OSAv3JyxLC6/OR/PSLjY6TzKXty0bnD66tMo5W45fbdzRCSZ8PE3ZPt4bXCCitcHbf1Lvvu7/5uPvzhD/OzP/uz5HnOz/3cz/FDP/RDnD17ll/8xV+86f38yI/8CH/9r/91RqMRp06d4iu/8iv5y7/8y8u2aZqGt771rWxtbTEcDnnjG9/IhQsXLtvmoYce4vWvfz1VVXHq1Cm+67u+C+culxf/9m//Nn/tr/018jznRS96Ee9973sft553vvOdvOAFL6AoCv7G3/gb/NEf/dEtr+W5gGU7xMfI5iDnr5wZ8fn3rPN5d6/z+fducmZ9wEvOjPlbLzrJi04POTEseOmZMS88OSLTSfQrBOzNLAeN5RMXZvzF+SlVrlgrMjKjuWut5NRocPjt/uxaav+IkEbyA4phodNE4EgzyDSzLjBdWMZVRplnrFXppKGUPmyJKY7aV5I0wWbd41tmt4rbaR1eieNvtuPeV08Ux81II4kIFToRyrYPRd4cCs6ua9YKKPXjRf7Hcfz4GbHMZ4QqE2Ra4X2gC8kF3yNo24CLgab1hBAI0TMsJFWhWSszQoBRlapQ92xUnBglgjLKNQHBuMq4b6Pgno2KufV8cnvG3rw9NKqF60/qKSGoW8/FSYMQgtL0108a6s7fsp5oSUju3ii5d7Pi7o2SjUF++Fp9tk3caSVTvM6KVK2wwlOC23qn/eqv/irvete7eOMb34jWmi/5ki/h+7//+/nX//pf80u/9Es3vZ/f+Z3f4a1vfSt/8Ad/wAc/+EGstbz2ta9lPp8fbvO2t72NX/3VX+U//If/wO/8zu/w2GOP8dVf/dWH13vvef3rX0/Xdfyv//W/+IVf+AXe+9738gM/8AOH23z605/m9a9/PV/2ZV/Gn/7pn/Lt3/7t/JN/8k/4jd/4jcNt/v2///e8/e1v5wd/8Af54z/+Y77gC76A173udVy8ePGm1/JcwbIdssw9E0KghCQA66Xhvq2KwiikglODkjPrFY0LTGuLEnBiVNB2gf3aMsgMg1yz6Bz7i45548i14sTIUCjJME/ViyrPUEJSFophblBCMMw0wzKjNBmNDxAirY/Ma0trHTYGuq6j7iwx9kHAxx6HILUIlYRSQi6PDENvFbfbQlzel+bqb7Y7VQGDIxPUrm+PLk09cwNaZTghaPpA66G8nEAtYUgVr2WrMwrQKv09rx2NDUgpU6yMD+myLrJoLa0P5EYyKDKUUQgSCVqvNJmShAi51jifnqUXnBzwyvs3+JyzY06vVdy1UbFe5cw7z7mD5tDe4EatvkRkrk5RxRNgrtciJMuKrrnicqMktg9XXmGFFZ6/uK1W4O7uLi984QuBpKda2iv8rb/1t/imb/qmm97Pr//6r1/2/3vf+15OnTrFRz7yEb70S7+Ug4MDfv7nf55f/uVf5u/8nb8DwHve8x5e9rKX8Qd/8Af8zb/5N/nABz7A//t//4/f/M3f5PTp07ziFa/gh3/4h/me7/ke/vk//+dkWca73/1uHnjgAd7xjncA8LKXvYzf/d3f5Sd+4id43eteB8CP//iP80//6T/lzW9+MwDvfve7ef/738+//bf/lu/93u+9qbU8l3C1dsjWIGN33nFQd1yY1lgXkRLwgYWDuksnXusDUXD4bV5Ljeq9iyZ1R4yglODivEbEyIMFHCwaXnJ2k3vbAudh0SwIEWL0NC4iCCzayHxWEwMsukDrI/vzjmnPTgyJEOQk8uBCIgXjUhGCp3OwaJ9abZS84ncpoJBHbTzFzVs/LMnO1fRdx+uzFpjZXmelkni9de6QeMaQ7ngjA+eSbswDWiQSGn0iol1IlaoQ0lRlG8ARGRtBJNB0gcal/ROhcxYtDTJCKQWnxhmZFpR5xj3rFVpJZq09FH2JmLR1jQtUuSbXKaYmxkRSlvqo462+aWPpfCBTstdOCWyIlLkm04pF/2VAK8HpcYG6jVbgjbCauFthhRWuh9uqWL3whS/k05/+NAAvfelLed/73gekStb6+vptL+bg4ACAzc1NAD7ykY9greU1r3nN4TYvfelLue+++/j93/99AH7/93+fz/u8z+P06dOH27zuda9jMpnw53/+54fbHN/HcpvlPrqu4yMf+chl20gpec1rXnO4zc2s5bmEq7VDtoY529OGT1yckSnN5iBnWlv++OED6s5zelxilORjF6dcmrTJpd0GWucYGs20scw6i9IihTgHQWMTJThoLDvzmuADLloi0NhA52CYKbbKjIWNbM8tj01rtmctj+13HFgO3btj/3tJIKSEKoMyU/goel3Y04OlLYKSEMRRK1Bz8y3GK0OQrwdLImsLnyYivYt4FxExHZfSwJlRxuZAkps+tobUNgwytRGNhEyD6luHQqXLvYdp47AxcaTGQt2BDxKjJeuVBpGMP60PnBkX3LMxYK00xBhoez+M//WpbX7roxf4i3P7zBvbDysEtBLk5qj6o4Rg3jg+eXHKpWnLZOG4NG352PkJ+4sOESOZklS55sxawdn1kjNrBVWuUUKkyJw72J67sqLrQzz8e1zqVctthRWe57itL3JvfvOb+T//5//wt//23+Z7v/d7+ft//+/zMz/zM1hr+fEf//HbWkgIgW//9m/ni7/4i/ncz/1cAM6fP0+WZY8ja6dPn+b8+fOH2xwnVcvrl9ddb5vJZEJd1+zt7eG9v+o2H/3oR296LVeibVva9kiaPJlMgBQHY+3lTaDl/1de/kyAJJ1A284xrVuMiBgRsM4zqztGRqGiRxE4NdS0XcfFgznjQmJk5KC2DHLNvI5slIp5a/tv+56NIr0E71vP+fSFGbPWEV2E6Ak+UGSCtVyxaB1SBEqZ2lMhRrJkb5QE2qSK1bIdFoBSwTA3bFWa4CyEiAtPXCt1u8jkkQg+X/aoZKqm3OiNmJHI0u1U21wEGT2FSp5WAckwlz1x9chwNPnnScQrxnSfAwN3refULpGHLgS880QPKkJQae1DA2uFQOMhOl64OeTezZK7xwVlZpjWDZcOah7dr5nXLaeArnXszLoUA9R0vPj0mNxoNgcZzjpkhOAcAZjOaw7mDeuDHKMEu/OOi5OGtulYy1OVqPGBymiMktStZ2fekimBcw4tBePSMC7MHZnaq7Rgs1RMa0fTpkrVZqmptLjme/iZ/B5/MrF63KvH/VzArTye2yJWb3vb2w7/fs1rXsNHP/pRPvKRj/CiF72Iz//8z7+dXfLWt76VP/uzP+N3f/d3b+v2z0T8yI/8CD/0Qz/0uMs/8IEPUFXVVW/zwQ9+8Mle1hNGQfLNBrhveeEEHvuz9GfV/0wTjzwkBev9D9CXb472uXnwCTZFv/MCGN2p1Xpu3xrzyccPf9HTUUa7VWq5uMX91tDu4j4Dn71ii0H/A/Ai/5mjmvkMZjOYAcfnjP/vsb9HgN9Or70SuL+/q49eusnlPUPwbHiPPxlYPe7nF55rj3uxuNnPwTvgYwVw//33c//999/27b/5m7+ZX/u1X+N//I//wT333HN4+ZkzZ+i6jv39/csqRRcuXODMmTOH21w5vbec1Du+zZXTexcuXGA8HlOWJUoplFJX3eb4Pm60livxfd/3fbz97W8//H8ymXDvvffy2te+9nFeX9ZaPvjBD/J3/+7ffVxE0DMF87rjA39+nkcnC7xPIuK69awNNScGJfesF9hIsmeoW15yekhhNDZEmtazPW+YN5aPb89ZtL4f53e8dnOPP6jPsF17NDG19UJkv/Z03uG8RwvJsDLM28DOrMaFyLyJ9Droq4rADWmqTYr0QrcAEoSH2dOsL85l5Ie/KPDP/rekDU+tJkdwZMkQuPqxO+7qLkgVrVEp6LwkRk9nUyUs06CkoMwMpUkhwfedGPA3HzzB2iBHC8H+ouPcpEGJyKjIuLg/56XxIf5SvgAhFYNckemUL/h5964zyg2jUh9Wlxad5U8+u0eRaZSECwcdUoFEUHeOl5wZo5VAC8mpUYYncv6gTbmF5oi9t9ZDhLvWizvWrgshMmks+/OOg8ayaB1lnmJ31qvssgrZtd7jy31MjllJ3Mnq2tONZ8Nn25OB1eN+bj3uZcfpZnDTxOqnf/qnectb3kJRFPz0T//0dbf91m/91pvaZ4yRb/mWb+E//+f/zG//9m/zwAMPXHb9F37hF2KM4UMf+hBvfOMbAfjLv/xLHnroIV71qlcB8KpXvYp/9a/+FRcvXuTUqVNAYsrj8ZiXv/zlh9v8t//23y7b9wc/+MHDfWRZxhd+4RfyoQ99iK/8yq8EUmvyQx/6EN/8zd9802u5Enmek+eP97QxxlzzBXe9655u7O037DSe3UVkY2AoleDibM758wvKezMmncAFz0HnuWtjACrDAkWumduGnYVnd2YR0tB6z97CooKHTfj0dkNeKPa6lDuYKZhbx8VZl7RF0SGmLTHCXp3E2vEG830tlwu+l0Uy1Xs5PRPQBkHrn9qT51IsH/vJwRiuLZ4/tLBQEGsIIlAYRZAhDQdEyKSkdlBoyWCoMSZje+7wSEZFzqDMqdrApWnNuUmyUnjpOsxdxMdAEIK7ByWn1wruOzF6nKHnQCo2hhV7i47cKIRUIGB71qKUZL8JaUhCBe7aHGCkQGnfE7GjYyukYtE5pNYYrR73WG8He/OW3drTBmgc6MzQeKgdhNqjtWZjcLkn15Xv8eU+CmMoe0PS3Wvc9tmMZ/Jn25OJ1eN+buBWHstNE6uf+Imf4B/+w39IURT8xE/8xDW3E0LcNLF661vfyi//8i/zK7/yK4xGo0Ot0traGmVZsra2xjd8wzfw9re/nc3NTcbjMd/yLd/Cq171qsMpvNe+9rW8/OUv5+u+7uv40R/9Uc6fP8/3f//389a3vvWQ1HzjN34jP/MzP8N3f/d384//8T/mwx/+MO973/t4//vff7iWt7/97bzpTW/ii77oi3jlK1/JT/7kTzKfzw+nBG9mLc9lNJ3joZ0FW8OcYa7Z78fcT49zrNNYF5l3lipT3LtRsVFlbM86tBIMck0IYAM0PqIlWBtoOo+IqX1kY8C3AiEE86bjYutonYcgyDQQBPttxPlbsyiIx367/kc8Q0jVU42lHk0AWkKUaeKvHxK8aoNwqV0jQhehyCRCSHIjiJ3HKEWeGQotWCsyjJRsDAwbwxznI0Um0VIm76kYuTRt6fqBhZ1ZgwuKQue0znFiYK7qkq6V5J6Nkq53QG+cY9Y4Wud4YGuU9Hudpa6T0//GIH9KpvaWNhBGCqYuUPaTja3z2BAZKHFD5/fnSujzCiuscISbJlbLKcAr/34i+Nmf/VkAXv3qV192+Xve8x6+/uu/HkiETkrJG9/4Rtq25XWvex3vete7DrdVSvFrv/ZrfNM3fROvetWrGAwGvOlNb+Jf/It/cbjNAw88wPvf/37e9ra38VM/9VPcc889/NzP/dyh1QLA13zN13Dp0iV+4Ad+gPPnz/OKV7yCX//1X79M0H6jtTzTcWWumfOB1nm8jyglyPtv8a1Lp9jjHj42RBqf/IN0polR4GMgBsPCWtaqjJefGVNmks/uzfn0pSmIdBr33jNrHeuV5DM7Du8Da8OMIlcczNvD+1JSMmkdl2YNdZcm0KSMdA3ImKwBHNcmATeL56vL0HLyL9BbKMQ+tPoGt5EpSQYlIdcSFwOSRJiFiLjgWCsGnN4oOTHIeNnZMT7Cft2xaB0+RCat5dLcIoRgvR9YaKynyNIk4bjMOD0ur0kiNgY5L5KC7VnLvOt4dM+yVhq6ENmdtxgl2BxmLLrAxoA7kpN3oxzApZ+VkoLWhUO7CC0ljU2JAcvJxmt90F4r9FmQKrat8ytitcIKzzI8rUHt8SaM9Iqi4J3vfCfvfOc7r7nN/fff/7hW35V49atfzZ/8yZ9cd5tv/uZvPmz93e5anom4Mg4k6Wci+3XHuf2GRespM8Uo0wi5tCwQbJSGezYrNqocRaoyPbSzwIVAkWkEkUf3FlycWjZLzbndOYUx7NUdj+7VbA0zTq7ltE7zme0agWey6NitWwptGBhBptNJIzeCeeN5eGfOQXtk5Kk4slOQx34vi7LPrbmTJxeey4/rzRBMRfKzEiQPLus9mVKHUTG51gwKw9mNgpffvc49GyUnRwX/99F9JgsLMREwIyW5VOy5FqNTxWizSu75pTHct1FxYnjtKJil/YfzgZPDCnsi5Qp2PrC/CNyzUbBZ5TTO42N8Qjl5N5sDqIRACtift+zO2jSJajRGCYaFxscbV8iu9MRa6q22Zy3OpxD0rUF4RmUQrrDCCtfHTROr4yLsG+F2LRdWeHJwZa7Z9qzh4+cndC5gtKbMFHvzjk9emlIazYtOjRiVmr2FpfMzXnQqfaDnGureib1uHZ/dnjNtHKfXCzIBn7g4R0g4NS4YV4YLBw2LznP/iQGSwIVpS4iBXAmazmFdZC1PL8FF65m0nsYmo0piIlHLmBY4cj43fbDwKpHy9iBIVSoZL89PXGJJYOGomqUBIliXbC4iAolgLS944ckSoyUL61m0nnOhJkTPvPX40JErxTBTRAlaisOswGGRsbuwCCk4u1GQmevrnpwPzDvPRmWIREKI6L4aFYBZ6zAqEa4nkpN3szmAWkkEcHGa8g+bzjFvLbUN3CcLXGHYHF3f1+rK0Od567g4SVOsp8cFRslnXAbhCiuscH3cNLG6strzx3/8xzjneMlLXgLAxz72MZRSfOEXfuGdXeEKTwhXajicD9SdJwCNi2wMNZmW7NYd3oPOJZ2P5FoRY2Tees4fNBgtuGdrwH5tOb/X8shkQe0CW6OcB04Meexgwfogw3qY14HT63nS8/RTYT4KxkWGWZ7gYsAda3P4GJMGRoPsGZXrGdWVBKp9vvby7hCWerPrXX881qYjkd1hCYOiIAawwVEZzdpA4YFKK6KPHDSWwiseODFirczYXXRIGVFSooVgc1SQ9VQ50xKpBT7Ey3IBr4WjtplmFCI7sxYhI23nuTBtGBYdZ9dKpo09rPBoJW+pLH8rmifnAzHCXeslbRc4kIK282RlaoFvDsxNVciW2+zOOy5NGzIt2RrmjEuDFMvEgpXeaoUVni246c+c3/qt3zr8+8d//McZjUb8wi/8AhsbGwDs7e3x5je/mS/5ki+586tc4bZxpYZjGQ+ipCTgkEKkiJMoQKaWS2s9+4uWuvNMasu0sWwMDKPMUBjNiTXwBIyAzWGBEBHvYFhpZJQsOsf6IKNznnMHLRdnnoFSrA01BMXCB7aGkmnLYa5aqRVNFim0YNozJ8Wq1fdkYElhrhVKvSRTEsgVFB7Obmas54Yi10wbBwgqk8TmAkEUERsCJ0YZW4McKSR3rWlOjEpEhGGhmbSOx/YWh/c7LDTDsiA3glmb3NGvRxxSSy0yby2VUTDMeWyv5txkQWEU92xUDHP9hCo819I8GZVe18f1Uj4ma5ATw4IYI6djQQzpss4FxjfZvltW1zItaV1gWOhDveO17vuZghvp0FZY4fmI23qfvuMd7+ADH/jAIakC2NjY4F/+y3/Ja1/7Wr7jO77jji1whSeGKzUcMaRYE+eSADnEiFYiBbeFpC+xwbM3jzQuMGs8NgQe2asZFZLTaxXWB4QQ7M4dk2bOsDTU1tF4KLRKomLr2Vl0dN4hIsydw00DIQQyKZFK4GtPptNpfm1gCEJwblLj+8m/Kz+mr5aRt8LtQ3Dtdqoiua6XJpGmtcLgo6LuLI0LGCnYm7c4Hzk5LhkWmlljWbSBQRZQKjLMFbZNfmcxRpRIGZGnKgNT2BrkRCHIpSQcE3lf7WQdQsoJnDeOi7OWKtOMC40UcGKYc896xdaoAEBaf9sVnlvJATy+bWHU4YdpYz2FVrc8fZjr1Hq8Unr6TMwgvFkd2gorPB9xW8RqMplw6dLj7Y4vXbrEdDp9wota4c5hqeE4f9BwUHepCtU4dhYdmYRJYym1RARQCjrnsFbiZGRvbhkUinFhOHdQ8+ieJQRBaSQxRKIITGrP5ihDBsm5actUWk6PM3anLef2a6wLSCGx3ifS5gMnRwXegoyBeZfqJdPaMm8888VRQPHVKinyKpevcHu4nkZNAqNcMihyhIRMSTofOGgC3jpa2bfIpEDLiBESGz0784ZZa1mvMmTMmTQpesb6yLn9mp15RynhNOCDZ7cOnBjk7C469mctWkumjXvcyXqpexpXGZlW7C06Ht6tiTHywpND1o/5PT2RCs+VmqfrTRTeyrZ3+r6fbtysDm2FFZ6PuC1i9VVf9VW8+c1v5h3veAevfOUrAfjDP/xDvuu7vouv/uqvvqMLXOGJY63Mkvv1ToOWgs1BxrCQXJw0NDZl8m0OMu7frLAx8NhBS9M4tgaGYanZnVtEBK0Ej+4tkAK2Rjmfd88G+/OOTCusktynJYNcM6kd5yYN67lBV4IuBB7dt0wbhwiRPdUg0AwygehdxzsH1nrEVcpShn6STSbB9XxVtnrS4QEpBONSI4Wg9T616kTACYH1EUWkMAIlZbLrEIbz+zWjIuPsWsWs83z60pxMCsZVztbdOZ/ZmbF70EAOn740Y2tcIQTUnef/PLJPlSvOrlVUmT48WbsQmLf+UPdUZZpxZdioLZcOWnItD7VI8MQrPLcyUfhEpg+f6H0/XVh5b62wwvVxW8Tq3e9+N9/5nd/J137t1x4GE2qt+YZv+AZ+7Md+7I4ucIUnjhAjQgju36rIVBq0X3Rp8L6xgdOjnBOjnJPDghAjf3l+yoVpw0aV89DuDOsjRis2tSL41AKYNp4qUzx4asTZzQIRJEEETgwK/uzRfVyIzLrUEgkhsD3tqIUnzxWlyTg5znHOs91PQAkZ6YhsjRWzhccFCDE5g/tImhIM1xddr3DzuFblryBVDDWAUtiQtHTjTDJtI0FpTlaSTCkk4Fwa0XQxEonECEIKdmctXfCUWfJuXx9k5FoSiNjOQYDtmWVtEBkVCiEjHzs3Y1gajFKsV5FxkUw19ueOQGRUHDkfaylZKzMWnWNhPUrJO+ZXdSsThU9k+vCp2N+TgVvRoa2wwvMRt/X6r6qKd73rXfzYj/0Yn/zkJwF48MEHGQwGN7jlCk8Hjk9TxRjZnXfsLzoKozEyUuWGWeupMsfGIOfsRsHOomPadkxqj1GS0igOakuMUBWGeWcRAgrnUEjyPAXGCAGDTEOEg3mLL3KUjMmvKnqEkAwLhdKS/XlH7IsKmVaI/nQvSGTKH4taMdx4mm2FG6MQacKvu0aMjeUoG7tS4H0kiqTBGxSGu/KMYaUhCmaNY3vWsNc47tWCEJPVxt0bJa2P7Ow7RAhoHYCSeevYmXW4ntGdHOfkmTq0K8gyhffg+ok/gFFhaKwHwVV1T5tVzjBXLLpwx/2qbmWi8FanD5/q/d1J3IoObYUVno94Qu/dc+fOce7cOb70S7+UsiyJfWVkhWcWlEiUZXuWfKXOHdQYKRkGGOSaKlc4Hw/L+FuDgge2HH95fsq8s4wyw/rA0DhHJhQza5ktHJtlxrz1fOrijLs3SzbKjIOFZb9u+dTFKY/s1fg4JxBoOosPQO2pO8dameFiX4Yiaayc98wbx8KnyJXQV6pgNR14J6Dg0B9MSMjDkZ7tMBOQo2zFg9qjLIxyQRTJqb8yitYqXPBM2g7nPbMmcGnSUuZJUB6AtcJQl57HDhYIH5Plho/sLyw2eJBpgKKznomNnBgLFAIbHEoIjJbMGoeRgkIrqkyyu0ivgisrU0vj0CfLr+pm8Hyajns2acFWWOHpwG0Rq52dHf7BP/gH/NZv/RZCCD7+8Y/zwhe+kG/4hm9gY2ODd7zjHXd6nSs8AWglEQLO7dcURqORhAgXJg0vPDlAS4kgHpXxleT+rSGFkbQ+MK0tWkpOjQtiFNQHngdPDzm7VrFXW3bnLafXcqJIOqjpomO37hAKfOfofKS2EDwYDZ13PLzv8B7K/hW4O23QRhB708roUxvQrIjVHYMnkSfXR9kYjqpTgqP2YCahyGBYSQql0hMRYOo8VetYG2Qs6qS5ElKxUSnKTFJmgnOTFh8F921WqTI5FeRasj1rqDvPzqxhmKcT7/a8Zbv2dD4w63IGmUJJxYVJw3ppQEBuJHevZ6yVGVrJa2qP7oRflfUR5wOXpu1N64Ser9NxzwYt2AorPF24LWL1tre9DWMMDz30EC972csOL/+ar/ka3v72t6+I1TMMzgcicNdaSe08e4uIEYJT4wIQOB9wIV5WxpdScHJU8vlnA5/enhNjYK8O7M4tW8OcB04MGBUZW9bRtAUnRgVGp2+u2wvHyWHJQW2ZSYurHYUOdAKGGRAVbesRMmUBAkxbT+gERIihF0/Hx1surHD7MECVQd31YdQkEuXDUThz6H+7CLM6YrNAiJ7NMmejkCxsoG4DldEoIWmd58QwRyqF9wIlIge147G9mrXK8NK7RhiheGh3zrxxlEaTy1Q2Wy8NjYe9heOhbcfLz67xkjMjBIJH92s2Bxmn+5P1zWqPbrZydFwn5Hzgsf0F5w8aWucJIcVtPXhyhNbXfwU+X6fjng1asBVWeLpwW8TqAx/4AL/xG7/BPffcc9nlL37xi/nsZz97Rxa2wp1D6zyNDawPMrakoDKa/YUlN4kILTqX9DF9GT+EyN685ZG9mt1Fx8K6lBVnFLnxnF0rGeSG1nlaGzgxKlAqOWg3nWfReU6McoRMHlnOBVSWsV9bikwx7yJKg/PQ9EKfpXdVDEctKaXT5d1qCvCOQJKigEyfYi1Ieqs8T8+FA4wHqdL/dXQEQnJG9zV3rw8YZJK5dYykYZBrTo4y6t63SUpJHgOdi+SZwijFi0+OKIzi7s2K3WnDpVnLJy8kS5aT44JLc8cw82xUmirTnByVCJFc2dcrQ5VrQoyk8JhrV6ZutXJ0XCd0cVLzqUtzhoWhyiSt9Xzq0pxMSx44Obrm8VxNxz2ztWArrPB04bbeE/P5nKqqHnf57u4uef7c/Zb2bMPyZLMzb7k0bdibS06McjaHGZmW7MySwaMUghPD7LCMf1B3fGp7zmR50hjmzPty/yDTaC3ZmbY0Lo3A7y06SiMJMfLQTp1c21tPEAIhUjZcjIEyM2RK0CqPtmBjOoEDSJk8Sn1IfyuS/MquMgHvGFrA2j7AWqRooOCToF0CWQChQfZZjNZDjAEXekH5ouGBrQEvv2cdJVIsUesiYDFKMio1zkZq27FoPScGGUoJbIicXS8YFZrcSB7bn0MNSkpOjwtODjNOjQqmrWfROYZF0mpNW8dDuwtKo27YXrvVytFSJ/TI3oLP7i4osxTt1NnA6bUCBJzbb7hrraTIrv4xuZqOW2GFFa6G2/o69SVf8iX84i/+4uH/QghCCPzoj/4oX/ZlX3bHFrfCE8PyZGOU4uSowPrAuf2aySIRpvUq4yVnRty9Xh5WBpYak51Ze2gmOm08WqSXSpVpQogEIlvDjHFp8CEmw8adBfPOcd96yaL1XDpo2J4smNUdO3WLjp7WJSd331eh+t0ie4FPFKliohTJcuHpOXTPWQQSwWpjEql7koeYj+BF+nveQesSsWpsIlkxwKwJ7C8ck0XHzqzhkd05H7s04WBu///23jza0qus8//s4Z3PueeOdWtIVRKSMId5+DEJ3YSpaYSlgiAGRJbadiJEbMAJZFARlBmWNK7l0DYouGzRZrVADMgkhiFGiGgCJGSsqlt1pzO+097798d77q0hNSZVdatu7c9aldwz3HP2PsP7fu8zfB/2dgukgzRWbJ0ImuL2vGZQ1My2QmaymKk0pB2HzLcah/QLplK2dRK2TiQEWjHfidg5nZKFmlFlibUi0rIxF13NWRw0qbraHPqpODxypKRY/7k7qu91/zU6SUgnCahqixh/HqeygFYcEGtNbizVMWYYHhz1OhjfHefxnN/cpz+o3vWud/HMZz6Tb37zm5RlyRve8Ab+7d/+jaWlJb761a+e6jV67gOHn2xCJVFSsNgvWOjlXKBT5tsRCNjTzdfTJ0mgWOwXrOYlnaSZX1YZy+7lHINjMg2xzhIpjbEOZy2BhD3disV+QTvSWGuxrmZQVHRHFdY1wqmUjrwwmLo5YRfAOMPDqGp+lqJJ/wW66Qx0XlydVsxBP0Tjava8HL8tcpwu1BBImIgbO417uiMkgroytOIQJyzWWfb3m4jRZBaSxZIHzGbEgUIKgZSCdhTQijWBbt702xf7tOMIh2Nfv+Rh2yfQSrB3tcQ6R6AES4OKylhWhyV37B9w4Vx2rwjWiUSOOELtlZSCLe2YbZMJAkEnDdCyuS2vK2IlCY5RgO674zwez5G4T8Lq4Q9/ODfffDMf/vCHabfb9Pt9fuzHfoyrrrqKbdu2neo1eu4Dh59spBRMpiFJoBiUNVs7MWVtj5g+WRoUBLL5y18JwbC29Ksah+OCMME6xbCoGZRN2GNlVDGqarRo5sfdsq9PGkdskU0xc2WglWikc+wfFNSyOYnX1QHRZIFQQd54RzIYF1j7NOD9Z00aHC32svYeaNVEp9bSsoFq3qfKNp+f2sCwskxa6GQhQSaZykLyqsIauHt5RG4NrSjkwVsysrhDEuj1eqNeUVEax4PnJ/jB7ibVu7dXkAaS+XbE6rDme7u7BOOZeUXtSEIwxtIvDGVt2FrFpOGhg5aP5aukEHRHJYPCHLH2Kg41F06n3LK3R1CKJlJV1/RGFQ+cbx81DbiG747zeDyHc59LAOI45lnPehaPfOQjsWMvom984xsA/OiP/uipWZ3nhMnLml5egYB21BTNrp1snBOU42Im5yANNM469vUKJGCcpSosSgkC1fSHhUrQH1UIYG+/oChr0kjTTgKWhyWreUXiFJFqhs+uDkuWeiVLw5xRYVGqaV8XUpEEEukchYFAKawxqEhgjVvPRYcC+oU3AD0aEY0AOlHbCcGBLr/j1f6vGa8WVSOupGsaBkw9TtECGoFSjfmrRTAoSrZ2Ulqhoqhrloqy6SRNIubaEcPa8d27V3n4BVOEuukeXB6UFLWhXza7mGtH5MYx1Yq4eKbNsKhYHZZEYWPz0YoClBQMK9vYOQSKorZoJYhRhxSIHy1yFI6jXseqvdo51Rgb717JWRmVxErywPn2+vXHwnfHeTyew7lPwuozn/kMV155JUtLS7jDRrELITDGxxnOFHVtuW1/jxvvWGFPL29sFdoRj7pwiokw4PalIUvDimFZUVlHpCS7ZhIGRcUtCz36eUU3r8BBK4mYywIqa9iShdy+VHDbviF7ejmhFGyfSti9PGRPtyA3ltVR2ZzAjOF79/T54WKPQV5TGosU4xE0TpCFgBCNizeOYQkmbz4342YqRs6LqmNRHP8uh3CQt+oJUQO5gcRBGICrm0aCUQHTLUk7CpFa0ko0nUgzLOpmqHdl2LOcE4SKqUTTjgLiIGBY1dy5nJOEPR68bQJoIpvDol6PoDUpYoWzjtoYytrSK2pGlWFUO7Z3HGmk6eUlSghmWxEgsPbeBeKdJKS2lpVBTT7uUpxOA3pFfdyuPT3u/tvWSaisa0xJjxOpOhzfHefxeNa4T8eCX/qlX+IlL3kJb37zm5mfnz/Va/KcBHcuD/jaDxZZHpZMZhE4uGe1YPSD/Tx8e4f++AQYakkSSAZ5xa37Bsy1I5aGJfcsDuhXjnakGBSW7rBgOg3Ya5oU3nwnppkqaCkqy+3jIcytQLGn21gygKU09br/UTFO4zkLCDfu/HMo0RSrOwc5zYfPn4zODGOHhWNS00SqAgGdWNIvLCMDo9Iy3VbMtAJ2TacMC0NeG8TIkUQwMoaIxryztpaJNCINFUv9iruXB1w232pSykWNVIJYjt91AQGCpUFJZRwrowppYTINiHRTgxVoSVE6WrGmrC1RqJDy0ALxte7XQWGwOBCQhpJWHLCa18SHRZCO1rUXh5r4FL7mHo/n/OQ+ndf27t3L6173Oi+qNpi8rLltccCwNsy2E7Ko+Ws80ILuoOS7u/vsmEq4eK5FoCTOwT0rQ/KymdlWFoZB6chCSaAVgRKsjmomE83KqCKNAmrnmMmaepFRVTMsLGkk2NvLqayjHWtuW+yjELTjAKkkdxU5gWrqdPIKhs0EEyRNEXQ1DqX4hMnpZ81oYK0D8LiMa6yklmTSoSrHVCvgkRe0EUj6RU1eWkpjSULFqGpmSRa1pRVrYn1gyHeoJTsmWyghMc6RjGf6mXEL3qCoGFVNutm5ZqRSURsWBgUTsaI2sH0qYetMyNKw4p7VEZeNxy8dXCC+PCjWawXbcUBl7Pr4Gz/TzuPxnGnu07ntJ37iJ/jHf/zHU7wUz8lSWceoMCgBkT5wkgiUxIrmxGWsJdKKYDzWRiAQUtAvDZYmOhBHmqq2hEoylQYYA9YJWpHG4cgijZSC7rDp/FsalOzpFgzzmuk0wNmmuLhfGIqyxtrGH8m4RrkHAhLZjLuRAtTYN6nEj6o53aw1AJxomlWPBbEzhiyI2NaJwEn6hcM5x8JqY8MRaIgCxbZ2wkO2tkhDzai0jGqLEKCEZOdUzCXzLcS4s24qDWmHiu6oedeFdSysjshry3K/ZFTWZIFmSztqxstYQ29UEwWKuYmYuVbMsLLUxq4XiB/LamFYWrJIkVeGvDKNge3454lE+1ooj8dzWrhPEasPfehDvPjFL+bLX/4yl19+OUEQHHL7a17zmlOyOM+xCaQgiRTGQVE79PiP8spYpIMsDlBSUtvmL3YpBA6Hsw4tBMZBEkmUkGSBXo94KdEUu68MSyKlG/f0sXjSSqCFpBNrlvoVtc2JQ01pSvKqpqxqlAZhmxqdOGo8qdJAMarGbuq1pZ87jD0wq85zejjRaseQptC9NlAqMDgiLCAJVSPSB0XzGQsk5AWsDMcjaoKAi2ZS7lweMihqjLVcNJNxyXyLZGy3EGnFVBqy2C8xY2+o6VbM/txS1jX9kWFLJ2ZrJ0ErQV5bJoIAJQTzEzGtuPFLW+tozaLmmFPV9phWC60oQsujzxj0eDyeU819ElZ/8Rd/wec+9zniOOYf//EfEQeF1IUQXlidIeJQc/FMxl2LQ/b3RtS2qbFaGZZMZZqHb29TWeiNKsrAYp2jqpuRM1HQjO5YGhRYC61U0csVWsH8RMyWVkhvLKSGpWFlWCOEozIO6+DC2RZZnPODhQHCGhb7I5aGtkklifF4mvG/UDWdZGHQOE1aBNY5b6VwFhGpcdehOTD2pjCNeH/ItozpVsLefk4sJUorrGjE9t5uzrAsedj2KR60tYMSjidcPMt0K8LBISm7LNQo0YxYAggCyQVTCcujkr29HsOqbrpYxwNsnIMglCgl0UpSW0MaaCJ9QEQdy2ohkJJASZJQ+649j8dzxrhPwuo3fuM3eOtb38qv/uqvIqU/SG0kO6cynnSJ5V/vWmFPN8c5uKAT84gLJ7lwqsVqXvIfe7rctTigdg4pGqPHyawp0+3lBUt5RRQIJloBWRgwk4VMtkK2OsFCrxlPUxvLXCtG68ZEVErBtnbKSr/k5u6QorasBQ2Kqun4Cmha/o2zCKsJA9HU5ziLG3cB+ojV2UFlmu6/ylhK2ziwtwPH9smQXXNtFvslVWXJsoAt7YiyrhlV0MtrhIB+UfGonVNMpiFppOkXNZE+EB0qK8Oe7ojFYcWgqEloBHikFWkQMBEHWAf7egVxKJjMIoxpIlFSsJ7CO9x480RNOn3XnsfjOVPcp2NNWZb85E/+pBdVZwFaSy7b2mHndHaIj9Vau7iuJDOtiLlWBEKwezWnNIZACbZNpgzLmtm2IVaSnVMJc52UQMLdqzk7JlMeekGMqeG2pT4LKwWTiSaLNLtXc7p5Qb+sKAyEKqCTKpSFflkyKCxKSySOQCumU01tGi+rTDpCKroj76p+KgloxOqaf9XJYIDSWNJIkzoQgWBHK6bTSilqi5SCKGjq9KyFLApIQsdkGjCTRrSTkEA3hqHGOYRr3P9HpaGsR+xZLdi9MuKe1SErgxGXAP+xu8eWiYSpNGDYjlnJK9JIMpVEbO3ELI9KtrQjrAM1HhJ+pBSeN+n0eDxnE/dJWL3yla/kE5/4BL/+679+qtfjuY/Eob6X985aYW8WBYRasr/XGCAOcsMPyyEXzqRMZzGhqrhreQgI7lgasTwsGRY17SRk10zCjqmEsjTs6+VAhJRgrKWb13RzgxSQBQpjHd3SIaUau3dbJJJYCUBSViVKOKSwDEzjzRQcYS+e+8ZaI8DB/lWCE/OzMkBvBLia6SwgDUOyJGQuC3HGkWqFiQOkFCyPCkIhqIRorAyEIBRNLd+wMKSRpnSG/cOS7+7uApYkCFASitqysFpySQx7uzkL/Zpd0wm7ZhN2uma0zKh2SCl4zK4ptk0kCCWOmcLzJp0ej+ds4j4JK2MM73rXu/jsZz/LIx7xiHsVr7/nPe85JYvz3D8OHmvTHVWsDCsEAmPsuHbKMshL9vdKrIWVUUE3NwyLmlasmUg0t+7vc8fSgIdtn+LyHRPsXs35j7095loRWyZCdq8qQplgnePW/QOkdBjjxqlBwWQ7RAJVVVEZQ6AUg8IwLH206v7SGBsceB3XRFRI03VpaTov125T3Ls7UB50Wxw0EVClFFkgEULSjjXxeAxSFDS1T4uDgiBQzGchgVIEGiZTzbCwhFOS0lhWhiVaCaRorBhGZUlVNx2qU1nQKDnhKKqaoqwpSsdlW9tMJiGFsVw0ndI6yYiTT/d5PJ6zgft0HPrOd77Dox/9aABuuummQ24T3hvmrGGtsHdU1fTyZiSNtY69qyPSSKOE4J7lEfv6Be1Ys6dXEWvJRBLQigPSKMAhxpYNknbSiKL9g5KVQUkSKnZNt7hzccioNo2JY1WxMrS0AsFE0jhbL/RGWAtYhxCWfnHyTuKeQ1mrTQtpIlXmoMu6CSJhzQGx5WhElOaAuJpQ4ASUBkIN060AHAghGdSOi1sh01lIFCqyWvOw7W2ss/zDd/cxqmryyjGRSi6cyTAOFrs5OEcvbywSJM3nD62wtmJPN2fbZEonDaEHW7KY1cLgEHSSkKKyVJFjx2Ry0qLK4/F4zhbuk7D6whe+cKrX4TkNrBX23rU8GreeB0RakoYBoRL08oJRbZhrh0gh2NcrKYRlOpTEgaQ2thFmpeWmu5YQUqG1oK6bAvSqdlTWoiUs9wuGoxoHKClR2oKAYVFR1w5L06IPbj2K4rnvrAmpg0fXOBpRZcdhrMOjVJYm9ZoFjaCKNTgrSCOHlJpQSYyDVqwJpWC2FaK1JA0Vl25ps7Udc+tSn5l2xLBUhFIjgdo4pJTEoRr7TzmSQDXWHjQmnZNJxPfsgLyqqcazRec7CTPOURlBpCXWwUwW+tooj8dzTuMj55uctRlq3WFFv6jIQs2Dt7Xo5TULqznznZhANPVRW6cseWWpjMNYh3WOlVHJvt6IdhRywXSCsZZ78hEIwUwquWs1p6wsWyZikkizuzvE1g5nYGAszlkCBYP8wEDgk5lh5zk2h6dTy7Gg0qrxpHI0X3JJI7ICBRMxTKYpDstg/AtKQKAVLaUIlSQNNcJJhHCEWrJtMmL38oiVQUUnCZiIAoq6Sfk5UfCwbW0mY42xzWenqA1KivEsSEmiJVvbEcOiZlSO7RaUoKigFSuEFLTjxuuqsQWx687ovm7K4/GcS3hhtcmRUjDXTsDB3l5BGihCrZByxJ7VnLlWxLCwjMqaVGsWVgbcOezTiUM6Lc1Cr8RZx1QWEgaC5b6lnWisceztFxSVbUxIjWUmi5AOlnTJvl6BsYbaOCoLhfVDlk83a9GpJorUXLeWAlz72TkQUqMUFEZQVI3jWBJFaA2RlgghmG6HJLFmdVAzm0b085p/vXOFylpK4xiVhixsBNFid8TqZMjDdkyipeSOpSH7egVpqLhgKl0fMXPJfJvuqCTPS1iAXl6RJRHbOwlKCkpjuXtliBDNz6Oi6XFMokbsdZKAThIi5X0rN6iN9SLN4/GcdrywOk+YacVo1ThQ57VhMgl58NY2aaBYGhT8YHGEkIJOGtArK3JjmHAB2zsxzjqKyrJvtWBYG+racM9KzkI3JwsV8xMxAyswzjLTTtAaVocluWlMHcv6QBrKj7A5PUggFM0YocNTrWsF7np8YVRawgnFTDvAWcewrAmlQDlFGCg6SchMGjLTChmVhqK23L5/SK+oG2EjDPu7Od1hSagBIdnXK+mOKi6ebfOQrZqtEyX9okkNt6KAHVMJaaAZVjV7lgfcugDTWcTMREonbXysRmXN7YtDdk2nGONYHs/7C3RMpMW6V9VUFnEyrA1pXh1V1NahpbjfIs3j8XiOhhdW5wlHaknvZSG7V0c4KblsLmt8jALFpfMtYt2MshFCsL+fM8rNeDZhyf5ewZ5uSVU1HYSLw5Is0LQixchUFEVFK9QM8hGIJkri8BGr08Fa95+g+U8aQFDD4KAc4Vr6tQS0g9xY9vYK4liTREFj6hkrsiBEKki15O7VnLy2OGA2DbhoS5st7ZhuUVEUliTWdIcVQigumcvYOplw2/4hcaCYn0ia+qnDIkTWOkozzlUC2zoxU+2YySxACsHKsGqEjoRB2dg2WOfo5zWdJCAOFN1RTTsOTiritDoq14c0p6GiMvY+izSPx+M5Hl5YbXIOTn9AU6/irMNIiJQkCRR35iPSSFFbR6AEWiraYUAvL6kMrAwqekWJRjDIa/Z2K6wxTCWafYOKYWlw1jCsAmpnCIVE66Z+ZlSvn0d9bdVpYE0/GWBkwVVNh5+yR54TaGmGLJfWUlWW6SwgDCTtoBn7sjIs6RYVzkJfl0RC8sO8xtEUsw/zmn29gsIYpBTMhCFbOgnCwfKg4D92w6gyzGSNQefBAmhd4Kimp1EqQS+vCXVT01XUhlgrnIWVQUllXSPGrCEJJVNZ1AxTdu6ED1yHD2kG1kff3BeR5jm1+PSsZzPihdUm5eD0x1q9inNQO0c3r6nqmry2jS9Rv6I7LBjVNSuDmkFhSEOBkJJ2FFBZQ3dQUVmIhCUJBWUlmt8rDMbWrA4dWhRIpZDOMiwd3dqLqdOJ4kBDwDoOyureHldwwLMqCwWdKCDUgtksYjmvKV3zKAv9AmMcUjgKExBpTaAEP1zsUZqMqSzEOcfdq421QhZrhIA93RypGnsF57hXROhggaOFXF8rwrE6qhACauuIQ0lRG7rjkThaNb2NK8MK55pmDHUSli4He7kdzNqQ5pMRaZ5Th0/PejYz/piySVmLDmglGBWGfYOC4chQGENeWe5eGaCkYq4VsXu5x3/sHZCGmlhLiqrmtn0jOmnIhTMZaazYNZOxMqpY7OXEoUIKwfKoRkqHtRJFjZC6Gd5bQlEfSFNJjhw98dw/1jr9DjYBtTR1bGL8b+09iGk6BaGJ2IQaBoVhqV8wqmqyIMUhqK2jn1ckQcDcREg71fRGFQvdisnUMNtSJKEiLxvVvGdlxMqgJAwUs62QnlRUtSUJ9SERoYMFjrPNp2E6i+iXjn5RM5WEXDyTMigMy4OKyVizmleUwGwrQinB/kHJtsn4pCIbxxvSfDIizXPq8OlZz2bGC6tNSG0sy8OSojKsDC27V0fgYLFfUNSWJFBEgUZJwWI35/alnLl2TFFZpFS0ExBd6JfVeP6g4OKZjMk04Ad7+4BjVBmsBYlACIdBEkqHdYLSOpyDQEDhfNTqVHP44Oq1GYGaxhg0cpAfdN8IiILG3kBJ6CQanKOfG0pjaQWNUOorRxpIsjAhDBRR0KSKrXUM85pYKxZ6I4x1zGQhQjTzBZeGJfMTEZKILNasjJrPTKjlekToYIGjx1qmk4bEoWPSBeycSgi1Yl8vZ2lQEgWSSRHiBGglUEIymSha0ckNQTrRIc2eM4dPz3o2O15YbUKMc828v9ISKEEgJbUx7O8XJKHECUUwPnCVthk/szMN6BeGLNZgNaEeAU2qRwvB/mGJtM3Ik4lYcveKRUlBjSCWTWGyEoLSOCTjNJRj/eeDHb899401F3VD87qudVgqIFUQBk20UEqIxyHCQDc1V1pLOpEm1JJRBZUzzKaSVhyQRQHtKGAiUQwLS2mgrBx9Kvp5jUCQRYpOGpCEikAKWnHIyrDgjsURSaCJtCIKFJNJgAVWhiXzE/F6ROhggROIRmoXlaFygi3taH3O5UwrYvtUk/ZLx9cZ56jrxtYjuA8nXD+k+ezCp2c9mx3/+d2EOOsYFQalBEmgCXSNdU03VlPPIDHGIQQoKQiVbArQx79fGYu1FiklVW0ZOcP+3QWjomIi1jxwS5skGrK4WtAvDIOiQgqJsRbMWi3XuIQG3xF4qlh7fwIOvLYKCCVEGioDauy8rnXTIRiFTXQyQGAFWCGQyjGhAlpxhJYQBZowkCip6GQB+1YLCmMRTqJDyWTcRIn6ec1UGqJlcwIcFIY0kgihGBY1eWUoa4eQMChrskgdEnlYEzLLvXx9Q4cLHK0kM1nEQq8YN1NInHVU1jGV6fsUyfBDms8ufHrWs9nxwmoTIqQgjTTDoqa2liSQ9EZN9Mpa0LLptjLOkdeGJJDsXs1JAoUxlm5eo5QgUpJeXmKsoLKWfl6xvRMzrJt5brHS3NMd0q8sk4FjaWix1pEXhwopTSMCfJ3VqSNRjXiyrunyWzP/NDSvdRoKslCidUArVKRRwMqgpJOERKEkUYo0Cagri1aghaCoa3CSYW2YiDVKSgpryWvLZBowPxHSTgPuWRpQGZhIAhyWhW7O/n7FsKpxOGZbEdsmEqbTQ2tl1gROrOA7wLbJmCS+dz3N6Yow+SHNZwc+PevZ7PjjzCZECcFkEqCVoKodSgmmswiHY2lQIKVkuqVZWMnZ180ZlhWtKCCUTXqmO6qYbzUz2+5YGlEYSxAIOqlmfiJB6yaS1UoUdtkRKrDCIbDklbtXdErSzKWLFHT9AOYTJqQRSocLUimb61qhoCgd5XjYspQgBbRCRSvSIAW1Ba0VYSCYakfsnIoZFpZh7SiqGi0U7VATa8Xdq0NaccCFMwnOCvYPKhKtuXgm47L5NlIJtrUjeqOSsnYo2XhPLQ9rOmnAXCsGJxrfqa0BYXB4NVjD2onzaCdQH2Ha/Pj0rGcz44XVJkQryVQWUllHKxQIGeKsY64dESjB6rDih0t9JlsxpXNomRJrTStuuv0GZcne5QKlBLMTMUpKjLONS3dleeB0xkpesT3UJCqgqGoW+jk3V6v0g7pJRdnmRF+PVVYWQTuOSKKKha6lwBe1H4u12rS1lN9aSjWkSQUaB6sDR6CaNGCgoDTNzD+hZNON6Zp0YBZJpJSkWhCHmryqkK6mO3SEqqYVSZyUTCYh2ydTwlCQF4YHzutxgblmMtGUxuKc4IKplO6g5tb9fZwV7JpOyKIAIaGdaOJAUxvXDPG+H4LIR5g2L148ezYz/ri1STn4L8LKNrULO6ZCslDznXuWmYgClJAEgSTWit6oIgoUF822WOoX3LmUk0hBoCWBFMRBRKA4aDBzycS8JggEWgdEecWgNhgLlQVhQeomXVXV0C8hCCwTSYhSFct9w4qfb3NUDk6dKiALm9cVms4/M37t2jFopcgrg3UQB4JQCkbGIZ2lHQbEQVO0LizgmmHHFovSkGqFkFBWlgtnEh44P8HisODW0ZBECoSD/f2cXi7oJCH7bcFEHHDBdAISunlJJ46orMW6RrzXxlE7d84WIXvTyjOHF8+ezYj/TG9SjvYX4aCo6OWGVhpiXEleu6bouGpqq1pRQGlq5iciQq2Rw4LaOLJQkleGhW7O3t6IvLIsD3OGuWWqFeBwVHVNWYKxTXSlGBssOUAZGBYVyjkqKwg0RNW9rQM8DWvGn/Kgn0MF1kJVgRZNFFBrRVUbStPcyQlJoEDUBiM0QRAQKsllc23amWK1b+iXko4QTKchF862mMpCIiXZvTpib2/UWCUoyVKv5O6lAaGWPGrnNJ00wFhHbS2ruSUKFLpSFOM3fCoLxwO5DaE694qQvWmlx+M5FXhhtck50l+EguaND7TEOstSvxy7ZkNe1YzGRaQTScR0FrCvWzKsau5eGtIra+YmYjqxYnFQNl5WQ0cUaKrKMrIHjCoPdv3WAkwNq67GGhhVTa2VtwI8Mmuiai0dWNcQB5BEMJAQSMgijXFgnQRhcQ5GpaGqHVOp5sKZhAtnW0wEIZVzjAoIA0kmYDYLeczFU2ydSEE4VgYl99w+ZFRZZtsxnUixt6jY1y+Za4WMKosbllw4kxEFit6wItKWpb6jX1bMtSKkFPRGFVmkmc7Ccy7a400rPR7PqeDcOvJ57jeRVkwmIXnd+FAVpSEOJMZYhBA4HDNZkybc3y+QUtBJJMvDgoV+SW0dAkE9jlJYY1geVlTGMNWOycJDXb/XyE1TA2RrKO0Bt3DPsVmrQ6stDKtGYLVCRTtqIogIQRJptAAhQUtBFEjiKEApxaCwGCyBaCw1tJBEWhHoxooj1JJhYbh7eYREsnMqJVKS5VGNYWxxIBW1afoNHc1nKI01l25p88QHzHDZfAulBGVlmcpCHjCbnXARcm0sRW2az9MGcrhppZJi/efuqN7w9Xk8nnMHH7E6z9BKcsFUQmksg1HdRKqcoBU2BpCBlAxLixUwmwUs9ituXx5iDGztxOtF1HllcA5W8grhmlqcUCrmJ0IWuiXd8kDURdNEr0oLQ3tgjp3n2Bx8KhdAEsBsK2BqImFxdURtLVkYUBvDSClCAUo6IiVpxwECQVFZloc12yY1qZTMtAMEEiGgO6pII8X+XgEIOmnIZBahBJS1ZWKcRq6t5YLprIlsDSuUFCghkFIw144b1/66qQiLtDrhSNXKsGRQubMi7eZNKz0ez6nCHyvOQ6ayiAcAt+7vNXPcaoejKXQXEnACKUEgQDm2TqRMpTV7ewXD3GCsY3VUMyhKunmNVhqlKlaGJcOyonYHCq8d945O+WqVE0fTWCikEaRBQJbEtKKQXmQoTEFpDGVtkMIRB5KyburrWnHARKyZSgICJVnojQhVI2nbaUAaaBZ7BUmoMNaxYyomVILVvCLUEiUFxoHCEQSKXl5RVJbVvOSelaY13jhHOPYkui+CaF+vIEuisyLt5k0rPR7PqcKnAs9DpBRYHIHS7JiIiQKJkALnHEv9kr2rOZFWZGEz4qS2zVBd7aBfVIwKQ1EbuoWhMBbnakKlkdLSzZuU1bHwzYAnxlo3YKQAJ7A06aphURFKQRQoTGUYlRYlIBSSNNJsaUdMJwEXzqRcNt9uLDYGje9FGDbGn8PaYJxlKgvYPhUzkYRsn0xIQ42xjlFVU1WGuVbM9k5ML28MQHEOJSVV7aiNQwjBQq9gdXTiyd21tNrhabdACvb1i2bA8xlmzbQyrwx51fzxsPbzRHLfHN89Hs/5iY9YnWdY61js59y8p0dlHf3K0IoURjjqSpLXhuk0pDAGlwsGuaEwNQqQUtKKNEvDkmFZo4UgjDRlZekXFYVxWOcd1k8FAY2pqhyPqHHONa8zFZ1CoUVTzN6OUjp1xWpRMTCW+TTkAbMtOkmEEpK7lkb8YH+fQVHTShQLqwVOOCKlSGYS8tLSjjSreUUSaHZOpyz2C8rKopVg+1RMXlvioPGxstYx1WoiSqPS0EmC9TqkEx2ea12TCF6b+2eto5s3Ec9BacDB3Ngs8kymBb1ppcfjORV4YbVJWCsChnvXuaz58jjbeFDtWc2xgJbNydE5RywVYUsyqpuZgXtWCjppTRxIBoVjf14yEWmm2xFJpLDW0c9LaicpqorVUcHKwPraqVNASDP/L9RQm/EQ63EHZyAENY5IKx401WH/oGZUQhIphJRMhAqLQAhHEjYF6zOtmCysWByUrAwNnURD6LhreYSQ8MCtHYyxVKYiCRXbJxMumWuhFKyOapaXRySBYjLSTQG8bD5bo6qpPTrZOiQ5TqtVxhIC3bxisV+AgFakUUpsSFrQm1aeebxnmGcz4oXVOY61juVhwV1LQ5ZHFQKYTEK2TkS04oBhVdPLa5aHJf1RTb+oSQLJnm5OP6/Y02uiE2moaMdNVGJhNWdxUKBVE6HCWqqy5of9Ei0hkILaGBZ6Bc45KgtFYamMT/PdX9asKkoLgWm6AaMAtBKEImDrZAwO+qUlCQPSEqJAEWmFM444aoYYDytDXhpaiSKLFHctOdKw8adqxxrrYKHf1FhdOu8IA0VtHJ04YGYckTLOkSjF6rBkWDUCfHlQUhlLK9brtUcnW4e0dgJtuhqbSFXTFdEUsLeiJiV3MlGwU4k3rTz9eM8wz2bGHz/OcVZHJbfu6zMoDGmksdZxx9KQ2xcHTCQBlib6YREgYVDUrIwsdy4OEQKUkFhh2d8v0Qr2d0t+uDhk20REJ9Wsjiy37u+TBZK5iYRAK/b3c5ZHJaPKoEUz/Lc03kLhRFnrlDycgEZfZGETTUQ0Y2k6SUgr1sy1IgItuWd5SGVhZVAxrAxCQF0b+qWlYxsPqTRqXPPbUYgTjtsXB0jRNCUMippBYZDScev+PrV1TKQh02lAZRqn0VFlqa1jkNf0RjUISAJJFiruXh7SSQIu2dKmHtciHT489+AoqRh3ER4ukCYSTa+wDEpDK9J0koCJJGheC9+Nt6nxnmGezYw/Zp3D1MayOGgG4raTgEgruqOS2lqMsSwNLdNZxN5eyUwWMpVF7O8X3LkwYjoL6RZmfAIW9J3AGEdlDUkgGFaG3oqhdhbnHL3CEBWG1Dq6o4rVfkldNyNr1pzBPSeGozFMPRwtIQsEE1lIaQyR1kynCikknVZMoiV7uyP2DyrSULCc14Ra0B3VDPKKVhIw24oJlEaKxm8MHFJIJqKAQVEzKhvBI5wjVAqBJA4UZWXZ3ytZHBTklWHHVEaoBHvLRlS1Y40UgiRSzLViHA47rvuazoL1OqS1SMTysPk3Ggv+ySRgKgtpR0EToYKxuJNMRIrJLKQdB+uvhe/G27wc7hkGrHdiblSU0uM5lXhhdQ5jnKOsLVIItJTUxjapvlCTlzWFseN6K0FRWxyOdhjQLw0TSYiW0IoDkkAzk4TcvTJkf79gVBn6lSEOFMNRTS+vcE7QTgzDwrAyrLAIwsAhpMJWhjPfx3XuEtAMSz4YxXgGoHBUtSGJNNNJxFRLYYygqmr292p6eYmQAg10RyXWNhEfax07JmMCBfsGBXNZyEpeUhnHjumEVqIZGcN8FtEKFd3c0MsrZlohnSxsCsiHFWVhKMaF68Y61Ni6QUrBbCtECMG2jmNfLwfA4hgUBi1LOkm4HokoKsOwtCglGBY1Wgkq61gZloyKJmGchhorJN1RzfKgIFCSQEkqY48YBfNsDrxnmGez4z+/5zBKCEItsWMTRwHU1iGFQAhBHDQnpVAp8sriLMShpBMF5GXNoLQYmyNoDmjdvKaoHBKJVgqso1caBoVBSMGwqHAIjLGUxq53rfWrQ80sPcdGcdBA5fF1BqhMMwswkoatkwmXbMkojaMoDUu5xZnmvZlKFA5DEjaRKQQMRpZeUbMyrJnvxHRiTW4aGwZrHbumMyaTkIlEMyoNwyrH0USiAIx1VMYQjq03rD3g7WQd1KaJfIVasnd1xKAwzGQRcajX0zi1aUSeVoJe3pw4I60o6mbMTqwc96zkzLWayJSUglArppKAlbykGNsbSMQhUTDP5sJ7hnk2O15YncNoJZnJQpYHBb1RRRRI6toyqgyTacB0FlIZhxSO0hh2rw4ZlIaJVHPH4gBnLc5qBlVJXtQUlSXSEuPA4chLgxCWqnZo5cjXIxmG2sDAgLOG3OcBT4qaJmoFMKEAC7Vraq+yCKRWRBoesqPNvtWKu1ZHTDhLqhVCQl7WVNYSSsGgdIBi+2QzwiavDBORRmlF6ASP2NlhIgnZ2omojWOxX/Jvd68Qa8FkEjIsDbLf1Lq0kwglGVtrgJaNg/vulRGhljgc/aJi/6BkthWSjVN3ayfH5VGFc01XqrFuPc2jpWRU1SA0hXEo0Qh+N45grQxLekVNbRx6bOlxcBTMFzNvLtY8w9ZqqnyU0rPZ8MLqHKeThDxgrsXdSyOWRyVKCtJQMj8RM51FrIxK8soQaUEvr2nFmvlWm6Iy7F7NMdaBdUxnAXd3C5SCllLcsTxkeVjhxoP/lBSsjEqcczjnSHTTuVa5cc3QeD0+JXh0krFosa4ZTwNNjdr2VkhtHL28ItWSWEu00iwPTeNjZWAqC4mDZibg9/b1G6HjBDOZpKwtk1lMbmpakaZfGYJAMTMRMteOsUAaNTV4CNg2laKUpJtX9PPG7FVJGrEUSeKw6RAUNM7qWaSJVPM8zsJkEjCdHlpgHKhmdqEAjGvmUNa2iUjUtolE4ByREhjXhOsWBwXdokkXCgf9skaPTU7XjEfBFzNvRrxnmGczs6F/GnzpS1/iBS94Adu3b0cIwac+9alDbnfO8eY3v5lt27aRJAlXXHEF3/ve9w65z9LSEi9/+cuZmJhgcnKSV7/61fT7/UPu8+1vf5unPe1pxHHMzp07ede73nWvtfzVX/0VD37wg4njmMsvv5z/9//+30mvZSOQUjDTinnojg6Pu2iapz9wC//fJbNMpRGlsXTikIdsa/PA+Qkes2uKR1wwxbaphK2TCZfOt9k2EXPhTMZUGjERKbRUhJHGiSbShbUEWpJoRaJkEwGTCiklaaCYbTW+S2tzAT0Nh//FEgJpANMtyUTSeFQBGAtCCiaSpng7iTU7ZlpcPJ2RBk30MI0kk0nT3VdZx3w7RilJaR1TrZCLt7TYOZMw34qYbcVMpxE7p1J2TmUA6+mV2lgGhWFbJ+FB2ybYMZkykSqUEAgkW9ohD5qfYNd0Cg6GZY0Ugku3tHjwtgl2TqfsnE6YzkKMOzRMWRlLrBVTWUBtHKESDEtDNy8ZFTWBFjgh2NqJWR40gukH+3os9HNWBo2An0oj2knAqDTosRu7H4C8OVnzDNsxlbBzOmXHVMJUFvnopGdTsKHnwsFgwCMf+Ug+/OEPH/H2d73rXXzgAx/gIx/5CNdffz1ZlvGc5zyHPM/X7/Pyl7+cf/u3f+Paa6/l05/+NF/60pf4+Z//+fXbu90uz372s7nwwgv51re+xe///u/zlre8hY9+9KPr9/mnf/onXvayl/HqV7+af/mXf+FFL3oRL3rRi7jppptOai0bjVZNtGGunRxywJpuxWglyeKgmQOnBIPCUNYQRyGzrZjcOJJQk2rJvu6IXt6YfUrZiCrrDKVzCAFZKBCMu8uEotVYK3kPq4NwNPVTITCbwExLkEQCi6CyTT0VNLVVy92C/f0RtTFIpZjJAi6YbbGtk7JrOuVRO6d42PYOD51vM5EGzE3EpIFEOsu+bsFyv2J/r6CdBMy0QiYzTRIookBSWbc+kmWtaDgKFNNZxIO3TfDkS+d4+gPnuWRLizjQ9EvDqLKkkWTHZLJ+wgvHXllxqI85+mUmi9nSbkw208bngzTStMOALe2IiXjNVKIRlYFUWOew4zSglpLK2nXj0bWfPZsTreRJDe72eM4FNjQV+LznPY/nPe95R7zNOcf73vc+fvM3f5MXvvCFAPyv//W/mJ+f51Of+hQvfelL+fd//3c+85nP8I1vfIPHPe5xAHzwgx/kv/yX/8If/MEfsH37dj72sY9RliV//Md/TBiGPOxhD+PGG2/kPe95z7oAe//7389zn/tcXv/61wPw9re/nWuvvZYPfehDfOQjHzmhtWwUxzLaWz9YGXtIsagSAiUa5+xAB0S6qWspxoXHAkkgLN2y8UhSEoY5WGFwBmwkiAJNXVvK2lHVvnj9cCwQAe0I5toBRQ0roxopGu8vO37BRlUjsmIsSShJNEwlmizUKCWZacVI0aTkkkgRhQHdQUVV1TgLvcKQG4M2gqqyKAntMKCdBLTDgMmDisAPLxrWSmJx3N7rc/dywfaphKzWJIFsPMqkJAnvfYg4VhrnYPfy7VPJIT5WAHctD5lrx+wBtndidNjkRPetFuOUpLjPxqMej8dzNnDW/plw2223sWfPHq644or16zqdDk984hP52te+BsDXvvY1Jicn10UVwBVXXIGUkuuvv379Pj/yIz9CGB7I3T/nOc/h5ptvZnl5ef0+Bz/P2n3WnudE1rJRrLW3CyFIQ33Eobj3HjALQsKwLFkdlOOOLkcrkky2Y7a0Q1qxYlhAdwQrAxgaGNWAgGFZgRBUOFZzS14f6G7zNAgg0k3kas9qRTdvBhjjBDWw1gwlGQ9bDmAm0aRBSG6gqGv293KWBjkLvQIlBVsmEh64pc1sO2KqFXHptib9e8lsm4u3tMiSgJ2dlCddMsPDdnTYOZMekl45+HPQzUv2rIy48fYl/uWOFRyOQAocjuVhRV6ao6bhTiSNsxaJiEO9HpFYi5itzQicyiKMafy2Qi1ZHZb0RhWhbkbxDIraD0D2eDznHGdt8fqePXsAmJ+fP+T6+fn59dv27NnDli1bDrlda8309PQh97n44ovv9Rhrt01NTbFnz57jPs/x1nIkiqKgKIr1y91uF4CqqqiqQxNna5cPv/5Y1May1BsRCIEWDmebaEggHMu9nFg1J7jaWDSWiUgwKmoW+iNcZdk1maClaCwaEKxUBmcqusMRg1GFkm49pRXQfFiyACIFti6xVaMVlLrvwiqS7pD/bxZCIFRNtK82kGpBUTmMdSRaEIhmvxPaodKmYDsNNQLDHft7GFMjgHYY0k4UpqxIY0Uvr/nBvj77+yWTaci2iZCtEzHTrYhhUQEW5wzSSZyDyh46EjuWoJzhe/f02dvLGRQ1WQCTseKepT5SgFSCxZ6grGKmE0l8hKjVGhKO+DxHwhqLsI24B8i0gFixNCjQohkGPapqFlabAd8TSUBZKgotNkXtzX35jm8G/L79vjcDJ7Ofs1ZYbQbe8Y538Na3vvVe13/uc58jTdMj/s611157yp7/O8e47eBnD8eXpwEEPGoOmDtlyzgh3v64zZ5MPLLweMNjLE3isAJGR/7V0YGb2sCjxPgHgEHzr9rfiN8B8I8/OLEVTY3/AdguxIfdvudu2PNvJ/ZY94Ubr//SIZd7h92+Atxx+p5+wziV3/FzCb/v84vNtu/hcHjC9z1rhdXWrVsB2Lt3L9u2bVu/fu/evTzqUY9av8/CwsIhv1fXNUtLS+u/v3XrVvbu3XvIfdYuH+8+B99+vLUciV/7tV/jda973frlbrfLzp07efazn83ExMQh962qimuvvZZnPetZBEFw+EMdkdpY7lkZIYQgCg4Y7RWVAQdJJFkeNKMj1rxi+kXFbfv79HODpOkyG9U1i6slP1hYYWloxt1cBXUFefNQjaWCbAqOY9kYXJbc/9qqSDre/jjLm74pKey5H5U4EpIDr1MzZObAvt/5LxIZaCQCpSANJNY2KTtjDf2qZks7xlnY28uJlGR+KkbQjCDqpCEXTCVcMJURh5qd0wkP3jqBtY6VUUW/aAwwtBSkkaI/qjEOloclWgmWBiWLvYJb9/eJA0kUaFqhoraOuVbEhbMZD946ccrScdY6lvojvv6Vf+SyxzyZOAhpJ5o0UOzp5kf9LG+bjM/5lOB9+Y5vBvy+/b43A2sZpxPhrBVWF198MVu3buW6665bFy/dbpfrr7+eX/zFXwTgSU96EisrK3zrW9/isY99LACf//znsdbyxCc+cf0+v/Ebv0FVVetv8rXXXsuDHvQgpqam1u9z3XXXcc0116w//7XXXsuTnvSkE17LkYiiiCi6twdPEARH/cAd67Z73xem2zR+P3Uzu602FgvMtSIGpSFLonWjxhAYloY7lkuSUJDoACEb2bSnV3JXt0a6Jp1aUtGvHcY23lQCkKYRCaVprjuVMabCCgqzOYXVkViTDqVpOiyFkpjaUlpBFkCvtiz0SlqhYljBsKqxUpOmmkHlmIwDaudYHhmCoObiLZqtnZQLpjNyA3csjtjXLwi0YDIOiULB7m6FsY75Tky/ajo824lgdWSoncChqZ3ACsWu2YROEtIrLFbIU3qAnB2n9S6cbROFTZNFURucrEhCjToo7SekamwftCbQ6mgPeU5xMt/xzYTf9/nFZtv3yexlQ4VVv9/n+9///vrl2267jRtvvJHp6Wl27drFNddcw2//9m9z2WWXcfHFF/OmN72J7du386IXvQiAhzzkITz3uc/l537u5/jIRz5CVVVcffXVvPSlL2X79u0A/NRP/RRvfetbefWrX80b3/hGbrrpJt7//vfz3ve+d/15X/va1/L0pz+dd7/73Tz/+c/nL//yL/nmN7+5bskghDjuWjaKdhSwNCi4ZU+XpVGFloJtEzGdOGjGzgSKsm7GJA9Lw0Kv4M79fUrnmGtHpFqzuzvk7tUREsFUFlJaS4iktuaICay15JXnxAi5txCNx8EXC4RSoJTCOYu1DoRgUNQYY6mR9PIaKSWRhto0kaoHzEQgHf3cMpmEbOvEXLa1jbWO3asjekWFAFaHNT/cN2iMPmNFUdpm2HOkWR5UBOOO0FA1j7+1k7CtE9NJI/La4E7jeO3woDZ7P+bE4/FsFjZUWH3zm9/kP/2n/7R+eS1t9spXvpI//dM/5Q1veAODwYCf//mfZ2Vlhac+9al85jOfIY4PVIN87GMf4+qrr+aZz3wmUkp+/Md/nA984APrt3c6HT73uc9x1VVX8djHPpbZ2Vne/OY3H+J19eQnP5mPf/zj/OZv/ia//uu/zmWXXcanPvUpHv7wh6/f50TWshH0ioqlQUmgFRfOhEghKCrD7UtDjLFIKdFKMihrirJmfz+nX9QI4bh1oaKqDfv7BSvDEufA0kRNHAbNgcqgAEjCJo1VlN5h/WQwHCqqQmBNrwhAKUesIAkjnKUZNYRDycbfqRKWdiBJA8niqKYdKrQUDOpGHD/+AVPMTSQk43RaoBq7hFFpqa3FOCiMI6zB4LhnNWfHZMJUGrA8LFFKcslcRhAotncSkjCgspZhUTOdho1j+1GoTeMzpYS4X6k6P+bE4/FsFjZUWD3jGc/AHcP8TwjB2972Nt72trcd9T7T09N8/OMfP+bzPOIRj+DLX/7yMe/z4he/mBe/+MX3ay1nmtpYFgclZe2YzEIEzRiRKFB0RyX9oiYLNe1QsTIo2dcbsdgraCeKu1dKVkYlRVUxGJYU1hFJSVk5RqamqMbu4DVowbqfVV1zGmMYm5ODo35ifHk0fhELC6MhhKJiuh3SjhROKWIHUkjKqgYcSdjUyTlbE4aCff2mRmrn9gnmJxKquhmAXNSWQArysnnW2jjiQDa+WcIRacVUGrA0qNgyIZltRVwy18I6y13LIyrjGBY1DkcWKXZMJ0cUNcfyT7uvHXx+zInH49kMnLU1Vp7jY5yjrC3WOfaujlgaVFTGYZ2lOyyYmYiJA8mtSzkL3YJhUbFaVDhjqY0h1pL+yFE5wAqshN6opKhhZA7UVtXNOEH6Z4/J/DmL49AIVkVjEFoDOi8RMmBaayYyRSAbHzFjDMvDkqk44KKZhE4WkYUBD5xvcfF8ix/uHxBIiQWW+gVxKNfF9WK/pDKWyji0glg10a5+XhNo2DqREGpJO4qIA83SoKSom2Hc01l4VFGz5p8WB4o0VFTG3u/Zfgebi56KKJjH4/FsBF5YncMo0Rgr7l0dsdArmUwD2rHi7pWC2/aPSCNNNpXRy5t6nUFp6A5r+qOKvKrQWjXF6kIgQ3AIukVzsl+LSil82u/+ohgL1CPctj5nUUBZgbEOJwW93GCtY9dMxlTSFG4LJ5jMArIkZCYLSQPN/m7B6qhirh3RijS1sdy93LQFSyHojiosjlaocTiG49RvJwswVjAa190BJyxqamNZHTXdpmuNEWt1Ud1RTTsO7nda0B+YPB7PuYo/fp3DaCXJIslKXmGdwbrGVbsqHZ1UU9SOflGhhWBUW+5eGbE6LBkUNVVtCXRFbi3OwUQSUdaWODDrQ/+UaCIrxvn0331B0IiqNIBIC8raMaoam4o11rJmZuzEGmnFllbESl4x1064eC4jCRVTaZNiWx4UXDo3gRMwKCqW+hU7JmNaSQAC5iaamr+7lgYMSsO2Tox1lso26ykqQ20cc1lMGmkq68iUOEQQHe+gsOagnoaH1l4FSjIsa4xz/sDi8XjOW/zx7xwnVpo40JSVYU83B2uRSnDJbMZyXtMbGRYGQ0ZlTSwFfQFJqKnqkmHlEE6gtaSqLXlV0ooVWEMx9q+yY1F18Cn0+B7bHhhHooDaQidsfKRMt6Y6qJJdjMVrDYS2sV9w1hJrSRprVvNG8KSRJlKK1WFFHEkm4pBhqamtI4sCItXMgJRCMNtuxFU7LZFCsjoquXtlRKybkUetUJNGGi0leWVQ4sCw4xM5IPgOPo/H4zk6Xlid4+SmRolmjlwaacrasNgvkUow34owzrJ7uSDUiq3TCRNZxEK3aDyv6sYkNK9hddQkAKW0ONGYgToJZpy/MozHl2zgXs9VFFAZQSghDKHKD3zx8rFPmKJpDgBHv7TEkUILqCrLoKjpjkqSQJNFAWVlqcNGnUkBeWWYPahzrjKWLGrEkxCwvZMwmYQ459jfL9FSoKWkthatBMadnCDyHXwej8dzdPwR8BymNpaicuycijG2mdnWigIiLdnXK9gxlbBrOkUKQSgFnThiOo3oZIrtkwmzEwlxGKCUZNdMwpZOQiAVUSBIQwhE8wFZEwGKQyNX5yshjf1EwNG/QGvzFbMQWiFUtcEKwXwnZOtEQHbQnzQRkATNzMVEg3EGW1vy0tCOAybigNsXh3x39wpaOpyD/d2CXl4y34qYSAJCJTHWrQ/ans6aOqzaOKQUTKYh1fhnKWBQVgxLQyAFtXEnPey4k4RsaUfgYFg2raK+g8/j8Xh8xOqcZq3WZddsiyhQLHQLunlFK9G04owolKyODGkgGJQGoZqTqhKKOGiMKbEWJSVznZj93ZyRrjBIqspgx+EpSXPyXxttc75jaV4TNZ5PEwBSgbOQu0Z8ahpn/HYckCYBRVkxlUVkkWYY1FQlwIgJDSpRaC3JtCKNAxyQxorJLEJLWBxWGGvZOZWwYzrDOShrwwVTKRdNtxjV5pgWBd1RjVaN+etk0ji2l5UlDSXtOGAyDU5aEPkOPo/H4zkyXlidw6zVujgHu2ZabOnE1DUYZ8kLgxAwk8WkgeCmu7r0ippRWWHHpo6pVhRRyGTmiEPNZBpQ1wZX1EzEAQ6LMYJeXhFrSaBgX6+mqKEYr2Ft9t35hGTsR+Uaj680htqAUKAtxIHAOkcaaIJAkmhJK4xJQ4VAcMFkzLDSwIgL5zLCICINBe04YqGfMyxqJqKIh+3ooJXgzsUB2zptLt0y0czMk5LSGLSQaC2ZivRRBc7h4gcaQe6sQ0hxSow9789B5FQZjHo8Hs/ZghdW5zD3rnVRoCxF0Qwi6aTh2GeoKXC/ZW+fW3avMJE0Q39L58isYyINEFJQV4pAa1JnEQgCGVBIx9KgQAtoJyGd1LE6MtiqaR7UrDcRbmok40iUAK0B2/h7TWeQ6JBeUWEszGQBOhAMckOkNVHQ1DNliWYmjQi14P+7dIbb7lmFaj+TWUhpJJ0spJOGDPMSJZphyjNZxKgy6LH3lFaNvYaWEiXFIR14xxI4h992tnzpV4Ylg8qdMoNRj8fjORs4W46xnvvIkdyqZ7KQ1bwiGEcAtJLsmmnhnGNQVFw02zhtf+fOVfY7yGtLJCVISWEMVQ1awbA25KVBK6itZVjWOGvR49qrmLHIqM8PcdWKIAoEDokWjlBKJmLFoBYEgSRTmslEkSURw7Amt5bpJKSTBM1MvkSzvR0RK80DtnZwd8JlcxOMagNCMigq0iTg8pmEyVZEd2yV0Yk11kESKLQ8UKB+JjvwTkdkaV+vIEuiU2Yw6vF4PGcDXlid4xyp1gVgVJn1dvjaWApj6BeG2SyikwaEUrE6U9OOFMujkl5eMyprKmORsjENLarGpNJZAEFeWcraUY3H2lggcJt/IHNCUy8VBYK6csQxZDpgfjLB4WhZx7BS4ARSSdqRZqYVkkjJzETCZBYQaEEoJFZI0khzwVTE9++EB21t84PFnKV+wUSsSLKQHbNt0kDhhCALFUpJqrom0I2hp3GW2rgz0oF3OkbX1Kb5xJwug1GPx+PZSLyw2iQcnu7pJAF7VnNWRyWj0tAvavas5sy3Qqragm46CCvjKI1Di7GXVRmxZ3XISmGp6honxr5VpknZFKaZb7fmZeXM5ve1ilVTqJ4XDgQo6UA4lvpDhlXz2odKIYVFCYETgrks5qK5lAumU2bTBCEs/dJS1oadMxlqXJl28ZYWtROEWpDFIVo69ncLdkynpFqSBIpOFGCcZbFbUticSEq2T8W0o+C07/10jK6x4/mgwWHiyRuMejyezYA/fm0SDk/VdJKQlWHJ7sW8af1XkskkwCAaPyoL3VHJPSsDtBAs9AvuXB7QL2p6pcEZh7GO0jps1USoKnfouBs4P8bdLBuYUGMndQGpVoBkb7egso7ZdkQaK+qqZliVpDplbiIi1JpbF4bcpUZMZxHTWYCxjpVByXTafPX2dXOKscnnbNZEgRZtTndQEk8mFJUlTiVFBTOtkChUONuI4V5R0RanryvvWKNrlgYloZZEWp3088pxVLUyloN7Ec8lg1FfdO/xeI6GF1bnOEdL1WShxgGTiaaoHAaLcZY9SyOiUNLtl9y+NKI2luVRwZ6VHGMtWRSSBYaVohm8UpUw2tgtbjgJjaeXAQoD96xWWFNRmMagc3+3YFQ2XZiBlNy8twsOHn/JLEII9vcL4kBywUxK7By7V0ZY00SblgYlQkgk0C/GMlUISuuYygL2rebcvjRECMhCzdZOxPapFFFb7lwcksbNJMLTUfx9pNE11jmGRc3eXk5pbBNRO8nnXRMieWVQ2pxTBqOnIzXq8Xg2F2fvEcxzQqylaoQQpGEzsmShV7A0LFgelgxKSxhIsFDVTeTqtoUe393bw0mYzkLK2hGEilYUUNY1w6KmMNArD9gqnK9ImhqywoJAoCUI1wisiuZnY5sIRllZamvpFTX7BgXD0qCVII0Dagf7ugVTSci2yYR+fiDWF0qBoRkfFGmJEIJBYfjhQo+7VodIAdNphJSCW/cNuWd5SF4a9vZznOOQ9311VB5lJyfPwaNr1uiOKvZ2c0Ilye7n886dgwajR/u+ncrX3ePxnNv4iNU5zLFSNd1RTS+vCfW4Nb+yTKQBDscgt8xPxEylMft7I9JIIwXctTzCWMOwtIzOg9qp47E2RBma1KlRDi1ASUFgHco1A5YREq0UAodxjnYQMJMlLPcrstjSigJaUcBqUVI5y2wrRuNYBHbOJPxwqSQLFaVxjCpDbQyBhFv3j3jAXLY+mqYVNF/X3as5rbgmCzVpqFFSnJbi78PtPISA/eOfZ1oRUXAgknVfnncyDZmS6pxJqR3v++aL7j0eD3hhdU5zpFQNNFGpQVGT6KbYeFQaqtqilCCvDFJJJpIAKZpqKWct/bykrCzWGmq7eUXVyRiaJjR2EgaIQxAoisogpCMMIB1Hl5CSVqxx1pGXluksRGvY2xvRqhtRFAWNwBWuiQDFunnPdnQy9nTHr7aoGeaGUWWJlCOva3AO5xxFZSDUBFKyPChxDrbOJ4ecyE9H8ffBdh79osZYx5aJmIn4QOH8/Xne+2sweiY51vfNF917PJ41/HHgHObgVM3aX87QFAFHWqKzkLw2jEpDaQ0hktlWY7cgEZTGIqWgtJaFfkltLaGS1OaArFI0qbDN4q4e0IiriqPbREggUc38Pj0WT6FW1LXFWkk7kUjRNAMIoJsbpBSkYcj8hKAdKe5cGrGlHbFrOsE6uHt5yIWzKZZmnMx00nz1prOQi2dTuqMKZMiwqChrRxwqrBxQOyhrS6glOFjNS2It2D4ZkwSHnuBPR/H3wXYeRW0ItSBQ6pB6onOp6Pz+cKzv2/mwf4/Hc2J4YXUOc2/n9UOLgAEWegWtUBNpyWK/QEnJA+cybtnXRyCoa8MwtwRKoIWicg6lIDSN8NhMogoaQbUmFg9HA4GEubZEq4A0EkwnMat5RV5ZKiFIIsV8J6SuBZGWbGnHDHJD6ZqZi1vbmsoKVFCzo5Ogx11zoRIoIddriVLdnITDQLFrJmP3ao4EloQYh9UEl8xk7Os3RdLKNFGzNFQ8cEuL2XbMQq9AVmem+FsriVaSmcwe9fO22dNgx/u+bfb9ezyeE8MLq3OcIzmvH2kIbxppnHPUtUNNxHRHFQv9itI62qlmOp0gDhW3LPSpKsuosAzN5jL/DAEtx/VSNPol4MBQ5SCAqUSzY7qFsxbrYOd0xoMixcqoYqmfo5WinQRkgaKTapyTIAyjwjKqDJ0sRknYOhHTjkNyYwikZOd0QqAUWzsxWRRQVQe86tfeq339gry2tCJNJwlIo4T2yojdqzlLo5IkSnjotgl2TmXrEaNjve+ngxP5vG1mzvf9ezye4+OF1TnOkZzXDx/Cm4Wa5WGJFILlQcFwZLl81xSBkty6r89dSwOW+hWVtUwlAftXhuSm+XBINs+4GiUbYVUJUKYRVkkMxkBVjf9vLakWTGYxkdJcvrNDbQWXqmZW30waksWauYmIuVbMqKyojMBSs69bo4SgV1RE4/EzlbGUtaUVhYSq8X06nLX3MAkUOFBK0Bqbf+6aadFJQ6rKceFMQuugE/ix3vfTxfE+b5ud833/Ho/n+HhhdR4wKGsWB0UjkoyjnWgGhaEdC2azCGss+7o5q3mNVIIgVIjCIE+m0vssJGZsbDq+HKlmBqItm+sCxnYKAoRsbtNSIhBMpyGzEym7ZlMUiqI2ZLFmOo1oxYo00AzLmtVRTWVc8zjWksQBk6oxZyVYcxl3VMYy2wqPeRKOQ81cO2KhV5AflOJzDrZPxYeIqjU2qvj7XCo6Px2c7/v3eDxHxx8bznGOZ1hYVoY7Fof0yxrnHHt7BYmWlMZy+9KQ2tTsXh6yv1eSG8OoMARKkAZNBCd3TU3SudQlqIB2BBNxYyPRy2usg1asqYwjdAZbQqghkAopLUrCZKK4YLrFhTMZlYMdUwnz7ZStnbgZVQP084pBYbh9/5B7VkeEWpKGimFpWO4XRIFkrp0QKMGorBlVhvlWzLZOfELpIp9q8ng8nnMbL6zOcY43y215WLKvXzCRBOAco6Jm93JBFges9EtK4/jevj4gGAwr+kWFQBBHgn7pEOW5F7QKaYw2o0ATSYGxAusMed3M8gsDhTEGFLQTTRIKyhpAEGhJJ4uIQ0k7DhqxOk7hLQ8KloYVgRSsDKtmILJtxG1RO4QU651hvaJmJgu5dEuL6TQiDO6dAgQoa4OQB8bC+FSTx+PxnNt4YXUOczzDwiRQ9IqaSEuGRc2wMnRHFd1RzW37BwRSUtaWsnakWiA1OAfGCYraUdfnVldgAEyngsksxBpHEii0FMxqwfJIQm1QQtCKFV0psA4cAik1O6ZCkkCyrZOyczojCRXWNaaYSgjysmahXxBIgRDQLys6aRNF2t8rmW2FJGHjc7WtE+NoZuLNtuJ7CSNrXZMqpDFljcL6XmNRfKrJ4/F4zk38sfsc5niGhZV148uCe1ZGhFrRigNWRyX3jH2WSgfCClZzQ107nLAoYSkrsPbcGbKsgYkILpprccFUykK3aFwLpEALKEyODDVR2IyHyUaWuZamXxoSpblgNiUQAicEpTGkQiKATqzp5RX7egV3r4zIQkWkBWasNpVofI2kWBOhDiUF0bgG60imkaujkn3jqGIaaux4LAo0UUaPx+PxnLt4YXUOczzDwmBcfV6N3bLzyrA8BJDMtCLCUBNYRxUZRkPD0jDHWEmiJVJCdZYXVsWi8Z1qJxBqzVw7Ya6d0IpC6DTeUc41qTwhBL2iGfFTAzNtzUwWMeVgy0REHGj6RU1tHUIAQnDhTIqWkoVegVaCLNQYZ+nlhkDAqKxRsnFUz2uLsZbJJCQcO94fyTTy4CgjNKm/UPuxKB6Px7NZ8MLqHOZ4hoVxqGlFmrwydJKQThLinGOxVzCZhlTWkFvL4qDEGEdRw6gsGQqoq7M3BRgBrRjaUUA70aSJpijWxsJIunlFrJvIU6wV01mMFoK7ukNm06iZ25dXLA9rHrS1xQXTGUI4zDK0E8VsFjOZadJQHZJqrY1jsV+ilCQJNYOiZlTWtELJqKxJQ8WWiYjauqOaRq5FGaPDrvdjUTwej2dz4I/h5zjH6yKbTiO2tCIGpcE5mG5FXDRb872Fmr2rFf2ipqgMxjgSLbEGcgMqAFk1Xk9nS52VADoRzGQhSinmW5qJNMJYx4ptFhviMMZRS8Wu6RYzWUQnCxkUMZ00aDoEhSALFRdOp7QizbAyTMYBl21JuWAmIwsDHLDQK6mMZWsnAWgaAIDVUYWUgp3TKUI0Arc2jfN6oA+4qx+pk+9AlPHQcKAfi+LxeDybAy+sznGO10V28MgUJQVlbUhDTVkbcI5OGtLNK0ZljXOSdhIRVIaytpjaMjoLFJUCtGhm9+2YjJnKErJAYIEsCtgxlVAay/KwxFpBIAW7plMu2dKmtE3NU6AkvWFFL69pR4o0jJhuhdS140FbW2RReEgTAEBtLXuWK/KyJosDpBBMpiFaCaaSkJ3TzRDktdcdOG4n31qUcfdyU7xux9EtPxbF4/F4NgdeWG0SjtZFVhtLHCjm2iG7l3Pu6TbeSzNZyGKvYjAoibViNgtYGhpwhtVRjRkWTTTGHZgZeCaIAATUromSdYLmuUMN852YHTNtMq3Z0gpYLmq2tCMunWuDbDr3BBKLZX4iJY0Uo7Lm7qURw9pwx9KA2kIrFnSSkDTQWN2k5qBJxx1MEmjiSDKsDErJ9VRrbdx6qhUO/RKdyBeqk4TUdc33gGFZE4eh96ryeDyeTYIXVpuUw41DrbMsDnNCLRnmNdYJOommnShWRjXGOCZjQRiEpGFFWdUgLKfDfD0CYgVmbD4KjQN6SzY/KAlKAAIunG1RGksWKLZPpVwy16KTBiz2SxILl862MMBgWDM3ETLfjtk/KElDSVE142SscwzzilHl2DmTMNdKmJ+ImWqFlLWlX9S0InfEJoDpNKIVKYalZVjWCGAyCcjCo391amOPGbmSsol8AVwwlRCFx3Zk93g8Hs+5gxdWm5TDjUPvWRlw++KQ7Z0UhCCJNIGWWOdoxYqiMKwMa/LaojVMt0L6eUU3B1zjvH6sqNWJCDAFpAG0Y0ErUFgkgasBQ6bBjAu6LKAUzKQx2zoJgWxczy+da7FzqkVuDbE2TM4EKKWonWUy02SRwgmYSpvOOqeGz2sAAB8LSURBVCks+/o1Wksm05BL5gQ7pzOiUDVRqnXLBOgkmv64AP7wJoCpLKKsDEvDgn5R0ysaR/XDvaeO54J/JEKtvKjyeDyeTYQXVpuQw41Da2upDUzEIYOyJlCSuVbE3pUR3VHFRBrQiUMQzbw7awU6U9ROkPULhkVFtwBzkK+VovlZAsFYMxh3oNDdje8TKAglJLEi1ookkLRjTSAlSIEpS6DkAbMphYXaObojg5awfTJh51TKhXMpmVZUFuJIMaEDHrNzEuMs318YMpNFZGFAXtfsXhlx6VyL6VbE/l5JFmpmU8VEqllYLegWNdo6amMZVTVFZZlOQ+ZaMaEqWR5V5FXTTXhwem4wngsYB2pdeB3uPXU8F3yPx+PxbH68sNqEHG4cai0IIZjJQvZ086Z7TgqSULE8EEzEIZNpyAWTCVoJ9qwULAxyRrVhSyvi9v0DVoscISERTapOi6Z7MBxHt4raYGtH7Ryj0mFcU2weBRIlFaGUTLU0SjSjZh68JaOdhuxeGQA9Hn/xHEIr7unm3L04IA0Vl23tsK0To4VifjKlFWq2TaVkYRPluWNpwK7plMo2abxIK1odjZTNOJokUFjhCIQgG/tD1YtDBlWFcIK6tmSRYttkzKCs1zsnBZBGcj3SdDyH+3Z8oFvwWPfxkSmPx+PZ/HhhtQk53DhUSlBSoJRkbiKmNpY7FgcUlWV+IiIOFM45tk2nzGYRM+2cHf2IYV5jrGDbVEJe1YxKgxQCHShiJbHWoLViIokQ0pIFmpVRxaisKKrGmLRJyUmmWwGTccCwMkwlAQ/aPkkSKlbHo11m2hHDGsAx04oIlGQya2wPjIMfLg550HyLTtIIlKI2WAez7RiHw1qQEgRi3Q8qDjVbWhELvYK8MrTjgG2dmL09wUSsmW1FTGch1rn1SFM7DqiMZWlQoaVkKouO63BvXJNTPN59/JfN4/F4Nj/+WL8JOZJxaKgEi/2KbZMJzji6w5JRaZjMAlpxQFkawNEvmwGB2yZTHn+R5dt3r1IYxdbJBGMEUljaSciWiYh+XlNZO+6wU9QG4qhkOlHUFhYHI/YPatJA0kkjpBMIJbh4LkMpSScNuXQ2g/1QGosUguk0ZL8pMdaxv1sSBJJAlbRCTW0OVHEdLB7jQDU5SSCvzCF+UAf7fK0ZpW6bjGlFwXoX4F3Lw2NGmo7ncL/2XCdyH4/H4/Fsbryw2qQcbhzajgPacSNO7hmM2D6VcsF0wrBsuuZWLQxyQyAkaaxYGZZ0spDLd3a4Z3GElClSKpJQkYWSsmpSjhOJppOGjc8TMCxK9vYKlgY1l85m3LLQY1BZIqnopJo4kDxw2wRZGLBjMmEqVnx/P7RjTb90OCuIpCROFUoJ8tJQCOgkAQa3Hvk5nuv8WtrteD5fRW2OG2mKtDqh5zqR+xxOWRuE9AXsHo/Hs1nwwmqTcjRBMSgqKutojQvIl4clty70kePfiQKJpUmxCQSXbJnggskch2UyiaisZVRaKmO5aCZlMglYHJYEShJIyWoeMKodlXEIYNtkxmSqiZRksV+zf5jz7TtWuWAqZSoJSIJGUFw8k3Lrcsk2KdgNTKQBrVDTLSrq2rG1HWMNOHsganUk1/npLBiPn7GHiJWj+XydaDTqeA73J3ofaLoHV8Yp0LuWR0RhfdzuQY/H4/GcG3hhtck5XFBEuulYc64RUu04YLrVzBAUCKQSREoihWCx30RflBSMqqaGaTIOmc0kk5lmJouBxt29O6pZHBSsjCou29LmAbMtvnv3KlJIHJbFQcXIWLa0I2rjyGvLrYsDLppuHuMh2zuoYMTKsMJZR68w9IoKnGMyDUhCRRwqxEHC42DxWBlLP68YFI3B6YlYHay9Pqci8nWi94Gme3Df+PnSUGOF8N2DHo/Hs0nwwuo843AhIQQ4B5VxzLQCBqVBS8nyoKCbV0wkAVnUCAXnGo+o2VZ8iGCYyiKSQFHUhk4a0IoC8sowP5nQHZbcsTSkNJZOoplMIgItmG/HWByxbqJEcaCZa0WEWlDUCfGowhqHUo1Amm5FTMbhEWuVtJL08oqlYXWI1cHu1Zyytsy0jj0q5kQjTWvPdbwvzbHuc3CHITRiLNS+e9Dj8Xg2C15YnYccLCRKY2lHmsJYEq0YloZuXrI0rJhMAmpjWRo0xeSBFCysFkyn0QHL9DFCCqQUJMF4zItq3MVDLRnVhkhJJpKwqZFSkizW5JXBjF06tZJMZSGVdeycgnakkTSmoVNJ0ETaosOedMzhdgjWNfP3lgcl+3sF26eqZhjzUaJXJxppOhWsdRhGhz2+7x70eDyezYE/hp+HWOdII00SNKk14RoDzO6oMQ9dGVZEuhEge7sFOMdcOyIMFHv7OVuGEVs76SGPeXitkpaNEejKqCCUCiWhGrudZ4lad2kP5QGBsSb4VqTE0RSup4FAIKhqy2peHdHx/HA7hO6oYrFfEmiJMBbnOKFU24lEo+4vB14nc8j1vnvQ4/F4NgdeWJ1HHGvkylrEZstExLbJgu/tHrC3NyINA6ayJr1XWUsWagaFOWJx+L0sHrSkEwfESrK/X9LPK+ZaEVIKeqOKLNJMZQfSbQdHjra7BGcdK6OSpUFJNrZHOJKb+cGiziHo5TXRuCheCUUaamrrzopU29rrtHu5KV63tomuHa970OPxeDznBl5YnUcs9nP29grSoBEbh4uUtZP6dBZz4YxjUNVN595YVBWVYTINx6ad905ZHalW6dItbRKtWB6V7F4d0ctrysoylTVO763w3kJiLXJUG0teWbIoOKab+cGiTtaCUVmDawxKt3aaejAh3FmTauskIXVd8z1gWNbEYXjUmi6Px+PxnFts9DnGcwaw1rE4yLl5Tw8L5KGibR0T41Es3VHdRKLKej2a5ZyjFTVGn6OqEUkzrYhw3DF4pJTVsWqVtkWauXZMUTcpsGg8fLiqqqOu+0Qcz9c+wJ0kxFrHbYsDvrfQJS8tnSQABxJBFKizJtUmZVN/BnDBVEIUhj5S5fF4PJsEL6zOA1ZHJXtWCyzQigIcbt1KoR0HDMua5WHJyujQrro4UBjrmMlCIt3URZ1IyupotUpr0aUT5UQ9pqARK2tz/SaTkDpyxIFmeVgyKA1bOzGXbmmddQIm1N4c1OPxeDYTXlhtctY65tJIUdQaR+MkDtDPawIpEECvqO811mW2HdMbVkghKMdi5kymrI5Ut5WXNcPKMH+YuKuNZXFQYizsnMmoaku/MDgclTUoCVnoP+4ej8fjOb34M80m50A6TVPHjsV+UzQtEPTLiiiQzLZC+oVZn523RqQVJj5Qp3Q6bQiOxnqn4KBiT3/EqKyJQ0WvqNGDYr070DhHWTfzBkOlSAJNFjkqYxmVNUmocRufBfR4PB7PJscLq01Ebey9apsOTqdNJE1NVb+o6RcVWgjmxxGovBodNeUWnaF01ZHWv1a3VVtLv5R0JhOS4N6F90oIQi2xzlHbZh9KCmrbOMeH6uyor/J4PB7P5sYLq03AsWwUDk+nNZ10jdDY2omYayfAfRsgfCpZGZYMKnev9a/VTQ0Kw0Ry7O7AmSxkeVDQG1WYqHHKGhY1WaSZznyBuMfj8XhOP/5MswlYHZUs9AqEEKShRoxnz62OmrRfJ2na+XFNe78WkgumkvVZf0e6D44zWk+17xjrX0tnHp6qDJSksk2Ua20PD5hrMZ2GjMqavDRMZSEPmM28lYHH4/F4zgg+YnWOc/g4FzhyNOdUDRA+HesHjrn+E+0OlFIw04rpJOG9bB08Ho/H4zkTeGF1jnMyXk/3d4Dw6cCOo01HikatrT/S6qRSlSdr6+DxeDwez6nCn33OcQ6O5hzMuTJ7To7Xd7z1b3Sq0uPxeDyeE8FHrM5xjuT1dKYLz+8Pa+vLK4PS5qjr36hUpcfj8Xg8J4MXVpuAI83oO9eiOXPtiGHFcdd/plOVHo/H4/GcDP4ctQnYDNGcyTRkSqpzdv0ej8fj8YAXVpuKcz2ac66v3+PxeDweHxY4ST784Q9z0UUXEccxT3ziE/n617++0UvyeDwej8dzluCF1UnwiU98gte97nX81m/9FjfccAOPfOQjec5znsPCwsJGL83j8Xg8Hs9ZgBdWJ8F73vMefu7nfo5XvepVPPShD+UjH/kIaZryx3/8xxu9NI/H4/F4PGcBvqTlBCnLkm9961v82q/92vp1UkquuOIKvva1rx3xd4qioCiK9cvdbheAqqqoquqQ+65dPvz6zY7f9/m1bzh/9+737fd9PrBZ930y+xHOja2vPcfknnvuYceOHfzTP/0TT3rSk9avf8Mb3sAXv/hFrr/++nv9zlve8hbe+ta33uv6j3/846RpelrX6/F4PB6P59QwHA75qZ/6KVZXV5mYmDjmfX3E6jTya7/2a7zuda9bv9ztdtm5cyfPfvaz7/XGVFXFtddey7Oe9SyCIDjTS90w/L7Pr33D+bt3v2+/7/OBzbrvtYzTieCF1QkyOzuLUoq9e/cecv3evXvZunXrEX8niiKiKLrX9UEQHPUDd6zbNjN+3+cf5+ve/b7PL/y+NwcnsxdfvH6ChGHIYx/7WK677rr166y1XHfddYekBj0ej8fj8Zy/+IjVSfC6172OV77ylTzucY/jCU94Au973/sYDAa86lWv2uileTwej8fjOQvwwuok+Mmf/En27dvHm9/8Zvbs2cOjHvUoPvOZzzA/P7/RS/N4PB6Px3MW4IXVSXL11Vdz9dVX36ffXWvAPFIRXFVVDIdDut3upspLHw+/7/Nr33D+7t3v2+/7fGCz7nvtvH0iRgpeWJ1Ber0eADt37tzglXg8Ho/H4zlZer0enU7nmPfxPlZnEGst99xzD+12GyHEIbetWTHceeedx/XI2Ez4fZ9f+4bzd+9+337f5wObdd/OOXq9Htu3b0fKY/f9+YjVGURKyQUXXHDM+0xMTGyqD+OJ4vd9/nG+7t3v+/zC73vzcLxI1RrebsHj8Xg8Ho/nFOGFlcfj8Xg8Hs8pwgurs4Qoivit3/qtIzq1b2b8vs+vfcP5u3e/b7/v84Hzdd8H44vXPR6Px+PxeE4RPmLl8Xg8Ho/Hc4rwwsrj8Xg8Ho/nFOGFlcfj8Xg8Hs8pwgurs4QPf/jDXHTRRcRxzBOf+ES+/vWvb/SSTivveMc7ePzjH0+73WbLli286EUv4uabb97oZZ1xfu/3fg8hBNdcc81GL+W0c/fdd/PTP/3TzMzMkCQJl19+Od/85jc3elmnFWMMb3rTm7j44otJkoRLLrmEt7/97Sc0FuNc40tf+hIveMEL2L59O0IIPvWpTx1yu3OON7/5zWzbto0kSbjiiiv43ve+tzGLPYUca99VVfHGN76Ryy+/nCzL2L59O694xSu45557Nm7Bp4jjvd8H89/+239DCMH73ve+M7a+jcQLq7OAT3ziE7zuda/jt37rt7jhhht45CMfyXOe8xwWFhY2emmnjS9+8YtcddVV/PM//zPXXnstVVXx7Gc/m8FgsNFLO2N84xvf4H/+z//JIx7xiI1eymlneXmZpzzlKQRBwN///d/z3e9+l3e/+91MTU1t9NJOK+985zv5wz/8Qz70oQ/x7//+77zzne/kXe96Fx/84Ac3emmnnMFgwCMf+Ug+/OEPH/H2d73rXXzgAx/gIx/5CNdffz1ZlvGc5zyHPM/P8EpPLcfa93A45IYbbuBNb3oTN9xwA//n//wfbr75Zn70R390A1Z6ajne+73G3/zN3/DP//zPbN++/Qyt7CzAeTacJzzhCe6qq65av2yMcdu3b3fveMc7NnBVZ5aFhQUHuC9+8YsbvZQzQq/Xc5dddpm79tpr3dOf/nT32te+dqOXdFp54xvf6J761Kdu9DLOOM9//vPdz/7szx5y3Y/92I+5l7/85Ru0ojMD4P7mb/5m/bK11m3dutX9/u///vp1KysrLooi9xd/8RcbsMLTw+H7PhJf//rXHeBuv/32M7OoM8DR9n3XXXe5HTt2uJtuusldeOGF7r3vfe8ZX9tG4CNWG0xZlnzrW9/iiiuuWL9OSskVV1zB1772tQ1c2ZlldXUVgOnp6Q1eyZnhqquu4vnPf/4h7/tm5u/+7u943OMex4tf/GK2bNnCox/9aP7oj/5oo5d12nnyk5/Mddddxy233ALAv/7rv/KVr3yF5z3veRu8sjPLbbfdxp49ew75vHc6HZ74xCeeV8c5aI51QggmJyc3eimnFWstV155Ja9//et52MMettHLOaP4WYEbzP79+zHGMD8/f8j18/Pz/Md//McGrerMYq3lmmuu4SlPeQoPf/jDN3o5p52//Mu/5IYbbuAb3/jGRi/ljHHrrbfyh3/4h7zuda/j13/91/nGN77Ba17zGsIw5JWvfOVGL++08au/+qt0u10e/OAHo5TCGMPv/M7v8PKXv3yjl3ZG2bNnD8ARj3Nrt50P5HnOG9/4Rl72spdtujl6h/POd74TrTWvec1rNnopZxwvrDwbzlVXXcVNN93EV77ylY1eymnnzjvv5LWvfS3XXnstcRxv9HLOGNZaHve4x/G7v/u7ADz60Y/mpptu4iMf+cimFlaf/OQn+djHPsbHP/5xHvawh3HjjTdyzTXXsH379k29b8+9qaqKl7zkJTjn+MM//MONXs5p5Vvf+hbvf//7ueGGGxBCbPRyzjg+FbjBzM7OopRi7969h1y/d+9etm7dukGrOnNcffXVfPrTn+YLX/gCF1xwwUYv57TzrW99i4WFBR7zmMegtUZrzRe/+EU+8IEPoLXGGLPRSzwtbNu2jYc+9KGHXPeQhzyEO+64Y4NWdGZ4/etfz6/+6q/y0pe+lMsvv5wrr7ySX/7lX+Yd73jHRi/tjLJ2LDtfj3Nrour222/n2muv3fTRqi9/+cssLCywa9eu9ePc7bffzq/8yq9w0UUXbfTyTjteWG0wYRjy2Mc+luuuu279Omst1113HU960pM2cGWnF+ccV199NX/zN3/D5z//eS6++OKNXtIZ4ZnPfCbf+c53uPHGG9f/Pe5xj+PlL385N954I0qpjV7iaeEpT3nKvew0brnlFi688MINWtGZYTgcIuWhh1mlFNbaDVrRxnDxxRezdevWQ45z3W6X66+/flMf5+CAqPre977HP/zDPzAzM7PRSzrtXHnllXz7298+5Di3fft2Xv/61/PZz352o5d32vGpwLOA173udbzyla/kcY97HE94whN43/vex2Aw4FWvetVGL+20cdVVV/Hxj3+cv/3bv6Xdbq/XWXQ6HZIk2eDVnT7a7fa96siyLGNmZmZT15f98i//Mk9+8pP53d/9XV7ykpfw9a9/nY9+9KN89KMf3eilnVZe8IIX8Du/8zvs2rWLhz3sYfzLv/wL73nPe/jZn/3ZjV7aKaff7/P9739//fJtt93GjTfeyPT0NLt27eKaa67ht3/7t7nsssu4+OKLedOb3sT27dt50YtetHGLPgUca9/btm3jJ37iJ7jhhhv49Kc/jTFm/Vg3PT1NGIYbtez7zfHe78MFZBAEbN26lQc96EFneqlnno1uS/Q0fPCDH3S7du1yYRi6JzzhCe6f//mfN3pJpxXgiP/+5E/+ZKOXdsY5H+wWnHPu//7f/+se/vCHuyiK3IMf/GD30Y9+dKOXdNrpdrvuta99rdu1a5eL49g94AEPcL/xG7/hiqLY6KWdcr7whS8c8Tv9yle+0jnXWC686U1vcvPz8y6KIvfMZz7T3XzzzRu76FPAsfZ92223HfVY94UvfGGjl36/ON77fTjnk92CcG4TWgB7PB6Px+PxbAC+xsrj8Xg8Ho/nFOGFlcfj8Xg8Hs8pwgsrj8fj8Xg8nlOEF1Yej8fj8Xg8pwgvrDwej8fj8XhOEV5YeTwej8fj8ZwivLDyeDwej8fjOUV4YeXxeDwej8dzivDCyuPxbFqe8YxncM0116xfvuiii3jf+953xp7/Z37mZ875kS0ej+fk8LMCPR7PecM3vvENsiw7Y8/3/ve/Hz/cwuM5v/DCyuPxnDfMzc2d0efrdDpn9Pk8Hs/G41OBHo/njPOMZzyDX/qlX+Kaa65hamqK+fl5/uiP/ojBYMCrXvUq2u02l156KX//93+//js33XQTz3ve82i1WszPz3PllVeyf//+9dsHgwGveMUraLVabNu2jXe/+933et7DU4Hvec97uPzyy8myjJ07d/Lf//t/p9/vr9/+p3/6p0xOTvLZz36WhzzkIbRaLZ773Oeye/fuE9rn4anAZzzjGbzmNa/hDW94A9PT02zdupW3vOUth/zOysoKv/ALv8D8/DxxHPPwhz+cT3/60+u3//Vf/zUPe9jDiKKIiy666F77vOiii/jt3/7t9dfiwgsv5O/+7u/Yt28fL3zhC2m1WjziEY/gm9/85iG/95WvfIWnPe1pJEnCzp07ec1rXsNgMDihfXo8ngN4YeXxeDaEP/uzP2N2dpavf/3r/NIv/RK/+Iu/yItf/GKe/OQnc8MNN/DsZz+bK6+8kuFwyMrKCv/5P/9nHv3oR/PNb36Tz3zmM+zdu5eXvOQl64/3+te/ni9+8Yv87d/+LZ/73Of4x3/8R2644YZjrkFKyQc+8AH+7d/+jT/7sz/j85//PG94wxsOuc9wOOQP/uAP+PM//3O+9KUvcccdd/A//sf/uF/7zrKM66+/nne961287W1v49prrwXAWsvznvc8vvrVr/K///f/5rvf/S6/93u/h1IKgG9961u85CUv4aUvfSnf+c53eMtb3sKb3vQm/vRP//SQ53jve9/LU57yFP7lX/6F5z//+Vx55ZW84hWv4Kd/+qe54YYbuOSSS3jFK16xnqb8wQ9+wHOf+1x+/Md/nG9/+9t84hOf4Ctf+QpXX331fd6nx3Pe4jwej+cM8/SnP9099alPXb9c17XLssxdeeWV69ft3r3bAe5rX/uae/vb3+6e/exnH/IYd955pwPczTff7Hq9ngvD0H3yk59cv31xcdElSeJe+9rXrl934YUXuve+971HXddf/dVfuZmZmfXLf/Inf+IA9/3vf3/9ug9/+MNufn7+hPb5yle+0r3whS886r6dc+7xj3+8e+Mb3+icc+6zn/2sk1K6m2+++YiP91M/9VPuWc961iHXvf71r3cPfehD1y9feOGF7qd/+qfXL6+9jm9605vWr/va177mALd7927nnHOvfvWr3c///M8f8rhf/vKXnZTSjUajE9qrx+Np8DVWHo9nQ3jEIx6x/rNSipmZGS6//PL16+bn5wFYWFjgX//1X/nCF75Aq9W61+P84Ac/YDQaUZYlT3ziE9evn56e5kEPetAx1/AP//APvOMd7+A//uM/6Ha71HVNnucMh0PSNAUgTVMuueSS9d/Ztm0bCwsL923THLrvwx/vxhtv5IILLuCBD3zgEX/33//933nhC194yHVPecpTeN/73ocxZj2ydfBzrL2OR3ttt27dyr/+67/y7W9/m4997GPr93HOYa3ltttu4yEPech93a7Hc97hhZXH49kQgiA45LIQ4pDrhBBAkx7r9/u84AUv4J3vfOe9Hmfbtm18//vfP+nn/+EPf8h//a//lV/8xV/kd37nd5ienuYrX/kKr371qynLcl1YHWmd7n50+h3p8ay1ACRJcp8f92jPsfY6Hu21Bej3+/zCL/wCr3nNa+71WLt27Tola/J4zhe8sPJ4PGc9j3nMY/jrv/5rLrroIrS+92HrkksuIQgCrr/++nUhsLy8zC233MLTn/70Iz7mt771Lay1vPvd70bKptz0k5/85OnbxAnwiEc8grvuuotbbrnliFGrhzzkIXz1q1895LqvfvWrPPCBD1yPVt0XHvOYx/Dd736XSy+99D4/hsfjafDF6x6P56znqquuYmlpiZe97GV84xvf4Ac/+AGf/exnedWrXoUxhlarxatf/Wpe//rX8/nPf56bbrqJn/mZn1kXTEfi0ksvpaoqPvjBD3Lrrbfy53/+53zkIx85g7u6N09/+tP5kR/5EX78x3+ca6+9lttuu42///u/5zOf+QwAv/Irv8J1113H29/+dm655Rb+7M/+jA996EP3q5ge4I1vfCP/9E//xNVXX82NN97I9773Pf72b//WF697PPcBL6w8Hs9Zz/bt2/nqV7+KMYZnP/vZXH755VxzzTVMTk6ui6ff//3f52lPexoveMELuOKKK3jqU5/KYx/72KM+5iMf+Uje85738M53vpOHP/zhfOxjH+Md73jHmdrSUfnrv/5rHv/4x/Oyl72Mhz70obzhDW/AGAM0kaVPfvKT/OVf/iUPf/jDefOb38zb3vY2fuZnfuZ+PecjHvEIvvjFL3LLLbfwtKc9jUc/+tG8+c1vZvv27adgRx7P+YVw96dYwOPxeDwej8ezjo9YeTwej8fj8ZwivLDyeDye+0ir1Trqvy9/+csbvTyPx7MB+FSgx+Px3EeOZfOwY8eOU2af4PF4zh28sPJ4PB6Px+M5RfhUoMfj8Xg8Hs8pwgsrj8fj8Xg8nlOEF1Yej8fj8Xg8pwgvrDwej8fj8XhOEV5YeTwej8fj8ZwivLDyeDwej8fjOUV4YeXxeDwej8dzivDCyuPxeDwej+cU8f8DqMm5lP5qXzYAAAAASUVORK5CYII=",
    413       "text/plain": [
    414        "<Figure size 640x480 with 1 Axes>"
    415       ]
    416      },
    417      "metadata": {},
    418      "output_type": "display_data"
    419     }
    420    ],
    421    "source": [
    422     "\n",
    423     "housing.plot(kind='scatter', x='median_income', y='median_house_value', alpha=0.1, grid=True)"
    424    ]
    425   },
    426   {
    427    "cell_type": "code",
    428    "execution_count": 13,
    429    "metadata": {},
    430    "outputs": [
    431     {
    432      "data": {
    433       "text/plain": [
    434        "median_house_value    1.000000\n",
    435        "median_income         0.689222\n",
    436        "rooms_per_house       0.148076\n",
    437        "total_rooms           0.128957\n",
    438        "housing_median_age    0.101160\n",
    439        "households            0.059776\n",
    440        "total_bedrooms        0.043272\n",
    441        "people_per_house     -0.021860\n",
    442        "population           -0.027846\n",
    443        "longitude            -0.046072\n",
    444        "latitude             -0.143096\n",
    445        "bedroom_ratio        -0.258569\n",
    446        "Name: median_house_value, dtype: float64"
    447       ]
    448      },
    449      "execution_count": 13,
    450      "metadata": {},
    451      "output_type": "execute_result"
    452     }
    453    ],
    454    "source": [
    455     "housing['rooms_per_house'] = housing['total_rooms']/housing['households']\n",
    456     "housing['bedroom_ratio'] = housing['total_bedrooms']/housing['total_rooms']\n",
    457     "housing['people_per_house'] = housing['population'] / housing['households']\n",
    458     "\n",
    459     "corr = housing.drop('ocean_proximity', axis=1).corr()\n",
    460     "corr['median_house_value'].sort_values(ascending=False)"
    461    ]
    462   },
    463   {
    464    "cell_type": "code",
    465    "execution_count": 14,
    466    "metadata": {},
    467    "outputs": [
    468     {
    469      "name": "stdout",
    470      "output_type": "stream",
    471      "text": [
    472       "ocean_proximity\n",
    473       "INLAND        125032.908322\n",
    474       "<1H OCEAN     240104.670351\n",
    475       "NEAR OCEAN    250327.236143\n",
    476       "NEAR BAY      256986.420765\n",
    477       "ISLAND        388233.333333\n",
    478       "Name: median_house_value, dtype: float64\n"
    479      ]
    480     }
    481    ],
    482    "source": [
    483     "# Get average price by location.\n",
    484     "\n",
    485     "average_price_by_proximity = housing.groupby('ocean_proximity')['median_house_value'].mean().sort_values()\n",
    486     "print(average_price_by_proximity)"
    487    ]
    488   },
    489   {
    490    "cell_type": "code",
    491    "execution_count": 15,
    492    "metadata": {},
    493    "outputs": [
    494     {
    495      "data": {
    496       "text/plain": [
    497        "median_house_value    1.000000\n",
    498        "median_income         0.689222\n",
    499        "ocean_dist            0.484102\n",
    500        "rooms_per_house       0.148076\n",
    501        "total_rooms           0.128957\n",
    502        "housing_median_age    0.101160\n",
    503        "households            0.059776\n",
    504        "total_bedrooms        0.043272\n",
    505        "people_per_house     -0.021860\n",
    506        "population           -0.027846\n",
    507        "longitude            -0.046072\n",
    508        "latitude             -0.143096\n",
    509        "bedroom_ratio        -0.258569\n",
    510        "Name: median_house_value, dtype: float64"
    511       ]
    512      },
    513      "execution_count": 15,
    514      "metadata": {},
    515      "output_type": "execute_result"
    516     }
    517    ],
    518    "source": [
    519     "# Map them to proportional values based on average median value\n",
    520     "# This was not included in the book, but I thought it would be a nice touch.\n",
    521     "\n",
    522     "housing['ocean_dist'] = housing['ocean_proximity'].map(average_price_by_proximity)\n",
    523     "corr = housing.drop(axis=1, columns='ocean_proximity').corr()\n",
    524     "housing.drop(columns='ocean_proximity', axis=1, inplace=True)\n",
    525     "\n",
    526     "corr['median_house_value'].sort_values(ascending=False)\n"
    527    ]
    528   },
    529   {
    530    "cell_type": "code",
    531    "execution_count": 16,
    532    "metadata": {},
    533    "outputs": [],
    534    "source": [
    535     "# Reload Data\n",
    536     "\n",
    537     "housing = stratTrain.drop(\"median_house_value\", axis=1)\n",
    538     "housing_labels = stratTrain[\"median_house_value\"].copy()"
    539    ]
    540   },
    541   {
    542    "cell_type": "code",
    543    "execution_count": 17,
    544    "metadata": {},
    545    "outputs": [],
    546    "source": [
    547     "from sklearn.impute import SimpleImputer\n",
    548     "\n",
    549     "imputer = SimpleImputer(strategy='median')\n",
    550     "\n",
    551     "# All sample attributes that have a type of np.number. In essence, this removes the proximity \n",
    552     "# string attribute\n",
    553     "housing_num = housing.select_dtypes(include=[np.number])\n",
    554     "imputer.fit(housing_num)\n",
    555     "\n",
    556     "# Imputer all null values of the dataset.\n",
    557     "X = imputer.transform(housing_num)\n",
    558     "\n",
    559     "# Take the numpy array and put it back into a dataframe\n",
    560     "housing_tr = pd.DataFrame(X, columns=housing_num.columns, index=housing_num.index)"
    561    ]
    562   },
    563   {
    564    "cell_type": "code",
    565    "execution_count": 18,
    566    "metadata": {},
    567    "outputs": [],
    568    "source": [
    569     "from sklearn.preprocessing import OneHotEncoder\n",
    570     "\n",
    571     "# Use one hot encoding to map each option for the ocean proximity feature\n",
    572     "# to its own boolean column\n",
    573     "\n",
    574     "housing_cat = housing[[\"ocean_proximity\"]]\n",
    575     "encoder = OneHotEncoder()\n",
    576     "housing_1hot = encoder.fit_transform(housing_cat)\n"
    577    ]
    578   },
    579   {
    580    "cell_type": "code",
    581    "execution_count": 19,
    582    "metadata": {},
    583    "outputs": [
    584     {
    585      "name": "stdout",
    586      "output_type": "stream",
    587      "text": [
    588       "[[ 0.23279352 -0.65568544 -0.29411765 ... -0.86955152 -0.73359645\n",
    589       "  -0.63126026]\n",
    590       " [ 0.21659919 -0.7194474   0.33333333 ... -0.92962924 -0.88653182\n",
    591       "  -0.31322327]\n",
    592       " [ 0.24089069 -0.7109458   0.45098039 ... -0.95266604 -0.94540372\n",
    593       "  -0.5640336 ]\n",
    594       " ...\n",
    595       " [ 0.46963563 -0.97662062 -0.25490196 ... -0.96008823 -0.89047854\n",
    596       "  -0.70771438]\n",
    597       " [-0.61336032  0.11583422  1.         ... -0.94419354 -0.84015787\n",
    598       "  -0.52068247]\n",
    599       " [-0.38866397  0.21997875 -0.49019608 ... -0.95406645 -0.94014142\n",
    600       "  -0.45784196]]\n"
    601      ]
    602     }
    603    ],
    604    "source": [
    605     "from sklearn.preprocessing import MinMaxScaler\n",
    606     "\n",
    607     "# Built in min max computation ranging from -1 to 1. \n",
    608     "# See minMaxScaling folder for custom implementation of this from 0 to 1.\n",
    609     "\n",
    610     "min_max = MinMaxScaler(feature_range=(-1,1))\n",
    611     "housing_num_min_max = min_max.fit_transform(housing_num)\n",
    612     "\n",
    613     "print(housing_num_min_max)"
    614    ]
    615   },
    616   {
    617    "cell_type": "code",
    618    "execution_count": 20,
    619    "metadata": {},
    620    "outputs": [
    621     {
    622      "name": "stdout",
    623      "output_type": "stream",
    624      "text": [
    625       "[[ 0.65244015 -0.68629348 -0.76869951 ...  0.38964129  0.8060595\n",
    626       "  -0.36659258]\n",
    627       " [ 0.61246736 -0.82677709  0.50221342 ... -0.37410807 -0.40284176\n",
    628       "   0.84287878]\n",
    629       " [ 0.67242654 -0.80804594  0.74050959 ... -0.66696768 -0.86820374\n",
    630       "  -0.11093453]\n",
    631       " ...\n",
    632       " [ 1.2370422  -1.39339433 -0.68926745 ... -0.76132366 -0.43403921\n",
    633       "  -0.65734199]\n",
    634       " [-1.43613815  1.01355824  1.8525584  ... -0.55925943 -0.0362717\n",
    635       "   0.05392663]\n",
    636       " [-0.88151568  1.24301481 -1.1658598  ... -0.68477069 -0.82660714\n",
    637       "   0.29290449]]\n"
    638      ]
    639     }
    640    ],
    641    "source": [
    642     "from sklearn.preprocessing import StandardScaler\n",
    643     "\n",
    644     "std_scaler = StandardScaler()\n",
    645     "housing_num_std_scaled = std_scaler.fit_transform(housing_num)\n",
    646     "print(housing_num_std_scaled)"
    647    ]
    648   },
    649   {
    650    "cell_type": "code",
    651    "execution_count": 21,
    652    "metadata": {},
    653    "outputs": [
    654     {
    655      "name": "stdout",
    656      "output_type": "stream",
    657      "text": [
    658       "[[7.62186519e-12]\n",
    659       " [1.00000000e+00]\n",
    660       " [4.06569660e-01]\n",
    661       " ...\n",
    662       " [1.69189792e-10]\n",
    663       " [2.81118530e-13]\n",
    664       " [7.04065961e-20]]\n"
    665      ]
    666     }
    667    ],
    668    "source": [
    669     "# Use gaussian RBF (radial basis function) to find the inverse expontential difference between the current\n",
    670     "# value and 35. Look into gaussian RBF for the equation.\n",
    671     "\n",
    672     "from sklearn.metrics.pairwise import rbf_kernel\n",
    673     "\n",
    674     "age_simil_35 = rbf_kernel(housing[['housing_median_age']], [[35]], gamma=.1)\n",
    675     "print(age_simil_35)"
    676    ]
    677   },
    678   {
    679    "cell_type": "code",
    680    "execution_count": 22,
    681    "metadata": {},
    682    "outputs": [
    683     {
    684      "name": "stdout",
    685      "output_type": "stream",
    686      "text": [
    687       "[[177870.30957131]\n",
    688       " [274213.83455045]\n",
    689       " [198235.40371427]\n",
    690       " [196091.92950513]\n",
    691       " [221224.4779807 ]]\n"
    692      ]
    693     }
    694    ],
    695    "source": [
    696     "from sklearn.linear_model import LinearRegression\n",
    697     "\n",
    698     "# Initialize scaler\n",
    699     "target_scaler = StandardScaler()\n",
    700     "\n",
    701     "# Fit scaler to median house values (this was defined above) then assign the output (scaled values)\n",
    702     "# to scaled_labels.\n",
    703     "scaled_labels = target_scaler.fit_transform(housing_labels.to_frame())\n",
    704     "\n",
    705     "# Init lin reg\n",
    706     "model = LinearRegression()\n",
    707     "\n",
    708     "# Fit model to !!scaled!! house values and median incomes (one to one regression)\n",
    709     "model.fit(housing[['median_income']], scaled_labels)\n",
    710     "\n",
    711     "# Select a few random values to predict\n",
    712     "some_new_data = housing[['median_income']].iloc[:5]\n",
    713     "\n",
    714     "# Run predictions to find scaled guess for house value\n",
    715     "scaled_predictions = model.predict(some_new_data)\n",
    716     "\n",
    717     "# Undo transform for standar scaler change.\n",
    718     "predictions = target_scaler.inverse_transform(scaled_predictions)\n",
    719     "\n",
    720     "# print output\n",
    721     "print(predictions)\n",
    722     "\n",
    723     "# This is to show we can scale output values to make them more uniform and that\n",
    724     "# scikit learn contains inverse_transform functions to invert basic data transformations."
    725    ]
    726   },
    727   {
    728    "cell_type": "code",
    729    "execution_count": 23,
    730    "metadata": {},
    731    "outputs": [],
    732    "source": [
    733     " # Simpler way to use standard scaler.\n",
    734     "\n",
    735     "from sklearn.compose import TransformedTargetRegressor\n",
    736     "\n",
    737     "model = TransformedTargetRegressor(LinearRegression(), transformer=StandardScaler())\n",
    738     "\n",
    739     "model.fit(housing[['median_income']], housing_labels)\n",
    740     "\n",
    741     "predictions = model.predict(some_new_data)"
    742    ]
    743   },
    744   {
    745    "cell_type": "code",
    746    "execution_count": 24,
    747    "metadata": {},
    748    "outputs": [
    749     {
    750      "name": "stdout",
    751      "output_type": "stream",
    752      "text": [
    753       "BEFORE:\n"
    754      ]
    755     },
    756     {
    757      "data": {
    758       "image/png": "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",
    759       "text/plain": [
    760        "<Figure size 640x480 with 1 Axes>"
    761       ]
    762      },
    763      "metadata": {},
    764      "output_type": "display_data"
    765     },
    766     {
    767      "name": "stdout",
    768      "output_type": "stream",
    769      "text": [
    770       "AFTER:\n"
    771      ]
    772     },
    773     {
    774      "data": {
    775       "image/png": "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",
    776       "text/plain": [
    777        "<Figure size 640x480 with 1 Axes>"
    778       ]
    779      },
    780      "metadata": {},
    781      "output_type": "display_data"
    782     }
    783    ],
    784    "source": [
    785     "# Replace population with log of population to help decrease right skew. \n",
    786     "# When there are a few values way off to the right (left skew), using the log can bring them\n",
    787     "# in closer to the rest of the data making it more of a gaussian distribution which is good.\n",
    788     "\n",
    789     "# Another way to do this is with sqrt, but the distribution is not quite as good.\n",
    790     "\n",
    791     "from sklearn.preprocessing import FunctionTransformer\n",
    792     "\n",
    793     "log_trans = FunctionTransformer(np.log, inverse_func=np.exp)\n",
    794     "\n",
    795     "log_pop = log_trans.transform(housing[['population']])\n",
    796     "print('BEFORE:')\n",
    797     "plt.hist(housing['population'])\n",
    798     "plt.show()\n",
    799     "print(\"AFTER:\")\n",
    800     "plt.hist(log_pop)\n",
    801     "plt.show()\n"
    802    ]
    803   },
    804   {
    805    "cell_type": "code",
    806    "execution_count": 25,
    807    "metadata": {},
    808    "outputs": [
    809     {
    810      "name": "stdout",
    811      "output_type": "stream",
    812      "text": [
    813       "BEFORE:\n"
    814      ]
    815     },
    816     {
    817      "data": {
    818       "image/png": "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",
    819       "text/plain": [
    820        "<Figure size 640x480 with 1 Axes>"
    821       ]
    822      },
    823      "metadata": {},
    824      "output_type": "display_data"
    825     },
    826     {
    827      "name": "stdout",
    828      "output_type": "stream",
    829      "text": [
    830       "AFTER:\n"
    831      ]
    832     },
    833     {
    834      "data": {
    835       "image/png": "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",
    836       "text/plain": [
    837        "<Figure size 640x480 with 1 Axes>"
    838       ]
    839      },
    840      "metadata": {},
    841      "output_type": "display_data"
    842     }
    843    ],
    844    "source": [
    845     "# Use RBF function to find distribution. Note that lower gamma values means a larger kernel\n",
    846     "# whereas higher values decrease the kernel size (increase slope)\n",
    847     "\n",
    848     "rbf_trans = FunctionTransformer(rbf_kernel, kw_args=dict(Y=[[35]], gamma=.1))\n",
    849     "age_simil_35 = rbf_trans.transform(housing[['housing_median_age']])\n",
    850     "\n",
    851     "print('BEFORE:')\n",
    852     "plt.hist(housing['housing_median_age'])\n",
    853     "plt.show()\n",
    854     "\n",
    855     "print(\"AFTER:\")\n",
    856     "plt.hist(age_simil_35, bins=30)\n",
    857     "plt.show()"
    858    ]
    859   },
    860   {
    861    "cell_type": "code",
    862    "execution_count": 26,
    863    "metadata": {},
    864    "outputs": [
    865     {
    866      "data": {
    867       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAGdCAYAAAAMm0nCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAhPElEQVR4nO3de3BU5f3H8U8uZBOQTbg0m6RGiFgFFEVA44po1QxRoi0VqwwRqSJ4SWwhCoaiQUEBo6KCCAUvYUYoYEcsEgTSUKBCuDRARW5qAcHSDTpAFlGSQM7vj9+wZSUqG3PhG9+vmZ0x5zzn5DmPwL452V3CHMdxBAAAYEh4Y08AAAAgVAQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzIls7AnUl+rqau3fv18tW7ZUWFhYY08HAACcAcdxdOTIESUlJSk8/LvvszTZgNm/f7+Sk5MbexoAAKAW9u3bp3PPPfc79zfZgGnZsqWk/18At9vdyLMBAABnwu/3Kzk5OfA8/l2abMCc/LGR2+0mYAAAMOaHXv7Bi3gBAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcyIbewIWtc8tbOwphGzPxIzGngIAAHWGOzAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMCckALmxIkTeuKJJ5SSkqKYmBh16NBB48aNk+M4gTGO4ygvL0+JiYmKiYlRWlqaPvnkk6DzHDx4UJmZmXK73YqLi9PgwYP11VdfBY358MMP1atXL0VHRys5OVn5+fk/4jIBAEBTElLAPPvss5o2bZpeeeUVbd++Xc8++6zy8/M1ZcqUwJj8/HxNnjxZ06dP17p169SiRQulp6fr2LFjgTGZmZnaunWrioqKtGjRIq1atUpDhw4N7Pf7/erdu7fatWun0tJSPffcc3ryySc1Y8aMOrhkAABgXZhz6u2TH3DLLbfI4/Ho9ddfD2zr16+fYmJi9NZbb8lxHCUlJemRRx7Ro48+KkkqLy+Xx+NRQUGB+vfvr+3bt6tz587asGGDevToIUlasmSJ+vTpo88//1xJSUmaNm2aRo8eLZ/Pp6ioKElSbm6u3n33Xe3YseOM5ur3+xUbG6vy8nK53e4zXpAz0T63sE7P1xD2TMxo7CkAAPCDzvT5O6Q7MFdffbWKi4v18ccfS5L+9a9/6YMPPtDNN98sSdq9e7d8Pp/S0tICx8TGxio1NVUlJSWSpJKSEsXFxQXiRZLS0tIUHh6udevWBcZce+21gXiRpPT0dO3cuVOHDh2qcW4VFRXy+/1BDwAA0DRFhjI4NzdXfr9fHTt2VEREhE6cOKFnnnlGmZmZkiSfzydJ8ng8Qcd5PJ7APp/Pp/j4+OBJREaqdevWQWNSUlJOO8fJfa1atTptbhMmTNBTTz0VyuUAAACjQroDM3/+fM2ePVtz5szRxo0bNWvWLD3//POaNWtWfc3vjI0aNUrl5eWBx759+xp7SgAAoJ6EdAdmxIgRys3NVf/+/SVJXbp00WeffaYJEyZo0KBBSkhIkCSVlZUpMTExcFxZWZm6du0qSUpISNCBAweCznv8+HEdPHgwcHxCQoLKysqCxpz8+uSYb3O5XHK5XKFcDgAAMCqkOzBff/21wsODD4mIiFB1dbUkKSUlRQkJCSouLg7s9/v9WrdunbxeryTJ6/Xq8OHDKi0tDYxZvny5qqurlZqaGhizatUqVVVVBcYUFRXpoosuqvHHRwAA4KclpIC59dZb9cwzz6iwsFB79uzRggULNGnSJP3mN7+RJIWFhWnYsGF6+umntXDhQm3ZskV33323kpKS1LdvX0lSp06ddNNNN2nIkCFav369Vq9erezsbPXv319JSUmSpAEDBigqKkqDBw/W1q1bNW/ePL388svKycmp26sHAAAmhfQjpClTpuiJJ57QQw89pAMHDigpKUn333+/8vLyAmNGjhypo0ePaujQoTp8+LCuueYaLVmyRNHR0YExs2fPVnZ2tm688UaFh4erX79+mjx5cmB/bGysli1bpqysLHXv3l1t27ZVXl5e0GfFAACAn66QPgfGEj4HJhifAwMAsKBePgcGAADgbEDAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADAn5ID5z3/+o7vuuktt2rRRTEyMunTpon/+85+B/Y7jKC8vT4mJiYqJiVFaWpo++eSToHMcPHhQmZmZcrvdiouL0+DBg/XVV18Fjfnwww/Vq1cvRUdHKzk5Wfn5+bW8RAAA0NSEFDCHDh1Sz5491axZM73//vvatm2bXnjhBbVq1SowJj8/X5MnT9b06dO1bt06tWjRQunp6Tp27FhgTGZmprZu3aqioiItWrRIq1at0tChQwP7/X6/evfurXbt2qm0tFTPPfecnnzySc2YMaMOLhkAAFgX5jiOc6aDc3NztXr1av3jH/+ocb/jOEpKStIjjzyiRx99VJJUXl4uj8ejgoIC9e/fX9u3b1fnzp21YcMG9ejRQ5K0ZMkS9enTR59//rmSkpI0bdo0jR49Wj6fT1FRUYHv/e6772rHjh1nNFe/36/Y2FiVl5fL7Xaf6SWekfa5hXV6voawZ2JGY08BAIAfdKbP3yHdgVm4cKF69Oih3/72t4qPj9fll1+umTNnBvbv3r1bPp9PaWlpgW2xsbFKTU1VSUmJJKmkpERxcXGBeJGktLQ0hYeHa926dYEx1157bSBeJCk9PV07d+7UoUOHapxbRUWF/H5/0AMAADRNIQXMrl27NG3aNP3iF7/Q0qVL9eCDD+r3v/+9Zs2aJUny+XySJI/HE3Scx+MJ7PP5fIqPjw/aHxkZqdatWweNqekcp36Pb5swYYJiY2MDj+Tk5FAuDQAAGBJSwFRXV6tbt24aP368Lr/8cg0dOlRDhgzR9OnT62t+Z2zUqFEqLy8PPPbt29fYUwIAAPUkpIBJTExU586dg7Z16tRJe/fulSQlJCRIksrKyoLGlJWVBfYlJCTowIEDQfuPHz+ugwcPBo2p6Rynfo9vc7lccrvdQQ8AANA0hRQwPXv21M6dO4O2ffzxx2rXrp0kKSUlRQkJCSouLg7s9/v9WrdunbxeryTJ6/Xq8OHDKi0tDYxZvny5qqurlZqaGhizatUqVVVVBcYUFRXpoosuCnrHEwAA+GkKKWCGDx+utWvXavz48fr00081Z84czZgxQ1lZWZKksLAwDRs2TE8//bQWLlyoLVu26O6771ZSUpL69u0r6f/v2Nx0000aMmSI1q9fr9WrVys7O1v9+/dXUlKSJGnAgAGKiorS4MGDtXXrVs2bN08vv/yycnJy6vbqAQCASZGhDL7iiiu0YMECjRo1SmPHjlVKSopeeuklZWZmBsaMHDlSR48e1dChQ3X48GFdc801WrJkiaKjowNjZs+erezsbN14440KDw9Xv379NHny5MD+2NhYLVu2TFlZWerevbvatm2rvLy8oM+KAQAAP10hfQ6MJXwOTDA+BwYAYEG9fA4MAADA2YCAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzflTATJw4UWFhYRo2bFhg27Fjx5SVlaU2bdronHPOUb9+/VRWVhZ03N69e5WRkaHmzZsrPj5eI0aM0PHjx4PGrFixQt26dZPL5dIFF1yggoKCHzNVAADQhNQ6YDZs2KA//elPuvTSS4O2Dx8+XO+9957efvttrVy5Uvv379dtt90W2H/ixAllZGSosrJSa9as0axZs1RQUKC8vLzAmN27dysjI0PXX3+9Nm/erGHDhum+++7T0qVLaztdAADQhNQqYL766itlZmZq5syZatWqVWB7eXm5Xn/9dU2aNEk33HCDunfvrjfffFNr1qzR2rVrJUnLli3Ttm3b9NZbb6lr1666+eabNW7cOE2dOlWVlZWSpOnTpyslJUUvvPCCOnXqpOzsbN1+++168cUX6+CSAQCAdbUKmKysLGVkZCgtLS1oe2lpqaqqqoK2d+zYUeedd55KSkokSSUlJerSpYs8Hk9gTHp6uvx+v7Zu3RoY8+1zp6enB85Rk4qKCvn9/qAHAABomiJDPWDu3LnauHGjNmzYcNo+n8+nqKgoxcXFBW33eDzy+XyBMafGy8n9J/d93xi/369vvvlGMTExp33vCRMm6Kmnngr1cgAAgEEh3YHZt2+f/vCHP2j27NmKjo6urznVyqhRo1ReXh547Nu3r7GnBAAA6klIAVNaWqoDBw6oW7duioyMVGRkpFauXKnJkycrMjJSHo9HlZWVOnz4cNBxZWVlSkhIkCQlJCSc9q6kk1//0Bi3213j3RdJcrlccrvdQQ8AANA0hRQwN954o7Zs2aLNmzcHHj169FBmZmbgv5s1a6bi4uLAMTt37tTevXvl9XolSV6vV1u2bNGBAwcCY4qKiuR2u9W5c+fAmFPPcXLMyXMAAICftpBeA9OyZUtdcsklQdtatGihNm3aBLYPHjxYOTk5at26tdxutx5++GF5vV5dddVVkqTevXurc+fOGjhwoPLz8+Xz+fT4448rKytLLpdLkvTAAw/olVde0ciRI3Xvvfdq+fLlmj9/vgoLC+vimgEAgHEhv4j3h7z44osKDw9Xv379VFFRofT0dL366quB/REREVq0aJEefPBBeb1etWjRQoMGDdLYsWMDY1JSUlRYWKjhw4fr5Zdf1rnnnqvXXntN6enpdT1dAABgUJjjOE5jT6I++P1+xcbGqry8vM5fD9M+196doD0TMxp7CgAA/KAzff7m30ICAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzKnzz4EBAACh4eM5QscdGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJhDwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADmEDAAAMAcAgYAAJgTUsBMmDBBV1xxhVq2bKn4+Hj17dtXO3fuDBpz7NgxZWVlqU2bNjrnnHPUr18/lZWVBY3Zu3evMjIy1Lx5c8XHx2vEiBE6fvx40JgVK1aoW7ducrlcuuCCC1RQUFC7KwQAAE1OSAGzcuVKZWVlae3atSoqKlJVVZV69+6to0ePBsYMHz5c7733nt5++22tXLlS+/fv12233RbYf+LECWVkZKiyslJr1qzRrFmzVFBQoLy8vMCY3bt3KyMjQ9dff702b96sYcOG6b777tPSpUvr4JIBAIB1YY7jOLU9+IsvvlB8fLxWrlypa6+9VuXl5frZz36mOXPm6Pbbb5ck7dixQ506dVJJSYmuuuoqvf/++7rlllu0f/9+eTweSdL06dP12GOP6YsvvlBUVJQee+wxFRYW6qOPPgp8r/79++vw4cNasmTJGc3N7/crNjZW5eXlcrvdtb3EGrXPLazT8zWEPRMzGnsKAIDvwPPK/5zp8/ePeg1MeXm5JKl169aSpNLSUlVVVSktLS0wpmPHjjrvvPNUUlIiSSopKVGXLl0C8SJJ6enp8vv92rp1a2DMqec4OebkOWpSUVEhv98f9AAAAE1TrQOmurpaw4YNU8+ePXXJJZdIknw+n6KiohQXFxc01uPxyOfzBcacGi8n95/c931j/H6/vvnmmxrnM2HCBMXGxgYeycnJtb00AABwlqt1wGRlZemjjz7S3Llz63I+tTZq1CiVl5cHHvv27WvsKQEAgHoSWZuDsrOztWjRIq1atUrnnntuYHtCQoIqKyt1+PDhoLswZWVlSkhICIxZv3590PlOvkvp1DHffudSWVmZ3G63YmJiapyTy+WSy+WqzeUAAABjQroD4ziOsrOztWDBAi1fvlwpKSlB+7t3765mzZqpuLg4sG3nzp3au3evvF6vJMnr9WrLli06cOBAYExRUZHcbrc6d+4cGHPqOU6OOXkOAADw0xbSHZisrCzNmTNHf/3rX9WyZcvAa1ZiY2MVExOj2NhYDR48WDk5OWrdurXcbrcefvhheb1eXXXVVZKk3r17q3Pnzho4cKDy8/Pl8/n0+OOPKysrK3AH5YEHHtArr7yikSNH6t5779Xy5cs1f/58FRbae5U2AACoeyHdgZk2bZrKy8v1y1/+UomJiYHHvHnzAmNefPFF3XLLLerXr5+uvfZaJSQk6J133gnsj4iI0KJFixQRESGv16u77rpLd999t8aOHRsYk5KSosLCQhUVFemyyy7TCy+8oNdee03p6el1cMkAAMC6H/U5MGczPgcmGJ8DAwBnL55X/qdBPgcGAACgMRAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYQ8AAAABzCBgAAGAOAQMAAMwhYAAAgDkEDAAAMIeAAQAA5hAwAADAHAIGAACYE9nYEwAAoC61zy1s7CmgAXAHBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5kY09AQCNr31uYWNPIWR7JmY09hQANCLuwAAAAHMIGAAAYA4BAwAAzCFgAACAObyI9yfC4os0JV6oCQCoGQEDAPhOVv/yg6aPHyEBAABzuAMD1DH+xgoA9Y87MAAAwBzuwABAA+HuHFB3uAMDAADM4Q4Mzmr8jRUAUBPuwAAAAHMIGAAAYA4BAwAAzCFgAACAOQQMAAAwh4ABAADm8DZqACbxFnvgp+2svgMzdepUtW/fXtHR0UpNTdX69esbe0oAAOAscNYGzLx585STk6MxY8Zo48aNuuyyy5Senq4DBw409tQAAEAjO2sDZtKkSRoyZIjuuecede7cWdOnT1fz5s31xhtvNPbUAABAIzsrXwNTWVmp0tJSjRo1KrAtPDxcaWlpKikpqfGYiooKVVRUBL4uLy+XJPn9/jqfX3XF13V+TgAALKmP59dTz+s4zveOOysD5ssvv9SJEyfk8XiCtns8Hu3YsaPGYyZMmKCnnnrqtO3Jycn1MkcAAH7KYl+q3/MfOXJEsbGx37n/rAyY2hg1apRycnICX1dXV+vgwYNq06aNwsLC6uz7+P1+JScna9++fXK73XV2XpyOtW4YrHPDYJ0bBuvcMOpznR3H0ZEjR5SUlPS9487KgGnbtq0iIiJUVlYWtL2srEwJCQk1HuNyueRyuYK2xcXF1dcU5Xa7+c3RQFjrhsE6NwzWuWGwzg2jvtb5++68nHRWvog3KipK3bt3V3FxcWBbdXW1iouL5fV6G3FmAADgbHBW3oGRpJycHA0aNEg9evTQlVdeqZdeeklHjx7VPffc09hTAwAAjeysDZg777xTX3zxhfLy8uTz+dS1a1ctWbLktBf2NjSXy6UxY8ac9uMq1D3WumGwzg2DdW4YrHPDOBvWOcz5ofcpAQAAnGXOytfAAAAAfB8CBgAAmEPAAAAAcwgYAABgDgFTg6lTp6p9+/aKjo5Wamqq1q9f/73j3377bXXs2FHR0dHq0qWLFi9e3EAztS2UdZ45c6Z69eqlVq1aqVWrVkpLS/vB/y/4n1B/TZ80d+5chYWFqW/fvvU7wSYi1HU+fPiwsrKylJiYKJfLpQsvvJA/P85AqOv80ksv6aKLLlJMTIySk5M1fPhwHTt2rIFma9OqVat06623KikpSWFhYXr33Xd/8JgVK1aoW7ducrlcuuCCC1RQUFC/k3QQZO7cuU5UVJTzxhtvOFu3bnWGDBnixMXFOWVlZTWOX716tRMREeHk5+c727Ztcx5//HGnWbNmzpYtWxp45raEus4DBgxwpk6d6mzatMnZvn2787vf/c6JjY11Pv/88waeuT2hrvVJu3fvdn7+8587vXr1cn796183zGQNC3WdKyoqnB49ejh9+vRxPvjgA2f37t3OihUrnM2bNzfwzG0JdZ1nz57tuFwuZ/bs2c7u3budpUuXOomJic7w4cMbeOa2LF682Bk9erTzzjvvOJKcBQsWfO/4Xbt2Oc2bN3dycnKcbdu2OVOmTHEiIiKcJUuW1NscCZhvufLKK52srKzA1ydOnHCSkpKcCRMm1Dj+jjvucDIyMoK2paamOvfff3+9ztO6UNf5244fP+60bNnSmTVrVn1NscmozVofP37cufrqq53XXnvNGTRoEAFzBkJd52nTpjnnn3++U1lZ2VBTbBJCXeesrCznhhtuCNqWk5Pj9OzZs17n2ZScScCMHDnSufjii4O23XnnnU56enq9zYsfIZ2isrJSpaWlSktLC2wLDw9XWlqaSkpKajympKQkaLwkpaenf+d41G6dv+3rr79WVVWVWrduXV/TbBJqu9Zjx45VfHy8Bg8e3BDTNK8267xw4UJ5vV5lZWXJ4/Hokksu0fjx43XixImGmrY5tVnnq6++WqWlpYEfM+3atUuLFy9Wnz59GmTOPxWN8Vx41n4Sb2P48ssvdeLEidM+7dfj8WjHjh01HuPz+Woc7/P56m2e1tVmnb/tscceU1JS0mm/YRCsNmv9wQcf6PXXX9fmzZsbYIZNQ23WedeuXVq+fLkyMzO1ePFiffrpp3rooYdUVVWlMWPGNMS0zanNOg8YMEBffvmlrrnmGjmOo+PHj+uBBx7QH//4x4aY8k/Gdz0X+v1+ffPNN4qJianz78kdGJgzceJEzZ07VwsWLFB0dHRjT6dJOXLkiAYOHKiZM2eqbdu2jT2dJq26ulrx8fGaMWOGunfvrjvvvFOjR4/W9OnTG3tqTcqKFSs0fvx4vfrqq9q4caPeeecdFRYWaty4cY09NfxI3IE5Rdu2bRUREaGysrKg7WVlZUpISKjxmISEhJDGo3brfNLzzz+viRMn6m9/+5suvfTS+pxmkxDqWv/73//Wnj17dOuttwa2VVdXS5IiIyO1c+dOdejQoX4nbVBtfk0nJiaqWbNmioiICGzr1KmTfD6fKisrFRUVVa9ztqg26/zEE09o4MCBuu+++yRJXbp00dGjRzV06FCNHj1a4eH8Pb4ufNdzodvtrpe7LxJ3YIJERUWpe/fuKi4uDmyrrq5WcXGxvF5vjcd4vd6g8ZJUVFT0neNRu3WWpPz8fI0bN05LlixRjx49GmKq5oW61h07dtSWLVu0efPmwONXv/qVrr/+em3evFnJyckNOX0zavNrumfPnvr0008DgShJH3/8sRITE4mX71Cbdf76669Pi5ST0ejwTwHWmUZ5Lqy3lwcbNXfuXMflcjkFBQXOtm3bnKFDhzpxcXGOz+dzHMdxBg4c6OTm5gbGr1692omMjHSef/55Z/v27c6YMWN4G/UZCHWdJ06c6ERFRTl/+ctfnP/+97+Bx5EjRxrrEswIda2/jXchnZlQ13nv3r1Oy5YtnezsbGfnzp3OokWLnPj4eOfpp59urEswIdR1HjNmjNOyZUvnz3/+s7Nr1y5n2bJlTocOHZw77rijsS7BhCNHjjibNm1yNm3a5EhyJk2a5GzatMn57LPPHMdxnNzcXGfgwIGB8SffRj1ixAhn+/btztSpU3kbdWOYMmWKc9555zlRUVHOlVde6axduzaw77rrrnMGDRoUNH7+/PnOhRde6ERFRTkXX3yxU1hY2MAztimUdW7Xrp0j6bTHmDFjGn7iBoX6a/pUBMyZC3Wd16xZ46Smpjoul8s5//zznWeeecY5fvx4A8/anlDWuaqqynnyySedDh06ONHR0U5ycrLz0EMPOYcOHWr4iRvy97//vcY/c0+u7aBBg5zrrrvutGO6du3qREVFOeeff77z5ptv1uscwxyHe2gAAMAWXgMDAADMIWAAAIA5BAwAADCHgAEAAOYQMAAAwBwCBgAAmEPAAAAAcwgYAABgDgEDAADMIWAAAIA5BAwAADCHgAEAAOb8H9Kulka+iTf7AAAAAElFTkSuQmCC",
    868       "text/plain": [
    869        "<Figure size 640x480 with 1 Axes>"
    870       ]
    871      },
    872      "metadata": {},
    873      "output_type": "display_data"
    874     }
    875    ],
    876    "source": [
    877     "# Plot based on distance from san francisco\n",
    878     "sf_coords = 37.7749, -122.41\n",
    879     "sf_transformer = FunctionTransformer(rbf_kernel,\n",
    880     "kw_args=dict(Y=[sf_coords], gamma=.1))\n",
    881     "sf_simil = sf_transformer.transform(housing[[\"latitude\", \"longitude\"]])\n",
    882     "\n",
    883     "plt.hist(sf_simil)\n",
    884     "plt.show()"
    885    ]
    886   },
    887   {
    888    "cell_type": "code",
    889    "execution_count": 27,
    890    "metadata": {},
    891    "outputs": [
    892     {
    893      "data": {
    894       "text/plain": [
    895        "array([[0.5 ],\n",
    896        "       [0.75]])"
    897       ]
    898      },
    899      "execution_count": 27,
    900      "metadata": {},
    901      "output_type": "execute_result"
    902     }
    903    ],
    904    "source": [
    905     "# Transformer that takes the ratio of two inputs brought in as ordered pairs in \n",
    906     "# a numpy array\n",
    907     "\n",
    908     "ratio_transformer=FunctionTransformer(lambda X: X[:,[0]] / X[:,[1]])\n",
    909     "ratio_transformer.transform(np.array([[1,2], [3,4]]))"
    910    ]
    911   },
    912   {
    913    "cell_type": "code",
    914    "execution_count": 28,
    915    "metadata": {},
    916    "outputs": [],
    917    "source": [
    918     "from sklearn.cluster import KMeans\n",
    919     "from sklearn.base import BaseEstimator\n",
    920     "from sklearn.base import TransformerMixin\n",
    921     "\n",
    922     "# Use kmeans clustering to cluster data together into 10 hotspots.\n",
    923     "# From here we use a RBF for each cluster and return the result to find the \n",
    924     "# relative distance from the cluster centroid.\n",
    925     "\n",
    926     "class ClusterSimilarity(BaseEstimator, TransformerMixin):\n",
    927     "    def __init__(self, n_clusters=10, gamma=1.0, random_state=None):\n",
    928     "        self.n_clusters = n_clusters\n",
    929     "        self.gamma = gamma\n",
    930     "        self.random_state = random_state\n",
    931     "\n",
    932     "    def fit(self, X, y=None, sample_weight=None):\n",
    933     "        self.kmeans_ = KMeans(self.n_clusters, random_state=self.random_state)\n",
    934     "        self.kmeans_.fit(X, sample_weight=sample_weight)\n",
    935     "        return self # always return self!\n",
    936     "    \n",
    937     "    def transform(self, X):\n",
    938     "        return rbf_kernel(X, self.kmeans_.cluster_centers_, gamma=self.gamma)\n",
    939     "   \n",
    940     "    def get_feature_names_out(self, names=None):\n",
    941     "        return [f\"Cluster {i} similarity\" for i in range(self.n_clusters)]\n",
    942     "    \n",
    943     "\n",
    944     "\n",
    945     "cluster_simil = ClusterSimilarity(n_clusters=10, gamma=1., random_state=42)\n",
    946     "similarities = cluster_simil.fit_transform(housing[[\"latitude\", \"longitude\"]],\n",
    947     "sample_weight=housing_labels)"
    948    ]
    949   },
    950   {
    951    "cell_type": "code",
    952    "execution_count": 29,
    953    "metadata": {},
    954    "outputs": [
    955     {
    956      "data": {
    957       "text/plain": [
    958        "array([[0.98, 0.  , 0.  , 0.05, 0.  , 0.  , 0.29, 0.8 , 0.25, 0.  ],\n",
    959        "       [0.96, 0.  , 0.  , 0.08, 0.  , 0.  , 0.26, 0.84, 0.21, 0.  ],\n",
    960        "       [0.95, 0.  , 0.  , 0.1 , 0.  , 0.  , 0.21, 0.91, 0.28, 0.  ]])"
    961       ]
    962      },
    963      "execution_count": 29,
    964      "metadata": {},
    965      "output_type": "execute_result"
    966     }
    967    ],
    968    "source": [
    969     "similarities[:3].round(2)"
    970    ]
    971   },
    972   {
    973    "cell_type": "code",
    974    "execution_count": 30,
    975    "metadata": {},
    976    "outputs": [],
    977    "source": [
    978     "import sklearn\n",
    979     "sklearn.set_config(display='diagram')"
    980    ]
    981   },
    982   {
    983    "cell_type": "code",
    984    "execution_count": 31,
    985    "metadata": {},
    986    "outputs": [
    987     {
    988      "data": {
    989       "text/plain": [
    990        "array([[<Axes: title={'center': 'longitude'}>,\n",
    991        "        <Axes: title={'center': 'latitude'}>,\n",
    992        "        <Axes: title={'center': 'housing_median_age'}>],\n",
    993        "       [<Axes: title={'center': 'total_rooms'}>,\n",
    994        "        <Axes: title={'center': 'total_bedrooms'}>,\n",
    995        "        <Axes: title={'center': 'population'}>],\n",
    996        "       [<Axes: title={'center': 'households'}>,\n",
    997        "        <Axes: title={'center': 'median_income'}>, <Axes: >]],\n",
    998        "      dtype=object)"
    999       ]
   1000      },
   1001      "execution_count": 31,
   1002      "metadata": {},
   1003      "output_type": "execute_result"
   1004     },
   1005     {
   1006      "data": {
   1007       "image/png": "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",
   1008       "text/plain": [
   1009        "<Figure size 640x480 with 9 Axes>"
   1010       ]
   1011      },
   1012      "metadata": {},
   1013      "output_type": "display_data"
   1014     }
   1015    ],
   1016    "source": [
   1017     "from sklearn.pipeline import make_pipeline\n",
   1018     "num_pipeline = make_pipeline(SimpleImputer(strategy=\"median\"), StandardScaler())\n",
   1019     "\n",
   1020     "housing_num_prepared = num_pipeline.fit_transform(housing_num)\n",
   1021     "housing_num_prepared[:2].round(2)\n",
   1022     "\n",
   1023     "df_housing_num_prepared = pd.DataFrame(\n",
   1024     "housing_num_prepared, columns=num_pipeline.get_feature_names_out(),\n",
   1025     "index=housing_num.index)\n",
   1026     "\n",
   1027     "df_housing_num_prepared.hist()"
   1028    ]
   1029   },
   1030   {
   1031    "cell_type": "code",
   1032    "execution_count": 32,
   1033    "metadata": {},
   1034    "outputs": [],
   1035    "source": [
   1036     "from sklearn.compose import ColumnTransformer\n",
   1037     "\n",
   1038     "num_attribs = ['longitude', 'latitude', 'housing_median_age', 'total_rooms', 'total_bedrooms', 'population', 'households', 'median_income']\n",
   1039     "cat_attribs = ['ocean_proximity']\n",
   1040     "\n",
   1041     "cat_pipeline = make_pipeline(\n",
   1042     "    SimpleImputer(strategy='most_frequent'),\n",
   1043     "    OneHotEncoder(handle_unknown='ignore')\n",
   1044     ")\n",
   1045     "\n",
   1046     "preprocessing = ColumnTransformer([\n",
   1047     "    ('num' , num_pipeline, num_attribs),\n",
   1048     "    ('cat' , cat_pipeline, cat_attribs)\n",
   1049     "])\n",
   1050     "\n",
   1051     "housing_prepared = preprocessing.fit_transform(housing)\n",
   1052     "\n",
   1053     "df = pd.DataFrame(housing_prepared, columns=preprocessing.get_feature_names_out(), index=housing_num.index)"
   1054    ]
   1055   }
   1056  ],
   1057  "metadata": {
   1058   "kernelspec": {
   1059    "display_name": "notebook",
   1060    "language": "python",
   1061    "name": "notebook"
   1062   },
   1063   "language_info": {
   1064    "codemirror_mode": {
   1065     "name": "ipython",
   1066     "version": 3
   1067    },
   1068    "file_extension": ".py",
   1069    "mimetype": "text/x-python",
   1070    "name": "python",
   1071    "nbconvert_exporter": "python",
   1072    "pygments_lexer": "ipython3",
   1073    "version": "3.11.2"
   1074   }
   1075  },
   1076  "nbformat": 4,
   1077  "nbformat_minor": 2
   1078 }