detect_outliers.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/Alro10/time-series-statistical-tests/blob/master/statistical_tests.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "FDH_zF1f6r0x"
   },
   "source": [
    "# Statistical tests for Time Series - Using Climatic Data for COVID-19 analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "QixxOxCW6cg1"
   },
   "outputs": [],
   "source": [
    "import warnings                                  # do not disturbe mode\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# Load packages\n",
    "import numpy as np                               # vectors and matrices\n",
    "import pandas as pd                              # tables and data manipulations\n",
    "import matplotlib.pyplot as plt                  # plots\n",
    "import seaborn as sns                            # more plots\n",
    "\n",
    "from dateutil.relativedelta import relativedelta # working with dates with style\n",
    "from scipy.optimize import minimize              # for function minimization\n",
    "\n",
    "import statsmodels.formula.api as smf            # statistics and econometrics\n",
    "import statsmodels.tsa.api as smt\n",
    "import statsmodels.api as sm\n",
    "import scipy.stats as scs\n",
    "\n",
    "from itertools import product                    # some useful functions\n",
    "from tqdm import tqdm_notebook\n",
    "\n",
    "%matplotlib inline\n",
    "# based on https://www.kaggle.com/kashnitsky/topic-9-part-1-time-series-analysis-in-python#Topic-9.-Part-1.-Time-series-analysis-in-Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "5_v9BTRxKjEB"
   },
   "source": [
    "## Stationarity test\n",
    "\n",
    "**Augmented Dickey-Fuller test (ADF)**\n",
    "\n",
    "ADF tests the null hypothesis that a unit root is present in time series sample. ADF statistic is a negative number and more negative it is the stronger the rejection of the hypothesis that there is a unit root.\n",
    "\n",
    "- Null Hypotehsis (H0): If accepted, it suggests the time series has a unit root, meaning it is non-stationary. It has some time dependent structure.\n",
    "\n",
    "- Alternate Hypothesis (H1): The null hypothesis is rejected; it suggests the time series does not have a unit root, meaning it is stationary.\n",
    "\n",
    "p-value > 0.05: Accept H0, the data has a unit root and is non-stationary\n",
    "\n",
    "p-value ≤ 0.05: Reject H0. the data does not have a unit root and is stationary\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "tgOKz-rJJrIb"
   },
   "source": [
    "## Forecast quality metrics\n",
    "\n",
    "Before we begin forecasting, let's understand how to measure the quality of our predictions and take a look at the most commonly used metrics.\n",
    "\n",
    "- [R squared](http://scikit-learn.org/stable/modules/model_evaluation.html#r2-score-the-coefficient-of-determination): coefficient of determination (in econometrics, this can be interpreted as the percentage of variance explained by the model), $(-\\infty, 1]$\n",
    "\n",
    "$R^2 = 1 - \\frac{SS_{res}}{SS_{tot}}$ \n",
    "\n",
    "```python\n",
    "sklearn.metrics.r2_score\n",
    "```\n",
    "---\n",
    "- [Mean Absolute Error](http://scikit-learn.org/stable/modules/model_evaluation.html#mean-absolute-error): this is an interpretable metric because it has the same unit of measurment as the initial series, $[0, +\\infty)$\n",
    "\n",
    "$MAE = \\frac{\\sum\\limits_{i=1}^{n} |y_i - \\hat{y}_i|}{n}$ \n",
    "\n",
    "```python\n",
    "sklearn.metrics.mean_absolute_error\n",
    "```\n",
    "---\n",
    "- [Median Absolute Error](http://scikit-learn.org/stable/modules/model_evaluation.html#median-absolute-error): again, an interpretable metric that is particularly interesting because it is robust to outliers, $[0, +\\infty)$\n",
    "\n",
    "$MedAE = median(|y_1 - \\hat{y}_1|, ... , |y_n - \\hat{y}_n|)$\n",
    "\n",
    "```python\n",
    "sklearn.metrics.median_absolute_error\n",
    "```\n",
    "---\n",
    "- [Mean Squared Error](http://scikit-learn.org/stable/modules/model_evaluation.html#mean-squared-error): the most commonly used metric that gives a higher penalty to large errors and vice versa, $[0, +\\infty)$\n",
    "\n",
    "$MSE = \\frac{1}{n}\\sum\\limits_{i=1}^{n} (y_i - \\hat{y}_i)^2$\n",
    "\n",
    "```python\n",
    "sklearn.metrics.mean_squared_error\n",
    "```\n",
    "---\n",
    "- [Mean Squared Logarithmic Error](http://scikit-learn.org/stable/modules/model_evaluation.html#mean-squared-logarithmic-error): practically, this is the same as MSE, but we take the logarithm of the series. As a result, we give more weight to small mistakes as well. This is usually used when the data has exponential trends, $[0, +\\infty)$\n",
    "\n",
    "$MSLE = \\frac{1}{n}\\sum\\limits_{i=1}^{n} (log(1+y_i) - log(1+\\hat{y}_i))^2$\n",
    "\n",
    "```python\n",
    "sklearn.metrics.mean_squared_log_error\n",
    "```\n",
    "---\n",
    "- Mean Absolute Percentage Error: this is the same as MAE but is computed as a percentage, which is very convenient when you want to explain the quality of the model to management, $[0, +\\infty)$\n",
    "\n",
    "$MAPE = \\frac{100}{n}\\sum\\limits_{i=1}^{n} \\frac{|y_i - \\hat{y}_i|}{y_i}$ \n",
    "\n",
    "```python\n",
    "def mean_absolute_percentage_error(y_true, y_pred): \n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Z3Zqqh6ez5y2"
   },
   "source": [
    "## Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "M8-DK-8UyKzo"
   },
   "outputs": [],
   "source": [
    "capitals_df = pd.read_csv('all_capitals_climate.csv', index_col=['validdate'])\n",
    "\n",
    "ads = capitals_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 231
    },
    "colab_type": "code",
    "id": "Q3Pq0tQDzIAI",
    "outputId": "60d066ed-90d4-49ac-9e2c-5b9fced9627f"
   },
   "outputs": [],
   "source": [
    "ads.rename(columns={'Unnamed: 0': 'city'}, inplace=True)\n",
    "ads.drop(['Unnamed: 1'], axis=1, inplace=True)\n",
    "ads = ads[ads['city'] == 'Teresina']\n",
    "ads = ads[['t_2m:C']]\n",
    "ads.rename(columns={'t_2m:C':'Ads'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 231
    },
    "colab_type": "code",
    "id": "I-d4SaXdzkub",
    "outputId": "310d8870-d7a6-41cf-d328-24ed6b6d19fe"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ads</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>validdate</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-01T00:00:00Z</th>\n",
       "      <td>11.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-02T00:00:00Z</th>\n",
       "      <td>10.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-03T00:00:00Z</th>\n",
       "      <td>10.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-04T00:00:00Z</th>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-05T00:00:00Z</th>\n",
       "      <td>11.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Ads\n",
       "validdate                 \n",
       "2020-01-01T00:00:00Z  11.3\n",
       "2020-01-02T00:00:00Z  10.7\n",
       "2020-01-03T00:00:00Z  10.6\n",
       "2020-01-04T00:00:00Z   8.8\n",
       "2020-01-05T00:00:00Z  11.1"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# currency.head()\n",
    "ads.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "huooZaI0z9pp"
   },
   "source": [
    "### Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 389
    },
    "colab_type": "code",
    "id": "iHIsa-I2zxX4",
    "outputId": "b254be62-8fc2-4d49-8a73-25acb2d28982"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 6))\n",
    "plt.plot(ads.Ads)\n",
    "plt.title('Ads watched (hourly data)')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 389
    },
    "colab_type": "code",
    "id": "Upfwqtp81H1Y",
    "outputId": "94a11e27-a33f-4d8d-cbe3-938becdd3419"
   },
   "outputs": [],
   "source": [
    "# plt.figure(figsize=(18, 6))\n",
    "# plt.plot(currency.GEMS_GEMS_SPENT)\n",
    "# plt.title('In-game currency spent (daily data)')\n",
    "# plt.grid(True)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "QRijCDpoK0FL"
   },
   "source": [
    "## Moving average, metrics and so on\n",
    "Let's start with a naive hypothesis: \"tomorrow will be the same as today\". However, instead of a model like  $\\hat{y}_t=y_t−1$ (which is actually a great baseline for any time series prediction problems and sometimes is impossible to beat), we will assume that the future value of our variable depends on the average of its $k$ previous values. Therefore, we will use ***the moving average.***\n",
    "\n",
    "\\begin{equation}\n",
    "\\hat{y}_{t}=\\frac{1}{k} \\sum_{n=1}^{k} y_{t-n}\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "suR55vAMBxEU"
   },
   "outputs": [],
   "source": [
    "# Importing everything from forecasting quality metrics\n",
    "from sklearn.metrics import r2_score, median_absolute_error, mean_absolute_error\n",
    "from sklearn.metrics import median_absolute_error, mean_squared_error, mean_squared_log_error\n",
    "\n",
    "# MAPE\n",
    "def mean_absolute_percentage_error(y_true, y_pred): \n",
    "    return np.mean(np.abs((y_true - y_pred) / y_true)) * 100\n",
    "\n",
    "def plotMovingAverage(series, window, plot_intervals=False, scale=1.96, plot_anomalies=False):\n",
    "\n",
    "    \"\"\"This function calculates moving average and plots with confidence intervals\n",
    "\n",
    "        series - dataframe with timeseries\n",
    "        window - rolling window size \n",
    "        plot_intervals - show confidence intervals\n",
    "        plot_anomalies - show anomalies \n",
    "    \"\"\"\n",
    "\n",
    "    rolling_mean = series.rolling(window=window).mean()\n",
    "    rollig_std = series.rolling(window=window).std()\n",
    "\n",
    "    plt.figure(figsize=(18,6))\n",
    "    plt.title(\"Moving average\\n window size = {}\".format(window))\n",
    "    plt.plot(rolling_mean, \"g\", label=\"Rolling mean trend\")\n",
    "\n",
    "    # Plot confidence intervals for smoothed values\n",
    "    if plot_intervals:\n",
    "        mae = mean_absolute_error(series[window:], rolling_mean[window:])\n",
    "        deviation = np.std(series[window:] - rolling_mean[window:])\n",
    "        lower_bond = rolling_mean - (mae + scale * deviation)\n",
    "        upper_bond = rolling_mean + (mae + scale * deviation)\n",
    "        plt.plot(upper_bond, \"r--\", label=\"Upper Bond / Lower Bond\")\n",
    "        plt.plot(lower_bond, \"r--\")\n",
    "        \n",
    "        # Having the intervals, find abnormal values\n",
    "        if plot_anomalies:\n",
    "            anomalies = pd.DataFrame(index=series.index, columns=series.columns)\n",
    "            anomalies[series<lower_bond] = series[series<lower_bond]\n",
    "            anomalies[series>upper_bond] = series[series>upper_bond]\n",
    "            plt.plot(anomalies, \"ro\", markersize=10)\n",
    "        \n",
    "    plt.plot(series[window:], label=\"Actual values\")\n",
    "    plt.legend(loc=\"best\")\n",
    "    plt.grid(True)\n",
    "\n",
    "    \n",
    "def getAnomaliesList(series, window):\n",
    "\n",
    "    \"\"\"This function calculates moving average and plots with confidence intervals\n",
    "\n",
    "        series - dataframe with timeseries\n",
    "        window - rolling window size \n",
    "        plot_intervals - show confidence intervals\n",
    "    \"\"\"\n",
    "    scale=1.96\n",
    "    listAnomalies = []\n",
    "\n",
    "    rolling_mean = series.rolling(window=window).mean()\n",
    "    rollig_std = series.rolling(window=window).std()\n",
    "\n",
    "    # Plot confidence intervals for smoothed values\n",
    "\n",
    "    mae = mean_absolute_error(series[window:], rolling_mean[window:])\n",
    "    deviation = np.std(series[window:] - rolling_mean[window:])\n",
    "    lower_bond = rolling_mean - (mae + scale * deviation)\n",
    "    upper_bond = rolling_mean + (mae + scale * deviation)\n",
    "        \n",
    "    # Having the intervals, find abnormal values\n",
    "\n",
    "    anomalies = pd.DataFrame(index=series.index, columns=series.columns)\n",
    "    anomalies[series<lower_bond] = series[series<lower_bond]\n",
    "    anomalies[series>upper_bond] = series[series>upper_bond]\n",
    "            \n",
    "    listAnomalies = anomalies\n",
    "\n",
    "    return listAnomalies\n",
    "    \n",
    "    \n",
    "def test_adfuller(series):\n",
    "  \n",
    "    \"\"\"Augmented Dickey-Fuller test (ADF)\n",
    "\n",
    "       p-value > 0.05: Accept H0, the data has a unit root and is non-stationary\n",
    "\n",
    "       p-value ≤ 0.05: Reject H0. the data does not have a unit root and is stationary  \n",
    "    \"\"\"\n",
    "\n",
    "    series = series.values\n",
    "    result = sm.tsa.stattools.adfuller(series)\n",
    "    print('ADF Statistic: %f' % result[0])\n",
    "    print('p-value: %f' % result[1])\n",
    "    print('Critical Values:')\n",
    "    for key, value in result[4].items():\n",
    "      print('\\t%s: %.3f' % (key, value))    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 115
    },
    "colab_type": "code",
    "id": "Fp5wJWOnN6L9",
    "outputId": "a7e69672-30b4-45dc-ee3e-b42eb2d23277"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -5.322615\n",
      "p-value: 0.000005\n",
      "Critical Values:\n",
      "\t1%: -3.475\n",
      "\t5%: -2.881\n",
      "\t10%: -2.577\n"
     ]
    }
   ],
   "source": [
    "test_adfuller(ads.Ads)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 403
    },
    "colab_type": "code",
    "id": "B4ZMJ14KN3tB",
    "outputId": "0eb593e9-c6c4-4159-983a-91e001a2a2d1"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotMovingAverage(ads, 12) # Let's smooth by the previous 12 hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 403
    },
    "colab_type": "code",
    "id": "gh3HPLv7Ar_y",
    "outputId": "44a47925-dcfa-496a-9665-04890acd6330"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotMovingAverage(ads, 4) # Let's smooth by the previous 4 hours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 403
    },
    "colab_type": "code",
    "id": "lufa-Lm7GS_B",
    "outputId": "49ad7722-ae62-4ce0-d556-544361ca4fd2"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotMovingAverage(ads, 4, plot_intervals=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "KlUViZAHHPo8"
   },
   "source": [
    "Now, let's create a simple anomaly detection system with the help of moving average. Unfortunately, in this particular dataset, everything is more or less normal, so we will intentionally make one of the values abnormal in our dataframe ads_anomaly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "KhAAOYR9HKsw"
   },
   "outputs": [],
   "source": [
    "ads_anomaly = ads.copy()\n",
    "ads_anomaly.iloc[-20] = ads_anomaly.iloc[-20] * 0.2 # say we have 80% drop of ads "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 403
    },
    "colab_type": "code",
    "id": "u28mmvzvHauH",
    "outputId": "8a0e40ba-e070-486f-abc7-ce1368cbcd36",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eeecdhg4dSt++fRk4cKDDvUkyO0k8CCGEEEJkRVqT98QJaNo0oyMRQri5iIgIqlevzrlz5yhfvjytWrXi1q1b3Lx5kyZNmgDQvXt3+vTpY3ObJUuWpHr16gAEBAQQHBzMzZs3CQ0NpW7dunFtrlixIsnta9euTbFixQAoXbo0rVu3BqBKlSps2LABMD0jjh07FrdNSEgIYWFhhISE8Nprr3Hs2DGUUkRFRcWt06JFC/LlywdAxYoVOXXqVKrDQzw9PenSpQsA69atY+/evTRt2hQPDw8iIiIoUqQIADlz5qRt27Zxx/z7778DsG3bNr799lsAevbsyciRI215CbMUSTwIIYQQQmRF77xD7YkToWZNsJz8CyHc29S2pjdBaGgovr6+Sa6T3HMpLU+NtcbD7du3admyJTNnzqRXr152Rn8/a28BMBfu1qEWjmzv4eER99jDw4Po6GgAYmNj2blzJ97e3vdtO2HCBJo1a8ZPP/1EcHAwTeMlYBPGZW0rJd7e3nG9SbTW9OrVi9GjRyd6vb28vOJmh0jYdnafuURqPAghhBBCZDV378LEiebn/fszNhYhRKaRJ08ePv74Yz755BPy5s1LgQIF2LJlCwCLFi2K6/3gqPz58+Pr68uePXvi2kyL5s2bM2PGjLjHQUFBgOn5UKJECYC4ngb28PX1TTZh06JFC5YuXcqVK1cAuH79OqdOnUqxvccffzxuFpAFCxbYHU9WIIkHIYQQQois6NNPzfcDBzI2DiFEplKtWjWqVq3KwoULmTt3LiNGjKBq1aocOHCA9957L83tz549myFDhlC9enXCw8Pjhj04IjAwkD///JOqVatSsWJFPv/8cwCGDh3KqFGjqFGjhk09GhIaMGAAbdu2jSsuGV/FihWZMGECTz75JFWrVqVVq1ZcuHAhxfamTZvGV199RZUqVeIKd2Y3MtRCCCGEECKryZkTXn2Va999R6GcOTM6GiGEmwsLC7vv8a+//hr3886dO4H7h3LE70WwcuXKuOXBwcEAFC5cmF27dsWtM3z48LifK1WqxI4dO/D19eXDDz+kVq1aieJp2rTpfcMj4u8j/nOFChVi8eLFibavW7cu//77b9zjCRMmANCjR4/7hkdY60sk7N0wePBgBg8eHLc84evz3HPP0b59+0RDLcLCwuK26dq1K127dgVMjYp169bFrW+NJzuRxIMQQgghRFayejWcOAH9+3Pgww/vO3kXQoiM9ttvv/HBBx8QGxtLyZIlHRoKITIfSTwIIYTIfH75hUc//RQaNDB3doUQhtYwejSEhYFlOjwhhHAnyfUWEFmb1HgQQgiRudy4Ab16UXDPnntJh5iYjI1JCHexZo0pJvnWW+DpSZ6TJ+Gxx2DduoyOTAghRDYmiQchhBCZy5gxEBLC34GB5vHff0P58vDjj+ZurxDZ2cSJ4O8PL7wAQFSBAnDkCPz1VwYHJoQQIjtzKPGglJqjlLqslDoYb1l1pdROpVSQUupPpVQd54UphBBCYKrzf/YZDBxIWNmyZllUFOTNC126QLt25D5zJmNjFCKjbNlivkaMiOsNFJU/Pzz4oEnQCSGEEBnE0R4P3wJtEyz7GHhfa10deM/yWAghhHCekSMhXz4YP/7esoAA2LcPpk6FHTsIGDgQUpnWSogsydMT2rWDfv3uX161qkypKYQQIkM5lHjQWm8GridcDDxg+TkfcD4NcQkhhBCJzZoFCxdCoUL3L8+RA4YOhZ078YyMNOPchchuGjSAlSshT577l1epAocOgQNz2Qshsr7g4GAqV65837KxY8cyadKkdI2jadOm1KxZk+rVq/PYY4/x5ZdfOq1tHx+fZJ97+eWX46YMtcqI40+od+/elC5dmurVq/Poo4/y/vvvO63tUqVKcfXqVae1Zwtn1nh4HQhUSp0BJgGjnNi2EEKI7Cw62tRvKFkSWrdOfr3HHmPnokXQu3e6hSaEOyiyfj1cuZL0k82bQ7duZqYLIYRwA1prYmNjEy3/+uuvCQoKYtu2bYwcOZK7d++6PJadO3dSu3Ztl+8nNTFJFMoODAwkKCiIoKAg5s6dy8mTJzMgMudQ2sFCXEqpUsAKrXVly+PpwCat9TKl1LPAAK11yyS2GwAMAChatGjAokWLHAzdecLCwpLMgmWW5e4YkxxD5lzujjFlhVjlGNK+vPKSJTxw+DAHPvgAbRm7nmo7MTGm67mbHENW+D1kt1gzyzHkPnOGOr16cbp7d04mGGaRWY7BkeXuGFNWPgZ3jCmrHEOJEiUoa61bZBETE4NnvM8wW55zdPmpU6d49tln2bVrV9zyjz76CB8fH4YMGUL79u2pXLkyW7duJSYmhpkzZ1KrVi0mTpzIyZMnOXHiBNeuXeP111+ntyXxP23aNH788Ufu3r1Lx44defvttzl16hRPPfUUtWrVIigoiKVLl/Lwww/HxdO+fXvGjRtHrVq1OHPmDK1ateLQoUN4enqyePFipkyZgtaaNm3aMG7cOACKFSvGoEGDWL16Nd7e3ixatIgiRYpw4sQJ+vfvT3h4OO3bt2fWrFlcuHAh0Wtx9OhRJk6cyJw5c+5bPnHiRHx8fHj11Vfjlmuteffdd/n9999RSvHGG2/wzDPPMGzYMFq2bEn79u3p3r07+fLlY9asWXz33XecPHmS9957j0WLFvH5558TFRVFrVq1mDx5Mp6enhQrVow+ffqwceNGPvnkE+rXrx8Xw8svv0zbtm158sknuXnzJo0bN2bdunX4+fmxceNG3nnnHaKjo6lZsyZTpkwhV65cVK5cmW7durF69WqioqKYN28e5cuX59q1a7z00ktcuHCBOnXqsGHDBjZv3kyhBD1Ijx8/zq1bt+5b1qxZs71a61pJvhntobV26AsoBRyM9/gW9xIZCghJrY2AgADtDjZs2JCpl7tjTHIMmXO5O8aUFWLN0sdw/brL97FjwQKtc+XSunt329t5/XWtW7e2aX1nxirvpdSXu2NMmf4Yxo7VsUppffFi8uvHxmodEpLxsTpxuTvGlJWPwR1jyirH8M8//9y/sEkTHdWwodZNmtz7mjnTPBcenvi5Jk20/uYbHRISovWVK4meC0nwt29lXX7y5EldqVKl+5aPGTNGBwYGWsJpovv166dDQkL0pk2b4tYdM2aMrlq1qr506ZK+cuWK9vf31+fOndNr1qzR/fv317du3dIxMTG6Q4cOetOmTfrkyZNaKaV37NiRZExNmjTRZcuW1VWqVNHe3t76888/11prfe7cOe3v768vX76so6KidLNmzfRPP/2ktdYa0L/88ovWWusRI0bo8ePHa621bteunZ47d67WWutPP/1U582b975jtvrkk0/07NmzEy23Hn/85UuXLtUtW7bU0dHR+uLFi9rf31+fP39eL1y4UA8fPlxrrXXt2rV1rVq1tNZa9+7dW69evVr/888/umPHjvratWtaa60HDRoUFxugFy9enOTvp1evXrpUqVK6WrVqOm/evHrUqFFaa60jIiK0v7+/Pnr0qNZa6549e+opU6ZorbUuWbKknj59utZa65kzZ+q+fftqrbUePHiwfv/997XWWq9YsUID+sqVK4n2mei9aGL8UzuYM4j/5cyhFueBJpafmwPHnNi2EEIId7NhA/j5UXz5cpfupsysWaaGw8d21CwuWhTWroXDhx3baWQkxMRQ/OefISTEsTaESC9BQUT4+5v3fXLq1YPu3dMvJiFEpqGUSnV5t27dAGjcuDEhISHcvHkTgM6dO5M7d24KFy5Ms2bN2L17N2vXrmXt2rU0bNiQmjVrcuTIEY4dM5eGJUuWpF69esnG8vXXX/P3339z+vRpJk2axKlTp9izZw8NGzbEz8+PHDly0KNHDzZv3gxAzpw56dixIwABAQEEBwcDZviENeaePXsmu781a9bQtm3COROStnXrVrp164anpydFixbl8ccfZ8+ePTRq1IgtW7bwzz//ULFiRYoUKcKFCxfYsWMHDRo0YN26dezdu5emTZtSvXp11q1bx4kTJwDw9PSkS5cuye7TOtTi4sWLrFu3ju3bt3P06FFKly5N+fLlAejVq1fc6wHw9NNPJ3o9Nm/ezAuWaZY7dOhAgQIFbDpmZ8rhyEZKqYVAU6CwUuosMAboD0xTSuUAIrEMpxBCCJEFaQ1vvQUxMZT54gsYPBjKlHH+ftauxW/rVvjf/6BECdu369sXxowxU2/OmGHfPq9eNbMA9OhBuWnTzJCN6dPta0OI9PTXX4SVKUOelNZ55BHYsSO9IhJCpMXGjUSEhuLr65v4uTx5iFi5MunnQkOhcGHYuDHx8hQUKlSIGzdu3Lfs+vXrlC5dOu5xwuSE9XFSy7XWjBo1iu7du98XZ3BwMHnz5k0xFis/Pz9q1qzJrl27yJUrV7LreXl5xcXg6elJdLwiusklVKxu377NzZs3KV68OKGpvEYpKVGiBDdv3mT16tU0btyYCxcusGTJEnx8fPD19UVrTa9evRg9enSi35u3t3eyQ2ri8/HxoWnTpmzdupU2bdqkuK719Ur4emQ0R2e16Ka1Lqa19tJa+2utZ2utt2qtA7TW1bTWdbXWe50drBBCCDexfDns3g3vv8/1OnXAUnfB6SZNIqJYMfi//7NvOz8/eO45mDs31ROuRMaNg0uXoE8fznfuDJ9+Cnv22NeGEOklLAyCgwlLMD48kapV4dQpSDB2VwghfHx8KFasGOvXrwdM0mH16tU0bNgwbp3FixcD5q5/vnz5yJcvHwA///wzkZGRXLt2jY0bN1K7dm3atGnDnDlzCAszBW3PnTvH5cuX7Yrp9u3b7N+/nzJlylCnTh22bdvG1atXiYmJYeHChTRp0iTF7evVq4e1luCCBQuSXGfDhg00a9bM5pgaNWrE4sWLiYmJ4cqVK2zfvp06derE7W/q1Kk0btyY+vXrM2nSJBo1agRAixYtWLp0KVcsBYCvX7/OqVOnbN4vQHR0NLt27aJMmTJUqFCB4OBgjh8/DsB3332X6uvRuHFjvv/+ewBWrVqVKNGUHhzq8SCEECKbq14dhg+H0aM51LgxTR96yDX7WbqUA8uWUSeFux3JeuUV+O47mD8fBg2ybZt//zVTdvbvDxUrcqJvX0rs2gUDBpjkQw752BRuxscHbt7k/KZNPJLSelWrmu8HD8Ljj6dHZEKITGTevHm8+uqrDBs2jNjYWMaMGUOZeD0Zvb29adiwITExMcyZMyduedWqVenQoQM3btzg3XffpXjx4hQvXpzDhw/TsmVLPDw88PHxYf78+Tbd2e/Xrx958+blzp079O7dm4CAAMBMb9msWTO01nTo0IHOnTun2M5HH33EgAED+Oijj5Jdd9WqVXTt2jXZNiZMmMCUKVPiek6cOXOGHTt2UK1aNZRSjBs3jgcffBAwSYm1a9dStmxZChYsyPXr1+MSDxUrVmTChAk8+eSTgOmlMXPmTEqWLJnq6zFixAgmTJjA3bt3adGiBU8//TRKKb755hueeeYZoqOjqV27Ni+//HKK7YwZM4Zu3bpRqVIlGjRocF9Rz/QiZ1BCCCHsV7o0BAbee3zuHLz2Gkya5NwhFw88wO14XT3tUrcuTJsGlrGfNnnrLfD2Bstc2TE+PmaYxTPPmO/DhjkWS3YzbRreRYpkdBTZxwMPEJ1Ut+v4qlQx3//+WxIPQohEKlasyIYNGwAITWKYxwsvvMD48eMTLa9atSozZ85MtHzo0KG89NJLiZYfPHgw2Rg2btyY5L4BnnnmGV566aVEyy9cuBD3c9euXeMSCaVKlWJHvOFlEyZMSLTt9u3bmTJlSpKxjB07lrFjxyaKJzAwkEDL+U/84Rl9+/alb9++gEkshIeH39fec889R/v27RMdm7VXSFK+/fbbZJ9r0aIF+/fvT7TcWtMBoFatWmy0DLspVKgQa9euTba99ODM4pJCCCGyurt3Tf2EQ4fuX641rF8PL70ESczL7ZDJk9NWW0EpGDIEbO2Ncfw4/PyzST7EL9LXpYtpp1baZ5LKFjZtgtdf58E1a2DvXvPeEK7z6acm4Zeahx6C994DN5irXggh3MG+ffvw8vLK6DCyDenxIIQQwnZffglz5sCzz0KlSveW+/vDlCkmKYa9/AYAACAASURBVDFzpik2mRZam/Zq177XRdxRa9fC/v2mB0RKypaFffugXLn7lytlek6I1EVHmyTNww8TXqqUSdb89hu0b5/RkWVdc+dCvnypJ8aUiuvJI4QQ9rDeNU9YgHHs2LFJLhciKdLjQQghhG3Cw2HCBGjSBFq3Tvx8nz7Qrp3pMfDff2nb16FDcPasaS+t1qyBd94h57Vrya7iefu2+aFaNciTzNwAERGmyOWPP6Y9pqzqiy9MV/7Jk7nasCE8/DBMnJjRUWVd0dFw4ICpuWKLsDAzs4X0QsketIbgYHJev57RkWQfISHkkAKuQiRJEg8ie7lyxdytXb3anBxfueK8buFCZHXTppnZHiZONHdPE1LK9Ijw8oK3307bvlatMt+dkXgYNAiioym2YkXSz0dGUqtv39TvBnt5wYYNMHgwngnGbgrMNKTvvgvNm8PTT6Nz5IARI2DbNtiyJaOjy5r+/Rfu3DEJM1ssWAANGpjZLUTWojXeFy+a8xowCSY/PyhdmoCBAyEqKmPjyy46dqRet27wzTeS4BMiAUk8iKxNa/j4Y/MF5s5Q377mYqZaNShShDq9esGZMxkbpxBuLkdoqPk76tjRXLgkx98ffv0VPv88bTtctcoUw/P3T1s7YIZQtG1L8RUrTO8HK+tJ4fTp5L54ESzVp5OVI4dJrFy4wMMLF6Y9rqzG0xO6dTN1OayJqb59oUgR6fXgKn/9Zb7bmniwDls6cMA18YiM89JL5oJ33jzzuHRpePJJeP11cl29CsklXoXzWJKs0T4+pt7R9u0ZHZEQbkUSDyLrio013aJHjoSgIHOR0agRnDxpPhx++AE++YSY3LlNwTwhRLK0p6eZteKDD1JfuVEjyJ/f8Z3FxprhDpZpp5xi+HC8btyA+NNNdewIJUrAmDFcq1fP3KlPTZ060LIlhbdudV5sWUWBAqa+R/zaH7lzm//Du3ffuxMrnOfGDShUCB591Lb1K1c23//+23UxifR38SLMm8el5s2hUyez7MEH4euvITCQSD8/MwxKuFZgIBQsyJ5vvzW1bayzx8jNLSEASTyIrOrOHXPnbdo0eP11mD/f3IHz8oJSpcwd265dYdgw9n7xhZn+T2uznRAikZg8eUx9B1sLPa5fT81Bg+DmTft35uFh7s6NG2f/tslp0YKdS5bcf9evfXto0wbatuX4a6/Z3la7duQ9dUq6q1tpDQMHws6dST8/eLB5rfz80jeu7OCVV0xCJ2dO29b39TV3wiXxkLUsXgyxsZx68cXExXFz5CC4Tx8zJbBwrWHD4NNPzeeltaDuoUPmdzJ4MB6RkRkbnw2WL1+OUop///031XWnTp3KbWt9JAcsWLCA1+z57HVxO8L1JPEgsp7YWHMnc8kSk32ePNlcyCRHKXPi3K+fmTZPxkEKcb/PPqPQtm32bZM3Lw8cOWKGXdjLRSdndwsWvP9u/KuvmpovP/1ERIkStjf0xBOc6do16ToX2VDRP/4wQ1D++SfpFfLmBR8f8785JCR9g8sO7H0fVq0qiYesZv58qFGD2yVLJvn0xXbtzLAn4VqNG5ubXvGVKWPqDH36KVXffDNj4rLDwoULadiwIT/88EOq66Y18SCyH0k8iKzHw8P0Zpg3D4YPt+2kTCnThfq336B//4wrCHTuHAwfTjFHLtZE8sLCYOhQyk2ZYrqeBgWZavAiddeuwZtvUsQylZbNatc23XuXLbNvO63hscfMzBjuqmxZ/nv1VTNjQ3YXGsojX3xh/n/27p38erGxZmrUoUPTLbQs79IlM4Xm77/bt92oUeb/oMgaYmLMMLHUpjC+edPU3pGbK853+bL533buXOLnvL3N1NBjxpD/wAHzmeqmwsLC2Lp1K7Nnz2ZZvM/umJgYhg8fTuXKlalfvz4zZsxg+vTpnD9/nmbNmtGsWTMAfHx84rZZunQpvS2fCb/++it169alRo0atGzZkkuXLiUbQ2xsLJUrV+ZmvN6S5cqV49KlS6xatSrVdnr37s3SpUvjHsePKTAwkNq1a1O/fn3GjBkDQHh4OB06dKBatWrUrVuXxYsX2/mqCXvkyOgAhHCa6Gg4ftz8PHCg/dsPHGhO5MaMMcXQ0nPe+XPn4KOPzF3DO3cInz49/fad1V29aoqJ7ttH0dy54ZdfzPJ//zXdHzdvJu/x49C0aYaG6bZmzIDwcE53705Re7bz8OBqw4b4r1plEj/xPvxTdOgQBAebgpBuTMXEwNat5mI6V66MDifjTJ1KrmvXYOXKlHuWeXhAw4bw2WdgmfddpFFQEOzda4qe2qNuXdfEIzKGp6c5fwBIKUG8dau58160KDz1VLqElm3MnGk+K195Jfl1rMWL9+5NejrqeN7/9RD/nA8hJiYGT0/PJNdJ7rnklpcrnJsJXVKedvfnn3+mbdu2lC9fnoIFC7J3714CAgL48ssvCQ4OJigoiIiICKKioihYsCCTJ09mw4YNFC5cmNDQ0GTbbdiwITt37kQpxddff83HH3/MJ598kuS6Hh4etG/fnp9++ok+ffqwa9cuSpYsSdGiRalXr57N7SS0du1ajh07xu7duwkJCaFHjx5s3ryZK1euULx4cX777TdCQ0OJlZnuXEp6PIis47PPoHJl8p486Xgb775rPjgCA/FfssR5saVk9GjTFW/WLOjZE06cIKRKFfNcRET6xJCV5cljCh3+/DNbf/nFJBwWLjSvOcAHH1Dmyy8zNkZ3FRpqZijo3Jnw0qXt3vxK48Zm2IR1akxbWNdt29bu/aWnArt3mxPJ7DxNpNbwzTfcqFnT9HhIzfDh5vukSa6NK7uwd0YLq6goWLoU9u93fkwifWkN69fb1oOvbVszS5AUmXSu27dN4qFTJ6hQIfn1atY0RYxz506/2Oy0cOFCnn/+eQC6dOnCQsvsTX/88QcDBw4khyXJWbBgQbvaPXv2LG3atKFKlSoEBgZy6NChFNfv0qVLXM+DRYsW8dxzzwFw/vx5u9qJb+3ataxdu5YaNWrQqFEjjhw5wrFjx6hSpQq///47I0eOZPv27eTLl8+uYxP2kR4PImu4cgXeew+aNye8VCnH21HKXGhFRBBuvTB1NS8vk3AYPdoU/QJTiG3UKFi3zlzYZOc7qo766y9TSDRfPli71vxuN240vRziF9965BEemDfPdFdN5s5CpqV12oYNffGFqZo/apRDSbBbVarAc89B4cK2b+TMaTRd6Gb16qag36pV0LJlRoeTMaKiYOhQzkREUMCW9R96CF58Eb7+Gp/KlaWXUVoFBZnX1M6LADw8zO/h5ZfvzYAgMqddu6BFC/juO3jhhZTXzZHD1HkYN87M7uVAMlkk4dtvzfAJa2I1OQUKcOB//6NpatM2A2OeMLWIQkND8fX1TXKd5J5LaXlKrl+/zvr16zlw4ABKKaKjo/Hw8CAwMDDVeK1UvKHNkfFqNQ0ePJhhw4bRqVMnNm7cyNhUer3VqVOH48ePc+XKFZYvX84777wDwIgRIxgxYkSK7eTIkSOu10JsbCx3LbPWaa0ZNWoUAwcOTPQa7du3j5UrVzJ+/Hh27drFe++9Z/MxC/tIjweRNYweDeHhZhaLtBZ88/SEOXO4ERBgHrtiPOStW/DLL3hERMD778NXXyU+CahbF/bsMVPRCbsU2LvXdOu2jnlN6T3x+OPkuH0bDh5Mn+Bc6dgx+P57eOMNc1GXLx9VR450vL3ixc1c5I52zfb0hEWLwDL+M9XVw8NNd+B27RzbXzqKzZ0bmjSxrzdHVpMzJwwdyvV69Wzf5u23IV8+iq1e7bq44rtzxwzf+f13mDePfEFB6bPf9PDXX1A95a7TSfL0NEVWDxxwfkwifc2fb2oI2JpA6tvXfB5KjQ/niIkxBczr1bs3dWZq3LTA7tKlS+nZsyenTp0iODiYw4cPU7p0abZs2UKrVq344osviLb0rLl+/ToAvr6+9yU0ihYtyuHDh4mNjeWnn36KW37r1i1KWAo4z507N9VYlFI89dRTDBs2jMcee4xChQoBEBISkmo7pUqVYu/evQCsXLmSKMs5fJs2bZgzZw5hYWEAnDt3jsuXL3P+/Hny5MnDCy+8wJAhQ9i3b5/tL5qwmyQeROb3558wezYMGWKK0jnTtGnmw8TZVfZ//x06d8bXWpMiKU8+aTLos2bBggXO3X9WtnAhVd56yyRyPvww9fUbNjTft251bVyuEB19f3X6rl2hRw/T7TMiAmrWJLhXL8fb797d/G2l1fnz5g5bapQyJ3Hdu6d9n+mhXTs4fDj9ptW8fJnqQ4aYrvXxv15+OX32H9/t2+ZOXyp30RJ55BE4coQT1gr7O3aYmUWcOa52/Hj8NmwwPx88CJUrmzHVvXqZRNyNG87bV0bR2vzuW7VybHuZ2SLzi4oy02h27gwPPGDbNg89BB063KuHJdLEMyLCJKBHjrTpplfxX34xvTDdsMDkwoULeSpB7Q/rcIt+/frx8MMPU7VqVRo0aMD3338PwIABA2jbtm1ccckPP/yQjh070qBBA4oVKxbXztixY3nmmWcICAigsI09IJ977jnmz58fN8wCYNSoUam2079/fzZt2kS1atXYvXs3efPmBaB169Z0796d+vXrU69ePbp27UpoaCgHDhygTp06VK9enQ8//DCud4VwDRlqITK//fvNh6mlQq1TlS5teh0MHerccZFr1kC+fIRUrJjyev/7n+lKOWCAY3e2spt166BHD0KqViX/xo2mtkNqSpbkTuHC5Nq2zUyvmBmcPm3uWM2ebe6eXLhgln/6qTkBrVjRDOEBQuydjQJMQmPePDMtWFrHo8bEmKETnTrBN9+kvGqePJCZ5uJu187M275qVfpc/BcpwqWWLcl/4sT9J7mWEzwVE5N+Q4aWL4c+fcxwJnvlz0+MtdjoN9+YHl9ffWUSZs6I67338B4wwDwuX970uileHEJC8OzY0dwlTm0GAHenlOnd5KgqVWDOHLwsdy5FJrR2rSme3KOHfdv98IMM33SSGB8fu5Lzt63TNttQYDK9bbAma+MZMmRI3M+TJ09m8uTJ9w1TGDx4MIMt/0tDQ0Pp2rUrXbt2va+N0NBQOnfuTOfOnRO136NHj2SHktSqVQudYKhohw4d4mpQJNdO0aJF2blzZ9y+p0yZErfe0KFDGTp06H3HUKZMGdq0aRO3fnLxCOeQHg8i8+vfH44etT3jb49OnUwm+8svzYWYM2htEg8tWqBTu0DIkcPc0ShWDP77zzn7z6q0NkMMKlTg7//9z7akA4BS/PPuuybJ4+7WrTO9OUqVggkTTDLK2tUWTLHDatXikg4AuU+fNgVT7Zlre9Ei0yX3jz/SHrOnp7nD9vPPKQ9b0poi69aZei2ZRYUKsGmTGY7iSpGRcYUAL3TqZC6uf/rp3teYMXD5MgH9+zunh4ot5s6FkiXNvPVp8cUXpq0TJ6BWLUr8+KPjbZ0/D/36QUAAZ60nv76+ps5Io0bQoQP/DRzodif8DknrdMBVqwLgc+KEE4IRGeLXX6FQIbBcNNnMmnS4dcv5MWUnhw7he+SIXZuElS9vfrAMBRAiu5HEg8i0PMPD781fbr3wcoUJE8x4+Zdfdk7X1CNH4MwZ208WihUz3bmlCFjKlDJ3nn/80Yy/t8OtqlXNRZS78/bG6+ZNeOcdM3Tht99MN9sUptPLef26Ga7zww+27SM21gxRqVzZJAycoUsX0709pd4Xhw5RccIEk6DILJQyF945c7puH1qb5GqDBknPEW/l50f0Aw+Yejeuvot97pxJSvXsmfIUmrZQyhQ6PHoUOnWi3IwZ5k6uvWJjTTsREbBgATpe8i2+M88/n3Ll+czi//7PHIejxWPr14djx+7VMhKZz8yZsH27Y/9/liyBokXxtvaWE/Z7910zdMuOobjRvr5mRi1JPIhsShIPItMqNW+euXg/dsy1O8qRw0y/WLiwcz4srN3Z7LlL4eUFoaEUXb06c90RTi9BQaaLebFiDtX58Lh710zHun27C4JzAuvFxeOPs++zz0xVchsTJbeqVTMXKDZOGVpo+3ZTjG/UqLRfVFq1bg1588KyZcmvk0mm0Uzk2jXTK8rStdPpPvrI9Gp5+22wdtNNilIcGzzYJHhcMewsvgUL7l3oO0v+/LBkCf8OGWKq9Nvrhx/MUKupU1NPLGzebJJxmdlff5nPJEeLKefODWXLpr0Ys8g4np5mKJEjGjSAqCiKrVzp3Jiyi7t3YfVqLrVoYf+Nr4AASTyIbEsSDyJzOnyYEsuWmS7O8adGdJUHHzQ9Ffr0SXtbgwaZCzt777AHB/PYRx+Z+dfT0+nTaZuS0dWOHDEnUW+/7XAT2tPTXDymZcy0K737Lrz+urnYszcZoJSpEbJ9e+ozd2hNyQULTAHAZ591PN6EcueG9u1Nb4akigheugTffkvYI4+4/TSaiXh7m4tdW3uU2GP5ctODoVs3m97f4WXKmP8vn33m2sKB+/ebvzln/+/NmZPzTz1lLqjOnDHFK231zDNm2Em/fqmvu3Chqc2RWYtMam0SD9Wqpa2dTZsoP3mye/9/F0l69MMPwY5pDhPx94cOHXhw5UrXzNyV1e3bBxER3HTkb7BPH3O+kcTfXcKaBkKkN1e/ByXxIDKn//s/Yr29YeLE9NtnnjwQHU3hzZtNwUlHKWWK/9mrcmXCS5Y04+/Ty+LFpgeBm069pe7eNTMg5MljZjVxkPb0NNNhuePMFnv2mPoToaGO90B48UXTHTe1Xg/WC7E330xx+IZDPvjA3OVJeAxnzkCtWnDyJCddXSvBFfLmdcm0mrnPnoUXXjCvzezZtt+ZHjcOChSAGTOcGs99Fi4EV0+HOWmSOUFP5Tg8IiLg7FnzvnrySdtepwEDTPfo+fOdFGz68r540RSVTWvB4ePHKf7rr/Dvv84JTKSPixcp+vvvaa/RMGAAua5fhxUrnBNXdrJlCwC3qlSxf9u2bc3Q3QT/q7y9vbl27ZokH0SG0Vpz7do1vF04fF1mtRCZz19/wZo1nBowgDJFiqTvvmNjzR2igwfNGEl7bd1q7uJ98AEULWrftkpxuXlzSn/7rTnRduWd4ZgY09U+MNBMJ1qwICXnzTO1LtxI6TlzzN3X5ctN1fq0aNjQXLTdumWmu3IHd+6Yi69ixeCTTxxvp3Bhcyc4teMqWJB9n31G07QWDExKcnfHS5Qw9Uv69eNaZi12Zp3dwonTakYUKwZvvWWKfNpTs6RgQVNL49FHnRbLfaKjTVLK1ZW/AwNNUsqaUEzmBL/sZ5+ZKTmPHTMJF1vUqGESOl9+aWZRyWTDDXyshYbT2uOhfn3zfceOrFH3whWuXs3oCBJbtAgVG2v/bBYJtW1LpJ8f3l98AQmmURSp2LEDypUjqmBBx7Y/dsz8L403NNTf35+zZ89yJd5w2sjIyGQvApN7LrMsd8eYMvIY3IW3tzf+Lry+kMSDyHzOnYNy5bjQoQNl0nvfOXNyqVUrHlq+3JyQ2DgfcZyffjJ32aZPd2j3l5s3p/Q335ikx7BhDrWRmhwhIeZC6vffTbftqVNhyhSz348/tv+YXWXdOh5evBgGDjQFFtPq8cfNMICdO+2vEu4q779vhuWsXGn7LB3JSWmqwuhoGDvWFKxTynXTMf7xB3z3HeqFF0xia9AgePjhe7E5MvWnO4g/raazLvg9PU0RUUdUrmy+37rl1J4rKirKFEZ7803XTz2bM6fp3fX88zBkCDUffdQkfD09TfHJs2fhxg2Kr1hh4rE16WA1cKAp2rljhxk2kolEFi1qpni2/p4d9eijRPn44LVjB/Tu7ZTYbLJkCZVmzDC9ZvLmTb/92uPiRfO+WrECrzlzMjqa+y1cSGi5cvg6UM/oPjlycOStt6guSQf7LVxo/gedOePY9m3bmgRovKGzXl5elC5d+r7VNm7cSI0aNZJsIrnnMstyd4wpI48hu5ChFiLzad8ejh41FdwzwMX27c2YyAUL7N94zRozrVuePA7tO8Lf3xQmCgpyaHtbPHDkiOlG+PXXZqx4zpxQt655Mi1DTJwtb16u1a0Lkyc7p726dU0RTzunx3KVHLduwaefmjom7do5p1Gt4c8/Ey9/7z3TC8eR2QTscfYszJtHwMCBZuaMzDSDRUoqVDDd3kNCnNPewIGUSGstlxs3TFxOHI5WaNcuU/PlkUec1maKrMmHt97ijp/fvYTY11+bniDDhxNavjyMH29/288/bwrzZcKq/mHlypmEcFov2j08CH3sMZN8SU+jR+O3dWvcFLFuJTr6XoHSxYvhlVeIcae7kzExEBTEjZo1ndLczZo1IcHFrtOEhsLYsfj+849r2s9IuXKZJKyjatWSApMiW5LEg8hc/vvPXPRnYNfY8NKloXZtM+7anrF4Z8+au9dpvZu+YQPMm5e2NpISHg7A9Tp14MQJc2JvFRCAVgp27XL+fh1Vrx4HPvzQ4SROIr6+ZoaCoUOd014aRefLZ5IEaRlikdBXX5n37oED95atWGFqSPTvb4oYulKnTpAjB7nPnzeJu8GDXbu/9KKUKTb25ptpb+v2bfj2W3KltYt3gQLQqhVMmkTulKbhtEPRNWtMod1WrZzSnk1y5oT//Y9D48bdWzZvnplOdscO9k+f7th0gj4+JsnYpYvzYk0neU6eNFX1neBWpUrmYja9CgzevAnBwZx/4gkzvC29bd+O3/r1Jrl+/Hjc5x6A5+3bULOm6flVv77pYTNhAg/98IPp7ecOIiKge3czBbSz7Npl6sk4+z3w+uvw/vtUe/NN1xa7TW/Ll8OIEWYopKMCAiA42JxzZKTPP6fSe+9lbAwiW5HEg3BcVJTplp9etIYOHdzjRLFvX3OBYM/FgfVucloTD9ax1c4sQHTokMne//KLeVysWKJ9hpcq5R6Jh6goc6F86ZLz23b1uHVb/f23+f2WL5/2IRbxPf30/UUmT56Enj1Nl08Hh//YpWBBWLGCvbNmmaKgWYklGapiYtLWzrZtcPeuuROZVh9/DF5elLJndojkXL1KoZ07zbhyZxcetZe3N5QqBfXqEZsrl+PtKGUuuk+fdlpoLnfrFnVeeslpCclTL75o/v97eTmlvVT98QfExHDRmryaPTt9CyZ/+y2Vxo+Hxo1N3RkfH/M/NiqKmDx5zFSuP/5ohk1Z6tL4Hjliep+5Q9E/Hx/45huuOXN40JUrJhH8669pbysq6t7F9LhxsHgxMblzm6EFJ0+mvX13sGSJmQHLkYSnVUCA+Z5RvR6uXTM9WENC8NuyBc6fz5g4RLYjiQfhGK3h2Wep3bev6ZqYHtavh6NHzbRpGe2ll0xxID8/27eJjTUzJ6R1XC6YrsXOOvE4fdokQzw8IIW7KKGPPebU4nkOW7bMTDGY1JCBtDp82JwgZWQX4I0boUYNirtiGELhwtC1K3z3HR6Rkfd6dyxdav9c5I5q04bbruram5FiY6FGDR754ou0tfPHH+DlxU1HqqUnVKwYvPwyRdavN72Y0mLhQjyio6FXr7TH5U6eftoktN3hotIW1jvHaS0saZXevQfXroX8+QmtWNEkfebONfUldu9On/3PnMmeOXNMHHPnmiT2yy/fS7xMmWIKLcZ7Xa42bGjG8rvD0JA7d5z/Xm3b1hSrTm3Wo1TkPn3anJc895yJsUQJePZZ/vr4YzOLzJNPJj2dcmaitekt07Bh2v52rInljEg8aG2KTTdrZnpAguuHWQphYXfiQSk1Ryl1WSl1MMHywUqpI0qpQ0opN+mTJlzmiy9g+XLTHTi9xofOnGkunNwh8eDlZT50IiNt7/Lar595rZxxolewoCmCePBg6uum5OpVaN0awsJMoa9SpZJd9diQIebOWEabOtXciXJW3YP4HnjA1OHIqCKHFy6Ysedly3LJVd3ZBwyAW7fw27jRjJX/9df0G7OflXl4gJ8fBdN6AbVuHdSvT6w9M1mkZNgwM13sjz+mrZ127fhv4MBkZ5fItJ54Ag4e5AF3+N9mi7/+Mt+dlXgAM+SpZ0/ntZeSGTNgyxbznvT0NInk4sVNgeCzZ12775AQ8PIywyVbtTLTDL/1lqk3k4Jr9eubv+/ly10bny2s0+WmtWdVfDlymPOTtWsd65WgNcyaRa0BA8z2r7xy33nO7dKlzZC+zz5zfEpod3HqlHmfNmqUtnYKFDBFo/v0cU5c9vjqK/NeHjcOmjblTsGC5rxHiHTgyH+Ab4G28RcopZoBnYFqWutKwKS0hybc1uHDpoJ7s2b8M3p0infJnebMGVOIrm/f9Lszm5oTJ8wJkw3TanrcuePcTH/XruYDPC1dVCMioGNHM87wl19S/T3G5sqV8dPO7dplvoYMcc0JTIkSptDWtm3Obzs10dEm6RAaCsuWEeOqau+NG0ONGuS+eBGKFMmYcdZZVbt25D11yvxNOSImBsqWNXfhnaV4cXbPnQvDh6etnbJlOfP8886JyZ08/zz4+prZMTKDPXu4mz9/2qcPji8iwlwEpUevj1y57u/15+dnkp/h4dC5Mx4REa7bd4sW5m68naLy5zf/J90h8XDiBBQq5PyZh/r2NZ/vX39t33a3b5v6EK+8YupOHDiQ9P+vBg3MzFFgkhBOqlGS7rZsMd/TmngAc/PkwQfT3o49jhwxtTdatzbfleJGrVpmFjNnJrOESIbdZ+5a683A9QSLBwEfaq3vWNa57ITYhLu6csXUA/j+ey63agX58rl+n4sXm5Oil192/b5sVbq06Xkwe3aqqz60aJHpyuisk6qiRaF5c5N4cPRk0dsbmjY1bTRubNs21tkIMsq0aaZXgiu7ez/+OGzdmv5dr0ePhs2bTW8iZwzHSY5S8MEHRCSs4yHSztoLZ9Uqx7b39DR/j04ucBpp/V07+v9n6lTz3syKfHygRw/8NmyA6wlPbdyM1rBuHTerV3duErh+fXPs//7rvDaT8u23ZhrdhEn4SpXM+z4oJdqX2wAAIABJREFUyNQRcYVr10y39kqVHNu+WzfT0y4y0rlx2eu//9I2m0Jy/P3N+VWJEvZtFxFhel9+8AF/f/hh4vpQCR04YHoZ9eqVOYddhIaa198Zn9GnT5v/rTdupL0tG6i7d01tpTx5zN+i5ebNlUaNzHDb9KzZJrItpR04uVZKlQJWaK0rWx4HAT9jekJEAsO11knOu6eUGgAMAChatGjAovQsKpSMsLAwfHx8Mu3yDNl3bCx4eHDn/HnKbN3K1UaN7p3cuuIY8uTB57//zDRirj42O5Y/PH8+j8yezc7584ksUSLZbaoOGkQOYN+sWU7b94MrV/JoYCB7Z83igr+/7e3ExhJ19ixeDz+caP3U9t3w7bdR0dHsnznTKcdg1/LYWCqOH09k0aKcsCSgXLHvYr/8QoUpU9g5fz5X8+VLt7/dQtu3k+/AAU4MHOiyY3P1MWTW5U5rS2vqPP88t8uW5eAHH9jdjmdYGDGWn519DGW3bqXMrFnsmjfPzJhi4z5yXrtGveee49xTT/FXr17u9Xo7aXne48ep3b8//77+Ouc7d3bfY4iNJX9QEGFAdBLFRx39PRS5epU6ffpwZORILrZt67JjqD5kCJ6Rkez98ssk18995gxXChRwyXvJb+NGKr3/Pvs+/ZTzJUu6zXvP3m0e79yZy02bsr9//wyNtfjp04SWK4f28sIjMpJYb2+b23po4ULKfPkl/z73HOeTuJnkTq93ksu1jkv8paWd/Pv2Uf2NN/jr448589hjLj+G8Fu3qLh8OWFly3LN2vskjceQluUZuW93PAZ316xZs71a61ppbkhrbfcXUAo4GO/xQWAGoIA6wEksSY2UvgICArQ72LBhQ6Zenm77XrtW63HjtI6Ojlu+feFCrUHrwMA0te/0WNNr+ZkzWnt4aP3OO8lvc/26jvXw0Prdd5277+vXtX7rLa2Dg+1rZ8oUfadAAa0vXLB/32+8oXWuXFrfuWNfrM5cHhvr2n0cOqR1kyZa79uXLn+7G//4w6X7yDL/f1y43JltHR45UuvFix1rp1w5rfv2dWi/qW7z99/mf/XYsfbFNG6c2e7ff93y9XbW8n3Tp2sdE2Pz+ukRU7q972NitM6fX+sBA1y37xs3tPb01Hr06NTXDwuzuX2bY+rXT+t8+bSOikrbscX73Ez3v4cbN8zf4scfu+69ceeO1uvXJx9rbKw+NmiQOe8ZP96xfcTGat29u47OmVPrs2cdj9XB5Q63Fe/cwykxWX+fEye6/hhiY1M/tjNnHG/fgeXpsY/MdAzuDvhTO5AzSPjlrEHSZ4EfLbHtBmKBwk5qW7gBr5s3TSGmRYvuG5t358EHTZEr6zSMLlD57bdh0iSXtZ8m/v6mi9o33yQ/Pm7dOlRsbNqn0UyoQAFTkbtkSdu3OXYMRo8mtEIFM1zDXnXrmqra6T0nd0SEiR1cX2eiYsW4mSVcLiKCGq++aopuiSzhYtu28Oyz9m945ox5j7tqmE2VKtCpkxmuFBpq2zbR0WboT+vWcVMLZlW3qlRx/8J38+e7ppizh4cpLujoMARbWMeQp1IUuPRXX5n/wc7shq+12X+zZmmbCnbGDDMU4XIGjSbWGt591wyRdJVJk6B5c7wvXEi874MHoXt3ys6aZWb+cHRImGW4n4qNNTN0ZRY//wwVKpjhLs6QP78ZtpEeM1s0akT+lGZlCQw0xcVv3XJ9LCJbc9an7HKgGYBSqjyQE7jqpLZFRtOaCoGBZgzowoWQsNp6p06mGJ917mZn+vtvCm/f7t4nhOPGwQ8/JB/jmjVE581rLtqdLToa1qwhjy3TXMbEmArKOXNydNgwxy7g69Qx39Nr6jOrBQugfPn0TXikx1je117jgaNHU5xNJLvbe+o6+y+n05S9znL8+L0iZLZat858b9HC+fFYjRplxhPbOm3ezz/DuXPw6quui8mdfPxxxlSZt0VMDLz2mk01hRwSGGiK9rrKqlXmQqtevRRXCy9d2ox9d2aBX61NbaK0Hl/DhiYhklGFSAsUMOcb1ikQXeHFF8HDg2K//WZuMlhvqEyYYJKXS5Zwom9fc87j6+v4fkqVIrh3b9cmUZxt82Yzq4W/v/PaDAhwfeLh9m3Yti3lmXvq1ze/a+vnkBAu4sh0mguBHUAFpdRZpVRfYA7wiGWKzUVAL0u3DJHZXbkCgwaZi/+PPkp65oMnnjAfxitXOn//M2cSkyuX+54MAtSqZf5px7+Qj442U09qDd2789+gQWm705KcyEh46ilK2DJV3owZ5mRu2jTu+vk5tr+HH4YmTUxl8vSitblLW7Vq+k3l9803kC8fOVyZ/Z8/H+bMIbhnT2jf3nX7yeSm/nGM+f9ksgror7xipi21xx9/mFlGXFlYtF49U5R26lTbKpjfvm226dDBdTG5k5AQmDvX8VlJXGnvXnM3smVL1+0jMtJ1Bea8vc1sTKl8Dl57/HFzc8OZ9b88PMzsJc2apa2d6tXNZ2BGzW5x8aJrbvDE5+8PHTrgv2yZmb7cWlT2ySdN76czZzj9wgtO6Xl4ukcP83vJLLZsMTeQnHn+ExAAZ86QIyzMeW0mZJmm9k6RIsmvU6+eSSTJtJrCxRyZ1aKb1rqY1tpLa+2vtZ6ttb6rtX5Ba11Za11Ta73eFcEKFzt8mFJz5piTzBkzzDIPD/j6ay61bJn83YKAAHjoIXOXz5nCwmD+fC43b24y/e7sxAno0IHHxo8300Y98IC5gDh9Gpo144KrTtx9fOCJJyi6bl3qvRB27za/2xdfdHx/SplhCH37Ot6GnfLv32+6eFqmfkoXZcvC3bvkS+kOQVqcOGEuThs1ItiVM3RkAaev3+Z6pOZOdCaa6qtdOzNtma0XsJbZCmjRwvXv8WnTYP1626bj69nTdO139tR97mrgQPP6f/75/7N33uFRVOsf/8ym995ISCA0aaGjgBWUooK9d2z32stVbD/sir1y9dqQq8i1oKIgvQhI7yChJoGEhPRkk2zJZnd+f5xsCtkkW2ZLkv08D8+G2ZkzZ9vMOe953+/X3T1pSf1K5Lr0EfxwyAmBuJoakZHwwQfKtw2inOzzz9vdzRgUJBYzfvxRBPCVYOFC8Xt0FEkSE/Dly8X4xNXMnAn9+zv/PDNmoEtIEA4I5kWKwYNFMFVJG1cQZZRvvgl79ijbrsL4aLWwa5cyNppN+cc/QK2mzplig+bAQ1sLTn5+4v6zbJnrHb28dCk8OH/di0sxmWDiRNLmzROTZTMxMaBWk/nss62XEqhUojb5xReV7dPq1aDRiKCHp6PTwfLlxP71l1jRufde+OYbMZBzNi+9hCEsTFhizpnT+n7z5sEPPygzsTGZXOb5nLJggRj83HCDS84HiCwWPz8i9u1zTvvr14O/v8h66CqTOjswmmTyK7TIQF65Qla0rsCcwWKtrabRKGqrXWEXPGiQdXoN+/YpN/HrKHTvDpddJsoZ3G2beDqrVkFGBr8f1/BHtoGt2Qpbf4aEiICrMzQkNBrb9r/+epFtuVqBNSyDQQTb33vP8bZABB70ehF8sIQso3LWd+fYMUhPd07bTRk3jm1ff+18a2cQv7PXX4dnn3XueRwk/O+/xXVa6cBDeLiwt3Qm1mQ8gNAhO37c+ba6Xro03sCDp5GbS6K9HvCOsHMn5OVx8MknxYDzwQcbn7PmomhOPVMyUtqzJzz8sBD98nQGDIDiYtYvXixSE997D26+Gept65xKv37s/PRTUX/6z3+KG0dTFiwQ2SiSpMwNbudOEZBas8bxttqjtJSonTtFICcw0PnnMxMUBKNGEbdunfVCfLZw221iENmKpakXwSm1DoNRXFOOl9a4uTc20LevuH5Zey339YWbbhLBQ1dQXg6XXUa3hQstPu2j0cC4cfDoo67pjydx331QUiJW3D0Fo1FkfU2YgFpnAGD2GoUzDEGkW2/erKywI4CtgqtTpoisSyUEfrduFeUjF13keFsgJp5z5oiSw9PJz4cpUxh75ZXiO6Q0WVlCjLAzERUFM2bA4sXK6noojCEsTNy3x4xRvvH33iPtv/9Vvt2m9OyJPrYdzf/LLhM6bkpntXjx0gRv4MHTuPxyznjzTcjMdO15lywBlYrSdoSfWkWW4dJL4bHHlOvT4MHw/vvIfn7KtelMIiPdtnptiIiApUtF0MPsclFdTVBenkiXfvpp5U6Wng4VFa4RmIyJYfP8+e6ZAL36KoGnTimrur1xY+NKmSuCUh2cvLLGldKcEhtXTd2JJInJ059/ihXX9li0qNG1xRVEREBxMX3ff1+o059WEpKwYoUIuN10k+v65ClMmCDKupR2eMjMRKW1M2vHx0esWr7wApVa8X3683Ax+08qrEEzZowISim44ulbXS2ue337Wn9QYKAQ0rRXi6gpK1aI3+P48Y63BSJIePvtIvh+OosXw/Ll+Gq1ygsG1taKbFRXZDy4mgcfFC5bTz/tsWn+1f36wddfiwwFpdm8mSRnaKSZufVWyMrC1J42RVKSyDZyRDTUS+vIMjz1FNHOyCrrQHgDD56EwSBWk0GsUruSp5+G7dups3cyJElicPTzz8rcOAoKYMsWl6Xzdwp8fRtdJ+bNgzPOYMBLL4lsFCXrdiMjhaXUli3KtdkGhshIiI52ybmacf757H/lFXj+eWXaq6gQ5SL332/dZNQLuU3KK06UdaDAA8Azz4gVynYCp5LRKCb4rrQMVqlgzRqy7r5bBMIGDIBXXxWTG1km+ddfxWqzM5x4PB1JEhlrw4cr16Ysw+TJ9J492/42fH0hPBy1to5+USrCAnz5ZK1Ctn5mzKu5mzcr1mTU9u1W2Wi2QK8XmQUbNzrWgRUrROmckveQ6mr4+GNCDx0S2RQbNojtd90ldABAec2CEydEJkpny3gAUebzf/8nShA9UdzQYCAoN9d5QZFhwwgsLHROdqWt5ObCu+96XqlZZ0CSYNYsypyRNdOB8AYePI2ffsJknsC7El9fx9Map00TN0cl6uLnzxdpnydPOt6Wh1JarUdvdNKNbOBA8PMj7MgREXRQOnVu9GgReHDm6sRff8G4cSJrw02UjhkjBkU1NY5lIcmySOE+eVLoOnSULB43k1umQZKgW6hETkcqtQBITra8KnoaYebJi6u1bAICOHHjjeJ7ffHFQv9FpYL16wnJyREBMleJuXoif/8tfquOoFaLlHtJgqFDSVy2zHa9AxCBqXrBZ7XOQEyQilvHpvHH/gKOFSsocnjGGSIApuDAOHrLFhGstjWIpVLBk082Cl3bgUqnE4s5Eyfa3YblhkXf0r/4AoYMEWOfqirxOQ8ZIoQZd+9W9pzR0cIG11XlWK7m7rtFYL69cgB3sGMHZ956qxApdQbm8VlRkXPav/pq6xdQ9u6Fxx9vDKZ5UY6aDjaGcRLewIMn4ecHV13FvtdfF57Jrko5+9//RIlErYNK2ZdeKm68v/3meJ/++EOswnXiGvgrP9nIwqNOWvkeOhR27GDv66+LUgulOfNMKCwU0XFn8e23sHs3tVZM3pzODTeIwWtxsV2HJ6xYIYJpL7zQNVeR7SS3XENieCDdQlScKO1gGQ8Av/wC06e3uUukOcvNUas/e0lNhZ9+EquNvr5QVERdSIhrxVw9kQ8/hLvvxtdee8lDh8Rv/frrxb38kUdQ1dXZbsVYXi7u0fWaAZVaA8G+cMe4ngT4qvhUyawHlUpMOvr1U6Y9WSZ62zZx7bTVTtrPT0yYfvvN7gG7KTBQWFA+8ohdx7dKcDBMnEj09u3iPVu0qFl6+t5Zs5R3RomOFpPzzlhqAUJs+bvvRHaKp7F+vXh01kq1WfTRWYGHtWutb/v888Vn4YmZJx2d0aNtt9nuhHgDD56CwQBvvAEnTlA+apRYgXLVatOcOaI20d/fsXYSEsQP6/ffHWunulpc6G1NzexA6AxGjpdqKNIoLOLVlOhoys46yznfo/Hj4amnnKdpUVsrVmAvv1zYq7mbF18UQYcbb7S9/KeggD4ffCBEyZTU2ugC5JVp6R4VTHywitxyDUaTZ9b/tsrx4+L62oatZtSOHSLbzN0rfeba5aQkDj7xhPOV1j2d++4DnY7EpUttPjRm40ZxLywtheeeE9fg884TK+Fz59rW2Nq1IsX+wgsxmWSq9XWE+EnEhgZw/ahUftl1kpMVCjq+VFTAb78J+0BHMRpFOc9999l3/PXXiwwRR8YUERHO+W29+CLZt98uMhvGjm32lKZHD+W1APbtUyab1NM5cICkxYvd3YvmrF+Ppnt3McZ1BomJ6GNihLWo0mg04jrUvbt1+4eECKFyb+BBWXJz4cAB5YK6HRhv4MFTWLNGTOTM9YEHDsAnnzj/vGq1OPfUqcq099BDcN11jmVrrF4tJp5mS7pOSEGlqJ+rMXSwiZSZ/v2FBVZysnPaX7oUyso8R9xu2DD4+GNYudJ229jERLLuucdrnWkHueUaUqKDSAiWMBiFtWaHwhw8bc3dQq8nPDNTCBp6CuPGUWJJsb+rMWQIjBtH8sKFsG2bdQFHkwlmzGDws88Ky9Lt28UKIoBKxamJE8U1JD/f+n6sWiWCQGeeSZWuDlmGYD8RTL7nXLH6/fm6LBtfXBts2QKXXUb4gQOOt+XrS+GkSZYdIKzhnHNEGvr//mfX4We89poIYDuDIUM4ftttFoX4/IuLYeZMZW0Jn39eBGI6OwsW0Pedd5zjCmIPJSWwbp1z3dWGDmXTTz8pJ4DaFHO5ckqK9cdMmgT79uHf9DNQq0UWz4gR9Pz8c2X72BUwB3ImTXJvPzwAb+DBU/jhB3EDM38pf/65sSbcmSxfLrItpk1Tpr0bbxRlG46ssi9fDqGhIuraSSmon0BVd2SNQY1GeQEtM/PmCUVzpSzQlODOO4Wa+csvi7playgsBEki/7LLOnXZkDOorTNxSq0jpT7jAeB4Ryu3aM9WMyCATT/+CP/6l2v75cU6ZswgsKBATIDNFpP/+59YFFizhqRFi4TV77PPiudUKpg3TwQY1q9v8ZsvmDpVOA8lJVnfh1WrxMTd37/BSjO4vmqhW2QQVw5PZv7WE5RU6x19tYIzzwRJIkKJ1fW5c8Uk3F5UKrGQUVRke6bZ8eMkrlhhW5BHIVS1tcINad065Ro9dqzzllk0ZdIkJFkWoqCewLvvglZL3pVXursn9mEuh7U24wHEPMTHR2iEbd8uSny6dRN27YGB5F19tXP62plZtkws1CntltQB8QYePAGDQdQCT5smbKQArrpKPNpaD2orv/8ufJRPSxV0iIoKIhwRVnr7bXHDdrT0w4Mxp8ZW13bQjAcQZQNjxwpVfqWZNEmkKHuSCKMkwezZcNttaMyWpW0xZ45Y9ewK6bFOIL9CiyxD96gg4oNFIPN4WQcTZzLbaq5ejdRUQ0evF5PXbduoCwtzXgqvF8eYOlXY+S5e3Hgt+vprsSgwfjz93nlHLBo0FcDduZODTz8NFkrE9HFxMG6c1YF5qa5OZFvVT3rMVprmjAeAf5zXi1qjia82ZNv3Gk8nMhKGDyfSnH1pL0eOwO23E79mjWPtvPmmcLawNVvMPHF1Q/Bal5QkFk+UCszLsnDI6YyOFqczYgSG8HDPSfV/8UVYs4YaJ7/3/V9+WbjpKI2fnxAk7dHD+mMyMqC0lPIRI8Tv57vvRABwyxbYsAFDVJQQJXaWJkVno65OZLpNnNi1BZvr8QYePIE1a0Ra+TXXNG7r31/8c7atZkSESGe3VfipLZ5/nowZM+xPlQsMdNxhw8Mxl1pUd9RSCxA1zBoNwdkKDXibMn26KNvxNIKD4euv0SUmioDh2rWW99u9W0xORo0SIqlebCa3XGQ3dI8OJipQwt9X1fEyHkCUsQ0fjn9ZWWPAoXdv8f34/nt3985LO+gTEpqXwixZAtnZsHQpm7/9Vty7m+o2mIXiWuPUKfHZWzGxl319xaD/rrsAUNcHHkKaBB7S40K5eHAS32w6rlzp3vjxotTCHgcOM/PmgSRR5Khoav3YRLJV/HrFCvSxse65/qpUYvKmVOChuFhoX3WFjAcfHzHhXbbMdQLrlsjKEmNYPz9lF+ZaIezQIdi6VfmGzzkH/vxTZN5ZiyRBRAQmf38h7pqfD19+KcZ8koRvZaWwG1bKaryzYzSKzJn663hXxxt4sBWTSQwglSQzU9iunV77c+WV4oLhzFq3Dz90yK7KIvfeK9S7n3vO9mPnzxdpq85YRfcgCipFxoPBBNraDvpa690Zwg8eVLbd338Xg3lP5733RE3m6b+figqhxh4dLb7PXl0Hu8gtE7+R7tHBqCSJ1Ohgcko6WMYDwOTJsG4dkXv2NAYc0tLEiuxbb7m7d15sRZLE6uGkSeiSk21fwQoMhK++EhlR7eBbWdns/6eXWpi57/xeVOnrWH1Codq98ePFPXzTJvuOl2UReBg/ntq4OMf7M38+4664QlicWkNJCSxZIiaw7lphHDpUBB6UmDwfq3cu6QoZD0DZ6NHCzcUZixrWoNeLrOMJExpLrJyMITLSbtcsp3LOOWKBsgl1ERGi/OLzz4UenZe2CQiAO+5wSQCrI+ANPNjKxRczcOZMZdt8+GGRqmkuszBz1VXiC6u0H7SZsjLnRJQHDODkFVcIz2mzVZy1fPWVKC/p5JO1kxW6hr/LNQ7amLqLXr0gOpowJQMP+flw2WXwwQfKteksHnxQ9PWhh0TZiSyLf3fcIdwMfvih/dVPL62SW67Bz0ciMVxcF3vEBHOirANmPNQTWFTUGHBYvx4uvNCbdtkViYwU143vvmvbwlqWGXXXXc0cISyVWgAM7BbBBf3iWJ5jwGBUYKJ03nlsnTPHfrG7rVvh6FHlxIHPOgtTQICwM7Sm/DQoCAYMoOCSS5Q5vz0MGSImradOOd7WgAEi0+assxxvqwNQdP75YnzqrgyPZ58V4+5XXxXZKy7AEBnpnNKFG29sLN1WkpkzRTnRjBnKt93Z+OknOHHC3b3wGLyBB1u56CIi/v4b9u9Xpj3zyv7pQQcQEfOSEjFAdQZjx7brMW8vObffLiysHnzQ6uCGj1YrtB06sY2mmYIKLX4+YvBYoemgCpOSBMOGCQEipZg/X3xfPMXNoi2CgsQN5d57YdYsuOMOVHq9+N6/9Zao5fZiN7llGrpFBuGjEr+T1OgQjpdqkN2ZfusAJ2680Rtw8CK47TZhcffHH63vc/AgASUlYhxQj1pbBzQvtTBzSUY3qgyQV66A80tQkLCEtPd7um2bsOVTSpCvZ092fPopnHEGXHGFmPRYWon+8UdRkhASAhs3OteJoD1uvx0qK20TEm2NiAiRORUT43hbHQBTYKDb7Hyjtm+Hd94RAb9LL3XZeWudFXjIzGw7wGkvsbEiQLNokXCi82KZsjKhj/Hll+7uicfgDTzYym23YfLzE6v5SvDPfwrbSEuDaUlqvPgqPNgOys2FQ4dgxAhF2zVTFxoq7Bb9/UXquRVE7twpLpCdPPAgy8IWsE+8sOGq6KgZDwAvvMCRBx9Urr1584QuQt++yrXpTHx8RM3+Sy/BggUEFhaK9MOHH3Z3zzo8eeVaUqIaBfp6xAajNRgprlJIvd/FyD4+3oCDF8HEiZCY2Fwb4nRWrRKPTRYe1DoDKgkCLCQE9ogRY4XjpcqUI4UePSoWJtRq2w9+4AGRvXZairYj6OPjxcLEHXcIx4gmopWSwQD33w/XXtuYLeeilepW8fdXrg/Ll3e9yd3y5cLZrMaF5XUlJZwxa5bIMHn7bdedF9CkpgodBqUD67m5tllp2sKDD4qxWmamc9rvDKxcKYKkkye7uycegzfwYCuxsRSfcw58841jwkvUK1YvWCBqwVsbkBYUCBGX+fMdOtfpxJhrN6dOVbTdZtxxh7hZRkVZtXv01q2d3kYTQK2ro6bWyIBu4QCUd9SMB4Czz0Y9aJAiTQXn5AjBtY6Q7dAUSYL/+z84dKjR7aITTjDLda6pdTWTV66he1TjqldqtPg7pyMKTHrx0hRfX7HokJJieaKxbx98+CHapKRm6eaVWgPhQX6oLFxfUhsCD8r8PnzVaqFDsX69bQeaMxHCwxXpRzMCA8XK4fr1jYKf2dkMefxx+Pe/hS2tJ6V+P/88PPmk4+289JJwV+hKqFTw11+tCzg7A1lGPWCAKIOy4ErjTPKuvVZoqig5dtBqRWaVswIPgYHiWnX//c5pvzOwbJkorxs1yt098Ri8gQc7KJg6Vazi//KLQ+1E7trV0s3idBISoLBQpHQrSOzGjUJ12RpbQHtRqcRFNC9PeJ9bs//llwtdi05Mfr2V5sCGwEMHzniorSX2zz8V0SGJ3LVLZBBcf70CHXMD3bq5uwdOY+n+Ah5bqyXbReKOmto6Sqpr6R7dGHjoERMCKLei68WLW5k5UwjTWppo/PQTVFZy6F//arZZrTUQHmjZYjguNIAAH8hR6PehHjhQ3IttXWm//XbnXsMlqXFxYvt2SE8n7PBhMVl86y1lHboc5dAhUf7hKF3FSrMpZ58tJv+utNWMi+Pvl14S+hydAbPNb/fuzjuH2fZ+1SpUOl3b+3Y1ZFl8fy+80LOuS27GG3iwg4ohQ2DpUlG34wDxa9dCWFhLN4umqFSipnHpUlRaBWo3AcrKiNi3D6ZNU6a99nj5Zbj1Vjh8uM3djjz8sMgk6eSYHS36J4nAQ4cutVCp6P/aa4p8bvlXXCEEeBISFOiYFyX5eedJZODQKTvSru3AXKfetNQiOUroPXRIS00vXiwhy42Wi7m5sGWL+Pu552D/fiqGD2+2u8h4sDyAlSSJ+GAVJxT6fTSIOTYpaWiX6mqRxRkZqUgf2iUxEe6/n10ffww33OCac9rCkCGQk2N1uaklVDqdyHztaoGHwEA4/3wx1nYFf/zh2uyK0wg9elSUPm/erFyjPj5CXHLgQOXatMTevXDhhaQovEDa0QnMz4eTJ9ue43VBvIEHe5Ak8UXRP6QKAAAgAElEQVRyJIJlMBC7YYOY/FsSlmzKVVeBVitKEZQgKIgDzz4Lt9yiTHvt8dJLInL9yCOt1691oUhpfr2jRY+YEAJ9Onipha8vNenpyjmvdOKsgY5Ktb6OtYeFzZeryhxy690rmmY8+PmoSI4M4ngHdrbw4qUZX34JQ4eS+u23IgPxttuE4LSfH1iwoVTr6ogIspzxABAfLCmW8QAIV4vdu623N/71V1GC6qpyuZQU+Phjqnv3ds35bMUsDLp3r91NBBYUiD/c5fDgTiZPhiNHXGOr+dRTojTGTcgqlXCBy81VrtH0dKGb5SQttwYyMuCKK0j/8kuxWKpSNQpzyjKjbr9dOH11MXTJyUIw9Npr3d0Vj8IbeHCEl18W/+yhro7s22+Hf/yj/X3POQdiYoiztdayNYKCKB4/3nUCfgkJ8MILsGRJo7bE6UydqrxNqYeSX6HFVyURFxZAiJ/UsUstgOpevYQ2gyOiSDNn0v+VV5TrlBfFWJVZSG2dqNt2VbZBQ+AhqrmyeVpMsLfUwkvnYdo08PUVA/YzzoDFi9u0kq5so9QCID5YRW6ZFqNJIYG68ePF5MXaScO334ryTa+jj8Ccsu9AYD4oP1/80dUyHkAEHi65xPkCk8eOCa2Cyy937nnaoNacJaSks0VdnXJttcdnn5F1550iW+u55xrLrY4eJeT48Uax3K5GXJxz9G46MN7AgyMcPAjvvmu7yGR2NgQFidRya4QUfX3hhRcoHTPGvn42paoKXn0VPwdS/+zigQegf396/fvfjRPUjz6CJ54QglDr1qFTwnaqA1BQqSMhPBAflUSov9Rx7TTrqe7TB8rLHYvUb9xIkLke0YtHsXhvAQnhAfSMULls0p9XriXQT0VsqH+z7WkxweS4SGfCixenEx8Pb7zBsXvvFYKJ7Uwu1VpDmxkPCcEStUYTp9QKZRCOHQtHj8KwYe3u6ldWBitWiNRudztKeApJSXDWWSKDxU7KR40Sk+KMDAU71kHo21fYNSokYN0qCxeKx8suc+552qAuIkJkUysZeHjoIeGU4QpiYzlx880iw/mll+Dmm8X2Xr0whIUJ4cyuhEbDoGeeEU48XprhvTs4wj33iNo9a8WDjEaYNQv69YMffrDtXA88QJFZxdkR5s6F554TtUeuxM8P/vMf9AkJjWJaCxYIJepPPoHQUIrGj3dtn9zEyQot3SJFeU2oXwcXl4TGNFd7V3VkGXbuFAEMB6kzmnhl0QGKNa51YOismMsspgxKIjHYdfoKueUaUqKCkU4T3usRE4JaV9exdVG8eGnKY4+Re/31VpVuqnXC1aI14oPFkE6xAKH592dFNpvs5wdvvCHKRbwIJElMuP75T7ubMPn7i4l3eyW5nZlTp5y7ev/rryKw48ZyFtnHB2JilA085OYqamlrFyqVcArpCIGH2lpCDx1Spq1164jdtEk4i3hphjfw4Ajnnisisp991v6+OTlwwQXw9NMiqmpHEMGvrMwxhWSTCT78EM48k6oBA+xvx17OOYc977zT+P+1a0UKXU0NlJZS1a+f6/vkBgoqtXSLFKJ5oX4dP+Ohqk8fUYdprumzlZwcKC8X7TjIwVNVfLEhm+2FRofb8tJYZnFJRhLxwSryK7Xo65z/3uaWaeke1dLOzGup6aWroq8zojOYCA9sPUARHywCBU0DhBqDhhWFK5DtLYVbuFCUS5461eZudWFhInuxi9zHXUXS4sWKu5p1KFasEJkjzpq4arXCfcSNZRYNTJwIPXoo115envOsNG1APWAAHDgAlZXu7krbvPEGI//xD9iwwfG2li3D6O8v5olemuENPDiCJImsh40bYf/+VneLW71aRFN37xYZBz/8ICKbNpLyyy+iburkSfv6u3SpmCA+/LB9x3txGJNJ5lSljqSI+sCDf8fXeJD9/aF3b/vTa3fuBKBaAc2RrPo0fG/GgzKYyyxGpEYRHywhyyIo4GxyyzXNhCXN9Ih1naWmwWjirrnbySz1BrG8uB+1Vqz4tlVqER0o4e+jaiYwOWvDLF47+Bqb8uycuCUnQ3Fx24r/OTkkrFhhe9lpV2D1avEetjFGbIvu339vnR15Z2X0aKF74ixbzaAgMaZ+4gnntG8L8+bBjBnKtZeX51wrTSupHDhQlJEpKZypNAYDfPqp+PuZZxzTLANYtozKjAzx/fLSDG/gwVFuu03Yap4+6TIYGgVxfHyEuvHevcJW0pJvtxUUTJ4sshbmzrWvrx98IFwDrr7avuO9OExJtR6DUSa5odRColJrUE4MzF0sX27/jTswEM47T7hjOEhWcTUARdoO/n56AE3LLFQqiYT6NO4TZc6d9FdqDFTp6loIS0JjxoMrSj62ZZexMrOQPcUuFOjy4qUVKrUiM66tUguVJJESHdRgqanWq/lo60cA7C2001lh2DCRrr16dev7zJnDGa+/LrR+vDQnLg7y8xttU23BaCTw1KmuKSxpJiJC6GQ4K/AAoswpNNR57bsDnQ5KSjwi46FixAix6OlsrQ5H2LQJCgooGTtW6PCZ3WTsIT8fMjMpGzVKuf51IryBB0eJjRXRaHPpQnY2PPsspKbC228DUHzeeWK1wMEUKl1ysvA1/uorEYCwhdpaEXl74AGHhI68OEZ+pRD9ash48BOryGptxy63YNcu8X23R7T0kktg7VpRy+ogWcXejAelaFpmAY314zklzp3055abrTRbrhQE+vmQGB7oksDDykxRa1vsDWIB8PHqI7y9vevYHnsaal37gQcQOijmUqRPt39Kha4CX8nX/sCDjw+cd17rgYfMTPj4Y8qHDxcr+16ac8YZ4O9vX+AhPx+VwdA1rTSbMmkS7NiBn9Kp+jU1YjL8yy/Ktmsvr70mvi9KYDAIi1Bvqr91nHsuHD3KgeefF0ESR6zdS0pg3DgqrBDl7Yp4Aw9KsXkzZ113nYhMz5oFI0c2d6xQSuX5zjuF9Y+t1pr+/kJA56mnlOmHF7vIrxBp6maNhxB/kf3S0cstGvzKbRWYlGURFFOIrBKR8VCilTt+FombaVpmARDmD6EBvpwoc+6kP68+8JBiIeMBXGOpKcsyKzJFTXuJN/AAwKasUv4uMVKl6+BB0g6KOTjdlp0miKygE6U1aGo1vLvpXS5Kv4j+Yf3tDzyAsNU8dgxOnGi+PTdXTAr9/Dj86KP2t9+Z8fODgQPtCzwcOyYeu3LGA4jvmCwTtX27su0uXw5//w1mK0uF0NYa0dbZcd8wGoXehBJjorAweP11OOccx9tSgn//G/r3t33R1BWYyyrS08UCWGAg6PUiAGEPGRmwYYMigumdEW/gQQlkGR54AMlkgpkzhVje77/bJSDZLldeCVFRsGWL9cdUVAhLLLC7zMOLMjQGHhpdLQDKO7jApN2Bh/x8keI4f77DXZBlmeziGkIDfDHKQsTTi31U6QzNyiwAJEkiNTq4Wf24MzBrSFgqtYD6wIOTgx9HiqrJLdMSFuBLidYDB0puILdMiwzsO+nhAmGdFHOpRURQ2+4XPWKCqak1MnvLfymsKeSZc54hPTSdfUX77BeYnDwZHnus+fhBluGqq8T4YskSkZHpxTJDh9rn+mQO9HT1wMOIEfDFF1SYxxlK8euvYjyt4OQ8u6SGie//yYc77cgOi48XjyUljndErRb/PIWgIDh4UARWPI2HHxYl802vj1ddJQTT7XFT0XkzA9vCrsCDJElfSZJUJElSC7UcSZIelyRJliQp1vHudRAkCbZsYdP338MLLzhXzCU4WAQ2nnzS+mP+8x+hNH38uNO65cU68it0BPn5NAiEhdZnPHR4e8CEBEhMFCUXtrBjh0gJVEDJuahKT02tkXG9hXCrs1fmOzOrDxY1K7Mw0yM2uKF+3FnklmsIC/QlItjyym5aTAjFVXreWP8+07dP5/dDvyveh5WZhQBcM7I7NYbGNPeuitEkNwRN9+R6Aw/uQK0TA+D2Si3SYoQA6+xN3zMmZQznpZ1Hekg6ar2aE5Un2jy2Vfr1g3feaT62kST46CP47TehA9FBOFpUTXWti7OYLr0Urr8eyWDjdeTWW1n/+++QluacfnUUfHzgzjuptUOUvTUko1EsEE6dapWVrTXsya3gqk82klumpVBjx3csLk48KmGpOXu20MfwFMHXMWPEo6fZalZVwZw5IsuhaWD17rvh8GHbNfVOnoTwcPjuO2X72YmwN+Pha2Dy6RslSeoOTATsvLt1YHx8lCunaI/wcPFoxU1MqquDjz8W2hBd/eblAQgrzUCk+gtcqJ+51KITTGyGDbNdXGznTvG7ychw+PTH6oUlz+8nVg1yvYEHuzm9zMJMWkwIueUap5ax5JZpWs12EH0Qz72y5lPyNHlM+980ps6fSlZ5lmJ9WHmgkMHJEYzsEdXQp65MQaWWuvrPfG+eHTouXhzG2lIL8++jpErFM+c8gyRJpIcIjQCHyi0MBti8WYwpFi0S2848U4wtOhA3fr6ZX466ONB/5ZXwwQfIduhrGUNDXTe29GQqK0latKix/MRBIvbsEeMVhWw01x4q4obPNxPs78MlGUlU6mVMtt4nzRkPSgQecnMhOlosVnoCffuK7BJPCzx88w1UV8N99zXfPm2aEDV94QXbMhj+/FNcK5XS6uiE2HU1k2V5HVBm4an3gCcBb1Gss3n0USH41A6x69cLSx2vhaZHkF+hbdB3gMbAQ4fPeACxevDbb7Yds3OnuECHhDh8erOw5Lhesagkb8aDvWjr5BZlFmbSooMxGBtXv51BbrnWorCkmR71K7q+chJfj/qaty96m7U5axkwewAvrH0BrcGxvpVU69mVW8GF/RMaAiCusBD1ZMyvP9wf9uZ5Mx7cgVprIMBXRaCfT5v7iTI+E8nBQ7mkzyUA9AzpCTgYePjySxgzhkHPPitWiXfssL8tN6EzGCmq0lNY44Yham2t7eKIzzxD4pIlzulPR6Omhn7vvAMLFijSXF1YGNxyC0yc6HBbP+/M46652+kRE8LP/xzL6B7RGGUos3Vcl5oK11yjjOZEXp5HOFo0oFKJibwnBR5kWWSGjBghbFubIklC7DMvDz75xPo2164VmSZDhija1c6EZG/NnyRJPYBFsiwPqv//ZcB4WZYfliQpBxgpy3KLQiVJku4B7gFISEgY8T8P8Ceurq4m1IKVjidvT/7pJ/rMns22L7+kJj291WMy7ruPoMpKtvz3vyIrw4Neg6ec25Wv4eE1GobE+TB9UAAAVVXVPLJRYkpPP67u6291O+58DUpuH3PNNZQPG8bBZ55xuK/fZepZm1vHpxcF8+SfNfSK9OWfQwPd9trseQ2esH1NVjVzD0s8c2YgfaOaXzNy9UG8sU3HEyMDGRir/PWkqqqaxzdJXJDqyw1nBFjcf2PxLj7b0Zfe8ft5pO9AQkNDKdYX82nWp6wuWk1SYBL3pNzD+cnnW33eps+tzzPw5f5aXhwbSEygigdWa7i+nz+Te/pZ1VZn/C6Z35NzkmTWF0h8cEEwEQGSze24oq+u2u7qc3+1X8+eYiMfXBDc5v67dLv4z45u9In05fkz0xq23/P3PfQL68fzA563q09BJ05w5m23AZB9++0cr//bHe+FvccUaUw8uU5LQpDMG+e5tq+jb7mF8vR0jrz4onWvwWRi3OWXc/Lss8mxUFrbEd5vpbcPv+MOjFFR7Hn3XY94DbIss/BQDb/mSPSPVvHQ8ECCfCW2n6rj4916XhwbSFq4T7vtOOM1nPfoo9TGxrLv9dcVP7e92xOWLiU0O5tj//hHQ1mDO/uUfPQowx59lINPPsmpKVMs7p/xxBPIPj5seu45qz6H0bfcgiY1lf2vvmrXZ+rJXHDBBTtkWR7pcEOyLNv1D+gB7K//OxjYAkTU/z8HiG2vjREjRsiewJo1azre9uJiWfbzk+VHHmn9mJwc2ejnJ8vvv+/evlqx3RP7pPRr0Bnq5LQZi+T3Vhxqtn3Ey8vlp3/e69K+OuVzKCuT5YsvluUffrBu/7o6WZ41S5YXLVKkr7d/tUWe/P46WZZl+eI3/5CnfbTe9tfg4u2e2Kcr3lkij351hWw0mlrsf7JcI6fNWCR/synHKef+ZekqOW3GInnOhiyL+9fW1cr9P+4vpz39P/mJH3e2aGd11mp5wOwBsvSCJGcWZ1p93qbP3T13mzzmtZWyyWSSTSaT3O+ZRfLzC/c7/No68nfpneWH5J5PLZJn/7RSTpuxSF554JTH9tVV21197n9+u12e8M7aNvdfvXq1PPKzkXKPme80u/6tWbNGvmz+ZXL/j/vb3yeTSZYnTJCPX3ed+NvedhTebssx27JL5bQZi+Q+Ty+STa5+DdOmydVpaRb3b3GM0SjL//iHLIN84OmnndcnO7a789zHr7tOlv39Zbm62qF25Lw8ecvXXzv8PX5vxSE5bcYi+b55O2Sdoa5h+47jZXLajEXy6sxC+9pv0i+7P4fYWFm+917bz+3C7W7vU2GhLL/6qizX1LS+f1mZLJtM1r2GvDxZBll+5x27+uTpANtlO2MGTf8pVTjWC+gJ7KnPdkgBdkqSlKhQ+15OJzZW1KZ9803r1jtpaULw8s47Xds3LxYprNQDNCu1AIgI8uscpRYREaK+zVqrVx8fmDEDLrlEkdNnldSQHifS8OOCVd5SCzuo0hnYW2K0WGYBkBgeiL+v895bs3Vl92jLdakfb/2YzJJMesSEkFeub/H8BT0vYM1ta/CRfPhkmw3pkfXoDEbWHylhQv8EJElCkiTiglVdXuMhr0xDUkQQvSJUqCQhoubFtai1dYQHti2Ct6N8B9vztzMsOaXFb3Rw/GAOlR5CV2en4rokwcqVZDVZrexoFKrFNaPW5AZdpaFDCc7NBW07ZVsmE9x/P3z6KcyYQeFFF7mmfx2A8lGjxHh37VrHGvrsM0ZNnw5llirGrefbzSfIiPPho+uHEeDbmNmQEC4yLQvVdvzWBg0SwoaOIMtCm+Daax1rxxnU1kJBgbt7IYiPh2eeaVsHIyoKJEmUSVW0c98LCIA33lBsTNtZUSTwIMvyPlmW42VZ7iHLcg8gDxguy/IpJdr30grTp0NpafO6epMJVq+G224DjQZDVJSwK/TidvLr7R27RTQPPEQF+1Ne0wnEJVUqUddmrW1YVhYUFipyan2dkdwyDb1iReAhPkiiXGPo8m4EtrLmUDF1Jlq4WZhRqeotNUucY6lZomk98FBYXcgLf77A5N6TGZKczPFW3DXiQ+I5L+48vt7zNdW11Tadf9OxUrQGIxP6xzdsiw2SyC3v2oGH3HINyVFBBPhK9E0IY49X58HlVGoN7TpazDsxj+SwZC7sO5RyjaHBghMgIyEDk2ziQPEBZ3fVY2k6ETxZ7mLdlmHDhOX6ww+3PYE5cECo7M+YAa+/3mGDPM6gcvBgMUm0x5q0Kb/+SuWgQeCAS0aVzkBJtZ5+UaoWQfq4UFEmaA502YS/v+PjIkkSwavx4x1rxxmMHQt33OHuXpCwfLn1eiFlZZx5003CIbAtYmOF42C/fo53sBNjr53mfGAT0E+SpDxJkrxL6u7goovg3Xdh3Dj8ysvhzTfFF37CBCH0t7+F26kXN2IW5BPiX41EBvtT3hkyHkA4W+zeLQJg7fHEE3D22Yqc9kSpBpMMPZtkPIDXjcBWjhZWIQHDurcubtUjJthpGQ/FWvG9SYlqKS759Kqn0Rq0fDD5A3rEhJBfqcXQimr45d0uR61XM2/vPJvOvyKzkBB/H8b0ahyQxgVJ5JZpzSWGXZLcMm2D0GZGSgR78yq69PvhDtQ6Q4MNsyU25W5id+Vu/jX2X6THCuerpta3GQnCOWhf4T7ndtSDKaxqEnhwokCuRS69lLwrroCffmpbJX/QINizxxt0sIDJ31/YFT77rP2NHDkCe/dS4uDYI6dE/LYSgltOo/x9VYT5N/++WU1cnMOuFr5qNfz9d+vZ0O5k+HDYvNm6MaKzMBhI/+wz+OIL6/aPjqaqTx8hMmk0tr7fkiUOZ9F0Bex1tbhBluUkWZb9ZFlOkWX5y9Oe7yFbEJb0ojA+PsLdQqtlzLXXigh5UpIov8jPb6nS6sWtFFSKm1BSi4wHPyo6g50mwNChwhc5O7v9fXfsEGrCCnCs3tEiPVZk98QFiQGbN/BgG4VqPREBEr4+rd8a0mJCOF6qaajX23BiA3WmOkXOX6yViQ31J9i/eUr5AfUB5uyew6NnPUrfmL6kxQQjy1Dcilf6wPCBDE0cyuxts62eIMuyzKrMQs7tG0eArw+lmlIyPsmgyHAQrcFIaY0HDuJcgL7OSGGVrsFpJCMlknKNocs7fbiaSq2hTSvNhYcW4iv5cvfwu+kRK4JEOaWNmUm9o3sT6BvomLNFB6dIrScsQFxbXB548PXl6EMPiUy/xESRDv/gg7BrF5hM9Hn/ffj6a7Fvv37eoENrOOr48OabEBBA0QUXONRMdv1vKyHE8r0yMkBFkT2lFvHxDgceYrZsEQGsnJx2933sh938csSF97YxY6CyEg4edN05T2fhQgJKS0VWiJXkX345HD8Of/xheYeTJ+Hiixt/w15axWsO3Bno2ZPs6dNFhHPdOrj5ZggMbP84Ly7lZIWWqGA/gvybqxxHhXhOxoNaZ3BsJXPkSGHzWt1OintpqbiIDx9u/7makF2f+p9+WsaDV+fBNgqrdEQGtD3gTYsJRmswUlylZ96+eZwz5xw+z/5ckfOXaE0kRzUvszDJJj46+hFJoUk8d+5z9X0Qn3ORxvKqiSRJ3D/qfvYV7eOv3L+sOvdxtYlCtZ4J/RMAeGXdK+wr2sfasp8A1waxZFlGY/CMjIL8Ch2yTEPGw9D6bJg9eV6dB1chyzJqbdsZD3sK95AWnEaIfwip9aVKx5sEHnxUPgyMG8jeoq4beChU6+idEIq/D061BG4T88Q5Oxt++EHcM8eOJXnhQjh82D196khUV8O0aTB3ru3H1tTAr7/CPfdQGxvrUDfM5YbxwZbvl5EBEkVVdpRaxMdDcbEjXSPAHLhITm5zP1mWWXGgkKMVbaziK82YMeLRnbaaP/6IPiYG6p0srKFk3Djo1g3+/W/LO/z5p3g8/3zH+9fJ8QYeOgOSRO4NN8CAAe7uiZc2KKjQthCWBIgM9kNfZ0Jb68KLvwWyiqsZ+fJK9pY40I+hQ4XwU3sexrt2iUeFAg9ZxdXEhQUQVr8iGOInERHk5w082EihWm9F4EFM+o8UVzJzzUxUkoof835kY+5Gh89frJHpflqZxdzdczlYdZA3L3qTsICw+j6IiVVRKxkPADcMuoGIgAhmb5tt1bl3FRlRSXBBvziOlh1l9rbZXNr3UuokUW+b58Ka8N/25PPIGg3F9gxcFcYccDHrbvRLDMPfV8Veb+DBZdTUGjHJEB7Uurjk7lO76R3aG4Bgf1/iwwJa6KBkJGR06YyHQrWOxPBAYgIl12s8nE56Ohw6JFZdt2/n+I03wquvurdPHYGQENi7VwQQ7Dn28GF4/vn2922HnJIakiICCfBpPfBgl7jk+ecLccm2UvrbIaC4WIgihoS0uV9JdS1Vujq0yiQsWkffvqJvmze78KRNMJlg1SrKR44UWeNWIvv6wj33wLJlkJfXcoe1a0VQsb2xrxdv4MGLF1dRUKlrUWYBQlwScHvWw0878qg1mjihVqD2rr36vR07xKNSgYeSGtJjm99k02KCWxUg9GKZIrWOyMB2Ag/1E9Bvdy4luyKb7678jviAeO5YeAdag/2DeaNJpkwntxCW/Pf2f9MntA83Db6pYVtMiD+hAb6tZjwAhPiHcMfQO1hwYAGnqtvXOd5dbGREWhQxoQE8tfIp/H38+Xzq51yXdiEAyw5tt/OV2c6KA4XUmmB7jvvrRc3CmuZSCz8fFQO7hbMn13MFJgvVOsp0bqwhVhizSGRrpRaF1YWcqj5Fr9BeDdssXf8yEjIoqimisFoZUd+ORpFaT0J4IDFBqgaxZ7cSGQkffghqNdl33+3x5RWyLLMvr9K9+i6SBJMmwapVYLChRLWmRpS3REU5JCppJru0hh4xrU/sIwMliqv0GFvRIWqVqVPhvfdsmhSfTkBxMXTv3u5+WcUiM1Vb58LPU6USWQOOOnfYy6lTkJRE2ciRth97330i6JWS0vK5tWvh3HMd+ty6Ct7AgxcvLuJkhZbkyJYlMFHBYjDpzsCD0STzy66TQKOlod089xz06dP2PtddB99/D9HRjp2rnqzi6oYyCzPdo4O9Gg82UFtnorSmlqh2Mh6So4LwUUn8nrmZs1PP5tqB1/JEvyc4XHqY/1vzf3af/5Rah7FJSj+ICdX2/O2cG3suUpNBuSQJd422Mh4A7ht1HwaTgS92ti0ilV+h5bjaxIT+Cfx14i8WZC5gxrgZJIYmckPqlUiqan7L/IsqfZXdr89aZFlm07FSAHaeKHf6+dojt0yLn49EfFjjtWtISiT78yvbHFQfKjnEu4ffdSgYZS8Pzt/Fu9vttI30QNT1gYfWSi32FO4BoFdI08BDCMfLmrvPDI4fDMC+oq4nMKmpraNKX0d8eIBnZDw0pS07Pw9ix/Fypn68gYNlbg7qTZoktKRsSdd/5BGR5u9AJkFTckpq6BHbeuAhKkDCJENptR1Za1qtQ8KQAcXFlifHp2EuUXVpxgPA9dfbp0F36JAQ0neEbt1g3z6KJkyw/di4OKGdcRr+JSVCtNRbZmEV3sCDl07FX0dLOObKejUr0dbJVOnqSLJYaiEyHtwpMLnpWCkFlTp8VBKljgYeoqMhKwu/tizDevRQzGO6vKaWco2hQVjSTGp0MHnlWttXHLooxfUDpIh2Ag9+PipCAvXo9WG8PuF1JEliRNQI7h1xL+9uetfukovGlP7G38iyY8sAGB3dcpDSIza4zYwHgD4xfZjYayL/2fEfqvV61pwwWFyxW3VQ1MReeEY8jy9/nG5h3XhszHXRf1YAACAASURBVGMA+Kp8SY+NQK8PY+aamXa9Nls4XFjdIGS564T7yxlyyzUkR4pgk5mMlAg0tUaOFlnWcpFlmTt/vZ/VuVV8sfNLi/s4C53ByK4T5eRVyxwpdH6gyBU0ZDy0Fng4VR94aJrxEB1MoVrfrITP7GzRFcstiuqtDRPCAokJkiitqUVn8LyxgjWsPVREXpXrJ/9Z9RPVrEo3v28TJoiV5WXLrNs/O1uI/o0erciKdKXGQLnGQM/Y1gNG5pJFmy01t28Xgajly+3uX9ZddwnXsPb2awg8uHiMpNfD4sW2aZoUFcHw4Yy+/XZhOWsvJhOnKnXsL7XzO1xVBTfcIET866mNiYHMTLjxRvv71YXwBh68dBq+WJ/FTV9s4bUtOhbuPunu7jSjrH4yb0njwRNKLRbszCMs0JcL+sVRonVwQDN0KAChR49afNpHo4GvvhLOKwqQdZqwpJnU6GDqTDIFnpBS2wEw16O2p/FQoaugrPYgMf79OTu10ZLsrYveIjUi1e6Si4bAQ5OMhyVHl5AQktBQu96UMxLDKdTI5JW3ndVy38j7yFPn8fRvS5l7oJapH2/grNdX8fTP+1iVWYjOYGTlgUISgiV2FC9hy8ktvHLBK4T4N36fzkiMJ8a/Lx9u/ZAd+Ttsfm22sOmYMIQakeDD3pOV1Na5d3Uxr0zTovxliFlgMtdyYGT+/vkcyE4n1vAv3lr7I7VG113bdudWYDCK6+3ifQUuO68zsSbjISU8hQi/iIZtafWrsU11buJC4kgMTeySGQ/m61tCvcYDuMHZQgGW7j/F7XO28dJmLWsOOeZ+YCsFFeI9zHVD0KMZERFw111iAcMaXn1VBBxmzFDk9GZHi56nLXY0xVyyaLPOQ1yceHTA2aJ89GirVt/NpRZ6I65doNHrRUnJ/PnWH/PWW6DTUXzOOUInAkTpjC1oNJCYyJxPf+P9HXr7SoZCQ2HfPnj//cbzSxKccQYkJNjeXhfEG3jw0uExmWRe/yOTVxZnMnlgIr0jVTz8v918sT7L3V1roLS+3rhbRFulFu7JeKjW17F0/ykuzehGr7hQSnQyJkduQu0EHkIPH4Y77xRe5Qpgvnmmx7XMeACvs4W1mFcEo9rReHh749to5Vx8TM1vsmEBYXw57Uu7Sy5yy7VIQFJ9OZLRZGT5seVM7j0ZldTyVnXVCJFK+t2WE222e2nfS0kNT2PJ3mp6R6p4+5ohDE+N4rfdJ7lz7naGvrScDUdLyIiTeHrVU2QkZHDrkFubtZESFURtbSjxwQncs+gexexDLbHxWCndo4M4K8mX2joTBwrUTjuXNeSVa0k5zWmkZ0wIYQG+Fp0tqmureWLZi4SbhGK4uiqZ7/Z955K+AmzLFroY3cNULN7bOQIP7Wk87D61m6GJQ5tt6xHT0lITRLmFqzIe1h8pZmO+q/O4LVNYL9QaHx5AbJC4nrjN2cJO/s6v5NHvdzMkJYKkEBV3z93Ogh0WhO6chDmIf8LdgQeATz+1TicgK0s4YNxzT7suD9ZidrRoK+PBXLJYWGVn4MFeZ4uKCqK3boWy9vWBsoobrw3Vehf+TsPDRcmCtaUyRUUwezbcdBOH//Uv8PUV28aMgfXrrT/vunVQXExpQCh1Mqh1drxmSRKCsDt3wtatAKR/+imsXm17W10Ub+DBS4fGYDTx+I97+M+6LG45K43ZNw3n8ZGBTBmUyCuLM3ntj0zHJtEKUaZrPeOhodSixj0ZD3/sK0BrMHL1iGSSo4KoM0FJjQNq+tHRkJpKeCvpcGFHjog/FBSW9FVJLdwQzIEHr86DdRRVmTMeWr8tFFYX8v7m9xmUlECNXqbitCydCekT7C65yCvTEBUoEeArUmG3ntxKmbaMKb0tW14lRwYxNN6H77floq9rPW3SR+XDxan/os4QybDECq4ekcInN49g58yL+O/00Vw/KpVB3cLR+a4huyKbdya+g4+qeTpu9yiRPfPiuR+ws2Ans7da55RhK0aTzJbsMsakx9A7UnwOO4+7T+ehRl9HaU1ts/IXAJVKYnBKBHvzWgpMvrruVTQVo5Fkf2ICJWJ8zmHWhlkYTa5Jz96aU0a/hDDOS/HlSFF1pyi3MA+QLbla6Op0HCw5yJCE5mrqadEi4+H4aYGHjIQM/i7626nBMzMfrT7Kf//Wuz1rB4RwLohSi2hzxoMn6Ty0Q1GVjrvnbicy2I/Pbx3JU6MDOTM9msd/3MMna49ZXL2VZZmT6pMsPLiQA2oH0tPrMWeIFFTLnlGmotUKscC2+OQTRbMdQIw5VBItMsHMHC49TIH+MJJkR6lFcLBwo7A342H3bjJmzGh0DmsFg9HEiTINsaFi/OnSwAOIoMGWLe0LkYP4DPV6oR9mprAQSkqEffvTTyNZIzS6YgUEBFAZIcRFy+0dc998M4SFiWDIyZOkfv+9YgtpXQFv4MFLh0VXJ3Pn3O38susk/5rYl5cuG4iPSsLfR+LjG4dzy1lpfLYui8d+2M3M1S/x0K6HuPbHa3lk6SO8seENvtnzDSuzVlJW63zl+FKdjEqC+LCAFs/5+6oI8fdxW8bDzzvz6BkbwvDUKFLqJ+8OWwfecAP506ZZfCr0yBGx8qBQWlpWcTWpMcH4+jS/nCVFBOKrkrwZD1ZSqBYaH2H+re/z6vpX0dXpmD5KfLY5FlxDmpZc6I3WD7pyyzXEBjVmWyw5ugSVpOKiXhe1esyEVD9Ka2pZsq/twae6YihGqZwjhgUN2wJ8fTi3bxwvTBvIV9P782vRJ0zpPYUL0y9scbx5gDkkdjxTek/huTXPUaRTPs05s0BNpdbA2F6xRAWqSIoIdKvApPk60D2q5QB7SPdIMgvUzSYgR0qP8N6mT4mWr2TK4ETGJftiqu3OkZI8fjn4i9P7W2c0sfN4OaN6RjEy0QdJ6hzlFuZSizALGQ9/F/2NUTa2CDxEBPsRGexn0dlCb9RzpPSI8zpcz7GianRG2JJd6vRztUehWkeAr4rwIF+iAiVUUsfJeNAZjNzz3x2UaWr5/NaRxIcHEuQrMef20Uwb0o03lh7kpUUHqNSq2VCygZlrZnLJd5eQ9FYv+r51E3d9s4Hnt+2gutayJou1FFSK91AGDrs7oCfLIuX+ySfb3u/VV8VqtELZDiAyHrpFBjUEyZtiNBm59LtLuX/3P/H31VNQUWOhhXaIj7c/8GC2emxHXDK3TEOdSSYjRZTNVelcPP4cMwYqKgjOzW1/36eeEpoX5hILgMGDYfdukT07axb9X3+9/XaWL4ezz6ayVgQ7yuwtbw4Lg1tvFQLpP/0ktnmFJa3GG3jw0iEpqdbzxlYdfx0t4c2rMnhgfJ9mqvc+KomXLhvIoxf24tfd+fxnpYTWaGJP4R6+2vUVT616ilt/vZWLvrmIm7bcxNaTW53a3zKtTGJ4YIvJsZnIYP8Wq8euILdMw+asMq4clowkSQ0p1Q6vBM2aJXySAZYuFdHqesIOH1Ys2wFEuuDpwpIAvj4qkqOCOFHWMQaX7qZQrSc+LABVK5Zup3Sn+HT7p0wfNp0xPYTmwumrqdC85GJh/kKrzm00yWQWVJEc2vj7WHJ0CWNSxhAd1LrzyYAYFT1jQ/jvppxW98kt07DxaCU9kvJYUbiE19a/xpxdc1h2dBn7CvdRoinh5XUvo6nT8NZFb1lso3uTgNzsi2djNBn59sS3Vr02W9hYr+8wppdYkRmeGuVWgUlztlBKVMtMrSEpEdSZZDKblII8uuxRwusuwWj0577zezM41gdZlugZPIXX1r/mdBu+zIIqamqNjOoRTWSAitE9ojtFuUWl1kBYgG8zgU8zZkeL00stQAhMWgo8gPOdLcprahtEUlcecL99Z2G9laYkSfiqJBLCA8nrAIEHWZZ5asFedudW8N61QxmU3Kjj4e+r4v3rhjJ9XE/m/JXDmHc/46V9X/Dh6r85eGgygWUfEGd4ghDjeQQZpjB/3/8c6kd+hZaze8cCcCDfvSVgSBKcfbaYTLa2am40gr8/jB2r6KlzSmvo2Yqjxe+Hf+dI2RGGRQ5DXZfLz3+vahB/tZpHH4XLLrOvc1YGHsxlFhkp4vtUbU/ZgSOcfz74+BDZTmYGsgwBAUJQ9HRCQ+Hzz+HJJ4lbuxaOHWu9nYIC2L8fJk5sCOTanfEAotzi0Ufhzz+pCwmBjAz72+pieAMPXjocJpPMzV9s4WS1ic9uGcG1oyz7FVfXVrO44CFK/D4gWB5GaPWb3JD6M4uuOkbpE5UcfuAwK29ZSZR/FJd8dwmHSg45rc9lOpNFRwszUSF+VGhdn/FgttC8YrhYDUiOVCjjwczhw3DJJeKfWg0ajYhwnxZ4WLKvgFc3a20uizHJMsdLNfSKszwISI0O5oSFybGXlhSqdcSHt9QgMTM3Zy4qScXM82Y2lLGcPqkxMyF9AsOThvNn8Z9WnftIURXV+rqG8gKzjWZrZRZmVJLEzWelsfNEBftPtkz7B/h283FUksTLl0wixDeEZ1c/y/TfpjN53mQyPs0g7q04PtjyARcnXczA+IEW20iOCkKSRFZGz6ieTOkzhU2lmxSfSG86Vkp6XAgJ9Z/DsNRITlZobRcoU4jccrPTSMuMB/NKmVlgcvHhxfxxeAUx8jWc1zeOQckRpEeoCAv0ZXDEdew6tavBpcRZbM0R2Wuje4pg1SUZSZ2i3EKtM7TpaBHiF0Kv6F4tnrNkqdk/tj8+ko/TdR6O1WvvBPvCyswipwed2qOoSkdCeGPGYXJkUIfIeFicZeDX3fk8flFfpgxOavG8SiXxf5f2557zYtFU9aebfjaRhun0iRrC/Rf04ef7xvL81IGoCOKTrfPs7odaW4em1siZ6dEE+tAs4Og2Jk2CwkJCs07T8zIa4bffOOumm+BP6+5B1iLLMtklNfSIsTzmeGvjW/SI7MFbGW8xMqUPhrpgRn0+ijf/etP6crMHH4Srr7avg7m5GMLCRLlGG2SViN/nEHPGg6tLLXr0gO3byW8rwFJUBP37w8qVbbf18MMcv/lmoR3RGpIEzzwDU6c2aOaUORJ46N8fZs2C/fupGDKkmVuK0SRz5b//YkehZ+jbeBrewIOXDsfWnDIOnqrilgH+TOhvOV2/sLqQC+ZewOrs1Xx05Q18e+dZpIapmL/1BLd+tZVzZm3k3SVqysv78WL/t5GQmPTtJPKrlHFaOJ0ynUySBWFJM1HB/i53tZBlmZ935nFWenRDpkNIgC+hfrTrFGA1ffvCnDmwdq2IcKvVbFywQESLm7DxWClHKkw2BzxKtDK1RlMLRwsz3aODO1Wphc5gdNoAvkitJ8FCKRBAZnEmywuX88DoB0gJTyHQz4fE8MBWAw8AV55xJQeqDpCnbl/8zLyq3ytS3LzNE9QpfdoOPABcPSKFQD8V324+3uI5ncHI99tzmTgggfN7DeOHs35A84yGYw8dY/0d6/nh6h94f9L7PH/e89zV865WzxHg60NCWCC59dkzU3pPoaS2hP1F+9vtn7UYjCa2Zpcxtj7bAWB4WhTgPp2H3DItQX4+xIS0rL9JiggkLiyAvXmV1JpqeWTZI6QH3oy21pf7LxAZMT4qiXG9YikoiyQlLIXX1r/m1P5uyy4jJSqIpAgRQJ08KLFTlFuota0HHnYX7iYjIcOiAGtaTDAny7XUNQnoBvgG0C+2n9MDD2ar1Qmpfpys0HLwlHuDP0VqfbPAarfIII93tVi6/xQ/HTEwbUg3Hhjf0tnHjCRJ1AYtoch/Jlf0rWXDjAtY+si5PDHpDIanRtGrXnj5QEEJOwt22tUX83uVEhVMSpiKzAIPCOZNnAhA1LZt4v8nT8LLL0N6usgYkGXo00fRU5bV1FKlq6OHhYyHjbkb2Zi7kcfOegwfyYdBSSnEBfRmar+pzFg5gwn/ncApXTuaFAA1NcIC1B7y8tCbBSrbIKu4hpgQ/4ZsNpdnPIAQIpckYUW5YEHL5996C44cgdTUttvp1o2c6dMbhTktkZgoym76928IPDhsYa/RgJ8flYMGNducW6Zh54kKDpZ5gA6KB+INPHjpcCzYkUdogC+jk1oKbQGc1J5k3FfjOFB8gIXXL+SOYXcwrncsj44IZPfMiXxx60imDe3GjuPl/OvHPczeEcnP1yymVFvKpG8nUa5VdpAvyzKlOrkhm8ASotTCtRkPO46Xk1Oq4arhzVPyYoJUyg7Ibr0Vfv8dDh2CsWPxra5ucYM4Vb+ie6TItsHMqRqRYnm6o4WZ1OhgyjUG1K6uX3QCRWodZ7+xhm8ynROgKqzSER9uOfDw+obX8Vf589TZTzVsS4sJtlhqYeaqAVcB8OvBX9s9987j5USH+JMQLFLJzTaaltLHTyciyI/Lhybz6+6TVJ72G1q0t4AKjYFbxqQ1bAvyCyI9Kp2zU8/mmoHX8PBZD/PC+S80syK0REpUUENAbnLvyQ39VIq9eZXU1BoZ2yu2YdvAbuH4+6jcpvOQV66he3RQszI2M5IkMSQlgj15FfyU9xNHS7MJr7uSUT2iGjIOAM7rF8epSj3TBz/D+hPr2XBig1P6Kssy23LKGN2j8dzxYYGdotxCra0jPLDl/U6WZfac2tNC38FMWkwIJlkEaJuSkZDhksBDgK+K8ami3+4utyhU60gIaww8JEcFcapS51obQRswGE088eMeekaoePPqDIu/QTOyLPPt3m8Z0zuSy9KjWrrQ1E+Sg6U0PtvxmV39MTtaJEUEkhqmIrNA7fYsFrp1g8GDid62TWQ5jBgBM2eKBY8ffmDLt9+KfRQkp7R1R4t3Nr1DVGAUdwy7AxDXnzKNgflX/sCcy+aws2Anj+95vP337ZVXoF8/2+0iAWbN4vDjj7e7W1aJKBcJrb+uuFxcsinPPgs33gh//dWwya+8vMHJopm2Q2vIMixcCL9aGG/IstD50OkwGE1oakVAwG6NBzMBAfDAA+RPndpssznoahaV99Icb+DBS4dCU1vHH/sKuHhwIgE+LW/EO/J38OCuBynXlbP6ttVc0veSZs8H+ftw4YAEXr8yg81PT+CLW0dSoZc5mBvDr9f9yuHSw0z73zS0BuUm3qU1tdSZaCfjwY/ymlrWZK/hom8u4v0j7zv9pr5gZx5Bfj4t0jdjgyTlSi3MTJkCa9ZAdTXxq1a1ePpUpQg8HC60TfyqoEa8R63VW5pLArYcP8r5X5/PA7se4KElDzF391z2F+13ibK7EsiyzDO/7KOkWs/qE3X8edhOq61W0NcZqdAYmg3MzWSXZ/Pdvu+Y2m0qscGNk+K0mGCOt5FNckbsGaQFp7Eg08JKxmnsPFHOsO6RSJLUro2mJW4Zk4bOYOLHHc2Fqr7ZlEPv+FDGpMdYPtAGukcHN/wuUsJTSA9JVzTwsDlLCPCd1aSvAb4+DEoOZ6ebdB5yy7UWhSXNZKREcqy4hm9zFnBO/GOUVcN9FzRfmT23rwgyJvqPJzY4ltc3WCECZgdZJTWU1tQyqmdzTRBzuYXbxfAcQK0zEGEh4+F45XEq9ZUMSWwt8CA+uyJN8xr4wfGDxbE6y+VJSnCsuJr0uFCiAlUM7R7JyoPKi7FaS7W+jppaY7NSi26RQRiMMsVVDjg4OZFTlTqq9HVc0N2XQL+WIoZN2XpyK8fKj3Hz4JstPt8tMghfCQZGX8C8ffPsEpnMr79HJ0cGkRquokpfp/w4wR7ee49j994rUt2//BKOHhXuBddcg+xnOUvIEbL/n73zDpOiSrv4r7p7pnt6ck5MIucMggQVQcEsKkYUw4JhFTOurnHVT9eMWdA1oKKAiCAZEZGchzgwAZicU8907vv90VM909NpEsFdzvPMI96qurequurWve897zll9m9e81SLY+XHWHx4MfcPu58gf/tCSGyIBiHsY8BpA6fxyrhXKDAUkF+b772RmBgwm6G6De9nr17U9O7tc7fs0jo6RwcSpLYHHk67uGRTzJ1rZzVcey0cPw5A0g8/uDpZeIMk2VMfnnjCVfPjwAG7RsR33znYDtBOjQewP3P33Yc1yHnhK7MhzazyXODBLc4FHs7hL4VVB4uoM1ldVukBao21XPn9lfgr/Nl01yZGdBrhtS6FQmJ871h6RSj47I9sRidfyDfXfsOmk5u4ceGNWEXH0KQKq+wfbHdWmmCfVFYZ86nSmxj31Xi25W1jScESPtrxUYe07w4mq2BZeiGT+sY5PjwyogIk8iv1HR/4GD4c9u2j5KKLXDY5GA+tnBwU1dkI0ajcUsGhMfAwbdHj7CvehwIFX+z5gmlLptHv436E/F8Io74YxZbyFvpJnyEs3pPP2sMlPDmxBwmBEk8tSu9QFkdJg+VXrBuNhzc2v4FSoeSGTjc4ladEBlJaa6TOy0rJ2Kix/HHiD0rrPAdKqupNZJXWOdIKfNloukOfhFCGpIQzb+sJh07Ivtwq9uVVM3VEitfVwpYiKTyAwmo9Zqt9UHNexHn8efJPaowdk+u8OauMnnHBRDR7lgcnh7M/v/q0WxIKIcirqHcrLCljQJI9P1hhTUPoJtA7PoQLuzuzmRLDAugSHciWrGoeGfEIy48tZ2/R3g4/3x05dn2HYanOgQdHusVfmPVQ7SHVQhat88QMkgMPxfWujAegQ1OFmiOzVEfXGPuAfHyvGPblVjksLU83ZI2UpoyuTg3f47M13ULWV4kK8D1Mn5c+D7VSzeRek91uVyokorUScQH90Jl0zD/QepHJgio9fkqJqCA1ScH2czp4pgUmAS6+GF2PHvZ/X345dHHVOulIHC+rQ6mQXHRv3tn6Dn5KP/4+/O+OMjnQJVtqDk2wC27vKtjlvZGYGPt/W+tsodfDnDkE5HsPbNQYzJTpjHSODiLQX4XEGUq1kBERYWfFmkxw1VVw/DiJP//ccraDjIcftgeeli93Ll+zxv7fCROcAg/t0njwgqxzjAevOBd4OIe/FBbtyicpIsBlcAnw8h8vU6gr5Lnez9EzqmeL67yyiz8ltUYW7cpnSp8pvD/pfZYeXcpbR9/qkMm3PLBpHngQQrCncg8XfnUhX+7/EJD498XvU/R4ESMiRvDIqkfYlret3e27w54SK7UGC9cNcQ3gRGkU6M3WU9Mpx8ejb5avZ7baKNPZP8zHSlq3ElNUZ6NzdJDHieWJWvsHXmmL5c87/2T2oNlUP1XNwfsP8vU1XzN9yHQyKzL5/uT3bbiY04OSGgMv/HKQoSnhzBjbhXv6qSmuMfDqr4c7ro1a14E5QGFtoT1QM2Aa0WrnCaW84uNNQ2Ns9FhswsaSDM/uFnsaxAkHJdsnsbKN5iVdLmnVNdw+MoXj5fX8mWl3hvhm6wm0/komD+4YG7VOEVpsotGCb3jEcCw2C+uyXRk8rYXRYmXn8UqHm0VTDE4Jx2Sxceg0i7lV683UGi0eveoBesbb+7REMYPcChP3X9TF7bs4tns027LLuWvgDELUIaeE9bD9eAWRgf4uQrNyusXyv7DOQ43ePeNhX/E+JCT6xfRze1x0kBqtv9KF8SAHHk5VuoXBbCWvUu/4Lcb3tmsx/XaGWA9y4KEpo0v+Hp+tApOys1RTi2F3MFvN/HDwB67qcRWhGs/pYrFaBTV1avrG9OXTXZ+2+nwKq/TEhmhQKCQ6BStQSGeJwORpRk55HUnhAfg1cSgrrSvlP3v/w+39bycuKM5RLgfy5edvQNwAFCjYVXiKAg+LFsH06WiKvOtIyI4WnaMCUSgkNKozIC7ZHD17woIFcOgQfPYZB59/3p420xpMnmy3TX3vPefyNWvs9SclOTMeTpGumsx4qDYKx0LFOTTiXODhHP4yKKzWsymrjMmDOqFoZiuWUZbBO1vfYdrAafQO8U0za4peEQoGJIXxyYYsLFYbDwx/gH+O+Scrilbw/vb3O+S8wTXwcOtPt/Jo+qNkVmRy24BrAbiu5+1o/bT8o+c/SAxJ5IYFN1BWX9buc2iOTfkWEkI1binoUQ159qeLRllSa0QICFDZc+Na42xRVCc8CksuOLiAyQsngaKOyd2mOxwLlAolvaN7M3XAVN6d+C5T+0/lSO0RjJazj3Irp1iYrDbeuGEASoVE5zAl08d2Yf6OXK8pF0IIcipzqDb7pmsWe2A8vLP1Hcw2M0+OcvVKl1dTvek8dAnsQlpYmtd0iz0nKlFIjeraso1meEC4z/Nuiol944gM9OfrLSfQmQRL9xVw7aBEgjUdQ7eVUw5kgcm+IX0JUYew/Nhyb4e1CHtOVmG02Jz0HWQMTj4zApPydTbPF2+KrfnrMEsFGE0JpEUFMqmvq+o+2AMPRouNo4U27h96PwsOLmBl0coOZVXtOF7B0NRwt4GPv3K6hdlqo85kJcTNc7y3aC/dIrsR6O++D5QkieQILSXNGA9JIUmEqkNPmaVmdmkdQuBgPPSIDaZTeABrD58ZnQeZ0eUsLmn/99nKeMir1CNJEKHxHnhYm72W0vpSbu13q9f9YgMljpfX87dB09lZsLPVIpMFVQbHGEatlEiNCjztwdCzATmldS7Ckh/t+AiDxcCjIx91Ko9pEGuWmT5aPy0pgSnsLNjpvZG2Bh4+/BC6daNy0CCvu2U3TIxlbawAlXRmGQ8yJkyAFSvgueeoGDkSunoWVHULPz+7cPnatXDwIAAKk8nubDJhAoAj8BChkU7J4poQgswSHVp/JQLOmCPV2YxzgYdz+Mtg8Z58hMBlBVMIwcOrHibAL4DXLn6t1fVKksQDF3bhZEW9Q/38xYte5PzI83ls9WNsyW0fDb+gSo+fwq7jICO/Jp/vD3zPlfFXkvVQFlP62bUoKhvE8UL8QlhwwwKK64q57afbWm7D1AKU1BrYX2blmkGJLgEcgMiGgc7pGpAVNQRm+kQq0TeslLUEdUYLlUbhUOxuisX5i7lx4Y0MTxxO77gYynWeB2+jkkZhFmbfqxBnAHKKxROX9nTSsXh4fDe6xgQ5Ui6EEBToC1hwcAFPrX2KA9ArPwAAIABJREFUCd9MIPL1KPq9PZ2Ht3/uc4LnWBFsMjCv0Ffw8c6PuanvTW6t+pIbAg/HvThbSJLEdb2uY132OqoM7nUKdp+sokdcCIFqFRWmihbZaLqDWqXkpuFJ/HakmMWZJowWG7ePTG11PZ6QFGEfdMsUaJVCxfjO41mRuaLdE+jNWeUoJJxEGWXEhWpICNWcdoHJPIeVpudUi6/Tv0bys+tq3HdBF5Ru+hOAEWmR+KsUbDhayuPnP855nc7j9YzXGfvl2NZ73LtBUbWB3Aq9gwknhKDOUkdGWQbrc9ajV24BBDMXf8UvBb+0u73TidqGCUFogKu45L5iz8KSMlIjA10YD5Ik0S+23yljPMgrfnLgQZIkxveKZeOxMvSm06/0LjO6mmo8BGv8CNGozlrGQ16lnrgQDSoP75SMefvnEREQ4dMBKFarwGixcUnaFDQqTatFJguq9SQ00anqHR/yP8d4EEJwvNzZStNgNfDBjg+4ovsV9Iru5bR/ZJAahWRfXJHRPag7uwp3ef9mpKbaV+37uWcyucXu3bB1K9x/Pyi8T+1yGtJF5FRUjaqxnznjmDABNJ710Hxi+nTo0wcK7WP5kAMH7CkoDYGHmobAQ6xWcoy3OxKlOiO1BotDq0nWLzuHRpwLPJzDXwJCCBbtymNYajgpzUR9lh1dxsrMlbxwwQvEBrm31/SF8b1i6R4bxEfrs7DZBApJwVM9niIpJIkpC6d4zVH3hYJqA5EayWklbnXWagCuTrgajUpDuNae113VhPo1NGEosyfOZlXWKl7+4+U2t98cu09UIoBL+8S53R7ZkFPaYZaaPlBUbf8o942yC2i11Nkip6yRLihDCMEz655hduZsru55NatvW01aVAi5XtIBRiWPAjhlavttRZXB5kixmHZ+qtM2jZ+SN28YQHGNgevnfkvqe6ncuv1Wpiycwttb3qa4Uksn82yizA9j0l3JxpMbvbZVXGPETyk5Bcc+2P4BOpOOp0Y95faYEI0fEYH+Xi01ASb3mozZZmbZ0WUu26w2wd7cKgY3pFnsqLDborXERtMdbjnP7l6x7qSF4WkR9IgLblM97hAXokGpkJzei0ldJ5Ffm9/uXPmtWeX0TQx1S6cHGJQSzp6TVfx69Fcu//NypBcll7/AVwM7VKsk1xF4cM94KK8vZ2nGUkb30NA3Ssk1gzyntAT4KxmeGsEfR0uJ1Eay6a5NPN79cQ6XHmbwZ4OZuWKmx8BUS7D9uF3fYXhaBDZh44YFN3DFpivo+WFPxn09jntX3IJBcYD0E0reO/YeudW5Pmo8eyAPlJtrPNQYa8iuzPYZeEiJ1FJaL1zcG/rH2J0tToWIcVaJDoXkLMA3vlcsRouNTZkdz+DzheIaI1p/pYueUWK41pHScLYhv6reqxMWgM6k4+cjP3ND7xvwV7rXOZIRF2j/rlfUKrmxz42tEpm02gRF1QYn1mav+BDyKvVO1PX/dpTWGqk3WZ0WAVYXr6asvownzn/CZX+lQiI6WO206t09uDsldSXeBSZDQ+Ghh1pnBfrRRxAQANOm+dw1u9SeLuKvsj8TAUrpzLpadCQiI2H/fhg/HoCqAQPsAZlx44BGxkOsVkFVvalVDNuWQHa0GN3Vzl4sOBd4cMG5wMM5/CWwL6+arNI6F1FJg8XAw6sepldULydRn9ZCoZC4/8KuZBTXsq4hDzXYL5hFUxZRWlfKLT/d0mbWQUGVnohmeZqrslYRHxRP58DOAI7AQ/MI7PQh05nafyovbniRVZmr2tR+c8gU6uaqzDIC/SRCNKrTlmpR2ITxAC13tshqWFVLa5Jq8Z+9/+HVP1/l8vjLWXjDQgL8AkhucCPwZJsWExhDUkASm3I3ud1+JiCE4MuDJqcUCxlWYeXXo7/y/KY7qFIu5GheNEnqS3ik2yOsu3U7D/bYRk3BdAKUsYzoHI5KxPHJjrle2yupMRATrHEEx3QmHe9te4+relxFv1jPqy6+LDUBzut0HgnBCW7TLY6V1KIzWhzpBNsrtrfYRtMdEsMCuLiXPfg4dUSKj71bB5VSQUKYxvH+AA5mRnvcLYwWwZ5c9/oOMgYnh5NfpefmBfcRp4njubHPufwlhybz7rF3qTN5/z1aitwKPaEBfm4p/gDzD8zHbDPzj4sv5/GhGscg1hMu6B7NsRIdBVV6FJKCy+Mv5+iDR5kxZAbvb3+fHh/04Ot9X7dpIrwjp4JAfyW940N4b+t7LDq8iGsSrmHetfNYd/s6Dj9wmJcmXoOfSEZlS+LzPZ+3uo0zBXmg3Px3kNkKvt6VlMhALKKxn5XRP7Y/taZaio0dn/6QWaojKULr5MYwPC2CYLXqjKRbFNcYiA3RuKThJIZpzupUC2/CrmC3Kq4313Nbf/duFk0hWxXnlNcxY8iMVolMlumMWGyC+CaBh97xIQAc+R9iPciLHXKqhdVmZUHeAoYlDGNM8hi3x8SGaBypjAA9guxCmD4FJo8etQsltgRCQFUVTJ0KYWE+d5cdZ2QE+ElnXuOhIyFJYDBAerrdeeK88yDQ/pvJtvWxgQpsgg63WpeFJcd0swceiqrPzv7lTOJc4OEc/hJYtCsPtUrBZf2dc4jf3vI22ZXZzJ40Gz9l+3K5r+gfT1JEAB+sz3QMfgfFD+KDyz5gbfZaXtzwYpvqLawyEKFpfNWsNitrstdwSZdLHAOhsED7uVc1E7uRJIlPrviEPjF9uPWnWyk2tH/QlltZT4AKQrWe79fpXAkqrjGg8VMQFSARF6JpsbNFTlkdEo0BlGPlx3hoxUOMSxvHo90eRamwD3qTI7RYbMJl4N0UfUL7sOnkpjPvS96AxXvy2VtqdUmxmL1tNrdsu4Urvr+CbXnb+NvYBFIi/bFW3YTGNImH51WwZG8hM8Z2Zt1jF3LjsGQkFCw5tJny+nKP7RXXGpyEJT/b9RkV+gr+MfofXs8zJULrk/GgkBRM7jmZlZkrXSbFexpsIgenhGO1WdlZubNVNpru8OiE7lzYSeWR0dMeJIVrHUwAgMSQRPrH9m9X4OFYlRWzVbjVd5DRuSHlN1jqz2v9XuPFi150+fv0ik8pMZbw+qbX23wuTZFb6d3R4qt9XzEgdoBHK8fmkG01Nx5rZI9FBETw0eUfseNvO0gLS+OOn+/grWNvYROtE+TacbyCwSnhHChN56l1T3F1j6t5qOtD3Nr/VsaljaNnVE+uGZSKJEEXvxv4fM/nfxkrXXlg3Ly/llNUfN1/WYuluQisLDCZqWvh5KYVyCrRuaTA+asUjO0RzdrDJR2+yugLJTVGR759UySGBZyVgQeL1UZhtcGrvgrAt/u/JSU0hfOTzvdZZ7hGQq1SkFNax4hOI1olMimnoySGNUm1SLAHHv6X0i2ONwTZ0xrGHL9k/EKePo8nzn/Co8B1TLDGifHQJagLCqkFApNXXQXPPONanpVlT6cICeGCceMgJMSua/D66/Dxxz6vwWazp4s0ZYoGqEB3Ju00TwVuuw0uuYSus2fDkSOO4mq9Ga2/klC1/ffqaJ2HrNI6gtQqusYEoVFC4TnGgwvOBR7O4ayH2Sb4ZV8Bl/aJc1r1KTGU8MrGV5jcazLjO49vdzsqpYJ7L+jCvtwqtmQ1TtLuHnQ30wZO419//IsVx1o3wTBbbZTUGpwEonYV7qJCX8GlXS51lAWrVSgVkluVXa2flkVTFmGymng9w3VSsWRvPm/saLn9ZV6l3qdFV6fwgNPIeDAQ17Aa1S02iKMtTLXILq0jMkBC46fEZDVxy0+3oFap+fqar50mrnIeozf3hX4h/SjXl5NRntG+i+kAnCyv54VfDtItTOGUYvHzkZ+ZuXImcZo4Ft6wkNxHcnn9kld476ZhFNcY+O6Iib6JoayYOYZ/XNaLILWKzlH2wb+wxPD1vq89tllSY3QovptsJt7c/CYXpV7k05I2JTKQgmo9Zh8Ticm9JmOwGFwm6LtPVBIR6E9qpJbt+dupsdS0Sd+hKXrFhzCtr9rnCnxbkBSudWI8gJ310B5bzcPlNlQKiaEp7sU0jRYjz268E4GZyV0edXEXkTE2ZSzjYsbx703/Jrsyu03n0hS5FfUOQU2Xcy49zI6CHdwx4I4W19c9Noi4EA1/HHWl2g9JGMLmuzfz1Kin+LXwV+5ddm+Lgw91ZkFGcS0Dk4K5ZdEtRAZEMvequS4TgZhgDcNSI1Bbh5NXk9fqvvxMwRPjYW/RXiIDIkkM9u7aIvd/zdPNBsYNRKVQcbim49xxwE7Lzy6rc+g7NMWEXrGU6Yyk5/sWvO1I2AOrrnnjCWEB1BosHb7q2V4U1xqx2gSJXgJ/FaYKVmet5tZ+t7YoUKuQJFIjAzleXockScwYMoOdBTs5WnvU57EFDZbg8aGN5xMTrCYi0P9/SmAyp6weP6XkECZ9b9t7xGviubbXtR6PiQ1RO2k8aJQaekf3bpnAZHNxyRUroH9/mDsXamuRhIDaWpgzx16+yjcrtqBaj8Fsc2Y8qKSzR+OhozBtGhQX02nxYqhs1EeqbnAICm7oTjva2SKzREeX6EAkSSJCI1FYdS7w0BznAg/n4BNCuOaHnk7sLbFSrTe7iEp+kv0JNmHjrUve6rC2rhvciZhgNR/+3rgKJEkSH172If1j+3Pb4tsoMni3KmqKE+X12EQjzRFgVeYqJCQmdJng1EZYgJ9HsZvukd15eszT7Kna4zKpWLgrj4PlthZHbnMr6on2YdHVKdy+EiQHM6w26yljAxTXGIhrEK3qFhPcYmeL7DKdI2/1+fXPs7NgJ3OvnEtiiPNz4mng3RR9Q/sCZ17nodZg5u6vdiBJEn/rr3akWJTXl3PvsnsZGDeQt/q/xXW9r3MwfAYmhfHBLYP5+0A1395zHt1iG3UNZMePLsEj+XTXpx5/QzsV2b4iuKpoFYW6Qp4e87TP802N0iIElNV7/73GpIwhShvFT4d/cirffbKSQUlhSJJkt9Gk9TaapxNJEQGU6YxOAnmTuk7CYrOwNnttm+o8XGFlYFIYgWpX8UAhBPf+ei+b8jaQGq2goMK76Na9ne9FpVDx6KpHve7nC0II8ir1HoUlv9r3FUpJyS39bmlxnZIkMaZbFH9mlrn9nigkBa9e/Cq3Jt/KnN1znIIPRovn/udYpRUhYHvpdxwuO8xX13xFlNY9e2Rwcji1Bi1xgfF8trt14npnCjV6WVyyGeOheB8D4gZ4XGmVER+qQSG5Bl4D/AIYGDeQgzUHO/R88yrrMVlsdHUj+nthj2iUCom1h05fuoUQwt6/uWM8hJ+dlpp5Db+VN8bR+pL12ISNW/t7d7NoitQorSNd4Lb+t6FRaVhW6Kq90xwOZ64mgQdJkhoEJtvmFGOx2s4ahmFLcbysjuQILSqlgjpTHZtyNzEuZhwqhWvfLSM2RENFnQmjpfGbMSR+iG+ByeaBh6wsuP56qK8Hc7NxosViL7/+evt+XiD//k2ZlAFK/ns0HmRcdhl07YolMBCGDXMUy4GHIH+Z8dCxQcfMJmyvCI2CwnOuFi44F3g4B68wmK3c9NlWXt9hOGMfic0FFmKC1Yzp1rjSt+H4BtaXrmfWqFmkhqV2WFsaPyX3jEljU2Y5WVWNHwqZdWCxWXjh0AuYrC2b5Ms6BPFBja/ayqyVDEkY4jI4DtP6uaRaNMXNfW8G4IcDPzjKjBYrOxqE1U54mVjLkCcUvgIPiWEB6IwWqvVmFh1aRMS/I/i16Fef9bcFMuMB7KuiBrPNJ9tCCEFOaR3xgRLrc9bz+qbX+dvgv7ldeYgPtSuDe2M8JAUkEaWNOqM6D1ab4MHv95BTVsfHtw0mRtv4zDy44kHK9eV8efWXbgc5l/WLZ2icymUSEqzxI1Qt0TXkfDLKM9yKTOpNVmoMFmJCNFhsFubnzmdYwjAuTrvY5zmnNTAq3tlt4OVlh9iSVe7Wt1qlUHFNj2tYdnSZw7a0qt5EVmkdg1PC2V24m7m759InpE+rbTRPJ2ShxaYCk+cnnU+IOqRNK+g1BjM51TbO96Dv8NaWt/hy75c8f8HzTOjRlf351Vi8BOWi1dE8M+YZlmQsaZcmTLVJYLTY3ApLWm1W5qXPY2LXia0W8x3bPZpqvZl9ee6FJCVJ4u7Uu3l69NOO4MOmzFKGvbyWD/YaMZhddXaOVtpQKgQLjr3BYyMfcwroNkdCmAaLgJt7T2f5seV/CZFJB+OhiauFVVjZX7KfgbG+tVBUSgWRGomTFa596shOI8mozejQtBNZXK1LjKuGUJjWn6Ep4adV56HGYMFgtrlYBUOjxfXZFnjId6Q2eA48rC1Zy6C4QfSObrl9eGpUILkVdr2jME0YN/a5kbUla32KTOZX6Qn0Vzo9gwC94oPJKK7F4qbP94XJH2/mh4yzi2niC8fL6xwT9q15W7HYLPQP7e/1GDmgX9qE9TA0YahvgcnmgYe33nINODSH2QzvvON1l+xSe+ChSxNtLI1Kot5kPaMLjB0OhQK++YbD//gHqBqf22q9mZAAP4L87GOlyg5MtdAZLRTVGOjSwPYK10gUnmV9y9mAc4GHc/AIIQT/+Gk/23IqOFppY8PRtjs7tBXlOiPppVauHZToWP0VQjBz5Uxi1bE8OerJDm/zlvNSCA3wY1m2cyffNaIrc66cQ0ZtBgsPLWxRXfIgLL5hZb7KUMW2vG1OaRYywrX+VHqJvqaEpdAnpA/zDzYKQu3LrcZgtn/0fYn8AZTpTOjNVqK0vlIt7BOOf6x6k+sXXE+NsYZt5dt81t9a2GyigfFgH2DJq/VHfeg8FNcYqTNZCVWbmLp4Kt0ju/POpe4/uCqlgsTwAK9aBJIkMSpp1BllPLy6/DC/Z5Ty4tV9nPL9Fx9ezPcHvufZsc+2OJ++KeK0ElhjCFWHus3pbbSa0/Dl3i8pMBTw9Jinfa6kAvRPDOXVa/sRo1Xw9ZYT3DxnK0P+tYaHvt/Dkr35TgOZyb0mU2uqdTAD9uTaJ58Vll2M+mIUSoWSh7o91OrrO52QVyCbBsb8lH5tttXckVOBAEa4CTxsLtvMk2ueZEqfKTx3wXMMTgnHZLFxssZ1kC+EIKOoFpsQPDryUbpGdGXmypktDpA2h8xgcZdq8VvOb+TX5rcqzULG6K5RSBL84eVbIkkSL497madHP8232w9z2+dbCFSr2F1sZern26huxgo7WG7EpMhkQHxvXhn3itf25RXbCalTEEK0S2Qyu1R3WoLxNQYzKoVEQBOhxrz6PAwWQ4v7gxit+8DryE4jMdgMHWqrKQfbu0a7d5SZ0DuWI0W1lNa3frLaFpQ29G9NNWxkdGqY2J9tzhZy/5LgIfBwtPwoR2qPcGu/lrMdwK5NYLLaHIGWGUNmoLfq+X7/916PK6wyEB8W4PJN6J0QgsliI7usdYK2WaU60vOqyak+/daqbYWtmZXmxpMbUUgK+oT08XpcTEMKY1OBySHxQwAfApMxMVBeDtaGezRvnlPgITs8AZfex2yGb77xej7ZpTqC1CqimzCAtA2T8P861sOIEZSPGuVUVCOnWsiMhw5MtZCFJeU0swiNRKnO6HYx5n8Z5wIP5+ARH2/IYvGefB66uBsRGomP1nuncJ0KLNlbgFXAdUMa3SzWH1/PvuJ93JF6B1o/7+JLbUGQWsWdo1LZU2Jla7azIN/1va8nXhPf4gFrVomO+FANASp7J7cuex1WYWVi14ku+4Zp/X3mm42LGUd6cTqHSg8BsDmrDEkCCXyK/EGjRZ4vxkOo1v4B+mrPMu4ZdA9T+kzhcO3hDh9oV9SbMFsFcQ2DQrnDPlbifQXmcJE9r/SPyh8pqSvhu+u+I9DfvUsH2NMtvKVaAIxOHk1mRSbFutOvuj5/+0k+/zOHaeencut5jW4M5fXl3PfrfQyMG+hT6NET4gIVHC/TM7X/VBYeWugiMikPiAy2ImaunEn/0P5c1eOqFtWtUEjccl4yjw/VsPu5CXxy2xAu7RPH5qwyZs7fy4Kjjc/zxZ0vJkQd4nC32HW8HBA8v2kawxOHs2v6LroGdW3TNZ4uyBPx3GZWs5d1vaxNtppbsspRKXC4esjIKMvg5SMvMyRhCP+5+j8oJIVjn8wq50FMdqmO27/YzqXv/sHXh0z4K/1599J3ySjP4P1t77f2EgEo1TcEHtykWny17yvCNGFc2ePKVtcbHujPgE5hXgMPYA8+dNXcQ7R5FnrpCD16LGLGAD/25VZzw6ebHROnepOZEzUCg+Ig31/3PWqV6+SyKeJlcTxrOJd0uaTNIpM7j1cw7q0NZFSe+gGlPFBuOunLrLOnAvqy0pQRrVVw0k1gemTSSAC25HacDWtmiY6oILVH8WLZdWZvyemZ5Mj9mzvGQ1SQGn+lgnwPedhWm5U5u+awsmjlKT3H5sirrCcmWO3kCtIU36Z/i4TEzf1ublW9shuDTLcf0WkEaYFpPtOOCqr1boMgveLbJjApp9rI/cxfAZUGgcFsc9zDjSc3MiB2AIEqz+MOaAx4yQEwsAvC+hSYvP56WLDAruMAoGscE2WHJzBu+mes6DHK9Tid97FTdlkdnRs0CGRoGggB/3WBBzeQUy3USrvgbUdqPDjYXtGNgQchcBIXPYdzgYf/avxxtBSjpW0d+6qDRfx7ZQZXDUjgkfHdmJTmx/bjFWzPqejgs/SORbvzSA1R0L1J3vqHOz4kIiCCcdHjTlm708d2JkYr8eTCdOpNjZ2xQlIwMW4iv+X8Rk5ljs96skqd1b1XZa0iRB3CeYnnuewbrvVzWP14woXRF6KQFA4brC1Z5fRNCCVcI7Us8FAhBx48v/o5dTlMXXo5ADf3fIA5V81hTPIYyk3l3qmBbUBRg+KvzHgIDfBrkbPFn8fKUCoEO2sX8PK4lxkcP9jr/kkRWq+pFgCjkuwf8dOdbnGkwso/fz7A2O7R/PPyXk7bmqZYtNW1JS5QQWW9mZt6343JanIRmZQ/ii/9+RjB/sE81+u5NrlKBKlVTOwbxxs3DGD70+O5bnAn1pywcLLhufRX+nNl9ytZkrGEcmM5c7f/hknK5u/n/Y21U9cSExjTpus7nYgOVqNWKVyCWHIgsbXuFjuOV9AlVOEywfhy75eYbCZ+vvFnR3A1LlRDQqiGzIYUsHqThX+vPMKl7/7B3pNVjOsZw++5Fr7afJzLu1/OZd0u48UNL1JYW9jq6yzV2yfUiWHOgd06Sx0/Hf6Jm/rchEblXW/CE8Z2j2ZvbhW5te5zvIUQ/HvlEV5ceohLesdxx4W1fLX/Y57PvBJz6LscKy3jgreWcufCp7n5+6cBJXcMHU3PqJ4+25YZDwXVBmYMmdFmkcm1h+0U6LzaUx94kKnBTZGly8JP4Uev6F4ejnJGTIBEZb3ZRUQxJTSFCP8ItuR1XOAhq7TOicbdHGlRgYQHGfkmcx/5NR37PXEHuX9zF3hQKCTiPVhqbs7dzNA5Q5m+bDrvHnuXerPv72tHIb9K71VYcsGhBQwMG0hCcEKr6pWdDGR3BkmSuDL+SnYW7GR34W6PxxVUGUgIdb1/XaKD8FcqOFTQusDDuob3p9IgMFn+GqvBxQ0ssLSoQMxWM1vztnq00GwK+blrynjQ+ml9C0z27QvXXYeQ0wSCGseR5Vq7ZeaSXhe4Hhfkqq3SFNmldU76DoBjYaz2LBNZPRWobhLIjdD6d2iqRVapDpVCcjgJyaLyReecLZxwLvDwX4qSWgO3f7Gd33JbH8E8VFDDIz/sZUBSGP++vj+SJDG2k4rIQH8++r3jrbc8Yfn+Qg4W1DC2U2N+Vl5NHkuOLOHuQXejVnpf3WoPtP4q7u6r5mRFPf9e6ex0cGnspUhI/Gfvf7zWIYQgq7RR3VsIwaqsVVycdrHbSWR4oG/GQ4R/BBelXsT8A/OpN1rYc7KKkV0iidVKjsGEN8gUzkgPjIdFhxZx/+77qTOXoPGD5GB7DrEcKNmW17HpFo2Bh8ZBTUucLdYdKUAvpTMwvDePn/+4z3aSI7RU1pupN3sOxA2OH4xGpTmt6RYnyuv4YI+B5Egt7988CJWysUveWLaxXSkWMuID7b+1RkphZCdXkUl5YJ5ds4f5188nUu1eb6A1UCgknpzYA6UCXl/VaGV1Xa/rqNBXcMf2adTXxTCqS0KHWOGeLkiSRKfwABdni7bYatYZLRwoqKFbuOuq5tqctfQO7u0ilDooJZysKhsrDxQy/q0NfPR7FlcOSGDd4xcw9/ahDIpR8tKyQ2w4Wsq7l76L0WrkqXVPtfo6y/SCqCA1Af7O57ahdAN6i547BrY+zULGpL5xqBQKnt2k58I3f+elpYfYnFmG2WrDbLUxd7+Jj37P4pbzkvn4tiG8NuElvr/ue65NuJZRXaNJSPkRs9XKul0D2JLhDwj+Ob5lK79hWj/8lfac/iu6X0FcUFybRCZlxsbpSBeoMVjcBh56R/fGX+nfojqiG1LrmgfMJEmiT0ifDgs8CCHILNG5dbRoinrFTiRLV66ef+0pn9DLEz53dppgD0Y11XgoqSvhriV3MeqLUZTWlfLE+U9gtBlZnbX6lJ5nU+RV6j1aaZqtZo6WH6VvSN9W1xsdrCbQX+lgPABMiJ1AgCqAz3a5fw+MFitlOqOTo4UMP6WCbrFBHp0tjpUf49ofrmVdyTpHWUWdiZ0nKugUHoAArzbXZxOK6+zvempUILsLd1NvrmdMiu/AQ4TWH5VCcln19ikwqdPBmjX4lzcwFG+7Dfzs/YDBz/7er+8yFJ1/k9/Fzw+mTvV4LiarIL9K3+h2JQSPrXqMvdX291/33+Zs0Qxmq416k9Uh1Bse6N+h4pKZJTpSowLxaxjHRWjs/y04F3hwQqsDD5IkfSFJUokkSQealL0hSdIRSZLSJUlaLElSWMee5jm0FvKELreVKzJVRhv3fLWD0AA/5kwd4liJUysl7hqdxu8ZpRw4DVZY5Tojz/58gH6JoVzQJPDw2a7PsAkb9w31HD31AAAgAElEQVS975SfQ48IJdPOT+XLzcedUi5iNbFc0uUSvtz7JVab5xzFohoDOqPFITSTUZ7ByeqTbvUdwD4oNlpsTor57nBT35s4VnGM+Xu2Y7LaGNklsoFK63sAl1dZT2SgPxqVa+BhXvo8rl9wPZ0DO7Nrxi5SIoIdgYr+sf3xk/zYnr/dZxutgaz4G9808ODD2aKgSs/xMiN65W5m9ZjVotV52dlCXskF+0d3f141H67PJLPKilqlZnji8NPGeKgzWrj7q50I4Is7hjmp1pfVl/HO0XfalWIhQ3b+yC7VMWPIDBeRyRUZmxGYeHncM1yYemG72mqK2BANk1L9+DW9kF0n7HZWl3a9lBB1CIGKbijQctMg73adZyOSIrQuqRbQaKtZZ2lZvvOek1VYbYLu4c7Pb6W+kl0FuxgSPsTlmMHJ4ZQbBPfO201IgB8L7h3J21MGEhOsQaGQmNFfTY+4EP7+3W4kazyPjniUr/d9zcHq1jkXlNbb3KZZrC5eTbeIbm4ZWy1Fr/gQfn/iQm7v7U9aVCDztp3glrnbGPzSGi6fvZFNBRYeGd+dV67pi1IhIUkSN/W9iXu73Mu8yfPYNOMHNj5+NV0jY9HazqdTkIIwbcsm4A6Ls2o9fko/7h50d6tFJktrjY6JVslpoIpX682EaJxF/TLrMhkY51tYUoacWucu3ax3SG+yK7MpqStx2dZalOlMVOvNXgMPBbUFFOh3IuHPvvxc7lxy5ynVyiiuMRCkVjlcY77Y8wVzsufwwfYPWHRoEf7+tZyoqKXeXM/i/MX0+KAH36R/w6xRszjy9yO8Mu4VglXB/Hzk51N2jk1hswkKqvQeHS1OVp/EKqwkBLSO7QD25z8lMpDjTQIPQaogbux7I9/u/9atyKQ8lpQtJJujlxtnCyEEn+36jIGfDuTnIz/z6uFXWZqxFID1R0qwCbhjZCqASxD3bEVxvQ21SkF8iMbx/WwJ40GhkIgJVjsxHqAFApO5uXDJJYTt3Wv//8cecwQejA0BR5PKn3VdGh0b8PODRx7xcg3290x2u/pizxe8vfVtfi+zpxLV/penWshCvfJYKyLQr0NTLewM50Y2SbiD8fDXeMZPF9rCePgSaJ6gvgboK4ToDxwF2jdSPod2Q1bQbQ0V1GC28v5uIxX1JubcPtTF9/q2ESkEq1V8/Ltd66G0rrRFHtBtwXO/HKTGYObNGwY4RCVNVhNzds/hsm6XkRaedkrabY4nJ/YgJVLrknJx16C7yK3J9Wqhl1XirB4sq8xf2tV94CG8YfDsqyOc3Gsyfgo/ftyzF6VCYlhqBLFaifI6k0+qXG6Fnk5ulOpXHFvBnUvuZFzaON4Z+A4JwQl0Cg9wBB7UKjVdg7qyLb9jGQ/F1QaUComooMbVKF/OFmsO2ScJY7tFE6tpmaq+HHjI1wnWHirmHz+lM+L/1nHlB3/yxqoMlmTa79uopFGO1YxTjU82ZJFZouOBgRpH3qiMB1c8SI2lpl0pFjKiAyRUConssjpu6HODk8jk5tzNbMzZh9rfwKzRHS/UOinNj+hgNa/8egghBFo/LXtm7OGuTi8BMDjl7HWw8ISm70VTyLaauyq95O02wfbjFSgkXBgP64+vRyAYHO6aPjShVyzJwQqev7I3yx4czbDUCKftGpXE3DuGolYpuOerHfx96JPEBsby5YkvW36B2BkPzYUlcypz2Fe9jzsG3NEi4VFvSAgLYFyyH1/eOZw9z07g06lDuKxfPApJ4s4+/swc381rG0kRWhbedz7je8VwQVLr3o9IjeTI6b970N2tFpnceMzOdkgMCzgtjIfaZqkWxbpiKkwVLdZ3gEbGg7t0M1kcb2ve1naeaaOwZBc3VpoyVmauxCzZJ1vTBzzLjwd/5KUNL7W7bU8oqTU48uxrjDXMWDaD73K/48EVD3L9gutZkvklpbUmAl8JYXbmbIYmDGX/fft5bfxrBPkH4af0Y0TkCJYeXdqh7h+ez9eI2So8OlpkVdrHX/Ga+DbVnxYV6MR4AJg+eDo6k86tyGRBlRx4cH8+veNDKNMZHSLFJXUlXD3/amYsm8H5Sedz5IEjdAvuxpSFU9h0chPrjhQTG6JmYt84wFUv52xFcb0gJVKLQiGx8eRGukV0a7GrT0yIxnF/ZPgUmIyxpx76VTU4AHXpAgsXglaLQW0fmyttVpb3GG0POGi19u1dung8j8IG1kbn6ECOlh/loZUPEewfTJnJPqb6b2c8NA88hHVgqoXZauNEeb1T0FXrJxGkVjneoXOwo9WBByHEH0BFs7LVQgj5id0KdHI58BxOK0oaAg8FdbYWWx29tOwQWdU23pkykL6JoS7bQwP8mDoyheUHCjlSVMnEbycyc+9M9OaOjeYt31/Ir+mFzLy4Gz3iGrUdFh9eTJGuiPuH3d+h7XmD1l/Fv6/r75JycXWPq4kIiOCLvV94PDazIV1A7ohWZa2ie2R3j/af4Q1iXD7TLQIiuLTrpRwusDKgUyhBapXDetGXzkNuZT1JzVZStuVt4/oF19Mvph+Lb1yMv8IeAEkMDyC/yaCgZ0hPdhbs9MryaC0Kqw3EBKsdwSXw7Wzx7a49WCjj6Yumtbid5Iacu8/Sjdzz9U6W7itkSEo4b90wgAm9Yx0ButHJo7HYLB3O7GiOwmo9czZmc+WABHpHuub3zz8wn6nJU9uVYiFDqZBIjtSSXapD66fl9gG3s/DQQk7UnWDKgilolQn0jk1s92TSHTQqiccmdGf3ySpWHCgCoHN4Z/Jq/IgI9Cc1suPFYU81ksK1VOtd03ZkW83tFS17dnbkVNArPsSRXytjXfY6gvyD6BXsmr+fHKnlpVEB3DkqzSktpykSwwL4dOpQCqoMPP5jBjPPe5SdlTvZkb+jRedltQkqDMKF8fBN+jdISEwd4JnK2xYEqlVc2ieO16/vz8qHx7Y4kBAR6M/cO4YxIaV1gYcIjcJhcZYWnuYQmbSKlvVrG46WEhnoz4TesZTqxSl3tqgxmJ3YUPuK9wG0qm8I9JMIDfBzG3joHtQdlULVIQKTmc1U3d1hReYKokLs93pIzERuH3A7L2x4gR8P/tju9t2huMZIbIOzwO/Hf8dis/Bm/zcpfryYPTP28ODIW5FQ8MR5r/CvPv9i9W2rXfRCRkeOpkJf0aI0vMwSHV8cMLbJYhIarXo9MR6yK7MB2sR4AEiN0pJbqXdS2h/RaQR9Y/q6TTuS01A8BR4aBSZr2VK+hX4f92N11mreufQdVt22ih5RPXit72skhyZzxXfXsP5IMRf3iiU+VINScs/CORMwW208vmAfmZXu+4HiOhupkYHYhI0/T/7ZIraDjNgQtUuqhU+ByfBwUCrxr2piPTxpEmzYgEFjX6i4IGe3Pd1i+n2Qnm7f7gVFDYGHxHB/bll0C2qlml9v+RWbZP8Nav9XAg8NY+0IrX+HuVqcKK/DYhMufV9cqOacxkMzSG35aEqSlAosE0K4JJlJkrQU+EEIMc/DsdOB6QCxsbFD5s+f72630wqdTkeQG0GWv0q5u21LMk0sbljFfXV0AAlBCq/724TggXX19I8Q3DfYc9s1RsFjG+oJC8pkp/lhe/19X2Vk5MgOuQabfyDP/FlPpEbBsyM0KBWS45iZe2dSZizjm+HfoJAUp/V+f3vYyJoTFp4arqGTv56goCDez3yfpQVLWTByAaF+oS7HfH3QyNZCCx9erKWytpJb9t3CZfGX8VDXh9y2caTCymvbDTw5TEOyWu/1nJYXrOOH9GGMSKzhvn6dOFKk47W9EvcPVDM8TuW2fpsQ/G11PRNT/ZiUaCIoKIgTdSd4aO9DBKmCeH/Q+0T4RziOWZFj5ocMEx9erCXQT2LpiaW8ffxtPh/yOZ2DOnfIfX1jhx6DBZ4dGeAorzPbn8UbuvtxeWd/p/0tNit3rynHT32IuRde2Kq2vz1sxGwyMywxgB4RClQNwY7l2SZ+PGrmw4u12NBx1earuCv1LqamTD1lz9icdCPbCi3835gAAmz1jm2Zukwe2PMAfUL68Hzn5wkNdg0AtqXtz4+qKK638epoLTl1Ody18y4ClYGYbCb6iR/pHKrhgYGaNtXv6xhtYCDPbdJjtML/jQlApZCYtUFHXJCKR4ZoWlzP6e5DPZXvKLLw4V4jTw0U9Ixz3v/5g89zsPogC0YucAnkOD/HgvvX1nNBkoqrk8xO9d++/XYSAhL4Z9o/23UNmwssfJZuZHQi/Fx1I4MjBvNSn5c87i+jTG/j8Q16pvXx58KGIIBVWLl5280k+ifyzmBX29pTeb87uvzHQzpWnJSYc4kWlUJiY9lGnjv4HM92eZZxnVwFi5v3oTN/q6dvlJLOYUq+PWxi9kVaQtSef+v2lNfW6nh4s8SlqX5M6WEPCM/Pnc+n2Z/y8/k/O747Lan/zXQlQf4Sjw91feceP/o4GoWGdwe+265rWJLrxx95Fj4Zr3U8/033tworV2+6mrFRF5CTex8jE/y4qZfEo/se5ZjuGLMHziZRSuzQZ+nFXQq6himYMUDD7GOzWVG0gu8GfEd4iJ1tdbDMyhs7DU7f9uYoqy7j1vRbuTL+Sv7e9e9e2/36oJHfci28MTbAwTRpzTVsKbDwabrRMW5rfswnWZ+wuGAxCwYuICQ4pFX3IigoiI15Zj4/YOK1MQHEBTbWvzh/MbMzZ/Pp4E/pHtzdUf5Llomfjpn5bIIWf6Xrbyp/r+MitrJN/zJdArvwTK9nSAtMc2pbp9Lx8PZP0dQ/zrR+ei5MjOKx9Tq6hqu4b+Dp/Q6425Zba+PZTXqCVILnz9c6/XY2IZi+uo5LUv0Z1imfu3bexZM9nmRS3KQWtf3NIXksGOhUftfOu4hRx/Bav9fc1jPyuusoGjaMnKcadHqEoM9zz7GqPoR/Trifu3oKvjgicW9/NSMS3I/7muKjXToyaxX0TJ7H97nf82LvFxkbPZZbttyFf/X73NjDn0lpfj7rORPf3Y4oTy+18PYuI/8coSFOpWdNoT+/ZJn5/FItCjf9VWuuIaNOw/t7jDw/UkNaqNJR/slhFfUWwXMjA1pU19mMiy66aJcQYmi7KxJCtPoPSAUOuCl/BlhMQ0DD19+QIUPE2YD169f/pcvdbfvn4v0iZdYykTJrmVi6L9/n/sfLdCJl1jLxwterfdZ/19crRPKsn8UtPzwgtP/Sium/TO+wa7h/3i7R7enl4khhjVN5elG64AXEG5veaHMb7SmvM5rF2H//Jsa8/ptYueY3IYQQewv3Cl5AvLf1PbfH3PTpFnHNh38KIYR4Y9EbghcQyzKWeWzjSGGN4/fydU7L0o+LlFnLxI3znhNCCLF8zW8iZdYy8eH6Yx7rz6usFymzlolvt54Q69evFyerToqkt5NE7BuxIqsiy+WYX9MLRMqsZeJgfrUQQohvfv1G8AJizq45Httobfm4N9eLe7/Z6VJ+3itrxSPz97iUz964VKTMWiaeWrqg3W3L+O1IsUiZtUxsyy4XQgjR96O+YuK8iR1Wf/Py/XlVIvWpZeLVXw85bavSV4mus7uK+DfjRVFtUYe2/eqvh0S3p5cLi9UmhBDi/M/PF7yAmLtrrujz3Erxwi8H2lx/S475PaNEpMxaJuZuzBaVdUaRMmuZ+OC3Yx73P93lrTkmPbdKpMxaJt6cv8Zl37m75gpeQKQXpXutZ9eJCpEya5n4Nb3AqTy3OlfwAuKtzW91yDW8vuKwSJm1TFz67tOCFxAHSw76rGtzZplImbVMbDxa6ij76dBPghcQ/1rwr1adU0fc744uf/Gb1SJl1jJxsrxOCCGEyWIScW/GiZGzR/qsR/7tF+3KFesOF4mUWcvErhMVLWr7nq92iNe/d31mvJ3ryrX2fv2j9ZmOssk/TBax/xfbqnrWr18v7v92l7jg37+53fbg8geF9hWtMFvNLarLU/ltc7eKK2Zv9Lj/H8f/ELyAWHhwobjo1eXi5s+2CCGEKNYVi+R3kkXCWwnix5U/tqpdb9t+++030e2Z5Y6+tsf7PcSkeZOc9s8utY99Fu7M9XptV31/lUh5J0XYbDaP7dpsNjHi1bUiZdYycaiguk3X8MFvx0TKrGWi3mhxe8y1868VvT7o1eb3YUdOuUiZtUz8drjYqbxSXykCXg4QM5bOcCp/alG6GPzSard1CSHEiaoTIu2ZeSLq6cfFjXNvFAazwWPb93/3u0ietVB0n91HlNaViomvL3eMkVpzDe0td7dtxX77eKfzU8vEhLd/FzV6k2PbyfI6kTJrmfh+2wnx8Y6PBS8gjpUfa3Hb7687KlJmLRN6k8WpfNrP00TMGzHCZrO5r6dfP1E6alTj/3/6qRAg5r70uX2suOo3MezlNWL61ztadN0XvbpcTJq9XEgvSOKeJfc4yq/+9BqRPOsX8foK39+HxbvzRP/nfhVD/rXG5e/CV5YLo9nq9V60dNupKP95T55ImbVMZJbUivXr14v//JktUmYtE+U6Y5vrl7fJ763O4NyHPrFgrxj28hqX/f+KAHaKNsQMmv91mKuFJEnTgCuAWxtO8BzaCFsH3L6SWoM9H02CjCLvDgEAB/LtYlkpId4fifL6clYWPYGERKr/PQyLGMbSo0uxifbnum4vsvDr/kJmjndOsQD4aMdHaFQa7hx4Z7vbaQu0/ireuH4AuZX1LDhqp2YNiBvAkPghfL7nc7d028xSHV0bcl13VO7AX+nvVbyvMdXCt8ru3pN1SJKV9QV2H/oAlURUkD8nyjzTFvMqGimcNeYaJn47kSpDFStvW0nn8M4u+8s5prLVWGJAIuGa8A5NQyiuMTo5Wsjw5Gzxn23bENh45ALvlMLWoGfDs5ZRZH8HRiWNYnPu5g5NKZEhhODV5YcJDfDj/ou6OpXf9ctd5FTm8MP1P7Q4d7Sl6BwdiMlqI79Bm+DTKz7l8e6Pc2OfO9AZLW6t5joSF3SPZky3KGavO8aGBkeAQcl/TQ1iOQWhtN71nW+preaOBlvi5hoN67Lt6u/jO49v93kCPH5JD6KC/AllBFo/La/9+ZrPY+Sc66apFh/t/IikkCQXZttfEQ6l8YZ+TRaZ3FaxjRNVJ7we+0eDvsOYbtEO3ZiWUMUr6kysOVTMnuLWUZnldJ6QAPtqptVmZX3Oerf6H76QHKElr1KP1Y1o78hOI6k315NenN7qepsiy4ejxYrMFagUKsZ3Hk98oILsUrvWQExgDEtvXkq1oZpnDz7bYVoKdWYwWWzEhGjIrc4lozyDCZ0nOO0jCxsXuLHUbIprelzDieoTjlQXdzhYUENhA626rbT1vMp6ooL8XRxlZGRXZtMlwnMevy/IekLNdR7CNGFuRSYLq/XEexCW/P347wz9bCgGsugSfAH3drkXtcq9e4gQgj3HLQxNC+JkTRaXf3c54RrbWSMumdMwdrp/oJqs0joe+n6P412RHcNSowLZeHIjcUFxdAlv+W8g66WVNBOYHBI/xLvA5Kefkn333fZ/22wwdy5MmIBhlD3Nw18Jl/WLZ31GKTofwpBCCArrrByo+I1ukd14d2Iju2l4xDAEeo6WnfR5LZuzyjBaBJf0iXX66x4bRE6NzSWl5GxCc42H8EA7i6yiA3QeMkt0JIRqHCK2MuJDAyjVGZ1Sm/7X0SGBB0mSJgJPAlcJIc6OhK2/KD5cn8kjv+vb/ZCW1hrpFB5ArFbiSEsCDwXV+CklEoM9PxJCCP629G+UGjIY1zuIhTsLGRxyAYW6Qq8e0C1Buc7INweN9EsMZcZY50mwzqLjm/RvuKnvTURq22/111YMT4vgjpGprD1pceg33D3obtKL012uv1pvprTW6HC02FG5gzHJYwj09+xvLiuzV7WgE9ycVU7nWImS+nzW56wHsKtVe7HUzG2YdEaHKHj6wNNkVmSy5KYlHtXR5RxTOedUkiSGJw7vMIHJWoMZndFCnJtJrztni4MlByksCyM2zEBMsOf72FrEhWgIUOF4T0Ynj6bGWMPB0tY5AbQEv2eUsjmrnJkXd3PK2357y9v8dPgnXh//eossulqLzg0BsKwy+4Cyb0xfLo+/nBKHx/2ps6aV8fRlvagxmHluyUEkYECnv2bgITTAj2C1yskhRUZiSCKdAzuz/Nhyr3XsOF5BWlQg0c0s/tbmrCVaG03fmNZb5bmDQiHRIy6YknoVM4bM4Lv935FTmeP1mLyKeiQac7ozyjJYm72We4fei1JyPxn6KyGyQWm8oInS+PQh0wEcoquesOFoKb3jQ4gOVjvsDn3p6kCj9kGxm2CVN8gx6BCNva/YU7SHSkMlg8PaFniw2IRb+8KRSfaAUnt0HgwWQUG1wUnVvTlWZK5gVNIoQjWhxAVKFNUYqGuYMPWP7c+Hl31IRm0Gvx//vc3n0RRVRvv9jg1RsyZ7DQATujgHHjR+SqKC1I4Auydc0f0KFJKCxYcXe9xn7eFix791xrbZ9OVV6j0KSwohyKrMonOY60JBSxEZ6E+wWuV2rOBOZLKwyuBipSmEYPa22Yz/ejwRARFMGzqekmoJk9Xz832osIaCagM3Du7ND9f/wM6CnRyt30yZzujTyet0IKdMR1SQmiGxKl64qg/rM0p5bcXhhm32e5UWFcjGExsZkzymVZpIcmC/1QKTI0dSn9aQsqJQwIYN8N13GK0CSQI/hT3wYLLYWNfk2XOH0lojeotErTWT7yZ/5zQWHRQ+CCHpySzP83ktFXVmorUKXr22n9PfXaPSGrZ3nEtER6O6vrmrRcsE3VuCrFKdY7zfFPGhGoTgrA7InG60xU7ze2AL0EOSpDxJku4GPgCCgTWSJO2VJOmTDj7P/wkcyK/mnTVHqTYKynXtexFKao1EB6npFKxoIeOhmu6xwfgpPHemc3fPZfGRxfzfxf/HM5OGY7LaqKkdikJS8EvGL+063+eWHERvgTdvGOAimrameA115joeGPZAu9roCNwzxt65/nmsDICb+92MRqXhiz3OIpOyunfX6CDya/LJqcvxaKMpw1+lINBf6ZPxUFVv4lBhDZN6dyHYP5j5B+w6KSkRWrfiYTJyK+qRJPh49yscrDnId5O/46K0izzuHxHoj8ZP4VglBxieOJwDJQeoM7XMMtAb5I7YHePBnbPFW5s+xl9046p+3drddlNIkkRSk/dkdPJogBYJibUGFquNV5YfJi0qkFvPS3GUp1elM2vtLCb3msyjIx/t0DZlpDWscskrjDJkiy9ZfO1Uold8CFOGJFGtN5MUrHBZGfirQJIkOscEUaBzHxw+L+I8NuVuosbo3tveZhPsOF7JsFRnRw8hBOuy13Fx54tbZBHbUvSIDSFfZ+OREY+ikBS8uflNr/vnVeqJ0EgOL/KPdnyEn8LOCvhvQESDtWRTpfHk0GRGRo5k7u65GC1Gt8fVGszsPlHJBT2iAfuENVwtee1zZciBh6I6W6vEKOss9n3lgbLMiGkr4wHcO1ukhKYQFxTHlry2Bx5k4TpPjIeC2gL2Fu1lUlc7W022+W268j6lzxS0Sq1bd4W2oMpoP6eYYA2rs1YTHxRPn+g+Lvslhml8Bh6iA6MZnTyanzM822quO1xCVJB9MtNWxkN+pd4R1GqOsvoydCZduxgPkiSRFu3qbAF2kcl+Mf2cRCYLqpwDIXqzntcyXmPmyplc3v1ytt2zjTFd0rAJyPfQJ4L93kgSXNQzhqt6XMUT5z/BkbrNQOPixpnE8bJ60qLs933qiBRuH5nCnI05/Lgjl5yyOtRK0FuLyK3JbZWwJDQG9ptbavoUmDx4kNjVq+1uFTodBARAVBRGsxW1SoEkSQxNCScmWM3y/YVez+GDLXbx1lsHjWdIgrNVc4AyAI0f5FWXuzvUCRV1RoLduBc72AMdaE/Z0ajSm9H6Kx3fNtlJrr3BEiEEWSU6t24+8vj2nMBkI9rianGzECJeCOEnhOgkhPhcCNFVCJEkhBjY8HfvqTjZ/2aYLHZFXUvDCm+Zzv3gpyUQQlBaa7SvygQpOFlR71hV8LT/gfxq+rlxspBxsv4kD696mAmdJ/DIyEfoEh3EJb1j2V6oYFTSqHYFHnafrOTX/YVc1dXPJcVCCMGSgiUMTxzO0IT2a5q0F53CtURoJHYcrwTs9MTrel3Ht/u/dXL3aKruvTprNeDZRrMpwrT+VPnouLdmVyAEXNA9jmt6XsNPR37CZDOREhlIYbUBg9n96kFuZT3hWokPdrzL1QlXc13v67y2I0kSncK1TpP/8xLPwyZsnj+UrYBMSXXLeGjmbFFeX85P+w4hoWRin+R2t90cnYL+n73zjo6jPNT+b7Zpq7Tq3ZLlIle5YRsbMAYMBhxMbwESEkIouUlIvoRc0kMISW5ubsLlUlIghGAgxLSAMQabZmyDbQy25a7e+2pX29t8f4xmpdXOrlbNNuDnHA7nrHZnXsk7M+/7vE9RcaS9D1EUKUkrocBSwLbGbeN6jn/ubqSqw8kPLpyBTiPdetud7dx76F4mp0/m8bWPT0izBEi7XKl6DTWd0T3t8g5MznFQPAB894LpGHVqyjPGb2F9IjAtx0yLS3kBuSRjCcFwMG7V7rEOJ3ZPIMZmcbjrMK3OVs6bfN64jnVGngV/CEKBdG6efzOPffwYbc62uO+v63aRbewP2vI7eWLvE1w9++pxt/+cKKSoBdKN2hhp/WUFl9Hp7mT9wfWKn9tR3U0wLLJiWnbktWxjcsSDTES7g8lZ6WQMWC0k4mFz7Wbm5MwhQ5eR6GOKSGQNEQSBZUXLxkQ8yNdDPOLh9arXAbhoWjTxUDNoAWzQGjgj6wxeOPxCXAJoJLB5pTFlW7Rsqd3CqrJVivfYwnTDsMQDSHaLfe37Is0Sg9Fq97C/2c4XKqS2ieGk70oIh0Waej1xGy3kKs2RyPyVUBpHHSkIAl9f9HVJjdB3FIc3QJ8vSH6anh5PD+v2reOMx8/gjfY3+PnZP+fFa18kTV2rCxcAACAASURBVJ8WaUF7uzEYl1jbfKid+cXWiMrrB2f8AI1Gamw4GSo1a7tdlGYOqAB++oVZnDk1ix+9tJ+3DneQY1TxfqO0GTFSVaJM7A/d9TZqjczOns3ult3KH3z5ZWb++tdwzTXw299GXvYGQqRoJPWZSiUkZbf4y86XAfj+ii8r/jzDaKTPG6C1LzGBYXMHMGtjr6GIeuBkVjx4ohuC0sdpzD1eEZc/pHjvk5WDLaeIhwg+3bO/zxD+7+0qDrf1cfvZ0gNlLMRDny+ILxgmx6KnqN86Ea+aEKQLwuYOMDsO8eAP+bnv0H0YNAaeuOyJyG5cRZEVhx8umnIpe9v30mAf3h+mhFf3tqLTqBRr0d6ue5t6d/1JoXaQMT1dxc66nsgD9qsLvordZ+fFwwMSzOpOJzq1iqJ0A5uqN5Gpy2Ruztxhj51u0g4r+9pR3YVBq2ZekZXr51xPr7eX3T27KclM7Dmu73ZiC1RRYi3htrLbkvpdi9INNPUOHG9J4RKAccl5kBngoTJOGJi8yjkPf9nzF9SBOZhSBOYXj79Ev8iios8bpMXuRRAEzpx05rgqHjxBkT+8eZTFpemsni0t4ILhINc/fz3OoJPnr3meNH184m+sEASBsmxzjOJB9pzmTHDGg4zcVD1vfGcFV05T2DL5FGF6rhm7T1QkCeekziE1JZWNx5RzHnbWSfkOSyZHLx5lomK8iQeZzD3c1sfdZ9xNIBzgDztimylAqtI81NpHcf9z4+n9T+PwOU6q++94ID/NECE+ZSxMX8i0jGk8tOshxc+8d6wTk07NopIBpUq2QZVUxoNMREOstz4R3P3riDSDFm/Qy/sN74/6+5Gfpkejik+ULCtaRo2thg5Xx6iO3+IMS9W9GcpWi41VGym0FEaeg7lGAUEghgw9L/s8er29EcJ+LJCtFm3uo3S5u7hgygWK7ytIM9DS6xlWjXLpjEsBePnwyzE/23JI+rtdvqAQGJ3iocvlwx8MUxiPeOiRiAelTKaRoDTLRLPNgy8Yu0lxY8WNGDQGXm19le21BwH48ye/Jft32dz44o20Olu5b/Z9/GzlzyJzweIMI7efPYX3moL8fXtdzDFt3jD7muysmjlAXqYb0rmkcDkAW2sOjun3GSucviCdfb5I/gWARq3ioS8upDjdSH23m1yjwNb6raSmpCY1lxsMq1GLTq2ivS928bmoYBEftX6k/N3LyZH+X14O99wTedkXDKPXDizfhrNb2L12vL40VEKIonTl67MgLR2VaBz2uutx+bHo4hMPJ7XVYgjxkGEcH5VGaz/pmljxcHJkmZwMOEU8nASobLbz8NtVXL6gkOuXFAOMyWohLyZkxQMkDpisbLYDMKdgoJqp3dnOa8de45fv/pLz/3E+x5zHeGztYxRYBrqjC/oDh5bmSzv5rxx5ZcRjDYdFNla2smJadkyfPUgy31RNKtfMvmbEx54oTE9X09nni3h7V5auZLJ1csRuERbDfNLURro5wN2bv8eGYxs4Lf20pHaz0426YXfEdtR0c1ppOjqNilVlksdyS+eWCPFQF8dzfLCtnb5QHY+vfRyDWnliMxSFVkOU1SLblM1k6+RxyXmQiQel3fY0g5a8VD1V7U6C4SAP7XyIdGE5K6blxlhxxgMyQTc4YLLB3kCHd3ST8KF4rTZAl9PPj9bMinwP7t96P2/Xvc1d0+6iIrdiXM6TCGUK8tp2hxeDVo3lONoeitKN6BWu9U8TBhQ5zpifaVQazi87n41VGxUnk7tqe8ixpER2oGVsqd1CWXoZk9Mnx3xmbGM1IyA9A6ZmTOWa2dfw8O6HsXlsMe+t7XLiCYQoTVUhiiIP7XqIebnzWFb06Q+VHIwCqyFG8aASVNy5+E52NO3g49aPo34miiLvHu1k2ZTMiFoJIMco5RTEU5nJqOpwMqdQer7WjYB4cMmKB72G7Y3b8Qa9ow4e1ahVFKYbaIgT5ifnPHzQ9MGojt/qClOSaYz6+8gIhoO8Wf0mF069MHL/06kFCq2GGDJ0UfoiMgwZPHtg7FXrvT6RVL2G9xokUi/e364w3YA3EKZvGDFKWXoZFbkVinaLLYfaKck0UlGUhgA4R0E8yOrCeIoHWWkx1nvE5CwjYVF5k0IOmXyl9RUuf0ayV3nFVu458x4+uOUDmr/bzBlZZ8R87u7V5SzIUXPvqwd5rz9AWMbeTun6OH9WtGrq+tI1iPh5vvLdEVmQxht1gzIcBiPNqOWxmxeTYdJRZlWxtWErZxSfgVo1sqwbQRDISU2JCZeEgYDJLn9X7AcXLMCbmwtPPw3GgeeFNxBCrx0Yw3B2iyZHE9pwEakpPtRx7NT5qeloVRZer3497u8RCIWxewKKxEOqXoNKOPmJh9RBxINBp0avVY1Z8dDqjG8zS9VrMadooqx9n3ecIh5OMGSLRbpJx88umUWmWVqEdbtGr3jo7OvfxbSkkG0UMGjVHEmgeDjQbEetEqh3befHlT+m+A/F5P0+jzVPr+Fn7/yMdmc7X5/89QjbLyMvVXo4pgh5TM+czr+Pjtxu8XGjjVa7lzUVeTE/63J38dLhl7go7yL0muOzI5sMytOlG768c6kSVHxl/lfYUruFb338LdJ+k8b7NVXUOLfzyO5HmJszl0sLLk10yAiGs1rYfSJH250sn5IFSInsV8+6mq2dW9nZtgGAegUJ5Tu1W3H7dCwonJQw12EoitKN2NyBKAnfksIl46J4aHV4+3MklB/icrPFe13v0W4XCAYtrJierfjesaKwn6A7PCTnodJROeZjN/a42VQbYO28gohaY0fjDu59915umHsDF+ZdOOZzJIMp2eaoMDeA9j4fuakpE2bx+KxiWv8E45hC8wrARVMvormvmcqO6O+PKIrsquth8eSMqL95MBzk7bq3x13tAFIjT7ZR4Ei7RKrdc+Y9OP1O/m/n/8W8d6DdSM22xm3sa9/HNxZ/4zP3/Siw6hVbDG6efzMGjYGHdz0c9Xpdt5vGHk/M/SfbqEIUSSjT9/hDNPd6OKc8BwESBgAPxWCrxZaaLagFNStKViT9+aGYlGGkIc75F+UvQqPSjDpgstUZjrQ4DcWOxh3YffZIvoOMsmwzNV3R5J1GpeGqmVfx8uGXcQfGJsHv9Ynkpup5s+ZN5ubMJc8cO8+AATl0j0Jg7FBcVn4Z7ze8T6drYHHt9gfZVt3NeTNyEQQBg2Z0VguZeCi0Kmc8VNuqKbQUjnk+JFsKauO0YN1z5j2cm3MuN83+FgCbv/Ic9517H0uLlsbNn1GpBL5ekcL0XAvfeHpPlMrn444QxRmGyH1ThlFjJNMMrb3+uNa04wH5mhxKPMiv7bjnXJYXejjUdWjE+Q4yclP1igGDcsDkkb4jsR9atIgPnn0WFiyIetkbCJMyiOAbzm5R3dOAViwh2xj/+21J0aJXpfNm9ZtxG716+zfFlKwWgiBg1grjEtQ4UXAMUTyApHoYif1NCS2uMGkGbSTfZSjy0vSnMh4G4RTxcILxf28d43BbH/dfPherUYdJp0angq6xKB765VzZlhRUgsD0XHNCxcP+ZjtTsk3c/PINHOk7woqSFfz+gt/z7s3vYv9PO4f/4zDXT7o+5nOy4qHV7mXt9LW8Xft23EC1eNiwr03auZ8Z6x/eVLWJkBhiZfbKER1zopFvFrAatZFKPJDsFlPSpxASQ9w09yvoyOerp62h754+tt+ynZmpM5M6drpRm/AmeKhHeiAsmzLQ7vGrc3/F7NTZ3P7aTWjUAWqHTOTcATdfe+luBFR8edEXRvKrRnZemofkPDTYGxL6xJNBu92bsMZRbrZ4vulFivSSRHaiiAeTVqAgTR+5TipyKzBpTey37x/TcY+09XH1oztQq+D7q8sBcPgc3PDCDRSnFfPQxcqy7onAZIUatXaH97jZLD5LKLQa0KvhmILiAQZqNYe2WzTZPLTavSwZku/wUctHOHyOcavRHIoisypCqlXkVvCF6V/gjx/+EU8oesG8v9mOXqsi3yTw8K6HSUtJ44tzvzghYzqRKLAacHiDMZN0q97KDXNvYN3+dVGKEHkHd3C+A0BOf1BlopwHOd9hRl4qWQZhZFaLgBgJQ9tSu4WlRUtJTUkd/oNxUJwggNigNTA/b/6och4CoTDtblEx1R2iazQHoyzLRG2nK2a3+/q51+MKuHj16KsjHstg9HpFsixatjZsjanRHAw5PLHLM/yu+2UzLiMshqPGtvVYF/5gmFWzcnD6nWjVwVFZLeTnbFyrha16TMGSMuRnQTz1zfTM6fxk5k+Ybl2KWiWQk2T4sEEj8Ncvn0aKRsUtf9+FzeXH7Q9ysDvEqpm5igTmnIJ8TKpifvjWD0+Y6kH+OwzOeBiMFI2aSoc0Fxht61SOJUWReJADJo/2HU36WN5gKGbDJp7dYsuhdn76Lz9aMY+K7PjKRrNeA6Kebk933JY6mVRIVVA8SK+f/IqHocRDukk3dsWDK8yUbFNcgj4/Ta/YJvR5xSni4QSizh7ioXequXxBYUSCtqd1D6j66Oobu+JBDvEpz7Mktlq0OMhKc2P32fn2tG+z7op1fHfZd1lRsgJLiiXu5+RFY2uvh0vKLyEQDozIlznYZmHRx+Y7bKzaSLYxm+mW6Ukf83hAJQicVpLBrroB4qEwtZCqb1Xx0MKH+PZpv0IUBZZPLkOjGpmE3WrU4fAGCMd5AB/uDmFJ0UTZYjKNmfyu4nd8+/Rv4wrX8ULle1E+3R9t+RHNNumBNzU7PeaYiSBPgJonIOeh1e6NdKgrQW62OGrvpDhlNVOyTXFrxsYDg68TjUrDipIVvNXxFo32xlEdb2dtD1c/up2wKPLDpQaK+6X133jtGzTYG1h3xboJzXUYirL+mrvqQZ7qDkdi8ucUlCEIAgVmVdzsnMLUQipyK9hYFZ3zIN8zhgZLbqmV2grOKU1ejTQSFFlU1HW5IpaAH575Q3o8Pfyl9i/4QwOTrspmOzPzU7EHbaw/uJ6b59+csAL40wr5vtOqoFT4xpJv4Al6eOKTJyKvvXe0k0kZxigPOEiKB4CGBJWakYajHDO5JtXIFA9BSarb6+1lV8uuMStiJmVICjaHV5ncXla0jF0tuwiGR7ZobuhxExKJq3h47dhrLC9eHnO/K8s24fKH6Bgy3zlr0lnkm/MjjU3x4PIFuXv9Xjrcyju5vT4RUdWLP+SPqdEcDPm50u0deO76giHePdrJz16u5N/VA9fI/Lz5TEqbFGW32HywHYteQ0h9lPmPzqfT30SHc2SbMCC1O6QbJWm2EmpsNWMOlgRpnmE1aqkd5rvYYveQa0mJK89XQlG6kT/dtIjWXi93rPuId450EgjD+QqbSwAlGWb0QhG7W3bzwqEXRvR7jBdqu9xSrbYuvoVin30fKeoUFhcsHtU5clP1ilYLOWDyqDN54sEXCKPXRI91qN2iodvNLU/s4pa/70YkQLvuh1xYEp+0tOg1+IMCiCo2VW9SfI9sATfHIR7MOuFTRzxkmHRjznhocYpxQ3VBJh6kOfgNL9zA+iblAOPPC04RDycI/mCYxyr9ZPRbLGT8Zttv6Au1UNU9em95p9OHTq2KXGDleal0u/wRQmIwOhxeOvt89IUPotfoWZS+KOY98aDXqrHoJMn88uLlZBgyRtRukchmEQqHeL3qdVZPXT2u1XLjhSWT06nrdsf0MkN0o8VIkW7UIorgiiN6ONQTYmlZRkzOgUal4Y8X/pFFxZPoc+s57c+n8VHLR+y37+eBDx9gVcl1AJHFb7KQFQ+Dmy0W5i9ELaj5sGlsOQ/tDq9ilaYM2UdvZCZtPeYJUzvIKM9LpbrTSSAkTWL/sPoPBMQAV//r6qjFWTLYdKCNGx/7kCxLCi/cuTwqrO+pfU/xkxU/YXnx8nH/HRKhNNPUH+YmTTZFUaTd4SPXcnwaLT5rKDCrONahrHgAyW4xtFZzV10PFr0mpr1nc81m5uXOI9s0Md/xIouKsDhwb1pWvIyvzv8qLza/SMUjFWyu2Uw4LHKwxcGcgjQ2tG4gEA5w5+I7J2Q8JxqJksbn581nefFyHtn9CGExTDAssqOmmxXTs2Lem6oDg1adWPHQ4UQlwEcdG0lN8VDX5U56Z9cdFEkzaHm37l3CYnhciAeIH0C8rGgZ7oCbfe37RnRc+XulpHjo8nWxt30vF0+9OOZnZVnS+6uHBEyqVWqumX0Nrx17DbvXHve8r1e28dzuJtYdir0/h8MivT4Rm68OnVqX0KJiNWox6tQ0OMI8t7uR2//xEQvvfZMvP76Tpz5s4IVjAd44ICn8BEHgsvLLeKP6DTwhD6GwyJbD7WRZ21n55Fn0eHoICy7a+nrjni8emns9cdUOnoCHlr6WMQdLyijNNA2bN9LS64lcKyPBopIMfnPlXD6o6eHu9fswaGDxZOUmluIMA96AipmZC/nx2z8eMek1HqjtclKalXhutN++nyWFS0jRjO55mZOa0h/8HnvtLypYxNG+o0nfF7zBECna6DngYLvF80f9rPrDu3xQ082PLp7JwjmvY03rQKuK3eCTIZNd83NPj0s8yIoHpYwHkCwYJyvxEAiFcftDsYoH49gUD3Z3AId/OOLBQKfTR4ezm2crn8URGDkp+VnCybei+xygy+njO899QmNfmF/3WywAXH4XG45uICTYaejpGeYo8dHpkKo0ZdnPjP5JrpLqobJFeqhX2jZy3uTzkg4dlJGhV9Ha60Gj0rBm2hpeO/Za0g+ORDaL3S276fZ0K05WTgbIO5a7amMD2qo7nQjCwKRqJJB7heVQscFo6fXQ7hY5vSwz5mcyzp4yCx35IKo44/EzuPfgvZRaS1mSdxFataBYXZkIWaYUdBpVlNXCoDVQkVvBzpbRKx58wRDdLn/C8ZRkSn+LAq7BFwxPOPEwI89CICRGFublWeXcXX43HzZ/yPfe+F7Sx3nqg3rueOojZuWnsv725ZFO9rreOu7YcAdnFJ/Bj1b8aEJ+h0TQa9UUWg0RqbcnCJ5A6JTiYZQoNKvo7PPFzWS5aOpFMbWaO2t7OK0kPWoH0Rvysq1x24TZLADFkOHHLn2MX8/5NcFwkPP/cT6Xrfsafb4gMwvMvNL6CueXnc/0zJNLbTZeiBAPcbIZ7jztTo71HGNzzWaO2aQJ61CbBUiL0EkJ7AsAh9p60ers3PDitRxyvYfTF0zaSukKiKQaNGyu2YxRa+T0otOT+lw8DEs89AdMjjTnQSYOpmTHqmN29kjPCblGczBkFdbQgEmA6+dcjy/k46XDsUGOMuTd3b2dIbZXRYfz2dx+QiLUO/dx5qQzMWrjLywFQaDAamBbS5C71+/jk8ZeLl1QyOM3n8YnPz2fYouKH75YGbnWL5txGd6gl9223bxSuY8eV4Cd3Y9xY8WNHLjzACIebK6RS6ubbB6K4uQ71PbWAmOv0pRRljU88dBq95I/SpXhFQuLuP3sKTh9QSqyJLuQEuTn450LfsLhrsP8Y+8/RnW+saCu262Y7yDD6XdytO/oqPMdYKBSU25aGYy5OXOxBWzYvLHzSSVIGQ+x6gzZbvFKTYALZ+ex5f+t5NYVZbS4GilOLU54TIteIh5WFK+WMlkUCD+ZVLDE4S9SdcKY8xImCnaPNK5Y4kE7JrKkKnLvS6x4EEV46cDbhMUwizNGp5r5rOAU8XAcEQqLPLmjjnP/+x02VbZxxTQtqwal/G44tgFP0INW7aHXHRq1363T6YvYLGBwnVosy7a/yYEA1Lu2s7Z87YjPlaEXIhKiS6ZfQrenO6lJSzI2C5Wgilt/daIxpzANg1YdZbeQUdXhpNBqSCjbiwerUfpbOP2x//Y7qrsBIsGSSijJMBEW4eWrt7KseBnd/m4eW/sYHY4QBVbDiCSTILHoRVZDlOIBBgImw+LwYVxKkCWHiRQPO5rfIkgXHt8kdBoVp0+OT7iMB5Suk5XZK7lr6V08uPPBYWW/oijy4jE/P36pkpXlOTx969JIxVRIDHHjCzcC8NQVT43YgjNeGBzmJk+AlFpFTmF4FJqla0mp2QJgefHyqFpNh1+kutMVs/NXaa/EH/JPSLCkjFyjgE6jigkZPj3zdCrvrOSX5/yS96rrAHj28H/R6ev8zFVoDkauJQWVoGy1ALhq1lVkG7N5aNdD7O8KoVEJLJ+qfN8tzjDGXcgf6z7G5mOV9AYPsyBvAcc824HkAybdAWmivKV2C2dNOmvUu62DxwrxMylK0krIM+eNOOehqsNJeoqg+Czf2bMzqkZzMPJS9Ri0akXiYUnhEkqtpXHbLeyeAO8d6+RLy0rI1Av86rVDhMMDz832/mdMo7MyYb6DjO+vLufyqVpe/eaZ7LjnXO6/fC7nzsjFotfytblS6PPP/30AkHz+6fp0/lb3N76+/kFEgjxyxTf5+2V/J9+Sj14j0ucb2QJMFEWabO64jRbjVaUpozTLRIvdiz+kPM8MiyKtvd5IltdocPfqcn68ZiaXJ6hPLu4nHqamLWVxwWJ+/u7P8YeP36653ROgx+WPm+8AUtNLmPCo8x1gwJqsRDzIoaeDA0sTwRcMRdVpyjitJJ27LyznB4v1/O/1CyLzqyZHE0WpRQmPaU6Rrt0lBWcREkMR+99gyAv0RFYLm9tPKHziGkriIS7xYNLh8AYjSteRojoJhbP87/DGsZ2kpaQxK3VW3Pd+HnCKeDhO+Kjextr/e5+fvnyAuUVpvH7XWaydEn0z/tfBf5FrymWOtQQxbOaTtk9Gda7OvmjiIcucQpZZF1fxkGbyIgoevjB9ZMGDAOmDiIfVU1ejVWmTslvINosvVOQr/nxj1UaWFC4h0zixi83RQqtWsWCSlZ21ysTDaGwWQET94hyieHB4A/zjg3rM2gEFixLkSk2HR8+bN73JM0uf4ZzJ59DYE39CMxwK0w002aInqksLl+LwOTjanbwvcTDk70wixcO6/etAK+1oLSnNGBWRMxJMyTajUQkx18l/nf9fLC9eztf+/TUOdR6K+/mH36nm5eoAVy8q4k83LcKoGyAXnqp/im2N23hkzSOUWksn6lcYFoPD3CLEQ5LBYacQjYJ+FUG8ZgutWhtVq3nMJuUrDA2W3NO7B61KO6ZJ7XBQqwSm5ZgjAZODodfo+fGKH3PHvF8hCCFeqfkLOSk5rJm+ZsLGc6KhUavITdXTHKfiLEWTwq0Lb+XVo6/ycaeXRSXpcX33suJh6EbBxmMbWfznpYQDmVw+Zzl/u/Rv+JDyYpINmHQFRDTqAIe6Do2LIibNoMVq1MYlHgRBYFnRshETD9WdLvLNsYuRYDjIbtvuqBrNwVCpBEqzTDGByPJYrpt9HW9Wv0mXO7ZqcPPBdgIhkcsXFHLVdB0HWhy8+HFz5Oft/TbIEN1JEQ+rZ+dx6VQdcwrTYsZakqrmG+dM5aVPWnjjQBsalYZLyi+h1lWLVTiLRSVWvrTgqsj7U3U6fIGRkfx9AWknO1GwJDAu4ZJAJK+kw628SOzzgz8UpiBt9LlKKpXA184qI88Uf6lRnDFg57z/vPtpsDfwSsvIq9lHi0iwZALFw/sN76NCNSZ7ZG4/wW9TIB5yTDkAUdlcieALhBXbwFQqgTtXTmVmZvTPGu3DKx7M/YqHKdbZWHQWNlXF2i16XH4sKRo0cTawLFoBURxY5J9MiEc8yJtDvaNUalR3OtGoBpQ7SpAVdjsbj7GqbBVqYWLnsic7ThEPE4wel5/H9vu48pHtdDv9PPTFhTx1y1Km5kQvHmWbxZUzr2SmtRgBDc/se3lU5+wYQjxAf3CeQhDagWY7XlUVpxWcRoGlYMTnykgRsHsCuP1BUlNSWVm6kleODv/QkG0W583MiflZp6uTXc27Yqq3TjYsLs3gUJsjKqgrLIrUdDkTyq4SIV1WPAwiHjocXq790wdUNtu5cVYKqgSqBfnh2dDtQqPSkKuXFDVNNndkZ2GkKEo3xNTFyQGTo815aOtPd44XLunwOXj5yMuR+i0lf/V4Q6dRUZZtigkM1Kq1PHfVcxi1Rq587kqc/thJ8qFWB3/cfJQleWr+66qKKFnptoZtPFn/JDdW3HjCGwLkMLd2hy9CPOSeUjyMCpl6AZNOHbfZAgZqNfd37OdoTwidRsXcouiAvT29ezi96HTMutHdM5KFFJ4a31va2C0wpyCDt29+k/tm33fCVDnHC8Mljd922m2oRCutTnVCm9ekDANuv2QdA2nn+qn6p1jz9BomWRYioOXcabOZlzePYrMJCCVNPLiDIr1+iXwdL0XMpAwj9QnCMJcVLaPGVoPNn5zsG6TnTa4xdjq5o3EHrpAr4bO8LNtETZy/x/Vzryckhlh/MDaM7bX9rRRaDcwvtrI0X01FURr//cYRPH6J4OvsVzxYDCIL8hfEfH6k+MY5U5mZnxqxXPzmvN/w/Sm/xe/LYs3cSVHvzdAZCYdTEuZTDEVXf5VnvAVMja2G1JRUMg3jsxkzuX+Hv82lvNPb7ZVeH03Gw0iQZtBiSdHQ2ONmVdkqzpp0Fi+3jG7uOxokqtKUsbVhK1PMU8bUKCO3R/V6x048eAOhqDrNRHD4HPT5+4ZVPMhWC08Azp18LpuqN8WQqTa3H6tJE/feIGc/nIw5DxHiwRib8QAkrLFPhKoOJ3lGIaGaWFY82F0Cq6esHtV5Pks4RTxMMO55YR/bW4LcdnYZW/7f2aypyFdk/mWbxTWzryHPID14/n3o7RGfLxAK0+PykzOUeMhN5Wh7X5QEqtvpo8XupdXzIWunj9xmAZBhkL5Cckft2vK1HOk+QoO7Ie5nwmGR1/bHt1m8Uf0GIuJJTzwsmZyBKEpqFhndHhFvIDx2xUP/PbC608kVj2ynvtvFYzcv5vT8xIuBHEsKeq2KukETS7df8hSPNFhSRlG6kS6nH98gSeaMrBlYdJZRN1u09U/4c+MQDy8eehFv0MtFM+cgAOeUxxJUE4HyvFTFXeHCy6OtvQAAIABJREFU1EKeufIZjnQf4euvfD3qgRwIhfnev/aSZtBy06yUqOu7w9XBNeuvId+Qf1yrM+NBzh2p6XTS2z+xPFWnOToIgsDUXEvcZgsYqNXceGwjR21h5hdbo7y5PZ4ejvYdnVCbhYwZeRaJcFKYYImiSGWLnTmFEnk8zTJtwsdzolFgNcTNeACYlDaJZdk3A9ATep+PWz8mEIrdFSvpX8C9XbWfJz55gi888wUeq3uM6+Zcx6/PfhwYkOFemHc+AaGNfc3DVxGHwyLeILS6qsk0ZDIvb95If0VFJLKGwEDOw0HHwaSO5/AGsLkDZBtj5zUbqzaiFtQJ1RpTskw09rjxBUMxP5ubM5eZWTNjbG6yzeLiuXkIgoBKEPjRxTNptXt5fJuUhSCT2+dMWTguAdU6jYr/vroiYrnIt+SjDkqExqohGyg5hlRU6NnTsjfp48tVnvGam6pt1ZSll8Wt7Bsp5DDF9jiNID3940nUPDUeEASBogwjjf12zitmXkGjp5H63voJPa+M2i4XgjCQfzIUR7qOsK1hG/PSxnb9peo16LUqen2xf+8RKx6CyooHJcitXMMSD/2KLqc3yOopq6m319PoGWj0+qTtE7bV7aXWvp8v7fqSoi3EfBITD45hFA+jHXNVpzOifoyHVL0WnSaEWsxm9dRTxMMp4mGCUdnsYHGemnsumokpjlQTBmwWZ046k9QU6eKt6+lJKO1WQpczukpTxow8C95AOEpieaBF2v3yqaq4pPySEZ1HRnr/WAfnPADs6I4v1fy40UabI77N4rWq18g2ZrOoIPmGjROBBZOsaFQCuwbZLVr7dw9Gq3hI1WtQqwScAZGPG2xc9ch2PP4Qz9x6OmcnEa4oCAIlGaaoHS05n2HUVgu5amxQx7lapea0gtP4sHmUige7D5NOHXnYDcW6/esoSy/ju+es4N4zDJGGi4nGjDwLTTYPTl9sQOp5Zedx78p7eabyGV5qGQg8e+Sdag60OLjvsjlRac+hcIgvPv9Fejw9/HzWz8e0WzJeiIS5dbmw+UTMKZq4EvJTGB7Tc8wJmy3kWs0NRzdT3xeOsVlsrtmMiDihwZIyyvOk758Ssdbc66HXHWB2wfGrdz3RKLAaaLF7E2YpzUxbg4iHn75/Cwv/vBDLry0s+csS7nj1Dh744AH+99j/cvfbXwXgK89/n6+8/BW21m/ljrI7WHfFOhp7pMmu/DxYlbuKoNDCgdb2YcfX5w0iAjX2A5w7+dxxa3ealGGkyeaJ68NelL8InVrHPntyzRZylWi2IXp8oiiy/uB6KtIqEtYGl2WbCYvKlaSCIHDdnOt4r/49On0DCx3ZZnHx3IE5xNKyTC6YlcvDb1fR2efjcEcrIeysnjp+pN7sgjT+49wBy8UnHUGm5Zgj5JOMfINUW727pTLpY8vP17hWi57qcQuWBLDotWSZdbTHsVr09O/MT7TiAaA43RAhw+Qd4XjNCuONui4XBWkGxYW8P+TnhhduwKwzc23xtWM6jyAI5Fj0ihkPWUZJ0TkSxYNSxoMSmhxNABSnJWe16PMGI4vjrV1beWzPYyz5yxIW/GkBrY4+sswG3EE3v3j3FzHHsPS7x09G4iF+uKQ0aNsoFA/eQIjGHjf5CaxEEajtWHWlTEqbNPx7P+M4RTxMILyBkNSDrCBBHIzBNgu1Sk1q/+JFTdqIe43lysyhvu3ySLPFgNR2f7MkA8xJ8zEvd3RsbqYhmngosZZQkVvB9u7tcT+TyGYRCofYVLXppK3RHAyjTsPswrSogMlWl/RQGa3iQRAErAYt+7tCfPEvH2LWa1h/x3LmFVuTPsakTCP1g8LL5Af66BUP0sRDloLKWFq4lL3te0cVBNXm8JCbplfcvWnta2VL7RZumHsDGrUqUkV5PFCeG78BBuCes+5hzbQ1PFj1IA/vephDrQ4efOsYl8wr4MI50UTaz975GVtqt/DImkeYap464WNPBoPD3Hp94qlgyTFiWq45YbMFSHaLPQ02wuJApVx9bz23v3o7N75wIxm6jIh1aSKRsN2o/1kwp/BzRDyk6fEHwxGLhBKaurXMyjBx9JuHeebKZ/jmkm9i1pl5uvJp7tp0F6+3v44hRbq/XjvjGxz6xiF6/7OXa4qvQRAEqjqcZFtSIpPdDF0GRRk6bE4twVDi9ifZwmfzNY+rImZShpFgWIxrMzFoDSwrWsbHvR8ndTz5+ZIzRPGwu2U3x3qOcV5O4rHLEvdqhYBJgOvmXIeIyLud70Ze2zDIZjEY/3nRDHzBMA9sOcrh9lZCgo3zpwyf7zAS3LlStlzs56gtHBUQLiNbLz3/P2k5nPRxuzxhUvWamIURQFgMU9tbO27BkjJKM020J7Ba6LWqiP1zIlGULpFhoigyI2sGOSk5x414qE3QaPGTt37CR60f8djax8hKGbvdMzc1BZuC1UKj0pCqSaXTPXy4ZDAkVfwqtVooQSYehg+X7Fc8+AKUpZcxNWMqf639K1975Wu4Ai4euPABis0zWDX1dC4puIRHdz/Kka4jUceQN15Gs4ifaNjdwykeRp7x0GTzEBYhdxjiwRPw0BdsIFVTMuJzfBZxcq/sTkKExTCBcHJfUClwioTBOhBtswAixMOUtAW8cHh0xMNQxcO0XDOCEL3bta+ph5DQxiUzVo1avmeVFQ+DJKtrp6+l0l7Jse5jMe8Pi4ltFnKN5slus5CxpDSdvY12vAFJJtriDJNh0kVuZqOB1ail3hGmLNvE83csT+g9VEJpppH6Hnck4VtWPIw+40H6XJcn+oG5pHAJwXCQY32x/87Doc3ujSvhfLbyWcJimBvm3jDywY4R5QkWZwAqQcVzVz/HssxlfGPDt/ji4xtJNWj5xdrZUe/bcHQDv9r6K7624GvcPP/miR520pDD3Gq6nPR6xUjF1ymMDrISJ16zBcDF0y5GE5yBgEh2Wh+3v3o70x6cxt8++Ru3LryVRxc+ilY98ZP7HEsKVqNWUfFQ2exArRISBtd+1iDXBLbGCZh0+4McbutjqlXNtMxpXDfnOn53we9468tvYfuBjZbvtvDqGa/y3lffIi9VT7puGjOyZkQR5tWdTqYOUb+tKJuJQAovHHgr4fjkHbqw4BpXRcykYZotQPJ4Vzmr6PEMX+stH2eo4uGpfU+hU+s4O/vshJ+XVVjxci+mZ05nYf5CtnRIKft2T4Ctg2wW0ccyc8PSSTyzs5GGLgGt2j3uO4wDlosAITHWZgFg0EjjOthRk/RxuzwihXGe0c2OZvwh/7gqHkDKhGp1iVFtIDJ6vCIFaYZxs3YkQnGGAU9AykkRBIHFGYvZXLNZ0do0nhBFkdpOZ8R2Mhhv1b7F77b/jtsW3calMy4dl/PlpOqxKygeAKw6a1KKB19QIoqSVTw0OhoREIbNcDPpNAiCZLUA+PnZP2dN/hq2fXUblXdU8s0l38TmDpJh0nFzyc0YtUbu3nx31DHM2pPXamH3BDDqYmtd5Sa50ZAl8mdS47R8yHiv/j0CdCCGPj/EfiKcIh5GAJvHxrQHp0XJrBNBfpDmmhJ/KQfbLADMOlAJUJ6+iD2te6i11SY9xo44xINRp2FShjFqQfVRQyde1bFR1WjK0KkFMk06Wh0Dk7c7F9+JXq3nO5u+E/P+6t5wQpvFxqqNCHx6AlgWl2bgD4XZ1yTtGLa6wopd5iM95rxsNc9+/fRRNQ6UZJrwB8ORVO/GHjd6rYos8+jIkBxLClq1EGW1AFhatBSAQ30jswOBRDzkxskWeGr/U5xWcBrlWeUjH+wYUWg1YNKpE4bwGbVG7p19L+dk/xpbn5mCgvdIHTTpruut46YXb2JB3gIevPjB4zHsEaEs23RK8TBOmN5PPMRrtgAprM8sLiKkrmP+n2dECIeqb1bx0JqHyE4Z3kI1HhAEgfJc5YDJyhY703LMSfuGPwuQ0/pb4uz872uyEwqLTLHGTpNUgop8S36EZJCbLQZDFEXFhqMvzJLULU/ueT3h+GRPco7JPK473TLxkCjn4ZzScySVQd27cd8jo6HHTbpRi1E7MM8JhoM8e+BZLpl+CWZNYvWfRa8l25JCTWd88u662ddxuO8w/z7yb95UsFkMxrfOm0aKBoJBE5mGibGRzS5I4wcXzmByqor5xekxP5eJh+ruFoLhxMoWGd2ecFw7ZI1NIjDGq9FCxullmTj8It/+5ycxGRvdHvG42CxgYFNE/k4uTl+Mw+cYtZUzWdjcARzeYEyVZre7m5tevInyrHL+Z/X/jNv5Cq0Guryios3Jqk2OeJA3uZK9Vzc5msg156JTJ57/qVQCZp2Gvn6b6Q0VN/C96d9jefFyBEHAEwjhC4ZJN+qw6qz88Kwf8u8j/+aduncix9CpBYw69UlLPCipifRa9ajHbJPrRYfZN9hUvQlUvTg8jLq287OEU8TDCJBuSCfHlMMrLa8k9IXKkGt6ElktZJvFVbOuQq2SbiQqQSDDpCPPKAV8vXj4xaTHKCselBaZ5bkDzRaugEhXH6BpZGXpyqSPr4S8NH2U4iHfks+XSr7EhmMb2HB0Q9R7d7UF49osQCIelhYtPWlrNIdicb9nW7ZbtDpHHywp4zdXVvCdRXpFRUgykCs167qkh3ijzU1RunHUOxcqlUBuqp4eb/QNs8BSQKGlkCN9R+J8UhlhUaS9z6eoeDjUeYg9rXtOiNoBpN91ep5FcVd4MFqcAo0tsynN6+LVxvu4/J+X4w648Yf9XPXcVYiIrL9mPXrNyacomJJlosnmxuYV45I/p5AcCtL0wzZb9LrDaELTcKo+iCIchvPcTgTK8ywcbXdGPb9EUaSy2f65slkAFFil7368gMk9DVJo8FTr8BN8pcDGzj4ffd5gDBE9PUdaqG6vPYbDF5/gtLmlZ/mS4rnjuuucn6ZHoxISKh6WFi0lRZXC23XDB1w39Lhjgvk212ymw9WR9H28LCt+swXALQtvYZp5Gpc+eykPvPMuBVZ9jM1CxmvVz9HOkwDMsU7cNXbrijJ+ttygmGYv8x3BkDqpymlRFOnyiHGJB7lKc7ytFlcuLOSa6Vpe2dvCV5/YRd+ghq4erzjhwZIyZBuoHDC5KH0RakGtWOk4npA3BwerSkVR5NZXbqXT1cnTVzyNUTs6pagSpuaYCYaV1Ubp2vTkiId+xUOyrRZNjqZhbRYyzHoNfV5lokxemGf2q3m/vfTbTEqbxPfe+B5hcWBumGHSRRbkJxN64xAPIOU8jGbMcgWneRjFw6bqTUzJlsLo2x3KCrvPE04RDyPEbYtuo9HTyNaGrcO+t67bRYZJh0kb/0sp2yyunnV11OtZ5hR8/hTm583n+UPPJz2+zj4fVqNW0f81I89CXZcLbyBEvV1iTecXZ5KiGduuZ36aIZLxIOOKwisozyznrk134QtKE6hwWGRXWyiuzaLX3/upqNEcjHSTjmk5ZnbW9tDj8tMXGH2w5HhBZu8beqSHamOPh+JRBkvKKLAaImFTg7EgfwHHnCOzWjh8EuOfp7DoXbd/HSpBxXVzrhv1WMeKGf3Vs/HIxUAozF/3+0gzaHnh1ut5+OKH2XB0A+c9eR6/P/p7Pmr9iCcve3LcJ4njBTnMLSgS035zCiNDMs0Wbx/uAAR+teDaE0Y4yCjPs+D0BSP2K4B2h48up585BSc+/PR4IsOkI0Wjinl2ydhT30tZlmnYSSVIKoI2hzeyGwlS2jkQU51dYDWgUYEYylasiZSxv01abK6cPL75Hxq1isJ0Q8JKTZ1ax9y0ubxVm9gOAtIu9dD8oHX712HVW7l42sVJjaks25xQ8ZBhyODB+Q9y3ayv0NBpIqDdSZ8/+poLhALc9fpdfOmlLzFncherZmVwVkGsGuF4QFY8CKKRvW3DN1vYPQG8oQSNFj3VqAX1uNtGBEHg4jIdv796Hh/W9HDtnz6go8+LPxjG7jt+igeZcJHJO7PGzNKipROe8yBvDpYOIh42tG3gxcMv8uvzfj0uNayDIdeDH1N4XiRrtRip4qHR0UhxanLPHHOKJmK1GApbfwZCej/xYNAauP/c+/mo9SOe2f9M5H0ZJl3C3JwTBbsnQGoc4iHDpBuT1SLRGq/R3sjBzoMsnSQpeNviPG8+TzhFPIwQ18y+BpPaxJ8++tOw763tclGamZgtfe7Ac1E2CxmZZunivXLmlWxv3E5LX0tS4+vo85JtVl5MlOelEhal3tndXVKq9hVzFyd13ESQ+tCjLyatSssDFz5AVU8Vf/zgjwB80tSLzSfGtVnssu36VNRoDsXiyRnsqbdFFh9Txqh4GCvkHS25UrPRFjsxHCkK0vR0KxAP83Pn0+huxBOIX0s3FD39Hse8tOhJjSiKrNu/jlVlq8gz541pvGNBea6FXncgYlsaikfeqabeEea+y+aSYdJxx+I7WH/Nej5u/Zg32t/gP8/4z1G3xBwPlA3agT2leBg7hmu22HyonYI0PTPST+x9AZQDJj+PwZIgLboKrAaaFRQPoii1Ci2YlNzCtSTTiCgSdazqDpl4iP53V6sESrPMWDXTeHLvk3GPubdV2ilfPX1FUmMYCSYNU6kJsMC6gAOdB2h3xm/gCIVFmmyeKMWDy+/ixUMvcvWsq5Pe1CjLMmFzBxLuOqaoU7hy8i8Q0HLA8Q+W/nVpJNzO5rdxwVMX8MCHD/Dtpd9m85c28tcvLWNa+omxDsmKB50qlU/aPhn2/QPNU8rP6ZreGkqsJWhUE2MduXJREX/98mnUdbu48pHtfFjbjciAKmiiYUrRkGnSRRGiq6esZnfLbrrcXRN23rpuFyphwOpxpOsID1U9xKqyVXxnWaxVeKyYFrHmxT4v0rXpdHu6h7Xm+AKy4iF5q0WyigeLXqPY6AXQ7ZLmQxmmgcX79XOvZ1H+Iu7Zck9kDphuHN0iXkYoLHLrk7s51B1brzsWOBIpHkw6etwjzxOxuQNo1QL6BP8Ub1S/AcDq6RKB3HKKeDhFPIwURq2R83PPZ/3B9XS7uxO+t67LHcWkDoUn5OG1Y69F2SxkZJlT6HL6uGLmFQC8dDi5XInOPl9c37YcnHe4rY/KHjtBoZOr5459kZ9v1WP3BHD7o29Yq6eu5tLyS/nle7+k2dHM3sZeAJZPVbZRfNjz4aeiRnMolpRm0OcLsmFfK0BMmNjxhkatojjDSEO3G1dApM8bHHWwpIwCqwGbgjdxQf4CwoSp7Ei+NkxOdR6qeKh0VFLXW8eNc28c01jHikS1g3KLxen5ai6cM0COXDHzCt768lt8qeRL/PLcXx63sY4Gg2Wlp4iHsSNRs4U3EGLrsS7Om5l7XELahoOcSXFk0I5bZYsdQYCZ+Z8vxQP0k+YKxENDj5tul58Fk5JrE5KJ3cGVkFUdTswpGnIVnselmSasmmm8W/+uYobT+oPread2JxBmcroyUT8WFCtkUgzFAqu02zvYwz0ULb0egmExinh4+cjLuAIubqxI/j4+uOY3EV6rbKPQamDDzQ/R5e5iyV+X8MAHD3D7ntv5oOkDnrzsSf544R+PS1hrIsiKhzxjKXvbh1c8NNmkf4u4VotxrtJUwsryHJ659XRcvhBffWIXIKlZjxeK0g2RvwNIxIOIyOaazRN2ztouF0XpRnQalVR//cIX0al0/P2yv09Iq5o5RUOmXlBUyFl10r1mOKLF25/FkZJEuKTD58DhcySveNBrIxkPQyGTCRmmgfuZSlDx3xf8N42ORh748AFAsmKMJeOho8/Lmwfbeb1ufINF42U8AGQYtaO0WvixGnUJn+2bqjdRaCnkzMlzAGiLkyn0ecIp4mEUuCT/EvwhP3/f+/e47/H4Q7Q5vEzOjE88fND9gaLNAiDTlEK308+s7FnMyJqRtN2io88XV/FQmindYI+0Oehw6bGYbJH+4LFA9gEqSVb/Z/X/EAwHuXvz3Rxtd2LSoji+UDjErp5dn4oazaGQK/Je+rgZnSq+XPJ4YlKGkbpuV6QCszhjbGPKtxoIidDljFYBzM+bD8DHbclVr8Eg4mGIf3Rzx2YMGgOXzbhsTGMdK2YoVM+CZLH43r/2kmbQcsPM2O/w8uLlfKX0KxO2KzVekMPcAMVF0SmMDImaLXZUd+MJhBQr904ELHothVbDEMWDgynZZkwpJ/f3diJQYDXQotBqIec7LExS8aDUFFHd6WJKtklxUjo5y4jLYwRR4B/7/hF53e618+WXvszV/7oaqy4fg0bKnRlvTMow9gfrxZ/cT7dMJzUlNaHdQlZNDCYentr3FMWpxTEqzkQo6yfrE9ktXAEx0mZxzuRz+OjrHzE1Yyp3bboLAYFtX93GTfNuSvqcEwmdWlK25BhLkiQeZMVD/IyHiSYeAOYVW3n+juWRZ3PhGC2aI0HREBXOaQWnkWHImFC7RV23K7I5uLVhK3ta93DnlDuHbYAYCwrMKsVMIKtWIh46XYkrNSNWiyQUD8lWacqwpGhwxrknyHWTGcbo/LiVpStZW76W+7feT6+/V1IPjIF4aHdIc8wDXaGE96eRIhHxkD7KXAqb25+wbjYkhthcs5kLplxAmkGHOUWj+Lz5vOHTtcI7SVBmLuP0otP580d/jusDr+uO9Y4NxTud7yjaLACyLDqcviDeQIgrZlzBu3XvYg/YE45LFMV+xYPyLqZGrWJajpkdNe2IoWzmFia3mzMcZFZcybtUll7G95d/n6f3P81Hjc0UmlWKE7HdLbtxBB2fOpsFSERDodVAny9Inkk1IRPFkaI000h9t5tOt/T9jCfhTBYFacpBbKXWUkxqU1JyUhk2r4i2vw1Fhj/k552Od7hsxmVYUk5spV+6SUeOJSVG8fDIO9UcaHFw32VzI33Vn1aU9d+XRtOacgrRSNRs8eahdkw6NaeXZRzvYcXFjDxLFPFwoMX+uct3kFGQpqejzxuTNL6nvheTTh1RCQ6HLLMOg1YdRTxUdTjj2u5Ks0z4QyJnFl3Ck3ufRBRFttZvZd6j83hq31P8dMVPWTV5LeYJahkZrtmix+VHQMWKkhW8VRefeJB/X1nx0eHq4I3qN7hh7g0j2kAoTjegVQsJFQ8fdwSj2iwmpU3i/a+8z5+/8GceXfgoC/MXJn2+iYYgCJhTNKSn5NPmbEtoVwGJeNCrUVwYOYNOejw9xy0zaHKWiRfuOINb5ugiz4njgeJ0I829noiqUq1Ss6psFW9Uv5FUmPtIIYoidV3uyO/40uGX0Gv0rMgef2vTYBSaBao7nTHqUZl4GC7nYSR1miMlHswpicIlfahVAhZ9LEH9X6v+C3fAzZ9q/4Rf7MHtD7G7eS/72/ezv30/bd62pM4PA+GLQRE2H0x83SSLQCiM2x9KoHjQ0ecL4g+OrHHC5g5gNcZvCznSdwSb1xZp6ctL05/KeOAU8TBq3LboNo50H4kbMlmnkJY7GC6/iw97PlS0WQBk9cuZupw+rpx1JSExxLaubQnH1OcL4guG4yoeQLJbVDa7EVCxZlZFwuMli0SKB4B7zrqHYksxx9r7yI9TLSrXaF4w5YJxGdPxxuJSaWeswHxyLEhLMk04fUFq7P2Kh3GwWgAxbK1KUDHFPGVExEOPL0yORR9F0Gyq2oQj6DhhbRZDUT5kcSZbLNbOK4iyWHxaMTM/lbQUAYPu81OfOFGI12whiiJbDrWzYnp20n7c44HyPAvVnU78wTAOn0ir3fu5y3eQUWA1EFZIGt/TYGNesVWxsUAJgiBEVWp6giJtDm/coGF5XnBO0bVU26q599C9nP3E2WhUGrZ9dRu/OOcXtNl9SQVbjgaJiIft1V0svX8zW5uCnFt6LlU9VTTaGxWP09DjRqMSIs+Hf1b+k5AY4oaKkd3HNWoVkzKMCRUPu9pCFFoNUW0WBq2BWxfdGpGpn0wwp2gwaSRF6XCqh+ZeD1kGQXFTpsUj5XuNd5VmImRbUjirSHtc7WHFGQYCITHqWrxwyoW09LWMyMqZLBx+cPqClGYaEUWRlw6/xPll52NQT6zKo9CswhcMx1id0nXSHHJY4mEE4ZLydZtsoLE5QcZDjytAulGnuLFWnlXOHafdwettr/PHnfcBcPpfzqPi0QoqHq3g+g+vZ3/7/qTG0NH/72/QELEvjxX2/mrieMSDtX8TTMkumQi9wygedvXsQkBgVdkqQM7DO2W1OEU8jBLXzL6GtJS0uCGTNQppuYPx6tFX8YV9ijYLkMIlAbqcfhbkLaDUWsp7Xe8lHFNHv0QpO0FS/YxBOzgXzpiV8HjJQvaJK3llQcrF+OlZv0cMG+kNH1R8z8aqjcy0zBwX68eJgGy3yDedHJeUXKl5sDuERa8hLcHNMRnInfdKN82p5qnsa99HKJxcGFCvQk3XpupNGNSGk4Z4mpFn4ViHtCsx2GLxi7WzT/TQxgXfOX869yw5pXYYD8RrtqhsdtDu8HHezJPDZiGjPM9CMCxS0+WkziFds7MLPp/EQ75Vvq8NLHbc/iCH2/qStlnIGFyp2eqSCN941coy8TDJfBomrYl3Ot/hlgW38Mntn3B60em09HrYXW+jImuCFA+ZsdYQkDZM7nhqD4GQSFVvmHMnnwsQt1azocdNUfpApeS6/euoyK1gTs6cEY9pcpaZmk5lxYPdE6CyK8TFc/NOiqyUZGDRa9CpJCXRcMR8k81DpkF57tDqlRZfJ2tL0nhB3hwZTIbJ84HXq14f9/O1u6VrtDTLxN72vdTb64+LzbPALP07D222SFbx4A0kX6fZ5GhCQEjaOmLRa3D7QzFqDACbyx8VLDkUf7jwD9w/537+3xm3AfD78/7M+qvX8/jax4HEWTGD0e6QlBVnFmrYeqxrXOwWwxEPsn2kZ4TEg80tkTHxsLNnJ4sLF5NplHLtlIL4P484OVZJn0IYtUZuqrgpbshkXZeLbEsKZgXf7NP7n+a2V28jN0XZZgFSuCRAt9OHIAhcMeMKPrJ9hN0b327R2Z/Cn6giLydNYjO1ajdMAplDAAAgAElEQVS54xQcpNeqyTTpaE3QTzvDuhKA93qe44J/XBD13/n/OJ9dzbtYkjG+tWHHE2dOzUKrFphiPTkuqZL+bJF6R3jMageAVIMGvRrFBPip5qm4Ai6qeqqSOlaPVyR3CPGwp3UP08zTTngomIzyvFT8wTAdbjHKYpFuiv+Q+TQhzaAl7yQhyT4LUGq2ePNQOyoBzinPPkGjUsaM/vDUI2191DukSezsws+v1QKiLWT7muyEwiILS0a2iy4rHkRRpNWZmHjItejRa1W09gb551X/5Ldzf8tf1v4Fs056/4sfNyOKcEbhxORupOq1WI3aqEpNuyfALX/fhUqQiNeGvjBzc+eSaciMm/MwuEqzyd3Eh80fjjoceEq2ifpuN+EhsnpRFPnNxkOERLhk3sR578cb5hQNvoBAcWrxsIqHJpubLIMyoRJRPByHjIcTCTnfYnCzRWFqIXNy5kxIzkNbPzk4OcvES4dfQiWouGT6xLdRRYiHIc8Ls8aMRqVJwmqRvOKhydFErjkXnTq5eYu8XlFSPfS4/AkX2RqVhmWZy7i4/GwAFuadxZWzruTm+TeTpctiR9OOpMbQ0ecly6xjab4Gfyg8LnaL4YiH9H5CRa4MTQaiKGJPYLWweWwc7jscsVmA1OTW6fQRVCB2Pk84NfMcA76+6OtxQybrul0xwZI2j43rn7+eG164gVnZs/j9vN8r2ixgsOJBIhOunXMtQTHIcweeizueTufwioftrVJveFna+E5o8uKkg8uQb7JlaQacfmfUfy6/i5WlKzk/9/xxHdPxREmmid0/Pp85WSdHQFtxhgFBAJGxB0uCtKuboRdoVQjGmWaeBgy/qwPSzdrmE8kflEMSCof4pO0Tppunj3mc4wVZGbSjNfiZslicwsRgeq4lptliy6F2Fk5KJzOB9e1EoCzbhFYtcLifeCjNNJKqPzkIv+ONfAULmRwsuaB4ZIqHkkwjbn+IbpefFqeIRiVEhS4OhkolUJppoq7LxZrpa6JId1EUeX5PE0tKM8gxTtwUbbA1JBgK8x9P76G+280jNy7i7OnZNPeFCYWl8Li3695W9NnX97gjv+OWji0ICFw/9/pRjacs24Q/FKbLE32ev22r45mdjXyhTEtF0clnqYgHWbY+P29+wmej3ROgzxskK47iodnbTLYx+4RnH000CtOlOUujLVqFs3rKarY2bMXlT9x4MlK0u6RrtNBq4KXDL3FG8RlkmyaeJDZopHMOVcipBBXZxuykFQ9JWS0cjUnnOwCR/IY+BZVBj9sfWZckQkb/5owcMCkIArNSZyVNPLQ7fOSm6pmSpqIgTT8udosI8RBH+SuPud7WxWutryWVKeL2h/CHwnGtFptrNhMmzIVTL4y8VpCmRxSh13eKeDiFUWJu7ty4IZO1XW5KswYmHW/VvkXFoxWsP7ieX57zS977ynsUGgrjHltWPHQ5pYt3ccFiSo2lPPbxY3E/I3uj4gXG+YI+/r7/fzEY21iWP76Vj/lphoQSoqPtTqxGLf89/6dsv2V7zH9vffktCgyfnt0MJcRjU08EUjTqiD1iPBQPABkGlaLVosRYglalTYp4cHiC+EPRjRZHuo/gCXqYZpk2LuMcD0zNMaMS4N/VAdIMus+MxeIUJgZTc6X7qdxs0dLr4UCL46RpsxgMrVrFlGwzR9r6qHOEmf05zXcAaYcvVa+Juq/tqe+lLMs0YnWTvACv73bT6gpTmmVCq44/xSrNNFHbHbuY+qSxl5pOF1cuij8/GBFaWyl79FHwRTcSDbaG3LfhEFuPdfGry+dwelkmM/NTCYpQ0+ni3Mnn0mBvoMZWE/V5uydArzvApAzJI/9mx5usLF05ooXOYMjNFvJONMDbRzq4b8NBLpiVyxXTTp7nazKw6LU4vUHm5c7jSNcRvEHl+ZGcaZChV1Y8tHpaP/M2C5DmLLkWPY090XOM1VNW4w/5ebf+3XE9X7s7zKQMI42Oeva27+XS8kvH9fiJMDXHrNhskWPKocM9HPHQX6eZpNViJNejOUW6xpQUD7ZhFA8yhhIPALNTZ1PXW0ebc/iQyXaHlxyLHkEQuHhu/rjYLRxJWi2e3vsyvzv6u6RaBOV60Xh/k03VmzCpTSwpHCCV5Xmv3Oz2ecUp4mGMkEMm36sfyF/o8wbocvoozTLhDXp5qOohznvyPExaEztu2cGPV/x42Mo9vVaNOUVDt3OANbwo7yI+bP6QAx0HFD/T6fShU6tINSgf+9nKZ+lwd/DgjSWsLB7fh/hw3qWqjj6m5Zg/Nf7MzwLkiXC8iq6RIkMv0KygeNCqtMzKnpVUpWZb/yRrMPGwp3UPMKCcOBmg16oj+Sy/unzOZ8ZicQoTg6HNFlsOSfLQVSdZvoOM8jwLexpsdHlE5nxO8x1kSJWa0mJHFEU+brCxYIT5DjDQ7NDY46bFFWZqnGBJGaVZJhp73ASHNGo8v6eJFI0q0t4wZlxxBZP++U94552olydlGGmyedjSEOCJ7XXccuZkrl08CYBZ/S0nB1vtnFN6DkCM3WJwleaull00e5rHFA4s5160uqRJeVVHH996+mPK81L5w7XzUX3K5g7mFA0Or6R4CImhuPM2eYEWrympxdtyXIMlTySKMwwxioezSs7CoDGwqWpkdos2u5dnDvlwxQlLbHeLlGaZePnIywBcOuP4EQ/Tc82KzRbZpuxh6zQHWi2SUzwUpyYXLAkDigfnkGaLcFjE5vZHSIVESDNoEQSi6ilnpUp5ch80fTDs5zv+P3vnHedUlf7/900ymWQm03uh994RxAao2FfFuoq6urKKuuzqutZd665fe/vZV9cua0dRQBFQUUBAQHofmIFhes+kn98fJzdTksykzTADeb9evIY5uffck0xyc85zPs/nqbN6ynyfNTInIukW7ZpLuoMHqwvlZ/TepfficPl+36hUm+3uc737FEKweM9ixqWMa7HWU014K6KBh+BRFOUNRVFKFUXZ3KwtVVGUbxVF2eX+Gfw3dzdENZl89ddXPW1q3uQvh7+i/3P9+fjgx8wZP4df//Qr43PHB9x3uknvSbUAOD3rdHQaHW+sf8Pn8WW1VjISYn0u7oUQPLv6WYZlDGN6n+kBjyFQcpIN1DTaMdu8P6xCCHaW1Hvq3UfpHFTFTQ8/ct9gSTMolNdbPTmGzRmTMyYgxYO6s5id2DLwYNQZ6RnXMyLjjBSXT+jJmX1imDEsmmIRpW1aV7ZYsq2U3mlx9MvovHJ0wTAoO8EzcRp+jPo7qMjAgwyIHqg0U9FgC9rfAZoCvHvK6ik1C/pltv2375Meh90pWqR5WB1OvtxYzIxh2SREIv2loQFWuSf7W1saO/dMjcPhEry71cYpgzK4+6whnsf6psej08C24joGpw8m25TtZTDpCTykxfHub+8So8Qwc+jMkIeaFq8n0aDjcIOLqgYb1721ltgYLf+5ejzxPryyujoJBh31VjujskcB/lMRq9oIPNicNkotpfRNPvoVDyDVmUWtDE8NOgMn9z45aJ+HT34tYvF+B48t2u71mBCCErOL3mnS32F45nD6p/YPa+zBMCArwWdli8z4zABSLZzEaJV2K+7UWmuptdYGp3hQUy1aBWtqGu24BAEFHrQahZQ4fQujxoEJA4nRxLCysO10C6vDSWWDzWNYP6ZHckTSLWrMbQce9DoNsToXdnssl+Zfyo6KHby98e02+/QoHny8Jrsrd1NUW8S4lHEt2qOKB0moioc3gTNatd0JfCeEGAB85/79qKe5yWSlrZIvd3zJjfPvA+CDbc8yImsET4x8ghfOfoG4mOAWgGmmWCoamgIPyfpkzht0Hu/89g42p7f7alm91a+/w4oDK1h/eD1/Pu7PHaI6aKukZlmdlZpGOwP9GG1F6RhUg8lIBR5UKaivOsSjs0ZT0lDSrpSuxIfiYV3xOkZlj0KrdJ2SgwDXn9SXSwdFlQ5R2qd5ZYtGh2DlngpOHZLVZRVeg5oFgaOKBwOH3AFR1d8h2IoWIHcgsxMN/LirHJfwbyyp0tt9f26ebvHdtlJqGu3MHBdauoIX8fFQ6l7IbGpZzq6X+3shx6Tw3OVjWixkdFoN+SYNWw/VoigK0/pMY+m+pS1SStVF066aVby89mVOyjiJZEPoHgyKotA3w8TBehc3vLuO4hoLr141jrzkji1v2FGYYnVY7C56JPbGpDf5NZhUF2gmH2uiAzUHcOE6ZhQP+alxHK61eJnvzeg3gx0VOzhsaV+qr7KmoBKAt1buZ+WelgbwJbVWbE7ISBT8eOBHzh/U8dUsmjPAfW9oXdkiMy6QwIMroPLMB2sPAgSneIhVPR5aBh7U92gggQeAlLiYFqkWeo2esTlj2/V5UA3yVcVD83QLVbUQCjWNduL0Wr+pb0IIbFSRbujNn/r+iQm5E7h/+f1YHVafx4OsaAH49HhQK3iMSR7Toj3REIMpVkelxeV1zrFESIEHIcQPQGWr5t8BqsviW0DnfpKPIKrJ5BWrr+C8eeexr1zuem28eQkLr1joFfUKlHSTnvK6lgGG68ZcR5m5jAU7F3gdX1bnP/DwzOpnSDWmcuXI0Byn2yPH7Sfga1Gq5j1HFQ+dy7mjcjmrT4zfWvLBopb7OuQj3WJ09mgA1he3nW6hBqZUHxKXcLG+eD3jckL7jESJ0lVQK1tsKZemU12tjGZzBrnNU9MMyjGfRpSTZKTabMfqEPy6v5p4vdaTOhMsPVPj2FhUDdDufVdNLSgobwo8fPprEVmJsZzQPwJlpe12EAIyMthx221wySUtHh7TM4WrJ/fir2MNPs1FeyRo2FZcixCCqb2nUtJQwrbybZ7HD1SaSTAoXPnZTIZkDOEvA/4S9pD7ZsSzs8rF6n2VPDZzZEgBoK6CKltvtLkYmTXSr+JBVR7Fx3gHKfdU7gGO/ooWKvkpRlxCVr5qjmrQt6ZyTUD9OF2CdQVVHJ+ro3daHH//ZGOLlIt97s/cocYNuISrU8poNmeAJzWvpc9DZnwmdbY6Gu3+jdotDieGmPaXboW1hQAhKR5ap1qoQYRAPB5ABiiaBx4AJudPZu2htdid/gMIJbXuynzNFLGRSLeoabS36cG24sAKLM4KeiQMRlEU/j393xTWFvLy2pf9nqMaSfuqarF8/3JyTDnkG71f+3NH5ZBzjFcUi+SzzxJCqHqYw0DXnXVFmBFZI7hq1FWMSh7Fp5d8ysWD5pCdaGBwRnjyuNaKB5B1jXMTcn2mW5T6CTwUVBfw+fbPmT12dtCqi0DJ8VGWTEXNex6QFVU8dCZ5yUYuGaRvV5IXKKriwdffWA08tJduUVxtIVEvpW0gJ1Z1tjrG5oyNyBijHEO4XGgb/U/QOhu1ssWKgw6SjDGM7911F015yUYSDDp6Jx3bEyDAs6NeYRH8eqCKUT2SQ75n9kyLQxUFtBd4yEiIJV6v9SyCyuutLN9Rxvlj8iJzz/7Xv2DKFLBYKD7nHDijpUjVqNfywO+Gk+GnckbPBA0VDTZK66xM6zMNgGX7mtIttpeUU23fQ2Z8JouuWIRJF/73u/qa3TS1H+ePiZC55hHC1Gz3eFTWKH4r+c2nW35lg414vRa91vtvrhp6HgvmktBkhF1mbvk6DUobRM+knqypCizwsP1wLXVWB8PTtTx20SiKqhpbpFwUuFVG60oXkp+Y3+nzD1Oszmdli8z4TADKzP59HqwBKh6KaouA4AIPanpXvbVlcEANIgSqeEiN13uVppyUP4lGR2ObpWXL6tSNqaZ1jJpu8fWm0NMt2gs8vLDmBTRaM0atDPie2vdUpvWZxr9+/Bd11jqf56jPL7lVv0IIlhcs55Tep/hUPD5y4Uim9exeRrmRRgmkbIjPExWlN7BACDHc/Xu1ECK52eNVQgivmZeiKLOB2QBZWVnj5s2bF9L1I0l9fT0mk/eXZqjtD69qRKeBOycaw+rns102vthj5/UZcWgUxdP+n33/4YMDHzBv0jwyYmX5n5raeub+rHB+/xjO769v0de7Je/yUdFHLY6P9HO2OQWzvzVz4YAYzuunb3H8m5utrClx8P+mxdHQ0OCzn44YU2e3d8UxRfI5VNbUc+tKxfM3bn3871f/nkEJg7hv6H1++3lwZSM6nNw9WbYvLV3KQ9se4rVxr5FNdvT17obtR+raA55+mrQVK1g9bx4iJqbd4zv6OfxW5uCpdTJQPClHyw2jDG0eH+n2YM/ZVObAKCw+UwK62lg7sn1HpZNHfrFw/RDB69sVzu4Tw8yB3ve3QJ7D/N02PtttJyVW8PTU9q9938+NJOoV/jTYwU/lsXyw3ca/TjCSZ9KE9dy0ZjOTLruM6lGj2PLQQ5irqsgqKaExNxdHYmJAfW04WM8zmxRuHRfLiHQtl6++nIEJA/l7r79jibFw6/e1ODR7eez4weTH5Ufk71NjFawubODUfvFeZpLd4b3UvH17vYH/t8HKg8cb2Fj/NU/teor/DP8P/dJaqhde/c3Kzion949zefX10p6X+Pzg5yw8cSEapWWA6Gi835c3uvjb941c3l8wo3/L45/Y+QTLSpYxf8p8L3P21v18u9/Oe9tsPDhe0DPdxHvbrHy738EdEwwMSdPyvx02vi2wUWS8mLNyzuTPA/7c4c+tdfuTay3UWAUPTmlaJ/xm+Y17ttzDy2NfZlDCIJ/9vLjBwoE6F/93Ylyb1/ik/BPe3P8m35z4DTGamIDG5BKC6xabObdfDBcOaJrHf19o579bbDx5spE0o6bdfv672cr6UifPTYvztDfoGrhs9WXc0v8WLsy70OfrtGS/nXe32Xhuahwae9Na4YPtVr7b7+DZaXEIq+81RFtjen6LDNTcdZzR6/gKawWXrr6UUdonURwDPJ/DrbVbuWn9Tfyh9x+4qtdVXv2/t01uMrx0anyLx4rMRcxaM4tbB9zK1MSpQX+2ujJTp05dJ4QI3KjQH0KIkP4BvYHNzX7fAeS4/58D7Givj3HjxomuwLJlyyLaPvqBxeLOT34Lu5+3ft4net2xQJTVWVq076rYJbgf8e8f/u0555OF34ledywQ764qaNHX10u+FkmPJIlLP7o0qGuH0j72wW/EXZ/+5tU+88WfxEUv/dRmPx01ps5s74pjivRzGPvgNy3e282Pv2DeBWLAcwP89mNzOMWAe74Wf3ppkaft79/8Xegf0gurwxp9vbtp+xG59po1QoCoHDNG/u50CvH99yH3H4kxFVWZRa87FohedywQX2w4GPH+22vvjGscjWM9UNEget2xQPz+2UWi1x0LxHfbDgfUj6/HPvu1SPS6Y4E467GvAzp+znvrxEmPLRXLli0TZz7zgzj3+R9Deg5e7Y8/LgQIsXq1EEKINa++Kn//8MOA+1rwzVLR644F4oVlu4QQQvzh8z+I1EdTxfxv5ovhL4wSPe/4XPz1o2Xt9nMsvZeat/+4s0z0umOBWL23QqwqXCW4H/HQRw95HXv1G6vFuc//6LOv8+edL3o91qvDxxpMe0dew+F0iX53fSVuemWx17Efb/lYcD/ix/0/ej3m9bl6d52Y/O8lnnaz1SFOfmypOOHR70S9xS7++NYaMeq+jwT3I5bsWRLR5xBo+8MLtoiB93wtHE6Xp119n3y18yu//Vz35i/izGd+aPcaf5z/R5H1eFbQYx3+z0Xi/i82t2j/f0t3iV53LBCNNkdA/Ty6cJvoe9dXwuVqem4ul0vkPpkrLv/4cr/XfnThNtHvrq+E0+lq0b5uf6XodccC8fHawpBe7xlPfy/++NYan8c/uPxBwf2IWz9cIYb+Y2GLfn73we9E4iOJoryh3Kv/uR/8Kk58dKnXtV9d+6rgfsSO8h0hfba6MsBaEWLMoPm/SOosvwCudv//amB+BPvuNtSY7VSZ7fRJDz+lId0k5UbNK1sA9E/tz8m9TuaNDW94pHs1VvlTzZ1XWXx4MTXWGuYeNzfs8bRHTrKB4lYyfCEEu0qjFS2OFnKSDS1q3jdnTPYYdlfu9itN211aj83holdik0xwXfE6RmSOQK89tvPMowSBywU33wxZWWx+6CHZ9r//wcknw/nnQ0HBERmWWtlCq8DJgzKOyBiiBE9WogFFgV9LZV7zmB6hp8ioRr65psCmVn3S4imqaqSgxsnW4lpmjo2AqaTFAk8+CdOnw0RZQ97cqxdotfDbbwF3Ex+jkJ9iZOuhWgCm9p5KZWMlN6+/md1lZSjomNjz2EgBCAVPaUKrnRFZI9AoGvbU7/E6rqrB5jd3fm/VXnINuR06zq6EVqOQm2ykzOxtvje973Q0aNotqymE4JeCSib0SfW0GfVaHr+4KeWioLwBh1JMsiGZk3qdFPHnEQhqZYvCZpUtMuLl90ZbJTWtDldAHg9FdUX0SArcWFLFZNB5mUtWNdiI02sDKuEJMtXC6RLUNutHURQm509u02CypNZKZkIsmlapZuGmW/hLtXC4HLyy7hVm9JtB3/QsGmxObM6mLICHpz1MnbWOR3961OvcKrPdt7Gk299hQGrXKQ/f1Qi1nOYHwEpgkKIoRYqiXAf8H3Caoii7gFPdvx9zqA7VqmN1OKS586kq6r0rWFw75lp2V+7mxwM/Ak2Bh+YeDy7h4tODnzIxbyKT8ieFPZ72yE40elW1iFa0OLrITTJS7MNcEqTPg0CwqXSTz8c3H6wBoFeivO0IIfi1+NeosWSU4Hj7bVi9Gh59FGe8+z574YXwyCPw7bcwZAg9PvgAT7J9J6EoCmN6pjA8XevTrC9K10Sv05BhiqXRIctIhmO22S8jHkOMhr5JgU3Qe6fH43QJPt9tJ0arcO6oCCwy33kHDh+Gu+/2NLn0ehg40KuyRXsMyUlkW7E78NBnKgBFjUX8Y8qzgPS0iOIbT2lCi4O4mDgGpA5gd/1ur+MqzTafufNmu5k9lXvINR47gQeQBq2ljd737mRDMkMSh7RbVnN/hZmyOisTeqe2aJ/QO5U/HN+Ht1buZ295A+WOrZwz8BxitEfmXq1Wtmju86B6PLRV2cJidwbk8VBYUxiUv4OKKVbnbS5p9h8c84X6fvZlMFlQXeC3+llpnaWFsaRK8+oWDfbgv9f9BR7mb5/PwbqD3DThJs/za97/8MzhXDnySp7/5XnKrC2DQdVmm5expGjH3yGKJNSqFpcLIXKEEDFCiHwhxOtCiAohxHQhxAAhxKlCiNZVL44JVIdq1bE6HNITfCseAGYOmUmCPoHX178OQLWPwMPi3YspbCxk7nFzO+VDkJts8Ao8RCtaHF3Imvd+FA85snSQv8oWWw7VEq/Xkh0v34v7a/ZTZamKGktGCY7ly2HSJJg1q6ktNhbuvBO2b4fTT6ffq6/CyrZLd3UEr8wax5xRvisLRem65LoNJseEWUUhOU7Pz3dOZ1JOYIEHVRm5oczJ1EGZAZu3tcmVV8L778PUqS3bR44MSvEAMDQnkX3lDTTanOQn5vPXSX/ljkF30DdRKil6RqhU89FI69KEo7NHs6fBl+LBTnKrnVOz3cw5759Do6ORSakdv2nUleibEc/hBpdPI84JKRNYe2gt5eZyv+f/4i6jObFPqtdjt88YRO+0OJwuQQP7Or2MZnN8VbaIj4nHqDO2E3gIUPFQW0R+QvCBhwSDjnqrt+IhmHtTir/AQ4/JAKwqWuXzvJJai6eUZmvU6hYbSh0+H/eHwyUw25w+Aw8vrHmBXkm9OGvAWR71Qp2t5fvugVMewOly8s7+d1q0+1I87K7czaG6Q5zS+5SgxnisEbW0jjD7yhtQlCbJZTikx6uBB2/FQ7w+nsuHX85HWz6i1lrrUTykm+QHXgjBM6ufIU2fxkVDLwp7LIGQnWSgptGO2dZ0Y4hWtDi6yEkyUGd1UGvxLomUl5BHmjHNb2WLzQdrGJqb6DEN+7X4V4Bo4CFKcPz3v7B4MWh8fH316AHvvUfVmDHgCG6CEgniY3XE6qI7Hd2N3GS5yza2V3I7R7ZParw+4EB/c2XkzHERSLMAMBrh8suh9RhGjIB9+6DOdyqcL4bkJOISsMO9K/vUjKeYkT2DA5VmdBrFU0Y7ijee0oTuRdyorFEUW4qpsdR4jrE5XNRbHaQ22zlVgw7f7/+et85/i/Gp4Xu5dSf6Z5podMgqba2ZkDoBgWDJ3iV+z1+zr5LkuBj6+6gqY9RreeLiUeh1Npza3czoPyOiYw8GtbLFrmaKB0VRyIzPpNTsP/BgdTjbTXkwO8zUWGtCTLWIoc7qXU4zmMCDqtauahV4GJszlhhNDCsLfW8KlNRayfKheACZbpEWr2dHlXcaTlu4q9V6BR72N+xnWcEybhh/A1qN1hMsqW81te2T0ofrx17PV8Vfsa9qn6e9yofiYXnBcoBo4KEdooGHCFNQ0UBukjHgXKi2SDTqiNEqPhUPINMtGh2NzNs8jxqbIDkuhnpbNU+vfJqhLw7lmz3fcEHeBZ2WP5/rnoQ0Vz3sLKknOS6GDFN0F/BoQN0Z9JVuoSgKo7NHs6HEO/DgdAm2FtcyLDfJ0/Zr8a9oFS0jskZ03ICjHD3s3SsXTooCrZz5W2AysfGpp+CkI5O7G6X7oX53jQ1T8RAsqfF6Egw6TDEwdVBmeJ25XAy/+2745BPfj192GSxdKtVBATI0R37O1HQLlf2VZvJTjBEr1Xw0YozRotUoHtm6mu56zgfn8FuJVJ5Um+XCTF30tA46XDnyyiMw8iOLWlJ1dzMlgMqghEGkGlNZtHuR3/PXFFQyvleql0+AyrheKdjS/srotExM+iO7IdY/0+RRBatkxmcGoHhoe32hpgWEkmqREKujrtXGkr90IH+oaQutFQ8GnYGxOWN9+jxY7E5qGu1+Aw+KopCfGkeljzSctlBTJ1oHHuYfmo9eq+e6MdcBTekh9Tbv/u8+UaatvbjmRQAcThd1FodX+knU3yEwooGHCFNQ3hCRNAuQH7S0+Fgq/AQeJuZNZFjGMP78SeEAACAASURBVF5f/zoH6qqxiTJyn8rl1m9uJdmQzH9/918u63FZRMYSCNlJ8oZxuFngYVdJHQMyTdF8p6MEdWfwUBsGk5tKNmF3tvzi2ldej9nmZHheU+BhXfE6hmUOw6Dz/UUTJYoHIeDGG+H448Hq+37oRWWl9IKIEqUdpg3OZGymloGdnBKoKAqXju/Bef306HVhTse++or0lSv9fz769ZPpF/rAFxD5KUYSYnUeg0mVwkpzRFSdRzOKosh8effu8Sm9T+FvA//GtrJtjH1lLH9Z9BcOVMm0gNR4PRan5ZgPOgCe8r57yrwDD1pFy2l9T+ObPd/4TMUorbNQUGFmYh//AcTVB1ezv3Y/U9KnRG7QITIwy8Sesnqcrqbn0n7gwUlsO/cKNfDQIzEExYMPj4eqBntoHg9mb7X25PzJrD201muOWOZWuDRPF29NTqKBSmtwiocGh3fgoc5ax+KSxVwy7BKPoaf6/Op8eEjkJeZxYvqJvLHhDRrtjVQ3yrGnxDf1KYRg2b5lUX+HAIgGHiKIEIJ95Q30jkBFC5U0k96nuSTIL7Zrx1zLLwd/YXNNITX2ImaPnc3GGzay8rqVXDP6GrRK+MqLQMlxBx5UDwAhBDtL6qL+DkcRquLBn8/D6OzRWJ1WdlTsaNG++aCcuA7PkztoQgjWHVoXNZbs7lgs8MIL6Gpr2z82DNJ/+gm++QbuuivwHdtZs+Dii8NPuehkk8oonc/x/dP581jDEdnBv/ecoZzeOwIGd0uW4DQY4JJL/B+zaBEsXBhwlxqNwuCcBC/Fw4FKc9TfIQBMsTpPWqKiKJydczY7b9nJ9WOv57nVz3Hee5cDYNQ7uXvz3cd80AEgMyEWg9a34gFgRr8ZFNcX+zSxXrOvCsDLWLI5//rxX6QaUzkl45SIjDccfFW2aC/wIKtatKN4sIWheGjl8WB1OGU6UHzg96g4vRa9TuOVagHS56HR0cjGko0t2ktq5YalP8UDyM3NYBUPZncgIbFZ4OH9Te9jdpq5acJNnjbVZ8WX4gHgd7m/o7Kxkv9t+Z9HqdQ81WJX5S6K64ujaRYBEA08RJB6O9RaHBGpaKGSbor1m2oBMt3iujHXkabrwwVDp/P8Wc8zMmtkxK4fDOoNQ1U8lNVZqbU4ohUtjiIyE+TkvK3KFoCXz8PmgzXE6jSevMtDdYcoM5dF/R26O88/DzffzMCnnuq4azQ20u+FF2D4cJgzJ/Dz/vhHKCyEBQtCu+5XX8G2bYy5+WZY79swNUqULsPGjdT37Qs6nf9jHn4Y/v3voLod6q5s4XLvyjbYBdVmO72iFS3aJcHgvXucakzlpXNe4pfrfyEjrg8AF39yFhurNx7zQQeQAZpck8an4gHg9H6nA/gsq7mmoBJjjLaFsrI5aw+tZcHOBdw2+TbidZGbp4eKr8oWGXEZlDWU+VR0gFvx0I65ZKlFBi5yE4KviGIy6DDbnB4VRlWDDJylxgeeoiXV2noqfAUe8qXBZGufh5Jauc7xZy4JUnFrceKVCtIW7uG3MHD9YucX5BvzOS7vOE9bjFZDokHnZS6pMjp5NEMzhvLCmheochtHNDeXjPo7BE408BBBShqkBKhvRuRuaGkmvU9zSZVkQzKvnfsaNoeB3OQjeyM1xGhJi9dzyB14iFa0OPrQahSyEw1+FQ+D0gdh0Bm8Aw+HahiSk4hOK285UWPJo4CaGvi//4OUFDK//x6+/75jrvP00xgPH5ZBjrYWVa0591xpNvnCC8Ffc+VKOOcceO89jMXFMHs2OJ3B9xMlSmcghAw89O/f9nEjR8qSmkGoeIbkJNJgc1JYJXdlyxvlPCeqeGif5qkWrRmfO57bjrsPgHSTgbsG33XMBx1UcuI1fhUPeYl5DM8c7rOs5i/7KhnTM5kYre+lzQPfP0CqMZWbJ94c0fGGiq/KFpnxmVidVups3iawQgisDle75TTLbGVkxWcRqwveW80U29IUVfVpCEbxADJ1wZfioUdSD/IS8rx8HjyKh4S2FA/ePnLt0drjweqwsrxgOeNTxnulRKTG66n3U65TURTmjJ/D2kNr+aVwC0CL9JPlBVF/h0CJBh4iyGGz/EKOpOIhw6148Bf9BKizOrC76BIGjjnJBg678//VKG60osXRRU6Swa/Hg06jY0TmCNYfbtohdrkEWw7WetIsQAYeNIqGUVmjOny8UTqIjz6SPgqLFrHp4Yc7zsyxspLSk0+GU04J7jydDv70J1iyBHbsaP94FSHgb3+D7Gy4805233QTrF0LL74Y3PWjROksGhrglFOoGdXO/XTkSBkwLCwMuOshboNJ1eeh1CznIlGPh/bxVZqwOTVm+dhvc1ZxatapnTWsLk+OSaGk1uqzehbIdIsfD/xIg63B01ZrsbPtcK3fNIvmaofE2DbMiTsRX5UtMuOlyayvdAurQ64x2iunWWYpCynNAuR7FppUBWrgIRiPB5CLeF8eDyDTLbwCD3UW9FqNV2nZ5uS607mDCTyYW3k8rCxaidluZnyKd7WY5Di9X8UDwKxRszDpTXyx7Tv38bJPIQTLC5ZH/R0CJBp4iCAlDQKtRonoF3KaSY/V4aLB5n+3rdQtUcpsQ6LUWWQnGj03hV2l0YoWRyO5ycY2b/yjs0ez4fAGT7DsQKWZOquD4bktjSUHpw8mXn/k5Y5RQuS662DDBpg4kYopU2S1icOHI3+dJ55g6/33h3buH/8ozfSW+C+/5sWnn8LPP8NDD4HJROm0aXD66XDPPVBUFNo4jkVcwZmARQkDkwk++0y+V9tihLuC0G+/Bdz1oOwENEpTZYsyt+IhGnhoH5MhxivVojmVZhsJsbrwjUWPMnLj5euxt6zB5+Mz+s3A5rTx/f4mld26/VUIARP7+A48dDW1g0rryhZtBh7s7sBDAIqHUEppAiQY3F4HquLBHTxIM4UQePCheACZblFQXcDh+qb5QmmtlczE2DYX7psrVgBQ7Edx64sGuyBOr/WoYL7d8y1aRcvo5NE+x9y6nGZzEmMTmTVyFmuKtgFNwZiixqKov0MQRO92EaTE7CI/xehX5hUK6e5Fe7mPmsYqHjfYLrDAz002NAUeohUtjkpykg0UV1s8Ob+tGZM9hsrGSo+z8uZDsm5587zLX4t/jaZZdGcaGmSgofkO67p10jn/ww8jd53GwCcYPsnKgv374aab2j8WwGaDO+6QfhJ/+INsUxSpdrDb4bHHwhvPsYLNBhMnkh2EkWGUMAjUQHX4cPlzk7cxnz8MMVr6ZpjYWix3ZUvNgpS4GBINETDEPMqR5pL+/zZVDTZPKc0oTeSa5BzaX7rFib1OxKgztvB5WLOvEp1GYUzPZK/ju6LaQUWtbOFyb9S0FXiwOOQGZHseD2XWMvITQlM8eFIt3O/bqnAUD20EHgBWFa3ytJXUWto0ltxRvoPrFlyEwMX7GxZ6VcXwh9nesqLFt3u/ZVL+JJ8eHylxer/mkipzJsxBuIxoNC7i9DIAtKFaphZHAw+BEQ08RJASs4homgVAmjuYUNHQRuChvv0yNJ1FdpKBmkY7Vke0osXRSm6SEZvT5dM4CJoMJnfV7wJkRYsYreIpVVdpq+Rg3UHGZkcDD92S/fshL0+mWjRn1CgYOlQu8kv9u3IHxcUXw1lnhddHdrb8aQ9gonL4MCQlwRNPgLbZrlK/fvDtt/D44+GN5Vjh2Wdh3ToUux3mzoUOrnpyzHPZZbJUZnskJcGuXfD3vwfVvWowCVBmdkX9HQJEplr4v+9Umu3RwIMPMowKMVrFb+DBoDNwSu9TWLRnkadtTUElw/KSiNN7+wB1VbUDNFW2KDMHEHiwy8BDW4qHels99Y76kFMtTGqqhVvxUNFgQ1FaVnAIhJQ4PXUWB3ant/JtTM4YYjQxLQwmZeDB/xrm4R8fJlanQ6c18/P+rRz/xvHsKG8/hbLBLjyBh8rGStYeWstpfU/zeWxqfIzPcprNGZ45nLz4gbiowyXkc9tQsyHq7xAE0cBDhBBCUNLgok96ZAMP6W55U1mdf4PJUrcpS2YbpiydRa7b/GVvjSta0eIopb2SmiOyRqCgsLt+NwBbDtUwKDvBIydV26OKh27Kgw9KJcJxx7Vs1+ngzTflIjNQhUFbWCywdKlc9IfL3XfD8ce3b6rXsyesWQMzZng/dsIJspRnfb1UfETxzaFD8j1yzjnUDxoEzz0HL798pEd1dLNhA2RkBHZs//4tg2oBMCQnkYPVjdSY7ZQ1CnpGeIPlaCUhVofF7vK5+AK5m5zaRk77sYpWo9A7Ld5vZQuQ6RY7K3ZSUF2AzSnYWFjDxN4pXsd1ZbUDNFW2OFgv3yPpcelAex4P/j+/RbUyHTDkVItY1eOhSfGQbIwJutRwqnvt4stg0qAzMDZnbAufh9I6q981zI7yHby/6X1umnATvUyJjM2czt6qvYx5ZQwvrnmxTQ+8BrvwlNL8bu93CASn9fMdeEiJ12NzQmMbqe0AvROHYRPVLNq9CCEEG6s3Rv0dgiAaeIgQZfVWLE7oHeESU+kBKh50CiQag3B87yCy3eYvm8vlBzeqeDj6yPEY/PgOPJj0JgamDWRt1VqsDiubDta08HfYWbcTaFJGROlGbN8ugwtz5shFemuGDYP774ePPw4/5eL772WA48wzw+sHoHdvWLuWxM2b/R6StmIFVFSApo2vxbo6KVf/5z/DH9PRyp13ylSLp5+mbtAg6Y/x1FPhp81E8U1tLezZ0zLtqS1Wr4Ybb5SBvQAZkiO/xzcfqqGiUdAz1RjKSI851N3jBj8Gk5UdnWpRWwtffw0PPkjWokXtH9+F6J9pYo8fxQPAjP4yOLx492L21biwOV0+jSWPiNrh22/J/uqrgHxu1DmyGniI1cWSFJtEWUOZ17Gq4iG2DU+QwhppHBuu4kFNtag0h/YeTXUrJPwaTOZPZu2htThcDsw2B3UWh1+fuod/fJhYbSy3T7mdFIOCcCax6cZNnNTrJG76+ibOfv9sKm2VPs81O5pSLb7d+y2JsYlMzJvo89h0d8nQsjZS2wGM2gx0OgsvrHmBXZW7qLBVRNMsgiAaeIgQBeWy1FTvCCseUt0f+PI2FA9ltVaSYpUuEW1TFQ+bK9TAQxdQPDQ0QFWV/P/WrVKSesUV0rn+ySdJCiLfNQrkuRUPB6v9T1xvmXgLm2s3c+bbV1BttjOsmb/DzvqdDEgdQJLBd63tKF2Yf/wD4uKkgsAft98OEyfCxo3hXWvhQqkwCLaahS+uuAKSksj7/HPfj+/dy7AHHmg/oJCQINUQzzyDaefO8Md1tLF7N7z7Ltx2m9xZB/leKSmB//73yI7taEX9/go08LB/v1SgbN8e8CWG5sqd4u+2leIU0VKagWJqtXvcmiqzLejc+TbZu5deb78tywGDNBE9+2y47z4GPfGE/Bx2E/plmNhfacbm8L14H5Q2iJ5JPVm8ZzE7q+R8s3XgYUfdjs5XO1gscMUVDH7iCTjttHYNidXKFofqm55nZnwmpWZfqRZBKB4SwzWXdFe1qLd5ggjBkOIuv+nX56HHZBodjeys3+kxyPdVSrO52iEzPpNUg0JxjYXchFwWXrGQ5898nmUFy7h/y/0+r6OmWggh+Hbvt0zrMw2dxvcmbX6KnNsWuUsH+6Om0U7vlAwW7V7E67++DkT9HYIhGniIEAXlUnob6VSLGHd5mfYUD0mxRz7oAJCVJCOG+2tdXaOiRVmZDDRccIGUWVss0ohr1Sp44QX4298YPXcurFhxZMfZjUiOi8EQo2nTWfimiTdx+8Db+aVAuhbnpTZJ13bV74qmWXRDYktK4LPP4NZb25Z163RSrfCvf4V3wYULZdAhLgKLnPh4uOYaMn74QVa6UPnxR/juO7j1VoROJytXtMf//R8kJ9Nz3rzwx3W00b8//PRTy8DUSSfB5MnSmDMQn40owbFBGpsFHHgYOVL+DKKyRWaCgXSTnsVb5P08WtEiMJpKE3oHHix2J2ab07O5FDZCwFln0fvNN+VnEGDcOHkvXrMGjdMp1WrdhP6ZJpwuwf4K32ltiqIwo98Mvtv3HTsqHQzINHntzL9V8Fbnqx3efhvKyii68EIZ3AvA+LV/pomD9U3pApnxmX5SLdweD22YS6qBh9yE3GBHDkBcjBZFaWYuabaF9B5Nc6sH/AUepvaeSmJsIk/vepr9ldUAPs0lm6sdAFINGuqtDuosdhRF4eaJN/PI9EfYVLuJtYfWep2vBh72VO2hoLrAr78DNN3XCtsJPFSZ7YzK7Y9G0fDEyidI06dF/R2CIBp4iBD7KhrQKk27wZEkLV5PRX0bioe6rhN4iNVpPb4UR7yixb59MGWK3BG69VbpTj92rFxs7NkDZjOUlbFnzhw5MY4SEIqikJts5JCfVAuVs3LO4sohdyJwcv3Cs9lTuYfKxkoOWw5HAw/dEGtWllys3HZb+wcbDCAExgMHQruYywX33gt/+Uto5/vi9tupGj8eioub2u65B049FebPp/DSSyE3gMlaSgqcdx4pa9cGXk3gWEA1kJw8WZZ3VFEUqZQ57bSoN0ZHMGIE/PWvkB+gtLp/f/n5DCLwAE0+DxBVPASKKbZlacLmVJtlEC5iioc1a2DHDnbedptUcwIYjTLwN3481aNGSTVSN6G/2/vAn8EkSJ+HWks9O6udTGhWRvNw/WEe+v4hVlau7Hxvh08/hXHj2H3zzXKe2bu3DAo9+SRUV/s8ZWCWieIGF05Xk8Gkb3NJNR3Dv+KhsLaQlJgUYnWhbfppNAomfVM1lsqG0AIPquLBl8cDQEZ8Bv+76H/srd/LfUufBvAyl2ytdgBIMcg1RfOS7teOuZY4bRzPrn62xfl2pwurU6ZafLvnW4A2Aw/ZSQYUoKjK/9xWCEG12UZeUgoXDLkAl3AxKnlUl1CcdxeigYcIUVDeQEacgi6CpTRV0k2xnsoVviits5LcRQIP0OTzcET9HTZskGZy5eVyR/O887yPURRIT6fooouk2VZhYdPuUZQ2yU0ycqiNVAsViyWTXml6qq2lHP/G8R5ZWjTw0M1Qd6qHDoXEACdxb7/NcVdfDdu2BX89jQZmzYIzzgj+XH/k5bHpkUfgq6+a2t56C5Ytg08/Zf8VVwTe15lnElNXJyf7UdDV1sKAAfD8874POPNMeO01SPYudRclTE46SXpoBDrx1enk5zjIwMPQHPm51yqQkxT1eAgEVfHgq7KFuhOcGh8hc8n33oPYWMpOPtnnwztuvRV++CEy1+oE+mZI9XBbBpPT+07HQF9sTg3jeyXzzZ5vuOjDi+jxdA/+ufyfjE8Zzy0Tb+msIUsWLJDKQEWRAT6A9etlmeaRI0ny8bnLTTZid0Fto3yf+A88BKZ4yIgN0GjWDyaDjnqrAyGETAcKJfCgejw0+Fe5ndH/DG7sdyO/Fu0BILOV4qG12gEgzUfgITE2kTOyz+B/m/9HcV3TxkKN+/VMMsbwzd5v6JXUi/6p/f2OJ0arIdWgUFjpX/HQYHNid8qSwjdNkCbaY5Oj89lgiAYeIsS+8gay4jrm5Uw3xVLhJ/Bgd7qobLB1GcUDNE1KjlhFC5cLrroKYmKk5PD449s/RwiZB3766bLc2JHE6ZT/ujA5SQa/5pIqQgg2H6xhQq8cfrr2Jww6A39fIsu4jcke0xnDbInDEZDZUxQfnHsuA596KrhzTnPvLHz6afDXmz9f7hZ1NH36yHSOCy5AxASxADjzTNa++qp3ZY9jlN5vvimDvH4WPR5Wr26SgUcJH6dT+hYFq7wZNSroEqdD3IGHdKMStMP9sYqpjVSLKrfpXkQUDw4HzJsH55yDw+R73tXYs6dUa3UT4vTS+6AtxUOyIZmBCWcDcNvy85nx7gyWFyxn7nFz2X7Tdh4f+TgJsZ24AWazycBej1b+CmPHws8/g17P8H/8w2seEh+rBqjk+yQzPpNyczlOV8t5YKBVLcINPCQYdNRbHDQ6wO4UpIUQeIjRakg06Dzvc3/MzJvJmMxTcGHhy51NhtQHzAe81A7QTPHQKtX3wrwLcbgcvLT2JU+bGngwGTQs3beU0/qe1q4yISNOobANxYOq4EiJ03NK71P46dqfOCM7ghskxwDRwEOEOHtEDhOzgytRFSjpJj3lflIt1BSMJH3XmQjkHGnFg0YjXfV//hmGDAnsHEWRO3JCyOBDczl2Z9HYCM88A/n59H/ppfaPP4LkJhsprbP6NX4CqLYKyuttDM9LZHD6YFZet5IRmSPoF9+PtLi0ThwtMr0mJ4cTzj1XLjRvu61bGW0dUdauhcWLaczJCe683Fxqhg2DTz4J7jyLBS6/XH4WuioJCdQPGNB2BYxjhd9+I2/+fFkpQfUP8IXLBVdeCXPntl/WNEpg7NwpK8m8915w5732mvQ5CgLVYDKjgzZYjkZalyZsTpPiIQKBB51OKjvvv7/t41atkhsx3eS7r29GPLvbUDwAJDIZu3KQ3mmJvH/h+xTdWsQTpz/BoPRBnTRKN6tWyYDDL7/4fnziRLjrLmLUKjTNSGgVeMiIy8AlXFQ2tqzU4Klq0YbiobC2kMzYTL+PB4IpVioe6u3yPh1qcCw1Xk+Fn1QLFUVRGJF+AvoYC3/88jpWFcn70rv73/VSOwAkxyooSkvFA0CeMY9zBp7Dy2tfxuKQj6mBh5KGfdRaazm93+ntjjnDqGlT8aD2mewug3t8j+PRKh2z9jtaiX6DRIhbpg9gSl7H1GNOM8VS02jH4fKerO1135STDV0n8NAjJQ4FGNjZgYeDB+G++9BYLDBwYOA5ryqDBsnSU2VlcMYZ6Orb/sKLGGrAoW9fmaubmcm+a67pnGuHSG6yASGgpNZ/usX+WhmUGO6uaJGbkMv6P63n+TF+5NgdRWGhDCalpVFy+ulgtcJLL8nJGsDTT5P32WedO6buxCOPQFISh3ylK7VD2UknSZnp3r2BnxTJMpodSNyBA/CnP3WbSXyH8cQTOI1GePDBto/TaKTceN06+Pbbzhnb0Y5aOWZ0kKWJtcFPlPumx2OM0ZIV13XmGl0dT2lCHx4P6k5wcqQ8HoYPl//aIjlZVrzoJiaTsqRmAy4fc1+AOoudw5UJnJafzbKrl3H5iMsx6LwNCjuFJ56QioehQ/0fM26c/LluXYtmVfHQ0EzxAFBmbllSs6mcpu/Pb2VjJdWW6gikWsRQZ3VQZ5Ove6jBsZR4vV+Ph+aU19sYnt2D/MR8zp93Pkv2LuG70u+81A4AOo1ChinWp+J27nFzKTOX8cGmD4CmIMHWirUoKEzrM63dsaQbFUrrrJ7XujUepVJHlsE9yokGHroB6e7KEOpNoDlv/LSPlLgYhqR2nYjb5cf15I6JBjISOrmixd//Do8+ir7Sdz3fgJgwQUrDt22j76uvRm5sbXHOOTLgMHSoXHRt3IjTZIKKCvl7FyTXbaJ6qI3KFvtrXShKU24wgFajxajt5PzgHj3glVfgp5/YNXeunHjV1kKaW3Xx6adkL1zYuWPqLmzbJj8Pt9yCMz74ij3lJ54o/xNMusXChTI3NhJlNDsQjdUKr74KixYd6aEcOaxW+OILSqdOhdTU9o+fNQvy8uDf/+74sR0LbNggUwoDVfapWCzwu98FtQDVaTV8MHsS5/WLTrgDxRijRatRPBUCmqMqHtSd05BpaIBrrgnMs2PwYJkO9dpr3SLtsH+miUa7k2I/Gxw/7irH7hRMzolsNbmg2bNHfsfdeGNLY93WDBvGln/+U1Zaa4avVAvAy+ehKdXC99LtnY3vADAuZVzwz6EZCbE66iz2sAMPafF6v1UtmlNaayUvxcSXl39Jo6ORGe/OIEYT46V2UMlJNnopHgCm9ZnG8MzhPLv6WYQQHs+MNYe/Z1zuuICUtqqiy5/BZJXHFLZjNpqPBaKBh25AmrtKRG2rwMO24lqWbCvlD1P6YNB1nV0IU6yOwZ0dCFmxAt5/H26/HUsgzvRtcfrpsGABe2fPjszY2uOee2SA4bvvpFGYypw5MiixY0fnjCMIVB8PXzd/lYJaF33T4z1fqp2KEHIHVi2TetVVTYEGaFI7AEybhmnPHqir69wxdiRCSKXH559j2r079H6eeEKWs5w7N6TTLTk50swxmM9SJMtodiD1/ftDdrYc77FKbCzs2MH+WbMCP/5vf4Pvv6dnN3LY77Js3CgD1vogFwYGg/TbCNJscHSP5C7lJ9XVURTFI1tvTbXZTqJBR0y4huTz50uTXD8VE7yYPVsulJcuDe+6nUC/jLYrWyzZWkJyXAz9k4/wUuapp2QA8JZ2jCxjYiibOhWyslo0mwINPNidKArofbxnXMLFi2tfZFL+JAYmDAz1mXjGU2+JgOIhLrDAQ0mthawEA0MyhvC/i/4HSM+G1moHlZxEg8+5p6IozD1uLhtLNvLD/h88iof1JT+1Wc2iOelGeX8r8lNSszrSSqVjkGjgoRugKh5qrC0DDy8t30O8XsvVk3sfgVF1IZxOecPv0QPuuisyfZ5+ujRpamwMOhc2IHbtgosvJm7/fpg2rWXAQeXJJ+UEcebMLleGLjdZyhkPtqN4UNMsOhWHg4FPPgn33ReYv8CUKSguV8f8nTubRx+VKQpZWdCzJ1xwAf1efDH0/h55BD78ENLTQ+/jrLMCroShLy+H3bu7fJoFIH1hzjgDvvmmU8tqGoqL5e5m83/BpLJEmqwsrJlB5BTfeCPMno0lO1v+7nRG3vPBbCampkb+v7BQpnjMmgWnnkr/556L7LWOJBs2SKPIUBg5MujKFlGCxxSro9biu6pFRPwd3ntP3utPOCGw4y+8UAbhO0vRGQZqSc09PgIPDqeLZTtKmToo84ianerq6uC//5X+NQH4IBkOHoQXX2yhOFFTclqnWrQOPFgcLmJ1Gp8GiUv3LWVnxU5PpYVwSDCoHg/y91DTClLj9VSabYg27u+NDkGDzekppXlG/zM4j1VXcwAAIABJREFU8JcD/LHPH/2ek5Ns4LCfTa8rRlxBmjGNZ1Y/Q41bnWAXNQEHHjLcgQd/BpNV7iodycao4iFUooGHbkC6W/HQPNWioLyBBb8d4srJvUg61iU/r70mJ2Dq7mwk+ctf4NRTQysJ2BYLF8LHH+Nqy0k/P1+qOLZuhRtu6FKGbHF6HclxMX4rW5TXW6m0CIbndnLgwW6HmTPJ/eoruPdeuRPRHpMmITSaJnVEd8HlkoveBx5oalu6FA4dkkqZ//f/YNEifnv88dCvkZkJZ58d3jidTnjssYDSLWzp6dJj5eqrw7tmZ3HmmVBV5d9QLNKUljLmz3+Wi83m/268sXOu35yCAhk0VX0GAiU2Fl55hdJTT5W/P/uslB5v2RKZcTU2wuTJZC5ZIn+vr5ceOitWwIED5H/2GWzaFJlrHUmEkN99c+aEdv6IEbBlC0oXr6DU3VErBLQm1DKFLSgthcWL4fe/D9zo1mCQ3xnh3tc7gbR4PclxMT4NJn89UE2V2c6pQ7J8nNl5OEwmOZ+7++6Ajk/esAFuuqmFwaRJryoe5Gcx1ZiKRtF4Bx7sTr8VLV5Y8wLpcelcPPTiUJ5GC0wGHWabkxqrC71OQ7w+NAVzarwem8OFtY1bTLVFzmuzmpXSzEvMQ6P4fz/nJBmotzp8BvSMMUZmj5vN/O3zOVBdjkaxE6eP5fgeAVS3A5JiFfQ6DUV+DCarzDYSDDp04SqVjmGOgAY6SrB4FA/NAg+v/LAHnVbDdSf0OVLD6jpMmSLluxeHf8P14p//lDWZZ86Ui4u28veCYfFiGDCg/bSQ006TkwQ1L7Bv38hcPwLkJhk5VG2BZO/HthySpdqG5QW20x0xHngAvviCXbfcwoCHHgrsnMREaocMISnI8nJHCn1lpVQivPYa7NsHGRlNqRALF3pNQMXy5dL0Khg59uHDcNllMnAzNswa1VqtzCXPzpa7be0RiFdAV+G006BXL7kA6AwyM9nw9NMcZzRKxUWzdoCEbdtkvn9WJ0zG33kHli2ThnVVVaH3k5YmAwGjRsHcuWhOC2xnyi933AG//YZV/T4YPFh6GigKlJfjys1F8/XXcuHdnVEUGWAMlZEjwWLBePBg5MYUxQt197g1lQ02shPDNEL88EMZ2L3yyuDOuyn8XfHOQFEU+mWYfKZaLNlWQoxW4aSB6axbdQTTURWl/TLCzagf5K62sW4dDBgAQHysXNirASqtRkt6XLoMPDSbclrtLgw+jCUP1Bzgix1f8Pfj/06sLnxvNTX1o6xRkBqnb7cEpT/UwJovfzqVareSOzMx8HGrqb6HaywkGrw37+ZMmMPjPz/OL4WbcSoGTu51csCvi0ZRyE82UthGqkVESuAew0RDNt2AOL0WQ4yGWqv8/XCNhY/XFXHp+B5kJhwhB9+uxIgR8PjjLSfikSIvDz74QPoszJ4dGdWB1QrLl8OMGYEdf8898I9/dLkditxkg19zyc0Hpcx5WGcqHoSA/fvhD3/gYCAL3Gasf/55ePrpDhpYBHnsMSZdconcXendW743Cwvl4g987nqlrlolF/379gV+nWeekSVIEyJUmebCC6WPSXm5/2MsFkbceWe3yD32kJIiX9fzz+/Y62zdKtPInE4a8/NlIPTCC5v+nXCCVEPMnRu5dLO2EALeflt6cfTqFV5fV18t76/XXgtPP83IO+8MPbXs66/h+efhL3+hXJWeK0rTd0N6OqvfflsGJ7o7a9bAkiWhfyeNGQOTJ0uT1Cgdhj+Ph6oGW/h54jqdnBcMGxb8uVVV8J//dHmTyf4ZJk/1tuYs2VbCpL5pJPhYeHYab78tU7cs/r2uWtPQu7dUfa1d62nTaTXoNdBga3qfZMRl+Ei1cPospfnK2lcAuGH8DUE+Ad8kuFM/Ss0iLFVOqvv9XWf3f4+qsnorHtojJ0ke689jLD8xn4uGXsSusgpsojzgNAvP+alxFFb6N5eMGkuGRzTw0A1QFIV0U6zHXPK1H/fiEjD7pK6z+30kMO3eLSP9ZWXtHxwO06dLo8IPPoCXXw6/vxUrwGwOPPCg0cjrd8YuZhDkJBl9Bh5cLsHPe8rJjFNI6sw8OEWRu7CvvBLaud2BuXPZc+ONcqG2dKlUJcS2Hclv6NsXamrg9dcDuoSurk7moF5yiWdHJmxmzpQT3Pnz/R/z/fekrV4d1CSuS6AocvFn95Z9RoTycjj3XJlH3Na9LjOTogsvlMd1dOrHypXSiyNSKTHp6TLn/N13Sdi+3avcXECUlMAf/iB38h95xO9hVtVbogulroXEs8/K5xvqvWvkSPj5Z+oj9RmP4hOTIYY6X1UtzDZS48P8frzhBliwILRzFy6E668nZf368MbQwfTPNFFeb/OY+oEsI7+3rIHpg4PwlukInnqKpC1b2v0Obo7Q6eRnr9U9zqBrWXY1Mz7TZznN1ooHq8PKf9b/h3MGnkOv5DCDwG7UYE6Z2UVaOIEHd5p4fRuKB9W7LjOIKng57qpqxW14jP154p/ROvtg0+zhtH5BBh5S2lY8RI0lwyMaeOgmpLkDD5UNNt5ffYDfjc6lR2rXdn3vUISQkebFi1tWKOgo7rpLlrycPj38vqxWWc852HKB27cz6tZboYtMFHKTjdRaHFgcTV8qVoeTuf/bwE+7Kzghr5MyuYSQihDVh6Mt3ww/aBsbYdIkeOmlCA8uQhQVyRKgsbEcnDkTBgbuWm3NzJQGj6+/HtDiOO/zz2WFjzvvDGfELRk9Wio02jL7XLgQp17f5ctoelFUJJVR778f+b5tNhm0OXhQBm3URbMf9s+aJY+5+eaO3cl86y3ppzNzZmT7/f3vWf3++01mu8EEBzZvlj/ff1/msbfFfffJ6kXdmXCMJZsR9XjoWEyxOq/AQ6PNicXuCms32XD4cHimtm6TyZwvvwy9j06gX6Yslbmnmerhu21SCTD9SPo7VFTAxo2UnXhi8MG/8ePl57fZ/c2ga1l2NTM+02c5zdalND/Z9gmlDaXMGR+i14sP1FQLizN0Y0lopnhoK9XC4iJOr/VcMxAyE2JRlLarquXHj0KLCb3+MMMyglME9UiJo9psp86Hh0RU8RA+0cBDNyE9Xk+dTfDmT/uwOJzMOaXfkR7SkeWDD0jetEnubKWkdPz1NBqZ7x7Egs8vZ50lZXbB+kVkZJD0228wb174YwgUl0vK7n2U6lIrW1S6zYHqLHaufXMNX248xJ1nDubcvp10c377bXj44bZ309vBaTRKX4NlyyI4sAjhcsHll8vFWKiLydmz5fNrb3esoYH8jz+W8t0ILGo8KIpUZ2g0vp/DvHnw2mtUjR/f5ctoepGXJyeQkS6rKYQ0DvzhB3jjDTjuuHZPccbHSyPPNWtkcKCjmDBBpitEKhWnGTbV4+P996WHRqBpF9Ony7SXQGTnSUkyTUENVnQzNDYbbN8uA3rh8NJLTDnvPGnIGaVDkB4PLRcwVe7d+9RQd06FYOTtt8Oll4Y+MIMBrr6a9BUrpFqoi9I/Q95jmvs8fLuthMHZCUd2881tRl0zcmTw5953Hxw40CJgYdAqnqoW4DvwYLE7iW2leHhhzQv0T+0f9K5+W6hVNgBSw1hkN3k8+D+myirISjQE5SMRo9WQYYr1a24OsMmd7nvzoN8F7VHRI1UqKop8VLaoiioewiaigQdFUf6qKMoWRVE2K4rygaIoUQOCCJFuiqW80cWbPxcwY2g2/TMjP+HrNtjtcMcd1A0cKKWmnYnZzPB77w095cJikbuYoZCWJhdm8+Z1Tl5mTY3MXf/rX+XivhW5brlbRaOL0joLl726ilV7K3ny4lHccHK/kA2JgsF48KDc3T35ZLj99vA6mzJFTia6mgT7+efluP7618Cdy1tz5pmySkp7JdS0WvZdc42cGEWaf/9bBj5aP4cDB+Cqq2DMGHbedlvkr9vRdFBZTWNhoSyVd8890rU+UK68Uu7md+Ri8o9/lIa3HYmiyEDg2We3GXyI37NHplcJEXjQ6uqrpdlqNygp6Iu4ggJpKhhucDAvD53ZHFpqS5SASIjVYbG7sDubvrMrG+QcIOTd5DVriCsqCt/36frr0Tid0vy3i5KXYiRWp/EEHqoabKwtqDzi1Sz48UfQ66kbPDj4c7OyvIK2Rh+pFtWWauyupqCVxe5q4fGwu343Pxf+zJzxc9qsAhEsCc3UB6nxoZtVJhp06DQK9W14PFRbRVBpFio5ycY2FQ+bD9ag0yhMzMwPuu8eKfJ7pLBVZQuH00WdxRE1lwyTiL1TFUXJA/4MjBdCDAe0wGWR6v9YJ82kp8EOtRYHc6Ye42qHzz+HoiIKrrlGOuZ3JnFxxJaWhj5hnTdPuvYXFIR0eum0aXKhtmpVaNcPlO3b5Q7rwoVy4asoTJw1q0XAQzX42VbpYuZLP7O3rIH/XD2emeOCv9GHhN3OkIcflqk277wT/nvhhBOguDjkv02HsGuXTPM5+2y5OA8VnU76NrRV6cNuB4OBQxdcIHe0I40aiKp371ypXg49e8rd56VLm3a7uxsdUFazsWdPmVb14IPBnagosGhR6GUW22PxYpmK09Fcfjm8+66c4J99NnEHDngHXBsbGfrwwzJQ5kOV5Ze0NLjoIhlQNfvO5e3KmNRSfOEqHiZNkj9Xrgyvn2CxWGR1nq5Oebn0TAkDdfe4uYzeo3gINfDw3nuyFHe4qU6DB1M9alTky4VHEK1GoU96PHvKZPBx+c5SXAJOHXqEAw8pKXDRRbiCqRbVnIcfbuG7ZNApLcwlM+Olf0W1vem+JlMtmuY5nx/6HKPOyDWjrwltDH5obtgZjg+JoiikxOs9/nS+qHYrHoIlJ9HQduDhUC0DsxKI0QS/AaYqaQpbKR6qG2UQKCVcb5ZjnEinWugAo6IoOiAOOBTh/o9Z1JKaJw5IZ2S+j/qFxxITJ8JDD1ExceIRuXzxmWfKBUEoXguLF8tId4hO8OVTpkiJZAemWySvXy9f48pK+O47qSiIi5M7LLt2eY7LSjSgUeDrfXYarE4+mD2JqYM60ezpxRdJ3L5dBoF69Ai/vylT5E+3hPKI43JJp//YWPkcw1WQnHuuzC31xYEDsuzg4sXhXaM9nn4acnJI3LJFSuI//li2n3RScOU+uxqnnSaVHJFKtyguln//wYNDU7mohpcffSQrYkQIfUWFTBV79NGI9dkmzYIP46+9tqn9vvukF8jUqcQXFMi0kmBT7mbPlqqujz6K5Ig7hdLp06VKoV+YmxCZmTTm5nZ+4OHOOzl+5swu41fkhdMpVTSDBsHs2cQePhxyV2ruevPdbI/iIdSd0/nzqZg0SaYMhclvjz7apRUPIA0mVcXDkq2lZCTEMjKvEytm+eKee6QiLVS++ELe29wYtC2DUxlxGQBU25oFHuxOT+Ch2lLNdyXf8fsRvyfFGNl04+apFuF4PIBMJ/JnLimEoNoiyAqilKZKTrKBw34CD0IIthysYXiI5dxT4mKI12u9FA+qwWk01SI8IhZ4EEIcBJ4ADgDFQI0Q4ptI9X+so0bgbpra/wiPpAvQqxfce2/nqx3clJ56qlwMvvFGcCc6nfDtt1IGHeIi0hkfD7feGtn8+1aYe/aUk/p165pM3tT88mY7ujFaDT1S48gwKnxy4/GM7tHJAbE//Ymt//gHXHxxZPobNkzmzHaR6iG6hgb5PnvmGcjNjUynW7fC3LktTSZtNlnBoqwM+vSJzHX8MWoU1Ncz5pZbpOIhEgGjrkBKilyMR8qwcNo0hralTgmE6mq5uP7znyOWPpT53XcyIDJrVkT6C4jLL4cNG9h2771NQZi4OHk/raxk7/XXB14hqDknnSR3HdWAYzfCpdfD2LGhp141o2bYMBl46KwUMyFkGUeQ/ihdjV9+kUqQG26QpbrXr8ealSWDVCGgliZsbjBZ5Qk8hLBz2tgI+/dT3z8yc0GXWpGhI1RMixZB3770CbCikj/6ZZgorDJjtgu+31nG9MGZaELYyY4YVmv4n5dx4+DXXz0qLqNOod7aZPSqKh6q7FWeNunxID/zb254E4vLwk0TbgpvHC6XNCptRlyM1jNFDVmVQ9P5/lItai0ObK7gSmmq5CQZqLc6qPVhAFlcY6GiwcbwEINTiqKQnxJHUavKFlVmt+Ihai4ZFoqI0JeNoigpwCfApUA18BHwsRDi3VbHzQZmA2RlZY2b15lGeX6or6/H5MPoryu1u4RgX1kD/TJ9GxJ2pbGG0h7oOTlffoklN5eqceOO6HOY8PTTpK5Zw8qPP24htWvrnJyiIsbdeCNb77lHBi86aayBtqevWEHF5MnUNTZ6n+N0csK551IyYwa75s71NJeZXQibmczkTn4OQoCidKnXL5T2ds+Jl47ezQNV4Vw77eefGXHPPWx+8EEKxozBZDLR/7nnyP/sMzY/8ADlJ53UYZ9dkA76E6+6CnNyMjseesgrtaLL/h06sV1fVsbxl1zC1muvpdTHAj+Y55D32WcMeO451t59N/WneZuPBfuZG3vttWA08uuLL4beT4jndLX2I3ZtIch/8UVqp06ldujQsJ+DcflyMg4epPDSS2Wpvw5+DsbCQo676io23XADFZdeiuJwoLhcnu/Rjv479HvxRfT79uHMysKWloYtLQ1rWhoVkybRWFHBaddei9NgYM+NN8rURkVh5Jw5ONPS2NIqGBjIdbdWOHlsjYW7JhrI08vv1s922fhij53/nB6H1r2ADvge6nCQtGkTlfHxaHyYXYfy9+m3YgUDn32WVe+9h919T47E693z3Xfp8eGHxNTVsfvGGym65JKQ+lld7OCljVYu6C34rEBh7thYxmSG/l4N5Zzm7b3eeovcL79k1fvvU2ezhdRP9ldfMfiJJ1j9zjs05ufz9qZ6VhxWePU0+Z1fZC5i1ppZ3Nr7Vs7tdS4AtyxtYEKWjiuHxnD1mqsxaUy8NN67Elcwz23gk0+S9sMPrPzssxaBzBuXNNDogIemGOmRoGm3H3/tL2ywcKDGwaMnex9/sN7FPSsauWFULJNyWla1aO8a6nviX1OM5CVoWhz/a4mD59ZbuXeSgWydj/lsAP0/s85CeaOLh0+I87TvbDDw3Hor90820DtJG3BfgbZ3daZOnbpOCOFHNhsEQoiI/AMuBl5v9vtVwIttnTNu3DjRFVi2bFm3bj9i1964UWy5996I9B/QOTU1QphMQlx1VUjXiGj7Tz8J8cADckyBnvPQQ0IoihClpeGPqaZGiJ9/Dr8flWefFQKEePllv+dUjh4txIQJoV8jUu3FxUIMGSLEsmUdc43SUiHM5siMtZ12n485HELceaf4+cMPI39tu12I/HwhZsyQ7R98IP/ut94acv9Bn2OxiGVLl4bfTwTbI9KXyyXEL7+IX157Lbx+3npLCAi6H5+P2e3i/7N33uFRVOsf/07abpJNJYQWmoA0ISC9Sf8BKohSFDsWrFfsXDsioFfFdkWugnJVQK4ioGABVJqASEeQ3msoCSF9s7vn98e7m0w2u8nO7MzubPJ+nmefTM7OnPOenXbOe94imjcXOU2akHxqZRJCiK1b6Vr56CP/6lF5jG7lK1cKMXt26PTh6FE6DzNm+F2/ZjIpKX/vPSEAsWHePHrWDRwoxJgxJden7n34/nuRl5YmRO3a9D4GhIiIEMJup/1XrSr3Xj9x441CREcLkZenuN3tx7NEwwlLxa97zpaUv7T4L5H+6jL1fdC6fO9e+h3eeKPS/Suta/NmIX75hQpsNiHy8kRG795U/xdfqJL179PZouGEpaLdyz+IK1/4UeQX2VTV488xZcr79xeiXTv/6tm2jX6TefOEEEKMn7lMNJywVBTb7EIIIS4VXBKYCPHQFw+VHNvqpZ/Ea0t2i1lbZglMhHh+/vPq+7B6Nb33Z80iOTZvLrNv16m/iIYTloqM7AJ19Tt5YdFO0frFpR73//3AedFwwlKx4dAFxW1sOnJRNJywVKzcm1Fu/2nL94nG/1wq8otsqs/PK9/tEq1e+kk4ZM+l//15XDScsFScyFT+HPCl3OgA2Cw00BdoGePhOICukiTFSBTOvj8A40asYfwjMxO49lq0nDqVgqoFgjlzKDDdI36almlB9+4U1T1egQ/Z0KEUqLFmTf/b/8c/KOCg2gwZcr76iszvb7yRotV74Vz//uTLHmxmzKDgl3qY6W7YAKSmAr/9pn3dvjJxIvDGG0jcvl37uiMigHvvBZYvh/nMGQpS2rMn8MYb2rflDZPJ/3gVRmXYMDScN8+/On75BUhJQd4VV/gvT0QE8NxzFIzQ3/gTv/1GAe38SeFnRGbOBB5/HGGF3gOVGYodO+ivlu52Fy9qGgukUvr1Q2GdOuQu2acPvYOmTg1M20OH4s8vv6Q4KlYrcPIkpZ91rfb27l3uvX6hRw9ycVixQnFzFg+uFpl5VvWpNLdsodg4dnvl+/pK8+bU75kz1WfMstnQYM4cclN59lmySgwPB2JisOf55ynd7SefqKq/cUosJIlSL/ZqloLoqOC42QIgN8UNG4Bevfyrp3VrGgs6g6xGR9A7Mc9K5zXeFI+o8KgywSULbQ7k2S7hsZ8fQ7/G/dA/tb+6trOyKPvRkiVA375U5hbfyeUi5HeMh1gT8ooBu6O8dX3GZXrmqnK1cGZV8xTnYfepbDRNtfh1ndRPjkGe1V7iXgGUBoXlrBb+oWWMh40AFgDYCuAvZ92hmauKqRghyHf41Ckyj9y5MzBtTp9OwfGCFFSyHFYrsHAhDVx8IT1dO6XJ6NH08ljuZxiV5csptdw11wDz5lUYN+PM9dcDU6b4156/FBVRKtPrrgOaNdO+/vR0mqytW6d93b7w44/kdz52LDL0UvLcey8gSajz448UP2LZMiCSfRb9xplWM2nzZvVpNYWggK79+2vivw8AuPVWZF19tf8+yU89hY1ffEFZeaoSDzwAZGej5qpVwZbEN7Zvh5Akij+gFSNGAHffrV19FTF+PF3jLp57DrjtNorbtHChvm0vXlw280xEBCmwK8kOkp2eDiQm0vEKcaUmzHHLaqF6Qvf555RGXKvng4sHHgAOHVKndD91CujTB1d8+ildSytWlFEui6goYNEiivmgQm5zZHhJisP+wU6juXUrZcLxV/EQGQlkZJSMCc3OoVeeMwipJElIjU0tifFQbHfA7hD4bt8CmMJN+Hz45+pSaApB8UvOnKHgmFdcgZxmzcopHiymCERHUCwvf0iOiYRAaWBGORmXiwBAVTrN1DgTJAk47UHx8NepbFxV17/go/WTSLEhDzCZlV+MqPAwxART8VUF0PTJJYR4RQjRQghxlRDiDiFEkZb1Mwbhq6+Ab78Fpk7Fuu++I0253qxeTSsyeqWIU8PZs5SSzRUoqwJiDx6kl67aCYk7AwdSQDt/YqTk51OQuJYtge++o2wZlVFYCJw7p75Nf5k/n9qXxZnQlJgYCtoWjMwWR4/SKkR6OinZ9KJ+fWDkSFhdWQBiYvRrq7oxZAgic3KAjRvVHS8ERdPX8vqOjMSOadNIWacW5yplUe3aGgllIHr1Alq0QN2lS4MtiW+sW4f8hg0BLX2Eu3WjDBMFBZXv6w95eeUVYJJE79CuXYE77oBFljlJU4SgDE1vv6380IgI4PrraYVY4TvclZqwbFaLYvWrpocPUzYTra3GbryR0sx+/LGy406coECJO3bg7+efp/GhJ+VkXBwQG0tBLG++WXEKz6bO+Gb9WwQwc5Yn1q6lv/4qHoAy59DstHiQXyepsaklWS2KbPQMPplzFLOGzUJavMq05Z9/Dnz9NaXWdqbNzuzUCVi/Hrh8uWQ3izkScVH+X2MuBdvxzPJpizMuFyI6Aog1RZT7rjIiw8OQGmfC2eyyz6xzlwtxLqcIrf3MepKW5EqpWSr3pXwrEmMiIVVVi80AoXU6TaY6MHQoRXCfMEF9DmOlZGXRhOyWWwLTni80aEAKgNmzKzUfrPfdd2SloFXk8KgoUnosXqw+D31MDA2kfv6ZVnN8oWVL4Ikn1LXnL0LQCn3r1rQirBc9e9KqWFGA9abPPEPmswsWANHR+rY1fXq5wHSMBgwcCOFPWs2wMJrgdOumrVwAPSfUrCgLQZkfJk3SXiYjIEnAuHFI2L271I3BqDgcwOHDyOrQQdt6u3WjCfWWLdrW686ECWTW7/6+NJtpRbxdO/3csPbsoZV5tZZkjz0GqMjOYI4MQ3iYVCZVYlaeVX1k/EOH/E+j6gmzGfjyS+Ctt5Qdl5ZG1jIbN+LcwIGVn7+LF4E1a4BBg2BSsIgxumN9XNs4EqkqzPI1pUcP4NVXAS2UsL//TgsdBw/ClcFSrnioGVOzxNXi10NrAADd63fETS1vUtVcWGEhucH06UPjDSdnBw+msaBs8emm9vXQt77/lpAdGyUjNhIY9+UW7D5dNjPMuZxCJJrU3++1E6Jxxs3iYfdpUp608VPxUD/ZZfFQqtjIyreym4UGsOKB8R2rlVa84+Lo4RUWhujjx2mwIDed1IMbb6QVGb0nZEq55x7g+PGK+y8Ekjdtosmylibtt9xCK0hKTYQzMlDLZVbXuTNQp47vx7ZvX9ZUNdC8/DIpvfTUOPfsSUqHrVv1a8MTn3xCrhYapUmrkJQU5LRooX871Y2kJFLoqI0R8vXX+l13H31EZtBKJ5cbNlAsEIOkmdWFu+9GQd26wLFjwZakYsLCgP37KYWolnTtSn83bNC2XjlCkEKueXPP5va1awO//65ZmshyuOIzqFU8dOoE3HADuWcoQJIkWEwRyHGm/RNCIDPfqi5NocMBHDkCaBH/xRNDhgCNGlW6W5jVSoqYAwfoXfzGG4CviuxGjWixIzsbLf71L59FG3xVbYxuboBJX7duNA7RAouFxrWbN5fGeHCzeMiyZiGzIBOP/PA4AOC29NEeq/IFh9lM48UvvyzjVltQvz4weDAtaDkZ3r4ehjT2f7wMExS+AAAgAElEQVRaLzEaz3eJRmSYhJs//gPrD14o+S7jcpFfioe6CeZyioddp0i50aqugvhrHogzRyIxJrKMxUNWfjESOJWm37DigfGdV16hl68s33NRzZrAvn3A99/r1mzM0aOk9DCiedPw4WRW+Nln3vfZvx/mjAx1ueYrondvYPdu4NprfT9GCOChh9B82jRyFVFK587AwYMlAZECiiSRAsofk3FfuOYaWtkKhAIAQPzff5OiIymJVlOYkGbP88+rU8Ta7RQ7Z0b59GiacP/9QEIC8Prryo6bPp2C7d12mz5yGYGkJGycMwcYNizYklSOJMFhUu4TXSGpqbSKrqfiYf9+chMYMsT7PpIE89mz5MqpNStW0DPdh4m1Vw4eBKZNU2y5aDFFIMc5ocy32mG1OdTFeDh9mt4Velg8uFi3juIAebPiPHkS7caPp0DZv/yiro30dGDSJCRt3ar/opWWnDtHbnTFxZXv6wutW1Ow5c2by8V4AJyuFsWXMG7JOFzMp5X8eLPKxTdXLLZWrchKxZ3du8naRSurXBn1LGH49uHuqJtoxl2z/8SSHacBkKtFotkfiwdzueCSu05n44qUWFhUuG+4Uz8pBiezSi0eLuX7YanElMCKB8YnErdto5Xmrl3J4sGJIzqaVvKXLNHlgYXiYqQ//TQFUzIiJhMNyHft8u776bIu0FrxEB7u+yqDi/nzgUWLcGTsWHWmgl260N9Nm5Qf6w9Hj9Iqw8WL+rdVowZZsmiRfaQydu1C+pNPAk89pX9bTEAorFNHnWXWli1AdrZ+bkQJCeTjvnCh7/7V584B33xDAWhDMO+4IiSJnuFHjgRbEu+MGKFf9oeZM/UNHuxyP6pI8QAg7Ztv6J0q8zf3G4cD2LzZ/6xMq1YBTz+tOKB2nDmixNXCFRlfVVaLOnXIymDUKOXH+sqxY8BnnyFp27ay5Tt3kqXr1Vcj5tgxeo489JD6dh58EIWpqcpdO4LJokU0Bj56VJv6IiNJCbNlS0mMB3kQ0tTYVBQ5ivDtnm/xj05PAgBMESoCGwoBdOuGtK+/9r7P6tV0fg8eVF6/D9RJiMY3D3RH+/pJeGz+NsxedwTnLhch0aR+GlonwYzcIhsuF5Yqgnaduux3fAcX9ZOjcdItuCS7WvgPKx6YysnMpLSZzZqRj707w4bRYG33bu3bXrwYposXgVtv1b5urXj9dXopezPBXLcO+WlpQOPG2rd9+TJw222ouXJl5ftmZNDEo0sXnBit0lyvQwcaoKsNnqeWDz+kAbfewc9cnDxJQZj0UKa5yMkBRoyAPSYGeOEF/dphAs977wEvvaTsGNfKX79+2svjYvx48uP11cR51ixa3TNSUF89GTWKTI71vO/Vkp1NMX30egb27UsxfPTC5WZRyXvwXL9+tKr/3XfatR0WRi6Rr73mXz1Dh9L7T2F2izhzRInvflYeTZJUWTyEh5PVRo0ayo/1lZtuAmrUQL2FC4H//a/UunHlSnqutWuHrR99RNaH/mAyYdekSf4FyA40a9eSy5mW1pAdOgBbtyI6jJ457hYPANCvcT+MbkUWZ+ZIFdO2ixeB/HyKP+QN18KYW3YLLUmIicQX93bG/7WqhVeX/A2r3eGXq0WdhLIpNTPzrDh1qQBX+elm4cJl8eBwCAghnMElWfHgL6x4YMpz8WKpGf6RI0CbNoi8dInSLcbGlt//+uvp75Il2ssyfToK6tShwaBRiY2lwUhREQ1YDx2iF/aECeQiMm8edrzzjj5tx8UB69ah9s8/V77vQw9RTIjZsytMm1kh8fEUi2D4cHXHqyC8oIAmQCNHejYR1INly4C770b0iRP6tfHYY8DBg9j98svK4mwwxmfHDlKWKYmA/+uvQNu2ZPauFzVrkjvHsWPk2lEZo0ZRP6pLPJCbbiKXACOaf69eTSv3AwboU39RESlb9YrhM368TxP/y61aAQ0baj8hjYryf8JeqxbQvbtixQPFeKBnQabL4iFWhcn2Dz/Q/agnZjNw111IWb+e4kj9+COVjx0LXLgALF+OfH/cVWTkNm9Oga0dDt+eR8Fm7VrKZqGl2++AAcCQIYgtpslznrX0d+jVoBe61+iOL4Z/AaudFBPmSBVjN2fK96KKrDibNKGPjooHgOT/6LYOuK1LAwBAzWh/FA8UDPP0JVLGuoJX+htY0kVaUjSsdgfO5RSh0A4U2wW7WmgAKx6YUt59F13GjAFSUkpXxOrWBa65BrsnTSLNrCfq1iVT8bZttZXn6FFg9Wqcuf569RPlQLF2LWA2o0+/fqQNv+UWWh04fBgID6/4ge8PkgTccQdq/PknmYBWNNG5/XaSyd9Vrfvu0/5cV0AtZyAq3VJoesIZayHhr7/0qf/rr4H//hd44QVkV5JDnglBhgwBLl3y3TLIZqOgknpNKuW8+SatXvryTG3WrCTPfLVg1Ch6/+mZzlYtv/xCLjyuQJBaEx5Oli1z5uhT/7XX+uYiIEmUbnH5cu1c6+66C/jPf7Sp68Ybge3bFbnkWMyRMosHUjyoMtmeMwfQaxFDznPP4dC4cZR1YcwYKouPp4/WnD1L7gZ6XXcaYcrIIKsZLdJoyrnpJmD+fITFxSIyXCrjatEkuQmmXDUF9eLroaiYYm6YIlRM21yKh8qU2oMG0bvBalXehgLCwyRMHn4Vvn+0B9Jrqh/b10ksa/Gw6xS5Z7Wuq5HiIbk0pWaulRQ/7GrhP6x4YIjcXOCf/0RxQgIpHW6/ncpNJuCrr3CxsvRub7+tfdA/ZxTqCz17aluvHqSnAzfdhNNDh5Kv7NatZEofiJXCl17CqeHDKejV4MHlAz+6zIZvugl48EH/28vJoWCi58/7X1dlOBxIW7iQglrqNeD2RPPmQI0aSNi1S5/6W7emOBJaRcdmjMXAgTSR8zWtZkQEBY4LhMuNK3L52bOIqMiPftIkCjRXnTCbSbH6/feAntZOavj1V5r0aB1Y0kVEBAWP1iPA5M8/U/R+Xxkzht5bf/zhf9uZmRTFX00wZU/ccAOdA2+pVw8dQqorg4aTMhYP/igeDh/WN7Cki5QUnBgzhhTwei/6pKbSM+mVVwKfwloBCa64HlorHpyEFRYi1hRRxtVCTmExWULoZvEAlLpb7N2rvA2FSJKEtmmJCA9Tb/GQGmeCJAGnSxQP2aifHK1Z5on6SU7FQ2Y+8oppHJ3IFg9+w4oHo/HDDxRsTmeNYzlWrACsVhx+4AEKMKMmT/iJE74HLfOFe+4BNm9Gfv362tWpF/HxwLffYv+TT9LAtX37MqmJdCUqCgfGj6fMGllZZVN2CkGBujzF5lDLwYM0+AqEOXJ2NvIaNwaeeCKwWU0kCbj2WtT69VcKSqYVLiVQ69aUOUNhajYmREhKorRrvioeAJr0JifrJ5OczEygSRO0fP11Uni4EX3iBE0EfIkdU9V44AG6T+fNC7YkpdjtQJ8+pavPetGtG63maxlHQgiymlGiZE1Pp5hEWixm/PYbyeBvYEkXTZvS/ePJ3XDRIiA9Ha2mTi0zeYs3RyC3iGI7ZOVbESYB8dEqJjCHDumXSjNYhIVR/KZjx2jRxqBc6NWr1B1Oa667Dm2eew6WChQPRTayeFCleOjYEXjlFViTkireb8gQurYDaNHqD5HhYUiNM+FsNj2vdp3OxlUaWTsA5GoBACezCpDrVDyois0i548/IGmVFSVEYcWD0Rg6lKIJq80Dr5aCAqBdO2S3aaPueCGAnj2B55/XTqbw8NJghkzljB1L/rlxcUB+PrBkCVJ/+w346ivt0j8BwFVXkcmvXr7AcpKSyM3nllv0b8udd96BNTkZWL9euzqnTAHuuCPwikUm8IwYAdSv79u9d889gR10JycDkycjacsWsu6ZNq2MnPW++44UmPfdFziZjEKjRvRse+YZ7eoUAnj5ZcSpVcyHh5P7x913ayeTJ7p1I7efLVs0qzL65MnK02i6I0ml8Rj8DfS5YgUtDHTu7F89cmJoJbScbE2alGaa2r69pNhiikBhsQM2h0CWM0Cd4pXe7GxyPQmExUOg+b//o/TgkydTHCoD4jCbKfCvHhYgDRsi7sABWEylQUjdKbV4UDFt69gRmDixctkjIwO3YKYRtROicSa7EHnFAscu5uMqjeI7AKTkSY0z4URmPnKdQza/YjwIAZw9i0Rv1lLVBFY8GImCgtLgjQsXBrbtW28Ftm2DULsCK0kU8Xn5cm1WS9avp1WSc+f8r6s64XqxvPsuMGwYmr/5JrkoPPmkdm1ERgJXX61/Zou8PN1SO/lESgo2zZ5NQSC1YONGevnbbGWtUpiqyeOPUxC6Ss51RE4OBfU7dSpAgjl54gn8OXs2cM01FB/m6qvp2Z2XR8FqR4xQl3K3KtCxI63EaoUkAV9+iWb//re640+coAB8euNyZ1OYLrIiarjeE0oUDwA9//v29T+Y4ooVVI+Wz9zz54HOnVFr+XIKvuhSUrVtC/z+OxwREWUVD2YaVxXaKKuFqsnL8eP0tyoqHiSJsoNlZJDlptHIzETjWbP0G4+0aoWIvDzEholKFQ+q0mkeOOB7vJRVq4B27YAzZ5S3EwTqJphxJrsQxy/T81FLxQNAVg8nsvJLLB78ymohScDw4cjq2FEj6UITVjwYieho4MIFXOzShfwsA5XSKzdXm4jCQ4fSSrsW1hrffkuZDDxl0WAq55lngEcfhT062r8sFt7o3JniWOhpMrZwIdCsGSxBVD7Yo8nUDitXAmonDQDC8/NJuZeWBsyYwVY81YmK4igASNy+nSaV/fsHSKBSCuvVA5YupdSFw4fTO2jePETk5VWvoJKeeP99/7P3LF9OQSEB4J57EL9nDwVNVoIQlElBb2sHgPztMzI0TZ+avHGjT2k0yxEbSwFa585V3XZYYSEp1PxN/ehOSgpw9iya/Oc/5A6yfDnFPgKAqChkdupUZuxiMZHiocAmkJlnRbIac+02bWh8pXUsLaPQrRspcbSIQ6U1a9ei4dy5+k3GnUEfLbB7j/FQ4mqhYtp23XW+39MJCRS/xC1OiVGpnWDGmUsFOOpUPLTWKJWmi/rJMTiRWVAa40GNi5SLxYsBvQKWhxCseDAaJhP2PPccacsDNTmZPBlo0MB/8+8+fQCLRZu0mj/9RKZ3rHhQR1QU8O9/Y/3ChfoEuOzSBSgs1PchOmcO0Lgxco2wwvPZZ7SCrTKuRbMPPqAJx9y5lD6MqR68/DKZ7leQbSZp61Z6znXpEji55EgSMGxYaarDhg2Rc+WVJZldqi12O/Ddd4hVo/gUgrKHDBlC71chyMUKoECHSjhwgILDde+uXA41aJnOtbgYcXv3UkYLNYwZQ5ZiCjJIyHGYzcCCBZTVQkskCRg1CpHZ2WQt5HJxdLJr6lTgpZdK/o8z02SlwEauFqoj40dHUyyYqsqQIca0Bly7Fo7ISAq+qgcuxYPd6tXioTSrhcJFJCHIYsrXWGnp6SSPzmk1taJuQjTyrHbszbSjToIZKRZtg+/WT4rBmewCZFsF4swRiAhXOW2228mlcto0TeULRVjxYBTOn6eAcytWwJaQENj0kUuW0OTUX98uk4myKixd6p+1xtGjFKRSqWkmUx4tzYXlDB4M/P03meTpwdmztFJ4223GsA6YMYNW7caMUW4Sf+YMaqxfD7z4Ik/mqhtt2lDA1wrckhK3biV3B6P41rZti53/+pcx7rtgMnYsEB1N8S6UkJeHVpMmARMmACNHAj/8QL9lo0bIatcO+OILZe9Hl7IzUBYx27cDI0dS+kB/iYzEhm++UR/7afRo+vu//6k6vMKsLf4yeTI2fvkl8NZblWYaiTO7LB4oq4UqxcOMGcCrr6qRNLT4/HOkP/FE4Cx+fWHtWlxu0UI/pU/Tpjg+Zgxi42O8u1rY7IgMl5THBsnMpEWitDTf9g8Lo5gby5d7du/avRvxu3crk0FHaifQOdl90a5ZGk059ZOj4RDA8csO/1Jpbt5MYwFX5pBqDCsejMKiRTSRc6W7mT2bJil6+3UeOkTtDhumTX2vv043mD+DVlckeFY8GJeEBKBlS/0UG/Pn07V/22361K8Ui4Xcf/LzgdGjIVWwgl2OOnWweebMMitgTDWhsrSaRUUoqF9fu+evFtSujWK2yqHMJGPGoNaKFcA//uE91Z/dDly4QNsOB9CxI2quWUNpqefPL2O1lzFoEO2jxGT7l1/IIrFpUz86owCHA/j2W81SCTvMZnJNUEOjRmSCP3++8mNtNnS99VbguefUtV0Z0dHkquSB2MOHSXanubrc1SIr36ouMv7Chcqy5IQqNhuStm8HjDK5Xb0a2LQJWWoyvflKWhoOjxsHS2oK8oo8uz0XFtthVhPfwZUWWEl2uEGDgAsXEHfgAP1fUEBxiHr0ALp0QZR7yvYgUjeRFA82B9BG4/gOQGlKTVI8+GGNs2wZzYu0yq4TwrDiwSh88w0NLNLT6f+ICAqwuGmTvu263CKGDtWmvqZN/Q9IZrfTYKN5c21kYvRhxQplKdKU8PXX5Jurh5uIWlq2pBSY69ejli9miDk5wMcfA0KgqFYtTp1ZHUlM9J5WUwggMhK7Jk82pl8zA7z4Ii63akXnz2WRMm4cuT3ccw/aPfYYKWFvvpm+CwsDunTBzjfeoLTUbgr4jIEDKUBd3bq+tW+3U3yZ/v0DZ4HSti0QF+d/5HWbDRgwADV+/92/ep56iqxPlC7CbN5MsUrat/evfRUUpaRQekhngElXcMnMQoFiu0ByLKfS9IprRdgopv5HjwJt2uCky/pGJyJyc2FxWJFntcHhKG/tUWRzwKQmlebJk/TXV4sHgCweRoygBZbHHqPn1d13U4DKSZNwyTVPMQC1E6JLtq+qp218B4BiPACA1eFnYMllyyhosVolbBWCFQ9G4Px5GlyMHl06uLj+epqofPutvm1//z25eGj5Qvv+ezR7/331xz/6KCldqrupr9HZsAGYPBnhubna1710KVn9GI2bbwZWrMDZynyWhaBUhA8/rGmEeCYEGTIE2Lq1dJVICBqEdO9u6Lz1DIDGjbHjnXcozoLrfdS0KVmxLF0KyeGgSfEDD5Qe89//IsuLL7gID6d6iop8D8w7b15gA31GRADXXENBT/3ht9+AX3+l38gfRowAxo9Xbl23fDmEJAUlaKstPp4mek7lTZzT4uFCAU0oFZtsFxdTVgsjxDvSm7Q05DVsaBzFw113AVu2lAaa1onOd96J2F+XQwggv7i81UNhsR2mCBVTtrZtKVC7koW81FRgwQJSuq5fTzFaVq0iF+gnn4QjKooWndauVS6PxqTGmUoezVpntADIlcPl3aLa4iE/n5SQ7GYBgBUPxmDRIlrZGDWqtCwpiV6YCxfq6+v2wgvA1Kna1nnwIOotXgysW6f82IICY/n2Md7p0gUQAnH79mlfd3IyvTCNyIABNHk4eJCUC57Sx/7732S1MXVqqRUTUz0ZPRqYORN2k6lU4TB4MHD6NAcaDRXkSvBnn6UB97lz2Pbhh3SvK1kN3b+fVhAXLap83/Bwulb0NPP2RL9+iDlxonS1VA1z5gCJich0pej0h+xs1Fy5UtnYYMUK5DZrBtSo4X/7amjXrsTiwRVc8lw+KWEUZ7U4fpzGiNXB4gGgrCBr1tCELVjMm1fq4hMAa0VrYiJiL2cBgMfMFkXFDnUZLRo0AO69V927RpIoPtHcuRTsXf4cnD2brJECkea3AiLDw5AaZ0J8lITUOG0DS7rqr+O0qlBt8RATA5w7BzzxhIaShS6seFDK2rWouWqVtnVeeSWtjLpPUEaMIPM6PVdM+/fX3r943DgyNXzsMeVpOl98kX4PLdJ7MvriXNWL37tXuzqFAG65hQKyGZ116yjbxf/9HwUNcrFhA72Qhw2jSQpTvWnaFLjvPjSZMaNU4fDxx7SK7jLRZ6oPTZrQQPTzzyvdtdbPPwNbtgRAKDf696fMJufOqTs+P58UKyNH0uqov3zzDVpPmkSKXF+UD8eOAb//jsyOHf1vWy3p6cDevUBhIcyRYQgPk3DeZfGgVPFw4QLF/6oOFg8ALvTsSYFZs7ODI8CBA+RS9cknAZtYFycmIi77IgB4DDBZZLPDrMbVYutWwJ94LR4C3TvMZroXN21SHfhVS1rUjkeL5DBIOllJ108mxYNfwSVjY2lBjWHFg2LefBNNP/zQdzNJX+jTB5g+vbxrwfDhlIJLr/RC8+frM6ixWHDowQfpgffpp8qO/eknyvcdyKwejDqSk4GmTbW1ePjjD3qRnT+vXZ16cddddA/9+SfQqxdw4gSk4mLKfNGgAU0s2F2IcXK+b99ShcO4ccbJYsEElvBweq8vW0bZe7xRWIgr331XefpNLUhPx5aPP6Y4O2r4/nsgNxe4/XZt5LnjDmT060cLE6NHU90V0bAh8OGHOKGzX36F9O9P93leHiRJgsUUUWrxoHQC06ULKYF69dJBUOORnZ5OFjN16gS8bclmo6DWUVGUgUavANpuFCcmIvYijXs8WTwUFjvUuVo880xZVzCtuO02ip/y3HOUNSOIfHxHB9zXRntrBxeuAJNJamKzCAHceCNZwDIAWPGgnHHjYLp4kXzQtWDHDuDwYc/f1axJD75WrbRpS4Zks1FAs48+0rxuADjXrx+liHv++bKrwRVgOnuW02iGGu3bI1LLlGVz51LKqptu0q5OPRk9mpRlx48D3bvDdO4cmSAuWMBm9EwZsjp0YIUDQ9x1F1n1zZ3rfZ8NGxButQYlRkEJVqu642rVoomJVhNlkwl7XnwRePttcj/t2pWsQeVcvEhWZq7FlEceodTkwaJvXxpfOV09LKYIFDjnk6pXTquTIlsI72NjHWk0ezat5M+apSwgo59YExMRe4EUkbmFnhQPKi0eTpzQpx9hYXQ/HjsGfPCB9vUrwBwZjqhw/e4NV4BJVa4We/cCixf7PA+qDrDiQSlDhpAbwSefaFPf00+T+a0380EhyEyqopURFSTs3ElmbFpls3BHksj39a23KOq3D9T480/aYMVD6DBvHra/954mVUk2G1k7DBsGxGsfnVg3+vUjf9ROnWCtUYMGnEGIpM4wTIjQvDmtYn/+ufd3//LlEGFh5FsdBFJ+/52Up0eOKD+4b19asdZytViSyIVt2bJyqU0tBw9SxPhlyyj2jlGw2UrcVeKcmS3Cw6SSbZ959lnqe3Xik0/IteT48cC1uXcvGnz1FcVuCvDix/lrrkHcfWMBeHO1cChXPAhBcVr0UqD06we88gq5m1ZhSl0tVFg8uIKkcmDJEljxoJSICJy57jq6mI4e9auqyEuXKJvFqFHeNdlnzgBt2mge4b/Ghg2AyaRvTtm2bSnit4+Dj+SNGyn3NafRDB00DLqUtGkT+bJqZZ4bSNq1AxYuJN9HhmGYynjjDWDGDM/fvfce8OabyLr66qApYfPT0ihw7m+/KTtw+3aKY6IXAwaQZWSTJjSxuv12tH/0UXJ/XbvWWHFTBgwoCRruUjYkxUQiLEzh6uzy5YAeQZyNjMtaJpDZLVq0wO5Jk+j+CzDZ7doh9s7bAAB5Vm8WDwqnbJmZdA/Xr6+FiJ6ZOJHGP1WYblek4Koa4biqrgoLqmXLaE7TqJHmcoUqrHhQwZkhQ8iU0M8XQcratWRuWZEfYt26QOfO2qbVFAIp69eTCWdsrHb1euOzz8jHqZKgUKeHDgWmTKle5oShTkEBrnrhBZ8CpVWGiIwk6x/WDDMMU9Xp0wfo0cPz+65tW+DOO7F74sRAS1VCfsOGNM5Rqnh4+GFKv6cnLoX3998Dc+cip3lzcrHo3FnfdpXSsiW50woBi8mleFBori0EuZVUk8CSJbRsSSv1AU6reaFnz8CMi90Is1oRe5SsdTy6WtjsMEUotHhwZaXR22Xk7FngrrsQHUjrlABSO8GMpzuZFQeFDbNagdWreUzrBiseVFBUqxbd0H5eTDVXrwaaNas8beCIEcCWLRQDQQtOn0ZkVpb22Sy8YbWSj9M331S4W2bXrsCttwZGJkYbzGbE79lDOZ79JKtjR4qXwD7wDMNUB/bsAZ56ioLSfvQRMHkylffrB8yeDXsQJkAlSBK5TChJY3noEGX1GTNGX9lcDBsGbNyIHdOmkZLEaLRrRy6tx47B4kypqXTyEpmdTcE0q0kqzRIkicbYv/xCLit689RTwOOP69+OFyz798PSvQsAILeofFa3QjXpNBs3Bn7+Wf+gpGFhwKJFuPL998nFas6cMgrLpC1blKXCrSJEZmfTM/T664MtiqFgxYNawsPJWkFt9P2cHCT89VfFbhYuRowAANRcu1ZdW+7Uq4d1ixdTZO1AcP/95PP+1FMIKyjwvM+vvyLWSL6ZjG9IEnKbNi3JV66aAwcQkZOjjUwMwzChwMGDwDvvoMMDDwCPPEKTdiOlku7Xj9w9fbXunDeP/gZqAUGSgM6dITR0+dMUV4r07dtLXC2UZrSIdrmtVDeLB4AsILOzgY0b9W3HZiOrzQsX9G2nAooTExFdXIQwCI9ZLYqKVVg8xMeT8kZvpVxqKjBxIpK2bqV5xR13ANOm0XcXL6LVpEmUfryaUVSzJqWG19OlPQRhxYM/9O0L3HmnumPj4rDh669907A2aQKkp6PG+vXq2nJHCIioKMolHgjCwynQ5MmTaOgamLjzj3+gyccfB0YeRlNymzYFdu9WHwEdAN54A53uuUc7oRiGYYzO4MFArVqIPnWK3pFLlxorlfSgQcCrrwJxcZXvKwStdPbura9PeSjRpg0pR3bsQJzL1UJhSj7JZqOFmyuv1ENCYzNwIAWcvuoqfdtZt46yogwfrm87FWBNTIQEIFZyeAwuWWhzwKTU4uGPP4AlS7QRsDKefBIb/vc/Shd94AAwcyaVC0GZz6qh4iEiOzvYIhgSVjz4Q79+yoNMFhUBr78O5ORQqqeaNX07bt487JoyRZWYZdi3D2jRAtKhN2UAACAASURBVHF79vhflxJ69ABuuw21f/qp1OTKFSsjNRXYsweZRvPPZHwit2lTCuzlzzW1dSvyOPgOwzDVichIYNUqbPrvf4FHHzVefKMGDYCXXwbq1at01+gTJ2jCEYrBgfUiNpZSDV57reoYD9lt2wJbt1ZPxUNCAsVA0zst6uLFFGw9iL749thYICoKFoetnOLB4RCw2hwwK7V4mDGDLKkCRFFqKtC0KX3q1qXClBQKVLthQ8DkMAQnT6LHjTdqnhigKqCp4kGSpERJkhZIkrRXkqQ9kiR107J+w3HPPTRQmDXLt/1376YUWs8/Tw86JbRqBbsWFgoffAAcPYrCYPhDvv8+jo8ZUzq46tuXUhaNGAE8/jjOVvGUPFWVnCuvBLp1o+jJaigqAnbtonoYhmGqEy1aoLBOnWBL4Z2cHIq943BUuFtBgwYU++qWWwIkWIjw6KNAp06wuFwtFMZ4qPacPg28/TZlaNADIWg8PmCAb5Y9eiFJQGoqLPbCcq4WVjvde4rTaeqZSlMBl1u1IsWD0eM87N+Ppv/+d7l0vapYvhySEJTmlymD1hYP7wP4WQjRAkA6gAAvqweYBg1o1f7TT2nF1xsOB6Xn6dCBHqLff68qvkLKmjU+ZYfwyqVL5Md2660oTk5WV4c/1KiBU854FQAoN/WMGfR5912yAGFCjoK0NGD9eqBrV3UV7NoF2GzIZcUDwzCMsVi0iLJU/PVX5fvWrQtYLPrLFEpcvgz8+issEsXuUGrx0PrllylTSHXl+HHgmWeAFSv0qb+wEBg6FLjrLn3qV8K77yK2ZnI5i4fCYrp2TBEKp2wnTxrC7ely69bAuXPAkSPBFqViJk5E2sKFpW4i/rBsGYpSUvR3EwpBNFM8SJKUAOAaAJ8CgBDCKoS4pFX9huWBByiVzI8/et3lipkzgSeeIH+1v/6ih5wKwvPzSTOr1lfq00+BvDxg/Hh1xzNMRVSyIuaVrVsBADnNmmkoDMMwDOM3ffvS34rSaq5YgbbPPAOcOBEYmUKJtWuBAQMQd4pSDSq1eIjfs0e9NWFVoFMnIClJv7Sa0dFkCTxqlD71K2HkSFhqJHlQPKiweBCC7kcDWDxkdegATJpEv7VRycgAFiyACAuj7EJ5eerrstuBX35BZseOxnOfMwCS0Mj0RZKkdgA+AfA3yNphC4DxQog8t/3GARgHALVq1eowf/58Tdr3h9zcXFg8aOl9KZfsdiRt2oSsTp2QU1BA5XY7krdsQVGNGshr0gT2Q4eQtmcPzlx3XZmLUGm7BRcuYOCdd+J8797YN2GCMlntdnS5/XYUpaZi+/vv+9VnPcqD2Tb3wf+6Wi5ZgrRvv8WGb74pucZ9rcd89iwSt27FwV69YPFg6si/t7HLjSgT98HY5UaUifvgvbzz7bcjv2FD7JoyxeP+LV97DUkbN+KPhQvhcEuHbJQ+BKs86vx5dB89GivH/xOPxfXAK91jkBJdfs3PU11hRUW4ZvBgHBk7FsfcApkb/ZrRsrzVxIlI2L0bKz77TNEYwZc+WPbtozhVzqCuwbxmUnJz8d4eCSci4zClZ0xJeX5YDJ5dU4D720ShR71In+pKdDjQ84YbcPCRR3By5Mig980o15K38tgjR9DsvfdwtF8/1Dh1CkfvvBN22fdK+mDZvx8dH3gA2556CtkeUmlWVJeR6du37xYhhP++I0IITT4AOgKwAeji/P99AK9VdEyHDh2EEVi5cqUm5eu++UaI114TomFDIQAh7r9f0/pXrlwpxH33CRETI8Tly8rqstmEWLBAiFWrtJdJg3IjysR9UFD+8cd0zR8+rLlM/Hsbu9yIMnEfjF1uRJm4DxWUjxsnRHy8EMXF5fefPl0IQBy7+WZdZQ3Z8+BwCFGjhhD33ae8D7t303t17tzAyOpDeVDanjVLCED8+dlnmtRf8t2RI/T7vvuudrL6U/700+LJoU+L7q//UqZ875nLouGEpWLpjtO+11VcTNfP2bOB7YO38qwsIdatC07bOpZ7/O7cOSE+/lj8/u23iusyMgA2Cw30BVrGeDgJ4KQQwpVwdwGAqzWs37gIAYwfj+6jRgEvvQQ0awZ8/TXw4Yfat3XvvUB+PtWvhPBwCuLYu7f2MjFMu3b0d9s2ZcfZbMCXX1LsE4ZhGMZ49OtHsQqcbnElfP01BU8cNgxH7r8/OLIZHUmi9+P27cqPPXSI/jZpoq1MocagQUBEBGIPH9a23u++o7/XXadtvWpJTYWlIAc5hZ5jPJiVpNOMiABataLMcUbgrbdo/pGfH2xJyrN3L8WgkPPrr8Ann6irr2ZNYNy44MTSCwE0UzwIIc4COCFJUnNnUX+Q20XVR5KAtDQcu/VWSie1YgX5i0XpEL24Sxdg7FhlAWN27gQmTqTgkgyjB23aAGFhygdXf/8N3HknsHq1PnIxDMMw/jF4MD3b5RHahQD+8x9KlT1/PkS4woj71Yn0dGDXLkh2u7LjEhJwoXt3VjykpQGXLuFc//7a1rt4MdC6NS0WGoGaNRFrLUBekc1lSQ4AKLKpiPGwcSMtfmqRoUELunWjhabNm4MtSXkefZSeY/LQA7NnA48/Dpw5o6wuux3473+VH1eN0DqrxT8AzJUkaSeAdgCmaly/cXnmGdL4N22qbzuSBHz2GaAk9eQ771A6IobRi+hooEUL5YoH1wra1dXDOIphGCbkSEigyXOYbMgoScDSpcCSJcYOGmcEHnoI+P13CKWB5q65BrumTAFSUvSRK5SIjdW0uojsbGDNGmD4cE3r9YvUVFiK8mEXpcoGQGVWiyVLaOIcEaG1lOpwZT3bsCG4crizdy9ZN9x9d9lAkK++StkKJ09WVt+OHbQ4vHKlpmJWJTRVPAghtgshOgoh2gohhgshsrSsn5GRkQGsWlXpbpGZmcBXX9FNlZiou1hMNWbcODKJVMLWrZR+zSgrDgzDMEx5tm4FHn4YMUePAqNHA9nZQEwMjyt8oWlTSqcepnDIbbNVvk914ehRtHvsMWD5ck2qq/HHH5SJy2iKBytlMJFntih1tVBg8XDyJFCnTknQzKCTkkLjPKMpHmbMACIjgfvuK1vepAmVffIJoMTFxzUvY7d2r2ht8cAEiocfBm6+mTRyFVB3yRLAagX+8Y8ACcZUW8aPBx55RNkxW7aQ/6vSARnDMAwTOI4dA2bMwNWPPkqree4+0UzFzJ+PZKWTrrZt0fytt/SRJ9SoVQtx+/ZVmLpeCef69SO36A4dNKlPE5o3R+wjDwIAcmVxHgpLXC0UjJNOnFDmkh0IunUjxYNG2RT9JjeX3CJGjfIcC+Oll0gpMXGi73WuXk0Klnr1tJKyysGj/VBl7Fh68f/wg/d9iopQ77vvgGuvBZo3974fw2jFhQtAlo+GTnY7uWawmwXDMIyx6d0bkCSKU/Djj2ylppR//Qtpixb5vv/Jk8ChQyj2kD6yWhIdjez0dGDZMk2qE5GRwIABZc3rg01cHCxdKY6K3OKhqMTVQqHFQ1qapuL5zbPPanb+NGHNGiAnx/uCWd26wCuvAJ07+1af3U519umjmYhVEVY8hCqDB5MZ1Wefed8nKwuXW7UiPy+G0ZuLFymab0XXpJzwcODgQXoZMQzDMMYlORn49FPsePttoFOnYEsTeqSnI9aVpaIyTp4E+vYFTCZkDBigr1whRGanTuSTf+yYfxWtXInGM2dSphaDYfmL4mTlFZW3eDD5avEghDEVD61bk4WrUZQ9114LHD1KlhjemDCBgk/6wp49FMSfFQ8VwoqHUCUiArjrLlp58BQ9NS8PqF0buyZPBgYODLx8TPWjRg0yL1MSYLJOHTZJYxiGCQXGjsXl1q2DLUVo0q4dTJmZwKlTFe936hQpHTIygGXLkKd3wPIQItOl8PJ31fyLL1D3++8NGRQ1dtqbADxbPPgc40GSaF7w0kuay+c3334LfPNNsKWg+B4A0KBB5YoQmw21f/iBAkdWxFVXUWr4oUO1kbGKwoqHUOaee0iz6QpmIgSwfj0FkqxVCzhyJJjSMdWR9u2Bbdt823fOHODf/9ZXHoZhGIYJNn36UFaLzp0p7bo3oqNJGb9sWcUrsdWQ/IYNgTFjaMFCLTYbsGQJMrt2Jf99g2GJjwHgpnhwxXhQ4moRHw8kJWkqmyZMnw688UawpUDL11+nVO6+kJeHZh9+CLz/fuX71qkDsHtUhbDiIZRp1oy049dfj3oLFwJt21Iu2oULgTvuME40W6b60K4dmUIWFFS+76xZwNy5+svEMAzDMMGkXTts/fBDSoV+xRVUlpdX8nVUZiZQVEQuLStXstLBE5IEzJvn34ryzz8DFy/iQs+e2smlIZZEmrTmFdlLygqL7ZAkIDLcNxcFy8GD5CKQkaGLjH7RrRtZDsiu/YBz9ixqrlpFVrq+kJCAjIEDKUPgxYue97HbgVtvpdScTIWw4iHUqV0bKChAkxkzALMZmDmTTH1mzCATIoYJJO3b0wN4166K93M4yDKCA0syDMMw1YCcVq2A2bNpUSgzk9JsPvMMsHcvpYq8+27a0Sg+8Ebl4kXg/HnlxwkBTJoENGqECz16aC+XBsTWoPS0uUWlGesKi+0wR4RD8vG6iPv7b+DNNyvNehcUunWjMeKWLcGT4fPPEWazAQ895PMhp264ASgspPvXEzt3kmLCiMoeg8GKh6pAair+/PJLYNMmyjtrsQRbIqa60qMHWTI0bFjxfocPU2AnI6WyYhiGYZhAIEm0cv/220DLlojKyqKU1EzF5OaSObsaN838fKBFC+DllyEiIrSXTQNiU5IBlE2nWWRzKEqlabpwgZRb/rik6EXXrvRXaWpZLfnhB+RceSVw5ZU+H5LXpAnQsyct6rriQ8hxubz37q2NjFUYVjxUEQpr1w62CAxDsUXuvRdITa14P5e2my0eGIZhmOpGUhLwySfAH38AN9+MHW+9VTopY7xjsQAdO5LLhFJiY4EvvqB09AYl7IFxiI2Qyma1KLYrSqVpOn+elA5GdLdOSSE38b17g9N+Tg6wYQMyO3ZUfuwjjwCJicDZs+W/W7WK+sXB0iuFFQ8Mw2jLoUPATz9VvM/p0zSA4AjpDMMwTHWlSxdg/nxyw2B8Y9AgYPNm4MIF34/ZtElZxq1g0bAhYqOjkGeVx3hQZvFgPnfOeKk05Wza5N1lQW8cDmDqVJxXk/Jy9Gi67urWLVtutwNr1nAaTR9hxQPDMNrywQfAqFH0MPbGE0+Qj2tUVODkYhiGYRgmtBk0iOI1/PKLb/sLQavVN91U8bjECJw/D0thLnIys0uKimx231NpAojIzTW24iEhQd1xr7+O2j//TOfTn7afeQa5zZopPzYsjFykLl0qE2QyKjubrB3691cvVzWCFQ8Mw2hLu3ZAXh6iT5+ueD8DprJiGIZhGMbAdOpErirLlvm2/48/0ir7Cy8Y0/1AztmzsBw/grzzWSVFhcUOmCJ8n65t+fhjyv5hVLKygFtuAZYs8f2YdeuA559H8zffrDx4eUX8+CO1r5acHIph9uabJUXW5GTgzz+Bm29WX281ghUPDMNoS/v2AJwpnTxgysggk7T16wMoFMMwDMMwIU94OKXifvHFyvcVApg4EWjUCLjzTr0l85/UVMRaC5DnltXCpMDiAYCxF3bi44EffvBdcQQAr74KpKZixzvvAG3aUNmePcraPXECuO46/9w84uKAAQOATz+lLBeA8a1oDAYrHhiG0ZZWrYDISK+Kh7h9+4DVqwGDRpVmGIZhGMbADBkCNGlS+X4//kh++S++aOzJuIsaNRBrLUCOtTRzQqHN4burxcGDaDl5MqV3NCrh4UDnzhRY1RfWrQNWrACefRaX2rUrLWvdGnjgASAvz7d6VqygvwMHKpdZziOPkKvF118Ddju63XwzMG2af3VWI1jxwDCMtkRFAa1bI/rUKY9fxx04QC8el9aaYRiGYRjGV4QAvvySVs4r4tQpGmuEgrUDAEREwCI5kCdbRC8qtvvuarF/P2r9+qvvk/Fg0a0bsGMHwlxWAxWxbx/QuDHw4IOlZR07Ak8/DcycCbRrB8uBA5XXs2IFULs2cNVV6uUGgL59KS3r9OnAjh0wXbxozNSlBoUVDwzDaM+0aTjwxBMev7IcOEBWEdHRARaKYRiGYZiQR5KAf/0LePfdivcbN46yWYSCtYMTSziQJ0qnZ0VKLB5OnqS/9evrIJmGdOsG2GxI9CXTyD33APv3UzpUFyYTxVn47TcgPx+tXnuNMlZ4w+GgYKQDB9K14w+SBDz8MMV1mDGDynr39q/OagQrHhiG0Z5+/VCckAAUFQG33w7s2EHlQiBu/37g6quDKx/DMAzDMKHLoEHA2rUIKygo/50QSNy2jSwjwkJrqhM7fChyo0oXZgqL7TD7avFw4gREWBit7BuZ3r2B9u3hqCyz2caNdA69ueb26QO8+SZiTpwAtmzxXs9ff1H6VX/dLFzcdRcFuczIQH5aGlCvnjb1VgNC625kGCa0OHOG4jlccw2wciVQUICcK69k7TDDMAzDMOoZNAiwWpHoWtgAaJK6ciUwejTaPfkk8O23wZNPJZbUGrDaBaw2WsFXavFQVKOG8WNoWSzA5s245FqE8pQic906oGtX4IsvKq5r1Chs/PxzynbijbZtgb17gWHD1MssJz6e3C3WrMGl9HRt6qwmsOKBYRj9aNSIslekpQGDBwM//IC/3ngDGDs22JIxDMMwDBOq9OoFmM1I3rSJMgu89RbQvDnQrx/wyy84fvPNwA03BFtKxVhOHgUA5BXZADizWvhq8RAejvyGDXWSTGNclihvvQWMGVPeVcKZyQIjR1ZcT1QUCho0oG1PCgyA3COaNwcSEvyTWU5REdC4MTIrUngw5WDFA8Mw+lK/PvD77xTFeMwYJMhXJxiGYRiGYZQSHQ307g3zmTMUsHr+fKBWLVohP30ahx98MKRiO7iIPbgPAJCbXwQhBLla+GrxMGsWdr71lo7S6UBYGPC//5GiwUn8X3+VZLIoE9vBG0IAt90GPPZY+e8KCoC776bsJloSEwP89hsuXHONtvVWcVjxwDCM/iQlAcuXA6NGIWXdumBLwzAMwzBMqLNoEXZNnUrbq1cDa9cCd9wR0sGrLQkWAEDu2fOwC8AhAHNkFZ6uPfkkWcFOmkTKIwCNvviCrB3kmSwqQpIo4ORnnwFZWWW/W7sW+Pxz4Px5jQUHjW39DVZZzajCVzLDMIYiOhr46iscevjhYEvCMAzDMEyoI1cwWCzBk0NDYpPJHSDv3EUUO70PTBE+WDwcPw706oXkP//UUTodkCTKDtGrFykgfvwRsUeO+G7t4GL8eCA/H5g1q2z5ihWU5p0tEwwBKx4YhmEYhmEYhmGCjCUlEQCQez4LVjuV+WTxMHMmsG4d8o2eStMTJhMFAk1LA86cwcZ584BHHlFWR3o6Zbn48EPAZistX74c6NFDmRKD0Q1WPDAMwzAMwzAMwwQZS2oNAEBuZjaKHRQs0VRZjAerlRQP112Hwjp19BZRH2rWpLSX995LaTbNZuV1jB9Plh/ffQcAiMzMBHbu1C6NJuM3rHhgGIZhGIZhGIYJMrFNrwAA5HXsUmLxUGlWi4ULgYwMINRdWdUoG+QMHQr8619A9+5U3fnzwJVXsuLBQBg80SvDMAzDMAzDMEzVJy7GBADItdoR4bR4qDSrxfTpQJMmwKBBwJo1eotoXMLDKTaEk5zmzYF9+4IoEOMOKx4YhmEYhmEYhmGCTKyJlAy5f2xCTBNyu6hQ8SAE8OijlJYyjA3ZAQA//gjs2gV06BBsSRg3WPHAMAzDMAzDMAwTZCLCw2CyFyNv30FENibFQ4WuFpIE3HxzgKQLEX76CZg+HT0sFnJDGTAg2BIxTjRXjUmSFC5J0jZJkpZqXTfDMAzDMAzDMExVJc5RjNwiG6z2SlwtsrOB118HLlwIoHQhwGOPAUIgMicHaNYs2NIwMvSwyRkPYI8O9TIMwzAMwzAMw1RZYiU78ooFih30v9d0mp9/Djz/PHDsWOCECwWaNQNuvBG5V1wBNGwYbGkYGZoqHiRJSgNwHYBZWtbLMAzDMAzDMAxT1YkNA3IdUqniIcKDxYMQwEcfAV26cCwDT8ydi23vvx9sKRg3JCGEdpVJ0gIArwOIA/C0EOJ6D/uMAzAOAGrVqtVh/vz5mrWvltzcXFgslpAtN6JM3IfQLDeiTFVBVu6DscuNKFNV7oMRZeI+hGa5EWWqyn0wokxVsQ/TlhxDTEYGmvS8EvOORuKdPtFINpddKzatW4duL76IPf/8JzIGDTJcHyorN6JMweyD0enbt+8WIURHvysSQmjyAXA9gI+c230ALK3smA4dOggjsHLlypAuN6JM3IfQLDeiTFVBVu6DscuNKFNV7oMRZeI+hGa5EWWqyn0wokxVsQ9jP9sorvtgjXh+9nLRcMJSkZlbVO6Yc716CZGSIkRBQVBlVVtuRJmC2QejA2Cz0EBfoKWrRQ8AwyRJOgpgPoB+kiTN0bB+hmEYhmEYhmGYKkusORK5hTYUO7wEl7TbIdntwP33A2ZzECRkGHVopngQQjwnhEgTQjQCcAuA34QQt2tVP8MwDMMwDMMwTFXGUlyA3HMXIWWcB+AhnWZ4OHZNmQJMmRIE6RhGPXpktWAYhmEYhmEYhmEUYomQkGeXIC5dRlR4GMLCpNIvrVbg6FHaliSPxzOMUdFF8SCEWCU8BJZkGIZhGIZhGIZhPBObGI+CKDOsRTaY3FNpTpoEXHEFLAcPBkc4hvEDtnhgGIZhGIZhGIYxAJa4aADAZZsEkzyV5po1wNSpwN13I7dp0yBJxzDqYcUDwzAMwzAMwzCMAYg1RQAAskUEzC6Lh6ws4PbbgSZNgA8+CKJ0DKOeiGALwDAMwzAMwzAMwwAWp+IhMzKWMloIATz4IHDmDLB+PWCxBFlChlEHKx4YhmEYhmEYhmEMgEvxcCEuGQ0iwkjx0KoV0KED0KlTkKVjGPWw4oFhGIZhGIZhGMYAuFwtcotBFg9hYcArrwRZKobxH47xwDAMwzAMwzAMYwBcFg8CgPnvXcCKFcEViGE0ghUPDMMwDMMwDMMwBsCleAAA05lTQHZ2EKVhGO1gxQPDMAzDMAzDMIwBiDWVptA0168LjBwZRGkYRjtY8cAwDMMwDMMwDGMALOZSiwdzxw5BlIRhtIUVDwzDMAzDMAzDMAbAFBGOyHCJtqNNQZaGYbSDFQ8MwzAMwzAMwzAGwZXZwhTBUzWm6sBXM8MwDMMwDMMwjEGIjSLFgzkyvJI9GSZ0YMUDwzAMwzAMwzCMQYgzuxQPPFVjqg58NTMMwzAMwzAMwxiEUlcLtnhgqg6seGAYhmEYhmEYhjEILsUDWzwwVQm+mhmGYRiGYRiGYQxCnIljPDBVD1Y8MAzDMAzDMAzDGIRYEykcOKsFU5Xgq5lhGIZhGIZhGCbYHDoEPPwwYj+dCQAw33M38PDDVM4wIQ4rHhiGYRiGYRiGYYLJTz8BbdsCs2bBkpcNADDnZAOzZlH5Tz8FWUCG8Q9WPDAMwzAMwzAMwwSLQ4eAkSOB/HyguBiWonwAgMleDBQXU/nIkWz5wIQ0rHhgGIZhGIZhGIYJFtOmkYLBSay1AABgthWV7lNcDLz7bqAlYxjNYMUDwzAMwzAMwzBMsJgzp4ziweJUPJiKraX7FBcDX34ZaMkYRjNY8cAwDMMwDMMwDBMscnPL/Nvj6Hbcuu0nNLt4vML9GCaUYMUDwzAMwzAMwzBMsLBYyvxbM/8Spi6fDpPdVuF+DBNKsOKBYRiGYRiGYRgmWNx+OxAZWfE+kZHAHXcERh6G0QFWPDAMwzAMwzAMwwSLp57yTfHwxBOBkYdhdIAVDwzDMAzDMAzDMMGiSRNgwQIgJqa8AiIyksoXLKD9GCZE0UzxIElSfUmSVkqS9LckSbslSRqvVd0MwzAMwzAMwzBVliFDgJ07gXHjgPh4CEkC4uPp/5076XuGCWG0tHiwAXhKCNEKQFcAj0iS1ErD+hmGYRiGYRiGYaomTZoAH34IZGdj9W+/AdnZ9D9bOjBVAM0UD0KIM0KIrc7tHAB7ANTTqn6GYRiGYRiGYRiGYUIPXWI8SJLUCEB7ABv1qJ9hGIZhGIZhGIZhmNBAEkJoW6EkWQCsBjBFCLHQw/fjAIwDgFq1anWYP3++pu2rITc3FxYPeXFDpdyIMnEfQrPciDJVBVm5D8YuN6JMVbkPRpSJ+xCa5UaUqSr3wYgycR9Cs9yIMgWzD0anb9++W4QQHf2uSAih2QdAJIBlAJ70Zf8OHToII7By5cqQLjeiTNyH0Cw3okxVQVbug7HLjShTVe6DEWXiPoRmuRFlqsp9MKJM3IfQLDeiTMHsg9EBsFlooCvQMquFBOBTAHuEEO9oVS/DMAzDMAzDMAzDMKGLljEeegC4A0A/SZK2Oz/Xalg/wzAMwzAMwzAMwzAhRoRWFQkhfgcgaVUfwzAMwzAMwzAMwzChjy5ZLRiGYRiGYRiGYRiGYQAdslooalySzgM4FjQBSkkBcCGEy40oE/chNMuNKFNVkJX7YOxyI8pUlftgRJm4D6FZbkSZqnIfjCgT9yE0y40oUzD7YHQaCiFq+l2LFhEqQ/0DL5E6Q6XciDJxH0Kz3IgyVQVZuQ/GLjeiTFW5D0aUifsQmuVGlKkq98GIMnEfQrPciDIFsw/V5cOuFgzDMAzDMAzDMAzD6AYrHhiGYRiGYRiGYRiG0Q1WPBCfhHh5MNvmPhij7erYh2C2zX0wRtvcB2O0XZVl5T4YuzyYbVfHPgSzbe6DMdrmPuhXV5UnqMElGYZhGIZhGIZhGIap2rDFA8MwDMMwDMMwDMMw+lFZ9EkA9QGsBPA3gN0AxjvLrwKQCaAIQC6AfzrLJwCwAXAAsAN4T1ZuByCcn9+9lQO4C0CGsw5XeSaAv5x1C9nH6pSt2G1/a2I3egAAEoVJREFU13cO2Uf+nbdy/vCHP/zhD3/4wx/+8Ic//OEPf7T6FHspd82D5XNSh6zcLjtWvk8BgCVe6l2I0rmxAzQnFgDWonQubQNwzFn/27L2ikFzawFgMYAs0Hw/D8BJ0Bx9CoDtss9+5/EWf7Na2AA8JYRoBaArgEckSWoF4CEAc4QQJgBvAnjWWd4JwKdCiDAAcwE86izvDFJQNHGW95AkaaincgBvAFgD4DKAswC+AhAHoCWA551y5QIY49xuAeAmAJKzfBuAHACRALbKTtIBAH84jzksKz8KYLmz3PWj5zh/+BxZufyEOGS/kauefOdfyI4DgEuycodsOx+eyZXt4zoGMrlcHJNtH5RtF8r2t8rKC2Tb8vIi2Xa2W9vyOuXlQvZX/lsUy2SW13tZtr1Jtn1ctn1Wti3/bexetotl23IZ5LLK+2lz28+Fex/k5Tlu/7u4KNu+JNs+4UVWuRzytlw3v/v+dpT9jb3J6ulcucrl15wL+W8ml8nTuXU/1hvy/b39XnJ5vMlcUdtyWQ95aU9+fRd7KZfX735teJLLAd9+m2Iv29my7X2y7SOy7SzZdp6X+uXXhjcZ5LLKZZD/9u54O7/y+8/b+ZXLfV62bZNte7tH5TJ565u3bU//e8KXc+UNuw/l3up0Pyee5JH/735Py38/+XNT/myRnwdv97S3+8G9D55+Jwc8X3+enpWenjNWL9uVnV/3+r1d397uXfe+eHuuezuP8t9b/vud8SK3N1nluF9L3u5Rb/h6T7iQ/zbytm3uO3rAn+tezb3r7Rknf55c8LIt74/8eSU/bxU9Q+XPH+GhXH68tzGCe73y36PQS3mmmxwuvJ03b+9OLZ/38t9SfuwBLzLleti/ot/Imzzyc+X+3vB0Dbk/r+Tf+3J+5NeJp2eir33wdh7kuI+ZXW24P5fkz1xv44g9sm35s2ibh/qBsteSt2tS/nvnQFkfvF1jAmXH/XKZDsu25eOc07Jt+e8ivzbkyOdZ8mPk8zL5PV3sQW75xN7TONX1m9lkx2aidKxfBOCUbPuoczsHpfMYO4BfZXWPdNYdDpr4u+p9xLkdBmCeTIaPnX/DQPPW887t/aD5hx30G70JYDCAvQA+cpZlA9gB4HoAW0CGAtmg99tiAF0A/Oms708AiQBed+7/PyGE5DzODJqXL3eWmwDcByAKwAtCiBeEEO1cH9Dc7nUhhPz5UI5KFQ9CiDNCiK3O7RzQDVAPwACnoAAwEzTJrwegDYCJzvKpzjbqAegIYKsQ4jCAyc7vh3spvwRSSGwD8L3zBwgHnVTXjbMYgAWlg47GzvJlAGqBFBcA/WDhoJMWC2CBrA1XeRSA8c7yXJAC4y/QiXXVU+jsi+uicN3Yduf+QNmJrXwSLb955TfcRXgeBG/yUAbnvjGy/1Nl27Vk264bVkLZh5T8Yjgkk0n+MD6A0geS/IYsgPcHgac+SCj7YJNvy5UN9WTb8kmavG35gyzfrdzTQFTeB/mxBSj9/d2VEPK2XeWS2z5ymTJk22bZtvyekv8uu+GZTJReP/KHdJHsf/nLwiHbXy6Tp8mLaz/5/nLk5d4GaN4UJt4GtPKBYYFMPvcBhqcBbkWD7wjZdl3ZdqRsW/47yScQ8us+C57vxUyUHWS6KEbZ30COt0G6t99J3l4D2bb8GpXjbWAtn2jJZcuSte0+6HX9737dexuke7rGgLIT3mjZtvw8yOWWP3/kFMPzdS8f0BS6lXub/HhTTHq7nrydN/n+7kph13dyJaN80BIuK5efH/cBurxtycu2t4lZbdm2/FqS/97y55g3BbS3307+bHFXHMufa3Klqxx5vRFetr31zdUHya1db9vy/ltR+qx1v57l16uLip7rclm9PVvkuCtA5HV6UsjIj5FfSwKlsrtft/I+ya8TX2SSX5feFG5y+bLcvnMdI3+eyvsWLiuT/5WfH/exgLf3kfwak+9fQ7Yt/83k+5+TbbuuE+FWjzcllvy6FyiV3SFrQ0LpRMMd+T3k7fqRl8fKtuXnWv6s9HZduW+7rgH3Z+UFD+WA98Uub9eG/P7xdi25+uB+Xt3fJ6795H3IgOf7xC7bT35+JHhWZMrrr4go2ba8P646Xc8GT4qeipRpVi/7yGWV98HTtSTB+7NVvtiSItve7mV/ueLOfQziqW/74VkxWQDv7yw58jGz/FqXXyfyhRf5efCmPPnbQ/0AsAtl71dXP9wXP+QKCdd9YEep4kcCPU/kzyeXvK46i1B6PSSj9NlyDkC8c9sEmrgDNLdxnfNwp6yQ/V+E0vMf5qy7vqw/4aB7VwIpDhyyfXY4j/kFNA+0g37rhc6/qwEMAyk74gHcAnoGTQdwA4AfQM/SZ531/yzI7WAb6Jn0HwBNnd8DwCIAjQA87Dz+c2d5MwAJAD6V9Q2SJN3uPH4iKkFRjAdJkhoBaA9gI4BaQgjXg9LkFNy9/A5nBzeCbpZDsnKATran8lxZ+UkAfUAnPgalL8b9oB/jnLMfrvLzoJurkfP/1c6/mc7yIc7/89zKXW27XhbnQRdQZ7dyOGWRD9Bc2xEo/U3lL0uTbB+LbDsSpcoMOe5l8pefvFx+88oVEvKbUj45kN+8cpn+v73zCbHsqML4d6fTMz09M5kJzizURA3GP4SgoOIfIsaNilsjCGajiWSnhLgQEXGriIKCoKKIKAgGFyZRMgSDC0UFRSVIGDSJiZMQUcRJpme6p7vvdVFV3u+eV9/rejPzOll8P3j0fefVrVt/TtWtOlV1msMcxthxdEHOz+PfVirXPaYT8uN0fau4lwfpnJ9NIT9E15y2IxQvp/MQhVvBVP+5DIo85oHD30DXHOY6IV/DWHdqEM952MaYB04blxfHVXSDV3FqqMkOp4nvZb2vGSoGTF80/FJco3vWMW0ntRdY1G9OE8u53lX6GE7rMdT1/gSmZVk4iGmZqzLjMFwerPesMxyejTWs3xeEnONnnbmW0sfpXKXnRb3ndLTIr6Vr1u9DQl629sV4uE1zHriP4nhi3fKERxkAGH72qggzNISJ/WxJl5occnnFdDCxvgpHK/IBs31LkXPbLffGwaB69gFM9edQJQyCnH/jZ3M+eyFX+qbKgsv7SJCX/HH9HAjfC2UVqfZsLlcuM1UWqv+OkyV+dsnTqRDnaiV8jJdp0VE1XlAcD9+vCXIe+wBjnfOYA5jqLdDWLjmtp2LAzEkh53rjNjdPx8pvsW2U8ottVaWJ060MiPGdUpPz+6joWylvHjPyvSXfR0L4MhGKbXUNdZR+v1GEZ8MSl5My0qtJ+ynM6jswfe9y/B3qfUVs0wzLua5V2bfsFon9W6nT2E9yffE9J4X8BF3zvW8T8neIeNQYiccIXBY3oP6OOIa2MdkBkvH8hd9NbxVpeo2Qcx74ua+la9YHHsPxmGcNY95WMI6BBqR6i30kj6PXc1xlbFrif2XI27F8fTPd24fv1+c8DTnPHVL/eTPFewvl+3U5rT2Svrya8nMYqa11AD5N6T+BtCngEsY+eBtpYf4j+dmvQjbM5Dn9J5AMjG9A+ocTZ7uuO4FkcBiGYXg+5/cfXde9HcCdSLtU/j/HzfF8EcAdwzDsubOu2fDQdd1RAD8BcE9OSJRfCPIPArh3jnwLZA0jeVwNvRGpcXVI21kuBvlxpIrhgd860rGMHrOD99swO0Bbz8+OrCAV7oBxJwSQFLH2EudVZu6AeaL1DMYO7CDqL6q4AsoTJ96mpyaRtcEqMJ0U115ywHSyyMTBq+qM+EWgVpWU1Z0nZmoVJuaZDUCFg5SmOEDll5Za6WqRq63oHD/r2BGRVt61Erea1sLHHQ9xK2htgKLSp1a41QSeYcMO6zrrElu743bomt7PW7FYRO/jIOQ6Csv9BKf1edTzXazKtbTW0hG3UardAgzrAN/Lk5pYXjXdOI+63vPKHacpGo1YrtrJhpArwxX3ccqoEHfPxEnMXs/AnHtqtLz3Sv8eV/NqBucYJ0/g40BcbeNVqPBqosCTTjbO1FZfeYAV4b41piPmqWZYYpTe1+KIusf9G8cfJ2+1FTBAT85bdsaw/KiQ8wJD7O8KXN7A1LDNf9WgXvXHyrisdheo+lHvO74/tmFeoWM5T0A4XpVWRu144Dxw+ubpQ6FmQI1pi32H0vtFnbH/Z+8gk/iVrqr6Z72POlVbPFJE/ec0qbEajyX5/toKfzSe8H3KGKbGdoA2Yin2eifEseoKZnUi9kvxaEbMW5HVDLAdpvluaSdK924S8poxX+UBmC6IcroOYNrm2NCojGyg37bpO8fD5c27tTke3uHHaY26V36LBqlYrxy+1M9uCH8O07xdwLiw0SEteJf0XFOJ/6+oGygHJNcAcWdRD+BdlI4NjG3u9izfzOF+leXvyd/LLurvU3xrAB7G7O6V9yL5gYj93g8BfAWzevdNpJ0UzHoOfxco313XrWT554dh+Bta2Mu5ZHYAuYp0hOFekp1BmiieBvAFAGdI/j6kwvs6yZ9COkJQ5P8C8FmkIwkbOSMPIE0AfkfyXSTrymaW34VRec4iHYnokba4DPn+AUlB+nzvgPHM2EMhXJH/Kf8tK3TlHNEzQV4+ffhePkWpL4rfo7yvxLUhnhXD7opnzEtbLVyUq3jVpyW8SrdKq5JH56IqvEqTeraKtyU/i+ahpd64rhetj6v5UXlYVBeU7l3NdLwU9V6FfzH1viXeljK+WrqxaDu5nGcv+onx93s8t7V8r6QtL/ps5cRq0Twvs1wvN2+tbXo/09Talpatu/tRX4vet595bn3WMt5BL/X62c82rdrolYyL9qsc9+pPrlS/F+2nruS9q/qlyxmTtYxhWtJ9tfpcFS4+a0c8Yyvcfx7jHC7G1yPtoC9y/q0c4T2L0affDpL/hRL3mRx/D+AHFOdjGN/VP8J4/OgPOX1bOd7TWf4s0vz1UaR56Zuz/OEc9jtIc8jrs/xbSPPvL+U0vTw/7xcA7kMyiPw3y3cA3APgN0jHNjby/P00gAcBfBnJ4PJvpN0RQJr/39diS2h2Ltl1XYd0luOxYRi+Sj/dD+CnudC28jWQ/gPGA/nzLMlPI221eYQK9v78OQzg50gONLaQtnU8hGS9uYTkVOuFLP99jq/P95zKhfyWLD+KpAQvy/K/YLROncN4ju5Jkm8gbT8plb+bn93nv9tIlr9iFerpUxQPGLe+gMICs85dBgpTs0jH4xElfIfpWUa+rp3tBWZ9HBQ4rbwitYW6dTVa6obwt6DO/nP6HqXrX9I1H7VQziXVWWXO80WMeWA/EDsk5zOEA/ROAOW4jfPD5+z4LKw6hx3Py9bC8xl4pnRiLZRwagW+xTEYo1ZfVZ3Mc2jXshLDsK5zXdd8cwDawRHrfXSw2qL3hVhG/F05V2S95/OIrPct/gp6EYb1Pp4Frq32Rb1nlLPEc+KadVqdSVYOh7it9+K6Vec5bEuZtVLbUcFxnhfy6Ni0ZdVZ+fZ4SsTL1+q9o/xj1FaEyt/alvqYVn7/Mdz+lC5BhOH4VblGeUkrv1/n6Qz/ppz6cXvl/Cg9Vv5SVJ6VQ7/WdDNKv3eEvDX+2qqzqh+WK781857HaeVdjn+na/V+bXEmPE+H1XWLPxi+juOQAvv84nyq9xT3rUz0C1LqZyvIC/H9pXZzqDxw/fJZfDX2mqdjtT6Uw6tdpLuY3yZq9zAqrfPeNWq3BaeJr9VYTd2jdguo8mB9eIKulbNVvlZ55vYT6031oXy/0iW+Vr62fkvXnE+ei7ToWPTlwDst1Lifd6vwLqMe4xF0znfxA3EBU18gpU7OYfTl8AqMbXEXwLcpnq9h3JH4IEY9+y5Gfw/fw3gM589I89NVAD/GOMfdzM94PdKuqg/lZ92GZEj4KNL48mM57x8HcHf+PI5xV/utWfZJAP/MLhKeRvLNeAfSP3L4dX7m00gnDD6H5CTzkWEYhq7r3pmfczcWoFgsdICuezeSB86yswAY/7PEz5Aq4hLSy+EzAD4F4AOYWpQ+TPLCNpJzyZr8G0g7G44F+SZmtwQNSA1oHfVBXRxA7YUKz5N/Y4wxxhhjjDGG6VGfk25i1tdKMeCvYDoH5XlnvOZF7ieRfF/EufEfkfwylvvKf/54DmmxvcT1BJJh6DkA78/yHaRdGjtIjjVP5vSVf795CcnA8SbMOhG/fRiGxyHY0/BgjDHGGGOMMcYYc7ks6izHGGOMMcYYY4wxphkbHowxxhhjjDHGGLM0bHgwxhhjjDHGGGPM0rDhwRhjjDHGGGOMMUvDhgdjjDHGGGOMMcYsDRsejDHGGGOMMcYYszRseDDGGGOMMcYYY8zSsOHBGGOMMcYYY4wxS+N/g4ToOeWFeWkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let see if the simple method can catch the anomaly\n",
    "plotMovingAverage(ads_anomaly, 3, plot_intervals=True, plot_anomalies=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "anomaly_points = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "capitals_df = pd.read_csv('all_capitals_climate.csv', index_col=['validdate'])\n",
    "capitals_df.rename(columns={'Unnamed: 0': 'city', 't_2m:C': 'temp', 'relative_humidity_2m:p': 'humid',\n",
    "                            'precip_1h:mm': 'prec'}, inplace=True)\n",
    "capitals_df.drop(['Unnamed: 1'], axis=1, inplace=True)\n",
    "capital_names = capitals_df.city.unique()\n",
    "\n",
    "for item in capital_names:\n",
    "    \n",
    "    ads = capitals_df.copy()\n",
    "    ads = ads[ads['city'] == item]\n",
    "    \n",
    "    feature = 'humid'\n",
    "\n",
    "    ads = ads[[feature]]\n",
    "    ads.rename(columns={feature:'Ads'}, inplace=True)\n",
    "    \n",
    "    ads_anomaly = ads.copy()\n",
    "    ads_anomaly.iloc[-20] = ads_anomaly.iloc[-20] * 0.2\n",
    "\n",
    "    anomalies_results = getAnomaliesList(ads_anomaly, 4)\n",
    "    anomalies_values = anomalies_results['Ads'].values\n",
    "\n",
    "    anomalies_indexes = []\n",
    "\n",
    "    for i, value in enumerate(anomalies_values):\n",
    "        if not math.isnan(value):\n",
    "            anomalies_indexes.append(i)\n",
    "    \n",
    "    if not anomaly_points.get(item):\n",
    "        anomaly_points[item] = {}\n",
    "    anomaly_points[item]['anomalous_points_'+feature] = anomalies_indexes\n",
    "    anomaly_points[item]['timeseries_'+feature] = capitals_df[capitals_df.city == item][feature].values.tolist()\n",
    "    \n",
    "# saving processed data in json format\n",
    "import json\n",
    "with open('anomaly_'+feature+'_points.json', 'w', encoding='utf8') as file:\n",
    "    json.dump(anomaly_points, file, ensure_ascii=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "similarity_series = {}\n",
    "\n",
    "for item1 in capital_names:\n",
    "    ads = capitals_df.copy()\n",
    "    city1 = ads[ads['city'] == item1]\n",
    "    \n",
    "    similarity_series[item1] = {}\n",
    "    \n",
    "    for item2 in capital_names:\n",
    "        ads = capitals_df.copy()\n",
    "        city2 = ads[ads['city'] == item2]\n",
    "        \n",
    "        similarity_series[item1][item2] = {}\n",
    "        \n",
    "        list_features = ['temp', 'humid', 'prec']\n",
    "        \n",
    "        for feature in list_features:\n",
    "            \n",
    "            # Calculate euclidean distance to get similatiry between the timeseries\n",
    "            from sklearn.metrics.pairwise import cosine_similarity\n",
    "            \n",
    "            distance = cosine_similarity(city1[feature].values.reshape(1, -1), city2[feature].values.reshape(1, -1))\n",
    "            distance = distance[0][0] if distance[0][0] > 0 else 0.01\n",
    "            \n",
    "            similarity_series[item1][item2]['similarity_' + feature] = float(f\"{distance:.2f}\")        \n",
    "\n",
    "\n",
    "# saving processed data in json format\n",
    "import json\n",
    "with open('climatic_similarity.json', 'w', encoding='utf8') as file:\n",
    "    json.dump(similarity_series, file, ensure_ascii=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Rio Branco': {'Rio Branco': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Maceió': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Macapá': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Manaus': {'similarity_temp': 0.8,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.28},\n",
       "  'Salvador': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Fortaleza': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Brasília': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.34},\n",
       "  'Vitória': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Goiânia': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.34},\n",
       "  'São Luís': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Cuiabá': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.34},\n",
       "  'Campo Grande': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Belém': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'João Pessoa': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Recife': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Teresina': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Natal': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Porto Alegre': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Porto Velho': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.48},\n",
       "  'Boa Vista': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Florianópolis': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'São Paulo': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Aracaju': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Palmas': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04}},\n",
       " 'Maceió': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Macapá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Salvador': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Fortaleza': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.26},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.23},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.41},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.26},\n",
       "  'Porto Alegre': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.3},\n",
       "  'Florianópolis': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04}},\n",
       " 'Macapá': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Maceió': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Macapá': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Salvador': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Fortaleza': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'São Luís': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Campo Grande': {'similarity_temp': 0.75,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Porto Alegre': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.35},\n",
       "  'Boa Vista': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Florianópolis': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Aracaju': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16}},\n",
       " 'Manaus': {'Rio Branco': {'similarity_temp': 0.8,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.28},\n",
       "  'Maceió': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Macapá': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Manaus': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Salvador': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Fortaleza': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Brasília': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Vitória': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Goiânia': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'São Luís': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Cuiabá': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Campo Grande': {'similarity_temp': 0.24,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Belém': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'João Pessoa': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.25},\n",
       "  'Recife': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.4},\n",
       "  'Teresina': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Natal': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.24},\n",
       "  'Porto Alegre': {'similarity_temp': 0.04,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Porto Velho': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.59},\n",
       "  'Boa Vista': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Florianópolis': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.5},\n",
       "  'São Paulo': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Aracaju': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Palmas': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1}},\n",
       " 'Salvador': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Macapá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Salvador': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Fortaleza': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Campo Grande': {'similarity_temp': 0.77,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Natal': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Porto Alegre': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Florianópolis': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.51},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06}},\n",
       " 'Fortaleza': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.26},\n",
       "  'Macapá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Salvador': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Fortaleza': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Alegre': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.41},\n",
       "  'Florianópolis': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Paulo': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03}},\n",
       " 'Brasília': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.34},\n",
       "  'Maceió': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Macapá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Salvador': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Fortaleza': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Brasília': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Vitória': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.47},\n",
       "  'Goiânia': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'São Luís': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Cuiabá': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Campo Grande': {'similarity_temp': 0.85,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'João Pessoa': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Recife': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Teresina': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Natal': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Alegre': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Boa Vista': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Paulo': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Aracaju': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Palmas': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23}},\n",
       " 'Vitória': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Maceió': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Macapá': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Salvador': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Fortaleza': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Brasília': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.47},\n",
       "  'Vitória': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Goiânia': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.47},\n",
       "  'São Luís': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Cuiabá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.47},\n",
       "  'Campo Grande': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Belém': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'João Pessoa': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Recife': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Teresina': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Natal': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Porto Alegre': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Boa Vista': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Paulo': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Aracaju': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Palmas': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.32}},\n",
       " 'Goiânia': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.34},\n",
       "  'Maceió': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Macapá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Salvador': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Fortaleza': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Brasília': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Vitória': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.47},\n",
       "  'Goiânia': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'São Luís': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Cuiabá': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Campo Grande': {'similarity_temp': 0.85,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'João Pessoa': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Recife': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Teresina': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Natal': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Alegre': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Boa Vista': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Paulo': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Aracaju': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Palmas': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23}},\n",
       " 'São Luís': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Maceió': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Macapá': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Salvador': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Fortaleza': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'São Luís': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Belém': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.38},\n",
       "  'João Pessoa': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.41},\n",
       "  'Recife': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Teresina': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.62},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Natal': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.32},\n",
       "  'Porto Alegre': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Boa Vista': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.3},\n",
       "  'Florianópolis': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'São Paulo': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Aracaju': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13}},\n",
       " 'Cuiabá': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.34},\n",
       "  'Maceió': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Macapá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Salvador': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Fortaleza': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Brasília': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Vitória': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.47},\n",
       "  'Goiânia': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'São Luís': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Cuiabá': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Campo Grande': {'similarity_temp': 0.85,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'João Pessoa': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Recife': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Teresina': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Natal': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Alegre': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Boa Vista': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Paulo': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Aracaju': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Palmas': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23}},\n",
       " 'Campo Grande': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Maceió': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Macapá': {'similarity_temp': 0.75,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Manaus': {'similarity_temp': 0.24,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Salvador': {'similarity_temp': 0.77,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Fortaleza': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Brasília': {'similarity_temp': 0.85,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'Vitória': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Goiânia': {'similarity_temp': 0.85,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'São Luís': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Cuiabá': {'similarity_temp': 0.85,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'Campo Grande': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.8,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Belém': {'similarity_temp': 0.78,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'João Pessoa': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Recife': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Teresina': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.81,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Natal': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Porto Alegre': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.25},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Boa Vista': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Florianópolis': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'São Paulo': {'similarity_temp': 0.83,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Aracaju': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Palmas': {'similarity_temp': 0.83,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14}},\n",
       " 'Belo Horizonte': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Maceió': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Macapá': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Salvador': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Fortaleza': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Brasília': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Vitória': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Goiânia': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'São Luís': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Cuiabá': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Campo Grande': {'similarity_temp': 0.8,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Belo Horizonte': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'João Pessoa': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Recife': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Teresina': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Rio de Janeiro': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Natal': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Porto Alegre': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Boa Vista': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.02},\n",
       "  'São Paulo': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Aracaju': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Palmas': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.08}},\n",
       " 'Belém': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Maceió': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Macapá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Salvador': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Fortaleza': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.38},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Campo Grande': {'similarity_temp': 0.78,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Belém': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'João Pessoa': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Recife': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Teresina': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Natal': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Porto Alegre': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Boa Vista': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Florianópolis': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'São Paulo': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Aracaju': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1}},\n",
       " 'João Pessoa': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Macapá': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.25},\n",
       "  'Salvador': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Fortaleza': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.41},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.17},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.61},\n",
       "  'Porto Alegre': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.54},\n",
       "  'Florianópolis': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05}},\n",
       " 'Recife': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Maceió': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.41},\n",
       "  'Macapá': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.4},\n",
       "  'Salvador': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Fortaleza': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Brasília': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Vitória': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Goiânia': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'São Luís': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Cuiabá': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Campo Grande': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Belém': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.14},\n",
       "  'João Pessoa': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Recife': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Teresina': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Natal': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Porto Alegre': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.28},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.35},\n",
       "  'Boa Vista': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Florianópolis': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.59},\n",
       "  'São Paulo': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Aracaju': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11}},\n",
       " 'Teresina': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Maceió': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Macapá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Salvador': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Fortaleza': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'São Luís': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.62},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Belém': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.37},\n",
       "  'João Pessoa': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Teresina': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Natal': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Porto Alegre': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Boa Vista': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Florianópolis': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'São Paulo': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Aracaju': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07}},\n",
       " 'Rio de Janeiro': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Maceió': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Macapá': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Salvador': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Fortaleza': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Brasília': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Vitória': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Goiânia': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'São Luís': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Cuiabá': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Campo Grande': {'similarity_temp': 0.81,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Belo Horizonte': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'João Pessoa': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Recife': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Teresina': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Rio de Janeiro': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Natal': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Porto Alegre': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Boa Vista': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.01},\n",
       "  'São Paulo': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.5},\n",
       "  'Aracaju': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Palmas': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05}},\n",
       " 'Natal': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.26},\n",
       "  'Macapá': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.24},\n",
       "  'Salvador': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Fortaleza': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'São Luís': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.32},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Belém': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.61},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Porto Alegre': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Florianópolis': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05}},\n",
       " 'Porto Alegre': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Maceió': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Macapá': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Manaus': {'similarity_temp': 0.04,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Salvador': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Fortaleza': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Brasília': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Vitória': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Goiânia': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'São Luís': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Cuiabá': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Campo Grande': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.25},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Belém': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'João Pessoa': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Recife': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.28},\n",
       "  'Teresina': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Natal': {'similarity_temp': 0.88,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Porto Alegre': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Boa Vista': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Florianópolis': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.18},\n",
       "  'São Paulo': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Aracaju': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.01},\n",
       "  'Palmas': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05}},\n",
       " 'Porto Velho': {'Rio Branco': {'similarity_temp': 0.92,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.48},\n",
       "  'Maceió': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Macapá': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.35},\n",
       "  'Manaus': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.59},\n",
       "  'Salvador': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Fortaleza': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Brasília': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Vitória': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Goiânia': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'São Luís': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Cuiabá': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.31},\n",
       "  'Campo Grande': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.21},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Belém': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.2},\n",
       "  'João Pessoa': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Recife': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.35},\n",
       "  'Teresina': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Natal': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Porto Alegre': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Porto Velho': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Boa Vista': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Florianópolis': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'São Paulo': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Aracaju': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Palmas': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.18}},\n",
       " 'Boa Vista': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.3},\n",
       "  'Macapá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Salvador': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Fortaleza': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.41},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.3},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.54},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.17},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.37},\n",
       "  'Porto Alegre': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Florianópolis': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05}},\n",
       " 'Florianópolis': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Maceió': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Macapá': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.5},\n",
       "  'Salvador': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Fortaleza': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Brasília': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Vitória': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Goiânia': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Luís': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Cuiabá': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Campo Grande': {'similarity_temp': 0.87,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Belém': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'João Pessoa': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Recife': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.59},\n",
       "  'Teresina': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.01},\n",
       "  'Natal': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Porto Alegre': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.46},\n",
       "  'Boa Vista': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Florianópolis': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'São Paulo': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Aracaju': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.01},\n",
       "  'Palmas': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03}},\n",
       " 'São Paulo': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Maceió': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Macapá': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Salvador': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Fortaleza': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Brasília': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Vitória': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Goiânia': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'São Luís': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Cuiabá': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.19},\n",
       "  'Campo Grande': {'similarity_temp': 0.83,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Belém': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'João Pessoa': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Recife': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Teresina': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.5},\n",
       "  'Natal': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Porto Alegre': {'similarity_temp': 0.93,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Boa Vista': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Florianópolis': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.02},\n",
       "  'São Paulo': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Aracaju': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12}},\n",
       " 'Aracaju': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Maceió': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.22},\n",
       "  'Macapá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Salvador': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.51},\n",
       "  'Fortaleza': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Brasília': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Vitória': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Goiânia': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Luís': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Cuiabá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Campo Grande': {'similarity_temp': 0.76,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.02},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'João Pessoa': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Recife': {'similarity_temp': 0.94,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Teresina': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Natal': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.09},\n",
       "  'Porto Alegre': {'similarity_temp': 0.89,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.01},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.2},\n",
       "  'Boa Vista': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.15},\n",
       "  'Florianópolis': {'similarity_temp': 0.95,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.01},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Aracaju': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0},\n",
       "  'Palmas': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.01}},\n",
       " 'Palmas': {'Rio Branco': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Maceió': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.04},\n",
       "  'Macapá': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.16},\n",
       "  'Manaus': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'Salvador': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.06},\n",
       "  'Fortaleza': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.03},\n",
       "  'Brasília': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Vitória': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.32},\n",
       "  'Goiânia': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23},\n",
       "  'São Luís': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.13},\n",
       "  'Cuiabá': {'similarity_temp': 0.99,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 0.23},\n",
       "  'Campo Grande': {'similarity_temp': 0.83,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.14},\n",
       "  'Belo Horizonte': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.08},\n",
       "  'Belém': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.1},\n",
       "  'João Pessoa': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Recife': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.11},\n",
       "  'Teresina': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.07},\n",
       "  'Rio de Janeiro': {'similarity_temp': 0.98,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Natal': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Porto Alegre': {'similarity_temp': 0.91,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Porto Velho': {'similarity_temp': 0.01,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.18},\n",
       "  'Boa Vista': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.98,\n",
       "   'similarity_prec': 0.05},\n",
       "  'Florianópolis': {'similarity_temp': 0.96,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.03},\n",
       "  'São Paulo': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.12},\n",
       "  'Aracaju': {'similarity_temp': 0.97,\n",
       "   'similarity_humid': 0.99,\n",
       "   'similarity_prec': 0.01},\n",
       "  'Palmas': {'similarity_temp': 1.0,\n",
       "   'similarity_humid': 1.0,\n",
       "   'similarity_prec': 1.0}}}"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "similarity_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[15.6,\n",
       " 14.1,\n",
       " 16.2,\n",
       " 11.9,\n",
       " 14.2,\n",
       " 14.1,\n",
       " 14.9,\n",
       " 12.5,\n",
       " 11.3,\n",
       " 15.1,\n",
       " 14.5,\n",
       " 14.7,\n",
       " 15.1,\n",
       " 16.5,\n",
       " 14.2,\n",
       " 12.8,\n",
       " 13.7,\n",
       " 14.0,\n",
       " 14.9,\n",
       " 15.4,\n",
       " 14.7,\n",
       " 14.7,\n",
       " 16.0,\n",
       " 17.4,\n",
       " 14.0,\n",
       " 13.2,\n",
       " 16.5,\n",
       " 17.4,\n",
       " 16.1,\n",
       " 17.4,\n",
       " 14.2,\n",
       " 15.9,\n",
       " 18.3,\n",
       " 15.7,\n",
       " 15.0,\n",
       " 12.1,\n",
       " 11.6,\n",
       " 14.9,\n",
       " 16.6,\n",
       " 16.2,\n",
       " 16.8,\n",
       " 17.8,\n",
       " 14.8,\n",
       " 13.0,\n",
       " 12.6,\n",
       " 13.2,\n",
       " 14.2,\n",
       " 14.5,\n",
       " 16.0,\n",
       " 15.9,\n",
       " 15.4,\n",
       " 16.8,\n",
       " 14.9,\n",
       " 15.3,\n",
       " 16.0,\n",
       " 16.9,\n",
       " 14.1,\n",
       " 15.3,\n",
       " 16.3,\n",
       " 17.1,\n",
       " 18.0,\n",
       " 16.9,\n",
       " 16.9,\n",
       " 16.1,\n",
       " 17.0,\n",
       " 17.9,\n",
       " 14.4,\n",
       " 13.7,\n",
       " 16.1,\n",
       " 17.9,\n",
       " 14.8,\n",
       " 15.3,\n",
       " 14.9,\n",
       " 13.7,\n",
       " 14.5,\n",
       " 17.4,\n",
       " 15.4,\n",
       " 16.8,\n",
       " 15.7,\n",
       " 15.4,\n",
       " 16.1,\n",
       " 15.6,\n",
       " 18.7,\n",
       " 15.9,\n",
       " 13.8,\n",
       " 14.9,\n",
       " 16.0,\n",
       " 14.2,\n",
       " 14.9,\n",
       " 15.4,\n",
       " 12.3,\n",
       " 17.4,\n",
       " 18.2,\n",
       " 14.0,\n",
       " 15.5,\n",
       " 12.7,\n",
       " 13.0,\n",
       " 16.3,\n",
       " 16.7,\n",
       " 15.5,\n",
       " 15.3,\n",
       " 13.2,\n",
       " 13.6,\n",
       " 14.1,\n",
       " 16.2,\n",
       " 14.4,\n",
       " 15.1,\n",
       " 13.8,\n",
       " 17.6,\n",
       " 11.4,\n",
       " 11.2,\n",
       " 15.3,\n",
       " 15.2,\n",
       " 15.5,\n",
       " 16.2,\n",
       " 15.2,\n",
       " 11.9,\n",
       " 14.7,\n",
       " 16.1,\n",
       " 14.1,\n",
       " 14.5,\n",
       " 15.2,\n",
       " 11.6,\n",
       " 13.0,\n",
       " 15.3,\n",
       " 16.5,\n",
       " 16.8,\n",
       " 13.8,\n",
       " 15.5,\n",
       " 17.2,\n",
       " 13.0,\n",
       " 12.4,\n",
       " 13.2,\n",
       " 14.1,\n",
       " 14.8,\n",
       " 12.8,\n",
       " 16.4,\n",
       " 13.6,\n",
       " 13.4,\n",
       " 16.3,\n",
       " 11.9,\n",
       " 10.2,\n",
       " 14.2,\n",
       " 14.8,\n",
       " 12.6,\n",
       " 9.6,\n",
       " 14.7,\n",
       " 15.3,\n",
       " 14.6,\n",
       " 14.9,\n",
       " 15.8,\n",
       " 14.4]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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