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Lab_20_intro_to_ML_time_series_part_IV.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/jamm1985/f006396fabcf19b747318ed57a03b1d3/lab_20_intro_to_ml_time_series_part_iv.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Видео лабораторной: https://youtu.be/9Pq7DUGhnVk\n",
"\n",
"TG: https://t.me/data_science_news\n",
"\n",
"\n",
"\n",
"---"
],
"metadata": {
"id": "CwTqhR4yN_bS"
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "DGim1TtPRZzv",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "2cb1248d-ba2b-4c3b-ab6d-ce4465a9a0db"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
"Requirement already satisfied: statsmodels==0.13.0 in /usr/local/lib/python3.7/dist-packages (0.13.0)\n",
"Requirement already satisfied: scipy>=1.3 in /usr/local/lib/python3.7/dist-packages (from statsmodels==0.13.0) (1.4.1)\n",
"Requirement already satisfied: patsy>=0.5.2 in /usr/local/lib/python3.7/dist-packages (from statsmodels==0.13.0) (0.5.2)\n",
"Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from statsmodels==0.13.0) (1.21.6)\n",
"Requirement already satisfied: pandas>=0.25 in /usr/local/lib/python3.7/dist-packages (from statsmodels==0.13.0) (1.3.5)\n",
"Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25->statsmodels==0.13.0) (2022.1)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25->statsmodels==0.13.0) (2.8.2)\n",
"Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from patsy>=0.5.2->statsmodels==0.13.0) (1.15.0)\n"
]
}
],
"source": [
"# install the latest statsmodels package\n",
"!pip install statsmodels==0.13.0"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "MZY6FbV4ZlNH"
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"from pandas.tseries.offsets import DateOffset\n",
"\n",
"import matplotlib.pyplot as plt\n",
"from statsmodels.graphics.tsaplots import plot_acf, plot_pacf, plot_predict\n",
"\n",
"from statsmodels.tsa.arima.model import ARIMA\n",
"\n",
"import tensorflow as tf"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "OClGGrtiZxRB",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 238
},
"outputId": "63df95ac-d879-4392-87a2-ac454f8df0b0"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Temp\n",
"Date \n",
"1981-01-01 20.7\n",
"1981-01-02 17.9\n",
"1981-01-03 18.8\n",
"1981-01-04 14.6\n",
"1981-01-05 15.8"
],
"text/html": [
"\n",
" <div id=\"df-469044cd-b909-4747-bacd-5316488d1fbc\">\n",
" <div class=\"colab-df-container\">\n",
" <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>Temp</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1981-01-01</th>\n",
" <td>20.7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-02</th>\n",
" <td>17.9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-03</th>\n",
" <td>18.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-04</th>\n",
" <td>14.6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981-01-05</th>\n",
" <td>15.8</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-469044cd-b909-4747-bacd-5316488d1fbc')\"\n",
" title=\"Convert this dataframe to an interactive table.\"\n",
" style=\"display:none;\">\n",
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" </svg>\n",
" </button>\n",
" \n",
" <style>\n",
" .colab-df-container {\n",
" display:flex;\n",
" flex-wrap:wrap;\n",
" gap: 12px;\n",
" }\n",
"\n",
" .colab-df-convert {\n",
" background-color: #E8F0FE;\n",
" border: none;\n",
" border-radius: 50%;\n",
" cursor: pointer;\n",
" display: none;\n",
" fill: #1967D2;\n",
" height: 32px;\n",
" padding: 0 0 0 0;\n",
" width: 32px;\n",
" }\n",
"\n",
" .colab-df-convert:hover {\n",
" background-color: #E2EBFA;\n",
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
" fill: #174EA6;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
" }\n",
"\n",
" [theme=dark] .colab-df-convert:hover {\n",
" background-color: #434B5C;\n",
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
" fill: #FFFFFF;\n",
" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-469044cd-b909-4747-bacd-5316488d1fbc button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-469044cd-b909-4747-bacd-5316488d1fbc');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
]
},
"metadata": {},
"execution_count": 3
}
],
"source": [
"# minimum daily temperatures over 10 years (1981-1990) in the city Melbourne, Australia.\n",
"temp_data = pd.read_csv('https://raw.githubusercontent.com/jbrownlee/Datasets/master/daily-min-temperatures.csv',\n",
" index_col=0, parse_dates=True, squeeze=True,\n",
" )\n",
"temp_data = pd.DataFrame(temp_data)\n",
"temp_data.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "vmPcQCPeZ7bl",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 592
},
"outputId": "0068c9bf-0329-460a-d5af-d1668dfc9c85"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fab88bc0490>"
]
},
"metadata": {},
"execution_count": 4
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"temp_data.plot(figsize=(15,10),fontsize=15)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "pVbvI8ouZ9zl"
},
"outputs": [],
"source": [
"# stplit the data\n",
"y = pd.Series(temp_data['Temp'], index=temp_data.index)\n",
"y = y.asfreq('d')\n",
"y_train = y.loc['1981-01-01':'1988-01-01']\n",
"y_test = y.loc['1988-01-01':]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "iBaqQahmaxIh",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"outputId": "2d471453-8d76-425b-e24e-7f43ae0a4141"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fab88a3f090>"
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"pd.concat([y_train.rename('train'), y_test.rename('test')], axis=1).plot(figsize=(15,10),fontsize=15)"
]
},
{
"cell_type": "markdown",
"source": [
"SARIMA"
],
"metadata": {
"id": "P3Ok-jGP5Q5D"
}
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"id": "yj0q_mPWbZeo",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "72103a30-7984-4dda-ad59-dc3c5e5912d0"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" SARIMAX Results \n",
"=========================================================================================\n",
"Dep. Variable: Temp No. Observations: 2557\n",
"Model: ARIMA(0, 1, 3)x(0, 1, [], 90) Log Likelihood -6565.329\n",
"Date: Thu, 02 Jun 2022 AIC 13138.658\n",
"Time: 05:16:45 BIC 13161.899\n",
"Sample: 01-01-1981 HQIC 13147.102\n",
" - 01-01-1988 \n",
"Covariance Type: opg \n",
"==============================================================================\n",
" coef std err z P>|z| [0.025 0.975]\n",
"------------------------------------------------------------------------------\n",
"ma.L1 -0.3933 0.018 -21.262 0.000 -0.430 -0.357\n",
"ma.L2 -0.3498 0.020 -17.625 0.000 -0.389 -0.311\n",
"ma.L3 -0.1046 0.020 -5.282 0.000 -0.143 -0.066\n",
"sigma2 12.0383 0.342 35.195 0.000 11.368 12.709\n",
"===================================================================================\n",
"Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 0.22\n",
"Prob(Q): 0.97 Prob(JB): 0.89\n",
"Heteroskedasticity (H): 0.88 Skew: -0.01\n",
"Prob(H) (two-sided): 0.07 Kurtosis: 3.04\n",
"===================================================================================\n",
"\n",
"Warnings:\n",
"[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
]
}
],
"source": [
"# SARIMAX model\n",
"# https://www.statsmodels.org/dev/generated/statsmodels.tsa.statespace.sarimax.SARIMAX.html\n",
"# https://online.stat.psu.edu/stat510/lesson/4/4.1\n",
"\n",
"ma_mod_2 = ARIMA(y_train, order=(0, 1, 3), seasonal_order=(0,1,0,90), trend=\"n\")\n",
"ma_mod_res_2 = ma_mod_2.fit()\n",
"print(ma_mod_res_2.summary())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "RtGvmZo5dfo-",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 567
},
"outputId": "7a4e25ba-4caa-4686-a02c-31ae76f2e495"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x648 with 4 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"fig = plt.figure(figsize=(16, 9))\n",
"fig = ma_mod_res_2.plot_diagnostics(fig=fig, lags=30)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "qAimaxn0d7qn",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 563
},
"outputId": "46195063-f497-448e-8845-d5ada3472104"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1152x648 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"fig, ax = plt.subplots(figsize=(16, 9))\n",
"ax = y_test.plot(ax=ax)\n",
"fig = plot_predict(ma_mod_res_2, dynamic=False, plot_insample=False, start='1988-01-01', end='1990-12-31', ax=ax)\n",
"legend = ax.legend(loc=\"upper left\")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"id": "45R_HrvZfAzx",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "c497c330-311f-4ec7-a903-7db7d0d8438c"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"1988-01-01 13.663748\n",
"1988-01-02 15.256460\n",
"1988-01-03 9.506664\n",
"1988-01-04 14.835509\n",
"1988-01-05 11.135509\n",
" ... \n",
"1990-12-27 44.461621\n",
"1990-12-28 51.361621\n",
"1990-12-29 50.061621\n",
"1990-12-30 46.761621\n",
"1990-12-31 46.961621\n",
"Freq: D, Name: predicted_mean, Length: 1096, dtype: float64"
]
},
"metadata": {},
"execution_count": 10
}
],
"source": [
"sarima_predicted = ma_mod_res_2.predict(start='1988-01-01', end='1990-12-31', dynamic=False)\n",
"sarima_predicted"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UTlQurdKUVD5"
},
"source": [
"$$\\mathrm{MAE} = \\frac{1}{n} \\sum_{t=1}^n |x_t - \\hat{x}_t|$$"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"id": "8ZVUQzniqejU",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "7154e5b8-94a8-4b1e-917c-31620d969f5a"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"3.218801313662881"
]
},
"metadata": {},
"execution_count": 13
}
],
"source": [
"# four months MAE\n",
"np.sum(np.abs(y_test['1988-01-01':'1988-03-01'] - sarima_predicted['1988-01-01':'1988-03-01']))/len(y_test['1988-01-01':'1988-03-01'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"id": "yCggBirafCJJ",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "751ba588-7343-49cb-f02a-69cbc0e5ffd3"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"19.593154084785983"
]
},
"metadata": {},
"execution_count": 14
}
],
"source": [
"# long-term MAE\n",
"np.sum(np.abs(y_test - sarima_predicted))/len(y_test)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"id": "88QrBGe5zeq3"
},
"outputs": [],
"source": [
"# split a univariate sequence into samples\n",
"# source https://machinelearningmastery.com/how-to-develop-lstm-models-for-time-series-forecasting/\n",
"def split_sequence(sequence, n_steps):\n",
"\tX, y = list(), list()\n",
"\tfor i in range(len(sequence)):\n",
"\t\t# find the end of this pattern\n",
"\t\tend_ix = i + n_steps\n",
"\t\t# check if we are beyond the sequence\n",
"\t\tif end_ix > len(sequence)-1:\n",
"\t\t\tbreak\n",
"\t\t# gather input and output parts of the pattern\n",
"\t\tseq_x, seq_y = sequence[i:end_ix], sequence[end_ix]\n",
"\t\tX.append(seq_x)\n",
"\t\ty.append(seq_y)\n",
"\treturn np.array(X), np.array(y)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"id": "7yxRSGrG0Wf2",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "0b6303a5-6018-4bcc-c4a0-5a36d0e3c4d2"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"((2557,), (2549, 7, 1), (2549,), (1088, 7, 1), (1088,))"
]
},
"metadata": {},
"execution_count": 16
}
],
"source": [
"# define train data\n",
"n_steps = 7\n",
"n_features = 1\n",
"X_train, Y_train = split_sequence(y_train.dropna().to_numpy(), n_steps)\n",
"X_test, Y_test = split_sequence(y_test.dropna().to_numpy(), n_steps)\n",
"X_train = X_train.reshape((X_train.shape[0], X_train.shape[1], n_features))\n",
"\n",
"X_test = X_test.reshape((X_test.shape[0], X_test.shape[1], n_features))\n",
"y_train.shape, X_train.shape, Y_train.shape, X_test.shape, Y_test.shape"
]
},
{
"cell_type": "code",
"source": [
"y_train[:15]"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zZuUN8E85AjZ",
"outputId": "6dd51c22-9439-4e58-a5cb-446488eb6dc9"
},
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Date\n",
"1981-01-01 20.7\n",
"1981-01-02 17.9\n",
"1981-01-03 18.8\n",
"1981-01-04 14.6\n",
"1981-01-05 15.8\n",
"1981-01-06 15.8\n",
"1981-01-07 15.8\n",
"1981-01-08 17.4\n",
"1981-01-09 21.8\n",
"1981-01-10 20.0\n",
"1981-01-11 16.2\n",
"1981-01-12 13.3\n",
"1981-01-13 16.7\n",
"1981-01-14 21.5\n",
"1981-01-15 25.0\n",
"Freq: D, Name: Temp, dtype: float64"
]
},
"metadata": {},
"execution_count": 19
}
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"id": "FpoDH6ch0A7u",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "7dbd3292-8e69-41e9-c633-8f5bf724d99e"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(array([[[20.7],\n",
" [17.9],\n",
" [18.8],\n",
" [14.6],\n",
" [15.8],\n",
" [15.8],\n",
" [15.8]],\n",
" \n",
" [[17.9],\n",
" [18.8],\n",
" [14.6],\n",
" [15.8],\n",
" [15.8],\n",
" [15.8],\n",
" [17.4]]]), array([17.4, 21.8]))"
]
},
"metadata": {},
"execution_count": 17
}
],
"source": [
"X_train[:2], Y_train[:2]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"id": "MxaTU4Xc1qLa"
},
"outputs": [],
"source": [
"# https://www.tensorflow.org/tutorials/structured_data/time_series?hl=en\n",
"\n",
"MAX_EPOCHS=10\n",
"\n",
"def compile_and_fit(model, x_train, y_train, x_test, y_test, batch_size=32, patience=2, learning_rate=0.001):\n",
" early_stopping = tf.keras.callbacks.EarlyStopping(monitor='val_loss',\n",
" patience=patience,\n",
" mode='min')\n",
"\n",
" model.compile(loss=tf.losses.MeanSquaredError(),\n",
" optimizer=tf.optimizers.Adam(learning_rate=learning_rate),\n",
" metrics=[tf.metrics.MeanAbsoluteError()])\n",
"\n",
" history = model.fit(x_train, y_train, epochs=MAX_EPOCHS,\n",
" validation_data=(x_test, y_test),\n",
" batch_size=batch_size,\n",
" callbacks=[early_stopping])\n",
" return history"
]
},
{
"cell_type": "markdown",
"source": [
"## SIMPLE NN\n",
"\n",
"$X_i \\in R^{d}$, $y_i=f(X) \\in R$\n",
"\n",
"$Z_m = \\mathrm{RELU} (w_{om} + w_{0m}^TX_i)$, где $m= 1...M$ и $\\mathrm{RELU}(z)=\\max\\{ 0, z\\}$\n",
"\n",
"$\\hat{f}(X_i)=w_1 + w_{1}^T Z$\n",
"\n"
],
"metadata": {
"id": "b0HTHenk6EzZ"
}
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"id": "Q86YUQBUyqvz",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "3b8121df-b38e-49ae-9a8d-39e21327e2d7"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" dense (Dense) (None, 7, 24) 48 \n",
" \n",
" flatten (Flatten) (None, 168) 0 \n",
" \n",
" dense_1 (Dense) (None, 1) 169 \n",
" \n",
"=================================================================\n",
"Total params: 217\n",
"Trainable params: 217\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"# https://www.tensorflow.org/api_docs/python/tf/keras/Sequential\n",
"# https://www.tensorflow.org/api_docs/python/tf/keras/layers/Dense\n",
"\n",
"simple = tf.keras.Sequential([\n",
" tf.keras.layers.Dense(units=24, activation='relu',input_shape=(n_steps, n_features)),\n",
" tf.keras.layers.Flatten(),\n",
" tf.keras.layers.Dense(units=1)\n",
"])\n",
"\n",
"simple.summary()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"id": "bCwrJdN-y55Z",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "e748d13d-4368-4667-d0b9-1c749e1fc1cc"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/10\n",
"2549/2549 [==============================] - 10s 4ms/step - loss: 6.8310 - mean_absolute_error: 2.0538 - val_loss: 5.4947 - val_mean_absolute_error: 1.8448\n",
"Epoch 2/10\n",
"2549/2549 [==============================] - 5s 2ms/step - loss: 6.6680 - mean_absolute_error: 2.0274 - val_loss: 7.5841 - val_mean_absolute_error: 2.2254\n",
"Epoch 3/10\n",
"2549/2549 [==============================] - 5s 2ms/step - loss: 6.4832 - mean_absolute_error: 2.0053 - val_loss: 5.7698 - val_mean_absolute_error: 1.8752\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7fab7cf70b10>"
]
},
"metadata": {},
"execution_count": 24
}
],
"source": [
"compile_and_fit(simple, X_train, Y_train, X_test, Y_test, batch_size=1)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"id": "sPuWI3ijzNDG",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 608
},
"outputId": "48ca36be-eefc-47ef-8bbb-b25ec4ff46f5"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fab7cdde450>"
]
},
"metadata": {},
"execution_count": 25
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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Yr9lgGAdFCFly8EmfE2ndvA92yXtLhE2OUNgWIYuF0QybbHbeGuF7JZfOGxkNhvGaDbgKSwgZAijecmILsgNd8t7ovBEyWCJzaoSuvzjnLRk2eYzYgzfu/epoVWchS5ZhfGby0iKEDAMUbzmRCnj1xH14lnika8VJySbdhAwUKRUOxyROmrxu0EMpjLjaZLJgyTfKn8VL938HOPDooIZGSGEMo3ij80YIGQZKgx7AYkMqhfPkPwBV4NLaaV23NTDRmZCFRyqFr1c+i+c8/ggw/TZg+RGDHlLfmEJJtvNW9wKsE0/oF447iGERUijDWLCEOW+EkGGAzltO7AeK7HIjT4RNzteACCFtCaTCMWJv+Go0rkIj2uyJZM2XqIowjDvwBzEsQgplGK/Wbs98QghZCCjecmLHvHdbGUyETfKeT8iCI5WCi/CiFaPhSJnKkn5gO2/2jal7D0pChp1hdN6GcUyEkKUHxVtO7Jt3t/j3xI2e93xCFpxAWuJtRC7CRtDsvNU9K/82oHgji59h1EnMeSOEDAMUbzlJCDK/W6uA+OdhLHtMyKjjBQouAv1CjUapuMh5s24wpbl98QZ03sgIMCx54iqRKjHAgRBCSAjFW05sQVaqH+iyLcMmCRkkNS+InbcFFm/b9s3i7O/fHfVlK4o45y0+rmpMxRsw542MAMPyzLSf+aPivE3OeXjPt+/EZJd2R4SQ4YTiLSe2ICt3E29sFUDIQJkboHh7z7fvwKUbtmPjjslCj9uq2iTqM/HPdN7ICDAs+WV2ePKoFCy54OYt+PHdj+MbNz0y6KEQQnqA4i0n9s27Wt/fedtEk+7RuOkTspioezIWbzJY0HMfqmkHbMVYOdd+d2w7gFd94UbUvNbjjfu82SHcc/HPzHkjI8Cw6KREnnuHQV1821a8+//dsRBD6hvjIAohBjwSQnrjsf2zeNUXbsSeqfqghzIQKN5yYt+7q41u4o3OGyGDIpAKjUDCEeHVt8DO26E5LaKcnPOjj1+xCfftPIQHd021/Nzz9e9jV5sUjdl4A8mwSbL4GZY88UR7oA6LsOdevhFX3rtzIYbUN2Yx2aF4I4uUC2/dgvt2HsKlG7YPeigDgeItJ/bNe8Xstszb0ngjZGFpcq4WWrzVtHjLG/5lwiIrpda3Z0+asMn493F8S7zReSMjwLA8MxNhk8MyqD6RkXgb8EAI6ZGjDhsHAOycnOuy5WhC8ZYTKRU8ocOgVs/8pvO2CedtNG76hCwWBi3evNAZyxv+Vff1uNuJN986rgnjduywSea8kRFgWHSSXWGy4NpDA8PckxyqN7JIWbu8AgDYOVkb8EgGQ2nQA1hsSAU44SRwTVfxZr0YkgcRIUuFuSbxNpiLsFOeTCuM8+a2CWmyq1c+9f9chTc+90n43YA5b2S0GBaXK8iY87aYkAybJCMCnbcMCCHeLIT4kRBihxBiWgixQQjxpy22+yshxGYhRC3c5tTihjxYpJRR36jVc9s6TpRYbZKQhWW24UfXXc1LLZOrhS1YYsgdNhmKs3b7eUHy/R/esQOlhPPGnDey+BmWZ+Yohk2aX4PGG1msmGtx1xJ13vKGTb4PwDSA9wJ4HYBfALhECPEes0Eo5r4C4EIAfwRgE4CfCCGeVciIB03ouu1VK+EqH6gdartp1kRnQkj/NHyJF37m57ji7h0ABh82acjb2LfuGfHW+nPbeTsM07iici5+x3803oDOGxkBhqUsf9Zqk4sJ83vQeSOLFfMY3DvdGOxABkTesMnXKqX2Wq9/LoQ4GlrU/Vv43icAfEsp9fcAIIT4JYCTAJwD4PT+hjsEhKv3deh4WwTtvzjJVgHzOShCSN0PcHDWwxOHdOngQYo33xJYeRdu6mHYZLv2Ir6UeK54CD+sfgJf9V+NZzuP4Nm+1a+JOW+EFIYt2EalSbeMWgUMeCCE9MhSN0RyOW8p4Wa4E8DRACCEeCqA4wB8z9pHAvg+tAu36BGheKtlEm/6y/Uq5za4+x+e97ERspQxcyxz3TWHTS6ceJuux6GLeSd8Jmyy3V5eoPAG92YAwIucjc0bLHA/O0Lmg2GZnCWrRg/HmPolDpukeiOLk0Ra0ohcl3kootrkCwA8FP78jPDfB1Lb3A9gjRDiiALON1BEk/PWPefty5Uv4siLXjzvYyNkKWOuN3MfbypYsoCixs5L6zX8q33Om0QQ3rodxIJ0TnW/JxGyWBiWCMVBVZsMpMKGrQfm5dhsFUAWO/aiqIlWWUr0Jd7CQiRvAPDP4Vurw38PpjY9kPo8fZx3CiFuF0LcvmfPnn6GNO+IcPW+jqp+I2PYpBhQvg0hSwUzIVGR8za4sEmVyHft7RjtcuX8QLUUb4cwEe5I8UYWP8Oymm4miSeKR4Da5IKd9yu//A3edP4tuO2RfYUfOxJvVG9kkWIvis41ll60Sc/iTQixDsAlAK5QSl3QzyCUUl9TSp2slDr5iCOG3JwzYZMiW9hkCaz8RshCYCZZsp3ztoCTwSLKi2dx3lxbvKll4Qkp3sjiZ1icN339Kny/8kkc+eDFC3beh56YAjA/pdAlwybJIsd+rs40lt48uyfxJoRYA+BqAFsB/A/rI+OwHZbaZXXq80WLo/SXpJElbFIpVMGJFCELgdE65t/6AJ23ZLGi3mah7XbzAgkZ3rqrIr6/TGE8PPnSe5CRUWQ41JtehA0wJjw4jakFO6+RVfOx5qSisEmKN7I4sTvmzNJ5644QYgLATwBUALxGKTVrfWxy3Z6R2u0ZAPYrpYY7JjIDIoxlqosMYZMSFG+ELBAyct66FyzZsncG12zcOX9j6bNC3R84d2Plw5e1/MyXClK4AIBliHvcTKtxLerovJERYJict8jhXsBrS3QQVjN1HxfeuqX3fNrw12HUJFms2N/9mfrSW7DM26S7BF058mkAXqmU2m1/rpR6BLp4yZutfZzw9dV9j3YIyJfzFjtvKpxsEULmBxNGYW7pzWGT8etT/+WXOOPiO+Z9LEBvk9BvVf4vfuf6s1p+5vkSwtFdXpYhDqmaxRh8uMx5IyPBkKS8IZAK5TD9QXR43s8Xrf4On7v2QXzsik342f1P9HTMgM4bWeTYi6JL0XnL2+ftywBeBeAsAGuFEGutz+5UStWh+7xdLITYAuBmAH8OLfb+rO/RDgHChE2Kip4ldliJC5RCVeibvXIr4G2SkPkjDpuMC5aU7KVly3mb72a7dr5a0c2GPangui4ggYqIH1qTahkCUQKCpbcKSUaPYWkVoFScWyoWcGGk03xhck6P4+Bsb+Nhnzey2LGf4RRv3Xl5+O8XWnx2LIAtSqlvCyGWA/gQgI8C2AQdXtmiIdHiQ4Q38UaGsEml4rBJ5VbmfWyELGXMzdxMTBq+RKVkBRcsaM6bavlzEfiBxNpxB5hJvn8IE3TeyMgwJNoNgVIoI5wcZgibVEp1DHnMS6s/QzW8r9V77F3APm9ksSMT4m3pLVjmEm9KqXUZt/t3AP/ey4CGGWnFvmfKebPDJp3yvI+PkKVM3CrAvAZc0dp5m/+xxD/ncfmyuHReoHD0CrdJvE2qZfBRYs4bGQmGxXnTOW9avAnZPWxSqYIcrQ7HqLhavDV67G9F540sduywyZn60nPeimjSvWSQKhZvnshSbRIUb4QsEFKl/1UQwi77uHDirdectyzNRr1AotyiENIhTCCg80ZGhCHRbpBKoRyGJ4sMCyNFi85W1WpNRMF0rTfHwdyThuVvTEhelrrzRvGWA2nFvntOlmqTCmNhzhsYNknIvBI5b4jDJ+2csLZdr+eBpHjLPkPK0q/Glwpl1bzdFJbpsEnmvJERQA1Jq4C8zltRKa4itN5aHc44bgfneiugIlMh5oQsNpa685Y3521Jo503/SVpiDH9JsMmCRkKmsMmFcZEEM9+WjhvUio481Av254T5QmbvGnzXnTqbyWlQiAVSmgWaHPuCh02SeeNjADD0ipASt3nDchWsKQo0RmFNLY43EwjwJ+6/4lXb94G4NLcx44XughZnARShw8LAcx6S2/Bks5bDpJhk8Z5y9akW9J5I2ReiVoFRP3ektUYW4q3HleeL79zB57zd9fCb1MwwF4VzHqOn27ahf/93bs69ob0QvewrJq3aZRWwBcuc97ISNBrc/uiCZQl3jIVLCnmvJ2WlGYbPj5d/gZOPnRdT057vNA1HH9jQvIilYLjABMVl33eSGfssMlGhrDJQAJVxK0CCCHzh12oBNAr5t3FW2/n+ugVG3Fw1msbrtFL2OTGHZMAgLNfckzbbbxAH6uV89YorYCvXEAuvQcZGT2GxnlTiMSbk8F5W4hQxMR9Z/8jufdnzhtZ7ARSwRUCZdeZ99Y/wwjFWw7s2PcsOW9KKVQFwyYJWQjSrQKkUqg68+O8RfFGbZbH7RXtrKl2dV9irOzghU+utt3GOH2lFs6bV1kZ5rzReSOjwHBMyHKHTRY8bDsM86Jbt2DdOVdi/4w179hzf/5jWtEJhCxGgjDlwRGC4o10RikFN7yRBpmqTdo5b3TeCJlPWrUKqMAWb80uWa/iLUqja7O//TAJMp6j5gUYK7so+XNtt4mctxbiLaishFdQtcmat/QSwMlwMSzzscASbwvpvLUq4//RKzYBAJ44VMMBtVy/ufuB3MeOnLchEchkadDwZWFCSykFRwi4jhiae8VCQvGWA6kAR+iVb+mUwp5KnQqW2E266bwRMp/EoUDhqrKMnW/9QXFhk+Yc7R5E9ttZ80pqXoCxkgs3mG27jRc6b64l3p5Qq3Bd8Dw45YlCqk3e9dhBPOOj1+DnDzzR13EI6YdhCenTOW/6unMWsNqkodXfYarmx7mx07tyH1PSeSMD4Lhzr8aff3N9IccKlILrCAiRrT/qqEHxlgNpJS5DuPBFN/FmFSwRLOxJyHySrqAmlcKEsK7PFuKt11VAs1d78WY5bznCJqtlB64/03YbP3Te3LBVwP7xp+C93rvwV977Ua24hThvG7YeAADc8NDevo5DSD8MSxl7KRVKQl9vokWLjibmqVWAPUGV3hwmRF2/8Gq5jx0dakj+xmTpcNPDxTxXAgnLeVt632OKtxxIGVebhOOGzlvnsMmoz1urGAhCSGGkexcFCvEEB2g5Uem12prZrV1IZC8FSyLnzQ6bTO1rqk2WlAf83h/ikv/6Q9winwUAGC+78FRxOW+8ZZFBMizzsaTztvBhk+Zwuw7FIm0lrAWeDmHW7YjvlT0Pj5CBIqWC62gBtxS/xxRvOZAKcMKbuBIufFHu0qQ7DptcyAbBhCxFglQokFQKY7DFW4Fhk+F6uHHCmo+bX7wZ563kW2GTMpl7FoVNSg9wKyi58S18vOJiB44Adt0L7NiQ6ZytYPlwMgwMy/fQLlQ2EPEW3mvsPNRVwhJvXg/ija0CyAJTdGhjoHS1SSGy55WPEhRvOUiETTouvC7OW6BU1CoAoHgjZD4x9+/4X4VxWIsrsrkIR69hk7ZAbP25XW0yn/NWakxaB0qGaRmx6CgPcMsoWQ3Gx0ouPq/+DHDLwD3fy3TOToiOnaYImV/0ZaNwvNg60HEoBZSNeMsQNlm0C2DuH7514FWYjjfoUbydKB7BM7dc2Pf4CMnCXMFFsGRYbdIVYkkuQlC85SCQCo6JQBdu14Ilysp5G5oYEEJGlPRqciAVJro4bz3f9MPd/HY5b9ap2phzTUTO2+xu6zzJB14jct4agFtFOeW8HZDLgMOfBuzdnO2khAwpCgqvd27G1dUPA/f/eGDjsJ03N0urgMIqOIro/ICu1CcgsRLTOCx03ibVBOD3lvP24+q5eP7mfylorIR0pmjxZgqWsFUA6YqymnXCKcHrWrAEqISJzhRvhMwv5gZutwoYE/MbNtnOVQt6ct4kqiU3Kd7aOW9h2KRrOW/VkqPPe/hxhYg35ryRQSIV8HRnu36x96GBjSNQ+VoFFP2oD6yFojPcn+CesXfid4SuBLtXHQblta9O246l6FSQwTLXKFi8hU26HbYKIN2QSkU5b1kKlgR2gZMWE0dCSHHEoi124MZUZ/HWa6x8t4IlicpwmXPegtB5s0r0p0I9TZNuIXXYZNmNFZbrCH3ew48DJrcBjfyTOkKGBaUUxBD0IbObdLvK66rOio9fFCAAACAASURBVM55i8ImA4kXOhsBAM91tJidwkR/1SYJWSAKD5tUpkk3WwWQLkiVrDbpZQibNOEWFG+EzC/GeTP38UAqjHcrWNJnq4D2BUuscWUVb57UOW8ztvPWOmzSkQ2gVEXJiW/hriP0udb+rn7jwKOZzpuGi/JkGEh+DwdnA/tSoSSCcBSqZe6sTfHOmz6gFyg8oo4CADxDPAYAOKQmenLelmJpdTJYjPNmR4v0Q+S8CbYKIC1o+BLv/97d+M/7n9AFS8xNXJS6ijepgJIw1RMo3giZT+I+b7GIS1abbJ509ZzyFlW27Bw2WYEHJ2NOSs0LMFZ24Cact05hk2WUQudtrOzAEQJKAao8oTfuYUXehlGTZJAoqFzfQaUUvnbDb7BzMn8Bj040fBm1CgDQ8ZkPFOi8mdNFBUskDmI5AOB3nZ0AgEO9Om/26tISnPiShWc2FG/VUjGyI5DQzhvDJkk7fnDHdjywaypsFRB+Sxwng3iLwy0Eq00SMq+YG7gdPpkUb813+J7DJsN/2xcs0e//rHI2zrjplEzHrPsS466CO7cPj6s14YlSYZPSDpuMnbeJSila0ZTmtt5CrGahuIILhPROortOhgTMbftn8amrHsA7L+y9TUYrvECiBGsRpcMz/+3u1ag8dksh5zW/shFvXiBRRXIx55CagOilz5t9iXNhmSwAptVFUeJNKtPnbWk6yRRvXTCluL1ANoVNNlDpWOlJ27p03ghZCNLVJmWY8+aJst6gZcGS/nLe2oVdmuM+xdmT+Zg1L8Czpm4EADwsnxQeKDlZawQ6FFtIX4dNhs7beNmNxFtgbutdwru6wYIlZJDkvTLNNXmoVkyTekOz89b++B8rX4Qjf/imns/1nfXbcO2mXYn3YvGmUEHy3IewTLcKyHkfS9z3+rxPEJKF2HlzCzmeCZt0GTZJWmESIgOpEiWD4ZQwh0rHHit2fxiGJhAyv8hItIWvpQ6brDthGGGBOW+Gds5bIFUut90PJHyp8Pxd34G35jj8SL4wHGBzwZIx07uuPB4tLk1UXDih2lKipD/v1XnjrYoMAfp6zv5ljAp8FPwFbgQSZZHNeeuXc354L955kXYO070k/UChnHLeptSEzsPLOSY6b2ShMQVLquXinDeHrQJIJ0qOA18qKIXIeRPCRa2LeJNKwRWm2uTS+3IRspDEBUvif6uqjrozrjfI2Crgmo278MFL7850znbiTyngaOxru9/9Ow/h9K//Kgolqft6bMu9ffB/67+grkK3MCXevEDGjcfL4yi5JmzShWn5FoiinDdab2RwJMvZd/8uRosXBT9qG4FERVgHnUfxZqOUwp+4P8fLNv89AB0yXbHEWwAXc6jqFzmLliT+tl0Web58/cM47xcP5zo+IWnmGvq7W3GLynlTeHH9lzhz8l+WZM5badADWAy4jlb2ibBJt4Sa6izedH8YtgogZCFQCni2eBif/s2ZwOxdYdhkDQ0j3lqImVar9GdcrFe+/+mPn931nO1y5gKlsM7Z1fIzAPjo5Rtx+9YDuGf7JJ5/7JpIvI35k/DHV1uhj6mCJVJhTBjxNgE3nLCOW85b/zlvhAwepZCrVYBZayhcvPkSK51sYZNFEkiFfyp/HdgTj6Mi4nP7TkUvIAO6aMl49mPnCZv8p2seBAC8+7//XvYTEJKiaOctkArvnfy/AIApsQJo/BegsqyQYy8G6LxloOQIeIFMhE1GzluHnLeEU1dAwZKGL/H8f/wZrtnYflJIyFIlkAp/U7ocK4JJYNttkAqodgmb7DfcolPY5FFif+bj1LwAZfio+NNQ42sQIMwLSIk3Ka0iLOXxyLlLFCxRRvj1d8+h70YGSeLSyuECFx426UtUnOzVJosifWvxZTLnTYoS5pQRb/mct8R9L+PC8okf/ykOzi7M704WL3/ytVvxhZ9tbnq/6Jw3qRQeqJwAAHjd7A+AR28o5LiLBYq3DJRcYeW8hTc9t6RDFjrcNJNhk/2Lt91TNeyequPvfryp72MRMmpIpeJqsMKBVAoV1V68nVO6BKse/F7b46kMk8D2YZNxpdmWn6de132JVZjWL8bXwG/jnvlSxWGTpXHMhKEo45W4YIkU/TlvhAwD+VsFJP8tioYvUR2EeEvdW/wgFTZpO28Z25EYEn+jjHOTqbqPO7cdzHUesvS47ZH9+NefPdT0fvFNuoH97hHxGwvkiA8LFG8ZcMOct3dceDscq9pkTZX1yvjXXwbMNd/UEmGWBYi3KCyKcU2ENKEU4utTOJBS57x5zph+7/pPA3vj3I0zSj/BMTec3fZ47Vy1LNsEsrN4S1PzAqwSRrytblsxMtF4vDyOiYqOfD927bLCqk0yPZcMA50uvzMv3oA/+OwvUtsn+zwWhRdIlIX1/E654fNF2kH0AoWq7bw55WTYZA4S4d455iZMgyW9Ugudt6KKizQ9YyXFG0lRcgSCQGGq5mN5eK90HBezJll4+3rggZ807Scl4i9XATOiKKZ/HrJSZOgsErJYCZqcN8BFgMAJi38EDeDi0zIfzzTE7kT7VgFxyHQnzDU92wiwGlMAADWxtm3YZCAVxq2ctz88/kh8/q3PwVl/+DQsr2ohN+MZC6LPlU5O1MgAUar9k+7qjbuwdV8y6iWuzljsOBqBRMWxrqUFct7Stx8vkHH1agAwqRtA7rDJxL0txyIPixiRXjELnVkiWrJg+ijXRbg4GyzMosqwQPGWgZIr0Ahz3k560goAgHBczJmKcEBX500U4LwJzE81LQB49b/dhKefe3XxByZkgZBKxQUOwvLBDiQCYV2n3lzmh0cj6H7NtitYItNhk222M2/PNnysDp030cF586VKtAoQQuANJz0JZdfB6gk9kTtUly33zQqbdJNhQBcsMXQXDek+j0WhC4UMOGxSKZ3zZhUscYSKq9L69XzHzlFt0sahdiM9Yr7O7Z6ZedHOm4+GCBcw6LyRNCVHYKqmVX3VkYCjiwPMSVu8HWjaL5HzVsCEKIjCQorn/p2HMoWJETKsyFCsAYhy3lwVJMWbkplX5v0s4q1D2KSbCOlIrgqaCaYfFhWZqcdhk2JiLQKVrWCJTSTeasU4b4LWGxkgeRcRzDVVvPOmUuJtYSaJCYEVePACmShYIgB4pmB4zolr4lmfY2HZpfNGeia8PgsqvK6fsRJe5LxRvJEUriMwVdNfjKrwALcC1xGYNSELADC5vWm/QKLQnDdZsO1MyCghFaywSRHmwAVQwrrNKRUJpm54GcIm24k3HTaZnHx1Osec50dhk2LZ2s4FS0TsvNmsmtAidbIe7tPjU5K3FzIMSJmvVYC5FIt33gKUxQDCJu17S9CAH6hEwRIHCr4Jr845cU0cO49DT+1GesQ8joqqBqsXZ300nDB9aYFyUYcFircMlBwH03X9xVg9uxVY87twhMCctMTbwW1N+yllrb4XIN6CSLz1fShCRg6pFBzTTFc4YQ6chHSs0sRKhtdR94vIy+C8tXOrpUo7b60nV8bdm6kHWC2moNwxiMpE3KstNbGSSmFZN/FWM/ecfpt097U7IX2RmORl+DLK+XLe/FTBkjbirYh2QDaJ3yNowJMSVRFPUAUUGsZ5yykoe2kVAMRF0wjJi3HSixJvOmxSwjPijc4bSVNy47DJVdMPA0ceD9cBZpUl3g7taNovkfM25GGThCx2AmnnvMVhkwp2XxmdO1LOUAkyi3hrV7AkkAqlxGp961VB47zNNnysxjTUxGo4QsQr6i2adE9YBUtslldLKDkCB03YZI85bwZO08ggyfucK3pl39AIJMoiiPNQ20wSnYKfzMlG2j48Xztvs0pPVoVA2/tENxIh4XmqTeY6CyExRRcU0tEtPjxhnDeKN5KiFIZNrsAsxud2AkceD0cIzNoFSxozTfuZmFwAhYZNFv1wImQU0AUO4mZPSgGOCqCEm9goCJLNbtvRT6uARJsQoOnBYvayc95Wi2mIiTVwRPty/7rapAcIB3Aric+EEFg1UcHBgpw3QgaJsgsQhbLh4d3TeHRv87MWsAuWFDsOz9cr/HVTXbqNyzWv4i1owJcSFeFhGtpxF1DwlHHe8k1c6759b8p+n+DMg/RK5IwX2CrARQB/iTpvpUEPYDHghgVLniUe128ceTycbQJz4QoYgJalehN9p4oIm5ynhxNz6MgokGgVoIKo2qRMizelUEb3leqGn8F5a1dtUipUbXevzYPFj3LeAqxxpiHGj4QjhCXemlsFTIi6dt1ahDCtmijjYG0u3JfijSxeWl1af/gvv+y6/Xw5b3VRxYSa6yDeig2bTOe8eWHO2x61EkeKg3Cg4EU5b9nDJv1A9lSwZC0mUZ7cCmBt5nMRElHw9RlIHVnjLdGcN4q3DJTCJt2rHV1QAMuOgOsI1GCXIJ/VcRtObGaasC2gmFYBcc5bsQ+n2QYneWTxI5VKLJbIVs4bdD/DSgbxlsV561SwJNnYt7V4a0Q5bz7WiGlg4hkdw6GiPm+lsZbHWz1RxoG5sNl3j84bF3PIMCDtVgE5ct6K/vo2fIlyyUdNjOkJaNuwyf6e8enrLvEy8OGH1SanMBFtEFebzD5x1a5b/lYB66vvgnuFAk6azHwuQgzm+iyqVYCObvHhiwokBJwlJt4YNpmBkqsfHCsQumtjh+lWAbbzBgD+XOKlTDhv/X9hTUx/0VOrmfrS+tKT0UTZ1SaltKpNJguW6H5Jrb/zdi5Iu5w3O+yjbauAdNhkm5w3P8p5C7AKU8D4Gggh4gqZqUWfSLyl8t0MT149gc27Z81AW26TFdYmIIMkb6uAuGBJsU/Iui8xpmqYdnSP1/kKm0zfS5qdN4kyfEwpEzYprWqT2Z23mhcke1BmcOifIbbBFVzUIb0j40dzIRjnTQlXXwdLLGyS4i0DbtiZcqUIJ0XVlXCEQA3JnBM0kqGTQaLiXIEFSwq+h05TvJERIFGwREnIIIADBSmsAIMuOW81v7t48zOINykVSh2cN3MNm5y32VoDKzENTKzRm5tJ2YYLgB+8A1v3zeCSX23TrQJQb6o0aXjts4/GvjmzytOr89bTboQUilTNhb7GUMeWsT/DW91ftNwemIect0BiTM7Nv3gLB36qswFozDblvAWBDxcyynkDLOctx8S17sukeOsSFbQSM7imek7m45OlS6eoDfNJoa0C4EM6JfgoLbmwSYq3DJSMeEs4b8BcWrx5yURqZYVxFRM2KfFq5zZsFG8BDj3e9/EMFG9kFEiGTQaxeLH7vEHnvLULm6x78aSmXZ83W7B1KlhSTjhvrQuWROdoHNJO3Xgo3oxbuPVm4N7v47Qv34L/c9m98AKpC5aUW4dNvuhph7dtM5CVuEQErTcyQBKTPP1dPOEwLZz+tvTDFpvPj/PW8CWqchazznL9xjyFTQZS4XixFd+o/DNw1dlN1SaVXwcATCntuguFnsRbzQuS1Xa7LPJkCTEnBOi8cFK0Mx5IBUdJSFGi80ZaU3L1n2mlmIVyK0B5TPd5wxhm/tdPgdefpzdMVZyUClHOWzF93oC3uNfrF09s6vt4BiPeXuGsh9y/tZBjPrZ/Fp+66v7CKgsR0g0p7YIlEk547SX7vCkEUrYtWJJw3toULPGsuI/2rQKQbBXQZlXQuHvu3AH9xoQuBpDM0wP2z+hJqx+GTsFNhWyHlFwHUrRu8J0Xhk2SQZK8tPQL4eo881aCInLeCh5HI5CoyjnUxAQ8lAsrWPLTTbtw2Z3bo9eBVFglwnzVA1ubwiaFr88b5bxBQsKBgshVJr3up+5/XSbTfIKTrHQUZuFHGTrwZEKHTfpQThg2yVYBJE3svM0AY4cBiEMpG7/1XGDZkXrDdNiktJy3IsImpdI3aqDQ2JDpmg8XAb5a+TzEt15dyDH/9jt34ms3PIJNjx8q5HiEdEMmct5i500lwibDnLc2YZO28+a3Cc4PgmzOWyJssm21Sb2N0wiLIVV1aFbQ5tbsmZDPVJsAm0j49eq8cbZGhoBECFa4+GnyrkoIcKzYCdSnok3mI+ctkLrAUVnOoe6Mwxelwvq8/fVFG/De794dvZbSEoCO09SkWwWh82ZaBZgCEE45t/OWJ+et6CqaZHTpVIwkLihUVNgk4CofUpTpvJHWlIXEC52NOMyZgwjFm3HjfKmASrgSZoVN6i9osvpdv0ilICPxVtwNdabhYw3Ch+DUzkKOaRyFvEnnZOlxYKaBv/iP9dg7Xe/rOIFK5rw5kXizbnNKwg/aFyypefF11WgTNmmct5WYRtlrvTghlUpNkMIHy5abQmGpcIpzL47d9VN9TC9czQ9FWUJw6nfCMUntOpTaizcU5LwRMkgS4iUl3srw8Yvq+4GLTrO2V3i+uB+/rpwB1IpZNNTPMYVKMIu6M6Fza+Yx5y0qciTcVM6bHzlvM8qETIditYOgbEWz89b5PlGieCMZyRI2WVS1SW2O6IIlHnPeSCtevf9CXFL5FF7qbACqKwHEbpwvJVBZpje0nDfd/T2+6RXVKiBy3goURbONAGtE+LArLyvkmMyXIVm56Lat+MWDe3DBzVv6Ok46500ofTNPCiEF2SnnzbectzbxHSac6Z6xd+Jv1p/adpsm523LzcAFrwZu/Gf4UuH/VT6NVz/0kfBzI97K4ZiTt2YjBL0obLK9eIvy5Yoq60XIAJCpxRgAcMJrOnLOt/862l4p4H3lS3G4OATsvKuQMdR9iXHUIaBQd8fhdXTeWlxvB7cBex/OdC5fSst5cyHt6zdooCT1/OIAtDsvn/pS/a8o5woZq3kByvbiVZe5iSt4HyHZ6OR6R30YC0qlkUrBUT6UU4Kv6LyRFhzV2AIAGEcjCpuMxFugYsFjNeoOZGrlvYDVq0BZPlaBoSF1T2JtKN5kpRjxZmAIFunGoTl9010xlq/t5Pu+exd+ck9cuCfRKkCpaMFEtmoV0K7apOW8ta022caRs0kv3kD6wMwe/fOue5qOLcyqYSjeZMp5MyvlfqC6irc4tLrPnLe+9iakQMJrWYQhfhXR/N2WSiFQrVts9IoXSCxHDQDQiJy3HGGTnz8R+NLzMp1LSuueIZxkOGPQQNnX84u96jC8pP7PEKd9RX8k3MytAjbumMTb/uPXucImXaQ+50OdtKFd9WXAahVQ0NdHi7cgLljCnDeSJrHyNBY6b65x3qywSatgScIFQByf3g9SKigU+3ACgJofYC20eFOl1v2j8mKKHfA2T7phCuasGCt32TLJtfc9gZs2741eJ1oFyACiZbVJvV27giV2nlu7apNZmndLqZLhRlf8DTAbjtVvNAlAR4UPnihsMjlmM95G2Ki3k3hzhKMrTvZcbZJXLRk8iVV887zr8NyTCnFaQY/f/TR+oDAhjHgb1+FZBRUsSZMOm3SVNRmVPqqBLmYypcaxRR0FpzIORwCBKLXtI5nmK7/8DYBUwZcuc4lSWrwtsfA0kp1Oj0aT6zauZtpvlANTsAROCR7czNfAqEDxloHEilrkvOk/XSBl3DDXct6USseKF1WwpLjjGRLOW5vmv4TMF1M1I97yOW9SqWhf89rOMTVulnKSx/WD9mGT9sphe+et+yRNFywJ4ia6M7uBK98fnqSORuoYjpkQhWNNV5ushBMoP5AowQdKratNAoAjQvGXct7efckdeNt/rO869mjOzHKTZIAk1jvDF6KDcNA54U5iewC48NYtWHfOlR1dgXb4UmKZcd7cLjlvfYQXPrJnGqd85ufx4pPjJkVS0EAl0POLGcQ9Hkuug0C0r4CZZnlV319KOVoFNDmKSyw8jWSnW5+3Z4lH8GvnL4D7ftT3eZSSEGEf16XovOWbLS1REuFPFR1vbsImvUBZOW/xioIdv+4rp7CCJZHeLnD1q+YHkXhTbUqQEzJfHKrpm+5Exe2yZRKl4n2BdKuAAE54zaWFUBDIZM6Hhb3a3y48MkvCdaC089YQVZRUsgptk/OmlBZvLiznzU2sz5gwTy9QKMOLwitb4QgBCQduyn248p7sxYhOFg/gDx79CYDzM+9DSJG0KljidBAaOpemOWT4sz99EIB2+A8bz+fuS4lIvHnuROi8FVNt0uaGh3RItR026aTEW8nX84sv/PmLMLfsGAB6HhKI7BPXiUoL8dYlN7bZeVtak2SSnc5hkwqnOGGLq8d+BTzzdT2fpxHIqFchc95IWxLhEGFzXFNtMpBKT7iE2zbnzYdbSNhkIK35XIEWcd2TUdgk/Fohx+SaPcmKCZvMa/RIpaJ8Of3aznmTUdhkWrz5QQPVNjlvtiGWdsei80igm/Mtw+vfEy3CG4MGPKswCvy6Dv8AIlEmnFTYZCg2vUCirNr3eQP031GLv3j8U7XsDzYF4NLq3+F5j1+SeR9Cika1qNYsmsRbfNOQymqxYX33qyV9/dvFiLLiS4llIs5581ACHrwSePSGpm37EW+m9ZBrFSwxxVkAAIGPsq/DJp/+lKPxnCevAhCKN2RvFbCsqv8WVWFt361gSVq8LbHwNJKdzmGTwBHioH6x/Lf6Ok/Nk9H8WpmwyRaGxqbHJ7HunCujxZFRguItAwnnrRSKt8h5k3q2VFmWqDbpWz3eGiihuIIl4cMq6K+suk3dD7BG6FYB5f0PtXww9UpRPT3I6GJCH/N+VZRCU9ikEFbOmynykbrNqUa9bc6bWTm8vvJevOT+T7TcRioVrfq1QyqdK9tavNVRknPxa28WjkpWmxRCoO7E4VFl+HiJcxeOq2/q7rw52nnDpsuAJ/RK54O74n5YM/Uuky+lWv9MyAJiFyBSoYucFm92bqhUVk645TqPlfV7tUb+Z3AgVRw2WQqbdAPAt17btG3HnLcu15HjCKzALE5wtuo3RFq8NVAJnTfTCxLQoq9T77k0Y2Ut3sZhzR86uJnKzsMz0Hkjbeg035NK4QgxqV9MrO3rPHU/7lWoRAmecqFaiLfbtxwAAFx33xN9nW8YoXjLQGJFzYi3sGBJZBOXJxJ93gKrYIF23goIm5RWn7eMMe5ZqHlSNyAH4AT1lg+m3IQ2Cqd+pBvGFcot3qCSYZNWzptSMgqbrMvkbU76tbY5byZscp3zBE7Y/eO224yjs0Ntig80RAuHzG+gGljFjRqz8eq2oyeHjgB2jD892mYMDVxQ+Sd8ce4clJTXJedNQAoHOLQDOP+FAICHd09Hn++Z6rzwk/jfQPFGBkRCOJict/SiieMmtm/VB9UIljkvv/MWqLhgSeCMwemwaGPPEy7dsD11oM7Pa1cIXFj5DM4ohfccx4WwRJL0G6jKGfhONbFw4zpCFyzJKKhMuPaELd46FHdpqpqrB5PpXGTp0SmlQCngCGjnrd+iWPWU89auSfcop21TvGUgGTapV8NdO+cN0BUnU86bqVLpoVR8n7cC43vrfoAVIpWX86ljgMf775XDuR/pRuS85dxPKuDQnOW8yeRKvVk8qTcVS2skWwVYX9IsRQ2kSk1+Wm3TMWyyjnFp5cfWZ2MxGea8OULg6t/6q2ibk52Hop9LCLpUmwQUkqGiNWvi2q0ZerLKHxt9k8EgFaICHirVKiAi4bzZYZPNzttsI7/o8AMVhVgHpSpWqOm229rzhO/+ehvgW4LNm22xh7WvEDjJsfrBCReu9Tv4XgPLUUPDXda0X9AhDy9NI9DHNIIUQMuwyYee0E69VOmWR1hyuUUkOx3DJqFweOi8qaC/50rNC6IFTx022fkaGMUKyhRvGWjlvJXtnDdA93qzc94CFX25PJRQSLXJRNhksc7bCswl32xMAeu/1vMxo1biVG+kC7ON8Cac87silUIjkJEwCZSyxFtcMKgWpMImvVqyYIk1IezUZNQQSIUJ0V0AuZDwnGaHTPkNjMn4XiEbs/EEyTXOm8Cj4ycC//NyAMCLnHsBAI/gmHC79uJNGOfNwm5v0NV5a1EogpCFRlrOWxw2mfo+Wvmsso3zZnLeenHeEuJFlLFCTbXd1p4nzOz6DfAPR8Qfesnnq32vU0rBcVIWgeMkKmt6Xg3LxRz88vLEZjpsMnuxBq+V85ZaoLlm4y68/F9vwJX37NTl2NNVNOm8kTZ0asAtJaKwSdVn6G3djwuWIHTeWh0znof2dbqhhOItAx2dN1OpqTIBNOJVOV/K6MHjqWIKlkg5P+KtpfMGFOI5F9WQkYw+eb8q5pIyoZNSKYhosudHk666TH2P02GT1uRFL8Z0HolSKpkz0oJA6kR/r1XYZFDHCjFnvZyJc/CinLdQSIYibZXQ95a6ybnp4rxJtBdv3Z03+wWdNzIYlAIck8MaVZtMCQcn6bzJDjlvc41eCpaoxMLKSrR23pS1cAQAL/FuTG6QEm/29RhIBTc9ExNulLMLaHf+SWIvgpR4c4To2L4gTcPXf8cJO+w7NTd5eLcWqPftnIRqFTZJ5420odPip1QqWjSQfn8LADUvQEkY560c9nlr8b0c4fQdircMJMoTpwqWBFHYZLJgSSDjVUMfpWhS2Q/aeQvxC3TeGgFWoJV4y1e6vRW99NYhS5M86xv2yrUJnbRbBSglI+c7HTbp1CbxUufO+A1rJVk38O5ejKRb2KQKV+z9Fs4b/DqWW063asxaq4ix86YUIpFmzldR4Xm75LylBpO4Drs7by2aIxOywKjEYoy+PppaBYg2OW/WRK4f5y1IiLdSqndrjK50G3/2l6WrkhukwibtHpK+VDr8UVnXreOiZAnVw+78Kk52HkJZJkVg3py3uhFvon3OmxsKYj9QrcMmWbCEtKFz2GQsoloVF8lD3Y9z3uC4Yc5b8zFHOOWN4i0LJWUJJdMqwNzgjPNWnkjcoP2EeAsfMH26b9I6Znql7e7HDuLe7ZM9HVf5c6iIAHvUyuQHTu/izcwfs4ShkaXF5JyHazbuavFJ9u+K/ZCYipw3K+ctCOCGP8+l7ulH7rkZxzk7cK9cFx4sWbGyis4LI4FUGO8w+QHigiVOuZV4qyWcbtmYbXLenMh53IrqwwAAIABJREFU06/NSvkYklUpW+EIkZzk1qeiyeKaZRXsme78+zHnjQwDCpbrE7UK6Bw2GeW8WQKjH+fNFm/KSbXFtSaLyiqWBABrRSq80ksWODIO2B85v0Iw+bgWYfZ0TLgtG5KPzyWr5pUcEeb7ZJsMN3yJow4bw7tf+Nvxm6lrvBwWY/OlCkPR084bwyZJazot1isr7adf8VbzAku8lbX73Cps0kRRj+A0lOItA2Vp3XhLOmyyZN3gAITOW7LaZJzzFj5gtt0G7N3c8zgSq4Ap8fb6827Ga790U085Zm4Y7llTqYkmnTcyD/ztt+/EGRdvwPYDydXoPF9dW2AcCguepKtNumFYxVwq522spnu+bFXhBEbaYZPAWJsecPE4U2GTLcI1grBVSLkcNt22+toI6SecO9WYQUkEOuQrXDBxhNAC1ThvoVgcM/t16fOWcPpn9ujxCODIFdWuzlur5siELDTSDkUMr/d0tcdEqwCJuFWAdU2O9em8lcP7iBAl7Edcph/1Q9ZYu/R5SzlvjUCiAg/nV76AsW+/EQIiGersJAuWGB5+2TcTrx1HhK5DtkgcL5ColhwIezypazyKKpIKSrJJN8lOp/mnUojFW58LALbzphzdKqBltUlzvhFUbxRvGSgFVqhCORk2aUrvdnLedMESAP/xSuBLJ/c8jkBZN9I2cee/DvtaZGH7gVl8Z/02lLypcJwpsSZ6/3oYu7pT6ViyNHlsv75OTAiPIc83JSHe5uycN7vapL5WaqnnRKWhr5E5FeaN2eJNKYwJayLU4vsbWLH7+o3miZPOFQlQqVTwjNp/YN8rvpz43N5fNuZQhg/pxG5alPMWhkcasTie0XlLTPxm9sILFEqOgyNWVPNVm5QUb2QwKCsUsV2fN6T6vAWqWbxV+85586FECY7r4I/VZ4H/dqb+sHYwHiuSDlVNpa7PVM6bF6jIRXcmH0Ngu4YAoBTcVH7fLrUawZNPSbznmpy3jIKq4UtUSg7QmEENzfc/AHDDBDwvkIkiUBEsWELa0Gmt3n6uqD7zJpPOW0lfOy2+l3TeljiloIXzFoVNtst5i1cG/LQo6hFp5+OkJoy/s3YCAHDHtuzi7a1fvQ3n/PDeaAWxaZxz+4HZ/T2NVYRXTafqQ2Rpk76h5st5i382rQaktKpLySCaTM2m5mzVhp50xZMXu91AKmyyhTCTKpUz0sZ5c5UWbzVUsd9LTubGrVLdJufNDsvSOW9x2ORykQqb7JDzpp0365ee3afvR67AEcu7O2+sNkmGgYSbFRUsSTlviT5viHPeLDFTcU2rgB6qTYaLsMpx4QqBXWo18NQ/0B/W4jQFlXLe6ulCRemcN19G17IKz5MUb7KpOEtDlbCsmnxGa+ctT6uAULx5s5gVE+G5UmGTlvPGVgEkD50iraSyFmj7LISVyHlzw1YBHapNjiIUbxlo6byFYZP/et1DujqTcd7CmY8fxCtxDZWKlX/ivp7GESi9CggAau+DQD2ufDUeNiI9MJu9kMmOg/r3chvaeftx8ILkBvd+H/inY3saKwCsxAycuX0970/mhw1b9+OiW7cMehhN5OnFYgsMU23Szs+w+7zN+QIzqqpDKwBUPT3piio3pqpNJsImrVBog2wKm2wl8PSkr1rRAnFfLfkYSYRNerNNzpsjhDa9UlUlo+p7HatNiqhBOQDAm4UXKLiOwOErqtgzXe8YRsKcNzIMaDcr2eetU8ES3SpAT2lki4JetR7CJv1wwVQ5ZZ2XJhUwdlh4wPbizUdJiypDynlrBDJ2+IVIjF0fMGgSb3VUMFFJziVcBzlbBUj87cyXgIeuscRbcoHG7mErrfSPCDpvpA2dahwoxGJK9inebOfNNOkW7PNGEgRe8iYaOW/6a7jj4Bze+tXbdKsAqOgmHUiFkkgVLDGc/4LEjT/zUKxjiq23AN/+k+gzc9EcnMm/KmYqTV4nT8Yt/9/5ufdvx53Vd+K//+gF3TckC8qbzr8VH71i0+AG0GY5rOectzBsUiX6QsXVJj/4R8/ESfWv4Vn1b0BVlmPM6+C8pQuWtBJvUiWbfLcVbwHGqnoFfl+9vXhDYyYKzTKkWwU00bHPW2qS25jWuTuugyOWV9HwJabq7SdgdN7IMJAoU6+kvr7TPcesyqr2yr4dlmXe68V5C0zYpFOC42iRhUrYKNu6N0il4FhjC4SrRZUhnfPmS2sBSIvChPMmA7jhQu1MmIveQLPz5goBT2V33uq+xMtr1+jjCXP/ay3efCkh2SqA5KDTM9x+Pvf7Hap5MmoVoAuWuC0XGhk2uZSRAbY/+bXx68h5i/90+2Yaukk3EN2kfRm7AB5SzhvQtBL3pZ9vxpX37Ow8FJkKYdgS95Ix4Zt5nDfD8rDn1DTG8W83bM+9fztcMYJXDJk3es15i8ImrZxQpYLoQXH8k9bgb152AuqoANUVGAudt0aLnI9ApnLevOYWGvo81oSmXdgkAoxVtJu2J3m5R9Uqa6gAjRlURABlCbK4YEmb3LZuzps9vsas7jvpCBy+Qu/XKXQymfNG540MBinjVgGQMtF+x6BCgXTntgP4yOX3xk6d5byZ73PPBUsQAE45rACL2O2zrg27WJJGILCf+36y2qQXxGGTQCvnTUY5bzPQC8YNlKPiKwbHEfBztApoWHnGq+RkdC4bc/mbapNGMP+9d3r4y1K8kdZ0qnGQKCjWd6uAZM5bAyWIoNH0vIoKlvR1tuGE4q0b5TFU3/KN+HXY582sTkVUwhCEcDXOrgzZVAgESEwKA6nwuWsfwrsvuaPjUOywSQBx+Abi3LKDc/lvrMvCMuTTagz1dKJ1j4xyrDEZPPbNOAqbDGTkTEPKWGAJN7peVWV5VLEuXnlOFiypdgmbDKSKKlnqNxrA3d8F9v0meuvgrAcXEm6pjJVjJexOaUBzzU1iOUT9ULS6b3CcsEJWO5HWsc9bsucUvBn4gcIy0cCLb/1LvMu9HLPp5ncWrDZJhgG7VYBSbVygUEi9+Su3JgqcSGtBxXyfeytYIsOctxJcEYZNmuvUWulXSIZNSuEmI27SYZO+xLiIc94CiaacN9PnbUpp8VapjsFJzTu085Y9bLLhS0w7umLmGnWg6fcA4rylIAybNPOY+9VTwg0o3khrOoZN2tdv32GTEmNOeCy3hCfUGv3zVMoAofO2tDlihTVRCsWb6YUSUQ7FWwvnzW/lvFnFTbbua54gtiJRsAQAxtdEPxrn7WAPzpvpITWLMTRajbUH0n2CAeDKe3bizV+5pZDjk9EjTzlfW1OYsElhhTcrGcS5Go4bhTmratzLMBZvyYIlY13CJk0D7oigAVz2TuD8F0af7zg4px9UTglHrKhiV9p5Qx0+XBxSE1j18GV4g3sLVDrnTamoaXcTXapNJmjMwJcKb1TXYe3u2/DB8vdQ2X132/2TTbrpvJHBkGwVIKNQZBslki17IrFnOW/m+zzbiK/z793+GP7ygl93PP9Nm/firO/chZLwgTBsEkDskFkTUCWT4k0JBw1bZ6acBrvaJCCaqk0q6UcLtTPQc45jjljdNEbXEfDhZL5OvUBif/m3km+mJtLGPdFhk7HbGS3sMueNtKFjLrVUUc52/60CAky44QXmVLBVHal/3v9o63GNoPdG8ZaX8GHR7LyZOHgtygJr5b9ltUlrJe7+nbpgSEIktiBQqbCR8VXxZ2GIycqZ1l/e9igsEzUEwkUDJR1aNk+8+5I78OstB1iBkoT0/j1oFTaJtHgzLpxTspy3uE9TA+H1Zk1GdJ+3zmGTTdehyXkLQ6P2TNdR98OcO8fFESuq2DmdynkTdQRwcUiNwwnDkFSiVUAYNuk4ifcjOvZ5S4u3WfhS4b/Ju+BVtFs//sSGtvsnC5bwWiWDIdEqIBRvTZUPU19Pk3dm57yZlC7feu588NJ78J8P7O442bz1kb0AoBdM3TLc8LoKorBJ634DleytCAeJ+JMm8WZVmxR6YiuVJd6UQjnKedPOWyu33XWEbo+gZKZrtRHIqL3Cxw77x/BkSTfTOG++VAm3MyrwRPFG2hB0CNRItPnou0m3xDI3TJEoVbFVhQsSB5Lz32iuOYKPMYq3Hik7yT+dipw3vVJv93lrqjYJJCaFD+7SpfrXheX+2xFIRDd0AMD4auszhQ+UvodL/bOg9j3Sdfwm9v2m6ll4d+lH8N0JAKI4561D4KTH3lFLmnbfjN6bdIfOW2A9HJSMBZYTh03KyvJok7px3hLVJiWqIhk2+cuH9mDdOVdi/0wjPHeqcW0qJGrHAf3aUQHglHD48iqemEk+rCZC521Kxde8PflzRPw7qlYuW0fnLfVGYwZ+OFmcPew4PKFWYWJve+ctsbbCnDcyIFTKeQtkOq8MTY5TK+fNXEetQromO6QZ1Dx9rBKChPMWtMx5S4Z0KuFEDYn1Bqmy/6mct+aCJT4q4bN+OnTeRBvx5pn9Jh8DbvtK298HCPu8qQZw/OvwQOWEcLCtwyb9QCXSP8bGwwVqhk0uOq5/cDdef97N8EN19b++uR6X37mj8PN0CpsU1iJBETlvE054jFIVO9VanXaQct6MizyC2o3irVfSseczZhU/ct7iEI/Wzlss3g6FzkHTinmIH0hMz9VRbRxIThqtnLdAKvyFq6tI1Xc90HX8B+caABSOEXp1MQgLrhSV89aJqLE5WdI09XnL0yrA+vnQXHj9pJw3O6HZhE3KsFos0D7nbcIWbzLAl36+GQCw+YmpcNwpByDlzukWHEpXqQ3DJvemCoSMow4pXBxCLN5Kfnwcgfjv09p561ywJIGnwyYr8KBKVdwjfxcTe+9tu3/SeeNCCxkMiTyyMOetlBZv6QbTLarZmW+zvWZoWut0alhf8wIsx6yuxuyWY/c+6iVn3W9SzayVcJN3s9Q4dc5bPTpeetKrrD6x02HBklbizREibkz+7T8DrvkQcHBb29+p4UuUVUOnfxgR2tZ5k+HvFUYQOc1h5mRx8MCuKdz92EHUwkX7Xz2yD5sez1/xvBudxBsKdN7qnsQyN2yb5VYRwIW3/EnAgS3J8YTz8Ko/1df5hhGKt6y84lPACae1/Xh/I5xgNXTvNT9Q0YOmdbXJeKLmhash5t8f3/041p1zJR4P+7C96Su34vJ//FO8985XYsJq7mvCHwCgLGtRAnRt14Ndf53JWQ9HIW7ArULx1sD8ircXOfdAPdY514AsDaSKY+TPLV2E0644Ice+er9qycFUrUXOm5LxKr2dr+LEosdrkfMWSETXkflsJizusaxaCrdJibdUXtzOg7V4IidcHL682lSaf0LUIUUp4bw51j0hynlLjTmio3izXpTGddhkIFGBD+VWsFutQql+sO3+yVYBdN7IYEiU35dBstR4tFF8XT1dbMPTxI5w82bnza6Et2aZvn52d6i6WvMkNo69Ay9yN+rQ63BRRIrmgiWJhuLo7rylq03qNkB2Dl1ghU1q581p47z5Zho3/YT+t4Mz1giMeKsiioFIRcKYv5cfqLBIWjg/MY3H6bwtOqIojujf+YmIN1+ltWgWhomw4iKdN1dfH7J6WDT/NgRS4XPlr+Azm1/T1/mGEYq3rLzg3cCbL2j78aEgFD33XQ7s2IBAKlTDSeCcnUd29HP1v1aolXGijHi7dMN2vN29GvjRWQCAux87iNNL/wkAWA5LvG27DbjlSwCAcRlPIJ39cdW7dtR9iac78QqdEW/1eRZvF1U+g+UXv3Jez0EWB1Kp6AHyjtLVufY1+1VKDjwT52dPQmznTThxwZJQ9ARwEIhytK09poR4U0FU6KAUFilqqnqXct6m6r7l+rktc1mN8zZlOW+ub13DoXibnPMSLQTijdtfpwkHf3xVVLCkggaUW43LKreBzhsZBuycNyiViGYx2Hk0P62eg2c4j+nNg0biOOur78K/7P6r6L21y/U1tXe6/XVQ8+NjC7ccFeEKWhUsQTKkUztvncXbuMl5CwuW2CkRSgYoCx8SArMmbDJsU2TjmGqT+pcODz7XtJ2h4UuUZQMoj1vOW/Jv6ts5bxJxBJETnp+tAhYd5pYep4CpZHh8QUilcIJ4FBvGzgTuvDg1iOLEmxcojJkImXBRQ4rmfoeBAk5zbw7POVrPMoq3gpgMwgnW/T8G/v2l4WRJf0HnlDV5e9Vn9b9WtUmTA+b5+moSAvhY+SIc/ch3m84zLhq4Y+WpOICVwKEdwLUfAZSCK+OHkHuwe85bIBV+Tzwev1Ep2HlrEQG6CqNnXZP8GHERyN5rQBmBUXadOCnZnkwlct5KUShh4OhrMYAL2aLwgO7zZj1YpI+ZsMS4WWRp6rfYSIq3mhdgwlxGTgmHhxPF9zbOxHsbZwLQFV6lKKFhhVQ7QewCCAHc9sh+PPuT12JWtrgmnfa5qQnnbXx11CqgDA8oafHmdJiAJVZkmfNGBoS9SGJaBZTSTbplgJoXJFvoIFnNTiqFI8VBHBM8Fr1nnLdO/Q7rdl84q+iRRIuCJS2dt+Q4bWbqAcbCsEmhZNM9RSntlAcoRQuqbrmV8wYEyjho4f4tKuTqYyo0AomSqusJryN05cw2YZOBVIlqk74J36bztuhIF+7QDe2LV29SKRwnwl7Bj96Q+Myxc976rDYplU4DAACU9LWsnFKTKEwUJBqxRQeKt4I46CUnWIGUUb+omu28TazV/ybCJpPOW7ceaTOlVXhCHB6/UZ9CWcUPodJ052bfgF5VWyHiFTrHdfGttz+/dU+6Hmj1OzzT2VrIscnixnw3lOoSI98Bs1vJEVE4lKNs0RUkxFvkmoUhiD5KUC0mYU1NumWA2bppAh4XPnCtSWRtLrkoUfMCLDPayilFjXUvky/CbfKZAHQDeyVKydYfFnbe2nSQV7zZzttqoDGjmw0rH3Ar8FCC6PAgo/NGBsWWvTPWhKu5VYADGS+6AIAKcHDWw1NF6pmXKFjSfJ7lYQh0J/FmCpYA2nkz4q2l82a7hOjuvG3ePY2xcH7gyHpTMTITNhmIUpSH7paar/mS48Q59eZaTYWOGQKpdL6u1DlvAoCEaBKWUiq8xLkLZ059MbzXBVDCjlTIP/F+/OBcT332SDHYjpt+reYnbFIpiDai0HbJRZ+LgoEM+7G6FTiO/v4rp4XzZl/8HaJNFiMUbwUx2XASOWi+VK3F27JQdCXCJsOqlEa8pQoOVJH80ilRThZBmd2r49gB7FUrIVqUN08TSGvlAoCrfDzj/2fvvcMluapr8XXOqarue+/MnaRRFhohRBKIIIGJNvBIBvwwQQ6yediA/QDbz/YP2w9HZBuMCcbYJPthsDCYYOBhfsZEISOEAJEVUZaQRhpNnrmxu6rO2e+Pkyt0971zh9Foan+fPs3trq6u7q4T9l5rr3XiehxOe+2HMp28letPOWzv0cXRE4eygITIG9neuSh5U5HPmzDqsNIkbwQGamjY1xU9TVfSD0iPvCm78GkFusJUxP/lK9dF1zYoJC7gX3LvnSZ+Xgj7XxVP6tLnJkIx24I32AKMpE0Gf0xtAvIlFEpp2mTSR06pTnRbaCRxz1uXvHXx44lr7jqIp7z1K3jf17RinFIhbdJbBRDj+MbT/g23qRPAlMTB5QIPZndG5wqtAprsAOwj+xdH0CaLkDYZoPcueYvRvXDTqtPOMHmLx/kPd8xhc6Zfz+UQUqm4kGNo35L7tb6prMo5Qzkh8pZL/R4MBCQ9Tc1u8IgrFeGi7M14Tv4FSKktj4gJcC5Msrfy5O2/v/NyvP/yldoYdbFWIcmvXQD8mrnGMZKZuIZqk1IRMlYCSd8xTRRLa+ha2Od6X0OMu+RtjWJuWEaGumFyFPWRpTNaRGAFyNvJbG/0t+JJlLzR4h6kSlcQD9A68GK86XeplKN1AoAg6fqCxsW3btsXVzSCmB8UuOaug/EG0gyg45huYpXJzETv08V9OxRRHXmbcEGxh7lquKKomkckvTJdKDZgkjcG0pU6oIa8ZUwit835JLEZc/i95GPo79YKjdKYBecmqRIy6DHZeR2WC4Vn0Df032c9MxpXoRUHMYHttLXx84XoWWPyNgJ5q/W8FRp5S6hwyJv+IM0b1w556+JIxO179br1/Tu0mE5k0q2UEQVRIJZgbssj8GX1aIBKFFLhdHZPfLJKz1s1LI1slG1NXgTjI0TeGnrFCHWrgPgN4znmhnvmcZJpd2UgMJkjgcRX5cNxgGZAZn2WLHVJYJMYtWBAYdUmaXTyVkjyheBkCozpJLM6xqPxXyyZ71yAcwbZ0Fc0SexbHOLA0n0L+TiawguVkPv34eh5i5Klyk42Rt7WgDZJuUHeTD97A/IWeQrfx1RSu+RtjWJuuYgm81IReqwA8RSlbShOp3VJPY2Tt9L2vEnf82ZDKsI0YmqH4omXBwagFvc6b6p9WA9eLo/dBJcyRt44lUjE+Nvh0ht34+f+8Rv455Yq2ssu+jae946vNXpFrYPe5LJy0PDKLo61aFw8Jkze7AbD0iElUWwCSspTGxn3G68geVOsuYLeQ4mhTd6UxFP4D/Cbyadx1hdeYi6RkEKiYLqBfyoUEXrP453EOB5+PrDlTKTBuIoKOTzFv8hn4FfyP6h9vjABc6qY9hrBm3dy9rQ15G0RhSQnEe767GQzZSzavHU9b138mMLOB/bWrlkFKDIoEAdnDCUEmJIopMIGVklYQpPuhjnFKVCO2MFSwI5hoUk31WmTSlWtAjiIQuTNzzG75gdYLiS29ILNrBwgZRLfo7NwM50CGNqk4snIziTOmU/eHPLWTJsspG/lcMgb4zW4JDQzZ8M5g3YKCMYgIVa8CZbG7Ls8HNlCFxOFChK2KoVyLYOIWrlboc9bxJJZRTjaZNJ3hU7F6j1vkWl4R5vsohqbZzLMD8poMrfIGyU9T8GyRt7pdESbdFYBpb3Tgkp9qRpokyJC3tTCbic7vJ/Wa0rUmBvV3fz2HalEajbCn5WPbX3dLbv0wrB9f7Oi1bdv328uMnjQDKgZY3PAWjaNXRxb0Yy8TYb02Jelhl+oVFzZ0z1vetMBxoLkzfSPmGqyPdaGVISUlciZVVYrkRoJb1GGHo4KQ6HH8zoWFyMGhcQMLQK9WX2Nopk2SVyAwPEV9Ui8JH8tdv2Py9xzYQJWQ96qVf1KRD1v6Qwgc5AskECCJT0vStRSQY/2WKtE3j5/zY6ux6WLFYWtkrvNWOAxRoY2acc0Z3CUv1IRNqCSvKnRyZtUwIXJRThvf7vKLQ99F3nqKvzfvM3YbCwfAC7cCFz/WXPd1Z638Hr8ptIKk4XremLYMgUlkOAg0mqTxEYLiAnGUNaQt+bkrZTk7QmSPpj7DivImyIMTJ8dHx7UiCLXyJuCWHFBx+5vVJe8HbEIE7bQLmCl8fWb92DXXHvxfdRPXF2fDyUkwQlw2aJKY88bEZQtonS0yS6qsb6fYG5QIMxYSmkbKnuamgAAmU3emmmTuaxvlPJCxgIKgEbzwp9uca9LxPbRevPC0dTJUhGywIyYyRKJ2Qi/uvgd7KbZxtdZ2fSZ3mhhk7h6X4KIPPLWJW9dQC/mRNWezrVB3oh8rwYAR10sx9ImgQxlRJv0QgJxz1tukzfEhYxBXmKGloCeHou2KALozZJTqwv61i5T5wBbH+j+DhMwl0hGV9EeUfIm9GdMDbWTJeNpk1EvxCp83u46sIxXfuh7+Py144WTuujChh3TrnBBcc+bLZoQSwzyxsFII2+zLO7zZuUwOG/4Jvp+JiL8SvJFvGTnm1qvh4WS+zxx1/V7n7hKy+zvuUFf5FfeWBdqYKy1580ybdYVe9xjSakTrgJa6IQc8jYmeQuRNydY0kabVI6ho5M3pgvLdowr5SwZlqHnPz6cc9+54NBI3QrnBJu8dcjbkQu3HwuQt9X8HBf80xX4mXd+rfX5UEG6iuytpc+bVEozx5Je0POW1HrelCIPnnTJWxfVmO2nmjYZhFRmooyQN9PrlU1H8uJlxaQ73Hvl+SBCyAB9kzoqJoD0vy7EqWw3AOAA1ukHg+Tw67fswbdv94bcWNyD6X3XIkOJu2mzfuxxr4w2mbxhi3jjznl86vvaBHU6a++5ASrJ2+VvB33g+c6jrkveju2w97eWKwZmw6q52YB88rvbseNgu1+RXXhOJm1MW+15g5LIUEAZj7Q6bVLBIdw1wZICuaEqlmVZExVRxm9KshQ5JVjH4ussi4GWLu/XkTcAum8EAKv0rSWBSkmIvNlrcZLgY5C3iFFpNn82eUPSR0Hmfcs22mTwh/1uiID9t498XxsWcbPm5l10MUnY+84iXKFMPYxVgDCCJRY1YqRQlnXaZH/pbgctRAiDWRflBLCDCJA3LXoUDCyeRGODqNrzViluVqjZAGHD0h3YY4qkmfF4LKFbInTyJkEjhImAimCJjVHJm91LpFZtkuvEshgAf7EJ+OpbUCpy3rRycFDTJrmmTbrjVxC2OL1aZeEuDj1Cnzf/O6zu99g5175/UyNpk2Fbw6GqTUL3vCU912KgmAAqFgSKyBdRWhSWL7tpN66888AhXc+RiC55W4OYnUo0bTKI0vpFiZ6/ebKQNrkUHQvogSVVfPMXxdBTHUwQT2LkDcBT+Q8ANCNvF7z3Cpz/D9/wB7/nCXjixS9AhgL7aBbbBh8Gzv2VqM+mKXl75t9+Fbfs1uedzkYjbzJ8+VffAn77pZgxm1wuh6vD7Lu4TwUZ2mRUNSfC4rDEaz5+JX7pvVeMfO2T+NV47/6X47n8m1Cq3vO2ic2j7G0C4JO30lAGteR4vXdFKm2Wa6mKZVFEEt6AXhASpgCeYIAM6xFX/bNcC/M00SYBoLBUqMrGLNwchomcpTBZ1dqaGEIlYuRNv7Yn9bhlxudNf9jmxSz2xjHfzXfeB/zdI4C7vjvyvQGPLOTl6iiXXRyb4ZE3Q4MCPJpFCkQEYRBzzpgrYEpZYLYyBlO5BCxqZCu6nw2aNgnqwMPebCXjccWNKyjrAAAgAElEQVSTYN6gWFwFDVYBlX744zCHrFzAlepMAMBMrouvBYShTSqkKEE8Rft2WDMKCqrMB220ybBVwqj0OdrkcE4//vV3QBE5b9piYb9OSpkwSN3KkTdbnC5lt+YfqbCUVU2btI+t/ftEpI2aYElgvXGItEmlrG9p3/sv8jryJmk88vaS930Lz3/X5Yd0PUciuuRtDWK2nxrapImkb/yiqsibSd6SXlT1Djc5hVRR5bwYDmrJmxIZBir+6Wz1fz9G0yYXhiWwoNGKDGWkfhdGm1eHjZkxyFvZQAGdscgbqfuc8s+xHO/96q24eVfzhmFUKNKTfbTxMr0tALBzBLeeAJzO9H38RH4NJBF4sKlQSmIz5iH7Gll2yZtB4jgosAoIkjcipEyiZKneRKmy5sXmEAAudPJWQd56uanimeQtEfEiVprkrY68+ePW9f1zQ4OUebGT0aqwnAF/NvuXwNMvdMhbpgxtMu0HyVub2mTwh12Nf/R1/f+9t4x8b8Bv0ppo4F100RZ2g+mUYSkWLJFESIznmJO5h0bHZ6uCJQCw71ZznuCGNutiW//V/KDAGz/3QwwKiVQF41qV0YpIXPg1nChONAGgZtJdAld/AthxFUpJOMP40l2sHg0AOH7pJgDA084+RW96DW0SIhYrqgZnDHk1eRs2z8V5qXwLhkEsXDJm9wvFMqQiVyjKFw9AMKWRN7465M3OA5OgnV0cngipkpbOeDgES0IBICIAd/8AuOh5QDGIBUsOlTZJRoBLZBXaZKXQqgLkraNNdlGN6SyJKUJJ31S5tA+FS94yQ5sUPSCo6pWK8Hh+LR7I7kQuFViwOSuLoeepm5A806pPAPZN3x+A77sZ1/P291++yf17A1v04gWViBaie66uPd9LR986TVW2aIEt2ilxXRw9UUiFN3z2h3jBu1deuVJGtlhEyRE5BHjU0qKIsJ80RXgTm9ebsZCaJCU2szmoqS0AfGIkQ+VGVukVgZ7sMyogWQoJATJ+S+H1aL8p3QeyTFmt5226NMlbC23S9pyxEcibNREGgNwUapy/1NjkjeF76aOAJ/2u63nLyPa89YKetwnUJm1i6x4bbydimQTDokveupg87ObeSX9XaZPK0iZ1/5lln8iyjKjXt6iT9D9c8ha8SeFFh5riHZfcjH+89FZ88Bs/ilWeVYk9oaE3FwF7huJrhVGbrPa8ffLlwD8+GVIRtnFtbfAN9TDkfAonLN9szquLRlBSCyWJBF9XD9PPPfDZtesVnKFUVeStee1vRN6YQd7sZ1FFlLyp5QN6fjZqk+74FYTdC4xS9uzi8Iad0zXbxT52eN6HseDE//9vAbdfBuy6bu2RN6Oe7GjWLKnRJqUKEMAW2uTRGl3ytgbRTzmGZXAzptNazZEVQJL5mydE3oKqdykVPpK9AV/s/W8UZYy8lXmdNonAuHNgxAxs9X+/Td4ajLqXc4n9C34B2sLmkNMEyNs/PAnYewuywGx4XBGtyT9nK5vD0FDA2vptujg6Y2mMsuDff/kmfO0m36D/k/xKbLzzYhBVKLqGHgWM7pFQCljEFABgM5vXyFuQBJKS2MzmQdM6ebMTfBGotxFa1CZRomQJFDhIlkiYXhDs4qMly8tW2uS0NBQkg7xlLbRJJtqRt1AQKFfG58k+MMImQD/NPCXGIG99pa9xErXJZpPuyVd6i7rnsut562LycD1vthWV4DeChmJtlQ8ZY66YocoBZgP0+3Y6Ua+5pkczRt6W6o8FYRONA8t5nLyRwr7A0JtYkLyZnjceCjIEtMkBslgUKRDvKnsbsad/Ok4yyRvxxNEmM5RgIsO1tE23Npzx5Nr1asGSas9bm9pkoFyd9KE7f5meTIOET4YiD6bnDTwB51iVVYDt5e+StyMXocKkCv699u8T/BsMGM7rP7J1TrAkJwF2qFYBREjJCpaEVgGFLtrsul4/NgFt8miNLnk7hPi7X3gk3vLic9BPBQaFwqLhiYMnKJVC33ByLb3D9bxVaJNFgFIVMlatKpoES3jmvGasH9V6LEGyBAtmQ9tUfduzMAQfeOGSLZjDaVs34u9+4ZG1Y2s9b8sHsGHKb3zHNR+3TdR7La2z83o74kFrMHs7Easx53rbl27EL79P97AxMPxL9iacc9krda9IWKkLKoOjTqkbo/VisBELulc0VJtUCpvhk7ek0vMGBL1jId2SdPImmUa3iaSjTXKSWo3NIG8wtElhrn/wqJcBAGak7XnT93qVNmkFQ3gyCnnzzw1NZd3OCzQmeeMsGJ/CJm96vPF0EsGShp43G2PeGwjUc7uety5WEFWrAKsuCQAg6ZI3axVg2Sd8WSPdc6TX1yFSFGLabxzDcAhT8+bRinYtDEpMsRh5e9mTznB/6uTNJowUUzwR96XmSFE16bZ9tFNTfexITsWmQiNximeONplMSJssq7TJlnGdS7MnAZxKn6dN+oRPGh9LQPu8WZPu1dImiw55O+IRrqmTrtmrCRmorhKp4L7y67MeD4cqWOKTN7e2WwP5v38U8O6fcMd1tMkuavH8R56C8887Db1EI2/Py/8KA0pBqtQ+b6wARFZXmxQV5C1AqeTi3kjdrgl5UyKrIW99VkDyHpZsAtmQvO1eGGJm+W739xTLcfJxG/H8R55SO7bW88ZYJXlr+1bM5yibB+dea0HQIW9HPNZiLT1U3nytVyT0oRnzWrtZ2szmoRRcz1tBArxYwBTLwWaO08eaDWHB/WbI97z5d5KmEVqyxBjYVtQmZeF63izy5p4SunCyiQzyZmiTIaIGwCFfvEKbDAWD1gXI29Ahb5NRFzlj/iOZvro+6U0rT8cLlsS0yZUnYJ1gSReriapVQKm8z1toFaBRIObWQDHYCwBOuZGDtOBQ0YCymcdizyl/n9oCyvywxDRCwZISm2cyvP3ndaGTGPdrLBH0FjHseQuQc6QVpo1Pjvq9KRw0SSfgkTeQQgoJloxO3gRHveethR5WSkLfJqTpdOzzFqhf672Lvr6p4R5XqOIW7VylVUCXvB25kG5NnXx9rcYkyV6oECsVYbhoCpmycMyVHMkhI29KERKjNmkZYSVEo2CJTd4+f/Udh/Se97bokrc1iH4qUEjCbXQSPil/ElCl93mLet5C5M0vDCHyhl3XIaHAYLQc1nzeFPfJ2xK8B5QSPSwZf5Ym2uSe+SGy4d7oMZb0a8cBDdtDLlaEvKmWjeE+l7x1yNuRjrVE3g7l9RHdiNRElcFwkdiE+UiwpECC/lBTNPk6nbxZ9CtE3rxngQTmdgCf/yNAFYY2aZA3KWO1SZmDbM8bTzAgv7kquR5Lm5ip+BvaJKugVUM0I29hhIIlebWnZZzaJG9A3sgib1MrFCyp9LxNgLxZ6tmwS966WEFUrQKkUlHyFloFhIIlPNfjbQ66OCoYULCeV5YMb0ObcIXrU7BW2kLL4rDEVKXnDQB6ZqOoWBL1vOl+vKpJtz5XjlRL8ZvQyZHxS53qYVEFbACeGO81NZFgiWCsPj+0oBqFVJiyheB02n+HqoyKvSQL9Lk+x/2GN7lC1WqRN1vM6ZK3Ixe+FSFE4Vb2e0xyuB6j+vc+OCg9TVeVbiznSA+55610yVvftSWE9ln+mn3ydsP3vnqfQt+65G0Nohf0ghUm+5eKnImgM+m2yFvSA0q/cSqC3hC+/1YkAU2yLPIabZLCnjfKHEVDJ28mGTOTcThh7l4YRouIvpbmxSHaUAMAi5O3cWUbahmce9Ahb/eWWIulNPD+XOXrqdLzRi7xGLXWqyDpS5iKaJMFBKZyTQ8W67bqY5p63kLa5C1fBr75Lmwb3ICUCignHFBRmzRjO2FSJ28B8lYa5M15TmXrGq99nvRxVeQtjFDN1dMmTYzzeQPzyZvpeZsyyRtLs7GCJVRB3qQifPHae+yTI98b8IIlHfLWxUqiSpvUyJt+jJle2MQib4FgiS0EWtZJwhVy3gdKawtQR95EWPkPKIPCWHQsDiXWsRB50/dyP9XrLjHhix+kQKjMY9wLlhRIEFsDKWPAnWF2KsN86ce6En2XIGUowcaYdHPuk1hAF3bbNqiFJJ+QplNgzFybLPCxr//QHTdVHHTJ5XFqD05g+yvI28rGdV4a2mSnNnnEwhYwiChK5FZ0jkmQN+UFyCLFcVV65I3WAHkjL1hikbcC9eQtNA3/7eRTwMUXHtL73ptiRckbY+wBjLF/ZIxdxRiTjLGvNBxzO2OMKv/ds2ZXfC8MO6EDvqG3jJI3ExZ5E1m0ceJBBZwv7ESq/N+yyedN9Fyz9lBxkJngVdJHyTM9mZvkLdxALeeypvLIW5G3ykDlAlOBt9tY5K2lp2AvbdD/6JC3Ix5rsZY62eFVnotQFSyhiSqDkYEvgP6dXwMnX9nLjK9ZYqiLjjaJJtqkcuPixPwOJEawRFsFyAptsvTVRSai5K0QevPohA5akrM5k7yBJ3jXBY9uPCayClghbZKx4Pcw1+A8FifweYsWdaUwLKWndk9QubSL9rCzCuhiBWE398Ihb0FCRGT+tj1vPmlhpiC5bFgnCSPkAfIWTSOFtasJ7uNAWt8i9AvDWMGyhrxVtk5EcD24+g38rCaD9RjwfbUkUqzvp5iTfp6QYsrTJtl45C0J6KMAsEC9dtqkUphiXrCEgZnkLcfN23e643rlPFKSuAu68PVwfjsQfucd8nbUhWpC3lZ4jkmOt0rMQIVRpsqguJocMvImFSFR2irAqjk3J2+VsTqBT+nREitF3s4G8BwANwC4ccRxHwbw+OC/56zq6o6SqCFvsnTIGwsFS5zaZF9X7cykliifyPCFeyKaliqG6LEcywE9SwmPvA2Jg0wfD4keEs4hmefYhyqYw1LVkiaW9ho/0y/mfxI/QCoavWPn4ZbBeQ9p360ueTu0+NZt+7Dttf+JH+6Yix5/4+d+iN/41+9NdI618HmZiEpRuVlC5p02tw03+ZNx8olimtLsdR8CN9W80LswSfXGyJpeh8gbQpNus7k6ubwDCWnBEmUKMVZtUh9bmAVKU4nCcVlwPb6nMYDkaSvF8KBJ3phI8NxzTopUXG2EVgHLskqbHN/z5pE3fR7rsSiyKS9Y0kKbrCJvZfj7tbwmjKJD3rpYRVRNuktVsQogmHEnIpNuJuPkTTAgZ1lAm6z7S0Wbx9wLm1iEfmFYYpYt1V7XM4VaFfS0ebXJuOfNIm+SeFQ0LUvpDLhnpxIcLIPibzIFBQ5GpmhkqNUzWX1jCtSRt0XKanLpNgqp0McQKukDnBvkTe8VYmVNLZZyTXJ2VGgSHF3P21Ea/qsPkbfDRZs0wiRh8hb1vKVr0PMm9fsEPW9FA21SUWWXM4a1cjTFSj/JfxDRaUR0PoBrRxy3g4i+Gfw32W7yKI0YeeMGeVPISFsFhD5vi8MSZKppZTHAsJQR8iYWd2oVHRPH77gELxJf8yqSABAgbwMpQKa6roTm/yomHLVhWDEA5zJOmnjSnLx9jx6I1xUv9Q8E5snABAO/ZQHZ0SVvaxKfu0abvF5+857o8Zt3LuDGnQ0qaw2xFsjbJAtAOWLRbup5m0RtkoKkb5kyoBwGgiU+8bFeakJY5C3o2wxNus3m6uTiTi1Ywj3yllYFS8ymskqbLLgeSzNs4NDwpjgozVg213bp7z8Fn3zV46NjZoLk7eryNADAt9SDzYcarzZZKsJSXgbIm0Eckp5W5QIaqctLeVnreStDBdwJkjdnFdAlb12sIFy9wYrDqeC+M+uPYApgiRfbAMDMWmILKYIZFWYrToJ68sZDZkiEvFnaZIkNDchbP21C3qjGBAhpkxLMUTgBAPmiZuWIDLP9FAcLP9ZlMu1ERDLT8/bJVz0eX37NUxq/M8GYp48CWFKxLYFShMWh/lvTJnNQYopHjKFgCVDmmA4oosoYhK+f3YwvqfP0da07GYIznYiuUm1y1DrQxeGN0CogyONWdo4JXqBtdEyyXoZFz9KNwyGSWDBoFeFozyJz4EnekLxFapPAsZu8Ea1CeuwYiBB5KyHAVAEpFTLkYEnf3Ty7Bhxnv+4LuHKHnsgv+Iev4kF/8vlIkCRd2glB/u+zbv8wgBgSjnveOJTZKJLoIRFBEzKAQeEHSV4qsMqGjbUkb0BoCgxAaanm49bp48c1u6qWCX4Haen2Lnk7tPD6EfFGvlT0Y10kJ3mnURXXZtrkJKpWHnkbIAOTBQBPy3DBjSKd+Z6GaEDeSAGF3qidVt4ODgXFfM9bk9pkGvi82Rga5ddpDHXvSUscUGbzZD73SRumcO7pm6Nj1gfJ2/fpLPzE4J34uPwpe+Gt5wY0crF9/zIe+mdfcPPEOqucJ3qQ9toqFMj/vGoHHvpnX8B1dwdoLimUUvl3nIg2aQVLOp+3LiYPO0+0I2+Wbpho5M0mb6YgacW6EigM0PP93ZGypPVsbO55s+vawkAjb9crXTjBWc8EAPQSPZ5khLwpPY8Flie3nfjTLsGTFToXyxeQMQniKdb3Y/ReiilI4pge7sYsWwITGc49fTNO3NDc3iAqtMklxLTJN33hepz9ui9gUOgizBSGrveeB8jbTEVZU6DEGSdsxN+WL8Zbi/Ox/2l/fYhqk4SHDK5cm4phFyuOmDZ5OJE33/O2bunO4Im1FSwR9h4PaZNNyVvo8wa4/YC7LEU4EXtxde/lwJUfO6Rr+nHH4UpDX84YyxljBxljn2CMnX6Y3udeESHyZqkctnqFpOeMsL+/U9+w1+3SE+WtO/bhGfw7eCDbDgBYoD6y5Z3gql7d3hhUASnpuffJJYKetymkghuJc/1eIfI2LBUSpZM3R4cYIUUcJW+WtmLKouPGMW+Z4Pc5n7dOsGQtoqJCj1IpR1MZFyudvJtiklOUDYbt7hpUVbBETXRdZKvwsCa4edDzFiZv+t+ujyZKfKzapJfKPl7t0scZtUmoitqkoU0K5n3ebNxlhugUho7K3BTz0PRKPqKAESJvALATm/14nMCk28ZVO/TnWm8pYNm0plUDNcGSS2/Unz2PGs0lcqlWhLwVTVYBO68FLtwA3HWfJmF0MSIGhcSu+fZ7vmoVIJWq0SZnsQSZbTCG0UZt0iJvRqxLMDLJmzXRridvPOwLK2MlyL9K3our2c9hFou4mU7BYwbvBp7yWgAeeZNUL2wyKEhi2Db4MHYf91i8qvhtXFQ+E9dRvP3hxbxRkkwxO5VGc4hKpqHAHAWciXgeqEbY+wdo9WmSBRaHJfYuDB0z44vX7dRqkywHpbZ4ZAVLhpGnHSOJhEpsWj+D7bQV75QvAJ/a6JO3FSNvCo9hN+DP9/9vYMcPVvTaLtYmfJ/bZD6qqw1JWswLAE5bvDq4gDJixoyjTd51YHlk0ZeTT94EZxCc1S0zYFs22pG3UhGmWI71LNaCOBricCRvnwbwagD/DcDvQ/e8XcYY23AY3uteEb3Uf422ypZIczOIDD/AWXhN/kq86nK9aSMjEpKhwHuzt+F92d8AAO6k45Et74GQ9RtpOphciWdu4SokPPJmkzfTqwMAw8JvoJbyEn2WY0gJ9pNJosSEyJtR+7Kb4GofUzUitCIIt1AVR99guTeFrRBXt/GlJId8jD/HWlzI+EPGXU/d5w04g+3Ax7MLgcFc42tCU9xl0gprohF5qyRvJjH5wYnney+mgDZpQ7apTcrCVxd5GlkFvPsyXYSZZkNHZW6KebLJW/sYmG7ocXEV/HFWAcFN8bVbtYHxepiNbDrtKZ2VRMxSxqL4/ocglw4Gydt45M0uulESeMNn9f9/+B9jX9/FfTNe+v5v4bFv+HLr81WrgLJU6DF9v4l8DigG2MAWoHqzJpHQ4+FROz8JwNMmOSO9zpgxzVVD8hYmdGXouUq4IPkvAMAsW8IcTWM3NrqKfSPyVg712ggFBY4HnbAenDH8iE7EheWvuOKtDTZcMAhihtl+jN5T0ouSsf6uK1u/L8Aib/74ZSNY8sy//SrOff3FOM8g+pf8cKfreWMmeeOM6UKXLDAT9LxZe5Rez+8NOGPe1HsVtMlZq8DbMp93cXjDoW3K791WWrwNj29jXlXbIHbRRv0PWbgNR4GktbgPADvnBnjiX1+CN3/++tZjHPJmwIdM8EbapKoibyw+plTKq7mnzej2vTXWPHkjot8moo8Q0WVE9H8APAvAyQB+te01jLFfZ4x9hzH2nd27d6/1JR32sBM64OmNaWmoGOkUCByfVD/pOfqGqpixeCO0nY4Dg8L6Yt/I9yORudsxVwRlKumUTiG1tEmyyJsfJPODEn3kGCLD3aT9rzCCNqmakDfTOzSOmcdZM9pScIP4NfjQdTF5tH39UtFIpGuSc6wkDrXnrSZYYpC31yQfx2P4jcDNX2p8nd0sAcAQGZjMGwVLqslbqQjbBh/GVx7wB2C22d/SJoOJXTFvlptUkDepvGR5ZBVgxr5G3pqTt+lMYNEgBGzEGGCM4Yo/+m84dZPvdfXFlPG0SRs37NaowiyWNF2SC0jzneDSN0cqeJlL3oLfa/u3sOWS1/jfaBLkTTYIljihzPtOz0EXK4srbhu9rlWtAliAjmXLu/DoL52PDViE6m2MrALWFdq7dNmMxYSRTuRsQaYJeQsr/8E9HVb7N2HeecfZcMhbuDaWAydYwgXHp37jCW6+ARAlVwAwPX+783BLBY/mEHARnXvxUa+ofk1RcM6gAsRhGRmgJO46EBeGFobS9bw54TQGFJQC5TAyJOdUgENFLRWc45Bok5mdQ+9DPltHU3hLnyABW+U5gEphLoiw5w3wtjiaNmmETJDoYmBLEWDvgh6Pl97YnguEyBsAZAmv+x2iQW2SV5M38mruyRSOpjjsKykRXQOtTtmsia2P+T9EdB4Rnbd169bDfUlrHv0G5C2TttI9VetLYqZaEPHMAeyiTQCA9WVspF2LJHOVcEVeQc8ib5IJp2RpaZMPZnfgFXf+IWbZEgbIcDdMj82IzVRkemioIbZ3aNSm/Ux2F7axnY3PlcL60HXJ26FEW89boWhioYg1Meme4JiRPW9VlTaj3DYuQp+3IVIwmTs1q1CwxE7Wlu5rx4NgDIwxXZVTBnnb+iB/zRbdViVS1mQVIMF44hTuAI/4zWDQSpuczvxr2AjkDQBOmO1Hfm+eNjnepNvGzXv0HLOeLTkfOutlBZkDV37EHWu/o0h4AVoB12++JhcsiUy6bbv0BCbfXRybUfUBq7YPrD/wQ2RMQvU2gDHmDadNWI9TAdJJjBlfvKnnLaRNBvThsNCUMIWDFCdvDnmjOHlTZBgETGA6S9w6CdTNgx953Zt1tV+kEJxF6L2bkwB8Rj4O5QOehVFRtQpYQi9KkOw6XUjduzrNhmDGsogzhpxp5O1Ets+1UiSybnXCGQMYVkWbLKWxTQJabQy6OLxh7wOi+N8rifDwYcseQwY9b4BXgIWSbn22xcs23QO7PLVdn1Lk1yOTvKWCY9iCvEXMngryJiV5zYljHXlrCcLaFPrvldGEvFmfKSRTtTo5M7TJSIoYwD0meZst6xXKz6TBJC4yt+ElMOxdNv9Op5EI7jadgBcseWf693jk8jfxMHYbBpR64ZCFXa2fK0bepN602p63Eb/ml3u/jw9mf934HOMJSpZ2yNshhq2gVffCUqmJBUvWhDU5EfI2ouetZtJd6Xlro2fAI3YDZGCqcBW/JuTNygnb8cA5AwMcSn3g4AGUPc/s1ibduuctgURJPuEhKfU1C4EDwebOjn3OqJU2OZ0JR+8ahbzZsEg3AFdhrybs1QifXzQ2A+uxBGUqi+HGEtPHBe+lj60mbyBypr0TCZY0WQW45K1D3o71aCvmKCKcynbhnO1apIu3bPRVX/dfXaIeBcl98WTZmHRzi7zJXKseBzprZO5fUaFCA8BtexZxy48CkQUAc6Y/1UYqNH0wEiGROUiZOcHc37wFeVu6/7PRL/Zjig3BGpA3NydB00BFtam5EiKgjwLAgHpGyU9/xzIYi4UiTZvMgp430gbip7OduJlOAQDXF4+APSAY8/11q0He2OTFny7WPux9oJM3mH+vVLDEHx+244Sh7TyCVh2TvJHM3bpygNbpJ1sotHwMQCApTN70PdpLOIaqWW1StLTwAHqtcrTJFs/je2sc9pWUMfYwAA8GcN9xx6tEE/LWc8hbv7bBJkNHmEW8eduJ5uTtc/IxeOfMb7q/Ofeb04Rz7B+YmzydRlajTeoBcxrTSdoMG2CADLepk8wFtwuHjOp5W6lH2JBSXPaINyEVHDnvA7tvAPbesqJzdOHDIW+Vx8f1vIUT8NqYdI+P6mYtTC4IFasA01A97ryR2qTZqI3qeUs4A2NB8mY3I4xjkJe4/Z49uHZXgQPQpt4lz4wstlab9BXEwktx8wTbyTMFwgr4qOTNLmhsgr7PsA/NbQInsApwryGrtkmQBvWONoTBuVKTKPJK8tbbdz0eyW7Wf0xEm6wIlnzrvcClppjTJW/HfLQJKilF+HD6BjzltrcBy/vBWtYm6mva5BAZrn/gr7vHLW1SgLBk0axyOZIlJ9ng81YOAaXwc2/9FN61/YXReyXTG/GYbZvc34wx9BJRo0Ki1JtTMvd32D4aJlfX7ddPbMAiIDIknLnrBqwACTOfpxcXWhqCcxaJMNm5JYXE36bvwtn7LwagaW6FVJhmOVjqkbcCCbC8Dz1W4mZlkjeyyFt8XXyVyFshgw1yR5s8IhEKlkzio9oU4fFttEmqIm+moEKqdOv1QUtFHjZbGtnlqTV5U+RFxIxmQ5ZwDKuCJUpFpuH6xbnee+aLwPX/CdpzQ0CbvA8nb4yxacbYixljLwZwCoCt9m/z3HMZYx9hjP0SY+ypjLFXAfgCgDsAXLT2l3/viCbkracM8pZOg1W22AOlN5TrK8ibpU1ukHHy9lNnnx71sXDGHBScJRzOwSGdCpC3uOetZypfW3EQA2T4d/VEvDt5CfCk/6/1c0ULlKFNTtrzVo0/KX8Vi5SERDkAACAASURBVGf9LBLBkLMp4MbPAe9oZdJ2MSbc119Z3KUip/bXFFEi1fIbXnL9Tty8azKvuLX3eaOJKoJhr5xF3sQI5I0xhkxwLOV6PAiuvzoCB6kS0xhi11BgL9NjkHji+jsylD55k6VTymK15C1832ba5FQmcCcdr9/jnJ8f+zmzEHmblDZp7olUxFV5mehNm+AMlxz3S+akvvcnbUHeRLmEvu3PnYg2WUHePvt7/skueTvmoy15KxVhI/Oy/eOQN0CrwtqwY5RD+eStqCRv5n4XFNImC+Cyv8G3+79Re68//4Un4+OvfEL0WD/lHok3kS3eaeYjUwBhzcjbXqk3rrNsSSdvgldok75ouozM+VO2hTbOrtAmASQo8QJxOS6440IAeiyWUpmeN+vzpj23bNxkkbeANmkZC2Cm541YhGQCwCe+u32kimjX83bkwxtz+73boVgFDIvmBF73g/vnhlwnRCQLt17PwyBvw2bkzRZ3w/crpMI7L7kJH/3WHc4yBIBD3jLBkcvK2kKyjrwt7wfe9VjgU/8T+OgFOP4DT0bPJm/pfbvn7XgAHzf/PQ7AQ4O/jwdwp/n/2wF8EcDrAHwJwJOI6D4rMxQhb2ZS71vkLenX4JFl05NTQ95s8qb2R4+zbDqiTzEGMOMpw7nwN6cRLAlpk8NCYV3wPj1WYAAtg/7R7EVAf7b1c9UESxQm6nlripwSbF3fQ8K5G9BdrD5akTele8baqElhX0nbb/iyi76Dp7/tqxNeyPhDRve8UeSPFJp0j3zbQLBkgFTTJo1IThPyBmhqxXIVeTNG3FPIsagy7DHJG5hwRZAEEktUR96YSHwVERWfmRYLjpkswUGsw5mDDwKPe/XYz5kEDWwT97yZMZoJHvlDKlNZ5IzhmxueYx6Uwev0/2u0yTBWQJts7Ivoet6O+ShamAGlDCjURF5Rrhr9je42ksyPb0s/5Ex577RiuUKbbBIsGQK3tKhgrjux9lCW8BrydtbXXgMGAjFLnfb3uQzmhV2lHoMbsAiWpAZ5i1UdyZx7MAnyZkVETAzIe92FUUiFQhL6bOgES5hF3kzcQicDANIAefvrFz4cs/0E05kAa7AKuHHnPH7v41fijz91Tes1llL5nreONnlEwve5BcjbSnveQtpkS89byIgBgIEV59r+HWwyhZl5NiZ5q1wzANxwzzze+sUb8dr/ezUKGdD4bc9bwjCo9rypso68HdSK0NjuiYCu5+0oQ95Gm4hUgohuxzipM20RcExFiLzZ6ntPBYIllSRtyXBz16OKvGlZ1Y0V5I1l09FiILjH8gRnbrCwbEYLlhB3C9awVDiJxecbkq5WJGP49HWfN5qo560pcqTYuq6HVDDkdHQNkntnNPe82f6yQioI3tDA2yAAeOhXMTpCGmdk+GxezypnmcznTdOjAE2b5IY2WULEAgHBd5AlwtEmhaFRKnAwI0G+IDPsMdTldfKAQ94SlJ7aJAvAbvx4inA6jJJG0Y68AbpazseMP8D3vCWcuU3guJ43G71UIM8DKmeAvDnkIEDe7Ka6+ntEsQLBklwq7F/MsSl6tkvejvUYhbz55E01+p0CAPU3uKRGBgi3leTnoCh5iwVLGnreymFU5Ili3fG1h0Jvte+rB+AhGwqIYiHqeQupyeE6uiPX1f0plkOKDIlgcc8bg0MVJup5qwiWOMXNUCEXpuetAXnL4ende0j3/PrkLcULzzkVL3z0qeZzG2p4MGdce/dB/ZoRCGEugx6lTrDksMZ/Xa/bY5764Pi+9bRJv2YfEvLWkryFRVUAWGYGDb/qI7jQ3GoLLO55u+jy2/DEBxyHs07Q9lW+582fN2Tv5GVQDLBqk4JjUEXeVAmlgDRUPl+4R18Xn4bF2bqet2M4bBMz4CkSUxSqTcbHL8tm2uQCpjAUM9hgQMoFk+TwLG6a1rRJfUNyIbwPVWbUJoMJdlBInFhJ3krT5N20MLz5xee4f0dN2UqCyCMBK212zZHguPV6MRqwdnuCLiYLj7xVaJNmA95GVQyRt7VQm5xkAQiRtypXXtlGf3dRk5l0h2qToWCJQow21ZC3PEzedH/Jums+hFm2jGX0cAXT9/98uhUlBJiSSJnUpr+AHlfSI29hhJsotPS89QwNibPJkjBLZUxEWGGfzCpAI2/+Gq1gSRIamgZImk38RyNvEyRvwe/9h5+omHJ3tMljPtqSt8iUW8mY2hjGlKdNlsyPM5uIcBAWTYESxVKUvDnkTYXIW9GevE1trj0UeswtUQ/7tj4OvFjU187qtMlwHb174Nc+lvS0Sl6QQDHG3MZ0Gb2xBVZRQd7seA+pa5/N/hCvXfobqLLQiaHreYuVee33l6m62qS+NtSsAm64R6MpDzh+fes1llJ5W6SONnlY41cv+jZ+9aJv1x4PkbeVJm02wle1j2GCCNSZLfIWxjy3yNs8pCJc+B/X4YXv/nrrNdvrtjEspadNWp+3hGNQtQpQZU390sbN+/34dz1vndrksReMMbfJcl5PKlSbjCfgJdVMmyTRw0D4SdAicaI3Ew0cHiBvnDN3c7J0Wlforfw5dIXkBBbTMKVp8mwy5f25807DXzz/bH3cCORtpT1vOVJMZ4lerNjRNUjuzVFH3kzyNmJyBYAtOAgKPL5sjDNfr8Yk60CoNlmU8Qu0cmO15238OVVEm8ycN5GEiHvPWIi8xbTJUNkN0Buez7KfxNsf9C+4ZePj9TgiTZt0lXyZux4am7w9afh2PGf4V3HS2IK8WS81PiF6ZjdvKed+PPJxtEn/ecuINmk2bWG1PtjEWoR0ZPK2uFsjFSMiXNgP7t4eP9klb8d8jKJNMpe8lRCq+T5jvQ3uHpeBIqJNXDgUBso8Xg5j2qTteQuQKSqHrcWWprHGuZ83ciS45LYliHJRr8MNyFvU86Y8zZolFlkL+9k9EjDAZMhbnLwZtevg8z2U/wjPVF/1vneWNgnmet4K8iIsKZnNbGUOcz1vSgLvfzbwudfixp26N9oWpZoi7nnraJNHIpzPG3n2zcqRt6DlolUxNqbsNu31FpnZ4w7nsDTM8aH0DXhC8Q3/PpVrtud15yyVBywCq4B68iahqvsLe44A7e583o7xsI29PnnzapPV+XdR6mNCqwDFtWzwskneFDEcNI2dPJuOBk54PsGYq7LZ3rgSAqFJ90mV5E0Z1bm2qp5rBq9ZBYTJ28oG/s+ed3/9niKmeXSxuhjV8wa0b5DspPvd/quw8V+fXXu+TUWq9TomOCZE3obS+70AejNVRd6ItAXGyPclgmDe500oXVWWTIzpeTOItVFPU0Fydya7G4oIe6fONBsVAWbUJpecYEkBprxgCQBsp+NxHW2Lk8aW5M0WeSahTAJAmvjjbb7Hxvq8Mfd5wzFMqbcKcMhb0L9i75mmxc7FHd8APvKLI98/Ujudvyd+skvejvloKyzFtEmJpAF5u0I9GMyg5gBQBoIl9l7nUK6vHHIYCZZY1FwERQuSeSSLPy5C5G0RU9hTpEjKJTyU/wjD9afr87eoTTqZdEBbBQTJ4ZD1wcDQMyhVjnQsOi+475EDfH+dPUcYTNrkbcp8Dp/wat6CPk82KnmDacm44xvAFe/BzjktVDKq6FeowOetQ96OSNj9mhYs0f8+Kb9jRecIf+G2n1tVkK5BQ/K2xD1tMr/7GjxJXIv3pG9vuNZm5E3TJuOet17CMZCVsaLKVluLPECc+yxHQQLU0GZyb45uJV2jWNfTN4NL3shMlEE2/7+e9gA89ozNLnkLe95I9JAmHMtC39g5EudOz7KZqAoRqk0yxt1mi5veuKpgySliPxbFLHYbTrsVLmir6tmkLjIiNUISfCzy1vzEix57pjk3d2p9Xaw+7MRWQ97MxqjNWy2kTSZ7b6g938Zlb4tJqJeFJGzCHD6d/Qnknlvj5EBVK2MVWkebz5uhTRI4ckOR6qGAgqjQJmPkbRCpTXpZbgB4U/mLmvbBmenv0BuVFGVAmyxcwsOCav0rnnTGZMhbQJucJFJuaViAaysZ6/MWvhfzSaWZizhnKFQD8jYJbRJoF3cwEaqdri/2VC6uW3KO9WgrEElFTnSoiTZ5zQNeiVflv+PGJxDTJu1YZiCn6Iwyj9URTc8VN5u/nARUMcAVPzo48fWHVMUlvg4LZp0+h9+GhZO1MmWYdIXI2wKC6r7peQOAFw//DH+57QPgDC7RCZU026JaBLJzUB91hEuUFeSNMQwpca+TDnkbQ5sMCj6Whl41WI+uKexR6pK3IxIhbRIAHs5uxVt3/Rpwz9UTnyNeltuQt1ggJG+4h5lIMORTwHAedNtlAID98Iwze+ooeQter5G3itpk0tzzZte3O9c/CleqM91TTqQEet8wRLpiNtmRjm4lXaOYqSRv00HPWy81E2om0Eu4T95C5M0YduamHyxH6if6pB/dyJwxX6Hk3A0Wns3oZmriDhsflBInsv2YS45zySC3Ffg25I03IG9KGmVAvZFsG7wZWhKzLXrgpILF/QZdrCrst1/reXO0yZaetzEzlLWWmPg6JlSbfLb4Nh7Bb8W6K96OJODEg5p73sYhb7bnjZjvceuzHIp5qqCCiBKdTFTVJj396QvyPFxL26AU6eII06IeTJVII9pk6ZG3oOfNJ0pGVKSiNvnp33giXv+zD/Ny/JPSJu3x3I/56m9eDYucWyqTVeQjs2lLOENB1kwnFCyxqOTKEvhqhPfYNCrUt05t8piPtrkpLDgpKZGaIt/HHvBmvFz9Ma4869XYh1mnFAsAZaA2uYO2AAC+cfJLnSgY5BA8QvrN+DcV+SX0sbC0jJ2L9XlvOx1XewyI5fwXxWyUkC2e9DgA8fgOkbflwBYAInWF0u/QgzHfO0H7yJlEp2Dj0cDqPFKOTN78nsSGtVXJkXiPWqqbdAOWNhn3vC3m+jcaibxJ5ayKOsGSIxOhYImiwJJjeX/ra6oR7vnakvVCqgh5C9VgXXCBZb4OGB5Ecvd3AAAzbNkVBUJbA3f9inAG24FfFl/CsJC+h9L6vAmO5SryJr0y9G1bnoyvq4e6p9bDe6z2kWOArLXgfW+NLnlbo7DJm6UtTMNbBWye0RP2dCrQSwSWSmaOCTY2IkUmuOPiDpFgnoxQSblcQd6AS+UjAAA3Tj3KbYY18mYqfXd9F/jOP2NY6J63hWyrQ+v4lEbg2ppOnR1ArefNS6y3bdrTSvL21uJ8vHzzB4AprTmXcB6rf3VxaFGZrwpHmxzd89YWw2KlyFv894evuANPeKNGZpQiPOYNF+Nj37kTe0lbUrClPdHkTrKs9byFl7h3cYgH/+nncNPO2HdO0zPIJG967PWRa+TNVJOpsrHJktDnTfea2HvcVsdzqZwHXKg2uRQgb8wgAjyoTFd7XlkFeXvEaRvxy487HWlikLRJaZNBj5xD3lbQ8xafLEDeGnreikl63oCx6Fm4Oa/Rt+joWiC7WPtoVZuMVGkLh9bMzZyOy+TD3bwQJ29+nC2hj22DD+P645+LoUve8mbapEveemAyr1H5Pysfi+fkb2y8Ts4YEkMtHIj1WAzUk8uNZ+jzRz1vdR82fVAW9Z0LpqnRDnlr8YoMo1qAte/VRJtcn2slQgQm3Za1UCBxTBuXvFXU9xjqyNviUP971LIS0ya7nrcjET4hIlP49KquE58j+Hfb7z0sVCSWU6J+D3MusMxntEm36bvvowD23x69D1WQtw9mb8Tr039GMVgMkDff87ZHeUqyvkjpCzc8iYSBZpnv9+8b+6yjLHfrkre1inU9PWkWDnkb6IWFc5e8TWUCvZRj2Yg2TDNvbEk80zL6ZjGKkLfhPBQRnjt8A7745E9AcIYr6CE4Y/Ah/Gj6bDdYeC+gTZbLwGd+B8NSYSv2YSHbijP4TgDAvhM0tWNh0IyAWSpHtKAZRIQz4Cx2N86960ONr60mb5eoR2Eu87K1iWCxx84aKB4ei9H2tUmXvK0WeVtpz5sWGXg0uxEA8Eefuhp3H9T3dS4Vds8P8R9X3u37UZb3RJVwNKhNhpP2VdsP4H7lj3Djf/5d9L7OpDvocZvGEIqFtMn4s/YSHlkF8KCCbqmFw1Lh4adudH0tjCSyUG1S5kiskEJQwfY9r5ai2Lzx6q1QsMSadAvOXI8fGzNte+RNfw+WfkZGtVYwoLDN3cFGzFJueQP1+XJ5dvAh2r0hAb05fwG/DLf3L8AmVMzeVVe4OdajVbAkmJtUWToWB0t6yKVy6A5nvn5QNqBTCWdOFAxlXrEKiAVLlqgPpvLYXgTAgx76KHzsf9V7ggE9Fq2P6yCJkbf7bzvDXKMf3yE1e1BL3gKxEq6TUuthNQnyVp1HXPLWgLxtGNyl/xFaBZjPXVDi5sI+zL4kiVWhOa8jb8tDPReOp012Jt1HMmQAvZFdO4EVzcexgEjz7z0oZVT8k00qrlxgYGiTUgZ7wcXd7n0YFDaqA9H7ufMu7GykTR6UPeC1dwI/9VrzotIh7eAJZuD32yHyNoUBhpR2yNuxGtOZQd7MVzqDJRTGjHrLjJcz7SUcNmeqIm+p4M7zJacEH5VP1ed7kDbUvZbOwOLmh7gJm8CRCq82yZO+N9I0IfNlbKKDWOofr5WiAKhTzgMAzLUkb7wJeVMSijRP/t+T1+Kpd/y9q2KGUaVNSnCHHgC6QiLC5K2jUK4qyKKoweJNREHy1maiufa0yVeIz+L/9i4Ebv2Kfx8V965ZKpBYjpE3pWTFVyxG3lIOnC8uxU/f8dba/SagQFw46s8U08mbQ78qH7WmNsm8MIpF3tb3EjzzoSdoBJsYuKH5ONUsWbrkjQXSwr2KYBFvSd7sWJhU8Mf3yDHcxLbh4+opwIvfN/I1zCVvxmbAqdFqpTvBGQrVQJu0m+MG5O0z6nH+j/7o5K1UhN9IPg0AOINVBEs61P2Yj0lYAVKWjholzDizc5MuZNStAmwIzl0vV02wRBUgIiTmsUX0G5G3M0/chIec1HyfM8bQM2rSw3Q2Qt7SXr0lwSaGJfxcZT5YJFgijAJubw2Qtz7qSdKmfIe5SG8VMAyQN7ve9x3yFidvzLJ6Sp8YbsAiAMKGpR+1XmMZIG/UJW9HJOzQ0oIlAbtiBcVzAuFh7Fbc3r8AU/tvbDxmUKgoeWsan5wnej3Nl6DCNb1YMtdI+C3x77hYvQI4eJe7zD2WvbNwD7KK2mSWcOSl0mvTCabQqOIWh23BWjTN/N57ExYw7JC3Yze8YIn+/zosOz81i7wdXCrQSwQGEgAYpoNKAJmeN1uZy5HiJjoVz1j3KWDLmW6MCc4jypXgHB+UzwQApNOzBk3wC9GmwR0QUFjqn4Bn5W/Ci4avw9ZZPXnPD5onUjucq1YBRIQHDa7ylIyGjZitGtooIaLkLeEM+9kGf0BHo1hVNKlNhpufVp83FchxN0RukLdxEtU2FBEeyIwc/IE7/fsQRddgNyTJ8t4K8lalTcY+bxknTGGo0aAlL37hkTcvWNJHHtEoq8hblgj3HQlT5bb3uKU7P/eck9BPBThjKMEhpFFTE5muoO+9Gect6SZrFiBvNlFyVfYWwZJeqo9r28BWwyZvgjOACfwpvRLY+qCRr7E/XVqhTcqN29y5JEHbKITJW6nQSzh+/Umn1865TMFGjona82EUUrkilOutsNEhb8d8tFW4wzGhpEfeeGpaCQylm7XQJm0kgnnz6TJ36rYlce9Xao2wW2iTbcg5oMWOrBVQkW3AIuoS401qk7eL0wEwKPJzRDjPcs7A+Uppk/HfIYW8GltLs3l1apMMQ3jGUFlF3hqtArjbZAPAJjaP30k+iVde9XPA3lsarzG0CqBuvT8iYdksBIqNtFdQTCMCniO+BQDYsv3ixmOGpYx62mWDiivjQqtQFotQssSiXVuMlQUR8DRh/EHnd7jHrIm8WNxVN+lOuBdCsmifKr04Hk/wlvLnkT/sF4BN26Lr2czmMUCHvB2zMdOz1TX9la7DsvNTe8Rp2q9t87oeegnHsJAAT5CFwg0iQ5oEyJuZhKuV+jRQ2rJ//235Itx/+CGIrO8nWBNbB7fp8/WPx810Kr5LD8IJs7aSOfpmbbIK+L27f9c/1oCaVWmTFVIcUsHx173fBo4zG9CuErdmESZLbXLcish7pDSEvSfGmcPaIISy/kHlXJEzDAd8D4aQg1httEabpHryZpWhFnb5lylTPQxok33kUCyJ/J7CyIKdjjbJRq3n7UXnngrA9HcQB5e6QkcsgUQCXP1veNaCRpV4gLzZJMteehvyNmXEi9qoY9Ww1EdAX28ypt9Nfzb9e6SV31BufgAAm7yRXuQitUnCWSesw8+fe3LtnMvI8NbifP1HsVR7PnofRa4I1SVvXdiwt2NetheW3L9l6TZo3PReDUqLmnvdm8gWxETCmX9cDvFU+qZ+X6TOuNduMJcpA2ReJwqLXvWR4HMw9I0VkOxtxEKDEXHIiJhhelN6Z7LNXLMZ00K3Sri3NAq4/yqfDgDYyU5ovYam9wE8yheq6dnYIjUtLex9dbTJEHlDc8+b7qdnCOf5TZjHz3Dj0dUyLxSBSTeVXfJ2JMKxJkn/eo7tshLaJPy+lLUIz1SRtybFVC6EXh/yJUCWvvhhkjctWGbWOVN4UUTYC528pcu7kLISiiWu/zsTTcmb9MrQPMGNdBoWfvodDnm2sYXNYUDZSOrvvTG65G2Noqo22WMFSkObPP/cU/GRX3scfuack3TyVqrIfwoAIDJkgmFg1KgsgmcFDuxtlQgeTdhWeCEVia5I8lia+KShpjMMpn3f2db17QsT4Ks0dZPuyoENAz+r0DUkfJ+Rvn6GfVgPPPbXzAFd8raaCBuQbYTJW3vPG6KG4mrY5C2rlnRbryNI3ojcpkqqGHkL7ws2qucN5BYY/XzpNxOLQfJmqocU9LhNYQgFUa+im7CoF2Bpk16wRELgL3/2YXjMts36GplWjrQUSckzpwTrPkfmK+62yHLAeDOypHmMWeXZcb2HNmxSKI0K5iSIqEPeKr8hW3+SeZ7p968kb4VUOjlsGNdDZHinfAH2PvwVrsm8LUpJKAxqcBwqEuwdTfqYDYeWtVS4w/lCBj1vItVjySJvFjUHABnQsr76+0/F5a99GgRnnp54zSfxC/Q5/XqTvNkClqYxpmAyr4v0tCDngJ4bouSN6shbuEbbMXBn7yz9eju7Ce3jZsd0LxFgAD4kn4GH0b8526BR0d7zVl9XTyDDXEht7yuD3e8W8D1vUy55i78DhrgwDGjU4mS2V/9BBNx8cY2KV0gKkLduvT8SEXqnKRUib/WxuHdh2Ng+oRQ5fzQmh7XnAY28ZYFacRNt0iNvS1BKYsHSjgvfh+YYLOb6CMCcEfBLl3YhRQkKUD3BtYheKRUODGw/n0ferDJ0qVRkHwToAsQQ6cRr8r0luuRtjeLc+2k1xZDTbpE3xhgef+YWzZU3yVvVEJCZnrdlQwGz1Da7AbOb9SRYuAAvJW4329Wet1MKnbwVUye6xzZNj6djABWjZCXrfToVyF0pqiNvJDTSaK+Xc60qZhfHjkaxqvCKTP6xEOlq9XlT5ChDTWF/q7CRfuR1EEWpl9tUBf13QLyZ4KF/E9XVJqPPVEpMoY68EQyyxnnQ85aDOHdqk9UIE1LBdX+JR94EnnDmluhzhD2fSqRY5vEmjQfJm+AMCWfYqTTKPg55mzTsNZdK6V6fCZI32/OWVJI3EdgOKCJAJBXBEtJIQAOVxtImP/T9vTp5G0ExKZRCaRLdrexA/GTX83bMhkPLVtjzlhjaZNXmAwCKQEHuflumccrGKSRh8nb3993zORJAFga118lbgQRoSt5G0SaZp02q/obYu63yWQHgA/JZeJd8Ab626fkAgN3QcwRmtBWBT958YXZhWGLvYvMGOYyVCJYcx0whJUDeuCnkhcnb9AjkTVa2jE/hP/DMiCv+AfjQi4Dr/j2+Jqk6tckjHLFVAEbSJs99/cX4nx/8buN5LB2ZtSThg0IhDZK3Km2SwJAIjgF0zxtUiUXEyRtRcJ8FyJstevQGu5GhhAoKLLYH9i1fuAGv+uhV5kMHyZsBS1zRMoiEKcxhpkvejtV45tkn4h2/+CgcJF8tK8R07Thbea9m/0h0z9uyoU16TycddkObiJg2aeltaWD+G06wJ0jDGZ72G9OahHhLREISpOq9rZUNnG5MrtMmB4H8fCqYXry75O2QosnIMjRHbvNSqppoVsPRJidF3ip/2XtTKYoSyDB5EwHlguRo2qRUZXPyZnn7FdoksSQ2yw6iF9z3VtnN9byBR+IBmiLkz0M8xYBVkrckTt4EZ9gJXcTholkprr/S5M0KoUj93U6WvOn/27nh3fwX8RfFS9zfIkLe/G9RSIVNNA/sur52TjsvLVEfAGk125YoJaE0hatZVjmuo00es2GLCkULbbKp503yDJmhDs8NSjAWJzlFY88bB4FHlXnAiHMY+n8KCYkEQyRgMq+zEUbYYXDG8LbNr8Ml8pFIe+swRIrPycfguqf9U+Pxc5jBW4rzkWR6k/rK/HfxB1N/Djzkv+u3Msf1UxElfYMJbFuqLOpRgiUuAuTNrtc5eZ83l7yJqmAJqyVvFyT/5f/Yrj27sOwLNtffM4eFoUdRqeyQtyMRrueNCJqU2I68AcBXbtjdcA5PU26jTQ5LGSdvFeSNmIDgDMvoAcUiSElPmyxD2mQFeQv69HrDfTXkzepAfOmHOz06rMrIKgAA7j4wQK7qY/s76oFd8nYsxwOOX4c5TEOZhv5htql2jN1AUrXp3wiWLCt9Q6ZGKs9O4MohbzzawFmEJAskyMuA2rBF7cWQ9THdry9yj9lWvz4gFMOIk7dxyJtUVBMsKZC4iqm93lKRk3jtaFSrC/tbhL+IjGiTo5C38bTJar9UW9Rpk8y9T4S8Bb5DSWQVUcam0BWTblUWmLLKUIt+QdGegwRw7+u2ni0DgUl3NcKihfVUuMFMiwAAIABJREFUUk5tUkRoY9gPB2grj+VK8iZ6vjgjmEHeSI8pNmg2P+2nK5tynYql0t/tJObedmPLmU7g3iNfgPfLn3YLnOAttElF+MN9fwx8+tW1c9qKq6uSjqBOFlKBRL0PCECXvB3D4dCyEawAGzZ5Uzxz7JODywWmUgFmxi4AFA0mwLZIQRXqY9TzBgnJEhSUgKvC2XC4GNH/whnDd7Nz8bLiD9DPEgAMryp+F4NtTx/18ZEKjoQzXE33x5XZo12Vxc7lYVI6aVSPt4Wrpp43wNDYDIVMcOD76kzk/S14e/kil5j1WKHNlSuZYbWfvhaW1j6lkcW9C0M8++2X4Zbdi27+7wRLfjxBlfvX7RdI/7cqqwCQT95afsdBoSLBElVF3hhHwrn2O1QlhBzUaJNRH71L3vw1MzlE1kCbBEzROPAwLUvbN6uv+0Xv+Tp+cLfuw95Ox7nXf1M99KhL3pr5RV2sKmz/2TDdgKl8H4a9LbVjNhrKYjV5YyJDxhkWTc+b3ePZJm3f88bcBhkIkTe7YYurY5swh3mxCWdujfnz1/3Fs2o9MTacDH2YGhjapALDfsxiCw7WEi9JddrkECmSCm1SI29m4HWT+SFFW89bq9pkw28UhlWbrCoVtgUhpE165K1NbRIAEvJ0IGqwCtA+L+Sed8ppCzvdUVZtkkXqksCW4fb25K1CmwypkRK8kryxqHeURIblIk5Ipqb9mOIGedslTUFkbkfjNayYNhn1vE2GvNlDtHodc43cyZjkrZQKpxfNinEKDBf8xP0w/K5N3hYAHN94bKkIGW9BDTra5DEbnDFkKFDmzXN+lLwpiQwFlMjcGLDJGwCXwJUNWxgRJm+FLzIMkYKpEkoRZtgAA9bXPW+qAXkbYV7MOTAo9LWG4zn8d1PuJxhDlnCUuYwUo+08WUXeJgn7WV+evRm3zgs3kzapTQJAwXvuG2OMYQ7rcPnPfhPfu+jbCEuBime1WZQzIB9V71+2BSt9TaEVkfd569b7H0dIRdF6FgqWKCJfrKjc59WkL37OFwe4aul5KyQ4D5G3uIBCZp1dNoJWmVxAga3IkSALrAKcIqujTfrkjcshUtaLijO2qCmJ3P53eTjEcJgDPU+b1McYcIVS/GbxW3ihuAw30SkT2/fcW6JD3tYwHJVDaD+lvFdHtjZO6aSlSj9ghja5KPXzCdc3km3SdrTJitqkMNWxNEDeqtWxgk/hrBPi5G06S9qTN/NeeynwuSEFkgoc5GWYK1UbKeuJQY40Qt5SwbqetzUIO82EOVrY89bq86YoqoxVwzYqT6o2qYvoHnlzHoEq3oxlUfIWUC4aTLrDSVTJ0jfQR7RJw9vnsXfSxaf/buylFEQoWMIYTM+bR95i2mSFIiRS3DOIz5tl8eKRCI5L1Tn6gbOe0XgNK6VNeuRNTSxYwuALOUmQvNnXcqc2KWo9bzf3H9Z4zhICJ6zvY04ZKtUI5E0qQp+1FAg6pP2YDc4Ybuy/FM/51v9ofD5UP7Ym3Rp5M8nAcoGpzI+fal+qDbtpJd6MvCnSatADPoMCBnlbSfLGmKOEh3PKuLEtOHNrbji/2umun3I3dicNe5qr6UzcRieNFCwB4Lxn7fUA4fce0Mh5XXCpykawcRsq6rRmTZcBwup73rrx/+OIavE2EiyhoDBfuc9HoU8EBIIlLT1vpYraMlSlv0wjbwxLpoe6L5cgYdQnC21RQdQgWEIEW5oQaqhpk0Hyxrnfd9gxsG9uCesMbT+09bFF2RwJPqMej5cVfwCAtRa8763RJW9rGK7iZ26yvAF52zRjk7c68pYKjnlpVCbNL2MTH2cVIGLaZFqjTcZqkwBQJDOR5Pi4sIvJPsziJwbvNA9KZ66dm/6XahW9VKrW81ZAuAQU0P0IpQqRt44Dv6pwlbSV9bxNTJtsSewvvXE3btvjN+4aeXOdmRMJltSTt1iwRAVUTCVL3xAf0CbDnjc7WS9SD9cf/5zGajxQQd6M2qT9HiXFtEnOfIUO0BvBxQZJcHc+oROrW+gUnK0+CjzwWY3HHVrPG5soqbZzBWf6c/rCjxEsYQyqkTapUBhRlree9g73+F8Wv4xb6ST0U44lR5tstwsopEIvSN4WQ4+4IFn8zFV3Y/f8eFGGLu4bYe/crfPXNT4/F/iOKiNYQiJz43YuQN4AfX83VcvtfU6VvtMcCZgqIRXp5E1MI0cCLvOGPuDRtEk7v4Y05pAS3fTqMHlrKsL0EoEJa2YuXB+htF52zbTJA6QLylHyxmzyFtDczFyqGnp2q2wEG4tsJn6g1GM67NkLkbdd8wN89upmZkIXaxPVRMQOE0LcP1YtwI9KYBSRW1ubet6UIuSligohqlJAsT1vSwZ5m6IlSHBt2WGQNyLyRYIG5O3k5RvxPHFFlEDapVtfo76HZ694Cz6SvQEAkM/4AoPde+eI7/GjjTbZJW9rGG7iNSOl6G2uHWNpkzXkLe1FyVtiet6Wcxme0giW+BneLgJ246mr6vG5SyOccv65p+IpD9q6os9kpc+hJLhL3gIfjSAk1QVLeonAnz7vIe7vlDMUkkC2ItMlb6sKWyBQoULbJD1v43zeitHJ22+9/xLs+LunAwe1MXck6w8vliFle89bugLkTdMmLfIW0iat2qSAMuICX1Tn6eJAa8+bf1xw2zej36tqJl9F3khkWKQRyVvQjyZGeLGtvOfN+EcqbcPAJ0re9P85Y9Hx9rISbqqMDVYBKQrgfo/HzdnZ7vH3yecA0Eq5tmKqaZPNUUqKkvVIjc8UfA4uF/jND38fL7vo22M/Txf3jRhFCVSKsDAsg7+1UBGJnqNwH1wuMB0gb71ERKwOG67AUVmfrGAJEWEdW8aQzyBHCkFFA21yRPLGmZtfw88U0ybrrxecITPrdFMRpp/yqCXi6Q8Z7/MmXPJm5zG9rlbVJneRUcENklReQ948sqYakLc2pHOZVYTZSo2ghL+NQ95UgZe+/9t49b9+L/q9u1jbqPq82rWYjJozb1GbHEUdDNsZmpI3R88PetrLqtG87XkLCnoljL9xY8+be/e4Nx7AwTOe4/5t98Ey6Hlbf8ALb5XrToreD9CASRhd8nYMh0uqTLWgnGpA3kzyVlYSLMYTZIJhvoyTN9fz1mIVENIlAZg+gErylurK2FvOfwQu+tXHjv0c4S0cVkCYGei55TE3QO5V2uQNr/9pvOTx29zfVsXwU1cZFKWjTa4qvNqkfyxE24qWiUgpjLYKaPB3CeP54ut4grgOuOxtjRcVIm9xz5v/nVMKfnNq6nnzssBKeqsAWtrnaDcqQN5uw2n4m01/itcWv4aUM0ftqEZWU5v0i1EJHm2oWEW1lYnMo04NEcr4j6I2rhZ5A7By5I3Hx1tEgvNm5K2UhIxyQGSNVhP9NPDQG9HoXioVzQORD5Z5nd383rFvtOF3F/edGLU1WsjLKF9SUmITm0fZ2xzYZVA0frasy7Bnob5+2PFXFVVwyBtp5G0oZpyv6gwbxCfZeHrrtXLmEYpwrI8b2wlnbjxPgrz900vPG3k+fS36BbZX2QmWVJK3y5WmQ28a3u0es2hFHiRvds5TDT53TVYBQEPyZr53W3jmUEjsxlsWuGu/8chrYYd0cejRRpu0PW9tapOjExhyhVbekLxZP98svPdYlTapkbeQjaGIY4kyUOmtAjxt0jLPAnsDE7sf/Tvu3442Sc33KMv8PWqRt6qdT5e8HcPhJmSbvPXryNuGqRSMAUU1eWMcqeCYMz1vgvnBBgSCJZxHIlBuoTJ/N/W8qaRuWTAqnvbg47HOmI6H3GNepU2qEvjEy4D3Pg2ASd7ael3s9ZsV4wNXmEWkQ95WFUTAy8V/4nnf9v0j4eRTrby5Yya0CmirwIUUSXtc6AfIGfBY9v/Ye+9ASY7qXPyr6jBz0ybtLsqCRQiJIJElEAghTDDJASMTDDwe5mEbDBiDSfYPmZwMtsGYZNKzwWAwBhsw6QEmSCQhIUAghHJebbxpZrq76vdHpVPV1T0z995d3V3N+WP33plOM7e6us75vvN9lyK55RKv58GnTbrJXValPylrS4rENif3kLEKN8otKtFautV+fg4BxhNwxnB+/iD0kQ9B3gLaJJhN3iok3oKKMeYJofCs4+6FSHDG7NhuQ95W6vOmzjGaYIkp9PAAqTM/TmUJFgdVreetqCQyDIC0G6XPdDLy3bb0rhWV9BJ0D3nT5zMLxrYG+UkcXiFaFkf7l/3ngKxKbME8yu4WDxGnyNu22Q5u1bTb62ddr6bZPjQS7iNDOtiP5MYLMcuWUSTTmNdjcyMWcbHYgZN6H8GTytcCJz2y8Vo92iS5v6gVyclHbsCdt83g+Q870e03jDYZIG+jhJlqBpVAlji2QNjzdoG4G/5s8Mf4wl3fYF8Le95ociYbkLfYwngpUOE1tMmlgVnMk2upBmShPbn3D1SEbRM+bRKNtMkW+06NvOmxIupFEzOOaL9zWASo0i5SIswHKNZLDx3IgbMKsKCBcMVaytCpJAPL3Bg1CDSlTdKgRUwDbuRdvxg7Sd5ux2Emwytn7wMAqLp15C3hDBu6GQoRTNKMIUs5+vCTNxPWKiDx5cLNoDSTfqznTWQBJ31IbJnJ8a2/eJj6DAR5sz1vBnkTFfDTTwPXK0PHSkh/oo6EEYWwC2NdpfvJdXvxjq9cNtZ13p5DQmIHuwkbFq+yr43k8zbMpFsjb0MnMio9HAiWfLLzWhz/yUd510DptN75ZcznzdE60lL1110rNd1Xi5ZY5E0XMwySkyWsRW3Spxuroag/B0+8hRNnsIpYAJDl9cUMjTShyFvzdqtF3kZJ3iht0swVKXcqtdvmOti3XECwAHkTQvUjpp3o+OmmievVbUneykp4fY0+8qbnEJu8Df04kzhE43MX34DPXeyQnrZ+mvleCU/tUFTYwvajmtqCPHVjngqWbJ3tYOdCHyf3P4x/vcf77OtNyFtfFx23/+tjMItlDNIZOzY3sgX0kGOADBeKE9EWnFHapF/wodf5tT8/G6fvcAXcdEjythK1ScrCyROnvEtp6oBC5D4jHoIrj3S9uI42qZOslDvaZDK6YMkyD9YX+nt3SAyZK0RpS2CT5O3ARdg2IaTEZuxH0tvdjry10SbhQIIYbdL8vRNZAGe+EHjJ5TWrgDKZVsibIMib7nmTA9PzRkADXdz3qJ4AltBFQgubpCBAe9VN0PvNPMM6nUnyNgkdZiL9zDEvwaP7b4KYqiNvALBpOsMg9EvRyJsZWAwSz3nInfCx55wOwC3IUs6jVgFWHjzweQMAkftKkyN9FjvYXf+AQd4K0+hZEyzxaZMyMrzMTWSTNz0JPOFd38Hffe1Xk0r8iKGqZ5UzoUTQ89ZQQhNSImPGfqK+UigriePYzfjvvY+3Sbl33gB5k6BLLuktPpp73siiSpSBYInQiZkW6GlI3mz1kCVImFOKyhLeqDaZBmqSAIOpkciA3sEZQ0+6B0+ad4DI9+XuP0dRTFuQt1GSLxq0ms9GRN7MooiRZI8icFtn1YOzROL3vJVC/W3SDopKYEl2cJHYAQB4zW/dHZ2Mu2JOW/ImpI+u0jf1nGGqtJO7/fCNF3z8x3jBx39sf29bHO1fLrxeXFkNsBkLqKaOQJ5QOX53n26b62DnfB89mYMRgQ17TwboAKVTz7A+inTWIm+bsWAZK8OSCo82OSTboskVJ7TJGP15JT5vdD7IU4eMh7RJ83rmiTL5lMs8Ifd3WqdNxky6geE9bzR5Y9UAnDGlFjhpmThgEaNNviV7H0698K9WrjZJEqgk8rfra7ESLisgnwVmtyHhDG+YexWqXCmXV+k00oRhIdLzJolgiV1niKBNQkcPmXcPWasAIeuiOo94TYC86fkkyfEvf3g6Tj5ybuhnX48xSd7WMMxEuiQy/EIe39ifsmk6Rz9E3qCamZc1nDw/uwOveuzd8KA7KyNB8zzhDB4vPq31vNUVoVjajhrEgp6jAlcIie15i1sFCCGR0wcwr1dAzMPDcPNR9mvUrUmMFhmrwMj3TdGSRuRNwjXnR/4+Qko8kv9Q/fKTT9bepyib2T5m0g2gsectp4IlUtR63tREra4xq1Tydp3UnmKLDnkzgiWcOxpT1kKbzLyeN+ieN51EBN8FY1BN1GbfPN7vZpA01fNmesqim64oPKonH82kW5C5wgoakRt625yaDwaSIzTpToVK3iohcbf+h/Dbg9fhiJkcz3jgHTXy5quAxUIlbyRZp9YUwiRvvoruJG7b+MC3rsA/fP3yVR3j1oU+nvy+83HLfC/6fqyP0sT+XukV/tLlXeBMQkxtsR6mADCVu/th66xCkAE/iWoqcITqcmU6iwWpEo8pNrDzxrAhyRlDURr7jfZt6e2acmZp0I3IW/vhWo+fpy75CpM3UyzNAsVdwCVvnczd3zKCvIU9b6bQvMzD5E2dO6RN9qXqOWSM4aed/40t7znN7vLFS27EK/79klE+8iRGiEqEyBuwhc0jG+wD0Kw22SpYAgmuq51cxpE3y7zSdEnOGL6bPxB77/5MdV2pQd7cs1WAYxm5swoAQXjJ9Xm0SSRR4T4hpKfkfslZ7wHOfKGPvElDDc5w5olb8brfvod+/dB6Fk2StzUMOxkaX6UkPhVPZwlKEUfedmEj/mDwCvzo/n8T7KUHVlB9p5V/9X+9YbPNlLnxs1AfGnBFm9THKRoES8qANilZzINH0yZNFfQzzwVe4xDKtgf8JFxIKOSN/g1KjzYZ/x6ldFYBoVE8oCb5GaPuGEFsZfBTON95SX+TVQDa1CZ9Tn5eqWpcDXmDnsx1A7ShiaQJa7QKyIJKnfJ6M/eVvw9jzEvekqwbRYmMemQyIvI2bqyENul63uIiKltn1ecqBFcPzE8/B7j1V47uGPS8mX07nmBJfE6R2iIilQV2yo1qv+DvDQzvrZzEwY3Xff5SvPVLv1zVMf7lgmtwwRW78c/nX117Twi/ch7GfK/w6NTpshK0ElNbg543H3kzEStohtEPk7dsxiJvQFzoIBYJZ5bZMKxHzV9gcpuI0s9hYiXIG91eKdMyVCyt9byZBWsaoZr1CfJmWDsyKljCIAirp9KUuF6NNmmsAnTyplkXS+gCYgDGgA4rwZd32V3++F8uxMe/f82In3oSwyIsgpvnPpPCa0uIreGaQoh2tcleQayiNGDAGUMlnN+bSKeU2qQglh9Jpn3eIrRJfR6P6gn1Pn2mUcESCl5s2K6Eh+gz2RZpdIHC7Dvxebsdh8lVTCWrCXnjvN6XBub48N8W9wS6G7y3t8zk+pj+BG8mY/MSFSwxVLBUjO+lRM8hGAdEhUQjbwUVLCGhzHmp0lBz42gTtW2CvI0WUguPcC95o7TJJsERksxHkmshJWa0sSVy91D++Q37cep5X4pQLX2ft6QReSsw0Fx03yqgiTapq8EaebtVboBIp/yeNybAOEfC3GIqS5rVJrOa2iQD7XmjEfa85XkHH6vOwfXS72M1Uv5UbXJMZmRrdAhljI2YvHk+by3IW18w4LrvA5d8EvKzz1eorBwAScdLvM281Em5E0NqSN7M/ZuIAW6SmwHAmawDjjZZOP+eSaxNfP2Xt+D+r/+qXTQf7LAK/ZG/aUipD2P/cuGxNjKdvGH6CC95oz2jpggB+LTgpuduiMhX2ZyXvJn3N0/XPc5oMIaoz1sskqBgZD5L7Bwr6Xmj5zeFHsGSms+bpU3S69FfK+15s+uStM40CPvpS83AqSNvRrBE/b3Ngn4JHTAh1nR+nEQ8QuaNZdwEz9eaVUCrSbcTDUmigiWVKxro5C3hmgap16IiyZFwhj5J3pI0xZLsgBWL+lolSd40bVL4apMC/jrY0ialj7zx7Sfr64jRJtX4NfNF22dfjzFJ3tYwQhpC00Ir1pdmBEtMhNX7Dz/rAXjj794TW2by6IPKjOOEO156laoHUxq50YYFfYgY5M2qTTbQJvtl5dM1IsmbeXgVDclbE2I0CT+knowZ7XnTE/Zr0g/h6D0/bNzPTIIx5E1KYAaa9tSZs6+//1tXYH+vrNEmPeAkoE16apOssMlQRqvCoWAJfMGSGTEPQIleVNPbLW3S8u+Zok0WpRb04c20yZAjz0CoGEFjNWdM+UKZfTtdXCvvgDP7yrz6lu6d1Oci0t/m+OP2tbWFj7yNdmxzC7EG7znT89arSIFGzxmGNkkb3o2KZpfQqpqSN4P+JrLATVIh6tM0edP7WUuKQ+t5ua7jDZ+/FDvn+7h6121jv2CeSzH6kbKRaU4qQ9pk3tOqstNHeH2fVG2SoldektRwj4RUQpHPYF76EuKPueeR+I/nndl4neb41CrgU3/0QHzkf8cteHxE0N2Pxu/Vu75VCpaYZ6tg6Ui0SbOvMdP2ijMR5I0FPm+VPmafx9Umlwca0dPzfU/m2hpmkr0d6AgZTMIib9Wqet4M8hazChiUwqKsSCjyJi3yJnmONGFYJsyzNM2wB7Pgvb2AqAy2py9IC5YgSN4kC+55/brw1SanplUBmvZ6mvcZoXYCE+Ttdh1mMFmzwgb6FGOsZhUAxj01PKqwBQBHb5rCUx5wPID6A0G95pI4U3lY2nRX9f/2e4//WULkjSRvjjbpP4yXB8LrbZKRz2+ut2mB/fDXfQYX/+c/jH29t7cwtEkGH3njEHhG+hU8/ZfPa9zTLqIakTedvJFeSbPYDmmTgqpNQnr9Xj7yVlqfNIq8MVG1Im+bxB4AwB7MoZja6pA3Q8PiRrBkuNqk1+9h1Rd1EsrqyBulTeak5+3U3vvxkXt+SH0ujQQUlSAUxQNDm8xTbpG+tjC0Sd97zr3fzRLMdVL0yQO0BAeHvsfTrvcQN0lpJ3WCSqMgb4Y2OQ9SmQ+tAsbM3s59z/l4yvsuGGufSax97F4c4I4v/zy+9LOb7GvmGRSrYJdCtKrczvcKzGRuHsh7ilLHpn2rAGq1EaJaJtKGdgVblDLXm055NhYlOM6933E44Yh2deZQhOR+d9yCh560LbotLWYlnFkRj00R5I3SJkfxc1Tndz875C1FN6BNmjkxDRR3AUdv9IozkT750Puyp+/hkgXbatrkclHizux6fCBXLSA95GBygrwdjKgJlghpkTcpieF1UIAf1vflfN7q93JRyRryxjlDJaVVnZRcCY3QZ0+SptgtN6jEcHlPgLy53mjaGy/Ao4WIKrAKMMUeX23SF+Ux98QEebsdR6je1FQBTFjd5830vJlo65vxaJO1njdmB/6+LafiIf13YPcpTx/zk/jnsD1vhjZJrQJILA1KdKlEcZQ22Y68/V32DzjtR68Ebv3V2Nd8e4sU2uBaT7il8JPnWCj6hJp4m3reZs0ih0zQpjrrkDf9XyhYQqqqNAGYQt/KcmetPW/KpDvRDxdTQd4t51B0t3o9b4n2eVM9b06wpGhI3kKTbsZg1SZD8RYG5tEmqazwfswgyVRCYnre+mVFfN6ip7fxueefiS++8CHtG+mgc8h5j787XvKok4buY753nzbpX1QnS7w5qJLc9aumuffwN/sqk25b4mw8N4OyFfmNB5yG6x78Jvzh4M9xSu+DSoJdhj1vQz+OF9+/ajfOv2LX8A0ncUDjOm20/LdfdfN0woFH8h/gcZe/ura9EEQoKRL9UmA2dYMhH6iiTT63xbsHqFWA78vojmXG641HPRwA8D/VPQEA07oodd1D3oo/GbwAu7fdHyVSDHTyUSEZqV+VnmtYIuIJqTCGxb6aUzdHkLcs4fbY2bBJxJ6fIG+cqZ53ltasAsyCNo8ibxUSLabSlrzVfd7U36tIAopl6Uy635X9PY5k6m+5jI4SqBoXXpzESEGVukOrAMrU8XzeAuStlTZJ1SYjgiVFJeq0ScaUnZBB3pIcCecoBLPrhjzLsEvqNqHFWwGJOsND+sjb7FTm9byauUBKdR9/uPsHeFT/TejqYmes540l7hqBCfJ2u4468tZMm6xk+B7zk7eG6qHZ327Hw543Vx2pwHCtvAPyEar1YXi0SdPzVhMsCZC3YhTapP6OguTtPuwyvCr9Z2xne9ULxfLY13x7Co+3Lpw3W0iXCUNKIGVtgiUSM9DffeWSN0tzc0ey/9Ipjw55x7uXmGJ9W+X21SYrq2Clfhc1TxchGfZhFoPu1ga1SRDBEt5YGAhpk5wxh1wGtEnGNM1HRzf3vyuTCJ56jEKXZjqpRdyGIW+nHrsJpxy1oXWbWJx23CacfOTw/ajPG7fImz+fJFz1xpgowcmDt+s9/M1coKwC2pG3snJN69s3b8Cxv/HHuAFbsYyuUvsL1CYn1iBrFwdzTTzTUffYDXvdPM0Zw/vyd+Ceu79U274Uwvf7CqKoJDZyd6x8sBcDmWB6es7bbroheYuJeF1w/3dg8aU34LnFn+GtOz5o58aiswlfEGego20HlrTUfQk+Ei05TMjaIlTEWxw0I290+6zl+d90fK6RdhGZ1x3yFqdN5jpxNItmlk3VjsGZ7/NmzlyFht6VM+k+nt1iX16WOZisDuo4vT0FnUpD+mNlC6Jhz1vd541B4JHJD2pqZKpM29zz5t3jljaprkUKo+pMJP51wTTLMuyCfq4t3QoJirw5wRJT0AWAuSl/zPHgvv0AeyKuSu5oXzdFVoCM4TTz9j3UxLMmydsahhk/w5A3xlgdHQiQt7bKGz2sNSQlyBu3lDb9IEjHny1pdUwEVgFOsMQt6HtFhZv39/zkISJFbx4eEhxlvtG+/uH8zXhO+gXMMdOvcdvfSJWQ2LUwvtjLwQivh0T/XcpKWrpMzEwVUBOw3S+SZEgpbYWaLtAdzc2hbOQ/e3S6mKikxPHsZnwu/0twSMxHkbfSo36anjdaZZtnMxDg6HWOAJZ2A1Vht2HG580ib6PRJpVNAO15i/i8EXW60Fzb0Bdf9di74ePPOQMnH7kBZr014rrrgIUTLKEKmP5FqSo6Sd5kQpC3TrT3oZsOV5tmLTzeAAAgAElEQVQshKw9wE1UkntqkylKPJhdPN6Hm8TQGJeKuqJz6DFmpPqBQHkxWAhVQtqiUSzKSuAItmB/T2SJ/ZjBdMdPcu601VEam5I36yUqOESSYxld3Dp9F1ynFWt7M0cDcAs6k7xVMhkpaQoTprZgwbO6DXlTx1b/j4y8kc1SLcJUsXrxqmihTS4XFbJEJX52PuzUlYapz9sNkihEc/dZljDlet6KCjPMPT976IBF3V9NyNq4mcToQZOPumCJEgxisvJ612q0SSFxOv8F3pe9A7j+wuAY7nkZRd5K6bE3AHV/LA1KDPpqTSGSnIxBLYSV59htkbedEAJ2lMiqxC37exD6mgstesaDtWVYRFnol16hZ/uGLj72h6fjqacf7xQzDW3SqE0eYmJ5k+RtDYMxRVuwapMND4KwgqV25l6fWxvn3ZfxdxQpcw1mcGoNh5EfBE3RaBVAbvxnfOB8vOELv0AXA6sqGEveqNpVf2q7/Xk/1EP5WHarPvb49gZrHa/7/M9x39d9FQv92/5awlCVKJO8qfFWCYmOVhlrTN4k2q0CBLEKIE3JljZpEWOTvFFDTb+qWgmJF6b/jlP5lQDgkDdPsEQEtMmgMghgP1MT+8LsDnXea84HpOt5SxNu0W411uP3jpe8cYNK6XMnQfLGfbXJMHkzyFuecjzwzkqB0iBua2kVYOLYzfVKeFM4qwD3UAsXmZz5SW4B7qhWSSeq+polTPW/AsDeaxTFJQiFvPnUGRMVuBMsKQRelf4LPpq/GbjhopE/2yTWR8QYRt4QC+bvUkifNhksGkshsYXPe6/NY6ZWAD1xu0sq6DOSJo7mPq+EtNeZJAxvLJ+K7575QSxtuRsAd08vjom80dt7mLR/mFTGkrdjNtF72yBv49MmTY+riDAPSlmnTZofe0WFPFW+Wab4yvK52jFoS8b1cqtbZxDkbYlN2+StHPg9hsu66JuyOOX6qu7TgH9+YsunnURb0HsypE3aYucQtclKSEybtonCFz6SQd9ZGIUQyFmIvDHcujDAp75/hX49t2NQ6rHbyTPsknq8Ld6q2Dz6NFfv3IcHvOFr+OqlNyOBsGOIJ0HyFty3C73S648FgAeduBXdNLGsHq7VJmm/3KEUk+RtjSPhbChtMuF1I21qFQC0T94eKmZYX8TnjQXIW77K5E0wDkmsAkpDMSM3/kVXq4Vclw2wqBfprMXnDYCiwem4WcuK2yjHV8hc6/jsRTcAUNz99RZeDwlp6rXIW+S7B1Sq4nremgRLNH1J1GmTdnozyBsoGld5i4lSuEoZANLzRhZ2TT1vJHm7pVKJ/U1HnQN0NwIX/l+nSMk4NnTdYqWt6EGr6kZt0nwOFiBvDMzzhWpK3mjY/tM1nlW/+/Jz8IURe+QAQpvkzF5LDXnj8JC3QjCvX4EqhZr5hjGGTFNN8IP3A2+9c+3cRUWRNx9dqDSCD6jxdA7/MQBADhYwiUMrpHfLOoEcG5U/f9fUJoP3i0pgM/xxsMDq6A8V7IlJhdPrKJWaEgA1/vvIsXPbGVaN1ahYLmhBnVB+vCn8hGn0bVPOrHH1RkKb/OKLHoLzX3GO3l69NipbJgmOn3CGKlaUY4ndJry25aJSYimcYcpYDHTryRsDsJXtBwCLYgKAoMgbn7G0yazyF//LUi3oU9aySP7115rfm0RreMhbUF2RFnlr73mrqKVHkNhJwH9WB1GUpOc+9fvJOjqpk0lu17Zm3dDNc+yBHm9Lu5Q4iR6mvX4fj+A/xOmXvwMJBPomeQsesuF9Wwrp9ceaSDgRXdHgwra5Dj74v+6HB5+4tbb9eo5J8rbGwRgjtMn410spSz8Sd1Ev3umhK6JNUk8nc+y1Rt6ERt5MslBGkDfzXgcFFrWqYJw26S7+1iPPsj/fVEvebvuet37hkqL1FlWkeibhBD6akTflDwcg2pMoJFl8Vy2CJcSk2347QngLuKoSXv9ZDHnjMubz5tMmq44aG32WAyecCdz8M408SoAnnuy2GevnV3fDr894o/fZQoNailLnuZ9oMOaoGwBqVbxYQSRJDEVxbafVozdNYUO33XuKhhmvjDF7LWFlUtGrSPIm/Z43+vCne6ZpvJ/QRCWkk4sOkDcBR5sclAIncNUPUy7tG+2DTaI1DqYEO50TTR+XR5vU6MuTkm8A+2/0F4VALXkrK4nNmPcEMZa4n7xR1A0IKYDkdUuDEvY6zfhXaJx6zSSCZl4qkYxEOPVok0N73sjPnOEJ91KUTVpw2tDNcNRGdQ1izGd2SMtUVkERCxhdnEo95E33vA0q5CkHZ0BXsy54JHnjHLYYd5E40anxkuf8Ipu2hVcmffTVoCZJA/I2idVFW/Jmn6lSaL+2uNqk9/wP3lN0y+a/XUkp86lvgG2e+ZLT5E3TJjs5SqTop3MKeaPCKBB4f/52PDf9PDI4qyLG2pE3ANHkjbYVmeStmyU45+Q74OhNo7Nb1kNMkrc1joQxJ57Q2PPmGoO/K+6Ou/Q+CtzxzJEFS+hANfcoI8ibFSzRyFvbsUYJCQYpKls5LXhdsMQkb10MLMLCorRJ9xmvuMuzgBN/AxJMiRnQKHq4rcMgqCYZX08hvJ43o9znTNJHo03GkDfKh3dJVk2wRBp016c80vjOr3d51LwFndTT5E1KpZgpCB3TipHoOOlOJwAABpUEZu8ALNzkIW+0+d+M9acUf4ldd32ydz15sHBhBKV+/sPv6m0bLspowzMwDHm7bZvenGCJu5ZwLkoYc55OAAY15I0kb94CNGkcW4BCUBqRN5bYBUExcIv3cnHPaB9sEusm6G1vvDm9IVYNsAX78dbsfcDHzq2bdFeBGqIQ2Ih5LPA5+2xcSlwCccl5j8R//emDvX3oPepJ8if1RM16oEmnqJcmqs1hv/Z6q5CMJKDjJWRDkjcWIGNveeKpuPjVj2xUXDRrh2zEAhBjzPN4TRp63ozPljcHGsGSUqieN8YwpYt/vBOnTX5OPAhfP+3t+Gj1CDxj8HJ8avapWExc4XUBM0Cpnt2s8p8ZPU1DT1pURyex8hCRe9K9p9YLTBdHm33eCDNGhH8nWWPJ0BhQyjwRLAHcMWWSWQaMoU12deF0kExroTqaXLp54li2E4savcXmE7xzx2od01n9PuCcEdrkoZ3+HNpXvw4j4czKYLeZdBvueCkTi07QibVt8vZk/APkTfXd6R6otULeWAIpKrvojwmWWOSNFU7oYQjyVkkAx9wPDMQfxER52ydvpu8n5I+vh1DIm6FNmn40grxFUDVAC5YYCkMD8ubomC2CJURt0h3cp02+5PJn4lmpU54zST1VnWOiQgLhKu6yLljCp1VzfFkJYO5IYGkXmCjUNizx+keySE+HiTSgTVKK8XTXl7sOF2Uh8taJJG9JQ6J0sOORd78DAOC+J2y24ilhQskYPORNVAXullyrfkk7jc3bjLFGSi5gqq8tyJsu+AjSTzFq8hYuSCaxNrGS75UWbai6qY1q4BaBizuVYAldtJe+EFRRSWzCPBb4Rlsc6JHkba6b1ajLoXqsCfPsLGnPm1GUC17LEo79Qt37ZSspzAW9l4b1yIU9b2nCsXGqGUV3qrmjzyHms6dcUR9jgk2SZbXjmgRS9bxxRYvWfdR8qq5qy5iSG/nJ3FmQ4Pi1PAaf2fRMmywDwAKbtqgqC4ycl6XpeVt/TJbDIWjBjc7fUkpNlawiPW912qTtWwtpkzTpA+p9q5V0fdOGNqnH/8eqh2OXnMPuEx5rC5/UKiBLNGIsCu/5L6vSFlc2sUVcLo/F8wYvAH7L9wKOsdxChWjAgBvq2GGrxKEWk+RtjcMTLGlM3hwViU60lOfexnn3Pdj81yhtslqrnjdDm2Sm501Nwst9Vz3PmUPeSp2Mxm6OsCfKGEVPIVB1XAfJm4mYeMNtHYIgaJQ22bG0yfj4kd5+9c/lVeWqAhd8+ROQbzwOXC+2az1vklTjROX1e92VX+cd2/SWdCI+b4IkbzJA3tBVC4miEsCsErmZLnYrkhNPsJkgb7ToESZgXr8HVzQzS6FIQ7VJ/3vpjNPzdhtrYT/srttx1ZseqxQwrYhKgLxxZkUMAICVPbw+/YD6Je2i8Hre3H5KbKnZeqSkXj+h2iQSWxAoCzd3VEt7R/pc/XWIgK/HGJflvdr5LaZMinJAFnpMmXRTtclIT9wGOY+FZIMdX/2sjv7QGKY2WQlpi5tm/AsprTABZ+rZuE8XlRTyNuTDYuW0yVHEUApPeGm0MNeQcKUuW0YES6SRZY/QJpeLCnnCvWJXEkXe1P97l93fLuF+n+A8ph3yFloJGcGSdaAkfTgGRY0pbVK9LJEyAYbAiidCm2xC3jxWDuChYoDxeQtok3psXCGPxn3770U5e5RDwfUzP00zTGWJfT74apil11JTgePz4gzV+04iZtkxlUUKrIQ2yQ6AsNjBjEP76tdhUMGSRuSNk740mryNbNLtfr7P8Wpg/8EZJ+hz1mmTo3rGNIWhTYY9b5/6wdV2m9lMnbOLAQqpk7eY3wxZFFZCWHUH2yhtYh35vK1H5E2Ius8bpByh540mb/XPRcVC9i4uY/rbbwTr78dx1TXq/Qjy5igYVetixiFvRF5cqHq3E/AxVUKCvOnkTdEmjwQATPd3atqk3/NGK8vhtbBg0UWRNx6oTYYfYxTaZFOidFuGmVKiPW9kjCTFonsz7XqLWNpLxVngI1WFD3BSuU0jgiV6rNLkTSyPhrxNkrf2WGnNYLBC5O1kdg3ekL4fQvfGeklcNXALRMYhhI+418eNwAa5Hwt8IzLjx5a1exo2m3Qze0wZbFtJicIWVzmylGNv5ZC3O29zVgRN4dMmh23r0yaHxZ23qb6+P3poXQyo8RzkHg9VZE1ITaXMIn2CUqq1h5cAT8UES9T71B4i5cxDIhcxBQxUoY8HcvL9Sc/bAQ2PNknWWZRNo6wChiBvNnnzexa9Qi0QnfunuE+Zjz2DXfKmiw5piqk8UWsAUeq2CZe8zeuiLwBMdzI8+u5H1j57bLk8ndeLGIwx+9l5C4PkUIhD++rXYSSc2YVPUwLmoU/kT+DRJkfseTtyYxdXvemxOFMr5TDmOL0DoR5qo1T82qImWKKlgfcvO3RsJtP8ZQzwC3mcevHsl9WOVYP29UKwW0Pe/N+/dunN+OFVu2vHu2LnAv7th9eO+YnGi5Usbg50eL5J0lAaYWkLzT5vsL1yMdlfQeiYoiwspTexzed6LHnIm0sim3o5AGCeCJaYHjcmlc+bo02KmiEnn1JVtqIUwJyiBM4MdmmrAO7RJtOGanwYCWMAc2kJq5l0+/uG6HWMNmnOvdr7bS0jbbAvCH3eUqMMd9RpwJH3bDweZwEl97Vb7WINMEatceSN0ibLgvQ9Lo+GvPWKSa/MamOhX+Ifv/Fr2/cFrKynV0jg3dnf4qnp18H2XqVfowu7PpihxzGukLcWtclSSMzIRSwns3bhJrO62iSNJuSNc2bNgf/zYqUYTHveFgdqLpvtpsgShr1CzUvPevBdvEJQU4xDm6TbjoLIb5rOcdWbHotH36O+QG08B0HekgbapC0sRUy6AVjapIl0ykc21Pbq//0keTN9dib2yVmlNln0wEIPMT3H39Y+mIdr0PuPouleG4JuS+DMFVxpVLJdbdJH3vzkrqgEpmq0Sf8aOXMFVpO8pWmG6TxViLGoIEGutyo9ps4DT9yG9zz9vrXPHrsPQ5q1Or8DTibI2yS88CptLT5vDnlz1QFfsGQ0q4DY+c27P7hqL7KEt24/SgjwAHlTC12qzTWXSdyP/QIpE9glN+COvY8Bpzy+dqwTt896tBZHmwyQt0Bt8tkf+SF+7z3n1473m3/3Lbz0Uz9Z+YcbIdajeaPXm2b6iIRD3qpG5E1aq4AobVK4iZOjcv2YGk0RIfJGKQ5StFail0zyxkoUUL2eTBTgkC6RuPmnOOvS87wqvem/ULRJlbz9zpXnYTvbo3veXOIVomtNYRZ4doEZ9Geafb/Iz8YXcyUwcO/jN9n3qWS5iSM3qgr+zfvXD+XXLB5rPm8c2Je4z5NX+n671x8AjOHt555m36NfI2MRNbu+8+fyFcdC5M0JllS0ONMbTW1ykrytPt7whUvx5v/+Bb7885vtaythFkgprQ+i7Cn5eA95KwdufmKs3vNGk7drv4+ZYje6soc+d4pvIh8jeatRpDlKIfG6z18KAJjR/S/zvcL6ds52UmQJdwJbSTMdmMY4Jt307dUKhzWF63lrTt7MdcYsFQBVjKLvsQht0syt1Pc01fOoCUNBRW8feKA2aZ5JMbP2NhXDSYwWwiuM+8ibSciYrHxBsBB5qyht0n/Po1sCdS/HSmCK679t4tMmTTDGbCFUaMGsJEnRzRKUkgNVEbRiFF5LTVOfWow2OT2iVcChGpPkbY2DToixzB/wEyy6yKZo20qpjlRtshSr73cDnMS3Q94Md91Nwg/Fj/CpzmsAwEkIR2I6T3H+y8/R1yftornW8zai2qShUo2iErbSWI+0yUpQwZK6VQBVEqShaJPxiRsAhBDWRJWL0kpDZygxjR62sn32QNfuXsKbvvgLj77ZljAZM9wOClRIULIMR93yLZyTXOTug+++E6fc9DlsZw6NSTS/vagEMKP8hTpCoz0Lt3jV8nF6TFTPmzFKjPe8vTr5U7xz5gUAgM/8yZn2/Rht8vGnKhnwH169ftQTzTQSU5u8IruL/b0jdfKm6aO/e59j8d5IhZNz30IBgDeOykq2I282eSOiNSMmb+Ze/x3+LWD+5iFb336jbSqc72mTdKIeu5L5TUgnsY++otyGtEk7LzBWV5t8/8OAf3ww/ufS64F/egT+ct956IplL3ljnSHJW4PaJKCFwwr3uWY6KTZPZ7h+zzIWei55yxNuaVmjChiMozbpe8IdmOWWpzbJmeetCQA3bLqvvf+pEXGIvHlTRBLrV1f/U1QnCWiT+6Wmnfb21XrebPIWYXwkk+Rt1eHdfp6gkKNJsrAtIURHpRM0q9EmSdOE2tinTQ4qqfzceGZ5jDGhrJA2ydIUUxlHIbnteTPPZVmVTgTFHCASsSJKKDKmdnfP/EMdeTu05VbWYZgJMQ845N42pOeN+mBlZEE4qlRw7PxLWk51CZ1V97sB2vBZCku3M7RJSm17Tu9D9ue25A0gyl+SIG9hz9uYPm9CHjg6xnqkTRrpXwCONilhTbobkTdIW+WMVjvJQpzL0o7PDCX+K38ldvCb7JGe+39/hF/dsgCe0p635mte0oukHIW+vgSb5y9rvV4ASKc3AlhWPW9pRyUF2ggWV/4Pjvsdt+Dz6FND+1GIh1lo0q3fqISM3sexosjxR0zjuWftwD2PrVOObqswC8bwQcYYw1XpDvt7V5jkjSp31j93wiJkW9K4XlKrgEBtUlkFaKVTgrwkg9GRtw1YxDvyfwR+ehzwwOeNtN/tLcb1pVyZFYrEvEFZBvvr5636xJSbaWsTfzGImy/BN757Ps4CcEx1PVKUGNDkrTuk583r3wqRN4ab510BkDGGYzZP4fq9yzhiJgdjqjKfJsx+DpaM5qXooVfjJG8HSMiI2oEkjKHQyNu8nMInq7ORn/oXeM9dduAD374SR25wqrr0O8sSPgKKqN6nyb45p4m9WhkQvX3ggaCFsLRJ6uspAdKHNImVh9Csmi/lL8OlO18C4ET9OmmVGIK8CcqcCJJvSFglc7VxvW91ipde0S4cUil3wIVN3niiaZM6eSNWAVKUtiCtth0deQv71AHTFzpB3iYRCZNzxQaO3YbQJumi1SwIORtOx2gKxoD3Vo/D24on4WPVw1dtEwCom0zRJnVjuhYsyUJ5fx2DITUB03/j97yFyVs/3K01SrG2kz9d0BSlwH/8+Hq8/cu/XNNzhPGjq/fg5Z/+yUgoos9jdz1vxuetiYaiaI7w9jPxsk/9BBdevcttK1zylqIiiZs60P5e4Z9rSM9bX4+bHCUqcI8yHDOWNcG6G5Elzj8RlNLzkBdjrttAmxyGvDFCA2kQNymFjB4nhrwBwCsecwoepxG49RDm9qdeeOp1hh5zC+Wu1Atd0vtnEj/66WnPgA1SoS2oSXfg82Z73oplML3PTXIzphevi3gK1aNfCsxCJ5lVfO6ZRDvyFrsjaHGKUq/aQkgtTgEA/QV89qLr8bYvX+Y2qArHDGBcqeNG6HLbelcCAHYyZQcy4E6cgHdHR95itiA37XPJG2fAMZumcN2eZcz3S8zmqRVPGBd58+eY9m3HVZtcSZjvgWsUrNCsi3lM4bXl01F2NuO04zbhnU+5d1DcIshbwoejiPqz0mdjwlWR+h/KJ+Br1b2xV7jkrYa8SbO+IWNMP4M8Su0kVhSVkJhGH3fmN2LzwhX2ddrHzrRtQCNtssWku6426d7/9wuvw6d+dJ1CyUjRLpxO8pTXkTeuaJMDqWj1tHUDVemxsmLetMA4PW/At6t7qGPd4e7RYx0qMUne1jjMRNpEmQR82iSlOJhB3dbvZuJljz4Zn33embXXOWPoI8e7qt9BgXSNkjdjFaD94/QCLw847Sa2Yn/r8aiJqkHeasnbmGqTUbnqVcQi4fUXlcSLPnER/v7/Xb6m5wjjif/4XfzrD67F8gi9PV4PiaFNErXJrOFv46tDUjlhiU/88Fqf0145wZI8rJpD2h4kX22y+ZqN0EXGKpRIULLRkjd05pAl3KrEmeTtK+yBwENeDAD48p+dhf9z1g5s6LpjDqt0M0Z1FIOeMJO8VfE+vphgyXoM8znC5M0IOuAvrgRO+k3XB0nQB0u19OhpEaEb8hBvQ94EOLC8B3j9kXjYkvL/+744GVm1BNz8s6GfpVdUmGF6QR6h/E5ChRxTip3S4KoRUTspnXos6+/HC//1IgxKYYWIUBLkjTGfKUDiyP5VAIDdTPVf9knylk+PrjYZJh4J50HyxnDMpmlcv2cZi/0SMx2jvuh63mJUwWHnHSpY0tBjtpZhkknV8+YUrC3S1XBeujTIdc/bGb134tzkHfHzoI68ZQkDYwxvLZ+MZxcvxW5het72EpErFY42We+bmhh3rz6MlxsA8IokPALWv4+hgoR0egUhbZIi5BHaZE1tUkrgO3+Pt3zy/wEAZtAHMqfYGnpIZgm3hU8zV/AkwXSeoBAcEIUnjMJEESBvDa1IkTEe2vsA6n78jHgI7tV7rxLnOoTj0FiBHEJhBtGw5M0IPlBVwEQ3/2YjTPJ/fPadcdpxm2qvhw+xtaBNStvzVkKw1Jo75w3I2160V0zNolD1vKnPn4VV2TF93so1Tt4WvOTt4C4UR0lEvZ434/MmXRKc1pIt2G1iVTdzTq8CKkqLotYoT1JieRAkb6KN/AibqANq3FPKcJM6JgCguwFZwt3fWNOpFomE8El3mMMrH3OKVxUf2vNGE5Ggomf7O4SMJoFNyNt6iyX9N9ocqOhxvaDG9BZg+gj3RkKRN10ZDfZjZtycoItH5CFfVpL4vAWCJUSl8oG9bwMALhB3Uy9c+72hn6VfCszAJG+TxV5TjDsV0vlt1CKYkBIL0BS8vivW2b2rgYe8VVJG0ZXtA6UUnEu12BwkDg2ema0/32i0JW8pZ7iJCAeVQuLYzVNYLipcs3sJs7rIkyccN2IL3lL8PsRJv9l6Pncu+vNtn7w5OxCOhHOFYABY1u0TTWwIem2KNgnchCNwdXJ8dHuzOX3WMsa8JDCKvD3pI7jmyV9zySRJ3r51mWJzpBPa5KpD0SZ1S4QYeK+7tYIMWDstPm9BgawuWFIAe64EvvJXeF/+dgC6/SVz93DoIZknDnmTFnlTPm8DyYG91+CY679o1xRJ1UNCkNqmPrXYMzpWYDVjfi/m1pUq9Eri0FiBHEJhektizZImKPUoXLRmCfd638aNcDyuBfJWgQFSCZYIljrDzxAtA4C7/RY+Xj2s9XhObVJ4i2bTqwdg7ORtVLrPqEGpRObnR/AfAruvaNplzWKUBZQUwhqjO9qktM29aUNiLaS0tBWKoJhTer0HVWmNnKmAiIleafxSqNpk/CH8lZPOgyBIW1mjTepxkHbDXYG0iyzh7m/SUcnbMqH9xWJYiwlnDP9qxmqgrmaqzNWYtMn1FvOa2hpKoNvkDfASNppwxXypPNqkeUgTCqOvNukjb3248ww0hfZGfiT259uBK/9n6GdRyJtG5A+gQNGhGmaRPkrPG92E0uBG7ZcTUtriCyfJm32eVQNXkGMcUkZ63uCEh+akEj2htMmZDe29o03KieZ3Oo/O9wpsm1Pj8epdSw55SxkAhndXvwW+8djW85kYVdEW8GmVB8r/kVPkjcEmb4swvelNyJt7vZNycpx2i6PC65H0i1sUebNqk5vviOKIk6PI2xv+8xJ1LRPkbdVRkSSNB8mbKZxw3fPGmmiTAkSwJGYVQEKUdiLZAHUfT6EP5O4eDgvfnZRbQKEyyVuSIEuZUpucvxEPvPAltv0jrxb8D9lAbY4N2SbapPt5krxNgoR5KAzveVMRPirzhLcadA+LsMq2FsmbBIeUAikEBE9tn1qUmnfnc+pqdEGYyb4UrucNAPaBGKSOqDZpYq2RN9p3Ziag9+dvB971gDU9TyxGSt5oxUw45K0zAm3SjjpZX7TRyhrtebsjI/1u+mTmOqnPWxqZD3fKDbjsqMd7fPVKJraxHiAJoIhcN2PIE+YWDbkaJxR5i8VwtUngb8on4V7in70HjroefZ1CRmmTa6HiejBiv1bW2xzpebPDjCZZ5OFophLfKgCw48ck2hR5a/F5+5U4zv5sPZ+yHJfNPgC44ptAFR+zJjzkbYQeudtrtPXMxtYrtFA18jxKqve8v4++rA/U95E3gShtMhMKcZuDWqRR5G3jhnbkrc1DLWSc7FsuLPp8474e5ght0sSoa7n1Rps05+BWbVJ9piXZ1ecdfm05Sd6a2Do2eSNjRAh/zdGXOWTS0VYB+u/NUzC4xG0JJRQAACAASURBVD4lBT6mn1MT5G31IaXzfvWTN8qoEe1qk0I0CpbUTbpLW3w3x+uiD2TuWRraLOUpJ1YBhjaZekI7ADCnk8G8WvL2Z009bzHBkkiBdZx7d73HobECOYRi1iZvLcgbUZsMxFeRkcrESqKGvK0BQlCBA0IgRQnJEnsDRQVL0nY0BIBnokqRt73SJW9yTLXJte55owUjbwISB0YowVAQ1bn1+b74MuDKb8V3oAIthjYJ15sWq3KrjcgEHMgJAyHyVlja5AnslvBA9idOKBiU4mCCQSM9JFEPkTfXvxe/7izlroqnx8wyi6B0JEZTgmMoWV0d1TOsjRRTVuudeLCiCXljjIyzBuTNDI8abdIib/ohTRYARaUESyRPa+XQS6RTt9wo1II/TXP8bOq+QH8fcNPFrZ+lX1SYNs3rk563xhgXlKRIyjiCJdwmbwp5S1G651lV+GqT1F+SREcL5VjkLXELv80z7fc3jfC5Fy7M9i4VXt/nTEcXIBtMq0c913BFW7fBsZuHPxtXEuY2U55rLnlb1LTWprmKfkdUHbuJVeCsAkiBDxE13u5G3+ctycAZI8gbsQnR93ESEbOZxHhBk7SEqPlKD3kTkMQ6IIa85Y09b4EQmihgrJ4M46Yje17yVgRCclnCraZDJQ1tUokHUX/CDUwlbV0RJG8NPW+xRCzW8+a1VRwiz/CmmCRvaxyjJG90zEgwHLPJTepZwlZl5hkO4nwtrALgrAIkT1UlFTyeIARUqaYwJqrUHHk/Qd5kRLDkLH5xo5BJWDG+dvcSTv6rL+LyW+aj2w8LEUHeDmTcsM99LvtZvvce4COPi27PKLKmJ0gqAZwwGUUnqGAJnYjNQj4JJmeDvG1gi8GBzPdDDTUrvzKng0OLfpDkTfW8ud+jldcHvxh45Q0A1OLCCbmoMb3EZur70POO0PNG//f2pQs08ssdNow2vtdLGF+vmNqkRWgoQjZELj3hDMzslxnkLWIVkNS/p6vkdvvzjK6sZlmOm6C8+7C0G7j8a8C7HwiUdUp2vxSYtbTJyWKvKcatYw1W0PNGxQsM8nZ59xnK5wkAKh95k9Q/ikQuVPJmKJYFQd7CMdsWdasAf2mzba7jHW+2o0W3SPI2aiXeM+kegzYZFlDWKsw1JFytHfpCzatLOnkbhTaZEeStkzasXUzy5tFs69+b7MwB/XkfeWMObafrBqafURO1ydUH9XNrQt4YJIRoMemm9OaQNllD3gq7DuCQ+GXnmbhL+Suv5y2GvMVokwnXtEkdloYZJG90DUEj9qwfhrytVNF9vcQkeVvjGIU2mRCVuxc+/CR89vlONTIjDZ0riTp9ZG2sAiAqZChR8RycqcV3JiMoVDZaddH0JCwW7ubeL13FRi773k8nsWvx0fzNwBdeEj1eFUwSN+3voVcIXLtnPATPHo8sYg6Gz9vuRTfZVkIOpZB5Sl7E541OrjJit9AkWBLreWOisnK+0whprBLnJl/HVd2nYSuMcXflNzTr4JBqXBKUtUSCQhJlyKaHt6ZInnDENH69008gl3n7WBu2sDJVuNhWdGKnvSr/9acPiaq8rtfYv6zu0ZhgiVUWpMIiJHkzI8nv8XFJf0/31Pi0SW3SndYXqpVkwGPf7o2DNM+xv9QP5GJZ3d+3/BzYe01t/0El3DicIG+1MH+lkXreEC9Ojao2SUUPeIwlUQ3cgpzB0iZL5idkHenPUQXpeWsrgIYRLsRMAfS4LVP48LPuj+eetcO7B2Yt8uaP7ZHONQYV8mD01ZjkzCBvpufN9JA3XSO9NGUVoH5uUtKN0Sa1TZs9PwDIdAoYLGFa6nHBU8W8MMkbQdlMEXLi87b6oArUTT1vgGq5oAVXGp4fY4026a8vVM+bsXogZtq5K6qGhe+UM2cVYGiTPK2Zy08zNS90NNNiWep7t6kQERMsGdLzdqjHJHlb45jTKlajCpbcadsMts66KnWe8BUbdAP1sb2WVgEZKyG5o0BkMiJYEhOciETCGT79o+vwis84ifBluO+BLe32trf+TjvjXmuhz5uh/6xUyISuYYpSot6duLaxhyRvpZBAFfluaXjJm5tk6eRaDGLJm3QyvDR5ExIbsYDXZ//kNhaFPd4sC5I3KfF4fj4A4FSuRVxEFV1UcyjRD8a5rb5WSDy1yejD+5oL7I+nHLUBV+xcsPYEADwBlFgMtQow/0e2C6mCJrbNdaIqr+s1Tt+hlCQ3ToVWAcwxb2miRXzeYrRJRuauD37/ZvUi9XlrQd6EBHD/ZwOnPdW+1slz7Cv137HsOeGYft1upCilswqY9Lw1RlvyFrsj1PymYmTkjcwjUapzOXBoOuN2AVkF92wHQfKWrIxaGFObBICMc5x91+1IE47pPLGLN+MNaShcjI1OhR5H9MDMQaffactIx15JmEtIdM/bQKgXelD3dRPCQOfHPHW0yU5D4Tlm0i2lEyyZytWaRyZd4LIv4tX8A3pH9Tc3hUBKmzTo3AR5W31I6RgsCWFDUBVK/YI1Spc12qRE3iRYIgObmH/+XWDnLwBoiwATLWqTxlsRcLRJnihkljJxwjBejBiDNhkDUA6VdodRYjRjk0mMHDN5vRE6DGrSHUPKVkObPBBWAUKrTWYoIXgGzgGBJC5Hn3ZxwStOH/oZEs6wa3EAQRLVZaI2yXp71OTBfc+apkVbuOiQDa+PGlVAm4zRAdcy9i65ybYSYijyxkXlSi/E540iX2XRR4h/1Iw2zTmlxIvTf8M5yUVk49IebyaCvN0k1YJklnhvxY7NoEQ/FGKbIIGAYD5tkl73rd0TcNXyNO539svsa6cctQFCApfdPI9T9RjfONVOQxrVQDc2n/s9b4fuhP+up94bN+3r1R5unJFFvoe8DflOydzVM9VQck9WQimesgjyZs83vdm+lmYd7F3Wf/uyZ5VEY8lbKQQ2TpC34TFkqjqdXYoTrv4VcO8XAQD6K6FNUtEDWdYQd1n23fOBJG8iWKB1g+StWmHyFhZqzHj3BUmcSM+J22e998dByDyhlGFzDGf46ovPwrGb28WVVhPmsyacISHIm1F3bZq+wp43M+c1iTGZzWltgI6W6TzBfK+EyIICbpKBS0ZokxR5M8nb5H5ebdC+0oQibwJIKWWZ3q81I+4W2iQia4cv/yUAh5QB8AVLRP3vaooMzqRbeQxS2mQY83JKKV430SajVgH1bQ/1PjcaE+RtjcP4x7TRT6g5cOhbkaVsJJPupggHcVj5WElUSABRIUcJyXP1EGykTXZx5MauhybGwiyIBakFL5NUg0ECy06e3m4X6XX57/xl2P7lP/FeMwvFUaWvw6CLmKISB5zWsWcpRN6GCKNEaJNURAAAyqKO3nk9b1IACzuBpd1Irv0uHpn8yNuWidJ+bm9y1nEjgmqyqKLJNYfQHoYMlabMCSRYLEm/CXmgD/gUnsX+Gthxtn3tHkcr2fAfXLUHyNXCa9Ps+GqTx21xi0OzWIlN/HTXQ1mVajpPsWNb3XdRqU220yaP3qQWYQ872fWqccbs6s3er2SsDiqBLosjb1JqJUTiK9ftdLCv0OOgIMlbgLwDai6bmSRvQ2NY/vWJzmtxn4tebX+nRrqRtVbDOVx/DdOUehqyqiNvCYT1CDXRJbTJIpkCOMdZ/XfgT7d/eLQL0REmUabnramIeMpRapyZnvBxbnGPNjnCYvDE7XNjUUDHDWoVwDmzc7ARm2q6RpqEKuRN/dzU8xZDLQRRHTafUYQJeKg2SZ5dbxdvBmiiP4kVh/J+1cibbEbeJNlOBuupqpU2KettET2/vQWAL1jS0HKSJSR5k0r0pmxJRxagx9QqkbdVkNrWXUyQtzUOw6Vvq2CqgaaRt2DQZQlfVXUgHMPfvGznio91yXmPxLM//EOUuxNAlMg18sYALViyMrVJgHi9kRv2YnFn7JPT+FJ1f5ybfhNY2gXMqIWeudGlFDXqz8n8WuDX13qvmXXpStvVqNz2oBLRXq61jL3LVPRBApF+NRqJqGCL2MSkmyKEZRGnTTq1SQG87UQAwGbA41QJycBEvaJOj0N71ux1RJJlDgnGmNf3ULHELi4AnzZZsbT2Nz7+iGnc/egN+OxF1+MZ/+sNeO+FPRTHnR29NnveyH305Rc91PYwWuRtyL6HcvLWFJypntMrdi5gc5HCYmEkeTt28zS+/6qHY+tMx9vPjJ/lSM9bb1Chy6tG4SIhgSR3yeT0VBc3m7FfLjva5HI9eSsr4WiTk+StFmbIjluwoo+qUXveFIXKVO/LGu1Nln2kNlFTFN0EAoInqEpmVWmpbHzFO2CM4Rp5B9xlejvGiRptUidlTYXQHdtUX86KkLcxBEsORpikKuEcKWfIde/RQGrkbQTaZDdLnGBJA20y9lGldGsd0ysnkgB544nusa0LluzA9cC135v0vK1BUGGSVPTJ6zLoKS/9NQCg1ht/dy8cd/yfO2RUz+tX71pE9+aLwMqj6wyk5br/q+/zFp9PsoRDCDOg1PqA9ryFsSD1urLBKiA2xGNFiPVwv65VHEZ56PqIKU2bbPPLaaNNHr9lGsdtWTnFIqyO/d59RzMejcVcN8NsN0WJFKwaIEMJmeRa9p0jjSFvI6tN6mSMLJ33YBan9T+Az4kHqReWdtn37FYj9rrY5O0QQd72LoWCJfr3BppATG1SwhlwA0AVQd6AuNpkGH1kOnmLf39SCuspY2OwiCSS0H+4epQS6WEaxYXSqKTSwPThUrIsuuB47KlH4SfX7cMv9qZ4W3kujt4yV9uGRmyinsoT1/9lBEuitEn38+GYvBkA7Zy/+SZe9XliPM/93rjtc13vb8GYGzfWdJskb8tFhSlWemjeGTscQlsJ6fXFzk53cWuPIm86sYsgb6WQTrBk0vPWGK09b5HBTgtV1YjQm1oQGgS/iiRvVLCE2wWkZImjwIfHZJldhI2LVMVMugEgC14/Y8cWbRSsE4l0Jckb+XkdzA0mP024uh4j9e5okw3JG6fJm1ObbKZNRsYO3FrHLJarsIDLM09tMoayTXreVh+q/zCGvAUei0LUaZP7bwDmb8CDL3+b8+nU7z3xrZ/FHT75GNzjB6+srwdi1kmZEyz5rXsdHb3WPOFuHpBC0SZbet6M7UXjeoixWgIXRd4Oo+RtgrytcZiHRah+SIMxhteXf4AOCjxkx9nee+84916rOj8dwL983aNXbSbMABRIwUSBjOmeNz0RRwVLRlWbtHKxVIFQDcc9Ui/KSfJmJvcY8hYLS5tcYc8b3a0o5YGnTS4S5E1IXLNzL44HGmkCHqWBIG+Uk15FkTeStLUs8vrI0JFl4+euKlE33b3mfLwk85He721+HN5845PxZg4PeRMs8XzePOQNSXSSPV4XNS68Zg8A4JhNqzPpdm/HaJOHN/KWcKc2uQRqFdDe85ZwR/mO9bwtDSp0eQmkDl372B+egXd/43K87cuXqfuSzBEbpqcgwCF5BhTLuHLnInYA0eRtUAmvv3IS8Rh3xqPTQCXUnPm5i2/A4087unHsK/q1pk1WhfOGsgfqIzWLMaZ93piAZCmaZnCh/cCAZvSnKRoFS4Ln38f+8AyvoOeQtzHOtc6Mfp1VgGLtmMX3QCdvTUsA+pVNEeStyRs29lGlR5s0yFtQwOUpGBNObTJ8bjBuk45JrDyo2mRKkioZIG9SVo0+bwCcYIk0LRNqzt24+ydgOGn4hZD5/akPOB532T6Hc997vrdJmjDIwjVRJtwVdmPhaJMtKu6cQZB19wR5m8RYYSbzduSN4Up5FJ5evNKTVQXUg2E11Ty6bydNVq2uwxhTqoCi0D1vTm0yjryNpjZpehJoFfaozTPIU47dJnn7xNMsp9pMPnLEirtJ3lYqWOL5vIkDT5vcEyBvf/wRPdlFKk1KzpcmbwZ583ve0usuQBiSYJ2sZQHskLf4NqH8sIk7FZd7v6sEjdnKmJmgBUusVDDgV14rUoGnYfooL71RiVkM81wbdhuZNCS2nYe8HUYTvgnOXM/bsiT3bNJez1O0STUmHG3SzQO9okIHPvLGuevjlRLeHDE3ox7KIu1i/8ICLrj8JvVGA23SWQVMKvWxeH/2Ntzny09qfF9GCjbUNqASEp/60XV40Scuwoe+c2XrcYwxL2LIW1UEyBs08sY9tgUNwXO7uGpTa45FeA+b8Rb2vHEiVQ64nrdxGBo+bXKsyzwgQXveEk6Tt9R7P4yQNmm+lhCtDM9DQ0r33Rlz76pGm0zBEDfpBhCl3U5i/DD3GACkMu7zBgCMrGfsesqInoHQWjWjwt0ZEjFBsloQaiNjLIqAZQnHz8UJ6pfuRm3S3ZyOWDG7BtokUB+fscLKGoivr5s4jD7K+gjzsGijnxzIAbTWDxPONPKmq6syyQGmkq5o8jaGzxvgJ29vPfd++PCz7o/dIHS4Xb8GQHojDhJt0jfpPvDI296lwtL5SiFcJTuCvFUhh52oTSYQ6HW2AgA2f+8ttX19UZMW5E0OoU0KETdpD89nEyRmk35AJW9ND4KSpdGiw7Y5NYFfv1fZRjSayeoYVrhoU5v0kLc1UGxdb0GtAsZB3uh3ZQVLCG1yaVApo+aAPm2+60pKZ+4NYKNJ3ngHKJZtUUIS1N1EOREsaQ3GgEckF2LjrouGb0zCLPq+mb8Is7/+L9y6qBD7Wxea7Uqo2iQTpa9mBwC15E0LlvDUY1sAsL0uUtPrgNXTJpuQtzBMwhGaCbfFOFYBByPM9RgVP2OUXgxL3rifvJn5sqlPMHYYIaVlGZn5uORh8satNyzgC5aoC+01+3xOwsbXf3ELfnJdpMdMh5SuqFsXLPGLva7nTb9eqXveT960Z5x9Tqt+eUuXb4rA5iiNoGV5wnFe+Uw8Xb4G2HoXLVjSfM/bZ00DbRIYDQU/nKwCJsnbGsd9j9+CLTM5nn/OiY3bHMgJf60HJ9fIGxOF6nnTyFtj8sZHY+LG1CbBU+QJRx85bjjp6eq1su/B/hR5U1XkhuQCq6NNej1v5YHveVvol9gwldpz50RmO3Zt/mTsC5bMbzoFnywfGpWOo6ImbVW0PnIwWTXSWSTiyFsYpxy9CbOdFGedtNXveWuZhCuWtiJvJnnLG+g9o4a5Vdgw2uRhNOGboFYBXvLG2x/M9Hux1dCg5y1nRS0JNPsJKT1RI5O8lbwDlD3bR1n1FmrnLoScCJasMuI9b8AmLOAEfguO/s6rhh9k33U44sb/Iaq1VYQ2WbgFOeMQQs/hkZ43Q4mSPLP34vjIW7zqPszmw7QVtDFlwqCLxPVFm1RWAWZeLlmGIzd0cccjZqL70bEwlSXObLuhWEXnSWNBRJE3g7CUIfKmz2WS9iQcK+XyxCpghHjWh3+AJ7zrO43vC1JQScPkjfSnS0Fok2aNUDorIMvqCT34tNpkMazbKkzeIuMpSzgGyHAxOxkAtFVA8z3vErsWIcARntOH07N8krytcWycznDhXz0C9z2h2ZTzQGb/az04GVM3jkvectvzZiaIJw/+0t9hlOuMqE0iSW2l9MZjH61eq/oa9q8jb0Ul0YkpXsLNSWuDvB142qSQ0jV8C4mMtSdvXjJpaZOqMsY4V6aWEWqZHJH60EcGLovGbWUDbTKMrXPT+OlfP0oJXzCGSi8ABEsah8qvdw+iCdWGboo85bh+z1olb0z/H3vP/bweFmhrHdQqgPorNvZYmrfJV2FdBIkn4fKgwoxYArobg/30Yk/AQ942zaqFZcFzsLLX6DEEqCKKRd5G1bSfxNCQkJjSViAi6UJK4FT2a5xx/YfjO7znwXjAd/+P63mTEbVJUToUFbBzuORpjTY5r5XkZJJZxkqMatUWjcjbkDkiH4Lex4Kts8KOaZVIdMvF64un4d/Ks/D7T/8TXPDKh+P4I4YLoHUzbtHHRsES8rJ5TlOrALNfjTYJ2DUD4KNCAOrI2wqf2bf3qMgzmeoRUPNu84Jdz5g1glG3lnCFGF2Uo4UZziSKYcjbcQ/wfo0VULJUM3K4ewaHPW8Vaaug4iZNMcqteDhZBRxGH+XQiQO5FlxrVM8ib9UAGSshdVN5JRPLq+7LITdzJBzyRoYgd8nbwCwMy74vdUsSkkElmpO31QqWCHedg4OgNimktJ9dIW/6czXQJrMobVKjaowr/ngseZPtiJsJ1fNWNX9uKV1jc1sEwh8UeWu6jkKmuGl/aAquFk3bZjvol+qaVmtAb/aO+7ytr+r6WgdjzNpoUH/FYU9AD3mL0CaXiwozYj8wtTnYT/1fBcjbphl1jAE6QLlck6mmUVbVhDZ5AEJKYA6qICK4+nt8rvNXOPu6f4zvsKwEg9p83lAVSJir2Ns5nNcFS+ahkguZdKyNx7i0ybpVgBbHGHLvdlZQAKIJ2zrI3ey9pXregFuwGS8t/2jk/nMA6OaJ9fuL0dzUedyHfdhdt+OBO47Ay37z5JrP24DVqdcMzterTptcCpKLyb29kqDrpKxGm6Tq1ESIzCTKFnmT6DCjNqmfs969LduRtxf/Ajj63t5LMepyoseYuZdiPm/LhBHifH5XNzYmtMlJrCoO5GJwrccmY6rxmUFiCgNr0l2B2wpaiQSP678OF93vzSMf1/a8keoKeIpcV2Qsr7rs+zRBUnEvyiB5W7jF/igB5CiQ9uq9M6OEo4IkGJTCNecfoKgE6b+gRpkRemFVSbcwAkBNuhMmAMZRIQFr6A9s6mOj0ZcZeIvaZL77MtyJ3Tj0ODT5ZMTrp4022cZ93zrnJvTVIm9thQ6aGA6jXh2KkXAnXrGE0Rd59OEXo02W/R46sldP3uz97ve8zXZSpJyhhxys7BOKTn3ssrLnrDAmgiVrFlJKzGEJACDCnscWFITSJmsKggR5g6z0HC4AltR63pySXIZ+scLkrWbS3d6/ZWIlcwidDtbDYjAhyBtNvMaZtrppgkInYQYVCYMeb8NUio//nzNw522zNnmb6ahFfZ9FaJPcFWp5WJgpe9Ee7pXGZ358Hf7p281iO4drSGLGnaK0ayVRQ95czxvr7QPe+1DgxosBADyiYm3WIkwze1qRt07dvidGm0wt4kaTN/+ejyZvq2RcrAekfK1ikrzdBnEgJ/wDhbwBwDR6kEluPVtMBa0Cx0/lDtx8p98e+bjmIeM9yHlmX7cGzmVfw/71RV1RCVclAoC33cVKjEsp8e7sb/GUb54z1uc1YRa2eeqa7Q9kCCnRIchbp63nLaQsWqUoTYnkaoHEwgonFBI5SvLWQw4GggAGkS7vxH345dH3vGD+YqKw8uEJmvjrg5bK3oaue2/VNhgtgiV00bcevJzWOhR6rr7/oQ3oJOhX3ov4vHUK3VA/7dPGac+bJIgAYwzTeYIBy8GqXk3pjEZaLbpfJtX5FYU3kg07QQJzTCVvNcpbFb//ATcnc1HUKdRVYedMKSrNChAAT/DnxR95my5Y2mSO/gqRt3BRZn3ehqDzK0ne1kPCRsOpTfIVMwayhKEwjIYG5I01HLvUC+qZXP3NYvMJg3vW8xClLZaC59kIjI6W+LNPXIzX/tfPV3WMQzEqAd97VfeeqcIJ+U6lK0bz/dcCN14EfPU89TultOp1hbMOUGsH0aL4GBOsiyG55n41w4hHfN6WJE3ehtMmzWritOM24S2/d2p0m/UgMLRWMUneboM4oLTJNf6LGrVJAErFKsk85SjAISXjUBTNdXr9DzyxPQqWiln1Nexf9yVRtMlAEU1TeoQEfiP58cjXE4ahlKneIBzw5K0SEnnK8er0Izjxkne4RWyMNtnQ8wazQGJcJ2+iVjmXwEgookFjplD3ihsrvOSNWaqd4GmjX18bLcMs6rKErXoRZSbyaPJGbtLDEXlTapNmbIz++XzaZB1565TKxqFOm9TJmwCqQI0uTzkGMD1vvnQ1jbRccr9MTLprEesTbQ1Ct561tMmObycQM+HVYSvysnI9umS/lPwtTcGJJSm+Ie6NVxTPtptawZwkw0AnEKsVLLHI25AH4kqSt/VGozbzIOd+cWWc+ZExZkVbmhJe+h3T79U8K6c18jaICE8w5jw+Q9qkLHq+MNYEVV9R1FQljYIkXT8BgGxuh0iET68EfJsBDtFi9ZFF1yux8WSGj7mXVD98C/ImhydvJh5/6lE4937HRd87nHreJibdt0EcyOx/rY/NGLNSzgC0YAnzqmumolaMkbxFkbcksz0KtqpfLINd+jl0mE7SaPJWirrKmblOeilCjH3XGlQi08IOB0OwJE85npV+CbgMyJle3MRok5RWCTi1SZCeN/M3E5Xn3TVqz9ui9v6aZqtN3tz1c6apdize8ybAwCFbaZOmR2W1qBvgkrbYPUMTtsOpWmdC+bytbD8T/QB5G5QCG8S8em0qRN70plKiTDregyflHAOWg5c9pCbZjyZvE+RtTUNWAFJISMwxlbxVSe7PndUAQFyt0LAeogh9RURMTM8bE1aNmN7jZq5B6vpZxxUsCdFx2/M2ZJ5YSc/bOsvdYNbGKefe9zDudZp+w0arAHpOcvAqQN6Ksn7vcgZLmedB8lYN1hZ5u71GaMZtREhCnzfI5h5+T0wmoE0CagxIxqOkmSqZiqJBsfFEkzb1O0bseWtO7Nt62DHCe4daHEZ56KETB1awZG2Px1iAhGjBEtonY5O3cvQFleFBh4IlZlHeF/qcV30b0//xLJzJf6p+H6Y2qWk+VC1yJZU8U31OkoODvAkhvQqVQ95GUJv8yquB5T3KOFcnb7aKFTwIR1WbNNXwqRDZHDcCw84e8WupX4f6/G20SYO8rbbfzVyPO6sf9IFzOCJvCQ/ukRGDMaA0fYvgqFhix9hyUWET08lbSJskPW9GFMNEljL0LW2SCJaUA2DgEra8WnY7jZi83TLfwx1f/nlccMXKel9XGk/7wAV4wcdXjvwflNB/NyGBDbrnreKB8X3lzx+X3+IsHGjhrBvMw5IaL8vKUd91Zd4s5AGH8rMkR79Q+4yLfaqM4gAAIABJREFUvDX7vK29YIlZAK7FHLQWQa0C6Fw1LkJoBEtGQ97cz0doCxfzf1lF+lWpSXegNln1w+Rt/RZmPnr+VXjCu76NO7788/jp9ftu68vxotbbVvYBUUGWvVqPfNMaIKGJdShYIiVYG/LWIJATe34awRJaQA2tAqK0yREYF23jfr2h5quJ9TH73M6ija612jggPm+SIDfafHeBJG+milqOMekes0mb8zaoTdqq/h7VeGzU0OiirYipTWrVJG9huoJKnmnCzjh3SdEBjEpKT7Z6LJ+35d3AV//aJpmMcSvJX0veiM9bW7jkra76OFZwH3lbknnt9evkVpy38bUW3aTjLQxTkV+T5M38Pwx5O4wmfBOc0KTG3e8xgzfi/yueCQAQSGzBZHlQYRPTyVYbbTI4bcaVtyOvAsGS950NvOFot90Ket4uvFr14H3wIAsYfOfyXfjcxTcc1HOOFHQoC4eMzWrkrTYijGdTsQxc8in89yXuM9GKPKVXf1/c1TPplqLSBacKYHXkjdImDfLWGZs26f9ufd6G9bwl41sFmPlg3ATzQIW5nlT7vNnXx1wLGKuAJqppk33KeU+4O978xHvirJO2AQCWRX3+ZqTVIgmQN1EsR31L12P86Oo9+Ml1Kmn79IXX3cZX44e9x+wLA+BTz8Lp/3KKJyjUpiKdRBBQsxYxVkRNNHuZ1vvdgAa1SX0IisCFjJsec8lbNUbPW9vz+nB6lE+St9sgDiXaJGfAgN5UBnmT7kY1fORN03WJ4Ka429Eb1L6BSbe50XtmAb/3WgBuccDIxL5/uXB0ShNlhOa3guTNrGvT5CDRJgXQ4W7plLepTcYEVETpWQVY5C14EFpq5ZBYO9qkv5gwyZskPW9vKX4fF+X3tdu10yZNz9vqpy7eirwd5j1vnKGoxh/TnAGXyePw0epRAADBUpsELBcVNiNOmzR/LiFlrbCeJTp5KwPBklt+5m2XC5Vg9GU2cs9bQhC/wz3GnvoJ3dqoTbJq4M8Opuftu+8EPv1s7Nj5NfsWpUo+XPcXP7z/Vlwrt4EJahVQWdEnoecz2t9i7neW5LbnbVxE7GD2vJnpYN0kb2QhTBeu444HpzbZ5PMWnxNnOyl+//7Ho6v3+0Z1Kt5anOvtq0TONEIY9rwNlv3n2TqmTS723byz3pQLRdjbVvaBn38WgJ+UyRbapBdRk25Zs/qw529I3swcfOL22dprFDUWQTrSZ+NZBfQ0at9mD7LexIZWE5Oet9sgzPPkQAyjNadNgnnJm+Q5uAAWCR95AV287Umn4ZF3u8PIxz3lKJW8VTXkTVPnKgBJrlAlAF2dpNHk7Us/u+mAIW9GzCHhHEIEdIQDEJWU2MicIENuVDQjyJugJt4mkhxS0xqUzxvpeSNhtxkSyxZ5W8ueN4ZlnbwxllhRmhK+YXe7YMkaIm/M/58GVVw7nKgWJjhbmRduuEgWhDa5NCixkS1C8Aw8n47uV0lp+0lNpAnDctVFUi4hM/1VERS/U6n7YwFT6IyIvJmksVpJg98hFmOPUisl7pA3Joqg503PQ/rFo+YvsW9R5O1xyQUA1L1bycS3ChCVpXRVej6g/S0GaecJR1/3S42bvIX3qGx4PYzV0CbH7cs7UEGtAmhCMe685dQmm2iT5OfINmnCkXCGH1y9H1dUv42XZp8k+zraZA15GywhBZkv1rEY0dKAGFavs+eCoiaT77Zyz+4s6HkbqRi969fA4i671jCFX2qe7Z2/s6HxUP/2Rw/Ejq2udzZkn3HOalTOJZnbSW2U5K3QyPHpO45o3Ga9JdyrifUx+9zO4pBC3nhAY0tycM6svLOQDPOYxmPueeRYVY2Tj1R+IKFgCWNMyRZXAkhcgmh7r8jN++Wf34xTjwx6NEyTLr3HV/AwMMlfppG3g2EVMAfXT+J45vVrL8OeNwBIMoW8MQlw7r7XFdImFzUtdnrE5O1asQ1/UTyn/obX8wbb8yZ5iteVT8O7yyfgS+L+3sKzrefNIG9tk/CoC7I22iR9MB+OyVv4/b1g8Dx87+5/NXS/cMFCe956RYUcJUTSqe1nvmMpZS2RyhKOeUyDyQobdAGjP6j3WhrkbR7TI1OrXNI40ua3rzDIm/SRNy/07z+5RSVx+Z7L7Ft5WEACUMpEFY5E6ar9ooLQlK48UwUbirxZCXmeWNGMcYsztaKCnr+H3bkrQ95M8rY+kDdzb6WcISGMgXHXAqageszmOIJC1Uyb2AjdlFvqq78vpU0G/ZHFIYS8DQj9kH4FxTLwww+trCK2RlEJiZSqdpbuXqbIGyM+b62x50rgnfdxLCApAZ28/W7/PLyheIq3uexsbDzU/e+4xfZEAo7ZQi0DwhE1EO7eHMUqwMSdtsYFltR5Dp9n+QR5uw3CVR3WfiCtdTWIMYYBSd5YmoMVwIKm1fWRQYKPTWObzlO866n3xts/TvpCtBJZyrlK3tIOMFA0LGMJwMjNu2dpgCO3c2A3ObBG3rypqcWrqCkMOnDv8iL0ConLD2DyJqVUCyhJxBksfay+SK31vAEAT7XalLMKUPuvULBE/33TEc3Jb8AR+IE4uf4GD5A3nbwxzrEfs3hL+WT1O7kX2miTptrdRoP77svPwdJg+OK+TbCExuGYvIVzz+fEmXjQCffE6UP2C78KgURR6676Djb/8ifIUdQESQD3kBay/rfLEoYFjbhtZcpqoCrJPVv0gP48OiZ5k1Njqk1KsBXMAYdjeHYCwtEmu3p+5dUAks4P+nu75MrrcSqAoxYvtTdMzAOyQIICCZhn0i0UpYsJbJzu4qWPuit+8BUn5mJpk4xbk+5Ourqet1FjNbTJ9ZK8UeoZLcqMS/d+/jkn4mEnb8Opx25qOI/7OWmgo3Yyl4CH12iRt/DZVfRqaojrNZb6BHmjc+jXXgtc8A//P3tfHi9JVZ79nFNV3X232QeGWZgBRkQQWURAZDN8SFyjcftiFo0LGkGjojEYjRqjojGauHwmSH5KEsUlGKNxR0EURVQEFUH2dVhmn7t0d1Wdc74/zl51qpd7+86dufT7+81vblfX3lXnvO/7PO/zAuMHAkc8YwHODCrJ7KpN2np1lzlEOrQKKFlrl4Owc4O8XS8OxyrhC7aIRjXyVjRqgjYbxBUZQS6Nspfg7Yd/9dSuidvF1CpgEV3K/mOdam3mvu/B78+veauBOGqTuunybOqCjlgz4SNvRMs7EwmBxw7ypmmTyrEQQqCVcYxHhSydkcedO22SguPdu/4GH5h++7wibxqJGBcB5C0QvJX6uQCSNgl5fwiJOtAm+xMs6dUicNuA2zW3zxsFWkpBKiL+OXhJzB6Qt04JzpXjdWxYMVq9gj6mpmx0SaIsxuAtdE29JH6K94rpmrfPPAOH/uSvUUMOEUDe9K4ZDyNvewpy9N77dtmLgQ9tRkM0kYlIorc9oukZE3hDfDkufeAZMjs+NGtGbdIKMhFeRN4ytDKG6UnpqK0gYbVJbRli5IhlzZvpzcmsYi+NceyGZcidd9wIDUQUZz1OUu8nGv3llYvJCD0+dMuPziZ408/vPkObdGre3Pe614TqARN1s31V4Ab497gT8paGkDdiHXCtNvnC9t/iCnYckM34aoj7MPLmJgU99sLkg/L/fOHGGFFUm8xsGYbrLwjenTbptoeyNW8ABTd6AKwYPjSqn52i6efUp036RgB8Oj8H/3nUxZY22WHc37BiFAcsCStealtMyNu+Mfo8ykyPe/PxHA1esKSMvFFikTebNe3/uLJxJ3EXAFBNezXypsyrveJcUTMEHjP5M3+nGnmba/AmgCdTK5gQ9YhAzcY0yjcOF3lTWe3AuedFVSnA0iY18iaqkLfegrfmLII3FmjOWmzSrVVEk4Lj5z4+pkF7wHpB3nq1XlVfFxNPXlvI9+rlOvV7vnKsholGrJA3R3WQtCGi8u+nt7tj6xQe3O07OHFEsRt+sO0933deBQBoiCam0ZBOQ4+/f8Y4XhzJ7TG9radt9lvr9zkV1inT4xvlmd//j2eYbucYRQvbxQT2OEJVoeAtR4QcVCFvOgHFbcKJxh4KA9hAnZIIf/cHR+G6t52FsfrcSEGm/XyXezKbfpGtfHbtDObLXOTNk/PvorQJADf87dm48s1n9ngc+3dVQqueREYI6a3Zq/CbEy8CIH+HYs0bhyy5iNI9ftCxH9S81ZFiSfqwWb57Ro1pdOHIbKyIvO15wPwZuxTnHgRL3ATqQURSm7TapBaeKQZvpA/kLXKeWUA+w8WAMkGOd+cvxfQBJ9hekLXuSdlOtpiCtyFtcgFsPhVvBr1rAiB1nHIaySbdkyZ4m/0jJBsFlyfPJKKyeDpU8wYALEUroziH/hybt3/f3/jrFwC77gVGHT72LCYDxgUeR+4FIB2S+VSb1H7oKHOy2joTGQjeOBdlAZUosVK+tJNgSX9Nuns1Ch6mOzqCJcQN3gpF627ezfSCC5hG3gahP9Gp5s21xYi8hQUHekHe5P8rxmqYSRkY94O3A8lOiChAm1Qbnv85SZc7lHwIF/7+4TgbQC0i2MP9OpvQ+zbKZzBNGuCCQAjWE3MhY1z2CyIAWrsBbOhhq8Vr3qOuxgZXTZfy1DRdBgCwFM2MYZS0MS0aigEhHdViAgbQyJukTXrIm67TpREogdfTSSeTaCTp992y571Yr8jbbARLmqm8rpHaPhK8Ocqa7jvcC/LWj0J0L4Fh3UHevsCeinMOPcF8J1QiT4tqcFBsF0tQa+8IStTvi6Zr3v41+QjO/MWNwLN3o50z/PT2R/C0CEF16L1lJUaOUuoG/EQLAZO18R3M9RFeHn9LLhOy5IKb4M2/VlKrrjUrWqhJd/GJipUPtGw0wVf4qTgw24W3nnlhz8cIH3dOm+9TtoguZf+x+XQGB51ZIIT4dLikDkqAaUV/C1LlejTqUClcSyKn5k1ZnTj1FayNVsZxMv1teaesDVz9QYxP3WmXzQp5E6ZmIwabV7VJTcMZYZNmmUbeRK/IG7XIGyHUaWqZ46Ytu3H7I3LfQvRW8zaN3hworpSnZPAWGE68VgEWqS05fi7yhr2EvPWo+roog7eQSEsPY4eb5ZdUqMirKV2L7UCg5q14C+8UazGzdDMA6XTuFh2QN2VLMIVpoZC3HntKpjm3FODmjs4rP9pM1Y+4VGrKM9PvCwDAMjRThnE00SSj3rsZqofVtEkqcqxU9YuaNqmbdEfUR970o0Hp4Bxf0cMYB8wukaolyRt91uXNl3mtApzrSQZc4FPV5821ehJ5/SO9MYX4yBsDxXaxFDFrGsEcAJ4YUc44vnbjFp9Js0CWMW4C0zOjG+VCVb5hEhUBdei9ZeYd0za91fzpBW89JLNDyTMqchW8yWssIm+0Pl7apsps8Ka2JQRUjSc5kfOH9hGWjtTAQfFJ9hygjwAxZIupVcAweFsAM7TJeah6m3faZFQDCJGiAfAzqLPZd4k3DVXzxgUQVwQQeRvNjOE0+uvw9wCi3JkMZhm8uQ7kUofSOGjTtMmx3DqXK6EcnwrkLSk6t1e8Ey+6+51l5E0wPPOjP8L/+fDV8iN6pE0KGzjnAXTUnIvu3QMRRmELgiVauTQuiB24T21b1HDkQWEKhm7eO4i5XL9/XWmTizJ4Ky/r5TpdRzGiBDkpBG9kWxB56xQsJjHFLl4M3srOw1JMYgYNCJCeRQ1Sxk19LmaGwZtnjmBJ5CBvXvN2lknkDS20acObCwCbvDGfQU29zGFkizkOF0JSM2kMUmjIq4UKyCCDDY28zcMc+8SNsgH9C564fuD7no15giVuL7YekPR+rNeat9C5AfK34KCIVHDGQbANcpxfS5x300nM/NMVt+F1l/0SV/7ukb7O9fXRl4EtN/S1TTcLimBxhnbGbNBUVGvdiyaKtMnUrU+1Y3Qkup9jaPyNRer1eSuWSdB675RGjRbr/yOnVcAMVzoK6lqWjlQnc/u1xVQCMQzeFsDMgDYvNW+D31/bpbiomjftEHVSBuzFROAmGNpkXEHpyFtoZQwHkJ24d9ML8TfZy0urRMwqLRUDoJxxfPqau4KF1WYTASROEfUKnUUGgHt+DGz9XeW2/ZruKTeS2gnsCCopm9pJfXB3E1d/58vAfddJbjthpcD3mN3fA1WCJa7aZA0ZvlD7O+C+6yB6bDjuIm+daIx6IK9G3tyaN9sGoESbdB6DdzzveHzjL08LHk/TnAaRie3U5821xRm8zQ55I66jSIhE3m79pvk+IkL2ZyzuO3AP9X1NIoJdDm0yrUgILcMUZsgIGChEj60CspxbCvAiR968O1x4P7ZNtfGFn93rbyAsbZI4yJsnKMNSNFOGMdJGSkeRFlDxUFsPg64ThpZIQJTapBYskchbgDY5QNTCiKDMw6u7adUY7r7omThl86rB73wW5jrAntrkgIO3XtQmiwqc7thJCYEgtESbBIDjqW1B4c7XP7pd1qnWon78DIE3Jf8FXHxm6Zsb7tuFH98+u9rXZjB4yxXy1jl4u/nBPfj+LQ8HvxuUMVVOkSnkCmlAvRoANXTp6ucjhKpHIkdEuPHZisR1Wu+DNllQm6SE4KvsFFzOTsX78j8GYJG3QQoDLaaat2HwtgA2j7HbwGFhQuBnWxtLvAmikzJgN6M0jLzVYk2brEDesiaaqqcUGktxCy/XsdAOwdtl192Ld3/tt7jkR3eiyliBmugFb59+OvCJEyu37de0rzTqBG8riaJQqnN/yad+itN//OfAv52NXA3SoXunm3S7wdsm8hBOorcAX31dzzVvbsDWOXjT8s+8xIGXJ+TXvGlnLyoKljhvA02qxVK0czCQmrfCBFJls1FS3dctdM29XKdXYE4JRvhUeaW4Wm0ydA4JpZjhkXEK2hXP23IyiRZpyGeuR+QtY8LSJh9NyFvh/rz2s9fjrZf/GvfvLDMShLCZ9oinRnBCrzOjkLc0GinR5IvBHOAn9G4T6wDB8X8e+ASWYFoGb4R4iR6jdDkL5O2vfv+x2HxAma6lkzuLyFerNP1uxUW1yQHTJmkPyFuxhtCnTUqadawSd089Yg32UKlQuIQ08aBYIddzEjO3PSznwX4SaBY1Kk8Sz/3ENXjnv10OtAPjVhebTgMMHp6jmTEb7OThvqhP/+cf4uWf+Xnfx+zHuAAiwpBSlQhL7btec8pOqFL77LfkhUIgQW7G6WLJS1TrnzbpBnEt1HFB9lo8pJ4DzS4aZPJ0MY0Hw+BtAWx+a94GvT/itwqYWIcoIrhLrMH90Xq8O/+zOezbIjeuyZo3m8EvoXNZE600Rw05aNIIon/UlewtBG97WvLznmY1nZIXeqmtxGTlunM1U/OWbveW38nXmHPfsstej254G6IpatqkCaQ4s/eHZT3TJnNExjHrJXijvbQKIDbYj0X1vSdJuEksYJ2DwahNquN1XW8RjfjKQmNQP7TJmBJQAqzOtpTW6ZU2aZC3mCBnAiySyZpWRc3jUkyjRUbkM9ejCJHXc6q5s6dt5mq8h8zCQ7tb+Ocrbpu/Wp7C/Xlot0xmeaWCzjq6dUckcnDmbMtStFKGMdJCHo+VgrV2B+QNAO4QawHOcPojn5MLaATi1L7mgppal9nUC732zM244k1nlJbvAyVSe81c5T4P6RqwM+C+w1VjRRF5c1ejBB7y9panH4mp2MrLmyTs7vvNMi0QUmwv0slKbXQ8E/hu/a+Ay/5vz/vTNtOW+704+Ue7kOdoZcxB3sLB294wIRTypsZRlzaZIEdbJeGpCo6LflMnlWdtdWQGsStuT1ds6vlci60C3OdJJ3j17zjI+XcxsWiGwdsCWK8S5XPZ96CMEGJeegAgIxOIKUEbNbxy4pP4CT8Krzz1kFntmxISFCyJKVGtAhoAicAay/0V8hbSNAMlAjSpBYORuAPy1osVi3+Xk/kL3nQg0ki3ewPirWIDCM8B1cRbG1M1bzwQLEVgIITazLbrxPHMUKRYB8oEIIuRUyIRi06Duq154xCh4aRY82aCN59e4iVo4+rgTTsHg/DNDNrXDXkbMP1oX7AgEtZHnzdaEEdwjfQYvOnsfUxla5AslpnbKuQtIgItMiqfuV5r3nKOukZ59xLyxnqIHP7y87/ER664Fb95YE/XdWdlBVopDyFR6h4aSqPZ1FX2zTCTMoyhBR6PIi2MBSHmhTuGbRdLQdz9EV+whCGyTIB5oE3OR83bvmaaQRBTMvCAzT+O/btX5M11lgkIOKGmzxtIhJlkhfn+FnGw/OPLrwLytocA9/JOmWN2KAswc/rdP+x5f9o08va06Bd24S1fx+MvPdLWxOfzWfMm8Oroa5VJKKk2mSOnMngTTp+3OnKTeIm4vP/F4GsrlnY9gzoyHLJ6Ak/atNxj/rwwfw9wwBE9X0lRbdJ9nLSOwmErajj39EMH6icvpkTsMHhbALO0ycE/SIMXLPFrUCJCDN89ZRynH74ab3/WkbPaNyGBRo9Qfd5yDoyuAJZtAC+q1z1wPfJp6YjFSSOsjORmwHh1fVWVsYLs7koyT04WZDBGwVFPd+Eh2DqKh4QKWlXNiLt+BAYWcHZqyEFo5CBvtt+SYLlRluteq0iQkV6QN1vzFt6N3+dNUyJ2LXmsv5obvCXVSpeDrHl7NCNvwRq0fmreiBIs0c77Cz+DyVGZORe90ibVwlpMkTOBPWMbAQAtUf28taMRpTbZa5Nubov191LNm6fWWGHNzNabDcpCbQDMR4VceEfTgiUCnnR4kjviTLpVAFrgyVgJXc8CKKkb0GWI/cbfqs+bQd5A5yV407YIX92SeYIle6kNUc/Im1fzBghQi1IRiqg+hptGnojvsuNxNX+C3XB6G3bNWKofC6jL7pxOccEXbzS918y5mbkoMMbNQTV6Js1RRyE4u+oiRPk0Dqeqp9o8Im9Ppr/FhcllwP++0Sz7h2/fgh/eJlUluWrSzWmCtkgg2n7fWP1eUsV6KdarbhO9BG8pVk008PGXHO+VSdxFD+7rWtxnFvCfEz02rBmP8LZnPG6gaJlRmF4E48IweFsAm09ncMA0dxACD3mLKDFZt4zxOdE0pfpUeQfj9RiTrQw480LgT74MUWx8+e0LcexPzgcAxEk9OCBHrGkLciuQt05y0kIIJIShrfjjS+ZTbZILrMAkKDgeITZ42w3FIefMyzwyoWveKgKwQpNuHbxxpQpIifC2PTd9I+7gB5V2k6qgrZN0v6a0VvaNcRwyQoDbxHo8p/0e3PS4N/iruTVvtU7B2+Bq3vQhuz3D8aBfqn3AOtEYO29n140owQXrPwu86WbgqOchj+S7QgJCQxtXlovZIwcxyBjHrrFDAYT7h2lLaX/IW8a4bTNy33WeMuZ8Wd5jGwNgMAhyeMf+Oej3xaOfCa026SNvNHODtwztVgt1kgO1sdJYEKp5cxNypW58NEZErVIdB8UtXDl+B8wuCRiy1/3eZrzgievxRyd2dyov+sOj8dE/Om5gx97bFlH5XhJC5rkkozttstZJbZIQcGJr3kApGkmE9654H16VvVn2Y9Q2vRW7mzZQCiVEPvzdW3H59ffjSz+/31tug8MA2t+RUtnZZlKGZSjUyo0s8z/PI/JmREdau82yT1x5B/70364DYBWyBYnRRox2c9LbVr+rOngrll1s7SF4a5AMILSUeO+3zYf2IQ1t0vmtDPMiUuc7QH/ZsN4GtseFs8XnlewHtj/1eZOtAtyX1E4Qac7ndLyqPm+rJ+rYNpUCoyvw+u/swZ6sfIxVO2Sz37jewC/FY/AN5guI+GqTs2vSnYAjV9TBWgeHcq4mhKVlbqMrzXIzmfG8RJuMwCpV+Qh1BUuYPXeWGbVJd+C9TazHBdlflPajHbVOSIgrWFJxMuZP/dz8ShwGWkBn3MeI1qppk4miMI7V595jydKXOz/DizB2C2boewvebMaUEIKddAWwZC0A2OAtKiNva5aWA3J9X5OIIufCBG8babUseEpHVKsA/53+xT07cd7nri/Vm6V5AXm748qu1zhX66U+Z96dh8L90ckfT2FXJbW40+cNABLmippkyFuqR2R9vJStd1G2D2cvkMuccanErKCRQt4UbZJE+AY/GS9J/hl43LP6ucKOtmy0hg+98BiM1bsLav3fEw/Gc45ZO7Bj722jlJgE074WvEVe8CaRN9MmhlCM1iJMtxUzxH0rZrZhp4e8ld8pjVrrU3nv13+LT1x5u9OTdcDBW5thGSkGb4WSjnlE3kyi20nMjKCFt8f/gbu3PAShkDdBZb16wmydfI1kBiWPFG212Oapl+CtjhSE0lKbJ9Jn8GZaBQREw24SG3ExeSHw/EvUd33tuqMNWwUMbU5m6Fr7Sc2b7vP1A/YERMRF3sScXqyqmrdV43XsbmZo5wxfvXELdjTlIN0K1F7FSR0ZYrw2c5AcGiNiLeuOzKLmjQmBmDBkVDqiXpPwARsTwjiYTWIRClu3lpteSIAKLAmr7L9GSOT1eTM94ZRgCYHvVGWIgmIjOgPWC21ytMpHKtAmtbl1ZB9+0THeJlFUjfQtG63hwqcfgf94+UmV6/RqpPB/0aw4x+IbJkPDRNTDZXrIG/HFOTIVvFW1+Pja+afiHQ7FWk+kOiC/feVTwQXBf7HTK4+/bNkK1SrATxZce+d2fP1XD2Im852zlAnUkeEnXB13683dL3KOlg8EFp6FuRmeAvrHucAh5EGsad/tLLS0STf5kjCfNsla0mEVSVmwRFOrAeCj7A8B2Iw+F4HxXdEm9Vun63bvTzb2do1DK9nzjluHtz/rcQB6e4dna+5cXzUmJoUTcFcjgKx5M8hYhJEkMqIkDZeSOL0dO6cd5C0YvKndqHHkUz+8C//w7d9ZCv+AkbfpNMfyYvBWtAq1ybmaEMIJ3uy9eFZ0LV4ZfxO1H7zXCJkJEiNF7F1rDTlS4guWFBMxe9Bd6r+ODCCSnushb321cigHUf7jRHBx9GJgqeyjOEgF9VDSCV7YAAAgAElEQVSwuL9aX686IWQzIeRfCSG/IoQwQshVgXUIIeRthJD7CCFNQsjVhJBjB3bGi8D0wzgfj8989HkDCC496X9xbvYmT9EqmzPyFm4VsHpCBkzbpuTgrbO7UygjMnGIYhePqOAtTJvspdZQCClVy2kMDjKvyBvjwuy/Re31GGrj9FY5aDrrR2DIqppnF2reYiL3TXhmWgW4NW+5iIIUzHYPapO/4IcDAMZrFffUyci5j4o7yf/h8eu9Abpb9vjVZxyGTat67ynTzaoeYdvTbGCH2mcsdI97eZdtxlTug3GBG+7bhce+/ZuY4vK9JYGaNwA4ev1SvMIRN7J93uQN3hmtxKHtz+Ja/rjK469auQIcFKQQnLRV0MYcetUlP7wTl113L2rIsVMoCrIjnz1f1kvNm7ZBqk166HdAsOTK+gX41NR5pXUkGi8MPb6WO/eI5RBKVp3FY8hENfKmTY8tbSSWvq2NSsES7WBzldxZjKJAe8uOWLMEf/bkTQDm1yntZYyuFX7HovqlALUoL40w4iBv14kjcN3mv5TfTW/1at5CtaFCCDyR/A5H3Ps5b3ns1NQVrdeat0cmW3jSe6/Asz5mhU1mUoalRdqkQ2EEMG/BGxcOMukkrnaICQDA2I7fQkAib6C0JCyUIC8hb8V316VEf5U9OXgekjYZlXw3Wixt6WJ6ThXmc/F5cp61AT7T+pFYBLFb38jbUQCeAeB3AG6tWOevAbwDwAcAPBvAFIArCCFrZnuSi816pWvNxga9T32uu5I1aKMGSoiZaNtsbsEboeFWAavGpfP3oJLH187AlLDBm87oJrU6/vMVEoX54oFvBM5+D5CMIGJtO9hV1bl08JsYF4gJBycxmKCWejUPxoUwdT66xg5w0LGPHe9lJXmXmjdS6POm9014Dq5ok25GPEdcarBNSPfg7WXpW/Ce/E/k+lVOaBXyVuC8u0/B3nLkjCJdlWqi+r+qIe3+bLOvebN4JSUETAh85pq70M457p9Sv2lF8Fbal1abVDN5W1H6Sg6/YyweDfZ5aytlOrfe7O+/LlG2GjK0UJO0zrT//k79Wk81b/Mw9nuiQUXBktDrec1HgYs2KhEjblC12KVNshS8LWmTeTxaEjpqcuu0/eFx6/Ce5z7eoPgp4jDyRgm2Ywl+x9fjY2OvBzD4nmSPVttbLIFV4+E5oYS8ubRJANzp+wlCMV6PsaeZmTVu3PBSgMaKNtm55o0Lgcvr78YJv73IWx4R/eyX37FO9bSuPbCzia2TbfzmgT1G9XK6HUDeisHbPNEmuRBO8CbvBefCBMKju2+XNW+EATQp1aa6wZuteatuFfCX2XloPe754ZMhBMSpWwWAJO7vudNzqjDUV/+38sooBtkqYDFEbcr6fdO/JoTYIIR4IYCbil8SQhqQwdv7hRAfF0JcAeCFkH7S+XM+20Vi+9MDpM9Uqz1J5E2pTeZ8TvVAVfijRt7u3SGdCA3vT8OiUoJYR/HUx6zC5gPG8YOlzwGe8nogaSDmLm2yf6oEV7RJriiIA0HehAB+/V+l7D8XAolCx3Zk1vF1gzM3eMtVD7rKJpvUbxWgz52Amz5veYE2WQwEY0rQVLVuIboqAPyKH4aWrssTFffYmazd2EBP8iYUcL7bW71YjHx6xff6nBZlk+459nnTyJsQwojIzKjnpNfgTd9Xna03wVsHJdQ8GgUXBKLwvLUztW0gShmhOeKkjhk0gHT+hIe09dqTaiN5CI0dg6NxesFbUbAkdE53/QBo7YKA8IM37tQLs9TcMx6PlZgSGq3LBcXTjz4Ih60aM79fiqSCNikTRuekH8Rvxk6WxxwibwOxvRUDr1serkvuJFhCCUHu0GxBIozXY0ObBCAxs9FVwLSteXtf/Ck8+5tlJIhV5EjiDrTJiPSGvLmvy4w6v6BgSWs3ZhKn7q2LYMlskXbhIG+aMs6cpG+S7jLtjQSJSpTIOskNxTmqCN5I7PhXoOCqX9ztfC1emr7VrkfKNW/9BlhFNktxe3cqmo9WAYuhhUhfr7ooFhqU7RQASwB80dlmGsDXADy977NbpBZCG/ZV005exm1xcEL9AXnW+67YVmf1dPCmC2tdBMj0OFM9pWJKLGUqGe1Im3RNCIFWVg48uO6lRmIwRGWJ4FlYdv1ngctfAfzsEm+5FEeR5/hQy6EzOq/nKLEZPc1tZ4jwpNb/Q4v41FGJvNkm3Ssa9j5rWXAfeYu8Y+1cehQiSkwmLkOM16fn4c3Zq73jpIhNAEmqmm73UPMG+O/CXktumJqJ8NcakVsM/PiiheK0XoI3Q/kmivbMBeqJ/I2bTDVsr6h5K59DAXnT1McO01KuAghSRN5yjbwVnSOBRGSoNUZl8JbNP20y65E2+YP6m/C4rwxuWvTuSYVgSci4alViejAW2qwQhVayZKzElNDbMFDESsQmc2mTJbXJyHu/R5S0fLwYuckLYHtr7BythWlyReTN6/NGgIw4iR0aYaLh74cLAYytUq0C5Jz7kvhK1PJyq56qQMgmMWaPvLn71v7BTJpjGSkkf1q78dDoY/Gc9nuwgyzvirzNthyWCwGh1LO1SrbrN+hzjsABJVhStLwQvJWSv4mfdBOq5GEaDUwJx8cgFJR0Hqe7mR779W0uzj1ucDXIZO5imsoHPWIeAZk8ua2w/Gb13dCwd5zBIw9aMpD96FPNVVuAohzx/ARvchC5f6ekTWoHwc0UmYbQKniLKLGOW9xQTborat6cw37kittw3Du+gsk9fuNL0zOFSEphVCWF34tlTeDqf8C1X/mk/NzwfxvOrZrltBokWyLxaAluxk8jb6ARtmIZmnS8cH0u8pZbaWYAWydbsuZNuEFihNypZbnqzC8iptQgbhwUX+VPwf1itX9ZiC1vvooq5qSCXXqipvfYYKD83Xxbt0a+euliRAWCapO91Lw5mUtKCZiwy6a0iFyPyFux5s0EYB2mJZaMyaRMAU3XKoou6nUQtuPq2huwnEyC00QmOfYR5G0+nigveCvRJjuck+CgEMbhS7hVqQNLQVTAyzVl1TG9DQc1SsR6bElFXHbwSOS96w0V+CeLEN1eCNtbrIUqq5Vok/ZvQogRAFMLMF4I3oQAUBsDshnsbmZYNlotXhVKSBxB7sUIVAA1h5q3EPI2nTKsQCGIFAxN0sCvxGHYRZZ0Rd56ReWLJoRTYsLtWFcjdm7nOngjUanmDUCJNlmsX42SOh4QVu1aEJuY8erjCKnUK+jVis9p8bF1P89Hq4AnHbK8y5r7vvVXZdjdlgOYEkVOC7ATwCghpCaEKD3dhJBzAZwLAAcf3F+zv/3RjG86T+Pst99welCaezamH/aMCfPCuc7snPq8VWyrGzHrzJvOELkBB5e6wz7ypgOIZBTxTLur2qQA8KWf34d/SP4VyeX/ARz3YuCY/wuoWp6EMBW8zVGW/ocfBq7+IE7TuylIqUv6g3xl/vb5JwJfkyij68SuILZnixQs4XjMmuWo309LDhWJInCnz1vk1Ov95oE9oBAFtUm/5o1AOmFNFgPE1heavnnKPGpGJW3SRd7sYq0waCuorEV7q+ZN181XzEH6+VyMyFuozi9EpSyto1kDBEZtUgsO6GeqsmF7wWzwJv9vGeSt+n3L4lF5nBLyprZ1nKOXxt/BwVQ2sM1pHS3U952at3kw4r6Dzv3ZOZ2ilXFUtoUEAwU3KpExd9CDqUfwlKnrAQC8NlYO3oR18GTjdl+wJESbdB23hkHeFt87thC24MFbpz5vADLioPIkwkTDDzI4FwBNAJ4jA8e6eBIl0suNnwce8zQfxRICa7EN36r/NX7JN6v9l+9Fr2qTXAisxi48lt6HZnoaAGCmnWODGk9ca6pyjhRJD8hb9+CNcYGH9rSwbpmlpkpqs9xWE+ByR+hM7pxJWigt0yYBF3mT96Do19BkBGe1P4TnH3MgcOMuCFXykKOA5Kk+byGl8F5NU+Y1iliueRuMj1m0Wkzx9defik2BvqP7m+0TXAUhxMVCiBOEECesXr26+wb7uc03teGxayawdKQ6Y9WP6TPNuRUncQUcenH4qqzKKSaEIIkI9rQ0vG8dBG2GEhkHkLdEI2/KOtS8cSFwENmBxj1XAl95DXDbd+RyI7sbzT1423Gn/zmgBBerQXj1ctn0s+j4LHeCN66CvTip4fADJ1BUXim2CoiFDd4e2tNUNW9OIAzqOcwCMlDXNW/6vrt9eC7Jnw7hZuQ2nRa+dq/mzaVNauQN3v/A3qsxszVvVcgb2avnszct5OT1cp1WbEnugwuBPS3VN0g9C6TH1hx6X0XkrVNGl8WKuldwgtIAbXIUdgzgtIYZjOwzyNv8NBMII2/Hvee7HQNqwhkicCMlHnPHW77lf3FsdoPcZTJeOm93bKZUjt163EqRBPu8hWiTRbrd0GZneyN4e+LGatSiE22SEoKU+vS7iXqRNgmpUMwyMC5wLL3d+ZIBu+4D/vvVwBf/zA+EeG7myOPMNnML3i6pfQj/WXs/Wk05ZsykDIfQh0vrzqjgrS3ijmqT/137W5Cf/kvXY//Nf/8ab/7gx9C81fak5AKgul7PESzxaKA8V2qTcUmwBIBT8xZWm3zsulVooY5lKyT6JqiuZy20ElI1b3Pxi7TfqPNcxefWpa0OWoTvqLVLe+r/uK/boEfMnQDGCSHFX3U5gJkQ6vZotPlsFTBo0w5WzoRx7uLCgDxb67RpTKlRodKDDCf2hUu0g2GQN2qdpmRUCZZ0r3njotBfZte9arkwrQLmGrzN7HywcFD/fLhLf6hJCuSN/DAQx1VaARu8jUzfj6Po3UAUB7NShBK/VYBDm6wjAymoTQJlqpoM3jQlinj/A8Df53+qllGc1f4HkBf/R4kyo07G/EkDARoJYG97C+myapPh792eZovNQpfUT6sAAlnfxLjAnqYugLciOb1YFW2yU/BmqHtFwZIAbTImjhACrSnBkr1b8xYUCpknCyJvP/44flV/hRfIlrbjTLUPUcGbqHBAk0Zp3NBjrKx5k+ibdiiDapNCeGy2kZpC3hbhO7YQNt9j57UXnoXPvrK6x2ZSQFA95I30WPMWSeQt5wLPzL9nv8zb2LJbPccP3+S/Wyzz5ktzwIL1HLxx4CCyQ/69e4s6/AzWYHtpXV3qIJE338V9eE8LDyjV7OPo7ahf8baux77h59fgstp70fj8C+35aEokwoIlAEB5pmiTNFjzxhTqaWve/Ht/zjGbcPVbnorDVksfZEfTInRuMEgGQZss/DbFOdZNwi3G+XcQNujg7RZIcsbmwvIj1HdDg0s92vcfSn2KGRPGcfOzabPfd6eJJo4IJlt+Ya0rM6yRKk1B9JG3EcQd+7xZE0IUmoNuAyCVrGJwCBJ1lC7vxe677x5/QcG5ZdzSJrF0Hc5L/g5vyM7DEmIdTVei+E9/+hwsITMgNAYhpDRpSeTNOtJu8DaCdok2CfhUNSGkM9V26lkAH3lz7Q6xDqiNedQn00Dc8dTc572YoV0I5E1n9ypbBZDy875YzEXMtcPVD20SRE7AXAhMtjXyZhMGvZiewE3rEU19LD6biq6bRw0QGgVbBVjkzWk27SjLERphZi/RJt0AskooZD6eqKBgyXf+BktIE6OoRgRkqoebmhgPeXPXo+VgbAcm8Gu+CRdkf4GIyjG9RuTzkIoAbZJnnuPWGAqWDNTme6xas7RhfrOQFSXjXUo6JcSnTUZ1jJeQN02bzMA5x5PyX9gvWYoX/cuP5N+tXQXkLbP947TNkTb5sJAsGOy5HwCwpPUAAOARvVzZbiavKYS8nfS+7+EpF32/p2NqO5MqpHvcdtcSwqnXE2HBEqKDNxqj3ZE2GVabpEkdB68cNX7ZV3/9iDwOqF8fR6K5C5YUaJPFn8odQxfh9DsQG/SI+WMAeyDbAwAACCGjkP3evjngY+23tj/V0BjkjXNb8zYwwZLq72oRNXQsPXBMkwBPWdEm40iiANfcvg1tESMSmVPz5vdo08uFEBACqBPn+5nt5rsYOcQsa95ueXA3Hv7+/0Nr+31YRQq9YAqOp5dBi2q4a/x4zKCBCVjhgOUO8qaN0DDyhiiyThPPTYEyACwl0yrLXkTe/ODNVZvUg3Q3jrsbkBmUjlbRJnUGw/73ufz38MH8xXOi4vZjVrAkbHr5ogzenN9CO1A6AOplOwLbpNsgb6LP4E09AzWjNlluFXA934wT2p8EEwR5NAqinYYS8ubXvKU5B3XWGRPTPbUKuO6uHdg2ZR2w3z00iTu29hfwuQHkbAUKZmWeM+vfn+dGP6rcTCJv3NCqEoW8FZ2ziJKy2qSI8ez0fbiSHwdKCCgFtirn9jp+RNnBY5n37DUMbXLxvWMLYQuNYNaLtMmCf5AqwZIWHQEoLde8CQFEMcByEJYiQY4tYoX8kmU2ySm43yqA5aXgLZRs7L1VgMDDQtJD6R4ZtC1PJYPmDr7WW/cONb23RBl50xajtzExzTmWKkVL3rBBolD9WfXfgBxb6sSnTUZKyCwkWJJT5StBM5oKfo1qFaB/Mi2YJmvebPBGiGJdDKLmTatNFp4TF3nbH0COhbC+7j4hZJQQ8gJCyAsArAOwWn8mhIwKIVoALgLwNkLIeYSQswB8SR3nYwM/+/3U9q/gTf6fM2FeMA95m8Nk0emldJE33QPtvmhdeUVHbfLhPS388SU/xbX37AYRzEHeykiXNi6E3wZgRiFvQiAiHJwGFNO6GOcCf/HRL+HAqy8E/Z/XYiUpBF5FJTjuSBhHCV59xqEA4DUGX17cBwASJfIeFrL7lFAHBWFedm4d2QYCYRzkzBmgtQnIwVW3ZgjRJkPmOmAm0KsSLNFqk/paCPC2/JX4lHhux2MM0izyVrHCIqZNupPleU+VRImVFY13XbN93qTaJBcwSZY9GJVfxp3FknSwps9BB/0tHYA5SPf1/DHYiSWyfioeA4EKIIrIG/Nr3qbbuZdlH+eTmBb1rsHbi/71J3j+J39sPp/zT1fjrH/8QcdtiuY2FJ5lW6dZmU+b9MeYtyWXVW8omNcqIFE1MZ48OMLBm/s5UmqTt4oNePtBF+Oj7HnlMYNlHhpjWgUMm3QPxPZW4qvKSsibKzxBLW2yTeVYUaZNwiBvWvV0t1BqyqxdaHvjI29REVWbA/ImhEXYkikZvNFcMmG2w1eLnuQ1TNRjtDrUvDV6bDW0ZVcTS6HGKMdP4MIRghKWIu7TJnODvIUES1rqntdVH8ei2iSUSrBJ2BufgJTUJgGA0tmXk0QGefM/a8udyHwxzr+DsH6r9g6ADMZc058PAXA3ZPBGAVwIYCWAnwM4WwhRrvR8lJqep/aHGI44yBs1yFvYIZ+tvSU7F0899XQ8w1nmHmM9kQHVlmgd3jzxT/jQrjfYFTVtkhDTWqCZE1DBKtUm/eANaKCMvDEuEIscOSk3sAYAQSLrlvzmclkrd+obAQA/u3sHNhBJOeCtcn+aUs2bcFSjohr+4Nh1GK/H+MtLZ/DKjQ9hYss1weBNSvaiTJukkQ04ee5l/TaQrZ5gyRSkopVe/yp2jDwNlzYpNPLW+cd2g3FzfFewxHlYNPJmBEvUvvdmYsOoTVbRJtX/e63v3F4097390ydvxCtPO7Sn7dw+bwTyPdFJlsvYWTiw1sZ5p5zfcR+1mCJl3IyDVm2yXPOm/84QA8kYpMgsASkoOhabdE+1c8+Zo4TI4I01pVPUwfG4Z/vc6uJ6ok3OwyPltwroXfGScqbGBI28SUdzGg0shb0X4eDNQdudthH3xJsgsM2q3pqVirRJ+f1QbXIwttBjVZEO7475BASpok22qWTRBGveaAzwHIlinuyGYtywFBMJjPqkR5tkmSebr49YtH5ok7oGtDb9IIQQIHkLiG2Nm7aWqOHo9UvRujeGYO3gLFlHFlhatql2bsslHD/B9HCDU/NWok2miAhHXtHnLaN1MFA0hAzeSowilXTT77A7DqdezVuk1uvpkoJm5lzTa7WA6A9pk12tr3SXEOJuIQSp+He3WkcIId4rhFgvhBgRQpwmhPjlvJz9fmou9Whft67I2wAmiy+xM7Fj+RO8ZS6Ks55Ied6H4vW4JdoMHHyKXTFKSuc0PtIAFcxyxAPB28n0tzjr3n8uI2/Tmjap+rzRuEQxBCAnGG3/9XLgineZj9ffuwtridxPkHIZaKBrBmGqerFQgimM4p5TPwDAFywxlrdASKlMG8RVguJSbTInCTgIPpB8Cgly41RNQ09EBKe1P4LXZG+QE4VX86azZJ2HiygYvDmTt/OoVDlre5P2o+f+SuBNZxgXY/DmBtJ9oB4ebZIQTLVz2bqCyuzsp6MXAslIx32YGju1Ly0vrlsFhPo5thGDJ6MOXacCeVOo13QqldcmJzYDT307vrf2VZgSSiyholF3lbjIieTmvlQqXcrP3qRNVrUK6LodctkqQAlC1RRtsimsuIQgUoykSJ12HbxWxjyBKwBYo0Qf7AYVtMkh8jYQ0/PgQjm8ZcES/+9UIW+5ok8WVf+EgJzTWY4ak8HbHijkLU9Rp44Ikftq8awcIM2p5s2u22g+JHurKkS6VQiM2kjwhPXLZNuMij5vvSJvMynDEoO8uT3cYGmhmjZZEiyRyBupUJsUJEZK6hgR8r6W0DmDvMmPVmUaJbVJYG50xiKaVvzs17wtvvl3EDYcMRfArNz2vv9Q6nPMeFWft8FcQ/HldQvYJ4WE+7cma6VT4GbN1YDjnlOcJKAitzSDQPD2+drf4+SHPw8iOGqOKh1au8w6tuYtAFCroHH7VJkm0cwYNhIJNHMW4LqXaJMCCZHH0nCEyX5FMrjSPHjPsmZX5E3wDAly5LTu1QQwtf8pYR3t+8SBaKEu2+dRGqh56/xbu7+hcfIqat4sbdJH4PYmRaJXtUlRCo/3f/PoTH3ccldsiVJiejGuHNP05e770MFapgIuTaO0fd5c5E0eMEUCURsHJeo5LLxDJeStpRDnpA6c8RbktWWYUq0vqgKxEEq2Btvxxfp7gP85r/uF6f0o1Oss+gvwViDpMl8WEizpwQzyRjRt0iJvALBVLMGNf/IrRZP1f2B3TGhmzLy/+re9nJ2Gf8/PxsX5M815uYmDeix7Ru2t3o6L3fT9Xyjfol6gTbq5C0Is8qbFx5KIGuosoN5fGkvapCgEbyxFzQneaswmYXieeWUG6oil8+sHedP+Qy3diZxZdowuJ9D26t87EktHEhkw5S3JxCnM+w3SW/A2neZYouZ6UoG8QQhc8sM7cc/2ae+aSZeaN0EitEm9A/ImfSn97LBCEi3VNc0mqdnTJQXN0iblA1JEjN3gbT9wkxfEhsHbAphxgBb2NHoym0m1NKdBCZb4x/E/u/SLl6dvwavTN0Iko3ZwNxtq5M2unwsKKpyal2LNm+OkNUQTIdPSvKISeZMD2esuK4PK7dwGb7XpB0vfh9Umc9NXBbCDWR7JwNVk41xLp0FJoEsZiUBVllyomjdO/cE8UoPmDBkt71cUa956C97c5LlF3uxCd4A2kvMmGJD/703VuZMOXYHNB4zjjWcfHvz+Iy8+FscfvKxUVL8YzH3f+nH0bKsArTYpl68clxN/LzVeH37RsTh2wzKsUttY5K0sWKKfo7ZIIGoTpjksgfAOZmveOLDlBozc/X3EKgsNyOd5miuUuSp4C6Bko0QlZx76dfcLU5YxgYPJw/i32j9i9BuvC64zH2O/K9DSa7sGACBCq4Uq2qRyUqdVYmeXmMD4xHLElOAR+Ep7emw4Ys0ETti43DI11L18CCvxt/mf46P58/DN2tOAk14DwDpvtVi1FxhyowZiC4+82fH7iRuXe2qSxEHeXOXocYc6aVoFsAxJLoOMPWRCfsky02AaAEaZLUlgeeo3rAa8uUdb7zVvArESNxlJdyDj3DB0iqgWTepIIoIUMUh7j2Ti/OTj8jtwXFF7M54bXWM32HorsPuB4HGbKXNq3pzgDVZtknOGv//6zfjKL7d4iWfCU1XzFm7SLWiCFDWDvJWS0oY2CfW9vX+1yOnpSvwE82xM+wJ6yO20q4WmAu+rNgzeFsD2B8RNG3EmYyPtPeCaN3kcf0cu/WILVuHb/EmoRVQ6BQr1ymGRKjegzBAhEgwRUSNDh5q3CVFw5FT2WgZvDILEwZo3HTRef++O0lftjGOdqtNrtB4pb1tq0g3UkENENqOnL0cXeHvooLasKeWXWYEipZpochJBsFz2qyMJPrHxn80qWjo8GLwBQdpkN7VJdzA3gZ4zSYdaTOglC1HztqSR4Io3nYGj1i4Nfn/mYw/Al1/7lEVZMK37oh150JIua/pGnD9cBGWVEjvhPURvT9m8Cl857ynG0SvSJl3kTT9z78pfiu3HnS+fa43+OEhTW2/LBXDxGTjqqlfIrLQO3iKKSa5ogBXBWx4I3ozoUR80RMYFxlW9Dt15Z/cNBqRqEmwV0IMd3LoVgJUSrynkbQbyfqWIMVaPQCnBF9iZeH1qUUj9nn/rDadjopF46sSuTWEUHxk5H6hLR1w/OrWIglIybBUwIFtoVo8bvF3+F6d4YycBkKpnijk9W91G3Z++5m7M5AB4jpoKMiaJFSyJHOXkiNvehb0ibxHK7/Hnr7sX3/qNn2R1BUJGs51gOTfBYVv4yBtNGrKO1w3qdt8HABhDC5vpFrwu/or97hNPAj5yZOk8ACm0ZGveXMESAVJQm5xu54WaN0mbpBU1b9wgb5o2WfBrlP+hRyPX7/GubwBlP91ok64NaZNhG46YC2j7wzOpA7aMWcESl+IyKMe2mF0J1T7VYiqdAuWQ5c4E4J5Hyimom2Fj/qDuBm/joiADrgI9zXkXNLY9yxwTCnmrZWUZ8VbGcCDZac9HFAbJIm1SaOTNDrj6XnMASMIBFrIZ9QwV+9vI4E0QCsFzJCQHownuGj/OKMiNEjnxtWi4Pkn2eZODec+0Sa/mTVMs7L1zf+qfkJQAACAASURBVNPxeoyXnbIJl517slqvvM7Q5s+O2bAMzz5mLS556Ql9bWfbKxAvcaNpk7Op8dK0yZwLJJEvQa0Dtav5MeAHHi2PgXLwVlSbBICj6V0myZJEBJO8C22y07n3EWDl3BEp72WQ7wMl62TEdUwD+/w2C//Wr9h6EQAbvOn6HB28Ia7jwIkGIkIgQPFV/hTTe+/Zx27A+553tNmXHrdyVr5feaCOJYkpXnXaITj7yAN7usahdbaFRt5qcbVLSQlBquTqhZPUK4qW/OL+KSlYooIz0yKIpV7bm4TbkgUWECwRhXsghDDK1a799Zd/jdf85/XeMi6EQelqoo28PYU6ySBASnTDqFZHElFZ82ZOSPocJBAslkxYFsFMOw8ib9zp86YFSyYLwVukaler1CZl/7caRqBok875/veyl5nESjP1a48FCGpxGXmbi5k+byJMm3Rtf/CTF8KGwdsC2P5UQ6NfsoxxB3lzsmmDok0WnsRQJrYWU9y3o4nbt6nBx2n46SFvpWCpGnkr0hG5GnQZF6BgEDSsNgkhqaSlHm4A0izDKtjl21BAdoqCJapJt4ic4E3TCjg6Bm9h2iRR9LJIFn4r2qSpFwJwi9gIALgqOT1wacLr86ZFI6qadJtzpm7wFqBNRv5z867nHIUnrJc0LP3NYkS59kUbr8f42B8dh7XLOouLlMyhubi/1YoxlVGfRfDmyovHlAbVJgFdH0VKLUA4F8iY7X2E1UcAACZI09CbI6rUJoG+gjejWNkX8sahb1RVzOeNm7w3Jbqu5iFv5fP9TkXwps2o60G3CpDPxvpVy0BVGwBtGhE9ftNKvOSkg81yN9lXtJAIQT2ieMs5R+DkQ1d2PLeh9WY2eFt45K1ohFjkrYo2CQBU0Sa1pP0UVbTJPAV15vIGs+8xz8LI24Vf/jUu/4Vssu0GQACCL+e922fw/E/+GLtmMlszD4BPbUUNGRitl5KYcTIqgzcX7VLnGXcJ3u7aNo3rLzobeLecB9PmHkPXJKJQ86Z71Kl3u4S8sQwxWLVgCY3Rgq1918EZFwTfXvlnJkqabMt9sgJtMh1g8Gb6vOlz7/C47k9Mtb1pw+BtQW3ffyj1WJzmtkl3iP42VytONrXAJKAnhpsfkbQCVoG8ZSV56uo+b+MF2qRgGnmTrQIESSoUIzkmW7kXpGmLWzvMAAwAe0ShubgbTLanwBU6Boc2qS+fC9EheGuGBz2qat5IDMEZYjBwEps6OAC4TWzA5ta/42eNp5QvTUgBmLkgb8bBdpZ1QtX0AD2UDN+3TSeeKPHfWd0jbjYMQPddjyPiJUtcqm49oaCkjLylTqDAuAAaNlmi60iTiFpl1TTcdDsUvNmmwL1fWMaEIw7UC/LWWwPfbka7BG+6LUiV5Qql1E7wjL5fTi9Ns3v9R8GR00m4bVNlgQYXjXNr3oY2ONOv5EIFb6F5WxslxAgQcY826QcacVIHeGbofdPUCpa4tMkRbt9jzrJgzdtl192LC750o9ycC7/mjZWTJh/9/m34xT078c3fPOgFXmJqm0yCRrVSEjOq25q34r6LNXbFbf/xO7/D8e2f2e+b0p+YFCOFVgFWbdKlTboKm5RL5I3QyCReXeMkRttJeOvzZaCoJ/Z3m1KtX3JRoE2KASJvRCNvapfDAK1vG46cC2DayV3VQ1PchTYtBJIxYV64+REsKWSzAk68UanTgw6tQt4K2xaco9xD3nxHTme7dM0b3J5prgkGeu3H8bbks6WvRtrbvM9N1P0VdDDJOfD+dTjmhnfJicehTRrFJyGAuOI5MchbiDYps5uC50awhBDi1a/liCudJ0qIkUS2wVuXmjcXeQtQTaMOcuAGeRsO4vu0mQJz+EiMHsuq+pp1MtfhSyLq0ZSZ4+zU48g26QYMgq2VJgEVgOW2FgauYIkORipaBYSDNz129H5dbv+l4lAUtAEFbwSdBUvyZKLj9qyKNqnuoR+8lWtaATuO726WHWMfeZP/D4O3wZq+/wcsqXdZc36s2CqgaLqdheiAvOlk6QiX7+lUpOpyC7TJUW4Tr1KwpIy8rcF23F7/E2DLDR4VUu+vaDnjeAy5H09sXes3/Z5+BHWk4DQpBWBxMhJA3uS5JKWA0n9figlNPiPVrneICU9tUguoAQCEbHV01fRzsYE8ghnFKKAikwFeFJtz8VhIkUTezLVq5A3ET6Cpc2IO4yaOiFPzZlsIaOt31C826R5a/zYcORfAVo7X8YHnH41LX37iQp9KV9POdCXyNqiat2KrgICjX1cDjA4MMmoHItfvKteYFZpic2FqNiYKtEmikDfGlWAJjcPIG2dY+sN341jqCBLsuBO4+X8xlm71Vm06Bc45YpsV3yMVp9Y98C1ZX+cibyYzJbzlnm06TSIgFTVvHBRgNniLqA3AhKYtBZwnAV3zpmmTOuDrQpt0mWDGwbbn1mliX4hWAUObvRHiO+DjKns+G9okpcQ8GxH1a97+4LgN5u96rJISBeStnavaFGTgWRvIbS0MiWzg0exCmyyKbABO5rzPmjddf1NFNfZQskHVvLn7/O3/AFdd5H3fohUIvrJMBW9aVW9GNyMO9Ds09S+FZudu8qVYy+QG9nre6ESzG1r/Nl6P8cEXPAGffeVJC3L8TsIzlBCjiMo71Ly1mHw2xsQUOAhaFTVvI07wJliKerGejRA8NbpBsmB+/m9SdK1b8MYFvlv/K7xp2zsRgWMnVMJjZjvqJAeP6qV6sqg+gpgWkDflcxRr7FwqJFBIaOYpSFsFb1gC4owLwhFQgeB4QXQ1AOAQ+jCmVUAWqxpA6qhNZs45CRKj5fkifk2btj87ZSMOmKib79evGMVEI3F6vc19jjaPyYDEmh6NNhw5F8he/KSDceCSRvcVF9i0M506giXzoTZZbhVQ3rGe6PUgklF7/9LcES/gRdpkQbBECOMgLin0TyMiB4SA4BwUQvV5C9MmS/aZZwFf+GMsSx8CAGzBagA+8tYiDeOs/dMXvg4AmBzdKDN0gZo3xgERlbOo57QvAv7o82G6AZG9kyRtUhZyCyqV4KwzKa+/kZSvTQg5qWwVy3AjPxQ384PV8i60yVCfN5SpUiEb1rztH+bOtXo8WNJIzPvai9pkyPS7nVCfNnnUuuXmb90TzCQG1HuklTNvqJ+LZ33n9CDy1gttMhC7ObTJ3mvecsYtClBxOyI3Iz8o5M09xxs/B1z1fu/7GVqgbxfMIG8kAxMETUWbpoHEys/4Y+Ufmd9qxU3mbVjuB4u5Q2/VQd4QeRu8veiEDThoaZ+1rHvBCAHuSTYDAH618ulm+UShUXeTy2djVMwgow0wzUhhqdcOY9ShTbJAzZuArQdPc4HHv/Pb9n0Ggu+dm3yKwdBUYwbP26ghg6A1fJGdiUvzs816tVrDqxGXO8rNPjqZh7ylUyAtSZvcISaMLwL4feeEEHhE2JYdOimlgzcpWCLPxQsoaew1GNeBHQf13sN6HOHc0w814+yG5SOICErI21xmakObnMM+Hu02HDmH1tHcpqtRYBKfL9pkKCOrqZTaucud4E1n3wEgLQYZhYaZjAsTXCwN9U/jDEQHfFE4eCMhKW418D6+dT24IE7wZrNdDNRMGrvuvQkAMDmmgzenVYBT8xZC3m4V64H6eLBJN4iU385JDMFSo2RJHdqk3iIUJAsIozb5B+nf43oh+6D10ypABJC3Yc3b/m+65o0QYhzwJSOWfjsL4A2AdeLjyBcscZGdOJKCJbbmTR5MB2+jpI1aPukhb7ZVgOxbKED6Q9505ryf4M2lTVasE4tqJzLNualr6ce6KdulUWfkza0hzmHlxvX44r6/X2JnqBWdQBl+Em7DCj+AcOnq+n3vVCM1tMVllBA8kqzFUfwLuHX5GWa57qN5wdmHI6YEzVw+E+NiGikdAdcMm7ztJT185C1U82ZLCvaoOi5PsMQgbwLnRV8BJh/yFVHBkakaMZFnqCMDj+q49NzT8a78pWa9uD6CiJKgYEnSLXhz57v2HsSp7F23QyjET407bp83CI6twtb16qSUQd6i2NSnechblHi0SU2p5AXkDSj4Y0RS5K3a5Nzn6GLN29D6t+HIObSOpufWzKFNupP4oJCSXmreNLqmg6k8cpA3J6ub8UKwVaBHMC7MPpaSUPCWW24+jYP1W8FRZ/khAIBTsp/gAbEK00ogoIU6zmlfhDelr5EKkGrfhxLZW6ZVWyZpVl6fN4Vk8HDwphUgwzVvUrCE0QTIUzSQgtEaiCP2IFT2LPT7rV064ilD2mN2togS/Hn6FnwHJwXpYsOat/3f3Kaq+tmZaCTGCZ8NbRKwTnxcaBUAQnHoaosYEZRpky7qDsALKHST7oRSAASiNgak4Zq3EGqona9+FIIZF2VHsmBVrUy2TbVx+Nu/iU9fc3fPx9MWTCg5xqvo18oEsfW9DFb0wGD1zrv5DX4S3lx7O/CkV3r7cMeT9QXkjXMXhZf/h2jbQ1ucRohKRsIP8nXN24mHrMBRa5dghslnYgJTyGjDttBhmUebdMXGZPBWrnnTcyMHQR0pnkxvsl+r9+4ocg/eknwRuPyV3jMaE25Eu7hSbRZRHScfuhLrV9gxqVZvqODNFSyRgVRfyFt7EnEqE8Dboer8VBAoHOQNgnuJ1BkTvEk/hzh93jzVSRKhKcLIWz0u0J+9/nwyeOskWHL0unCv1CrTQ8n+pLy+r9lw5BxaR9MOd8q4mbxdasygfO1iEJEEHP1WMXhzkLeWEi1IIoI2LyJvbf+jg7wtQcCR47ktFq6kTQYG5Qnbq+gusQZtNdg1RQ2/Ewfjy/x0cEIN3esAsksdj5Vok/p+cAFwWna6vn+BzFwGkU8lWJKTGpC3sYxMIa0t89Qmdc1f8b5f9qqT8dQjDgiiZN2RN+BKfhzeSt+MB8UKdSH2mjr2cBvWvO0fpgIcAouerBqreXL/szFLm6RethiE4vLXnIJvvP40+dGl/gqGds7w8B4f/UHmfFbPn3mf4tFK2mSoSXc8C9qkJ1hSQS6KPdqkHUv0tXzx5/fJe73tti4Hy7Hnyo8C7Sm/ji5kgXHENUGoYTUwEhnHL1yPSnBdfAKQ+OiaOx4tafiKd5kbvOk+b0Pk7VFjhBAIoRpOB2ojKSUYb8RoqldjTDSRRw3bQoeliCpokyG1SeEcgwN4V3wpTo3KwZsJitp7qpE3JgVRdCLVfc6TOC4jb3ddDVz7ybJgScG8hGZ7ErVMIm+7hVLYdPrOWtRQeOPHjKFNyrGDRrZVgNd7jsZmXcAN3kgpiSIZPcpUoq5OVHAc8Dk+8PwndLzOogUaHA2tTxuOnEPraLZvjwg61oOiTRZ3E0LeWpnfPJJFZdrkRCNBu1jzFmjSrTPMYeQtM8GbiOKS2mRbxGGRAcdpvNsJ3lpF2qRysrQwADgv0ybV5TMhgsHboavl4E7cQVYbISCEyKa7LMVyTCGrLQMltm5N0yeLv+mTD5P9lkIIWNc+b8Tu8/XZ+bhk1VuBlYeZ7zvXvJXrKYe275nbl0c/IyvGanN2wrXzQIsZbBph+VgNR66Vmehiq4BXXvpz/PlnfubvLKQ2qWvyktFq2mSgsbQO3vqhMXIhjKPjbbXll8AeibZHFbRJfR9SxoHrLwU+fgJw9zWVx/rNtd/Gkh+8Aw9d+rKuHCRBE5O0CRqhRkiCwQne1NfFnzj0OrvzwWjNT3qxEG1yiLwtSls9Ua7TJlDIm/DnrIOWynl86UiCsVqMaUWbbKAFRmp2/mMpYldt0kXe8gw1UkbetHEOHE3v8r9WgmHmqRSiVPOmgzewTL7TsVJ2dIO3SFLIvUAJAL71133SJqdQZ1OYxKgdA5XvIgQQ6TMVwtuvrqmPhUxSkygOCpYgSryatyq1SaCQoAdBRKmlch5yBoo2UgskuHuwIW1y9jYcOYfW0VxfOhy8DeY4JeQt4Ax2DN4U8jbRiEvBm8h92mTuBm9VNW+ijLx9nx2Lt2Tn4lPsmeFMfDppjwGr+OTWvHFV85bmHA0jaiCRNxKgTQohOtKd5HrhVgE5SUDakxglbaS1paCOkp+eo6qC79Bv3bXPm9MgdhcmcO3E2d73nWveqo87tH3HhPPc6N9sxXhtzrVL2omPqFRLM1aQ1i4KlvzwNr8thzpLZ3MrWAIAPB6rDN6KtEkhHPpjH16GRN4KTtvkw8DFZwL/9XIA8FXvnOCNmGQZl8EeAGy9pXSMX9+/Gz++Yxt+9YDM1K/Z8l2fihkwEiXYhfHK7z3kDZFx/Gzw5v/GIbEk9/0drVcHb8M+b4vXfvq2s/C9C8oOvn40hPCfnSduXIEr3nQGDj9wAuONGFPqdRhBCk5j0ChWysm+2uSY8NUmQ7RJjVbl3O29qOzL58ptzRMuvLpXF3njipapxcP8kjBSRt6UxUUFTNdYhrddd7L93N6DETaJKYxZZUeVJOZC2JpWwT1Ebx2RY2Bi1CYt8uYGb4TGmAmoTRYFSwDfL5CJOuCd2cvwXHwE2HxW9TX1aMR5FoY2OxuOnEPraL6y5Pwhb2XBknJBuw7eTADiqDDqmrexWtyVNsmFQ5skYdqk4ZrTxDg002jgS+xM5IjKdWYA0J4C1p2Aa/jR+Cw7y/DnWw5VQQqWMOxqpqgTFVQKLp3EOKQ2KcBJdfDWqUl3jhjRzMMAgKy2XDVJ1TUtcsO1y8KqZDoj6O6/1+BNB2nFgXmoNrn/G3dok7qX14rRGmrx3H43E7wR4ieEaDF4I6Wat46m6mVM76J4FMiqBEv8B1Y29e1fsIQL2+javAM/u0TtVNfChNUm9ZiR5tz2fSz2qWQcz/74j/CST/0Ut23ZYZZPiPB1aUtiil2iQ/AGKxbDSWScWpNYKQw2obHH/e2KyFtovY5U6qHtl3bgkkaJMguod1cICIjSs7P5APlcjtdjTOfyywba4CRWYhkJkLcNEj6NEWzi95ntQ4IlQgjTszDjwpuztx1wilGhNstFUW2SQ5BIBjl6/3GZNgmgXPMGALXxzshbkb7dnsQon8I0HbeKu4Y2afu8EcERE7vfcUjFVx28kShGKgJqk1HstS1KvZo3PxSInFp6XfP2CJbjbrreW+9l6V/he0/6VPU1drGiF3XMhmXB9QDghI3LK797NNoweBtaR4sqkDc9ds1X8KazvG72tqmCt0zRE4TT1Fojb+ONuNQqQLA+kTeWWVoTjZGrdbUkb1DABADSKYgla/HH6YW4Q6wDJUpQwe1HBwoIhl0zUr1KnqDMpBFaDt64AFhUngjd9cq0SdnnLSc1RNOPAACyuqJNqrU1ferAJQ3c+M6nlfbromjeuXcwnU3VlIviwNxJSXKIvO1/tmNavleDoE3q7Ymi/BorFMdL6pWteetmGnkzSrVxNW2yKLbChLBOUl/Bm7AogL6Wbb+T/08cBKCIvNm/dQCZMWEon8XgbTq162+ftMmng/BIx/OKKMFudGgXQCKv5s1QZNVfRUZz6E11f7uRJA6sAbUvqXAXbHUytEVpkravepZV/Ozj9RhTqfxyBG0IKoO3nMRyXkYOJghaaKCBFNsVlU8wZz7VJrhZtumey/E4eq/5avfEYxw5f1tLlhdok5xEYIjt/uOGuRbXIqcvqrHlmzrXvBWFk9qTGBdTmKHjts6e58Cue7H582dgPdEsA44EDKmI8Mb0L3Bu9iZ5vkKOxzSyrB8PDaQxZhzBkryD2qT3WipkESi/81fxY7F19cno1yzyZu/3Te8+B1969ZOD69/07nPwuVf1f5zFbMPgbWgdzXXePSjdLBvUcfzPWoVo1OlD9uITNvjrOHTCl5wke5FtWjnq0SbbIinVvHEneKuXePLwkDe3VYCmP1YGMe0p8FgiWaO1yGbKalZ1jSECOMPO6dRkBSGYdBLdPm9OqwDN+W+JUDYz3CqAENl0V7c8yOtasEQHhao+jchagyesX4qlI664iO3l8vh1S7BirFaqeStmybpl0zurTfqo3dD2TdNzLSEE21XwtnK8Nmf6m0bYI1pA3kq0SUeN0qE4VcnkU13zpp69PB7pPXhz6Y99C5ZolUp1MVMqsFL1eH7NW+ZtC2jkzc++a2s6wdt00/ZZWyse7nheCe2MvIE6yBtii7ypr4uJlW6Ju07IW0QI6kOxkkeVEUjkTVIAw8/OaC1CqpKjI2iD05pF3pRgSQ6bUP06kw69YLKfqWeCoaHYLZEo1L2renDAQcELNW81ZDKhQSjActRIBhKVa96AAPK26nBAiM5qk1k5eJsQU2hGE3aMu/Mq4F9ORX3PXXhu9CMACnkDQ4YY/81Pw110IzhIkDbp1uEJmqDJQ7RJgk2r/KRO0dczwduA2Feh33+sHlfOI52+e7Ta8G4MraO5tEl3rnXFKQZhxf1o+pDbRPpPn7wJLztlExKdDXeCnZeesgl3X/RMrBiro+XQJluKbuFaqJ+Tf3BmufXUBm+tbsFbNo1coWyjtdhw7KkXvEna5M6ZzAaOnCMGBwk06f7cT++VqpHwhU+K6wFAqjJpFnlzsmz15R7lTE8O+r5/9fxTPQTORd7+93Wn4fp3nO3RJv/oxA34n/OeEjwXvW1R5GFY87b/mytYsmNavlcrxupzRt70xExJwRkoBPxSsEQ9504AVCnNX0TeaKPUm0xbKHizapP9CZZo8QTzDkypwEqNRW7tjhuc5U7wdueOtPQ9AEyn9rPrHK7rgrzFEcG/5M8GAPyWbyyv4CBv3Amaq97Nbj5bZ9pkOds/tMVtRCNvqH52IkrNfBsRAUFjxJQgIzFE3kaMHBkiLIeU1L9ZyKQtAq0CBOc2QVowieS1pfiHoSAKT7SoRnIIGiFHDPAeaJNucnXN0QBrd6FN+kkkMbMDK7Ab08lyg4rhf15r+sdug5Tjp6pGXt+nWhyBkRiJQd7CTbopjdF0gjn93dLROo4/2KckRtQmehHF5nrdq3bngn5tWPM2dxuOnkPraFWCJdrJqCfVE3Q/VszoaD/KNO+lNjAwmTJaRqJqEUGT2ZNuoh5A3rr0X+EZKLfBm85A62wWq8gaArb33Fg9MhLESc0Kq2ja5FQ7d2iTDDFyL3jT9/qG+3bht49IZzMcvFnkzTbRjEAV8mbOq7YckSOzrsdMWomSqeVezZu9r6EMXDFDX6JN9hCYDZt079smTM0bwWvOkEqimw8YHxhtkhLi11YVkTe4yJuj0lhw0rQkNo10zZtKWtCa30rAsXDwJo9BsykrINLFuNPnTSPfBnnLFFLGw4IljAusJ4/gAvIf+OZNKuBjfvA207bbus7hWrG143nFEcV14nHY1Poc7herSt8LQg2iwWmMW7h0jNnxLwNQrnnrlnHvpEBHKRm2CXiUmQneRHj+AGSC2Ih1AIo2SZGiBpE1EYMhR2Terzv5WrkezzBSGAOIYJXBm2lIz3MvQeOOAXWk6p2IIJicr0miaJOFRzcuIm9xAyJvdaFNFmre7v8ZVpJJTCerSgrXADApZBKY8hwJcjPf12IpNKT7vNEoBkMEJkipSXeoz5sg5feUEOB7/Hh8Jn8aJs/8OzN3h+tc+5+zN6yQ13L+723ue9uhSRuOnkPraN0ES9ZXCF70a8Wsrh5EdfCmHQEZvClKUqAWLImoV5PWFLVSk+6cc7/mpGg8B2Br3jT9UdfaFZG3X/FDzN/Xb5GO4VjNbpfEdgDVyFvGuHE4JQ2Cg9BythsApvLIO75rbs2bDd4k8pY5fHc2ssyTWRddaIoWebPLXOQttJmpeasYzHupeWvEg0kGDG1+zNImgWc9YS3uvuiZGK/Hc1abrMcWCSYEyBwU2TWvVQBnIAQ4kdyMo+g93nozSj67iLzltN4X8uZlzi8+s6drYaIQvLWnrKNmaJNOQqkQvH04+SReHX8dhxMlyMD95FMV8raedEbe3N8opIwHR21SkAhbsQybWp8DjvwDec59ouKjteqat4gOlSYfbUaVYAkQrpfU6+QFql9EIZtl5y0kYF5wd484QD6zLMcyUgiGBA+XRUAhb4BsP2Aozr7aZB05BInBDPKWgQRaBejP3jsVyR6rrrBI0X571/3m70foASAP3QgAaNZX+RL/yvR5EjATxAJS3E0ib1qwRC6fQcO0EQCk2mTbrXkz97H8a0RUCp69K38ZyNgBJsnrBt1VdOpebLwe4+6LnolnH7O2722HJm04eg6to1UJlmhbt3wwwVtx13qQ1w6HpuBQQqxjFAjeajGF21S7hRpIIXhjAp3pDCxD5CBvel3b1NLelDdnr8an8983n396n8ysLxtNnODNng9DBAiGnHFPsCQC85E3Z5DUCBo3qJkzgDqqUGbyUDLueoJKRQQRj4BSt+bNIh0hM5k251jucV92yiGlbUzNW6Rpk/73nWre9FQwKCR3aPNjzz5mLdYsaeBPTvZpd3OueYvt80gpse9wQW0SBF4xf0wJvlh/Dy6rvddbTaPURNW8JbrmjdZLNGptIbXJbk12Q8YFzHaEZcC0E1Qp5I14tElXsIQburUJzAq0yRkneEtUnc9MtKTrebmKoO2AcyiV9aj5W5tO4BVR+m4Z96KC3QdfYBv5DmmTjz4jRCY2gM7zTu7Mr4IkiClFy0Pe7LP7MJZLZVSWYTkm/Z0JXkLkteV6rmSp1w6EMRu81ZAp2mQEwjLUSQ4a61YB/vnHlPrBW9xQwWb1+HHJdy2Sf0Ns341WY3UQedPjQSQYEpKbZK70eWLUdPCmxrzXZefj0tyWQtA49kRV3GRv0fxWAZYNEfrVhppDC2PD0XNoHc19iUONmw9aOqjgrTPyNqayuBF1nJoAbTKJqDfwTWK0hLwxzrvQJhmIrqeJYjMA68HO3X8qbCsBwDqNG1eOGtpk7LQAYKDAHd/HE296P+rK8SKCyQCROvx0537o2jWDmjmDrU+b9GveNPI2g4aU/iU2AKxq0q0tCtAk3KBVSzu7ZmreugSEIdObFB2+oe1btmZpA9e+7Swcq/OwVgAAIABJREFUUihwn2utok7SUEpUmwv9LPvBm2x3YXsgVTV118qwVL17BnkjNSBvBostOqpNauuhSEPSJmVihvLMUCan66sN8kZc2uTnXgTsuMucgxYZ0MmfIu17us2wgTyMf0/ej1WQfd5S2kA385C3gPgRCLUKdMStv5X/F9/fjrkY+GPYv7/8RLzIEZyipNwYeGiL2yghppa9uuaNeMlXEUm1yTaRdOeY5N58SwgFIzGidAoNklnEHgBEdc2bCVxYZpE3wUG5Xb+G3LQKoEwlXUzNG3A7X4vr6lIwhRbonojrXmuDkC0ltubtF+Tx9txGVnv3QJtO1FBw1FXtHyDfa7fmTfsRV/HjcK84wO6AJl6Aqd910SV4iygJtg4KrTu0vWfD0XNoHc2jTQYctEFlT4sDgPajdF2EoU2S/8/em4fZctX13t+1VtXeu3d3n3nMmZKczCPJCSQ5CYFAICCjEWQMIMh4RVEmUVARBBGEFwcQ5OVe1DdeAVEGFRSBKDf4ICoIGDGMvpnISM453b2Hqlr3jzXUWlWrdtXe3X16OL/P8+Q53XvXtDt7Db/p+2O5VzuUNlmIvD0gp5Uh5myW0syPvLm9T9TNkzyticeO8ZarM1lEyzPmjPG2f8u03XxFXuRNnXvOrf87v4ZMVRqnpzZZNt5s5MuZbBkDviXVpigpCJaYiN082uBc/Y0lzCY5T0MNYTZqfquA0ZN0UdiguM1t0uetQ5G3E5I4ytN0PeOt2OcNyD3zOvIWYqEQeTPHDbVya9GhA5SNtyQNNNsu1qkESDNpN1pT87cB//ReAMAtC7PWeOOFaBq+r5TkkkzaDVYuaOQ/w8IgxU+Lv8ZV4ut4VvRZAECfNTDenLm61JMKUMabcRB5KdzhdOgqxUCD+7+mmDLNmZqriRMLM8Qq0yZ1up5B8hgRZ+jJFjCcR6zl+x/e/228YtPvYvtsWxkuPSWjb0Q91M1Sr33AR9OrcLfciFSyQtqk7ukqpWe8cSa1YFkEkSjjjcd52uQ1g3fgXVvfCMDsk9wvfAcs2Dg8ZwNytck7khkMZ/U63t0RjLy5c1EbAydtUu15Wlpt0nV4uddhQgQjb2Hjzf85Fywp/58j421loNmTGInrXV1OGfeiF9cII5gNh02b5CxXh4rKAh5t4RtvR6CVHp3Nmoq85ZunYyhED7MhmMl9F7nxlgTSJlnc9tI8jMd/czfGbyVPx9ezk/Hfsxfllw4MOS5TCOb0dYI/eS4kfrqkH3ljeN7gNXj24HW5oIlpFaAn6r6MwZiSYDcG2M6NHXt+COG0CsifvZnxZgz+cdQmDRR5OzFpidw5w93UyKLB4EXeErR4WDnW1HoYB0+knUDWeAvUvRVVaLOQ1Pdnf60UCSuSSVUvY/mPvwQAHJNTVizFU5sElKceQJpKu8Gym7v+UeDjPwPM3QtA1bz19Vg3vZ+Kxttt8f7Sc8UNat6sA4iXjbtyq4DyJbzLOf/viuIkglOrgBMNzph1kFQKZTFWECyJIThTa1vSQ4QUKSJ8X+5GvOdCFc1jEVraeLtb5sYbc1oFAMBn04txef93cVb/Q3ZtlMkg309ICZH5Th0JjiEEhI68cSfyBuQOiFIUWh83zcIp2gCwgeXGWzboYWHnxernbiHy9uCfVvdy5pQOBtb4akccKdzIm/P384y3VqHmTb8XMN7csc45qxEsqfyIxDJSXVFMECgPYsP/87QHjVQTG/s+FWmT5pam+F0whq9lp+Ip4h+wsOHU0nXiyE+7OCJ1elc6AGJlpGWpNpY0x2QH29kD+UWyBNxE97iwk7tZVFxvVneqi/lePkEbA0pwhpvlATxh8BY8rzUDQC0uiSz/zbgRJHA2TO7ffSFRz2qNJ8ezxhnD/diAL2bnO4ah1GmT6noJIr0pzpX6dm3sAvcCx/rhnHyzr3L/txT7vBXJm3SH3x8VeRskauNMkbe1y68+4ZxS77+m7NqojJcjvaH+7lalTQKJESTKEkzzBKHMpAfMuGe+Wu3QODiGPaCz0TvH1NlugIquJaGat3/+ALD/cuD8p1R+lkyGa+XmMAUM54C7bvZr3gAlcAA/8rbRCDB89U/Uv1EbeNxvY36Q4oBt2KtYcIy35w1eg3/rnYavdV7kHVMbeePhmjf7iMWdW43H3Yu8Fcb+T11xSs1sQqw3GMvHWBXFtEkIZbwtSJ02iWn0dB/X03bM4Kbv3IsBa6O7cAcA4G7pzD9SemmTc+hYB6zJZskSX7AkKhpvXCk3lo039e01qb/GYXn7lktx0qVPsSJD01hAFc8Qn7M//3uyB7eddQX+4OYOtrU7SN19Qneruocz0W1lRzGwrQI4EiYwbbOF8nNdhyvjfuQtHWG8Ffv7WsGSwOeoUg6dlHc//UG2TIaohlxfxEjcDbe7eD/5oj249txdS3af4gQw01GD14TpTeRNCIY/Th+FR/TfgaPbLy5dp1jzlkfecm85K/ZNKkXe3D5vsY3SDazaZP6smzfMeIvNgmO85c+U/xxKh7Devoqat4WhMd7Kk61fk6Z/kZnKwdcL1BCqTwt3WgXs36o2t/fNhWsCbOTN+/9St1lT71fVIVW9DgB9a7zRlLRW+akrTin1C2rK2buV4Ma37jyqDbSKtEnmjIMsxQwPe7bvsps4Lf6hx+CQjYi8pRKP5P+Cf++8CPjBTciyiia7BaOvSOrUvLnMQRtY77kMnSy8qUsd420TCs3E9Rw210+wv6As2XNU5b6WnYoH4NckAgXjLVDzJhnPDeNAPXFZsCT4ESyjIm8/dv5uPPb83aMvQKwr3Mhb05o38MhG3liyoJtTq/fP2r0BgjMcibZgqqfGQzHy5qZNzsncwdE3tZ1uXZqU4FlhPtGtAqKkwniL/Drvv7n4fcClL7KR9Gnk80wi/THQ1VG5k3v/H/5b7sQPOufgPemTMNUSfv1cV7X1cB1C5/AfWENU7XlEqeYN8PcbXMQ2Yg/kUTkZygYq7PusYEngf9xSR96e9KA9uOacnUt70XUImbfESFyDbTkbKBev/apHn4kdsx1s6sb49Dfv9CJvAMN35UmeUWSIeDHypo03R2GOyYIAAAr1IukwN94cwZJQ2uTWjbPe78+84gy8/PzD+O/78pSIyNm4jDTeAk26AaCvFbAy6xVnweOka7wxZtWoBhC65i1XmbzyjJ147daz8JzLA816gZFpEi4ffvHlWBim+lngnVNSmxzRKsBE3trUKuCExBhvR3oJNkzFXs9CF+bWw2VJpfFmx5n+EhrHQW68lc/LpMSl/D/VL7f+M5JTzwsbb1G7/Jp7bynRDkiEu5vHvdlt/pv6eZIss5u8bjHlSosozQ9S7GN+T7d5x3hTG7TyWHPTFK1Ty4ExkQs+iPpxWLcajKp5I048GOrVJgVnfnaKaCHiTPUn02mT2zfO4PUPORsPPW0bOAOO8C328LvhRv59wRK3POJHemhlSa42KaWOvDlLdMYiDCEQZTrd2bQK0MeYyJtZ24wgCyI11mdY7qSJmGk5JJzG4OYvA9xzTD1UtyX8fUJXfb4IKe6QWzGQAgf4XaWaN2u8MTdtUl07BYcQ40TenKdj+ecjwZLVA7m5iZF4aZPLOEiLduF0O8JLH34Q0221iduvmzp6kcBAJIcz5qUcHIGTNmlI1cRp8r+PyWLkLYGQuv6Fx/ivTBUS36Yb22Yyf4Ztm2a9mrfLz9yLi/Zv9qJMO2bzjVXQeJPltEmv5k1H3qwt5KVNOo/tGG/M6TuTmMib0yogEtz7+5aeKSBYEuIhp2zBw87Yrh7LPlP4nFE1b/1E/T+hyNuJybaZfIz4apP+94EBec2bTDFbUVNiHSp6HBtHj/U8J+XIV5JJbwy17vw3Kxry5exM5+Kj2wdIKa2SrIvrJNqf3eq/qZ/HFTspfyj1WXr9HjY7Pa1SydBzImn9Qj3b59ML8YPH3eBFv/4kfRTeNfwJ//pOWjVYvV+3bm4YFXkjTjyYqzZZcYyXMg2VthgJjgXZAtN93kQU46cfeqpSpuUMD4g82v+N7OT8foU+b32er/M/nNPre5ILlkBKv/8iAHBtGGnjzazR5rtvvtfGyf0bf30z3vyp/wBEOfJmuBfhth7GeOvEwo8+Tqt9R8QySCbwHal6ow2kikqaaGWuwu2mTeoWKYgguDN3wmk9FKp5Kzjt88hb+bnrVGeJ5YH+7MRIfGNp+e5TtRF4/Pm78Y6nXoiXXX2wdFzIGCimXfSMkqSbNqkn6Hsxq94qDoMssZE3JiL8XvpkPLn/6/iqPK10/M4tG7zIW9Tq6OfIL3f9ZQfwjqdeiGc8ZL/XQNyek5ULjb2at6GJvIVr3uxjO9EGznLBkgRCNfP2Nmej/2fmfd6ak6vS6cco6E2OrHlLKfJ2ovPhF1+Ov/v5q3Qj7nDapDLs3Jq3cNqvxRpv6pyBkcAvRN6klDqlS39H//ufcPDjT8R14ov4XrYT1w9elx+cVct/AzptMmS8OZG3A7JgvGkhkyTLG3yXP4u670JfzV8D7aRKEKGvo+ypzAVd7mcqCvGx9KEY7L/KS5scIsK706Lx5mwaA0q+ReqNt/znA1vKkT7ixKJpnzevQbVQapPzWQyW9tFiQ0juZ6g8IFRk6n45g89kD8EZvQ/hd5Ing8nMG0utrjKa9m2Zwp3H9JrqNumWEs9lf+U9j2SRipSl2gjTtalmrTNjyl3bPvDF7+Vpkyw33m5ML8DN2T68J3li8LPffVTNSVOx8I2sTh5ZlIxbJ1ACAaFbq3g1cs6cadb7jImSsztUhmFwHS+csbx1kNf3tXwscfwg440YSZVgyVJTdW3OGZ5yaG/u4eK+Ryh0vBsJs4X5qZM2qT3n90tlvLGiqH2WWEEBpguWjeEG+GmTOzZv9AyyqDWln815TXD9GVjJUOzL2GtLYJ/R7fOWFe7r1by5xpufNmk++1AKCK68aaF2AyHyPm/N/5+bQ83CXEybjEfVvA2p5u1E5yGnbMHpO2cLgiWFyBvzm3R3A57tr2RneI4MIDfe+ia90Kl5O9ob4pTX/TXe8/nv5GPoSJ7WmCBCHy304432vqMotiIxuLW1pxSNN/086SjjTRuNg4EyWBdsqqREL1N/E1dF8jamapKHUB762rYuzEnXEg0qKmqmBjPez9w566WOEycmnNngcWU6PufM+V5DpU0KnTYJYAYLyFxhL5ZH3ky92wAxMnAwSK/mrceUA+HAlmncfkyNpSwZ2LHKkh6ewG/yH8jUvJmURFFQmwzsSwDkaZOOYMmdcgseO3gbvqsjZ0VM5G2qJZw9DMMVv/NV5w8kbKZQAgHBWKlUxHXuZjZtUpSc76McuX7G1WjHK6VNrgw0oxIjqRIsWfL7NLy2a+SFat6EKyUOtxmn079Fb76O6rqP0kYrSyC0l5tFZQ+0a7xNd7vexCkCkTd7X8Zs427DAlrBtMnQ/UKpZO6c+uXsLPVDd6uWW4/secVWAbWRtxE57lXYXjBVxeijat5SUpskFJz7dW0uDI4DJEvRKgh/vHr4Irxg8CrPkQHkc4VNL3Qib0a0584jvdyN44zF6a7aLH3u0g/Y+45CSol2oIVBqbbWJXEjbxWtCPSclKbqbzKvryeQYUEbb27K5A+kMt42sWOIOK9PXeTczp2sYi761MuvxNVnqjTpqv3c3/78VfjS6x6BqZbAn77wMnzsZYdH35c4IWBg9WqTjHnfYcYjCM4xrzNoNrFjyETuBOGc4QhXRts9jliJqe1uY4CPplfh5fLVgF7L923p4uhQOxiTASJdfxb17is9j+RRIRLop02a1jbFsXAsVePIEyyB8P4FgP+VPNo6VUKRN9nZWBBwEXYeGcBNm3TGtjd2tfHGRLmX7oi0Sb/mLU+bdP//mUOWc19IVEPGGzGS4yVY0vTS/vOEPUbuZGc90W5vJr0hNGlM7eJmKR1COJG3Im70rNWe8nu36Vz30LMxBtWM24Ejy9MmK1KVPp09GDckV+PNw2frk9wGuvlxb0+ehjef/CFg60EwxmyEcRhoFVBH3pSzOeZYVhF5G1nzNjRpkzQlneh4fd4KPdWKkbd2wXj7RHoYD2DGE+9R5zHEgqGn0wsxzM9z57U8up2PsW5HzRPDjNn7jiKVsiBIoOgHFB4t2njLRqZNqs/CtfE4r3tKRiw33tzI21fTU9T7SME5aiNvjOdNullF5O28PRttfWJVk+4zds5i90a1wb784NbKulrixIJztwVQ+LujxqLznogRc2ZVnDdhDlnk1scCc7qu/SvyDPu6WecEk7hVbsO/Th22e4e9m6fyBtVu5K3YvgPKsBkWBFTc5zcOEcaYtxY/94++BgCYdgRLzNgyqtVH5RR+LXmeXfPudiJvQ2u8bfbl/p20ydSkTZYUOn0HaCI5MoiS2rMcEXkrKcvy8Jqu/hbl14jlh3ZKxEjcjU1rGVNfmqZkugZAyBgoGihGcdF42rNMYjBUPxuFtgW0cEx28JbhM9SxWWIjZCxgULmTqWh1fK+XTpeoejYT0TNNdX8kZxAF+rMAwI2vfjgOH9yKAWL8UvLCXEmrQm0yhcBd7QP6dYDrew20YAljzoQtw82N7cfgxqPYfGY2xy6m5o0ib4RSSjUGWtl4y5w+b60s92xnyL32xcgboDZatpG9E3nzjTeT++v3mgKAfpbfdxRpJiFkihujw7ilc759vcX8zzJwN4VuzRuriLyZiJ9RnXTSy3qpTgt1DMQPDB6JVw1fjP+dXo2I81rHiGS5xz807xnsOKfdAzEGbuRtVKsA7xwRQwhma9fbbIhMdLzjv9m+EH917rvw7iSv4XR7kg5kjI1Tsb12S3DPeIsKzpI/TH4svw6L/PW9kDbpOkRcw8bMQzNe5C3PhAHy8dsSHJwB9xxVTtxuS9gatqS9wXe4MmGdzh2eQvBA2qTjcGY62yZlUTAbKJWsts8bkO9nQpFTqnlbGWj6JUbiDszamolF0NRI8PqPNBAsGRY8+McGCSK9+TGNfOfQwXn9D+Ij6cMAAFma2Ak95IF2I2281fUjb0ZKuKIfiom8fWTrS/CE/pvxLbk/z6cv9FY6sHUaWx0VPmYMSi/yVljsnLozk46p0iYLhm2N8ZbXvI08rPLewWuOuFhftxugyBvB3NTnQoqip0SZJWjLfHM0YB0Yr30x8gZo482mTebn+d9Xfb5joBlDpp+ayFtd2qRuqBtP45s8V6mcl37a5LybRpn0gHu/g9Nu/Vht5M08m3t+L9P1ra5SHzg+mj5MK82xWucbY9zW08h4pvK4vGEvbdqI5jDWNPLmvtBCzLnXnyx10yaZUlC+ZfOVXrmEa/AMEGFTN/au7dbCx4XxZmrh1Q0iP/Km1+hi5K2Ied4plpdrJIXyBxM5f9wFuzHbiW3Lnak4r3kbxBs9Z7FkwtbOdvnQCpZ4PeQcY0zVuat06NDfPAUP17wVjhUjjDeKvK0MtFMiGrOcxlvTvGl3rgw9j1Kqy1+3+fO65u1oLzfM/iG7AG8f/iR+Zfg8dYhJVUiHiExtWsAD7V5f8IKsrzbeQn2NOGPWeFtAB1+XpyIDAzcRqkCK5pQj4CHMM1XUvAG+XP/tQhVGfzk7W6dXhCMSIYynbZzIW642GU6xGBVdzZt0U+TtREdw4LtSN3Bu+UYEc8d3lnrGW8JzR8ffpYfUDwevtq/FgmMuKxtv7vfU/uj2hbSRNzN2wsbb3Uf7+ObtD6jIG1LErRaODfOL/112CLdc/jbgvKcAUJ73k3s34Ha5TT3PB6/Fw/7z14Py4ubzAgDXY9ds/oC8tpdXhMMizhrUvAn8VvI0/PTglbj1vBdXH2bKZmnTRowBY/VNus3akdn03dg26TbIqOMcr7NpEn89Cxtv5YycDZ/5OVzNv+qdez/yOUeyQsNsPReYS4Xq7oFyuw4A2DKrnMVGIG0BHTzr0v34lcefg20zeUSvFeW1p/1oo+8c5hzHtBNoiqVWsGQ4IvKWgiNlUXBPkoEHa96K/3/M/5c0sG1YTiE7ohoy3ojGLKeMe41+hsU1JkKeZF7ImR+6apNfeBt6t3/T5rgPEOH30yfjft13xeaZZ0MrHxyqeZNeDnqh1UChD4wLc4y3np7cQ+e6TDnGzBEdKUwPPjo/pRR5yyNm/xmdhc8/+m9xQ/oIJZbCWGPjbZS4SBWLmcNtk25Smzzh4Yzhrckz8Y5NrwcOXF56L3Gicm7Nm6tC96/yDJzSvwE46SL7WkswLASMN9ebbFIypWO8ybiLWDAMatIm3/uF7+CFH/oKUikhkKAVt3DU6WQwRIRbT74OmFLpzwva+BqwlnqeOdV4ezM7Gv7DmPsG0iYH+m9SlZrMG6hNMsbxAGbw2ewQsvamyuOa9oAkCBfOANPDuuqbY75bqW7pwUSsa1Ud4020veMzKa3zzx5T2ANcd9FePOMhql/rHqfmDQD2c7/hvR95E8GaN7POVmWKuM9ruPTgDgDAFPKyjW0zbUSC2zrSbivy2qHMi1nPeHMjbx2e2Jq3YUWrAKbX/CwgWAJoI7lGbRLIndEhY5Vst5WBdkpEY1ZH5C0/LuRJLl7HTtILPwK+8BYc/PAjbVqSpyIFp7fUvd+zxhuvjbwVRED0/cM1b7Apmws6zckXOykbb67E9n3YgMO930H6qDd713QxH19wBikljk3vA8AguNps2UWtJvXL9nmbIG3SMFpXzMcsvtTnjTAN5v956srye3Ajb0leLwpUqrUaWhHHvK2BdSJvzjHWueGo02adzWgJ7qRNho23+UGC+WEKKSUimaLVbmMh8evp3nfjd3DL/brZto4mDHnb1rwBwNYq480YlPr+C07aZJPIW938LSv6RxapU5UliBAMcCJvVWmT6t9MfxdZ1ILg3Do7ASCL8rRJE83rJ/565q7JL3nkObjmnJ24/rID+N5bfwzbZ9ultd/lR8XImwxE3mrSJr12B5r92zfioy+5HF+Xp+Le7ZfiDcOfssbQ9ll1/O6NHb2nUPf8l7v9z+IKlnTYUKtNolJtkgHWeAs5dqrSJovj3/x+2o5yOjXVvK0MZLwRjVkNNW+ucRZ6nuIEZSfpwZx9bQ9TnrYfys2Fh1DHRl/9EB4p/hUZeHAz5E6mVQqOwR50jNmUTdNU181nD20+i6kOt2MbojjcDw7I61A4Y8gknAJxE3kzNW/1ks3mOi7PH7wKR1/wpeA5Nl3SbIfHsN5ywRKakk50zNAJR699tUnhKMTJQs1oqc+gMcAY94ylLMsPtKnJTuQtm9qEVsTztMkKx0eSqUbfaaaqTFpx7G+qwPBP370Pn7r5AQC5MmTK254xWUmiooxsRNqkEGHnR5M+b+5c18R4o8gbMQ6qmXSdYIn6DqZMfZ+ZiBEJ5tV3ummTgqnIWzFt0l1XuS5lUIqQSlp/MMJ4Oypz4xBc2Ki2uqEx3tSvVWNqPmC8gQt0YoE+WvjiFf8TN8sD9vOayNvezVPgTPW6+2p2EB+/Z08hbTIXLNkQpbhg70ZEnBdq3nw16gwcqa57LZKBVRhv/u9HespJdvqO2cCxNA+sBLRTIhqzvGqTTY9zI29hA8nQR5x7zRxp8EeJfwEA3Cq3F07OJ73T2O3IeBT0KrkpGZzBKkO5hI23fHNo0rf8tMlylC/U2NqN6pXTJvN7ZVJa4021CnDuN6Fgyeeyi5FtOz14TlWt2zgs53eMWBsYx0FoT+CLmSTgTusNxkdHbWPBMUgBTG0G5u+1r7vfV6El/pkzX6CzGbHg+Mi/3aHvGzbe0kxCSiCVUEYlj/2Nl6a4sctEQ+Nt2AOyDCcl/62vk29iB1qIJdSiBNCRtwY1b/bHEfsxcxnashFjwVQPRPVjReRND/rENd44wxHZtcdIJ/Km0iZRSpt0xx0TfgqjYGxk5M0VPgEr1LTra5nnrIq8pRBIeSF1ksfWGWta45i13ETets60dT9WjicP3oTPZxf5Dl6W93nbOgX83jMv9tV5gcI4ztMmzTM/d/BafPHsNwAwaZPlebNYx3bLD48BAM7cVY68UdrkykA7JaIxy1mP1NR7E3nGW3XE6+mD1+Pprd/LJ97hvD3mKv7v6Le3oVfYRBVTLiUTwYkpdbxcjDFkAc+VeU7PiPMESwJpk4HIW8gIdA3K4p+NOcdkEsj0msa11zGkwhfCLDJV0Y9RSBt4a27Fvf0pF+CsXbOUgkGMjOz4aZOpbYehThidNhlHHMM0AzbuBR641b7ufk9NPSyGeaQ+62wCZwy9mrTJYZohzSQyLVgiReRv/DTFlKrmxts88JHn4vVHVdp0VeTtrF1l73hV5O2C3h/ajTFzhZBG7Mi6LXWvdDFeGuKEgzuCJVVfL+N7SOFG3jiOIjfeMifyZhQs+8PM2xt4xltcWOc5CzpVDMUUxMQ19LSD1axTo6LZiaOKaa5lnrGn0zzNOmtq29sRtz3jZjt6nBUib0bJkunsAMFRXfMG9bfImLD3ujG7ELfs/Yn82g3SJp9/xSk4sLWLa8/dZV+TFccSxwcy3ojGtJcxKtK05s3dVIQ8yealf8rOwb3RzlyFyTHeplkfww37Aufm1+6yvjbeKvLEkdesZAHPlQgYb5zB1tIZae9MOtcP1LxVqVm51/R/Z/Z1KaWXpqKicc2MN+PBD929arIu1byNsbd76iX78OlXXNX8BGLdYr5Hoa+ZK7oj06HX9L6qsbShJZg23vYBD/z/9nUnazIXKnJbBUxtwdHe0EvXDJFmarxlWaYi7CwKplS7RhcApKLjpXFW0vsRcPMn7K9znmCJ+ewMn37FVbjkgJ8Szlg48nYE09aT76vYVs87ezapTemdDzR4ZoLQMDiCJZVpk37kjUctRJz50eq4GHlTNW9TrXCrABYVIm8By/Fr2akAgEE0W0pT9FISi2mTI/ZEQ9H1XxCx7Z/a020BjDE3TP2ab8EYFgZmbnOctZzjiE7rzHadr5+FFXrRuU3MlaGassgb0+ZrimqIAAAgAElEQVQnCQYZ+J9R3I+dv3cjbnz11djULQuxkO22MpDxRjRmOWvemk4A7qQS8g67E1QkWO41c4w3AEg37g+c6/+esTi4iTHRqwEzufTVxlsxxdFsDueykFdttGBJiKpNFte1ACZNRRU2uzVvzQRLQtZb1f+qUs0bQUxAnrJbFfVlyFiELEvteALK6VFFYsEd4+1W611w1Sbd6xnk1CbMDdJ87FQYb0mmxhvTjcUlHx15M5LhA7RK81PRwFMn3l+4jitY4t/HzZJ4yqG96rNVOIIyWyeb/x1GpULt3aw2j7f/aKH6IIIo4BkPFeuWWXfMuGHaeHNXHb9VQK422XWMNzfVkAl/LIXExAaIcFHvD/DVJ3zGG7OSCz/yZpt010feBtzv6wjG7dzWM2mTen3/yUv24Zqzd+KlDz9or584XiVrQHKBI5jBk/q/juRJ71OXZSzYzkC9GRYsMXunFNyLuNvTGuzHzCFVCrfE8kLGG9GY5TXemk0AdROF+37kNuwe+JujwR5fghxQE9obL/wC0tk9ANTEHXosY3ANmZrI01GRN9fYZECka2p6qTrHFywp17yFFhqX4t/NGE5GsCR10iaVuErTyNv4aZOlKCBN6sQE5N+98nvWQcAEZJZ4xhavibypmjep0iYHx6wxJAORNxc2tQUAvBYFIYxYCTOOERH79TOaPG1SG2+sBRy7yztmDoWNX4BQ2qTp2dTRHvyzds3iHU+9EEB1lMA4oyLHeBs1H+/RxtuRXkUzcYII4H6l6hyAxmASXJScDjLqesenmap5c9vqZE60jBfSJkPrUiIj3I8N2LRrf6Esoq7PW/WeKCt+Ssbt8SbyZua6zdMtfOC5l9jaN3P9VsRxYGvXXss4ir8mTwNvz+q/QW7cDVnL+0ObNHPJfMESM77Ve81q9qugtMmVYfRqRxAOy2m8NaVuovAib5w7aZPKS/yNzsV4IO1g//nPBj7zD965gikVqmxqK8TR25CxKDjRF403BIQS7Aa0MGHmaZPqGnU1b3WNdYuPJ520FFewhHP1mhxXsCTwXlWxufnbX7B3E/Zu7uL5V54y8h4EEcJ850eN9IwJyDQpRN7qjbdhkgGbdMr0j34AdLfY6DQQNt7Q3QTgbqdHYrXa5BPYF9Ea7lSH8dFpkzMtAQx0ymPiR7GOyQ62swdGfh63ds4KMOgxaCJvnjOryniTDGDlyNtvXnc+dm4oG5G7N06VXiOIOliDyJv5vpp1myO1qYb23NhRm+SqPEClTebj34u8FdImjUP0tt2Pwp47/g4AsHfbBjz35AM4sLVbqjHzoud6rW9S81YqG9BKl0AusFJVFmHW0k7Ebd0akHqiTG5pxlAbbwmLvfbgnDPIVEXeYncvYp4RDCwgcjSOQUY+2pVh5XfjxJphNfTgGifyFgsGCa4MFi1A8Kf88fjQvjeh3SpHubjOn087ql6kSrBEFow3yQJCIyycNmnUJvvaeCsuFEWqUp3ca7qYTAvOGKTM1b1M5O3j6WF1wIFyDy3v+SeIvJkVgTHgDY8/x9bGEMQ4NPnuSRZBpkku7Q8EezK6tCJd87bnElXfdfOnAPg1bzErG2aiu8XcXUXSdNpkb5jimnfeiJu+fQ8AIM0yvLv1Hrx94VfV0RXGm6mV3TgV4fw9G61SpMsx1I8dr0m3zGvegDzy5s4/VRvNtydPU9drbbOvccbw9Ifsx9Vn7SgdvxqceMTawx3OlYIlNvKma79kWso+KaZNpplqFeA2zPba+RQjb/oe/+fQu2ykeqrTxhufdB4izr1oeRpN2fHqX0P9GzK+XvOYM/WDqoklr5lj9vg88hYeS2b/0ImF1+KHBRRhGWMYmtZDhb0Ig6pzz1hUyAJSPx+TU0ijQm0emqt/m/sTxx+ahYnGrIZFu04zxTXezM8Zj2za5J3HUuzZPFXZ4DvNHOONh2veTK+2hBvBkvK1zH6wKFjyS8MXINtyEPek02XVq8DmM9QqwKUUeUOu5pVJ6ah7KePty/JsXN7+GLD9jJHXnahJtxGSGFHy9v7rD+EjLymnrBKEIf/ulb98ZjxmXECmQ8TIU/farRZ+5fHn4PeeeVHwunnN2x7g4COBr38YgF+jKQqRt18fXg/e2Wh/z1huvH3/3jl8+65j+LVPfhMAkKT+F1/yCEmgjYhNgYJyzoR6Tt0ptwY/g0vfMfryDae6thFvcOefmXaENz3pXLz2MWd51/lEdhi/fOEXPQn2Os/7e591Mf78pTSOieYUhJeDGGflX7SfrF7Ycko5Yhw7aZNc9Y7rJxkObO3iFx97Fj7wnEu8dj4sKtS86XtkmYTU2S6Zrovz2ukASKMu7pMB9VYT4Q7sibo6fVOafozGyeJE3kzNW1xhxZq/z1RLlW6kAePNzI+c5QqZZi/y5y89jPc+S7cRQISUx6W9CAD8j+HP4s6Lf6F0//Eib2S8rQQrvxsn1gyroQfXWGmTwkxokRUEODbk2Lu5W9ngO82AtL0JQHXNWxtKkCDhZlIO9EnRJ+7f4ufn/232YMy/+MvoZxwtwWvTJusib6UNrhN5U2mT+rMxZr1pTVQgR0U4q0VS6q/76HN34cEnb6k/kDhhMeM29DWzkTdwZIXIG0SM5195CvZuLnuSAWO86S//jrOBoz8EkLfTAJxWAQD60Qw+mD4WwhmDynhTx0hnrAGwjhL7rCIORt6M1HevtRkRZ07ULOeTqTKMBgHjz+Ap6umBbyIJM1pmvJhydv3lJ+Pg9unStYwarfv7KB57/m4cOkDjmGiOm25ftYYYo+jz0ZU4uXcD2Mz28loU+026pVR90zqRwEsedhC7Nna8sSGicEugJJOQ2gErhbomKyg3ZvE07pEbUcSsuyEnsGmlYbJe8vRmlte8JX7NWxFTbtGJhGr7Y0SFRHivYZw3Jivo0IHNeOz5u8EY8BvJs/CP255WMN7Uz9+Re5BO7yxds6n6t7pW40OJJWTld+PEmmE1RN6Km5EixbRJQEfetPE2hMCeTVPBz8K5jla1TdqkL6/7weddgj970WVoM2O86Qk/kO64fbaN333GRXjf9Yfsa+ZSmZQYphlaEa9t0j2u2mRmWwMwZJnzOx9PDdL8nccTLMk9mgQxKSby1kiwxE1zbG/wzi+iBEu0pdaaBtI+kKWVapMmBUkwhr/5uYeq15Abb1nBC5KmftSuqDb5R89/CF732LNwi9yDNwyfh5vOfzMiztF3Im+/f9JbcF7vA9Zb3w+kbNn7Odc2xpsZnDMt04qkPBbjinmcB7IWCGKpaGIPmO/gQNeECcZKqYnMixDrPm9Jatd0xvxacl403kxGjswjb9Kti3MyaZJoBvdiQ/k5R9S85S0L1NizwkJuzZtOm6yqabdpky1hm3arGwfKPVieZipLWUAMn8suxp3TZ/lrefjH0udrAkXeVoaV340Ta4ZQisDxpi4X2/UYmXzyjMU2bXKICHs3TwU3eEJHq5KOibz5xtsjztqJA1uncUum1Ci/tOnx6pkqJq8nXHgSts74PVcApRWSZBKtiBfUJstGYFVahaF467zmTXn+zOZN6LRJ95hR5HLtgXtWnGMelWw3YjHkYjkBx4H+N9M1bxFS3LXtUuCq1wA/9nbv/CK2zxuQp14N5rxj3LTJBwbaiOTA2bs3YMds20ubLEbeeDbwn7VQ83bVGdtx+s4ZAAx/nD4ag842RIJ56Y/3sS0YRDNWgCSUUmlIwfGywc/iww/+cOk9E3lbGJZr+EL9OqX05zHakBFLTZNWAWb9NoIeQuQGz+1t1YvNjbyZOvW+U/PGwLx1lbfCxluSSmTaGDKRN8CvG8viLu6VIeNNP0ow8mbSJk3kzVyb5U26ddpk1Vxl/j5KsITZeYRHZeNNRQv9yFvxOTljXhZP3Vgfr+at+bHE0rHyu3FizbAa0ibrPMLupGMMn5RFVm1yiAg7NrQr62nSTCIxkTceBZpgA3diK07u3YD/2PwI+1oTzHFH+0OkmSynTQZq3uojb/7v0r4eahWgj2lgXOXRj1DkreIDW+OQrDdicux3L/DVN9+9jAvILIVACilawCN+GdDCIlVzhFWbBICWNt6G88ikRIQEF7DveGmTCVRvJDPv2RpVbbzZelLjFE994w2BtEk3c6AllHR430mb7MsYbcGt0TasMd7+OrsMc5vOwHflbgDALQefBwCYblcbb6HIWyb9uYQCb8RSE6q5Kh2jDQzjZFGRN/V9/b2978ALBq8Ejwt93jJtvGmFVc79yFspbdKNvGlDTTq94Fzp/CyaDooHmQhhMPJmWhboddAqXjMOpqNvPzyiGtxXlUWYZd/UvJkaPhYorVBpk8ZR7TuAmWO8FdsWFY8pXrMp5OhZGVZ+N06sGVZD3666XGxfGltP0iyyapMpE9g6HWiAi9yLN2zpyBuL7GYx1DjYLCpm8vqvHdeOfDbz93vkb98IQEUy/cjb4mverLokD7UKGGNCniDyZl4n041YDOY7X92kW2+wsgQx0pLaa2XkLXJq3mJd9zWYQyaBV0d/hk+034Bz+fft8UMp0G0JRxiAeZE3k4Jpxr9IC02reVTq8+aO5zhSG7m+U9fWQ4xWxG0dHBsxmsyGrRVx/AizOLl3A+7a9xgASpwEULVARcKpWrJRZIQgJsXNdqlqN2PWdzO2BM8jb/diI/4+O+R9TwVjGKRKmMuoYTMwT4mVx37qsY28ZXnkDY6B5xpATMQIrXjmEUIObZM2+UOhaskGhTYeaSZxy13H1G0rQlx5qwDhGWehyBtn5T6PxesIzgpti8qfxaVJ2rTrKCaOP2S8EWuKOgOy2OcN0Mab3nB1p6YqJyajNpk4giWGTmQMtfx4k4svOMPpvT/Cjee+ZeSzmVNNSsgPj/Rqa97q1SaLxpu+l468+a0C7FEjrwk4in+B9+pq3hqF9giiAjNug989/W8GkbcKKPR3q3LwmJo3KaUXeZNS4lz2fQDweqsNEdkUKEB971MmbI9EU5dj7iaKaZMi9ntEoRh5E4gFQ8+LvEVoR9xuxjiq+zGaucNt4WLmNmO89UKRt4BDSErfYFsFfjpineE6LirXYNPnLcmNN7MG2jo4d8nkzH7H284a/d1sd37N4vxgMnIyCTN6pRudcwygqv2GWetGCZa8Y/a1ePngZ3Cr3G4uXDq2yjlrrm8ib7lgSch4y427YtqkuTpj5bZF+THVxmkTaK5YGch4I1aUc3aX88lHURd589UmnbRJzYbp6v5JXKtNmsgbeGw9a0980J7S9WNHFW+ICHFNH7yiN3vfli4y6a1EpXPq+7z5v9tIGzOtAsxxuQdzHLXJcPSjasExz1B/fYKoYlSfN1ewREXeklLEelTkDYCKvtnI2zwy6adZGRJEmHYa/6p+S+XIm43OZ/3CwwbSJp3x3Iq4EixxjLdeJlTkTbfaFcjw/MGr8Kbhs0vPZ6J6buqWMQ5HpU1W1S77aZO0IyOWFrenWV1z6oGTNmlSKYvjTV0TONZX49HWvDGGO7HFOca/l9lDKONNXbPYOy7/OfxZtk63sG2mFZxrjMPnnnQan8wOl8SEXKrElcyfqhNzv89bsOYNtiWJLKVN6rnJWf/d1917uTRRmzRHrIaMrBOR6oR6gjgOfOxlh4Pe4SrGadKdR97yCW2mG5YRV+cqg2fQyiNvUy2Bf/7la7C5qybNkHFo7tmqMd7cc99//SEc6yf43p/r1E7woCelapELXRPIDbOIc6SZUrXkTKdNjFGTNlGfN2u8kfVGTI4ZV6Ghbr9jWm1SICsZb1UOj9ipp2nZyNscpJBBSf8BBLptvymuW/M2SDJMoYfLBjcBuAJRIfIGLkp93txIujLe/MjbXBqp9E5tmHFIfC67GIf5N0rPZ9MmRXlTPNsZFXkLC5aEpMQJYqlwxbeqarnNujNMpWpfwZk9z1WgNHQd54pZf9XbYUMFKETeTJ8QURYWc3++oPeHuP7SfXi1fv05l5+MH79oT/AzGCPSjD03xlX+vDVqk7GOvEkGsHIU0Txjldqk+SiCM2/cu08SirxRzdvqhyJvxIrSiQU2davlsIvUCpY4b5uFwI28HS3sry7YuxE7ZtvYOBVbtclhPItEckidxrh9tp33nnJGTKtQ81ZvaOU/Hz5tGyLBnXSH8Lnu5D7TjnDSxo73flltUqtLcoYkzTBMMy9CqO5Vz6joRxVmkSTTjVgMo5p0W8ESHXmLWFpKNx6VNgloMQSjNjlcgASCxluCyNsccs5U2qRjvP1G/EH84gNvBn74TURZz3/WaHTkLRZKAa6X5Qbel2+dQyvi6OvIG9ejaRjoBZdKkzbpRN6EH3kLRcFDxlsmZa03niAWg9svsUpF2WtXUag3N8Yb94y3fOzkaZPq/e+zsHHFdAlBmkkwk5bsRN7c6cM8zxFMY6jLKQDleHGVpF3MGFwYKOPtC+mF6o2d5wSOHR2BVMabW/NW3isJXm+8MeYbb3XRxXGiaRR4Wxko8kasKeqMNzMxZzJfLFzj7Ydz+W7m27/xWG/D8hPvvQlpphpb/wgzQQGRUE2deaS6PnjuuVOx379FVmw43cn9a7/66JHXBHLDKRIMSSYxTGXJyGyCUcUaZ14eJ7JHEFWIUTVvxgHBBKBbBRQV2EapTQI6/arlpE22ZElYBAA6GHibwzxtUm3KhmmG09ht6s1hLxB5awXUJvNna0cckeA4luXPn0AoVUzp17yFWga4giXF65uatxBV8xSlTRLLiRt1HrWOC65qz80xxhgyteKuY8FNazZqk+bKzxG/hax3BF8M3CPiHKmUdiy7giVcLczq5wnGhFmzTcryX2QPxWd7h/D1necGnmP0NZVgSb5PYMGaN1TWvOWCJdVqn4sd6iRutDKQf42o5Zqzd+CUbdMr/RgAmk2gZpISxpBzjLcXPOwM+3MkuFWzMv8phUbgv7K9GEzvDdw//zmO/OhUXSsF99FNGqMpRM4q/Ciut8xV3gpdE3DTJo3xlllpcFsv1NC2EoxNlDZJthuxGMyGJvQ1Mt9hJRyiWgUUBUuqUpFaNvImncibUpsMRd42sWMF4w1IGbcbvkGS5a0FGEMk/Zo3HkVlwRJnPLeEQMwZFryoGsMZO2atsSb0LjLUMiBc86b+PtOt6hTuYNokwuliBLFU+ErQ1WtlMeJmvtOuAqVhyvmed3TapPnuHpNt3Mfz2jcXzk3Nm1kwwzVvwnPWNhsTxkh1602PIlyuUTVXmXO7LQEGR3U20AuWMWbTrEuRN/1vMRvBN7gWN9Yp8rYyUOSNqOUDz33wSj+CpYmErZp8Vc684MyLvD39slOrr63VJtNM4vrh6/DHl1yGYuKFJ1jCfaNonMib+j3fNCY8Rih5tG7BKNe8SX2eqnkbJJlN5+TMP6YOwdlYXjVzZNPrE0QI2+Ij8D2y32EdAYuRol+IvFWl/BlnyzDJgGnTpHseEtITLLlTbsYudj+24Ki3uQoJlkTGeEsHiLOBvw8KtQpwxnMr4hCcYyGL7HmfevmVOHX7NP7qK99Sl2gSeXM2wmZTPGpzHHIyZVJSnzdiWYkLKcNVCLUwOpG36rTJaacmdcOUikqZt4dpVrlfMOsjk3r8xrmQmWfWeOIozQZFMc1zFFVpk0cWhgCATd1YKUVr442J8i5BqU2GBUsMxXWcLeFYp8jbykDGG7GmaKKC5NZruRNbBg4e8FwZOFf1y1KqNKrQse7trVGk7xfun+Rfv3A1m+aQsnDdX901i9i0SZ6nbth+dCMiGiGiCdMmyXYjFoOtVQ0UbLmRN5b1lHFTFCypsN78mjedSTCcgyxE3m6XW7GL3Y8uK0TSTO2JU/MWQf2MpIdY9r2dn2oV4D+LO55jwRALhoWU25V4Q0dt1gbFmrcRxpu7AXSNwwv2bsQTLjgp8HcIj2rq80YsJ2KMtEn336jQKsCveXOUpKd0b0T9dpJKm0pZxNa86bYfzEmbZIzh3cmPI9t1Ec7jzY23n7/mDPyfb99TW/v+2PN24W++caf+bOFj53S93OZuSwm32DzO8p6EM1TWvFU9O431tQ+lTRJrCjP/j5pHjYHXjlRaZKIjbwkb7asQnCGVUuXCIzxZ+2qTk9e8mfPMBiwN9HhT9xjP22cjb6ZoepiWat4ap00KVnrmUeRqk41PIYgSZpMXiry5apOQqYp8FepAKiNvbs1b1FJG32BetdTwjLdtwfM516mK2luvIm96UzXsqcib+6wiLkXeRCHypgRL8nlpqiUQ8TwN6kOpqnMNCpYY4835wO588YmfuRIvvKqcaRCMyslmEukEMSm+WE/1Wmm+e276JGN52qT73XRr3jZ0fEXoJMsqnb2RUJE307PRT5sE3pU8Ff8+fbl3rzrj7eeuOR0ffsnltl68ivc++xB2zCpjMa1ZjDdPx7qOf3TkzbQcKkbe8kbaxXPCPxNrB4q8EWuKolcuhBsJE07kLa35unMnbdL8HjrGYIwi4dxvFEUPl9tcM6mIvDVO1WAMKaQ1nGzkbeBE3sZMm4z4eDVvJFhCLAXmu5sFso7MZiyDAMuUYEnTyJtX8wao6Nuw3OftRzJc32uj+FkKzN2LXXffpNQuASBZQISi8RaVaulcr7xJm5x32glMtQQEVxH5U3t/YmtiTSTOxVzbnXbGjdQbMik9o5dq3oilxo0yjSoHCK3xEWdOk+78dbfmzbTHyNMmZeX6yZmqCc8jb+WaN5O5U3yuJkRadKWK9z77EN7z+W9je4VipWFTtwXuRN6YCGcDcab71RUib7bv64ha+fHya3Le/5xL8MEvfg/deHSLJGJ5IOONWFPksvz1m5RYcCXvrb/maU3kjTMGKaWNTAUldJ3XjCfRGGVVzW9D5wLKk29aBFRF3uIazW77rBxAmk/WruJV3jdrvEna7Q3X9HiCWCzm+xrySlsHAVPGW8zKxlvV19BLmwSAVhcYzKk0aZmPsyEi3Ck34zPpJd75jLG8z9tHfwrXfe9G9PXckg0W0Ja+8cZF7F1Xfbb897YWLBnIfOxPaWlwwDcoBwE1TOOUmnSDWcSLvNFYJpaYyEsZHiFYwn2nKKAcMsZ4c52gbs2bicJ5dekj+sllTuSNxX7kDVBjgDc0OIvEglt1zBCHDmzG//u8ei2BTVMxGOpr3oxxV4q86Sl0lGDJpH6aK07bhitOC2cpEMsPGW/EmqIdcbz04Qfx+At2Vx6TaY9XHDGdNqkjb03TJrPqtEl30mtFfkSrtuYtMIEa73m22LTJwrXNQjM/SK1RadUgG11xfLXJn7xkH26+4whecc3pzU8iiAJ55G1E2iQEWKaK+ovGW1UNh23SbTZVURtIerrmLT8ngcBl/d8HADzROV8w5H3ejt4BAGgzVfOWDRbQxtC/oYjLapPOnBJHDJHgXj1buTZFpSGPrHlzHDx1zh7Dax5zJn7r09+yv0v4fzey3Yilxv3uj655Kx8TcYaFYXldni70YQR8wZGq+wjuR94Q+zVvgBoD46RNuhTX7UkNpI1TMTiHY7wF2hfxXJW2qByZO6LLWT+LfTZiZaGaN2JNwRjDax9zFs49aWPlMcZj3xJcpUfYyFvYQDKotEkn1aBmVpvS6QLGcKqveQvcb5GCJRJ+WkRWqHnrOTVveV3cyEtaREPD0TDVEvjNn7hgrKbrBFFkdM2bcigMeRvR8Ih6MdCPMYRpmWFqZyBaQDpU7UGcpdA1uFzPfi5YkgIbfB3abLiADgtE3kapTQqu0sFG+FA7eo4ZZby59lpTZ8/LHn6a97uUvgOI0iaJpcZLmxylNlloFVA83l1Hu4GWGK4Touo+pi2QadLtpU3aunrmjYnx0ibVRazjtPGZhesIDgZmWwWwgJN3dOStIm2ycD6x9qDIG7HuMJEzVVOSpxdltZE35e0f13jLUznrJkGTZpn/ZtImKyNvDReMohiJWWgWBmmpH13TmrSIc5rYieNObNMmw+9zxrAQbUC7fx+AsDf6N378PFxywO/xVKp54zGQJSW1yZ5UzocL923CLz72bO++ial52+CrOMphOfLGRVRSmyz2uooEC9azGTqxwPwgLUXwFKM3ueMgUdwg07gnlhZPsGREhNgYGsKL1PktOwzTgWb0niJ0xX2KkTc/bTJfLydpFQDkc1grUumTi1F0ZMzp8xaY6xhjmJfq+Y91dnnvVQuWUORtrUPGG7HuMMZJLDgizvPIW42H3qRNmmytugyktjHe9HFNI29ufzhTE5PyyQRLivV5+WfPa95M9G7stMkxBUsIYikw3/lQ2iSgPPPzkRN5Dzg+nnXpgdJrZnzamjcR2cibGyGbh0qhes21Z2LjVH5txpDXvBUGhhz2SsYbEy0voqeuUUhvFnxk5C3vyTYqzcyvDZoEKaWN8qnnnOgyBFGJ+90cldVhHJZu1CuucCyE6sx9RejwfTiDV/PGA8YbK6ZNjjEozH3bkcBRJItqg82cyFooy0Awhi/Ls/CKwctw3unPwrnOe0VnrsH9dVLBEmJlIeONWHckWW68cQ5b81YXeeNMFTHbmrcxI2+h5rfF6wNuHzpYNbmswnir89iZ7W0xJdJ4Kn21yfGst2hMwRKCWApszVtFhJgxYF7M5r8HvNEhSoIlogWkg1JriwVtvBVTlgU3apMJkPg94LLhAtqsYLxFUUXEzHkmzjDKMBvlEPrsL1yFW+9f8OapxUTe3I0wjXtiqfHqPceMvBX7IxpC66P7SlXmSsQ5kizLVRwd481ckhck/8eKvBXTJsccTn/xssOO6nVe86YcVf6EpR6L4S+zK3FONOW9Z8sqnL1Hmkmqb10HkPFGrDvMnq8VqVYBTWveIs4wSLNKed0indg3imojbzy/D6AWHmkFSxZXJ2YmY/PZY32PQZqV+rw1pROLWgVNglhqjOOhSmqbM4YFscF5oanxpseEESzRaZOAzD3bAOalMt6KhpBKm+Sqz1vBeMNwAW2Eat5Gj5+6DeGoVOzTduVjzNgAACAASURBVMzitB2zeGA+NxqbCpaUkPAib7ShI5YaV21y0pq3WLBah2aoF2vpGK7q2//qwR/CXV+6AU92ekXmaZPN6udC5JE3U/M23oC6aP9m73ly4y0CihH+EbWqRcGS3HhzLzDWoxGrBDLeiHVLSyipX9PwtqquzLB/6zQ+8bXbMT9QvZvqjJ2OTZs0C0uzPm8mZYQzIIZSq0sDEsBNsAXJNqhWVuSKnfu5x9Tx1uvO9zZ0BHE8MBufqsgbZ8C8a7w1jLwZJ0YuWBIDSR+ZdNXagDl0vOMNjMGLvH2vdToefeQNuKnzCnQDaZNCNIi81cwZrah+/Ln22qStAiSkdUYt5joEUUVRPbLuOK+hvSgrqxr+8n9cge2zjlqkK+BTGXljmOsnuG32fLwleS6uC0SiipG3cZyfZt20Dt1FDCeGvM8bRITP/sLlnuiYlwJZeMbMZuKof2POMEChLUjF5/rEz1yBLdMkPrZaIeONWLeYJt0m8vaj1m7sH3H8ObtnkUngP+9QKnbN0ybVxq5OXMRMkm7kraVTreQiI29FwZLY83IaVTqzKW52zbN3b6g/iCCWmKjme8oZwzHHeAspsIWwaZOJY7z1jyKT0jPeTNpkKPKWSq02mfQwQAtDROihhW5BsCRjkdcKRLIouH8z97hTbsY3Nj4C1xTebzXw9occNeMiparPMSxGYIEgQtSlOxpCxpsZu6Hv94P2bfJ+99Imq2reOMOXvnsvvvTde/Xv7vn5+uz1dR0jqt3RY2mxapP2OZzI22k7Zr33ecDwzPHTJs0ewK95C3PB3k0V7xCrAcqJItYtSm2SoZ3OAQDunTpl5PHGWPnG7cp4q9u/dJxWAbHgDdI5zL/lyFtdVLCOopJkaOHLDbymkiUEcfwx393KtEnOsMAd461pzZsVLHHVJoeQEsG0yVDNW6IFS7JhD/fpzMk+YiDpoaXHMqDGs6lFedvw6bjlyZ8MPpMxVC/r/z4+ddLLy89cE5kzz2WY1OiSEl7kjSCWmqbRXGu8BQRL6koTgELaZIXBVXS0htQXVZ+3yWre2nostSaseXNhzJmfQq0CPMPTp5g2mTuOnfPJUbMmodmaWLfEus/brsEPAAD3dU8eefy+zV10Yo7/+uFRAPWTdV6MzGrFSoCKyFtD4+2UbdMj3zfzr9nv+v2kimmTBLF6MQbLqLTJOUewBKJp5C2vA7XnabVJP/IWTpvkTtrkvQ8cwUKm7ttDS9W8OX3eMh7b+eO96RMx2HYuQriby1CKciPjbcLN18PO2G5/zqT0Im8EsdQ0+S4DdZG3+mt4rQIqIm/FV0PpkZyxiY23qULa5GIUHTlzWwWU5zqv5q3wjEVBM5OFwwLGKrG2IOONWLfEQkXe7oj2AQB+OHP2yOM5Z5jtxDjaUwZV3WSdq2I18wiaSdKteWvpVCsp2lWn4V9efw3+6mevbHRtM1lHnjrXZIIlBLES1EbeGMMCy1XVWFPBEl5Um1TGm5QAZ07krSJtkjFmDTU57KGPGD95yV70pKqd89Mm45FCAgav91VgYxo788qbh8/CLwxeUjpm0vq0911/CG968nn2d4q8EctJ0++pGQdezVvU3HhrEnnrJ5n3uxeJMk26OfOiWk17rgK5I8bcfzFLL2d5k27wsoPFjxoWjDftADMvm88w6hxibUCzNbFuaQkOzhn+bNPzce3g7Zib2l17ztQEvY44Y41qTfLIW25MtZkyFOUIwZKtM210W+ENqm0NYK23QNpkIXWDsiaJ1UxdzRtjzLbYAJobb5wzRJzlxptJm4QfeZvTDW+LG0XOgHlMAcN5iLQH0ZrCluk2FmQLLPEFS6SIfW9+xUrr3iO0uXVr3j6QPg4fy64qHTPp5qsTC+zQQg+qVQBF3ojlo6nxYzJamta8jaKqn9zCMPWPCzhaOCu8PkHkbbqt/n36g0dV249GpU26rQJ83McqPmIx8mb+dQ8j221tQoIlxLpFtQoABjLGt7I9uLbBLNVt5RuYpulInLGxcvHtBMqAI7ILAOi1tzW6V5FiH5fMCpaUF75J06sI4nhS16SbM+VRnmvvwHT/LrCoeb1oLHhe82bSJjOgFRAsKcruC84wBxXx6yYPAK02YsGwIGOwZM6PvNmaN31uxdirExuJBcdULEqbzaXC3FFKUpgklpcq2f4iYeON6X/Hi7zFFd/phYE/nkKRqFbk17GPF3nj+l+B/3zTYxqVVVRRFCwpMko5Miv0rA1l4VBGztqEjDdi3RILJfWbZGpj1sRz5vc6ajapnbZjJq+jGYG5vZu68L/Sa3EEXVy0/6m4tNHdfEwULU+bLEfe8pq3xU3S1120B3/x1dsWdQ2CqMNsMNLKmjfVq+iBmYOY7t8FnvbGuDbL+7w5NW+eYIkx3qJy2qQx3qbkPHjcQcS5akWSJWizIeZkG9OsD8ljz2BzN4Enb+1i5wYT3XM2h6G0ScHRiviyGW85FI4nlpemxo9xhPrN530BkFF4CpEVRlOvMJ7cvYH50QieGcZxbph9RMz5otvtMACcjap58491kfaYsuO46hxibUDGG7FuMYIlxtPeJPLkRt6apkn8/KPOaHScrXlzJtAUAh9JH45LFuGZA5zIm96DxoGat8U62N75tAfhnU970OIuQhA1FJVTiwjOkEngtq2X46R7vwQ2Rh5wK+JOzVtLp00CwjFeUvj1Ku5zzWsxEwDKeBOqFYlMh2hhiHl0MI2+jryFN35fePXV9mf3HqEoQSz4xPL/TSi2GCGI5aKx8RaqeRtLsKQ+WuY6Q4rjy/zWFtyPnk9gvFWlbY6D53QN1LyFUj4tts+bKdkIGG9kva1JqOaNWLcYz5nZrDUxxqa8yNtSP5E/gS5F6sIVp6l0y+cePhlAOccd8BWmtky3PJECglhtWFXUypo3Zdh9Y/+z8YLBK5Ge+bjG11Zpk6bmLdKCJX7NW36sPyY5A44hF0qJWh3EgiGBAMsStDHEMV0vJwtpk1Vzie/ZLy/Hhw5stmN8OSgKHRHEctG0T1prZNpk/TrpR97qjbficxmhpHYsJlabNMZbVer3OHi3DbYKcCP8/nvm7jbrR/hOXvUeWW9rEYq8EeuWllabNGlSTSbfKbfmbYmtN1kQE5l0YXDZuaGD7//m4/AfujeduYdbr+OKHvzrGx410X0I4njRRG1SSiADx99nh8AC3ugqVOStUPNW6PNmKAqBCMYw50TeotaUSpuUAsiGaGNo2wygKFhSsUFyIwmhjeYzL92PZ166Hx//6u2NP+MkUO9HYrmpMqSKGOGcyVsFuJG38PHu1734XGZ+MIJn+bWar9FTuuYtWQLjzZuHAmmTvpPIf0Yzrq0ytn4/yerLPIjVDUXeiHVLHJm0SW28NfAwTU1Q89YUsxkNyQcv1lA0a5RVn6yRICeI1YoZd9XGm4q82Y3JGEMnFtzp86bTJrNw5K0IYwzHZB55i9tTiAVDCgGR9MCZxJyul2OiNbL/ksFvFdDsg9wjN9Qf1BCbNrlkVySIME3XuHDkrbnxBuSGVhODq3hNY9i0Ij7xfsBE3pIGtfB1eLcNCJb484z/nplCzd4n5BijyNvahHZ1xLrFCJYYT1qTtEmv5m2ZjLc88pa/t9heK6YJaGYjb2S8EWsTM06rm3QrwZLMGm/Nx04sOO4+2scrP/w19DM1LmQ2BEeGrDUD/NSnq5+LwYu8tTpdCC1YEqVzAICe1C0/Ir/1R5XjyN1chtImQ1zR/x387Y9/tdGxtdSkqBLEUtF0HQoJluR93pqNddtnrcE9iwZeYiJvEcemqTzS1TRy6N5/SSJvrqRIjdpksRl4UY3aOI7d5yLbbW1CaZPEuqUlipG3+nM6DdIm3/D4c7Bv81TwvVGYCdMsAq7BtlgZ/9N3zOD6yw7geVecrK4X6PNGEGsBURd54zpt0qhnjzF2WoLhy9+7D1/+3n142rlzeAgAlg0hkCHddg74gctxw0/fg6/84P7yfRnDUSfyJlpTiDjDPAS4VDU0mfGHFmpTqvxGkScs1Oxz9NGCjMaff0ZBthux3DSNkLecGm3DOK0CAGU8HesnjcZU8ZomMt+O/LTJcdZoc80qB9Q4+DVvIePN+bnwRza3N34hs/egyNvaZ8mNN8bY8wD8z8BbL5VS/sFS348gqmCMQXDkxluTyFucD4mqw19w5SkTPU858uZ63Se6pIVz5gmReJtC6t9ErCHMBsOtP3UxaZNmYzTO3sPdqGXawGLZEIJlVsnt8GnbcDggEsI5rCAJALCoBc6V2qS9pvZ880LkrSrq747NpoIOwNL1bMzVJsl8I5aXptkl7bhs+IybNml6xTUZU8WImht5cxmntMEca+trF4FnXAVr3hwjt2i8mdP0MTNtNVe5w512B2uT5Yy8PQLAgvP7d5fxXgQRxBUsaaQ22con7MWmMhaxkbdA2uRSe7/cVJCZDgXYibXDtpk2XvuYs/Bj5+8Kvs8ZU8ZbNlnaZH4hvRFKVdpkSIa7eN+edDZPUUc5h5CfZyJvLGqXzg0R1QiWVD7LEgXTaeNGrDZM5M1N7bPtbhpew4ylqjH1sZcdxnXvuUkdU9gXGGdvsbH2OM4Vc82q7IFxqK95y38uGZg28qZef+t15+PMXbM4fHBr+PrEmmE5d3X/LKU8tozXJ4haxu3zNtVaviFhPHlbp9v22QxLbrw5i9amqdaIIwli9fHShx+sfI8x1ectT5tsfl0vhVjosZ4lSrCE1RtvmbN97G84GZwxJDI/rw8dzWvPeudWzT1eS48xPshSO5Yo8EasFkzULPOMt/G+78W+ZkUu3r8ZT7jwJHzya7eXonnWeCtE3sZxmBjBsOGSCJZ4xfGl9929Q9FYLdYFb51p45WPPrP6+sSagVzyxLpmMX3elpqrTt+GNz7xXDzl0N7Se0vdlsD1Em7qllMtCGKtwpna2GWF1htNcNtm9KVa/lg61Mbb6N2ZTdfkLdyVTqO37XzwuYEXeft4egV+IHfi6Vf/GrrOuVWXdjelbhTuL152GAuDNHQKgKVLm8z7vKm/5d/83ENxxwMLI84giOXFGE2u4TOu6JZplTNKsMQYdsX5wzh7TcuCzd0Y988Px5pnljrylkiOiIUNQb/8wv+8xT5vxPphOZUMvsMYSxhj32KMvXgZ70MQlQjGbPpFkw1Pt6LOZilgjOG5h0/GtM47d43JJoblOLgLzeZpirwR6wfBddqk3pmM4zl2vek9rTbJpUqbrOsXx7TK5Vd+4iY8rP8ucM5U5M0x3o6hg7clz0A8s9k7tzJt0tlsufUqF+3fHKy7q7veuGzUanr7NitT8+zdG/CIs3YuybUJYhKM0ZQG0iab5k3atMkR66ptJzCiVQCgonTAeNHpzV215u6dQNisCGfAtYO34Z0zv1D5vqH4eYu9ZYn1w3JE3u4A8AYAXwYgADwdwB8wxrpSyneFTmCMvQjAiwBg//79y/BIxInEP77matx9rA/AN4qaTGAmZWPj1PJHq9zHWSpPeojpZTRICeJ4Y9ImpZRje5S3zeS1aAupHhcmbbLGeBNa5bIXb0IfLURcCSK5giV9XRPXLoodNGoVMEbNW+HQT738ykqBl1FcsHcT3nf9IVx1+vaxzyWI5cAYTaljLRXrz+owBtmoOlLzXlHkI4+8qWu8+xkX4UvfuRcnbWpuiJ23ZyPef/0hXHl6tQOmKZwxfEfuwY1T5yJkvo3a4+SRNzLe1htLbrxJKT8D4DPOS3/DGOsAeD1j7N1SylLsV0r5fgDvB4BLLrmEsu+JRbFvSxf7tihPsrtpahLdMl6/Fz50MkXJcfBr3pbvPpTTTqwnXLXJcTcle5wN2EKqzmVWsKRZ2qTZVHLOwBhD4iSw9KE87kUPeNVjunPSOKlhxbnsvD0bG59b5Npzw8IwBLEc1Bli5n038jZu5MiMv3jEmLZ1cRUGnjEiZ9oRHnXO+NHoRy/RuDJPV/Un8GreqloF0B5g3XG8at4+CuAnAZwMUp0kjiPj9mm54rSt+NMXXobLTt2ynI8FwN/QLXXaJEGsVzjL+7yNuynZuzmvRJtLtIJdloBDgjURLHFULiPOVFq2s4wO9M9Fh0mTzedYapO0GSPWIH//yodhQ2d0VosxmhJHZn/cr3tUY5ipY0a3HyhGz1cKM5dU7V+8DJ6KeYbSJtcfx8t4k4V/CeK44M7LTRzbjDFc7sjoLifMSeCnyZUgmsGZ8spnUo69qdvj1KDMm8hbNmiUNskYQ5blEuacMfBCqwCjNll+5voHXUzaJEGsBQ5un6k9Jg5E3sbFXGPUmLIGXsUxRbXJlcJMHVVziB95Cz8zzRfrj+P17XwKgHsA/OA43Y8gABTSJleZt9qdUJdT5ZIg1hNMR8DkRJG33HgzkTee6bTJmsib4PAjb4KVWwXIsDhQk83TYtImCWK9YBRY05BCSEN7zhhto8aUsL3gwseMW2e3XJg5rioDdGSfN3MNmi/WHUseeWOM/TmUWMm/QwmWPE3/97OhejeCWE7GFSw5nrgbz0nEBppw6MDm+oMIYg0htOpjlo0vWLLVUV6dT9S/TAuW1KlNmrRJV722qDZZFXlrUnc6Tp+31eaIIoilwqzZbpPucfsQGgNw1DixdXE1NW8rDR8n8lbxWZZTEI1YGZYjbfJbAJ4PYB9UreV/AHiOlPKPl+FeBDGSSdXcjgee8bYMkbebf/0xY9XREMRagHOlCDdJzRtjDN9447X4mRv+FUfvu0O9liUQrFmrANUcPJffFpxh6KpNVhhvTRgn8kabMWK9kvdIm9zXb9IHsxFWnzmmKtXQiJetNMbx0yxtsv4YYn2w5K4FKeUvSSnPlFJ2pZRTUspDZLgRK8Vqjry5jXuXo7/cVEuM3dyUIFY7Vjhkgpo3QKnHbejEODY0NW9GbbIu8qb+NVLiItDnbTHGWyNRE30M7cWI9YoZB65gydjXEOXoXZG6sVQVkTve2Jq3SsMs/7my5i3w8jMeQm251jK0syPWNa6HerV5q92n6VDNG0E0wo2ATVrLMd0WOJZoj7YWLKmLvJn5Y5iqiIAy3mCNt0z6hty4NNksRg3SwQhiLWMMEFewxH7dG37tY2sAVkfvjIFXdcnV0mLHCJtVTXXuc4qqtMnAyW+97nx8/zcft/gHJFYEMt6IdY07aa22ol13A7ZaZIkJYrXj9nmb1CHTjgTuT1SULEp7Sm2yrlUALxtvKm1SnddnMRrvLgNUec1dTN+q1ZZFQBBLxb4tSlToFdecYV8zCtDPurRZtMiIkIyK3o1TY7qSmMds0iqA0iZPHI5XqwCCWBHcSWu1bXjcZ1stXj6CWO0ImzY5+biJBcPRrA1wIErnG6VNmlu5aZOMMSRSLaMDhJUmm9JkfoojDvRJ+ptYv3RbUSkitHvj1FhRIhPFHo6omzPOktW+9pp9QtVzNtnjkPG2/iB3P7Gu8SJvq2wCW2WPQxBrAtNvTcrx1SYNgnNlvAGI0wUIyPrIWzFtkqnIW6KX0cEi6t2AZoIleZ0OTR4EUcULH3oqTt02jWvP3VV5TFSRNvmmJ5+Hx55Xfd7xxgz1qunBzSiqjrwt9VMRKw1F3oh1jWu8rebIG0EQzbBpk9nkYyjiDHOpAGKOKF1o1KTb1rwlmb4G92reFht5a6IMSwJEBFHPqdtn8LlXPXzkMXY/UBh21192ANdfdmB5HmwC6tUm85+r9jirbe9DLB5aCYh1jZdSsMqMpVX2OASxJuCMQRrBkgnHUCQYMskg42nE6YJu0j16OczTJpXxxjm02qTygQ7Z4nyhcZOaN23gyXEbXxEE4dFkvK0GzBTXrFVAldokbTbWG2vj20sQE+I6qlfbXE2RN4IYH86BdJE1bza9qNVFnM03irzZtEmtgqcib7lgyZAtsuZtROTNGG3kQSeIJcIG3lb3mLL7hIrHpJq3ExNKmyTWNatbsGSln4Ag1h6mz5uUcmKHjNAn+pG3hn3ekjzypmretPGGFt563fk4uH1momcapX73yZdfiRu/dTc+8i+3quee6A4EQVj0IFrtdk2N7eY9f9UcstqyjojFQ8Ybsa7xat5W2QRGogMEMT5+2uTiIm8y7iLu95rVvBVaBZiaNzfytpjGt6Pq2c7atQFn7dqAjxrjjaw3glgSVvsqbEvzGqRNVqVH0lZj/bHKEskIYmlZzX3eCIIYn7zP2yIES0RuvLWyOXBWrzZpNk8D3SqAMzWnmFYBQ764tMkm0xNtwghiaZBrJH5t5p2qod9k3lhtWUfE4iHjjVjXrGbBEoIgxsekTaZSTmzMmMhbFnfRTuf1hZvVvCVpZnu8CZanTSaLrHlrEonfv2UaANCJaekmiMUg11raZIOatypo77P+oLRJYl2zmlsFEAQxPn6ft8nGtKl5y6IuWumcvvBog8jWvKWZ3Qy5giUJW1yftya882kX4qZv34sDW6eX/V4EsZ5ZG3E3p0l3xftNpkCy3dYf5L4j1jWiQT74SnNwO23ECKIpbp+3ST3KJm0yjbropMf0hZs26ZbWEcQ5kC5R5K0JGzoxHrOKGggTBLG8mBmuKjLfJGJP9fXrD4q8EesavooFSwDgUy+/Ens3T630YxDEmkFwpmveliBtMuqiYyNvNcYbNzVvWW68uZG3Rda8EQRx/LBpk6tcsqQu8kacmFDkjVjXrOY+bwBw3p6N2NSlTR9BNIUxhkxiUYIlxvhKoi5iOVAv1kbe1L9Jmtmf3VYBCW9P9Cwnb+1OdB5BEItnFfp0PVb78xErA0XeiHUNCZYQxPqCM1Xvtpg+b5E+MRVO1JuPXg7dtMlIe4UYgzXe0gkjb598+ZU41k8mOpcgiMWx2rcFNuVxlT8ncXxZhbEIglg6XJGSaDWG3giCGAtuI2+L6PMm8sibJR6dvmxuNUgze1/lEGK4IbkaN3cPlc7ZPlsfjZvtxNi9kVKnCeJ4cs5JGwAAhw9uW+EnGY3t8zaB9fbIs3Ys8dMQqwWKvBHrGjfa1mmR8UYQax3OgDRTfd4mLcQ3NW+JG3mLR6cvuk26I6fmDQB+KXkhrp3eWTrnH19zNTLqqE0Qq44H7duEf3vDo7B5enWXLeSCJeOf+wfXH0JvmC7p8xCrAzLeiHWNK1jSEmS8EcRahzuCJZMKyFpDzDXeWqNVX/M+b67a5OjIficeXUdHEMTKsdoNNyCfYyaZ6mLBEdO+Z11C/1eJdY0beSO5XIJY+3DGIKVSi5s4bVIbWolw0yZHR968Pm828pa/T30kCYJYamjfQoQg441Y19CGiiDWF7bP2yIib6bmbSg6+Ys1kTeziXJbBfg1tTTXEASxtCwmbZJYv5DxRqxrVmtjboIgJkMJlkikmVx0zduQN4+8Cas26fd5s+/TXEMQxBKT93mj+YXIIeONWNdQewCCWF8wxpBlJm1ysmsYQ2vA3chbTdqkXi2TVNp5xTXeIqotIQhimaCtDOFCqw2xrqHuAASxvhA8T5ucNNplivj7XuStWdrkkNImCYI4TkgotVoy3ggX2toS6xqKvBHE+sKkTS6mz5tVm+ROH7aayJsxzvpDEiwhCOJ4Q/MLkUPGG7GuMcIEsaCJjyDWA8w26V58n7cec1oFRKMbZZtoXS9JraHGGLMecYq8EQSx1Jg2keSHJlzIeCPWNcYz346o3xJBrAeMjbQUfd76bs1bTY51K1LvD1M/XdPMMYIcRARBLDHadqO4G+FBxhuxrjGbLLPxIghibcNt7dnkaZMmipbI5vNCyxEkcY03k5pNKdoEQSw5kmreiDK0oyXWNXnkjb7qBLEeMHZTmmWLjrylWdb4nNg13tydFCu/TxAEsRTkkTey3ogcWm2IdQ1F3ghifWF6NyZL0ectlTVH5rh1s5Hzc5apa9AcQxDEUiObT1HECUS00g9AEMuJ2du1yCtOEOsCE01Ps8lr3kxPtjRrvjNyjTM3XTMxxhvNMQRBLDGyQdrkh198ObZMx8fpiYjVABlvxLpmkKi0qHZMGyuCWA8Ygy1ZRM2bcKJ3TXGNs5CyJCnaEgSx1DQRLHnIKVuOx6MQqwgy3oh1TV8bb+QVJ4j1gTHYkiyb2HgzxleSZnjjzt/BA32Jd9ac49a08ZDxRmmTBEEsMXmrAHIOETlkvBHrms3dFgDg0lO3rvCTEASxFJhNTJLKiRXY3Mjbt1tn4WiW1J7jpk2GIm/kICIIYqmhkjciBBlvxLrmtB0z+MwrrsJpO2ZW+lEIglgCTHZikvn91sYhLtS8NblMXeSNBEsIglguKPBGuJDxRqx7ztw1u9KPQBDEEsG5K1gy2Y6GOwagavZdfx1PbTJY80bGG0EQS4sVLKFWAYQDrTYEQRDEmoE5NW+TeqMZY4g4Q5JmyLJmXm3GmDXgQg25KW2SIIjlgiJvhAutNgRBEMSaIW/SPXnkDVB1b6mOvDUVAzAGWhRQliTBEoIglhorWLKyj0GsMmi1IQiCINYMxmAbppP3eQNUmmOSSUg0q3kDcgOt2ypXHFCrAIIglhqJ+j5vxIkHGW8EQRDEmsFNWVyKyJtsWPMGABE3xpsovUdpkwRBLDWS5CaJALTaEARBEGsG185aTO+jiDMM0wyZHN+rPd0uR95IbZIgiKXGNumm0BvhQKsNQRAEsWbgXuRt8utEQkXexqmdS7IMQDjyRmqTBEEsF2S6ES602hAEQRBrBu6sWotJm4y4qnlLsqyx4ZWkyg8+Hax5o+WUIIilxaZNkvVGONBqQxAEQawZvGbZi9jQtCKOfpIhSWWwb1uIQaojb22qeSMIYvmxgiVkvREOtNoQBEEQa4apODecFlMH0okFFgYphmkWlP4PkWjjLRR5o5o3giCWGhIsIULQakMQBEGsGVzjTSwi9DYV8//b3p2HS1LVdxh/fzNz78ydGRiEGUVcQJYRQREVjQkGB0VEhUc0uEYTH8QFl4BG4xIfNUYNMa4JJhiDe9zj8miiKMR9iRIjKohiTbOLTQAAF9FJREFUJKBGdFAMwgzMck/+OKfnFs0wc5eqW11d7+d5zjP3Vlf3VH2rz+0+VafO4Yat29k2nXaMIrk70+WL1NRO73nzzLikZjheiapsvEmSOqPacFrI95mVk8vYtGVb7jY5x4bXTu9588qbpJotH8wtOXHzE0bqr5t/AkmSNKKqjbcVC/hCs2JiKb+6fgtbt08zMcsrbwPe8yZpMTzxd/fnuhu38ZRjDmx7UzRCbLxJkjpj5cTMx9bqFfP/CFs5uXSm22QdV95svEmq2fJlSznzuPVtb4ZGjJ82kqTOWDE587G1s8myZ2tqYimbtmzLV97m2PDa2ZW3hdx/J0nSbNl4kyR1xsrKVa89FtJ4m8yjTc5lqoAd2+D9J5KklthtUpLUGdXRJhd05W1yKZu3bgdg2RyvvM11fUmS6uInkCSpM6rdE1ftpPvibK2cWMrW7Ymt29Osh/k/cN2qef9/kiTVwStvkqRO2mP5xLyfWx21crbzvH30GUdzzfVb5v1/SpK0UDbeJEmdtJArbzdpvM3yytuaqQnWTM2/wShJ0kLZbVKS1EkLmSqgeu/cbLtNSpLUNhtvkqROWr3AqQIGZtttcmfW32b1vJ8rSdJc2W1SktRJUwsYsr/abXIhV94+dcYxpJTm/XxJkubCxpskqZMi5t/ousmVtwUM/Z9Hv7TbpSRpcdhtUpLUO9XJvuc6SbckSW3xypskqVNO33AQ3/vZ/y3oNaYmZ85dTjjptiSpI2y8SZI65QUnHLrg15iqXnlztElJUkd4ulGS1Dt1jTYpSdJi8hNLktQ7K2sabVKSpMVk402S1DvLly1hMFjlQkablCRpMfmJJUnqnYjY0XXS0SYlSV1h402S1Es23iRJXWPjTZLUSysGjTe7TUqSOsJPLElSLw0GLXHAEklSV9h4kyT10tTkoNukH4WSpG7wE0uS1EuDe9688iZJ6gobb5KkXtpx5c173iRJHeEnliSpl1ZOOtqkJKlbbLxJknppxY5uk34USpK6wU8sSVIv7bjy5j1vkqSOsPEmSeqlHQOWONqkJKkj/MSSJPXS1OQywCtvkqTusPEmSeql9bdZzQH7rNxx75skSaNuWdsbIElSG048Yj9OPGK/tjdDkqRZ88qbJEmSJHWAjTdJkiRJ6gAbb5IkSZLUAY003iLisIi4ICI2RcT/RsQrIsI7wiVJkiRpnmofsCQibgWcD1wCPBw4CHgduaH4krr/P0mSJEnqgyZGm3w6MAU8MqV0LfDZiNgTeHlEvKYskyRJkiTNQRPdJh8CnDfUSHs/uUF3/wb+P0mSJEkae0003g4FLq0uSCldCWwqj0mSJEmS5qiJxtutgN/sZPk15bGbiYinRsSFEXHhxo0bG9gkSZIkSeq2kZgqIKX0jymlo1JKR61bt67tzZEkSZKkkdNE4+0aYM1Olt+qPCZJkiRJmqMmGm+XMnRvW0TcAVjJ0L1wkiRJkqTZaaLx9ingwRGxR2XZY4DNwBca+P8kSZIkaew10Xg7B7gR+EhEHBcRTwVeDrzeOd4kSZIkaX5qn6Q7pXRNRDwQOBv4BHnkyTeQG3CSJEmSpHmovfEGkFK6BHhAE68tSZIkSX00ElMFSJIkSZJ2zcabJEmSJHWAjTdJkiRJ6gAbb5IkSZLUATbeJEmSJKkDIqXU9jbcRERsBK5oeTPWAle3vA3jxDybYa7NMNd6mWczzLV+Zlov82yGudZvVDPdP6W0bnjhyDXeRkFEXJhSOqrt7RgX5tkMc22GudbLPJthrvUz03qZZzPMtX5dy9Ruk5IkSZLUATbeJEmSJKkDbLzt3D+2vQFjxjybYa7NMNd6mWczzLV+Zlov82yGudavU5l6z5skSZIkdYBX3iRJkiSpA2y8SZIkSVIH2HiTJEmSpA7oVeMtIqLtbRgnEXGniLh729sxbnyfNsNc62Pdb4bv0WaYa32s+83wPdqMcc117BtvEbE8Ip4cEStSSmlcD+RiiogVEfEO4L+BIyJi7N9Hi6Hk+lLgFRFxckTsW5ab7zxZ/+tl3W+Gdb9+1v16WfebYd2vXx/q/li/OSLiJOBy4K3AU1renLEQEc8FrgbuBpwMfCClNN3uVnVfRJwA/AR4FHACcC7wyYhYa77zY/2vl3W/Gdb9+ln362Xdb4Z1v359qftjO1VARPw+uSL8BtgOTAOPTyldERFLrBhzExFTwKuAM8kV4uPAr6s5RkSkcX1DNSgiVgD/TH6fPgf4NXB/8rwjlwBnpJR+0N4Wdo/1vz7W/eZY9+tn3a+Pdb851v369anuj/OVt+XAz4HTgNcDewHPAhinA7iItgAXlX83pZSuTilNR8TaiDg4IiYHK47jJeqG7UE+63ZBSulnKaXNwPnAi4DjgVMjYq82N7CDrP/1se43x7pfP+t+faz7zbHu1683dX9sGm8RMTG06OvAhpTSd4CPAd8EToiIo8v6Sxd5EzunmmlKaTtwHvnM2ysjYmlEvBH4HvBZ4AvA6WVdz8Ltwk7eq+vIf3BWDxaklLYBXyKfgTuZfEZOt8D6Xy/rfjOs+/Wz7tfLut8M6379+lz3O994i4inRMS3gY9HxJsjYj+AlNJ15UbFyZTSVuAd5LNHzyiPb29to0fcLjK9CngLsDdwPXA/4LXAP5Tfz46IR7e02SNvF7leQr7Mf3REHFh5yjZgLXAIcHzpwqIK63+9rPvNsO7Xz7pfL+t+M6z79bPuAymlzhUgyA3PlwJXAa8GXgdcA3wZOL6st2zoeWcBPwAeW35f2va+jEqZRaYnlPXWAi8B3gOsB5aU5fuR+2//GJhse39Gpcwi14eV9U4BrgP+Blhblj0J+Cj58v9GYHnb+zMKxfq/6Hla95vJ1bpff6bW/XrztO43k6t1v/5Me1X3W9+ABRzIleRL939RWXZv8iX+y4CJ6gEvPx8KfJ58uX+PsmxJ2/syKmUWmU6WZYcBBw49dwI4jnyD6MPb3pdRKrvJ9UeVXF8H/Iw8FPPF5BtuzwQOAn4B3K/tfRmVYv1f9Dyt+/Xnat2vP1Prfv15Wvfrz9W6X3+mvar7Xe42eTD5ZsTvDBaklL5JPluxCnhzWRyp3KiYUrqUfEbjDsDTy+MPjjKvhmad6aUppR/DzFwkKV+ivhrYRKUPt4Bd57qS3P0E4GXAI8jv0fOAe6SU3kjOfhNw5SJu86iz/tfLut8M6379rPv1su43w7pfP+v+QNutxwW0wFeQ39hPK78PzmJMAX9GPhN0WFm2lJlW+Brygfwe+SbcafKQrK3vU9tljplOUDl7AUwCLyTfgHtY2/sySmWWuR5eWb+a6xTwl+Q/Vrdqe19GpVj/W83Tul9vrtb9+jO17jeTp3W/3lyt+/Vn2ou63/oGzPMADg7IB4GLKssH89YdCvwX8NGh502S+2h/uBy8i4GT2t6fUShzyPRjQ8/bG7gzcAa5H/IbgRVt78+olAW8V/ciT4j6bPIknme2vS+jUqz/reVp3W8mV+t+85la9xeWp3W/mVyt+81nOpZ1v/UNWODBfBy5FT64EXHQ33UZ+abGS4FDK+sfTO5bvAn4k7a3fxTLXDIFjgA+UyrMNcDz297+US1zzHUl+UbmbwG/Ap7b9vaPYrH+t5endb+xXK37NWdallv3a8rTut9Yrtb9mjMty8ey7re+ATs5ME8i36z5cGCfsiyG1hm0tA8gXwq9rPLYsvLvicAvyf2HB49NAs+n3LTYl9Jwpn8CPAdY2fZ+jlmudwQe37dcyXPb/B5wwC7Wsf6PRp59rvtN5trXuv9Y4MHAXYYzrCHTPtb9JvPsc91vMte+1v2D2M0gItb9oTza3oBKwPcjt5ivJJ95mCbP0bBu6MAFlaE+y8H6NfCmode7e3mNe7e9b+Oc6e4q3DgW36uNZHoMcDm5C84vyGd0T2VodCgzHZ08e1r3fZ/Wn+m9ySPt/bxkewPwXGAvMx3NPHta932f1p/p0eTvURezmxNhZjqUSdsbUALfB/gK8E/AgeRRY84EfgicWlmvevDuShmaltzverpUpIPIox69njxT/aq2989Mx6eYayOZ7gl8DXgnud/6XYC3lw/JV5d1gsr8LWZqnuba/UKet+n9wAeAOwG3JQ+d/iPg783UPEehmGvteQa5AXYR+UT4jeSBb242Bxt+l9p5hm0duKHfTwF+Czy0smwNud/vE4bWXQmcWw7aa5k52/EK4AryB+l/kCc+PLXJ/RilYqbm2pWyk0yPA/6PMnFpWbYn8K/AFuAYMzVPc+1+2Ummtyffj/LcyrIp8oTQW4ATK8tXmal5mms3y04y/TvgEuBY4K/I36HudgvP9e/pcCYjchAfAmzlpn2Ibwd8ETiysuzW5In4vg+cwM1nUr8r8GRy/9Z92g7XTLtfzHVRMj2B3AXl1uX35eXfR5Y/1heW39eZqXma6/gU4BByg/ik8vvg3pX9gY8B/1PJ9Edmap7m2u3CTMNrf8o0CCW3K4G3AVND6+9L7tlkppUyuDdnUUTEscDp5DMVPwVeklLaFhF7Al8Frid3R/sV8AZgLbCR3FXl3JTS+RFxX+CSlNK1i7bhI8xMm2Gu9dtFpocAXwbOSSm9LCImU0pbIuJg8ohmq4DTUkpvi4jfAb5vpubZFHOtX0RsAE4inyH/QsoT6w4e+y7wtZTSUyNiWUppW1n+IPLABH+eUnqTmc4wz2aYa/1uKdOIWJJSmo6IpSml7RFxGnni8oeklM6vPH8FcDh5gBIzHViMFiL58vI5wLXAu8jDzG4iD/IwaEAeDnyEPMP8jcDZ5JsZnwScT745fGVZNxZju0e5mKm5dqXsKtPy+BryPEHXc9Mhfp8FfAP4EPBphs649bWYp7l2pZAn1X0rsLlksxH4X3KDeLDOS8lXNPctvw+uauxT/u5eTLnK2fdinubalTKbTIfWnyKPJ/A5YO+2t3/Uy2IdxOPIlzwfDUyQh+78A2AbcPDQuq8CPgvsWVn2QPIZ0Be3HdioFDM1166U3WR6SFnn7uSup78iDwLxbnJXtKeVD82vAGva3pdRKOZprl0p5JF5f0QeXn0KuEP5u7mdfHVzCXAvcjfTd5XnLKk8//Ty2NFt78soFPM0166U3WT6dEr3yKEcjy2PPxlPfO+yLKFBERHlxw3AbYAPp5S2ppS2kFvgG8kzyledBJyXUro2IibLsm+Qr3CsqrxmL5lpM8y1fnPJNKV0EfBQ8hnMw8g3iD8ipfQW4ALy3C7bFnHzR455NsNcG/U75C7lH0opbU4p/YTczfwC4EXAA8jTrbwTeExEbEi5K9Wy8vzzySPJ2V0qM89mmGv9dpXpC8l/b0kpTVee83ngveTMbx8RUxGxvtyuQt+/U1XV3niLiFWDn1NpSpO7nlwN3Ley6n2AHwA3RMSa8twlwE/IM6iT8v0ES4B7kO8n+F7lNXvDTJthrvWbR6abB5mmlK4Dngc8MKV0bErp4xExBTyT3CXlxpJxb5hnM8y1ftVMK1+yVpP/Th40WJ5Suhr4ILnh+4fkhvG7yN2lzo2IO6VyPxF5bq2r6GGD2DybYa71m0emdwROiYjbVZ9T/ha/jNwV9YXkUSg/SZ5WgD5+p7pFdV3CY6bf7xeA9wEPYuay6P3IXU2uAV5AvldomjxM6C/JH3jHlHWfSP4QPZs8LPsp5LkgLgBu3/alysUsZmquXSk1ZLph6PUmgb2BxwDfZWgahnEv5mmuXSm7yfSkkuepQ8/5s5LtL4Fjy7L15G5W3yLPofX4kvkHgIm299M8u13MdeQyvYp8Amz4NfcFPlHWuRY4o+39HMVS1wG8D3nG+c8zM0neb4GzmBnk4VDg2eUAX0a+ZHo78lmN75fn7ke+yfHp5GFZryzl7B5WCjM1106UmjL9d+Cgsu5q8vw5nyR3Qd0xr0sfinmaa1fKLDP9HPmk1qPK78vJX87OJHdLfVXl9Q4hDwrzbfLw4OfQowFgzNNcu1JqyvSVZflS8sTd9yI3BKeB19Cz71Jzyn+BB29wgF5KPjt5B2bmcHgb+abuF1TWX0H+AHzO4ICVf+9Pvtx838q6+wJHArdtO6RFPSBmaq4dKQ1n+jjyl+GDm96PUSnmaa5dKbPM9MXl98PJAzttIX/Buxb4b/L9hX8NfGknr78XPRpxzjzNtSulyUzJg5u8F7hz2/s56mXBB7D8/GVmhlMefNAdQj4jcQNwu7JsfflQfOzQax1Kbmk/ru1AWj0YZmquHSlNZ1p9/T4U8zTXrpQ5ZnrHsuz2wB+T58Z8CrC6LD+XPC/m8Ov2JlfzNNeulAYzHTy/Vz0XFlLmdFN1RKyMiCeXCQpTREyUh34M3LP8nMrke5eRu5hMki9/Qp6kbx/gARGxd3nNVcATgEvJl1h7xUybYa71W8xMU/lLPs7MsxnmWr8FZHoWQErppymld6aUTkspvRXYFBF3Jne9+mFZZ0eW456reTbDXOu3SJluL/9WR57Ursy2lQc8knzT5jTwtFRphZPnxdnMTL/WQSv6veSbuH8B/F5Z9qfkoZe/AryYPLHp1WV5385imKm5dqKYqXl2oZjrSGZ676HnHEwene+j5PthDmh7H82z+8VczbRPZbYH8AHkfqpfL+WLVO7vIQ/7+f7y4XYycOtyYK8gD/v5VeCZlfWfRm6dfwn4N+DItoNY9ODN1Fw7UszUPLtQzHVkMz29sv6dyPcIXg18Dbhr2/tont0v5mqmfSuzPYjHk0eUOYw838UlVEbeKescAHyGPPLeJvLoW88rj108+LmyfgDr2g6gteDN1Fw7UszUPLtQzHX0MyWPNrcBeFDb+2ae41PM1Uz7VmZ7ECcqP08B7yFf8jyqLBtcLl1OHurzCcC+ledcCDy/7Z0dpWKm5tqVYqbm2YVirmY66sU8zbUrxUxHu8xqwJKU0laAiJhMKW0mzzI/DTyrPL693Kx4Y0rpP1NK70kpXRURyyLiccBa8lw4Ksy0GeZaPzOtl3k2w1zrZ6b1Ms9mmGv9zHS0zWm0yZTSlvLvZ8j3Atw3Ih4x/FoRcZuIOA54IXkiw08Cl0dE1LLVY8RMm2Gu9TPTeplnM8y1fmZaL/NshrnWz0xH1Fwv1TEzGd/dyDdyfwpYkW56GfVe5In5LgNOa/LS4TgUMzXXrhQzNc8uFHM101Ev5mmuXSlmOnploQf0ecAPgDPIN3Y/jHJzN3DPtneui8VMzbUrxUzNswvFXM101It5mmtXipmORhnMvTAnpZ/rdETsA7ydPOLMFeUgPjOl9A9zftGeM9NmmGv9zLRe5tkMc62fmdbLPJthrvUz09GybD5PKgdwkjwCDcBdgQQ8NKX06bo2rk/MtBnmWj8zrZd5NsNc62em9TLPZphr/cx0tMyr8VYcSJ60bwp4RkrpnHo2qdfMtBnmWj8zrZd5NsNc62em9TLPZphr/cx0RMyr2yRARCwn93n9u5SHEdUCmWkzzLV+Zlov82yGudbPTOtlns0w1/qZ6eiYd+NNkiRJkrR45jTPmyRJkiSpHTbeJEmSJKkDbLxJkiRJUgfYeJMkSZKkDrDxJkmSJEkdYONNkiRJkjrAxpskaexFxPaI+HZEXBwRF0XEn0bELj8DI+KAiHj8Ym2jJEm7Y+NNktQHm1NKR6aUDgceBDwEeNlunnMAYONNkjQynKRbkjT2IuK6lNLqyu8HAt8E1gL7A+8GVpWHn5VS+mpEfB24C3A58E7gb4GzgA3AcuDNKaW3LNpOSJJ6z8abJGnsDTfeyrLfAHcGfgtMp5RuiIhDgPellI6KiA3A81JKJ5b1nwrcOqX0yohYDnwFeFRK6fJF3RlJUm8ta3sDJElq2QRwdkQcCWwH1t/CescDR0TEKeX3NcAh5CtzkiQ1zsabJKl3SrfJ7cAvyfe+/QK4O/le8Btu6WnAs1NK5y3KRkqSNMQBSyRJvRIR64BzgLNTvndgDfDzlNI08ERgaVn1t8AelaeeB5weERPlddZHxCokSVokXnmTJPXBVER8m9xFcht5gJLXl8f+HviXiPgj4NPA9WX5d4DtEXER8A7gTeQRKL8VEQFsBE5erB2QJMkBSyRJkiSpA+w2KUmSJEkdYONNkiRJkjrAxpskSZIkdYCNN0mSJEnqABtvkiRJktQBNt4kSZIkqQNsvEmSJElSB/w//NOa/nfOs0sAAAAASUVORK5CYII=\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"RESULTS = pd.DataFrame(y_test['1988-01-08':].dropna())\n",
"RESULTS['simple'] = simple.predict(X_test)\n",
"RESULTS[['Temp','simple']].plot(figsize=(15,10),fontsize=15)"
]
},
{
"cell_type": "markdown",
"source": [
"## DENSE NN\n",
"\n",
"$X_i \\in R^{d}$, $y_i=f(X) \\in R$\n",
"\n",
"$Z_m = \\mathrm{RELU} (w_{om} + w_{1m}^TX_i)$, где $m= 1...M$ и $\\mathrm{RELU}(z)=\\max\\{ 0, z\\}$\n",
"\n",
"$H_k = \\mathrm{RELU} (w_{1k} + w_{1k}^T Z)$, где $k=1..K$\n",
"\n",
"$\\hat{f}(X_i)=w_2 + w_{2}^T H$"
],
"metadata": {
"id": "mkByEnrmc0bu"
}
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"id": "tHpO0Ixd4L9f",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "06200d1b-27d9-4935-df79-aa985965de4c"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" dense_2 (Dense) (None, 7, 64) 128 \n",
" \n",
" dense_3 (Dense) (None, 7, 64) 4160 \n",
" \n",
" flatten_1 (Flatten) (None, 448) 0 \n",
" \n",
" dense_4 (Dense) (None, 1) 449 \n",
" \n",
"=================================================================\n",
"Total params: 4,737\n",
"Trainable params: 4,737\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"dense = tf.keras.Sequential([\n",
" tf.keras.layers.Dense(units=64, activation='relu',input_shape=(n_steps, n_features)),\n",
" tf.keras.layers.Dense(units=64, activation='relu'),\n",
" tf.keras.layers.Flatten(),\n",
" tf.keras.layers.Dense(units=1)\n",
"])\n",
"\n",
"dense.summary()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"id": "rzgH2Otv4Oyz",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "5df1f840-9816-4a0e-affe-dcdcb4022161"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/10\n",
"2549/2549 [==============================] - 13s 5ms/step - loss: 8.0440 - mean_absolute_error: 2.1975 - val_loss: 6.5301 - val_mean_absolute_error: 2.0329\n",
"Epoch 2/10\n",
"2549/2549 [==============================] - 11s 4ms/step - loss: 6.8290 - mean_absolute_error: 2.0560 - val_loss: 5.7669 - val_mean_absolute_error: 1.8737\n",
"Epoch 3/10\n",
"2549/2549 [==============================] - 11s 4ms/step - loss: 6.8381 - mean_absolute_error: 2.0551 - val_loss: 5.7931 - val_mean_absolute_error: 1.8797\n",
"Epoch 4/10\n",
"2549/2549 [==============================] - 6s 2ms/step - loss: 6.6839 - mean_absolute_error: 2.0293 - val_loss: 5.4144 - val_mean_absolute_error: 1.8325\n",
"Epoch 5/10\n",
"2549/2549 [==============================] - 6s 2ms/step - loss: 6.7653 - mean_absolute_error: 2.0447 - val_loss: 8.2993 - val_mean_absolute_error: 2.3344\n",
"Epoch 6/10\n",
"2549/2549 [==============================] - 6s 2ms/step - loss: 6.6790 - mean_absolute_error: 2.0181 - val_loss: 5.5641 - val_mean_absolute_error: 1.8468\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7fab7cd1c9d0>"
]
},
"metadata": {},
"execution_count": 27
}
],
"source": [
"compile_and_fit(dense, X_train, Y_train, X_test, Y_test, batch_size=1)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"id": "9M7Nh7bZp57p",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 608
},
"outputId": "df5b8ab7-3637-4d90-eb30-41b5beae1c74"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fab77da9150>"
]
},
"metadata": {},
"execution_count": 28
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"RESULTS['dense'] = dense.predict(X_test)\n",
"RESULTS[['Temp','dense']].plot(figsize=(15,10),fontsize=15)"
]
},
{
"cell_type": "markdown",
"source": [
"## LSTM NN\n",
"\n",
"https://en.wikipedia.org/wiki/Long_short-term_memory#/media/File:LSTM_Cell.svg\n",
"\n",
"$X_i \\in R^{d}$, $y_i=f(X) \\in R$\n",
"\n",
"$f_t = \\mathrm{sigmoid}(W^{f,h} h_{t-1} + W^{f,x} x_t)$ \"Forget gate\"\n",
"\n",
"$i_t = \\mathrm{sigmoid}(W^{i,h} h_{t-1} + W^{i,x} x_t)$ \"Input gate\"\n",
"\n",
"$o_t = \\mathrm{sigmoid}(W^{o,h} h_{t-1} + W^{o,x} x_t)$ \"Output gate\"\n",
"\n",
"$c_t = f_t \\odot c_{t-1} + i_t \\odot RELU(W^{c,h} h_{t-1} + W^{c,x} x_t)$ \"Memory cell\"\n",
"\n",
"$h_t = o_t \\odot RELU(c_t)$ \"Visible state\"\n",
"\n"
],
"metadata": {
"id": "oD9XgpwG6pLn"
}
},
{
"cell_type": "markdown",
"source": [
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)\n",
"\n",
"Source: https://www.tensorflow.org/tutorials/structured_data/time_series?hl=en"
],
"metadata": {
"id": "AWxFtGg9k1OQ"
}
},
{
"cell_type": "markdown",
"source": [
"$\\hat{f}(X_i)=w_1 + w_{1}^T h_t$"
],
"metadata": {
"id": "HOOfYKWulZK4"
}
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"id": "vJ23hFFVcdzk",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "dbde30fd-e850-42d8-e385-0775ca0fbd8a"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model: \"sequential_4\"\n",
"_________________________________________________________________\n",
" Layer (type) Output Shape Param # \n",
"=================================================================\n",
" lstm_2 (LSTM) (None, 7) 252 \n",
" \n",
" dense_7 (Dense) (None, 1) 8 \n",
" \n",
"=================================================================\n",
"Total params: 260\n",
"Trainable params: 260\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"# LSTM\n",
"# https://www.tensorflow.org/api_docs/python/tf/keras/layers/LSTM\n",
"\n",
"lstm = tf.keras.Sequential([\n",
" tf.keras.layers.LSTM(units=7, activation='relu', input_shape=(n_steps, n_features)),\n",
" tf.keras.layers.Dense(units=1)\n",
"])\n",
"\n",
"lstm.summary()\n"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"id": "Iybmh6-VzsX5",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "8e710e45-1fc1-4e27-86ea-0c677721decb"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Epoch 1/10\n",
"2549/2549 [==============================] - 12s 4ms/step - loss: 7.3821 - mean_absolute_error: 2.1339 - val_loss: 5.7813 - val_mean_absolute_error: 1.8898\n",
"Epoch 2/10\n",
"2549/2549 [==============================] - 10s 4ms/step - loss: 6.7233 - mean_absolute_error: 2.0149 - val_loss: 5.5334 - val_mean_absolute_error: 1.8411\n",
"Epoch 3/10\n",
"2549/2549 [==============================] - 11s 4ms/step - loss: 6.6425 - mean_absolute_error: 2.0137 - val_loss: 5.5286 - val_mean_absolute_error: 1.8512\n",
"Epoch 4/10\n",
"2549/2549 [==============================] - 9s 4ms/step - loss: 6.6201 - mean_absolute_error: 2.0024 - val_loss: 5.3478 - val_mean_absolute_error: 1.8102\n",
"Epoch 5/10\n",
"2549/2549 [==============================] - 12s 5ms/step - loss: 6.5391 - mean_absolute_error: 1.9975 - val_loss: 6.1453 - val_mean_absolute_error: 1.9391\n",
"Epoch 6/10\n",
"2549/2549 [==============================] - 10s 4ms/step - loss: 6.5349 - mean_absolute_error: 1.9930 - val_loss: 5.3614 - val_mean_absolute_error: 1.8149\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<keras.callbacks.History at 0x7fab73c014d0>"
]
},
"metadata": {},
"execution_count": 36
}
],
"source": [
"compile_and_fit(lstm, X_train, Y_train, X_test, Y_test, batch_size=1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"id": "U3j5vMnlwLxP",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 608
},
"outputId": "90c0cfb9-3bc5-443c-894d-15f677b1f955"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fab73915f10>"
]
},
"metadata": {},
"execution_count": 37
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
],
"image/png": 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jamm1985 commented Jun 2, 2022

GOOG.csv from yahoo finance

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