{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "ARIMA-Predicting_values-Ashna.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" } }, "cells": [ { "cell_type": "code", "metadata": { "id": "9uE4iwSAjC5f" }, "source": [ "#importing libraries \r\n", "import numpy as np \r\n", "import pandas as pd \r\n", "import plotly.express as px\r\n", "import plotly.graph_objects as go\r\n", "import seaborn as sns\r\n", "import matplotlib.pyplot as plt\r\n", "%matplotlib inline\r\n" ], "execution_count": 1, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "gM9XazkzAv_N" }, "source": [ "import warnings\r\n", "warnings.filterwarnings(\"ignore\")" ], "execution_count": 2, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "Q38MxkYEIpOS", "outputId": "fb5050f6-64c0-405d-8178-c2d63b47050d" }, "source": [ "#Loading the Dataset\r\n", "data = pd.read_csv('forecast.csv', sep=',')\r\n", "data.head() " ], "execution_count": 3, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YEARAnnualJan-FebMar-MayJun-SeptOct-DecAnnual_mavgJan_mavgMar_mavgJun_mavgOct_mavg
0187826.77500023.9028.13333327.47526.400000NaNNaNNaNNaNNaN
1187926.04166724.0527.33333326.82525.033333NaNNaNNaNNaNNaN
2188026.60833323.4528.33333326.87526.633333NaNNaNNaNNaNNaN
3188126.88333325.1528.06666727.30026.300000NaNNaNNaNNaNNaN
4188226.30000024.4527.73333326.65025.63333326.52166724.227.9227.02526.0
\n", "
" ], "text/plain": [ " YEAR Annual Jan-Feb Mar-May ... Jan_mavg Mar_mavg Jun_mavg Oct_mavg\n", "0 1878 26.775000 23.90 28.133333 ... NaN NaN NaN NaN\n", "1 1879 26.041667 24.05 27.333333 ... NaN NaN NaN NaN\n", "2 1880 26.608333 23.45 28.333333 ... NaN NaN NaN NaN\n", "3 1881 26.883333 25.15 28.066667 ... NaN NaN NaN NaN\n", "4 1882 26.300000 24.45 27.733333 ... 24.2 27.92 27.025 26.0\n", "\n", "[5 rows x 11 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 3 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 204 }, "id": "MtkNeINjIYx2", "outputId": "a715950b-5bad-4382-d1e8-c83a40182a39" }, "source": [ "#dropping missing values in mavg columns'\r\n", "data=data.dropna(how='any')\r\n", "data.head()" ], "execution_count": 4, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YEARAnnualJan-FebMar-MayJun-SeptOct-DecAnnual_mavgJan_mavgMar_mavgJun_mavgOct_mavg
4188226.30000024.4527.73333326.65025.63333326.52166724.2027.92000027.02526.000000
5188326.10000023.9527.56666726.72525.23333326.38666724.2127.80666726.87525.766667
6188426.07500022.8527.36666727.07525.60000026.39333323.9727.81333326.92525.880000
7188526.27500022.8026.96666727.45026.33333326.32666723.8427.54000027.04025.820000
8188626.41666723.3027.83333327.20026.03333326.23333323.4727.49333327.02025.766667
\n", "
" ], "text/plain": [ " YEAR Annual Jan-Feb ... Mar_mavg Jun_mavg Oct_mavg\n", "4 1882 26.300000 24.45 ... 27.920000 27.025 26.000000\n", "5 1883 26.100000 23.95 ... 27.806667 26.875 25.766667\n", "6 1884 26.075000 22.85 ... 27.813333 26.925 25.880000\n", "7 1885 26.275000 22.80 ... 27.540000 27.040 25.820000\n", "8 1886 26.416667 23.30 ... 27.493333 27.020 25.766667\n", "\n", "[5 rows x 11 columns]" ] }, "metadata": { "tags": [] }, "execution_count": 4 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cJypCj3uA4zt", "outputId": "c7a1d141-57ab-4d9c-e239-c996137ffcc4" }, "source": [ "data.shape" ], "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(138, 11)" ] }, "metadata": { "tags": [] }, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dcMCyKTFJUba", "outputId": "d70df7f8-cfad-472e-d3fc-8ea25a2ee92e" }, "source": [ "data.isnull().sum()" ], "execution_count": 6, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "YEAR 0\n", "Annual 0\n", "Jan-Feb 0\n", "Mar-May 0\n", "Jun-Sept 0\n", "Oct-Dec 0\n", "Annual_mavg 0\n", "Jan_mavg 0\n", "Mar_mavg 0\n", "Jun_mavg 0\n", "Oct_mavg 0\n", "dtype: int64" ] }, "metadata": { "tags": [] }, "execution_count": 6 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "UbKsTIlITBGE", "outputId": "dae28361-bce9-4403-9810-a814ca355485" }, "source": [ "data.columns.values" ], "execution_count": 7, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array(['YEAR', 'Annual', 'Jan-Feb', 'Mar-May', 'Jun-Sept', 'Oct-Dec',\n", " 'Annual_mavg', 'Jan_mavg', 'Mar_mavg', 'Jun_mavg', 'Oct_mavg'],\n", " dtype=object)" ] }, "metadata": { "tags": [] }, "execution_count": 7 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "aYlWknYsRys4", "outputId": "f22e93a1-68af-46a1-a689-8972126bfefc" }, "source": [ "line1=data['Annual_mavg'].plot()\r\n", "line2=data['Jan_mavg'].plot()\r\n", "line3=data['Mar_mavg'].plot()\r\n", "line4=data['Jun_mavg'].plot()\r\n", "line5=data['Oct_mavg'].plot()\r\n", "plt.legend(['Annual','Jan-feb','March-may','June-sept','Oct-dec'])\r\n", "\r\n" ], "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 8 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "lJpzG6OPBdZL", "outputId": "ba40808c-1b5e-401a-f956-38c3353502ab" }, "source": [ "#summary stats- checking mean and variance by plotting hist\r\n", "data['Annual_mavg'].hist()" ], "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 9 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "VNJ6ubghEBXv" }, "source": [ "sample_check=data['Annual_mavg'].values" ], "execution_count": 10, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rWxnqoobU72P", "outputId": "0c1e4332-739c-4383-cb69-604ce494dadd" }, "source": [ "split = round(len(sample_check) / 2)\r\n", "sample_check1, sample_check2 = sample_check[0:split], sample_check[split:]\r\n", "mean1, mean2 = sample_check1.mean(), sample_check2.mean()\r\n", "var1, var2 = sample_check1.var(), sample_check2.var()\r\n", "print('mean1=%f, mean2=%f' % (mean1, mean2))\r\n", "print('variance1=%f, variance2=%f' % (var1, var2))" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "text": [ "mean1=26.860471, mean2=27.608631\n", "variance1=0.081734, variance2=0.060946\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KtNw9mcHWJAx", "outputId": "efa59bfd-4089-4dba-bbe8-ec8908133ae3" }, "source": [ "#Calculating ADF TEST via p-value interpretation\r\n", "from pandas import read_csv\r\n", "from statsmodels.tsa.stattools import adfuller\r\n", "result = adfuller(sample_check)\r\n", "print('ADF Statistic: %f' % result[0])\r\n", "print('p-value: %f' % result[1])\r\n", "print('Critical Values:')\r\n", "for key, value in result[4].items():\r\n", "\tprint('\\t%s: %.3f' % (key, value))" ], "execution_count": 12, "outputs": [ { "output_type": "stream", "text": [ "ADF Statistic: -1.078482\n", "p-value: 0.723576\n", "Critical Values:\n", "\t1%: -3.483\n", "\t5%: -2.885\n", "\t10%: -2.579\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "XB_2N-MHbrne", "outputId": "77780da9-a979-480c-9578-0c8212cfa6df" }, "source": [ "pip install statsmodels" ], "execution_count": 13, "outputs": [ { "output_type": "stream", "text": [ "Requirement already satisfied: statsmodels in /usr/local/lib/python3.7/dist-packages (0.10.2)\n", "Requirement already satisfied: pandas>=0.19 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.1.5)\n", "Requirement already satisfied: scipy>=0.18 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.4.1)\n", "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.19.5)\n", "Requirement already satisfied: patsy>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (0.5.1)\n", "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.19->statsmodels) (2018.9)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.19->statsmodels) (2.8.1)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from patsy>=0.4.0->statsmodels) (1.15.0)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 566 }, "id": "9O423t75bAWp", "outputId": "92388739-aa16-42d3-d643-81d04cfefc65" }, "source": [ "import statsmodels.api as sm\r\n", "from pylab import rcParams\r\n", "rcParams['figure.figsize'] = 18, 8\r\n", "sample_check=data['Annual_mavg'].values\r\n", "decomposition =sm.tsa.seasonal_decompose(sample_check, model='additive',freq=5)\r\n", "fig = decomposition.plot()\r\n", "plt.show()" ], "execution_count": 14, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Yb3H8PejgZYF", "outputId": "e4488516-18a7-4ac8-9181-5dec74a16619" }, "source": [ "#parameters selection for ARIMA\r\n", "import itertools \r\n", "p = d = q = range(0, 2)\r\n", "pdq = list(itertools.product(p, d, q))\r\n", "seasonal_pdq = [(x[0], x[1], x[2],12) for x in list(itertools.product(p, d, q))]\r\n", "\r\n", "print('Examples of parameter combinations for Seasonal ARIMA...')\r\n", "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\r\n", "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\r\n", "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\r\n", "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))\r\n", "\r\n", "\r\n" ], "execution_count": 15, "outputs": [ { "output_type": "stream", "text": [ "Examples of parameter combinations for Seasonal ARIMA...\n", "SARIMAX: (0, 0, 1) x (0, 0, 1, 12)\n", "SARIMAX: (0, 0, 1) x (0, 1, 0, 12)\n", "SARIMAX: (0, 1, 0) x (0, 1, 1, 12)\n", "SARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ld1qq7wblzhr", "outputId": "50ff2d3c-ed97-4707-ff04-6d7e8c0be936" }, "source": [ "#fitting arima model on annual mavg column\r\n", "for param in pdq:\r\n", " for param_seasonal in seasonal_pdq:\r\n", " try:\r\n", " mod = sm.tsa.statespace.SARIMAX(sample_check,\r\n", " order=param,\r\n", " seasonal_order=param_seasonal,\r\n", " enforce_stationarity=False,\r\n", " enforce_invertibility=False)\r\n", " results = mod.fit()\r\n", " print('ARIMA{}x{}12- AIC:{}'.format(param, param_seasonal, results.aic))\r\n", " \r\n", " except:\r\n", " continue" ], "execution_count": 16, "outputs": [ { "output_type": "stream", "text": [ "ARIMA(0, 0, 0)x(0, 0, 0, 12)12- AIC:1296.309382893793\n", "ARIMA(0, 0, 0)x(0, 0, 1, 12)12- AIC:1052.4235828699072\n", "ARIMA(0, 0, 0)x(0, 1, 0, 12)12- AIC:9.368840650942388\n", "ARIMA(0, 0, 0)x(0, 1, 1, 12)12- AIC:-12.257093433083444\n", "ARIMA(0, 0, 0)x(1, 0, 0, 12)12- AIC:-40.008612917967106\n", "ARIMA(0, 0, 0)x(1, 0, 1, 12)12- AIC:-99.33541008738071\n", "ARIMA(0, 0, 0)x(1, 1, 0, 12)12- AIC:-11.517651073785487\n", "ARIMA(0, 0, 0)x(1, 1, 1, 12)12- AIC:-10.257051619240336\n", "ARIMA(0, 0, 1)x(0, 0, 0, 12)12- AIC:1106.3824417316682\n", "ARIMA(0, 0, 1)x(0, 0, 1, 12)12- AIC:879.033433549483\n", "ARIMA(0, 0, 1)x(0, 1, 0, 12)12- AIC:-103.24372004254619\n", "ARIMA(0, 0, 1)x(0, 1, 1, 12)12- AIC:-110.7921825195466\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(0, 0, 1)x(1, 0, 0, 12)12- AIC:-35.80532861285145\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(0, 0, 1)x(1, 0, 1, 12)12- AIC:-21.2030535266186\n", "ARIMA(0, 0, 1)x(1, 1, 0, 12)12- AIC:-111.43052884321197\n", "ARIMA(0, 0, 1)x(1, 1, 1, 12)12- AIC:-110.68764636032498\n", "ARIMA(0, 1, 0)x(0, 0, 0, 12)12- AIC:-282.2725258059022\n", "ARIMA(0, 1, 0)x(0, 0, 1, 12)12- AIC:-255.86785258021348\n", "ARIMA(0, 1, 0)x(0, 1, 0, 12)12- AIC:-170.00809467080254\n", "ARIMA(0, 1, 0)x(0, 1, 1, 12)12- AIC:-206.8741578353027\n", "ARIMA(0, 1, 0)x(1, 0, 0, 12)12- AIC:-258.7793598258834\n", "ARIMA(0, 1, 0)x(1, 0, 1, 12)12- AIC:-257.7693720308996\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(0, 1, 0)x(1, 1, 0, 12)12- AIC:-184.65042682527144\n", "ARIMA(0, 1, 0)x(1, 1, 1, 12)12- AIC:-198.24810105395107\n", "ARIMA(0, 1, 1)x(0, 0, 0, 12)12- AIC:-281.4213158441471\n", "ARIMA(0, 1, 1)x(0, 0, 1, 12)12- AIC:-257.0945052379026\n", "ARIMA(0, 1, 1)x(0, 1, 0, 12)12- AIC:-175.3817966533949\n", "ARIMA(0, 1, 1)x(0, 1, 1, 12)12- AIC:-209.33185333244845\n", "ARIMA(0, 1, 1)x(1, 0, 0, 12)12- AIC:-260.85426401304363\n", "ARIMA(0, 1, 1)x(1, 0, 1, 12)12- AIC:-264.0396185069117\n", "ARIMA(0, 1, 1)x(1, 1, 0, 12)12- AIC:-194.36568737445552\n", "ARIMA(0, 1, 1)x(1, 1, 1, 12)12- AIC:-198.77172729770186\n", "ARIMA(1, 0, 0)x(0, 0, 0, 12)12- AIC:-282.9032369335381\n", "ARIMA(1, 0, 0)x(0, 0, 1, 12)12- AIC:-259.5891777018501\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(1, 0, 0)x(0, 1, 0, 12)12- AIC:-176.24224846613126\n", "ARIMA(1, 0, 0)x(0, 1, 1, 12)12- AIC:-208.38276600143993\n", "ARIMA(1, 0, 0)x(1, 0, 0, 12)12- AIC:-259.3568779591814\n", "ARIMA(1, 0, 0)x(1, 0, 1, 12)12- AIC:-260.03253108661886\n", "ARIMA(1, 0, 0)x(1, 1, 0, 12)12- AIC:-187.92722407353688\n", "ARIMA(1, 0, 0)x(1, 1, 1, 12)12- AIC:-200.02940047867904\n", "ARIMA(1, 0, 1)x(0, 0, 0, 12)12- AIC:-284.3559086676155\n", "ARIMA(1, 0, 1)x(0, 0, 1, 12)12- AIC:-257.69792602224214\n", "ARIMA(1, 0, 1)x(0, 1, 0, 12)12- AIC:-187.43241942616322\n", "ARIMA(1, 0, 1)x(0, 1, 1, 12)12- AIC:-211.9559526095738\n", "ARIMA(1, 0, 1)x(1, 0, 0, 12)12- AIC:-260.65857495106366\n", "ARIMA(1, 0, 1)x(1, 0, 1, 12)12- AIC:-265.98182151995366\n", "ARIMA(1, 0, 1)x(1, 1, 0, 12)12- AIC:-200.7796548478161\n", "ARIMA(1, 0, 1)x(1, 1, 1, 12)12- AIC:-201.97341085181284\n", "ARIMA(1, 1, 0)x(0, 0, 0, 12)12- AIC:-284.29442943999175\n", "ARIMA(1, 1, 0)x(0, 0, 1, 12)12- AIC:-257.8928320532511\n", "ARIMA(1, 1, 0)x(0, 1, 0, 12)12- AIC:-174.80072105804192\n", "ARIMA(1, 1, 0)x(0, 1, 1, 12)12- AIC:-211.0466048314583\n", "ARIMA(1, 1, 0)x(1, 0, 0, 12)12- AIC:-257.79603560985964\n", "ARIMA(1, 1, 0)x(1, 0, 1, 12)12- AIC:-264.44801883626036\n", "ARIMA(1, 1, 0)x(1, 1, 0, 12)12- AIC:-188.107642881015\n", "ARIMA(1, 1, 0)x(1, 1, 1, 12)12- AIC:-200.62223913763313\n", "ARIMA(1, 1, 1)x(0, 0, 0, 12)12- AIC:-279.4275203191638\n", "ARIMA(1, 1, 1)x(0, 0, 1, 12)12- AIC:-255.1275582819045\n", "ARIMA(1, 1, 1)x(0, 1, 0, 12)12- AIC:-174.35577500705958\n", "ARIMA(1, 1, 1)x(0, 1, 1, 12)12- AIC:-207.38521120328798\n", "ARIMA(1, 1, 1)x(1, 0, 0, 12)12- AIC:-255.8508205684696\n", "ARIMA(1, 1, 1)x(1, 0, 1, 12)12- AIC:-262.13260154597884\n", "ARIMA(1, 1, 1)x(1, 1, 0, 12)12- AIC:-190.2470731089748\n", "ARIMA(1, 1, 1)x(1, 1, 1, 12)12- AIC:-196.79879619340096\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "I3BVuccmxKgl", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ad6f85a0-d0d9-473b-c06f-6fc8b8982928" }, "source": [ "#SARIMA-KD\r\n", "mod = sm.tsa.statespace.SARIMAX(sample_check,\r\n", " order=(0, 1, 1),\r\n", " seasonal_order=(0, 1, 0, 12),\r\n", " enforce_stationarity=False,\r\n", " enforce_invertibility=False)\r\n", "\r\n", "results = mod.fit()\r\n", "\r\n", "print(results.summary().tables[1])\r\n" ], "execution_count": 18, "outputs": [ { "output_type": "stream", "text": [ "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ma.L1 0.3073 0.086 3.553 0.000 0.138 0.477\n", "sigma2 0.0136 0.002 6.490 0.000 0.010 0.018\n", "==============================================================================\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "S0VFqbLtmMSL", "outputId": "251135c5-9758-4164-afa5-675bf3e08dac" }, "source": [ "from statsmodels.tsa.arima_model import ARIMA #NO\r\n", "model = ARIMA(sample_check, order=(0,1,1))\r\n", "model_fit = model.fit(disp=0)\r\n", "print(model_fit.summary())\r\n" ], "execution_count": 17, "outputs": [ { "output_type": "stream", "text": [ " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D.y No. Observations: 137\n", "Model: ARIMA(0, 1, 1) Log Likelihood 145.230\n", "Method: css-mle S.D. of innovations 0.084\n", "Date: Sat, 27 Feb 2021 AIC -284.459\n", "Time: 06:02:18 BIC -275.699\n", "Sample: 1 HQIC -280.899\n", " \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 0.0103 0.008 1.246 0.215 -0.006 0.027\n", "ma.L1.D.y 0.1612 0.083 1.943 0.054 -0.001 0.324\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "MA.1 -6.2022 +0.0000j 6.2022 0.5000\n", "-----------------------------------------------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 483 }, "id": "MELjqV48GgzG", "outputId": "afa036e3-828a-439a-f746-86fe3e9edbb7" }, "source": [ "#getting forecast\r\n", "# Actual vs Fitted\r\n", "\r\n", "model_fit.plot_predict(dynamic=False)\r\n", "plt.show()\r\n" ], "execution_count": 30, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "Kg3l69GjK6Aa", "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "outputId": "6b4dcca3-a862-4f0d-e62d-fb6d4c4e1448" }, "source": [ "#out of time cross validation\r\n", "from statsmodels.tsa.stattools import acf\r\n", "\r\n", "# Create Training and Test\r\n", "train = data['Annual_mavg'].iloc[:103]\r\n", "test = data['Annual_mavg'].iloc[103:]\r\n", "\r\n", "\r\n", "#now build the ARIMA model on training dataset, forecast and plot it.\r\n", "model = ARIMA(train, order=(7, 2, 1)) \r\n", "fitted = model.fit(disp=-1) \r\n", "# Forecast\r\n", "fc, se, conf = fitted.forecast(35, alpha=0.05) # 95% conf\r\n", "\r\n", "# Make as pandas series\r\n", "fc_series = pd.Series(fc, index=test.index)\r\n", "lower_series = pd.Series(conf[:, 0], index=test.index)\r\n", "upper_series = pd.Series(conf[:, 1], index=test.index)\r\n", "\r\n", "# Plot\r\n", "plt.figure(figsize=(12,5), dpi=100)\r\n", "plt.plot(train, label='training')\r\n", "plt.plot(test, label='actual')\r\n", "plt.plot(fc_series, label='forecast')\r\n", "plt.fill_between(lower_series.index, lower_series, upper_series, \r\n", " color='k', alpha=.15)\r\n", "plt.title('Forecast vs Actuals')\r\n", "plt.legend(loc='upper left', fontsize=8)\r\n", "plt.show()" ], "execution_count": 24, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n", "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qs_LnL-QMAk7", "outputId": "d4dd39fe-fdd1-4beb-8098-10191411fe5d" }, "source": [ "fc_series #721" ], "execution_count": 25, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "107 27.417890\n", "108 27.402556\n", "109 27.464561\n", "110 27.563547\n", "111 27.567797\n", "112 27.568134\n", "113 27.554812\n", "114 27.515729\n", "115 27.439658\n", "116 27.427558\n", "117 27.439256\n", "118 27.459968\n", "119 27.474911\n", "120 27.514961\n", "121 27.517909\n", "122 27.497286\n", "123 27.465843\n", "124 27.452741\n", "125 27.428501\n", "126 27.424209\n", "127 27.434979\n", "128 27.457485\n", "129 27.460856\n", "130 27.465645\n", "131 27.459398\n", "132 27.447267\n", "133 27.425267\n", "134 27.418449\n", "135 27.414824\n", "136 27.418462\n", "137 27.421785\n", "138 27.431780\n", "139 27.431370\n", "140 27.427116\n", "141 27.417377\n", "dtype: float64" ] }, "metadata": { "tags": [] }, "execution_count": 25 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "176jtTUhMGKD", "outputId": "0518b725-00a7-4188-abf7-e43b410cc7a1" }, "source": [ "#plotting using plotly #721\r\n", "import plotly.express as px\r\n", "import plotly.graph_objects as go\r\n", "import seaborn as sns\r\n", "y=fc_series\r\n", "x=[2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,\r\n", " 2035,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046]\r\n", "\r\n", "#Plotting annual temp readings- Line plot\r\n", "\r\n", "fig_1 = px.scatter(x=x, y=y[:28],trendline='lowess')\r\n", "# Edit the layout\r\n", "fig_1.update_layout(title='forecasted values for Annual Temperature()',\r\n", " xaxis_title='Years',\r\n", " yaxis_title='Temperature (degree celsius)')\r\n", "fig_1.show()" ], "execution_count": 27, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", " \n", " \n", " \n", "
\n", " \n", "
\n", "\n", "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "n8At-SAYQ1xL", "outputId": "59c3337d-b7e6-4003-e332-4b965ca05b33" }, "source": [ "# Accuracy metrics\r\n", "def forecast_accuracy(forecast, actual):\r\n", " mape = np.mean(np.abs(forecast - actual)/np.abs(actual)) # MAPE\r\n", " me = np.mean(forecast - actual) # ME\r\n", " mae = np.mean(np.abs(forecast - actual)) # MAE\r\n", " mpe = np.mean((forecast - actual)/actual) # MPE\r\n", " rmse = np.mean((forecast - actual)**2)**.5 # RMSE\r\n", " corr = np.corrcoef(forecast, actual)[0,1] # corr\r\n", " mins = np.amin(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " maxs = np.amax(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " minmax = 1 - np.mean(mins/maxs) # minmax\r\n", " acf1 = acf(fc-test)[1] # ACF1\r\n", " return({'mape':mape, 'me':me, 'mae': mae, \r\n", " 'mpe': mpe, 'rmse':rmse, 'acf1':acf1, \r\n", " 'corr':corr, 'minmax':minmax})\r\n", "\r\n", "forecast_accuracy(fc, test.values)" ], "execution_count": 28, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'acf1': 0.8746432945469665,\n", " 'corr': -0.2415009041317794,\n", " 'mae': 0.32863466252394846,\n", " 'mape': 0.01178035990110283,\n", " 'me': -0.32739935864515124,\n", " 'minmax': 0.011780343643582492,\n", " 'mpe': -0.011735425298794015,\n", " 'rmse': 0.3842845711132103}" ] }, "metadata": { "tags": [] }, "execution_count": 28 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 500 }, "id": "oNxGaqwyCF3-", "outputId": "367b14dd-84f3-4a81-e1b3-086689b8d0eb" }, "source": [ "#JAN-FEB\r\n", "#importing for jan\r\n", "jan_series=data['Jan_mavg'].values\r\n", "data['Jan_mavg'].plot()\r\n", "\r\n" ], "execution_count": 41, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 41 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 563 }, "id": "37CxvZDQE_B7", "outputId": "4af8317e-37b0-4223-d25c-03b5d0e34b6b" }, "source": [ "# ETS Decomposition \r\n", "\r\n", "import statsmodels.api as sm\r\n", "from statsmodels.tsa.seasonal import seasonal_decompose\r\n", "from pylab import rcParams\r\n", "rcParams['figure.figsize'] = 18, 8\r\n", "\r\n", "decomposition=sm.tsa.seasonal_decompose(jan_series,model='additive',freq=5)\r\n", "fig =decomposition.plot()\r\n", "plt.show()" ], "execution_count": 42, "outputs": [ { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABQ8AAAI4CAYAAADEYR80AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd1iVdRvA8e/DlikyZSgKTlQQcOEot1mmmSNzNWxp2d5797ZsvGm5R6mpOcpMS01NURkiigNFZcqUPQ5w4Pf+gfk2FAGBA3p/rosL4Zznee5jcPLc5x6aUgohhBBCCCGEEEIIIYT4JyNDByCEEEIIIYQQQgghhGicJHkohBBCCCGEEEIIIYS4LEkeCiGEEEIIIYQQQgghLkuSh0IIIYQQQgghhBBCiMuS5KEQQgghhBBCCCGEEOKyTAwdQGPm6OiovLy8DB2GEEIIIYQQQgghhBD1JiIiIlMp5XS52yR5WAUvLy/Cw8MNHYYQQgghhBBCCCGEEPVG07T4K90mbctCCCGEEEIIIYQQQojLalLJQ03TPDVN+13TtOOaph3TNO3xi99/Q9O0ZE3TDl/8GHmF4+M0TTt68T5SUiiEEEIIIYQQQgghRBWaWtuyHnhaKXVI0zQbIELTtN8u3jZHKfVxNc4xUCmVWX8hCiGEEEIIIYQQQghxfWhSyUOlVAqQcvHP+ZqmnQDcDRuVEEIIIYQQQgghhKgPFRWKR76LwMnGnGeHd8SumamhQ7rhNKm25b/SNM0L6A4cvPitRzVNO6Jp2mJN0+yvcJgCftU0LULTtAevcN4HNU0L1zQtPCMjo87jFkIIIYQQQgghhBDVszc2k23H0vj2QAJDP93NL0dTUEoZOqwbSpNMHmqaZg38ADyhlMoD5gHegD+VlYmfXOHQfkqpAOAWYJamaQP+eQel1HylVJBSKsjJ6bIbqoUQQgghhBBCCCEajFKKXTHpjPpyL33e38Fn20+RnqczeEyl+op6v87y/fE4WJnxwyN9cLIx55HvDvHgighScovr/dqiUpNLHmqaZkpl4vA7pdR6AKVUmlKqXClVASwAel7uWKVU8sXP6cCGK91PCCGEEEIIIYQQojGIiM9i4vwD3LMkjJziUtq52PDZ9tMEf7CT2asiiYjPatBKPF1ZOesikhj91T66v/Ur53PqL4mXmFXEjpNpTOrZisDWLdg0qy8v3tKRP05nMPTTPSzfH0dFhVQh1rcmNfNQ0zQNWAScUEp9+pfvt7w4DxHgDiD6MsdaAUYXZyVaAcOAtxogbCGEEEIIIYQQQogaiUnN56NtMWw/kYajtTlvjfblrh6tMDMx4lxmISv2x7M2IpEfo87Txd2WaX28uN3PDQtT43qJ53xOMd8eiGd1WCJZhaW0dbKisLQykTh7cLt6ueZ3BxPQgLt7tQLAxNiIh27y5pYuLXl541Fe23SMjZHJvD+2Gx1cbeolBgFaU+oT1zStH/AHcBT4szb2JWASlS3LCogDHlJKpWia5gYsVEqN1DStLZXVhlCZNF2plHq3qusFBQWp8PDwun8gQgghhBBCCCGEEJeRmFXEnN9OseFwMtZmJjx8szf39vXC0uzf9V+FJXo2RCazfH8cp9IKsLc0ZWKPVtzXzwtnG4trjkUpxf6zF1geEs+vx1MBGNLJhenBXgR7OzBl0UHiLxSx59mBGBlp13y9v9KVldPn/R30auPA11MDLxvbhshk3t58nIISPQ/f5M1jg9phZtLkmmwbBU3TIpRSQZe9rSklDxuaJA+FEEIIIYQQQgjREHKKSpnz2ylWhiZgpGnc09eLR27yprml2VWP/WeSr42jFT8+2g8r89o1nFZUKL4PT2TJvnOcSiuguaUpd/VoxeRerfBsYXnpfpsOJ/P46sN8N6MXfX0ca3WtK1kXkcQza6NYOaMXwVWcO6uwlHc2H2d9ZDL39vXi9VG+tb7m1uhUloXEMdzXhdv83HC0Nq/1uZqaqpKHTaptWQghhBBCCCGEEDUTEZ/F+1tO8u4dXaW1s5E6k1HAfUvDSMouZmIPT2YPaoerXfUrBzVNI9jbkWBvR0JiM5my6CAvbzjKnIn+VE6Aq5k520/x5c5YfN1s+XBctyu2Qw/3dcXWwoQ14Yl1njxcvj8OH2dr+ng7VHm/FlZmfDrRH2sLE5aGxDHC15Vebas+5nKSsot4dm0UFRcTsW//fIIB7Ry5I8CDoZ1caGZWP+3g1yKrsJRdMekM6eyCrYVpvV1HkodCCCGEEEIIIcR1Ki6zkBnLwskuKuOpNYfZOKsvpsbS1tmYhMRm8vC3EZgaG7Hmod4Etm5xTecL9nHkiSHt+fS3U/Rq68Cknq1qdPxPUef5cmcsE4M8+eDOrlUmHy1MjRnT3Z3VYYm8VVSGnWXdJLAOJ+ZwJCmXt0b7Vjv5+cItHdl9KoNn1kWx9fEBNaq6LK9QPLWmMnG49YkBFJWWs/FwMpsik5m9KhIrM2NGdGnJHd3d6ePtgHEdt2jXRmZBCXcvOMCptAKszIwZF+jB9GAv2jpZ1/m15BlDCCGEEEIIIYS4DuUUlXLf0jAAXh7ZiWPn8/jq91gDRyX+anVoAtMWh+JqZ8HGWX2vOXH4p0cH+tC/nSOv/3iMY+dzq31cdHIuz66LooeXPW+P6VKtxN2EIE9K9RVsikq+lpD/ZnlIHNbmJowN8Kj2MZZmJnw0zo+k7GLe/+VEja634I+zhJ7L4o3bffFsYUkHVxueH9GRvc8PYtUDvbmtmxu/HktlyqKD9Hl/B8tC4mr4iOrWhYISJi84SEJWER/e2Y3hXVxZFZrIoE92c++SUPacyqjTDdySPBRCCCGEEEIIIa4zpfoKHloRQVJ2MfOnBfHAgLaM8XfjvztjiU6ufjJJ1I/yCsV7W07wwvqjBPs4su6R4L/NErxWRkYan030x97SlFnfHSJfV3bVY9LzdTywPBwHK3PmTQms9uKRLu52dG5py/dhidcaNlCZGNt8JIWxAe5Y13BmY882Lbivbxu+PZDA3tOZ1Trm2PlcPvk1hhG+rowL/Huy0shIo4+3A/8Z142wV4Ywd3IAXo5WvPHTMQ4n5tQotrpyoaCEyQsPEp9VyOLpPZjQw5NPJ/iz74VBPDGkHUeT85i2OJShc/bw3cF4ikvLr/makjwUQgghhBBCVNuptHxe2xRNVmGpoUMRQlyBUooX1h/h4LksPhrfjR5eldVsb9zuSwsrM55eE0WJ/toTCqJ2Ckv0PLQigvl7zjKtT2sWTw+ql3l1DtbmfDkpgMTsYl5Yf7TKSrQSfTkPr4ggp6iM+dMCa7woZGIPT46dz6uTxPTqsERKyyuY2rt1rY5/dngH2jpZ8fwPR66aNNWVlfPk94dpbmnGe2Ov3qI9smtLFk0PwsnanFc2HqW8omGXEGcVljJ54UHOZRayaHqPvy2ScbIx54kh7dn3wkA+neCHhakRL2+Ipvf7O3j/lxPX9DsvyUMhhBBCCCFEtYTFZTFuXgjL98fz1JrDVDTwiyYhRPV8uTOW9YeSeWpoe0b7u1/6fnNLMz64sysxafl8vv20ASO8viRmFfHYqkhe2nCUNWGJxKTmXzGplJJbzPiv97PzZBpvjOrMW6O7YFKPMyh7tmnBM8M68PORFL49EH/Z+yileHlDNIcScvh0gh++bnY1vs4Yf3fMTIxYG35t1Yf68gpWHkwg2NuBdi61W+5jYWrMJ+P9SMkt5p3NVbcvf7g1hlNpBXw0rhstrK6+1RrAxsKUV2/rTHRyHt8dvPzfaX3I/kfi8EoLasxNjBkb4MFPj/Zj7cN96OvjwL7YTMyu4edMFqYIIYQQQgghrmrbsVRmr4rE3b4Z9wR78cXOWObtPsOsgT6GDk0I8RcbI5P59LdTjA1w57FB//79HNTRhfGBHny9+wzDfF3x92xugCivH3tOZTB7dST6coWmwcqDCQBYmRnT1cMOP8/m+Hs0x8+zORcKSpmxPIzCknIWTe/BwI7ODRLjQwPaEhaXxdubT+DvaU9Xj78nBxftPce6iCQeH9yOW7q2rNU17CxNGeHrysbD53lxZKfLbmaujh0n00nOKebV2zrV6vg/dW9lz0M3eTNv1xlGdHG97N/13tOZLN53jml9WnNzh5r9t7itW0u+D0vko20xjOjiirNN9Tdj18aficMzGQUsmh5Ev3ZX32ytaRo9vFrQw6sFpfqKWm3d/pNUHgohhBBCCCGq9O2BeB75NoJOLW1Z93AwTw5tzyg/Nz75NYYDZy8YOjwhxEWh57J4bt0RerdtwQdju10xWfDqqM642Frw9JrD6Mqkfbk2lFLM3RXLPUtCcbW14OfZ/Yh6bRg7nr6JTyf4MS7Qg+KyCpbsjeOR7w4R/MFORv13LyZGRqx7pE+DJQ6hcm7fJ+P9cLQ2Y+bKCHKL/9/Ku/tUBu9tOcEtXVx5fHC7a7rOhCBPcovL+PV4Wq3PsWJ/PC3tLBjSyeWaYgF4Ykg72rtY88L6I+QW/b19OaeolGfWRuHtZMWLt9Q8UalpGm+N9qWkrIL3t5y85lirklNUypRFB4nNKGDhtCD6t3Oq8TmqO7/ySiR5KIQQQgghhLgspRSf/naKVzZGc3MHZ1Y+0IsWVmZomsb7Y7vi5WDF7FWRZOSXGDpUIW545zILeXBFOB72zfj6KssubC1M+c+d3TiTUcgnv8Y0YJTXh4ISPbNWHuLDrTGM7NqS9TODae1ghZGRhreTNWMDPHhzdBc2zerL0TeHsXFWX9683ZeZN3uzcVZfOrraNnjM9lZm/HdyACk5Op5bF4VSirMZBTy68hAdXG35ZIIfRka1r0wDCPZ2wMO+GWtquTglNr2AvbGZTO7Vqk5auc1NjPlkvD+ZBaW8+dOxS99XSvHKxmgyC0r4bGJ3mpnVrkqyrZM1D93Ulg2Ryew/Uz9vpOUUVVYcnk4vYMG0IAa0r3nisC5I8lAIIYQQQgjxL/ryCl7acJQvdpxmfKAH30wNxNLs/1OPrM1N+GpyALnFZTz5/eEGHxovhPi/7MJS7l0SipGmseTeHjS3vPrstgHtnbi7VysW7j1HWFxWA0R5fTibUcAdX+1ja3QqL43syJeTuv/tufGfzE2M8fdszvRgL54b0REnm5otIqlLAa3seeGWjmw7lsYXO2KZsTwcM2MjFkwLrPIxVJeRkcb4QE/2xmaSmFVU4+O/PRCPmbERd/Vsdc2x/Kmrhx2zBvqwPjKZX4+lArDp8Hk2H0nhyaHt/9XCXVOzBvrg2aIZr26KplRfURchX5JbXMaURQc5nVbA/KmB3GSgxCFI8lAIIYQQQgjxD7qych7+9hCrQhN5dKAPH47rhullqkA6tbTlrdG+7I3N5MudsnxBiIZWoi9n58k07l0axvlcHfOnBtLawarax780shPuzZvx7Nooikr19Rjp9WHHiTRG/3cfmQUlrLi/Fw8O8L6mOXKGcH+/Ngzr7MKc7adIuFDEvCmBeNhb1tn5xwV5oGmwLiKpRscVlOhZF5HEyK6uNd70fDWPDvShc0tbXtpwlOjkXF7dFE1Qa3sevsn7ms9tYWrMG6N8iU0vYNHec3UQbSVdWTkPLA8nJjWfb6YG1ngmY12T5KEQQgghhBDikj9bpHacTOPN2315ZniHKl8cTwjyZGx3dz7fcZp9sZkNGKkQN6aCEj0/RZ3n0ZWHCHx7O/ctDSc2vYA5E/wJ8mpRo3NZm5vw4bhuxF0o4sOt0r58JRUVijm/neL+ZeG0drTkp8f6XXHTbWOnaRofjfejfztHPhrfjZ5tavYzczXuzZvRz8eRdRFJNapI3xCZTEGJnmnBXnUaD1TO+/tkgh+5xWWMnRtS+d9zoj/G19im/afBnVwY1tmFL3acJim75hWX/1ReoXh8dSSh57L4ZIJ/g87HvBJNKWkvuJKgoCAVHh5u6DCEEEIIIYRoECdT83h0ZSQJF4r47C5/RlZz62ZRqZ7R/91HdlEpW2b3x9m2frdOCnGjySosZfvxNLYeS2VvbCal+gocrMwY2tmF4V1cCfZ2wNykdnPbAN748RhLQ+JY+UAvgr2bZlKsrimlOJ1ewN7TmfwSnUJYXDZjA9x5746utd4kfKPYfOQ8j66MZPl9Pas1o08pxbA5ezA3NeKnR/vVWzXnV7/H8tG2GD4c140JQZ51eu6k7CKGfrqH/u0cmT8tqNbnUUrx0oZoVoUm8Pqoztzbt00dRlk1TdMilFKXDf7am9qFEEIIIYQQTVp5hWLhH2f55NdT2FiYsOy+nvTxdqj28ZZmJsydHMDt/93HY6si+W5GrzoZdi/EjU4pxbPrjrD+UBIVqrKqa2rv1gz3dSWwtX2dVU49N6IDu2LSeXbtEbbM7o+dpWmdnLepScktZu/pTELOXGBvbOalZVBeDpa8PaYLU3q1anJtyoYwtLMLzS1NWROeWK3k4YGzWZxOL+DDcVfeEF4XZt7szciuLWnjWP3W/urysLdk9uB2/GfrSXacSGNwLbdFz9l+mlWhCcy82btBE4dX06SSh5qmeQLLARdAAfOVUp9rmvYG8ACQcfGuLymltlzm+BHA54AxsFAp9UGDBC6EEEIIIa47Sil+j0mnq3tzgw7Av1aJWUU8vSaK0LgshnV24b2xXWs1b6qdiw3v3tGFp9ZEMWf7KZ4d3vGaYzuSlENKrg5/z+a4SDWjuAGFxWWzLiKJ8YEeTA/2wtfNtl6SK5ZmJnwywZ+J3+znyTWHWTgt6Jo37zaUsvIKCkv05Ov0FJbqKdDpKSip/Cgs0aMrq3qJhVKKs5mF7I3N5GxGIQAOVmYE+zjSz8eBYG9HPFvU3UzAG4G5iTFj/N1ZeTCB7MJS7K2uvMDnSFIO7/x8nOaWptzu51avcWmaVi+Jwz/d368NPxxK4vUfjxHs7VjjLc4r9sfxxY7TTAjy4NnhHeonyFpqUslDQA88rZQ6pGmaDRChadpvF2+bo5T6+EoHappmDHwFDAWSgDBN035USh2v96iFEEIIIcR1pbxC8eZPx1i+P562TlaseahPnQ94r29KKb4PS+Ttzccx0jQ+Hu/HnQHu15SYGBvgwcGzWXz1+xmCvFow8BoGvP9+Mp0Zy8MvzcxytbXAz9MOf097/Dzt6Opuh43FjVkdJW4c3+w+QwsrM94a3aXGiYiaCmxtz2ujOvPapmN8sfM0TwxpX6/Xu1bbj6fx1JrD5OmufdFLM1NjerVtwd09W9HXx5EOLjZNJnnaWE3s4cnSkDg2Hk6+bAVdbHoBn/wawy/RqdhbmvLOmC5Nvh3czMSIt0d3YdKCA8zdFcvTw6qfANxyNIXXfjzG4I7OvHdH10ZX4dqkkodKqRQg5eKf8zVNOwG4V/PwnkCsUuosgKZpq4HRgCQPhRBCCCFEtenKynlqzWG2HE1ljL8bW4+lMm1RKKse7I1ds6aRzErP1/HiD0fZcTKdYG8HPhrvh3vzZnVy7jdH+xKVlMMTqw/z3YxedHG3q/E5IhOymfndITq1tOHVWztz7HweUUk5RCXmsO1YGgCaBj5O1nRv1ZxnhnWQOYviunMqLZ8dJ9N5ckj7ek8c/mlq79YcTsjh8x2n6eZhx6COtWu9rG+ZBSU898MRXO0seKC/G1bmJlhbmGBtXvlhZW6CzcWvzU2MrpqIsbEwuexGeVF7nVra0s3Dju/DErkn2OvSf4PknGI+336KdRFJNDM15vHB7ZjRv81182ZQH28H7ujuzje7zzLa3w0fZ5urHhNyJpMnVh8moJU9/707oFGO/WhSycO/0jTNC+gOHAT6Ao9qmjYNCKeyOjH7H4e4A4l/+ToJ6FX/kQohhBBCiOtFbnEZDy4P5+C5LF65tRMz+rdl96kMZiwL494loay4vxdW5o37n9i/HE3hpQ1HKSot5/VRnZnex6tOK2wsTI2ZPzWISQsOMGnBAZbe24PA1tXf5nkmo4D7lobhZGPOknt64mRjTq+2/5+/mF1YejGRmEtUUg4bIpMxMzHinTFd6+wxCNEYzN9zlmamxkzr07rBrqlpGu/e0ZWTqfk8sfowPz3Wj9YO9dfmWRtKKV7ZEE2BTs/qB3vT3uXqyRlhGOODPHl1YzTRyXm4Nbdg7q4zrDgQDwruCW7DrIHeODSxqv3qeGlkJ7afSGPYnD109WhOPx8H+vo4EtDK/l/VldHJuTy4PILWDpYsmh7UYG8U1FST3LasaZo1sBt4Vym1XtM0FyCTyjmIbwMtlVL3/eOYccAIpdSMi19PBXoppR79x/0eBB4EaNWqVWB8fHy9Px4hhBBCCNH4peXpmL44lDMZBXw83o/R/v9vgNkancLM7w7Rx9uBRdN71Kj1Sl9eQXJOMa1aWF5Tm1J6no7YjAIK/jb3q5zCkv/P/zqfU0zImQt087Dj0wl+1aqIqK3knGKmLDxIWp6OhdOCCPa5+gbXtDwdY+eGoCsr54dHgvGqxmyqh1aEE5WYy/4XBzW6Ni8haislt5gBH/7O5F6teeN23wa/fmJWEbd9uZeWdhasnxmMpVnjeVNk0+FkHl99mBdu6cjDN3kbOhxRhdziMnq+ux1vJ2sSsoooKtVzZ4AHjw9ph4f99T1HMjY9nx+jUgiJzSQyMYfyCoW5iRE927Sgr48jfb0dsbEwYdzX+zEz1vhhZjAt7eqmA6C2qtq23OSSh5qmmQKbgW1KqU8vc7sXsFkp1eUf3+8DvKGUGn7x6xcBlFLvX+laQUFBKjw8vO6CF0IIIYQQTVJsegHTF4eSU1TK11MD6d/u39sj10Uk8czaKIZ2dmHu5IBqtcCFxGby5k/HiUnLp42jFWO7u3NHgHu1X1QVl5bz6/FU1kUksS82k4rL/NPe2EjDyswYGwtTrM1NuLVbSx652btBWvTS83VMXRjKuQuFfD0loMoWyDxdGRO/OUD8hUJWP9ibbh7Nq3WNteGJPLvuCJsf61erFmkhGqP3tpxg0d5z7HrmZoMt69gVk869S8O43c+Nzyb6N4rkfHqejqFz9tDWyYp1DwfX2bZpUX+eXhPFD4eSGOHrytPD2tPuBqwUzdeVEXoui72xmYTEXiAmLR+oHL9h18yUdQ/3qdc386rrukkeapXPVsuALKXUE3/5fsuL8xDRNO1JKisK7/rHsSbAKWAwkAyEAXcrpY5d6XqSPBRCCCGEEIcSsrl/aRjGRhpL7+1ZZYJqWUgcr/94jDH+bnw6wf+K7cCJWUW8+/MJth5LxcO+GZN6tmLPqQwOnssCoE9bB+4M9OCWLq7/aoNWShEWl80PEUn8fDSFghI97s2bcWeAO729HbC1MK2c/3Xxw8L06vO+6lN2YSnTl4Ry/Hwen9/VnVu7tfzXfUr05UxfHEp4XDaL7+nBgPb/Ts5eyYWCEoLe3c7sQe14cmjjXvAgRHXkFpfR94OdDOrozBeTuhs0li93nOaT307x+qjOl116URvZhaW8sP4IAzs4c1fPVtU+TinFjGXh7I3NZMvj/fF2sq6TeET9KizRk55fUq9bjpua9DwdIWcuEB6fxfhAT/w8q/dmWX2rKnnYeGqPq6cvMBU4qmna4YvfewmYpGmaP5Vty3HAQwCaprkBC5VSI5VSek3THgW2AcbA4qoSh0IIIYQQQuw8mcbM7w7hYmvB8vt6XnX21/RgLwpK9Hy0LQYrcxPeGdPlb4m7olI983ad4Zs9ZzHWNJ4Z1p4Z/dtiYWrMrIE+JGYVsf5QMusjK6sYX9sUzYgurowL8MDdvhkbIpNZfyiZhKwirMyMuaVrS+4M8KBXmxaNdjOovZUZ387oxf1Lw3hs1SGKy/wYF+hx6faKCsVT30dx4GwWn030r1HiEMDB2pzAVvZsP5EmyUNxXVh5MIGCEj0PDmhr6FCYNdCHqKQc3v35BL5udvRsU/35pZeTXVjK5IUHOZ6Sx7ZjaZzPKebJoe2r9QbHuogkdpxM59XbOkvisAmxMjehTSOfBdzQnG0tGNPdnTHdq7v/1/CaVOVhQ5PKQyGEEEKIG9f6Q0k8u+4InVvasuTeHjjWYKj7f7aeZN6uMzw0oC0v3NIRgB+jzvPBLydJydUx2t+NF27peMX5RkopIuKz+eFQEpujUsgv0QOVLU59vR0ZG+DOiC6ujWoO2dUUlep5aEUEf5zO5O3Rvkzt44VSijd/Os7SkDheHtmJB2qZLPl69xk++OUkIS8Mwq2OtkYLw9OXV5BRUEJKro60XB2peTrKyitwsbXAxdYCV1sLXO0sajRjtLEr0ZfT7z+/09HVhhX3N479nnm6Mkb/dx/5Oj0/z+6HSy03m+cUVSYOT6cX8PWUALZFp/F9eCITgzx5944uVW6YTcktZtine+jU0pbVD/ZutG+WCNGUXU+Vh0IIIYQQQtS7hAtFvLD+KD29WrBgehDWNayaeG54Bwp0er7Zc5bS8gqik3MJi8umi7stX07qTpBX1dU7mqYR5NWCIK8WvD7Kl9+Op5GeX8ItXVybbHLM0syEBdOCeHRlJK9uOkZRaTnlSrE0JI4Z/drUOnEIMKSTCx/8cpIdJ9KY2ser7oIWDSbhQhGL950jOaeYtDwdqbk6MgtKLjvH85/smpniamuBi50FLW0tGObrwuBOV56v2ZhtjEwmI7+EORP8DR3KJbYWpnw9JZAxX+1j5neHWPVAb8xMajYz9a+Jw/lTA7m5gzMDOzjjbGvOlztjuVBYwpeTAi67aVYpxXPrjqCvUHw0vpskDoUwAKk8rIJUHgohhBBC3JhmLAsn5EwmO5++GVe72lXZVFQonlkbxfrIZByszHh2eAfGB3ne8AP+y8oreGpNFD9FnQdgtL8bc6qYD1kdSikGfbIbzxaWLL+vZ12FKhpIep6OsfNCyMgvwcvBChc7C1xtzf+fELT7f6WhqYkR6Xk6UnNLSM3TXUo0/vnnxKwisovKeOimtjw7rEOV1WyNTUWFYsic3TQzNWbzY/0axYKSv/op6jyPrYrkju7uvHG7L3bNTKt1XG5RGZMXHeBUagHfTAtkYAfnv92+Yn8cr/14jO6ezVk0vQf2VmZ/u33lwQRe2nD0UsWyEKJ+SOWhEEIIIYRocEopikrLKSjRU1Cip6ikHB9n68tWljQmu2LS2X4ijedHdKx14hDAyEjjw3HdGNrZhWAfx2q/0E9FPfYAACAASURBVL7emRob8dlEf5yszcksKOGjcX7XXEmkaRpDOjmzNCSOfF0ZNhbyd91U5OnKmL4kjKzCUtY+3KdaW7ZtLUyvuJm0VF/BW5uP8c3usxxLzuPLSd3/lYxqrLafSONsRiFfTOre6BKHAKP83DidXsAXO06z82Q6j9zszfQ+XlU+p+cWlTFl0cHKxOHUfycOAab28cLJxpzZqw8z7usQlt/fC/eLFdaVy6WO09fHgcm9WtfbYxNCVE0qD6sglYdCCCGEENWzYM9ZNh9NobBET4FOX/m5VM8//6k5rLML86dd9k3tRqFUX8GIz/aggK1P9MfcpHEnOsX/HTx7gYnzDzB3cgAju/57o7NofEr05dy7JIzQc1ksuqcHN9VwWU5V1oQl8sqmaJyszflmamCVW9IbizvnhZCWp2PXMzc36orJY+dz+XhbDL/HZOBsY87jQ9oxIcgT03/EnFtcxtRFBzmRksc3UwMZ1LHqVvKDZy8wY3k4lmbGLLuvJ+2dbZi88CBHk3PZ+kR/POwt6/NhCXHDk8pDIYQQQohGJDmnmOzC0ibxYrY61oYn8u6WE3TzsKO9izXW5iZYm5tibW6MtYUJVuYmWJubEJmQw9KQOHafyqjTJEFdWrzvHGczC1lybw9JHDYxga3taW5pyvbjaZI8bAIqKhRPr4ki5MwFPp3gV+fPCRN6eNLB1YaHv43gznkhvD+2K2MDPK5+oIGEx2UREZ/Nm7f7NurEIYCvmx1L7u3JwbMX+HBbDC9viGbBnrM8NawDt3VtiZGRRm5xGdMuJg6/nnL1xCFAr7YOrH24D9MXhzL+6/2M8nNj/9kLfDC2qyQOhTCwBq081DQtH7jiBZVStg0WTDVI5aEQQggh6tqPUed5af1Rikr1vD7Kl+nBXoYO6ZpExGczaf4BerSxZ9m9Pat80VuiL2fEZ3+gAVufGFDjgfv1LTVXx6BPdhHs7cDC6T0MHY6ohae+P8zOmHTCXx7S6BMwNzKlFG9tPs6SfXG8eEtHHrrJu96ulVlQwqMrD3HgbBb3BHvx8q2d/lUh1xjMWBZORHwW+14Y1KS2qCul2HkynY+2xXAyNZ/OLW2ZPdiHebvPcvx8LvMmBzKkc82W1yTnFDNt0UHOZBRycwcnltzTo1G2cQtxvamq8rBBnzWVUjYXE4SfAy8A7oAH8DzwWUPGIoQQQgjRkIpLy3lx/RFmr4qkg6sNAzs48/qPx3h9UzT68gpDh1crKbnFPLQigpbNLfjq7oCrJmvMTYx57bbOlZV9+841UJTV9/4vJ9BXKF69rbOhQxG1NKSzCzlFZUTEZxs6FFGFb/acZcm+OO7v14YHr2HLdnU4Wpvz7f29uL9fG5aGxDF54UEy8kvq9Zo1FZuez/aLm8KbUuIQKueNDu7kwpbZ/flsoj/5JWU8/O0hjp/P5au7A2qcOARwb96MdQ8H8/jgdnw0zk8Sh0I0AoZ6ZrpdKeX3l6/naZoWBbxmoHiEEEIIIerN6bR8Zq08xKm0Ah652ZunhrbHSNP44JcTLPjjHPFZRXw5qXuTWvJQXFrOA8vD0ZWVs+qBXjS3rN5CgoEdnRnSyZkvdpxmTHd3XGxrv5CkLoWey2LT4fM8OtCH1g5Whg5H1NKA9k6YGRux/UQavdo6GDoccRk/RCTxwS8nGeXnxssjOzVIYsjE2IhXb+tMNw87nv/hCKO+3MvcKQEEtLKv92tXx4I95zA3MWJ6n6a7EMTISGNMd3dGdm3JxshkPOybEezjWOvz2VuZ8eTQ9nUYoRDiWhiqXrtQ07TJmqYZa5pmpGnaZKDQQLEIIYQQQtQLpRRrwhMZ9d+9XCgoZdl9PXl+REdMjY0wNtJ4+dbOvD+2K3tPZ3LnvBASs4oMHXK1KKV4dl0Ux87n8fld/rRzufzW0yt59bbOlFUo3t9yop4irJnyCsXrPx7Dzc6CmQPrr31S1D9rcxN6ezvw2/E0ZDFk47MrJp3nfzhCXx8HPh7f7Zq3bNfUaH931j/SF1MTjQlf7+eb3WeoqDDsz0lano4NkclMCPLEwdrcoLHUBTMTIyb08LymxKEQovExVPLwbmACkHbxY/zF7wkhhBBCXBcKSvQ8+f1hnlt3hO6e9mx5vP9lFwJM6tmKZff1JCVXxx1z93EoofG3W87ddYbNR1J4bnhHBneqeUtaawcrHuzflo2HzxMWl1UPEdbMyoPxnEjJ4+VbOze5lkHxb0M7ORN3oYgzGVKb0JhEJeYw87tDdHC14espgQZbSNTZzZbNj/VnmK8L7/9ykvuWhXGhwHBtzPN2nUFfUcGM/m0MFoMQQlyNQZKHSqk4pdRopZSjUspJKTVGKRVniFiEEEIIIerasfO5jPpyLz9GnefJIe35dkavKttz+/o4smFmX6zMTbhr/gF+jDrfgNHWzK/HUvloWwxj/N14+KbazyqbOdAbNzsLXt90jHIDVv5kFZby8a+n6NPWgZFdXQ0Wh6g7fya0t59IM3AkAioXlizee457l4bhYG3Gknt7GHxEg10zU766O4B3xnQh5MwFRn7xBwfOXmjwOFbsj2NpSBwTe7SScQlCiEbNIMlDTdPaa5q2Q9O06Itfd9M07RVDxCKEEEIIUZe2HUvljrkhFJXqWflAbx4f0g7jarTm+Thbs2FmX/w9mjN7VSSfbz/d6NouT6bm8eT3h/HzsOODO7td06wySzMTXrq1E8dT8lgZmlCHUdbMx7/GUFCi583RvjKU/zrh1rwZvm62bD8uyUNDKdGX88vRFGYsC6P3ezt4a/NxPO2bsfy+XjjbNI45p5qmMaV3azbO7IuVmQl3LzjAZ9tPNdibGT9EJPHqpmMM6eTCW6N9G+SaQghRW4ZqW14AvAiUASiljgB3GSgWIYQQQog6cex8Lk+sPkynlrZsmd2f3jVc2NDCyowVM3oyNsCdOdtP8fLG6EaTQMwqLOWB5eFYmZvwzdQgLEyvveXw1q4t6dPWgU9+jSG7sLQOoqyZo0m5rApNYFqf1rSv4dxG0bgN6eRCREK2QdtRbzRKKSITsnl1YzQ9393BI98d4mhyLvf3b8OvTw5g06P9aOPY+KrrOrvZ8tNj/Rjj785n208zZeFB0vJ09XrNrdEpPLsuimBvB/57d3dMr7KpXgghDM1QQ10slVKh/3h3V2+gWIQQQghRC0opqdT6i8yCEh5cHkFzS1MWTAus9eB7cxNjPhnvh4utBfN2ncHDvhkzb/ap42hrpqy8gpnfRZCWV8Kah/rgalc3lUOapvHG7b6M/OIPPv41hnfv6Fqt43Rl5aTl6UjN1ZGapyMtT0dKru7S99LySiguK8fLwRIfZ2u8nazxca788LC3xNhIo6JC8fqP0bSwNOOJIbLR83oztLMLn+84zc6T6YwP8rzq/dPzdGw/kc5ofzeszGXuZU2UVyiW7DvHqtAEzmQUYm5ixHBfV+4M9KCfj2O1Kq8NzcrchE8n+hPs48irG6MZ+fkffDrR/7Jzaq/VnlMZPLYqEj/P5iyYVjdvxAghRH0z1P8ZMzVN8wYUgKZp44AUA8UihBBCiKtQSpGYVUxkYjZRiblEJeUQnZxLCysz/D2b4+fZHD+P5nT1sMP6BnzhXaqv4JFvI8gsKGHdw8HX3JanaRrPDe/A+ZxiPtwaQ6sWltzWza2Ooq0+pRS/x6TzxY5YDifmMGeiH/6ezev0Gh1cbZjWpzVLQ+KY1LMVXdztrhjL/rMXWB4Sz28n0v7VWmhlZoyLnQWuthb0atMCc1NjzmUWsPNkBmvCky7dz8zEiLaOVjhYm3EoIYcP7+yGXTPDzl8Tdc/XzRZXWwu2n0i7avIwNVfHpAUHOJdZyOc7TvHiLZ0Y7e8mb45Ug66snCe/P8wv0akEtbbng7FtGdmtJbYGnmlYW+MCPfD3tGPWd5FMXxzK1N6teXZEhzp7PGFxWTy4IhwfZxuW3tNTEtVCiCZDM0QrjKZpbYH5QDCQDZwDJiul4q9ynCewHHChMvE4Xyn1+V9ufxr4GHBSSmVe5vhy4OjFLxOUUrdXdb2goCAVHh5e7cclhBBCXC/ydWWEx2VzODGHqKQcohJzyC4qA8DC1IgubnZ0cbcjq7CUqKQc4i8UAaBp0M7Z+lJCMaCVPZ1a2hryodQ7pRQvrj/K6rBEvpzUnVF+dZfk05WVM3XRQaKScln1QG8CW9vX2bmrUl6h2HI0ha9+j+Vkaj7uzZvxxJB21argqo3c4jIGfbyLNo5WrH24z9+SNoUletZHJrM8JI7T6QXYW5oyLtCDDq6VySFXO3NcbC2qXMCQW1RGbEYBZ9ILiM0oIDa98qOtkxWLp/fAqAlURomae2XjUX6ISCbytaFXrO5Ky9Mxaf4B0vJ0vHxrZ1aFJnA0OZfA1va8McqXrh6XT2aLyt/bB5aHE3oui1du7cSM/rVfoNTY6MrK+c/WkywNicPZxpy3RndhuO+1LVSKTs5l0vwDONmas+ahPjjWsjpdCCHqi6ZpEUqpoMveZqDkobFSqlzTNCvASCmVX83jWgItlVKHNE2zASKAMUqp4xcTiwuBjkDgFZKHBUop6+rGKclDIYQQNxqlFD8cSuadn4+TU1SGkQbtXWzw87hYXehpR3sXm3/NZ8q+mEQ8nFiZaIxKyiXr4gy7l0d24oEB18+Lyn9auu8cb/x0nEcH+vDM8A51fv6swlLGzt1Hvk7Phpl9aeVgWefX+FOJvpwNh5L5evcZ4i4U4e1kxcybfbjd363eZ3KtCUvkuR+OMGeiH3d09+BsRgErDsSzLjyJ/BI9Xd3tmB7sxW3dWkqbn6iWXTHp3LMkjCX39GBgR+d/3Z6ep+Oui4nDZff1JMirBRUVirURiXy0LYYLhaVMCPTk2REdJNHzD6m5Ou5ZEsqZjAI+Hu/HaH93Q4dULw4n5vDCD0c4mZrPcF8X3hrdBRfbmleWx6bnM+GbAzQzNWbtw31wa96sHqIVQohr0xiThwnAVuB7YKeqZRCapm0C/quU+k3TtHXA28AmIEiSh0IIIUTNxGUW8vLGo+yLvUBga3ueGtoef8/mtWqrUkqRlF3MOz8fZ/uJdL5/sDdBXi3qIWrD2ns6k+lLQhnU0ZlvpgTWWwXbucxC7pi7DwcrM9Y/0hc7y+q10IWcyWTx3nOYmxjj8pcqPVdbC1raNcPZ1hwLU2OKSvWsCk1kwZ6zpObp6Opux6yB3gzr7NpgVXkVFYo75oVwPqeYzi1t2X0qA1NjjZFdWzI92Ivuns2ljVTUSIm+nIC3fmN0d3fe+8c8zfQ8HXctOEBqbmXisMc/np/ydGV8sf00S0PiaGZqzOND2jE92EsWW1CZCJu+OIycolK+mRpEv3aOhg6pXpWVV7Dwj3N8tv0UZsZGPH9LR+7u2araz42JWUWM+zqECgVrH+qDVyNcGiOEENA4k4eWwG1UblgOADYDq5VSe2twDi9gD9AFGAgMUko9rmlaHFdOHuqBw1QuZ/lAKbXxMvd5EHgQoFWrVoHx8VV2UgshRK2VlVdw8GwWPdu0wMxEXowIwykrr2DBH2f5fPvpWr0wqkqeroxRX+6lpKyCn2f3q/USkcYoLrOQ0V/tw8XWnPUz+9b7rMfQc1lMWXiQwNb2LLuvZ5XPG4lZRby35QS/RKfiYmuOlZkJqXk6ikrL/3Vfe0tT9BWKfJ2eXm1aMGugD/3bORokUXc4MYexc/fhaG3O5F6tmdTL85rnR4ob2yPfRnAoIZv9Lwy+9JyWnl/ZqpxyhcThX8WmF/D25uPsPpWBt5MVb4/pQrD39Z0sq0pEfDb3LwvDxMiIpff2uOKM0uvRX99gC2ptz/tju9LuMlvalVLkFJWRmqcjJbeY1388Rr5Oz/cP9qGDq2x1F0I0Xo0uefi3ADTNHvicypmH1epB0TTNGtgNvEtlBePvwDClVO5VkofuSqnkizMXdwKDlVJnrnQdqTwUQtSn1zdFs2x/PG2drHjtts7c3OHfLVVC1LeoxBxeWH+UEyl5jPB15Y3bfetsk+6fopNzGTsvhN5tHVh6z/UxXy5fV8Ydc0O4UFDCpln96rWV+K82RCbx5PdRjAv04KNx3f6V4CsuLWferli+2XMWI01j1kBvZvRvi4WpMUop8kv0pOVWbiZOzdORdvFzqb6CiT08G0V1aHJOMc425lLhJerEDxFJPL02ih8f7Us3j+Zk5JcwacEBzucUs/TenvRsc/WfeaUUO0+m89bm46Tl6fjjuUE42Vw/b4RU144TacxaeQhXWwuW39erwZ73GpO/jvYoLNEzuVdrTI01UvNKLj2fpuXpKNFXXDrGxtyEb2f0wq+Ol00JIURdqyp5aLD1Tpqm3QRMBEYA4cCEah5nCvwAfKeUWq9pWlegDRB18R/QHsAhTdN6KqVS/3qsUir54uezmqbtAroDV0weCiFEffn5SArL9sdzSxdXTqTkcc+SMAZ3dObV2zpLO4toEIUlej7+NYZlIXE42ZjzzdTAax4GfyVd3O14fVRnXt4QzdxdsTw6qF29XKehlFcoHl99mLjMQlbc37AvoO/o7kH8hSI+234aLwfLS3+XSil+OpLC+1tOkJKr43Y/N14c2ZGWdv+fq6VpGrYWpthamF62WqaxcJdZYKIODezojJEG24+n0dKuGXcvOEBydjFL7+1RrcQhVP7uDO7kQlsnawZ/sov5e87w8q2d6znyxuX7sARe2hCNr5sti+/pccPOgNQ0jXGBHtzcwYl3Nh9naUgc5iZGuNpZ4GJrgb9n80t//nOhk7eTNc0tzQwduhBCXBNDtS3HAZHAGuBHpVRhNY/TgGVAllLqiSrO/a/Kw4sVjkVKqRJN0xyB/cBopdTxK11PKg+FEPXhXGYho77cSzsXa9Y81IcKpViyL44vd5ymtLyC+/q14bFB7eq9BfJGUFxaTjMzWazwT4cSsnlsZSTnc4uZ0qs1z47ogG0Vm2rrglKVCbfNR87z3Yze9PF2qNfr1acPfjnJ17vP8PaYLkzt3brBr6+U4qk1UWyITObzu/zxdrLmrZ+OExqXha+bLW/c7ltlG6YQN5oJX+8ns7AEY00jKbuYJff2oHfb2j0HPfX9YbZEp7D3+UE3TAJt7q5YPtwaw4D2TsybHFCrObjXK11ZOeYmRjKPVQhxXWhUbcuaphkDLyul3qrFsf2AP4CjwJ+14C8ppbb85T5xXEweapoWBDyslJqhaVow8M3F44yAz5RSi6q6niQPhRB1TVdWzti5IZzPLebn2f3/VmGTnqfjP1tj+OFQEk425rwwoiN3dHe/Llo861NFhSI5p5jY9ALOZBQQm15w6c/ZRWV8PSWAEV1aGjrMRkMpxS2f/0G+Ts8Xk/wJbN1wSaaCEj23/3cv+To9W2b3b5Jtfyv2x/HqpmNM7tWKd/+xgKEhlejLmboolMiEbPQVCntLM54d3oEJQZ4Yy3OGEH8zf88Z3ttyEgtTI5bc0/Oa3rw4m1HAkE9380D/trw4slMdRtk4/bkF/XY/Nz4e7yczmoUQ4jrWqJKHAJqmhSqlejb4hWtIkodCiLr24vqjrApNYPE9QQzq6HLZ+0QmZPPGT8eJSszB37M5r97WiYBW9tfNu9r5ujLOZRZiZW6C9cUPSzPjKz4+XVk5aXk6Uv8ySyg1t4S0PB1nMws5m1Hwt9lCDlZmeDtb4+1kze6YdDxaWLLmoT4N9fAavT2nMpi2OJSPxnVjfJBng1//ZGoeY77aR0Are1bc36tJJbpWHIjn1Y3RDOnkwrwpAQafyZdTVMqslYfo4GLL40PaYdesfqtHhWiqUnN1PPn9YR4b7FMny06eWB3JtmNp/PH8wOu6+nBfbCbTF4fSx9uBxff0MPhznhBCiPrVGJOHcwBT4HvgUsuyUupQgwdTBUkeCiHq0sbIZJ74/jAP3+TNC7d0rPK+FRWK9ZHJ/GfrSTLyS/Bs0YzhnV0Z3sWVgFb2TSrh8qfTafks2x/H+kPJ/9r4qmlgbWZSmVC0qPxcUlZOap6OnKKyf53L0swYV1sLWjtY4nMxUfjnZ3ur/88VmrfrDP/ZepLtTw3Ax7nxznhrSFMXHeRkaj57nx+IuYlhWrrXhCfy3LojzB7cjqeGtjdIDDX17YF4XtkYzZBOzsydHCjVN0LcwGLTCxg2ZzcPDGjLi7dcn9WHsen53DE3hJZ2Fqx7JLjeR1sIIYQwvMa4MMX/4ue/ti4rYJABYhFCiHoXm17ASxuO0tOrBc8Mu3qyxMiociD3iC6ubI46z7ZjqSzfH8/CvedwtDZnaGcXhvu6EOzt2KiTGPryCrafSGf5/jhCzlzAzMSI2/3cGNLJmRJ9Bfk6PYUlegr+/NDpKSzVk6/TY25tRmBre1r+OXjcrnL4uIudBTbmJtWqxBwf5MGnv8Ww8mAir426sYbbX87J1Dz+OJ3Js8M7GCxxCDAhyJODZ7P4cudpenjZ07+dk8FiqY6VBxN4ZWM0gzs689XkgEb9OyeEqH8+ztaM8nNjxf54HuzfFofrrPowI7+Ee5aEYW5izOJ7ekjiUAghhGEqD5sKqTwUQtSF4tJyxny1j8yCEn6e3R9XO4tanSdfV8bvMRlsO5bKrpPpFJaWY2NhwqCOzoz2d+Pm9s6NZj5iVmEpq8MS+O5AAsk5xbjZWTClT2smBnk2+IusWSsPsfd0JgdfGoyF6Y29POWZtVH8fCSF/S8OMvjmx6JSPWO+2seFglK2PN4fF9va/V7Ut1WhCby4/iiDOjozb0qAQZOuQojGIzY9n6Fz9vDQgKt3EzQlurJy7pp/gJOpeXz/YB/8PJsbOiQhhBANpKrKQ4O8da5pmoumaYs0Tfvl4tedNU273xCxCMM4dj6XkZ//QXRyrqFDEaLevbYpmlPp+cyZ6F/rxCGAjYUpt/u58dXdAUS8OpRF04O4pYsrf5zO5L6l4Yz84g82HU5GX15x9ZPVk/R8Hc+sjaL3+zv4cGsMrR0s+WZqIHueG8jMm30MUp0xuWcrcovL+CU6pcGv3Zik5+nYdDiZCUEeBk8cAliamTB3cgDFZeU8tjLSoD+3V7L6YuJwYAcnSRwKIf7Gx9mG27q5sXx/HFmFpYYOp05UVCieWnOYqKQcPpvYXRKHQgghLjFU381SYBvgdvHrU8ATBopFGMB/tsZwPCWPlzccpbxCql/F9WtteCJrI5J4bKAPA9rXXWumhakxgzu58OE4P0JfGsxnE/0pr1A8vvowgz7ZzcqDCZToy69+ojqUW1zG1IWhbD5ynglBHvz25ABWPtCb4b6umBhwyHofbwfaOFqx8mCCwWJoDJaGxKGvUNzXr42hQ7nEx9mGt0Z3ITQuiw2RyYYO52/WhCXywvqj3NTeiXlTAiVxKIT4l9mDfCguK2fhH2cNHUqd+HBbDFuOpvLSLZ0Y0cXV0OEIIYRoRAz1as5RKbUGqABQSumBhn2VKwwmPC6LPacy6NWmBVFJuawOu7Ff0IvrV0xqPq9uiqZPWwceH1J/SyFMjI0Y092dbU8M4JupgdhbmvLShqMM+PB3Fv5xlsISfb1d+0+6snIeWB7O2cwCFk3vwTtjutLOpXEsKNE0jUk9PQmLy+ZUWr6hwzGIolI93x1MYHhnV1o7WBk6nL+5M8Cdbh52fLb9dIMnvK9kTXgiz68/woD2TnwzNfCGb3cXQlxeOxcbbu3akmUhcWQ38erD1aEJfL37DJN7tWJG/8bzJpMQQojGwVDJw0JN0xyoXJKCpmm9gUbfv6qUQldWTmZBCfEXColOzr1u2hQa0qe/ncLR2owl9/agT1sHPtwaQ2ZBiaHDEuKaFZboOZKUw4bIJD7adpIZy8OwNjfl80n+DbId2chIY7ivKxtn9eXb+3vR1tGad34+Qd//7OTz7aeJyyysl0rf8grFk98fJvRcFp9M8Kevj2OdX+NajQv0xMzY6IatPlwbnkRucRkPDGh8Lwg1TePZ4R1IzilmVSP477M2PJHnfzhCPx9H5kviUAhxFbMHt6OorJyFe5tu9eEfpzN4eWM0N7V34s3bfau1kEwIIcSNxSALUzRNCwC+BLoA0YATME4pdaTBg6mCfeuOqteT8yu3gZZWbgHV/+OFt62FCT8+2g8vx8ZVydFY7T9zgUkLDvDqbZ25v18bYtPzueXzPxjt787H4/0MHZ4Q1VJWXsGRpBxOpOQTm17AmYwCzqQXcD5Xd+k+xkYabR2teG9sV3p4tTBYrBHx2czbFcv2E+kAmJkY0dbRCm9na7ydrPFxtsbHyZq2Tla1SpIopXj9x2Ms3x9/6fe6sZq9KpJdMemEvjzkhkoIlVcoBn68CwdrMzbM7GvocC5LKcWkBQeITS9gz3MDsTQzMUgcEfFZjP96P319HFkwLeiG+jkRQtTerO8OsftUBnufH9goZsrWxKm0fO6cG4K7fTPWPtwHG9msLIQQN6yqFqYY5F/nSqlDmqbdBHQANCBGKVVmiFiqYqRptGphibW5CdYWJliZm1T++eKHqYkRr22K5uFvI1g/M9hgL3aaCqUUn/4Wg4utOZN7tQIq51090L8tc3edYUKQJz3bGC7JIsSVKKWISctn7+lMQs5c4ODZCxSWVrZXWpoZ4+1kTa+2Dng7WVUm45ytadXCCjMTw835+1Nga3sWTu9BbHo+h+JziM0oIDa9gOjkXH45msKf74doGnjaWzIhyIMZ/dtWO2kyd9cZlu+P56EBbRt14hDg7l6t+DHqPJuPpDAu0MPQ4TSY346nkpBV1Ki3gVZWH3bkznkhLNkXx6yBPg0eQ3FpOc+sPYJb82bMmyIVh0KI6ntssA8/H01h0d5zPD2sg6HDqbaswlLuWxqGhZkxi+7pIYlDIYQQV2SQbJemaeOBrUqpY5qmvQIEaJr2jlLqkCHiuZI2jlbMn3bZpOv/2LvvsCiv9I3j35feQUGagijFLvbekmg0vZjem9HETd1sNmVTNuWXXjZl03tvJhpjOPF5UQAAIABJREFUoinGEmMXC1ZUpCggKJ2hzJzfHxA3BRQRGQbvz3XNNTDzlmfIG2TuOec8BwT7enLFW8u5c8Z6nj2/n4b5H8TitHxWpO/ngTN6/eFN2Q3HJzIzZTf3fLWB2TeOwtOJjRVEfpNdWMEv2/L5ZXs+v6QVHJha3yXMn7MGdGRkfBjJMSFEBvng1gJTko9UQnggCeF/XIPQVm1nZ34Z2+sCxdUZhTw5byufrMzk7pN7MrFXxEF/p326IpMn5m7hrP4d+eek1htM/WZol/Z07eDPh8t2HVPh4WuLdhLT3peJvVr34vcDO7djfI9wXl6wnUuGdibYr2XfxD723WZ25pfx4ZShBHjrw0ARabzukUGc3CeSt35J5+pRXVxi9GG13cF1768ir6SST6cOp2OIr7NLEhGRVsxZKc09xpgSy7JGAScAbwAvOamWIzI2qQN/n5DEzJTdvPVLurPLabWMMTw1byvRwT6cPzjmD8/5erlz/+m92JJbwtv6GYqT1dgdTH1vJSMf/Ynbv1jHL2n5jEwI5fFz+vLLHccz/7ZxPHRmH07qE0V0iK9LBIcN8fF0p0dUEKf2jebm8Um8e9UQPrxmKH6eHkx7fxWXvLGswQYjP27K5c4v1zM6MYzHJvd1iZ+DZVlcNCSW1RmFbM4pdnY5LWLVrv2s2rWfq0d2aZF1N4/U30/sRmllDa8s3N6i5/11ewFvL0nnihFxjIhvfWt2ikjrd+MJiZRW1vDm4p3OLqVR/v11Kst27uPxyX3pFxPi7HJERKSVc1Z4+Fs7xVOA14wx3wCt/yO6Blw/LoEJPSP4vzmbWLajwNnltErzt+SRklnI345PxNvjr1PBJvSMYHyPcJ75YSt7iiqcUKFIrUe+3czc1FyuHxfP3JvHsOLu8fzngv6cNyjmmPhUfkRCGN/cOIp/n96LDdnFnPSfRdw/K5Wi8v+tLLE6Yz/TP1xNr+ggXr5kYKuYnt1Ykwd0wsvj2Gmc8vqiHQT5eHDuoJhDb9wK9IgK4vTkaN76JZ28Etuhd2gGZZU1/OPztcSF+nH7JNeZbigirUv3yCAm9aodffj7fzNbo/eW7uL9pRlMGxvPmf07OrscERFxAc56x5dtWdYrwPnAHMuyvJ1YyxFzc7N46rxkYtv7Mf3DNeQWt8wbHldRu9bhVmLa+3LuoIanCt53Wi8cxvDg7I0tWJ3I/3y6MpM3Fu/kihFx3D6pO90iA4/JpQg83N24fEQc828bx4VDYnj313TGPTmfD5btYltuCVe9vYKIIB/evGIw/i42vbOdvxcn947ky9XZVFTZD72DC8soKGduag4XD+vsUv+dbhmfRLXdwYs/pbXI+f5vziayCyt48txkrV0sIkfkxhMSKams4b8LWub3V1Ms2Z7Pv2elcnz3cP4xUR+YiIhI4zgrsDsPmAtMNMYUAu2BfziplmYR5OPJy5cOpLyqhuveX0VVjcPZJbUa8zbmsiG7mBuPTzzoeoYx7f244fhE5qzP4ecteS1YoUhtl9V/fbmBUQlh/OuUHs4up1Vo7+/FQ2f2YfYNo0mKCOTuLzcw6T+L8HCzePeqIYQFeDu7xCa5aGhnSipr+HrdbmeXclS9+ctO3N0srhgR5+xSDktcmD/nDY7hw+UZZO4rP6rnWrRtLx8sy+CaUV0Y5MSu6CLSNvSMDmLygE68smAHT83bgjHG2SX9QUZBOdM/WE1cmD//uaCfSyxnISIirYNTwkNjTDmQDpxkWdYNQJQxZt6h9rMsK8ayrPmWZW20LCvVsqyb/vT83y3LMpZl1btgkWVZl1uWta3udnlzvJbfS4oI5IlzklmdUajRc3UcDsMz32+tbTLRiGkR14zuQtcO/tw3KxVbddseFSStx+7CCqa+t5roEB9euKg/Hmra8wc9o4P4+NphvHjRAEbEh/L2lUPoHOrv7LKabHBcOxLCAxo9dbnYVk1aXv1rP7ZWReXVfLoyk9OSo4kI8nF2OYftxuMTsSyLZ3/YdtTOUWyr5vbP1xHfwd+luqOKSOv22OQ+nDeoE8//lMYdX6ynxn74AwqMMazJ2M/6rCLySmw4HEceQpZW1jDl3ZU4DLx+2SB1VhYRkcPirG7L9wLnAjPqHnrLsqzPjDEPHWLXGuDvxpjVlmUFAqssy/reGLPRsqwY4ESg3neDlmW1B+4DBgGmbt9Zxpj9zfGafnNK3yjWZnXl1YU7SI4JOaY6etZnzoY9bM4p4dnz+zUqkPH2cOfBM3pz8evLeHnBdm4en9TgtuVVNWzILibA24Oe0UHNWbYcQyqq7Fz73kps1XY+vnaoS3RIdAbLsjilbxSn9I1ydilH7LfGKQ/M3sjG3cUN/v6wOwyfrszkyblb2F9exauXDmJ8z4gWrrZpPli+i/IqO9eM6ursUpokMtiHy4d35o3FO5k2tiuJEYGH3ukwPfj1RnKLbXxx3Qh8PP+6Fq+ISFN4uLvx2OS+RAT58PxPaRSUVfL8hQPw9Wrc75mMgnLu/mo9i7bl/++Ybhbhgd5EBvsQGexDRJAPkUE+dGrnx8iE0EP+7eJwGG7+OIW0vaW8e9UQ4sJc9wNAERFxDmct7nMxkGyMsQFYlvUokAIcNDw0xuwB9tR9XWJZ1iagI7AReAa4HZjZwO4Tge+NMfvqzvk9MAn46IhfzZ/cPrEb67OKuPvL9XSPDKR3x+DmPoVLsDsMz/6wjcTwAE5Ljm70fiMTwjg9OZr//rydM/t1JC7Mnxq7g625pazNKmRtZiEpmYVszS3BYcDX0515t4whpr3fUXw10hYZY7jt87Wk7i7mjcsHkRDe/AGFtE6TB3Tise828+HyXTx0Zp+/PL8ifR/3z0oldXcxg+PaYav2ZfqHq/lwylAGdm7d01urahy8/Us6oxLCXPqDlevGJfDR8kye/n4rL10ysFmP/dPmXD5blcX14+LpH9uuWY8tImJZFn8/sRvhgd7cOyuVi19fyhuXD6adf8MhX43dwRuLd/LMD1vxcHPjnlN70qmdL7nFNnKKbOQU28gttrElp4SFW/MprawBwN3NYljX9kzqFcmJvSLrHW3+9Pdb+WFTLvef1pORCeooLyIih89Z4eFuwAf4rbOIN5B9OAewLCsO6A8ssyzrDCDbGLP2IM0NOgKZv/s+q+6xPx/3WuBagNjY2MMp6QAPdzeev6g/pz2/mKnvrWL2DaMO+sdCW/X12t2k5ZXy4kUDDntNlX+d0oOfNucx7f1VBPp4sD67CFt17bSPYF9PkmNCOLFXJInhAdw5Yz13zljPe1cPcWpziyVp+TwweyMvXjyA+A4BTqtDGu/F+Wl8s24Pd5zUneO7u8aIMmkewX6enNI3iq/W7ObOk3ocaCiyp6iCR+ZsZtba3UQF+/Dchf05rW8UBWVVnPPSEq5+ZyWfTxve6oLmaruDlMxCFm/L5+ete8krqeTxc/o6u6wj0t7fi2tGd+HZH7axLquQvp1CmuW4heVV3PFF7Yd7N41PbJZjiojU59LhcYQFeHPTxymc8/IS3r16KB1DfP+y3fqsIu6YsY7U3cWM7xHBg2f2Iir4r9v9XmllDdtyS/h+Yy5zU3O4Z2Yq98xMpV9MCBN7RTKxVwRdOwTw9drdvDA/jQuHxHC5i62BKyIirYfVkgv5Wpb1PLVThmOBwcD3dU+NB5YbY85u5HECgAXAw8B3wHzgRGNMkWVZ6cAgY0z+n/a5DfD5bWq0ZVn3ABXGmCcbOs+gQYPMypUrD+MV/lFKZiHnvfwriREB/OeC/iSEHzuBUo3dwYRnFuLt4cacG0fj1oQFmT9clsGDszfSIyqQ5JgQ+sWEkNwphM6hfn8ICd9fuot/fbWBxyb34fzBTQt8j5TDYTjl+cVs2lNM98hAvrx+ZKOnp4hzzEvN4dr3VnFW/448fV7yMdlV+Vi3atc+Jr/0K4+e3Ycz+3fktYU7+O/P27Ebw7QxXZk2Lv4P3XczCso5+6UleLlbzLh+JJHBzltL0BjDltwSFm/LZ8n2ApbtKKCsyo5lQd+OwZzUJ4qpY7q6/HVdYqtmzOPz6d0xmPeuHtosx7z54zXMXreHr6aPPGZnBohIy1q6o4Ap767Ez8udd64aQvfI2lHh5VU1PD1vK2/+spPQAG8eOL0Xk3pHNul3d1peCXNTa4PEdVlFACRFBJCxr5w+HYP54JpheHloTWcREWmYZVmrjDGD6n2uhcPD35qU+AKe1AaJNUAFgDHmnUYcwxOYDcw1xjxtWVYf4Efgt5aMnagd2TjEGJPzu/0uBMYZY6bWff8K8LMxpsFpy0caHgL8sDGXf3y+lvIqO/+c1J0rRsQ1KUhzNZ+tzOQfn6/jlUsHMrFX5FE9l8NhuOC1pWzaU8wPt451SnOAOev3cP0Hq7lgcAyfrMzk3IGdePyc5BavQxpnc04xZ/93CYkRgXxy7TCtd3aMMsYw6dlFVNbYqXEYsvZXMKlXJHef0qPBZRA2ZBdxwatL6Rjiy6fThhPs27ILzheUVvLwnE0s3JpPfmklAF3D/BmREMqohDCGdT302leu5vVFO3jom018NGUYw+NDj+hY323IYdr7q7jphERumdDwmroiIs1tc04xl7+5nPIqO69fNghbjYO7v1xP1v4KLhoayz8ndW+2f1OyCyuYl5rD3NQciitqePfqIYQFeDfLsUVEpO1qTeGhJ7WjBa8CdgEWtaMQ3wLuMsZUH2J/C3gH2GeMubmBbdKpf+Rhe2AVMKDuodXAwN/WQKxPc4SHAHnFNu6YsZ6fNucxIj6UJ85NrnfKgisrr6phx94y0vJK2b63lE9XZtIh0Juv/zaqRUa+7MwvY9KzCxmd2IHXLht42OfMK7YRGuB92NOroXZtx0nPLsQAc28ewzPfb+WF+Wk8eW7yMd8wpzXaV1bF6S8spqrGwdc3jHLJTrTSfN79NZ17Z6aSFBHA/af1YkQj1oJavC2fK99eTv/Ydrx71ZAWC59t1XYuem0pG3YXc1LvSEYmhDEyIazN/XvyZ7ZqO+Oe+JmIIG8+mTq8yT/vlMxCLn9zOZ3a+fLV9JF4qqu6iLSwrP3lXP7mctILyrE7DPEd/Hnk7L4M6dK619IVEZFjQ2sKD58BAoBbjTEldY8FAU8C5Q0Fgr/bfxSwCFgPOOoevssYM+d326RTFx5aljUImGaMuabuuauAu+o2fdgY89bBztdc4SHUjnD5ZEUmD87eiJtlcf/pvTh7QEeXnFKWUVDOorS9bM8rI21vKdvzSskurDjwvLubRVyoH4+fk8zAzi23EP2rC7fzf3M28/yF/Q+rQcs36/Zw08drOKNfR5467/BHC85Myeamj1N44aL+nNo3mhq7g0veWEZKZiGz/jaKpKPQJbSlLN+5j89WZvKvU3u2+Airo+XWT1OYvW4Pn04dTr+Y5llDTVyX3WFYvnMfg+PaNaoj/G9mrd3NjR+t4aTekbzQhHVdD5fDYbixbrrtfy8ewMl9XL/r9eH4eu1ubvx4DYM6t+P1ywYT7Hd4v4+W7Sjg6ndW0s7fkw+vGaYGWyLiNPvLqrj7q/UkRQRy3bh4vD00+0FERFqH1hQebgOSzJ9OalmWO7DZGNOqVi5vzvDwNxkF5fz9sxRWpO9nYq8I/u+sPoS60DSCEls1ox6bT1FFNb6e7sSH+5PQIYD4DgEkhAcQHx5A51A/p/whVGN3MPmlJWTtr+D7W8fSvhFNaj5flcXtn68l2NeT/eXVvHXlYI7rFn5Y5zzxmYV4/Wltx7xiGyc/t5gQP09mTh95oBmDKymxVTPh6YXkFNtIjgnhvauHEOTj2gFidmEFYx+fz2XD47j3tJ7OLkdc3BuLd/Lg7I1cOqwzD5zR66h+GPTE3M28OH87d5zUnWlj44/aeVqz2et2c+sna4kL8+PtK4cQ3cgRlwu27mXqeyvpGOLLB9cMc+palSIiIiIirdXBwsOWnrNj/hwc1j1op3b9wzYvNtSPj68dzp0ndWf+5r1MfHYh32/MdXZZjfbx8kyKKqr5cMpQUv89kdk3jObZC/pzwwmJnNQniqSIQKd9gurh7sZj5/Sl2FbNv79OPeT27/2azm2frWVEfBjzbxtHQngAd89YT4ntoLPn/+CrlN3syC/jlglJf1jLMjzIh+cu6Mf2vaXc89UGWjKkby6PfLuZvBIbt05IYuPuIi57YznFh/GzaY3eXLwTA1w9uouzS5E24OpRXZg6pivvLd3Fi/PTjtp5Pl2RyYvzt3PhkBimjul61M7T2p3aN5q3rxrM7kIbk19awrbckkPuMzc1hynvrKRrWACfTB2u4FBEREREpAlaOjzcaFnWZX9+0LKsS4DNLVyL07i7WUwdG8+sG0bSIdCHKe+u5N1f051d1iFV1Th4Y/FORsSHMiI+rFU2fukeGcT14xKYmbKbHzc1HMq+smA798xMZXyPCF6/fBAhfl48Nrkve4ptPP7dlkadq9ru4Lkft9G7YxAn9oz4y/MjEsK4+YQkZqzJ5pMVmU1+Tc7w6/YCPlyWwdWjunDjCYm8eNEANmQXcfmbyw8rXG1Nisqr+Wh5BqcnR7f5NeKk5fxzUnfO6t+RJ+dt5T8/bCOjoPzQOx2GX9LyuevL9YxODOOBM3q75FIXzWlEfBifTB1GjcNwzsu/sjK9wWWLmZmSzfUfrKZXxyA+mjJMzQJERERERJqopcPD6cB0y7J+tizrqbrbAuBG4LoWrsXpukcGMXP6SEYmhPLM91spraxxdkkHNWvtbnKKbUxt5VPmph+XQLeIQO7+csNfRsoZY3j6+6088u1mTkuO5qVLBhxYfH9g53ZcOaIL7y3dxbIdBYc8zxerssjYV86tE5IafEP/t+MTGJ0Yxn2zUtm4u/jIX1wLqKiyc8eMdXQO9ePWCd0AOLFX7bpu67OcFyDml1by6sLtFFU07dzvL9tFeZWda4/hkVvS/NzcLB6b3JcTuofzzA9bGfPEfEY99hN3fLGOr9fupqCuI3JTbMstYdr7q+gS5s+LFw9Qg486vaKDmXHdCEL9vbj49WXMS835yzYfLc/g5k9SGBzXjveuHnrYaySKiIiIiMj/tOg7EWNMtjFmKPAAkF53e8AYM8QYk92StbQWXh5u3D6xe+16e4t3OrucBjkchlcXbqd7ZCBjEg/djdSZvDzcePycvuSV2Hhkzv8GtBpjePibTTz34zbOG9SJZ8/v95c347dNTCKmvS93zFiPrdre4Dkqa+w8/1Ma/WJCDrpGorubxTPn9yPEz5PpH65u0dCtxFbdpOnST3+/hV0F5Tx6dl98vf43BX1S70heuKg/67KKuOKtFS0ads9LzWHiMwv5vzmb+b9vNh32/rZqO2/9spOxSR3oERV0FCqUY5mXhxuvXz6IH24dywNn9KJnVBDfrN/DDR+tYeBDP3DSfxbx8Dcb+XlLHhVVDf9e+b29JZVc+fYKvD3cefOKwS6/3mhzi2nvx2fThtM9Kohp76/iw2UZB557Y/FO7pyxnrFJHXj7yiEEuOCasyIiIiIirYlThjEYY34yxjxfd/vRGTW0JskxIYzvEcFri3Y0eVTV0fbz1jy25pYybWy8S0ybS44J4ZrRXfloeQZLtufjcBju/moDry/eyRUj4nj07L71dkf18/Lg0bP7sjO/jGe+39rg8T9dmUV2YcVBRx3+JizAm+cvHEDGvnLunLG+RdY/3JxTzKCHfuDmT1KoqnEceoc6KZmFvLF4JxcNjWV4fOhfnp/UO4rnL+xPSmYhV7y5/KgHiMW2am77bC3XvreKiCAfzurfkU9WZrJqV8NTFeszY3U2+aVVTB2rUYdydFiWRUJ4AJcNj+PVywax5p4JfHn9CP4xsRshvp68s2QXV7y1gv4PzmPqeyv5ck1Wg7/vbdV2pry7kvzSSl6/fJA6AzcgNMCbj6YMZUxSB+76cj3P/rCVF37axoOzN3JS70hevXTQgZHlIiIiIiLSdC3abdnVHI1uyw1J3V3EKc8t5sYTErl1QlKLnPNwnPfKr2Tvr+Dnf4xzmalzFVV2TvrPQhwG+seGMDNlN9OPi+e2E7sdMvC744t1fLoyk6+mj6Rvp5A/PGertjPuiZ+Jae/Lp1OHNzpMfenn7Tz23WZuGZ/EqMQwAn088Pf2IKDuVl+Y2RTGGC55Yxkr0/dTWeNgdGIYL10y8JCjbypr7Jz2/GKKK2qYd+uYg450mlM3qmpAbAhvHaWRPUu25/OPz9axp6iC68clcOMJiVTbHYx/egHBvp7MvmEUHo24Fu0Ow/inFxDo48HM6SNdIvyWtqeiys7y9H38sDGXeRtzyC2uxMPNYnh8KBN7RXJizwjCg3xwOAx/+2g1327I4aWLBzKpd6SzS2/1qu0O7pyxns9XZQFw9oCOPD65b6N+P4iIiIiISK2DdVtWeHgQLRkeAlz3/ioWbctn0e3H0c7fq8XOeyirM/Zz9n+XcO+pPblqlGt1qV26o4ALXl0KwD8mdmP6cQmN2q/YVs2EpxfQzs+LWX8bhZfH/96Evrl4Jw/M3siHU4YyIr7xU7gdDsOUd1fy4+a8ep/39XTH39uDQB8PTu0bxd9P7NboY//evNQcrn1vFfef1hN/bw/umLGeHlGBvHXFEDoENtww4Onvt/Lcj9t484pBHN/9rw1g/uybdXu48ePaAPHtK4dgWZBTZCOn2HbgPve3++JKwgK8GZUQysiEMBLCAxoM8WzVdp6Yu4U3Fu+kS5g/T52XzIDYdgee/27DHqa9v5p7Tu3J1Y24Hn/b/sWLBnBK36hDbi9ytDkchpSsQuam5jB3Qw7pBeVYFvSPCSE80IfvUnO4++QeTNH6nI1mjOGlBduxVdm5eXxSq2zoJSIiIiLSmik8bKKWDg+35JQw6T8LmTY2nn9O6t5i5z2Uae+t4tcdBSy543j8XXDtqPeW7sLP053JAzsd1n4/bMzlmndXcsv4JG4anwjUjh4a/fh8EsMD+OjaYYddS43dwdqsIkps1ZRW1lBWWUOJrYaySjullbWP7cwvY+mOfbx66UBO7HV4o44qa+yc+MxCPN3d+Pam0Xi6u/HT5lyu/2A14YE+vHvVEOLC/P+y36Y9xZz2/GJO7RvFsxf0b/T5Zq/bzU0fp+BuWVTZ/zo9OtDbg4hgHyKCvMnaX8Guuk604YHejEoIY0RCGCMTQokKru1+vD6riFs+TSEtr5TLhnfmjpO64+f1x2vOGMOVb69gxc59/Pj3cUQG+zRYnzGGM/+7hP1lVcy/bVyzje4UaS7GGLbmljI3NYfvNuSwcU8xlwyL5UF1VhYRERERkRZ0sPDQ9ZKgNqxbZCCn9o3m7V/SuXpUF8ICGh4l1lJ27C1l7sYc/nZcgksGhwCXDuvcpP3G94zg9ORoXpi/jUm9I+kWGch7S9PJL63kpUsGNOmYHu5uDOzc7qDbVNU4OPPFX7jry/UMimtP+8MYhfrOknR2FZTz9pWDD0wvP757BB9NGcZVb6/gnJeX8NYVQ+jTKfjAPjV2B//8Yh3Bvp7ce1qvw3o9p/aNJsDbg5+37CU8yJvIIB8ig3yICK69//M1k7mvnF/S8vllewELtu5lxpraPknxHfzpERXEdxtyCAvw5t2rhjAmqUO957Qsi3+f3osJzyzkoW828sJFDf+3WL5zH2szC3nwzN4KDqVVsiyLbpGBdIsM5MYTEikoraS9v5eCQxERERERaTW0IFArc/P4RCpr7LyyYLuzSwHgtUU78XR347Lhcc4uxSnuO60ngT6e3P7FOopt1by8YAejE8MYHNf+qJ3Ty8ONp85Lpqiimntnbmj0fvmllTz/YxrHdevAuD91gO4f247PrxuBt4c757/6Kwu37j3w3BuLd7Iuq4j7T+91WEHlb8Z1C+f+03tx/bgEzh7QiREJYcR3CKg3bI5p78cFQ2J5/sL+rLh7PHNuHM3dJ/cgpr0fC7fu5dS+Ucy9eUyDweFvOof6M31cArPX7WHRtr0NbvfKwh209/fi3MMcdSriLKEB3goORURERESkVVF42MrEdwjgzP4deffXXeQV25xaS16JjS9WZ3HOwE4HXSuvLQsN8Oa+03qyNrOQ819Zyr6yqiavRXg4ekQFcdMJicxet4dv1u1p1D5PzdtKRbWdu0/pWe/z8R0CmHH9CGLb+3HV2yv4ak02O/aW8vT3W5nQM4JTW3g9QDc3i57RQUwZ05W3rxzCuvsn8uwF/Qn2a7hRy+9NHduVuFA/7p2ZSmWN/S/Pb80t4afNeVw+PE4dV0VERERERESaSOFhK3TTCYnUOAz//dm5ow/fWZJOtd3BlNHH9qL9pydHM75HOJv2FHNC93D6xYQceqdmMG1sPH07BfOvr9azt6TyoNtu3F3MJysyuHR4ZxLCAxrcLiLIh0+nDWdQXDtu/iSFS99YjpeHGw+d6Xrrq/l4uvPAGb3ZmV/Gqwt2/OX5VxfuwNfTncuGN23auoiIiIiIiIgoPGyVOof6c86ATny4LIM9RRVOqaG0sob3ft3FpF6RdKmnwcaxxLIsHj6rDyf3ieTOk1uukY2HuxtPnZtMWZWdf321noaaGxljeHD2RoJ8Pbn5hKRDHjfIx5N3rhrCKX2iyC6s4J5TehIR1HDTkdZsTFIHTukbxQvz08ioa8YCsKeogpkp2Zw/OKZVdS4XERERERERcTUKD1upG05IwGB44ac0p5z/4+UZFNtquHbMsT3q8DcRQT789+KBJIQHtuh5EyMC+fuEJOam5jIzZXe928xNzeXXHQXcOiGp0VN+vT3cee7C/sy7ZQznDY5pzpJb3D2n9MTDzeK+WRsOBKxv/ZKOw8DVo7o4uToRERERERER1+ZS4aFlWTGWZc23LGujZVmplmXdVPf4g5ZlrbMsK8WyrHmWZUU3sL+9bpsUy7JmtWz1h6dTOz/OHxzDpyszydxXfugdmlG13cGbi3cytEt7+scevDOwHH3XjO7KwM7tuHedM4A7AAAgAElEQVTmBnL/tA5mZY2d/5uzicTwAC4aEntYx3V3s0iKaNkw9GiIDPbhlglJzN+yl3kbcymqqObDZRmc0ieKmPZ+zi5PRERERERExKW5VHgI1AB/N8b0BIYB0y3L6gk8YYzpa4zpB8wG7m1g/wpjTL+62+ktVHOTTT8uAcuyeP6nbS163tnrdrO7yMa0sfEtel6pn7ubxRPn9KXK7uDOGX+cvvzWL+lk7CvnnlN74uHuav87N58rRsTRPTKQf89K5fVFOyit1KhZERERERERkebgUmmDMWaPMWZ13dclwCagozGm+Heb+QP1Lw7nYqKCfbloSCxfrM4mPb+sRc5pjOGVBTvoFhHIuG4dWuSccmhdOwRw+8Tu/LQ5j89WZQGwt6SSF35K44Tu4YxJOrb/W3m41zZ92V1k4/mf0hidGEbvjsHOLktERERERETE5blUePh7lmXFAf2BZXXfP2xZViZwMQ2PPPSxLGulZVlLLcs6s0UKPULXHxePp7vFcz+2zOjDBVv3sjmnhGvHdHW57rtt3RUj4hjapT0Pfr2R3YUVPDVvC7ZqO3ed0sPZpbUKg+Lac96gTgAadSgiIiIiIiLSTFwyPLQsKwD4Arj5t1GHxpi7jTExwAfA3xrYtbMxZhBwEfCsZVl/mZdrWda1dQHjyr179x6lV9B44YE+XDY8jq9SstmWW3JUz2V3GJ75YRtRwT6cllzvspHiRG5uFk+ck4zdGKa8u5JPVmZy+Yg44jsEOLu0VuOBM3rz0ZRhjEoIc3YpIiIiIiIiIm2Cy4WHlmV5UhscfmCMmVHPJh8Ak+vb1xiTXXe/A/iZ2pGLf97mVWPMIGPMoA4dWsdU0KljuhLg7cE9Mzf8Yb275vbBsl2szSzkn5O64+XhcpfGMSE21I+7Tu5B6u5iQnw9ufGERGeX1Kr4eLozPD5Uo2ZFREREREREmolLJURWbSLwBrDJGPP07x7/fYJyBrC5nn3bWZblXfd1GDAS2Hh0K24eoQHe3HlyD5bu2HdgvbvmllNk4/HvtjA6MYwz+mnUYWt28dBYpo2N5+nz+hHs6+nsckRERERERESkDfNwdgGHaSRwKbDesqyUusfuAq62LKsb4AB2AdMALMsaBEwzxlwD9ABesSzLQW1o+qgxxiXCQ4DzB8UwY3UWD3+zieO7hxMW4N2sx79v1gZqHA4ePrOPRm21cpZlccdJ3Z1dhoiIiIiIiIgcA1wqPDTGLAbqS7bmNLD9SuCauq+XAH2OXnVHl5ubxSNn9+Gk/yziodkbefaCv8y4brJ5qTnMTc3ln5O6Exvq12zHFRERERERERER1+ZS05aPdQnhgVw3LoGvUnazaFvzNHMprazhvlmpdI8M5JrRXZrlmCIiIiIiIiIi0jYoPHQx14+Lp2uYP3d/uYGKKvsRH+/JuVvIKbbxyNl98HTX5SAiIiIiIiIiIv+jtMjF+Hi68/BZfcjYV85zP207omOtzSzknV/TuXRYZ/rHtmueAkVEREREREREpM1QeOiChseHcu7ATry2cAebc4qbdIwau4M7Z6wnPNCbf0zs1swVioiIiIiIiIhIW6Dw0EXddXIPgnw9ueOL9dgd5rD3f/OXnWzcU8y/T+9FoI/nUahQRERERERERERcncJDF9XO34t7T+1JSmYhHyzbdVj7Zu4r5+nvtzKhZwQTe0UepQpFRERERERERMTVKTx0YWf0i2Z0YhiPf7eFnCJbo/YxxvCvrzbgbln8+/ReWJZ1lKsUERERERERERFXpfDQhVmWxUNn9qba7uD+WamN2ufrdXtYsHUvt03sRnSI71GuUEREREREREREXJnCQxfXOdSfm8Yn8l1qDt9vzK13G7vDUFRRzY69pTzw9UaSOwVz2fC4li1URERERERERERcjoezC5AjN2V0V2al7OafX6zjjcUBlFbWUFZpp8RWQ1llDRXV9gPburtZvHPVYNzdNF1ZREREREREREQOTuFhG+Dp7sZT5yXz76834nBAeKAP/mEeBHh7EODtToC3J/7e7gT6eNArOphe0cHOLllERERERERERFyAwsM2old0MJ9OHe7sMkREREREREREpA3RmociIiIiIiIiIiJSL4WHIiIiIiIiIiIiUi+FhyIiIiIiIiIiIlIvhYciIiIiIiIiIiJSL8sY4+waWi3LskqALc6uQ+QIhAH5zi5CpIl0/Yor0/Urrk7XsLgyXb/iynT9irN0NsZ0qO8JdVs+uC3GmEHOLkKkqSzLWqlrWFyVrl9xZbp+xdXpGhZXputXXJmuX2mNNG1ZRERERERERERE6qXwUEREREREREREROql8PDgXnV2ASJHSNewuDJdv+LKdP2Kq9M1LK5M16+4Ml2/0uqoYYqIiIiIiIiIiIjUSyMPRUREREREREREpF4KD0VERERERERERKReCg9FRERERERERESkXgoPRUREREREREREpF4KD0VERERERERERKReCg9FRERERERERESkXgoPRUREREREREREpF4KD0VERERERERERKReHs4uoDULCwszcXFxzi5DRERERERERETkqFm1alW+MaZDfc8pPDyIuLg4Vq5c6ewyREREREREREREjhrLsnY19JymLYuIiIiIiIiIiEi9FB6KiIiIiIiIiIhIvTRtWURERERERESkDauospNbbKu9lVSyr7SSsd3C6RLm7+zSxAUoPBQRERERERERcXH5pZWszypiXVYRu/aVkVdcSW6xjZxiGyW2mr9s7/3tZm6dkMTVo7rg4d72J6YaYyirshPgrSjscOknJiIiIiIiIiLiJMW2ar5Zt4cvVmWxYXcRndr5ERfqR+dQ/9/d+xMd4nMg5Csqr2ZddiHrsorqAsNCdhfZALAsiAryISLYh/gOAYyIDyUi2IeIQB8ignyICPLGw92NR+Zs4pFvN/PN+j08fk5fukcGOfPHcFQ4HIY1mfv5bkMO36XmkLmvgouHxnLHSd0J9PF0dnkuwzLGOLuGVmvQoEFG3ZZFREREREREpDnZHYZF2/byxeps5qXmUFnjIL6DP6MSwsgptrGroJz0gjJs1Y4D+3i4WcS098NhDLsKyg88HhfqR99OIfTtFEyfjsH07hiMfyNG1xlj+Gb9Hu6bmUqxrZrrxyUw/bgEvDxcexRijd3B8p37+HZDDnNTc8grqcTT3WJkQhiRQT58ujKTiCAfHj6rN8d3j3B2ua2GZVmrjDGD6n1O4WHDFB6KiIiIiIiISHPZmlvCF6uy+HJNNnkllQT7enJ6cjSTB3YiuVMwlmUd2NYYQ15JJen5ZQfCxPSCMoyBPp2C6dsxhD4dgwn2O7IRdPvKqnjg61S+StlN98hAHpvcl+SYkCN9qS3KGMPCbfl8s24332/MZX95NT6eboxLCmdS70iO7xFOUN1Iw5TMQm7/fC1bc0s5s180957Wi/b+Xk5+Bc6n8LCJFB6KiIiIiIiIyJEwxjBvYy4vzk9jXVYRHm4W47p1YPKAThzfIxxvD3dnlwjAj5tyufvLDeSV2Jgyuiu3TEjCx/PIaqussZOeX05VjYMqu52qGkOV3UF1jaP23u44MOpyQGy7P4SnjbVkez6PfbuZtVlFBHp7cHyPcE7qHcnYpHB8veqvv6rGwYvz0/jvz2kE+Xhy/+m9OLVvVJPO31YoPGwihYciIiIiIiIi0lTLd+7j0W83sTqjkK5h/lw8rDNn9IsmLMDb2aXVq9hWzSNzNvHR8ky6hPkz/bgETu0bddghYmllDR8ty+C1RTvIK6ls1D69OwZx5YgunJoc1ahANXV3EY99t4WFW/cSFezDLROSOKNf9GGFsZtzivnn5+tYm1XE+B4RPHxWbyKCfBq9f1ui8LCJFB6KiIiIiIiIyOHanFPM499t4afNeUQEeXPL+CTOGdjJZboaL0nL5/6vU9maW0o7P08uGBLLxUNj6dTO76D77S+r4q0l6byzJJ2iimpGxIdy7qBOBHp74unhhpe7G14eFl7u7nh6WHi5u+Hh5sbitHze/GUnaXmlhAV4c/HQWC4eFkt44F+DvMx95Tw1bwtfpewm2NeT6cfFc9nwuCaPkrQ7DG8u3slT32/B092NO0/qwfmDY3B3O7ZGISo8bCKFhyIiIiIiIiLSWFn7y3nm+23MWJNFgLcH149L4IoRcQ1On23NjDH8uqOAd5ak8/3GXADG94jg8hFxjIgP/cMU3z1FFby2cCcfLc+gotrOiT0juP64BPodxtqJxpjaEHHxTuZv2YuXuxunJkdx1cgu9O4YTEFpJc//lMYHy3bhZllcNaoL08bGE+zbPF2T0/PLuGPGOpbu2EfPqCD+dUoPRiSENcuxXYHCwyZSeCgiIiIiIiIih7K/rIoX56fx7q+7wIIrR8Rx3bh4QvzaRiOO7MIKPli6i49XZLKvrIqE8AAuG96ZgZ3b8e6SXcxYk4XDwBn9orlubDyJEYFHdL7te0t5Z0k6n6/KorzKTnJMCNvzSimvquG8QTHcPD6JyODmn15sjGH2uj08+u1msgsrGN8jnDtO6kFCeECzn6u1UXjYRAoPRURERERERKQhW3JKeH/pLr5ck015VQ2TB3TilglJRIf4Oru0o8JWbeebdXt459d01mUVAeDt4cb5g2OYMrorMe0PPq35cBVVVPPZykw+W5lFlzB/bpuYREL4kQWTjWGrtvP2knRe/CmN8mo7Fw+N5ebxSW26K7PCwyZSeCgiIiIiIiIiv1dZY+fb9Tm8v3QXK3ftx8vDjVP7RDFtXDxJRzjizpWkZBayNrOQk/tE0SGwdTaAOVIFpZU8+8M2PlyegZ+XO387LoErRsYdsimL3VGbtbnSuokKD5tI4aGIiIiIiIiIAGQUlPPB8l18tjKLfWVVdA714+KhsZwzMKZNj0gTSMsr4f/mbOanzXnEtPflzH4dKa+yU1RRTXFFNUV1txJbDUUV1ZRW1gDg5e6Gj6cbPp7u+Hq54+vpjrenO76ebvh6uuPv7UGgjweBPp4EeHsQcOB7DwK8PQn08aBrB38CfZpnXceDUXjYRAoPRURERERERI5de4oqWJG+n89XZbFw617c3SzG9wjnkmGdGRkfhpsLjSyTI7d4Wz4Pz9nEpj3F+Hu5E+zrSdBvNx/Puu89CPLxxM2yqKi2Y6u2U1Flx1ZTe19Rbaey2kF5dQ3llXaKbTWUVlZjq3bUe853rhrC2KQOR/21HSw89DjqZxcRERERERERaeUqquyszy5iTcZ+UjILWZNRSE6xDYCIIG9uOiGRC4fEHpVGHeIaRiWGMefGUdgdBg93t2Y9drXdQVllDSW22ltpZW2o2Ds6qFnP0xQKD0VERERERETaIIfDsCO/lNUZhWQUlHNirwj6dgpxdlmtypK0fOZs2ENKZiGb9pQcWKsutr0fQ7u2p19MCP1iQujTMbjZwyJxTZZl4eHe/CNOPd3dCPHzapUduhUeioiIiIiIiLQB+8uq6kbM7WdNZiEpmYWU2GoOPP/C/DQGdm7HVSO7MLFXxDEdhu0tqeTB2RuZtXY3Ad4eJMcEc93YePrHhpAcE0JYQNtsACLSFAoPRURERESOceVVNWzPK2Nrbgm7CsoIDfCmawd/4jsEEBnkc9hrelXVOKiothPk44FlaT0wkaNpf1kVj8/dwq/b80kvKAfAzYJukUGclhxN/5gQ+se2o0OgN5+vyuKdJelM/3A10cE+XDo8jguHxLTKkU5Hi8Nh+GRlJo/M2YSt2sHN4xO5blz8IbvnihzL1DDlINQwRURERETakooqO9vyStiaW8q2vBK21d1n7a+gobcFvp7udAnzJz48gK5h/nTt4E/HEF/2l1eTW2wjr9hGbnEluSV198U29pVVHdg3OsSH6BBfooN9ifrd19EhPsS098PzGB75JHKk1mcVMe39VewtqWRctw70j21H/9jaKbb+3vWPFbI7DD9tzuOtX3ayZHsBPp5unD2gE1eOiCMxIrCFX0HL2pZbwl1frmdF+n6GdmnPw2f1ISE8wNllibQKbabbsmVZMcC7QARggFeNMf+xLOt+YAqwt27Tu4wxc+rZfxLwH8AdeN0Y8+jBzqfwUERERERcnTGGNZmFfLQsg9nr9lBRbQfAy92Nrh38SQgPICkikMTwABIjAukc6se+siq27y1lx96yA/c78kvrDRndLAgL8CYiyIeIIG/Cg3yIDPLB19OdnGIbuwsr2F1Ue7+3pPIP+yaEB/DJtcMI1fRAkcP2yYoM7pmZSpi/Fy9dMpDkmMNfy3DTnmLe/iWdL1OyqapxMLxrKMd3D2dUYhjdIwPbzMhhW7WdF+en8fKC7fh7e3DXyT04d2CnNvP6RJpDWwoPo4AoY8xqy7ICgVXAmcB5QKkx5smD7OsObAUmAFnACuBCY8zGhvZReCgiIiIirqqovJov12Tx0fJMtuSW4OflzunJ0YxN6kBiRCBxoX6Hvd6ZrdrOroJydhdV0N7Pi4ggH8ICvBp9nMoaO7lFlewuqiAtr5QHZ2+kR1QQH00Zhq+XpgyKNIat2s79s1L5eEUmoxLCeO7C/rT3P7JpxwWllXy0PIMZa7LZsbcMqP1QYFRCKKMSOzAqIcxlOwz/kpbP3V+uJ72gnLP7d+TuU3roAwuRerSZ8PDPLMuaCbwAjOTQ4eFw4H5jzMS67+8EMMY80tA+Cg9FRERExJUYY1iRvp+Pl2fwzfo9VNY46NspmAsGx3J6v2gCGpjG6Czfbcjhug9WcUL3CF6+ZMAx3bxBpDGy9pdz3furWZ9dxPTj4rl1QjfcD3NN0kPZXVjB4rR8Fm/L55e0fArqliFICA9gVEIYpyVHMbBz+2Y9Z3MxxrAzv6yuaUwhazL3syG7mLhQPx4+qw8jE8KcXaJIq9Umw0PLsuKAhUBv4FbgCqAYWAn83Riz/0/bnwNMMsZcU/f9pcBQY8zf/rTdtcC1ALGxsQN37dp1VF+HiIiIiMiRSs8v49sNOXy+KpPte8sI8PbgjH7RXDgklt4dg51d3kG9sySd+2alcvHQWB46s7emEYo0YMHWvdz08RrsdsNT5yVzYq/Io35Oh8OwOaeExWl7WbQtn+U791Fld3DD8YncdEJisweXh6uovJqUrNru0il13aULy6sBCPD2oG+nYEYnduDKkXH4eGp0s8jBHCw8bF0fPTaSZVkBwBfAzcaYYsuyXgIepHYdxAeBp4CrmnJsY8yrwKtQO/KweSoWEREREWk+xtS+of9uQw5zU3PYnFMCQP/YEB6f3JdTk6Pw83KNP/UvHxHHniIbLy/YTnSIL9OPS3B2SSKtisNheHF+Gk//sJWk8EBevnQgXcL8W+Tcbm4WPaOD6BkdxLVj4imvquHemak89+M21mTs59nz+7X4FOCqGgc/bMrlo+UZLE7LxxiwLEgKD2RSr0j61XWXTggPcHq4KdJWuMZfFL9jWZYntcHhB8aYGQDGmNzfPf8aMLueXbOBmN9936nuMRERERGRo84YQ3FFTV1XYhs5RTbySmq7ExdXVP+v6UiwDxGBvzUg8TmwFqDDYUjJKmTuhhy+S81hV0E5lgWDO7fnnlN7MrFXBJ3a+Tn5VTbN7RO7kVNUwRNztxAR5MM5Azs5uySRVqHG7uBvH67hu9QczugXzSNn93HqBwN+Xh48eW4yg+Pacc/MVE55bjEvXjyAgZ3bHfVz78wv4+MVGXyxKov80iqig33423EJDOsaSt9OwQT6eB71GkSOVS4VHlq1cxjeADYZY57+3eNRxpg9dd+eBWyoZ/cVQKJlWV2oDQ0vAC46yiWLiIiIyDHKVm1nVspuvkrJJmt/BbnFNiprHH/ZLtjXk0AfD/JLK7FV//X5QB8PIoN8KLZVk1tciae7xYj4MKaNjWd8jwg6BLr+wv9ubhaPn5PM3tJK7vhiHeGB3oxJ6uDsskScyhjDfbNS+S41h7tO7s6U0V1bzbT+8wfH0is6mOs/WM35r/zKXSf34MqRcc1eX2WNnbmpuXy0LINfdxTg7mZxQvdwLhwSy5ikDhpZKNJCXGrNQ8uyRgGLgPXAb39Z3QVcCPSjdtpyOjDVGLPHsqxo4HVjzMl1+58MPAu4A28aYx4+2PnUMEVEREREDlfmvnLeX7aLT1ZkUlheTUJ4AD2jgogM9iH8dyMKI4Jqv/5tHS5jDMW2GvKKbeQW145IzC2xkVtU+727u8WEHhEc1z2cYN+2OcKmxFbNea8sJaOgjE+mDm/16zWKHE2vL9rBQ99sYurYrtx5Ug9nl1Ovoopq/v7pWn7YlMspfaJ4dHKfIx4BaKu2s2rXfn7clMeXa7LYX15Np3a+XDgklnMGdiIiyDW7Pou0dm2yYUpLUHgoIiIiIo1hjGFxWj7vLNnFj5tzcbMsJvaK4LLhcQzt0r7VjBZyBbnFNs7+7xKq7A5mXDeCmPauORVb5Ej81ol8Uq9IXrxoAG6teISdMYZXFu7giblb6Nzej5cuGUi3yMBG7//npiwr0vdhq3bg6W4xoWcEFwyOZVRCWKv+GYi0BQoPm0jhoYiIiIgcTImtmi9WZfHu0l3s2FtGWIAXFw6J5aKhsUQF+zq7PJe1LbeEyS8tISzQmy+mjaCdv5ezSxJpMWszCzn/1V/pHhnEx9cOc5kuwUt3FHDDR2sosVUzeUAngn098ff2IMDbo+7enQBvT/y93fHxdGd9dhGLt+WzZHs++aVVACSGBzAqMYxRCWEM7RpKgLdLrbQm4tIUHjaRwkMRERERqU9eiY03Fu/kg6UZlFbW0D82hMuHx3FSn0i8PVzjjX5rt3znPi55Yxlh/l7cPqk7pydHa+SRtHlZ+8s588Ul+Hi68eX1I11uTdO8Yhv//GIdqzMKKausocZx8LyhQ6A3oxJqw8KRCWFEBmtKsoizKDxsIoWHIiIiIvJ7mfvKeWXhdj5dmUWN3cEpfaO5ZlQXkmNCnF1am7Rq137un5XK+uwikmNCuOeUHgyKa+/sskSOimJbNee8tIQ9RTZmXDeCxIjGT/1tjYwxVNY4KKusobTuVlZpp6yyhrKqGhLCA+gWEahlHURaCYWHTaTwUEREREQAtuSU8NLPaXy9bg/ulsXkgZ2YOqYrcWH+zi6tzXM4DF+lZPP4d1vIKbZxSp8o/jmpO7GhWgtR2o5qu4Or3l7Br9sLeOeqIYxMCHN2SSJyjDlYeKgFBEREREREGrBq135e+jmNHzbl4eflzlUj47hmdFd1+2xBbm4WZw/oxEm9o3ht0Q5e+nk732/M5cqRcVx/XEKb7Twtf2SMIafYRomthohAH4J8PdrMiDVjDPfO3MCibfk8PrmvgkMRaXU08vAgNPJQRERE5NhTWF7FN+v3MGN1Nqt27SfEz5MrR3Th8hGdCfFT4w5nyy228eTcLXy+Oot2fl7cMj6RC4bE4unu5uzSpBn8FhJuzS1lW24J23JL2ZpXQlpuKSWVNQe28/F0IyLIh4hAH8KDvGu/rrsf2Lkdndq5zsjUVxZs55FvNzP9uHj+MbG7s8sRkWOUpi03kcJDERERkWODrdrOT5vz+HJNNj9vyaPabkgMD+D8wTFcOCQWf3X8bHU2ZBfx8Deb+HVHAR1DfJk6tivnDYpxmc608j8Oh+Hz1Vl8vDyDbX8KCUP9vUiMCCAxPJCkiACC/bzIK7aRV1JJbrGNnKLar3OKbFRU2wHwcLO4YEgMNx6fSHgrHyU8MyWbmz5O4dS+UTx3QX81BRIRp1F42EQKD0VERETaLofDsHRnAV+tyebb9TmUVNYQHujNGf2iObN/R3pGBbWZaZFtlTGGn7fs5cX5aazctZ+wAC+uHNmFS4d3JshH05ldwcr0ffz7642szy6iR1QQgzq3IykigMSIQBLDAwgNaFy3YWMMpZU1ZBdW8P7SXXy8PBMPd4vLR8QxbUw87fxb16hhW7WdR7/dzNtL0hkc1473rh6q4FtEnErhYRMpPBQRERFpexwOw1tL0nlt4Q5yim34e7kzqXcUZ/XvyPD4UNw18sclLd+5jxfnp7Fg614CvT24ZHhnrhrZhQ6BjQufpGVlF1bw6Leb+XrtbiKDfLjz5O6cnhzdbIF9RkE5z/6wlS9Tsgnw8uDaMV25clQXAlrBKOK0vFJu+GgNm/YUc+XIOO44qTveHgoORcS5FB42kcJDERERkbYlt9jGbZ+tZdG2fEbEh3LhkFjG94jA10tv3NuKDdlFvLRgO3PW78HL3Y3zB8cwZXRXYtq7zhp4bVlFlZ2XF2znlYXbMQamjo1n2tiu+HkdnVBvS04JT83bwryNuYT6e3H9cQlcPDTWKaP8jDF8tjKL+2al4uvlzhPn9OWEHhEtXoeISH0UHjaRwkMRERH5f/buO76N+v7j+Osk7z3jxHY8suPsOJMkhbBL2IGyKWWVUSiFlv5oKdACBcoopZSWvTeEHUbYIcNOnOXEiTM84r1ky/KQtb6/P2QlTjCJ49jWnfN5Ph55yJIl3cfK6e577/ve9ysGj2UFNdz6zkbanW7uOHUCF8waLpclD2JFdS08+V0RS9aXoxT89+JsTsiSoMZflFJ8uLGSBz7dRqXVzqmTh/F/Px83YBObbChr4qHPC/lhZz3J0SH89vjRLJ6eSsAATbTTbHfy5/c289HGSuaOiOfR86fKrO1CCF2R8LCXJDwUQgghhDC+doebe5cW8Mrq3WQNi+KxC6YxakiEv8sSA6TK2s41L+exs7aF966fx5ikSH+XdMQpb2zjpjc2sLa0kQnJUdx52gRmZcb5pZaVO+v5x+eFbChrYkRCOL87YQyLJg3r14lK1u9u5MY31lPZZOfmE8ZwzdEjZXgEIYTuSHjYSxIeCiGEEEL0nTaHixa7iw6XB6fbg8PtwelSONweHJ2PuT2KiSnRfTZO3daqZm58fT07alu4akEmvz9prIwtdgSqtto57fEfCAsy88H184gJ09fkGYPZ5gorv3phDXanm9sXjT6GkYsAACAASURBVOec7OF+D86UUny5tZaHPi+ksMZG1rAo/nDSWI4Zm9invZE9HsWT3xfx8BeFJEWF8NgFU8lO909oKoQQByPhYS9JeCiEEEIIAQ6Xh5KGVjTAbNIwmzRMmkaAWcOsaZhMGgEmDZvdRWVTO1VWO5XWdu/PTXYqOh+ztjt7tDxNg2nDYzghaygnZCUxMjH8kA/olVI8v6KE+z/dRnRYIA+fO4WfjUnsxV8vBou80kYueGo1szLjeOFXMwfsctUj2ffb67j2lTyiQwN54fJZuuv16fYoPtpYySPLtrPb0sbMjFj+cNK4w+4V6XJ7+CS/iv9+u4tt1TZOmTSU+86eTHSozAAuhNAvCQ97ScJDIYQQQhzJ3B7F++sreGTZdiqa2g/59TFhgQyLDiUlJoRh0aEMiwkhKiSQoAATQWbTntvAPfc1PApW7mxg2dZqNlc0A5CZEM4JWUkcPz6J7PTYH/VaUkrR6nBTb+ugvsX77401ZXxbWMfx44fwwOLJxEfIjLsC3lpbxq3vbOKK+Zn85dQsf5czqL29tozbluQzOimSF341U9fj+zlcHt5aW8ZjX+2g1tbB0WMS+f2JY5mUGn1I72N3unl3XTlPflfEbksbIxPDufG40X06i7QQQvQXCQ97ScJDIYQQQhyJlFJ8W1jHA59tY1u1jYkpUVx2VCbBASbcHuX9pxQej8LlUXiU97GwIDPJMaEMiw4lOSbksGdPrbK282VBDV8U1LC6qAGnWxEXHsTcEfF0uNzUtTiot3XQ0NqB3enZ57XBASZuXzSei+eky0G72MddH27hhZUlPHTuFM7JTvV3OYOOUop/f72TR5ZtZ8HoBJ64aDqRIcbocdfucPPSqhL++90umtqcjEgIZ1Zm3J5/PzW5S0uHi9dySnlmeTG1tg6mpEZz7TGjODErqV/HUhRCiL6km/BQ07SzD/R7pdSSgaqlJyQ8FEIIIYQ/WNuclDW2ERZkJiM+fEAPPtftbuT+T7eRW2whPT6M3584tt8nE+gJm93Jd9vr+LKghrWljUQEB5AYGUxCRDAJEUGdt8EkRHrvp8aGySWColtOt4dfPpfL2pJG3vz1HKalxfq7pEHD5fZw+/ubeWNNGYunp3L/4kkEGvDy8Ga7k7fWlLG6qIHcYgvNdhcAKTGhzO4SJsaEBfHCimJeXFWKtd3JUSPjue6YUcwbFS8nLYQQhqOn8PD5zh+HAEcBX3feXwisVEqdOmDF9ICEh0IIIYToDx0uNyX1bZQ3tlFmaaOssZ0ySxvlje2UNbZh6zxQBQgPMjN+WBQTkqOYkBxNVnIUY5IiCQro2wPynbUtPPR5IZ9tqSYhIpjfHjeK82am9flyhNCDxlYHp//nBzqcHj66Yb6uL6k1itYOF795bR3fFNZx47Gj+N0JYwZFgOb2KAqrbeQWN5BbYiG32EJ9iwPwjs+qFJyYlcR1C0cxdXiMn6sVQoje0014uGehmvYF8EulVFXn/WHAC0qpkwa8mAOQ8FAIIYQQfcHS6mBdaSNrSxvJK7WwsdyKw7X3MtuQQBPDY8MYHhdGamwow2O9tza7iy2VVrZUNlNQ1Uybww1AoFljTFIkE5KjmJEex9yR8QyP6/5yugOxO91sLGvivfUVvJ1XTmigmat/NoIr5mcSHnx4lxwLoXfbqps5+4mVjE6K5M2r5xASKLNw91adrYPLX1hDQVUz95w5kQtmpfm7pH6jlKKovpXcYgtlljbOmpbCaJ1NBCOEEL2hx/Bwq1JqfJf7JmBL18d+4nXDgZeAJEABTyml/tXl97cADwGJSqn6bl7vBvI77+5WSp1+oOVJeCiEEEKI3iiub2VNiYW8kkbWllrYVdcKeEO/iSnRzEiPZWJKNGlx3sAwPjzooD10PB5FSUMrWyqbO/9Z2VxhpbHNO4Nxamwoc0fEc9SoeOaOSGBo9I97UrV2uMgrbSS32Nt7ZkNZEw63h0CzxsVz0vnNwlEysYg4ony2uYprXlnH4umpPHTu5EHRU26g1TbbOed/q6izdfCfi6Zx7Lgkf5ckhBCiF/QYHj4OjAZe73zoPGCnUuqGg7xuGDBMKbVO07RIIA84UylV0BksPgOMA7J/IjxsUUpF9LROCQ+FEEIIcSgcLg+3Lcnn3XXlgHe24ey0WLIzYpmRHsfk1Og+7d2klGJnbQsrdzWwclc9q4ssWNu9YeKIhHDmjIxnamoMO+tayCm2sLnCitujMJu8IebszDhmZcQxMyOO6DAZH1Acmf65bDv/+moHty8az5ULRvi7HENp7XBx3lOrKKpr5dUrZ8v4kUIIYWC6Cw9hz+QpCzrvfq+Ueq8X7/EB8LhSapmmae8AdwMfADMkPBRCCCHEQLK2O7n2lTxW7mrg2mNGsnh6CiMSIgZ0ohGPR1FQ1czqogZW7vIO9N/S4SLIbGLq8Jg9g/xnp8fKZclCdPJ4FNe+mseyghre/PVcZmbE+bskQ3C5PVz9ch7fba/jmUtnsHDcEH+XJIQQ4jDoMjw8XJqmZQDfAxPxTrhyrFLqt5qmlfDT4aEL2AC4gPuVUu9385yrgasB0tLSsktLS/vrTxBCCCHEIFHe2MblL6yhuL6Vf5wzmbOmpfq7JMB7cF/S0EpqbJiM5ybEAdjsThY99gNuj2LpbxfITN0HoZTiLx9s5pXVu7n3rIlcNDvd3yUJIYQ4TAcKD/0yfZ6maWdrmrZD0zSrpmnNmqbZNE1rPoTXRwDvAjfhDQL/BNzRg5emd34QFwKPapo2cv8nKKWeUkrNUErNSExM7GlJQgghxBHD7VF8W1jLn97L5528cox6IrKvbK6wctYTK6my2nnx8lm6CQ4BAswmRg2JlOBQiIOIDAnk0fOnUt1s5/b3Nx/x27WDeWZ5Ma+s3s2vjx4hwaEQQhwB/HW9yj+A05RSWw/1hZqmBeINDl9VSi3RNG0SkAls7BzgOBVYp2naLKVUddfXKqUqOm+LNE37FpgG7Dqsv0QIIYQ4QmyvsfFuXjnvra+g1tZBkNnEazm7eXttGX8/exIjE3s8Msig8dXWGm54fT2xYUG8duVsmXFTCAObnhbLTceN5uFl2zlmTCKLs/VzIkBPluZXce/SrSyaNIw/njTO3+UIIYQYAP4KD2t6GRxqwLPAVqXUIwBKqXxgSJfnlNDNZcuapsUCbUqpDk3TEoB5eENMIYQQQvwES6uDDzdU8O66CvIrrASYNI4Zm8ji6aksHDeE99ZXcN/Srfz80eVct3Ak1x4zkuCAI6OX28urS7nzg81MSI7m2ctmMCTyx7MbCyGM5bqFo1i+o547PthMdnosGQnh/i5JV/JKLdz05gay02N5+BdTBnRMVyGEEP7jr9mW/wUMBd4HOnyPK6WWHOR184HlQD7g6Xz4T0qppV2eU0JneKhp2gzgGqXUlZqmHQU82fk6E/CoUurZAy1PJkwRQghxpFpd1MDzK4r5elstTrcia1gUi7NTOWNqMgkRwfs8t87Wwd0fF/DhxkpGJIbz97MmMWdEvJ8q738ej+L+z7bx1PdFHD9+CI9dMI2wIJl8RIjBoqKpnZ8/+j2ZiRG8c81cAs1+GelJd0rqWzn7vyuJCglgyXXziAsP8ndJQggh+pDuJkzRNO35bh5WSqnLB7yYA5DwUAghxJHG5fbwzy+3859vdpEQEcyZU5NZnJ3K+GFRB33tt4W1/OWDzZRZ2jk3O5U/nTKe2EF2cNnhcnPzmxv5JL+KS+emc+dpEzBLzxshBp2PN1Xym9fWc/3CkfxBLs3F0upg8X9X0tTmYMl188iUHplCCDHoHCg89MtpcqXUr/yxXCGEEEL8tJpmOze+vp6cYgvnzxzOXadPOKSJNo4ZO4Qvbjqaf321g6eXF/HVtlpuXzSes6al0DkuseHd/XEBn+RX8edTxnPlgsxB83cJIfZ16uRkvt9exxPf7mLB6MRB3Zv6YOxON1e/tJaKpnZeu3K2BIdCCHEE8tdsy2M0TftK07TNnfcna5p2uz9qEUIIoS9KKfJKLWwqb/J3KUeUFTvrWfTYcjaVW/nneVO4f/HkXs3QGxpk5v9+Po6Pb5hPWlwYN7+1kb9+VDAoZi59f32Fd3bRn43gqp+NkOBQiEHuztMmkBEfzu/e3EBTm8Pf5fiF3enmt2+sZ21pI4/8YgozMuL8XZIQQgg/8NcAHk8DtwFOAKXUJuB8P9UihBBCB9ocLl7NKeXkR5ez+L+rOP3xFZz9xAqW5lfh9hg/eNIrt0fxz2XbufjZHGLDgvjwN/M4a9rhzzA6flgU7157FJfPy+SFlSWGDxB31Ni4bUk+szLi+P1JY/1djhBiAIQHB/Cv86dSZ+vgT+/lG3ob1huVTe2c+79VfL6lhjtOzeLUycn+LkkIIYSf+Gt07zClVO5+Z+xdfqpFCCF0w+NRONweHG4PTpf3VikIDwogPNhMwCActL2kvpWXVpXydl4ZNruLrGFRPLB4Eu0ON8+tKOG6V9cxPC6Uy+dlcu6M4UQEy8QUfaXO1sFNb65nxc4GFk9P5e4zJ/TpxB9mk8ZfTh2PSYNnfigG4M7TsgzXY6+1w8U1r+QRHmzm3xdOk8kThDiCTE6N4ZYTx/LAZ9t4a20Z581M83dJAyK32MK1r+TR4fLwzKUzOD4ryd8lCSGE8CN/HYHVa5o2ElAAmqadA1T5qRYhhBgQSimqm+1sKreyqbyJTeVWdtS00O5043R7cLg8uA7Swy44wERkSADhwQGEBwUQEewNFccNi+KK+Zk/mgVXrzwexXfb63hxVQnfFtYRYNI4ZdIwfnlUOtPTYveES5fMzWBZQTVPLy/mrx8V8Miy7Vw4O43LjspgWHSof/8Ig1u1q4Eb31hPc7uTf5wzmV/MGN4vy9E0jT8vGg8YM0BUSvF/S/Iprm/llStnkxQV4u+ShBAD7Nc/G8HyHXXc9WEBMzLiGJkY4e+S+o1SildydvPXD7eQFhfGU5fOYNSQwfv3CiGE6Bl/zbY8AngKOApoBIqBi5RSpQNezAHIbMtCiMNhaXWwsayJjeVN5Jdb2VRhpc7WAXh7ZI1NimT8sCgiQwIINGsEBZgINJsICjAR1HkbaDahAa0ON60dLlo7XNg6b1s7XLR0/iuobCYk0Mwvj8rg6gUjdDnDbUuHi7zSRnKLG/h4UxWlDW0kRgZz0ew0LpyVxpCDhDLrdjfy7PJiPt1chUnTOG1KMr+al8Hk1JgB+gsGj5dWlXDXh1vISAjniYumM27owWdSPlxKKf6+dCtPLy/ml3PTuev0CYYIEF9eVcJfPtjCH04ay/ULR/m7HCGEn1Rb7Zz8r++JDg3kpuNHc+rk5EHXC7nD5ebOD7bwxpoyjh03hEfPn0pUSKC/yxJCCDFADjTb8oCHh5qmmYEHlFK/1zQtHDAppWwDWkQPSXgohOgNa5uTf321g5dWleDyKDQNRiVGMCk1mimpMUxKjSZrWFSvJqP4KbvqWvjXlzv4aFMl4UEBXD4/kyvmZxId6r9Gf1ObgzUl3rAwp9jClspm3B5FgEkjOz2Wi+ekc9KEoQQFHNrBV5mljedWFPPWmjJaHW4mpURz8Zw0TpuS3KeX3A5W7+aVc8vbGzl+fBKPnj91QC8DN1qAuKGsiXP/t5IFoxN55tIZmEz6rVUI0f9W7Wrg9vfz2VXXytCoEC6bl8EFs9L8uq/tK7XNdq55JY91u5v4zcJR/O6EMZhlmyeEEEcU3YSHmqYFKKVcmqatVkrNGbAF95KEh0KIQ+Fye3h9TRmPfFGItd3JeTPTOHNqMhNSogcsoCmstvHol9v5dHM1USEBXP2zEVw2L7Pfl293utlR08LW6mY2V1jJLbawrdp7XigowMS04THMzoxjVmY809JiCO+Deprtzs7Zb0vZXtNCZEgAi6encvGcNEYNiTzs9x+Mvtpaw9Uv5zFnRBzPXTaT4IC+C7B7SinFfZ9u46nvi7h0bjp/1WmA2Njq4NR//wDAJzfOJyZMf715hRADzzfsxtPLi1i5q4GwIDO/mDGcK+ZnMjwuzN/l9cq63Y1c83IeLR0uHjp3CqdMGubvkoQQQviBnsLDdUqp6Zqm/RdIAd4GWn2/V0otGbBiekDCQyFET63cWc/fPi5gW7WNOSPiuOPUCWQl9/+loD9lc4WVR7/czpdba4kNC+Sao0dyxtQUEiKCDmvSFaUU5Y3tFFbb2FbdzNZqG9uqmimub8U3XGNYkJns9Ng9YeHk1Og+7WXZXU1rShp5NaeUT/Orcbg9zM6M63XPxsEqt9jCJc/mMHZoJK9dNcevE8/oPUD0eBRXvLiGFTsbeOfauXJpvBCiW1sqrTy7vJgPN1biUYqTJgzlygUjyE6P9XdpPaKU4rXc3fz1wwKSooN5+tIZAzKMhRBCCH3SY3j4fJeHFaABSil1+YAV0wMSHgohDqa0oZV7P9nKFwU1pMaGcvui8Zw0YahugpANZU08smw732+vA8CkQUJEMElRISRFBTMkKoSkSN/PwXQ4PVjaHDS1ObG0Omhsc9DY6sDS5qSpzUG9rYNWh3vP+6fFhTFuaCTjhkUxvvM2LS7Mb5c61bd08Pbacl7LLaXM0k5CRDC3njyWc7NTdfN/4g8Flc2c99QqEiODeeeao4jTwZiYSinu/3QbT35fxCVzvAGiXi4LfvzrHTz0xXbuPnMil8xJ93c5Qgidq7baeXFVCa+uLqXZ7uJnYxJ56JzJBx3L159qbXZuezefr7bVsmB0Ao+dP02X4yULIYQYOHoKD8uBR+gMCztvfZRS6pEBK6YHJDwUQvyUlg4Xj3+9k+d+KCbArHH9wlFcMT+zX3vYHY6NZU1srrRSY7VT09xBja3zttmOpdXR7WvCg8zEhAURFx5ETFggceHen0cNiWDc0CjGDo30a++1A/F4FN/tqOOJb3aypqSRo8ckcv/iSUfkDM2lDa2c879VBJg03rn2KFJi9PMZKKW4/7NtPPldESdkJfHP8wZ2DMburNhZzyXP5nDalGQePW/qER06CyEOTWuHi9dzd/PQF4WEBQXwj8WTOT4ryd9l/chnm6u4bUk+bQ43fzx5HJcdlaGbkzdCCCH8R0/hYRXwX/YNDX2UUupvA1ZMD0h4KIToTn1LB2c9sYIySzuLp6dy68ljSdJx74KD6XC5qbN1UGvrIDTQTGyYNyzUaxB6KDwexcurS7n/020EmDT+cmoW5844cnoh1jbbOed/q7DZnbx9zVxdjgWplOLFlSXc/clWRiaG88ylM0mL98+4Yduqm7no6Rxiw4P44Pp5fTI2pxDiyLOztoUbX19PQVUzF89J48+nZBEa5P99arPdyV0fbmHJugompUTzz/Om6HK/IIQQwj/0FB6uU0pNH7AFHiYJD4UQ+3O6PVz0TA4by5p46fJZzB4R7++SRA/sbmjjD+9sJKfYwtFjErnv7Ekk66gHXn+wtjs578lV7La08dpVc5g6XN/j9v2wo57rX1uHpsETF03nqJEJA7r83GILV7y4hrAgM69dNYeRiREDunwhxODS4XLz0OeFPL28mNFDInjsgmmMH+a/8QRX7qrnD29vorrZzvULR3HDsaMIPIwxkIUQQgw+BwoPB3qPcWR09RBCDFr3fFxAbrGFBxZPluDQQNLiw3j9qjn87YwJrCmxcNI/v+fNNbsZyBNoA6nd4ebKF9ewq66FJy/J1n1wCDB/dAIfXD+PxIhgLnk2l5dWlQzY/8+yghoueTaHxMhg3r32KAkOhRCHLTjAzJ8XZfHS5bNoandyxuMreO6H4gHf79idbu7+uIALn84hOMDEO9fM5eYTxkhwKIQQ4pAMdM/DOKWUZcAWeJik56EQoqu31pRx67ubuGpBJn9elOXvckQv7W5o49Z3N7K6yMKC0Qncv3iyrsYBPFxOt4drXs7j68JaHr9gOosmD/N3SYfEZndy0xsb+GpbLRfMSuOvp0/o1xmz31yzm9uW5DMpNYbnL5upi8lkhBCDS0NLB7e+s4mvttVy9JhEHjp3ComRwf2+3E3lTdzy1kZ21LZw6dx0bvv5eF1cPi2EEEKfdHPZstFIeCiE8Fm3u5Hzn1zN7BFxPH/ZTALkjL2heTyKV3NKue/TbZg1jfsWT+LUycn+LuuwOVwebnpzPUvzq7nnzIlcbNCZgt0excNfFPLEt7uYlRHHExdPJyGibw+0lVI88e0uHvy8kJ+NSeS/F02XMQ6FEP1GKe8YvPd+spWI4ADuXzyZE/ppMpWWDhcPfV7IS6tKSIwM5sFzpvCzMYn9siwhhBCDh4SHvSThoRACvJNOnPrvHwgJNPPhb+YREyY9kwaLMksbv31jPet2N3Hp3HT+vGg8wQHG7JVhd7q57tV1fL2tlr+cmsUV8zP9XdJh+2BDBbe+s4mEiGCeujSbCcnRffK+Ho/ibx8X8MLKEs6YmsyD50zp196NQgjhs73Gxo2vr2dbtY3TpiRz12lZxPfhyZHPt1Rz5wdbqLHZuWROOr8/aSxRIYF99v5CCCEGLwkPe0nCQyFEh8vNBU+tZmuVjfeuP4pxQ/032LnoH063h398to2nlxczMSWKJy7M9ttsv73V5nBx9Ut5rNhVzz1nTuSi2cbscdid/HIrV720llqbnePGJ3HxnHQWjErAZOrdMMoOl4db3t7IRxsruXxeJrcvGt/r9xJCiN5wuDw88e1O/vPNTiJDArnztCxOn5KMpvV+W1TZ1M5dH27hi4Iaxg2N5O9nT2J6WmwfVi2EEGKwk/CwlyQ8FOLIppTitiX5vLGmjCcums4pk4w1dpw4NMsKarjlrQ0o4MFzpnDyxKH+LqlHbHYnl7+whrzSRh46dwpnT0/1d0l9rr6lg+d+KOattWXUtzhIiwvjwtlpnJudekg9dlo6XFzzch4/7KznjyeP45qjRxzWwboQQhyOwmobt76zkY3lVo4fP4R7zpzE0OiQQ3oPt0fx4soSHv6iELdS/O74MVw+P1MmRBFCCHHIBk14qGnacOAlIAlQwFNKqX91+f0twENAolKqvpvX/xK4vfPuPUqpFw+0PAkPhTiyvbK6lNvf38z1C0fyh5PG+bscMQDKLG385rV1bCy38qt5Gdz28/G6vpy1qc3Bpc/lUlDZzL/On2a4yVEOlcPl4bMt1by6upScYgtBZhOnTBrKRXPSmZEeuycIVErR0OqgqK6VoroWdtW1UFTXyuZKK/UtDu47exK/mDHcz3+NEEKAy+3huRXFPPzFdoICTPz5lPGcN3N4j05sbK6w8qf38tlUbuXoMYncc+ZEhscZq+e8EEII/RhM4eEwYJhSap2maZFAHnCmUqqgM1h8BhgHZO8fHmqaFgesBWbgDR7zOp/X+FPLk/Cw/2yvsfHyqlJSYkOZnBLNxNRoGY9F6EpusYULn17NgtEJPPPLmZjlssYjhsPl4e9Lt/LCyhKmDI/hPxdOIzVWfwdj9S0dXPxMDkV1rTxx0XSO76eB9/VqR42NV3N2825eObYOF+OGRpKVHEVxfStFda1Y2517nhsUYCIzPpwRieFcMCtNJg4QQuhOcX0rf3x3E7nFFuaNiuf+syeTHBNKdbOdMksb5Y3tlFnaKGv0/lxuaaOq2U58eDB3npbFqZOHSU9qIYQQh2XQhIf70zTtA+BxpdQyTdPeAe4GPgBmdBMeXgAco5T6def9J4FvlVKv/9T7S3jY9zwexXMrivnH54WA9yDdZ0RCOJNSo5mUEs2U4TFMSI4iLEhmvhQDr7KpndMf/4GokEDeu34e0aESbB+JPs2v4tZ3NmEyaTx87hRdhXPVVjsXPbOaiqZ2nr50BgtGH7lhWJvDxYcbKnktdzc1zXZGJEQwIjGckYl7b5NjQuUEgBBC9zwexWu5u7lv6VacboVC4XTvPVbTNBgaFUJqbCjDY8MYOSSCi2enEx0m7RQhhBCHb1CGh5qmZQDfAxOBhcCxSqnfappWQvfh4e+BEKXUPZ33/wK0K6Ue2u95VwNXA6SlpWWXlpb2819y5ChvbOP3b29kdZGFE7KSuO/sSQSYNDaVW8mvsLKxrIn8CitVVjsAJg1SY8MICjBh1jRMJo0Ak/fWrEGAyYTJBFnDorn15LGEBBpzhlShHy63h3fXlfPolzuw2V28f/1RjBoS6e+yhB+VNrRy3avr2FLZzJ9OGcdVC/w/Rl6ZpY2LnsnB0urguctmMiszzq/1CCGE6FsVTe08s7yIkEAzw2PDGB4XSmpsGMkxIQQHSHtXCCFE/xh04aGmaRHAd8C9wGfAN8CJSinr4YaHXUnPw76hlOLddRX89cMteJTiztMncG526k8egNfa7OSXW9lYbqW4vhW3x4Pbo3B78P6svGdm3R6Fw+0hr7SRGemxPHXpDOLCgwb4rxODgcej+CS/in8u205RfStTh8dwx2lZMkuhAMDudHPzWxtYml/NJXPSufO0LAL8NBD9lkorV724lpYOFy9dMZupw2P8UocQQgghhBBicDlQeGi4a0I1TQsE3gVeVUot0TRtEpAJbOwMo1KBdZqmzVJKVXd5aQVwTJf7qcC3/V1vm8OFw+UhJuzIDLUaWjr403v5fL6lhlmZcTx87pSDDuQ8JDKE48aHcNz4nl0i+PGmSm5+ayNnPbGC5y+byYjEiL4oXRwBlFJ8W1jHg58XUlDVzNikSJ6+dAbHjx/i995lQj9CAs08fsF0HojdxpPfF1HZ1M6/L5w2oMMqKKV4eXUp93y8ldjwQF6/eg4TkqMHbPlCCCGEEEKII5eheh5q3qP5FwGLUuqmn3hOCd33PIzDO0nK9M6H1uGdMMXyU8s73J6Hbo/ijP/8QGxYEC/+ahamI2y8pS8Lavi/JZtobnfx+5PGcMX8Ef025lReaSNXv7QWl0fx5CXZzBkR3y/LEYNHTlEDD35eyNrSRtLiwrj5hDGcNiVZxkUTB/TyqhLu/HALE5KjefaXMxgSFdLvy7S2O/njO5v4a0+/vQAAIABJREFUbEs1C8cm8vAvpkovayGEEEIIIUSfOlDPQ/9cd9V784BLgGM1TdvQ+e+Un3qypmkzNE17BqAzJLwbWNP5728HCg77gtmkceGsdJbvqOfxb3b256J0xen2cNuSTVz50loSI0P48IZ5XP2zkf0aymSnx/LedfNIiAjikmdzWLKuvN+WJYytsNrGpc/lct5Tq9ltaeOeMyfy5c1Hc+a0FAkOxUFdMjeDpy+dwc7aFs56YiXba2z9urz1uxtZ9Nhyvtxaw59PGc+zv5wpwaEQQgghhBBiQBmq5+FA64sxD5VS3PzWRt7fUMErV8xm3qiEPqpOn1xuDze+sZ6l+dVcc/RIfnfC6AEd2Nna5uTaV/NYuauBG48bze+OHy2XnwrAO7P349/s5IlvdhIREsC1R4/k0rkZhAbJwOPi0OWXW7n8xTXYnW6evCSbo0b27bbd41E8+0MxD3y2jaSoEB6/cBrTZAxOIYQQQgghRD8ZdBOmDJS+mjCltcPFGf9ZQVObg6U3LhiQy9z8we1R3PTmBj7aWMnti8Zz5YIRfqnD4fJw+/v5vLW2nDOmJvPA4skyE/MRbkNZE7e+s5HtNS2cOTWZO06bIL23xGErb2zjV8+voaShlQcWT+bs6al98r6WVge/f3sjX2+r5eQJQ3lg8WSiwwL75L2FEEIIIYQQojsSHvZSX862vKPGxumPr2BSajSvXTnbbzN19he3R/GHtzeyZH0F//fzcVxz9Ei/1qOU4olvd/Hg54XMSI/lL6dmYdI03Ep1zt7srdmjFC6PQinFhORoEiOD/Vq36FvtDjf//HI7zywvYkhkCH8/eyLHjuvZRDxC9IS13ck1L+exqqiBE7KSCAk075kN3ru9UXu3NW5FSKCJ6NBAokIDvbchgUSFBuz5uaXDxR0fbMHS6uD2U8dzyZx06T0thBBCCCGE6HcSHvZSX4aHAEvWlXPzWxu57piR3HryuD57X3/zeBS3LcnnzbVl3HLCGG44brS/S9rDNxOzw+U56HPNJo35oxI4a1oKJ05IGtCZVEXfW13UwP+9u4mShjYumJXGbaeMIypEem+Jvudwebj74wK+216H2aRh0rzbE7PJhNkEZk3rvK9hd3qwtjtptjtpbnfi6WYXnBEfxuMXTmdiisymLIQQQgghhBgYEh72Ul+HhwC3LdnE67llPH/ZTBaOG9Kn7+0PSiluf38zr+bs5sZjR3HziWP9XdKPFNW1sL2mBbNJI8CkYTJp+xzMm03g9sC3hbV8sKGSiqZ2woLMnJiVxJnTUpg/KmHQ9RQdzGx2Jw98to1XVu8mLS6M+xdP6vPx6IToC0opWjpcNNtdWNu8gWK7w83MzDgiguXkhRBCCCGEEGLgSHjYS/0RHtqdbs56YiVV1nY+uXEBKTGhffr+A0kpxV8/KuCFlSVcc/RI/njyWMNfXufxKNaWNvLe+go+2VRJs91FQkQQp05O5rQpySRGHPiy5rBgMwkHeY7oHx6P4uP8Ku5fupWqZjuXz8vklhPHSA9SIYQQQgghhBDiICQ87KX+CA8BiutbOe3fPzBqSARv/XouQQHG69WmlOLvS7fy9PJirpifye2Lxhs+ONxfh8vNt4V1vL++gq+21uJwH/zSZ02D82em8YeTxsqEHANEKcU3hbU8+Pl2tlY1M25oJPeeNYnsdJmZVgghhBBCCCGE6AkJD3upv8JDgKX5VVz36joun5fJHadl9csy+otSigc/L+SJb3fxy7np3HX6hEEXHO7P2u7khx312J3uAz4vv8LKy6tLCQ8yc8uJY7lodtoRf8lzh8tNfrmVpKgQhseF9el7ry5q4MHPC8krbSQ9PoybTxjDqZOTMZsG9/oohBBCCCGEEEL0JQkPe6k/w0OAuz7cwgsrS/jfxdM5eeKwfltOX/v3Vzt4eNl2Lpydxr1nThz0weGh2lFj466PtrBiZwPjhkZy1+kTmDMi3t9l9Yrd6aa8sY2h0aE9HoPN6fawqdzK6qIGVu6qZ21JIx0uD2aTxjnTU7nhuFGkxh5eiJhfbuXBLwr5fnsdSVHB3HjcaH4xYziBR3hQK4QQQgghhBBC9IaEh73U3+Ghw+Xh3CdXUVTbwsc3zic9PrzfltVXlu+o45Jnczl7egoPnTMFk/Tw6pZSis+3VHP3x1upaGrn1MnD+NMp40n+iTEubXYnmyuaya9oYlO5lbjwIK6cP4K0+L7tqdcTHo8ip9jCBxsq+CS/CpvdBUBsWCCpsWEMjwtleGwYqXFhpMZ6f253uFlVVM/KXQ2sKbbQ6vD20Bw3NJK5I+OZnRnH6iILr+XsRqE4b+ZwfrNwNEOjQw6ptp21Nh5Ztp2l+dXEhAVy3TEjuXRuBiGB5j7/HIQQQgghhBBCiCOFhIe91N/hIUCZpY1T//0DqbGhvHvtUboOQZraHJz06PdEhgTy8Q3zdV2rXrQ73Pzvu13877tdmDSN6xeO5JI5Geyss7Gp3Nr5r4mi+lZ8X8WUmFDqbB24leLMqSlct3AkIxMj+r3WbdXNvL++kg83VFBptRMeZOakiUM5amQCdbYOyhrbKLO0UdHYTnlje7djQI5MDOeokQl7AsP4/SaPqWxq5/FvdvLWmjJMJo2LZqdx7TEjGRLZfYjY1OZgdZFlTy/G7TUthAeZuXLBCK5ckElkSGC/fBZCCCGEEEIIIcSRRMLDXhqI8BDgq601XPHiWi6cncbfz5rU78vrDaUUN7y+ns82V/P+9fOYmBLt75IMpczSxr2fbOWzLdX7PD4kMpjJqTFMTo1mcmo0k1KiiY8IpqbZzpPfFfFabikdLg+LJg3jN8eOYtzQqB4tz2Z3Ulhtw+VRBJpNBAeYCDSbCArw/gs0awSbzTTbnSzNr+K99RVsq7ZhNmkcPSaRM6elcML4JEKDug+IPR5FbWegWN7YhtlkYk5mHEOietaTsMzSxr+/3sG76yoINGv8cm4Gvz56JIFmjTUlFlbtamDlrgYKqppRCkIDzczIiGXeqATOzU79USgphBBCCCGEEEKI3pPwsJcGKjwEuP/Tbfzvu108et5UzpyWMiDLPBTvr6/gpjc38IeTxnL9wlH+LsewVuysJ6+0kfHDopicGk3SQcK2+pYOnllezMurSmh1uDkxK4kbjh3NpNS94W27w82Wyr29GDdVWCmqaz2kuqalxXDWtBQWTRo2oMFccX0rj321g/c3VBAcYMLpVrg9iqAAE9PTYvb0YpySGmPIWcmFEEIIIYQQQggjkPCwlwYyPHS5PVz4dA6bK618+Jt5jBoSOSDL7YmKpnZOfvR7xiZF8uav58pMtn7Q1ObguRUlPL+iGJvdxTFjExkSGcymcivba2x4Or/GSVHBTEqJYUpqNBNSoggJMONwe3C4PDjdCofbjcPlweFWOFweTBosHDuEjAT/jre5s9bGCytLiA0LYu6IeKanx8pl8UIIIYQQQgghxACR8LCXBjI8BKi22ln02HLiwoP44DfzCAvq2ey2/cnjUVz0TA6bypv49Lc/88sEHmKvZruTl1eV8twPxSjwXu6cEs2kzkufD9aTUQghhBBCCCGEEGJ/Eh720kCHhwA/7KjnkudyOGtqCg//Ygqa5t9efk9/X8S9S7fyj8WT+cXM4X6tRezl+976e/0QQgghhBBCCCGE8R0oPJRBxHRm/ugEfnvcaJasr+CttWV+rWVbdTMPfl7IiVlJnDsj1a+1iH1pmibBoRBCCCGEEEIIIfqdhIc6dMOxo5k/KoE7PthCQWWzX2rocLm56Y0NRIUGct/ZkySoEkIIIYQQQgghhDgCSXioQ2aTxqPnTyU6NJDrX1uHze4c8Boe/mI726pt/OOcSQM6+64QQgghhBBCCCGE0A8JD3UqISKYxy+czm5LG//3bj4DOTblql0NPL28iItmp3HsuKQBW64QQgghhBBCCCGE0BdDhYeapg3XNO0bTdMKNE3bomnabzsfv1vTtE2apm3QNO0LTdOSf+L17s7nbNA07cOBrf7QzcqM4w8njeWT/CpeWlU6IMtstju55a0NZMSH8+dF4wdkmUIIIYQQQgghhBBCnwL8XcAhcgG3KKXWaZoWCeRpmrYMeFAp9RcATdNuBO4Arunm9e1KqakDV+7hu3rBCNYUW7jnkwKiQgM4c2pKv40/uLO2hT+/l0+NrYN3rz2KsCCjrR5CCCGEEEIIIYQQoi8ZquehUqpKKbWu82cbsBVIUUp1nVUkHBi4a3z7mcmk8fAvpjAxJZrfvbmRS5/LpbShtU+XYW1z8tePtnDyo99TUNnM/WdPYurwmD5dhhBCCCGEEEIIIYQwHm0gx9LrS5qmZQDfAxOVUs2apt0LXApYgYVKqbpuXuMCNuDtwXi/Uur9bp5zNXA1QFpaWnZp6cBcLnwwbo/i1ZxS/vFZIU63hxuPG81VC0YQFND7/Nfl9vDGmjIe/qKQpnYn589M45YTx5AgE6QIIYQQQgghhBBCHDE0TctTSs3o9ndGDA81TYsAvgPuVUot2e93twEhSqk7u3ldilKqQtO0EcDXwHFKqV0/tZwZM2aotWvX9nH1h6faauevH23h083VjE2K5O9nTyQ7Pe6Q32flznr+9nEB26ptzM6M447TspiQHN0PFQshhBBCCCGEEEIIPRtU4aGmaYHAx8DnSqlHuvl9GrBUKTXxIO/zAvCxUuqdn3qOHsNDny8Larjjg81UWu1cODuNP548jujQwIO+bndDG/cuLeDzLTWkxobyp1PG8/OJQ/ttHEUhhBBCCCGEEEIIoW8HCg8NNSOG5k24ngW2dg0ONU0brZTa0Xn3DGBbN6+NBdqUUh2apiUA84B/DEDZ/eL4rCTmjoznkWXbeX5FMV9sqeGWE8cQFRKItd1Js93pvW3vvLW7aG53UlDZTIBZ4w8njeWK+ZmEBJr9/acIIYQQQgghhBBCCJ0yVM9DTdPmA8uBfMDT+fCfgCuAsZ2PlQLXdF6ePKPz5ys1TTsKeLLzOSbgUaXUswdanp57Hna1ucLKbUvyya+w7vN4gEkjOjSQqNBAokICiAoNZERCONctHEVSVIifqhVCCCGEEEIIIYQQejKoLlseSEYJD8E7ocqWSivBAebOwDCA0ECzXI4shBBCCCGEEEIIIQ5o0Fy2LH6a2aQxOTXG32UIIYQQQgghhBBCiEHE5O8ChBBCCCGEEEIIIYQQ+iThoRBCCCGEEEIIIYQQolsSHgohhBBCCCGEEEIIIbolE6YcgKZpNqDQ33UIcRgSgHp/FyFEL8n6K4xM1l9hdLIOCyOT9VcYmay/wl/SlVKJ3f1CJkw5sMKfmmlGCCPQNG2trMPCqGT9FUYm668wOlmHhZHJ+iuMTNZfoUdy2bIQQgghhBBCCCGEEKJbEh4KIYQQQgghhBBCCCG6JeHhgT3l7wKEOEyyDgsjk/VXGJmsv8LoZB0WRibrrzAyWX+F7siEKUIIIYQQQgghhBBCiG5Jz0MhhBBCCCGEEEIIIUS3JDwUQgghhBBCCCGEEEJ0S8JDIYQQQgghhBBCCCFEtyQ8FEIIIYQQQgghhBBCdEvCQyGEEEIIIYQQQgghRLckPBRCCCGEEEIIIYQQQnRLwkMhhBBCCCGEEEIIIUS3JDwUQgghhBBCCCGEEEJ0K8DfBehZQkKCysjI8HcZQgghhBBCCCGEEEL0m7y8vHqlVGJ3v5Pw8AAyMjJYu3atv8sQQgghhBBCCCGEEKLfaJpW+lO/k8uWhRBCCCGEEEIIIYQQ3ZLwUAghhBBCCCGEEEII0S0JD4UQQgghhBBCCCGEEN2S8NDP3B7F8Y98x+u5u/1dSo+d89+V/Oebnf4uo8euemkt93xc4O8yeuyP72zi5rc2+LuMHrv/02386vlcf5fRY099v4szHv/B32X02Dt55Rzz4De43B5/l9IjX2+rYfbfv6Slw+XvUnokr9TC9LuXUdts93cpPbKz1sbUv33BrroWf5fSI9VWO9l3LyOvtNHfpfRIs93J3Pu+4qutNf4upUecbg/HPvQtb68t83cpPaKU4oz/rOCp73f5u5Qe+9Xzudz/6TZ/l9FjN7+1gT++s8nfZfTY3R8XcNVLxhlf/D/f7OSc/670dxk99nrubo57+Fs8HuXvUnrks83VzL3vK9odbn+X0iM5RQ1k372M+pYOf5fSI9uqm5n6ty8oqW/1dyk9UtHUzvS7l7GpvMnfpfRIU5uD2X//ku+21/m7lB7pcLk5+sFv+GBDhb9L6RGlFIseW87zK4r9XUqPXfxMDo98UejvMvqMhId+trWqmZ21Lawpsfi7lB6pbGpnbWkjaw1Sb2uHi6+31Rrm83V7FEs3V5FbbIx6AZbmV5FTbEEpYzRMl+ZXs7HcapiG6af5VZQ0tFFjM0bD9NP8amqaOyiuM0bD9IstNVhaHRRUNfu7lB75amstTW1OwzSkl++oo6HVwfrdxggP15ZYqLLaDRN2bqlspqi+1TD1lje2s7GsiTUlxqi32e7k2+11hmlDuNwePttcTa5B6lVK8cmmKnKKGvxdSo8tza8ib3cjDpcxTugtza9iV10r9a3GaEN8trmKKqudUosx2hCfb6mhodXB9mqbv0vpEV8bIr/C6u9SeuT77XVYWh2s322MNs/qIgs1zR2G2SdvKrdS2tDGWoPsk4vqW9lS2WyYei2tDn7YWW+YfXJPSHjoZ76QqLyx3c+V9IyvAW2UetftbsTtUYapd1t1Mza7iyqr3RA9zaqs7ey2tNHmcNPY5vR3OQfV2uFic2eDqaKpzc/VHJzbo/bscMot+q8X2FtvozHqzTHYNnjPPsNisHoN8vkab33whi5Gqddon29eSSNKGWd7tqWymTaHm4rGdkP0NCtvbKe62U6z3YW1Xf9tiGa7k4KqZpTytn/0zuX27AkxjPCdU0rt3UYYZR9XItvg/rS3DWGMbbDU27+MVq/RcpOekPDQz3xfggqDrFRddzpG6Gnm+3wbWh20OfR/GaWvXrdHUW2Ayyi79pA0woZ8/e4mXJ0HVGUG+M4VVtuw2b3rrRF2PNVWO6UN3vXACPV2DZONUO8+YbIB6gWMV6/BGqbGq9d3oG2Men1tnprmDjpc+u+t7lsfHG4PdQa4jDKnSxvCCO1gX5gMxtim+cJkMEa95Y3tVFntnT/rfxvRbHdSUOm9asEI9brcHvIMdoLXaCcgJUzuX4ZbHzrrNUqnoJ6Q8NCPlNp7IFhlbcdpgJXK9yVod7qxtDr8XM3BGa1hum8YJ/X2Nd+BK0i9/aFrt3wjNEy7hslGqHefMNkAPWf3DZP1X2+bw0V+uXHCZI9H7T0B2WSMnma+em0G6WnWdRtc2aT/E3o5Bjuht+8+Tv/1Gu/zNXK9+t8G55U24jFQmFxQ1UyrocLkNiqa2jt/1n+9XcNkIxxz7hsmS6eg/mC0TkE9IeGhH+2qa8HS6iA7PRaP8h5o6Vl9Swc7a1vITo8F9L8htzvdbChrMky9SnkPBI1SL3g3itPTYgBjNExzii1MSI4iKMBkiHpzSyykxISSFBVsjHqLG4gIDmBMUoRB1t8GTBpMGR5jmHoBstNjjVFvZ6M0Oz2WCgM0TH1hcnZ6LLW2DuxOffc0K6yx0Wx3kZ0ei9OtqNX5uKg1zXZKGtq67OP0vU1rd7jZVG41TL0ej2JNifHaEMaqt4EpqdGYTZoh6s0ptpARH0Z8eJAh6s0tthAVEsDIxHDD1Btg0picGm2YegGmp8XofnsGe+v1tnn0X68vTM5OjzVEpyBfmJydHmuITkG+MNm3z9B7QGuzO9lSaTXUPq4nJDz0I98ZzLOnpwBQpvMNo2+SFF+9ev8SbCq34nB5utSr7893V10rDa0OzpyajKbpv96Glg521LZw3PgkokMDdb8+dLjcrC9rYs6IeFJjQnVfry9Mnp0ZR2psmO7rhb0Hgunxxmj4e8PkaMYPjTREvb4weXZmHJVN7bh13tMst7iB8CAzJ2YlYetw0dyu77PEOcUWTBqcMTUZ8E4Qpme5xfvvk/W9z/hxvfr+fNfvbsTlUYapd3utDWu7k7OmGaNeX5h80oQkwoLMuq/XFybPHZnAsOgQ3dfrC5NnZcaRGqv/Ng9493GzMuNIiwszRO/63GILk1KjGT0kUvfbX9gbJvtOQOr9hJ4vTD523BAa25y0dOi7DeELk0+bPMwQnYJ8+2Sj7DOM1obwhclGqbenJDz0ozXFFhIjg5k/KgHQ/0qVU2whOMDEKROHAUY4UPH20vn5xGEEB5h0//n6NorzRiUwNEr/DVPfbJmzDdIw9YXJszLjSDFAvUX1rdS3OPY2/HXekG5sdbC9pqXLgUqbrhumvjDZV299i757mvnC5FmdYbK3p5n+G6bZGXGkx4cD+j9BllvcQFZyFOOHRQH63yfnFltIjg5hdmY8YIx6vWHyUED/9frC5EWThhFg0gzQ5vG2IY4ek0hCRJBh6p2dGb9nn6FnvjB5dpd9nJ75wuRZmfGdJyD1XW+tzU5xfeuefZzetw92p5tN5XvbENXNdl3PwL1vmBxGh8tDfYu+e5r52jxpcWGA/nuarekMk8ckRQL6b/PkFFtIjw9jRoYxesb5wuTjxiUBRsghvGHyqZOM0SmopyQ89BPfjGKzMuMYFh2KSdP/l3ZNiYXpabHEhgcRExao+41ibkkjY5MiiQsPIiU2VPf1rimxkBARTGZCOKmxoZTpfHbdNSXeMHlSarQh6vUdqMzM6GyY6rzeNZ31+hqmlU36HmzXN6OYr6dkq85n4M7vEianxnobpnreBhfvFyYDlOl4NkpfmDy7S716bjg5XB7W725iVkb83s9Xx/X6xkzed33Qb73g3UZkZ8SREBFEeJDZEPVmJUcRExbEsJgQXX/fYG+YnBobSooBwpc1JRbCgsxMSI4yRFiUW2JB0yA7I5bU2DDdrw9rirvuk70nTPU8LuqaYu8J6VmdYXJTmxObXb9tiPW7m3C694bJHp3PwL2zroWmNueezxf0vY+rs3VQtCdM1v8+zu50s3FPmKz/NqXHo1hbYmFWRhwpMfpfH8C7DZ6ZEUdSVDDBASbdT3y5psTCxJRoosMCGRql/zZET0l46Ce+GcVmZ8YRFGDy9jTT8UbRNwjsrMw4AN33NPMNAru3XgM0TDsvUdU0zTD1TkuLITjAvKdePfc0yy22MCYpgrjwIFJjQ3U/2G5ucdcwOUz3g+3mFu8bJoO+w6KcfcJk/TeccvcLk0Hfn68vTJ6VGcdwAzSk8yua6OgMk4dEhhBo1veYZiUNbdTZOpiVGU9IoJnEyGBd19vU5mBbtc0w+ziHy8O63Y3MyvD26kyN0XfPra49k72frzFO6GWnxxJgNnnr1fHnC956s4ZFERUSSGpsKDU2u65n4M4ptjCsM0xOjQ3F4fJQr+MZuHOLG/YJk0Hf+4zc4s4wOd0YYVFO8b4neEHf9e5tQ8R3qVe/24iuYfLQ6BBvpyAdb4N31rXQ2OZkVmYckSGBxIQF6vrzrbN1UFTXumcfl6Lz3t92p5uNZVZm75Ob6LfeQyHhoZ90PRAE/Ydbvuv293wJYvRdr28QWKOEnb5BYLvWW92s355mvkFgZ3VeLpcaG6rrwXZdbg95pY37fL6g70sgcvYJk31hkX7rzS3pGiYboN59wmT9N6S9YXIQIxLCSY4xxucbFGBicmo0UaEBRAYH6LrevWFyLGaTRrLOx0X1Dcuxzz5Ox0Mb+Ia5mGWQhnR+hRW702OYNkRpQxu1nWEyeOvV8wzcXcNk8Nar5xm494TJXdrsSkGVTmfg/nGY7N3H6bmnTk5nmBzYGSaDzvdxJQ2MHxpFdGigIU7o5XYJk1MMUq8vTE6ICNL98FNdw+Q9nYJ0XO/eMHnvPkPP9XY9IQ36z002lDXhcHsMU++hkPDQT3KLLUSHBjJmiHdcBL03pH3X7U9L846LoPcxzX4czoZiaXXQqtPBdrur1+1RVOl0sN0fhck6D1+2Vtlo6XB1ObDSd70/DpP1XW9Lh4vNFdZuPl99btP2D5OHRAZ39jTTZ73AnmEuNE0jJNDMkEh9z8CdW2Jh2nBvmGyEs8S5xRZGD4kgPiIY0P8+OafYQnx4ECMTveNJ6r1hmlvcsCdMhs5wS8e91XO7hMng/Xz1PAN3dyek9TwD994w2Rj7DF+YPHu/E5B6/c7tDZP3r1efn29Tm4PCGhuzMoxRr8O1bxtiWHSIrmfg9obJDXvaEBHBAcSG6Xuiw65hsu8kup7r7RomgxH2yRaGRoUwPM77XdN7p6DcYguhgWYmpuxtQ+i9Xk2DGenG6BR0KCQ89BPfdfsmkwbsXan0OthubrGFyanRhAaZAW+9dqeHBp32NPPNKJYUFQLsbZhW6HT2TN8gsGOTfGGyvsOivWFyDKD/hnSOr5dOZ8N0uM4bpr4zbDM7602O8a7Heq13/zA5OjSQyBD99jTbP0w2mTRSdNzTbE+Y3Lk+gL4bTr4w2bc+gL4b0m6PYm3J3gNBMEZD2ncgCHSOi6rfGbhziy1M7QyTwbs+6HkG7tziBkbtFyaDfmfg/nGYrO99XHdhMui3DdF1zGQwwue79xJVoEtPM31+vmtLGlFqb/gdFx5EaKB+Z+DeXLlvmBxg1ndPs92WNmqaO/asv6DvfbK1zcm26uYf16vT3vX7h8mg7xOQ+4fJoP9OQV3DZDBGp6BxQ6OIDvOFyfruFHQo/Boeapp2sqZphZqm7dQ07f+6+X2wpmlvdv4+R9O0jC6/u63z8UJN007q8niJpmn5mqZt0DRtbZfH4zRNW6Zp2o7O29j+/vt+im9Gsf0PrPQ6rXu7wzejWPyex/QcbnWdUczHCA29WZn7hsmg73onpUYTFhQAoPtLIHI7ZxQbGu0N4RIiggnS8SUQe8Lkod4wOTjATFKUfsc0yy1u2CdMBn03TPcPk0Hf9XYd+8dHz/X6wuR96w3V7bioW6uaO8PkffekUbcHAAAgAElEQVQZdTrtaVbR1E55Y/uP6tXrDNwtHS42Vzbv1+bR7zij3YbJOg9fckv2PRAcrvd6O8PkkMC9YTLoud59w+ShUfruaZZTbCEuPIiRiREAhAUFEB8epNt6c0ssBJlNTBnubUPs7Wmmv+0DdAmTDRIW5ewXJoO+611batknTAZ9nzDdP0wGfXcK8oXJ+3++eu0U5AuTZ+2Xm4A+OwU5O69u2j/nAf3u4w6F38JDTdPMwH+AnwNZwAWapmXt97QrgEal1Cjgn8ADna/NAs4HJgAnA090vp/PQvX/7L15lGRXdeb7OzFl5DxXVk41l2SEJqSSxCBASMLgCdG0oXF3u2WMjW3ATP3eeu73Xg/Lb7HWs/sZMDbYxsZtbLeNhSfkNpOQAAOGyipNSCUhqVRZUmVUZg0ZETlGZmREnPfHvSciVJVDxL3nnHtC1l4rl6oiM27uurpx9j7f9539SXm9lPJI3Wu/BtwvpTwM3O//PZJQjmIvKDoD7oIvD5/JsVGW3Ly/hre6nO8z5z1HsZv2tUbjf35pjVMXV16Q72hvu2/r7l6+VUexunx70kl62908AqHA5Pr7G4sJJhxWmh2d9vKN+2AywGS/uwP7p6Y9RzEFJoO3eXU53z0DNTAZYHKgnYzD+XbXgcngttJsanqe+GVgcjvL627ONDt6yZFPqNU4FxvTY5eooMDtxvSh53KUK/IF93dywN18n5xdZGm99ILG3+V8z+YLnMkWtnge3FvTFJhc30P0dyTpTMWdzFeByfX3NxGPMdqbdjJf8MDkm/b1V8FkcBssOjqd5brJ3iqYDG6DRVPTWQ4MdzLkg8ngNqE35YPJh3Z1VV+bHOhwdnTE1LQHJl8/WeshJgc6nHXgVjX5SP0aPOCuKGjTnsfhHkKByZvv691b0x7PLFDYKLdMvs1GlMrDm4GTUspTUsoi8Hngrkt+5i7gc/6f/xq4Q3iV8C7g81LKdSnlNHDSv952UX+tzwFv1fBvCBT1jmIqXHajrB8Cq8LlRUYNkr+lTvUy3NXm7LBdBSbXL+KpRIxRR49AKEex+nzBA19cXBTrHcXqY2LATTCu3lGsPlxtpC91FFPhqgP3Zspk8PK9uFykUHRPabYpmDzQQakiOeegA7cCkzvb6sBkh8GXqel5JgfaGe1tr77mck0+Op2luy3By0brewh3G9Op6SzxmOCGPXUEpOP5wgs3KiM9aRIxN+eiXjpIHiCdjDPU5aZafTMw2WUH7s3AZFCEnnv5KjC5XvkNXs/jokncSnVm8qU9pZv3t+z3EJc9DwPuKs2mprObgsnrpQoXHHTg3gpMBjcJPQUmD3fXg8lu17j+jiSHhl8IJoO7+SbjLySkXe7RasrkWs8z2tvuOXA7mG+zESV4OA6cqfv7jP/apj8jpSwBC8DgDu+VwNeEEA8KId5T9zMjUspZ/89zwMhmSQkh3iOEOC6EOH7hwoXm/1UNxKXn9oGarbujH9r6IbBA3bBd9/I9eskQWHD7CMTU9PwLhsCqmHBUaXbpEFgVrs4I2+y4BrgLxm22EQTveZhdcG/Y7qWOYiom+ttZLZbJrbrFEm8JJlcbU7c+c9uByeBeI7I1mOxmIy2l5NjpHDfvu2Sj7bBya2p6niO+K7SKqgN31q3nATYHk3vbk3Q56sA9NZ1lcqC9ek8Bpx24NwOTwd0aVwWT975wepDL+cJmNdnNfFUPsWnP46AD90PPKzD50jW4nYXCBouOKc1+OLfI0lpp0x5NSphdcOuZmFtY4/ns6qb3F9zrIVaLm4PJ1ZrsWI0rVyRTm4HJjoNb9b4L4PZc1KPTWa6b6HsBmOyyA/fUdJYDQ53s6q6dbmoFB+5G48VomHKrlPIGvOPQ7xNCvO7SH5CeFGbT6iml/IyU8oiU8sjw8LD25C51FFORjMcY7XWvESmWKjz0fO6yRRy8hfyMY4u4txF84SB5FS7mCzB1OncZmAxuN6b1Q2BVuDrT7Nh0lpGeNvb4rJqKif525h0ctnupo5gKV4ftHtsKTFYzzbJugS+XDpJXUZvB5tZn7vg2YDK4d38fVWDyvq3ydev+PnthmexK8bLnQTlwu5bvxeV1nr2wctlGUDlwuzZDcG2jzCMz+cvur6uEXrWHuARMBm+NcO3+grcGXwomg7vHVKdOZ7l6rIeuOjAZ3M332OksE/0vBJPBW9POLa2xXnJLrT41naVrUzC5g6KDSrNj01liAm68DEx2Eyw6Nn35DGKo73ncyndqSzDZzR7i4efzlLYAk8G9OblPzS1tCia7KgqqgckvzFeJglx7HrYCk1UP4Vq+W51uAh+HcOx5CBJRgocZYLLu7xP+a5v+jBAiAfQC89u9V0qp/nse+Dtqx5nPCSFG/WuNAuc1/lsajksdxepj3EGwaLMhsCpcbPQ2GwKrwsV8NxsCq2Kiv53ZhQIbDinNNhsCq2Kiv53CRtmpYbueo1iWm/cPbgomg3tHIKY2USaDu6MCprYEkx3Nd0sw2c18jyoweeyFYHLNgdutfJUy+aZLwMOaA7dba/Bms3+g3oHbrXy3ApPBTcLpBzMLFEuXg8ngZr7PXlhhfhMwGdzMd355nWfOL1+20QZvTcs4pjRb2yjzyJn8lhurpTW35qLWeojNnwcp4WzeLUJvahswGdwDM476yuTNwGRwL9+p01nG+9oZvwxMdjTf6flNwWSVv2tr2tEtwOTBzhTppHtKMzUq69I12FVRUA1M3rxmuJZvDUzevGa4lu9T55ZY3ARMBm+NcHF0RLMRJXh4DDgshNgvhEjhGaDce8nP3Avc7f/5p4EHfNXgvcA7fTfm/cBhYEoI0SmE6AYQQnQCPwo8vsm17ga+aOjftW1c6ihWHy6CW5s5iqlwUWm21RFV8BaZ3OoGyw4pzTZzFFPhogO3GgK7Vb7gViNyJltgbnFty0Uc3Gr0FgobPDm3eBnwAm7mux2Y7KID93Zg8nBXG6l4zKl8wVuDb9jbRyrxwnJdc+B2LN/TWa4c6b4MTAY3G72p6Sy7utvYO9hx2fdczPfodJZ0MsY1lyiTwc181cbqyL7+y77n4lzU7XueDuccuI+dvnxmsoqaA7c7SrMqmLzpxtW9mrETmAxu5VsDky/P10UH7vVSmYfP5LcgF9zrKVUPsdnz4KoDtyKkLwWTO9sSDDjowD01Pc/Lxy4Hk2tzUd35vMHWYDK4KQqqgcndl33PRRxiKzAZ3Mx3qzEX4KYoKEhEBh76MwzfD3wVeBK4R0p5Qgjx60KIt/g/9llgUAhxEvgIvkOylPIEcA/wBPAV4H1SyjLeHMPvCCEeBaaAf5RSfsW/1v8LvFEI8Qxwp/9363F0Osv1ky88t69ior+DWceG7U5NZzl4iaOYion+DtZLFS4uu6M028xRTEV1pplDC/lmjmIqXJTobzZIXoWLDtxHq+Y52zX+7jwPD24DJo/2pZ1z4D5xdpHV4uZgcm97kp60WzPNtgOTYzHhNXoOHTlSYPJmRyjBPbBoOzAZ3FNuSSk5emrzMRfgXr7gg8l7+i8Dk8FNB+6j01l+ZHc3fR2py77nogP31PQ8w91t7NsUTHZvYP/UtmCyiz2EV5Nv2gJMBreOfU5tcUQVPAMScKsmKzB5U0Kvz718a2Dy5fn2dyTpSMWdyvfUxRUuLhc3zddFB+7sSpGnz20OJoN74Mt6qczDz2+uTAb3avJ2YDK4OepCgcmJ+OY9hHuEngcmd6c3J6RdEwVNTXtgsqpn9eGiKChIRDrzUEr5JSnlFVLKg1LKj/qv/Rcp5b3+n9eklG+XUh6SUt4spTxV996P+u+7Ukr5Zf+1U1LK6/yvl6tr+t+bl1LeIaU8LKW8U0qZtf3vXVkvcWKTc/sq1BEIV4btlqvn9rfauLoHFm3mKKbCxXw3cxRT4SLrupmjmAoXj0Bs5iimwkUH7qObOIqpaEvEGel2a9hubSO41ZrmFku8HZgM7jXS24HJoAbgu5NvDUzeumbM5FadaUxnch6YvN3zcHHZHaXZ4toGT8xuPuYCvM+bSw7cJR9M3u75BXdqhpSSo9PbgckO1uTT89uAye6Z/uwEJoNb+W4HJo90tznnwD01naUtEeOa8ct7iPZUnKGulHP5wuY9hItzUbdTFYF74NZW5jkqXDtG+djMAutbgMng3v2d3gZMBm8NdsmBe2cw2S1RUCNgMrgjCqrvITYLFwm9IPFiNExxNrY7tw/uNdLKUWzrouNWIz27UNjUUUyFa/murG8+BFZFbdiuG/lu5SimojudpM8xB+6p05c7iqkQwleauZTvJo5i9eFiI70VmAzuNXrbgcngXr7bgcngH4HIu+PAXQWT91+uKgJvDV4plsk74sB9dBtVEbhXMx7cZmYyuNdDbKdMBvfArZlcgdmF7cFk7+fcyHdxbYMnzm4HJrvlwL0TmNzXkaTTIaXZTmByIh5jtM8xQm8bMBlg3DG1+tFpb8xFf+flYDK4p66fms4y1NXG/qHOTb/vYr5tiRjXTFyuTAY/X4fmoh7dBkwGL1+XHLgbAZNdEgU1AiaDOzWuETAZ3MnXA5M3910A93rKoPESeGgxpqbniccEN2xybh/qbd3d+BDstCi6Zuu+lYuqipqtuxv3dytHMRU1W3c38t3KUaw+XAJf5hbWeG7+ckex+nCp0VstlnhsZmswGWBywJ18K5Xtj2tALV9XlGbbgcngPQ/zK0VWi24cgdgZTPaVZo7MNJuaznJgqJNd3elNv+8auDU1PU9fR5LDm4y5APca0yqYPLkVOOtWvtUeYouN4KRjjfROPc9IT5pk3J2ZZg8+l6OyDZicTsYZ7m5zJt+dwGQhhFM1bicwGWCiz518dwKTwa0erVSu8OAWrqQqXCRMb9kCTAYvX5ccuKems7xiTx9tic17iMn+doqlChcdceCems5yxUgXA1uAyapmuKI02wlMdrHG7QQmgzv5NgImgzv57tRDuCYKChovgYcW4+h0lpeP9Vw2BFbFaK9bw3bVuf2xTYbAQs3W3ZXCPjWd3dRRTEXtCIQr93eemIAbtlAVgVvg1k5HVMGtRnpqG1dSFS49Dzspk8HLd27RDaWZchTb9nnwHbizDjhwNwYmu3MEQoHJmxk3qKgpi6JfgxWYvNPzAG6BW0f2bg8mgzuN3tT0PNeM99Ke2nwjOObY6Iij01n2D3Wyq2dzMLmnPUF3mztzUaems/S2J7li1+WD5AHiMcFYnzs1Y2oHMBncGm2wE5gMboFF2x2pVeFSvjuByVA7puqC0uyJ2UVWiuUda9yiIw7cM7lVMvnCpvM6VUz0d3hKMwccuJfWNjhxdmFLgQLUzRl1YE3bSZkM7hGQnjJ581FZ4GbPc/3k1mCyi6Kgw7u2BpNdEwV5YHKKA1uAya6JgoLGS+ChpdjOUUxFIq4equg/tDsNgVXhFri1uaNYfbiUrwcmbz4EVoVL80iUo9hmQ2BVuDTTbGp6ns5UnKu2AJPByze7UmTFgWG72zmKqZjob6dckcw6MGx3J4YN3AJfGgOT3cm3MTDZnXwVmNwq+Z5fXOP0/Oq2NW5Xt3Lgjj7fQrHMD2a23wimk3F2dbvhwF1RM5O36XlcGx2xkzIZ3AKLpqaz24LJ4F7Ps2+wY0swGbx8M46o1aems/SkE1w5sjmYDF6+5xbXnVCaTU1nScS2HnMBXr7FcoULDijNGgOT3VGabWeeo8IlcEuBydsqZx0Ct56cXWJ5vdTg/Y0+XwUmb/f8uiQKUmDyds+DS6KgckXuCCa7Jgo66hPoW4HJ4FZNDhovgYeWYjtHsfpwpTE9dXGF+ZWth8CqmBxwI9/sSpFnzm89BFaFK/mul8o8cmbrIbAqJgY6nLB198Dk7Rdx8I6prm1UmHdAaXZsOseN+wY2dRRTUT0C4YB75rGGwGR3wJdGwWRwI99j09kdweRJhxrTqQbA5DGHHLiPNQDO1hy4Hbi/DeRbdeB2IN+Hz+QoVeSOhJ4rxz6fOb/MQmGjgZ7HjXzPL60xfXFlZ8LUEXX92kaZH8zkt91ogzsO3JWK5Phz2x9RBS/fpfUSi4XoCb1j/pHa7cDkyQGvZpx1QGl2bDrLNRO9dKQ2P90E7tW4vYMd7O7dGkx2aZzTsdM+mLx7azB5csCtfHcCk11SmlVr8jZg3EBnivakG3NRaz3P1muwS6Kgh57P+8rk7WuGKz3Ek7OLPpjcGj1PJl/wwOQd9/XuiIKCxkvgoaVo5PgDuNNIN6Iqglq+UbPEOw2BVeGKrftOQ2BVTPS3U3HgCMROQ2BVVJ2kIj5GmVsp8tS5pQaeBzfyLZYqPPR8roH1wQ2nLqVM3ul5GHckX/CVyTuAyUNdbaQcceCems5y1VgPPduAycqB24X7e3Q6y1hvuvqMbhUT/R1OHJGams7SkYrz8rGtwWTwPnOu5CsE3LjNkTlQ+Ub/PKgxF43UjDPZ6NXqx6ZzANseoQQv3wtL0TtwP/x8no3yzmDyRH87G2XJ+aVoe4hnzi+TX91oCOyE6GvG+aU1Tl1caagHhuh7iLWNMo/ONEBIV/ONdk1rRJkM9c9D9GuwUhVtd7pJOXBH/fyCVzOuHt8eTO5IJRjsdMOBe2p6nj0D24PJSmkW9ecN6pTJ24DJ4I4oaGp6nkRMcMPercFkcKeHONowDuFGvseawE1cEAWFiZfAQ0uxk6OYCjXTLGpb952GwKqY6G9nvRT9EYidhsCqcEXyvtMQWBWu5NsMmAzRs5iNqKDAnXwfy+QbApNHe9udUJqdnl/lwtLOYHJPOklve/RHIBoFk2MxwYQDM80UmHzzvu032uBGY1oPJm93XAPcyBdqYy62A5NBjY5wI9+rRrcHk8EdB+6j01lGGwKT251w4J6anm8MTB5wQ6nTOJjsRo1TYHIjBC9En68CkxsFO6POtxkwGaLvKU9eWCa3urMyuebAHW2+F5bWOXVhZzDZFQfutY0yj57Z/oiqCheOfTZKSIMb+UJjYDK4JQraCUwGd0ZHKDB5tHdnQjq/usFSxA7cR6ezdKcT/MjunQlpF0RBYeIl8NBClMoVHtrh3L4KV2zdd3IUU+FK47STo5iKamMaMeu6k6OYClecunYaAqvClSMQU9NZUokY1+4AJrsybLcGJm+/EXRl2G6jqiJwo9FrFEwGnDim2iiYDG7c3xqY3AjYGb1aPb9a5IdzO4PJ4OV7cblIoRid0qwKJjeYb9QO3M2ByW7UuKM+mJzcEUx241ji1On5hsFkiD7fZsBkiD7fRsHkkZ40iZhwIF8fTN67/RqRTsYZ6oregVv1PLfsUDM8pVn04EszPYQLow0eOZOnWG60h4g+35PnGwOTQeUb7eft4nJjYDK4IQpqFkyOWhTULJgM0Y+fmpqebxBMdqPGhYmXwEMLURsC29iiCNE20tUhsC2SbyOOYipc+NA24iimombrHn3j38hG0JVhu1Ons7xiG0cxFa4M21WOYoNdbTv+rAv5Hm0QTAY38m0UTAY3GulGwWRQRyCiVZo1CyavFsvkIlSaHTvdmKoI6hvT6Na0xzILrG1UGm78IVoH7ufmVznfgDIZ3KjJ+VVPmbzTEUpwgzAtlhrvIcaVA3eEhGkzYHJve5IuBxy4GwWTXXHgnjo9z8t299Dbvj2YDO7U5N096erMyO3ClXzbk3GuHm+kh4iegFRg8pEdwGRww4G7BiY3lm/UDtyNHlEFN0RBzYHJ0de4ZsFkiLbGXVxe59kGwWRXREFh4iXw0EIcbXJjBdE20o0eUYW6xjTCfBtxFFMx2JkinYx2plkjjmIqkvEYo73RNk6NOIrVR9Tgy/J6icczjTFsEH2+5Yrk+OnGNoJQO1IQZTS6EYQaSxyl0qxRMBm8NXh+pchqMbq5qM2CyeWKZG4xuiMQR6ezDHamODjcGJgMUde4+SbA5OhnbjU6MxncIPSmmtgIutBIHz+dQ8rGep5d3WmS8WjdMx8/2ziYnE7GGe6OVmnWDJjsAqHXDJgM0YNFzYDJEH2+Hpg830QPET0Y1yiYDG44cE9NZ/mR3T30djQGJkftwD01nWWkp409A1sb8KlwwYH7aFNgcvQ1rjkwOfp8mwWTIdqeshkw2RVRUJh4CTy0EFPTWfYNdjDSs/UQWBXK1j3KYcbVIbAj2w+BBehsSzDQmYp8UdzJUUyFC0cgqmByg43peMSNdCOOYvURdaOnwORWybdRRzEVk/3tkQ7bzeQLzOQaB5Mn+9sjdeBuFkyuuSVG85kLAiZD9I1pM2AyRJ/v9ZN9pJONgMku5DvPoQbB5LE+r8+IuvEf6ExxcLhrx5/t7UjSHbED99TpLKl4jOsmd+4h4jHBeF+0NaMZMBm8NTjKgfLNgMkQ/bHEZsBkiF4Z1wyYDD4BmY9OafZ8dpVzi42ByeDluxSh0mxhdYMfzi029TxAdA7cG/7ppoafh4gdomvK5MGGeojJgejBoqkmwGSVb5QmL82AyS6IgpoBk10QBVXB5LGdwWQXREFh4yXw0HAoR7FGm7xEPMZob7Qzzab8IbCxHc7tq4i6cWp0CKyKif52ZiI8gjY1nd3RUaw+oga3pvwhsDs5iqlQz0NUSrOp6XniDYLJEL0Dd6OOYiom+juoSJhbiKYxVQzbTq6kKqIGXxSY3Hi+0TZOzYLJUR8xUWByozVuPOL7u7xe4vGziw2D38NdbaTi0c1FVWByo/e3LRFnpKctYjBunpv3NQYmQ/Tq76NNgMkQfb5T01kODnc2BCZD9Pk2AyaDAz1EE2AyePf3fIQO3AqcPdKEUtJz4I5GadZ8zxNtzTj+XBYpGwfro8738cwChY1yU4Q0RNdDnMkWmFtcaxnCdKGwwZNziw0/D7t7PFFQVPkqMPnmBsbgQPSiIAUm39RgD+GCKEj5LqQSjcFqUYuCwsZL4KHhaNRRrD6iBOPOL61x6mJj5/ZVRAlurW2UeXQm3zDDBtHeXwUmN3d/OyIdttuoo5iKif4O1ksVLi5HozRTYHJnW+NgMkR3BGJqep7JgfYdHcVU1I5RRvOZa9RRTMVExCyxApNv2NNY4xQ1GNeoE7uK0b6078Adzf1t5rgGeDPNetLRzTR76Lkc5YpsON9YTETa6D05u8jSeqnJGhddIz27UOBMttAwWA/R1uQVX5l80/7G1geINt9ytYdoTFkPXr5n8wXKESnNpk7Pc9O+/ibA5HaW16NTmh2dznLdZG8TYLJSmkXVQ2Q5MNzJcHejYHLUNTlLf0eSQw2DydGCRVPTWZLxJgjpiE8vNKtMHu+LNt9mT2P1dyTpSMUjJKSzTSmToxYF1cDk5mpG1GBy0/v6iERBCkxuFdxER0QKHgoh3iyEeEoIcVII8WubfL9NCPFX/vePCiH21X3vP/mvPyWEeJP/2qQQ4htCiCeEECeEEB+s+/n/JoTICCEe8b9+3Ma/sVFHsfqIsvE/Xh0k39xGJSpb90fO5NkoN74RhGht3Z8NCCZHpTRrxlFMRZSNaTOOYiqizFdKybHTOW7e19z6ANE1ekpJ3SiYXDsCEVG+07mmwOThrjbfgTuqfLNMDrQz1tcYmNyWiDPSnY5uo3I6S3dbgpeNNgYmQ7Q17tjprAcm720NsKgZl08VUTbSzR5RhVojHUUP8fDzeR9Mbm5jdXE5GqXZU3NLLK01DyaXKpJzEcxFVWByc/c3uhq3sl7iRGah6Z4SoslXgcnNPg8QfQ/RzOkmiBCMO53luonGlcm7I3bgPnY6y4GhxsHk9lScoa5UpPn2dSQ5vKsxMLk2FzU6Ar0ZMBnc6CGaJ8gi6iGaHJUF0d7fh55rbswFRC8KChvbgodCiBu2+wrzi4UQceBTwI8BVwE/I4S46pIfezeQk1IeAj4O/Ib/3quAdwIvB94MfNq/Xgn4j1LKq4BXAu+75Jofl1Je7399KUz+jcaxJhzFVEz0t3NuaS2SYbvNOIqpmIzQ1r2ZIbAq1ID2KGzdmxkCq6I2UN7+Qt6sqgiinRn3qHIUa5DBhGjzffbCMtmVYlPPQ23Yrv18Ly6vc/L8clPPQ3c6SV9EDtxrG2UeOdOcMlkIpTSLBkyeOp1tCkwGb6ZOlCqSI/v6GwaTIdp8j05nuXqsh64GwWRQBFl093eiv3EwGbyaMZuPxoF7ajpLVwAweaVYJh+BA/fU9DwxATc2BSZHVzOacTZXESX4EhRMhmh6noefz1NqEkyuzWCzf38VmNwqBO/cwhrPza82lW9fh3Lgtp/varHEYzPNgclROnBXKjVn82ZiPEJCr9lRWRAxATndHJgM0eY7Ne2Bybu6GxuVBV4PEZUoaGp6vikwGbx8oxIFVcHkycZ7iMkIRUH/8OhZ/vtXfxjqGjspD39rm6//L9RvhpuBk1LKU1LKIvB54K5LfuYu4HP+n/8auEN45x7uAj4vpVyXUk4DJ4GbpZSzUsqHAKSUS8CTwHjIPEPFibMLXDfZ2/BxDfAWGSlhNoJhuyfOLnD1eE9DQ2BVqEY6CpOXE2cX2D/U2dAQWBXVY5+R5LtIX0eyoSGwKqI8pnri7CLxmGhoCKwKpTSLKl+g4VlFUBu2G8Uw4yD5phIxdvekmYkg3ydn/XwnGs8XvGc4is/byfPLFMuVAPlG0+jNLa6RXSly/WTjnzfw8o3i/q5tlDl5frmp5xdq+dpuTKWUPHF2MUC+7VxcjsaB+0TAfEsROXCfOLvINeO9TYHJUde4w7u6mwSTo813uLutKTA5SrDoibOLpOKxpsDkKB24T5xdAOD6JmqGcuCO5nnw8m2mxikH7ihqxhOz/v1tYk1TSrMo8n363DKligy0BkfRU2byBRbXSi2T78p6idPzq009D+DnGxHB+8RssJoclSgoaA+xXqpwIYK5qCfOLnLtRF/TYDJEVzOu3N1Ne6o5MBmi6SHuf/Icf//w2VDX2BYhklK+YZuv20P9Zg/UO1P39xkuB/qqPyOlLAELwGAj7/WPOL8COFr38vuFEFpYjWsAACAASURBVD8QQvyxEKJxiDhgSCnJ5AvVRqjRiJIlzuTC5BtNoWzFfJsBk5UDdyTPQ77A7p50w0NgIdphu5l8gXQyxlBXquH3RDlsV/3OZpTJEB24lQmab1807plKXdz8/Y1GNaDu70QT5AJ4+c4t2leaqRlfQdbgwkaZrGUH7sVCieX1UuCaYXsuaqUimV0IUuOia6Qz+UKgzxu0Ur4R39/+5vIdi3B0xEy+wFhfuikwuac9QXdbNHNRM/kC3elEU4R0lEozVePGm3wmohptUOshml+DI+khcsFrXKQ9ZYB8o3DgVs/vRIDnNwoH7vmVImsblabX4KhEQRvlCucW1wLlC3CmRWpc5D1Ei+EQzdaLS6NhREAIcbUQ4h1CiP+gvkL9ZoMhhOgC/gb4kJRy0X/594CDwPXALJ56crP3vkcIcVwIcfzChQuh8sj6i0yQog72H6qNcoW5xbWm8x2PGOxsNt+BzhTtyWiG7WZyq1VlXqORiPtKs6jub5P5QrTgy3hfe1PgLETYSOcL/vDnxlUvEGEjnS8Qjwl29zR+/AGic89UjX+zz/BEfzvZlSIrlh24q410gHzLFcms5SMQwTeu0YAv6jPeKvmeX1pnoyxD9BB2813bKHNhab06gL/RqN3faMCBZteHXd1tJOPRzDTzGv/m7m86GWdXdzQO3EF6tChHR4TreaLJd1d3G22JxlUvEB0BOZMvkIrHGG7QKVxFVLPVMyFqRhQO3GFqchQO3FXCNHBNtvuZq/aULSIKmltYoyKDkQtg//6urJfIr260TL5SSs7mm68ZkYqCcoWm9xiXRkPgoRDivwK/43+9AfhN4C2hfjNkgMm6v0/4r236M0KIBNALzG/3XiFEEg84/J9Syr9VPyClPCelLEspK8Af4h2bviyklJ+RUh6RUh4ZHh4O8c+rW8Sb/J8Ula17dZFpMt+OVILBCJRmq8USudWNpvONatiuUqIGQfyjBItaL9/mijpEDHYGvL9RDNvN5DwlaqKJsQZQOwJh24FbKVEHOhtXokKtMbU9F3Um11pgXBhwFlon38mIGlO1cW220YvKgVuB180+v73tSbojcOBeKGywtF5qOt9YTDAegdKsUpHM5tdai9ALsLGCCNX1+ULTQAYodX1E9zdgDxGFA3cmV2C0L93UkUTwlWbrJRYLlgm9XIHutgS97Y0rUSE6B25V40Z7myd4wX7NmKnuk1sDjAu6r4/s/uaC3d+oREFB729UoqD5gCKxqERBQUVil0ajO8CfBu4A5qSU7wKuwwPywsQx4LAQYr8QIoVngHLvJT9zL3B3XQ4PSI92uhd4p+/GvB84DEz58xA/CzwppfxY/YWEEKN1f/1XwOMh898xMgE3gol4jLE++7buQRkriAYsCspYqffY/tBWlagt0kiX1CITMN9oWOLgG5Uohu0GznegI5JhuzMB862Z0thfI4IoUaMDi4IrUSGafGPCM/FpJsYjzLf+9zcaQ11tpCJw4A4KJkflwB0UnAXvmF10+TZPOE0O2M/3wvI6xXLzGxWIJt+gSlRQpkrRqNWDgrMXIlKaBc3XU5rZV6sHzRfszwgLDs5GROjlVxnubmvKzAOimzOayRVIxgW7GnSGVhFlvtB8Ta45cEcExjWZb1SioKD7+qhEQWF6nijyDSoSuzQaBQ8LvmKvJIToAc7zQuVf0+HPMHw/8FU8Y5N7pJQnhBC/LoRQqsbPAoNCiJPAR4Bf8997ArgHeAL4CvA+KWUZeA3ws8DtQohH/K8f96/1m0KIx4QQP8BTT344TP6NRO0IWgAlVAQsZrgPQYf1eVAzARkKiAaMCwvO2laazS2uUa40f2QO6obtWnTgXi2WyK4UA4PJYFdpJqX0NyrBlJIQERjXUo10UCVqdI1pkPs72tvuK83s57u7J92UwRZATzpJb3syknzTyRiDTSpRYzHBRARKs6AsPERE6CmlZKsQkCFrsm0HbvX8BTlyFIXSLKgSFbw1eHnd7kyzoEpUgIkB+z1EVYnaSjU5MDgb0aiLEGCyer/NCAvORrEGj/a2N61E7etI0pmKR5JvECVqIh5jNApRUEAlKkRTk4MqUSEaUVC4HqK1cIj6aLTjPy6E6MM77vsg8BDwvVC/GZBSfklKeYWU8qCU8qP+a/9FSnmv/+c1KeXbpZSHpJQ3SylP1b33o/77rpRSftl/7TtSSiGlvFZKeb3/9SX/ez8rpbzG/95bpJSzYfPfKWZyBbraEvS0N6cigWicpNRD1YyLnwpvZpzdYbtBGSDw8l0obLBoUWkWlqGQEmYX7C00YfMFu43T2ZBgMsCMRTe/3OoGhY1yMBVJBI10GCVqlEcgguQ71JWiLWHfgTtovlUH7ggInKBNSFRg0VgAJSoQyQy2TK7gbZKacAJWEUkjnQumRIVaI21TaabAv6A14+JykULRntIs7EbFtgO3jh7CpsNuGCVqFOCWUqIGBZPBLli0Xipzfmk9cM8O0YBbQfIdqSrNWoPgTSfjDHW1RVAzmp8DD9EZHc4EvL/giYJsG5AEVaJCNKKgoEpUiAiMqxJ6wcBO26KgMDW5PhoCD6WU75VS5qWUvw+8EbjbP778UmwTaiMYZKMy0d/BucV1q7bumVyBoa6gi0w7xVKFixaVZpl8gURMsKs72EYF7LpnBnUV895jvzENu1EBu/kGPeIH0TSmYRbx3b1pYpZnmp1bWg+sRO1qS9DfkbSabxglau0IRGsoUSG60RFBm5CoWOLg+UbDEofJd3bBrgP3TL7ASAAlKnjPw2qxTG7VIqGXL9CWiDHU1ZwSFerV6q1RM6o1ziIhElaJCpZrckglKtjNN0zPo54hm4SpcpoN8vz2tifpsuzAvbi2wdJaKVC+UThwVyqSs/m1wGYIkdXkUARkK9XkaAjTUPnaFgUFVKJCRKKgfDiRmHVRUAiRWH0047Y8LoR4NbAH6BNCvC7Ub/4XEEEZIKgftmuRJQ61iNu3dVeDl+MBFxmwD251puJNy92h9cCtamMaReMfIN/BzhTppN2ZZmE2Vsl4jNFeu41TWMbKNvgSRokK9vMNo0QF+/mWQg5ejkZpFswMAbzP6fxKkdWivYH9YcHZcgRKszD5gv2aEZzgVTPY7NaM4ErUCAjIkEpUsJ1vcCXqru6078AdAcEbgHBKJ+MMd9tVmoUBZ6Mg9MKcbgL7YNHFEDNRwX6+xVLFU6K2EhiXWw3V80QhCgrzPFgXBQVUokI0oiA11iCoSExdw1ZkcoXAStT6aNRt+TeA7wL/N/C/+1//W6jf/C8gwiL+YL+RDsNYQTSNf5CILN/+YItMFLbumXyBoa5UoEWmsy3BgOVhu5mcp0Qd6Wl+oxLFEYiZkGDcuO1G2gc7W6UxDaPKAPv5hgdnvSMQtpRmVSVqCKVkYaNMdsWOA3ehWGZ+pRi6ZthqTKWUWgg92zWjpfINtbGKKN+Az+9Yn1cXrda4EErUmgO33R4tqBI1CqWZFnArAuVskCN+0Jo12fbnDcIRphmLSrPZhQJShnl+O1haszcXdWltg8WASlSwLwoKr0SNQBQUUokKrdTztBZuUh+NVvS3AldKKX9cSvlT/tdbdnzXv+BQg54DP1QDdhvTSqUFNyohjvgNdKboSMWtz9MJ+qFNxGOM9qatzmALu8hM9rdbz3d3bzAlKvj5Wl7EO1Jx+jqaV6KC/bmouhppW0qzMEpU8Na03OoGy+t2lGZhlKjgzcEsV2TVpMB0hN24TlpuTMMOilaO4bY+c/nVDVaL5cDP7+SAmhlnJ99yRTK3EGwmKtT+v7RKjRvuaiMVj1k+Bhw837ZEnJGeNuvgS5gewjahF0aJCt6aZvf5Xa0e5w0SXr52wS0RUIkK9tXqoWtGfwfnLTpw6wCTN8qSc5YcuGtgcjjwxdZnLuzzYBssCqtEVT2ErXzDKlGrPZrNNTiEUlKJgqziECFwnvpoFDw8BQTb4f4LjbAb7ZHuNqvDdi+urFMsVQLn256KM9SVsrrInFsKfmQuClv3sB/aKI5shMvX7rDdltuohJC7g5evzWG7YZSo4OVr04E7jBIV7CvNwipRa8cobTXSwY/4Qc2d1NYaHOaIH9hntcPMyAX7DtznFtcoBZyJCp7SrCdtb6bZ2kaZi8vBlaixmLCq/q7ORA1Zk1tFlQGt2PNEkG+onseuA3cmV2CkO00q0bwSFbx8bTpwZ/IFUokYQ53NmzeAfQfu8ISp3Ro3ExqMsytaCU2gWxYFhVWiql7JVr5hlaj9HUk6UnFr+VaVqAHzVaIgWz2wEokFBevro9EVfBV4RAjxB0KIT6qv0L/9RRxhj/jVbN1bY1EEGLfYmM4trCFlcMYK7DbSVSVqwI0r2M23emQuZGNqc9iujo2KzWG7OvK1OWx3RsNGRV3HRoRVotpmicMrUVurka7NRbWcb8DP3HBXG20Je3NRa2BysJph24E77MYVVI1rDRUJ2D1GuVDYYCWEEhXsHlMNq0SF2v21qTQLm+/FZYtKs9A9hOfAfc7SXNRMPvi8OIimxo33BTNvgGjy7Ukn6E6H7SEsrcE5T4k62tsaSr6wNcO2KChsz2NbFBRWiWpbFKSn57FHOFVFYhaVh/cC/w/wz8CDdV8vxRYR9kPgvdceWKSvkbbFqIQDZ8Fu4x92EQcv33NLa1aG7V5cLrIeQokKdoftbpQrnFsMPtsD7A/b1bFRAbtgXCs2/kEjqnyDKlFrDtz2nofBzhTtqWBK1O50kj6LDtyZ/CrxmGCkO5iKRAilNGuNjQpEU+OCKiXVe1sF/AbLPY+m+zubtzMXNawSFbw1eKVYJm/BgTusEhXs1oyqErXVeggt+dpZ02ZaLF+vRwsjUPDztXSMMpMvsKu7LbASta8jSadFpVkmF06Jal0UpAHcsikKCqtEBbsiGz37+gjytaU8lFJ+DvhLaqDhX/ivvRRbxEy+QCoeY6gr2CID3ryBVgO3Mjk7SjNdjf+ipWG7YY/4gbfISAmzFobt1jau4ZSSYGem2dzCGpUQcnew20ivrJfIrwafiQq1mXE21ggpJWdbspEOnq93RDvWMvnWlGaWNlYhj/iBfbBod0+aRADzBhW2G732ZJz+gEpUsJyvXzPGwszJHbA300wPONthzYE77LF78GpGqSI5t2Se0NOxcZ20WJN1gfVgp8YpJWpYMBns5FuuSGbzwUcNQX3P0xoEpG0H7rD52nbgDpuvEKJaM2yEApODKlHBe4ZbRYkK9nu0MEpUsEyYqtEyIfdFtkRBOmqcikbdlm8DngE+BXwaeFoI8brQv/1FHJlcgbG+dKhFxqateyZfoDudoCfUItNBsWxnppn6EIz2BZtnBnaVZrpUGWCpkdYEzoKdxjTsET+wm6+OjZVNB+75lSJrG+GUqDYduHUoUW07cOtwQWu5fC2r61sK7PSP+AVVooJdB+6ZXME3Igtm3gB2HbgzuQLxmGB3wJmoYHcuqi6VA2DF5EVPz2OPINPT89gDt8LOyIUa0G8j3/NLvhI1RL497Qm62+zMRfWUqOuhPm82HbjVqKEwnzewO9ogrFIS7Kvrw/dodsEtHffXmigopBIVLIuCcuFFYlZFQbaVh8BvAT8qpXy9lPJ1wJuAj4f+7S/i0LVRATu27roWRbDX6O3qbqMtEezIHFgGt3wl6nCoRcYmuBX+WPi4TbBTA6My0JmiPWnnCISOjVUibm+mWW3jqqPRaw0lKtjLV4cSFWqNnunQoUQFuzPNMrnwg6In+tvJrhRZseDArQdMbrfmwK0L/AZ7NUOHEhXs5RteiWq/JodRorZaD7Gru82a0kxHvulknF3ddhy4dYDfNkdHnNVA8II9sGixUGJ5vdQyBGSlIpld0FMzMhbV6jrytSYK0rKvtygK0pSvupbpmMnrEInZrXFhlagqGu2aklLKp9RfpJRP85L78rah80NgSwkVlrGyfcQk/EbbYuOfKzAacpHZ3WNPaZbJFehuS9DbHvxj3pFKMGhJaaYKxWhvcBWJzWG7NRe01mBddSglwV6+OpSo0Jr3d3ahwIZhpVlViaoB7FzbqDBvWGm2Ua4wtxjuyBzUNaYW3DPDOr+C7Rq3qpGAtHR/Q+Zb63nsgC9hlaijfWlrDtw6lKg1B2479zesEjUWE4z3WaoZmlQktggyHUf8wB64peuIny11vY458GDPgfv80job5XAzUcHLd2m9xGLBLKG3tlHmwlI4JSrYEwXpVKKCPRxCh0AB7NbkMGE/33D3V0Wj4OFxIcQfCSFu87/+CDiuJYMXYayXypxfWteycQU4Y2F4rY5G2qatuw4GyKatu458bdq66wBnwSb4sspwdxvpZHAlKlhspHMFknHBroDmDSqsNdIaVANgjyXW1vj3d5Bb3WDZsNJMhxLVe38HFekpL02Gvo2rnZpRVaK2iLp+tVgit7rRMvmqjUrYz9u49Y1KuHyHurwjVq3SQ7Ql4ox0pzlj6/5qOB410d9hZW6yDiUq2AW30skYA52pUNexle+Mth6i3cpcVJ3g7IUl8w7cOvPdKEvOLxnuIXywU8dpAMD4mqbU+7p6njOGR0foUqLaEgXpVKJC6+AQVkVBmmoyNA4e/grwBPAB/+uE/9pLsUkoRiFskRzpSVuxdV8obLC0Xgqdry1b94qGwctgV2mWyYVngMAeuDWjLd8OO/OgNDBsYLfxHws5eBlqM82KJbNKs0w+vBIVvHzXS+aPQOhQooI98EWnEhXMN9JVFUlYlnjAzv3Vlq+lRloXmDza225FaZb1lahh8+1JJ+ltTxrPt+QrUcPmG4sJJizNNJvJrbYWoadBiQo289UFdtojICf6O0IpUcGe0iyTD69EBS/f5XXzM80yeU+JGrqH8GucabV6rca1Bviiwz3ee7+tfPUpO73rGc5XkxLVlihIlxLVlihIKVHD9pRWRUGa9vXQuNvyupTyY1LKtwG/ANwvpTR/AL5FQxcDZGvYbi3f8HLW8f4O40rJC8vrFMuV0IwV2GG1dSlRQeXbSqoB7/k1PWxXZ+O/UNhgcc1wY6pxYyVlbT6PqdDhrAv21NT6lKjKYMD8GqxLiQp28gU9yk6w8Dxoyne4q422RMy4amBG00ZQOXDbApN1rWmm851bXKMc0rxBxbiFfHUpUcEOuKVLiQo1Qs+GWl1Xjbu4vE6haFhpplHZWapI5hbNq9V15Qt2aoYuJSqYV5plcrqUqKpHs1QzWuTYp659vS1RkK58lSjI/POgR4mqREGtokQF1fOYXc+qIjGbykMhxDeFED1CiAHgQeAPhRChDVOEEG8WQjwlhDgphPi1Tb7fJoT4K//7R4UQ++q+95/8158SQrxpp2sKIfb71zjpXzPcCrtNVD8ELcIS67TvnrSQr67jD2An31lNSlSASQvDdhfXNlhaC69EBZgYMD9st1KRnNWgRAWYHLAEvmhs/MGCEkp7vubXNF1FHezkO9obXok62pcmJuzkq0OJ2tWWoL8jaa3GhVWR1NTqrUPoTVpQU+sCZ8EOuKU3X3v3V5e6fnbBrAO3UqLqWoNXi2Vyq+YIPaVE1ZGv6iEyhh1rdYGdk0r9bQEs0nN/7Z0G0JKv5R4trBJV/ZttrGmeSiycErW3PUmXBQfuTL5ATMDukD2ENVGQxn29jRqnd1/fWj2Pl68lMNmm8hDolVIuAm8D/lRKeQtwR5hfLISIA58Cfgy4CvgZIcRVl/zYu4GclPIQnrvzb/jvvQp4J/By4M3Ap4UQ8R2u+RvAx/1r5fxrG4lMTs8iA7YaaV/erAkcyOTNKs0ymo74gZfvkmFbd92qDDA7bFfnxtUG+HJRqxLVfL7FUsVTompU8pkvPHqOzNlsTHXkO2jJgVuXEjUZjzHaa75m6FKigj3wRYcSFSzlm9ejRAU7Dtw1MwQ9Ndm0A7fummzagXtGc75lw0ozvRtX8zWuqkTVqa43+JlbLZbIrhRbhoCUUmqrydYIU0352nLg1mE2AZ4D97AFB25d4Let8VNKiZoMqUQFS6IgX4k6GFKJCpZFTC0y6kKRQ7rWYNOiIJ33FxoHDxNCiFHgHcD/0vKb4WbgpJTylJSyCHweuOuSn7kL+Jz/578G7hAerXIX8Hn/OPU0cNK/3qbX9N9zu38N/Gu+VdO/47KYyRcY0bTITPZ3cN7wsN1MvkBbIsZQl55Fxhu2a05pplvlAGYbU72qAXv56lJ2gtlGb0YzwwZm851dKCA1mDeAp6QyPWx3aW2DxTU9cvfONvMO3EqJqgNMtqY009RIg/c5aBUlKthrTFsq35weJSrYceCeyRXoakvQ0x5ORQJezTDtwK1q3JhWpZm5z5zWmjxgvsbpOjIHrZevjR5CjSnR0VOO9XkiB5P55lY3KGyUtdzf3vYk3YYduHUqUW05cOs6Fg7qRJYFcFZbTbagjNPYo1lRxvlz1cMqUcGSKChXoK8jSWdb+B7CiihIs0gMTIuC9MzAVNEouvXrwFfxgLljQogDwDMhf/c4cKbu7zP+a5v+jJSyBCwAg9u8d6vXB4G8f42tfhcAQoj3CCGOCyGOX7hwIcA/S/OiOKAeKoONkya5O1gCt/KrVal62LDR6M1okruDdwwYDDfSGhkKG8N2dSolbQzb1bkRtDFsV6eKBMyDL0qJqjVfg0fQqkrUlgK39ChRwY57pk5w1oYDt16w07wDt94ewk6NG+rSpUS10fMUSMQEu7r1bVRs9BA6wC0bDtw6a9xwVxupeMxovjMawc62RJyRHrNKM91H5kyDReeW1rUpUcF8voVimfmVojYzBNP5VmeiaujZwVIPoRXsbLciCtKZr3FRkOZ8wWzNmMnrVaKC+RqnS4kKjRumfEFKea2U8r3+309JKf+1lgwcCynlZ6SUR6SUR4aHhwNdQ/dGBcyDLy2Xr/ZFxmy+upSoI91txoft6lSi2nDg1tn42zgCUTVD0Nw4mQqdqgww78Ct84gfmG+kq0pUjWuwSQdunUpU8PJdL1W4uGxGaVapeBsVHUpUqNUMk8+w3pqsjlGaBQe05WthppneHs1ODzHa56nMw0bNgdssuNWZioeeiQp2HLh11rhYTBhXf+sn9MzWOJ1H/KAVex5Lz4PGfE06cOdXN1gtlrWuwSYduKtKVM01zqgoSKOzrq0Tbzp7Smgh3MSCKGgmp0+JCo0bpqSFEO8TQnxaCPHH6ivk784Ak3V/n/Bf2/RnhBAJoBeY3+a9W70+D/T519jqd2mJckUyt6BH7g72WOJWQvx1Nv59HUk6U3HjSkld9zcRjzHal7YCzupaZMZNN6a5gjYlKlhopHMFhCYlKtho/A0oDw0egdCvcmgnv7rBkiEH7upYA41rsEmlmYnnAczVjIsr6xRLepWoYC7fYqnCuSWdPYQdJZ+ufG3MRc3k9IHJyoG7Ve6vcuA2nm+/vh7CBvgy1JXSokQFO+CWLiUqmFfXq3uhE8wwORe1CnZqzPfisjmlmQkwuVSRnDM0F1U/2Gm2xlWVqNoIf7P5KiVqq9zfqhK1lQg9jTXZlihIV77Q+LHlPwN2A28CvoUHvi2F/N3HgMO+C3IKzwDl3kt+5l7gbv/PPw08IL1qcS/wTt+NeT9wGJja6pr+e77hXwP/ml8Mmf+mcW5xjZJGufuu7rQ/bNfMQ7W2Uebisr5FJp2MM9TVZnaR0chQeEoz8+CLrucBPMWa6WPWWvO10PjrXBRNKw8z+QIj3WlSifBKVPDyPbe0ZmzYbiZXIJWIMdQZ3rwBvHyLpQoXDTlwm2pMTc000zmzE8yDWyaUqGCu0Wu1fOcW1rQqUXf3KgduM/kurW2wUNjQlm93OkmfQQdu3RsVIZTSzLQqQ8/GFSzUOI09GtipybrzzRjOV5cSFfy5qHlzDtyZvD4lKnhr8EqxTN6QA3er1QwTSkkwl68JMNm7ruGep0XArVYjeKtKVE3Pr2lRUKlc8URimu6vLVGQrs8bNA4eHpJS/mdgRUr5OeAngFvC/GJ//uD78WYpPgncI6U8IYT4dSHEW/wf+ywwKIQ4CXwE+DX/vSeAe4AngK8A75NSlre6pn+t/wP4iH+tQf/a2kP3xtW0rbtOe3QVJsGi/OoGK8Wy1g+ByXzLFclsXp+KBGw0/vqUklBz+zSlNJvROH8NvHwXDQ7b1Z9vB1LCrKFhuzP+RlCHeQPUGmlTbpQzuVV60gm607o2Kn7jlDW3BgvhHSfUEZOGNyq6a8a4pY2KrnyHulK+0szMGqyuq0sZV1OaGdpYae55wGxNvrC8znqpojlfc4ReVYmquWaYPSKlv8aZnGmm0z0evHwvLhcpFM0QejPawVlfaWZoppm6vzqVqOq6JmImp1+J6l3XXM1IxAQjPfqUqOq6JkJdV5/Bi2FwVvOxe9OioNr91UM4mRYF6QaTTYuCzi2teyIxnYSeQVGQbiUqNA4eql10XghxNd7x4V1hf7mU8ktSyiuklAellB/1X/svUsp7/T+vSSnfLqU8JKW8WUp5qu69H/Xfd6WU8svbXdN//ZR/jUP+NY1USZ3Ouiom+tuNzSsy1/i/lC/oV6ICRm3ddStRwcu3WK5wwYDSTLcSFeqUZgZZQd3PLxhspI3la44lHu/Xq9IBczPjMrkCu7rbtClRa0ozc2uwTiVqV1uCfoNKM901w7QDt24lKpgFi3SrMsBsI61bpQNmwU6lRNUFJoOvNFswozSrzUTVuwavFstkDThwq5moJmpcxtBRYBNKVICZrMl8W6iH0P48mAa3Cuzu1adEVS70JvPtSMXp69BD8Pa0J+huS7RMzVCiIFMEum7lIZitcTVwVre6voV6Hhu4SQTKw88IIfqB/4x3ZPgJ4De1ZfEiCvU/aUxn4bHRSGveqGQMDds1o5T0bd0NHIEwBXaCGXDLVNEBOGOgMV0omFGighmwqKpEbZF8QX/jb1ppprvxH+hM0Z4058CtcyYqQDIeY7TXYGOqWYkK3hpsMl+dSlRQI9G9dwAAIABJREFU+Zr7vOlUooLfmJoCBqoGUPobaRNKM1M1LrtSZMWAA/eM5vlr4OVbrkhmDcxFNXN/zYEv1ZmoBnq0MwbU6qaUqGDuNID20T3VfE0SkPry3dXdRjIuWqZHSyfj7OpuM9Kzg/656mp0hLF88wUGO1O0p/QoUcEwWJQrEI8JRrr1ELxgVsRk7ARk1lQPoVeJCjVRkIm5qDUcQh8426jb8h9JKXNSym9JKQ9IKXdJKX9fWxYvopjJFRjoTNGR0mPeAN6H4IIhW/dMfpV4TLBbk9wdvHw9W3eDjamJRs/AwmhKiQpmGmkTqoxJg/nOGMjX5Ebl/JKvRNWY7+4ej3E20Yh4StR1rUW9I5VgsNOMA7dSour8vJl24PY2VvqKOmB0BptuJSqYZ11131+zLLxeJSp4+Zpy4M7kCqTiMYa69G5U1jbMOHCbIkyhdWpy6+VroefRqlZX91f/mmZCiTrWlzbmwK1ccHVuXHvbk3SnzSjNqjNRdR7xiwnGDY6f0g3Ogvkapz9fcyIb3WMNwLAoKF9gd0+aRFxnD9FhzIE7ky/QnozTr0mJCr4oaL3EYkE/oWeyxplw4DbR8zTqtjwihPisEOLL/t+vEkK8W1sWL6LI5PVuXAEmB8wN7M/k9C8ykwZtxzM5b5EZ6Expu6bRfA0oUW3ka2ZjZQCcNZBvv8FhuyYW8UQ8xpihYbuqkOle0yYGzDROJpSo4H3mTOSrlKja8zV8TFU3eDg50EHG0EwzU/macuA2ke/EQIcxB+6ZfIGxvrRWJWqtxpmpGd3pBD0alag1gsxMvkLAaJ8+gnfSQk2eNEKYmstX5xo83OWB/0YIUwNK1LZEnJFuMz2EiZ4HzNW4i8tF7TNRwVwPsVGucG5xTSuYDH6+po7dGyAgJwfMqtX195QGRUGaCXTw8jUmCvLz1aVEBS9fMCQKMqBENbuvX9WuRG0UMfoTPBOSMf/vTwMf0pbFiyh0m01Aral5ft7Mh8AEYwXwnJF8V7UOXoa6+5td0XZNFSaUqCM9aRIxwXMG8lVyd51KVDVs18jzYIABUsN2TX3eQK9qwLteh6HPm/77C95nzkS+JpSo4B/ZyK5qN/0xoUSFmtJMd2NqQokKXr7rpQrnFvXORVUqEu3gd7VmmKrJ+pWSgLGaYUJFAoburwlw1s/XVI3b1d1GW0LfRkXNRTV1f3UrUZUD93OG8gXNqoyYYKLPTI0z0fOAt0aY6Xn0H/ED1UMYWM+qhLT+NfiMgWOUcwtrVKR+cHaiv52zef1q9ZX1EvnVDSM1Y8U3htAZUkrOGjlt4R+9N9ZDtFCNM5iviRpnRIla7dHM1AzdIrFGrzQkpbwHqEDVKdmMjVgLhwm5O8CVu7vpbktwz/EzWq8LPuKvOd89Ax3s6m7jnuNntBdKE/e3tz3J4V1d/PWDM9ol2SbyjccEN+7t54sPn9UODpiQuwPctK+fr5yY0z5XMpMvkE7GtCpRAY7s6+fbz1zULiE3MdsDvPv76Eyep+aWtF7XlGrgpr39PJ9d5fun5rVe14QSFeDIvgEW10p89cSc1uuaur837x9ASvjrB2e0XvesITD5yN4BAO01brFQYnm9pD3fV+zpJxETfOG43vtbqUhmF/TXjJeP9tKRinOP5nzBTI3bN9TBUFfKTM9jAEwe6kqxb7CDLzw4o51gMHF/U4kY10/28bcPZbSDAyaUqOCtEV96bFa72teEEhXgpn0DfOOp85xf1KvUUTVOpxIV4Kb9Axx/LsvJ88tar2tidA949/fZCys8+FxO63VNgbNH9g6QXSny9SfPa71ujTDVC3Ye2TdAuSL5u4f11gxThPRN+/oB/T3E/EqRtQ39StRX7OkjJvTna0qJes14L+lkzFhN1n1/Dw530d+RbJl8d/ekmehv5wumcBPN62+jCMGKEGIQkABCiFcCC1ozeRFEVi0ymv8ndaeTvOvW/Xz58TlOnNV32zfKFeYW9Q5eBm9g//vecIip6Sz//KxmcMAA4i+E4AN3HObpc8v842OzWq9tQokK8ME7DjO3uMbnp57Xel0TqgyAX739MEtrJT77nVM7/3AToXvwsopfue0gEsmnvnFS63Uz+QL9HUmtSlSAd71mP52pBJ/4+tNar5vJ61eiArzz5j3s6m7jY/c9rbVQmmr8f+KaUQ4Od/Lxrz+tFRwwpUR99cFBbtzbz6e+cVIrwWAKnL1qrIc3XjXCH377FAsFfeCAiSN+4D1fP33jBH9x9HlmF/QRDOeX1tkoS+359nYkufvV+/hfPzirlWBY2yhzYWld+8a1LRHnl19/kO+enNdPMBiocaqHeHJ2UT/BYECJCvCBOw6TyRf4woN6N1cmejSAD9xxiPzqBn/y3dNar2uq53nvGw5Sqkg+/c1ntV7XhBIV4Bdu3U86GeeT9z+j9bozeU+JOqxRiQrwb2/Zw2Bnio/fp7vnMVMz3nL9GHsHO/jYfWZ6CN353nbFMNdN9PLJ+09qJRhMgcnXTvRx25XDfOafTmklGEzMRAXYO9jJW18xzp9+7zmtBIMpJepAZ4qffeVe/v7hDM9e0EcwmFKitqfivOd1B/nmUxe0EgymlKixmOADtx/mBzML3K+ZYDAhEmsUPPwInsvyQSHEd4E/BX5VayYvgjDFqAC8+9b99KQTfOLr+gp7dZExkO87b55ktDetFRxYLZbIrW4YyfcnrhnlypFuPvH1p7WpD6tKVAON9KsPDfHKAwN86pvPagcHTOR71VgPP37Nbv74u6fJaTxWYGpjNdHfwb+5aZJ7jp/ReqzA1MaqvzPFzxsgGEzI3cE7ym6CYDClRI3HBB+68wrtBIMpJaoQgv/4xiuYXVjjr47pAwdMgbMAH77zCp9gmNZ2TZP5vv/2Q9oJBrVx1d3oAbzntQfoTCX47fv1bbaVW6+JNe3fv3Ivw5oJhoXCBkvrJSP53nX9OAc0EwwVfyaqief39VcMc+Pefn73gZOslzT3EAbyvXaizwjBYEKJCh448PYbJ/iLKb0Eg6kebbCrjZ979T7+4QdnefqcPoIhkyswakCJ2tmW4FduO8h3Tl7kqEaCIZMr0N2WoLddrxI1GY/xQZ9g+NoT+ggGVeNGe/USvEIIPvzGK7QTDDMGnF9VfOSNV2gnGEzu6z94x2FKFcnvfUsfwWBKiQrwy68/qJ1gMHl/7371XgY7U1pFFfOGRGIAb7thvEow6Op5TInEtt0RCiFuEkLsllI+BLwe+D+BdeBrgP7zLy0epo6ggXe09hdfe4D7njjHD2byWq5pirECTznw/tsP8eBzOb719AUt1zTFWIGH+n/4jYc5dWGFLz6S0XLNrCG5u4oP33kFF5bW+fPvP6fleiW1yBjK94N3XMFKscQffluf+tDURgXgfW84hEBoBgfM5fvuW/fTrZlgMOGsq+Lf3KSfYDClRAWPYLhipEsrwWBKiQrwqoOD3LJ/QKv6MJMvEBPezDTdUSUYvjNNflUPwWCyximC4a+OndFm5GAKTAafYHjNPr702BxPnF3Uck2T4Gw6Ged9tx1kajrL9zQRDBmDGysTBMOF5XWKZTMbFSEEH/EJhs9P6QEHTClRVXzozsMsGiAYTPYQUuomGMzl+4uKYNDYQ5jM99/d4hEMH9cIDpgCZwHect2YRzDc94w2giGTX2W4u410Uq8SFTyC4YY9fVoJhkyuQDIu2KXRvEHFtRN93PkyvQSDyX393sFOfvqGCf6nxhMMJnuewa427n71Pu59VB/BYHJf35HyCIZvP3ORqemslmua7HkSPsHwxOwiXz1xTss1TYnEdpKT/AGguvhXA/8X8CkgB3xGayYvgqgdQTPTOP3ca/bR15HUJtM3+SEAePuNk4z3tfNxTeDAjEGGAuBHr9rNVaM9/Pb9z1Aqh5fpm1zEAW45MMith4b4/W89y2oxvB393OIa5Yr+I3MqrtzdzU9eO8af/PNp5pfDGyOsFktkV4pGig7AaG87//aWPXzhwRktg7mllP5Gxcz6YIRgMKSUhJr6UCvBYEiJCj7BcOcVPHthhXsf1UMwmLy/SjlwXiPBoJSoSc1KVBWKYPjMP+khGDI5T4k6qFmJqkIRDL/7gB5wwCQLD/DuWw/QnU5o22xXlZKGnuF33ryH0d40v6WphzBdk39SM8GgwGQTSlTwxhvcrJFgMKlEBXj5WC8/drU+gsGkEhU8B813HNFHMFSVqIbyVQTDPz42q5VgMLWetafivPe2g3z/VJZ/PnlRyzVnDOarwIGnzi1pIxhMgrMewXClVoIhky8w2tuuXYmqQjfBkMmbUaKqeP/th6hUJJ/+hh71oSklqor3vPYAHcm4NoLBpBIVagTDx+57Ssv1TPcQNYJBzwkGU/nutAOISykVXPtvgM9IKf9GSvmfgUNaM3kRxEyuQFdbgp52/SoS8GYfvud1B/jGUxd46PnwZ/jVQzVmqPCkEjE+cMchHp1Z4IEfhj/Db5IBAqU+vILn5lf524fDgwOmwVmAD7/xCi4uF/nT74UHB2zk+8E7DrO2UeYPNIADpswb6uO9tx0kERN88v7w4EBudYPCRtnY8wvwLo0Eg2klKsA7juglGEw20gBvevluXjbaw29/XR/BYDLfVx4Y5DWHBrURDDMGVRmgn2DI5AuMGVKign6CIZMr0NeRpLPNTA/R21EjGB6bCT/eIJMzp0SFFxIM//RMeHAgkzPj/KpCN8FgeqOi1Ifnl9b5n0fDz0+20UN86E59JxhMKlFV6DzBoJSopsBkqBEMOo76rZfKnF9aN1ozfubmPezu0XeCwaTyEOAnrx3TSjCYJCABXnNIL8Fgag68iqvHe3nzy/URDCacdetjcqCDd9w0yeePPV9d78OESSUq1EYk/eNjszw5G55gMKlEhUsIhmd19BBmRWL1BMOXHg9PMJiqyTuCh0II1cXeATxQ9z0z3W0Lh9oImtqoANz9qn3ahgRncgWGuswtMgBvu2FC2xn+TL5AIibY1W1mowJw58t2ce1EL5+8/xk2QoIDVSWqwcJz495+brtymD/41rMsr4cDB0xvVAAO7erirdeP86ffO835pXBDgk0e8VOxqyfNz75yL3/38AynQg4JtrGx0kkwnFtaN6pEBb0Eg2klKnjgwEfeeAWn51f5u5AEg2klqoqP+ATDn2kiGEw+v1AjGHSoD02Ds1AjGH5Hg/rQRr7ves0+etuTWtSHM/kCIwaVqFAjGHT1EG2JGENdZpSooJdgsFEzFMHwe988GZpgMK1EhRrB8D++e5psyPnJNnqesT6fYDg+w/Pz4dSHNnoeRTB8TQPBMJv3lagGn990Ms77bj/E8edyfDskwbC4tsHSWslovmq8wbMXVviHR8+GulalIjmb1++sWx/aCQbD4Cx4ogptBIOFmvx+jScYbOT7CxoJBtNKVKgRDDpECpm8WZEY1BMMz4QmGEyJxHbq+P4S+JYQ4otAAfg2gBDiEC+5LV8Wphkg8IYE//LrvTP8x06HO8NvYxFPxmN84PbDnDgb/gy/GrwcN7jIqKN+M7kCXzgebqznTK5AZypuTO6u4sN3XkFudYPP/fPpUNexsVEB+NU7DrNRlvz+N8MVdtNH/FT80usP0pYIPyTYxsYKPIJhQAPBYOt5eNsNE+wZCE8w2FCigkcwXDPeyycfCEcw2FCiAty4d4DXXzHM74ckGEqGBi9fGopg+Nz3TnNhKZz6MJMzY4ZQH4pg+NuHZpi+GE59aAOcVQTDAz88z8MhCQYb+aYSMX719kM8eibPN54KRzDYIHg99eFhLQRDJr9qVImq4sN36iEYTCtRVVRPMIQ0GjCtRFXxK7cdJB4TfPKBsD2EeaUk1AiGsOCADXAW4B1HJrQQDKZPN6l488t38yO7u0OPSLpocCZqfbzywCCvPhieYCiWKp4S1fDn7crd3fzENaN6CIbcqvH7O9bXzs/cPMkXjp8JTTDYwCF6O5L8wq0H+OqJczyeCQcFmVaiQo1gOHY6PMGgxhqY7CEUwXDy/DL/6wfhCAZTIrFtwUMp5UeB/wj8CXCrrK3KMV5yW74sZix8CMBzIRzqauNjXwtf2E0yViruun6MA0OdfCKkC6ENRgXgtiuGecWePn73gWdCDQlW4KzJRQbgusk+7nzZLj7zT6dYXAs+JDiTLzDUlTKqRAXYP9TJ214xzp8ffY65heDqw0zOU6KO9JjdqAx3t/EfXr2XLz56lmdCDAmesQTGeQTDgdAEgwI7rRAMd4QnGGyoMqDGxJ/JFvjrB4MTDLbAWfCY+LAEQ1WJanjjCjWC4fe+GRwcKBTLzK8UrdxfRTD8dojNtpTSCqEH8HOv9giGj4UlGCzl+69v1EMw2NhYAbzxqhEtBIPJ+Wv1cWTfAK/TQDDYUKKCRzDcpYFgsKFEBRjpSfPvNRAMtsAtRTDcH5JgMH3ET4UyaHwkJMFgqyarEUnTF1dCEQym58DXh44TDLMLBaQ0//yCN/uwEJJgWFzbYNGwElXFe99wiFhM8DshCAYbSlQV77rVP8HQIj2ENoLBUr6KYPhEyBMMmbwZAn3HCi+l/L6U8u+klCt1rz3tOzC/FH4sqUXGwkOlzvB/79R84DP8lYq9jUoiHuODdx7mh3NLfPnxucDXsXHED2rgwNmFNe45FnxIsA1VhooP3XkFC4UN/jjEkGBb4CzAB+447A0J/mZwmX4mX2B3r1klqopfet1BOpJxPhFCfZjJF+hIxenrMKtEBfjZV+4LTTDYBLfeev0Y+0MSDLaUqAC3XTnM9ZPhXAhtKVEBrp/s444fCUcw2Nq4wgsJhnOLwQgGW6oXeCHBcPJ8MIIhv7rBarFs5fnVQTCUK5K5BbMzUVUoguHxzCJfeyI4wWCrxukkGGzV5A/feTg0wWAz3w+oEwwhwAEbSlQVv/z6g6QSsVAnGDL5VXrbk3QZVqIC3O0TDB8PYYwwky8gLChRAX76xgkmB8KBAzZrxo9eNcLV4z2hCAabNVkHwVADk83ne2hXN3ddNxaKYLB5f0d60vz7W/bytw9nAhMMtpSoAD11BMMjZ4IZNNpSosILCYZvPhXcoNGGUhJeSDD8/SPB1YemcB6z9OAWIYQYEELcJ4R4xv9v/xY/d7f/M88IIe6ue/1GIcRjQoiTQohPCr/yCyH+uxDih0KIHwgh/k4I0ee/vk8IURBCPOJ//b7uf5PNjSvAv71lDyM9bYHP8F9cWadYqljL9yevHePwri4+HnBIcLFU4dyS+SNzKm49NMRN+/r53RBDgm2Bs+ANCX7Ty0f47LenWVgNDg7YyndyoIO3H5nk81NnAg8JtrlRGehM8a7X7OcffzDLD+eCDQnOWJC7q9BBMNhSokJtSHAYgsGWEhVq4EAmXwhMMNhSoqr48BvDEQxVJaptgiGg0YCtI34qqgRDwM22jRm59aEIhqDKgXOLa5QMz0StD0UwBHUhXNsoc3HZjhIVwhMMNpWoAK/Y08/tYQkGi/nuH+rkX71inD//fgiCwWLPM9zdxt2v2sffP5IJTDDY7Hm62hL80usO8E9PX+B4QIIhkysw0p0mlTC/1VQjkh7PLHJfQIIhky+QSsQY6jRj3lAf9QTD3wQkGGzvO8MSDDMWwVnweohiqRKYYLBJoAP88m0HSMZFYILBphIVPIKhvyMZ+ASDTSUqhCcYbIrEoI5gCOjBoERiJsD6SMBD4NeA+6WUh4H7/b+/IIQQA8B/BW4Bbgb+ax3I+HvALwKH/a83+6/fB1wtpbwWeBr4T3WXfFZKeb3/9cu6/0E2GQrwzvC//w3eGf7vnGweHLC9KIY9wz+3sIaUdhgrUIX9Ss4trvMXAYYEL6+XWChsWNu4ggcOLK2X+KPvND9LsLpRsXR/Ad5/u2fYHtSF0OZGBeAXXruf7rYEn7gvODhgM19FMHzivmcCFUpbR+ZU/NR1YxzaFdyF0KYSFeC1h8MRDDaVqBCeYLBdMxTB8JdTZ6rzLJsJ2zW5SjA8FoxgqIHJdmpGeyrOr9x2kH9+dp7vPTvf9Pttb1zrCYavnGieYLCpKoJLCIYA85NtKlFVfMQnGP7Hd043/V6bSlQVH7j9MOWQBIPNfH/p9eEJBps9xH94lU8wBBzHkMmbnxdXH//qFeMewfD1ZwIRDAqcNWneUB9vuHIX10/28TsPnKRYah4cyOQK9KQTdKft9BD1BMNSAIIhk/OUqKO9dp6JA8NdvO2GicAEg+2asas7zd2v2scXAxIMtnueLt+DISjBYFOJCjWC4bHMQiCCwXbPo3qI57Or/O1DzfcQVZHYi0V5CNwFfM7/8+eAt27yM28C7pNSZqWUOTxg8M1CiFGgxz9OLYE/Ve+XUn5NSqn01N8HJkz+I+qjqhqw2Ii846ZJxnrTgVB024siwI9d7Q8JDnCGf8bS/LX6eNXBQV51YJBPf/NZCsXmwAHbizjAj+zu4SeuHeWPvzNNrskhwReXi6xbVKKCtwC/8+ZJ7jl2hjPZ5oYEb5QrnFu0M9tDRV9Hine/dj9fOTEXaEiw7Y2KIhimTmf57slg4IDN59cjGA7zTECCwaYqA2rmSucW1/nLqeYJBptKVBUfujM4wZDJFxjsTNGeMq9EVfH+2w8hkYEIhkx+lXhMMNJtXkWi4hdeu5+uVILfDgAORFGT/506wfD1AD1Ezq5SEmoEw8fva55gsA1+Q41g+NQDzRMMtpWo4BEMP3rVCH/0nVNNEwy2lagAewY7ePuRiUAEg20lKngEw8+9Zl8ggkFKab3GKYLhuyfn+f6pgD2ExXwVwfDk7CJfDUAwzFjO94UEQ/MnGLwezZ5AAeoIhu+ebvq9mXyBXd1tVpSoKj5w+2FKlWDzk20qUVW853UHSCfj/Pb9QXoe+zXuZ1+1l6GuVCCCwbYSFTyCYd9gRyCCIYp9/Ruu3MV1k3188v7mCQaTPU9U4OGIlHLW//McMLLJz4wD9avpjP/auP/nS1+/NH4e+HLd3/cLIR4WQnxLCPHarRITQrxHCHFcCHH8woXGz8VncgVS8RhDXfYWGe8M/2Eefr75M/xRfAhivvrwVIAz/FE0/uCp+S4ur/Nn3z/d1PtsH/FT8aE7DrO6UeYP/qk5cKC2cbXbiLz3tmBDgucW1qhYlLur+Plb99OTTjTtQriyXiK/umE9X0Uw/NZ9TzUFDkgpOWu5kQb48atHuXIkGMFgG+wEePXBIV55YIBPfSMAwRBBvi8b7eEnrvEIhmZdCGcsHvFTMd7Xzjtv2sM9x5snGDK5Art70iQMmzfUR19Hip+/dT9ffnyOE2ebIxgyuQLtyTj9lpSo4LsQvuEQU9PNEwyqZoxZXCPCEAxRgLOKYJhbXGuaYLCtRFXxoTuvYGmteYIhio0rwPve4BEMv9skwRDF8wDwi689QGeq+RMMC4UNVoplq2AyeATDru62pkUK5YpkNm9v1JCKn7pujIPDnYFGJNkGZ8EjGI7s7ed3gxAMEeSrCIY//HbzBEMU+e4Z7ODtN07wF0efb5pgsK1E5f9n77zD2zqvPP1ekAR7LyIpNokqVO+i5G7Lju24J7bjWBonmcSTOpMym51kZ3dqZjabzCQ7OyVO4nT32Enc48Tdsq1CdVmdlFjATgKsYMXdPy4uCIpolAjeD9R5n4ePJRAkjuCL+33f7/zOOUBuWiKfvKyCFw43c7J1eu7D2XaiAqTYDffhhSQYZtuJChMzGI639E67gsEKk9jFJBiiucZFbVetadqrmqYdDfB1h//zvO7BCx99E/i1/xoYAx71PtQClOm6vg74GvCYpmkZgX5W1/Uf6bq+Udf1jfn5+RG/ZpPLTXFW0qzeZMCo4S/Jnn4Nv8PlJj0pnoxZvMkA3LhiHiuKp1/Db34IirKi38/Mn80LcrhycR4PvVXHwDSaBJtiZ+ksb5wWz0vn9jXF/OK9c3T2R94k2AoXCRiNtLdXl/HMfgfnptEkuMkX7+werMwmwa8eb+fQNJoET7hIZjfeSQmGU5EnGLoGRhganV0nKphNghdT1znAs9NIMFjhRDX52g1L6ewf5pFd05tCONuuDJMvX28kGH50AQmG2b4/gCEOaJrGf7w+fXHAinjNBMP3pykOOFyDlGTPrhMV4GObSinKTOJ700wwNDkNJ2qKPfrDG/y50ASDw+kmzqZROAs9Uf0xEwzTrWCwStxaXpzBh1cVTruCwao9REl2Ch/bNP0KBqsS0maCYboVDE0Wvb/+CYb3ptHeoL3PcKLOdrxmi6RTbf28eKQl/A94MZyow7MerykOtPYO8cQ0EgxmqyEr1jgzwfCTC0gwzPYeGC68gmG2nagmvgTDNE0KVjhRAXZsKb+gBIMVTlSA29fMNxIM06xgcDi9TtRZNIkBXLU4jw3l2fznNFskxaTzUNf163VdXxng61mgzVt+jPe/7QF+hQMo9ft7ifcxB5PLkc3H8f6+TwK3Atu9wiS6rg/rut7l/fM+oBZYMkP/VCNYC1wZAPZ4YwrhEUcPrx4P9DYGxooMEFx4Db/DadxkEuNnr2TO5Ks3LKF7YIRfvH8u4p9pcs2+E9Xky9sWMzw2zg+n0STYYUFZuMnnr6k0mgRPw31olcsB4JOXLyA7JWFaNn2rDiowkWCYznClCWfy7G9EblxRaCQYpjGF0ConKvgnGGojTjBY5UQFWHIBCQarnKgwkWB4en8T9V2RJxisWpMzk80EQxuHm6aXYLAiXnMK4f4GF29NI8FgVbz+CYbnDkWeYHC4Zt+JavK1G5bS0TfMo7sjTzBY4UQ1+cr1S4wEwzuRiwNWOFFNvnitUcEwnQSDVeIswKd9FQwXsueZ/TX5vs1mguEC9hAWXA+3rDISDNPpn9xs4fWwtTKX6gU5/OebtRGLA73uMfqHxywRD30JhnfPRZxg8Hh0WnqsWTN8CYZpVjBYdU7OTr2wCgar4r3QBINV8ZoJhtPt00swmGLybJvENE3jL29YQkvPEE9xo4oHAAAgAElEQVROY0CjwxU9J6pVZcvPAeb05E8AzwZ4zivAhzRNy/YOSvkQ8Iq33LlX07Qt3inLD5g/r2naTcB/B27Xdd13h9A0LV/TtDjvnxdiDFkJuyualnPLooMVwEfWzac8N4XvTWMKoVUZK4DrqgpYU5I5rRp+qw4qAOvLsrl2af60mgQ7nNY4UcFoEnzXuhJ++X497RE2CXY4rXGigtEk+IGtFfzugIPajv6IfsbcmM62ExW8UwivruTNkx3sq3dG9DNNLmtcAzCRYDjc1MNrESYYrBRnNU3jq9cvob5rkN/ud4T/Aawr8TP5yvVL6BoY4ZfvRyYOWPn+gjGFcDoJBqucqCa+BEOEfYBGxz20WuREBSPBkJWSMK1JxlZtpAHu2VB6AQmGQcviNRMM//Za5O5Dq8RkmEgw/ODNWgZHIkswmMMmZtuJCkaC4bbV00swNDnd5FjgRAWj7O3+zdNLMFjlRAUjwfDgldNLMFjRasjETDDsq3fy9unIBjRa0bPTxJdg6BjguUOR7SGs3vN87YYldPRFXsHQZFFrJJOvXL+EgZExfhxhgqG9b5jRcd2yeL947SI0tIjdh6YT1ao149NXLCB9GgkGK52o4F/BMI09hEVOSTASDEvmTW9Ao5V7NF+CYRruQ2PPE5331yrx8NvADZqmnQau9/4dTdM2apr2MICu693APwJ7vV//4H0M4AvAw8AZDBeh2dvwP4B04I+aph3UNO0h7+NXAYc1TTsIPA18zu93BaWlZyiisoKh0XE6+oYtO7jGx9n48+uMGv53Ipy8bOWHQNMM1d/hcvPikcicA1aKs2AslK7B0YhVfyvFToC/2LaI0XFPxG5Jq9/fz161EHu8jYcj3Ig4XIOWOVEBHthaTk6qPWLxxeyJmm+BExWMBENZTgoPTSNesOagArBtWQGr5mfy0Fu1EW1ErHSRAGwoz+aqJfn8ZGddRAkRq0r8TCrz07hj7Xwe2dVAbwQJESudqGAkGLZXl/O7gw5aesL3LbLSiQpGguHBKxfyxsmOiAYjDI6M4bTIiQpGguFL1y7iUFMP70fQt8g8qFi5h/jytsXUdw1G3LfI4XJbJibDRILh6X2RVVxYvSb/xbbFuEfH+dU0EiJWxvuFayqJs2k8/M7ZiJ5vpRMV4JOXV5CZnMAP34p0z2OdExWMBMP8rGQeinDwhJnQs8KJCvCh5YUsK8rgoTfrIttDWLznqV6Yy2WVufz4nbqIEiJWx7tkXjq3rCril+/XR1RxYWV1ExgJhvs2l/L0viba+8KbKpotTvBmJifw6SsW8MdjbZxpD2+qMJ2oVsWblBDHF66pZF+9k5oITBU+J6pF8dpsGl/etoS6joGIJy9bvef5yvVLaO8b5rcHIk+IRCteS1ZNXde7dF3fpuv6Ym95c7f38Rpd1z/j97yf6rq+yPv1M7/Ha7wl0JW6rn/Jrzx5ka7rpbqur/V+fc77+DO6rq/wPrZe1/XnI4nTpmkRlZm09Bg3IivFotvWFJGbao8oa9XjHqVveMzSeK9eks+CvFQe2RW+x4fHosbL/qwpzWJ9WRaP7W6IeCNi5Ua6PDeV66rm8eTexojEjCandRkrMJoE37FmPr870ByZmGGxOJtij+djm0p59XhbRGKGw+WmyCInKhgJhge2llNT74xIzHC43KQnxpOZbM1BRdM0PnlZBXWdA7wfQRmEz4maOfsuEpNPXV5BZ/9IRFMemywsQTP51OUVuEfHI3J3Wu2UBPjE1go8us4Te8IncKws8TO5f3MZ9ngbj0awxllZ4mdy57r5ZKUkRBRvt+lEtfAefP2yeZRkJ0e05xnzOlGtjHdDeTarSzJ5ZFd95HsIC+NdVJDGVYvzeWJvQ0TtI6x0ogIUZCRx66oifnvAEZmYYfEeLT0pgXs2lPDKB60RVYiY14MVTlQwEgzbt5Txfl1XRGKGw2WdExUMceCTl5Vzsq0vIjHD4bLOiWryqcsX0NY7HFELKhXW5E9dvoD+4bGI+lP7enZauYe4rIIxj85TEZhArE5IA2yvLichLjIdoslicRbgoxtKSE+Mj2hN9jlRLYz3xhXzKMpMiuj99ZnELIx3y8IcqgrTp7WHiNa53irnYUyQmZwQkZihwsY/MT6OezaW8loEYobD4hI/MBb2+zeXsa/eyfGW0GJGR/8wI+MeSxcdMG7kkYgZw2PjtFvoRDXZvqWMzv4R/nAsvJhhtWsAjHjdo+P8LoKsitUbfzDEAR0iEzMsPlgBfHR9ScRihhWTdc/nltVFZCYn8OjuCMQX1yD56YkkJVjjRAW4anE+JdnJEW1EHE43CXEaBenWOFEBVpdksWp+Jo/uDr8RsdrlAMbURFPMCOfMUCHe7FR7xGKGlW0NTJIS4rh7vVfMCOPMUOHgarNp3F9dxq667rBiRmvvEOMe60rmTLZXl3GqrT+smOFzoioQb1vvcNh2Fz4nqsVrxvYtZRGLGSrEe391mSFmRDBFU4U92r0bS0mI03gskjVZgT3abWuKSU+K59EIxAyH01onKsC1S/MjFjMcTjdJCTZyUu2zEFlg1pdlUVWYHtkeQgExrjI/jcsqc3l8T2PYUlUVzvX56YncuKKQZ/Y1hR22pUK8KfZ4PrJ+Pi8faaUrTLsL04lq5bk+Ps7GfZvKeOd0Z9iBnT6TmIXxaprG9i3lfNDcy6Gm0FWxPpPYXHIexgq5qfaInBm+D4HVG6dqQ8x4PIyYocJNHIxBDvZ4W9iFskmBgyAYYkZWSgKPhIm3xWW9ExXg6sX5lOaEd2b0Do3SN2StExUMMSMSZ4bHo9NssRMVoDQnhauXRObMUGHjn51q59bVkYkZKsSblBAXsTNDhXjjJokZfSGf63C5Kcqc/cbL57NjiyFm7D0XWsyw2olqsmNLeUTODHONs9KJCrB9S3lEYoYKCT0w4o3EmaGCOAsTYka4PYQq8ZpiRrg12eq2BibXVRVEJGZ0W9wT1WR9WXZEzgyfE9XieBfmp3H5ogjFDAXEzry0RG5aWcTT+xrDixkKrMkp9ng+ur6ElyIQM6yarOtPfJyNj2+OTMww31+rnKhgiBk7vGLGwcbQvTsdTjfZKQmWOVFNdmwpx+Fy8+bJ8HsIm2YMbLOSHVvK6R0a4/nDYfYQipzrt28pZ2Tcw6/DtOdQ5Vx/3+ZS4mwaj4WZdK7KHuKudfNJtcdFvIeIVrwiHoYg2R7H6pLwzgyHU42bjE/M2BNazHA4rW20a+ITM/Y76A8hZqhQggYTYsYfPmgLKWao4MoA091ZHlbMUOXgCrCjujysmNGpiBMVjHgNZ0bwnhkjYx7DiWrxogPGRqR/eIzfHQyTEHEOKhGv6cwI12vU6hI/E1PMCNeOQQUnKkQuZqjgRAVDzCiOQMxwON2WO1HBcGYsK8oIK2Y4XNY7UQEW5KVyxaK8sGKGbxiCxWtGXloiN68sCuvMUGVNNsWMcM6MJkXi9RczzoYQM1Q5uJpixrGWXg6EEDN8TlQF7mk7qg0x440TwcWMwZExugdGLL8eAHZUl4UVM3RdV2ZN3l5dFpGYoUq8922KUMywcNiEP3f6xIxI4rX+/b1h+Tzy0xMjEl8KM5JIsNCJClC9IIdFBWlh3bOmEzXXQicqGL0wNy/I4bHdDSEHuKqyJs/LSOJDy+fx65rGkINIHBYPKDJJS4znznXzef5QM67B4JPOo/3+ingYhkjEjCaXm3kK3GTAKK1t7wstZjhcbhLjbeSlWXuTASPegZFxng0hZqii+APcX10eVsxQxTUAcM/GkrBihkrv761risKKGU2KHFQArvWKGaHe35YeN7pu/aIDsK7UFDOC9+7sGxqld8i6xsv+TDgzGoKKGaYTVQUx2XRmPLM/vJihwvXrEzOOtoScqqqCiwQMd+d9EYoZKsSraRrbq8vCihkOpxpOVDAO2+HEjCanm7TEeDKSrXWRgBFv79AYzx8KLmaYa5xVwxv8iUTMUGlN/phXzHg8hJihQsmciSlmhGrPoVK81y+fR0F6YsiEiDm8QYU95eYFOSwOI2Y4B0dxj44r8f4ujkDMUMWJCkbvzojEDAXKwmFCzHjhcBgxQ5F4E+Js3LeplDdPddDYPRj0eU2K7NHMPcShph6OhChVdbjcFFvsRDXZXl1GQ/dgyAGuDqebrJQEUhNV2EOU4xwc5eWjLUGfo4pJDIx4h8c8IYev+Uxi4jy0hkjEDFVuijDhzAgpFilgdzeZcGYEFzMcrkEykxNIU+AmM+HMCC5mNClidwc/Z0YIMUOVDBBEJmao5JSMs2l8fHMZO88EFzNUOggazowyjocQM1RxkZjsqC6nuWcoqJhhOlHVibeMvhBihs+JqsDnDYyN3ui4zq9rQm9EVHl/79tUSnw4MUORjT9EKGYoInZCZGKGSnuIzQtyWDIvLWy8eWnWO1HBEDOqw4gZDpebeJtGQbr1e4hInBkOhcStSMQMlda4SMSMJoXEzkjEDJX2PGBUXIQSM9r6hpVxooIRbygxwz0yTtfAiBKfNzDiDSVm+HqiKrBnB/j45jI0CJsQUeHzBvCR9SUkJ8RFtCarwE0rC8MOcFUp3ssqc8MOcG1yqeFEBVhenBF2gKvDFV0nqvXvguJEJGYodFCJVMxQJV5/MWN/QxAxQ6GbOBh9wpp7hng9iJjhcKrjRAVjYQ8lZqjkRAXj/Q0lZqi08QfDmRFv03gsyMLuG4agyMbpjrXzSQsxEU0lVwZMiBnBeo2qUuJnYjozgsXrc6Iqcv36xIw99QHFDJWcqOB1ZqwILmZ4PMZBRQUnKhhixl3rw4gZCq3JCXE27ttcFlLMUCleQ8woDy1mKLRHgwkx4+3THQG/73C6KcpKIk4BJypMiBkvHQksZjQ53aTa4yzviWoSzpmh2hp3n1fMCFaqqtqe5yMbQosZqpT4mdy0IrSYodr1cFllLgtDiBkqJfwBlhVlsKE8O6iY4RocZXBkXJnrtzgrmeuq5vFUTSMjY1NbfPmcqIrEm5mcwO1rinn2YPABrtGcrDtdEuPjuHeTMcDVdE2fj0rnepvNSIiEGuCq0p4HjDU51ADXaDtR1VA3FCeUmDHu0WntUcPubhJOzFBJ8QdDzEi1h9qIqPWh3bYstDPD4VKjn5nJpopslswLLmaYN3EVXCQAiwpCixkOp1sZJyr4iRn7mgKKGQ6nG00RJyqYzoxiXjjcgnNgqpih2kHFdGa8FUTMUM3lYDozDjf1cLhpakLE19ZAoXvE9i3lNHa7A4oZql0PMFFmEkjM6BwYZmRMHScqhBYzRsY8tPWptYe4b1NpWDFDpXjvWj+f5ITgTcQdTnXEZIAbVxSSl2YPOkletfd360LDmREy3mx19hCmM+PRIGKG4US1K+FEBT8xY29gMcPhVMeJCpCRFFrMMJ2SqogZ9nhbSDHDJ3YqEq+mGcPXgokZaq7JZdR1DvBeADFDNbETjMnsnf0jvPJB65Tv+ZyoiiT8wYg32ABX04mq0vt7/2ZjgOsTAVp8+ZyoCl2/H10feoCramvyh1eFHuAabXFWxMMICCVmtPUOMaaQ3R1CixlDo+N09qt1k5lwZkwVM3yNlxWK13RmBBUzFLspms6MYGKGKr09/NkRRsxQ6XoAo7TWFUTMcLjczEtPwh6vzu12x5ZyRsY8PLN/qpjhcLqxx9vIS7V2eIM/oZwZKm5Mfc6MAM4BlXp2mtzkFTMCOR1Uc2XAhDMjkJihYrymMyOQmNHaM6SUExUMMWPbssBiRv/wGD3uUaXizUhK4I61xTx3qJke92QxQ8WDij3exr0bQ4gZTnVK/CC8M0O1PRoYa9zZEGKGevGW0TUwwu8DiBkOl1pOVDDe32BihsOllhMVQosZKq4Zd28oITGImKFivB9eVUR2SkLAeFUTkwGuXpxPaU5ywISTaglpgNUlWawuyQw4fE1FMTnUAFefE1Wh6zfUAFefSUyh9zfcAFeHK7pOVHVOs4oTTMxQ8eAKwcUMFW8yYDgzAokZPe5RBkbGlVp0AD6+ObAzY9yj0+JSy0UCE86MQGKGihv/G8OIGapdv1t9ZSaBNyKqxVtVmMFGr5hxfkKkyXuwUmF4g0koMcPhdJORFE96kjoHlVBihulELcpU55owxYzXT0wVM1RcM0I5M1SMFwxxIJCY0eR1vajkjANjzxNIzFDx4ArGHsIQMybvITr7Rxge8ygX78eDiBk+J6pi1+/dG4I7M1QTZ2HCmRFMfFEt3qu8YkagQSQq7tFWlWSyJpiY4VTLiQqGmHFNEDFDNScqQFaKnVtXFwcUMxyuQeJtGvMy1HCiglfM2FgaUMxQ8Zxss2ncv7mc3We7OdPeN+l7qpXdm+yoLud0+9QBrhPvrzoJJzDiDTTAVaUeuf7s2BJ4gKvPJKbY+xtsgOtsmMREPIyQYGKGSpN1/QkmZqi68fd3ZviLGSo1ivanKHNCzBgem3B3tvep50SFCTHj2UOOSWKGcZNRZ3iDib+Y4fATMyYaL6sVrylm7G9wcax5qpihWrxglEEEEjNUPKiAURYTUMxwuZmfrdaiDsHFDIfLTUF6olJOVPATM/ZMXeNUc6LChDMjVta4m1cazoyg8Sq2Zly5KI+ynJSp8SpW4mfiEzPOc3eqeHCF4GKG6URVTUw2xIypzoy+oVHDiarYwSqYM0PVPYS/mHG67XwxQy0nqsl2r5ix52z3pMdVfH/BiLe9b5hXj00WM5pU3fNsKWNgZJzfHZgsZjicbgoz1XKigrGHGPPoUxIiDqebFHscWSnqJHgB7tlYQkKcFvRcr9o1EWyAq6p7iGuDDHCdONerdU9bVxp4gKuqCelgA1ybZuF6UOv0ojDBxAzzz8WK3WSCiRmzcVFdKIGcGWrH63VmHJ0QM1QVO8GId2jUM0nMUPWmCBNixpN+YkaPe5T+4THlxHoIXGYy7tFpVtCVARNixvnODFU30lctzg8oZjQ51eoxahJMzFA1Xp+YsbdxkphhXg8qOVFhwpnxuwOTxYwmBZ2o4OfMONZGm5+Y0aSgExW8YkZ1GXvOEzN8JWgKXsPbt5Rz5jwxo8mpptgJxpp8vpjRpKg4CxPODH8xQ+U9hOnM8BczOvqHlXSiAty7sQR7nG1SO4aRMbWGN/hz25piMpLip7SPaFLQ2QmGmDE/K3lKvCo6UcEQM5YXZUxpd6HqHm1BXipXLjbEjLFJe4hBpfqqm+SlJXLzyiKe2d/E4MjEHsLhcpObaifZro4TFYIPcG1yDhJn05iXrlaCN9gAV1XX5GADXH3xKviZMwe4vuE3wHU2nKgiHk6DQGJGk9NNTqqdFLsawxv8CSRmOFzGTaZQIbu7SSAxQ1XXAEw4M/w3Iqo6UQFWzs9kTWnWJDFD1QwbGGLGtUsLJokZKouzWSl2blszWczwOVEVjDcpIY57zxMzfE5UBa/fQGKG2RNVxc8bBBYzVHVKQjAxQ82DChgbp0Bihqrv7/2byxg/r8xEVScqwD0bpooZDqcbe5yNvDS1DioAt602xIxHAqzJKt7Trlk6VcxQeU0OJGaoHG8gMWPielDvHpGblsjNqwoniRmqOlEBku1xfHTDZDHD1xNVMVcRmGJG6SQxQ1UnKphiRvkUMUPFNgEm26vLaekZ4o2TEy2+VI53x5Zy+obGeOHQRIsvVcVvCDzA1eFyU5iRRHycenuIQANcHS43yQlxZCvmRAVjgGtaYvxkHULhNW7bsnnMy0icNDhlNvY86l1pChPImaHqogOBnRkOp7o3mUDODIfTTVKCjZxUu8XRTcVfzDjlFTNUdaKabK8u40x7P7u9YobKrgEw4m3vG+aPXjEjFuIdGBnnt14xQ+WDKxgJkXGPzhN7DDGjWWGxHqaKGWZPVFXjPV/MULUnqokpZpy/EVE13rVeMcO/75bK8VYEETNUjdcnZuybEDOaXG6Ks5KUc6LChJjx+6MtdPQZYobD5SY9KZ4MxZyoEFjMMNe4oiz1EryaprH9PGeGqv2rTLZXl00SM1ROSIMhvvQNjfH8oWZAbScqGO/v6LjOUzXGHkL1Pc+9XjHD7C2pak9UkzvWFhtihjfe0XEPbb1DSorJANcvKzDEjF2TxSJV399NFdksmZc2ec+jcLyBBriq6pyFwANcVeyJapKWGM+d64onDXBV1YkKxgDXj22aPMDVNIlF04mqnoKkOKYzwxQzVC1BMzGdGT4xQ+GbIkw4M0wxw+FS0+5u4hMzvAulyk5U8BMzvPE6nG5lnajgJ2b4xQvqbvzXlmaxojiDR71ihu9gpWi854sZqouz54sZKrc1gKlihqo9UU1MMePdM13UdfQr7USFCWfGidY+9jc4fZ85VYUMmHBmvO4tM1HZKQleZ8bwGM8dNMQMlQ8qYLy/54sZqq4XMFXMaHIaTtTEePUOKgB3ms4MvzXZHmcjX0EnKsD1pjPj/D2EotewT8zw9glTfc+zqCCdLQtzeGy30XdL1WETJgXpSdy4otAnZkzsedS8B6cmxnPXuvm8cMQQM1p7hvDo6l6/8XE27ttUxtunO2joGmRgeAzX4Kiy8Wqaxvbqcg439XC4yeWrZlH1+oWJAa5vnZ5IiKh6xoCJAa4vHjbcnarrEDu2GANcn95nuDtVdqKCMcDVpmk+U8VsmMQsEQ81TcvRNO2Pmqad9v43O8jzPuF9zmlN0z7h9/gGTdOOaJp2RtO0/6d5lSVN0/5O0zSHpmkHvV8f9vuZb3qff1LTtBsvNPaJMhNDHFC1n5nJFDFD8Q+BKWY8sXdCzFB1UQdDzPjwqkJ+s9/B4MiY8jfFZHscd28o5ZUPWunoG1ba7g6GmHF/dRnv1XZR29GPw6WuExWmihmqi1tgLJStvYaYofpBBSbEjOcPNSvvIoEJMePX+xon2hooHO+9vjKTBuWdqODvzGig1z1G//CY0vGazgxzOFhLj9prxsbybJbOS5/YmCq+xi0qSGPrwlxfE3HVxeSC9CRuXFnI0/u9Yobie7TzxYwml5siRZ2oMFXMcLjcpCfGk5msnhMVJvYQRxyGmKGyE9Vkx5Zympxu3j7doXTrHpPtW8rocRtiRizsebZvKfOJGaoOm/Dn45vLsGkaj+1piIk92l3r55OcEMejuxomnKgKX7/mANdHdzX4nKgqx2sOcDVLgVUuYweoKsxgY3k2j+0x9miq73mKMpPZVlXAr2uMAa6z8f5apRh8A3hN1/XFwGvev09C07Qc4G+BamAz8Ld+IuMPgAeBxd6vm/x+9Pu6rq/1fr3k/V3LgfuAFd7n/pemaReU1vV3ZtTUOxkaVdfuDhNZlROtfew52200XlY4XpjszFA9AwRGXzPTmeFQ3IkKcL9fmUksvL/3bCzxiRlmvKo6UQFuX2OIGY/sMjZO2SkJyjpRAbZVFVCYkcQju414bRoUZqp7UNlYPuHMUN1FAoaYYTozGhVtFO2PvzOjrsMopVQ5Xn8x42hzD6B2vP5iRk29k9FxdZ2oMFGqesTRw95z3XT0DSt9cAXjsN3kdPP2qY6YWOO2V5f5nBmqH1RgspgRC+/vfV5nxmN7GpQXZwHuXGeIGY/sqsehuBMV4EPLC8lLS+TRXfU0udR2ogJsXZjLwvxUHtldr+z0eH9MMePR3fXKDpvwpzAziW1VBTxV0+jbQ6gsJmckJXDH2mKePeTgRKsxYFTle5r/ANf99U7DiapwvP4DXGvOdRtOVIXjBWONO9s5wLu1nYZJTPl4Jwa4OpzRd6JaJR7eAfzC++dfAHcGeM6NwB91Xe/Wdd0J/BG4SdO0IiBD1/VdutHk6JdBfv7813tC1/VhXdfPAmcwBMkLwnRmfPf3JwG1b+Iw4cz41z+cUtrubnL9MkPMePidszgHR5VedGDCmfHI7nqaXWpngGDCmWGKGarH63Nm7GuirrNfaScqGGLGR9bP58XDLXzg6FH+/Y2Ps3Hf5lLePtXB+7VdFGYkkaCoExUmOzN+f7SVpAQbuYo6UU1MZ8bju41SSvU3IoYz40dv1wHqx2uWmfzbq6cB9eM1nRn/8oqxh1DZiQpw17r5pNjjYmbPY4oZP3izlr7hMeXj3bowl8r8VH65q95woioe72QxQ/2DlenMeKqmkbNdA8rHm5GUwJ3rinnuUDPHW3uVvx7s8TY+tqmE10+0U3POqbQTFSZMFQcaXLx6rF1pJ6rJji3lnOsa9A3KKFI4wQtGvN0DI/x051lAbackGPEOjXr499fOAOqvceYA13/9wylA/XjNAa7f8e4hVD/XmwNc//21M4ZJTPF4r1yUR3luCr9475xhEpujzsN5uq6bo41agXkBnjMfaPT7e5P3sfneP5//uMmXNE07rGnaT/2cisF+1xQ0TfszTdNqNE2r6ejoCPQUn5ix55wxdEL1jYgpZsRKvKaYESvxmuPdjzp6cY+qO7zBnx1bynG43LT0qO9EBaNnRo97lFNt/TER7/bqckbGPRxq6omJeO/bVEacTaOm3qn8IgkTYsaec90UK+5EhQkxY8+5brJSEkhNVNeJChPOjD3nupV3ogIsLUxnU0X2xJqh+DVcmJnE9csKYibe9KQE7lgbO3sIe7yN+zb57yHUPriaYsahRhej47ryYjJMiBkq90T1xxQz6joGYiLe7dWGmHHU0av85w0mxIx99c6YiPfu9YaYsedcd0xcDzevKiQn1c6ec93kpyeSlKCuExXgCq+YsedcNwlxGgVRHN4wE6ycn8ma0izfmlGi+JpRmpPCtUsLYmZNzkqxc9ua4piJNykhjns3xo4OYbNp3L/ZcHfOhhM1auKhpmmvapp2NMDXHf7P87oH9Rl62R8AlcBaoAX41+n+Al3Xf6Tr+kZd1zfm5+cHfd726jLfn1VX0MHYiJjEwkJpihkQG/He6RUzIDbivWH5PPK8ZSWxEO+WhTlU5qcCsfF5M8UMUP/gChNiBqi/SIIpZhQDsRGv6cyA2IjXFDMA5Z2oJma8sYBcD7kAACAASURBVOBEhfPW5Bi4JmJtz3Pf5lLMnEIsrHEfXV9CUoLxOYuFeG9aWUh2iuHWioXr1xQzIDbiNcUMiI3roSTbEDMgNt7fzJQEblsTO3uIxPg47tkQO3sIU8wAw/mrshPVxFzj0hLjyUhWO8ELk9fk4hi4JvzjjYV72sc3x1a8d3sHuEL0443aiUDX9et1XV8Z4OtZoM1bfoz3v+0BfoUDKPX7e4n3MYf3z+c/jq7rbbquj+u67gF+zERpcrDfdcGYZSap9jjl7e5wvpih/ocgNsUMw8waC/GazgyIjXj9xYxYiBcMpwPExqIDsReveT3EgpABxkZE02Ln+r3bK2bEyvVgOjNiwYkKE2JGLDhRwRAz1pZmxYQTFQwx47pYEzNWm2KG+gkn05kBsbFm+IsZsRAvwA7vYTsWnKgAO7bE2PsbY3ue+6tj6/29Z2Mp9nhbTNx/AW5bXUxGUrzyfdVNzAGueWnqO1FhYoBrvE2jIF39PYQ5wBXUd6LCxABXiP6ex6od63PAJ4Bve//7bIDnvAL8s1/p8YeAb+q63q1pWq+maVuA3cADwL+DIUT6lUPfBRz1e73HNE37HlCMMWRlz8X8AzRN4x/vWEltR39M3GQA/ucty3mvtismbjIAX7+xiiXz0pXv7WHy59ctIj0pnqrCdKtDiYg/vWIB7tFxNlXkWB1KRHxsUynNLjdXLwnuCFaJm1cWcfzqPm5eWWh1KBFxeWUef7FtMbevKbI6lIhYOT+Tv7qpissqc60OJSJKslP4+9tXsKggzepQIiIzJYF/unNVTCTHwHBm/PNdKxke81gdSkTYbBrfunMljd1uq0OJmL+5bTk157pjwokK8Fc3V7FyfiZ5aeo7UQH+YttictLsMXOP+MyVCxnz6Kwvyw7/ZAW4v7qM9r5hrlwcG3uI29YUc6a9nw+tiI09xNVLCvjz6xZxu9fRpzprSjL5+o1LY2ZPWZ6byt/etpzlRRlWhxIROal2vnXnSqWH5/iTbI/jf39kNfqMFUNGlzibxrfuWkl775DVoUSEpmn83e0rONzU46ssVJ1v3ryMTRVtMeFEBfjqDUsoykqmIjc1qq+jGVXDs4umabnAU0AZUA/c6xUFNwKf03X9M97n/SnwP7w/9k+6rv/M+/hG4OdAMvAy8Oe6ruuapv0Ko2RZB84BnzXFRE3T/hr4U2AM+Iqu6y+Hi3Pjxo16TU3NzPyjBUEQBEEQBEEQBEEQBEFBNE3bp+v6xoDfs0I8jBVEPBQEQRAEQRAEQRAEQRDmOqHEw9ioPREEQRAEQRAEQRAEQRAEYdYR8VAQBEEQBEEQBEEQBEEQhIBI2XIINE3rA05aHYcgXAR5QKfVQQjCBSLXrxDLyPUrxDpyDQuxjFy/Qiwj169gFeW6rgecJhUb42Os42Swem9BiAU0TauRa1iIVeT6FWIZuX6FWEeuYSGWketXiGXk+hVURMqWBUEQBEEQBEEQBEEQBEEIiIiHgiAIgiAIgiAIgiAIgiAERMTD0PzI6gAE4SKRa1iIZeT6FWIZuX6FWEeuYSGWketXiGXk+hWUQwamCIIgCIIgCIIgCIIgCIIQEHEeCoIgCIIgCIIgCIIgCIIQEBEPBUEQBEEQBEEQBEEQBEEIiIiHgiAIgiAIgiAIgiAIgiAERMRDQRAEQRAEQRAEQRAEQRACIuKhIAiCIAiCIAiCIAiCIAgBEfFQEARBEARBEARBEARBEISAiHgoCIIgCIIgCIIgCIIgCEJARDwUBEEQBEEQBEEQBEEQBCEgIh4KgiAIgiAIgiAIgiAIghCQeKsDUJm8vDy9oqLC6jAEQRAEQRAEQRAEQRAEIWrs27evU9f1/EDfE/EwBBUVFdTU1FgdhiAIgiAIgiAIgiAIgiBEDU3T6oN9T8qWBUEQBEEQBEEQBEEQBEEIiIiHgiAIgiAIgiAIgiAIgiAERMRDQRAEQRAEQRAEQRAEQVme3NvAUUeP1WFcsoh4KAiCIAiCIAiCIAiCICiJruv8r999wH+8fsbqUC5ZRDwUBEEQBEEQBEEQBEEQlMQ1OMrIuIfdZ7vweHSrw7kkEfFQEARBEARBEARBEARBUJKO/mEAnIOjnGrvsziaSxMRDwXLaOwetDoEQRAEQRAEQRAEQRAUpr132PfnXbVdFkZy6SLioWAJe891c+V33uBQo8vqUARBEARBEARBEARBUJSO/iEA7PE2dtV1WxzNpYmIh4Il7Kt3AnBQxENBEARBEARBEARBEIJgOg+vW1ogfQ8tQsRDwRKONfcCcKK11+JIBEEQBEEQBEEQBEGYLiNjHmrORd8J2NE3THJCHNuWFUjfQ4sQ8VCwhOMtvd7/yodeEARBEARBEAQhmjgHRvjGM4fpcY9aHYowh/jpu2e5+6H3ae0ZiurrtPcNk5+eyJaFuYD0PbQCEQ+FWWdodJzajn7ibBqn2vrEciwIgiAIgiAIghBFnj/czBN7G3n1WJvVoQhziBcPtwDQ2htd8bCjb5iC9ERKc1IoyU6WvocWIOKhMOucbO3Do8OVi/MYHBmn0SlTlwVBEARBEIQLY3BkDF2XZLQghOKd052AMbhSEGaChq5Bjjh6AOjqHw7z7Iujo99wHgJsWZgrfQ8tQMRDYdYxS5bvWjcfgBOtUrosCIIgCIIQKwyPjfPbA01KHNzePdPJhn98ladqGq0ORRCUZWzc4yvz3HNWxENhZnjpaIvvz51RFg/be4co8BMPpe/h7CPioTDrHGvpJdUex/XL5qFpcEL6HgqCIAiCIMQMzx5o5qtPHrLcwfR+bRef/sVe3KPj1HYMWBqLIKjMoSYXfcNjrCnNoq5zgI6+6Ao9wqXBS0daWDovHYDO/pGovc7Q6Di9Q2M+52H1ghxA+h7ONiIeCrPO8ZZelhVlkJoYT3lOikxcFgRBEARBiCF21RkHNrOaxAr2nO3mT3++l9LsFPLS7HSKGCIIQXnndCeaBl/ZthiQ0mXh4mnsHuRwUw93rZ9PWmJ8VJ2HpthdkJ4EIH0PLULEQ2FW8Xh0jrf0sbw4A4CqwgxOStmyIAiCIAhCTKDruk88tKr1zL76bj75sz0UZyXx2INbmJ+dQkeUS+YEIZbZebqT1fMzuWJxHskJcVK6LFw0Lx0xSpZvWVVEXpqdrig6D837u+k8BOl7aAVzRjzUNO0mTdNOapp2RtO0bwT4/tc0TTumadphTdNe0zSt3Io4L3UanYP0D4+xrMgrHhalc7ZrAPfIuMWRCYIgCMLs8dOdZ/nGM4etDkMQpk1jt5vmHmOqphXi4YEGJ5/46V4KM5J4/MEt5Kcnkp9mj2rJnCDEMr1DoxxodHHF4jwS4mysL88S8VC4aF460sKq+ZmU5qSQm5ZI10D0EjjtvYHFQ+l7OLvMCfFQ07Q44D+Bm4HlwMc1TVt+3tMOABt1XV8NPA18Z3ajFGCivGW5KR4WpqPrcFo+9IIgCMIlQu/QKN/74ymerGnENSiChxBbmK7DKxfncbK1b1ZdH4caXTzwkz3kptl57MEtFGQYJWx5aYlRb9YvCLHKrtouxj06VyzKB2BTRQ7HW3vpcY9aHJkQqzR2D3KoqYcPryoCIDfVTmdf9J2HBX7iofQ9nH3mhHgIbAbO6Lpep+v6CPAEcIf/E3Rdf0PX9UHvX3cBJbMcowAca+7FpsHSQqOxalWhISLK0BRBEAThUuGx3Q30D4+h6xNCjCDECrvqushLs3Pr6iLco+M0dA+G/6EZ4Kijhz/5yW6yUhN4/MEtFGYm+b6Xl5ZI98CIlK8JQgB2nukkOSGO9eVZAGxekIOuw/56p8WRCbHKy0cnSpYB8tKj6zzs6B1C0yAn1e57TPoezj5zRTycDzT6/b3J+1gwPg28HNWIhIAca+ljYX4aSQlxAJTlpJCcEGdZz5yZpL13iO++coLRcY/VoQiCIAiKMjw2zk93nqV6QQ4p9jjePSPioRA7mP0Oqxfm+lrQzMbguw+ae9j+8G7SkwzhsDgredL389LsjHt0nOLkFYQp7DzdSfXCHBLjjfPXutJsEuI0dkvpsnCBvHiklZXzMyjLTQEgL9VO98AI41FK4HT0D5Obmkh83GT5Svoezi5zRTyMGE3TdgAbge8G+f6faZpWo2laTUdHx+wGdwlwvKXXV7IMYLNpLClMnxMTl1860sJ/vlHLzjOdVociCIIgKMrvDjho7xvmS9ctYvOCHN6rlTUj1vnN/iaaXW6rw5gVzH6HWxbmsrggHZsGx6NcPXKitZcdD+8m1R7H4w9uoSQ7Zcpz8rylbDI0RRAm43C5qesc4IpFeb7Hku1xrJqfKROXhQuiyTnIoUaXr2QZjHuwRydqCZyOvuFJ/Q5NpO/h7DJXxEMHUOr39xLvY5PQNO164K+B23VdD7i70HX9R7qub9R1fWN+fn5Ugr1UcQ2O4HC5fZlqk6p56Zxo7UPXYztj0NBtHBzeONFucSSCIAiCing8Oj98u44VxRlcsSiPyyvzqO0YoNU7fEKIPWrOdfO1pw7x8/fOWR3KrGCW2W9dmEOyPY6K3NSoJ4C/+uQh7PE2Hntwi8/lcj55acahMpo9twQhFtl52jDDXLl48rl204IcDje5GBqVoZXC9Hj5SCswUbIMkJtq3IOjNXG5vW94Ur9DE+l7OLvMFfFwL7BY07QFmqbZgfuA5/yfoGnaOuCHGMKhqDsWYGamlxefJx4WpdM9MBLz2WKz589rx9tjXggVhLmAruu8eqxNprkLyvDq8TbqOgb47NWVaJrG1spcAHEfxjD/9WYtYPR0vhQw+x1W5qcBxh4umq1nPB6dM+193LWuhIq81KDPMx0pMjRFECbzzulOCtITWTIvbdLj1QtyGB3XOdDgsigyIVZ58UgLK4ozKM+duCfnphm9CKN1Dw7mPJS+h7PLnBAPdV0fA74EvAIcB57Sdf0DTdP+QdO0271P+y6QBvxa07SDmqY9F+TXCVHi2HmTlk3mytCUxu5B4mwaDpebU239VocjCJc8zx5s5jO/rOGFw81WhyIIAPzw7TpKspP58MpCwFgPs1MSpO9hjHK8pZfXT7STlGDjeEvvnE8c+vc71DQNMPZw9V2DDAyPReU12/uGGR3XKclODvk8n/MwyuKhc2CEU22xvV8VLh08Hp33aru4YlGe7zNrsqE8B02DPdL3UJgGDpebg+eVLEN078Eej05HEOchSN/D2WROiIcAuq6/pOv6El3XK3Vd/yfvY3+j6/pz3j9fr+v6PF3X13q/bg/9G4WZ5nhLL3lpiVOyBlXeycsnY3hoiq7rNDoHuWmFcSB87USbxREJwqXN4MgY3375BADnugYsjkYQjPLWffVOHrxyoa/ht81muA/fq+2cE8JT98AIp9v6LpkN/A/erCXVHsfnr15E18AI7X1z2/Xm3+/QxNzDRUtQa3IaVR3zw4iHGUnx2ONsUa9i+cqTB/n4j3bNic+rMPc51tJL98AIVyzOm/K9zOQEqgozpO+hMC1ePjJ5yrJJntd5GI2yZZd7lDGPHtB5CNL3cDaZM+KhoD7HmnunlCwDZKfamZeRyPEYHprSNTDC4Mg4GyuyWTk/Q/oeCoLF/OjtOlp7h0hOiPP1IxUEK3norTqyUxK4Z2PJpMcvq8yjpWeIs52xL3L/xeMHuOH7b7PhW3/ks7+q4Sc7z3LU0RO16YtWcq5zgBcON7NjS7mv/Hyuly779zs0mZi4HJ1Dm8M7iKY0jHioaRp5afao9jw86ujhrVMddM2BVjvCpcE7p42WGP7DUvzZXJHNvnono+Oe2QxLiGFePNLC8qKMKW0kMpISiLdpUXEetvcZfaEL0pMCfl/6Hs4eIh4Ks8LImIfT7X0sK0oP+P2lhRkx7Tw0+x2W5aRw3dIC9tU7cQ5I024hNA1dgzzw0z10zHG3ymzT0uPmobdquWVVERsrsn2fT2H2GR338Nyh5qiVNMYKZ9r7ePV4Gw9srSDFHj/pe5d7D3Xvxvimd2zcQ019N1csyuP6ZfM43tLHP75wjFv/fSdr//4PfOpne3jorVr2NzjnhDPxh2/XER9n49NXLKDKu7cx27PMVc7vdwgwPyuZtMR4TkTp397kdHtfJ/CgFH/y0hOjWrb8A29/S4Az0p5GiAF2nulg6bx0CjICiy6bF+TiHh3ngzme+JiLPLq7nm+9cGxWX7PZ5eZAg4tbVhdN+Z7NppGbZo+K89A8JwVzHs5238OB4TF2nu7k+388xfOHLq3WSPHhnyIIF09tRz+j4/qUfocmywrT+dm7XYyNe3zlXLFEo594mJuWyP97/QxvnergznXzLY7s4ugdGuVkax+bKnLCP1mYNi8dbeHtUx08squer96wxOpw5gzf+f1JPDp84+YqfvBWLb8/2mp1SJckuq7zzd8c4el9TTywtZx/uGOl1SFZxo/eriMpwcYnLquY8r2K3BSKM5N470wnf7KlfPaDmyFOtPYxNOrh3k2l3L6mGDCE/D1nu9lV182es128cdKY+vmlaxfx325camW4F0Vb7xDP7Gvi7o0lvkN5aU7ynBYPA/U7BOPAuLQwneNRSgA3OQfJS7OTbI8L+9y8tETaeqMzufxs5wAvHW3hI+vn85v9Ds509HNZEDeXIKjA0Og4e885Q64rmxZkA7DnbBdrS7NmKzThIhkeG+df/3CK7oER7q8uY2F+WvgfmgFe8pYsn9/v0CQ3NZGugSg4D3tDi4dglC6/drwNj0fHZtOCPu9C6OofZu85J3vPdVNzrpujzb2+iorCjCRu8+55LgViT6URYhKzlGdFgLJlMKb1jYx7YrZsyxQPS7JTWD0/k7w0O6/PgdLlh9+u494fvk9rT3Q246ryzd8c4Zu/ORL116nx9pl5fE+DlIzMEAcanPz2gIPPXLGA0pwUynJS6B4Yof8Sd75Zwbd/f4Kn9zWxIC+VR3c3cPoSHTLQ2jPEbw84+NjGUnJS7VO+r2kaly3K4/262G72faDBCcD6sokDaFFmMnesnc///sgqXvvLa9j719ezZF4ah5pie7rnT3aeZczj4XNXVfoeW1aYwfE5LB4G6ndoUlWYzokoDYxpcrqZnx3edQhGz61oOQ9/+FYtCXE2vnFzFelJ8ZwW56GgOHvOdjMy5gnY79CkID2JBXmp7DnrnMXIhIvlj8fa6PZWuD22u2HWXvelIy0sK8pgwXklyyZ56Yl0RMN56L2vBxuYAjPf97Cxe5Bv/uYw1/3rm2z41qt87pF9/GpXPYkJcXz+6kp+/qlNfP6aSlp7hy6p6hoRD4VZ4VhLL4nxNipyA99sls6Lbs+caNPQPUh+eiLJ9jhsNo1rlxbw5sl2xmJcENrX4ETX4e1THVaHMmv0DY3yzL4mnt7XiGsweqXnHo9OTb2T0pxk2vuG+cMHMmTnYtF1nX944Rj56Yl84dpFgOEGhgmBX5gdHn6njh++VcefbCnn6c9tJcUex7dePG51WJbws3fPMu7R+cyVC4M+5/JFubgGR2PauXagwUV+eiLzs4L3pstPT2R5UQZ1HbGZKAToGRzl0V313LammLLcCVFreXEGZzsHGByZm4eIQP0OTaoK0+kdGqMlConGJqc77KRlk7y0RDr7R2ZchG/tGeKZ/U3cu7GEgvQkFhekcVoa8wuzzNP7mthXH3lZ5s4zndjjbL5+cMHYVJHN3nPdMZ28utR4Yk8j87OSuXllIb/e18TQ6HjUX7PZ5WZ/g4tbVhUGfU5eqp2uKCRwOvqGSbHHkZoYvGh2pvsePrK7nif3NlKRm8pf3VTFM5/fypG/+xBPfXYr/+3GpVyztIBV8zMBYtb8dCGIeCjMCsdbeqkqTA9aklxZkEq8TeNEjA5Naege9IkUANdVFdA7NMa++tjN5I17dA419gDw1iUkHr51qoORcQ+j4zqvfBC9ctfajn5cg6N88ZpFlGQn86td56L2WpcKzx1q5kCDi6/fuJQ07wbD/FxK38PZ47cHmvjWi8f58KpC/u72FeSmJfLlbYt561QHb5yMfUf2dOgdGuXR3Q3csrqY0pzg7qnLKg1nyHu1nbMV2oxzoNHFutKsSSWtgajMT8PhcsesyPaL988xMDLO56+pnPT4sqIMdJ2Y7t8cikD9Dk2qfENTZnYP5/HoOKYpHo57dFzu0RmN4+F36vDo8Fmv03RRQRpn2i+dw6JgPSNjHv7Hb4/w4C/3+YZHhOOd052sL8+a0mf3fDYvyKXHPcrpdnHTxgINXYPsPNPJvRtL+ZOt5fS4R3nhcEvUX/dlbwugYCXLALle9/dMu9Db+4ZDug5h5vseNnYPUpGbyk8/aTgMN5TnkBg/uX3GwnzDFFXbcel8dkQ8FKbNt144xnPTaA6q6zrHWnp9E/kCkRgfx8L81JjddDd2uyeJh1csziMhTovp0uXajn76h8fISkngndMdMe+ijJRXPmgjN9VORW7KtK7z6bL3nCEsVy/MZXt1Obvqujl1iZZ1zgTukXH+z8snWFGcwd3rJ6bZlorzMGIGR8Zo6BpkX72TP3zQyuN7Gth7bnqbsDdOtvP1Xx9m68Jcvv+xtcR5+848sLWCitwU/unF45dUif5juxvoHx7js1cFdx0CzMtIojI/lXfPxObQFOfACGc7B1hXlh32uZUFhvgUi+7DwZExfvbuWbZVFVBVOHlPY/Z0jmX3aDCC9Ts0WVpoDIyZ6eqRjv5hRsY9lERYtmz2w5rJ0mXnwAiP7Wng1tVFvvVkcUE6nf3DUa1OEAR/Trb2MTLmoXtghL96+nBYcaajb5jjLb1cuTg/7O/e7O1rvudsbK4/lxpP1jRg0+DeTSVsXZjLwvxUHt1dH/XXfelIC1WF6SH7K+alJTI06mFwZGadkB19QyH7HZpsWZjL7rMz0wKmsdtNSYikL0BFbiqaJs5DQQhKV/8wP3n3LP/n5RO+RqHhaO0dwjU4yvIg/Q5NqgozON4Se+LJyJiHlh43pX6Z8fSkBKoX5Ma0eGj2r/rMFQvoHRqL+R5VkTA8Ns4bJ9q5ftk8bl9TzPu1XRFneKdLzblun0j5sU2l2ONtPLIr+ov/XOXH79TR3DPE39y6fFKj5MzkBDKTE8R5eB7vnenkwV/WcNd/vcuV33mdZf/r9yz/m1e46rtv8NEfvMef/Wof3/zNEe556H0e+Okejjp6wv7OAw1OvvDIfpYWpvOjBzZMytDa4238jw8v40x7/6z257GS4bFxfrrzLFcsymOlt7QlFJcvyvP1qIo1DjYa68O6svAN981MfV0MbrYf39OIc3DU1xbBn5LsZNKT4n09nucSofodAmQkJTA/K5kTM7yHa3Ka/aQjdx4CdPbNnHj4i/fPMXie03SRVwA/I04tYZY42Gjsyf/sqoW8cbKDR8Kso6aL/YoIhvqU5iRTmJHEnnOxWy11qTA27uHXNU1cs7SAosxkNE1je3U5BxpcfNAcfp92obT0uNlX7+SWEK5DgFzvPXimJy4bzsPAE8P9mcm+h0ZVYei1JykhjuLM5JhMhl4oIh4K0+Ld2i50HRwuN2+fjqyU1dxIB5u0bLK0MB2Hy03v0MyWm0SbZpcbj86UkrRrqwo43d5PQ1dsihYHG11kJiewY0s5cTaNN0/O/dLl92q76B8e48aV87htTTEeHV4+Ep3S5Zp6JxsrstE0jZxUO7euKuI3+x0y2OMCaO0Z4gdv1vLhVYVUBzjcluWkiHh4Hj9+p473znSSao9nQ1k291eX8Vc3VfHdu1fzs09t4vkvXcHOv7qWv/7wMg43ubj133fyxcf2UxekNONMez9/+vO9FGQk8vNPbSY9KWHKc25YPo/LKnP5/qun6BmMrfv8hfDsgWba+4b57NWhXYcml1Xm4R4d9wlxscSBBic2DVaXhBdJzUx9bYwJLyNjHh5+p47qBTlsKJ/qsNQ0jWVFc3NoSqh+hybLitJnvGy5yekGmJScDUV+ujGQqGOGnIeDI2P8/L1zU5ympngoZZ7CbHGwsYe8tES+cVMVVy3J559ePBayVPKd051kJidElLjSNI1NC3LYc7YrKkOPhJnj9RPttPcNc9+mUt9jd68vISnBxiO7opeY/b1Zsrw6nHg4s/dgk46+4YichzPV97DHPUqPe5TSCFzvC/NTqeu8dNYCEQ+FabHzdAcZSfHkpdl5PEL3iCkeVoURD5cVGWUvp2KsdNkUJcrOEw+3VRUA8PqJ2ByEcaDBxZrSLLJS7Kwrzbok+h7+4YM2Uu1xXFaZx+J56VQVpkeldLmtd4iG7kE2VUwcxP5kazn9w2P89oBjxl9vrvOdVwwn9DdvXhbw+yIeTuVocy83rizkkc9U83/vW8f/unU5n7+mkns2lnLt0gJWlWRSkp3Cg1ct5O3/fi1/ft0i3jjRzg3ff5tv/uYwLT1u3+9q6XHzwE92E2ez8cs/3Rx0g6dpGv/zluX0uEf5t9dOz9Y/1RI8Hp0fvl3LiuKMiJwfAFsX5mLT4N0zsdf38ECji6rCjLC9tcDI1Jdmp8Rcj6DfHXDQ0jMU0HVosrwogxOtfXNu8ECofocmVYUZ1HYMMDw2c+VqpnhYHGIIjz8+5+EMuV4e39OIa3CUL1w7ub/l/KxkkhPixHkozBoHG52sLc3CZtP47t2rSUqI4ytPHAzYBkTXdXae7uTyRbm+1iHh2Lwgh7beYRq73eGfLFjGE3sbKUhP5DrvGRMgMyWB21YX8+xBB31RMuCYJcuh1gCAfJ/zcObEw6HRcfqGxiISD2eq72FjkLN9ICrz0zjbMXDJCO8iHgoRYy5Gl1XmcfeGUl470U5bb/iSzuOtvZTnpvgGGATDzOoejzHxsNFbVuM/dRGgIi+VhfmpvB6Djr3+4TFOtvWxrtQoQbt6ST6Hm3pmtI+Qaox7dP54rI1rlhaQlGCUW962pph99U5f6dRMUeMtDdnoJx6uLc1i5fwMfvX+uUtmAZoJDjW6+M1+B5++ckHQgRSlOSk0uT6zIQAAIABJREFUdbvn3IH+QmnvHaKjb5gVxeEdCWCUJP7lh5by1tevNaYn72vimu++yT+/dJxznQM88JM99A6N8fNPbaI8NzXk71penMF9m0r55fvngroY5wKvHm+jtmOAz15dGXaAiElmiuESibWhKR6PzsEGV0QlyyYL81Njqsxn3KPz0FuGGHzV4uBi8PKiDAZHxqmfQ8mKcP0OTaqK0hn36DMqqDU5B8lNtUckSoPRpiIhTpuRvYrpNN28IIcN5ZMdlzabRmVBqjgPhVmhxz1KbccAa0uNNXteRhLf/sgqjjh6+LdXpybiajv6ae0diqjfoYnZ93C39D1UlpYeN2+ebOeejSVTBpDu2FLO4Mg4v4uCAaG9d4iaemfIQSkmpvOwa2DmypY7vG0oIhEPYWb6HpriYahBdyYL81MZGBmnfQbbZaiMiIcK8F5tp++DoTJ1nQM09wxxxeI8Pr65lHGPzpN7G8P+3LHm3rAlywBFmUmkJ8VzMsYmLjd0D2KPszEvQC+GbVUF7KrtYiDGSlEPN7nQ9Yn+VdcsNTJcO0/H1qF2OhxocNLZP8yHVszzPXbb6mKAGZ9itvdcN0kJNlb49QHVNI0HtlRwqq2fPWdnZlLYXEfXdf7hhWPkpSXyhfMmn/pTlpPCyLiHtij1r4w1PvC6wVeG6UN7Pvnpifzd7St4/S+v4ZbVRfz4nTqu+Zc3qe8a5EcPbIioPArgazcsJSkhjn9+6fi0Y48FPB6d//vqacpzU/jwysJp/exllXkcaHDF1CTi2o5++obHIhqWYlKZn0ZdZ3/MCPq/P9pKXecAX7hmUUgBzeztPJf6Hobrd2hSZQ5NmcG+h03TmLQMxjqam5o4Iz0PfU7TIGvL4oJ0zsiQM2EWONJk9LJbWzpxj71pZRF3byjhv948Q815g83eOR15v0OTxQVpZKUkTHtImjB7PLW3CY8OH9tYNuV7q0syWTk/g0d2Ncy4AeFocw+6DpdVhl4DAHJSDfFwJvvOmr3npyMeXmzfQ9MYFJF4mGe4MWOtmuJCEfHQYt6r7eT+H+/mX145aXUoYTGFoysX51Gem8qVi/N4Yk9DyMEp/cNj1HcPhpy0bKJpGssKM2a84Xa0aewepCQ7edKQBpNrqwoYGfewM8bK0A40GD231nqdhyuKM8hNtfPmydgdABOOPxxrIyFO41q/UoCy3BTWlmbx/AyXLtfUd7OuNJuE8zKHt60pJjM5gV/K4JSIeOFwC/vqnXz9xiUBe+yZmGUHsdp/dKYxh5+EG2IVjNKcFL5371pe+cpV3L2hhB/sWM9llZEfUvLTE/nitYt49Xj7nExIvPJBK8daevnytsVT3AHhuHxRLmMePaYSCOZ6MR3nYWV+GkOjHpp71C+R03Wd/3rzDAvzUrkpjBi8qCCNOJvGsZboNa6fbSLpdwhGL0t7vG1G+x46nO6IJy2b5KXbL7rflr/T9Oolgd1biwrSaO4Zkj7FQtQxh6WsOq+n7N/etpz52cl89amDk8pVd57upCI3JSLhw8Rm09hUkRNTa8+lxLhH56maRq5YlDel0g2MM/SO6nJOtvVRUz+zg2/Odhp75wV5oStLABLj48hIio+K87AgQvHQdNHuu4j3oaF70DdwMRwLzCFwMVRNcTGIeGghfUOjfP3XhwGjxCnS6cVW8c7pTkpzkn1laR/fXEZzzxBvnQouKJ1s7UXXww9LMVlamM7J1r6YKtts6B4MukBvqsghPTGe14/PvujW1T98we/jwUYXC/NSyUoxMkg2m8ZVS/J5+3SnpU6Rs53R6Smh6zqvfNDK1so8Ms4ToW5bU8wHzb0zllHqHx7jWHMvGyumunSS7XHcs6GEV4620h5BS4BLmaHRcb798gmWF2Vw94bSkM8t9U5Lk76HBkebe1iQlxpScI2EJfPS+Zd71rBt2bzwTz6PT11eQWlOMv/4wjHGAvRsilXGPTrff/UUlfmp3LF2/rR/fmN5DvY4G+9dZLPv2eRAo5PM5AQWhClZ96fSu9mujYHN9tunO/mguZfPXV0Ztn9YUkIci/LTOB5jSdBQRNLvECA+zsaSeWmcmKHWMx6PTpNres5DMPoeXmzZ8isfGE7Tz18TvO2AOTQl1gb/xBrjHp2B4TG6B0Zodrmp6+jnWHMvRx091HX009ozRI97NGDvv7nCwcYeKvNTpwgZ6UkJfP/etTicbv7++WMAjI572FXXxRUh2isEY3NFDue6BmX/qSDvnO7A4XJz3+bg+93b1xaTnhTPIzNsQDjXOUB6UrzPVRiOvLTEGR2YMt2y5ZLsZBLjbZy9iP1FY7fbd3YIR1FGEkkJtktGPIysicgMoGna10J9X9f1781WLKrwrReO09Lj5tNXLOAnO8+yr97J5gWhM7tWYS5Gt60p9j12w/J55KUl8tjuRq6rCnx4NEt3lkXocKkqSqdv1xgO1/SzzVbR2O1mXWngcq2EOBtXLc3njZPteDx6QHdiNOjqH2brt1/nW3eu5N6NoYWV89F1nQMNLq5aMnnjcfWSfH57wMHR5h5Wl0TuMJkpXjvexqd/UcMjn66+oE1RKE629VHfNcifXTV1Kuqtq4v41ovHeP5QM1+5fslFv9bBBhcefXK/Q3+2bynn4Z1neXxPI1++fvFFv95c5ZFd9Thcbr5z9+qwB/rirGRs2kQPk0udo47eabnEokFSQhzfvHkZX3h0P0/WNLK9utzSeGaKFw43c6qtn3//+LqIG9X7k2yPY11ZVkwNTdlfb/Q7nM76ttArRNV19Ad1dqnCw+/UUZSZxJ3rIhODlxWlX3SzdlWItN+hSVVhxowNV+vsH2ZkzDNt8TA/LfGiKlh0XecHb9ZSkZvCzSuD9/gyxcMz7f2sKbX2fjqXePNkO9945ggDw2MMjY0zOh55wjghTiM5IY4Uezwp9jg+uqGEL4YYcBQL6LrOwcape3KTjRU5fOGaRfzHG2fYVlVAbloiAyPjXLFo+vdV8wy651w3t64uDvNsYTZ5Yk8jOal2blgePFmbYo/no+tLeGx3A39z6zC5aZGJbeE41zXAgrzUiPs356UlzujAlPa+YWwa5KZG9u+x2TQW5KVS13kx4uEgVd5BrpG9XtolM3F51sRDILL/A5cIr59o48maRj5/TSVfvHYRv3q/nj980KqseHio0UX/8BhX+ok2CXE27t1YwkNv1dLS46Yoc+oG71hLH5nJCRRnTu0HGAhzaMqJlr6YEA97Br2j3ENkJ7ZVFfDi4RY+aO6dUnIQLY639DEy5uHFwy3TFg+bnG46+4d9w1JMrlych6bBWyc7Zl08HPfofOf3Rmn/mfa+GRcPXznahqYRcFGel5FE9YIcnj/UzJe3LY548QzG3nPd2DRYH0S8WZCXylVL8nlsTz1fuLZySmmzYLi2//ONM1y5OI/LI+jpkxBnozgrWZyHgHNgBIfLzZ9stV6su3llIZsrcvjeH05x25riKa7fWGNs3MO/vXqaqsJ0bomgsXgwLl+Ux/dfPYVzYITsCDP9VtE3ZPQViqSRuj95aXYykuKV7xE07tHZe66b7dXl2OMjuxcv///snXd8G/X9/1+nbS3LQ957jyR24jhxdiCLDWUFwgwbWmhL+fJrS4GWtlBKWS1lFwhhE/ZMyB7OdBw7tuPEM5K3ZVmyZNma9/tDOuE4tnR3Osky7fPx8COJhySMfff5vD+vkaTE58e6oB+20VZqhCtU3uHdfvIOKQoSFNhU1QGd2eptPmb93J6mZea2ZTEGht3OCzb3673NOhzvNOKJy2f6PABIj5ZCyCf+V5rCMS9sbwYJElfOTYFEyIdEwIdEyHP/XciD2PNvgiAwYnPCYnPCYnO4/253et7nQLvOgqc2n0S2WobzfAyBw50u4+iEa/Kx/HJlLnY39eN3nx3HmqIE8AhgAY18uvEUJykhFfFxuO1/w8Nwot9kxdYTvVi/KANiAd/n566bn4a3KtvxcVUH7lo2eRY4E9p0w5jDINM4Ri7itDir3+QehDI5kM1Sy1g7AFwuEh2DI1hVTN9Vk6WWeSOBfuqEbHhIkuSfQvVc4c7gsA3/75PjKEhQ4FcrcyEW8LEoJwZbGnrx0IWFAQ8ngsGeJh0I4uyw1GvnpeHFnS348LB2QlVWQ7e7LIXuf1O+J3D7ZK8JK32croQL3qZlH7kiy/LUIAhgW2NvyIaHTZ6Q2P2eshaZn6brsRzTUvlVZ94oYuRizEqOxK5T/bh3RWgVcZ9Xd+KkJ5i808B9RtaWhh7MSYtC3ASlN4DbuvzQZ3Vo6B6i3VA7GUdO61GQoPRpGb2hIh23v30EWxt6cX4AQ4hwZUt9D5r6zLjHhyXMF6/tacOgxY7/W5NP+2vSoqX/Gx5ibFlKaK5FviAIAg9fVIRL/r0X/97ejN9dUDjVLykgPj/WhVbdMF6+viwglfminBg88wOwv3WA8VAu1NR2GM8o16ILQRDIjpOjpS+8bT5tOjNG7a4zyq38UZTo/t060T1E63AjnKGbd0hB5Vuf7DEhNiew4WGHZ33FxrZsd5Iwjti90StMeHFHC+KVYlw+x7fSVMDnITNWhuYAQvn/x5nUdRpx5PQg/nBhIW5bcrYThAk2hwtXvVyJ/9tUi+KkSEb5f+HEMU+mrC91q5DPw7NrS3HhP/fgwyNazE5T0cpqG4+Az0NZehQOTrPcw07DCF7Y3oyLZiViYTY9lfR0YlNVBxwuEmvLzy5KGU9evALzMqPx3kEN7liSFbDjzepwosswgsvnpND+mhi5CAdauVUe0s07pMiMlWFzfS/sThdjEUavaRQ2pwupDA6usmNl+O54N6wOp98B73Qn5JIWgiAkBEH8nCCIFwmCeIN6C/XrmEoe/qIOBosNT19d4v0BW12cAI3ewllWDNfsbdZhVnLkWQux1GgpluTG4sPD2rNyq5wuEid7hmiVpVDIxQKkRkfgRPf0aCrU0Khyj5GLMTtVhR2Nocs9pE7CbU6Xt3WNLtUaA8QCnneQO5ZleWoc1QzCaLFP8JXBwepw4pkfTmFmciSyYmXoGOR2eKjVW1DfNYTVPobV589IhIBH4KuawFqX7U4XqjUGlE+QdziWcwvikKyKwMafYHHKlzVduOudKjy1+SS+ZFFEozNb8fqeVlw4M5GRAtY9PAz/coZgU9flPhllMgwJJjNTInHFnBS8sa/N26g3HbE7XfjntibMSFZiDYPT6omYlaKCTMSfFtblao07kJyNbTNbLQ975SE1bGdSLlTosTr9FBqX6eYdUlCNy1ys4ah7fTLj4aGn7ZOFbe6Y1oD9rQO4bXEWrQ1gbpyCU4XNfztv729HhJCPqxg6ZiZCJODhhXVzAAC/eO8obI7pmYlY02GASMDzOrMmI1stx0MXFgEAlgRwaFGeEY2TvaaQrvMD5bOjHXj/kAbXvX4QF/5zLz6r7vjJZGCSJIkPD2swLyPaG5Xgj+sr0qHRW7C7KfAICa3eAhcJZMbSH6TFysUYtNg5y7PuN1lp5x1SZMbK4XSRrOKKqHJFX8Kgs55PLYOL/O8oZpwKP9xGAAkA1gDYBSAFQHhOzILAVzVd+Lq2G79ckXuGgmllYTwIAthS3zuFr25ihkbtOKY1TGoVvW5+GrqNo2fl3LTphjFqdzFu9MyPV+JkmA5Rx6OlMTwEgBWF8ajpMIZsc0xl8CgkAmxvZPYzdUw7iFkpkROe1CzLV8NFIqTt0e8d1KDTMIIHz8tHSrSUc+Xhlgb392dN8eQtmtEyERbnxuKrmq6ACltOdA/BYnNOmndIwecRWDc/DZUtAz8pVcM3td349YfHMDcjGqWpKjz6Zb03CJkuL2xvhtXhwv2rmeVPpkZLoTNbYbH9dzdj1ncNIVkVEVZ22Osr0mF3kjjSzm1DYCjZVNUBjd6C+1flBax6EPJ5mJ8Vg/3ToDSlWmNATpyclcolSy1Dn8l6RktouNHQNQSRgEd7eAa4DwzjleJpcwg6GUzzDgH3f7taIebkILxjcAQxMhGkImYmKbXHLt1vYt72WdniXttcXU5veJUdJ4dGb8Go3cn4uf7HmQwO2/DFsS78bE4yq+vJRKRGS/HUlbNQ02HEk983cvKYoeaYxoAZSUpasQnXz0/Dc2tLsX5RJuvnm5cZDZJ0u2SCjdNF4qqXK/F1LfOD5LFUa9wlj09eMRM2pwu//rAGS57cgVd2tcA4Er73Fzrsbx1A+4DFZ1HKeM4rTkCMTIR3D2oCfn6qaTmDQSEalbWot3DTuNxnGmWlPATYNSBTkRlM1MpZsZ4Crf+C0pSpGB7mkCT5MIBhkiQ3ALgQwPwpeB0hp29oFA9/UYeSVNVZOQRqhRhlaVHYXN8zRa9ucg60DMDpIicN311RGA+1Qoz3xl2kGjwL50KagaMUhYkKtOqGYXWEbjG282Qf4yEG4FYeqqRCv1ld5+THuZ+nkZsgcX8095lRlKjAsjw1tjf2025ItjlcqOsaOsuyTFGSooJSIvDZsM0lZqsDL2xvxsLsGCzOiUWyKoJz5eGW+h7kxyuQEev7xnhJSRI6DSM46rGQsIEajkzUtDyeteWpEPF5eOdA4Df/cOC7492474NqzElT4c2by/GPq2bBYnPi4c/raA9ktXoL3j14GlfPTWG0mQd+PEHU/perD+s7jZiRHB6qQ4rCRAVEfB5qtOx/t6YSq8OJf21rQmmqynutD5SF2TFo1Q2j2xi+P68kSaJaa/CZxeWLbG9pSvguthu6h5Afr2BseypMVHrXQNMVKu+wgmbeIUVBggKNPVwoDy2MVYeAO/MQYKc81OotiJWLaA+vcuPkcJHuw/KfOnanizMl0UR8eEQLq8OFGznO4z1vRiJuWpCO/+xtww8N4SfQ8IXD6cLxTiNtZTdBELhsdnJAh4OlqSoI+QQOtQd/eFjXacTh9kF8xcKFQkEVypSlR2FteRq2/Gop3ry5HFlqGZ74rhELn9iGx75qmLaFeR8c0kIpETCKMBEJeLi6PBXbTvSiK0DBRbvn2pbpZ480lljPz5+OxQHOeFwuEjqzjbHyMFvtfr1srs0avQUEASSr6N9/sgJ4vunGVAwPqSMAA0EQMwBEAuBmtR3GkCSJ3356HCM2J56+qgSCCRaia4oT0NA9FHYXuL3NOkQI+ZiTPvHNS8jnYe3cVOw42XfGRepE9xCEfAK5ccyGhwUJSjhdZMisIDqzFevfOoyXdrYw/lqN3kJL1lyYqEBipATbGKoA2TBgtkI/bENOnAIrC+OhM1tR00FvU36iewg2hwulkyxUBHweluSpsetUf0AKPLr8Z08bBoZtePC8AhAEgZSoCOiHbZypxwbMVhxu12M1DZvhqqJ4iAW8gBY5R07rkayKmLBcaDyxcjEumJmAT6o6MGyd3mq5zfU9uPf9apSmqvDm+nmQiQXIiVPg1yvz8H19D745Ts8O/uzWU+ARBO5jkblJ/Z7+N+cemkbtaNUNB5zbyTViAR+FSUpUT9Ph4YeHtegyjuI3qwNXHVJQWXn7msNXfajRW6Aftk162OQPangYrtZlkiTR0OXObWZKUaISzX3mkB6Ccg3TvEOKggQFmnrNAQ+aOgdHGOcdAvAWtbAbHo4wKmjJjXf/DP/US1PsThfOf34PCh/5Hiuf2YU7Nx7Bk983YlNVB6o1gwGru5wuEhv3n0ZFVrRfey4bfn9hIWYkK/HAxzXeLM3pwKleM0bszknX5MFAIuSjJEWFQyHIPaz0qOurThtY7ym0+hEMjLkP8XgEzimIw3u3V+DrexdjdXEC3t7fjmVP7cBDnx0Pyd6FKwaHbfi+rgeXz3GXBzFh3bw0kAA+OBSYAKFtYBgqqZBRfix1gDMwHHjuod5ig9NFTppJPxkqqQhRUiGrxmWt3oKkyAjaJWkAoJAIoVaI0Rqm6xkumYrh4asEQUQBeBjAlwAaAPx9Cl5HSPn4SAe2N/bhwfMKJs0soJpew+1kbG+TDhVZ0T7zX9aWp7ovUoe13vc1dA0hJ07B6JcP+LE0pZFlSxJTKlsGQJJuuy5TtHoLLVkzQRA4tyAOe5t0Qd9MUIvY3Dg5luerwecR2HaCnlKQyq/yFX6/LE+N3iFr0PM5B8xWvLanFecVJ3gXTtRGopMj9eG2E31wkb4tyxQKiRDnFsTh69puOGkqOcdCkiQOtw/6zTscyw0LMmCyOvD5sU7GzxcubG3oxS/eO4oZyZF4a3055GPKe25fkomSlEg88kU9Bvxs9E72mPBZdSduXphBa/g6nkCGh8NWx0/CPk41z4Wb8hAAZqeqcLzDGFRlSzAYtTvxwvZmzMuIxmIOyzHy4xWIlolQGca5h9UaqlyL3cY2PUYKAY8IW+Vh75AVA8M2xtErgFt56HCRaOqdvhsJpnmHFAUJSlgdLrQHkP3kcpHoMDAb5FGoIoTg8wjWbhJGOVexMvAI/ORzDzdVdaC5z4xLS5ORFStDc58Zr+1uxQMf1+BnL1ai5E9bUP7XrVj32gFWjaPbG/vQaRjBTQsyuH/xcB9QvXDtHDhdJO59v3ra5OFRBYahHB4CQHlmNI53GIMe80LFBOjMVtaukGrP3m2i79GM5Eg8u7YUe/7fObiqLBXvHtRg56ngOsBGbE787tPjnKwZP63uhM3pYmRZpkiNlmJ5nhofHNYG9PPerhtmZFkGgBgZ+9zZ8VDXcabKQ8B9fW7TMb82a/UWVgdXmbEyVsPK6UbIh4ckSb5OkuQgSZK7SJLMIkkyjiTJl0P9OkKJVm/BY183YH5mNNYvzJj08zJiZciPV4SVdbnTMIJW3TAW505sWaZIjZZiaa4aH40pTmnoHmJsWQaAjBgpxAIeJ7YXOuzzFIrUdQ0xusA6XSQ6DSO0F5orCuMwbHMG/TSPGh7mxMmhkopQlh6FrSfoDaSrtQbEK8U+hzPL8tw/C+MzLrnmxZ0tsNgceGDNj9l2lIS8g6Pcw831PUhWRdAuj7i4JAk6s9WryGCCRm9Bv8nqN+9wLHPSVChKVGJDZfu0zFTa3tiLu9+tQlGiEm/fOu+shmkBn4enriqBedSBR76s9/lYT20+CblYgLuXZ/v8vMlQSYVQiAWslN0v7WzBmuf2oJamgjdcoTZ14dC0PJ6S1EiM2J3TTsHzzoHT6DNZcT+HqkPArZ5YkB2DfS26sFVKVGsGIRXxkRfP/D4PuF0LadHSsFUeNnSzLxeiBo7TNfeQTd4hRYFn3RfIGk5ntsLmcLHawPF4BGJkIsYbV4fThS7DCFKj6T+nWMBHekzwGpe1egurw0ouGRvL8NSVs/DqjXOx7TfLceLP52H7b5bhtRvn4rfnF2B5nhqnek247/1qxuuVDZXtSIyUeEUUwSAjVoa/XTET1RoD/rH5ZNCeh0tqtAZESYWMBtpcMD8zGg4XiaOng7fmsTlcONyux/xM95q4SsNub1StMXjuQ5MfciRGRuDPl81ASlQEnv3hVFDvqS/tbMb7hzR4bmtTQI9DkiQ+OKRBaaqKtRr3+op09Jms2BqAKKldN8zIsgyMUR6aA7ctBzY8lLM6nGR6iESRrZb9T3kYDAiCeGSit1C/jlDhcpF4cFMtSJLEP64q8VuZvqY4Hofb9dAPcxMyGih7PU1NSyYpSxnLuvlp6BkaxY6T/eg3WdFvsrKy+wj4POTGy0PSPE2SJPY26yAT8WFzuBgVtfQMjcLuJGlXuS/IioVYwKOtAmRLc68JMhEfiZFuiffKwjg09phoFY0c0xowO9W3Mi5eKUFBggK7TgZveNhpGMHG/adxZVkKcsbY3ikVAhfKw2GrA3uadVhVFE97c3RuQRxkIj4r6/JhT95hOYPhIUEQuPfcHJzqNeOmNw5Nq+DnHSf7cNfGoyhIUOLtW+dPmguaF6/AL1fm4pvabnw3iX256rQeW0/04q5l2YysE2MhCAKp0VJWysMjp/Vwukjc/1HNtBziUtR1GaFWiBGnZGb/CAWlnuvOsWlkXR62OvDSzhYsyolhnAtHh0XZsegdsoZtAHe11oCSFBX4ftY1vsgK48Zlqi25gMU6JiNGhgghf9rmHjZ0D7HKOwTcB5d8HhGQe4Q6IGQzPATcG00dw41rt3EUDhfJeNOYrZYHRWHa2m/G8n/sxD3vVk1pU/BksQxCPg9ZajlWFcXjrmXZeOqqEjy7thStumH8cxv9wUlznwl7m3W4viJ9wkgnLrloVhKum5+GV3a3Mi4TnAqOaQ0oSVVxejBFh7kZ0eDzCFYH5XQ5pjVg1O7C+kUZkIsFqDrNrjCtWmvAzORIvz87IgEP963IRW2HMWgOv9MDw3h5dyukIj6+r+tB7xD7ksyjmkE09ZlxLQvVIcXy/DgkKCX4kmXc0qjdiS7jKGPloUIsgIjPY3wNnog+z/CQaWEK8GMpm5lB9NOo3Yk+k5XV8DArVo5Bix2DYTLDCRZTYVseHvPmBHA+gIwpeB0hYcP+duxvHcDDFxXRsreuLk6AiwRtpViw2dOkQ7xSjFwa9fArCuIQpxDjvYOnvaftbIaHgNv24m94OGJz4q/fNOCxrxpYPQfgPl3oNIzg+gp3QDOTzC2mVe4RIj4W5cRic31PUC8sTX1m5MQrvIuNcwvcJ7nb/fxMDZitOD1goWVBW5avxpHTekYXZCY898MpgAB+ufLMRt04hRhCPsFJacquU/2wOVy0LMsUEiEfq4sT8F1dD+PFfNVpPZQSAa3fpbGcPzMRz19TiqOaQax9ZX9Ai5FQsetUP+7cWIXceDk23jrPb/j8nUuzMDM5Eg9/UXfWwQlJknjyu5OIlYuxflFGQK8rjcXw0OkiUdc55M0we3rL9FAsTER95xBmsFBRhYKMGCkiI4TTqjRlw/52DAzbcP+q/KA8/qIc9+CGsnaFE6N2Jxq6hlhblimy42Ro1029umoi6ruGkBEjPSNqgS58HoH8BIV3ADndeHV3K2QiPi6ZlcT4a8UCPrLVsoCUh9Q9no1tGXDnHjKLtizkAAAgAElEQVRVHlKqdCYNm4A797B9YJhzK+zhdveh1eb6Xtz9TtWU5GcyjWVYkqvGlWUpeGV3K+q76NmXN+4/DRGfh7U0G64D5eGLilCYqMRvPqoJ60Iqs9WBU32mkFuWAUAuFmBmcmRQh4f7mnXgEcCC7FjMTlOhioXK0X0fMtLO3b18djIyY2V45odTtIskmfCnrxog5BF4a/08OEnyrCJRJryxtx0KsQAXsbgGU/B5BMrSo1DP8j502rPPzYhldk0kCAIxcubq74kIRHmY5VFMtjOwElOZqEzvA8CPpSk/devyVNiWnx7z9lcAywFkhfp1hAKni8SnRzuxPF9N+6ZYnKREsioCW+qnfnjocpHY16zDopxYWqdeAs/Nf+epfu/ws5D18FCBfpN10hy0Gq0BF/5rD17b04Y3K9vQZ2I3UNnryZO6ujwVMTIRo42rdpDZ8BAAbluSiYFhG9a+GrwhUFOf+YwBVbZahowYKbb6UTxSpSp0FirL8+Jgd5JByeNq6jXhk6MduLEi/aymKx6PQJIqgpaK0h+b63sQJRUyyiAEgItLEmEcsWNPEzPl5eH2QczNiParPp6IS0uT8cbN5dDqLbj8xcqwVeoAwPEOI+54+wiy1XK8c+t8WkpBt315FowjdvxxnH1556l+HGrX45crciAVMd/EjyUtRgqt3sJo0djab4bZ6sD6RRm4bn4aXt/bFpIgca4ZtTvR3G/GjOTwsywD7sVmSapq2igPTaN2vLq7Fcvz1ShLZ1cY4o+0aCmSVRHYF4a5h3WdRjhcJOawLEuhyFbLYXO6wrLEoKF7KKByoaIkJU50D9G2yI3anahsnnqbulZvwde13Vg3Pw2RUnqtw+MpSFB6M1bZQP08MGm7HEusXAwdw8xDak1H101CkaOWw+4kvRttrqjWGBAZIcSfL5uBbY19uOPtqpAr39nEMvzhwkJESUX4f5/U+s2wNY3asamqAxeVJHqLboKNRMjHv9fNhs3hwn3vV4dtzu7xDiNIErSblrmmIisGNR2GoOUe7m8ZwIzkSERGCDEnLQone4ZgGmXmrmnoHoLdSdI+xBLwefjVylw09pjwbR29oj66bG3oxfbGPvxqZR7mZUZjeZ4a7x3SsFINt/ab8W1dN65fkA4Zi8OrsRQmKqDRW1iJPdpYNC1TxMrFfrPM6dBnGoVcLGC1/s9kMczTsDxEAtxOCgA/eevyVCgPxyMFkDLVLyIY8HkEPr5rAZ69upT2TZcgCKwqiseepv6gB9X6o75rCIMWOy3LMgU1JH33oAZJkRJEydhZDKl8h/E2YrvThee2nsLlL1VixObEoxcXgSSB7SytwPuadUiMlCArVoaSVBWz4aHeAj6PQKKKvgVwYXYs3rq5HB2DI7jq5f1e9SJXGCw29JusZwwPCYLAisJ47G8Z8NnaW60xgM8jMDPF/2apLD0KMhE/KLmH/9hyElKRAPeckzPhx5NVEQFvNG0OF7Y39mFlYTxjm8ziHDVUUiEj67J+2IbmPnNAQ4YluWp8cMcCWB1OXPlSpbfcJtz4uEoLHkHg3dvmM/r9L0hQ4t5zc/FlTZc399XlIvH3708iLVqKteVpAb+21GgprA4X+hksaGo63OqJ0lQVfn9BIVKiIvDAxzXTrgG7sccEp4sMu6blsZSmqnCq1zSl31uH04VHv6jDHz4/jld2teDb49043mHE4LDtjKHOG3vbYbDYcf+qPB+PFhgE4c49PNimD4pKIhCOeq4/pYEqDz2L+3A7EDGN2nF6wMKqLIWiMFGJoVEH7cOupzafxLrXD+KNfe2sn5ML/rO3DTwCuGVxJuvHKEhUoNMwgiGGwwCKjsERRMtErDfOsQoRdGYbo0GsRm+BgEd4I1/oQjUuc12aUq0xYHaaCjdUpOPJK2Zid1M/bttwBCO20AwQLTYHXt7FPJZBJRXhsUuLUdc5hNf3tvn83E+PdmLY5gxaUcpkZKnlePzymTjcPohnfjgV0uemi/dAP2VqhocLsmNgdwYn99Bic6BaO4gF2e6fq7L0KLhI5rEl3tIuBgPWi2YlITdOjmd/OMWZ4n3U7sQfv6pHbpwcN3scMjcuzEC/yYrvWfQYvLKrFSI+D7csYn8NpvhxP81cfdg+4B66ZbAYHsbIRRjgwGXXb7KyUh0C7vgQgmA2zKOKe5hk31KkREW4S+CCoDwctbs7E8IhOmkqMg+PEwRR63mrB3ASwHMcPO55BEGcJAiimSCI307wcTFBEB96Pn6QIIiMQJ+TDhIhn/EAbXVxPKwOF3YHuZDCH3ua3c+/iEGDZEqUu93J6SJZqw6BHwO3T4wZHrb2m3Hly/vx3NYmXFKShO9/tRQ3L8xAsiqClc3b5SJR2TLgVVaWpKjQ3G+mffKl0VuQGCmBkOHwaWFOLN69bT6MI3Zc+XIlTvVyl+1ILV5zxwUHryiMg83pwp6myRUs1RoD8uMVtE53RAIeFubEYtepfk5VEtWaQWyu78UdS7MQPcnvTUpURMCZhwdaB2AadWA1A8syhUjAw/kzErCloZf2Ip7KcmGSdzgRM1Mi8cndC6GQCLHutYPYcTK4+Zls2H2qHxVZ0ZP+//PF3cuzUZSoxEOf1cFgseGr2i6c6B7Cb1bnMW5tnwg2jcu1HQbIRHxkqeWQiQX4x5Ul0A5a8MR3JwJ+PaHEW5YShk3LFKWpkXCRwHEWbZ1csadJhw37T+Ozo5144rtG3PPuUVz8wl7M/vMPmPnHLTjvud24/e0jeH1PK1YVxWNWkDd2C7JiYLDYQ5IBzIRqjQFp0dKA1UJZse57VUtfeNl8KNUc2+iVsV9LR4HXOzSKdw6cRoSQj8e/PRFUu6Av9MM2fHBYg0tLk1m12lMUJLjXcExypMfSMTjCOu8QANRyMWxOF4ZG6R9EaPUjSFJFMD5QpNqouSxNMY3acarP5M2gXluehn9cWYLKFh3Wv3UoJAcsGypPQ2dmF8tw/owErC6Kx7M/nPKql8ZDkiQ27G9HSapqStR1l5Ym45ryVLy4syXoBYBsOKYxID1GylqEEShz06PA5xHY38q98v1I+yDsThILs937y9I0FQgCjHMPqzWDSFZFMMpx5vMI3L8qDy39w/jiWCej55uMl3a2oGNwBH+6tNi7J1yWq0Z6jBRvV7Yzeqwe4yg+re7A1XNTWQ/NxlKYRP8+NJ523TBiZKJJM8t9ESNjrv6eiL4AhocSIR9JkRGTXoMmQqO3QCLkQc1ibSPk85AWIw2K8rC2w4irX9nvcx8fKqZCeXgRgIs9b6sBJJEk+UIgD0gQBB/Av+HOTywCcC1BEEXjPu1WAIMkSeYAeBbAk4E8ZzCZlxENlVQ45dblvU06FCQoEKdgdgq7br47PzCQE/tYuRixchFO9rgtPxv3t+OCf+5Bu24YL6ybjWfXliIyQjhGqaljrNRs6B6CwWL35kqVpEaCZLBxZdvGBACz06Lw0Z0LAABXv7Kfs5wv7/Aw7sz2y/KMaCgkgkkDol0uEjVaA6P8qmV5anQMjnB2wkKSJJ78vhExMhFu9aF4SFZJ0WeyBpT/s7m+B1IRn5GqdiwXz0qCxebENpqB20fa9RDxeZhFQ9Xpj/QYGT65eyGy42S4bcMRbKrqCPgxuUIzYEH7gAVL83y3s0+G0GNfNlhsePiLejy95RQKEhS4OIDMl7F4h4cMFL81WgNmJEd6SyHmZ8Xg1kWZeOeAZsoPeJhQ32WESipkbQMMBSWeQdxUWpc/OdqBKKkQ1Y+sRu0fV+Ob+xbjlRvK8IcLC3FlWQqSVRE4PTAMuUSAB1YHJ+twLJQyY/8UDZMmg1JFBUqUTIQYmQituvBSHjZ0sW9apihIUIAgQCv38MUdzXC6SGy6ewHSY6T4xXtHpySP7e397Ri1u3Dn0sDShCi1C9uhd8egJaDhITXUZpK5xXZNJxMLkKyK4LQpvtZjWR37O3ZFWQqeXVuKw+2DuOmNQ4wtnkwwjdrxyu4W1rEMBEHgz5fNgEjAw28/qZ1QOb23WYfW/mHcvDCdi5fMikcvLkZ+vAL3f3gs7PKkazoMU5J3SCETCzArJRIHWrmPaalsGYCAR3hjg5QSIfLjFSyGhwZW6vc1xQkoSlTi+W1NAWeVagYseGlXCy4uSfIOQwF3zNINFek4cnrQe3hLh9f3tMJFAncEeA2mSIqUQCkReLsImNCmG2alOgQ86u9hZurvidAFMDwE3DmETIaHWs99gG1JUVasnNHz0YVye8zhYN0VKCEbHhIEEU0QRDQA05i3EQBKz/sDYR6AZpIkW0mStAH4AMCl4z7nUgAbPH/fBGAFEer6KpoI+DysKIjH1hO9nAcw02XE5sSR9kFaAcnjOSdfjXuWZ+OKOYG50QsSlKg6PYib3jyMh7+ox7zMGGz59dKzwmNXFbmVmnsZTuOpvMNFnos9tXGt0dK7yGv1I6yHhwCQn6DAx3ctgEIiwLrXDmB/S+Cbw6Y+MyRC3lkDAiGfh2V5amxv7J9wEdfSb4bJ6qAdOgy4h4cAOGtd3tOkw4FWPe49N8enVSnZs6HoMrBb6LlcJH5o6MWyPDUkQj6rx5ifFYOUqAg8/s0JWnmbh9v1mJkSyfr5xqNWiPHBHQtQkRWNBz6uwcu7WqY8JwsAdntyINkODwGgOCkS95yTg69quqDRW/D/zitglRM5EcmqCBAEfeWhzeHCie6zA8sfWJOPnDg5HtxUO20asOs6h1CcpAx5ayMTYuRipEVLp6w0xThix5aGXlxSkgSRgAelRIjipEisKU7AbUuy8MdLivGfm8ux5dfLsP93K5CfoPD/oAGSpIpAeoyUk/sDV3QbR9AzNMrIKuaLbLU87JSHDd1DiJWLAtq0yMQCZMTI0NDte03RZRjB+4e0uGpuCoqTIvHqDWUYsTlx1ztHQ1qSYbE5sKGyHSsL45AbH9jPdqJnw9rIYsNKkiQ6B0dYl6UAY4aHDJQvWr2FVc4V4G6Y5tK2TMWSjFfkXVqajH9eMxvHtAbc+MahoN1/3twXeCxDvFKChy4oxME2PT44rD3r4xsqTyNGJsIFMxMDeakBESHi49/XzYbF5gyr/MPeoVF0G0endHgIeHIPtdznHu5v0WF2muoMp1NZehSOaQy0rcR9plF0GkZY3Yd4HvXh6QELPgnwAP6xr+sh5BF46ILCsz52VVkqIoR8bNx/mtZjDQ7b8N4hDS4pSWJ9LRoPQRAoSPRfQjoR7QPDjJuWKWJlYtgcLpgCVEn3maysmpYpMmNlaOsfpr1H0ugtjHNvx5KtlqF9gPsSuKrTg8iIkSImRNmwvgil8rAKwBHPn/0ATgFo8vy9KsDHTgYw9s7U4XnfhJ9DkqQDgBEA/RCPELO6OB5Do44pC+Y/1K6HzenCYhbKLAGfhwfPK2B9WkGRn6BAS/8wDrUN4M+XzcCG9eWIn0CaPi/Trar7oYGZUnNfsw558XKv3D1KJkJGDL2Nq8XmgM5sDfjinh4jw8d3LkSSKgI3vXkI2wJs2W7qMyMnTj7hsGVlYTx0Zqs3R2UsVMs0k4VKarQU2WoZdnKgvtKZrXj82xNIiYrAtfN9Z9tRagS21uVjHQb0maxYXRzP6usBt+3h5evLMGix43Y/GUSjdieOdxoxl2Exiz/kYgHeuLkcF5ck4W/fNeKOjVV4ZVcLtjf2Mi4F4Yo9Tf1IVkV4G87Y8otzclCSEomleWosz2c/iByPSMBDUmSEt1XTH409Q7A5XWdZUyVCPp6+qgT9Ziv+9FX9JF8dPtgcLpzsMWFGGOcdUkxlacp3x7thc7jwswAPvrimIjMGh9oGwqaR2JszFWBZCkWWWhZ2mYf1XUMoTAx82F6U6L845N87mkGCxC/OzQUA5MQp8PTVpajRGvDoF6G7vnx0WItBix13LcsO+LEC2bD2m62wOlwBqaRjFSLvY9Fh2OrAwLCNVc4V4B4etvSbObvvVmsMyImTIzLibLvghbMS8e/r5qCu04gb/nMQBkvguWJjMVrseI2jWIa15alYkBWDJ749gR7jjwetWr0F2xp7ce28NIgF3ByqsiUnToG/XDYDB9v0+Oe2pil9LRTUNXaqylIoKrJi4HCRjBWBvjCO2HG804gF2WfuL8vSo2CyOtBE0/5/zHsfYvc9WlEYh5JUFf61vZn1Ic22E73YeqIP963IRcIEWamRUiEum52Mz4910vo93bC/HRabE3cvD/waPJbCBAUau4cYXZ8sNgd6h6zIZNi0TEFdgwfM7K9PFpsDZqsjMOVhrAwmq4PWvYAkSXQMjgS0t8+MlcHmcAUcrzX+dVVrBjEnSOV8TAnZ8JAkyUySJLMAbAVwMUmSsSRJxsBtY94SqtfhD4Ig7iAI4ghBEEf6+6fOkrY0Vw2JkIctLIJWuWBvUz9EfB7mZ07dfPXyOcm4tDQJ3963BDdUpE+6iBfyeTgnPw7bG/tob65G7U4cbtefITEH6G9cfwxUDfxkKCFSgg/vXICCBAXu3FgVUAZHc6/pLMsyxfJ8Nfg8AtsmKJep1higlAgYD32W5cXhYOsA6wBXkiTxWXUHVj6zC639w3jkoiK/C0lqQ8G2NGXbiV4IeATOzWc/PASAGcmReP6aUtR2GnH/R8cmvSnXdhhhd5IoTw9UYH02YgEfz68txT3Ls3FMa8AT3zXilreOYMnfd6D40c24+F97cf+Hx/DizmZsbeg9Y/HONXanC5XNA1iaR6+d3RciAQ+f3L0Qb9w0l3OlXGp0BG3lIVWWMpHdvCRVhZ8vz8anRzu9BS/hSlOfCTanC8Vh2rQ8ltJUFbqNo1NiIfu0uhNZahlKOIgX4JIF2TEYGnWwsh0B7uHxq7tbOPueVmsGIRLwAso1Hku2Wo6BYRvnQxC22BwuNPWaA4peoaCaLiezmGr1Fnx0RItrytPOGJadNyMBPz8nGx8c1uK9g5qAX4c/HE4XXtvThrnpUZgbYDYvRWGCAid7TIwHah2eTVegmYcAfeUh1bTM1k2SGyfHqN1FuxzHFyRJolpr8KmoWlOcgFduKENjtwnrXjvIaYnKa3taYRp1cFIGRRAEnrh8JuwuF/7weZ1X/fPOgdPgEQSuqwi8CI0LrihLwZVlKfjXjmbGLqZgUNNhgJBPBJS5ygVU7iGXGayH2vRwkcCi7DP3l5Q9/kg7vUFltdb9PWJbAkcQBH6zKg+dhhF8NIEy1h+jdif+9FUDstUyrPdRbHLjgnRYHS58dMT3cwxbHXirsh0rC+ORF6DyezyFiUoM25zeaysd2nXuayJbIVCMzH0NDqRxWWdyrwnY5A9SZHoyadv6/bsbBi12mK2OgPb2VONyC4dRLFr9CHRmG+ZwdGAbKFOReVhBkuS31D9IkvwOwMIAH7MTQOqYf6d43jfh5xAEIQAQCeCsqyFJkq+SJDmXJMm5ajV3ihemRIj4WJqrxpaG3imxI+5p0qEsPQoRoqk7ESxOisTz18z2/iL6YlVRPAaGbbQbaI9qBjFqd51lyy5JUaFnaNTvkIUaPgRiWx5LtEyEd2+bj7L0KPzqw2P42M9NZiJMo3Z0GUeREzfx90slFaEsPQrbGicaHg6iJFXF2B66LF8Nq8PFamHRZRjBLW8dxq8/rEFmrAzf3LeYVoFJYqQEfB7BepF+otvkPtGXMg8AHs/q4gQ8dEEhvqvrwVNbTk74OYfb3erhQJqWfcHjEXjwvAIcfmgljj2yCpvuWoAnLp+Ja+elQSUVorJlAH///iRue/sIKp7YhiV/3477PzqG9w9p0Nxn5uz6UqM1wGR1YEkuN9dNAZ/HOLieDmnRUvrDQ60BMTLRpJvYX5ybi+IkJR767HhAC6RgU9/pHjrN4GAYEmxKU90bgVCrD7V6Cw616XHFnJSws3Z7cw9ZWpe3nujF49824qY3DrFuvx1LtcaAmcmRnJQYAUB2HNW4HB7W5ZZ+s3vYzoFSlxpATqbAe2F7MwiCwM/PyTnrY/evysfSPDUe/bLOm3cULL453o1Owwju5EB1SFGQqITZSr9tmuLH4SH79VWUVAQ+j4COpurFeyDM8jmpdRdd1ZQvNHoL9MM2v8recwvi8ezaUjR0D2H7BOs6NuiHbXhzXxsunJnI2eFARqwM96/Kw9YTvfjmeDdGbE58cFiLNcXxAZXycM1jlxYjRy3Hrz48RiuOJpgc0xhQmKjkLOqGLcHIPdzXrINEyDsrq9BdwCXCUZoqRy6+R0tyY1GeEYV/bW9mLIJ4ZVcrNHoLHrt0hs97YWGiEvMyo7HxwGmfApf3D2lgsNhxzzncqg4B97UYcMdx0MXbtMzSthwjdysPmeTOjof6PWRSiDMeShRDJ4eQi719ltrzfByuZ6o07t+//+bhYRdBEH8gCCLD8/YQgK4AH/MwgFyCIDIJghABuAbAl+M+50sAN3n+fiWA7WQ4hIT5YE1xArqNoyFvnuw3WdHYY2JlWZ4qluWrIeQTtK3Llc0D4PMIzM8684SdsghMZO0di5bj4SEAKCRCbLhlHkpTVXiehXWC2nhNNjwEgJWFcTjRPXTGYn7Y6sCpXhMrC9r8zGiIBTzsZJB76HKR2HjgNFY/uxsHWvV45KIibLprIe2MJQGfhwSlhLUkvKnP5PN7xJRbF2di3fw0vLSzZcLTyyPteuTEyUPSmKeSijA3IxrXzkvDIxcXYeOt83Hg9ytQ+8fV+OTuhfjDhYUoTozErpP9+N2nx7HymV0o+8tW3OFpj63tMLAeJu4+1Q8e8WOGaLiSFu0u3KGzUKztMGBWSuSkwySRgIenry7B0IgDD31WFxa5kxNR12WETMRnvQgMJcVJkRDwiJAPDz+rdp83XjZ7fOLJ1BOvlCArVsa6NGVLfQ9kIj6a+8y4552jAWUp2xwuHO80cpZ3CIxpXObYumx1OFkNS+s9BSdcqH6oAcxEpSmnB4ax6WgHrpufNqHljc8j8M9rSpEQKcE97xxFP00V3ajdyUjtR5IkXt7Vitw4OVYUxNH+On9QjctMFbOUqyA5AOUhj0cgWiaivXENdNNIrSm4yD2sZmDHXFMcD5VUGHDkDcUru1pgsTvxq5W5nDwexS2LMjErJRKPflGPt/e3wzhix00LMjh9jkCRigT493VzYLba8asPjk1ZTITTReJ4p3HK8w4puM493N8ygPKM6LNcRgRBYE5aFKpoHJQ4XSRqOnyrc+lAEAR+szoffSYr3jlAL5cQcO8BX9zZjAtnJWIRjW6AmxZkQKsfwc6TEw/5rQ4nXt/Thoqs6KAMiPLj3eVdTK7F1LCNrfLQq/4OwLZM3fMCUR4mqSIgEvBoDQ+52Nu726kFnJbAHT1tgEzED0nONh2mYnh4LQA1gM88b3Ge97HGk2H4CwCbAZwA8BFJkvUEQTxGEMQlnk/7D4AYgiCaAdwP4LeBPGcoOLcgDnweEXJL3D5PkQjbJtqpQCkRoiIrBj/QXEDtbdahJCUSinH188VJSgh4hN/cQ43eArlYgCgO1GtjkQj5uLQkCR2DI7Rz2Siaet0n3rk+BmPnFritutvHfJ9qO4xwkexyQyRCPhbnxGLD/nac//we/Omremyu75nUftamG8Y1rx3Aw5/XoTRVhS2/XopbFmd6m2zpkhwVwUh+TzFqd8v2uRweEgSBP11SjCW5sfj9Z8dR2fKj5cXlyYop5zjvkClKiRBl6VG4bUkWXr6hDEf+sBLbfrMMT14xE+fkx6Gxx4S/fHMCl7ywD2/TDHYez64mHUpTVZwoOoMJZUfwZ3s3Wx1o6jP7zXwqSFDi16vy8H19D744Fug5WHCo6zSiOCmSs+KZYCIR8lGYqAxpaQpJkvj0aAcqsqLDto16flYMDrfpGQf6250ubG/sw/kzE/H45TOxt1mH3316nPWgu7FnCFaHi7O8Q8BtTxXxeayHh3anC819JnxT241nfjiFu9+pwrlP70TRI5ux6IntjEslGrqGECHkIzPA7FYASFBKECUVTrhpe35bE4R8wme+lUoqwivXz4VhxIafvzv54NdoseOTqg7ctuEIZv1pC859eidOD9BTPuxu0uFE9xDuWJrF6TWCst4xzT3sGBxBlFQIuY/iNDrEysW0h4davQUKsQAqlvcvlVSEWLkYTb2BbxiPaQ2Qivi0rIsCKrbnZF/AZR99plFs2N+OS0uSAi7MGY+Az8OTV8yCccSOJ75rREGCAvMyuY9yCZS8eAUeu2QGKlsG8ML25il5DS39ZpitDm+J41TDZe5hv8mKk70mr5p+PHMzonB6wOL3oORUrwkWm5OT+1BFVgwW5cTgpZ0tGKZZ7vHY1w3g8wj84cKzS1ImYnVxPOKVYrxV2T7hxz+v7kTP0CjuWX62Ap0LIkR8ZMbI0NjDQHmoG4ZaIWZ9HaYEE4EpD91fG6dkPzzk8whkxEhpORuoQ6RAIjMIgkCWWo5WDpWHRzWDKE1TMd4rB4uQDw9JktSTJPlLkiRne95+SZJkwHpokiS/JUkyjyTJbJIk/+p53yMkSX7p+fsoSZJXkSSZQ5LkPJIkWwN9zmATJRNhXkY0ttRzc6JIlz1NOqikQk4sO6FkZWE8WvuH/W5AjCN21HYYJmySlgj5KEhU0FIepkRFBMXeVuG5qR5kWJbT3GeGiM/zeWKSrZYhI0aKrWNyDymFTynLhcrfrpiF+1fmIVomxHsHNbhzYxVm//mHM4aJOrMVL+9qwXnP7caJ7iH8/YpZ2HjrPNa5EimqCFa25ZZ+M0gSk+ZCskXI5+GFdXOQGSvDXRurvD+DTX1mDI06MDcIeYeBQBAEstVyrC1Pw9NXl2D3g+fg4O9XoDRVhQ2V7YwHCwaLDbUdBs4sy8GE+v3wZ12u6zSCJOmVCN2xNAtl6VH47ae1ZwyPwwGni8SJbhOKk8PfskxRkhqJ2g5jyJQfRzUGtA9YcHmYFaWMZUF2DExWh1cVR5dDbXoMjTqwuigeV89NxS9X5GJTVQcrdTvwoypqTjp3G5nBJ48AACAASURBVFsBn4eMWCmjxmXjiB0PbqrBec/tRtEj32PlM7vx8/eO4oXtTWjsMSE3To615akwWR3Y3shsDVXfZURBooKThTpBEChMVJ5lF2vpN+Pz6k7cuCADcQrflqyiJCWevGIWDrXr8ddvTnjfrx+24YNDGtz0xiGU/eUH/ObjGjR0GbF2biqMI3Zc8VIl6mg4V17e2YIEpQSXlnKrupWJBUiPkeIkw+FhoE3LFLFyEfpp25YtSImWBrSmy42To4kT5eEgSlLobxRXFsbDYLEHPNx5aWcL7E4Sv1wZeNbhRBQmKr1lPDcuyAi7eAiKq+am4Gezk/H8tlNT0nLvXZOzLALhGi5zD6nHGJ83T0HF+/iLaTjGouTRF/evysfAsA0b9rf7/dwdjX34oaEX956bS9t2L+TzcN38dOxp0p21R3W63Mrv4iRlUEU7hTTKu8bSPjCMzADcKkI+DyqpMKDClH6TFXwegWhpYM6tzFgZ2mgoATsGLYiViyAL8OAqK1bG2fBw2OrOuw4XyzIQwuEhQRDPef78iiCIL8e/hep1TDfWFMejqc+M1hA1EZIkib3N/ViUHRs2E266rCxyq+q2+rEuH2wdcIf1TiI1L0lRoVZr9Gn70egtnFqWx5IXp0CUVMj4Rt3UZ0aWWuYzJ44gCKwojMf+lgHvCVu1ZhCZsTLWtlq1Qox7V+Ti3dsqUPvH1fj4rgVnDRPn/mUr/vZdI5blqbH1/mW4ujw1oIVjclQEuo0jjO13lKWIS+UhRWSEEG/cXA4hn4db3joM/bDNm3dYzlEAfTCJV0qwbn4aWnXDjPO19jbrQJLA0rxpNDwc8D08rPUcIExUljIePo/AqzeUIS1ailvfOsJpuPh4GrqGsOCJbd7X5482nRkjdue0aFqmKE2NgtnqCNl977PqDkiEPJw/w3/m6lRR4YnYYGpd3lLfA4mQ5x3s/2plLq6Yk4Lntjaxytat1gwiQSnhPKssWy1nZPPZuL8dHx3pQJIqArcuzsKza0vw9b2L0fDYedjxwHK8csNc/OXSGUhQSvDtcfruDZIk0dA9xGlRQZGndXisMuz5rU2QCPm4c2kWrce4tDQZtyzKxFuV7fjjl/VY99oBlP91K3776XG06YZx6+JMfP7zRdj323Px58tmYNPdCyEW8LH2lf0+CyBqtAbsbx3ArYszOcuwHEtBggInGKhdAPcGLhDlB4VaLqZdmOJe0wX2nDlxcrQEmCM8aneivmuIkRNkaV4shHxiwjxrunQbR/DuQQ0un53MieJ2Mu5bkYt/XjsbV80N34MagiDwl8tmICNWhl9+UB2QcooNx7QGKCSCgAY3XMJl7mFlywAUYsGk+cvFSZEQ8Xl+cw+rNYOIkgqRHsPNPqwsPQrn5Kvxyq5Wb9SFy0VCq7dgR2MfXt3dggc31eBnL+7D3e9WIUstw62LJy9JmYhr5qVCyCewcZy75/u6HrTphnHP8pygDtQLEtzlXWaa6so2nQUZLJuWKWLlYgwMB5Z5GCsXBayIz4yVQ6O3+FVna/QWTg6ustQy9AyN0lay+qKmwwAXibBpWgZCqzzc6PnzHwCenuDtf0zAKk+BxBaaWX6B0txnRu+QdVrlHVIkqyJQnKT0m3u4r1mHCCF/Url7aaoKJqsDrZPkI5AkCe1g8IaHPB6B+ZkxLIaH9LL8VhTGweZ0eQY+7lY/rk7vxAI+yjOizxgmfnTnAvzfmny8ekMZXrmhDPEBBN9SpERFwEWCcXtwc58ZPAIB3xAnIzVaildvnItu4yjuePsIKlt0iFOIkRrgpiRUXDAzERFCPjZVdTD6uj2ndFBIBGHXUjsR0TIRZCI+NHrfytWaDiOSVRGIoZm1EiMX493bKpAcFYH1bx7GIYbKYbo8u/UUuo2jePzbE7Q2qXVUWco0aFqmoEpTqkNgXbY6nPiqphtrihPOirEIJ+IUEuTEyRkpYUiSxA8NvViSq/aWn1Htp4tzYvG7T49jTxP9vFrA/f+ETcSFP7LUMmgGLLQOhEiSxKYqt838jZvL8dvzC/Cz2SmYkRx5Rng+j0fgvBkJ2HWqn/aGqWNwBKZRBydNyxRFSUrYHC5v5tKpXhO+qu3CTQszaF9fAOB3FxSgIisab1W2o2doFHcvy8bX9y7Grv9bjt9dUIjSVJV385mtluPTexYiNVqK9W8dwpc1E0cqvLyrBQqJANfOD07rbVFiJNp0wzBa6FnHSZJEx+AIJ8PDWIXbtuzvOkmt6diWpVDkxsthsjrQO8R+s1zfZYTDRTKyYyo8sT3+Ds598fLOFrhcJO5bwW3W4XhEAh4uKUmCMAhlaFwiEwvw73VzYByx49cfHmPcGB4INZ41eTjFjHCVe7i/RYf5WdGTihwkQj5mJCv9qmirNQbMTovidNh2/6p8dxbnG4dw8b/2ovjRzVjy9x1Y/9ZhPP5tI7Y39kMi4OOqslS8esNcxoctcQoJLpyZiE+qOrz3I5Ik8eLOZmTFynBekA8vqfzdkzQOc0yjdujMVtZ5hxQxMpG3MZkN/SYr1Ar2lmWKrFgZ7E7Sr2ONK2EQVfRKJ2fRH9QgfU7qf+HwkCTJKs+fu6g3ALUABj1//x8TkKyKwIxkJbaEKPdwj+eEeiJL73RgZWE8qjSDPptP97UMYF5m9KQXfmqQNlnmVr/ZilG7C2kcnXhNREVWNKPcwxGbO8uPjh23PCMaCokA2070oss4in6TNSibQcA9TJyXGY2fn5OD1cUJnN3ok1VUbh0z63JznxkZMbKzgpq5pCw9Ck9fVYIjpwfx7fEelGdEh609ZzxysQAXzEzEVzXuRkQ6kCSJ3U39WJwTG5R2ZK4hCAKpNBqXa1gM1dUKMd67fT6SVBLc/OYhHGnndoBY32XEDw29yIuX40CrHrt9KIoo6jqNEAt4yFaHh4qBDlmxcigkgpCUpuxo7INxxI6fhWFRyngqsqJxuF1PW3Fd3zWELuMoVntU+RQiAQ8vXj8HOXFy3P3OUdoh6gNmK04PWIJyv8hWy+FwkTjtRxEMAIfbB9E+YMFVZal+P/eCmYmwOVzYQVOVRdnCuYxtKRzXdPn81ibIRALcsYSe6pBCyOfhzZvnYccDy7Ht/mV4YE0+ZiRPXugUr5TgwzsXYHZaFO57vxpv7G074+NtumF8X9+DGyrSA84XnIzFubEgSWAXzSG1zmyD1eHizLZsdbj8Do65WtNxUZpCxQIwvfesLIxHq85/bM9EjNic+PRoJy4uSWIdJfNTpDBRiUcvLsaeJh3ePcguC5opIzYnGntMYZN3SEHlHh5pZ2+N7zSMoH3AggV+SvXK0qNQ22mE1THxGnRo1I7mfjPnhTIzUyJxTXkqeoyjUEmFuGZeKh7/2Ux8fNcCVD+8Ckf+sBLv31GBP182g7V76caFGTBZHd6Ctt1NOtR3DeHOZVlBd/sVJFIFVv6ty9R9OFD1a6xCDF1AykOr31gPOlANyL6sxA6nC12GUY6Gh57n42J4qDEgJ04eVnnyId/pEQSxkyAIJUEQ0QCOAniNIIhnQv06phNrihJwVGNA3xAzlRUb9jXrkBEjnbYLiFVF8SBJTGrf6DGOornP7HM4mqWWQy6efONKDfQCPaX2BdPcQ2+WX7z/G5qQz8OyPDW2N/Z7T/dmh9GJBh0oVQLT3MOmPjOyg2BZHs/FJUl4YLU7N2iqy1KYctXcFJitDnxf303r81v6zeg2jk4LyzJFarTU52B+wGxFx+AILcvyeOIUErx/ewUSlBLc9MYhTkLGKV7Y3gyFWID3bq9ASlQE/v59o19FRF2XEQWJymkx2KXg8QiUpKhCUpryydFOqBXiaXFgtiArFhabE8dp5NgBbssyjwBWFMaf9TGlRIg315dDLhZg/ZuH0W30fy39sQWW+2tatuekno5V/eMjWshEfJw/079Soyw9CmqFGN/V0bueNXQPgUe42ym5Ilsth4jPQ0P3EBq6hvDN8W7csiiDVVRIhMhd5EL3QCoyQoi3b5mH84oT8NjXDfjbd41eJd6ru1sh5PNw86IMxq+DLqWpKkTLRLSHt1SRFSfKQ4+q01/5AldrOmqg0NTHLONxLNUaA1KjIxirbVYUuluy2bQub67vgcnqCGsr8VRx7bxULMiKwTM/nKKtng2Eui531m+4NC1TzE2PgiDA3ENKNb8oZ+KyFIqy9GjYHC6va2I8tVp3HnUwDrH+dsUs7P/dCmy8dT4evbgY6+anoTwjmnWs03hmp6owMzkSb3uyxV/c0YwEpQQ/mx38371kVQSUEgGtw8JAm5YpYmWigDMPA2lapqCiGHwN87qNo3C6SE6cYhkxMhAEvfWML0iSxFHNIOaESf4pxVTsJiJJkhwCcDmAt0mSnA9g5RS8jmnDqmL3wn/nSWb2IqY4XSQOtesnbcGaDhQnKZEUKZnUvkE1SU+Wdwi488tmJkdOWppCKZaCOWBlmntInXT7aloey8rCeOjMVrxd2Q6xgOc9kZouJKrcJ1GdDJSHdqcL7brhoOQdTsTPz8nBm+vLsbY8OHawYDEvIxqp0RG0rcu7Tk2/dvY0j/JwMjtbrWc4469peTLilBK8d3sF1AoxbnrjEKoZZkhOxMkeE76r68H6RRmIlYvxm9V5qPcMIibD5SJR3zk0ab5QOFOSGonGHhNtBSwb9MM27DzZh8tKk6bFcNWbe0jTuryloRdzM6IRPcnGJzEyAm/cXA6z1YH1bx72Zj0B7hKkQ216bDxwGo98UYe1r+zH/R8dg4BHBCU/kzqp99eIOGx14Jvj3bhwViKkIv9qOT6PwJrieOxo7KdluWvoGkKWWu61eXOBSMBDTpwcDV1DeG7rKSgkAtzKUHUYCBIhH/++bg6um5+Gl3e14IGPa9FlGMEnRztwxZwUTpQdk8HnEViep8aOk320CpAoN0EyF5mHngGczs/mVeuJsAh0TaeWixEZIQyoNKVaM8jqMDclSoqCBMUZZXh0+bhKi5SoCFRkTt+1f7AgCAIPX1QEw4gd/9zOrmSKCdSBWUmYDQ9/zD1kPzysbNYhRiZCnh+HFFXGNVnuYbVmEAQRft8jOhAEgRsXpKOpz4wXd7bgYJsety0JTt7sRM9d4Mnf9Uc7NTwMUHkYIxfDOGKHzcG8Cd7pIjEwbAuoaZkiWiaCUiLwWZqi5XBvLxHykRQZEXBpSqtuGAaLPazKUoCpGR4KCIJIBHA1gK+n4PmnHfnxCsTIRDjQFtzWr8aeIZhGHZiXGf7lDpNBEARWFsVjT5MOo/azN537WnSIlolQkOD75lWSqsKJ7qEJH4NaaHJxMj4ZTHMPm/pMEPAIpNO80C/PV4PPI3Dk9CBmJkeGff7MeMQCPuIUYq9KgQ6nByxwuEjaA9ZAIQgC5+THcboJDQU8HoEr56SismWA1vd396l+ZKllnNjMQkVatBQjduekm8oarQEE4baxsCUhUoL376hAjFyEG/9zKGAL7gs7miET8XGLJ6T7kpJkFCQo8PSWk5PaWLWDFpisjmmVd0hRmhoFp4tEfRc9lR0bvq7tgt1JhnXL8lhi5GLkxyto3Rc0AxY09pjOsiyPpyhJiRevm4PmPjPWvXYA179+EPP+uhWlj/2Aq1/Zj4c/r8NnRzvhcJG4cFYi/nXt7KBc0xQSIeIUYr+2y+/qemCxOXHVXP+WZYoLZiRixO7ELhoHsA1dRhQHYdhelKTE4XY9tjT04vYlWYiMCK0Fic9zl0DcvyoPnxztwEX/2gu704U7aBa2BMK5hXEwWOy0DlG8w0MVd8pDf4UX1IFwoGs6giCQEydnbVvuMY6iyzjKWlG1qigeR9r1GBymr/TpGLSgsmUAV5alhFXGXjhRlKTENeWp2FDZHvQSr2qtAckq5srTUFCRFYPaDiOrEgiSJFHZMoCK7Bi/P2dxCgnSoqWTujaOaQ3IVsuhDOOMYl9cXJKEKKkQT20+CZVUiGvnhU5gUJigQGP3kF/HStvAMBKUkoDv9dQ1WM/gmkShH7bB6SI5+V0gCAKZarnPDEINx67CLLUs4MxDaoBeFkZlKcDUDA8fA7AZQAtJkocJgsgCEPzjnGkMQRCYlxmNgxw0XfmCCvifP81PH1cWxmPE7jyrYZAkSexr1mEhjZtXaWok7E5yQnm3Rm9BglJyRjB7MGCSe9jUa0ZGrIz26ZVKKvJejMLNHkGXlKgIRrblZo+VKFTKw+nMFWXJIEngk6pOn583anfiYNsAluZOH8syMKZxeZLfrdoOI3I88QWBkBgZgfdvr4BKJsQN/zlIuyF5PM19Znxd24UbF2ZAJXWryPg8Ag+el4/2AQs+mqQ111uWMo2alilKPKUpwcw9/ORoJwoTld5MuulARVY0jrQP+j3J39LgzkleXeTf2rs0T42/XzkLfUNWDI3asSRXjd9fUIC31pej8rfnovaPq/HJ3QvxxOWzcP7MRE7+OyYiWy33Ozz8+IgWmbEyzGWwmJ6X6VZfflvnOzt6cNiGLuMop03LFIWJSozaXVBJhVgfRJuwLwiCwH0rcvH4z2bCYLHhghmJQW3WpViSq4aAR2A7Detyx6AFKqmQk/IiusNDrd6CeKWYkzVdbgDDw2NaT4wMS5XJisJ4uEhg5yn66sNPj3aCJIErpskBylRx/6p8SIR8PP7tiaA+T43WgNIwsyhSULmHbKJY2nTD6BkaxUKazray9ChUaQbPcodQJY+zp+m+BXCr0ihH0s0LMyALUt7sRBQmKjHsycj3RbtumJNiyRi5e73KprGcipvgwrYMANmxMp9KQI3eAgGPQGIkN0r8bLUcrf1mWsWGk3FUY4BSIvDGuoQLIR8ekiT5MUmSs0iSvNvz71aSJK8I9euYbszLjEanYYSR0ooph9r0SImKQBIHJ75TSUVWDORiAbaOy35p6fc0SdPItirxUZqi0VtC0p7LJPewuc/MWFG30pORE4z8qlCQHCVlVJhCLejD7SIcjqRESbEwOwabjmp9nlAeaR/EqN2FpXnTx7IM/GhLmGgwT5IkajsMrC3L40lSuQeIkRFCXP/6QdTRzKsby4s7miER8HGbR3VIcU5+HMozovD81qYJ7b31XUYIeATyEqbfz3ycQoJkVUTQGpdb+s2o0Rpw+TQoShnLguwYjNidfgfRWxp6UZCgoF0CcfmcFBx6aCW+/MViPH11Ce5Ymo3l+XFIUkWErPApO869uJ9ssa0ZsOBgmx5XlqUwek0CPg9riuOx/UTvhG4CCuqwkMumZQoqOuCOpVlT3uq9bn4atvx6Kf5+5ayQPF9khBDlGdE0h4fcNC0DbqsajwB0fjIPuWrYBNyHk/phm8/Svsmo1hggEvBYD69nJUdCrRBjawO94aHL5W4tX5AVM21zzkOFWiHGL87NwdYTfYwb6umi+//t3Xd4XGeZNvD7naoZzahXq1jFRXIvikuq7TghdkJMSUJPgQDZwFKW/VgCy8K3XPCxtN2lJxCSwEKAtKWkOk6PEzsucY8t2ZJVrDLq0ow0o5l5vz/mnJEsz0gj+UzV/bsuX5FGI+t1fHzK8z5F6bW8KsGGpajWXkTfw91Kq41LpxmWolozPxuOIfcF9/jNvS70Oj1J+9yiuvOKSty6cT7uuKxy+jdrqGbS8K5wmnpcmmws5V1E8LBrKDDnQYuyZSDQ97B9YDRs+5KWvhGUZFs0a2FTlZ8Op8eHrmmuP1M5cLYPq8qzEy4rPB4DUxYJIXYJIY4qn68QQvxrrNeRbNRswL0RDtCYKSkl9jb2JnXJsspk0OGqxfl4/kTXeYGP1xvUZr3TX7yKMy0ozDDjUOuFD/qtva6Y3GhF2vfQ7fWhqWfmvfzet6YUH1pXjqsWJ1fWmKo024L2gZFp0+9VDV3DKMmyxHSXL5ndXFeKlt4R7J1iYvCr9Q4Y9QIbqpIrW1l9OA2VeXhuYBTdw55g5ps2P8+Khz+5AfY0I+548K0ZZcw2dTvxv2+34aMbypE7aQdWCIEvX1eDriE3HtjdeMH3Hj03iEWF9qhOF4+mVWXRG5ryxIE26ASwY9W8qPz+0bK+MhdCTN33sNfpwb6m3mlLlhNNdb4NAyNj6AlT4vTogVYIgVlNxt62rBhOjw+vTjGhXJ20HI3Mw3WVOfjVrXW48/LY9TqcyoICe0yvhVtqCvBOx9C0577WPhdKs7S5v9LrBHLSTXBM2/PQpVmp2sVMXD7Y3I9l8zJm3f9MpxO4uqYAL59yRNRjbG9TL5p7XRyUEqE7LqtAeY4V3/r7cXgjnHg/E+q1LlEzDy+m7+Ebp3tQnJmGigg3s9TM8n1nz7//nO008kSTZzPj33csi3n7isWFdggRaFMWzsDIGHqdnovudwiMZ3/PZmjKeOahNpmAlUpf5abu0ElYzRpeB4DxIS3TVVOEMzg6hlNdQ1ibgIHyeJQt/wrAPQDGAEBKeRjAB+OwjqRSU2RHpsUYtdLl045h9Dg9WJ8CwUMAuHZJYCDI2xOyM15r6EZ5TuSTpENN+3R7fWgf1GaU+3Qi7XvY2O2EX868HDfPZsb/e9/yiy7NjJeSLAvGfDLiXZ1YTVpOFdctLYbNbMAj+8IPTnn5lAN183MiGlyQSNKMehRlpIUMHgYblmu8+1+WY8UDd1yCEY8Pn3jwLQxH2DfoZy82wKjX4ZNhepNdUpGDq2sK8MuXTp83DVJKiWNtA1hWkjwluZOtLMtEa9/IrHatp+L3SzxxsA1XLMxHQUb0hkVEQ3a6CTVFGXhjiuvCrhOd8EvgmghKlhNJlZIVfjpE4MXvl3hsfysuX5A3q+qIjdW5yLQY8fQUA4aOtw+iKCPtgiC9FoQQuGZJYUwa4yeiLUqlw1TZh1JKTTMPgcB9zlTnD4/Xj/bBUc02hIPBwxk+MI75/Djc1n/RGVVbawsx7PZiTwQ90h/Z1wqb2YBty6LXiiCVmA16fHV7LU51DuPht0K3CrkYb7f0Qx+lgVRamU3fQ79f4o0zPdhYnRtxxviiQjtsZsMFJdJvt/TDatJjUSHv5WfDYtKjMjd9yonLTRpNWgYQvJbOLvNQCR5q1P9TDeaF60OodWKQej8z26Eph1r6IeX4AKFEEo+7GKuUcu+k12befXWO0ekELqnIieiGYDbU0th1Sd7vULVpUQH0OoGdytRlr8+PN0/3RJR1qFpZloUz3c7zHsjb+kYgJWISPAQi63tY36lOWk6uickXS33AiKSU3++XOO0YxgKWLEfMYtLjhhXFePpoe8gbxa7BUbzTMYQrFyVn5qo6cXmyQ639MOpFVCaQLyq046cfXo1TnUP4/MMHp50+2tLrwhMH2/Dh9eVTTkT953ctxpDbi1+8fDr4WsfgKHqcnqQclqJapUwdfbtZ2+zDPY29aOsfwfvWJFfJsmpDVQ72n+2D2xu6BPe5450ozkxLusBxtZIZcCbEzf0bZ3rQ1j8yo0EpExn1OlyzpBA7T3SGzco6fm4wKiXLBFTlpaMi14oXJrWTmah72AO31x/T4GFbv7b3dPMyLbCa9MH7skid7BjC6Jh/1sNSVJctyIPZoMPzx8P/fwaAYbcXTx1pxw0ripNuqFs8vWtpITZU5eBHz53EwMjY9N8QIb9f4vkTXagpsif038ds+h6e7BxCr9MTcckyEMgaXl2ehf1nz7/2H2zuw4rSTM1KS+ei2mkmLjf1BK6/WpQtp5v0SDPqwlYTTMUx5IbdbNDs34P65wk19Mjp9qLH6dG0JVlxRhrSjLpZD03ZfzYwVTwRs2zj8a+vWwhRDUACgBDiJgDht4IpaENVDpp6XOgcHNX8997b2IsCuznilPJEl2k1Yn1lTvAG6kjbAIbcXly2IPLgqPoP9tCE7MVmDUe5RyKSvof1XcPQiUB/hblEfcCIpAS0rX8Eo2N+LORu5YzcXFcKl8eHJ0Nk66jlf8nW71BVlmMNGZQ/3DKA2uKMqJX6blpcgG/euBS73umatvn6z186DZ0Q+PSV1VO+r7Y4A+9ZVYIHXm9Ex0Dg+qAOS1mawFkM01lWkgG9Tpx3DtbC4wcCGTeRDBNJRBurcuH2+kMGVUc8Prxa78C1Swpj1qtQK/MyLUgz6kJmHj6yrwX2NMNFlWJvX16EoVEvXj99Yeny6JgPDY7hqExapkDm5eaaArx+uidszyn1Wl6qYelYns0ULH8LpUXjezqdTqA6f+ZDU9RJ1BebeWgx6XHFwjw8f6Jrykb9Tx1ux8iYjyXLMySEwNdvWIL+kTH8ZJd2sz7/9+02nGgfxJ1XxLYH3kzNpu/heL/DmSWnrCnPxsmOQQyNBoK0o2M+HG8fDG4q0uzUFNlxtscVtvqlsdsJIbTZUBFCIDd96g2ccBxDbuRr1O8QAKwmA4oz00IG81qUJBQtE4N0OoHKPNusJ7QfaO7H4kJ73HskhxKP4OFnANwLoEYI0QbgCwDuisM6ko7ajzCSARozIaXEnjOBfofJ9rAxla21hajvGkZTtxOvNwQeFmay87W8NPDQPbF0uUVp3hurzMNI+h42dA2hPMca9enPiUYtXYtkaIp6I89JyzOzpjwbVXnpeDRE6fIr9Q7k2UyoLUrOh+3yHCs6BkfPG6Dg90scaRvQvGR5sls3VuD2Sytw/2uN+P2esyHf09Y/gkf3t+ADl5ShKILpb1/cugh+KfHfygPN0bYB6ARQG4UMylixmgxYVGjXdOLyiMeHp492YNuyooTO8JhKsO9hiOvCq/UOjI75k65kGQjcbFflXThxeXB0DM8c68CNK+dd1HXusgV5sJsNIUuXT3UOweeXUel3SAFX1xTC4/Vjd0Po+xm1iqBUw+yPfHvgwTXsEJ5e7R8aZzNx+WBzPwrsZszTYNLn1tpCtPWPTJld9Mj+FlTlp2NNAvbTSnRL52XiA3VleHB306wDAxONeHz4/rMnsaI0EztWJnY2/Gz6Hu5u6EZlXvqM202snZ8NvwQOtQR6zx87N4gxn7zo7Ny5rla5xp0Mc35oddNm1gAAIABJREFU6nYqG3na3B/l2UzonmXPQ60mLasq89JDVjY092h/HQACGfehft50/H6Jg819CTsYKB7Tls9IKbcCyAdQA+AqAJfHeh3JaElxBmxmA/bMolntVFp6R9AxOJoy/Q5V1ygZCs+f6MRrDd1YOi8DOemmiL8/I82I6vz087JeWnpdMBt0mp/Qwomk72FD1zAWzLGSZSAQWMhNN80seMiy5RkRQuD9a0uxt6k32AcFCFzYXqvvxhUL8xNuClikynMtkPL8zNUz3cMYdnuxojT62Xr/en0tNi3Ox7/95VjI6Y2/fClQgnzXpqmzDlXluVZ8eF05/ryvBWccwzh2bgBV+bak60c5mTo0JdLBSNN57ngHht1evG9N8mbcZFqNWDovI+TQlOeOd8KeZsD6quS8nlflp+P0pB5BTx5ux+iYf9YlyyqzQY+tSwrx3PFOjE0aeHD8XPQmLVPAusocpJv0eOFk6L6H6rW8ZBY9LcPJs5kxOuaHM8Q0eiBwT2cy6FCgUV8tAFhQaEPH4CgGRyMvaz3Y0o/V5VmabOBvqQn0l9wVpkS8sduJt5r6Zjy1nMZ96drFSDPq8Z2n3rno3+v+186gfWAUX9temxT3UzPpe+j1+bGnsRcbZ5h1CAQGxwiBYIl0MDs3Acs4k4nakidc38PGHhcq8rTM/jbPavq8Y9iteU/qyrx0nHEMX7CZFKwq1DDrHQjcz7T0usK2mAmnwTGMoVEv1s6f48FDIUSGEOIeIcRPhRDXAHABuA1AA4BbYrWOZGbQ61BXka155qHaRzFV+h2qynKsqCmy42+HzuHA2f4Z9TtUrSzLwtstA8ETTXNPoKFqLC/wU/U9HPP50djtnLPluCXZlojKluu7hpBnMyF7BsFjCnj/mlLoBPDYgfHsw+Ptg+hxenDFwuQsWQbGdxgn9j1Ud7hXxuDm1KDX4ScfWo0F+Tbc/fsDaOga3wXuGBjFn95qwU1rS2f0IP3ZLQthNujww52ncLRtEMtSIBCyqiwTg6NeNPbMrm/MZI8faENJliXpN8s2VObiYHP/eZmzXp8fu0504uqaAhiTtCdUdb4NrX2u8/5cj+xrwcICG1ZqENTftqwI/a6xCzbkjp0bhN1s0PzhgcaZDDpcsTAfL4QpqW3tcyHTYtS0TEud9tkdpnS5pc+F0myLpvd0C6YY/BNKn9ODxm6nZlkmBRlpWFmWhZ0nQgdpH9vfCp0IXNtpdvLtZnxm84JAcsIUE9yn0zU0il+8dBrXLinE+qrkeAZT+x7ui6Dv4ZG2AQy7vTMuWQYCCRyLC+3BicsHW/pRkmVJuiFniaYkywJ7miHsxOWmbqcmk5ZVuTbT7AamDI5qnqhTlW/D4KgXvZN6MLb2jcBuNiDLqm2JcFV+OvwSU84tCOWA8m9rTYJm2cby7vJ3ABYDOALgkwBeBHAzgPdKKXfEcB1JbX1lLhq6hjWdPrm3sRdZViMWpmBJ5zVLCnGodQAen39WwcPVZVnoHnbjnNJHLDDKXbtd8UhM1ffwbI8LYz6Zkn93kSjNtkQ0MKWhaxjVzDqclaLMNFyxMB+P7W8NDvh4RcmUu2Jhcg5LAcZ7XE28qB9q7Ue6SR+zY8WeZsT9t9fBbNDh4w/uC97Q3PvKafikxN2bFszo98u3m3Hn5ZV48nA7OgZHk3pYikrLoSm9Tg9ea+jGjavmJUWGx1Q2VufC4/MHbzKBQIZGn2ssKUuWVdUFNvhl4NoGBM7dB5r7cXOdNllSVy7Kh9Wkx9NHO857/Xj7IGqLM5L+uEh0W2oL0DE4iuMhsl60nrQMAHn2qad9Nve6NC9VW1gYyOypjzB4qLZl0DKjamtNAQ619KNr6Pwe6T6/xGMHWnHlonwUMghzUe64rAJlORZ86+/H4fWFHsI0nf/cWQ+314+vbKvReHXRM5O+h2q/ww2zDIyunZ+Nt5v74fNLvN3cj1UJGkxJJkII1BZl4ET7hWXLfU4PBkbGNBmWosq1mdEz7JmyB+tkTrcXTo9Ps0nLqqowE5ebe10ozbFqnoldladsJM1w4vL+s33Itho1/XvQUiyDh1VSytullPcC+BCAJQDeJaV8O4ZrSHpqKdJeDbMP9zb14pKKnJS8aVZLl016HS6pmPmurpqBFBiZLtEShRvN6UzV91DNVpprk5ZVJVkWZQJ2+IuSlFIp7WbwcLZurivFuYFR7FYGDbxyyoElxRmaX9hjKd9mRppRF+x1AgCHWgewrCQT+hieC0uzrbjv1jp0DI7i07/bh7b+EfxhTzPet7pkVk3877yyCtnK7mkyD0tRLSiwId2k12RoyrPHOuDzS1y/vFiDlcXXJZU50Amcd1147ngnTHodrlqcvEF9deKy2vfw0f2t0OsE3rNam15gaUY9ttQU4NmjHcHNEL9f4kQ7Jy3HwubFgZLaF9+5MCsuKsFDW6DaIGzwsMelebZpWbYFJn3owT+hHGzug14ngn22tbBVufd9YVL24esN3WgfGMXNay+uBQAFziVf3VaLk51D+ONbLTP+/pMdQ/jTW8346Ib5qEqize1I+h5KKbG3sRePHWhFTZE9mAE8U2vnZ2PI7cXrDd1o6x9hybJGaovteKd98IJ2MGqFh5aZh3k2M7x+icGR6cvcVeqQKy3bSQATJi5PCh4Gnu21TwyqzFcnPM8seHiguQ9ryrMTtq1ELIOHweYfUkofgFYppfZjg1Pc8pJMWIx6zfoedgyM4myPK+lLuMJZNi8TRRlpWDs/e1a9v2qKMmDS63CopR8DI2MYcntjNmlZNVXfw/rOwM1pdUFi7k5EW2m2FW6vf8pmvI4hNwZHvXM2O1MLW2sLkZFmwKP7W+F0e7H/bB+uSNIpyyohBMpzrMGyZY/XjxPnBmNSsjzZmvJs/PDmlXirqQ87fvoaxnx+fGbzzLIOVRlpRvzTNYtgTzNgWUnyB0PUh2othqY8daQd83OtKTFRNyPNiOUlmcGhKVJK7DzeicsW5MJmTt4+l+rN/emuYfj8Ek8cbMWmRfkosGuXJbV9eTF6nJ7gJmxTjxMuj4/BwxjIt5uxsiwLuyYFD6WUaO1zaTppGUCw7M0R4h5hwDWGwVGv5hvCBr0OVfnpePmU47zy+3AOtvSjpsiuaX/amiI7SrIseH5S8PCR/a3ItBixdUmBZj9rLrtuWRHWVebgRztP4VwELXQm+s5TJ2AzG/D5qxdGaXXRE67voc8v8dSRdrz357txy71voM/puag/n9rz7f7XGgGAw1I0UlOcAafHd0HPeLW3eYWGGW/qBo5jBhWT6nu1TlAozbbAqBfnBfOklFHJQAcC92l5NvOMBiv1uzw47XBiTYL2OwRiGzxcKYQYVH4NAVihfiyECF14Txcw6nVYO1+7vodqv8P1KdbvUKXTCTz08XX43k0rZvX9JoMOS+Zl4GBLf1Sm8kUqXN/D+q5hlGZbkn4owmyp/eCm6ns4Pml5bmZnaiHNqMeOVSV45mgHnjvegTGfxFVJXLKsmhg8fKdjEB6fP+qTlsN598p5+KdrFqF72IMdq0ou6ubtYxsrcODr12jaOyyeVpVl40T7YEQP4uH0OT3YfboH25cXJ+xu7kxtqMrF2y39GPH4cLJzCM29rqQuWQYCg7BKsiw40+3EK/UOdA66cXOdtr3ZNi3OR5pRh6ePBqYuqyW0nLQcG1sWF+Dtlv7zmuj3OD0YHfNrnnmYk26CEKF7HrYoLU/KopBx8vmrF+KdjiF86c+Hphz25FfKMbUOigghsLW2AK81ODCiDIsZcI3h2WMd2LFqHsyG5Jw0n2iEEPj3HUsx5vXj5l++cUE5ZDivnHLg5VMO/OOWhUnZi3tjdS58E/oejnh8+N0bTdjyw5dw9+8PoM/lwbd2LMXur1yNbReR6V+eY0WezYSXTzlg1IuUqKZIBOrE5cntI5q6ndAJbZ9z1azTmQxN6RpUMg8ztA0eGvQ6lOdY0dg9HsxzDLnh9vqjlhhUlT+zicsHlRY9axJ00jIQw+ChlFIvpcxQftmllIYJH/OObQbWV+bgZOcQ+l0zH30+2d7GXtjMBtQWp25gZXGR/aJOCqvKsnCkdSB4UxDrzEMgfN/D+jlejluiPGhM1fewwaEGD+fu/yct3FxXCrfXj28/+Q4sRj3WzqINQKIpy7GipdcFKSUOtQaGpcRi0nI4/7hlAX724TX4xruXXPTvlawDM0JZVZaFMZ8M2SctUs8dT52SZdWG6lyM+ST2ne3Fc8c6IQRSIqMoMHF5GI/ua0W21YgtNYWa/v5WkwGbFxfgmaMd8Psljp8bhEEn5uzgsVi7urYAUgIvnRyfMq9mwGideWjQ65BtDd2wX92MjcY93bblxfja9lo8eaQd330m/ETe045hDLm9WF2m/fV065JCjI758XpDoN3IXw+fg8frZ8myxmqKMvDwpzZgZMyHm3/5RthBFCqfX+I7T51AeY4Vt146P0ar1Jba9/CZox340c5TuPS7u/D1vxxDttWEX3xkDV740iZ8bGMFLKaLC1ILIYLZh7XFGUgzMuithcWFdgiBC47Vxh4XSrItMBm0u3/MVTIPe5yRxywcSq9WrQemAEBlnu28IP/4JlJ0nu2r89Mj3lQAAiXLep3AyrLEDZSnztPFHLK+KhdSatP3cG9jb+AikEIPmlpbWZaJkTFfsEdPPIKHofoe+vwSpx3Dc7ocVw0etvWFzzys7xyG3WxAocY7WHPN8pJMLCq0oXvYjQ1VOSmRuVCeY4XT40Ov04PDLf3ISTdpnvkyE0IIXL+iGFnW5MtEiKZVSin5xQxNefJIB8pyLClRsqy6pCIHeqVx/c7jnVhdlqVpeW+8VOfbUN85jJ3HO7FjVYmmDzKq65YVoWvIjQPNfTh2bhALCmwpcU5LBkvnZaAww4wXJpQuqxuA0Tj/5tlMwR5aEzVHMXgIAHdeUYnbNs7Hfa+cwUO7m0K+R80yiUY55vrKQAuDXe90AgAe3deCmiJ7SrSzSDTLSjLx509vgEEn8IF735yyzcYj+1rwTscQ/uW6mqQ951hNBqwsy8LDe5vx4131WDs/B4/ctRFP3H0pti0v1rRvtBo8ZL9D7VhMelTmpuNEiMxDLfsdAkBu+tRDq0LpGnLDoBPIjsK9cFV+Opp6XMGex8HrgMYbV8Gfl2dDr9MTccLXgeY+zdtYaI0RoyS0siwTZoPuokuXe4bdqO8axroU7XeoFbWMcefxTuSmm+LSTypU38OWXhc8Xv+cHZYCBPpJZKQZpi1bri6wpUypYrwIIYIZC1cuSv6SZWC8NKO514XDrQNYWZrJ4yQBFWWmoSgjbdZDU/pdHuxu6E6pkmUAsCmN6/92qB1H2gaSvmRZVZ2fjpExHzw+v+Yly6otNQUwGXR46kgHjrcPshwuhoQQ2Ly4AK+ccsDjDUypVTMPS6IQPMy3m0M+uDb3upBlNSIjSu0dhBD4t3cvxdbaQnzzb8fw3LGOC95zsKUPmZboTNU0GXS4alE+nj/RhZMdQzjUOoCb1moztZwutKDAjkfu2ohMixEf+dWbeOP0hX3KnW4vfrjzFNbOz8b25cl9vv7s5gW447IKPP9PV+HXt9XhkoqcqBxb65S2Wmsr+KyqpdriDLzTMT5xWUqJpm6n5ueiYOuIKXrTT+YYciPPZo7KINeqvHR4vP5gj9KWXjXrPTqJA8E+zhEMTVGniq9N4H6HAIOHScls0GN1eVawX+FsvdUU6FWxoYon5KlU5qUjI80Ap8eH0jhkHaom9z2sV3v5zfFSq9Js6wVNfydqcMzt0m4t3VJXhg9eUoYbV86L91I0oQYP3+kYQn3XEFbEqd8hTW9lWWYwS2emnjvWCW+KlSyrNlTlBnfOr12qbXlvvFQrk0eXFGdELahnTzPiyoX5ePxgKxxDbg5LibEtNQUYcnuxrymwCd7WN4JMS3QCeXk2c8gH15a+kaj3sNbrBH7yodVYUZqFz/3xIA4295339YNKv8NoBfS2LimAY8iNb/z1KAw6gfdqNLWcQivLseKRuzZiXpYFtz2wF7tOdJ739XtfPg3HkBtfu7426YO4m2sK8I13L436/fWqsiw8ctfGlLx+x1NNkR1ne1wYVobe9Dg9GHJ7Nc881OsEcsK0jgina8iteb9D1eSJy829LhRlpEWtJL4qOHF5+qEpJzuG4PT4ErrfIcDgYdJaV5mL4+cGMTg6Nv2bw9jT2AOzQYflJXxgnooQIjiBNR7DUlST+x7WdwV2jOZ6YKwk2xK2bHnANQbHkHtOl3ZrKdNqxHffvwK5UehDEg9qf62njrTDL5HQPUbmussX5qO51zWrdh1PHmlHabYFy0tS7+93Y1XgulCdnx4MuiW7RUV2mPQ6fHh9eVR/zvblReh3Be6hOCwlti5bkAeTQRcsXQ5MWo5O5kcgeBi652G0StUmspj0uP+2OuTbzbjzoX042xN4aB12e3Gycygq/Q5VmxYVQCeAN8/0YktNQcpcuxNZYUYa/vTpjVhcaMenf7cffzt0DgDQPjCC+149gxtWFCd8cCDRqC06SDvq0JSTSvahOmk5GlnQuTbTjAamOIbcUel3CACVSjCvUQnmNfe6ojI0S1WWY4VBJyLKPDygbC4l+vmBwcMktaEyB34J7G/qm/7NYext7MWa8uyo9BNKNauCwcP49UOb3PewoWsYRRlpUSu5SRYlWRa09gWGXkzW4GCAlcKzmPQosJuxWykvYuZh4rppTSly0034+UsNM/q+fpcHrzd04/oUK1lW1VVkw2Y24PoVqZENDASCPa/9y2Z8JMrBw6trC2HUB44JZh7GVrrZgI1VuROChyMoyYpe8NDl8cHl8QZf8/kl2vpGYtbDOs9mxoN3rINPStz+wFvBPrtSRqffoSo73YQ6pdzz5joOSomVnHQT/vDJ9VgzPxuf++NBPLy3GT949hT8fuBfrquJ9/KIUKMMSlX7HqpDPSqiEDzMs5nRM5Oy5eHoZR7m28ywmQ3BP29rryuq1wGjXoflpZl44PVG/GFPc8hnVdWBs33Is5mjGszUAqNGSWp1eTaMeoE3Z1m6PDg6huPtg+x3GCG172E8Mw8n9z1s6BrmdEgE+lQ4PT4MjFyYhdvQxUnLNLXyHCt8fomSLAvymJWRsCwmPe64rAIvnXTg2LmBiL/vueOBkuXtKVryZDUZsOtLV+GzmxfEeymaKshIi3qwN9NixFWL8lGVl45My9zehIuHLTUFONPtRGO3E619I5pPWlblKdM+u4fGH147B0fh8fljek9XnW/Dr26tQ1v/CD752314Q7mXWxnlQRAfWV+OuvnZ2LQ4NXoVJwt7mhEP3bEOVy7Mxz2PH8FjB1pxx2UVcRm6SDRZSZYF9jRDcOJyU48Tep2ISgZ4bpjs71B8fome4ehlHgohUJWfjjPdTri9PrQPjkb9OnDfx+qwrjIHX33iCD778MGwVaMHmvuwJoptLLTC4GGSspj0WFmahT1nZjc0ZX9TH6QE1jN4GJFLF+TilrpSbF5cENd1TOx72NDFXn7AeJPbUH0P6zuHYTboovZQQslPvWlgyXLi+9jGCtjMBvzipdMRf8/TSsnyitLU/fstzEhjBcEsff+mlfjtJ9bFexlz0paawP3Uo/tbMDLmi17Zsj3wEOqY8PA6Pmk5thkel1Tk4Ee3rMT+s3342YsNWFBgi3rgeseqEjz6D5fCqOc5ItYsJj1+dWsdblw5DyVZFtydYps8lLyEEKgtysCJdrVs2YWybEtUzhN5NlPEmYc9Tjf8MjDoKloq89JxxuHEuf5RSBm9ScuqfLsZD92xDl++bjGeOdqBG378Gg5PGgDYPexGU48r4YelACkQPBRC5Aghdgoh6pX/XvB/XQixSgjxhhDimBDisBDiA/FYq9bWV+XgSNsAnG7v9G+eZE9jL4x6gdUJXlefKKwmA75300oUZKTFdR1q38PHD7TB5fHN6UnLKjUwGCp42OAYRlW+jb1SKCw1C2AlS5YTXqbFiI9umI+njrQHS06mMjAyhtdScMoyaSc73cTNpTgpy7FiUaENf9zbAiB60y7VDJaJmS/q4Ll4VJPcsGIevrq9Bn453hKHUpfJoMOPP7Qar3x5MzOcKaHUFttxsmMIfr9EY7czKiXLQKBsecjtxeiYb9r3dg0GztP59ug9b1fmpePcwAjqOwOB0/Lc6F8HdDqBuzctwJ8+tQFenx/v/8Vu/Oa1xmAZszoQcA2DhzHxFQC7pJQLAexSPp/MBeBWKeVSANcB+C8hRNJfsddV5sLnl8EGmzOxp7EHK0qzYDFFZ7oQRYfa9/APe88CAMuWgWCfpLb+EMFDZmfSNNSHR/Y7TA4fv7wCBr0O9748ffbhzuOdGPNJbFtWFIOVEdFMba4pQI8zkJESvbLl0MFDnQDmRanP4nQ+eUUVfnjzSnyGmWhzBjexKdHUFGdg2O1Fa98Imnqcmk9aVuWmB1pHqOf6qagZ4tHOPJQSeK2hG0D0Mw8nqqvIwZOfuwJXLcrHv//9OD752/3od3lwoLkPBp1IisF+qRA83AHgIeXjhwC8Z/IbpJSnpJT1ysfnAHQBSPrmH2vnZ0OvEzMuXXZ5vDjSOsB+h0lI7XvYqezMLEiR6ZoXI8tqRLpJj9Y+13mvuzyBCyInLdNUti0vwrd2LGULhyRRYE/DLXWleOxAKzoGRqd871NH2lGSZWF2D1GCurqmMPhxSZQyD3OVnoeOoQnBw74RFGdGp0QvEkIIvH9taVQmmxIRRUKduPxyvQMujy9q5yN1AyeSicsO5fm2IIrBw2rl2fmlkw6YDLqo/qxQstNN+NWtdfj6DUvw8qkubP/vV/Hs0Q4sLclEmjHxk7pSIXhYKKVsVz7uAFA41ZuFEOsAmACETFsQQnxKCLFPCLHP4XBou1KN2cwGLCvJxJ4ZDk052NwPr18yeJikNlQF/t7ybGZkK7s5c5kQAiXZFrRNKls+4wiUNTLzkKZiNRnwsY0V0DErIGl8+spq+CXw61fPhH3PwMgYXq13YNuyIpYsEyWoNeVZyLQYkZFmiFpJp1GvQ7bVeF7mYXOvK64D8IiI4m1RoQ1CAM8cDYRRolW2rG7gRDI0JRaZh+qfs7k30OcxHvf/Qgh84vJKPPYPl8Kg1+FMtxNrypNjozspgodCiOeFEEdD/Nox8X0yUDgedga2EKIYwO8A3CGl9Id6j5TyPillnZSyLj8/8ZMTN1Tm4FDLQER9BFR7GnuhE0iKppx0IbXv4YIC7lirSrIsF5Qtc9IyUWoqy7HixpXz8Ie9zegLUwbzvFKyvH1Fak5ZJkoFBr0O711dgksqoruZnWcznzdtubnXFfNhKUREicRqMqAyNx1vKhWMlVEqWx5vHTF92XLX4Cgy0gxRzcCzmQ3BbMN4Tz9fUZqFv3/ucnxh60LccWllXNcSqaQIHkopt0opl4X49RcAnUpQUA0OdoX6PYQQGQCeBPA1KeWbsVt9dK2vyoHH559R38O9jT1YMi8DGWls3JuMFhXYUZJl4bCbCUqzrRcMTKnvGoJeJ6LWw4OI4ucfNlXD5fHhwd1NIb/+1JF2zMtMw2qWLBMltG/euBT3335JVH9Gns0czHoZ8fjgGHIz85CI5ryaYjt8fgmjXmBeVnSGlKiZh5FMXHYMu6OadahSS7QT4TqQkWbEF7YuisngFi0kRfBwGn8FcJvy8W0A/jL5DUIIE4AnAPxWSvloDNcWdWvn50AIYG9jZH0P3V4fDjb3Y31lbpRXRtGi0wk8/YUr8MWti+K9lIRRkm3BwMgYhkbHgq81dA1jfq4VJkMqnOaIaKJFhXZsrS3Eg7ub4HR7z/va4OgYXq3vxjZOWSYiAHn28eCh2h853hknRETxVlsU6HtYlmOFIUo9YK0mA6wm/bRly26vD4daBlASgwEmVUrfw1gOS0kVqfBU/V0A1wgh6gFsVT6HEKJOCPFr5T23ALgSwO1CiLeVX6vis1xtZVqMWFKcEfHQlMOtA3B7/ex3mOQy0owMik1Qmn3hxOWGrmEOlCFKYXdvrsbAyBge3tt83uvPH++Ex+fH9uUsWSYiIM9mCpbMtTB4SEQEYHxoSrRKllW5NtO0A1N+u/ss2vpHcOfl0S/frVIyD3kdmLmkjz5IKXuklFdLKRcq5c29yuv7pJR3Kh//j5TSKKVcNeHX2/FduXbWV+biQHMf3N7p+x6qGYrR7i9DFEslWUrwUCld9nj9aOpxYWEhg4dEqWpNeTY2VuXiV6+eOe/699SRDhSzZJmIFHk2M4bdXoyO+dDcEwgeJkK5GhFRPNUU2wFEb1iKKtA6InzZcp/Tg5+8UI+rFuXjykXRnzmxqjwLBp3AEiV4SpFL+uAhBfoeur1+HG4dmPa9exp7sajQhhxO6aUUUqqknat9D8/2OOHzSw5LIUpxd2+uRuegG48faAMADI2O4ZV6B7YtK+YEbSICAOQrDfsdQ240947AYtQjl/fBRDTHlWRZ8OmrqvDe1SVR/Tm56eYpy5Z//EI9ht1efHV7bVTXobqkIgeHvnFt0vQZTCQMHqaAdUoW4Z4zPVO+z+vzY39TL0uWKeXk2UwwG3TBsuXgpOV8ezyXRURRdvmCPCwvycS9L5+Gzy+x60QXPF4/ti8vivfSiChB5NkDgcLuYTda+lwoz7GyHyoRzXlCCNyzrRbLSjKj+nPy7Sb0OENnHjZ2O/G7N87iA5eUYXFR7J7b0s2GmP2sVMLgYQrITjehpsiOPdMMTTl2bhBOj4/DUijlCCFQkmUJli3XK8HD6gJOWiZKZUIIfGZzNZp6XHjqSDuePNKOoow0rOE0eiJS5NsCU0QdQ2609LpQlmOJ84qIiOaO3HQzep0e+P3ygq999+kTMBt0+OI1HASaDBhyTRHrKnPw6P5W3PfKaTjdPjjdXjg9Prg83uDn5wZGgu8lSjUl2ZbgFMWGrmGUZFlgNfEUR5Tqrl1ShOror1SuAAAK2klEQVT8dPx4Vz3O9rrw4XXlLFkmoqDxzEMPWnpd2FjNTXQioljJtZng80v0j4yd1zptb2Mvnj3WiS9dswgF9rQ4rpAixSfrFLG5pgC/feMsvvPUOwAAq0mPdLMB6SY9rCYDbGYDKvPS8e4V81CYwX+clHpKsy3Y2T4IQJm0zH6HRHOCTidw11XV+D+PHgYAXL+CU5aJaFxueqDn4anOITg9Pg5LISKKoTyl72zPsDsYPPT7Jb795HEUZaThziuq4rk8mgEGD1PE5sUFOPRv10KvF7Aa9cy6oDmnNNuK7mEPnG4vTjuGcSkzC4jmjB2rSvCfO0/BJyXWsmSZiCYwGXTItBhxsLkPAFCWzeAhEVGs5NoCAUPHsBsLCwN9Df92+BwOtQ7gBzevhMWkj+fyaAYYPEwhmVZjvJdAFDclWYEeRnubeuH2+pl5SDSHmAw63HdrHTw+PzfPiOgCeTYTjp0LVCdwwiYRUeyMZx4GhqaMjvnwvWdOYum8DLwvypOeSVsMHhJRSijJDgQPXz7pAAAGD4nmmGhPCySi5JVnM+O0wwkg0OaEiIhiQw0edg+7AQAPvN6Etv4RfP+mFdzwTTKctkxEKUF9GHjpZBcABg+JiIgoIM8eeHjNs5k5TI2IKIayLEbodQI9wx70DLvx8xcbcHVNAS5dkBfvpdEMMXhIRCmhwJ4Gg06gqceFPJsZWVbT9N9EREREKS9fyXwpz2HWIRFRLOl0AjnpJvQ43fiv5+vhGvPhnu218V4WzQK33ogoJeh1AvOyLGjudWFBQXq8l0NEREQJIk9p2F/GSctERDGXm27C/rN9OO1w4sPrylkhlqSYeUhEKUMdmrKwwB7nlRAREVGiyLermYcMHhIRxVqezYxTncOwGPX4wtaF8V4OzRKDh0SUMtS+h9zNIiIiIpXasL8sm8FDIqJYU7O/795cjVzlfEzJh2XLRJQyShg8JCIioklqijNQYDdjzfyseC+FiGjOWVWWhZOdw/j4ZZXxXgpdBAYPiShlrCrLgt1swJLijHgvhYiIiBJESZYFe7+2Nd7LICKak26/rBK3M3CY9Bg8JKKUsWlxAQ5941rodCLeSyEiIiIiIiJKCex5SEQphYFDIiIiIiIiIu0weEhEREREREREREQhMXhIREREREREREREITF4SERERERERERERCEJKWW815CwhBBDAE7Gex1EFyEPQHe8F0E0Szx+KZnx+KVkx2OYkhmPX0pmPH4pXuZLKfNDfYHTlqd2UkpZF+9FEM2WEGIfj2FKVjx+KZnx+KVkx2OYkhmPX0pmPH4pEbFsmYiIiIiIiIiIiEJi8JCIiIiIiIiIiIhCYvBwavfFewFEF4nHMCUzHr+UzHj8UrLjMUzJjMcvJTMev5RwODCFiIiIiIiIiIiIQmLmIREREREREREREYXE4CERERERERERERGFxOBhGEKI64QQJ4UQDUKIr8R7PURTEUKUCSFeFEIcF0IcE0J8Xnk9RwixUwhRr/w3O95rJQpHCKEXQhwUQvxd+bxSCLFHOQ//SQhhivcaicIRQmQJIR4VQrwjhDghhNjIczAlCyHEF5X7h6NCiIeFEGk8B1MiE0L8RgjRJYQ4OuG1kOdcEfBj5Vg+LIRYE7+VE4U9fr+v3EMcFkI8IYTImvC1e5Tj96QQ4l3xWTXNdQwehiCE0AP4GYBtAJYA+JAQYkl8V0U0JS+AL0kplwDYAOAzyjH7FQC7pJQLAexSPidKVJ8HcGLC5/8B4D+llAsA9AH4RFxWRRSZ/wbwjJSyBsBKBI5lnoMp4QkhSgB8DkCdlHIZAD2AD4LnYEpsDwK4btJr4c652wAsVH59CsAvYrRGonAexIXH704Ay6SUKwCcAnAPACjPdB8EsFT5np8r8QqimGLwMLR1ABqklGeklB4AfwSwI85rIgpLStkupTygfDyEwENrCQLH7UPK2x4C8J74rJBoakKIUgDXA/i18rkAsAXAo8pbePxSwhJCZAK4EsD9ACCl9Egp+8FzMCUPAwCLEMIAwAqgHTwHUwKTUr4CoHfSy+HOuTsA/FYGvAkgSwhRHJuVEl0o1PErpXxOSulVPn0TQKny8Q4Af5RSuqWUjQAaEIhXEMUUg4ehlQBomfB5q/IaUcITQlQAWA1gD4BCKWW78qUOAIVxWhbRdP4LwJcB+JXPcwH0T7iJ4nmYElklAAeAB5TS+18LIdLBczAlASllG4AfAGhGIGg4AGA/eA6m5BPunMtnO0o2HwfwtPIxj19KCAweEqUQIYQNwGMAviClHJz4NSmlBCDjsjCiKQghbgDQJaXcH++1EM2SAcAaAL+QUq4G4MSkEmWegylRKX3hdiAQBJ8HIB0XltMRJRWecylZCSG+hkBLqt/Hey1EEzF4GFobgLIJn5cqrxElLCGEEYHA4e+llI8rL3eqZRnKf7vitT6iKVwG4EYhRBMCbSK2INA/LkspoQN4HqbE1gqgVUq5R/n8UQSCiTwHUzLYCqBRSumQUo4BeByB8zLPwZRswp1z+WxHSUEIcTuAGwB8RAmAAzx+KUEweBjaWwAWKlPmTAg0KP1rnNdEFJbSH+5+ACeklD+a8KW/ArhN+fg2AH+J9dqIpiOlvEdKWSqlrEDgfPuClPIjAF4EcJPyNh6/lLCklB0AWoQQi5WXrgZwHDwHU3JoBrBBCGFV7ifU45fnYEo24c65fwVwqzJ1eQOAgQnlzUQJQQhxHQItfG6UUromfOmvAD4ohDALISoRGPyzNx5rpLlNjAe0aSIhxHYEenDpAfxGSvntOC+JKCwhxOUAXgVwBOM9476KQN/DPwMoB3AWwC1SysnNpYkShhBiE4B/llLeIISoQiATMQfAQQAflVK647k+onCEEKsQGPhjAnAGwB0IbNLyHEwJTwjxfwF8AIFSuYMA7kSgpxbPwZSQhBAPA9gEIA9AJ4BvAPhfhDjnKkHxnyJQju8CcIeUcl881k0EhD1+7wFgBtCjvO1NKeVdyvu/hkAfRC8C7amenvx7EkUbg4dEREREREREREQUEsuWiYiIiIiIiIiIKCQGD4mIiIiIiIiIiCgkBg+JiIiIiIiIiIgoJAYPiYiIiIiIiIiIKCQGD4mIiIiIiIiIiCgkBg+JiIiIKGqEELlCiLeVXx1CiDbl42EhxM/jvT4iIiIimpqQUsZ7DUREREQ0BwghvglgWEr5g3ivhYiIiIgiw8xDIiIiIoo5IcQmIcTflY+/KYR4SAjxqhDirBDifUKI7wkhjgghnhFCGJX3rRVCvCyE2C+EeFYIURzfPwURERFR6mPwkIiIiIgSQTWALQBuBPA/AF6UUi4HMALgeiWA+BMAN0kp1wL4DYBvx2uxRERERHOFId4LICIiIiIC8LSUckwIcQSAHsAzyutHAFQAWAxgGYCdQggo72mPwzqJiIiI5hQGD4mIiIgoEbgBQErpF0KMyfHG3H4E7lkFgGNSyo3xWiARERHRXMSyZSIiIiJKBicB5AshNgKAEMIohFga5zURERERpTwGD4mIiIgo4UkpPQBuAvAfQohDAN4GcGl8V0VERESU+sR4RQgRERERERERERHROGYeEhERERERERERUUgMHhIREREREREREVFIDB4SERERERERERFRSAweEhERERERERERUUgMHhIREREREREREVFIDB4SERERERERERFRSAweEhERERERERERUUj/H3uCYZve/zi/AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PErlMkEtR-pE", "outputId": "b6a3ff95-7ae4-4f93-a682-9ab05a7272fb" }, "source": [ "#parameters selection for ARIMA\r\n", "import itertools \r\n", "p = d = q = range(0, 2)\r\n", "pdq = list(itertools.product(p, d, q))\r\n", "seasonal_pdq = [(x[0], x[1], x[2],12) for x in list(itertools.product(p, d, q))]\r\n", "\r\n", "print('Examples of parameter combinations for Seasonal ARIMA...')\r\n", "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\r\n", "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\r\n", "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\r\n", "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))\r\n" ], "execution_count": 43, "outputs": [ { "output_type": "stream", "text": [ "Examples of parameter combinations for Seasonal ARIMA...\n", "SARIMAX: (0, 0, 1) x (0, 0, 1, 12)\n", "SARIMAX: (0, 0, 1) x (0, 1, 0, 12)\n", "SARIMAX: (0, 1, 0) x (0, 1, 1, 12)\n", "SARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TdTInC81R_9M", "outputId": "3c78df14-cfa3-474c-acb4-2e07efc83bf1" }, "source": [ "#fitting arima model on annual mavg column\r\n", "for param in pdq:\r\n", " for param_seasonal in seasonal_pdq:\r\n", " try:\r\n", " mod = sm.tsa.statespace.SARIMAX(jan_series,\r\n", " order=param,\r\n", " seasonal_order=param_seasonal,\r\n", " enforce_stationarity=False,\r\n", " enforce_invertibility=False)\r\n", " results = mod.fit()\r\n", " print('ARIMA{}x{}12- AIC:{}'.format(param, param_seasonal, results.aic))\r\n", " \r\n", " except:\r\n", " continue" ], "execution_count": 44, "outputs": [ { "output_type": "stream", "text": [ "ARIMA(0, 0, 0)x(0, 0, 0, 12)12- AIC:1267.0561904121537\n", "ARIMA(0, 0, 0)x(0, 0, 1, 12)12- AIC:1025.5346765973159\n", "ARIMA(0, 0, 0)x(0, 1, 0, 12)12- AIC:171.54779283162563\n", "ARIMA(0, 0, 0)x(0, 1, 1, 12)12- AIC:149.35084174133158\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(0, 0, 0)x(1, 0, 0, 12)12- AIC:164.32810642003096\n", "ARIMA(0, 0, 0)x(1, 0, 1, 12)12- AIC:97.20807375155154\n", "ARIMA(0, 0, 0)x(1, 1, 0, 12)12- AIC:151.50740116847587\n", "ARIMA(0, 0, 0)x(1, 1, 1, 12)12- AIC:150.39268393937095\n", "ARIMA(0, 0, 1)x(0, 0, 0, 12)12- AIC:1078.4524640583074\n", "ARIMA(0, 0, 1)x(0, 0, 1, 12)12- AIC:853.26252029278\n", "ARIMA(0, 0, 1)x(0, 1, 0, 12)12- AIC:84.65942475064821\n", "ARIMA(0, 0, 1)x(0, 1, 1, 12)12- AIC:62.438617320037416\n", "ARIMA(0, 0, 1)x(1, 0, 0, 12)12- AIC:81.25755918080817\n", "ARIMA(0, 0, 1)x(1, 0, 1, 12)12- AIC:24.112003442395984\n", "ARIMA(0, 0, 1)x(1, 1, 0, 12)12- AIC:63.54210462243084\n", "ARIMA(0, 0, 1)x(1, 1, 1, 12)12- AIC:63.4119346630293\n", "ARIMA(0, 1, 0)x(0, 0, 0, 12)12- AIC:-35.632361279497005\n", "ARIMA(0, 1, 0)x(0, 0, 1, 12)12- AIC:-38.3724079327895\n", "ARIMA(0, 1, 0)x(0, 1, 0, 12)12- AIC:42.54838738142879\n", "ARIMA(0, 1, 0)x(0, 1, 1, 12)12- AIC:-15.024753918793799\n", "ARIMA(0, 1, 0)x(1, 0, 0, 12)12- AIC:-37.80867466148668\n", "ARIMA(0, 1, 0)x(1, 0, 1, 12)12- AIC:-37.02258961012134\n", "ARIMA(0, 1, 0)x(1, 1, 0, 12)12- AIC:6.910269538476256\n", "ARIMA(0, 1, 0)x(1, 1, 1, 12)12- AIC:-12.172744987620927\n", "ARIMA(0, 1, 1)x(0, 0, 0, 12)12- AIC:-33.728334453806575\n", "ARIMA(0, 1, 1)x(0, 0, 1, 12)12- AIC:-36.2577077229085\n", "ARIMA(0, 1, 1)x(0, 1, 0, 12)12- AIC:42.71573696245512\n", "ARIMA(0, 1, 1)x(0, 1, 1, 12)12- AIC:-12.065486851678052\n", "ARIMA(0, 1, 1)x(1, 0, 0, 12)12- AIC:-36.34946572867911\n", "ARIMA(0, 1, 1)x(1, 0, 1, 12)12- AIC:-35.183257077167895\n", "ARIMA(0, 1, 1)x(1, 1, 0, 12)12- AIC:7.591166944465927\n", "ARIMA(0, 1, 1)x(1, 1, 1, 12)12- AIC:-9.420144733799415\n", "ARIMA(1, 0, 0)x(0, 0, 0, 12)12- AIC:-35.062004633180315\n", "ARIMA(1, 0, 0)x(0, 0, 1, 12)12- AIC:-32.353604466747875\n", "ARIMA(1, 0, 0)x(0, 1, 0, 12)12- AIC:33.28056996845523\n", "ARIMA(1, 0, 0)x(0, 1, 1, 12)12- AIC:-16.436973663360718\n", "ARIMA(1, 0, 0)x(1, 0, 0, 12)12- AIC:-36.042803881935654\n", "ARIMA(1, 0, 0)x(1, 0, 1, 12)12- AIC:-34.640158203387024\n", "ARIMA(1, 0, 0)x(1, 1, 0, 12)12- AIC:0.7711173967054483\n", "ARIMA(1, 0, 0)x(1, 1, 1, 12)12- AIC:-14.210923955953291\n", "ARIMA(1, 0, 1)x(0, 0, 0, 12)12- AIC:-31.867846717326188\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(1, 0, 1)x(0, 0, 1, 12)12- AIC:-34.86506519033499\n", "ARIMA(1, 0, 1)x(0, 1, 0, 12)12- AIC:32.107330693934216\n", "ARIMA(1, 0, 1)x(0, 1, 1, 12)12- AIC:-13.860721261235827\n", "ARIMA(1, 0, 1)x(1, 0, 0, 12)12- AIC:-34.64996523097726\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", "\n", "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", "\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "ARIMA(1, 0, 1)x(1, 0, 1, 12)12- AIC:-33.786834162163785\n", "ARIMA(1, 0, 1)x(1, 1, 0, 12)12- AIC:-1.221060764136391\n", "ARIMA(1, 0, 1)x(1, 1, 1, 12)12- AIC:-12.384714617560114\n", "ARIMA(1, 1, 0)x(0, 0, 0, 12)12- AIC:-33.71088449249947\n", "ARIMA(1, 1, 0)x(0, 0, 1, 12)12- AIC:-36.90719880075477\n", "ARIMA(1, 1, 0)x(0, 1, 0, 12)12- AIC:44.42378300043548\n", "ARIMA(1, 1, 0)x(0, 1, 1, 12)12- AIC:-12.644792849364244\n", "ARIMA(1, 1, 0)x(1, 0, 0, 12)12- AIC:-36.96750040874178\n", "ARIMA(1, 1, 0)x(1, 0, 1, 12)12- AIC:-35.463611901141675\n", "ARIMA(1, 1, 0)x(1, 1, 0, 12)12- AIC:8.832328580941478\n", "ARIMA(1, 1, 0)x(1, 1, 1, 12)12- AIC:-10.194968650816122\n", "ARIMA(1, 1, 1)x(0, 0, 0, 12)12- AIC:-43.046913108942405\n", "ARIMA(1, 1, 1)x(0, 0, 1, 12)12- AIC:-52.297283152924884\n", "ARIMA(1, 1, 1)x(0, 1, 0, 12)12- AIC:40.573874158847865\n", "ARIMA(1, 1, 1)x(0, 1, 1, 12)12- AIC:-18.150375851099742\n", "ARIMA(1, 1, 1)x(1, 0, 0, 12)12- AIC:-53.036977205732164\n", "ARIMA(1, 1, 1)x(1, 0, 1, 12)12- AIC:-50.448663357616354\n", "ARIMA(1, 1, 1)x(1, 1, 0, 12)12- AIC:9.122711957638113\n", "ARIMA(1, 1, 1)x(1, 1, 1, 12)12- AIC:-18.214746551963877\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LGHxlbstNb5h", "outputId": "62375d06-8aeb-4d43-ec30-e8e669e94529" }, "source": [ "pip install statsmodels" ], "execution_count": 33, "outputs": [ { "output_type": "stream", "text": [ "Requirement already satisfied: statsmodels in /usr/local/lib/python3.7/dist-packages (0.10.2)\n", "Requirement already satisfied: patsy>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (0.5.1)\n", "Requirement already satisfied: pandas>=0.19 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.1.5)\n", "Requirement already satisfied: scipy>=0.18 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.4.1)\n", "Requirement already satisfied: numpy>=1.11 in /usr/local/lib/python3.7/dist-packages (from statsmodels) (1.19.5)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from patsy>=0.4.0->statsmodels) (1.15.0)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.19->statsmodels) (2.8.1)\n", "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.19->statsmodels) (2018.9)\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3a6jNolBD6J5", "outputId": "f7b49e59-6198-4f36-cc87-b852c0fe8751" }, "source": [ "#model for JAN \r\n", "# fit an ARIMA model and plot residual errors\r\n", "import statsmodels\r\n", "from pandas import read_csv\r\n", "from patsy import dmatrices\r\n", "from statsmodels.tsa.arima_model import ARIMA\r\n", "from matplotlib import pyplot\r\n", "\r\n", "model = ARIMA(jan_series, order=(5,2,1))\r\n", "result = model.fit()\r\n", "# summary of fit model\r\n", "print(result.summary())\r\n" ], "execution_count": 55, "outputs": [ { "output_type": "stream", "text": [ " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D2.y No. Observations: 136\n", "Model: ARIMA(5, 2, 1) Log Likelihood 45.203\n", "Method: css-mle S.D. of innovations 0.168\n", "Date: Sat, 27 Feb 2021 AIC -74.407\n", "Time: 07:08:51 BIC -51.105\n", "Sample: 2 HQIC -64.938\n", " \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 4.842e-05 0.000 0.216 0.829 -0.000 0.000\n", "ar.L1.D2.y 0.0067 0.068 0.099 0.922 -0.127 0.140\n", "ar.L2.D2.y -0.0438 0.068 -0.640 0.524 -0.178 0.090\n", "ar.L3.D2.y -0.0779 0.068 -1.140 0.256 -0.212 0.056\n", "ar.L4.D2.y 0.0149 0.069 0.216 0.830 -0.121 0.151\n", "ar.L5.D2.y -0.5962 0.070 -8.578 0.000 -0.732 -0.460\n", "ma.L1.D2.y -1.0000 0.021 -47.836 0.000 -1.041 -0.959\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.8785 -0.6752j 1.1080 -0.1043\n", "AR.2 0.8785 +0.6752j 1.1080 0.1043\n", "AR.3 -1.0945 -0.0000j 1.0945 -0.5000\n", "AR.4 -0.3187 -1.0708j 1.1173 -0.2960\n", "AR.5 -0.3187 +1.0708j 1.1173 0.2960\n", "MA.1 1.0000 +0.0000j 1.0000 0.0000\n", "-----------------------------------------------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "id": "MHnXtZEAQYre", "outputId": "5b548a15-0fb0-4b81-e1b5-f5c199cdb3e3" }, "source": [ "#out of time cross validation\r\n", "from statsmodels.tsa.stattools import acf\r\n", "\r\n", "# Create Training and Test\r\n", "train = data['Jan_mavg'].iloc[:103]\r\n", "test = data['Jan_mavg'].iloc[103:]\r\n", "\r\n", "\r\n", "#now build the ARIMA model on training dataset, forecast and plot it.\r\n", "model = ARIMA(train, order=(5, 2, 1)) \r\n", "fitted = model.fit(disp=-1) \r\n", "# Forecast\r\n", "fc, se, conf = fitted.forecast(35, alpha=0.05) # 95% conf\r\n", "\r\n", "# Make as pandas series\r\n", "fc_series = pd.Series(fc, index=test.index)\r\n", "lower_series = pd.Series(conf[:, 0], index=test.index)\r\n", "upper_series = pd.Series(conf[:, 1], index=test.index)\r\n", "\r\n", "# Plot\r\n", "plt.figure(figsize=(12,5), dpi=100)\r\n", "plt.plot(train, label='training')\r\n", "plt.plot(test, label='actual')\r\n", "plt.plot(fc_series, label='forecast')\r\n", "plt.fill_between(lower_series.index, lower_series, upper_series, \r\n", " color='k', alpha=.15)\r\n", "plt.title('Forecast vs Actuals')\r\n", "plt.legend(loc='upper left', fontsize=8)\r\n", "plt.show()" ], "execution_count": 58, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n", "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "dnH0ylZ8Up77", "outputId": "dc49a7f9-ecc5-48b3-d6a5-3c9b924fb2c0" }, "source": [ "#plotting using plotly #521\r\n", "import plotly.express as px\r\n", "import plotly.graph_objects as go\r\n", "import seaborn as sns\r\n", "y=fc_series\r\n", "x=[2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,\r\n", " 2035,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046]\r\n", "\r\n", "#Plotting annual temp readings- Line plot\r\n", "\r\n", "fig_2 = px.scatter(x=x, y=y[:28],trendline='lowess')\r\n", "# Edit the layout\r\n", "fig_1.update_layout(title='forecasted values for JAN-FEB Temperature()',\r\n", " xaxis_title='Years',\r\n", " yaxis_title='Temperature (degree celsius)')\r\n", "fig_2.show()" ], "execution_count": 59, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", " \n", " \n", " \n", "
\n", " \n", "
\n", "\n", "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "NnuwAHy7YePe", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "566ddd89-4583-4e2f-f273-b76fdc5a0d0f" }, "source": [ "# evaluate forecasts\r\n", "# Accuracy metrics\r\n", "def forecast_accuracy(forecast, actual):\r\n", " mape = np.mean(np.abs(forecast - actual)/np.abs(actual)) # MAPE\r\n", " me = np.mean(forecast - actual) # ME\r\n", " mae = np.mean(np.abs(forecast - actual)) # MAE\r\n", " mpe = np.mean((forecast - actual)/actual) # MPE\r\n", " rmse = np.mean((forecast - actual)**2)**.5 # RMSE\r\n", " corr = np.corrcoef(forecast, actual)[0,1] # corr\r\n", " mins = np.amin(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " maxs = np.amax(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " minmax = 1 - np.mean(mins/maxs) # minmax\r\n", " acf1 = acf(fc-test)[1] # ACF1\r\n", " return({'mape':mape, 'me':me, 'mae': mae, \r\n", " 'mpe': mpe, 'rmse':rmse, 'acf1':acf1, \r\n", " 'corr':corr, 'minmax':minmax})\r\n", "\r\n", "forecast_accuracy(fc, test.values)" ], "execution_count": 57, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'acf1': 0.8350917909665718,\n", " 'corr': 0.6821888128386941,\n", " 'mae': 0.23762389330170128,\n", " 'mape': 0.00852287190921454,\n", " 'me': -0.22286853216098998,\n", " 'minmax': 0.008521829765743005,\n", " 'mpe': -0.007985773584319952,\n", " 'rmse': 0.26928798390924985}" ] }, "metadata": { "tags": [] }, "execution_count": 57 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 500 }, "id": "gZKCr4ydQ8sO", "outputId": "6dc8ecfb-2caf-4373-a87b-c07612d193a6" }, "source": [ "#MARCH-MAY\r\n", "march_series=data['Mar_mavg'].values\r\n", "data['Mar_mavg'].plot()\r\n" ], "execution_count": 122, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 122 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 568 }, "id": "XghKvupnRd-j", "outputId": "a3959773-ab40-4ba6-e41c-03e5c48b93a6" }, "source": [ "import statsmodels.api as sm\r\n", "from pylab import rcParams\r\n", "rcParams['figure.figsize'] = 18, 8\r\n", "march_series=data['Mar_mavg'].values\r\n", "decomposition =sm.tsa.seasonal_decompose(march_series, model='additive',freq=5)\r\n", "fig = decomposition.plot()\r\n", "plt.show()" ], "execution_count": 123, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SESWSSWyR17E", "outputId": "f2f9f8ae-a54e-4380-db64-9c0ada1b023a" }, "source": [ "#model for march-may\r\n", "# fit an ARIMA model and plot residual errors\r\n", "import statsmodels\r\n", "from pandas import read_csv\r\n", "from patsy import dmatrices\r\n", "from statsmodels.tsa.arima_model import ARIMA\r\n", "from matplotlib import pyplot\r\n", "\r\n", "# fit model\r\n", "model = ARIMA(march_series, order=(5,2,2))\r\n", "result = model.fit()\r\n", "# summary of fit model\r\n", "print(result.summary())\r\n" ], "execution_count": 124, "outputs": [ { "output_type": "stream", "text": [ " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D2.y No. Observations: 136\n", "Model: ARIMA(5, 2, 2) Log Likelihood 95.768\n", "Method: css-mle S.D. of innovations 0.116\n", "Date: Sat, 27 Feb 2021 AIC -173.536\n", "Time: 08:05:59 BIC -147.322\n", "Sample: 2 HQIC -162.883\n", " \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const 2.465e-05 0.000 0.144 0.885 -0.000 0.000\n", "ar.L1.D2.y -0.0397 0.118 -0.337 0.737 -0.271 0.191\n", "ar.L2.D2.y -0.0767 0.069 -1.106 0.271 -0.213 0.059\n", "ar.L3.D2.y -0.0450 0.071 -0.631 0.529 -0.185 0.095\n", "ar.L4.D2.y 0.0663 0.070 0.942 0.348 -0.072 0.204\n", "ar.L5.D2.y -0.5734 0.071 -8.051 0.000 -0.713 -0.434\n", "ma.L1.D2.y -0.9102 0.145 -6.276 0.000 -1.194 -0.626\n", "ma.L2.D2.y -0.0898 0.143 -0.627 0.532 -0.371 0.191\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 -1.0931 -0.0000j 1.0931 -0.5000\n", "AR.2 -0.3090 -1.0559j 1.1002 -0.2953\n", "AR.3 -0.3090 +1.0559j 1.1002 0.2953\n", "AR.4 0.9133 -0.6957j 1.1481 -0.1036\n", "AR.5 0.9133 +0.6957j 1.1481 0.1036\n", "MA.1 1.0000 +0.0000j 1.0000 0.0000\n", "MA.2 -11.1389 +0.0000j 11.1389 0.5000\n", "-----------------------------------------------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "id": "sYi__7rGR2HT", "outputId": "4c4b2816-7334-448c-d7d4-b43e44c993ba" }, "source": [ "#out of time cross validation\r\n", "from statsmodels.tsa.stattools import acf\r\n", "\r\n", "# Create Training and Test\r\n", "train = data['Mar_mavg'].iloc[:103]\r\n", "test = data['Mar_mavg'].iloc[103:]\r\n", "\r\n", "\r\n", "#now build the ARIMA model on training dataset, forecast and plot it.\r\n", "model = ARIMA(train, order=(5, 2, 1)) \r\n", "fitted = model.fit(disp=-1) \r\n", "# Forecast\r\n", "fc, se, conf = fitted.forecast(35, alpha=0.05) # 95% conf\r\n", "\r\n", "# Make as pandas series\r\n", "fc_series = pd.Series(fc, index=test.index)\r\n", "lower_series = pd.Series(conf[:, 0], index=test.index)\r\n", "upper_series = pd.Series(conf[:, 1], index=test.index)\r\n", "\r\n", "# Plot\r\n", "plt.figure(figsize=(12,5), dpi=100)\r\n", "plt.plot(train, label='training')\r\n", "plt.plot(test, label='actual')\r\n", "plt.plot(fc_series, label='forecast')\r\n", "plt.fill_between(lower_series.index, lower_series, upper_series, \r\n", " color='k', alpha=.15)\r\n", "plt.title('Forecast vs Actuals')\r\n", "plt.legend(loc='upper left', fontsize=8)\r\n", "plt.show()" ], "execution_count": 125, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n", "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "ZCWfnRy4V3Ow", "outputId": "4a4c56cc-ff74-4881-a25a-9a8dec7d9e64" }, "source": [ "#plotting using plotly #521\r\n", "import plotly.express as px\r\n", "import plotly.graph_objects as go\r\n", "import seaborn as sns\r\n", "y=fc_series\r\n", "x=[2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,\r\n", " 2035,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046]\r\n", "\r\n", "#Plotting annual temp readings- Line plot\r\n", "\r\n", "fig_3 = px.scatter(x=x, y=y[:28],trendline='lowess')\r\n", "# Edit the layout\r\n", "fig_3.update_layout(title='forecasted values for March-May Temperature',\r\n", " xaxis_title='Years',\r\n", " yaxis_title='Temperature (degree celsius)')\r\n", "fig_3.show()" ], "execution_count": 127, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", " \n", " \n", " \n", "
\n", " \n", "
\n", "\n", "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ASa0OUaqWdT4", "outputId": "7425f993-a19c-4734-bfc6-f1ec4494ccf4" }, "source": [ "# evaluate forecasts\r\n", "# Accuracy metrics\r\n", "def forecast_accuracy(forecast, actual):\r\n", " mape = np.mean(np.abs(forecast - actual)/np.abs(actual)) # MAPE\r\n", " me = np.mean(forecast - actual) # ME\r\n", " mae = np.mean(np.abs(forecast - actual)) # MAE\r\n", " mpe = np.mean((forecast - actual)/actual) # MPE\r\n", " rmse = np.mean((forecast - actual)**2)**.5 # RMSE\r\n", " corr = np.corrcoef(forecast, actual)[0,1] # corr\r\n", " mins = np.amin(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " maxs = np.amax(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " minmax = 1 - np.mean(mins/maxs) # minmax\r\n", " acf1 = acf(fc-test)[1] # ACF1\r\n", " return({'mape':mape, 'me':me, 'mae': mae, \r\n", " 'mpe': mpe, 'rmse':rmse, 'acf1':acf1, \r\n", " 'corr':corr, 'minmax':minmax})\r\n", "\r\n", "forecast_accuracy(fc, test.values)" ], "execution_count": 85, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'acf1': 0.8745373022674245,\n", " 'corr': -0.5140640741171221,\n", " 'mae': 0.5257687856318348,\n", " 'mape': 0.018073340163452675,\n", " 'me': -0.49967811163888,\n", " 'minmax': 0.01807096951413678,\n", " 'mpe': -0.01715225378176968,\n", " 'rmse': 0.6128899457971622}" ] }, "metadata": { "tags": [] }, "execution_count": 85 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 500 }, "id": "a8rZWkK-WdeJ", "outputId": "0d1d5c54-41cf-47d8-ae82-a19b8299d927" }, "source": [ "#JUNE-SEPT PREDICTIONS\r\n", "june_series=data['Jun_mavg'].values\r\n", "data['Jun_mavg'].plot()\r\n" ], "execution_count": 86, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 86 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 566 }, "id": "ys5nZMKXWdhp", "outputId": "dfa3ab61-3683-4fa6-9e80-861f9a2f1ac0" }, "source": [ "import statsmodels.api as sm\r\n", "from pylab import rcParams\r\n", "rcParams['figure.figsize'] = 18, 8\r\n", "june_series=data['Jun_mavg'].values\r\n", "decomposition =sm.tsa.seasonal_decompose(june_series, model='additive',freq=5)\r\n", "fig = decomposition.plot()\r\n", "plt.show()" ], "execution_count": 87, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kHC5SFSRWdq0", "outputId": "1e430027-6d60-4009-e36a-4d74cfc8fae9" }, "source": [ "#model for march-may\r\n", "# fit an ARIMA model and plot residual errors\r\n", "import statsmodels\r\n", "from pandas import read_csv\r\n", "from patsy import dmatrices\r\n", "from statsmodels.tsa.arima_model import ARIMA\r\n", "from matplotlib import pyplot\r\n", "\r\n", "# fit model\r\n", "model = ARIMA(june_series, order=(5,2,1))\r\n", "result = model.fit()\r\n", "# summary of fit model\r\n", "print(result.summary())" ], "execution_count": 98, "outputs": [ { "output_type": "stream", "text": [ " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D2.y No. Observations: 136\n", "Model: ARIMA(5, 2, 1) Log Likelihood 154.892\n", "Method: css-mle S.D. of innovations 0.076\n", "Date: Sat, 27 Feb 2021 AIC -293.785\n", "Time: 07:31:15 BIC -270.484\n", "Sample: 2 HQIC -284.316\n", " \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -0.0001 0.000 -0.941 0.348 -0.000 0.000\n", "ar.L1.D2.y -0.0120 0.078 -0.155 0.877 -0.164 0.140\n", "ar.L2.D2.y -0.1357 0.077 -1.760 0.081 -0.287 0.015\n", "ar.L3.D2.y 0.0349 0.078 0.449 0.655 -0.118 0.188\n", "ar.L4.D2.y -0.0454 0.077 -0.590 0.556 -0.196 0.105\n", "ar.L5.D2.y -0.4307 0.077 -5.605 0.000 -0.581 -0.280\n", "ma.L1.D2.y -1.0000 0.021 -47.793 0.000 -1.041 -0.959\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.9350 -0.7324j 1.1877 -0.1058\n", "AR.2 0.9350 +0.7324j 1.1877 0.1058\n", "AR.3 -0.3558 -1.0845j 1.1413 -0.3005\n", "AR.4 -0.3558 +1.0845j 1.1413 0.3005\n", "AR.5 -1.2637 -0.0000j 1.2637 -0.5000\n", "MA.1 1.0000 +0.0000j 1.0000 0.0000\n", "-----------------------------------------------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 596 }, "id": "53CaCw4hYXdm", "outputId": "d53531ce-bbd7-4a91-95b7-61a2246a99ac" }, "source": [ "#out of time cross validation\r\n", "from statsmodels.tsa.stattools import acf\r\n", "\r\n", "# Create Training and Test\r\n", "train = data['Jun_mavg'].iloc[:103]\r\n", "test = data['Jun_mavg'].iloc[103:]\r\n", "\r\n", "\r\n", "#now build the ARIMA model on training dataset, forecast and plot it.\r\n", "model = ARIMA(train, order=(5, 2, 1)) \r\n", "fitted = model.fit(disp=-1) \r\n", "# Forecast\r\n", "fc, se, conf = fitted.forecast(35, alpha=0.05) # 95% conf\r\n", "\r\n", "# Make as pandas series\r\n", "fc_series = pd.Series(fc, index=test.index)\r\n", "lower_series = pd.Series(conf[:, 0], index=test.index)\r\n", "upper_series = pd.Series(conf[:, 1], index=test.index)\r\n", "\r\n", "# Plot\r\n", "plt.figure(figsize=(12,5), dpi=100)\r\n", "plt.plot(train, label='training')\r\n", "plt.plot(test, label='actual')\r\n", "plt.plot(fc_series, label='forecast')\r\n", "plt.fill_between(lower_series.index, lower_series, upper_series, \r\n", " color='k', alpha=.15)\r\n", "plt.title('Forecast vs Actuals')\r\n", "plt.legend(loc='upper left', fontsize=8)\r\n", "plt.show()" ], "execution_count": 128, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n", "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "1PTheeSyYxLG", "outputId": "27d429f1-c248-4651-a9e7-ecc63fc25245" }, "source": [ "#plotting using plotly #521\r\n", "import plotly.express as px\r\n", "import plotly.graph_objects as go\r\n", "import seaborn as sns\r\n", "y=fc_series\r\n", "x=[2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,\r\n", " 2035,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046]\r\n", "\r\n", "#Plotting annual temp readings- Line plot\r\n", "\r\n", "fig_4 = px.scatter(x=x, y=y[:28],trendline='lowess')\r\n", "# Edit the layout\r\n", "fig_4.update_layout(title='forecasted values for JUNE-SEPT Temperature()',\r\n", " xaxis_title='Years',\r\n", " yaxis_title='Temperature (degree celsius)')\r\n", "fig_4.show()" ], "execution_count": 129, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", " \n", " \n", " \n", "
\n", " \n", "
\n", "\n", "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qyximQi7ZtwD", "outputId": "781118ef-1f2f-4d20-a9aa-e811adbf65ca" }, "source": [ "# evaluate forecasts\r\n", "# Accuracy metrics\r\n", "def forecast_accuracy(forecast, actual):\r\n", " mape = np.mean(np.abs(forecast - actual)/np.abs(actual)) # MAPE\r\n", " me = np.mean(forecast - actual) # ME\r\n", " mae = np.mean(np.abs(forecast - actual)) # MAE\r\n", " mpe = np.mean((forecast - actual)/actual) # MPE\r\n", " rmse = np.mean((forecast - actual)**2)**.5 # RMSE\r\n", " corr = np.corrcoef(forecast, actual)[0,1] # corr\r\n", " mins = np.amin(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " maxs = np.amax(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " minmax = 1 - np.mean(mins/maxs) # minmax\r\n", " acf1 = acf(fc-test)[1] # ACF1\r\n", " return({'mape':mape, 'me':me, 'mae': mae, \r\n", " 'mpe': mpe, 'rmse':rmse, 'acf1':acf1, \r\n", " 'corr':corr, 'minmax':minmax})\r\n", "\r\n", "forecast_accuracy(fc, test.values)" ], "execution_count": 101, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'acf1': 0.6625679290870549,\n", " 'corr': 0.4312525498730749,\n", " 'mae': 0.09948347912387874,\n", " 'mape': 0.0035367450777698344,\n", " 'me': -0.06131839584231601,\n", " 'minmax': 0.0035334250675903567,\n", " 'mpe': -0.0021693103444550854,\n", " 'rmse': 0.11375760815277244}" ] }, "metadata": { "tags": [] }, "execution_count": 101 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 500 }, "id": "WJV5zsA8a1tn", "outputId": "dc248d8a-a055-41bb-d5a6-2e122e864d4b" }, "source": [ "#OCT-DEC PREDICTIONS\r\n", "oct_series=data['Oct_mavg'].values\r\n", "data['Oct_mavg'].plot()" ], "execution_count": 104, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 104 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 566 }, "id": "WrACCmsCa13g", "outputId": "bc33a015-da7c-44f0-9f9c-a2fd5b51fe0f" }, "source": [ "import statsmodels.api as sm\r\n", "from pylab import rcParams\r\n", "rcParams['figure.figsize'] = 18, 8\r\n", "oct_series=data['Oct_mavg'].values\r\n", "decomposition =sm.tsa.seasonal_decompose(oct_series, model='additive',freq=5)\r\n", "fig = decomposition.plot()\r\n", "plt.show()" ], "execution_count": 105, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7KcReFFzaqpk", "outputId": "6584a006-bd4c-46c6-f7bb-10ddefabd19e" }, "source": [ "#model for oct-dec\r\n", "# fit an ARIMA model and plot residual errors\r\n", "import statsmodels\r\n", "from pandas import read_csv\r\n", "from patsy import dmatrices\r\n", "from statsmodels.tsa.arima_model import ARIMA\r\n", "from matplotlib import pyplot\r\n", "\r\n", "# fit model\r\n", "model = ARIMA(oct_series, order=(5,2,1))\r\n", "result = model.fit()\r\n", "# summary of fit model\r\n", "print(result.summary())" ], "execution_count": 118, "outputs": [ { "output_type": "stream", "text": [ " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D2.y No. Observations: 136\n", "Model: ARIMA(5, 2, 1) Log Likelihood 86.835\n", "Method: css-mle S.D. of innovations 0.124\n", "Date: Sat, 27 Feb 2021 AIC -157.669\n", "Time: 08:01:24 BIC -134.368\n", "Sample: 2 HQIC -148.200\n", " \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "const -6.932e-05 0.000 -0.348 0.728 -0.000 0.000\n", "ar.L1.D2.y 0.1256 0.074 1.696 0.092 -0.020 0.271\n", "ar.L2.D2.y -0.0911 0.075 -1.220 0.225 -0.237 0.055\n", "ar.L3.D2.y 0.0923 0.075 1.235 0.219 -0.054 0.239\n", "ar.L4.D2.y -0.0222 0.076 -0.294 0.769 -0.170 0.126\n", "ar.L5.D2.y -0.5075 0.074 -6.838 0.000 -0.653 -0.362\n", "ma.L1.D2.y -0.9998 0.020 -49.020 0.000 -1.040 -0.960\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.9248 -0.6487j 1.1297 -0.0974\n", "AR.2 0.9248 +0.6487j 1.1297 0.0974\n", "AR.3 -0.3231 -1.0648j 1.1127 -0.2969\n", "AR.4 -0.3231 +1.0648j 1.1127 0.2969\n", "AR.5 -1.2472 -0.0000j 1.2472 -0.5000\n", "MA.1 1.0002 +0.0000j 1.0002 0.0000\n", "-----------------------------------------------------------------------------\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 664 }, "id": "RQK8a5VIaiCq", "outputId": "267f0c70-d664-4183-9170-590f9d1de3e2" }, "source": [ "#out of time cross validation\r\n", "from statsmodels.tsa.stattools import acf\r\n", "\r\n", "# Create Training and Test\r\n", "train = data['Oct_mavg'].iloc[:103]\r\n", "test = data['Oct_mavg'].iloc[103:]\r\n", "\r\n", "\r\n", "#now build the ARIMA model on training dataset, forecast and plot it.\r\n", "model = ARIMA(train, order=(5, 2, 1)) \r\n", "fitted = model.fit(disp=-1) \r\n", "# Forecast\r\n", "fc, se, conf = fitted.forecast(35, alpha=0.05) # 95% conf\r\n", "\r\n", "# Make as pandas series\r\n", "fc_series = pd.Series(fc, index=test.index)\r\n", "lower_series = pd.Series(conf[:, 0], index=test.index)\r\n", "upper_series = pd.Series(conf[:, 1], index=test.index)\r\n", "\r\n", "# Plot\r\n", "plt.figure(figsize=(12,5), dpi=100)\r\n", "plt.plot(train, label='training')\r\n", "plt.plot(test, label='actual')\r\n", "plt.plot(fc_series, label='forecast')\r\n", "plt.fill_between(lower_series.index, lower_series, upper_series, \r\n", " color='k', alpha=.15)\r\n", "plt.title('Forecast vs Actuals')\r\n", "plt.legend(loc='upper left', fontsize=8)\r\n", "plt.show()" ], "execution_count": 130, "outputs": [ { "output_type": "stream", "text": [ "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n", "/usr/local/lib/python3.7/dist-packages/statsmodels/tsa/base/tsa_model.py:215: ValueWarning:\n", "\n", "An unsupported index was provided and will be ignored when e.g. forecasting.\n", "\n", "/usr/local/lib/python3.7/dist-packages/statsmodels/base/model.py:492: HessianInversionWarning:\n", "\n", "Inverting hessian failed, no bse or cov_params available\n", "\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA94AAAG7CAYAAAA1y03rAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeZxcVZ3//9enlt6r9y0bkAUSSAgNAglLQBGQQXDU0QHBBWRmfogbX3F0cGYwyqjMQ0ZxHZjRgRkRd0AQZVORgAgIJCEkdLbupPd9qeqq6qrqOr8/qrrtNOkknXSnenk/H496VNe95577uacTyKfOZs45RERERERERGRqeDIdgIiIiIiIiMhspsRbREREREREZAop8RYRERERERGZQkq8RURERERERKaQEm8RERERERGRKaTEW0RERERERGQKKfEWERERERERmUJKvEVERERERESmkBJvERERERERkSmkxFtERERkFDO7x8zqMx2HiIjMHkq8RURkVjCza8zMjfO6LdPxTTUzu8rMbsx0HGOZWbGZRdO/hxOPoJ4bzOyaSQxNRETkqPFlOgAREZFJdgtQN+bYlkwEcpRdBawC7sh0IGO8F3BAK3A18C+HWc8NQCdwz+SEJSIicvQo8RYRkdnmN865P092pWaW75wbmOx654D3A78G9pD6cuBwE28REZEZS0PNRURkTjGzC8xsg5kNmFmvmf1y7BBoM1ufHhp9kpndZ2Y9wDOjzr/fzF4ys4iZdZvZj81s0X7utcbMfm1mPen7bTazT446vzo9n3h3ejh2q5n9j5mVjaknYGZ3mFm9mQ2aWbuZPWFmp6XPPwW8HTh21PD6+gO0wRYz+/1+jnvMrMnMfj7q2JXpZw2aWb+ZvTr6GQ7EzI4B1gE/Tr8Wm9nZ45R9v5m9YGbhdHs9bWYXp8/VAyuB80c931Ppc+vNzO2nvuGpB8eNOvbXZvaImTWn23GXmf2rmXkP4VkOux1ERETU4y0iIrNNkZmVjz7gnOsEMLMLgd8Au4H1QC7wceBZMzvNOVc/pq6fATuAzwGWruOfgVuBnwLfAyrSdTxtZqc653rT5S4CfgW0AN8gNdT6ROCy9GeAi4AlwN3p8yuBfwBWmtla59xwQnkn8B7g28BWoAw4N13fy8CXgCJgIfD/0teEDtBGPwHWm1m1c6511PFzgfmkkuThZ/gR8Fvgs+kyJwLnjHqGA3kfMAD8yjkXMbNdpIab/3F0ITP7PKnfxx9JTRWIAWuAC4DHgRuBb6Wf6Uvpy9oO4f5jXZOu42vp9wuALwKFwD+Od9EktIOIiMxx9pf/p4uIiMxc6YW37t7fOefccNL8CqnE8kTnXHf62GrgFeBe59yH0sfWA58HfuScu2rUPY4FdgG3OOe+POr4qnQdn3fOfTndg7qD1MiymuFkPF3WhhNqM8t1zkXGPMeVpJK885xzG9LHetPxfewAz/8rYJVz7riDNBVmdgJQC3zcOfftUce/A3wQqEwnyncA1wKlzrmhg9W7n/tsBjY7596f/vwlUl8szHPOJdLHlqVj+SXwHudcctT1o9tqC9DpnHvzmHusJ9XuNub4NaT+PCwe/kJlnPa+E/hA+hkH08fuAd483JZH2g4iIiIaai4iIrPNR0n1JI9+YWbzgBrgnuGkG8A5txl4Arh0P3XdOebzu0n9v/OnZlY+/CLVW70DeEu63KnAYuCO0Ul3+n5u1M8jSaCZ5aTr+lP60GmjLusF1pjZ/IM//sE557YDG4ErRt3fS6pX/eFRcfUC+aTbcCLSX2icTOpLhGE/AsqBt4069k5SbfrF0Ul3Os5J7R0Y096BdHtvAPKAFQe49LDbQUREBJR4i4jI7POCc+7J0a/08WPT77X7uWYbUG5m+WOOj10d/XhSQ853AB1jXicClelyS9PvB1xN3cxKzewbZtYGRNL1DN+zaFTRz5BasbwhPQ96vZktOVDdh+AnwDlmtiD9+c3p+H8yqsx3ge3Ab8ysMT3//JJDrP/9pIaZ7zazZeme7ShQT2q4+bClQJLUEPopZWYrzewBM+sD+km1973p00XjX3lE7SAiIqI53iIiIgcQGfPZQ2prrL8C9jfk+EDzqvfnp8DZwFdJ9UCH0vd4lFFfjjvnfmpmG4B3AReTmo/8WTN7t3PuNxO857CfAF8htd3XHcDfAn3pew/ft93Makj1UP9V+nWtmf3f8LD8/TEzIzW/O5/9J9SVZlbgnJtoe+3PeL3i+yyYZmbFwB9IJdy3kJoyECU1suDfOUBnxOG2g4iIyDAl3iIiMlfsSb8v38+5FaTmDx9su7BdpHq869LDtQ9UDlK91E/ur4CZlQBvJTU/+Yujjh+/v/LOuRZSPa/fNbNKUouq/TOpxeJg/AR0v5xzdWb2AnCFmX2b1DD6B4fnOY8qFwMeBh42M086hv/PzG51zu0cp/rzSS30dgup0QSjlQD/RWqI+b2k2soDnETqy4dxQx7neA+kEusxw/qPHVPuzaQWpXu3c+7p4YNmtvgA9/zLzQ+vHURERAANNRcRkTkinbhuBD6U7v0ERhZGu5jUXtMHcz+pnu7Pp3t1R1jK8DZgL5MaMn7j6HsNl0v/ONxjvk89pFbwHl3ea2b7DIN2zrUDzUD2qMMDHHi49P78BFgLfJjU3OvRw8yxMduapedgb05/HH3vsYaHmX/VOffzMa//JjVUf3i4+YOkhprfkk5oR99/dNsMAPu0ZdrwlxznjbouHxjbE/2G9jazLOCGAzzHcLnDbQcRERFAPd4iIjK3/COpHuLnzOz7/GU7sT5S21kdkHNul5n9C6kh2seZ2YNAkNRCau8i1ZN7u3MuaWYfIdVDutHM7ia1rdgKUluGvc05129mTwOfMTM/0ETqC4CxPbABoNFSe2tvIjUc/ULgDOCmUeVeItV7/TXgRSDknHv4II/0U+D29KubN/bOf8/MSoHfAY2kepE/TuoLjLE92QCYWTbwN8ATzrnoOPd9CPikmVU653amVzv/V2CDmd0PDKafrxm4edTzfSTd/juBdufc70htN7YX+L6ZfZVUgv1hUvO3jxl1zz+S6h3/XzP7Jqke9A/wxi8+9mfC7SAiIjKaEm8REZkznHNPphfF+gKp/ZvjpOb9ftY5N3YhtfHquM3MtpPaL/vz6cMNpBLAh0aVe8zM3pIucxOpUWa7gP8eVd1VpPan/iipBPBxUvOHm0eVCZMa1nwxf1lVfSdwg3PuP0eV+y6pVduvTce2h1Tif6BnaTSzP5Laj/p7zrn4mCL3ktr+6wZSvc2tpPcAH7sC+ShvT5c90L0fJtUmVwLfdM7dYmZ1pJLZL6WfeTPwg1HXfJFUwvsZUl9G/AH4nXMubmbvSj//rekY7yCVZI9sL+ec6zKzy4D/AP4tff5eUntzP3aAWA+3HUREREZoH28RERERERGRKaQ53iIiIiIiIiJTSIm3iIiIiIiIyBRS4i0iIiIiIiIyhZR4i4iIiIiIiEwhJd4iIiIiIiIiU0iJt4iIiIiIiMgUmhX7eJuZAfOBYKZjERERERERkTkjADS7g+zTPSsSb1JJd2OmgxAREREREZE5ZyHQdKACsyXxDgI0NDRQWFiY6VhERERERERkluvv72fRokVwCCOvZ0viDUBhYaESbxEREREREZlWtLiaiIiIiIiIyBSaVT3e40kmk8RisUyHMStkZWXh8ej7GhERERERkUM16xPvWCxGXV0dyWQy06HMCh6Ph8WLF5OVlZXpUERERERERGaEWZ14O+doaWnB6/WyaNEi9dQeoWQySXNzMy0tLRxzzDGkdnETERERERGRA5nViXcikSAcDjN//nzy8vIyHc6sUFFRQXNzM4lEAr/fn+lwREREREREpr1Z3QU8NDQEoGHRk2i4LYfbVkRERERERA5sQom3md1sZi+aWdDM2s3sQTNbPqbMUjN7wMw6zKzfzH5qZlUHqXe9mbkxr9cP54HGqX+yqprz1JYiIiIiIiITM9Ee7/OB7wBrgYsAP/C4meUDpN8fBxxwAXAOkAU8bGYHu9drwLxRr3MnGNuMsX79eqLR6ISva25uZt26dYdU9tJLL6W2tnbC9xAREREREZHJZc65w7/YrAJoB853zj1tZhcDvwFKnHP96TJFQA9wsXPuyXHqWQ+80zlXc5hxFAJ9fX19FBYWjhyPRqPU1dWxePFicnJyDqfqKWFm9PT0UFxcvM/xRCKBzze9p91P1zYVERERERE5mvr7+ykqKgIoGs5/x3OkWV5R+r07/Z5Nqrd7cFSZKJAk1YO938Q77Xgza06Xfw642Tm3d38FzSw7fa9hgYMF6pwjEp/6ecm5fu8Bh2Nff/31AKxbtw6v18v8+fOprq5m586dtLe38/rrr3P11VdTW1tLLBZj0aJFfP/736e6upr6+npqamro7e0FUgn8l770JR588EE6Ojq45ZZbuPbaawE47rjjePDBB6mpqeHNb34zp59+Os8//zzNzc1cdNFF3HnnnQC0tLTwoQ99iMbGRhYuXEhpaSkrVqxg/fr1U9tQIiIiIiIic8RhJ97poeN3AM8657akD/8JGAD+3cw+BxhwG+AlNXx8PM8D1wC16XKfBzaY2SrnXHA/5W9OlzlkkfgQJ93y2EQuOSxbv/g28rLGb9Y777yTu+66iw0bNlBcXMw111zDSy+9xDPPPEMgkPr+4I477qCiogKA2267jfXr148kymNlZ2fzwgsv8Prrr3PGGWfwgQ98YL+95rt27eL3v/898Xick046ieeee46zzjqLT3ziE5x11ll84QtfoLW1lZqaGlasWDEJLSEiIiIiIiJwZKuafwdYBVw5fMA51wG8F7gcCAF9QDHwMqle7/1yzv3GOfcz59xm59xjwKXp6/52nEu+Qqq3ffi18AieI+Pe+973jiTdAPfddx+nn346q1at4nvf+x4bN24c99qrr74agBUrVuDz+Whtbd1vuSuuuAKfz0dubi41NTXs2rULgN/+9rd8+MMfBqC6uprLLrtssh5LREREREREOMwebzP7NnAZcJ5zrnH0Oefc48BSMysHEs65XjNrBXYfav3pa7YDy8Y5P8io4eyHstJ2rt/L1i++7VBDOGy5fu+ErykoKBj5+ZlnnuGb3/wmzz33HJWVlTz00EPccsst4147ep611+slkUgcUTmtWi4iIiIiIjK5JrqdmKWT7ncBFzjn6sYr65zrTCfQFwCVwEMTuE8BsBRomUh8B6mTvCzflL8OJXENBAL09fXt91xPTw+BQICysjJisRh33XXXZDXBfl1wwQXcc889ALS1tfGrX/1qSu8nIiIiIiJyMPF4nCNZCHy6mehQ8+8A7weuAoJmVp1+5Q4XMLNrzWxtej/v9wM/A77unKsdVea3ZvaxUZ9vN7Pzzew4MzsbeAAYAn50BM82bd10001cdNFF1NTU0N7evs+5Sy65hOXLl7N8+XLWrVtHTc1hLfR+yL7xjW+wYcMGTjrpJK6++mrWrFnzhtXWRUREREREjoZoNEpDQwNbt24lFAplOpxJM6HtxMxsvMLXOufuSZe5jdRCaaVAPXAnqcR75Fozqwfucc6tT3/+MXAeUAZ0AM8A/+yc23WIcc2o7cSmk0gkgt/vx+fz0dXVxdq1a7n33ntZs2bNfsurTUVEREREZLINDg7S0dFBS0sL4XAYj8fD6tWrh7frmpambDsx59xBx1E75/4J+KeDlDluzOcrxykqU2zHjh188IMfxDlHLBbjhhtuGDfpFhERERERmUyxWIyOjg5aW1sZGBigoKCAefPm0dbWlunQJtWR7uMtM9zq1asPuGq6iIiIiIjIZIvFYnR1ddHS0kIoFKKgoICqqqpZu9izEm8RERERERE5KkYn3MFgcNYn3MOUeIuIiIiIiMiU2l/CXV1dPesT7mFKvEVERERERGRKRKNRurq6aGtrm5MJ9zAl3iIiIiIiIjKpQqEQXV1dtLe3E4lEyM/Pn5MJ9zAl3iIiIiIiInLEnHP09/fT0dFBV1cXsVhspId7rvNkOgA5uPXr1xONRo+4nmuuuYY77rhjEiISERERERFJSSQSdHZ2sm3bNrZs2UJrayu5ublUVVWRn5+f6fCmhbnT4+0cxMNTfx9/Hkzy8IkvfOEL3HjjjeTk5ExqvSIiIiIiIocrEonQ3d1NW1sbAwMD+Hw+ioqKyMrKynRo087cSbzjYfjy/Km/z+eaIevA3+pcffXV1NbWEovFWLRoEd///veprq7mkUceYf369cRiMcyMu+66i7vvvhuAdevW4fV6efzxx/nMZz5DTU0NN954IwCf/vSnKSgoYP369fz2t7/lX/7lX4hGo8RiMT71qU9x3XXXTflji4iIiIjI7Dc0NEQwGKS7u5uOjg4GBwfJy8ujoqICj0cDqsczdxLvaeSOO+6goqICgNtuu43169fzqU99imuvvZann36aFStWEI/HCYfD3Hnnndx1111s2LCB4uLig9Z92mmn8cwzz+D1eunu7ubUU0/lbW97GwsXLpzqxxIRERERkVkomUwyMDBAX18fnZ2dBINBzIxAIEBJSUmmw5sR5k7i7c9L9UYfjfscxH333ccPfvADotEo0WiU8vJynnjiCS655BJWrFiRqsbvp6ioaMK37+rq4rrrrmP79u34fD66urrYsmWLEm8RERERETlkyWSSSCRCMBiko6ODYDBIIpEgLy+P8vJyvF5vpkOcUeZO4m120CHgR8MzzzzDN7/5TZ577jkqKyt56KGHuOWWWyZUh8/nY2hoaORzNBqloKAAgOuvv55LL72UX/ziF5gZp5122qQszCYiIiIiIrNbLBZjYGCAUChEd3c34XCYeDxOTk4ORUVF+P3+TIc4Y2kQ/lHW09NDIBCgrKyMWCzGXXfdBcDb3vY2HnvsMV5//XUA4vE4fX19AAQCgZGfAZYtW8YLL7wApHq4f/3rX+9T/7HHHouZ8fTTT7Np06aj9WgiIiIiIjKDOOcYGBigra2N2tpaNm3axJYtW6ivrycWixEIBKiurqa4uFhJ9xGaOz3e08Qll1zCvffey/LlyykrK+PCCy+kqamJZcuWcffdd/P+97+feDyO1+vlzjvv5Mwzz+Smm27ioosuIi8vj8cff5x/+Id/4D3veQ8nnngiS5YsYe3atSP133bbbdxwww3ceuut1NTUsGbNmgw+rYiIiIiITCdDQ0MMDAyMLJA2MDBALBbD7/eTm5tLYWEhNsm7NAmYcy7TMRwxMysE+vr6+igsLBw5Ho1GqaurY/HixdqKa5KoTUVEREREZpZkMkkwGKS3t5euri7C4TDOObKzs8nLy5uW23+1tbWxevXqw1r36mjp7+8fjq/IOdd/oLLq8RYREREREZmFotEofX19tLe309fXh3OOvLw8SktL8fmUCh5Nam0REREREZFZYmhoiP7+frq6uuju7iYajZKdna1kO8PU8iIiIiIiIjNcPB6np6eHtra2fRZpLi4uznBkAkq8RUREREREZqxoNEp3dzetra2EQiGys7MpKyvTPtvTjBJvERERERGRGSYcDtPR0UF7ezuRSIS8vDyqqqq0Ivk0pcRbRERERERkhkgkErS3t9PU1EQkEhnZa1umN0+mA5iLfvnLX3LiiSdSU1PDq6++mulw9lFfX8+dd96Z6TBERERERGQU5xxdXV1s3bqVnTt34vV6qa6uJj8/P9OhySFQ4p0Bd955J7fccgsbN27k5JNPPqRrEonEFEeVosRbRERERGR6CYVC7Nixg23bthEOh6msrKSgoCDTYckEzJnE2zlHOB6e8pdz7oBxfOITn2DDhg187nOf4+yzz+axxx7jtNNOY/Xq1Zx//vls3boVgKeeeoqVK1dy3XXXUVNTwwMPPMCOHTt4+9vfzhlnnMHq1av59re/PVLvc889x7nnnsspp5zC6tWr+eUvfwnApz/9ac444wxqamo477zzqK2tBSASiXDFFVdw0kknccopp3DxxRcDcP3111NbW0tNTQ3veMc7puJXISIiIiIih2BoaIjGxkZee+012traKC4uprS0FI9nzqRxs8acmeMdSURYc9+aKb/P81c9T54/b9zz3/zmN9m8eTM33ngjZ599NieeeCJPPfUUJ598Mj/84Q95z3vew2uvvQbAtm3b+O53v8v3v/99hoaGWLNmDffeey8rVqwgHA6zdu1a1qxZw9KlS3nnO9/Jz3/+c9atW0cymaS3txeAz372s9x+++0A/PjHP+aTn/wkjz76KI8++ii9vb0jiX53dzeQ6o2/8cYb2bhx41Q2k4iIiIiIHEA4HGbv3r20t7cTCAQoKSnJdEhyBOZM4j0dPf/885x88skjw82vvvpqPvrRj9LU1ATAkiVLOP/88wGora3ltdde48orrxy5PhgMsnXrVtrb21m+fDnr1q0DwOPxUFpaCsATTzzBt771LYLBIMlkciTBPuWUU9i2bRs33HAD559/PpdeeulRe24REREREdk/5xzd3d3s2bOHgYEBysvL8fmUts10c+Y3mOvL5fmrnj8q95kso+dtOOcoLS3db0/0I488st/r9+7dy8c+9jFefPFFli5dyubNmznvvPOAVFK/detWfve73/Hkk0/ymc98Rr3cIiIiIiIZlEgkaGpqorGxEb/fT1VVVaZDkkkyZyYHmBl5/rwpf01k37y1a9fy6quvsmXLFiA1FHzBggUsWLDgDWWXL19OYWEhd99998ixnTt30t3dzdlnn82OHTvYsGEDwEjPdl9fH36/n3nz5uGc22dOeGNjI2bGO97xDm6//XacczQ0NFBYWEhfX9/hNrOIiIiIiByGUCjE9u3bqa+vJxAIUFxcnOmQZBLNmR7v6aiiooIf/vCHfPCDHySRSFBSUsLPfvaz/SbvPp+PX/3qV9x44418/etfZ2hoiPLycu677z4WLFjAAw88wE033UQwGMTj8XDrrbdy+eWXc+WVV7Jy5UrKysp45zvfOVLfq6++ys0334xzjkQiwQc+8AFWr15NIpFg5cqVrFq1iiVLlvDQQw8dzSYREREREZlTnHN0dHSwZ88eBgcHqaysxOv1ZjosmWR2sFW4ZwIzKwT6+vr6KCwsHDkejUapq6tj8eLF5OTkZC7AWURtKiIiIiIyOWKxGI2NjTQ1NZGbm7tPLjPXtbW1sXr1aoqKijIdyrj6+/uH4ytyzvUfqKx6vEVERERERI6y/v5+9u7dS3d3N6WlpWRlZWU6JJlCSrxFRERERESOkmQySXt7O3v27CGRSFBZWal9uecAJd4iIiIiIiJHQTgcpqmpidbWVvLz87U39xwyJxLv2TCPfbpQW4qIiIiITEwikaC9vZ2mpiai0SglJSUaWj7HzOrE2+/3Y2Z0dHRQUVExoa2+5I2GV1w0M/x+f6bDERERERGZ1pxz9Pb20tTURFdXF4FAQHtzz1GzOvH2er0sXLiQxsZG6uvrMx3OrGBmLFy4UFsciIiIiIgcQDgcprm5mba2NjweD1VVVZrLPYdNKPE2s5uBdwMrgAjwR+CzzrnaUWWWArcD5wLZwKPAx51zbQep+6PAPwLVwKb0NS9MJL79KSgo4Pjjjycejx9pVUJqFIGSbhERERGR/RscHKSjo4OWlhYikYhWLBdg4j3e5wPfAV5MX/tl4HEzO8k5N2Bm+cDjpBLnC9LX3Ao8bGZrnXPJ/VVqZlcAXwOuB54HbgQeM7Plzrn2iT7UWF6vV8miiIiIiIhMmVgsRmdnJy0tLQwMDFBQUEB1dXWmw5JpYkKJt3PuktGfzewaoB14E/A0cA5wHHDq8AbiZvYhoIdUIv7kOFV/Cvhv59zd6WuuB94OfBi4bSIxioiIiIiIHC2xWIzu7m6am5sJhUIUFBRQVVWl9aVkH0c6x7so/d6dfs8GHDA4qkwUSJIaev6GxNvMskgl7l8ZPuacS5rZk8BZ+7upmWWn7zUscJjxi4iIiIiITEgsFmNgYIBQKERHRwehUIi8vDwl3DKuw068zcwD3AE865zbkj78J2AA+Hcz+xxgpHqsvcC8caoqT58fOwe8jdRc8v25Gfj84cYuIiIiIiJyMM45kskkzrmRZLunp4f+/n4ikQiAEm45JEfS4/0dYBWpnmwAnHMdZvZe4D+BT5Dq6f4R8HL658nyFVJzwocFgMZJrF9ERERERGaRZDJJNBolHA4zMDBAPB7HOYdzDmDkZ+ccQ0NDDA0NjSTdzjni8TixWAyfz0dubi4VFRVapVwO2WEl3mb2beAy4Dzn3D4Jr3PucWCpmZUDCedcr5m1ArvHqa4TGALGbmhXBbTu7wLn3CCjhrPr2yURERERERnNOUc4HCYSiRAMBunr6yMajRKLxTAzfD7ffvMIM8Pj8Yy8Q2qx5uzsbK1OLodtotuJGfAt4F3Am51zdeOVdc51pq+5AKgEHhqnXMzMXgLeCjyYvsaT/vzticQnIiIiIiJzWzwep7+/n46ODnp7e4nH45gZubm5FBQUKHmWjJhoj/d3gKuAvwaCZja8Pn6fcy4CYGbXAtuADlKLo30D+PqYvb5/CzzgnBtOrL8G/K+Z/Rl4gdR2YvnA3Yf1VCIiIiIiMmc45xgYGKC3t5f29nYGBgbwer0EAgGys7MPXoHIFJto4v2R9PtTY45fC9yT/nk5qTnYpUA98CXg62PKLyW1qBoAzrmfmFkF8EWgGtgIXOKcG7vgmoiIiIiIyIiBgQEaGhro6ekhkUiQl5en+dcy7djwYgIzmZkVAn19fX0UFhZmOhwRERERETkKuru7qaurIxwOU1JSomHks0hbWxurV6+mqKjo4IUzpL+/fzi+Iudc/4HKHuk+3iIiIiIiIkdVMpmktbWVPXv24PF4qKoau06zyPSixFtERERERGaMeDxOQ0MDTU1NFBQUkJ+fn+mQRA5KibeIiIiIiMwI4XCY+vp6Ojo6KCsr09BymTGUeIuIiIiIyLQXDAbZsWMHAwMDVFZW4vV6Mx2SyCFT4i0iIiIiItPa4ODgyCJqms8tM5HW2BcRERERkWkrmUzS0NBAb28vFRUVmQ5H5LAo8RYRERERkWmrtbWVlpYWSktLMbNMhyNyWJR4i4iIiIjItNTb28vevXvJz8/XQknZg6YAACAASURBVGoyoynxFhERERGRaScajVJfXw9AQUFBZoMROUJKvEVEREREZFoZGhqivr6eYDBISUlJpsMROWJKvEVEREREZFppbm6mvb2dsrIyzeuWWUGJt4iIiIiITBtdXV3s3buXoqIifD7tfiyzgxJvERERERGZFqLRKHv27MHn85Gbm5vpcEQmjRJvERERERHJOOccjY2NhEIhiouLMx2OyKRS4i0iIiIiIhnX2dmp/bpl1lLiLSIiIiIiGRWJRNi7dy85OTnar1tmJSXeIiIiIiKSMclkkoaGBsLhMEVFRZkOR2RKKPEWEREREZGM6ejooK2tjdLS0kyHIjJllHiLiIiIiEhGDAwMsHfvXvLy8vD7/ZkOR2TKKPEWEREREZGjbmhoiIaGBqLRKIFAINPhiEwp7UgvIiIiIjILJJNJWltbGRoawu/34/f78fl8I+/TbdGytrY22tvbKS8vz3QoIlNOibeIiIiIyCzQ0tLC7t27MTOccyPvfr8fr9dLfn4+5eXlBAIBcnNzMxpre3s7dXV1BAIBfD6lJDL76U+5iIiIiMgM19nZyZ49ewgEAuTl5Y0cd86RSCRIJBL09/fT2dlJdnY2RUVFlJWVEQgEyMnJOeqx7tq1i5ycHPLz84/qvUUyRYm3iIiIiMgMFgwGqaurw+fz7ZN0A5jZyLDz4V7uaDRKT08P7e3t5OTkUF1dzcKFC/F4pn75p56eHnbt2oXP59O8bplTlHiLiIiIiMxQ0WiU3bt3E4vFqKioOKRrcnJyyMnJwTlHOBxmz549mBkLFy7EzKYs1r6+Pnbu3IlzTvt1y5yjxFtEREREZAZKJBLU19fT19dHVVXVhK83M/Lz8/F4PNTX1+PxeJg/f/6UJN/BYJBdu3aRSCQoKyub9PpFpjsl3iIiIiIiM4xzjoaGhpFVwY8kWc7NzcU5R11dHV6vl+rq6kmMNLVX965du4hEIofcKy8y2yjxFhERERGZYVpaWmhsbKS0tHRSVgXPy8sjmUyye/duvF7vpCXIoVCIXbt2EQwGqaysnJQ6RWYiJd4iIiIiIjNIJBKhsbGR/Pz8Sd2bu6CggGQyya5du/B4PEc8JLyvr2+kp7uysnJK54+LTHdTv3ShiIiIiIhMmv7+fqLRKAUFBZNed2FhIR6Ph127dtHT03PY9XR1dVFbW8vg4CAVFRVKumXOU+ItIiIiIjJDOOfo6uqa1J7usYqLi0kmk9TW1tLQ0EAsFptQfG1tbezYsQNAC6mJpCnxFhERERGZIcLhMP39/VPS2z1aaWkpOTk51NXVsXXrVrq6unDOHfAa5xzNzc3s2LGDrKwsiouLpzRGkZlEc7xFRERERGaI/v5+4vH4lPZ4D8vLyyM3N5fe3l62bdtGVVUV8+fPJz8/f6RMPB4nFosxODhIf38/DQ0NBAIB8vLypjw+kZlEibeIiIiIyAyQTCbp6OggOzv7qN3TzCgpKSEWi9Ha2kpPTw/z5s0jkUgQDAaJxWLEYjGGhoaA1DD1oxmfyEyhxFtEREREZAYIhUIEg8GMDOHOysqiqqqKUChEfX09Ho+HrKws/H4/eXl5k7KlmchsNqE53mZ2s5m9aGZBM2s3swfNbPmYMtVm9gMzazWzATN72cz+5iD1rjczN+b1+uE8kIiIiIjIbNTf308ymcTv92cshoKCAqqqqqioqKCoqEhJt8ghmujiaucD3wHWAhcBfuBxM8sfVeb/gOXAO4CTgfuBn5rZqQep+zVg3qjXuROMTURERERkVhoaGqK9vV1zp0VmqAl9PeWcu2T0ZzO7BmgH3gQ8nT58NvAR59wL6c//Zmb/L13mlQNUn3DOtU4kHhERERGRuSAYDBIOh7U9l8gMdaTbiRWl37tHHfsjcIWZlZqZx8yuBHKApw5S1/Fm1mxmu83sh2Z2zHgFzSzbzAqHX0DgSB5CRERERGQ66+npAcDr9WY4EhE5HIedeJuZB7gDeNY5t2XUqb8lNQS9CxgE7gLe5ZzbeYDqngeuAS4BPgIsBjaY2XgJ9c1A36hX4+E+h4iIiIjIdBaPx+nu7tYwc5EZ7Eh6vL8DrAKuHHP8VqAYuBA4HfgaqTneJ49XkXPuN865nznnNjvnHgMuTdfxt+Nc8hVSve3Dr4VH8BwiIiIiItNWf38/4XB4n/2zRWRmOawlCM3s28BlwHnOucZRx5cCHwNWOedeSx/eZGbrgI8C1x9K/c65XjPbDiwb5/wgqd704fsezmOIiIiIiEx7PT09eDwe/ZtXZAab6HZilk663wVc4JyrG1NkePxLcszxoYncy8wKgKVAy0TiExERERGZTaLRKN3d3RQUFGQ6FBE5AhMdav4d4P3AVUAwvWd3tZnlps+/DuwE7jKzM81sqZndRGrrsQeHKzGz35rZx0Z9vt3Mzjez48zsbOABUsn6jw7/0UREREREZrZgMEg0GiUnJyfToYjIEZjoUPOPpN+fGnP8WuAe51zczC4FbgMeBgpIJeIfcs79elT5pUD5qM8LSSXZZUAH8Ayw1jnXMcH4RERERERmjc7OTrKysjTMXGSGm+g+3gf9G++c2wH8zUHKHDfm89gF2kRERERE5rRwOEx/f78WVROZBY50H28REREREZkCkUiEWCxGdnZ2pkMRkSOkxFtEREREZBoKhUKZDkHkDXwDLVT8+av4Qk2ZDmVGOaztxEREREREZOo45+jt7dWiajK9OEf1c+vJa38ZTyJC29pbMh3RjKEebxERERGRaSYajWo1c5l28pueJq/9ZQBy21/JcDQzixJvEREREZFpZnh+d1ZWVqZDmfO80R5Kt/wP/v76TIeSWckEFRu/NfIxK9SIL9yewYBmFiXeIiIiIiLTTDgcBtA2YhmW3f06xzz6Qco3/yeVf/6PTIeTUUW7HiSrfw+J7GIGCxcDkNu+McNRzRxKvEVEREREppne3l6tZp5hgbpfs+iJv8MfbgUgt/0lLB7OcFSZ4YmHKNv8XwB0nfz3hOedBUBueti5HJwSbxERERGRaWRwcJBwOKz53ZmSTFD+8teZ99zn8QwNEpp/DvH8+XiScfJaX8h0dBlRsvUH+AZ7iAWOoW/ZuwlXngpAbocS70OlxFtEREREZBqJRCIMDg6qxzsDPNFeFvz+E5S+fh8AXSs/TPN5/0FowToACpqfyWR4GeELt1Hy+g8B6Kj5OHh8RCpqAMjuq8Mb7clkeDOGthMTEREREZlGIpEIoPndU8mGBvFGuvBFOvBFOtOvDgJ7nsA/0EzSl0vr2vWEjrkAgIH551Cy/SfkN/8RnIM59Lsp2/SfeIYGCVecysDC8wFI5hQzWLSE7L7d5HZsJLToLRmOcvpT4i0iIiIiMo309PTg9/szHcasVb7xW5Rs/QGG2+/5WMFCms/7KrHiZSPHIlWnkfTm4It0kN2zncHS5Ucr3IzK7qmlsO7XAHSe+sl9vnCIVJ6aSrzbX1HifQiUeIuIiIjIrDMwmCA/e+b9UzcWizEwMKD53VOkcPfDlG79PwCSniyGcstJ5JaTyK0gkVtOvGA+/UsuI5lVuM91zptNuPpMCpqeJr/5mbmReDtH+cvfwHD0H3sx0fKV+5yOVJxG8Y5faD/vQzTz/mskIiIiInIA97/cyKd+uomvvPtk3nfmMZkOZ0IikQjRaJRAIJDpUGadrJ7tVL747wB0nvwPdK/6uwkNGR9YcE4q8W56lu5V101VmNNGXssfyW97kaTHT+cpN7zh/PACa9m92/HEQiSzCo52iDOKFlcTERERkVnDOcd3fr8TgLufrctwNBMXiURwzuHx6J/pk8kTCzF/wz/hGRpkYN7ZqcR5gvO0B+afA0BO15ZZv6CYZ7CXqhe+AkDv8itIFCx4Q5mhvApiBYswlyS3Y9OkxzDkhia9zkzS32gRERERmTVerO9hV8cAANvbQtS2BjMc0cT09fWRlZWV6TBmF+eoev5WskINxPOqaDn7C2ATT4MSeVVEi4/HcOS1PDcFgU4TLsm8P96CP9xGrGDRAXv3I5O8rVhrtJXftP6Gr7z+FT5d/2m6ol2TUu90oKHmIiIiIjJr/OiFvft8/tXmZpZXz4z5uIlEglAopG3EJllx7Y8INPwO5/HRcu5tJLOLD7uugQXnktO7g/ymZwguvnQSo5w+Sl+7m/yW50h6s2le9+8k/eMPIY9UnkrR7ocOe553ZCjClr4tbOzdyMbejbQOtu5z/qWOl1hSteSw6p5ulHiLiIiIyKzQG47xyKstAHz4nMX8z7N1PLypmU9ddMKM2JpreH53aWlppkOZNXI6NlHxyjcB6Dj1/xEtX3VE9Q3MP4ey1+4mv+VPkEyAZ3alU3mtz1O2+S4A2s/4LLGS4w9Yfnied07XViwRxfkOvCjgkBtiV2gXm/o2sal3E9tD2/cZUu41LysCK6gpruGYoWO4cOGFR/hE08fs+pMiIiIiInPW/S83EUskOXFeITddfAL3vbCH+q4wW5r6OXlhUabDO6hIJEIymcTr9WY6lFnBG+1m3jOfw9wQ/cdcRO8J7z3iOqNlqxjKLsI72Edu52YiladNQqTTgy/cTvWz/4rh6Fv61/Qvufyg1yTy5xPPq8Qfbien81Ui1Wfsez6ZYE94D7XBWl7te5Ut/VsID4X3KVOZXcmpxadSU1zDqsJV5PnyAGhra8NzGFMCpisl3iIiIiIy4znnRoaZX3XmIvKzfbz1xCoe2dzCw5ubZ0TiHQwGlXRPoqo/fRF/pJ1Y4bG0rfnnCS+mtl8eLwPzzqKw/lHym56dPYl3MsG8Zz+Hb7CHaPHxtL/p04d2nRmRytPw1z9KXvvLtJadwPbgdmqDtdQGa9k1sIvB5OA+lxR4C1hVtIpTik9hddFqqnOqp+CBph8l3iIiIiIy4720p4cd7SFy/B7++tTUCsyXr57PI5tb+NWmZv7pkhV4PNN3uPnQ0BB9fX3av3uSZHe/TkHzszjz0nzubTh//qTVPTD/3FTi3fwMnad+fNLqnUqWiFKy7Qf4B1oYLFlBtHQFgyUnjAwNL9/4bXI7NjHkz6dl3b8f0pDxtmgbdQN1tOQZDVUV1AafpOPPj7+hbJ43jxMKTuCkwpM4pfgUFucvxmupL5iKt/0QbzxE16q/A8/s/tJJibeIiIiIzHj3pXu7L189n8IcPwBvXl5BQbaP5r4oL+/t4fTjpu/c6eH53UVF079nfiYorv0xAMFjLiRWvGxS6x6YtxZnHrL7duMbaCGRP29S659s2d3bmPfHfyWrf0/6yMMAOPMSKzyOWOGxBBp+B0Db2s8TK1hIbGiQUCJEX6KP9mg77YOjXtF22gbbiCVjf7lJXi6QBGBh7kKWB5ZzQsEJLA8sZ0Hugv0OGc/ueo3KV+4AUtMC2s/4p8kZlTBNKfEWERERkRmtLxznkc2pRdXet+aYkeM5fi8Xr6zi/pebeHhT87RPvBOJBH6/P9OhzHjeSBeBPame197lV056/cnsIiLlq8nr2Eh+0zP0TcLc8SmRHKJk2/9RvvkuBkmyNVBJ/fwzCQ40MhBpoT8ZpdfbQ/dgH33zKunOLaWv7YeEmu4i7uIHrT7Lk8WxecdyXN5xnL79YU4K95Jz7tfxVJ15SOGVvnbPyM/FO+9nKLuYrlM+crhPO+0p8RYRERGRGe2BVxoZTCRZUR3g1EX7bhV1+Snzuf/lJh55tYV/vewkfN7puVhTKBTS/O5JUrTzfjzJOJGyVUe8ivl4Buafk0q8m5+dVon34NAgdQN1NPW+Sk/dAzQkeqlbUEWzz4czILYZ/IA/GxizbZ0LQ/wvC595zUvAF6Aiu4LK7MrUK6dy5OeqnKqRIePzmusI9PyOjs7X6DmExDurbzeBxqcA6D7xA5Ru+wFlr/0PQ9lF9K64anIaY5pR4i0iIiIiM1ZqUbUGAN535jFv2Dbs3GXlFOf56QzFeL6um3OWlWcizANKJpOa3z1ZhuIU7/gFMDW93cMGFpxLxabvkNf250PaRmsqOOdoH2xne3A720OpBc3qw/V/2Z4rC8jKHSlf4C2gIqeCQl8hRf4iAr4Ahf5CAr4AAX+AgC9Avi+fAl8BAV+AHE/OIW/DF6k8lUDD78hrf4WeldcetHzJ1v8DILjwzXSe+gmSWQHKN32Xype/zlBWEcElb59we0x3SrxFREREZMZ6eW8vtW1Bsn0e3pleVG00v9fDX62q5kcvNPDwpuZpmXhHo1Gi0SgFBQWZDmXGC+x9Al+0i0RuBcFj3jpl94kVLSWeV4U/3EZe258ZWHAunsE+crpfJ7t7Kzk924kVLqbr5L+f1HnLiWSCLf1b+FPXn3ix50V6471vKFOeGGJFLMYxvmJKFr+L6uKVLMhdQKGvcMr2sw+nV3fP7dh00P3NfQMtFNY/CkD3ymtS7yddgzfaS0ntfVQ/fyvJrAD4l09JrJmixFtEREREZqzhLcQuWz2fotz9z4++fPV8fvRCA4++1soX/3oVWb7pNdw8HA4Ti8XIysrKdCgzm3OUpBdV6z3+PQdM/o6YGQPzz6V45y+oeOlrVPz5q2QNNL+hWCywiODivzqiW8WTcTb3bea5rud4sftFQkOhkXM+BycODnLK4CCrB2OcMjhIWU41/cuupGfFVVPbBqPEipYy5A/gjQfJ7tnOYNlJ45Yt2XYv5oYYqD6TwbKVqYNmdJz2STyxPorqHmHes5+j85QvAKuPSvxHgxJvEREREZmR+iJxfrU5lexctWbRuOXWLCmjvCCbztAgz+7s5C0rKo9WiIeku7sbn0//LD9SOZ2byeneRtKTRd+yd035/QYWrKN45y/ICjWMHIsVLCJaugLDEdj7JJUv3U64+gyGcic+0qI50syvW3/NHzr+QHjoL3OvC32FnOcp4fK9L/KmaJQsZ0TLTya0bB0DC89jT+Hio786uMdLpOIUCpqfIbf9lXETb2+ki6JdvwRSvdz7MA9ta/4Fb6yfgqYNrNz0RSInngJFZ09x8EeH/oaLiIiIyIz0y41NRONJTqgq4LRjSsYt5/UYl62exz1/rOfhTc3TKvGORqP09vaSnz95+0zPVcW1PwEgeNzbGMoZ/8/DZBmYfzbtp30KS8aJlp7IYOmK1BBpgGQCf7CRnJ7XqXrxNprXffWQkmHnHJv6NvFIyyO83PvyyPFSfylrytawtnQtJxacwLKH340/EqVr5bX0Ln/fUXneg4lUnkZB8zMU77yf0LEXksirekOZ4tof4xkaJFK2kkjV6W+sxOOj5Zwvs+CpT5DduRWLdB+FyI8OJd4iIiIiMiP9+tXUFmJXnPHGRdXGuvyUVOL9+NY2ovEhcvzTYwXxYDBINBqluLj44IVlXL5w28he1D1TuKjaPszoXfG+/Z/z+GhdewvHPvZBChr/QGDP4wSPe9u4VQ0ODfKHzj/wSMsjNEYaU9VjnFZyGm+vfjsnF508shd2wd4n8YfbSGSX0L3qOpw3e9x6j6b+xX9FSe2PyAruZdHj19H0lm8RK1o8ct4TC1G842cAdK+8dtwvIpwvh+bzvkZwzyaWHLvuqMR+NCjxFhEREZEZJ5ZIsrEhtbDU+SccfBjvqYtKWFCcS1NvhKdq27lk1bypDvGQdHV1ae/uSVC0/eeYGyJceRqxkhMyHQ4AsZLj6Vp5HeWv3kXln79KuOp0hnLL9inTNdjFo22P8njb44QSqbnbOZ4cLqi8gEurL2Ve7hv/nA7PY+9b9q5pk3QDDOWWs/fi77Pw9x8nq38Pi574e5rO/xrRitQ87aIdP8MbH2CwaDEDCw6cUCezCggVLjsaYR8102tlCRERERGRQ7CluY9oPElJnp+lFQdfDdyTHm4O8POXmqY6vEMSiUTo6+vTMPMjZIkoxbseAKZ2C7HD0b3yGqIlJ+CN9VH54m3gHAA7Qzv5xo5v8JFXPsL9TfcTSoSoyq7i2uOu5b/e9F9ct/i6/Sbd2d3byO3YhDNvagG5aSaRP4+9F36PSNkqvLE+Fv7uBvKbNmCJKCWv/whIz+22uZeGqsdbRERERGacF+tScz9PP670kLdIeu/pC/mvDbt5clsbmxt7Wb0ws8O7g8Egg4ODlJRkfn7uTBaofxTvYB/x/PmEFpyX6XD25fHRuvbzHPvoB3HNf+CF17/LQ0MtbAtuGylyUuAkLpt/GaeXnI7XDjwFYmQe+zEXMpRXMaWhH65kTjGNb/0u8565mYLmZ5n/9D8yMP9sfIM9xPPnEzz24kyHmBFKvEVERERkxnmxPpV4n3lc6SFfs6wywLtqFnD/K03c/vh2/u/DZ05VeIeks7NTW4gdKeco2Z5KRntPeC94vPTH+2mINNAYbqQ/0b9PcSP1JU22J5sl+UtYWrCUHG/OlIXXNdjFi4O7eWXpajYmOkn0puahe83LOWXncNm8y1hasPSQ6vJGugjseRyA3uXjzC2fJpwvl+bzbqfq+X+jqO4RCpo2ANB90geO2hZn083cfGoRERERmbGSScef9/QAcMbiQ0+8AW688AQe2tTM09s7+NPuLtYuKTv4RVMgHA4TDAY1zPwI+dte5Il4M6+Ul/NaYisNL177hmT7QDx4ODbvWI4PHM/xBcdzQsEJzMudd9Ce5/EE40F2hnayI7SDl3tfZkdox19OmrEsFuM8byVnvenLlOa+cdXvAynaeT+eZJxI2clEy1ceVnxHlcdH29rPM5RbTunW/yWeW0n/ksszHVXGKPEWERERkRllZ0eI3nCcXL+XlfMLJ3TtMWV5XHnmIu79016++lgtP7/+rEMeqj6ZNMz8yMSTcf7Q8Qd+uft7NFemF9cL1Y6cr8yuZGHuQsqyykZ+vy49vxqgP9HPztBOumJd1IXrqAvX8XhbqjfZb37m585nUe4iFuWlXgtyF+AzH4lkgriLj7zHkjEawg3sDO1kZ2gnrYOt+8RpGCcUnMCZpWdyrq+Cs353E+ZaiXf9Pd0rr6VvyeWH1ANsQzGKd/wcgN7lVxxR2x1VZnTWfIzQwreQyC2bVovBHW1KvEVERERkRnkhPb/71GOK8XsnvkjTJy44np+/1MhLe3r4fW07F6yYWM/jkXLO0dXVNenDzHeHdrM1uJWVhSs5Lu+4jHyhMNXiyTi/7/g99zfdT8dgBxiUDg3x5oq3sLC0hkW5i5ifO/+Qh493DXaxPbSd7cHt7AjtYPfAbgaTg+wJ72FPeA90TTzG+TnzWVawjBMLT+SMkjMoyfrLlyutZ32Ripe/hn+ghaoXvkzpa/fQtfJa+pdcdsAEvGDvk/ii3SRyKwge89aJB5VhM6KHfopNKPE2s5uBdwMrgAjwR+CzzrnaUWWqga8CFwEBoBb4knPuFwep+6PAPwLVwCbg4865FyYSn4iIiIjMfn9Oz+8+YwLzu0erLMzhQ2cfx11/2M1XH9vOm0+oxOM5eklqOBymv7+fgoKDr8Z+qF7sfpGvbf8aMRcDoMRfQk1xDacWn8opxadQ4Ju8e2VC0iX5bftv+Xnjz+mMdQJQatlc19nK5dmL6Vj+ycOqtyy7jLOyz+KssrNG7tM+2E5DuIHGSCMN4QYaIg00R5oB8Hl8+Oz/Z+++w+OsrsSPf+/0Ue+92pbl3jAYNzqBAKGGkA0lBJJsSE/2tymbbJINqZssmwRYEgKEkGSTsAuhLIRim+ICtjHullwkWbZs9TqaXu7vj9GMZVuSNerlfJ5nHlkz73vfO7IRc9577jkmzAYzZmXGZDCRbc1mVsIsyhLKmJkwc8CftaPkA3QXXETykWdJO/B7zM6T5Gz7Ien7f0frgnvoKr327ABc62gLsY6yD0/bPdKTXax/axcDDwPbe879EfCaUmqe1trZc8xTQApwPdACfAx4Wim1XGu9s69BlVK3AQ8AnwG2Al8GXlVKlWutm2KcoxBCCCGEmMK2Hw3v774gxv3dvX3mopn897vHqKjv4v/21nP94ryRmt45ORwOfD7fiK14r29az6+rfk2IEPn2fFq8LbT723mj+Q3eaH4DAwbKE8u5Ie8Glqcun3Qr4Z6ghwePPMi7be8C4ZsKN+Zdz6e2/oZEt4P6VbeO2LUMykCOLYccWw7nc/6IjdubNtnomPMxOmfdfHoAvvUHpO17grYF99JVek00wLa17MHWVkHIYKFz1k2jMicx+mIKvLXWV/f+Xil1N9AEnAe83fP0KuC+XqvVP1BKfaXnmD4Db+CrwG+11r/rGfczwLXAPcBPYpmjEEIIIYSYuk50uDnR4cZoUCwpHHo7sNR4C5+6aAYPvH6IB147yAcX5AwpbT1WWmtaWlqwWoe/11VrzXMnn+OPx/4IwKWZl3LfzPsI6iAVXRXs6tjF+x3vU+euo8JRQcXBCuYlzuOu4rsoSywb9vXHQqu3lR8f/DE1zhpMysTtRbdzVfZVpJ/cTKK7iYA1le7Cy8Z7mkNyWgB++BnSKp7C4jxJztb7SdvfE4CXfDC62u0ouZqgTWoCTFbDzVNI7vna1uu5LcBtSqmXgA7gI4ANeLOvAZRSFsJB+Y8jz2mtQ0qpdcDKfs6xAr1/WyUOcf5CCCGEEGISifTvXpCXRLx1eB9l71lTyu+3HOVoq4tndtTx0QuKRmKKA3I6nTgcDhITh/fxNaRDPFX7FC/WvwjAjXk3ckfRHSilMCoji1MWszhlMR/n4zR7m3m14VVeqn+JA44DfGPfN1iVvorbi24nx5YzEm9rVBxyHOKnB39Kh7+DJFMSXyv/GnOT5gKQfChcaKxz5g1o4+RuyaZNNjrm3k5n2c2kHH6G1ANPYek+Qc673ydt3xOYnfUAtE+momriLEO+raeUMgC/ADZrrff1eukjgJlwKQIv8BvgJq31kX6GygCMQOMZzzcS3u/dl28Cnb0edUN5D0IIIYQQYnLZPsz93b0lWE189tJZAPxy/WE8/uCwxzwXh8NBIBAYVpp5IBTgwSMPRoPujxd/nDuL7+w3hTzTmskdxXfw4NIHuTTzUhSKLa1bQHP/nAAAIABJREFU+NKuL/F4zeM4A84+zxtPbze/zXf2f4cOfwdF9iJ+uvCn0aDb3HmU+MbtaGWgs+zmcZ7pyNEmO+1z76DmhudpXvpFAtZULN11KB3ElbUMX+rs8Z6iGIbh5NM8DCwAPnrG8/cT3uN9BbCc8N7tp5VSC4dxrTP9mPBqe+RRMIJjCyGEEEKICSoSeC8fgcAb4PYVReQm26jv9PCnrcdGZMz+jESaudaaBw4/wNstb2PAwBdmfYHr864f1LkZ1gw+P+vz/HzRz1maspSADvByw8v8qPJH+EP+Ic9pJIV0iD8d+xO/PPJL/NrP8tTl/Gjhj8iyZUWPibTVcuatIRCfO15THTXhAPzOcAC+5Is4s8+nedlXx3taYpiGFHgrpR4CrgMu1VrX9Xp+JvB54B6t9Xqt9W6t9b8B7wGf62e4FiAInNnHIRtoOPtw0Fp7tdZdkQfgGMr7EEIIIYQQk0e708ehxm4Azi8Zmb2uNrORL10e3u/82Mbq03o9j7Tu7m4cDgfx8fFDHmNL6xa2tm3FrMx8Y843uCTzkpjHKIkv4dtzv8135n6HOGMclY5KHqt5bFTf+2CEdIhHqh7h2RPPAuH0+a+Vfw270R49RgXcJNX8H9BT4XsK0yY77fPu5MTl/4U3rXy8pyOGKabAW4U9BNwEXKa1rjnjkLier6Ezng/2dy2ttQ/YAUQb0vWksV8OvBPL/IQQQgghxNS1ozZczXxmZjzpCcMvThZxw5J8jAZFfaeHhi7PiI17pu7ubgKBAGazeUjne4Iefl/7ewBuzr+Z81LPG9Z8Fqcs5itlX0GhWNe0jlcbXx3WeMMRCbo3NG/AgIHPzfwcdxbfiVEZTzsu6egrGP1OfAmFuHJXjNNshYhdrCveDwN3EG4R5lBK5fQ8IrehKoEjwG+UUhcopWYqpf6JcE/v5yKDKKXWK6U+32vcB4BPKaU+rpSaCzwCxAO/G9rbEkIIIYQQU00kzXw4bcT6YrcYKcsK917efbxzRMeO0FrT3t4+rDTzZ048Q6uvlSxrFjfk3TAi81qWuow7iu4A4ImjT7Cvc9+Ax5u7jmF2jGx5pZAO8evqX0eD7i+WfZHLsvqoVK41yT1p5h1lt4Aa/Sr0QoyUWP+13kd4T/WbQH2vx20AWms/cA3QDLwI7AHuAj6utX651zgzCRdVo+e8vwL/D/g+sAtYAlyttT6z4JoQQgghhJimtkX2dxePbOANsLgg3JpsT13HiI8N4PV6cTgcxMXFnfvgPtS763nh5AsA3F1yN1bjCK74593A2oy1BHWQnx/6OU2epj6PszXvpuTl2yh98SYK1n2GxKOvoYK+gQfXGvSZybCnRILu9U3ro0H32oy1fV+/ZQ+29kOEjFa6Zlw36PcnxEQQax/vvkslnn7MYeCWcxxT0sdzDwEPxTIfIYQQQggxPbh9QfbWhVejR3rFG2BRYTJ/fe84e+pGZ8Xb6XTi8/lISRla7/Hf1f6OgA6wOHkxF6ReMKJzU0px34z7OOk+SZWzip8c/Ak/WvAjbEZb9Bijp43cTf+CCgUAiGvaQVzTDgLWFLpmXEfnzJvwJxZictZja6vA1laBta0CW1slKuilc+aNtM2/m6A9uvZGSIf4TfVvTgXds/oPuuFUUTVH8QcIWZP7PU6IiWi4fbyFEEIIIYQYdbuOdxAIaXKSbBSk2s99Qox6r3hrrfttzTVUXV1dKKWGNO6O9h3saN+BURm5p/Se2McIBTB5WgnEnVnL+BSr0crXy7/O1/Z+jVpXLQ8deYh/mv1P4WuFguRs/jZmdxPepBLq1/47ibWvk1T1PGZ3E2kVfySt4o8EzYkY/X3XPE499FeSq56jc9bNtM27C78tjd9U/4Z1Teui1dnXZq5FBX1YumowuZowuZsxulsxuZsxuZqJb3gXmPpF1cTUJIG3EEIIIYSY8E61EUsd8aAYoDwnEYvJQJcnwNFWF6UZQ688fqZgMEh7ezt2e+w3DPwhP08cfQKAa3OupcA++C66pu6TJFc9R3LVC5g8rdSv/D6O0g/2e3y6NZ1/nv3PfPfAd3mn7R2eqn2KO4rvIGvfb4lv3E7IaKN+7U/xJZfSuujTtC64h/iTm0k+8hzxJzdj9DvQBhPelDI8aXPwps3BkzYPo7eD9L2/xd6yh9SDf6a75jl+XDCbrbodA4qvJ1zINdUbsb33W6ydR6Kr6n1xZS7Bmz5v8D9AISYICbyFEEIIIcSEN1qF1SLMRgPzcpPYdbyDPXUdIxp4u1wu3G43qamxt0B7sf5FGjwNpJhTuLXg1nOfEAoQf2ITKUeeJa7+XRSnWoSl730UR/GVYOg/BJiTNIdPlX6KR6of4YX6Fzjevpv/PLgZgMYV38KXPOPUwQYTzoKLcRZcjMnVhNHbji+pFG20nDWuK2cF1vp3eP3gwzxqceHW7Zi05v7mFq6r+ctpxwYtSfgT8gnY0gnEZRKwZxK0ZxCwZ+LOXHLun4EQE5AE3kIIIYQQYkILBEO839NK7PyS0Qm8ARYXJLPreAe7j3dyw5L8ERvX6XQSCoUwmWL76N3qbeWZumcAuLP4TuJMAxdmSzz6Kpk7f4nJ3Xzq2jkr6JrxIbJ2/AxLdx2JxzbgKPnAgONckX0FJoOJR6t+w05PLR/Jz+E71gXkllzd7zmBuCwCcVn9vl7lrOaRlmepsXkAA0sDRr7XcJxiFY8zZ0XP6vhcPGlzCcTnwihkNQgxniTwFkIIIYQQE1pFvQOnL0iizcTs7MRRu87iwhR4p3bEK5u3t7cPqXf3U7VP4Ql5KE8s5+KMiwc81tpWQc6730OFAgRsab0KnoVT082OY2TsfZS0A0+GV73PEdhekraaVbse51sWJ9UWM18MHuL2E89xfd71GGJo4+UKuPhr3V95uf5lQoRIMCZwZ/GdXJZ5KaGAiypzggTZYlqQwFsIIYQQYgqobXWSn2LHZJx6vY1PtRFLxWgYvSBtUU+BtX0nOwkEQyPys4y0EYt1f3edq45NrZtQKD5Z8skB97WrgJvcLf+KCgVwFFxC/eofgfH0QL9j9kdIq/gj1o7DxJ/cjDN/zYDXz9z5S1KbK/mjNYlvzruCtzre4w/H/sABxwG+MPMLJJoHvgFS1V3F642vs7FlI56QB4C1GWu5u/huUizhn3PIMno3UYSYaCTwFkIIIYSY5N6obOITT27nHy4o4sc3Lxzv6Yy493oC7/NHaX93xIyMeBKtJhzeAIebupmbmzTsMZ1OJ16vl+Tk2NpfbWzZCMCy1GXMSJgx4LGZ7/8CS1ctfnsWjSu+fVbQDRCyJtNRdnO4Avn+3+HMW93vSnNC7WukHvorAF0Xfo8v5K1hTtPrPFHzBDvad3DvjnspiSuhLKGM2YmzmZ0wmxxbDu6gm40tG1nXtI5qZ3V0vDxbHveU3sPSlKUx/QyEmEok8BZCCCGEmOT+b089AP+74zhfuaKMrCTbOc6YPIIhzbvVrQBcMIr7uwEMBsWC/GTeqW5l9/GOEQm8u7u7AWKqxK61ZlPrJgDWpvff1xogvu4tUo48i0bRsPJ7A/a3bp9zOykH/4q9ZQ/25p24s5addYy58yg5W38IQOu8u3Hmr0UBH8j+ALMSZvGrw7/iuPs4Vc4qqpxVvNL4CgCJpkR8IR/ekBcAkzKxMn0lV2Rdwfyk+aNSiV6IyUQCbyGEEEKIGDm9AeIsxgkRTGit2VLVAoA/qPnju7V89QPl4zyrkfP+sXbaXX6S7WaWFKaM+vUWFfYE3nWdfPSC4Y0VCoWG1Eas2llNg6cBi8HC8rTl/R5ndDWTs/V+ANrn3oE75/wBxw3aM+ia8SFSjjxL2v7fceKMwFsF3ORt+jqGgAtX9nJaF/3jaa/PiJ/Bfy7+T1p8LRxyHOJQ9yEOOw5T5azCEQj37y6wF3Bl9pVcnHHxOdPRhZhOJPAWQgghhBikhk4PP3y5ghd3n+TLV5Tx5Stmj/eUqGlxUt/piX7/p63H+Oyls7CZjeM4q5Gz7kAjAJeWZ47J/vXFPfu8R6LAmsvlwuVykZQU28r5ppbwavd5qedhN/YTtOsQOe/+G0ZvJ57UcloW3Teosdvn3Uly1XPE17+Lta0Sb9qcnvE02dt+jLWzmoA9g/pV9/fZdkwpRaY1k0xrJqszVgPhXuNHnUcxKAMz4mdMiBtSQkw0U6/6hhBCCCHECPMHQzy2sZrL/+NNXtx9EoDfvl1Nl8c/rHF/+NIB7npiG05vYMhjbK4Kp2GfX5JKXrKNVqcvOsepYF1FOPC+fG72mFxvUUE4VftggwOPPzissVwuF36/P6aK5iEdYnNruG/2QGnmKQf/QnzDVkJGK/WrftDnvu6++BMKcBRdCUDagd9Hn0+u+htJR/+OVkbqV/+QoD1j0HM2G8yUJZYxM2GmBN1C9EMCbyGEEEKIAbxb3cq1v9rID16qwOkLsrQohdKMeJy+IP/zXt2Qxz3S5OC3G2t4+1AzT793fMjjbDkSTjO/qCyTO1eWAPC7zUfRWg95zIniaIuTqmYnJoPi4vLMMblmfoqd9HgLgZDmQH3XsMYaShuxg46DtPpasRvtLE3tuxiZpf0QGbseAqB52VfxJ5fEdI22+XcDkHBsPeauo1jbKsh87+cAtCz+XJ97v4UQwyOBtxBCCCHEGbTW7DvRyZf/spOPPvouhxq7SYu38O+3LOKZz6ziU2vDVaZ/v+UowdDQAtw/vnss+ufHN9UQCIZiHiMU0rzTU3hs1awM/uGCQmxmAwfqu9hW0zakeU0kkdXuFTPSSLLF3gd7KJRS0VXvPceHnm7u8/mG1EYskma+Im0FFoPltNdMzgbS9zxKwRtfwBDy051/EZ2zbop9bimz6M5fi0KTsfvX5G38Rni8gotpn3tHzOMJIc5N9ngLIYQQQgAef5B3qlpZV9HIhsqm6L5ppeBjFxTxz1eVkxIXDoRuWprPT1+p5Fibiw2VTVw5L7Y0aKc3wDM7wqvlZqOirt3NK/sbuG5RXkzjHKjvosPlJ8FqYnFBMiajgZuWFvDnbcf43eajrJiRHtN4E000zXzO2KSZRywuTOGNg83sqesc8hgulwu3201m5uBX6oM6yDtt7wCwJr2nz3YoSHz9FpIPP0t8/RaUDt+g8SUUhFuHDTG1u23e3SSc2Eji8fU94+XTcOF3hzyeEGJgEngLIYQQYlrbd6KTX64/zKbDLbh77em1m42sLcvg85fNYlHB6dW07RYjH72gkN+8Vc3vNtfEHHg/v+skDm+A0ox4PrQ4j1+tP8xv367m2oW5Me2R3dSTZr6iNC1aeOwTq0v487ZjvHaggeNtLgrT4mKa20TR6fKz/Wg7AFeM0f7uiEiBtd3DKLAWaSNmMAw+wXRf5z46/Z0kmhJZmLyQ5ENPk3bg95hdTdFjXNnL6Zx5E92Fl6CNlgFGG5gncxGurPOIa9pByGChfs1PCVmkCrkQo0UCbyGEEEJMWw6Pn088uZ1mR7j3cG6yjcvnZnH53GxWzkgfsDL4XStLeGxjDVuqWqls6GJOzuAqV2uteeqdowDcvqKIm5bm85u3qthd18m2mraYVqk39wTeq2adKoQ1OzuRNbMy2HSkhT++W8s3r5k76PEmkjcPNREMacqyEihKH9ubB5FU8+oWJw6Pn8QY09y11rS1tWGzxdZPPZJmvjJ9JQkt+8h+72cABK3JdJZeR+esm/AnFcc05kCal32JnHfvp3X+3XjTpk4LOiEmItnjLYQQQohp66ENR2h2eCnNiOelL65hyzcu4wc3LuTS8qxztuPKT7Fz1fzwSuyTm48O+po7atupbHBgMxu49bxC0hOsfPi8AgB+u7F60ON4A0G2Hw3v41496/Rg/ROrSwD487ZjuHxDr5g+ntZVhFd5r4gxm2AkpCdYyU+xozXsPRF7urnb7cblcsW0v9sf8rO1bSsAq9NXk1z9PACOoiuovvElWpZ9eUSDbgBv2lxqr/lvuos/MKLjCiHOJoG3EEIIIaalquZunthcA8B3PjSP+XnJMbdC+sTqUgD+tvMEbU7foM75w7u1AFy/OI/kuPBK6r1rSlEqHGweaeoe1Dg7j3Xg8YfISLBQnn16ivCl5VkUp8fR5Qnw7PsnBvt2Jgx/MMSbB3sC77lZ4zKHxYXhVe/dx2MPvJ1OJ36/H4tl8Knguzp24Qw6STOnMc9eTGLtOgDayz+KNlpjnoMQYmKRwFsIIYQQ047Wmu+/eAB/UHP5nCwuLR9acLe8OJUF+Ul4AyH+vO3YOY9vdnh5eW89EE5Vj5iRmRDdx/z4psGtekfaiK2amXHWDQODQfHxnvGf3DL5WottP9qGwxMgLd7CksLUcZlDZF//niHs8+7u7o5pbzecSjNflbGKlOMbMAQ9+BKL8GQsivn6QoiJRwJvIYQQQkw7GyqbeOtQMxajgX+9bt6Qx1FK8YlV4VXvP7xTi/8cLcGefu84/qBmSWEKC/KTT3vt0xeFW5Q98/6J6J7zgWyuCrcROzPNPOLW5QUkWE0caepm4+GWc443kazvSTO/bE4WRsP4VNmOthQbQmXzYDAYU+DtCXrY3r4d6Ekzr3oBgM6Z10uVcSGmCAm8hRBCCDGteANBvv9/BwC4Z00pJRnxwxrvusW5ZCRYaejy8Mq+hn6PC4Y0f+pJM7/zwrP36i4vTmVJYQq+QIg/vHN0wGt2ewPs7ukxvWpmRp/HJNrM0b3jv98y8HgTidY62kZsvNLMARbmJ6MUnOhw09J97hshw7GjfQfekJcsaxbzgmbsLXvQykhX6bWjel0hxNiRwFsIIYQQ08rjm2qobXWRlWjl85fNGvZ4VpOR21cUAfC7nj3jfdlQ2cTJTg8pcWauXZR71utKqeiq9x/ercXtC551TMS2mlYCIU1RWtyA7cJuO78QgHeqWwmFJke6eVVzN7WtLixGA2vLBt8De6Ql2szM6LkpM5R081hsbt0MwJqMNaTU/B8AztyVBO1931QRQkw+EngLIYQQYtpo6PTw0IYjAHzzmjkkWEems+rtFxZhNireP9YRXYk+U6SF2G3LC/utmH7V/BwK0+y0u/z87/t1/V5v85GB08wjZmcnYjMbcPmC1LQ6z/1GJoBINfMLZ6YTP0J/P0O1uLCnn/cQCqwNljPg5P329wFYnXYhST2Bd9fM60ftmkKIsSeBtxBCCCGmjZ/8vQKXL8iyohRuXJI/YuNmJdq4blEeAF9/Zg9Pbq7heJsr+npNi5ONh1tQCm5f0X9LKKNB8ck14VXvxzdWE+xnlXpzr8JqAzEaFPNyw/3F9w2hLdZ4WN+TZn7lOKaZRyweRoG1wXqp/iX82k+BvYB57XWYPG0ErKl0560ZtWsKIcaeBN5CCCGEmBbeO9rGc7tOohT82/ULYm4ddi6fvmgGdrORygYH33vxAGv//Q2u+s+3+fdXKvnP1w8BcMnsTIrS+08Nh3BRtGS7maOtLn74UsVZKeIt3V4qGxwArJo58Io3EC3itv9k11De1phqc/rYUdsOwGVzx75/95l6F1gbjcrwx13HeebEMwB8pOAj0TTzrtIPgtE84tcTQowfCbyFEEIIMeVprbm/p6DaR88vZGFB8jnOiN3c3CRe+8pFfOuauVxQmobRoDjY6OC/3qzihd0nAbhzZf+r3RFxFhPf+OAcAJ7YXMNXn96FL3CqWvqWnmrmc3ISSU84d3/nBXnh9zoZVrzfqGwipMM/y/wU+3hPh7m5SVhNBlqdPt482DyiY4d0iEeqHiGgA5yXeh5r48qJP7ERgK4ZHxrRawkhxp8E3kIIIYSY8irqHeyu68RiMvBPHygftesUpsXxqYtm8PQ/rmTHt6/gF7ct4bpFuSTaTCwvTuXi2YNLn/6HC4p44COLMRkUz+06yb2/347TGwBO9e9ePWtwhbfm559KNZ/o/bzXV45/NfPebGYjd68qAeBHL1cQOEe7uFi82vgqB7sPYjPY+HTpp0mufQWlg7jT5+NLGX7RPyHExCKBtxBCCCGmvOd3nQDg8jlZZAxilXgkpMRZuHFpPg99bBl7vvsB/ve+VTH1pL55WQGPfXw5drORjYdb+IffvktLt5fNVZHA+9xp5gBlWYlYjAa6PAHq2t1Dei9jwRcI8VbPqvIVEyDNPOKzl84iJc7M4aZu/mdH/wXvYtHibeGPtX8E4I7iO8iwpJNUHe7dLUXVhJiaJPAWQgghxJQWDGme3xVO9b5hBAuqxWKo+8kvKc/iz5++kLR4C3vqOrnhoc0cb3NjMiguKB1c4G0xGSjPSQQmdrr5zmPtOH1B0uMtLMwf+a0AQ5VsN/PFy8oAeOD1Q9HMg6HSWvNozaN4Qh7KE8q5KvsqbK37sXbWEDJacRR9YCSmLYSYYCTwFkIIIcSUtrWmlYYuD0k2E5fOGb++0EO1pDCF//3MSvJT7JzocEefi6UV2oJIuvnJiRt4b+qVQm+IITNgLNxxYTHF6XE0O7w8+nb1sMba0rqFHe07MCkT9828D4MyRFe7uwsvJ2RJGIkpCyEmGAm8hRBCCDGlPb8zvNp9zcJcrKa++2dPdDMyE3j2s6uY07Nyfemc2PZAz48WWJu4lc03Hg4H3mvKBrd3fSxZTAa+fnW44N2jb1fT2OUZ0jgOv4PHah4D4Jb8WyiMK0QFPCQefQ2ATkkzF2LKksBbCCGEEFOWxx/k5X31wPilmY+U7CQbz9y3isfuWs69a0pjOjfSUmyiFljrdPmjvbLXTsDAG+CDC3JYVpSC2x+MtoeL1e9rf09XoIsCewE35d8EQNqBpzAGnPji83BnLR3JKQshJhAJvIUQQggxZb15sAmHJ0Buso0VpWnjPZ1hi7eauGJeNjZzbCv3c3ISMRoUrU4fjV3eUZrd0L1T3UJIw8zMeHKTx7+NWF+UUnzr2rkAPP3ecSobYsse2N2xmzea30Ch+OzMz2I2mLE17yZt/+MAtC7+LCj5aC7EVCX/dQshhBBiynquJ838+sV5E27f8FiymY2UZYX3Dk/EAmuRNPO1ZRN7D/55xWlcszCHkIYfv1w56PPcQTePVD8CwFXZV1GeWI7B303ulu+gdIiukg/iKLlqtKYthJgAJPAWQgghxJTU6fazobIJmPxp5iMhus97AhZYixRWWzPI3uTj6WtXzcFsVLx1qJmNh5sHdc5TtU/R7G0my5rFHcV3AJC1/WeYnSfxxefRdP7XRnPKQogJIKbAWyn1TaXUdqWUQynVpJR6TilV3uv1EqWU7udx6wDjPtnH8a8M540JIYQQYnp7ZV89vmCI2dkJzM1NHO/pjLtoZfMJVmDteJuL2lYXRoNixYyJvx2gJCOeOy4sBuCHL1UQDA28Z35P5x5eawwXT/vszM9iN9pJPPoqSUdfRisDDau+T8gslcyFmOpiXfG+GHgYuBC4EjADryml4ntePw7knvH4LtAN/P0cY79yxnn/EOPchBBCCCGiImnmNyzJH3If7akkUmBt/wRb8Y6kmS8tTCHRZh7n2QzOFy8rI9FmorLBwbPv1/V7nDvo5r+q/gsIp5gvTF6IyVlP1vafANA2/148mYvHZM5CiPE1+AaQgNb66t7fK6XuBpqA84C3tdZBoOGMY24CntZad59jeK/WuuEcxwghhBBCnFNDp4d3a1oBuGFJ3jjPZmKYm5uEUlDf6aGl20tGgnW8pwTApiPhdO2J2EasP6nxFr5yxWyOtbm4fG52v8f1TjG/s/hOCAXJ2fJdjP5u3OkLaV1wzxjOWggxnmIKvPuQ3PO1ra8XlVLnAUuAzw1irEuUUk1AO7AB+LbWurWfca1A7/9bSP6YEEIIIaJe2H0CreH8klQKUuPGezoTQoLVRGlGPNXNTvaf7OLi2eNfyCwY0mw+Ev64N1HbiPXnnnO0dKtwVZyVYp627wnimncSMsXRsPr7YBjuR3EhxGQx5OJqSikD8Atgs9Z6Xz+H3QtUaK23nGO4V4C7gMuBrxNOaf+7Uqq/XhnfBDp7PfrP8RFCCCHEtNM7zVycsiDvVD/viWD/yU463X4SrSYWF6SM93RGjDvg5qmGp4BwivliWyGpFX8gfe+jADQu/xr+hILxnKIQYowN5zbbw8ACYE1fLyql7MDHgPvPNZDW+i+9vt2rlNoDVAGXAOv7OOXHwAO9vk9Egm8hhBBCAIcbHRyo78JkUFy7MHe8pzOhLMhP4oXdJyfMPu/I/u4LZ6ZjMk6dZjtP1T5Fa6CVLFMy/1RfQ/a2azCE/AB0FX8AR+k14zxDIcRYG1LgrZR6CLgOuEhr3V/A+2EgDngq1vG11tVKqRZgFn0E3lprL+DtNZ9YLyGEEEKIKeq5XScAuKQ8k9R4yzjPZmI5teI9MSqbb4r2755caeYD2Xp0Ha80hJvz/Oj4IXI9ewHwpJbTOetmOmd8COSzqxDTTkyBtwpHuA8CNwGXaK1rBjj8XuAFrfXgGhyefp0CIB2oj/VcIYQQQkxfWmue3xVOM79xqaSZnynSy/tYm4tOl5/kuLOriGut0RoMhtENDt2+IDtq24HJ0b97MEI6xI/f+CcwwEe6HJwfMNA58wY6Zt2MN33eeE9PCDGOYs3peRi4g3AKuUMpldPzsPc+SCk1C7gIeKyvQZRSlT3VzlFKJSilfqaUurCnD/jlwPPAEeDVGOcnhBBCiGls1/EO6trdxFuMXDFAtenpKjnOTGFa+GPb/vqz080DwRB3Pr6NC360nqMtzlGdy9aaVnzBEPkpdkoz4s99wiRgUAZ+OeMjfMBn5Kas26i+6WUaV3xbgm4hRMyB932EK5m/SXg1OvK47Yzj7iG85/q1fsYp51RF9CCwCHgBOAQ8DuwA1vaklAshhBBCDMor+8OdSS+bm43N3F+N1uktkm6+v4908wc3HGHTkRZaur186a+78AdDozaPSJr5mlkZU2rbYPHab3DfJf+Do+hGQuaE8Z6OEGKCiCnw1lqrfh5PnnHcv2iti7TWff7PfJ7nAAAgAElEQVS27n2O1tqttb5Ka52ltbZorUu01p/WWjcO9U0JIYQQYvrRWvPqvnDgffX8nHGezcS1IL9nn/cZBdZ21Lbx4IbDAFhNBnYf7+BX6w+P2jw2HekJvKfQ/m4ADEbZwy2EOMvUKR8phBBCiGmtssHB0VYXVpOBS8rHv0f1RDU/Lwk4vaWYw+PnS3/ZRUjDzUvzeeAjSwB4+I0jbKtpG/E5NDk8VDY4AFg9RfZ3CyHEQCTwFkIIIcSU8ErPavdFszOJtw6nY+rUFimwVt3ixOkNAPDd5/dT1+6mMM3Ov90wn2sX5fLh8woIafjKX3fR6faP6Bw296x2z89LIk0qzwshpgEJvIUQQggxJby6X9LMByMz0UpOkg2toaK+i+d3neDZnScwKPjFbUtItIUrnX/v+vkUpcVxosPNvz63D631iM0h0r97yqWZCyFEPyTwFkIIIcSkV9PipLLBgcmgpJr5ICzID6ebv7KvgW//bR8AX7isjPOK06LHJFhN/OKjSzAaFC/sPhntjz5cWutT/btnyZYAIcT0IIG3EEIIISa9yGr3ypnpffamFqeLpJs/tqkGhzfA0qIUvnDZrLOOW1aUypcuLwPgX5/bz/E217CvXdXspMnhxWoysLwkddjjCSHEZCCBtxBCCCEmvb9HqpkvkDTzwYhUNgeItxj55W1LMRn7/lj4uUtncX5JKt3eAF/+6y4Cw2wxtr+nmvqC/GRp+TbCtNZ0d3fj9UpHXiEmGgm8hRBCCDGpnexws/t4B0rBlfMkzXwwIqnmAN+/YQFF6XH9Hms0KB74yBISrSZ21LZHe6UP1YH6cP/wubmJwxpHnM7j8dDQ0IDWGqfTSWNjI06nc7ynJYToISU/hRBCCDGpvdYTCC4vTiUr0TbOs5kccpPt/Ot189Bac/Oy/HMeX5gWxy3nFfDklqO8X9vBdYvyhnztyvpwG7E5OUnnOFIMRjAYpK2tDYPBQHFxMbm5ufj9flpbW2lqaqKhoYG4uDgSEhIwGGTNTYjxIoG3EEIIISa1yArs1Qtyx3kmk8u9a0pjOn5RQTg9fe+JjmFdt7IhsuItgfdwORwOnE4n6enpFBQUkJwc/juyWq0kJCSQnZ1Ne3s79fX1NDU1Ybfbo8cIIcaWBN5CCCGEmLRau71sq2kD4Kr5kmY+miKB974TXQRDGqNBxTxGm9NHY1d4/3F5jqSaD5XP56O9vR273c7s2bPJzMzEaDx7v7zNZiM3N5eMjAza29s5duwYjY2NZGRk9Hm8EGL0SOAthBBCiEnr9QONhDQszE+mILX/fcpi+EozEoi3GHH6glQ1dzM7O/bAubJnf3dRWhwJVvkYGqtgMEh7eztaa3Jzc8nLyyMu7tz/7s1mM1lZWcTHx1NbW0tTUxNpaWlYrdYxmLUQAqS4mhBCCCEmsVNp5lLNfLQZDYr5PdXQ99R1DmmMiobw/m4prBYbrTUdHR20tLSQkpLC/PnzmTlz5qCC7t7i4+OZPXs2JSUldHV10dk5tL9HIUTsJPAWQgghRlFNi5OH3ziCxx8c76lMOV0eP5uPtAASeI+VRT2B9966oe3zruhZ8ZbCaoPndDppaGjAZDJRXl5OeXk5KSkpKBV7qj+AyWSiqKiI8vJylFI0NjYSDMrvJyFGm+T4CCGEEKMkFNLc98cdVDY40Frz+cvKxntKU8qGiib8QU1ZVgIzMxPGezrTwsKefd57TgxtpVQKq8XG4XDg9/uZOXMmWVlZWCyWERlXKUVGRgZ2u53a2lqam5vJzs4ecjAvhDg3WfEWQgghRsmr+xuo7Emtffb9E2itx3lGU8sr+yTNfKwtKkgB4MDJLvzBUEznBoIhDjV2A5JqPhjBYBCXy0VJSQkFBQUjFnT3Fh8fz8yZM0lOTqatrW3ExxdCnCKBtxBCCDEKQiHNL9cfjn5f3eJk5/HhtWESp7h9Qd481ARI4D2WitPiSLSZ8AZCHO4JogerpsWJLxAi3mKkUArhnVNbWxvp6elkZmaO6nWsVivFxcUopXA6naN6LSGmMwm8hRBCiFHw2oHwaneC1cRlc7IAePb9unGe1dTg9gX5wp934vGHKEyzM0/SlseMwaBYmD+0ft6RwmrlOYkYhtCKbDrxeDwYDAby8/PHpO1XSkoKhYWFOBwOAoHAqF9PiOlIAm8hhBBihIVXu48A8InVJXxidQkAL+6uxxuQIkbD0eHyccfjW1lX0YjVZOD+GxbIvtQxFt3nHWNl82hhNblRMiCtNe3t7eTm5pKcnDxm183JySErK4vW1tYxu6YQ04kE3kIIIcQIe+1AIxX1XSRYTdy7ppRVMzPISbLR6fazoaJpvKc3aZ3scHPrr99hR207STYTf/rkCi4pzxrvaU07i/LD+7z3xlhgLdLDe26O7O8eSGdnJ4mJieTm5o7pdY1GI0VFRcTFxdHRIdtihBhpEngLIYQQI0hrza969nbfvaqElDgLRoPixqX5ADwj6eZDcrjRwS2PbOFwUzc5STb+975VLC9JG+9pTUuLela8K+q7YsrgqIz28JYV7/74/X68Xi+FhYVYrdYxv35cXBzFxcX4fD68Xu+YX1+IqUwCbyGEEGIEvXagkQP1XcRbjNy7pjT6/C3LwoH3mwebaemWD7Sx2FHbxod//Q71nR5mZSXwzGdXMTtbVk3HS0GqnZQ4M/6g5lDD4Aqsdbh81Hd6AJgtK979am9vJzMzk/T09HGbQ3p6Ovn5+bS1tREKxVa5XgjRPwm8hRBCiBGiteaX68Kr3R9fVUJq/Kn2P2XZiSwqSCYQ0ryw6+R4TXHcdXsDVDUPvhr23rpOPvbbrXS6/SwtSuF//nEl+Sn2UZyhOBelThVY2zPIAmsV9eHV7oJUO0k286jNbaKw2+2EQiFaW1sJBgeXFeByuTCbzeTn52MwjN9HdKUU+fn5pKeny35vIUaQBN5CCCHECHm912r3J9fOOOv1W5YVAPDszumZbq615t4nt3PlA2+xe5Ct1f60tRZvIMSqmen89ycvPO1mhhg/kXTzvYMssFbZ0LO/e5qkmefl5TF37lwSExNpaWmhs7MTrXW/x4dCIbq6usjPzycxcfwzAiwWC0VFRdhsNpqbmwecuxBicCTwFkIIIUaA1qf6dt+1qoS0PgLEDy3Ow2xU7DvRxcGe/a7Tyfaj7WytaSOk4aW99ec8XmvNmwebAfj0RTOwW0a/rZIYnIU9BdYGW9m8YpoVVlNKkZaWxty5c5k9ezZGo5HGxkacTidaa3w+Hw6Hg9bWVhobG2lubiYlJYXs7OzxnnpUUlISs2fPJj4+nqampgmbdh4MBnG73TgcDrq7u3G5XHi9Xnw+36CzDYQYC6bxnoAQQggxFayraGL/yS7iLEY+1cdqN0BavIVLy7N47UAjz75fxzevmTvGsxxfj75dHf3zhsom/uUc7/9go4OGLg9Wk4ELZ4zfnldxtsiK96FGBx5/EJt54Jsi07WwmtFoJDs7m5SUFJqamjh58iTd3d1YLBYsFgsZGRkkJCRgs9mIi4vDbJ5YafiJiYnMnj2b6upqmpqayMzMHJO+4v0JhUK43W58Ph8+nw8Ag8GAxWLBbDYTCoUIBAL4fD5CoRDBYDB6w8BsNmOz2bDZbOOayi+mLwm8hRBCiBHwm7eqALhrZd+r3RE3LyvgtQON/G3nCb529RyMhunRg7qquZt1FY0AGBQcaermeJuLwrS4fs95q2e1e+XM9HMGdmJs5SbbyEiw0tLtpaK+i6VFqf0eGwiGohke07WHt9VqpbCwkPT0dHw+H1arFavVOikCwLi4OGbNmkV1dTXNzc2kp6eP6Q0CrTUulyuaLRAXF0diYiJJSUnYbLboz9JisaC1JhgMRh+RQNzj8dDe3o7T6aSlpYVQKITFYiE+Pn5cqseL6UkCbyGEEGKY3L4gO3v2LN++omjAYy+bk0VKnJkmh5dNR1q4eHbmWExx3D2+qQaAK+Zm0+Xxs62mjQ2VTXx8VUm/50TSzC+ZJj+jyUQpxaKCZDZUNrH3ROeAgffRVhfeQAi72UjRADdapoO4uDji4ibfz8Bms1FWVobJZKKhoYG0tDQsltGtt+DxeOju7iYYDGK328nLyyM1NZXExERMpr5DGKUUJpOpz9dzcnLw+/24XC7cbjcdHR3RR0JCAvHx8aP6foSY+LfZhBBCiAlu38lOgiFNVqKVgtSBK25bTAauX5wHwLPTpKd3S7eXZ3aE3+unL5rBZXOygHC6eX+6vQHeq20D4JLyrNGfpIhZtLL5OfZ5RwqrleckTpsMj6nIbDYzY8YMCgoKaG9vp6ura1Su43a7aWhowO12R/fJL1y4kBkzZpCamtpv0D0YZrOZ5ORkcnJymDNnDgsWLKCoqIhAIEBDQwNdXV0Tdi+7mPwk8BZCCCGGaeexdgCWFKag1LkDi0h181f3N+Dw+Ed1bhPBH94JVyZfXJjC+SWp0cD7nepWXL5An+dsPtKCP6gpSY+jJENWoiaiwVY2jxZWy50ehdWmMpPJRElJCbNnz0YpRWNjI16vd0TG9nq9NDY24vF4KC4uZuHChcyZM4eMjIxRSwdPSEiIXqusrAyDwUBTUxNtbW3RPeRCjBQJvIUQQohh2tWTZj5Qum1viwqSmZkZj8cf4uVBVPeezNy+IH94txaAT6+dgVKKsqwE8lPs+AIhthzpu09wJM18uqTiT0aRFe/DTY5+b6AAVPb08J6TMz33d081BoOB7Oxs5s2bR35+Pl1dXTH1Kz+T3++nqakJh8NBbm4u8+fPp7i4eExT8m02G7m5uSxatIh58+aRlJREd3d3dBVcqqOLkSB7vIUQQohh2nUsHHgvKUwZ1PFKKW5dXshP/l7Jk1tq+cjywkGtlE9Gz7xfR5vTR2Ganavmh1slKaW4bE4Wf3i3lg0Hm7hi3uktlLTWvHUwnIYuaeYTV1aSjZwkGw1dHg6c7GJ5SVqfx03XiuZTnd1up7S0lLS0NOrq6mhubiY+Ph673Y7RaOz3d1owGIxWJY+slmdkZJCbm0tSUtK4/i40mUxkZGSQnp6Oy+Wio6OD5uZmWlvDNwjj4uKi72+saK3x+/3RYnGRRzAYRGt9Wo/1yM8u8tVoNGI0GjEYDNG/k8hzYuxJ4C2EEEIMQ2OXh5OdHgzqVOrtYHz0/EJ+ue4wFfVdbKlqZfWsjFGc5fgIhnS0qNq9q0sxGU8l2kUC7zcqm9Ban/Zh+0hTNyc7PVikjdiEt7AgmYYDHvbUdfYZeHe6/JzocAPhPd5ialFKkZKSQkJCAs3NzZw8eZLOzk4CgdMzIIxGY3TVONL+y2q1kpGRQXJyMqmpqRPq5qNSivj4eOLj48nJycHhcNDW1kZ7ezttbW2EQiGMRmO0qvpwq7yHQiH8fn/0EQgETttrbrFYosFz5OdnMpkwm80YjcbTAvDIecFgkEAgEA3a+2qxZjAYouNEHpOh0v5kJYG3EKPkuZ0n2F3XwbeumXvah00hxNSys2e1e3Z2IvHWwf9vNSXOwm3nF/LklqM8+nb1lAy811U0UtPiJNlu5tblhae9Fm4RZqC+00Nlg+O01dBImvmFM9KxW2RlZiJblJ/M6wca2Xui733ekcJq+Sl2ku0Tq0e1GDkmk4nc3FzS09OjgWPk4ff78Xq9WK3Ws9p/TQZGo5GUlBRSUlIIBAK43W7cbjcOh4POzk66urpOu9EQCY5NJtNpQWwkONZaRwPgyM0IpVQ08E1MTMRut2O3208LiCPjGQyGmG5SnHm9yN+Jz+fD4/HgcrmiX/1+fzSANxgMp107slI+kW6QTDYSeAsxCvzBEN/6216cviAXlWVy6RxJlRRiqtp5PFxYbbD7u3u7Z3UpT71zlLcONXOwwTHlVgQf21gNwB0XFp11U8JmNrJqZgYbKpvYUNl0euB9qCfNXPZ3T3gLCyKVzTv6fF0Kq00vFotl0gTUQ2EymUhMTCQxMZGsrCyCwSButxuv10sgECAYDOL1evF6vfh8vmhArpSKBs2Rh91ux2azRX9mZrM5urI9kgaTXh4KhaLp/72DcqfTic/nw+VynXajIKL3jYDe7613cH5m+nvkRkDvP/d+LpJK3zuFfqqQwFuIUbDzWAdOX/iX09aaNgm8hZjCIvu7lw5yf3dvRelxfHBBLi/tree3G6v5+a2LR3p64+b9Y+1sP9qOxWjg4ytL+jzm0jlZbKhs4o3KJj536SwAnN4A22vCNzMuKZfAe6KLFFirbnHi8PhJtJ2+qh3Z3y2F1cRUZDQaSUhIICEhoc/XQ6EQSqkJv0psMBiw2WzYbLazXouskp/5iKSv9/4+8vXMvedn7kOPPCJp8733ofdeXTcajZOy731/JPAWYhRsOtwc/fO2mr4r9gohJr9AMBTtYbykKPbAG+CTa0t5aW89z+86wT9fVU520tkffCYbbyDIr9YfBuCGJXlk9fOeLpuTxb8SDtLbnT5S4y1sqWrFFwxRlBZHqbQRm/DSE6zkp9g50eFm/8mus/bkV0hhNTGNTYX90pEAeLAt3XqvXke+7/01EnBPhhsSIy2mfw1KqW8qpbYrpRxKqSal1HNKqfJer5copXQ/j1sHGFcppb6vlKpXSrmVUuuUUmXDeWNCjKeNR1qif95T14nbJ20ohJiKDjV24/YHSbSamJXZ94rHuSwtSuX8klT8Qc2TW46O7ATHwVuHmrnqP9/mzYPNKAWfXDuj32PzU+yUZycS0vB2zw3LN3uqmV88O3PafSibrCJFBb/7/H4efuMIlQ1daK0JhjQHe/Z4z5FUcyGmhd6p7ZEV7N4F3CJ71afj7/dYb8NcDDwMXAhcCZiB15RSkVvSx4HcMx7fBbqBvw8w7teALwKfAVYATuBVpdTkv+0vpp0uj5/dPT19E20mAiHN+8fax3lWQojRENnfvagwGYNh6B8iPtUTnP7p3Vqc3v77IU9kJzrcfOYPO/j4E9s42uoiK9HKI7cvO+e+9chWnA091c3fOhQOwCXNfPL44MJclIKDjQ5+9upBrv7FRtb++xv88//sxuMPYTMbKEmX7AUhxPQWU6q51vrq3t8rpe4GmoDzgLe11kGg4YxjbgKe1lp39zWmCt/u+DLwA6318z3P3QU0AjcCf+njHCvQO99BbqOKCeOdqlZCGmZkxLOoIJnndp1ka03blKxYLMR0d2p/d+yF1Xq7Ym42pRnx1LQ4efq943xidelITG9M+AIhHttUzYPrj+D2BzEaFJ9YVcKXrig7a79vXy6bk8Wv36rirUPNHG7qpq7djcVoYOVMaSM2WVy/OI8LStJYX9nI+oomNh9poa7dTV37CQDKsxMxDuPGlBBCTAXD3eMdaVja1teLSqnzgCXA5wYYoxTIAdZFntBadyqltgIr6SPwBr5JeCVdiAln0+Fwmvmasgzm5CTx3K6Tss9bTEm/33KUX6w7RDB0duVRo0GRnmAlK9FKdpKNrCQrWYk2cpNtrCnLIGkQAdlksLMnu2XJEAqr9WYwKD65tpRv/W0fj2+q4c4LiydFG8J2p4+PPvouBxvD+3gvKE3j/hsWxFSdfVlRCsl2Mx0uP79YdwiAFTPSiLNIGZrJJCfZxu0rirl9RTFuX5BNR1pYX9HIzmMd3L26ZLynJ4QQ427I/1dTShmAXwCbtdb7+jnsXqBCa71lgKFyer42nvF8Y6/XzvRj4IFe3ycCdQPPWIixsalnf/eaWRnM6NnzufNYB95AEKtJ+tGKqUFrzaNvV9Pu8vd7TLvLz5Gms5Od0uMtfPOaudy8NH9Y6dnjrcvjp6o5/P6GWlitt1uWFfAfrx2irt3NK/sbuG5R3rDHHE2hkOarT+/iYKODjAQL37p2LjcuyY95357JaOCi2Zm8uPskL+8NJ81dLG3EJjW7xciV87K5cl72eE9FCCEmjOHcTn4YWACs6etFpZQd+Bhw/zCu0SettRfw9rrWSF9CiCGpa3dR0+LEaFBcODOdRKuJjAQLLd0+9tR1cn5J2nhPUYgRUdvq4kSHG7NR8eIX1mA+Y3U2ENS0dntpdHho7PLS1BX+8966To61ufh//7Obv2w7xv03Luiz2vGRJgf/vfU4z+6sIz/FznOfW33WNcbbnuOdaA2FaXYyEgZX7XUgNrORu1YW84t1h/nt29VcuzA3+v83byDIwQYHFfVd5CbbWT0rY9xTdx95q4o3DjZjNRl46p4VzMsbetXqy+aEA++IS8qlBaMQQoipZUiBt1LqIeA64CKtdX8rzR8G4oCnzjFcZE94NlDf6/lsYNdQ5ifEeImkmS8pTImm0l5QmsbLexvYVtMmgbeYMjZXhf+tLy1KHaA/79npxr5AiCc21/Cr9Yd5r7ad6x7cxF0ri/nKlbOxGA28sq+B/952jG01p3Ywdbj8rK9o5OoFuaPxVoZsZ0/RxCXD3N/d250XFvPIm1XsruvkgdcP0dLtY++JDg42OPAHT6X056fY+ej5hdx2fmG/rbpG05YjLfzHawcB+MGNC4YVdANcPDsLpUBrKEi1MzNTCnEJIYSYWmJtJ6Z6gu6bgMu01jUDHH4v8ILWunmAYwBqCAffl/e6ThLh6ubvxDI/Icbbxl5p5hEX9ATbW2v6LIUgxKS05Ui4bsHqmbEVDbSYDHzm4pms++rFXLswl2BI87vNR7ns52+y8sfr+fJfd7Gtpg2DgivnZXPNwvCOo//ednzE38Nw7ToeKaw2/DTziPQEKx8+rwCABzcc4c/bjrHvRBf+oCYlzszKGekk2Uyc6HDzH68fYuVPNvCPf3iPtw41E+pjr/1oaOj08MW/7CSk4bblhdy6vHDYY6bFW6I/R2kjJoQQYiqKdcX7YcLp4zcADqVUZA92p9baHTlIKTULuAi4pq9BlFKVwDe11n/TWmul1C+AbyulDhMOxO8HTgLPxTg/IcZNKKTZ0hN4ry3rFXiXhivz7jjaRiAYmhQFk4QYSCik2dKz4r161tAqT+el2Hn49mV89HAz331+P9UtzvDzyTZuO7+I284vJCfZxrFWFy/vbWDj4WaOt7koTIsbsfcxHFrrU4XVRmB/d2+fu3QWlQ0O4ixGFuQns7DnUZBqRymFxx/kpT31/HnbMd6rbefV/Y28ur+RC0rS+NOnVoxqSr4/GOILf36flm4fc3OT+Lcb5o/Y2F++YjYPbjjMPWsmT0V3IYQQYrBiDbzv6/n65hnPfwJ4stf39xAudvZaP+OUc6oiOsC/A/HAo0AKsAm4WmvtiXF+Qoyb/Se7aHf5SbCaWNxrBaw8J5Ekm4kuT4AD9V0sKhjZD+lCjLWKhvC/9XiL8bR/60OxtiyTv395La8faCTeauKisszT9i4XpcextiyDjYdb+Ov24/y/q8qHO/0RcbzNTZvTh8VoYP4w06zPlJdi55n7VvX7us1s5JbzCrjlvAIONjj487Zj/GX7MbYdbeOdqlYuGsXCZD979SDbj7aTaDXxyO3LsJlHrmDkRbMzR3XuQgghxHiK6ba41lr183jyjOP+RWtdpLUODTDOk72+11rr72itc7TWNq31FVrrQ0N5Q0KMl41HwrsqLpyRftqKk9GguKC0J928WtLNxeQXSTO/oDRtRFZXrSYj1y3K49LyrD4Lhv3DBUUAPP3ecfzBPv+3MuZ2Hg/v756blzSu3QrKcxL53vXzuWVZOD397/saznHG0L2yr4FH364G4Ge3LqYkQ/ZhCyGEEIMlOa9CjJBIYbXeaeYR0cBb9nmLKWBzNM08tv3dQ3XF3GwyEiw0ObxsqGwak2uey85jI7+/eziuXhDe+fX6gYY++6oP15aqFv75f3cD8Km1pdHrCSGEEGJwJPAWYpC07v/DrNsX5L2j4RWwvoKRyD7v7UfbxqwAkhCjwRcIRSuOr4qxsNpQWUwGPnxeuIDXn7cdG5Nrnktkf/fSEd7fPVQX9hRda+n2saO2fcTG9QaC/P/27js8zurK4/j3zqhZ1baK5d5kScY27jY27qaXpZcAIYSEDQbCsiRLQspuFhJCwiaQBEIKhBJIQiehgw3GuOAK7par3C1ZstX7zN0/3hlZttWl0Uia3+d55pE188773vGV5Tlzzz3nZ+9s4canVlJcUcOUIb2574LMdju/iIhIqFDgLdKE4opqnvhkJ5N/tohvPLua8irPacesyj5GlcdL34SoetvgjOoXT3SEm8LyarbnFnfEsEUCYv2BAsqqPPSOiSAz9fR2YYFy/WQn8P50+1EOHC/rsOvWp7LGw9ZDRYDTOrAzCHe7OOeMPoCTEt4eso4Uc9njy/jzZ3uwFm6YOohnb53c6fqpi4iIdAX631OkASWVNTzxyU5m/vITHvkgi7ySShZty+Ubz50efC+r00asvjY44W4XEwc7vX61z7t5rLUUllcHexgdrqrGS0llTbCH0SD/loppwxNx1bMfO1CGJMVwdloi1sLLq4PbWmzzoSKqPF56x0QwqJNUWQe40Nfn/IPNRxrN0GmK12t5eukeLn18KduOFJMYE8FTN0/ioSvGEB3R0pqsIiIiAgq8RU7jD7hn/OJjHvkgi4KyaoYlx/D9CzOJiXCzfFc+tz2/horqE8H3Z75gZEY9+7v9/P28V2mfd7P8ZtEOxv7vh3yS1Tn29HYEay3X/GE503++iKwjnTMzwt9GbEYH7e+uy19k7aU1+6kJYpG1L337u8cN7Nmp+k3PHJFEdISbgwXlbDxY2KpzFJZVc/NfVvHg21uoqvEyLzOF9++ZVbuaLiIiIq2jj65F6sjOK+XqPywnr6QKgGFJMdw9fwSXju2H22WYNLgXX/vLKpbuzOObz63hqa9Noriihq2HnbTTxopNTR3m7PNeuecY1tpO9Ya9s6mq8fLs8mwAXlq1n7kZKcEdUAfJyilm/QEnYFrw4lr+ddcMYiM7z6/p0sqa2qJiZ3fQ/u66zjsjlcSYCHKKKvkk6yjnBjAYLKms4dZnV1NcUcOZ/RMYPainNe0AACAASURBVMDppZ2ZGseX+ztXYTW/qHA3czNSeGfjYd7fdKRVrQt/9/EOlu7MIyrcxY8uPoMbpw7S7yoREZF2oBVvkTpe+HwveSVVDOjVg0evG8uH/zmLy8f3r21xNGlIb569dQrREW6W7szjtufX8ImvyvIZfeNJio1s8NxnDkggIsxFXkkle/JKO+T1dFWfZOVSUOakmX+6/ehJ2QWd0dHiSn7wxkZWZ7ctm+HDzTm1f959tJTvvbahTSnDDWntOVdlH6PGaxnQqweDEjs+xdopsua0zQp0kbV3Nhxi1Z5jbD1cxEtr9vPjNzdx+RPLGP0/H/DepsMAjOskhdXqOt9Xbfz9TS1PN6/xeHnzy4MAPHbdeG46a7CCbhERkXaiwFvEx1rLwq1O4PODi0ZyxfgBhNVTRGjykN485wu+P9uRxw/f3AjU30asrqhwd20hJqWbN+61tQdq/1xe7andV9xZPb8im7+t3MeNf17JOxsOt/o8H25ximJ9ZcpAwlyGdzYc5vkVe9tplI7dR0uY/LOF3OdrDdUSy321DIKx2u13na/I2uKsXA4WlAfsOm+td+bxygn9uWtuGrPSk+kdE0GN11LtsfQIdzO2k614A8zNSCbC7WJ3Xik7ckta9NwlO46SV1JFYkwE80eGRpaJiIhIR1HgLeKz62gp2fllhLtNk0H05CG9efbrTvBd7XFWlRrb3+03Vf28m3SstKp2X/f04U56/kdbchp7StD5C+ZVebzc9fd1PL8iu8XnOFhQzqaDRbgMfPe8DO6/aCQAP31nC1/sa7/2UA+9u428kipeXXuAvJLKFj132c58AKanJbbbeFpqWHIs04Yl4g1gkbWjxZW1e9nvmZ/Od8/P4Plbp7D2R+ew9Htz+eNXJ/LK7dOIjwoPyPXbIi4qvPb3V0urm7+2zlnt/rdx/VS5XEREpJ3pf1YRn0W+1e6zhiUS14w31FOG9uaZWyYTHeEmMSaCyb7iaU09B7Ti3Zi31h+i2mMZ3T+eO+emAbBwaw6eTtr/vKLaU7vn94JRqVgL//3Pzfzqw6wWpfou9H24MGlwbxJjI7n17CFcNCaVao/lzhfXcby0qs1j/Xx3fm1Wh9fCexubvzp/rLSKLb5aBh3Vv7shX5nqFFl7OUBF1t7bdBivhbEDe56UUm+MYUCvaM4flcro/gntft32UjfdvLkKy6prP+C6asKAgIxLREQklCnwFvFZtNVZZT1nZPMLNk0dlsji787hvXtmEhXubvL4iYN7EeYyHCwoD3ov4s7q9XVOmvmV4wcwZWhv4qPCyC+tYl07rvq2p/X7C6jyeEmJi+TJmyZw77npAPzu453c//rGZgeG/jRzf8EwYwy/uOpMhibFcKiwgnte+hJvGz588HotD727FaC2FoE/nbo5VuxyVrsz+sSRHNdwLYOOcP6oPvSKDudwYQWr2rivvj5vrT8EwKVn9m33c3eEc0b2we0ybDlcxL785v2eeWfjYapqvGT0iWNUv/gAj1BERCT0KPAWAY6XVrFmr/MGvqV7G1Pio0iJi2rWsdERYbUrZfe+tL7NwXdZVU1Q2yq1t525TlXvMJepTXed7/sgpLOmm/uzF6YM7Y0xhrvnj+DnV47BZeAfq/dz+wvrTuv7fqrCsmo+96Wr163UHRcVzpM3TSAq3MWn24/y+Cc7Wz3OtzYcYsOBQmIjw3jmlsnO2LOPcbiwefukl/lSr4OZZu4XGeZmjq/S/WftvP//UEE5q7OPYwxccma/dj13R+kdE1G7reX9zc37cMX/gddVE/uroJqIiEgAKPAWwami7bWQmRrHgF6Brdb8nfPSiYlwsyr7GBc+9hlvfnGwWSnJRRXVLN+Vx5+W7OKuv61jziOfcMZ/f8Dlv1/GsXZIQ+4M/HtM52Qk167K+gPRDza3vEpzR/Dv1/cHOuD0m37ypolEhrlYuDWH//jHF42e4+MsJ5U+o08cQ5JiTnosMzWen14+BoBHF25v1X7vimoPv3w/C4AFc4YzZkACk4f0Amh2MTh/YbVg9O+uz6x0ZxxLth9t1/P6/z4mD+lNakLzPlDrjC5sQbp5dl4pa/Yex2Xg8nH9Az00ERGRkKTAW4TWpZm31swRybz7HzOZMKgnxZU13PPSl9z9jy8p9LXP8qv2eFm+M48H3trC/F8t5syffMgNf17JQ+9u4+0Nh8n2pZBuOljEjU+tbJc9wMHk8Vre8AXeV9bZYzorPZmIMBd788taXKU50Ko9XtbudQLhKUNPXgk+f1Qqf/3GVMJchg+35DS6r9+/mt9QX+qrJw7g8nH9sBZ+/dH2Fo/zueXZHCwoJzU+ilvPHgrApWOd1Vx/WnVjDhaUk51fhttlausUBNvMEckAbD5UxNHilhWJa8xbG7p2mrnfeaOcwHvdvgKOFFY0euzrXzj/7maOSCYlvut+2CAiItKZKfCWkFdV4+VT36pZR7XQGZwYw8vfmsa956bjdhneWn+IC36zhEVbc3jzi4Pc9bd1THjwI254aiV/WbaHXUedvt/9e/bgwtGp/JevyvLrd0wnKTaSrYe7fvC9Ylc+R4oqiI8KO2keYiPDaldZO1u6+aaDhZRXe+gZHc6IlNjTHp8ytDfX+tpfPfLBtnpX7CuqPSzOcn7+zhvV8Ac/956bQZjL8NmOvNpgvzmOl1bVpqh/9/wMekQ4tQguHN0Xl4H1Bwqb3Ae8zLfaPXZAQrMKD3aEpNjI2r3IS3e2z6p3dl4pGw4U4jJw4ZiuHXj3iY9igq/PuL9+QH28XnuirsIErXaLiIgEigJvCXkr9+RTUllDUmwkYwd0XF/eMLeLu+eP4LUF0xmSGM3hwgq+8dwa7nnpS97ecJjiihoSYyK4euIA/nDTBNb9+FyWfX8eT940kTt9fYUnDOrFP/59KkmxkWw5XMRNT6+koKxrBt+v+d78Xzq2H5FhJxeq868Ef7i5Ze2RAq12f/eQ3rhc9e+LvXveCCLCXKzOPl77AU9dy3flUVblITU+ijGNVMoelBhdGxj9ZtGOZo/xtx/voLiihpF947li/InAKjkusrY6uX+VtyG1/bs7SZq5n3/Ve8n29tnn/bbv7+HstKTarQ5d2QXNSDdfnX2MA8fLiY0M47wzUjtqaCIiIiFHgbeEPH+a+bzM5AaDp0AaN7An79w9k69MGUREmIuMPnHcMWc4ry2YzqofnsP/XTOWC0b3pXdMRL3PT0uJ4++3TSUpNoLNh5yV764WfJdU1tQGB1dNPL2V0fyRKRjf6mxTabMdaWWdwmoNSU2I4mvTBgPwyAdZp1Umr5tm3lRRq7vmjsDtMizZfrRZVd6z80p54fO9APzwopG4T/n5vnSss6rbWLp5bnEFi7b5+6p3rsDbv8/7sx1H21Tx3c9f5f3SLlpU7VQXjHLmd+WeYw1mNfg/8Lp4TN/abAgRERFpfwq8JaRZa2v7GnfE/u6GxESG8fMrx7DtgQv44D9ncd8FmUwc3Ou0QKkhI/rE8bfbziIxxgm+u9rK93sbD1Ne7WFoUgzjB56edZASF8WEQU4xsI+2do50c4/XsjrbX1it8UrfC+akERPhZvOhIt6rs/ro8drawLuxNHO/QYnRXOlbtf7NwqZXvX/5wTaqPZY5GcnMGHF60Hz+qFTC3YZtR4rZkVN82uPWWn70xiaKK2oY1S++0+zv9ps0uDfREW7ySk70GG+trCPFZOUUE+42nD+qe6z8DkqMZtzAnni8lit+v4zPd+ef9Hh5lYd3Nzo/j0ozFxERCSwF3hLSsnKKOXC8nIgwV72BSUdry4p7ep84/v7vTvC96WARM37xCZN+uvC023V/XNHsFlId5XVfUbWrJjTcyqizpZtvO1JEcUUNsZFhjOwb1+ixvWMi+ObMYQD86qOs2hZwX+4/Tl5JFXFRYU0G7353zUvD7TJ8uv0oX+4vaPC4xVm5vLvxCC4D9184st5jekZHMMuXrv1WPdXN39pwmA+35BDmMvzfNWOb/UFQR4kIczFtmPP31ta2Yv4089npySREd4597O3hiRsnMKpfPPmlVdz41EqeXbanttbAh1uOUFJZw8DePZg8pHN9qCIiItLdKPCWkOZPMz97eCLREWFBHk3bpftWvpPjIimprCGvpPK028o9x7jzxXVUd5L+3weOl7HCtxJ3+fiGV93O8wXeK3blU1he3eBxHcW/v3vi4F6EuZv+VfrNmUPpFR3O7qOltVWkP9zsrHbPzUghIqx5v44HJ8bU7tX+zcL6K5wv35nH7S+sBeD6KYPISG34gwF/dfO31x86qfjb0eJK/uefmwD49rwRjOwb36zxdbRZ6f593q0vsGatrU239/99dBf9e/bg1dunc/m4fni8lp+8tYX/enUDFdWe2vZ9V4wfEJRtNiIiIqGk60caIm3gTzOfH8Q08/aWkRrHZ/fNJTu/9LTHCsuq+ebza1i3r4CH39vGjy85IwgjPNmbviD0rGG9G+2hPiw5lrSUWHbmlrA4K5fLgtxveFUz9nfXFRcVzh1z0vjZu1v5zcIdXDauHx+2IM28rrvmpvHGFwf5JMtZ9R5XJz1/+c48bn1uNRXVXuZlpvA/lzY+x+ec0YfIMBe780rZfKiI0f0TsNby4zc3cbysmjP6xnPH3OEtGl9H8gfea/Yeo7SyhpjIlv+3tulgEdn5ZUSFu4K65SRQekS4efS6cYzun8BD727l1bUH2Hq4iK2+9PyrlGYuIiIScFrxlpB1tLiyNlW3o9qIdZSocDeZqfGn3aYOS+RX14wF4Omle3hv4+npxR3NX9Cqbu/uhvjTzYPdVsxaWxt4nzWs+Sm6X502mD7xkRwsKOfBt7ewJ6+UCLeL2b7gsbmGJMVwue+Dh9/WqXC+fNeJoHtuRjJP3jThtArxp4qNDGNepvPz769u/s7Gw7y/+QhhLsMj15xJeDNW9INlSGI0A3r1oNpjT9vD3Fz+1z0/s0+rAveuwBjDN2cO4/lbp9IzOpzNh4rwWpg0uBeDE2OCPTwREZFur/O+mxIJsE+25WItjO4fT9+EHsEeToc5b1Qq35rl7Df+r1c3sCfv9JXxjpJTVEFWTjHGwLnNWGn0p5svzjpKZY0n0MNr0K6jJeSXVhEZ5mJM/+a3oIsKd3P3/BEAvPD5PgCmpyW2qjf2XfPScBn4eFsu6/cXsGJXPrc+6wTdczKSefKmiU0G3X4n0s0Pc7S4kv/+52YA7pibxqh+Dbc46wyMMW1KN/d6LW/Xppl37d7dzTFjRBJv3TWDTN/2gxumDgryiEREREKDAm8JWbVp5pndL7W0Kf91fgZThvSmpLKGBS+spbwqOEHsUl9BrNH9EujVQLu0usYO6EmKb//6il2tW91sD/42YhMG9Wr23my/aycNZFDvEyn1/lX8lhqaFFO7J/4Hb2ysDbpnpyfzh5smEhXe/NZQczNSiIlwc7CgnJv/sopjpVVkpsZx19y0Vo2to/kLxC1pRYG1RdtyOVRYQWxkGHMyulfmS0MG9o7mn3edzdvfnnFSb3cREREJHAXeEpIqqj21VZC7457OpoS5XTx+w3iSYiPZdqSYH/9z00mFtTrK0p3OHDS3orzLZWoD1YVBbCvW0v3ddYW7Xdx7bnrt981Z6W/It+eNwGVg86Eiyqs9zE5P5o9fbVnQDc4eYP/f69bDRbh9Vcxb+qFCsExPS8TtMuzJK2X/sfr7Vddn+a48vv33dQBcPr5fi//eurLIMDej+yc02TteRERE2kfXeFcl0s5W7M6nvNpDn/hIRvfvnNWaAy0lPorffmUcLgOvrj3Ay2v2d+j1rbW1gffMtOa3cpvrW5Vsa/uo1rLWsnK3v39361owXTq2H9+aPYwfXTySlPioVo9laFIMV4x39sbPamXQXXdMfnfMGc7o/p07xbyu+KhwJgxyUv6X7Gheunnd1PzZ6cn86OLgFxoUERGR7kuBt4Qkf3Gu+SP7hPSKz/ThSXznvAwAfvzPzezIKe6wa2flFHO0uJKocBcTh/Rq9vOmDuuN22XYm1/WotXN9rL/WDlHiioIdxvGD2r+uOtyuwz3Xziytrd3Wzx4+Sj+cssknrp5UptWbGeOSGbKkN7MSEvirnldI8W8rtp082bs8/5898lBd1s+sBARERFpDgXeEnI8XlvbP/m8Vu6v7U4WzB7OjLQkqmq8vLruQIdd17+/e8rQxGYXAQOnLdd4X/ss/4p5R1q5x9lbfuaAnvSICH6wFh0RxrzMPm1OC48Ic/Hy7dN44ZtTWzQfncVMX4G15TvzG+1Rv3J3Pl9/ZjXl1Z42ZwmIiIiINJcCbwk56/YdJ6+kkrioMKYPb36Kc3flchmumeSkKy/Z3nGBrD9VvCVp5n7+PeFLg5Bu3pb93RI4Y/on0DM6nOLKmto2gadatecYX3/WCbpnjkjiTwq6RUREpIMo8JaQ8/6mI4BTVK2rFI8KtLN9we/Ww0XkFlcE/HqVNZ7alePmFlara6bvOct25eHxdmxRuFXZCrw7I7fLMMP3c3xqunlBWRVPL93DLc+soqzKCbr/3MbUfBEREZGWUNQhIcVaWxt4nz8qNcij6TySYk8UmeuIVeS1e49TUe0lKTaytp9wS4wd0JO4yDAKyqrZfKgwACOs35HCCvbml+EyMHFw6/Z3S+DU7edtrWV19jHufelLpjy0iAff3qKgW0RERIImLNgDEOlImw4WcbCgnB7hbmb73qSLY9aIZDYdLGLJ9qNcOWFAQK+1zN9GLC2xVcXtwtwuzhqeyEdbcvhsRx5nDujZ3kOsl3+V/ox+8cRHhXfINaX5/AXWNhws5PzHlrA9p6T2sZF947lh6iCunTSgS+5hFxERka5NK94SUt7ffBiAORnJnaIwVmfiXy38bEce3gCnb/tX1WeMaP2HHzM7eJ/38VInXRlg6tDEDrmmtExqQhQZfeKwFrbnlNAj3M21kwbw5p1n8+7dM/jqWYMVdIuIiEhQaMVbQoo/zfyC0UozP9WEQb2IiXCTX1rFlsNFAevjXFBWxYaDTnr4jFYUVvPzP3ft3uOUV3kC+kHKoYJybv7LKnbmlhAfFcZXpgwM2LWkbb53YQZ/XbGXuZkpXD6+vzITREREpFPQireEjJ25xew6Wkq42zA3MyXYw+l0IsJcTBvurOR+2oxeyK21fFc+1kJaSiypCVGtPs/QpBj69+xBlcdbmwIeCNtzirny98vZmVtC34QoXl0wnbSUlu9Ll44xL7MPz3x9CjdPG6KgW0RERDqNFgXexpj7jTGrjTHFxphcY8ybxpiMeo6bZoz52BhTaowpMsYsMcb0aOS8PzHG2FNu21rzgkQa8t5GZ7V7RlqS3pA34ES6eeACb38bsbasdgMYYzg7zfmgoLF0c2str649wOKs3BZfY3X2Ma5+cjlHiipIS4nltQXTSe+joFtEREREWqalK96zgSeAs4BzgXDgQ2NMjP8AY8w04H3gQ2AKMBl4HPA2ce7NQN86txktHJtIo97frDTzpviLU63de5zSypqAXGPpTieon9mKNmKn8u8RX7qz4cD74225fPeV9XzzuTVszylu9rk/2pLDTU+tpKiihgmDevLq7dPo17PBzw9FRERERBrUosDbWnuBtfZZa+1ma+164BZgEDCxzmGPAr+11j7sOy7LWvuytbayidPXWGuP1Ll1TMUkCQn7j5Wx+VARLuP075b6DUmKYVDvaKo9lhW72j99e29+KfuPlRPmMkwd1vYCZWf7UuO3HSmut/94jcfLz99zkmdqvJYfvrGxWYXjXlt7gG/9dQ2VNV7mZ6bw4jfPomd0RJvHKyIiIiKhqa17vP3Vl44BGGNSgKlArjFmuTEmxxjzqTGmOavXI4wxh4wxu40xLxpjBjV0oDEm0hgT778Byv2URn3gW+2eOjSRxNjIII+mc5uV7qxELwlAurk/zXzCoF7ERra9tmNibCSj+jn9x5fVs+r90pr97MwtoWd0ONERblZnH+flNfsbPecX+47z/dc34LVw7aQB/PGrE1UBX0RERETapNWBtzHGBTwGLLPWbvLdPcz39SfAn4ELgHXAImPMiEZOtxJn9fwCYAEwFPjMGNNQQH0/UFjndqC1r0NCg6qZN58/3XxJAAqsnWgj1vY0c78ZtW3FTl6hL6ms4dGPtgPwH/NHcO+56QD8/L1t5JXUn4BzvLSKO19cR7XHcuHoVH5x1ZmEuVWDUkRERETapi3vKJ8ARgPX13O+P1prn7HWfmGt/U8gC7i1oRNZa9+z1r5ird1grf0AuAjoCVzbwFN+jrPa7r8NaMPrkG4ut6iCtfuOA3DeKKWZN2Xa8ETCXIbs/DL25Ze123k9XsvyXe0feM9M8+/zPoq1J9LI//TpLvJKqhiSGM2NUwdzy/QhnNE3nsLyan72ztbTzuP1Wu556UsOFVYwNCmGX159JsaYdhuniIiIiISuVgXexpjHgUuAudbauqvNh31ft5zylK04e8GbxVpbAGwH0hp4vNJaW+S/Ac2vmCQh54MtOVgL4wb2pG+CimM1JS4qnAmDegHwaTumm284UEBRRQ1xUWGc2Y49wicN6UVkmIucokp25pYAcKSwgj99thuA71+YSUSYizC3i4euHIMx8MYXB09LTX/ik518uv0okWEufn/jBOJU+V5ERERE2klL24kZX9B9BTDPWrvnlEOygUPAqS3G0oG9LbhOLDCcE4G8SKt94Eszv1Bp5s3m3+f9WSPp5mVVNSetMDfFn2Y+fXhiu6ZvR4W7mTK0N3BiD/mvP8qiotrLpMG9OH/UiXkfN7AnN581GIAfvbmJimpP7dh+vdBJS//p5aMZ2Te+3cYnIiIiItLSd79PADcBNwDFxphU360HgHXehT8C3G2MudoYk2aMeRDIBJ72n8QYs8gYc1ed7//PGDPbGDPEGDMdeAPwAH9v06uTkFdQVsWK3c7e37oBmDTO3897+a58qj2ndwL828p9jPvfj/jq06soqqhu1jk/2+lPM09uv4H6+HuCL92Zx9bDRbyy1knE+cHFI09LF//O+RmkxEWyJ6+U3y/exZHCCv7jH19gLVw3aSDXTBrY7uMTERERkdDW0sB7Ac6e6sU4q9H+23X+A6y1j+HswX4UWA/MB8611u6qc57hQN1NngNwguws4GUgHzjLWtv+1Z0kpHy4JQeP15KZGseQpJimnyAAjO6XQK/ocEoqa/hiX0Ht/dZafrNwBz94YyNVHi9Ld+Zx3R8/J7fo9FZefjUeLw+8tYVVe44BMDOt/fZ3+53tO+fnu/N58O0tWAsXn9m3NmW+rviocP7n0lEA/GHxLm59djX5pVWM7BvP/142qt3HJiIiIiLSon4+1tpmVRqy1j4MPNzI40NO+f76Bg4VaRFrLTtyS1i4NYdFW3NZ5yuqduHovkEeWdfichlmjEjmrfWHWLL9KFOG9sbjtfz3Pzfx4sp9ANx01iDe35TD1sNFXPnkcp6/dQrDkmNPOs+x0iru+ts6lvt6gt97bnpAPgA5o288iTER5JdWsXxXPuFuw/fOz2zw+IvGpDI3I5lPso6y5XARcZFhPHnjBKLC1TZMRERERNqf+uRIt7A3v5Sf/Gszsx75hPMeXcIv389i7d7jWAtjByRw3WSlD7fUrBEn+nlXVHu488V1vLhyH8bAg5eN4qeXj+H1BdMZkhjNgePlXP2HFazff2J1fPOhQi793VKW78onOsLNH26awN3zG+sq2Houl2F6nZX0m6cNYVBidIPHG2N44LLR9PAF2o9cM1YZESIiIiISMKYlxZE6K2NMPFBYWFhIfLyKIoWayhoPs375CTlFTm/miDAX04cnMn9kH+ZnptCvpyqZt0ZOUQVTH1qEMTBhUC/W7j1OhNvFY9eP46IxJzII8koq+fozq9l4sJDoCDdP3jSRgrIqvvfaBiqqvQxOjOZPX51ERmpcQMf78pr93PfqBuKjwlhy31x6Rkc0+ZxNBwspKq8+KWgXEREREWmOoqIiEhISABJ83bYapMBburxX1x7gu6+sp098JA9cNpoZaUnERLZoF4U04ILHlrDtiNOtLy4yjD/dPIlpwxNPO66ksoYFL6zlsx15uF0Gj9f5vTIrPZnfXT+ehOjAt+aqrPHwfx9kMTs9pV37hIuIiIiI1KclgbdSzaVLs9byzDKnq93Xpg/h/FGpCrrb0ZyMFACS4yJ56VvT6g26AWIjw3j6a5O5bFy/2qD79tnDeeaWyR0SdANEhrn54cVnKOgWERERkU5HEYp0aWv2HmfzoSKiwl18ZfKgYA+n21kweziJMRFcdGZf+jeRsh8R5uLRa8dxdloSqfFRtS3JRERERERCnQJv6dL8q91XjO9Pr5im9/RKyyREh3PbrGHNPt7lMlyrPtgiIiIiIidRqrl0WQcLyvlgcw7gpJmLiIiIiIh0Rgq8pct6fkU2Hq9l+vBEMlNVVE9ERERERDonBd7SJZVV1fCPVfsB+PrZQ4M8GhERERERkYYp8BYqqj20R1s5r9dSXuVphxE17Y0vDlJYXs2g3tHMy0zpkGuKiIiIiIi0hgLvELf/WBnjH/iIS363lB05xW061/de28C4Bz7k89357TS6+llreXZZNuDs7Xa7TECvJyIiIiIi0hYKvEPc8l15lFd72HyoiEt+t5Rnl+3B62356vfavcd4Ze0BKmu8/Ner6ymtrAnAaB3LduazI7eEmAg310waELDriIiIiIiItAcF3iFu2xFnlTsuMozKGi8/eWsLtzy7mpyiimafw1rLz97ZWvv9/mPl/PL9be0+Vj9/C7FrJg0kPio8YNcRERERERFpDwq8Q1yWL/D+8SVn8MBlo4gMc7Fk+1HOf2wJ72863KxzvLfpCOv2FdAj3M2j140F4LkVewOScp6dV8rHWbkYoxZiIiIiIiLSNSjwDnH+wDsjNY6bpw3hnbtnMLp/PAVl1dz+wjp++MbGRlPPq2q8/MK31a28WQAAFYpJREFUuv3vs4ZxxfgB3DB1EAD3vbqBsqr2TTl/dnk21sLcjBSGJsW067lFREREREQCQYF3CMsrqSS/tApjIL1PHABpKXG8vuBs7pgzHGPgxZX7ePCdLQ1WPX/h873szS8jOS6Sf581DID7L8ykf88e7DtWxi/fz2q38RZVVPPq2gMAfP3sIe12XhERERERkUBS4B3C/Kvdg3tH0yPCXXt/RJiL+y7I5LHrxgHwzLJs/vDp7tOeX1hWzW8/3gHAveemExMZBkBcVDgPXzUGcFaoV7ZTyvlfV+ylpLKG9D6xzEhLapdzioiIiIiIBJoC7xC2rU6aeX0uG9efH108EoBfvL+NV9bsP+nxJxbvpKCsmvQ+sVwz8eTq4jNHJPOVKQMBuO+1DW3u711e5eEvS52ianfMScMYtRATEREREZGuQYF3CMs6UgRARp/6A2+Ab84cxrdmOynk3399Ix9vywGc/t/+Xtr3XzSSMPfpP0o/uGgk/RKi2JtfxiMftC3l/OU1+8kvrWJg7x5ccmbfNp1LRERERESkIynwDmFZOSUAZKTGN3rc9y/I5KoJA/B4LXe8uI61e4/zyAdZVHm8nJ2WyJz05HqfFxcVzs+vOhOAZ5bvYe3eY60aZ7XHy5+WOKnu35o1vN4gX0REREREpLNSBBOivF7LjpzGU839jDE8fNUY5mYkU1Ht5Za/rOJf6w9hjLOq3Vja9+z0ZK6eOABr4cnFu1o11n9+eYiDBeUkx0Vy9Skp7SIiIiIiIp2dAu8Qtf94GWVVHiLCXAxJjG7y+HC3iydunMC4gT0prnRahF05fgCj+iU0+dw75gwHYNG2XPYfK2vROL1ey5OLdwLwjRlDiQp3N/EMERERERGRzkWBd4jyF1ZLS45tdup2dEQYz9wymczUOHrHRPCd89Kb9bxhybHMHJGEtfC3VftaNM4Ptxxh19FS4qPCuNHXH1xERERERKQrUeAdorb7Au/MJtLMT9UrJoK3vj2D5d+fR7+ePZr9vJvOGgzAS6v3U1nTvArn1lqe+MRJT//a9CHERYW3aKwiIiIiIiKdgQLvELWtmfu76xPudrU45Xt+Zgr9EqI4VlrFexuPNOs5S3fmsfFgIVHhLm6ZPqTF4xQREREREekMFHiHqCzfind6KwLv1ghzu7jBlyr+/IrsZj3niU+cvd1fmTKIxNjIAI1MREREREQksBR4h6DKGg978kqBlqeat8W1kwcS7jas21fApoOFjR67du9xPt99jHC34baZwzpohCIiIiIiIu1PgXcI2pVbisdriY8KIzU+qsOumxIXxQWj+wLw4sq9jR7rr2R++bj+LdpLLiIiIiIi0tko8A5BWTlFAGSmxjfagzsQvuorsvbmF4coLK+u95iPtuSwcGsuxsDtvlZkIiIiIiIiXZUC7xC0rXZ/d2yHX3vykF5kpsZRXu3htbUHTnt84ZYc7nhxLQDXTx7I8OSOH6OIiIiIiEh7UuAdgvytxDJS4zv82saY2tZiL3y+F2tt7WOLtuaw4MW1VHssF5/ZlwcvG93h4xMREREREWlvCrxDUFYre3i3l8vH9yc2MozdeaUs35UPwMfbcljwwjon6B7Tl99cN44wt348RURERESk61NkE2IKy6s5VFgBQHpKcALv2MgwrpzQH3Bai32yLZfb/7qOKo+Xi8ak8tj1CrpFRERERKT7UHQTYrbnOKvdfROiSIgOD9o4/OnmH23J4Vt/XUuVx8uFo1P5zfXjCVfQLSIiIiIi3YginBCTVbu/Ozir3X7pfeI4a1hvvJbaoPu3X1HQLSIiIiIi3U+LohxjzP3GmNXGmGJjTK4x5k1jTEY9x00zxnxsjCk1xhQZY5YYYxptxmyMudMYk22MqTDGrDTGTGnpi5GmdZbAG+D22U6rsIvH9FXQLSIiIiIi3VZYC4+fDTwBrPY99yHgQ2PMGdbaUnCCbuB94OfAt4EaYCzgbeikxpjrgF8DtwMrgXuAD4wxGdba3BaOURpRG3j3CX7gPScjhQ0/OY+4yLAO7ycuIiIiIiLSUVoUeFtrL6j7vTHmFiAXmAgs8d39KPBba+3DdQ7NauLU9wJ/ttY+4zvv7cDFwK3Aw409UZrPWsu2I0VA51jxBoiPCt4+cxERERERkY7Q1tzeBN/XYwDGmBRgKpBrjFlujMkxxnxqjJnR0AmMMRE4gftC/33WWq/v+2kNPCfSGBPvvwGdI4pswuZDhfzozY38fvHOoFw/p6iSoooa3C7D8OTYoIxBREREREQk1LQ68DbGuIDHgGXW2k2+u4f5vv4E+DNwAbAOWGSMGdHAqZIAN5Bzyv05QGoDz7kfKKxzO9CKl9Dh9uWX8cLn+3h1TXCG61/tHpIYTVS4OyhjEBERERERCTVtWfF+AhgNXF/P+f5orX3GWvuFtfY/cVLNb23DtU71c5zVdv9tQDueO2DOHpFEmMuwO6+UffllHX59//7uzNT4Dr+2iIiIiIhIqGpV4G2MeRy4BJhrra27fHvY93XLKU/ZCgxq4HR5gAfoc8r9fYAj9T3BWltprS3y34Dilow/WOKjwpkwuBcAn27v+JpxWTmdp6K5iIiIiIhIqGhpOzHjC7qvAOZZa/ecckg2cAg4tcVYOrC3vnNaa6uAtcD8Otdx+b5f0ZLxdQVzMpIBWJx1tMOv3ZlaiYmIiIiIiISKlq54PwHcBNwAFBtjUn23HgDWWgs8AtxtjLnaGJNmjHkQyASe9p/EGLPIGHNXnfP+GrjNGPM1Y8xI4EkgBnim1a+sk5qTngLA8l35VFR7Ouy6NR4vO3JLgM7RSkxERERERCRUtLSP9wLf18Wn3P914FkAa+1jxpgonLZivYH1wLnW2l11jh+OU1QN33NeMsYkAw/gFFT7ErjAWntqwbUub2TfOFLiIsktrmR19jFmjkjukOtm55dRVeOlR7ibQb2jO+SaIiIiIiIi0vI+3qaZxz1MI/23rbVD6rnvceDxloynKzLGMDs9mVfWHmBx1tEOC7z9aebpfWJxuZo1jSIiIiIiItIO2trHW1phToaTbr44q+MKrC3a6iQPjO6f0MSRIiIiIiIi0p4UeAfBjBFJuF2GXUdL2X8s8G3F8ksqeXuDU3D+2kkDA349EREREREROUGBdxAk9AhnwqCeAHy6PfDVzV9ec4Aqj5czByQwdmDPgF9PRERERERETlDgHSQn0s0bD7y3Hi5i2c68Vl/H47W8uNLp5HbTWYNbfR4RERERERFpHQXeQTI73SmqtnxXHpU19bcVO1hQzpW/X86NT63koXe34vXaFl/n0+25HDheTkKPcP5tbL82jVlERERERERaToF3kIzqF09yXCRlVR7WZB+v95iH3t1Kua/X95+W7OY7r6yn2uNt0XX+usJZ7b520gCiwt1tG7SIiIiIiIi0mALvIDHGMMvXSqy+6uYrduXzzobDuAx8e14abpfhjS8O8o3n1lBaWdOsa+zLL2Oxbw/5jVOVZi4iIiIiIhIMCryDaE6GP/A+eZ93jcfL/761GYAbpg7iO+dl8NTXJtEj3M2S7Ue54c+fk19S2eT5X1y5F2thVnoyQ5Ji2v8FiIiIiIiISJMUeAfRzBFJuAzsyC3hYEF57f1/X7WPbUeKSegRznfOzQBgbkYKf7ttKr2iw1l/oJCr/7Ci0VZkFdUeXlqzH4CbVVRNREREREQkaBR4B1HP6AjGD+oFwKe+Ve/jpVX834fbAfjueen0iomoPX78oF68umA6/Xv2YE9eKVc+uZwv9xfUe+53NhymoKya/j17MDczJcCvRERERERERBqiwDvI5qSfvM/7Vx9lUVheTWZqHF+ZMui044cnx/L6HdPJTI3jaHEl1/5xBS/7Vrbrev5zp6jaDVMH4XaZAL4CERERERERaYwC7yDz9/NetjOP9fsL+NvKfQD85N9GEeauf3r6xEfxyu3TOPeMPlTVeLnv1Q385F+bayuebzhQwPr9BUS4XVw3eWDHvBARERERERGplwLvIBvVL56k2AhKqzzc9vwavBYuObMvZw1LbPR5cVHh/PGmidxzzggAnl2ezU1PrSSvpJIXfKvdF41JJSk2MuCvQURERERERBqmwDvIXK4TbcVyiyuJCnfxg4tGNvu595yTzp9vnkRsZBgr9xzj3363lH+tPwTAV6epqJqIiIiIiEiwKfDuBGb72ooB3DknjX49e7To+eee0Yc37zybYUkxHCqsoKLay8i+8UzwFW4TERERERGR4FHg3QnMSU8hKTaCjD5x3DZrWKvOkZYSy5t3nc05I1NwGfj2vDSMUVE1ERERERGRYDPW2mCPoc2MMfFAYWFhIfHx8cEeTquUV3kwBqLC3W0+V0llDbGRYe0wKhEREREREalPUVERCQkJAAnW2qLGjlV01kn0iGh7wO2noFtERERERKTzUKq5iIiIiIiISAAp8BYREREREREJIAXeIiIiIiIiIgGkwFtEREREREQkgBR4i4iIiIiIiASQAm8RERERERGRAFLgLSIiIiIiIhJACrxFREREREREAkiBt4iIiIiIiEgAKfAWERERERERCSAF3iIiIiIiIiIBpMBbREREREREJIAUeIuIiIiIiIgEUFiwB9CeioqKgj0EERERERERCQEtiT+NtTaAQ+kYxpj+wIFgj0NERERERERCzgBr7cHGDugugbcB+gHFbTxVHE4AP6AdziWdm+Y6tGi+Q4fmOrRovkOH5jq0aL5DR3eY6zjgkG0isO4Wqea+F9noJwzN4cTvABRba5W33o1prkOL5jt0aK5Di+Y7dGiuQ4vmO3R0k7lu1rhVXE1EREREREQkgBR4i4iIiIiIiASQAu+TVQL/6/sq3ZvmOrRovkOH5jq0aL5Dh+Y6tGi+Q0fIzHW3KK4mIiIiIiIi0llpxVtEREREREQkgBR4i4iIiIiIiASQAm8RERERERGRAFLgLSIiIiIiIhJACrxFREREREREAkiBdx3GmDuNMdnGmApjzEpjzJRgj0naxhhzvzFmtTGm2BiTa4x50xiTccoxUcaYJ4wx+caYEmPMa8aYPsEas7QPY8z3jTHWGPNYnfs0192IMaa/MeYF33yWG2M2GmMm1XncGGMeMMYc9j2+0BgzIphjlpYzxriNMQ8aY/b45nGXMebHxhhT5xjNdRdljJlljHnLGHPI9zv78lMeb3JujTG9jTEvGmOKjDEFxpinjTGxHftKpCmNzbUxJtwY8wvf7/FS3zHPG2P6nXIOzXUX0NS/61OO/YPvmHtOub/bzbUCbx9jzHXAr3H6yE0A1gMfGGNSgjowaavZwBPAWcC5QDjwoTEmps4xjwKXAtf4ju8HvN7B45R2ZIyZDHwL2HDKQ5rrbsIY0wtYBlQDFwJnAN8Bjtc57D7gbuB2YCpQivN7PapjRytt9D1gAXAXMNL3/X3At+sco7nuumJw3nPd2cDjzZnbF4FROP/PXwLMAv4UqAFLqzU219E4778f9H29EsgA/nXKcZrrrqGpf9cAGGOuwHmPfqieh7vfXFtrdXN6ma8EHq/zvQs4CHw/2GPTrV3nORmwwCzf9wlAFXB1nWMyfcecFezx6taqOY4FtgPnAIuBxzTX3e8GPAx81sjjBjgMfLfOfQlABXB9sMevW4vm+m3g6VPuew14QXPdvW6+38eX1/m+ybnF+TDGApPqHHMB4AX6Bfs16da8uW7gmMm+4wZprrvuraG5BvoDB3CC62zgnjqPdcu51oo3YIyJACYCC/33WWu9vu+nBWtcEhAJvq/HfF8n4qyC1537bcA+NPdd1RPAO9bahafcr7nuXv4NWGOMecW3jeQLY8xtdR4fCqRy8nwX4nzIqvnuWpYD840x6QDGmLHADOA93+Oa6+6rOXM7DSiw1q6p87yFOG/Qp3bQOCUwEnCCrwLf95rrbsIY4wL+Cjxird1czyHdcq7Dgj2ATiIJcAM5p9yfg7MiJt2A7x/5Y8Aya+0m392pQJW1tuCUw3N8j0kXYoy5HidFbXI9D2uuu5dhOOnHvwYewpnz3xpjqqy1z3FiTuv7va757loeBuKBbcYYD87/1z+01r7oe1xz3X01Z25Tgdy6D1pra4wxx9D8d1m+rQS/AP5urS3y3a257j6+B9QAv23g8W451wq8JZQ8AYzGWSmRbsYYMxD4DXCutbYi2OORgHMBa6y1P/B9/4UxZjTOPtDngjcsCYBrgRuBG4DNwDjgMWPMId+HLCLSjRhjwoGXcbYaLAjycKSdGWMmAv8BTLC+HPJQoVRzRx7gAU6tbtwHONLxw5H2Zox5HKcww1xr7YE6Dx0BIowxPU95iua+65kIpADrjDE1xpganAJqd/v+nIPmujs5DGw55b6twCDfn/1zqt/rXd8jwMPW2n9Yazdaa/+KUyjxft/jmuvuqzlzewTnd38tY0wY0BvNf5dTJ+gejPNBelGdhzXX3cNMnHncV+f92mDgV8aYbN8x3XKuFXgD1toqYC0w33+fLy15PrAiWOOStvO1IXkcuAKYZ63dc8oha3GqIted+wycN++a+65lETAGZzXMf1uDUxXT/2fNdfexDKfibV3pwF7fn/fg/Odcd77jcfaGab67lmicfX11eTjxHkZz3X01Z25XAD19q2h+83B+PlZ20DilHdQJukcA51hr8085RHPdPfwVOJOT368dwvmQ9XzfMd1yrpVqfsKvgeeMMWuAVcA9OKXwnwnqqKStnsBJT7wMKDbG+PeFFFpry621hcaYp4Ff+/aNFAG/A1ZYaz8PzpClNay1xcCmuvcZY0qBfP+efs11t/IosNwY8wOcN2pTgH/33bDW+nu4/8gYswPnDfyDOP+5vxmcIUsrvQX80BizDyfVfDxwL/AX0Fx3db6+vGl17hpqjBkHHLPW7mtqbq21W40x7wN/NsbcjlNE83HgH9ba+loUSZA0Ntc4WUyv4tRpuQRw13nPdsxaW6W57jqa+ncN5J9yfDVwxFqbBd3433Wwy6p3phtOj9C9QCXOpylTgz0m3do8p7aB2y11jonCCdCP4fQHfR1IDfbYdWuX+V+Mr52Y5rr73XDenG3EaS20FbjtlMcN8ADOilkFTkXU9GCPW7cWz3McTmHMvUA5sAv4KRChue76N2BOA/9PP9vcucVJP/0bUAwU4nwoExvs16Zb8+caGNLIe7Y5muuudWvq33U9x2dTp51Yd51r43thIiIiIiIiIhIA2uMtIiIiIiIiEkAKvEVEREREREQCSIG3iIiIiIiISAAp8BYREREREREJIAXeIiIiIiIiIgGkwFtEREREREQkgBR4i4iIiIiIiASQAm8RERERERGRAFLgLSIiIiIiIhJACrxFREREREREAkiBt4iIiIiIiEgA/T/D/uGKorPP6wAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "NCpB6h-NaJ-i", "outputId": "015dc706-560e-40e0-96e5-2aec6b09c7ae" }, "source": [ "#plotting using plotly #521\r\n", "import plotly.express as px\r\n", "import plotly.graph_objects as go\r\n", "import seaborn as sns\r\n", "y=fc_series\r\n", "x=[2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,\r\n", " 2035,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046]\r\n", "\r\n", "#Plotting annual temp readings- Line plot\r\n", "\r\n", "fig_5 = px.scatter(x=x, y=y[:28],trendline='lowess')\r\n", "# Edit the layout\r\n", "fig_5.update_layout(title='forecasted values for OCT-DEC Temperature()',\r\n", " xaxis_title='Years',\r\n", " yaxis_title='Temperature (degree celsius)')\r\n", "fig_5.show()" ], "execution_count": 131, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", " \n", " \n", " \n", "
\n", " \n", "
\n", "\n", "" ] }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FCHg4M04aKN3", "outputId": "3dcbb24f-748e-4a1f-a282-5fa917c23bed" }, "source": [ "# evaluate forecasts\r\n", "# Accuracy metrics\r\n", "def forecast_accuracy(forecast, actual):\r\n", " mape = np.mean(np.abs(forecast - actual)/np.abs(actual)) # MAPE\r\n", " me = np.mean(forecast - actual) # ME\r\n", " mae = np.mean(np.abs(forecast - actual)) # MAE\r\n", " mpe = np.mean((forecast - actual)/actual) # MPE\r\n", " rmse = np.mean((forecast - actual)**2)**.5 # RMSE\r\n", " corr = np.corrcoef(forecast, actual)[0,1] # corr\r\n", " mins = np.amin(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " maxs = np.amax(np.hstack([forecast[:,None], \r\n", " actual[:,None]]), axis=1)\r\n", " minmax = 1 - np.mean(mins/maxs) # minmax\r\n", " acf1 = acf(fc-test)[1] # ACF1\r\n", " return({'mape':mape, 'me':me, 'mae': mae, \r\n", " 'mpe': mpe, 'rmse':rmse, 'acf1':acf1, \r\n", " 'corr':corr, 'minmax':minmax})\r\n", "\r\n", "forecast_accuracy(fc, test.values)" ], "execution_count": 121, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'acf1': 0.6855144110996123,\n", " 'corr': 0.8268709339091787,\n", " 'mae': 0.10379754862316933,\n", " 'mape': 0.0036989179724732503,\n", " 'me': 0.0036583115354427978,\n", " 'minmax': 0.003689921325245038,\n", " 'mpe': 0.00015390904015119515,\n", " 'rmse': 0.13009749921160044}" ] }, "metadata": { "tags": [] }, "execution_count": 121 } ] } ] }