{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 时间序列处理与应用" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 介绍" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "一般情况下,在进行数据分析时,几乎都会遇到与时间序列相关的任务。例如:某企业的某项指标在第二天或者每周,又或每月等会发生什么;某款应用每天的下载量是多少等等。在本节实验中,将使用不同的方法来处理这些与时间序列相关的任务。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在本节中,还会介绍如何使用 Python 中的时间序列处理工具,可以使用哪些方法和模型进行预测,什么是双指数和三指数拟合,如果遇到非平稳的数据该怎么办,如何建立 SARIMA 模型,如何使用 XGBoost 进行预测等。此外,本次实验也会将这些算法应用在来自实际采集的数据中。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 知识点" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 时间序列\n", "- SARIMA\n", "- 线性回归\n", "- XGBoost\n", "- Prophet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 时间序列数据介绍" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "让我们先从时间序列的简单 [ 定义](https://en.wikipedia.org/wiki/Time_series) 开始。一般情况下,时间序列可以定义如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ">时间序列指的是同一个统计指标的数值按其发生的时间先后顺序排列而构成的一组数列。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "因此,时间序列数据通常是与时间相关的序列数据,并且与随机样本数据相比,时间序列可能会包含了一些有用的历史信息。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在本次实验中,主要使用 Statsmodels 这个库来对序列进行处理,该库拥有许多的统计函数,也包括处理时间序列的函数。对于从 R 语言转到 Python 的人来说,Statsmodels 肯定会更加熟悉,因为它支持 `Wage~Egex + Education` 等模型定义。先导入一些实验所需要的库。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "from itertools import product\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import scipy.stats as scs\n", "import seaborn as sns\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf # 统计与计量\n", "import statsmodels.tsa.api as smt\n", "from dateutil.relativedelta import relativedelta\n", "from scipy import stats\n", "from scipy.optimize import minimize # 优化函数\n", "from tqdm import tqdm_notebook\n", "\n", "sns.set()\n", "%matplotlib inline\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了直观地理解时间序列。通过举个例子来进行说明,这里有一份真实的手机游戏数据,记录的是用户每小时观看的广告和每天游戏货币的支出,先导入数据集。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((216, 1), (300, 1))" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ads = pd.read_csv(\"../data/ads.csv\", index_col=[\"Time\"], parse_dates=[\"Time\"])\n", "currency = pd.read_csv(\"../data/currency.csv\", index_col=[\"Time\"], parse_dates=[\"Time\"])\n", "ads.shape, currency.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了便于观察,画出广告数据的图形。" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 4))\n", "plt.plot(ads.Ads.values)\n", "plt.title(\"Ads watched (hourly data)\")\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "同样的方法,画出游戏币支出的图形。" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 4))\n", "plt.plot(currency.GEMS_GEMS_SPENT)\n", "plt.title(\"In-game currency spent (daily data)\")\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 预测质量评价指标" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在开始预测之前,先来理解怎么样去评估模型预测结果的好坏。常用的评价指标如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ R 平方](http://scikit-learn.org/stable/modules/model_evaluation.html#r2-score-the-coefficient-of-determination): 可决系数,取值范围为 $[0, +\\infty)$ ,其值越大,表示拟合效果越好 调用接口为 `sklearn.metrics.r2_score`,计算公式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$R^2 = 1 - \\frac{SS_{res}}{SS_{tot}}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ 平均绝对误差](http://scikit-learn.org/stable/modules/model_evaluation.html#mean-absolute-error): 即所有单个观测值与算术平均值的偏差的绝对值的平均。这是一个可解释的指标,因为它与初始系列具有相同的计量单位。取值范围为 $[0, +\\infty)$ ,调用接口为 `sklearn.metrics.mean_absolute_error` ,计算公式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MAE = \\frac{\\sum\\limits_{i=1}^{n} |y_i - \\hat{y}_i|}{n}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ 中值绝对误差](http://scikit-learn.org/stable/modules/model_evaluation.html#median-absolute-error): 与平均绝对误差类似,即所有单个观测值与算术平均值的偏差的绝对值的中值。而且它对异常值是不敏感。取值范围为 $[0, +\\infty)$ ,调用接口为 `sklearn.metrics.median_absolute_error` ,计算公式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MedAE = median(|y_1 - \\hat{y}_1|, ... , |y_n - \\hat{y}_n|)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ 均方差](http://scikit-learn.org/stable/modules/model_evaluation.html#mean-squared-error):最常用的度量标准,对大偏差给予较高的惩罚,反之亦然,取值范围为 $[0, +\\infty)$ ,调用接口为 `sklearn.metrics.mean_squared_error` ,计算公式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MSE = \\frac{1}{n}\\sum\\limits_{i=1}^{n} (y_i - \\hat{y}_i)^2$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ 均方对数误差](http://scikit-learn.org/stable/modules/model_evaluation.html#mean-squared-logarithmic-error): 这个与均方差类似,通过对均方差取对数而得到。因此,该评价指标也更重视小偏差。这指标通常用在呈指数趋势的数据。取值范围为 $[0, +\\infty)$ ,调用接口为 `sklearn.metrics.mean_squared_log_error` ,计算公式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MSLE = \\frac{1}{n}\\sum\\limits_{i=1}^{n} (log(1+y_i) - log(1+\\hat{y}_i))^2$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "平均绝对百分比误差:这与 MAE 相同,但是是以百分比计算的。取值范围为 $[0, +\\infty)$ ,计算公式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MAPE = \\frac{100}{n}\\sum\\limits_{i=1}^{n} \\frac{|y_i - \\hat{y}_i|}{y_i}$$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "平均绝对百分比误差的实现如下:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def mean_absolute_percentage_error(y_true, y_pred):\n", " return np.mean(np.abs((y_true - y_pred) / y_true)) * 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "导入上述的评价指标" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import (mean_absolute_error, mean_squared_error,\n", " mean_squared_log_error, median_absolute_error,\n", " r2_score)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在我们知道了如何评价模型预测的质量,那在实际应用中该如何选择呢?先来构建模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 平移、平滑、评估" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "一般情况下,处理时间序列的核心任务就是根据历史数据来对未来进行预测。这可以通过许多模型来完成。先来介绍一个最老也是最简单的模型:移动平均。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在移动平均中,假设 $\\hat{y}_{t}$ 仅仅依赖 $k$ 个最相近的值,对这 $k$ 个值求平均值得到 $\\hat{y}_{t}$ 。公式如下式所示:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat{y}_{t} = \\frac{1}{k} \\displaystyle\\sum^{k}_{n=1} y_{t-n}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义一个函数来实现移动平均。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "116805.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def moving_average(series, n):\n", " \"\"\"通过移动平均,计算最新的值\n", " \"\"\"\n", " return np.average(series[-n:])\n", "\n", "\n", "moving_average(ads, 24) # 预测最新的观察值" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "很明显,这种方法不能预测未来很久的数据。因为,为了预测下一个的值,就需要实际观察到之前的值。但这种方法可以对原始数据进行平滑。在进行平滑时,窗口越宽,也就是 k 的值越大,趋势越平滑。对于波动非常大的数据,这种处理可以使其更易于分析。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas 提供了一个移动平滑的接口 `DataFrame.rolling(window).mean()`。为了方便,这里直接使用该接口来进行实验。先来定义一个能够画出移动平滑结果的函数。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def plotMovingAverage(\n", " series, window, plot_intervals=False, scale=1.96, plot_anomalies=False\n", "):\n", " \"\"\"\n", " series - 时间序列\n", " window - 滑动窗口尺寸 \n", " plot_intervals -置信区间\n", " plot_anomalies - 显示异常值 \n", " \"\"\"\n", " rolling_mean = series.rolling(window=window).mean()\n", "\n", " plt.figure(figsize=(15, 4))\n", " plt.title(\"Moving average\\n window size = {}\".format(window))\n", " plt.plot(rolling_mean, \"g\", label=\"Rolling mean trend\")\n", "\n", " # 画出置信区间\n", " if plot_intervals:\n", " mae = mean_absolute_error(series[window:], rolling_mean[window:])\n", " deviation = np.std(series[window:] - rolling_mean[window:])\n", " lower_bond = rolling_mean - (mae + scale * deviation)\n", " upper_bond = rolling_mean + (mae + scale * deviation)\n", " plt.plot(upper_bond, \"r--\", label=\"Upper Bond / Lower Bond\")\n", " plt.plot(lower_bond, \"r--\")\n", "\n", " # 画出奇异值\n", " if plot_anomalies:\n", " anomalies = pd.DataFrame(index=series.index, columns=series.columns)\n", " anomalies[series < lower_bond] = series[series < lower_bond]\n", " anomalies[series > upper_bond] = series[series > upper_bond]\n", " plt.plot(anomalies, \"ro\", markersize=10)\n", "\n", " plt.plot(series[window:], label=\"Actual values\")\n", " plt.legend(loc=\"upper left\")\n", " plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "先来看平滑窗口为四个小时怎么样:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotMovingAverage(ads, 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在尝试平滑窗口为 12 个小时:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotMovingAverage(ads, 12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在平滑窗口取为 24 个小时,得到的是每天的趋势。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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bGwBYv34tv/717wCYOHEyY8aM7XLbadNOwmq1YbXaAJg9ey4AOTm5NDU1sWnTekpKivne974FgMfjZsKEiVitNu6++3d89NEHFBcXsXbtKsaPV+H9zp9/MgBjxozj888/7fE1TJ4c6MErLj5MWVkJP/vZHeHnnE5nu/0uDO53LE1NjQBs2rSBu+8OBIrnnHM+Dzzw2x6PJ4SIfj6fn9JqJ/vLGthf2kBtYyvfvXgyKbbjS9esqG2mqdmNKkwJL7MFg0BHiwSBQgghhp+YDQKjiV6v55Zb/pdvfesbvPTSc1x77Tfx+30d1vH7wevtXYECszlwQdR+GgS9Xo/P5+tukzCTydThsdHY8S3i9fo488yzuP32OwFobm7G6/VSWVnBrbd+j8suu5IFC04mLS2dvXu1dm0yt3st/h7bERcXFz5eXl4+Tz/9YvCxl7q62k771el07farw+fzh5fr9VLZT4ihrqzayR9e3EhTcyAosyWYcLV6eGvFAW48f1IPWx/bnuJ6AMYXJIeX2aQnUAghxDAm6aBRwmg08oMf3M7TTz9BTU01s2bN5aOPltHa2oLH42HJkreZNav/VS7nzJkfrr65f/8+DhzY36+58mbOnM3y5Z9RV1eL3+/nT3/6Pf/5z4vs3r2TgoIRXHXVtUyaNJnlyz/F5+v9ZOwGgwGvt/P6I0eOorGxkS1bNgHw3ntvc/fdvzzmvubMmceyZUsA+PzzT2hra+3DKxRCRKOPN5bQ0ubl2xdO4vffW8BDty1i8ewCVmwtp9TuOK597yluIMliIifNEl5mNhkwG/UyJlAIIcSwJD2BUWTBgpOZOnUajz/+L37601+xd6/Gt799A16vh3nzFnDZZVdht1f1a9833vht7r//Hr75zavJyysgPT0j3NvWF+PHT+Bb3/out932P/j9fsaNm8B1192I1+vlzTdf47rrrsDv9zNjxqxuxx12Zc6ceTz66D+x2WwdlpvNZn772wd46KEHaWtrw2Kx8qtf3XPMfd1xx0/47W9/zdtvv8nEiZOwWKx9fp1CiOjR5vaydkcls1Ump0zLDS+/6ORRrNhazquf7ef2K/o//ndPcT3jR6R0ujFmTTDhlCkiRAzx+/0UVzkozE6MdFOEEINM15vUvCFoFHCwpsYRTgsEqKg4TE7OyIg1qitGoz48RcRgWrZsCbm5eUyfPoOKigpuvfVmXnnlLfT62O0MrqoqJitrRKSbEZMyMxOx25si3YyYNBTP/ZqdFfz77Z38+OoZTB6V1uG599cc5tXP9nPnNTOZNDK1z/uuaWjhzkdWcc3i8Zw9t+Pnwa+f+JKM5Hhuu3z6cbU/ZCie++FCzn3vfLiumJc+3stvvz2P/Exbzxv0gpz7yJFzHznRcu71eh3p6TaA0cCh9s9JT2CMGDlyFH/84+/x+bzodHruvPMXMR0ACiGGjpVby0lPimdiF0HeWXMK+GRjCf/5dB93fXMO+j6mue8pCYwHnDAipdNztgSjFIYRMaO5xc3bXxwEoN7RRn5mhBskhBhUEgTGiIkTJ/PEE89FuhlCCNEn1Q0udh2q46uLRncZ4JmMBr5+6hgef3cXX+6qZMHknD7tf29xPQlxBkZkde71sCWYKK12drGVEMPPu6sP42wJpD83t0oatBDDnXQFCSGEiFqrtlUAcMq07oO7BVNyKMyy8cbnB3D3Mb1+T0kDY/OT0es7B5i2BJMUhhExobrBxUfrS8Ip1U7pARdi2JMgUAghRFTy+f2s3FbOxJGpZCQndLueXqfjklPHUN3QwrYDNb3ef1NzG2XVTlQXqaBwpDDMMB07L0TYG8sPoNPBdedMAMDVIj2BQgx3EgQKIYSIStrhOqobWvjK9Nwe1502Jg1bgokvd1X2ev97SxoAGF/QTRAYb8Ln9+Nq7f10N0IMNYcqGlmzo5Kz54wgJ82CQa8Lp4UKIYYvCQKFEEJEpRXbykmIMzJrQs8VKgx6PXMmZrF5XzWtbb0L2vYU12M06Bmdm9Tl86EJ46U4zODyeH3sKa6PdDNikt/v5z+f7MOWYOKCBSPR6XRY4o0yJlCIGNDrIFAplaSU2q6UGhV8vFAptUYptUMp9ZJSyhxcPkMptV4ptUcp9bhSyhhcXqiUWq6U2q2U+q9SyhZcnqKUek8ptSv4fE5wuVkp9Vxw+Ual1MQBf/VR4sCBfSxaNIfPPvv4mOuVlZXy+9/f2+/jLFrU/8nmQy6//GLKy8uOez9i6Nh+sIZDFY2RboaIMc0tbjZodhZMzsZsMvRqm/mTsmhz+9iyv7pX6+8prmdMXhImY9dfhaEg0CnjAgfVF9vKeeCFjZTaHZFuSszRiurZXVTPV08ZhSU+UCvQEmekWW58CDHs9SoIVErNB1YCE4KPk4A3gJs1TZsSXO3bwf+fB36oadoEQAd8N7j8n8A/NU2bCKwH7gou/x2wQtO0ScBjwEPB5bcBzuDy24Gn+/MCh4L33nubM844i//+941jrldRUU5packJapWIdQ6Xm0ff3sGfX9nCyx/tjXRzRIzZV9qI2+Nj7sSsXm8zviCFZJuZtTt7Tgl1tXooqnQwYURyt+tYEwIXxRIEDq7DlYHgb3eR9AaeaCu2lpEQZ+S0GXnhZZZ4k6SDChEDejtFxHeBHwChOQbOBlZrmrY1+PhWwKiUGgkkaJq2Jrj8aeAepdTjwKnAJe2Wfw78FLgw+BzAS8A/lFKm4PJfA2iatlwplamUKtQ0rajPr7ILX2wrZ+XW8oHYVSeLpudyyrSex7AAeDxuPvhgKf/4x2N8//s3UVpaQn5+AevWreXhh/+K3+8jJyeX3/zmdzz00IOUlZXypz/9gTPOWMyTT/6bhx/+NwD33Xc3M2fO5oILLubRR//Bhg3raGxsJCMjg3vv/T1paeldHNvDZZddxFNPvUBaWjqNjQ1cf/1VvP76u/z3v6+zdOkSWlpcmEwm7r77PgoLR4W3XbLkHTZt2sAvf3k3AD/84c3cdNPNzJo1h+eee5pPP/0Qr9fH/PkL+P73b6O52cndd/+SmppA0YabbvouixaddnwnWgyarfureer93Tia3aTYzDQ2y0WwOLEqa5sByMuw9nobvV7H3IlZfLapjOYWT7hnoytacT0+v7/L+QFDwumgEgQOqpKqQBCoFdWxeHZBhFsTO1ytHjZodk6elovJeKS33RpvlCBQiBjQqyBQ07TvACilQovGAQ6l1MvAROAL4EfATKB9ZFUOFAAZQKOmaZ6jlgPkhbbRNM2jlGoEMtsvP2qbXgeB6ekd532qqtJjDKb9GAw6+jincK8ZDLrwcXry+eefk5uby5gxozn11DN45503ufnm73PvvXfx0EP/YMIExT//+XeWLVvCHXf8hMcff5Sf/vTnbNiwHp3uyHF0Oh16vY7y8hKKiw/z+ONPo9frueeeu/jww6Vce+31AB3aZTSaWbz4bD7//GOuuOJqli//lNNPPwOvt40VKz7nkUceIz4+nn//+xHeeONVfvzjnwZfnx69Xtfp+AaDnnXrVrN3726eeup5dDodd999Fx99tBSfz0deXh5/+cvf2bNHY9myJZx++hkDedr7JTMzMdJNiDpvfLqXp97dycicRO757kI+WHuYFZvLBvxcybmPnKFw7htcbqzxRsaMTEPXhw/rcxeO5qP1JeyvbOLMOYWdni+vdvLaJ3v5ZH0RiRYT86fnY4k3dbkvc4I58IPBMGDnbCic+xPJ5/OH52LcV9pIRoatT7/vvpBz39GyNYdp8/i4+NSxHc5NanICtU31A3q+5NxHjpz7yIn2c9/fyeKNwLnAAgJB2RPAz4APgfa1tHWAj0Da6dE1tn3t1mmvu2107bbplZoaBz7fkV34fD48wTmkFkzO6fOkwn3h6eVcVe+++zaLF5+Dx+PjzDPP4p577uLUU88gMzOTMWPG4/H4uPnmHwCwceN6/H4/Ho8Pr9cX/hkCg7t9Pj+5uQX84Ae38+abb1BUdJht27aSm5sfXu/odp199nn87W9/5utfv5IPPljKzTffQlychd/85ncsW7aU4uIi1q5dxfjxKryt1+vD5/N3Or7X62Pt2rVs376Nb37zWgBaW1vIysrmwgu/yiOPPExVVRULFy7ihhu+3etzNJjs9qZINyHqLF19iPEFyfz46pmYjHqMOnA0t1FZ2djlXGr9kZmZKOc+QobKuT9c1kBWagLV1X0bJ5ZmMZKeFM/HXxYxLTjnGUBdUyuvfraPtTsrMej1nHZSPufNL8TZ1IKzqaXLfXl9gc+oCnvTgJyzoXLuTyR7vQtXq4cxeUkcKGtk6+7KPvX+9pac+86Wrj5IbrqFlHhDh3Nj0AWmTxmo8yXnPnLk3EdOtJx7vV7XqVMspL9BYAWwRtO0gwBKqf8APwSeAtrnQeYAZUAVkKyUMmia5g2uE6ouUhpcryRYRCYRqAFKguvtP2pfw0ZdXS2rV3/B7t27ePXVl/H7/TQ1NbJmzSrax8YOh4PmZmeHbY++U+rxBDpZd+/exd13/5Krr/4GZ5yxGINBf8w5riZNmkJTUyO7du2gqqqKqVOnU1lZwa23fo/LLruSBQtOJi0tnb17tU7Hb79frzdwfJ/Py5VXXsPVV18HQFNTEwaDAYvFwosvvsaaNav54ovlvPzy8zz//Kvo9VKgNpq0tnmpqGnm4lNGhYtl2BJM+AlMHpxoMUe2gSJmVNS6GF/Q/Xi97uh0OuZNyuKDdcU4XG5sCSaKqxz89dUtOFvcnDu3kHPnjSDZFtfjvgx6PZY4I06XpMYNllAq6OLZBRwo24lWXD8oQaDoqLK2mX0lDVxx+thO1xOBwjCB+TEHq1dWCBF5/b0C/wCYrZQaEXx8EbBB07TDQItS6pTg8uuB9zVNcwMrgKuCy28A3g/+vCT4mODzK4Lrh5crpRYBLQM1HjBaLF26hDlz5vHmm0t47bV3eP31d7nhhptYs2YV9fV1HDx4AIAXXniGt956HYPBiNcbKH2enJxCWVkpra2tNDY2sGXLJgA2b97AzJmzueSSyxkxopBVq1bi8x27x+3ss8/jj3+8n7PPPheA3bt3UlAwgquuupZJkyazfPmn+HwdS64nJ6dw+PBB/H4/ZWWl7Nu3D4BZs+aybNkSmpub8Xg8/PznP+Kzzz7m9ddf4YknHuXMM8/iRz/6GXV1dTidzk5tEZFVbHfgB0ZmH0lhsFlkXJQ4sdrcXmobW8hOs/Rr+3mTsvH6/GzQqth5qJYHXtgAwC+vn8OVZ47rVQAYYk0w4pRKiYOm2O5AB8wcn0GKzYxWVBfpJsWEldvK0elgwZTOGVHWeCNen582d+SzdYQQg6dfPYGaphUrpb4HvKOUigc2Az8OPn0t8FiwguhG4G/B5bcAzyilfkUghfSa4PK7gKeVUjuA+uD2AH8HHg0ubyUQUA4r77//Dt///g87LLv00it58cVnefDBv/G73/0Gj8dNXl4Bd911L253Gw5HE7/97V3cdddvWbjwFK6//kpyc/M46aSZACxefA6/+MWd3HBDIN5WalKPUzqce+4FPP74v7jnnt8DMHfuAt588zWuu+4K/H4/M2bM4sCB/R22mTNnHu+991+uueYyRo4cyfTpMwBYtOhU9u3bw80334jP52X+/JM5//yLwoVhbrjhKgwGAz/4wW0kJkZ3rnQsKqoMpC4UtgsCE4Pjopqa3eR2ri8UU/x+P61uL/Hm/iZRiN6oqnfhB7LTEvq1fWG2jezUBN5ddZh6Ryu56RZuv+Ik0pLi+7wvW4JJboAMopIqB5mpCcSbjajCVHYX1UkP1CDz+fys2l7BtDHppCZ2viGSECyo5GxxE2fu3fQsQoihp09XMpqmjWr383vAe12sswWY18Xyw8DpXSyvBb7axfIW4Jt9ad9Q8+yzr2A06juMjUtNTeXjj78A4IknnjtqCwvPPfef8KM77/xFl/t97LFnuly+cuX6Lpfn5OSyYsW6I0exWPjrX//Z5bqvvfZO+Of77vtjl+vceON3uPHG73RYZrXa+OMfH+pyfRE9iiqbsMYbSUs6cmEgFRKP2Ly3mn+9vYPffnseWan966USPausdQGQ08+eQJ1Ox9xJ2by76hCTRqbyg69PO2al0GOxJphwSHXcQf6OcSkAACAASURBVFNsdzIiMzBeRY1IYe3OSqrqXP3uBRY923W4jrqmVq5ePL7L563BQknNrR7STmTDhBAnlAzIEkKEHa50UJid2OEufKKkg4YdrGjC7fHx2aZhNTw56lTWBaaHyD6OQPv8+YXcdMEk/t+VJ/U7AATpCRxMrW4vVbXNFGQFg8DCwHQdWrHMFziYVm4rxxpvZMa4rlM7LHGBv5dmmSZCiGFNgkAhBAAer49Su6PDeEAI9IRAoFpcrKuuD/RQrdxWjtvj7WFt0V8Vtc0kWc0kxPU/eEuIM7Joei5Gw/F9zdniTTImcJCUVTvxAwXBnsCcNAtJVjO7ZVzgoGlucbNxj535k7M7zA3YXuimiQSBIhb4/X6cLW4qa5vxHaOQ4nAkA1uEEACU1zTj8fopzO5YSjjOZMBs0ktvCIFy9tZ4Iw6Xm3W7qzh5am7PG4k+q6ptJie1f+MBB5o1wYSr1YvH6zvugFJ0VBysDDoiK1ANVKfTMWFEClpRvYwLHCRfbK/A7fGxaHr3n12WdmMChRiOPF4fzy7T2F/aQG1jK63uwE3db184iVOmxc73esx9ox1rugQRO+R90FlXRWFCEmVcFBAIAmerTLLTLJISOogq6lxkRcmYsNCYWOkVGXglVQ7iTAYyUo4E/GpECnVNrdgbup67UfSfz+/nk42ljM1LYlROUrfrtR8TKMRwtGp7BSu3lpOZksCpJ+Vx5RnjAKhtjK3PnZgKAo1GM05nowQAMc7v9+N0NpKQ0PdKgcPZ4comzCZ9l8U4bAlmmmK8J9DV6qGx2U1mSgKnz8hjX2lDuCdDDBxXq4dGZ1u/i8IMNGtCoFdEesIHXondQUGmFX27Hr/wuEBJCR1wOw/WUlnbzJmzC465XkJcIE1UbnyI4cjt8fHOFwcZnZvE/14+nWvOGs958wsxm/Qxd+MjptJBU1Mzqauz43BEz6BzvV7f4zx+YuAZjWbGjRtNfX1s3fU5lqJKByMybej1nVOwbBYpjlEd7JnISrUwaWQqbyw/wKebSrnhXBXhlg0vA1EUZiBJddzB4ff7Ka5yMGdiVofleRlWbAkm9hTV85XpeRFq3fD08YYSkqxm5h51zo9m0OuJNxskCBTD0vItZdQ0tnLj+ZM6pJxb4owx956PqSDQYDCSkRFdub6ZmYnY7U2RbkZMMplMgASBEEgTKq5qYsHkzhMHQyAd1F7nOsGtii72YFGYzJR4bAkm5k3MYvWOCq44fSwJcUZcrR7+u/Ig+0obuPWy6SRbzRFu8dBUURsMAvs5R+BACwWBMj5qYNU1teJs8YSLwoTodTrUiBSpEDrAqupdbN1fw0Unj+rV2FZLvJFmec+LYabN7eXd1YeYMCKFyaNSOzwX+h6PJTGVDiqE6Fp1vQtXq7dTUZgQW4Ip5tNBq+pCQWAgODl9Vj6tbV7W7Khgg1bFrx5fy4friimqbOJfb23H45Ue/v6orHWhA7JSoiMIDI2Pkp7AgVViDxWF6fyZM74gmeqGFhqdUpF4oHy6sQS9XsfpM/N7tb4lzhRzqXFi+Pt0UykNjja+/pXRnQpPWeKNMfeej6meQCGGA4fLTVm1kwkjUgZsn0WVgQuyrorCQCAd1NXqiekKifaGQGXQUFAwJjeJwmwbL328D4/Xx4gsG7dcMpWqOhePvbuT1z7b3+1kzN0prXZir3cxY1zGYLyEE8rv9/Pu6sPUNbbg8wd6mw16HRefPIq0pO7H41bWNpOWFI/Z1HX5+hMt3BPoiq2Lg8EWGk9bkGnt9FzoRkttUwtJ0qN+3FrbvKzYUs6sCZmkJsb1ahtLvBFnjKXGieGtpc3De6sPM2VUKqowtdPzljhTzE2FJUGgEEPMsi+LWLLmMA/eckqvv9B7criyCb1O1+UFGQTSQQGcLjfJtoE55lBjr3d1qGKo0+m4YMFInl2qcdlpYzhrTgEGvZ6x+ckcKG/kg3XFjM5NYv7k7F4f49mluzlY3shfb12EJRhsDlXlNc28ufwACXFGzEY9er2OuqZWslMtnDe/sNvtKuuayYmSVFCAeLMBg14nPYEDrMTuJD0prsv3eUrwc62uqZVRXWeoiz5Ys7OC5lYPi3soCNOeNd6IXcbMiyHstc/243C5yc+wkpdhZXdRHQ6Xm0tOHdPl+pZ4Y3hMeqyQIFCIIaakyoHfD5v22jlzVu+/1I+lqNJBXoal28mDwxPGx3IQWOdixFE9pfMmZTN3YlantJKrzhzH4comnnp/F/mZ1k7jnrpSVu1kb0kDAOs1O6eeNLSLYoTS/X76jZnhHuY7Hl4ZXt4Vv99PRa2LBVN6HzgPNp1OhzVBCiMNtJIqR7d/F6ntgkBxfPx+Px9vKGFElo3xBcm93s4SZ6S5Vd7zYmgqr3GyZM1hzEY9bZ4jQzNmjMtgbF7XfwcyJlAIEfXKapwAbNDsA7bPosqmblNB4UhPYKzOFejz+aluaOlynFpXE1obDXpuuWQqCWYjf3p5My99tJdtB2rCE9J2ZcXWMgx6HWlJcazdWTmg7Y+EErsDvU5HbvqR3uX8TNsxg8CmZjeuVg85UVIZNMQab5TCMAPI7fFRXtNMQRfjAQGSLGYMwZ5jcXwOlDdSYneyeHZBl59V3bHEm2KuUqIYPtYHr49+/72F/PXWRfzkmpl88zzF9ceo5h2qDhpL08hJT6CIuMraZtburCTRYuIrJ+V1GnPm9vj4clclI3MSe9WjMpy1ur1U17cQbzagFdXjcLnDY5b6q8HRSoOz7ZhBoM0SGJcTq70hdU2teH1+MlN6P7dkii2O/71iOq9/foDPNpfy4fpijAY9cyZm8p0LJ3eYisPt8fHFtgpmjM8gP8PKO18coq6pdcDSfSOhpMpJbroFk/HI33NBppWPN9Tj9fkw6DvfgwxPDxElcwSG2BJMOGP0vT8Yymuc+Pz+LovCAOj1OpJtZuolCDxum/ZUY9DrmK0y+7SdJd5IS5u3279VIaLZht1VjM1PCn+HJlnNTBzZeRxge5Z4I16fnzaPj7goGZM+2CQIFBHR3OLhy12VfLG9nP2ljeHlH6wv4aozxnHSuHT8wJc7K3lj+QGqG1qYNymL//na1Mg1OgpU1DTjBxbPLuC91YfZtNd+3HNpFQULNIzspjIoHCmOEasVQqvqO1YG7a1ROUn86KoZtLm97CmpZ4Nm5/PNZYzOTeLsOSPC623eV43D5ebUk/LITEng7S8O8eWuSs6d1/3YuWhXXOVg3FHpZwWZNjxeH1V1rg49hCHRNj1EiC3BFJ4iRBy/0PQPx7rxlGqLo1aCwOO2aa+dCSNSwgWtessSH7g8dLV6sSVIECiGjqq6ZoqqHFx15rg+bZcQF3rPeyQIFGIwNLd4+HB9MR+sK8LV6iU/w8oVZ4xlweQciquaeOWTffzt9a1MGplKc4uHw5VNjMiykZkST70jtqo2daW0OhCwLZySw5odlWzQBiAIrAzMUzki6xg9geF00Nj8Hdj7GQSGmE0Gpo5OZ8qoNGoaW3hj+QFmT8gMV8lcvqWM9KQ4poxKQ6/XMSonkTU7h24Q2NzioaaxhdMzO743Qz35pXZnl0FgZa0Lg15HRnLve1xPBGuCiYPljT2vKHrk9/tZsaWMkdmJ5Byjxzc1MY7SaucJbNnwU1HbTHlNc7/GjluDQaCz5fizTYQ4kUJDZfrc+x0MAptbPKTESO0DCQJFv9Q2trByWzkNzjYag/+SbXFcsmg0eRmdL+5a2jx8vKGEpWuLcLZ4mDUhkwsXjmRUTmJ4nEJqYhyTR6Xx+eYy3lpxgHizke9eNJn5U7J59L87wj1WsaysuhmDXkdWagKzVSafbCzB1eoJ38Hqj12H68hMiQ/f+e2Kyagn3myI2Z5Ae70rPF7veOh0Oq47R3HX42t56aO9/ODSaVTXu9h5sJavLhodThFdMDmblz/ZR3lN18FStAvdrDg6fTs33YJOFxgvOGdiVqftKmubyUxJiLr0M1uCScrlD5CD5U2U2J3HHJsDgQqh2w/WnqBWDU+b9gYuhvsz5YwlLhD4ybhAMdSs16oYnZtIRnLfbtqGroFiaa5ACQJFv/zr7R3sK2nAGm8kyWomyWJmx8EaNmp2Tp2RxyWLRpNoMXGgrJEVW8v5clclLW1epo9N5+tfGcPInK57nYwGPYtnF3DGzHzQgT4YICZbzTQ6JTWorNpJTpoFo0HPbJXJB+uK2bK/mgWT+1dHfcehWnYequPy08f2uK4thisk2utdpCfFD0hwkpWSwFdPGcXrnx9g875qDpYFepgWTcsNrzNvcjavfLKPtTsrueQrXZezjmYlVV1PBG42GchKtVBi77qHJzA9RHSNB4RAr4jb46PV7Y2ZNKHBsnxLKWaTngU9TJ2SmhhHS5v3uG9yxbJNe6opzLaR3o+e9fAFsQSBYgipbnBxsLypV9c0R2vfExgr5JNV9Nmhikb2lTRw9ZnjOKddulpjcxvvrDzEp5tKWbOjgtTEOMprmjGb9MxVWZwxq4AxeUm9Okb7ohkAyTYzrlYvbW5v1EwiHQll1c5wAD02P5lkq5mNmr1DELivtIGt+2vISI4nOzWBrFQLKTZzp8pwPp+fVz7eR0ZyPGfP6TldKNFiitnqoPZ6V5+KwvTk3HmFrN5RyQsfaPj8MHVMeocLtRRbHBNHprJmRyVfWzS6T1X9okGx3YklzthlYZuCTGs4SGzP5/dTWedi8qi0E9HEPrG1mydTgsD+c7V6WLuzirkTs3oM7FJtR6aJkCCw7xqcbewvbeBri0b3a/tY7BURQ19/U0Gh45jAWCGfrKLPPl5fQpzJwKKjxqIlWcxce84Ezpydz5vLD9DobOOc8xTzJmUf95d4kjVQnbLR2dZhwu5Y0ur2Yq93sXBqIODT63TMmpDJF9vLwz0Ua3ZU8MR7u/D6OpY4zs+wcsdVMzpclK/cVk6J3cH3L5na7fyA7dkSzDTG7JjAli7TF/vLaNBzw7mKB17YCMA3zhrfaZ0FU7J5asluDpY39frmSbQoqXJQkGXrMngtyLSxUbN36lWra2zF7fFFZU9geEysyx0exyn6bt3uKlrdXk47Kb/HdcNzBTpauxxiII5ty75q/MCM8X1PBQXChWRkahQxlGzQ7BRm2cjuxzRDsXjjI7oGXoio1+hsY+2uSk6ZltPtGLLcdCu3fH0aP7tuNqfNyB+Qu7jJ1sAFQYMzNoMQOFIZNL/dBdEslUmb28f2A7W8t/oQ/35nJ+MLkvnb/36FP/zPQu646iSuXjyemsYW/vDiRmobW4DAna43lh9gXEEyc3p5x8yWEJs9gc0tHhwu94D2BAJMGJHCGbPyyUiO56QuxuzMnpCF0aBnzY6KAT3uYPP7/ZTYHRRkdn3hnp9hxU+gV7u9PSWBipEjjlGlNlLaB4Gi/z7fXEZehpWx+T3f1AgHgY0yDOBYHC43P3lkFcu3lHVYvmmPnYzk+G6n4ehJLKbGiaGtrqmVfaUNzO7nDdsj7/nY+ZyXIFD0yeebS/F4/Sye3fdqY8cjOdgTGMtBYGiS+Nx2QaAakYI13sgzS3fz+ucHWDA5m/935QxsCSYyUxKYOjqdc+aO4I6rZtDobOP/XtxEbWMLS9YcptHZxjWLx/c61TDREptjAsOVQfs4yLw3rj17AvffvKDT3JgQuCs5dXQaWw/UDPhxB1NNQwstbd5uJwIPLT960vhNe+wkW82Mzo2+Xk9rKB1ULoj7rbjKwcHyRk49Ka9Xnzmh6nx1DgkCN++t7vazd/fhOqobWnhm6W627q8GAoXYdhyqY8b4jH6nkptNegx6nQSBImLe/uIgn2ws6fX6G7QqgF7f2D6ayajHaNDhavX2a/uhSIJA0Wser49PNpUydXTaCa9YmGyTILCs2olBryM79UgwYjTomTk+E4fLzUUnj+S7F0/uMDl3yLj8ZH501QyaXG088MJGln1ZzMIp2X264LYlmGh1B8ZlxpJQEJiVOvBBoF6n6zIADMlKTaDe0Yrf7+92nWhTHAzuRmR2HQRmpSRgNuopbVccxu3xsu1ALTPHZ4SLQUWTUGpcLN4EGSjLt5RhNOhYOOXYBWFCzCYDtgRTzE8Y3+Bo5W+vb2XJ6sNdPq8V12M26SnMSuSRt3ZwuKKJHQdr8Xh9zBzfv4thCFQytsQbY6pX5ERrcLTyk0dWsf3g0LrRd6J8urGU1z7b3+sxeut3V5GfYe339alOpyMhzijpoEJ0ZYNmp8HRxlm9KCIy0BItJnQEPjRjVVm1k+xgZdD2rlo8jp9dO4tLTx17zLu+Y/OTueOqGThb3Oh1cNlpfaueZbPE5oWwvSEQBPa13PRASLaZaXP7aGkbOoF3qOhLfjfpoHq9jtwMK6XtegJ3Hqqj1e1l5oT+X7QOJkkH7Ru/38++0ga2H6hh56Fadh2uY/X2CmZNyCTRYu71flJscdTFeBB4ODiPa3fTZWhFdYzPT+Z/r5iOLcHIX1/dwmeby7DGG5kwIvm4jm2JN8XUBfGJtmlvNdUNLbzy8T58vqFzo+9EaGnz0OBso6XNy6rtPQ+J2H6ghj0lDZw8tX+V0kMscbF140MKw4he+2hDMVmpCUwdk37Cj23Q67FZTDTGcE9gabWTwuzOU2tY401MGJHSq32MzUvmVzfMwdni6XOBi8QYLY5hr3NhSzAdcx7FwZIUvGBubG4bMhUSi+1OslISiDd3396CDGuHi9pNe+3Emw1MLEw9EU3sM5NRT5zJgFOCwF75eEMJL360t9Py02f0XBCmvdRECQIPVwZulpTYHdQ7WjtMYu1wuSmxO5k7KZsUWxy3X3ES9z+/kR0Ha1k4Jee4p7SxxBklBXoQbdlXjUGvo7TayZqdFZw8NbfnjWJEVV3g5qtBr+OjDSWcMSu/2yyRVreXZ5dp5KRZOGvOiOM6riVeegKF6ORgeSP7SxtZPLsgYulayVZzzKaDtgUrg+alH3/lxNx0K+Py+36HONQbMpQmjPd4fazeXnFcNw8C00NEpiJtOA3aMXTe96V2R7e9gCH5mTYanG00Nbfh8/nZvLea6WPTu0xljha2BKP0BPZCTUMLr39+gCmj0/jFdbP52bWzuPOamfzqhjlMHNm3ID81MS7mxwQWVTaF/y52HurYG7inOFBMaWJh4CZgfqaNH359KrYEE4umHV+PCATmx5QxgYOj1e1l5+E6Tp+RT2GWjbdWHMTj9UW6WVEjNAzjrDkFVNY2s/1A1z3hAO+uOkR1Qws3nKuO+zvEEmeMqSkiovcbV0SV1dsrMBv1HSa0PtFiOQisqG3G7w98yUeKLdgrNZQqhL6/5jCPvbuTX/x7DR9vKMHr6/uXrL2+ZcArg/ZWqCruUOkBb3N7qaht7rEiYUFWIEgssTvZX9ZAY7ObWVGaChpiTTBJT2AP/H4/z32g4cfPN89VjCtIZsKIFCaNTO3XNCepiXE0Otti+uK4uNLB9DHpJFpM7DgqJXR3UR1mo77D2O5Jo9J46LZFTBqA+TZlTODg2XW4DrfHx4zxGVx62liqG1o6VXiNZaGewAsWjCTZZuajDcVdrldqd7B0bRGnTM3p802mriTExdaNDwkCRa+U1zjJy7BGNCUtyRo3pHpEBlKonP5A9AT2V+IQGxdVWu3knVWHmD42nVG5ibzw4R7ufXp9+O55b3h9PmoaWyLWE5g0xKriltU48fsDcwEeS+j5UruDTXsCKVHTIpBm3hfWeBMOuSA+pnW7q9i6v4ZLvzJmQOZzDU0TUR+jvYHNLR6q6l0U5iQyZVQaOw7W4mtXJGpPUT1j85M7jRPvb0XQo8mYwMGzdV81cWYDqjCFaWPSmFCQzDtfHKJ1CI3/HkyVwWEYiRYzZ8zMZ/uBWsprOk4r5PP7eWaZRrzZwJVnjhuQ40o6qBBdqKxzkR3hSZyTbYGewKFUKXGglIYqg0bwd2BNCNwAaBoCE8b7fH6eWrKLeLORmy6cxI+umsEtl0zF2eLmDy9s5HBFU6/2U9vYitfnJytCQWBiggmdbugEgcXBojA99QQmW83YEkyU2J1s3GNn0qjUqB/zaEsw4XDFzsVBXzlb3Lz40V5G5iSyeICKh4WDwKah8f4faMVVgc+pkdk2poxOo7HZHS685GxxU1zlQBX2bjx4f1iCvSKx+J07mPx+P1v21zB1dBpGgx6dTselp42lwdnWbY9XrKmqaw5XQj9tRj5Gg45PNpR2WGf55jL2lTRw5Znj+lRw6lgscSZJBxWiPbcn0BuSPQgl8vsi2WrG4/XF1BwuIWXVTrJSE445ncBgM+j1WOOHxrioD9cXc6CskW+cNZ4kixmdTseciVn86oY5+AmkUfVGeI7ACAWBer2ORIt5yKSDllQ5MZv0PZ4vnU5HfoaVzXvtVNW7mHUcpexPFJukgx7Tfz7Zh6PZzbfOn3jcBUlCUoNFUGqbWgZkf0NNUbAoTGF2IpOD6Z2hlNA9xfX4CcwVO1is8Ua8Pj9t7thNxx0MRZUO6ppaOWlsRnjZhBEpTB+bzvtrinBKxgH2eld4WqZkq5l5k7JZub2cpuY21u+u4o8vbeLZZRoTRqQM6DClhDgDbW5fzKSgR/etVxEV7PUu/H7ITo1wT2A4Na41IpUaI6ms2tnt5NsnUqA3JLq/oCrrmnlz+QFOGpvO/Mkd5yRLscWRmhjX657A8ppmYHDmCOytZOsQCgLtDvIzrOj1PaejFWTa0IKpuTPGZ/SwduRZE470igxUut1Q1uBsQyuqQyuuZ09xPaV2J+fPL+yygnF/pYR7AmMzHbSosokkqzlcETQ/M1BV9/wFI9GK6jEZ9f0aa9lbCcHvWWeLmzizYdCOE2u27K9GB0wf2zEF/qKFo7j/+Q3sOFjLvEm9m09zOHJ7vNQ2tpLV7przrDkFrNpewZ3/XEWbx0d6UhyXnjqGM2flD+jnsSU4J2xzqydcnXs4i60radEvlbXBC+G0yPYEhsZHNTrbTvhk9ZHk9nipqnd1CmgiwWYx0RTFhWF8fj/PvL8bg0HHDedN7PLLYVROIod6GQSW2h1Y443htLRICBREiv6LYL/fT3GVg5m9DOjyg8VhxuYldSh7H60scSZ8fj8tbd6oT10dTH6/nw/WFfPqp/vx+f3EmQ2Mz0/mlKm5LJ49sHPIWuONmI36mK0QerjSQWH2kZt/U0en8fGGElrdXrSiesbmJWEyDl5wZm13QXz8ZWaGl7qmVnYdrmX34Xqamttwe320eXx4vX6mjUnj7LkjwufvaFv21TAmLyl8TROSl2EJ7zuW2etb8EOHYRijcpI4ZWoOTS43p8/MZ/qY9F7dbOwrS/Cz3dUiQWCYUioJWAVcpGnaoXbLfwhcrmna6cHHhcDzQBagAddqmuZQSqUALwBjADtwpaZpFUopM/AEMAdwAd/QNG23UkoH/BG4CPAB39U07YsBeL2iHyqDVZqipydwaPSKDJTymkBl0LyMyAe+iQlmahqjNzWruNLB7qJ6vnHW+G4Dt5E5iWzeW42r1dPjxXyJ3Ul+pi2iPT9JVnOnAfHRqLHZjcPl7rEoTEhovWidIP5o1na9IrEaBLa5vTyzdDerd1Qya0ImFywYycgc24Clfx5Np9OREqNzBbo9PsprnB16i6aMTmPZl8Vs2VdNUVUTF588alDbELogjqVqiaXVThItpi4DAL/fz7urDvHlripKg8XabAkm0pPiMRn1mIx6dPh4+4tDfLCumLPmFHDO3MLw9EoADY5WDpY38vVTx3Taf0KcEbNJH5Pv9/ZClUGPzsD59kWTB/3Yod7vWCkO0+M3mVJqPvAYMOGo5ZOBnwH72i3+J/BPTdNeVkrdBdwF/BT4HbBC07QLlVLXAw8BVwG3AU5N0yYppU4FngYWAJcBk4DJwDjgPaXUJE3TYuO3EmUq65qxxhs7fJBFQnKwtyDWKoSWBQOAaAgCbQkmDlf2rhctEkJVVI9VHn1kdiJ+AkVMJhxjPI3f76fE7uCUCE/gG5oaJdrTEMvsgfFLeT3MERgyJi+J686ZwMIpxz+f2YkQShNyujxk9H2azSGvtrGFv7+xjcMVTXz9K6O58ORRJ2TO2FRbbAaBZdVOvD5/h57ACQUpGA16/rvyIH4/TCw8/pL4xxIadhFLQeBf/7MZo0HPL66f3anYyLurD/PmioNMLEzhyjPGMXlUKgVZtk5/B8VVDt5ZdYj3Vh3mw3UlnDN3BOfNLyQhzsjW/TUAnDS2czVknU5HamI8tTH4fm+vqr7rIPBECN/4iJEgsDe3774L/AAIT2CilIoDHgV+3W6ZCTgVeC246GngiuDPFxLoCQR4CTg/uH54uaZpy4HMYG/ihcDLmqb5NE3bAxQBJ/fj9YkBUFnbHPHKoBD4QjLodbHXE1jdjE4X+Z5YOJIOGq3V4spqnOh1umMWMRqVExiz1FNKaE1DCy1t3nDaYqQECiL5o75iWejOeH4vb1bodTrOnFUwZHrVrOEL4uhNhx4sDc427n1mPZW1zdx22XQuPmX0CQkAIThhfAxeFIduto1sN8bSbDKgRiRTXtOM0aAb1PGAcCQIjJVCJR6vj9rGVirrXPz9jW24PUeK0G3aY+fN5QdYOCWbO6+ZyXnB8a9d/R2MyLJxyyVTufc785k+Np13Vh3i54+u5tONJWzaW01aUly3FZTTEuNidgxsSFVdMwlxhoh0PLRPB40FPX77apr2HQClVPvFvweeBA62W5YBNLbrrSsHQgME8oKP0TTNo5RqBDLbLz9qm+6W90l6euQLafRGZubADaQfDNUNLUwdlxEV7UxNjKPV6xuwtkTDa+pJQ7ObrFQLebmR737IybDh8fpITLYc98X7YJz7WkcbuRlWcnO6P1eZmYmkJcVTUe86ZhsOBCvzTZuQFdH3SX7w9643m6L6fV/rdGNLMDFuVHpU91j2lyNYIdEQd3y/h6HwmXO099ftpKm5jb/+v9MZk39iP4fysxNZr9nJyDj+spy6nAAAIABJREFUtOyhdO7tja0kxBmZPD6rw9ineVPz2HGoDjUyjfy8wasMChBnCWTf6E2G4z53Q+HcV9e78AOzJ2axYXcVz324lzuvm0NRZROPv7eTCYUp/Pj6uZhNvRuHmZmZyIxJOewpquPJd3bw3Ad7ADj/5FFkZXUdwOdkWNl+oGZAz9dQOPft1Tvd5GXauj1Hg8oYuK7Rm4wDct6i/dz3+SpOKXU2UKhp2h1KqdPbPaUHju4eCNVYPfqTWxd87uhtelreJzU1Dny+6OyxCMnMTMRuj970ula3l+qGFlISTFHRTluCicoa54C0JdrPfcjhikYykuOjoq06X+DP8FBR7XFNBj1Y5/5QWQM5aZYe912YZUM7VHvM9XbsrwbAYtBF9NzrvYG70YeK64gfgKFXg3Xu9xfXkZtuobraMeD7jgZtrkAGQkVVU7/P31D5zGnP1erhvZUHmTUhk0Sz/oS332zQ4fH6OFBUe1yFGobaudcO1VKQaaWmpuPf06hgZsKYnMF/Pd7g531V9fF95w6Vc3+grBGAU6bmMCY3kVc/3Y/ZsIGt+2swmwx87+IpNNQ393m/qQlG7rhiOlv21fDJxhLmq8xuz4fFbKC2oYXKqsYB6W0fKue+vZLKJkaegPd3V0IZN1XVjuM+frSce71e122nWH8uKa4BpiilNgOPA3OUUq8AVUCyUip0iySXIymkpUAOgFLKCCQCNUBJcL2QnOA23S0XJ5g9VBQmCtJBIVguP4bGBPr9/g6TpkaazRJIz2iKwmkiPF4fVXWuXo2dLMy2UVHTTEtb9ykfJVUOMlPiI56uGK6K2xy973u/309ZtTMqxq0OllhLjQtZsbWc5lYP580vjMjxQ3MFxlKKnM8XqLTb1XQbBZlWvn3hJM6aM7CVWLti0OuJNxtiZkxgfbAKbaotjvPmFXL6zHw+2VhKvaONWy+dflxVonU6HTPGZ3DHVTOOOY1KamIcXp+fphgb9hLi8QbmpY7UtEzxZgM6nYwJ7JamaTdpmjZJ07QZwHeA9ZqmXaVpmhtYQaDgC8ANwPvBn5cEHxN8fkVw/fBypdQioEXTtKLg8muVUgal1DgCRWnW9esViuNSWRe465Ud4ekhQpJtZhqi+GJ4oDU1u3G1eqNiPCAEqoMCUTlXYFWdC6/PT256z+dqVE5SuDjM/2fvzaPcyK47zS8CEQEgAmvuK8nkhiJZZO27lpK12pIl77Ysy5tky2153H2O2uPT0+2e6dM9Pj3d4/Equ6W2PLJsWW2P3bYla5dVUlVJqpJq51IEi1smc8e+AwEgYv4IBDJJZpK5YAlk5ndOnmSCQCDyZeDFu+/e+/utx2wsv2Gly3bSC4JI2YJOoVzb0UGgW3bhEoVdsyAGa0H21e/NcHQiyKGx7pSjhwO2YfzuCQKX0yUq1Tr71ugbEwSBx06O3iRa0i40j7Rr+mDtIDDkUxAEgfe99QjveHAf/+KHTrS9/9LG3vTYTdf7apLZMnXDvM4eopMIgoDqlvZ6ArfIrwJ/HolE/h2WmMt7G4//FvDJSCRyFkgD72s8/ofAxxqPV4D3Nx7/W+Ah4JXGzx+IRqOlFp/rHhvAKfYQNgHNTa5QxTDMtnjEOA2nBeF2JjDvQK9A20ZhIx6S+1eJwxyZuLmvplqrs5QscX9kqLUnuQV6QRBps6IwvYggCKgeiYIDN0DaxXPnl0lkK7zvrZHbP7lN7MZM4ExDFOZWGaNO4XXLuyYrks5XEAWhGWC7RJGf+L7DHT0He9Mjlasw1V1h6q6wnj1EJ/G6pV1zzW84CIxGowfWeOwbwOOrfp5e/fOqx5PAu9d4vAz83BqPm8C/bnzt0UWWkkUCqtz1kjiboKZgmCb5UvUmo9WdyFLSWeW4tlqXE8tB5xNWwLyRTGDY7yaoKUyvoxA6Hy9imCYT6yi4dRJREAhoCtm9ILDrqB6Zwi7ZITZNky89O8Nov8qpwzfL2XeKoE9BEHZXZmR6KYdLFBjfoN1KO9E80q655tM5naBP6eoGc9jvAXavYfxSMwjs3ppH9UiOV+NuFe1xeN1jx7CUKjHkkAAEdp9h/FKqiEsUGAh6un0qgDU5CgLkS84b/4VEgb6AG4+ysQ2L/SP+dYPA2Ybn3YQDFmFg9QU6+ZqfjxfQPNKO35jZTaVx56ZTzCznefuD+zpmB7EWLlEkqCm7LBOYZ3xAQ3J1f4mmeqRdUwKdzlcI+bo7h/lVGZco7NogMJYuoUhiV/8Oqnv3zPPOSO/s4ViWUkXunFrfeLvTBJpBYIVJup+laTdLqRIDQQ8usfuLAbCyUj6v7Mxy0HiRsQ2UgtrsH/Zz+nKCil7HrVwv+T0byyNLYldLUlYT1BRH9wTONURhdqI1RE7P89zSS3x38XlmiqMIWQ//z/PPEHIH8MpeTNOgbhoYpoEmqxwJHeRw6CCa7JzNs63wpWdnCGoKj5wY6fapWF6B+d2xKDZNk5mlHHcdGuj2qQCNILDivPm+HaTzFQa71ItmIwoCIZ+bVK7c1fPoFsupEoNhb1fvJV63RCy9OzrQ9oLAPdalrNfI5HXH9AOCVRoEzhbJaCXLyaJjSkFtfF7LMN5JGKbJQrLA0cnxDb/mwIgf04RrsTyHb/A+m13OM9avOSb4DmhKs0/IaZimyUK8wAN3dL9/slWYpsm5ZJQnZ7/NueQFDNNg0jfGkD9IMiEgCgIzuVlKtTIuQUQQRERBJKfneOLa0wCM+0Y5FDzApH+C/YEJRtTeGZ9UrsLZK0l++PVTyFL3PwMhn7tZJrbTKVZq5IpVx4gsqW55F2UC9TV7xDtNOODetZnApVSRkS6veXZTOeheELjHuiw7zB4CVspBndwf1SpM02QpVeLovu7flFbjVxVyDlNoTWbK6FWD0YGNX6u2OMz0Yu7mIDBW4M6DzsmABzWFbKGKYZpdLc1bi8wOUgY1TIOXYmf4ytWvcy0/T1AJ8ObJN/DgyL2M+Ub4y3SUZ2NL/Kt7f2XN11eNGtPZa7yWusxr6Us8u/g8T859BwBZlJgK72NSm+Bg8AAHg/sJKLcW/qjUdaazM1xKX+VydpqgEuDh0fs5FDzQ1p3ypaTVX9tpY/j16PN7OD+T7vZpdIRExsoAOaUFQPNIlPU6dcNwzKZYO6jWDPKlatfLQcESQ3Lqpl87MQyTWLrU9Sz4njDMHnuwWhnUGSVxAB5Fwi27HN0f1SrSeZ1K1Tn2EDYBTWH2FtYK3cAWhdlMOWjY7yagylxdzF73eLaokynojrCHsAk0BJEKpWrHpOE3yk4QhUmV07wUO8PTc8+wWFxmyDvAz9zx4zwwcg+SuHKbVD1WVmS9YFwWJQ6HpjgcmuL7eTOGaRArxpnJzTGTm2WuNM83r32Lf5550jqe5MUjefC43HgkDwICNaNG1ahSNaokyikM00BAYFgb4lL6Ct9Z+B6D3n4eHr2f1409jE9p/bjHHRaIhPwKpUptzdLtnYY99v0OGXtvwx+zVKnj8+7cIDBj20NswwuwVYT9bl6+GMc0zR1ZYr8eqVyFWt3sehuG6pYoVeq7QoV+LwjcY13s3eBufyBvJOhwkYxWsewwewibgCo7LhO7Yg+x8YBZEAT2jwRuEoeZawS4TlAGtVktiOS0IHA+Zo39mIOC5tthmiZLxRhnE+d5cfkVrmRnAJj0jfGLJ36ae4ZOIQo3L3g1j4QJlCs1VI982/cRBZFhbYhhbYgHRu5hcNDP/FKKa7lZLqWvkiynKdfLVGoVSvUKmCZuRUUWZSTBxT1DpzjUyBqqskq5VuGl2GmeWXiOz13+Mk/PPcuH7/4Ao9pwS8cnnikhYGXgnIB9zedL1R0fBDoxEwhQKFeb6tA7kdQqo/hu0+d3o9cMipUa2gbmmZ3CcqMPb7DbQWBjzMv6xub5XmYvCNxjXZZSRYI+ZcNqi50i4FOau3Y7Gad5NNoENIVipUatbjhCvQ6sINDnlTcdIO0f8XH2ShK9WkeRrcXltUZQ46RM4OogcGKwyydzA3O2Mqjq3Jtl3aizXIozk50lmrpINHWRdCUDWIHfDx58B/cMnWRYvfXgqs0F8dYXB7IoNcpBD2z6tR7JzcOj9/Pw6P1MZ6/x3175JL/z/Ef55ZM/x9HwoS2dz1rEM2VCfrcj+gHh+kDEKRmydhHPlFFk0TEBl32d7/S+wHRDZyDkgCDQzkamspXdFQTaG99dFudRG5ZoxW3M872Cs1b3eziKpVTJcQEIQFBVWGhkKXcyS8kikkugP+CsRU9gVV9mn0PObT5RZGwTWUCbqdEAhmny9RfmeMdD+wBLGTSgys3AywkEHNwLOx8vMO4AZVDTNElXMsRLSZLlFPFyklgxwXxhgaXCMjWzDoAmq0TCh4mED3NH31EGvBvv/fQ5aEG8PzDJv77vw/zxy3/GR1/6U37m2E/wwMg9LTl2PFN2TCYKVvxJ8w70J201iWyZgWB31RFXY1/zhR0+9rYFiRPKQe0MfDJXcVRFSrtZTpVwiULX1xW2L/Zu6AvcCwL3WJflZJG7DjtDpno1AZ/C+ZlUt0+j7SylSgyGvI6rSQ80sm3ZojOCQFud8v4tqFOePNjPvUcH+ZsnLiII8PYH9zG7nGfcQVlAgKBmLUycpoprmiZz8QIPHW9tOeJGyOl5LqQuMpOb41rjq1hbUZAUEAi6A4xpIxzrO8qYNsKEf4xRbXjNUs+NoK7KSDmBfm8fH7nvV/n46U/xyXOfoVAr8vjEY9s+biJT4uikcwSp7GzIbjAtj2dKjtr407zWNZ93yDXfLtL5CpJLaGadu0m4EYimd0HF02qWHbLmsed5J2z2tZvuX+17OJJSpUa2WO26VO9aBDWFQrlGtWY4plypHSylio7MxK5kpZyxKMgVqxTKNUY3IQpjI7lEfuU9J/j4587x11+/iF4zmI8XeOPdG7ea6ARetwvJJZJ1mCprOq9TqtQ6IgpjmAYLhSXOxF/ldPxVrmZnMDGRBBdjvlHuGTrFhG+UQe8A/d4wYU8YWWztLc6JwYgqq3z47g/yZ2c+zd9e+CwhJcDdQye3fLxa3SCZqzAQdE4vsrabMoGZMofGnKHKCquu+ZJzrvl2YBnFux2RgQ36FAQgmd1dXoGxTKnrPo2wUg66G2wi9oLAPdZkKWWLwjgvCLHL9HIOyUS1A8M0WU6VOHHAOTYFNk4rTbRFYbZSDgpWIPihdx9HEgX+/snLAEwMOUvpUhAERxrGzzeUQdthD5HXC7wcO8NMfo653Dxz+QV0wwoC9vnH+f6pt3CiP8KEb+w6Bc924rRMoI0sSvzCiffy+y9+nE+e+wz/0h1gKrh/S8dK5iqYpnOESQB8jWzUTi9JLFVqFMo1R/U9OvWabzXpvO6IfkCw7kkBTdl1XoHJbIWp0UC3T2MlE7gXBO6xW1lK2h6B3d+VuZFmaZyDetJaTTpXoVozHOXRaGMLgDglK9W0h9hGIOISRT74ruO4RIFvnVlkaqT7N6IbCfoUsgVnLQrmWhwEGqbB+eRrfHvhe7wSO0vdrOOVPEz4xnhs7CEm/GPc0XeEkLs7mRLNQT2BN6K4FH7l1M/zfz//Uf7bK5/kI/d9mCF18+X8iYZCn5OCQFlyocjijs8EJhqZHyeVg0ouEY/i2hWZQCfZ3IT97qZi6W6gWquTL1Xpc0BPpte9Vw66xy6nmQl0QGr+RoINM1enZUVaiW3P4SSPRhuPIqHIonMygfECbsXV7KPYKqIo8AvvPMYPPLJ/S6Wlt0KvV8nqWdKVLOVaGcUlI4sKiktGlbwE3YHb9qkFVKXpIeYU5uN5fF55W8qgpmlyLTfH88sv8/zSy6QqaTRZ5Q0Tj/DI6AOMaSOOKNECUGQRySU4NiviV3z86l2/yO8891H+5OU/4yP3fXjTPoJNj0CHzf2aR3bsuLcKp/kz2uyGsU/nK46qvAn73U3LhN1AspH1DDvAlsbrtpTC9zKBe+xallMlwn53UzbfSazI5e/cXTKn2kPYBFTFMZnAhUSB0T61JYGCKAibCgDLtTLJcppUJU2ynCJZTpOuZChWixSqRQq1Inm9cJ1gyVooosygOsCQOsiEb4wT/Xcw4Ru97ncK+hQuz2e2/Lu1g7l4gbFNKoMapkGslGA+v8hMbpYXl18hVkogCiJ39B3hhw+/k1ODJ1rez9cKBEFoGsY7lWF1kA+d+nn+4KWP87HTf86v3/1LyK6NB+mxTBlBYNubKq3G55V3fDYq4TCjeBvNK+3oUtyyXqNUqTtCGdQm7HcTnUl3+zQ6Riprref6At3/G7hEK/u91xO4x65lOV1yZBYQVoyDd7Jh/FKqiCyJhB0wIa5FQFMckwmcTxS5Y1+4JccyTZNKvUKlrlOp6+h1nVKtTLqSIVVOk6ykSTWDvjSlG4I7URAJKgF8sooma/R5wmiyRtAdIOgOEFICeCQPNaOKblTR61Xy1TzLxThLxRjXcnO8uPwKn7v8JULuIHf238Gx/ggHApMEVIVcsUrdMHCJtxdEMkyDnJ6nVCtRNw3qZp26YZDAQyKVw2g8JgoiiqgguyQUUcGv+FCl20vUm6bJfLzIw7dQBs3peebyC8wXFq3v+UUWCktUG719AgKR8GHeuv9x7hq8E5/snHKs9dA8kqOEYdbiUOgAP3f8p/jEmb/kz1/9a37xxE9vWBE1kSnR53c7xgPURvNIO16hMpEpN/vBnISVCXT2Nb8dMk2PQOeMe9jvplipUdHruBXnbca3mmTO2gBxyuaT6pEcvdnXKvaCwD3WJJYucXKqv9unsSayJKJ5pJ0dBCatIFx0SBncjTilNLFUqZHKVRgb2HzG1DRNoqmLfHv+uyTLabJ6jqyepWqsP/FrkkrYE6LPE+JQcIo+T4iwO0ifN0yfJ0xA8W/ZfsAmU8lxLnGeM4lX+d7Sizw9/ywASiKCyRSfPv1ZykKGdCVLupLBMA1UWUWTVTTZS82okygnSZbT1G7xu9wKj8tDvzfMgKePgDuAJnlRZRVV8uISXZimSalcp1SpUXTF+fZ8BtM0qZv1ZpZvLr9ArppvHtMv+xjzjfC68YcY10YZ840wqg2juJyz8NoIqqc3siL3Dp0iefid/P3Fz/MPnhA/cvhdG3pdPFOm30HKoDY+r9zsQd2pxLNl+gNux837mldmLpa//RN7FNuKwSnCMLASDKXyFUeqtLcaWwSnzwHloGD1Be6Vg+6xK6lU62TyOoMO7Eez8asK+aLzF2JbZSlVdPTEH9BkLi9ku30aLDZ6J0f6NpdBei11mX+68mUupq/gV3yMaSMcDB4g4Pbhl314JDeKqOB2KbglN2F3kJA7hEdq/yIh6PbzyNgDPDL2AFWjxrXcHFezMzxvLJMBXpy/QH+fi5A7yKhvGJfgapafJstpXIKLcd8YpwZO0O8Jo8oqLsGFSxARBZH+sJ9ctozYeKxuGlQbWclqXSej50iUkyRKSZZKcS5lrlKslTBM47rzNAoB4FFeTD/DK+eXmo/LosSoNsKJgTsY10YY81kBX0Dxt33sOoHmkXumH/nNk28gUUryzzNPMuDp4w0Tj972NfFMmeP7W5NZbyWaV+6J4Hs7JDJlx/UDAvh6ZONjq6QcGQRa10EqtzuCwGSuguaRHJP1VN3SXjnoHruTWKMZ2anloAA+VSbnkJ60VmMYJrF0ibsOb17Zr1MENIVcUccwzK4auy42lEFHN2gPkSil+Kvzf8v51GsEFD8/fvQ9PDb2kCP7z8AKqA4G93MwuJ9JIc2rz73AByIf4M6DW8/SDw76iblym3qNYRpU6hUK1RKGWUdA5OzlDJ86e5Vfuf+n2D9iBeGiIOJXfNvOhjoZ1SM1rTGcjiAI/NiRd5Msp/mbC/+IV/LywMg96z6/WjNI5yqO60mDRk9guYZpmo4RCmo1iUyJySPOm/e1HT726ZxdDuqcINBWyUzlul9x0wlS2YpjSkHBCgLTPbLZtx2cufLZo6vEGqIkQ07OBHrlZrC600hky9TqpqN3/wKqgmlCvlwloHavnG8hWUQUhA1dq6+lLvOnZ/6CmlHnhw+/kzeMP9JTpYgrgkidvzGJgohX8uKVVsa5WrYC8INDgwQ8vTOO20VzuDDMjbhEF7945/v46Euf4JPnPsNcfoF3H3rHmoF6MlfGBEcZxdtoHpm6YVLW600J952EXq2TLVYdWYqreiTqhkmlWsej7LyxT+crKLLYVIV0AqFmELhzBfBWk8yVHWX5pXok5hO9sdm3HXbudu0eW8YOrgadnAn0yuR2aHmKbc/hRHsIG6cYxi8miwyEPLcVsXhq7jv8wUsfR5W9/K/3/xpv2ffGngoAYWXMndILm8iUkSURv3fr9hC9iOaxyoQM0+z2qWwYt0vh1+/5JV439hBfnfkGf/Ly/0uxWrzpeXaf72DIOYsxG22HG8bbHoEDDloI29j+mDtVnTWdrxD2uR2V5XTLLjSPtHuCQIdlAr3u3SEMsxcE7nETy+kSXreE5nHujp9PlckXq5g9tBDbKMvNTKyzM4EAuW4HgYkio7fImNaNOp+J/k/+R/TvuaPvCL9x3//CsDbUwTNsHR5Fwi27uh542ySz1s6tkxZOnUD1yJjQc/0ikijx3jt+lJ+K/AjR1EX+y3N/yHT22nXPcapFAYCvEYjsVIVQJ499MwjcoWOfzlUcVQpqE/a7d0UQ6CSjeBvVI1Gq1HfkGnM1e0HgHjdh20M4eXHn9yrN0qCdRjJbwSUKBB0kV30jfjsr1cW+TMM0LQGddfoBq0aNT5z5S56ee4a37nucf3HqF1Bl52ZXN0JQU5yTCcxWGHCohUk7sTfHejUj9frxh/mX93wIva7zX577Q/7i3N+QqVgiT7F0CVEQHLUjb6N5d3Y2yqlG8QC+HZ6FTed1R3kE2oT87qaJ+k7GSUbxNqpbxjCtEuidjHNTPXvclkq1jrsNZu6xVInJYWcr+flVa0GQK1V3XH9IMlcm7HeeTPhqgs1y0O4tCpKZMtWasWbvpF7X+fjpT/Fq8gI/fuQ9PD75WBfOsPUENIVM3hmLgmS2zMQhZ9rItBPVDgJ7uFToUOgAv/Xwb/Dlq1/niWtP8WLsFd6x/83E0gP0Bdwb8qHsNHYQmN+hgUgiW8YlCo7MSK1kAnv3ml8P0zRJ5yuO8gi06fO7uba0c605bJxkFG9j94cWy7Ud2Qdr47yZfo8N8dpsml/73SdZaHHjqmGYxDNlRyuDgtUTCOxIhVCnqWStheqRcIlCV8d/xR7i+iCwVCvzRy99gvPJ13jfHT++YwJAsG6Sy+lS10tUqrU6mYJOvwP7l9qNvSDu9X4Rr+Thhw7/AP/2oY8QCR/hHy9/kRfnLiN7q9QN5+1+23P+Ti1JjGcam39dVFtej2YAvgPHvlSpodcMRwbfYb+HbEGnVjdu/+QexmlG8WCV/UPvlf1vlr0gsEeZixeoGyYvvRZv6XGTuTJ1w3SkMMBqfI1M4E70CkzlKo5SyVoLURDwqXJXSxMXmvYQKx6B8VKSP3jx41zJTvMLJ97Lo2MPdOv02kJkMkQyW2Ep1V1lXLt8x+nXaTtoloPukAXxkDrAh079HL9+9y9jVjws16b57e/+Li/HznR9s2E19rjv2EygQz0CofdLoG9FKu88ewibsN+NyYqZ/U7FaUbxYFlEADveMH4vCOxRbEGO05cTLT1u0x7C4ZlA/w4tDTJNk2TO+ZlAgKCqdFWkZDFZRHVL+FWZulHnazPf5D89+zssFZf55ZM/y33Dd3ft3NrFiak+AM5eSXb1PJIOFrFoN2qXMoGX57NttcU5GJiiVpG5f/IoJiYfP/0pfuf5j/Ja6lLb3nMzSC4Rj+LawT2BJcd+nhTZhSyJXSkHvXAtzVOvzLft+OmmUbzzykHDu8QmwmlG8bBS9t/rFR+3Y+cWujoMwzT4/OWvkKpkmo8JCAwEQ8h1N37ZR0DxE3D78Ss+fLK2po+TYRqUaxWWspbZ84XZNK8sRRFdBjWzTs2oUTNqVBvfra86NbOGAITdIfo8Yfo8IQLuAC5BREBAEAQEhKY9waCD7QkAfN6GOuUOywTmSlVqdaMngkDbML5bLCYtUZhruTn+Kvp3XMvNcXLgOD959IcIe0JdO692MhRWGQx5OHslyZvvm+jaeSQaPRz9Durh6BTdygR+7LNn2Dfs58M/fLItx7f/pifH9/PB4w/wzOJzfOHK1/i9Fz/G8b4I7z70/Uz6x9ry3htF88g7buMPoFozyOR1R/oz2mgeqSuZwK89d42XLiZ46NgwShs0ENKNAMuJwjBNb9gdblputcA4awPEu0sygXtBYIcwTZML6cukVwWBhmlQjBXR6zdPrAICmqyuKHSa1vNL9TKGaaBfuwsYwTAE/vjpz+IKx257DgICJrcu76leOwrCAf735/4PZJdEQPETdPsJKAH6PCHGfaOM+0YZUYeQXd3zB/O6XbhEYcctCJoN0g6bENfCryot70ldi3gpSd2s43G58UgeXILI5cxVriwlkUJJ/q/n/oaA4ucDd/4M9wyedLSqbSs4MdXPd84uUqsbt/VHbBfJrN3D4fzrtNUosgvJ1dmsiCVeoeMS2/d5i2esLONA0ItLdPHY2EM8MHwv35z9Fl+ZfoL//L3f4/7hu3nX1NsZVLsjCOTzyjumDHc1yVwZExzdY6t55a5kArNFa2P04lyG4wf6Wn78ZiZQc24QmN2B2gersYzinTX+dg/yTmw5Ws1eENghXKKLj9z3qzc9PjDg49pinJyeI6vnyeo5co3v+WoB0zSxl7SiIKJKXjRZ5eszJvVBkWSqxp3y47zzvmEkUUIWXUiiZH0JElLjZ5fgwjAN0pUsqUqaZDlFVs9hmiamaWJgff/OgklaE3jb1PdRqetk9RzZSo6FwhJnE69SNWrNcwkqAWSX/T4Ssnj999Vfsiih16ukKxnSlQyZSpZK3ZrYBABBYNDbz6mBE9w1eIIJ39gtF/NCoyeYPLTpAAAgAElEQVRtpwnD2A3STpsQ18KyK7C8GlsZeJmmyXxhkReXX+HF5dMsFpdvfk7dRbn8Vkb98H2H38Ujo/ejys71VWwlJw708Y0X57g8n+XoZHcynvFsmaCmIEu7s6NA80gUOxiMVKp1qjWD5VSpbcF/PH2zRYHiknnr/sd5rGEy/8S1p3lh+RVeN/YQ7zjwFoLuzqpIa97uZKPajZM9Am00j9yVsbfv8a9Op9oUBOp43c4qRbTxqTICOMYbtl0ksxUOjga6fRrXoXkkJJdAurCzS3H3gsAuIwgCXsmDV/IwpA5u+HVP1J5lvE9lNGgyM5fnQGDytgtxl+Ci3xum3xsGptZ8zne/8T0ODMm86+DN/VSGaRArxpkrLDKXXyBVTt9Uflo1qhRrpetKUatGlZpRRxYlQu4AYXeIqcA+PJKnmZk0TZOZ3CxfuvrPfPHq1+jzhLmrERAeDB7AJd48Qfu9O680aKVB2vlBYEBTqNUNynp9WzYdpVqZa7k5ZnKzzGRnuZqdIVFOISBwODTF68YfRpNVKvUK5VoFva6jVIb4zPNJfuTON3Lfvt40f98qx/aHEAQ4cyXZtSAwmS07esHabjqdFbHL3i1vzBLjA9ptXrF54pn1LQpU2ct7Dn0/j088xheufo2n55/lmYXneGTsAR6feGxT967t4PPKzbLVnUTCwR6BNppHamtP6nrY1/65q0l+9I2HWn58p9pDALhEEc0rk+1SNurSXIYXX4vzY4+3ftxtbKN4p7XACIJAUHOTzu3sAHwvCOxRskWdI5MhJgc1XroYZzlVYngNv7TNYJomy+kSh8bX3pERBZFhbYhhbYh7h05t673WI6fnOR1/lVfiZ3hq/hmemH0an6xx58AxjvUd5UBgH/2esJUJ9MrkdlgQaBvF22bsTsb2aswW9E0FgaZpcjU1y9NXn+dsIsqV7DSGaUlg93vCTPoneNv+N3HX4J34Fd+ax/jO2UUgyUh/6xfDTkf1yBwcC3D2SpIfecPBrpxDIlthcmjtv81uQPVIHRUMWN37vBAvtCkILNEf8NzSoiDoDvDeyI/w5snX86WrX+fpuWd5cvY7nOiP8Pjk6zgaOrTmhl2r6FY2qt3EM2UEwVkS+TeieWWuLuY6+p51w6BQqqLIIlcXchTK1aZFS6uwgkDnjntQ654A23dfXearz13j8bvHGGiTWKCTlaZDPoXMXibQIhKJBIBvA++KRqNXI5HILwO/DpjAc8CHotGoHolE7gb+FAgATwK/Eo1Ga5FIZB/wl8AQEAXeF41G85FIJAR8GjgIxICfiEaji5FIRAE+AdwPlICfjkaj51vza/c2dcMgX6wSUGVOHLR6M05fTmw7CCyUa5Qqta4qg/oVH4+OPcCjYw9QrlV4NXmBl2NneDl2hmcWnrOeI/s4EJwkVR+jkHXxxStfQ3Ep+GSNgNtvCewofiRRAkwslXMTt8vd1gVKK0j1gFG8zep+hVtde4ZpMJ9f5GLmChfTV7iUvkJWtxYTk74x3rrvcQ6Hptjnn8CnbGxxu5goIgjOV7FtFycO9PG5b18lX6o2exc6hWmaJLNl7j68+4zibTS3RKqDsu2re4La1YebyGw8uzukDvKzx3+S9xz6AZ6e+w5PzT3DH730p7hdCgeDBzgaOsSR8EH2BybXFDjbKlqjJ9AwzZ6YIzdKImvN+93q8d0IPk/n+zHzpRomcPfhAb776jLnp9PcF2lt1jmZrXB8f7ilx2wlflXuWk+gXWkVvZZuWxBo6yA4cQMk6HOz1PAj3qlsKAiMRCIPAf8dONr4+SjwG8B9QA74JPBh4HexAr0PRqPRZyKRyCeAXwL+BPhj4I+j0ej/iEQivwX8FvCbwH8CnopGo++MRCLvB34f+EmsALMQjUaPRSKRNzTe4+FW/NK9jj0x+lWFoZCX4bCXM1eSvOX+yW0dd7lhD+EUZVCP5OaeoZPcM3SSulFnvrDI1ewMVzIzTGevka5J6KVB/unK1zd8TFXy4pM1NFnF43ZTq9ab6qiKS8btcuNxufFKXg4EJon0HcYrdW48kj1gFG/jVxtBYEGnatRYLCwzn19grrBAspQio2fJVKyvmmmZT4fcQY6GD/HAvpNMKvsJurfWB7CYLDIY9O7anrQ7p/r57Leucn46xf13dLYcNlesUq0Zjty57RSqR2Yu3n5RJBu7L0pyCU1/zFYTy2w+sA+6/bzz4Nt42/43cTrxKq+lLvFa+jL/ePmLgDXfHus7yon+OzjWf5SAsr0eQp9HwjQtA+dWZ4S6STxTdrQoDFjZb71qUK3VkaXObKba1/1dhwd4+VKCc9PJlgaBpUqNVK5y3SZm3agjCqJjBMYCmtLxDKyNHfSfn07x2MnRtrzHig6C867/oE8hOpPq9mm0lY1mAn8JK8j7i8bPFeBXo9FoFiASiZwG9kUikf2ANxqNPtN43ieB/xCJRP4UeAPwQ6se/yZWEPjOxv8BfAb4aCQSkRuP/3uAaDT6ZCQSGYxEIvui0ejMVn7RnYTtERhoZGLuPNjPUy/Pb3tytuv9Bx2YXXGJLib940z6x3n9+CMA/EP1Mp9busrvveG3qZpV8tWCJWTTELOxbDGE5mReqpUpVAvk9QKFahEBMDExTBPTNChUi5TrFcq1MqVambpp3QwOBPZxrO8I475RBrz9DHr7UVztKddM5SocGO2s2MJmqBt1UpUMi4UlLqYWAPjrs1/kk/OvNks6JVGi39NH0B3gYHCKoNvPmDbC4dAUfY1S3sFBP7HY1m9stj3EbmVqzI/X7eLMlWTHg8BEQxl0wIE37U6heaSOZkVshbqp0QDzbcgE6tU62YJO/xYtCmSXzL1Dp5ptAjk9z4XURc4mopxLRnl++WXAKvfe559gn3+CSf84Q+ogYU9ww9lCrZH1LpRaXxbYTRKZMkcng90+jVvSHPtyjZCvU0Ggdd2HfG4ikyHOXd34gtw0TUq1MrlqnrxeaHzPk68WKNcqVI0qiaQJBHg59wxnvvsPpPUseb2A26Uwog0zog0xog6huBT0uk7VqFI1aqiSlz5PiHDDbssv+9pWZRToYjmonQk8P5Nu23vYOghO3PwOaQqFco1qzdixG84bCgKj0egHASKRiP3zNDDdeGwQ+DXg54ExYGHVSxeACWAAyEaj0doNj7P6NY2y0SwweItjbTgI7O/vjZ6VwcHNLfrnU9YibHIsyOCgn9fdM8E/Pz/LUlbnnsjWF4SFqmXIeuzwIB7F+e2iI4N+TEDzqwRbXNNfM+pciF/mlaVzvLzwKl+48rXr7DVCngB+RUOVvaiKikdyUzNq6PUqer1K3aijKV58imY9T/FSrdeo1HQqdR3TNBny9TPmH2bUP8ywbwCPy00qX+F1w+ObviZajWmaxAoJLiSucDFxhdnsIkv5GLFishnsmYYAvB1VDPL2Y29jX3CcfaFxRn1DG7ohbvV3NAxLHOO+Y8NdH6ducteRQc7PpBgY8G1613o74/baghW8H9rft2vHf7Bfo1Sp09fvw3WLHro1X7uFMaualjXFsal+vvTMNP39vlv27m2W2WXrb3pgPNSSv+kgfg6Oj/IOXo9hGlxNXeP0UpRLqWmuJGd4MXa6+VxJlBj2DTARGOWB8bt4YPwuvPLaGwxjI1YALHuULZ3nVn+3755dpG4YPHKy9T6J9bpBKl9hcjTo6M/T6JB1boq3c2N/fjYLwP6JEA8Uqnzis2dAkhgMezFNk0K1SKKYYikfZz63xFx2kfnsIvFSimwlT92or3lc2SWjiBK1xCgQwFSzDAb6iXgOEvIGyFeKzGYXOJ+60GxDsXEJIvXGPXA1HsmNT9HwKSqTwTEiAwc52n+QyeDYtgLE0UE/ZX2WQEjFvUWfxK1eVyW9jihYG3+Gy7XtlqM136Nq4FdlJsac5+07MWptzEhumcEt/u5O/kzDNoVhIpHIOPBF4BPRaPQbkUjkMbjOiE4ADEC84XEaj9vPWc16rxFWvWZDJBJ5DOPWvnjdZisZkZkFa1fG0GvEYjlGAlYvwdMvzjLRt/Us3tXZDEGfQi5TojvFB5ukMcFfvZZibAtCCbcb+0FhhDePjPDmke+jVCsRKyaIleLESgkSpSTFWolirUwin6JS13EJrsbNRcYluEjkM8xUFyhUC5TrFSRRQhHlZhYxU8leF1i66l6qtTfy1PyTXP3qV/DJmnVTkX24XQrFapFCrUihWqRar+JpqMp6JQ9ulxtBEKwyFqzvoiAgIiIIIooo4VN8+BtfXsmLJLiawUO5VmY6O8uV7AxXs9NczVwjV80DIIsyo9owE9o4dw+cYsDbx5A6yJg2wm+e+R6HvMd484i1QUQFkpXbl6ttJxMYz5TQq3UCXmlb2cRe58hYgGfOLHLmwjIjm7hBbTcLe2XWmn9Ew9i9429Yt6KZ2dSmejK3OvbLiQJ+r0xIldGrdaKXYi3t0bk4nQRAEcy2/E399PHowCM8OmBVcRSqReby88SKCZYbc2o0dplnZ19EFiXu7D/G3YN3MuEfZ9Db31xE13VrH3l2IUPYu7nly3au+7/84qsksmUODrU2+AarAscwTFRZdPTnqV5tjP18BtW1+Y2P2/1uer1KoVqgWCtRqBYpVot874Llq/y5V7/YkOoP8u///lNIg/OkKmn0+vUZsqASYFgbIhI6QkDx45M1/Irvuu8+xYcsWtfO3z95mX8SrvKbj3xw3UxPsVqkbhrIooQsyrhEF6VamVTZstpKVdLk9SLFxr05V83z0sI5npr+LgBul8Kxvgj3Dp3kRP8xPNLmNqxdjTXC5ekEA1vI1G/nus/mKxydDHF+Js23X5zldadaXxI6v5wnqLkdee27GsH+5ZkkQn3tDYVbsd17basQRWHdpNiWg8BIJHIH8GXgD6LR6O80Hp4FVl8lI8A8sAwEI5GIKxqN1hvPmW88Z67xvNlIJCIBfiCx6liXbjjWridXsFL0djmoW3ERmQxy5kpyW8ddTpd6SmjD77V+/07YRHglL/sCE+wLTFAsV/nYZ8/xE286xPjgxrLNa3np6fUqsVKc5WKceCnB3HKRJ4GgJlGslVguxslX800/Rfs8NFlFEWVKtTLleplyrXJdMLkZJMHykazU9eYxhtVBjvdHOBDYx1RwH2PayLo7md0oVVlsNGqPtmFXspc4MWV5Zp29ktxUELhdEpkyiiyieZxfLdAu7N+9UO6MME+uWMWvyow2SqDnE8WWBoHJbGf7cjRZ5Wj4MEfDh5uPGabBlcwMzy+/xAtLrzSzhS7BxbA6yLA6iLvWD3g4vzxNaLCCV3Ljdllfsii1rY8rW6iQLehcnMu03JYlbrdhdNkewjANFgvLXExfYTY/jwC4RAmXICKJEtm0CMg8PfMCs8i4RQW3S8EtuZFFuSHUIzTaLLBKJ+tW+aSSFVhKpijUio3NzJIV8FUbAV+t2PQgXk119jBwiG8tP4Umq7jkB8knVY4dGOZ4/1HC7hBhT4h+T5ghdRCvtLkx3Ehv+Vr+s17Jg9c3wphvZM3XmKZJopzicuYql9JXeDl+lpdip5FFiRP9d3DP4EnuHDiGZwPna6/zcsXqloLArWIYJsVyjSMTIWZjBc7PpNoSBDrRKN4mqFnnle6gCFin2dJdPBKJ+IGvAP82Go3afYJEo9HpSCRSjkQij0Wj0W8B7we+GI1Gq5FI5CkswZe/An4WK4MI8IXGz7/d+P+nGs+3H386Eom8Dijv9QNaZIs6LlFAXbUIu/NgP3/99Ysks+Ut38hj6RLHHKySdSP24ivXYQ+da8t5Tl9OUCxX+Tfvv29DKnVrLU4Ul8y4b5RxnzWxvqjHeJLTvPfUDzC1yji1Wq9SMXRUybtm74xhGlSNGoZpYJqG1eOIiWEajS8T3dDJ63ly1QI5PU+p6eVYp2bWGkI4+zgQmETbhOl6UFM6rlxmC2PsRnuI1QyFVQZDHs5eSfLm+yZu/4IWkcxaIhZOEU7oBmqjH61TNhHZok5AVRhtVDwsJAqcOtQ6ddZktoJAd/tyREHkUOgAh0IH+LEj72Y2N89CYan5NZufJ5F7DXicr13+Nt8oztz0erdLaQSFK989jUAxpPkwqoIl/iW50SSVfm+YPk8fYXdw3Y0u0zTJNDa6XrgQa3kQGLM9Atu0AVuslkiWUyTLKRKN75lK1irrb3yGq3WdK9kZClVrbtUkFVEUqRt16madulFHLyvAG3l29jTPV+a2dC6SKKFJKpqsospeBr39HAhMosoqmmQ9pskamuxFlVS+WIpzOpXm99/02wiCwMdTZ3l1OsUH73xPS+afdvWWC4LAgLePAW8fD47cy0+aP8yl9BVeWD7NS7HTvBQ7gyxKHO+LcM/QKe4evBPZtfZmUqAhwJbp8GZroVzFxDKsv2NfiOhMas3N7O3iRKN4m5DfDgJ3rlfgVrdyPwgMAx+JRCIfaTz22Wg0+u+B9wH/vWEp8QLwB43//1XgzyORyL/D6ut7b+Px3wI+GYlEzgLpxusB/hD4WOPxClZAuQeWGqNPla8LPu7YZwVvF+cyPLiFILBaq5POVXorE9jwqcuXOj05Wgu/S/NZnnx5nsfvHm/Jcdczipdd8ro3CFhZ/NwWbXhb57cWflVhZqmz5Q6LySJet0RA3TnCEFtl/7C/oyqVYPWHOF3JsN2szgR2gnxRZ2JAI6Aq+Lxyy20iktkyAU1xjEWBKIjNyovVVOs1PvTCkzwy9Bh33/lGyvUKlbpOpVahUq+s/Gz/u6aTKmeo1Cu8lqlSqpZvKiG038+qsFBQXDKKqOCVPPgVPx581OpWoPCtc9fwTV2lZlQxMBARm6X3bpe7WcKvyZr1b1nDK928YWI2NuoAYukiogAhv7zSb22aZPQsiVKSeClJopxCFAQ8kgdPI7gtVIukG+rLGT3bXKALggAmjdenKNfL1723LMqE3StiPCZWn9vJ/uMcDk1xJHyQfk/fTedcLFf5tZef4t37f5A33TfSGGdrrPV6FUtmzbJkEgTrfSTR6r0bHeqjnDWQRXlTQYSuJwho7uZrju0P88y5JebjhQ1X4ayHYZosJYsd2fgWBZEj4UMcCR/ix4++m8uZaV5YfoWXlk/zcvwsAcXP902+nteNP3xTNjOgrfjxdhK7wsrnlYnsC/NcNEY8U26pcGDTKN6h9xN/Y529k70CNxUERqPRA41//m7ja63nvAw8uMbj08DjazyeBN69xuNl4Oc2c367hVyx2twdspkY0lBkkYuzGR48tvnFfixdxsQ59hAboVuZQHvhN9Kn8nffuMS9RwabJRvboZeM4m0CXcgELiaKjPSpuzoTZRPU3JtSzGsFyWyZfcPObnZvN3YmsFBqfybQNM1GOag1L4z1q8y32CZiOxUknUR2SahuCdnUuHvo6KZea/fnGKaBXtfJ6YVGdswKsnJ6nqpRbYh76VYfeCZOKlMHHkUMxClkB/j82WdRfAVEQcRoVFysDupuRBREfLKGgNBQl6xeV/qoXzqFKYf4V9/839Y9dwFhzeOLgkhA8RNUAoiC2AjCrHPp84Saisx9njD9je8+WdvS3Ol1S4iCQLliosrqmmWS69Gv+okVNr9ZmCvo+FeVWx8/YJXAn7ua2nYQmMyW0WtGx1WmRUHkcGiKw6EpfuzID3IhdYmvTn+Df7j0Bb48/QSvH3+YkwPHmPCNo7jk5lov1+H7rD23+bwy+4assT4/k2ppEJhcZ+PbKYiCQECTb8oEmqZJVs8RKyXI6jlyep6cnsM0Td66//ENlfk6hd3b1NHDWKVB12dBXKLIwdEAr81ltnTM5UZfQi9lAhXZhVt2daQncDV2CdgH3nmM//zpF/ibJy7ywXcd3/ZxU7kyIV9vGMXbBFSZUqXeUe+oxWSxmfne7QR8CsVKrWPjr1frZItV+h3aw9Ep7ExgsQOZwEq1jl4zmpUPowMaz51fbmlpVjJX2ZK4VjfQvNuz5xAF0cqoSR4G1duX1L56Ncl/ffklfvYND/Opz1/kLYGf4kffePi655imiW5UmxYE+YYV0ep/gxXEyqKMLErNTNwTl0TEELxx6q3XHTOg+Bnw9jPg7SPstkpQV2c7VcmLX/Ft2F5juwiC0Bj7zpRAA+RKVcZXXZf9QQ/DYS/nriZ56wPb80V2Qm+5KIjc0XeEO/qOMJ29xlemv8FXp7/BV6afQBRExn2j7PNPIEkhXl2aZnw5Zwm8NYRuvJK3bZuhqzOBYwMaflXm/HSa159qnUKubRTf7SCwUC1yKX2FK9kZ9LreyO5bInuGJPPq0gyfOvcK5XqFRClJrBS/TqsBrI2afk+Y1088shcE7tFesgWdofDNnkKHJ4J84TszVPQ6bmVzC8KYw4ziN4rPK3clEygIMDUW4B0P7ePz35nmsZOj2y4rSeUqjm2QXg87A5otVOkPtj8IKeuWue9u9ghcTVBb6RfphGiAvXPb32URi26zUg7a/gWxPb/57CCwX6NQrlkVIS2oGjBNk0S2zMmDresxbCc+r9zRjb9MIwNzeKSfyL4EL1yI3xQECoJg9SF6++j39m3q+F+tPM3JqX5+YOrYbZ+ripvLwLUazSNT6ODYZws6d9xwXz0yEeKVy4ltH9tpveX7A5P80sn3k6nkuJqdYTp7jensNV6Knabuuo/ocpYrZz5/3WtEQcTfUDz1yz58ikZQCTDuG2V/YIIhdXDL52N/xjSvVcIb2Rcmeq21fYG2UXyny0Gzeo6L6StcTF/mtdRl5guLgCVCJYsyBpa+gmmalIV7KOY9vJa+jCLK9HnDHA5NMagOMOgdIOQONJVnO7Uh00r2gsAeZK1yUIDD40EM0+TKQvamifN2LKdKeBTXdaUXvYBP7eyCAKyFn9oojXnXowd49twSf/HlKP/hFx/clqFoMutso/i1aAaBRb0jgcF83Lpxj/dI1qLddDoItI3id3tPoCy5UCSxI8IwdhAYWFUOCpY4TCuCwEK5hl41ur4bv1GsQKRz2ahsoxQs6FO49+ggn/7qBebjhZZkTvVqnUxeZyDUG5+n7WZhN0PdMCiUazetScYGNJ4+vUC+tD1lXqf2lgfdfu4aPMFdgyeaj/2fV59DFEd4/wNvIlfNk2tknHN6nrxeIFfNk9fzxLNJMpVMs9xYcSlMhSbwSwH6PGHC7iBhT4iwO0SfJ3TLTKL9d/Y1Nrzu2BfiufPLxDLlllWMdcooPlVO81r6MhfTl7mYvsJSMQZY43MwsJ97h+7iSPgg+/0TN+kvfLJ8npdei/EfH/03bT3HbrEXBPYYFb1OpVpf8+Z/cMzKDl6cy2w6CFxKFRnuwT4rv1fuuDBMsVxDa/QEuWUX73vrUX7/b1/h6dMLvOmerYnEmKZJMlfh3sjWd+66gb0w7VTT+lzM8i4cH9wLAsFamMLKQrXdJDOdtRJwMqqnMwtiuxfI7gkcbWQu5hNFIi0oi+60PcR28XlllhuVK50gU9CRXAKqW2oGgS9ciLUkCLQ3VQY7KP2/HTSPTKZDc02+EejfuNax5/75eGFbSq291Fse1NwsJYtM+G9fimlbfczkZpnJzRGrLHMlM8MLy680hYds3C6labNhB4YBtx+Py82VRAVBgOXKAp66h9Fhq9LnzJVl7jve1xAE0jEBv6Lhl33rKuyuRzJXQfNIuOXWVRGZpkm8lLwu6EuULfs0r+ThUPAAj4w+wOHQQfb5x297ziGfQq5YpW4YuMTey/Tdjr0gsMfINhcEN+9e+byWj9TFLfQFLiaLHBq/ucTU6fhVuVnb3ykK5ep19hynDvUzNRrgS89O84a7Rrc0UeRKVWp1o6sS7VthpRy0MwuD2VgBRRJb2pzey9g+Rp2SD09ky123EnAKmkfuSDnojXN+X8CNW3ax0CJV2KTdl9MjQaA17p0tSQxqCoIgEPa7OTQW4PkLMd716IFtHzuWtu0hemfs5zukRpwrXL/5YTPW36IgsEPKoK0goCm8Npve0HNFQWSs4WH48Oj91wki5fQ8yXKaVCVNqtz4qqRJltPM5ufJ6fnmcfT545iuYf7r838EgGkC0pv4zHNP8nep02u+typ5cbvclv2UWadm1BAEAa/L3ezD9cs+htQBBr39zMQh4JPXLDE1TbPZU1szrGPVzdXfrX8Xa0Wyep6sniNbyTGdvUZGzwLgkzUOh6Z40+TrOBw6yLhvZNMlmyGfGxOr5WUn3vf2gsAew14QrFUOClZJ6AsXYhimuWGBkWrNIJEt8+idaxufOhmfVyHX6XLQUg1tVRmKIAi885H9/NH/PM1z52M8dHzz6qxOaZDeLM1MYIeUy2ZjecYGtJ4Sz2knflVGoLNBYMjvdoyVQDdRPVJHhGHyN5SDCoLASL/aMpsIuy+nV8R+NK9EsVzDMExEsf3zQKagE9BWxubeyCD/3xOXiGdK2y7BjmesjGYnTcC3g+bpnDBMrrnWuX7Duy/gxq24tmWN0+wt76IozGYIqDL5bWajREEk6A4QdAeYYt+az6nWq+SqeSp1nU8nplmqlvnZUz9vWbAYOl9bKrIcG+cnjhyy/DcldyNYyzcUMgvodR1JdCGJEi7RZfXV1SqU62VKtTKpSpoLqYvoRpXy4hsRfWl+46kvMaaNMO4bxcRkobDIQmGp6Vu5ETRZxa/4mzYnh0MHGVGHtp3ptatt0vnKXhC4R/fJFRoLgnV6QQ6PB3nqlQWWksVm2dDtiKVLmCYM98iEuBqfKlPRO6tOWSxXGbxh5/buIwOM9qt84ZlpHjy2+Ymn6RHYI7vxNm7FUmjNFjoTiM/FC5zqEQGLTiC5RHyq3LEgMJntPfGidqF55GY5XzvJFasoknid2NdYv8r5mY1lBm5HIlvuKWsazStjAsVKbVs9YRslU9Cv64G996gVBL5wIc7btqlQGc+UkVxic6HpdDSvTKlS60hpXLYpiHT92AiCwFi/tq2M5FLSCr5He0RgLKApmFgbQkFf++Zf2bJxMxoAACAASURBVCXT57Kyo0Z1jrBP4+TAivJ59dgcn5qJclS9a8Pry7UwTZOriTj/8bunue9ggOCwl/n8At9dfB5BEBjVhrl78E5GtRECih9JlJBEFy6hEVwKrubPquzdUinqRgk1xrtTZdCdZi8I7DFuVQ4KlkIowMXZzIY/pEuNcsrhcG9MiKuxm8bzpRphf2eCwEK51vQJsxEFge9/aD9/9oVXOX05yalDmwtUmipZPbjTFNDkjpipZos62YK+1w94A0FNIZPvjJltIlvmwEhviRe1C80jMbPc/s2PbFG/ab4f7df4ztklSpUaXvf2buOprLXD3SvZdZ/HnvO3JwyyUTIFnanRQPPn4bDK+IDGmcuJ7QeB6RL9QU/PjP2KNUrtpjLNVpO7xVpnfEDj9DYUQu0seu9kAu2Km/YGgavJl2oM3CD2dvyAFSCeu5raVhAoCAKxmNWf+PYTdzU/X6ZpNv/fKdjia+kdahi/V9PTY+RuUw463KeieaRN9QUuNZrsh/t6oyRlNSuG8Z3ZpTFNsyEMc/PC6+ETw4T9br7wzPSmj5vKWUbxrVD76zQDQS+xdPuFGuZi1o17YpsmwTuNoKZ0JBNomGbPmIp3gpDfTSavYxhrm4S3ilyxelM2xF6AtaIfOpEt95Taq12K3wmrAsMwyRX15kLQZmLI15Kxj2XKDPaQ3Upz7DukiisIK0H/asYGNDIFfcvK4IvJIoIAQz2y8d3p3nuwtA9u3GQZCqsMBD2cu5rc9vEvzmZQZJHJoZX7uSAIjgoAwRp7AUjn9oLAPRxAtlDFo7hQ1lFTEgWBQ+PBTQWBi8kiPq/cVLzsJexdwk71BZb1OoZprjlWkkvkHQ/u48K1NBdnNyfOk8z2nlG8zWi/ykKi2NzFaxeze8qgaxLQ3B0pVUnnKtTqZsvkwXudgaCHumE2s/jtIlfUb9r0GxuwFq+tEOnotRJfzWttwHXCGihX1DFNbirXHAp5SWTL1OrGOq/cGPF0iYEe+jzZ971OBOC5oo7PK6/Z97nd638xWWQw6N2WpVMn6UYQuF6m/fiBPs7PpKgb27v2X5vLcHA04Pj+8k63XHQaZ4/+HjeRXWNBcCOHx4MsJIobvkkup4o9UxZxI/YOeb5DhvG2Kp26RiYQ4A13jaF5pE1nA3vRKN5mtF+jrNdJtzkQmYsV8Hnlm3bldztBn5UJbHcQblcMDIV7Z9HaTuzFeyLT/iDwxpK4wZAXlyg0Da+3imGYjbmnd7JRvmY2qv1zvr3wu3HOGQp7MU2rp2+rlCo1CuVaj2UCrfteZ6xR1vZDBpr2HPNbFEdaSBQZ6ZF+QFgRx+mUAFulWqdaM5p/79WcmOqjVKlzZSG39ePrda4t5ZvtS04n2KGN1m6wFwT2GNmCjl+7dcbucMPq4fL8xrJRi8kiwz26sFvpCexMEGibQ69VDgqWUMpb7p/kpYtxllIbX6Als72rPDW6yry6nczF8owPaI4rF+k2QU2hVjcoVdpborXcuJ73gkALe/Fuy/y3i1yxelMQKLlEhvvUbWcCMwUdwzR7KgjUPCt94O1mJQi8fm62++e341dol9D3UibQ18wEdsYaZT3tg76AB7fs2tL1b5gmS8ne2vj2uiUkl9CxTKCd6V0rE3hsfxgBOHdl6yWhlxeyGKbZXKs6nZBPId2hvvtOsxcE9hhrlQbdyNRoAFEQNlQSWtZrpPN6TyqDwsrOZKd6Au1eiBuFYVZzX8Pw/cpCdkPHtI3i+/y9sxBbjd2ftN2sxK0wTZPZeGGvH3AN7CxFu8tVllMlJJfQs9dpq+kLeBBYkflvBxW9jl4z1pzzxwa2p5AIK0bxvWIPAVYVhkBnShLtRXfgxnLQxkbI8iY2+m7EziDfKL7hZOyewHyHMoHric+IgsDYwNY2QVLZCnrN6KlMoCBYegGdygTmbxEE+rwy+0b82+oLtNemveJNHfK598pB93AG2VtMjDZuxcXksG9DfWnLTVGY3pkQV+MSRTSP1MFMoPU+62UCwVIcEwVhwzeovG0U30MLsdWEfAoexdXWTGAiU6ai1/f6AdegGQS2uVxlOVViMOTtiDdbLyC5RMIBd1szgfbmlm8dhcRYukSlWt/y8W2Li14K7EVBQPVIHQlEmpnAG+65flXGrbi2lwnswSBQbSjRdqoncL1MILBlm4iFpPWa0R5b8/hVpWNWTLcKAgFOHOjj0nx2y9Unl+YyjA1oPaNDEfQpZBtVEzuNvSCwhzBMS6lsIwqSR8aDXF7I3rZxvakM2sMlXj6v3LEgsNAsB11/8rJKtbzMxze2S5zsUaN4G0EQmuIw7WI2vqcMuh4B28eo3ZnAtBUE7rHCQNBLoo2ZQNsrba2Nv/EBDRNY3Mbnrjn39FA5KFhzficCkUxex6O4rvNoBGvOGw55Wd6GKnI8XcKtuDpic9EqRFFAdbffML5WNyjcxoZibFAjndebG7Mbxf689FI5KFibfZ0qB7XXU9o61+bxA2HqhsmFa5v3KjVMk4uzGQ6PB27/ZIcQ8rmpG2bHtCc6yV4Q2EMUSlVMc6VJ+FYcnQyhVw0uz9+6JHGxhz0CbXyqTM4hwjA2m9ml7FWj+NWM9mstkUxfj7mGMqgtCLDHCp0oBzVNk+VUaa8f8AYGgp5mRqcd3MoSyP4szMXzWz5+MlvGo7huO585Da1TQWChsq4Q1VDY29xE3Qrxhj1Er/U4a16p7cIw9t/2VmudsUYbwkY3W20Wk0W8bqnn7Jj8qtyxctBb9QQCHJkIIksiZ7dQErqQKFKs1Dg8HtrWOXaSplfgDuwL3AsCe4hmf8IGJq/jB8K4RIFXLt3aUHUpWSTsd9+009lL+L1Kx4LAYrmGKAh4bjNeYwMay6kS1drtZZQvXEsjCkJPZ1lG+1VSuUrbxEnmYgX6A+6eW6x2As0j4RIFMm00s80WdCrVek9vFrWDgaCHdK6yoc/5Vsg1M4E3L8aGwpZC6Nw2+gKTPaYMauPzyuQ74FWXLaxfeTMUVomnS1uWyo9lSgwEe2/O1zxy24VhbpUBt9mqQuhCwhKF6bXgO6ApDcuS9pck3q4cVJZcHJ0I8urV1KaPfXHWyh72ijIoWJlAoO0K6N1gLwjsITYyMdqoHpkjE0FevhS/5fOWUr2rDGrjU2Xypc4Jw2he6bY3kLEBralCditKlRrffHme++8Y7KmyoBsZ6WudefVazMbyjO+Vgq6JIAhWz0Ibb1B79hBrMxjyYkLbvALtTOBaQaDkEhnpV5mPbT0ITGTLPWlNo3mkDmUCbzaKtxkKey2fyOzmN19M0ySeLjMQ6r0AXPPKbc8E3uq6t+kPelBkkblNXv/z8ULTZ7CXCKoKtbpJsc0q0GAp77oV1y09/I5P9TEXLzQrmTbKxbkMPq/cU+tO2yc0s5cJ3KObrJQGbSxYOHVogLlY4ZbqdUvJUs+Kwtj4Gz2BndghK5Sqt1QGtdnoLuXTpxcoVWq87YF9LTm/bmHfVNshDlOrGywkinuiMLcgqCltLQe15ez3gsDrsUU94m0Sh8kVq8iSiFteu/JgfEDbViYwlS33lCiMTScCEbB6Am+0h7AZbiqEbr4kNF+qUqnWGezJTGD7A/DcBja8RUFgtF/bVCYwk6+QKej8/+3deXRkZ3ng/++tTbVIqpJUpbVbvfft9tLu9oKNF2zAmC2AGYIJOCwJISzh8MtvJsMkM5Awk4QhZ5jMLyFhJgMEQ/AkhCQkEOwMxiy2WRyvbdPL2+3uVqu7ta9VUi2q7ffHvbda3a3l3lokVen5nONz2rdula5eSVX3ed/nfZ7+zpaKr3Gttaxhw/i5VLbUDmQ5V21rB+DYWWcpocZ+wHBdrcRGzCBwpgErhEoQWEesP/4Wm7ns1+3uAFg2JXQulWUula37FK/moJdcvkh6ofwqeXYl09kVK4NautsDaBorzlIWCkUeeeocu7eE2dlbP5ukl1Kt5tVLGZ1Kki8U2RKVlcDlhEO1LWE9Op3CpWl01GHqYC1Z6XzjNSoOY7QE8i57w9QbDTFhVs51KpvLE09m66o9hKUl4CWVybNQQWXU1WRzeZKZ3BXtISydpV6Bzt/zrCbzdbkS6PfWvDBM3MZKIBiTIE4qhJ4bM/bP9nfV32dJ6xoGgfPp7KqZSVu7mmkJejlyxn5KaDy5wOh0ij11lAoKRvpryO+RlUCxvuLJLJq2fJ725brbg3S2BTj80tJBoNXMvKu9/mYjF7PGI7EG6UHz6ZytfWlej5vOtuCKs5TPnhhnYjbNa2/aWs1LXBcet4tYJFCTINBa6ZCVwOWFm2u7Ejg2naQj3LRietBm1NbShNullXq+VVs8maV5hdWQvjL3RYGxHxDqsyBVd0dt08+BUjn+5dJBw80+fB5XWRVCS43i63El0CwMU8ty+QnzXme56pSW3miI6USGpM2g9OxoAoCtnfUXBFptStai/sFcKktzYOX7HJemsX9bG8fOTtnOwjp1vr76Ay4Wbm6qeRum9SCf6HXE6Jvjw2VzGV3TNA7s6uDY2eklZ4rHpowPonorlXw5K2VkLcr3JtO5VdMkLL0dKzez/e5T54iG/RzaE6vW5a0ro01E9dNBz4/PlVJ/xNLCIR+J+YWyi1SsxqgMWt/vE7Xgchmro+MVtApYyaq90qwgsIyU0HptDwHGeytQUSrsako9ApcJAl2aRqwtUFY66EQd9gi0hPxeikVIZ2q3CptILtAS8K56r+O0OMy5sTmiYb+tLR0bTcsaVIG2zKeyqwbgAHu2RJiZW7C9L/ClC7O4XRrbu+svHTcc8kl1ULG+4vMLtvcDWq7bHSWXL3Ds7JVL9iNTSTSNuq5KCUZqELAmxWHm01nbFSqtCqFL9Wo8dWGWly7M8pqbtjZM8+2ejuW/30pcGJ+nqz2A1yNvV8sJh3wUqd0s8fiMtIdYTkfYX7qpr7ZEMrtkewhLZ1sAj7u8CqFTVqP4OkwH7WoP4nZpZQW/dlnVdsPLpIMCdEbKDAJnUjQHvASa6q/asTUpUctqxIlk1ta2F6eTIIOjc3W5CgjGfY6mreGeQBtBoLWN5dQqrcgsxwen2d7Tgm+ZPc4bWaTZJ9VBxfqKmyuBTuhbIzT53LywRJXQ0ekk0bC/7lO8ms0PpVqnSRSKRZLpnO1ZxL5oiHxh6Qqh333qHIEmD7df21Pty1w3PR1B8oVi1VdFpDLo6lrN4hW1SFeZS2WZT+foqvPJolqJRWoYBKZWXgl0u1x0tzvbF2UpBYEt9RcEetwuOtsCNQ4CrZXA5cens81oGO80NXJ8Nl2Xq4Bwsafw6FRtVr/h4krgaqJhPz6Py9bvQWYhz+hUkv6u+luFAiProCXgLRUIrJVCwbjPCdm4z9na2YzH7eL00Oyq587OL3BmOMGBnR3VuMw1F25uYnY+syYFCNdSfd/9bzKJ+azjBqcet4trtrdz+NTkFb+8o1Opui8KA4tXAmsbBKYzOYpgqzAMLE5VuTQInJhN8bQa486DvXU5E7wcK11zpIr7AjMLecZn0myRJvErKpWwrsEssbXSEZOVwCVFw4FSH8VqyizkWcgWVp3464uFHJfJB5iMZ2gNevF66m9WHpwXBXHKarmyUhDe2RYkmysw47BM/sRsmmidTqp0m6m4w1M1HPukvXsda5vAoLnXbyXnx+coUp9FYSwtNa4CDZA073PsrAR63C62dTfbWgl80SxQeGBXtNJLXBeRkNGio9ZFkdaaBIF1JL7K/pDlHNjdwXQiU6qMBUafopHpZN23hwAINHlwaVrNVwKtP3676aDd7UE04ML43CXHHzs8DMCrr99S1etbb9be0nKKVCzHutGQojArC5f2i1Q/Rcuqfih7ApdWahNR5dXAUq80G8UxJuNp0gvObk6mEmna6nA/oKU3GmJsJkU2V5u9abPzCzQHvCtmynSW0SYily8wMZOqqz5pi4X8XlpDvpoUAbPMJRdoCdib8D64J8rxwRmeOzG+4nmDVmXQOmwPYWkN+mp+n7Nao/jL7eoNc3Ykseo2kMOnJog0++o2CA83W9k2jbUvUILAOrGQzZNeyC+7SX0l1szL4UWtIuLzC2QW8nVfFAaMAjjRsL+sKm1OWH2p7BaG8XndxCKBS1YCC8UiP/35MFdvb6ejTtOBlhP0ewg3+6q6EmitcPTKSuCKalk+fGwmhQZ01mE5+7VgrehMVrlNhFXteLW9UaUKoRPO/u6m45m6bvnRGw1RLFKzYGSlRvEWK0XayWfPhfF58oVi3e5NA+hpD1b1fX6xXL7AfDpne8L7jS/fRn9XM19++PiKN+jnRhOE/J663ANraQ35ar4n0AoC7RSGAWNfYDZXWDEbIZcvcOTMFAd2ReuqP+BijdorUILAOmGneepywiEfO3paeP7kRGm2xiqtXa+zkZczUqLmVj+xAk5XAsG4URlelLKkzk4zGc9wWwPtBVystyPEcBXLtg9NzuN2aXVfvKjWmrxuAk3umuwJHJtO0dbaVLdpg7UWMydzxqvcML7UF9ZGrzSACxPO3v8m4+m63A9oqaQyqh2z85lVUxLbW/24XVqp3ZIdVuritjrdmwbQEw0xPDlfk/1RczYnPywet4sPvOlqMtk8X374+LLXNDhmFIWp1yAEjJXA2RrvCXS6EnixOMzy+wJPnJshvZDnul31uR8QLlZRLqcQ1EYmQWCdsJqnrlQpbiXX7Y5yZjjOB//bD/m3f/YEf/nQMYCGSAcFIwgcnUqRzdWmRD5Q6kVkZ8O0pTcaYmQqWQq+n3hxhECTh0N76jMvfjXdZpuIat0cDE8k6W4P1n3xorXQWqOG8WPTKTolCF9Wa8iH1+NiotorgTYn/mIRo3Kuk2BodCpJeiFf1/s8u9uDuDStqunni8XnF1asDApGsY6Ywwqhg2NzNPncdT32Pe1B5tO5mqQmliY/bAYhYEyEvP2uXbxwapIfPj90xeOFQpHzY3N1WxTG0hryklnIV33/8WLzpSDQ3mR3R6uf1pCP0yvsC3zh1CQet4v929uqco3rIRr2E272oQavrLRfzxqnKkWDs2b4W0Ll9be556attLf4mYynjf9m02yJNdd1OtBifdFmCsUiI1PJmqXZWOmgzlYCjYqZY9Mp2lqaeEaNces13XVZItmOnvYgqUye2fkFIs2VrzIMTcyzrQ57Cq2HcI2KBoxNJznYoJMW1WClo1d9T2DKmvhb+T3f5dLoaQ86ahPxo8NDuDSNm/Z1VnSN68njdtHVHiirKM5qisWirXRQMCuEOgkCRxNs7Wy23e93I+qxisNMzjsuVrcaKw3a6eu+6oYtHD41ydcfPcm+/sglfWVHp5Ms5Ap1nYILFxcBEvMLNNVoYs7pSqCmaezqbV2xOMzhU5Ps64/g99VvyKFpGvv62zh+dppisVjXK8qL2f6J6LreCvwE+AWl1ICu63cDfwwEgK8rpT5hnncQ+CLQCjwGfEgpldN1vR/4GtAJKOB+pdScrusR4EFgJzAO3KeUGtF13Qd8CbgRSAHvUkodr8p3XYemEsYNRrlBm9/n4fYDjZmCCBcLh1wYr10foHmHufJgBKdgBDOnLsyykCs0bCooGGlCYOzTqTQIXMjmGZ9J8fJruqtxaQ0vHPKVih9USyqTI57MSlGYVUTDASaqnA6amM/i9bhosjFh1BsLceLcjK3XzebyPPHCMIf2RqsyUbOeeqMhzlf5dx4gbVZmXak9hKWzLYA6N2PrxrBQLHJubI5b6/w97WKF0CR6f3VXd0oFkRwWwXNpGr/6hv387pee5MsPH+d37r++9PMYHDWLwtT9SuDFKtC1qi47l8ri0jRHlct39rby3MmJJfsLjk4lGZ1KcvcN9V8Ib19/hCePjjIylbxkkqGe2cqx0nX9ZuAJYK/5/wHgL4G3APuBm3Rdf715+teAjyql9gIa8AHz+OeBzyul9gFPA580j/8B8LhSaj/wBeBPzOMfA+bN478JPFDm99gQJuNpPG6t6rNujaLbbB5cTtNku5LpHB63hs9B0/LuDqNC6NDEPD9+cZju9mAph74R9bRfnCGu1PBkkiJSFMaucMhHvMrVQa2ej5IOujJjJbDa6aBGNWg7M8590RBT8QypzOoVQp9W48ylstx1qK8al7muejtqUyE0XuoRaGMlMBIgs5AnbiM1cnwmRXohX/fBSHur0Z+vFsVhEvPl1z9oa2nibXfu4qXzs7ywqBDe4FgCj1srrWDWq2hp/3Ht9qXNp7KEAh5HK107e8MAnBm+cjXwcKk1RP3uB7TsMyc8jg/am3CrB3bvZj8A/AZgJVu/DDiplDqjlMphBH5v13V9GxBQSv3MPO8B87gXeAXwd4uPm/9+I8ZKIMBfA683zy8dV0o9BsTM1cRNaSqeob3FX9cpJLVkpAYFa5IaZJk3G8U7eXNs8rrpCPt5/qUJTpyf5bZruxsmjWApbS1NNPncVanYZ+316a3zD+61Em72kcpUd7+IlebWWcf7l9ZCNOJnPp0r7RuuhkQqa/tG2EmRlB8+d4HOtgD7t9Xv/hxLX6w2FUKttOrWVfYEwsXWKWM2isOcK61I1XdaokvT6G4P1qQyayK1gEvTHG27WOz2Az3EIn7+4bHTFMy96edG5+iNhup+b3lnmzGpPFLF4muXW2o1bzXbu1vQYMl9gS+cmqA3GmqI4m6dbQHaWpoaal+grb8IpdSvKaUeX3SoFxhe9P/DwJYVjkeBuBkwLj5+yWuZj8eB2AqvtSlNxtN1Xdp4LfRFQ44r5DmRTGdtN4pfrC8aYmAkgabBrdc0biooGHnzRvnwyoPxoQmjMmijFC+qNSt1rZolxK2qh43wAV5LsbAxPtVcDYzP2+8Le7FC6Mp/d+fH5zh5fpa7DvY1xIRir5mSVe3iMLMOVgK7HPQKPDuawO3SSj+vemYVAau22Tnj977c30+P28W9d+zk3NgcTx0bA4xiPPXcH9Di9bjoCPtrHgQ62fICRq/mvljoigqhqUwONTjTEKuAYNzf6P0Rjg/O1KQy7nood5emC1g8AhpQcHAc87h1zmKrvZZtHR31MdsWi63+5jSTyHBgT8zWuZvV3u3tPHV8jJbWAH6b+exOxnMhXyTS4nf8M9jd38bhU5Mc2tvJ3p2NX2Bje1+Yn780seo4rfb4ZCJDbyxET3e4mpfXsPr7jBsDl9dT8dhbEuk8kZYm+rfU/6pRLe02VwAXilpVxr5YLDIxm2bfjg5b53d0NBNocvPksTFef/tOgstUMP6Hx8/gcbt48127S82P61mkLYjLpTGTzNkaJ7u/9/njRuPxnf3tq45TpC2Ey6Uxl8mv+vqjM2m2drXQ2xOxdR0b2e5+8/M2HLBV8MPu2M8ms/TGmiu61/mFVzTzyNPn+dZPBrj5QB/x+QX277L3t7TR9fe0MhHPOPpenJybzhboag86Hqurdkb5yQtDRKMX23D85IUh8oUir7hha0OMPcBNV/fwsyOjZIoaW21MLGz077vcIPA8sHhJoxsjVXS542NAWNd1t1Iqb55jpZZeMM87r+u6B2gBJhe91qnLXsu2yck5CoWNHa3HYi2MjydWPCeXLzAZTxPyuVc9dzOLmLNXL6hRdvSsvu/OztgvNpNIE2lucvwziJiz+TfpsU3x82sL+ZiYTTN4fnrZzeV2xv7MUJwtsdCmGLOqMPdFDZyfpmOFKsJOfu8Hh2eJhv3yM1iFx5wVPn1umt3dy08+2h376USGuVSWjmaf7bF/9z06X/rOMX7rTx7jN99+HW2X9QDMLOR59OlBbtwXYyG1wHiqMZoed0YCvDQ4veo4Ofm9vzAax+3SSCczLNgYp47WJk6cnVr19U+em+bq7e0N8ffU6ndTLMKRE2Or7nF0MvbnxxLs62+reIzedOs2Pvf3L/Lnf/scAO1Bb0OMe3uzjyOnJhkbi9vaWuL0Pmd2LsOWqPPP3d72AHOpLD8/MUZ3e5D5dJa/e/QEgSYP0VBjjD1AX5uxL/Mnz5/nVdevnJzodOxrxeXSll0UKzdB+klA13V9t67rbuBdwMNKqbNAWtf128zz3m0ezwKPA+8wj78HeNj890Pm/2M+/rh5fum4ruu3A2ml1GCZ11vXZuYyFIvQEW6Mdg61ssWsEHq+Rk3jk+lcWemgN+qd3P+avdygx2pwVRuPtYfPSQPly2VzBcamk6V0L7G68KLKcdUyOp2iS1JBVxXye/D73ExUqWCDtbfPSdrgLVd38/+8/QBjMyk+/VfPXJGq9+SxUVKZPK9sgIIwixnbAKqblmil4tpNSTywM8qLpydL/XyXMju/wOzcAv113qbAYlVHrGZq4kI2z1Q8U5U9yAd3R9nV28ozJ4xVXTurNvWgpz1IJptnOlHdImCWcvYEwsWm8aeHZhkcTfBfHniK00Nx3nX3nrrfi7lYLBKgvbWpYYrDlPWTUUqlgfcBfw8cBY5zsejL/cD/0HX9ONAM/Kl5/CPAr+u6fhS4A/iEefyTwC26rh8xz/kN8/jngCbz+J9iBJSb0lTc+GOXPYErs5om16o4jFUYxqkmn5tX37Clod4IV9Jt3hwMT5R/czAylaRYlMqgTrQEfWjaxZ6ilZqcTTOdyLC1zisZroVq9wq8YE5k9cac/f5fs6OD337X9WRzeT79V8/wte8qHvzuCR787gm+89MB+mIhdvc1Vnp1TzTE2HSSbM7RbpEVGT0C7X/e3nWol1y+yI9fHF72nHOjxopAvVcGtXS1BdCoblGecfPvpxpBoKZp/Js7dwFGVc1yC81sNNYe+dEa7AvMZPNkcwVCNhvFL9bbEcLvc/PIU+f59F89QzZX4D/cf33DtcTSNA19axtqcLoh9gU6+kkrpbYv+vejwHVLnHMYo3ro5cfPAnctcXwKePMSx9PAe51cX6OajFfWI3CzcLk0ejuqPysMUCgUSWXKWwncbLraArg0jeGp8n8O1kqIBIH2uVwaLcHqNYw/blZAu6oBKg7L+gAAIABJREFUqkiuhWg4ULXCMBcm5mkNekvNoZ3Y1t3Cf3zPjfzFP/2cJ4+Olo5rmsZbX7Gz4aoT90WNCqEjU8mq9YidnE07KkjVF2tm75YwP3puiNe+rH/JFUSrh+fWOq8MavGZla+rWRzGqrDaVaW+pPu3tXHzVV20NcD+V0u3+Xs5MpVk//b2qr72vMNG8Yu5XBo7elo5dnaavVsjfPgtVzfEvuOl7NsW4adHRhiamKcvVt9/z3JHWwemzCCwvUWCwNX0xUIcO1v98r1Js/9WqIyVwM3G43YRawtUNEM8NDGPpl38wBP2hEM+ZuaqkyZ0dGCalqDX8WrUZhWN+Dlmzg5XGmhdmJivaAKkMxLgk++9qaJrqBd9i9pjVCMItIryXL3D2Q32Xdf38b+/dZSjZ6a4ZueV1RAHRxNEw/6G+gzp6QhVtVdgLVrSfPDNV1fttTaCtpYmfF4XwzVYCZyrIAgEePNt27l2Zwd339jYmU+L+wXWexDYuD+lBjIZz9Ac8NLkc6/3pWx4fbEQ04kM8+nVG/c6Yb1eo6SU1FpPhT2khibn6WwL4vXIW5QTu/vCHDkzxeBoZZvRi8Uixwen2dff1hCtBNZCNGw0DbdupMpVLBa50AAzzGulqz2IS9OqlgEyl8qSyeYd78G/YW8nLUEvP3juwpKPD47OVW2lcqPo6QgyMpUs9eOr1Nh0ipDf01CBcrVpmkZ3W7AmbSIqDQL1/jZed3N/QweAYGw96mj1l7Jl6llj/6QaxFQ8LamgNvVFjQ/Zau8LtJpAy4eTPT0dQUankuQL5e3TGZqYlybxZXjrK3YS8nv48kPHyx57MArCTCcy7N8uqaB2xcygodJ9gZPxNJmFfEP0klsLXo+LzrYAw1UKAq2fX9RhEOj1uLjjQC/PvzRRyt6xpBdyjE4l2dYg+wEtPR1BFnIFpqq0F3ZsOklnlVJBG1m3+flabfPWfU6ZQeBmsq8/ghqcqdoEyHqRILAOSKN4++w2TXbKypUvZ8P0ZtTTESJfKDIx4/zmIJcvMDadkv2AZWgOeLn/Hp2zowm++9S5sl/HSqneL/sBbYtGrIbxld0QWxNYfZKGa1tvFSuETpaCQOcpiXce7IUiPHb40m5W58fnKdI4+wEtVoXQaqUmjk6n6KpiKmij6m4PMjGbrmoxJKh8JXAz2betjblUtmaFCNeKBIF1QFYC7WtvbcLvc5eq61WLNUNWTnXQzajHXMUbKqNogLGCWJQgsEw36jEO7Ynyj4+fKbtNx7GBKdpbm+iU9hC2WStHlbaJKKc9xGbX0xFkbDpV0eq3xQriy/nMjUUCXLOzgx8dHiKXv3gtVnp2o60Edpvv89WoEGr1Q67mfsBG1d0epFi8WEinWhJmixPJeFqd1RKj0q0X602CwA0umc6SyuRplyDQFk3T6IuFapAOaq4Eyp5AW6wgsJyiAUPmc+QmuDyapvHL9+h43C6+8vBxx2WsC8Uixwdn2N/f1nCVJGsp0OQh5PeUytyX6/z4PJFmn0w4ORCLBCgUi6V2SpWYmDX2pZW7//uVh/qYnVvgR88PlbYRDI4maA54aWtprIyeloCXkN/DSBUqhE7MpikWjZ+lWFnXogqh1TQxkybc7JO9+DbEIgE0Dcar1Bt2vcgd7QY3aX6oSaN4+/qizTx7YrwqVfospVx5CQJtCfq9hEO+smaIhybm0ZDKoJVoa2nivlfu4iv/onjs8BB3HrTfIPz82BxzqSz7JBXUsWik8jYRjVB2fK3FFq3CVhpETMymK/q8PbCrg672IA8+coIHHzlBW0sT6YU827tbGm5SRdM0ejpCVVkJrHZ7iEbWXaMgcGwmJdkfNnncLtpb/HUfBEq4v8FZPQJlT6B9fbEQc6ks8Sr1SwOjOqjP48LrkQqtdvV0BMvqITU0MU8sEsDnlbGuxCuu62XPljDf+vHAJalpqzku+wHLFg37y9oHaykUigxNzssquEPWfsxKV2HBCALL2Q9ocbk0PvGeG/jYLx7gF+/axb7+CJ1tAW69prvia9uIust8n7/caA3aQzSqQJOHcLOv6kHguASBjsQifsYkCBS1NCWN4h3bYt5Ana9icZj5dE7aQzhkzRA7TUccmqysR5owaJrGG27ZxnQiw9NqzPbzjp6dpqs9KCnoZYiFA0zMpsuuGDc+myKbK0gQ6FB7axMuTat4FdboEZhyXBn0ciG/l4O7o7zhlm184E1X83vvu4nbru2p6DU3qt6OEPFktuLWKGPTKfw+Ny1BSYO2o9ptIrK5PNOJjKTjOhCLBBivYNJvI5AgcIObjKfxuDVaQ771vpS6YaVSVXNfYDKdk83SDnV3BElmcsST9m8OEskFRiaT9EQlJagart3VQVdbgEeeOmcrGM/lC6hzM7IKWKZoxE8uXyg7C8F6z+qVyqCOuF0u2lubKlqFBUiksixkC7L9woGudiNoKLcIlWVsOkVnW6DhUmZrpbsjWNae++VYwUxMVmJt62wLEJ9fILOQX+9LKZsEgRvcVDxDe4tfGjY70BryEQ75qlq1KZnOykqgQ1ZxGCf9u/7piTMUi3DrNY05a77WXJrG3Tdu5cxwglND8VXPPzuSILOQlyCwTBcrhJYXjFhtDno7JAh0Khr2M17hSuBkmT0CNzNrD9/YVGVjLz0CneluDzKfzlW8Amux0holHdQ+a9W0nvcFShC4wUmPwPLs6GnltI2bXrvmUrIS6FSvwx5SF8bn+OFzQ9x1qFfS4arotmu7CTZ5bPUNPGruB9T7I7W+rIZk7SUrNxi5MD5HR6ufQJNMODkVDQcqXgmcqKBH4GZlVUmsJDUxXygwMZuWHoEOlIrDVGk10ApkJB3UPgkCRc1Jj8Dy7OhtZWQqWWrtUKlkJiuVQR2KtDTR5HXbLhrw9e+/hN/n5i2376jxlW0ufp+HVxzs5Rk1tuKeqXyhwIunJ9kSa6Y1KOnn5SitBJZZoMSoDCoTIOWIRvzMzi+wkC0/Ncv6+5DPXPu8HhfRsL+idNDJeIZ8oSirUA5YQeDwVHW2vYxPp2iSPZmOWEFgPReHkSBwA8sXCkwnMlKgoQxWI88zI9VJCTUKw8iboxMuTaO7PWirfPgLpyb5+Zkp3nz7DlokAKm6V1+/BQ2N7z97YcnHTw/F+f0Hnual87PcfFXnGl9d4/B53bSGfGU1jM/lCwxPJmUVvEwxc/XOqqhdjonZdEU9AjerrrYgoxWkg1rtIaQyqH3RiB+3S6tacRirPYTsybQv5PcQaPLISqCojZnEAsWi9Agsx47uFoCqpITm8gUyC3lZCSxDTzS4aiPhXL7A179/kq62AK+63n4/O2FfR9jPDXqMHz0/RCqTKx2fS2X5q/+r+MOvPk08ucBH7r2GN9yybR2vtP7Fwv6yVgLHplPkC0VZCSxTNGJ8TlZSrW+ywh6Bm1VXe5CRaeeVoC1jpfYQsifQLrfLRWdboKLge7HxKvTY3Gw0TSMW8dd1hVC5q93ApEdg+YJ+L93tQc5UIQhMmjfNMjvsXE97kJ8dGSWzkKfJt3Tfvx8+d4HhySQfe9sBPG6Zl6qV19y0laeOj/GHX36STCbH6HSK6UQGTYO7b9zKvXfskL1oVRCNBDg9NOv4eVZRmL6oNIovh7WPr5I2EROz6VKanbCvqy1AZiFPfH6BcLPz+5Wx6RQ+j4tIs2SBONHdXp02EYVikfGZNNftilbhqjaXzkiAc1WsRL/W5BN/A5uUHoEV2dHTypGBKYrFYkUpDgmz3HsoIOmgTvWYxWFGppJsM1dnLYnkAv/yr4M8+vR5rtrexnW7O9bjEjeNXb2tXLuzgzNDcWIRP/u3tdHZFuDg7ij9XS2rv4CwJRr28/TxMQqFIi6X/fedC+NzaFysqiucCTf78LhdZReHsXoEXrOjvcpX1vhKRUqmkmUHgTFpD+FYV3uQF09POn6vudxMIkMuX5D2EGWIRQI8/9JExT+D9SJB4AZmNYpvb5EgsBw7e1v56ZERpuKZilJ8fn5mCjBuooUzpTYRk/OlIDCeXODhh47yrcdPs7CQ5+arunj7K3fLDUCNaZrG/3vfdcRiLYyPV699irhUNOwnXygylUg7qjJ5YWKeWFsAn3fpFXOxMpemVdQmQnoElq/LDAJHp1Po/c7by4zNpKQyaBm624Pk8sbkRSWptBcrg8rvvlOxtgC5fJGZufqs3yFB4AY2Gc/QHPAum0YnVlYqDjMcr+iD/Rk1ztbOZtmvUIbOtiCaBt98/DT//NOzTCfSpDJ5NA1u2tfJm27bIYUwREOJmvtqJmedBYHnxubYEpNU0EpEI/6yVwKlR2D5Olr9eNwao2WkJhaKRcamUxzYKZkgTl2cZK2sx6L0CCxfqULodEqCQFFd0h6iMltizXjcGqeH49y4r7yKh9OJDC9dmOXeO6RtQTm8Hhe3XtPNhfF52luNFMT2libuvKmfoFtW/kTjiYUvFijR++09Zz6dZWw6xe3X9tTwyhpfLBwoex+49Agsn8ulEYsEytqfZqUiSmVQ53rNCdShyXmu213+fr7xmRQuTavLIGa9Le4VuG+b81Xw9SZB4AY2GU/LzEwFvB4X/V0tFRWHefbEOAA36FI2v1zvf+NVVxyTlETRqNpb/Wg4K1AyYLay2dEjKeeViEb8zKdzJNM5x4W8pEdgZbrbg6Uqn06MliqDyr2OUyG/l3Czj6EKC5OMz6Rpb22Swmxl6GhtwqVpddsrUH7iG5isBFZuR08rAyMJCoXySlc/o8bo6QhKyqIQwhaP20Vba5OjNhEDw8ZE1fYeKdBTiUoqhEqPwMp0tQUZnU5RcNgmQnoEVqa3I8TQKm2YVjM2nZLxL5Pb5aIj3FS3vQIlCNygkukcqUxelucrtLOnlUw2z9CE8zfJeHIBdW6GG/RYDa5MCNGoouGAo4bxZ4YTdLYFCPmlAnElrP185fRplB6BlelqD5DLF0oF7ewamUricWtSAK9MvdEQQxPl92gEI5VRss7KF4sE6rZXoASBG5T1RiofSpXZYRaHOT3sPCX0+ZMTFItww15JBRVC2GdUqbR/U3BmOM72blkFrJS1P8dJAG6ZcFjIR1yqyyxM4rR5+Ylzs2zvbq3L8vobQW80RCabZyqeKev5yXSOuVRWGsVXoDMSkJVAUV3W8r7MzlSmqy1AsMnD6TL2BT6txoiG/fR3ScU+IYR90bC/VPBiNbNzGaYTGdkPWAUhvwe/z+0oAIeLPQKlMmj5uhb1CrQrmc4yMBJnfx0W1Ngoes0KoeWmhF5sDyH3muWKRQLMpbIk07n1vhTHJAjcoM4Mx/G4XfTFZC9aJTRNY0dvK2ccrgQm01mODUxzo94p/euEEI7EIgGKGMW9VnNGisJUjaZpjlNx4WKPQAkCyxdp9tHkdTM6bT8IVOdmKBaRILACpQqhZWx5gYtBoOwJLN/iCqH1RoLADWpgOEF/V7NUa6qCHT2tXBifJ7OQt/2c51+aIF8oyn5AIYRjpb1pNvaJDAzH0TQk46BKYhG/4z2Bk9IeomKaptHVFnCUDnpsYBqfx8WuvnANr6yxtQR9tAa9FQeBshJYPgkCRVUVikUGRhOyR6RKdva2UigWOTtqvyXBM2qctpam0p5CIYSwywomxm1UqRwYSdDbEcLvk6qU1RANBxifTTkqlDEhjeKroqs96Ggl8NjgNHu2hPF65Fa0Er3R8iuEjs2kaA54CTTJ+0+5SkFgGVWJ15v85W1Ao1NJMgt5SQ+qkp3mOJ66MGvr/PRCjp+fmeL6vTFckgoqhHCoraUJt0srrTAtp1gsGkVhpDVE1UQjfhayBRLJrO3nlHoEShBYka72ABMzaXt7YecXuDA+X5cNtjeanmiIoYn5siqESnuIygX9HpoDXsbL6JO53iQI3ICs/WuyElgdrSEfW2LNHD41aet8NThDNlfg4J5oja9MCNGIXC6N9tbVe0dNxtMkklmZ8KuimINVWIvVI1BWQyrT1RakUCzaSos7fnYagKu2t9f6shpeb0eIVCbPzNyC4+eOz6QkFbQKYhG/pIOK6hgYTtDkddPTIUVhquXQnignz8+QSK7+Jnl0YBqvx8XeLbJPQQhRnmg4wLmxuRVXRQaGpShMtUUj9vdjWs6NzZWqW4rydZtjOGpjReTY2SkCTR62dclkd6XKLQ5j9HXMSBBYBfXaK7CiaS9d138Z+B3zfx9WSv2WrusHgS8CrcBjwIeUUjld1/uBrwGdgALuV0rN6boeAR4EdgLjwH1KqRFd133Al4AbgRTwLqXU8Uqut14MjCTY1tUsfXOq6NDeKN/+yQCHX5rk9gM9K5579OyUuU/BvUZXJ4RoNLdf28MX/vkof/nQMX7tF65aMrX8zEgct0tjS0yKwlTLxYbx9mblU5kcpy/Eef0t/bW8rE3BCqRHbbSJOHZ2mn39EbnPqYK+RUHg1Tvsr6xOxtMUikVpRVYFsUiAZ9Q4+UIBt6t+1tfKvlJd14PAnwJ3AtcBd+i6fjdGoPdRpdReQAM+YD7l88DnlVL7gKeBT5rH/wB4XCm1H/gC8Cfm8Y8B8+bx3wQeKPda60m+UGBwNMF2mRmuqm1dLbS1NPHcyfEVz5udy3BhfF5SVIQQFXn5Nd287c6d/OzIKH/9vZNL7tcZGE6wpbNZCmNUkd9n7s+xOSt//Ow0hWKRaxzcPIulNQe8hPyeVVcCJ2ZSjM+kpTVElbQEvTQHvI6Lw1ysDCp7YSsViwTIF4pMxTPrfSmOVPLJ4zafHwK85n9ZIKCU+pl5zgPA23Vd9wKvAP5u8XHz32/EWAkE+Gvg9eb5peNKqceAmLma2BBy+QJf+PZRhi9bvh+aSLKQK8h+wCrTNI1De6IcGZhiIbt8q4ijpX0K8uEkhKjMG27Zxj03beXRZ87z7Z8MXPJYoVhkYCQuqaA1EIv4mbS5EvjzgSmavG5pU1AlXe3B0kpgoVDk2MAU33/63CWTIMfMz1kJAqtD0zR6O4KO00HHpq0egZIKXSkrFTpuY8vRRlJ2OqhSKqHr+ieB40AS+BGwAAwvOm0Y2AJEgbhSKnfZcYBe6zlm2mgciC0+ftlzBu1eY0fHxk2xSWdyPHtynOZHT/CxdxwqHX/+9BQA11/dQ0xShKrqrhv7+f6zF7gwneZlV3cDEItdGmyfHjlJS9DL9Vf34pY0lZq6fOzF2pGxXzu/cd8hckX4x8fPEG4N8Na7duN2aVwYnyOVyXNgT0x+HlXW19mCGpymNRKkyXsxrX+pcVaDM1y7O0pPtwSB1bCtp5Xn1Djf+ulZHnvuAlNxY0X2tbds48Nvuw63S+P0yByRliau29+NJhW4q2Ln1jaeeP4C0WjzFWO63PvL+ckkkeYm9uzokJ9DhaLRZj4V9HFwb+cl944b/b297CBQ1/UDwK8C24BZjDTQe4DFOS8aUMBYMbw8F6aw6JzFlnuOtug5tkxOzlEoOC+Zu1Zu3t/Fj549z5tevo3mgBeAF06OE2jy4CkWGB+339dOrK473ESgyc0Pnx5kR2eIWKzlkjEuFos8e3wMfWuEqcm5dbzSxnf52Iu1I2O/9t75ql3MJtJ85TtH+cFTg7zrNXuZNG+OO5p98vOosj29rTxxeIgPfvp7/NKr93D93iidna1XjPP4TIqhiXnuPNgrP4MqaW/2MTOX4duPn+banR3c98pdTM4t8I1HTzI1k+IDb7qK50+MsW9bGxMT8jlbLW0hL3OpLKcGJgk3N5WOL/d+XywWeeHkOLu3hOXnUCX9HcFL7h03ymety6UtuyhWSWGY1wKPKqXGAHRdfwD4LWBx1Y1uYAgYA8K6rruVUnnznCHznAvmeed1XfcALcAkcN4879Rlr9UwXnV9H48dHuLHLw7z2pcZma4Dw3G2d7dIf7oa8LhdXLuzg+dfmlhycmBkKsl0IiP7AYUQVeV2ufjIvdeghhJ88Z9e5DMPPku42YfP46I3KqlY1XbHdb3EIgEe/N4J/vybL3L19jY++o5DNF32sXpkwMi8kf2A1fPKQ310tgXZv62tNLkdi7VAocA3fnCKidk0s/MLkgpaZYsrhC4OApczPptmKp7hDbdEan1pYgOrZE/gYeBuXddDuq5rwJswUkLTuq7fZp7zboyqoVngceAd5vH3AA+b/37I/H/Mxx83zy8d13X9diCtlLKdCloP+rta2L+9nR88e4FCsUg2V+Dc2JzsB6yhQ3tiJJJZTg1d2Tj+6IDsBxRC1IamadxxsI8//MAtvPm27STTOXZvCddVJbl6sm9bG5/6lZt45917OD2c4OOfe4Jk+tIG8kfOTNHe2lTazyMqF/R7uWlfZykAtLz+5m2893U6A2Yf5KskCKyqUoXQydUrswKoQeN+R98qQeBmVsmewO/qun4IeAajIMy/Ap8Bvgl8Qdf1VuBZjAqiAB8BvqLr+icw9vW90zz+SeABXdePADPA/ebxzwF/YR7PYASUDeeNt+3gsw8+w5EzUzQHvOQLRSkUUEPX7uzA7dJ47uQEtx7aesljRwemiIb90jNHCFEzTV43996xk1fdsEUyPmrM7XLxmhu3om+N8J8feIrv/Owsb79rN2AVLZnmej0m+6HWyJ0H+2gJ+hgYSRCVz9mqCod8BJs8tovDqMEZmgPe0gqi2Jwq6hOolPoj4I8uO3wYeNkS554F7lri+BTw5iWOp4H3VnJ99eDWAz20ftPLD569wLW7OgBkJbCGgn4P+7a18dyJ8UuqleULBY4PznDTPrkhEELUXmvQt96XsGn0d7Vw1/Vb+N7T53n19Vtob/VzZiROMpOTVNA1dv3eGNfvja33ZTQcTdPojYYcBYF6f0TudzY5yUNZZ16Pm1cc7OXwSxM8fXyM5oCXjrD0bKmlQ3uijE6nOD92cQPvwEiCVCYn+wGFEKIB/fLr9lMsFvnm46cBIxVUQ9oUiMbRGw3a6hU4MZNiMp5mX7/87m92EgRuAHcd7APN6J2zvbtFZmZq7ODuKC5N479+5V85ahYGsPYD7pMbAiGEaDid7UHuvmErP3lxhPNjcxw5M8W27hZaZEVWNIjejhCJZHbVXnXq3Awg+wGFBIEbQnurn0N7jPSI7bIfsObaW/187BcPkM0V+OzfPM/nv/kiz54Yp7+zWVK0hBCiQb3h5dsINHl48JETnLoQ52pJBRUNZGev0evyiNlvejnHB6eN/YAx2Q+42UkQuEHcfcMWAPZukYa1a+HArg7+/N+/irfesYMXTk1ydiQhqaBCCNHAmgNefuHW7ahzMxSKRa6W93zRQHb2tdLR2sSTx0ZXPE8NzrB3a0QKUwkJAjeKfdva+MyHXi4zk2vI53Xzptt28AcfuJnX3dzPq27oW+9LEkIIUUOvvqGPjtYmmrxudvXJpKtoHC5N42VXdXHkzBSJZVJCJ2fTTMym0fslFVRIELihdEYCsh9wHUTDAe575W6iYSlZLYQQjczrcfOhe6/h/W/cj9cjt0Cisdy8v4t8ocjTanzJx9U56Q8oLpJ3QCGEEEJsGrt6w9y4r3O9L0OIqtva2UxPR5Anj4ws+fjxwRlCfg9bOpvX+MrERiRBoBBCCCGEEHVO0zRuuaqLE+dnmYqnr3j8hOwHFItIECiEEEIIIUQDeNlVXQBXFIiZiqcZm0mhS39AYZIgUAghhBBCiAbQ1RZkR08rTx69NAh87PAQIPsBxUUSBAohhBBCCNEgbr6qi8HROc6NJigWi3zjhy/xrR8PcOO+Tvq7ZD+gMHjW+wKEEEIIIYQQ1fGy/Z18/dGT/OCZcwyPzfHEi8PcdaiPX37NXqlCL0okCBRCCCGEEKJBRJqb2LetjW88ehKAN9+2nbfcvkMCQHEJSQcVQgghhBCigdxxXQ8uDd59z17uvWOnBIDiCrISKIQQQgghRAO55apuXn3zduYTV7aKEAJkJVAIIYQQQoiGE/R71/sSxAYmQaAQQgghhBBCbCISBAohhBBCCCHEJiJBoBBCCCGEEEJsIhIECiGEEEIIIcQmIkGgEEIIIYQQQmwiEgQKIYQQQgghxCbSqH0C3QAuV300xqyX62xEMvbrR8Z+/cjYrx8Z+/UjY79+ZOzXj4z9+tkIY7/oGtyXP6YVi8W1vZq1cTvw+HpfhBBCCCGEEEKsszuAJxYfaNQgsAm4CRgG8ut8LUIIIYQQQgix1txAD/AUkFn8QKMGgUIIIYQQQgghliCFYYQQQgghhBBiE5EgUAghhBBCCCE2EQkChRBCCCGEEGITkSBQCCGEEEIIITYRCQKFEEIIIYQQYhORIFAIIYQQQgghNhEJAoUQQgghhBBiE5EgUAghhBBCCCE2Ec96X8BGpOv67wH3mf/7HaXUx3Vdvxv4YyAAfF0p9YnLnvNV4PtKqQd0Xe8Evrvo4TAQU0o1L/G1DgJfBFqBx4APKaVyuq6/DPhzoAkYBH5NKTWywjX/PpBXSn3qsuNbgBeA65VSA3bHYL00wtjrun4n8A/AOfOU55RSv+JkHNZDg4x9K/A/gavMU96vlHrWyTishwYZ+6e5+JkSAHYBfUqpUQdDseYaZOzbgAeBPiAD/LpS6nmHQ7HmGmTs95iv2w5MAB9USp1wOBRrrp7GXtf124D/AfiASeBXlVJndV2PYPze7wTGgftW+tltFI0w9osefz9wh1LqfWUMxZprhLHXdX0/8Bfm66aAD5f7fi8rgZcxfxnuAQ4BB4EbdF1/J/CXwFuA/cBNuq6/3jy/V9f1bwO/aL2GUmpMKXVQKXUQuB4YAH59mS/5NeCjSqm9gAZ8QNd1Dfg74ONKqQPAV4H/vcz1hnVd/xLw75Z4zIXxC+hzNgrro4HG/kbgs9Z11EkA2Chj/8fAOaXUIeB3MALCDa1Rxl4pdeOia3gS+N06CAAbYuyBfwu8qJS6Dvh94M+cjcTaa6Cx/zLwZaXUtRjvOX/rbCTWXr2NPUag92vm13oQ+FPz+B8Ajyul9gNfAP7E8WCssUbJ8AqvAAAFsUlEQVQZe13X/bqufwb4/8obibXXKGOP8bv+R+bx/wR8xfFgmCQIvNIw8O+UUgtKqSxwDNgLnFRKnVFK5TB+sG83z78f+CeWf+P/FSCplPo/lz+g6/o2IKCU+pl56AHzdaPm8R+Yx/8ZeJ2u601LvP5bgJPAf1/isY8D38OYnawHjTL2NwH36Lr+gq7r39J1fetq3/gGUPdjb765vg34DIBS6l+AX7Xxva+3uh/7y77Gq4HrgD9a/lveMBpl7N1Ai/nvEMbs8EbXKGN/CPgGgPn6vbqu71zxO19/dTP25v9/Qin1gnnoBaDf/PcbMW6OAf4aeL2u6147A7COGmXsX4ERQ3zc9ne+/hpl7L8I/MsSxx2TIPAySqkj1g/NTPO4Dyhg/PJYhoEt5vn/TSn1xaVeS9d1N0aU/tvLfLneZV53ApjXdf0e8/gvAV6gY4nr/apS6jNA/rKvfQPwKoyVkbrQKGMPzACfM2d5HgL+Zplr2DAaZOw7MVLhPqLr+k91Xf8+dZDy3iBjv9h/Bv6TUmq5xzeMBhr7zwJ367o+hHGD8LvLXMOG0UBj/yzwTvM6Xm0+t3uZ69gQ6mnslVIZpdTXzK/lAj4F/OPlr23ewMeB2Arf+rprlLFXSn1XKfVx6mPCCWiosX9g0efrf+Hi34NjEgQuQ9f1q4FHgH8PnAaKix7WMH5xVvM6jBmGF5d53LXU6yqlihgrGv9R1/XngAhGPvCCzWsPAp/HWEa2c50bSj2PPYBS6kNKqX8w//2/gKt1XQ/bff56qvOx9wBdwKxS6uXAfwW+afO5667Ox37x9xBVSv2zk+ettwYY+z8D/kwp1Qu8Bvi6rutX7FHZiBpg7N8H/Btd1w9jjP1hh89fN/U09rqu+zBW/TzApxe91mJ2r3ndNcDY161GGHtd1zVd1z8L3AL8po3rXdKGnyVfD7qxGfPvgd9USv2NbhT66Fl0SjcwZOOl7mXRKpCu670YK0OYz//wCq+bVUrdZT6vE/gkMKXremnzpzLygZdyB8bN8Ld0XQdjRuIhXdffqpRSNq573dT72JszNr8DfOaylZCcjWteV/U+9hgzbDng/5jnPaLrerOu651KqTEb171uGmDsF3/9r9u4zg2jQcb+LZj7UpRSP9V1fRRjf8tTNq573TTI2HuAe5VSC2Yq4geBMzaueV3V09ibExrfwrhZfouZygdwwXy987quezBSoidtXPO6apCxr0uNMPbm7/pXMQqBvVIpNWvjepckQeBldGP/1j8C71BKfd88/KTxkL4b4839XRgbSVfzchbti1FKDWFsRl389dK6rt+mlPox8G7gYfOhL+u6/iGl1FMYm/6/Ya7qrXYThlLq/wLbF32NAeANaoNXB22QsS/ouv5WjL0jf6vr+nuAJ5VS8zaued00yNhndF1/BCO94n/qun4LMM8G3xPbCGN/2devp0IBjTL2hzFuSr5mpjn1Ahu6QmUDjf2nMW4GvwG8H3hKKbWhA5E6HPuvAS9hVFdcvErzEPAejJ/BOzCKxGzoIKWBxr7uNNDYfxajMug9SqmMjWtdlgSBV/otwA/8sbmKBvC/MFI+/t587CGM6j6r2QmcX+Wc+4Ev6EZp+2e5WP3nw8Bf6EZq5wsYHy6NrlHG/r3m6/4eMIbxIbXRNcrYv998/m8AWeCX6uCDq1HG3u7X30gaZezfaz7/tzH2xb63ktnhNdIoY/8fgK/quv4pjJWp9zl8/nqom7HXdf0Qxkr3UeBZ83qHlFJvwFhBeUDX9SMYe/Hvt3G9661Rxr4e1f3YY7zXfxQjYH3S+j5sZOksSSsWi6ufJYQQQgghhBCiIUhhGCGEEEIIIYTYRCQIFEIIIYQQQohNRIJAIYQQQgghhNhEJAgUQgghhBBCiE1EgkAhhBBCCCGE2EQkCBRCCCGEEEKITUSCQCGEEEIIIYTYRP5/5FDfJ2zFiIwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotMovingAverage(ads, 24)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "当对时间数据进行平滑时,可以清楚的看到整个用户查看广告的动态过程。在整个周末期间(2017-09-16),整个值变得很高,这是因为周末许多人都会有更多的时间。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "绘制平滑值的置信区间。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotMovingAverage(ads, 4, plot_intervals=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在通过平滑来做一个异常值检测系统。先给原始数据中添加一个异常值。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "ads_anomaly = ads.copy()\n", "ads_anomaly.iloc[-20] = ads_anomaly.iloc[-20] * 0.2 # 设置异常" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了能够显示异常值点,将前面定义的 `plotMovingAverage` 函数中的 `plot_anomalies` 设置为 `True` 即可。看看是否检测到异常值点。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotMovingAverage(ads_anomaly, 4, plot_intervals=True, plot_anomalies=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图中可以看到,已成功检测到异常。第二份数据是否也一样呢?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plotMovingAverage(currency, 7, plot_intervals=True, plot_anomalies=True) # 周平滑" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在这里的检测结果出乎意料,从图中可以看到该方法的缺点:它没有捕获数据中的每月季节性,并将几乎所有的峰值标记为异常。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "加权平滑也是一种处理时间序列的平滑技术。加权平滑是对移动平均进行的一个修改,将 $k$ 个之前的数据进行加权求和,即:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat{y}_{t} = \\displaystyle\\sum^{k}_{n=1} \\omega_n y_{t+1-n}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "先来定义加权平滑的函数。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def weighted_average(series, weights):\n", " \"\"\"计算加权平均序列\n", " \"\"\"\n", " result = 0.0\n", " for n in range(len(weights)):\n", " result += series.iloc[-n - 1] * weights[n]\n", " return float(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用加权平滑函数测试一下广告数据。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "87025.5" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weighted_average(ads, [0.6, 0.3, 0.1])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ads 87025.5\n", "dtype: float64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "0.6 * ads.iloc[-1] + 0.3 * ads.iloc[-2] + 0.1 * ads.iloc[-3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 指数平滑" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "与加权平滑不同,加权平滑只是加权时间序列最后的 k 个值,而 [ 指数平滑](https://en.wikipedia.org/wiki/Exponential_smoothing) 则是一开始加权所有可用的观测值,而当每一步向后移动窗口时,进行指数地减小权重,这个过程可以使用下面的公式进行表达。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat{y}_{t} = \\alpha \\cdot y_t + (1-\\alpha) \\cdot \\hat y_{t-1} $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这里,预测值是当前真实值和先前预测值之间的加权平均值。$\\alpha$ 权重称为平滑因子。它定义了预测将「忘记」最后一次可用的真实观测值的速度。$\\alpha$ 越小,先前观测值的影响越大,系列越平滑。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在函数的递归中隐藏了指数:也就是每次乘以$(1-\\alpha)$,其已经包含先前预测值进行$(1-\\alpha)$的运算结果。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义指数平滑的函数:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def exponential_smoothing(series, alpha):\n", " \"\"\"\n", " series - 时间序列\n", " alpha - 平滑因子\n", " \"\"\"\n", " result = [series[0]] # 第一个值是一样的\n", " for n in range(1, len(series)):\n", " result.append(alpha * series[n] + (1 - alpha) * result[n - 1])\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画出指数平滑结果的函数:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def plotExponentialSmoothing(series, alphas):\n", " \"\"\"\n", " 画出不同 alpha 值得平滑结果\n", " series - 时间序列\n", " alphas - 平滑因子\n", " \"\"\"\n", " with plt.style.context(\"seaborn-white\"):\n", " plt.figure(figsize=(15, 4))\n", " for alpha in alphas:\n", " plt.plot(\n", " exponential_smoothing(series, alpha), label=\"Alpha {}\".format(alpha)\n", " )\n", " plt.plot(series.values, \"c\", label=\"Actual\")\n", " plt.legend(loc=\"best\")\n", " plt.axis(\"tight\")\n", " plt.title(\"Exponential Smoothing\")\n", " plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出广告数据的指数平滑结果:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotExponentialSmoothing(ads.Ads, [0.3, 0.05])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出游戏币支出数据的指数平滑结果:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotExponentialSmoothing(currency.GEMS_GEMS_SPENT, [0.3, 0.05])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可知,平滑因子越小,平滑结果也就越平滑。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 双指数平滑" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "到目前为止,讨论过的方法都是针对单个未来点的预测。虽然有一些很好的平滑,但对于一些复杂数据来说,这还不够。为了能够预测更多未来的点,对指数平滑进行扩展。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了提取更多细节信息,将时间序列数据分解为两个分量:截距(即水平)$\\ell$ 和斜率(即趋势)$b$ 。对于截距,可以使用之前所述的平滑方法进行平滑,对于趋势,则假设时间序列的趋势(未来方向变化)取决于先前值的加权变化,对趋势应用相同的指数平滑。因此,可以使用以下函数来表示:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\ell_x = \\alpha y_x + (1-\\alpha)(\\ell_{x-1} + b_{x-1})$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$b_x = \\beta(\\ell_x - \\ell_{x-1}) + (1-\\beta)b_{x-1}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat{y}_{x+1} = \\ell_x + b_x$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在上面的式子中,第一个函数是截距计算公式,其中的第一项取决于序列的当前值;第二项现在分为以前的水平和趋势值。第二个函数描述趋势,它取决于当前时间点的水平变化和趋势和先前值。在这种情况下,$\\beta $ 系数是指数平滑的权重。最终预测是截距和趋势的总和。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义双指数平滑函数。" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def double_exponential_smoothing(series, alpha, beta):\n", " \"\"\"\n", " series - 序列数据\n", " alpha - 取值范围为 [0.0, 1.0], 水平平滑参数\n", " beta - 取值范围为 [0.0, 1.0], 趋势平滑参数\n", " \"\"\"\n", " # 原始序列和平滑序列的第一个值相等\n", " result = [series[0]]\n", " for n in range(1, len(series) + 1):\n", " if n == 1:\n", " level, trend = series[0], series[1] - series[0]\n", " if n >= len(series): # 预测\n", " value = result[-1]\n", " else:\n", " value = series[n]\n", " last_level, level = level, alpha * value + (1 - alpha) * (level + trend)\n", " trend = beta * (level - last_level) + (1 - beta) * trend\n", " result.append(level + trend)\n", " return result" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画出双指数平滑结果的函数。" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def plotDoubleExponentialSmoothing(series, alphas, betas):\n", " \"\"\"\n", " 画出不同参数的实验结果\n", " series - 序列数据\n", " alpha - 取值范围为 [0.0, 1.0], 水平平滑参数\n", " beta - 取值范围为 [0.0, 1.0], 趋势平滑参数\n", " \"\"\"\n", " with plt.style.context(\"seaborn-white\"):\n", " plt.figure(figsize=(15, 4))\n", " for alpha in alphas:\n", " for beta in betas:\n", " plt.plot(\n", " double_exponential_smoothing(series, alpha, beta),\n", " label=\"Alpha {}, beta {}\".format(alpha, beta),\n", " )\n", " plt.plot(series.values, label=\"Actual\")\n", " plt.legend(loc=\"best\")\n", " plt.axis(\"tight\")\n", " plt.title(\"Double Exponential Smoothing\")\n", " plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出不同 $\\alpha$ 和 不同 $\\beta$ 的平滑结果" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotDoubleExponentialSmoothing(ads.Ads, alphas=[0.9, 0.02], betas=[0.9, 0.02])" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotDoubleExponentialSmoothing(\n", " currency.GEMS_GEMS_SPENT, alphas=[0.9, 0.02], betas=[0.9, 0.02]\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的图可以看出,可以通过调整两个参数 $\\alpha$ 和 $\\beta$ 来得到不同的结果。$\\alpha$ 负责序列的平滑,$\\beta$ 负责趋势的平滑。值越大,最近观测点的权重越大,模型系列的平滑程度越小。某些参数组合可能会产生奇怪的结果,尤其是手动设置时。我们将研究一下自动选择参数。不过在此之前,让先讨论三指数平滑。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 三指数平滑" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "前文研究了指数平滑和双指数平滑。现在开始讲解三指数平滑。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "你可能已经猜到了,这个想法是增加第三个组成部分:季节性成分。这意味着如果时间序列预计没有季节性,就不应该使用这种方法。模型中的季节性成分将解释围绕截距和趋势的重复变化,并且将通过季节的长度来指定,换言之,通过变化重复的时段来指定。对于季节中的每个观测值,都有一个单独的组成部分,例如,如果季节的长度为 7 天(每周季节性),则有 7 个季节性成分,也即是一周中的每一天。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "三指数平滑可使用下面公式描述:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\ell_x = \\alpha(y_x - s_{x-L}) + (1-\\alpha)(\\ell_{x-1} + b_{x-1})$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$b_x = \\beta(\\ell_x - \\ell_{x-1}) + (1-\\beta)b_{x-1}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$s_x = \\gamma(y_x - \\ell_x) + (1-\\gamma)s_{x-L}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat{y}_{x+m} = \\ell_x + mb_x + s_{x-L+1+(m-1)modL}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "截距现在取决于序列的当前值减去相应的季节性成分。而趋势保持不变,季节性分量取决于系列的当前值减去截距和其先前值。考虑到所有可用季节的成分都是平滑的,例如,如果我们有星期一季节性成分,那么它只会与其他星期一平均。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "你可以阅读更多关于 [ 平滑](http://www.itl.nist.gov/div898/handbook/pmc/section4/pmc435.htm) 如何工作以及如何完成趋势和季节性成分的初始近似。有了季节性因素,模型不仅可以预测未来的一两步,而且还可以预测未来任意的 $ m $ 步,这非常令人期待。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "三次指数平滑模型也称为 Holt-Winters 模型,得名于发明人的姓氏 Charles Holt 和他的学生 Peter Winters。此外,模型中还引入了 Brutlag 方法,用来创建置信区间,其公式描述如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat y_{max_x}=\\ell_{x−1}+b_{x−1}+s_{x−T}+m⋅d_{t−T}$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\\hat y_{min_x}=\\ell_{x−1}+b_{x−1}+s_{x−T}-m⋅d_{t−T}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$d_t=\\gamma∣y_t−\\hat y_t∣+(1−\\gamma)d_{t−T}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "其中 $T$ 是季节的长度,$d$ 是预测的偏差。其他参数取自三指数平滑。想要了解更多细节的内容,可以参考 [ 这篇论文](http://fedcsis.org/proceedings/2012/pliks/118.pdf)。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "实现三指数平滑,由于三指数平滑相对复杂,所以这里使用类来进行实现。" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# 该代码块较长,直接执行即可\n", "class HoltWinters:\n", "\n", " \"\"\"\n", " 三次指数模型及其异常值检测\n", "\n", " # series - 时间序列\n", " # slen - 季节长度\n", " # alpha, beta, gamma - 三指数模型系数\n", " # n_preds -预测\n", " # scaling_factor -置信值设置\n", " \"\"\"\n", "\n", " def __init__(self, series, slen, alpha, beta, gamma, n_preds, scaling_factor=1.96):\n", " self.series = series\n", " self.slen = slen\n", " self.alpha = alpha\n", " self.beta = beta\n", " self.gamma = gamma\n", " self.n_preds = n_preds\n", " self.scaling_factor = scaling_factor\n", "\n", " def initial_trend(self):\n", " sum = 0.0\n", " for i in range(self.slen):\n", " sum += float(self.series[i + self.slen] - self.series[i]) / self.slen\n", " return sum / self.slen\n", "\n", " def initial_seasonal_components(self):\n", " seasonals = {}\n", " season_averages = []\n", " n_seasons = int(len(self.series) / self.slen)\n", " # 计算季节平均值\n", " for j in range(n_seasons):\n", " season_averages.append(\n", " sum(self.series[self.slen * j : self.slen * j + self.slen])\n", " / float(self.slen)\n", " )\n", " # 计算初始值\n", " for i in range(self.slen):\n", " sum_of_vals_over_avg = 0.0\n", " for j in range(n_seasons):\n", " sum_of_vals_over_avg += (\n", " self.series[self.slen * j + i] - season_averages[j]\n", " )\n", " seasonals[i] = sum_of_vals_over_avg / n_seasons\n", " return seasonals\n", "\n", " def triple_exponential_smoothing(self):\n", " self.result = []\n", " self.Smooth = []\n", " self.Season = []\n", " self.Trend = []\n", " self.PredictedDeviation = []\n", " self.UpperBond = []\n", " self.LowerBond = []\n", "\n", " seasonals = self.initial_seasonal_components()\n", "\n", " for i in range(len(self.series) + self.n_preds):\n", " if i == 0: # 季节性成分初始化\n", " smooth = self.series[0]\n", " trend = self.initial_trend()\n", " self.result.append(self.series[0])\n", " self.Smooth.append(smooth)\n", " self.Trend.append(trend)\n", " self.Season.append(seasonals[i % self.slen])\n", "\n", " self.PredictedDeviation.append(0)\n", "\n", " self.UpperBond.append(\n", " self.result[0] + self.scaling_factor * self.PredictedDeviation[0]\n", " )\n", "\n", " self.LowerBond.append(\n", " self.result[0] - self.scaling_factor * self.PredictedDeviation[0]\n", " )\n", " continue\n", "\n", " if i >= len(self.series): # 预测\n", " m = i - len(self.series) + 1\n", " self.result.append((smooth + m * trend) + seasonals[i % self.slen])\n", "\n", " # 在预测时,增加一些不确定性\n", " self.PredictedDeviation.append(self.PredictedDeviation[-1] * 1.01)\n", "\n", " else:\n", " val = self.series[i]\n", " last_smooth, smooth = (\n", " smooth,\n", " self.alpha * (val - seasonals[i % self.slen])\n", " + (1 - self.alpha) * (smooth + trend),\n", " )\n", " trend = self.beta * (smooth - last_smooth) + (1 - self.beta) * trend\n", " seasonals[i % self.slen] = (\n", " self.gamma * (val - smooth)\n", " + (1 - self.gamma) * seasonals[i % self.slen]\n", " )\n", " self.result.append(smooth + trend + seasonals[i % self.slen])\n", "\n", " # 偏差按Brutlag算法计算\n", " self.PredictedDeviation.append(\n", " self.gamma * np.abs(self.series[i] - self.result[i])\n", " + (1 - self.gamma) * self.PredictedDeviation[-1]\n", " )\n", "\n", " self.UpperBond.append(\n", " self.result[-1] + self.scaling_factor * self.PredictedDeviation[-1]\n", " )\n", "\n", " self.LowerBond.append(\n", " self.result[-1] - self.scaling_factor * self.PredictedDeviation[-1]\n", " )\n", "\n", " self.Smooth.append(smooth)\n", " self.Trend.append(trend)\n", " self.Season.append(seasonals[i % self.slen])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 时间序列交叉验证" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在开始构建模型之前,先讨论一下,怎么自动的去选择模型的参数。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " 与之前的一样,要评估模型,必须选择适合该任务的损失函数,因为损失函数决定了模型拟合数据的接近程度。然后,使用交叉验证,将损失函数值最终降至全局最小值。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "你可能会问,如何对时间序列进行交叉验证?因为时间序列具有时间结构,要保留时间结构,不能随意对数据进行组合。要是随机组合,观测点之间的所有时间依赖关系将丢失。因此,这里需要使用技巧性更强的方法来优化模型参数。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "时间序列交叉验证很简单,我们在时间序列的一小部分上训练模型,从开始到时间节点 $t$ ,对下一个 $t+n$ 时刻进行预测,并计算误差。然后,将训练样本扩展到 $t+n$ 值,从 $t+n$ 做出预测,直到 $t+2*n$ ,并继续移动时间序列的测试段,直到达到最后一次可用的观察。因此,在初始训练样本和最后一次观察之间,可以得到与 $n$ 一样多的数据份数。具体过程如下图所示。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在,知道了如何建立交叉验证,就可以通过交叉验证来找到三指数模型的最优参数。回想一下,在广告数据中有每日的季节性,也就是 slen=24 。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "实现时间序列的交叉验证。\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import TimeSeriesSplit # 导入时间序列切分模块\n", "\n", "\n", "def timeseriesCVscore(params, series, loss_function=mean_squared_error, slen=24):\n", " \"\"\"\n", " 返回交叉验证误差 \n", " params - 优化参数\n", " series - 时间序列\n", " slen - 季节性长度\n", " \"\"\"\n", " # 误差\n", " errors = []\n", " values = series.values\n", " alpha, beta, gamma = params\n", " # 设置几次交叉\n", " tscv = TimeSeriesSplit(n_splits=3)\n", " # 训练\n", " for train, test in tscv.split(values):\n", " model = HoltWinters(\n", " series=values[train],\n", " slen=slen,\n", " alpha=alpha,\n", " beta=beta,\n", " gamma=gamma,\n", " n_preds=len(test),\n", " )\n", " model.triple_exponential_smoothing()\n", "\n", " predictions = model.result[-len(test) :]\n", " actual = values[test]\n", " error = loss_function(predictions, actual)\n", " errors.append(error)\n", "\n", " return np.mean(np.array(errors))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "和指数平滑的其他模型一样,在三指数模型中,平滑参数的取值范围为 0 到 1 之间。因此,为了最小化损失函数,使用截断牛顿共轭梯度优化算法来进行优化。" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.11681811415263998 0.002674202051183794 0.059665015439133884\n" ] } ], "source": [ "data = ads.Ads[:-20] # 留下一些数据用于测试\n", "\n", "# 初始化模型的参数\n", "x = [0, 0, 0]\n", "\n", "# 最小化损失函数\n", "opt = minimize(\n", " timeseriesCVscore,\n", " x0=x,\n", " args=(data, mean_squared_log_error),\n", " method=\"TNC\",\n", " bounds=((0, 1), (0, 1), (0, 1)),\n", ")\n", "\n", "# 取出最优的参数\n", "alpha_final, beta_final, gamma_final = opt.x\n", "print(alpha_final, beta_final, gamma_final)\n", "\n", "# 使用最优参数训练模型\n", "model = HoltWinters(\n", " data,\n", " slen=24,\n", " alpha=alpha_final,\n", " beta=beta_final,\n", " gamma=gamma_final,\n", " n_preds=50,\n", " scaling_factor=3,\n", ")\n", "model.triple_exponential_smoothing()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画出三指数平滑图形的函数:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def plotHoltWinters(series, plot_intervals=False, plot_anomalies=False):\n", " \"\"\"\n", " series - 时间序列\n", " plot_intervals - 显示置信区间\n", " plot_anomalies - 显示异常值\n", " \"\"\"\n", " plt.figure(figsize=(15, 4))\n", " plt.plot(model.result, label=\"Model\")\n", " plt.plot(series.values, label=\"Actual\")\n", " error = mean_absolute_percentage_error(series.values, model.result[: len(series)])\n", " plt.title(\"Mean Absolute Percentage Error: {0:.2f}%\".format(error))\n", "\n", " if plot_anomalies:\n", " anomalies = np.array([np.NaN] * len(series))\n", " anomalies[series.values < model.LowerBond[: len(series)]] = series.values[\n", " series.values < model.LowerBond[: len(series)]\n", " ]\n", " anomalies[series.values > model.UpperBond[: len(series)]] = series.values[\n", " series.values > model.UpperBond[: len(series)]\n", " ]\n", " plt.plot(anomalies, \"o\", markersize=10, label=\"Anomalies\")\n", "\n", " if plot_intervals:\n", " plt.plot(model.UpperBond, \"r--\", alpha=0.5, label=\"Up/Low confidence\")\n", " plt.plot(model.LowerBond, \"r--\", alpha=0.5)\n", " plt.fill_between(\n", " x=range(0, len(model.result)),\n", " y1=model.UpperBond,\n", " y2=model.LowerBond,\n", " alpha=0.2,\n", " color=\"grey\",\n", " )\n", "\n", " plt.vlines(\n", " len(series),\n", " ymin=min(model.LowerBond),\n", " ymax=max(model.UpperBond),\n", " linestyles=\"dashed\",\n", " )\n", " plt.axvspan(len(series) - 20, len(model.result), alpha=0.3, color=\"lightgrey\")\n", " plt.grid(True)\n", " plt.axis(\"tight\")\n", " plt.legend(loc=\"best\", fontsize=13)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出广告数据的三指数平滑结果:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotHoltWinters(ads.Ads)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出广告数据的三指数平滑结果,并画出置信区间和异常点:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotHoltWinters(ads.Ads, plot_intervals=True, plot_anomalies=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从图中可以看出,模型能够成功地拟合原始的时间序列,并捕捉到了每日季节性和整体向下趋势,甚至一些异常也检测到了。如果你看模型的偏差,你可以清楚地看到模型对序列结构的变化作出了相当大的反应,但随后迅速将偏差返回到正常值,基本上是「遗忘」掉过去。该模型的这一特性使我们能够快速构建异常检测系统,即使对于嘈杂的系列数据,也不需要花费太多时间和精力来准备数据和训练模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出广告数据的三指数平滑的偏差:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"Brutlag's predicted deviation\")" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.plot(model.PredictedDeviation)\n", "plt.grid(True)\n", "plt.axis(\"tight\")\n", "plt.title(\"Brutlag's predicted deviation\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对第二个序列数据应用相同的算法,你可能还记得,它具有趋势和 30 天的季节性。" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.012841445048055122 0.04883371471892228 0.00943678056045777\n" ] } ], "source": [ "data = currency.GEMS_GEMS_SPENT[:-50]\n", "slen = 30 # 30天的季节性\n", "\n", "x = [0, 0, 0]\n", "opt = minimize(\n", " timeseriesCVscore,\n", " x0=x,\n", " args=(data, mean_absolute_percentage_error, slen),\n", " method=\"TNC\",\n", " bounds=((0, 1), (0, 1), (0, 1)),\n", ")\n", "\n", "alpha_final, beta_final, gamma_final = opt.x\n", "print(alpha_final, beta_final, gamma_final)\n", "\n", "model = HoltWinters(\n", " data,\n", " slen=slen,\n", " alpha=alpha_final,\n", " beta=beta_final,\n", " gamma=gamma_final,\n", " n_preds=100,\n", " scaling_factor=3,\n", ")\n", "model.triple_exponential_smoothing()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出游戏币支出的三指数平滑结果:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotHoltWinters(currency.GEMS_GEMS_SPENT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "看起来不错,该模型同时捕捉到了上升趋势和季节高峰,与原始数据非常吻合。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出游戏币支出的三指数平滑结果,并画出置信区间以及异常点。" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotHoltWinters(currency.GEMS_GEMS_SPENT, plot_intervals=True, plot_anomalies=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图可以看到,模型也捕获了一些异常。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出游戏币支出的三指数平滑结果的偏差:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"Brutlag's predicted deviation\")" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "plt.plot(model.PredictedDeviation)\n", "plt.grid(True)\n", "plt.axis(\"tight\")\n", "plt.title(\"Brutlag's predicted deviation\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从图中可以看到,模型的预测偏差随着预测长度的增加而上升。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 平稳性" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[ 平稳性](https://en.wikipedia.org/wiki/Stationary_process) 通常指的是时间序列是否平稳。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "具体来说,如果一个过程是平稳的,这意味着它不会随着时间的推移而改变其统计特性,这里的统计特性指的是均值、方差以及协方差。协方差函数不依赖于时间,它应该只取决于观测值之间的距离。我们可以从 [ Sean Abu](http://www.seanabu.com/2016/03/22/time-series-seasonal-ARIMA-model-in-python/) 发布的图片上直观地看到这一点。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 下面红色的图中的时间序列是不稳定的,因为其值会随着时间的增加而增加。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 下面的右图中,方差随时间的变化而变化。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 最后,第 $i$ 项和 $(i + m)$ 项的协方差不应该是时间的函数。在下面的图中,我们可以看到,协方差不是随着时间而恒定的。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为什么平稳性如此重要?因为对平稳序列进行预测很容易,因为可以假设未来的统计特性与目前观测到的统计特性是一致的,这使得大多数时间序列模型都以这样或那样的方式去预测这些属性(例如均值或方差)。如果原始序列不是平稳的,未来的预测将是错误的。很不幸,通常在教科书之外看到的大多数时间序列都是非平稳的。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "所以,为了理解非平稳性问题,这里举一个例子来进行说明。实验数据为一个高斯白噪声信号。" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "white_noise = np.random.normal(size=1000)\n", "with plt.style.context(\"bmh\"):\n", " plt.figure(figsize=(15, 5))\n", " plt.plot(white_noise)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "标准正态分布产生的过程是平稳的,在 0 附近振荡,方差为 1 。现在,基于这个过程,生成一个新的时间序列,且与上一个的关系为:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " $$x_t = \\rho x_{t-1} + e_t$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出高斯白噪声的图形:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plotProcess(n_samples=1000, rho=0):\n", " x = w = np.random.normal(size=n_samples)\n", " for t in range(n_samples):\n", " x[t] = rho * x[t - 1] + w[t]\n", "\n", " with plt.style.context(\"bmh\"):\n", " plt.figure(figsize=(10, 3))\n", " plt.plot(x)\n", " plt.title(\n", " \"Rho {}\\n Dickey-Fuller p-value: {}\".format(\n", " rho, round(sm.tsa.stattools.adfuller(x)[1], 3)\n", " )\n", " )\n", "\n", "\n", "for rho in [0, 0.6, 0.9, 1]:\n", " plotProcess(rho=rho)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在第一张图上,你可以看到和之前一样的高斯白噪声。在第二张图将 $\\rho$ 增加至 0.6,大周期开始出现,但整体仍然相对静止。第三幅图更偏离均值,但仍在均值附近振荡。最后,随着 $\\rho$ = 1,便得到一个随机过程,即非平稳的时间序列。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在达到临界值后,序列 $x_t = \\rho x_{t-1} + e_t$不会回归其平均值。如果从两边减去 $x_{t-1}$,将得到 $x_t - x_{t-1} = (\\rho - 1) x_{t-1} + e_t$,其中左边的表达式被称为一阶差分。如果 $\\rho=1$,那么一阶差分为白噪声 $e_t$。这是 [ Dickey-Fuller](https://en.wikipedia.org/wiki/Dickey%E2%80%93Fuller_test) 测试时间序列平稳性背后的主要思想,即检验是否存在单位根,这里的单位根指的是 $\\rho=1$。如果可以使用一阶差分从非平稳序列中得到一个平稳序列,则称这些序列为一阶差分序列。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "消除时间序列非平稳性的方法有很多,常用的有:多阶差分、移除趋势和季节性去除、平滑,以及 Box-Cox 或对数等转换。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 摆脱非平稳性并构建SARIMA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SARIMA( Seasonal Autoregressive Integrated Moving Average ) 季节性差分自回归滑动平均模型。是常用的时间序列预测分析方法之一。该方法可以对任何周期的时间序列进行建模。因此,在时间序列分析中得到了广泛的应用。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "因为 SARIMA 的部分参数需要根据自相关图和偏自相关图来进行选取。相关性指的是两个向量得相关程度,一般用皮尔逊系数来衡量。自相关就是时间序列本身与延后的时间序列的相关性。而偏自相关则是剔除干扰后时间序列观察与先前时间步长时间序列观察之间关系的总结。所以先定义画出时间序列图及其自相关图和偏自相关图的函数。" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def tsplot(y, lags=None, figsize=(12, 7), style=\"bmh\"):\n", " \"\"\"\n", " 画出时间序列的图形\n", " y - 时间序列\n", " lags - 延迟大小\n", " \"\"\"\n", " if not isinstance(y, pd.Series):\n", " y = pd.Series(y)\n", "\n", " with plt.style.context(style):\n", " fig = plt.figure(figsize=figsize)\n", " layout = (2, 2)\n", " ts_ax = plt.subplot2grid(layout, (0, 0), colspan=2)\n", " acf_ax = plt.subplot2grid(layout, (1, 0))\n", " pacf_ax = plt.subplot2grid(layout, (1, 1))\n", "\n", " y.plot(ax=ts_ax)\n", " p_value = sm.tsa.stattools.adfuller(y.values)[1]\n", " ts_ax.set_title(\n", " \"Time Series Analysis Plots\\n Dickey-Fuller: p={0:.5f}\".format(p_value)\n", " )\n", " smt.graphics.plot_acf(y, lags=lags, ax=acf_ax)\n", " smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax)\n", " plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出广告数据的自相关图和偏自相关图。" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(ads.Ads, lags=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "出乎意料,初始序列是平稳的,也就是是说单位根不存在。实际上,可以在图上看到,没有明显的趋势,均值是常数,方差非常稳定。唯一剩下的是季节性,在建模之前需要处理它。为了做到这一点,让我们取「季节差分」,将本身的序列减去延后一个季节的序列。" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ads_diff = ads.Ads - ads.Ads.shift(24)\n", "tsplot(ads_diff[24:], lags=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "随着明显的季节性消失,现在情况好多了。然而,自相关函数仍然有太多的显著延后。要消除它们,我们对序列进行一阶的差分。" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ads_diff = ads_diff - ads_diff.shift(1)\n", "tsplot(ads_diff[24 + 1 :], lags=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在,自相关函数现在看起来好许多,在0附近振荡。Dickey-Fuller 检验表明,ACF 是平稳的,减少了显著的峰值。现在可以开始建模。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### ARIMA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在开始讲解建模:建模通常最常用的是 $SARIMA(p, d, q)(P, D, Q, s)$。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $AR(p)$ - 自回归模型,时间序列自身的回归。这有一个基本的假设,即某个序列值仅依赖与它之前的某个窗口范围的值。在模型中,滞后大小记为 $p$。要确定 $p$ 的初始值。需要去画出偏自相关 PACF 图,查看 PACF 图并找到最大的显著滞后。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $MA(q)$ - 移动平均模型,同样假设当前的误差依赖于之前的误差,并带有一定的滞后,即 $q$ 。初始值可以在自相关 ACF 图上找到。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "把四个字母连接起来:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$AR(p) + MA(q) = ARMA(p, q)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这里有自回归模型,移动平均模型。如果序列是平稳的,它可以用这四个字母近似。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $I(d)$ - 差分。这只是使序列平稳所需的非季节性差异的数量。在我们的例子中,只有 1,因为我们用了一阶差分。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "加上这个字母,则得到 $ARIMA$ 模型,它可以在非季节性差异的帮助下处理非平稳数据。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $S(s)$ -负责季节性,等于序列的季节性周期长度\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这样,模型会有三个参数 $(P, D, Q)$:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $P$ - 模型季节分量的自回归阶数,可由 PACF 得到。但是,需要查看显著滞后的数量,这是季节周期长度的倍数。例如,如果周期等于 24,我们看到第 24 和 48 次滞后在 PACF 中是显著的,这意味着初始的 $P$ 应该是 2。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $Q$ - 与 $p$ 的选择类似,使用 ACF 图来得到。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $D$ - 季节差分。这可能等于 1 或 0 ,取决于是否应用了季节差分。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在知道了如何设置初始参数,让我们再看一遍最终的图并设置参数:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(ads_diff[24 + 1 :], lags=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $p$ 最可能是4,因为 4 是 PACF 的最后一个显著滞后,在此之后,其他大多数都不显著。\n", "- $d$ 等于 1,因为我们有一阶差分\n", "- $q$ 应该在 4 左右,就像在ACF上看到的那样\n", "- $P$ 可能是2,因为 24 和 48 的滞后对 PACF 有一定的影响\n", "- $D$ 还是等于1,因为我们做了季节差分\n", "- $Q$ 可能是 1,ACF 的第 24 个延迟显著,而第 48 个延迟不显著。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在测试不同的参数,看看哪个更好。设置不同的参数值。" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "36" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 设置初始值\n", "ps = range(2, 5)\n", "d = 1\n", "qs = range(2, 5)\n", "Ps = range(0, 2)\n", "D = 1\n", "Qs = range(0, 2)\n", "s = 24 # 季节性长度任然是 24\n", "\n", "# 使用所有可能的参数组合创建列表\n", "parameters = product(ps, qs, Ps, Qs)\n", "parameters_list = list(parameters)\n", "len(parameters_list)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义寻找 SARIMA 模型最优参数函数:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "def optimizeSARIMA(parameters_list, d, D, s):\n", " \"\"\"\n", " 返回带有参数和相应 AIC 的 DataFrame\n", " parameters_list - 元组 (p, q, P, Q) \n", " d - 差分\n", " D - 季节性差分 \n", " s - 季节长度\n", " \"\"\"\n", "\n", " results = []\n", " best_aic = float(\"inf\")\n", "\n", " for param in tqdm_notebook(parameters_list):\n", " # 我们需要try-except因为在一些组合模型上不能收敛\n", " try:\n", " model = sm.tsa.statespace.SARIMAX(\n", " ads.Ads,\n", " order=(param[0], d, param[1]),\n", " seasonal_order=(param[2], D, param[3], s),\n", " freq=\"H\",\n", " ).fit(disp=-1)\n", " except:\n", " continue\n", " aic = model.aic\n", " # 保存最佳模型、AIC 和参数\n", " if aic < best_aic:\n", " best_model = model\n", " best_aic = aic\n", " best_param = param\n", " results.append([param, model.aic])\n", "\n", " result_table = pd.DataFrame(results)\n", " result_table.columns = [\"parameters\", \"aic\"]\n", " # 按升序排序,AIC 越低越好\n", " result_table = result_table.sort_values(by=\"aic\", ascending=True).reset_index(\n", " drop=True\n", " )\n", "\n", " return result_table" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f5598067c61043148894ac0a6007c1dd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(IntProgress(value=0, max=36), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "result_table = optimizeSARIMA(parameters_list, d, D, s)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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parametersaic
0(2, 3, 1, 1)3888.642174
1(3, 2, 1, 1)3888.763568
2(4, 2, 1, 1)3890.279740
3(3, 3, 1, 1)3890.513196
4(2, 4, 1, 1)3892.302849
\n", "
" ], "text/plain": [ " parameters aic\n", "0 (2, 3, 1, 1) 3888.642174\n", "1 (3, 2, 1, 1) 3888.763568\n", "2 (4, 2, 1, 1) 3890.279740\n", "3 (3, 3, 1, 1) 3890.513196\n", "4 (2, 4, 1, 1) 3892.302849" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result_table.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "构建 SARIMA 模型,并归广告数据进行预测。" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==========================================================================================\n", "Dep. Variable: Ads No. Observations: 216\n", "Model: SARIMAX(2, 1, 3)x(1, 1, 1, 24) Log Likelihood -1936.321\n", "Date: Tue, 21 May 2019 AIC 3888.642\n", "Time: 06:21:13 BIC 3914.660\n", "Sample: 09-13-2017 HQIC 3899.181\n", " - 09-21-2017 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ar.L1 0.7913 0.270 2.928 0.003 0.262 1.321\n", "ar.L2 -0.5503 0.306 -1.799 0.072 -1.150 0.049\n", "ma.L1 -0.7316 0.262 -2.793 0.005 -1.245 -0.218\n", "ma.L2 0.5651 0.282 2.005 0.045 0.013 1.118\n", "ma.L3 -0.1811 0.092 -1.964 0.049 -0.362 -0.000\n", "ar.S.L24 0.3312 0.076 4.351 0.000 0.182 0.480\n", "ma.S.L24 -0.7635 0.104 -7.361 0.000 -0.967 -0.560\n", "sigma2 4.574e+07 5.61e-09 8.15e+15 0.000 4.57e+07 4.57e+07\n", "===================================================================================\n", "Ljung-Box (Q): 43.70 Jarque-Bera (JB): 10.56\n", "Prob(Q): 0.32 Prob(JB): 0.01\n", "Heteroskedasticity (H): 0.65 Skew: -0.28\n", "Prob(H) (two-sided): 0.09 Kurtosis: 4.00\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "[2] Covariance matrix is singular or near-singular, with condition number 6.28e+31. Standard errors may be unstable.\n" ] } ], "source": [ "# 设置参数\n", "p, q, P, Q = result_table.parameters[0]\n", "\n", "best_model = sm.tsa.statespace.SARIMAX(\n", " ads.Ads, order=(p, d, q), seasonal_order=(P, D, Q, s), freq=\"H\"\n", ").fit(disp=-1)\n", "print(best_model.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出模型预测结果的自相关图和偏自相关图:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsplot(best_model.resid[24 + 1 :], lags=60)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "很明显,一阶差分是平稳的,没有明显的自相关性。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画出 SARIMA 预测结果的函数。" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "def plotSARIMA(series, model, n_steps):\n", " \"\"\"\n", " 画图并预测\n", " series - 时间序列\n", " model - 模型\n", " n_steps - 预测的长度\n", " \"\"\"\n", " # 复制数据\n", " data = series.copy()\n", " data.columns = [\"actual\"]\n", " data[\"arima_model\"] = model.fittedvalues\n", " # 对s+d步骤进行转换,因为模型没有观察到这些值,由于微分\n", " data[\"arima_model\"][: s + d] = np.NaN\n", "\n", " # 对n_steps进行预测\n", " forecast = model.predict(start=data.shape[0], end=data.shape[0] + n_steps)\n", " forecast = data.arima_model.append(forecast)\n", " # 计算误差,从一开始就在s+d步上移动\n", " error = mean_absolute_percentage_error(\n", " data[\"actual\"][s + d :], data[\"arima_model\"][s + d :]\n", " )\n", "\n", " plt.figure(figsize=(15, 7))\n", " plt.title(\"Mean Absolute Percentage Error: {0:.2f}%\".format(error))\n", " plt.plot(forecast, color=\"r\", label=\"model\")\n", " plt.axvspan(data.index[-1], forecast.index[-1], alpha=0.5, color=\"lightgrey\")\n", " plt.plot(data.actual, label=\"actual\")\n", " plt.legend()\n", " plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出广告数据的预测结果。" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotSARIMA(ads, best_model, 50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "最后,得到了非常充分的预测。模型平均误差是 4.01%,这是非常好的结果。然而,准备数据和使序列平稳以及选择参数可能需要花费巨大的时间成本。因此,有时候该方法可能并不值得。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 时间序列上的线性模型" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通常,在我们的工作中,一般以 [ 快准好](http://fastgood.cheap) 作为唯一的指导原则来构建模型。这意味着,其中一些模型永远不会被认为是「随时可用」的,因为它们需要太多的时间进行数据准备,或者需要对新数据进行频繁的再训练,或者很难调优。因此,从现有的时间序列中选择几个特性,并构建一个简单的线性回归模型,或者说是一个随机森林,往往要容易得多。又好又简单。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这种方法没有理论支持,并且打破了几个假设。例如,高斯-马尔可夫定理,特别是在误差不相关的情况下。尽管这样,这种方法在实践中仍然非常有用,而且经常用于机器学习竞赛。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 特征提取" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "机器学习模型的输入需要特征,而时间序列只是一个一维的序列数据。那么可以提取哪些特征?一般我们可以从时间序列中提取如下特征:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 时序的时差\n", "- 窗口统计:\n", " - 序列在一个窗口中的最大最小值\n", " - 一个窗口中的中值和平均值\n", " - 窗口的方差\n", " - 等等\n", "- 时间特征:\n", " - 年月日,时分秒\n", " - 假期、特殊的节日\n", "- 目标编码\n", "- 其他模型的预测结果" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 时序的时差" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "将序列往后移动 n 步,我们能得到一个特征。如果移动 1 个时差,并训练模型,那么模型将能够提前预测1步。增加时差,比如,增加到 6,可以让模型提前预测 6 步,不过它需要在观测到数据的 6 步之后才能利用。如果在这期间序列发生了根本性的变动,那么模型无法捕捉这一变动,会返回误差很大的预测。因此,时差的选取需要平衡预测的质量和时长。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "创建副本数据来进行各种转换。" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "data = pd.DataFrame(ads.Ads.copy())\n", "data.columns = [\"y\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "添加时差为 6 到 24 的差分值。" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "for i in range(6, 25):\n", " data[\"lag_{}\".format(i)] = data.y.shift(i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "查看数据的后 7 个数据。" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2017-09-21 17:00:00151790132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0123945.0142425.0146215.0139515.0
2017-09-21 18:00:00155665146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0123945.0142425.0146215.0
2017-09-21 19:00:00155890141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0123945.0142425.0
2017-09-21 20:00:00123395142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0123945.0
2017-09-21 21:00:00103080146020.0142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0
2017-09-21 22:00:0095155152120.0146020.0142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0
2017-09-21 23:00:0080285151790.0152120.0146020.0142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.0
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" ], "text/plain": [ " y lag_6 ... lag_23 lag_24\n", "Time ... \n", "2017-09-21 17:00:00 151790 132335.0 ... 146215.0 139515.0\n", "2017-09-21 18:00:00 155665 146630.0 ... 142425.0 146215.0\n", "2017-09-21 19:00:00 155890 141995.0 ... 123945.0 142425.0\n", "2017-09-21 20:00:00 123395 142815.0 ... 101360.0 123945.0\n", "2017-09-21 21:00:00 103080 146020.0 ... 88170.0 101360.0\n", "2017-09-21 22:00:00 95155 152120.0 ... 76050.0 88170.0\n", "2017-09-21 23:00:00 80285 151790.0 ... 70335.0 76050.0\n", "\n", "[7 rows x 20 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tail(7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通过上面的构建,获得了一份特征集,现在利用该特征集来进行训练模型。" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression\n", "from sklearn.model_selection import cross_val_score\n", "\n", "# 对时间序列进行5折交叉\n", "tscv = TimeSeriesSplit(n_splits=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义划分训练集和测试集的函数。" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "def timeseries_train_test_split(X, y, test_size):\n", " \"\"\"\n", " 根据时间序列结构进行训练集和测试集的分割\n", " \"\"\"\n", " # 设置测试集开始的坐标\n", " test_index = int(len(X) * (1 - test_size))\n", "\n", " X_train = X.iloc[:test_index]\n", " y_train = y.iloc[:test_index]\n", " X_test = X.iloc[test_index:]\n", " y_test = y.iloc[test_index:]\n", "\n", " return X_train, X_test, y_train, y_test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "划分训练集和测试集,测试集采用 30%的数据。" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "y = data.dropna().y\n", "X = data.dropna().drop([\"y\"], axis=1)\n", "\n", "# 预留 30% 的数据用于测试\n", "X_train, X_test, y_train, y_test = timeseries_train_test_split(X, y, test_size=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "构建线性回归模型。" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", " normalize=False)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lr = LinearRegression()\n", "lr.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画出线性回归预测结果图的函数。" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "def plotModelResults(\n", " model, X_train=X_train, X_test=X_test, plot_intervals=False, plot_anomalies=False\n", "):\n", " \"\"\"\n", " 画出模型、事实值、预测区间和异常值的图表\n", " \"\"\"\n", " prediction = model.predict(X_test)\n", "\n", " plt.figure(figsize=(15, 4))\n", " plt.plot(prediction, \"g\", label=\"prediction\", linewidth=2.0)\n", " plt.plot(y_test.values, label=\"actual\", linewidth=2.0)\n", "\n", " if plot_intervals:\n", " cv = cross_val_score(\n", " model, X_train, y_train, cv=tscv, scoring=\"neg_mean_absolute_error\"\n", " )\n", " mae = cv.mean() * (-1)\n", " deviation = cv.std()\n", "\n", " scale = 1.96\n", " lower = prediction - (mae + scale * deviation)\n", " upper = prediction + (mae + scale * deviation)\n", "\n", " plt.plot(lower, \"r--\", label=\"upper bond / lower bond\", alpha=0.5)\n", " plt.plot(upper, \"r--\", alpha=0.5)\n", "\n", " if plot_anomalies:\n", " anomalies = np.array([np.NaN] * len(y_test))\n", " anomalies[y_test < lower] = y_test[y_test < lower]\n", " anomalies[y_test > upper] = y_test[y_test > upper]\n", " plt.plot(anomalies, \"o\", markersize=10, label=\"Anomalies\")\n", "\n", " error = mean_absolute_percentage_error(prediction, y_test)\n", " plt.title(\"Mean absolute percentage error {0:.2f}%\".format(error))\n", " plt.legend(loc=\"best\")\n", " plt.tight_layout()\n", " plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画出特征值重要性的函数:" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "def plotCoefficients(model):\n", " \"\"\"绘制模型的排序系数值\n", " \"\"\"\n", "\n", " coefs = pd.DataFrame(model.coef_, X_train.columns)\n", " coefs.columns = [\"coef\"]\n", " coefs[\"abs\"] = coefs.coef.apply(np.abs)\n", " coefs = coefs.sort_values(by=\"abs\", ascending=False).drop([\"abs\"], axis=1)\n", "\n", " plt.figure(figsize=(15, 4))\n", " coefs.coef.plot(kind=\"bar\")\n", " plt.grid(True, axis=\"y\")\n", " plt.hlines(y=0, xmin=0, xmax=len(coefs), linestyles=\"dashed\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出线性回归模型的预测结果。" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotModelResults(lr, plot_intervals=True)\n", "plotCoefficients(lr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通过简单的时差处理,利用线性回归模型的预测结果基本接近 SARIMA 模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在提取更多的特征,添加小时、日期、是否是周末等特征值。" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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ylag_6lag_7lag_8lag_9lag_10lag_11lag_12lag_13lag_14lag_15lag_16lag_17lag_18lag_19lag_20lag_21lag_22lag_23lag_24hourweekdayis_weekend
Time
2017-09-21 19:00:00155890141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0123945.0142425.01930
2017-09-21 20:00:00123395142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.0123945.02030
2017-09-21 21:00:00103080146020.0142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.0101360.02130
2017-09-21 22:00:0095155152120.0146020.0142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.088170.02230
2017-09-21 23:00:0080285151790.0152120.0146020.0142815.0141995.0146630.0132335.0114380.0105635.098860.097290.0106495.0113950.0121910.094945.080195.072150.070335.076050.02330
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" ], "text/plain": [ " y lag_6 ... weekday is_weekend\n", "Time ... \n", "2017-09-21 19:00:00 155890 141995.0 ... 3 0\n", "2017-09-21 20:00:00 123395 142815.0 ... 3 0\n", "2017-09-21 21:00:00 103080 146020.0 ... 3 0\n", "2017-09-21 22:00:00 95155 152120.0 ... 3 0\n", "2017-09-21 23:00:00 80285 151790.0 ... 3 0\n", "\n", "[5 rows x 23 columns]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.index = pd.to_datetime(data.index)\n", "data[\"hour\"] = data.index.hour\n", "data[\"weekday\"] = data.index.weekday\n", "data[\"is_weekend\"] = data.weekday.isin([5, 6]) * 1\n", "data.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可视化这些特征,看看我们可以从广告数据中提取什么。" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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2mgV4/VRP1rTvbOYTADLXQfCmT4BC7kH1nzd9AkDWdBBs+ATsX+9ENBlJUIXAePTFHBOzy6899IBsXEGQtsfZ1bmhiVTICaq/eJrIST49t3ENB4iuOgiuVzSRm+0fMs/+kh553ScAQD3/yFz7x2Y+ASBF2yB40ydAISeo/rKZTwAg96AGwJs+AaYjCaoQGGnbpb3tdU0kyGmT36yuKU3kftrbXr8TK5mUFhs/uXU/R6H4tv5DdNX+k7Fdjgz1cGSo97WvyzUz/vIil+dFLv/WQ08ikfDmWvYP39jMJwBk//CbzXwCFGKS5C+b+QSAPOcFwZs+AaYjCaoQCMVSieujLh+eGmRXZ9tr35PKmr/cGZtkebX4miZSIcHYX5Qm8sShvte+LsHYX3IzSzx8OfvW6SnImvabjP22T4BCTpv8YyufABC9nt9s5hOgkDXtL5v5BIB0BfjNZj4BpiMJqhAIo0+nmVtc29RpTFp8/SVju/T1dHDu6Nt3Yonexj9mF1axn0xx9cLbAUJafP1l/e7kc5vvHzLP/uBpIt/2CVCIRMA/tvIJAImJfrOZT4BCYqJ/bOUTALKm/WYznwDTkQRVCITMiMuuzjbePzHw1veksuYfi8trfD42yeVz+9fntRqpFvvH9VGXcpm39GMgJ6h+k7ZdTh3pZ7BKE6mQE1T/GNvCJ0Ah+4d/bOUTABIT/WQrnwCF3A3uH1v5BICsab/ZzCfAdCRBFXxnda3Izfs5PrGGaG97e4lJZc0/bq5rIjcXzcsJiH9kbJd39vdyePBt/UdK2tZ940U2z8vcwpb3vMkJqn9kRjb3CVDI/uEP2/kEgMREP9nKJ0Aha9o/tvIJgKq7fWWum2YrnwDTkQRV8B2lidwqQEhlzT8ytsv+Pbs4fnD3pt9PJpMyzz6QnVli7Iu5Hde0GMo0T3obTSSISZJfeJrIzX0CFHJa7Q/b+QSAdGD4yVY+AQrpCvCH7XwCQHTVfrKdT4DJSIIq+E7adunv7cDaRBMJ8jDvFzP5FUafbq7/UEi12B8ytqeJvLyJJhJEg+oXpYom8sLxffR1v62JBG+uy8j+0SyjT6aZ38InQCGn1f6wnU8AyP7hF9v5BCgkJvrDdj4BIF0BfrGTT4DJSIIq+Mri8hp3xia4fHZ4U00kyMblF9dHsxVN5NYPmMmkXBPRLOVymfTIOKeP9DPQ37Xpz8gJiD+MvZxlcm6ZK+e3rhTLXPtD2t7aJ0Ah18w0z7pPwNnNfQJAirZ+se4TsEXSBBIT/SJtu5w6vLlPAMg+7Rc7+QSYjCSogq/cdHIUimWubtHKBNLi6xdp2+Xo/l4ObaKJVEg7U/M8z+Z5Nbm440kTSDBuFnV38kenN9dEgsy1HyifgEtb+AQo5LSpeZRPwFbtvSB6Pb/wNJG9HN5EE6mQNd08yidgu6RJ9ml/2MknwGQkQRV8JW277N+7i3cPbK6JBAnGfuBOL/L41dy2Dz0gwdgPMrZLKrm9/kOKLs1TKJa4Pprl4jaaSJC59oPPxyZZ2cYnQCEFrubJ2C5De7o4cXBzTSTImvaDdZ+AHWKirOnmUT4Bn9YSE+W0umFq8QkwGUlQBd+Yya9w7+k0V3e4SFg2ruZRmsjtWpnAa9GTYNw4pXKZzKinidy9hSYSqqrFsqYbxn4yTX5pe00kSDukH6RHxunv6eDsFppIhRS4mmPDJ+DAtjFRXYcic904Gz4B2xvJyD2ozaF8As4f30vfNppIOUFtnlp8AkxGElTBN66NZimz80XCok1oDiWaP/POHvb1ba6JVCST8iDfDA9fzDI1t7Ljmk7INTNNk7HH6e5s471tNJHgFV1A5rpRFpbX+PajSS6f29onQJGQAldTKJ+AnR4wE5UnMZnrxqj2CRjs3/6eyIScoDaF8gnYsZAo+3TT1OITYDKSoAq+kbHHOTa8m4MDW2siQRwLm6UWTaRCXDibI2O7dLQl+ej04LY/J0WX5lhZK3Lr/gSfnN1eEwlSmW+WWnwCFHKC2hy1+ASArOlmqTcmyjw3Ti0+AQCqYUDmujGUT8AnO/gEmMyOTc2WZQ0AvwicBFaBB8CfdxwnZ1nWVeBngV3AE+BPOI6TDW64gq64U4s8fjXPV750asefTYoGtSnSNWgiFclkUua5QQrFEtfvZbl4epCuju23ymQiQSIhRZdG+fzhBCtrRa7UcBG5FAOaI1ODT4AimUyIFKNBlE/AD33p5I4/K6dNzVGLT4BCNKiNU6tPAHjdF1Igb5xafQJMppa0vAz8PcdxLMdx3gfGgB+3LCsJ/BLwFx3HOQN8A/jx4IYq6EzGdkmws/4DpFrcDEr/8d7xffTuat/x50Vv0zj2k6mKJnLnpAmkMt8M6RGXPb0dWO/s2fFnpQOjcabna/MJUMiabpxafQJANOzNUKtPgEJiYuPU6hOgSMr+0TDpkXH6ezuwdvAJMJkdE1THcaYcx/ntqi+lgWPAJWDZcZzfrXz9Z4Cv+D5CQXvK5TJp28U6urMmEsSxsBkePJ9hen5lR/dehVSLGydtu/R0tfHeiX01/bwE48aoRxMJcoLaDNfv1eYToJA13Rj1+ARAdUwsBT0046jVJ0AhXQGNk7HdmnwCFPL80RiLlZh4pcaYaCp1+RZXTk3/e+DXgKPAU/U9x3EmLMtKWpa1z3GcqVrfc2Bg6/uqhGgw9mKG8alFfvB7TzM0tHPb2BreX7ie3s6afl7Y4F//ziM6O1J8+epxumqwHe/t7aRURua5TpZXCtx+MMF3f3yEgwf6a3pNWypJR1ebzHWd3Eo/pVgq84e+80RNc7e3fw6A/j3dMtd1cvN+jpNH+vngbG1dAV2dbRSKJZnnOnn0cpZXk4t8/5dqi4mFiktST0+XzHWd/Mo3HtHRnuLLv+d4TVdx7O7tpFwqyzzXyfJqgdsPc3zXxSMcOlh7TOzsape5rpPfzDylUCzzB7/zuBFz1+jvUO/FOv8EyAM/CXx/Q5/4BpOTeanQRpzf+NZjUskEZw71kcvN7/jzMzNL6/+u5ecFj0KxxDc/e8FHpwaZn1uilplbWV6jWCzJPNdJxnZZXi1y8cS+mucuASzkV2Wu6+TrmScM7+umrzNZ09zl88sATEzk6Yqnd0RDuFOLPHg+w1e+dKrmNVosllhZKciarpNf/9YjUskEZw/XGBNnKzFxdlHmug68mPiSi6cGyM8tka/hNcvLaxRLZZnnOrk26rK0UuTDOmNifmFF5rpOfjPzlOG9u+jvTEV+7oaGdpPLzZNMJuo+kKw5vFuW9RPAaeCPOo5TAp7htfqq7w8CpXpOT4Xoo/Qf758YqEkTCaK3aZS7j6dYWC7U3MoElRY9mee6ydgue3d3croGTaQiJXNdN9PzKzjPZmrWRILsH41Sj0+AQtZ0/dTrEwAb96DKVNdHvT4BILrqRsnYtfsEKFLJBGWZ67qYyXs+AVfqiImmUlOCalnW38bTnH6f4zgrlS/fBHZZlvV7K///VeBX/B+ioDNKE1nLlQUK0ZA1RsZ26d3VzoXjtWkioRIgyvIwXw/5pSr9Rx0BQvQ29XNt1K1LEwmiYW+Een0CFEm5B7Vu6vUJAFnTjVKvTwB4c11GYmI9LCyvcWesdp8AhcTE+rk2Wp9PgMnUcs3MBeCvA/eB/2hZFsBjx3G+37KsHwF+1rKsLirXzAQ4VkFD0rZLZ3uKD09tf09kNRKM62d5tcBnD3J8x3sHaUvV3tdYXQxIpuJdjauVG06WYqlcd4CQynz9pG2Xdw/s5sC+7ppfIy7g9fPMzTM+tcgfuPxOXa+TNV0/Gduloz3JR6e2vyeyGlnT9bOyWuSz+xNcvTBcV0xMSUysm5tOjmKptruTq5H9o34y9jjHhndzcGD7u5PjwI4JquM4I8Cmf4sdx/mPwPt+D0qIBoViiRv3snx8ZpDO9lTNr5NgXD+3H0ywulaq+06s1+a69j+iWJMZcTk40M3R4Tr1ElItrotXkws8HZ/nh79n57uTq5ECV/2k7XFSyQSXrNrbe0HWdL2ou5M/Pj1EZ0ftG67cg1o/tyt3J9cbE6v3jzaJiTWRHhlneF83x4brM7sRx+T6cKcWefxqnq98qb6YaCpiMSE0zN1HShNZu/4DJBg3Qtp22dfXyakjtbnnKWSu62Nqbpn7z2ca0n8kk0lpG6sDpYn8tIZ7IquRAld9lEqeJrIenwCFnIDURyM+ASBruhEa8QkA7x5UkLmulUZ8AhSyf9RHIz4BJiMJqtAwaXuc3l3tnH+3vouEk2JyUhfzi6uMPJ6qWxMJMtf10oz+I5mQQkCtqHsizx7by97dnXW9Vj0kSWW+Nu4/n2Emv1p3ex54cy1runYa8QkAqHgkyT2oNdKoTwBAQjow6qIRnwCFaNhrp1GfAJORBFVoiOVV757IT8/tr0v/ARvVYtm4auNGRf/RSICQua6PtD3O8YN9DO+tXROpkGpx7TwZn8edXmpqTctc10YjPgEKcfGtHeUT8MnZ+mOiGAfWR6M+ASD7R7004hOgSEpMrBnlEyDmSBtIgio0xGcPJlgt1K+JBAnG9ZIZGefQYA/v7K9PEwky1/XwxcQCz9x8Q2saJBjXQ8Z2aUsluGTVbiSjEA1q7awVStx06vcJUIgGtXYa9QkAkWLUS6M+ASD7Rz0on4BmYqLMc2006hNgMpKgCg2RsV0G+ro4ebg+TSR4wTiBBIhamJxd5v6L2YbvxJJqce1kbJdEAj5tUP+RkmBcE6XSxt3JPV31aSJB1nQ93H082ZBPgEK6AmqnUZ8A8Fqpkwk5ra6FZnwCQDSo9dCoT4BC9o/aaMYnwGQkQRXqZm5xlbuPprhyvn79h0JOm2rj2qgLNH4nllTma0NpIs8d28ue3vo0kQpvTYuGbCecZ9PM5le5eqGxpEm6AmpHaSLr9QlQyD5dG834BCjktKk2mr0ncv0EVYoB29KMT4BC1nRtNOMTYDKSoAp1c/NellK53HDbB0hlrVbStsvJQ33s37OrodfLaVNtPH41T3amMU2kIiWGEDWRtl06O1J8eHKgodeLrro2llYa9wlQSFdAbTTjE6CQmFgbzfgEgMTEWmnGJ0CRSsiaroVmfAJMRhJUoW7StsvhoR6ONKCJVEhlbWde5vI8z+abChCit6mNtD1OWyrJpTON6z/ktGln1golbjg5Lp0ZoqMBTSTICWqt3G7CJ0Aha7o2mvEJUEhM3JlmfQJAYmKtNOMToJB7UHemWZ8Ak5EEVaiLidklHryY5UqDmgSFuEPuTGZUaSKbq8qDXDOzHaVSmWujWT44OUB3V1vD7+OtaR8HZiDffjTJ0kr990RWs64hkzW9LWnbZaCvsyGfAIXs0zuz7hNwbn9DmkhFKpmgLAqBbWnWJwA2YmJZNustadYnQOGtaZnn7WjWJ8BkJEEV6uLaaBZoXP+hkMr89pTLZdIjLueP7aW/p6Ph95HTpp0ZfTbN3MJqU1V5gGQyKVX5HUjbLru72zl3rDFNJMgJSC3MVTSRl5vwCQC5x7AWmvUJUMhp0/asayKPNu4TALJ/1ILyCfBlTcs8b0uzPgEmIwmqUBfpEZeTh/sYalATqZCNa3sefTHHxOxy01U1CcY7kxlx6epI8UGDmkiFaMi2Z2mlwOcPJ/i0gXsiqxEN2c7cWPcJaG7/SCUTlMtyWr0dadvlxKE+9jeoiVSkxGRtW5RPQLOFROkq2pl1n4AmNZESE7fHD58Ak5EZEWrmRS7Pi1y+6YcekI1rJ9K2S1sqycdnGtd/gDzM78RaocjN+9mmNJEKKbpsz637OdYKpab3Dym67Ezadjk82MORoZ6m3kc6MLbHD58AhZxWb4/nE9CcJhJk/9gJ5RPw8emhpjWR0hWwPX74BJiMJKhCzWRsl2QiwSdnm79IWILx1hRLJa7fy/LhqeY0kSDXzOzEnbEpllaKXPHB3j2ZkKr8dmRsl8H+Lk4e7mvqfSRp2p6JmSUeNnF3cjUy19ujfAIu+xETkzLPW7HhEzBIdxOaSNiIiTLXm6N8Avy48iQpLr7b4vkEdDXlE2AykqAKNaH0H+ffbU4TqUiK+caW3Hs644smEuQBcycy9jh9TWoiFXKCujWzC6vYT6b9SZqk6LItGZ80kSBzvR2v+QQ0oYmWU6xyAAAgAElEQVRUiIZ9a/zyCQC5pmon/PAJUMg1VVujfAKuNOkTYDKSoAo1MbauifSnFUE2rq1J2+Ps6mxeEwlVwViKAW+xtFLg9sNJPj03TCrZ/FYoGrKtUZpIP/YP0ZBtT8b2xycAZK63wy+fAIXIXrbGL58AkKLtdvjlE6AQM8yt2fAJkPberZAEVaiJzIhLe1vzmkiFbFybs7pW5KaT49KZ/bS3NX8nlgTjrbl1P0eh6J/+Q9b01qTtcY4M9XBkqPF7IhWiIdsazydgwRefAJC53g6/fAIUInvZHD99AkDW9Hb45ROgkK6irUnbLoeHejjSxN3JpiMJqrAjxVKJa/dcPjw1yK7O5jSRipRoEzblztgky6v+aCJB2pm2I13RRJ441JwmUiFdAZuTm1li7OWcb90XUnTZGj99AkBM1rbCT58AhZygbo6fPgEga3o7MqP++AQoZE1vzsSs5xMgp6fbIwmqsCOjT6aZX1zz9S+TVNY2J2O79PV0cO6oP3diiSHE5niayCmuXmheE6lIJpMyz5uwfk/kOZ8S1ESCREKKLm/it08ASDFgK/z0CVCI4+nm+OkTAKKr3oq5hVXsx/74BCjkOW9zro1mAbjsU0w0FUlQhR3J2C67Ott4/0Tz+g+F6PXeZnF5jc/HJrl8bv/6g2GzSLV4c66PupTL+KYfA68rQILx26Rtl1NH+hn0QROpkMr82/jtEwDSgbEVfvoEKGRNv43fPgEguuqtuO6jT4BCOuU2Jz3icupwvy8+ASYjCaqwLatrRW7ez/GJNUR7m3/LxXPx9e3tjODmuibSv6QpKcF4UzK2yzv7ezk82Nw9kdXImn6bF9k8L3MLvrcyiQv42/jtEwCyf2yG3z4BCtGwv43fPgEgXQFbkbFd33wCFLJPv43nE+DP3cmmIwmqsC1KE+n3A6bo9d4mY7vs37OL4wd3+/aecgLyNtmZJca+mAtkTctDz+ukfdZEKmSuXycInwCQDozN8NsnQCFr+m389gkAWdObkZtZ4uHLWd+TJlnTb6N8Aj71OSaaiCSowrakbZf+3g4snzSRCqkWv85MfoXRp/7qP0CqxZuRsT1NpN/6D9HbvE6poom8cHwffd3+aCIV4nj6OkH4BIDo9TbDb58AhWhQXycInwAQF9/N8NsnQCEx8XWqfQL6fPIJMBlJUIUtWVxe487YBFfODfumiVTIxvU610ezFU2k/xVMkGCsKJfLpEfGOXOkn4H+Ll/fW4ourzP2cpbJueVAnAqlMv866QB8AkBOm94kCJ8Ahazp1wnCJwBY17JK6+kGQfgEgKzpNwnCJ8BkJEEVtuSmk6NQ9Fc0r0iKeP410rbL0eFeDvmoiQTWK88y1x7Ps3leTS5y5YK/Dz0AyYT30FOWBx/AW9MdbUkunh70/b0TUuBaJyifAPDmGaTApQjCJ0AhXQGvE4RPAHj7NMiaVgTlEwDemi4jxQBFED4BJiMJqrAladtleO8u3j3gnyZSIRrUDdzpRR6/mgvkoUdOUF8nY7ukkgk+sfwPEOIOuUGhWOL6aJaLp/3VRCqkMr/B52OTrATgEwBygvomQfgEKKQDY4OgfAJAZC9vEpRPAMhcVxOUT4DJSIIqbMpMfoV7AWgiFeLutkHGdkkAl89JgAiSUrlMZtTTRO72WRMJMtfV2E+myS+tBdbKJKdNG6RHxgPxCQDR61UTlE+AQmQvGwTlEwBStK0mSJ8AkLmuJiifAJORBFXYlGujWcr4r4lUyAmqh6eJdDnzzh729fmriQQJENU8fDHL1NxKYAFCaZtkriFjj9PT5b8mUpGSAhcAC8trfPvRZCA+AeDdYwhSdIHgfAIU0hXgEaRPAEghsZogfQJA5rqaoHwCTEYSVGFTMvY4xw7s5uCAv/oPhdfOVArkvaPEMzfP+NSi71cWKOQeww3StktHezCaSJBgrFhZK3Lr/gSXrP20pYIJMXLa5BGkTwBUnaDK/hGYT4BCugI8gvQJgOqirTx/BOkTANKBoQjSJ8BkZKaEt3CnFnn8aj7QVoSUmCQB1ZrIYO7EkhNUD08T6fLR6SG6OoLRf8hce3z+cIKVtWA0kQo5bfLIBOgTAKJBVQTpE6CQrgCPIH0CQAqJiqB9AkD2D0WQPgEmIwmq8BYbmsjg/jLJCciGJvL9EwP07moP5DMkGHuMPJ5iYbkQqL27zLVHesRl7+5OzryzJ7DPEEMZmJ4P1icA5AREEaRPgEJiYvA+ASB3+yqC9gkA2T8UQfoEmIwkqMJrlMtl0raLdXQPe3d3BvY5XrU4sLePBA+ezzA9vxJsgEgkSCBJU8Z26elq473j+wL7jA0X38A+QnvyS54mMoh7IquR06bKPZEEp4mEjTVdjvGiDtonQJFKJmI9zxC8TwB4V68lE/L8EbRPAGxo2ON89VrQPgEmIwmq8BpKE3k1IP2HQk5APP1HZ3uKi6eC0X8o4u6YvLJa5NaDHJ+eDU4TCdWV+fhqm246WYqlcqCtkCCnTeDtH0H6BICcgEDwPgEKWdPB+wQo4v780QqfAJD9A4L3CTAZSVCF10jb46SSCS4FpP9QxD0YF4olbtzL8tHpQTo7UoF+Vtwdkz97mGN1rRR4gBC9TUUTua+bo8O9gX5O3DXs41OLPBmf50qAMgyQu30heJ8ARdy7ApRPwMVTg4H5BCjirmFXPgESE4MnaJ8Ak5EEVVinVPLuxHr/xAA9XcFoIhVxDxB3W6CJVMS9WnzNzrJ3dyenA9REglSLp+aWcZ7NcDVATaQi7gWuVmgiQda00kS+d3xfYD4BirivaeUTEHT3Bchcp0dc9vR2YElMDJRW+ASYjCSowjr3n88wk1/lasCtTCABImO79O5q50KAmkhFnE9QlSbyyrnh9RbcoIh7tTjou5OriXOBq9onIEhNJMg9qOs+AS2IiXFe01DlE3CiNTExrnO94RMQvCYy7jGxFT4BJiMJqrCO0kR+GLAmEjy9Xlw3reXVAp89yPFJwJpIRSLGc32joolsRYBIxNwdMmO7vHtgNwf2dQf+WYkYF12euvO4U4st676A+K5ppYn86FSwkhfw9o+4zrPyCWhVTEwm4nu377pPQCsOImIeE1vhE2AykqAKAKwVStx0snx8ZpDO9mA1kbCht4mju9vtBxOsrpVadidWnE9QMyMuBweC10RCvPV6ryYXeOoGe3dyNXHWoKZH3IpPQLDtvRDvq5OUT8DHp4cC9wmAiotvOZ77h/IJaNX+4cle4mlmp3wCjg0Hr4lMxjgmKp8Aufu0cSRBFQC4+3iyookMXv8B8d640rbLvr5OTh3pb8nnxVWDOjW3zP3nMy3Tf8T5tElpIj8N2LRHEVeJQKlU5lrAdydXE+c1ffdR63wCIN7FgEzl7uSgfQIUcS3attInADaKtnGc6w2fAElQG0USVAHY0ESef7c1FwnHVZswv7jKyOOplmgiFXENxq3UREJ817TSRJ49tjfQu5OriavjqdNCnwCI75oGz9G+VT4BEN+5zi+tcbfFMTGuRdtWx8S4Fl2qfQJaFRNNRBJUgaWVArcfTPDpudboPyC+lfkbTq5lmkhFXO9BTdvjHD/Yx/De4DWREN9g/GR8nuz0UsvXdNz2DoCMPd4ynwCIr4ZsedWLia3SREJ85/rGvdb5BCiSyWTs5hla6xMA8T1BVT4BVy+0piPRVCRBFTxNZKF1+g+IrztkZmScQ4M9vLM/eE2kIo4nqF9MLPDMzbd2Tcc0GGdsl7ZU8HcnV5OKoYbM8wnItcwnAOKrqw4lJsZ0rjN263wCFHF08W21TwDEt2ir7k5uZUw0EUlQBdK2y0BfFycPt0YTCdUa1JZ9ZOhMzi5z/8Vsy+/ESiYTlOM00VT0Hwn4NOB7IquJo666VPLuiWzF3cnVeC16Lfs4LWi1TwDE9wGz1T4BEM+5brVPgCKZSMTq2QNa7xMAMY6JtssHJ1sbE01EEtSYM6c0kedbp/+AeJ42XRt1gdbfiZWK2fUF5bIXIM4d28ue3tbpP+KoIXOeTTObX215K1McNait9gmAeCZNYfgEQDz3j1ZrIhVxO0FVMbGVPgEQz+e8+xWfALn7tHkkQY05N+9lKZXLLbfCjuODT9p2OXmoj/17drX0c+OmQX38ap7sTGs1kRBPDVnadunsSPHhyYGWfm7cNGRh+ASAt6YTiXit6TB8AiCevgyt9glQxE3D/mR8HrfFPgGwERPj9pzX2dE6nwCTaavlhyzL+gngB4B3gfcdx7lb+foTYLnyD8BfdRzn//F9lEJgpG2Xw0M9HGmhJhKqg3E8+vRe5vI8z+b5r//z0y3/7LhpUNP2OG2pJJfOtK69F+J3ArJWKHHDyXHpzBAdLdJEKuJ2D2oYmkhF3E6rw/AJgPjtH8on4I99bzgxMU4a9jB8AiB+a9rzCcjy8enW+QSYTE0JKvCrwD8CvrnJ935QJaxCtJiYXeLBi1l+4LtPtPyz47ZxZUaVJrL1D5hxstT37onM8uHJAbq7at3e/CFuJyDffjTJ0kohlKQpbicgYfgEKOI018on4Pt/34mWaiKhav+ISTEgDJ8ARZzWdFg+ARC/mBiGT4DJ1NQr5DjO7zqO8zzowQit5dpoFgjnIuE4tUOWy2XSIy7n391Hf09Hyz8/GSMN6uizaeYWwtF/xK1tPW277O5u51wLNZGKZDI+8xyWT4AiGaPT6rB8AiBe7ZBh+QQokol4zDOE5xMA8YuJYfgEmIwfYpZ/YVnWHcuyftqyrD0+vJ/QItIjLqcO9zPUYk0kxGvjevTFHBOzy6GcNEG8TlAzIy67OlN80GJNJMSrWry0UuDzhxNcPjtMKtl6K4M4nYDcCMknQBEniUBYPgEQL0OZsHwCFKlkIjYn1WH5BMDGdYJxWNNh+QSYTLM9cN/lOM5zy7I6gX8I/CTwJ+p5g4GB1uo8BI+nr+Z4kcvz1e9/n6Gh3S3//L2v5gHo39Mdyue3kn/3u49pb0vy+7/jON0h2I7v6mqnuLRq/DyvrhW59SDHd3xwiMOHWl8rK7d5mpOenk7j5/q3bjxjrVDiD37n8VB+1929XZTKZePnGeDm/QmOHdjNRxcOhvL5bW1JOjrbjJ/rp+NzPM/m+XPfF05M3DOeB6C/3/yY+KvfekJ7W5I/8B0n6NnV+pjY1dXOatH8/WOtUOTW/RzfGVJMTLR7KUZ3DGLi/3fzOauFEn/wO8KJiTrT6Hw0laCqtl/HcVYsy/pp4NfqfY/JyXxsTnd04te/9YhkIsHZI/3kcvMt//x83vPVmpjM09tubrWpWCrxjVsv+PDkAAvzyyzML+/8Ip8pFIqsrBRD+XNuJTedLIvLBS6eGAjld52ZX/H+Pbdk/Fz/Zvopg/1d7OtuC+V3XV5apVQqk83OtVwr2EomZpYYfTLFD3z3iVDX1MLCqvFr+je+9YhEAs69E35M3N1hbkwslcr89q0XfHBigMX8Mov51sfEYqHEymrB+DV9636OheUCF0/sC+V3nc17MXE2JjFxoK+LgZ5243/Xehga2k0uN08ymaj7QLLhXdCyrB7Lsvor/50Afhi43ej7Ca1D6T/OH99LXwiaSIhPO9Po02nmFtdCFc3HpUUvbbv09XRw9lg4SoO4GH/NLqxiP5nmyvnh0JLD9bk2vE0vU9FEhuEToIjDnZFh+wRAfPaPMH0CFHGRvYTpEwDxkXKF7RNgKjUlqJZl/WPLsl4AR4CvW5Y1AgwDv21Z1h3gLnAG+AuBjVTwjbGQNZEQn43L00S28cHJfaGNIQ73oC4uF/j84SSXz+4PRRMJ8dGghq2JhBjtH3Z4PgGKOJishe0TAPHZP8L0CVDEQcMetk8AxOcgQoeYaCI1tfg6jvOjwI9u8q2P/B2O0AoyIy7tbUk+Ot3aO7GqScXAsXB1rcjN+zk+Obuf9rbw7sSKwwnqrfs5CsUSVy6Ee9IEZq9p8O6ZPTLUy+Gh8PwD1ANXsVSm9Qq21vAim+dFboE//uUzoY4jDvegpm2XtlSSj89ITAyStUKRm/ezfBzC3cnVxKEr4Nb9HGuFcGNiXAqJadvl8FAPR1p8d7LpmCt0EDalWCpx7Z7LxVOD7Ops7T2R1cRh47ozNsnyajH0qloymaBs8DwDZOxxhvZ0ceJgX2hjSMag7TQ7s8TYyzmuhvjQA9X7R6jDCJTMqEsykeDTs62/J7Ia09shi6US10ddLp4a0CMmGrx/3BmbZGmlyNWQ74lMJswvumRsl8H+Lk4eCi8mxkGKMTGzxMMXs6E/55mIJKgxY/TJNPOLa6H/ZVo/ATF440rbLv09HZw9Gu6dWCnDW/Rm8yvYT6e5cv5AqIY5cThBvWYrTWS4SZPpDz7rmsgQfQIUpp826eATAPHYP8L2CVCYvqZ18AmAeLSt6+ATYCqSoMaMtO3S3dnGeyfC03+A+Seoi8tr3Bmb5PK54fXfNSxM16Bev5elXCb0oovpwbhcLpO2XU4f6WewPzxNJJg/12Mv55icC1cTqTBdr6eDTwCYv6Z18AlQmL6mddFEJmPQtq6DT4CpSIIaI5Qm8pI1RHtbuH/0povnbypNpAYPmKZrUDO2yzv7ezk02BPqOJKJBAnMDcYvcgt8MbGgzZoGc+c6bY+H7hOgMFmDuh4TzwyF6hMA5q/pW5rFRFPnGZRPQE+oPgEAiUTCaJM15ROgw5o2EUlQY8TnY5OsaKCJBFBdJ6YGiYztsn/PLo4fDP/C5oTBwTg7s8TYF3NarGkwuzKftsdJJhJ8ErImEjb2j6KBItRCscT1e1k+DNknQGHyA6byCQjTSEahTptMneuMPc5gfxcnQtREKkxe08onQJekKZk0+DlPE58AU5EENUakR8bp7+3AClkTCWafoM7kVxh9Gr7+Q2GyBjVj66X/MNVQplQuc812uXB8H33d4WoiwezTptGnevgEKExd07ChiTynQUw02SRJ+QRcvaBHTDRZ9qJ8Aq5ITAwUnXwCTEUS1JiwsLzGtx9NckUDTSSYrUG9PuppIvWpYJocIMY5c6Sfgf6usIcDmHuC+vDFLJNzK1olTWBmgStd0US+H7JPgMJUiYDnEzDB5XP7tYiJJhdtr91TMTFcIyqFqWta+QScOtLPoCaaSFPnWiefAFORBDUm3HRyFIplbZImk4Nx2nY5Ohy+JlJhaoB4ns3zanKRKxf0eOgB77TaxGJAxnbpaEty8fRg2EMBNlzATZvrlbUitx7k+EQDnwCFqQUuFRPDvvJEYXLRVvkEHNYkJpq6ppVPgE5JU9LQmKiTT4Cp6BEBhcDJ2C7De3fx7oHwNZFgbjB2pxd5/GpOm4ceMDcYZ2yXVDLBJ5Y+ASKZTBh3dZLSRF48rYcmEszV633+cEIbnwCFqV0BaY18AsDcom12epFHGvkEgMlrWh+fAEXK5JioiU+AqUiCGgOm51e4p5EmEsy9BzVjuyQI/57IapQLZ9mguS6Vy2RGPU3kbg00kQoT3SHtJ1Pkl9a06b4Ac+9BzdiuNj4BChO7Amby+sVEU4u2uvkEgLd/lMtm7R+6+QQovAK5WWZ2uvkEmIokqDHg+qhLGX00kWBmMFai+TPv7GFfnx6aSDDTfOPhi1mmNNJEKkyszKdtl54ufTSRYKYGdaFyd7IuPgEKE9f0tdGstjHRpLlWmkidfALAzOcP3XwCFCZKjNIjLt2dbbynUUw0EUlQY0Dadjl2YDcHB/TQf4CZLpzP3DzjU4taXFlQzcZchzwQH0nbLh3t+mgiFalkgrJBa3plrchn9ye4ZO2nLaVPuFBrumzQmr7p5CiW9PEJUHinTeasafBO9XTyCQAzuwJ09AmAqv3DoLnOjOrlE6DwTlDDHoV/rCqfgLP6+ASYisyu4YxPLfJkfF67qprSkJmUoG5oIvVp7wXzqsWFYonroy4fnR6iq0Mv/YdpGtTPH06wsqaXJhKqT5vMefLRzSdAYdoJqo4+AWB6TNTHJwDM07B7MVEvnwBFMpk0qujy+dgkK6tFba7xMRlJUA1nQxOp11+mdUMIQzYupYl8/8QAvbvawx7Oa6QMC8Yjj6dYWC5od9IE5mlQ0yMue3d3cuadPWEP5TVM68DQ0SdAYdqa1tEnAMxb07r6BIB5c20/mdbOJ0BhWotvemRcO58AU5EE1WDK5TIZ28U6uoe9uzvDHs5rmHaq9+D5DNPzK1oGCNM0qJmKJvK94/vCHspbmHTalF/y7k7W5Z7IapKGFbh09AlQmLSmdfUJAPM0qLr6BIB5c52xx7XzCVCYdM3MwrIXE3XzCTAVSVANRmkir2qm/wComPgaEyDStktne4qLp/TSf4BZwXhl1dN/fHpWL02kwqRgfNPJUizpc09kNaa1Q+roE6BIJhLGFLd09QkA84q2uvoEgFlzvbJW5JaGPgGKZNKMeYaNu5N1LCSaiH6rWfCNtD1OKpngkmb6DzDrAbNQLHHjXpaPzgzS2ZEKezhvYVIw/uxhjtW1krYBwqTTpoztcmBfN0eHe8MeyluYdGekrj4BCpNa9HT1CQAvJiYwY03r7BMAZu0fuvoEKEzbP3T0CTAVSVANpVTy2ns/ODlAT5demkiARCJBMmHGxnX3kaeJ1DZAJMwxlMlUNJGnNdNEKkzR603NLeM8m+GqhppIMKvooqtPgCJpyJrW2SdAkUyacVqts08AmFUg19UnQGHKPag6+wSYiiSohnL/+Qwz+VVtAwSY8+CTtsfp3dXO+Xf100SCOQ/z+aU17j6e4sr54fUHDN0w5QRVx3siqzGlbV3dE6mjT4DClDWts0+AwpTTJp19AsAck0adfQIUKUMOInT2CTAVSVANJW27dHak+FBDTaTChGC8vFrg9oMJbTWRYE470417ShOpb4BIGaJBzdguxw/uZnhfd9hD2RRTXDifuvO4mvoEKEzpCtDZJ0BhQtFWd58AMKdoq7NPgMKENQ16+wSYip67h9AUa4USN50sH58eorNdP02kwoSN67MHE6wW9NVEgjnBOG27HBzo5p39+mkiFSbcg/pqcoGn7jxXNH/ogegXXdIjrrY+AQoTTlB19wlQmFC01d0nAMwp2ursE6BIGRATdfcJMBVJUA3k7uNJTxOpoVNhNSZsXBnbZaCvk1NH+sMeypaYEIyn5pa5/1xfTaTChNMmXe+JrCZlgIasVCpzbVRfnwCFCWtad58AhQlFW919AsCMoq3uPgGKZDIZ6XkG/X0CTEUSVAPJ2C67u9s5d0zvi4STyQTlCG9c84urjDye4rLGmkjYCMZRrgVkRl1Af/1H1B8wlSby7LG97OnVUxMJZtzt60TAJwA2rpkpR3iudfcJUETdJCkKPgFgxv6hu0+AwitwhT2KxomCT4CpSIJqGEsr+msiFVFvZ7rh5LTXf4AZJ6gZ2+XEoT7279VTE6mI+mnTk/F5stNL2p80maBBzdjj2vsEwMZcR/VZPgo+AYrIx8QI+ASAOTFRZ58ARdQlAlHwCTAVvXdroW5uVzSRuidNUKnMR3jjyoyMc3iwhyNDeovmo97O9MXEAs/cvPaVYoi+BjU94tKW0lsTCdHXoK4VSty4l9PeJwCiP9dR8AlQRD0mRsEnAKIfE6PgE6CIeldAFHwCTEUSVMNI2y6D/V2cPNwX9lB2JMoa1MnZZe6/mI3EnVhRvwc1Y7skEnD5rL6aSEWUT1A3NJGDdGusiYTon6DefTTJ4or+PgEAqaT3mBDVuY6CT4AiyvtHVHwCIPoa9ij4BCii3BUQFZ8AU5EE1SDmKprIKCRNEG293rWIaCIh2tXicrlMxnY5f2wv/RprIhVRbme692ya2YVV7dvzoOpUL6IFrnREfAIg2ieoc4ur3H2kv0+AIsr7R1R8AiDaazoqPgEKrysgmsXxqPgEmIokqAZx416WUrnMlYg4jUU5GKdtl5OH+hjasyvsoexIlB/mH7+aJzuzxOWIBIgot+ilbZeujhQfnBwIeyg7kozwCcjSSoHbDyf4JAKaSIDK9hHJNr2bEYyJUVzT4Ln3Hj+ov08ARLtoq3wCopI0JZPRnGeIjk+AqegfHYWaSdsuh4d6OKK5/kMR1Yf5l7k8z7PR0ERCtINx2h6nLZXk0hn9W5kgukWXtUKRm06Oj88M0aG5JhKibXLy2YMca4VSJE6qIdpznbZdDg32aK+JVKQS0dw/Xk4s8CyblzXdAqLiE6CIaotvlHwCTEUSVEOYmFni4YvZyAQIiO7GlRn1NJGfRqQqH9Vg7Ok/snx4coDurrawh1MTUdWQ3RmbYmlF/3siFapbM4pznbZdBvq6OHlYf00kRLfANTG7xIOI+AQoomooo3wCPo2AJhKi24GhNJHvn4iOJjKq96BGySfAVCRBNQSl/4jSRcJRbGcql8ukR1zOv7uP/p6OsIdTE1ENxqPPpplbiJb+I6onqBl73NNEvqu/JhIgkUhEssA1t7CK/Xha+3siq9nQ60VLR3ZtNAtEQxOpiOKa9nwCxjkXEU0kRLdou+4TEKErT6LaFRAlnwBTkQTVEDK2y6nD/ZHQRCqiGIwffTHHxOxyZE6aILrBODPisqszGppIRSqCbeueJnKSy2eH1x1bo0AUC1zXK5rIKO4fUZvr9IjnE7A/QjEximv60as5cjPLkSoErHcFROy0Om27niYyQjExil0ByicgCncnm4zMvAG8yOZ5kVuIVICAaAbjtO3Slkry8Zlo6D8gmi16a4UiN+9nI6OJVETxHtRb93MUiiWuRKyVKYqn1ZmI+QRANB1PX+TyvMhFxydAEcWibWbEjZRPAESzaKt8Ai5FLCZGcU1v+ARE56TaRCRBNYDMqEsykeDTCNwTWU3U7kEtlkpcH3W5eGqAXZ3R0ERCNIPxnbFJllaKkQsQUdSgrt+dfEj/u5OridppdW5miYcvo+UTANG8B3VDExmtuY5a0bZYKnHtXrR8AiCaRduo+QQooramoSomHo5WTDQNSVAjzrom8vhe+m0Pbe8AACAASURBVCKiiVQkkwnKEdq4Rp9OM7e4xpWIJU1RbGdK2y59PR2cPbYn7KHURdSC8ezCKvaT6NydXE3UWseuRdAnAKo07BGZ6vW7kyPkE6CI2pq+93Qmcj4BEM229aj5BCi8mBj2KGpnbtHzCbh8Lnox0TQkQY04Yy/nmJyLliZSEbXWD08T2cYHJ/eFPZS6iNoJyOJygc8fTnL57P5IaSIheieoN+5lKZeJ7P4RpbmOok8ARO9hPoo+AYqoGcpk7Oj5BED07gZfWinw+Vj0fAKgsk+Xy5QjMtc3IugTYCrRWunCW6Ttcdrbknx0OjqaSEWU7kFdXSty836OS9YQ7W3R0X9A9NqZoqqJhEpXANE5rU7b4xwZ6uXwUHQ0kYooaVCj6hMA0dOgRtEnQBGlDoyo+gRANGPiWiG6MRGiFBOj5xNgKpKgRphCscT1e1kunhqMlCZSESUN6p2xSZZXi5GsqkVNg5qxxxna08WJg9HTf0TptCk7s8TYy7nI3vMWpRPUqPoEQLTWdFR9AhRRWtNR9QmAKMbEaPoEQLT2j4mZJR6+iJ5PgKlIghphRp9OM7+4Ftm/TIkIBeO07dLf08HZo9HSfwBU4kMk5no2v4L9dJor5w9EUv+h9HpRePC5ZitNZPSSJvDmOgoFrij7BMDG/hGFe1Cj6hOgiFJXQFR9AiBad4N7PgHTkfQJgGjFxExEfQJMRRLUCJOxXbo723jvRLT0H4qoaFAXl9e4MzbB5XPD6+0qUSJKeptrEdZEQnRax8rlMmnb5fSRfgb7o6WJVESlHTLKPgEQnTUN0fUJUERlTUfZJwCitaajromM0lxH1SfAVKK3swjAhibyk7NDtLdF848xKhrUm06OQrEc6VZIiE6AOLq/l0ODPWEPpSGiotd7kVvgi4mFyD70QHQKXFH2CYANkzXdC1xR9glQRMUkKco+ARCtFt8o+wRAdOY6yj4BphLNzEbg87FJVlaLkW1lgig9YLrs37uLdw/sDnsoDRGVpCk7vcijL+Yi+9AD0SkGpO1xUskEn0RQE6mIwmlT1H0CIDonIFH2CVBE5ZqZKPsEQHTWdNR9AiA6cx1lnwBTkQQ1oqRHxtnT24H1TvT0H4ooPGDO5Fe493SaqxHVf0B09DaZiibySoT1H1EoBpTKZa7ZLheO72N3d/Q0kYoo6PWi7hMA0TkBibJPgCIKRduo+wSAFxMT6L+mo+4TANHYP6LuE2AqkqBGkIXlNb79aDKymkhFFILxtdEsZYh020cikfAMZTSea6WJPPPOHvb1dYU9nIZJRaAY8PDFLJNzK5Fe0xANx9P0SLR9AiAaJyBR9wlQRKFoG3WfAIXup9Um+ARANArkUfcJMBVJUCNI1DWRiigE44w9zrHh3RwciKYmUqH7XD/P5nk1uRj5ABEFQ6qM7dLRluSj04NhD6UpdD9BXVkrcutBtH0CIBpdASbFRJ3nGaLvE6DQvUBugk8AVJ2gahwTo+4TYCo7imIsy/oJ4AeAd4H3Hce5W/n6GeAXgAFgEviTjuM8CG6ogiJjuwzv6+bYcDQ1kYqU5hVMd3qRx6/m+cqXToU9lKbRfa4ztht5TSRsBOOypg8+65rI04N0dURTE6lIJRKUNV7Tnz+ciLxPAFTpqjWe66j7BCh036eVT8APfelk2ENpGt2Ltib4BID+HRgm+ASYSi1l3V8Ffh/w9I2v/wzwU47jnAF+CvhZn8cmbML0fPQ1kQrdA0TGdkkQbf2HQufKfKlcJjPq8t7xffTuag97OE2h+2mT/WSK/NIaVyOeNIHeaxq8/SPqPgGg/wOmCT4BiijERIi2T4BCZ4mAKT4BoL9xoAk+AaayY4LqOM7vOo7zvPprlmXtBz4GfrnypV8GPrYsS87HA+b6qBt5TaRC5xYbJZq3jkZbE6nQORg/fDHL1NxKpN17FboH47Tt0tPVxnsnonlPZDU6r+mF5TXujEXfJwA2dNW67tUm+AQodF7TpvgEKJLJhLZtp6b4BID+RVsTfAJMpdHz7HeAl47jFAEcxylalvVF5eu5et5oYCCadzuFxY0HE5x6Zw/vW9HfuHp7OymVywwN6deWNfZihvGpRX7we09rOb56aWtL0tHZruXv8iu/84jOjhRfvnqcroi32Ox18wD09e/Sbq6XVwrcfjDBd398hIMH+sMeTtN0dbWzXChpN88At9JPKZbK/KHvPKHl+OohWWkF7+np1PJ3uXk/x8kj/XxwNvpdAbt7uyiWygwO9mp3Gvzo5SyvJhf5/i+ZERPb25J0dLRp+bv8yjce0dGe4su/53jk20735hYA6O/v1m6ul1cL3H6Y47suHuHQwejHRF1p9M899JU/OZnXtmKoG+NTizx8PsMPf88pcrn5sIfTNMtLa5TL4Gbn1p3edOE3vvWYVDLBmUN9Rsw15TILCyva/S6FYolvfPaCj04NMj+3hF6jq5/5+WUAJqcW6OtMhTya18nYLsurRS6e2KfdOmiEwlqR1ZWClr/L1zNPGN7XTV9nUsvx1cPswqr379kl7X4Xd2qRB89n+MqXzIiJS0veXGez89qdvP/6tx6RSiY4e9iMmFguw8Liqna/S6FY4pufveTiqQHyc0vkwx5Qk8zPeTFxYipPf5deMfHaqMvSSpEPDYmJOjI0tJtcztvP6j2QbNRa8Dlw2LKsFEDl34cqXxcCQmkiPzVA/wH6apuUJvL9EwOR10QqdG0dG3k8xcJygcsGtDKB3ne+ZWyXvbs7OR1xTaQipWmL3vT8Cs6zGa6c26/dKVgj6L6mTfEJAH3nulQuk6loIiUmBovyCTChvRf0lr2Y4hNgKg0lqI7jZIHbwB+rfOmPAZ85jlNXe69QO0r/YR3dw97dnWEPxxd0DcYPns8wPW+G/kOhq94mozSRx6OviQR9iy75JXV38n7tuhUaRVdDmWsG+QSAvvcYmqaJBH33DxUTTTKS0XX/UD4B7xuiidR1TZvkE2AqOyaolmX9Y8uyXgBHgK9bljVS+dZXgb9sWdZ94C9X/l8IiKfuPO7UIlcvRF9no9D1wSdtu3S2p7h4Ktr3RFaTTCa1m+eVVe+eyE/P7qctFd17IqvRtehyw8lSLJWNcO9V6GqylrZdjh2I/t3JCl3vMXzm5hmfWjTCXE2hqyFVxnbpaE9yMeJ3J1ej4/6xslrks/sTXLIkJgbNTSfnxUSD9g/T2FGD6jjOjwI/usnX7wFXghiU8DbpEe+eyEsGGSXruHEViiVu3Mvy0ZlBOjv00ks0g47B+LOHOVbXSsacNIG+1eLMiMuBfd0cHTbHlE7HE5BXkws8HZ/nj35P9O9OVui6ptfvibTMaO+FqrnWqBig7on86PRQ5O9OrkbH/eP2wwlW1orGnVSDhvvHyDjD+7o5NqyXcZOwgRklGsMplcpcG3X54OQAPV1m6D9Az43r7iNPE2lSgADvtFqneQYvaTJJEwl6WupPzS1z//mMEfdEVqPjPagbmkhz9g8dC4mlkqeJNMknAPSc67sVnwCTCongnVbrNM+w4RNwxqCYqOOaVj4BpsVE05AENQI4z2eYya+aFyA03LjS9ji9u9o5/64ZmkiFbieo+aU17j6e4sr5YWM0kaCnIYRJ90RWo5vJSbliJGOSTwCA+uup01zfNzQm6li0Nc0nQJFMJrQ6qX7NJ8AgTaSOUi7TfAJMRRLUCJCxx+nsSPGhQZpI2AjGZU2CxPKqd0+kSZpIhW7B+MY9pYk0K0CsB2ON5jptj3P84G6G93WHPRRf0W1NPxmfx51eMsonACCRSHjFAI3m2kSfANAvQV1eLfCZYT4BCt0KXCb6BEBV0Vaz/ePdA7s5YFhMNA2zdhwDWSuUuHEvx8enh+hsN0cTCfqdoH72YILVglmaSIVuwThtuxwc6Oad/eZoIkG/E9RXkws8c/NcMeyhB7wWPV3mGbyTJtN8AhQ6tVMXiiVuOub5BIB+hlS3H0wY5xOg0GlNg5k+AaCf7GV8apGn4/NGrmnTkARVc+4+mmRxpWCk05hu1eKM7TLQ18mpI/1hD8V3dDKEMFUTCfoFY9PuiaxGpwdMU30CFDrtH6b6BICeMdE0nwCFTkVbk2OibkVbE30CTEUSVM1J2y67u9s5d2xv2EPxHZ1OUOcWV7n7aIrLhmkiFTppUDOjLmCm/kOnYKzuiTx7bC97es3RRCp0esA01SdAoZOhjKk+AQCppPdIpsNcm+oToNDpbnBTfQJAr6Ktiomm+QSYiiSoGrO0UuD2QzM1kaCXeP7mvSylsnn6D0Uyocc8g9fKdOJQH/v3mqf/SGp0j+GT8Xmy00tGnjSBXieopvoEKHQ5QTXZJwC8fRr02KtN9QlQ6ORsn7FdI30CQK/nvKfuPO7UonE+AaZi3g5vEJ89yLFWKJmbNGlUWUvbLocHezgy1BP2UAIhmUxqMc8vJxZ4ls0bWSkGve4xTI+4tKXM1ESCPg+YJvsEKHRJUE32CQC9WnxN9QlQ6FLgejW5wFN33kifAKh6ztMkJprqE2AikqBqTNp2Gezv4uThvrCHEgi6PMxPzC7x4MUsVwzUfyh0aYfM2C6JBFw+a54mEvRpW9/QRA7SbaAmEry5LhP+/mGyT4BCF4mAyT4BoM/+YbImUqFVTMRMnwDQR/Ziuk+AiUiCqilzi6vYj6eNT5og/GB8bTQLmKn/UOigt/HuiRzn/LG99BuoiQR9TkDuPZtmdmHV2PY80GeuTfYJUOhwWm26TwDos6ZN9glQ6NAVYLpPAOjTKWe6T4CJSIKqKTcqmkiT/zLpEozTIy4nD/cxtGdXqOMIEh2C8aNXc+Rmlo1tZQJ9ii5p26WrI8UHJwdCHUeQ6DDXpvsEKFIaFLhM9wkAz4wKoFgqhToOk30CFDp0BZjuEwD6nKCa7hNgIuZG1IiTtl2ODPVwZMhM/QdUB+PwNq4XuTwvcnmjH3pAj2CcGXFpSyX5+Iy5+g8dii5rhSI3nRyXzgzRYagmEvSYa9N9AhQ6FLhM9wkAPda06T4BCi3WtOE+AaDHmo6DT4CJSIKqIRMzSzysaCJNRoeNK2O7JBMJPjFUE6kIu0WvWCpx7V6WD08N0N3VFto4gmbjVC+8E5A7Y1MsrRS4YrAmEvRoHTPdJ0ARdoErDj4BUHXNTIin1ab7BCjCvjopDj4BoEenSxx8AkxEElQNWdd/GH6R8HrrR0jB2NNEupx/dy/9PR2hjKFVpJKJUM1k7j2bYc5wTSRUG3+FN4aMPU6f4ZpICH//mFsw3ydAEfZpUxx8AqC6aBvO58fBJ0CRDD0mmu8TAHqYYcbBJ8BEJEHVkIztcupIP4MGayIh/BOQR1/MMTG7bPxDD4RvqZ8ZcdnVabYmEsK/883TRE7y6bnh9dMYUwm7A+N6DHwCFGEnqHHwCYDw9Xpx8AlQhO3iGwefAPBiYoKwY6L5PgEmIn9amvEim+dFbsH4qhqEH4zTtkt7m9maSEWYwXitUOTm/SyXzuynvc1s/UcikSAZYuvYrfs5CsVSPPaPkIsBmRj4BCjCNEmKi08AhF+0jYNPgCLMom1cfAIUYc51XHwCTEQSVM3IjMZDEwnhnoAUSyWuj7p8eGqQXZ3maiIVYZ6A3BmbZGmlaLwmUhHmXCtN5IlDZmsiIdyH+dzMEg9fmu8ToAhzTcfFJwDCbYeMi0+AItyYGA+fAEWYBfK4+ASYiCSoGlEul0mPuFw4vo++brM1kRCueH706TRzi2uxOGmCcE1O0rZLX08H547GQ/8RVjCeXVjFfjLF1QvmayIh3A6MazHxCVCkQjJZi5NPAIRrsnbvaTx8AhRhdgXExSdAEdYJapx8AkxEElSNGHs5x+TccmwCRJh6PU8T2cb7J8zWfyjCcvFdXC7w+cNJLp/bv346YDrJZDhFl+ujLuUysdCPQbgnqOmY+AQownrAHIuRTwCA2iLD2KvT9ngsfAIUYcXEOPkEKMKa6zj5BJhIPP52RIS0PU5HW5KLp+NxkXBYD5ira0Vu3s/xiTVEe1s8/gqE9YC5oYmMR9IE4QXjjO3yzv5eDg+ae09kNWEVuF5k87yMiU+AIqx2yMxIfHwCIOSY6ORi4ROgCGtNx8knQJEM6bQ6Tj4BJhKPp/MIUCiWuH4vGxtNJIR3TcSdsUmWV4uxqqqF9oBpj7N/zy6OH9zd8s8OizBax7IzS4x9MRerNR2WRCAdI02kIgyJgKeJdPnw5ECMYqL3SNbqvTqOMVGt6XKL9+o4+QQowpC9xM0nwEQkQdWE0afTzMdIEwnhVYvTtkt/TwdnY6KJBC9AlGltMWA2v4L9dJrLMdN/eMWA1mrIMranibx8Lj5JUxiGMiWliTy+NxY+AYowugJGn3gxMS4t6xCecWCm4hNw9tieln5umKi5bmV+qnwC4qaJDKODK24+ASYiCaompEdcujvbeC8mmkgIJxgvLq9xZ2yCy+eGY6OJhHDm+tq9LOUysSq6QOtPmzxztXFOH+lnsD8emkgI5wR17OVsrHwCFGF0BaRtzyfgg5P7Wvq5YRLGml5cXuPzsUkun90fG00khDPXyicgjvtHq4sucfMJMJH47EYas7JW5NaDHJ+cjY8mEsIJEDedHIVimasxsXdXhDHXGdvl6P5eDsVEE6lodTv182yeV5OLsXvoCaPoou5O/uh0PDSRilavaeUTcMkaio0mEsLRVd+saCLjcuWJIoz9w9NE9nI4ZprIVu8fcfQJMJH4ZEMa8/nDCVZWi7FqZfr/27vzKLnSu8zz33sjM3JVSqmUlNpKu3S1VUkllRaXyzY2XjDG4AVjA8YwHmgbGPqc6aEP4B6gB0673TQzbboxY5+2u9vYxj7DjDGcZjPddGFsiNQulTJSr5TapVJG7so1Mtb5I+KmUlIusdwbkYr7fM6pU6VMZdRbt67ue9/l97xQnc44Eo2xrr2JbeuDUxMJlb/W/SNT3Hh9LHAvPQC2bVd8IiBkB6smEio/6ZJKZzjd08/hAOUEuCq9K+Di9SFmEunAvWDO3tMVXK3uisZYu6qRHRuCUxMJuaOToHLPDzcnIGiT41D550cQcwJqkQaoy0BXNMaq1jDOc8Gp/4DKhySNTsxw5fYIJwNW/wGVv9ZuTWQQ6z9CtkWl+uJMNktXT+7s5BUBqomEytegRm+NMDEdrJwAV6VXQCLdfYHLCYDKr+qNTszQc3uEE/vXB65PrPTzI4g5AS7btip2nYOaE1CLNECtssl4kkvXhwJXEwmVD0k61dNPFgKZ6lbJa53NZolEY+x5bhWr2xp9//ctN5UMlOm995DhsZlA39OVutZd0b7A5QS4KvmCORlP8tqNYPaJoQrf06d7gpkTAJW91kHNCXCFKtgnBjUnoBZpgFplZ80A6UzwaiKhOi+YWztXsKEjWDWRUNnOOKg1ka5KBkJEojHCdTYvBuTs5LkqucV3Jpnm3NXBwOUEuCq5RS+oOQEA7iJmpa51JKA5AVDZSdug94mVTPENak5ALQpeT7vMRLr76FzdzNbOYNVEQm6lybIq00HEhqe4+WA8kCtNUNnJgEhAayJdleqMU+kMZ670c3j3GhrDwaqJhMrWVV/sHWQmGbycAFclt/h2BTQnAMCyrHyJgP/Xun9kipsPgpkTAJXtE7t6gt0nVmrSdrZPDGBOQC3SALWKRsZnMHdGA1kT6arUdsiuaAyLYNZ/wKOXeb8HTm79x8Htq2ltqvf137Vc2TYVOQc1ems4XxMZ3EETVOgFM6A5Aa5KPaeDnBPgsqzKTHAFOScA5vSJPk8GZLJZTkWDmRPgsio0adtzO3d2clBXqmuNBqhVdKonFtiaSFclZtbcmkhnSzBrIqFyW3yv3R1lZHwmsLPykKu3qURnHInGaGms4+CO4JwTOVeltvgGOSfAVaktvkHOCXBVsk8Mak4AVK5P7L33kKGA5gS4KlWDGumOBTYnoBZpgFpFkWiMbetXsH51c7WbUjWV2A55JzZB3/BUoDuIStXbdEVjhOttXtwV3PqPSmyHnEmkOX91kJf2rqMuFMzHeKVWUIOcE+Cq1BbfIOcEuCrRJwa9JhIq3CcGNCfAZduW7yvVM8k0564NBDYnoBbp/2KVPBia5HbfeKA7CKjMbHEk2kfItjjqBHN7L1RmtjiVznD6Sj9Hdq+lIRzy7d+z3IUq0BlfyNdEBvn5UalzDIOcE+CqxApq0HMCXJXpE4NdEwmV7RODmhPgqsQ9fbF3kJlEcHMCapEGqFXi1kQeC2j9h8vvmbVMNsupnn6e39ER2JpIqMxs8eWbw0zGU4F/wbRt2/fOuCsao31FA7sDWhMJlTnHUDkBOZWoQQ16ToDL79Vq5QTkVGIHRtBzAlyV2BUQ9JyAWqQBahVks1m6evrZu7Wd9hUN1W5OVeU6Y/8CZdyayCBvz4PKvMyfisZobarnwPZg1kS6/F5tmpjOnRN5Yl/nbNBHEFWiBlU5ATkh2yKLf88P5QQ84vfzQzkBOZV4fgQ9J8Dl9wqqcgJqkwaoVXA7Nk4s4DWRLr8740g0RkN9iEO7glv/Af53xjMJt/4juDWRLr9XQM6YftKZbOCfH5VYAVFOQI7f11o5AY/4vVqtnIAcv+9p5QQ84nefqJyA2hTcTfFVFOmOUReyOOoEu4MAtzP257PdM7GO7FlDQ31wayLB/874fO8AiWQm0DWRLtu28HM3U1d3jA0dzWzpbPXvX/IMcCddWh/2krx62/PPH52YYe3wdU7u7yR59Xuef/4zob6Buq1HHq/X8+FRqpyAR/w8B1U5AY+4Nex+XWvlBDzi99m+ygmoTRqgVlgmk+VUT4znd3TQ0hjc+g+Xnw+uyzfcmshg13/AnM7Yp5FTV3eM1W0N7Nq80pfPf5b4uStgeCzO1buj/Mibtge6JhJyEwHr7Ifs7/1T4r3ef34j8FOtwB2I3/H+858VTT/0q9h2bgXZj/s6k8nVRAY9J8DlZ72ecgIe8TuXQTkBj/h5T7s5AT/8ivrEWqMBaoWZu6OMTiQ4eUCDJvD3wRWJ9tHaVM/+be2+fP6zZLYz9mEyYGI6yeWbw7zz2HOBrol05XYF+LMtQOdEPhKyLY403CSLRcv7fh2r0bsV5Ww2y+9+4zyrWhv4ufce8OxznyWZ0T6m/+r/Ihsfx7Zzx774MZl4dbZP1D0N/tbrdSknYFbIzm279eNauzkB73hJfSL4ew6qcgJqlwaoFdYV7aMhHOLQTh0kDP51xvFEigvXBnnjCxsCX/8B/kbqn7mimsi5/HzBjET72L6hjc72YNdEAlgWHA3fZLRlG23rdnj62TcfjGFGwvzMSQe7LaDbTq3cczObmPK1hl05AY/za9I2nkhx/toALx9Unwj+rqAqJ+Bx/i5EKCegVukpVUHJVIYzVwY4umct4YDXRLr8CoQ4f22QREo1kS4/O+NINMbGNS08ty7YNZEu2/bnOr8+OMmd2ITuadfQbdaFxulrO+j5R3dFlRNghZty/5CYnl0F8vpZnUxlOGuUEzCXX33ihWuDygmYI7+A6su1Vk7A4/wKSXowNMntvnHd0zVKA9QKunxjiKmZlP4wzeHXzFpXNEZHWyM7N6kmEvDtBdOtiTwR8HMi5/LrHNSuaAzLgmMBPyfSlbreRSpr09e619PPzWSydCknAOpzA9RsYtq3kLXLN4eUE/AEv84Gj0SVEzCX2yd6/f6hPvFpfr7nWcCxfXqnrkUaoFZQJBpjRXM9+1QTOSvkwzmoY1MJLt8Y5sT+YJ8TOZdfW3y7emKA6j/mClned8bZbC5IZt/Wdla1BvvsZIBsJkPqehc9qU0kLG/PzTR3RnionAAs24b6Rl+3+Lo1kcoJeMSPEoHxqQTdN4cDf3byXLN9oseTAcoJeJofNahun7h3azvtK9Qn1iINUCtkeibFhd5Bju/tnC3OF39m1s5e6SeTzWqleg6/tvh2dcfYubGNdauaPP3cZ5ntQzL1zQfj9I9O66UnL/3gCtmpUS6kdnr+4hOJxpQTkGeFm31bQZ2eyeUEHNuncyLn8mM75Jn8OZF6fjzyqE/0doJcOQFP82NXwK2+cWIj6hNrmXqFCjl/bYBkKqM/TE/wY7Y4Eo2xaU0Lm1UTOcuPFdT7g5Pc6Z/guO7px/hxzEwk2peridwT3JrIuVK9EahvxGSe8/RaJ1MZzpgBjuxWTgDk61AT076soF7I5wSc0Pa8x/jx/Ojq7mNDR7NyAubwo090cwL0nvc4P97zlBNQ+8pO8XUc5xYQz/8F8CvGmL8u93NrTSQaY83KRnZuaqt2U5YV27ZIpr2bwRx8OM21ew/5wJu9TfV81vmxgurWRB7fq5rIubxeAcmdndzPCzvX0Bzkmsi8bDpJ8uZp6rYdJXOx3tNr/dqNIaZnUjryxBVuIpuY8qWGPRKN0aGayKfYtkUm6d11HnoY5+q9h7xfZyc/xrc+ETiunIDH+NEnKieg9nl1zMyPGmMue/RZNWdsMkH05gjvPrlFHcQTvH5wnerpB1T/8SSv621y9R997N/azkrVRD7G623rPXdGGJtMaMt6XuruJUhMU7/rJKHXRj3dOjabE7BVNZGQ3+I7Peb5CupYvibyXSd0TuSTvF5BPaWcgHl5fQ7q3JpI5QQ8zut7WjkBwaBzUCvgdL4mUh3E03LF8959XqQ7xs5NbaxVTeRjvK4hu/FgjIHROO99ebsnn1dLQrbFntDrTL/6RU8+L31vlJ9aEWff69eZ7tPLfGbgBlbjCkKb9mPb/+jZPT09k+Ji7yBv0tnJs6xwE5mHsUfPD48mA87M5gToBfNJtuVtDXskGmPHxjbWqSbyMY/uaW8+z80JeM8btnrzgTVk7vPDiwkp5QQEg1cD1K85jmMB3wU+ZYwZLfQHOzpqvybi3LVBtm1o48X9G6rdlGWnqameh1NJ1q5dUfZn3X4wxr2BCT7x/uc9+bxaEm4KA9DcHPbk2vzJ925RX2fzzpe309Kk+RVXTwAAIABJREFULTZzrWgN88GWU6RvzhBqKu9aZ4FVE9N0NoWw+wt+rNY0G2h7+X2s6lxFfX2IcLjOk3v6b8/cIZnK8AMv79DzI2+gbSWTD6ZZ3d4CQNvKJk+uzdmrg2xZv4IX96/XrqInNDXVY08mvOkT+8a42z/Bz73voO7pJzQ0JwDv+sRvfe8WdSGbd75xB63qEx/TtiKXtL56dSv1deVN/iVTac5dHeDl5zewaeMqL5onPiv1z5cXA9Q3GWPuOo7TAHwW+H3go4X+8NDQhC9nBi4XA6PT9Nwa5oNv2cHAwHi1m7PspJJpEsm0J9fmL793A9uy2Lt5pa71EybjSQAejsXLvjbpTIa/O3ePF3Z2MDURZ2oivvQPBUho5C6doTFCxz5G08G3lfVZZ00/n/uTy/yzDx+ic7tmi11JyN3H2SyTUwlP/rz/TeQ2a1Y20tFSp+dH3kymjkx8ivHxaQCGhiYZaC7v5Xsw3yd+4M07GByc8KKZNSWVTDOTSHlyD/7V925gWbBffeJTpuIpwJs+MZPJ8mq+T5yeiDOtPvEx09O5yYBY/xgNZYbPnbs6wGQ8xeGdHbqnnwFr165gYGAc27aKXpAsex+TMeZu/u8zwB8Abyz3M2vJbP2Hkgrn5VW9nlv/sX9bOytbwh60rLZ4eSj5ldujqolcROfoa6SyNmw5UvZnRaIx2lQTuSDbtj3ZDvlwMkH01ggn9ndqRW+ucBNkUoSyuZd5LyaTdXby4rxKPM1ms0S6Y8oJWICXKb7KCVhcyMOQNeUEBEdZA1THcVocx1mZ/2cL+AhwwYuG1YpINMauzStZo5rIeeU64/KLUK+/Psbgw7heehbgZUhSJNpHU0OIF1T/8ZRsNsOa0dfoSW4kG24p67Om4iku9g5xbJ/OTl6IV+EbZ5QTMC8rnOu36jIzAJ4EUnVFlROwGK8mbW/M9omq852Pl+egdnXHaAyrT1yIV4nJbk7Asb06OzkIyv0/3Am86jjOJeAysAf4hbJbVSPu9U9wf2BSs2qLsC1vZou7umPU19kc0TmR8/Kqg0gk05w1Axzds476Op0T+aT0g6s0JMc4m9he9rU+f22AVDqj58cibMujVb1ojM1rW9i8tvYzEYphhXPBOqFUbstiudf63sAE9wYmFY60CK9CknLnRKpPXIg751fuPZ1MpTl7dYCje3R28kK8Cmk8f22AZCqj50dAlFWDaoy5AbzoUVtqTiQaw7YsXtI5kQvyYrY4nclw6kqMQ7vW0NSgYOr5eNVBXLo+RDyR5oTOiZxXqjdC2g7Tndhc9rV2z07esVFnJy/Ei2OqBkan6b3/kA++RWcnP8ldQQ1lcgPUcp/VXeoTl+Rdn9jPoV0dNDeqT5yPV2Uvl64PMz2TUp+4CK8myN0+cecm9YlBoDVyn2TyNZEHtq+mrVk1kQvxot6m59YI41NJrTQtwrYsLLx5wWxrCbNvi+o/npRNp0jePM3D9v0kqC/rWudqIoc5eUA1kYvxYouvcgIW4eEKqnICCuNFn6icgKVZluXJanVXtE85AUvwogZ1bDJB9KZyAoJEA1SfXL//kKGxuDqIJXgxWxyJxmhqqOP5Har/WEy5q01T8RQXrw9xfN+62RlReSR97zWYmWR0zSGgvM74dE+MbBbVjy3B9qCGXTkBC3NXUO10+QNU5QQUxotdAcoJKEy57x/TMykuKCdgSbMrqGVMBpxWTkDg6E+UTyLRGOE6m8O711S7KcuabZc3g5lI5s7EeslZW/b5WrWu3Jn5c1fdmkgNmuaT7I1gNbQy1b4HKK8z7orGeG5dK5vWlBe0VOtCVnkvmMoJWNzsFt90+Vt8lRNQmHJ3BSgnoHDe9Yl6fizGi8Rk5QQEj97ofZBKZzjd08/h3aqJXEq5nbFbE6kOYmnlzhZ3RftYt6qJ7Rt04PuTssk4qVvnqdt5HLsu92e+1M64f3Sa66+P6Z4uQLmrTcoJWJwbkmSXucVXOQGFK/eeVk5A4crtE5UTUJhya1DdnACtngaLegof9NweYWI6qT9MBch1xqX/fCQaY2VrGEc1kUtaFxrjLXf/jIk/Kv5nM1n40bE4TQ11TH79//W+cc+6dArSCep2nSQ0Wt5scVc0VxN5XDWRSwrZFql0addZOQEFqM9v8U3GgZaSd7soJ6BwoTJ3FSknoHAh2yJb4vuHmxPwnjdsVU3kEtwV1GyJfaJyAoJJA1QfRLpjtDSqJrIQ5WyxmYonuXR9kLcd2ayayAIcq79GS3KY0LaXocjL1T84xY3UGEe2ryGkVMh52c3thDp3YY8NAaXNFmezWSLdfezZvJKOlY1eN7Hm2LZNOpMu6WfdnIAPvFnpvQuxbBvqG7FS00DpKyDKCSicXca29al4kovXh/i+FzeqTyyAbVsll2IoJ6Bw5a6gKicgmPSm6bGZZJpz1wY4sa9TBwkXwE3Ry2azRc9CnjUDpNIqmi9ENpvhhdANYo072PPWnyv65//oD8+Qas3w9h847kPrasvskT4lvPjc7Z/gwdAUb3+X43WzalI5E1zKCSiMFW4qa4tvIpk7J/L43nXKCShAyLbIZnPPD7vYPlE5AUUJlRGyppyAwoXK6BPdnICPvnOP182SZU69hccu9g4yo5rIgpXz4IpEY3S2N7FtvWoil5KO9bLKmuBO076if7Z/ZIobr4/ppadAoTJmi7uiMUK2xUuOgmQKUWoNmXICCmeFm7CSpa+gXrw+pD6xCOWcWd0VjSknoAilrlYrJ6A45aygKicguDRA9VhXNEb7igb2PLeq2k15JpTaGY9OzHDlts7EKlSqN0IyG+JueFfRP9sVjWEBx/epgyhEqfd0JpulqydXE7lCNZEFKTUFPHpLOQEFCzdDsvQV1Eh3n3ICilBq4unoxAw96hOLUuoODOUEFKfUc1CVExBsGqB6aDKe5JLOiSxKqTNrp3r6yYJeMAuQzaRIXT/FVbaRsOqL+9lslkg0xp7nVrG6TTWRhbBL7Ix77z1keGxGs/JFsK1SV6r7lBNQICvcBCWuoE7Gk7x2Y4gT+zrVJxbIHVwWe61P9/TnayL1/CiUVcIODOUEFK/U9zw3J0B9YjBpgOqhs2aAdCarrZBFKHVmrSvax9b1K9jQofqPpaTvdZOdmaDH2l10B+HWROrIgsKVusU3Eo0RrldNZDFKqSGbSaY5d3WQo8465QQUwKp/tMW32NVq5QQUr9Syl0g0xpbOVjaqJrJgpaygPuoT9Z5XqFJ3FSknINjUO3so0t3H+tXNbOnUQcKFKmVmLTY8xc0H45pVK1CyNwINLdyyt5TUQeRqIrW9t1CldMa5msgYL+5eS2NYNZGFKuXMyIu9g8wkVRNZKCvcTDZR2gpql3ICilZSnzgyxc0HygkoVik1qMoJKF4p97RyAkQDVI+MjM9g7oxyUvUfRSml3uZRTaReMJeSTc6QunWO+u3HsOy6oq6zW//x/I4OWpuK2xocZKWsoHbfHGYyntJKU5FCJWzRi3QrJ6Ao4SZITgHFPadHxpUTUIry+kRNJBaj2BVU5QSUppR7WjkBogGqR071xFQTWYJiZ9bcmkhnyyraVzT42bSakLp9HlIz1O06WXTi6bW7o4yMz3B8v156ilFKDWpXNHd28sHtq/1qVk2ybbuo6zwxnauJPLZXOQGFssJNkE5RZ6WLen6cVp9YkmJ3YORqImPsVk5A0Yo9B9XNCdA9XRy7hLpq5QSI1s09EonG2LZ+BZ2rm6vdlGeKbVuESZIZ6yfD0p3r/YFJkqMx3vTCDjJj/RVo4bMtee17WC3thDbsIWSfK6perytfE/niLm1lKkaxK6gzidzZyW84sF41kUUKFblF76zpz+UEqKa6YFY416e1hpJFTQZEojG2dionoFjFPj/uxCboG57incee87NZNanYFVS3JvJF1UQWJWRb2GQITQ2SGVv6eidSGW5du8mbd6/BnhyktJNqg8VasQbLqq33Bw1QPfBgaJLbfeN85G3FH+ERdCELfnnln9PwF19nsoDfvwr4jVXAJZi85HPjakT9Cz+AZdlFraCm0hlOX+nnyO61NIRDPrewtthFhpyc7x0gkcyoJrIExR4z0xWN0bm6ma2dqokslBVuAqDZThX8Mt83PMWtvnF+7K3qE4tV7ArqbE2kzoksWjE17G5OwOHda5QTUCTbtviJln9g5+kbTJ4u7Gd+tRV4AJPf8LVpNSP84ntpOPbBajfDU/pT5gG3/uOYaiKL1jJ5l87QGIldb6Vt8+IvM5lslm/892usWdmk2eJCWRZ1Ww8D+dniAt/lL6smsmTF1tt05Wsid6smsmi5FZDCfu/wWBxzZ5QffmW7aiKL4K6gNoeSBU8GqCaydMWk+Lo1kQe3r1ZOQAlCtkU6XdgDxM0JUBBV8ULpOIfCtxlr38e6Q68s+fu/ffougw+n+cj3757dHiyLC20+WO0meE4D1DJl80Eye7e2qyayBO2DF0lkQ8T3/iAdGxffSnrl9gh/N5bgk289QP0eDZyKZdsWqWRhnXFXNEZrUz0HVBNZtGLqqiemk1y+Ocw7XnpOHXEJitkVoLOTS+SuoFrJgq713JwA1UQWr5h6PTcn4ENv3el3s2qSbVskUoVPurQ01nFwh/rEYtW9fol6K83tjW9h056Ti/7eiekk3/pWgu8/upkGZ3eFWijLUW1tWK6CW33jxEam9dJTgmwmzYqBi3QnNpMOLf0iE4nGaKgPcWiX6j9KUejLfDyR4vy1AV7aq3MiS1HMCuqZK7maSD0/SlPMFr2ufE7AeuUEFOXRFt/CalBvx8aJDU/pni5RMc+PiHICylJoDaqbE6A+sTShO6cZSrcy0bL0zjflBIhLf9LK1BWNUReyOKozsYqWvh+lLjnJ2cT2JbczJVMZzpp+juxZQ0O9aiJLEbIK64wvXBtUTWQZZldQC9iiF4nG2NChs5NLFcrXoGaXuNYPhia5HdPZyaVwt/g22oWtoEa6czWRR3V2ckkK3YGRSmc4o5yAshR6DqpyAkqXmXqIFbvC2cR20gXMJSonQFwaoJYhk8nVfzy/o4OWRtV/FCvZGyFd10g0uWnJTuLyzaF8TaTqP0pV6ApqJBpjdVsDuzavrECrak+hx8wMj8W5endU50SWwT0pZqkJLuUElM5dQW2yEkve05lMllM9Oju5HIWGJF2+oZyAchW6A0M5AaVL3TiNlc3kFiIK6BPNnVFOqk8UNEAti7kzwsOJBCcPaNBUrGwqQerWWabWvUCa0JIPLrcmcv+29gq1sPYUkng6PpWg++YwJ/Z1qiayRIWugHT1xADVRJajkJd5tyZSOQElmh2gLr2Cau6OMjqR0Pa8MhT6/IhE+5QTUKZCJm3dnAD1iaVJXo9A+2b60quWvNbKCZC5NEAtQyQaoyEc4tBOHSRcrNSdC5CME99wFFj8BXN6JsWFa4Mc26f6j3KECuiMz5gB1USWqdAasq5ojO0b2uhsV01kqUJ27nmw2H19q2+cfuUElMyyQ1DXQKOVKGilWjkB5QkVsAMjnkhxoXdQNZFlKqQG9YxRTkCpMmP9ZGK92DtO5H5dwKStcgLEpSdbiZKpDGfMAEf3rCWsmsiipXojWM2rSK7JHS2z2AvmhWuDJFKq/yhXbjvT4im+Xd19bFzTwnPrVBNZqkJW9V4fnORObEL3dJkKudbKCSifFW6icYkVVOUEeKOQGnblBHijkBrUrm7lBJQqeb0LgPqdxwFIL/L+8WBoktt9ygmQRzRALdFrN4aYnknpD1MJsjOTpO5com7nCUKh3ElHi75g9sToaGtk5ybVRJZjqZCk4bE4V+89VE1kmUIFbNHrisawLDimcyLLstS1Vk6AN6xwM40sXoOqnABvFLIDQzkB3ggtUfainIDSZbNZUr3/SGj9HkJtucnBpSYSlRMgc+kc1AVkk3FSN8+QzaTn/f7g+ft834opdsdtElf04CpGZvA2ZFLU7zqJnVz8BXNsKsHlG8P8wIktqv8o01L1NqqJ9MZSq3ru2cn7trazqlU1keVY6lorJ8Aj4SYarZklXzCVE1C+pWpQ3ZyAdx7T2cnlCllZ9nONxJXUvN+/fWOYEw39vNyYJnHlToVb92zLxifJjLxOwysfW/JsX7dPVE6AzKUB6gJS96PEX/3igt9/A0A9JL773Yq1qZbY7Zux12wjFJsAFn7BPHuln0w2q5VqDyxVb9PVHWPnxjbWrWqqYKtqj21ZWCzcGd98ME7/6DTveXlrZRtWg5ZaQVVOgDescBMNjC94nd2cgDe+sEE1kWVaagVVOQHe2TLdw0t1rzLznVfn/f4uYFcLcPYfmalkw2pFXQN121/Csixsa+HV6lt948RGpnn3SfWJ8ogGqAuo33aE0Ed/D+ZZQT1zpZ+v//dr/NIHX2Dbep3VVAqrsTX30HI74wUeXJFojE1rW9ismsiy5VJ85//e/cFJ7vRP8BNv313ZRtWoxRKTI9E+6kI2R/doe2+5Zo/0medaKyfAO1a4mQYWDklSToB3ltoVoJwA7zw3FWUk08Lmj/4W8PhqdGx4it/5+nne98p23nRoY3Ua+Iyzwk2zx1TlMjDm/33KCZD5aIC6CLt5/vqO716/Q31bB9t3blFdQpkW2840+HCaa/ce8sG37Kh0s2rSYlt8H9VE6gXTCwutVufOiezn0M4Omhv1+C3XYqtNygnwjhVuoiG7cA1qJKqcAK+EFpm0HXqYywl4/5t36N2jTJnpMdZO3+A7qYNsaX16h0Xk3ChjtHDo0G5slWKUbbE+UTkBMh/txSnS2GSC6K0RFc17ZLEXzFM9/QAc16DJEwt1ELn6jz72b1vNypZwFVpWexaaDOi5M8LYZELb8zyy2ARXJBpjRXM9+1QTWb5wE2Fm5r3OY+7Zyft1TqQXFrunTyknwDOpm2ewyXIuuf2p7yknwHsL9YnKCZCFaIBapNOqifTUoi+Y3TF2bVrJWtVEemKhDuLGgzEGRuO6pz200GRAV3eMpoYQL6gm0hMLTXBNz6S42DvI8b2ds2elSumscDN1pCH9dJjMGfWJnlrsHNRIVDkBXkn1RpgIr+V+atVT33NzAjQR4J2F+kTlBMhC1HMXqSsaY/PaVjatVf2HF/Lvl089uO4NTHBvYEIdhIfsBY6Z6eqOUReyObJH9R9esSzrqXMMk6k0Z6/2c0Q1kZ6xFkiHPHd1gGQqw4kDen54wa0jq8s8HRWjnABvLTRpe39ggrv96hO9kBkfJN13lQdtB0nPUxepnADv2dbTZ/sqJ0AWowFqEQZGp+m9/5CTeunxjLu68eSDqysaw7Ysju1VB+EV98y37Jxrnc5kOHWln8O7OmhqUE2kV+abLb50fYjpmTQndU6kZxaq1+uKxlizspGdG9uq0ayaY4WbAajPxB/7+uDoNL33Hmr11EMLhSR19SgnwCvJ610ADKx6nmz28eeHcgL8kQtJenw2QDkBshgNUIvg1n8c36dBk1fm64zd+o/929tpU02kZ+ZLTL5yezRfE6lBk5fm204dicZoawmzd+vTW8qkNPOtNj1UToD3FlhB7ZrtE/WC6ZX57ulsNkukO6acAI+keiPYnbtINK4GHn//UE6AP0IL9InKCZCFaIBahEg0xu7NK1mzUvUfXpnvHMPrr48x+FA1kV6br14vEu2jqaGOF3aurlazatKTK6hT8RQXe4c4vnedaiI9NN89rZpI77lbfOuzTwxQo8oJ8Np89/QN9YmeSQ/fIzN8l/qdJ+e91soJ8If9RJ+onABZiu6KAt3rn+D+wKQ6CI/Z8wRCdHXHqK+zeXG3aiK99OTMfCKZ5qwZ4Kizlvo61X946cnO+NzVAVJp1UR6bb4dGJFon3ICPDa7xTebmP3avf4J7g1MaqXJY/Y8ddWRqHICvJLqjYBlU7fj2FPXWjkB/rFt+7F7WjkBshRtsC9QJBojZFu8pJpITz05g5mriYxxeNca1UR67Ml0yEvXh4gn0pp08UGmtY9bDef5z90XAei5N8KKvWn+briP74xUuXE1ZGwyQf3OEf7ywR3+YTxMPJHmTuMgW7a08p+7e6vdvGde2K7nfbveQ1N+BTU8pwa1q0c5AX4I2RavNFxh9+3zTE+0kCXLtt4Bnl8Xhu9eYbraDXzGpe93E9q0H7t5JSF7DHhU9qKcAP88uatIOQGyFI0ACpBxayK3rWZFs+o/vPTkql7PrRHGp5KalffBk9e6KxpjZUuYvVtU/+GlbDbL9JrXoG6GO2MTpDNZxpmmpa2eu+PxpT9ACpZIZbBb4vTPxHmYCTERT2K3JJmpS3BnTDMB5ciSZWB6iPUtnbxt3REAwvkV1Ec1kcoJ8JqVmOQDzadJjzeTzraSSKZZzwyr7AbSg7qny2U1thJ+/l3A031iJBqjrbleOQE+sK1HNahuTsC7T25RToAsSAPUAly//5ChsTgfePOOajel5jyZwhmJxmhqqOP5Har/8Nqjaw1T8SQXrw/xfS9unO2kxRt3xu+RqZ9g/eRJfv37P8DfnLnL1y9d43//2RNsWtNS7ebVlJsPxvjtL5/hIx96ged3dPDrXzpFe2Mdn/rBo9VuWk34N6f/PWdi53nb5pcBaCA3QL1+f4yhsTjve9P2ajavJmVunyVkZTm35Sd52zte5kv/Ncq5gQE++3OvqBTDY26fmM1kZ3MC3nJ4o2oifRCyLdx8RjcnQAsRshj9KSxAJBojXGdzePeaajel5riTZ5lMNlcTeXWAl5y11Nfp1vTa3Hq9s/maSG1l8t6Z2AXI2jTPbAZyK9XPrWvV4NQHc2vI7g1M8vqgcgK8dKzzMHfG79M/PUzKqiecD0mKRPuor1NNpB/S1yPE0it5GO6c7ROP7lmnwakP5q6gnpvtE/X88MPcZPtcTkALm5UTIIvQKGAJqXSG0z39HN6tmkg/WJY1Gz9+8foQM6qJ9M2jzjhDVzTGulVNbN+wosqtqi2ZbIazsQs0xjdgpcP0j0xx4/Ux3dM+mVvDHon2YVvKCfDSkc5DWFiciV0gZTfQQCLXJ17p55ByAjyXmRgi/eAq55LbyfAoJ0BBMv6Y+/zoivaxZmUjO1QT6YtQ/hzU/tFprt8f0+qpLEkD1CVEb40wMa2aSD+5iaeR7j5WtoZxVBPpC7czHh6boee2zon0w7WRGzxMjNM8vZV0Jle7Djon0i/upEsqneVUNMaB7atpU06AZ1Y1rGR3+07OxC6QsBsIk6Dndi4nQJMu3ktdPwVkuZjaQTqTnT07eZ/6RF+4z4/h8Rmit0c4eUB9ol/cFdRT+T7xhPpEWYIGqEvoivbR0qiaSD/ZtsX4VJLXbgxxYl+naiJ94l7XrmiMbBZNuvjgTOw8DaEwLYmNsy+YezavpGNlY7WbVpPcSZerd0cZGpvRoMkHxzoP0z89yP2GMI0kiHQrJ8Avyd4I9todjFormZhKcun6IMf3rVOf6JPQU32iSl784u6Ui0Rj7Nq8kjU6O1mWoAHqImaSac5dHeSos466kC6VX2zL4vy1AVJpFc37ya3XO9UTY0tnKxtVE+mpZCbF+YHXOLT2ICGrnvsDEzwYmuLEAb30+MWyH93Tygnwx+G1B6mzQlxutWkgwblrygnwQ3rkdTJDt6nfdfKxPlE5Af6Z2ycqJ8BftgWvDyonQAqnHmYRF3sHmUmqJtJvIdtiMp6is72JbetVE+kXd7Z4Mp7SS48PokNXmE7Feanzxdl7OmRbvOQoSMYv7tm+k/GUcgJ80lzfzIGOvVxpShG2EsoJ8EnqegQsi7qdx7Hzzw/lBPjLfqxP1D3tJ9u2mYynlBMgBSu7N3ccZw/wZaADGAI+Zoy5Vu7nLgeR7hjtKxrY85zOxPKT20moJtJf7nW2gOP71EF47XTsAq31Lext38Xf2JcBOLBdZyf7ae7WR+2+8M9L61/k4mA3/c0ZVqaVE+C1bDZLsjdCaON+7OZV6hMrZO7zQzkB/nInyJUTIIXyYgX188DnjDF7gM8BX/DgM6tuYjpXE6n6D/+F5nTG4h/3Ou95bhWr21QT6aXpVJzLg1GOrDtEyA7NXmvNyvvLvc7KCfDXwY591GctTJutnAAfZAZukh3rp37XSUB9YqXM9onKCfCdrT5RimRl3ZNzS+A4zjrgKtBhjEk7jhMit4q62xgzsMSPbwNuDg1NkMmU3ga//On5M/xV35+xojmEHVJn7KeJqSSWBS1N9dVuSk1LpbNMTSdpbKgjXK/d/V7KZDJMpqb4347+AjtWbuMP/uQ1Lt0Y4rO/9AqNYW079ctkPMkvffbvefOhjfzMu/dWuzk17ff++tP01o3QnKl2S2pRFrJgNa0Ay2JiKgkWtKpP9JX6xMqZjqdIpjO51VO9UnvuvdvfxRs3nah2M56ydu0KBgbGsW2Ljo5WgO3ArUJ+ttw3p+eA+8aYNEB+kPp6/utLDVAB3AYvO68c2M2d5H42r2sGbbHxVd/QJI3hEKtWaAbTT5lMhpuvj7FtQxshhX55bnXTKo7vPIhlWfzYO/by9rE4z23SVkg/rQV+9kcO8vLzG1nbrlRIP33oyI/y5+f+mNZmTbj4IdSykvqOTUC+T6wPsUo7XXylPrFyRsfjxBNp1ncoiMoP+zfvYO2a5VmvvnZtae0qdwX1KPCHxpgDc74WBT5qjDm3xI9vYxmvoIqIiIiIiEjxyllBLXfK6C6wKb+1l/zfN+a/LiIiIiIiIlKwsgaoxph+4ALw4/kv/ThwvoD6UxEREREREZHHeFFM8kngy47j/AYwAnzMg88UERERERGRgCl7gGqMuQIsv+goEREREREReaYotkxERERERESWBQ1QRUREREREZFnQAFVERERERESWBQ1QRUREREREZFnQAFVERERERESWBS+OmSlVCMC2rSo2QURERERERLxm29bcsV6o0J+r5gB1A0B7e0sVmyAiIiIiIiJe6+honfvLDcD1Qn7OymazvjS7u6xMAAALgUlEQVSoAA3AMeABkK5WI0RERERERMQXIXKD09PATCE/UM0BqoiIiIiIiMgshSSJiIiIiIjIsqABqoiIiIiIiCwLGqCKiIiIiIjIsqABqoiIiIiIiCwLGqCKiIiIiIjIslDNc1CXDcdxfhf4ILANeN4Yczn/9W8B24EMMAH8kjHmQrXaWQsWutZzvv+bwL+c73tSnEXu61tAPP8XwK8YY/66Ck2sCYtc50bg3wFvJ3et/9EY80+q1c5aMN+1dhxnG/CtOb9tFdBmjFld+RbWhkXu6R8Cfhuw8n/9H8aYb1arnbVgkWv9HnLXuh4YBn7GGHOzWu181jmO0wF8BdgJJIBrwCeMMQOO45wEvgA0AbeAjxpj+qvV1mfdEtf6a8BbyR05ssIYM1G9lj77FrrWQDu5e3oDkCJ3vMsvGGOmq9TUomkFNedbwJuB2098/aeNMYeMMS8Cvwv8p4q3rPYsdK1xHOcIcHK+70lJFrzWwI8aYw7n/9LgtDwLXeffITcw3WOMeR749Uo3rAY9da2NMbfm3MuH87/nj6rVwBrx1HV2HMci9yL0U/nr/FPAlx3H0XtEeea71u3Al4GP5J8d/xH4v6vTvJqRBX7HGOPkr+l14DP5+/erwC8aY/YA3wE+U8V21oJ5r3X+e18CDletZbVnoWudAP6ZMWYv8ALQDPxy9ZpZPK2gAsaY7wI4jvPk1x/O+eVKciupUoaFrrXjOA3A54AfB16teMNq0ELXWrw133V2HKcV+Biw2RiTzf++WFUaWEOWuqcdxwkDPwm8q4LNqjmLXOcMub4QcivVD4wx6hfLsMC13gXEjDFX87/+C+ArjuOsMcYMVriJNcEYM8zj7xYR4OeBo0Dc/f8AfJ7cKurHK9m+WrLItcYY87eg9xKvLHStjTG3yN3HGGMyjuOcAvZVun3l0MznEhzH+aLjOHeAfwX8dLXbU8N+C/hq/g+V+O9rjuNcchznDxzHWVXtxtSgncAQ8JuO45xxHOdVx3FeqXajAuCHgfvGmHPVbkityU+0/Bjwp47j3Ca38vex6raqZl0F1juOcyz/65/M/31LldpTU/Krpj8P/Bm5azp3R8YgYDuOoxIBDzxxrcVHC11rx3GayE24PFP/DzRAXYIx5meNMVuATwH/ttrtqUWO47wBeAn4g2q3JSDeZIw5BBwjV0f2+1VuTy0KATuA88aYl4BfAb7pOE5bdZtV8z6OSjF84ThOHfBrwI8YY7YC7wX+n/xuAfFQfvfWh4F/5zjOGWAdMEqulkzK9x/I5Yqo7/OfrnXlPHWt88/tbwB/a4zRALUWGWO+Arw1X5As3noLua0HN/MBPpuBv3Yc553VbFStMsbczf99htykwBur26KadIfcy+TXAYwxXcAgsKeajapljuNsIvcs+Vq121KjDgMbjTHfA8j/fZJnbNvYs8IY89+MMa/kJ7h+n1yAz/UqN+uZlw+l2g18OL89/Q6wdc731wCZ/NZJKcM811p8Mt+1dhwnRK4/HAH+aRWbVxINUBfgOE6r4zjPzfn1e8kl6emh5TFjzGeMMRuNMduMMduAe8C7jDHfrnLTao7jOC2O46zM/7MFfARQMrXH8tvE/gfwDgDHcfaQWwXprWa7atxPA39ujBmqdkNq1D1gs5MvHnMcZx/QiQZNvnAcZ33+7zbwaeDzxpjJ6rbq2eY4zqfJ1Zy+Lz9BC3AWaJpTgvFJ4I+r0b5assC1Fh/Md63zz43/AqSB/9nNwniWWNnsM9dmzzmO8++BDwDrya1yDAFvA/4UaCH3P3gY+GXVNpVnvmttjDnwxO+5BfyQjpkpzwL39XuB/4/cFtQQEAX+qTHmQbXa+axb6J52HGcHue2mHUAS+BfGmL+sXkuffYs9PxzHuUruXv6rKjaxJixyT/8k8Ks8Cgz8TWPMtxb4GCnAItf6i+R2t4SBbwP/qzEmvvAnyWIcxzkAXCZX3+setXHTGPN+x3FeJnckRyOPjplRqF2JlrjW3wSOA5uA14HLxhiF2pVooWsNfBH4r/nvpfNf/54x5hcr3sgSaYAqIiIiIiIiy4K2+IqIiIiIiMiyoAGqiIiIiIiILAsaoIqIiIiIiMiyUFftBlST4zgfIne+qUWuOP6cMeYnqtsqERERERGRYArsANVxnA3kzoA8Yoy5mz9y43CVmyUiIiIiIhJYgR2gkot0T5I7eoP8GUHnARzHOQF8BmjL/97fMMb8ueM424AzwJfJnW9oAb9gjPn7yjZdRERERESk9gT2mJn8IbbfBF4BXgW+C3yF3HlB/wP4QWPMg/xK62ngILCK3PlCP22M+UPHcb4P+CqwUwcRi4iIiIiIlCewA1SX4zgHgbcA7wP2A/+c3NbfW3N+WwfwfnKHaBugyRiTyf/8NeCDxphLFWy2iIiIiIhIzQnyFl8AjDGXgcvA5xzHiZLbtnvJGPPmJ39vfouviIiIiIiI+CCwx8w4jrPJcZw3zPn1ZmAtEAV2O47z1jnfO5YPUQIIAz+R//qbgCbgSsUaLiIiIiIiUqMCu8XXcZytwH8EtgLT5AbrnzPGfMFxnGPAvwXayQ1IbwDvBbaQC0n6L8A7UUiSiIiIiIiIZwI7QC2Fm+JrjFlT7baIiIiIiIjUmsBu8RUREREREZHlRSuoIiIiIiIisixoBVVERERERESWhcAcM+M4TgfwFWAnkACuAZ8wxgw4jnMS+AK5RN5bwEeNMf35n/sa8FZgA7DCGDOR//rL5M5Lda0D+owxRyrzXyQiIiIiIlJbgrSCmgV+xxjjGGOeB64Dn3Ecxwa+CvyiMWYP8B3gM3N+7kvA4Sc/zBjzD8aYw+5fwCngj3z/rxAREREREalRgVlBNcYMA6/O+VIE+HngKBA3xnw3//XPk1tF/Xj+5/4WwHGcBT/bcZx15I6d+YTHzRYREREREQmMIK2gzsqvmv488Gfkzja97X7PGDMI2I7jrC7iIz8GfNsYE/O0oSIiIiIiIgESyAEq8B+ACeD3Pfq8/wn4Tx59loiIiIiISCAFboDqOM7vAruBDxtjMsAdYOuc768BMvktwYV83klgNfAXPjRXREREREQkMAI1QHUc59Pkak7fZ4yZyX/5LNDkOM4r+V9/EvjjIj7248BXjDEp71oqIiIiIiISPFY2m612GyrCcZwDwGXgKjCd//JNY8z780fGfAFo5NExM7H8z30TOA5sAl4HLhtj3pX/XhPQB5wwxlyp4H+OiIiIiIhIzQnMAFVERERERESWt0Bt8RUREREREZHlSwNUERERERERWRY0QBUREREREZFlQQNUERERERERWRY0QBUREREREZFlQQNUERERDzmO8ynHcb5Y7XaIiIg8i3TMjIiISBEcx5mY88tmYAZI53/9CWPM1yrfKhERkdqgAaqIiEiJHMe5BfysMea/VbkpIiIiNaGu2g0QERGpJY7j/EtglzHmo47jbANuAh8HfgtoBX4NOAt8CdgCfNUY87/M+fmPA/8cWA+cAv6JMeZ2Jf8bREREqkU1qCIiIv47AewGPgx8FvgXwNuBA8CPOY7zFgDHcX4E+BTwAWAt8PfA16vRYBERkWrQAFVERMR/v22MiRtjvg1MAl83xvQbY+6TG4S+mP99nwT+tTGmxxiTAj4NHHYcZ2t1mi0iIlJZ2uIrIiLiv9icf56e59et+X/eCvye4zj/55zvW8AmQNt8RUSk5mmAKiIisnzcBf6VkoBFRCSotMVXRERk+fg88GuO4xwAcBxnpeM4H6pym0RERCpGA1QREZFlwhjzJ8C/Ab7hOM4YcBl4d3VbJSIiUjk6B1VERERERESWBa2gioiIiIiIyLKgAaqIiIiIiIgsCxqgioiIiIiIyLKgAaqIiIiIiIgsCxqgioiIiIiIyLKgAaqIiIiIiIgsCxqgioiIiIiIyLKgAaqIiIiIiIgsC/8/1Tj/qicXJ94AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16, 5))\n", "plt.title(\"Encoded features\")\n", "data.hour.plot()\n", "data.weekday.plot()\n", "data.is_weekend.plot()\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由于构建的数据有不同的尺度,时差特征有数千个,其他类别特征有数十个,因此需要将它们转换为相同的尺度,以探索特征的重要性,然后再进行正则化。" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "scaler = StandardScaler()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "先对特征进行标准化,再输入到模型进行预测。" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import sys\n", "\n", "y = data.dropna().y\n", "X = data.dropna().drop([\"y\"], axis=1)\n", "\n", "X_train, X_test, y_train, y_test = timeseries_train_test_split(X, y, test_size=0.3)\n", "\n", "X_train_scaled = scaler.fit_transform(X_train.astype(float))\n", "X_test_scaled = scaler.transform(X_test.astype(float))\n", "\n", "lr = LinearRegression()\n", "lr.fit(X_train_scaled, y_train)\n", "\n", "plotModelResults(lr, X_train=X_train_scaled, X_test=X_test_scaled, plot_intervals=True)\n", "plotCoefficients(lr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从图中可以看出,测试误差下降了一点。从系数图可以看出,工作日和是否是周末是有用的特征。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 目标编码" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "目前,许多机器学习算法并不能直接处理类别型数据。因此在构建机器学习模型之前,要将类别型特征转化为数值型特征。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这里介绍一种编码类别特征的版本: 按平均值编码。按平均值编码指的是用目标变量的平均值进行编码。在我们的示例中,一周中的每一天和一天中的每一个小时都可以由当天观看的广告的平均数量进行编码。" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "def code_mean(data, cat_feature, real_feature):\n", " \"\"\"\n", " 返回一个字典,其中键是cat_feature的唯一类别,\n", " 并且它的值是real_feature上的平均值\n", " \"\"\"\n", " return dict(data.groupby(cat_feature)[real_feature].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "按 1 小时观看广告数的平均值进行编码。" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "average_hour = code_mean(data, \"hour\", \"y\")\n", "plt.figure(figsize=(7, 5))\n", "plt.title(\"Hour averages\")\n", "pd.DataFrame.from_dict(average_hour, orient=\"index\")[0].plot()\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义一个函数,完成所有的编码转换。" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "def prepareData(series, lag_start, lag_end, test_size, target_encoding=False):\n", " \"\"\"\n", " series: 时间序列\n", " lag_start: 差分的最小窗口值 \n", " lag_end: 差分的最大窗口值\n", " test_size:测试集的比例\n", " target_encoding: 布尔值,如果为True,则向数据集中添加目标平均值\n", " \"\"\"\n", "\n", " # 复制数据\n", " data = pd.DataFrame(series.copy())\n", " data.columns = [\"y\"]\n", " for i in range(lag_start, lag_end):\n", " data[\"lag_{}\".format(i)] = data.y.shift(i)\n", "\n", " # 创建时间索引\n", " data.index = pd.to_datetime(data.index)\n", " data[\"hour\"] = data.index.hour\n", " data[\"weekday\"] = data.index.weekday\n", " data[\"is_weekend\"] = data.weekday.isin([5, 6]) * 1\n", "\n", " if target_encoding:\n", " # 计算平均\n", " test_index = int(len(data.dropna()) * (1 - test_size))\n", " data[\"weekday_average\"] = list(\n", " map(code_mean(data[:test_index], \"weekday\", \"y\").get, data.weekday)\n", " )\n", " data[\"hour_average\"] = list(\n", " map(code_mean(data[:test_index], \"hour\", \"y\").get, data.hour)\n", " )\n", "\n", " # 删掉原来的特征\n", " data.drop([\"hour\", \"weekday\"], axis=1, inplace=True)\n", "\n", " # 训练集和测试集划分\n", " y = data.dropna().y\n", " X = data.dropna().drop([\"y\"], axis=1)\n", " X_train, X_test, y_train, y_test = timeseries_train_test_split(\n", " X, y, test_size=test_size\n", " )\n", "\n", " return X_train.astype(float), X_test.astype(float), y_train, y_test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "完成编码,然后进行标准化,最后进行训练,并画出结果图。" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_train, X_test, y_train, y_test = prepareData(\n", " ads.Ads, lag_start=6, lag_end=25, test_size=0.3, target_encoding=True\n", ")\n", "\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "\n", "lr = LinearRegression()\n", "lr.fit(X_train_scaled, y_train)\n", "\n", "plotModelResults(\n", " lr,\n", " X_train=X_train_scaled,\n", " X_test=X_test_scaled,\n", " plot_intervals=True,\n", " plot_anomalies=True,\n", ")\n", "plotCoefficients(lr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图可以看到有些过拟合了,这个问题可以用多种方法来解决。例如,不对整个时间序列进行编码,而只针对某个窗口。这样,来自最后一个观察到的窗口的编码可能会更好地描述当前序列状态。" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = prepareData(\n", " ads.Ads, lag_start=6, lag_end=25, test_size=0.3, target_encoding=False\n", ")\n", "\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 正则化和特征选择" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "正如前文所描述的,并不是所有的特征都是有用的,有些特征可能会导致过度拟合,有些特征则应该删除。除了人工检查,我们还可以采用正则化。目前,两种最流行的正则化回归模型是 Ridge 和 Lasso 回归。它们都给损失函数增加了一些约束。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ridge 通常也被称为 L2正则化。Ridge 回归可以看成是最小二乘法的一个补充。Ridge 的损失函数主要由两项构成,分别是均方差损失和正则化项,正则化项是对系数的平方进行惩罚。因此,Ridge 通常也被称为 L2正则化。换句话说,一个特征的系数越大,损失函数值就越大。因此,模型在优化的同时,也保持系数相当较小。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lasso 回归于 Ridge 类似。损失函数同样是由均方差损失和正则化项组成。所不同的是 Lasso 的正则化项是对系数的绝对值进行惩罚。所以通常 Lasso回归也被称为 L1 正则化。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "先通过热图来查看特征之间的相关性。" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 8))\n", "sns.heatmap(X_train.corr())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用 Ridge 回归进行预测,并画出每个特征的重要性。" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LassoCV, RidgeCV\n", "\n", "ridge = RidgeCV(cv=tscv)\n", "ridge.fit(X_train_scaled, y_train)\n", "\n", "plotModelResults(\n", " ridge,\n", " X_train=X_train_scaled,\n", " X_test=X_test_scaled,\n", " plot_intervals=True,\n", " plot_anomalies=True,\n", ")\n", "plotCoefficients(ridge)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图中,可以清楚地看到,特征 lag_24 的系数最大,这也意味着该特征比较重要,随着特征在模型中的重要性的降低,系数越来越接近零。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "同样的方法使用 Lasso 进行实验。" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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BgmfPEO3vx5mVRdree3Dl5ACg+/zkPPYEZjBIYjpIIhjEDAbR3B573ckJJo8eAUDTNHSvDz0tDU9ZOd7q6lS9JCGEEEIsEQlgCCGEECJl4uMTxIaGSNu6DW9N7VVdRDRNw+H34/D7cVFw3brOrGyy7n8AMzhNIhggEQxCIoGr4PplhRBCCLH6SQBDCCGEEMsqNjZGYmoSb2UV7pISch57At3jWfB2NKcTV24e5OYtQSuFEEIIsdJIJSyxIlmmSai9jdjQUKqbIoQQYpGYsRjBs2eYPPQmoeZmLNO0u37cRvDiZmKjIwROv8s6GipeCCGEWBckA0OsOLHREYKNjSQCU2Q/+j4ArHgczSmnqxBCrEZ2kc4+gmcbsSIRvDW1+DZuWrIRRcxQiHBXJ+7SMtyFhUuyDyGEEEIsP7kjFCuGGYkwffEC4a5OHD4fGbv3oPv8WKbJxKE3cWRmkrZlG7rXm+qmCiGEWAAzGCRw4ph9HZ9VpHOpuItL0N1uIl2dEsAQQggh1hAJYIgVY+rEceKjI/jqN+A3Ns5kXFiWhbuklFBLM7GBAfybNuOpql6yJ3dCCCHunGWaxIaHcRcW4khPJ3P/AZx5ecty7dYcDjwVFYQ7OjAjkUXvoiKEEEKI1JA7QJFS8clJzFgUgLQtW8l64CHStmy9qruIpuv4N24i++FHcWbnEDjTyMTbb2GGQ6lqthBCiJuIj48xcehNJo8cJj4xAYCroGBZA8+eqmos0yTSfWnZ9imEEEKIpSUZGCIlrHicadVEuL0Nb20daVu24szOvuk6jvR0MvbfS/RyD5HuS2hu+4maZVlomrYczRZCCHEDVjxOqL2N+MgwsaEhNI+HjD17cWRmpqQ9zoxMPGXlaE5XSvYvhBBCiMUnAQyx7KJ9vQTPniURmsZbWYWvfsO819U0DU95BZ7yCgDMWJTJd97Bt6EBd0mJBDKEEGIZWIkE8bFRYsPD6B4P3ppa0HXCrS3oPh/e+g34NmxAd7lT2s6M3XtSun8hhBBCLC4JYIhlNd2smL54AWdmJlm7HsCVl3dH27MiUbBMpo4fxV1cTNq27Tj8aYvUWiGEELOF2lqJ9vURHxudGQLVXVaGt6YWTdfJefzJFTdilGWaxCcmlrxwqBBCCCGW3sr6lCHWJMs0sWIxdI/HTufVdby1dYvSF9qRnk7WAw8R7mhnuuki46+/ht/YiLd+g2RjCCHEbTJjMeKjo8RGhjGDQTL27AXs2haWmcBbW4crLw9nbh66+70si5UWvACYvnCecGcHOY8/eVVbhRBiLbBMEysaxYyEsRIJnJlZK/JaLMRikbNbLKnY8BDBM43oaWlk7L0HR1ragrqMzIem6/jq6nGXlBI8d4bYyDDeRd6HEEKsB/GJCUKqiehAv51hoes4s7Ox4nE0p5P0u3evuuCwp7yCUFsrkZ4efLW1qW6OEGINW6y6bJZlAXbX6UQgQHx8DDMSwQyHsaIRzHCE9N170F0upi9eINTaMrOu5nDgzMklc989EsgQa5Kc1WJJxCfGCbU0E7l8GYffj7eqZsk/9Dr8fjL33mN/0NY0EsEgkZ5u/MbGJd2vEEKsZpZlgWWh6TqJYIDY8JCdYVFYiCsn9+pRoVZZ8ALAmZ2NMzubSFcn3pql/18khFhfrESC6EA/ke5LxAYHwbJA08jYuw93UTHRgQECp06Cbl97NE0HXSP97t24cnOJDvQzffECaHZmshWJYEbCZD30MM6MTKKDAwTPnrHX1XV0jxfN64FEHFwu3CUlOPx+NI8XTYPY6CiJYGDm2h149yRmJIIrvwBXQQGOzKwVeR1MBIOYkQjOnJwV2T6xckgAQyy6SHc3U6dOoLtc+BsMfBsaljUCfGVfkZ5uQqoJd3EJzqysZdu/EEKsBpZpEu3rJdTagru4BL+xEXdxCa7HCtFda2vkDm9VNYHG08THx6UWhhDijlmWBYkEmtNJYjrI1PFj6F4v3uqamc+hV2qy6V4v7rJSsLCDG5aJZVoz11nN4UD3+cEy7eUzM+xgRHIEJU9ZOa6CAjtw4XJdd3Pvys3DlfteTTl3SelV83Wvj9jYGNHz5+zf3R48VVWkbd6y+AdmAez/QX3EhgaJDQ+RCAYB8G1oSHnbxMomAQxxxyzLIjY4iObQ7ehuURH+TZvx1tSktAK9t6aWcFsr0xfOk7n/3pS1QwghVhIrkSDSfYlQayuJYABHRgaO9HTAfrq3GPWJVhp3WRnaubPE+vskgCGEuG2J6WkiPd1EerpxZmaRsXsPzoxMsu57wM4cmOP66czKIn37zhtu05VfgCu/4IbzdY8H3eO57Tb7N23Gv2kziVCI+PAQseGhmc/nlmkyfvA1nDm5uPLzifuqZ7oPLjYrHic2MowVi9mjCWoa0+fPYsXjOPPy7fp4TifO5DU6PjFOdGAAb1X1Hb1+sfZIAEPcNss0ifb3EWppJj4+jru4GFd+Abrbjb/BSGnbYnGTs50TZOSUkzPYQXRgAHdRUUrbJIQQK0Hg9Lv2h++cHDI271sXQ1DrLjfZDz2CniajVAkhFi7a10u4o4PY8BCWZeHKy7/qc+Wdjqq3HBw+H46KSjwVlTPTrFgMZ1Y2scEBIt2X6G0+z3QoRtqOnXgrqzDDIcKXLuHw+dH9yS+vd97/M+LjY0T7+4kNDxEfG8MyTRxp6XjKK9A0jcwD96P7fHMGTGKDQ3Z9j2aFp7ISX239TLBdrG8SwBC3JdrXS/DiBRJTUzjS00nfeddVF8RU6RsJ8ubpXt45108gFMOlwx9s8zJ94TyugoI1+WRRCLH2RAcHifb34UhLw5GWjiMtDT0t7bauYWY4TKi9DW9VdbKQcj3eyiqc+flrPnAxm3zwFULMl2VZxEeGcebmoek6sbExEtNBfA0GnopKHGskGKp7PGTs3oNlWSQmJ8kggtU7jDMzE4D41JRdn2MWTdfJ2HsP7qIi4lOTRPv6cCSDG5quExsdtYfW1jTCXV1EujpxZGXjravHVVCAKyd3Zls3O46+DRtwFRURbmsl0tVFpLMTT0UF6XftWpqDIVYNCWCsYVYigRWLJov6LEJF5HgcNA3N4cCMRO0L2O699tO7FAYGorEEJ9UQb56+THPPxMx0h64RMy26M8rYlK2BaYIEMIQQK5QZDgN2f+lEIEC0pxszFpuZr2kaOU+8H93jITrQTyIQmAlsOPxpaA7HVdtLBAL26Bvdl8A0k8GQNJxZ2cv6ulaSUEsLseEh6VYohJhTIhAg0n2JSE83ielpMu/Zj7uoGH+DgX/T5jUb9NU0ze7qUpBBKKtwZrq7oJC8Dz6NGQqRmJ7GnA6SmJ6eCQjHx8auC3AAuPLycWZl4Uset9sdwtqZmUn6XXfj37SZcEc7JP/PWZZFbGAAV2GhPJxchySAsYZciZ46MjLQdJ1p1USopdmuWOzzJb/8pG3bju5ykQgGscwEDp//pkU2zViUcEcH4fY2fA0Gvto6PJWVeKqqUnoh7xkK8FYy22I6EgfA43Kwb3MhD+4sQ10a5xsHW3l3zMHu+6QYkBBiZbIsi2jvZYJnzuDKyyNj7z58tbV4a2qwolG7MnswQGJ6Gi35ITDa10e4q3NmG5qmoaenk/3wowAE3j1FtKcbNA1PZRW+Okm9BUDXiA4OEJ+YkOLOQoiZeg+JUIjJw4dIBINomoaroAD/ps248vIB1vVwpJrTaddKysi4bp63sgpPaVkyuDGNlYjjzM3D4fMBzHy/U7rXi3/T5pnfY8NDTB49giMtDW9tHd7KqnX9Hq038k6vcmY4RGxoiOigXcHXDIfJOnAfrvwCPBUV6F4fZjiEGZrGDIWIjwzPPKULtbUQ7ugAQHe70X0+HP400vfsRdM04uPjyT5/7ZixGO6iIpzZdmGdVEU7I9EEx5oGeOt0L229kzPTq4szeHBnKXs3FeHz2Ke11+3gGwdbOds+imlaJEaGSYSm8VZWpaTtQghxLTMSIXimkUjvZZw5Ofg2bZqZp2ka2pXibbm5V62XvvMuuyhbMIgZDJIIBrASiZmgsu52463fgK+2Ft27OB8g1wJPeQXTF84TudSFc9v2VDdHCLHM7EKWw8RGhokND+MqKCB9x050rxdnTg7emlrcpWWLduO9HmhOp93lJNntZDm48vLJ2LOPcFsLwbNnCDVdxFNdg29Dw5obRUtcTwIYq4wVj2MlEugeD/HxccbfPAjYfdhcBQW4CgpxZNgXEGdGJs6MG19MvDW1uHLz7LSwZIDDisdnPgBPqyZiA/24S0vx1TfgzE5d2nFX/xRvNfby4wv9hCIJAHweB/dsLuaBHaVUFV8fFS7O9VOY7WNwPER77yRF/R1E+/txFxbKB3ohxA0lQiEi3ZfsIZiX8ANZbHSEqaNHseIx0jZvwVtXv6DgsH6D4AZA2tZti9nUNUP3eHCXlBLp6ca/ect13W6EEGuLGYvN3NBOHD5EbHgYAN3lwpmfPzP8qKZpZOzak7J2ioXRdB1PaSme0lJio6OE21qJ9vTg37jp1iuLVU8CGCucZZp2Bd/BQWJDg8SThXHStm7DkZlJ2patuAoKcGRmLbg7x60CHGlbtsK2bTPjWC+3UCTO0YsDvHm6l67+qZnpdWWZPLijjD0bC/G4b/zhU9M0ttfl8erJHhrbhnlm12aifX1MNzWRvvOu5XgJQohVxgyHmXznbRKBANMXL+ApLSNjz94l2ZcjPQNnbi7+zZtvei0Wi8tbVU3kcg/R3l48FRWpbo4QYhGZ4RCxYTu7IjYyjBWPk/P4k2iahru4BHdxCa78fBwZmVI7YY1w5ebiyt1rP4TVdSzLAliz9UrEPAIYhmH8GfBRoBrYppQ6l5zuBT4PvA8IA0eUUr+cnNcAfBnIA0aA55RSLUs1by3rf+mHjPfZ0WJnZhbe2jrcJSWAHX301W9Ysn2nqr+0aVq81djL82+1EwjZBezSvE72bynmgZ2llBfMv1076vPtAEbrMB99sA5vTS3h9ja8NbXS/1kIcRUzFmXyyDuYoRCZ+/aTCEzNFP61TJNQSzOesvI7ujZGLl8mcqmLjH33oLvdZO67Z7GaL+bJmZ+Pr34DDvkfIMSaEhsdZfLwISzTtDMs8vJx5eeDZYGm4aurT3UTxRLSnE7MaJSp40fxVlZLgHoNm08GxgvAXwCHrpn+/2AHLhqUUpZhGEWz5v0N8NdKqX82DONngL8FHlnCeWtWekMDiZJqXAUF6F5vqpuz5NSlMb76agvdgwEA6kozeeTucnYZBbhdC0/1bajIxuN20DMUZGQiTE6DQaT7EtMXzksVeiHEVTSHE2d2Nv4tW3EXFgLFM/MSkxOEmhXTTRdxFxbiqarBXVw87yd4ZiRC8GwjkcuXcWbnYEUjaNKVLSU0TbMzDIUQa4yFKz8f/6bNdmayZFisO5rTCaZJ8NyZdXPvtB5pV9JsbsUwjE7gKaXUOcMw0oEeoFwpFbhmuUKgGchTSiUMw3BgZ0xsALTFnqeUGprna60GOkZGApjm/F7zSlBQkMHQ0NStF1zlhidCfPNgG8ebBgHIy/TwsUc2sNsouOMUsL9+/iwnm4f42ccbePjucsKdnVhmYmaManFj6+X8EyvPcp57s2sL3YwZDs2MaZ8IhdC9XrIO3H/LjIxI72WCZxqxYjF8xkZ89Rvkg/UKEBsbwwyF8JSWXjdPrn0ileT8E6myFs69+NQkE28cxF1SQsbupekCKhaPrmvk5aUD1ACd81nndmtg1GEHEH7PMIyHgQDw20qpt4EK4LJSKgGQDDj0JqdrSzBvvgEMgCsHaFUpKLi+QOVaEY7Gef5gK99+vYVo3MTtcvATj2zg2Yfr8dxGxsVcDuws42TzEBe7J/jYE5ugQIrbLcRaPv/EyrYc556VSDD89jskAlMUPvnELYo6ZkBFIda9uwj19hHq7iG3qghN1wl2dtojf1yTlWElEvQf6yCrMIfcfftwZ0u3hZVi6GIjkeFh8rfWz/m+y7VPpJKcf/NnWRaB5hbSaqrRk0NNi9u36s+9ggz8obuZOHOWtPAE/oryVLdILLLbDWA4gFrgXaXUfzEMYx/wXcMwVnznMsnAWBksy+J40yDfONjK6GQEgH2bi/jJh+rIzfQyOT69aPuqKbSzyVrVAAAgAElEQVSLkDa2DNHTO47H5cCyLCKXutCcLjxlZYu2r7VmrZ5/YuVbjnPPMk0Cp04SudxD+o6dDI8u4LrjyYT6zQyPBLEsi4ljjcQnJ3D4/XiqqnGkpeMqLER3udC23o3u9TIR00H+nlaMaE4RU83tXD7Xel0Whlz7RCrJ+bcwkcuXmTpxjIxgXOoe3KG1cu5Z+WVEnC30Hj9NpidTMq5XsFkZGPNf5zb3dQmIA/8KoJQ6CgwDDUA3UJbs5kHye2ly+lLME6tMV/8Uf/ovp/ibF88zOhmhsiid//bTd/MrH9pCbubi91XLSvdQU5JBLG5ysWtsZnqkq4vguTNY8fii71MIsbJZlkWw8TSRyz2kbdmKt7rmtrelaRpZDz5Exu696P40pi9eYOrEMcId7QA4/H7pMrICuQoLcfh8RLo6U90UIcRtskyT6aYLODMzccsDKZGk6ToZe/aRuf+ABC/WoNv6RKWUGgYOAo/BzAghhUCrUmoQOA18Mrn4J7EzNYaWYt7ttF+kxuR0lC+91MQffOk4zT0TZPhd/Pz7N/K7P7eHhorsJd33jrp8AM602iO6aJqGf+tWzHCYUOuaH8xGCHGNcGsL4Utd+JM1Ke6Uput4ysrIOnAfOY+8j4w9e5d0lChx5zRdx1NZRWxokMT04mX9CSGWT6T7EolAAP+mzRIoFldxpKWhOZ1YiQSJqdWfVSLeM59hVP8SeBa7HPurhmGMKKW2AJ8G/tEwjP8NxICfVUqNJ1f7NPBlwzB+FxgDnpu1yaWYJ1aweMLk9ZM9vHi4k1AkjkPXeHRXOR86UI3f61qWNmyvz+OFtztobBvBsiw0TcOVm4entIxQawve6mp0GRFAiHXDU1kFuo63tm7Rt+3IyMCRscr7EK8TnspKwh3tJKYmcfj9qW6OEGIBrHickGrClZuLq6j41iuIdWnqxHESkxNkP/yoPUqJWPXmPQrJGlCNjEKy7M62j/C111roG7Gfbm2tzeWTj26gJC9tWdthWha/+deHmQhE+dwv7KGyyL65SAQCjB98DU9FJek771rWNq0Gq/38E6vXUp170f4+XIVF8qROzLBM87rzQa59IpXk/JsfMxwi0HgaX109rvyCVDdnTViL515sZITJw4fwVNeQvn1HqpsjrrGco5AIcVNd/VM8/1Y7Z9tHACjK8fGJRzewoz4/Je3RNY0ddXm81dhHY9vITADDkZ6Of/MWHGmrb3QaIcTChDs7CDSeJm3LVuneIWZouo5lWVjxGLpLRjAQYrXQvT4y9+1PdTPEIoknTAbHQsQTJrGESSJhEU+Yya+rf04kTGLJ7/FZP2emuXlsTwX6rLoXrrw8vDW1hDva8ZSV48rLS+GrFItBAhhiUfUMBXjxUAcnm+3yJF63gw8dqOF9u8txOlL7xHN7XT5vNfZxpnWYp++tnpnuq1vxg+cIIe5QpLub4JlG3MXFS9JtRKxuk4ffRnO7yNx7T6qbIoSYh0hvL87MTBzp8gBqtZsIRHizsZc33r3MeCB6x9sryvGzc8PVD0z9mzYT7e8j0Pgu2Q8+fIsh08VKJwEMsSj6R6d58e0Ojl0YwAJcTp1H7y7nyXsqyfSvjCdam6tzcDo02nsnmZyOXtUuKx4n1NKMMz8fd0FhClsphFhs0b5eAqdP4czLI2PXHuk+ssKZlsl0PESa079s1eOdOTmE29sww2F07+KPhiWEWDxmJELg3ZO4i4rJ2L0n1c0Rt8GyLNp7J3ntVA/HLw6SSHbvz8nwkO5z4XRoOBw6LoeOw6Hh1HWcTh3n7J91DadDx+m0p3X0TdLYNsLZ9pHrAhia00najruYbrqAGY3i8Endu9VMAhjijgyPh/jO4U4On+vDssDp0HhwZxkf3F9Fdron1c27itftZGNlDuc6RjnbNsKBbSXvzdQ0Ipd7iPb343rwIbnBEWKNsOJxAo2ncWRlkbH3HingtcI1jbbwNfU8Q6ERPA43+b48Cnz5FPjyKPDlkZ/8yvFmoWuLd532VlUTam0h0n0J34aGRduuEGLxhVoUmCZ+Y2OqmyIWKBZPcOziIK+d7KGz3661oWlw14Z8Ht1VzqaqnNsOXLf3vhfAuFKwfzZ3YSGuggIZVnUNkE9y4raMTUX43judvNXYS8K00DWN+3eU8PS91eRlrdynVzvq8znXMUrjNQEMzeHAv2kLUyeOEenpxltZlcJWCiEWi+Z0krn/ALrPh+5anlGPxMJNRQN8u+V7HB84BYBTcxBJRLkc6ONyoO+65Z2agzxf7kxQo8CXT74vlwJ/PnneHJz6wj7eONLTceXnE+7qwiv1UYRYsRLTQcIdHXgqKmW0p1VkZCLMG6cv8+bpXgKhGABpXicP7Cjl4bvKyM++84yI6uIM0n0uhifCDIyFKM69fmQpTdMwIxHC7W34jI3ywHKVkgCGWJCJYJQfHOni4LuXiSdMNGD/lmI+dF81RTkrfwi67XV5/MsrcL5jhHjCvKouh7u0FFduLtMXL+ApLZMntUKsYvHxcWIjw/jq6nFmZaW6OeIGLMviSN8JXmj9PsH4NC7dyfur38ejlQ8QSUQZCg0zPD3CUOi9r+HQCJPRKQamhxiYHrpumxoaNVlV/Iedv4TbMf+glbeymqlTJ4gPD0Nh5mK+TCHEIgmpJtA0fJJ9seJZlkXTpXFeP9nDqZYhrgx8WVmUzqO7ytm3qQi3a/FqUei6xpaaXI5eGOBs+8icAQyA+Ngo080KHA78Dcai7V8sH7lDE/MSCMV46WgXr53sIRozAdizsZAP31dDaf7yDol6JwqyfZTmp9E7HKSle5xN1bkz8zRNw79lKxOH3iLU1iqpiUKsUolgkMkj76A5HHgqK2VkiRWqPzjAv6rnaR3vAGBTbgMfb/gIBX67QrxTd5LmqqQ6s/K6dcPxCCPhUYamh2eCGle+j4bHaZ/o5N3BM+wr2TXv9rhLSsjYsxenVKgXYkWyLAvN5cJbWyc1DFawcDTOkfMDvH6yh8vDQQAcusaujQW8b1cFdWWZS9aNY2sygHGufZTHdlfMuYy7uARPWRkh1YS7pARnhgSsVxsJYIibmg7Hefn4JV4+3k04mgBgZ30+z9xfMzMU6Wqzoy6P3uEgjW0jVwUwAFy5eaRt3oKrUAp5CrFaTasmrEScrPsfkODFChRLxPhR1+u83PUGCStBhiudn9jwNLuKds77Q63X6aEsvYSy9JLr5h3uPcpXm77N4d6jCwpgaE4nntKyeS8vhFhemqaRtnV7qpuxJoUicb55sJVjTYNggcul43E6cLl03E4dl9OB26XjdjqSvyd/diV/djlwOXWGxkMcPttPKBIHICvNzYM7S3norrJlqY23tcb+XK8ujRGNJW6Y4ZG2dTuxoSGC775L5n33S1eSVUYCGGJOpmXx2okevnO4g2DYvghtrcnlmftrqS1d+khlX3CAb7d8l2gixkc3PEVV5txR1Nuxoz6fl45eorFthE88en1fZyngJsTqlQgEiPZ020/oZHi9FadptIWvq39jMDQMwIHSfTxT9378rsXrgrircAffavkubROd9AcHKE4rmve6lmkSam0hGMiHdMnEEGKliE9MYMVjuPLyb72wWJBzHSN86aUmRicj702M3Hj5+agvy+KRXWXsNgqv6q691LLSPVQWpXNpIEBzzzhba+a+juteL2lbtzN16gThzg58Mrz6qiIBDHGd0ckwX/jeBZoujQPQUJHNsw/U0lCRveT7jiSivNTxKq91v4Vp2V1V/teJv+L+sv18qO4JfM47TxmsK8skzetkYHSagdFpiuboI2eGwwTPn8NXv0H6zwuxioRaFOg6PinEuKJMRQM83/o9jvXbRTqL04r4KeOj1GVXL/q+vE4vuwt38k7fMd7pPc6zG56a97qarhPt72NyfBDHnvukWr0QK8T0+XPEJyfIed/jUqNskYQicb7+eitvNfYCdhHM3/ipXWiJBNFYgljcJBo3icYSROMmsXiCaMwkFjeJxBPEYibR+NXLOR06+7cUU1WcuiztbbV5XBoIcK599IYBDAB3eTn+0DSe0tJlbJ1YDHIFEFc5dnGAf/qhYjoSJ8Pv4uef3MjODfnL8iHuzNB5vtnyHUbDY2ho3Fe6D4/Tw8Hut3nr8jucHjrLT2x4mrsLd9xRexy6ztbaPI5eGKCxbYTH5yryo+vEBgew4jEy9+2/g1clhFhOnopKnDl56N6VOxrSenKzIp0LHSlkIQ6U7eWdvmMc7T/J03VP4lrAvnw1tcTUOczBQdxF88/eEEIsjejQINGhQdK2bpPgxSI53zHKF1+6yOhkBKdD48P31fDkvkqKi7IYGpoC3+odtWtrTS7fP9LF2fa5M62v0DRtpoinlawwKkHr1UGuAgKwa138yyuKI+cHALtOxM9/YBNZaUvff3w0PMY3m7/DmeHzAJSnl/IJ41lqsuzCbfuKd/E19TztE1384/mvcqTvBB9reIZC/+2nEe6oSwYwWod5fM/13VN0txtvXT3TFy8Qn5iQLAwhVglXfgGu/IJUN0MA/cFB/lV9e6ZI58acDXzCeHamSOdSqsqooDStmN5gP2eGzrOraMe813WXlRPraiXc3iYBDCFSzLIspi9ewOHz462uSXVzVr1QJM43Drby5un3si5+8YObKC9YO10u68qy8Lod9I1MMzwRIj/r5tnbZjTK1LGjeCoq8FZVL08jxR2RAIZAXRrjC9+7wMhkBLdT5xOPbuDBnaVLHoVMmAle7z7EDzpeIWrG8Do8PFX7BA+U7cehv1d0pyy9hN+4+1c50necF1p/wMXRZv7o2J/zZNWjvK/qwQU9Wbtia20emgbN3eOEInF8nuu34a2uIdTSTKi1hYxdu+/otQohllYiGLTHdW8w0D1LXyhM3Fg0EePlroO83HXwtot03ilN0zhQuo9vtrzIO73HFhTA0HSd9IZ6Jo+cJD41KRXqhUihaF8f8bEx0u+6G82xeENurkfnO0b50ksXGbkm68KxxgpYOh06m6tzOdU8xLmOUR7aefPizJrLBZrdTclVWCQj3KwCEsBYx+IJkxcOdfDSj7uwsKOwv/T0Zkryln5Y1NbxDr6mnqcvaGd83F24nY9ueJpsz9yZDrqmc6B0H9vzt/Bvrd/naP9JvtfxI44PnOITxkdoyKlf0P7TfS7qy7Jo6ZngfMcouzdeP+qI7nbjraom3NFOYtMmHP7VM1ysEOtNqKWZSE83vg1S+2K5RRNR2ie6aB1vp2W8nc7JbuKmXfz5QOlenqn7wKIW6ZyvvcV38ULb92kaa2E4NEq+L/fWKyWl19fj7uwFawkbKIS4tUQcV14envLFK+a+3qyHrItrba1NBjDa5xHA0DTSd9zF+BuvEzzTSOa+e5apleJ2SQBjneobCfJ337lA18AUmgZP7a/mQweql7xS8FQ0wAutP+DH/ScAyPfl8fGGZ9icZ8xr/Qx3Os9t/jj3lOzia+rfGJge4i/e/Tv2Ft/Ns/VPkeGe/8V4R30+LT0TNLYNzxnAAPDW1YNloekS9RdipUpMB4l0X8JTVY3ulScnSy0cj9A+0UnLeDut4+10TfaQsBJXLVOVWcGz9U9Rn526lG+/y8/Ogu0cHzjFkd5jPF335LzXdXg8ZO6VD7FCpJqnohJ3eYXUJrhN6yXr4lrbksU7L3SOEk+Yt7y/caSn4zc2ErxwntjICK48GYVqJZMAxgo2OB7iQvcE+RluCrK8i3LxtiyLg+9e5huvtxKNm+RnefmlpzezoXxpRxgxLZMjfcd5sfUlgvFpnJqDx6oe5vGqh3E7Fl4oqCGnnt/a+xu82vUmP+x6jWP9pzg3fJFn6j7A/tI96NqtL8w76vL41httnGkbwbQs9DmOr8PnI22bjDkuxEoWam4GZAjkpRKKh2gbtwMWLePtdE9dnhklCkBDoyKjjA3ZtdRn11KfXUNaCjIu5nKgdI8dwOg7wQdqHruqe+J8JIJBEsEg7sK5g9xCiKVhJRJE+/twl5SirfGb7aWwHrMuZsvL8lKan0bvcJC2yxMYlTm3XMdbU0uorZVwR5sEMFY4CWCsYF99pZkzbSMA5GZ6MCpy2FiZjVGVc1sBjYlAhH/8QRNn2+1tHthazE891jBn/YfFdDnQx782PU/HZBdgF3L7mPEMRf47K7Tn0p28v+ZRdhXt4BvNL3BxtJmvqm9zpO8En9z4LGXpJTddvzQ/jbxMLyOTYTr6JqkrvXGhztjwEGYojKdCUhiFWEney76okn6riySSiNI02jLTJaRnqhdrVl8KXdOpyqxgQ3YtG7JrqcuuXpQhrpdCfXYthf58BqeHuTCq2Ja/eUHrB882Ep+YIOexJ+QmSohlFO7sIHjuLFn33Y8r7/aLti9EPGFytn2EDeXZpK/wUThMy2Q6FmIyOnXVVzQRhclCXj8cuG6EkbWedXGtrTW59A4HOdcxOq8AhuZ0knnPfhzpqRsCVsyPBDBWsKfurSbN7+ZMyxCjkxGOnO/nyPl+4OqAxsaqHPJvEdB4t3mIL77URCAUI83r5LknN7LnBt0mFks4Hub7Ha/wRs9hTMsk053BRzc8za47HAb1WoX+fP79jk9xarCRb7V8l47JLv7k+F/wcMV9fLDmcTyOuUdS0TSNHfV5vH7qMmdaR24awAi1txEfGcFdUiJDeAmxomh4ysvx1Uv2xZ0KRIO80XOYN3sOMx0PzUx3aA6qMsupTwYsarOq8DqXZphay7I4dKaP7sEAB7YVU118ZwU0NU3j3pK9vND2Aw73Hl1wAMNbU8fkj98herkHT0XlHbVFCDE/ZixGqKUZd0HhsgUvAL7yI8WhM334PA4e213B43sq8HvnH8iIJqJ0TnZjWRa6ps/60tA1B7qm4bhq+jVf6IDFVDSQDEgErgpOzEyPTDEVC1yVCQdgxdzEejaQGLIzzXyZIQ7sd9FQbWJhAusrgLGtNo+Xj3dztn2Ejz5YN691nNl2oMMyTQlar2ByJ7aC1ZdlsX9nOQODk1weCtJ0aQx1aRx1aey6gEZepgejMgejMpuNle8FNMLROF97rZW3Gu0Uss3VOXzqg5vJyVi6Kv3TsRBvXT7Cwe5DBGJBNDQeLL+Xp2ufWLKndJqmsatoJ5vzDL7b/iPe6jnCa5fe4sKI4jO7fx3XDbqp7KjP5/VTl2lsG+YjD9TecPu++gYm+t4k3NWJr25hBUOFEEvH4feTfteuVDdjVRsJjfFa91u803uMmBkDoDKjnC15BvXJgIX7BoHgxRQIxfjiDy7ybsswAK+d7KGmJJNH7i5j76ZCXM7bq0V0T8luvtP+Q84NNzEembhhsei5uAoLcWZkEGprlX74QiyTcHsbZiSCb9PCAo534mLnKIfO9KEBoUiC7xzu5JUTPTyxt4LHdlfcMFvZsizaJjo52neCU4NnCCciy9Zmv9NHup5FYqyYwGAOE8NuLEtD00ycZa1YJR0cHrM4PPYqbt1FXXYNDTl1GDn1VGSUzau79XKwLIuh0AhqrJVANMjuop2LMtx2Q0UWbqfOpYEAE4EIWenzu/eJT0wwdfwY6XffjStXupKsRBLAWAV0TaOiMJ2KwnQe212BaVnXBTRGJiO8c66fd85dHdBovTzB4FgIp0PnJx6q4327y+es9bAYpqIBXu8+xFs9RwgnwgBUZ1by8YZnqMwsX5J9Xsvn9PGxhmfYV7yLfzz3L/QFB3ij5zCPVT005/IbK7Nxu+yL29hU5IaBHVduLq68fMJtbXhraiUqK8QKEO7qxJmVjTN7aWv4rFW9gX5eufQGJwZOzzzJ25q3kceqHl724pvN3eP83XfPMzoZwedxsMso5JQaoqNvkn/4/iRff72V+7aX8NBdZRRmLywQnuFOZ3v+Fk4PneVI7wneX/PovNfVNA1vbT2BxneJjwzjyr+zro9CiJszIxHCba14Skpx5dw67X8xRGMJvvxDBcCH769hY2UOLxxqp+nSOC8c6uCV4908sbeSR3eVzwQyhkMjHO07ydH+U4yER2e2VZ5eit/pw8TEtEwSlok1890iYZmYVgLTsjCv/RkTy4J0dxqZ7oxZX+n2d4/9u1f309kT48TFIRpbR4gn7Ou3Q9fYVpfHsw/Wkpt9gJbxdprHWlFjrfQFB7g42szF0WTNKKeXDdl2MKMhp46StKJlDdBORqdQo3bb1Fgro+GxmXnf73iZHQVbeLTyAWqzqm97Hy6ng41VOZxpG+FcxygHtt28a/kVjrQ0rFiMkFK49t972/sXS0ezrHUzRlg10DEyEsA0V89rLijIYGho6qbLmJZFz2AAdWmcpktjNHePEwzHZ+aXF6Txy09vobxwaQr32E/v3kw+vbP325BdxxPVj2Dk1KfsidXFkWb+qvEL+JxePnfPZ0h3zz0M6l9+6wynW4d57knjpkMtRQf6mfzxETLu3rVuUonnc/4JsRRude4lQiHGX30ZT2UV6Tt2LmPLVr+28U5euXSQs8MXAbumxa7CHTxW9dAtawctNtO0+N6RTl58uwPLgtrSTH7lQ1soyPYRiSU4emGA10/1cGkgAIAGbK3N4+G7y9hem4euz+//y4URxV83/gN53hw+t/8zt3zyOPv8s+Jxxl57Bd+GBny180tDFuJOrOf/vfGJcQInT5C+Zy/OjDvrQjZf33yjlZd+fImy/DR+7xf2zIxYcbFrjBcPtdPcMwFAms/J5k06wexzdATaZ9bP9mSxt/hu9hXvojhtabpnJ0yTpq5xjl4Y4GTzIKHIeyM/GRXZ7NtcxO6NhTes3TERmaJlrBU11kbzWCvDs4IuYAd6jZx6dpZvwp/IIM+XQ44ne8GFj28kFA/TOt4+E7ToDfZfNT/N6achpw6n7uLUYOPMyFY1mVU8WvkAOwq23FbGyKsnuvnqqy3s3VTIpz+8df7tbWkheOEcWfc/iCt3/kNwi4XTdY28vHSAGqBzPutIBsYaoGsalUUZVBZl8NieiqsCGk6Hxn3bS2479fZm+oODvNL1BscGTs08vduWv5knqh6mJqtq0fe3UJvyGtiU28DF0WZ+0PkqH2v48JzL7ajP43TrMGdaR24awHAVFuEuLGQdBf2EWLFCLVdGHtmQ4pasDpZlcX6kiZe7DtI20QnYhZDvLd3LoxUPkOdb/g9oY1MR/v6752m6NA7AB+6p4pn7a2ZuHjwuBw/sKOX+7SW0901y8NRljl0c5Gz7CGfbR8jL9PLQXaXcv6OUTP/Nu7hszN1ArjeHkfAYaqyVTbnzr5miOZ3kvO9xNIcMpy3EUnNmZZP18KPL9vCrq3+KHx3tRgN+/v0brxpuc1NVDg0VO3n53Dl+dKSPyTE4fgpwVuEt1di1JYsDFbtoyKlbku4YlmXR3jvJ0QsDHGsaZDIYnZlXVZTBvs1F7N1USG7mrWsSZXky2F18F7uL7wJgJDQ6E8xQY61MRqc4MXCaEwOnZ9bR0Mj2ZJHnyyHPm0ueN4dcXy753hxyvblkezJvGOCImXE6J7poGmtFjbbSNdV9Vc0Ol+6iPrsGI6ceI7ee8vTSmWP4kfoP8GbPOxy6fISOyS6+cO4r5HtzebjyfvaX7Llhbbu5bKvNA1o43zGKaVrzDnp7a2oItbYQUk2ShbECSQBjDZod0FgKlyZ7+FHXQRqHzmFhoaGxu2gnj1c9vOxP727lI/UfpOlYC4cuH+HB8nvnHPlke10+oLjQNUo0lsDtmvtirGkamfsPLHGLhRC3kgiFiHR14qmoxOGfO7NqtZqKBvhm84ucHblItjuTAn8+Bb48Cnz5Mz/neXPm/VQsYSY4OdjIK11vzDzx8jl9PFh+Lw+VHyDDnZoh9U63DvOP379IIBQjM83NLz21mS01cwdRNE2jrjSLutIsPv5IPW+f7ePgqcsMT4T59pvtvPh2B3s2FvLw3eXUlWbOeeOjazr7S3bz/Y5XONx7bEEBDGAmeGGGw+jepSlgKsR6lggECLW3krZ1+7J1002YJl/6YROmZfG+XeXUlb1XH6cvOMDRvpMc6z/FRHQSqx7cE/k4B7YwPeEjfGkDZ0fcVN7jpXanhXsRBy25PBzk6IV+jl4YYGg8PDO9MMfHPZuL2Le5iJK8O/vfl+fL5V5fLveW7sGyLAamB1FjbfRH+rg8PsBIeIyJyCRjkXHGIuO00nHdNnRNJ8eTnQxs5JDvzcWhOWgeb6N1vGOmptKVZWsyq9iYW4+RU091VhUufe7b0CxPJh+qe5Inqh/hSN9xDl46xHB4lG82v8j321/m/rL9PFh+L1meW2foFOb4KMj2MjQepqP/5iMOzqY5nfjq6wleOE98fFy6qq4wEsBYo2KJGP8/e+8dHEeW33l+MssbFKrgvQcKIAF678lmN9v3tEYzc6Mx2pFZSTGSTnuni1DE7cYqdu/2tHuKuJNu76SVX2lmpNGMZrqne7rZzaY3oCcBEiQK3nugHMpXZd4fCYKNBgnCFByZnwgECLysl6+IrJcvf+/7+/7avV14Iz4cxlQcBgd2Y+pTJ4tnIcsybZ5OPuk+M50/pxU07MndwfGiI0kx21kO8q257M3dwZXBG7zf/jH/uu7bs45xpBgozk6he9hPc4+HTeVzvxdZkoiNjqLPzl6uYauoqMxBuK0VAFPV81V55PZIIz90/ZTJWACAkdAYI6GxWceJgki60TEV1JgKbpjSyTRnkG50oBW1RBNRrgze4HTPhenc4lS9jWNFBzmQt3vZqog8i1hc4sfn2jl1sxeAjaVp/NqbG0i1zG9HLcWs57XdxZzYVcT9jgnO3u6jsX2c+qZh6puGKcqycnRbPns25GDQzwzy7M3dyUedn9E42oQ/Orng4E2wxUWotQXHKycQdctvaqqi8qKQCAbxXbmMnEhgKq9EY1mZwPSpG310D/lJtxn40sFSRoPjNI03c23oFj3+vunjMkzp7MnZzq6cbaQZHdzrGOenFzvpHvLzj6db+fhaNwkktJwAACAASURBVG/sLeHQ5jx02rmDL7G4hC8QxReM4g1ElX9P/ewLRBkYC9A3Gpg+PtWqZ3eNErQoyUlZFmWKIAjkWLLJsWTPSF+KS3Emwh4mwm7GwxOMh5TvE2E346EJvFG/8vvwBHhm95tnycE5FbCosJdhWuB9x6DRc6RgP4fy99Iw2sTpngt0+rr5pPsMp3vOsyN7Ky8VHSLPmjPne6stS+fs7X7ud0zMO4ABYCwtQ7RY0KTO/zUqK4PqgbHGmW8epCzL9E8O0uxupXmilTZPx7Qfxeex6VNwGO2kGR2kGexT/576bnBg0ZlnTI6PZMefdJ+hw9sNgF6j52D+Ho4VHlyQm/tq4Y34+MP6/0xUivFvtv3WE83pfnqhgw+udHFsWz7ffMU5Z3/h7i4m794h9cAhdOlrM3CTLF7kPFyV1WWuay/oakaORbHUblrhUS0P/ugk/9zyHrdHGgGoclTwtaovIckSo6ExRoJjjIbGla/gGO7IE1aKU4iCSJrBTigRJhALAkqp6ZeLjrIzZ+uig9jJYHgiyJ+/30T3sB+NKPALh8o4sbtoycbSY54Q5+4OcKFhgMmQsuOXbjPw77+za1Y++J81/A33x5t5t+INjhcdfmqfT7r+4h4PnvNnsWysxVShpi49j8iShP/GdTRmM6bq6lULVL1I914pEsF7+SJyOIxt34EV2+kecQf5d399jVhcpnaXh3HDQzwR73S7UWNke/YmdufsoCy1eFbgQJZl7raN8f7FTnpGFI8eR4qBEzsL0es1jwMTU1/eYAxfIEooMntt/kXMBi07qjPZvSEHZ6F93mkPyWAh114sEWMi4mEi5GZsKrARjkcoSy2mylFBqiH5SvAObxeney7QMNqEjPI8V5NWxUtFh6h2VD4xwHO3dYw//ZdGyvNs/K/f3pH0MaksjcV4YKgBjDXOXBOJJ+KleUIJWDS7W/FHJ2e051tzyTFn4Yl4mQh78EZ9s2pGfxGdqFMCGgYlsNHt76N/chBQDHYOF+7nSMF+LDpzct7gCvHzzlN81HmK4pRCfn/Hd2flKnYM+Pjf/v4m6TYj/+W39s4Z4ZbjcdynPkWb5sC2e+9yD31VeZEWUSpri+f92ovFJUKROLcGmvig9QzBSAytbGJr+lYKTMVEY4obvTR1j5ZkZcEsyxCXEgRjIYKxEIFYiFA8THDqeyQeVZZ0gkya1ciW/Ao255WRZjPhsBpmqRJWivr7Q/z9py4i0QQZqUZ+452NC9oJmw+xuMRN1wgfXO5iaCLIG3uL+fLhmaabDaNN/MW9/062OZN/t/v3nzrXP+36816+iBQIYj/+slqN6jkk1NFB4F4DAKLRiHXzFvQ5K58a+7zPf4+QYlF8Vy6T8Pux7d2HLj1j2c4lyzLj4Qla3B20uNu5elFP1GNHkzaAvkIJHlt0ZirtZWzN2sSmjI3oNc/OC5FkmTstY7x/qWOGcuJpaESBFLMOm0WPzaIn1ayf/rfNosdhNVCen/pMJcdysV6uvdHgOGf7LlI/cIPoVKpKvjWXV4qPsiN7prF3OBrnd/7vi0iyzJ/87sGnGp0+jVBHO3G3m5TtavBjOVg2E0+n0/nHwJdRggB1Lpfr/hfa/z3wh59vczqde4D/BpimBvNNl8s1slxtLwKRRJRWdzvN7lYeTrQyFBie0W43pFLtqKQ6rRJnWgU2/czIZ0JK4Iv6mQh7cIfdTEQ8uMMe5eeI8j0UDzEcHGU4ODr9ulR9Ci8VHWZ/3m6M2vnVUF5rHC86zOX+q3T7e7k93DBtYvSIktwUbGYd474w/WMBCjKfLi0WtFqMZWUEmx8S9/nQ2lbGJVtF5UVHCoeJezzosucu9xZPSHQM+MjLsCx4oQJKKse53stsytzAnpwdT61g9CS8kxEedLvpHvITDMcJReIEI8r3R1/BSGK67J2CMh9FgcvEgfYFjtgw9TWT0WE41e7nFA3TvzMbtDhSDDhSDNhTDKRNfXdYDdO/t5p0SZMph6Nxvvdpy3SJ7101WXz7RDVmY/KVIDqtyN6NOWTaTfynf7jF6Vt9nNhVNOMaqE2vxqZPYTg4Sru3a8HlYk1l5fiuXyM6OIgh/+mmzyrrD1mWCXd1oM/MwlSzgUDDHaRQaLWH9VwjBQJIwRApO3clPXihBCzctLrbp8qJtk+r1+KjecQ8mxC0MbZugw3Z71DpKCPXkr1gM05RENjuzGRrVQa3XaPcdI1g0GmUgMQXghOpFj1mo3bJqjMVyDSn89WqL/FG6Stc7L/K+b7L9E8O8rdNPyAhJdidu336WKNeS1WhnYfdbh50TbCrZmEp4HI8TqSvF2NZ+YqV9lWZm/muIN4D/gS4+MUGp9O5DdgDdH/udyLwPeBfuVyuS06n898CfwT8ynK0LeqdrwMkWaJtvIv6rgaaJ1ro8HZPlxUCJZWjyl5GdVoV1WmV5Jiz5lx0akQNjql0ESUWNZtQPIz7cwENg0bP1qxNqyo7TgYGjZ43y07w/eYf837HSTZn1qL7XGRdFJTa2ZfvDdHQNjZnAAPAWDLlTtzWSsq27XMeq6KikhxCba2EOzuwv3R8TvPOfz7Txme3+hCAgiwrziI7NUUOKgvtzwxo3B29z982/QBJlmj3dvJB+0m2Zm3iQP4eylNLZs2x4WgcV4+HB11uHnRP0D+PHTgABAk0cURNHLvZQmZKKmaDFtPUl1GvQRQEBEHJ4X30/ZGSWGn7QjuPj4nFJTyTUdyTEdy+sPLdHyE4FVDpH3v6OLUakbQUA2k2A+mpRtJtU19T/06zGeZV2ap7yM+fv3+fYXcIvVbkl16u4uCm3GWvLlCRn8rGEgdNXW5O3ejl3UNl020aUfFu+rT7LFcGri84gKHLzkFjsSomsmoA47lCEARSDx5CjsXRmM2kHjoCU9dqpLcXKRrBWFqmKm+SgCzLCIKA1u7AfvxlRF1yHDAlWeLWcAMPJ1pmBCweYdGaKTZXcO9uHgDfOVHHgbq8pJxbFAR2VGexo3p5yqiqPBmLzsyrJcd4qegQp3su8EHHSX7c+jOq06pmpLDUlqXxsNvNvY7xBQcwjKVlhNvbCLU0o3vOldfrhXk9lbpcrksATudMbwCn02kA/l/g68C5zzVtB8KPXgf8OYpi4leWqe255J9b3udif/30zwICxbZCaqZUFqWpxWiTHFgwaY2YrDlzGuKsV/bk7uBs7yUGAkOc67vMy8VHZrRvLs/g8r0hGtvHeWNvyZx9iQYDxuJiYqNjyJKkLmhUVJYZKRwm3NWJoaBgzuCFNxDl3N0BADQagd6RSXpHJvnsphLQKMyy4ixyUF1kp6rIjsX4eOH8YNzF39z/PpIssS93F96ojwfjLm4M3+HG8B3yLDnsy91NllxJe2+AB10TtA/4SHwuLVGvE3EWOqgqTCXFrJ8RlJA1UT7r+4wG910QJKocZXyz5itkmFbGS0eWZSZDMdz+yOyvycf/DkXijHhCjHievvucatGTNh3UMMwIcKSnGrlyf4gfnW0jnpDJz7Twm+/Ukp+xchVj3j5QSlOXm89u9fLKrsIZf+d9ubv4tPsst0ca+cXKtzHrTPPuVxBFUnbuRHzOqt+86EiRCIJOp3heTPlefP6+Hh0ZJtLXS6SvD+vmLWpFgiUgSxKTt2+itTswVVQmLXgB8HHnZ3zU9dn0z2atiUp7GZWOcqoc5eRasvnLDx4SjQ6zscTB/tq1VTlPZfHoRC0nio/S7unkwYSLH7W8x6/VfWu6va40nR+dbed+x8R0AG2+iDodxvIKgg8fEPe40dpVFcZqs9Sn3/8AfM/lcnV9IbhRxOcUGS6Xa8zpdIpOpzNtOdpcLtfEfAc8lWOzLigcy6bQn4szo5xNOTXUZjsXJGVWmc13dnyF//38/8OnPWd5s+4oNsPj6+FwipG/+KCJ9n4vBrMB2zNc8dMP7ELQalesVvlqkZm5POV4VVSexeevPfftNswmHbl7tqOzPf2a/PjGA+IJid0bc/hfvrWDlm43jW1j3Gsfw9Xtpmdkkp6RSU7d7EUQoDQvlbryDByZUX7S8wMSQoLXK4/yy1u/giAIDE+O8dPbl7lwr4POFivt5wMgPc6iFAVwFjvYUpnJ5qpMqosdT1QnXO+7y1/d+ke8YR9GnZ5vbH6XVyoOLViuvFTmszcYisQZ84QYdYcY9QQZcYcYcQeVn91BxrxhvAHFQb9z0DdnX6/tK+FX367F8JTy1MtFZmYKm6/10NA6Rv2DEb5+ovpxGynUdTq5N+ziYeABr1YeeWofT25Q58TnjZFzd5DjMTJfOvbEe3rGiSMEe3rx3L5D7FY9xqpKUutqk/rw/UWex3uvLMtMXL+J1jOGvSQfWxLfoyfs43SfIhT/H+reZltuHUX2vBlz7I2p0qR6nYbf+6XtZC2xFOnzynq+9r6771v8zyf/I3dG79ERaWN3gZKimZFhJc1mZMIXJhCXKc1bWPq3ZN/MwFAv2sFuMiuLlmPoKgtg0QEMp9O5F9gB/EHyhrP8rCcTz/0Z+/hSzYlpM52QVyLE2jfWWcvkaQqpSavi4UQL/3DzPb5a9c6M9qpCOw+63Jy70c3ejfNTocjxOLIsL+tCZrVYL2ZOKs8fn7/2pHAYd8MD9Hn5eCLAU67JUCTOh5eUWvXHt+Xj8wTJSTWQsz2fV7bnE40laB/w4epx09ztpn3AR0e/l47+R87zh0hJTeCTS/jxmIu2fi8PuibwTAI8TkMQjJOItnE0qeMU5Ro5WLKL7dlZGDR6PO7gjDFNxgL8qOV9bg7fBaDCXso3q79Kpjmd8TnSOFYbowiF6SYK02erExKShHcyypg3zLgvzIQvzLg3zJgvzIQvwrg3jFGv4RsvV7GjOgufJ/iEMyw/r+0qoqF1jPfOt7NvQ/YM340dGdu5N+zik5YLbEvdNuuh9VlzX8ztJtB4l5Sdu9GY15eptcpMosPD+Nq6sGysZWxs8ukHmh1odx0g+qCJodv3COpTlq2c+vN475VlmeCDJkJtrZirnEQy8pP6Hv+55WdE4hHqMmo4mHkA4syYY0OROP/1R8o8/KUDpWgk6bn7P04G6//a0/N22Wv8c8t7/MWNH5At5k0XHthQ4uBS4yAXbvVi1S1i86C8mpjJtM7/f9YenzPxnDdLUWAcBmqAzin1RQHwidPp/A7QAxQ/OtDpdGYAksvlmnA6nUlvW8J7UHkBebfiDZqvt3Kxv57DBfvINmdOt20qz+BBl5vG9vF5BTCkaBTP6VMYS8swV9cs57BVVF5YEsEAosGAuWruEsfn7w4QisSpKrRTnj+7woVep6Gm2EFNsQMOQiSW4EZ7F/948wIRTwpywIHfq+XUjb4Zr7NZ9GwocbChOI0NJQ6iGh+XB65xdbCL/vAI32/u4SdtH7IrZzsH8nZPp+A1jDbxj65/wR+dRCfqeKf8NQ4X7Ftx1UWy0YgiaTYjaTbjE9sfVTdbbXVaVaGd6iI7zT0ePrvVy9v7H/tdbM6sxaIz0z85SI+/j2Jb4YL6Fg16El4v4c4OLBtrkz10lRVCliSCTffQWKwYS8ueebyo12PdshVTeQWaFGWXOtLfjy49DdE4/1SkF5FQawuhtlaMpWWYkrxeGg9NcKn/KgICb5W9+sRjfnKhgwlfhOKcFF7eWZDU86usLQ7m7+HWcAPt3k7+pfUDvr3hawBsKkvnUuMg9zvGeX1P8TN6mY0hX71u1gqLDmC4XK4/QjHRBMDpdHYBb7pcrvtThpsmp9N5YMqz4jeBH00demsZ2lRU5k2+NZe9uTu4MniD99s/5l/XfXu6bXNFOv90upV77eMkJAnNM7wtRL0ebVo64c4OTBWVCNr1bXaqorIW0aWlYz/+ypwPxLG4xCc3egDmvTDxxz18NPYDyPOzra6aX65+i+7BAM09HkbcQcpybWwoSSM/0/KFcxv5cuVbvFX2KndGGrnYX0+nr4fzfZc533eZ8tRSbIYU7owopfnKU0v5Zs1XyDIvX4nAtcRqBy4+z9v7S2nuucOpG728vKMQk0GZo3Wilt052znTe5HLA9cXHMDQmC3o8/KIdHdhdlarc/86JdLdRdzvx7ZrN4Jm/mlOj4IXUixKoOEOAOYNGzEUzzb6VVEQ9XqMRUVY6jYl/f/o552nSMgJdmZvI98629eivd/LmVt9iILAd16rfubaTmV9Iwoi36j5Rf6P6/8X14ZusSN7CxvSnWwocSAKAq19XkKR+PT9YCFIkQjBhw8wlpSqXjiryLw+wU6n80+dTmcfisriM6fT2TTX8S6XSwK+BfyZ0+lsRVFr/MFytamoLJQ3y06gF3U0jN6nzdM5/ftsh5mcNDPBSJy2Pu8cPTzGVFmJFI0S7ul+9sEqKioLIjYxgZxIPHPBW980hHcySkGmlbqytGf264l4+dM7f4E36qfSXsav1X4Li8HAhpI0fuFQGb/5Ti2v7CqiIMv61HPrNTp2527n93f8Nn+w8/c4kL8Hg0ZPu7eTOyON6EQdv1j5Nr+37TdemODFWqO62EFVoZ1AOM7pWzOVNfvydgFwc/gO4XhkwX0by8qRYjHCPT1JGavKyiLLMpGBfnQZmehyFmfmKOr0pB46gibVzmTDXXyXLhD3ze0L86IhRaOAUr3NsmV2utZSGZgc4vrQbURB5M2yl2e1xxMSf/dxMzLw6u4iirLXr7+DyvzJNmfyRukrAPyg+V8Ix8OYjTrK8m0kJJnmbvfiOhYFogP9BFuakzhalYUy3yokvwv87jOOKfnCz1eAuqccm/Q2FZWFkGqwcbz4CB91nuInrR/y+zu+Oy3r3lyRztD1IA3t4ziLnu00rEtLR5eeTritDWNJqVqRREUlSUiRCL76yxgKC7Fu2vL04ySZj689Ul8UPXOB7I9O8qd3/pLxsJtiWyG/uelfodcszcOmMCWPrzt/gXfLX+fG8B36/AO8VHSIrM+lqKmsDm/vL+GP/+kun1zv4aXtBdO7brmWbMpSi+nwdnN7pGE6oDFfdGnp6BxphDvaMZaWqjvv6wxBELDt3Y8cjS7pb6exWrHt20+kt4dgUxPeC+dwHH9ZTSkBooMDTN65TcqefejS0pblM/JhxyfIyBzM2/vEik4fXe2mfyxAlsPE2/tLkn5+lbXLscKD3B5poMffz/vtJ/ma80vUlabR1uflXucEW6sWfn8WdXqlIknzQ+Iej6rCWCXUJy2VF5bjRYdJ1afQ7e/l9nDD9O83lSs7pY3t4/Puy1RRRSIUJDY6kvRxqqi8qITa2yCReGZu+p3WUYYngmSkGtlZM3edjWAsxH+9+1cMB0fIs+Tw3c2/ilH7ZC+HxWDUGjmYv5evV39ZDV6sEWqKHVQUpBIIxzlz+4sqjN0AXBm4vqi+TdU1mJ1OkNeHObiKghQOIcViCKKIaFz6518QBIxFxdiPvUTK9h3TwQs5Hl9y3+uV6OgI/ps30FhTplNukk2nt4eGsSb0oo5XS16a1T4wFuDDK10A/PKr1ehXuBqSyuqiETV8o/oriILIhf4rtHk6qS1Tglz3O8an/ZoWirGsDFGnU1UYq4gawFB5YTFo9LxZdgKA9ztOEkvEAKgsSMVk0DAwFmDEE5pXX7rsbOyHj6DPnl/lEhUVlblJRCKEOzvQ5+WjTXl6uTNZlvnoqpK+dWJX0Zy5zeF4hP+v4W/omxwgy5TBb2/59Wl3cpXnF0EQeGfKwPOT672Eo48fKrdlbcKoMdLp62FgcmjBfeuzsjAUFqnKu3XGZEMD3vPnkCUpqf2KBgP63DwAosNDuD/7lOjQwq+r9U5sYgL/9WtorFZS9uxdliptsizzs/aPAThSeIBUw8wgiSTL/N3JZuIJmYObchXzZpUXjoKUPE4UHwXg+w9/RG6mEatJx5g3zNDE4ipkiTo9xrJyooODxL2eZA5XZZ6od1yVF5o9uTvIs+QwEXZzru8yAFqNSG2pEqFtbBubVz+CIKC1KzfHxUZ0VVRUHuNvdkEigck5d+WR5h4PnYN+rCYdBzY9PY89lojxF/f+O52+bhwGO7+z9ddnLXhVnl82lDgoz7cxGYpx9k7/9O8NGj07cpT0pMsD1xbVtxyPE2ptJe6dn2+SyuoSHRkhOjSIsbhkWQNPGrMF0WjEd62ewP1G5ERi2c61lkgEAviv1SMajNj27kPU65flPM3uVlo87Zi0Jl4uOjyr/fzdAdr6vNgser56rGJZxqCyPjhR8hI5lmxGQmOc7PqM2imfrPsdiy9kaSwvV1IHdctzfavMjRrAUHmhEQWRX6h4E4BPus8wGVVqhm8qnwpgLCCNBCDY/BB//ZXkDlJlxZFlmVBHO1Jk4cZ+KktHlmWi4+Po8/LmVF8A0+qLl3cUYHiKPDghJfibph/gcreRorfyu1t/nTSjuhv3IiEIwnQZ1ZPXeohEHz9M7p/yvrg+dHtaibcQZFki2NJMuKMtOYNVWTYel021YCx7dtnUpaBJSSH14GFMZeWE2tvxXrpAYnJyWc+5FhBNJgxFxdj27Vs2HxBFfXESgFeKj2D+gpLO7Y/wo7PK5/GbL1dhMSZfAaKyftCJWr5Z/YsICJzuvUBujuLFcq9zYWv8zyPq9Fg3bUFjVlWcq4EawFB54alJr6ImrYpQPMxHXZ8BUFeejgA097gJReafwyro9URHR4iNL35SVFl9Il2dhFpcoJryrQqCIJB59AiWzVvnPK57yE9T5wQGnYaj255cn12SJf7+4Q9pHGvCrDXxO1t+XfWmeEGpLU2jNNeGPzhThVGUUkBhSj7BeIi7o/cX3K+o02MoLCLS14cUDidzyCpJJtLTTdznw7yhdkFlUxeLoNFgqduEbddupGCQ2Nj8VJ3rkejgAIlAAEEUsWysRWO2LNu57o7ep8ffR6o+hSMF+2e0ybLMP3ziIhxNsKUig+1Odb5XgdLUYo4WHkCSJe5ETgPg6vEQjS1NGRVzuwm1tiRjiCoLQA1gqKgA71a8gYDAxf56hoOj2Mx6KgvtxBPyglQYxqJiRL2BUFvrMo5WZTlJhEIEHz5Aa0tF0OmQwiF89ZfV0ngrgBSN4r99CykSQRCEZ+ZNf3xNUV8c3pKH1TT7WFmW+aHrp9wcvotBo+e7W36VfOviyiWqrAxSNMrk3TsEmx8Cyo55qL2N6NAQcb9vSTJ8QRB450AJACev9xCJzVZhLDaNxFRWDrJMuKvz2QerrBqx8XF0GRnoc1d2HtDn5mE/dhxDcfH0OJ4Xg09Zlgm2uPBdv0ZoBUwNE1KCDzoU9cWrJcfRa2ZK+G+5RrnbNoZRr+Gbr1Sp1YFUpnmr7AQZxjSGo704HDKxuISrd2keFrHhIQIPmtQUwhVGDWCoqAD51lz25u5AkiXenzKF2j5VXulWy+i8+xG0WoylpUSHBtUH3nWILMsEGhuQJQnL5i0IgkAiECDu8eI9f5ZQa2vSTd9UFKRYFF/9FaL9fcR9z14IjLiD3GgeQSMKvLKzcFa7LMv8tP3nXBq4hk7U8pubvkOJrWg5hq6SBGRZJtLbi+fMZ0R6e9BYlN1bKRQicP8evmv1eM6cZuLnH+D+9CSRXqVsrhSLEhnoJ+7xIMWenf5RV5ZOSU4KvkCU83cHpn+/I3sLelFHq6eDkeD85/xHaKxWdNk5hDs7n5sH0+eRlO07SNm1Z1UeakWDAUEQkGJR/Nfq8Zw/S9yzvg0A5USCydu3CD58gKGgAMsc5a6TxbWh2wwHR8kwpU8HHh8RCMf43illN/wrR8pJsyWvwpTK+kev0fONml8EIGBSgs33OpammDaWlSPqdIpqV2XFUAMYKipTvFl2Ar2oo2H0Pm2eTrZNBTDutY8vSGJmLC1D0GgIt6sqjPVGdKCf6NAg5poN0w9QuvQM7MdeQp+dQ+DBfXyXL74QecwryaPgRcLnJWXnbvSZc5dCBaWahCzDno3ZT1yknuw6zemeC4iCyK/VfosqR/lyDF0lCSQmJ/HXX8F/+yYas4XUQ0cwFCrBJtFsJu3V10k9eJiUbTswVTnRZmQiTJW+TPh8+G9cx3P+LBMffcjEyY/wXjhPqKP9ief6vBfGx1e7p+d2k9bEtqzNAFwZuLGo92EqL0ebmooUjS7q9SrLRyIYIBFQPK6WoyLGQhB1elJ27UaOx/FeVK7V9Wj+LUUi+K5cItLXi7lmA9ZtO5Y9LSeWiPFR5ykA3ix9BY0483wfXO7CF4hSUZDK4a35yzoWlfVJlaNCCXyljgBKOdWlIOr1GEvLlEC6qsJYMdQAhorKFKkGG8eLjwDwk9YPcdj0lOSkEIklaOqcv1OxaDBg3bodU+Xc1RNU1h5SJIouPQNj6UxzN9FgwLpzFynbd5CYnFTzHZPIdPDC6yVl5y70Oc8uRewNRLnYOAjAa7uLZ7VfG7zFh52fIiDwnY2/RG1GTdLHrZI8EpOTxD1urJs2YztwEG1q6nSbIAiIBgO6tDQMhYWYq2tI2bZ9OsiltTuwHzlKys5dWDZsRJ+Ti2ixTJeyfBKbK9Ipzk7BG4hyoeGxCmN/vrKbe3XoJnFp4akquoxMbPv2q6Zua5DA/Xt4L5xfM5VAdBmZ2I8cQ5eVReBeI/7r19aduk/QaEAQSNm5C3OVc0VULRf763FHPORbc9mevXlGm9sfmfa2+cbxKkQ1dUTlKbxb8QZp6TJoYgxNhBj1hJbUn7G8QlFhtKoqjJVCDWCoqHyO40WHSdWn0O3v5fZww7T500LSSAAM+florNblGKLKMmIqK8O2/8ATS+sJgoChoBD70WOYN9YCkPD7VTXGUkkkICFNBS/ml5f+2c1e4gmJrZUZ5GXMNIqLSXF+NpUf/TXnl9iWtSnpQ1ZZOrHx8Wm/CH1ODvbjryjqtQWWtRQ0GrSpdgx5+Zgqq7Bu2UrK9h1oTE+vfqCoMEoApYpNLK481JbaismxZOOPTnJroHFxbwxIBIMk/P5Fv14luURHR4gODmKqqFgR4875IhoMpOzaowIe+AAAIABJREFUg6W2Do3ZvKwlXZNJdGQEKRZD0Gqx7T+IIW9llA7heJhPus8C8HbZq4jCzP8v5bMssa0qk+IctUS2ytMxaU18vfpdRJuivrjq6llSf6Jej6nSiSbFti7VVOuR9TFbqrxwyIkEodZWoqMjK3peg0bPm2UnAHi/4ySbKpRSi3dbx4gnFrY7kghNmT963Ekfp0pyiY2OEhlQdmKftYskGk3Tde0nGxvwnD9LuLNDvWktEDkeR5YkRKOJ1MNH5h28CEXinLmt7LK9vme2+qJ+4DqeiJd8ay7783YndcwqS+eRSaf30gVFOj+16/zoM5UsYuNj+G/deOqu9pbKDAqzrHgmo1xoUNQ8giCwP3cnAKfbLy3qvLIs47t0gcnGu+qcsAaQJYng/ftozGaMZWsvjUwQBEzlFVjqlEBr3OMh6GpeM0qRzyPLMqHWVvxXr0zn+6+kl8jp3otMxgKUpZawMb16RtuEL8z5u8p94UsHSldsTCrrl7qMDZQXKoHu002uJc/XpspKzM5q1TR2hVADGCprjtjoKJ7zZwk2P0BjVaLoK5lTvCd3B3mWHCbCbpqDd8jLsBCMxHH1LMxsS9BqiPt8TN65s+6koS8ScjzO5N3bBB82LfjvZN26DV1aGpONDfjrr5AIBpdplM8XUiyGr/4yk3duAyxo5/H83QFCkThVhXbK81NntMWk+PQO3Wslx2ft0KmsHl806TRVVGI/dGTZdp2lcIRIXx+xpwTBZ6swlM/+rpztaAUNDUMPGQstPDdaEARMlVXExsYId6oVSVabSE8PcZ8X88aVKZu6VKKDAwSbH9L/0/fx37pBpK93TXiqyIkEgbu3CTy4jz4vD7Oz+tkvSiL+6CSne84D8E75a7MeEj+s7yaekNlZnUVBlqp+VZkf39x9GADfmJGLvYurQPV5ZFkm0t9PbGzhRtAqC0Nd3amsGaRwGP+tm3ivXAJJImXXbjQmE7Ik4b10Af/1ayvygCgKIr9Q8SYAn3SfYfOUCmOhaSSiTo9102biPq9aVnUNE2x+SCIYxLpl64IfpjRmMyl79mHdvIWYewLvuTPE3KriZi6kWAz/1SvEPZ45fQqeRCwu8ckNRer5JPXF1cEbeCJe8iw5bM7cmJTxqiQHKRBg8u7tKZPOw1g21iJotct2Pn1uLqLBQKS7+6nHbK3KpCDTgtsf4dI9RYVh1VvYlr0ZGZlzfZcXdW5DSSn67GyCD+4T96vVqFYTKRREl5G54LlmtTDXbMC2Zx+mwgJio6P4b93Ed+WxGkgKh1d8TFIkgq/+CuGeHszOaqzbdy7rZ/dJfNp9lkgiyoZ0JxX2mQqLMU+Iiw0DCMA7qvpCZQEUpqeRZteApOXHd6/gDi+xKpAsE2x+wOTdO2o1qmVGDWCorBn8t24SHejH7KzGfuQY+uzHZn7GwiKiI8N4zp4m1N627IqGmvQqKu1lhOJhZLsiS7zdMookLUxips/Nw5CXT6jFpeZEr0FibjfhjnaMpaXo0jMW1YcgCBhLSpVrNi8frc0GoMrHn4AUi+G/Vk/c48G6fQeGvIU9VNQ3DeGdjFKQaaWuLG1GW1yK80nXlPqiVFVfrAVkSSI6pAQGNFYrtn0Hpkw67ct+bkEUMRQWER0eeupDnygIvDVVkeSj+q7pNMFjhQcBqB+4QSi+8AdGQRCwbtmGoNEyeevmmkwHeFEw12zAtnffupJ167OzSd+9C8crr5J68BDmDYrnkpxI4D59CveZzwg03Sc2Nroi6k45kUAKBUnZsRNzdc2K/1+6wx4u9NcD8HbZa7PaP7jSRUKS2b0xe5YnkorKs9hZpaxDwm4b/+T66ZLWboIoYt2ylUQgQLD5QbKGqPIE1BWeyqoS93iQIhEALLV12I8cU26Qn4vuC6KIqbIK+7GX0GVkTLmJnyMRWppr8LN4eaoiyR3/JTJSjfgCUdr6F14iyVK3CUEUCbqakzxClaUgSxKBu7cRjUbMNUvfrddYLIqKQ6NBisXwnj+74h4ua53JWzeIu91TwYuFGb9JkszH1x6pL4pmLaKvDt7EHfGQa8lmS2Zt0sassjhi4+N4z53Bd+3qdGk5XXr6ihoVGouKkSWJSO/TDdq2OzPJz7Aw7nuswihMyWdDZiXhRIT6geuLOrdoNGLduhWtIw3UYOaKkwgEiE0oKUDrxRzziwiiiC4tHX3WVFlpWVZKfJtMhDva8V6+hPuTj4n09y3L+WNuN7IsozGbsR87jiG/YFnO8yw+6jxFXIqzPWszhSkzg94j7iCX7w0hCEyXR1ZRWQh1ZekAyN4s7o8/5Nbw3SX1p1SyKyXc0UFsYv4VDFUWxvqc1VXWPVIsSuBeI94L56ZLUmpTU9GkPN05WmO2kLJrDyk7dyOazIgGA7B8O90b0pzkW3Pxxfzk5CtSsNsLTCMBZSGbsmcvls1bkj1ElaUgCJgqqrBs3oKo0yW1azkeB1nGf+0qsfGl1Rh/njBVOrFuW3jwAuBO6yjDE0EyUo3srMma0Raf4X3xkqq+WCXkeJzgwwd4L13Ee+kCciKBbffeGWVRVxJNSgrGoiKEqXvFk1BUGCUA/PxK97QK4w3nSwCc67uMJC9ul1ufk4t185YVl9urQLDpPr76K0ix1fePSBaCVouprBzb3v04Xn2dlJ270GXnIJoV1UF0dATv5UuE2tuIDg0SGx0l7nFPqzRkSZrXekmWZULtbfgunifc2aGce5X8Q4YCI9QP3kQURN4se2VW+88udyHJMvtqc8hJU8sXqyycygI7ep1IImhFjhr4UevPCMSWlq5urtmIaDQRuHtb9cBbJtS7qsqKIssy0YF+AvfvIUciGEpKMTmd8369IAgY8vKmpedSJILvyiVMFVXoCwqSKm0UBIGXi47wdw/+kVHDPaCGW65RvnasYsHn0aVNRXgTCeR4fDr4orI6yLKsXEuFhcvSv8ZkwrZ3P97LF/Ffq8e27wBa+/LL5tcicjxOdGQYQ14+uvT0xfUhy3x0VfEyOLGrCM0XdlSvDd1iIuwmx5zFVrVs6oogxWLEJ8aJjY8jGgyYyitAFAl3dSJaLJirazCVV6z6w7t16/ZnHrPDmUVueieD40Gu3B/i0OY8tufWkWFKZyw0TsNoE1uz6hY9hrjHQ6DpPik7dyW92orKbGKjo0QGBzDXbEDUPZ//36JOhyEvf2YwOJFAjoQJ3L8349i0E68iGE2EWlyEWlsQNBoErQ5Bp1VKoe7dj6DVEhnoJz4xjhQKExnox5Cbh7FottfQSvJhxyfIyOzP3UWWOXNG2+B4gPqmITTi41QwFZWFotOK1BQ5aGgfJyNWw3jsLmd6LvBW+auL7lPU6bBs2Yoci8I6Sl9bT6jbVCorSqjFhf/mDUSjCdvBw1g3bV7SAkOOxUCjwX/7plIFYnIyiaOFbVmbSDc68Gq7sZhExn1heoYXdw5ZlvFeuqiY+6iS4lVDlmX8V+sJd3Ut63lEo1FZGOp0+OqvvJBmfnI8ju9aPZO3bi7ps9nc46Fz0I/VpOPAppnlVhNSgk+6zgCq+mIlCLW24LlwDvfHP8d3tZ5wexsJn5IiIogijldexX7oiFJObo0oD+R4nNj42FPbRVHgrX0lAHx4RfHCEEWRowUHADjTe3GpIyA+MU6gQS2tutzIkkSg6R4asxnTGiybupzoc3KxHzuufAYPHyF13wFsu/cg6JUNE116BqaKSgyFRegyM9BYrAgaLUwFhOMeD5GeHqLDQ5irnFh37lrVz3C3r5c7o/fQiVpeKz0+q/2Dy13IMuyvyyXLblqFEao8L9ROpZHYIhWAorxbqgpDn5WFIV/ZWFXn/eSjrvRUlh05kZg2UTMUFmGp20zqwUPoHI4l962xWkk9cEip9uFx4zl7mmDzw6RNFhpRw7GiQwgC6NKUBfCtlsX5GgiCgCE/n+jQINGB/qSMT2XhRLo6iY4Mg7j8UXGN2Yxt73609tSkp6msdZTgxVXi4+NYt25DY118abtH6ouXdxRg0M2UMl8bus142E22OYtt2ZuXNGaVx0iRCNHBAQL3G/Fdq5/+fWLSjyBqMFVWYdu3n7TX3pihcliLpSqDzQ/xXbk87bf0JHbVZJOTZmbMG6a+aQhQSmqbtEY6vF10+3oXfX6t3YG5uobIQP+cfhwqSyfc0U7cO1U2dY0E0FYajcmE1u5Al5mJPid32gNEl5mJuWYDlrpNWLduJ2XXbmz79k+3WzZsJO31N0l74y3MNRtW3fj0Z+0nAThcsB+7YWYaWv/oJNceDKMRBd7ct7oqkbWAnEiQCAaITUwQGx1FisVWe0jrikem4N19YaodVYQTkSQErhXCXV34rlxSU0mSjBrAUFlWosPDeM6eYfLOrWkzKFNZWVJNtQRRxFhahv3YcfR5ecR93qTeePfl7sSqsxC0tgFwy7X4+s7GsnK0dgeBe41zLqZVlodEMEjw4QMlMl5YtCLn1Fit2PbuRzQqJYFXowzeSvM4eDGGdet2DAWLT9XpHvLT1DmBQafh6LaZJnKK+uI0AK+WHFPVF0kg7nHju3qFiZMf4bt+jXBXF3I8MV0SzrJlG6kHDmKu2YA+M2tdPCQaCgsVM8++pwchPq/C+PmVbhIJCaPWwL68XcDSVRjG8gp06RkE7jWSCASW1JfK0xE0GgwFBeumbOpaZLUDFwAt7jaa3a2YtEZeKT46q/39y13IwKEteWSkri31hSxJSrrwPD1H5uxn6vUJv59wTzfBFheBe434b17He+nidKAi2PwQ96lP8V48j/fKJdwnP8J74fz0vK0qAOYmy2Emy2EiEI6z2awo7871XlqyCgNA0GmJjY0R7mhfcl8qj1n7Kw+VdUlsYoJQq4vo0BAaqxVjReWy3xRFo5GU7Tuno5yJyUkivT2YazYsqV+9Rs+Rgv18EDmFRpdgcDzIwFhgUeW6lBJLW/BeOE/wwf155WerJAdZlgnca0CWJCybtqzKIi3QcIfYxASp+w8iGo0rfv6VIjoyMhW82LZkn5GPrynqi8Nb8rCaZqpYrg/dZiw8QZY5gx3ZqknuYpFlGSRJqaATChH3eDA7q9FlZqG122eoKtbCw81C0aba0TocRHq6MZaVP/U97NqQxfuXOxlxhzh/p4+6YgdHCvZztvcSt0caebfijVk7wfNFEEWs27bjPXeGUHsr1k3q9bocGEvLMJaWrfYwVJaALMu8P6W+OF50GItupjlnz7Cfm80jaDUib+xZG+oLOR4nOjhIpLdHKW87FTCw7d6LPieH6NAQ/pvXlc07QZj+Stm5C11aOtGhQQIPmpS5SZaRIlGkaAT7sZfQptiIjo4QuNcIKP4KgsGAaDBCIg46Hfq8fDQpKVP+agLxiXESgcB0gHny9k2kcARdZia6jAy0dseaq84jyzKJST9yJII2bWUrVgHUlaZz2t3HxIieakclze5WzvZe5M2yE0vqV5+Xjz6nj2DzQ/Q5uUtSo6o8Rg1gqCSdSG8P/tu3EPV6zDUbFCO3FZQVP5r0Iv19hFpb0OfmLdlA8VDBPj7tOUcsdRDGCrjVMrroeuPaVDumikqiIyPI8fi62MF8Hkh4PUSHhrDU1qGxzP23i0QT/OxyJ84iB5vKF2c8+SQMxSVE+vvx1V/Gtu/Ac2vmasjLQ3v0pTmrCs2HEXeQG80jaESBV3bODIQkpAQnuxXvi1eLVe+LxfBIlRBua0Wfl4+5ugZdTi6OdaKsWAjGohImG+4Qd09Mmyp/EY0o8ta+Ev765w/54akWNv7KLtKMDrZk1nJ7pJHzfVd4p/y1RY9BYzZj239wyZ8LldlEhwaRY/Gkm3mrrDyNYw/o8vWQorNyZMqH5vO8f6kTgCNb8kizrd5GgCzLyLEYol6PFA7jv30TjdmMsbwCQacDWZ5+WBXNZiWwJkvIkgzIIMmIU/4kgk6H1mYDGZBltOkGRINhOvXUUFCIPicHUW944tysczhmpGXrs7NntGusKST8foIPHyjj0ekwFBVjqa2bfi+r8bl5dA+KjY0RGx2ZVqiaKiqxbFzZcui1ZWmcvt3H/c4Jvv72y1MBjMscKzyIWbf4CjeCIGDZtBnv2dNMNtzBtu+AOkclgedrhaKyKsiyTGxoEDRa9FlZ6HJysNTWYSgqXtW8f2NZGeGODgJN95U8zyVMGBadmQN5uzk11kxirIDbrtFpufFiMDmrMTmr11wE/HlGa3eQeujIvEo6nrndx8fXevj4Wg/vHizlzX0lSbnh6NLSSdm9B/+1q/iu1mPbt/+58caQZZnggyb0OTno0jOS8pB28novsgx7arNnLVRvDN9hLDROpildVV8sEDkeJ9zdpRhwhkJobalobMrnQhAEeM6CFwD6/HyEpnvEhoefGsAA2LMxm/cvdTIwFuBexzibKzI4WniQ2yONXOq/yqslL2HQLN54+tH8I0UiSJGI8tCisiSkWJTJhruIRhP6/HzV9X8dI8kSP+tQ1BevlryEUTszyN815ONO6xh6rcgbe1dHfZGYnCTS10uktwet3UHKzl1orFbsh4+gSbU/ca2gtdnQzvFArkvPQJee8dR2Ua+HJVQwMjurMTurkSIRYuNjxEZHEU1K6o2cSOA5/RlahwNdRgZRXQlyQl6WjUcpGiU2NoYcjykVbgSBUHMzspRAl5GJLiMTQatBa1eCMXGPm+jgIMbSsmVXrVYXOdBqBDoHfGTpN+F0VOByt3Gm99ITS/guBI3JhHlDLYHGu8QnJhZdkU3lMc/fKkVlxZAlieiUyiHu96PPyUWflYWo0ysl9VYZUafH5HQSuNdIbHgYfU7Okvo7VniQsz31RMU43cN+xjwhMhbpfP0ocCFFIsTGRjHkFzzjFSpLIREIoLFY5mUcK8syFxsHp3/+6cVO+scCfOf1mlkGkotBn5lFyo6d+G9cZ/LWDWx79i25z7VA8OEDQm2tCKI450Jsvrj9YS5N/R1e2z1zoZqQEpyc9r54CY249owj1zKTDXeJ9PWiy8jAsnkLuqzs535HSNTpsB89hmiaeydNI4oc3ZrPj861c+5OP5srMihLLabEVkSXr4drg7c4VLB3SWORZRn/9atIkQiph48+N0HM1SL44AFyJIJ19151U2Cd82n3WYYCw6QbHezP3z2r/b2Livri6LZ8Uq0rq2CM9PcT7mgjNjGBIAiKSernytg+euhey4gGw6zyu3I8ji4zQyk/PNCP3N5MIBDBunkrxpISEqEQka5ORLMZ0WxGY1K+z/ezFpsYJzo0RGx0lITXo/jhWa0Yi4oRBAHbwUOIRuMT70GxsTFCrS2E2loxFBRiLK9YtqCvQa+hpjiNex3jXGoc5PXql3G52zjXd2lKhbE0rxVDcTFahx1t6tIU4SoKmj/8wz9c7TGsFHbg90KhKOvJy8ZiMRAMRld7GLOI9Pfjv36VcE8PotGIpbYOc3XNmlsEa1PtRAf6iY+NYihe2i66SWtkLDxG78gkciiFdJuR8vzF5UM/IuhqJth0H11WNhrT2jKigrV7/S2E6PAwvovn0drt88o9bO/38fG1HlIten7tzQ00dozTMzzJ/c4JNpdnYDIsPe6rsaagsaYo+ZBr8O++UEKtLQRdzRhLShX3/yTMAz+v7+Z++zhbKzM4vmNm+siNoTvUD94gw5TOLzm//Fymj0SHh6aCwz7F8FeSQKNZ1K5YIhgk5HqIxmxB1OvRWK0YCgsxO6vRWK1rbt5eLkSdfrqk3VzvOTvNzGc3exmaCHKgLhezUYtRo+fO6D1GQ2Mcyt+7pP8zQRDQWFMId7QjRyLoc3Of/SKVJxIbHyfQ2ICpvELZ0U0CI54QGlFAq1m9eeV5uPculIv99fyk7UMEBL5Z81XyrDM3ndoHvPz4XDsGnYbferc2KRsKcyFLErGREeVhXRCI9veR8HqV9Iat2zCVlj0XCipBq0Wfm4exrBxjQSH2ghxiBjO6zAxEo5GEx0OgsWHK46OXcGcH4daW6TVV3Osl3NVJIhhEjsaQwmGi/X1oHQ4EQSDU2kqkswON2YKhsAhzzYYZVW5Ene6p86kuLR1DfgGyPJXu2NFOIjA5IwCTTKwmHVebhhkcD/KV/bV0+LoYDo6gE7VUOZZWllkQhGkVSdzvQ9DrX5h777MQBAGzWQ/wJ4BnPq9RFRjPMXI8jhSJKJHNJEjBpFgMQRAQtFrkRBzRYMRStwldds6a/RAKoohlYy1xt1t5AFji7szLxUe43PR9EhO5XHcN8cqupVWyMFVVEenrJXD3DqmHj6i7R0lGjscJNN5FtFrRZWTO6zUXGwcA2FeXw3ZnJjlp2/nTf2mke8jPf/i7G/z2l+soz1ta4ArAkP/4BhwdGlR2wdfh3z/c1UngQROG/AIsdZuSMheEInE+uqzstL3+BZM2SZY42T2lvig+9lypLxKhEKDITaVQiOjI8KyqNWmvvo5oMBAdGiTu86GxWNFYLIgWy6yd/LjPR6itlWh/n9KvLRWN1fpcLLoXS7DFRWx0hNT9B596jM2sZ9+mPC7c6edCwwDvHipjS2YdDoOdkeAYD8Zd1GbULGkcuvR0TJVVBFtc6LKzl21B/jwjSxKBhjtoTGbM1Uv7ezxicDzAv/vr6zisev7NV7cs2utKZWHcGLrDD13vAfA155fYnLlx1jGP1BcvbS/AZl58OsVcyLJMwudTUkT6epHCYWy796DPyVVSf9fgRl2yUAKrViyZuQStj1McdJmZpL3xFlI4hBQMkggGkYLB6TTRhM9HqMU1q9KJLisbbWoqZmc1lg0bF+2rpLFasW7agtlZQ7i7C2Fqw0KWZaKDAzNKBS+V2tI08jMs9I8FuP5wmNdLjtPibuNs3yWOJkGFARAbHcVXfxnr9h2q+noJzOtqcjqdfwx8GSgB6lwu132n05kO/ANQDkSBVuA3XC6lxqTT6dwD/DfABHQB33S5XCPL1aai3MzjXi9amw1BoyHY4iLU2gIoFToU2ZcJy+atiDodiclJ5HgM0WSeMxIoRSJKxLWjXZnAyyswFBZhKCxaFxO5PicXfU5ydrhyLdlsKk/nVkeCjn4/3snIkmSMok6PdfMWfNeuEmprxVzlTMo4VRSCzQ9IBIOkHjg4ryBeOBrnerMypRyoU66Z/Ewr//bbO/iz9+7T3OPhP3//Dt95rZq9tUtLSXpE3OPGd+0qhoJCrNu2r4vP1CNkWSY2PoY+J0cZe5IWEZ/e6CUQjlNVaJ+lcro5fJeR4BjpxjR25WxLyvlWG1mWifT2ELx/D21GBrZdezCWlGIsKUWKxZCCARKTAaRgEGEqDzo6Mky4s3NGPxqzGftxJVd38tYNIv39CBoNxtJSjGUVaMyLNyJ7XhC0Skm7uNczp5T31b0lSgCjcYC39peg1Wg4XLCP99o/4kzvxSUHMEDxQoqOjhBouIvWkfZcqLFWEkEUMVVvQNBqk2Y6e+pOO5IkM+6L8B///jr/45e3UF289lMD1jP3xh7w9w9/iIzMO+WvcTB/dopWS6+Hps4JjHoNr+5OXgl0WZYhkUDQakmEQngvnEMKh5VUyOxsDAVF6LIUQ8z1uMGQLARRRGO2oDFb+GLCm6GwEH1+PlJICXDIiThaR9q0SXmyzMpFg2HGGjk2Oor/xnVEoxFTWTmGkhJE3dICW4KgGIb/7cfNfHK9lz/8zk6q7OW0eNo523eJN0pfXurbQJuejsZuJ9DYiC4j87k1c19u5vtpfA84BHR/7ncy8F9cLpfT5XLVAe3AHwE4nU4R+B7wXZfLVQVcWM62F5lEIEC4qwv/jeu4P/kY74VzxCbGATAWFWPdshVzdQ367BwEnZaEzzf9IBfqaMNz/hwTJz9i4ucf4D7zGb76K9NR1NjEBIH7jbhPfULQ1awY7EzltguCsK4etECRZIc7O5bcz2vlhxFTxwGBa82Dzzz+WehzcjHk5xNyNZPw+5fcn4pCbGKCcEcHxtLSeXsy3GweJRJNUFGQSm764523FLOe/+lrWziyNZ94QuIvP3zAj862IUlLz0fT2h2YazYoSpzGhnVTr/2RDN+6dTspO3YlbXHXOejjwytdALxzoHRGmyRLz533RSIUwn+tnsk7t9HYUrFsmGn0Jup0aFPtGPLzMVU+Lkdt3bSF9Dfewn7kGCk7d2PZUDsdVBYEAdFsweysxvHyCSy1m9TgxRSGgkIEjYZwd9ecx9WWpZObbsY7GaWhTbmn7s/bjV6jx+Vuo39y6XO/IIqkbNuBLjPzhX44WgyP5klDXh76rKyk9ClJEvUPFAWeYPYRicr8n/90mzN3u5LSv8psWtzt/NX97yHJEq8UH+WV4qNPPO69i8ra7eUdhbPKaS8EpVTnJOHuLvy3buD+9CSB+/f+f/beMz6O67z3/85sr9hFb0TvAEEQBDvVuyzLsmVZsixb7i2O4yS+vs7n5ia5N/nnJk7i2LIly3KRLSe2ZUuWrS5KYu8NIHrvve5ie5v5v1gQFEUSdUGCxH7fETNz5nB39sw5z/k9vwcIb/SpE5MwbtiI9c67MW/ZhiY1NfrbXACCKIZ9xhISUCenXJFFuSohAfO27ShNZlyNDUztfgtXXS1SILCsdreVJmM2qOkbddLUM8W92bcDsLfvEO6AZ9n9FkQRY0UlcjAw++xFWTwL+lW2tLQcamlp6Xvf3yZbWlr2vedPx4BzWt9NgLelpeXQzL+fBj62gsfWDFLAPyspDtqmmHpn92xpOHVyCqZNVbO7SgqjEW1mFvrCIowVGzFv34nl1ttnB2NdTh7mLVsxrC9Hey6XTxRnJ8ietha8XV2oU9Ow3Hobpi1bl12O9Gri6+/D1VA/K9NeKjkxWaSkhQDYV7/8gAiAoawcdVo6giqa1RUpQk5HeBFXfLEU9XKcSx+5ofxixY5SIfKpuwp57M4CREHgjeO9PPFiLR5fcNl91RcUoi8oxNvdhbuxYdUHMQIT49gP7CPk8SCIYsTcyn3+EM90OEXnAAAgAElEQVS80khIkrn/hhyK37fzeWbkLCPuMeK0sWxdQfVFyO3C3dRI0Da1YveAcP6+fe+7BMbHMawvx7xz16JqxAtKJcqYGDSpqejy8y+Q0RtKStEXFUd3d96HqFajTknF39+PHLz8b1cQBG6uCKd17KsZAECv0rE9pQqAPX0HI9IfhdGIqWpL9HtaBOdMUD0d7RFtd19bPT63GkHp54F79KiTe5Flgf96s5Mn3zyMJEkRvd9ap2e6j6drnyUoBdmVto37c+6+5HlNPVM099rQaZTcuWXdJc+5HLIshz2EZpg+fJCpd9/GWVNNYHw8XP0jIRwACwfkK9FmZUV/j9cAgiCgTkrGvGMnlptvQZ2cgn9kZNnzEZVS5LZN4dSON0/0km/NJd+SgyfoYV//oXmuXhhKsxldfjiF3D88HJE21xoRWS3NqCO+Arw886cM3qPWaGlpGS8sLBQLCwtjV+JYS0vL5EL7Ghe38MnhakAOhTDJHrzDI3iHR/BPTmLKz8O6qRI5zoBR3o42OQmlybR4RUSCCbh8aoX1lp3hqOp1Imu17trK0OtvoBrsIm7bxe7Wi+Gxm7bxrw1dDI+AQisSa1punqwJ1t28zDZWhoSE5ZfDvCoklCFXFC/4ZTYw5qSt345WreCeXbmXNet8+K5iinLi+ZdfnqS2Y4J/+XU1f/e5rSTHLe8ZkOO3YDOocLS2EVNWgCZ+dZbZ8k1MMlZfjVGnJSEpBkUEJ3pPvXCWkUk3GckmHv9ACer3mLRJksTuU3sB+GjZPSQnrUwwNeh2M3rsFILTRWCgG2VaKgk3Xt4vYSmcU69IMRrUE5nElK9HFYGys1EWhmljKaN7RjF47Riysy573v035/Hi/g4auiYJCiIp8QYe1N7Fgf6jnBqp4XNbHiJGGxk/kaDbzeSx41g2VqBeQLWktYyrqxuvYwprYQ6mCL2fglKIV8/UA8kUF+j57I4PcO/6Uf7x96/S2xDL6Rof3554mf/76dtZZ7kypqvX7Lt3AfTZB3mq9uf4Qn52ZWzma9s+eUkzZlmWef13ZwH4yC15ZK2LnbftoNOFd2QE3+go3tFRkGRSH7gfQRDQloVTELRJiUubN68RrrlnL8EEeeuQQyEEhQJZkmAZSvGP3l4YNhLvnMQdknl044f4P3v/k339h3io4h706uWvi+TYTYy4bRj1CozX2ue9CojUdu8PACfwwwi1t2JMTDgjIvu+UgSOHcA+MoEgCCgtVlRpWXjN8YyNzaQaWJPx+gCfc4V6IIHz+klrCCWmMdbQij8udVlqkgJTDjprPZ4pEz9/+xCP3xCZUpghlwtXfR2G9atD8p2QYDr/rF0jhNwugjY76pSURb28Xt7XAUBVUSLOaQ9z/aJSLVr+9lOb+P4LtfSNOPjGd/fx1Q+vv0gxsFjkdXko9RamZTWsws895HBgP3QQQanAvKWKyWk/YQuk5VPTNs4bR7tRKgQ+e08RapXigmfv9EgNA9PDxGqtlBhLV+S5lPx+pg8dIOTxYNqylZDDiVcUGBtzIEsSnpZm1GnpSzbBlGUZf38f3t4ezNvDAWIK1mPzAt7V931fr8iCFjk9G4esxn2Z5yghwYTH5WNzUSKH64d5aW8rD92chwIdZfHF1I038lLtOxHJiYaw15RtcAz7+H5ibrgpYp4O1xuSz4ft4HEURgOemES8ERoH9vQexD4c/l3fU17C2JgDBTr+/r6P8rvE47y138F4n5k/f+INPniblXvybkYlrtx3dC2+exfKuGeC755+CqffRVlcMR/L+QgT465LntvQNUlD5wQGrZIdxYnzfiaBiQmmjxxCliREjQZVfDyquHjGRqfD460l7GexsvPma5tr/dmTfD4cx4+hycpaVmWineuT2XtmgN++1cxn7y0m35JDm62TF2re4p7s2yLSV7FiKx5RxHMNf96RQBSFRQsMlp3YNWPwmQ883NLSck5f18v5dBIKCwvjAWlGKbESx65bzKXFmDZvxXr3vcTceBP6ouJrotb0akVXUICgUuNqqF+WTF8QBKoKw7LDE83DSHLkpKWBsVFcddeOF8JqQpZlXHW1OKtPI/sXvrAOSRKH68M57ZdKH7kUiVY9f/upKspz43B5g3z3+Rr2nulfUr/PIQjCbLWUwPgY08eP4hsYQA6FltVuJAi5XUwfPQyigHn7zogqs+wuP8++0QTAR27MJSPpwt0ISZZ4Y8b74q7MW1Cu0MJBUCrDJppbt6FOSESXk4M2K+zDEZq242lvw7b3XeyHDuLr71vU9yJ5PThOHMdx5jTI8qKezyiRRRAE9EXFsy76c3HzxnAayaHaIQLB8Dh/67qwIudg/1ECoeXlW59D1GgwVlQSnJ7G3dQYkTavR9yN9cjBAIYNGyO2e+4MuHil7jiyT49eJ1KccV79JggCD2/dxl8/Uo5KIxGyx/GnN1z804Enabd1zdFqlEth89l5ovon2P0O8i05fK7ssct6GcmyPOt9cffWjIWVMBdFVIlJWG69Detd92Cq2oI2OyfqY7GGENRqEEXc9XVI3qWnjN+5eR0CcKxhGLvTN+uFsafvAJ6gd+6LF9pXUQybeA8MEJiYiEiba4Vl/aILCwv/mbA3xQMtLS2+9xw6DegKCwt3zfz7y8DvV/DYdYsxJwdNaiqiemVKRq01RJUaQ1kZmvTlly66v3IDIOOZNHFqqH75nQMUBgP64hL8w8P4Bwci0uZaIjA8hH94GH1h0aJyWOs7J7E7/STF6slLW3iJVJ1GydcfLOeerRmEJJlf7W7lV7tbCIaWH9AKTk0RsttxnDrB1O43cdbWEJiaumqBLUFUIBqMmLftWJRPw3zIssyzrzfhcAcozrReMse5ZqyeIdcIVo2FbTMeBJFEDgaRvGE/D2N5xSVL7iotVqx33o2htAzJ68Vx+hRTu98i5Jx7Fy9cYaQP2949BMZGMZStx7xj12w9+ChXj8DEOL7+vjnPyUk1k55gxOEOcKZ1DIB8Sw7pxlQcASenRmoi1h91UhK63Fw8nR34R0Yi1u71QsjpxNfXhy4vP6KlgF/vegfXWHhjaHtJCqJ4cWCkNCOJf/zMTmItSmSPib7T+fzHwf/i180v4A64I9aX6xlnwMUPan7KhHeSTNM6vlz+adSKyxty1nVO0DE4jUmvmvUkmA+V1Yp56zaUJnM0PWSNIggCxoqNyJKEcxnG6ElWPRsLEgiGZN4900++JZc8SzbuoIf9/Ycj12FJwt3UgLPmzJy+TFEuZEEBjMLCwicKCwv7gXTgncLCwobCwsJS4G+AVOBIYWFhTWFh4UsAM0qMTwI/KiwsbANuAr69UseiRFkMmnUZaDOzlv1yizPrSYgXQVbwSnV1xBaW2uwclFZr2E3Z55v/gihAeBHqqqtFaY5Bm5O7qGsP1Z5XXyz2uRBFgYduyePz9xWjVAjsPTPAd5+vwelZ3s6sLr8Ay+13Yt6+E1ViIr7eXlzVp2ePX6kXnRQIhOW4Wi3mHTtRxiw8wLMQ9lUPUNsxgV6j5HMfKEZ83+cvyRKvd70NwF1ZkVdfyKEQjpPHsR86NK+iQtRo0OXlY7ntdszbd6JOTUU0hL1PvL09+AYHw7m3F9xAxtPehsJoxHLTLehy86K7gasEb2cnrrq6Ob93QRC4ZWMqEH5Wz/3tnApjT9/BiAYV9cWlKM1mPG2tURXe+1AYjcTceBO6/IKItTnsGuFA/1FCk+Gy2FuKky57bqJFxz88vp38dDMEtPiatnKgsZP/e+zfOTUcuTnA9Ygn6OXJmp8x7Boh2ZDEVys+i1Z5+SCuLMu8dDCscLlnayZa9dzjvizLeNpao3OmKEB4rNAXFuMfGsI/OLjkdu6a2VDZe2YAf0Di3qxwyuC7vRFUYSgUGDZUEHI6cbe2RKTNtcCCZoItLS1fB75+iUOXnem3tLQcAdZfqWNRoiwGWZLwdncjqlRo1i3O1fq93FiWyYv7uhkeUNJu6yTfuriF86UQRBHjho3YD+zD09aCoax82W2uBdwtzYQ8HmKqNi9qgTjt9lPTPo4oCOwoS17y/XeUpZBk1fODP9TR3GvjH395km88tOGCcqyLRRBF1ImJqBMTwxWI3B4EQUAOBpl6+y2UsbFo1mWEyyRHqBLIe5GDQRzHjiBqdRirNkd8R2towsXze8KVBD51dyGx5osntOfUFxZNDNtSNkf0/rIk4Th9Ev/oKMaNlQv+DAVBmP1eIDx59nZ1ErTZELVatJlZiHo96pQURJUa8/btCGpNNHCxytBkZOIbHMA/PIwmLe2y520rTeZ3ezto6bMxNOEiJc5AZdIGXup4jUHXMC1T7RTF5kekT4JCgWnLNgS1OrqD/B5CHg8KnS7iKbQvtr9K0GFG9uuwmjTkzqPAM+pUfPORSn7+ehPHG0fwt21iyt/As4HfcGz4NI8UfoR43fxGk2sJfyjAj2t/Qa+jnzhtLH9e8XmMqrnfizVt4/QMOzAb1NxSefnf5uw9BvpxNTYg6vVo0pavsI1y7aPNzcU3OIC3qwN1auqSxtO8tBhyUs10Dk5zuH6IWzbmkhuTTYe9i/39R7g769aI9FWdkIg2MwtvRzua1LRruuLjlSI6m4qyNhEE/IMDuBrqllUzenNR2C8hZEvgzc79keodypgYTJu3oi8qiVib1ztKiwV9QSGq2MVV7zhWP0xIklmfE4vFuLyKGrlpMfzd41VkJpkYs3n5/gu1uL2RUUqIKvWs+kGWJDSZWQRtNhwnwykmrrpaQq5LG6EthXPKhODUFOq0tIgvpoIhiWdebsQflNhemnzJnU9Jlnij6x0g7H0RSdM8WZZxVp/BPzSEYf2GZZl9CYJAzA03haXLMTF4WltwVp/B2xXeQRS1umjwYhWiSkhAodPj6+2e8zydRsm20vDzua86vJunEpXclBY2b94boZKq51AYDIgqFXIwOG+Ky1ogOD2N7Z3deHt75j95ETRMNNM40YIwFV7wbi5KvEgBdilUSpEvfLCED2zPBFkg0F0GAyU0TrTyT8f/g7d79hGSrr5v0WogJIX4Wf1/0WbrJEZt4usbv4BFM3eQSJJl/ngoPHZ+YFsmGtXcgWVZknA3N6GMiUGdOn+wI8raQBBFTJu3YN62Y8nzF0EQuHtLBgC7T/Qhy5z3wug9gDdCKgwAfWkpglqNs/rMxUrOKBcRnVFFWZMIgoC+tAzJ58Pb3rbkdhItOtIS9CApaeiZoN+xdKna+1EnJyMolcihUDQvbgFo0tLRFy8u4CPLMgdn0kd2ladGpB+xZi3ffqySjEQjo1Menn2jKeLSYlGtxlBSivWOuzBv24EqIRFvTzfyTDAu5HYj+XzIkhT2dwj4L5DWhtxugnYbgakpAhMTBMbGCEyMzx73j47iOBVWJhgqNqJZgUnhnw510TPiID5Gy2N3XloSXjvWwKBrGIsmhu2pWyJ6f09bK77+PvTFJehycpbdniCKqJNTMG/bgeX2OzBv244uLzK78lFWBkEU0WRm4h8dnTf4d3NF+DdwuG4IfyC8ON2Vtg2lqKR+opkR12jE++ft6sJx+hS+geWZA1/LyLKM62w1glKFOmnpCrn3E5JC/KHtVWQZRHs4gDFX+sj7EQWBB2/K5fG7CxEFAc9ABqbBm/AHg/yx43X+/fSTjLnXtimfJEs81/Q89RNNGJR6vlbxBeJ1828wnGkZo2/UicWo5uaN87+XfT3dhFwu9MUlUdVSlAtQ6PXheXQwSNBuX1IblQUJxMdoGbV5qG4bp9CaR25MFq6gm/39RyLWV1GlxlhRGS42EN3wmJfoJxRlzaKyWtGkp+PpaCfkWbpT8Zai8KQnNJnE2737ItS7MHIohP3APlz1dRFt93rC29uDp6N9SRHrriEHA+MuTHoVG/IWp9yYC41KwVc+XIZWreB0yxjvnF6ZBYggiqiTkjBVbcZ6190oZhQanpZmJt98nYlX/sTEa68w+fpr2Pa+O3udq64W27692A/sw37oAPYjh3BWn5k97m1vwz88hKFs/bKUCZejtc/G60d7EAT4/H0ll3SXl2SJ17vD6os7MiNfslCblY1xQwX6gsKItgug0BvCaT3RSciqR7MuA1GrndeMNTPZRHaKCbcvyMnmcLDCpDayJakSgL2RNHWbQZubiyo2FmdNNUHHdMTbvxbw9fQQmJxEX1q6KGPm+Tg4eIxh9yhmfyYeD8THaMlOmb8qzfu5qSKNv3ioHI1awdiAjvj+D2JRxNPr6OdfTn6PU8PVEevztYQsyzzf+kdOjdSgUaj5s4rPkWqcPwAlSTJ/mlFf3LcjC5VyHvVFMIi7tQVVXDyqxIUHoKKsLRynT+E4fnRJimtRFLhjczjV/K2TvQiCwL3Z570wIqnCUCclzaZARf1c5iY6u4qypjm3Y+9pXnrZusqZcqohWyKnhmsZ90Susq+gUKBKTMLb041/NPI7fNc6ks+Hu74O//AQLGHn5VBtWDGzvTQZpSKyw2GSVc9n7y0G4Hd72ukYXFr0f6GIqvM589q8PPTFJeiLijGUlGIoW3+BOkWXl49p81bMW7dj3r6TmF03YKo6r3AwbKwk9q570OXmRbyfbm+Qn7zSiAzcuy2TgnWXzvU8NVDLgHOIGLWZnSmRU1+cK0srqtWzJVKjrF0Uej3WO+5CnTT/4uecCmNfzfkKUbesCxdGOz50CleEq1EIooixaguCQoHj5IllpTtei0heL+7GelTxCWjWZUSsXVfAzeudYWPgZH84ALW5KHHJu/frc+L4m09UYjVp6B/2IzXvothQgTfk49nG3/Crpt/hC62tsskvd77JoYFjKEUlXy7/DJnmhXmNvXash4FxF3FmDTcsQBUpB4Oo4uKi6osoc6IrKJwZTxqWdP0N5SnoNUra++10DNgptOaRE5OJK+jmQP/RCPcW/GOjTL39VnTePwfRAEaUNY1Cb8BQWoY6felGnqlxepJj9RBUE3JYeLf3QAR7CPrCIhRGI66z1dFUkvfhaqhHDoUwllcsevLiC4Q43hQuVXhDecpKdI+qokRur0onJMk8/cf6ZVcmWShKkxl9QSH6wiJ0+QXocvPQZmbNHlfFxaFJTUWdnIw6MRFVXPwFplEKnW7Fynz+99stTEx7yUo28aFdlw4gyLLMiw2vAzPqizlK7S0GT0c7jlMn8HZ1RqS9KNcHgigiy/K8O15bipPQaRR0DEzTNxpWbKQakymOLcAvBTg8cDzifVPodJg2bUZyOnGvMSVe0G4DQcS4YfHj+1y80fUOrqCbfEse3T3hd+pi0kcuRUaSif/1yU2kJxgZmfLSemwdN8d8CJWo5NjQKf715BMRTTFdzezu3svunr2Igsjnyx6jYAHm5rIs89KBTl460IkAfOzWfFTK+ZcoolaLqWoLqrjIKSijXH+orFa0uXl4u7sIjI8t+nqtWsnNG8MB7LdOXKjCeKdvP95gZNUSKmssCoMB5+mTEfU2u56IBjCirHm02TmoExKXfL0gCGwqTADCaSRHh07g8M8tR15U+0olxopKJI8H1xKjx9cjgbExfH296PLyUZgWL/090zKGxxciJ9VMWoLxgmNTXhs/OvtzdvfsXbYZ28duySMn1czEtI+fvtqItIZL7R1vHOFowwjqGRO8y6lezoyepcvWh1ltYmfq1ojc29vbg6u+Dk1K6qLL7Ea5/pk+dABnzdxyf41awY7ScLDzQhVGuKTq/oEjK2LeqEpIwFCxMaLlQ68F1EnJWO+4E4XROP/JC2TYNcr+gSMICGzS38q0O0CiVUdG0vLvEWvW8jePVbI+Jw6nJ8Bb7/i5Uf0YyfokRtyj/NvpH7K//8h1W25VlmVe63qbP3W+gYDA48UPsz5+fl8qWZZ5fk87rxzpRhDgc/cVs7lo/jmZr79vzaZWRVk8+sIiFAYjzpqaJW0G3rYpHYUocLp1jDGbhyJrPtnmTFwBNwcGIueFAeF5v2nzVpBlHCeORzcvL0E0gBElCmEZoquhHv/I8JKurywIBzBEexr+UJB9Ec6HVsXFoc3JIWibQg5F3c1lScJZdxaFwbDkSf3BmfSRXe9TX8iyzH83v0D9RDN/6niD/zj9FMOukSX3VakQ+cqHyjBoldR2TPDGscg66V8rTE57+dVb4RrnD9+Wf9nysk0TrTzX9DsA7sq8FXUE1Be+gQFcNdWoE5MwbqqKelNEuQhVfAKBkeF5/ZBumjEVPFo/jNcfnlSWxBaQrE/E5rNTPVq7Iv3TZmSiMBqRZXlZnk3XAnIwGE71kmUEZWS9b15qfxVJltiRuoXO7nPqi6Wnj7wfnUbJX3y0nHu2ZiDJMq8eGCZt8m62J28lKAX5Xesf+UndcxFPN7ra+EMBnm34Na93vY2AwCOFH6YqeeO810myzK92t7L7ZB8KUeArHypjR9n8ikjJ68FZU42ntSUS3Y+yBghvBlYgarVLSsezmjRsLUlCluHtk30IgsAHLvDCiKwKQ2E0Yty0mZBjGmdN9XUb+Fwq0VlclCgAooh/eAh3Q/2SzCCzkk3EmTUEfEpkVwwH+o9E1NgHQF9cSsyuGxEUc5tarQUEUcS4YSPGio1LmuCO2jw099pQK8VZE9ZznBg+Q9NkK3qlDqvGQo+jj/938vu807sfSV5aaau4GC2fvy+8E/WHA5209E4tqZ1rFUmW+emrjbh9QTbkxnFzxaVzm5sn2/hx3S8ISkHuyL2BG9O3L/vecjCIq74WZWwcps1bor+fKJdEsy4DWZbx9fXOeV56gpG89Bi8/hDHG8OBTUEQZr0w9vQdWtGJpruxAfuBfdetwZssy7gaG3CcOkFoOrK+QY0TLdRPNKNVaLg38w5Ot4Sl5O9/BywXURR46JY8vvDBElRKkUO1I/SeyeLjuY+iU2o5O97A/zvxPdptXRG979XC7pvme2ee5vToWTQKNV8u/zS70rbNe11IkvjZq03sqx5AqRD58wfXU7UA5QWAu7UFZBl9YfFyux9lDaGKT8C8cxcKnW5J1985Y+Z5sHYIlzdAUWw+2eYMnAEXBwci74WhTkpCX1yCwnDpDZ+1TDSAESUK4QWxoaSUoMOBbwm15gVBoLIg/OI1ugpwBz0cHjwR2T4qFAiiiOTz4evvi2jb1xLnAkyquDhU8QlLauPwTOnUTYWJ6LXnAyAOv5MX214B4CP5H+R/bf1LtqdsJigFean9Nf7zzI8YdS8+fxJgQ148927LRJbh6ZcbsLvWjqnb7hN9NPfaMOtVfObe4kvudjZPtvF07bMEpCC7UrfyuU2PIArLf0UJSiXmHTsxbd0a8d3cKNcPCqMRVXwCvt6eeQMQt8yaeZ73NNiSvAmDSk+Po49O+8qprDTp6ciBAI5TJ5cUbF/NSD4fjhPH8XZ1os3OQRlzaYPfpRCSQrzY/ioAd2fdRv9QAKcnQEqcnrSElVkcbC9N5tsz5p7t/Xb++JqLxzK/SJY5gymfje+deZo3ut5ZcmB8NdDnGOA7p35Aj6OPOK2Vb276GmXx8wcVgiGJH/+pgaMNw2hUCv7yoXLKc+MXdM+Qy4WvpwfNjCopSpTFIAgCkteLq75u0YrmjCQTpVlWfIEQ+6oHLvTC6N2/Ima9uvyCWZPaqArjPNEARpQoM6iSU1DFxeNublqSvOycD0ZwKhFZhj19BwlKkc9b87S34TxzmsDk2qsxL8syjhPHcDctvWqMJMkcrg8HMN5v3vlC28u4gm6KrPlsS96ETqnjseKH+Er5Z4hRm+i09/DPJ77H3r5DS5p0fvjGbArWWbA7/TzzcgOSdP2/jHpHHLy4vwOAT99bjNmgvuiclsl2nq79BQEpyM7ULTxc+OFlBy8Ck5N42lqRZRmlyYyouvi+UaK8F21WFiGXa16Tt6qiBAxaJT3DDrqGwjn4aoWKG1LDu857+g6uWB+VMRYM5RsIjI/haWlesftcaQLjY9j27SEwOoKhbD2G9eURbf/w4HGGXSPEa2O5ed0uTjSF3f2XU31kIWSnmPm7x6vITTMzOe3j6d+3s0v3IHdm3gLAq127eaL6GWy+la1StRLUjNXz3dNPYfPZyYnJ4n9U/fmCSqUGgiF++Ic6TrWModMo+OuHKyjOil3wfd3NTSAI6AsjXwI7ytogaLPh6WjH09a66Gvv2hKuiPTu6X6CIYni2AKyZlQYB/oj64XxXgJTU9j3vhs19ZwhGsCIEmUGQRDQl5Yh+Xx429sWfX1eWgxmvQr7dIg4srD57JwcqYl4P3UFhYhaXTgnbo35YfgHB/GPjCBoNEtuo7F7kslpHwkWLQUZ53f46sebODVSg1pU8fGij1wwqS2LL+Zvt/41m5MqCUgBXmh7mSeqn1l0yVyFKPLlD5Vi1qto6pmarXd/veIPhHjmlUZCkswtG9OoyLt4h611qp0f1T5LQAqwI2ULjxR+ZNnBi5DTieP4Ubw93cjBtVV6MsrSUSenYN66HVXc3DvBKqWCnetnzDyrz5t53pi+A4Wg4OxYfUTLab8fbUYm2sws3K0t4RLS1wGyJCOqVMTceBO63LyIBhXcATevdu0G4MP59yHIImdaZ9JHlll9ZCHEGDV86+OV7CpPwR+U+MkrTQT6CvhK+WcxqY202Tr55xP/Sf1404r3JRLIssxb3Xv4Sd1z+KUAW5M38fWNX8Sknl8N4fUH+d7va6ntmMCoU/Gtj1eSlx6zqHuLOh26vHxE7dLSAKJEUScno0lfh6etlaB9ccHD0uxY0hIM2Jx+jjeOzKgwbgdWToUBIKrVsyq1qKlnNIARJcoFqKxWDGXr0SyhrKooCmycMfNM8m8AYHfPHgIRVmGIKhWGDRWEHI41ZWAlBfxhLwOLFW3WpctvLoSDM+kju9anIM5Mkr1BL79teQmA+3LuIl53cUk2vUrPp0sf4YvrP4VJdW7S+V0ODhxblKzPYtTwpftLEYBXj3RT33n9Kmle2NfB4LiL5Fg9H7s176LjrbAEfWIAACAASURBVFMdPHU2HLzYnrKZjxctP3gB4G5pQpYkzNt3RpUXURaMoFCgTk5ekMnrTTM+LsebRnB7w2N8jMbMpqQNyMjsj7CR8/sxrC9HnZgE17CnS8jpxNvTDYA6MZGYm2+NaNrIOd7ofhdXwE2+JYcN8aU0dE3i9gVJTzCQGn9lcstVSpHP3FPEo7fnIwoCrx/r4e29Xv5yw59THFuAK+DmR7XP8mLbKxGfM0SSQCjALxuf5+XONxEQeCD3Xj5Z/DFU4vzpeW5vkO8+f5amniliDGq+9ehGMpMXV0FMEAQMJaXoi6LeF1GWh6FsPYJKFd4MXEQ6niAIs14Yb53oRZZlSmILyTSvWzEvDACFwfAeU88zaz6dJBrAiBLlfehy85ZUlhNg00wAY2RASaI+nlH3OLt79kaye0DY2EebkYmnvY2gbW0YQnqam5F9PowbNiy5ioTTE6C6bQwBZndQAf7U8SZTPhsZpnRuTt85ZxsbEsr4261/zcbEcnwhP79t+QM/rPkpU17bgvtRnBXLh27IRgaeeaWRyenIGr6uBuo7J3jndD8KUeCL95egUV240Gqb6uBHZ39OQAqwLaWKR4sejEjwIuRw4B8YQJudEzW+irJoZEnC3dSIs7NzzvNS4gwUZ1rxBySONpyvXnXOzPPI4IkVTQsQFArM23fMlgC/liazsizj7enGtm8P7qbG2ZTNlagONOIeY1//YQQEHsy/H0EQzqePXAH1xXsRBIHbq9bxVw9vmK1K9cRvW3hw3SM8kHsvoiCyp+8g/3H6SZrG2ladN8a038H3q5/h5MgZ1Ao1X1j/Se7IvHlBahmnJ8C//baa9gE7sWYN3/5EJekJi/OvCNps+EdHr6lnPcrqRdRoMKzfQNA2hbdr7vH+/WwrSSbGoKZ/zEVj91RYhZE1o8Lo2R/xiiTnUCcmoi8uxTcwsCSl+PVENIARJcolkLweHCdPELQtfFEKUJRpRadRMjDu4q6k+wF4q3sPg86llWedC31ZGZp1GYhabcTbXm1IPh/enm40WdkoLdYlt3OsYZhgSKY0O5ZYc/hz67B1c3DgKKIg8omij6IQ59/RNKoNfL7sMT5b+gkMKj3NU2380/HvcnTw5IInV/ftyKIsOxanJ8DTf2ogGFpdk9Xl4HD7+dlrYTn0Azdkk5VsvuB421QnT539OX4pwLbkKj5R9NGIBC9gxp1eFNHlXqz4iBJlPgRRJDA+xnRj87y/5XMqjH01A7PnZpjSWR9fjDfk47nG56/IItTd2oLrbM01sbCT/H6cp07irKlGaY0l5qZbEFXLL5V8Oc6VTd2espl1plQCwRDVbefSRxZW8SLSlGTF8r8/vZm0eANDE27+v+fOkBJaz19VfpU4rZU+xwB/v+e7/M2hf+S5xuc5M1qLJ8JVzRbLgHOI75z8AV3TPVg1Fv6q8qtsSChb0LV2p49//fUZeoYdJFp0fPsTlSTF6hd1f1mWcdXX4aw+DWssdTbKyqFOTV2S6lqlFLltUzoQVmEAlMYVkWXOwBFw8krnmxHv6zm0eXlo0tIJTE1eE2P+SqH4h3/4h6vdhyuFBfiGx+PnWvq+DQYNbvfaqVawWpBlGXd9PSGnA826hQ9soigwOO6kf8xFdkIiiQkiPY4++h0DbEupimheb1junIKgXLnJ32p5/gSlEk1qWljevQzJ9HNvtmB3+Xnw5lzS4g0EpCA/OvtznAEXd2bewuYF1K1/L6nGZLambGLMPcGAa4ja8UZ6HQMUWHPRKuf26RAEgdKcWI43jjA47iIQlCjNXriR2WolGJL4wYu1DIy7yE+P4dP3XFh1pN3WxVO1P5/NnX6s+KFLBi+W+uyJWi1KqxVV3MVpQFGiLARBoSA02IdsMM9Z5SApVs/+mgHG7V5Ks2OJmwmK5lvyOD58miHXCFqlhpyYrBXtb2BsDE9HOwqdDqUl8ikYkUIOhbDv30vQNoWhuBTDhooVDV40TbbyaudutAoNXyx/HI1Cw9n2CY7UD5OZZOID27NW7N7zYdCq2F6azNCEi75RJ8caR0gyxvKJqluRkXEFXUx57Qw4h6gereXd3gO027rwBL2Y1Eb0qivn/1A33shTM+/JLHMGX9/4RRL1C6sYMjnt5Tu/rmZowk1KnJ5vPVo5+ztZDIHRUTxtLeiLS6Nj+wqzWuZ9VwJBEFDFxiIolbNpJAudp6fGG3j3TD9DE242FSQQY9SQaUrnyNAJuqf7KIrNx6qN/HgsCALqpLCHx0oaEF9JBEFAr1cDfB9Y0M5xNICxyllLA8lqIrxIlvF2d6FOTlmUyuGcRNXjC/G5m3dyfOgMw+5RjCoDWTEZEe9ryO3GefIECnNMxNUYq+H5C7ldCEoVokazrOBFz7CDlw93Y9AqefzuIhSiwBtdb1MzVk+SPoHPlD66IPXF+9EoNGxK3ECCPp7WqQ4GXUMcHTqJVWMh1ZA85wtGo1KQk2rmSN0wbQN2MhKNpMRdu2kPsizzi9ebqW4bJ8ag5q8erkCvPb9Aabd18eTZn+EP+dmSXMkniz92WeXFUp89hU63Inn0UdYOCqMJeWQA79Q0mnWXH7NFUcDlDdLWbycUkmcrUWmVGpINiZwaqaF9qpP18SWYNUtLS1wIytg4QrYpvN3dqBMTF21uKAUCBKcmCYyOzircPB3t+Pp7kYNBRLVqWYFyWZYRBAFBFBGUSvQFBWjS0lZ08h2SQvyk7lc4Ak4+kHMnJXHhihV/OtTFwLiLOzavIz/96o4TKqXI5hkVSEuvjYbuSaamg3xs8zY+VnkPRcYirFoLASnIlNfGuHeCxskW9vYfoma0jimfDbVCTYzGvCKfpSzLvNt3gP9ueoGgHKIqqYIvrv/UgoMno1Nu/vXX1YzZvWQkGvkfj27EYly8AbcsyzhPn0RQKDBurLxuFm2rldUw77vSSH4/jiOHQZZQWhem8lWrFNicPrqGHPiDISoLEjBrTISkIO32LjrtPexI2bykeeV8CKKIIAiE3G5ctWdRJyauSArelSIawJibaAAjyqJQmE34uruRfD40qWkLvi7WrOXtU31M2L3cWpHBOksSp0fP0m7vYnPSxsjvnEgS7pYmAhPjaDIyI/pyv9rPn+T1YN+7B2QZVfzCdnwux2tHeugamuamDalU5Mcz4Bzil42/RUbmi+sfJ0G/9F0dQRBIM6awJbmSYfcog65hasbqcQRclMYVzfmdxJm1qFUKGronqeucZHNxIgbtyu1KriSvHOnm7VP9qFUi33yk4oJgTIetm6dmghebkzbyqZKH50wbWeyzF3I6cTc2oLRYEZTzG8pFiXI5BEFAr1Vha2lDnZI6Z2A4waLj3VP9DE26uaUyDfWM10uSPoFp3zTdjj7a7V1sX6GJ7Ln+qhKT8Pf34x8cQLMuY95gb2BsDHdLM+6mRjyNDXh7e/GPDKPNzUVQKPAP9uPr7cXX3x8OZgz0I3k8qBMXl3YRrgh0DFGjQWE0oYyxXJHqEYcHj3N06BRx2lgeL3kEhajAFwjxyzdaCEkyj99dtCrGWUEQKMq0khZv4GzHOD3DDhq6JtlaloJRoSfXks2O1M3cmLaDVEMyoiBi89mZ8tnpsHdzdOgkBweOMuwaRZYlLBoLygUYas5HUArym5Y/8HbvPgA+mHMXH82/f8HP8OC4i+/8ppoph4/cVDPffKQCo25phsr+wUG8nR0Y129Y1Qqj64WrPe+7Kogi/qEBvL29aNLXLVgZlhyr593T/QyMu7hxQypatZKcmEyqx+oZcY+CIFBoXbl01qBtCk9jAyGnE3Vq6jUb3IsGMOYmGsCIsigEhQLJ78fX24MmLR1RvbCXr1Ih0jPiYGjCTVyMlh35eQw5hxlwDjHiHmNz0sbIppIolYh6Pd7ODgSFYt4SgIvhaj9/zpoaQg4HxvINC/78L0UgGOJnrzURCEp86u5CTAYVz9Q9x5TPxq60bdyUviMi/dUqtWxO2ohVa6F5spWu6V68IR/FsQVzfue5aWb6Rp30jTpp67ezsywFhXhtvYiONgzz67fbEICvfriM4szz6TCd9m6ePPtTfCE/VUkVPF7yyLyeF4t99twNdfgG+tHl5EYDGFGWTUxKPM4JO6qEeMQ5yjYbtCo6Bu0MT7oxG9TkpZ0vCVlgzaNmrI4R9yjekI/SuKIV66+gVKK0xuLt7kJlsaAwmZBDIULTdvxDQ3i7u3A3N6GKD/9/AmNj+Hp7UJpj0KSno8srwFC2HlEd/r+qE5PQ5eWjTk5BaTQih0IIgDolbH5sP3yIwPgYst+PoFQiqFQXjHGyLOPv72P6xDHkgB91csqSzbEXizvgmS3x+Ymij5JmCve5pm2cY40jZKeYuWdb5hXpy0JJjTewIS+e+s4JBsfdHK0bYmNePHpteCxTK9Skm1KpTNrAbRk3kmfJRqfU4fQ7sfun6XcOcma0lj29B+iwd9M93UuHrZue6b7Zuce4Z5Jp/zSugBtvyEdIkhAFAVEQL/junH4XP6p9ltrxBlSiis+UPsoNadsXPG/pHXHwb7+tZtoVoCjDwjce2nCBEm+xhBzTEAiiLym5Zhdo1xJXe953NRAEAWVcHN7uLkKO6QV7Yhh0KvpHnQyMu1AqREqyYlGICtKNqRwbOkWnvZvyFVTgKQwGBFGBp7MDQRQjOv+/kiwlgBGd5UWJMge63FwQBIRF5uluKkjgdMsYp5pHuaNqHQ8VPEDLVDuNky2cHKlmS3JlRPupSU3Dn5qGp6UZdUoKSpN5/otWOf6REXwD/eiLiufMQ18I1W3juLxBMpNMZCSZ2Nt3iO7pXiyaGB7IvSdCPQ4jCAI7UrdgVpt4pu459vQdRKvQ8IGcO+e85rMfKOb/PHuSnmEHv93TxifvLIxov1aS1j4bz74eNu185LZ8NuYnzB7rtPfwZM3PZoMXnyqeW3mxFEJOJ77+frTZOWvC1DbKyqPQaDBVbV7QubdUpFHfOcm+mkHu3Hw+L1mjUPPpko/zb6d/yP7+w5TGFVEat3K/a1VsLNY77poNUEwfOzKb1y2qNSgtFmQpbICoychAm5U1Z3uCKKKyWlFZrejy8mf/LksSolpNYHQEX1/YwE7UatEXFqHNyg6XvK49i6+/H1VcPMbKTSj0izNtXA5vdr+LM+Aiz5JNxXuMJk80jQBXz7xzPtYlGvnfj1fxvd+fpWvIwXd+c4b/+WjlrOH0OZSikuLYAopjC3go/34GXcPUjTdRP95I93QfTZOtNE22Lvi+AgJapRatQoNWqcEZcOHwO4lRm/lS+eNkmhfuA9bQNcmP/liP2xekLCeWP/vw+osqUC0WTVo6mrT0ZbURJcp8KPQG9IVFuBrqCYyPoYpPmP8i4K4tGZxuHWNf9QD3bc9Co1aQa8nixvQd7O8/zH83/55vbvraiinwtHl5BO02PM1NKGNiUCclr8h9VhtRBcYqZy1GQlcTglKFOiFx0Tu6sWYt757uZ9TmIdGqIy8lDpPKSO14I+22TralVKFRLF1RcClUcXH4enuRPO5FpbzMxdV6/kJOJ87TJxE1GkyVVcvO7fvtu22M2bzctyOLGGuQn9Q9R0iWeLzkEdJNqRHq9YUk6hNIMiRSM1pHm60TjUI9p5mfWqkgLz2GI/VDdA5OkxyrX3SZuavByKSbf/9tNb6AxG2b0nnghpzZY132Hp6s+SnekI9NiRtmpdwLYTHPnruhnpDDgalq84qa2kZZO5x7/kIOB8GpqTmDqIlWHYdqhxi3eynMsJJgOZ8iEaMxoxQUtEy10zzVxtbkTREf+9/LuXeVoFCAIKDLzcVQWoq+uATte6pWLWcnWxAENGlpaHPz0KalozSbQQClxYLSZA6nc9XXoS8qxrihYlnqucUy4hrlV02/A+AL6z+JRRNWxHj9QX75Zjh95DP3FKHTrM79O41KweaiRFoHpukfdVLTNk5lQcJl+ysIAma1iTxLNjtSt3BD2nbWGVPJs+SQE5NFhjmdVGMKifp44nRWYtRmDEodGoUahaBARiYkhwhKQbwhL86AC3/IT4Ypjb+o/BLJhoUFe0KSxEsHOnnuzRYCIYnKggS++sD62ZSqpSAHg/j6+1CYVsbjI8qlWcvrDqU5Bl9fL7Lfv+B5dKxZS33nBCNTHixGDTmp4Q3E3JhsTg5XM+IeQ6PQkGvJWpE+C4KAOjEJ/8gwQdtUOIXwGvu9RBUYUaKsEP6RESSfF23GwmSneq2SR27L45dvtvCrt1rITYthW0oVJ0eqaZlq54W2l/lM6aMR7aOo1WLath3lFZLpriTndg2NGzcty7gTYNzuobF7CqVCZEtxIr9sCUuLKxPLKU8ojUR3L0tlYjn+Yj+/avodL7W/hkah5oa07Zc9PzvFzCO35fNfu1v5xZvNaNUKSrNjUSpWpzmTw+3nP39/Fpc3yIbcOD5+2/ld2u7pXn5Y8zO8IR+VieWLCl4shpDLha+/D21W9hXJrY+ytnA11hOcmsJ6x12XHYsUosgN5Sm8fLibfdUDFGdeaAJ3e+ZNNEw2027r4r+bX+BL6x9f8QmmqNViKFnZ8U0QBBQmEwqTCW1W9vm/KxTE3HDTFfcrkGWZ37T8gZAcYkfKFjJM53fta9rH8Qcl8tJjLlI0rDb0WhX/+MXtfPvJQ/QMO/jOr6v5n5+oxGqa3wDTpDZStchqWiEphDfkwxv04Q15CUkh0owpCx6vJ6e9PP1yA+39dgQBHtiVzX3bsxCXmQbp7e7C1VCPwmCMVh6JckUQlErM23YsWvV715YMnvpjPbtP9nLLxjREUUCr1PBo0YM8efZnvNa1m/KEUpL0C1N1LKXfpq3bw+l811jwYqmszllxlCirDF9vD+76OqRAYMHX3LghlU0FCXj9IX7ycgOSLPNo0YOoRBWnRmqoH2+KeD9V1rCBoRwKIXk9EW9/JZFlGf/oKLIsozSbsdx2B6rY5ZcVPVI3jAxUFsTTaK+jabIVvVLHQwUfWn6nF8C2lCoeLngAgOdb/siJ4TNznn/LxjS2FCfi84f4/gu1/MUTh3jm5QZONo/i8QWvRJcXRCAY4gd/qGN0ykNGkpEvfah0dsLaM93HD2t+ijfkZWNiOZ8u+fjKGRgqRDQZmejy8+c/OUqURaLNyUXy+fAN9M953o0bUhEEONM6ht114e6lKIg8XvIIOqWWuvFGDg8eX8kuX3UURuNVMVs8OnSKNlsnJpWRB/LuveDYyaZRADYXrc70kfdj1Kv55iMVZCaZGLV5+M6vzzDl8K3IvRSiAoNKT5zOSpoxhQxz+oLH6+q2Mf7+5ydo77djMar51sc3cv/O7GUHL6SAH09bK+rEpGjwIsoVRRkTg6BQzG6kLYTKggQSLFrGbF6q28Zm/14SV8jW5E0EpCC/bn4BSV54m4tFodOtaFnq1UY0hWSVs5alXKsJUa/H29WJqFajil3Yy1QQBEqyYjnWOMLghBtk2JSXhlJU0jzZRoetmx2pmyPiGP5eZFlm+tBB/ENDy5aSXannTw4GcZ6twd1Qj8piRWE0RiSKLMkyP3+9CbcvyP03pfNCz28ISAEeLvwIeZbs+RuIEJnmdahFFc1TbdSNN5JqSCLZkHTJcwVBYH1uHApRwOkJMOnw0T/m4lTzKLtP9tI+MI0vEMJq1KBVXx0RnSzL/PS1Juo6JrCaNHzr45WYwvI/hlwjPFH9DO6gh4qE9Xx2ieVpF/rsCUoV6uTkaOpIlIhy7vkT9XoCQ0MEp6bQZGVddlzSaZT0jjgYnHBj1CkpWHfhAl6n1BGrsVAzVk/rVDsbE8sxqq7dksmrDYffyY9rf0FACvJo0YMXlCx3e4M891Yzsgyfvqd41aaPvBeDQUPAH6SqKJGG7kkGx92cbR9nU2Hiquh/ICjx/J42fvtuO4GgRHluHH/5cAVp8ZFJe/S0teIfHcFUtSXqa3SFia47IGi3MX1wP0qLZUH+PYIgIAB1nZNMOrzcuOF8anKeJYdjQ6cYdo8SozEtylNmrRCtQjI30QBGlCWj0OkITEyEy8xl5yzYk0GtUpCZZOJI/TCt/TaKMixsSs+nYaKFEfcovhVwphcEAQQBb2cHwYlxAmNjBMZHUcbGIigUBKamCIyNEnK5kbweJL8fgkEEtfqiyfmVeP5CHg/Tx48SGBlBX1SMJjNypWCbe6Z453Q/cWYNobQaep39FFnz+UjefVdcZpdryUKWJdpsnZwdayDDvI5E/aUdo5UKkaJMK7dWprOtJIk4sxZfMMSE3cvIlIez7RPsPtFHfdcETk8Ao041G0C4EvzxYBd7zgygUSv45iMVJMeGX/Djnkm+f+bHOAJOSuOK+ELZJ5esvFjIs+fp7ARZQqG7cgaBUdYG554/QRBAIeLt6UYVF4fCcPmgg06j5FjjCGM2D7dVpV80xqQaUxhzj9PnHKDL3sv2lKqIG9quVX7T/CI9jj6KYwt4IPfeCz77k80jnGoZo3Cdhdurro3Fw7nnT61ShIMYXZMMTrg52zFBVWHCVQteA4xOufnP35+lunUchSjw0M15PHpHQcT6JPl8OE6fRJOSgi4nNyJtRlk40XVHOCXD09mB5HCiWZcx/wWEKwntPTPA6JQHlzdAaVZs2J9CoSJWZ6V6tJZ2WxdbkivRKaNBufcSDWDMTTSAEWVZiFot3u4uFHr9ouSx8RYdwZBEa5+dpp4pbihPJT82iyNDJ+iZ7qMoNh+rNrJyW4U5BoJBQk4HkttFyG5Hm5ODoFDg7ezA3diAf3AAX18fvp5uvF2d6PMLEEQRV30tzlMn8XZ1gcdJUKVbMRO2wOQE00cPI3m9mKs2o83Kjmhg4aWDnfSPuSgv0VLj3YtaVPHVis9iUF2dBW++JRdPyEunvYeasTpyY7KI082dJmPUqchLj+GG8lRu3phGSpweWZYZn/YxYffS2D3FnjMDnGgaYcrhQ6NWYDFqVixAc6h2iOf3tCMI8LWPlM/uNNt903y/+sdM+WzkWbL5cvmnUSmWroqYb+wLuV04jh8DUVwzrttRrhzvff4URhP+/j6URhNKq/Wy1yRYdBypH2bc7iU3LYYk68XjTGFsHqdGzjLsHkWSZQpj81bs/7BWaJxo4Y8dr6MSVXx1w8Xj+4v7OxmZ8nDvtgyyU66NCl3vff7OBTHquyYZHHdxtn2CTVcpiHGiaYTv/b6WCbuX+Bgt3/jYBrYUJ0X0fRNyuQhOTmAsv7IGsFHCRNcd4QpMCEK4LHVC4oJUGEqFSKJVx5nWMToGpukbdVKRF49SIZKsT2TANcyAc4hR9xhVSRVrxqtiIUQDGHMTDWBEWRaiXk/IbkdpjkEZE7OoawvWWajvmmRows3YlIdby3MJSiHa7V102XvYkboFRQR34s65EmuzstHl5KLLy581oFNarWgzs9BmZKBJX4cmJS1cejUmvBCVgyFElQpBrUYaHcbR2obs96NOunTKw3II2e0EJsYxb9+JKj6y9avd3gDPvtGMJMn41x3HL7j4UO69lMUXR/Q+i0EQBIpjC7D5pulx9FE9VkdhbN6sU/58aNUKMpNNbCtN5o7N6WQlm1AqRKYcXiYdPtr67Rw8O8T+s4OMTrox6FRYTZELZjR1T/L0nxqQZfjknQVsKw0HDlwBN09UP8OIe4x1pjS+VvF5tMr5DefmYr6xz93YSMhux7R5y5rK+4xyZXjv8yeIItrsnHk9eQRBwB8M0dQzhc8fYmvJxWOmSlSRYUrn+NBpOuzdFFjziNVePigSZW78IT9PnX0WT9DDB3PuYn18yQXHXd4Av3qrBYDP3FuMRr0yXjyR5v3jn1qloKowgfrOSQYnXNReYSWGPxDiv95u5cX9nQRDMpsKE/jLhzZcMki3XEStFk1mFqJmee+QKEsjuu4IozSb8fX1Ijkci1JhFK6zUNM2Tu+ok4auSSry4tFqlORZsjkydIJB1zCJ+gTSjCkr/D+4dliRKiSFhYX/DjwIZAHrW1pa6mf+XgD8EogDJoBPtbS0tF2NY1GiXAkEQcC8dduSrlUqRL50fwl//+xJTrWMcah2iHvKbqN6rJZh9yhvde/hvpw7I9zjSyOqVDDHgk+TmoomNZy/ZzUo6T9+BkEV3gWRZRnJ7Z5TRj0fsiQRnJxAFZ+AOjkFVWLSssukXorjTaMEghKxCUGcwigZpnRuTt8Z8fssFkEQ+HjRR/BLfk6N1PBkzc/4RuWXF/0y06qVbCpMZFNhIsGQRFu/nerWMarbxpiY9rGvZpB9NYNkJBm5tTKdrSVJaJZR0m5w3MWTL9UTkmTu2rKOWyrDDv/eoI+nzv6cQdcwSfpE/mzD51ZcHhlyu/H19qDJzETx/7N33uFxVWf+/9w7fUYa9Wb1Yo1suXcbY7Appjt0TAIBAmwaWZYkvyS72Q0pm+ySTQ+k0MGYhBJM7+DebVmSZWvUe5dGml7v/f0xtkOxVUfNvp/n8SNr7rnnvDO6c+6573nf72tQKo8ojD+CKIbnP48blfHM89/qeTPYsqOeIzU91LXZT5XU+yQFsbmsz17LO40f8fSxv/Hvy+7HoFau49HwVv0H9Hr7SI9K46LMNZ87ftjaTUiSmZ0Th9k0vXfzo41avrtxAb98voSWbhcPPV/C/7t1ETHj/L7aelz86dWjtHa7UKtEbrmogLUL0yO+gxx02PHW1GCaN3/M1ccUFMaKoFZjKJiJ62g5wX4b6tjhOZotWXH8+22L+c0LpTR0OPjZM4e4/6b5pCeaua7gap6rfJEXq1+lKH4m0drIaMaciwznqWELsAZo/MzrfwYetlqthcDDwF8m8ZiCwoQhSxK+tjbkEYbyJMcZue3SQgCe+6CKnn4/t1puAOC9xo9pc3ZE3NaxojYaMM2Zh9ES1ukIdHbS/+H7OA4fIuR0jrg/yefDvmcX9j27T50/Hs4LgB2lbQA4o48hCiJfmnXjuFXCGCmiIHL7rJuZl1iMO+jhDyWP0unuHvrEM6BWPfItSgAAIABJREFUiczKjuPWSwp56Gur+NEdS7l8RRZRBg1NnU6eeruSb/9xF89/UE1Hn3vE/dtdfn77YiluX5BFhUncuDYc9h6Qgvy1/Gka7E3E6+O4b8HdE3JD9lRXAWAoKBz3sRQUTuKpstL/0Ydh3aAzEGPScsmSTGQZHn29Ap8/dNp2V+ReQnZ0Jn1eG3+3bhkvk89qWp3tfNi8HQGBjZbrTzu/76+cXtVHhiLaqOU7GxeSnmSivdfNL58v+VzVm0ghyzI7y9r5ydMHaO12kRJv5Ie3L2bdos/ru4yVkNuFY89u/F3hkvUKClMBfXYO5uUrUcWMLM07LcHED29fQt4MM712Lz9/9hDHG/pYmbYES1wBroCbl6pfGyerzw2GfHKwWq07rVZr8ydfs1gsycAi4PkTLz0PLLJYLEkTfWzkb1lBYWz4mptwHNhHsLdnxOeuLE5lxewU/AGJv752jFxzDqvTVxCSQzw3ziWWIoE6NhZ9fgH+tlb6P/pgRI6M4EA/A9u3ErTZiFqwaMR1tkdCfbudhg4HgiqIGN/BpVkXTrlwPZWo4q7iWymKm4kj4OT3JX+l19M35n4FQSA7NZobLyzgV99Yxd1XzSJ/hhm3L8j7B5v597/u5Vd/K6GkqhtJGtoJ5w+E+P3LZfQMeMlNi+aeq2cjCgIhKcSTFZux2mqI1kZx34K7I67lciZURhP6/IJh5aUqKEQKbWoaciiEr7Fh0HbXrsklPclEp83DC1trTttGJar4cvEtaEUNBzpLONhRMg4Wn71IssTmypeRZInz01eSG/P5EG+728/xBhsqUWCxZXgODFmSsO/ZhfNIyaCOqsnEbNTy3VsWkp5ooq3Hxf89X4I9wk4Mjy/IY28c44m3juMPSKwsTuG/vryErJToiI4DIHk92HfvRg6FMK9YNWiEk4LCRCKo1eEqZ4Iw4k1Ls0nLdzcuZFFhEh5fkF+/UMruox3cWnQ9WlHDwc4jlPccGyfLz36E4f5BLBZLA3CV1Wo9arFYFgPPWK3W4k8cPwZ8CRAm8pjVaj08zPeaA9QPs62CwhmRgkHaXnsDbXwcyRdeMOLzXZ4A3/r1Vrr63Fx3YQE3r8/jgXd+Qp+nny8vuIErLReNg9WRJeTxYK+04qyuQaXXk3bVFYNGUribmujdux9RpyVx9XnoxrGueygk8e3fb6e2ZQB1aj3Zxf08tP4/0I5BUHI88QZ9/HzbH6jsqSUlKokfr3uAeEPkHQE1Lf28tauebSWt+APhXeGkOAOXrcjh0uXZxEZ/Pt9YkmQeevYgu8raSI4z8H/fWkOcWY8kS/xp/7Nsa9iLSWPgwXUPkB2bEXGbFRSmGl0fbSXgsDPjqisHDXOvax3g27/bRjAk8+A9K1hcdHoNoQ9qd/LXg89h1Bj45fr/IMk0fnPj2cQ71Vt54vDfiTPE8JvLf4RR8/kUnHf2NPDwS6UsKkrmx/esHFa/9kor/SVHQBAQtVrilyzGmDU1K5f0O3z8+5920dzpIDs1mv/+2nnERI1dN6KudYCHng1HXei0Kr567TwuWpo5LqKDIZ+Prg8/Juhykbz2QnSJyvWvMPWwH6/E39tL4uqRpyGHJJmn3qhgy7ZaADZeasGc3cIzpS8Tb4jl15f9F0atkkJ4glygYTgNJ7+Y9ATT2+sc1q7jVCEpKZrubsdkm6HwGUIpGfQeP0Yoo/mU+OVIuPvKWfzPpsP8Y2sNualR3Fiwgb+UP83zZa+SbygYsjLFRDHo9ZeRjzYxnZDbRU+vCzkUwlVxFENuHqroT+/SuJu7CKj1RC9ajl3Swjhe02/va6S2ZQBB60GdXsPNM+9loM8LTN2w1Ltn387vS/5Kk6OVBz/8Lf+28KtEaSO7CxWjU7FxXQHXrMpmV1k7H5WEy309+/ZxNr9bydKiZNYtyiA/3Xxqofri1hp2lbVh0Km477q5BH0Burr8vFz9Otta9qIVNXx13l0YAzERn6dOd+2FPB6CfX1oZ8xQFLwVxpUzzX2BpHTsdU3IZVZ0GWd+sI3WimxYncvL2+r4zfOH+elXlhNl+LwTdV70POYlHqGsp4Lf7Hycf134L0pp1SHo9w2wuTScdnND/jW4+oO4+Pzf6qMDTQAsyEsY1vwkyzIDpccQTbEYZxfjKj1Cb1c/rnFwKA/FcNd+D9w0n4c2H6axw8H3/7iD72xciHmYJbVDkkSXzUNrt4vWHhet3U5ae1x09LmRZUhPMvHVDXNITzTR0zPylNHhEBzox95nJ2rRYuzy+K4NFIaH8tzxeTw2N67KWvxJ6WjiR+5ku2ZlNiatis0fVPH8e1ZWFqeQnZJFo7OJx/b9nY1F14+D1dMHURRISBhZVPZo75LNQLrFYlEBnPg548TrE31MQWHC0efmImo0eGpGpyNbkB7DNatzAHjsjWPkmmayKHkefinA89Z/jDhUbbIQ9fpTk3lwYABfUyP9H3+I49ABAjYbwX4bAIaZhZjPOx9RP77ijp02N1t2hAOtNDkVnJ+5hILY3HEdMxIY1Aa+seBu0kwpdLg6+eORR3EHPOMylkmv4dJlWfz83hU8cPN8FhQkIskye4918vNNh3jwyQNsPdLKBwebeXtvEypR4OvXziU9KXxzeavhAz5u2YlKUHHvvC+TF5M9LnaeDk91Fc7DB5E8I9fxUFCIBJqUFFTR0fiam4Zse/nybAoyYhhw+nnmXetp53VBEPhi0Q2YtdHU9NfzQeO28TD7rOLFqlfxhnzMTZzN/KQ5p20z4PJT2WRDrRJYVDi8CleCIBCz5kJMCxaijonBvPp8dFnh+c3b1IinugpZmlppnjEmLf9v40LSEoy0dIfTSRyfqSAhyzI9Ax5Ka3p4a28jj75ewYNP7Odrv9rOfzy6j0e2HOXVnfUctHbT3hueWy9cmM5/3r6E9MTxSec4+TmqY2KJu+gStElnh0aJwtmJPjcXUavDY7WOuo+LFmdw3/Xz0GpE9lR04rMuQQzp2Nm2jypbbQStPTcYVQSG1WrtslgsR4CNwKYTP0usVms3wEQfU1CYaESNFl12DoGeHmRJGpUQ5VUrczhW30dVywBPvlXJl6++hsq+ao73VbG/4zDL0xaPg+XjhyY+nrhL1uOpqcZbX4evpQVRpyPu4ksR1GoY5x1zWZZ55h0rgaCEKqGN2CQvG/KvGNcxI0mUxsR9C+7hN4f/RLOzjT+VPcHX5981btUJREFgTm4Cc3IT6BnwsO1IG9tL22jucvLMO/+8Sd+23kJxTjgi6OPmnbxV/z4CAncW38qs+IkT0ZS8nnDlkcwsJUdaYdIQBIHopctQGYbWXxFFgbuvms2PntjPwcou9s5MZOWJ0sOfJEpr4rZZN/Fw6eO8Xv8uRfEzyTIrKVmno6y7giPdR9GptNxc+IUzRmIdrOxClmFObgJG/dDpg5LXi6DVIqjVqNThpfEn7+vB3l68TY34WlowzV8wZEndiSQmSsd3Ny7koc3h6iS/fP4I589Lo7XHeSq6wnsGMdkEs470pCjSE03MSDSRkRRFWoIR7RgqVg2FLEk4Du5HHRuHsdASXh8oKExhwhVJCnAdqyDQ1zfq7/+CgkS+/8VF/O7FMupb3UQ7LiSYu53nKl/iP5b9G1rV9K6UNJEMqYFhsVh+D1wHpAI9QK/Vai22WCxFhMuaxgE2wmVNrSfOmdBjwyQHqFdSSBQihRwKgSiOKZS9d8DLfz2xH48vyG2XFqJP62DT8RcwqY3854rvTHqJpdFef5LPh7exAU1CApqE4e1+jZXtpW089XYlgtqPbu4O7px/A0tTF07I2JGk12PjN4f/hM3Xj1alZVHSPFakhSNJxjttIhCUOGjt4qPDLdS22rl6VQ7XrskDYE/7QTYdfwGALxXdyMoZS8fVls9ee67yMrwN9cSuu3hMZXwVFIbDcOY+WZaH9Z08OTcZdGp++pVlxJtPH4n2YtWrbG3ZRbIxke8vvR+dspj9FN6gl5/u+xX9vgFumHkNazNXn7Ht/2w6RFXLAPdcNZuVcz7vNPoksizj2LsbORDEfP6aM/5N/e1tuMrLkLxedDk5GGfNRtSMz99oNPfefqeP/91cQudpKk2ZjZpTjor0JBPpSVHMSDBh1E+s80CWZZwlh/E1N2GaOx9DXt6Ejq8wNMpzx+mRg0Fs77+HOjYW88pVY+qrd8DLb18spbXHhUoTQD3zAJfMXsB1BVdFyNrpxSdSSIatgTFsEc+zgBwUB4bCOCAFwuGao13I7D/eyZ9frUCjFvnP25fwSuvzVNqqWZw8n7vmfDGSpo6Y6XL99Tt9/PDRfbh9QTR5pRTPDEczTFedhC53N5uOv0TtwD91hxP18SxPW8zy1CUkGIZXj3wseHxBDLrw4vZIVzmPHd2EjMz1BVexLmvNuI//yWtP8nqwffA+uvQMohYuGvexFRSGmvsCfb04j5SES+wN4VCTZZk/vFzOkZoeZmXH8e1bFiCeZm4KhAI8dPAPtLk6WD1j+TmfF/1ZXqp6jY9bdpIVncF3l3zzjFohNoeP7zy8C5VK5HffWn1qHjsT/o4O7Pv2YJozF0N+waBtpUAAj/U43ro6oleuGrfUh9Hee20OHy9urUGvUYWdFIkm0hNNmE2T7wyTZTnsiK6vwzhrNsZCy2SbpHAapsu6bzLwtbWhMhpRx45dF8ftDfLIlnKONdhADKHNL+UHl9xMtnlqigaPJ6NxYKgefPDBcTRpShEL3O/x+JlOPhuTSYfbPTVLeSmA5PfT/8F7IMtokkZX1Tc9KYpeu5eGdgfVLf18+fxV7O3YT4uzjazodFKMk1cteLpcf4+/eZymTidiTDeGrFq+tuCuiItgTiQmjYmVM5ayJGUBepWeXm8ffb5+qvvr+LhlJzX99QhAkjERtTg+ob4adfjhoLKvmkfLn0FC4vKci1mfs25cxvssn7z2gnYHgd4eoubNR9RO/kJc4exn6LlPwGOtBECbfPoKI6daCgJF2XHsPtpOa48Lk15DfnrM59qpRBX5sTnsaTtAg6OZFEMiM6ZY+efJotHezObKlxEFka/Ou4NY3ec/v5PsLGunvL6PBTMTOW/u4J+fLEk49u9F1OmIWrhoSKe3oFKhTU5Bl5GJJjbsSPY1NyNoNIiayFW6Gu2916BTs9iSzPyCRPJmmEmKNaDTjl86yEjwVB7HU1uDoWAmxqJZ03aD4Wxnuqz7JgN1dHTEtNw0apFls1KwOX00dbgI9aVy1FbGuqLic07IWRAEjGHx4d8B/cM5R3FgTHGUiWRqI6hUBG02/G2t6HJyBy2rNxizsuM4WNlFe68bUdKwaGYqx/uqqOmvZ9WMpWjEySkBOh2uv0PWbl7dWY+gCqEtPMgVBRewMHneZJsVEaI0JizxBazNXE1+TA4SEt2eHro9PZT2VLCtZRc9nl6MGiNxutiILwjrBxp5pOwJAlKQCzLO4wv5V0zYovOT157KYECfk4uoG3uJQAWF4TDU3CdqNIScjmHP/XqtitQ4I/uPd1HZ1M8iS9Jpq0WYtdGYNCYqeis51mtlXmLxpKcSTjYhKcSfy57C7newLvN8VqQtGbT93z6qxubwsWF17inx4TPhravF19JC9MLFqD9TPWswTjpSpYAfx57deOvrEFQq1LGRmYenw713pIQ8bkS9HtOcuYrzYgpzNl57kUTyenGWlSLqDagMY9MoE0WBBQWJIMhYmwbw9Jmp7Gpg9azxTxmeSigOjMFRHBgK44JoNOGtr0PU6UYt7KNWiRRkxLCzrJ3aNjtrLcX0ys10urtwBdzMTZwdYauHx1S//tzeAL99qRSfP4Qms5LUNLiz+FZU4xSVMFkIgkCSMYGFyXNZk76KBEM8roCLHm8fzc429rYf5EBnCd6QjwR9PAb12HcIWp3t/P7Io/hCPpanLuYWy7UTuitw8toL9HQjanWjdg4qKIyG4cx9osE4ork/LcEUjrbrcFDXamf1vDRE8fOL1KzoDLo9fTQ7W6my1bA8dTFq8dwVOvyoeQf7Ow4Tr4/j7rm3DRp11tLt5B/b6tBqRO64bBZq1ZnnLFmW8VRWoooyYRhlRICgUqFNTyfksOOtryPQ1Yk6NhZRP7YHm6l+7x0JkteLoFajjolFm5p6Tj2YTUfOpmtvPJBlGXd5KZLbNWgp7eEiCAJFWfFIWjtVDS76ekVUBg+WGedOZR7FgTE4igNDYVxQGQwEensIdHaiz80b9c05NkqHRi1yrMHGsQYbt61ayaGegzQ6WsiPySHRMPLa02Nlql9/mz+oxtrUjyqqH3VOBXfN+SIpprN70teoNGSbM1g1YxmLk+ehU+no9fTS5+unylbLx807qe1vAMDud9Du6qTV1UGLo40mewsN9mbqBxqpGainylaH9UTlm4reSo72Hqe0+yglXeW8WfcerqCb+YnFfHn2LRPuFDKZdDj77Axs34bk96FNGVyIT0Ehkgxn7lMZDAR6ugn0dKPPGd6OWVFWHPuPd9Le60ZGZlb25x0fgiAwK6GQ8p5jdLi76Pb0sjDp3Ny17vX08fjRTYRkiTtmb2RG1JnnAUmWeeSVo/TZfaxZMINFhYOnXwqCgDY9A21KKuIYKmGIGi3a9AzU0Wb8ba14G+rRZ2UhqEcfOTnV773Dxdfagn33TjQJiaiMQ1fuUZh8zpZrb7wQVCpkWcbbUI8mJXXMURgnmZWeSo3rON0dGqqabSwrTiBqjI7Q6cJoHBjnrktfQSGCGAoKse/dTaC7a0wPWuuXZXG0ro/jjTbe2NrDZcsu5o36d9lc+RL/vuwB9GolhP4k1iYb2460IQgy6txylqYumNCynlOBVFMKXyi4gqvz1lNpq2Zv+0HKuiuotFVTaasec/+FcQWTGtHiqa0BScKQN7iwnoLCZGEsmoXkH/5i36BTc/dVs/nf5w7z5p5G5uUnUnAaPQydSsvdc2/joQO/p6SrjI9jslmXeX4kTZ/yyLLM36u24JcCLEqex5zEWYO231nWTnXLAGaTluvXDF7dIuR2I6jViFotQgRS0wRBQJeejiY5iWCf7VQEhhTwj1ulkqmOv7MD5+FDqOPiUMecWbNEQWG6oc/Nw1tbg6eqEs3ylRHr976LL+WBundxDxj5vzc+4n82bjino+8GQ/lUFBQigCY5mdi1F6E2m8fUjygI3H3VbH70xH4q6vsozikgM6qcZmcbr9W9zU2FX4iQxdMbfyDEk2+HBfRUM2owRYe4ruDqSbZq8lCJKooTiihOKMIVcHOos5Ty3mPIsoxKUKEW1ahF1en/L6hQnXhNLahRieHXjWo9sxOK0EzSzTPk9eKtr0ObnoEq6tzWAFCYumgSRy6yXJgZy2XLs3h7XxOPvX6MB+9ail77+e9ZijGJ22bdxKNHn+WVmjfJis6gIDY3EmZPCw53lVHRW4lBreeGmRsGbWt3+3nx4xoAbrmoAKN+8OgHV+kRQi4nsesuRhAjlxonarRoU8Kirv72NpwlhzEtWIhuRnrExpgOBHp7cBzYj8psJnr5CoQxRLgoKEw1RI0GfX4B7uPHCPbbUMdGpjKcVqXhG9cs5ZfPHqWvOZbH97/Fv6y4JiJ9n20oM4qCQgQQBOGU80KWpDEtiOKiddx5RRF/eLmcf2yv519u2sBTrr+wrWU3i5Lnn1ML2DPx2q4Gumwe1EY36rQ6rsnbQIxu+AJsZzMmjZE1GStZkxG5XYHJwFFpBUlSSu0pTHmkQABvXS3alNRhl9f7wvl5lNf10dLt5IWParj9sqLTtluQPJeLstbwYdN2nji6ie8vux+z9uyf69wBDy9VvwbAhvwrhpzfX/ioBpc3SHFOHMtnDV4Vxt/Zgb+rMywmGUHnxWdRRZsRo6JwHNhPICcXU/Gcc+JBPuR04ti3F9FoxLxi1TkbgaJwdqPPzUP2+yNWleQks9JTWLmglT1H+tm/P0Rxxj5WZyyP6BhnA+dWnRYFhXHGffwY9t27kMcotLJwZhJr5qcRDEm8+XEPl2SuBWDT8Rfwh87t3MTGDgfv7GsCZMTsMnJiMlidviKiY8iShKe6Gsnni2i/CsNDlmX8/f1o09NRjaAygILCZOGtrQmnPA0TjVrk3qtno1YJbD3SRmlNzxnbbsi7nILYXAb8Dp44+hwhKRQJk6c0r9a+hd3vIC8mh/NmLBu07fFGG7uPdqBWiXxpvWVQrRBZknBVHEUVFYU+d/A0k7GiiooiZvUaDAUz8TbUM7BjG0GHfVzHnAqIJhP6vPyw80KpHKVwliJqNJjmzB2zYO/puG3dPExGAdkdw3M7DlE/0BjxMaY7igNDQSGCiHo9gd4egn29Y+7r5nUzSTDraOhwIHfOZIYplW5PL2/UvRcBS6cnIUniqbcrkWQZdUoT6ugBbimKfHUMb30dntpqOAdF86YCgiCQdMEaouYvnGxTFBSGRNRo0GVl4W9rJeTxDPu8jOQorluTD8CTb1fiOINwnkpUcVfxFzFro6nur+P1uncjYvdUpba/gZ1t+1AJKjZarht0fg8EJZ591wrAVauySYkbXCjS21BPyOEIR0OMY/TFSQRRxFQ8B/OKVUg+H0GbbdzHnCx8rS2EnM6wIF/RLEW0U+GcINDbi7vyeET71GvV3HnZHAB8Lfn8+dDzDPjOfufnSFAcGAoKEUSXmYWo0+GprhpzXwadmjuuCIuWvbGrkUuSrkFA4KPmHeesN/a9A800djpQ6/2oM6q4MOM8sqIzIjpGyO3CXXkcdWwsgkZDyO1mYOd2gv3DEkZWGAOSz4fjwH4krwdBEM6JcGuFswN9bj7IMr6G+hGdd+nSTAozY7G7/DzzjvWM0XsxOjN3FX8RURB5v2krpd1HI2H2lKPfN8DmypcAuCTrgkGrjgC8va+Rjj43qfFGLl+ePWT/IbsdbVIymgmuaqRNSSF23cXoMrMACHR3IwXOjmhKWZZxHz+G4+CBiKx9FBSmE4GebtzWyoivERfOTGR+fgKENPTVZPLY0WcJSsGIjjGdURwYCgoRRFCr0efl4+/sJDgwMOb+inPiWbswnZAk89bWPtZlXICMzKbjLxIIBSJg8fSh0+Zmy47ww4GYVUaswcSVeZdGdAxZlnGVlgJgmrcAQRCQvB5CLhcDO7bhrjyOLEkRHVMhjOTzYd+9C39nByGnc7LNUVAYESqTCW1qGt6GeuTg8BeZoihw95Wz0GtVHKrqZvfRjjO2nRmXx4b8ywF45tgLdLnPnHYyHSnrruDn+39Dh7uLZGMi63MuGrR9Z5+bN3aHnfm3r7egUQ+9pI1asJDoZcsnpSStqNWG7ykBP44D+xjYtpVAX9+E2xFJ5GAQ58EDuKus6LOyMc1fMNkmKShMKPq8PESNBndVZUT7FQSBL15SiEYtEupLo7rJyYtVr0Z0jOmM4sBQUIgw+pxcBLUaT83Yy1gC3Lg2n8QYPU1dTuSOQlKMSXS4u3i74cOI9D8dkGWZp9+uJBCU0CZ1oIrt4YbCazCoIyue5G9pxt/ViXHW7FPhr5r4BGLXXoR2Rjpua2U4j9muhPJFEsnnw75nFyGXk+hlK0ZV2UFBYbLR5xegjk9ACozMuZwYa+DWi8MloJ97v4qegTOnoVyUuYYFSXPwhrw8dvTZs0ITyR8K8HfrK/yl/GlcATez4gu5f+HX0KrOXElElmWefc9KMCSxak4qRdmDVwEIOZ2EHA6ASY/sEjVaolesBFnGvmsHnuqqMetmTQaS18vArh3429swzZmLacHCCUnLUVCYSogaLfr8Avzt7RGPwkiMNbBhdVi4P9BYzI6WA+xq3RfRMaYr53x8bigUxGbrJhicmouAri4RSdnxnXbI84vxiyKujsiketx3dRoDLj8CIRYbr8UZdNLj76NpoJmsmMyIjDGV2VHWTmVTPxqthJhRwewECwuT5kZ8HDkkoU1KRp/z6UovolZL9OIlaNNm4Co7greulqgFij5DJJD8fux7dxNyOoleuhxtcvJkm6SgMCo0CQloEhJGde55c1M5UtPD4apuHn/jON+9dSHiaaIEBEHgS7Nuos3ZQauznb9ZX+G2WTdNSkRBJGh1tvNExWY6XJ2oBRUb8i/nwszVQ+oa7TveybEGGya9mpvWFQw5jutoGUFbP3GXrkdQqSJl/qjRxCcQc+FaXEeO4DpWQaCnm+jlK6eVA0BQqxE1WozLVqBNndiUHAWFqYQ+Lw9vbQ3uqkrMyyIrKn/p0kx2H+2grQeCbXn8XbWFtKgU8mJyIjrOdOOcd2DYbN3o9UZMptQpuQBQq0WCQcWBMV2RZTli15XR7sXh8qNRi6SZAphc0bR2NzEjOg21ePZ+lfudPl746IS6f0Y5Wp3MzYVfGJfvqz4nB1129hn71s2YEX5AEcPHg3Y7giAolTLGgiwDQth5kTJ4+UMFhelAyOlEDoVQx8QM+xxBELj9Mgs1rQNYm/t5b38zly3POm1bg1rPPXNv55cH/8C+jkPkxWRHvBLTeCPLMltbdrGl9i2CUpAUYzJ3Fm8kMzp9yHPd3gB/+zB8T7hxbQFm4+BlOv2dnfg7O8PCnVPAeXESUaMlaslSNI3JhFzOaeO88Hd0oE6ID0eSrFw1JdfOCgoTiajRYrAUgSRHdN0PoFaJ3HZpIf+7uYRQRz6BxDYeLX+W7y39FrG64d9jzjamx2w5jgSDfkwmszIBK0QcORQi5HQijSAfejDionSo1SKBoIQQMqDRG4hWGXmv8eOI9D9Vee79Kty+IIb4flQJ7VyWczGJhtHtcp4Jf1cXvpbmYd14RJ3uVF17V3kZ/ds+xlNbo2hjjBAp4EeWJESdjpg1FyjOC4WzAlmWse/ehau8dMRpAWajljsuLwLgH9traeg4c6rajKhUNhZdD8CLVa/SaG8evdETjMPv5E9lT/JS9WsEpSCrZyzn+0u/NSznBcBL2+qwu/zMzIhh9by0QdvKkoS7ohyVKQp9Xn4kzI8ogiCgz8nBVBzzEjaWAAAgAElEQVSuOBCw2XAdq0AOTb1SubIs47ZWYt+3B09VWKxTWTsrKIQx5BdgmDlzXL4Tlqw4zpubiiwJaFoWM+Bz8Fj5swTOYVHPc96BAcoErDBOCAJIEpLbHZH8VlEUSIwJaz7YnX5iNHEICLzT8BGtzvYx9z8VOWTt5pC1G7VaRso8QpopmYuz1kR0DCkQwHWkJKyePsK/U/TiJWiSknEdLce+e6ciPjlMpIAf++7dOA8fApQ5WOHsQRAEDBYLgd5evHW1Iz5/QUEiaxelEwzJPPLKUdzeM+tpLEtdxJr0lQTlEI8d3YQz4BqL6RNCRa+V/973ayp6KzGpjdwz93Y2Fl2PVjV4FMVJalsH2FbSikoUuH295bRpNp/E29BA0OHAVFw8LSIcAp0deKqraPnHFuz79+JtakTyeifbrLBY56GDuCuPo8vMwlg0a7JNUlCYcsiyjK+5CX9XV8T7vnFtASa9GmefCYM9n3p7Ey9WbYn4ONOFqT+bKyhMUwRRRDQakaVQxBYgeq0asym80LM7QuhUOkJyiE3HXyAkTb0dm7Hg9gbY9L4VAFWGFVHn5RbLtRFPl3EfP4bk9WCaP3IBMlGvJ3rZcqIWLiJkt9O/9aNpryo/3kgBP/Y9uwnZB9BlnP36LQrnHrqsbLRpabiPVRAcGLmo2y3rZpKdEk3PgJcn3qoc1AF+3cyryTZn0ue18XTF35DksUWCybJMj6ePAV9khYoDUpCXql/jkdLHcQScFMbm84Nl97Mgac6w+whJEk+/Y0UG1i/LIj0pashz5IAfbXIKmtTBIzWmCsaiWcSctxpTbg6h/gGcJYex79196ngoQhsiI0HyesMVotpaMc0uJmrhoimViqOgMGWQZTzVVbiOlIxYzHkozEYtN64N6/0EmotQSTp2te1nR+veiI4zXVA9+OCDk23DRBEL3O/x+D+1yep0DhAVFTtpRg2FKApI0thvVo8//hd2797JsmUr2LLlJUpLS5gzZ94Z27e3t/HRR+9T9Akv+3e+8y2Ki+diNpvHbM+5gqBSQUhC9vsRNJqI7ADpNCrcviCBoIQU8GL11NLp7kar0pIfmzt0ByPAZNLhdk+OwO1z71dT1dyPKdaLnHmEFWmLWZd1fkTHCPT24i4vRZ+bhz4nZ1R9CIKAOiYWbUYmSBK6rCwEQUCWJCWy4DOccl4MDIQ1LwYRfpvMa09BYSzXnyAIaBKT8DU3EejqQpeZNaK5XyUKzM6JY9fRdpq7nJj0GvLTT5/rrBJEZsUXsr/jMG2uDkRBYGbc8FIlZFmm3zeA1VbDvo5DvN+4lZeqX+P9pq182LydAx2HaXG24w56MKj1GNT6Uc1p7a5OHi59nLKeY4iCyDV5l7Gx6DqMGsOI+nlvfzN7KjpIjNHz1S/MQa0a+jPVJCaizciYVnOxymgicWYOodQMdGlpaBISUZlMyKEQtvffxdfYSMjlAgREg2HcI0ukQABvYz1RCxaiz86ZVp+lwshR7r2jRxAEVDExeOtqkYNBtCmRFbfNTIniWIONjj4PM80WbDorx/uqKIwrIF4/dZ9lh0IQBIxhLaPfAcPy+isOjGnqwAgGg4gjuGmVlBwiGAyybNkKiopmD+q8AKiutrJp01Ns2HDdqdcuvfRyxXkxCgS1GtnvB0lC1A4vTHbQ/gQBrUbE6QngdttJ1BVQ6SyjdqCBhUlzidKaImB1mMm4kcmyzLv7m3lrbyOiCELBHqIMar467w50wwwzHtY4koRj3x4ElYropcvHvAgUNRq0KSkIghB+UN++FdFoRBU19C7huYJj/16CNhvRS5ehHWJHVFlEKUwmY73+BLUaVXT4fqlJSh7x/GIyaEiJM3KgsovjjTaKc+OJjz592WiD2kBG1AwOdJZQ3V9HjjmLJGPi59rZ/Q6qbLUc7Cjhw6ZtvFz9Bu80fsjhrlJqBxro8fYRkIJEa6IQBLD7nbQ42yjrqeDjlp3saT9Ik6MFV8CNTqXFpDEO+jAryzI72/byaPkz9PvsJBkS+Mb8r7A4Zf6IH4J7B7w8sqWckCRz7zWzSU8cfF4NOZ2EBgZQmUzT8oH75PUn6vWoTCfu6ZKEaDAgB4P429vwNTfhratFZTCOSDB2uAR6exH1ekStFn1OLmpl/XdOoNx7x4bKYEQO+PHW1aFJSkJlNEasb0EQyEkzs/1IG929IZYWzqDN30BFbyVLUhagV5/+HjHVGY0D4+wtXTBKHil9goreynHpuzihiK/Pv2vQNqtXL+HOO+9hx45t+Hxevva1+1izZu2nju3Zs4vly1dyzz1fY9Omp9i27SNCoRCJicl873v/QUJCIk6nk//5n59QV1dLfHwCKSkpxMWFhQ8ff/wveDwevvnN+wF49tknef/9dxAEEYPBwCOPPMavf/0Q7e2t3HHHrWRkZPCznz3EDTdczUMP/Ya8vAJaWpr55S9/Tn+/DZVKxb33foMVK1adsvPee7/O9u1bGRgY4Bvf+BYXXnjRuHym0wFBFMMLkAiGXOq1asxRWpx2+HCHk2WrlrK/+wCbjr/IA4u/NmQJuqlKMCTxzDtWdpaHNT1MObUEDS6+UHA90drIOgIEUcRQNBtBo0ZQR3gqDIVApcJxYD/m5SvRJCVFtv9piqFoNnqfd0jnhYLC2YA2JeWUOO1olOmXFCVz8ZIMPjjYwp+3HOVHdy4jyqA5bdtZCYVcmXsJb9S/x1MVz/Othffi8DtpdLTQ5Gih0d5Mv2/gc+cZ1QayzZlkRWeQZc4gOzqDWF0MkizR4myjpr+e6v46avvrsfn6OdBZwoHOEgCitVEUxOZREJvLzNg80kwpp+49Tr+L5ypfoqynAoAVqUu4sfCaUS+wn3u/Cn9AYokliXn5n3fOfBZXRTnB3l5iL7n0lOjydEdQq9Fn56DPzkEOBgn09ODv7DhVBcvf2YmnqhJNSioqUxSCWoWg1qCOjUVQqcLCoIIwpDNNlmW8NdW4jlVgmjMXQ37BtNAPUVCYKhiLZuNvb8d5pITYtRdF9PuTmRzFpUszeWd/E63HkimYl0fNQB2Plj/L/Yu+iuYsrkr4Sc6NdznNEEWRp57aTFNTA1/96leYO3c+cXHxAOh0Oh577BkA3n33LVpbW/nLX55CFEVeeeUl/vjH3/KjH/2MJ598FKPRxObNL9Pf389dd32Rdesu+dxYb7/9Bjt3bufPf34Co9HEwEA/oijywAP/j4cf/h2PP/7saW388Y9/yIYN13LVVV+gvr6Ob37zHjZteom4uDgATCYTjz32DGVlR/iv//rBOe3AAE49IMuyDLIckcksNkpHlyjQafMwu30OMUYr9fZGtrbsYl1mZFMtJgKH28/DrxylqrkfrVpk1iInVVSTF5PNyrSlER3r5MOEbsaMiPZ7ElFvwLxiFfZdO7Dv34t55Xlo4uPHZaypjhQIEOjoQJeZiebE/KCgcC4RsNlwHy0jetkKRJ1uROfetLaA2lY79e12nnjzOPddP/eMjpD1OeuoszdyrNfKLw789nPH9SodmdHpJxwVmWSbM0jQx5+2P5WgItucSbY5k4uy1iDJEu2uTqr766jpr6fGVofD76Skq4ySrjIg7AzJj80lOzqDHa17GfDbMaj13GK5jiUpC0b0vj/J4apujtT0oNeq2Hhx4ZDt/V1d+Ds6MM2ec9Y4Lz6LoFajTU39TBqejCzJuI8f+1Tb+PWXIagMeKqrcFsrEVQqBLUaQa1BUKuIWb0GQa3G19JMoLcXyevB39GBLj0DfXbOhL4vBYWzAUGtJmrhIuRAYFycf9eszmF/ZSeNnU5uCF1Cr+7vNNibeMH6CrcW3TAto85GiuLA+AxDRUhMBFddtQGArKwcLJYiKirKWb36AgAuv/yqU+127txOZeVx7rrrSwCEQkGiToSrl5Qc5P77vwtAbGwsF1yw7rRj7dq1gy984XqMxnCIYkzM0Ok0breLmpoqrrjiGgByc/MoKLCcsDNcIeKii9YDUFw8l56ebnw+H7oRLtzONmRZJuR0IAgiYgTCWkVBIMqoQRQEth5u54Yrr+KN7s28VvsOcxJmkXyaEOKpSmuPi9+/VEp3v5fYKC3nrxH5sGcHoiByi+W6iEaUyJKEfc8utGnpGPLyItbvZxF1OsyrzmNg504ce3djPu/8cQnzncpIgQCOvbsJ9vejjotT0mkUzkkEUSTY34/zSAnRy5aPaO5Xq0S+tqGYB588wJGaHt7d38xly7NO21YURO6YvZFfHXqEPq+NzOgZZEdnkmXOICs6g2Rj4qjnUlEQSY9KIz0qjQszzkOWZbrc3accGtX9dfT7BijvOUZ5T/gBOi8mhztm30KCYfTOW68/yHPvh0t2Xrcmj7jowdcR/yybakI/jvP7VESbkoo2JRXJ50Py+5ADQeRgEEEb/sw0SUkYRRE5EEAOBk/948QDVsjpxN/eBpKEsWgWhkLLOfEgpKAwHmgS/xl5K0tSRB0Zeq2ajRcV8vAr5by5q4Wvb7yVRyv/yu72A2RGZ7AmY2XExpqqKA6MaYbB8M9cKlmW+fKX7zrl8JhKaE9oPahOpE2EpmBN84lGEARErZaQx4MQCCBEQA9DrRK5cmU2r+9uYOsuN4tWLuJw72E2V77EtxbeOy1SSY7W9fKnV4/i8YXITokia0ELH/SEVZWvzl1PelRk0w289XUEenomZGdJ1Bswr1qFq7wcUT89cxNHixQI4Ni3h2B/P1GLlyjOC4VzFnVMDMbZxbiOluNrbByxYHBirIGvXDWLP7xczktba8lPNzMz4/SbDSaNkf9c/m1k5HGd/wVBIMWUTIopmdXpK5BlmV6vjZr+OuoHGkk1pbAmfSUqcWypk1t21GNz+MhOjWbdoowh23tqqgna7ZiXrzhnK2WIOt1pI300CYloEs68sWEsmqWUR1VQiDCeujr8Lc2YV58fUSfGosJE5ucnUFrby879Lm5ddgNPH/sb/6h5nZUzlp71qSRT/+nmHOTNN18DoLm5iaoqK8XFc0/bbvXqNbzyykvY7eFyZ36/n+rq8E7FokVLeeut1wEYGOhn+/aPT9vHeeedz5YtL+N2u061BTCZonC5nKc9x2g0UVBQyNtvvwFAQ0M9tbVVZ7RT4Z8IWh2CSo3k8SBLYyt3d5Krz8shMzmK7n4vYvtcojVRVPfXsbN1X0T6H08+PNTCb14sxeMLMX9mHKbiQxy07UUtqrl91s2szzl95NBoCblduCuPh3PT04deDEcCldGEeXk4dFyWJEIez4SMO5nIwWDYeWGzEbV4CboZ6ZNtkoLCpKLPy0eblIzraBkh5+nvrYOxcGYS65dlIskyf361AscgInuCIEy481oQBBIN8axIW8LGoutZm7l6zM6Lpk4HHxxsQRDgy5dZEMWhowFEnQ59Vrais6OgoDAlEPV6ArY+vLU1Ee1XEAS+eEkhWrXIvmOdmDw53Fx4LRdlXYBaOPudt2e3e2aaEgqFuPPOW/F6vXzve/9xSv/is1x22ZUMDPRz3333AiBJEtdeeyMzZxZyxx1384tf/Jhbb72e+PgEFixYeMY+uru7uPfeO1Gr1RgMBh5++FHy8wvIysrmtttuIjs7h5/97KFPnfejH/2MX/7y57zwwmZUKhU//OFPTulfKJwZQRBQGY2EHA4kj+ef6uJjQK0S+cqVs/jp0wfZcaSTL1x2Je/2/Z0ttW9SnFBEgmHq/V2CIYnnP6zm48OtAJy/OJ5qw5sMOAeI1cVw79zbyTZnRnRMWZZxlZYCYJq3YFJCY51HSgj29WI+73xUhpGVEJxOBLq7ws6LRYrzQkEBwnN/1KJF9H/8Ed76OkxzB68EdjquvyCfmtYBalvtPPrGMe6/cT7iWRriL0kyT79jRZJlLl6cQU7q8Cpg6LNzQNFtUFBQmCLoZszAPyMdt7USbWraKdHdSJAYa+Dq83J4eVsdm96z8pOvLEOjPvudFwCCLH++ROdZSg5Q39vr/FRZ0o6ORlJTsyfNqM+yevUS3ntvO8YTZXfUapFgMDI79QpTh5DHgxwMooqKGtOD9Cev39d21bNlRz0JZh35Kxsot5WiFlQY1Ab0ah16tR696uRPffi1k7+rdRhOvKZT6TCcaFuUlYOt1x2ptw2A2xvgkS1HOdZgQ60SuWCVngOB1whIQXLN2dwz93ZidJGb4E8S7LcxsH0bxjnzxlX7YjACNhuOPbsQ9Hpizjt/xIJ+04mQyzUmB11SUjTd3Y4IWqSgMHzG6/oLORxhDaRRhhL32b08+OQBnJ4A11+Qx5UrcyJr4BTh48MtPPteFbFRWv77nhUYdIPvt/naWpEDAXRZ2WeFboMy/ylMFsq1F3kkr5f+jz9EFR2N+bzzIzpHBUMSDz55gLYeFxtW57JhdW7E+p4oRFEgISEKIBdoGM45Y47AsFgsVwE/BYQT/35stVr/YbFYCoGngQSgF7jdarVWnzgn4scUFKYTJ/UQIjmJXbEim5LqHho7HBS2zSM9qYtWZzuOgBNHYOQhywAJZXFcnHkBK2csi0g+XafNze9eLKOjz020UcO85U52u94CYFXaUm6yXDtueXvq2DhiLrgQVfTk1bLXxMURvXwF9j27se/ZhXnVasQIaKFMBWRZxlVehjYtDW1SckSiixQUzjZO7r5JXg+S14c6dmjh7E8Sb9Zz91Wz+e2Lpfxjex0F6TFYsqZelN1YGHD6eGlbHQC3Xlw4pPNC8vlwlZaiMpnQZU2dDSkFBQUFCK/5jcVzcB0pIWjrQxOfELG+1SqR2y4t5H83l/DmnkZWzE4hJd449InTnDE9KVgsFgF4FjjfarUetVgs84BdFotlC/Bn4GGr1brJYrF8CfgLcDKhfTyOnRXs3Hlwsk1QmABOOi5kSUIOBCKyE38yleQnTx1gT3k3/3bjbVgWm/EEfXhDXrxBL76QL/x70Is39MmfJ9uEX/MEvQx43fS4bfy9agvvNn7MpdlrWZW2FI1KMyr7KhttPPxKOS5vkBmJRuKLrRx2VSAKIjfMvIY16SvHbecs6LCjjjajHkaVnfFGk5BI9NLlOPbvxXnoIOaVqybbpDEjyzLuinK89XWIOh3apOTJNklBYcoiyzKOA/uRvF5iLlw74lKf8/ITuGJFNm/tbeTPr1Xw4zuXYTadPY7Q5z+sxuMLMi8/gcWWpCHPcR+rQA4GMM2fnNRABQUFhaHQZWahjotDPQ6baJasOM6bk8quox1ser+Kb988+rLV04VIbHVKwMnagLFAO5AILAIuOfH688AfLRZLEuEojYges1qt3RF4HwoKE47k8yH7vKBSIarH/nXMSIpiw+pcXt5Wx1PvWPnpV5YRo49GHzDiDATAF8Dv8SO7AwQ8ATyeAA5PAKc7gNMTwOEO4PT4cXoCBEMyWq2AaHTQre9mc9te3orbzWWWFayesXxEjoztpW08+66VkCRTlBOFK307tZ4uojQmvjLnSxTG5Y/5vZ8Jf0cH9n17MC9fiTY1ddzGGQnalBSily5D1J8dOhieKiue2loM+fkYCi2TbY6CwpRGEASMxXOx79qBq6yM6MVLRtzHtWtyqWnpp6plgL++XsEDNy0YlsjlVEaSZJ7/oJr9x7vQqkW+eEnhkA6JQE833qZGDDMLz7ky1QoKCtMHQRBOOS+C/f2oYmIi6nC9cV0BR2p6qGy0EQxJqFVnd52OMWtgWCyWi4C/Ay4gGrgCCADPWK3W4k+0OwZ8ibAjIqLHrFbr4WGYmgPUf/bFiopjzJihhBwqTA6yLBMYsCMIoDHHhK/yEdDW1khx8exPvRYKSfy/P+6gqqmfKIMGf1DCHxh5GVuNWiRwOv0VlR+d2U1xdjIXzZ3DrOxEEmP1p52IQ5LMU29UsGVbLQArF5up1L6GN+QlOzaD767+KsmmyIXSfRYpEKD9rbcRNVpS118yZcvquZuaMKSnT1n7BsNhrcJ2uARTbg7xy5cpO6AKCsNk4GgFA+VHSVi5AlPOyNchvQMe/vXXWxlw+rl1fREbL52+zkOvP8ivnjvE3qMdqFUi3/7iIlbPH1wAWJYk2t96B2SJ1Msvi8gmgIKCgsJ44u3ooOvjbSSsWI4pNyeifbd1O3F6AhRO37TCidHAsFgsauAHwAar1brLYrGcB7wA3DaWfseTz4p4SpI0pUUyFRHPcwCdnqDLieR0jbgyhSRJpxVb+vJ6Cz95+iBOTwAIp5dEGzVEGcL/Pv1/bfj/Rg1R+vAxk0GDTqNCrddw6Gg7DR0O6tvt1LTZcHu0+GxaDtv8HD4S9h1GGzXkppnJSY0mJ81Mbmo0Wo2Kv75WQWltLypRYOFimVLhReSQzMLkedw26yYEt5Zu9/iJRTnLSvH1DGBevYaevsiKkUaKYL+N/m1b0aWnE7VoSUTrhI83sizjamxDNicQyi2ip2d0WiunQxESU5hMJuL6k5My8Ovqadm2mxhBh8o4ct2Yu6+cza//foTn360kPU7PrJzTVy2bytjdfv7wUhm1bXaMOjX3XT8XywzzsD5/OWcmgkpFr+3sKk+tzH8Kk4Vy7Y0vsmDArzPRsmMvsWrTKU28SKAB4gzqaff3+4SI57AZUwSGxWJZQjgqYvYnXjsO3AG8CyRYrdaQxWJRERbdnEl4j7kqkseGmUKSwzSoQvJZFAfGuUHI5UIOBMJVSUawizTY9ev0BPD6g0QbtGg14qh2xj97I5NlmT67l61Vx9hTU0W/TYXkMkPo8/nXWrWIPyhh0qvJWdBBnXQQAYGr89Zzafbacd+pD/T2Yt+1A31eHqY5Iy9ZOJF4amtwHS1Hn5WFacGiaRHFIEsSgigiyzLIcsQdL8oiSmEymajrL+Ry4amqxFg8d9SCvq9sr+P13Q2YTVp+fOdSYqKmT3WjTpub37xQSpfNQ4JZx/03LSA9cWhHjizL02KeHC3K/KcwWSjX3vgTdNgZ2Pox2rQ0opcsm2xzJp3RVCEZ64qzBciwWCwWAIvFMgtIAaqBI8DGE+02AiVWq7XbarV2RfrYGN/DtMbhcPDcc0+PuZ/29jauvPKiCFikMBpEgwFBq4UIPgRGGTQkxhjQaVURW+gJgkBCjIHrly7ml7fcwrduLGbmBVZ087ahyT+CMb2VlBQBvVaFPyiRFKcjYUE5ddJB9Cod/zLvy6zPWTchC0/J7UYVFYWxaPbQjScZQ34BxqJZeJuacJWXMdXLW/u7uxjY+hEhtwtBEKZV1IiCwlRCZTIRtXAxolY76u/9htW5FGXFYnf5+ctrFZ/apJnK1LYN8N/PHKLL5iErOYp/v23JsJ0Xjj278VQrRegUFBSmH+poMwZLEb7WVvztbZNtzrRkTKtOq9XaAXwNeMlisZQCfwPuslqtfcBXgfssFksVcN+J308yHsfOSZxOB5s3PzPZZiiMEUEUURmN0+pBUBAE5iUV8/2l3+Lry24mL0eFnF6OPfttzEu3s/4KP9Ks9+mWGkk2JPLdJd9kbuLEORN0mZnEXLhuRBEtk4mh0IKhYCa+hnqCNttkm3NGAn19OPbvA0FEUI+uIo2CgsKnCbld2HduJ9g/8u++KAr8yzXFmE1aKpv62bLzc3JfU46Sqm5+ubkEpyfAnNx4vvfFRcRFDy9yxNfUiL+7C0GrzD8KCgrTE0PBTDQJCUiBwGSbMi0Zs4jnNCKHaZJC8uMf/5CmpkYCAT+ZmVl873v/idls5o03XuXFF/8GgEaj4aGHfsMvfvET9u/fS25uPnq9nj//+QluuOFqHnroN+TlFQB86vc//vG3HDlymEAgQGxsLD/4wX+RmppGe3sbd999G2+++eFkvvVzHjkUQvJ4whEZwxB0HO/rdyShhLIsc7T3OG/Vf0CTo+XU67PjLdxZfCtGzcRU3Ag5nQT7bWjTM6ZdiLEsywRtNjTxUzOPPTgwgH3XDgStjpjV50c0d/OzKGGsCpPJRF9/kt/PwNaPQKUi9oK1o3K8Hm+08X9/KwEZ/u3m+czJHT+B5LHw4aEWNn9QhSzD6nlp3L7eMmzFfMnrpf+jD1CZYzCft3razfHDRZn/FCYL5dqbOM72VLjhMpoUkumxNTmB/PbFUspqe8el73n5Cdx/4/wh2/3rv36H2NhYAB577E8899zTLF++kmeffZJHHnmMhIRE3G43KpWKBx74HnfffRtPPbV5WDZ86Ut38M1v3g/A669v4U9/+j0//vEvRv+mFCKO/P/bu/P4quo7/+Ovc9fsCwk7BEiAw76EsIoFlApqR1t/nTq2Lkx/7toyba0zto7VVjtt7VStUm2trVJsx3ZstRZFKlYERSDsm4edsCRkgZDkJrnbOfPHDREk7Elulvfz8cgDcr73nPO59/HNufd+zvf7+UYisSRGcnK7urAZhsHI7GGMyBrKloqPee/ABwxIy+HKATNxGa0zssRxHAKbNsSSAF27Yfjbz1xwiL2Gx5MXodJS6nZsx9+3L/5eveM+kiRaU0PVRx9ieDykTZnSoskLkc7G5fORMnYcVSs+ILBlMymjx5z3MYb2y+TaqQN4bdkenvnzJr5waS4zC/rgbiMj+2zH4dX3dvHWyiIgNvXlmkv6n9f7XGDLJpxolJTRY9rV+6OIyKcZhoHjOIQO7MeVmIg3u2u8Q2o3lMBogxYt+huLFy8iEglTX19Pnz452LbN7NlXk5WVDUBSUtIFHfujjz7gz3/+E3V1tUSj57+0prQsw+3GlZhItK4WIxzC8LWvL+AQuyCPyB7KiOyhrX7u0KFDhEpLSR45Clc7S158WrS6Cruujpp1awls2oi/V2/8OTl4umTF5YO74fXiSU8nafiIC1otQUTOzNu1Kwl5A6nbuQNf9+74evQ872N8bkp/So/W8eHmEl55dycrNpdwy5VDGNAzrQUiPnfhiM0LC7eyalspbpfBLbOHMHXU+T2/aE0NoUOHSBw0GHdqagtFKiLSimyb2u0WOA4Z7Wjac7zpVfqUcxkh0ZI2bFjHay26H14AACAASURBVK+9yrPP/obMzEyWLHmbv/zl1fM6htvtPmmaTCgUAqCkpJinn/4Zzz8/n169erNp0wYeeeTBZo1fLp7h82GEQth1dRgeb7uqixFPdjhMYPNGPBkZJPQfEO9wLlpi3kAScvOIHDlCsGgfwUMHiVRWkj59BgB2OITLe2GrFpwPOxSKJdb8ftImTWnx84l0ZklDhhIuK6Vu10683Xucd7LSZRjc+rlhjB/SjQWLt1NUWsOjLxVy2bg+XPeZXBL9rf+xL1Af5plXN2HtryTB5+buL4y4oOkt7pQU0qfNwJ2sBKqIdAyG203KmLEcW76M2o+3kTxiZLxDahf0zaiNqa6uJjk5hfT0dEKhEG+88ToAkydfwqJFCzlyJDa9pba2lmAwSHJyMvX19UQikcZj9O7dl48/3gJAYeGqxn0CgQAej5esrCxs2+a1184vMSKtwzAM3ElJ4IAdrI93OO1G3cfbcIJBkkeN6TBJH8Mw8GZlkTI2ny6zriSloCA25DASofLvi6n68AOC+/fjnPD335zscJiqFR9SXbi6za+MItIRGG43qRMmkTZx8kWNtBo9MJtHb53I7Ik5GIbBkjUH+O7zH7HGKm3Vv+XyY3X814K1WPsrSU/x8R9fyb+g5EU0EADAk5Z2TvWhRETaC29WNgkDBlC/exfhI0fiHU670DE+5XcgkyZNoXfvPtxww3Xce+/tmOYQAPLzC7jppjn827/dzS233MDcuXcSCNSQlpbOFVdcyS23/At33vlVAG677U7+539eZs6cL7NixXK6d+8BQF7eQGbMmMmNN36J22+fQ69eveP2POXMDLcbV3IyroTWKXzZEXiyskk0h+DNzIx3KC3C8HjwpMaGgTuOTULeQKK1AarXFnJ08SJq1q8jWlPTbOdzIhGqV31EtOoYCf3Ob566iFw4d1IShseDE4lQX7Tvgo/j97n50oyBPDSngAE906isCTHvL5t5+tVNVBxr+eR40eFqHvvdGg6VB+idncyDNxWQ0/38p35EjlVS+e471O/b2/xBioi0AUlDh+NKSCCwfi2Obcc7nDZPq5C0wVVITuTxuIhE1JE7M8dxwHGaHFXQllYhkdbnOA6RinKC+4sIHjxI+qXT8KSnx+5WGgYuny/2RmjbOI6DOzGWEIvW1GCHQmBHcWwHbBtcLnzdugEQKimhfs9uwmWlpOSPw9+nb6s/N/U9iae20P/qdu4gsGUzqfnj8PfNuahj2bbDe+sP8urSXdQFo/i9bj5/6YAWK/K5eXcF817bTDAUZUhOBvdeN5KkhPNf9tSxbY4tfx+7tpaMy2bi8rX8tLm2oC30P+mc1PfiJ1xWhhMJ4+vZK96htCqtQiLSwTiOQ7S6GsPjVuHE06jfuxc7FCRx4KAOM3XkXBmGgTe7K97sriSPHN1Y/KnW+pjg/qKTHuvy++ky+yoAAls3EyouPqndnZyMb+YVALFhjOVlJI8aHZfkhYhAQm4eocMl1GxYjzstHU96+gUfy+UyuCy/D2MHdeUPS3ZQ+HFpsxf5tB2H0qN1bNhZzp/+sQvbcZg0rDv/etVQvJ4LuzbX791L5OhRUvMLOk3yQkQ6J2/XT1YhidbVNd50klMpgSHShhmGgeH1YgfrMbw+XN7zv4PVkdn1ddRu3YwnMxMGDY53OHF1YuXqpMFm7MuO7YDbheFyYbg/aU8cZJLQb0As4dPwY3g+mVeeMq4AXEarFAkVkaYZLhep48ZTufQfVK9eRfq0aRf9N5mZ6ufuz49gw87yiyryaTsOh4/Usq+kmr0l1ewrqaaotJq64Cerm101qR/XTcvFdYHTz6J1ddR9vBVft274+vS5oGOIiLQ3odJSqleuIHX8RHw9esQ7nDZJCQyRNs6VkIATDmPX1mKkpna6UQZnEti8Gce2Y6MPVKOhkTslhcSUgadtP1udkPa+BK1IR+FKSCC1YAJVHy6ndvMmUsaOa5bjjh6YzZCcTF7/YA+LV+1nyZoDrLFK+cpnB5M/uOtJ11Pbdig+UktRY7Kiin2lNQRDpy7FnpHio1/3VCYO786kYRf3wTtaXQ1ut67vItKpeLt0wZ2aSs3aQtI/Mx13Skq8Q2pzlMAQaeMMw8CVlIRdU41dXx9boUQIHT5M8OABkoYM1cVdRDosb1YWKfnjYiPNmtHxIp+ThnVn/tsWuw9VMe8vmxkzMJv8wV0pOlzN3sPV7D9cQzB8arIiM9VPv+6p9O+RSr8esX/TU5ov+enr1o3MmVdo1RER6VQMj4fUCRM5tnQp1as+Iu3SaRqB/SlKYIi0Ay6PB8efgBOJ4DhOp78b5dg2gc0bYyMNBg6KdzgiIi3K3zs2hcJxHOy62matiZTTPZXv3Diuscjn+p3lrN9ZftJjuqSdmKxIo1+PVNKTW2aKmR0OEyo+hL9vjpIXItIpuZOSSS0YT9VHHxJYt5aU8RM6/Wf/EymBIdJOuBISAHQB4/jc8AIc29YHXBHpNGq3bCJ48CAZ06Y36zLbJxb5fOPDvVTXhhoTFjk9UklLap16OI7jULtlM8GifXjSMy6qcKmISHvm7dqVpGHDcSKReIfS5iiBIdJOHE9cOLaNEw532joFjm1juFx4Mpp3OLWISFvnz+lP/d69VBeuJm3K1GaviZSZ6ufmWWazHvNc2fV11KxbS6i0lMSBg5S8EJFOLzHvk3pmxz//CuhVkNMqLj7E1Vdf3qLnePPNN3jwwftP275hw/om2x977GFeffWVlgztnNx77+188MGyFj3H1KkF1NbWNv5uB4NE62qxI+EWPW9b5DgOVSs+JLBlc7xDERFpdZ60NFLGjCVcUUHt1i3xDqfZhEpLqfzHPwhXVJAyeixJw4bHOyQRkTYjfKSCyneXEK2piXcobYISGNIoGj21SFe8LVv2HpdeOj3eYQAQaSNDuFwJCRguF3ZtHY4T72haV+jAAcLlZbiTm2/+t4hIe+Lv05eEAbnU7dpJ8NDBeIfTLAyXgSspkfRp00no319TJUVETuBKSMQJh6le9RF2uPPdwPw0TSFpwrEm7qj7e/UmYUAuTiRC1coVp7b3zSEhpx92MEh14apT2hP6D2gswnU6xcWHuPXWm1i4cMkJv9/MwoXvNLbNnv05CgtX4jgO3/rWfzB69NgztgGsWLGc+fN/QzAYwuv18rWvfZMRI0aydm0hTz31U0xzKNu3W9x2211ccsmlp8T19NNPNHnct976G3/4w+8wDINevfpw//3fITOzC2+++QZ///siUlPT2L17F6mpKTz66E/IysomHA7zxBM/Ye3aQtLTMxg06MxDVVesWM7NN3/1jI+pra3lyScfZ9u22N2o2bOv5itfuYWior185zv3s2DBH4lEIlx99eXccsv/58tfvpklS/7OsmXv8fDDj1FeXs6TT/6Ew4dLCAaDzJw5q/GcX/ziP3H55Vewdu1qcnMH8sADD51y/sLCVbz44vNUVVVx2WWf5Y477gHgwIH9PP74D6msPIrb7eb22+9h0qQpQGxUxe23383777/HsWPHuOeerzN9emy0y9Kl7/LLX87D5/Mzffplp5zPMAxciUlEAzU4negiZodCBLZswpvZBX+//vEOR0QkbpJHjMSur2vXUwkjVVWEy8tJzM3Fm92V9M9MV+JCRKQJ7qQkUsePp2rFh9SsW0Pq+Imd+nqpBEY7cuzYMQYOHMTXvvYN1q4t5OGHv8srr7x2xrayslJefPEFfvazp0lOTmH37l3cd9/X+fOfFwKwZ89uvv3t7zBixKjzOueBA0U899wzvPDCArKzs3n++Wd54onH+f73/wuAbdu28tJLf6B79x78+MeP8r//+wp33HEPr7/+KsXFh1iw4E9EIhHuuec2evbs2eS5d+/eRVZWNmlpaWd8XV588dfYts38+a9QWxvgjju+Sm7uQCZPvoTa2gDl5eWUlBxiwIA8CgtX8+Uv38yaNasoKBgPwKOPPsScObcyZkw+4XCYuXPvYujQYYwfPwmAQCDA88/PP+359+7dzbPP/oZQKMSdd/4rI0aM4pJLLuWRRx7k2mu/wOc+93n27NnNvffexoIF/0tmw1J4ycnJ/PrX89m4cT0PPfQA06dfzpEjFfz4x4/x3HMvkJPTn5dffqnJc7q8XhyfHycSJnzkCN4uXc74GnUEtdu24oRCJE+e0qkv2iIihstF2oRJjb+3p9WpHMehfs8earduxvB68ffti8vrbTfxi4jEgzc7VtQzsHkTddstkswh8Q4pbpTAaEJ6E6MQjjM8njO2u/z+M7ZfDK/Xy6xZVwGQn1+A3++nqGgfycnJp23buHE9Bw8e4J57bm88TjQa5ciRCgD69Ol72uTFmc65fv0aJk++hOzsbACuvfY65sz5cuN+o0aNpnv3HgAMHz6C1atXArB27RquvPJzeDwePB4Ps2ZdycaN65s89/LlS5k6ddpZX5fCwlXMnXsfhmGQnJzCzJlXUFi4ismTLyE/v4A1a1ZRXHyIa6+9jpdfnk84HKawcBU33jiHuro61q1bQ2VlZePxamsD7N27tzGBMXv21Wc8/4nP5/hojbFj89m5cztXXXUNAAMG5DJwoMmWLZuYOvUzAFx++ayG12ck5eVlBINBtm7dzODBJjk5/QG45prrePbZp5s8ryshAcPj6RTTKexgkNDBAyTk5uFJz4h3OCIibUbtx9uIBgKk5I9r80kAOxikZv1aQiUl+Lp3J2XsOFxeb7zDEhFpFxJy84gcO0a0urpdJa6bmxIYbYjb7ca2PylqEAqFLvqYjuMwceJk/vM/v39K2969e0hMTLroczTF5/tkyTWXy31B9TWWLVvaOKLjQo0bN541a1Zz6NBBHnroB6xfv5Z33nkbx4FevXpTWxvAMAx+/ev5eDxN/zkkJTXfUnUnOv4auRuWAT3f18hwuXD5fLj8/g5/EXP5/aRPvwxDH3RFRE7mchE8sB9PZhcSc3PjHc1pOdEox95/DzsYJHnkKBIG5Hbo9y0RkeZmGAYpY8aCYXTq66eKeLYhXbpkEYlEOHBgPwB///uik9rD4XDjtg0b1hEMBunXUAvgdG0TJkxi5coV7N69q/E4x2tFnIvTHTc/v4AVKz6goqIcgDfeeI3x4yec9XjjxhWwaNGbRCIRgsH6U57jceXlZYTDYXr27HXWYxYUTGDhwtdj68fXBliyZDHjx09sON94Vq5cQXV1Nd26daegYAIvvPDLxukjSUnJjB49lgULXmw83uHDJY3P61y8/fZbRCIR6urqePfdd8jPH09SUjIDBw7mrbf+BsSSRbt2bWf48JFnPNbw4SPZscNi//4iIPa6nk20NkDVB8uIVB4955jbk2hNDY7j4E5K0p06EZFPSRw0GF+PHtRu2UT4yJHz3t8OBgkdLqFu187GbXU7dlCzbi31RfuIBgI4F1Ex2rFtAAy3m6Qhw0i/dBqJuXmd+sO3iMiFMlwuDMMgGghQvXpVpyzqqREYbYjH42Hu3G/xjW/cQ0ZGBpMnTz2pPT09nR07tvP738/HcRwefvgxvA1f6E7X1rdvDg899AN+9KMfEAwGiUTCjBw5mqFDz22JstMdNzd3IHfeeS/f+MY9DUU8e/Ptb3/nrMe75prr2LlzJzfe+M+kp2cwZMhwjh6tOOVxy5YtbZxqcTZz5tzKE0/8hJtvvh6AWbOuaiyW2a1bd5KSkhg1agwQS2gcPlxCfn5B4/4PPfQDfv7znzXun5SUzAMPPERWVvY5nb9fv37cdddXG4t4Hi+E+r3vPcrjj/+QP/7x97jdbh588PuN9S9OJzOzC/ff/13+/d+/gd/vZ9q0U4t4fprh8RINBKhZt470adM71BrR0dpaKpf+g8S8gSQNGRrvcERE2hzDMEgZO45jS/9BTeEq0qfNOGtxz9DhwwSL9hGpPEq0YZluwzDw5+Tg8vqwQ0FCJcXUF+0DwJ2YhK9nT5JHnn7KaVOi1dVUry0kcdBg/L164+/b98KepIiInMSuqyVUUoyz1iZ1Qucq6mlcTFa9nekP7KmoqDlpmkZJyT569OgXt6DOxuNxEYnYp6xQcqIztbVX3/zm17j99rsZoi+tZ3S8/4ZKiqla+RFJQ4Y2a1Gfrl1TKSurbrbjna/qVSsJlR4mY8blnaLWh3wi3n1POrf22P8ilZVUfbiclPxx+Hr0xIlEiByrJFJZSaTyKJHKSlInTMSTmkb9vr3U7diOJyMDT0YmnowM3OkZJ41ycxyHaHU14fJyIkfKMbw+UkbHbgYcW7YUV0IinqxsvFlZuNPSTvrw7DgOwX37CGzeiOH2kJKfj6+hLpacXXvsf9IxqO+1L3W7dxHYtJEkc0i7vdHnchlkZaUADAD2nss+GoEhbdLPftZ04Uppmq9HT/x9+lC33cLXoyee9PR4h3TRQiUlBIsPkTxsuJIXIiJn4cnIIOOzV+Dy+giVlVK94sPGqR/uxCQ8GRnQcAPHn9OPhLMsR20YBp60NDxpaXBCbQ3HtnElJROpqCB46CAALp+PRHMIibl5sSWv168jWHwIX9dupOTn40pomVpSIiKdWcKAXKLHKqm1PsaTno7vHKbedwRKYLQTPXv2Ou0IizO1SeeRPGIU4bIy6nZsJ7Whxkd7Fa2uJrBxPZ7UVBLyBsY7HBGRdsHljRWH9qSlkzjYbBxd4UpIOOlxFzPU2HC5SB0Xm4YZrQ0QqaggXFGBOylWFNyuryd0uITk4SNIyBvYqYY1i4i0JsMwSB41hkhVNXW7duHt0bNTXHOVwBDpIFx+P2mTp+BOTol3KM3D7SYlv6BD1fQQEWkNLr+/VYYTu5OScScl4++b07jN8LhJnzYjNnJDRERalOF2kzZxEobH0ymSF6AEhkiH4knPAMCJRLDDYdyJ7WfYruM4hEuK8fboiTs1lYwZlyt5ISLSzriTNOVPRKQ1fXqUXUd30QkM0zQTgCeAmUA9sMKyrNtN0xwMvARkARXAzZZl7WjYp9nbRCTGcRyOfbgcwzBIu+TSdpEEcCIRatavJXjwIGkTJ+Pr0aNdxC0iIiIiIq2nOb4h/IRY4mKwZVkjgf9s2P4cMM+yrMHAPOCXJ+zTEm2txq4qpX75fKp/eyfVv5pD9W/vpH75fOyq0niEI3ISwzBIHJBH+MgRqpYvo3rVSmrWrcEOhwAIH6mgfu8eggf2EyopIVxRTuRYJY5tA9DaKxNFawMcW/Y+oUOHSB4+Am/37q16fhERERERaR8uagSGaZopwM1AH8uyHADLsg6bptkNyAc+2/DQPwDPmKbZFTCau82yrLKLeR7nI1K0kbp3noFoFJxobGO4nvC2pYS3Lydx5r14cs5vnfRPq6qq4vOfv5JrrvkC9913fzNEfXHWri1k3ryneOGF31FeXsYjjzzI00/HJXck58jXpw9JNdWEy8uIBmpwwpHGtlBxMXU7Tx24lPVP1wIQ2LSR4L69GB4vRl4OkZ45eFJbZi5zuLyM6tWrwbFJnTgZn5IXIiIiIiJyGhc7hSSP2FSO75mmOQOoAR4E6oCDlmVFASzLipqmeQjoSywR0dxt55zAaFhntlFpqQuP59wGokSPHY4lLyKhUxudKESi1L3zDGnXP4Y7/cK/iL377tuMGDGSJUveZu7cb+A9YV32eHC7XRgGeDwuevTozrPPPh/XeOQTLpeLrl1Tm27sNrHJzVlTx2NPGIMTCWOHw431MpK6x5ZeTTYHEMpKJRoMUlu0H2f/fvy5A+gyoflXNqmL1GBkp5M99RK8aad5HtJpnbZvi7QC9T+JJ/U/iRf1PWnrLjaB4QZygXWWZX3bNM2JwBvAP190ZC2koqIG2/5kiLxt20Qi9jntW7/urdjIizOJRqlbt4iEqTddcIx//evr3H331/nd717k/fffY9q0y3nhhV9SVLSPQKCGQ4cO0rt3H37wgx+TkJBAbW0tTz75ONu2bQFg9uyr+cpXbgHg3ntvxzSHsm3bFkpKivniF/+Frl278uqrf6S8vIy7757LZZfNBOCRRx6kqGgf4XCI3r378sADD5GWlkY0auM4EInYFBcf4tZbb2pctnXLls0899zTBAIBAG699U6mTJnK0aNHePjhBzl6tAKAgoIJfP3r37rg10SaZts2ZWXVF7i3AfjA5QM/BI4fx58GvWMjLnqNGc2BleupibiIllXjOA52TQ3u1At/c3OiUcLl5bHRFp4U3OMmUxkELvh5SEfUtWvqRfRtkYuj/ifxpP4n8aK+J63N5TJOGWBwNhebwCgCIsSmc2BZ1krTNMuJjcDobZqmu2GkhBvoBewn9q2pudtaRXjHh59MGzkdJ0p4x4cXnMDYuXMHVVXHGDduPEeOVPDGG68zbdrlAFjWNp5/fj4pKSl885v3snjxW1xzzRd48cVfY9s28+e/Qm1tgDvu+Cq5uQOZPPkSAMrKSnnmmV9x5EgF11//eb70pS/z3HO/YevWzXz3u/c3JjDmzr2PjIzYKha/+tUvePnll7jrrq+dNtbq6mp++tMf8vjjPyc7O5vy8nJuu+1m5s9/hcWL36J379489dQvgNi0GGl/3H4/SUOHNf4eLimmevUqfL16kTh4yHkvk2fX11O9eiWRykoyZlyOOyVFxTpFREREROScXFQCw7KsctM0/0GsLsXihlVCugHbgfXADcCChn/XHa9VYZpms7e1inB98z6uCX/72+vMnn01hmEwbdoMnnzyccrKYsVBJ0yYRGrDne9hw0Zw8OABAAoLVzF37n0YhkFycgozZ15BYeGqxgTGjBmX43K5yM7uSnp6BtOmzQDANIdSVlZKMBjE7/ezaNHfWLx4EZFImLq6evqesK57UzZv3kBx8SHuu+/rjdsMw+Dgwf0MHz6SV175PfPmPcWYMflMnDj5gl8TaTs8WdkkDhpM/Z7dBA8exN+rN4mDTTzp6WfdN3z0KDWrV2KHQqTkF+BOOb9sq4iIiIiIdG4XvYwqcCfwG9M0/xsIAzdZllVpmuadwEumaT4EHCVW7PPEfZq7reV5E84tOeG9sLV4w+Ew77yzCK/Xx6JFCwGIRCK8+eYbAPh8/sbHulwuomebztLg0/v5fD4A3G43ANFolA0b1vHaa6/y7LO/ITMzk8WLF/HXv/75jMd1HMjLG8S8eU3XxPjtb19m9eqVvP32myxY8CLPPvvCOcUrbZfL5yNp6DAS8gZSv2sn9Xt2EzlWScZlM884kiK4fz81G9bh8vtJv/QzeNIzWjFqERERERHpCC46gWFZ1m5gehPbPwaarCLYEm2twTtoCuFtS888jcRw4x005YKOv2zZUvr27XfSF/1t2zbxyCMP8dnPzj7tfgUFE1i48HVGjRpNXV0tS5Ys5p57/u28zl1dXU1ycgrp6emEQiEWLvzrWfcZMWIUBw4UsXZtIfn5BQ3xbmHIkGEUFx+iW7fuzJw5i9Gjx3L99V/Atm1cmi7QIZyYyIgGAhguF040SmDTRhIGDDglQWEH6/FkZpJaMAGX33+ao4qIiIiIiJxec4zA6DR8o2YT3r4cImdIYLjd+EbNuqDjL1z4V6644sqTto0cORrbtlm/fi2mObTJ/ebMuZUnnvgJN998PQCzZl3FpEnnl0SZNGkKixe/xQ03XEd6egZjxoxl69YtZ9wnLS2NH/3oZ8yb9xRPPfXfRCJhevXqzY9//ATr1q3hlVdexuVy4zg23/72A0pedEAunw9Xw4ieSFUVoUMHqd+3F3/PXiTk5YFh4O2SRULeQBJy81TvQkRERERELpjhOM7ZH9Ux9Af2fHoVkpKSffTo0e+cDxIp2hhbSjUaPXkkhuEGt5vEmffiyRnVbEF7PK5zXiVFOp/z7b/n63yrUduhEPW7d1G/exd2OIzL7ydz5hUYHuVK5fyoErrEk/qfxJP6n8SL+p60thNWIRkA7D2XffSt4jx5ckaR/MVHCW18O7YqSbgevAl4B03BN2oWrrRu8Q5RJG5cPh9JQ4aSkJdHsKgIT5csJS9ERERERKRZ6JvFBXCldSNh6k0XvFSqSEfn8vpIzBsY7zBERERERKQD0YR0EREREREREWnzlMAAOlEdEOlA1G9FRERERKQz6fQJDI/HRyBQpS+D0q44jkMgUIXH44t3KCIiIiIiIq2i09fAyMzsytGjZdTUVMY7lCa5XC5sW6uQyKk8Hh+ZmV3jHYaIiIiIiEir6PQJDLfbQ3Z2z3iHcVpazkhEREREREREU0hEREREREREpB1QAkNERERERERE2rzONIXEDeByGfGO47y1x5il41D/k3hR35N4Uv+TeFL/k3hR35PWdEJ/c5/rPkYnWn1jKrAs3kGIiIiIiIiISKNLgeXn8sDOlMDwA+OBYiAa51hEREREREREOjM30BNYDQTPZYfOlMAQERERERERkXZKRTxFREREREREpM1TAkNERERERERE2jwlMERERERERESkzVMCQ0RERERERETaPCUwRERERERERKTNUwJDRERERERERNo8JTBEREREREREpM1TAkNERERERERE2jxPvAOQppmmORh4CcgCKoCbLcvaEd+opKMyTfOnwP8D+gMjLcva3LBd/VBalGmaWcDvgDwgBOwA7rAsq8w0zUnAL4FEYC9wo2VZpfGKVTom0zRfAwYANlADfM2yrPW6/klrMU3ze8DDNLz/6tonrcE0zb1AfcMPwL9blvW2+p+0dRqB0XY9B8yzLGswMI/YhUSkpbwGfAbY96nt6ofS0hzgJ5ZlmZZljQR2AT8yTdMFLADuaeh/7wM/imOc0nHdYlnWaMuyxgI/BX7TsF3XP2lxpmnmA5NoeP/VtU9a2RctyxrT8PO2+p+0B0pgtEGmaXYD8oE/NGz6A5BvmmbX+EUlHZllWcsty9p/4jb1Q2kNlmUdsSzrvRM2fQT0A8YB9ZZlLW/Y/hzwpVYOTzoBy7KOnfBrOmDr+ietwTRNP7Hk2F0nbNa1T+JJ/U/aPCUw3jKjigAAAlFJREFU2qa+wEHLsqIADf8eatgu0lrUD6VVNdz5uQv4K5DDCSOCLMsqB1ymaXaJU3jSgZmm+WvTNIuAx4Bb0PVPWsf3gQWWZe09YZuufdKaXjZNc6Npmr8wTTMD9T9pB5TAEBGRtuJpYjUInol3INK5WJZ1q2VZOcB3gMfjHY90fKZpTgYKgF/EOxbptC61LGs0MB4w0HuvtBNKYLRN+4Hepmm6ARr+7dWwXaS1qB9Kq2koJDsIuN6yLBsoIjaV5Hh7NmBblnUkTiFKJ2BZ1u+AGcABdP2TljUNGArsaSim2Ad4GxiIrn3SCo5PHbYsK0gskXYJeu+VdkAJjDaoodLveuCGhk03AOssyyqLX1TS2agfSmsxTfOHxObdfr7hgxTAGiDRNM2pDb/fCfwpHvFJx2WaZoppmn1P+P2fgCOArn/SoizL+pFlWb0sy+pvWVZ/YkmzWcRGAOnaJy3KNM1k0zTTG/5vAP9C7Jqn915p8wzHceIdgzTBNM0hxJZvywSOElu+zYpvVNJRmab5c+A6oAdQDlRYljVc/VBammmaw4HNwHagrmHzHsuyvmCa5hRiKz8k8MlSbofjEqh0SKZpdgdeB5KBKLHkxX2WZa3V9U9aU8MojM81LKOqa5+0KNM0c4FXAXfDz1bg65ZlFav/SVunBIaIiIiIiIiItHmaQiIiIiIiIiIibZ4SGCIiIiIiIiLS5imBISIiIiIiIiJtnhIYIiIiIiIiItLmKYEhIiIiIiIiIm2eEhgiIiIiIiIi0uYpgSEiIiIiIiIibd7/AcJJO+WV9GDdAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lasso = LassoCV(cv=tscv)\n", "lasso.fit(X_train_scaled, y_train)\n", "\n", "plotModelResults(\n", " lasso,\n", " X_train=X_train_scaled,\n", " X_test=X_test_scaled,\n", " plot_intervals=True,\n", " plot_anomalies=True,\n", ")\n", "plotCoefficients(lasso)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图的 Lasso 回归结果显示更可以看出,该方法没有将特征 lag_23 作为重要特征。同时也完全剔除了 5 个特征,这提高了预测的质量。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### XGBoosting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "XGBoost 是一种梯度提升方法。由于其出色的性能而被广泛的应用。现在同样的问题采用 XGBoost 来解决。" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from xgboost import XGBRegressor\n", "\n", "xgb = XGBRegressor()\n", "xgb.fit(np.array(X_train_scaled), y_train)\n", "plotModelResults(\n", " xgb,\n", " X_train=np.array(X_train_scaled),\n", " X_test=np.array(X_test_scaled),\n", " plot_intervals=True,\n", " plot_anomalies=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的结果可知,XGBoost 的拟合结果明显优于前文所使用的模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通常,与线性模型相比,基于树的模型处理数据趋势的能力较差,而XGBoost的基模型正是决策树。所以在这种情况下,必须先消除时间序列数据的趋势,或者使用一些特殊的技巧。一般情况下,可以使用线性模型来预测趋势,然后将其加入XGBoost 的预测得到最终预测结果。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prophet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "上文主要介绍了 SARIMA 模型以及机器学习方法。在时间序列处理中,还有一种常用的方法,那就是 FaceBook 开源的 Prophet。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "根据 Facebook 研究的 [ 文章](https://research.fb.com/prophet-forecasting-at-scale/),Prophet 最初是为了创建高质量的商业预测而开发的。这个库试图去解决目前许多业务时间序列常见的困难,如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 人类行为导致的季节性效应:周、月、年循环,公共假期的峰谷。\n", "- 新产品和市场事件导致的趋势变动。\n", "- 离群值。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 官方声称,即使仅使用默认的参数设置,在许多情况下,Prophet 生成的预测与经验丰富的分析师提供的预测一样准确。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此外,Prophet 有许多直观且易于解释的定制功能,以供逐步改善模型预测的质量。尤其重要的是,即使对于不是拥有一定技能和经验的数据科学家来说,也可以理解这些参数的意思。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "根据文章所言,Prophet 的适用对象和场景很广泛,如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 面向广泛的数据分析师群体,这些数据分析师可能在时序领域没有很多经验。\n", "- 面向广泛的时间序列预测问题。\n", "- 自动估计大量预测的表现,包括标出可能的问题,以供分析师进一步调查。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prophet 预测模型" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 性能这么优越,那么它是怎么实现的呢?其实 Prophet 在本质上是一个加性回归模型,如下式所示:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$y(t) = g(t) + s(t) + h(t) + \\epsilon_{t}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $g(t)$ 负责预测非周期性趋势\n", "- $s(t)$ 负责预测周期性.\n", "- $h(t)$ 负责假期和特殊事件等信息.\n", "- $\\epsilon_{t}$ 表示误差" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "下面来讨论这些重要的概念" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 趋势" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 中提供了两种趋势模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "第一种是非线性饱和增长模型,通常也称为 [ 逻辑增长模型](https://en.wikipedia.org/wiki/Logistic_function),其表达式如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$g(t) = \\frac{C}{1+e^{-k(t - m)}}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在上式中:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $C$ 表示承载量,也就是曲线的最大值\n", "- $k$ 表示增长率,也就是曲线的陡峭程度\n", "- $m$ 表示偏置参数." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "逻辑增长模型可以使用在非饱和增长(也就是增长率随时间而下降)的数据类型中,一个典型的例子就是 APP 或网站的用户增长。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "事实上,$C$ 和 $k$ 不一定是一个常量,可能会随时间的移动而变化。Prophet 支持自动或手动调整这两个参数。因为 Prophet 本身可以通过拟合历史数据来选择趋势变化的最优点。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "当然,也可以手动指定增长率和承载量变动的时间点。例如,分析师可能对过去的发布日期有深刻的见解,这些日期对一些关键的产品指标产生了显著的影响。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "第二种趋势模型是增长率恒定的简单分段线性模型,适合不存在饱和的线性增长数据。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 季节性" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "对于具有季节性周期变化的时间序列来说,Prophet 提供了一种灵活的模型 $s(t)$ 。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "每周的季节性数据是通过虚拟变量来进行建模的。也就是添加了六个新变量: 星期一、星期二、星期三、星期四、星期五、星期六,它们的值可以取为取 0 或 1。这里没有添加周日变量,因为它可以表示为一周中其他时间的线性组合。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "年季节性通过傅里叶级数进行建模。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Prophet 的 0.2 版加入了新的日季节性特性,可以使用日以下尺度的时序数据,并做出日以下尺度的预测。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 假期和事件" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 提供的 $h(t)$ 可以预测时间序列中哪些特殊的日期,例如黑色星期五。要使用 $h(t)$,分析人员需要提供自定义的事件列表。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 误差" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "误差项 $\\epsilon_{t}$ 表示的是所构建的模型中未反映的信息,一般取高斯噪声。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Prophet 模型" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "关于 Prophet 更多的细节,可以阅读由 Sean J、 Taylor 和 Benjamin Letham 等人所写的[ 这篇论文](https://peerj.com/preprints/3190/) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在 Facebook 的论文中,将 Prophet 与其他算法进行对比,并使用平均绝对百分比误差来衡量预测结果。结果显示,Prophet 拥有更低的误差。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了便于理解上面的评测结果,先来简单温习一下平均绝对百分误差(MAPE)的概念。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "假定 $y_i$ 为真实值,而 $\\hat{y}_{i}$ 为模型所预测的值。则预测误差为 $e_{i} = y_{i} - \\hat{y}_{i}$ ,相对误差为 $p_{i} =\\frac{\\displaystyle e_{i}}{\\displaystyle y_{i}}$。因此,平均绝对百分误差(MAPE)可以定义为:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MAPE = mean\\big(\\left |p_{i} \\right |\\big)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MAPE 以百分比表示误差,可用于不同数据集的模型评估,也被广泛应用于检测模型预测结果的精确性。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此外,当需要知道误差的绝对值时,可以使用下式来计算 [ 平均绝对误差](https://en.wikipedia.org/wiki/Mean_absolute_error):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$MAE = mean\\big(\\left |e_{i}\\right |\\big)$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "简单讲述一下与 Prophet 做比较的算法。它们中的大多数都非常简单,而且经常被用作其他模型的基线:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- naive 是一个过度简化的预测方法,仅仅根据上一时间点的观测数据来预测所有未来值。\n", "- snavie,类似 naive,不过考虑了季节性因素。例如,在周季节性数据的情形下,用上周一的数据预测未来每周一的数据,用上周二的数据预测未来每周二的数据,以此类推。\n", "- mean 使用数据的平均值作为预测。\n", "- arima 是自回归集成移动平均的简称,参见 [ 维基百科](https://en.wikipedia.org/wiki/Autoregressive_integrated_moving_average)了解这一算法的细节。\n", "- ets 是指数平滑的简称,参见 [ 维基百科](https://en.wikipedia.org/wiki/Exponential_smoothing)了解详情。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在通过举一个例子来进行说明,并使用 Prophet 进行实践。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 安装 Prophet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "要想使用 Prophet 这个库来进行数据分析,就先要对其进行安装。目前 Prophet 主要支持 Python 与 R 语言。如果你想在自己的电脑上装 Prophet 。则 Python 版本可以使用下面命令安装:`$ pip install fbprophet`。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 数据集" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们将预测每天在 [ Medium](https://medium.com/) 上发表的文章数量。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "首先 先导入实验所需的数据。" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "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", "
publisheddomainurl
02012-08-13 22:54:53.510Zmedium.comhttps://medium.com/policy/medium-terms-of-serv...
12012-08-13 22:57:17.248Zmedium.comhttps://medium.com/policy/medium-privacy-polic...
22016-11-04 23:40:43.364Zmedium.comhttps://medium.com/@Medium/personalize-your-me...
32016-12-24 18:21:13.427Zmedium.comhttps://medium.com/holiday-poems/xmas-morning-...
42015-09-22 21:37:48.207Zblog.medium.comhttps://blog.medium.com/taking-a-side-on-net-n...
\n", "
" ], "text/plain": [ " published ... url\n", "0 2012-08-13 22:54:53.510Z ... https://medium.com/policy/medium-terms-of-serv...\n", "1 2012-08-13 22:57:17.248Z ... https://medium.com/policy/medium-privacy-polic...\n", "2 2016-11-04 23:40:43.364Z ... https://medium.com/@Medium/personalize-your-me...\n", "3 2016-12-24 18:21:13.427Z ... https://medium.com/holiday-poems/xmas-morning-...\n", "4 2015-09-22 21:37:48.207Z ... https://blog.medium.com/taking-a-side-on-net-n...\n", "\n", "[5 rows x 3 columns]" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"../../data/medium_posts.csv.zip\", sep=\"\\t\")\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "首先对数据进行预处理。在该数据集中,pubilished 为发布日期,而 url 为文章的唯一标识。这里保留 pubilished 和 url 这两列特征,而删除这两列之外的所有列。此外,删掉数据中存在的重复值和缺失值:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [], "source": [ "df = df[[\"published\", \"url\"]].dropna().drop_duplicates()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在将 pubilished 转换为时间索引。" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "df[\"published\"] = pd.to_datetime(df[\"published\"], utc=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "然后通过时间来排序数据。" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "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", "
publishedurl
509311970-01-01 00:00:00.001https://medium.com/iiot
402431970-01-01 00:00:00.001https://medium.com/@ikaella/melon-rebranding-b...
373951970-01-18 05:11:46.500http://www.novosti.rs/%D0%B2%D0%B5%D1%81%D1%82...
\n", "
" ], "text/plain": [ " published url\n", "50931 1970-01-01 00:00:00.001 https://medium.com/iiot\n", "40243 1970-01-01 00:00:00.001 https://medium.com/@ikaella/melon-rebranding-b...\n", "37395 1970-01-18 05:11:46.500 http://www.novosti.rs/%D0%B2%D0%B5%D1%81%D1%82..." ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values(by=[\"published\"]).head(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Medium 的公开发行日期是 2012 年 8 月 15 日。但是,从上面的数据可以看到,至少有几行具有更早的发布日期。它们以某种方式出现在我们的数据集中,但它们几乎不是合法的。所以只保留 2012 年 8 月 15 日至 2017 年 6 月 25 日期间的数据。" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "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", "
publishedurl
246302012-08-15 00:25:03.373https://medium.com/launch-day/jean-attempts-to...
246312012-08-15 00:25:29.419https://medium.com/launch-day/dan-and-kristin-...
178112012-08-15 00:34:59.502https://medium.com/i-m-h-o/the-world-is-social...
\n", "
" ], "text/plain": [ " published url\n", "24630 2012-08-15 00:25:03.373 https://medium.com/launch-day/jean-attempts-to...\n", "24631 2012-08-15 00:25:29.419 https://medium.com/launch-day/dan-and-kristin-...\n", "17811 2012-08-15 00:34:59.502 https://medium.com/i-m-h-o/the-world-is-social..." ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = df[\n", " (df[\"published\"] > \"2012-08-15\") & (df[\"published\"] < \"2017-06-26\")\n", "].sort_values(by=[\"published\"])\n", "df.head(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "查看数据的最后3行。" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "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", "
publishedurl
621222017-06-25 23:36:01.171https://medium.com/push-the-pace/the-official-...
724712017-06-25 23:41:48.295https://medium.com/parti-xyz-developers/%EA%B4...
832832017-06-25 23:51:43.000http://www.johanr.com/blog/people-support-dreams
\n", "
" ], "text/plain": [ " published url\n", "62122 2017-06-25 23:36:01.171 https://medium.com/push-the-pace/the-official-...\n", "72471 2017-06-25 23:41:48.295 https://medium.com/parti-xyz-developers/%EA%B4...\n", "83283 2017-06-25 23:51:43.000 http://www.johanr.com/blog/people-support-dreams" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由于这里要预测已发布的文章数量,所以要统计每个时间点发布的文章数量。并新建 post 列来存放。" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [ { "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", "
posts
published
2012-08-15 00:25:03.3731
2012-08-15 00:25:29.4191
2012-08-15 00:34:59.5021
\n", "
" ], "text/plain": [ " posts\n", "published \n", "2012-08-15 00:25:03.373 1\n", "2012-08-15 00:25:29.419 1\n", "2012-08-15 00:34:59.502 1" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggr_df = df.groupby(\"published\")[[\"url\"]].count()\n", "aggr_df.columns = [\"posts\"]\n", "aggr_df.head(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在这个实验中,想要预测的是每天文章发布的数量。但是现在的数据的时间间隔并不是一天。为了解决该问题,需要根据时间「箱」来聚合文章数,即把一天中所发表的文章数相加起来。在时序分析中,这一过程称为重采样。并且,如果降低了数据的采样率,那么这个过程称为降采样。" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "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", "
posts
published
2012-08-1516
2012-08-1611
2012-08-174
\n", "
" ], "text/plain": [ " posts\n", "published \n", "2012-08-15 16\n", "2012-08-16 11\n", "2012-08-17 4" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daily_df = aggr_df.resample(\"D\").apply(sum)\n", "daily_df.head(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 可视化分析数据" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "通过可视化,可以观察数据的季节性和一些明显异常偏差等信息。现在导入画图所必须的库。" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from plotly import graph_objs as go\n", "from plotly.offline import init_notebook_mode, iplot\n", "\n", "# Initialize plotly\n", "init_notebook_mode(connected=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义画图函数:" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "def plotly_df(df, title=\"\"):\n", " \"\"\"Visualize all the dataframe columns as line plots.\"\"\"\n", " common_kw = dict(x=df.index, mode=\"lines\")\n", " data = [go.Scatter(y=df[c], name=c, **common_kw) for c in df.columns]\n", " layout = dict(title=title)\n", " fig = dict(data=data, layout=layout)\n", " iplot(fig, show_link=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "画出 Medium 数据集时间序列图:" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true, "showLink": false }, "data": [ { "mode": "lines", "name": "posts", "type": "scatter", "uid": "2f9de525-ac4d-4b5b-813b-bd54cd22c31c", "x": [ "2012-08-15", "2012-08-16", "2012-08-17", "2012-08-18", "2012-08-19", "2012-08-20", "2012-08-21", "2012-08-22", "2012-08-23", "2012-08-24", "2012-08-25", "2012-08-26", "2012-08-27", "2012-08-28", "2012-08-29", "2012-08-30", "2012-08-31", 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189, 123, 99, 205, 247, 246, 228, 208, 135, 129, 230, 225, 238, 257, 207, 125, 142, 259, 221, 203, 274, 221, 140, 149, 238, 258, 239, 250, 204, 137, 143, 233, 264, 278, 274, 259, 178, 168, 296, 306, 270, 277, 262, 187, 148, 305, 332, 286, 284, 264, 133, 136, 267, 262, 264, 267, 281, 205, 180, 341, 345, 367, 336, 301, 156, 194, 341, 388, 375, 298, 269, 157, 172, 297, 365, 407, 392, 328, 170, 194, 340, 348, 323, 347, 291, 165, 193, 349, 358, 344, 336, 345, 188, 243, 408, 417, 422, 441, 421, 277, 253 ] } ], "layout": { "title": { "text": "Posts on Medium (daily)" } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotly_df(daily_df, title=\"Posts on Medium (daily)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "相对来说,高频数据是比较难分析。即使有了 Plotly 提供的放大功能,除了显著的上升和加速趋势外,也很难从这张图表中推断出任何有意义的东西。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了减少噪音,这里使用与之前同样的方法将日索引转换为周索引。当然,除了这种方法,也可以使用[移动平均平滑](https://en.wikipedia.org/wiki/Moving_average)和[指数平滑](https://en.wikipedia.org/wiki/Exponential_smoothing)等方法来消除噪声。" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true, "showLink": false }, "data": [ { "mode": "lines", "name": "posts", "type": "scatter", "uid": "64915763-197f-4bb4-b4d0-8f593a5a2b18", "x": [ "2012-08-19", "2012-08-26", "2012-09-02", "2012-09-09", "2012-09-16", "2012-09-23", "2012-09-30", "2012-10-07", "2012-10-14", "2012-10-21", "2012-10-28", "2012-11-04", "2012-11-11", "2012-11-18", "2012-11-25", "2012-12-02", "2012-12-09", "2012-12-16", "2012-12-23", "2012-12-30", "2013-01-06", "2013-01-13", "2013-01-20", "2013-01-27", "2013-02-03", "2013-02-10", "2013-02-17", "2013-02-24", "2013-03-03", "2013-03-10", "2013-03-17", "2013-03-24", "2013-03-31", "2013-04-07", "2013-04-14", "2013-04-21", "2013-04-28", "2013-05-05", "2013-05-12", "2013-05-19", "2013-05-26", "2013-06-02", "2013-06-09", "2013-06-16", "2013-06-23", "2013-06-30", "2013-07-07", "2013-07-14", "2013-07-21", "2013-07-28", "2013-08-04", "2013-08-11", "2013-08-18", "2013-08-25", "2013-09-01", "2013-09-08", "2013-09-15", "2013-09-22", "2013-09-29", "2013-10-06", "2013-10-13", "2013-10-20", "2013-10-27", "2013-11-03", "2013-11-10", "2013-11-17", "2013-11-24", "2013-12-01", "2013-12-08", "2013-12-15", "2013-12-22", "2013-12-29", "2014-01-05", "2014-01-12", "2014-01-19", "2014-01-26", "2014-02-02", "2014-02-09", "2014-02-16", "2014-02-23", "2014-03-02", "2014-03-09", "2014-03-16", "2014-03-23", "2014-03-30", "2014-04-06", "2014-04-13", "2014-04-20", "2014-04-27", "2014-05-04", "2014-05-11", "2014-05-18", "2014-05-25", "2014-06-01", "2014-06-08", "2014-06-15", "2014-06-22", "2014-06-29", "2014-07-06", "2014-07-13", "2014-07-20", "2014-07-27", "2014-08-03", "2014-08-10", "2014-08-17", "2014-08-24", "2014-08-31", "2014-09-07", "2014-09-14", "2014-09-21", "2014-09-28", "2014-10-05", "2014-10-12", "2014-10-19", "2014-10-26", "2014-11-02", "2014-11-09", "2014-11-16", "2014-11-23", "2014-11-30", "2014-12-07", "2014-12-14", "2014-12-21", "2014-12-28", "2015-01-04", "2015-01-11", "2015-01-18", "2015-01-25", "2015-02-01", "2015-02-08", "2015-02-15", "2015-02-22", "2015-03-01", "2015-03-08", "2015-03-15", "2015-03-22", "2015-03-29", "2015-04-05", "2015-04-12", "2015-04-19", "2015-04-26", "2015-05-03", "2015-05-10", "2015-05-17", "2015-05-24", "2015-05-31", "2015-06-07", "2015-06-14", "2015-06-21", "2015-06-28", "2015-07-05", "2015-07-12", "2015-07-19", "2015-07-26", "2015-08-02", "2015-08-09", "2015-08-16", "2015-08-23", "2015-08-30", "2015-09-06", "2015-09-13", "2015-09-20", "2015-09-27", "2015-10-04", "2015-10-11", "2015-10-18", "2015-10-25", "2015-11-01", "2015-11-08", "2015-11-15", "2015-11-22", "2015-11-29", "2015-12-06", "2015-12-13", "2015-12-20", "2015-12-27", "2016-01-03", "2016-01-10", "2016-01-17", "2016-01-24", "2016-01-31", "2016-02-07", "2016-02-14", "2016-02-21", "2016-02-28", "2016-03-06", "2016-03-13", "2016-03-20", "2016-03-27", "2016-04-03", "2016-04-10", "2016-04-17", "2016-04-24", "2016-05-01", "2016-05-08", "2016-05-15", "2016-05-22", "2016-05-29", "2016-06-05", "2016-06-12", "2016-06-19", "2016-06-26", "2016-07-03", "2016-07-10", "2016-07-17", "2016-07-24", "2016-07-31", "2016-08-07", "2016-08-14", "2016-08-21", "2016-08-28", "2016-09-04", "2016-09-11", "2016-09-18", "2016-09-25", "2016-10-02", "2016-10-09", "2016-10-16", "2016-10-23", "2016-10-30", "2016-11-06", "2016-11-13", "2016-11-20", "2016-11-27", "2016-12-04", "2016-12-11", "2016-12-18", "2016-12-25", "2017-01-01", "2017-01-08", "2017-01-15", "2017-01-22", "2017-01-29", "2017-02-05", "2017-02-12", "2017-02-19", "2017-02-26", "2017-03-05", "2017-03-12", "2017-03-19", "2017-03-26", "2017-04-02", "2017-04-09", "2017-04-16", "2017-04-23", "2017-04-30", "2017-05-07", "2017-05-14", "2017-05-21", "2017-05-28", "2017-06-04", "2017-06-11", "2017-06-18", "2017-06-25" ], "y": [ 34, 4, 1, 3, 4, 2, 1, 1, 3, 3, 3, 3, 2, 17, 6, 5, 5, 5, 2, 3, 6, 5, 5, 4, 9, 5, 8, 8, 9, 4, 9, 10, 13, 10, 17, 18, 16, 24, 24, 19, 23, 28, 27, 40, 35, 27, 32, 20, 34, 25, 30, 26, 34, 42, 32, 27, 33, 37, 38, 32, 31, 35, 46, 39, 39, 41, 56, 34, 40, 42, 35, 22, 40, 52, 45, 47, 62, 48, 56, 52, 39, 53, 38, 71, 57, 42, 61, 46, 54, 62, 54, 58, 57, 68, 57, 54, 53, 57, 58, 55, 53, 51, 52, 57, 65, 62, 65, 58, 59, 56, 73, 75, 78, 93, 97, 97, 85, 84, 71, 81, 88, 86, 97, 74, 110, 128, 128, 132, 120, 118, 138, 107, 173, 144, 151, 152, 132, 159, 147, 131, 132, 169, 162, 170, 179, 169, 192, 191, 180, 199, 189, 196, 229, 188, 212, 214, 268, 280, 250, 270, 281, 259, 285, 308, 416, 395, 421, 419, 431, 409, 351, 297, 350, 407, 379, 284, 383, 492, 511, 457, 500, 554, 556, 554, 630, 610, 602, 566, 595, 555, 563, 570, 535, 560, 538, 551, 559, 505, 564, 603, 669, 663, 654, 660, 701, 650, 737, 712, 653, 690, 698, 696, 664, 764, 753, 788, 800, 848, 845, 862, 856, 1055, 1002, 879, 886, 1009, 947, 908, 950, 1073, 1148, 1127, 1182, 1318, 1229, 1226, 1240, 1311, 1343, 1305, 1398, 1424, 1467, 1469, 1654, 1746, 1740, 1726, 2040, 2000, 2153, 2007, 2163, 2639 ] } ], "layout": { "title": { "text": "Posts on Medium (weekly)" } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weekly_df = daily_df.resample(\"W\").apply(sum)\n", "plotly_df(weekly_df, title=\"Posts on Medium (weekly)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从图中可以看到,换成周索引之后,数据的噪音要减小很多。也更利于分析。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由上图可知,2015 年之前的数据很小,很可能会对预测模型造成干扰,因为模型将被迫去适应这些异常的历史数据。因此仅用 2015 年之后的数据。" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "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", "
posts
published
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" ], "text/plain": [ " posts\n", "published \n", "2015-01-01 8\n", "2015-01-02 11\n", "2015-01-03 11" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daily_df = daily_df.loc[daily_df.index >= \"2015-01-01\"]\n", "daily_df.head(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "综上所述,从可视化分析可以看出,我们的数据集是非平稳的,并且有明显的增长趋势。它还显示了每周和每年的季节性和每年的一些异常的日子。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 构建预测模型" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 提供 API 与 scikit-learn 提供的 API 非常相似。首先创建一个模型,然后调用方法 `fit`,最后进行预测。方法 `fit` 的输入是一个 DataFrame,包含两列:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ds 为时间戳,且必须是 date 或 datetime 类型。\n", "- y 为要预测的数值。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "先导入 Prophet 等实验所必须的库:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [], "source": [ "import logging\n", "\n", "from fbprophet import Prophet\n", "\n", "logging.getLogger().setLevel(logging.ERROR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "重置数据的索引:" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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dsy
9042017-06-23421
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" ], "text/plain": [ " ds y\n", "904 2017-06-23 421\n", "905 2017-06-24 277\n", "906 2017-06-25 253" ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = daily_df.reset_index()\n", "df.columns = [\"ds\", \"y\"]\n", "df.tail(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 的官方通常建议至少根据最新的几个月的历史数据来做出预测。当然,理想情况下是一年以上的数据。不过,在我们的例子中,有超过几年的数据来训练模型。所以无需担心这一问题。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了度量模型预测的质量,需要将数据集划分为训练部分和预测部分。测试部分取最后一个月。" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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8762017-05-26269
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" ], "text/plain": [ " ds y\n", "874 2017-05-24 375\n", "875 2017-05-25 298\n", "876 2017-05-26 269" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prediction_size = 30\n", "train_df = df[:-prediction_size]\n", "train_df.tail(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在需要去创建一个新的 Prophet 模型。在这里,模型的参数选用默认值。然后在训练数据集上调用模型的 `fit` 方法来训练模型。" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m = Prophet()\n", "m.fit(train_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这里可以使用 `Prophet.make_future_dataframe` 来创建用于预测的时间信息。" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ds
9042017-06-23
9052017-06-24
9062017-06-25
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" ], "text/plain": [ " ds\n", "904 2017-06-23\n", "905 2017-06-24\n", "906 2017-06-25" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "future = m.make_future_dataframe(periods=prediction_size)\n", "future.tail(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用 Prophet 将创建的日期来预测未来三十天的值。如果我们也提供历史数据,那么除了预测未来值之外,还将得到一个适合历史的样本预测数据。让我们调用模型的 `predict` 方法来进行预测:" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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dstrendyhat_loweryhat_uppertrend_lowertrend_upperadditive_termsadditive_terms_loweradditive_terms_upperweeklyweekly_lowerweekly_upperyearlyyearly_loweryearly_uppermultiplicative_termsmultiplicative_terms_lowermultiplicative_terms_upperyhat
9042017-06-23276.049274251.211755302.945913275.739204276.4515582.3591682.3591682.3591683.4788043.4788043.478804-1.119637-1.119637-1.1196370.00.00.0278.408441
9052017-06-24276.750096217.975539266.610956276.417651277.176730-34.950170-34.950170-34.950170-34.026715-34.026715-34.026715-0.923455-0.923455-0.9234550.00.00.0241.799926
9062017-06-25277.450918220.527041270.371419277.082002277.899216-31.310676-31.310676-31.310676-30.582721-30.582721-30.582721-0.727955-0.727955-0.7279550.00.00.0246.140241
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" ], "text/plain": [ " ds trend ... multiplicative_terms_upper yhat\n", "904 2017-06-23 276.049274 ... 0.0 278.408441\n", "905 2017-06-24 276.750096 ... 0.0 241.799926\n", "906 2017-06-25 277.450918 ... 0.0 246.140241\n", "\n", "[3 rows x 19 columns]" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast = m.predict(future)\n", "forecast.tail(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在得到的数据中,可以看到许多列描述了许多预测结果的特性,包括趋势和季节性组件以及它们的置信区间。预测结果存储在 yhat 列中。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prophet 库内置有自己的可视化工具,使我们能够快速地评估结果。" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m.plot(forecast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这张图表看起来信息量不大。但从图中任然可以得出一个结论:该模型将许多数据点视为异常值。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了看到更加详细的信息,可以使用 `Prophet.plot_components`来观察模型的不同组成部分。例如: 趋势、年和周季节性。此外,如果向模型提供关于假日和事件的信息,它们也将显示在这个图中。" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m.plot_components(forecast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从趋势图中可以看出,在 2016 年底新文章的数量呈加速增长趋势。从周季节性图表可以看出,通常周六和周日的新文章比一周的其他时间要少。年季节性图表中,新文章数在圣诞节有一个明显的下降。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 预测结果质量评估" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "假定真实值为 $y_i$ ,模型预测结果为 $\\hat{y}_i$,则可以通过衡量真实值与预测值的误差来评估模型的质量。先来看 Prophet 预测结果的有哪些信息。" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ds, trend, yhat_lower, yhat_upper, trend_lower, trend_upper, additive_terms, additive_terms_lower, additive_terms_upper, weekly, weekly_lower, weekly_upper, yearly, yearly_lower, yearly_upper, multiplicative_terms, multiplicative_terms_lower, multiplicative_terms_upper, yhat\n" ] } ], "source": [ "print(\", \".join(forecast.columns))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到,除了历史值之外,这个数据基本包含了我们需要的所有信息。在模型评估中,只需要预测结果数据,即 $\\hat{y}_i$ 。因此定义一个提取 $\\hat{y}_i$ 及其置信区间的函数。" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "def make_comparison_dataframe(historical, forecast):\n", " \"\"\"返回只含三列的数据 'yhat', 'yhat_lower', 'yhat_upper'\n", " \"\"\"\n", " return forecast.set_index(\"ds\")[[\"yhat\", \"yhat_lower\", \"yhat_upper\"]].join(\n", " historical.set_index(\"ds\")\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用之前定义的函数查看预测结果。" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2017-06-23278.408441251.211755302.945913421
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" ], "text/plain": [ " yhat yhat_lower yhat_upper y\n", "ds \n", "2017-06-23 278.408441 251.211755 302.945913 421\n", "2017-06-24 241.799926 217.975539 266.610956 277\n", "2017-06-25 246.140241 220.527041 270.371419 253" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cmp_df = make_comparison_dataframe(df, forecast)\n", "cmp_df.tail(n=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在使用前面所述的 MAPE 和 MAE 评价指标来衡量模型的预测质量,先定义一个评价函数:" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "def calculate_forecast_errors(df, prediction_size):\n", " \"\"\"计算模型预测结果的 MAPE 和 MAE\n", " Args:\n", " df: 含 'y' 和 'yhat' 的 DataFrame.\n", " prediction_size: 预测数据的长度.\n", " \"\"\"\n", "\n", " df = df.copy()\n", "\n", " # 现在我们根据上面文章给出的公式计算e_i和p_i的值\n", " df[\"e\"] = df[\"y\"] - df[\"yhat\"]\n", " df[\"p\"] = 100 * df[\"e\"] / df[\"y\"]\n", "\n", " # 划分测试序列.\n", " predicted_part = df[-prediction_size:]\n", "\n", " # 定义求 MAPE 函数。\n", " def error_mean(error_name):\n", " return np.mean(np.abs(predicted_part[error_name]))\n", "\n", " # 通过字典返回\n", " return {\"MAPE\": error_mean(\"p\"), \"MAE\": error_mean(\"e\")}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用评价函数对模型的预测结果进行评价。" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAPE 22.738294605590088\n", "MAE 70.52942851097268\n" ] } ], "source": [ "for err_name, err_value in calculate_forecast_errors(cmp_df, prediction_size).items():\n", " print(err_name, err_value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的结果可知,模型的预测相对误差 MAPE 约为 22.72%,平均误差 MAE 为 70.45。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 可视化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在创建自己的可视化函数来画出模型的一些信息,包括实际值、预测和置信区间。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "为了看到更多细节的信息,只绘制一个较短时间内的数据,使数据点更容易区分。其次,只画出模型的预测结果,即最后 30 天。先来定义一个画图函数。" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "responsive": true, "showLink": false }, "data": [ { "line": { "width": 0 }, "mode": "lines", "name": "Lower Bound", "type": "scatter", "uid": "d8644d09-5a04-44c3-9fba-b7e2925e1579", "x": [ "2017-05-27", "2017-05-28", "2017-05-29", "2017-05-30", "2017-05-31", "2017-06-01", "2017-06-02", "2017-06-03", "2017-06-04", "2017-06-05", "2017-06-06", "2017-06-07", "2017-06-08", "2017-06-09", "2017-06-10", "2017-06-11", "2017-06-12", "2017-06-13", "2017-06-14", "2017-06-15", "2017-06-16", "2017-06-17", "2017-06-18", "2017-06-19", "2017-06-20", "2017-06-21", "2017-06-22", "2017-06-23", "2017-06-24", "2017-06-25" ], "y": [ 199.76386150123977, 206.0496710915272, 250.73731208479504, 252.9924641707663, 254.61657745818957, 250.0251210283591, 240.11657189187017, 204.12356457566082, 206.55414725093837, 252.08723940062796, 256.6026898744562, 255.1050979705116, 252.22283153986118, 241.4304487521903, 207.57090589640507, 208.58444306495048, 253.9618108542495, 260.3936738985705, 259.53758511680564, 255.8124436037884, 246.99203686403132, 209.9485172830874, 216.2547729213621, 259.52394465905803, 263.6846856230445, 265.2953031511334, 261.98377486893537, 251.2117550654344, 217.97553922593875, 220.5270405949857 ] }, { "fill": "tonexty", "fillcolor": "rgba(68, 68, 68, 0.3)", "line": { "width": 0 }, "mode": "lines", "name": "Upper Bound", "type": "scatter", "uid": "c93066a6-6d1c-4164-8a44-967b8e6ae1c3", "x": [ "2017-05-27", "2017-05-28", "2017-05-29", "2017-05-30", "2017-05-31", "2017-06-01", "2017-06-02", "2017-06-03", "2017-06-04", "2017-06-05", "2017-06-06", "2017-06-07", "2017-06-08", "2017-06-09", "2017-06-10", "2017-06-11", "2017-06-12", "2017-06-13", "2017-06-14", "2017-06-15", "2017-06-16", "2017-06-17", "2017-06-18", "2017-06-19", "2017-06-20", "2017-06-21", "2017-06-22", "2017-06-23", "2017-06-24", "2017-06-25" ], "y": [ 251.2185217957537, 255.28754919681487, 299.79953793591045, 302.9652809264728, 303.35652733044526, 300.4861951468328, 290.1901916520699, 253.8780442011648, 254.80986506092594, 300.6123925273154, 307.6109930441578, 306.1807523242475, 302.0730443564752, 292.0176029808559, 256.32909867686755, 259.7982833904538, 304.85095515444385, 308.63972346112615, 308.9940127211044, 305.75397965807775, 299.058831561087, 262.9835574036574, 265.20029289287254, 309.69908082032265, 313.9395986991648, 315.9318746227901, 310.9446230219608, 302.94591252445, 266.61095645272604, 270.37141862477876 ] }, { "line": { "color": "rgb(31, 119, 180)" }, "mode": "lines", "name": "Forecast", "type": "scatter", "uid": "b65fe1e5-f2e1-4ab3-b60f-e3ed0b176cdf", "x": [ "2017-05-27", "2017-05-28", "2017-05-29", "2017-05-30", "2017-05-31", "2017-06-01", "2017-06-02", "2017-06-03", "2017-06-04", "2017-06-05", "2017-06-06", "2017-06-07", "2017-06-08", "2017-06-09", "2017-06-10", "2017-06-11", "2017-06-12", "2017-06-13", "2017-06-14", "2017-06-15", "2017-06-16", "2017-06-17", "2017-06-18", "2017-06-19", "2017-06-20", "2017-06-21", "2017-06-22", "2017-06-23", "2017-06-24", "2017-06-25" ], "y": [ 226.23155722016384, 229.96346907581392, 274.5478447257684, 278.28641116620895, 278.48911202175486, 274.70287304647076, 265.3886859059169, 228.18032480127127, 231.94186946582744, 276.59356616385526, 280.4354018785411, 280.77500967646955, 277.1564815920021, 268.03750864976007, 231.04816137908767, 235.04848302514046, 279.9544256780784, 284.0615030361999, 284.6727762988744, 281.32774803513183, 272.47958218248573, 235.75396211710768, 240.00675766639577, 285.15003004824683, 289.47574733635275, 290.2838259583567, 287.1110722330708, 278.4084414135025, 241.79992565096526, 246.140241390823 ] }, { "mode": "lines", "name": "Actual", "type": "scatter", "uid": "513783c1-cc7d-4e11-abf1-086e2dbea387", "x": [ "2017-03-18", "2017-03-19", "2017-03-20", "2017-03-21", "2017-03-22", "2017-03-23", "2017-03-24", "2017-03-25", "2017-03-26", "2017-03-27", "2017-03-28", "2017-03-29", "2017-03-30", "2017-03-31", "2017-04-01", "2017-04-02", "2017-04-03", "2017-04-04", "2017-04-05", "2017-04-06", "2017-04-07", "2017-04-08", "2017-04-09", "2017-04-10", "2017-04-11", "2017-04-12", "2017-04-13", "2017-04-14", "2017-04-15", "2017-04-16", "2017-04-17", "2017-04-18", "2017-04-19", "2017-04-20", "2017-04-21", "2017-04-22", "2017-04-23", "2017-04-24", "2017-04-25", "2017-04-26", "2017-04-27", "2017-04-28", "2017-04-29", "2017-04-30", "2017-05-01", "2017-05-02", "2017-05-03", "2017-05-04", "2017-05-05", "2017-05-06", "2017-05-07", "2017-05-08", "2017-05-09", "2017-05-10", "2017-05-11", "2017-05-12", "2017-05-13", "2017-05-14", "2017-05-15", "2017-05-16", "2017-05-17", "2017-05-18", "2017-05-19", "2017-05-20", "2017-05-21", "2017-05-22", "2017-05-23", "2017-05-24", "2017-05-25", "2017-05-26", "2017-05-27", "2017-05-28", "2017-05-29", "2017-05-30", "2017-05-31", "2017-06-01", "2017-06-02", "2017-06-03", "2017-06-04", "2017-06-05", "2017-06-06", "2017-06-07", "2017-06-08", "2017-06-09", "2017-06-10", "2017-06-11", "2017-06-12", "2017-06-13", "2017-06-14", "2017-06-15", "2017-06-16", "2017-06-17", "2017-06-18", "2017-06-19", "2017-06-20", "2017-06-21", "2017-06-22", "2017-06-23", "2017-06-24", "2017-06-25" ], "y": [ 123, 99, 205, 247, 246, 228, 208, 135, 129, 230, 225, 238, 257, 207, 125, 142, 259, 221, 203, 274, 221, 140, 149, 238, 258, 239, 250, 204, 137, 143, 233, 264, 278, 274, 259, 178, 168, 296, 306, 270, 277, 262, 187, 148, 305, 332, 286, 284, 264, 133, 136, 267, 262, 264, 267, 281, 205, 180, 341, 345, 367, 336, 301, 156, 194, 341, 388, 375, 298, 269, 157, 172, 297, 365, 407, 392, 328, 170, 194, 340, 348, 323, 347, 291, 165, 193, 349, 358, 344, 336, 345, 188, 243, 408, 417, 422, 441, 421, 277, 253 ] } ], "layout": { "showlegend": false, "title": { "text": "New posts on Medium" }, "yaxis": { "title": { "text": "Posts" } } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def show_forecast(cmp_df, num_predictions, num_values, title):\n", " \"\"\"可视化预测结果\n", " \"\"\"\n", "\n", " def create_go(name, column, num, **kwargs):\n", " points = cmp_df.tail(num)\n", " args = dict(name=name, x=points.index, y=points[column], mode=\"lines\")\n", " args.update(kwargs)\n", " return go.Scatter(**args)\n", "\n", " lower_bound = create_go(\n", " \"Lower Bound\", \"yhat_lower\", num_predictions, line=dict(width=0)\n", " )\n", " upper_bound = create_go(\n", " \"Upper Bound\",\n", " \"yhat_upper\",\n", " num_predictions,\n", " line=dict(width=0),\n", " fillcolor=\"rgba(68, 68, 68, 0.3)\",\n", " fill=\"tonexty\",\n", " )\n", " forecast = create_go(\n", " \"Forecast\", \"yhat\", num_predictions, line=dict(color=\"rgb(31, 119, 180)\")\n", " )\n", " actual = create_go(\"Actual\", \"y\", num_values)\n", "\n", " # 序列的顺序很重要\n", " data = [lower_bound, upper_bound, forecast, actual]\n", " layout = go.Layout(yaxis=dict(title=\"Posts\"), title=title, showlegend=False)\n", " fig = go.Figure(data=data, layout=layout)\n", " iplot(fig, show_link=False)\n", "\n", "\n", "show_forecast(cmp_df, prediction_size, 100, \"New posts on Medium\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "由图可知,模型对平均值的预测似乎是合理的。得到的 MAPE 的值比较大,可能是由于该模型未能捕捉到微弱季节性峰间振幅的增加。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此外,可以从上面的图表中得出结论,许多实际值位于置信区间之外。Prophet 可能不适合方差不稳定的时间序列,至少在使用默认设置时是这样。现在尝试通过对数据进行转换来解决这个问题。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Box-Cox 变换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在前文所做的实验中,仅仅使用了 Prophet 的默认参数设置和原始的数据。现在也先不考虑模型的参数,先来对数据进行 [ Box-Cox](http://onlinestatbook.com/2/transformations/box-cox.html) 转换,然后再输入到模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "简单介绍一下这个变换。这是一个单调的数据转换,可以用来稳定方差。Box-Cox 变换的定义如下:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{equation}\n", " boxcox^{(\\lambda)}(y_{i}) = \\begin{cases}\n", " \\frac{\\displaystyle y_{i}^{\\lambda} - 1}{\\displaystyle \\lambda} &, \\text{if $\\lambda \\neq 0$}.\\\\\n", " ln(y_{i}) &, \\text{if $\\lambda = 0$}.\n", " \\end{cases}\n", "\\end{equation}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以通过原始函数的反函数来恢复原始的数据。反函数的定义为:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\begin{equation}\n", " invboxcox^{(\\lambda)}(y_{i}) = \\begin{cases}\n", " e^{\\left (\\frac{\\displaystyle ln(\\lambda y_{i} + 1)}{\\displaystyle \\lambda} \\right )} &, \\text{if $\\lambda \\neq 0$}.\\\\\n", " e^{y_{i}} &, \\text{if $\\lambda = 0$}.\n", " \\end{cases}\n", "\\end{equation}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Box-Cox 的反函数的实现代码如下:" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [], "source": [ "def inverse_boxcox(y, lambda_):\n", " return np.exp(y) if lambda_ == 0 else np.exp(np.log(lambda_ * y + 1) / lambda_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "先来准备实验数据,设置时间为索引:" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "train_df2 = train_df.copy().set_index(\"ds\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Scipy 提供了一个很好的接口 `scipy.stats.boxcox`。该接口会返回两个值,第一个是转换后的序列,第二个是用于优化对数似然的最优值 $\\lambda$ 。这里直接使用这个接口来实现。" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [], "source": [ "train_df2[\"y\"], lambda_prophet = stats.boxcox(train_df2[\"y\"])\n", "train_df2.reset_index(inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "创建一个新的 Prophet 模型:" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [], "source": [ "m2 = Prophet()\n", "m2.fit(train_df2)\n", "future2 = m2.make_future_dataframe(periods=prediction_size)\n", "forecast2 = m2.predict(future2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "将预测结果的数据进行 Box-Cox 反转换。" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "for column in [\"yhat\", \"yhat_lower\", \"yhat_upper\"]:\n", " forecast2[column] = inverse_boxcox(forecast2[column], lambda_prophet)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "使用 MAPE 和 PAE 评价指标对预测结果进行评价:" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAPE 11.664988008088875\n", "MAE 39.3918349432563\n" ] } ], "source": [ "cmp_df2 = make_comparison_dataframe(df, forecast2)\n", "for err_name, err_value in calculate_forecast_errors(cmp_df2, prediction_size).items():\n", " print(err_name, err_value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上面的结果可知,通过 Box-Cox 转换,模型的质量有所提高。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "最后,画出不同实验的结果对比图。" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { 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"text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "show_forecast(cmp_df, prediction_size, 100, \"No transformations\")\n", "show_forecast(cmp_df2, prediction_size, 100, \"Box–Cox transformation\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "从上图可以看到第二幅图中每周变化的预测,现在更接近实际值。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 实验总结" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在本次实验中,主要围绕时间序列来进行讲解,先讲解了如何对时间序列进行平滑,然后讲解,怎么样检测时间序列的平稳性和随机性,并介绍了如何使用 ARIMA 进行建模。最后讲解了如何使用 Facebook 提供的 Prophet 来进行建模预测。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " 相关链接 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- [ Prophet 官方文档](https://facebookincubator.github.io/prophet/docs/quick_start.html)\n", "- [ Prophet 在 GitHub 上的仓库](https://github.com/facebookincubator/prophet)\n", "- [ 随机森林与 ARIMA 比较](https://bmcbioinformatics.biomedcentral.com/articles/10.1186/1471-2105-15-276)\n", "- [ 线性模型分析时间序列](http://www.blackarbs.com/blog/time-series-analysis-in-python-linear-models-to-garch/11/1/2016)\n", "- [ 了解实验楼《楼+ 机器学习和数据挖掘课程》](https://www.shiyanlou.com/louplus/)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }