{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Reference : https://www.stat.auckland.ac.nz/~ihaka/726/notes.pdf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What is Time series?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time series는 시간에 따른 일련의 데이터를 의미합니다. (예를 들어, 풍향/풍속 데이터입니다.)\n", "\n", "시계열자료의 구분\n", " - 연속시계열(continuous time series)\n", " - 이산시계열(discrete time series)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "표기\n", "- Observation times : $1, 2 ,..., T$\n", "- Observations : $Y_1, Y_2,..., Y_T$\n", "- time lag(시차) : 관측시점과 관측시점들 사이의 간격\n", "\n", "Time periods는 equal length를 가지며, missing value가 없습니다. 만약에 missing value가 존재하면 Expectation-Maximization 방법으로 처리합니다. 그리고 일부 데이터만 missing한 경우에 가능합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time series는 일반적으로 4개의 요소 (Trend, cyclical, Seasonal 그리고 Irregular)에 의해 영향을 받습니다.\n", "- 불규칙 성분\n", " - **Irregularity(불규칙성)** : 시간에 따른 규칙적인 움직임과는 무관하게 랜덤한 원인에 의한 변동 성분입니다. Random variations이라고 불리며 예상치 못한 영향에 의해서 나타납니다. 예를 들어서 전쟁, 지진, 홍수, 혁명등등이 될 수 있습니다.\n", "- 체계적 성분\n", " - **Trend(추세 성분)**\t: 장기적인 관점에서 봤을때 그래프가 증가하는지, 감소하는지, 또는 정체되어 있는지 등의 추세를 Trend라고 합니다. Time series안에서 long term movement를 보는 것은 중요합니다.\n", " - **Seasonality(계절 성분)** : 특정 구간동안의 (1년, 한달, 일주일..) 변동성(fluctuations)를 나타냅니다. 예를 들어서 아이스크림 판매량은 여름에 늘어나고, 외투는 겨울에 판매량이 늘어날 것입니다. 또는 피트니스센터의 고객은 매년 결심을 하는 1월 초에 가장많은 사람들이 나올것입니다. 하지만 매월초가 될수도 있고, 매주초가 될 수도 있습니다. 따라서 피트니스센터는 년, 월, 주단위 seasonality를 갖고 있다고 할수 있습니다.\n", " - **Cycle(주기, 순환 성분)** : Seasonality는 특정 기간에 정확하게 나타나는 변동성을 갖고 있는 반면, Cycle의 경우 특정 시간에 구애 받지 않습니다. 하지만 동일하게 특정 패턴을 갖고 있습니다. 보통 2~3년처럼 장기간에 걸친 패턴을 갖고 있을수 있습니다. 예를 들어서 business cycle의 경우에는 호황 -> 불황 -> 침체 -> 회복 의 cycle을 갖고 있습니다.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 시계열 데이터 분석\n", "- 예측 목적으로 주로 사용되는 방법\n", " - 추세분석(trend analysis)\n", " - 평할법(smoothing method)\n", " - 분해법(decomposition method)\n", " - 자기회귀누적이동평균(AutoRegressive Integrated Moving Average: ARIMA)\n", " - 이분산자기회귀모형(Autoregressive Conditional Heterskedasticity)\n", "- 시스템의 이해와 제어의 목적으로 주로 사용되는 방법\n", " - 스펙트럼분석(spectral analysis)\n", " - 개입분석(intervention analysis)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 시계열 데이터 분석 접근 방법\n", "- 자체-추정 방법(Self-projecting)\n", " - 장점\n", " - 최소의 데이터로\n", " - 빨리, 쉽게 분석\n", " - 주로 short-term 예측에 이용\n", " - 다른 분석의 초기분석으로 이용\n", " - 단점\n", " - long term 예측에 어려움\n", " - 외부요소를 고려하지 못함\n", "

\n", "- 원인-결과 방법(Cause-and-effect)\n", "\n", " - 장점\n", " - 많은 정보 이용\n", " - mid-term 예측 가능\n", " - 단점\n", " - 좀 더 복잡한 과정 필요\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Self-projecting의 classical 기법" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 전체적 트렌드를 찾아내는 방법들\n", " - 1차, 2차, ... 트렌드를 찾아내는 방법 (예를 들어, 기본적인 회귀 모형 적용)\n", "

\n", " - 트렌드 제거(detrended), 즉 잔차(residual)를 구하는 방법 (예를 들어, ARIMA 모형 적용)\n", "

\n", "\n", "- 일반적 트렌드를 찾아내는 방법들\n", " - Polynomial Regression\n", " - Moving Average Smoother\n", " - Kernel Smoothing\n", " - Smoothing Spline\n", " - Exponential Smoothing (ARIMA(0,1,1))\n", " - Nearest Neighbor Regression\n", " - Lowess Regression\n", "\n", "항상 그림을 그려서 트렌드를 찾아야 하는가?\n", "- 자기상관관계함수(ACF, auto-correlation function)등을 이용하여 통계적으로 알아 낼 수 있습니다. 하지만 가능하면 시각화를 하는것이 좋습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# AC / ACF\n", "- Autocorrelation(AC)\n", "$$\\rho_k=\\frac{E[(Y_t-\\mu)(Y_{t+k}-\\mu)]}{\\sigma_Y^2}$$\n", " - 자체 시계열 데이터 내에서 얼마나 선형적 연관성이 있는가?\n", " - lag $k$ : $Y_t$와 $k$만큼 shift 시킨 $Y_{t-k}$ 사이의 연광성\n", " - Autocorrelation에서 auto가 붙는 이유는, 자기자신(auto or self)의 데이터를 사용하여 자기 자신의 데이터를 예측하기 때문에 이렇게 이름이 지어졌습니다.\n", "- 자기상관관계함수(ACF, auto-correlation function)\n", "- Sample autocorrelation\n", "$$\\rho_k=\\frac{\\Sigma_{t=1}^{N-k}(Y_t-\\bar{Y})(Y_{t+k}-\\bar{Y})}{\\Sigma_{t=1}^{N}(Y_t-\\bar{Y})}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ARIMA : Autoregressive Integrated Moving-Average" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- ARIMA는 time series foracasting model입니다. \n", "- 넓은 범위의 시계열 데이터를 표현할 수 있습니다.\n", "- 미래 관측치에 대한 Confidence Interval도 구할 수 있습니다.\n", "- 1960’s Box 와 Jenkins가 경제학 관련 예측 연구에서 제안했습니다.\n", " - Time series analysis - forecasting and control, by George E. P. Box and Gwilym M. Jenkins\n", "- Box-Jenkins approach 라고도 합니다.\n", "\n", "### 1. 모델 identification : 모델의 주요 후보군 도출\n", " - Autocorrelation 함수\n", " - Partial-autocorrelation 함수\n", " \n", "### 2. 모델 estimation : 모델 내 수치 결정\n", "- Sum of squares of errors를 최소가 되게 하는 모델 내의 파라미터 추정\n", " - Noise가 정규분포를 따른다고 가정한 경우\n", " - Maximum Likelihood Estimation이 일반적인 방법\n", " \n", "### 3. 모델 validation (좋은 모델 선정)\n", "- 통계 테스트 등을 통하여 모델의 타당성 검증\n", " - 여러 통계 테스트와 AIC/BIC 값\n", " - Cross-Validation 개념의 내부 예측력 테스트 등을 이용\n", " \n", "### 4. 모델 forecasting\n", "- Future 관측치의 추정치와 confidence interval 계산\n", "\n", "- 모델링이 진행되면서 3가지 중요한 parameter를 찾습니다.\n", " - Auto Regression(AR) : 이전 값들의 lags을 위한 term입니다.\n", " - Integral(I) : non-stationary differencing을 위한 term입니다.\n", " - Moving Average(MA) : error를 위한 term입니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ARIMA의 주요 개념들\n", "- Normal 프로세스\n", "- Stationary 프로세스 / Invertibility / Causality\n", "- White Noise 프로세스\n", "- AC, Partial AC\n", "- AR, MA 모형" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Normal 프로세스\n", "각 관측치 $Y_t$는 probability density function $p(Y_t)$로부터 관측됩니다. $p(Y_t)$를 정규분포라고 가정합니다. $Y_{t_1}와 Y_{t_2}$는 joint probability density function $p(Y_{t_1}, Y_{t_2})$로부터 주어집니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Stationarity 프로세스\n", "- Stationary : 정적인, 움직이지 않는\n", "- 시계열 데이터의 특징이 (어느 수준 범위에서) 항상 고정되어 있을 때를 말합니다. 통계적으로 (간단히) $p(Y_t)$가 대해 모든 t에 대해 동일한것을 의미하는 아주 강력한 가정입니다.\n", "- Strictly stationary : $m$개의 관측치 $t_1,...,t_m$의 joint pdf와 $t_{1+k}, t_{2+k},...,t_{m+k}$의 joint pdf가 같습니다.\n", "- Weakly stationary\n", " - 평균 $E[Y_t]$가 $t$에 의존하지 않습니다.\n", " - $Y_t$와 $Y_{t+k}$의 correlation / covariance가 $t$에 의존하지 않습니다.\n", "- **$Y_t$가 stationary 프로세스이면 그것의 차이 $\\nabla Y_t=Y_t-Y_{t-1}$ (또는 고차원의 차이) 또한 stationary 프로세스가 됩니다.**\n", "- 대부분의 시계열 데이터는 stationary 하지 않습니다.\n", "- 하지만 단순한 차이가 stationary 프로세스로 연결되지 않을 때도 있습니다. 이럴 때는 이전의 trend를 제거하는 방법을 사용하는 것도 좋은 방법입니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. White Noise 프로세스\n", "- Box-Jenkins 모델에서는 $Y_t$가 지금과 그 이전 시점의 uncorrelated 된 노이즈들의 영향으로 발생한다고 가정합니다.\n", "- $E[\\epsilon_t]=0$, $var[\\epsilon_t]=\\sigma_e^2$\n", "- $\\epsilon_t$, $\\epsilon_{t-1}$, $\\epsilon_{t-2}$...를 white noise 프로세스라고합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. ACF, Partial ACF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. AR, MA 모형\n", "- Autoregressive (AR) models\n", "- Moving-average (MA) models\n", "- (Mixed) ARMA models\n", "- Non stationary models (ARIMA models)\n", "- The mean parameter\n", "- The trend parameter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "___" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 데이터 로딩" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "_uuid": "1a0c06bd41ef79a5c8acdd54686993b2031e279b", "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import warnings \n", "warnings.filterwarnings('ignore')\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import statsmodels.api as sm\n", "\n", "plt.style.use('ggplot')\n", "color = sns.color_palette()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "_uuid": "43e701579b56f07b937e6261d7e90054f0647bf3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HR-Employee-Attrition.csv\n", "benz_train.csv\n", "click_rates.csv\n", "creditcard.csv\n", "e-commerce-data.csv\n", "four_sessions.csv\n", "german_credit_data.csv\n", "housing.csv\n", "murders.csv\n", "ratings_test.txt\n", "ratings_train.txt\n", "scores.csv\n", "selected_reviews\n", "spam.csv\n", "state-population.csv\n", "superstore.xls\n", "ts_train.csv\n", "web_page_data.csv\n", "winequality-data.csv\n", "\n" ] } ], "source": [ "from subprocess import check_output\n", "print(check_output(['ls', './inputs']).decode('utf-8'))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "_uuid": "07ac6c57769c08e59e849446ee1beaba37d66b36", "slideshow": { "slide_type": "slide" } }, "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", " \n", " \n", " \n", " \n", " \n", " \n", "
datestoreitemsales
02013-01-011113
12013-01-021111
22013-01-031114
32013-01-041113
42013-01-051110
\n", "
" ], "text/plain": [ " date store item sales\n", "0 2013-01-01 1 1 13\n", "1 2013-01-02 1 1 11\n", "2 2013-01-03 1 1 14\n", "3 2013-01-04 1 1 13\n", "4 2013-01-05 1 1 10" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train = pd.read_csv('./inputs/ts_train.csv')\n", "train.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date object\n", "store int64\n", "item int64\n", "sales int64\n", "dtype: object" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.dtypes" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "date datetime64[ns]\n", "store int64\n", "item int64\n", "sales int64\n", "dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Datetime으로 변경\n", "train['date'] = pd.to_datetime(train['date'], format=\"%Y-%m-%d\")\n", "train.dtypes" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(913000, 4)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train.shape" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "80bd1451cc2c5bff776aa942e8a6dc4015f135c0" }, "source": [ "# Forecast modeling using ARIMA\n", "\n", "ARIMA model은 AR, I, MA term을 가지고 있습니다.\n", "\n", " - **I** term은 full difference입니다. 즉 $t$시점에서의 value에서 $t-1$시점에서의 value의 차이를 구하면 됩니다.\n", " - **AR** term은 partial difference입니다. AR term에서의 coefficient는 부분적으로 취해야하는 difference의 비율(percentage)를 나타냅니다.\n", " - **MA** : Moving Average(MA) term은 과거의 에러를 나타냅니다." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "_uuid": "87df2b860733255fbc8e960f7f2ae3133f9b32a0" }, "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", " \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", "
datestoreitemsalesyearmonthdayweekday
02013-01-0111132013111
12013-01-0211112013122
22013-01-0311142013133
32013-01-0411132013144
42013-01-0511102013155
\n", "
" ], "text/plain": [ " date store item sales year month day weekday\n", "0 2013-01-01 1 1 13 2013 1 1 1\n", "1 2013-01-02 1 1 11 2013 1 2 2\n", "2 2013-01-03 1 1 14 2013 1 3 3\n", "3 2013-01-04 1 1 13 2013 1 4 4\n", "4 2013-01-05 1 1 10 2013 1 5 5" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 1번 store, 1번 item\n", "train_df = train[train['store']==1]\n", "train_df = train_df[train['item']==1]\n", "\n", "train_df['year'] = train['date'].dt.year\n", "train_df['month'] = train['date'].dt.month\n", "train_df['day'] = train['date'].dt.dayofyear\n", "train_df['weekday'] = train['date'].dt.weekday\n", "\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(913000, 4)\n", "(1826, 8)\n" ] } ], "source": [ "print(train.shape)\n", "print(train_df.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "데이터가 저장된 기간을 살펴보겠습니다." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2013-01-01 00:00:00\n", "2017-12-31 00:00:00\n" ] } ], "source": [ "print(train.date.min())\n", "print(train.date.max())" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "c2137a5e7470eb62663b74844b4d3bce41659aca" }, "source": [ "## (1) Decompose the time series\n", "데이터가 저장된 기간을 살펴보면 총 5년 동안의 데이터임을 알 수 있습니다. 따라서 yearly, weekly pattern이 존재할 수 있다고 가정할 수 있습니다. `statsmodels`를 이용하여 Seasonality, trend, residual를 구분해보겠습니다.\n", "\n", "1번 store에서, 1번 item에 대한 데이터를 이용하여 분석하겠습니다." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "_uuid": "bd54caa7b6b5eb48553a329086bd0cc2129a5a84" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Yearly pattern\n", "figure = plt.figure(figsize=(20, 6))\n", "sns.lineplot(x=\"date\", y=\"sales\",legend = 'full' , data=train_df)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "_uuid": "f9ab27bcbb096bd40e70fd9cc8c52ad939ad2ea3" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 처음 1달간 데이터\n", "figure = plt.figure(figsize=(20, 6))\n", "sns.lineplot(x=\"date\", y=\"sales\",legend = 'full' , data=train_df[:31])" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "_uuid": "5b4ebbecaecac4ebf910c7643217a5d1ba9af56a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 요일별 판매량의 분포\n", "figure = plt.figure(figsize=(20, 6))\n", "sns.boxplot(x=\"weekday\", y=\"sales\", data=train_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Monday=0, Sunday=6\n", "\n", "주말의 판매량이 높고, 월/수 는 outlier가 존재합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`date` 컬럼을 index로 설정합니다." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "_uuid": "cd30773611a255d59e9a79be4588bae7a71e03fa" }, "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", " \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", "
storeitemsalesyearmonthdayweekday
date
2013-01-011113.02013111
2013-01-021111.02013122
2013-01-031114.02013133
2013-01-041113.02013144
2013-01-051110.02013155
\n", "
" ], "text/plain": [ " store item sales year month day weekday\n", "date \n", "2013-01-01 1 1 13.0 2013 1 1 1\n", "2013-01-02 1 1 11.0 2013 1 2 2\n", "2013-01-03 1 1 14.0 2013 1 3 3\n", "2013-01-04 1 1 13.0 2013 1 4 4\n", "2013-01-05 1 1 10.0 2013 1 5 5" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = train_df.set_index('date')\n", "train_df['sales'] = train_df['sales'].astype(float)\n", "\n", "train_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`seasonal_decompose`를 이용하여, season의 pattern, trend를 찾아봅니다.\n", "\n", "*model* argument에서는 2가지 중(additive, multiplicative) 하나를 선택합니다.\n", "- additive : $Y[t] = T[t] + S[t] + e[t]$\n", "- multiplicative : $Y[t] = T[t] * S[t] * e[t]$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> additive" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "_uuid": "abde3372bd8924e9730495472ea150b2b6f2a1f6" }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.tsa.seasonal import seasonal_decompose\n", "result = seasonal_decompose(train_df['sales'], model='additive', freq=365)\n", "\n", "fig = plt.figure() \n", "fig = result.plot() \n", "fig.set_size_inches(15, 12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yearly pattern은 아주 명백하게 보입니다. 우상향의 trend를 볼 수 있습니다. 이것은 데이터가 stationary 하지 않다는 것을 보여줍니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> multiplicative" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from statsmodels.tsa.seasonal import seasonal_decompose\n", "result = seasonal_decompose(train_df['sales'], model='multiplicative', freq=365)\n", "\n", "fig = plt.figure() \n", "fig = result.plot() \n", "fig.set_size_inches(15, 12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stationarize the data:\n", "\n", "Data가 stationary 되어야 한다는 것이 무슨 의미일까?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $E(x_t)=\\mu$, Series의 평균이 시간의 함수가 되면 안됩니다. 아래의 그래프를 살펴보면 왼쪽은 stationary series이지만, 오른쪽은 non-stationary series입니다. 왜냐하면 시간이 지남에 따라서 평균이 증가하기 때문입니다. 즉, 평균이 시간의 함수가 되는것을 보여주고 있습니다. \n", "![alt text](https://imgur.com/LjtBXwf.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $E[(x_t-\\mu)^2]=Var(x_t)=\\sigma^2$, Series의 분산이 시간의 함수가 되면 안됩니다. 이것은 homoscedasticity(동분산성)으로 알려져 있습니다. 선형회귀모형의 가정에서 나온, 잔차의 분산이 일정한 상수를 만족한다는 가정과 같습니다. 동분산성의 반대말은 heteroscedasticity(이분산성) 입니다.\n", "![alt text](https://imgur.com/v2Uye7X.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- $cov(y_t, y_{t+s})=cov(y_t, y_{t-s})$, Series의 i번째 term과 i+m번째 term의 공분산이 시간의 함수가 되면 안됩니다. 오른쪽 그래프에서는 시간이 흐름에 따라 간격이 좁아지고 있습니다. 따라서 series의 spreading이 시간이 증가함에 따라 증가함을 볼 수 있습니다.\n", "![Imgur](https://i.imgur.com/6HVlvg2.png) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "즉 평균과 분산이 각각 상수를 갖고 있으며, 시간이 지나도 평균과 분산이 변하지 않는다는 뜻입니다. \n", "\n", "선형회귀모형은 관찰된 데이터들이(observations) 서로 독립임을 가정하고 있습니다. 그러나 time series에서는 observations이 시간에 의존적이라는 것을 알고 있습니다. \n", "\n", "Law of large numbers, central limit theorem 등과 같이 통계학에서 유용한 이론 및 결과, 또는 regression은 서로 독립인 random variable에서 성립하는 것을 볼 수 있습니다. 이런 좋은 결과들을 time series에서 적용하기 위해서는 각각의 관찰이 시간의 함수가 아닌 stationary random variables이여야만 가능합니다. \n", "\n", "따라서 data를 stationary하게 만드는 것은, regression techniques을 time dependent variable에 적용할 수 있게 합니다.\n", "\n", "Time series의 stationarity를 확인하는 방법에는 2가지가 있습니다.\n", " - Visualization : observations의 mean과 variation을 쉽게 체크할 수 있도록 합니다.\n", " - Dickey-Fuller test : `adfuller`사용" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "from statsmodels.tsa.stattools import adfuller" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "timeseries = train_df['sales']\n", "window = 12\n", "\n", "# Window 크기 만큼의 series에서 평균 및 표준편차를 구합니다.\n", "rolmean = timeseries.rolling(window).mean()\n", "rolstd = timeseries.rolling(window).std()" ] }, { "cell_type": "code", "execution_count": 48, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meanstd
date
2013-01-01NaNNaN
2013-01-02NaNNaN
2013-01-03NaNNaN
2013-01-04NaNNaN
2013-01-05NaNNaN
2013-01-06NaNNaN
2013-01-07NaNNaN
2013-01-08NaNNaN
2013-01-09NaNNaN
2013-01-10NaNNaN
2013-01-11NaNNaN
2013-01-1210.7500002.094365
2013-01-1310.5000001.977142
2013-01-1410.5833332.020726
2013-01-159.8333332.289634
2013-01-169.3333332.188122
2013-01-179.8333332.918073
2013-01-189.4166672.937480
2013-01-1910.0833333.848455
2013-01-2010.5833334.077841
\n", "
" ], "text/plain": [ " mean std\n", "date \n", "2013-01-01 NaN NaN\n", "2013-01-02 NaN NaN\n", "2013-01-03 NaN NaN\n", "2013-01-04 NaN NaN\n", "2013-01-05 NaN NaN\n", "2013-01-06 NaN NaN\n", "2013-01-07 NaN NaN\n", "2013-01-08 NaN NaN\n", "2013-01-09 NaN NaN\n", "2013-01-10 NaN NaN\n", "2013-01-11 NaN NaN\n", "2013-01-12 10.750000 2.094365\n", "2013-01-13 10.500000 1.977142\n", "2013-01-14 10.583333 2.020726\n", "2013-01-15 9.833333 2.289634\n", "2013-01-16 9.333333 2.188122\n", "2013-01-17 9.833333 2.918073\n", "2013-01-18 9.416667 2.937480\n", "2013-01-19 10.083333 3.848455\n", "2013-01-20 10.583333 4.077841" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame({'mean': rolmean.head(20), 'std': rolstd.head(20)})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> 시각화" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Rolling Mean & Standard Deviation')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20, 8))\n", "orig = plt.plot(timeseries, color='blue',label='Original')\n", "mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", "std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n", "plt.legend(loc='best')\n", "plt.title('Rolling Mean & Standard Deviation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Dickey-Fuller test" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "lag $k$의 의미? : $Y_t$ 와 $k$ 만큼 shift 시킨 $Y_t-k$ 사이의 연관성" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "dftest = adfuller(timeseries, autolag='AIC', maxlag = 20 )\n", "dfoutput = pd.Series(\n", " dftest[0:4], \n", " index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Test Statistic -2.987278\n", "p-value 0.036100\n", "#Lags Used 20.000000\n", "Number of Observations Used 1805.000000\n", "dtype: float64" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfoutput" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`autolag='AIC'` : If ‘AIC’ (default) or ‘BIC’, then the number of lags is chosen to minimize the corresponding information criterion.\n", "\n", "https://datascienceschool.net/view-notebook/ebb638fc880145b9adeef8dfa630f067/" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "p-value = 0.0361. The series is likely non-stationary.\n", "Test Statistic -2.987278\n", "p-value 0.036100\n", "#Lags Used 20.000000\n", "Number of Observations Used 1805.000000\n", "Critical Value (1%) -3.433978\n", "Critical Value (5%) -2.863143\n", "Critical Value (10%) -2.567623\n", "dtype: float64\n" ] } ], "source": [ "cutoff = 0.01\n", "\n", "dftest = adfuller(timeseries, autolag='AIC', maxlag = 20 )\n", "dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", "for key,value in dftest[4].items():\n", " dfoutput['Critical Value (%s)'%key] = value\n", "pvalue = dftest[1]\n", "if pvalue < cutoff:\n", " print('p-value = %.4f. The series is likely stationary.' % pvalue)\n", "else:\n", " print('p-value = %.4f. The series is likely non-stationary.' % pvalue)\n", "\n", "print(dfoutput)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "_uuid": "e9cbc13adbe2538ca0379751eb32c15bafeed898" }, "outputs": [], "source": [ "# 함수로 만듭니다.\n", "from statsmodels.tsa.stattools import adfuller\n", "def test_stationarity(timeseries, window = 12, cutoff = 0.01):\n", "\n", " # Determing rolling statistics\n", " rolmean = timeseries.rolling(window).mean()\n", " rolstd = timeseries.rolling(window).std()\n", "\n", " #Plot rolling statistics:\n", " fig = plt.figure(figsize=(12, 8))\n", " orig = plt.plot(timeseries, color='blue',label='Original')\n", " mean = plt.plot(rolmean, color='red', label='Rolling Mean')\n", " std = plt.plot(rolstd, color='black', label = 'Rolling Std')\n", " plt.legend(loc='best')\n", " plt.title('Rolling Mean & Standard Deviation')\n", " plt.show()\n", " \n", " #Perform Dickey-Fuller test:\n", " print('Results of Dickey-Fuller Test:')\n", " dftest = adfuller(timeseries, autolag='AIC', maxlag = 20 )\n", " dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", " for key,value in dftest[4].items():\n", " dfoutput['Critical Value (%s)'%key] = value\n", " pvalue = dftest[1]\n", " if pvalue < cutoff:\n", " print('p-value = %.4f. The series is likely stationary.' % pvalue)\n", " else:\n", " print('p-value = %.4f. The series is likely non-stationary.' % pvalue)\n", " \n", " print(dfoutput)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "21a35cea79bd763a3399115e8672500f85e44953" }, "source": [ "사실, p-value 0.036의 값은 critical value를 0.05로 주면, 귀무가설을 기각하게 되므로 데이터가 stationary 하다고 판단할 수 있습니다. 하지만 데이터를 시각화했을때 시간이 흐를수록 위쪽으로 상승하는 trend를 보였기 때문에, critical value를 엄격하게 설정하였습니다.\n", "\n", "Stationary data를 얻기 위해서는 다른 techinque들도 존재합니다." ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "_uuid": "ae1e5b9ccdf31a47b48e0d20bd25f2ceaa370725" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Results of Dickey-Fuller Test:\n", "p-value = 0.0000. The series is likely stationary.\n", "Test Statistic -1.520810e+01\n", "p-value 5.705031e-28\n", "#Lags Used 2.000000e+01\n", "Number of Observations Used 1.804000e+03\n", "Critical Value (1%) -3.433980e+00\n", "Critical Value (5%) -2.863143e+00\n", "Critical Value (10%) -2.567624e+00\n", "dtype: float64\n" ] } ], "source": [ "# Differencing\n", "first_diff = train_df.sales - train_df.sales.shift(1)\n", "first_diff = first_diff.dropna(inplace = False)\n", "test_stationarity(first_diff, window = 12)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Differencing 이후에 p-value는 크게 작아졌습니다. 따라서 이 series는 stationary 데이터라고 볼 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (2) ACF and PACF\n", "\n", "- 편(부분)자기상관계수 함수(Partial autocorrelation)은 AR 모형의 차수를 추정하기 위한 방법중 하나입니다. 일반적인 자기상관계수 함수 $\\rho_k$는 확률 과정의 시각 $t$의 값 $Y_t$와 시각 $t-k$의 값 $Y_{t-k}$의 상관계수를 뜻합니다. 편자기상관계수 함수는 이와 달리 두 시각 사이의 값 즉 $Y_{t-1}$,...,$Y_{t-k+1}$의 영향을 배제합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (2.1) Autoregression(AR)\n", "\n", "AR(p) (AutoRegressive of order p)는 간단하게 과거의 패턴이 지속된다면 시계열 데이터 관측치 $Y_t$는 과거 관측치 $Y_{t-1}$, $Y_{t-2}$, $Y_{t-3}$,..., $Y_{t-p}$에 의해 예측될 수 있다고 봅니다. 오직 과거의 데이터(lagged variables)만 사용해서 예측 모형을 만들게 되며, 이름도 autoregressive 입니다. (그리스어로 auto 라는 뜻은 self를 가르킵니다.)\n", "\n", "Autoregression은 이전 time-steps의 observations을 통해 다음 step의 값을 예측할 수 있다는 가정을 갖고 있습니다. Variables관의 관계를 correlation이라고 하며, 두 variables이 동시에 증가하거나 감소하면 positive correlation이라고 하며, 서로 반대방향으로 움직인다면 (하나는 증가하고, 하나는 감소하는 상황) negative correlation이라고 합니다.\n", "\n", "Output variable (예측값) 그리고 이전 time-steps의 값(lagged variables)들의 correlation을 구함으로서 통계적 측정을 할 수 있습니다.\n", "correlation을 통해서 얼마만큼의 lag variables을 사용해야될지 알 수 있으며, 그래프가 predictable한지 안 한지도 알 수 있습니다.\n", "\n", "Lag $k$인 Autoregression(AR) process를 이용하여 time series를 생성했다고 가정해보겠습니다.\n", "\n", "ACF는 한 시점에서의 observarion과 그 이전 시점에서의 다른 observation(lag) 사이의 autocorrelation을 나타냅니다. 그리고 한 시점에서의 observation과 이전 시점에서의 다른 observation은 직/간접적으로 의존적인 정보를 포함하고 있습니다.\n", "(예를 들어, 교회 수 $x$와 범죄발생 수$z$의 상관관계가 0.99라고 하자. 인구 수 $z$가 여기에 큰 영향을 미치기 때문이다. ACF는 $x$와 $y$의 상관계수를 계산할 때, $z$의 영향력을 포함시켜서 계산한다.)\n", "\n", "PACF는 observation과 lag간의 직접적인 관계를 이용합니다. 따라서 observation과 $k$ 시점 뒤의 lag value와는 상관관계가 없을 수 있습니다.\n", "(예를 들어, 교회 수 $x$와 범죄발생 수$z$의 상관관계가 0.99라고 하자. 인구 수 $z$가 여기에 큰 영향을 미치기 때문이다. PACF는 $x$와 $y$의 상관계수를 계산할 때, $z$의 영향력을 제외시켜서 계산한다.)\n", "\n", "$Y_t$ : a function of the *‘Lags of $Y_t$’*.\n", "\n", "$$Y_t=\\alpha + \\beta_1Y_{t-1} + \\beta_2Y_{t-2} + ... + \\beta_pY_{t-p} + \\epsilon_t$$\n", "\n", "where, \n", "- $Y_{t-1}$ is the lag 1 of the series.\n", "- $\\beta_1$ is the coefficient of lag 1 that the model estimates.\n", "- $\\alpha$ is the intercept term, also estimated by the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (2.2) Moving Average(MA)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "1ef9dc951591af3b49fbcb361f117c5d528f0978" }, "source": [ "Moving-average Model은 univariate time series를 모델링 하는데 사용되는 방법중의 하나입니다. AR Model과 함께 ARMA 그리고 ARIMA 모델의 중요 컴포넌트가 됩니다. **Moving average process는 prior prediction으로부터의 residual error의 time series autoregression model입니다.** Moving average model은 현재의 forecast error를 기반으로 future forecast를 수정합니다.\n", "\n", "$Y_t$ : a function of the *‘Lags of $Y_t$’*.\n", "\n", "$$Y_t=\\alpha + \\epsilon_t + \\phi_{1}\\epsilon_{t-1} + \\phi_{2}\\epsilon_{t-2} + ... + \\phi_{q}\\epsilon_{t-q}$$\n", "\n", "Autocorrelation plot 으로 부터, MA term이 필요한지의 여부를 판단할 수 있습니다. Partial autocorrelation plot으로부터 AR term이 필요한지의 여부를 판단할 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Lag plot\n", "\n", "빠르게 correlation이 존재하는지 확인하는 방법은 step t 와 t-1 을 scatter plot으로 그래서 확인하는 방법입니다. 자기상관관계가 있으면 직선의 형태로 scatter가 형성되고, 자기상관관계가 없으면 random하게 scatter가 형성됩니다." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'lag plot')" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import lag_plot\n", "\n", "lag_plot(timeseries, lag=1)\n", "plt.title('lag plot')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Pearson Correlation Coefficient" ] }, { "cell_type": "code", "execution_count": 63, "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", "
t-2t-1t
t-21.0000000.5356050.562809
t-10.5356051.0000000.525338
t0.5628090.5253381.000000
\n", "
" ], "text/plain": [ " t-2 t-1 t\n", "t-2 1.000000 0.535605 0.562809\n", "t-1 0.535605 1.000000 0.525338\n", "t 0.562809 0.525338 1.000000" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_diff = train_df.sales - train_df.sales.shift(1)\n", "second_diff = train_df.sales - train_df.sales.shift(2)\n", "\n", "data2 = pd.concat([second_diff, first_diff, train_df.sales], axis=1)\n", "data2.columns = ['t-2', 't-1', 't']\n", "data2.corr()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Autocorrelation Plot" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from pandas.plotting import autocorrelation_plot\n", "\n", "figure = plt.figure(figsize=(20, 10))\n", "autocorrelation_plot(timeseries)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ACF, PACF" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "___" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Case 1\n", "\n", "\n", "$𝑘=0$ 을 제외하고는 유의미한 자기상관계수 혹은 편자기상관계수의 시차를 찾을 수 없습니다. 따라서 이 시계열은 가우시안 백색 잡음으로 볼 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Case 2\n", "\n", "\n", "ACF가 지수함수적으로 감소하고 PACF가 1차항에 대해서만 유의한 값을 가지므로 AR(1) 으로 볼 수 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Case 3\n", "\n", "\n", "ACF가 지수함수적으로 감소하는 주기적 파형을 보이고 PACF가 2차항까지 유의한 값을 가지므로 AR(2) 모형으로 볼 수 있다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Case 4\n", "\n", "\n", "시차 12를 두고 강한 상관관계를 보입니다. 이러한 시계열은 Seasonal 모형을 사용해야 합니다.\n", "___" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "_uuid": "3002d08b73a8aa34e458a5ed43ffe17d7256b64e" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import statsmodels.api as sm\n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(train_df.sales, lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(train_df.sales, lags=40, ax=ax2)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "_uuid": "07d1c0a66c6bc9b3ccec6e7ed1c8c6690d4a9b97" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(first_diff, lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(first_diff, lags=40, ax=ax2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "7일 단위로 pattern이 반복되는 것을 볼 수 있습니다. Seasonal이 존재한다고 판단할 수 있으며, SARIMA(Seasonal ARIMA)의 사용을 검토하도록 합니다.\n", "\n", "명확하게 하나의 모델로 귀결되는 것이 아니라 대략적 모델의 후보를 추천할 수 있게 되는 것입니다." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "471105ce7f8551619eed9e8b0f36cdb4be0621f7" }, "source": [ "## (3) Build the model\n", "\n", "### How to determin p, d, q\n", "\n", "- I = 1 : First order differencing이 time series를 stationary 하게 함\n", "- AR = 6 : PACF를 살펴보면, 6 lags이 significant\n", "- MA = 0 : MA order를 잘못 정의하는 것을 피하기 위하여 0으로 셋팅\n", "\n", "https://www.researchgate.net/post/How_does_one_determine_the_values_for_ARp_and_MAq \n", "https://stats.stackexchange.com/questions/281666/how-does-acf-pacf-identify-the-order-of-ma-and-ar-terms/281726#281726 \n", "https://stats.stackexchange.com/questions/134487/analyse-acf-and-pacf-plots?rq=1 " ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "_uuid": "c0250aff147382899a50d89e2fd106bd636d8400" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " ARIMA Model Results \n", "==============================================================================\n", "Dep. Variable: D.sales No. Observations: 1825\n", "Model: ARIMA(6, 1, 0) Log Likelihood -5597.668\n", "Method: css-mle S.D. of innovations 5.195\n", "Date: Sun, 09 Jun 2019 AIC 11211.335\n", "Time: 23:32:22 BIC 11255.410\n", "Sample: 01-02-2013 HQIC 11227.594\n", " - 12-31-2017 \n", "=================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "---------------------------------------------------------------------------------\n", "const 0.0039 0.025 0.152 0.879 -0.046 0.054\n", "ar.L1.D.sales -0.8174 0.022 -37.921 0.000 -0.860 -0.775\n", "ar.L2.D.sales -0.7497 0.026 -28.728 0.000 -0.801 -0.699\n", "ar.L3.D.sales -0.6900 0.028 -24.665 0.000 -0.745 -0.635\n", "ar.L4.D.sales -0.6138 0.028 -21.950 0.000 -0.669 -0.559\n", "ar.L5.D.sales -0.5247 0.026 -20.132 0.000 -0.576 -0.474\n", "ar.L6.D.sales -0.3892 0.022 -18.064 0.000 -0.431 -0.347\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", "AR.1 0.6842 -0.8982j 1.1292 -0.1464\n", "AR.2 0.6842 +0.8982j 1.1292 0.1464\n", "AR.3 -1.0869 -0.5171j 1.2037 -0.4293\n", "AR.4 -1.0869 +0.5171j 1.2037 0.4293\n", "AR.5 -0.2714 -1.1477j 1.1794 -0.2870\n", "AR.6 -0.2714 +1.1477j 1.1794 0.2870\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ "arima_mod6 = sm.tsa.ARIMA(train_df.sales, (6,1,0)).fit(disp=False)\n", "print(arima_mod6.summary())" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "a0409af01a11bb57a3fcef69a9887eec3abc2b80" }, "source": [ "### Analyze the result\n", "- Residual distribution (normal dist or not)\n", "- ACF, PACF\n", "\n", "좋은 모델 :\n", " - The residual is normal distribution.\n", " - ACF, PACF has not significant terms." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Residual dist" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NormaltestResult(statistic=16.42639258283117, pvalue=0.00027105297095259895)\n" ] } ], "source": [ "from scipy import stats\n", "from scipy.stats import normaltest\n", "\n", "# Residual의 normal test\n", "resid = arima_mod6.resid\n", "print(normaltest(resid))" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Residual distribution')" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,8))\n", "ax0 = fig.add_subplot(111)\n", "\n", "sns.distplot(resid, fit = stats.norm, ax = ax0)\n", "\n", "# Get the fitted parameters used by the function\n", "(mu, sigma) = stats.norm.fit(resid)\n", "\n", "#Now plot the distribution using \n", "plt.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} )'.format(mu, sigma)], loc='best')\n", "plt.ylabel('Frequency')\n", "plt.title('Residual distribution')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ACF and PACF" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "_uuid": "7abf3684fb85164182834b6bd47bfbdec84b4b77" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(arima_mod6.resid, lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(arima_mod6.resid, lags=40, ax=ax2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ACF, PACF에서 correlation이 반복적으로 발생하고 있다. 따라서 SARIMA를 고려해야한다." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "c749321852ee7fe54cf304eadb542da27ef05e8d" }, "source": [ "# Consider seasonality affect by SARIMA" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "_uuid": "10cd57caa5ade104670bc8fdac2066d18ba80c7d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: sales No. Observations: 1826\n", "Model: SARIMAX(6, 1, 0) Log Likelihood -5597.679\n", "Date: Sun, 09 Jun 2019 AIC 11209.359\n", "Time: 23:40:48 BIC 11247.924\n", "Sample: 01-01-2013 HQIC 11223.585\n", " - 12-31-2017 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ar.L1 -0.8174 0.021 -39.063 0.000 -0.858 -0.776\n", "ar.L2 -0.7497 0.025 -30.480 0.000 -0.798 -0.702\n", "ar.L3 -0.6900 0.026 -26.686 0.000 -0.741 -0.639\n", "ar.L4 -0.6138 0.027 -22.743 0.000 -0.667 -0.561\n", "ar.L5 -0.5247 0.025 -21.199 0.000 -0.573 -0.476\n", "ar.L6 -0.3892 0.021 -18.819 0.000 -0.430 -0.349\n", "sigma2 26.9896 0.817 33.037 0.000 25.388 28.591\n", "===================================================================================\n", "Ljung-Box (Q): 205.88 Jarque-Bera (JB): 19.53\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 1.41 Skew: 0.15\n", "Prob(H) (two-sided): 0.00 Kurtosis: 3.40\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] } ], "source": [ "sarima_mod6 = sm.tsa.statespace.SARIMAX(train_df.sales, trend='n', order=(6,1,0)).fit()\n", "print(sarima_mod6.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> Residual dist" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "NormaltestResult(statistic=16.74269014620744, pvalue=0.0002314040888974918)\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Residual distribution')" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "resid = sarima_mod6.resid\n", "print(normaltest(resid))\n", "\n", "fig = plt.figure(figsize=(12,8))\n", "ax0 = fig.add_subplot(111)\n", "\n", "sns.distplot(resid ,fit = stats.norm, ax = ax0) # need to import scipy.stats\n", "\n", "# Get the fitted parameters used by the function\n", "(mu, sigma) = stats.norm.fit(resid)\n", "\n", "#Now plot the distribution using \n", "plt.legend(['Normal dist. ($\\mu=$ {:.2f} and $\\sigma=$ {:.2f} )'.format(mu, sigma)], loc='best')\n", "plt.ylabel('Frequency')\n", "plt.title('Residual distribution')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> ACF and PACF" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "_uuid": "a059e1cee7d9c33e52abbe3cddd5e9d44c6d26eb" }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(211)\n", "fig = sm.graphics.tsa.plot_acf(arima_mod6.resid, lags=40, ax=ax1)\n", "ax2 = fig.add_subplot(212)\n", "fig = sm.graphics.tsa.plot_pacf(arima_mod6.resid, lags=40, ax=ax2)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "21e83dc5ec8e4fd7b5f8614f99569d1c6e6e7e6b" }, "source": [ "# Make prediction and evaluation\n", "\n", "Take the last 30 days in training set as validation data" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "_uuid": "31f10644a11609f44765eaa544716cbc5bd2718f" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start_index = 1730\n", "end_index = 1826\n", "train_df['forecast'] = sarima_mod6.predict(start = start_index, end= end_index, dynamic= True) \n", "train_df[start_index:end_index][['sales', 'forecast']].plot(figsize=(12, 8))" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "_uuid": "b2fc22d1f88d4b92ca087713eff7046dac271cf8" }, "outputs": [], "source": [ "def smape_kun(y_true, y_pred):\n", " mape = np.mean(abs((y_true-y_pred)/y_true))*100\n", " smape = np.mean((np.abs(y_pred - y_true) * 200/ (np.abs(y_pred) + np.abs(y_true))).fillna(0))\n", " print('MAPE: %.2f %% \\nSMAPE: %.2f'% (mape,smape), \"%\")" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "_uuid": "6be12c96e2ca369b3c861be7975b85bbb96e3c2a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAPE: 33.01 % \n", "SMAPE: 25.07 %\n" ] } ], "source": [ "smape_kun(train_df[1730:1825]['sales'],train_df[1730:1825]['forecast'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# SARIMAX: adding external variables" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [], "source": [ "storeid = 1\n", "itemid = 1\n", "\n", "train_df = train[train['store']==storeid]\n", "train_df = train_df[train_df['item']==itemid]\n", "\n", "train_df['year'] = train_df['date'].dt.year - 2012\n", "train_df['month'] = train_df['date'].dt.month\n", "train_df['day'] = train_df['date'].dt.dayofyear\n", "train_df['weekday'] = train_df['date'].dt.weekday\n", "\n", "start_index = 1730\n", "end_index = 1826" ] }, { "cell_type": "code", "execution_count": 86, "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", " \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", "
datestoreitemsalesyearmonthdayweekday
02013-01-0111131111
12013-01-0211111122
22013-01-0311141133
32013-01-0411131144
42013-01-0511101155
\n", "
" ], "text/plain": [ " date store item sales year month day weekday\n", "0 2013-01-01 1 1 13 1 1 1 1\n", "1 2013-01-02 1 1 11 1 1 2 2\n", "2 2013-01-03 1 1 14 1 1 3 3\n", "3 2013-01-04 1 1 13 1 1 4 4\n", "4 2013-01-05 1 1 10 1 1 5 5" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df.head()" ] }, { "cell_type": "code", "execution_count": 99, "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", "
dateholiday
02010-12-31New Year's Day
12011-01-17Birthday of Martin Luther King, Jr.
22011-02-21Washington's Birthday
32011-05-30Memorial Day
42011-07-04Independence Day
\n", "
" ], "text/plain": [ " date holiday\n", "0 2010-12-31 New Year's Day\n", "1 2011-01-17 Birthday of Martin Luther King, Jr.\n", "2 2011-02-21 Washington's Birthday\n", "3 2011-05-30 Memorial Day\n", "4 2011-07-04 Independence Day" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "holiday = pd.read_csv('./inputs/usholidays.csv', index_col=0)\n", "holiday.columns = ['date', 'holiday']\n", "holiday['date'] = pd.to_datetime(holiday['date'], yearfirst = True)\n", "holiday.head()" ] }, { "cell_type": "code", "execution_count": 100, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
datestoreitemsalesyeardayholiday_boolmonth_1month_2month_3...holiday_Thanksgiving Dayholiday_Veterans Dayholiday_Washington's Birthdayweekday_0weekday_1weekday_2weekday_3weekday_4weekday_5weekday_6
02013-01-011113111100...0000100000
12013-01-021111120100...0000010000
22013-01-031114130100...0000001000
32013-01-041113140100...0000000100
42013-01-051110150100...0000000010
\n", "

5 rows × 36 columns

\n", "
" ], "text/plain": [ " date store item sales year day holiday_bool month_1 month_2 \\\n", "0 2013-01-01 1 1 13 1 1 1 1 0 \n", "1 2013-01-02 1 1 11 1 2 0 1 0 \n", "2 2013-01-03 1 1 14 1 3 0 1 0 \n", "3 2013-01-04 1 1 13 1 4 0 1 0 \n", "4 2013-01-05 1 1 10 1 5 0 1 0 \n", "\n", " month_3 ... holiday_Thanksgiving Day holiday_Veterans Day \\\n", "0 0 ... 0 0 \n", "1 0 ... 0 0 \n", "2 0 ... 0 0 \n", "3 0 ... 0 0 \n", "4 0 ... 0 0 \n", "\n", " holiday_Washington's Birthday weekday_0 weekday_1 weekday_2 weekday_3 \\\n", "0 0 0 1 0 0 \n", "1 0 0 0 1 0 \n", "2 0 0 0 0 1 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 0 \n", "\n", " weekday_4 weekday_5 weekday_6 \n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", "3 1 0 0 \n", "4 0 1 0 \n", "\n", "[5 rows x 36 columns]" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = train_df.merge(holiday, how='left', on='date')\n", "train_df['holiday_bool'] = pd.notnull(train_df['holiday']).astype(int)\n", "train_df = pd.get_dummies(train_df, \n", " columns = ['month','holiday','weekday'] , \n", " prefix = ['month','holiday','weekday'])\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "ext_var_list = ['date','year', 'day', 'holiday_bool',\n", " 'month_1', 'month_2', 'month_3', 'month_4', 'month_5', 'month_6',\n", " 'month_7', 'month_8', 'month_9', 'month_10', 'month_11', 'month_12',\n", " 'holiday_Christmas Day', 'holiday_Columbus Day',\n", " 'holiday_Independence Day', 'holiday_Labor Day',\n", " 'holiday_Memorial Day', 'holiday_Thanksgiving Day', 'holiday_Veterans Day', 'weekday_0',\n", " 'weekday_1', 'weekday_2', 'weekday_3', 'weekday_4', 'weekday_5',\n", " 'weekday_6']" ] }, { "cell_type": "code", "execution_count": 104, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \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", "
yeardayholiday_boolmonth_1month_2month_3month_4month_5month_6month_7...holiday_Memorial Dayholiday_Thanksgiving Dayholiday_Veterans Dayweekday_0weekday_1weekday_2weekday_3weekday_4weekday_5weekday_6
date
2013-01-011111000000...0000100000
2013-01-021201000000...0000010000
2013-01-031301000000...0000001000
2013-01-041401000000...0000000100
2013-01-051501000000...0000000010
\n", "

5 rows × 29 columns

\n", "
" ], "text/plain": [ " year day holiday_bool month_1 month_2 month_3 month_4 \\\n", "date \n", "2013-01-01 1 1 1 1 0 0 0 \n", "2013-01-02 1 2 0 1 0 0 0 \n", "2013-01-03 1 3 0 1 0 0 0 \n", "2013-01-04 1 4 0 1 0 0 0 \n", "2013-01-05 1 5 0 1 0 0 0 \n", "\n", " month_5 month_6 month_7 ... holiday_Memorial Day \\\n", "date ... \n", "2013-01-01 0 0 0 ... 0 \n", "2013-01-02 0 0 0 ... 0 \n", "2013-01-03 0 0 0 ... 0 \n", "2013-01-04 0 0 0 ... 0 \n", "2013-01-05 0 0 0 ... 0 \n", "\n", " holiday_Thanksgiving Day holiday_Veterans Day weekday_0 \\\n", "date \n", "2013-01-01 0 0 0 \n", "2013-01-02 0 0 0 \n", "2013-01-03 0 0 0 \n", "2013-01-04 0 0 0 \n", "2013-01-05 0 0 0 \n", "\n", " weekday_1 weekday_2 weekday_3 weekday_4 weekday_5 weekday_6 \n", "date \n", "2013-01-01 1 0 0 0 0 0 \n", "2013-01-02 0 1 0 0 0 0 \n", "2013-01-03 0 0 1 0 0 0 \n", "2013-01-04 0 0 0 1 0 0 \n", "2013-01-05 0 0 0 0 1 0 \n", "\n", "[5 rows x 29 columns]" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "exog_data = train_df[ext_var_list]\n", "exog_data = exog_data.set_index('date')\n", "exog_data.head()" ] }, { "cell_type": "code", "execution_count": 105, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \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", "
storeitemsalesyeardayholiday_boolmonth_1month_2month_3month_4...holiday_Thanksgiving Dayholiday_Veterans Dayholiday_Washington's Birthdayweekday_0weekday_1weekday_2weekday_3weekday_4weekday_5weekday_6
date
2013-01-0111131111000...0000100000
2013-01-0211111201000...0000010000
2013-01-0311141301000...0000001000
2013-01-0411131401000...0000000100
2013-01-0511101501000...0000000010
\n", "

5 rows × 35 columns

\n", "
" ], "text/plain": [ " store item sales year day holiday_bool month_1 month_2 \\\n", "date \n", "2013-01-01 1 1 13 1 1 1 1 0 \n", "2013-01-02 1 1 11 1 2 0 1 0 \n", "2013-01-03 1 1 14 1 3 0 1 0 \n", "2013-01-04 1 1 13 1 4 0 1 0 \n", "2013-01-05 1 1 10 1 5 0 1 0 \n", "\n", " month_3 month_4 ... holiday_Thanksgiving Day \\\n", "date ... \n", "2013-01-01 0 0 ... 0 \n", "2013-01-02 0 0 ... 0 \n", "2013-01-03 0 0 ... 0 \n", "2013-01-04 0 0 ... 0 \n", "2013-01-05 0 0 ... 0 \n", "\n", " holiday_Veterans Day holiday_Washington's Birthday weekday_0 \\\n", "date \n", "2013-01-01 0 0 0 \n", "2013-01-02 0 0 0 \n", "2013-01-03 0 0 0 \n", "2013-01-04 0 0 0 \n", "2013-01-05 0 0 0 \n", "\n", " weekday_1 weekday_2 weekday_3 weekday_4 weekday_5 weekday_6 \n", "date \n", "2013-01-01 1 0 0 0 0 0 \n", "2013-01-02 0 1 0 0 0 0 \n", "2013-01-03 0 0 1 0 0 0 \n", "2013-01-04 0 0 0 1 0 0 \n", "2013-01-05 0 0 0 0 1 0 \n", "\n", "[5 rows x 35 columns]" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_df = train_df.set_index('date')\n", "train_df.head()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "start_index = '2017-10-01'\n", "end_index = '2017-12-31'" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Statespace Model Results \n", "=========================================================================================\n", "Dep. Variable: sales No. Observations: 1735\n", "Model: SARIMAX(6, 1, 0)x(0, 1, 1, 7) Log Likelihood -5133.434\n", "Date: Mon, 10 Jun 2019 AIC 10340.869\n", "Time: 00:01:58 BIC 10542.672\n", "Sample: 01-01-2013 HQIC 10415.518\n", " - 10-01-2017 \n", "Covariance Type: opg \n", "============================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------------------\n", "year -244.4924 1564.171 -0.156 0.876 -3310.212 2821.227\n", "day -0.6669 4.283 -0.156 0.876 -9.061 7.727\n", "holiday_bool -0.8249 1.531 -0.539 0.590 -3.826 2.177\n", "month_1 -5.4112 2654.158 -0.002 0.998 -5207.466 5196.644\n", "month_2 -4.0125 2654.223 -0.002 0.999 -5206.194 5198.169\n", "month_3 -2.2572 2654.256 -0.001 0.999 -5204.503 5199.989\n", "month_4 1.0759 2654.205 0.000 1.000 -5201.070 5203.222\n", "month_5 1.5045 2654.206 0.001 1.000 -5200.644 5203.653\n", "month_6 3.5218 2654.182 0.001 0.999 -5198.580 5205.624\n", "month_7 4.7520 2654.190 0.002 0.999 -5197.365 5206.869\n", "month_8 2.0216 2654.204 0.001 0.999 -5200.124 5204.167\n", "month_9 2.3447 2654.201 0.001 0.999 -5199.794 5204.483\n", "month_10 0.1801 2654.205 6.78e-05 1.000 -5201.965 5202.326\n", "month_11 2.5295 2654.203 0.001 0.999 -5199.613 5204.672\n", "month_12 -6.2493 2654.213 -0.002 0.998 -5208.411 5195.912\n", "holiday_Christmas Day 1.6206 2.645 0.613 0.540 -3.564 6.805\n", "holiday_Columbus Day -2.0487 2.801 -0.731 0.464 -7.538 3.441\n", "holiday_Independence Day 0.2512 2.315 0.108 0.914 -4.287 4.789\n", "holiday_Labor Day 1.6600 1.992 0.834 0.405 -2.243 5.563\n", "holiday_Memorial Day 1.3948 2.160 0.646 0.518 -2.839 5.629\n", "holiday_Thanksgiving Day -0.6434 3.978 -0.162 0.872 -8.441 7.154\n", "holiday_Veterans Day 2.0782 3.123 0.666 0.506 -4.042 8.198\n", "weekday_0 -2.668e-05 8.25e+04 -3.23e-10 1.000 -1.62e+05 1.62e+05\n", "weekday_1 -1.458e-06 2.92e+04 -5e-11 1.000 -5.72e+04 5.72e+04\n", "weekday_2 1.118e-05 6.26e+04 1.79e-10 1.000 -1.23e+05 1.23e+05\n", "weekday_3 -7.598e-06 7.66e+04 -9.91e-11 1.000 -1.5e+05 1.5e+05\n", "weekday_4 -2.993e-06 4.52e+04 -6.62e-11 1.000 -8.86e+04 8.86e+04\n", "weekday_5 1.062e-05 7.69e+04 1.38e-10 1.000 -1.51e+05 1.51e+05\n", "weekday_6 4.867e-06 5.84e+04 8.33e-11 1.000 -1.15e+05 1.15e+05\n", "ar.L1 -0.8481 0.024 -35.785 0.000 -0.895 -0.802\n", "ar.L2 -0.7471 0.031 -24.483 0.000 -0.807 -0.687\n", "ar.L3 -0.6218 0.034 -18.555 0.000 -0.687 -0.556\n", "ar.L4 -0.4763 0.033 -14.393 0.000 -0.541 -0.411\n", "ar.L5 -0.3107 0.031 -10.178 0.000 -0.371 -0.251\n", "ar.L6 -0.1782 0.023 -7.682 0.000 -0.224 -0.133\n", "ma.S.L7 -0.9990 0.047 -21.375 0.000 -1.091 -0.907\n", "sigma2 21.8951 1.134 19.308 0.000 19.672 24.118\n", "===================================================================================\n", "Ljung-Box (Q): 102.69 Jarque-Bera (JB): 37.61\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 1.32 Skew: 0.21\n", "Prob(H) (two-sided): 0.00 Kurtosis: 3.59\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 1.22e+17. Standard errors may be unstable.\n", "CPU times: user 39 s, sys: 912 ms, total: 39.9 s\n", "Wall time: 20.9 s\n" ] } ], "source": [ "%%time\n", "sarimax_mod6 = sm.tsa.statespace.SARIMAX(endog = train_df.sales[:start_index],\n", " exog = exog_data[:start_index], \n", " trend='n', order=(6,1,0), seasonal_order=(0,1,1,7)).fit()\n", "print(sarimax_mod6.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "대부분의 coefficient들이 유의하지 않습니다. 이것은 데이터 사이의 high collinearity 때문일 수 있습니다." ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [], "source": [ "start_index = '2017-10-01'\n", "end_index = '2017-12-30'\n", "end_index1 = '2017-12-31'" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAHpCAYAAABk5D+nAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOy9eZQcd3n3+6leqrfZNDPaRpstW15kbCybCGMCSYzjhAAvb95ArgmbjcGcGyAQcyH3NXnDCQ65BhzMzSEhkASSmBebEPANwQlhDcaYxZJGliyvsixbs0mz9r5Ud/3uH1XV+zrT20jP5xwdSdM93b/urur61re+z/NoSimFIAiCIAiCIJzluHq9AEEQBEEQBEHoBiJ8BUEQBEEQhHMCEb6CIAiCIAjCOYEIX0EQBEEQBOGcQISvIAiCIAiCcE4gwlcQBEEQBEE4JxDhKwiCIAiCIJwTeLr1RDMzM916qhLGx8dZWFjoyXMLwtmA7EOC0ByyrwjC2lntflT8exMTEzXv11D4mqbJ3/zN3zA7OwvAu971LnK5HHfeeSdbt24F4IYbbuDaa69teZGCIAiCIAiC0C0aCt8DBw4AcMcdd3Ds2DHuu+8+rr76al772tfyute9ruMLFARBEARBEIR20FD47t+/n6uvvhqA+fl5gsEgJ06cYGZmhgMHDrBlyxZuuukmAoFAxxcrCIIgCIIgCKtFU0qpZu742c9+lkceeYTbbruNpaUldu3axe7du/nGN75BLBbjbW97W93fz2QybVlwq3g8HrLZbE+eWxDOBmQfEoTmkH1F6ARKKZaWls6ZbUvTNJqUpng8HkZHR9E0rWT/03W99uM3K3wBVlZWuP322/mzP/szRkdHAZiamuKLX/wif/Inf1L3d6W4TRDWJ7IPCUJzyL4idIJkMonX68Xj6Vo/gp7SyglkNpvFMAwCgUDTxW0N25k9+OCD3H///YCloDVN46677uL48eMAHD16lN27dze1QEEQBEEQBKF5TNM8Z0Rvq3g8HkzTbO13Gt1h//79/PVf/zUf/ehHyWaz3HTTTYyNjfGlL30Jt9vNyMgIt95666oXLQiCIAiCIFRH07ReL6GvafX9aSh8/X4/t912W8XP77jjjpaeSBAEQRAEQTg7ufPOO7nuuuvYv39/r5dSF5ncJgiCIAiCIJwTSGhEEARBEARhHWA+/APUT77X1sfUXn49rmuvq3n7qVOn+MQnPoHb7UYpxe23384999zDmTNnWFpa4tprr+WWW27J3z+bzfLpT3+a6elpTNPklltu4corr+Tv/u7vOHz4MLlcjle+8pW86U1vauvraBYRvoIgCIIgCEJVDhw4wKWXXsq73/1ujhw5QjKZZO/evXzoQx8ik8nwxje+sUT4PvDAAwwPD/PhD3+YcDjM+9//fv7hH/6B733ve3zmM59hdHSUb3/72z17PSJ8BUEQBEEQ1gGua6+DOu5sJ3jNa17Dvffey4c//GEGBgZ4+9vfzpNPPsnk5CShUAjDMEruf+LECY4ePcoTTzwBWF0pwuEwH/nIR/jCF77A0tISL33pS7v6GooR4SsIgiAIgiBU5aGHHuLyyy/n7W9/O9///vd55zvfyY033sgHP/hBpqen+da3vlUycGLnzp1s3LiRt7zlLaTTab785S8TCAT40Y9+xP/6X/8LgJtuuolf+7VfY8uWLV1/PSJ8BUEQBEEQhKpcfPHF3HnnnXz5y18ml8vxl3/5l3zmM5/h8ccfx+v1sm3btpLBLa973eu46667eP/7308ikeD1r389uq4zODjI7//+7+Pz+XjJS17C5s2be/J6WprcthZkcpsgrE9kHxKE5pB9RegEiUSCYDDY62V0jVZHfzvvT9smtwmCIAiCIAjC2YAIX0EQuop67BAqFun1MgRBEIRzEBG+giB0DWUYmH/5MdSPv9vrpQiCIAjnICJ8BUHoHkYalAnJWK9XIgiCIJyDiPAVBKF7OP0e0+nerkMQBEE4JxHhKwhC98g6wjfV23UIgiAI5yQifAVB6B5Gxvo7I46vIAjCeiCXy/GHf/iHvPe97yUajfZkDffff3/bHkuEryAI3cOOOihxfAVBENYFCwsLxONxPvvZzzI4ONiTNdxzzz1teyyZ3CYIQveQqIMgCMKq+cGJMN9/dqWtj/mqC0a4bvdwzdvvvvtupqen+Yu/+AsWFhZIJBLkcjne8Y53cNVVV3HzzTezY8cOPB4Pt912G5/61KeIRKyWle973/vYvXs3DzzwAN/85jcxTZNrr72Wm2++mfvvv58f//jHJJNJhoeHueOOO5ibm+OTn/wkLpcLpRR//Md/zHe+8x2i0Sh33303f/iHf7jm1yvCVxCE7uFEHUT4CoIgrAs+8IEP8LGPfYxgMMjVV1/NG97wBubn5/mDP/gDvvKVr5BMJnnrW9/Knj17+PznP89VV13F61//eqampvjEJz7Bxz72Me69917+/u//Hl3X+du//Vvi8TiRSIS77roLl8vFhz70IZ588kmOHz/OpZdeyq233sqRI0eIx+O85S1v4Rvf+EZbRC+I8BUEoZsY4vgKgiCslut2D9d1ZzvJ888/z/XXXw/Axo0bCQaDLC8vA7Bjxw4AnnvuOSYnJ/nhD38IQDQaZXZ2lvPPPx+fzwfArbfeClijie+44w4CgQDz8/Pkcjle85rX8NWvfpUPf/jDDAwM8M53vrPtr0OEryAI3cOJOkhxmyAIwrpi165dHDlyhD179jA/P08sFmN42BLhLpdVMrZjxw6uv/56rr/+epaXl3nggQeYmJjghRdeIJPJoOs6H/3oR/nt3/5tHnroIT73uc+RSqV497vfjVKKhx56iCuuuIK3vvWtfP/73+fee+/lj/7oj9r6OkT4CoLQPSTqIAiCsC5585vfzCc/+UkefPBB0uk0H/zgB3G73SX3ectb3sKnPvUpvvWtb5FIJHj729/OyMgIb3rTm/jABz6Apmm87GUv45JLLiEQCPDe974XgLGxMRYWFti7dy+f+MQn8Hg85HI53vOe9wCW6P74xz/ORz7ykTW/Dk0ppdb8KE0wMzPTjaepYHx8nIWFhZ48tyCcDbRzHzJ/+kPUF+8GXcf9V//SlscUhH5BjjdCJ0gkEgSDwV4vo2t4PB6y2WzT93fen+L9b2Jioub9pZ2ZIAjdIx91yKDMXG/XIgiCIJxziPAVBKF7OFEHkJyvIAiC0HVE+AqC0D2crg4AaRG+giAIQncR4SsIQvfIFgtfKXATBEFoRJdKsdYtrb4/InwFQegeJVEHEb6CIAiNcLlcLRV7nUtks9l8K7VmkXZmgiB0D4k6CIIgtITf7yeVSpFOp9E0rdfL6Tg+n490E8cHpRQulwu/39/S44vwFQShe0jUQRAEoSU0TSMQCPR6GV2j020BJeogCEL3KI46iPAVBEEQuowIX0EQukdR1EGJ8BUEQRC6jAhfQRC6R9aAgD2BSIrbBEEQhC4jwlcQhK6hjAwEB6z/SHGbIAiC0GVE+AqC0D0MAwaGrH9L1EEQBEHoMiJ8BUHoHlkDfH5weyTqIAiCIHQdEb6CIHQPIwNeL/h8EnUQBEEQuo4IX0EQuodhgFcHXwDSyV6vRhAEQTjHEOErCGWoaBhVPGFMaB9ZA80jjm+/oQwDFVnu9TIEQRA6jghfQSjD/NgHUN+5v9fLODtxog66X/r49hHqnr/C/PMP9XoZgiAIHUdGFgtCESqThpVF64/QfrJO1MEHGXF8+wF1Zhb1s/8Ct/gggiCc/cg3nSAUE4tYf8tl+M5gGODxWp0dxPHtC9S3vw7KhGwWlcv1ejmCIAgdRYSvIBQTtYWvuJGdIVuIOojw7T1qeRH18A+sYkOQz0QQhLMeEb6CUIzt+CoRvm1HKZXv6qD5fCKy+gD1nftBmWjX/Zb1A/lMBEE4yxHhKwhFqGjY+ocI3/aTy4FSdtQhIAMseoyKhlEPfhvtpb8CE7usH4rwFQThLEeEryAUE5OoQ8fIZqy/ZYBFX6C+929gGGivfgOaz2/9UE5GBEE4yxHhKwjFiPDtHE5vZK9uZXyNDMqUYqpeoBJx1A8fgH0vQ9u6wzoRATkZEQThrEeEryAUI8VtncMRvk5XB5D3uUeoHz4AyTiu17zR+oFufx4SdRAE4SxHhK8gFKHy7cxEALSd8qgDiMPYA1Q6jfreN+FFV6PtvMD6oUQdBEE4R5ABFoJQTEyK2zqG7fhqXh1lKutncoLRddSP/xNiEVy/9cbCD+0TEZVOo/VoXYIgCN1AhK8gFFMUdVBKoWkiA9pGthB10NBQIMK3yyjDQP3n/XDRZWh79hZuyPfxTfZmYYIgCF1Cog6CUIwTdTBNyGV7u5azDaM46iCZ0l6gfvoDWFnE9Vu/W3qDRE8EQThHEOErCDbKNCEWLRJlIgLaSr64TZdMaQ9QuZw1nnjXhbD3ytIbdUf4yufRbZRS1nAXQRC6gghfQXBIxECZMLrR+r/kfNuLE3WQ4rbe8PhhmJ/D9eo3VER4NJfbajMnJyJdx/zk/4365r29XoYgnDOI8BUEByfmMLbJ+luEb3spjjrY7bOUOIxdQy2esf5xwSXV7yBDRXrD6RlYmOv1KgThnEGEryA42MJXGxPHtxMoiTr0FqdjycBg9dt1v0QdekHWgKzUEwhCtxDhKwgOUXF8O0q1qENKhFbXiEUhEELzeKvf7vOLA98LjAxKCmkFoWuI8BUEm/zwCifjKyKgvVSJOojj20Wi4dpuL1guvHweXUWZpuX25mR0tyB0CxG+guAQtS4Fa1Lc1hmKog6axwMej2RKu4iKRWBgqPYdfBJ16DrOVRBxfAWha4jwFQSHWMQ6+NuumBLh216Kow4gmdJuEw3D4HDt23Upbus6zlUQcXwFoWuI8BUEh6jtiDk9TUX4thfnIO9kTOXSeneJRdHqOL6afB7dJy98xfEVhG4hwlcQbPKXgnUZYNERDMMaV+z0kJX2WV1DKWVd0RisF3WQz6PrOPEfcXwFoWuI8BUEB0cYiOPbGbJGIeYAoEsXga6RTlnuYr2Mr0RPuo9EHQSh64jwFQSHaBhtYLggzkT4thcjU4g5gO0witDqCk7HknoZX78I365jSHGbIHQbEb6C4BCLwsAQmssFui7Ct90YhjUW18EXEKHVLewe1fUyvuh+yGVRMkyhexj2d4w4voLQNTyN7mCaJn/zN3/D7OwsAO9617vQdZ2/+qu/QtM0duzYwS233ILLJRpaWL8oIwPpZCEDqftF+LabrFHp+C7Ke9wVHMe3UTszsArcPAOdX5NQcHydjieCIHSchsL3wIEDANxxxx0cO3aM++67D6UUN954I5dddhlf+MIXOHDgAPv37+/4YgWhY0TLhIEul+HbjTIyJRlfTTK+XUPZPaobFreBVeAWFOHbFSTjKwhdp6FNu3//ft797ncDMD8/TzAY5MSJE+zduxeAffv2ceTIkc6uUhA6TcweXlEsfMXxbS8VUYf11z7rW08tcddD08Qy60yoNOP45ruZrK/PZF0jXR0Eoes0dHwB3G43n/3sZ3nkkUe47bbbOHr0aL4lUSAQIJFINHyM8fHxta10lXg8np49t7B+SE+dYAUY3r4TfXycxWAIF4oNsu20bR9a1kAFgozajxUd2UAik15X++eD353iqTMxpmI57vpve9ky5O/1kpoimjNIuN2M79hVaCdXRmrjRsLASNCPdx19Jv1Eq/tK0u8jAmjKXFf7gSB0ktUec5r9vaaEL8B73/teVlZWuP3228lkMvmfJ5NJQqFQw99fWFho9qnayvj4eM+eW1g/mNOnAAjnFNrCAjmXG2JR2XZo3z6US8RB9+Ufy8yZkMkwf+Y0msu95sfvNKZSPL8UZ+/GAM+vpHjnfYf5k1/dzu7R/he/5vxpGBhicXGx5n1U2vpeXzl9Gm1orFtLO6todV8xl6zPQxmGfNcIgs1qjznFvzcxMVHzfg2jDg8++CD3338/ALquo2kau3fv5tixYwBMTk5y6aWXtrxAQegr8u2e7EvBPok6tJ1qUQdYN0MTFhNZUlnFK88b4s4bduHR4H9+93kOTMd6vbSGKGcqYT18AevvdLLzCxIsZHKbIHSdho7v/v37+eu//ms++tGPks1muemmm9i2bRuf//znyWazbNu2jWuuuaYbaxWEzhGLgOYqFPXoPlhZ6u2azjYqujoUZUoDwd6sqQVOhS2BvmPYx84RH5/8zfO444en+PiPpnj3L23mN/ds6PEK6xALNyF8i4rbhO4gGV9B6DoNha/f7+e2226r+Pmf/umfdmRBgtATomEYGLR6+AKa7kOJ49tejAyat4rwXScFbqfClju3fdhyrUcDHv7813fxqYem+dwvTnMmZvCWKzfiqpGh7SmxCNr282vePB83mI15uAxQ6RR9+ApqMhVJc/dPZvnwKybYPKA3/oV+osjxVUrVzF8LgtA+pPmuIAAqVnYpWLo6tJ+yqINW5jCmsibfemoJI6d6sbqGTEXSDOouhn2FPHLA6+Ijv7Kd37hwhK8/vsQ3n+zTqwR1og6mUvw/D07ziSN2kfI6OREBUErxdwfOcHwpxXPL63B/NYr695pm79YhCOcQInwFAWxhMFj4v08GWLSd8qhDWfus+44s8LcHzvDkQuMuMb1gKpxhx7CvwpVzuzT+z/2bGQ96ONmH4kvlcpCI1RS+PzwR5tmlFDFDkUNbV1GHgzNxJmfjAMTXW4s5gGym6N+S8xWEbiDCVxDAyvgODhf+bw+wUKo/3cd1iWGUDLAojjrMRjP821OWWxrL9KfzdSqSycccytE0jQHdTcLow7XHo6BU1eEVCSPHPYfn8/9PedbP4JasqfjioTOMBazEXl++940wioSvFLgJQlcQ4SsIANFwYXgFWMLXNOVg1E6ymbKuDnbUIZXiS4fOYNrnGIk+dO7CqSzRdI7tQ76a9wl6XcT7UXzVGV7x9WNLLKdy3HChddIX9w+tG+H7708vMx3J8O5f2gzQn+99IzLFwrf/tntBOBsR4Suc8yjTtFyxgTLHFyTu0CaUmbMO7FWiDo+umPx8KsZ/u2QU6E/nzils21HD8QUI6a6+FO3OOG6t+IoGcDqW4V+fWOJXzxviyq1WL/ZEYGhdZHwjqSz3HV3gyq0h9m8fwO/R+vO9b0RxxldOsgWhK4jwFYRkwnJ3B4syviJ824thH9SLow5+PznNxd/PD7J5wMuNl1sTd/rRuStuZVaLoLdPow41HN9/mJzHpcFb920k5LUK9hL+wXXh+H7lyAJJw+SWqzehaRpBr7svt5tGqKw4voLQbUT4CkI0bP1d7PhKT9P24hzgi6MOup/vbd3PC1mdm/ZtJOB14XP3p3M3Fcng92iMB2t3gOzXqIMqH84CPHY6wcMvRPkfl40xHvQS9FqHgoRvANXn2/zzK2n+8/gKr94zwk77RCTodfXnSUcjxPEVhK4jwlcQbGFQnPHVxPFtL84BvijqENO83HveDVzmjvGyHZbbHtT707mbCqfZNlTZ0aGYkO4mkcn1X0Gkc2IXsrbvnKn4+4OnGQ96+O1LrXhJULcOBXFfqK+jDkpZaw96Xdx4xcb8z/s2ZtIIQxxfQeg2InwFIWYLg8Gy4jZYd8LX/Nl/YX7l871eRiXOAb4o6vDPjy8T9Qa5xf1cXlCGvC7ifdjV4VQkw46h+sMRgl4XOQXpfutDHIuAP5AfHvKDE2FOLKd5+75N+DzWISAfddBDTUcdlJkj99k/Qz11tDPrLsP8wqf4xcOP8uhcgjddMc5QUT/l9Rp1kK4OgtB9RPgK5zwq6mQgz4LitiOPoH7+X71eRSVZ2/G1ow7TkQwPPLXMq+YPc75RGPoQ0l0kjP5yvhJGjsVEtmYrM4eQ45r2m/MYLbTqSxg57nl0nkvGA7xiVyHTno86eALNx3tiUXj0F6iffL/tSy5HZdJkDjzMl06abB/SK8ZDr9+ogzi+gtBtRPgKQrXin3yP2fUlfFU8Bom41UWhn7CjDpoddfjSodPobhe/N/9wicPYjwViU/mODrUL28BaO/RfV4riqYRfe2yRcCrHO1+yqSS2obs1PC5IeIPNF7clrUEj6pljbV9zBfEY/77t5cwS5JarN+FxlUZO1m/UwSh812SN+vcVBKEtiPAVhFgEdF9hhC7kHV+1DircS0jErL+TfTb9rCjqMDkb55HpOL97+Rgj7lyZ8O2/qMNUxFp7Q8fXcU37TPgSC8PAEKdjGb755DLX7R5iz1ig5C6aphHyuom7WxhgkbAmprFwGrW82OZFl5KLR/mXXddxVXKKqyYGKm5f11EHv/1ZiOMrCF1BhK8gRCOVzf3Xa9QhHi39u1+w3SzTo/PFg6fZMuDldRdvAF8AVfQe92PU4VQ4jccFWwcaZHz7NeoQi6ANDPHgyQhZU/F7RUVhxQR1Fwm3r/nitmQ8/89Ou74LyzHi3iDXLD1e9faQ10UmpzD6LV/dCMMAf9D6t2R8BaEriPAVznlU+bhiWMfCN1b6d79gRx1OZry8EM7wxheN4XW7rLZx/R51iGTYOqjjdtXu6ABFBWJ9tn5nHPehmTi7N/jYGPJWvVvQ6ybh0pvP+BZfVeiw8J1ZsbaRiaUXqnbNCOnOe99nJx2NEMdXELqOCF9BiEVgYLD0Z+tQ+CrTLLhw/SZ87T6+k1HrK+dq53K17i8Rvv3o3E2F03VHFTs4jm8/CV+VTkEmQyI0wlMLSfbZE9qqEfK6SGheyGVR2cbuo3JiNVu2oZ6p7sS2i6mYtZ6JyAykkxW3B/s1ZtIIEb6C0HVE+ApCNFzSwxcoDFro82b+JSQTYLthqs+iDsp2fCdX4PwNPjYE7EEQPl/JyUVBPPaHCMjkTOZiRt1RxQ6O+OqrqINduHnUPU5Owb6J2sI3qLuIY38uzcQdbMdXu2I/TD/f0W1uJmESzCYZNmKwslxxeyFmsn6Er1KqTPhK1EEQuoEIX0GoEnXQXC7Q9XXl+OYL26BQeNQvGAZJt86TYbPEddR0f4mD12+dEWYiGUzVuKMDQMDjwqX1z9qB/PCKw7kh/B4Xl4wHa9416HWTwO6N28wJXzIBmoZ2+dXW/48/sdbV1mQm42YiMY8GEKkUvoWYSR+ddDTCdtU1nyV8lTi+gtAVRPgK5zTKMCCVrCxuAyvusJ6Eb7Hj1meOL9kMj41cQFZRernd5y8RWU5nhFifuKb5jg4NhleA1Rkh0G9ji2MRFDCZ0Ll8cxCvu87kOa+LhGkfEqrECSpIxi23cvfF4PGgnu5cznfG9LEtMQ+ACldxfB23vZ/e+0Y4nU4C4vgKQjcR4Suc2zg9fAfPAuFb4vj2WcbXMDg8ehE+t8alG4taaZUXt/VZTnYqnEEDtjUhfMGZPNcfoh2s4SyzgXFOp7W6+V6w3vukcpFDa87xTcQhELLGe5+3p2OdHdJZk3n8bM3a+2oV4esMD1lXvXzt3Huhq8M6WrsgrGNE+ArnNval4IqML1iFV+tI+Krigra+K24zmBy9mMs3+q1uDg6+AGSN/MCN/CXrPslqnoqk2TTgzY/2bUTfdaWIRTg8ehEAV9XJ90LhvU95muvlq5IJCFiiTduzF154tiN9r2ejlkCc0E1we6oK336LyDSFnXuXjK8gdBcRvsK5TazKuGIH3be+Blg4YndwuFBx3yfMpmAuMM6+8uEDztAQ22HMj/3tk6zmVDjDjibdXujDCWLRMIdHL2bLgJetg02OXPYEmixusxxfAG3PiyzH8sRTa15yOdO28N3mycDwSA3huw6jDhnH8RXhKwjdRISvcE6jzqaog5PrHd/cdxnfw2nLGbxqW3nbOHtcq32C0U/OXc5UTEcybG+isM2h3yaIGbEoR0cuaBhzgCLx6PY3WdwWh6D9uBdcAprWkbjDtJ2znvADw6NVM75ul4bfo/VVzKQhhghfQegFInyFtqNWljC/ePf6cEujjuPbG+Fr/se/oB471J4HS8StNmwjo33X1WEyO8Tm1BJbB8uGJ/hs4ZtxhK+T1ey9eDwTNzBM1VQrM4eQ19UXot3hiaRO2q3XbWPmkD/p8Pib23eTCTQn6hAMwfbzOtLPdyaSYSwTxh8MwNBI1a4O0N6Yifmt+1BPHW3LY9XEFr6a9PEVhK4iwldoO+qRH6N++kM4daLXS2lMLAKaBqGBytu6IHzVf/wL6uc/as+DxaMQGkALDfaV42vkFEfVEFdGTqBppV0FNCfqkLKEVt6564Oow6mw9dk3M7zCIdhnUYdJNYJbmVy+uXYbM4d8gZjH33LUAUC76EVw4kmUPZ66XcxEMkzE561te3i0atQBrPW3q4+v+vY3UAceastj1cR5n5zitiaGhgiCsHZE+AptJ3+5M9lES6ReEwtbB1SXu+ImzddZ4asMA5IJVLI97qxKxCA4YP3po4zvUwtJUni4Mv5C5Y16qeML/VMgNhW2W5m14Pg6UYdqY3V7wWHvFi7JLeXd3HoUO76NituUUtZVhWCR8N2z18qtPv/s2hZd9jzTkTQTiTPWdj08AtFw1cly1naz9pMOpZT1OpwMbqeoiDr0zwmTIJzNiPAV2opSCuzLnSq1DoRvNFK9sA067/jG7ZhFm4Qv8ZjlXIcGIJNBGR0+cDfJ5Gzcch1TM5U3OlGHokxp0Ns+524tnIpk2BDwMKA3Fo0OIa8LU0G6D0YuLyeznPRvZJ8n3NT9nR7KCXdj4UsmDaaZ7+oAwJ69AKjj7Ys7RNM5YoZiIrkAoUEYHrVvqHxNbYuZ5LKgzM7n+52uDroPNJcIX0HoEiJ8hfYyN1XolJBK9HYtTaBiker5Xui88HXep0Sb3qdixxf6pqXZoZkYF+eWCLqqiEFfaXEb2J0R+iDqMBVOt9TRAYpH5/Z+/ZMzVtxlX6C5bTi/dt9A4+I252StOOowtAE2b2vrIIt8YVtiAS0UQhsesW4IL1XcN9iuqIPt9Hb6xFE53y1eHTweKW4ThC4hwldoKyVV3evB8Y1Fqnd0gM4L32j7HV8tNGg5Y/b/e81KMsuJ5TRXZmbB6628gy18VVnUodeOr1KKU+FMSzEH6K+uFJOnwgxnopzXpHjX3S48Lo2EHmqc8XWKJ4OlRXPanr1w/AmU2Z7XnwQeCNcAACAASURBVG9lljgDwSLHN7xScd9Qm6IO+cESnXZ8nYyv1wtutzi+gtAlRPgK7eXpYzBoRweS/e/4EotUH14BlijL5armCdtBvpVau4Sv7fhqoVDh/z3m8Jz12valpixnq5yyPr7QH47vUjJLMmu2VNgGhbhAr4W7qRSHz6S4culpXIODjX/BJuR1kdCDjaMO9r6tBcqK5vbstba7mSp57lUwHcngQbExvWJFeIY3AKCqOb7tijpkuiR8HUfZq1uDOcTxFYSuIMJXaCvqmcet6m7d1/dRB6WU7fjWyfhCcxXuq8HJKSaTay6GUlnDEiuhgSLHt/edHSZn4gz73JyfPA2eKo5vvo9v4epAqA964Z6yC9taaWUGxSOXeyvcn11KETHgyuWn0Wpt31UI6i4S3iBqFVEHAG3PZQBt6+c7E82wxWPgVqa1bQ/ZUYcqLc2CuotMTmGsNV/tCNJOZ+SNcsdXhK8gdAMRvkLbUIvzsDQPey6zil76PeqQjFuXF+tlfKFzzo/j+CqzRPitCsfdDRUyvr2e3mYqxeRcnBdvDeEyjLpRh/Litl738Z2KWOvZ0cLwCoCQXQjXa8d3ctYSpi9eerr29l2FkNdtTW5rsD2qGlEHxjfDyFi+wHWtzEQyTGj2WoIDaB4vDAxWbWmWH3e91pOOrju+PnF8BaGLiPAV2obj8mh79oIv0P/Ct97wCui88HWeH9Y+cMLJ8wYHCj2Je5zxPbmcJpzKWVPDsgZ4Kt1Tze22CnuKLq0HdReGqTByvROPU+EMId3FiL/5jg5Q1Bmhx4715Eyc3d40I0a8JeEb1F0kPL4mitvsqzllUQdN09D27EU9c2zNVzFypmI2ajCRi4FXR3P2x6ENVae3BdsVMzHs197xdma24+vxSMZXELqICF+hfTxzzDoQbt8FgSCq3zO+tuOq1Shu07rl+MLa89C2yNVCg1ZDfM3V84zvoRk737s1BIaBVs3xBSvuUBQncZy7XsYdToXTbB/yVQzcaEQwv/beiZiEkeOphSRXuuwoTa3izSqEvC4SLl/jeE+NqANgXfFZWYL5uaaftxoLCWty3jZjpdCpBKycbzXh63SlWOt77wjSjju+aUvQa5rt+IrwFYRuIMJXaBvqmcfhwr3WMAj/enB8bWFQs7itsvCqnagS4dsmxzc0gOZyWZege5zxnZyNcf4GHxsCHuuybrWML4DfXxF1gN6OLT4VybSc7wXwezRcWm/XfmQuQU7Bvuwc+AJo1YoKaxD0ukm49MbbfCJuuZR6ZRREu8jJ+a4t7uC0MtuaXCiZrKjVEL6hdnXUyHQx4+ucDLrdKIk6CEJXEOErtAUVDcPsKSvmALbw7W/HNy88y4p/nllMEklluxB1CBfaM60x6uDkeb+54OXuh2csoRBvU7eIVZAwcjwxn7TcXrCiDrUEmO6viDpA71zTaDpHOJVje4s9fMG61G91F+idezc5G8fvcXFxbKoltxfsXriat7muDoFgdUd86w7LoV1jgVu+h2/8TFXHtzxKkR+53MaoQytxDVMpzkRb+K4wMoV9QqIOgtA1RPgK7cF2dxzhOx8YXQeOb2XGdyqc5o/+83nuf2KpC8VtUdi0BWDtsZB4lNP+DfzT8TSPTFttzVSid47v0dO26+gI31rFbQA+f6GZP2107lbJVHh1hW0OwR52pVBKcWgmzhVbgnhi4ZbyvWBFHVKah1yjbT4Zrx5zAOuKg53zXQsz0Qwhr4vh6HyJ48vQButEquwqST7ju8aTDuU4vsqEFloZfvd4mN/9xwPE0k0+v1F0MujxSnGbIHQJEb5CW1DPPG59ie/aw38+s8K7/dcxrQK9XlZ9YhHQdTSnswDwxUNnyCkIp3J54as6IHydVmrapq3WD9YadUjE+McLXkPWhKRhokIDPS1um5yJ43NrXLrR3gbqRR18vpIuAr2OOpyKrK6VmfnQd1Enn7H7EPdm7TNRgzNxwzrhiNZp1VcDJ6OcbKDdVCJeUdhWjLbnMjgzW7UIrVmmIxkmhnS0hD2YxcHu5Vsed2jbCVO2KOJgNL/v//RUFCOnWE41KWDXieOrUgnMb36lY/3MhbMTlUlb242Tme8jRPgKbUE9cwzOv4io6eKew2cAWFKtXyruKmXjig9OxzhoF2QljFyh1VYnHN9kwnJ4NtrCd41Rh8dibn628QrGAh5MBengcM+Er1KKydk4l28O4nW7LJHfMOpQOsACehd1ODqXYNjvZmOohlCvgsrlUP/7c6gfPGC3Y+vN2g/NWJ/51RMhezhL88MroCguoHmt3tC1SCZqOr5QuPKzlvHFM5EM2wZ1azsOlmV8oUL4Btp1wlTczaHJfT+dNXnstHXVJtbkZ6+MTFHGt4/bmT3+KOrf7oOTz/R6JcJ64ulj1nbzwrO9XkkFInyFNaNSCXjhBNqevXz58DxR+8ATd+l9ebbnoKKFS8FZU/HFQ2fYOujlwlG/danaiTo0yjuuhphdWLdhzGpntIaoQ85UfDF3HuOZCL+918oMx0MboEdRh5mowVzM4KoJW6w4TlHNqIOv5D3Od3XogeObMxWTszGu2hrC1UpHh/k5yGZRkeWeRh0OzsTZNqSzeUCvOLFrhnxcwO2vX+BWJ+oAwM4LrP1nlXGHdNZkPpFl64C7MJjFwc7Fl7vJbpeG3+NqQ1eHYuHbXIHb0dMJDNPKAze93ZY7vn3qqConstYHI9CFdYTTGaZKAWyvEeErrJ1nnwJlcmLbi/jO8RVeut06SMU9/v4ucItFYMC6FPztZ5aZimS4+apNDPvdlmvUyYxv1GmlNmwJiDVEHX5wIsxzrmHetvwLq4MCkPAPQjyOMrsvwEpcRygIiRpRB80XKGmflXfueuD4Hl9KEc2YBdHeLHOnrL/Dy4S8rp6Idsd1vGpryJq8lkmvOuqQ8Pjrn/Al45XjiovQPB644JJVd3aYjVrbzDaf/T6WCF97elvVzg5tiJmswvE9NFvYf6OtZHw9xY5vf0YdnO2g1wNxhPVFPiIowldoll9MRfnBiXCvl9EU6pljmC43X1gYYsjv5parNwH2wbOfe/nGImgDQ0TTOe49ssAVW4Ls3zZQqMp33JhOCF+no8TAsJWVXGXUIWHkuOfReS5Jn+blnC7kY/2DVnFODwoMD87EmRjU2TJov3/OJfNaUQdf6cCEgnPXG9Hu0uDKrXXczCqo2SnrH+FlawhED0S74zpeZcccgNaL25yYiSdQv5dvMlE5ta0M7cK9MH1yVYIp39HBZYvQ4q4OgZC1LdXo5bv2ARaZ6v+uw6GZGBePW9GoZqMOlRnf/nR88/n7PhiBLqwjnOOmT4Sv0ABTKe49Ms/HfzTNVx6d7/VymkI98zg/uvQGnlrKcNO+TYwHLRcj4fb3d2eHWAQGh7j36AIJw+SWqzbZ7aisS9Way2UdmDpR3JYXJoMQCK26q8PXHlsknMrxjtkf4AoOFEbm6rYo6bJLk86aHDuTKLi9UBgIUG+ARZm7GOrR2OKDM3H2jPkZ8rU2sY1Z2/GNRQh5NBKGuebJZa1yaDaO7tZ40eZgPkpTazhLLUIljm/17V6Z9glVvagDds5XKXj2yZbWADBtO74TytovtOI+vpoGQyMQqTa9zd3mqEPjfX82mmE2avCKXdZ73bTwzRqg939xW/47XBxfoRXS4vgKTZDOmtz10Az3HV3saWV4KyjDIP78Se7Z+HIuHvfzq+cPWY6dS1kHzz6NOijDgGSCU4GN/MfTy9xw4QjnbbAcm5BeJLp8TYxvXQ3FPYSDq4s6zEYzfPPJZa7bPcSFiycgNJh3fJO63U2hy7m8x04nyORs19GhQdQBnx+yBqrowN8L1zScynJ8MdV6zIEix1cpgmYGU0Eq22XhOxPj8s1BdLer8TjuGjg9lOtGHVIJS9DWiToAsPsSazDDKgrcZiIZxoIe/GlnMEtZkd7IaNWOEW05YWox43vQjva8ZNsAA7qbWAsZX80e4631c3Gbsx1IxldoBYk6CI1YTBj8z+++wMMvRHn7vo289uINJAwTs8uuUcs8/wz/vP1XCePl1pdsyRcEhTyadbm0Xx3fuCUM/iG7k4DHxe9dMZ6/Keh1YZiKTM7O+XYk4xu2hKDPv+qowz9MnsHjgrdcsdFyY0KhQtTBbXek6LJLc7DYdXSwow41J4j5KosIe1EgNjkbR0GpW90ESimYm4IN1jYUzFrbfDeFu+M6Xm2LduUUTw60lvENFW8/taIOztWJRlEHnw92Xbiqfr7TdkcH5YitYNnJyNBIzajDmt/34v29iXZmh2bibB30snVQZ9Dvad7xzWRKJrf1rePr7Jfi+AqtkEmDy2Xl1/sMEb59wDOLST747eeZjmS4/Ve28T/2jhHyulFYPVn7meefeJYHtr+cX98V4sKxQj/ckFcj4fGvfTBDp4hFODR6MYdSQf6Py8cZ9hd2znyBT6aDwjdm9VjVNA0tEGo5C31kLs7PTsX4ncvGGHVnrYNmaLAQdXDbYrLLubwS19GhmagDlAitXkQdDs3EGfa5uWDU3/jOxawsQSqJdvHlAITS1klMN4W74zrmnfb8FYXWHF+v24VXa+D42lcntAZRB7DjDiePt9QLWynFdDTDtiG9ILZCpcJXGx6tObZ4re+7Mgyr0wqNe3insyZHTyfyVwmG/J7mB1hkizO+fez42uaFEsdXaIVMGnRf9emOPUaEb4956PkIt3/3Bbwu+MQNO9m/3bqkly8y6VET/2ZQSvF3C0METYO3vmSi5Lag7rajDv3p+GYjEb50wWuZ8Cl+66INJbcV+shawrcjAyyiESvfC3ZXh+aFb85uvbYp5OH1l4wWLkEGB/C5NVwa1thZuluJ7biOV5U7ps1EHaAkUtLtqINp9x7e12obMyjkey+5AoBAyjrZ6KZwPzQTZ8J2HQEr6uByNczhViPo1Yh7/Khawte5OtEo6oA9yCKXheeebvr5I+kc8YzJxJBeOHErd5eHN0A8WtEusSSmtFqMTCFa0SDqcOyMFe252i6GHPR5Wog6FE0z9PRvVwclGV9hNWTShe/2PkOEbw95ZCrGpx6a4YJRP5/6zfPyGVMo6mXaoyb+zfCT58Mc1TfzZu0kQ/7SyxlB3WP1Au1T4fvtqQzToc3cdJEPr7tU6ASL22np/o46voAlINLJkoxrPX56Kspzy2nevm8TPo8rf0DSQgNomma5pdifRxddmoP5NmZll6UbdHXIT84r6+XbTcf0+GKKSDpXKdqbwMn3ahe/CIBgwooZdEu4O67jvuL3PRaB0KBVoNkiIa+rbnFbs1EHAC7cC5rWUtxhxu7osG1Qt0R2IITmKis2dIZYRFZKfuzElIzcGradTLoQrWiw7x+cKY32WMK3la4O9pWZfnZ88xlf6eogtEA61Zf5XhDh21N+8FyYDQEPd7xqByMVwrG3Y1sbYeQUXzowx/nRaX79wpGK20M+b18Xt/3nss7F4ZP80q4NFbfl4wJO1KETAyyiYTSn8MgREE2+V49MxRjyubl2p+1K5V0x62Ad1N0kcprlsHZR+BZnHUtoFHXwVYk6tKMtVQscmo2jgTXqt1XmTlnO6tgmCA4QiluX4Lu1/nLXEeyuIS0WtjkEdXfdjK9yCjGbiTqEBmBiZ0v9fPMdHRzHt4rALkxvWypde94wWMN7X+z4Nmhndmgmzos2Ba0TUGDI721K+KpcDkyzNOPbpwMspLhNWA3Kjjr0IyJ8e0QmZ3JoJs5Ltw/gdVd+DI7jG+tTx/fJhQQLaXjj89/Dc9FlFbcHdTdxb6Av+/guJAxOZX28dOFYQXwWESpxfDuV8Y0WhIkjIJoocDOVYnIuzpVbii7Jx0sr30NOH+LQYNcuT2ZypVnHErKNog5OcVtR1MHrIusUGHaBQzMxLhzzV1y5aAY1OwVbt1tZtuENBKKLQPeu1pS7joBVPNni8AqHoO6pn/FtIeoAdtzh2SebvqIxHcngccGmkNfKlZZ3dIAix7c05xtqh2FgZApiu86+PxfNMBPNlFwlcKIODVvZOYLau77amXW7RZ+wjhHhK5RzZC5BKmvmp5yV05Yv8A5yaCaOR5m8mGW0sY0Vt4d0V9/28T1sT1nal5xCc1f2a80XtxkmWgeEr8oaVoGQXXiUn4DVREuzk8tpwqkc+4oOtvkcb5HjG8+YEAx1rSDFaWN2dRXHNJ/DrNXVwSluSxe2lZICww4TSed4eiHVcjeHPLOn0LZut/49MkowbPXf7ta+W+46AqUnVi0S0t0kvIHGUYdm88MXXWaJ6BdONHX3mWiGLQM6bpdmdyup8h1pC1+1Uip88yOX13LSYWSs/V7X62Z8D85Y+2txtGfI7yFrKtK5ZoVv8eS2bH8KS2e/zOVK9lFBqIsIX6GcX0zFCHhcXL65umsSascXeAc5NBPnktgLBC+8qOrtIa+brMtDOtWBmEARysxh/vg7TbtJYK191Eyy01N9bcHiwkKfr6leni0Rs6MJ5VGHJtxxZzRqyWQxJ+pgC4T82NbQYNdyeYequY4O5Qf5cuyogyoSWiUFhh3msN3GbFX9e+MxK2e6dQcA2tAI/pV5q8CwC2uv5joCVpSmxY4ODiHdVX9yWzIOXh2t1udZhrZnL0DTOd/piN3RASAeRStvZQYwOAKaVun4Fp20rpqM3W3B66vbzuzQTIwtA14rkuEsy75i0DDuUM3xBSv+0G+kU+Bz+oKvfrS6cI6RFuErFGEqxc+nolw1EaoacwDLtYP+dHwXEwYnV9JcdeaY1aS+CvmMcrOtfVbLM0+g/umz8Pjhpu6eMxWPzsW5MjWFVuNScMBTHnVos3i3W03ln99xzppwfCdn45y/wcdooOiSfCJmHThtAZkfuRwa6FrU4WA119HBKW5rGHUo7uNb9Bl0mIMzMQZ9bi5stY0Z5Ds6aFss4cvwKFp4ufAZdJhqrqMyc1b8ZbUZX69ztaZO1KHJmAOANjIGG7c0lfPNmYrZqFEkfKs7vprbbb2+spZmhZPWtTm+6HrdmFMmZ3LkdKLihGPQZwvfRt975bl3p9dpnxW4KaWs7WDU7nMuBW5Cs2TS1pWTPkSEbw94eiHFSirHNTuqZNdsPC4Nn1vrehP/Zph0ogJLT6FN7Kh6n64JF7sgTC2eburux5dSxDImVy48iTZaGdEAcLs0Ah5Xvp1Z2zO+UWe4gJPxtUSEapDxTRg5njiTqCzAiscgOJDvlxjU7ZHLwYGuFKTUdB0dmo06ZEq7OkDnC8RMpZicsdqYuV2t95tUTiuzrdusv4dHwMhYY4u7cNJazXUkHgdlrjrjG/K6Sbl1srW2+2SiuY4ORWh7LoPjx6xxx3WYjxtkTcXEoG6JrlpRB4DhDRXT2wrfO2vM+Hp1e1x59as9x84krWhP2VWCobzj2+D5bcdXy3d1sB3ffsv5ZjLWtuTE2aSlmdAsEnUQivn5VBS3RsPWSVZWs8++CLFcpjGXwc74HDjZxjJC7aiuboJ8r9HF+abuPzljVe+/eGrSqsKvQdDpKqD7IJdDtbHiWuWjDrYwaTLqcPR0gpyq0nmgzBULeV0kDRMV7I7j67iONaMCTUYdyvv4QudPnJ5dShFO57hqNd0cAOamLSd7fLP1/+FRAIIu1fFt33EdK7LJsdWNK3YodJSp/t6rZLz1/sB79loRn7mpunebsTs6bBvSrSsAuVzl1DaH4Q0Vjm9bTpgc4Vunh/fBmRhel1YRVcs7vg2jDuvD8XUyvXmTQDo7CM2SSReu5vUZInx7wM+nrOlWA3plYVUxIa+r7xzfnKl4dDbOvty85SgOVrYyg6KMZqe/xx3hu9Sc8D00G+fCYQ+DmVjBxahCvjOCc8baTtfXGSc7aDv+/uaK2yZn4vjcGpduDJT8XCVKK9+DXhemglRoCFLJtor2quuatV3HwRrC1ok61BhdqbndlnisGnXo7PZ/yBbt+1ZZ2KZmT8HmiXyfWW3I2h+CZDsu2h3XseKEw76iUK1jSTMU3vsahVYtRh3AdnyhYdxhOlLcyqy0W0nFYw5tqMj4BtZ4pUnlcpbY1nXrT412ZpMzcS7bXBntWX3G1xG+fWZ0OPukPY67mwNxhHVOJl24mtdniPDtMlPhNNORDC+tE3NwsKYQ9dcX4VMLSeKGyb7lpwotnKqQP3h2evn2F7NaPNPwrrF0jmcWk+wLWUKsVtQBrK4CiYxZ1GO2jcI3ajtyIburg8djCewGUYfJ2TiXbw5W5sLtqINDvg+x3xY+TWSHV0smZ3Jkzso61hxNaRhWMVS9iWg+f8UAC+h81OHQTJwLR/0VfbSbZm4KbWtR3GfEdnxVpuOivZbruNpxxQ75ArFanQmSiabGFZewaavl0DYocJuOZAh5XQz73IXBLLUc35ENEF4p6YRQElNaDU4xm9dnRx0q9/vTsQxTkUzVLiBDTTu+5V0dnKhDfzq+5B1fyfgKjVGmKVEHocDPp6wv8/012pgV0+3pVc1waCaOS4MrXjhYesAvwxFfCeXqbIueFqIOj87FMRVcqdkuUZ2oQ0gvyvhCewvcYmErk1vcSi1Yf2zxbDTDXMyo7kzGo9agAOehnI4gvoH87Z3i8TNJ0lWyjiVkjdoxBwdf6aCQtTp3zRBN53h6MbmqaW1gN2hfOF0a9xmy2myFsumuiPZqrqNqV9QhV+NEZTUZX01Du3Bvzc4OCSPHN59c4uEXomwftk+SyrqVVDC0wRKKZdt3cC1ji50IQr64rdLxPZSP9lS+B0HdjUuDWLq5jG/fO752O0ptaMRaozi+QjPk96P+FL6rtDmE1fLzqSgXjvoZDzZuBRTUXczFjIb36yaHZmNcMqoTWjlTM98LRY6vyz54dCrr4zgy4SVUNmu5pzU4NBsn5HVxUXza+kEdxzfkdTMTtfp5quLnaQfVeqwGQoWJWFXIFxRurSICEvESx9d575O6fWDuYC6vputYjJGp3dHBQfejik4u8s5dB8Xj4VnrRKiuaK/H6RlQKt/KDLAEocdL0EiQUJ0TMadjGaYjGX5zT5WoUXnxZIvkT5xqLT/ZetQBgD2XwcGfoBbPoNknnfNxg289tcx3jq+QMEz2bgzwjqvtE9Ky/tQV2HlqwsslrzW0lo4amaJhKzWiDgdn4mwe8FojlcvQNI0B3d3Q8a3obe2cBPfb9Dans4c/YJ2ASMZXaAbneCnCV1hKZnl6IcXvXTHe1P0tx7d/HICVZJZnl9K8ebslRuo5vgGvCw1l9QNNJTonfB2XUClYXoCNW6reTSnF5GycK7aEcD8/jxoYRPPVzh/lXSO9cqrYWlHRcOVl6ECwbtRhcjbOplBljlaZOUuIhKpEHbx2FriDLk0t17EEO+pQF5+/4j0O6p3NuB+ajTGou9gztrocmtPRQSs6AXSmtwUzcRLKmuBVN+KxSuq5jsSi4POvupVQPuqgKmsQVDZrHdRajTpg9fNVWP18n2WIf31yiZ88H0EB1+4c5L9fOsqesUJ+XTXK+A6PWCel4WXYtiv/8+BarpQZhQO2VqW4zciZHD0d59fOH675uQ7orpYzvprHY72Wvos6OMLXb52AiPAVmsHZb/q0uE2Ebxd5ZCqGgqbyveBkfPsn6uAMT7gqa7cO21Lb8XVpGgGXskafppKFEaPtpvjAtDRfU/ieimRYTGS56vIQanIeRmvHHMByvUqjDu10fCOVMYtgqDDYogwjpzgyl+BXzhuqPNg6YrlIHORHLnssEaHiMdovvQpZx9+o5joW02zUoSxOsibnrgGmUhyaiXPlKtuYATA7ZQ1R2DRR+vPhDQSTEUwPJLNmfgpdOzk4E6vpOhILr9rthaKpkVWEb8tT24rZvgsCIb76TIL7nj1JwOPitRdv4LUXj7JpoMr24ZywhWo8l+34qvByyfYd0l2EU2tzfDWvjvJWtjL858cWSWVV3VaUId1NtNH3drZWxrd/jA4A5WR8fZbjK8VtQlM43+V96vhKxreL/HwqypYBLzuHG7hfNiGvG8NUZHL9IX4nZ+KM+N2ct3DCcirqZGQBQm5s4dt4ItmqSafyBw1VJ+c76VTvbw3B4pm6HR3AnjxnKjKOU9lm4Vs+PEML1M74PrWQJJU1a+R7Ky8H54efuPTS+7SZuq5jEaqZqIOvckRuvsCwAxycjrOSyq1qWlue2VMwvrnSWR3aQDBhxQ06UeB2aCbGI9NxXr5zsKrrqGKRNQlfR6jH3bo1XrsYJ46ziqiD5nJz+NJf5avabl553hB//9sX8I6rN1cXvWBld93uwtSwcobtE65IZS/fVZ8wOU5slYzv4dk4X3tskesvGC6dnFjGYDNtKDO1Mr595vg6I+f9AXsSpAhfoQns46UMsDjHSRg5Hp1L8NLtA01f+iz00+y98M2ZisnZmFW9PzcFm7ehuepvPkEPxN3+pkbxrhaVTsHGrdZ/lmp3djg0G2f7kM540ANL83U7OkDRBCjN2nFr9fNseb1KWV0dKjK+wZqRhMlZu6CwWo7WqXwv6+MLkNDsg2mHitueXkyywe+u7joWk20cddD00uI2KCowbDOLCYO//Nksu0Z8vHxnc1dfqqHmpqpe9dBGNhCMLQHt33cXEwafeXiWncM6N15eIzIVjay6owOA162hY5JwV56MOMJXa7G4DWA5meX/HX452xOnec/eYD6SU5N4vGQwSzmaP2hFZFbKha979dnw4giCroORRinFcjLL3Q/PsH1Y510v2Vz3IZrJ+OaLfzxlGd8+c3zz+6TPbw/Eka4OQhOk+zvjK8K3S0zOxMmaqumYAxQETKwPcr7Hl1JEM6ZVXDV7qiTXWIug11WIOnSKdAoGBq0oRQ3HN501edyZeJaIWb/TwK0uFOfZblS7HN9U0nJ1KjK+tR3fydkYl4wHqgsF50BU5Pjqbg23BoksdQX1WjkVzrBjxNf4RM5oJurgrxC+nRj7mzMVn/7JDOmsyYd/eaJ+NrkOyszB6enqhxE17wAAIABJREFUOfehDYRilhhrZ0Y/ZyrufniWZNbkQ6/YVnvtsQjawOqmtjkEnZhS2WeSj9a0GHVw3vek5ub/OvZlfM890fiX4tHaHR0chkYqHN81nTAVC1+vDqZJzjD49MMzJAyTD//yNvwNtpkBn6uJkcXlUYd+dXxToLms9yI00LDloiAARRnf/uzjWzfjm81m+dznPsf8/DyGYfA7v/M7jI2Nceedd7J1q+Wy3XDDDVx77bVdWex65udTMYZ8bi4Zr3HZrgr5lmB94Pgemonh0uDFo5Zjysuvb/g7Ia+bRU8AlUp0JGMKWAfmQAhGN6JqDLE4diZhN/oPgT3aWGsi6gAQd3aRdgnfWhX3gSBkDZSRQStyR1dSdkHhi6u7e9UKgDRNK0z961BBilKKqXCG63Y34SwaGetSaT18lY5vJ6IO//zYAo+dSfL+l21l+/Aa3IiF01YFfrUTwOENBHPWa2nn+r92bJGjpxO875ot7Ky39jVGHQCCbkXc469s45fP+LYWdfj6sUWOnE7w3l/axI4fr6CeOYZ21cvq/k75YJaqDI9WHVuctSNiennP60ZkyqIOwDeOLXJkLsF7XrqFnSONt5kBe2S4qRSuWieF2Qx4PIWrZv3aziydBL8fTdOsSZDJOMrM5Qe2CEJV1nNXhx//+McMDg7yvve9j1gsxoc+9CHe8IY38NrXvpbXve513VrjuidrKg7MxLhm+2BLhTSO49sPvXwPzcTZM+ZnaGUWU6mmHN+Q38spjx9S4c4tLJOGkVG0QBA1dbLqXSZn43hdGpdtCsJRWxw3iDrkC3y0Nju+do/V8oxvYWxxvCQWcHi2KJtcjRoFQFZhmNmxgpSlZJZk1mTbUBNfbFkDvA0cSL1SZLU76nBkLs5Xjy7ya+cPcd3utTmizFqjd6s5vtrwBkJZ67W0a/1HT8f56tEFfvW8IV5VZ+0qk7ZOINYQdQAIeajq+OZb7rUQdTh2OsG9Rxf4lfOGuH7PKOb5FzWc4AZYJ2wNimK14Q2o6ZMlP3MyyomMiR5oTfiq4gEWus7jw+dx7+NhXrlriF+/oLltZkB3YypIGmbtOEd5p5O+dXyThYy1cxKSiK/5xEo4u1F9XtxWV/i+7GUv45prrgEsh8ftdnPixAlmZmY4cOAAW7Zs4aabbiIQaOxijo8318Kr3Xg8np49t8OBF1aIZ0x+fe8E4+NjTf/eNuLAC7j9oZ6+hpWkwTOLKd5xzU4GYk8SATZcejmeBmsaHVkk4fETckUIdWj9C1kD79AwrpExEkcfYWxsrOLS+5EzL3Dl9mG2bdlE4kCCKDC25xJcdQ6q+ffevmQcdLsYaMNrSD/3FCvAyLadeIseL7lpi/W++nwl7+vjBxcZCXh46UXbq7pHMUziwPiO89CK4gRDgVMYuNFHRlGZFKNrWHu1fei5F1YAeNHOjYyP1+/qsGCaeEIDjNRZQ2zDKPFslrENI2i2CBgfTpI1lxgcGV11JMFhOZHhMz87wY4NAW7/zcvyBYCrJR5ZIgaMvejFuMpcSWPX+SzYwtflC6x5311OGNz90xNsGw5w+6v3EtJrf21nZ6dYBAYndhBYw/MO+XWibj/Dfh960ePEXZr1urfvwNWE+FlOGHz6pyfYNuznI/baY5dfRfz+/83Y0GDd4peFdBLv6IUM13kdkS1bST3xaMl7vGXBBE6jDwwzvqH5K2wACZ+PKDC6eTPz0xv59N7fY+uAhz9+9V5CvsZNkDweD1vGhoEzeEPDjA9Xv9QbcbtJ6778uo3oEkvAYCiIv8fHq2JWUGRD1vEnudn+jtK9Db/7hXObhO619qMtW3GPtb6trFa3Nft7dfdkv9/aaZPJJJ/+9Ke58cYbMQyDV73qVezevZtvfOMbfO1rX+Ntb3tbwydaWFhocuntZXx8vGfP7fCdY3Pobo3doVxLa0nHrQKIucUVFjrUDawZHjxp9dq8ZFgj+tDjoLlY1oNoDV6LS+VIuP3EFhZIdugzyCXimEqDwABkMiw896w1ZchmPm5wcinBr50XYmFhAfOF50DXWcxk664/Y7/3p5ciXObVSawsk2rDazBnLKdwJWeWPL/KWs7g8sw0ms+6jGwqxc9OLvHizSGWFherP96ZM+DzsxguddV1l2IlnrK6UsyfXtM+UG0fOnbKKt4aJNXwsXOpJKZp1r2faV/iXZiezhdOabZ4PDV7hpHA6jsvmkrxsR9OEUka/MmvTJCILLPWckvz+FMwvIGlZBqSpVcDlHIRzFq59jNLERYWGg+rqfk8SnGHvfY/fuUEycgK9RLz6omjAMQGhoiv4TPXNZOEx0/4zBm0zYXHMeetAtLFRBItVTncoXztf/ZfU4STBh955a782s0NG8HMsfDEY2hF/XfLyUXCmG5v/e1GD6ASMeZnpvMi2rS7yEyfWSCYa034mkvWdr0YifHnL/iIeF185GIPyegKySbqusbHxyFtPf+p0wvoRnXha0bCKLcn/9pUxLoqE1laJtbj41UxuUgYPDoLCws4AziXp0+h6a29r8K5hblkHa+WYnE01XrQcbW6rfj3JiYmat6voY2ysLDAn/7pn/KKV7yCX/7lX2b//v3s3r0bgP3793Py5MmWF9ctlpNZjB63AlNK8fOpGPu2hlp2rZzL7Q1b43SYgzNWPvnCMT9qdgo2bilxF2sR0t3kXG4yqTa2AisnnbIyaE5mt6zArXzimVqch9GNDQuy8sVtTi/fNkcdqg6wgEK7KODkcppwKle9jZlDIla1AChk9yHWQoMdqcSeCmcIeV1s8DfhnDbR1SF/ObUo7hBsU3Hn/Y8vMTkb550v2cR5G9pTbKFmT9XuYz04jE9lcaHWHHX4/x5f4tBsnFuu3sTu0cZrV3YEgzrDZZohqLutqENFxjcO/kBTGc9/fWKJgzNx3lG29nw8xB4AUo1qg1mq4ly1Kcr55juyrCZfbUcdvvl8ioNxnZue/RYX+FqbnjlgX02I1itwK98n8l0d+i3qkCjk850CWunsIDQi3d8DLOoqsZWVFT7+8Y/z5je/meuuuw6Aj3/84xw/fhyAo0eP5kVwP/KBf3+Orz8629M1nFxJs5DIsn976/1CAx4XLm2VX+BtwrQnnl25NWRdap+bqjuquJj86NNUZ8YuK9O0BKnuL3RpKGtpNjkbZyzgKfROXmo8vAKcyXN2VX47hW80DB5PZW/S4oyvjTMwpF7PUBWPVh3pag0/sYvbEjGrjVobORXJsH1Yb641n2E00cfX/oJMFYRWyLv24s4n5hN8+dF5Xr5zkN+4sMGgjSZRSsHcVM2cu+bxoA0MEVTZNZ20Pjmf5J5H57l252D10cTVmD0Fg8PWCc8aCPk8JDx+q11gMcl4Ux0dnl5Ics/heV62Y5BXl6998zbQtIJIr4bTPaDWuGIbrYrwzbfzW80JUybD8cHt/NPRZa4ZzvHq6YcL09yaZMBnF8bW+eyVkSntdNLP7cycynz7JERJL1+hEZkMuFyF7HqfUXdV999/P7FYjK9//et8/etfB+Btb3sb//iP/4jb7WZkZIRbb721KwtdDVlTMR1OAb076zgyZ132qlmcVAdN0zrS0qkVTixZruPVEyFULgenZ9Cu+KWmfjc/OjeTpSOJMKclkM+XL1ZTi/P5DhI5U/HoXJyX7Shq9L94Bm3H+Q0f2qVpBLz25Dyfr30ji2MRGKgy7tQWEyoRz69/cjbOeSM+Rutd5q9R+R70ui23emjA6j6QSbe1tcxUOM3VzQ5/KD/IV0HT/dbI1mLHVy9y3VdBLJ3jLx6aYVPIy3teuqV9o4PDS1Z3gy11XNWhEUJmZvVrz+T4i59MMx5sbe1qbmrNbi9AyO8h5faRS6VL3BGVTDTs6JAwctz1kxnGgh7ee03l2jVnf63j+BaKNhsI+CFb+Ba1NMsXt63ivU8aWe7e+3uMBDy8Zw/WvtjiSe+Avd3G6p2wGZl1UtyWKox2d05CZHqb0IhMyhr73YFx7e2grvC9+eabufnmmyt+fscdd3RsQe1kQHcTTff2i+TRuTjbhnTGgqvL+a2pGXsbODRrfclduTUE83PWF3OTjm+hK0WHhHtRc3WCIeuSXFFLs2cWU8QzZv6kQ2XSluPaoKODgzW22HJ82zbAolarqXzUwTpRShomT84neN3Fo/UfMB6DzZVZpqDd1cEMDFgH73isbcI3ls6xksqxvckJhGSNQqP+WjhrKzrBWMv2o5Tisz+fYymZ5RO/savxsIRWyHd0qLMfDI8SzCVXddKqlOJzv5hjIZHlzht25S+dN/N7zJ5Ce8krWn7OcoI+HYgTTxuU+LWJeN2ODtbaTzMfN/jzX99Ze+1bd9R3fG1XUWvg+DJiCd/iscVriTp8Ib2T0/5R/uzaCQbTc5hQMr2tGfJRh3puf3lXB08fO74SdRBaJZPu244OcJYPsBjQ3URTvRO+WVNx7Eyy+sStJunU9KpmOTQT58JRPyN+D8xZDo1WK9tYRsGxa+9l9jyO8NWtPpOMbUItFqIOh2ZjaMCLt9gH6iU7LN9geIVDyDnpaHfGt1qrKX8ANC0fdThyOk7WbDwOmESs6mXtkO5CAemA04KofQerUxHrvdjRRCszlcuBaTYxwMJ+rHRxxnf1UYfvPhvmp6eivOXKjewZa28hjpprnKPVhkcIZhKrEl/fPxHmoeejvPmKjVzcQt9voiuWMG3yxLQewYAlyhLlMaVkom7U4YfPRXjwZIQbLx/n0o21v/e0rdvh9LSV5a1Gvj91A+E7MGQNWCiKOgQ8qzth+tFzYf5LbeYNcz/hss1Bq5cvrU9t9HlceF1a/ZhLRdShXx3fQjszzYloxWWIhdCANl9hbDdnt/D1uYn00PF9ZjFJKmtyxZY1CF+vq2fFbbF0jqcWknnxlXdomhS++Yxmp5bvzAN3RNPoxhLH99BMnIvG/QzamTsn/9toeIVDUHe1v7gtGkar4vhqLhf4g3nH99BMHL/HVVc8AJZAqOKKOaIx7rNFShsPVlNhywFryvEtn1BVC93+kmxD1OFUOM3fHjjNlVuC/PdLGzjmq2H2lHWiMlLnsYdH/3/23jzMjfM+E3y/KqAAVAF9sw+yWyIlUZZInZRsS7ZzaeMzcTaJj1E2mzhOMpmdncQzcZzNk82z+9jPs9knu+McMzsZj3Pu2MnmdJzTScZHYsvyJZEUKZE6SLGbZLPRNxo3qlBV3/7x1VcoAHWhUOgGKbz/UGKDjQJQqHq/93t/7wtZrfR87KslFb/1zAbun5PxAyd6PHafbOFewaO7ap3XnnoVxMPqsFbS8MlnNnByNoP3ngyIbVxYYueGR9si5apiAPElgsja2xzEVxQIMgmhpwXTelnDJ761gXvMXbxv+1vsL7li1exN8QWY3cF3uK3L6jB8ii+boWDDwzaUUW3xCMGgI8X34JCVhANVfM+vs8ay++Z69/dyKJIY2SfYL87mqzAp8OgR6+aTv87KIkKG19tbjsaAfD5OqwMsQmvdSIsNHZd3Gm0+VLoTrryCQ+H+aikds+LrEYSfkYFaFZRSnFmr4MF5GUnR+72jmspuoB6pDgBQkzjxje9mtVrSkBQIZpUQ9h3dUgxDWh2ow+oQRbnTDBMf/+oaMgkB//ZNh72bs/oAzTMfra9/bXwCSrOGag8L76Zh4le/ugYpIeBn37TQU9kNOy7LMxuD4us5IOZhdWgaFB9/eg0JAfjZNx0OPHbbJuLl8+XDbUGKLwCMT3S3t/WwU6ab7NgFAvxs7VmIfJGWtG7cPVodACa6+Ht8m20NjRCt5xwmxbepAZS2K3fyYApxRrjFoDZGxPegwDy+g0kUCIPzGzUcm0xhLBXdXygfoOJ7eq2CXErEXVYUEb/hh4Wt+JoDOs06iC+mZoFqGbRRx9l8FRQdVoHdLbYtOhGuRITV/posH7Rzuj0CqK77tx5lZNB6FaslDZtVPZTNgR2oi+LL666TbJsyzpvValHFkTEpHDFrWt+/QKsD9/i23ucoyt1/PbuFlT0VH3p8wX8osB/kV4PtPuNTkPVGTx7fTz23hSsFFR96bD7aTEB+lW1FT/Y/SmrvGDhsSpRSy+rQrfj+4bktvLrbwE8/toBDYRZE1nXE0+fLF2pBHl8AGJ9qU3wBx6I1BP7o/DYu7TTwb944j0Na0bY42DfuCIveLK8M98JNoPhCtRKjnQk0ymAq0Ee4xTBSfA8O3OMbd5RTGKi6iZe26nhgPrraCxyc4mtSijNrVTy8oEAUSCvCKaTNAQDSCQIBFDWIbNssbnQRX+uGv7uF02tVjKdF3OnMPt3ZBCanmFctBOza31QqkurTBX4z9yK+sgLUazizxtSuUwsBN31uX3BNdbDUUtF6/THerFatKLNQ4NvEgXFm3cQX6E25e2a1gr99uYB3v26ytUsRM2itylIdAlRVMjYJWW+grtNQ158zaxX89UsFfM/dE3jDYrQoMpYtfCSWSWo7Q9xwHHtTY4pkh8f3bL6Kz764i3ccn8DjS+GOnSg5tvOx7kF8a2wYkwSdNwArrCl1KL5JMdSC6fx6FZ+5sIO33jmON98+1k5I+WKtxzgzwLr39ODxJYLAFuX6ECm+DYv4pjuI70jxHSEImjYivgeFrCTAoEBd33/i+OJWHbpJ+xpsAxzT+ftM3l/dbaCoshgzAEBhh10Ie1B8CSGQicnIV2cQfgygjuE2ACDW0JqxvYWzeUbanVvdvLwiLHiUHE3G5PG1yiuI23AbwAhFvYrTaxUsjkmYzQbc9C0iTZTuxZWdiIAEy1OM6Wal6iY2Ks1Qg20AWlaHwAKL7uE2AMgmxVDK3W5dx3/8Rh7HJlP4wMPhP+OeYW3N+yY6AMD4JGSjARMk8PpTqOv4ja/ncftECj92Ktzgpfuxrcbi7wUcBS5OHsbtBw7iu9fQ8RtfW8PSuIQf7/XYF5Za9oxOeHjXXTE+BZT22gblwgwFlxo6fu1reRwZk/CTj86xv3QoVUQQ2HkbSfEN2KlzK3URxeGyOliZ2sRhdWCFOCPiO0IANNW3jvygcUsTXz7UVFH3n/ieX69CJMCJ2f6Ib1YSQcHirfYTp2+wPNlTPH94PUSEkwtkgVWfou5XtBoRWkc7jEV8L60XUVaN7pzZ3S2QEOUVHLIkQjcBLa7htrJVK+yh+JKMjHpDw4XNemvB4QefrFNudag3TfbzmDy+a2UNFCEH2wDb6hDU9EcEkanCmoviG6DcmZTi17+2BlU38ZE3H0ZSHNxlzU508MvwBYDxSShW5bLfjo1JKX7j63nUmyY+8pbDkCIeO63XgL2dWPy9gCNRw2lTsgYvudWBUor/5+t5VDX2vvfaTEnmF4H8qqsiTj0aCV0xPsGSQyqtc1wJsWD61HNbKKsGPvKWw0jzY+8sW0lK0Ty+UpDH1yXbWkwMmdXB+i46h9tkZaT4jhCMkdXh4MCzOysH4JE9v1HD3TMZZJL9vcX2lvUAs3xpowbKo74sPLtWwd0zaYylmS0gahWqLALVRKa1bRYnOq0O4xOAKOJMgUIg7Y1n1DSAwjYQMtEBcKimSQUwdObR7Qd2XbHHcJus4IXELHST4lSIcgi7Qcmtuc3OwDWt9jb/VAe6mQ/1+q7zRIexmK0OAPscO4pCwhS4/PVLuzi/XsNPPjqHxfEBX2zz11nz3qF5/8elM5DBjtvvu/v1a2U8Z1US39bPsfOFaQ9WJD8kRQKJ6qhRJ/Fl5xAfbt2u6Xh2rYr33zcdrQp6YZGRqPJe9888GgndQMat9IuO2uIgq8OFzRpef0TBMeexN7WWxxdg/x1F8U0xi5phupB602CWhs6Bz2FTfF09vjmgqcWWaz7CLQq1MbR1xcAtTnxzB0R8K5qBV3cbfcWYcSiSx3R1jKB/8ycwP/Yz9gCUWyIC1q+z1f5Yb7WvSpIwxbdRi/OQGTqtDoIITM7gjKrg+HS6fahwr8DUlB6tDgBQS1gX/j4v9rRsEV/P4TYFZ7O3I50gODkbIr+15p11KokECcGKo1KyrXgot+Pa24H5v/8b0G99OfApV0sqBAIcDkt8w1odAKshr13xVUIUuHzpSgknDmXw1js9FhQxgm6sAYcWQET/gVVCCGSvSDAHXtyuQxIJ3npnf3XKURemflCojhp1vM4Oq8NKgX0f7o9o57JtGW4DbrVqeMWXX5McBJqVz3ifNw3dRL7c7CbsmgqSdNywpVTkODPAo7a4aZFbV6vDECm+bh7fUXvbCGEwUnwPDq3qyP29mFzYrMGkwAN9xJhx2NPVg2xvK+6yGK1/+hwA2IkIbVFg+VVgfrHnwRklKVjEd0BWB0FgCpyF4qElvCqMdyumVr4vCVleAbR2DGoJnjHbp8rBFV+PGlaalnF28m7cfygdbru+WmalF+lu4sHqrq3BSNl/Epu+/AJTmgo7gU+5WtQwqyTDb8mHTXUAgFQG1MXq4GcVaBomVosqTszK+1OPWSwAkyFTQWR24fcjYCsFFbdPpHqOLuvC+nVGnIKU6B4gE4N5xC1Q2+rArmvLe+yzun0y4g3OsmW4+nyr5eDWNo5Ud/qCkhShmxSa4f7eX91TQQEcm+g49k7FNymBRrQ6AEDZ7bqtW79P6iS+iaFSfGnnjhoAwhcjI5/vCB6glFrEd1RgcSBoWR321x97fr0GSSR43Uz/H7w9XT1Ixde6wNEv/DWo2sDpGywR4Y4px00hf71nfy8AyFICNTHd8gfGCbUBpDJthOe5qdeBEtLlkbUb3XqwOtiKrxA91qgN5SIgK56pEmvSODYy0zg1FTL+zhoAIoL715irXiRoEvvyRfZnPbjkYrWoYSmsvxfozeogpTytDl7JCNeLGgwKHO0kMINCcRdkbDLUQxWZff+9iDulFCuFBo5FJY7O35VfBWYPh04sCQOZGKgRx+fGzw/L47tSUDGfTdqL854xOcO20V0V34rnArELSd6w1iKoQbXFywV2zTva+d53VglH9Pdn/XYbvUpdhk7x5cTXRfEdEd8RvMDP75HiezBoDbft78Xk+fUaThzKxDJko+yH4qs22AWtUoL+lX/EmXwFjxxuJSLQagUo7UXaRpVTCdQSadBBWR06fERnM4sY18q4Y6yDAOz2Vl4BOBRf0boRxqH4etkcAJwx2JbtqVxI1adWcS0T4FAkgW2zBym+r1ywfp8/8TVMihtlDYthEx0A0J6sDumWr9ACU+4AzXAnvpzAxEEeg0ApBYp7wHhI4ptln43XdP9OXUdZM3F0IgZlJL8a22AbhyxQVAXH58aJr3XOLRca3cSxBxBCgPkjXYov1VQ2UBayKMc+txyWBHs2wkMwWCmoUJJCdwlLU+0mvhHjzAAvq4NHqUsiOVSKr21PS3d4fIFYK9BHuMXAxYsR8T0YpESChED88xRjxl5dx9Wi2nd+L4cSsba1JzTqwLHjwOvuxytf/RYqmtnu7+URTkGT7C5Q0hIjvoNIdVAbbdsphklx1pzAQ7uvQCjutj92dwtQciDpEN5ZC7biS6TW8/UB6tfaBuBMPY0j1Q3M0XDvFa2WfVUx2+qg5IB6tS3uqe2Y1q6x/wlQ5TcqTegmDZ/oAPRodXAZbgs4/5f3VEgiwUKuh2OKimqZEZOwxHecfYdqDfetcu6RvaNP0k71JrCVj/T99IMsUtTEVGvxUqsxa1EqbXtkj/VJ2snCErB+o/0vfdJKXCF1E1+7PMdT8VVxdDLVtltkD511Kb5RmtvYeetaW8x/n4vHlw6T4qs2mArt3EWwFiM0xgr0EW4xcIGo08ozRLiliS8hBGPpxGDV0g6c32DkIY7BNsDp8R3gBbFRB1IZCO96L86kDkMAxUMO4t5PFaqSScEkAhr1AeT4amqb4nt5t4GyKeLU7ssthZc/dmerJ5sD4LCZEOvC37fVwVvxVXUTF6oJPLz7SnhbSMAAkD3go2RZ9ajb7738IvszkQANsDpcL7HXv9RL+kAPVgcipbrjzEIod7F4ZMOgaA1PhSS+0vgERNNAteK+kOFqdWSPLMdGnsV5xaz4KqI12MkXfPUqkGZeau6R7UfxBcCOubDdviNU7aGuGHCtFvZbMJmUYmVP7R5s44u0Do9vf1YHb49vV8Tf0KU6NFiJiNM7zxcjMVagj3CLQRspvgeOXCqxr8Nt59erUJIC7ogS7+OCpEggiSR0e1UkqA0WUn7vQzg9/yDuqd6A4nQKrK8y4jLTe7i+kmEX9+ogqqOtCzPHmbUKBAAP7b7CiK4TO5s92RwAIJ0QQADU+IBPv+1tlRKIB/F9fqOGJgVO7b4USEBtBAwAKTxE38eXRy9dZIrOHa8LtDqs9hplBvSY6tCt+HIC4abccY/sfvp7AYCEJL7CxBRko4FazX3Rt9yvR5ZjnZdqxKz48sFUJ/G1/L1xWUxayQ4O1dcuZglLfHnDmlPx9V4wbVSaaOim+2Ab0CLSAEjUOLMwHt8hH26DWm/39wLM9kDiK8QZ4RaE9X1xFp8MG2594ptO7KvV4fmNGu6bk2NVoJRkQAtQv1AbQDqDQsPAcmoGD288D/rMU/aPWaLDERYX1iNsu0BjQMTXYXU4vVbF8akUcnqNEV0LlFJgZ6unRAcAEAhhN38r0qmf7EpKKVApeiq+p9cqSInAieJyIAG1ETAAxK0OxFZp3IjvBeDY3SC5iUClebWkYjKTsL3PodCT1aE7zsw+f1wWftwjeyymRWYQKK/FDUl8MT4BWW+gVnc/b/h2e9/HxXdk5o/0/buckJMCVFGCbu3W0HrN3upeKaiQ3TyyvWLeJdmhV6uDmGBkzLEwVXwWTJ6DbZrL0FnEOLOEQJBOCB7E18PjO2TDbbRRb/f3wmqzU5TRcNsI3hgpvgePsVRisKTRgY2KhvVKMzabA4ciiYP1+Kp1IJ3GmTV2MTsl7IH+/Z+DmtZzrkevQrWJizoAJcMx3Mazh08t5piP1ml1qFXZa+xR8QUsuwAP8e+ndlmtM/9PkcvOAAAgAElEQVSgi8eXUooza1XcfygDydRDWR2oabItYR/FV04KqDdNmHxIqEOloWoDuPYqyPGTjNAEPO/1ooalXtReoMcCi4y31cHlO8w9svsx2AagVZDACxOCMD4FWW+g6nLuM4+s1rdHFgBTS6cOxa6w2Gp73an48sE2FUcnUv1HyB2aZ4RvvUV8/YpZ3EAIYeqpYwjNb8G0XGBZ1F2FIW5KbFKKRHwBFqfpanVoenl8h03xbd9RsyFnR1aHEbxh5+uPiO+BIZdOoLxPlcXPc39vDPm9TsgDVHyp3mSELJXB6bUqpjIJHPvvnmADT+e+xVTO7Q1bmekVdqRc030qvy+oDRBrK66VPawA07PtVgdL/SU9enwBVv1bNaybez8eX5/yiny5ifVKk5F2UQwVK4ZGHaCmrw/SrrtOs8d0lVhceRkwDJDjJ9gWdt0n+YFSrBa13gbbAGZ1EBOekWttSKUAvb0hj58/blYfT+VuUCgWGCkKOyCZG4NiNFyPPTaPLAC6fj12fy+AVgFHzTrva8zqwD2ycSw4SCIBzB5uFXAAvsUsnkhKLSUVQCbJbEpuVoeVPRWHc1J3xbJFnLsKLCJ+73Mp0V/xvRnizNyIr5Kzy45GGKELI8X34MGG2/bnYnJuvYaJtNhbzmkIKJI4OI+vtTrTpTSey1dZjNnr3wIcmof5uT8DNtbYYFRExVfxUV76hmO47fRaFeMpEXdOpdkQ227L6tCKMovgUU4KqPFD74f4WuUVJNdNfE9bSvsjh7MWAQ1BfDmJDRhuA4Ba0tqB6FR8X7nAtojvvJcpeZrmWVu8W9dR182eoswAWLmoIbfDuW3Fofq2lLvu7/ByQcVcHB7ZsCgWgPGp0ConEUTIMFBzufzEpVZT0+xrR8YPcop9brZNqV4DkRXbIxupptgNC4vtWb4+xSyeSLYrvgIhyCTda4s9s5M1F8VXkgDDiFRXrkiia5Qm5cfppvj2W4seJ9RuqwMAds0ZWR1G8IBtCRx5fA8OuVQCVY/O9DhBKcXz61U8MKfE3iDFFN8BEV8rpPwlMoFa08QjR7IgogjyjvcAK5dAv/S3AACyEM0/KPPt0kGsPaytOMOkOJuv4mEre5hMHQJ2t+zSA1v9jaL4JgXU+L1I7UfxLbI/XRTfM2tVHM5JmM9JjIDWQqQ6WD5gvwEgO8RftC5AHTcreukCsHQMJCPbW9hedofr1mBbz4s6XQtncwBaF0rH+2wrd24EZk/dv8E2ALRY6LmyWxYpqmb3ZXa50IjHI7u7xQjbABRfJW0NpvI4NsvqELfFhMwvAVt5R2yafzGLK5JS1/ApSzVpv/BUNAObVd2dtNve2w6PLxC5ttj1un3TKL51e0fNCSIHFOKM8NrGSPE9eOSs7bqBpiIAuF7SUGgYsft7AbZl7aZ4xQKrMOCMlkVCAB60jp88/gQwMQ361c8zVXAuGvG1p6vNeBcD1DTtWsTLuw2UVaOVPTw9y26CvCJ4d5PdGH0ydL1g+6sjxhrZx1txtzqouokXNmutprmMEi7VgSu+fqkOlhJapwK7CDluVlRvAssvM5sDYE/re9kdbpSsRIdeosyA7iYsP/BoOseAm63cdXx/Ve6R3S+bA2Arvr1ATpBWKogDnLT3vUi2lNK4M3wBR+VyQ2fft3odyMhY3mu4e2SjYmGRxbFt5Nn/V/2LWVwhSaAd5FRJil3E8yon7W4LpqbLDZvbHiKWWLgOVrukRwBg6SrD5vFNu1kdRorvCD4YEd+DxxhXLQZsd3h+Pd78Xid6UXyp2vCsd3VFwyK+9RTuPSTb28YkmQR5+/ezx8zMgoQlLx2QRAKRmqi5qF59gd88UikWY0aAhxbYzdL28vJkh50tNvwTgWTYWbguGbNOUErZ1LsXuMe3g3y/sFGDZlCcsolvSKtDiMn3tgEfJdc+kHL1VUDT2GAbACIHKb6s6Woy3aOtoAerA3GxOgCt2mInru6pMClwdDINqjdbauEgUSqAjPem+CqSiLogwXR8J01KsRJ3osMgrA5W5XK1aTASRE1AZoqvq0c2Imybxjoj8bSXumIOlyE0WepeMC3v+fjC3YoluO0hwm5PVurN40vExHApvn7DbbVqa/h5hBGcGA23HTy44uvaoBMDDJNir6Hj9FoFc9kk5rLxt5UokoCmSaEZ/hcaWq3A/PCPAC+cDv/L1Qa2U+O42hBbqqMF8m1vZ0Rt8WiEo7Z+ByFQiIEaYvZh8i9XKs1izKbTGLMqqu30BsvbS3e3gKmZSE+jSCJqmgEaMORCv/HPMD/yAdDtDfcHVErMw9fhmTudr0ISCU7OWgumEOkKQLjJd9vqoBmArLS1LdFLVk2xrfjy5Ad30r1aYoNtvS4eaC9WB64uNbprizsXfssO5Y7+/n+E+dsf7+m4egXVVPbe9Kr4piVQQlDXWkreRqWJuh5TDNv6KpAdc/WO9wtFYedqTTNai7GM0ndVcResGDabxFcroRMdbLgRX5cF03JBxVhKxFSmW4WnbqkOfVodNMPluu2Z6jA8BRbUNC3i6+bxzbFF0CBq6Ee4+aFpbJc40f0dGxYM75HFhLE0e4lxlFh87VoJX3i1iLJqoKQaKGtG2w35bXf1vpUeBrKjflPK+KxVynuApoJu5hGanqh1nJ66BwDwyJH2mw1JpSH8L7/St0ldJiaqRAI1jUhZwK6wiG9RlHF5p4EnH3AQWyuvl+5ssfdhZxPkgddHeho5KcCggJZSkPYrsFh+mb33//gXID/8r7t/XikBubE24lhvmvjm9TLun5Nt9YyEtTqEmHznVocqV3xrLcWXXrrIspm5Z9W2OngQ36KKU4d7JCNAb1YHxSJvHduorspdoYFMQsBsNgmavwYM1sIPlKzWth49vkomBTSBarEMZZaR5jg9sjQ/mEQHoKX41vRW619VUrBZ1fH2u+IbXCGpNPvO8gG3agVkZq63XyJJQKU9tURJirZFh2O5wNIoXBdwLoSUJCV2akUivq32tinndbvZBAQBROy4Fg5TnBnfdXEbbnMW4vS6QBnh1oc1dB73rFOcuOWJb84mvv1vy/zhuW2UVQPHJlOYz0rIpQSMpRLIpUTkUiIeXog3xozDrs5tmpjwS1LixCxs5S2YkvdHx96OJUVwzWglMYTiyyJlDVCNenwXSrUBCuB39qZACPD4kmNrVM4ypWJnk6k4pb1Ig22AI0c2k0PKT/G1btr0q18A/Z5/ATLRrgzScnt5BaUU/+WZdezUdPy7Ny20HpiRwxVYVMtAIslqfgOOvaaZ7D3ZYh5KaprA5Ysgj7zZ8WB27tJ6rWvRVFZ1FBpGb41tHHoPqQ7W+0MrpbZjUJICCo12QsDjtARCYJRLg1cXrAzfzs81CEo2A5SAWqEAWMQ3Vo/s+irIw4/3/3tckEyIkAyNEV/rnLxK2Pc3dm/1/BEWywawBVovUWZAKKuDYVJc21PxPa/zKCBxU2L59yui1QFgokubwtxU3ReDwzTc1mjtqHWCKFm2GBgNuI3gBk0dapsD8Fogvql4FN/tWhOrJQ0fPHUI33/vdByHFhq2chf0GviFO+QW1E6tiY+tTQJQ8YuvnxjYCk0WgZoYP/H93JE346vlFH7koUO43TGsQggBpmZAd7dAdrfZX0YorwAcDVCpLKZUn/c1vwrcfRK49CLo5/8K5H0fbP95pdTm7/3ilSL+ebmEJ++fxv3O3GdZARr1YHW8Vg30QUoiQUJgHk2iZEFXrBvV2lX27y1/LwBHqkM36b66y153zxm+ADsnw1od+MKAJ2BYkCURqw7ljntkv+uOMasRr+Q+hBMneHnFWMjWNgtyjr2vtb0WSYjLI0vLRaZyDsDfyyGbGsuxts6LZT0NgMaenUwWlkAvXQA1DauYpTePL0mmXIbbmNWBUgpCCG6UNTRN6p0E4hVnBkRSfHOW9aor0sxrF2SYFF9uJXP7XvlUoI8wArTG0BPf14zHt1/ie94aXntwfjCqrh+44huYhWsT37r/48Auxh/70irKpoD/7fzv4vD04LaslARhim89+LjC4qVdDf/vnd+L10+Y+METLirc9CwbarPLK3rP8AUciq+keHp8aa0KFHdB7n8U5A3fBvrlv2+lOHCUSyAWsbu2p+KTz2zg/jkZ77+vw3vMCWjAZ0ir5cDJd0KIXVsMpRVBRC9dZD/n/l4AyFhbCS5q84pFfJeiKJQ9WB1IKsUumB3vncIHDC1sOj2yap2pyiHO+X5Aiz3WFVtQxhmBq5Zb2/BxVRXD8sSSAVkdAEAxVNRMYg9urqiip0e2LywsMuK5ds0qZunxOptMdseZSSJ0E9AM5oMJtJjY+bodBRZApEQXft3uuvc0teFXfK20H+Ka48vOaToiviO4gN4Eiu8tT3ylhICUSFyDxHvBc/kqxtNim7K4X/CrbW0DJ74BBFPVTfzyl1dxo6zhF9NXcGflRqs8YABQJAHVRDq2YYi9ho5/fyWBGXUP//aeJAQXpZpMW1m+dnlFRMWX2wV8iK9NQOYXQd75XmbDsPKPbVRKQHYMDd3E//3VG8gkBXz4zYchCh3Hzr22QXaHarjJd5mH+MtZ5kFuNoFXLgCTM7YXGmBlC0hnXG0yK7t1JAUSLXO2F6sDwFTfcjvxZa/BsNNKlvfY53B0ItV6rK6z1zYolAqsVKHHSDx5gj2+WmEKWlUzsFltxlJVbLedDVLxpU2WyGKdjytVlogQ9+4Qj2Ojl19kf9FrqoPUbXXoLM9ZLjSQEIAjXiUsbt5biwTTCMTX6fHteh6378QwKb58Iek63OZegT7CCAAsj+/wllcArwHiCwDZlNiXx5dSinPrVTw4p7iSrEHDr7a1DZbiQX0IpmFS/PuvruHFrTo+/KYFPKBvAql0b2HxPUJOJVoe3z5hmBS/+vQaSgbBz1/4NLKyh+l56hAjm/lVRlgmo9lTeAFHPZnxVnzXWwSEHLkdeOgx0C/+rf05UF1nN4nsGH7rmQ2sFjV8+E2HXVWzoFgxG9VKKB8ka/0zWo+tlkEvXQQ5frKbvGQUT6vD4TGpm6SHQVMDCWt1AIDceJdaLksiGzC0lTvmkb19ItU+0DTIKfNiAciNdw8kBUDJsoVMrcaI7won7XEpvlKKLWIGBAU6qmA12gYRcK1iuGfg9gtO3l99CYBVktALkqmurF1bMLCSHVYKKpbGU0iKHuexpnVn63KrQwTim3N4fJ2g+s2g+Hp7fFtWh3L3z0YYYaT4Dgc88xRD4uqeir2GgQcX4s/oDQNFCqf42lWYHgSTUorf/OY6nrlRwb96/RzefPuYd1ZjjFBSCdTFFMwehu688MfPb+P8eg0/NbmLOyprrdKDTvBkh0sXWM1sL+TLAfu99yG+yF9nw1XWJLrwrvcBtQroP/89+7mVpvDP4mF88UoR77tv2s4c7oKP17YNtUoocqDw8geuoF29DBR3WzFmbc8tM9tGB1YK9WiDbUAExTfX5fG1S1Bs5U7FAvfIVhyPHaDdge7t9uzvBRzHrjI1Ot5Eh1VgfnGwi1YYrICjXkM+OwfNoPFVFTtAcmNAdsyh+PZIfCUJaDbbMsxtwcASPZaDmv6aaru/F+grzkyWWOtgt9Wh6e57FxMApcznfMCg9nCbS3OblGLEfaT4juAGdUR8hwJZSeiL+J47QH8vAKQTAgQSxuNrbfV6KF+fem4LX7xSxJP3T+Odd1s38UbDPbImRrAsUwG1uncBRBg8e6OCP31hB9995zi+O2kNrbltxcFRYnHt1ciJDoAjGUFMe0520/wqMHfEVgPJsePAiYdAP/9XbIu0XMaqfAifLM7i5GwGT97vo9D1ZHUIJgeyxKwOnCTT577JjtE52GY/uDtDWNVN5IuN3quKOXqJMwNAcuNdHt9WOoWl3DkIDHXaImJYWHmitAdM9E587QIXlW1hLxcayMXlkV2/PlB/LwDIgoEqSQK1KlYmjwIYQKIDx8IiwHOwo+T4UgroLauAs8Blr6GjUNf9s5M1FyU2GX24TSAEiiR02+w0j1QHnkwyDKqv5fH1vDeM2ttG8ILmsoAcMrxGiG9/Vodz61UcGZNwKIrHMQbw2tZAj6/mPdz2XL6Kv7i4i3ccn2gjXlStD1zxlTPsRlmrRa/83aho+PWvreHYZAo/9ehci4R6Kb7c02sYIBH9vQCQ4YsO0afAYn0VZL6dgAjvej9Q2gN9+gtQS0X86on/EZII/Jybr9cJR6yYF6iusxtTGOKbbLc60HPfYuqvG2HKdBPftbIGCmDRyxcZhF5SHQDm8e0cbnNYfWpNAxuVZot87ZPii+IuSATFlxACGTqquuVPLqg4FkNVMW3Ugd3tgfp7AUARKGqCBNSrWBlbRELo41wIAHG+lijNbUCb3cG5YOJKu6/FRHdZpPXR3AZ43Hv0pjsx4DaaYfD58u+SV1qKnGUNeyOM0AlN9Y3ZHAa8dohvxOG2pkHxwkYNDw6girgXKEkx2OPLL/oupOnyLlNbP/BwR3Vvo+6pmsYFhQfhN3pXTQCgaZj4v55aA6XAL3zbEbbFrTYAUfS2MExMtW4kERMdAEZcMkmB3fwNnZFOB2hTA7Y2ugnI3SeBu+4F/Ye/wO9ebuJqdgH/7l4J03IACQxjdagFt7Zx2FYH/thyETh+wnV7nGTkru3LL77KiOWxqYgXsijDbWqjbZjIqdy1rALWDdlJkgfk8aWmyRTfHhMdOGRioGZYObLFmBIdNm4AGGyiAwDIAoUmJNGs17Eiz2FxzMcj2y+cryWK4gu0JTs4F0zLBXb98/MnUxcllggiU2IjKL78GMKnOliKrz4ExNfP4wuMFN8RvDEabhsO5FLRPb4vb9ehGvTAbA4ciiR01bZ2wUfx3ahoGE+JdgucDbUx8AxUJc2IT1WNdkH/9HNbeHW3gQ89voCFnGPYxCeJgggiMGENtPVhdQCsOC3iseW5scbilzoICCEEwrveh6+J8/hvJRk/cO2fcOq2EMQpjNXBbm0LkepghfgbDiJB3Py9QJfV4dkbFfzNywW898GFSCofNU12E0/0sO3Fq3cdQ2t2lrJmtKqKOXl0WB38VPK+UCkBptlzXTGHIgI1ksSNnTI0g8ZSVWzX+84PmPgmGMmtqU0sp2YGZ3MAWrsmiWTvW6UuebutBRNTfKcyCbvJ0xVNzf15A+rK/ZBzs9k1m+4LdlvxHRKrg5jwFhbkEfEdwQOj4bbhgCIJUA2KZmdnegicW69CIMD9cwet+Hb3zndBty76Ta1LmdyoNDGbdbmIqQ2QQSu+fEAsgup+Zq2Cv3qpgHcen8BjznY2teFtc+CwCG8/VgfAsguQROt5HeCRUsRly3nz2AP4xD3vx/HSNfzQ8j+2Nbd5gfCbvh+Js2444YbbrFSKRJqlW8DD3wsw0l2vgVKK3bqO//D1PI5OpPA/v+VY4PO4Qrc85z0oviRrxYU5LAyyY7it0yNLrZg4AC1fYtwoWa1t473VFXPISQE1MY2VPPs9vgNWYZFfBQQBmF0IfmwfkJPsnMnrSRREORbS7gn+HVKyvVtBkt1DaJkkGy6raiaWraY/X7h5fPnv7kvx7YwzC1B8h8Xq4DP7QToq0EcYAWAD9CPiOyTwzFMMgefyVRyfTtuq00FBlsTwii/QRQI2Kk3MuxLf+sAVX64yBw7ndWCvruM3vp7H7eMpfPBUh11BbQRmD5Mp69/0YXUALOLCSw47lZ/8dUYo5w63/bVhUvz61/Iwk0n87MX/D4l0BiRsra5HrJgNW/EN4/FlX/G6bv3eVBpYusP7eQ0dpqriN762hoZu4iNvORy9YSwC8bVJrMPC0CpwMVhVsdMjWy7aaRpxFqS0YY+XV0RUfK04v5XtGhJCxCKQDtD8dWB2IXJaSVgo1mf/osBee9yNbW2YnGE3zAjtjoSfYw6CymcjSqqB1aIaTNq9CKkk9efx7Wpu0zxyfIdI8W0EpP2MFN8R3NDU2JDpiPgePLIeeYpBqGgGLu82BmZzoC+chvELP+6bu8sRSvF1qhIOxdAwKbaqTcxlXS7q++Hx5YqdTgMe2YJJKf7D1/OoN038nAv5opoarPgemmOktF+rgySgRq2bUifxXV8Fpme7zPx//Pw2Xtyq41+/8TDmJzLAWA9qYUb2tTpQHvcV0uoAMNKI3Dhw5z3eBNzyF//lhS2cW6/hXz461x9J4ykjEawOzrSGdIIpd2XVxNW9Do9spcxa+QgZnMe3xIlvRMU3nUQ1kcZyqRmfRza/CswPdrANABSrdvdihi3sBpLha4EIAlN9eywJAeDI2+0usXh5uw6DhlDafawOtBnR6mDZ7JwxazeD4kuDYi6VLPPi6wMsjRkw6N4ujJ/7UdCrrx70odw64PfHARZixYGYeyeHE1leHdnjVvvzGzWYFHhoUMT3xXNsMnv1KnDXvb6P7Vnxdfh8t2tNGBSY61B8KaX7kuNrky8jPPH9m5cKOJOv4l+9fs69LS8EYSff9T0gR4+DpPuzqchJETVqEe8O4kvz17sG257fqOLPXtjBE3eM4zvumAD9n36xt8zLjOLvV12+xF47Vzp9wK0O1aYJ4cc+xHJyPZ9XxqXcIv7w5SoeX8rhrXdGICBO8IVYT4ovtzq0iK9ACOSkgMu7jW6PbKUEjI2zc3hQqQ68rjhCqgMAKJkUU3zrAh6YjUHt1XVgKw/y8GN9/64gyFbl+8WJY5gimr9HNgYIP/rT0f6hi9UBYNfN0NnJTQ3E1eogRfb4KpIAgwINnSJj2Ua8Iv6IKIICw6H4qv5WB3u3qVaJ/L04cGysseSdl58Huf3Ogz6aWwM28R3uOLPXBPHNpaJZHc7lq0gnCO6eGYwiyv2hNH8dJID48ul8k1Lv9jjnRd+hfm1U2Kq8y+qg6+wiO+AcX0kUkKQGqma4DYYruw186rlNvHExi3ce91DZNNWO/vICyY0DD7y+18PtgiIJqBmk9bwWqGkA6zdATjxk/11JNfDrT+exkEuy2DUA5MhtvT1hgNWBXrrAlNsQLWK2TUAzA8+xekrBr5/4HzCZBH76jfP919JyNaiX7XhFYeptR4mFnBTw0hY7p+0MX8Ng7VHZMSAtDy7Ht1gAUhmQiN8TWU6jlsigZsaUgbuVZ9/bAUeZAYCcYp9dLZHBPcmAbOkYQG7zsOEEwWW4DWDXTQqWp2wPxnpB09y3aKXoHl9ne1smKTCx4SZQfIM8vq32turNS3x58xxv3hyhf9jEd2R1OHBwq0O5R6vDufUaTs7Kg4vv4V+49RuBD1UkdgGv+/hkaZvVoaV+ceLbqfj69rHHDBk6aiGIb0M38fGn1zCWSviTr31QqjnkpIiqQZga4/T67WwxcmdNo1NK8Z++kUdR1fGRtxxBJhnt60UysifxpdUysHbNO5nB5diBVm2rHz65rmAzPYUPLzWQTcXgabesDq4qmgeIIDILh0ttcUOnEAlaZRr8xpUbZ61zg6osLhYiR5kBgOJQSY9OxHDO2gOVg010AAAl3frsjmaiZ6EPHJadhnZYHbjH/faJVHDltp/HV4tGfLtsdnzo2G0XZKgKLPyvr0S5+WuLeQ4xF6BGiAHW/ZEE2RAPGK8p4htYAOHAVrWJtbLmXS3bJ6im2i1FdjSRD5QwA2JNzfZpUse273qlCYEAM50ZsmpASHmMsKtPA/Dbz25graThZ9+04L+tqjZA9slHpCQFmABUIdmWLwvrc+OJDn9/aQ/fXK3gRx+axZ1TfRybS4OajcsvApR6JzO4HDsQPFj4T1eK+PIOwftWvoB7xZiGVqJYHQBWXVvuKLGwXsfieApJ0bps8cdkx5g6NSCrAy0VIvt7AbRFCMZTVbw/UWYAIMut4z2WHeLbha34tlsSZOvaHypJw2vorI84M77jUuY2O/s7MeQFFmoDxNfja1mmbuYSCz6ctx58/x0hJEaK7/CAr/p7GW47t84Ut4Hl926staYfQ2y1cJ+sL3nX1NZgiEP92qw0MaskuxUPK5rL9wIXExTBDCS+T18t4QuvFvGek9N4IOh9DzPcFhPs9z6Rabc6cKVgYQnXiip+7/QmHjms4N339Ln152N1oJcuMGXo2PGejr3mY/OpN0188pkNnJhM4L3XvgTUY7qZRbE6AGzAzaO2uI04Wo8hAya+2CuAREx0AFqkfdKoYTwOj+z6KjA1E9l60QsS6TRSBiNrR8cPprkyFOzmtvZhK8U+b/yvcS0LQvc1hSSl6FaHFBddrO+f32JwmAosQlod6M2c7MBJe6XcGhgeoT/cJMNtrwniKwoESlJAuQeP73P5KibTIm4bH4xJ21Zt7nsE2N5oVxJd4BxS8kSz2UoPaFN8NfcMX7uWcvA3UEWkqIop3yngP7+wg6MTKfzQAzOej7Gxz1YHAKgl0u3KT/46MDYBomTx1EoJBqX40GML3h7ssMjIgKa5vlf00kXg6PHQlZCSKCAhEF+rw3Khgbpu4gfunYRIzfi8spyE9GB1AOBaW8yVu3bia92scmPsPRsU8S31Z3WwVUd1O5bDofnVfVF7AQCpNGS9AcnQcHjqYLPMfeGl+FrENzCGjRPSmAssuqwONvF1OZ5hijNTA4aHncNtNyucNo0Qu64jhMBI8R0uZFNi6AIFk1KcX6/hwXml/wEfL+RXASKAPPgGpvxurPk+XAmj+Da1VvNVvX24zTPDF9gfj69oEUcPcqJbda6nDitIBHjxqGkGNrfFCdsukEgDWqvAgq6v2gNGywUVh3MSJjIxKHp8aK+DgFK1AVy9HNrfy6Ek/Vv/7Da02RwrRajFRXyjWR1IbrxruI1/Bk6PrG2HyI6zEpYBDLdRtcHO2X6ILz/2sv93PNTxmCawvupamDIQSCnIeh23VdchRsjX3Te4VBYDwIyShCSSEFFmPos0KdW3x9eeL2n6ZFsPyXAbNQ32en1zfK1r1E3s8UWtar/Gkc83HtAR8R0uZCUh9HDbSkFFUTXw4ID8vQDYCnDVFpkAACAASURBVHNm1p5iDvL5hvL4aiojAKm0bXWoN00UVQNziluGb0Afe4yQkwKqPsR3tahCN0N68fiXax+8yYDT6pC2zfuUUiB/3R4wWik04qtzzXDi22F3uPIyYBggx+/r6dex2mLvc39lr4GcJDAPeFoegNUhguJbLTOSZ0FxVXw58c1Ziu8Ahtv6jDIDgBk5gQRMnNh+uT3PNQoKO2y3Yx8V3+9bfQo/cO2fW3Xaw4hEkqWBdFgS3nrnBP7zu+8ILiDiSnHMcWbpBIFIuq0OrgOfw6L4qsHXVyKI7DrlV60+5KDVMnD4NkbSRopvPODNpkNOfF8TcWaA1aAT0urQ8vcO7kJvq4VzhwEi2JPaXmh5fAOG25LJNr/jRoVdaLsSHWCpWcC+EEglKaImJjzJycoez9oMcSxcdd03xddadEjZ1g2wtMcu+vOLqKgGtmo63hFTnSvJyCxBouOmQi9dZDf3O+/p6ffJSdF3wbRcUHF0Ms12N/wG63oE9VO3/JAdA0yTEX9riOa7jo1hIi22e2QrJSAjgySSoNY5TymNd5emyOuKoxPfaTmJ3596BcrWBXZj6Mda1DFQOXCk0nhr/lvsvzMDFAL6BCGEnWcdymxSJDikhDj/NJ+hMykFGDqoaTDC1+NxZSXRZbhteBXf1tBzwHkqKze34lutsJmY+cWR4hsX+P1xn2yIUfEaUnzF0KkOz63XsDQuYbozBSEmUNMANm6AzC+ylf/MbOCK024/84ulajbZRTrd8jtuVK0M35yP1WEfPL5ySkQjkYLhUSu7XFCREAiOjIVQB7kisU/DbXYWbspBfG0Cstgi7XG1WnlZHS5dABaPggTkF3fCz+pgmLS9DS0j+5dn9AJ+k48y3Aa0UhvA0hzefU/HgFm51Ko4TsuMLEfckvaE3drW38Bidsyagu9ziIbyCfR9iDID0CKCqXSo3OgDRTJ63q6txLp6fN1tFGGRtdrbADhqvL0VX3rQim/YmEsld9MPtxE5y3btRskO8WBkdRguZCUxlNVBM0xc3KwNLs0BYDFmut66eS0sMQXYB0lRgCSSAMVXZRfUdMYmL3aGr5vqsY85vooVhF+vuBPflT0Vt41LwVmbwL6mUQCO4TYH8bU/r/klLBfY8QQO0ISFi9WB6jpw5WWQu3uzOQD+Vod8WWNtaJy0Z5T4Blb8bvI+IJzMVvxJIq0UW8Q3Y53DMdsd6F48xLf1mvpUyPI3mAoepdY3AoggsJvYMNscOJLJvomv69AZv4lHHnATWqKL5rMYHBrFN+T1Vcne/MNtSpbtvO5ut0WAjhARmsp2sBPDbSZ4DRFfdvEJ8ti9tFWHZtCB1RQDcATQL1l/LgIbN5gS7APW3ub+GGoajExbxJeT2vVKE5mEYMfqtEFtsK3zfVidyRlGfir1huvPVwoNHA1rFVD31+qQThAIBKhJskPxXWXv8+Q0VvZUjKVETMUx2AbYJKNNeb32KvNw9zjYBjCrhlcaiD3Yxt/7GK0OvoM8fsh11xa7olJqPZbvWsR98yoV2MAfJ65RkQtH5oNA168DC4uDG7p1Qyo91DYHG8noRRMtq4PLuWpHpUUfcCt3xpm5XXPFISmwCDn7QeRsKwv3JgM1DXadU3KtIpiN4CKpEQKgqoCU2t/rUwS8hoivCN1knel+eGmL3ThPzg1OBbUH2RyKL3TdLrTwgiyJ3oqvcyrZMeizWdEwl026n4gNFgm2HyepkmEX+lq9++axV9ex1zDCD4dp+2t1IISw4bxkxp5apfnrwDwjIMwjG+OXnVsZHB5feukC+48IxFeWBM8c35U9ta0NjbXGHbDVwSKZnSUWXSiXbCWVpC1FMu4Bt+Iui6wT+rxUhn1NQcjvY6IDRyodWA8+FJBSoM1oqqxvnJmdGBE90owrvtTP45sYkgIL2wIXoPIruZvX41uvsTQlRbGTecIUSY0QAE11/w4NGW5p4mv85/8T6jNPA4BdwRpUYrFW1jAjJ9ralmJHfhUYn2QrZgCET2gHGOyVpOCd4+u4cJMOxddtsA1AcFZjjJAVph5UXYgv98iGSnQAHDFs+2egl5Mias4Ci/wqyMIiDJPi2p4an78XaKmXTqvDpYvA3BGQCOkCSlJAXTdhmN2LvuVCo70NrYdJbfNbX4HxiV/xfoDeZNtevXpDs8GKL6XUUny51YET33CKLy0XYfwfHw60GNHiXl+JDjZsFTu64ksrJeYRnj/S//H0gptJ8W1654T7wk51cCmw4AvsyJFmQkiP73AovvaWf9DQs8KuFX0nlRwEqhVQAK+IUzCm59k16iYbcPv0c1v4ykqfC+m4oalDP9gG3OLEFxfOQrtwBgC7+ADBtcVr5SYWcoNdsXC10EbIFafsN6DnnEpOM8WXUuqd4QswkrBfPlmL+Na0bjWj5ZENdyxU3f/JUUWy4tg0lVkQ9naAhSXcKGtomjS8TSMEiCAy8mspr9Q0gUsXI9kcgJZHua53L5pWCh2kXVbYuWOGSEB54Qxw5mt2530Xmk0g6bHb4AOSSjHVwM/qoDbYYs8ebuOLhZCK742rwNXLoGe+7v+44m7f/l4A7PjERLB9ww8dFqn9gvCeD0D4nvft63NGQh8eX6r5Kb59enxTbKfO5O1wQJvi+8p2HVvVZmuBeNDNbWrImEslh69M34ePf+UmVEqrFXx19iH8wtohnN9WgUPzN5Xi+1y+ij+/sIOnrg4X8aWaOvSDbcCtTnzTGVBLveoKEvfAelnDglsCQkyglHYF0BNZAcanQim+nrFUzq26TAao17HXMKAZFHNZdyJP1ca+ZeFmreG2msv7v1JQMZ1JYMzNh+yGffb4AiyHuCam2HOvcwKyiBXbIxvzl112KK9r19gQSUTiq3jUFpcaOnbqevtQXkZmW4CquxfbCcoTD7zO26bWu82BIzvmn4DACaTt8bV80WGtDpY3kV666P+4YgFkInpdMQchxHpN0W9U9o15vzJ8LZD7HwW5K9q5t69IRm9Ys5Vit/OV38gj2iiykggK6/vXbM+23qho+F8/fw1//Pz2EA23hRt6LqXG8DvHvx9fXa257iYNM9RKBZ+6410AgEJdB+aXbhrF1zApfu/0JgD3++mBYkR8hwBpGaalALWqI72VrKpmoKgag1V8iwWmSnXGEc0fCS6xcE4Hd8K6KJOkxC5Yho71PXYB87Y69Jkp2gNacWzdF8gVZ5xWGGj7V7zBISdF1AQWZN8iICzRISEAi2Mxf9kzCqhldeDkjBw/GelXyR5ReMtu2cmZbn+xJ6yMW0+7gN7sva6YIzsO6peAYBFf0qn4hrU6cJX61Rc9h0qpaTCiymvA+0VujNkVoiK/yha207PxHM+tBknqI9XBJ4ap3zgzp+hixz2x3/lfz26haVKUVGN4Ciwa4axkf1KbQSXJFpxuu0nDjM+uGthJs+91rWmyAbetPEvPGXL8t8t7uFpU2cC+X6HVQUBrjIjvgSMj2+TBJr4+tcX5MluND5T48vzXDtWGLCwB66u+finFr4igc7gNwMYee+2exLexjx5f6/2vdQwXNg2K1ZIa3t8L7HuOL2Cp7cRqcMqvMnXm0DxWCiqWxlNIijEPCDqHzC5dACamgZm5SL/KjmPrWPRxtdq56LAzgjtb49zAW828FmyW1SESghRfu67YkeMLAB450V3gQzn1GrC64v6YUhGgJtuNiQPZsb6sDnR9lfm8+x20u0VB+vH4BhVYwFHH2iO4za6iGZbvnQBiAhc2a3j6GjsPa5pVjkHIwSu+jQaQSIL4RFJd21PxD4UUJlR2PnsNzw4jtmtN/EVBxmNbzwMAI48LS2zBsZU/4KPzR0U18Ifnt3HfnIxHDmf9m1wPAurI43vwSGdAa5bim3JcfDyQL7OL34IXUYwBtjrW6dNbWGQ34eKu57+VJQGaQdE0XE72To8vgPUiIwGzXs1Fan3fsnATAoFk6qh2XNNXS1ZVcS8eWbUBiCJI1G30CFAkATWSYIrv+iowuwAiilje65G0h0WmNThCL10AOX4icmoEtzp0Kb6FBibTIiacbWh8SCzAK0sNwyZxnq1HfVgdSM6fJNrKKR9ukyQWOxbW6uDwJXvaHUq8tS0exZfkxvuyOrCK7H1OdLiZkJQi2xFCpTr0EWcGWK2bVrsmBfC7pzcwLSfwwJzcUu5E8eAV3wALHKUUv3t6A5kEwZMrnwcA30r0YcOnzm6BUuDHXv1bpBOELTr4DuyQ+3z/+IVtVFQDP/nILLPfDaXVYZTqcLBwFDlkEgIE4m91yFv1vgNXfNMZoMM3aN/QfHxGvDrXdXvDsVVHrG3fzUoTk5kEUgmPj9mKM9svyLSJmtlO3txUx0Bo6r76ewHL6oAEU33yrG662NBRqOvhapZ7BMkoTHXd3gD2doG7o9kcAIfi23HeMItJx7GHtTqU95gXGPC8WVC9X8XXhyRyNZjHmRHSll8diGqFWRimZ0FfueD+GK5ox6b45iIrvlRVgd2t/Wtsuxkh9ZHj29RsJdb19wJ9xZkBYLXFzSaQkPClK0W8uqviAw8dwmQm0fpuiomDV3wD0n6evVHFc+s1/Iu7ZMw1dgB43JOGEC9v1/HllRK+T1jDrFmDzDPOrR3YYa4uXi2p+NzLBbz1rnEcm0xDkdixD1WqhqaCjKwOBwvisDrwzvQgxXfajyjGAGqRpi71zrqh+cUr2cqdG3l3BrBbqt16zfBOdAD21eMLAAqaqNL2AbaVPRVJgeBIL4uNfUyj4JAlASYIGlQANvMgC4t2+UNsjW1tT8isDjy/N6q/F3D4qx3nTdOguF5Uu4fyLOJLg6wOnBQuHgO2N1v5pE40+/D45sYBte7+ewFGIEWxPWYr3UMGcbUCyFmWlHHpguvNg/LXGJfHNzsOVMvRKmk3VgFKR4qvH5L9eHw1ICm576pIfcaZOaM0mxrqqSw+/dwWXjeTwbcfHWMZ4fy+NASKL23UPe8LTYPi985s4MiYhHfdOwNZZ/MWN4PVwaQUv/3sBiYzCbxHfQmQs0w1bZpMLJqasQeXhxG/f3oTqYSAH37wEAA2u2FSQDWGi/iOPL4HjXQGpkO5Cia+zYEmOrAnWe3y9wJgqlJG9t1qUWzlrvs1UGflJld8G9TT30sp3VePLwAoxEQN7cR3udDAbROpcFXFHAeQFWir7YkM830uLGFlj130Y83w5cjITPF95QIgZ7utMT1A5qkOjvPmhmUx6VKr5XBWB058yT33s/fDrfVI7zPVAfCu+K2UgOxYO1HJyKBqD8NtShY4fpKpxxtr3Q8qxlNXbIPbMiKE/ttK1PyI+HoimYpOfDXNe4u23zgzp8e3qeEzh9+MvYaBf/noLAghUCQ2u0EpHRLF13sn8HOvFLBWbuLHT80ikclAocxT3WmjGkZ8ZaWESzsN/OhDh5CulgAlyyxsnBPMLw2t4ntmrYJn16p4/33TtjXNHloeJrvDiPgOAdJyW+1rVhIChtu0gdocaK3KPLwuJIYQAswv+n7xZD/F1+lRS8toEhHbTeI92NbUGGHZpzgzAJAFE1XSfjwrETyyVG3s62Ab0LrI1ET2fpGFRSzvqpjKJDCW9h4CiYxMFjAM0IvPAcdP9DXQJIkCkgJpszp4qtW21cG/ipTaxPcB9v9u520fw22Ek0SPATdaLnXXCDuyjwNhK75MSbeb8ZwoFoCMEt/WHT/eKD7f/HVWBjK7EM+x3IqQJMA0o03mN1XX8goAIKLICGlE/7AkCpBEgopmIq8n8NfTj+K7jo3h+DQTHRRLuWvonPgOgcfXhfgWGzr+5PltnFpQ8OiRrNVo6fAvDzEauolPnd3CXVNpfOexMaBWBpRsy+oAdk3H+mq4DPN9hG5S/O7pTcxnk/je17UW4YrkbmE7KFBKRwUWQ4F0BtCboNakby4lenp8a00De40BR5k58l/dQBb8swQVj1gqAI5gdJbju5WeBAXBvEeGb+iQ8hghixQ1QbK3lQt1HcVeqoo51Ma+e3ztLNxEmnkB5xaxvOdiFYgLfMissN2XzYFDloS2m5OXxYQkJSCRCK344vhJ9n647VT0Y3WwFV8PkljxIL6hPb5lECXHWtBy4yw5owO0WIhP7YUjei2Cz5fmV4FD8yBRPdOvBfD3JorqG7RI68c/jNZu46ekExBh4kceOmT/rG1HRhQPvsDCw+rwh+e2UddN/PgjrTg92Vr0D/tw22cu7GCnruMnH5mFQIi18M1ZNhPruji/yO4thZ2DPdgO/MOlAlZLGn781GyrYRNOxXc4iC/0Jpv7GCm+B4x0e42p4mN1WLejzAaY6JD3SHTgmF8Eirt26UYnFMlndd2W6pDBZprdsOe8Eh3sWsr9szrIImGKqVXb2Wps6/GLoqkHoPhaq+tEGpg6BD2RxGpxQIkOQIv4ApEb25xg5Setc/+Kn8Uko4QjvnKWxZ/NzLkv2HQtevKGRRKpV6RZpdgikhy9EN9aFVCYaoXjJ9yTHUrxEl/b6hCltjh/fTTYFgSu2EZQZqmm+S/SpD7KMcB2G8/lq/iGtIgfLJ/HtNz6XsjOoeVhsDo06iAdFriVQgOff3UP77x7EkvjrWueJMtIUmNoVEc3bFaa+MsXd/Ftt+dw76x1Xa1WQBQFWUm0r4utAfPhSXYoqQb+6Pw2HpiX8YbFbNvPuBA2NIsOrT0L26QU31wtD2W5ie8era7r+MQnPoGtrS00m0285z3vweLiIn7zN38ThBAsLS3hJ37iJyAMa65khofa14DcWHtnegd4lNnhQSc6JBKeeaxkYRGUP+7Oe7p+rrh4NW04FV9BwEZmGgAw50XkLS9k5wVukFCSAiOOjTqQlFqJDhM9qrdqA5icHsARekN2Kr6zS7he1GDQHmPYegCRs+xckFLAbXf2/ftkRwY0pRQrBbXrQmqDJ0r4gDpJ4fyi+1BmPzm+vJHNz+PLH2OBdFibvEBNg70+mb1+cvwE6Jmvg+5ug0zNtB5YLIAcuzvS4bsiy46XlkvoJZiOGgYbqHzwDfEdy60I7tGNkuXbDPAm9jM4B6b4XitqOKRX8H31V9p+ZhMYzQREMdrwY5zoiDNj8WWbUJICfuj+mfbHylnIhjo8qqMLPvUcazn7wMOO4pdaBVBy9nAbAMeA+XWQ+07t92G64i8v7qDWNPETp2a7Bi99hbCDgN2oyr5HT18t4+NPr+ET774Dh8eGK+LMl/g+9dRTyOVy+Jmf+RlUKhX8/M//PI4ePYonn3wSJ0+exG/91m/h2WefxRveMJwXZJLOMPLgaG/jnelCx0m0ZhHf+UF6fNdXgdnDzDPmBmvFSddXQVyIbzohgMDH4ysIduj4RnYWCZiYynh8xI39tzooSQGqKEGvVpHMjWNlT8W0nEAubFUxh9oA2W+rA99WEtMgC/NYsVvPBqz43nmPb5B8WMiSYNt8dus6SqrhrVY70lA8USzYkXxkYQn0xXOgphXCz9FPc5uSZRYKF3WUmgbbquxUfDNyuBxfvqOicOJ7EhTM50ve+B3sOShlr3EsRsU3m2N/9mp12FpnKuBI8fUHP9eiWBKaAYpvUopcYAG0kh1+dPcbSCXbr3ftVochUHw7PL7Pb9RwfqOGn3p0rutaTZQsZKMxPKpjB0qqgaevlfF990zhkLX7SZtNpk7KWUc2PkUiNw4ouaGqLv7magUPziuuAkvrvBkS4tuh+J7JV5CTBO85owOE7x318ccfx2OPPQaA3QhEUcSVK1dw4gTben344Ydx7ty5oSW+nVYHZ2d6tuMLnC+zzNt0xCgz809+B+Tu+0Aefsz7QfnrwNIx75/PzDFF2GOrRSCEeTXdTnRNaxvO2JBnMEvrXQTfBl+d7edwG/eDVWsYB8vwjZSIEBCwPgjYgwSJNDC/iOVCA5JIBrdDYA2Zkbv6tzkAjLgX6owQcKXdM39YDmd1sBdnC4uM5G5vtg9f9VNgIYiMmLqRxGqFeclyLlYHtQFqmv7DgFVrcM8ivlg8xv7t5YuARXzRqLML+USMHt9Ekn2uvRLfdavtcRRl5guSlJjQEWUIrdlsnQ9ukFJ9eXxPLSiQEwLe9MpLdmYsh+IcEAsZZ0a31kE/+2mQD3wIJEbbFzVY8oTTAvfMjQqSAsF33zne/Q/kLORiFdUXL8D48q91/Zg8/l0Qnvje2I6vV5zLV2FS4PGlXOsva63vvzMpaTydABYWW5X0B4zNShOrJQ1vu8s9TtGriv7AYBFfkkqBUoqz+RoeXFB6S2zaJ/gS37RFLur1On7t134NTz75JD796U/bknsmk0GtFm6KemZmJvhBMaM5fxi7AMakBFIzM1iYNgBsIpkdx8x4+01/u7GG26fkSMdJDQObX/o7kLPfwPR3vt11AIVqKja3N6B8xzuQ9XmOncO3QdjZxKTHY3KpZRgk0XWcJVFAI5Wy/34zPYUFWvN8PQ0piSKAifnDSO7TZzMzOQ6sNyEISYxNTGG1/DK+/fihnt/zDU1FZnwSuX08pyilEMkr0O5+EDNPvA03vngDd0wrmJs9FPyPozzf5ATK73wPlHe/D2IMr3Mqt4vLBQ0zMzPYXGYLwVN3HnZNpNibmIR+fcX+XBKJ9vONUorNUgGZ+SPIzcxAu+c+FACMVUtIzdxvP25D15EZG4/8OW2PTyKhNjDR8e/1ehk7AMYWjiDt+Fl1+hAqlGI6p0Bw5vt2oLm7iV0A4/OHkbL+feHeB2BeeRnT1v/rN65hB0DuyBIyMZ5n2+MTSDZVjPfwO6vFXVQATJ98EILs/bpe61BnZrAHYFyWIfX4me2YBkQl23WucewqCkBNTAX83s7vCsePWH+3/Q8Gktls2+dvplQAyxBSMpLpNIgoeF7/Oernv4nSM09h4r9/EtLJhwNeXXiY1TK2AChTM1CsYzi/eQ0PLY7jyPxs1+O17/5eZD93GXWIkKbaj7l5+UUkzn4DU+//sdiOr1e8eHYXuZSIx163iIRFwOzrx9wC5qbGAWwglR3HzEQGpaN3ofGtpw6Er3Ti6fw6AOCJE4uYmZa7fk4phUAuAYn0UByvtrXG7gMzs7gOGYW6jm8/Ph/p2Ly+R3H9u8A91O3tbXz84x/H2972NrzlLW/BH/zBH9g/q9frUJRwF+Lt7e1Qj4sTVGUrkOLGOoTtbVCNkfRr61tINdu9rdd2q3jkSDbScdLSHmAaMHc2sfV3fw7hLW/tfszqCmCaqI1PoeHzHOahBejXrngeRyYB7FbqXT83yyXQRML++43kGO5qXPf8PebWBgBgr94A2afPhlC2Mt3Y2MbWlTUYJsVcyuzpPaemCWgq6qYJdZ/PKTkpoHz0Puw0DbyyVcEbF6OdL6Hxgx+ABgAxPIdgNlFu6Nje3saFG7uYVRLQKnvYdkktM4UEaKVkv7aZmZm210lrFUDTUJdSULe3QTNMTSm+cgHCsdexx1DKwvp1PfLnZGSyMHa3u95jev0qAKAMARXHz0wrhmjnxirIhLcHnK4xRadkUPvcN28/Dnr2m9hauQKSHQNduQIAqAhJVGP8jI2MAmN7E80efqf56svAxDR2a3WgFnJ47zUIWme7WMWtTZCZ3j4zo16DQb3vUwYRgFo18Pve+V3p+j2NBkyTtj2mYSl2G4UimpQC9e7reyfMHZY8sPfSBQhz8e0E0F32vFXdQH17G1vVJlZ2a3jiqMe17tBhyMdMFEoajA/8Yvvv+sSvoJn3vgcNGpRSfH15F/fPydjbbSU10Bvs+182AUNltqfVjR2k9TTMyUOgpT1sLV9pRSoeEJ66tI4ZOYGsWcX2trvAmEkK2C6WD+w9doJanKLUaOBLLzK7yF253u7vHEHfozD/7vDhw56P893X39vbwy//8i/jh3/4h/HEE08AAI4ePYoLF1j0z9mzZ3Hvvff2fHD7Bm51UFtWB6DbI1tvmig0DCx4RX8FgUc7iSLo33+GeRA7wBMdArcrF5aArQ3Pxqq2lh8nmi2rQ0UzUBHTmNMK3s9zAHFmisyOr1pXo3tkuY/oALICZcsjvlvXUVYjxLAdIJSkgIZuwjAplgsuVcVOBFkdinvsT6vKlyhZ1m7m3CI0dGZHiJrqADAPr5stgOfgdnp8+aBm3Z8c0k6rAxzJGZdfZI8pxVxewZEb79nqwNoeR/7eQNipDhEsCUGpDsn+Uh1s6FrXwGcmIUAg3OoQ0uPL7Rxxb8t33BfO5hkxfHjBW+ByZuE6QZRsYB74IHGtqGG3rncfO//+y9muUij7/nzADW6GSXF+vYaHFxT3NkELStLD+ngQUFse37P5Km4fT7WllwwTfInvZz/7WVQqFXzmM5/BRz/6UXz0ox/Fk08+iT/90z/FL/3SL0HXddsDPJRIt98Ic5KjOtKB9Qq7UC6MRfyQeJj/E98LbK6BPvt092PWV9mwzvwR/9+1sGg1Ybk0SQF2y08nqKbaF+7NCptqnq/5rJj4cNt+xpnJ7GJaVXXbI9tzbrLGJ0cPgPhakWC8/OFYr2kUBwgembTX0LFW1vxj2DIK88p65YkWdwEAxFnlu9DRemRF1kVOdYBVYuESZ0Y5cexQZAgfCAwacKu1bnw2jt0NJBKtWDPrNcZNfEl2rKcCC0opsO7R9jhCO/rJ8dV9mtsAVmISB/F1ybZmRRCCY7gthGfT8hvH3jTG034s0ehsvorpTAJL497vTWdGeOsHWVbR7VIHvh84m2ff807i61z4tnyyPMuX3Z8P2uf7ynYd1aaJhw/776g703oOGnz4syGmcHGzHnjsBwlfq8MHP/hBfPCDH+z6+4997GMDO6BYwVVBO8eXneTljvY2nugQVfG1W6y+852gz58G/dyfgb7+29pXavnrwPRsYAsUmWeRZjS/CrJ4tOvn/oovu/BzIj9b2fJ+IrXOmqCiTt1HgJLNACigpjaxsqfitvEeq4qB1qpyn3N8AWt1rZmtGLabSfG1zv2XtuswaYDS7iSQnaoqWuc7T3UArCi+XEUnNAAAIABJREFUb34FlFJ23vNIqX7OL0vxtX8nBye+istwGxCc5csrgx3ElyQl4OjdrQa34h4jIUrO5Rf0gZzHa/JCYYe9ntFgWzAs4ko1rae4OADBiq/UX5yZjaYGJLqfR06KdpxZqAILTsLjVibtfPc0DJPi3HoVjy/lAlVHvpvUdj1Xcuy1aNqBXK/PrlWxNC7ZaQ42atb3X8lCoR21v9Oz7LM+4GSHM/kqBAI8OBdEfB2VywcN65x8oSxAN6nvLsFBY0gDeOMBEQSmAjVacWZAt9Uhb5dXRLxJ29ui0yDvfC9w4ypw/pm2h9D8atc0ryvmj3g3YYEpvp6pDhapXrcU37ly3vt5GnUgnQ53840JssIIFSePkYijnT98MFaHWtPE8l4Ds0rSTnq4GcC39C5ssvfPM9EBYFYHwNvuwImvM+prfoll45YsGwQnCf1aHUyzFT/GUS4C6Uz3ECm3NgUlUlSrQCrTFRNHjp8Arr3KKrGLu8D4RPzfj+wYe2/4lnIQAtoeR3AgotWB+9GD4sz6VXyprrPz2UVZVnhaT2irg/Uad7dAw5a2hIHD6nBpp4GqZgYSGL6bVO+8L/H5n6pHFvcAoeomLmzW3Y+9WmH32IzssDpYtcWCAMwdAV0/WMX3bL6K49OZrvSpTiheKU8HAev7cbZgQBIJTszu325yr7iliS9gbX9aN8JUgnWmlztWSPmyhsm0iEwy4ttRLAAZGSSVAnnDtwPTszD/7k/tLR5qGsDGjVA3LyKl2KrTYyWvJAXUrCziNjgu3JuVJrLQoVT2vLeZPPrYBwlOFG80EyhF9ciqB+jxtbYjVwoDrCoeEHjm48XNGtIJ/2xFwhMRvLJ8SwVGaB0JA/a5zRdsMVgdWiUWHdYAl/IKALZSTYOsDtWya3QVufsk22a+8jJocc/2MMcKr9fkgcC2xxFasAsselRmdcuPHtjc1qfiq/OSoe7vBL+2kJBxZm0kfONGf8flAHU0ep7NV5jqOO9PfPluUmesFuG7JQfg831ho4aml+pYrbD7tdC659ccYhhZWDpQxbfU0HF5p4FTIRRTJSkOXYHF2S0N98/JkMThpZfDe2QxgWSUtq3PrEttcb6sRVd7gbage5JIgLzjPcDyK8BL59nPd7bYxTjszWthydNjpEgCKICG3nGyN1setfVKE3Nik3mFvS7WamNf/b0AIAoEaUPDRZNdEHtubAMc7TD7T3yVpIBiw2Ae2ZuN+FoX+JWCitsnUt75zkDL6uBRnY0ia21rU0N5+Qq/YVhWB9KH1cGuJO7w+dJyydWCEdbqQGuVdn8vx533AkRgdofiLhvYixn2awo74LZ+nS0wBnAstxwSEQssOFH2s6FJEqA3XQeXwz+Pt/3H9mqGVXw1jVnVELMf1VZ8MzizVsVdU+nAgqFO1dQG/45V95/4ns1XIYkEJ2e7Y8BQrdgWJvH/Z+/doyQ57yrB+0VkRmZGZmW9X93VT3W1pG5JtiQs28ivtTBjM/YwjDEL5+xyDoPHvGZ31gvM7P6xg3Y4njlnFtuw84dnmbMwcIAFZAzmYRgPYMbGMhjUalkPS+qWuqXurqxnZlXlMyIy49s/vvgiIjPjmc/Izrjn6Ki6KqsqKjMy4n73u797BYJ0Qmgn7esbwMEu2/kZA65u10CBQB5ZWRKiUx6iKthNL2KrrEXa5gBMA/GVs20KUE7q9sgWylpfxJceFduGYMjjTwCzC9C/9JTxC3gAfbDtSrK+AWzfcbzIyklnuwY0FcS48O9UNKxKxve6qF+0Ubem4EcIWVdxi7ALoueAlRvU0adRcGQlEUqLMo/sBA22AdbNiSJAkoaP1YEelbqHvuYWGPHkN+FBWB1mXEhixY34BrU6VJwV34wMnDoL+uqLwPEhyDAUX5PMh1B810+N1JI0sTCH20JaEjR3JdYEJ8W91CF3/h6H9wSfHwhcYKEqwPIaIAiDVSeNRWOZJHG92MAjAckX0K6aArDeY2NQfJ8tVHFpRUbKoZCqc+GbtdcWw57sMDglPQyeLVQxIwm4sOB/j+ELpnENELZBVfDsslFuFhPf8ULIyF2Kb9n2Bm00WTzV+kwfN+ijEoid+CYlkO/+XuDlb4G+9nL47co1WxNWB8zq3E5Du8oU35ZOsVvVsMq5jRsJUOrjIY+U3TiW5YSvf8kJdIzDbbLNCjNxiq9kO3a/BYdhdXCtLXao8iWEsJ0KbtEZhNXBIIm0M9mhcmQpp/ZjSCZZ86Gf57HmTHwBVl+MG68wcj07BJXVIPM0qOJbuBUnOgQEEQRGKsOSU24bSHq8L/jX+vH5eim+khCuslhT2c7MyvpQFN/nSjp0Cjy87tFmZ8C1Qcwgl3TEHt+9Kms8c7UKdFidulIp1vju1eh9vpRSXC1U8dBasMazbFKAToFGMxrE9+rCJpblBE7mRzc03wvueuLbZXVIiW2kcZsnOvRldTjsUsDIez4IZGeg/+nnmV93ZtbyPPkds0eWIPfJdhnaDY9vsd5EU6dYyxikUnEhAY3Re3wBQCbsot4zcRyn1cF47v08slFE1kbaz/spCX5Wh+MSiEOVL1k7aVN8jZu8wwR7YJh+2I4bp5vHF2Cqs2+qQ8X1vUg2L7NFJKXD8fi62DecQKsVNiwY+3uDo5f0BdPq4JPqAPTn8zV+j5P9x1TuhBAeX0liJG2Qiq9SByQJV3fqyEoCNhf9r7OuVocxeXx9s4drVRCb4suee9tzvrrOlPQxZPm+caigWG8GUtoBm9oeAbtDU1XxfP4cHj7hnT0cBdz9xLcjjD8nCW1xZjzR4USPxJc26uxi0Ul80xmQJz4CPPdN0BeeCXfzMiwRThmNsoMZH4Dp8eUZviucmLkqvg2QEXt8AUAm7Lh78vcCY7U68Of+rJ9HNoJIigKSAgEBcCag4ut07tCmxoho3iHfdv0UcFgErVWDbR/7QUoxdcymjlJFYeTDyeoAMLtDkBxft+rfTauQhwxD8c1k2XZ2EMWXW6RixTc4eklfCOJHN60O/Si+7gTbVO4SUgjim2K2uL2Ce+Z2WDTqoKkMnt2q4i0BVUdOvrrsd+kMI5Aj9vhe2apiUfbIHu5QfLusDokksLw++IzkALhikPa3BrQKmNbHCCQ7vNLMoiamIm9zAKaB+DpYHSq2N2jBUHzXerU6HDtEO/Hf/f4Pszf/YTFUHBHJzjBFy2GrxVJ8rYujFceTMjN81/LGhdpN/WrURz7cBgBZg/j2nIrAizfGaHWYtEQHDlkSsD6TRNrB92YHEUW2sHCyOvC4ModiB/Mc3749mAILQpg1wK6OVoyP3epE0xnPeCeqKuy94qb45uetkpkhKL6EEPdGug6YtpE4yiw4kr0ovtzq4FFgwb/Wl9XB3eNrkkcxHdzqkEyxxWarBex5RFeGgdLAm/mTOHBqPHMB303qVB0JIczuMELFlzWeVV0bzyilxsLXw+oAsGvAGKwOzxaqOD0rYSlg41nWTQgbA66SBQhUx0M+KSBRwF1PfAUjx5ebv3OSiEZTR1Nn/94qq5hNi+bKKTQOjfIKp63fbA7kfd/D/hFWtbH7JW2wPL62E92mru1UNQgEWJr1iXYak8dXNqJTz/RKHtUGICbYqnzE4IuOSfP3cizLSdy7FHCxk5GdrQ68rMWp0Yx747Zvg5pWhz5fp1y+3Q9rfOzk8QXAFF+v4Tan1rYOkM3L7AMnVXsQyOVZMoUfCrfZ87e0MpzjuBuRlEDD2hH444Movh4/m+7voPIb/9E9+cHD42vaBYRkYMWXSJItRnAw6iRtNHB1bhNA8AElvpvk3t42OuLLG89c/b2NOstSti18s51WBxh2w90BKukB0GjqrPEs4POu/9WXIN++DmD4Vgf9m18Ffe6bno95NrGKi+q+2ZcQZdz1xJdkZHaiGxesXEdtcaGi9WxzAOCp+AIA+cD3Ag88AvLgd4T6sWRxmbU2dUB2ykzkF1RJwk5Zw2ImgWSWT7h3q1+U0rHk+ALAakbErFrGGnXxj/pBUcai9gLA+fk0/vH9C/jO0y6kK+L41//dBj7xttVgD85kQZ0IJC+vcCK+y2tsuKxw27YY63PIoVMd5eqvG/Ht2OHpgnETJi7DbQBAHv8ukEcfB+aH4PEFjL8pgMe3cAtYOwkiRP9GEhlIqSF7fN0VX/p3f43q7/06UHBJA/B4T/As3BqRAKr7x6bxwqJBV+wqdVydOYuNvEPjmQfYcJ4D8c3mrIrgEcBsPHNTHc2Fr/V1Oemg+C4sM+V9hIN5L+zU0NQpHjnhP1BId7ZAf+uXkX7mqwAcbCYDBv3j34H+Z7/n+vXjRhOvJxfx1ubOUI9jULj7iS8/wRXe3sb+ZJP4Hqt9JTqY9a0u26IkPwfxXzwJsnoi3A9OZxzbnSRjdd22taFZU8nbFQ2rMxKQ4rWzDiSAD++Mwerwjx5cwf/9zU9DvP5ybz9AaYxlsA0AkiLBjzyygnwPaRRRwGw6EXxnQ846Wh2oU2ubASKKwMoJdhMeRKoDAJKbbff48o9dhtuI33BbNYDie899EH78Xw2NcJKZ2WAe3+3b1qBrjGBIJsM3t5mKr1eOb4BWuKKRwuPS+mXugjgWWBgWNsH4mp/qqypAUgJJy8D80sAGsRRFxUuptcDDVRzZpNCd6gAwL+0IySNrPEu7JwYZx2Ifbs1KAjSdQmvZ7qmpAaR4hATPHg7SeEb/7PcAqkOuFgE4DBYOGkcl1kfggqvbNVBC8DDtFuuiiLuf+JqDOuxmaCq+ig6lqeOg3sR6rs/yClF0jUfqGamMayJDVhLwtTeO8R+/uY0/f+0QNw7qaBIBSErYqWpYzSaZQiEIzoM+xiJgHDm+ybMXMCO0WElAL1CVsSjVUwcvqwMh7oUK6xuG4jsgq0Onx5dbBFytDhnv4baacRMOmLAyFATw+FJVAfZ3wlukph09eXwDDGIapJh6Kb4GMXBVXz28xLJd8QX8fb6aVVGP9Y2BDWK9KCxCI2LoAaWsJDr6TIk8MzKP77HSwvWDhvex84Wv7f3vNCBGpPEQ3wdW/BvPaHEP9BtfAQBkjxjR7Io3HSCoprLX8LDoav14tlBBrlnHPckB1mcPEVNAfLnyaSi+KcvqsG0kIAyitY0IA34qU2mg2WRT9B34oYeWsJpL4is3jvEf/mYbn/ybCv6Hd/08/lVhGaV6E2u5JDP2pzPOfsfG+JIRSCIBnL+3Z+JLlcbYrA7TBJLJOp87RyUgl2evo9P3rZ8C9rat7x2E1aFRt9SyyjFb0LmlMmS8Pb60apB5t+8fBXJ5oFrx3s7e2WK7MrHiGw5SqodUhwHFmRUNRcyNhHp6fA3iC+N95aH4Ul1va+ok66eA7dvs833iavoEJNpybjzzgJwUnJMFsqPz+D5XqLLGM6/sYU7Cs9b7P+tUwMHvjSMivjsVFXeO1UBtbfTLfwCAAm95DOnyPgQy5FQHPtBMdeCwW9GllOLZQg1vOX4dolf7YYTgfPe6iyDwG1yjQ/FVW9CMAbe+WtuOS8OpE+U2BEXpUs0+uDmPD27OQ6cUW2UV11+5iet/8Q28fu93Yj6TsC5aaRe/o2GhIOnxKKdk8zLoH/8OaK1qWVGCYoxWh6lCxsXq4He+r20wj+KdN9i/BzDcBgCoHgNzi0z9zeXdcyJTGUBVQPWWs1WhGgHFdybPSG214mrZoCHbHmMwkKRkLZKCQgtQYOETZ0YpBQ6Y1cFd8XX3+HLV0SK+HoqvOdNhHNPaBrsulg6AxWX37wuAZ7NncYkcOTaeeUFOiijWHZ6bbA6oV0F1ffDiUAeeLVSR88keNv3Gsl3xdZibGbHi65s9bIAeH4J+7b+AvON9wMIK8Nw3ISeHXFt8WLQ+PtgDltrnRN44VFCqN/Fw8VVgdTIGce9+xbejftXu8S2Y5RV93JwPS6yuddDgK04Pv6JACDbyKbx3tokfee2P8al7m/jP/+QCLq8axDcjO6c6cAvFGDy+AEA2L7HV42s9+HyVBjAmwj5VyMjOcWZHJc+YL5Oo3XodSCT6DjInnBgaFgfqVV4BWOUbbu+bWgUgwtjOfQDBSiwKt9lxhp0NmHb04PE1VVwvxdcvzqxWZeecJAE7d5zVVw+PbzpBmHLHiW/Tg8h0EHXTB97ngNteVcOdzBLemgjvyc1KgnOkVjbHFnl+NeJ9gqmOAbKHTauDPcfXoYBjDMR3SU5gw6fxjP75FwFNA/ngR81IR1kccpwZV3wB0IPuNtkrW0b28N5L1vMWcdz9xDfNY706FV8d22UNsynRjKnqCcclkKEqvgE8M25bdW6DPvxzY/D4AgDO3weIYm92h1jxHQ3kLLPadJKIo5J3scPqBvMA7233b3MALJLIPbGVY3d/L2C9b9yIb7UCZLNDV5+8YJJ5L59v4RawtOJdqhCjG8lerA4B/Oh+cWaGzUG69Fb2mKLDIJBHji8hhCl3MO5FXoov//v49Z4XHrkM1QXFldvsfHw4Hd6n6Wp14EOkQ/b58sYzX29yrcKSZ2wETXayOvCvOwyYDxpNneJb2zXX7GEOWquAfuVLII8+zkptcuw6Igt0qFYHemRTfB3O62cLVZyZlbCgHMXENyowFV9D+RQFgkxCQEVpYausYq0fm0OrxVSbYQTdc8U3yBvPbWjCjfgq4/P4AgBJpYDT94Beeyn8N6sK+/4Yw4U5FGqpvpRSFt/npfimUiwKCOjf5gCYJJdydbR8DOQ8bApp9xg/AF3h9WOBqfi6E1+6fTv29/aCniqLjYQED9JBEgnmLXcj1YYSJj38DvZvJ59vU2W7IC6LLjkp2oivh+JrKtTGdXBmlll3+hxwe3argsXGIU7J4WlBNsny8VuGfZDDTE8YcrKDaRXw88hWy4Cca3utvawOXsOMg8Kr+3XUNN03SYP+5Z8AjTrIh74fAECM62CWtIZrdeADzbmZLuLbaOp4aa+Oh5cN7jEhg+d3PfEVMt03wpmUYFod+rI5lI/YNs4wqk39lCsbqMvQBHEJ86d8uG2M273k4mXg5qvdiqIfxpQ/PHXg7xt7skO1DDSb/uc7J2x9RpkBsBrabIov8bA6kAx/3zhvrdJqebz+XsD8m6iL4kv1FrCzFft7e0FSshTcoFDVYLsTHhnBPNEh9fDb2b+dbAeq6ukjzkoCqnoQ4svIGN8NIISwZIc+Is1aOsVzuw28tfRqT7MfXDWtdyqPI1J8ny1UcSpA4xmtVbre/45WhxHGmV3ZYtnDXo1ntFEH/Ys/BB78DpDT59knudWBasONMzsqscXV0lqX1eFb21U0dYqH5w0qGSu+EUEqzbxyNgKZlUQU603s15r9lVeYLVbD8PiGsDq4NQ+5Kr5jtjrAaMdqNoEbr4b7RjW2OowCnd54AMARryv2Pt9NwpYYwDY9v0mVjxkhrJb7szrUquNNdACAbAeZ78T+DstBjhXf8EhKQKvpXwBhhy0hwfdnuxGh4h6QSELcOMtIghMJ1TTPxWA2KaBGjVtyy4O8ax2KLwyfbx+K7yv7ddSaFA8XX+lJEHFUTQHTSzvMEou6puPF3ToeDVD8gGql6/2fcar9HaHH90qhgvuWMp6NZ/RrXwYqZQj/8AesT3Krg64OtcCCHpVYYdHCcpfie2WrinSC4FLO+P0x8Y0GCCFApj3bMyeJeK3IVM++oszM1rYhKL6Gqmmqs17gVofOk86oa+4CJwXjHBK7cD8AhLI7UL3FSH5sdRg+HKwOMLxexK/Kd4CKLxFFRn4rx0C1ynZYch7Dben2+MIuVMtt4fXjAEkmGblwG24zCAyJM3zDI0jsWCe0EIqv28892AUWltn9Zu2ks+Lr83tkSURNN7bgAyi+bWR97SRQPnLdRfDDM1tVCADeUrpm2exCgKumXQSMK75DtDo8v2OojkGyhx0UX9P+aCftydEQ31K9ideKiqfNgWoa6Jd/H7j3QZB77rO+YFgd5GZj+FaH2XnWJlvcY5Y3MOvbM1tVPLSWRbLJ3hckJr4RQkeebU4SUTHeoH21tvGYj2GkOqRDeHxNxbfjbzEU364JY6XB/GqD8GD2CJKdAU6eAX01xIAbvwjFVofhw8HqQPlCz6mu2AZL8R3Q+ZUzSix4za+Xx9c4bse6ZcC48Y3Z4wswVdDN6sBJU6z4hgcnliEsVDQE8aVucWbFPTNKjKuvnCCYaHorvnJSQLXFia/XcJuL4gv0rPo+W6jg3qyObLPRm+LLB8Q6t9z5e22Iii9XHS8HaDxDtQLi4PGXO1IpiCiyIThluMSXe5O91Gr69F8Ah0UI3/Oxts+TRBLIZJHVmEe463wbFI5KILPzwOIKO/eMBfudsordqoZH1rNsJxaYGFFqSoivDGqzDPBIMwD9tbbxmI+opDp0+se4+qV2kGeFXdz6jZrqF2TzMvDay2xIMAiUmPiODMZ2YBuBPApGfC3Fd0CJBDN5pmQZw2BeHl8vqwPVdaYaj3u4DQByeVC34bbCbWB2IXzGdYyeiG9gj29S8kx1IItGhun6BlM4OxR9qqme9p9sUgim+DrlDhu7A64Zwh4wVces8bf1YIFzszqQpMSU6SF5fLnq+OBqFkmfxjMArgvfrFMWrpQeuuL7zFYF82kR5+adCSNttVg98dlN4P63dD8gNwNZrUCnQL05eLsD1XWgfMhKuvjQsmF34DFmj5zI2nYhYuIbHXS0Oc0Y7W0zKbGr05uWDqA//RfBfu5RkU2IDiNyiJ9AAYbboKls6rKzTYsP+nROuDdqY/X3mti8xIj97RvBHs/V79jjO3w4Wh1K7Lz0UYRIdoYpmoMYbgOsit+KT10xYJ3XbhYfqo9/uA3wrC2mhVts6zpGePjFjjkhqMfXpRWOaip7bxjEgKy5qK8+v0dOiqi3AAp4Kr7UyeqwuML+7aP40qt/C3q93V7GVcdHJIOc9iAscH+qY56sPDM0xffOMVMdHw3SeNZsMh7gpPgmxe5IsF5aAEOgpVNcLVTx8An3GDP6d18D9ncg/MOPOT9mZhZyg9lIhjLgVi2zRdjsglWOYgxyPrNVxUZewmpOiolvJJHKdA23AcAJB5sD/fp/Bf3VX2KGbh+Ypu8hgAgiO4kCxZmpznE8KRf1qxGNZASyeRkAgtsdDOW6Fw9ajJBIpdliqtZBfGfnA+0UkLe923x9+wUxbAGUWx28Uh0SCabMOS0Yuc8wAoovyeUt64YNlFJg+7a1dR0jFAhfbIVRfDXvtAUTkstwW2mf/Z8TA+O161JffT2+AnQQNMRUuDgzgEWkrZ70zPKlxyXov/x/Qf9PvwDatIbnTNWRGuS0l1SHpIvVAQCyuaENt10p2FRHP/BFvMPC17GAY8jE99pBAxVVxyNeFcsvP8eudw895vz1XB5yjV1HhlJiYQ7wz7HFFViJhdLU8eJOzXzeqRIT3+gh0058udXB0ebAtx+DbBkNkfgCMDy6AT2+DhdUknEe9KERiQQj84vA8lrwIgvT6jAZb65JBhGErp2SMAs94Yc+AeEjPziYg8kZw238venl8QUMT78D8TW2W0mUPb5HRfacx1FmvaGXoSRVDbY74RZnZihgptVhYYldXzuTHXxTHYwBsUQ6WIFFZ3ylT7ID/a9/yI6/uA/6t/8NgF11zIGovTd68srlrlQHgFkLhmR1aFMd/WC2tnWTZMfaXyk11BzfZ7YqEAjwVq+hPEUBsjOu2c9kJg+5yiyXjs99vzDtbQtMMEilgeIent+pQdOp5U2OFd/ogXQMt80Yiq9jooPhy6JBhgSOSv4T7v0glQ7u8XVSEsww/45tX6U+3spWG8iFS8C1l4IZ82Orw2iRyXZbHYZ5vrshl2cK2F4BSGX8rUVuaSb8xhcBxRe5PKCqbBFqB090iBXf3sC3/5shsnw1NdA0OnGJMzOzTbnVgRBgbaP7HuLj8TVVUzHt4/HtVnwBsMXSwW73OQUWJ0b/6ksgb3s3cPo86Jc+D6q3bKpj1hKHeiAvSZFAEomL1SE3lFSHTtXRF8YxOKW6OFodUgF3XHvEla0qLi5mTOulE6iqeL8euTyyFTZkPwzF19z5np1j5/XCMujBHp7ZqiAl2gYKJ2zwfCqIL9JyG4HMmsTXwepQCab4mi1Wc8MkvhmzatkTbt4xt0GfRnSILy5eZspXkPB1dbyNc1OHjAxqtzocG9O9o4YRX0YLt61CCy+knd835nZrFDy+ncUcBswSgljx7Q18URTK46v0F2dW3GO2oPlF81NkfQPotB1ommXFcECWJyMk0syP6gZVAQSB2XpsMBdLO3e6voV+5Y9Z69f3fD9LB9jdAn3mG+2qo9IApBSz2fUAppp2ky+SzbVbpgaELtXRD/wYHBa+o7Y6HDaauF5s+HuTjdfEFbk8ZIVd14ZSW8yJLxc8FldAi7u4slXFQ2uyNVAYK74RREZui/XaXEzjPWfyeIvTFoOxnerbglOvsYvgMBWwdDrQipO6TSXzaKdO9UtpRMYna/p8A9gdzEzj2OowGshZc7eAqgq7cYyB+BJOEgu3vQfbONIuim/Nfatz1CA5lxKLwi32vh1GKc40wEx1CEFYNC3gcJtLHfLBHkvhsMf3rW0wS4F9Aebj8eWCTDWR8Y8zcyIYa9xb3H7voo066J//EfCWx0A2zgEPv5Mp0l96ql117HP2g6mmDkr1kBRfrjpeChJjBqO1EXBMdZCTAjSdQmt1lFgMifg+ayYi+JB2P8V3ZhZyk90Xh5Lle1xiu2yGUEYWllGotrBd0dqPXVWMAfvxRaSGwXQQ33SGBd8bimFWEvHT7zqBuXSi+7EBFV8EzDTtC+lMwOE2F8Ui7ZLqEBGPLwBgZZ3FwQUpsjAV34io1Xc77FYHHt03RsUX9arnYJuJjHNVd5SG20wC3xl5VbgNrG2MPWpwYmFcB2kYxVf1tiBYP9sl1eFg1xpsM2BmWdsFFN9UB0vx9S2wcLrer6yzfPaOexf96p8B1TKED30/OzZBAPlyXYAlAAAgAElEQVTQR3G4s9uuOvZpgctKgnODWHYGUBXQsFXSHqCU4spWFQ+uypCCxJgB1sLXJdUBaFdNiVdhSZ+4UqhiNi3i/IKPiKMqnkIPyeUhtwziO6zhNvs1f3EZz6bZuf2IXTg0CPqkXLemhPjyIS9v2wCllE1aJxLAYdE9BB+wTTsO2eMbyOrgoli4tVg1egspHwYIISCbl4MlO8TDbSMFycjW9uAoznc32IbZiN9gGwDSkeJiolZh6SdR2I4zCHxX01YhTnToC/w6GCrVQQkeZ6ap3YVAxT0r45Rj3UF9Derx9Rtu05xVQJJMAktrbb+Tairol78I3PdQW+sXeey9uHr6bQCAh/lkfqPel6jgOCAGWERzgANuW2WtW3X0g4fHn9tMqp21xUPw+LZ0imcLVTyynoXgRxRVxft6lcsj3VIhgA7F6sAGmm09BYsruLJwL05kCNbsM1J+loyIYUqIr4vy2QmlDjSbLCwa8PSd0qBh/n2ApDJ9DbeRZJKReBsJoLrOfmaUVNPNy6wK8WDP+3HxcNtokbGsDoHLK4YBu8obSPF1Ib7ViLS2ATbF1yK+tFZlqQ5xVXHv4KkOAYkvbTYBXQ/o8eWk2lIuqa6zODOe6MCxvA6IYrv66pfqwK0OfsNtblYHgHnDbb+Tfv0vgCOn1q8Enr34HsyqZZzfvcY+qTT6qrGXk6KL4jt44ntli/2sIPm9JmoVtm3fmXcPK1GjjbinhlNgcb3YQFlpBSPtvlaHPAgAWaDDsToclUBstit1bhkvzt1jlZ0EPc6IYSqILwmo+JrNUJuXAPi04IyCCKTSAePMFPccynSmXfHlb+Q+LnCDhvl8+/l81QYgJhwvXDGGAIP4UkptC70xeE9Tacs7Fsjj60x8aa0SDZsDwPzTgtDu8TWuNyQebOsdYXN8mzwhIaDiC7T7h49LTCzpUHxJIgEsr5vqK9VbTMX1INgpkUAg/oovdbM6wBhw2y2wxq9mk7V+nb8XuO+htse1dIqrrTweLt8E/vQp9kmlv53ArOQ23Gbs0gzQ53tlq4oTM1K76uiHatl14Su7Kb5DIL5XgsSYcfimOjAhIIum86KjXxwV2zjOC5iFKibxCA7aHuabPhExTAXxNRvMnAZe7DBuQuTcvYCY8G7BOSqxm/Ewb6SBPb6q+7RwWm4nAUoEkxE2zjCS5Ud8FW+/U4wBQ5YBqrPhyOMSQIRgqQoDBiHEUnqDDrdpaltIP4BIKb6EEPa32Dy+VqJDbHXoGVLIVAf+uKCVxUA7GTIzfJe7H29PdtAMIuuh+BJCWHWun8dX81F8W01gr8Bavw52IXxPd+vX9WIDZVXHI2cXgG8/B3rjVXaf6OO+4Fj7C1j3yOpgkh2Upo4Xdmvh1F4YOyou9+usWcBhO34pBTQ1tmgZIJ7ZqmJzMY28R4yZCVXxfk0yMiAmIFNt4IovVRrsnLAR3yvHAqSWisuVDlHQaxcigpgO4uuWZ9sJrr7MzgMr6/6Kb8AWq56RYit/36EAr6nktNzuVVZ6DykfFoggAhfuB/UbcFMasc1hlDBqi2m1amT4zvYcddQ3DG8vCUK8My47PNUIKb4AMDPb7vEt3GLWpKXV8R3ThIMIIhMtgiq+Wgji61CHTIuGPavT6gCb+trULGXZpyFONomvT5yZy/Xe9IdvvQn6p58HNs4CD72t63Gm6vjetwNyDvqf/C6g1Jm9rkfIkohGk6Kld2SyG4tNOiDF94WdGtQWDZ7fy+Gl+JpWhw7FFxjogNtRo4nrB41ANgfabLIFkAeh5AtoWVcGr/h2RpkBuFKo4YHqbUil3fbH+gzhRQ1TQnzZm9kvE5dy9SWXZ6qLVwvOcYmlEQwTnJz6+Xw1P6uD7fuNj/u5wA0DZPMSULhlvQZOiFIaxTSAE99ahVkdhn2+e4ErvUGtDkA38a2VHcPrx4Zcvt3ju30HWD0JIo5pcXG3wC12zAkhFF8iOSm+7eUVbVjfYP7hvW3b7/GOe5IlMUCqg4e6ZvjD9T/7AlC4BeKg9gKW6jg7mwN54iPAc99kRKdPxRdwqC0esMf3mUIVkkjwwKoc7hs9dnxcrQ6AlSY0AFwtVEER0JscNBs3NwO52XCui+4Hx+0DzYWyikJZwyO6wzzOhIlS00F8Xap7u8DVl5lZ5rPb23ZXW49Kw/c78ouQn91B9YjJyXRYHRoRtDrA8vl6xZpFpWp5WsArr/VqZTTnu9exmFYH/+E24pZmUnXf6hwLeBUzR+EWSDzY1j8SyeAqnUGQAyV9SA6Dc8U9QM5a9fA2mOpr4VZgZZlZHfxyfBXX9kKSkYG5ReDGq8DKCZBHv7PrMZ2qI3niw2zYudXqaydQdrILAOweRIiVqtAnrmxVwsWYcdQqrgvfTMLh2LmCqQzO53tlq4rZlIh7FgLcxzjh9iW+echqbfDDbR1zTFd49nCmARQdFN/Y6hAxmKkOPsS3fMy2ydIZpvhSHdjdcn7sUQlkdrgKGDGVK3fiSyn1jMnprGuOpMcXAM5sAknJ2+4wYdspEw/ZUnxHcb57giu9gawO3SkutNlkOycR8fgCBpk3iC/VVGBvJ/b3DgJSKniBhRZMiWWP4Qqg9bPpwR6w0G1zAACsnmSPKdw2kyC8mtsApvhWExk2MOd1zF4kwxiOJB/6qKM1qVN1JNkZkPd9kH2xnwILnkrRseVOBJGR3wCKL9V10Cvf6I6MM2CqjmH9vZQaVifn7xMFgkxC6M7xBQZmddApizF7OEiMGRBY8SUzs5CVysDjzDqTq57ZqmB9Jon1+SxQKoLadyX8YtcihukgvokkI7R+loHKMZDLs2xZPlnt4POlTY09duiKb4ChvFaTlXO4enzbI9FMu0c65DbRkEGSSeDcRe9kh1jxHS0Mq4NeKQPlw/G2iZ2+B1heM4/JEykHq4PZ2hYd4otcHqiW2fDMzhZbaMeJDv0jKYUYbjPIhY/3FoDz4JxDeQUHSWeAhSV2D2kGV3yrvsNt3rnD5OIDwPopkHe8z/HrTqoj+cA/Zjudfew4uFodAFZiEcTj+8rz0D/374AXn3X8MlcdA9cUc6gq0NQ868rlztpiqXuh0w9eKzZwpLSCk3bj9xI/sSeXR7ZeRl3TGcEfFI5KLHkml4fa0vH8To3tEiwus2vVoS3ZIVZ8owdCCFOBfHJ8aeXYUpRWNwBCuuofAQDHhg912ApYEKuDn0ets8XKHG6LHoEkm5eAW693VyxzTJiPaOJhbN+2tu+wG/Ew67l9IDz+BMR/+8sgQoBLllNVt0d4/diQm2WL1mrVvM7EVocBQJK6Ez3cwBXfXuPMivvd5RV2rJ0yFN8QHl8xwHCbB1EXPvzfQ3jyP7RXKBtwUx3J7DyEX/g1R2tEUJjtZ6pzsgOt+ac60L1t9v+tNx2/bqqOYWLMAM/WNo5cUuxOdQAG5vF9ZqsKAuDhIDFmgGWx8COUM3nIjWPoFKg3B6j6GnMdRBDMgcJH17MgfJDT7vOdsMSlqSC+AJgK5Jvje2RuqZJUig0sOJVYmC1WQ1bA0gGIr9+FO5VhdZFcQYiq1QEAuXiZDYO89orzA1TFf/UbY3Aw1NWWcRMic+MjvqHgNNxm3PhIpBRfQ32qHDFVkBBg7eR4j+luQFIKrtLxGY4QcWbU+Nm0VmU12g6JDhxkfYPdQwIqy9mkgLqYgu6i+FJKA0VHuS0QvVTHQItKD5jtZ46Kby6Y4stTMhx2WttUx7AwfrfX+1/urFzm98gBKb5Xtiq4sJhGPh0whz7wcFse2Sa71g1ywI0NNFv+XnOg0FjoUcPny87JWPGNJjKyu5LIUSlbQzQAsL7hHGl23B3zMRTwNAovi4bfBZUPXfCf0YhenJmJ8/cBguBud1D6y5mMERKSBIgJNG/fZP8eo+IbCk7xhfymG6FUB/NaUz5m5GhxZaJ8cpFFMniqA+XqbS9xZkWPRAeO9VNMeNgpGL/HR/FNCqCEoOHmdAijUDsgtOoYAq7DbQCInAuW6mCoiNRBcLKrjqERQPGVk+0e30FaHXYrGq4dNMJlDwclvjOzkJtM0KoNMtLsmEW27lU1fOXGEd6yJiOVEKzznSu+zSazPkzQtWt6iG9aDjDcdmSpMADI2ilg506X0Z4eFdkHw65vdfIqdsJvC62zrlmpG+1nAYY5RgySzgCnzrsPuCk+Yd4xBgpmEZLRvGNsO46jrrgX8J0S20KXBrjxjRx8YK9yxBbY8WDbYBDK4xsmx7cjzuxgH4BLeYUBc1bkzdcC/R5eW1zTXYafTOIbnmQ0dYqn3yiHUx1DwMzCdastDpDqwFVEFG61+VWbOsVvP7+PbFIIH2MGWL/bY+GbdbE60D5THZo6xae/voWUKOD95wNUrhvgOwt+9zySy5vE19Fm0iuOSmjNLuAX/noLLR340UdZvjhJpVihEFfngxL0CGGKiK+31YG2WmxVmGtXfKGqVlYjx9Eh+38++EncE4J4fPm0sEeBBQDrb29Ee0CMXLwMvP5KV4wc1VvGNHN0j/2uREa2zr8JIb5EEI26b9v7vRrR4TYA9PgQ2L4TVxUPCmFyfHvy+LLvMUmah9WBL2bom6+zfwdQfAGg4kZ8lRAKdQd+4+oe3jhS8NFLi6G/NwiSIoEkEmerg6H4+g5fHewxy0+tChwfmp/+zef28Mp+Az/59jWmOoaEtfB1V1yHNdz2W8/t4eX9On7y7WtYzYV43UJYHeSWQXwHZHWgegs4PsJvZy6bx97mq15YBuW8KCa+0QXpzLPtRJVn+FpxSWYOY+e2y1GRpT8MWzWVUuwi4BFnZg5auFgdSGdds9KI5GAbB9m8zKZv37jW/oWAq98YAwZXSNMZkEl67juruqv+N76Rg19rbl5n53w82DYQkBBWB0vxDXDTFhOstpt/z8Eea9qbcRdAyMws20XceoN9wiV2ksO0C+guJSY9Kr5/f6eC3/92ER/anMM7Tw/P7uNaW5ydYQOyHrY9qrdYUsCZC+wThs3wmTsVfOGlIj64OYd3nemxMj2A1cnd6tD7cNuVrQp+76Ui/sGFObznbMhjD2x1yCPLrQ6D8viWj/Hs3AX8nraO774w233si8uW1SHCc0NumBriyxRfD6tD2Xhj2JuhDAWm0+dLjbriYYMIAlM4vQi731ZdR4YxVeqWhSKKuMCKLLrsDlzpiIfbRgvuEZ8Ufy9HpiO/ulYBMtnxVS47gCQlIJUxz3USWx0GgzDEN0SOLyGEKcOckBT3gIVl/6GwtVNWLm9QqwN1+ZmG0OG6w+eA/ZqGX/xGAWfnUvinj3qo0wOALInO1bl8wVn1SHY4LAKtFsgDjwBgPt8D+7E/0sexV6ssmsuhaIQjmxTR1CnUlnH8fSq+BzUNv/h0AWdmU/jRXp53JWCBRXbwVofiXhG/dP8P4nSqiY8/2l2hThZWgOKeNdiGgCUwEcGUEV8PAmkEyRMb8SW5PFvNd0aajYj4AmDqrNdwm18jUNphuC2Kg20GyAyri6avdgy4mReByVlV3hXgN4pJSXTgSGXaK8o96krHipm8VZITWx0GAykVrrktkQieaGArx6AHu942BwNtFhYfwmoqvtRlgaYES4fgaOkUn/7rLWgtHT/77hPh285CQk4Kjqqj2ZjmlexgeEbJ+fuAdAatrdv4zNe3oDR1/Oy7TvRkcTBRK7OGPY/iCF5bzO0ORBSZot8D8W3pFJ95uoBGkz3vPR27GszWQpJJyEn2dw1C8W3pFJ99oQFFlPCz9yacj31xiR1fpRxbHSKNNPMqUt1lRVQxsnk7m6Gckh2OSiCjUsBS6f7izHimad1mdYj4lgTZvAy89u3218rYbpqo7fa7AMRQakZ2vg8KGbl9uK1ajtZgG4fZSDfrWqcaIyTCKr4BSaT5s22KL1lY8v8eu4XFxx5nKb6DsTr89vP7eGmvjp94bA0b+eETE3erg/He80h2oHzrfHEZWNvA75bn8MJuHT/+2Bo2Zvs89moFkL3fX3zR0WV36KG57akXDvDCTg0//tgaTvV67CorKgmyKEvJGQhUD0R8FZ+s36dePMDzVREfv/YHOLXm3FVAeFthcTcmvpGGT/0vLRse31y7X4usnQIKt01TPqXUjPkYCdIZUA/iS4NaHTgJiPhwGwBg8xLbpr79hvU5/rrFVofRgjelTchgm4nOqu5aVBVf43oT2xwGh2QSaGqutbdtUL1b0LpgECHa1NjOn1tdsQ2mhUUUmYroAd5+VoVL6oJJMvyP+bntKp564QBPnJ/F+84NeRDbgKvVgb/3vJIdDqxhwedPPISnsg/i/efzoZIQ3EAD7PhkeSpFZ7KDl/DkgG9tV/Hbz+/jfef6PPYQ2bgkl4dMNV+rw4u7NfzA77yKn/jD1/Gf/n4Hz9yptBHh53eq+J3n9/HeZAnv3/579+u+vcRCnTwb4uAzTaIKvmXbqDkPuHDFN9exKlzfYDfN8hGQn2MfN5ujIwKd0+mdCFJgAVg/Q6mz2LAIg1y8DAqAXnsR5PR59kk+YBBlf/LdCP6+mTDiS9Jyl9WBzA1nmr0fkNwMKBAnOgwSXMHVNP+bsaaFS0iQJFBVASnus9Y9jygzE/y19RlsAwBJJBCpjprbrTmg4ntYb+IzX9/CybyET7yt26M5LHQNiJlfYKSTVstwNRsU94DcDI5oAr+YegQnKrv4Zw8MaEFYLXfv5nbALODoTHYIYXU4bDTxmacLWJ+R8ONvW+vpUE0oIUohcnlkW4qv4nv9gN1HV7IJfPn6If74lRKSAsHllQzeup7FH75cwlpOwo+VXwTJZN19u/YSixlDFY4V3wjCDLV3IZGVMht+6diKMlfr3OdrtLaNjvj6eJN9AthJIsFIcd3m8Y04eSQLy8DiSnuRRTzcNh7IE6r4ZjLdzW1RtBJwq0Os+A4OXATQ/AkL1ZSQxDfFyCf3o3qVV3AsLLPvCzhAJ1MNVeJMfGmAODOdUnzm6S3UNB3/8t0nke7HGxsS2aSAmpPqyN97PlYHfWEZn326gCoS+OmXfhOZ/a3BHFitwko0PGBZHeyKb9rK0/WBTil+6ekCKkoL//LdJ5BJ9vm8h1F8Z2Yha3Vnm4kNW2UVOUnA//nEafzG92/iyfefwocuzuGg3sR/fnYPZaWFn33XCaTL+97X/NwMOza74jtBxHdqFF+SzoAC7skOHeUVJtasZAdy7wO2uuLREAGSSoPu77g/IEjlpp08RzzOjINsXgJ96SoopSCEWHaPeLhttDCsDkOv5x40jGFWMze0WgGyEYoy4zCsDrHiO0Dwa2FHFrgjVDUc8TU8vpYfNYDVQRBYFbUxQO0HGRpqxIUkB1B8v/BiEc9t1/BTb1/DmbnRkhFZEqG0KJo6RUKwabtSig2K+Vgdvnj6fbhaqOIn7k3j7Fe22X333EXf30sPi4Decl+IBLE6SA4FHKngiu8fvVzClUIVn3hoDufm+79PUVUJfr/L5ZHdqzrbTGwoHKtYl9g1MZUQ8PB61mzx26tqUFsUJ/MSWj4D/IQQJk4V90CWDGV7gojv9Ci+Ge8WNFo5bo8y41hYYnYDI8uXjlrxTWe8PUZBmoeMQR+qt9ibOOoeXwDYvMwCzHeMFb86eVmBdwPI8hogiMDK+rgPJRzSMtBqsnxcpcE+jqDiS1ZPsPfuxtlxH8rdg2RwxZeV4oRUfBXF8qPOBxhuA0DO3wsEtNpkaQs14nJMPh7fV/br+M1v7eFdZ2bwgXtG4+u1I2vWFrcTMEKIWWLhBEoprikSfitzGe88NYPvfusplpvcmajkAv3//Qz0f/+/g/LYOPvP1nWgXvUdbpWdjj2g1eH6QQO/fnUXjx1fxwe/9QeBjtkXIRRf5PKQtRqqSvffb0ehWMbaa1dAb17r+tpyNomTeeO8Oir5i3sLSxOr+E4P8e0c8upE5dgxiJwQAqzZkh048R3VlLtfDJuxVecV04J0hqU68BM04h5fwEh2ACy7Q2x1GAvIxQew/Kt/xAjwJIF7k+s162YbxVSHh98J4d//yuSlZkQYZsZtkGl8LZziS+xWh9kFkAD2BQAgP/CjED75bwI9VkYTNcHl55oRV93Xwarawi/89RaW5CR+4rE173vCkGCSRxe7A3WJM6sfHeOzmx/FvNDCP3/7GoREAlhZ705UcgDVNOD6t4GDXdC//W8OP7zG/Ng+C99MUgBBp9XBf7itrun49NfvYDaVwE+9/DvAzh3fYw6EMMR3hmX5Oj7vBrSWjn1NwHp9H/Tlb7k+jlLKeI7PNYksrrAFoNpgRVs9tAmOC1NEfI1YLzcSWT5uy/C1g6xvWCvP4xJbbXsEYQ8UKZbj61r1qKr+3rG0zHJ8+d8ecY8vALY1ODML8CKL2OowNgh550ibSMM+1Glsr5IIpjoQQlyvOzF6hKn4Dp74mlaH4l6wwTYDJCkFHiqWSQs1weWYNJW1xyXaXYqUUnzum9vYr2n46cdPICeNp6jFtAs4DrhlWRWxA/6fv9vGbnoB/+tGHbmUcezrp4DtACTy5jW2syNJoH/2+e7I0oALX4EQZJLttcUkQJzZL//9DgplDZ985ypmakfWbkC/UBrhUh2aDc/K4p2qBh0Ea/WD7oKott9bZ6TbL7t9YZkJhpVjQEqNZaHVK6aH+NoVoA5QSg3F1+UGtLYBlPZBGzXgkK2ERvYip9KArrM3thOamn8OZUZmf3djcuwChBBg85JN8W0AYoIN68WI4QNiT3GJsuIbY/AIQ3xVlTXoBQUvsDjYDTbY1gNk0kJVcLmm82zXjvvPX75+hK+9UcYPPbiE+5bHJ2w4DohxZGccCyz+6sYR/mqX4mM3/xyXTllki6xvAHsFFh3nAX6PIB/7p4woX/lG+wOM3xlk4etYW+xhdfjqzWP85etH+NgDi3ggb7wmxf1gUXp+UJXgbWgzs5CbDdRbFLqLSLZdZs/jen0fuP6S+zEeBtzVNhZ+tHB7omwOwDQR385YLzuUBrtIuiq+PNnhDugoM3wB3/zhIDmUhA+3GaopmYDhNoANuGF/B7R0MBHFGzEiBLOqu27dbCPo8Y0xBJhVswEV31AeX4nZror7oRTfMMiSFmqiC5HQ1C6ScedYxS///Q4eWMngo5fHG9nnOCBmgMi5ruG2QlnF5765g/uTdXz/m39pxmQBYIqvrgM7Bc/fSa+9CKyfAnnPPwBWT0L/k6fad0hDLHyzSbE7x9eF+O5UVHzum9u4dymDH3xwybJRNjU2LN8vVDW4tS+Xh9xqgIKg4VJQsXXM7v9ryRZT3rfecHwcjoMN8JslFtsx8Y0sSCLBlAAnjy+ftnXw+AIwo4Zo4dZo64oBG2F39ibTIFt1PNppkqwO6PD5qjHxjRECPL6wUWfh9UCs+E4LuPUrsNUhxE2be3ybWqBEh14gE4q6KDkrd0p7/JrWovj01+8gKRB88vETEIXxbjc7tp9xZNuH25o6xae/vgVRAD5JX4CYTLTdg82kk213ny/VW8BrL4NcvAwiiCAf+ihw+wbwwjPWY/j7P8DCV5barQ5uxJcfOwD89OPr7Hm3i2qDsDuE9Phmm4zYuiU7FPaOITfrmH374wDgancIPMDPz/+jUkx8I410xjnH12htc/XaLa8BosjegEGmHQcIU511M9gHieNJG1YHxfjbJ2C4DQCwcY6R9Gsvsgt+PNgWIyiMFBdqtzpE0OMbYwgwiGyg/FUtwIxE28+2rrXDsjpkBR2UCKg7kccOxfc3ntvDa0UF//wd61iSQ/wdQ4KV6uBgdZBzQL0G2mJf+63n9nDtoIGfevsalkp3gIXldgvHqhUl6orbN9m9zRBJyNvfBywsQ/+T322PMgQCxRlmnawOmtrlG/7tb+3jlf0GfvKxNazmjHPCbqM0cp77ghrc44tMFrLOFnpuJRbbpRrW6gcQHnyUpZG4+XyDEt+5BYDXKcfEN8JwS0jgiq+b1SGRAFZOgN66wW6io5zATvkQ3yCKbzrDKjz5BWBClFMiisCF+0CvvcRyfOPBthhBke4YbhPFiTnvY/QJbl3w8YYCYMJBWKsDx5CsDrLICJsTgaE2a9uVrQr+4NtFfGhzDu84FQ0bj2xYHZxri3mJRRXPbVfxhZeK+O4Ls3j8dJ7FYnUsJEgqxVRFj0gz+qrh7928xP6fSIB88J8Ar70MGF8zrU4BdnxkqcPqwK8ZNtvMCzs1fP5FVgX97rM2zmDjFmbOc4+gzSbQagUfbiPEWnS4JDsUai2s1Q+YLWTzEuirLzoPzR+VWJScj0JORNGK6JswUWq6iG9GZgpQB6hpdfCYrl47CVz7Nvt4HB5fxSWNIohHjQ/6HBXbf+YEgGxeBu68AZQOJu7NFWOMSNuG26oVQM5N1NRxjD6QDBZnRvUWy3cOa3XgWBiS1UFgZKTilMlqCB1HjSZ+6RsFnJ6V8COPDOc4ekFCIJBE4qw6Goprq1rGLz1dwMm8hI8/atQpH+yyeKxOrG94Kr702kvA4kqb+k4e/y4gPwf9S7/LPlGrssjPACQymxS6K4uBNrvD7790gAU5gX/2HR1V0HZu0a/VoYdsXFlig99ONpOmTrHbSmJdr7Ahv81LjA/sbXf/oKMSMDsX7HrJF3+x4hthpGVnryw3onvECpH1Uyb5HKXVwXMoDwhudQCAw2L7z5wA8JU8bt+IFbsYwZFKs2xJnuMb2xymB0ELLHizWxjFl5PkjAwiD6cJMMsV34aDYm34Pr/+ZhmHjRb+l+88gdQIK4mDgJHHbtWRGApi4aCMg3oT33dpAamEwFTs8lGX4gsAZO0UsHPHMYGAUgpce9GcBTG/R0qBfOB7gZeugt64xhTfgO9/OSmgprUsJdSB+L5eUvDgitxVSUy51SGTZXF3/YD/vhD3PDnNrC5Oi469qoYWEbCWZmSWbD4AwNnnSwNk+HKYC46Y+EYYXlYHUTTrWR1hrxQdZX2rceJTt1QHzT+Ox8yPNInvBJ2k5y5amZWx1XhjmnEAACAASURBVCFGQBBCrNriajlOdJgmBFR8za8nQhZYAI4kbVCQE4yc1BR34nuj1EBOEnB+PnrXcmYXcMrxZeTzZpHdy87zWt/iPvu/03O6vsFeJyciuXOHEWYujthA3vchQM5C/9JToLVK4MFWWRLR1AG11UF8jQKl40YTxXoTZ52ed74re/I0s270gx4U36zMHuu06Cgcs3P9xJzxnK9vsGsijwu1I0xylaHSkwm7N08V8SV8yKsTRl2xl7RvRpoBY7I69OHx5YM+R0UgkQBJjH8IIihIUgLOsq52Eiu+McKA7/DU/OtKY9w9IIkEG7rRfDy+mnf9ryP4Y4eU6AAAsrHOryoOXk1NBZFSuFFScHY+HUn7TlcWLoehut4otyAS4NSs8VwWmS3AyepgRYl2+3y5WkkuXu76GknLIO//CHD1b4Cb1wMrvp2VyyTVrvjeOGT/PzfvcC8yBufJidPm39QzVCN6NAzxzbH7vNNzv7XHdrXXlhl3IYIAXLjfysm3I8wA/91sdbh27RqefPJJAMCNGzfwYz/2Y3jyySfx5JNP4umnnx7m8Q0WLoovLR972hwAsBILgG2fusWeDQN+VocgHt+UTfGdIH8vh2l3iIlvjDBIZ0CNHN8otrbFGCKSKX+rA1d8wxZYYHiJDgAgJ/iQkoPHV1XQSkp441DBubloko2sJDoPWHHFtwZszKaQFNnfaQ6COQ0LrnskO1x7kd2LV086Hgd54sPsnlHaD674dhZwdFgdbpbY/x0V30aN3YuX14Ba1bI+9AIlvOIrZWcg6i3UHLzhhb1DpFoqFk5a1fPk4mVgt2DFl8EYqqscBxb3JtXq4FuD9cUvfhFf/epXkTZitV5//XV8+MMfxkc+8pGhH9zAkXGzOhz5El+SSrOtmKbGphlHBUliZNttuE0NkENpDreVgAmsnyUXL4P+6ecny6IRY/zgC90QW50x7hIkk/45vk32dRLK48sV3+ER36xpdXAiviq2pTmoLepMviKAbFLAftVBbefEV03iwXXbsRf3WA3zXHf5BsnlGbnddlF8Ny+5qt4klwd574dAv/z7pr/Y99g7Czg6iO+NUgPzaRFzaQfq1KizXSauXBf3gJNnAv3eLpge3+CvMZnJQz5soFrvXvAVjhpYqx+BrD9kPX7zMijAFhDf8S72yfIRQGnw5Cr+t04Y8fVVfFdXV/EzP/Mz5r9ff/11XLlyBT/3cz+Hz33uc6g75eJGFWmZZfI1Oy4olWOQICru6fPA0qr/4wYIQghbtbpaHRT/HEo+3Kapk6ma3nM/u+HMTB5pjzFGZGSgXmVWh1jxnS5IUnCPbxjF17hPkLUNnwf2DikhIqE3nbNwVQU3RXYddNxujwDcrA4kkcBxdhEHVGon7Qe7wNyCex29Q7IDLe4D+zvWbqALyAe+l72+c8HmcuQOq0OX4nvILCaOqNeAdMZSQftJduDnZhhCOZOH3Gyg5kB8txWCdaUEzNsWF6fOA1LKjIQDYCY/kbmAxHdhhT2/+RHugg8AvorvO97xDuzuWi/ghQsX8MQTT+D8+fP4whe+gKeeego//MM/7PuLlpaW+jvSHpFIJMzfXVtcQhnAYlaGYIsu261WkF5aQd7nGPV/8X+ANpsQR/y37MlZpEC7jo+2mtjVdchz88h5HJOeSYNb7ZO5GSyM6bXoB83P/hrEpdXY5zsG2N9Dk4TD/By0wm3oAHIra5An8G+I0Rv20zISAsGcx2uubr+JEoDZpWVIQc+NpSVon/k1JM5ecFQaB/Feqc/PQb7WQJPMtf0sSil2NRW3UwsQGwRvPR+9RAcAWJoto/5G2fF5uLp8HgDwljMrWFpi5KpYPgJWT7jel47PXkDj6a9gcXHRfM7r376CYwDzb3sXkl7P99ISmp/9dQjzixACpHCcRBXAmxDTWSwtLaGpNXAAICclkZhfwK2jV/D4+WXHv62kt6Dn8pjbvBf7ALJqvedrTiOVxBGA+dU1JAL+DOXkKchXXofaaudbLZ1ih6bwjmQLy8vtOxWl+x+CfuNVLBqPV268gkMAc6fPeT+vNrB785rlhx4Aen0fBf0+X+LbicceewxZI4/vsccew6/8yq8E+r79/f2wv2ogWFpaMn+3rrNJzYM7t0AM5ZbqLdDKMRoJCWqgYxSAEf8tejKFxtFh1/HxTOKa1kTD45jsrTOamBjba9EXUlmgXGH/xRgp7O+hSYIuiKAldtwVSlCbwL8hRm9oCSJalbLneUv3mBxwVKuDhDk3ZuaBgwPHLw3ivaLX6pBbQLFSb/tZVFMBSnFNS2FjRkL5sIhyX79pOCBNBY2mju3dPSQ6KpRv5E4AABZExfzbWtt3QM7f6/q86fNLoJVj7N94DcSw6ulX/hZIZ3A4M+f/2qVkoFZn//lANSwa2weH2J8HqPE95YN9vPn6Fpo6xWpadzzW1vEhkJRQbFJATKDyxo2erzn6Afu+UrUW+NykOpBtNnBUbbQd305FRZOIWM2QruPWz2yC/tH/h703b4LIOei3bgIADqkQ/D2RygLlMvtvQOj1fWT/vhMnTrg+LvRy8VOf+hSuX78OAHj++edx/vz50Ac3LhB7qD1HtcI8LV7lFeNGKg3q5E02t0N84swE0Rpwm6AM3xgx+gL3tgPxcNu0IZn0tzpoPWwnjwBEFNmWdaddwPh7brYykfX3Aja7gMOA2015DXOtmumRpXqLDZ95eKbJWneyA331ReCe+9i9bYDISu5Wh9e9BtsAluqQzrDEhIWlPq0O4YfbkMtDbtZRa7a3sRX2GSFdX+i+BpLNS4z/XDfKuY6NQbcJnAUKg9CK78c//nH86q/+KkRRxNzcHD7xiU8M47iGg7RDQkKA8oqxI+3i8eUX7iDxZOkMoNRB0rFVIMaUwL7Ii4fbpguSf6oD5ddPvxmJUUNMMOLbQWCgKSgnMjjQk5EmvnxArKrpyHfcbm6mlnC2Ycu4PTpk1bxeLXhGpBkt3AK59wHWtLr1Jshj7xn0oSOdEEAAVDhpNzOhFdwsNZAUCE7OuAhNSt3KzF9Y7q/EoocCC+TyyLYaqHWMMBUKTAFdX3fwOZ+7FxAToNdeAnnobWwAPjsDErX3xIARiPiurKzgU5/6FADg/Pnz+Pmf//mhHtTQwE9K+0CeUVccaLhtXEhlgOPD7s+HUSwyGeAIkzncFiNGL8jYiG9cYDFdSEqWqOEGTi7CVBaPAobiu91JfFUFNw2rQFQH2wCHATEDWovitjCDt1a+bX3ygGf4eqRkLCyx+xZPdjDUyc7GtkFAIMRobzNyfBMJQEwAagM3DhWcnktBFFyyk43hNoBlEtOXrvZ+IDzOLMTgJUkmIdMmqrR9I7+wfwyplcbCRnfsG0mlgLMXzDxfOqHJT2ERPWf8MGFYHdpsA2VGfKOs+BK3xjlj68uvuQ2ApX5NYI5vjBg9wX6uZ4dTLxsjopAkoOlXYBHMKjZyiCJT7jqdAqqKm7l1AIhshi9gy8LtsDrcOVbQJALOHr5pfo5yO4CH4ksIAdY2QA2rA732ImvzPLc54CNn4LXFJlIpUEXFzZKCc15Ke6NmJSgtLANHRVC/c9ANagNISsw2EQKySFGnInRqLZoKFQ2rjSKElXXH7yEXLgE3r7Pq6KNS4ASMScZ0EV+uANk8vtRQfKPu8XXM8Q1z4eZ+x9jjG2NakLY8vrHVYbpAEpKl6LpB6yHObBRIJA2rQ8fnDcV3LqFjLhPapTgymFm4HYrvDe6RPbrFSBZg1RUvek/ik/UNYJtFmtFrLwHnLgYTfHqALImoqrZjl1IoaRTHSgtnXRYcVNOAZtO6zy4uM+9syXkI0hdGNXVYyAkBlBDUbc99QROxrldd+wfI5mWg1QRuvMpa22LF9y4DvxHaG1U48c1Gnfg6eHzDbNXxvz22OsSYEpCMdc5PUk13jAFAkvwLLKJKfA2rQ11Hm3IHTcXN7DrOyu7fGgW4WR1uHipIguJkfY+VygCs2lfOWYPnbljbAIr7oMcl4M3XhmJz4MjarA4AACmFGxq7b7paTPiOrM3qAICVWPQCVempsEnuGM7TKcUOyWJNcsiE5rhwP0AIU9KPSsBsrPjeXeCDXZ3DbelMtM3c6QzQaIDSDs8X30YJcOym6T4ebosxLeDnfJzoMH1IBiywEMXRNnEGgTHcRtGu3DUVBbeyqzibi/Zt2xxu67A63Cg1cDrVhEh1lqYEo644QAse4QNuX/9LoNXyLa7oB11WBymFm5QRczfF19xFtlsdYLNyhIWq9qT4ZlNsJ4A/9wfHDahCAutuA3kwEm9OngF97u8YpwhYVzzJiPY7aMBgsV7p9jizyrHZxhNZpDIspK/zQh4wzgyAZfOIrQ4xpgX8JhTbHKYPkmRWErtCU6On9gLM49tk4oxdebxdbqEpJHAuH12bA+Cs+FJKcbOkWKS9yhXfPav21gvrrCmPfu2/sHrje+4f6DHb4WR1uElyWMkmkEu5LJIMMY3w++yCYd3oUfGlSqM34pth5zN/7gu3CgCA9SXvHW2yeQm4eY39Iya+dyHScpviS8vHkR5sA2CptB0+X6qFtzqQeLgtxrSA34TiRIfpg6H4du2S2aFGlfgmILeYtc2umt6osb/Fc8AqAkgIBCmRtBHfUqOFI6WFc7PG7mStzF6bg12r4tcLy+uAKAJ728Cpc5aNaQjosjqk0rgpzrlXFQOWfZJbHZISI5AHfVgdevH4yuz3V2uMGxS2mcd4/aTPc7z5gPkhiYnvXYjOhITKBBBf7svt9PmG6ZrnhDf2+MaYFvBzPkBVaYy7DPya6DVVr/W2nTx0GB5fgGXhctysEyR1DSdnoy9eMNXUIu03S+zvObtoJCtVK0Ctyu7FQawOiQQjv8BQbQ4As2rUtJa5aFKkDLYSeXebA2CJUnav8sJyH1aH3ohvNsvu71Wj4bRQqiGhN7F0esPz+9qe05j43oVIZ0DbhtuOQCJOfIlT8QYAaNzjGyLVIVZ8Y0wL+C5HrPhOH7j9y8vnq6nRK68AADGBrEF8a7Yt95tKAqeqOxAnYE4jmxTaSLvZerZi2AqrFdMGEEjxBUy7wzAH2wBm1WjqgNpixPdWegk6ETyVdpNT2NsiF5at1IqwUBVACv86Z2fYIr9WZVyhUNOxqh4h4XPOkLkFYHmN/SMmvnchnBTfSfD4At2RZtzqEMTjy2/+sd8xxrQgKbH3RtTf3zEGD27/8kh2oKoSUauDXfG1qaaahLOVQvRyhx0gJ4W2yuKbpQaW5QRyszlAEBjx5WpoEI8vAHLyDEAIsDk8fy9gyyE2iPvNJEs58CwN4XND9hmaxRWguOdtt3GDqoD0YnWYZSJercrOn0IriXXBIRHKAeTiA2xHOHP375BF2yU/DGRkYH8HAEAVhSkCEVd8TXtCo3erA3n4nSD/878GcQmxjhHjbgMhBMIn/w2w2t1YFOMuB1dyvSLNDg+AucXRHE8YiAnIrfbhtlK9iSOaxNlqIVhF/ZjRaXW4UVJwdj7NyijkLFCrsEQHIJDVAQDId/0jkIsPgOSHq0iaOcRqCwuZBG4m5pBuKVjNeTzvXEzLtFsdoKlA+RAIe8xKb3Fm0swMEvohqg0VequF7UQeDyWDqc7k+/5HkHd9F3uN7nJMneJL0rJlRK8YlZa5iG+FcntCp8dXU4FEIlC7C0kmQR78jiEcXIwY0QW5cCnadeQxhgOu+HpZHYp7IAvexQljQSJhKr7c6nCDe2QbexNBTOwDYkpTx1ZZtawC8gxQLTOrQyIJ5IK9P0l2BuT+twzrkE10Kb4kjzPVHQhez3vdIL62GRqzhvmgB7tDjx5fkp+D3GygqjRRKuxAESWs5YP9HDI7z1rcpgBTR3yRzliWAaO8IvI3RuPNRLs8vhGdSo4RI0aMMYJwO4Dm3N5GlQZQKQfeZh8pRBGS3kQCuml1uMk9slpxnEcWGHarw5tHCnQKnOXEN5sDrRlWh4Xl0LW8w0bWFsdGKcVNKuNs+Q6orrt/U6MOpDLtf4tZYtHDgFuPxBcZGXKrgZraQuH2NgDgxMrd79kNi2idcaNAJgPU68x3U+aKb8StDmk3j29MfGPEiBGjC/y6qLmkOnB/adDBqlFCTIAAkIluqqY3DhUs0TpyYg9+0TEgK4mWYmqQ9nNzhhqazQHVCmgxWHnFqCHbrA67VQ01JJjFxMs206hZ8YkcPZZY0GaTVQj3ovgKAmSqodakKOweAgDWTq+F/jl3O6aP+KZldlI1NVBeVzwhiq9jnFlMfGPEiBGjHT6Kr5koEEHiBUM1zKLZZnU41zoKltkeAWSTAtQWRVOnuHGoIJ0gWJthHlki51hlcXEveKLDCGG3OphKe2Wr+/5rR73WnZgkZ9nnwiY7qHxovbfXWkYL1RZQOGpApC2sLseKbyemkPjaosHKBvGNuuKblNjFsGO4jWo9bofEiBEjxt2MpHecmTlYtRA9qwMhhA24oYmq1oLa0nHnWMUZrTQRiQ4AIEuGXUBt4WapgTNzKcsjm80BR4fAUSmSVpMsP3athRslBQQUZyoFi5A6gCr19gxfGK/j4kr4LN9+iS/RUaMiCg1gpVWFKETfEz5qTCHxNU7Oeo15fAUh8gH3hBAWk9JpdVAjmkMZI0aMGOOEQXyp2/b0wS5rApuLqBomipDRRE3T8eahyjyyyt7ECB1yktkFuGraFgUm56x7WQQV93RCgECAqqrjxmEDa0kdaV3zJL6o19oTHTgWli1bTVD0SXyzCaCGBLZpGmuiR4HLFGPqiG9bGYTR2jYJU7JIpbsLLJpabHWIESNGjE6YHl8X4lvcA+YWQQRxdMcUBmICMm2iqrZw89BKdJgU4ssHxG4eKqhqenvrma1QJopWB4EQZIxUipslBecyxlCbF/E1hts6QRZ7KLEwfg/psWU1myCokSS2U/NYl6eO4gXC9D0rfFXWqIGWj6Jvc+BIpx08vrHVIUaMGDG6IHnHmdGDvUhus5sQRWShoarpuFEyPLK1vYkROrjV4cUdFh3apvhmbSVKEX0NskkB+zUN2xUNZ7OGMKZ4E1/SOdwGMCtNtdydyOSFfq0OkohaIo1aIoP1hWjvZo8L00d8TatDfTJa2zhSGRbBY0ec6hAjRowY3fArsCjuRlJtNCEmIOsaaqpueWRVFWRCrvdZw+rw4m4NBMAZm+JLeHsoIcB8BAtEwKwa395lZPVs3uj58rM6dA63AQDPieae8iDg9/leiW/asj+ur0Xz+R03ppD4spOTNmpsuC3q5RUc6YxVi8gRe3xjxIgRoxtmgUU3WaHNJlAqRtJfakIUIesq6k2m+J6dS0/UDp9sszqszSSRSdqoBrc6zM6DRLSFTk4KOFJYDvG5OfdzCQCLRnUYbgMAYmb5hiC+fJeiV49vxlocra9HsKAlApg+4ptp9/hGvryCI+VgddBUkAmJt4kRI0aMkSGRYIpi02G456gIUD2y2+wAWHubzghQVdNZ65mmTlCqA1N8dQpG2tu+aCi+EX7+ebJDVhKwNMPusdRN8dVUoNVyHm4z/sYwyQ7m7+mhshgAsjJ7vgWqYzU3GefLqDF9xJevympVVps4IR5fkkp3xZlN0oUwRowYMUYFQgizgTl5fA0SEn2rg0W0zs6n2N8yYYovAKuqmMPw+Eb5+eepFOfmUtaQmRvx5TuxTlaH2TmWHhKmva1fj2+O+XqXaQNJcQIG98eA6SO+qTRTAoq7AKWBe8LHjrRDnFns8Y0RI0YMZyQlxwILM8M36laHljHdD+DMbIoRognZ4UsIBCmDdJ11Ib5RVnw5cT83n7YIqFuBBR9cc7I6CCIwvwQchEh2UPv0+ObZ87smtXr6/mlAYtwHMGoQQoB0BnSP9VhPjMc3lelWfOPmthgxYsRwhpviy/2WEVYcISaQbbHr/dpMEhlBh071idrhkyURSr1pVRUbIEkJ5OM/DXLh0piOzB9Zw6pxdj5lSwhxUXzrjPg6pjoArMRihIpvdnEewCHWN1Z7+v5pwPQpvgBbme3tAADIzGRYHZBOA2oDVGeZglRvserlmPjGiBEjRjckCdAcPL4Hu8DMLEiUbQOiCLlp5PfywTZgYqwOAIsEy0oClrPd+prw9vdGsy7agF3xJYkEICY8rA6G4uuQ4wsAZGEpZKoDf617u7fnUwkQABuLOd/HTiumTvEFwGwDuwX28aRYHVJpZs3QVPYxv6BPkAIQI0aMGCNDUmK17h2gB3vRVnsBluNrEN9z3N8LTJTQsSgnsJRNTkZBVAceWpPxzlM5nJ41FhpSyt/j6zTcBjBLx2ERtNlkJNoPqgIkpZ7LVfIpEf/2A6dxz0JvBRjTgOklvq0m+3hChttgb5xLpW0XwslRAGLEiBFjZEhKzjm+xT3gxOnRH08YiAmsqIf4rntm8e4zeaBxwD4/QYrvJ7/zBCaQ8wIANhcz+N/es2F9woP40rrHcBvAFllUBw4PgKUA9oMBxNZdWnEh4TEATK3VwXaCTorVgW+j8AE3rmTEOb4xYsSI0Q2p2+NLKY1+eQUAiCISrSb+p3es40TeIvBkgnb45jMJzKXvEm1Nktyb2zyG2wBYlo6gWb5qY6IWOJOI6SS+fEsilZmYJhwzUoUPuMVWhxgxYsRwh5PiWzlmZDjC/lIAzFPKdyWBvksNYvSJVNo9x9fP6rDAs3yDEt/Jia2bVEwl8SV8ZTYpai9gqdQ8UsVQfOMCixgxYsRwQDLVTXwN1Y1EOEoLACvgaNniqDjpmhCh5q6Dl8e3XgeI4E5WzdriYMkOVFV6Lq+IEQxTSXxNEjkp/l6A+XoBa1vFVADiC2GMGDFidIIkk91xZpx8RNzqQMQE0LQpvtrkpTrcVfAivkodSGdch/iIlAJmZkNYHSanmnpSMaXE11B8J4n4pjs9vsYFPaJd5zFixIgxVkjdVoeJKK8AWNtXm9UhJr5jhZSyiiU6Ua8Bbhm+HIsrwa0OSuzxHTamk/gaJ+nEZPgCpuJLTatD7PmKESNGDFckU93NbcU9di3NRry4SBTbrA50AuPM7iaQVNo91aFRd83wNbGwHLy2OFZ8h47pJL6TaHUw48wM4htfCGPEiBHDHQ4FFvRgF1hYjn62bNdwW6z4jhWS5J3j6zbYZoAsLgPFPZYq4gdViXa5yl2AKSW+fLhtQsorAGtFaUyQUi32+MaIESOGKxIszqyNbBzsRd/mAHQpvoiv9+OF53BbzTXKzMTiChOrKsf+v0tVrJmeGEPBVBJfMomKbyLBLobc6mBO+cYrwxgxYsTogiSx4gC7clrcA1mIeKIDECu+UYNnc1vdvbzCgJkbHSTZIbY6DB1TSXz5tgSZIOJLCGGrQE58m8YWXlxgESNGjBjd4DYwwxZGlQZT3Hi8VJTRqfjG1rbxQmK10VTXu7/WqIP4Drdx4htgwE1RYmV/yJhO4nvuIsh3fx9w/0PjPpJwSGesVIc4zixGjBgx3MGvjU3jWsnjpKKe4Qt0K74aI0OR9ybfreDWA6cK7EYAq8PcAgCAHh96Pow2m+x1jxXfoeIu6RMMByKlQD72I+M+jPBIZdgEKWCrLI7fIDFixIjRhQ7Fl6ttkS+vABjx1XVQShnZVZX4Wj9OcCLa4b+llAayOkA2UkTKR96Pi9OaRoLpVHwnFXarg6oCoggiiuM9phgxYsSIIjjxNcgELU5GeQUAZnUALNVXVWObwzhhJ752KA2AUv9Uh0QCkHP+w22mlzsebhsmYuI7SUilrTgzTWNTyzFixIgRowtEclB8BcHcdo40EsZmLG9viweexgv+3CsdJRZ8B9Yvxxdgw/R+xJf//Pi1Hipi4jtJSGesN5oWG+BjxIgRwxXcGqDZPL5zi5OxS2YqvmzAjWpqfL0fI4ib4mvEi/opvgCAmTxoQMWXpGLiO0zExHeCQFIdw23x1leMGDFiOIMn3nCrw//f3r3HSFXf/x9/nZ3ZuezOgiwryC7IaqMImLRQJbuorYW0tbYmbWoqFtNKKaaYIMbYSvIruFSxF6OtqQRKYix4SxOlEFsvaUCCjZCqJaVQmqJ+RWtZYJHLLjv3Ob8/zpzZ2Ru7O7tzLszz8c/CMpcPTM7si/e8P5/3yeP+OMNXsnp8paJWByq+rhos+Matn8fGUJvbJKvi2zncVgde63Ii+PpJpKjHlwoAAAzOrvgWtTr4YmOb1K/iS6HDZUNVfIfa3Kb88aldQ2xuo8fXEQRfPyna3GamU/T4AsBg7MJAOikzm5VOn/THxjapf8U3naIK6KbwYME3/wnsUOf4Stak2K6z5x9bTMXXEQRfP4lEpWTCOkSbii8ADC5fITXTaen0p1Iu56NWh74VX/Z0uCofRM1k7+Brxodf8VVsnLVZ0Q7LAyg8PsG3rAi+fmLvHE0l+OgLAM6nqOJrj4r1xbhiacAeX4Mw5B679aDfcWb5EDucHt+6/KTY821wK1R8+dleTgRfP7EPzk4k+OgLAM6naICFWZja5o+KrzFQxZcBFu4ZdHPb8E91MGL54Hu+IRb243OqQ1kRfP3E/jglmQ++9q5lAEBvxQMsTvpoeIUkBfLv7b16fKkCumbQzW1xqy0lOIyfxbGRVHzZ3FZOFTmy2K+MSESmZF1s6ZQMWh0AYGDFwffMKSk2TkbYJ4HCrvgywMITjGDQek36DbDoliI11ljpodSNlySZXWc16K0LAyz42V5OVHz9xO7xTcatHl/eCAFgQIZhWOHXbnXwS7VX6rW5zcxkrI15FDrcFQoPfI7vcDa2ST0V3/Od5ZtKSsFqGVU+GLLiYwRfP7GrFcmEtWGDN0IAGFx1db7V4YRv+nsl9d7cZk+eo9DhrlCkX/A1EyMIvpGoNYp6qFYHXueyI/j6Sf4CMxP2qQ70+ALAoKrDhR5f3wyvkHofZ8ZOf28IhQYeYDGcccXKfwIRGzf05ja/tOP4GMHXT+xWh0S3lEmzyxcAzicUknnqpBUo/NTqnA2v9QAAFX9JREFUECyq+DLUwBtCYZkDneownKPMbLHxMqn4uo7g6yeR/P8E7QuHCgAADK46JB37RJJk+KrVobjim291oNDhrlBYSvY/x9cYbquDZJ3le57gazKoxBEEXz+xPwKxPyqhxxcABlcdkjqOWb/2VauDVfE1sxlrP4ckg0DkrnD/Hl/F48NudZDyZ/kOtbmNim/ZEXx9xAhWWx+B2RcOwRcABlcdkkzT+rWfWh0G7PElELlqoFMdEvGeFsThiJ2/4kvwdQbB12/CUZldVHwBYEh2lTQU6jlOyg+KB1gUWh14v3eT0Sf4mrmsdbRodITBt7vLOqJuIEk2tzmB4Os34Uih4stHXwBwHnZYrJ80vCEDXlE8wIKKrzf0rfgm8sMmRrK5LT/EQt2dA/95KmEFbJQVwddvwpGiHl8uEAAYTGG6pZ/aHKSic3yzMgvn+FLocFUoLKWKJrcl4tbXkWxuG2qIBa0OjiD4+k0kKhVaHTjHFwAGlQ++vjrRQSrq8aXi6xnhvhXfbuvrSDa31eWD72B9vgRfRxB8/SYS7en5ogIAAIML+b/iy3FmHhEKW+Ovcznr93Er+BojOsfXrvgOMsQilbQCNsoqOJwbHT58WM8995za2trU3t6u9evXyzAMTZs2TUuXLlVVFfnZMcWN77wRAsDg7PdIPx1lJvWu+Kbz36PQ4S67EptOW+E0WUKrQ77H1+w6q74d52Y2a/V0U/EtuyET6/bt27Vx40al09bVt3nzZi1atEg/+9nPZJqm3nnnnbIvEj16HZbNGyEADC7fDubfVoei48w41cFddiC1+3zj+eA7klMdauusrwO1OtDS4pghg+/kyZN1//33F37/wQcfaNasWZKkOXPmaP/+/eVbHfrrVfHljRAABuXTVgfDMKzwax9nFqyWwSer7rJ/9uYDqmlvbhvBOb5GMChFawfe3EbwdcyQrQ4tLS06fvx4r+/Zx8JEo1F1d3cP64kaGhpKWN7oBYNB1567HDovqpf9L14/+RIFJkx0dT248F1o1xAqR2pui8599L4uumKGjMCwOvtGZSyvlWOBoKKhkMx0SolIhGvQZYmJDTojaUJNjYINDeoOGOqUNLFpmqrGjR/243RcNEHV6aTG93k9M5mkTkqqq29QtMJf61Kvo+Heb8TvBMVnIcbjcdXW1g7rfh0dHSN9qjHR0NDg2nOXQy5nFn79aWeXjKx5nlsDo3ehXUOoII3N0t3/TydPnXbk6cb0WgkEFe/qlJIJmcFqrkGXmUlrk+Gp4+0yojHlOk5Ikk52d8tIpc93116y0VplO44r3ef1NI+1S5K60mmdq/DXutTrqPh+jY2Ng95uxJ+dNDc36+DBg5Kkffv2aebMmSNeHEaBHl8AuPAFAj2nOvDxt/vs1yCZb0lIxK0WlOAIjxWtGz9wj28y0ft5UDYjrvh+73vf0+9+9ztlMhk1NTWppaWlHOvCYCL5PiOjqufIGwDAhSUQlLIZmakk+zm8oO/mtkT3iM7wtRmxOplH3u//B/T4OmZYyWnSpElat26dJKt8vHbt2rIuCudhN9JXV/trBCcAYPgCAet4qzRDDTzBPl83VVTxHclRZraYVfE1TbP3z3CCr2PYJuozhr2zlDYHALhwFVodCL6ekH8NzOJTHUoJvnXjpEy6p7XBVgi+kf73wZgi+PqNfaExvAIALlz5VgelUrQ6eEGoT8U3Xlqrg2L5EyD6TG8zC8GX17rcCL5+U2h14OIAgAtWIGBN86Li6w0DbW4bwRm+NsMeW9zV2fsP7MdlZHHZEXz9xt7cVj3CnaQAAP+wK77plAyqgO4L9R5goUS3jJIqvvb0tt4VX3p8nUPw9ZtCjy8XBwBcsOjx9RQjGLRek+JWh0gJwbfOanUw+05vI/g6huDrNxFaHQDggldU8eX93iNC4Z6Amiz1VAe71WGAim+wWkZVYHRrxJAIvn4T4lQHALjgBYNFAyx4v/eEfPA17dclWkLwjdZY/6npO8QimaDa6xCCr88YwaAUrJaCvBECwAXL/lg9myEQeUUobAXURNz6fQmtDoZhWFXfvpvbaGlxDMHXjyIRNjsAwIUsELSmg0kcX+kVobB17Jj9upTS6iBJdeNkdg7Q6kDwdQTB148uv0qadpnbqwAAlEsgYG2gkghEXmH3+OZfl5JOdZDyFd/erQ4mwdcxwxpZDG8JrFjt9hIAAGVkBIIyC8GXT/g8wQ6+o2h1kKyzfM2P/6/3N1NJzvB1CBVfAAC8JhCwRttKVAK9IhS2Bk2MQatDv81tVHwdQ/AFAMBrAj0fyBocZ+YJhn2qQ3x0FV/FxknnOq3TIWxJgq9TCL4AAHhNoOg8V1odvCEcybc6jLbiaw2x0Lmikx1SSStYo+wIvgAAeE1RxZdKoEf07fEt5RxfqWiIRVG7QyrZM5kVZUXwBQDAa4JFwZfjzLyh3+a20oKvYQff4rHFKQZYOIXgCwCA1/RqdSAQeYIdfLvPSaFw6eOF6wap+PI6O4LgCwCA1/RqdaDH1xPs48Y6T1ujh0sVs3p87SEWZjYrZZjQ5xSCLwAAXkPF13vyr4N59nTpJzpIUqzO+mpXfNPJXo+P8iL4AgDgNcUVX44z8wY7mJ49XfqJDpKMYLVVMbaDbyoffBlg4QiCLwAAXsNxZt5jB98zp0YVfCVZJzvYm9uSVHydRPAFAMBr7IpvMFj6JiqMqcI5u11nxyT4mn0qvpzj6wyCLwAAXmNXfDnKzDuKztk1RrO5TbKGWHRZm9sKrQ4EX0cQfAEA8Bq74ksY8o7i12I0m9uUP8u3X48vAyycQPAFAMBr7AEW9Pd6R6/gO8pWhzqrx9c0TSmZ6P/4KBuCLwAAXmO3OhCGvGMsg29snJROWdVeWh0cRfAFAMBr7FYHjjLzjuLjxkbb41sYW3xGJsHXUQRfAAA8xqDi6z1jWPE16qzpbeo6S8XXYQRfAAC8JkCPr+cUBVNjlJvbeiq+Zxlg4TCCLwAAXlM4zozg6xmBoFSVj02jPs7MCr5m19meARYcXecIgi8AAF6Tr/gy1MA7DMPoqfqOxeY2qafVIRjsaW9BWRF8AQDwGnp8vck+a3e0rQ7RWus17jxjBV9eZ8cE3V4AAADogwEW3jRGFV/DMKyqb9dZyTSlEMMrnELwBQDAa+jx9SY7+EZH2eogSbFxMjvPyqiu5j84DqLVAQAArwlS8fWkUFgyjLGp0OYrviatDo4i+AIA4DUcZ+ZNobAUjsioGn18MmLjpK58jy9HmTmG4AsAgNfQ6uBNofDoN7bZ6sb3nOpAxdcxBF8AALwmGpMCARnj691eCYoYF9VLEyaOzYPFxknnuqREnODrIDa3AQDgMUbdOFU9tEGaeLHbS0ER49YlMjLpsXmwunHWiQ6nTspovHRsHhNDIvgCAOBBxsWXuL0E9GHU1I7dg9lDLLq7qPg6iFYHAAAAhxl143t+Q/B1DMEXAADAaXbFV+qZCIeyI/gCAAA4rTj4UvF1DMEXAADAaQRfVxB8AQAAHGZUV0uR/Ohjgq9jCL4AAABusDe4EXwdQ/AFAABwQ77dwWBksWMIvgAAAG6w+3yp+DqG4AsAAOACg+DrOIIvAACAG+oIvk4j+AIAALghxuY2pxF8AQAA3DCh3vpaE3N3HRUk6PYCAAAAKpFxzfUy6i+WUd/g9lIqBsEXAADABUawWrryareXUVFodQAAAEBFIPgCAACgIhB8AQAAUBEIvgAAAKgIBF8AAABUBIIvAAAAKgLBFwAAABWB4AsAAICKQPAFAABARSh5ctsDDzygaDQqSZo0aZLuvvvuMVsUAAAAMNZKCr6pVEqmaaqtrW2MlwMAAACUR0nB98iRI0omk3r44YeVzWZ1++2368orrxzrtQEAAABjxjBN0xzpnT766CP95z//0cKFC3X06FH9/Oc/129+8xsFAoFB75NKpUa10FIFg0FlMhlXnhu4EHANAcPDtQKMXqnXUfH9QqHQ4LcrZVFTpkzRJZdcIsMw1NjYqFgsplOnTqmhoWHQ+3R0dJTyVKPW0NDg2nMDFwKuIWB4uFaA0Sv1Oiq+X2Nj46C3K+lUhzfeeENbtmyRJH366aeKx+OaMGFCKQ8FAAAAOKKkiu+CBQu0fv16rV69WoZhaPny5edtcwAAAADcVlLwDQaDWrly5VivBQAAACibkja3AQAAAH7D5DYAAABUBIIvAAAAKgLBFwAAABWB4AsAAICKQPAFAABARSD4AgAAoCIQfAEAAFARShpg4TXHjx/Xli1b1NXVpWw2q+nTp2vx4sWKRqP9btvR0aEPP/xQ11xzjQsrBbzn4MGD+tWvfqXHHntMDQ0NkqTnnntOTU1NuvHGG91dHOAhBw8e1K9//WtNnTpVpmkqm83q5ptv1vz5891eGuBLbW1tWrZsmZqamhx7Tt8H31QqpV/+8pf60Y9+pCuuuEKStGvXLj3xxBNatWpVv9sfOHBAn3zyCcEXKFJdXa0NGzbopz/9qQzDcHs5gGddffXVuvfeeyVJiURCDz74oBobG9Xc3OzuwgAMi++D79///nfNmjWrEHol6cYbb9Rf/vIXHT16VBs3blQmk1E4HNY999yjbdu2KZlMasaMGYRfIO/qq69WLpfT66+/rptuuqnw/ZdffllvvfWWqqqqNHPmTN1xxx1atWqV7rvvPk2aNEl79+7VoUOHtGTJEhdXD7gjEonoy1/+svbu3au33npLhw4dUi6X0ze+8Q21trbq8OHD+v3vfy/TNFVfX6977rlHoVDI7WUDntLZ2alf/OIXSqfTOn36tG677TbNmzdP999/v2bNmqUjR47IMAz95Cc/UU1Nzaifz/c9vseOHdPkyZP7ff/iiy/WqlWr9K1vfUvr1q3TzTffrCNHjuib3/ymrr/+ekIv0MeyZcv05z//We3t7ZKkeDyuPXv26KGHHtLDDz+s9vZ2vfvuu1qwYIF2794tSXrjjTe0cOFCN5cNuGr8+PHas2ePjh8/roceekgPPvigtm7dqnPnzmnTpk1avny5HnnkEc2dO1f//e9/3V4u4DkffvihbrnlFq1evVp33XWXXn/9dUnWz6DrrrtOa9euVX19vfbt2zcmz+f7im99fb3ee++9ft8/duyYUqmUrrzySkkqBN1du3Y5uTzAN+rq6vT9739f69ev14wZM5ROp3XFFVcoGLTeJq666ip9/PHH+spXvqI1a9ZowYIFisfjuvTSS11eOeCeEydO6IYbbtDu3bvV1tYmScpmszpx4oROnz6tqVOnSpIWLFjg4ioB70gkEgoGg71+tmzbtk07d+6UYRjKZrOF21522WWSpIkTJyqdTo/J8/u+4nvttddq//79vcLvjh07VFdXp7lz5xa+/+abb+rVV1+VYRgyTdOt5QKeds0112jKlCnatWuXqqur9d577ymbzco0TR06dEiNjY2qqanR5Zdfrs2bN7P5DRWtu7tbO3bsUE1NjWbPnq22tjatWbNGra2tmjx5surr63X06FFJ0rZt2/S3v/3N5RUD7nvyySf173//W7lcTmfOnNHmzZv1xS9+UStWrNDs2bPLntF8X/GNRCJ64IEHtHnz5sKpDpdeeqlWrlypzs5Obdq0SVu3blU4HNaKFSt04sQJbd26VZdddpmuu+46t5cPeM6dd96pAwcOKBqNqrW1VatXr5ZpmpoxY4auvfZaSdLChQv1yCOPaPny5S6vFnDWgQMH1NbWpqqqKmWzWX3nO9/RvHnztGXLFq1Zs0aJRELz5s1TNBrVsmXLtGHDBhmGoQkTJujrX/+628sHXHfLLbfo6aefliS1tLSoqalJzzzzjLZt26b6+np1dnaW9fkNk/InAAAAKoDvWx0AAACA4SD4AgAAoCL4vscXAAAA3pXJZLRhwwadOHFC6XRa3/72tzV16lStX79ehmFo2rRpWrp0qaqqrHpse3u7Hn30UT322GOSrKm7v/3tbyVJtbW1WrlypcLhcElrIfgCAACgbN58803V1dVpxYoV6urq0o9//GM1Nzdr0aJFmj17tjZt2qR33nlH8+bN0+7du/XKK6/o7Nmzhfv/6U9/0vz58/XVr35VL7zwgnbu3Kmvfe1rJa2FVgcAAACUTWtrq2677TZJkmmaCgQC+uCDDzRr1ixJ0pw5c7R//35JVkXXPhPb1tzcrHPnzkmyBlsEAoGS10LwBQAAQNlEIhFFo1HF43E9/vjjWrRokSTJMAxJUjQaVXd3tyTp85//vCKRSK/7T5w4Ua+99pruu+8+7du3T62trSWvheALAACAsuro6NDatWt1ww036Prrry+EXsmq4tbW1g5632effVZ33323Hn/8cS1ZskRPPvlkyesg+AIAAKBsTp8+rXXr1mnx4sWF8d3Nzc06ePCgJGnfvn2aOXPmoPevra1VTU2NJGnChAmFtodSsLkNAAAAZfPHP/5RXV1deumll/TSSy9JsqaEPv3008pkMmpqalJLS8ug9//BD36gp556SrlcTpK0dOnSktfC5DYAAABUBFodAAAAUBEIvgAAAKgIBF8AAABUBIIvAAAAKgLBFwAAABWB4AsALtq7d2+/8Zx9vfjii3r77bedWRAAXMAIvgDgcQcOHFA2m3V7GQDgewywAACH/eEPf9Bf//pXxWIxTZkyRZL0v//9T0899ZQSiYROnTql5uZm3Xvvvdq5c6fef/99PfPMM6qqqtLcuXP17LPP6tChQ8rlcmpubtaSJUsKU40AAINjgAUAOOjtt9/WCy+8oHXr1ikUCunRRx9VIpHQZz7zGU2fPl1f+MIXlMlktGrVKt16661qaWlRW1ubbrrpJrW0tOjFF19UPB7XHXfcIcMw9Pzzz6u7u1s//OEP3f6rAYDnUfEFAAf985//1Lx58xSNRiVJX/rSl/Tqq69q8eLF2r9/v7Zv366jR4/q1KlTSiQS/e7/7rvvqru7W/v375ckZTIZjR8/3tG/AwD4FcEXAFwUCAQkSU888YSy2azmz5+vuXPnqqOjY8Db53I53XnnnZozZ44kKZFIKJVKObZeAPAzNrcBgIM+97nPac+ePTp37pxyuZx2794tSfrHP/6hW2+9VfPnz5dhGDp8+LByuZwkKxxnMhlJ0mc/+1m99tprymQyyuVy2rhxo55//nnX/j4A4Cf0+AKAw7Zt26YdO3YoFotp+vTpam9vV2trq15++WXFYjGFw2HV1NRo2rRp+u53v6tXXnlF27dv1+2336758+dry5Yt+te//lXY3HbXXXexuQ0AhoHgCwAAgIpAqwMAAAAqAsEXAAAAFYHgCwAAgIpA8AUAAEBFIPgCAACgIhB8AQAAUBEIvgAAAKgIBF8AAABUhP8Pb6HwX1JKC5YAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train_df['forecast'] = sarimax_mod6.predict(start = pd.to_datetime(start_index), end= pd.to_datetime(end_index1),\n", " exog = exog_data[start_index:end_index], \n", " dynamic= True) \n", "\n", "train_df[start_index:end_index][['sales', 'forecast']].plot(figsize=(12, 8))" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAPE: 26.05 % \n", "SMAPE: 21.39 %\n" ] } ], "source": [ "smape_kun(train_df[start_index:end_index]['sales'],train_df[start_index:end_index]['forecast'])" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 1 }