{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Time series analysis for furniture sales\n", "\n", "데이터 링크는 [Superstore sales data](https://community.tableau.com/docs/DOC-1236)입니다.\n", "\n", "첫 번째 튜토리얼의 목적은 **시계열 데이터를 분석하여 furniture(가구)의 판매를 예측**하는 것입니다." ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 187, "metadata": {}, "outputs": [], "source": [ "import itertools\n", "import matplotlib as mpl\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "import statsmodels.api as sm" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [], "source": [ "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 데이터 로딩" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`pip install xlrd`" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "pd.options.display.max_rows=None\n", "pd.options.display.max_columns=None" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Row IDOrder IDOrder DateShip DateShip ModeCustomer IDCustomer NameSegmentCountryCityStatePostal CodeRegionProduct IDCategorySub-CategoryProduct NameSalesQuantityDiscountProfit
01CA-2016-1521562016-11-082016-11-11Second ClassCG-12520Claire GuteConsumerUnited StatesHendersonKentucky42420SouthFUR-BO-10001798FurnitureBookcasesBush Somerset Collection Bookcase261.960020.0041.9136
12CA-2016-1521562016-11-082016-11-11Second ClassCG-12520Claire GuteConsumerUnited StatesHendersonKentucky42420SouthFUR-CH-10000454FurnitureChairsHon Deluxe Fabric Upholstered Stacking Chairs,...731.940030.00219.5820
23CA-2016-1386882016-06-122016-06-16Second ClassDV-13045Darrin Van HuffCorporateUnited StatesLos AngelesCalifornia90036WestOFF-LA-10000240Office SuppliesLabelsSelf-Adhesive Address Labels for Typewriters b...14.620020.006.8714
34US-2015-1089662015-10-112015-10-18Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort LauderdaleFlorida33311SouthFUR-TA-10000577FurnitureTablesBretford CR4500 Series Slim Rectangular Table957.577550.45-383.0310
45US-2015-1089662015-10-112015-10-18Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort LauderdaleFlorida33311SouthOFF-ST-10000760Office SuppliesStorageEldon Fold 'N Roll Cart System22.368020.202.5164
\n", "
" ], "text/plain": [ " Row ID Order ID Order Date Ship Date Ship Mode Customer ID \\\n", "0 1 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 \n", "1 2 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 \n", "2 3 CA-2016-138688 2016-06-12 2016-06-16 Second Class DV-13045 \n", "3 4 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 \n", "4 5 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 \n", "\n", " Customer Name Segment Country City State \\\n", "0 Claire Gute Consumer United States Henderson Kentucky \n", "1 Claire Gute Consumer United States Henderson Kentucky \n", "2 Darrin Van Huff Corporate United States Los Angeles California \n", "3 Sean O'Donnell Consumer United States Fort Lauderdale Florida \n", "4 Sean O'Donnell Consumer United States Fort Lauderdale Florida \n", "\n", " Postal Code Region Product ID Category Sub-Category \\\n", "0 42420 South FUR-BO-10001798 Furniture Bookcases \n", "1 42420 South FUR-CH-10000454 Furniture Chairs \n", "2 90036 West OFF-LA-10000240 Office Supplies Labels \n", "3 33311 South FUR-TA-10000577 Furniture Tables \n", "4 33311 South OFF-ST-10000760 Office Supplies Storage \n", "\n", " Product Name Sales Quantity \\\n", "0 Bush Somerset Collection Bookcase 261.9600 2 \n", "1 Hon Deluxe Fabric Upholstered Stacking Chairs,... 731.9400 3 \n", "2 Self-Adhesive Address Labels for Typewriters b... 14.6200 2 \n", "3 Bretford CR4500 Series Slim Rectangular Table 957.5775 5 \n", "4 Eldon Fold 'N Roll Cart System 22.3680 2 \n", "\n", " Discount Profit \n", "0 0.00 41.9136 \n", "1 0.00 219.5820 \n", "2 0.00 6.8714 \n", "3 0.45 -383.0310 \n", "4 0.20 2.5164 " ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_excel(\"./input/Superstore.xls\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9994, 21)" ] }, "execution_count": 139, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Category*컬럼에서 값이 *Furniture*인 데이터를 불러옵니다." ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Row IDOrder IDOrder DateShip DateShip ModeCustomer IDCustomer NameSegmentCountryCityStatePostal CodeRegionProduct IDCategorySub-CategoryProduct NameSalesQuantityDiscountProfit
01CA-2016-1521562016-11-082016-11-11Second ClassCG-12520Claire GuteConsumerUnited StatesHendersonKentucky42420SouthFUR-BO-10001798FurnitureBookcasesBush Somerset Collection Bookcase261.960020.0041.9136
12CA-2016-1521562016-11-082016-11-11Second ClassCG-12520Claire GuteConsumerUnited StatesHendersonKentucky42420SouthFUR-CH-10000454FurnitureChairsHon Deluxe Fabric Upholstered Stacking Chairs,...731.940030.00219.5820
34US-2015-1089662015-10-112015-10-18Standard ClassSO-20335Sean O'DonnellConsumerUnited StatesFort LauderdaleFlorida33311SouthFUR-TA-10000577FurnitureTablesBretford CR4500 Series Slim Rectangular Table957.577550.45-383.0310
56CA-2014-1158122014-06-092014-06-14Standard ClassBH-11710Brosina HoffmanConsumerUnited StatesLos AngelesCalifornia90032WestFUR-FU-10001487FurnitureFurnishingsEldon Expressions Wood and Plastic Desk Access...48.860070.0014.1694
1011CA-2014-1158122014-06-092014-06-14Standard ClassBH-11710Brosina HoffmanConsumerUnited StatesLos AngelesCalifornia90032WestFUR-TA-10001539FurnitureTablesChromcraft Rectangular Conference Tables1706.184090.2085.3092
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" ], "text/plain": [ " Row ID Order ID Order Date Ship Date Ship Mode Customer ID \\\n", "0 1 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 \n", "1 2 CA-2016-152156 2016-11-08 2016-11-11 Second Class CG-12520 \n", "3 4 US-2015-108966 2015-10-11 2015-10-18 Standard Class SO-20335 \n", "5 6 CA-2014-115812 2014-06-09 2014-06-14 Standard Class BH-11710 \n", "10 11 CA-2014-115812 2014-06-09 2014-06-14 Standard Class BH-11710 \n", "\n", " Customer Name Segment Country City State \\\n", "0 Claire Gute Consumer United States Henderson Kentucky \n", "1 Claire Gute Consumer United States Henderson Kentucky \n", "3 Sean O'Donnell Consumer United States Fort Lauderdale Florida \n", "5 Brosina Hoffman Consumer United States Los Angeles California \n", "10 Brosina Hoffman Consumer United States Los Angeles California \n", "\n", " Postal Code Region Product ID Category Sub-Category \\\n", "0 42420 South FUR-BO-10001798 Furniture Bookcases \n", "1 42420 South FUR-CH-10000454 Furniture Chairs \n", "3 33311 South FUR-TA-10000577 Furniture Tables \n", "5 90032 West FUR-FU-10001487 Furniture Furnishings \n", "10 90032 West FUR-TA-10001539 Furniture Tables \n", "\n", " Product Name Sales Quantity \\\n", "0 Bush Somerset Collection Bookcase 261.9600 2 \n", "1 Hon Deluxe Fabric Upholstered Stacking Chairs,... 731.9400 3 \n", "3 Bretford CR4500 Series Slim Rectangular Table 957.5775 5 \n", "5 Eldon Expressions Wood and Plastic Desk Access... 48.8600 7 \n", "10 Chromcraft Rectangular Conference Tables 1706.1840 9 \n", "\n", " Discount Profit \n", "0 0.00 41.9136 \n", "1 0.00 219.5820 \n", "3 0.45 -383.0310 \n", "5 0.00 14.1694 \n", "10 0.20 85.3092 " ] }, "execution_count": 140, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture = df.loc[df.Category == 'Furniture']\n", "furniture.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "데이터의 시점과 종점을 살펴봅니다." ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "시점 : 2014-01-06 00:00:00\n", "종점 : 2017-12-30 00:00:00\n" ] } ], "source": [ "print('시점 :', furniture['Order Date'].min())\n", "print('종점 :', furniture['Order Date'].max())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "총 4년 동안의 데이터 입니다.\n", "\n", "해당 컬럼의 데이터 타입을 살펴봅니다" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas._libs.tslib.Timestamp" ] }, "execution_count": 142, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(furniture['Order Date'].min())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preprocessing\n", "- 사용하지 않을 컬럼을 제거하겠습니다.\n", "- Missing value를 체크합니다.\n", "- 컬럼을 aggregation합니다.\n", "- 시계열 인덱싱으로 변환합니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. 사용하지 않을 컬럼 제거\n", "- 사용하는 컬럼은 시간 정보가 있는 *Order Date*와, 그 날의 판매량인 *Sales* 입니다." ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [], "source": [ "columns = ['Row ID', 'Order ID', 'Ship Date', 'Ship Mode', \n", " 'Customer ID', 'Customer Name', 'Segment', 'Country', \n", " 'City', 'State', 'Postal Code', 'Region', \n", " 'Product ID', 'Category', 'Sub-Category', 'Product Name', \n", " 'Quantity', 'Discount', 'Profit']" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [], "source": [ "furniture.drop(columns, axis=1, inplace=True)\n", "furniture = furniture.sort_values('Order Date')" ] }, { "cell_type": "code", "execution_count": 145, "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", "
Order DateSales
74742014-01-062573.820
76602014-01-0776.728
8662014-01-1051.940
7162014-01-119.940
29782014-01-13545.940
\n", "
" ], "text/plain": [ " Order Date Sales\n", "7474 2014-01-06 2573.820\n", "7660 2014-01-07 76.728\n", "866 2014-01-10 51.940\n", "716 2014-01-11 9.940\n", "2978 2014-01-13 545.940" ] }, "execution_count": 145, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Missing value를 체크" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Order Date 0\n", "Sales 0\n", "dtype: int64" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. 컬럼 aggregation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "각 날짜별로 record의 수를 체크해봅니다." ] }, { "cell_type": "code", "execution_count": 147, "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", "
Sales
Order Date
2016-09-0510
2016-12-259
2016-12-019
2017-11-199
2017-10-309
\n", "
" ], "text/plain": [ " Sales\n", "Order Date \n", "2016-09-05 10\n", "2016-12-25 9\n", "2016-12-01 9\n", "2017-11-19 9\n", "2017-10-30 9" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture.groupby('Order Date').count().sort_values(by='Sales', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "날짜별로 record의 수가 여러개 존재하는 경우가 있으므로, sales을 aggregation 합니다." ] }, { "cell_type": "code", "execution_count": 178, "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", "
Order DateSales
02014-01-062573.820
12014-01-0776.728
22014-01-1051.940
32014-01-119.940
42014-01-13879.939
\n", "
" ], "text/plain": [ " Order Date Sales\n", "0 2014-01-06 2573.820\n", "1 2014-01-07 76.728\n", "2 2014-01-10 51.940\n", "3 2014-01-11 9.940\n", "4 2014-01-13 879.939" ] }, "execution_count": 178, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture = furniture.groupby('Order Date').agg({'Sales': 'sum'}).reset_index()\n", "furniture.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Indexing" ] }, { "cell_type": "code", "execution_count": 179, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatetimeIndex(['2014-01-06', '2014-01-07', '2014-01-10', '2014-01-11',\n", " '2014-01-13', '2014-01-14', '2014-01-16', '2014-01-19',\n", " '2014-01-20', '2014-01-21',\n", " ...\n", " '2017-12-18', '2017-12-19', '2017-12-21', '2017-12-22',\n", " '2017-12-23', '2017-12-24', '2017-12-25', '2017-12-28',\n", " '2017-12-29', '2017-12-30'],\n", " dtype='datetime64[ns]', name='Order Date', length=889, freq=None)" ] }, "execution_count": 179, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture = furniture.set_index('Order Date', drop=True)\n", "furniture.index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "시계열 데이터는 다루기 힘든 경우가 많습니다. 미시적(micro)인 관점에서 살펴보아도 좋지만, 먼저 거시적(macro)인 단위에서의 경향성을 예측해보고, 범위를 좁혀가는 방법이 좋습니다.\n", "\n", "따라서, 1일 판매량 단위로 끊어서보지 않고, 1달 판매량의 평균으로 살펴보도록 하겠습니다.\n", "\n", "Pandas는 시계열 데이터를 다룰때, range를 다루기 쉬운 메소드를 제공해줍니다.\n", "\n", "`resample` reference : https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.resample.html" ] }, { "cell_type": "code", "execution_count": 181, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Order Date\n", "2014-01-01 480.194231\n", "2014-02-01 367.931600\n", "2014-03-01 857.291529\n", "2014-04-01 567.488357\n", "2014-05-01 432.049188\n", "Freq: MS, Name: Sales, dtype: float64" ] }, "execution_count": 181, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = furniture['Sales'].resample('MS').mean()\n", "x.head(5)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Order Date\n", "2014-01-01 480.194231\n", "2014-02-01 367.931600\n", "2014-03-01 857.291529\n", "2014-04-01 567.488357\n", "2014-05-01 432.049188\n", "Freq: MS, Name: Sales, dtype: float64" ] }, "execution_count": 186, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 191, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x.plot(figsize=(15, 6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time series decomposition\n", " - trend\n", " - seasonality\n", " - noise" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "decomposition = sm.tsa.seasonal_decompose(x, model='additive')\n", "mpl.rcParams['figure.figsize'] = (18, 8)\n", "fig = decomposition.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time series modeling with ARIMA\n", "\n", "시계열 분석에 많이 사용하는 ARIMA를 사용하자.\n", "\n", "(Autoregressive Integrated Moving Average)" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [], "source": [ "p = d = q = range(0, 2)\n", "pdq = list(itertools.product(p, d, q))" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0, 0, 0),\n", " (0, 0, 1),\n", " (0, 1, 0),\n", " (0, 1, 1),\n", " (1, 0, 0),\n", " (1, 0, 1),\n", " (1, 1, 0),\n", " (1, 1, 1)]" ] }, "execution_count": 194, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdq" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [], "source": [ "seasonal_pdq = [(x[0], x[1], x[2], 12) \n", " for x in list(itertools.product(p, d, q))]" ] }, { "cell_type": "code", "execution_count": 196, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0, 0, 0, 12),\n", " (0, 0, 1, 12),\n", " (0, 1, 0, 12),\n", " (0, 1, 1, 12),\n", " (1, 0, 0, 12),\n", " (1, 0, 1, 12),\n", " (1, 1, 0, 12),\n", " (1, 1, 1, 12)]" ] }, "execution_count": 196, "metadata": {}, "output_type": "execute_result" } ], "source": [ "seasonal_pdq" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Examples of parameter combinations for Seasonal ARIMA...\n", "SARIMAX: (0, 0, 1) x (0, 0, 1, 12)\n", "SARIMAX: (0, 0, 1) x (0, 1, 0, 12)\n", "SARIMAX: (0, 1, 0) x (0, 1, 1, 12)\n", "SARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n" ] } ], "source": [ "print('Examples of parameter combinations for Seasonal ARIMA...')\n", "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\n", "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\n", "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\n", "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Parameter selection for our furniture’s sales ARIMA time series model\n", "- Grid search" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [], "source": [ "import traceback" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ARIMA(0, 0, 0)x(0, 0, 0, 12)12 - AIC:769.0817523205916\n", "ARIMA(0, 0, 0)x(0, 0, 1, 12)12 - AIC:1446.5593245884702\n", "ARIMA(0, 0, 0)x(0, 1, 0, 12)12 - AIC:477.7170130920218\n", "ARIMA(0, 0, 0)x(1, 0, 0, 12)12 - AIC:497.23144334183365\n", "ARIMA(0, 0, 0)x(1, 0, 1, 12)12 - AIC:1172.2086741447833\n", "ARIMA(0, 0, 0)x(1, 1, 0, 12)12 - AIC:318.0047199116341\n", "ARIMA(0, 0, 1)x(0, 0, 0, 12)12 - AIC:720.9252270758095\n", "ARIMA(0, 0, 1)x(0, 0, 1, 12)12 - AIC:2900.357535652858\n", "ARIMA(0, 0, 1)x(0, 1, 0, 12)12 - AIC:466.5607429809126\n", "ARIMA(0, 0, 1)x(1, 0, 0, 12)12 - AIC:499.580913309711\n", "ARIMA(0, 0, 1)x(1, 0, 1, 12)12 - AIC:2513.1394870316744\n", "ARIMA(0, 0, 1)x(1, 1, 0, 12)12 - AIC:319.988487694687\n", "ARIMA(0, 1, 0)x(0, 0, 0, 12)12 - AIC:677.894766843944\n", "ARIMA(0, 1, 0)x(0, 0, 1, 12)12 - AIC:1250.256448915547\n", "ARIMA(0, 1, 0)x(0, 1, 0, 12)12 - AIC:486.63785672282035\n", "ARIMA(0, 1, 0)x(1, 0, 0, 12)12 - AIC:497.78896630044073\n", "ARIMA(0, 1, 0)x(1, 0, 1, 12)12 - AIC:1550.2028404680511\n", "ARIMA(0, 1, 0)x(1, 1, 0, 12)12 - AIC:319.7714068109211\n", "ARIMA(0, 1, 1)x(0, 0, 0, 12)12 - AIC:649.9056176817347\n", "ARIMA(0, 1, 1)x(0, 0, 1, 12)12 - AIC:2683.886393076119\n", "ARIMA(0, 1, 1)x(0, 1, 0, 12)12 - AIC:458.8705548482781\n", "ARIMA(0, 1, 1)x(1, 0, 0, 12)12 - AIC:486.18329774427826\n", "ARIMA(0, 1, 1)x(1, 0, 1, 12)12 - AIC:2500.937649122243\n", "ARIMA(0, 1, 1)x(1, 1, 0, 12)12 - AIC:310.7574368417445\n", "ARIMA(1, 0, 0)x(0, 0, 0, 12)12 - AIC:692.1645522067712\n", "ARIMA(1, 0, 0)x(0, 0, 1, 12)12 - AIC:1338.6458117766479\n", "ARIMA(1, 0, 0)x(0, 1, 0, 12)12 - AIC:479.46321478521355\n", "ARIMA(1, 0, 0)x(1, 0, 0, 12)12 - AIC:480.92593679351967\n", "ARIMA(1, 0, 0)x(1, 0, 1, 12)12 - AIC:1263.7349229114132\n", "ARIMA(1, 0, 0)x(1, 1, 0, 12)12 - AIC:304.4664675084587\n", "ARIMA(1, 0, 1)x(0, 0, 0, 12)12 - AIC:665.779444218685\n", "ARIMA(1, 0, 1)x(0, 0, 1, 12)12 - AIC:82073.66352065578\n", "ARIMA(1, 0, 1)x(0, 1, 0, 12)12 - AIC:468.3685195815054\n", "ARIMA(1, 0, 1)x(1, 0, 0, 12)12 - AIC:482.5763323876739\n", "ARIMA(1, 0, 1)x(1, 0, 1, 12)12 - AIC:nan\n", "ARIMA(1, 0, 1)x(1, 1, 0, 12)12 - AIC:306.0156002366451\n", "ARIMA(1, 1, 0)x(0, 0, 0, 12)12 - AIC:671.2513547541902\n", "ARIMA(1, 1, 0)x(0, 0, 1, 12)12 - AIC:1276.5289307321336\n", "ARIMA(1, 1, 0)x(0, 1, 0, 12)12 - AIC:479.2003422281134\n", "ARIMA(1, 1, 0)x(1, 0, 0, 12)12 - AIC:475.34036587848493\n", "ARIMA(1, 1, 0)x(1, 0, 1, 12)12 - AIC:1097.4755401855066\n", "ARIMA(1, 1, 0)x(1, 1, 0, 12)12 - AIC:300.6270901345443\n", "ARIMA(1, 1, 1)x(0, 0, 0, 12)12 - AIC:649.0318019835516\n", "ARIMA(1, 1, 1)x(0, 0, 1, 12)12 - AIC:101786.44160210912\n", "ARIMA(1, 1, 1)x(0, 1, 0, 12)12 - AIC:460.4762687609776\n", "ARIMA(1, 1, 1)x(1, 0, 0, 12)12 - AIC:469.52503546607727\n", "ARIMA(1, 1, 1)x(1, 0, 1, 12)12 - AIC:2651.570039388935\n", "ARIMA(1, 1, 1)x(1, 1, 0, 12)12 - AIC:297.7875439546606\n" ] } ], "source": [ "for param in pdq:\n", " for param_seasonal in seasonal_pdq:\n", " try:\n", " mod = sm.tsa.statespace.SARIMAX(x,\n", " order=param,\n", " seasonal_order=param_seasonal,\n", " enforce_stationarity=False,\n", " enforce_invertibility=False)\n", " results = mod.fit(missing = 'drop')\n", " print('ARIMA{}x{}12 - AIC:{}'\n", " .format(param, param_seasonal, results.aic))\n", " except Exception:\n", "# print(results.mle_retvals)\n", " continue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "최적의 parameter는 $(1,1,1)\\times(1,1,0,12)$ 이다." ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "ar.L1 0.0146 0.342 0.043 0.966 -0.655 0.684\n", "ma.L1 -1.0000 0.360 -2.781 0.005 -1.705 -0.295\n", "ar.S.L12 -0.0253 0.042 -0.609 0.543 -0.107 0.056\n", "sigma2 2.958e+04 1.22e-05 2.43e+09 0.000 2.96e+04 2.96e+04\n", "==============================================================================\n" ] } ], "source": [ "mod = sm.tsa.statespace.SARIMAX(x,\n", " order=(1, 1, 1),\n", " seasonal_order=(1, 1, 0, 12),\n", " enforce_stationarity=False,\n", " enforce_invertibility=False)\n", "results = mod.fit()\n", "print(results.summary().tables[1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "결과를 살펴보면, 우리의 모델의 residual은 정규분포를 따르는 것을 볼 수 있습니다." ] }, { "cell_type": "code", "execution_count": 212, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results.plot_diagnostics(figsize=(16, 8))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validating forecasts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2017-01-01 부터의 실제 데이터와, 모델에 의하여 예측된 값을 비교해보도록 한다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Test set을 이용하여 prediction" ] }, { "cell_type": "code", "execution_count": 213, "metadata": { "scrolled": true }, "outputs": [], "source": [ "pred = results.get_prediction(start=pd.to_datetime('2017-01-01'), dynamic=False)\n", "pred_ci = pred.conf_int()" ] }, { "cell_type": "code", "execution_count": 215, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = x['2014':].plot(label='observed')\n", "pred.predicted_mean.plot(ax=ax, label='One-step ahead Forecast', alpha=.7, figsize=(14, 7))\n", "ax.fill_between(pred_ci.index,\n", " pred_ci.iloc[:, 0],\n", " pred_ci.iloc[:, 1], color='k', alpha=.2)\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Furniture Sales')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "예측모델을 살펴보면, 2017년의 시작에서부터 upward trend를 보여주고 있으며, 2017년의 마지막까지의 seasonality를 나쁘지 않게 잡아내고 있습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Performance of the prediction" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The Mean Squared Error of our forecasts is 22993.58\n" ] } ], "source": [ "x_forecasted = pred.predicted_mean\n", "x_truth = x['2017-01-01':]\n", "mse = ((x_forecasted - x_truth) ** 2).mean()\n", "print('The Mean Squared Error of our forecasts is {}'.format(round(mse, 2)))" ] }, { "cell_type": "code", "execution_count": 217, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The Root Mean Squared Error of our forecasts is 151.64\n" ] } ], "source": [ "print('The Root Mean Squared Error of our forecasts is {}'.format(round(np.sqrt(mse), 2)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "RMSE의 결과는 우리의 모델이 일일 가구 판매량에 대하여, 실제 판매량과 비교하여 평균적으로 151.64의 차이 내외로 예측한다는 것을 말해준다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Producing and visualizing forecasts" ] }, { "cell_type": "code", "execution_count": 219, "metadata": {}, "outputs": [ { "data": { "image/png": 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1KxYsWIBJkyahqakJp5xyCtasWYP29nZccMEFAIDDDz8cDQ0NWLRoUXkPKljRJSIiIiKiCvN6vWhoaCi4XTwe11xGyGjQHfatM4eye0MW/J/VBbcxOrdYlmXcd999+Mc//oGHH34YkydPxm9/+1tcfvnlWLNmDcaOHatue+edd2Lp0qWYNm0ahg0bhn/961+45pprcP/99+OUU05BZ2cnbrrpJsRiMSxduhQAsGjRIqxbtw73338/Zs+ejY6ODuzdu1fdx/Hjx+MPf/gDRo8ejQ8//BA33HADRo0ahSuuuAIA8P/+3//D0UcfjX/961+w2+3YunUrampq0NTUhGeffRZXXHEF1q9fj1GjRqGmpqbII1k8Bl0iIiIiIqoYWZaxc+dOzJ07V3e7VCqVd3iyKIq6w5qrWfZwY1mW8c9//hMTJ05UHzv55JPxu9/9Dn/84x/x0EMPYf78+QCA+++/H++++y7+53/+B7feeqv6u2677TacddZZ6s8//PDD+P73v49vfvObAIDPf/7zuPPOO/Gd73wH99xzD9ra2vDiiy9i+fLlOPvsswEAU6dOVX/e4XDgjjvuUP8+ZcoUfPzxx3jxxRfVoNvZ2YnrrrsOM2bMAABMmzZN3X7UqFEAgMbGRowePfrADphBDLpERERERFQx8Xgcbre74HaxWCxvMyZRFBGLxUq9a6ZIXzJImaf7pS99Cb/4xS/UbWpqarB7924kEgkcf/zx6uOiKOK4445Da2trxu889thjM/7+8ccf48MPP8z4nZIkIRKJoKenB1u2bIHNZsNpp52Wdz9/97vf4dlnn0VnZyei0SgSiQQmTZqkPn/ttdfi+uuvx//+7//ijDPOwIIFC9TQWwkMukREREREFpBIJLB161ZMmzYNI0aMqPTulEw0GlVDrN4asXpB1mazHVRBt66uLqMiCgD79+9Xt8mW/Vh9fX3G3yVJwm233YaLLroo52cPO+ywgt2cX3rpJSxevBj33HMP5s6dixEjRuC3v/0tXnnlFXWbxYsX4+tf/zreeustrFy5Eg8++CAeeeQRXH755bq/u1wYdImIiIiILCASiWDfvn3o6elBXV0dmpqaMGnSJM11Za3E7/fDbrcjFovpzt3Mt4YuYHzospE5s2bTGrqsZcqUKXA6ndi4cSOmTJkCYDAkb9q0STPApps9ezZ27tyZE57Tn5ckCWvXrlWHLqdbt24djjvuOFxzzTXqY7t3787Z7vDDD8fhhx+O7373u7jpppvw3HPP4fLLL1fnVZvZGZtdl4mIiIiILCAUCsFut6Ourg4AsGvXLqxcuRLbtm2r8J4dGL/fD6fTWXDpHL2gKwiCZZcXMro2bm1tLS6//HLcf//9WLlyJVpbW/GjH/0IfX196jzZfG699VYsX74c9957L7Zt24adO3fi73//O5YsWQJgMKBefPHFuP766/H3v/8de/bswXvvvYfnn38eADB9+nRs2bIFb731Fnbt2oWHHnoI7733nvr7I5EIbr75Zqxduxbt7e344IMPsH79esycORMAMGnSJAiCgDfeeAN9fX0IBoNDOVRFYdAlIiIiIrKAQCCQsR6qy+VCbW2tofmt1SwWi8HpdMLn8+luF4/HYbPljy9WDbrZXZfzBV9JkrB48WJccMEF+OEPf4hzzjkH27dvx3PPPZfRcVnL/Pnz8Ze//AXvvPMO5s+fj/nz5+PRRx9FU1OTus2TTz6JSy+9FLfffjvmzp2La6+9Fn6/HwBw5ZVX4qKLLsLVV1+NefPmoaOjA9/73vfUnxVFEV6vF4sWLcIJJ5yAb37zmzjhhBNw7733AgAmTJiAxYsXY+nSpWhubsYtt9wypGNVDMHr9Rq7hUBUhVpbW9Hc3Fzp3aAK43lAAM8DGsTzgICD9zzYsmWLZhhMJBIZHXatZt26dUgkEhg1ahRmzZqVd7v3339fd3hybW1tRqMmn88Hl8tlylI2QyXLMvx+f0aAlyQJI0aMyJl3GwgEDP0+l8sFl8tV8n2tJJ/Ph5EjRxb1M6zoEhERERFZQL6QZ2T92GoWj8chCELBZlKJREL3eSseh3xr6Go9bnSIs9HtDnYMukREREREFpAv6MqybNlhu7IsqwG3UNAt1GzKisfAaNCVZdlQgFW6NhODLhERERGRJehVNK0Y8oDB8KoEM72gK0lSwaCbLzRWs/SlhRQ2my3n/SwmvDLoDmLQJSIiIiKqIKMBTS/oWXHYLjDYrVcJZslkMm9gN7JGrhWPgSRJmuviZp8TVgzxlcagS0RERERUIbIsY8eOHQW3SyQSusNcrRjygMwlgyRJyrvEkJGga8Wqtl6H5ey/awXiYn7noYZBl4iIiIioQqLRqKHlgWKxWN4AY+U1ZP1+v7pkkiAICIVCmtsFg0GIoqj7u1KpVM4xqvbQl2//sh/XGuJc7O+0qqG+HgZdIiIiIqIKiUajhpaNiUQieYOOKIqIRqOl3jVTxGIxdWkdl8uVdy3dYDCYsYawluzAX1NTkzc4V4t8VXqrBfZykWUZXq8X9fX1Rf+svQz7Q0RERERUUuFwGJ988glmzJiBUaNGVXp3SkYJdrIs61bsAoFA3qBns9kMDe2tRun7LYoiwuFw3u0KVXSVIdzKUGiXy4W9e/cWDMiVIssyuru71f1Np8xXVm4C9PX1FTVPd8yYMSXbz0obPny45jEqhEGXiIiIiKpeKBSC1+vFhg0bUFNTg/Hjx+Pzn/981YYYo5Q5qrFYDDU1NXm3C4VCeS/2RVEs2JG4WsXjcTXMAfnn4hp9fdlDuFOpFEaOHDn0HSyjUCiE9vZ2zWplKBTChAkT1H3/97//bTjoJpNJNDc3l3RfrYhDl4mIiIio6ikVzbq6OthsNnR1dWHVqlXYtm1bpXftgCjBLl8TJkU8Hs9b8bVqRTd9DV1FvkBrNOhaqSlXOBzO+57a7Xb4/X7178W8v+zQPIhBl4iIiIiqXnZF0+FwoLa2FgMDAxXcqwMXi8XgdDrzzk1V6AU9QRAsGW5isVjOfueba2wk6AqCYKnKts/ng9Pp1HzO4XCoQVeSJN01lLMlk8lDdk5vOgZdIiIiIqp6+SqaVu02rIjH47Db7QUbUhUKOlY8DlqhVpKknLAqy7KhAGuz2SwVdPWGo9tsNvX4xOPxooOrFc+HUmPQJSIiIqKqly/AWGmoajYl1AmCUHBoaqEAZ8Vg4/f7c4KeLMs5w7iNhldRFC01hLvQvirPD+U1WfF8KDUGXSIiIiKqevkqmla+oE8PMHphJplMFhyabMXAn76GriJ7biqgv4ZwOqvNVS5UpVdei5E1hNPJsmzJ86HUGHSJiIiIqOrlq+pJkmTJ+alAZgMqvYCmNZc1mxWPQfoauor0uamKUChkKOiJomipgGekii9JkqE1hLNZ6TiUC4MuEREREVWMkSY7hSqaVq3qplc0lXVTtUSjUd01dgFrHgOtoJc+N1Wht4ZwNqsch2QyaSiMRqNRRKPRoiq6giAw6IJBl4iIiIgqJBaLoa2tzdB2+YKulYdpKmvoAoMV2XxLDKVvl48Vj0G+Kn12AC4m6FnlOESjUUNV+EgkUlTHZUD7ZsGhiEGXiIiIiCoiGo3C7XYb2k6vommVcJMtFoupr0sQBIRCIc3tjAxdtUolU6HXSdno2rparDKEW28NXYXD4YDP5yt63rHVmnKVS1UE3UceeQTz5s3DpEmTcPjhh2PhwoU5i3/Lsoz7778fX/jCFzBu3Dh89atfxfbt2zO28Xq9uOaaazB58mRMnjwZ11xzDbxeb8Y2W7duxXnnnYdx48bhiCOOwIMPPsh1poiIiIgqIBAIGKo86Q1dlWXZciFPkR5GXC5X3rV08y2tlE6SJEtd0+o1mFLmpqZva5RVbnp4vd68a+gqHA4HgsFg0Usm2Wy2oqvAB6OqCLrvvPMOrrrqKrzxxhtYsWIF7HY7LrrooowFwH/xi1/g8ccfx4MPPoiVK1eisbERF198ccaaY1dffTW2bNmCZcuWYfny5diyZQu+853vqM/7/X5cfPHFGDNmDFauXIkHHngAjz32GH71q1+Z+nqJiIiIimHlhkt6AoGAoXAWDAbzDt21cvUqPcCIoph36LLRoGOVkAcMVun13vv0GyDFhDarfE4ikUjB4ejA4HEoNrSKomip9YTLpfDRNcFLL72U8fennnoKkydPxvr163HuuedClmU88cQT+MEPfoALL7wQAPDEE0+gubkZy5cvx5VXXomWlhb885//xOuvv44TTzwRAPDoo4/i3HPPRWtrK5qbm7Fs2TJEIhE88cQTqK2txZFHHomdO3fi17/+Na677rqCd8qIiIiIKsHtdmPTpk1oamrCtGnTMGzYsErvUkko8xSTyaTuRb9eRdNqS8oolDV00193vuq2kaCjzFUutjtvpWgtLaRQ1tKtq6tThzjX1tYa+r1Wqe4bPWdDodCQKvVWOQ7lVBUV3WzBYBCSJKGhoQEA0N7ejp6eHpx11lnqNrW1tfjSl76E999/HwCwYcMGDBs2TA25AHDSSSehvr4+Y5uTTz4544Myf/58dHd3o7293YyXRkRERFS0QCCA2tpaDAwM4N1338U777yD9vZ2y1/MRiIRyLJccPiyXnXKqhVdrdec73Uarc5Z6XzQC7pOp1Mdxp1IJIqq0lrlGBg9Z+PxOIPuEFVFRTfb7bffjlmzZmHu3LkAgJ6eHgBAY2NjxnaNjY3o7u4GAPT29mL06NEZd/sEQcBhhx2G3t5edZsJEybk/A7lualTp2ruT2tr64G/KCobvj8E8DygQTwPCDg4z4OWlhYEg0H17wMDA2hra8OwYcMwa9asCu7ZgWlra0MymcSWLVtyrvPS7d69O29FN19QrvbzYGBgAPv27csowMRiMYwbNy5ju1Qqhfb2dtTV1en+vnA4jJaWFowYMaIs+1tqn376qe4NjlAohFQqhVAohL1796K+vt7Q741GoznvfTWeC21tbXC5XAW3U4bt19TUFPX7HQ6HZc6FA9Hc3Jz3uaoLuj/60Y+wfv16vP766zltxLO/4GRZzgm22Qpto9wh0Ru2rHcAqbKUYel0aON5QADPAxp0sJ4HPp9Pc/6m3W637OuVZRm7d++G0+nE6NGjdV9HR0eHbuOekSNHZvy8Fc6DtrY2TJkyJaOqGQ6HMWXKlIzXGg6HDQfdpqYmjB07tmz7XEput1u36lhTU4Pm5mb09PSgqamp4OtXhMNhTJs2Tc0R1XguJJNJtLW1GXpNqVQKNput6CmWoihW3es2W1UNXV68eDFefPFFrFixIqO6qnxglcqsoq+vT737N2bMGPT19WWU9mVZRn9/f8Y2Wr8DyK0WExEREVWLfMMcrdJ4R4vSWVevCRMweKFfqMmSFYdphkKhnHnJytzUdHrdidNZbQh3oeHYyvN6HbfzqfbzwegausDg+zqUPkJW6sBdLlUTdG+77TYsX74cK1aswIwZMzKemzJlCsaOHYtVq1apj0WjUaxbt06dkzt37lwEg0Fs2LBB3WbDhg0IhUIZ26xbty5jmMSqVaswfvx4TJkypZwvj4iIiGjI8gW9ar+g15N+PaY3hNVI0LPicUhfQ1chiiL8fn/GY3odp7N/1iqddpVGXHqUc8Jod+J01d59OhAIFP2ailXtx8AMVRF0b775Zvz5z3/G008/jYaGBvT09KCnp0ediyIIAhYtWoSf//znWLFiBbZt24Zrr70W9fX1uPTSSwEAM2fOxNlnn40bb7wRGzduxIYNG3DjjTfiK1/5ilq2v/TSS1FbW4trr70W27Ztw4oVK/Dzn/8c1157LTsuExERUdXKFwqsfDHr9/vV4aV6ocdIldKKx0HrdTmdTs2ga6SiaaXu00ZvXiSTSc0bAnqULt7VzOPxFFxD90BZ8eZPqVXFHN2nn34aANSlgxS33XYbFi9eDAC44YYbEIlEcMstt8Dr9eK4447DSy+9hOHDh6vb//a3v8Vtt92GSy65BABw7rnn4qGHHlKfHzlyJP7617/i5ptvxrx589DQ0IDvfe97uO6668r9EomIiIiGRK/rrJUvZv1+v3qxrwQfrUBjpKJpxeMQi8VyAqzNZsupbsdiMdhshWtTNpvNMseh0Bq6wGBgjUQiRYfxCMeiAAAgAElEQVR3QRCq/jhEIhFD7+mBqPZjYIaqCLper7fgNoIgYPHixWrw1TJq1Cj85je/0f09Rx11FF577bWi95GIiIiolJLJJMLhcMHOqLFYLG/QlSQJkiSV/aK5HNIDXCqVQjwe1+xCa2SOptXmKkuShEQiofm6soNuMcORrRJu9JYWUoiiiGAwiGQyWdT5LYpiweWqyiESiWDfvn04/PDDC25rxv5Z+buhVA7dV05ERERUQeFwGJ2dnQW3K1T9sUq4yZZdqcvXkCoejxe8WK/2oarZ9IJOdrBNJBKGf69VzgUjQdfhcMDn8xU977hSQ7g7OzvhdrsNbWtG0JVl2XKfi1Jj0CUiIiKqgEAgkDMfM992eqHAqhez6QHGbrfnPRZGgo5VAp5Cr8u00o1aUUxos8q5YGTerSiKCAQCRXcPrlRTrr6+PkP/biwWM+V9ssIQ7nJj0CUiIiKqAL/fb+iCV2sZGoUVGu9okWU5I8BpNWFSGKloplIpSy2n4vP5dG9eKBU/ZYizUVYJNkbDeyAQKHpYeiUquslkEsFgEJFIpOD+hkIhU/aJFV0GXSIiIqKKiEQihi5EE4mEbvXLihez8Xg8I5gKgpA3nBgJLYIgWOo46N28SF9Lt9jKpFXmKht9XcV2XAYGzwWzj8P+/fshCILmOsjZBgYGyt5xGWDQBRh0iYiIqMqFw2EMDAxUejdKLhaL6XZUVuiFAiutnZouEonkVGC15i0arWjKsmyZaiagH+CcTid8Pp+6XTGVaisEGyNr6CryNewqxOxzYf/+/aipqYEoigWb7BpprlYKVv1uKKWq6LpMRERElM++ffuwc+dO1NXVYcKECZg6daopFZFyU6qa0WgUdXV1ebfTC3qiKFpm7dR0gUAgp6KpdVFu9ELdakO49d4zh8OhDm8NBoPqWsNGWKGiW0x4Hz58eMGlpbSYGXRlWYbP54PT6YTT6YTH48HEiRPzbl+o4lsqVv1uKCVWdImIiKiqRSIRDB8+HKIooqurC6tWrcKGDRsMLU9YrdLnqIbDYd1t9cKe1rqrVqDVdTe7CRNgPBRZbehyoQCihKFgMFhU9S+ZTFb9XOViztehhFzA3Mq21+tV/z2bzVbw82zW59Wq3w2lxKBLREREVS09FDgcDtTV1SEajWLXrl0V3KsDo4Q6h8OhG9iTyaRudUoUxaKaFVWL9DV002VfmButaAqCYJnjkEqlCu6rcnMjGo0WVdFVfn8183g8ZR+RYWZlu7OzEzU1Nerf9Sq2ynrRZrDqd0MpMegSERFRVdO6MKxEw5lSUgKdw+HQrQBlN23KZtUlRPJVNLOPhdGKppWqV0aGkyqvpdhQZIUGRGbMUTXzM+HxeDJu2sRisbz/vpGuzKVi1e+GUmLQJSIioqqWrypR7Rf0evx+v1qp0ws+RobuWvE4aAU4req20YqmleYjGpmjqcw5Hkr1r9rDjRlzVM36TITD4ZwbLLIs57155fP5hjwceyis+N1QSgy6REREVNXyXexbuaLr9/vV4Zt6Ac1I9avag002pQFXNq3qttGgZ6UOs16vt+B7KkkSIpHIkF5TJcKNz+dDZ2enoW3NqLyb9d3Q1dUFl8uV8Zjdbs/bJd6spYUUVv6OLAUGXSIiIqpaesvvWC3gpYtGo+pwx0JBt1AFyGrHQa9KnR2CjAY9m81mmeMQDocLBl2bzYZAIFD0HEtBECoS+Ds7O9HX11dwO7PmqKZSKVOacrnd7pzPp9PpzBt0I5GI5tz0cmFFl4iIiKhK6YUiK1/EpYfbZDKZN9DE4/GCF8ZWCXgKvYpedggqJhRZ5XwwUtF0Op3o6+sruiJns9kqEnQ9Hk/BbsOAuXNUy30+JBIJdRmodIIg5D0WZg+vt9p3Q6kx6BIREZHpgsGgoQpQJBKBIAiaz1n5Ii492OYbygsYC3pWOw5+vz9vlTo9CMiyXFRos8pxMPKaRFGEz+cr+ndXYq5yNBrVnKuqxcw5quUOuj09PXm/m7SOhd7nvFw4dJmIiIjIZD6fz1DQ1ZujmkqlLHkhl76GLjAYTgKBgOa2RoauWqWSqdBaQ1eRXt0u1HE6m1WCrtEgGggEih7marPZTA+6XV1dcDqdSCQSBUO81+s1ZY6qLMtlPx+6u7szlhVKF4/Hcz6Xet2Yy8Vq3w2lxqBLREREpvP7/ZrD/rKFQqG8FSBBECx5IZcd4BwOR97qnZHqn9XCfr41dIHMqpeRjtPprHAuGFlDVxGPx4tehkcURdOPQ29vr7qfwWBQd1sz56iW8zjIsqxbcZdlOedYGBnaXWpWuflTLgy6REREZLpIJGLogj8ej+cdHghY80IuEolkBDhRFDWXXJEkydAxMqvxTqnoDd9Mr26HQiFDSwsprBD4o9Go4ffK4XAMaZivmZ+JZDKpBjqXy4X+/n7d7c0aulvuplwDAwO6QdrpdMLj8WQ85vF4TO24DFjvu6HUGHSJiIjIdLFYzNAQS72LVVmWLVHFy6bVSVnrWBQzBNVKx0HvPU2vbhtZWimdFW56hMNh3Rs36UaMGDGkf8PMc8Htdqv/bbfb8w7BBwY/r2asoQuUf67y3r17UVtbm/d5rVEawWDQ1DV0gcHAb4XPRbkw6BIREZHpEomEoaGpehVNqwZdrTmqWuGvmKG7VjkOsizrvqeiKKpVv2g0WlQwsMIFvRlzVM2sbGcHPr0gG4/HTdu3cgddI/Ons4cqmxXy00mSZJnvhnJg0CUiIqpiB+OwM6UZU3ZTJi16z1eiw2wpaM1R1Qq1gUDA0NBdKwV+I+E9fY5uMZLJZNV/XvTmnJeKWeeC1jxVvTBnZE5+qZR7mSUj822zh2mb3XFZYYUbQOXCoEtERFTFWltb8fbbb2PXrl2WCTOFJBIJSJJUcLmNZDKpWwGyatDVes2SJOW8lmAwaHjorlUuZo3MUVUCSrFBxQrDNM2o6plVNfX5fDnV+VQqlfcz7fF4im6uNVQ2m61s50IkEjH0XZzehTqVSlVkfWPAOqM9yoFBl4iIqIqFw2HYbDbs2bMHK1euxAcffICBgYFK79YBUZoxORwO+P3+vNsVqv5ZNejmu+DNDkGxWMxQRbcSS8oMld7SQgrlfTfanVhhxpIyWiKRiOFqpRlVPbOCTWdnp+Y81XzzdIudc32gynUcPB6P4SZpSqOucDhckdEG5W7KVe0YdImIiKqYcpHidDpRW1uLcDiMDRs2oKWlpcJ7NnTKkFy9ZXWAwqHASgFPIcuy5oWn1rEweoFa7mGapeTz+QqGHWVIe7GvqVJDuPfs2YPu7u6C2xWztNCBMKui6/F4cobgu1yunG7DCrPnqJbrpkd/fz9cLlfB7Vwul7pWuM/nK6qDeKkU+93gdrsrMpe4XMxt/UVERERFyb4wFgQBdXV1FZvvVQqBQABOpxOCIOgG1UIVIEEQLLGkTLpYLKa5zw6HI6cSZjQUWamyXWi5KGAwsPr9/iFVwCoRdD0ej24HXkU4HDblfDXjGEQiEUQiEdTX12c8nr48VLZYLGZq1+FyBd1AIGCoc3Z6F2qv12soHJea0e8Gt9uNHTt2IBwO43Of+xxOOOEEE/au/Bh0iYiIqlgsFtMMe1aedxWNRtVKkN5FmJHlOKp9Tma2fDcotEJ/vvc+m5WCrpH9dDgccLvdRQddQRBMqZimi8fj6vDUQrxerylVPWUIdzn/ra6urrzdo7XOcWWOqplBtxzfkcoSSUZDa3oHcaPLSpVSoVEv/f392L59O0KhEOrq6lBXV4f+/n4EAgEMHz7cxD0tDw5dJiIiqlJ68xStFvDSpV946V2ExePxgkt4WO04+P3+vBf76ceimGG4VmjCpDAyjFIJusUGg0oMZe/u7oYoioaGe/p8PtOqeuU+H9xud96bMMoc/HSVmKNajuq50UZUCqU7c6VG4IiimHd/N2/ejE2bNkGWZdTV1amP19XVYdu2bWbtYlkx6BIREVUpvYt2q1d0FYlEIu9FuZHqnNWOg14zpuwbAMUEAysE3Xzzk7MJgmBoLm+2SlS2e3p64HK5kEwmC/7bkUjEtKpeOT8XyWQy7/BkYDBgZgf/SsxRLcdnophGVMDgsYhGoxWd96p1HBKJBHp6ejSH3AuCgIGBAd3+CVbBoEtERFSl9MKO1eamKrLDjt4SQ0aCrtWOg9Yauor00H8wBl0jSwspUqlU0cNczW7KJUmSGgYEQSg4hNmsEC5JUlmDbm9vr+5IC0EQcrqpe73evEOdy6VcQbfYqrzb7a7o95TWudDV1aUb2Ovq6rB9+/Zy7pYpGHSJiIhMFolEDF2Qh0KhvBcjVqtkKuLxeMZFnyAI6vA+rW0Lsdpx0BvCmB76w+FwUZUjKxyHYoJuXV1d0dVPURRNnaPb39+vvp70DrtalLmdZij3UPbu7m7U1NTkfd7lcqG/vz/jsUgkUnAaQqmV4zNhtBGVwuVyobOzs+T7UQytkN3d3a0b2JVRFV6vt5y7VnYMukRERCZzu905F4JagsFg3uGbVqtkKrKDntPp1LyYMroUixUqmen0wrsgCOp6rMWuOWqF41DMcOTsbr5GmXkcurq61MCn120YGDzvzfrMiqJY1jmh+W5MKWw2W842lZijWurAP5SbFaIowu12m17NTpcd+GOxmO765Yra2lrLz9Vl0CUiIjKZz+czdKERjUYPuoqu3+/PeE12u13zwtnoEFQrBDyFXnMxIDP06733Wqxw46PY8D4UZn4uvF5vRnVPb2hyoXBYSuVsyiVJkqHXkh4I9aYnlFOp11UOh8ND+r5JJpOmdpvOlv3d0N7ebih4C4KAQCCAgYGBcu1a2THoEhERmSwejxu6WCwU9qwU8hR+vz/nIkvrotzoHFVJkiwR8oDCr8lut6sBodi5pla48WFGMyazzoVAIJBz3up1Fu7v7zetqlfOplyBQMDQ5zK9gh2LxSryXVXqoFtsIypFY2NjyfZhKLKPfU9Pj+EbTlav6jLoEhERmSwWixm6ENXbptQXcWZJX0NXofU6A4GAoSqIlY6DkTmqStAtNqhY4aaHGVU9s86Fzs7OnHmqqVQq72sMhUKmVfXK2ZTL6DDc9MpvKBSqyBqyQGk/F/39/UNaHqpSr12RfgxCoZA6PcIIpcmax+Mpx66VHYMuERGRyeLxuKEgozfM1UoBL53WBbjWsQgGg4aCgSAIljkOeksLKZTjU2xTpVQqZfo6pcDgMHwjAdas4atmVXS1qnta3YYVZi4vIwhC2Y6D1+s1VA0URVEdhm9mNTudIAiGP0fhcBibNm3Sbb5UTECsJunfj7t379ZtJKalrq4Ou3btKvVumYJBl4iIyETK8jqFhrEWWnP0YAq6Wo2nYrGYoWGCVjoORpoxxeNxw+vNpqtU4G9tbYXb7S64nVnNmMyobMdiMc3QU1NTk7fJnNlzVMt1Lhida+xyudS5nWZWs9PZbLaCxz0SiWDTpk1Yu3YtAoFA3mG6siybOs+6lGRZVj97fX19pq9nXEkMukRERCZShq8WCjOJREI3CJu9ZmgpyLKsWb3V6mZazGuzwrBdYPA1FRrGmEwmEQqFiq7OyrJckeMQCAQMLUESDAZNGcJpxjHYv3+/ZljQ6jYMDL6nZi57BJSnsp1KpQxXptOXDTOzmp1OFMW83yPRaBQfffQR1qxZg0AggLq6OoiiCL/frzlMNxQKWeZ7RksymYTP5zNtLedqwaBLRERkovSgq3cBWKjiW87OquWiVCuzaS3NYjQYGKnaVAuj75ff7x9S0DW7oqs0ZDIypNPj8QxpfmOxzDgG+/fvz/tatD7Tek2qyqVca8gW8zqGOt+8VPLdDJRlGe+++y58Pp8acBX19fXYvn17zs/09/eXvWN4uSjfDe3t7UUPW7Y6Bl0iIiITKfM0HQ6H7hJD4XA4p2lTOr1qRbWKRCKaF8pOpzPnWBi9OC5nh9lSM7Kfoiiip6dH973Px+ygq6wja6RiFwwGTRkyWe7KtiRJup/bSCSSU031+XymD90tR0W3t7e3qJsVStM9s6vZinzfkT6fD8lkMu/5GAqF0NfXl/GYx+Op6Fq4ByqZTKKvr29I3ytWdmi9WiIispRIJFKxi6RySQ+6Pp8v73aF1hy1UsBT5OukbLPZMsKSJEmG33erBH6jr8npdKK7u7vo6pEgCKYfh/7+fvX4FwqXZlbdyxn4+/r6dEOkJEk5wd/r9ZoeksoR9v1+f1GBXZZl9Pf3V3TIr9Z7VaghU21tbU5V16rzcxW9vb0H3f9LjWDQJSKiqtXS0oJVq1bhgw8+sOzyBtlisRgEQYAgCLpBNRKJ6F5U2mw2yzRhUuh1HU4/FvmGOGuxyhBuo+sCK6G/2Aqg2Tc+0ocsy7JccPiymftWzmC1d+9e1NbW5n0+vduwwoz1g7OV47uh2K7DDocD7e3tFWlEpcg+DrIsw+PxFKxsRiIRtcla+lJJVmSz2dDW1qZ73h6sGHSJiKhqxWIx1NbWIhwOY+PGjVi9ejVaWlosF/DSpV/w6138GwkGVjsOsVgs7wWm0eOSrZxLqZSSkTV0D4TZQTe9IZPD4dC9EZVIJEw7VyVJKuu/VaipVnq3YUUl5pCXOuzrrRGcj8PhQHd3tylzs/PJPg5ut9vQ+ZFe1Q2Hw5b7rk2nfDdUej3fSmDQJSKiqqUMtRIEQW0a0tnZiba2tgrv2dClDy/VCyZGhqFarQtooderBMFi53Na4SLUyBq6itGjRxf9+82ubPf09KgBxul06nZe1pq3Wi7lXGbJSGUvvdswYN76wdkkSSrpMS+2ERUANVhVMmBlf0d2dHQYrmxGo1Hs378ffX19lp6f63Q6MWLEiErvRkUw6BIRUdXSCntOp9MSQ1W1SJKU8ZoSiUTesGpkPpUVAl66QusCK4EgGAwWNUfVCoG/mKA7lKZNNpvNtDApSVLO/HK9AOj1ek3rWFvOyrbRsJc+R9es9YO1lPJzUWwjKsVhhx1Wsn0YivRjn0qlMDAwYDh419bWYufOnZZvRAXgkGtCpTg0XzUREVW9fMulCIJgiWCjRWueZr5qz8FW0TVS2VKej0ajRYU9KxyHaDRa9sqWWTc++vv7DZ/HwGCXW7OCbjkr226321DgiUaj6jlp1vrBWkp5PhTbiEpR6eGy6cdg//79Rf98LBZDT09PKXeJTMSgS0REVUmveY/VKpkKrTCgVQlLJBKGqkBWmJuqKNSMKb0LdbHdg61wHMwYvmpW4FeWFUqXSCTyjkIIh8OmBZ5yVnSNVqZlWVY/12atH5ytmLnKwWAQGzdu1G02VWwjqmqR/pno7Owseh3Zmpoay1dzD2UMukREVJX0gpEVKnhasitbTqdTc4mhWCxmKLxZKfAXCnp2ux2BQABA8UG32o+DWfM0zToOXq83J7jqdV42c6qBzWYr2zJLRjvv2u12tSFVKBQyZf1gLYW+J0OhED744AO88847CIVCOUvqKJLJpGWniyjHIJFI6C7npodB17oYdImIqCrpXSBWe7DJJ3ttXLvdrhkOIpGIoTlVVgr8hYY+pi+3VGxQqdRx+PTTTw2Fn1gsZso+mvFv+P1+zdDjdDrR39+f87jZzZjK1YU7lUrlrI+bT3pzLqM/U2p6le3sgFtfXw9RFNHf349gMJizvd/vL2vH8HJSmnJ1dXVV7IYDVQ6DLhERmcrj8RiqDug1JLLCUFUtWks8aB2L7ECcTyqVsswFqJFmTEoV3yoV3T179uh2G1aEQiFThu6a8bnQGrYMDA49Vyry6czsuKwox/lQTNdhQRDUG1iVqoTmm6ssSRLeffddhEIh1NXVZdxQq6mpwbZt23J+xu12V3SJoAMhyzJSqVTFlzmiymDQpar39r4oHvt3AB1Ba1ZwiChTd3e3ZtUgm15DIqtWdLUuPLVCXSgUMtz4xSrHQm8N3fRthjLsVLmYNVM8HkcymdRdP1ZhVtdWM86FgYGBvJ9LrdEJlWjGVI5gXWzYi0ajpq4fnE0URc3PUm9vLwDtLrw2mw0DAwPw+/0Zj/v9fstWQwVBQCQSyXlNdGhg0KWq9kp7BBe+0Y+fbPTj1L/3whe3ZhWHiD4TCoUMzZXSCzxWGrKbTus1aQ3rjMfjhsJBvs7U1chIZSuZTCISiQypSm32ObF//36Iomho6HIwGBxSx9pilfsYxGIx3ZtUWufywMCA6ZW0cnwmfD5fUe9hPB5HMBis2OiTfEOXC60jW1tbmzNX16qNqIDB78iuri7Osz1EVU3Qfffdd3HZZZfhiCOOQENDA/70pz9lPL9o0SI0NDRk/Dn77LMztonFYrjlllswbdo0TJgwAZdddhn27t2bsU1nZycWLlyICRMmYNq0abj11lvL1rSADtxfd382t8Ufl/GvLvMXXSei0komk4YqunrBKJlMWmbIriJ7DV1FKpXK6VZrZA1dxcEUdFOpFDwez5DWfDT7OHR3d6OmpsbQHEyz5mmWeyj7vn37dMOeVtOiYDBoejWwHOHSaCMqhRKwzFpWKZvWMmzJZLLgUHtBEOD1etWbkYlEwrKNqIDB98Hj8VTsfaDKqpqgGwqFcOSRR+KBBx7Ie6fpzDPPREtLi/pn2bJlGc8vXrwYL7/8Mp555hm8+uqrCAQCWLhwofpBT6VSWLhwIYLBIF599VU888wzWLFiBe64446yvz4amp5I5pd0b5QVXSKri8fjhi6c9G5CWnEt3XyvWZblnCBkNOhWYsjuUBiddyuKInp6eoq+KC1mKZVSkCRJHQoZjUYLBiuzgkK5PxdG1pHNvollZiMqRanPhWIaUSmcTic6OzsrGrCyz4Xu7m5DI0Vqa2uxdetWAMXNTa5GDLiHtqoJuv/xH/+BJUuW4MILL8x7J9flcmHs2LHqn1GjRqnP+Xw+PPfcc7j77rsxb948zJkzB0899RS2bt2K1atXAwBWrlyJ7du346mnnsKcOXMwb9483HXXXXj22Wc5dr9K9WcF2z4GXSJLUwJPodAjy7Ju2LPSkF1FvgtlURRzmvgYHWlUzjVDS8noPjqdTvT29hY9zFcQBFPPB4/Ho4bb9DVTtSSTyaIq9Aei3J+LQiMxXC5XTuflSpyfpQ77Qwl7DocDkUjE9PnJ6bKPQ75GYtkEQUAgEIDX60VPT0/Ra89WE5fLpTtUmw5uVRN0jVi3bh2mT5+O4447Dtdffz3cbrf63ObNm5FIJHDWWWepjzU1NWHmzJl4//33AQAbNmzAzJkz0dTUpG4zf/58xGIxbN682bwXQoZlB1sPgy6RpcXjcUPLjSQSCd0LSysG3ew1dBVOpzPjZmsymTR8oW6VoBuNRg0FBVEUhxQKzT4OXV1d6sVz+pqpWiKRiGlV93JWto00Csu+aZNIJEwL+elKfbx7e3uHNM94+PDhJd2PYqWfC/F4vKiiTm1tLbZt24ZAIGDZRlRE5e+MUCJnn302LrjgAkyZMgUdHR1YunQpFixYgNWrV8PlcqG3txeiKGL06NEZP9fY2Kh2mOvt7UVjY2PG86NHj4Yoiuo2WlpbW0v/gqggSQY80VoAn90N3dPnQ2urO2M7vj8E8DywCr/fj66uLthsNmzfvj1v5S4UCmHv3r2oq6vTfD4cDqOlpQUjRozIeLyaz4OdO3fC7/drVngGBgbUYxGJRNDV1ZX3tadLpVKQJKnqw+6+ffvgdrsNLcXj9XqLDmuJRAJ2u12tOJb7PPj3v/+tvl/KjZt8N2/2798Pt9ttqAHbgQqFQti5c2dZAlZfXx/2799vqLqnfC4DgYDu57hcIpEIJk+eXLLzYOvWrVX/GdMiCIJ6XdzZ2Yne3t6ihvIqjeHMfv/KIbtnDxXH6XSioaGh0ruhqbm5Oe9zlgm6X/va19T/PuqoozBnzhzMmjULb7zxBhYsWJD352RZzrioyDeERG9oid4BpPIZiElIvdud8VjMUYfm5inq31tbW/n+EM8DC+no6MCUKVOQTCbR1NSU94K8p6cHTU1NeYecRSIRTJw4EePGjVMfq/bzwOfz5QRzhd1uV/fd4/Fg3759qK+vL/g7ZVnGqFGjqvp1A5+tH2xkGOfEiROL/v2pVArjx49Hc3Nz2c+DYDCIxsbGjIt/p9OZ99+MRqOYOnWqKUNYw+EwJk2alHNTvxRisRg+//nPG1oiavr06RAEAXv27MGUKVNM73gbDoeRSqUwc+ZMQ9t7vV6MHDky73u0b9++ITVIqwbKednT04OpU6cW9bPKFBKrdyzeu3fvkL5X6DM1NTVV//8ZLdb81AIYP348JkyYgLa2NgDAmDFjkEqlcuaG9PX1qV/4Y8aMyanc9vf3I5VKleV/CnRg+qO5Q4+y5+wSkbX4/X44HA6Ioqg73y8QCOjO07TKkN10evub/lwwGDRcdREEoWLLlxQjGo2WNejZbDbTVlDo7OzMGcaqN0fXzHmaoiiWrflTIBAwFPZSqZS6D8rnvRKMDF92u91Yu3Yt3nnnHXR1dWluo9VJ2iqUkRGRSMRQp/tsgiBYPuTSoc2yQbe/vx/d3d0YO3YsAGDOnDlwOBxYtWqVus3evXvR0tKCE088EQAwd+5ctLS0ZAxfWLVqFVwuF+bMmWPuC6CCtBpPMegSWVssFoPNZoPD4dAdyhmJRA66oKsXxJS5y0DhkJ/NCnOVy/1emRn4+/v7c+YsJhKJvO+DmeepzWYr279XzPI6yjzdct/gyKdQN3Il4H700UcAgJEjR2LXrl2a88it3HVYOQZ79uwxfS1jompQNUE3GAxiy5Yt2LJlCyRJQldXF7Zs2YLOzk4Eg0H8+Mc/xoYNG9De3o61a9fisssuQ2NjI84//3wAg19Sl19+OZYsWYLVq1fj448/xne+8x0cddRROPPMMwEAZ511Fo444gh897vfxccff4zVq1djyZIluOKKK/IOJ6PK0Qq6npgEyaL/wyGizy76RVHUvXBWhrrmU84L+nLIt4auIr1BVzweL2qYpBUqumasIxI7azMAACAASURBVGtG4I/H45rnrSzLCIVCmo+bubyOKIplqWxHo1HDTaXSOy9XYmkhIH+zOlmWsW7dOnz44YcAkDE1IpFIoLOzM+dnhtqIqhoo6yq73e6iO5kTHQyqJuh+9NFHOP3003H66acjEong/vvvx+mnn4777rsPoihi27Zt+MY3voHjjz8eixYtwvTp0/Hmm29mzO+67777cP755+PKK6/EOeecg/r6ejz//PPqnVdRFPHCCy+grq4O55xzDq688kqcf/75WLp0aaVeNunwxHIv3lIy4Isz6BJZVfpFeKEKpx6rraNb6II/PRAVG+ArVdGNxWKGKl3xeNyUfTTjfOju7ta8CeFwODQ7LxtZY7eUbDZbWY7DwMCA4ZsvoigiFApBkqSKBd18gd/r9cLv92s2V6qpqcGuXbty3i+/32/ZrsOCIMDn85lyo4moGlXN7Z3TTjtNtxvjSy+9VPB31NTU4Kc//Sl++tOf5t1m0qRJeOGFF4a0j2SufGvm9kVTGOWqmns0RGSQLMuIxWLqRaZemE0kEgUvrK0wZFehdC/Nx+l0wufzYdSoUUUvx1Kpiu6WLVtw9NFHF1yjspghrwfCjPNh//79mtU9h8OheQ0zlHmRB6ocx6Gvr6+otVQjkYjhJaXKId8yVbt379Y9X1OpFDo6OjKaNoVCIcsGXUmSsGvXLstWpIkOFNMCVa1883E5T5fImrIrgHoXwkaGX1qpouvz+XSbutjtdnVeY7FBtxKBX5Zl7N+/39C6nB6Px5SGNuUO/JIk6b5erUA/MDBgejOfcnwuAoFAUXNtI5FI3qW0zKDVnEySJHg8Ht19crlcaGtrU8+lRCJhqSkSWrTmlBMdKhh0qWr1aXRdHnycQZfIirKHMSoV3myJRMJQaLFSRTcUCunOkRMEAbFYDJIkFR10KxH4vV4v7HZ7zkoHWszqvFvu49Df3697XmoN0w0Gg6bPjSzHcSh26Kssy9i3b1/FOvaKopjz/eB2uw19r0iShN27dwOwdiMqYDDwV+pmA1E1YNClqsWKLqX7+54IvvfOAP6+h3ONrMrv92dc9Odr1KMEvkKs0IRJYaT7bCwWG1L1qBKBv7OzE3V1dYaGJZs1P7DcQberq0t32GsikcipIlZibmSpz4dIJFL077TZbOjt7a1YJVEQhJx97ujoKDjMHhis6u7ZsweSJKGnp6eoIdvVpra21tL7T3SgGHSpavVrNKPSe5wOXm/vi+Fbqzz4U2sY31rlwTv7rT2U7FDl9/szKjwOh0NzKGg0GjXU+MZKFV0jQ7GVoFtsBanQUirloDQnMhLkzBr6We7zodBQXFmWc4J/JYa9lvoGUDGNqBROp9O0udn5pH8mUqmUZrMwPW1tbQgEAhz2S2RhDLpUtfSaUdGh5X92Zi7b8fY+Bl0ryl4yKN9auoFAwNBQVyvN0TUSeJLJJHw+35AurM08FuFwWA24kUhEN1hJkmRa2Ctn4E8mkwU7CLtcLvT19WX8TLHD0Euh1IG/v7+/6GZGNpstY1WMSkg/L/ft21dUWHc6ndizZ4/mklFEZB0MulS1PAfR0OW9oRR2eBOWnutTKdGkjDc7My8wgwnrnQOUG/aUeanZjM5rVNaIrHZG591KkgS32z2k+axmVre7urrU4CPLsm5VNxwOm/oeles4+P3+gq/DbrdnjFAw+7UrSl3RLbYRlaLSQ2bTj0P6OWuUIAhlWZOYiMxjOOhGIpGMO5XAYLv5Rx55BEuWLMGmTZtKvnN06IokZYSS2hcIVgu6f98TwbHL9+Okv/bihvfyL6FF2t7ujiGYdS6E85wbVN20LhrzNaMyemFtheHLRtcStdlsGBgYKLqiK8uyqcfB7XarNyJsNptmVV5h9tDPclV0e3t7DQW39NDv8/lMb0QFDH4mjAZsSZLQ29ub9/lCNzKqmXIuxONxtaN5MZxOp+Z6u0RkHYaD7o033oivfe1r6t9DoRDmz5+Pe+65B4899hjOOeccrF+/viw7SYeefp3hyVabo/vYvwOI/98uP7czjP1h6wy3rAYvt+deZOW7CULVS5Zlw0HXaBXF7IA3VEaDgtPpHNJQSUEQTBsim0gkMvbR6XTqdl42a2khoLzng9HAnv5ee73einQdFgShYOCXJAnt7e14++23sXHjRnR3d2tuF41GLfEZ06Icg87OTs6zJTpEGQ6669evx7nnnqv+ffny5ejo6MDy5cvR0tKCmTNn4uGHHy7LTtKhR28JIastL9QV/OyCQwbQzaBrWFKS8WpHbjUslGDQtZp8TZYSiUTORbnR0GaVoOvz+QwNRxZFcUgVSZvNZrhqfKB6enoyqu2FGlJFIpGiGxkdiHIFfqM3IFKplHrzJhKJVGRpF0mS8n4uZFlWA25rayvsdjtGjBiBnTt3an4+PR6Pqe9fKSlDl/fv31+xZY6IysEZDuDwj1Zhytb1cIWLH61wKDE8pqanpwcTJ05U//7aa69h7ty5mD9/PgDgv//7v/Hoo4+Wfg/pkKRXtc03d7daBbJCmS9urf2vpHU9cXg0zgUOXbaeaDSadzhlNBpFfX29+vd4PG74wtQKQTcUChmedztq1Kiif78oiqY1fOru7s4ZwqsXdM0K4MDgcSjHv6csG2RkaRpBEBAMBuFyuQwtKVUuWp+LVCqFtWvXIpFIoKamJmNYdSwWw759+zKu84ChNaKqFpIkIRqNIhAIZHy/kMVJEkb1diJWOwzhkaMrvTfmkySc/PJvURcY7CL+hfWvoXfyTHR+4Xj0TZwOWPTGVLkYDrr19fXwegfnFyaTSbz33ntYtGiR+nxtbe2Q5kAQadGbhxtKyogkZdTaq38R9KSUO9fYF2dIM0pr2DIAhJO8WWA1fr8/b9gLh8PqhWgymTRc1SxXsCm1YvZxKI2obDabKUFXlmX4fL6c4BONRpFKpTSHh0YiEdOaEomiWJbmQUYaUSmcTif6+vrwuc99DtFo1FA4Lgetz9C+ffuQTCY134/a2lq0trZiwoQJGeF8qI2oqoEkSdi9e7dlg3pesgxY9D05YLKEE//xDD7X0wEAGBgzCV0zj0P3tFlIOQ6Nqv3Ivr1qyAUAmyxhXPt2jGvfjsiwkeia8UXsPvoUpJwH2Xk/RIaD7rHHHovnnnsOp59+Ol577TUEg0Gcc8456vO7d+/GmDFjyrKTdOgpNDy5P5pC0zDzm3wUK6gxxNbPiq4hsizjH+3aAYFzdK0nX9B1Op3w+XxobGwEMFjNNRoqzKxkHohy76MoiqZUtgcGBjQDlLJ+bPZyMrFYzNRlj2w2G+LxeMmH2vb29hoOS6IoIhAIIBqNlrz7sVH5ugUX6jycSCTQ1dWFSZMmAfisEZVVg6IkSdi/f39FGoKVhSzjyHX/wKQdHyAybCT2Nh+LrhlfRKx+RKX3zDSjejrVkAsAo3o7Maq3E0esfw37Dj8GnV84Hv7DJlRwD8uvNpS/+V9t0IfmD1dh7O5tePeSawGB1V3Dn/4f//jHuPjiizFv3jzIsowFCxbg2GOPVZ9/5ZVXcOKJJ5ZlJ+nQU2h4cl9UQtMwk3bmAGgNU/ZzfqkhH/UlsDfPfGbO0bWe7DV0FXa7HcFgMGO7gynoyrKMaDRa9rBgRqDs6urSrAba7XZ4vd6coGv2GqRKRbfUFeRiO0dHo1EEg8GKVUK15mwnEgkEAgHdCnNNTQ127dqFpqYmCIKASCSCZDJZNUF34s4PMa7t3wiPHI2uGV9EYPT4gj8Ti8UOmqA7qqcDU7a9DwCo93swY9O/MP3DVXBPmoHOLxwPd1PzQT9stc6v3fjOnohh8o6NmLxjI3bNPg07T/gPk/fMPDUhf8FtRgz0YERfN/yNEwtue7Az/OmfPXs2Nm7ciPfffx/Dhw/Haaedpj7n9Xpx9dVX45RTTinLTtKhp0+n6zIAzXmb1Sh7fi7Aiq5Rr3TorM3Jiq7l6AXS9OcCgYDh4btKBa+amVXVNKOi6/F4NAOf0+mE1+tVK4GKgYEB05sAleNYh0KhosJSJBIp+dzW4f37MXpfGwKjxqB/4jTdSo3WEG6jnYeTySQ6OzsxefJk9Pf3V0234pG9XThmzV8H/9LViqlb18PbOBGdM48fHLaqMUzT5XJVbOh4OYzo25fzmE2WMLZjB8Z27ECkfiS2nPE1eCZ8vgJ7Zw4jIe/zW97F7lmnIlFzcC4N5co6BnsPPwayTcT4tk8gpj77/4AzGjZ716pSUbe5Ro8ejfPOOy/n8YaGhoz5ukQHKnvossMGJKT8z1crrVDLoGvMy3mGLQMMulakV1lJvygPBAKGQ4WRZVTKZefOnWhubi5YtTOrqlnu4xAOh3OahikEQdB8ncXctNAjxmOoDXkRHj4Kkl0/OJc68MfjccTj8aKCbiqVyntTYCiGefbjS397AjZ58P8d4WEN6Jr5Reyd8UVE60fmbK8VdLu7uw3ddHC5XGpV1+PxVE0197C9n+Y81uDeiwb3Xhzx/mvYO30Odp7wZSSdn1XzRVG0bMdoLYVCXm3Ih9mrl2PVf/3woB2ymn0MPGMno97vgSvy2aggmyyhJuQ7aINu9jHonzgde2ccC3sihnF7tqmP2xPVPdrJLEUF3VQqhRdffBFr1qyB2+3GT37yExx99NHwer1YtWoVTj75ZIwbN65c+0qHkOyuy4ePsGOH97MLGL1mVdXEn8jdTzajKqzFm0Cr77P32y4A6dk2nJQhyTJsh2pDDouRJEk3LKQPsyx2jmUlui7LsoyWlhY0NTWhrk7/Ysqsqma5j0NnZ6du6NHqvGx0/WA9dX4PTnzladSEA0g4XNg3fTa6Zh6Xdx5eqefF+ny+oocgC4IAv99fsk6/E3Z9ooZcAKgLejFj00o0f7gK7qYZaD/yRPRNalaft9lsGeeDMpS60LmqSKVS6OjoqOjw62x6Ic+eiGPK9g2oDQxg0zlXmLhX5qoJZ87NjLtq4YxFsrbxwxkJIV6XOY3gYFGTNT91z9FfQu+UL+Dkv/8GI/s/q3gfzCEv+7MQ/b852klH5vfzwXwMimE46Pp8PlxyySX48MMPMWzYMIRCIVx77bUAgOHDh+OOO+7AZZddhiVLlpRtZ+nQkR1kZ4y0ZtANaIRaVnQLy67mnj7ehfd6YlBGtMsAIkkZ9Y7quAgjfYXm3UqShEQiAYfDUfRQ5EpUdP1+P1KpFHw+X8HwUEyFOpszHMQxb7+I4QM98DY2oesLx8OdZ/mIcjc+6uvr030diUQCyWQyY5toNHrA8yMnbd+Amv9bJ9KRiGHK9g2Ysn0DfIdNGBy2evisjCpeqQN/b29v0Tcqampq4PF4ShZ0a4JezccFWcaYzhaM6WzBjrlfwe5jTlWfSz8O7e3tRb0Gl8uFtrY2pFIp0zpmF+IKFx6yetjeXYAsHTLVzI/nfR1JpwvHvfnHjGGq9kQc1T2hY+hyQ95IyDYR8drM72F74mA9Arlhn0FXn+Fvg7vuugs7duzAsmXLsHnz5oyLFlEUccEFF+Ctt94qy07SoScn6DZkDn/rj1VmuGKxtCq6es2o4ikZf2gJ4Q8tIcRSh27l95WsZYUumFKLOnvm1xWHL1tHoeV1lO6uwGBgAgBbMoHpH67ErLdfRNOODyDm+Z92JSq6nZ2daGhoQH+/dmOUdAdS1Zz67/fQuPdT1IQDGNe+Hce/8RzOfOERTN+0Mif8lPM4SJJUcAi2JEkZTcVSqVRJ5k/X+/o0Hx/Ztw9Hv7sCZ/zlUTSkdWEtdeAPBoNFD0G22WwYPbp063samZc4efuGjL+n3wDq6ekp+oaD0YZwZsk+Bpvn/Sc+nXMGpLRQa5MliP/3/XEwyj4G/5+9N4+So7zPRp+q6r179kXSCEY7QoAAS9gQNhsbx8E4IWDhjXOd2MQ4xvHncO+1Y+ckufd83z2xyU1s5wMMNkk+24HE12AT7NjYxiwBC7AwIAkkIUbLjGbvmZ7e91ruHz3dXe9S1dUzXT1Vo3nO4aCurpmpfruW93mf5/f88uFOJAbPRSFEpi6vZoJjVc2USu4bg3Wnj+DdD30V1/3b36FvgrXqAwA0tbbwV0X1+5epOnWjZ+bZBstE96c//SnuuOMOXH/99Vwry7Zt2zA+Pt7Sg1vD2QlF1ZiwqfO6yIe0W2p0m1V0//T5OP78hQT+/IUE/vS5uOF+qxlnMjIOxuqTFQHA+4cDCFF9k1d7i6H9M0U8PppHrEEwmxuQTCZNazWrLVmAer3u1kPPYcerz+CckYPY/evH8e5/+ztc+Pzj6IpOVPpILmIlWrgkEglIkoRcrnHYx3JSobvnJphtwWwSO157Bu/6/tdw6VP/HzyL1kU7xyGbzTb8/T6fD/F4/Z6Vz+dbckyNSJ6vkMP2156pvW414bfyHfPQSstvgFIzT118NVK964htPl2NIlAnuplMZkmLLT6fzzFqLsCeB/H1mzBy2fVMHeaqJXmaxlUzAY6S50KS1xGbxqVPfR8XPv84cy5XIcpl+Ir161EVRBSDlfYbblczBVXBhft/An8hi0AujQte/Cl3P18+B1GtzwnKvkAtiI3uI+zG88AOWCa6iUQCW7YYJ7lpmub49Ms1uAPxkgo9henyCVgXJFfU3WJd5iq6BkRXVjX8eLQ+IfmP0TzSnJ9f7aB7514+6MO6kIQIZVNezYrut45mcOMT8/ijZxaw+5FZ/NWBJGYMWi25AY1CiXw+H1KpVM3CDACD428R+3jKJQwf/y2u/PG3cNVj92HoxCEA7Vd0q/WOQGO1drmqphnJE6Bhw+k3sP21ZwFUxsEuFW5ubq6h9dXr9SKZrFvqkslkS9q6MOEz6zdBA3kvCKUWav9uhlxHo1G8/PLLhj9TLBZXvn0Vh+CcvPSd2H/zncQ2j1wGdJ+jel2Mjo46JlBqqRDlMvyFuqNAE4RVQ3AAwFPMY/jobzA4doxYxNPDVyAJjuz11wgOreS5bQwEVcHeXz6EDaePYPj4b3HBC3ySRyuZxVBHrYzD7WMQyKaIczySnOcqsnSddkHXQ5m9FtY4GdAE0R0eHsbRo0cN39+/fz+2b9/ekoNaw9kNmsT2B0T0BUTTfZwKrqJrYF1OllQicEkDcGRh9dqwjEC3FfrApoqqQCu6q5nofud4/YGXkzXceySDSx6dwRdeSmA8036r7nJh1EO3ClEUkcvliFpeM5LXuTCLS559FEMjB9teozs1NVUjfYVCwZRY5XK5pZNPDsFRJJY4di2qvnYmUMfjcUvpyXr1sxUhXKIiMwTnwPs/gf03k10e9MqFlYWPaDSK5557DgcPHkQymcTo6Ch3v1QqteJhTN5ijmgZInv9lZpkQYRMKzi6iXH1vJybm3NMiyAuNBXheBRek1YofprgBDugiZXP5Hqiq6r4nZ88iAtf+E/sffLfsPmNF7m7GdVlAjA9D9yAcGIOQd29jpewDZiPgeLy8yCYZh18vG1G1m1gFVwLNsEy0b311lvxve99D/v3769tqz4AvvWtb+E///M/8bGPfaz1R7iGsw60LbnPL6GfJrou6aObNFB0eZPfOOczvX4WEl36M984XOmDyFiXV6narWkaxjIsYSkqwIPHstjzw1nsn3HXA8yKKqZXzwRFJtpFGGHwzJtQFKWt9YTRaLRG+jRNM7W2JpPJJZMMbzEPSalfC7LHh6dv+wu8tfc9xH7VyYymabap21btu/pa7Hw+v+zWLizBiUATJWS7yPpXekJnRPjn5ubw/PPP4+DBgxAEAcFgEH6/H6dPn+YuWMzOzq64fZeZ2OrSdM0UHEVRkEgknO200zTs/cVDuPaH91RqraP88jfzyT1J8iSXqVhd85OIJOZqrzeeeI27n9kY0CTPbbWZoTSZN+AtFWolGXo0RfJcZtsNcgLnQlaIbqjeXoxRtV02BnbB8lPorrvuwtVXX40/+IM/wA033ABBEPClL30J559/Pr70pS/h/e9/Pz796U/beaxrOEtAq7V9ARG9fvJUXSiqUB0WlsFDiqPollSAV3aZ4Ox7thFdRdWYMRuOVIhC+Cyp0U2WNFO1ejAg4bIB+9vVtBJWJtvFYhHpdBqSJMGfI0luMRDGK++9DfNDW4nt3lKFWLXLvqwoClKp+kTD4/EQdak0EonEkm2jvEmd7AtgetvFxPbqZMYuoquqqmWiWy6Xa991Kyy/RgqOKnmh6ZRWSZEhLNo6NU3jEt1kMokDByqBTcFgkHn/1KlTzLZMJmNfH1ZNw3kvP4nrHr4be3/xkKGiaVSXCZgrOIqiYHR0dMWJuhm6Z89gcGIEQOVa3vz6fu5+dI0yQXBcblmlyUwoFefal5s7D9xF9q2TPOu2XbctePDUW0tEN2y88OW2BQ+7YPkO7vV68YMf/AAPPPAAtm/fjvPOOw+yLOOSSy7BAw88gH/9139dcYvPGlYHeETXJwno9NXPL1UDEi5QdY1qbHl1urzPc7YR3SQ1Ll0+AZJY+d7PltTlySw5Se/2CTgnXFcF/9vuCPySe+611R66jVAqlWq1vPSEJh/pRnTT+RjZ825iu1Qu2apk0pibmyNe+3w+JBL81i9ARdVc6nPRaHLP2hTrY2vHOKTTacuKuaZpyGQy0DStYdL2utGjuPjZR3HO8VcM6xJZ9WJxYisIhgqOEdEdGxtDJBLh/h2fz4fR0VHm55YaRGUF3dFxbDv0HAL5DAbHj2PTkZe4+y3VqijLMmKxmH1EvQXQK5kAEIlHufs1o2a6TcWiCY6nXIS3yJ53dHslczXT/NpzGvgkb4HZ5jdTM11u3+aR/WDKCtlfPQsedqHppIhbb70Vt956qx3HsoY1AADmKbmzalvu84tIlRTdfiqcPt3nKbpAJaRqHUhLI8+6fCxehqxq8IhO/6StQbxIjle3rz5Jo3vmni1E9+I+Hx59bx++fzKHh0dy+Ph5renN2S40o+xVFV2jiS07qS20lehOTk4SCpkgCKZtd4zIXigZQ8/sGcQ2bEGho5u7DzOpM0pYXZzQCYJgS3CSlSCqKvx+PxYWFhAKhUzrhTvnp7DnV/8OANh44hBKgRCim3Yx+zVSsby6Cb1ULtUSeOm/rWka5ufnTeuMBUHAyZMncd555wGonLelUslSbfJS0B0lE7W754xsuyYqFt1OpEQqugCWXSdtJ2iCE0onKose1OJQc5N7lxGcNEfNTMWRDJD3+eYWPNxFcPj1qey4NLXg4bLzgLZvV7axZN98DGiy764FD7vg3KW+NZy1oOtvq0FUbqzTNVZ0WZKW4Ki8BQU4kXJf+NBSQY9Bj86yTtfoZkz6EbsZU1S68sawBJ8k4OPnhfGLGwcQ9Lhr0YNOJhYVuVJ7qZHftaZpNVsw/TAvhvl9AqsTunYQXU3TkEwmGYXWKHnZSNWMxKO4+kf34uLnfoRrfngPd5IHcCb3i7WZquQhe4eqCkRFhiRJttRjJhIJy2TP4/EgnU437Lk7MH6cfH3mLe5+zdRmVid1giDUkrurWFhYYLbR8Pl8OHPmTO1cSiQStrrUghnyezc+D4zJPjuxrU/uQ6EQQiGy9Y7TEKJULEkpc1vLrOYAnlDGaggRfT8wWfBw2RhwrcspDslbxRZ2e8Ko3LXgYRcMFd3PfvazTf8yQRBw7733LuuA1rAGxrq8SHZ6AxKA+mRlvqCiv50HtgQYKroWrcsA8HqsjPO77VEVnAZa1e7WEV26RteNiq6qaSirMLUe04ruxpCDE1MtIJVK1YhSIJPAO372vxBOLWB+aCt++3sfr6Wn+nw+ZLNZBAIBwxYKvEmtJEkNbbKt+hw8ha9cLkOWZaaVTrFY5KqaQycO1VJ0PXIJG04exqlL38nsx5L9RYIjCJB9fvh0YS1SuQjJ47dF0W22B2sul2uYuEyrNbxaNICd3BdNFZzKpE4URYbwnz59mluXS0MURZw8eRI7d+7E3NycrfWtfDVTBQRyQXepJM/RScuLMKpLLOkCt4AGY0CdZ5LrrMt2KHkuGwOebZezAGC0AAq4e8FDUGSGxAMch4OmcSzsxmFUblvwsAuGRPe5555rejVzrUZ3Da0A215IWvw/FUhVUB3tSdA0zVjR5aiRcYP+uq8vlHHrtpYemmPBKLo+Y0U3Jztf0dfjdErGh38Vw1tJGR8/L4R/vLKbe8+kFd2hsPMnrGZIp9M1Ejh89ADCiyv1/VOnMDj2Jma3XAigogZWVTej2kxeHZYkim3pdTo+Ps4lPpqmIZvNoquri9iezWa53y+tVIQ5ygXQmODoia6nXILkD7V8HBRFQT6ft0QSa8dZKBDfOQ/0xJY3sQcaERz+xFaSJEK9VVXVciiY1+vFmTNnsG3bNqTTaVvrW2mCI6oKArk0MXEFGqhYLldwjEKIEuuGiW1m1mWjBQ9XQFP5JI8mv5xWY6vFvu0pFYh7WRUhqj5VUBUmpNA0gdxFCx6BbAoCJ6eg6nCoLvx4SoVKv+xFyB5vpdXYIhSPDxoECKj8Lo9chqAqtcXksxWGT6LXX3+9ncexhjXUwLQX0tXoMvs52JlVUACjDjh06BIAJIp8hfJsCqSiFV3Cuuwlv/+sy6zL97yRwVvJipL3vbdy+N92hPH2QVb1ohXdobCDV3MsQN9Dt2NhhnivY2G2RnQFQUB/f8WjYTSp0yQPVFGCuJiwK2gavFDbQnQXFha4KpnX60U8HmeIbiwW46qa9MQ2aEh0zXpGUoS/VLClj24zQVRVyLKMVCplShJpBTeQSXInZE1N7hcntqIoEgr/7Oysaa9jGpIkYWRkBLlczr76Vk1jbLtAJXyGIbpNKLpuUnBEuYwA1T4KAILUooegKkyrsaJpiyX3jIE/l6ndy/SgF34qBEfXOkryoOyvLz6xbWXcQ/Z5ijaweJ9UVWDxPuLPpWsEDlhsNabrK+7m1GXeYkcVeocD43AJdZL17IIA2euDV+/sKJcg+60vVK5GuHsGtYZVCV7qMsAqunRoldNgpOYCfKLLC6MCKkS3qSBbdQAAIABJREFUnX1CVxKsdbl+E4+43Lr8+gL54D28wH8QT9HW5XDTmYGOgp6E0pN7ekJXJcTNKHl+RbG9V2ihUDBM4PV6vdzk5Uwmw1U1Wctq87WZRkpeq2uVmwmi0sM0rVhVEciQEzZRU5nPWyE4JBEy7yFbV3T1hH98fLwpRbqq6jaq6V0OvMU8l5BxCY6+ZZDkQdlfX91lFzzcQ/LoSXsVdCiPP58h1K5iIAzVhOC4iega1WUzC0E8VV9HcNgxcE8IEc+iDNQdDlWYPRMA1sLupvPA6BkAkA6gRmMAuNzhYBPWiO4aHAVN0xAr8lOXe10WRsWrw62/Zy2MCqgo1zN5Z3/WVqEZ67Lb+uiOZcjzejTNLtRomsap0XX3bbpGdDWNWb3nruaraiWsSodGdYmtVjJpTE5OmhI+HrHj1Q1L5RL8BTKoKZBNQVBIgiqVisSqvCpKKAXqBMeoFqvV45BMJk0tyDw0sggHcimIGns/oyf9NMEpBUJQPfX6aDMFpzoOsiybtn8ygt/vt7c+10DBoceAO7HVExwfeYzumtwbjAHlcGhIcFxMdHmqPlB3ONRemyx6AS5XMw3OA4Bc+DFzuADmvbWdDqMFD4BcCLBCdI1C+s5mNDWDeuaZZ3DLLbdg69at6OvrQ29vL/PfGtawHGRlDXqh1i/VQ4iY1OWCs8mfURBV5T322JMmxP312NlhX6bbC3WZpC67iejmZQ1RarFiNM2qb6myRnyugETat92GcrlcU8Z8hSwkhTyPub0S8xmCCJX8QYrgsCv3dqcuz87OmiYP80gtz07NIzgCNAQphbNpBWdRyWv1OCylj6wkSYb9agHjiS2tarDtlWiCYzyhq1qVp6amlpQdIkmSrWFOlpU8oz7Ci3Bz71DrY2BOcNhFHzeRPAM1k3I4sOcBGdbl5tY6RoouQI5PIEsvfpJk36y3ttNhal1O6cfAuFa9Cnbxyz3Xg12wPIN64oknsG/fPkxNTeHmm2+GqqrYt28fPvjBDyIQCOCiiy7CF7/4RTuPdQ1nAZggKr9Um6j0+SXTfZ0GM+tyM2FUAPBG/OwgunTytJ7kMX10TcbXaRjPsASEp+gy9bkhyZEhf1aVw2w2W7Pdc/si5tIQZfLcbqzgsCqWnYquqqpIp9laQj30hB6oEE6e9dVoQtOQ4FBjYDSxbaYWtdH+1SCqVsNoYttQyaNInmJSl1gl/BMTE7Yqs0uFYV1iA5JXXEVqptF5QDscGquZbL26W2BGcEiSZ05w2DEoVtJ6XQBzRddkDCiyD7j3ejAbA3Oyb0HRdQnZtxOWie4//MM/YPfu3fj1r3+Nv/zLvwQA3HbbbXjwwQfxwgsvYGpqCtu2nSXRsGuwDTR51duV2RpdZxOdZJOKrlEYFXD2KLq0dbnbp28vRH7/bqrRpW3LADCWlpnaa7Y+15lpia+88oql/fQ9WI3UC3qyx6qZjSd1diq62Wy2IYGsJi9Xkc/nuT9jOAZpmuQ1ULEM6rCaWYD47W9/i1/96leGY7eUICorMLKs0v1Em7Vr6ie1qqqiVCohk2F7sjoBRiSPUbVNEpeB1WlZpR0OjZV99ypYZpbVZmoz1cWQvipETYWo2N9bvBXg9RGugiR55vcDgH02uCWczUzVJsi+Qds9PdwcUGcXLBPdI0eO4NZbb4XH46lZeqoP1c2bN+OTn/wkvv71r9tzlGs4a0DX3erJLV2ju+DwGl1TRZcidAVZQ14xIbpnSfKymaLrZuvyGY6imyprTPiWG1oLlctljI+PW+pdq++hazShaVbN5NWnNqtkNoO5ubmGdac+nw/z8/O114lEwlIQVRWNLasNyP6ibbcR4a8S3F//+tfIZrPweDwYGRnh7huNRi215GkWhmOQMlczm6nNVFUVY2NjTdcXtwtGZJ92ODSa3LOqtnsmtY2SZqto7G5wsX3bsqLboDZzMW1XD7cQflNFN9XEGMCdtl1RkQmlVgM5z9E7HKyNgTtVbTthmej6/f5acmE4HIYgCJibm6u9v3HjRpw+fbr1R7iGswpGrYUAoNMrQN9hJkfV8zoNZjW6tNpLK5kRj0Dc7k6mZGRcZNXloaxqyDcgp2bthWjrsquILsemDLD2ZSaIyoFEd2ZmBj6fr6GdF6jUrlat10u1aza27ZZsVXTj8bhpfS5QSepNpeqTkEQiYam1UG1702SfnNBJDRRdWZbxyiuv1AhuKBSCKIrwer0YHx/n2qxTqZQtRLFlY2Ci3iiK0rCueiVhvS6x2Tpl90xqzZJmg2ljNbNI1ynzJvZusO2qKlObr4d+fFhVm6dmuo/geIp5eE2s5kQQE6NmsmPgxhTyQCZJtk0KdRBlGnqHQ6MFUIDzfHTBGNgNy0R3y5YtOH78OIDKQ33nzp34yU9+Unv/Zz/7GdavX9/6I1zDWQW6ZZC+d64gCEwv3UTZefWLVZjX6JLv0UR3fUjCts76JFMDcNTFdbqHYiW87dFZbPjXKfzVAeOHO12n3O2rf7+0optzUR9dnnUZAE5TgVS8Gl2nYWZmBh0dHYSCaQR9jadhfWqD2kxmYtvm1GWrgUz6z6on+HoYBjExaubSCI6qqlx1e3x8HPF4vEZwiZ81UHX1VuxWwkjR9ReyBFltaF02UW/K5bJjbcu89HE9TOsSLdSruwGiXGZ64+phHsBDjoEmSlB07YYETYOoOP9ZGcinuT10qyAtq1bSdt1nWaWfCbmOHiI5ueJwKAGaCj9Tn7o6anTZMehGrrOH2BZKL1SS+HWLAqoooRQMgYabF7/sgmWie/311+Oxxx6rrfx+5jOfwU9/+lPs2bMHe/bswS9/+Ut88pOftO1A13B2YIEOo6Lsyn3U67iDy1DMU5fJ93j9Y3f3kmqEm+3L/3AojYlFEnfvkQxOp9gvLi9r0HeW8okkuWWIrpsUXY51GWAVXafX6KqqimQyCUmSGhIhVVWJ5GHj+tTl12YqimJLPamqqksmujwYqVi0wteoFsts1Z6nbk9PTxvakL1eLyYmJpgwLV5q9HIhqArz/eoRbGJyb6beyLLsyBAqAPAWc/DIxpZKU0V3laQum1l2K+8vjoGmEr1UAWskzw0qFr3YUQyEqfcrYyCVS/AV6/cWVRBRCpL7Au5MXqbv/dmuPuSp+30onYAvn+Uk8bOOGVcSXWoM8pFu5Dp6mH2Y+2GoAxBYCufmun27YJnofvGLX8RLL71UszJ9/OMfx4MPPohdu3bhoosuwje/+U187nOfs+1A13B2gLUukxP9fuq1kxVdWrUl3iupxMScqU31idjdRxFdFwdSHaHU6LeS7GScJfsioYrRRDevaFBUd5DdMwaKLt1iyOk1uvF4vKaeNkrkLRQK9XNc05pIHG6uNrOqXNhhX24mkKlKDjVN446NVCrCV+STZl8xD49uMrvUICZN05hxKBaLhK2aB6/XW3NsAfYFUQWy/B66VdTOBaq9CsAjecaT2kgkYmt7oOXATM0F6mMgymWG4BSDZNsmtj61on45HfQY6BVZoK7o+vI5QvUs+wIMoQMMxsHhoAlOfN0wVB1xqToc6ECyYtiA4PjcZ9ul+wjnIz3I80heg3tBFauC6HawYxBKccaAY90G3DkGdsNyAY7X62X65O7btw/79u1r+UGt4ewFHUZFK7iMoutgops2UXRlrULUquQtQe3b7RdXjaKraRqmsuT3Gs2zxI+2b/f4yO9aFASEPAKh5OYUDR2ic88BAMiUVcOEcIboOlzRnZiYqGU15PN5aJpm2P4onU7X3vPlM5AMUkCD6Xilpk4QAE2Dv4GCoxhM6OwgunNzc9xaWx4EQUAmk0EoFOInLjdQsULpOFL+YIXgFOqEmEdwmiG6Y2NjDT+Dx+PB1NQUzjvvPPh8PhuDqKyRPF+BIjhePxO85EarJsCGsmkQiBq96sSXtfB3AJTtXBMlyB4vPLoAK6lcZsbKaaAdDPF1m9A/dZJ530rKLODOAB56DHKdvch3dCOsK+UIpuPEvQDg12UC7iQ4LMnrhqCq6Juu5/2E0nEIlMXb8DxwYeoyQ/Y7eqBS13kwwyO6/DFwo7JvNywrujTK5TJefPFFPPbYY3jjjTdaeUxrOItBtxdqRHTdqugCpH2Zp2bSRPdoXHaNgqlHosQmSvOIn1kQVRVurNMdN1BzAWBU916qpBL9lf0SmJr0lUY8Hq+RV1VVTVXdhYWFGsGiH+Z6eMtFeBeVK28xRxBi2etnajF5EzoewWsF9O2RGsHv92N+fh6ZTIZfn9vIrlklOBTRL4YiDMFh1JvFyYwgCEy9stVQJp/PV1N1U6mULYqoWQgTYEzyLNlVXTKho8l+qn8D8Tq0GMS0mie2tIsjvu5cQtWtOhyWrGK5QM2kz4N8pJtV8tLxhg6XKtxoWeWPQTe1j3U106y3tlPBHwNSVKwouqt30cdumM6innrqKXz2s59FNBoltp84cQJXXnklbrzxRtx+++249tpr8YlPfMLWQJA1nB2gw6iYGl03hVGZKLoAkNQpmLz+seuCIgZ0nz+vaDjJqW11OuiAJQCY48Rl00S3ywrRdUGdrpFtGaiMTWlxEYCxLYckQ7V0JZDNZonaU1EUkUwaB4tls9kaWTLrFwmYTO5DVgJHKpMZO4iu1fpcAJAkCel0GvF4nKuGNh6DyvvWElb5qcuSJBHfUTabtRwqJUkSpqenUSwWbQyiYsNn9KhaVtlJHS9dlCTvHrkM2NhmqlWgz4PYhi3E61A6AWhaEwTHfXW6zOS+oxf5CElwQqvdsspR8pjrgUvyLC54uIHsZ1jbbq6TInnpBdbdYJHsu+M84IwBbd/mKLqWx8AF54HdMCW6Dz/8MF5++WUMDg4S2z/96U/jxIkT+NCHPoS7774b119/PR5//HF8+9vftvVg17D6QSu6NNGlXycczPtoRddPCSR6RZeu0a3Wp160CuzLPKI7n2cnpKx1mSV5ERf20h1LG5+kqoZaSBdtW3Zafe7ExARB4Px+P2KxmOH+RBCVVTVzKW00SkWG4LUCiqI0rEOmUSgUCIKvB61ilfxB4nV9DBoTHIbcLE5mJEkixv306dNNhTL5fD688cYbtgRRAex5ENuwlXy/GTVTENlzwSTkySmgxyA5cA5kT/0+7ykX4S3mLCXtAu5MXmZJnkEAj0WS50YbO30/yHewim6wmdpMtyl5nPTxHK9GN8UJYlolRFdUZMLBo0FAPtyJYijCOBwicVJwtG7fdv490W6YEt3XXnsN73vf+4htR44cwauvvopbbrkFDzzwAD71qU/hBz/4AS6//HI88sgjth7sGlY3yqpG1KoKYOs03Vyju5FqFaMnwmwYVeVzrYY6XZrAAUDUgnW5m6foemlF1/kKjpmiC9TrdJkeug5rLTQ3N0f0VRVF0VTx1BNPWsVSRfKzhZoheT52UksTvFZgKYFM+XzecEzoyf0Co+TxSR7dXgkwtquKokiMw9zcXFMWZEmSLLWNWiroyX1siK9msqq2RTXTBeoFfS3krIbPGNZmroIx4BCc5dh2nU5woKoIUD10K2m7jdVMXlsdwH1j4CkV4NX3vpY8KAXDrKqdiTNjZZXsO33BI0A9EwrhTmiSBxBExuHQPTdB7bt6arXthinRjUaj2LZtG7HtqaeegiAI+MhHPkJsv/HGG3HixInWH+EazhrwajQlKmiITmFOOpjo0oruOREy+y1lZl1eJHmrgehO5jjWZU4YVbJIkgp+jS65LeuCGl26tRB1CtdaDDE9dB2k6JZKJS6BM1I8S6US0a6GXrmPD55LvG6mNpNH8miC1wosJZBJURRD2y89BrRltakx8HiJfpOSIkNQFUiShNJiXVoikaj9uxmEQiGEQmx/xlaAtuml+odQ1n2fklKGL59hFJxVY1XkpI9zrYrpuGWyT18PTp/cS+US/IX6NaIKIorhDpbkpXgkz6A202Wpy4EcmT5eCoSgeP0WVe3VQXAYRTvSDQgCSoEwZF3rIE+5hI74LLGvZbLv8EWfEGPhr5Nb+lygey4b3g/cpuy3AaZE1+/3M3awl156CYIg4IorriC29/T0LOmhuoY1VMG2FmJPT7pG16mKrqppSFMkjE7QNQ2jWlSymRZDbiS6POsyT9Hl1CnToGt0XWFdphTdK9aRD6KqokvX6DopcXl2dpZbL1woFLgJwzQppgnOwhBpWa3XZlqxLrM1iXqC1yqkUilCwbYCQRAIgq9HwzFIJxbb6lhQsQTBcFJXzcoYHR11VC9ZXg9d4wCe1WnX9BVyREKy7PWh7A+y4TNcJc9q+Iyz52E00S+EO6GJEhtClIkzrXVWSwCPUa06ey0kllyr7fQFD15bHQCAIDDngr7NFrB6FjyY+lydipunapX10ASBSeKvwm0LHu2AKdHdtm0bnn766drrXC6H/fv3Y/fu3ejoIFdUZmZmMDAwYM9RruGsAE1+6Hpc3janhlHRJDfsEdDjJ4+VVHT5aub2Tg+hAEbzKmY5CqmTwbMuzxdUqJQtlLFvcxTdsCvDqEhF99oNBkSXVnQdZF2emZnhkiZN07hKbzwer7e00VQEKetZjCJ5tXYiS0rbLQGa1vIwxGaCqKoIhUKIRNgJiKdUIHuiihIy3f1Ena6oKgjk0px6NGuWVUkXyqVpGhYWFiCKzkntDmRTEHTXfCEYgerxGgTwUJN7iyFEksMVHGZyv6hisUoej+CsDiWPp2gDYEOIuPWpqyOAx4jglP1BxuGgV781CJU2Uxy4LYyKPg/01wCt7ushe33M911/z2XXAqPo6sYg0kPvXkMxGIEm8ucHejUccE9vbTth+hS8/fbb8eSTT+LOO+/EQw89hD/+4z9GOp3Gbbfdxuz77LPPYteuXbYd6BpWPxZoRZdDdHopopuU4ciWOylKnez0Cej0UsfeIIwKADyigAt63K3q0kolACgaq2JbaS8UZmp0nffd65EqqYjrLNleEbhikHwQVa3LTu2hq6oqEgl+mJQkSYjH2TThdDpda2njz2eJlkFlXwCpvvXE/sF0YlHxa6xeqJIHqlA/N0RVgajILU1dXkoQVe14OOSSbSHRBQgiM6Hjh880Z9tVVRWxWMyWFOrlwEjBYcJnmlEz3TaxZQgOfwwiyXn48zTBMVJw3JW6bPU8CKUWSPXb42VajdXec5l9m7GsRnRqZqcJwQmZEBy3Kfuctjq1f3cYj0Eh1Fnpuc6B6+4HnHr9KszOA6NFLwCAKPLJ7lkMU6L74Q9/GLfffju+//3v43Of+xyefPJJfPSjH8Xtt99O7Hfs2DHs378f733ve2092DWsbtCthXjWZa8ooEuXxqtBYOpbnQBa0e30iuikrLjJxRpeTdMMrcsAmOTlkaSzJrBm0DSNa10GgDlqYWMp1uVMg17FKw06iOrcsIStnaQddjRdUeAm6PZCDiG6CwsLXHsyUClv4ZFgPUlkJ7bdULx+FAPh2jZRUxHIpiym7QrcSV0zim40GsXRo0cN319KEJUZjAkOadELJ+fhz2WIbbwWS4BxIJUsy46zLQP8lFmAVfI656cJgqNIXpSphOrae64jeXwVi1Z0u+YmIKB+/pWC4UpIDQdMAI/TlTwDgiP7AoTDQf/5gcV7wSolOERtpomSZ7TgA7hwDJi2Osb1qXqYkTy3hVEx7oaI1TEwPg+AteRlGqYFSIIg4O///u/xF3/xFxgbG8O5556LdevWMfv19fXh6aefxvbt22070DWsfsSKja3LQEXpTZbqk9r5gsqEVK00aEW3wyeg08e3LmdlDXphMiABQR2h20BZWOkWTE5GsqQZqq5zeRXn6+b5rHWZndS4zbpM25aHOzxYFxQRkIDquk6qrGE8qxA12z7R+PxvNyYnJxEM8omGIAjc8KV8Pm/YQzenU7H0tryO2DTRHkaRPCj7+aFIstdPWIGlchFFCwpmNBrFm2++iUKhAE3TMDQ0hO7ubu5+zQZRmYG1qC2SPErR7YmOExP8YsCE4JgQ3Ww26ziiy07q+Epe7+wY8bo5guPsCR2vrU7l/+QY6B0QgPnE1mjBw6mgCU6OIDi98BUnuT9nRnDcFsBjZN8G2IUfPYws/ID7iC4bRqVTM5dI8hSPDxqE2j201lvbQSUcehjWKWPpYwAsEv58fcHUUy7C2WeDvbD07Q8MDOCyyy7jklwAGBwcxKWXXsqtTbKK/fv34yMf+Qh27dqF7u5uPPzww8T7mqbhK1/5Cs4//3ysX78eN954I44dO0bsk0gkcMcdd2B4eBjDw8O44447GLXhyJEjeP/734/169dj165duPvuu1u6cr+GpYOu0e01IK/9AecTP66iS1mXq8SGsS1TSiZNeGjl28kwUnMB9nNYai9EpS47n+iSn3FTRIIgCNjcQZKXF2fJCfqGkATRYHLfbsTjcW4QVRW0xVdVVdMeunUljyI4M9YJDk/JM1KdgQpxff7553Hw4EEIgoBgMIhgMGio6i4liMoMRiv3tD2tZ2aUeN2MelGd2GYyGUc+04xULFq58BXI2mhTFcttCg6vRheV89koXAZoVslzONk3su2CdTjoYT4GdIslp48Bvfhn0ba7WhRdbvq4bsHD1LZrQvIEwTUuD1EuI6Ajo5ogEJ+t4nDgL/SaWpfhvnptu+GYZY5sNosLLrgAX/3qV7nqwT/+4z/ivvvuw913342nn34aAwMDuPnmm5FO15st/8mf/AkOHz6MRx55BI8++igOHz6MT3/607X3U6kUbr75ZgwODuLpp5/GV7/6Vdxzzz2499572/IZ12AOmrAaKVp0nS4vwXelwVN0uygCW20/FDcIoqqCJbrO+7xG4NXnVhHN1z+HqmlEzTKwOlKXx9KUorvYYmoTRXRfmCEfRE6xLefzeSZ5n0apRNqG8/k8QbSMJra0Ra+HVvJM1QtSrfSUi4Y1qZOTk3jllVcqx6J7tgiCgFQqhYWFBeZnjFoELRVGtVj0GIRT5LE0NbFdnMx4PB5DBX4lYajoRozJDbC0MXAqWPu2PoBniXZNZgzMr9eVRoixrFoLIWpGzXTyggc3fdyibdeozRYAyD732FW9xTyxICN7vCjpSlmWZ9t1x8KPUfq4Hkbj0PwYOPd6aAccQ3R/93d/F3/zN3+Dm266iQnz0DQN999/P/78z/8cN910Ey644ALcf//9yGQyePTRRwEAx48fx69+9St84xvfwOWXX453vOMd+PrXv45f/OIXGBkZAQA88sgjyOfzuP/++3HBBRfgpptuwuc//3l885vfdOQK+NkGmujywqgAlvgtFJ1H/HiKbhdjXTZQdKnPTduyaYu3k2Gm6OprdFMljajI6vQK8Igc67LLwqhoRXc4UvkuN0fI73T/DPkwdkoQVTwer1mQjaBpGkEMU6kUcQ9nJ7ZVNZOtzdSjmUmdWY3u+Pi4odsoFAoxziBZllvek9docm/WQgJoTsWqTmydSHIBY7KveryGdcjAKrLt8lQsW5Q8Z07sgQoB1Sv2qiAS371pEFMzZN/B54E/myZ66BYDYai68CDz88B4DFSJ01tbcWaeBzd1WnfsqsfY4dBIzWTD2Zy58MPU63Nqs43OBbNFH8BdCz/tgGOIrhnGxsYwOzuLd7/73bVtwWAQV155JX7zm98AAA4cOIBIJILLL7+8ts8VV1yBcDhM7PM7v/M7xETgPe95D6anpzE2RqoJa2gNSoqGbx3N4OuH0wyho0FbWc1qdMmfcx7x49fo0tblRUW3aeuy8z6vEUyty/n6e3SgWJfBIgddo5stu4vobupYJLqUonsiRU5InNJaKBaLNaxV9Xq9hCq6sLBA/Axr1+QH8IhUC4TmlLwCFEVhFizL5TKSSTLJWY9qjXEsFqttS6fTpjbopcAogCcf6SImpzRWi1VRUGQEsmliWyFSn7CaKnmrhOD46PRxr58I2TJVsczUTBfVp9LXQSHSRdRPmgcxGS+GuGnBw0zVB8wdDo1su25Z9DBrq1PFktVMl6RPs2FcLRwDl9i324XWFSHZiNnZWQBg+vQODAxgerqiAkSjUfT19RG1ZIIgoL+/H9FotLbP0NAQ8zuq723evJn796uK8Bqax/8Y8eHHs5XT7PGROL69u2hUdodoNgD92kt6+gxG4iyR0TIeAPUL+cRMDCOhmVYe9rIxOusFUE9LltNxzE/MAajXXMQLMkZGRvDWjASgfnMWixmMjNSJQ6oE4uei2bJrzsk3p30wus2MzqcwMjIPADiaFgHU7aghjf8ZEzFyrOaSGYyMVEiKE8fkdDIIoH7CK3NnMJIEfGnyc9Dw5RYwMhK1/wAb4NixY5ZIXzabRblcScp966236oqopiFATWpOpvMoFyaRzBVxOf2LdJgpa5ic5AfTbC0r2KB7nZ6bxZQWwvDwMHEeTExMYHZ2tt7T1wBPPvkk9u7dCwA4ffo0YrGYYUulZuErF+HV2UllUcKpeApIVIhfJhBGRz7D/dnpkmo4Bn15cvJSWJg33Hel0ZFNEiFbWX8I4zOztdcxyQ8jqjtZKBt+Lm+aHLdyKlnb12ljMZCYJV6nAhFMTk3VXodlAUZxnhP5EqYNPk+Our60XNZxn72Kc6OkoBD3hYhjTeVKeIfBz57JFhEz+Fwi5eaQSkVMTkwAguC4sQhNnCJexzx+5hiz/jDCRbZ8YjSdR1o1/jxF0QN9j4b58TFkGqh/K4HeiVHi9bzgZcYgJvnBo3mnU1kUC8ZjkFUB/VJBYnoSk+XKvNJJ58LQ9DjxOqqJzPFFFAHbOD97OpGGkjZuf7e5JGOj7nVmLorJ0PI/u8/n44Y3OgE7duwwfM8VRLcKOhBF0zSG2NJotE9VATALWzEbwDWY47kDU8DiBOdgSoJvwxZGzQIq30PihSli295dW5nwIQDYiSwwWn+4q4FO7NhhbgFsNzyxBID6g2rz+gFcujMM/Kb+GbOKgO3bt8NfyACo1+wM93dhx476zWSLqgEH6j+XlAVs2ba6X6JzAAAgAElEQVSda+11GtKn5gGDvL+cFMKOHZsAAOOTBQB1VW1dZxA7dpzL/MxUuAgcm69v8AexY0eF3DjtOk0UVWR+Xbfj+iXg8gu2QxQEyP1l4Jgxkb1k83rs2LSyFlRN0zA2NmYpfViSpNr4R6PRGjn2Z1OQdEptyR/E4OYtAABBXQ/1OZFRcqsIbBzGxo0bue/5z/QAE/XX/eEQhoaGIMsy0c99bm4OW7ZsaXj8+Xwe3d3dGBgYQCKRaKn9tyNGWrILHd3YeM45tdel7gEiIVOP4DmbsHGIPwbh5ATwVv11t99nOF4rjb5J0j5Y6uonj3VmIzD1FngID2/Bxn7+5+rUyMlexCNi48aNmJycdNxYrC+Q9ddyzwBxjH6hCLzxLPdnI5u2YWNXH/e9YJoMrAlAcdxnr+KcBDm5V/vWEccqqOuhPS9A4JSSdW7ZjoBJYJcqShDVCuGVNBXnrl+H8dmo48ZiaOY4uWFgiDnGYnc/wrMs0e3eugOdHi+zvQotEAQK9XvJOb09SFM9y52A9WOvEa/F9eew39P0RmD6BLFJkTzo37zNMKQQAKRIJxCrk7p1nR2AA+8JA8dJF5dniH3e+bU8cOQ5YlsxEMb64U2mv9s/2QvoLrX+UKAlnz0QCDhunmUFTVuX8/k8XnjhBTz++OOYn59v/AMtQDXtuarMVjE/P19TZAcHBzE/P09Y1zRNQywWI/bh/Q6AVYvXsHwUFQ0JKmDoUKzM3TdZ0qBviRryCFySC7Cpy0608jLWZa8AnyRAf+iKVglTovvH0mFUHlFgWu04sS6ZhynTGl2dddlCayEAiLioRpdpLRTx1JKUqxZmI2x0gHU5n89b7k2rD6wy7aGrsyZqokTYV5nf2VTKahGaphHHWywWkUql6B/lIhgM1mp17Q6iylP2zKUGr7ipDoutzyVVAdO6xFVi2zWqVa/C3L5tbNt1i10VME5gr0ITJeQ5VnVVlFAK8BNoq2Dtms4ch0ZjAPBTh0v+EFQTkgtUknr1cOo9wayPcH0bOwbFUIcpyQXc01s7ZMG+zctwaGRbBtx1T2gHmiK6DzzwAHbu3IkPfOAD+MQnPoEjR44AqNRxDQ8P43vf+54tB7lp0yasW7cOzzzzTG1boVDAiy++WKvJfcc73oFMJoMDBw7U9jlw4ACy2Syxz4svvkhMyp555hls2LABmzaZr5CsoXnwCOjBef4Fd3iBJMDnmoTx0DWrUQcSXSaMarHulkleLmlIFBunDbuB3NPQNK1Be6H6Z6DJPm8MAE7qsoNrdMcMgqiASpukdUHj268TUpcXFhaYYEAjlMtllMtlFItFgmyGGkzqllyb6WNTlwEQyctjY2MNLcvEseXzmJiYsCGIynwMzEhe0TRp1h0TOsC8byhg3E5EFUSUgmHue4C72mg0qksshDuhCuz1VvIHibAiGlyy79BwTbPeqbVtnOuh0mrM/F7kloWfRgtfgMkYNABL8pxJcOj7Aa82m/dsaBREBfCeDQ4dA4P+8nrwMhzMnglVuOVaaBcsE92HH34YX/7yl3H99dfjnnvuIZTTvr4+XHfddXjssceWfCCZTAaHDx/G4cOHoaoqJiYmcPjwYYyPj0MQBHzmM5/BN77xDfz4xz/G0aNHceeddyIcDmPfvn0AgJ07d+L666/HXXfdhZdffhkHDhzAXXfdhfe97301qX3fvn0IBoO48847cfToUfz4xz/GN77xDdx5552m1uU1LA28fq8HDRTd1ygCvGfA+MFOE4RZkxY2KwVa0e1cVCKZQKqyygQx8frHujGQKlnSiPY/AQnQ89R0WUNeriZPm7dYqoImus5WdI2JLsAGUlXhEYBBExLcLtChUmaoJi/ncjmqtRC/b2gVRmqmKogoBowJDi9xWJIklHT9M2dnZ+H1misgeoRCIRw5cqTlCfxGQVRVGI1ByR9kJq56sAE8zpzQAVbOA/6CRyOC46YwKjp8JkeHDokiV9lqlLCqiRIUqX4vETQNksx/zq40lhpCtDQVy5nnQiNlH2jlGDgwcVjTOOeBNVXb2hjQbh/njYEol+Av1J1DqiCiyHFt8BwOlsbARU6XdsDybOq+++7D+973PvzLv/wLbrjhBub9Sy+9FMePH+f8pDW89tpruPbaa3Httdcin8/jK1/5Cq699lr87d/+LQDg85//PO6880584QtfwHXXXYeZmRn86Ec/QkdH/eR48MEHcdFFF+GWW27BBz/4QVx00UX41re+VXu/q6sLjz32GKanp3HdddfhC1/4Aj772c/iz/7sz5Z83GswBt0uCAAOxkrcieQrcxTR7TeeoA4GWXVTVp1FeIwU3U7KepsqqUzqMo/k0UnTMc4igtNA99AdCkkYoAhc1b5sZQwAtr1QVnYu4ad76G6KkMTWyL68ISzVLM4riXQ6bXkB0OfzYX5+HvF4nFBRG01sjdqJFEMdRBorDZbkFSBJUk2NzWQyS7IgS5LU8vY8rE2PHgMDkteohQQ9mXGymtlA0S2GIgRZq2K1JKwC1kjeUpU8tyg4bNKsNctqo2sBcEfyMreHLidlOb9UNdMFi1++Qg4eWd9D14eyn7WlF0KdUKm+sku7Fpw3Bkz6OKeHbhU850cjMMq+g58N7YDlMKqTJ0/iU5/6lOH7fX19RIuGZnHNNdeYplwKgoAvf/nL+PKXv2y4T09PD7797W+b/p0LL7wQTzzxxJKPcw3WwVMd40UNZzIKNlFq1qvz5Ar03n5jJcMnCejzi7V+shqAaF51hN2zCl6NLsAqusmSxiq6XOuy+xRduj53KCwhWdIwnasf+3xexXCEbS9k1bq8GhVdJ9TnapqGfD5vWdH1er01YqxXURkVi7asGrQTadw+gZ3QiaJYU3RHR0cRCAR4P2oKq5+3GTRqI9G6MXDuZIa1rFKTe0FEPtKNSJLM/Wg4Bh6Ofdsg3GxF0aCHbhV8Ja8xwVG8PkCnEHnKRZRgXNe7EvCUCvAV6/X7qiihEGSPMbfUukTewo9k3dHRDgSyKSJoqxCMcOtuV7OqzV3s4C2oiiLykS6EU/UQt6WRfSeOQeNFryoy3QPomz5de501CKXTQ/a6w77dLlhWdDs6Okz7EZ48eRL9/f0tOag1rA7MGZAxOpBqJqdgQkeKfCJwYa/5A2pdiKrTzTtL4TRUdH1WFF32pu/GGl1a0d0YljAQoBVdg17CBopuUBKgH52iAsep+VUwYVQUsd0c4RNaJyzY5PN5ot7VCnK5HBFEBXAe6NTk3kjR1U/q8vk8stksUfvLm8xIklRrcTQ3NwdJWvlx5Nn0aMtqKRiGzJnsFpskuk5V8URFRiBX76GrQUCeE0LGVzMbTGxFkRk7qew8264/nyF76PoCkP2sc4AbwLNKCE6AuRd0cV0bSzoP4I6a9Ubujip4Doclk32HgS3lMCZ59KJH3pKa6fxroVEvZT3O7HoHSov3inTPIKLD5zf8/W64FtoJy0T32muvxcMPP8wN6picnMR3v/tdXH/99S09uDW4G0b22kMxcnXpVao+d3evF37J3DK5nrIvzziM6KbKVI3uIsHt9PLCqBqTvL4AbV12PtGdyLJEt9+iddlI0RUEAWE6kMqBqq6maTiTJj//JquKrgOIbiwWa5ooFgoFIugPqopghlwctVqfqp/Yer1eXH311ejt7UWxWEShUIDs41uzFEVBIpEganVXEp5SAV7dJEORPCjRLVIEYUmWVTeQGwAIUOdAIdwBjWNT5p0LSwleceI4WEmZBZah5DEExxnnvx5WgqiA5aiZdOKw88bAiqoPoOZw0MOafZvOLnDgtUAHURlcCwAwvXV37d8lfxCxjbyusiTcQPJCKdL9ajYGmd51eO7Wz+OFP7gDL9z0pw2TtwF33BPbCcvW5b/6q7/Ce97zHrzrXe/CH/7hH0IQBDz55JN45pln8J3vfAderxdf/OIX7TzWNbgMRqojHUj16hz52iyIqop1lL1zNucc4ldUNBR1HEcSKkokwFqXEyUVSaoFE53MDKwS63JIIsYFAObylc9BW5eN2gsBQMgrIKMjt060L8eLKnGMQUlgvkMjojvkAOtyLBZr2sZbVVM9nsrnCuTStb6WQKU9hkJNyMv+EGSvn3kQ6yd1Pp8PkUgEF198MVRVxfT0NOYOv0LsX/15VVUxNja2JNuyHeBadjk2vVxHDzriZOu7RiqWQgVteeQyoKqmtc0rASsps8Bykmb9RB9iJ07qrKTMAstImnVBCJGVACIAKAUqDgePLlDLGtl3fl0iq+QZE5zY0NaalV/2eJEcaNwH1Q01ujTJM1N0J3e8DWV/EJF4FNPbLmbUWh7YFkvtGwNvIYv+iRNI921ApmfQcL9IgizRyHaZu2HLgTCSJuGMNOiFLycueLQTlonu1q1b8fOf/xxf+tKXcPfdd0PTNNx3330AKmrv1772NUc1Y17DyqNKYmgcnC9D07Ra0A2t6JrV51ZBJy87SdFNc9Tc6mftoqzLk1kFeprW4RXgFXnWZZroOufzGoEmuhvDEqO+VhVdK6p2FUydrgNbDPHqc+lgp/UhEX4JDPl3gnU5m802nURPtyJqVJ8LABAE5Dq60bkwS2zWT2z1Nb+iKGLjxo1YH/AC36/vX53MlMtlxGKxptKW7YRVqyI/fKbB5F4QmUUCj1xiJnorDSt9Q4FW1yWufJibHlYVXT7Zb1xr64YestbVTAGp/iH0zowBqNTyNiICgDssq0FdvSlgTvJG9r4HoqIgmInj9O6ruVZ3Giu94OHPpVEMhk2T0sM0yes2+W4FAdFNuxDdtMvyMfB6rLcDUrmEK37yT7XFiQO/90eInbOdu284MUe8znYNtPRYmPPAgYs+7YRlogtUWvg89thjSCQSOHXqFFRVxebNm9dqc9fAhZG9NlZUMZFVcG7EA03T8ArdWsgkcbmKdUHnKropSqHt0NmVaUWXruPkqbmAO63LdA/dobCEBYrQztcUXWvthQBOL11ZRWtzcpcPuocuL2FZFARsinjwVpI8B1bauqxpGnK5XNOqKJ1WbFXByXX0mhJdXi9cMUzaf6uT2kwmg87OTucQXYuT+6WTPB9JdEtFxxFdq/Vo/BAiK30zeSmrrQ8VWw7Y84A/BmV/EKVACL5CDkCl7Ug+bKz6VcHadp03sbW66AMAb132Xlz61PfhK+Rw/O2/u0SS57wxCCdJNdMsWKgcCOGNa/+wqd+/UhZ2QVWw9xcPYWDyBLKdvXjpA3+CUoi/QEMHzllZxGgGK7XgseHkYeKzbT7yIpfoinKZKOnRIFgKmGoGTOqyXKr01nZAN4eVgCWPUz6fx+///u/joYceAgB0d3djz549uOyyy9ZI7hoMYaY6Vu3Lp1IKYd3t9ArY3tV4/WV9yLmKLtNDV0de6fZCY1QdpxHBWz1hVOTnmCuoKMgaYT/2CEDEY3xDjnjIMXJije4ZqrXQcIR/Tm/mEOCVJrq5XI4IfloqmHRNA5JnFj6jKAqXcAv+IDTdQ1tSZAiqglKp1PL2QMuBVbK/9AAe50/ul3oeaIKAYijC3VcPN/TNtGxZFQSc3n1V7eXEzr2M3Z8HN7QTCVMEx6g+HwDi6zfhmY99Ab/45P+F0d1XWvr9K3YtaBp2vPwkrnn0f+L8l54wTv3WNNtJ3kqNwdCJQxiYPAEACKcWsOX1/dz9PMU8/LoyA1WUTO3bS8FK9ZAdHCfbq3bEZ7n7hZMxCDofXz7SZanuthlUemvXf6eTe2u3A5YU3WAwiEOHDmHfvn12H88aVhHmi8Zk7NB8Gb+/KciouW/r91nqIcoqug4iunTiso7c0oruGKXodvv4n51WdBeKKlRNc0S/VR5SJZVInvZLlV7AdB/daF5hWwv5RVPbbIhaLHBijW6j1kJVVOp06w9iSQAGA/bVWBaLRRw7dgyFQgFXXHEFd59YLFars10OrPQNBdgJr4Y6wSmXy4hEOGRHECB7fETQk6dURFdXV9OWazvB2LctBvDIHh8zaeXBDbVYTOq0wXkg+wKYH9qG/qmTAIDo8E7D3pJ6sApOCXCGoF9DKGm9LvHUJddifmgbJKWM+LpNln7/Si54DI4dQ9/kKcxuvgALQ1u4+wiqQrSJASptU0xhYn/lgV7waNe1sP70G9h+6DkAQCQxh1T/EKa2X8Ls58+lie9F9vor/cJbiJVKYl83dox43T03yd2PXuzIdvZausabwUpcC6JcRt/kSWJbMJOEp1RgHDbMGDS6DpYI2euDpNTJradcZBbEzhZYvpNcffXVeOGFF+w8ljWsIhQVjbHw6nFwMXn5lTmqPnfA2gxlPR1GZVAPvBJI0z10fcbWZVr0NqpN9UsCQZgVja1rdRIY23KoUqNKtxeaL6icICrz2xJjXXZgjS69gEH3ja6CDqTaEJIgcWq0l4tisYhDhw7hv/7rv5BIJJBKpTA/P8/ddylBVDw07J1a3U5ZVovBcC2VV1EUPtHFyq3cNwOrSl62qw9FXRpzfN2wJZuZG2qxQkxdorGC89p7PoyRPe/GW3vfg0PvsrawvpIkL5BJYnDsTYiysUV0KVbF1MBGxNdvtmw1ZK+F9lhW+yZOYO+T/4bNR1/C25/4DlN7WEUwnSCC6YqBsCU7cjOgCUW7xmDoxGHidd+iskmDJjiZrv6WW0kZZX+FSF4kPluxylJoNoRpKWB7a5ds763dN32aCE+rIkIFDAJAOEnX59rjinXDImi7YJno3n333Xj11Vfx13/91xgdHYWqOneSvQYSiqpB49x07ESjGtKDsUogFR1EtcdCEBXAhlHN5pW2f0Yj0Ipul17R9Zo/2MxIHq3qOtm+TNuWqwFLPAv2QoFuLWQ+RnR7IXcruuT2Vicuy7KM119/Hc8++yzi8TiCwSAkSUIwGMSxY8e4P5PL5Vryt9kQorqKpb9W0z2D0HThQXRapRHpdnwfWU4PXSMlT5M8OHjdrYgPnou5jdtx9MobLf2JlZjY1qBpDcfcU8zDX8jWXquiZEp0ZX8QJ/Zch5Nve5elhFVg5Yhu5/wU3vmDr2Pvkw/jmh/eC9HAGshYFTu6W25VXKkx2HT0N7V/i5qKDScPc/drh4q1EvZtUS6jnyJ5HQssuQE4JM8shGmJWImFLx7J81EW5SraomaKIkN27e6tPTj2Jnc7l+hS50HGhvMAcEdZS7tgmei+/e1vx5kzZ3Dfffdhz549GBwcxIYNG4j/hoaG7DzWNTSJvKzhQ0/Oo++7U/j9n88ztaN2gq7PPa/LQyhx8wUVYxkFhxfIG9BeC62FACDsFdGhI41lFUzQ0UrBTNE1SxMGjPvHAmzy8pyDiS6t6G5cJHABD6tMn6bqWRspuk4nupqmWSa6V67zE/XI7z2ntSE6x48fx9zcHEKhENMXN5/PIxolH8SapiGbzWK5EFSF6Z+qJziZTAb5fB4AUIh04/RiHV7ZF8DJS99J/JwR0VVoBcdhaqY/l66EgCxC9vpRChq3iFgY2oqX/uAO/PaGP0LO4ir/SrUTCaQTuPaRb+D67/0tdr34U8P92JrEvpa3P6LbykhtOg+2v/pMTaUMpeNYf/oId792KDgr0T+VS/I4E3ugYunVI2OHkrcCE/u+qVOEPRQAIolopc0XhXacByuh7BuSvAW2RpVW/O0jeW1cANQ0DFD1uVXw6nTtrtOuginpcNjzsZ2wXIh18803O6r2aQ2N8ZOxPH45UTm5fz1TwkMjOdx5YeNwj1aAVnQHgyJ6/CJ+E63feP/tRI5orTIUErGhCUVrXVBCulwnSTM5FX2BlW/NYlqj20DRNSPClc9Wf6g6WdFliK4uYKk/ICJVrr8/QqUON1oMoGt0s2UVWPmvvYb5gkqQ74hHQK/BZ+r2i/jJDf34lzez2Nbpafn1OTc3Z5hAHAwG8eabb2JwsK6gZrPZ1gRRpRMQdXaxYjBCTMYlSSL+zvHLfw+nL74GisdDPKC9Xi/TtqgKOqTHUy4B4vJrixvBU8xj10tPIJiO49Ql12D+3PO4+zGT++7WWxVXatV+12+eqNVcbj7yEiZ3XIpUP9tekG2jYQfBoS2rK6XkzXD3ZSyrdih5jG13hUieAdFllbzVQXQHz7AER1JkhNJx5Ch7ejvGQPH4oEGoOQgkpQxBVVpeB1uDGclLRJnUYWYM7CR5beqt3RmbRjCb4r7HXA+a1tYaXT3OZkXX8qzg/vvvt/M41mADjsbJhxBtE7YTtNrYH5AwGCSJ7veOk8rR2yzalqtYFxJxQnd/mc0ruNABKSS0cq5XdDtMFFsA6GlC0XVyiyG6h66+N+xgUMIpXdo03V7HTNUGgJDDU5dPpOj6XLaHrh5v6/fhnqtbHxKRTCZRLBYRCoUM9ykUCpiZmcH69esBAPPz89x2PlWIioyhE4fgK2Qxcd4elIJ8Ys6tR9PB5/OhTNnJeGqnWa0wo+iWi4Df+LO2CrteegLnjLwGAOhcmMGzH/7fufWG7ZjUrYR9W5TLGBgfIbZ1z44bEF3z86AVYO3b9j/neCTPKGW1LXWJK2Db5ZG8cCoGUS4z1my2d2rrJ/dtJ7oNlDyG6LbhWoAgQKFajknlUsvroaswJXmUhZsXSNau+tTK9WCPUMe7DqrooFTtSiBZ/f5U9vqJbIZWYqXq9p0I++I917DiiFIBTbRyZidotbE/IOLSPvLhN0Mdn1XbchXrqeTlGYckL6fLVHshnQLpFQUmTEmPbr/xezTRNWvftNJganRDpKKrB31eOtm6fDolMwtINE5Qn2dH18osvoyNjTXshRsMBnH8+PFazezCwoIp0d3x219h9/P/gZ0vP4m9v3yYGzgCsGomrV4Eg0FLyc5m/XDVFVCxRLmMDafeqL32lgromT3D3ZeZ3LfFqrgySp6RZbUd6sVKjAFvcmtUm8kueKwOkscbA4GjWAFtWvShLew2T+zNlTyS4IhyCSFdZoEGAbnO1vZOraKd54IpyaPGgAkkC0ZsI+DtHIMBkzHwF7Lw6ZRl7nPRJqesG4IK2wXLiu6///u/W9rvox/96JIPZg2txRzVW/ZkUoamaW2xoMcoEtYfEHFpA8V2b39zhGBdiA6kcobCSadN00nLnV7BkJw5OYyqrGooKhoi3sbrY7Siq7cu0y2GTqeaVXRXhuh+80gGf3mgUnf6f1wcwV/v5fc5pYnu9k777bQ0NE3D/Py8KVGsolQqYWpqChs3bjQNohLlMjYdPVB73T03gUg8ikzvOmbfRpN7v98PRVEahhqakW7F7wy7Zkd8FnPDO5l9I3RNnh1WxRWYzPAmt/TEvra9LdblNo+BAckL5FLwFPPk5F3T2hI+026i2xmbRiDHJ3kdC7NI922ovfYWckwgWc4kkGypUCUvVEGslUxIikwQq1bDjOTRltUw3V7KhkCyKtppWTUjeZFEtJJ2vNgmqpHLp5Xgtprymi/6LgX+bArd82QrpXy4C8FsPZ8iEo9iYVG1bZd1G3BBWGMbYXkGdueddxq+pydOa0TXOYhSRCgja5jOqYSN1C7wFN3zujwISgLyCp+YNCLCNNyi6HZQNaWdPpFRs6swD6MiP287rcv/fiKHu16IwycJ+B+XdeGPdhqH6gCNanTJz0Hz1IaKLl2j2waim5c1/D+v1id297yRwV0Xd3BJP21d3t7VfqIbi8VQLpctEd1AIICRkRFs2LABuVwOwSB/ld2oJo9LdE0m96qqIhAIQFGUWiAVD6qqmhJdlVID2vEgHzzDBq9YrUvM2KLktbkOy4DkdcSjFXVfNxcQVIVpr7QaajNNSV48ivj6eu/bQC5FBJKVvX5Du/9yQC942K1m8q6DKliSZ38gGYCabVcsFWqbvAZJ2K2AGcmjHQ5tsS0vgm/bbT14JE/2eGsJzJ5yCcFMspa2z6qZ9tSmAgb3BBvWFQbG3yJeJwbOQbarDxtPHKpt64hHsTC0FUB7XD5VsP3F14huQxw6dIjZpqoqxsbG8OCDD2JqamqtjtdhiOZZ4jeSLLeF6PJqdD2igIt6PXh5jn34nNflQVcDJY/GumX00t0/U8R3j2dRUoG/uLQDu3padxdspOh2mbTPMQtiYq3L7SG6iaKKu16Io6AABUXD519IwCsCH9vBJ7upkkoEcvlEUo2me+nSMLNvA6x1OVu2fxyemy4SynFJBY4nZK7d/qQDiO7o6KghYeWhXC5jZGTEVGHlE5xZzGA3s51RM3UP9FKphM7OTsiyjFwuZ+gwKZfL6OjoMDwelVZ0V0jJ49VmSouTvNqPCgJyVL/gVoBdtbffrskjed5SAYFcCoVw3eUQTMcJRa0QjDChSa1Au5ULc5I3SxBdbm2qDY4qbo0utfDQSjRjWW23iuUliK491wOP5OkRTsxDUORaP3AmabetJM+eMeCRPFWS0DszVtsWiUdrRLed5wFL8uwZA/peEB3eCZUK/tK7XejnYqbdZP8shWVmMTw8zPy3efNmvPOd78RDDz2E7u5u/PM//7Odx7qGJqBqGuY4xK9ddbq02lglOpf28RWaPU3algFgPaeXbiOMJMv42FMx3PjEPH5wKo//GM3jk88uQG1hD96UBUXXCM20F2pXje5Pz+RB/6nP7U/gZ2f4atw0paxvCEkQdROuwaD5QotZIBfAhlG1w7r883H2sx5LsAs2iqrhFE1022xdVlUV8Xi8qRKFQCCAN99801hBNSB5PDXTW8jBV6hboBXJQ7QWUhQFHR0d6OjogCwb34+q+xlBo8Kr7A7b6IxNIZBLM9vDiXkIlEUylKKsipHlWRVLpRIKhQKzvd2TmWaUvHYpOO0fgyaUPJ6aaQNUyUNMsEVNhajY86z3Z1Pomp8yfJ9RdFdQzfQq9ii6PJKXD3fWXouaStiV29FaqIp2LfzwSF66h3T36Bc92tU/FmjPPaGSvH6K2BYd3sk4nPS1++1d9Gl/SJ9T0TL/yA033IAf/ehHrfp1a1gmEkWVsYQC7SO6NAmr1mVeYpvpykAAACAASURBVEBo9zRpWwZYRdfMujyXV/B/vpjAFY9F8bMz5ITxWELGm4nWjUvjGl3+ZScA6DRRe+ka3XZZl390miV5igZ84tkF/HqGfYCY2ZYBoD9ofttpZF2ma3Ttti5rmoZfjLMk4804e86MZxXoQ7f7A2LDdkmtxuzsbC1cqhl0d3cbWp2NlDyemkk/zHOdvYRVURAEBAIBdHV1oVQyf/iapS4jQCYs205wxvgER1JkhKg0Uba10PJInizLOP/88yGKItECim2xtHIkj05ZpesS7Wsl0r4JXUOSR6WsspN7mxQcQWibjX2QShpO9a2HKtSv71AmAY9OVWVr1dunYvlsUnR5JC9jSvKoa8FOkteGe4IhyesZJLbprwczl0+r0Q77Nl3Kkw93Id27Hml6DOKzgKa1zeVTBTsG7BzmbEHLZmDRaNS03moN7QVdn1sFXT9oF3g1uoCxotts4jJQ6aOrx2xe5U7w/9ebWez54Sz+6c0sDMqDsZ9D2JYKs9RlwJjMdvkEQvmkwbQXKvI/bysRKyh4doo/NkUF+NivYjgUIycTjYhuY+uy+fsRb3vDqA4vlDGVY6+nNzmKLr2QtGMFbMtnzpxpyrZchVG/WsBYyQul4hCpySTbN5Sc2IqiCK/Xi0AgYKo6C4JgSnTFMFnraLd1mZ7g69G4LnF5kzqfz4dzzz0XV111Fa655hr09fWhVCohTz3C7RyDRiSPsaw2SN5uFbgTe5vui/Q5UAiRjoNarfIi2jq5b5ddk1rwmdl8ITNh1y/0sPZtOy2r5DzCjhpdI5LHEpzFe4KmMoqunap2OwLqjEkeTfYrY9DI5dNqtEPV5i12QBBQCHcRf99bLiKQTbXc5dMI7S5rcTIsE93x8XHuf2+88Qbuv/9+3HfffbjqqqvsPNY1NIFZzsQcYHuW2oGSoiGpUzUF1O2o53d7QGURwSsCF/U2f8F3+wT4hPrfyckaMhTpeW2+hLteTCBdNp/47J9pzU1A0zTmb9G9c42sy42VTJFQM8sqiHG2Az8eLRCLA3R9caqsYd8vYzipO6/MWgsBFohuk6nL2Qbf7XLxc46aC4DrAqATl7e12bYsyzKSyWTjHZuEkZInQGPUy0ZJu36/v6bqmhFdSZIgScY2dyFEEl07azObJ3mtndzrLeXhcBi7d+/Gddddh6JInl+2thKhSJ4ikX+7Edm3I4wLADRRIo5F0DR4bLLt0iRv/Py3Q5Hqzy5fMUe0E2HbK7WR6Nqg4IhyCX1TJ4lt0eHzkabsmlUlT1AVxu3QTrJvB9E1InlGim4gm64FNAFA2RewJZCsinYo+0Ykj1F0E3OV/rkNXD6thu09ZDmlPNHh8yv/EASuqttql08jrIVR1WF5FnbxxRcbTko0TcMVV1yBr33tay07sDUsD3MG9ZsTGQV5WUPQpJfrchErkiS71y9CEit/rxJI5cVvdYFUu3u98EvNH48gCOjzaZgu1n92Nqego6t+A+WpkZs7JHxoWwh/d7Beb7d/ptiS1ksZWYOq410hjwCvSCm6Xv7fsGJx7QuIyGXq322soNpqjf3habLdzJ9dGIFXFPB/v1K3sc4VVNz0i3k89O5eXNrvYxRdOvys2y/CI7Bpy0AlaMrX4Fxg2wvZa+E2IroTWQWpkkosXNCOiXYrupOTk6bK7FLQkOQtRJHq31h73ShZskraBEEwTVU2ew8AxDCpptlpWTVTcwH7SR5vLERRhBoglXtbx4AmeTv3YvPR39ReV9TMejuRSBuVPNnrh6Qjt3bUZvJI3uym8zFw5jgRTNQRjyIW6jCwKtpTowu0J3m5f/IUMc75SBfSvesqBOf0kdr2qpIXTMdr7X6AigJuRyBZFSzRLaHVo2BE8tK9fEWX6+6wscWj7fWpXJJXaa9WDoRQCHXUsgzExYWORi6fVoMpZ2jxog+d1yB7fFjYsLn2OtMziJ7oeO11RzzKXI92LvgAa2FUeliehd17770MCRAEAd3d3di6dSt27mT7CK5h5RA1SCDWUEmFXYqCahW0bZnum3pJn48gunuXUJ9bRb9Pw7Tu+p3Jq9iua29KBwZ9cmcYX7m8C6IA3PdGplbfOVdQcSIlY0fX8sYlTSmsdBAVAMN06UYhTEDFvjyuI7rzBQXbbCJT0zmFUbpv2RLC1k4JsaKKe96oKxcTWQXv+9kc/t8ruk176AKAKAjoD/BbLDVStQFO6rKN1uWZnILX5o0nzccTMt4+WD9/V1rRnZycNK9rXQIakzzzlFV6UqM/Pr/fbxhI1ag1khShia59NUg0yYueu5MYlw59baam2mJd5kH1cXoJ68hmq8AjeRM7L8PQydfhK1YWwySljFA6gVxnL7yFbG07sGhVDPP7TrcCss9P9Gq1I22XIXk1JW+QIrqziG3cxqpYHT1QJfvuB+2ozRwY56hYgsBYVqv3hHb0UdbDdkXXRMnLdA9AgwABledRKBWHVC4xFn47Q5gA+y2rfJK3pfY60zNIvN/BUTPbT/JaOwb082B+4zbChsxeD1EmHM7OhT+gPfcDt8DyXfe2226z8zjW0GLMmSQQn0jaS3RjlJpMhyh9eFsQ//xmfVLyoW1kqEwz6PORJGeWss0eowKDbtkarKnHlw/68LRO8d0/U1o20aUTl3k2ZSPrshVltp/ax84WQ4+P5qEf3Uv7vDVS/d8v68RCUcXDI/XJbFEB/tv+BGhBlia6ANAflLhE18oYtDN1+ZcT5uTpWKJsSnTbqegWi0Wk02mEQku/nnigH+qpnnXo1JFbfdIsz6qY0yXNKoqCQKBOzsyIbiNFl7Yu26Vm8kjeyUuuIYhuKLUAUS5D9XgNrIrmfafNQI+ZHpLXS/SuBACpXGZCqpYLIyUv3TOIvpnR2vZIfBa5zl5W1e+0qXfqItpRm0n3Ta0pefSkdsFEybMRtltWTZQ82rJavSe0s28owE7uWx1GZabkqR4fcp09CC/e/wRoCCfm2n4e2G1ZtULy+ifr98vIQrT954HNY9A3TdVobzqfeM1eD7MQNHK+Y1cpRxX0/WCtRtcCLrnkEvzsZz8zfP/nP/85LrnkkpYc1BqWD7OesiNJ+5qoA2DaGtEhSu8Y9OPhd/fi4+eF8PC7ewmi0Cz6KaKrJ0+yquEt6rPu6q4Tj6vWkzfDVgRSWVF0jcKoGtWmApzk5aJ9RPdHp8hwuVu21G2SgiDgH6/sxh272Ak8HfhF1+gCxnW63Sap01X4JRBkuqxW/rMDT1AJ3fR3dyxeP7+yZRWTuoUWUQA2d7SP6I6NjTVUQZsFj+SduuQa4rVe0Q2lFkytiuVyGZ2d9TYcwWCQ27tX07SGn4UOo7KrRpen5CXWDSOnC1MRdSouE8K0TKtiuVxGJMKv6ZMkqS21WCzJqyh5bCuNRSWvjbWpQBvSdjWVcTbUlLxedlILtDFxeRF2T+4ZkuetK3m5zl6ivZE/n4Evn11xy2qrLezNKnkVNXNlyX6rw6j6J08Qr+eGSTcnj+S1+zyw9VpQVXTOTxObYhu2Eq95im6oTSn0VXBDyWwOL3UqLBPdM2fOIJvNGr6fzWYxPj5u+P4a2gszRdfuFkOMdZlOnwJw46Yg/udVPbhxU/PpsHr0e40V3dNpGUXdMKwLiujTHctV68mHYrVOdzlYjqLb4288Ge6nxtIuRfdMRsaBOXKy+IdbqHpAUcDfXdGNf3pnD1M3W4VXZK3rAH8bYM26LAgCY182WddZMvKyhv+aJh+QnzqfJPb6QKqTVH3upoi0pNrzpSIWi7Wc6PKUvJktFxLtRILZFDzFyqJII/WC7o3b2dnJbTEky7JpD10AEAIhwnHgkcsQOKR5uTBS8oxULJrkLXdSpygKwmG+IiwIQhtq8ngkrzK5NUqaZcO42juxbbWi2zk/bajkMZPaRNQW+3oj0ARHatC6q1mwJG97zYqtiRJznkfi0faTPJvPA7p/biMlLxKPsj10XUzyBEVGZ4wkeXPn7CBe09dDZ2za1OVjB+xMXY4k5+HRLaSVAiEUImRZRikYRknX/k5S5Ja6fKygnb21nY6mvERmQT0nTpxoODFZQ/tg1F4IAEZsbjFE93elVchWglV068z2KGVb3tVDkoC39fuIBOipnIrRtPECAY1kScXrC2UouvQpS4quURiVxRpdPeh+xa3Cf1C9cy8f9GE4wlcn920N4akPDGA7px51Q0jitkziLX4A1sYAYAOp8krrCeXz00XCFr0xJOGDW0lbsL7FEE10eeNhJ+xoNcVT8jTJ8/+z9+ZRctxnvfe3tt7X2TX7Ko12yZIsL/Iax05sEmMTCAkmeYHEvMkLBF+CuebycuAcznUIucEJr8k9cE6ACzhkIZsTiHFsx3ssR9bmaBtpNJJGs+8z3dNLLe8frequ+tXS1TNdNVOj+pzjc9zdNa2qX9fy+/6e5/k+mgidLHCsOEsq03Cj0WixJ6ySfD5f9nlSSNu1N4JjFskzqkvUChz9SV06nbbUkk92qNaDYRgHInk6Iq+pEwAMnWY1k3vHBU6VRR5hQKSM5GVDUeQVWQvsNRMqbf9Yp1NWq1uzbpS2LKPnNOuk6zRg73lA83kdkbdZ9Zq8JyQmriCYKhk32t07FbA3ZTU6O6Fa+MyEYsiGY6ptlpLqe37IYUMywF7X5ZiiHh8A5utatBk7OiUNSuw2JJPxDKkKmM7EnnnmGXzta18rvv7CF76Af/qnf9JsNzc3h1OnTuG+++6r/h56rIhyNbrVcBg2/LcJ8UWKs2pCCl1lWyVlWimgTlsGAD9D4UC9D68qDJdeG8uiy4JAOTaVwwd/NIWFvITbmnz49n114GjK9hpdctHArojuvxNC96Eu88j71iSHFz9Qj999fRbfGypNsIyMxoxSl61EdAE9oWvpzyqCdFu+ry2A3hircoweTYuYyxacr8lMid416KFbVcpE8pS1udHZCcw1dSBcJj2LYRhV7W0wGNS9D0mSVNZUqyDyfKrJrJORPE1EV67N1PSPNY7gWF2cMKpXlsdA9Z6DxiukuAnPTYESeJ1URYcFjpBHNWWeRuQpI3nXJrU145eKb0VnxhGeczZV0U4DHjaXUYk8CRQm29Qib6mmEVBUOdSOXtQakkXsMyQD9Gp0q3c/iM2MqQRbOppEjvAJINPYk+PqLEe7DckAvfOgeldCjHDfn69r1mwjcH6ko0mEFmd1v8PutOXCPujUq1dpITg+WX4MgMK9sXb0ou5nTowBULgelNcgm8va2tpqvWI6q0ylUhgfH8f4eGGVdn5+vvha/m9iYgIsy+LjH/84nnrqKUd22sMcUZIwSQggZQBtMS+Z1vCuFlJ8OSp0FYqHdFwmI7qAtk73jXFrk4O/eXcJC9f6t746lsO3rtWzzucIoVuB67IlMyqyRtcGoXt+Po/j06WxowD8Ymf5FPOYj8Y/3lmDL9wUx+Y4izub/fiz/THdbesMUpettkoKcertqj0MkiThOULovq8tAB9DaQym5Kgu2VrI7UJXI/IUNXlkJK8YzdSIPG0PXSUcx+n2yqVpuqzQpWka+TWM5Gl6hxpEdJcMBA5N05YWGzmOM2wZRdO0Tk2ezZE8hcjj/UFkQqVrnJZERGcnEFpQT3JTMWfTdqu54MFl0oiXE3mE4K8bHlD1Ws35g8gF7E1VtDN6E5seLboJA4XrmpwwkxGsuuEB1etUvLbqbuAk2gWPKkbyJnUieQSpWK0qXZSCen5i92IHAI0RXTUXPMg2c/P1+iJvKdGg+z7gzBjY2Vs7TkZ067XnAaB9RiqxO7NBxomeym7AdCb2yU9+Ep/85CcBFProfu5zn8P999/vyI55rJy5rKgy54lyFHpiLI4pxMu5eR5NOiZBepyezaOBqG81gxRfZF1pNSFdl8cUNbqk4/I2Q6Gr7qdrhXdn1BOpZwZS+EhvCIt5InVZR9TqpTMDVlOXq1ujO7TI42pKQE+MRWOwMPH+NhHNPdTks3yuUBSFT2yN4BNbzVcNjVKXrbRYAoAI2Uu3yqnLJ2fyKmOpEEvh9k2FCUR/gsNpRW3umTkeNzX6NY7LvTH7nM2dQCvySjV5ZCSv0ENVKts/Vk+86r1HUZSlemMyXbPaEV0zkZeK10GiKFDXIgWhpTn40ouqVEWRog1TFQOBgK4RF4mZ4Nc3o6rexNaXXkJ8ujS51RN5izUNCKRLx9xw6QyRqhirugs0CRnBqaYZFRnFWqxp0Io8YtGjceiU6rUTqYqaSW0VTYhiFqJYpNhniWsxZbPLLGBvja5W5GkFjsSwSMVrVdkuSpyI5GkWPKp4HmhEno7YBwrXiFFbOieELmBPb21KFBCbHlO9ZzgGybUV+wDAc+oU8evVedlyyOHEiRN27odHFSHrc+sDNPriaqF7fp4vTtzNePTlGXxjcBkcDXztPbW4p7V8bYWTEd0kV3C3lctk53ISMtfySsmayS0J7em+v94HHw3IgdjLSwKuLPFoM6hHBQpuzoOL6u9+dSyHoUUeCxYiuixNIcJSWCLa4lhJ261mRPefz6Xwu6/Pqb57Rw2Hs0Qk/OGu6rarAYCGVZhRAfanLpNpy3ds8iNw7d/sT7LAUOmz07N5SJK04SK6ZjV5mtrMmXH4Min4sqVFEoHhkImoI/pGQjebVU/GyrUWktGkKlYxguNPLZhG8kSWQypWqzKfaho6rfqO5WgSkkGqIsdxkCTJsL2SDMsan0c0TdsaySMntgt1m3QjefXDJSfWpqGfqz6vVtpyNpsFz/MIBoOaCLe9Aoec3LdqtiFFXmB5SfXakUiejQY8VgTOciQOnvMZLrQ4EcXStpmqZjSTHAOjlNVGQ6HrxHlA+hawfK4qvbVpgVf3CwewYDAG6yKaaUNv7fDcpCpTIxuMIBvS95Ig7wmqzxwTul5EF6jQjMrDHUwQackNQUYz6bbSYujMXB7fuJaSmxeBz7w+hxzZO0YHJ2t0GQpoIL5/fFnAwAKvanPTFmEQ5bT7EWQp7Ksn3ZfNb4iXlwTddjZfO5/WRHSN6nH1WgxZaa2jrdEVVmRCNLks4I/emie+S8RPRrIYVdQ5MxTwwc7qG0cYnRMJC87TgFboZsTqRktIofv+9tIY9CfUkcYzczymMiIWFEZkIZZCc8i9t9dAat5U5KWjSQhMaRx82TRqFP1UAW2qolE/WD3xa9U9WiBMTaopcBIT6vq6+foWjcgjJzONhMgzm9j6/f6y6dmAuegvpG/bN5mJE+mac/XlRR45ya/W5F4URRw8eBDxeBzZbFa1OGKnCZGVdE2z6A3gzOTeTgMezRjoCRyKNk1ZdWJyT5ocVet+wORzGqO9hdpNutuaCRxHRB5Na8VuFc6FyMw4aLE0t1uOxA3rPc2uB7v7x8rY0Vtb9zowyNTg/UEsh7WlW2ZZPtXGidZzbsBwJpZMJlFbW1ts/ZBMJlFTU2P6X22tvZbhHtYgjagagjT6CIMlMs1SD2WdJgBcTQv4+oW0wdYF8qKEecWEnwJQYzFKt1IaibTa8WVBY0S1TSeaK1NpP12j9kzPnE9jPktGdI2ErvZ9K/WpUY6C8k8zApDiKxe6XzyxqHIUNuKuZr/llPVKMEpnt+y6zNkX0R1PC3hnSn3+3KvIZCBNzU7P5TXnRE+Mtc3szQmSo0Oq13MNrepJDU1r3DUbL6rTNclIHtlDVyYUCmmimlYjumRKrJ0RnNnGNs02ZF1izeiQ6rVRNFMQBIRCIcM+wjKiKJqOBcdxyLPqRQHGzlRFnXRNM3dRoHpCl6ZpJJNJ7NmzB3fddRe2bNkCiqIKkV4dM6pqYSWamQ+EkTUxeXFE5NlkQsRmlxFeKBlrSRSFRQORZ+o064TY16SwV+c8iE6PFksUgEItLu/X960g09iVOJG+Degteqz+nmA1bRkoXPOiTgRZL8vHLsi03WqUM5ALf2ZjAOhHts2yfKqNHeeBGzEc7ccffxwURRXTpuTXHusf0miqIcigj4hCnbMgdM/Mah8SXzq5hI/2hsDQ+ucCmUpb46cNt60WTUEaxxWvx9Ki1nFZpz5X5lCTD19QfEE5oXvOIBp+ZUnQCN2oQZSWFMAcDU1vWD0oikJdgMaIIuo6lRERMRDUelxNCfjqWXVPbIYC9IL1v7HFHgOVIEshylGaCLhVM6oIq95uuYoR3Z8QvXP31nGqGuXuGKtKd59YFvE20XOYNKxyG+TKtew0rGQx2ajajqzJKtdDVyaRSGBwcLD4rLHiuFz8Tgdr8hZ0JjWky6qyNhUwdlyWRb8oihgeHjZsH1SuzZLP50PehugNAECSLEXyUol6SKA0xjvKz6uBUvAzDIO2tja0tbXhpZde0lnwqM554FtOIbhUynwRaabgLqzDYrIBfiJlWcbu3qmAfa7LZEudpUS9JlpW/KxmbesSBdanOhdZkQclCpDo1S3WWjVhAozTdguGZNUvA9JD48SeywKrfJRbdRsGCmUd6ViNpqe4E4ZkMuQYcHweq10Pt1KnrWQx2YB6jSmbM2nLgL312m7CcDb2xBNPmL72WL+QEd36II2emPpGf3lJQIaXinWHeigNd2TOL/D4weUMHjRw4XWyPldGL6J7as68h66SA/U+VcuYwUUBo2kBmwwMmMyi4Qtk6rJhRFc97gmfNQdWAKgNMCqhO50R0VlBC+svHF9AVnGKtIQYHH64AVdTAn4+m8e7M3mMpEXcvsmP+9vt63dXH6CxmFefq+uhRvfolHqCeFcz8bCgKfTGWVWf5h9cUht49TjcQ7faWFm915jPEBNrcnJv1A82FAqp0u/lOkwrCERUpWomRJJkqZXGSqOZgiAgEolAkiTdPsIyPM+bCl2O45Bi1Pe2aq3aB9ILKuEmMJyuYBM4H9KxJMILM7rfU60aXaN0dr1ewtU6D7RGVI2G7WGWko2oGxnUvC9SNNLRZFX2xwy7arUriWIZXQ/L4ZhmUcoWKKrQckxx7Ew+Zxh9tUol0cx0NAGB4VS1nIBzvVMBvZTVKkQzNfX6ZUReTaNG6NrdZkyJXjnDaqYJlMAjOqM2ojKqUZbRW/RwdgzI1nPXp9B1bxGZhyGkGVVDgEGIpdEaLgk3CdAYKpGcmdNfFf/iiUXDutApoj6XrCm1g4YgIXT1IromqcthjsbeOvUk6g2TqK5R6rIeerW4gLbFkFWBB2gXDypxXh5a5PHP59Tp53+4J4owR2NzgsNDXSH8v/vi+MptSXykN2RrFkc98bvRlLEjNYk2dbl6+0mm7O+p1UYvthIZEm9Pqv/G1RFdUdREcfQmdpWKPIZhdMVKIBBQnWflophKJD9Rk1ellNXg4qzKWIvn/IVoBEE6VqNqJ0JiNKmRRb9RH2ElZtFtn8+HHGuP0CXbqSzUbjKMjBnVJQoMh4xOndpKqKSXcLUiulYNiADjusR0zJlURZ4Yn2pFb6y2UwGMx8DJKJYddYnazAYTkUfRuuOwppG8VY4BzecRIWrvza4FQP+e4OgYVLmncnR2QuXinAlFDY2oZBZ1MhycPQ/Uz8dq1u27iYruvoIg4MUXX8TQ0BBmZ2c1YoeiKDz++ONV3UGPytGL6AKFyfdwqvTZwDyv23IHAFJ5EUOL+utfx6fzeGkki7tbtNGZtYjoNhEOvhcWeFxeKu07TQGb4+bmNrc2+VVi5fWxHH6pWz/NiHTX1XNQltEzwAL0I7pW0Qpd6+uUnzu6AOWudkYZ/FqfM+lUJORxJHw0aIvCmkzzrlZbaFGScIIUunXac6ffZOEEAHpdHNENz0+pHoi5QAiZSFyznVmaIgCNMDQSbKQAFkURoZC1c1IghW6VInm6Akcn5U6iGSwl6hEjVvqBQqpi3qB3Kk3TxWPW6yMsQ1GUqdAt1OjaY0ZlyYDoGovJRjReOqN5P5WoTqqiJEmGQpeiKNv6p1YSyTNKaXaqLlNkOFW7K1oUQAu8YQTaKpWcB7lgBDl/CL6sejHVidRtmWo7zTK5LMJzpcikBMrQiEpmKdmABHHuOOU2DFRf6EZnxlRlGeloEvkyadh6C6HOngfVvSdoM3zMI9pAIc2fLOtwcgyEShe/JAnJsUtITFzBdEtP2Yi1W6iovdAjjzyC4eFhw2ieJ3TXB2SNbuO1yFlfnMVLI6UT3SwFt1wN7xdPLFoSumTUzg7I1OVXiBrLnhhrmqINFITuUydLaXpGdbrzOVHlas3RwKPbwvjiCf3aLKOILpnSbNVtGNBGya22GDqrcNGW+e97YuBsrqE2oj5ARrWt74fGdblKqcvn53mVuVfST6EtrD2H+01S4QGgx8URXavOkplQDHlfAFxOa3qzHI5rIitmpkp+v79oykTTtOUaXcmvnmxVLZJXQT3aYrJBV+iaCRxlCncgEDB8prIsayqEGYbROqxWLZJXSV2i/qJHtUyYeJ43XPxgGEYTvbHrPDCb+Bn1SHUsgnNN8CuvRyafXZXQ5TJphBZni69FisZiTZPpPiwmG1CrcWB3MpJX3ShWbHpULVTitWX7QutdD061lAGqn7JayWKHzFpHdFfiuszksggvTGOxplGTvVLJ/VBGZH1YrGksPh8Ehi3r0F5NLC94SBJqRi+i78iLqBm/BAAQjzD46S/8FuYbtCaMbsPyUutnP/tZLC0t4Z//+Z9x8eJFzM7Oav6bmdGv0fFwFrOIrhIjUyUAmtTfrqj6on9tLIe3J7QPEFLoOpG63ESI6WnCEMosbVnmYIMPSr13dp7XjCOgXRzoirL42GaDqA1lbDBFui5bNWECtI7FVlOXnzy6WOw3DABb4ix+uXt1tUurgVwEqSSqTY5rukqpy3ppy3qppWbnVEOQ1qSmuwnLUaxrk1o99CY0ZuJV+RlFUZbbC0kB9flrX8pq5ZE8s1ospeg3WwAo5z6tJ/KqUoclSRXV5BmfB9WJXpilszMMo11U4fPACtquKfGnFxFILxRfl5uk8r4A0pGE5v21jeRVN4q1lGyAyJpfm3rXw1qKvNUu/FSSui2zVlVfJgAAIABJREFU5tFMUuyvdgwqdBsGCmUdvOJcESl6TdN2zbJ9fMspbHnrOdz9zF/i1u9+Bbd++2mwWXVQoJJngpKzN96LnD8IkaJxbt89q64XrwQrQrdmZBAHf/hVHPyPfyiKXKCQEdJ/+LlV30fXAxVFdJ944gk88MADdu6PxyqRJAmTZI2ugdA1i+ieIcycHu4K4u3JvCpa+sUTi/jaPer0xClCHNbZ3FoIABrL9Cs1M6KSiflo7K7lcFTRVuaN8ZzGdIusz+2Ns+iMsri1yafpvxvlKMP6uxYiStiqEzU0YiU1uiemc/jukPrG/cc3xGx3xDZDG9GtQOgSEfFqpS4fI4Tu7lr9c6crysLPQGXqJePmtGWgsmjmUrIRNeOXte8ntI7LZgZTfr8f6XQaFEXB59NfXNBD9Fe/hQQkUTPBN4vkGdUql+uhq/x/ZU9YJeUEv54RUzXqsAJL8/BlSumnPOszFStyOxGt67T5xDadTkMURUQixq15gMJzzej8oWkaIsNCpJlin09aEgtpu2VEmRlaI6qmsrW2S8kGhJbm1O9tJJFnYXKvW5+6hmJ/9dHMyseALOtwypBMhoxmmqYuSxIaLp1G94nXEZ6fwuX+/RjYf48qi2clYl+iGVzadhN6TrwKABjecoOhW7cdWKnb5zIpdJ14HR2n3gKreHZE5ybRc+wVnD14HwCAFnhEZ8ZVf2s1rXeqtQ8vffRxQBIhss4dP2B+LQQXZ7Hzle+gdvSi4d/XjF1C7cggplt6bNtHJ7A8I2toaCi2f/BYv8zlJOQVc40ISyF0rRULOQEfWOAhSZLupJI0otqa5HDbJr9K6P7nlQxOzeZVdb5r4rpcJj3aqA6Z5NZGv0ro/nQ8qxG65OKA3J/4o70hHaFrfOzvbw+gN8bi/AKP+gCNj/Zar5PVpi6Xz9v9n0cXVa931nD4QId9jspW6Iiqz8dKxL42dblaEV31b6hnRAUADE2hL87h3Rntw7PXxWnLlChojKgWqmA+Y9RDVyYej2NiYgI+n89yNBcAqLA6ylcNM6rQwozKtTXvCyAdqzHc3iht12hyT4r+cDiMmZkZ3eerpYiuLeY7ZDR3E0Ab388khkUqXovo3KTqfSsRHNrke2XMapXl1G6e86tqQ9l8VmPUVQmVGFHJLCYb0XDlnOq9NY3kVTtl1UK6Juk0y7PVMySzQqW9QwNL82g/fRjBpVlc3noQs00dqs8rWfiTyYRimKtvRWJyGAAw0b7Fsd6pgMXIviSh4fIZ9L7zEuKKe37v8VewUNeM8a7tAAqu1RHiui5Xoyxz7sB7MdXaB0oUHBdLZr21aT6HnqMvo/PUTw0XBjtOvYWLO29BLhRFZGa8uIgGFEpzciZ9s0lWWye/UswWPHb95Fu6i9QkfUdewHRzt2OO4XZgWYU8+uij+Ld/+zfk89XrU+hRfSaIiGqDwqipOcyoBMJCThv9lVG2TgGA/gSHOzb5cQNhzPPUSbWAItOG6xyo0fUzlGl9p5XUZQA42Ki+KRzWSc0eWFCf/7KoebAzqEmnNarPBQquy688WI/nH6jHWw81oLeMWZaSSiO6Z+by+NEVdR3ln9wQs2z8ZBd3t/ix51rENO6j8H9V0LNX016oChFdPSMqo4guYHxe9bk4ohuem1S1xcgGI8iEjCepRj0jycm93E7HiFgsVny2WK3PBQAqpD5nqpG6bLVGWWY5EtdEDwBjkZfL5VSiPx6PI5fT3mskSbIU0c3ruS6vMt1sRVEsvXRNC0LXysKGWTq7LJS1JkSri2xXUp8rQy565AKhsqY9lZDP55HJaGviZciJbbloJiUKqLtyDs0DR8Hq1Nqv5DxYqG1CXiG4Z5s6HOudCui4LhtEtQOpeWx7/Vnc8Y2/Rs/xV9B84ST2/+ifEFS0yWJzGYQXpouvJYrCohWRR1E48t6PYnDXIZzfcwdO3v7Qyg5mhZgufkkS6i+fxS3f+9/Y9/wzKpEr0/fOi8A1z4To9GjR4AwAUrEa6+m3FIWZ5i5Mt/Y6LpS0rsul+8HeF76B3uOvmN4jGCGPnuOFaPRKFr3WA0Yp7OG5SV2RO9nai5OHHlS9l5y4oukF7DYsz8iam5vBsixuvvlmPPLII2htbdU1yXjoIWcvaA81pBGVsvUOTVHojbE4oYhCnZvnNe15FvOiyp2ZoQppzxRF4bFdUfz6i6UHwb8PLuPP9glovhaNW4uILlCo053NalOxfTTQbVF43FivniQcn85jmZcQVIgqMnVZTgePcDR+sSuIfx0oRRTK1WmGWBoHGipPZalU6P50XH0z31/P4d5WB3oaloGjKTz/C/U4MZ1He4SpyLhM47pchYju0KKg6oMc81HojBrvUyElflnz/vVgRCVjGM0kBI5RD10ZZYuhclFMJTQRKaqG63LF9WgUjaVEQzF6A1xLVTSIApOpukYmS+V66AKFcaVYDgLDFltfUJIEWsivKk1uJeYzizUN2KTIgisYkpnvg8/ng8/nKxqRmW1nlM7OsixEUVxRrTKby4Dm88iRbUIkCbEViDwypdNq5Msq+XweW7ZswejoKBYWFuDz+VSZAJaj+6KI5sGT6Dn6EiLzBSE3X9eMNz/wyWLk0becQnBpvvQnNGNYj65E4Pw4cccvYfPPnkfOH8Lpm+6v9DBXRTnXZX9qAd3HX0H7mZ+ponQAwPJ59B57uShMNTXKiXrL6be5UBRnb7yv0t2vCmbXwtY3f4jOU2+Z/n10dgKbLr6L0Z5dlbVWWkeQCx7yImhofhoNV85qts8GI5htbEfT0Knie21n3sbgrkM6mQ3uGAOjxb9NF06o3l+K1+Hk7Q9hrrEdANBw+QwaL5fGqO/IC5hs7bN5b+3D8ozst37rt4r//+d//ue621AU5QndNcbIiEqmL64WuufneRxqUt8QzhL1ud0xFn6mMMl4oD2ALXEWZ68JPkEC/uPyMj6xNaL77zsldBtDDE7PaYXu5gQH1mIdamOIQWeUKbZV4iXg2HQONzcWxkeUJAwu6AtdAPhYX0gldHdYTJmuFNKMqpzr8s8JY7H3tgYs10DaDUdT2Fdf+YQ8rOmju/p9OTalFkm7azjTcTJqMeTmHrqVTmpywTCywQj8yyXXcZ71IUOkFBv10JXx+/2gKAqCIJgKYhI2Qgrd6kd0Fyykay4mG1VCNx2rMew5S4p+o+O12k9YTl9W9nhkc1nkVip0JamiGmUZslbZyIVYic/ng9/vx/KydsFIidm5w3FcQehajOQBhclu79GX0HzhBChJwvk9dxTqEq/hTy8ioDinBYbFUrL88aQS9bjcfwDtZ95G3hfA+T13lv2bSqAoCq2trejs7EQmk8Hg4CDGx8chCAL8fn/5MRBFbLr4LnrfeQmR+SnVR/GpEbSeO4orWw8A0KlRTjZaTsGc6OjHREd/hUdXHczEfvupt9D/1o9U1wpJ88AxXNh9O9LxWheLPP1a7eDirKHIXQ7HEEyVzNd633kJY13bV2zCtNYY1eg2EyIv5w/hwu7bcXnbAYCiEf/GUwimCgs8jMCj59jLFRnzrSd0rwVJ0ozBxV2HiiIXAM7fcLdK6ManRtBw+QwWtuy1d4dtwvKM7Nlnn7VzPzyqxIRJRBfQ1g+SEUpA67isnNDTFIWP9IbwZ0dKN8T/uJzBJ7ZGkBclzOXUKXM1DphRAUBjUP/fsZq2LHNjgw9Di6VJ1+GJktC9siSo2tgk/RRqFaLzYKMff7ovhqffXUJvnMXv7LBew1EJcR8FhiosMgDAEi8hw0uGLZROEb+n1Zrl9Yxcdy5TjdRljeNynblQ2JrQjiNDAR0RFwtdMpppyWG0QSV0U/E6TapiuXRk2YTKqriTYYltfUIekMSVp0qKImLTK+iXSJjPmJnvkKLfaBFAkiRLop+m6cLENpMqvsfmczCKbdMCj5Zz76Dt7BFAknD65gdUdYnBxVn4FI6jPOfX9ETWY6q1D+lIomjGNNy/r+zf+P1+lRGZ2XZGyBFhTcqqTjQzND+NnmMvo/n8cZVxVu+xlzHeua0o6DUT29pNhgsXJD8/9EGc33snBM6nSR1cLTRNFyO4gUAA27Ztw9atW/HKK68AMK/NrBkZxPY3fqCpt1TSc+wnuNq3ByLL6RgQuSRdU2PAUxiDwNIctr75HxrDNBJaEtH7zos4cdcv62R3uGUM9Gu1yUgeAIx1bsP5vXdBYDnc9q0vF8cnMj+FTRdOrmjhbz1AXnscnwMkSTMG5w7cgyv9B4qvL+y9Azte+37xtXyfVOKW80BkWJVJIC0KSI5fRliRni/SDMY6t6n+bqGuGWOd21TR7b4jL+DI5t3O7HiVsTQjE0URHR0diEQiSCadc47zqJzJjHGNLqDnvKyNgJzWMaJScn97QCV0Xx3LYj4nIsNrRa7VaOpqIVsMyVhxXFZysMGHb1woTfLeUtTpniejuTHtd/+3XVE8trMgcO2KmtIUhdoArVrUmMoIaNURWJIkaYTu9g0gdO1IXbbquCzTEWUQZCgsC6XzvjPKwMesj2h5pVCigCjRD9ZaXWIj6kYGi69TCa0ospKO7Pf7kclkEA5br9VmOB94lgOriOSy+ZypwIhOj6Jl4BgElsPFnbeq6s3C81MqcZDzh7Cs0zKGZKJtC/rf+lGxlm2ibYvhtnriVdlHWMZqP2G9FkNsXltvSQk8Ws8dRc+xl4sRCwC44cfP4Ce/8t+KvUF169EsLByILIfXH/o0Gi+dRipRj7ky/RclSYLf71cZkRlh9lkxddlE6AaW5tF35AWNwFXSd+RFHLnvEQAra6eiJGuT+ZLegghFUYox0E/b9acXsf+5f1HV3+sRTC2g7ewRXNp+k2sjeUYLHs0XTmh+++VIHBf23AGB4bD75X8vvt984SQG99yhXfBwc8qqJKH5/HHV+6dvej+GdtxSfD3Stwet594pvu478oIqfV0CVfV0fLvQRHSFPGLTI6pMhoLI267abrhvL7qPvVJcsCPT29PRZFXr7m2FosD7/KqFy7bTh1WbTLRt1q25HrjhbjQOnS72kI7NjKP+wrvAjQft3WcbsLTsLQgC9u7di3/913+1e388VommRpdIc9X20tVGdM8QRlRkVHRzglM5OOdF4IXhzJrV5wKFtGM9Ko/oqh+ShydykK5NXvVaC+lBUcZthaoF2bbJqE53bFnEbLYkxEKsed2pW9C6LqP4O60ESZJ0HJfNhS5NUdhMnF/rvbUQk8+i4dJpJMYva1apI7MTqpS+TCiKLFm7qMMM4VI629ih2caKYJPTlysxo6JpGnkiRZcxMBiJTo9h7/PP4NB3/hZd776B3mMvY8+L31CNQ6U1yjLpeC2O3PsIRnp24vTB9+PqZuMULz3RpnfMyuidGTRN66SslsaAEgW0nvkZbv/ml7Dj9e+rRC4A+DJpdP78zeLrlbjMyvD+IK5uvqGsyAVKNchKIzKj7cwi23JE10jocpk0bvnuV9A6cNQ0mtdw5SziE4X0czJtd71EM8sZcgkGtZmbzp/QiFyRojHctxdXe9VRmu5jL4Pm8ysy41oPaBZ9cvrRzIs7bsHLv/z7uNJ/ACO9u1QO8hQkbP3pfyC0OFt8T6RoLNQ02bjn1UPvWojOjKlc0UWKxkiP+rc/v/dOiIpFrdDSXFHoAEAqXlv1LAW70Out3XxefQ5MtvZpRKvEsDh/w12G3+uWaK4MmcaujNICwGjvLt2/W6ppxGi3ehGg6/B/AWIV6sQcxpIS4TgOTU1N66auz8OYcjW6vTEWyl/x4qKAoUW1gCNbC/XrpGje366+2f3wcgZTRDSZbINjJ01GqcsVRi+3JVhEFCJqKiPi4rWaXU1roTWsxdS0GMoauWdr09DX2m25GvgYCsruTQIo5FaRvnxpSVCl3Uc5ypKJGVmnW4l7tpPQfA5dJ17DnV//IvY9/wxufvbv0XnyDdU2K41ijXdsxaWtNyITjGCkZyeGCZFXroeuTCgUgiRJFZlRFepTzc1nIjNj2Pvjr+HQd55G06XTqs/qr55HrSIavRp3zcm2zTh+169gaOctpmmueqI2EAhoFmqsjgNFUYYij+ZzuPl7f4edr31P099VSdfJ18FeW/V3KpInt5wKBoOmc4typlwsy0KSJPDEeDHXxH7L+WPwK9K6ZZbidVgk6oj73nkBkCRtuuY6iWYanRPKFktKStFMdSRvvL0fr37o93Dyjodx5sb3QWBK963A8hL6jryIQLqUtSXSjGErsfWG3hhEZsYRU/RBlSgKg7tuK7X8oWgM3HC36u/qrl5QvV5KNqyqL7OT6Il9si5zqrUXuaA6e2Y5msTwlhsMv9dNIk/urS1DS6Imoj3Soy/yRnp3I2VgJuiWBR8ZTSq/YjGb5/ym2Ufnb7gbkuLeHJ4ZB/vWT6q+j3ZjWYl87GMfwzPPPGNqbe+x9mhrdNU/cZijcRPRRufZoVJaw1xWxEi69B0sBfToTPhJofv8cAaj6fUV0Q2zFNojlUUvGR1zJDl92WpE1wlIQyqjiO6pmY1XnytDRnVTef0xkCQJx6ZyePync7j5O+P48PNTGE+rF2XI+tydNZylBYHbN6kfIrc0rtAAyCZoPo/Ok2/gzq//NfoPPwdfpmSWtvnIC/ClS+3BVtIzs/CP0Dh16wfw0q/9EY7f9Ssat1+ynY4R8XjcsK+3EQzDIG9gwEOJAna88h3c9u2nNavYSvqOvFCM6mqiWFVOVTQS/XpRTav9hM166baefQdxouYYKJgr8YpJO5fLoPPdNwFJrKiP8moJBoOmjspAYczM0tkZhikIXYMx0DqM1uLYnR/Cq7/0uzh98wOqz+qHz2PT4EmVMOZZH5YstEmyGznVW49SiyXtGIRnJ1QtZCRQ+PmhDyJ9re46F4rg0jZ1OmLXyddVrxdqmxztA7sayIUvJp/TirzmHuRCag+N8c6tWKg1jti6JXUb0DsPMth04aTqvVEDkXdhz50qgajELanbMuQ4qK5rzoeJDn2RJ9EMzu/Vj+q66TwAtGOgZKxzm+niTSpRr1oMWKxvgZQw7im/XrF85+rq6oIkSThw4AA+8pGPoLOzU/eB7bkury2TZcyoAOCDHUG8qWg5871Ly/jdnYUV87NENLcvzurWHB6o96EuQBcF1kJewneH1M6Z9QHnUmT1anRXGr28scGHl0dLUaHDE1l8pDe0riK6VlsMkY7LG0nohlkK84oobIqXoLwFj6UFfPNCGs+cT6scuU/P8fi9N+bw9XtKtaSatOU6a+P0y90hHJvO49XRLO5rDeD97eskrUuS0HruHfQdeQGB9KLuJnKfwNM3F9p/2BXJI9vpGBGJRIoTdqswDIOcQUS35dxRtCnqzYxITlxB3fAAplt6EJ1Ri7xqT2pyuRzi8bjmfVnoKiN2ViO6ekKXUdQlKhFpBlf69+PC7tvReu4dbD7yQvGzznffwGRbHzhFP9W8L4B01D5fDjld3Sw1uVw6O8MwBcduHZEXmp9GQpGpIIHC2/f/BjLhwm8w3dyNmaZO1IwNFbfZrjCiAa61CKrwvLQDnucNBX8xoqsXyRtUC5zp5i5NScLg7kNoP3O4WJ+uTFcF3DW5J68FLpfRLHaM6KVrUjQGbngP9j2vX6K3XtLXraBxXc7nVN4DPMth3MAVOxOJ43L/fl13ZjedBwCu1aemdT8b79hq2oJtpGcXeo6/ojFvc1NUGzAXukYRbSXn996FyOwELuy9E/Nb9uLAVvc5L1ueqT/66KPF//+rv/or3W289kJriyRJmChjRgUAH+gI4InDpTqtn03mMbzEozXCalr06KUtA4XI5/vaAvgXRTud/xpWR/udTF1uCGn/rUrTlmUONmgjuqm8iKtpdW/hrug6Sl3O6NdNnCLqrbcn3bEqb4WC83JJ4KevmaEt5kU89sYcvn1xGaJB2e5zVzI4NpUrOiuTEd3dtdZEho+h8Fc3lTcrcpqmi+9i56vfLbtd25m3cXHXrcgFwogqUvuA6qVo0TRtyT04EAggkahsLPVrdK8J3YGjmu3na5sxsO9utJ9+W9VLse/Ii8iEYypTq2wgjEyVTYVEUdQVK2T6biUp3EXXZQVsPofgwgySE1dU77/+0KeLvY+Htt+MznffLE4EuXwWu175jmp7qzXKK8Hn8xUXNmTHbbNtjTBL2yVTdmeaOooiFwBAURjYdzcO/vCrxbc4IvXdboGTz+eRzWbLLgaZOZIbj0FOR+RpnVPzgTCGtt+M3mMv636/m9I1yTrl8MK0+nOGxUTHVt2/nWjfgrn6FtXiiIybxkCiGQgMZ2g+NtHRr1kYUjK4+3a0nT2iSnOVKMo04r0eIaP7Ssj6ZA00jYEb7sLeF79RfGspXqtr3LSeIRe/ZLLBCGaau8r+fTpeizd+8VMARSHg0rI3y0rk2WefLfvf97///fJftEKefPJJJBIJ1X+bN28ufi5JEp588kn09/ejqakJDzzwAE6fVtdjzc3N4dFHH0V7ezva29vx6KOPYm7OuG7JbczlJCizNyMspWnDAgCtERYH6tUi8NlLBZGqaS1kIozI9GVSVDiZuhzlaI0T70qF7n4idfn0LI+jhBDqiDDF3sJrgZWILi9KODu/cSO6ZOqyLHS/eHwR3xo0FrkyXzheiHQWUpuJ1kJljKjWO+2n39a8x7M+XNh9O5YVE31G4NF97BVEZsdV7pLLkThyweq0xyrXQ1eG4zh0dGiNrMygKAqCT9tKI7g4i5rxy6r3j77nw3jjF/9vTLZvwcA+dT1eYuoq+o68qHpvvr6l6iLPSPST6bs8zyMUsubsqeu6nMtoorkzjR1FkQsUBMHgrkOqbbTRC/siOErxWs5syiy1WY7o6kUzrYi8mU1dmGruNvx+u+tzc7mcpUwGURQNa90pitJN345PXlW1EhEYFuNEKxGZoR23aMoAZNZTJE8QBGSzxj2SzSJYADDR3m9sqERRGLjhPZq3RZrBokuMqGRWI/Ky4Rgub71R9d5Sot5UHK9HjM6FbCCM6Rbja15mrGs7xttL6c2Du2+v2r45hdFvNtq903LLNLsWO53Ccnjn0KFD5Teymb6+PvzgBz8ovpZXMQHgS1/6Ep5++mk8/fTT6Ovrw+c//3k89NBDePvtt4uroJ/4xCcwPDyMb37zm6AoCr/3e7+H3/7t38bXv/51x4/FDibKGFEp+WBnEG9Plib337+0jE9tj+CMxYguANzVHECIpYoCg8RJoQsUeukOLpbGYFuFjssyCT+NrYlSdFsC8LXz6vSXtUxbBqzV6A4u8MgqTon6AI16gzZMbiTMqW++S3kJoiTh6xe0qUoMVUi3/6miXdQPLmdwajaPGEepzLzCLLXu3ZPNCKTmUTM6pHpvcOetuLjrNuSCYSxHE5o+geTEr5oT20pclJuaKp9MalNWc9hEpGvONrRhrGtH8bVen0DSqMqOFDWGYXSdlMn03Ur6Ceu6LudzqLv4c9V7eumal7cdRNfJ13XNmgB7e2Yqz4tgMIi5uTnVM12mXGTbqEY3OX5JlbYv0oyhyBvY9x5ViywlTqQq6h03iVm7qVIvYSK7gYjoTbZtNhR5+UAIQztvQd87L6neFxgWS8l63b9ZCzKZDNra2jAzM4NUKoVgMKhaKOBN0lEBg7RlBVOtvZhtaFNlQywmGyG6pEZZhvf5da/rnD+IqZaesn8/uOs2NF84UeyRfrV3T9X30W6MhO5o9w5rIo+icfQ9v4rE5DDy/iCWko1V3kP7MVrwsJK2vFFY+8KTCmBZFo2NjcX/6uoKBhGSJOErX/kKfv/3fx8PPvggtm3bhq985StYWlrCt771LQDA2bNn8eMf/xhPPfUUDh48iBtvvBF//dd/jeeeew4DAwNreVhVQ2tEZXwhf7BDvTL80/EcRtOCxnHZrD1PkKVwV7PxJJYUY3ZzSGEMFPdpTaUq4QCRvvzdi+r647V219WmLmuFLpm2vJGiuYC2l26al/DT8ZzKTC3EUviLAzGc/nAT/vP+Ok2k9n8dX9T0z91Zw4FxqP+zHWy6cFJVYzdX34KzB99XdNgc7tuLtKI3LC0K6D7xquo7qjm5r8RFeSUIfm1EdxPRRkLvoT5ww12QYPw725GqaCb6leMkSZIlp2qg8FzME4YiybEhdb9IisZY13byTyFwPgzuMY5S2BXJI42VYrEYcjn9tlDlzh+KosAwjEbkkbXpk23aViIyc43tmGzt07zPc36k4tq+0NWEoihLNew0TRtmRnAcp9tiiaTc5HZoxy3IEamZC7WbrEd+HICiKHR3d+O2227Drbfeing8jmw2W4ry0rSh2M37ApjS+Z2JfwDn9t+jemuyrczfrEOMzoWxrh2WjMVyoQjeeuA3cX737Th56EEM7byl7N+sNwyjmRWIPIlhMdvU6UqRC+ifB6lYTSFj6TrB8hLVBz7wgbLbUBRla/ry0NAQtm7dCo7jsH//fvzpn/4pOjs7cenSJYyPj+Puu0vpaMFgELfccgveeust/MZv/AYOHz6MSCSCgwdL7oI33XQTwuEw3nrrLfT1ue9GRkK2FtKrz5XpiLLYW8fh6LWUTQnA/zmXUvXh9dEo22Ll/vYAfnhZ34nb6Yjun+2LQZKAkbSAz+yMIuZb+b9/Y4MP/+dcKTKYIqLWax3RJX/bCws8RElSmW9pjajctSJdDm3qsogfD6sny/e3B/A7O0qRsc/ujuKRF0upfHp1vLtcnrZMpmuSD3W5T6CyHpOS7DGfqUSwrRQydTk5dhmx2VK9sUjRGOveQf4ZlmqaMNq9Hc2D7+p+rx0izyyF2+/3F+tUK+knzHGcpk45TjgnT7X2IR/QNzK63H8AXSde0wjDnD+E5Yg99edkxDoSiUAU9Q31rCyU6BlykZQTeQP77kb9sHrRu1CjbO9zzO/3IxAImNYoA+bjwHEcBEEwrMcDgDznx2TbZsPPAYD3BXBx563Y8rMfF9+bbWw3/Zuj5vgPAAAgAElEQVS1QB6LaDSKPXv2QBAEvPFGqV0az/nA8tqFk9GuHZYiszPN3Xj30AfRdvpnWKxpxMVda5/RWClGIq9cRFtJKlGPgQPvrdYuOY7ePSEdTVrq871R0BuDkZ5drk9HrgTLd3BRFCFJkuo/nudx8eJFvPbaaxgZGTF8UFWD/fv342//9m/xzW9+E1/+8pcxPj6Oe++9FzMzMxgfL0xq6uvV6TX19fWYmJgAAExMTKC2tlZV60NRFOrq6orbuJ3xCiK6APAgEdX9258vqV73xVmwZSJb72sLwGgTp4VuTYDB3xxK4t/vrdO0fakU0pCKZC1bCwGFBYiYInV3KiMWFy1kyB66Gy2iSwrdxbyE711SR94f6lSf4/e3B1SCXwLwHcIt3M31uZpWIhSF0e6dmu0KfQKNI1XVimbm83ldl+FqQgrd+uFzqtfTLT2G9cZkn0CZTCiKbJWNqADziG4oFIIgFBYrKYqy3F7I5/Mhx5hvaza5FVkOF/bcoXl/vt4+IyryvCDTT2UEQbBkZKaXvq2E53yYUNTa6TFf36qqxwOcSVv2+XwIBoPF394Is/OhmLrM+gyzFMa7tlvqAzu04xZMtvYCKPQavrhzfYk8lmU1qd4Mw6gWAowEfyWRvCv9B/DGQ5/CyTseNq7pXcfoXQ/Lkfi6XLiwC73z4HoTeXoLHpVcBxsBy7P1H/7wh6afPfbYY/iHf/iHquyUHu99r3pVaf/+/dizZw+eeeYZHDhwAAA0hhVkT0Y9QwsrfRvdktp8doQDUHqQMelZDAxMGm6/CxSAkhBQtmoBgFY2Y+nYd0f9OLqgFdUzVwax4IDWteP3kSQgzgYxz+ufG8z0ZQzod21xjAMxH16YLl3CXzs+glhHSdwenwhAuZYVXRrDwIB9i1FOw6fV5/u3z0xhYrk0HmFGQmdmGOTp8WsNDP7HrPGkOJkaxcBAGSerdcjw8DD2nvmp6r2RmmYMzi4Aswua7Q937sZdJ17UvL8QjGJoehbArOG/tby8bClSm06nUVNTY2oes1pSKXVNNhmd/nlNG65e1bqoymza1Iu+EfVJMh6pMf2blSAIAhoaGgzvV9PT0xgaGkIgEIAgCDh//ryl752cnMTS3Lzh53mGxTE2Bt7keEYjm9ARiCCSKS12DvtjVR8DmXQ6jeHhYUxNldKrx8bGNFHLXC4HlmXLmjWNjo5iPrds+PlgQyeujBs/C2WWOvbgA6NDCOSz4GkGb9d0YNGmMZCRWyzJv70RgUDA8NyZn5/H1atXEQqFkGdY+HTcdk/EmzFi8Viu7LwH/i23IssFgNn5wn/rBEmSdMdhZGSkeJ9ZlmiQS1spfxgnRQ6w+fdcL/TxAhqI9841dOHqyKju9huRxkwWpK/wsUgj5q6TcwAAfOllKItWJmP1OJfKAanKx8Dn81XcGcEpzLJyqxKWeuCBB/D666/jj//4j1VmUXYSiUTQ39+PwcFB/MIv/AKAQtS2tbW1uM3U1FQxytvQ0ICpqSmVsJUkCdPT05pIMMl6TGvO8BK+f2kZV5YE/MHuQgoYPz4LoDTp629pQF+ffroaAPQB2HlxAidn9FOmDrTVoK+vvCHKw9lFHH1bPZFO+ils3WL/uA0MDNj2+9x0eRrPXdGmZcc4Cjdt6y27QGI3DyOFF14ruYb/LB3CF/oKj7ZUXsTV10oPNArAvbu6dF243Urz3DwwWpqYvzajvp19oDOE7VtayT9Dd4+EfxybwADRFxkAAgzw3l09ZTMZ1iOTExPY8spF1XvT229ES4t+Cm5m0yYsXj6JKOG0m2pqN/yb4r81OYna2tqyAmR5eRk7duywHJ1cCRc3tQAn9D8TGA65PbegxSSlcyTyAHq+9WXQUmkRKNfaU3YMKiWdTmPXrl1obNSv9WpqasLCwgLC4TBomrZ8X6upqcHAZWNRPNG5DY0dnWW/58LB+7D75X8HUOg3m9p1E1pqN1nah0pJp9PYvn276vyZmJjQZIWlUins3LmzbFbAxMQEkDNeTJnfeZPF37MFbza3Ijl+CTObuhALx1D9uH4JURRRV1eHjo4OzM3NmdbqJhIJw3NiYWEBk5OThRRwfxBIq5/pmWAE1M4DaFkH/YBXC8dxuuOwuLiIVKpgvkSHI8CC+r42vnkPWlq1z4ONiu9iAiA07eLuW9HishZBqyE4PaR6vVDbhHD/ThjPijceYn0t+J+/Wuwvf+XGe1b8bAsEAutSD5Wjane9zZs345133qnW15UlkylEGxsbG9HR0YHGxka89NJLqs/ffPPNYk3ujTfeiKWlJRw+fLi4zeHDh5FKpVR1u+udVF7Ef39rDlu/MYpHX5nFXx5bKPZQraRGV+bBTuOoTL9F1+IH2rXf4bQRlR0YpS/3xtk1F7kA8N5W9er/sek8xq71+j0zx0MZ1+qKMhtK5ALa1GXS/PvhLn3jGYam8N926S/g7KjhXClyASA+cQWhxVIU1qyVCACApnH+hrs1b5erTc1kMujo6LAUpWVZ1laRC6AwsTdgvGOLpq8mSTpei6t9e1XvWXElrRSjHroyyvTdSpyqC2ZUxqUWozotdfQY6duD43f8EoY334Aj9z2CRZtELlA4PnKRRK8GlaIoSzW6NE1DZFiIOvW02UAY0ybtg0gy0QRGe3fbkrpOks/nEYvFEAgETJ2XeZ43zaCQWywB+i6roz07gQ0gcgHjWmXl+Oml7V5v6ZrkGCwmG7B4HYlcAJo+sZf7bzTYcuPC+wJ49eHfwdn99+Dt933MfE6wQanane/5559HLGbfg+FP/uRP8Nprr2FoaAg/+9nP8PGPfxzpdBof+chHQFEUPvWpT+Gpp57C97//fZw6dQqf/vSnEQ6H8aEPfQgAsGXLFtxzzz147LHH8Pbbb+Pw4cN47LHHcN9997lqhSLIUnjuSgaz2cKsPicC/3ahkLKlrdG1InSNU6Ws1nR2x1iNKHa6PtcObjQRuuuBhiCDG+rUv9Hzw4UItNaIyr11p0aQrstKEj4Kd5o4gn+oO4iOiHZiuafWXodgO2k6f1z12qyViMxY1zYs1KgjjHNlargkSUJvb68lTwYr9ZWrRTJw0gWsT25P3/x+jHZtx3IkjnP73lN2DFaCUQ9dGWXtYSVO1QzDGArdXCBUkWgf6duDk7c/VNa0aLXoHZ/R2FgR/QzDABSlcV4GKuwX6TA8zyMajYJlWd22UzLl2k2pRJ7Ows5GEXmSJBleG6oWQ8R5sJSox4KNCzfrEWXPbEC/h/RGZ6GuGScPPYjpTV040rsfV/r3r/UurQmZaAKDe+4o7zi+QbE8Y//Lv/xL3ffn5+fx2muv4eTJk/jsZz9btR0jGRkZwSc+8QlMT0+jrq4O+/fvx/PPP4/29sKE5DOf+QyWl5fxh3/4h5ibm8O+ffvw7W9/W/Vw+Pu//3v80R/9ER5++GEAwPvf/358/vOft22f7YCmKHx8cxh/dqSUKvxPZ1P49LYwJis0owKAvjiHbQkWp4j+uQEGukLAiPvbAzgzV0ojrfW7X+jureXAUIBARAr71lGP1fvaAnhHYUL1X8MZ/PrmsNaIqmbjCd0QZyx0P9ARhI8x/py7FtX9zBtzqvdd67gs8Ggi3JYtTWwoGidvfxgH/vMf4csuY6R7R1mzknA4jFgsVjZtGXBG6MIg0pXzB3VbxughcH4ce8+vVnOvNBj10FUSCASQy+UqGjeGYQyj1qNdFvtFOoyeWAmHw5icnFRlAHAcZ+k8k7fhfX5wOXW5yWgFLrNOo+yf7Pf7DRePRFFEKGS8oKOO6KrPhVSs1rY2UdVCEASk0+myvaPz+bxhejfLshAEAQzDaKLx15sBEVDoFds0+C7qrl7AVGsvLu5wX3ugajDcvx/D/ftx9epVtFxn54BHAcsz9s997nO67ycSCXR3d+PLX/4yHnnkkartGMlXv/pV088pisITTzyBJ554wnCbZDKJv/u7v6v2rjnOR/tC+It3Foqpmufmebw5nsNkRp26XG8xqvrBziBOHVM7K22OV9ZL9MM9IXz55FJxn+4wiaa5hTBHY2cNp+mz2rfGPXSV3NcawJNHS7/dS1ezyAqSpofu9g0Z0TU+vx/uKm+U9Ku9IXz+2CKupkvXzYFV9F5eS5hT78C/nCq+zvsClkXeQl0zXvro4/AtLyFTpp0Mz/NoaWkBRVFlzagEQTBN1a0Wgk9/P8a6tlvqF+kUVsSrz+dDKpUqO+FXwjBMIW2XZkCL6mdAuZY6awHZQ1cmHo8jl8uphK7VFG45okmKvHQ0ibn69VuXqWwj5fP5kMnot+or126KYRhI10zYyCwON4i8fD5f3P9y2xldG3IvYYZhMNy3F+2n3wabzyIVq8Glbe4pT7NCPp8v9E3mecO0d5H14cj7PgZK4NfVfdDDw2ksn/2zs8YOnB7O0hBk8P72AJ69VHoofvndJeQUi8ERlkKYsyZ0H+wM4nOE0O2vsOfqlgSHZ95Ti2fOp7GnlsNvbtkY5f43Nvg0Qne9pC4DhQhkY5Aupq0v8RLeHM/qtBZaP/tcLcgaXZm6AI3bLLSX8jMU/uZQAr/642nkROAjvSFsdemCAPvmC6rXY53WWonIiAxbVuQCQDabLRr+BYNBLC8bO91ms1nU1NRY3oeVQhmI6fWWrmklHVl2XK5kgYCmaVAUBZ7zw5ctmRGmIwlbUrBXi1HLqVAopPE+sFrfbSR017vIkx2XgcJvv7y8rOv/UK7dFE3Txaj2WOc2NA2dAlDIahjess+GPa8uPM9bTtc3WjCSWywBQCrZgJ98+DHkzr4LbutuV7YHMiOXy+HgwYPw+XwYHBzExMQEBEHQXXz0RK7H9Y53BbiUj28Oq4Tujwh34HoL9bky/QkWm+MszilcaLclKp/w39sWwL1tG+uBcrDBh787XYqUUQB61lHqMk1ReG9rAP8yUJrg/utAGlOZ0qpHgAG6o+tnn6tF2CB1+YMdQcuGUne3BHDuVzdhMiOsq0h9RWQzYI+8onrLrG/qaggEAsUUynA4jKWlJUMTHUmSTF1kqwUd1kZ4lsMxzDR12P5vV4KV6GQ4HIYgCBWZUcnRPJ7zqYTu6DoVebIBE4neMVsVuhRFQZIkzDa2IzlxBQAg0gyu9u1Z3c7ajFLcRaNRTeq2crtyBohyWvxozy5IDIPY1CjGurYjE7G3j3U1oCgKkUgEPK91wie3M7o25IiuTD4QxkhdK1o2mMgFSiZt4XAYO3fuhCiKGB0dxZkzZyqq7/fwuB4wVUN/8Ad/gKNHj6rem52dLdvY3MN+7mr2o82khtZKfa4MRVH49b5S/Q8F4J7WjfdwWAmk83JPjEXQxARpLbiX+K2+fVEdZduSqCwN3S0YRXQfspC2rCThp90rcgGwx94ElSn95plQFDNNnVX/d0RRVEVo6+rqTJ2Xy5kvVQtfIAiBiFqMdu8CdBx41wqe501rLGXi8Tjy+XxFk1WKokDTNFLxOtX76zFtGVDXpSqhaVolYkRRtDwOcjTv4q5DuNq7G+OJRhy/85eQJsZkvaE83lgshlwup7udFcFfrGWmKIx17cC5A+/FQl1zVfbTbhiGQSQSKZu+bFbnblbjvNEgBT9N02hpaSnbhsvD43rEdCbw1a9+VdW0fmZmBj09PXjttdds3zEPcxhaLU5JrNbnynx6ewSf2RHBzY0+fPnWBHZsQPOildAaYfHJ/kIaIUMBn91tvXbOKe5q8UOZpU6aZ21Ex2VAX+g2Bmnc0nh9rWizb/5Y9Xq0255WIplMBm1tbcXX0WjUdGIaDAYdacPFcRwyAXWqr10R7ZWSy+UsTUJDoRBYtvL2ZQzD4MKeO5ANRiBSNAb23oWlGv1+vesBo6icUtiWcxpWIkfzcsEITtz5ITx780MY695ZlX21C1EUVeNgVvNu2Xnapfh8PsRiMeTz+bLbGeHm468UI8F/PY2Bh4dVKs5ntGIY4OEMv9YXxueOLULU+UkaQ5Xd8Biawp8f8FYD9firmxP4zf4wwhyF9sj6SwGOcjRuafTj5VH96NpGrM8FgIiOGdWDncENGb02I/vLn4TY2gX+Jz9EaHHWNpHHMAwSiVIdr9/vN3URdsRxGYXJ78XePdhx/GUAwEjPTizWrK9+kZIkWaq79fv9K4rK0DSN2U2d+MmHHwNQMKJZr5il4fr9fqTThfRrufWOFci0VTdApnAHAgFDh2mrEV23jYGMz+ezlM1gNg7lHM03ElZ6CXt4eBS4fu4MG5CWMIP3tgbw3BWtU2OlEV0Pc9a7SdG9bQFDobsRHZcB/fZCVtyWNxpSSydyH/oE3ti0FZHxy1iotSddMZFIqASK7LysN7mWJMkxocswDM5suxlLrb2YnRgDvX3fuqtNJdNyzbaTzb4qQZ7grmeBK2M2DoFAAEtLS0XBZ7VWWWlE5BZIIS/XXZIIgmDpWnKz0A0EAggEAmUzGcpFdJ3IIFkPGAl+mqYhSdJ1Mw4eHlbw1JDL+fhm/fTlSmp0PdzPfa3GE8KNmrpcF6AR95Ue6O0RBjc2rP+Jvm1QFObrW20ReZlMBk1N2iipUbplLpdTRX/tRBZ5s5s6cbWurSK3aadgWdZyxKm7u7vi77fSa3a9YCZelXWq5VrqKHGj0NVr0aUn5Mx6xypxazRPFvJKB2o9JEnyUpevYTQObsxs8PCwm7JP3qGhIRw5cgQAsLCwAAAYGBgwvPHu27f+rew3Eve2BrApRGM0rb65VeK67OF+euMcuqMMBhfVRnFJP4XGDXoucDSFz9+UwB/+dA4BCPj/DtWB9laybUGSJF2hG4lEMD8/rxFxPM87Zozihgmu3U6obonmGfXQlYnFYkWzS4ZhLP+2bjgHSPQiuMrUbRlBECwJXTctdiiR202VW9jged40/d+N5wBJLpcre6+QJMkwoisv+GyEsfDwqBZlhe6TTz6JJ598UvXe448/rtlOTpeYmZmp3t55lIWlKfxaXxhfOK7ug9vgpS5fd9zbFsD/PpVSvbctyW3oNKYP94TwK91BnBs4jy0Weud6rIxIJKIbkayrq8PFixc1n1EUZclluBq4IWXR7jRuhmHKtmZZD+RyOd3WQjJKA7NKFgfcOLHXq1UOBoOq1G2ZjWxGpRTyfr/f0JCqnDmZ3E/arYiiiIWFBdTVmTuFmwl+n88HQRAst+VyM4IggOf5om+QU6UyHu7DVOg+/fTTTu2Hxyr49b4Q/tfxRSg9qSo1o/JwP+8zELobHYqicJ35TzlKPp9HY6O+g69RpInjOMfMYda70BVF0dRRtxq4JZrH87yp0PX5fMVjqVTorudzQA898RqPx3H16lXVpN2odpfErUJXmcJtJnQlSSp7Hbl1DIDCIpAVgWom+N2Ywr9S8vk8tm3bhqamJgwPD+Py5ctIp9Ompm4e1yemM5GPfvSjTu2HxyroiLL4UHcQ3xws9NLcUcOhw6THrsfG5JZGPyIshSW+tOSxUY2oPJwjl8sZGiT5fD7dyZnV2spqwDDMmnQDyOfzliamuVwOyWTS1n1x0wS/XORF/nyjR3T1rpFoNFpM3ZbhOM7SxJ2iKFcaETEMU7yOgsEg5ufndX9PKzXbbhY4giBYchk3Wzi7nmp05UwAhmHQ0dGBjo4OLC4uFkstPTxk3HtX8FDxpVsT+B97o/h/tkfwtffUuO5h57F6fAyF97crIgHAdddT1qP6BINB0zRkPeFidwRTCUVRazLBnZ+f14gSPQRBMI1iVgO3CD0rYsXn85nWIerhluOXIXvoyug5D29kQy5AfXxyiyE9aJoue0647TxQQlEU4vF42d/QzMHdjZkNq4Ech2g0ipqamjXaG4/1itdeaIMQYmn84R57J1Me65+/OBDH5SUBZ+fy+MzOKDYnvIiux8oRRbFsNDIUCmFxseQRwPO8JfOcauL0BFcQBNTX1yOdTpcV9XruutXGLdE8sx66MoFAAKlUynIPXcB99ZlGtco+n09zLlsV/HI0z21iT3l8kUjEsNbcavq2G8U+UDiHa2trMTk5aZr1YCb4ryeha7Ro5pZ7oYdzeELXw2MD0Rhi8NwD9d6N3qMqZDIZw/pcmVgshpmZmeLkK5fLoba21ondK+J0RDeTyWDfvn145513ym6rJ16qjVvcVq1EJ4PBIJaXlysSuoC7onlmUX5S0FlN4XZr2qrynAgEAoa/oxXB7+Znnt/vRzweL5sl4rVYKsBx+kabbrkXejiHl7rs4bEBcfMD32P9IElS2X64NTU1xd6nMmZtQOzAaaHr9/tRV1dnaTLlhBuoW0SOlbGIx+PI5XIVj5ub6jMpijI8PqXwEwRhQ6cuC4KgKovgOM7wmtrIhlxA4fisnPNmgv96iugaXRduuRd6OId7ngweHh4eHo7i8/nKTrQjkYhKZJjVkNmFkxNcSZKKfT+tpCQ7Ua/shsmdUV0qSSQSsbytEjeJHJqmDYWb8rgrKQNwo9DN5/OayLbR776RWywBhePz+Xxl3erLRXTXwphvLTAS/G64F3o4iyd0PTw8PDx0sdILl2VZ1aRDz1DHbpz89zKZDFpaWgCUF7F6E3k7cIPIsToWcnuQSttTuUnkmNUqh8PhYp0qz/OWU7jddPwyyh66MnqClud5S9FON0X1lQiCUDy+coLe7PO1MuarJul02tJ2RoLfDffCarK0tGRo4OZRwN1XhIeHh4eHLYiiaDmapBR8TqTqkjg5yacoCnV1dQAK9clmk4xcLueIC6gbohhWRRvDMKivr6/4+92UsmkWlUskEsVSACsu1TJuFLp6Kdx6x2vWO1aJG8cAUC8CmZ0bPM9v6F7CAJBKpcpuY5bSfz0JXVEU0dLSgra2NkiShHQ6fd1E9CvBE7oeHh4eHhqy2WxZIyqZUCgESZIgSdKGF7rRaLT479XV1Wnqk5VQFGUpKr5a3JCyaFaXStLZ2Vnx97tpgm82DvK1JFOJ0HWT2Af0HYTD4bBm8UgURUvXkVujmcoeumbnhhXB79YxAArHZyWTwyyl3033gdWSz+eRTCbR19eH22+/HQcPHkQ4HLYcFb9ecO8V4eHh4eFhG6IoIh6PW9o2kUggn88jm82WNa+yA6cmd7lcTiX+w+GwqbhgGMaya+5qcMPkrpLoZGtra8Xf74YxAArXlZmYUab+cxxn+dx2y/Er0RsH+V5CYuXcYVnWtdE8eSyCwaBhiyUrgt+N54FMPp9HIpEou2hnlh3i5uOvFHIcEokE9u3bh9bW1nW/8OkkntD18PDw8NAgm6NYIZlMIp/Pg+f5NRG6Tk1u8vk8mpubi685jjN1QXXCiApwRzTPSg/d1eCWSJZRD10ZhmGK51QliyRunODrHV8wGNRM0imKsjQWbkjh14Nl2eLxJZNJwywRK4tFbrkOjKivry9bc2o2Dm64F1YLo3Fw63VgF+6+Ijw8PDw8bKGSlNtQKFQ0QnEiVZfEqcldJBLRTCzMxKxT7tNumNzZndLuFqGnTFM1Qj5vrPSOlaFpet2fAyR614eemZ3VRRK31mcqx4FMXVdCUVTZc8LtQrehocGSuZKZ0L2e0FsAcut1YBfuviI8PDw8PKqOlcm4EoZhEAgE4PP51mSiQdO07alagiDoGksZCV2rdYXVYL0LXUmSbI9uu2WCb6VWWZ7EV5r27qZJviAIuueEXuslq+Pg1kiW8vjMXOutCH43nQMkHMeVLQeRtzO63t3gV1AtjPpOcxwHQRDWYI/WJ+54Mnh4eHh4OEY2m0VDQ0NFfxMMBh3vnyvjxAQ3k8no1o7G43HdCEQ2m0UymbR1n2ScEPp6ZDIZS/8uz/O2t1lyS32mWQ9dGb/fD1EUKxa6bhH7gHkKN3kfsToObo1kKY9XmbpOYiXC76ZzgMTv98Pv95cVumbnA03Trh6DSvBaLFnj+jgbPDw8PDwqolJhEgwGHatJJXHiwe73+3XHxKimThRFR3roAoUo4VpEcjKZDLLZbNntcrmc7aLfLdE8K6ItHo8jnU5XlFUBuCuaZ9a+bKVCl2VZ10XzlD10ZYwWDK0sJLrpHCCRRW654ywn+N08BpVgtiDihnuhU3hC18PDw8NDhc/nqziaVFNTU/HEvFrYnaolSZKhyVYkEtGNIFAU5ajwdzqKIYoi6uvrLY27E22W3BLFsHJdxWIxZDIZy32sZdw0wadp2jCFW45oA/pC0Ag3Hb9MPp/XuNub9YgthxvHACjcY62m7Jf73O0R3ampKUvbGY3Dei9lcRp3nw0eHh4eHlUnHA5X/Df19fXYtGmTDXtTHrtXsJeXl9HS0qL7Gcuyuivrfr/f0QmX0xPcTCaDzZs3W5pQKV1l7cItUQwrUblAIFCRwJNx0+TWLEVXWQ6Qz+ctC343TvAFQdAcn9/v10SmrZ4PFEW5LqoNFMob5OeO2XFaSem30ot3PWPlPmY2Dm68DuzEE7oeHh4eHkUqNaKS8fl8KxLI1cBukUNRFGpraw0/14vc2u0yTOK00GVZFslk0tJxOjEWbojoGhkwkfj9/hX1YHZTNM/s2KLRaLGXrJ4QNMJNxy+jZ04WjUY1df9WBb8brgM9lJFteaFHD7MeujJujujyPI9AIGCpl7DR+eDG68BO3Hs2eHh4eHhUjCiKyGQyhp9nMhk0NjY6uEerx+4HeywWM/03wuGwZmLidJslp1fw4/G45fRsJ0zK3FCfmc/nLdVtUxSFmpqaiiNTbprgmgndYDBYPJ+t1GzKuOn4ZfQi24lEQiN0BUGwtJDolswGEqUzeywWM2wxZEXwu1no5nI5bNq0ybCXsozZOHgRXTXuPRs8PDw8PCwjiiJSqRTC4TBisZjhZIim6TWrtV0pdj7YeZ7XbSukJJFIqCYm+Xze8TF0cpKfyWTQ3NwMoCDozSbWVifoq8UNIqeSbIm2traKv99NE3yzKL/P51Mdi9XItpuOX8aol7DVbUnc2lpGGdmOxWKGx2ClPZcb7gVGSJKExsbGYkaDEWU/cpwAACAASURBVGbjcD21WLKC++4KHh4eHh6WEUUR6XQa4XAYt912G/bv34+dO3caRnV9Pp+lNhbrCTuFrpVWS4lEQjUxccJlmMTJyZ0oisUxqa2tNXVezmazZRcKqoFbohhW07i7u7sr/m63TPDLpXAro7hmPVP1/s4tYyCjJ+L16vutRrbdmrqs/J3NeglTFLWhzahomrb07DA7HyiKcvUYVBt3V2x7eHh4eBiSzWYRi8Wwb98+VZpTKBRCfX09FhYWNBPDtaqzXQ12Tm4piiobhQuHw5qJmdOpy05ObGKxWDGtNh6Pl51YOxHddoPAsduUyy2T21wup3EaJvH7/cjlchWnvbtlDGT0jk9PxHAcZ2khx61CV3m8HMcZpu0zDFM2pd8N9wIjWJZFMBgseww0TZuOg5vHoNq4647g4eHh4WEZmqZx4MAB3Vqebdu2aeqABEFwrPdrNbHzoW510qGM1HEcZ7vLMIlTE5t8Po+6urri62AwaCourKQaVgM3RHTtrlVmWdYVIkcUxbILasqIbiW4aYJvFtkmj7uSOuX1fh3oQR6f0fFaOR/cdA6QWO0lvJGj2tXGGwkPDw+PDYjc59Ro0hMIBNDQ0KCqhcpms6ivr3dqF6sGTdO2Te6sRmaVE1anHZcB5yZ3uVwOra2txdflDKmcarNE0/S6r0uz+7xwixGRWQ9dmVAoBEEQNrTztJk5GTk+VgU/y7KuE7rKHroyRr+7lXFwa4sloHTc5YRuuXFw03VgN57Q9fDw8NiALC8vo6Ojw3SbrVu3qqK6FEW5MqIL2PNgz+fzSCQSlrZVmjI54TJM4pTQC4VCGmFrJnSdEv1rVZ/J87ylcRdF0ZJD9WpwS9qqlfTTeDyOTCZT8bXkJpFn1iImGAyqFiGtCn43Chy9cTC6b1gZB7dcB3rI57sX0a0e3kh4eHh4bECCwWBZ0er3+9HU1FScUPn9/opbmqwX7Jjg5nI5yxHumpoa5HI5x1yGSZxIWxVFUdcoJRwO67qkSpLkaK3yWkzulpeXsby8XHY7JwzK3BLRtSJew+Ewstms5R66Mm4SemaR7Xg8XmyxIwjChk5dzuVymmdVKBTStBiSJMmS0HXLdUCSz+eL90tyoUOJlXHwhG4JbyQ8PDw8Nhg8z5d1Cpbp7+8vuua60YhKxo4JLkVRlifasilTLpdzxGWYxInJ3fLysm7bm7q6Ol3nZat9Y6vFWogcq0ZbgiCUNWBaLW6JZFlJPw0EAhW1Y5Jxk9D9/9u78yA5yvN+4N/uuWd29tbu7H1J2l2hi8ISt0ESCQFEORZGmMgpAgKnsCAUAVlSyuVA+DmyOIwCETEEY5yKwmViS6oKJNjIkgkC2YkhyGBFASIkoYMVWqRl5+iZ6d8fWz2Ze7p3+5ju/X6qqEK7M7Pdve/Mvk8/7/s8xXroKsLhcCbQKZf5zWeHJfz5BEEouCFWrJdwMpl0dC9hSZIynxF1dXUle+mquQ52vWFtBAa6REQOE4/H0dvbq+qxXq8X7e3tmQrNdmXEBDcYDKp+3WAwmNkbZkUfYjMmdx6Pp2iwFg6Hi06usyduZjA7yInFYujt7VX1cyvtZdaD2+22RZCjJjvpdrvhcrk079G1Uyar3HXIbrGTTCZVf6aIomira6DIvxbFVoKo7U9ulxs++bJXwNTU1JQ8BzXXwY5jwCi8EkREDlNTU6NpUj04OIgzZ86ozgJXIyOW62lZdqsEMmZVGc5nxuSurq6u6HX2+/1Fgz1BEExdJWD2kk1ZlhGJRFS917xer+GBuB2ymclkUvX7qq6uTvMeXTtcA0W5IN7j8WTORW0PXYWdrgEwcR3yA7Nin6Fq97nbNdDN/tvh9/tLBquyLFe8DnYbA0ZioEtE5CCSJKGtrU3Tc7xeLxYuXGhJJlIvev9h11KISuH3+8tOUIxk9OQuFouhvb295PeLBS9ut1tze5ipMPu6h0IheDweVTc22GJpgpoeuopIJKL5fW2nCX6l4DX7+1oCXbtl84oF/KIoFnxdFEVV18FOYyCbsopB+f9Sy4/V3Piw6zUwgr3eDUREVJYkSUX3UVbS19dn6z+Oeh+7lkJUCiXwsYLRvztZlstm/IsFcmZnts0cv8lkMtNPOBwOI5lMln280cuWAXtMbtX00FUMDg5qfn2Xy2WLbF4qlaqY2c7uJawleLXDOMhWKmgrFug6uY9u/udlqeui5jrYca+2URjoEhE5SG1treZ9bU6gdxZDFEXNFV+bmppMCWiKMXpyFw6HyxY4KRbsmR3ompnJisfjmX7Czc3NJQvHABM3n7SOpcmwQ0bX5XKpHheTORe7FCIqVmk4nxLoOHmfcrEeuor8ceLkFktA4fmpvQFQjF3eB2awz7uBiIjKyp58Tzd6T+6CwaDm16yvr0dHR4eux6GWkUFOKpWqOCnPr7ycSqVMCe6ymTnB9fv9mcxkpfM0qxK3HbI45ZZk6sHn89ligp9OpyuOm1AoBEmSNK8SsVOgW67Qls/nyxnPaq+DHW74FFMso1vs/azmOth1n7IR7PNuICKistLptOb9uU6hd5Azmf6vPp9P83JnvRgZ5MXjcbS2tpZ9TP6kPR6PG943Np9Zga4syznn5vV6KwZvZhTlEgSh6rNZWotLaWWXTFa5HrqKhoYGSJKkOaNb7WMgW7kWZLW1tTkrJbRkdKv9hk++7B66ilAoVHRLhNqMbqk+vNMNA10iIodoaGiYtv3zlNY+apV7rCRJpgdpU2X05LZSRtfr9RZMwMzO6GodA5M1Pj5esHKiXNDicrkMD/AUVmTz0um06utu9NJ+u2SyXC5Xxc/qQCCAdDrt6KXLQOkxUVtbmxPoqX0PiaJoq2AfKN6KrVgvYUDddbDL+8AM9no3EBFRUbFYDN3d3VYfhmW8Xq+qyXY8HkcymUQymSw5EUgkEplCQ3YhiqJhy/WKBbHFZAd7ZvSNzWfW5M7tdhfcCCm3AsDM62DFBD8ajWJ8fLzi48xYzu6kXsJ+v19TD12F3YK8Utci+32TTCY1vY/sdg2Aws+QQCBQMJbVXgePx2OL94EZGOgSETlAfX29Zctmq0GlJYvxeBySJGFgYACXXHIJFi9ejFgsVvSxLpfL1P6vejFqcqf2WmRP1Hw+n+n75MxatlpbW1uQNaurqyuafQHMLcplxQQ/EAioyiKasZzdLgGOmhtHyjXVenPALtcAKN5DN/t7yrlIkqQp4LdbVhsoDPiLtapTex3sNAaMZr+RQEREBebNm2fLP+56KRXkJJNJSJKE/v5+XHrppejr68tUVG5qair6nMkUoqoGRhxzKpVSPcGsra3NBHtmV1wGzNmXFovFiu6Db2xsLFp5OZ1Om5rRNfvmQiqVQktLi+pCQUZndO1SiEjtMtxAIKD5vWTWEn49lAv4s/vFptNpTXUT7BboeTyegmMWBKHg+qj9PLHb+RvJfn/JiYiogFX9W6tFqUBXkiRcdNFF6O/vLwgEh4eHi2Z1J1OIqhoYMbmJx+Nl++dmU4I9WZYtuYZmLF2WZRmRSKTg66FQqOiNhkQiYep+b7MnuLFYDJ2dnaqCMTUFmKbKDhP8VCql+uZHc3Oz5v3ddtqfWenclEAvO+hVw243KtW2ElJ7HezwPjCLvUYCERFREaX2JJXrKxwKhdDc3JwzKTSrFYwRjJjcCIJQsRCVoqamBoIgIJFIFBRWMYMZE/xQKFT0ppLH4yn6dTWtmfRk9gTX5/MhHA4jFApVzCKasZzdDhldLe+PgYEBzb9Tu1SeLtdDV6HcGBEEQdPNXLsFuqX+RuXfGCqW5S3GDu8Ds9hrJOjkySefxPz589Ha2opLLrkEr7/+utWHREREU+B2uwsmd0q2qZz8rK4kSWhqajLkGI1mxMTG6/WqnmC63W54vV5IkoT6+nrdj6USo4O8ZDJZtkhZsWylKIqmZrfNnODLspz5PZeqEJvNjOXsduglnE6nVe9711qICrBPoKtmv2kgEEAqlYLX69X0+WanjKYsyyXfG/l9odVeBzu2WDLKtAt0//mf/xnr16/HXXfdhd27d2Px4sW49tprcejQIasPjYiIJqnUHexKfYWDwSBaWloyeztFUbRlISrAmMmd1msRCATgcrlMr7gMGJ/FSCQSZW+cFMtqejweU4NPMyf40WgUXV1dAP6v52spsiybMibs0EtYFEVDr4Vdli4Xa6mTr66uDolEQvPWHDtldJPJZMnPWeX8FWqvgx3eB2axz0jQyZYtW/BHf/RHuOGGGzA4OIgHHngAra2teOqpp6w+NCIimqT8P+qyLKOhoUHVH/vh4eHMZCIUCtl2yZfek7vJLLsNBoNwu92W7Bk3emLn8/nKBv7FKi+bXZTLzMmtKIqZZf7BYLDs+yaRSJiW5a/2IKdY4SE92SXQBSq/P2pqaibVS9hOQV65gL+2tjanwJ6Wfcp2ugZGqu5PA50lEgm89dZbWLp0ac7Xly5dijfffNOioyIioqnKz+Zp6Svs9/szWV27FqIC9J/gx+NxzS2r6uvrLbtRYHRGt1LQXyyraXZm28ylu9ltllwuV9lJeDKZNC3QrfYJvhkFueywbFUURVV7dNXuS81W7WMgW7nVDvljRcsNRDtdAyNNq0D35MmTSKVSBX+4Z8yYgRMnTlh0VERENFX5QZ7L5dIUpA0PD+PMmTO23Z8L6D+x0VKIStHQ0DCpfYV6MHKCL0lSxerJ+asBJEkytRAVYN7+zHg8XrAtoFxQb/Ry3WxWTPBjsVjJvtz5jL4OdilEpGZZv9vthiAImq+ZnVosCYJQ8uaH1+uF2+0GMLHCRstNEga6E9xWH4AV8j8AZFku+6Fw4MABow+JpoC/HwI4DqY7ZVJz5MiRTLGX//mf/9H0GoIgYHR0FPF43IhDNNzhw4cxNjam2+slk0l8+OGHmp6TTqeRTqctez8eO3YMfr8fR44c0fV1x8fH0djYWPG8Pvnkk8zEdHx8HHV1daZeiyNHjuDw4cOGLx2PRqNob2/PObeRkRGcPn266HxqMmNpso4cOZLzeWCGeDyuqsdpKpVCa2uroWMiHo/j448/rvrVKaIoqroOR48e1byl5OjRoxgZGckJpM0aC1pJkoT333+/5Pc/+eQTCIKAeDwOt9uteuVO9vtAD16v15Iig2rMmjWr5PemVaDb1NQEl8tVkL0dGRkpe+e/3AUkax04cIC/H+I4IADAnj170NHRgfHxcZx77rma/yjbfQwlEgmcPHlSt2yO3++33TX56KOP8Mknn6Cjo0PX143FYpg/f37FSeann36a2e89Pj6OuXPnau6DOhXBYBDJZNLw5bGiKGLOnDkFP/vdd98t+rNdLpdpY+nkyZOQJAlHjhzRfRyU4vV6MT4+nrnJUcr4+DjOPvtsQ1eOSJKEjz/+2JKCcFoEg0FVY+LYsWOYO3euppZlLpcrp1aAmWNBK1EUy16HU6dOIR6P4/PPP8e8efNUXwflfaAXO/49AKbZ0mWv14uFCxdi586dOV/fuXMnzj33XIuOioiI9KAEeF6v15I+rlbTumy13CTI7P6vejGqEFEwGFT12sFgMJNFqbRv1QhmFCJKpVJFA7X6+vqcwjnZzAy6zF6yGY/HEYlEVJ2jLMuGV3W3wx5dNT10Fc3NzZrfR3ZpsQRULjCV/X0Wo9JuWgW6ALBmzRr80z/9E/7hH/4B+/fvx7p163Ds2DHceOONVh8aERFNgcvlytRhsMMeNb2pDXKi0ShkWUZNTU3JYDcWi6G1tVXvQzScUZM7tctAGxoaMkvfrcioeTwew4OceDyeaSuULRAIFL0ZUK59ihHMrrqcTqfR1tZWtL1UPjNufoiiWPWVp7XsX+/r69N8zexSeVpNwB8IBJBMJjUX5ar2MWCWabV0GQBWrFiBTz/9FA888ACOHz+O4eFhPP/886qrcxIRUXUSRRHxeBy9vb1WH4olPB4PUqlUyf2Z0WgUfr8f8+fPRyQSgSRJ2LlzZ9HHC4KAmpoaow9Zd0YEuolEItNGp5LsrKbZ2VzAnCxOqTZLoigWXbacSCRMLfJmdiYrFApl9i8eP3687O9dqSJstGrP5mkJdCezDN/r9ZZcXVBNkslkxc/ZhoYGfPjhh5p7clf7GDDLtAt0AeDmm2/GzTffbPVhEBGRjkRRRDAYtGWApodSWYxkMglRFDFv3jxEIpHMRNvj8aCrqwtHjx4tCHb9fn/F/YbVyIggQpIk1YGassTZqlZVRlfclWW57N73QCBQUH3YjOW62cyc4KdSKTQ3NwOYuMmRTCYrBrpmsEM2z8gVD3YJ8hKJRMWAX9kOofXGmV2ugdGq/51ARESkQjqdRktLi9WHYZlS+9ISiQTOO+88tLW1FQRBs2bNKvocMwMTPRkxuRNFUfX1ULKaiUSiYjsiIxg9uY1Go+js7Cz5/WAwWDCezN6rLIqiactWs5dxV6oMrKYqs16qPcgxekzYpcWSmtZJyioArZXUzXwfVDMGukRE5Agulws9PT1WH4ZlSk3uwuFwyUml2+1GV1dXplIwMJEBtmMhKsCYCb7W1iaBQADpdNqSa2j0BF8UxbLLuJubmwvac5m1XFdhxj5lhdfrzawgKbV0W2HmzY9qz+ia0UvYLipl+V0uFzwej6b9uYC574NqVt3vBCIiIpVmzZpl2tLAalQsyInFYhXbasycOTNnQhSPx22bGTdigq91CbLyeCuKURldcTccDpe9xuFwuODnm/2eNKsQkSzLBYFrubGSSqVMqwZvRaCrtMBRw+gx4XK5qj7YBybGqprj9Hg8kyrIZYd9ykar/lFARESkwnTdm6solsWQZblioOtyudDd3Z3J6gqCgHA4bMgxGk3vTE48HtdcSKmpqQmyLFsy0RYEwbCfm06nK77H8isvy7JsesCvFGUzWrFl3Eo2vxg1y1T1YkVGM51Oq/q5ZizhtkOLJQCqs7Qul0vz3zc7tVgyEgNdIiIiByiW0a2vr1dVVGpgYCAzMQwEArZa+pdN7yCvVM/Ycmpray29UWDU7y4ej1dsOZUfzMXj8bLFq4xgVka32DLuxsbGnG0A+cdl1vvKipss4XBY1eoHM5Zw26HFEqC+Mns4HNb8mWKXFktGq/5RQERERBWJopiTxYhGo0X7nRbjcrnQ29uLRCJhSbVgvbjdbl0nd0olby0CgYClLa6MzOiqWXqbvSzVzOW6CrP2JtbW1hZc67q6upLjz8yCXGbfqJIkCS0tLaqWJKdSKVP2r1f7zTotlZQjkYjmLDj36E5goEtEROQA+VkMURQrZuCy9ff3I5VKmZ6B05Pek7tgMKi5kJIgCGUrExvNqAm+z+dTtdQyHA5nlg4LgmD6jRMzlq3GYjG0tbUVfF1pL1WMmUu4zQ7yEokEOjo6EA6HkUwmyz7WrCXc1Z7RTSaTqrO0M2bMmFR7IQa6DHSJiIgcQ5ncybKMxsZGTZM9URQxe/ZsTcFxtdG6XK/cRNDs/q96MWqCrzZgbWxszFReNnO5rsKM1jKyLCMSiRR8vVQQJ0mSqcvZBUEwNcgJBoPw+/1Fq27nM2tMVHtGV00P3amwS4slozHQJSIicgglyIlGo5NqtdTb22vbQlSA+gIskiQhGo1ClmVIklT0MZMpRFUNjAh0U6mU6nGR/TgrqqCbEeAEg8GS2e1i55xIJMq2ZdKbmfszU6lU5tzUFEwya0xUe0YXMLZfOQPdCdU/CoiIiEgVZZLv8XhMnVhXi0oTfCXAjUQiWLJkCS644IKSSy0nU4iqGhgR6CUSCdUtp/x+f+YYrAp0jZzgp1IpNDc3l/x+KBQqqPosCIKpqwPMrLgbj8czS/W9Xi88Hk/Zx5u1hLvaA123223ovm23281AFwx0iYiIHMPlciGdTqO5uXlaTnJKFaOSZTknwJ0zZw48Hg88Hg+6urqKZnXdbrclvXCnyogJvizLmpZZBgIBTXsQ9WT03sR4PF62yFtTU1PB8l2Xy2VqMSozA12Px5NTcKzczQ1JkkwpRAVY12Kp0tJthdE3gfKLE05XDHSJiIgcQhAERKNRS6v+WqlUNm98fByLFy/OBLjZZs2aVTQoCAQCtrxZYMQE3+v1qu75CUxcO7OX6yoEQTA0yPF6vWWzs8WCe7Mz22YtXZZlGXV1dTnvk3J7uc0cE1ZkdGOxWMmtEPmMHhNGvw/sgoEuERGRQ7hcLgQCAdOyJtWm1MTO5/OVrCbtdrvR1dWV0/9UlmXb7lU2YnKrddmtUn3XqmJeRk7wK+1DzV66nf01M5kV6MZiMbS3t+d8ra6urmSwZ1bFZcCajK7b7Vb1uZFOp1l52iS8AkRERA4hyzJmzJhh9WFYplhGN5VKVbwmM2fOzFnmZ9dCVID+FXe1FKJSNDc3Q5IkTVlgPRk1wVfTAzY/mDMrqMlmZpCXv3e7sbEx56ZRNjOXcFsR6NbV1an6XScSCTQ0NBh+PMzoMtAlIiJyDJ/Ph76+PqsPwzLFJnaxWKziUm6Xy4Xu7u7MBD2dTtu2mJfe2bx4PK66EJUiFAohFApZtvTbqAl+PB5XdSMpO9hJJBKm96Y2K8AJh8MFP6umpqbk793MgN/sFktKb2U1vYTV3DDRAwNdBrpERESOMTw8bMsCSnoplskLhUKq2p4MDAxkJsZut9uSisF60LsQkSAImiflXq8X/f39uh2DVkZldNVei+zKy8lkMqdYkxnMaC0jSVLRGyBut7tkJt/MglxmtlgCJlbTtLa2quolbNYSbjvWGNAbA10iIiKHsGtwppf8AiySJKG1tVXVc10uF3p7e5FIJGxbiArQP9BV0zKmmIGBAd2OQSujMlk+nw9ut7vi47KDHVEUHbl0OZFIoKOjo+j3in0Omb2E28zK08BEJtvtdqu6qeb1ek35HTGjy0CXiIiIHCQ7QE0kEujp6VH9XCULaddCVID+mSyrCkpNhVETfLXXoqamJrM6wKygJpvRLZaAiWtR6sZaKBQq+PnxeNzU7QAej6egn7FRJEnK9FZWc2PIrBuSDHQZ6BIREZGDZC9bra2t1bRcUhRF9PX1ZSatdqQ20E2n0/j8888hSVLJKrlm7SXUmxFLl5PJpOprkZ35tWKVhSiKhlbcTaVSZYsp1dfXFxSkSqfTpo4lM5cuS5KU01u50u+8XAsmPbHqMgNdIiIichAlixGPxwtan6jR39+PtrY2vQ/LNJWyOOl0GuPj4wiFQrjooovwxS9+sWTmS23xpWpjRCZLa1EuZZmuVXvm1SyxnqxYLJYT2OVraGgouHliZmshwNxA1+/355xbuUBWkiTTVowwo8tAl4iIiBxEWbqcSqVK7iF0snKT2/HxcQQCAVx44YX4whe+kNlXmF1xOttkClFVAyMm+IIgaApQAoEAJEmy7PoZmc3zeDxlzysYDBb8fJ/PZ2qG0awgr1iF9nK9hBOJhGlLuBnoMtAlIiIiB1Emd/X19ZMqomR3pSruxmIxzJkzB4sXLy4omJPfR1jh9XoNzQwaRRRF3feoBgIBTYFDbW0txsfHTemXWoyRQU4wGCxbrK1Yv1yzl3C7XC5TAutYLIbOzs6cr5XrJWxmZlsURVMLclUjBrpERETkGKIoIhqNFkw+p4tSAY4syyWXcrtcLvT09BS0RbFjISrAmIq7WvdVKpWXzdqPmc+oIC+dTquqLJwfzJm9hNusGzQul6ugT3K5HtLFbgIYxezK09WIgS4RERE5hiiKEATB1vtsp6JYoCvLMhobG8tm+fr7+3Mm53YtRAXovz9zMr1wQ6GQqUFNPqMC3VgspmqvcjAYzGTVrVjCbUYvYWBi5Uj+z/F4PCV7CTt1n3K1YqBLREREjiEIAhobG6dtxVEl0M8WjUbR29tb9nlKH2ElqxuLxVT3IK42Ho9H16XLkynK5fF4LN0jbtTSZVmWCzKYxTQ2NmbGUiKRMH0JtxHL1/PFYrGSN9RKLdU288YHM7oMdImIiMhBlGW401l+kON2u9HU1FTxeX19fZkbBIIgqFqiWo30zmRpLUSlmD9/vm7HoJVRN3q8Xq+qYK2+vj6nmrfZS7iNbrEETCzjLnUzKDujnf14M6+Dz+djoGv1ARARERHppaOjQ1VQ52TZE/x0Oo2mpiZVyziVPsLxeBx+v9+WhagA/TNZWgtRKaxatgwYl9FVG6gFAoHMOHS73SWX8hrJ6KrD4XC45HukoaGhoCBVPB43NbOt98oGO2KgS0RERI5RU1Njyt68apY9wVezbDlbT08PRFG0bSEqQFuAk0qlMDY2VrKXMGB+NlIPRgR5agtRARM3TZTlu1b1EjYyoytJUtnl7MV6CafTaVP3KrO9EANdIiIiIkfJnuD6fD5VeyoVoihiYGBAc/GlaqJmgp9KpTA+Po76+nqcf/75JdvBSJKk6fpVC0EQdM/mxeNxTfu2lQDXqsy2kYFeIpEoW9m9WC9hM1sLAeYV5Kpm9lyTQkRERERFKZPbVCqluYgSAHR3d9t6yWO5CX4qlUIikUBLSwuGhoYyWceWlhaMjo4WBEeJRGJS19Bqyj5lPYM9rRnJYDCIsbExy1YHGNlH1ufzlQ1ai1Xc9vl8phbJY0aXGV0iIiIiR1EmuLFYDH19fZqfLwiCratWl5rgp9NpuN1ufPGLX8TChQtzKuMODQ0VzepOthCV1YyouOvz+TRlZ5ubm3H69GnTKy4rjBzDapazW91LmBldBrpEREREjqIEeqFQyNZ7bSer1AQ/Go1i3rx5RVu/+P1+tLa2FuzVLbYE1Q6MCHS17lWura1FKpWy7EaBURnNVCqlaq9yfuVlswNdM1osVTv7vXOJiIiIqCRRFCFJkm374E6VIAhFA12/31927/HQ0FCm96vCjoWoAP1bLE0mYFUqdzutGJXavcrZvYQlSTI94BcEYdovX2agS0REROQgLpcLkiRN637C+YFuKpVCS0tL2ef4fD60t7cjmUwCmAhOrFp2O1V6B7qT2assCAK6y9taBAAAGLVJREFUu7sty4gbGeSp2auc3Us4kUhYMpbsuBpBT9P77ImIiIgcRhRF1NTUWNrH1Wr5QU4sFlPVZmlwcDCzV9euhagA/YM8WZYnVYl73rx5uh6HFkYFul6vV1Vf4OxewoA1qwOY0SUiIiIix/B4PGVbn0wH+ZmsmpoaVYGG1+tFR0cHksmkrfsJ6x3gqA3ujD4OLYxosQRA9ZjI7iXs8Xgmdf2mioEuERERETlGJBJBR0eH1YdhqexAV+t+5cHBQUiSZNtCVIC2iruSJOHzzz8v2UsYUB/cVRO9l28D2vcqK/uTixVAMwOrLhMRERGRY9TX18Ptdlt9GJbKD3S7u7tVP9fj8aCjo8OyIkp6UJPJkyQJ0WgUkUgES5YsKZn9tLJy8lQYUXk6Ho9X3OudLRgMIp1OWxboTveM7vT+FCQiIiIix8kOdMPhsOb9yoODgxgbG9P7sExTLsCRJAmpVAodHR2YNWsWPB4PAKCnpwcHDx4suFZag7tq4fF4CtpFTZUgCKoKUSmam5tx6NAhy66fUphuumKgS0RERESOogR6sVgMs2fP1vx8t9uN+vp6vQ/LNKIoFl22Kssy/H4/Fi1alAlwFf39/fjoo48KnqM1uKsWPp9P94yu1+stuG7l1NbWIhaLobGxUdfjUMuuS+/1Mr3PnoiIiIgcRwnyZFmetvuVi2V1o9EohoeHiwZrLpcLvb29Bb2EtQZ31cKIpcta9yr7/X7IsmzZ0u/pvnSZgS4REREROYqSyZrO+5WLZfO8Xm/ZTHVfX1/B8+xYiAqYyMrrWYwplUppzmwLgoCmpibu0bUIA10iIiIichSXy4VoNIquri6rD8Uy+UFOKpVCc3Nz2eBPFEX09fVlsrp2LUQFaKs8rUYsFptUX+WhoSHLlhC7XC7ds9p2wkCXiIiIiBzF7XZDlmVNbYWcJj/Qjcfj6O3trfi8np6eTGBm10JUgP7ZzMnuVbby+hnRYslOGOgSERERkaN4PB40NjZO62I8+eceCARUZWdFUcTAwABisZhtC1EB2jO6yWSyZIslYKK4ld2WwTPQJSIiIiJyEJ/Ph4GBAasPw1LZGc1kMqkps9jd3Q2PxwOv12u74E7hcrnKBq6KZDKJaDSKpqYmRKPRko+z415lIwpy2Yk9Ry4RERERUQkzZsywrKVLtcjO6KpdtqwQBAEDAwM4cuSIAUdmDkEQymb0k8kkJElCe3s7BgcH4fF4kEwmcfr06aL7m+2Y2Z7uGV0GukREREREDpMdrIXDYc2Vfzs7O23dSxgovU83Fouhra0tE+Aq5syZg927dyMQCBQ83o77vZW96tMVly4TERERETmMEuQlEglEIhHNzxcEwbYVlxXFMrqpVAodHR2YO3duQX9gv9+PlpYWpFKpgtepqakx9FiNwPZCRERERETkKIIgQJZlpFIpdHd3W304ligW6MVisbLLuIeHh5FIJHK+ZsdCVID+LZbsxjaB7lVXXYX6+vqc/2666aacx4yOjuLrX/86uru70d3dja9//esYHR3Necxvf/tbXHnllYhEIhgeHsamTZumdUqfiIiIiJxH2Z9ZW1tbkLmcLopldGtqahAMBks+x+fzIRKJ5GR17ViICmBG11a3JlatWoVvf/vbmX/n7zW4+eabcfjwYbzwwgsQBAF/9md/hj/90z/Fc889BwA4ffo0vvzlL+OCCy7Aq6++igMHDmDNmjUIBoO4/fbbTT0XIiIiIiKjeDwexGIxzJw50+pDsUx+oCtJErq6uio+b3BwEL/4xS8QDAaRTCZtWYgKYKBrq0A3GAyW3Ai+f/9+/OxnP8PLL7+Mc889FwDw8MMP44orrsCBAwcwa9YsvPDCC4hGo/i7v/s7BAIBzJkzB//93/+Nxx57DLfddtu0Tu0TERERkXMoVYTb2tqsPhTL5Ad6yWQSPT09FZ/n8/nQ3t6OkZERxONxTa2Zqsl07iMN2GjpMgC8+OKL6O/vx3nnnYdvfetbOHPmTOZ7e/fuRU1NTSbIBYDzzjsPoVAIb775ZuYx559/fk4ltWXLluHo0aM4ePCgeSdCRERERGQgr9eLxsbGaZ3Vyw/0ampq4PV6VT13cHAQkiTZuiiXIAiqfv+yLGN8fByiKGJ8fNyEIzOHbTK61157Lbq6uhCJRPC73/0O9957L/bt24ef/vSnAIATJ06gqakpJysrCAKam5tx4sSJzGPa29tzXnfGjBmZ72npL0ZEREREVK0CgQBmz55t9WFYKjvIi8ViGBoaUv1cr9eL9vZ2nDhxwtY3C8pldZUAt7a2FosXL0ZDQwP+4z/+A2fOnLH1OSssDXT/3//7f3jwwQfLPmbHjh24+OKL8Sd/8ieZr5111lno7e3FsmXL8NZbb2HhwoUAUHTpsSzLBcFv/vdLPVdx4MCBiudC1uHvhwCOA5rAcUAAxwFN4DiYcOrUKasPwTKHDx8GABw5cgSxWAydnZ2axoXL5YIkSbYeS0ePHi0atMbjcfj9fgwMDKCurg4jIyMYGRmBz+fD22+/nVOwy+v1Vm1P5VmzZpX8nqWB7q233oqVK1eWfUxnZ2fRr5999tlwuVz44IMPsHDhQrS0tGBkZCQnsJVlGSdPnsxkbVtaWjLZXcXIyAiA/8vsFlPuApK1lP3XNL1xHBDAcUATOA4I4DigCbFYDPv27UNnZyd8Ph+Gh4c1v8ZknlNNjh8/XtBhRpZlBINBfOELXyj6nGQyidHR0UyA7Pf7bfl+sjTQbWpqQlNT06Se+9vf/hapVCpTnGrx4sUYGxvD3r17M/t09+7di88//zzz78WLF+Oee+5BLBbLVGzeuXMn2traVG1MJyIiIiIie1BaLEWjUVsGanpQ+ilni0ajmDNnTsnnDA0NYffu3Tl1jezIFsWoPvzwQ2zatAm/+c1vcPDgQfzbv/0bVq9ejfnz5+O8884DMLFh/LLLLsOdd96JX/3qV9i7dy/uvPNOXH755ZmB/ZWvfAWBQADf+MY38O6772L79u3YvHkzvvGNb7DiMhERERGRgyiBriiKtq2cPFVud2Fe0+12l002+v1+tLa25vQStiNbBLoejwe7du3CihUrsGjRIqxbtw5LlizBtm3bctac//3f/z3mzp2LFStW4JprrsHcuXPx+OOPZ75fV1eHn/zkJzh69CiWLFmCtWvXYs2aNbjtttusOC0iIiIiIjKIx+NBOp1GY2PjtG21k78/N51OFxTwLWZoaAjxeNzIQzOcLaoud3Z24l/+5V8qPq6hoQFPPPFE2cecddZZeOmll/Q6NCIiIiIiqkI+nw/j4+Po6+uz+lAskx/gR6NRLFiwoOLzlF7CJ0+eNOrQDDc9b20QEREREZGjeTweuFyuqq0YbIb8jK7P51N9PQYHB5FIJIw4LFMw0CUiIiIiIsdxuVxob2+f1rV4sjO6qVSqbKeZfEov4WQyacShGY6BLhEREREROU4oFEJ/f7/Vh2Ept9uNdDoNYKLdktbrMTg4mNNT104Y6BIRERERkeOIogiPx2P1YVhKKcgFTAT+WoNWj8eD+fPnG3FohmOgS0RERERE5EBKiyVJktDa2jqp17Dr0m9bVF0mIiIiIiIibZSMbjqdRk9Pj9WHYypmdImIiIiIiBxIyeiGw2H4fD6rD8dUDHSJiIiIiIgcyO12IxaLoaOjw+pDMR0DXSIiIiIiIgdyuVxIJpMMdImIiIiIiMgZlF7Cbvf0K83EQJeIiIiIiMiBfD4f5s6da/VhWIKBLhERERERkQOJoohwOGz1YViCgS4RERERERE5CgNdIiIiIiIichQGukREREREROQoDHSJiIiIiIjIURjoEhERERERkaMw0CUiIiIiIiJHYaBLREREREREjsJAl4iIiIiIiByFgS4RERERERE5CgNdIiIiIiIichQGukREREREROQoDHSJiIiIiIjIURjoEhERERERkaMw0CUiIiIiIiJHYaBLREREREREjiKMjo7KVh8EERERERERkV6Y0SUiIiIiIiJHYaBLREREREREjsJAl4iIiIiIiByFgS4RERERERE5CgNdIiIiIiIichQGumSZ733ve1iyZAm6urowMDCA6667Du+++27OY2RZxsaNGzE0NIRIJIKrrroK7733Xs5jHnzwQVx++eVob29HfX190Z9VX19f8N9TTz1l2LmRemaNg61btxYdB/X19fjP//xPQ8+RKjPz82DXrl34/d//fXR2dmJwcBB/+Zd/iWQyadi5kTZ6jIWDBw/itttuw4IFCxCJRLBgwQLce++9iEajOa+zbt06XHrppWhtbcW8efNMOT9Sx6xxMDIyghUrVmBoaAgtLS0466yzcPfdd+Ozzz4z7VypNDM/DzhXdB4GumSZ1157DatXr8a//uu/Yvv27XC73fjDP/xDnDp1KvOYv/mbv8GWLVuwadMmvPrqq5gxYwa+/OUv48yZM5nHxONxLF++HLfeemvZn/fII49g//79mf+uv/56w86N1DNrHKxYsSLn979//36sXLkSPT09OPvssw0/TyrPrHGwb98+XHvttViyZAl2796NH/zgB3jppZdwzz33GH2KpJIeY+HAgQNIpVL43ve+hzfeeAP3338/nn32Waxfvz7nZ6XTaVx//fX46le/auo5UmVmjQNRFLF8+XI8++yz+PWvf43HHnsMu3btwh133GH6OVMhMz8PAM4VnYZ9dKlqjI2Nobu7G1u3bsUVV1wBWZYxNDSEW265BXfffTcAIBqNYtasWbjvvvtw44035jx/27ZtuOGGGzA6Olrw2vX19fjRj36EL33pS6acC02ekeMg2/j4OIaGhnDHHXfgrrvuMux8aHKMGgd/9Vd/hVdeeQW//OUvM1976aWXcOONN+LAgQMIh8PGnxxpMtWxoHjyySfxne98Bx9++GHB9x599FE88cQTeOeddww9F5o8M8aB4vvf/z4efvhh7N+/35Bzockzchxwrug8zOhS1RgbG0M6nc4sNzx48CCOHz+OpUuXZh4TCARwwQUX4M0339T8+uvXr0d/fz+WLFmCp556Cul0WrdjJ/0YPQ4UP/nJTzA+Po5Vq1ZN+ZhJf0aNg3g8Dr/fn/O1QCCAWCyGt956S5+DJ13pNRbOnDlTcjk7VT+zxsHRo0exY8cOXHjhhfodPOnG6HHAuaKzMNClqrF+/XrMmzcPixcvBgAcP34cADBjxoycx82YMQMnTpzQ9Np/8Rd/gaeeego//elPsWLFCnzrW9/CQw89pM+Bk66MHAfZfvSjH+Hyyy9HJBKZ/MGSYYwaB8uWLcOvf/1rPPvss0gmk/j444+xadOmnJ9B1UWPsXDo0CE8+uijWL16tbEHS4YxehysXr0abW1tGB4eRk1NDbZs2aLzGZAejBwHnCs6j9vqAyACJj5c3njjDbz88stwuVw53xMEIeffsiwXfK2Sb37zm5n/nz9/PtLpNB566CGsXbt28gdNujN6HCjee+897N27F88///ykj5WMY+Q4WLp0Ke677z5885vfxJo1a+Dz+bB27Vrs2bOn4GeR9fQYCydOnMA111yDJUuWYM2aNYYeLxnDjHHw13/911i3bh0OHDiA++67Dxs2bMDmzZv1PRGaEqPHAeeKzsOMLlluw4YNePHFF7F9+3b09vZmvt7a2goABXfkRkZGCu7caXXOOefg9OnTU8oIkr7MHAdPP/00Ojs7cdlll036eMkYZoyD2267DQcPHsS+ffvw/vvv48orrwQA9PT0TO3gSVd6jIXjx4/j6quvxvDwMB5//PFJ3xwj65g1DlpbWzF79mxcddVVePjhh/H000/j8OHD+p8QTYoVnwecK9ofA12y1Lp16/DjH/8Y27dvx+zZs3O+19PTg9bWVuzcuTPztVgshj179uDcc8+d0s9955134Pf7UVdXN6XXIX2YOQ5isRiee+45rFq1CqLIj8BqYuY4EAQBbW1tCAQC+PGPf4zOzk4sWLBgyudA+tBjLBw7dgzLly/H7Nmz8YMf/ABuNxex2Y1V40DZl5lIJHQ6E5oKq8YB54r2x099sszdd9+N5557Dv/4j/+I+vr6zD6LUCiEmpoaCIKAW2+9FQ899BBmzZqFmTNn4sEHH0QoFMJXvvKVzOscOnQIp06dwkcffQQA+K//+i8AQH9/P2pqavDSSy/hxIkTWLRoEQKBAH75y19i48aNuOGGG+Dz+cw/ccph1jhQbNu2DadPn8bXvvY1E8+SKjFzHDzyyCNYtmwZRFHEjh07sHnzZvzwhz/k0uUqocdYOHr0KJYvX45IJIKNGzfi5MmTmddvbm7O/K4/+OADjI2N4ejRo5AkKTNehoaG4PV6TT5zymbWOHj55Zfx6aefYuHChQiFQvjd736Hb3/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred_uc = results.get_forecast(steps=100)\n", "pred_ci = pred_uc.conf_int()\n", "ax = x.plot(label='observed', figsize=(14, 7))\n", "pred_uc.predicted_mean.plot(ax=ax, label='Forecast')\n", "ax.fill_between(pred_ci.index,\n", " pred_ci.iloc[:, 0],\n", " pred_ci.iloc[:, 1], color='k', alpha=.25)\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Furniture Sales')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SARIMA 모델은 판매량의 seasonality를 잘 잡아내고 있다. 우리가 예측하려는 timeline이 현재에서부터 멀어질수록 우리가 예측하는 값에 대해서 신뢰도가 떨어지는 것은 자연스러운 일이다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Time series analysis for furniture sales vs. office supplies sales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furniture와 office supplies의 판매량에 대하여 비교하는 모델을 만들어보겠습니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data preprocessing" ] }, { "cell_type": "code", "execution_count": 221, "metadata": {}, "outputs": [], "source": [ "furniture = df.loc[df['Category'] == 'Furniture']\n", "office = df.loc[df['Category'] == 'Office Supplies']" ] }, { "cell_type": "code", "execution_count": 222, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2121, 21)\n", "(6026, 21)\n" ] } ], "source": [ "print(furniture.shape)\n", "print(office.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "사용하지 않을 column들을 삭제합니다." ] }, { "cell_type": "code", "execution_count": 226, "metadata": {}, "outputs": [], "source": [ "cols = ['Row ID', 'Order ID', 'Ship Date', 'Ship Mode', \n", " 'Customer ID', 'Customer Name', 'Segment', 'Country', \n", " 'City', 'State', 'Postal Code', 'Region', 'Product ID', \n", " 'Category', 'Sub-Category', 'Product Name', 'Quantity', \n", " 'Discount', 'Profit']" ] }, { "cell_type": "code", "execution_count": 225, "metadata": {}, "outputs": [], "source": [ "furniture.drop(cols, axis=1, inplace=True)\n", "office.drop(cols, axis=1, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "판매일자 순으로 정렬합니다." ] }, { "cell_type": "code", "execution_count": 227, "metadata": {}, "outputs": [], "source": [ "furniture = furniture.sort_values('Order Date')\n", "office = office.sort_values('Order Date')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "판매량의 합을 구합니다." ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [], "source": [ "furniture = furniture.groupby('Order Date') \\\n", " .agg({'Sales': 'sum'}).reset_index()\n", "office = office.groupby('Order Date') \\\n", " .agg({'Sales': 'sum'}).reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time index를 생성합니다." ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [], "source": [ "furniture = furniture.set_index('Order Date')\n", "office = office.set_index('Order Date')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "월별 판매량으로 변경합니다." ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [], "source": [ "x_furniture = furniture['Sales'].resample('MS').mean()\n", "x_office = office['Sales'].resample('MS').mean()" ] }, { "cell_type": "code", "execution_count": 240, "metadata": {}, "outputs": [], "source": [ "furniture = pd.DataFrame(\n", " {'Order Date':x_furniture.index, \n", " 'furniture_sales':x_furniture.values}\n", ")\n", "office = pd.DataFrame(\n", " {'Order Date': x_office.index, \n", " 'office_sales': x_office.values}\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "두 개의 DataFrame을 merge 합니다." ] }, { "cell_type": "code", "execution_count": 241, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Order Datefurniture_salesoffice_sales
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\n", "
" ], "text/plain": [ " Order Date furniture_sales office_sales\n", "0 2014-01-01 480.194231 285.357647\n", "1 2014-02-01 367.931600 63.042588\n", "2 2014-03-01 857.291529 391.176318\n", "3 2014-04-01 567.488357 464.794750\n", "4 2014-05-01 432.049188 324.346545" ] }, "execution_count": 241, "metadata": {}, "output_type": "execute_result" } ], "source": [ "store = furniture.merge(\n", " office, how='inner', on='Order Date'\n", ")\n", "store.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 242, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 242, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AeHl5qczT19dH+/btsXfvXly/fh12dnYab7coiYmJ5bKdwrRp06bI+S1atFAEN15nZ2eH69evV1SzNOLs7Kx2vL/8sViTkpLUZq7mj0169+5djfaTmpqKX375BYcPH0ZUVBRSU1MFQfnCztf8sSNfl39evP665p9X7du3V9v9/K233tK48JWmY0IqKyxTuqz++ecfAEDXrl3VHtvrLl26hNzcXADqM46zsrIAaP66OTo6IigoCHfu3EFISAiuX7+OK1euKP7WrVuHP//8s8jgvab09PTQtm1blelvvfUWAKh9rzg6OqotuPPWW29hxYoVpX5/XbhwAbq6uti7d6/a+Tk5OcjJyUF0dDSaN2+uyESeNm0ajh07Bh8fH0WWqrr3PhERUU3E4CUREVENp6uriy5duqBLly4A8qoZHzhwAJMmTcKxY8ewceNGTJgwAUBeMOO9995DTk4OOnXqhJ49e8LExARisRg3btxAUFCQSjBTWUJCAuRyOV6+fIlFixYVuWxqairq1q2LVq1a4ejRo1i6dCkOHTqkyMp0cHDA1KlTNeqGnV8EqLDK4fnVmdUVC6qqiquCbmpqqna6jo6OItCkLYW1/eXLlwCA4OBgBAcHF7p+fuZZUbKystCnTx9cvXoV7u7u6NevHywtLaGjowOZTIYlS5YUer6qe+7yK3S//twVd16VpFJ9fttycnIQFxdX7HiU+YWQ6tWrp/E+SiK/EJYmwfz81+3y5ctFZl9r8rq9rkmTJoJM6YiICHz88ce4dOkSPvnkk0IzZ0vCyspKbQA4/7VTd00o7vUu7XUk//pY3LUx/3l0dHTEyZMnsWjRIhw/fhyHDh0CkHc9++ijj/Dpp58WG3gmIiKq7hi8JCIiqmXEYjH69u2LmzdvYunSpQgJCVEEL5cuXYr09HQcPHhQZbzEZcuWISgoqNjt5weF3N3dce7cOY3b9eabb2L79u3IysrC9evXcfLkSaxbtw7Tpk2DkZGRojhJcftVV60XAJ48eSJYrrLkB03UjU1XXBX1isq401R+Zldh4+oV1f7C2p7//H///feK8660Dh48iKtXr2L48OEqhWLi4uLUVtYuqeLOq8Kmq6Onp4fWrVvj4sWLCAkJKbL41YsXL3Djxg0AQLt27TRvcAnkd1vWpFt6/vMwceJExVi1FcHNzQ0///wzPD09cfnyZSQlJcHMzKxM5+KzZ88gl8tVzsn8107dNaG417u015H8H4NiYmI0XqdRo0bYsGEDcnNzcfPmTZw+fRrr1q3DN998AyBvKA4iIqKajH0NiIiIaqn8St+vd2WNjo6Gubm52kIvZ8+e1Wi7derUgbu7OyIiIvDixYsSt0tPTw9t2rTBzJkzsWbNGgBQZBsVJb9CdmhoqMq8zMxMRXfl8qikXRL5Fbbzs+hep8n4oRUpPyBUWJZmUW3Pzs5WBNdKwtPTEwA07mpdlOjoaADAe++9pzJP0/O1OPnny/nz59U+TyXdz4gRIwAAK1euRHp6eqHLLVu2DNnZ2fD19a2watL5r8Xx48chk8mKXLZNmzYQiUTl8roVJ//a9DqxWAxTU1O15yJQ9HspKytL0UX+dfmvXYsWLVTm3b9/H3FxcSVaRxOenp5ITEzEnTt3SryuRCJBy5YtMWXKFEV2uibXRiIiouqOwUsiIqIaavfu3QgODlYblHjy5Ak2b94MoGDcNyCvm3ZCQgJu3rwpWH7z5s04ceKExvueNGkSsrOzMXHiRLWFN1JSUnDp0iXF43PnzqkdPzI/W1KTCsQffPAB9PT0sGHDBpVx95YtW4aHDx/C19cXtra2Gh9Hecgfa+/XX38VTI+JicHixYsrtS3KxGIxzM3N8fz5c7Xdq6VSKVxdXXHu3Dn8999/iulyuRwLFiwoVfGjNm3aoH379jh48CC2bNmidhzIu3fvqg0cKXNwcACgGrC+d++eIiutrBwcHPDOO+/g/v37WLt2rWDe4cOHSxzMGzx4MN5++21ERUVh+PDhiu7Y+eRyOX7++Wf8/PPPMDU1rdAsxzfffBNt27ZVZGErS0lJUWQ01qtXDwMHDsSVK1ewePFitRmQcXFxiIiIKHa/0dHRWLNmjdqu1zKZDMuWLQMANG3aVFDUpk2bNoiJiVHpSr5x40ZFFffCzJs3TzEuJ5BXgGj58uUAgCFDhqgsn5OTg3nz5gnOz6ioKPz666/Q09PDgAEDij1OdSZNmgQgr3K5uozXjIwMwTl16dIltVmg+ddGTYqZERERVXfsNk5ERFRDXbp0CatXr4aNjQ3at28PR0dHAHkZRceOHUN6ejo8PT0xbtw4xToff/wxTpw4gZ49e6Jv374wNTXFlStXcP78efj5+WH//v0a7Xvo0KG4du0a1q5dCw8PD/j4+MDBwQFJSUmIjY3FuXPn4O3tjd9//x0A8NNPP+HkyZN4++234eTkBBMTE0RGRuLo0aMwNDTExx9/XOw+HRwcsGjRIkybNg3e3t7o27cvbGxscOHCBZw9exb29vb44YcfSvFMlk2fPn3g5uaGP/74A3FxcWjTpg0ePXqEv/76Cz169MCePXsqvU2v69KlC/bs2YP+/fujQ4cO0NPTQ4sWLdC9e3cAwGeffYZJkybB19cX77//PgwMDHD+/Hk8efIEHTt2LNHQAPk2bNgAPz8/TJkyBatXr0abNm1gbm6Ohw8f4s6dO7hx4wZ27NhRbMZhr1694OjoiBUrVuDWrVto1qwZHjx4gKNHj6J79+74888/S/WcKPvhhx/g6+uL2bNnIzg4GM2aNUN0dDQOHTqEHj164MiRIxpvSyKRYOvWrfjwww9x/PhxeHh4wNfXFw4ODkhJSUFISAgiIiJgbW2NrVu3wtXVtVyOoTDr1q1Dnz59sGDBAhw8eBBeXl6Kbs0nT57E7t27FRXVly5dinv37mHBggXYsWMHOnToAGtrazx+/BiRkZG4dOkSFi1aBDc3tyL3mZSUhICAAAQGBsLT0xNNmjSBiYkJnj17hlOnTuH+/fswMTHB//73P8F6n376KUJCQjB48GD07dsXlpaWuHLlCq5fv47u3bvj6NGjavdnb2+P1NRUdOzYET179kRGRgb27duHZ8+eYdKkSWoLYzVv3hxhYWHo3LkzvL29kZCQgL179yIlJQWLFi0qdTast7c35s6di3nz5qF169bo1q0bnJyc8OrVKzx48ABhYWFwcXFBSEgIgLzq7b/++is6duyIhg0bwtzcHLGxsQgKCoJEIsEnn3xSqnYQERFVJwxeEhER1VBTpkyBm5sbgoODcfv2bQQHB+PVq1cwNzeHp6cn+vbti2HDhkFXV1exTteuXbFjxw4sXboUe/fuhVgsxptvvomDBw8iJiZG4+AlACxevBi+vr7YsGEDzpw5g4SEBJiZmcHOzg5jxozBwIEDFcuOHTsW5ubm+Pfff3Hx4kVkZ2fD1tYWgwYNwuTJkzWuOj5q1Ci4uLhg5cqVOHz4MNLS0mBra4vx48fj888/L1FxlfJiYGCA/fv3IzAwECdOnMCVK1fg6uqKRYsWoWPHjloPXi5atAgSiQQhISE4d+4cZDIZhg8frgheDh06FACwatUqbN++HSYmJvDx8cHvv/+OefPmlWqf9vb2CAkJwdq1a3HgwAHs2bMH2dnZsLa2hpubGxYvXoz27dsXux0TExMcOnQI8+bNw5kzZ3D27Fk4OTlh1qxZGD9+fLkFLxs1aoTjx49j3rx5OHXqFM6cOYNmzZph+/btePToUYmCl0BeRuu+fftw4MAB7NixA6GhoXj58iUMDQ3h5uaGL7/8EuPGjRNkHVYUJycnnD59WvGeWb9+PfT09FC/fn18+OGHgkCkqakpgoKC8Ntvv2H37t04ePAgMjIyYGVlBUdHR8ydO1dtF35lTZo0wZYtW3Dq1Cn8888/2Ldvn+L4HR0dMXnyZEyYMEElQNipUyds374dixYtwr59+2BgYICOHTvi+PHj2L17d6HBSz09Pezfvx/ffPMNdu3ahYSEBLi4uGDWrFkYM2aM2nXq1q2LHTt2YO7cudiyZQtSU1PRpEkTTJ06FX379i3BM6xq6tSp6NChA1avXo0LFy7gr7/+gomJCerVqwd/f3/069dPsezAgQORm5uLCxcu4MaNG3j16hXq1auHXr16YdKkSWjVqlWZ2kJERFQdiBITE1X76hAREREREVVjOTk5sLS0hLOzM65cuaLROtHR0WjdujU6depUoh9riIiIqOJwzEsiIiIiIiIiIiKqkhi8JCIiIiIiIiIioipJq8HLs2fPYtCgQWjSpAmkUim2bdumskxkZCSGDRsGBwcH2NrawsvLC+Hh4Yr5mZmZmDFjBlxcXGBnZ4dBgwYhPj5esI0HDx7A398fdnZ2cHFxwcyZMwXVBomIiIiIiIiIiKjq0WrBnrS0NLi7u2Pw4MGYMGGCyvyYmBh0794dgwYNwoEDByCVSnH37l0YGxsrlpk9ezaCgoKwYcMGmJubY86cOfD398epU6cgkUiQm5sLf39/mJubIygoCAkJCfj4448hl8uxZMmSyjxcIiIiIiKqJDo6OkhMTCzROi4uLiVeh4iIiCpWlSnYY29vj8WLFysqWgJ5lUdFIhHWrVundp2kpCS4urpi1apV+OCDDwAAcXFxaN68OXbv3g0fHx/8/fff+OCDD3Djxg1FxcKdO3fik08+QUREBExNTSv+4IiIiIiIiIiIiKjEquyYlzKZDEeOHEHjxo3Rv39/NGzYEN7e3vjzzz8Vy1y9ehXZ2dno0qWLYlr9+vXRuHFjXLhwAQBw8eJFNG7cWBG4BAAfHx9kZmbi6tWrlXdAREREREREREREVCJVNnj57NkzpKamYtmyZfD29sbevXvRv39/jBs3DkeOHAEAPH36FBKJBBYWFoJ1rays8PTpU8UyVlZWgvkWFhaQSCSKZYiIiIiIiIiIiKjqqbLBS5lMBgDo1asXJk+ejBYtWmDy5Ml4//33sX79+iLXlcvlEIlEisev//+6wqbXdBEREdpuAlVjPH+ovPBcorLg+UPlgecRlRXPISovPJeoLHj+UHmoyudRlQ1eWlhYQEdHB40bNxZMb9SoEeLi4gAA1tbWyM3NxYsXLwTLPH/+XJFtaW1trZJh+eLFC+Tm5qpkZBIREREREREREVHVUWWDl3p6emjdurVK5DcyMhINGjQAAHh4eEBXVxfBwcGK+fHx8QgPD0e7du0AAJ6enggPD0d8fLximeDgYOjr68PDw6MSjoSIiIiIiIiIiIhKQ0ebO09NTUV0dDSAvG7icXFxuH79OszNzdGgQQN88sknGDVqFDp27AgvLy+Ehobizz//xLZt2wAAZmZmGD58OAIDA2FlZQVzc3PMmTMHTZs2RefOnQEAXbp0QZMmTTBhwgTMnz8fCQkJCAwMxIgRI1hpnIiIiIiIiIiIqArTaubllStX4OXlBS8vL6Snp2PhwoXw8vLCggULAAB9+vTB8uXLsXLlSnTs2BFr1qzB6tWr0b17d8U2FixYgD59+mDUqFHo0aMHjI2NsWPHDkgkEgCARCLBzp07YWRkhB49emDUqFHo06cP5s+fr5VjJiIiIiIiIiIiIs2IEhMT5dpuBFWuiIgIuLm5absZVE3x/KHywnOJyoLnD5UHnkdUVjyHqLzwXKKyqIjzJycnB2lpaeW6TarakpOTK7yHsrGxMXR0St4JXKvdxomIiIiIiIiIqOrIyclBSkoKpFIpRCKRtptDlURfXx8GBgYVtn25XI7ExESYmJiUOIBZZQv2EBERERERERFR5UpLS2PgksqdSCSCVCotVUYvg5dERERERERERKTAwCVVhNKeVwxeEhERERERERERUZXE4CURERERERERERFVSQxeEhERERERERFRtSaTyTB16lQ4OztDKpUiNDS0QvcnlUqxf//+Ct0H5WG1cSIiIiIiIiIiqtaOHTuGbdu24dChQ3BycoK5uXmF7i88PBxSqRQAcP/+fbRs2RLBwcFo1apVhe63NmLwkoiIiIiIiIiIqrXo6GjY2NigXbt2pd5GVlYW9PT0NFrWxsam1PsprzbUFgxeEhERERERERFRkaRSs0rdX2JiksbLfvzxx9i+fTuAvO7cDRo0gIODA9xf2/QZAAAgAElEQVTd3bFkyRLBci9fvsTOnTsBAL1790bjxo1hZGSE7du3w8HBAcHBwZBKpVi+fDmCg4Px999/w8rKCl988QX8/f0V25JKpfjtt9/g5+eHli1bAgC8vb0BAG+99RYOHz6ssj8AWLhwIQ4cOICwsDBBmzp06IC1a9ciKysLkZGRyMrKwnfffYc//vgDiYmJaNy4Mb788kv4+PiU8hmtvjjmJRERERERERERVVvff/89Zs6cCXt7e4SHhyM4OFjjdXft2gW5XI6//voLq1evVkxfvHgxevXqhTNnzqBfv36YPHkyYmNj1W7j5MmTAIA9e/YgPDwcW7duLVH7z549i1u3bmH37t2KcTQnTZqEs2fPYt26dTh37hwGDx6MQYMG4caNGyXadk3AzEsiIiIiIiIiIqq2zMzMYGJiArFYXOLu3A4ODvjuu+9Upvv7+ysyLefMmYPVq1cjLCwMDg4OKstaWFgAAOrWrVuq7uT6+vr46aefoK+vDwC4d+8edu/ejevXr6NBgwYAgPHjxyMkJASbNm3CDz/8UOJ9VGcMXhIRkcLvv+ti1ixDmJrKsWbNK7z1Vq62m0RERERERFRhPDw81E5v2rSp4n8dHR1YWFjg2bNnFdKGJk2aKAKXAHDt2jXI5XK0b99esFxmZia8vLwqpA1VGYOXREQEAEhLAwICDJGSIkJysghz5hggJCRN280iIiIiIqIqoCRjUFYFYrEYcrlcMC0nJ0dlOWNjY7Xr6+rqCh6LRCKV7VVUG2QyGUQiEU6ePKnSDgMDgxK1oSZg8JKIiAAAERFipKSIFI+vX5cgMxN47QdAIiIiIiKiasHS0hKPHz8WTLt586babt9llV8dPDdX2HPN0tJSZYxKTcasbNGiBeRyOZ48eVIrMy2VsWAPEREBACIiJILHMpkI0dH8mCAiIiIiourHy8sLx48fR1BQECIiIvDFF18gPj6+QvZlZWUFQ0NDnDhxAk+fPkVSUpKiDdevX8eWLVsQHR2NH3/8EefPny92e66urvjggw8wceJE7N+/HzExMbhy5QpWrlyJAwcOVMgxVGX8VkpERACAyEjVj4S7d/kxQURERERE1c+wYcMwbNgwTJ48Gd27d4exsTF69+5dIfvS0dHBokWLsGXLFrzxxhsYMmQIAMDHxwcBAQGYP38+OnfujNjYWIwdO1ajba5atQpDhw5FYGAg2rZtC39/f5w9e7ZCMkerOlFiYmLJOuxTtRcREQE3NzdtN4OqKZ4/NdfYsYbYvVtPMO2rrzIwfXpmheyP5xKVBc8fKg88j6iseA5ReeG5RGVR3udPUlISzMzMym17VD1kZGRUyniapTm/mFJDREQAVLuNA8y8JCIiIiIiIu3it1IiIoJcDkRFqX4kqOtKTkRERERERFRZ+K2UiIjw+LEIqakilekRERLIObgIERERERERaQmDl0REVGiGZXKyCE+fqgY1iYiIiIiIiCoDg5dERKS2y3g+jntJRERERERE2sJvpEREpLZYT77IyMLnEREREREREVUkBi+JiKjIwjzMvCQiIiIiIiJt4TdSIiIqsts4K44TERERERGRtvAbKRFRLZedDcTEFJV5yW7jREREREREpB0MXhIR1XL374uRk1NQUbxuXZlgfmysCBkZld0qIiIiIiKi8nX+/Hl07NgRVlZW6N27t9pp9+/fh1QqxZUrV7Tc2ooXGhoKqVSKFy9eqH1cVehouwFERKRdERHC37GaNpUhJgZ48CBvulwuQlSUGE2bytSsTUREREREVD3MmjULzZo1w65du2BsbKx2mqmpKcLDw2FhYaHl1la+du3aITw8HHXr1tV2UwSYeUlEVMspj2np6pqLRo1yBdOUA5xERERERETVTXR0NLy8vFC/fn2Ym5urnSaRSGBjYwMdndqX76enpwcbGxuIRKLiF65E/DZKRFTLKRfradhQBldXYZZlRATHvSQiIiIiqs3MpNJK/SupzMxMzJo1C25ubrCxsUHXrl0RFhYGAIqu4MnJyZg8eTKkUim2bdumdpq6buN3797FoEGD4ODgAHt7e3Tr1g23bt1SzN+6dSvatWsHGxsbvPnmm1i1ahVkssJ7rsXFxWHw4MFwcnKCra0t2rZtiz179gjaqtxtXSqVYv/+/YJl/vjjD/To0QM2NjZo27YtTp48qVg+vwv4kSNH8Pbbb8PGxgadOnXC1atXC22Xum7jFy5cQK9evWBra4smTZpg2rRpSE5OVsw/e/YsunbtCnt7ezg4OMDHxwe3b98u8rUqKQYviYhqOeXApJubDI0aKQcv+XFBRERERERVV2BgIPbu3YuffvoJp0+fhru7OwYMGIDHjx+jfv36CA8Ph5GRERYuXIjw8HD07dtXZVq/fv1Utvvo0SP06NEDIpEIe/fuxalTpzB27Fjk5ub1Vvvtt9/w7bff4osvvsCFCxcwf/58/Pjjj1i/fn2hbZ0+fTrS09Nx8OBBhIWFYeHChTAzMyvxMX/99df46KOPEBoais6dO2PIkCF4+PChYJmvvvoK8+bNQ3BwMJycnPDBBx/g1atXGm3/1q1b6NevH3r27IkzZ85gy5YtuHHjBiZPngwAyMnJwZAhQ9C+fXucOXMGx48fx4QJEyCRlG/yS+3LgSUiIgHlzEtXVxkMDOSCaQxeEhERERFRVZWWloaNGzdixYoV6N69OwDgf//7H06fPo3169fjyy+/VHSHNjU1hY2NDQDA2NhYZZqy9evXw8jICL/99hv09PQAAK6uror5S5Yswbx58+Dn5wcAcHJywr1797BhwwaMHz9e7TYfPHiA9957D82bN1esUxqjR4/G+++/DwBYtGgRTp48iY0bN+LLL79ULDNjxgz4+PgAAFatWgV3d3fs3r0bI0aMKHb7K1aswPvvv48pU6Yopv3www/w8vLCs2fPoKOjg6SkJPTo0QPOzs4AgEaNGpXqWIrC4CURUS2WkgI8flwQmNTRkcPBQQYjI+EYJxEREsjlQBUb+oSIiIiIiAj37t1DdnY22rdvr5gmkUjg6emJ//77r0zbvn79Ojp06KAIXL7u+fPniIuLw2effYbp06crpufk5EAul6ssn2/ChAmYNm0aTpw4gU6dOqFPnz7w8PAocdvatm2r+F8sFuPNN99UOV5PT0/F/3Xq1EHTpk01fk6uXbuG6Oho7N27VzEt/7ju3bsHT09PDBkyBP3790enTp3g5eWFvn37on79+iU+lqIweElEVIspZ106O8ugqwvUqydHnTpypKbmRStTU0V4/FgEW9vCP4CJiIiIiKjmSkpM1HYTCpUfUFNXaKasxWeKCkLmj2u5bNkytGvXTuNtjhgxAj4+Pvj7778REhICX19ffPbZZ5g9ezbEYrHKfrOzs0vZ+rKRyWQYMWIEJk6cqDLP1tYWAPDzzz/j448/xokTJ/DXX39h/vz52LZtmyLbszywHyARUS0WGSkci6Rhw7wPX5EIcHMTVhy/e5cfGUREREREVPW4uLhAT09PUaAHAHJzc3Hx4kU0bty4TNtu2bIlwsLCkJWVpTLP2toadnZ2uHfvHlxcXFT+imJvb4+RI0di06ZN+OKLL/Dbb78BACwtLQEAjx8/Vix748YNtdu4dOmS4n+5XI7Lly+rHO8///yj+D8tLQ23b9/W+Dlp2bIl7ty5o/bYDA0NFcs1b94cU6dOxeHDh/H2229j+/btGm1fU8y8JCKqxZTHsnRzkwn+f73AXWSkBJ06CQOaRERERERE2mZsbIzRo0dj3rx5sLCwgKOjI37++Wc8e/YMY8eOLdO2x4wZg40bN2LkyJH4/PPPIZVKcfnyZTRq1AgtWrTArFmzMHPmTJiZmcHX1xfZ2dm4du0aHj16hGnTpqndZkBAALp16wZXV1ckJyfj+PHjioCioaEh2rZtix9//BHOzs5ITk7GvHnz1G5n48aNcHV1hbu7O9avX48HDx5g9OjRgmWWLl0KS0tL1KtXD4sXL4aenh4GDBig0bF/+umn6NatGz777DOMHDkSJiYmuHv3Lo4cOYLly5cjJiYGmzZtQs+ePWFra4uYmBjcunVLpQ1lxeAlEVEtplqspyA4+XogE2DmJRERERERVV35Ab5JkyYhKSkJLVq0wO7du1GvXr0ybdfOzg5BQUEIDAzEu+++C5FIBHd3dyxfvhxAXhdwIyMjrFixAt988w0MDAzQpEkTjBs3rtBtymQyzJw5E/Hx8ahTpw46deqE+fPnK+b/9NNP+OSTT9ClSxc4Oztj6dKl6NWrl8p2vv76a6xatQrXrl1DgwYNsHXrVtjb26ssM2fOHERGRuKNN97Azp07YWxsrNGxN2vWDEFBQZg/fz769OmD3NxcODk5oXfv3gAAIyMjREZGYuTIkXjx4gWsra0xcOBATJ06VaPta0qUmJjIAcxqmYiICLi5uWm7GVRN8fypWTp3NsbVqwW/Yx06lIq3384LYO7bp4ORIws+1Hx8srFnz6ty2zfPJSoLnj9UHngeUVnxHKLywnOJyqK8z5+kpCSYmZmV2/ao/N2/fx8tW7ZEcHAwWrVqpXaZ0NBQvPvuu4iKioKFhUWx28zIyICBgUF5N1VFac4vptEQEdVScrnqmJfK3cZfd/eucFkiIiIiIiKiisbgJRFRLfXkiUhRTRwATEzksLYuSMZ3cZFBJCp4HBcnwqvyS7wkIiIiIiIiKhbHvCQiqqWUi/U0bJgLUUEsE4aGgIODHPfv502Uy0WIihKjeXNhRiYRERERERFVHkdHRyQmJha5zDvvvFPsMtUFMy+JiGop5WI9yt3E86YJq4srdzMnIiIiIiIiqkgMXhIR1VLKgciGDdUFL1lxnIiIiIiIiLSH30KJiGop5W7j6jMvhdMiI/mxQURERERU08nl8uIXIiqh0p5X/BZKRFRLKXcbb9gwV2UZ5W7jrDhORERERFSzGRsbIzExkQFMKldyuRyJiYkwNjYu8bos2ENEVAtlZwMxMcrBS80yL+VyCAr7EBERERFRzaGjowMTExMkJydruylUiZKTk2Fqalqh+zAxMYGOTslDkQxeEhHVQvfvi5GTUxCBtLWVwcREdTkbGzlMTeVITs5bNi1NhIcPRbC356+wREREVLPdvSvG5MmGSEoS4ZtvMtC9e462m0RUaXR0dGBmZqbtZlAlevr0KRo0aKDtZqil1W7jZ8+exaBBg9CkSRNIpVJs27at0GU//fRTSKVSrFy5UjA9MzMTM2bMgIuLC+zs7DBo0CDEx8cLlnnw4AH8/f1hZ2cHFxcXzJw5E1lZWRVyTERE1YHy2JXqsi6BvAxL1YrjHHGEiIiIarb0dGDAAGNcvKiD8HAJJk0yRGamtltFRFQ7afUbaFpaGtzd3fH999/D0NCw0OX279+Py5cvw9bWVmXe7NmzcfDgQWzYsAFBQUFISUmBv78/cnPzvmzn5ubC398fqampCAoKwoYNG3DgwAHMmTOnwo6LiKiqUy7W4+qqOt5lwTzliuMc95KIiIhqth9/1EdsbMH90vPnYjx4wB9wiYi0QatXX19fXwQGBsLPzw9isfqmxMbGYtasWVi/fr1Kv/ikpCRs2bIF33zzDby9veHh4YE1a9bg1q1bCAkJAQCcPHkSd+7cwZo1a+Dh4QFvb2/MmzcPmzdv5vgNRFRrKRfrUQ5Qvq5RI+E85cAnERERUU0SEyPC8uX6KtOfPeOg30RE2lClv4Hm5ORg7Nix+Pzzz9G4cWOV+VevXkV2dja6dOmimFa/fn00btwYFy5cAABcvHgRjRs3Rv369RXL+Pj4IDMzE1evXq34gyAiqoIiI4XZk0UFL5WzMhm8JCIioppszhxDZGSoBiqfP2fwkohIG6p0wZ6FCxfC3NwcY8aMUTv/6dOnkEgksLCwEEy3srLC06dPFctYWVkJ5ltYWEAikSiWUSciIqKMra/aavrxUcXi+VP9/fdfC8FjXd1oRESoH8hJX98AQDPF4zt3ZOV2DvBcorLg+UPlgecRlRXPoZrl3DlTHD7cSO2827ef4Y03nlfYvnkuUVnw/KHyoM3zyM3NrdB5VTZ4eebMGfz+++8IDQ0t8bpyuRwiUcGvYq///7rCpgNFP2nVXURERI0+PqpYPH+qv5QU4PlzPcVjHR05vLwcoKurfnkHB0AslkMmy7tmPn6sDzs7Nxgbl60dPJeoLHj+UHngeURlxXOoZsnMBAYNqlPofJGoHtzczCtk3zyXqCx4/lB5qMrnUZXt+xcaGorHjx+jcePGsLCwgIWFBR48eICvv/4a7u7uAABra2vk5ubixYsXgnWfP3+uyLa0trZWybB88eIFcnNzVTIyiYhqA+XxLp2cZIUGLgFAXx9wdBR2K2fFcSIiIqppfvlFD1FRhRcmZLdxIiLtqLLfPseOHYuzZ88iNDRU8Wdra4uJEydi//79AAAPDw/o6uoiODhYsV58fDzCw8PRrl07AICnpyfCw8MRHx+vWCY4OBj6+vrw8PCo3IMiIqoCSjLeZT43N+XgJSuOE5VWTIwIH3xghK5djXHyZJXtBENEVKvEx4uwZImBYJqdnfD+h8FLIiLt0Oodc2pqKqKjowEAMpkMcXFxuH79OszNzdGgQQOVzEgdHR3Y2Ngo0ljNzMwwfPhwBAYGwsrKCubm5pgzZw6aNm2Kzp07AwC6dOmCJk2aYMKECZg/fz4SEhIQGBiIESNGwNTUtFKPl4ioKlDOmtQ0eHnsWMHju3er7G9fRFXe7NmGOHYsL9157Fgxbt9OgYFBMSsREVGFCgw0QFpaQXDS3FyGefMyMG6ckWLa8+e8/yEi0gatXn2vXLkCLy8veHl5IT09HQsXLoSXlxcWLFig8TYWLFiAPn36YNSoUejRoweMjY2xY8cOSCR5WUESiQQ7d+6EkZERevTogVGjRqFPnz6YP39+RR0WEVGVphq8zC1kyQJubsJl2G2cqPTOny/IXH75UoyICL6fiIi0KTRUgj179ATTvvoqE40aCe9/mHlJRKQdWs28fOedd5CYmKjx8jdu3FCZZmBggCVLlmDJkiWFrtegQQPs3LmzVG0kIqppSpt5+bq7d9ltnKg0Xr0CEhKE78GHD8Vo3rz49yEREZW/7GwgIMBQMK1Fi1x8+GEWnjwRBiufPWPwkohIG/hTPxFRLSKXQ2Ug+tIEL6OixJAx1kJUYo8eqd56PXzI2zEiIm1Zv14Pt28L742WLEmHRAJYWMgF01+8EPH+h4hIC3i3TERUizx5IkJKSkHWgImJHDY28iLWyGNlJYeZWcFyr16JEB/P7AOiklL3vuF7iYhIO54+FWHhQuGgw4MHZ6Fdu7zu4vr6gKlpwf2PTCZCQgKv2URElY3BSyKiWkS5y3jDhrkQaXAPLhKpG/eSXceJSkpdlmV8PG/HiIi0Ye5cAyQnF9wImZrKMXduhmAZS0thqiW7jhMRVT7eLRMR1SKlGe8yn+q4l/wIISopdcFLdhsnIqp8Fy9K8PvvwiI9s2ZlCHukyOXoq3MIg/E79JAJgEV7iIi0gXfLRES1iHK2ZFmCl6w4TlRyDx+y2zgRkbbl5gIzZgiL9DRpkotx47IE0/S/+w4/3O2L3zEU++EHgMFLIiJt4DdPIqJapGyZl8Ju46w4TlRy6rqIP3wohrz4oWeJiKicbN6sh2vXhPcxixalQ1dXuJzeli2K/3vgKBoiEs+f8ys0EVFl45WXiKgWUQ1e5haypCpmXhKVnbou4q9eiZCUpIXGEBHVQi9fivDNN/qCaf36ZcHLS+meKDER4idPBJM6IIxjXhIRaQG/eRIR1RLZ2UBMjHLBHs0zL52dZZBICtLD4uPFSE0tt+YR1Qrquo0DLNpDRFRZ5s/XR0JCwTXXyEiOb7/NUFlOEh2tMq09zrPbOBGRFvBOmYioloiNFSMnp+CGu149GUxMNF9fXx9wcmL2JVFpZWYCz56pf88weElEVPGuXhXj11+FRXpmzMiEvb3q2B3iqCiVaXnBS16viYgqG6+8RES1RERE6ce7LGydiAiOe0mkqUePCs/WKSwjk4iIyodMBsycaQi5vOB627BhLiZOzFS7vLrgZUtcQ/Lj9AprIxERqcfgJRFRLVGW8S7zNWqkHLzkxwiRptSNd5mPmZdERBVrxw5dXLyoI5i2aFEG9PXVLy9W021cB7mwfXi5IppHRERF4J0yEVEtoRy8LMl4l/mUK44zeEmkuaKCl0XNIyKisklKAr7+2kAwrVevbHTtmlPoOuLISLXTXZ9fLNe2ERFR8XinTERUS0RGCrt4K1cP14TyOuw2TqS5orqGx8ez2zgRUUX5/nsDwZjD+vpyLFhQRPdvuRwSNd3GAaBF+gXkFB7zJCKiCsDgJRFRLREVVfYxL5WDl1FRYshKvhmiWikujpmXRESV7fZtMdauFRbpmTo1E05OqkV68olevoQoKUntvA4Iw8sX5dpEIiIqBu+UiYhqgZQU4NGjgku+jo4cjo4ljzpaWMhhbl6wXnq6CHFxzBgj0kRxY17KC/8eTUREpSCX5xXpyc0tuFdxcJBh6lT1RXryqSvWk88Oj5B0M77c2khERMVj8JKIqBZQzrp0cpJBV7fk2xGJ2HWcqLSK6jaeliZCcnIlNoaIqBbYu1cXZ84Ii/QsWJAOQ8Oi1ytsvEuF85fK2DIiIioJBi+JiGoB5fEuS1OsJ59q8JIfJUSaUM68NDAQplqy4jgRUflJTQW+/FJYpMfHJxu9exc/YKVypfFckfA+yuDqP2VvIBERaYx3yUREtYBypfHSFOspWJcVx4lKKjsbePJEmHnZsqXwvcRxL4mIys8PP+gLrqu6unJ8/30GRBqMdqPcbfyWfTfBY/NwBi+JiCoT75KJiGoB1WI9uYUsWTzlwOfdu+w2TlScx49FkMsLvjFbW8vg5CR8LxXVrZyIiDQXGSnGTz/pC6ZNmpSp8Y+3ypXGb7YaLHhsHX8VyCx63EwiIio/DF4SEdUCytmR5dltXDmrk4hUKWdV2tnJYG8vfC+x2zgRUdnJ5UBAgAGyswt+ELK1leHzzzUMNsrlKt3GEz3eQSwaKB7r5mZCcvNmubSXiIiKx7tkIqIaTi4HoqKE2ZFl6Tbu7CyDjk7BWH2PHolZaISoGKrBSzns7DjmJRFReQsK0sGJE8KqhPPnZ6BOHc3WFz15AlFqquKxvE4dGDlb4zzaC5aT/MOu40RElYV3yURENdzTpyKkpBRkH9SpI4eNjbyINYqmqwuV7q7KwVEiEoqPF3YJt7eXwc6O3caJiMpTejowe7awlPhbb+WgX79sjbehPN6lzMUFllZyBi+JiLSIwUsiohpOXZdxTQarL4rquJf8OCEqinLmpb29ardxFuwhIiqbH3/UR2xswbVUIpFj8eL0Et33KAcvcxs2hJWa4KUOg5dERJWGd8lERDWccrEe5WrhpaEcvGTFcaKiKWdV2tnJYW8vV1qmer2PEhPzhqUgIqoKYmJEWL5cWKRn3LgsNG1asqFylMe7lDVsCEtLOS6jNbJQ0B1dHBsL0ZMnpW8wERFprHrdJRMRUYlFRAi7dJelWE8+5QCo8j6ISEhdwR4LCzn09Aqif8nJomozfuzUqQZwdjZFs2YmiIlhd3ci0r45cwyRkVFwPbKykmHWrIwSb0cSGSl4LGvYEObmcmSL9XEFrYTLXrpUusYSEVGJMHhJRFTDKVcDL0uxnnyNGjHzkqgkVLuNyyESQc24l1X/vXT1qhibNulDLhchPl6MgADD4lciIqpAx4/r4PBhYZGeuXMzIJWWfFvqMi8lEqBuXTXjXjJ4SURUKar+HTIREZWJcrdxV9fy7zYeFSVGbtk3S1Qj5eYCjx4JsxNtbfPeQ9Wx6/j168JM6xMndPDiBbMviUg7MjOBgAADwbS2bXMweLDmRXoUZDK1wUsAHPeSiAqVkCDCDz/oY+lSfZw9K0FmprZbVPPoaLsBRERUcbKzgXv3hMEQF5eyZ17WrSuHhYUML17kbTszU4QHD0RwcuIAeETKnj4VITe3ILhnYSGDwf9/z1Yu2qNclbwqiokRXlNyckTYv18Xo0dnaalFRFSb/fKLHqKiCn5UEYnkWLIkHeJS/BYkevgQooyCruYyqRTyunUBAJaWajIvr1wBcnIAHX6tJqqt5HKgf38jXL5ccB0wNJSjQ4cceHnloFOnXLRokQsJR9kqk6r/8z4REZVabKwYOTkFwZB69WQwNS2fbasW7eEnMpE6quNdyl/7Xzl4WfVvze7fV23jH3/oqlmSiKhixceLsGSJMOty5MgseHiU7oda5UrjsoYNkV+q3NJShhg44QmsFfNFaWkQ375dqn0RUc0QESEWBC4BID1dhJMndTF3riG8vevAxcUUQ4caYc0aPfz3n5gFD0uh6t8hExFRqSmPRVkexXryseI4kWaUsylfD1i+HsgEqke3ceXMSwAIC9NBXFzVzxoloppl2TJ9pKUVXHvMzWX46qvS99eUqAte/j9LSzkAkWrXcY57SVSrXbpUfAJHUpIIhw/rIiDAEO3bm+CNN0wwbpwhtmzRxf37vH/SRNW/QyYiolJTLtbj6lqewUvliuP8SCFSR7VYj0zt/3nLVv0bWHWZlwCwdy+zL4mocoWGCrOdvvwyE3Xrlj6lSSXz0sVF8b+VVd52VbqOc9xLolrt8mVh8FJfv/hr0JMnYvzxhx6mTDFCy5am8PCog08+McSePbp4+rTq3wtqAwfnICKqwSqiWE8+dhsn0oxyV/DXsy1Vx7ys2j8CpKYCz5+rb+Pu3XqYMoXjXhJR5ZDJVH9M6d+/bNcgtd3G/19e5iUQhg6CZVhxnKh2+/df4XegTZtewc1NhlOndHD6tA5CQyV4+bLo+7uYGAliYiTYvFkPAODunot33slBp045eOutHJiZVVjzqw0GL4mIajDlgGL5Zl6y2ziRJpSzKYvqNl7Vg5eFZV0CwLVrEkREiFWuDerSRMMAACAASURBVEREFeHxYxEyMwuur2ZmckilZdumSqVxV1fF/5aWede2S2iDXIghQd5jSUQERAkJkJubl23nRFTtZGQAN28Kv2+9+WYurK3lcHXNwpgxWZDJgJs3xTh1SgehoTo4e1ZHMNyFOrdvS3D7tgRr1uhDLJajVatcdOqUg/Hjs1CvXu0cMLNq3yETEVGZKGdelmdQwdFRBl3dgg/PJ0/ESEoqt80T1RhFdRu3tJRDT6/gfZScLEJKSqU1rcTUjXf5ut272XWciCqH8vXIyamM9zg5ORDfuyeYlPtat/H8zMs01MENNBcsJ/n337Ltm4iqpRs3JMjOLghENmggg7W1MLgoFgMtWsgwZUoWdu16hZiYZBw5koovvsjAW2/lCO4D1ZHJRPj3Xx0sW2ZQqwv9MHhJRFRDpaYCjx4VXOYlEjkcHcsveKmrCzg7C7cXGcmu40TKiuo2LhYDtrbCO9HX37dVjXLmpZmZsO179ujW6htrIqo8ytejsgYvRXFxEGVnKx7LLC3xel/N/DEvAY57SUR5lLuMt2mTU+w6urpA+/a5mDkzE4cPpyEmJhl796Zh6tQMtG6dA7FY/Y1U48a5KveMtUnVvTsmIqIyUS7W4+Qkg245J0Wx6zhR0WQy4NEjYdcgW1vh++b1buRA1e46rpzpNGpUpiADOzJSgmvXqm77iajmKO/My6IqjQOAlVXB9lWClxz3kqhWUg5etm5d8voCRkaAt3cO5s7NxMmTaYiOTsa2bWkYPz4TTZoUbM/Lq/jAaE3GMS+JiGqoqKiKG+8yX17F8YKIKIOXRELPn4sE3YnMzOSoU0e4jGrRnqpbZVI506llSxl8fHJw5EjBdWD3bj14eGRUdtOIqJZRDl6WtXdJUcV6gLwkTB0dOXJyRCrBS51//sn7tUrM+yCi2kQ187LsxVGlUqB37xz07p0XrHzyRITQUJ1yLbxaHfHqSkRUQykHEismeMmK40RFUS7WoxyozJsm7AKkPEZmVaKum+bAgdmCaXv36kLGmj1EVMHKu9u4ODJS8Fg5eCkSFYx7eReNkICC6kCi5GSIIyLKtH8iql5evhQhOrrgu49EIkeLFuUfYLSxkWPAgGx4eNTum6uqe3dMRERlolysp3KCl/xYIXqd6niXqu9D5WnKAc+qQi5XDRY4OsrQo0c2jIwKArDx8WKEhfGHDCKqWOXdbVy50niuUvASACws8q51cohxAe0E8zjuJVHtcvmy8F6nSRMZjI211JhagN8yiYhqKOUxLyuiq4Fy8DIqSozc2t2jgUhAOYvy9WI9BdOqx5iXT5+KkJ5eEFg1NZXD3FwOY2OgVy9h9iWrjhNRRXr1Cnj8uOBaKRbLUb9+OXcbf63SeL7Xx70MQwfBPI57SVS7lKZYD5Ve1bw7JiKiMpHLVSt/V0Tmpbm5HJaWBdvNyhIhNpYfLUT5StNtvKoGL5WzLh0cZBD9H3v3HR3VeecN/PvcO6PeUEECFUAgRC/CgAEHF+ISG5tQAva7u9l1ip14S5I9ye7rTV5vNrtvHJ+c3SSbTZxsNk7eFJcYXAMJ7nYQmA6iGJAAqyHUkFCXZuY+7x/yzJ3nuSNpyr0zd0a/zzk5J/dqyhXWbb/7Kx/9etu2icHLl192wiWuIoQQ08jXGsXFHElJEXzgyAiUhgZhVeDg5dgTxx2UeUnIpGLGsB4SPHteHRNCCIlIWxtDb68eNMnI4CgqMmZ8mYFKxwkZWzBl43JA065l4+OVaN52mxs5OfrytWsK3n6b5kISQqxhesl4fT2YX+mINm0aDNPVoJeNA8AhrBI/44MPgN7eiLaDEBIfOLdmWA8ZG91hEkJIApJLxmfP1jOkzCYHLy9coFMLIV5y2bicZQmMZvI4HPr67m4F/f2Wb1rIAvW79EpKAjZtEsulqHScEGIV04f1BFEyDoiZl92YgqtTKn3LTNOgHj8e0XYQQuJDfT1DZ6d+HEpP56isnNwDdaxGd5iEEJKAotHv0quiQvxsmjhOiE7OogyUeakowLRp9p84PlGm09atI8Ly7t1ODAxYvlmEkEnI9MxLOXgZYFgPAKFVDgCcnyIO7XFQ30tCJoWjR8XqkmXLPFDpFshS9rsyJoQQErFo9Lv0mjuXysYJCYTzQAN7Au+L8VA6Pl7mJQCsW+fBtGn6uv5+hr17KfuSEGI+OXgpH49CFcykcQDIzxcfNJ1IliaOHzoU0XYQQuIDlYxHH91hEkJIApIDiFYGL6nnJSGBdXUxDA3pQcjMTI6srMCvlYOXdhzaM1Gmk6oCmzfT1HFCiPUsLxsfI3jpXzYOAPs1KXh55MjokytCSEIzDuuhSeNWs9+VMSGEkIhdvBi94GVZmYakJP1Cvb1dQXe3ZV9HSNxobp64ZFz/mb3LxkdGjNmgZWXG30eeOv766w46HhBCTMW5+WXjal2dsDx22bh4rD7YvwQ8Pd23rHR0gNXXR7QthEw2Q0PAV7+agttvT8fTT9v/oafLBZw8SZmX0RbTK+Pq6mrcf//9mD9/PnJycvDb3/7W9zOXy4V//ud/xtq1azF9+nRUVlbic5/7HBobG4XPGB4exte+9jWUl5dj+vTpuP/++9Hc3Cy8prGxETt27MD06dNRXl6Of/iHf8DIiNiXiRBCEoXbDVy+LA/sse6E6nAA5eVy9iU1fSEk2JLxQD+TA5+x1tSkQNP0bZo2TUNKivF1y5d7UF6uH29GRhhefdX+NyKEkPjR3s4wMKAfjzIyuDAFPGRDQ2B+94+cMWizZgV8qdzzsq3TAXdVlbDOcfhw+NtCyCT0gx8k43/+JxmHDzvwt3+big8+sNcDXNmZM4pQWVNUpBkeQhPzxfSvor+/HwsWLMB3vvMdpKamCj8bGBjAyZMn8dWvfhXvvvsunn76aTQ3N2Pbtm1wu/WU3EcffRSvvvoqfv7zn2PPnj3o7e3Fjh074PGMXjh7PB7s2LEDfX192LNnD37+85/jlVdewde//vWo/q6EEBIt9fUK3G79hFpYqI1ZqmoWKh0nxEgu/R7vwlYOXtot83KifpdejAFbt4rZl7t2UfCSEGKeQP0uWQTPe5TLl8H8Sr15cTECPp0BkJkJJCfrrx0cZBhaulJ4jUrBS0JC8vLL+nWCx8Owe7e9rxuOHROH9VRVeSI6BpHgxPTK+I477sBjjz2GTZs2QVHETcnOzsZLL72ELVu2oKKiAitWrMD3vvc9nD9/HufPnwcAXL9+Hb/+9a/xrW99C7feeiuWLVuGn/70pzhz5gzeeecdAMBbb72FDz74AD/96U+xbNky3HrrrfiXf/kX/OpXv0JPT0+0f2VCCLGccdK4dSXjXsaJ4/YKvBASC8FMGvcqKREDm3breRnKcAy5dPy99xxobaWrekKIOazud+mZM2fM1zJmLB3vmCMFL2niOCFB6+piOHtWrNiqrrZ3BRcN64kNe10ZT6C3txcAkJOTAwA4ceIEXC4XbrvtNt9rSkpKUFlZiYMHDwIADh06hMrKSpSUlPhes2HDBgwPD+PEiRNR3HpCCImOaA7r8TJmXtr7ooOQaJADkPJQHn/GzEt7Bfvq68XtGS94WVmpYdEi/UJe0xhefNHeWRSEkPhhdr/LYIf1eMnBy6biVcKyWlMDDA5GtE2ETBb79xvvGQ4edMDlCvBim5CDlytW0LCeaHBM/BJ7GBkZwTe+8Q3cddddKC4uBgC0tbVBVVXk5eUJry0oKEBbW5vvNQUFBcLP8/LyoKqq7zWB1NbWmvwb2Eui/37EWvT3Y2/HjpUB0FtxZGe3ora21dLvTElJBzDft3zmjDuovxP6WyKRsPvfT13dXABJfmuaUVt7PeBrPR5AVVfA4xkNEl67puDUqYtISbH+4UMwTp8uB6CXUaamtqC2tnPM1996axFOn9YfHP/2tx5s2GDP/152/zsi9kd/Q9FVUzMT/sejtLSrqK1tD/vzZhw7Bv8GZm1ZWWgd579pamoFgGzf8pFGD1ZNn47kK1cAAMztRsvu3ehbujTkbaG/JRKJePz72b27BEC6sG5ggOGVV65gyZL+2GzUOPr6FJw/v9y3zBhHVlYtamsTJ/syln9HFRUVY/4sLoKXbrcbDz30EK5fv45nnnlmwtdzzsH8mg6wMRoQjLUeGP8fLd7V1tYm9O9HrEV/P/bX3i5eAKxZk4uKCmubXkrPiNDUlIJZsyrgGOcsQ39LJBLx8PfT3S3uizfcUISKiqljvn7aNI6mJv3aJC2tArNn2yN42dkp/i6rVhWgoiJ3zNc/9BDDD3+oL586lQGncy5mzrRXQ/t4+Dsi9kZ/Q9F37Zp4PFq5Mh8VFTlhf156R4ewnLt6NbLG+W86Y0Yq3n9fX3Y6i8HWrgV27tRf09KCkW3bQtoO+lsikYjXv58PPkgPuL6hYRa2bh2O8tZM7N13VXCuX6vNnath+fLyGG6Ruez8d2T7snG3243PfvazOHPmDF5++WXk5uoXylOnToXH40Fnp/jkv6Ojw5dtOXXqVEOGZWdnJzwejyEjkxBCEkEsel7m5ABTp+rf43IxQ08qQiYTzo1Dd4qLxw/cyWXldpo4HmqZZmkpx403imVUu3YljfFqQggJnuk9Ly9dEpa1cXpeAkBBgdTzskOB54YbhHUO6ntJyIR6e4GTJwO3mtq3z54tqAIN6yHRYes7S5fLhQcffBBnzpzBq6++isLCQuHny5Ytg9PpxNtvv+1b19zcjPPnz2P16tUAgFWrVuH8+fNobm72vebtt99GcnIyli1bFp1fhBBCoqSvD2hp0Q/tqsrH7U1nJpo4Toju+nWgv18PPqamcuTkjB+8tOvE8evXga4ufVuSkjimTZs4g1Ie3ENTxwkhkRoeNj7YKSuL4Dqnrw9KS4tvkasqtBkzxn1Lfr74fR0dDJ5VUt9LCl4SMqGDBx3QtMAPau3a95KG9cROTK+K+/r6UFNTg5qaGmiahqamJtTU1KCxsRFutxt/+Zd/iSNHjuB//ud/wBhDa2srWltbMfhRA+Ts7Gz8xV/8BR577DG88847OHnyJB5++GEsXLgQt9xyCwDgtttuw/z58/GFL3wBJ0+exDvvvIPHHnsMn/70p5GVZW0ZJSGERNvFi8ZshKQoJTvRxHFCdHLgcfp0DeN0q/noNfacOC5nOZWVaVCC2LRPftIFVdV/p7NnVZw9a4/fiRASnxobFaFkc/p0DSkp47xhAoasy7IywDn+gxZ5YE97O4Nn0SLw5GT9c5ubwfySZwghRoGG9Xj19bExszJjiYb1xE5MryCPHz+O9evXY/369RgcHMTjjz+O9evX49vf/jaam5uxZ88etLS04JZbbkFlZaXvfy+88ILvM7797W9j48aNePDBB3HXXXchPT0dzz77LFR19I9KVVU899xzSEtLw1133YUHH3wQGzduxL/927/F6tcmhBDL1NWJJ9RolIx70cRxQnTG4OXEmYp2nTguBy+DzebOz+e45Ra5dJyyLwkh4ZNbWERaXWIIXk4waRwwBi87OxmQlASPVNVH2ZeEjG//frEEOzNT3Leqq+11L3HlChMq3JKTORYutEdv8skgpgN7Pvaxj6G7u3vMn4/3M6+UlBR897vfxXe/+90xX1NaWornnnsurG0khJB4Ive7jOawDyobJ0QnBx7lwGQgJSVyz0t77EOh9rv0t3WrC2++qQcsd+5Mwje+MTxhFiohhARidr9L9eJFYVkrn3jwhtzzsr19dJs8N9wAx8GDvvWOI0fg3rQpou0jJFENDBizGD//+WH8x3/oqdT79jnwpS+NRHvTxnTkiLi9S5d6JkrUJiayx1UxIYQQU8jBSzmgaKW5c6lsnBAvOfAoByYDkbMz7dLzsqEh/EynjRtdSE7Wf6/6esVw8U8IIcGK5GFKIIocvJxgWA8QuOclALhXrhTWU+YlIWM7ckSFy6U/yZw504Pt28Uml++/74DbRlXZx46J1y80rCe67HFVTAghxBTGzMvonVRLS7kQpOjoUNDVRelVZHIyo2zcLtPGIynTzMoC7rxTvPPYuZPSFAgh4TG9bFwOXoZRNt7RwcA5DBPH1ePHgRH7ZI0RYidyyfjatR5UVmrCw4HeXoZTp+zzwPPoUXGbaVhPdFHwkhBCEgTnwMWL4gk+mpmXqmosU6fsSzJZhVM2XlTEhQE3nZ0KhoZM37SQhdvz0mvrVvHm/cUXnbbKpCCExA+rMy89QQQv09OBtDT9WD0ywtDTA/DiYmjTpvnWs6EhqGfORLR9hCQqY/DSDcaAdevEgOC+ffYIXno8wPHj8rAeCl5GE91VEkJIgmhrY+jp0QMm6ekcRUUTZ3uZSQ6WXrhApxkyOQWaNj4RVYVhn/VvDB8LmhZ5j7k77nAjK0v/vdraFNvcjBBC4gfnJve8vH4dSkeH/vlOJ3hJSVBvzcuTh/YoAGPG7MvDh8PfPkJsgrW0wPmrX8H54otQLl8e3RkjMDICHD4sXgfcdNPoU81168Snm/v2xXRMi8+FCwr6+vT7rNxcLeKHJyQ0dFdJCCEJItCwnmgPxaioEJ9AyttEyGQh97wsLg7uQl8OcjY1xbZ0vLWVYXhY34bsbI6cnNA+IzUVuOcesY/Vzp1JZmweIWQS6eoSH9KmpHAUFoYfRFHlSeOzZgGO4AIlBQXisbq9/aO+l6tWid9BfS9JvOvuRsZNNyHt7/4OaQ8+iMzly5E1cybS77sPKY89BucLL0C5dCmkgObx4yoGB/V9efp0DTNmjL5fDl4eOOCAxwYJjnK/7hUrPDR8MMrsEcYmhBASsYsX5WE90T/TGzMvKbuKTD69vRBusJOSuCFLZyyBh/bE7qrdrP5y27a58MwzesDylVec+Pd/H0RyckSbRwiZRAKVjEcSPFDq6oTlYCaNexknjo9uCGVekkTjfO01KJ2dwjp2/Toc770Hx3vv+dbxrCx4liyBZ9ky3/+08nJAMSYyjFUyDgDz52vIzdVw7dro+3p6GE6dUrBsWWyzHGlYT+xR8JIQQhJEba14UpX7T0aDHLykzEsyGcml3tOnB3+DXVws7kOxnjhuVonmzTe7kZ+voaNDvxl5/XUHNm6k5peEkOBE2n9XFs6wHi9j2fhHwculS8EdDrCPGvuqly+DdXSA5+dHtK2ExIpSXx/U61hPDxz79sGxb59vHc/KgmfxYjGgOXs29u8X71nWrtUDgYoyuvz73+v7e3W1A8uWxXb4FQ3riT26qySEkAQhBwrnzIl+8HLOHPFEfumSApdrjBcTkqDkkvFgJo3rr5WDl7GtSTIr89LhADZvFg8Gu3bR1HFCSPBMH9Yjl42HELw0Zl5+tG1pafAsWiT8jErHSTxjzc3CMleDr6piPT1wVFcj+Uc/QtrnP4/MlSuRVVqGf35rA/4DX8Gf4TeYhw+w7sZh4X3e/pdese57OTAAnDkjHn8o8zL6KPOSEEIShBy8jOakca+sLKCoSMPVq6Pb4nYzfPihEpNtISRWmpvFgKOcTTkeuTdmU1NiZF4CwNatLvzsZ3qd+B//6ERf3yAyMsL+SELIJGKHSeNe+fnid3d06Md9z8qVcJw44VtWDx+G+667wtxKQmJLuXJFWB546iloixZBPXFC/9/Jk2A9PUF9Huvvwzr8CevwJ986fnv6aMl5VRVGPvMZrFtXIbznwAEVmhawAj0qampUeDz6Pj5rlifodkDEPJR5SQghCcDtBi5flgf2xOaJoByorK2lUw2ZXIyTxiPJvIzt/mNW5iUArFrlQUmJ/v7BQYY9eyj7kpBYOnpUxf/+3yl4/nlnpAOELWfm8QicQ5V7XoYUvBT/sYTgpdT30kF9L0kcU5qahGVeWgpt9my4tm7F0L/+K/pffRU99fXoPXYMA7/4BYa/9CW4b74ZPDs76O9g/f1wHDiA5B/9COkbNmDR1Fbk5Oj7d3e3gtOnY3c9FGhYD4k+yrwkhJAE0NCgwO3WL5wLCzVkZcVmWyoqPPjTn/TTCwUvyWQjl3rLAcnxGHtexrZsvKHBvEwnRRnNvvzBD/Tsy507ndi+nXpLEBILDQ0Mn/hEOkZGRo8zijKArVvtuz+amXnJrl0Du37dt8xTUsCnTw/6/WOWjWM089KfeuwY4PEAIZTbEmIXilQ2rhUXG1/EGLTycmjl5XBt3jy6jnOw+noxQ/PECSjd3eN/X3c3kn/3LNau/Ufs2SP2vVyyJDZ9L2lYjz3QHSUhhCQAOUAYi2E9XsbMS7pYJ5OLMfMy+P2xsJBDUfSb4vZ2BcPD47zBQsPDYvCUMY7S0siOLdu2iTceb73lwLVrsQ3QEjJZvfyy0xe4BICXXrJvJrTLBTQ1iceKSDIvDcN6xpiKPJbxysa1WbOg5eX5lllfH5Rz58LcUkJiqK9PDPI7neAFBcG9lzHwmTPh/uQnMfzNb2LgpZdw/eJlLMuqwzY8j2/jUezFHXBl5xre6nzlFaxbZ5++lzSsxx4oeEkIIQnADsN6vKhsnEx28sAeuY/leJzO0QCmv5aW2AT3GhsVcK5/9/TpHMnJ47whCIsWaais1C/63W6Gl1+2b8CEkEQmZxNduGDf83VzMxN6zk2dqiE9PfzPCxi8DMF4ZeNgzFA6TkN7SDyS+13y6dMjajx57ryKkz2zsQvb8HV8G9uz/ojeixfR+6c/Ca9zHD6M2+aKU8737x/texltHR1M6P/tcHAsXjxG8PL6dSDI3p8kdPY9QxFCCAmacVhP7J4Iyt9NwUsy2URSNh7o9XIwNFrkEs2yssjvGhiDoSz1+ecpeElILBw5ImYTXbyowGXTqnHLh/XMmRPS+wMFL/0DK3LpOPW9JPHIUDIeQmuFQPbvF485a9a4oToYtMWL4Zb2mcW1LyMrS9/PuroUfPBB9K+Hjh4VH/IsXKghNdX4uqT//E9kzZqFrAULkPTjH0dp6yYXuqMkhJAEUFcnnlhjWTZeWsqRkqJfbFy7pqCzk8pCyeQwMDB6ge3lcHBDb7SJyJmasRraY+akcX/btonRkQMHVMOEdkKItdraGBobxX3c7Wa4dMmet4dmH48izbxMSQEyM/VjtcfDcP26fhyTAzGUeUniEZOG9WglJRF9XnW1eL/iXxruuu8+4WfJr76MNWtiXzouBy9vuMFteA1rakLKN78JpmlgfX1I/ad/QsrXv46YpIomMHuenQghhITk4kX7lI0rijF4StmXZLJoaRH/1ouKeMgzGowTx2MT2DN1sq+f8nINVVX6xT/nDC+8QNmXhESTfEPude6cPc/XZh+PVDl4GcKkcS+572V7u9/E8eXLwZm+rJ47B0wwqIQQu5HLxgMO6wkS58bMy7Vr9Wot1733Cj9T338fdy1tFNZVV8c+eBloWI9z504wKVCZ/KMfIfWhh4CR2AwZSkT2PDsRQggJWl+fmJmlqty0DKlwyaXjdu6jRYiZ5AxCeXp4MOT3NDUlVuYlYCwd37WLgpeERNNYwcsLF+w5ZM/U4CXnUC5dElaFF7wcp+9lVha0+fOFnzuOHQv5OwiJJblsnEcQvLx0SUFrq74fp6VxLF2q3y/wmTPhXrbMt8w4x93DLwufUV2tgodWzBIRzgNlXnoML0p67rmA70/auRNp27cDvb1WbeKkQneThBAS5+SsyxkzNCQlxWhjPiIP7ZHL2glJVJFMGtffY4+ycasyLwFgyxYXGNN/zxMnHIbevYQQ64wdvLTnfmhmz0vW1gbW1+db5hkZ4IWFIX+OHLz0z7wEYBzaQ30vSZxhJva8lEvGV61ywyk9t3Rv2iQszzr2ktD3srNTiWp2+KVLCrq79e/LzOSGexzl9GmoH3ww5mc433kHGRs3grW1Wbadk4U9z06EEEKCdvGieDEgn1RjQd4Gu94MEWI2Y/Ay9BQBOfMyVmXjVmZeTpvGcdNNYvbCzp2UfUlINGgacOxY4PLLc+fs+bDRzOClUlcnLGvl5aPTxEIk9zPu6JB6iNLEcRLnDAN7Isi8lEu+160zll/LfS8d1ftwZ1XLuJ9jJfkhz/LlHsOw9aTf/U5Ydq9cCY+Uya2ePIn0O+4wZHyT0NDdJCGExDm5n2Qsh/V4zZ0rXpBQRhWZLORAYzhl48ael9Hff7q7IQyfSE7mKCw0t1Zr2zaxD9SuXc6oloMRMlldvKgI+7e/2loFHmNMIaa6u8VBaElJHNOmhX+wMEwaD6NkHDD2vBTKxmGcOK4ePgw6yJF4Ive85BEM7DH2uzQOvtFmz4Zn4ULfMtM0fDrrReE1+/ZF7wHLhMN6PB44d+4UVo08/DD69+6Fu6pKWK9++CHS77gD6vHjlmzrZEB3k4QQEufsNKzHSw6gXr6sUL9qMik0N4v7YzjBy6IiLpRUt7WxqO8/gUrG5WyDSN13nxtOp/571taqOHmSLk0JsdpYJeMAMDTE0NgYm2zvschZ4GVlWsiD0PyZ0e8SmKDnJQCtshI8K0v/3u5uQ+CUENvq6QHr6fEt8uRk8Ly8sD6qoYGhsVF8ALFiReCnJC6pdHxNy0vCcnW1I2rPACYa1qPu2welRc8M5RkZcN19N3h+PvpfeQWuj39ceL3S0YH0jRvheOst6zY6gdEVIiGExDk583LOnNinTGRmitljHg8zBEMISURmlI0nJQFTp+rv45yhpSW6wQQ5WGBmv0uvKVM4NmwQsxh27Ypxw15CJoHxgpcAcP68vUrHzW5hYcakcWDi4CUUBe4VK8Tvpr6XJE4YSsanTw+rvQIAHDggZl2uWOFBSkrg18rBy9zj76A0vdO33N6uRKUd1cgIUFMz/rAeeVCPa+NGIC1tdCEjAwPPPIOR++8XXsP6+5G2fTucYwz5IWOjO0lCCIljnBt7Xtoh8xKgvpdkcpLLxsMZ2AME6nsZ3f3Hyn6X/rZtE6eOv/CCE5o9DmGEJCw5eCkfb86ft9f52uzjkZz9GG7wUu552d5u/HczDO2hvpckTpg5adzY79JYMu6lVVbCU1npSLgQdQAAIABJREFUW2ZuN/52hjH70mqnT6sYGdGv6YqLNRQV+e3zAwNwvvqq8B7Xjh3ihzidGHzySQx9+cvCauZ2I+3hh5H0wx+avt2JzF5nJkIIISFpb2fo6dFPrOnpkfWBMlNFBfW9JJPL8LB486oo4feJjPXE8UBlmlb4xCdcSEvTf9fmZgXvv2+vrC9CEsnQEHDqlLiP7dgh9qWwW+ZloDYWYdM0E8vGx+95CRj7Xjoo85LECSb1u4xkWM/+/eIxJdCwHn/y4J5Nrl3Csjy53AoTlYw7//hHsN5e37JWWAj3+vXGD2IMw9/8JgYffxxcylxN/T//Byn/9E+gp7bBoTtJQgiJY4GG9YRZ0WE6Y+alvW6GCDGbXNpdVMThCDM5QM7YbG6O7o5t5mTf8aSnjwYw/dHUcUKsc/q0CpdLP56Ulmq46SbxptxumZdmBi/ZlStgQ0O+ZZ6dDZ6bG9ZnTVg2DmPmpXLmDNDfH9b3ERJNSlOTsBxu8LK1laGuTr8HUFWOlSvHzrwEjKXjcz58E1m47lvet8/6vpcTDeuRy75d27ZhvGa8I1/8IgZ//nNwp3iNk/zjHyP1oYdAwwEmZq8zEyGEkJAYh/XEvt+llxy8pMxLkujkYT3hlowDxjJO+bOtFo2el15y6fhLLznhco3xYkJIRI4cMd6Qz50rXjtcuKDaaii2mQ9TDJPG58wJu49fXp74j9TZyQyT2nlurjDNnHk8NG2YxAWzysYPHBCPOcuXe5CRMf57tIUL4Skv17fFNYKtyXqJdmurYrgHMtt4mZesowOON98Ufj6yffuEn+nasgX9O3eCZ2YK65N27kTa9u2A34AkYkR3koQQEsdqa+3Z7xIwlo1fuKDY6maIELOZMazHq7g4dmXjmgY0NEQveLlhgxs5OfrnX7um4J13rO9nRchkFOiGvLiYIyNDP+b09ER/SNhYPB5zj0dmDesBRoerZWeLw9W6uibOvqS+lyQemFU2LvenXLs2iEQLxgzZl5/JfF5Y3rfPuoqu7m7xHktROJYv17fb+eKLYG49E9Mzbx60JUuC+mzPzTejb/duaIWFwnrnO+8gY+NGsLa2CLc+cVHwkhBC4piczWin4GVxMUdqqn5R392toLPTHjdDhFjBrGE9gd4rf7aVWlqY0KR+yhQN2dnWfV9SEnDffWI5FpWOE2INYymkB4whQPalPW4Tr1xhQpl7bm5kxyPDsB6/7K5wFBSIx+r2dup7SRJDwGnjYTAGL8cvGfeSg5eru19DOvrG/FwzHT8ufva8eZqQLer83e+En7u2bw8pg1tbsgR9e/cKWdkAoNbUIP2OOwzHKTLKHmclQgghYTGWjdsneKkoxu2xy80QIVaQS7vl0u9QGHteRm/fiVa/S3/btom9nnbvdmJgwPKvJWRSuXaN4dIlsffc0qWjQcu5c+WJ4/boU2328cisSeNexonjxgCGWwpeqkeOgEpRiK1xbiwbLykJ+WO6uhjOntWPJYxx3HhjcMFLbelSaGVlvmWnewh3Y49v2cq+l+OVjCuXLhkeQIxs2xbyd/CZM9G/dy/cVVXCevXDD5F+551Qjx0L+TMTHd1FEkJInHK7gcuX5YE99ul5CdDEcTK5mFk2Lr+3tZVFrQ9kNPtdeq1b50FRkf49fX0Mr71GpeOEmOnYMfGGfMECDWlpo/9/3jx7Du2Rj0cRBy9NmjTuZex7afx30xYuBE9N1behtRWssTGi7yXEUtevg/kNluKpqeBTpoT8MfKU8UWLNOTkBPlmxgxTx3eoO33/v6VFMdwHmWW8YT1y1qV77VpwvyBrKHh+PvpffRWu228X1isdHUi/915DX83Jzh5nJUIIISFraFCEUqqpU60t7QwHTRwnk4mZZeNJSaP7tBfnDFevRqd0PBaZl6oKbN4sTx1Psvx7CZlM5GE9K1boN+STIvPS44Fy+bK4Kgpl43A44Fm+XFxFfS+JjRlKxouLwxpstX9/eCXjXnLp+N18N1Khl2VY0feS83EyLzk3BC9HduyI7AvT0zHw9NMYeeABYTXr70fajh1wPvtsZJ+fQCh4SQghcUrOYpw92z4l415y8LK2lk47JHEZMy8j2ydjVTpuzLyMTnmjPHX8tdcc6O6OylcTMinImZcrVujZlvPmycFLe5yvzcy8ZI2NYH4p7Fp+PoJPAwssP188PnZ0BA7wyH0v1UOHIvpeQqxkKBkPs9+lnHkZavDSs2KFMCgoVRvAndjrW963z/wKjaYmhrY2/biTmsqxYMHocUc9ehSqX/Y2T0oyBFjD4nRi8Mc/xtDf/72wmrndSPvCF5D0n/9JrSZAwUtCCIlbciBQDhTagVw2TsFLkqhcrtHSbn/TpkV2oSmXjkdr4rjZZZrBqqryYNYs/ZgxMsLw+9/T4B5CzMB5oMxLfX+bMUNDcrJ+zOnosMeQPTnz0i6Txr2CDV66aeI4iSMBMy9D1NsLnDwpHnPWrQuxvZWiwLVxo7BqG/TS8f37ze97KWddLlvmgeOjGKnzueeEn7nvvDPiByA+jGH4sccw+MQT4FKWa+pjjyHl618HNPvd60UT3UUSQkicMg7rsVe/S8A4sOfDDxUMD8doYwix0NWrDJyLbRySIqx6lgf+NDdHJ5AQi56XwGhF2tatYvblrl0UvCTEDPX1DNeu6ft2RgZHZaW+b6uq8Zxth+xLM4OXZk8aBwIN7An8b+aRg5c1NaALImJXzITg5cGDDmiaft1SWekxBPuDIWc23otXkYTRfaepSUF9vbnXRkePitmcvpJxlwvOF14Qfjayfbup3w0AIw8/jMGnngKXLiKTf/xjpH7+85P6uBH7MxIhhJCw1NaKTwbtNGncKz0dKCnRt0vTmGXNtQmJJbNLxgFj8DIamZeDg6NN8L0UhQv7sNXk0vF333WgrS322V+ExLsjR8Qb8mXLPFCldnGVleJD0AsXYnu+7usTg4GqylFSEn6alSF4OWdO2J/llZcnHh/Hyrzk06ZB85vWzEZGRgOYhNiQIfMyjEnjkZaMe3lWr4ZWWOhbzkIvbsfrvmWzS8eNw3pGj4uOt96C0tnpW8+zs+G+4w5Tv9vLtXkz+nfuBM/KEtYn7dqF9O3bgZERS77X7ugOkhBC4pQx89J+wUvAmBEa65shQqxg5qTxsT4jGj0vGxuNv0ekGaShmDdPw8KF+jFD0xheeomyLwmJ1HjTc738MzEB4Ny52A7tkbPAS0s1X/lmOOTgpceEsnE583Ks4CUAuOW+l4cPR/z9hFjBjJ6XxmE9YVaIqSpc994rrPIvHa+uNi946XYDJ07Iw3pGj5WGQT2bNwPJyaZ9t8yzfj36du8WArcA4K6qQlQvzGyE7iAJISQO9fWJwRJV5VHrSxcquRdnXZ09JpgSYia5pFvOmgyHnL0pTzO3Qiwmjcvk7MuDB+mYQUik5OClf79LL7tlXpp9PIpO2fjYx2nD0B7qe0lsKtKy8cFB4zEn3MxLAIbg5Sa8DCdGsw/NzLw8d07BwIC+DxcUaCgr40BPD5y7d4vbZEHJuExbvBh9r70Gz0dZ4iP334/hxx6z/HvtioKXhBASh+SsyxkzIu+vZxU5eBnrmyFCrCBnXpoRvJTLtaNRNh6rfpf+Vq8Wb3AuXKDgJSGRcLmMgzMCBy/lnpf2yryMKHjpckFpaBBWmRG8zM3lYEwPYHZ3K3C5Ar9WDl46KPOS2BHnUK5cEVaFGrw8fFiFy6UHAWfO9KC4OPyKFM+6ddDy8nzLU9CN2/AWgNGKEbP6XsoB16oqDxgDnL//PdjQkG+9VloKz403mvKdE+EzZqB/714M/93fYfCHPxxtED5J0R0kIYTEoYsX7d/v0mvuXPEGqa6OTj0k8chZkWaUjRcViZ9x9SqDO/zEhaDYIfNy7lw5W1uZ7AM2CYnImTMKhof1Y9T06VrAY9Ts2RpUVV/f3KygtzcqmxiQmccjpb4ezOPXkmLaNCAjI+zP81LV0QCmv7GmtHuWLBGGcCiNjWBXr0a8DYSYiXV1gQ0O+pZ5ejqQnR3SZ5hWMu7lcMAtTR3fil2+/29W6bg8rMf7kMdQMr59O6BE736G5+Vh6FvfApyTu40O3UESQkgckgOAs2fb987emHmpgkce1yHEVqwY2JOSAuTniwOvrl619om7HTIv8/I4pkzRv3dwkKGxcfJmGhASqTGn50qSkoDycnGfl4cDRpPxeBTBsJ66OmHZjKxLL3mC8ph9L5OT4VmyRFhFfS+J3bCmJmFZKy4OOdvPGLyM/Mmr6777hOXNeBEqRj/XvOClcVgPa2mB4913xW351KdM+T4SGgpeEkJIHJKDl3KA0E6mT+dIT9cv7Ht62Lg9oQiJR8aycXMi9HJ2lNWl43bIvGTMWL5KpeOEhO/IkYmH9XjJmc/nzsXudtHUzEu536UJw3q8gg5eAvDccIOw7KC+l8RmDJPGQywZHxkZLRv3d9NNkQcv3evXQ8vJ8S3noxM3YzSoaEbfy74+4IMPxGNOVZUbzp07wfyyLjxLl0KbNy/i7yOho+AlIYTEIWPmZYTlGBZizFjWTn0vSSLxeICWFvFmddo0c4J+cu9MK4f2cA40NMQ+8xKgXrmEmOnYMWMft7HYZWiPppnb81K5dElYNmPSuFdBgbhd7e1j/5sZhvZQ5iWxGbnfJQ8xeHn8uIrBQbFNRSRZ0z5OJ9x33y2s8k4dr69X0NQU2fXRyZMqNE3/jDlzPMjJAZIClYyTmKArQUIIiTOcGyd22znzEgAqKqjvJUlcra0MHo9+wZuXpyElxZzPloOXzc3W7TtdXQw9PfrvkZrKMXVqbHo8yL1yKfOSkPBcvy4GIBnjWL58vOClnHkZm32vtZVhaEg/HmVlceTkRFA2bsGkca9QMi/dUualevw4LG9mTEgIDJPGp08P6f2BSsbNmjHj2rRJWN6MF6Fg9HgWael4oGE9ytmzUE+d8q3jigLX1q0RfQ8JH909EkJInGlvFwMMaWkc06bZu4lkoL6XhCQKY79L8/ZH+bOsDF4G6ncZq6GWcukqZV4SEp4TJ1Rwru/I8+ZpyMwc+/V2ybwMVDIeyfFIlYOXc+aE/2GSUIKXvKwM2tSpvmU2OAjlzBnTtoWQSClyz8uSkpDev3+/eI2/bp151WHuW24Bz8ryLRehFetQDSDy0vFAw3qczz9v/P6iooi+h4SPrgQJIZPH0BBSvvxlZKxejeT/+38Rr1NjAg3riVWAIVhy8JIyL0kiaW6WJ42blwktf5aVZeNysCBWJeOAfQIohMS7I0cCT88di3y+/vBDBUNDpm/WhMwsGcfQkDCEhDMGbdas8D9PYgxejnO8YsxQOk59L4mdRFI27nYD779v/rAen+RkuO66S1jlLR2vro4sMcIwrKfKhSQpeOmikvGYoitBQsikkfSb3yD5l7+Eev48Ur77XajvvRfrTQqLcViPfftdesnbSIEIkkiMw3rMC/oZe15amXkpBkZjGbwsLeVITtYDAp2dCjo7bf6UhhAbkm/IJwpepqcDpaX6vq9pLCYPHE0d1nP5sjBwgxcXw7TeHgjU83L8Y5Wb+l4SG4ukbPz0aQW9vWIbHbmSIlLy1PEteAEMGi5dUsN+wNvaytDUpB9zkpI4lvf9SchC5WlpcG3cGN5GE1PQ3SMhZNJwvPOOuHzwYGw2JEJyv8vZs+3d7xIwbmNDg4LhYQpEkMRgZdm4PLXcyuClHSaNe6mqcdBXbS1dthISCs4DBS8nzoKaN08McJ4/H/1WL/EyaRwIrWwcME4cp+AlsQ3ODZmXoUwbl/tOrl3rMb06zL1hA3h6um+5BM1YjYMBvz9Y8nFy8WIP0l8UB/W47rkHyMgI6/OJOWJ6FVhdXY37778f8+fPR05ODn77298KP+ec4/HHH8e8efNQVFSEe+65Bx988IHwmu7ubjz00EMoKytDWVkZHnroIXR3dwuvOXPmDO6++24UFRVh/vz5eOKJJ8DjtFyUEBI+uacQk07O8UK+gZdv8O0oLc2YydHYmBzDLSLEPPKTfjPLxuWp5S0tDB6Lkq0D9byMJePQHgpeEhKK5maG1lZ9v0lN5ViwYOL9Ws6UOn8++vuemccjw6RxE/tdAmEEL5cvB1f030+9eBHs2jVTt4mQcLCODrDhYd8yz8oC/HpMTkQe1rNunQXDqFJT4brjDmFVpKXjcvBy1ZJ+OF96SVhHJeOxF9OrwP7+fixYsADf+c53kJqaavj5D37wA/zoRz/CE088gbfeegsFBQXYvHkzent7fa/53Oc+h5qaGjz//PPYuXMnampq8PDDD/t+3tPTg82bN2Pq1Kl466238J3vfAc//OEP8V//9V9R+R0JITbR2wv18mVhlfxkMV5cvCiXjds/eAkYS8cbGswr2SIklqwsG09NBXJz9c/zeBhaW63JWrZT5iUQaGgPDfoiJBTyDfmyZR44gkhMknvOxnvmpVpXJyybOWkcAAoKQuh5CQDp6dAWLhRWqdT3ktiAoWQ8hKxLTTMO6zG136Ufeer4VuwCwMMe2iMfKz/p3A3W0+Nb1vLz4b711rA+m5gnpsHLO+64A4899hg2bdoERRE3hXOOJ598El/+8pexadMmLFiwAE8++ST6+vqwc+doZP38+fN444038P3vfx+rV6/GqlWr8L3vfQ979+5FbW0tAOD555/H4OAgnnzySSxYsACbNm3Cl770Jfz4xz+m7EtCJhFVytoGAEU6QccDtxu4fFke2GP/npdAoCEAxodWhMQjeQK4mWXjQHRKxz0eoLHRbpmXNHGckEjI03OrqoK7XqisjO2+NzgItLTo38kYF6o3QmV12XhODoeq6sfpnh4Gv+S1gKjvJbEj+d4olH6X584p6OrS99usLI6FC625jnB//OPgfslvM1GPFTiKujoVV6+G9oBX04Bjx8Rj5coLzwjLrq1bEdSTH2Ip214F1tfXo7W1FbfddptvXWpqKtauXYuDH/WpO3ToEDIyMrB69Wrfa2688Uakp6cLr1mzZo2Q2blhwwa0tLSgvr4+Sr8NISTWVKlkHDA+XYwHDQ0KXC79pDx1qobs7BhuUAjk4GV9PZWNk/inaaOl3P7kUu9IyWXo8nRzMzQ3M7jd+ufm52sxb+1Eg74IicyRI9L03BuCDV6Kr6urU+C2JoEqoIYGOZudIykp/M+Ty8bNDl4qCpCXF2HfS8q8JDYgBy9DmTQul4yvWeOGalXSdkYG3Bs2CKv00vHQgox1dQp6evT9dUZmJ3Kq9wqvce3YEeaGEjPZNnzc2toKACgoKBDWFxQUoKWlBQDQ1taGvLw8ML8usIwx5Ofno62tzfea6dITA+9ntrW1YebMmQG/35u5magS/fcj1orHv5+y6mrIeX5Kdzcu1tRAC9C2wq6qq7MBZPqWi4v74+a/R1paJoBK3/KHH6aittaYEUtIsOzwt9/Z6YDLtcy3nJnpRkuLuduVkVEGYKpv+cSJTixY0Gbqdxw9mglA72tVWDgQ839fxhQwthycj17n1dcrOHWqDikp5ma2xvr3JPHPjn9Dbjdw7NhyYV1ubh1qa0eCen9e3hJ0do5GDF0uhrffbsDMmROkE5pk/37xWqewsC/sf2NlYABVH907AgBXVVxwucBN/m+WlbUAbW1pvuVjx5owMDAw5uuTp07FYr9ldugQoGm2/Fsi8SPSv5/i06eF+6X2lBS0BPmZe/eWA37vrqy8itra1oi2Zzy5q1ej/Pe/9y1vw048isexZ08flixpCPpz9uzJg//x5ov5vwa77PItD5WV4VxGBjCJ9s1YHocqKirG/Jltg5deTBpPxTk3BCtlE73GWy4e6L1e4/2jxbva2tqE/v2IteL17yd9jCzLirQ0aCY3brfS66+LqQeLFiXHzX+P9HTxmFtfn4w5cypMn0JIJge7HIv6+8UModJSZvp2zZ8vZim7XIWoqDA35fr9953CcmVlki3+fUtLORoaRg8SnDMwNtfUPr92+Tsi8cuuf0OnTysYGtLTngoKNKxfPyPoc+7ChQree09fHh4uR0VFdNIv335bvNaZPz8l7H9jpaZGWNbKyjBnwYKwt20s06cnwb+1ZlrajPH/vebMgZaTA+WjQbOO/n6kfPghSu+80/RtI5ODGcei1MFBYXnKkiXICOIzOQdqajKFdffdNwUVFcEP+wlZYSH4v/4r2MjoA5k5uIglqMGpU4tQURF8dVdzs9iD/1Mjz4sv+PM/R8XcuRFvbryw6zkNsHHZeGFhIQD4Mii9Ojo6fJmTU6dORUdHh9C7knOOzs5O4TWBPgMwZnUSQhIU5wHLxoH4Kx2vq5OH9cRHv0sAmDaNIyNDP1739zssGzxCSLQY+12a399JHgAkTzc3gzzZN9bDerzk8lUa2kNIcI4dE/eVqipPSA8LYzm0x8xhPVaXjHsVFIjb2N4+wT82Y/BIfS/TT582e7MICYnS1CQsB1s2fumSgtZWfb9NT+dYutTie5SsLMMQnW3YiQsXVLS1BX+w82+vMROXUd68X/j5CE0Ztw3bBi9nzJiBwsJCvP322751Q0NDOHDggK/H5apVq9DX14dDhw75XnPo0CH09/cLrzlw4ACGhoZ8r3n77bcxbdo0zJgxI0q/DSEkllhDgzAxzt+Vg/E1cbyuTrx5mD3bHgGGYDAGzJkjXsjU1tr2NERIUOThOWYP6xn9TDl4af5+IwcvYz2sx0vOsqS+l4QE58gRscAu2H6XXvLArPPno7fvmTppXB7WY/Kkca/8/NB6XgLGvpcZUpYoIdFmGNgTZPCyulq8P1m1yg2nc4wXm0ieOv4pPA+AG6aej2VoCDh9Wn/t/8LTws/dq1eDj9FmkERfTK8A+/r6UFNTg5qaGmiahqamJtTU1KCxsRGMMXzxi1/E97//fbzyyis4e/YsHnnkEaSnp2Pbtm0AgMrKSnz84x/HV77yFRw+fBiHDh3CV77yFdx5552+VNdt27YhNTUVjzzyCM6ePYtXXnkF3//+9/HII4+MWzZOCEkcY2VdAsC5N6zrxWI2zo3Bvjlz7BFgCJZ8M1RbS1lUJL7JWZBylqQZ5GnjTU3WBy/tm3lJwUtCgiEP61mxIrTgpZ0yLyN5mGL1pHGvsIKXlHlJ7ETTwPz6wwLBTxuXh/WsXRudyjDX3XeD+00Bn4fzWICz2LcvuO6Ip06pfoNQOf7K8Rvx8ynr0lZiegV4/PhxrF+/HuvXr8fg4CAef/xxrF+/Ht/+9rcBAF/60pfwyCOP4Gtf+xpuvfVWXL16FS+88AIyM/V+Cj/72c+waNEibNmyBVu3bsWiRYvw05/+1Pfz7OxsvPjii2hpacGtt96Kr33ta/jrv/5r/M3f/E3Uf19CSGyMF7zsqrkCl2vMH9vKkSMqWlr0w7bTyTFrlj0CDMGSg63RzOQgxArRKBuXP/PqVQaPyfcFZgYLzGTMvKQHHoRMpK8POHdO3KerqkLrV1lZKT9sVKBF4bDAubkPUwxl4xb1OTeWjU98feOuqhKWUy9dAsaoFCLEaqy9HczvpohnZwMZGUG9V57wvXZtdPrjIicH7ptvFlZtxa6gJ44fPapfU1ThGCrc53zL3OGAa/Nmc7aTmCKmA3s+9rGPofujJsWBMMbw6KOP4tFHHx3zNVOmTMF///d/j/s9CxcuxB/+8Iewt5MQEt+UcYKXeUPNePNNB+66K0on2Qg89ZTYwH7DBjeSksZ4sU3NmydGXM6coUAEiW9yCbecJWmGtDRgyhQNXV2j3+V2M7S3MxQVmfNdAwNAW5v+e6gqt+T3CIccQKmrGw2gKPTcg5AxnTihQtP0zL85czzIyQntM6ZO5cjJ0dDdPbqzDQwwNDYyzJhh7bGho4Ohv1/f9vR0bshqDIXiP0UHgMeizMu8vNAzL5GTA09lJdTz5wEAjHOox4/DIwVjCImGcEvGGxoYGhv1k3JyMg850zsSrk2b4HzzTd/yNuzEv37wGDo62ITHDv/ewH8OMevSffvt4Lm55m4siQhd+hFCEp46ThlOCZrwzDP2jwB2dwMvvig2j/nsZ0ditDXhW7JEvJg5dUoFt0eMhJCwNDeLN6hWZF6Ofq64o8gZn5GQs5yKi3lUelUFIy+PIzdX/zcdGmK+6eOEkMDkYT3hBBIYMz48iEbmc6As8LA7fV2/DuWjQa0AwJ1O8JKSCLZubAUFYQQvYex76Th82LRtIiQUTBrWowW5rxw4IObDrVjhQUrKGC+2gPuee8BV/di0BKdQgQuGPpyBeNtrqHDjATwj/Gxkxw5zN5REjIKXhJDENjBg6HfkrxSN+MMfHOjqsvfN8DPPJGFoSN/G0lINt91m/2xRWVkZR1aWfoF//fpoJgch8YjzQAN7rAleyr005aBpJOza79LLWL5KGduEjEce1hNuFpS878ml6FYw83ikyiXjM2cCDmsKD+XgZTBl4wDgXrVKWFYpeEliRLkiDjENNvPS2O8yuvcnPC8PnptuEtYFUzre1cVw6dLo9cQGvIki6HMQeFYW3Hfeaf7GkohQ8JIQktDUc+fA/FL7LmMm3NBvfPNwDerIIF54wSZpRgFwDvziF6PZobnoxP/Bt/CL2d+Co6tjgnfaj6IACxcasy8JiUfXrjEMD+tBxMxMjqwsa75LDl6aOXHcrv0uveS+l9Qrl5DxyZmXoU4a95o7Vx6YFf3My4j6XUZpWA8A5OWJ29nZGWTm5fLlwrJ67twYryTEWnLZOA9yWI+c4bhuXfRKxr1c990nLG/DzgmH9vj3u5RLxl333Qekppq3gcQUdPVHCEloilQyfgxVuALxZFyMZjz7rH2Dl9XVqu+G4b/xEL6Ff8aGd/4FqZ//fIy3LDyLF1PwkiSGaJWMj362mNVjZvDS7pmXFRXiMYMyLwkZ29WrDE1N+j6dlMQNDw2DNW9e9B8cmBq8lPpdWhm8zM4eHaTo1d/PMDAw8fu0igphmTU0AMPDZm+dopH5AAAgAElEQVQeIRNiYfS8bG1lqKvTz8mqyrFyZfQrw1wbN4L79ZdYgWMYPFuPa9fGfojgDV6mow9b8ILwsxGaMm5LFLwkhCQ0edJ4DZbgqrNUWFeCJhw+7EBtrT0Pib/85WjWZTKGsNXv5Op8+20oFy7EarPCRsFLkiiiVTIe6LPNLBu3e+alse+ePY/VhNiBfzYRMNprOjk5vM+SMy/Pn7e+T7WZxyPDpHELg5eMwTAcJKi+l6mpQm9BxjmUy5fN3jxCJhRO2fiBA+LxZvlyT7ADyk3FCwvhWbNGWDdaOj72PYY3Q30TXkY69CcNWnGxoQyd2ANd/RFCEpo8rKcGS9CbJZ6MS9EIALbMvmxvZ3j55dHtKkOD4eeOPXuivUkRo+AlSRTG4KV1d/VWlo3bPfPSWLpKl6+EjEUOXlZVhV/CWVLCkZ4u9qlua7O2T7WVZeNWTRr3MgYvgztWyUFVOWOUkGhQpIE9PIjgpdxXcu3a6JeMe8ml4+P1veRcH9ZjKBnftm20zxWxHfqvQghJXJxDCZB56S4Sy8ZLMHqyfu65JGj2umfH00874XKN3ijMxIeGnzvjMHg5b54Gh0O/wG9oUNDdHcMNIiRMV65Er2y8uNiaaeOcG4OXdsu8LC3lSEnRf//OTiXofnKETDZHj4o36+H2uwRG79/ltg1WDu0ZGTFmlZeVhXk84hxqFMvGAaCgQNzW9vYg+17OmSMsjzdokhBLeDxgLS3CKi2InpfG4GXshom67r1XWL4RB3Hx7SsBX1tfz9DZqWAqWnEHXhN+RiXj9kXBS0JIwmJXrkDxi4r1IgOXMQuOWeKTRG/wsqlJwZ/+ZJ8sQE3TS8YBYAbqDa9RDx8Ga201rLezlBRg7lzxAv/0afv8uxMSLDmAKGdHmmnaNPGzW1qYKQ9bOjsZ+vv1G+z0dG7IHoo1VQVmz6bScUImomnA8ePi+TTcSeNexrYN1p2vGxsVcK4fj6ZN08KemcGuXQO7ft23zFNSgh5AEq6wysZhDKrKQVdCrMZaW8E8+rFCy80F0tLGfU9XF8PZs/rxgDGOG2+MXfCSFxdjqGqVsG7h+ZcCJkh4H/Lcj2ehQj/GeRYuhLZwoaXbScJHV36EkIQl97s8hcXgUJA5f5qw3ls2DgBPP50Eu3j3XQcuX9YvCmYrxh5IjHM4/vjHaG6WKah0nCSCaJaNZ2QA2dn657tcLOisnvEE6i/HbJjUWFlJpeOETKS2VkFPj74D5+RoKC+P7CmHHLy0cmiPpZPGy8stLwUNO3gpZ15S8JJEmdzvMpiScbnf5aJFGnJyTN2skPEtYun4FryA/fuNpePe9hpyyfjIjh3WbRyJGF35EUISVqB+lwBQsFwMXnozLwHg1Ved6O21ftuC8dRTYiD1ppLADdydu3dHY3NMRcFLkgiiWTYOWNP30u4l414VFdHL/iIkXnl7uHmtWOGJ+GFEoKE9VjHzeBQweGmxgoIwe15S2TiJMcOk8TgrGfeSS8fXoRqn9rYZXnfsmIpKnMNKHPGt44zBtXWr5dtIwkfBS0JIwgrU7zIzkyN3qXhCLlP04OXAAMMrr8R+cE9LC8OePeJFwYKMDwO+1vHuu7BNxDVIFLwk8Y5zY/BQ7ktpNjl4acbEcbtPGveiieOETMw7Pdcr0pJxYLRPtb+4zby0uN8lAOTlhdfzUisrA3fo13xKWxvgV/JOiNXkYT1aScmE79m/Xzze2CF4yWfMQMesKt+yAo7MN34vvMblAk6cUPFn+K2w3vOxjwWVcUpih678CCEJSy4br8GS0cbzRYXgqn7CzdM6kIJB3/Kzz8a+dPw3v0mCx6Nf9M6b50FOt3HaOACw4WE43norWptmisWLxQv8c+cUjIzEaGMICcP16xB6RaamcuTkWBu8lMvSrci8tNukcS95aAhlXhJidOSI+NDTjODlzJkakpL0Y09bm4KuLmt6S5gavLx0SVi2etI4ECjzMsh/J4cD2qxZwipV2n5CrKRImZcTBfF6e4GTJ8Xz8Lp1sZs07o9tE0vHb2x+Qeh7efasgqGhACXjNKjH9ih4SQhJTENDUGprhVWnsHh0UIyqghcVCT8rhn7S/tOfHGhoiF3TN48H+H//TwygfvYv+gxTAP3FW+l4bi5HYeGwb9nlYpZmcxBiNmO/S+t7Rcpl6WZMHI+XzMs5czQwpgcGGhoYBgfHeQMhk8zgIHDmjLg/mxG8dDhG9z9/Vp2vzTweRXvSOBB+z0vAuH1UOk6iiUk9LycqGz90yAFN0/++Kys9thn2l/SAGLxcj/dwfO813/LRow6sxX7Mwoe+dTwlxVByTuyH7hQJIQlJOX9emJp3GTPRg2xf6aF8Ut4wV5zk/dxzscu+fOMNB5qa9MNzairHAzddBuNjXxQ4XntttA4ijsydK0YeqHScxJNoDuvRv0PueRl5tDReMi9TU4GyMv3fmHOGujq6jCXEq6ZGhdutHxNmzNBMCybIfS+taNvAuYmZl5wbMi+jEbwsKBC3N9ielwAN7SGxJWdeahNkXlZX269k3EsrL0dj7hLfsgoNQ8/u8S0fPaoasi5dn/gEkJ0dtW0k4aGrPkJIQhprWI/3Alw+KX/yBjF4+eyzTowTK7SUPKhnyxYXsqWScXdVFbS8PN+y0t0Ndf/+qGyfWebOHRCWKXhJ4km0h/UAQEmJeFCKNPPS7QaamsTfo6zMnsFLwBhAqa2lYwYhXt7puV433GBeMEHuOXvunPn7Xnc3Eyalp6RwFBaGdyHG2trA+vp8yzwjA7ywMOJtnEigzMtgryU9NLSHxJChbHyCnpfyBG+7lIx7ddyySVieceQl3/8/ddSDHXhO+LmLSsbjAgUvCSEJKVC/S0C/AOdS5uWNxfVCT6eLF1UcOhT9G+PGRobXXxcvCD7zmREoDWLwUisvh/vOO4V1zj17EE8oeEnimRw4lIfpWMHszMumJib01p06VUN6ekQfaam5c6M3OISQeCMHL6uqzAsmRGNgVqCScSXMrwk4adzqvh4A0tNHg65eQ0MMfjHUcRnKxinzkkSL2w129aqwSps2bcyXDw4ajzdr1tgn8xIAch8SS8dX9r6Nvvpr6OkBZp3bi1x0+X7mmZIL94YN0d5EEga66iOEJKRAwcukJO4rQZLLxtO6ruCuu8QT7zPPRH/q+K9+lST0kFm82IOqKo8xeFlaCtc99wjrnLt3I2bpomEIFLyMo80nk1y0J40DgYKXCrQIYqZyybhd+116GTMv6TKWEC9j5qWZwUvxs86fN/9hY329GFyMaFiPFPiLxrAeYDQ+asy+DO44JZeNqxcvxtU1HYlf7OpVML+LCS0/H0hJGfP1R46ocLn0/XXmTE9UroFCkXNjBWqTFviWHfDgyk/2Bpwy7t66BUiK/bBWMjG66iOEJB7OoUhl4yexFLNna3B8lNSoSeUQSnMzHnhAHHf9wgtJUR0I4XIBv/61ePL8zGdGwBgMwUteVgb3rbeCp6b61ilNTVBOnYrKtpph+vQRZGXpFzvXr7OYDkoiJBTNzdEvG8/MhLDPjIwwdHaGv8/ES79LL2PmJWVrEwKMlid/+KG+PzgcHEuWmBe8nDNHg6Lox57GRiXojMJgmTmsJxb9Lr3y8+W+l8Edo3lRETx+13Sspwesvd3UbSMkkFAnjVdXixVia9faq2Tc64MFnxSW0/7wMs5U9+FevCqsp5Lx+EHBS0JIwmFtbVA6O33LA0jFRcwWbnzlsnGluRkf/7hbuOjs6WH4wx+il335hz84cPWqfljOyODYtm00oKo0Ngqv1crKgLQ0uG+5RVgfT6XjigIsXChe8FDpOIkXgaaNR4Ncni4HUUMRL5PGveTg5cWLCjz2vGciJKqOHRPPnQsXavCLg0UsORmYNUvc/8wemGXasB58lLXoRysvD/uzQlVQIGagtbcHeYxmDENlZcIqKh0n0RDqsB5jv0t7lYx7aVvEvpdz699EwSu/QgqGfeu682bBs3JltDeNhImCl4SQhCMP6zmNRdCgCiWHctk4u3IFTifwqU+JE7ujWTr+y1+KWZef+tQIMjNH/3+gsnEAgUvH48jixRS8JPEpFmXjQODS8XDFW9l4Xh5HXp6+jUNDDI2NlK1NyJEj4rlzxQrzgwnywwOzh/aYGbw09LyUSrKtFGhoT7CGKXhJYoCFELwcGQEOHxb3fbsGLxdsr8QFVPiWndyFBz74pvCa7o3bo9IPl5iDgpeEkISjTDCsBxgtz+F+neCVjg5gaMhQOv7mmw60tlp/Urt8WcFbb4mB0r/6q4+2xeUCu3JF+Jk3eOm+6y7h91BPnQKTAp12RsFLEo96eiBMxU1K4sjLi1bw0ryJ4/GWeQkYAygXLtAxgxA583LFCvNTkuW+l2YP7THteKRpMS4bD6/nJQAMfXRt5yVnkBJihVAyL48fVzE4qF//TJ+uYcYMe/W79CosAt6askVYlwaxH1jWFz4VzU0iEaLgJSEk4ciZl97gZUWF34W3wwFeVCS8TmlpwZIlmlDKrGkMv/ud9dmXctblDTe4sXTp6IU7u3JFbKRdUABvPRjPz4dn9WrhvfFUOk7BSxKPWlqMJePRenBv5sTxeOt5CdDEcUJknBuH9VgTvLQu89LtHu2j6S/c4CW7cgVsaMi3zLOzwXNzI9q+UBQUiNsddNk4gKEZM4Rlyrwk0RBKz0u5ZHztWretExev3vTJMX92On0l1PnRy8omkaMrPkJIwpEnjZ/EUjDGUVEhXlAaSsc/OnnL2ZfPPJNk6cDH4WHgt78dI+sSAUrGpbIi1913C8vxFLycN0+DwyEOAejujuEGERIEY7/L6GUdGHtehncp19cnZgQ5HNx200IDER5CAaitpQceZHK7fFlBV5e+L2dmckOQ3wxy8NLMzMumJgaPR4+AFBRoyMgI77PkknHP7NlRLQuVs/BDGapmKBunzEsSBYbqrnGDl3LJuL0bT5fcuxiXMCvgz84seyDKW0MiRcFLQkhiGRmBcuGCsOoUFqO0lCMtTXypYWjPRyfvT33KBVXVLz7PnlVRU2Pd4fL3v3cKQYSsLI4tW/TemwGH9fhxS30v1epqsK4uC7bUfCkpxkwqyr4kdicPyZEDilaSA4zh9ryUsy5LSzWocbDryQGU2lq6lCWTm9zvcvlyDxQLdgv5wcGlSwqGh8d4cYjMzAJXY1gyDkQwsAfGsnHl0iXQVDJiNUPZuHR/5OXxAO+/b8y8tLN1N3mwC1sN691Q4d66OQZbRCJBV3yEkISiXLgA5tIDf40oQRdyDb2aAOOTRe/Ju7CQY8MG8WT8zDNiWbeZnnpK/OwHHhgRAq1y5iWXLm618nJ45s/3LTOPB47XXjN/Qy1CpeMk3sQy81IuGw932ng89rsEjAEUKhsnk51cMn7DDdYEEzIzgZISvxY2GsPFi+bsf2YGLw3DemIevAz+38iTnQ0tL8+3zEZGwKQH2ISYamQErLXVt8gZMyR3eJ06paC3V7/myM/XLMnyNtP06RwHphuDlHtxJxbemhfgHcTO6IqPEJJQ5JJxb7/LQCfXQBPHvR54QJw6vnOnEy5xlSkuXFBQXS0+xXzwQbFsfaKycSC+S8cpeEnijdxnUg4oWknO8rxyRQmrrUU89rsEgNJSjpQU/Re+dk0JqSyTkEQjBy+rqqzL1JMfBJ8/b8752syHKXKfyGgHL/PyxG0P9fgkT0anoT3ESqylBczvIoJPnQokBU7YkO9X1q712LrfpVfmhhVogJj48VL6/4qb6x6io+AlISShjBW8DJR5KTek9i+b+MQnXMjO1k/mHR0KXn9dPGmb4Re/EC8Q1qxxY9488WQ6Udk4YCwdd7zxBuDXsN7OKHhJ4o0x8zJ6F8BZWaM97byGhxmuXQv97sEYLLB/v0sAUFVgzhwa2kMIAIyMADU1cualdcFLqwZmycejiDIvY1w2bpw2zkJ6wCRvLw3tIVZSQup3GV8l417rbvLgcTzqWz6FRWhZfW9cBF6JiK72CCEJRQkwrAcYI/NSOkH7Z16mpABbthgH95hpcBB4+mnxMz/zmRHD6wyZl1LZOAB4li2DNm2ab5n198Px3nsmbam1Fi823gyNGP8ZCLENeUhOtAfdmFE6Hq+ZlwAwd648tIcuZ8nkdPq0ipERff8vLtZQVGTd8WjePHHfM2toj2mZlx4PlA8/FFeVl4e5VeFJSwMyMvT/Bi4Xw/Xrwb9fzryk4CWxkmHS+Bgl45oGHDggPiiJm+DlOjd+gi/gDuzFw/gJNuBNLFppXTswYh262iOEJJSxMy8nLhuXT+By6fgf/+hAV5d5j+leesmJ69f1z8vN1XDffVJtusfjm4LuFSh4CUUxlo7v3m3atlopN5cLfbRcLoZz5+j0ROwrlmXjgb4vnInjcvAyXnpeAoGyvyhbm0xO8rCeFSusHe4i73vnzllTNh7uwxTW2Ajm9/RTy88HcnIi2rZwyBPH/YcyTsQjZ15KmaSEmMlwjzFG5uW5cwquXROHiy5cGB/XDSUlHDNnangdd+C/8TDaMdXSDHViHbo7JIQkDNbRAeXqVd/yMJJwAXNRUKBhyhRjJgIvKgL3qxlQ2tvhPzpz5UoPZs/WT24uF8OuXU7TtlcuGf+zP3MhOVl8DWtpAXPrTza13FwgIyPg57ml4KXjj38cfVQaBxYtotJxEh8GBoCuLv3yyeHghgENVot04jjn8Z55SRPHCQGiN6zHS34QfPGiAneEX3n9OoSgiNPJwx6CJveHjHbJuFdBgfjvFMrEcUPPS8q8JBZSmpqEZa2kJODr5JLxNWvcUOPoUv3zn9cfasye7cHHPhYfWaNERFd7hJCEIZeMn8FCeOAYexKe0wleVCSsYi0t+v9nxuzLZ54xJ3h5+rSCQ4fEC4G/+qsgSsYD9Lv0ct90E3hmpv7e1laoR49GuKXRQX0vSbxoaREvnYqKeNQv4OXMSzkTdCJtbQyDg/p7MjN5wAc8diWXjVPmJZmsojmsBxitlPAPzA0PM8ODkFDJ7y8r08I+phomjUe5ZNzLmHkZQvBS2mbW0CA8WCfETHLPy7HKxvfvF3fKdeviK/j3hS+M4KmnBvCNbwzhpZf6kZIS6y0i4aDgJYkbHR2Mzt1kXOrp08Kyt99loGE9XhOVjm/fLgYUjx51mNLj6Ze/FLMub77ZjdmzjUFWeVgPHyd4ieRkuG6/XVjliJPScQpekngh95eUp39Hg/ydTU2hHZMClYzHU+P62bM1MKYHBxobGQYGYrhBhMRAdzdQV6efKxWFY9ky60sh5ezLSIf2mJkFbghexizzMvyycaSmCtlvjHMoly+btWmECIIpG+c80LCe+Cq7VlVgyxYXvvrVYZSWxs/DWiKi4CWJC//+78mYNy8Ts2Zl4c03zZ/4TBLDWP0ux8y8hPEJo/wEsqyMG0oLIs2+7OsDnntOHtQTODIfzLAef3LpuHPPnjC2MPqWLDEGL0OZzklItMRy0rj+nZGVjZs2HCNGUlPFbeacoa6OLmnJ5HLsmHg9PG+eNlZXGVPJD4QjzXy2ctK4RyrBjha5bDyUzEvAuN00tIdYRU7aCBS8vHRJwdWr+n6ans6xdGl8BS9JYgjpSq+6uho/+clPhHXPP/88brjhBsyZMwf/+I//CC1O+quR+HHtGsMTTyTD7WYYGGD4+79PpaAGCSiUYT1e400c93rgATH78rnnkuCJ4Jy9a5cTvb36hWxhoYa77w5cfhFK2TgAuG6/HdypB1fVCxeg1NaGv7FRUlbGkZWl79g9PQwNDXGUCkYmDWPwMvonJDnzMtSy8Xjud+ll7HtJ2dpkcjH2u4xOMME4MMtGmZdSkM8uZeOh9LwEAkwclzJKCTHF8PBov/+PcEUxtNMCgPfeEx+UrFrlhtO8EQCEBC2ks80TTzyBgwcP+pYvXLiARx55BIqiYPny5fjZz35mCG4SEqkzZxSMjOgn/fp6BWfPUoYFkbjdUM6dE1bpmZfjlI1LwUu5cTUA3HefC+np+oXolSuK4UQeCnlQz5//+ciYFwFMKhufKHiJ7Gy4b7pJWOWIg+xLRQEWLqTScWJ/cqAwFmXjxp6XSkgP9eI98xIwBlDMaOdBSDwxThqPTg+6efPkzMvI9j3Tjkcul/GBb4yCl8ay8RCDl1K5Ow3tIVbw7/MPALywEIFuSPbuFe951q+nrEsSGyGdbc6dO4cVK1b4ln/3u98hNTUVb7zxBp5//nns2LEDv/nNb0zfSDK5XbhgDGC89ho97iEipa4OzK8paguK0IECZGaOP7VyorJxYHS49733mjO45/hxFSdO6BcBjHF8+tPGQT2+7QmxbByI39Jx6ntJ4oHcXzIWwcvsbAgPVAYHGbq6gr85TozMS/F4QcFLMplwDhw7JgcvY5N5eeFCZG1ezApeKvX1YH5lMVpREaJSRx9Afn4EPS8RIPOSgpfEAoZJ4wFKxoeGjJmXt9/uMryOkGgI6Uja09ODnJwc3/Kbb76JW2+9FVlZWQCANWvWoEG60SYkUoFuSOQnQITIJePeYT0VFZ5xB1HIA3sClY0DxtLxV191oqcn9O186ikx6/L2292YMWOMq35NM15YBBG8dH3iE8KyeugQWFtbaBsaA4H6XhJiN3YoG2fMmH0pDxIaTyJkXlZUGAMohEwWDQ0M7e36fpyWxjFvXnT246Iisc1Lfz9DU1N4bV48HqChwZyHKXaZNA4A+fmR9byUMy+pbJxYQe53yQMEL/fvd2Dg/7N33uFRVG0bv2dmSzoESAAJJRQJTZCqdBCkCoLSVBTLqyJNP0VBFMXyiuUVFaxgQUAQUEF6kWJApFchIfQEU4GQvm3m+2PJ7p4zm83u7GxJcn7XxaUzOzt7djNz5pzn3M9zF9mv33r1RLRqVfHGDIzKgUfBy9q1ayM5ORkAkJ6ejhMnTqBv37621/Py8iAIbPDIUBdnwcsDBwRcv87q4THs8ArMegAnaeNlBC979LAgLs5+ruJiDr//7pn68uZNa71LRyZMKFt1yWVmgjPaX5eqVbNKrspBiouDuV07+3kkCZrNmz1qayBgyktGRYBOGw+EYQ/grO6le0M6o1H+HRo0qHgTEbqW8blzvFe1iBmMigRt1tOunQUaP63rc5zctEfp4kF6OkeUhoqOFt0Z5jhFVu8yQGY9gApp4w0aQHL4g/JZWdZBJIOhIvScx5nycutWuerSlSiEwfAlHgUv77vvPixcuBAvv/wyxo8fD71ej0EOCp9Tp06hUaNGareRUcVxVoRfFDls387Ulww7wqlTxLa7wUupTh1IDk9hLivLOrun4Hlg7Fhy//LlOtlxrli5Uidbvbz33rJrVHlq1uOIecgQYlu7YYPb7w0UCQkiNBr7gD81lUdubgAbxGBQlJSQ6X88L6F27cA4yCl1HE9L4yGK9n6oTh0RoaGqNs0v1KghoWZNe/9uMHBITWUzKkbVQF7v0r+Re3rxIClJWdkGnzqNU+pFf0Ib9uTkcPDI01ajgRgfT+wSqO/HYHgLRzuNU9loALBtGx289E9tXQbDGR49aWbOnIlhw4Zh5cqVyMzMxIIFCxAbGwvAqrpct24d+vTp45OGMqomBQXy+mKl0CtBjKpNWU7jrsx6AAA6HaRb/RhgVSnSBaxLGTOGrPGyd68Gly65N1mWJLlRz6OPGl0qJXhPzXocMFF1LzW7dllvqCBGr5dPiJj6khFMZGSQ93udOpLf1E40StPGK0O9y1Lkrsesv2BUDeh6lx07Kg8o8BcuQP+//0HYtcvt96ilvFTVaTyI0sb1ehCp9aLoWV1iwEnqOKt7yVAZWWmquDhi+/x5HufP2+9trVZCr14seMkIHB4FL8PDw/HNN9/g0qVLOHnyJEaOHGl7LSIiAqdPn8asWbNUbySj6nLuXNmX6LZtWphZ/8kAwN24QdRtMUKLJCQAkAfDnOFu6nizZiI6dSIvup9/dk99eeCAgNOn7QMAQZAwfnzZKeOAMrMe27EtW8LioITnDAZo/vjD7fcHCpY6zghmrl6l610GLvBXrx6p7KHbVhaXL1f8lPFSmOM4oypiMgHHjpHPxvbtlSkvuZwcRPTsiZC330bE/fdD+8svbr2PHlspvffUVF4KdPAygMpLQIW6l8y0p1Jx6RKnWKHsK8qreUmrLrt1MwfKA4vBAOBh8NIRi8WC69evw3wresTzPKpVqwatlrlAM9TD1UruzZsc9u9ngQ2GvN7lGbSACTpotRLi48sfCMscx6mHuSPjxpHqyxUrtG65bNJGPQMHmss1+uC8SBsHx1VI13EWvGQEM8Fg1lOK0pqXlcGspxS54zjrLxiVnzNneBQX2wNhtWuLiItT1hdp16wB55CVETJrFlBYWO776HsvKYlX5DiumvKypAScg4pM4jhZ2rW/oeteZmd7Fry00MFLZtpTYfniCx3atYvCXXdF4o03QgLdHBu0SSmdNs5SxhnBhsfByyNHjuD+++/HbbfdhqZNm2Lv3r0AgGvXrmH06NHYvXu36o1kVF3KW8ndupUFyxllp4w3aSK6ldLpruM4AIwcaYRebx+QXrwo4O+/XU+Yr1/nsGYNea0+8YRr1SXgXdo44CR1fMsWBLtcmQUvGcFMsJj1OPtsum1lUZnTxlNSgkvVwmD4gsOHyYFN+/YWxQYa9OIvn5EB/Zdflvu+Bg0khIbax0I3bvAeKwsB9ZSX/MWL4Byip1K9egh0Md9atcjg5bVrLG28KnL2LI/Zs+0By88+08lK0ASE4mLw167ZNiVBgFSnjm27sBDYs4fsa1zV6Wcw/IFHo7wDBw5g8ODBuHjxIsaOHQvJ4SFRs2ZNFBQUYMmSJao3klF1oVUUffuSqrctW1jdS4Zys55S6BovrpSX1asDgwaR12F5xj3Ll2thMNgHKg0biujTp/wBgDdp4wBguesuiDVq2M+Xmwvhr788Ooe/adOGrmHHO/NPYjACApZT4goAACAASURBVJ2aTasf/YmztHF3lE+VWXmZnKxM/cWovOzcqcG8eXr880/lCWwfPkzXu1Ru1iOcPi3bp//0U3A5OS7fx/PWUjqOKEmJVas/ktW7DHDKOCAPXmZne/b70GnjwvnzYB1cxWPWrBCYzfY5gCRx2Lw58PNXukSWVLcuINj7lj//1BBzl0aNLGjatOKOFxiVA4960bfffhtNmjTB/v37MXv2bNnrPXr0wKFDh1RrHINBqygmTjRCEOwP7qQkwW3DFEblhVYOuG3WcwtP0sYBeer4mjVaFBeXcW4nRj0TJhjBl9f7SpJcedmwYTlvotBoYB4wgNgV7Knj0dES4uLsgyOTKfhqBDGqLsGUNl69Oql8KiricPNm+e+rTMrL+vXl6i9P1U2MysvSpVqMGBGOOXNC0L17BKZNC1WkDgw26OBlhw4K1VCSBOHMGdluLj8f+g8/LPftCQnelW0oLASysuz9kSBIskUZdwkmp/FSYmLIvtXTtHGpTh1I4eG2bS4/H1x2tiptY/iHrVs12LZNniW4fn3gMwdlTuPl1Lvs39+sWOHNYKiFRzPCI0eO4JFHHkFISAg4J1dvvXr1kJmZqVrjGFUbs1lu2NOpkxldupCDJZY6XsWxWGSD79LgpTtmPYBnaeMAcM89ZmJQmpfHYeNG59dhYqKAc+dIp76HHy5fSshlZ4MrKbFtS1FRQLVq5b6PxjRkCLGt3bAh6FfuWeo4I1gJprRxjpMrP8sz7cnLA65ftx+j1UqoWze4+wNX8DxkShBm2sMAgCtXOMyYYU8bliQOixfr0L59JL74QgeTycWbg5j8fLnC8c47FZr1pKaCy8tz+pruu+/AXbrk8v10dounC430QkpcnASl1gnBZtYDeJ82Do5jqeMVGKMRePVV5/Utd+/WoIxbz2/QQg3HuZAkyefXAwawlHFG4PHoKcPzPHgXcqHMzEyEqlhfxGKx4J133sEdd9yB2rVr44477sA777xjMwkCAEmS8N577yEhIQF16tTBkCFDcIYKZOTm5uLpp59GgwYN0KBBAzz99NPIzc1VrZ0M33D5Mg+Tyf6gj40VUb06MHAgOeLcujXw0ntG4OAvXgTnIHvMQgwyYK3Z4q7y0l238VI0GmDUKDp13PmI+4cfSNXl0KEmxMaWHyyQpYzHxUHJkqe5Tx9IIfbBE5+aCp5Ksw82qnLwUhSBkyd57N4tsHT5IESuvAysapFWfpZn2kMHCxo0EB2zxCokctMeFrys6kgSMG1aKAoK5M/MvDwOr74aiu7dI7BjR8UbPx49KkCS7N/r9tstStY1AThPGS+FM5kQ8vbbLt/vrWGWmk7jdFAvGIOXnqaNA05Me1jwssKwcKGOEC84YjJx2L49sOIbV07jSUk80tLs12toqIRu3VjwkhF4POpF27Vrh82bNzt9zWg0YtWqVejcubMqDQOATz75BIsWLcL777+PAwcOYO7cuVi4cCE+/vhj2zGffvopPv/8c7z//vvYsWMHYmJiMGLECOTn59uOeeqpp3DixAmsWrUKq1evxokTJ/DMM8+o1k6Gb0hOJi/P0hVeulhwYqLGHWNERiXFeco4B46TZPWYykKqW5fY5jIzUV7kaNw48vUdOzRITycnSllZHNatIwcnjz/uXkTKW7MeG+HhMPfuTewK9tTxqha8zM0F1qzRYNKkULRoEYkePSIxfHgEBgwIh8EQ6NYxSjGZgMxM8h4PtGqRDp5evep6gaMy1bsshe7nmeM4Y8kSLXbudB0YSE4WMHJkOMaNC8PFixUn4H3kCJ0yrl69S3ohV/fLLxCOHi3z/QkJ8hrVnqBmCQs6bTwYgpfepo0D8u9BK0wZwUl2Nof33ydVlxER5Hhhw4bALp64ShunU8Z79jQH2v+KwQDgYfDy//7v//Dnn39i8uTJOHnyJAAgIyMD27dvx7Bhw3Dx4kW8+OKLqjXuwIEDGDhwIAYNGoSGDRti8ODBGDRoEA4fPgzAqrr88ssv8fzzz2P48OFo2bIlvvzySxQUFGD16tUAgOTkZGzfvh2ffPIJunTpgs6dO2PevHnYsmULUlJSVGsrQ33oepelK7zNm4vEhMtg4LB7d8VbPWeog3CrLyqlNGW8fn0JYWFunkSngxgba9vkJAlcRobLt7RpI6J1a/ukQRQ5rFpFTpaWLdMR6uGmTS3o0cO9iQbnpVmPI05Tx4MYZ8HLIM909whJAk6d4jFvnh6DB4ejSZMoTJgQjmXLdMjMtPd7R49qylT0MvxPRgZHKJ5iY0XoXHt1+RxP08YrU73LUujyIEx5WbW5epXDa6+Rs+zu3c14551iREXJHySbNmnRpUsE5szRw0H3ELQcOkSOd70JXvJU8NIwdSosrVsT+0LeeKPMUjPx8SI0GvtrGRk8PElsU015WVgIPj3dtinxvOc1wn1AzZpepo1DbtrDlJcVg3ff1SMvz/73joqS8PXXRcQxW7dqA7pATWeZOaaN0ynj/fsz1SUjOPBohNenTx98/fXX2LBhA0aMGAEAmDhxIkaNGoWkpCQsWrQInTp1Uq1xd911F/bs2YOzZ88CAJKSkpCYmIj+/fsDAC5fvozMzEz07dvX9p7Q0FB07doV+/fvB2ANgEZERKBLly7EecPDw23HMIITWj1RqrzkOODee2nXcTbBr6oIZZj1NG/u2YCerntZXuo4IFdfLl+us43xRVGeMj5hgtHtzG9Z2rhS5SUA88CBkBw+WDhxAhyl7AwmGjaUiElmXh6HK1cqdpXwvDxg3ToNpk4NRatWkejePRJz5oTgr780sFjK/m4LFughVvz4UqUg2FLGAbnjuKdp45VDeeld6iqj8iBJwAsvhBJBg7AwCQsWFGHyZCMOHcrH+PFGcBx53xiNHObNC0GnTpFYsUIb1H0urbzs2FF5UIFWXlpat0bJnDnEPs2ff0Lzxx9O36/VOqs56/79p1bwUqa6bNgQAV9ZAhATQ6eNqxC8ZMrLoOfECR6LF5PX38svl2DQIDNiY+3XeH4+h8TEwIlv+LQ0YluKiwMA3LwJ/P03eR/361dBiwQzKh0e3zEPPvggBg8ejJ07d+L8+fMQRRHx8fG45557EBERoWrjnn/+eRQUFKBLly4QBAFmsxkvvfQSnnrqKQCwmQPFxMQQ74uJiUH6rRW4rKws1KxZkzAY4jgOtWrVQlZWVpmfXdlVmRXh+504kQDA3vmHh6ciJcVa3bhNmygAt9te27gRmDQphbmg+Ylgun7aHD9ObB9HWwBATMw1pKSkOXuLU5pUr45oh+3Mw4dxo2ZNl+/p0EEDQWhrCz6dOSNg3bqraNGiCPv2ReHyZXshKp1ORJcuSUhJcS+o2jQpCXqH7as6HXK9+N2bt22LyGPHbNu5ixcja8wYxedTi7KupSZNmuPo0Ujb9tatWejdu+LUKpYk4MKFEPz1VzX89Vc1HD0aAYvFc0XYuXMCvv02u0J9d3/iz77o8OFoAPZxTrVq+UhJCfREshqAZratc+eKXf4mp083BRx6Fr3+X6Sk3PBh+/wBB45rb1PFpqZyOHnyPEJC3A+EBNMzjaGcjRtrYOtWsgDkxImpMJmyUPonnjoV6NcvDB991AAnT5LzlowMHs8+G4bPPy/Aiy9eQatWpFLKFf64hrKytPj337a2bZ1OhE53FikpnqcmcCYT7kxOJvalhITAEhOD2zt1QtTBg/ZjZ85ESlwcnBXIve22xkhKqmHbTkzMRnT0NbfacPZsKwB28QHHXUJKivu/eSnRe/Yg0mG7oE6doLinrRYNHW3bN25wOHMmBZpyZt+ObRcA3OnwGnf+PFKSkpz+LRiBx1pvtzmRpdGgQQn69j2N8+cldOvWEL/9Zo9b/PRTIRo2vOLsVIpx99pvR4kYzhuNMKWk4I8/omE22/vR+PhimExnEQS3FMOPBLIPbdasWZmvKQr3h4WFYQiVhugLfv31V6xYsQKLFi1CQkICTp48iRkzZqBBgwZ49NFHbcfRzueSJMmClTT0MTSufrSKTkpKStB/P0kCrlwJJ/b17l0H9evXBgDUrw/MmCGhqMj6N8zO1qG4uDnatg3i5fJKQlBdPzdvQu+gkDRDwBm0AADcdVeUR+0MadYM2LXLtn2bKKJWOe9v1gzo189MKH/37GmCYcNK8OabZM76iBFmdOrU2O32RFwjB/91OndGjBe/u+aBBwCH4OVtBw+i2muvKT6fGri6ljp31sGx1FZOThyaNYtxemywUFAA/PmnBtu2abBtm5Yodl4eLVpY0K+fGf37m7BkiQ6rVtkXblavboT//IcV9qXxd1+0ZQuppLj99rCA94XFxeQ1duNGhMs2ZWeTwZq77opFs2a1fNI2f9KwoYhLl6yTeUniIEnN3K55HFTPNIZiMjI4zJtHXt93323GrFnVwPNkQLNZM2DYMAtWrSrCG2+EID2dvI9OnozAhAkt8fDDRsyeXYLatV0HB/11DSUlkdO2du1EtGzZtIyjXcP/8w94i0Ppm9tuQ+MOHQAA3IcfAg61ssNSUtDy6FGYxo2TnadDBz127LBv5+behmbNasiOo5EkID2drAnYs2ccatTwPBCr//13YjukTZuguaejo0XcuGG9viSJQ82at7s0bXR2LYm1aoHPyQEA8CYTbg8JgdSokc/azFDO2rUaHD1Kzl8/+shiu08fekiD336zv7Z3by00aaKHCz9kj3C7LyoshMbB7lzSaNCoSxeA5/HJJ2TZjSFD+KC5nxj+IZjHRUFdGGj27NmYPHkyHnjgAbRq1Qpjx47FpEmTMG/ePABA7drWQBatoMzJybGpMWNjY5GTkwPJoV6LJEm4du2aTLHJCB6ysjjcvGkPLoeHS0R6XEgI0Ls3mSrDUserHsKZM8R2MprDAOtguLTMgLvIHMepQtZl8dBDZOr46tVaXL7MYfNmcpLhrlEPAECSVE0bBwDz4MHEtrBnDzwqTuVnKoJpjyRZ6+t9/rkO998fhsaNo/DQQ+H4/nt9uYHLsDAJgwaZ8PHHxThxIg/79hXg7bdL0LOnBc8/TxZB2r9fI0vhYfgfup4kXW8yEMTFkZPgq1f5MuvDiiJw5Urlq3kJOKt7ye6XqoQkAS++GIrcXPv1HRIiYf784jKDAhwHjB5twsGD+XjxxRLodPIbZ9kyHTp2jMT8+bryPPz8wuHD5HXdvr16Zj2Wli1t/y+2awfjgw8Sr4e8+y5QUiI7D33vuWvak5nJoaSErAkYHa2suDWdSh0MZj2lqJI6zkx7KgTFxZDV2+3f30QYzfbsaUZkpP2ayMzkceiQ/59XdGksqW5dgOchisD27eT8pX9/ljLOCB5cPmGio6NRo0YNj/7VLCfN0hOKioogULJ4QRAg3ipG07BhQ9SuXRs7d+60vV5SUoJ9+/bZalx27twZBQUFOHDggO2YAwcOoLCwkKiDyQgu6IL7TZuKsgHogAFkZ7p1KzPtqWoIp04R26X1LgHPg5cSHbx0o+YlAAwcaEa1avaByPXrPJ58MoyoY9iypQVdurg/yeCuXwdXZE+dksLDIdUoX8ngCrFJE1gSEuyfYbFAu3WrV+f0JcEavDSZgC1bNHjppRC0axeJzp0jMWtWKHbt0sJodD0puf12C557zoA1awpw8WIeli8vwhNPGNGgATm5adVKlNUX+uwzPRiBRV7zMvAuUtHREkJC7O0oLOTgIKYgcBYsqF7d1y30D3LH8aBem2eozK+/arFhA7mAPWtWiaweozMiIoDXXzfgwIF8DBkin6Tn53N4/fVQdO0aEfBx5uHD5Od37KieWY/oELwEgJLXXoOktf+mfFoadAsXys5D1xdPTnbvWU3Xu2zYUFRU+ok/fx7a9euJfcEUvKRNe3JyvA9eMtOe4GTBAj1SU+3XtUYj4d13yYC/Xi8PBtJ9lz+QOY3fqnd54gRPGEdGRkq4+27l/QyDoTYun8Ivv/yyy9RqXzNw4EB88sknaNiwIRISEnDixAl8/vnnGDt2LABrOvjEiRPxv//9D82aNUPTpk3x0UcfITw8HA/eWjFs3rw5+vXrhxdeeAGffvopJEnCCy+8gAEDBgStHJYhV004M1+hnc8OHxaQnc3JVjkZlRe+DLOeWrVEj1OPaMMe+sFeFno98MADRnz3nT24RLuBPv64+0Y9gBOznvr1oUZBV9PgwRCSkmzbmo0bYRo92uvz+oKEBKuLqdlcWseOx40bnGJlhhoUFgIDBkTg1Cn3JmehoRJ69jTb0sEbNXK/7VOmGLB9u31Au2mTBikpvNupsAz1+fdf8h4MBsMejrO248IF+zX57788qlWTt60yOo2XcvvttGkPC15WFbKzOUyfTqYfd+xoxnPPeSaVbNRIwrJlRdi1S8CMGaFISiL7+XPnBIweHY577zXhv/91LzCqJhYLcPQo2SZvnMZdKS8BQGrUCMYnn4T+q69s+/T/+x+M48fDcdWjaVMRHCfZavxducKhqAgIIyvnyFClPyosRNj48eAc019DQ2Hu2NHFm/wLPSfJyeEBeGgoyRzHg56rVznMm0cuMv/nP0anQoohQ8z49Vd7GZr16zV4801VhvluQ5v1lGafbdtGBlJ79zYHg/cVg2HDZfBy5syZ/mqHUz744AO8++67ePHFF5GTk4PatWvjsccew8svv2w7Ztq0aSguLsb06dORm5uLDh064Ndff0VkpL1088KFC/HKK69g5MiRAIBBgwbhgw8+8Pv3YbgPPfFwNmG/7TYJbdtacPy4vc7Vtm0aPPQQk7dXFWin8VKzHk9Vl4CTtHE3lZcAMG6ciQheOhIWJmH0aM8mUZzKKeOlmIcMAT7+2Lat3b4dxQaDNQIbZOj11nS0f/6xT9ZOnuTRs2fgVoCXLdOVG7hs3NiC/v3N6N/fjG7dzAgNdXl4mfTsaZH1bwsW6PHpp8XKTsjwGlp5STt9B4rbbpPgaLZ79SqPFi3kfaAzpVNlge7zWdp41WH69BBcv26/tnU6CQsWFCv2M+nd24LExAIsWqTDe++FEM7lALB1qxY7d2rw7LNGTJ9egqgob1rvPmfP8igosLelRg3RqwUIevxEBy8BwDB9OnQ//WQLDvK5uQj5+GOUvPWW7ZjQUGvg8eJF+7MqJYUvtwa9107jkoTQF16QBWFLXn8dwSQpj4khv5cS5aWFVl6ytPGgY86cEJsPAwDUrCnilVfkZRYAq3O3VivBZLIef/68gLNneVkJBl8iSxu3BS9ZyjgjuAnqpenIyEjMnTsXp06dQkZGBo4fP47Zs2cjJMS+wspxHGbOnInk5GRkZmZi48aNaEk9gKOjo/HNN98gNTUVqamp+Oabb1A9iB5sDDkpKeSlSasqSrn3XrJTZXUvqxCiKBu0liovnSl1y0OqW5fY5jIyrDnCbtCxowVNmzr/zAceMKFaNacvlYlT5aUKWO68E2KdOrZtrqAAmj//VOXcviDYUsc3bZKv9+n1Eu65x4S5c4tx+HA+jhwpwPvvl6BfP+WBS8C6Aj91Kln7csUKLbKyApcNUZUxm62GII7UrevFRMNggO7zz6F/+21wlALCU+jam7RCtJTKrbwkv8v58zwsLNOt0rN2rQZr1pCyoBkzDEhI8O7a1mqBiRONOHIkH48/bgDHkQsVJhOH+fP16NAhEkuWaCH64Vai6+J16GBRrtTKzSWUV5IgQGzeXHaYVLMmDNOmEft0X38NjnIppu8/d1LHvQ1e6hYtgm7lSmKfceRIGCdO9Og8voZOG1dU85JSXgpMeRlUHDggYOVKsh967TVDmTH0atWAXr3I7MH16/07f6Xr+ou33YZr1zgcPEjeu3SWI4MRaBQFL9PT07F582b8/PPPWL58uewfg+EttGqiLCXdwIFkp7pzpyYoiqozfA935Qq4ggLb9nVE4yqsK4dKlJfQ6yE6mHhxkmQNYLrTFs6qvnTGE094fkGqbdZjPzEPE2Xco9mwQZ1z+4BgCl7m5wN79pDBy4ULi3DxYh5++aUIzz5rRJMm6s5ghw83oUED+zkNBg7ffMPydwJBVhZH1LGtWVNESIiLN5RDyCuvIHTWLIT8738IHzMG3kTa6OAlbSxUSmVWXtaoIaFWLfJeoc2JGJWL69c5vPQSuULUrp1ZtujjDbVqSZg3rwS7dxfg7rvlk/jsbB5TpoRhwoQW2LZN49OA+ZEjKqaMU2aHYtOmZWZgGCZOhOiwuMsZDAj573+JY+SGWeXfe94EL4X9+xFCZQdaEhJQ/Nln/s29dQN52riC4GXjxsQ2l5rq1DyJ4X9EEZgxgxwMtGplwaOPuh77DxlC9icbNvi3nq6s5mW9evjjD42t/ANgHYPXrRscGSYMRikejeyMRiOefvpptG7dGuPGjcPEiRPx3HPP4bnnnsOkSZNs/xgMbygoAOHUy/MSGjd2Pqi5804LkZKRl8dh3z6WLlYVEE6eJLatqkvrQ1dp6oVE1b30JHV8zBijTJ3Rtq0Fd97p+QSDp1QNklrBS8hdx7WbNsEvshEFBFPwcudOjS3FB7Cmhz/4oKncul7eoNEAkyaRE/FFi3RwiNkz/ISaZj1cejp0S5bYtoV//gFP9WeeQLelrOBlZVZeAsy0p6oxY0YIsrPtf2OtVsLnnxdD44MYwB13iNi4sRDffVckWywAgDNnwjFqVDjatYvERx/pZSptNaBrafuy3iVBWBhKqEChdsUK8A6GiXS2C10v1Bl0f+TuYgqXlYWwCRPAme3BHykyEkVLlljdl4KMWrWc1bz0kNBQm6EKYF1c5y9e9LZpDBVYsUKLI0fIe3Pu3PLLVgwaRAoejhzR4OpV/wXeZcrLuDhZyjid3chgBAMe9aD//e9/8csvv2DmzJlYv349JEnCl19+id9++w19+/ZFmzZtsHfvXl+1lVFFOHeOvCzj48UyS/LxvFzSvnUrSx2vCtD1mkincWWDem/qXsbFSbJ6jE88oUwB4qu0cQAw9+gByaEmMJ+ZCeHIEdXOryZt2tCpaDwM6olqPGLzZrJfGTDA7BeBxyOPGBEdbf8dcnN5LFnC1Jf+hp5UeGPWo1u6FBwl0RKOHVN8Prot7qaNVyblJSAPoLDgZeVl0yaNLE3zpZcMaNXKd9c0xwEjR5pw4EA+pk8vQUiIfAEjNZXHO++EoHXrSDz6aBh27tSosjZYVAScPk1ez94EL8tzGqcxPfQQLA5p5ZwkIWTOHNu2p8rLkhJyQYjjJNSv78YPZTYj7PHHwaenE7uLvvgCYpCasDoqwgFlyksAsDDTnqAjP99a69KRYcNM6NGj/HuzTh0JnTqR89eNG/03f6WDl+bat2H7drreJUsZZwQfHo3sfvnlF4wZMwYvvfQSWrRoAQCoW7cuevfujVWrViEsLAzfffedTxrKqDrQKePluesOGEDXvfSv9J4RGMoy64mIkBQbadDBS3cdx0uZM6cYoaHWz+7c2YyxYxWsWkqSTHmpWto4AOj1MPXrR+wK1tTx6GgJcXH2+99s5pCU5P+AhCgCW7eS/crAgf5ZkQ4PB558kkw/+uILPcxsTOlX5GY9CiMSFgt0P/4o2+1N8FJe81J+jxgMZFDT7WCBK3JzoV22DMLhw96dRyXkykuWhVEZyc0FXniBTBdv3dqC//s//6xshYcDs2YZsH9/PoYNc/4cMJs5/P67FiNGhKN9+wh88olOUa3DUo4fF4iyFfHxFtSooVz97ZHyEgA0GpS88QaxS7ttG4RbNbPpBePz53mXJZzokg716klu+QaGzJkDDSWSMUybBvN995X/5gChRto44MRx3NGljREQ5s3TIzPTfi3r9RLeest9U8WhQ8n+w2+p4/n5NhMuAJB0Ohy6XBs3bti/S/XqIjp2ZIWjGcGHR7PArKwsdOnSBQCguZWXUXKr5gbHcRg+fDh+//13lZvIqGrQK7blpQD36WOGRmMfHJw7J+D8eaa4UBvh6FFE9OiBVqNHQ/PHH4FuDvgylJfNmikvYi9LG/cweNmunYgzZ/KwY0cBNm0qVGbiffMmuPx8e5tCQiA51OJUA1nq+MaNqp5fTYIhdfzwYYFI9YqKknD33f4b1D39tBF6vb2PS03lsWYNU5j7E7XSxjU7dsgWJwBAc/SoovMBctdzZ8HL1FSeqGVVt67kVc1OlJQgok8fhE2ahIh77oEmCMZ+SuruMSoer74aiowM+99WECR8/nkRtH7uEhs2lPDjj0XYvr0AQ4bkOFViAsClSwLefDMULVtG4vHHQ7F7twDJw+6DNuvxKqggSXKn8Vatyn2bedAgmO++m9gX8sYbgCgiKopUgFssHC5cKPv+U1J/V7N2LfTz55Nt6tHD6i4exNBp446lDjxBpBzHmWlPYLl0icOCBeQgf8oUAxo1cv/mpute7tmjQW6uKs1ziTOznq3bSSV7v35mn5TgYDC8xaMetGbNmsi9dVdFRkYiNDQUly5dsr1uMplQWFioagMZVQ+58tL1IC0qCujalTyGqS9VpqQEYY88AuHkSYRevIiwJ55AQAvvFRQQ9X5EcPgH1sG3IrOe0vN4UfOylOrVgfbtLeXWuykL/vJlsk3166tegN7Uvz8kh1GJkJwctClIwRC8pPuTvn1N0Pkxczs2VsK4caSM5bPP9B5PgBnKoVOxlaaN6374wel+/vRpKK2JULOmBJ3OfjHk5XFwEFUAUD9lXLNlCwSHPjjknXcQ6AuSHiskJ/OBbhJDZbZt0+Cnn8jO94UXDGjbNnAlEDp2tODNNy/hzJl8vPdecZlla0wmDr/9psPw4RHo2DEC8+frcO2ae8922qynfXvlwUvu6lVSdRUR4V5dbY5DiUOqOGBddNGuWQNAXrYhObnsKaan9Xf5s2cRRnkqiLfdhqLvvkOwR1iioyXwvL0junmTU2QsKlNeBumYrarw2muhMBodFwRFPP+8Z8/wpk1F4r4xmzm/lD6j5zZSvXrYto38XJYyzghWPApetmnTxzJ2ggAAIABJREFUBgcPHgRgVVp269YNX3zxBfbt24e9e/fim2++QZs2bXzSUEbVISWFvCzdCUbRqeN0iifDO3RLlxIrddzNm9D++mvA2iOcOQPOYVaagmYohtU5RalZD+AkbVxB8NJbfJoyXkr16jB3707s0gSp+jIYgpd0vcuBA/0/qJs8mTSEOnFCwO7dLC3WX6iRNs6lp0OzebPz10wmWSqn2+flnNW9JNurttO45tZYsBTh7FkIhw55dU5vqV9fspXtAKz1YZWmaDKCj5s3geefJ9PFW7SwYPr0ABVCpoiOljBxohH79xdgw4YCjBplJBYVHDl/XsDrr4eiRYtIPPVUKPbsca3GpM16vFFeylLGW7SwFpB3A0vnzjBRKdr6t94CjEbZWD05ueznk0dO4/n5CBs/HpzDgrmk1aJo8WLVs1J8gSBYF5gccTdo7YgseHn+vFftYihn924B69eT48I33ihR5Bc1ZAg5f6XP6wu4tDRiu6hGPRw/br9fOU7CPfew4CUjOPEoeDlhwgRIkmRLFX/rrbdQWFiIIUOGYOjQoSgqKsK7777rk4YyqgZms9ywxx3zFTqYsHevRqY8YSjEYIB+3jzZbt333wegMVbolPHSepeAcrMewLr6SHyOh2njauBLsx5HKkrqOB28PHXK85Q7b0hN5XDqFDmoC8SKdNOmoizF6LPPlNQlYCiBdvBWkjbuzKjHEcGHqeNqO407q3OpW7rUq3N6C89b7xNHWOp45WH27FDiPuR5q7u4ovIsPoTjgG7dLFi4sBhnzuTj7beL0bSp8/veaOSwerUOQ4dGoEuXCHzxhQ43bpCBrawsDqmppKs6/Vz0BE/NemhKZs+G5JBaIly6BN333yMhwf17z+3gpSQhdMoUCMnJZBvmzoWlUyeP2h1I5KnjCoKX9etDcqiNwGdlWSP6DL9iNgMzZ5KLKB07mjF6tLI66EOHkuO6P/7QoNj9spmKoOc2KSXkPKNDB4vsmmUwggWPRnWDBg3CsmXLEHKrUFKLFi1w5MgRLFmyBMuXL8fhw4fRvn17nzSUUTW4fJmHyWR/qMfGiqhevfz3NWkiokkT+2DOZOKwcydTX6qBbtkyp0E8zdGj4L0wmfAGV07jXikv69YltrmMDPjbGYUOXrqVzqUAExW8FPbvB5eV5ZPP8oaGDSVERZEpsZcv+09NRafwdO5skako/MXUqaTCaMcOLU6eZMEZXyOKQHo6ec3VrethP2OxQLd4MXnehg2JbTVNe2h3dFWVlyaT07Zqf/3VaoscQOSO40ydXBnYtUvA4sVkuviUKUav0qf9Qc2aEqZMMeLgwQL8/nsBRo40Qqt1/vw4e1bAq6+GIiEhEs88E4q//7Yu1B0+TF7DrVtbvKpX67FZD4XYrBmMjz1G7NN/8AFaxt0g9iUlea+81H3+OXS30tJLMY4dC+MTT3jS5IBDB4Ica2i7jUYDMT6e2CUw0x6/s3ixDqdPk9f23Lkl7oqXZbRrZyEyJwoLOeze7dv5Kz2nO5hBjkVYyjgjmPFq1pOYmIhZs2bhhx9+QGJiIvIdTCYYDCXQK7We1C8cMIDsbP1RN6TSYzRC//HHZb7szDXXHwinThHbpcFLrVZCfLwXk/KQEIi1atk2OVEEl5mp/HwK8EvaOAApLg6WtnbFKidJZaa0BhKOs07WHPFn6vjmzbTLeOAGdZ07W3DXXeTnz58fZLKjSkhODkcsqlWrJnmcHqb54w/wDqlaUmgoSt58kzjGG+UlnTZOK0XVVF7yp0+DcyIN4fLzoV23TvF51UDuOM6C+xWdggJgypQwYl+zZhbMnFkSoBZ5DscBPXta8N13xTh9Oh9z5hQjPt554NVg4PDzzzoMHBiBrl0j8PnnZB/foYN3AVuZWY+HwUsAMLzyCqTwcNs2f+0aOu36hDjm3DkezoTmkuReDV5hzx6rIZBjW1u3RvHHH6teB9zX1KpFfj/FjuOUaQ+re+lfbtzg8O675P04dqzRqzIOPA8MHky7jvt2/kqXxNp5jpxn3HsvC14ygpdyR3Vz585FTEwMMqkJ/LJlyzB8+HAsXboU27dvxxdffIG+ffviCqUaYjA8QR68dP+B4KzupRi4Gu6VAu3y5cSEm0a3apX/jXucOGWWBi+bNBG9rt3ureO4t/grbRwATEOGENvaDRt89lneEKi6l4WFwJ9/khcU3c/4mylTSPXlr79qkZpasSZyFQ3arEdJvUvaqMc0YgTMvXoR+/gzZ4ASZQEZOo3dlzUvNS5qWwY6dVyuvGTBy4rOnDkhRNo0x0lYsKDYK/VhIImJkTBtmhGHDxdgzZoCDB9ugkbjXI155oyAPXvIZ5BXwUuTCfzZs8Qu0Q2ncRqpdm0YKAOd6t9/jpbR9vFSSQmHK1fk99+1axwKCux9aliYhJgY8vtz6ekIe+IJosyGFBWFoiVLgDAykF0RUCNtHGCmPYFm7lw9rl+3X9Ph4RLeeMP7RRS6JNCmTRqngX+1oOc1Z4vtwcuYGBFt2wa3op1RtSl3VJeYmIi+ffuidu3atn0GgwEzZ85EVFQU1q5di7S0NHz33XcoKCjAxy5UWgxGecidxt2fYN19twWRkfYBQnY2j2PHWMqYYkwmhPzvf8Quw4QJMNWoYdvm8vP9btzDpaYSTpk3EYXLsKY8eOM0XgrtOO5v0x5Z8NJHyktAnjqu2bUrsC7yZRCo4OXu3RoYDPZJRoMGIlq0COyKyKBBZsJV2Wzm8OWXTH3pS+T1Lj27Brh//4VmyxZin/HxxyHVqEHc35zZLFuYcRc6oOoYcM3NtTrclqLXS6hTR3npA1fGPJrERHCXLik+t7fIlZdsDFCR2bNHwMKFZP82caIRXbpU/Mk1zwO9e1uweHER/vknH6+/XoIGDcrvW7wJXvLnzoEz2RfgxDp1IDmM6TzBMGUKRAfDHK6oCO/q3iSOceY47ixlnBBSGo0ImzDBWtPRgaJvvpGlTVcU6OCsEsMeALDQyktm2uM3kpJ4LFpElq74v/8zoG5d78sIde9uJsoj5eTw2L/fR88uSZIFL1NhF0n062dWnALPYPiDci/PCxcuoGPHjsS+3bt3Iz8/H5MnT0bPnj0RHh6OESNGYPTo0di1a5ev2sqoAtAqCU/qF+p0QJ8+5OoVnfLJcB/tihVEIE3S6WCYPh05w4YRx9GKIl/jXHVpHQh6Y9ZTihgXR2z7VXl58yY4hwLskk4HyWHhSG3EVq3I4InBAM2OHT77PKUEKnhJu4wPGGAKeLYaz8vVlz/+qENuboAaVAXw1qyHNuqxtGwJy61xlaVdO+JYpXUv5cFLe5vpYEGDBqJXkxParEeKjCS2dcuXKz+5lzRpIoLn7X+f1FQ+0GU4GQopKgKmTCGNMeLjLXjttYqTLu4utWtLePFFA44dy8fq1YUYMsQEQZD3M9HRosyUyhO8rXdJEBkJw8svE7vuy/oezZFk23YWvCwvZTzk9deh2b+f2FcyfTrMAwcqb2uAkSsvlXXALG08MEgS8OqrIbBYyMXsSZMMLt7lPlotMHCgn1LH8/LAOYgUSrgQXENN2zZLGWcEO+X2njdu3ECdOnWIfYmJieA4DgMGDCD2t2vXDhkZGeq2kFFlkCRnykvPglHOUscZCjCZoKdUl8bx4yHVq4fs4cOJ/ZojR8AfP+63pvnKrKeUQKaNy+pdxsXBp0ugHCdPHQ9C1/GEBJFIq0tL42WOrGojivL+I5D1Lh0ZPdqE2Fj7tV5QwOH775n60lfQaeMeKS8tFlltYOPjj9tqtlnuvJN4TWndSzqgmpZm7zdUdRrPzYXgkHYqcRxKqACG7qefEKiaLSEh8mBISgqTkVRE3n47BBcvkmPC+fOLK2LWsNvwvFX5tGxZEU6dyserr5YgLs5+Pb/yisGrIYG3TuM0xgkTYGnc2LYtSBa8h5m27eRk+UKjK7Me7apV0H/9NfG66Z57YJgxw6t2Bhq65qVaaePC+fPWyRPDp2zZosGOHWQw8Z131C1dMWQIHbzU+ORPK1NdSnEoFYAIgoQ+fQJbGonBKI9yH4GxsbH4l0qb3LdvHyIiItC6dWvyZDwPnY6UVDMY7pKdzRGpbeHhEurV86znph3Sjh3TICOD1YPzFO3KlRAcUv8krRaG558HABjj4mDq25c43p/GPbyL4KWnwW5nBDJt3F9mPY7IUse3bPG7w3p56PXywLSvXbaPHxeQkUHWNurePTh+l5AQ4JlnjMS+r77SwaCOCCDoyc0FfvxRi8OHPXTNUQhdP9KTmpea7dtlRj3GUaNs22aVgpe1akmEi3FeHodSD0V3zDHcRXPkCLEtJiTA+OijkELtCjk+NRVCYqLiz/AWunxISgpLHa9o/P23gK++IucT//mPAd27V/x0cXepW1fCyy8bcPx4PnbvzseBA/l49llj+W90gRpmPQRaLUpmzyZ2jcAadMVeAO6njQPWsV3otGnEa2L9+iheuBAQKvY9TCsvlaaNS3XqEEZJXH4+OCq9nqEuRqNVdelIjx5m3HefuuPBe+4xQ6+3XyeXLgn45x/1x7muUsa7dLGgenXVP5LBUJVy74r27dvjp59+Qu6tnLRTp07h6NGj6NmzJzgqfy45ORn16tXzTUsZlR56kNO0qeepbbGxEjp0oF3HmfrSI8xmuery4YchORjHGB97jHhdt3Kl1d3ED5TlNA54ViO1LOjgJe/P4CVV71LyoVlPKZa774YYHW1vw40bEPbt8/nneoq/U8fpkhN9+pihDyJx45NPGhAebh/oZmbyWLnStw6VwYDBAPTrF4GpU8Pw7LMJmD/f9wumdNq4J4tqMqOekSPhODsQ27YlXueTkgAnTt7lwfNy9WV6urXdagYv6XqXlo4dgWrVYLrvPmK/btkyxZ/hLXTw0lkAhRG8FBcDkyeHQpLIFE01jDEqIoIAtG0rqlLTW9W08VuYhw+HuUMHYt8HeBmAhLNnBZl6zGnw8uZNhI0fD86hxoOk16NwyRLFNTmDCbrmpVLlJTiOpY77ma+/1uHCBft4k+clvPdeseolhCIigN69yfmrL1LHORfBy3vvZapLRvBT7ohu+vTpyMjIQPv27TF48GAMHjwYHMdhGrU6JkkS1q9fjy5duvissYzKDa2OUFq/cMAAsvPfsqXyT+jVRLt6NYQLF2zbkkYDwwsvEMeYBw+GGBtr2/abcU9RkaxA+SlYFeD164twWJBWjETXvAxg8NIfyktoNDBTJUCCMXXc38HLLVvolPHgGtRVrw6MH0+qcBYs0AcqW9dvbN6swblz9r/9m2+G+K6w/S2Upo1zV6/KjXomTCC2pehoWBo1sr/HYpEt0LgL3a7SdqvpNE7XuzTfqt1pfPhhYr/2998RqEKstAKfpY1XLN57L4S4xwFg/vwiRPhHaF15yc8n65jzPMTmzb0/L8ehZM4cYlc3/IXhWIv8fA7p6WT/KeuP6psRNnEiMe4EgOIPP4RI1QSuqMTEkH3utWvK+yQL7TjOTHt8RlYWhw8+IFWXEyYY0bq1bwZa8tRx9eevrpSXdPYigxGMlNt7tmrVCmvXrkXHjh2Rk5ODzp0749dff0WnTp2I4xITExEREYFhlJkHg+EutDpC6SozvXK0a5emyqRTeo3FAv1HHxG7TOPGQWrYkDxOq5VNVv1h3CMkJ4NziM6cQxMUwGoW0by5OulkYt26xDaXng5Y/JOqFoi0cQDyupcbNgRdHSV/Bi/T0zkcO0YGL4OxiPlzzxkIU4fkZEEWdK1s/PEHOZi3WDg89VSYz+JkkiRPG3c3eKlbupToryytWtmMehzxlWlPad1L1WpeSpJceXlLcWXp0YM0/yopge6335R9jpfQJSaY43jF4fBhAQsWkGrqCRMM6NWr6qSL+wrhzBliW2zSBAgNLeNoz7B07w4TtQj6HmZCgJmoe2k0AlevksHMFuvmyRZMjY8+CtOjj6rStmCgWjUQdbvz8zklAnsActMegSkvfcbbb4cgP99+vVarJuHVV303oRw0yEwYzp04IeDyZXUlnnTwMg1WwUa9eiJatqzkq9+MSoFbSz933XUXVq5ciQMHDmD16tXo2bOn7JiePXvir7/+Ql+qFh6D4S60OkKp8rJtWxF169o74MJCDnv3Vu4JvVpof/2VGAhJgoCSF190eiw9sNQcPgz+xAmfto93kTKuRkoVACA0FKJDmhJnsYDLzFTn3OXA0cpLP6SNA4C5b19IDpXH+StXZLVFA02bNvJUUF8tStClJjp0MCM2NriCuQDQoIGEkSPJxZrPPgui3HaVkSRg+3Z5X56ayuP550N9Em+/fp2DwWCfPERGSoiKcuONFgt0S5YQuxyNeohDfWTa8++/PEQRuHJFHeUld/ky+GvXbNtSeDjEFi2sGzwP47hxxPHaAKWO08+Cc+d4f60/MbzAYAAmTQqFKNrvkbg4EW+9VTXTxdVGbbMempI33oDkUOupBZLwBL4jhAlpaTzx9x0VvRWR779NnMfcrh2KP/hA1bYFGo6T173MyVHHtIeljfuGY8d4LF1KLpbOmFEi+zuqSUyMhC5dyIfVxo3qqi/LUl72729SPRWewfAFLJeGETTQ6gilwSiOk0vf6fp1DCdYLNB/+CGxyzR2LCSHlEZHxPh4mPr0Ifb52rjHtdO4erNTiard66/U8YCkjQNAeDjMvXoRu4ItdTw6WiJcV81mDklJvnmEbdpEDhaDxWXcGVOmkBHcffs0OHSocirNTp/mZSrIUtas0eHHH9VPsaJVQu6qLmVGPWFhhFGPI75SXv77rzVl02i0f4foaBHVqik6PTQHDxLbljvvJIw0jA89RB5/6JC1hqefiY6WiDRNo5GTqU8ZwceHH+qRlET2XZ9+WuzeYgGjXFQ366EQW7aEiVrAmIM3cPGUXWLomDJeH1fwdf7DhDpdjI5G0Y8/QlUb5yChZk11THtkwUsq3Z7hPZIEzJxJ1t29/XYLnnrKO8Msd/B16nhZNS9ZyjijosBGc4ygoKDAnuIGWAsiN26sXEk3YADZ+W/Zog22LNigQ7t2LYSzZ23bkiDAUIbqshS6fpuvjXtcmfWopryEE8dx6mHvEwoKwF+/btuUNBpIVAq7L3GaOh5k+CN1vLgY2L2bXOyg+5Ng4o47RPTuXTXUl85Ul47MmBGqekBbccr4998T26aRI1FW1NDizLTHwbjCXeQ1L3l1611SKeNmKgVeatgQZiozJ1DGPbR529mzbLgbzBw7xmPePLLfevhhI+65h02o1cIXZj00Ja++CrPWHnisiwy0373Atl26iKCDAavxIKLNObbXJI5D8bffQvLXoq2foeteZmcr65MstGHPhQt+K21UVfjtNy327SPHG//9bwm0frBQGDKE7PP++kvA9esqSSIlSSbGSEMcdDoJvXqxvpZRMWCjOUZQcO6cvCaXN86+vXqZodPZo5WXL/NVYvJy6hSP3bsFz8cxoihXXY4aBbFxY5dvMw8aBDEmxrbN5eX5zrhHkmSpzKTyUsXgJa289EPwkq53KdWrR6iafI154EBIDjkjwvHj4ByUY8GAP4KXiYkaFBfbf4d69URZynqwMXUqqQZYt06DCxcqX3+3bRs5cxg7NpNwXC8u5vDEE2GKa4k5Qx68LH8VjEtLg2brVmIfvdBDUL06LA59LSeKEE6e9KidgNwFPS2NV6/eJeRmPRbKYRhwYtzz88+Ayf/Bf1qJX2mf/5Lk0/rEN28CS5dq8eOPWmzZosHx4zwyMzlVYyVGIzBpUhgsFnu/W6eOiHffVfFGrupIkjxtvFUr9T+mXj1ce3gisW9c2kfgcqxBytLFlE8xDZ1BKrkNs2bBXIlLj9GO40rTxlG9OsRatWybnNEIjho/MpRTVATMnk0qfwcMMKFfP/8E9+LjRbRsae9gRZHDpk3qZA9yubngHBZGCxGGG4hGt25mZojGqDBU0tEco6KhVsp4KRERQI8e5IOGrmNX2Vi8WIvu3SMxfHgEhg8P90i4o/n9d6KYu8TzMLz0Uvlv1Onkxj2LF7v/wR7ApaeDv3HDtl2AcFyAdcJfq5aIGjXUm8AFIm08UGY9pUixsbB06ULsC7bUcX8EL+kSEwMGOKkDFGSW3n36mNG6tf23kSROZnpR0cnPB/7+m/x7jxmTiQ8/JAMcp08LeP119VIOlTiNy4x6Wrd2GuhzRI3UcWdp43LlpcJ+0mCAQNU0dmY+ZLrvPkgOeb58VhY027cr+0wvkCsvK18pBeHQIUR07YrItm2hWbdO9fNfusShe/dITJ4chqlTwzBmTDh69YpE8+ZRiImJQkJCJHr1isCYMWGYOjUU776rx7ff6rB+vbV0RWoqB6MbWZYff6zHP/+Qf59584pRvbrqX6nKwmVkEOMnKSwMYhklgbxFN3sarsFeNzxSyof4lnVx/NIlHo/hBzyLr4n3mAYOhOH//s8n7QkW6LRxxcFLyFPHBeY4rhqffaYnMgE1GgnvvuvfurtDh/omdZwWJFhTxjmWMs6oULDgJSMooFURaqQA0+7Amzf7Qe8fIEQRmDvXPmHfs0eDp54Kc08dIYoIoYqjmx58UDY4KgvTY48R25pDh8ArUA2VB12v6STaQLrVhamZMg4EJm1cVu/ST2Y9jpgGDya2NUEevDx1SlBVdCRJ1hITjhD1LiUJoZMmIapuXYTdf781ohYEcBwwdSpZ+/Knn3TIzq481dd379bAbLZ/n6ZNLYiLM2LcOBNGjyYjJIsW6bF+vTqLVVevks8mOkAow2x226jHETVMe2JiJMLRNjeXx5kzZFBIqfJSOHkSnEMkSqxXz3lZi7AwGEeOJHbpli5V9JneQD8TaEPAykDoCy9AOHMG/JUrCHv2WSA3V7VzX7rEYejQCKSmOv/dRJFDRgaP48cFbNmixY8/6vDhhyF48cVQPPJIOPr1i0CbNlGIja2GJk0i0bVrBEaODMPEiaGYM0ePr77SYc0aDdau1eCjj8g0m9GjjRg0iE2m1USWMp6QAPC+uSf4GtXxXZ2ZxL6on74Df/Ei9KeP40uQykxLfDyKvvrKZ+0JFmjlpdK0cUDuOM5Me9QhLY3Dp5+S/dGzzxrRtKl/F6zpupc7d2qUVJKRQQsxSutd0vNlBiOYqdxPCkaFQa689D4nia5T9/ffgppj+6Di4EEB6enk7bxxoxYzZoSUG9zRrF9PDGwljnNPdXkLMT4ept69iX2+MO5xnTKubr0fOnjpF+VloMx6HDDTwctDh3yakugpDRtKiIqytycvj8Ply+oF6E6d4olgVWioRCi4NevXQ7dsGTiDAdpduxDy1luqfba3jBhhIgyNSko4LFxYedSXdL3L0lp4HAd89FEx4uPJPmDy5FCkpXl/bXiaNq7Zvp0oMyGFhcH44IPlfg5d91I4ftyDVlrheaBuXbJ9+/aRz1alNS/pepfOVJelmCg1vmbLFnDZ2Yo+Vyn0GCI5mQ+mrsxruPR0orQAV1gInUolWy5f5nDffRGE+sgbrl3jcfq0gB07tFi+XId580IwY0YoJkwIx2OPhROLErGxIubOZe7iauNrp3GaI3c/g0toaP98swkhM2bg/XOjEQr731cMCbUa9FQBmS1d81JN5SULXqrDm2+GEGWDatUSMX26//ujO+4QifFccTGHHTu8X5ClS2ClIQ7x8RY0aRJc2UQMhitY8JIRFNCqCDWUdI0aSURQy2LhsGNH5VRf/v678++1cKEe8+e7CGA4U10+8ADE22/36PNlxj0//6zIcMIV/jLrAQApLo7Y9kfNS7pmUSCCl2KTJpAiI23bXEEBuIwMv7ejLDgORHo0oG7qOK3O7tXLjNBQ+7Zm927idd3SpeCuXVPt871BqwUmTiTVl4sW6dS+DQOCJAHbt5N/G8c0p6go4Ntvi2Wqw//8JwxmLwUFnqaNy4x6HnigTKMeR2SmPcnJiszPaGVoTo46NS/pepe0WY8jlo4dYXF4hnBmM7QrVyr6XKXExUkICyOvB2+CBcGGZt8+2T7t8uVen/fyZeeKyy5dzOjd24QWLSyIjvbdRPejj4pVLQHDsOJrp3Gaxi20eA3vEPu0W7agkXSR2Ff8yScQ27TxaVuCBTXTxmWmPSxt3Gv27ROwejU5X3r99RJ3Ht+qw3Fy9eX69d7PX505jffvby4vMYTBCCpY8JIRcMxm4Px5OnipjpJuwABy5rplS+WreylJZQcvAWD27FCsXu38dc2mTURQ0FPVZSnmwYPJAuI+MO6hB9/HYZ/sq2nWAwAilQ7JZWT43M0xGNLGwXGw0Cv6KSn+b4cLfFn3ku4fBg0iB4+ag6TBAFdcDN2336r2+d7y6KNGQpl6/TqPZcsqvvoyKYknVGAhIRK6dSP79vbtLXjjDVIhsW+fPCXVEyRJrrykTXEc4dLSoNm2jdjn0qjHkWrViHtPuWlP2X0hx0mEmsMTZMpLVzU8OQ7GRx4hdumWLfOripvnIUv1S06uPENewUnwUnPwoFcKrFLFJR24HDXKiI0bC7FmTRH27SvAxYv5yMy8iRMn8rBtWwGWLCnERx8V46WXSjB+vBH9+5vQpo0FsbEiOM79v/mIEUYMG8bSF32BLG3cB2Y9jjRvbsFPeAhH0a7MY5ZWew7msWN82o5gQjXDHjipecmUl14hisDMmWSt7DZtLHjkEf+bzZVC173cvFnj9WIs76TmJUsZZ1Q0Ks9IjlFhuXyZh9FIpg2plUFCp45v26bxdQzK7xw7JhCTjZAQMrUWACZODEViIhXkkSSEvP8+sct0//0QExI8b4ROJ0sVVNW4x2AAf/Yssesk7Kv1agW7bYSFQYyOtm1yZjO4rCx1P4MiGNLGAUBs1ozYDrZBsa+Cl1lZHA4fJs9FDOqKisBT6l8A0H3zDVASHGmOkZHAk0+S6ssFC/ReD3gDDZ0y3qMHqYgtZdIkI+65h+zzP/hAj717lV0jN28ChYX2Z1NN0m/nAAAgAElEQVRoqITq1csOxuiWLCGNetq0gaV9e7c/T2bao6Dupau09nr1JOgUxLK5nBwIF+2KKUkQZG2lMY0ZA0mw/+7C6dOKTIi8gX4upKRUHtMeZ8pLANCuWKHofFeuWAOXV67IA5dfflkMgfrp9HqgQQMJnTpZcN99Zjz1lBGvvWbA/PnFWLWqCImJBTh7Nh/Z2Xk4cyYPu3blY8WKQnz6aRFmzizBE08YMHiwCe3bm9G0qQXjxhkxfz5zF/cJZrNVye2Ar9PGmzcXIYHHK3jf6ev7cBeWd/rA6WuVlVq1VKx5GR9PbHOpqUEzDqmIrFypxbFj5Dhj7lx5v+dP7r6bVLnn5vL46y/vGlSckk5sZ+vqyRaCGYxghwUvGQGHNuuhXUK9oUsXC6pVI5VIdICiovP77+QDt18/M5YuLYRWa//eJhOHhx8Ox5kzDg56mzfL3GMN06crboeRNu45eNBpsEcJfHIyOIeo8yU0RB6suRwREZJLNZRSJH/WvSwuBu9QE04SBJnjub8I9kLwd9zhm+Dl1q0aSJI9UNWunZmoHygcP05cg6XwOTmKAwa+4JlnjNDp7O2+fJnHunUVu1wGnTLer5/zwTbPA19+WYzYWPszRBQ5PP10GK5f91zlIq93KZadXuXMqGfChHKNehxRJ3hZ9vNTcb1LKmVcbNUKCAtz+R6pdm2Y+/Uj9mmXLVP0+Uqhy4lUGuVlbq6sBnQpuhUrrDIiD7hyxZoqTgcuH3zQGrjUeJGwotFY67C2aydi4EAzHnvMhFdeMeDjj0vw009F2LGjEIcOFeDLL4sREaH8cxhlw1+4AM5gX9QSY2IgxcT49DMbNxYhCBK24V5sA9kPZCIWo7AK9eIrXyaUK2rVUq/mJUJDITqUN+IkCfzFiy7ewHDFt9+Sq3r3329Et26BVbpoNJRhJLx3HTdfItPGa3es63QhmMEIZirJSI5RkaGDl2qar2g0QL9+pBKnMqWOO0sZHzbMhJ49LfjiC1LFkJfHYdSocGsNN0mCnq51OWyYV6vxYuPGMPfqRexTS31Jp4w71rts1szik3otIlX30peO4zxV71KqWxdezRi9gFZeBlvwMiFBJALzaWk8btzw/gKgXcbpkhN02qwj+gULPA4Y+Io6dSSMGUP2eZ99pquwZiUFBXLTmbKClwAQGyvhq6/Ivu/qVR5TpoR6/BvQTuOuVI2abduIBQ4pPBzGUaM8+jxZ8FKBaY+r4KXiepfUte+q3qUjstTxVav8qg6SKy8rx5BXc+AAuDIuZj4tDUJiotvnSk11rrh84AEjvvrKu8AlIzjwt1kPAOh0sJmAPI9PcA01AAD5iMAY/IyriFPcH1VUIiMBvd5+3xYXc0rKGtuQlfgJsrFaReHcOR4HD5Id3ezZhjKO9i906viGDVrlYzlJQkQuOY9pM7huGQczGMFL5RjJMSo0tNO4mspLALJ6HnSQoiJz+jSP8+ftv59WK9lS5UeNMuHNN8lJfFoaj1GjwmFcuw0aStVT8vLLXrfHV8Y9rsx61L5eSpE5jvsxeBmolHHAyYA4yGpe6nTyGqcnT3r3KDMYgJ07ycErveJN17t0RDh3DprNm71qg5pMnkwOvI8e1WDPnoqpOP/zTw1RVsQdZ8y+fc2YNo38DTZs0MrUFeXhiVmP7ocfiG3TAw9YnYQ8wHLHHZAcVmL4s2eB/HyPzhEXV/bMRi3lpct6lw6YBwyAWLOmbZu7eRPaDRsUtUEJcuVlxbwHaJzVu3RE56ZxT2qqVXF5+bI8cPn11yxwWVnwt1lPKaX332m0QkccwlgsR2ucwm70BqB8MaWiwnHOUsdVdBxnpj2KWLGCnBN27WpG48bBcW326WNGaCi5WH/8uLLxbt6Fa9CL9sXDPESi532uMygYjGCEBS8ZAccXTuOO9OtnBs/bO/9TpwSkpVUOa7W1a8mHbp8+ZsIZb9o0I556ipzE//MPj5wpHxL7TEOHQmzd2uv2mIYMkRv3/Pab1+elU+R8adZTij/TxoPCrKf0s+m08cuXrdG9IELtupd792pQUGDvE+rUEdG2LfkZsgAOZXignz/fqzaoSfPmIgYOJFfs589XblwTSP74Q14Wwx1mzSpB+/Zmal8ITp1yf9hDKy/LMsPhUlOVG/U4EhVFTEg5SfLYtEf1tHFRhIY263FTeQmdDqbRo4ld/kwdb9JEJJ79aWm8V0qnYIGud2mk6k1r162zSpZdYFVchssClyNHssBlZUNm1uOn4GVCgmOpn3j8jLG4goa2fVUteAnIg5c5OV7UvaTGasFWn7wiIIrAzz+Ti5rjxhkD1Bo5YWHWxVhHlKaOH1ufSWxn6eLQsGEFTclhVGlY8JIRUCRJroZQ23ylZk1rUXlHtm6tHOpLupbdsGFkwILjgPffL8Hgwfb992IrWuSTKrISL2pdEvjIuMdV2rjqZj23EKmak5wPg5dckJj1AADCw8laSqIYdLWU1A5ebtpEztTvvdcM3uHpyF29SihvpZAQFC9YQLxHs28fBBfqTH8zdSoZcN66VYvTpyvWI1+SgG3byD6uf3/3gpc6HfDtt8WIjLQPzg0GDk8+Gea2GNxdp3GZUc8dd8By553ufQgF/T5P617GxkoQBOftVBIs4M+dA5eXZ9uWoqJkpSVcQaeOa3butJpL+AG9Xv6dK3zqeEkJhCNHyF2vvEJkCnCFhdYAZhmkpVkDl5cukf3miBFGfPMNC1xWNmRp4z52Gi+lPCGCUiV4RUbNupdMeek9f/0lNzwdPjxwDuPOGDJEnjquhLN/kGY9pjqBqavPYHhLBR/FMSo62dkcbt60P7zDwnxjvkLXr6sMdS9TUnicOePg5ipIGDxYPrEXBGDRoiJ07GgGIOENzCFeNw0aBLFtW9n7lGJ89FFiW3PgQJnmAu7AZWURZjbFCME52AdtvlJe0sHLqpI2DgR/6riawUtJkpeSoFWLdM0/S9u2sNx5J0x9+hD79VRAM5DcfbcFnTqR/UFFU1+mpPBELT69XkL37u47Y8bHi/j4Y7J0RnKygJkz3atQ71bauApGPY54W/dSEEAYTTmiJFggq3fZoQOIyH45iK1awezwnThJsprK+Am6rEhFdxwXDh8GZ7Qrg8T69SE1aAAjpXAtK3U8LY3D0KHywOX99xuxcCELXFY6CgvBX7pk25Q4DpaEBL98tKv69bVqiVXSoMmnaeNMeekxK1aQqsuhQ02eVnvxOQMHmokFydOnBVy44Fn4RhSB7CNk8DKs+W1lHM1gBDcseMkIKLT7Z7NmoifzIre5914yGPHnnxoUF5dxcAWBNurp0cOMGjWcT1rDwoAVK4owvs4WdAWZcra65SxV2yU2aQJzz57EPm/Ul3S9y1NoDRHWiZdGIyE+3k9p474MXgaT8hJy055gS0eig5fJybzizPakJHmArFcvqt5lGWmzxilTyOPWrQsalSrHAVOmkD/K6tVaWUAumNm2jYykdOtmLs/kWsaoUSY89BCZBrZ4sQ5r1pQfpXHmNk6j2boVfLp9UiCFh8P44IOeNdIBNRzHnaW3h4RIqF3b84VBpfUuHaHV+Nply/xmcEWrv2iDwIoGnTJuvvtuAIBp3Dhiv5CYKFO4Xr3qXHHJApeVFyEpiTB3EuPj4XEnqpBmzURwnHoq8MpATAz5e1y75kXwsn59SFr7PIDPzgZu3lR8vqpGUZG89NbYsT5UXVos0KxdC+3PP8OTCWiNGhK6diXHvBs2eNZZnzjBo1oBOYep1Y4FLxkVk4o9imNUeGgVhK9SgFu1EhEXZx8sFRdzSEys2CN1+qE7bJhrRVKtmiK+qEOqLtdjCMZ/0lV1JarMuGfFCsXGPbRq0zFlvEkTEVofVQCgDXu49HSfTbjp4KUU6OAlXfcyyIKX1asD9evb/xZmM4czZ5Q9zjZvJi+gnj3NCA8nj5Gpzzp1sv63Tx+i9iUnitB98YWidviCIUPMaNzY3qeaTBy++qriqC+3b1dW75Lmgw+K0bQp+WyZOjUMly+7nji6kzYuM+p58EGPjXocoU17hJQUwCFt2x2cBVkbNhQViUEV17t0wPTgg5D09utOuHQJwl9/ed4YBdBjCtogsKJBm/WYu3YFAIjNm8Pcvr1tPydJVsO8W1y9alVcXrxIfv/hw01YuLDYZ89RRmChx0/+ShkHrDHSBg1Y8NIROm08O9uLabhGYw1GOyBcuKD8fFWMDRu0yM+3PxRr1xbRu7eyMYY7hE6bhvDHHkPYM88g7MknPXovnTq+caNnHfaWLVrUB7mYxdVnwUtGxYQFLxkBxZny0hdwHGwu3KVU5NTxS5c4nDhhn4RwnIShQ12vGAp//omIY38T++bgDVgsHB5/PAxHj6o3qTMNGUK6zOblQbtmjaJz0cpLR7Metc2dCMLDIVavbtvkzGZwWVnqf47BAD4jw7YpcZwsZd3f0MrLYAteAuqljtP9AO0yDpMJwrFjxC6b+ozjYKDUl7qlS8Fdv66oLWojCMDkyaTq8IcfdJ7GwgJCYaHVSMkRd+td0kREAN9+WwSdzj6Rzsvj8J//hMFURreZl/f/7J13YBTV2safKbubTULoTQKE3rtCQJAuSLOACFe9dkXsBbEr+okieq+KVxCxi4CgKEqTIkoHRaQokNA7SSCBlC1Tvj+W7M45ZzfZMrs7G+b3V87J7Mzs7uzMOe953+fxbFOK1aqienVyIq6bUQ91skrz5kSXsGNHSLu47DI2YBBWsKC4GDx1/w0neKlWrQr30KFEnzVGxj30MyKhNS9lGeKWLWTXxcxLgM2+tMydC6gqTpzwZFzSgcsRI9yYNavYDFxWYOLlNF5KoNLxSzd4qV/ZOGD8hWYjQ7uM33ijO2rZ5+KqVbB+9ZW3bVmyBPy+fUG/XutbAACbNgk4cyb4a2fFCpEJXqoabXsTk0QigUdxJhUBeiJRlkZOpFx9Na17aYGaoEZrtFFP9+4yatUq+80kvfkm0V6Ka/A7PBlkxcUcRo9OxqFDOpWU2my6GfeUZdYTzesFiI3jOH/sGHnMunU9biNxxOial4A+wcu8PA5btpCvoyUm+N27wWlKfJQ6dYhBn/uGG0izjJISWGfNCvlcosXYsS4i2+P8eQ6ffx7f6ysY1q0T4XL57kcNGypo2jT8CW+HDgomTXIQfVu2iHjjDf+ZqCdPsiXjdOai9YsviJLMUi3USIm0dNxf5mWDBmHoXf71FzjZ9zuTMzKg1qgR8n4AP6XjP/wAXLgQ1r5CgQ5eZmfzkKKXXBNV+F27wGk+M6V6dSLQ7R45kigjFbKzcXbZHxg2LAUHDrCBy48/NgOXFZ14OY2XEkiT/FI06wHY4GUkZeOAqXsZLidPcvjlFzJSGTWXcacTSU89xXSXZapG06CBig4dfM9iVeWwbFlwkdbcXA5//CEwwct4J0mYmISLGbw0iSt0CVe0Mi8BTzmo3e4bOBw7xiec+24ptN4l7TJOI6xbB3H9eqIv/+GJRDsnh8eoUSk4e1afACZj3LN5M+N6WS5uN/i9e4munWjn/TuqmZcA4boNeFyn9YbWJYu33iUAqPXrQ01K8rb5s2cNk01Yih7ByxUrRCiK73pv21ZG/frk5EKkNf8uv5w0Y7Fa4bz/fmIb68yZgIMMlMULux245x5yUD59ug2uKI3T9YItGXeH64HjZdw4F5OB/5//2PDrr+y1w+pdUotDkkRkUgA6ZF1eJFLTHq1ESinhZDoxRlVhZF2WIvXpQ0yWuOJiWBYuDHt/wVK1qoqaNX3v3eXiCI3bRILWu5QzM4l7kVqtGqRBg4htNtw7nwlcDh9uBi4vCVQ1bk7jpQSSgrpUMy9pzcuIysbhZ6HZdBwPigULLMTYr107GW3aROeatE2bBsHP9yKGELwEwncdX7VKBFQV9UDOX2hpLBOTRCExR3AmFYLCQk8AsRSeV9GkSfQGNHa7J4Cp5eefE2/0fvw4h61byYn98OFlBy+Tpkwh2u5+/TDklY549FEywJKdLWDs2GRdzIyUpk0h9epF9IWafcnv2wdOU9d5UqiHs/CVo0dLI7UU+uEelcxLg5n1AAB4HkrjxmSXwbIv6eDlrl1CyJKkbMk4+zsStm4l2pKfAI7r3/+GWqmSt83n5npE2Q3CPfe4kJzsmzSdOMFjwQLj3vtUlTXrCVfvUgvHAf/7Xwnq1PFdKKrK4b77kpGbS0ZGjx8n27QJjrh8ua5GPVro7M3QMy/ZLPywnMZ1MOvx7UyAiyprtn79dfj7CwF6kYuWq0kUApn1aKE/4yEX5sEG33N+2DA3PvnEDFxeCnBnzoDPy/O2Vbud0UiMNmbmJQmteRlx5qVZNh4yqgrMmUNWn4wZE53VXO7wYdjeftvv/8Tt28EdPhz0vujg5Zo1YlDFCytWiKiJHNjge49qWhqgGbOamCQSiTmCM6kQZGeTl19GhgJblL0kBg2iS8cTT/eSLhm//HLJr5FEKcKGDRDXriX6nBM9WZcvvujEjTeSD+3Nm0Xcc08yZB3ign6Ne0KIjNIl49vl9kQ7mpm6QGwcx5ngZf36uh8jHBjdS4MFLxs0UJGW5rvuL1zgcORI8BMBlwtYtYr8LdH3ByDI7LPKleG67Taiy/b++zFzVC6PatVU3Hwz+Tt//32bYWUz9u/nCUdkq1VlFp7CpUYNFR9+WEy44J46xeOBB+zE51Fe5qVfox6dJgNyu3ZQed/xhf37Q3KR9Vc2Hk6mkx5mPVrc//oXuf9Nm2Iy2aYXuRJS91JVGbMe2U/wUho4EFJV3wJfVeRjODwZPmbg8tKCKRlv0cIjhBxD/C0wi6Ja5pi1IuNP8zKS5zBdNi7s3w/DPtgNwo4dPP7+2/c7EAQVo0ZFx2Xc/swzhOwQTSil461bK8jI8P2enE7Ok1VZBrLsqWJhSsZNvUuTBCYBR3AmFQW6ZDzaJcAAMHAg+YDaskXQrUw6VtAl49deW/ZD10ZpXUq9e0Pu1g0AwPPA+++XoFcvMjDw008WPPtsUsRjIPewYaRxT0FBSMY9TPBSY9ZTv77CuELrDeM4fqlkXgKQDW7aw3Fs9qXWxKo8Nm4UCEOWGjUUdOlC7o87dw6C5n2rPB9Q09A5bhxUjdq7kJUFcdmyoM8n2jzwgBM87/tB//23wJRmGwX6vHr0YB3gI6F3bxmPP+4k+pYvt2DGDF82xokT5HNBGxDkjhyBuHIl8X/nHXfod4IpKVBatCC6Qikdr11bhSiSN+9QM524U6cIPV7VaoXcvn0ZrygfpXFjJlvQEgPjHjbzMvEcx/kDB8BrDOPU5GS/38fJPBtmK2SQ+N/4AkOHegKXcZZTNokhjNN4jPUuAaBKFRCZ7oBHfzfGMVTDkJICogrC5eIiMtBTa9eGmprqbXMXLkTHWLICMXcueRPs319C7dr6B3zF5cthWbKE6KMrdyw//RT0/jgOGDaMnKuVVzr+++8C8vN5pIPU1jf1Lk0SGTN4aRI39u0jL79YBC/r11fRpo0vQKEonGEn8P44c4bDxo2sflUghM2bYVmzhuhzTCS1Lm024Msvi9CqFRm4+fBDG/73vwhnOjYbk20TSuk4PfiOpVkPwK5ORiXzktK8VI2SeUmVIwkGy7wEItO9XLaMHPRdfbUEnnoi0mWzSps2CBRFU9PT4b7hBqLPNm1a0OcTbTIyVGah4733opzqHias3qX+DitPP+1E167kfl96KQl//eW5CNjMS9/ziTbqkTp2hELpVEYKo3tJOd6XhSgC113n+64HD3aHnBTKZBy3awc9SiNct9xCtK1z50KXNP8yqAiO48KGDURbvuIK0CmUp055XMXfLbid6B/CLcVnUw6ZgctLjHib9ZRCl45fqnqXpbCmPRHcjzjOLB0PAbcbjGTOmDFRyLosKYGdMumRunZFMWXmKGzeDO7UqaB3S5eOL19uKVO//OefPWMpxmnc1Ls0SWASbwRnUmHIyqLNeqIfjALAGDYkUun4Tz9ZoKq+jKD27WVkZAReMWSyLnv1gtyjB7NdlSrA/PlFqFuXHFQ+/7wd330XWY0ZXU4rbtoE/p9/gnptWU7jsQh2x6Vs3CCZl0zZuAGF4MMNXqoqGKfGcPUutTgfeohoixs3MkGgePLww+Qod+1a0RusMwolJR6ncS3RCF5aLMBHHxUT0gMuF4c770xGYSFw/Dj5uXjLHKNo1KMlkuAl4NH2fOutEkyZUoJPPy0O+fi66l1qcF97LVTNAgB/8iTE1at12Xcg6NLVvXuFhKusLE/v8tQpDsOGpSA7W8Cf6IRd8BmzCKqMlB/mx+Q8TYxDvM16SqF/f2bwknz/OTmRVX/JdPDSgGM1o7B6tUiYJKWlqbjmGv2Dl7Z33gGv0bNUeR4lU6dCzciApHm2c6oKy+LFQe+3a1eZuH7On+ewfn3gOWypr4PpNG5SkTDWrMXkkoLOvAwk7K03tK7dypUWSPrPjaPCokXkQ6osl3Hh999hWbWK6HNQK4Fa0tNVzJ9fhEqVyFnduHF2rF8ffo2P0rQppJ49ib5gsi+5vDzCEMPNW7EPzb3tmGRe0mXjJ0/qq2Pocnn2qT2mQbRoGBfLAweiniEVKv5Me4IhO5vHwYO+bS0WFX37hql3qUFp1w7uvn2JPiNlX3bqJKNnT/J9zphhrOzLdetEOBy+yVx6uhK1Z0PDhiree48M7O3fL+Cpp+wBy8bFZcvAazIl1NRUuEeO1P3cIjXtsdmAu+924b77XLDbQz++SAXuI9W79JKaCvd11xFddDBYb+rVU4lSzYICLuKAQayh9S61wcvSjMvs7NJ7GofPQS4aWufMifYpmhgJWYawZw/ZFafMS1qvuHt3Y40jYg3tOE6bxYUKUyVjZl4GZO5cMhnj+uvdYT0fy4I/eBC2d94h+lx33QWlg0f2ShoxgvifZdGioPctCMCQIbTMl//g5YkTnHdB3wxemlQkzOClSVyQJI8pg5ZoO0eXcvnlMqpV802GCwo4bN5sfAGes2c5rF1LPqTK0ru0UQ7jUo8ekCn3b5q2bRV89VURoZfmcnH4179SsGdP+LcLxrhnzpxyjXv4XbuIdpa1DST4Bh6xyLxEairUypW9Tc7tBpebq9vuuRMnwGmCoUrt2kBSkm77j4gqVaDUrOltci4XkyUab1q2VGCx+K7VY8f4oDRs6azLnj0ltqxWUdjssyuuKHffLjr78scfwR88WO7rYsX48aTW47ffWnDmjHECOXTJ+MCBbnBRPL3rrpNw221kRurXX1tx7pzvfieKqnfCSRv1uHQ06tEit21LmvYcPAjk5+t+HP8Hl5lMz2Cu/WChS8fFpUvBnT2r2/5peB5o2jRxHce5U6c83/9FVFH0fh+nT3MYMSKFqWQ53ucm8vrZtQv8zp2xOWGTuMMfPAjO4XOZV6pXh1qrVlzOZehQCY8+6kDr1jLGj3cSkhaXItWr6xy8pBeazeClX/LzgSVL6JJxnV3GVRVJEyeCc/rGWUrNmnA895y37R4+nHiJsG5dSM8/unR8yRKL35wK7VjK1Lw0qUgkzujNpEJx+DAPl8v3wK5VS0GVKrE5tiCwZYilqfVGZskSEbLs+8xatZIDum0L27bBsmIF0UdrXQaid28Z779PBhYLCjiMGpWCkyfDG2S5hw+HUq2at80VFMDyww9lvoYuGf/DRZoTxCpTl37I61k6btSS8VKYQbHBdC+tVvY62Lmz/McarXc5eDCbdcnv3w9eEyxS09KYz8MfUt++kDXleZyiwPrBB+W+LlYMGiShUSPfQpHLxeGTT4wjhhcLvUua118vKTOTu04dFYIAcIcPQ6Sy2aNRMg4ASE6G0rIl0RWKaU8k8Hv2gCss9LaV6tWhZGTotn85M5ModeRcLljmR7esmf5+6WCfkaFLxuWOHYHkZJw548m4pM0PBw924515lSH160f0m9mXlw5+zXqiuQpU1rnwwMsvO7FhQyEmT3Zc8m73dOaltow5HJhxmlk27pfvv7fA6fT9Bho2VJCZqW/SjLhkCSw//0z0OV55BdoJrtKsGeRWrbxtTpYhUsY+ZdG7t4SUFN81dPIkjz//ZJ9nK1b4fmiM5qUZvDRJYAwfvDx16hTGjRuHJk2aoHbt2ujWrRvWrVvn/b+qqnj99dfRsmVL1KlTB0OHDsU/lJ5efn4+7r33XjRo0AANGjTAvffei/xYZTCY+IUuGQ8UhIsWdLAiEXQvaZfxsox6mKzLzEzIV10V9LHGjHHjhRccRN+xYzxGj05BUVEYt40wjHvo4OWfii94Wb26gmrVYiNaxpSOX0rBS1r30mDBSyB03cv8fGDTJnIbWgcXCKB3STv6+IPjGO1L61dfRTWzLBQEAbj3XjLb4OOPrXA6A7wghhw8yGP/frKcny45jAbJycAnnxTDZvN/T6lXz/N8sn75ZdSNerQwpeMh6l6Gi1+9Sz0DHxzHPg+iXDpOjzHoMYiRYcx6LpaMP/aYnQlcDhrkxuefF8NmA9xjxxL/s8yfj4TRyDGJCKOY9Ziw0JqXkWZeMpqXBpT4MQK0y/iYMS594/nFxbA//TTRJXXvDveYMcymdPal5ccfgz5MUhK7qEuXjrtcwJo1nj4eMuqBnLeYmZcmiYyhR2/5+fkYNGgQVFXFN998g82bN+PNN99ETU0p47vvvov//e9/mDJlClavXo2aNWvi+uuvx4ULF7zb3H333dixYwfmz5+PBQsWYMeOHbjvvvvi8ZZMLkK7fcaqZLyUfv3cEATfJHTPHgGHDhmndJKmoAD45Zfg9C757dthWb6c6HNOnBjy5PPxx524/XYyorFzp4Cnn24CdxhVP4xxz8aN4ClNJi1lOY3HpGT8IvQKJX/ihG77ZoKXBnEaL0Wmg5cGLEcKNXi5cqWFyWD2Z3rFBHBC0Pxz33ADEfTmSkpg/fjjoF8fbW6+2UVo2+bk8BEbc+nBihXkPS4zU45GRbZf2rRR8NprDgQHcCsAACAASURBVL//u+wyBXC7WaOeO+6I6jkxpj0h6l6GC6N3qZNZjxbXmDFkWfPOneB37ND9OKXQmZeJFLwUN20i2lL37jhzhsOSJeTvZdAgN774othrCu8eMgRqWpr3/3xODpM5bFIxYYKXcTLrMWGh3cYjDV6iShUoNWp4m5zbDe7o0TJecOlx8CCPTZvI+6XeLuO2t98Gr/ncVUFAyVtv+Z170cFL8ZdfgPPngz7WsGHkuS9eTI7fNm0ScOGC57i1cRoW+IKdStWqnhVbE5MExdCjt/feew916tTBhx9+iC5duiAjIwO9e/dGixYtAHiyLqdPn45HH30U1157LVq3bo3p06ejsLAQCxYsAADs3bsXK1euxDvvvINu3bqha9eu+O9//4vly5cjy4BZRJcKe/eSAYZYBqMATwY/XS5g5NLx5cstcLt9D8AmTWS0aeP/M0uiHca7doXUp0/Ix+Q44K23HExW2qZNlTFxYui6jEqzZpCuvJLoC5h9KUkQqAxqbfAyFmY9pTCZl3oGL6kBpmq0zEtaCN6A98xQg5d0lrW/rEsgQsMSqxXOcePIrpkzAYf/4FisSUvzBDC1TJ9ui7sDsz+9y1hy110uRk8KAC67TI2ZUY8WOvNSjFHwMhyt11BR69Vjy5pnz9b9OKWwmZcJUjZeUMDoP8uZmVi6VISq+sYELVvKROASAGC3M+ZIFrN0/JKAcRo3My8Ng96GPQBbOm6a9pDQRj2ZmRIaNdJv3slnZ8P23ntEn+u++6AEWDRQ2raF3KiRt825XEy5eVkMHOgmvAn27ROIBTntfJbWu1SpOY2JSaJh6ODl4sWL0aVLF9xxxx1o2rQpevbsiZkzZ0K9OMM6fPgwTp8+jX6aAbDdbkePHj2wefNmAMCWLVuQmpqKbt26ebfJzMxESkqKdxuT2MNmXsY2eAmwQYuffzZu6ThdMj5ihH8TC37HDlgo7RTnU0+FXfInip5yyk6dyBKFTz6xYcOG0Cd/dKaSJYBxD79/PyF4nZ9UBznwic3H8nqhg5dR1bw0WOYlUzZuQC0lOni5bx8fMEYoSWx236BBfsooi4uZzN9Q3ZZdt90GVZM2yOfkwDJvXkj7iCb33ecCx/kGvzt2CNi4MX4BHYcDjCFZLPQutXAc8P77Jd4y8VIyMhRmocV1441AampUz0du0waq4PtO+MOHwZ07F9Vj4sIF8NTCkdS5c1QO5b75ZqJt+eYbREu/oEkTBTxPmntpZD0Ni7hlCyFVILdqBbVaNfz0E+uaSwQuL+KiS8eXLImd8ZNJfCgu9pQOa5Ap/VyT+EGXjUeqeQmwC81GrJKJF6rKloyPHaujUY+qImnCBHCakjSlTh04qBJyAo6DFEHpeJUqQK9e5PhIm4mvHecyTuPp6UEfx8TEiBg3WgPg0KFD+PjjjzF+/Hg8+uij2LlzJyZeNB259957cfr0aQAgyshL2ydPngQAnDlzBtWrVwenCd5wHIcaNWrgzJkzAY9d0bMy4/n+VBX45x+yHM5q3Y+sLJ1d38qhZcskAG297d9+E7Bjx37Y7bEPpJZFcTGPFSvIz6tjxwPIyipmtm3y0ktEu7BNG+xp0ACI8Pt+/XURd97ZCidO+GZHjzzC44sv9kAM4S7CtWyJ9pUrw1JQAADg8/ORN3Mmzg4ZQmxXdeVKaKtFd4vk6mVq6lFkZQVfYhEJaRyH5pq2Mztbt99PuwMHiJvwQVWFw0D3Hk6S0EkQwF/UT+JPnsT+7duhpKTodgw9Psu6ddvh5EnPtSlJHFasOI6WLdnfx7ZtqcjP97nHV64soWrVPczPI/XPP1FZoxnlaNAA+/LygLy8kM4rfcQI1NFkk3H/+Q+yMjOD086MAb16NcFvv1X1tt96y4UpUw6U8YrosWlTGkpKfN9NrVouiOLecm9d0XiWTZqUikceaYqiIhHVqrmRWecXptw2u39/lMTgt9q6cWMka45zavFinNcsxupNpd9/R2VNsKykYUNk5eQAOTm6H4tr1gwd0tIgXiyX48+dQ+6nn+Jc//66HwsA6tVri6NHfVUDv/ziu08YdcxXb/FiaO+2ea1a4e8/92PNGnJM0L79fmRlsQuBqF4dbdPTkXTMk33DuVzInzEDOVHOGr4UMco1lPz338Rv2FGvHrIuzolM4s+FCxYAHbztU6dk5toJ9VqqU6UKtCGp89u24ahBrsd4s317Kg4f9o0trFYF7drtRVaWPhVcVVetQpNffiH6Dj34IM6ePg1cjFP4I6VTJ7TStPnly7F/504oScFVtl1xRU388ktDb3vBAhlDh2bh+HErUd3YkDsCaJJ9z6Wm4oh5bZgEQTyfac2o5Bkthg5eKoqCTp064aWLAZkOHTrgwIEDmDVrFu69917vdhyVVaaqKhOspKG3oSnrQ0t0srKy4vr+zpzhcOGC79JLTlZx5ZUNYz6fb9rU4zZ3+LDnwC4Xj2PHWmDIEGMJ2n//vQin0/fh1K+vYMSIekwyJb9rFypRD1DupZfQrHlzREqzZsCsWW4MGeILXmZlJWPt2jaM+Ud5KLfcAvzvf952g2XLUP2RR4htbHPnEu0/XORErW/fOqhfv3ZIxw0XXiGD2cnnzunz+5EkWKkFlPo9expOi0Zt1AjQrOI3A5uRGS563Ys6deKhnZvl52egWTO2/PfLL8lB4aBBClq2ZI9vXbqUaPPdu4d1ntwzz0CdNw/cRZMM++HDaLV/PyQqWB8vnnhCwG+/+dpr1lSF1docDRvGvn78k0/I72bwYKB587I/82g9y5o1AzIzi7Fjh4Du3WXUeX81adTTqRPShw3T/bj+ELt1IxafGuTkwBnF57ftp5+IthDmtR8s8k03QfzoI2+7werVqEFJLuhFmzYCtEodJSWe+0S8x0RlkbJ3L9FOHTwYBw60hNvtGxM0aiRj8OD0wAUWt94KvP66t1lv9WpUKSsryCQkuJMncXzzZlw2YoQhFqYsVFWZ0KGDYa/vSxG6wKagwIImTZp5L51w7kdit27EuLpabi6SzO8cADBtmp1oDx0qoXPnxvrsvLAQlahycalXL1R/4AFUL6/irUkTKPXqeau5BIcDLQ4dYjIyA3H77Ry0KmG7dqUiNbU5NmwgqzMur3sU0KhdpbVubd4PTMrFyOOi+D9ly6B27dpefctSmjdvjmMXV5Br1/YEL+gMytzcXG82Zq1atZCbm+stNQc8gcu8vDwmY9MkNuzdS152TZsqcRnvcRxbOr58ufF0L4MtGbf9979EW+rUCdLAgbqdR48eMkaPJgOVr72WhJyc0ErS/Rr3UBM0gdL42uryrVKnpKhIT49dcIUpGz9xAlAiz87lTpwAp8nuU2rUMFzgEvCjpWTAFdtgdS+XLSPX6665xv9CRUR6lxrU9HS4b7iB6LNNmxbWvqLBVVfJaN1acw0qHGbN8lN7GgNovcsBA2Krd0mTnq5iyBAJVVNdMTfq0cI4jkdZ91Kgr/0o6F1qcVGl4+LKleCilCVGy40Y3rTH4WD0R6Xu3Rln2WHDpDKVYVw33US0xS1bzLJSnRBXrkSl9u3R6vbbkXzDDYZweTadxo1NUhIIwzxJ4lBQEJnupal56Z+SEuD778k5lJ5GPUlTpxImnqooomTq1OCkunge7qFDia5QSscvu0xFly7kGHbpUgs2bKhM9HWoSslTmZqXJgmOoUdumZmZyKZuwNnZ2ah/cdmqYcOGqF27Nn7RZJs5HA5s3LjRq3HZtWtXFBYWYsuWLd5ttmzZgqKiIkIH0yR2ZGWRgYVYmq/QDB5M3vh//lmMu2mFlpIS1kjIr8t4YSEsixcTXZFoXQbilVccSE72fV8FBRwmTQrNvEdp3hxSjx5En/Wzz4i2UIbTeLNmst5vq2wqVSIcWzmXC1yI5cP+oM16FIOZ9ZTC6F4maPDywAGeMOkQRRV9+/ofxDIBgwgCOM4HHyTa4saNEH7/Pez96QnHAePGkRqDn39ujbkW4KFDHPFcEEUVffoYIwNeXLoUvKb0S61UiQlIR5OYBi9Vlb32o+A0rkXp0IFwQuYUBVYq814vmjen9XGNbdojbNsGzuVbMFTS01FSsz5WrCDHBLTzLI2akcE8cy1R+owvKYqLYX/4Ya/WnWXNGoghmG5EC8asx3QaNxys7mWEwctGjaBqKw6PHjWMQWA8WbrUgvPnfZ9LzZoK+vXTZ2zB79kDqybbFQBcDzwAJQR9WfeIEUTbsmwZ4Aq+mm3oUPK9LFhgwdatlYi+Bhw116hXL+j9m5gYEUMHL8ePH4+tW7firbfewoEDB/D9999j5syZuPvuuwF4ysHvv/9+vPPOO1i0aBH+/vtvjB8/HikpKRg1ahQAoEWLFhgwYAAee+wxbN26FVu2bMFjjz2GQYMGGTYdtqJDZzvQLqCx5MorJaSk+KKVJ0/y2LHDOD+L1atFFBb6Hrx16yq44go22CuuWgVOM1BR0tMhDR6s+/nUqaPinntIt+2vvrLi999DmwT6Ne4pPf/8fPDHfO54Mi/iH40yTDzMneiHPaeDaQ9j1mPQ4KVMBy8NuKJPBy937RKY5Fg667J7dxlVqrD74o4fJ1fSk5Iimvwp7dvD3acP0Wek7Msbb3SjenXfh3X+PMeI20ebVavIYEy3bjI06wVxJR5GPVrk1q2haoSF+aNHdVk88Qd37BgZqI3w2g/uoBxct9xCdFlmz0Y0VhHpZwdtHGg0xI0bibbUowd+/ZUcE9Su7X9MQEMb91jnztWlguBSxjZjBvGsAADLggVxOhsfZual8alRQ2fHcbsdqsaIhVNV8AcPRrbPCgDtMj5qlBsWPQrsVBX2CRO8kkCAZ57gmDAhpN3I3bt7qq4uwp0/D1Gr5VMOQ4eSC1cbNohwOn3zsfR0BSlnyfmKahr2mCQ4hh65de7cGbNnz8bChQvRvXt3vPrqq3j22We9wUsAeOSRRzB+/HhMmDABffv2xalTp/Ddd9+hksbl9aOPPkLbtm1xww03YOTIkWjbti0+/PDDeLwlE7DBy3hmXtpsYDJ8jFQ6TpeMDxvm9ltib1m0iGi7R4zQPeuylDFjzjDf2ZNPJoVULeUePhxKVZ9RCJ+f730PdNblySot4YYvmNKiRRyCl1FwHKeDl6rBnMZLoV0sjVg23qCBirQ032TgwgUOR46Q1z/9ux48OEDWJZUVKXfsiEhHu66HHyba4o8/GmZiYbcDd9xBrvTPmGGNaVyDdoCPtct4ILhDhyCuXk30uW6/PbYnkZQEhQo+CNu3R+VQdNalHtd+MLhHj4aqOY6QnQ1BUy2jF3TmZXY2D8kYl5pfBCp4KXfvzriMDx3qf0xA4772Wqh2n/Ybf+wYhLVrdTnPSxEuN5eR6gEuurnH0caey80Fr5HSUm025hluEn/o4GWkmZcAIFOl40ZcaI4lp09zWLWKHFvo5TJu+fZbiNT9s2Ty5NAXNgUBEl06Ts3nyqJFCwXNmgWefA3qXwLu9CmiT6lbN7RzNDExGIYOXgLAoEGDsH79epw+fRp//PEHxo0bx5jxPPPMM9i7dy9Onz6NJUuWoDU10K9atSpmzpyJo0eP4ujRo5g5cyaq+Eu5MYkJdKlWPDMvAVb38uefjeFj5XJ5Sh60+C0ZdzhgWb6c6KJLEfREFFW8+Sbparp9u4gvvwxhkpuUBDedCXKxdJwOXv4ttiPa9AQ0Fqj+dC8jJGHLxvfvj0pWVCRwHJt9uWOH7z5z/jywfj1536ElI0rRS+9Si9S3L5H9wikKrB98EPF+9eKuu1wQRd93mp0tMIP+aOF0AmvXGkvvshTrF1+QRj2dO0Np376MV0QHuSNpWBat4GU0rv1gUKtXZyoFaJ1RPahSBahVyzfecLs5r2Gf4ZBliFQA19m1O5YuZfUugyItDW7KCCJa5fmXArapU8FduMD0cyUlngBmnOCp8ZPSvDkgGmNMa+KjZk1yDJWXF/l9iNa95Pfvj3ificyCBRbIsi9e0Lq1jHbtdJhvnj+PpOefJ7rcfftCCnPeRd+XxcWLEcqqGp19qWXY5cdJbf3q1T0r1iYmCYxBR20mFZXCQuDYMd9lx/MqmjSJb/By4EDyIfHHH4Iuq6CR8ttvIqHVUqOGgh49/JSM//ILOM1Kv1K7NuSuXaN6br17y7j+enIFc9KkJJw9G/znxhj3bNgAft8+xqxnc3EHoh2XzEu6bFyP4CVdNm7QzEu1Zk1S87O4WJf3rzdl6V6uXi1CknzXZrNmcsD7jp56l144Ds6HHiK6rF99Be7s2cj3rQN166q4/npyADx9emxKxzduFFBUREpjtG1rgHJWt5s16ol11uVFYqV7yVz7MQpeAmBLxxcuBIqKdD8OvVhqVNMeftcucOfPe9tKtWrYcK41cnN955uWpqJnz+AnufSCoWXRorhmCSYq/IEDsH78ccD/x7N03CwZTwz01rwE/FTJXOKZl3PmkGOYsWNduhSkJb3xBvhTvmxG1WKBI1iTHj9IV11FjLH5vDwm674saN3LUqxWFVc2OEz0qabepUkFwJijNpMKS3Y2ecllZCiwxcfc1kvduio6dPAFPlSVw5Il8V+p/uEHujxMguBHWpIpGR82DLGwb3/1VQeSk32rx+fO8fi//wv+y1RatPBr3ENnDqwv9AUvRVFFo0YVo2ycSxDNS3BcQupeaoOXy5aRv6VBgwJM+N1uJjAk62RY4h45kriOuJKSMifAsWbcOHIxYvVqC/bujf59ZOVK8rvp379s5+RYIS5ZQpZfxtioR0tMMi/dbma/el37wSD17w+lTh1vmyssDKl8LlhoyROjBi/FTZuItpyZiZ8Wk5PxwYPdsIawxiBddRV5DyoqCsnd1sSD7dVXSa07qpJLXLUKXG5urE8LgJ/gpWnWY0h017wEG7y8lDMvd+7ksWuXbwzI8ypGjYq8ooPfvRtWSnbO+fDDTNZrSFitcF9zDdEVyrOvSxcZdeqw86Irr5SQfI5MNDDNekwqAsYctZlUWGin8XiXjJdCl45PmZIEPxVBMUOSgMWLyQCq35Jxtxvi0qVkVxRLxrWkp6uYMIF0Kv70Uyu2bw/+tkJnMlnmzIHwzz9E31/wBS+bNFFiIcHGQK9WRhy8lGVmH0bNvATYciQj6l76M+0BAFlmNRXp33sp/O7dpPFV3br6rVRbrXCOG0d2zZxpGEfQLl1kdO1KBnU//DDM7MuCAljmzYO4YkW5piArV5LfzcCBBikZp416Ro+OqVGPFrl1a0ITkj92DFxOjq7HYK792rVjK+wvinDfdBPRFY3ScTbz0piO43TmjRRA7zK0nQqe61iDdc6csM7vUkX4/XdYFy4k+hxTpqCkUSNvm5NlWH74IdanBsCP07iZeWlIohK8NDUvvcybR45d+vaVULduhHJHqgr7k0+SZdjp6XA+8URk+wVbOm5ZvDhoQzWeB4YMYZ8FAwdKhPkpYAYvTSoGZvDSJKbQmTzxKAH2x5gxbkLz7cQJHlOmJMXtfNavF3D2rO+zqlJFwVVXsdli4rp14PPzvW2lWjXIV14Zk3MEgPHjnWjShMxanTDBHrTZh3vECCJrgT93DlxxsbddkloDp+DLxomH0zigf9k4d+oUOLdvsKFUrQpoTMaMBqN7acDgZcuWCiwW32/42DEeZ89y+P13gdCTqlxZRWamf91UkTbrufxyXY2vXLfdBlXzPfM5ObDMm6fb/iOFzr6cM8eKc+dCfP+yjJQxY5B8331IufFG2N55J+CmR49y2LPHFzwSBBW9e8ffQYU7dAiWeBv1aLHZmAwqvbMvmWu/S5eomb4FwnXzzURbXL8e3KFDuh6DHnMYMvNSVRmn8T01euDoUd+5JiWpYRlb0aXjwtq14Cj9ZZMAqCqSXnyR6JLbt4f7xhtxltJsjUvpuKJA2LOH6DLLxo0JrXmZk6OD5mX9+uQiV04OoJkfJCQlJRA2bID1nXeQPHYsUq+80qM3Wcb7kiRg/nxyoWfMmMgXRS3z5jH35ZI33gCSkyPet9S/P1TNfvgTJxgZl7LwVzo+aJDEJEmYZeMmFQEDjtpMKjJs5mX8nMa1NG6s4MEHySzC6dOt2L07Pj+RH38kH7zXXCP5zTgUqdICaciQmIqz22zAlClk5tjWrSLmzAkyPdKPcY+Wo1XaAvBNoOPlTM+UjZ84EZFpDW3Woxq1ZPwiiVA2brWygYmdO3ksX86awQTK3hUowxJd9C61VK7MaL3a3n8/6BX2aDN8uBv16vnOpaSEwxdfhJbqLC5eTAzwrTNmBPyt0CXjXbvKMIKXnpUKKEtdukBp1y7A1rEh2qXjAh281PvaDwKleXNIlF6zdfZsXY9Bjzn27ROM5j8G/uBB8KdPe9tqcjLmZZHfR9++ElJSQt+30qIFpM6dvW1OVWH95puwz/VSQly2DOKGDURfyauvAjyPvKuvJrfduJGRhok2/OHD4DQ6sUqVKlBNZ2FDQmte5uXpsFAkilA0GcAAIBw4EPl+Ywh3/DgsCxci6emnkdKvH9Lq10fqkCGwv/wyLEuXQti9G7b330elyy+H5csv/Y6d1qwRcfq0b+5WqZIaepY6TX4+kl54gehyX3014xQeNnY7pIEDia5QJD169ZJw2WW+z6JDB4+uO1PhZQYvTSoAZvDSJKbQWQ7xyqTzx4QJTqSn+85Hljk88UTwWYR6oShs8NJvybgsw/LTT0QXXXoQCwYMkJiBwUsvJQW94FtWRtNugXT2jdv1kpZGZMxxTie4vLywd8eY9Rg8eMkIwRsw8xLwr3tJ610GchkH/ARwoqD55xw3DqpmgUHIyoK4bJnuxwkHiwW4+24y+/Kjj2yhGF/CNn060ebPnAF/8KDfbely/nAyyaKBuHYt0XbdemuczsRHtE17GLOeGOpdaqGzL61z5ni0H3SiXj0VKSm+aGVBAYe8vPhrXGsRqACZfPnl+HEZmd0zbFj4k3HGuGfOnIgW4y4JJAlJkyYRXe4BAyD37g0AcKWns4H3b7+N2ekBfpzGW7eOefa0SXDQZeN6mYQyupcGXGj24nZD2LYN1unTYb/zTlRq2xZpbdog+Y47YJsxA+K2bYS2rBY+NxfJDz2ElEGDwFMLeXPnkmO+a691R5wcmTR5sieT9SKqzQbHlCm6/r5oyS9x0aKg78tWK/Dpp8Xo0UNCZmYBZszwVLDRVWJ0IoaJSSJiBi9NYoYkAfv3Gzd4mZICTJlSQvRt2iTi669jK7K4ebNArBqmpqro25d9gAubNpEP07Q0SH36xOIUGSZPLkFSku8hm5vL4/XXgyu7V1q0gNS9u9//baScxps3j1+mLv3Q5yLQvUwUp/FSlCZNoGoGadzRo0BJSRmviA908HLxYgv+/psUbQ8UIOPOnoWgEbhXBYHJdtMDNT2dMX6xTZum+3HC5bbbXLDbyfL7n34KLrjDb9/OlFUBnnsVjcsF/PYbmxUbd5xOJogdr/uqFrkDeS8U/vpLv53n5xMLEirHMcHSWOG+/nqodru3zR87BvG333TbP88DTZuS447Dh+0Bto4P9G8op2UP4j4mCCquuSb8QL975EiivFTIzmaueRMSy9dfEyXZKsfB8fLLxDbuUaPI18yfH4tT82Ka9SQO1auTQam8PE6XNRoj615yeXkQly6FbdIkpAwZgrQGDZDarx/szzwD63ffMfqMwSBu3YrUvn2R9Pjj4M6dQ0EBGG3gMWNcAV4dHPxff8E6axbR53z0USbLNVLcV18NVePAJhw6BH7nzqBf362bjCVLijBtWhZatfI845jMy1jqWJuYRAkzeGkSM44c4eFy+QIgNWsqqFrVWKv9Q4ZIjJnHiy8m4ezZ2K1eL1pEZ4q5keQnDkiXFLgHDUK8rNsbNlTx2GNk2f1HH1mxa1dwt5hA2Zerc8kJezwNnuhyCz4C3Uu6bNzomZew2wnzDk5VA2bTxRM6eLlxIxkc69ZNDnjPoTPPlDZtEFZdZhA4H3yQaIsbNxomeFCtmoqbbiIH+9OnB3dfsc2Y4befdk4GgE2bBBQW+u6rtWsraN8+/otZwp9/ksY19epBbdgwjmd08TxatyYmNvzx4+A0buiRIG7bRh6rVav4afCmpTEZKBadS8dp+ZGDB+Onb+0P2qxnpbMX0e7RQ0a1auGPndRq1SANGkT0WUzjnsAUFSFp8mSiyz12LJS2bcm+666DKmiCzH//zWRDRhParMcMXhoXq9WjZV+KqnKh60v7QaaDl1F0HM/L4/DzzyImT7Zh1KhktG1bCSNGpODAAR5QFPB//w3LZ5/Bfv/9SO3SBWlNmiBl7Fgk/fe/EDdsABfkArickQHX6NEoefttOCZOhEpNiDhVhe2TT5DapQuyJ34Fp8N3b6xfX0GPHhFEhRUF9gkTwGlK8OSMDDgffTT8fQaiUiVIffsSXaGUjjO43eBOnSK6TBkJk4qAGbw0iRm0WY+Rsi5L4ThP9qU28+jsWR6TJsVmcqOqbMn48OF+spFU1RAl41oeftiJhg1936mieMx7gql6oI17AEDleexSfYPv9HQlWrGkoFBp3csIMi9pLSyjZ14CfnQvDVg6Tgcvaa65JnBmH6N3efnlupyTP5T27eGmsvmMlH1JG/ds3ixi27ayXZm506dhCVAm6S/zkta77NdPMkSFI61pJ/XoYYzSS6s1aqY99LUvR/HaDwa6dNzy44+6Gk/Qi2CHDhkneMmdPk3o1KmiiI92kiZ8kZSMl+KiSset334LOBwBtr60sX3wAXhNEEBNSoLj2WeZ7dRatZgs7UD3xGhAZ16aTuPGJhql40zZuE7BS4cD2LJFwAcfWHHXXXZ07JiKJk3SMHp0Ct58MwmrVgpoeuxX9P5tMgq6j0Jqw0ao1KMHkh99FNY5c4iqlrJQbTZImZlwPvwwir78Euf37kXh9u0omTkTrrvugvOZZ3Bh0ya4/WhN8mfPot/cB7EJmbgcnmfaTTe5wEcQ6bDMWdmnmQAAIABJREFUng1xyxbys5gyBbBHJ1ufWbiLIHjJnTwJTjMBU2rViluCi4mJnpjBS5OYkZVFBy+NYdZDk5Gh4sknySzCzz+3YsuWsifverBtm4Bjx3yfk93uv8xV2LaNKLFQ7XZIAwZE/fzKwm4HXn+dXEnduFHEggVBlN3b7XCPGUN0FdRpDid8k8p4mfWUwpSNR5J5mWCalwBbjiQYqByplCpVPCvtgRg0KAS9yygHcFwPPUS0xR9/NEw2a8uWCvr2JQMkM2ZYA2ztwfrxx+Dc/oMqwr59jEbsypVkVuzAgcbQu2T0Bnv0iNOZsERL95LRu4xz8FLu2ZO4J3JOJ6w6ujfTYw8jBS/prEtH6w5Yu60y0Rex+QQAaeBAKNWre9tcQQHE5csj3m9Fg8vJge3dd4k+5/33E5UIWujScev8+bHRE3U4mECV3KpV9I9rEja043hurg7BS3qctn9/yNefonj8Cb7+2oInn0xCnz4pSE9Pw9VXp+LZZ+349lsrDh3SyPFAxmIMxS/oh1fwEvo4f4ZwoSC4Y9WpA/eIESj5v/9D4YoVOH/kCIqWLYPjlVcgDR8OtXZt5jVqRgaKZ89G0YIFkBs3Zv7fFVuxGd3wIe7FzYNPMf8PFu7cOSTR0hBDhjBZ63oiXXMNmb29Zw/4ffvC2hddHWbqXZpUFMzgpUnM2LuXdho3XuZlKQ895GQmOI8/bg/JuCIc6JLxAQP8O4paaJfxAQMQsSK1DlxzjYSrryYnVi+8kITz58t/reuuu4iyyB3p5AAh3pm6tFZM2JmXisJo+yRC5qWSAJmXQODsy0aN5MDXkKJApAI40XZblvr1g6zJjOEUBdYPPojqMUPh/vvJ7MuFCy04eTLA5MrhgPWTT4gulcpWFDZv9v59/DjHaJH60/WNOZIEUXOewMXMS4PAOI7rEbxU1ZgYVYUEz7PGPZ9+qlsQiL4PGCl4SWf+7q7ak2h36iQhPV2Hz8FqZQNtX38d+X4rGLY33wRXWOhtK9WqlVky6h46lChr5Y8ehUBlbkUDfu9ecBrRRKVBg/hJP5gEBa17mZsb+ZRcrV0bamqqt81duFCuvMiZMxyWLBHxf/9nw3XXJSMjIw1du1bC+PHJmDXLhu3bRUhS4MDqWMzBNSjfdFAVBMgdOsB5zz0onjUL53fswIV//kHxF1/A9eCDnjFXCJmB0oABKNy4EY4XXiB0kgGAh4p78RHa39jZMzYJQ1DU9uqr4DWLrqrdjpLXXw95P6GgVqsGqRcpExJu9iU9R1FNp3GTCoIZvDSJGXTmZYsWxg1eWq3A1KlkFuGuXQJmziw7+ygSVBVYtIjMRrr2Wv8l4yKtd0mVGsQLjgPeeMMBq9U3KDt1isfUqeVPDpVmzVA8axakK6+E67bbMKvWM8T/4515qVfZOHfmDDinL7NXTUvzpAwaHKZs3ICZl0Dg4OWgQYHLkvnsbHAFvkwBtXJlpvxKdzgOTir70jp7NrizZ6N73CAZMEBC06a+z9Lt5vDxx/7vf5ZvvwWfm+ttq2lpjKOxVvdy1SryPnfFFYG1SGMJv2sXuAsXvG2lenUozZvH8YxImOClDqY9/KFD4DXXnJqaCqVly4j3Gymum2+Gqqn3E3bv1i0I1LixAp73XW+nT9ugiU/FFdqs5/s8ciI7bJh+QX66dFxcuVI3HdWKAJ+d7Qmaa3BOmABUrhzgFfBotg4eTHTFwriHMesxS8YNT82a5BxIF8dxjivTcVySgI0bBUybZsXtt9vRrl0lNG+ehn/9KwVvvZWENWssOH8+uPMQRRVd2jvwn0ov+f3/WVTF+irX4PxTz6Nw0SKcP3wYhb/+CsfUqXCPGgW1QYPIJVlsNjifeALnN2/B0pQbmH/z587B/vjjSO3Xj5FHKQvhzz/Z3/4TT8RE/1qiS8epZJVgoU1Fad1+E5NExQxemsQEVfWXeWnMsvFSeveWMXo0mX00eXISTpyIjv7Zrl08Dh70fUZWq8pkMQIAv3s3qYlltXrMegxC48YKHn6YLLufPt2KPXvKv91II0agaPFilLz7LrYdrEH8L+6ZlzqVjSecWc9F6AGxkJUVm3K4EAkUvBw8OES9y0iEkoLEPXIkcV1xxcWwfvxx1I8bDDwP3Hcfef/77DMrK4unqrBNn050uW69lZGx0GZerlhBZpj372+ArEsA4vr1RFs2it7lRZRWraBqMlP4kycZQf5QYfQuO3UChOhLpJSHmp7OlOfR2b3hYrMBjRqRz5PsbAMMhwsKGIOXWf9cRbT10LssRenQgSgt5mQ55g7ZRibplVfAacpt5IwMuO66q9zXuW+8kWhbFi4EAkhq6IXpNJ540JqXepSNA4FNe06d4pCZmYprrknFCy/Y8f33Vhw9Gvx9r2FDBSNHuvDaayVYvrwQR4+ex293zUStC775iMSJuA8z0BL/oAZy0TN/Ca7//UUUd7sK0GSE6s3mkxkYUvQtrsZy7EEL5v/CX38hdeBA2B98EJxmodUvsoykJ54g9CLlJk2YxeZo4R46lKhcEf76C9zhwyHvx3QaN6moGGC0ZnIpkJPDoaDAdzNOTlb1KX2KMq++6kBamu88Cws5PP98dErMfviBnND37SshLY3djikZ79sXfjeMI4895kR6um9yKEkcJk4MzrwH8FR40JPJeGfq+nUbDyN4l4h6l4Cn5ERbmsMVFJQ/CIwD/oKXlSqpZTpO0pp/MTMssVrhHDeO7Jo50zDGGWPHuoj7X24uz2jYCuvWQdi1y9tWeR7Oe+6B1K0bud22bUBJCdxu4Ndfjal36desx0hYLJAph+NITXvokvF4611qcd15J9G2fP+9bpnJtGzNvn3xD9iKW7cSrrbn6rbEabmmt92smazvc5DjWOMe03UcACBs2cKMtZwvvugpyykHacAAqJrsTD4vD+KaNXqfIgEd9DbNeoxPtIKXzEJzdjZUFXj4YTuys4O7z1WurKJfPzcmTHBg3rwiZGWdx19/XcDHH5fggQdc6NZNhp1zIOnNN4nXOW++BTu734W9aAn1Yohh9WoL7rknOaqyW3PnesYlK3A12mMHPm/1GlQ/mlvWr75CpS5dYP3oo4Cl5JYvv4S4bRvR53jzzZiZ3ai1a0POzCTPKYzScaZs3NS8NKkgmMFLk5iwbx95qTVtqsQisSliatdW8fzzZCDhu++s+OUXMcArwod2GR8xwv9KPf0Qi7fLuD9SUoDXXiPL7n/9VcQPPwT3uR05wsPp9A3kqldXGH2gmJOWRmoJORzgzp0LeTdM8DIB9C4BADxfZjmSUWjQQCUCboDHybqsOadIZ59FWe9Si+u226BqtMn4nBxY5s2L2fHLIjUVuPVWMvty+nQbEbOnsy6loUOhZmRArVePNF1xuyH8+Sc2bxaIsrSaNRV06GCALHxVZcxSDBe8hP6mPUzgPt56lxqk/v2haMr0OKcTltmzddk3HQSkxyjxgL7+NltIvUs9sy5LcY8eTZbn79oFfudO3Y+TUKgqkl58keiSOneG+7rrgnu9zQb3tdcSXdHOaDXLxhMP1rBHn3sQbdrDZ2fjm28s+Pln/+aZFouKzp0l3HOPEzNmFOP33y/g4MHz+O67Yjz3nBODBknMuQKA9bPPiACZarNBfmYC5s4tQvv25DN90SILHnnEDiUKOQgOh2deVoobVlhfeAQXtmyB6/rrme25ggLYJ0xAap8+EDRyNgDA5eUhadIkos89YgSk/v31P/EycA8bRrQtP/0U8j7MsnGTikr8R2smlwR0VoNRncb9cdddLmZy/cQTSbomR+3dyxNl9aKoYsgQdpmSz8qC8M8/3rYqCJCGDNHvRHRkxAgJffqQk63nnrOjqKj81+7dSzvTG0AflePY0nHKeCeo3SRo2TjgR/fSgKY9HAdm4FxWyTiKipislZgGcCpXhuvf/ya6bO+/j6iM8sPgnnuchD7g7t0C1q3z3Kv4gwchLl1KbK/NJJWo7AFx82ZG77JfP8kQC1n83r2k9mNaGhQqy9EIMLqXkWReOp0QqEBVzLKOg4Hn4bzjDqLL+sknuvw2aNkaQ2ReUpm/80/RJeP6py6pdepA6teP6LPOnav7cRIJcfFiQqMXAByTJoUkJeKizJAsixcDxcW6nB8Nd/YseI18hGqxMAEsE+NRvXoUNC/BBi+Vvfvx9NNkxVjr1jLeeKMEK1Z4yr9Xry7C1KkOjBnjDi65pKgItrffJrpcd9wBtV49VK4MfPddEXOPnT3biuefT9JdbWj5cpGo7KteXcGAARLUevVQ8umnKPzhB8gt/JSS79yJ1MGDYR83zqv1mzRpEnhNUoKanIySyZP1PeEgoJNShM2bQ5aIYcrGzeClSQXBAFMGk0sBOqvBEMGoIBEE4L//LQHH+Z64Bw4IePdd/UoIaJfxq66S/BpY0FmXcs+eUKtV0+089ITjgClTHBBF3/s4fpzHf/5T/udGXy/xNuspxW/peIgkbOYl2EGxYMDMSwAYN86nudqsmRwwixnwBH+0pZpy06ZQq1aN6vnROO+/H6roC+oJWVkQly+P6TkEIiODXUiZPt3zG7bOnEnqQrVv79GJLG1TwUth0yZG79KwJeOZmYbQfqTxG7wMczYo7NgBzuXLrFXS06HWqRPR+emN+5ZboGrSpoWDB3UpwTVc5qXT6ZFW0LDS5QteXnaZgk6dovMcpM21LPPnI6o1nkbG7UbSyy+TXYMGQaYcgMtDvvJKKHXrettcUREsy8p3ZA4HpmS8eXPA4j/LzsQ4sJmXOmleNm5MtPkDB1Bwzncsm03F558XY9w4F664QkZSGEpYtpkzwefkeNtqcjKcjz/ubdeooWLhwiJCPgoAPvjAhqlT9S2/njOHLKsZNcpNVNrIvXujcO1alLz6KlE9VYp17lxUuvxyJD3/PKxffEH8z/HUU1DjoBWpNmgASVNlwalqaNmXLhd4jfmaynFQNfcjE5NExgxemsQENnhpjGBUsHTuLOPOO8nyyf/8x4aDB/X5CdF6l4GCLSKlwWQUl/FAtGihYPx48nObNs2G/fvL/txocyejBLsZx3E9gpcJlHmpJEDmJQAMHSph9epCTJtWjCVLiuBH+sgLrfkXj8wzNT0d7htIp0zbe+/F/DwCcf/9pAHX0qUijuy6AOtXXxH9zvvvJwxu6MxLfuMm7N7l+z/Hqejb1xhBEoEKXsrdu8fpTMpGadkSqma2yZ8+De7kybD2ZWS9y1LUGjWYElw9TK3orKD9+/m4xuuEbdvAOX2/s9zk+jgCX8n80KHuqGUou4cMgarRzebPnIG4alV0DmZwrF9+SSzKqTwPx0v+3ZTLRBCYe3q0SsdNs57EJFrBS1SpAqWGz/DSorrRED7Dl2efdTCavyGRnw/ru+8SXc5x46DWqkX0paer+OGHIsZVffLkJMyYUb52bDDk5HBYuZKs5hg71sVuaLXC9dBDnlJyKisaALjz5z0VLxrk5s3hGj9el/MMB4nKvgxF95I2FFVr1zYXNEwqDGbw0iQmsGXjxghGhcILLziIh7DTyWHChMhLIA4e5LFrl+/z4XkVQ4eysyju8GGImhJBleMYXRQjMmGCA3Xr+j43l4vDxIllf25s5qUxrhembJwqyygXVWXcxlWNppvRYYKXBs285DjPgsOtt7r9ajVpYfQu4xTAcT74INEWN25kgkvxokcPmTBCUlUOeybOA3fhgrdPqVWLmawrLVsSxhXC+QK0gk/2oksXOf5atgCgqsY36ylFFCG3a0d0hVs6bmS9Sy20cY+4bFno916KKlWA2rV9zxW3m8OhQ/EbEouU3uUvUvT1Lr3Y7Yyeo+VSNO4pLITtjTeILvfNN4dtfuOiXMfFlSvD0skuD1PvMjGpVk0lKrrOneN1M6Wnq2SaYx8AoGNHCQ884Ce4FwK2Dz4An5/vbatpaXA+/LDfbZs0UfDdd0WMDvnTT9sxZ07kwbQFCyyQJF/Qt2VLGR06BJ4vqJddhpJZs1D444+QW7Uqc98lU6cGZdAVLejkFGHduqAN68yScZOKjBm8NIk6RUXAsWO+S43nVTRpYoxgVChUqeJxH9eycqUFixZFZt5Dv75HD9lvwIUpGc/M9KymGZxKlfx/bkuW+P/cVNVf5qUxMnWZsvEQJ9Bcbi64Ep+RkZqaCrVKFV3OLRbItGHPwYPQbbQdD1TVMNlnSvv2cPfpQ/TZpk2Ly7nQcByZfclDxuUbPiC2cd11F+vGyfOM63hPrPP+PWCAMbIuucOHiSxqNSmJMcYxEkzpeJimPUbIOg4GOTOTCMhwssyU94UDnX30+efxm6jSZj2rNCXjVasq6NEjus9A2nXcsmQJoAlQXArY3n+fLLW02+F45pmw96d06EDoRHNuN8QffojoHP3BU8FL02k8MRAETwBTS15edBzHm2MfLBYV//tfCcQIpixcXh5sH5DPfueDD3omSAFo107B/PlFSE4m3+uDD9rx00+RzZ/mziXv2WPGuLTFHwGRe/VC4W+/oeS11wjDxFJcI0dC7t07onOLFKVpUyLAyskyxCVLgnotXRWmmsFLkwqEGbw0iTpZWeRllpGhMHPcROGmm9y48kpywv3MM3ZoEpBChta7DNplPAGyLksZOdKNHj3Yz62khN329GmOcCNOSVGRnm6A7CywA4BQy8bprEulQQMENdIyCmlpUDQBc06SwB8+XMYLjA13/DhpdGC3Q4ljyZ3roYeItvjjj+A1Bl3xZORItzfzfBh+QiP1gPd/qtUKF2WsUgqte6kNXhpG73L9eqItX3FFXDMuyoMJXv71V8j74HJzIRw65G2rggC5Q4dITy06cBxzfVm/+CLihZNBg8jXf/ihVTcpmJCQZYibNxNda+HTWBw8WIp6xZ+cmQm5USNvm3O5YF24MLoHNRDc6dPMYpHzgQcYqZjQdsrBTZWoWvUuHVcUwsQRMDMvE4kaNaJTOr5HaU60m2MfnnjCiTZtIkscsb3zDrjCQm9bqV7dIxdTDt26yZg9uxgWi0YjW+Zw553J+PXX8LSl//6bx19/+V7LcSpuvDGEZ4LFAtcDD+DC1q1wjR7t7Vbq1YPj//4vrHPSG9q4J9jSccZpPJL7mImJwTCDlyZRJyuLfDBFpLUSZzgOePvtEsKE5sQJHlOmhKF4DeDoUQ5//EGuPPorD+NOnWImN/RDzchwHDB1agkEwfe5HTnC+zU9okvGmzWTDRPfi7RsnEtgs55S6HIko+peBgOTedaxY1x1gaR+/cgMM0WB/amnwjZk0RObDV7d30dA6l25R41i9K5KoTMvr4QnUFitmoKOHY2RUZ0wJeMXobNChT//DPkaoa99pW1bIDk54nOLFq6bboKqEa/lT55knO5D5a67XKhXj5Q0eeml8J7lkcDv3g3u/Hlv+xxXDf/Al3ET1ZLxUjgO7jFjiK5LqXTcNmUKuKIib1upXj1gKWwo0MFLYcMGcMeORbzfUrgjR4hgkpqWZmZZJRDRCF4WFADvLSMD2J1S9uLxx50BXhEc3KlTsH70EdHnfPRRT3lVEPTtK2HWrGLwvO89u1wc/vWvFGzdGnoAc948coGxd28J9eqFPlZS69RBycyZuLBxI4pnzULhmjWGMbeh53niL78AmmdFIMyycZOKjBm8NIk6e/cmrtO4P1q2VPDgg+QgYPp0K3btCv3n9OOPZKCka1cJl13mp2SccpmTOnWCmkBGLwDQpo2Ce+4htXbeeceGQ4fIwZqR9VH9uo2HEDRIZLOeUuQE0b0MBqPoXXrhODiefproEteuheW77+J0QiR33ulCF3E7+uEXot85blzA18idO0PVBIQb4yAuw3H07y8ZxsybNusxevBSad4cqibQyOfkMAL95WEUuYSgSUtjNAStn3wS0S6Tk4EXXyQlTRYtsmD9+themLTe5W9qT6gXh+fJySr69YtNhrLrppvI89qyJaHv78HC79sH6+efE33OiRMBjYlRuChNmkDq3Nnb5lQVFh0zWv2a9RhltdekXGgzm9zcyKflL72UhE3nWhJ9XVL3RVxMYHv7bXAO3/1SqVMHrrvvDmkf114r4b33yJKroiIOo0alYPfu4N+7LAPffEPOn8aMiWyRR2nVyrMQW7NmRPvRE6VtWyYj3vLzz+W+jqcWSOLhmG5iEi3M4KVJ1KEzL42iXxgJEyY4kZ7uG3TIMocnnrBDCTHORgcvhw8PUDJOuYxLBncZD8TTT5OmRw4Hh2eftRPbGDrYXbkykf3DlZSAC0EXzG/ZeIJBZ14KCTy5pQ1LjBDAkYYPh7tfP6Iv6bnnEJE2hU7Urq3irfrvEH1/Vu4NpX37wC+y25lMwSux3jh6lydOQDh40NtWRdFTNm5k/Jn2hKh7mShmPVpo4x7LmjXg9++PaJ833uhG69ZFRN9zzyWF/CyPBGHTJqKtLRnv31+C3U6/IjqoGRlM4N4yd25sDh5HkiZNAif7xqVy48Zw3X67bvuPZum4adaT2NCZlzk5kQWef/1VwGef2bAfTaDAty/bmaOAw1HGK8uGO3wY1s8+I/qcTz6JcG5Ot9zixuTJZACzoIDDDTek4MCB4MISv/0m4uRJ37YpKWrA+VNCw3HMfI+eD/qDlrQyy8ZNKhJm8NIk6tCal4YKRoVJSgowZQr58N28WcTs2cGXnJ46xWHTJjKw60/vksvLg0BpsiVSybiWKlWASZPIAdSSJRasWOErnWczLw0U7OY4tnQ8hBKwipB5yTiOJ2rZuMvFuDQbImjFcXC8+SaRrcifOoWkKVPieFIeuJwcXHWMLCWdVPAo/v677KHE+basaU///sYIXtJZb3LnzoYuny6F0b0MxXFcUSDSwUsDBO7LQ2nfHhL1G7V++mlE++R54LHHyEWl7dtFzJsXI/kIVWWuwXXwOY3HpGRcA23cY507FzGN5MYYYeNGWBYvJvocL72kq+at+4YboGqyIYUdO8Dv3avLvk2znsRGz7LxoiLg4Yc9zy4H7DgC3/iSU1WPwWKYJE2dCk6jMaw0aADXv/8d9v7Gj3fhqafIucDp0zyuvTYFJ06U/xnQTuUjRrihySuoUDCl4ytXAsXFZb6G0bw0y8ZNKhBm8NIkqkgSkJ1d8YKXADBkiMQI/r/0UhLOng1u8PHTTxaoqm/bjh0lNGzIliCLixeTWQGtWzPZb4nEmDFudO1KBi4mTkyC82IlPq152aKFsa4XWsA/FNMeOnipJqLmZQUpGxd27yZLoC67LDJzBh1RmjZl9NasM2bE3bzH+skn4N0+6YcDaIQfMRwzZpTtwLbZ0pNoD7SvYyZt8YJ2eTZ6yXgpkQQv+awsQmNRrVw5YZ4pTPbl7Nnw6/wWAh07FuK660hJk1deSUJRUYAX6Ah/6BBhGlYMO7bBU2Ysiiozxog27muvharJpuKPHYOwbl0Zr0hgVBVJL75IdEmXX657ZYtapw7kq64i+iwLFuiybzPzMrGpWZMOXoY/LX/11SQcPux7/T6Qpj3hjtX47GxG/9YxcWLEAf5nnnHivvtICa6jR3lcf31Kma7rFy6wVWtjxrgCbJ34yJ07E8FHrrgY4qpVAbfnnE7wubnetsrzUOvUieo5mpjEEjN4eQnidnP4+Wex/A114MgRHi6X7yFUs6aCqlWNMWmNFI7zZF/a7b73c/Ysj5dfDk7wn3UZ95+JROtdJmrWZSk8D7z5Zgk4zve5HTgg4P33bSgoAFEKIooqGjc2VvDSr+5lMKhqxSgbb9CAzAo8c8ajEJ9gMGY9Bss8cz7+OBSNThEnSbBPmBA/8x6nk9EYfA8PQ4GAb76xlDnZ+ObYlUS7heMvQ5TBA6xZj5wowcsITHsYvcsuXTw35gTAfd11UKpU8bb5c+dg+f77iPf78ssOWK2+z+/kSR7TppUdlNcDWm91EzLhhico0KuXBM1bjQ1pacwYw1pBjXvERYsY3WPHK69ERTOS1mu1zJ8f+b3c6WQqH+RWrQJsbGJEatQgx7fhlo1v2iTgww/JYKK1TROiHa7Ehu3118kEimbN4Kb0ccOB44DXX3dg7Fgy8Lh3r4CRI5MD+tIsWmRBSYnvc0pPV9Crl4EqtPSG5+EeOpToKst13HrmDNFW69YFxNjM+U1MYkFijFZNdOPYMQ733dcCo0enxCSASesXJrLTuD8yMlQ8+SS5cvjFF1Zs2VK24H9uLseYAvgrGUdBgcddToM7QfUutXTsqHidi0t56y0b1qwhr8nGjZV4mj/7JVzHce7cOdIV1G6HWr26rucWE0QRikZAHEhM3UuBmrTS5ahxJyUFJZMnE13iunWwfPttXE7HsnAh+NOnve0LXCV8Ak8WnMPB4bPP/GdhSBLw/fq62IMW3j5eVRjNxXjAnT1LZC6pHMe4oxsVpVkz0n07Ly9oCYtE1Lv0YrfDffPNRFekxj2A51l+//3kM+m992xBlTBGAl0yrtW7HDYsPtIKbqp03LJoEaB5dlUI3G4kTZpEdg0ZErXFC/fw4VBtvmC4cOhQxPdAft8+IqikpKcj9tFuk0igKxDKWgQMhMMBPPSQnajkathQQaebMojtwhmn8bt2wUqNOZzPPKNbMIzngWnTShh5jO3bRYwZk+I3qX7uXHKsMXq0K1HW3sKGnvdZli0DXP6zTengpal3aVLRqOA/dxMtv/4q4KqrUrFzZyoA4L777Dh6NLoDc1rvskWLirc69tBDTkaX8fHH7ZDKmHcsWSJCln2ffevWMpo2ZQO7luXLCZ0ZuUmTCqNp9PzzTlSr5nvPJSUcHn2UFP82osSASmdeBhu89Kd3maCuoHSJaSLqXjKZlwYM4EjDh8Pdvz/Rl/T88wiYkhAtVBW2Dz4guv7O/DcuwOfGO2uWFW4/6y9//CEgP58ndPwANmgTD+iScaVdO6By5TidTYgIAmTKKClY0x7R4FnH5UGXjotbt4LfsSPi/T7xhIPIhCou5vDKK8FVUoQLfQ1qg5dSq1SlAAAgAElEQVRDhsTHgEK66ipiwssVFZWZ6ZOIWD/7DMKBA962KghwvPxy9A5YuTKkq68muiwRGveYJeOJjx6GPVOm2Bhj1PfeK4bYmhqnhZF5mUQtoMpt28J93XUh76csRBH4+ONi9OlD3u82bBBx++3JxLjiyBEOa9eSgdNIXcYTAbl7dyg1anjb3PnzEH/91e+2Fs0iM2DqXZpUPMzg5SWEIAD5+b4H47lzPO64IznQ4o0u7N1LPlArWuYl4JF9mTqVXB7ctUvAzJmB9WDYkvHgXMbdI0YkbMCLpmpVFS+9RAp2nztn/GB3uGXjFcGsp5RE173k8vKYiSutIWgISs17NNpS/KlTSHrzzZiehrBxIwRNcEjlOKS/cTeSk8ky2x9+YNOkV670TDTo4KWweXOUzjZ46JJxqXv3OJ1JeDC6l3/9Vf6LiovB795N7ifBgpdKkyZw9+lD9OmRfZmWBjz3HFlJMXeuFX/+WXYlRbhwp09D0AQUJAjYhEwAwBVXSKhbN04SEYIA1+jRRFeFKh0/fx42ygDN9e9/Q2nePMAL9MFFuY5bFi5Emavc5WAGLxOfSDUv//xTwHvvkfIWt93mQu/eMmR6kTnEcZrwxx+wLFlC9Dmeey4qEiM2G/DVV8W44gry97B8uQX3329HaYLx/PnkvKpLF8mQSQ66IwiQgiwdt1LBSzrhwsQk0TGDl5cQPXvKeOEFcmD+++8iXnghepkFbOalQR8ybjdsU6YgtVcvJD39NPymEJVB794yRo8mo8CTJyf5LTnLzwd+/ZVcOfQbvCwqYkSZpQTXu6S55RY3OnUKPHg34qCEKRsPN3iZgGY9pUQ6KI43dLme0ratYR2mlSZN4HzoIaLPOn064zIbTWzTpxNtafBgpHZohH/9i7znzZjBLtiUBi/Xg9S9FLdujWjirge03mCimPWUwgQvg8i8FLZvJ/XLGjVKSPkKOvvSOn++LhnJt97qQuvW5KLZs88mRUVqVti0iWj/P3v3HSZFlbYN/K6q7p4MMwzDkPOIBCUpwYQgigRBQVFRcAUWxRdUvgWFNS66igFzJK0siruCCURFUTHLiIKDApIEYSUIgpM71fn+aKanT1VP7Nx9/65rr/c9Z7qrzoxFh6ee8zzfoxdK4NkZE+4u40bGrePa5597XnMiVXM3iJKeekpuaJGWBvvs2SE/r+uiiyAaVGarq0eOwPL55/U+HjuNx77MTAFNq/w3VVioSH0CquNwAP/3fynSLq7mzXXMnetJphCtWsn1yX//3fMFpJaS7r9fGrt694br4otr/fy6Sk8HXnut1PT6u3KlDbNmeV6DjV3GEyHrsoJx67hlzRq/n6GMwUtmXlK8YfAywdxyix3nnCO/eb34YhLeeiv49S+FMHeOzsuLvkw6/PknUseORfKDD0LbsgVJL7yApH/+s86Hue++cjRoUPkhpLhYwR13mAPD779vhdNZ+WGjY0c3Onc2B+ks69ZB8Sn4ordsaWrSEOs0DXj00fIqfx6NmZd+t43X4gtdPDTrqWDMvNRibNu4qd5llGeemZr3uN1ha96j7Nvn+ZDsu56pUwEAN9wgBy83brTg228rs9R+/13Bpk2e95Zd6IjDaFJ53JISqD/+GKpl16yoyJSpGCvNeirUp2mPqd5llF/7VXENGwa9WTPvWCkpge211wI+rsUC3H+//J709dcWrFoV/M9IxszfaKh3WUHv1AmuXr28Y0UIZJx1Fhq0bYu0iy5CyvTpsD3zDCwffugpiaJH341Gf5SDB5H07LPSnH3aNIjc3NCfPCUFzhEjpKlAto4z8zL2qSqQnS2/Zh8/XrvXmscfT8LWrZphrqyy8ommQW/fXvq5746T6mhffAGrod5++V13hXznV1aWwJtvlqBdO/mz/5IlSbj22lTs2lX5+1qtAqNHJ07w0nXuufLNj2PHTGVHAAYvKf4xeJlgVBW4995f0KqV/EFz+vRU7NoV3Mvh998VnDhReczUVIGWLaPrrr3y669Iv/hi05t00rPP1jmbLDdX4K675C89b75pw8cfyx9EjFsrR41y+v08YNwS4LzkkrjZMu6rd283xo/3X7sgGssMiMxMiJTK2pxKaWmtum0bMy9FHAUv1T17YubLKxD9ncZN0tJQ9uCD0pTlyy9hXbky5KdOWrgQis9/W3fXrnCf6wmy5OXpuPBC+cuDb/blRx/5vvYp2NLQkH1pyDwLJ0t+vvx7nXIKRE5OxNZTH3rHjhDp6d6xevy4qbaukaneZRTWeq0ViwWOCROkKduSJUEJ6A8a5MJFF8nX9T33JMNur+IJ9VRVs57Ond3o0CHyr6fG7EsAUP78E5b8fNiWLUPKnXci7Yor0OD009GgZUuknX8+Um64AUmPPQbLmjWez1ARzq42Sp43T74p3KQJ7NOmhe38TmPX8dWr4bcrSU1OnJDqbQuLJeTb3ik0jHUvT5yoOXj5008qHn1U3i4+dqwDQ4bI/96Mwctafa8RAsmGBA7XOefAPWBAzc8NgtxcgbfeKkHz5vJr4Jo18neniy5ymQK/cc1mg3PoUGnKWFoM4LZxin8MXiaghg3dWLq0FDZb5Yt+UZGCCRNSUVoavPMYsy47dtSjqiOctmkT0i+8ENq2baafKU4nkufMqfMXoYkTHejRQ/7wMHNmMspPxjSLimAKZl5yiZ87h3Y7rGvXSlPx0GW8KvfcU46GDeW/dcuWOnya6UYPRTHXvaxF05542jYuGjWC7tPVVCkrq3Wn44jTdViM2WfR1mncD9eIEXAOHizNhbx5T1ERbP/+tzRlnzpVuoly443yjYe337bif//z/FwOXgJlPeVO3sZts+EU61vGAQCqam7as3lztU8xBe5j4NqvimPCBAitMhNH27o1aNfUffeVS9s59+6tvo51nRUWmjKPK0orDB8eHdlEjiuugF7LgL5SWgrL5s2w/fe/SJ47F2nXXIOMM85Ag+bNkX7WWUi5/nokzZsH65tverY7BzsSXAvq9u2wLlsmzdlnzwYyMsK2Btd550Fv4pOBXlQEywcf1Pk4xqxLPS/PU4CdYo4xePnHH+ba0b5cLmDatBRpB1dOjo5588y7mEzNFWsRvLR89JHpxkr5nXeGNXmiTRtPBqZvU0+jq64KYcOGKGXqOv7OO6bEAVO3cQYvKc5EUSiJwqlXLzf++U/5jW7rVg2zZqVU8Yy627FD3s5g7MgdSZZ33kHasGFQDXeofFk//BCW99+v03E1DXjssXIoSuWHkT17NDz5pOcO6YcfWmG3V34AaN1aR/fufraMf/IJlKIi71jPzYW7b1/T4+JF48YCd94pX4/du0fP9WIkDHUvaxW8jKNt41AU89bxGKl7qe7cCcUn4KdnZkLv0CGCK6olRUH5Qw/JzXsOH0ayofFEMNlefVX+WzVuDKeh6cSgQS6pvIPLpWDxYhvcbnPwMucy+TXM8s03EauhZ9yyG2tbxiuY6l5WE7xUDh6Us7VsNri7dQvZ2kJNtGhhqsEWjMY9gKc+98SJ8pfjRx5JxtGjwfkCb/n2WynzdxtOxVF4AoWRrnfplZmJklWr4JgwAa6ePSHqcTdRcTigbd0K25tvInnePKRef71n+3nz5kg/4wykXnMNkubOhfU//4H2/feeO7whknzvvXK2dceOcIwfH7Lz+aVpcI4eLU3Z6rF1nFvG40dOjvwdoKZt488+a/OWY6nw6KNlaNTI/F5qqk9eU8dxIUy1Lp0XXgh3v37VPy8EOnXS8cYbJcjIMP9eWVk6LroourK6w8E1aJD0OqwePCiXgikthcVnJ5iwWCB8bpYQxQMGLxPY5MkOjBkjfzh/5RUbXn65+rt+tWXMvIyK5itCwPbss0gdP17aOgR47mgZu80mz5kDb9pkLfXq5TZ96XnssSTs2aOa6maNHFnFlnFjl/Hhw0PS4S+aXH+9A5dd5vm7ZWfr+Nvfwp+ZUVt1btpz4oQUBBJJSTG3RdXIdEc/RupeGutdus84I2bKMegdOsB+883SnO2FF0LTvEfXYXvxRWnKcf31QLJcx1dRzLUvX3rJhq++0vDHH5WvWQ0bCuSN7SaVXFAPHYKyb1/w116TsjJT7ceYzLxEFXUvq2DKujz9dE+b1xjmmDRJGlvffhuKTzOWQMyebZfqWBcWKnjwweD8vYy1yiq2jLdq5f+GZqTonTuj7KmnUPLJJyjcvx+FBQUoWbkSZfff7wlq9u0L4S2yV3uK2w1t1y5Y16xB8mOPIfXGG5E+aBAatmqFjC5dkDZqFJJnzYJtwQJo69dDqWVt6apoX3wBq+FmdPk99wDW4HzerQvj1nHLBx/UqZEKwGY98cSYeXn8eNXX5M6dKh54QH4PHjnSiVGj/AfyjDdma7rJbHnnHVgMN8DK77ij2ueEUo8eOl59tQTJyfLf6PLLnbH+1lU/KSlwXnihNOX7fVE1fBcRTZt6smqI4kh8R0OoWooCPPFEmamJzsyZKfjxx8AvDWOn8YhnXrpcSL7tNqTccQcUw4dg+803o/Sll1D28MMQPkFCbe9eJD3zTJ1Pdddd5dLdVLtdwa23puCDD8z1Lk2cTljee0+eiuMt4xUsFmDx4jJs3VqIzZuL0KtX9GZe+jZPAWrOvDRlXbZqFfPBaFPdyxjJvIz1hiV+m/fMnBn0DEbLhx9C88nSEFarKVBU4corHVLZhz/+UDFjhpzFP3CgE5YUq6nGYiTqXmrffQfFURlw1Vu3hjD8m44VpuDl5s1VXgumaz9W6136cJ1/Ptzt2nnHisMB6yuvBOXY2dkCt90m37z8179s2LYt8Nfuqpr1DB/u/4ZmVFBViNat4Ro8GI5p0zxBzbVrUbh3Lwp//hnFb7+NskcegX3yZLjOPVfaHl2n0/z2GyyffoqkhQuRctttSL/0UjTo2hUNWrVC2sCBSJkyBUmPPgrL229D3bat5i3oQiD57rulKVffvnAZmueEi7tXL/M1a6hxXhNmXsYP87Zx/5mXug5Mn54i7d7KytLxyCNV10w13WTevbvqzwpuN5IfeECaco4cCd2Q3R9u55zjKXWWkuJZd+PGOqZPj97khlBzXXKJNLasXu39b6oYvosYv6sQxYPY/vZMAcvIgPSmAADl5Qquuy414FJqP/8s3+2JaPOVoiKkjhuHpIULpWmhaSh7/HGUz50LqCr0004zfUFPeuyxOtfzy8z01Mzy9dlnFpSWVn7oaN5cR+/e5gCd9uWXUI8f9471rCy4zz7b9Lh4pKpA8+YinCWo6sW0bbyGzEtTvctY3jJ+kmk7UowELy3GzMtYq/mXmoqyefOkKctXXwXUtdYf2/PPS2Pn6NGeu/h+pKUBf/mLnH3p2xUUAAYP9mSGuAzbzyJR99JYzytWsy4BT0MG4fOCqZ44UWU2q6lZT4wF7v1SVTgmTpSmbP/6V9AaiE2Z4kD79pXv07qu4K67kqt5Ri3Y7aZAckXwMmq2jNeFokDk5sI9YAAcf/0ryh99FCWrV6Noxw4U/vILit9/H6VPPgn7TTfBecEF9f5CrRQXw7JpE2yvvYbk++9H2nXXIaN/f88W9N69kXrVVUi++25Yly2DtmEDlJOfo6xvvQXL999LxyqfOzdyGfeKYiq/YatL8zUhGLyMI8Zt41U17Fm40IZvvpF/Nm9eOXJzq75xKXJzpaZuSnExlCrKZVlff13qASAUBeVz5tS4/nAYMsSFTZuKsGRJKT79tBitWydQox4D50UXQfiknWp790LdsgUAoBq+q7LeJcUjBi8JXbromD9fvnO3e7eGm29OqXcyT0kJcOBA5eWlqiJi3TOV335D+rBhsBqKoouMDJS+9ppnK6QP+9//Dr1Ro8rnl5Yi+a676nzeK6904uyzq67JMmKE02/ynXHLuGvYsIhsbaKqmbaN15R5aew0HsPNeiqYal7Gwrbx4mLTdjtXDGafuYYPN20dSr7rrqA171G3boV1/Xppzj51arXPmTzZLjU4MaoIXroNpTksGzbUb5EBiItmPRVUFe7u3aUpi7+t4263aUu5K9YC91Vwjhtn+jJn+fjjoBzbZgP+8Q/5RuS6dVasW1dzR+CqaJs2QfHJFtyPltiHNsjO1tG/f/TuOKgPkZUFd79+cF53HcofeAClr7+Ooh9/xJ/796P4449R+vzzKL/1VjiHDYM7L09qwFRbitsNbfduWN9/H0lPPYXU6dORPmQIGrRrh4yOHZFyyy3S452XXBLxGuLG4KX22WdQDh2q1XOVAwfkMjQZGRBxcEM0URk7Zvtr2LN3r4K5c+WbJhdd5MTYsTXc7FAU09ZxvzeanU4kGW6KOq+4AnrnztUfP4yaNhUYPdqJFi0SN3AJAMjIgGvgQGmqInPbtG3c8F2FKB4weEkAgHHjnBg/Xs6ceestW727axq3jLdpoxtLpYWFumUL0gcPhnbyrlQFvWVLFL//PlwXXGB6jsjKQrlhi5HtzTehffZZnc6tKMD8+WWwWPy/0Y4c6edDh9vt6R7nIxG2jMcaU7fxmjIv46lZz0l6+/ZSiQX1wAGgtDSCK6qZtnmz3LAhL8+TJh1rqmreY/jyUV9JL7wgjV39+9e4daxVK4FLLvH/Req009xo2tTzOug64wwIn4wnbds2b4ZUWDidsOTnS1Oxntlem6Y96rZtUEpKvGM9OxuiTZuQry0cRHY2nKNGSXO2xYuDdvwRI1ymG5F33pkMVz37RRgzfz1ZlwqGDnUlTnmyjAy4e/WC8+qrYb/3XpQuX47ib79F4cGDKMrPR8myZSi/+244rroKrt69IRo0qNdp1KNH5UCfpnlqXUaY3qmTp+bsSYoQsL7xRq2e6zfrMmprDVBNcnKMNS/lGyNCALfckoqSksr/xg0aCDz+eFmt/rPXpmmP9dVXoe3ZU3lOiwX2KMm6JDOnYet4RfDStG2cmZcUhxi8JK+HHy5Dt27yXf8770zGxo11/zS9c6ex03j4sy4tH3yA9KFDTYEld/fuKP7wQ+hdu1b5XOf48aZslpTZs1HXbyunnqpj2jRzbZacHP8ZFtqGDVCPHPGORUYGXOefX6dzUugJY/CyhmYC8bhtHElJpt+jxk6WEWZqWBLD22b19u3NzXtefBHqTz8FdFzl2DFYX3tNmrPfeGOtnnvjjQ6/84MH+wQ1GzY0vfZqYcy+1AoK5CBebi709u3Ddv5QqE3THr+1XuMo4GEs92JZuxaK4aZRfSkK8M9/lkFRKl/jt2/XsHRp/W7uVtWsp6rgf0Kx2aCfcgpcl1wC+//7fyh74QWUfPQRCvftQ+H27Z66mo8+CvuUKXAOHFjnLeiO66831QGMFIehcU9tS39wy3h8MQcv5czLZcus+PRTOaB5331ltc5ANDXtMX5Os9uR/PDD0pTj2muh+9RlpejiGjZMylLXtm+HumOHqf4+g5cUjxi8JK+UFE/9y4yMyjdEp1PBX/6Sij/+qNuXnEh3GrctWoTUq66CUlwszTuHDkXxu+9CNGtW/QE0DWWPPCJPbd1ar2yOWbPsaNlS/v1HjHD6zbAwFm13DhkS891g45HIyoLwSSVWSkqAP/+s8vGm4GUcbBsHzMXga+pkGWmmepcxHLwETjbv8bmWgtG8x/bSS1DKK7fJ6q1awTV8eK2e27evGz17mm/wVGwZr+AybB0Pa/DS35bxGA/i+c28NFwDpnqXMVguoTruPn3g9gmKK7oO29KlQTt+jx46rr5aDi4+8EBSXZtEA263qUnV5zgX6ekCAwbUM5UzESgKRNOmnrqakyej/OGHUfrmm54t6AcOoGj9epQuWIDymTPhHDUK7i5dpMx0AHC3bw/77bdH6Bcwc44eLWWhWzZtqlXtaHYajy/Z2fL3A9/My99+U3DnnXLzu/POc2HChNrf6DA17TFcY7aXXpJqJQqbDfaZM2t9fAo/kZUF17nnSnPW1atNwUtjogVRPGDwkiQdOuh45hl56+eBAypuvDGlTvXvd+wwNusJUx0ntxvJd9yBlJkzpe2hgCd7qPTllz3dJWpzqD594LjqKmku+YEHoBw9WqclpaUBjz9e5q0HZ7UKTJ7sJ0NJCHPw0rA1gKKEotRp67gxAyguMi/h50NxNNe9FMKUeemK8eCl3+Y9X39d/+Y9DgdsixZJU/YpUwBL7er7KYo5+7JBA4E+feTXf2O9uXB2HLd8+aW8FkMgNRbp7dpJ22qVwkKov/wiPcaUdRwn9S69FMWUfWlbtgxwBi+b8a67ypGWVhkUPnZMxfz5dauHo27dKm1j/gNZ2IouuPBCZ0RK68SF9HToPXrAOXYs7HfeidKlS1H81VeeLeibNqHkP/9Bycsvo2TdOoicnEiv1ku0aGEqWWGtReMezZBdz8zL2Nawoed7QYWyMg2lpZ77TzNmpKCwsDLAnZoq8NRTpXW63+a343iFkhIkzZ8v/dwxcSIEu1RHPZehpJh11SpmXlJCYPCSTEaNcuHGG+Wtzh98YMUTT9Q+A9BY87JTpzBkXpaUIHXCBCQ9+6w0LVQVZQ89hPJ581DXglLl994rdXJV/vwTyXPn1nlpF17owurVJZg9uxwffFCCrl3Nfw9t0yb57mdKClyDB9f5XBQete44XlQkdY8XVmuVXZtjjbFpTzR3HFcOHIDq02VTpKRUWzoiVriGDfPfvKeaTOCqWN9+G+rBg96xSEuDY/z4Oh3jssuc6Nq1Mlg5caLd1G/M1HH8++8Bu7m8RtDpelx1GvdS1errXhYWQt2+Xfq5y7DVPB44rrhC6qyrHj4My7vvBu34zZoJ3HKLfJ2++KINv/xS+4/SxuvvC5wDARUjRjDrMug0DXq7dnBdfDFcI0ZA+DRijBamreMrV1afOe90mm4SuuPgfSyRKYp56/jRowpWrLBi7Vr5zfPuu8vRtm3ddla4DWVR1D17ALfnPdq2cKFcqio1Ffb/9//qdHyKDOfw4XL98B9+gOLzuU9YrVF1s4YoWBi8JL/mzi3HmWfKH6bvvz8Jn39ec/DP5QJ27QrvtnHl8GGkjRgB65o10rxIS0Pp8uVw3HBDvY4rmjZF+W23SXPWZcv81hSryVlnuTF7th09e/rPQrUYu4wPHlzrLFEKv9p2HDc162nZEn7bzMcgUyH4KA5emrbN9uxZ64zCqBas5j1CwPbcc9KUY9y4Ojc0stmAN98swX33leG550rx97+bg5KiZUupVp1it/ttMhNs6tat8of7hg3jZsulKXjp8x6lbdoExScg4j7llNhsVFWTjAw4rrxSmkoKYuMeAJg2zY4WLSo/zzgcCu65p/Ypk5ohy/gLnAObTeDCC1nvMhG5Ro6E8Lm7o+3aBfWHH6p8vLpzJxSfbGK9efP4/LecYIwdx7dt03D77fLrSt++LkyZ4r+udLUyM6H7BLEUp9OzG+jPP5H0xBPSQ+033gjRpEndz0FhJ3Jz4TbcCJZ+3rx53HzXIPLFq5r8stmAJUtKkZVV+SFd1xVMmpSKw4er36/w668qHI7Kx+Tk6MjKqn8Ntpqo27Yh/YILYDEEFPWmTVG8Zg1cF18c0PEdN9zg6Up8kiIEkmfNQp320ddECFgNwUtuGY9upm3jVQUvDfUuRZxsGQfMmZfarl0B1VsMJS3O6l360tu3h/2WW6Q524IFdWreo+Xnm15D63vTp0kTgenTHRg3zglbFT1NTNmXYdg6bjHWu+zfP24+3FfXtMdibNYTZ/UufTmuv14aWz77LKjlLFJTPdlPvlatsuLLL2uxq0MIv53GBwxwoZ7NtCnGiaws0w4bWzVlP9isJz7l5MjfJ/72txQcP1753pSUJPD002X1frvyV5886bnnoPoU7RUNGsAxfXr9TkARUd33RGOCBVG8iI9P7RQSrVoJLFhQJs0dOaJi0qTUaptu//yzfFnl5YUu61Jbvx7pQ4ZI260Bzzaa4nXroBuyUerFZkP5Qw9JU5aNG2F99dXAj32SunUrtD17vGNhtXqa9VDUMnUcr2LbeLw26wEA0ayZtE1TKSyE4rMFKZoYuy3HfL1LA/uMGVIt1bo277G98II0dg4ZEtKuvMaMAWNQJxRMzXoM9eZimSnzsqDAe4PNFLiPt3qXPvRu3eAy1FS1LVkS1HNccYUTvXrJH4LuuCO5xvuZyr59UlmGUqTgO/TGiBHMukxkTuPW8Tfe8G7rNWKznvjUuLH8Pn3ggPw9as6c8oB2sJk6jufnI8mw08I+bRpEVla9z0Hh5xwxosqf6axbSnEqpoKX8+fPR2ZmJmbNmuWdE0LgwQcfxKmnnoqmTZti+PDh2LZtm/S8EydOYMqUKWjdujVat26NKVOm4ESdW0QmpgsvdGHmTDnL4IsvLHjwwarrXxrrXZ5ySmia9Vj//W+kXX65VPweAJyDB6P4/feDWnDaNWgQnIaOu8n/+Ee96sr5Y8y6dA0c6KniTVGr3tvG4yjzEopi+lAclU17HA7TtuS4C+CkpqLswQelKcvXX8P62ms1PlXZv9/0GmSfOjWoyzMyBpi0/PzgZrMbCWHKvHTHQ73Lk/S2bSF83jOUwkJPbTMhzIH7OM68BDwNJ3zZli8HSkureHTdqSrwwAPy56LNmy3473+tVTzDw3j9bUBfuBQrhg5lvctE5rz4YrlW68GD0L74wu9j2awnPhmDl7569HBh2rR6bBf3YSzxk/TUU1CKirxjPTs75O/5FHyidesq61ezWQ/Fq5gJXn777bdYunQpuhoKUz/55JN49tln8dBDD+Hjjz9GTk4OLrvsMhT5vChPnjwZBQUFWLFiBVauXImCggLcUM/tcIlozhw7zj1X/nA9f34yPvjAf704Y6fxoNe71HUk/eMfSL35ZiiGFFD7xIko/c9/AJ8mO8FS9s9/Qvi0A1WPHEHyww8H5djsMh57jMHLWmdexlPwErFR91L78UcoPg1h9BYtIJo1i+CKQsM1bBicF10kzdWmeU/SokVQfDJ93J07wyFYTJ4AACAASURBVD1gQEjWWEHv0kXqkK3+8UdIA9/qnj1yY4K0NLhPPz1k5ws7RfHbtEfZv1/+veOkUVV1nKNGQfdpzqL8+Sesb74Z1HP06+fGpZfKAYW5c5NRUlL1c/xtGe/Xz40mTaKz1AaFSWqq6ea4rYqu49w2Hp+MDXsqWCwCzzxTFnB5bt3QtEcpl2++2G+9NSTfmyj0XFV8XzTuDiOKFzERvPzzzz/x17/+FU8//TQyfQpTCyHw/PPP49Zbb8WoUaPQpUsXPP/88yguLsbKk2/8P//8M9atW4cnnngCffv2RZ8+ffD4449j7dq12BmNGUJRSNOARYtK0bSpHIS84YYU7N9vrn+5Y0cIm/WUlSFl0iQkP/64NC0UBWX33Yfy+fND1oRDtG0L+803S3O2F1+E+vPPAR1X3bVL+kAqNA2uYcMCOiaFnjGzt6rgpRLH28YBP7WUovB1VTM264mzLeNeFc17kioz49UjR5BsyMiUlJTA9tJL0pT9xhs9LVBDSdPg6tNHngph3Uvtyy+lsatPH5jaoMc4YwaGtmmTud5ljx7x0aiqOsnJcF57rTQV7K3jAHDvveWw2SqDDgcPqnjqqap3pWh+gpfDh3PLOPnZOv7224Dd0Ozszz+lnRxC06B36hSO5VGIZWf7/570t7/Z0a1b4N+hqisBozdtCsfkyQGfgyLDOXKk33nWvKR4FRPBy4rg5ABDJsi+fftw+PBhDBo0yDuXkpKCs846Cxs2bAAA5OfnIz09HX19tqj169cPaWlp3sdQzXJzBRYvLoWmVX5QP35cxfXXp8Lhk3wghL/gZXC2jStHjyJt1CjYDBkUIiUFpUuXegpNh/gLt/3WW+UuuS4Xkm+/PaAmJcbtmu6zz4bIzq738Sg8RKNGUpBIKSoCDCUMgDjfNg5z056ozLw0BC/jrd6lL71dO3PznoULof74o9/H2/7zH6kDt96oEZxjx4Z0jRXchq3jlhAGL+N5y3gFU9OezZvjulFVdUyNe777DmqQO9q3bStw001ygOmpp5Lw22/mzyHKkSOehmYnuaDha/RnvUsCALgGDIDeuLF3rBQWwvLhh9JjNENJLL1jRyCp6mA5xQ5/mZddurjxt7/Z/Ty67vR27SCq+H5knzkTSEkJynko/PSOHf1mYHPbOMWrqL/9vnTpUuzZswcvvvii6WeHDx8GAOTk5EjzOTk5OHiyKPqRI0eQnZ0NxedFW1EUNG7cGEeqaSwR71mZ9fn9mjQBpk5timeeqQzebdxowfTp5Zg50xOgOXbMghMnKreuJSW5UVa2A4H+OZP27UPeLbfAYqgr6GzUCLseewwlnTsj4JPUUta0aegwe7Z3bF2/Hr8vWIATPkH0uuhs6Cz5v3798HuUX3/x/u+jtrrl5CDZp1nU/q++QrlPDUi1rAy9jh71joWmYUdxcdiu1XBITUqC78cm97Ztdbo+wnEtdTMErvY1a4biOPpvYKRccgm6vfwykk5mAytuNzBtGnYuWCDf4NF1dH36aem5h0eNwv8MDdBCJaNVK/jmDemff17n66G2jz/ts8+k8d7WrePuGrA1bAjfjfDKpk1wFhbCN7xxoEULHI+z37sqef36oaFPQLz88cex7847/T62vq9Do0apWLr0NBw/7sniLStTMGuWA/feu1d6XObHH8O3ofgm9ETzPBVO5/Z4ejtIaIG+l7UeOBBNfD4P2l96CXt8Mitz1q9Hus/j/2zVCnt48cQFpzMV8PkkpaoCt932M/btC16t3tOaNkWST8MwALA3a4atZ50FwesopjU/6yw0N5SU2O1wwMX/rhSASH7XzzMkxviK6uDlzp07MXfuXLz33nuw2WxVPk4x3E0SQpiClUbGxxhV90eLdTt37qz37zd3LrBzpxNr11Zut/vvf3MxdGg6Lr3UhcOHjfUugU6dAvxbut1InzQJmiFw6T71VJT9979o3qZNYMevq44d4Xr3XVh8vgy3f+YZFI0fD6Sm1ulQyq+/Is3nbrpQFGRNnIjMpk2DttxgC+T6iTeWtm0Bn0BPO6sVLp+/jbGkgGjRAnmdO4dreeFhqB2Z9L//Ia9NG6Ca1+wK4biWlKNHpQCzsFjQbPjwuM80cD36KJLGjfOOMzZvRpfvv4fzqqu8c5Z165Cyd693LCwWpM2ahbxwbTdq0QJi2jRv7eLkAwdwSoMGELm5tXp6ba8fZf9+byAXAITNhmajRgE+NYzjQseO0LOyoB4/DgDQSkuRvmWL9JCcESPQOEG6kFqmTQN8gpeNP/wQtqeeMjXDC/R16O67XZgxo/Iz0Zo1jTFzZjJ69qzcdZK8eLH0nM9xLsaMUfleGieC8V6mTZ4M+AQvs774Anm5ucDJ2sDJPjdCASC1b19eP3GiQwfg1FPd2L7d8x3q9tvtuPTS4GbOqaeeChiCl+477kBH1k2Neepf/gIsWuQdi5QUtDvzzNCX/6G4Fc3f9aN623h+fj6OHTuG/v37Izs7G9nZ2fjyyy+xaNEiZGdno9HJguzGDMqjR496szGbNGmCo0ePQvhs6xVC4NixY6aMTaqZqgIvvFCGVq3kGizTp6di1y4VO3fKwctOnQLfMq4VFEArKJDmXAMGeDqKhztwCQCKgrKHHoLQKn9Xdf9+JD35ZJ0PZWzU4+7bFyKKA5ckq6njeLw36wEApKdLfwfF7YbqExCLNGOnZXe3bnEfuAQA19ChcA4ZIs0l33231LzH9vzz0s+dl14KEc46SampcHfvLk2Fou6lsVGKu3fv+AtcAn6b9vjSmzZNqCL+rosvlrbOKaWlsP3nP0E/z/jxDnTpIn/W+fvfk6VqMsoX5nqX3DJOvtx9+kifEZTycljXrPGO2Wk8fqkq8MEHxXjssTI8/vhO3H57cLaL+zLWvXTn5Uk3Myl26V27wjl4sHfsuPJKBi4pbkV18HL48OH46quv8Pnnn3v/17NnT4wZMwaff/45OnbsiNzcXHzyySfe55SXl+Prr7/21rjs06cPiouLkZ+f731Mfn4+SkpKpDqYVHtZWQJLl5ZKheqLihRcd10qfvhBvqTy8gIvNG0scu86+2yUrFwJ+DRvCje9c2c4pkyR5pKefBLKvn11Og67jMc2Y00ZtabgZZw166lg/FAcyq7RdWWq+XfmmRFaSZgpCsrnzauyeY+6fTusH30kPcUxdWpYlwgA7n79pHEo6l5qhrIBrjisd1nBWPdS+lnv3on1hcZigWPCBGnK9q9/BVSjuorT4J//lLv3fv21BatWndzcVFgIy09yBuz+Vv3QtWsQmxlS7FMUOIyNeyoyMYUwdxrv2jVcK6MwaNAAmDjRgXPO+bPmB9eDsaN9+d13x3/ztkShKChdtAhl8+dj75w5KJ83L9IrIgqZqA5eZmZmokuXLtL/UlNTkZWVhS5dukBRFEydOhVPPPEEVq1aha1bt+Kmm25CWloaLr/8cgBAp06dMHjwYMyYMQPffvst8vPzMWPGDAwZMiRq02FjQa9ebtOH9Z9+0rB0qbxVNBiZl8asGefw4VHRJbZ89mzoPtm7Snk5Uqqop+WPcugQNEPTKOeIEUFbH4WeMUvN2HFcifNmPRXcxuBlFDXtMXUa7907QisJP7/NexYsgLplC2yGOtKuPn0i8rdxGYKXIcm8TIBmPRWqy7x0JUrg3odjwgRpl4S2fbspmB0MAwe6cNFFciblPfckw24HLBs3QhWVgcrt6IT+oxolVByZasd58rtLBcv69VCOHIHy229SYzWRlgYRp58nKDTcAwag9Lnn4Bg9GqULFsDFZIn4kpkJx6RJODp6dHzuLCE6KaqDl7Vxyy234KabbsKsWbMwcOBAHDp0CG+88QYyMjK8j1m4cCG6deuG0aNHY8yYMejWrZvfBkBUN5MnOzBmjEOaE0L+NB5w5qUQpi+z7v79AztmsDRsiPJ77pGmrKtXQ1u/vlZPt65ZA8UnA8TVo0dktsFTvRkzLxVD8DIhto3DnHmpRUvmpa7D8v330lTCZF6eZJ8xQ96KqOtIueUW0/bZSGRdAuaO41pBAVBSErTjK7//Dm3HDu9YqCpcffoE7fjRprrgZSIF7iuIZs3gMmQc2ZYsCcm57ruvHJpW+Z6+d6+GF1+0AZ/LwVJuGaeq6J07SxmViq7D+uab5qzLzp09e42JaktR4Bw3DmVLlsA5dmykV0NEVC8x9863Zs0aPPLII96xoiiYM2cOfv75Zxw+fBjvvvsuuhjqwGRlZWHBggXYv38/9u/fjwULFiAzgluO44WiAE88UYa8PP/Zlaoq0KFDYMFLdc8eqL//7h2LtDS4TzstoGMGk3PcOLjOOEOaS7n9dsBZ8xcT66pV0tg1cmRQ10ahZ6x5ado2bsy8jNdt44Ys9mjJvFR37IBSWOgd61lZ0Nu3j+CKIiAlBWUPPSRNWb7/HkpZmXest2gRsaxv0aQJ3B06eMeK223Klg2EMcvO3b074HNzM96IVq2gZ2eb51W12i3l8cw+aZI0tq5aBcVQKz0YOnXSMXGifEP30UeTceIdeYfFDxlno0+fwHelUHwybR1fuRKqIXips94lEREloJgLXlJ0ycgAli4tRUqKuYZUmzZ6wJnrpnqXZ54ZXTVaVBXlDz8sTWk//2zakmmk/PEHtC++kOacDF7GHGPzC+O28UTJvHQbg5dRknlpqnd5xhmJVfPvJH/Ne3zZ//rXiJbiCGXdy0TaMg6gyqY9+qmnAunpEVhQ5LnPPVcOkDudsL38ckjONXu2HQ0aVH4eKi90oNFO+XUo5aJ+TJqjKjlHj5bGlm+/hfXdd6U5NushIqJExI9PFLAuXXTMn19mmj/llMCL0Zu6xBq+5EYDd69ecFx7rTSX/NBDUA4frvI5ljVroLgrMy/cXbqYtt5S9BONG0PYKuu8KoWFQEWmX3k5VJ9rQKhq3Hb6Fa1ayY1hjh2Dcvx4BFfkYeo0bsiSTiRlDz0k/TeqIFJS4LzuugisqJLLuHXcUAs4EMb3kHhu1lPBX4ZlopVLkKgqHNdfL03Z/vUvwB387MfsbIHbbqusB94b3yEFleMDaIF+V7UM+nkpfojWreEylEeyGF4TGbwkIqJExOAlBcW4cU6MHy9vlzrjjMC/GBjrXRo/0EWL8nvugWjQwDtWioqQfO+9VT7e+s470piNemKUopi3jh886Pm/Bw5I86J586hoNBUSmmbajh0NW8ctidpp3A/Rti3st95qmndcfTVEVlYEVlTJWMfYkp8PuFyBH/jPP6Fukbs8R03N5BByd+9umnMlYL1LX85rroHw2Qqi7t8Py0cfheRcU6Y40L695/PPufhc+tk3lnNx3gBuGafqOQ1bx410dhonIqIExOAlBc3DD5dhzBgHVFWgf38XJk1y1PykaihHjkDbvds7FpoWtZlTIicH5XPmSHO2V1+Flp9vfnBhISyffCJNcct47DJ1HD9Z99K0ZTxO611WMGYOR3zreFER1G3bpClXr14RWkx0sN96K3SfpmBCUeC44YYIrshD79hRqtOoFBdD/emngI9r2bBBaorm7tIFolGjgI8b7fxmXkbpe2e4iKwsOC+7TJqzLV4cknPZbMD9dxdiMD7E1XhV+tmJ0/rDJ1mfyC/nqFEQVZRI0nNzIfzUtSUiIop3DF5S0KSkAIsXl+HYsUK8+24JGjUy18GsC2O9S3f37kBaWkDHDCXH5MmeDpA+km+7DdDl7fPWtWuhOCoDu+727XkXPYbpLeUtgMrJ4KWSYMFLtzF4GeHMS23TJig+//bcp5wCJHqjtpQUlCxbBne7dhAZGSh/4AHonTpFelWeOo2GrePGbZL1YWzWkwhbxgFPLV7f9yK9devo+O8cYQ5D4x7LBx+YXqcDcuIErCtXImXiRFw1vS0+xEXogR+khzQZ07eKJxNVEtnZcF1wgd+fccs4ERElKgYvKegUJTg9MYxNG6Kx3qXEajV39d28GVZDYwBjl3HnyJEJ2UQkXpi2jZ9s2mPqNB6nzXoqGDMvtQhnXlpY79Iv/fTTUbxpEwr37oVj6tRIL8fLWBLEWDKkPhKuWU8FRUHZU0/BdeaZcPXogdLnngM0LdKrijh3795wn366d6wIAdvSpQEdU9m/H7YFC5B66aVo0LEjUidPhu2NN6AUFZoeexDN0HvCKQGdjxKH8/LL/c6z0zgRESUqBi8pasVKvUtf7vPOg+PSS6W55H/8AzhxwjMoKYFl3Trp5y5uGY9ptd42Hu/BS2PH8UhnXrLeZfWiLJjlt+O4CCB7v7QU2vffS1Ox8B4SLO4zz0TJhx+iZP16uM85J9LLiQ6KArsh+9L2739DcTprfwwhoBYUIGnePKSfdx4anHYaUm67Ddb166FUU6f1ODLx2TVPIb0BP3ZT7TiHDoVITTXNM/OSiIgSFT9FUXQqLoZWUCBNRX3m5Unl990HkZLiHavHjiH5gQcAAJaPPoJSVtmZXW/Z0m99MooduqGDuJKomZfG4OWePSHp5lsrQkDbuFGaSvSGJdHO3b273FDlt9+gGP4N1YX27bdSMMndvj1Es2YBrZFin3PMGIiMDO9Y/f13ZK5fX8OTnNA+/RTJt92GjNNPR8Z55yF53jzTZxQjPScHjvHj8csTr2L/19tw8bMXBuE3oISRng7nsGGmaTfLDBERUYJi8JKikrZxIxSfwIe7Y0eInJwIrqj2RKtWsM+YIc3ZFi+G+tNPsK5eLc07R4zglvEYZwxeereNGzIvRZwHL0VWltx0xW4PKPgUCGX/fqhHjnjHIjWVW+2inc0Gt6GhkrF0SF0k7JZxql56OhxXXSVN5bz+uvlxhYWwvvkmUv76VzTo2BHpo0YhacEC000pI3deHuy33ILitWtRtH07yp5+Go3+MhRtOqdU+zwif4xbx4Wqsn4tERElLP+t7IgizGJs1hMjWZcV7DffDNsrr0Ddtw8AoLjdSJk5E5qhgy67jMc+07bxAwcAhwPKwYPSvDHIGY/0vDyox455x9quXXC1bRv2dVgMWZfunj2BKjq3UvRw9e8vBR21b76Bc+zYeh3LGLxMpC3jVD3HxIlIWrjQO27w3Xco+vlniPR0WN97D5Z334Xl889rtZ1cKArcffrAOWwYXMOGmTLQiQLhuuACuNu2hbZ3r2c8aJCnOyYREVEC4rc5ikrGjJuY++KZnIyyBx5A2jXXeKeMAVm9SRNTh12KPaJxYwir1ftFVykshLp9OxSfen16s2ZAUlKklhg2eseOgM+/XXXnTmDw4LCvQ8vPl8Zs1hMbTB3H65t56XCYap66zj67vsuiOKN37uwJlPu8J6cNGybdeKmOSE6G6/zzPQHLiy+GaNIkVEulRGe1onT5ciTNnw9YrSifMyfSKyIiIooYBi8p+jidpnp17lgLXgJwDRsG5wUXwPrRR35/7hwxIuqaZlA9qCpE8+ZQTmbZAoBlwwbpIfFe77KC29BxPCJNe1wuWFetkqcYvIwJrj59IBTFG/hXt23zNDvLzKzTcbRNm6CUl3vHevPmEG3aBHWtFNsckyZJwcuaApd6djZcF1/sCViefz6QlhbiFRJ56F26oGzx4kgvg4iIKOJY85KijrZlC5SSEu9Yb9IEert2EVxRPSkKyufNg7Ba/f7YdcklYV4QhYpu2DquGTLG9FatwrmciNENwUtt586wr8Hy7rveuqMAINLS4BowIOzroHrIzITeubN3qAgBiyGLtjZMW8bPOou1hUnivOQS6I0bV/sYd4cOsE+fjuL33kPRjh0oe/ZZuIYPZ+CSiIiIKAIYvKSooxnrXfbvH7NfPPW8PDimTjXPZ2bCdc45EVgRhYKxnqVxu2uiZF6aOo5HIPMyyZCh4hg7FmjQIOzroPpxGeoba4Ys5towvYewWQ8ZJSWZ3puFosB15pkov+ceFG3YgOKNG1F+332ezyDcJUFEREQUUdw2TlHHVO8yxpr1GJXPmgXra69BPXTIO+caNgyoIiOTYo8wdhz/3/+kccIEL9u1g9A0KG43gJOd14uLgfT0sJxf3bEDlk8/leYcEyeG5dwUHO5+/YAlS7xjy9dfw16nA7jN7yEMXpIf9ltvhUhJQXF+PtIGDvTUr8zNjfSyiIiIiMgPZl5SdBHCtOU25pr1GGVkoPyBB7xDoaoMqMQZ47ZxI5Eg28Zhs0E31BZUd+8O3+l9gl6A58aHftppYTs/Bc6Uefn994DDUevnqz/+CKWw0DvWs7Ohd+oUtPVRHNE0OG66CfvuuAPO665j4JKIiIgoijF4SVFF3b0b6u+/e8ciPR16t24RXFFwOEePRsmyZbBPmoTS115j9+M4U1PwMlEyLwHz1nEtXFvHS0pgW75cmnJMmhSec1PQiFatpH9PSnk5tB9+qPXzjfUuY7nsCBEREREReTB4SVHFWKvMdeaZgCU+qhu4LrkE5fPnwzV4cKSXQkEmWras9ud6DT+PJ8amPWqYmvZYX39dzrjLyYFz5MiwnJuCSFHM2ZeGbPzq+G3WQ0REREREMY3BS4oqxlpl7hivd0mJobrMS71JEyAlJYyriSxT8DIcmZdCIGnhQmnKMWECkJQU+nNT0Blf943vC1USAhqDl0REREREcYfBS4oqpnqXDF5SDBA5ORBVNGBKpC3jAOA2BC+1MGReat9+C23LFu9YqCoc110X8vNSaLj69pXG2jffAELU+Dx1xw6ox455xyIjgzVPiYiIiIjiAIOXFDWUw4eh+TT3EBYLa0NSbFBViGbN/P5IT5RmPScZa16qu3fXKvAUCNuiRdLYNWQIRIIFjeOJ3rUrREaGd6weO1arDF7TlvF+/QBNC/r6iIiIiIgovBi8pKhhzLp0d+8OpKVFaDVEdaO3aOF3PtGCaCI3Vwo8KcXFUA4eDNn5lKNHYX3rLWnOMXlyyM5HYWCxeOod+6hN3UvjlnF3//5BXRYREREREUUGg5cUNVjvkmJZVXUvE23bOBTFtHU8lE17rC+/DMXh8I7d7drBNXBgyM5H4eE2bB2vse6lELB8+aU0xXqXRERERETxgcFLihqmTuMMXlIMEVUFLxNs2zhg3jruWw4iqNxuJC1ZIk05Jk4EVL61xbq6dhxX9u2D+ttv3rFIToa7Z8+QrI2IiIiIiMKL3/AoOhQVQSsokKa45Y9iSVXbxhMu8xJ+Oo6HKPPSsm4d1F9/9Y5FcjKc11wTknNReLnPOAPCp16ltns3lN9/r/LxFsPNL/cZZ7DbPBERERFRnGDwMtE4HMj8+GOk3HQToOuRXo2X9t13UHzW487Lg2jcOIIrIqqbKreNJ2LmpTF4WYtmK/VhbNTjHD0aolGjkJyLwiwtDe7TT5emqsu+NDXr4ZZxIiIiIqK4weBlAkm6/35kdO6MjrffDtvy5dA+/zzSS/IyZc1wyzjFGOEn81LPzk7IplPhqHmp/vILLOvWSXOOv/416OehyDG+D1RX99LYrMd19tkhWRMREREREYUfg5cJRP31V6jHjnnHtmXLIrgamTF4yXqXFGv8bRtPxC3jAKB36CCN1V9/Bez2oJ7D9q9/QRHCO3b16sUah3HGVPdywwa/j1MOHZLqqgqLxbNtnIiIiIiI4gKDlwnEYagFZ129GjhxIkKr8eF0Qtu4UZpyc8sfxRiRkwNhschzCbhlHACQlga9ZUvvUNF1qHv2BO/4ZWWwGm6+OCZNCt7xKSoYMy+1zZuB0lLT40yZ+z17JmTGMxERERFRvGLwMoG4zz0Xeps23rFit8O2YkUEV+ShbdkCxecLqZ6bC71t28gtiKg+NA2iaVNpKlEzL4HQbh23vvUW1OPHvWM9MxPO0aODdnyKDiI3F+527bxjxeWC9t13pscZt4zz5hcRERERUXxh8DKRqKop+9L28ssRWkwlzV+9S0WJ0GqI6s832xBI7OClnpcnjX239QbKtnixNHZeey2QkhK041P0MNW99LN13PLll9KYzXqIiIiIiOILg5cJxjFuHIRPYFD74QeoBQURXBHrXVL80Dt1ksbuzp0jtJLIM3UcD1Lmpbp5MyyGMhOOiRODcmyKPqa6l4amPcrx49C2bvWOhaLA1bdvWNZGREREREThweBlghEtW6LQ8MUuotmXQpi+jLr694/QYogCY586FXrz5gAA58UXw33OORFeUeSYgpe7dgXluEmLFklj5wUXQG/fPijHpuhjyrzMzwfcbu/YmLmvd+sGZGaGZW1ERERERBQeDF4moKOjRklj62uvAeXlEVmLuns31KNHvWORnu758kkUg/RTT0XRxo0o3LoVpa++mtDlD0JS8/LECVhXrpSm2KgnvumnnAK9USPvWCkshLptm3dsMdS75JZxIiIiIqL4w+BlAjpx3nnSl0H1xAlY3303ImsxZs24zjwTMHRsJoopqakQzZsndOAS8HRaF8nJ3rF6/DiUY8cCOqbtlVeg+Nxo0Vu2hGvIkICOSVFOUeDu00easvhk6xub9TB4SUREREQUfxi8TEDCZoNz7FhpzrpsWUTWYqx3adwiSEQxSlVN27kDyr7UddiWLJGmHBMnAppW/2NSTDCWEqkoNaKWlkL74QfpZ26WHSEiIiIiijsMXiYox7XXSmPL+vVQfv017OtgvUui+GXsOB5I8NLy6adSx3JhtcIxfny9j0exw1T38uT7RvqWLVB86l+68/IgmjQJ69qIiIiIiCj0GLxMUHq3bnD17OkdK0LAtnx5WNegHD4Mbc8e71hYLHD37h3WNRBR6LiNwUuf4GNd2YyNei69FCInp97Ho9jh7tEDIinJO1YPHICyfz/Sv/9efhy3jBMRERERxSUGLxOY05B9aXvlFUDXw3Z+Y9alu3t3IC0tbOcnotAydhzX6pl5qRw4AMt770lzbNSTQJKS4O7VS5qybNiAjE2bpDnWuyQiIiIiik8MXiYwx5gxckON/fuhffZZ2M5vqnfJLeNEccUYvFR37arXcWwvvQTF58aKu2tXuPv2OLUFEAAAIABJREFUDWhtFFtchv/elk8/RdpPP8mPYfCSiIiIiCguMXiZyDIz4Rw5Upqyvfxy2E5vqnfJZj1EccVtDF7u2QO4XHU7iMMB27//LU9Nnpzw3dwTjbHupXXFCqgOh3est2oF0apVuJdFRERERERhwOBlgjM27rGuXg2cOBH6ExcVQSsokKbYaZwozmRmQvepS6k4nVDr2BjMuno11CNHvGORkQHHFVcEbYkUG4yZtkp5uTRm1iURERERUfxi8DLBuc85B3qbNt6xYrfDtmJFyM+rffedvA00Lw+iceOQn5eIwsu0dbyOdS+NjXocV10FpKcHvC6KLSIrC+5TT63y566zzw7jaoiIiIiIKJwYvEx0qgrHNddIU7Zly0J+WstXX0lj1rskik+6seN4HYKX6k8/mWrjslFP4qqutAg7jRMRERERxS8GLwmOceMgfOrHaQUFUH/4IaTntLDeJVFCcBuDl3Vo2mNbskQau849F3o12XcU36oqLaI3aQK9Q4cwr4aIiIiIiMKFwUuCaNkSrkGDpLmQNu5xOqFt3ChNMfOSKD4Zt41rtQ1eFhbC9t//SlP2yZODtSyKQVXd5HKddRYbOBERERERxTEGLwkA4Bg/XhpbV6wADA0RgkUrKIBSWuod67m50Nu2Dcm5iCiyTDUvaxm8tL32GpTi4srjNG0K17BhQV0bxRbRpg30pk1N87z5RUREREQU36I6ePnYY49h4MCBaNWqFTp06IArr7wSW7dulR4jhMCDDz6IU089FU2bNsXw4cOxbds26TEnTpzAlClT0Lp1a7Ru3RpTpkzBiXB01I4hrqFDoTdq5B2rJ07A+u67ITmXZqhh5+rfn1kzRHFKb9sWwmLxjtVDh4DCwuqfJIS5Uc911wFWayiWSLFCUfxmX7LTOBERERFRfIvq4OUXX3yBSZMmYe3atVi1ahUsFgsuvfRSHD9+3PuYJ598Es8++yweeughfPzxx8jJycFll12GoqIi72MmT56MgoICrFixAitXrkRBQQFuuOGGSPxK0SspCc6xY6Upa4ga9xjrXVZVx4yI4oDVasqs1nbvrvYp2pdfQtu+3TsWmuYJXlLCc/ftK41Fw4bQu3SJ0GqIiIiIiCgcojp4+cYbb+Daa69Fly5d0LVrV7z44os4evQovjkZ/BJC4Pnnn8ett96KUaNGoUuXLnj++edRXFyMlStXAgB+/vlnrFu3Dk888QT69u2LPn364PHHH8fatWuxsw5dbxOB49prpbFl/Xoov/4a3JMIAY3NeogSimnreA2vvbbFi6Wxa/hwiObNg74uij2uQYOkBnPOCy4ANC2CKyIiIiIiolCL6uClUXFxMXRdR2ZmJgBg3759OHz4MAb5NJtJSUnBWWedhQ0bNgAA8vPzkZ6ejr4+2Rr9+vVDWlqa9zHkoXfrBlfPnt6xIgRsy5cH9Rzqrl1Qjx71jkVGBvRu3YJ6DiKKLrqx43g1wUvl0CFYV6+W5uyTJoVkXRR79E6dYL/7boiGDVHSuTPK//GPSC+JiIiIiIhCzFLzQ6LH7Nmzcdppp6FPnz4AgMOHDwMAcnJypMfl5OTg4MGDAIAjR44gOzsbik+mhqIoaNy4MY4cOVLlueI9K7Oq3y/noovQZtMm71hZuhQ7L7sMUIMT52789tvI8BkXdu2Knb/8EpRjU/jE+78PCq7GDRqgrc+4dNMm7Dl5DRmvpWaLFqGBy+Udl7Vti+3NmgG85qjCiBHAsGGe96Xycl4bFDC+p1GgeA1RsPBaokDw+qFgiOR1lGdIevEVM8HLv//97/jmm2/w/vvvQzNsEVMMzV6EEKZgpZHxMUbV/dFi3c6dO6v+/aZOhXjySSgnO40nHTyIUw8ehPv884Ny7pQ9e6Rx0qBBcf23jkfVXj9Efmhnny2NGx4+jLy8PPO15HIhw5B1ialTkXfKKWFYJcUavhZRMPA6okDxGqJg4bVEgeD1Q8EQzddRTGwbnzNnDl5//XWsWrUKbX0aP+Tm5gKAKYPy6NGj3mzMJk2a4OjRoxBCeH8uhMCxY8dMGZsEIDMTzpEjpSnbyy8H7fCsd0mUeEw1L3fvBnTd9DjLe+9B/e0371ikpsJx1VUhXx8RERERERFFr6gPXt5+++1YuXIlVq1ahVMM2Tdt2rRBbm4uPvnkE+9ceXk5vv76a2+Nyz59+qC4uBj5+fnex+Tn56OkpESqg0mVjI17rKtXAydOBHxc5fBhaD6Zl8JigfuMMwI+LhFFN5GTA9GggXeslJZC8QlSVkhatEgaO8aOBRo2DPn6iIiIiIiIKHpFdfBy5syZWL58ORYtWoTMzEwcPnwYhw8fRnFxMQDPdvCpU6fiiSeewKpVq7B161bcdNNNSEtLw+WXXw4A6NSpEwYPHowZM2bg22+/RX5+PmbMmIEhQ4ZEbTpspLnPOQd6mzbesWK3w7ZiRcDHNWZdunv0AFJTAz4uEUU5RYHb2LRn1y55vGMHLJ9+Ks05Jk4M+dKIiIiIiIgoukV18HLRokUoKirCqFGj0KlTJ+//nn76ae9jbrnlFtx0002YNWsWBg4ciEOHDuGNN95ARkZlW5iFCxeiW7duGD16NMaMGYNu3brhxRdfjMSvFBtU1ZR9aVu2LODDWr7+Whq7uWWcKGEYt45rhkLQtiVLpLGrb1/op58e8nURERERERFRdIvqhj0narFVWVEUzJkzB3PmzKnyMVlZWViwYEEwlxb3HFdfjaQHHoByslaoVlAA9YcfoHfvXu9jst4lUeLSjZmXO3cCFY3ASkpgW75c+rlj0qQwrYyIiIiIiIiiWVRnXlLkiJYt4brgAmkuoMY9RUXQCgqkKWZeEiWO6raNW19/HUphoXesZ2fDOWpU2NZGRERERERE0YvBS6qSqXHPihVAeXm9jmXZuBGKT3dh9ymnQDRuHND6iCh2VLltXAgkLVwo/cwxYQKQlBSupREREREREVEUY/CSquQaOhR6o0besXriBKxr1tTrWBrrXRIlNL19ewhF8Y6VAweglJdD27gR2pYt3nmhKHD85S8RWCERERERERFFIwYvqWpJSXCOHStNWeu5ddzCepdEiS0lBaJlS+9QEQLJBw7AZsi6dA0ZAtGmTbhXR0RERERERFGKwUuqlmP8eGlsWb8eyq+/1u0gTie0jRulKddZZwW6NCKKMca6l+mbN8P61lvSnGPy5HAuiYiIiIiIiKIcg5dULb1rV7h69vSOFSFMXYFrohUUQCktrTxm06bMrCJKQMa6l80WL4bicHjH7rZt4Ro0KNzLIiIiIiIioijG4CXVyGnIvrS98grg03ynJsZ6l65+/QCf2ndElBh0Q+al7ehRaeyYNAlQ+bZERERERERElfgtkWrkGD0aIjnZO1b374f22We1fr7F2Kynf/+grY2IYodx27gvkZQE5zXXhHE1REREREREFAsYvKSaZWbCOXKkNGVbtqx2zxUCGpv1EBHM28Z9OUePhmjUKIyrISIiIiIioljA4CXViuPaa6Wx9Z13oBw/XuPz1F27oB475h2LjAzoXbsGfX1EFP1E8+YQqal+f8ZGPUREREREROQPg5dUK+5zzoG7bVvvWLHbYV2xosbnmepdnnkmYLEEe3lEFAtUFXr79qZpV48ecPfqFYEFERERERERUbRj8JJqR1VN9ehsL79c49NY75KIfPmre+mYNIlNvIiIiIiIiMgvBi+p1hzjxkH4BBi0ggKoP/xQ7XNY75KIfBnrXuqZmXCOGROh1RAREREREVG0Y/CSak20aAHXBRdIc9VlXyqHDkH75ZfK51sscPfuHbL1EVH0c519tjR2jh8PVFEHk4iIiIiIiIjBS6oTx/jx0ti6YgVQXu73sdqGDdLY3aMHgxRECc49YADs06dDb9IEfwwahPI77oj0koiIiIiIiCiKMXhJdeK6+GLojRp5x+qJE7CuWeP3sZavvpLGrHdJRFAUlN93H4p27MCehx4CkpMjvSIiIiIiIiKKYgxeUt0kJcF55ZXSlHXZMr8PtbDeJRERERERERERBYDBS6ozx7XXSmPLp59C2bdPflBREdQtW6QpN4OXRERERERERERUBwxeUp3pXbvC1auXd6wIAdvy5dJjLBs3QtF179jdqRNEdnbY1khERERERERERLGPwUuqF6ch+9L2yiuAT7BSM9a7ZNYlERERERERERHVEYOXVC+OMWMgfBptqAcOwPLpp94x610SEREREREREVGgGLyk+mnYEM6RI6Up68sve/4fpxPaxo3Sz1zsNE5ERERERERERHXE4CXVm2P8eGlsfecdKMePQysogFJW5p3XmzWDaNMm3MsjIiIiIiIiIqIYZ4n0Aih2uc8+G+62baHt3QsAUOx2WFesAOx26XGufv0ARYnAComIiIiIiIiIKJYx85LqT1XNjXuWLTPVu2SzHiIiIiIiIiIiqg8GLykgjquvhlArLyNtyxZY1q2THsNmPUREREREREREVB8MXlJARIsWcF1wgTSn+GwbFxkZ0Lt1C/eyiIiIiIiIiIgoDjB4SQFzGLaO+3L16QNoWhhXQ0RERERERERE8YLBSwqYa+hQ6NnZfn/GepdERERERERERFRfDF5S4Gw2OMeO9fsj1rskIiIiIiIiIqL6YvCSgsLf1nFhtcLdu3cEVkNERERERERERPGAwUsKCr1rV7h69ZLm3D16AKmpEVoRERERERERERHFOgYvKWgcEyZIY9f550dmIUREREREREREFBcYvKSgcY4fD8eYMRCaBlf//rBPnx7pJRERERERERERUQyzRHoBFEc0DWWLF6PsueeApKRIr4aIiIiIiIiIiGIcMy8p+Bi4JCIiIiIiIiKiIGDwkoiIiIiIiIiIiKISg5dEREREREREREQUlRi8JCIiIiIiIiIioqjE4CURERERERERERFFJQYviYiIiIiIiIiIKCoxeElERERERERERERRicFLIiIiIiIiIiIiikoMXhIREREREREREVFUYvCSiIiIiIiIiIiIohKDl0RERERERERERBSVEip4uWjRIpx++unIzc3FgAED8NVXX0V6SURERERERERERFSFhAlevvHGG5g9ezb+9re/4bPPPkOfPn1wxRVXYP/+/ZFeGhEREREREREREfmRMMHLZ599FuPGjcN1112HTp064ZFHHkFubi6WLFkS6aURERERERERERGRHwkRvHQ4HNi8eTMGDRokzQ8aNAgbNmyI0KqIiIiIiIiIiIioOpZILyAcjh07BrfbjZycHGk+JycHR44c8fucnTt3hmNpERPvvx+FFq8fChZeSxQIXj8UDLyOKFC8hihYeC1RIHj9UDBE8jrKy8ur8mcJEbysoCiKNBZCmOYqVPdHi3U7d+6M69+PQovXDwULryUKBK8fCgZeRxQoXkMULLyWKBC8figYovk6Soht49nZ2dA0zZRlefToUVM2ZiKI1ouRYgOvHwoWXksUCF4/FAy8jihQvIYoWHgtUSB4/VAwRPN1lBDBS5vNhh49euCTTz6R5j/55BP07ds3QqsiIiIiIiIiIiKi6iTMtvH/+7//ww033IDevXujb9++WLJkCQ4dOoTrr78+0ksjIiIiIiIiov/f3r0HRVX+cRz/rJmKyriVymq6IJqh460cES9lqI1lXpIa0PAyao5pOjV5A6eLTtMAimmaaWUkJjlSWYilZropGGmTFpWX0pLUKVFiRfKSuPv7g2F/rQKCsruH7f2aYcZ2n33Oc5bPfPf05ZyzAFCO/0zzMioqSn/99ZcWLlyoU6dOqUOHDkpPT5fVavX10gAAAAAAAACUw2S3252+XgQAAAAAAAAAXO0/cc9LAAAAAAAAALUPzUsDePXVVxUZGanWrVurbdu2iomJ0YEDB9zGOJ1OJSQkKCwsTBaLRY888ogOHjzoNiY5OVmDBg1Sy5YtZTabK91mQUGBOnToILPZrIKCguuuMTs7W/369VNQUJC6du2qlJQUt+d3796tkSNHuuZMS0ur4t7jZvlDfjp37iyz2XzNT3R0dBXfBdQEb2apvN/31bkoD7XIuPwhP9Qi3/P2Z9r69evVt29fBQUFKTQ0VJMnT77uGqlDxuYPGaIWGYO3spSWllbu79tsNmvfvn2VrvGnn37S4MGDZbFY1KFDByUlJcnp/P+FlQcPHtTYsWPVtWtXmc1mJSQk3MQ7gurwh/w88sgj5c4bERFxE+8Mqsubn2v79u3T8OHDFRwcLKvVqmHDhunbb7+97hq9cWxE89IAsrOzNXHiRG3dulUbN25U3bp19eijj6qwsNA15rXXXtPy5cuVlJSkHTt2qFmzZhoxYoTOnTvnGnPp0iUNGTJEU6ZMue42p06dqs6dO1dpfceOHVN0dLTCw8O1a9cuPffcc5o9e7YyMjJcY/7++2917NhRiYmJCggIqMbe42b5Q35sNpsOHz7s+tm5c6dMJpMeffTRarwTuFneztLSpUvdfu+jRo2qdDy1yNj8IT/UIt/zZo5WrlypF198UdOnT1dOTo4yMzM1ePDgStdHHTI+f8gQtcgYvJWlqKgot9/34cOHFR0dreDgYN1zzz0Vrq+oqEgjRoxQ8+bNtWPHDiUmJmrZsmV6/fXXXWMuXLggq9Wq559/XsHBwTXwrqCq/CE/a9eudZs3NzdXgYGB1CIv81aWiouL9dhjj8lisejzzz/Xtm3bZLFYFBUV5TbP1bx1bMQ9Lw2ouLhYVqtVaWlpevjhh+V0OhUWFqZJkyZp5syZkko/iO666y69/PLL13xjekZGhsaNGye73V7u/CtWrNDmzZs1Y8YMDR8+XEePHtUdd9xR4XpeeuklZWZmuv3lZvr06Tp06JC2bdt2zfg777xTCxYsUGxs7I3sPm5Sbc+PVPpXoaVLl+rQoUNq2LBhdd8C1BBPZslsNis1NVXDhw+v8nqoRbVLbc+PRC0yAk/lyG63q2PHjkpLS1NkZGSV10Mdqn1qe4YkapFRePoYu8z58+cVFhamZ555RjNmzKhw3DvvvKN58+bp559/djUDFi5cqJSUFB04cEAmk8ltfK9evTRs2DDFx8ffyO7jJtX2/EhSenq6nnrqKeXm5qpVq1bVfQtQQzyVpf379ysyMlLfffedQkJCJJU2Jrt16yabzVZhM9xbx0aceWlAxcXFcjgcrlN58/LydOrUKfXv3981JiAgQL1799aePXuqNff333+v1157TStXrlSdOlX79e/du9dt25I0YMAA7d+/X5cvX67W9uF5tT0/TqdT7733nmJiYjhA9zFPZkmS4uLiFBoaqsjISKWkpMjhcFQ6nlpUu9T2/FCLjMFTObLZbLpy5Yry8/PVs2dPdejQQbGxsTp27Filr6MO1T61PUPUIuPw9OdamY8//ljnz5+/7v/Y7927V7169XI7i2nAgAH6448/lJeXd8Pbh2f4Q35SU1P14IMP0rj0MU9lqV27dmratKnWrl2rS5cu6dKlS1qzZo1atWqlsLCwCl/nrWMjmpcGFBcXp86dOys8PFySdOrUKUlSs2bN3MY1a9ZM+fn5VZ7377//1pNPPqmkpCS1bNmyyq/Lz88vd9slJSVVut8hvKu258dmsykvL09jxoyp8jbgGZ7KkiTNnTtXKSkp+uSTTxQVFaXnn39eixYtqvQ11KLapbbnh1pkDJ7K0bFjx+RwOJScnKxXXnlFa9euVUlJiYYMGaLz589X+DrqUO1T2zNELTIOT36u/VtqaqoGDRoki8VS6biKslT2HIyltufnyJEj2r17t8aOHXvDa0PN8FSWAgMDtWnTJm3YsEEtWrRQixYttGHDBn3yySeVXurtrWOjujU2E2rE3Llz9fXXX2vLli265ZZb3J67+tRtp9NZ7uncFZkzZ4569uxZ6WV2d955p+vf0dHRWrx4cYXbLu9x+JY/5Cc1NVX33nuvunTpUuW1oeZ5MkuSNHv2bNe/u3TpIofDoUWLFmnWrFmSqEW1nT/kh1rke57MkcPh0OXLl5WUlOQ6W+Ctt97S3XffrS1btigqKoo65Af8IUPUImPw9OdamYMHD2rv3r1KT093ezwiIkLHjx+XVHr594cffljhtst7HL7lD/lJTU2VxWLRoEGDbmhtqBmezNKFCxc0bdo09ejRQ6tWrdKVK1e0bNkyPfHEE7LZbGrUqJFPj41oXhpIfHy8NmzYoMzMTNc9BiQpKChIUmlH+9+naJ85c+aaDndldu7cqZMnT2rdunWS/h+o9u3b69lnn9ULL7ygrKws1/jAwEBJUvPmza/p2J85c0Z169bV7bffXr2dhMf4Q35Onz6tzz77TMnJyVVeF2qep7NUnu7du6uoqEj5+flq3rw5tagW84f8UIt8z9M5Kpvn7rvvdj3WpEkTWSwWnThxQpKoQ7WcP2SIWmQM3vxcW716tVq1aqWBAwe6PZ6enq6SkhJJUoMGDSRVnCXp2jOw4Dv+kJ9//vlH69at07hx41S3Li0kX/F0lj744AP99ttv2rp1q6sxumrVKoWEhGjTpk2KiYnx6bERl40bxJw5c/Thhx9q48aNat++vdtzwcHBCgoKks1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 8))\n", "plt.plot(store['Order Date'], store['furniture_sales'], 'b-', label = 'furniture')\n", "plt.plot(store['Order Date'], store['office_sales'], 'r-', label = 'office supplies')\n", "plt.xlabel('Date')\n", "plt.ylabel('Sales')\n", "plt.title('Sales of Furniture and Office Supplies')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "데이터를 살펴보자.\n", " - Furniture와 office supplies는 비슷한 seasonal pattern을 공유한다.\n", " - 연초에는 두 개의 category 모두 sales가 낮다.\n", " - Furniture의 값이 대부분의 경우에서 office supplies보다 높다. 아주 드물게, office supplies가 높은 경우가 있다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "간단한 질문 : Office supplies sales가 furniture sales 보다 큰, 첫 번째 때가 언제일까?" ] }, { "cell_type": "code", "execution_count": 244, "metadata": {}, "outputs": [], "source": [ "first_date = \\\n", " store.ix[np.min(list(np.where(store['office_sales'] > store['furniture_sales'])[0])), 'Order Date']" ] }, { "cell_type": "code", "execution_count": 245, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Office supplies first time produced higher sales than furniture is 2014-07-01.\n" ] } ], "source": [ "print(\"Office supplies first time produced higher sales than furniture is {}.\".format(first_date.date()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Time series analysis with Prophet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "https://research.fb.com/prophet-forecasting-at-scale/\n", "\n", "Prophet은 2017년 Facebook에서 발표한 시계열 데이터 분석 툴입니다. Prophet은 시계열 데이터를 분석하여 yearly, weekly, daily와 같은 서로 다른 time scale에 대하여 패턴을 발견하고 시각화해줍니다. 또한 holiday와 같이 time-series에 영향을 미치는 changepoints에 대한 모델링 기능도 제공해줍니다." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Anaconda를 이용하여 `fbprophet`를 import 합니다." ] }, { "cell_type": "code", "execution_count": 248, "metadata": {}, "outputs": [], "source": [ "from fbprophet import Prophet" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furniture를 `Prophet`을 이용하여 학습합니다. Dataframe의 column은 `ds`, `y`를 갖도록 합니다." ] }, { "cell_type": "code", "execution_count": 252, "metadata": {}, "outputs": [], "source": [ "furniture = \\\n", " furniture.rename(columns={'Order Date': 'ds', 'furniture_sales': 'y'})" ] }, { "cell_type": "code", "execution_count": 253, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 253, "metadata": {}, "output_type": "execute_result" } ], "source": [ "furniture_model = Prophet(interval_width=0.95)\n", "furniture_model.fit(furniture)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Office supplies를 학습합니다." ] }, { "cell_type": "code", "execution_count": 254, "metadata": {}, "outputs": [], "source": [ "office = office.rename(columns={'Order Date': 'ds', 'office_sales': 'y'})" ] }, { "cell_type": "code", "execution_count": 255, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 255, "metadata": {}, "output_type": "execute_result" } ], "source": [ "office_model = Prophet(interval_width=0.95)\n", "office_model.fit(office)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furniture에 대한 forecast를 생성합니다." ] }, { "cell_type": "code", "execution_count": 256, "metadata": {}, "outputs": [], "source": [ "furniture_forecast = furniture_model.make_future_dataframe(periods=36, freq='MS')\n", "furniture_forecast = furniture_model.predict(furniture_forecast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Office supplies에 대한 forecast를 생성합니다." ] }, { "cell_type": "code", "execution_count": 257, "metadata": {}, "outputs": [], "source": [ "office_forecast = office_model.make_future_dataframe(periods=36, freq='MS')\n", "office_forecast = office_model.predict(office_forecast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Furniture의 결과를 시각화합니다." ] }, { "cell_type": "code", "execution_count": 259, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Furniture Sales')" ] }, "execution_count": 259, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 6))\n", "furniture_model.plot(furniture_forecast, xlabel = 'Date', ylabel = 'Sales')\n", "plt.title('Furniture Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Office supplies의 결과를 시각화합니다." ] }, { "cell_type": "code", "execution_count": 261, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Office Supplies Sales')" ] }, "execution_count": 261, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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EJBKB3+93bGARiURw//33W0bBH3vsMYTDYU3nPdVmoK8z3NDQgNtuu83pMlPMmzcPp5xyCn73u9/h1VdfNd1mx44dKatEY2Mj/v3vfxu2SSQSqb+FF+8zQRDeIA8wQRC9xtKlSxGLxfCrX/0KZ5xxBi644AJMnz4diqJg69ateP/99+H3+/Gb3/zG0AWuN85l69atePvtt3HKKafg8ssvR1lZGY4ePYr33nsPN998cyp56aabbsL27dvx5JNP4gtf+AIuuugijBs3Dm1tbaipqcH69esxd+5cVzVyH330USxfvhzV1dU488wzMXz4cLS3t2P79u0pYfjggw9qatYuWrQIDz/8MB588EF89NFHmD59Oj7//HO8+uqruOqqq7Bq1SrL95s9ezZOP/10TR3gXbt24ayzzsLixYtN9znttNMwZcoUXH311amo/eeff4758+fj61//uodRPkFZWRlWr16NK664Aueccw7OP/98TJkyBYFAALW1tfjPf/6Dw4cPo7W1FcFgEB9++CGuvPJKVFdXY9q0aRg5ciRaW1vx+uuvo6WlBXfddReKi4tt31MURSxduhT33nsvZs6cidNPPx1Dhw5FS0sL/vWvf2HXrl3w+/145plnUh7fs846C+eeey5efvllnHPOOZg9ezbq6+uxdu1aTJo0yXUt4UAggFdeeSVV//fss8/GGWecgZKSEtTW1mLHjh3Yt28fduzYgWHDhuHo0aOYNWsWJk2ahBkzZmDMmDGIRCJ4++23sX//fixYsAATJ07MaOwJgnBBX9RaIwhiYLNt2za2aNEidvLJJ7PCwkJWVFTEJk2axG677Tb26aefWu7Xk3WAGUvWan3qqafYl770JVZSUsIKCgrY+PHj2Te+8Q22bds2w/Zr165l8+bNY5WVlSwQCLDhw4ez6upqtnjxYrZ9+3ZX175hwwZ2zz33sC9/+cvspJNOYqFQiBUUFLAvfOEL7Prrr2cffPCB6X579+5l8+bNY4MHD2aFhYXs7LPPZq+88opjHeDPPvuMPfTQQ2zixIksGAyyUaNGsR/84AemtXDV8Y3H4+wnP/kJGzt2LAsGg2z8+PHs3nvvZYlEwtXYmtUBVjl06BC744472MSJE1lBQQErKSlhEyZMYNdccw174YUXmCzLjDHGamtr2U9+8hN2zjnnsBEjRrBgMMiqqqrY+eefz/7617+6GmtZltlbb73FFi9ezM4++2w2atQoFggEWFFREZs8eTK79dZb2ccff2zYr7m5mX33u99lY8eOZaFQiJ188slsyZIlLBKJsLFjx7KxY8dqtjerA6zS2NjIfvrTn7Jp06axoqIiVlhYyE4++WR2+eWXs2effTZVV7q1tZXdd9997Ctf+QobNWoUCwaDrKKigp1zzjns2WefNa0NTBBEz8ExlmY8IwiCIHKSOXPm4P3338fBgwddVw8YN24cDh06BPoZIAhioEEeYIIgCIIgCGJAkTUCeP369Zg3bx5GjRoFjuOwcuVKzescx5n+S09SuOmmmwyvq8kkKolEArfffjvKy8tRXFyMefPm4ciRI31xiQRBEARBEEQWkDUCOBwOY+rUqXj88ccNrUeBZFvV9H+vvfYaAOCaa67RbHfBBRdotnvzzTc1r995551YvXo1XnzxRWzYsAEdHR247LLLIMty710cQRAEQRAEkTVkpQe4pKQEv/nNb2xbg95yyy1Yv359qp0mkIwANzU14fXXXzfdp729HcOHD8eKFStSGee1tbUYO3Ys1q5dq2mNSRAEQRAEQeQnOVkGLRwOY9WqVZoOQiobN25ERUUFhgwZgvPOOw8PPPAAKioqACQ7EomiiLlz56a2HzNmDCZPnowPPvhAI4C7W3CdIAiCIAiC6H/MOlrmpAD+85//jEQigRtvvFHz/MUXX4wFCxZg/PjxqKmpwT333IPzzz8f27ZtQygUQl1dHXieN/STr6ysRF1dXV9eAkEQBEEQBNFP5KQAfvbZZ3HFFVdg+PDhmuevvfba1P+nTZuGGTNmYOzYsXjjjTewYMECy+MxxsBxXK+dL0EQBEEQBJE9ZE0SnFt27tyJrVu34pZbbnHcduTIkRg9ejT2798PABgxYgRkWUZTU5Nmu4aGBlRWVvbK+XrBqn0n4R0ay56BxrFnoHHsOWgsewYax56BxrFn6I9xzDkB/Mwzz2DcuHG44IILHLdtamrC0aNHUVVVBQCYMWMGAoEA3nnnndQ2R44cwZ49e3DOOef02jkTBEEQBEEQ2UPWWCDC4TAOHDgAAFAUBYcPH8bOnTtRVlaGk046CQAQjUbxwgsv4Ec/+pHBshAOh7F8+XJcddVVqKqqQk1NDZYsWYKKigpceeWVAJIm6Jtvvhl33303KioqMGzYMNx1112YPn26K0FNEARBEARB5D5ZEwHeunUrqqurUV1djVgshmXLlqG6uhpLly5NbfOXv/wFkUgEixYtMuzP8zx27dqF+fPnY+LEibjxxhsxadIkbNq0CYMGDUpt9+ijj2LBggVYuHAhzj33XJSUlOC1114Dz/N9cp0EQRAEQRBE/5KVdYCzgf4og1ZfX58VXuR8gMayZ6Bx7BloHHsOGsuegcaxZ6Bx7Bl6exzNyqBlTQSYIAiCIAiCIPoCEsAEQRAEQRDEgIIEMEEQBEEQBDGgIAFMEARBEARBDChIABMEQRAEQRADChLABEEQBEEQxICCBDBBEARBEAQxoCABTBAEQRAEQQwoSAATBEEQBEEQAwoSwARBEARBEISGzoTU36fQq5AAJgiCIAiCIDQcaY/39yn0KiSACYIgCIIgiBSMMTRHxf4+jV6FBDBBEARBEASRQlQY4hIDY6y/T6XXIAFMEARBEARBpBDkpPAVFRLABEEQBEEQxAAgnJDg93EQ5Z4TwFFBgpRFgpoEMEEQBEEQBJEiIioI8RwSktKt4zDG0BBOYOexDmyq7UBMlHvoDLuPv79PgCAIgiAIgsgeRFlBgPchKiooy2B/QVZwuC2OlqgIBUAB70Mhn10xVxLABEEQBEEQRIqEpIDngLjkLWLLGMOexghaYxIKeB+CWSZ60yEBTBAEQRAEQaQQZQa/j/Ps2ZUUhraYhOIA30tn1nNkrzQnCIIgCIIg+hTGGCQl6f31KoAFmYGB643T6nFIABMEQRAEQRAAkqXPFJYUsZLHKhBxUYY/N/QvCWCCIAiCIAgiSVyUAWRWBzgqyuB9uaGASQATBEEQBEEQAICoqMDfJWJljwI4JrLUvtkOCWCCIAiCIAgCABAWZAS6RKzCmCcfsKh0r25wX0ICmCAIgiAIggCQrADBcVzaY/eiNps6vTlBApggCIIgCIIAkGxikY4XASz0YOvk3oYEMEEQBEEQeYEoK91u3zvQSRexfh+HuMvxZIxBJgsEQRAEQRBE39KZkNEaE/v7NHIWxhiktIgvz3GIuRTAksKQQw4I6gRHEARBEER+0ClIyKEgZNahb2TB+zgkRHeqNpeaYAAkgAmCIAiCyBPiYi5JsOwjIZ2oAawiMXcCOJZDTTAAskAQBEEQBJEnCLLiWrClExUkQ/LXQCQsKKkSaCpuk+BiOdQEA6AIMEEQBEEQeYIoK6k2vl440iGgKSqisiSIcUMKckrI9SRRUTY0snBb2iyXmmAAJIAJgiAIgsgTRJkhkzwsSWEo8vvQGhXRFBYwZkgBqgYFNfVwBwKCrgYwAEguS5vlUhMMgCwQBEEQBEHkAZLCIDHmWrCloy7z+30cQn4fatvj2Hq0Ay3RgVVRwszuICPZEc6JXGqCAWSRAF6/fj3mzZuHUaNGgeM4rFy5UvP6TTfdBI7jNP++9KUvabZJJBK4/fbbUV5ejuLiYsybNw9HjhzRbHP48GFcfvnlKC4uRnl5Oe644w4IgtDbl0cQBEEQRC+SrP/LQUGynJcX9OItxPsQ8PmwrymKvQ3hnjvJLMeshjJT3InbXGqCAWSRAA6Hw5g6dSoef/xxFBYWmm5zwQUX4Pjx46l/b775pub1O++8E6tXr8aLL76IDRs2oKOjA5dddhlkWQYAyLKMSy+9FJ2dndiwYQNefPFFvPTSS1i8eHGvXx9BEARBEL1HRJDg5wDGANFjNNIqalzo96FTyK2l/UxJNrIwGQcuaS1x3je3xilrPMCXXHIJLrnkEgDJaK8ZoVAII0aMMH2tvb0dv//977FixQpceOGFAIDnn38eY8eOxbvvvouLLroIf//737F7924cOnQIY8aMAQD8+te/xre//W088MADGDx4cM9fGEEQBEEQvU5EUBDgOUgSgygzBHl3+8kKg52+MxWFeUjCwj/Nc8nIcLHNgOZaEwwgiyLAbti4cSMqKiowceJE3HLLLWhoaEi9tm3bNoiiiLlz56aeGzNmDCZPnowPPvgAALBp0yZMnjw5JX4B4KKLLkIikcC2bdv67kIIgiAIguhRErICH8eB5wDBQzvkZLTYWr0pjOWcvzUTkjWAjfh9HKKi/XjmWhMMIIsiwE5cfPHFWLBgAcaPH4+amhrcc889OP/887Ft2zaEQiHU1dWB53mUl5dr9qusrERdXR0AoK6uDpWVlZrXy8vLwfN8ahsz6uvre/6CTGhpaemT9xkI0Fj2DDSOPQONY89BY9kz5OM41jXFIXfZH2qlTgjFAVf7dSZktLYkEAuYxwTjkoyj/hgK/MbX82kc68ICOiMyYrpSZowxSBEegXjQct/mmIT2dgFx3jquGhMVNPAxRIN9M456vacnZwTwtddem/r/tGnTMGPGDIwdOxZvvPEGFixYYLkfY9qSHlYlTexKnTgNYk/Sl++V79BY9gw0jj0DjWPPQWPZM+TbONaKHfD7ODDGUFwYQGWZeT6RHi6cQDniCJkIXCBZG3fIsGKUFpgL6nwZx3Y+ispC8yhwQcCHyuHFlvsKbTFU+EXbOsBRQUZFRQkGhcylZ1+PY05ZINIZOXIkRo8ejf379wMARowYAVmW0dTUpNmuoaEhNagjRowwRHqbmpogy3Le3MAEQRAEMdBgjEHqSsLiOA6Sh65uMSnpHbbC7+MQc7AA5AN2Ng+nJLhca4IB5LAAbmpqwtGjR1FVVQUAmDFjBgKBAN55553UNkeOHMGePXtwzjnnAABmzZqFPXv2aEqjvfPOOwiFQpgxY0bfXgBBEARBED2CqDBNBzgvVSDiIoPPZhV4oAhgO9+0kwc615pgAFlkgQiHwzhw4AAAQFEUHD58GDt37kRZWRnKysqwfPlyXHXVVaiqqkJNTQ2WLFmCiooKXHnllQCA0tJS3Hzzzbj77rtRUVGBYcOG4a677sL06dNxwQUXAADmzp2LKVOm4IYbbsDDDz+M5uZm3H333bjllluoAgRBEARB5ChxUUZ6IpuXyg2Sg3jzcVzO1bjNBEFWELTw8DoJ4FxMEsyaCPDWrVtRXV2N6upqxGIxLFu2DNXV1Vi6dCl4nseuXbswf/58TJw4ETfeeCMmTZqETZs2YdCgQaljPProo1iwYAEWLlyIc889FyUlJXjttdfA88nSHTzP44033kBRURHOPfdcLFy4EAsWLMBDDz3UX5dNEARBEEQ3iYqKZgneack+HTfizUkk5zoKY5C6UQouFycIWRMBnjNnjm3nlrffftvxGAUFBXjyySfx5JNPWm5z0kkn4fXXX8/oHAmCIAiiN6jvTGBYcTDnfJTZQliQEUgbOy8RYFF29q/mYoTTC4LMkh1ELFBLwZmNk9oEI+BzWXg5S8iaCDBBEARBDFSaYyJED4lbhBZB1lZ8kllStLnBjbj1ElHOReKi7FjF1+r+zMUmGAAJYIIgCILodzoTMgngbmAcO+ZKtCbFm/N2+d4NLiwoCNjU8AWSHmHz53OvCQZAApggCIIg+h1JYYh76F5GaEnoxo7BXSUIt5MOmeW3CI4Ksq0NxK4SRkyU4c89/UsCmCAIgiD6EzX/JZaBAD7YGkNDOGGbQ5PvKIxBH+z1c1xXZQh7rKKaRpin0mq5hlMZM7+Ps5ygxUQZfA5610kAEwRBEEQ/IsgMHDgkRO8Cqy0m4fPWOLYc6cSxjoRr32s+IcjMMAHgfRxiLgRwTFQ0yXN25LNFxamKg4/jIFiUicjFJhgACWCCIAiC6FfiUrKGrZyBeBUYIv/MAAAgAElEQVRlBQW8D0GeQ217HFuOdKC2LTaghHBy/LQkI5bOY6Avn2YFz1lHQPMBN+JesrincrEJBkACmCAIgiD6lXAi2YDA6xI7Y9oErhDvQ4j34XingC21HWiMCD19qlmJOn563EwoRFnRVI+wwm1EORdJljhz3s6uCkQuQgKYIAiCIPqRiJhMQJI8LrFLCgNjRvEW5H0I+X1ojIg9dYpZjVUCl5sqEG4nHW4jyrlIMoHQXcUMM3KxCQZAApggCIIg+hU1suY1kiYqDHaSOZ89q+lYLcG76vDmQbzlaxWIhKS4KmJmNlZqE4xchAQwQRAEQfQjagTNq283LirgbZRLvjdvULGKQLqZALivAuE+WpxrdCYkxxrAACDDeI/mahMMgAQwQRAEQfQrQpcBU2HeosBOCVz5GrHUYyV0nS5f76F2wqtFJVdwXcXB5P7M1SYYAAlggiAIohu0RAdGolVvISvaGrZebAtxSbaNAEuM5b0IlhXrBK5kcpf19XuNXuZqspcTgksLAzPprperTTAAEsAEQRBENzjaQQK4OyRkBSwtAcnLkrykMNsKBpzH4+Uigm789NhNKETFbk8jsmKsN5wPuLXK8Bxn6LiXq00wABLABEEQRDdojYl5KQr6iqggw98lYv0+o8Cww41wyXcBHBMV8DaTADsBLEj2++ph4PLSByy4vOf8Pg5RUS+Ac7MJBkACmCAIgsgQWWEQ5PxuEdvbdCZkBLp8DDzHeWqH7LQkHzARLPlGpyBZdnJzal4RcdkEQ4Uh/xIL9RYcO3jO2HQkV5tgACSACYIgiAxRo4v5Jgr6EkFW4OuKQvI+b+2QnfzCZhG7fCMuMssleL/PfkIRE+091Hp4Dp4i9LmAk4UkHY7jDJOuXPZFkwAmCILoJps3b8YjjzyCzZs39/ep9CkxUYE/D0VBX5LQTR7ctkN2U8GA47w318g17CweThMKJw+1nnycUDhZSPToJ7u52gQDAPz9fQIEQRC5zObNmzF//nwIgoBgMIg1a9Zg5syZ/X1afUJEkFAY4D0t2xNaBEm7DO/WTuK2gkEuCxQ3iGkRdDMkm0mC15ULMwtArhOxsZCYkR7xVZtgBHx8b5xar0MRYIIgiG6wceNGCIIAWZYhCAI2btzY36fUZ8REhiBv77MkrGGMQdJ5KN1GbJMVDJyFSy4vUbvBScQ6lUHzgpkFINeJ2lhIzEi33Uge/MPZCAlggiCIbjB79mwEg0HwPI9gMIjZs2f39yn1GYKiZLzM3hEXERZkJCQl72vVWiEqDLKiFR9uBVaygoGL98hjC4SkMNsIL2A/ochkbPLN726WxMYYw6bD7dh0uN1gs0m36CRXF3KzAgRAFgiCIIhuMXPmTKxZswYbN27E7NmzB4z9AUiKAQ7eW8QyxvBRXRgcx4GDWgEB8Pk48BxwSnkRBofy/+cpLsrgOO3YKSxZa9bJmxoW3FUwUGvXevG65gpJ77n9dVlNKJjaJMTj6n3eRYAFGUFdG+THPjiCNXuaAADzJ5fjB+eOSb3GurrB+X1cTjfBAEgAEwRBdJuZM2cOKOGrIkgKQn4fJI9RMVFh8HE+FAWMi5CSwtAeEweEAA4LisF/qTBAZnAUFk5d4FTU2rVBL+UOcoSIIDmOk9UEwK2FRE8+RdSjogxJYQimTQJEWcEb+5pTj9/8tBm3zxqt9anLCvw+PqebYABkgSAIgiAyIL1+qNcIsChbF15Klq7KryibFRFRNo3iuhFZbisY5GPtWpWIoKRqKFvBYO7bzXRMZJY/3eAaI4Ih+lsfFjTjJcoMbTFJs41aeSOXm2AAJIAJgiCIDEj+CCZ/KL16eJ2WTgeKJ1iUzUWsm+5tbgWcn0uOdz6ScKgAAQAM5o1aEi491HrUCH0+0B43TsCOdRpbmzfHxNT/k9aHrvrfLptgxEQZm490dONMewcSwARBEIRnYuIJ8aGofkqXWEU+VfK9fa+KWQvadIFhh1svKt/l1cxH3JR488F8nCOClPHyfT7YIBTGEBUkw/PHOhKG55oj5gLY6R4UZAUv727EdX/9BEve/gzHO43H7k/y32RFEARB9DgRQUqJWMaSNgi3gsKuexeQf4lGVgiyYliC5jkOCVcRYOO+ZuSzpURfQ9kMtXnFkELt8zEps+V7DsnIc2EgN2vfqnQkJNM60k4RYB/HpSYegsxMawjLCsM7B1qwYnsd6sMnjvfCh/WYO3FYD5x9z0ACmCAIgvBMuv+PAyBIMgr87hYV9bVvDa/nyxqzDbLCICnQJCAB7tohu+kCl04+TijUGsp+hyYMvM+8TnWmNhu/j0NcVICCjHbPGhojIgpNPq/HzSLAUVHzWFIU0yYYjDFsqGnH77cdx6G2uOE46z5vw97GCM4aXdoDV9B9SAATBEEQnhHSRKwqMga73NfJvyojuUTr5O/MZQRZgVUqoGNtW5dd4FTyYclej6gwKMz5/vBxnOn95jVxU8WtRSXb6UzIpp+vYyY2BaMAZoYmGIwx3PdeDdYdbDN9vwK/D/Mnl6NqUKh7J96DkAAmCILoJowxfNoUxReGFeV0VrQX1BrAgLrM7l4UmC39a2AMoswQyuUiow7ERAW8hcB3ith6LeGVjxHguCgDlrVEtJitOIiy9fjbkW4ByFUkhSEuyijS2TgYY6YWiJao1issKczQBONAS8xU/Pp9HOadWo5vnl6JAr8PpQXZIzuz50wIgiByEIUx7K6PoDkqYsyQAscl2XxBrQEMuFu2V3G7fC/IJ46fj3QKkql/EnBuh+y2C9yJ4+W2YDMjKrprBAKYTwAkmYHPcILlZOHJdlqigqn4b49LptHtdA8wkBw7fSWXwzrLg48DLjylDDedMSIV9Y0K2ZWMmb/fLgRBEDa06b7UM0FSGD48HkZCUhDiuQFTvUDWLX8Czsv2Km6WrnkufysXqMRFxTIR0Cli67YLnIrM8q+0XFiQLScQevQWCIUxdOfuyvWIenNUNJ1cHjWJ/qrbpyMDiAjaJhgNYe028yeXY8l5Y7PK8qCHBDBBEAMOhTEcNUn28IIoK9hxrBNKV1tQXk2OGQCk1wBWceszFWRm6X1V8WqpyEUSNlFZxaHZgtsucCqMmdfCzWWsaiiboRf/oszcuics3zuX6RTMP1tmCXAA0BIVtas2DOhIaEsZNkS04rmyJNj9E+1lSAATBDHgEGSGjkTmMaC4KGP7sU7wHFJREL9Ftnk+kl4DWMVthDEuyvA7CBcvlopcxW7CoDD7KKPbLnAqHAckpPyKqHtZbVGTKlWSk4HM769cjqbHJcXy3jPz/wLJFYT2+AkfMAMz3E8NEW0EuKKYBLBr1q9fj3nz5mHUqFHgOA4rV65MvSaKIn784x9j+vTpKC4uRlVVFa677jocPnxYc4w5c+aA4zjNv2uvvVazTWtrK66//nqUlpaitLQU119/PdrazLMWCYLIT+KinHFELCxI2Hk8jKCP04hAH8dByNN6q3rSawCruF0WdmqCoeK2y1QuwrqS/Cxfh/14eo1A5kvlgnQSXiabTDtmUUHKKAFOJZctJY0RASGLBFSzJhgq6TYIP2dcoWkMa8VzRUmgG2fZN2SNAA6Hw5g6dSoef/xxFBZqK1ZHo1Fs374dP/3pT7F9+3asWbMGtbW1uPjiiyFJ2uzERYsW4fjx46l/Tz/9tOb16667Dtu3b8fatWvx1ltvYfv27bj++ut7/foIgsgeOhMSfBlEgERZwUfHwyjw+0wjcG59sLlOeg1gFVmxX7ZXcWqCoZLrPks7RIcyZhzsI5xexybfBDDz2HlQ3w455qKBhtMRu2MpiYkyatuNdXL7graYcfKqctwiAgwAzWmVIHgfB/2CQi5GgLOmCsQll1yCSy65BABw0003aV4rLS3FO++8o3nu6aefxpQpU7Bnzx5MmzYt9XxRURFGjBhh+h579uzBW2+9hY0bN+Kcc85JHefLX/4y9u3bh0mTJvXgFREEka3ERNZVH1RBwEU3LZWoQ2JWPou2dAST6CwDB1FhCDqYU91GdnPdZ2mHUwkvVbCWWjRbcNsFTiVZuit/BHBCNrrIJYXhgX/WYOOhdpxRNQhLzx+H4q4uI36OS7ZD7nqccDkJs0OUFdeNX/R0JiR81hxDAe/D8D70yjLGEBVky+oqZjWAVVpi2nbI/rRiNwlJQVuaRcLHAWVFFAHuNTo6OgAAQ4cO1Ty/atUqlJeXY8qUKfjhD3+Izs7O1GubNm1CSUlJSvwCwLnnnovi4mJ88MEHfXPiBEH0O4KigMF7MfyYqNhmnufqsqhXzMQps3hej9uSXPk8lk4lvPw+63bIXrvAqeRTElxrTDSM3/sH27Du8zaIMsN/jnTg7f0tqdf4rnbIKt1dqelulZKwoGBwiMf+5hg6EpLzDi6IS4rjCkxYkGHl0kpICpoi1pVx9JUgBgVPxE8bdfsNKwrkRD30rIkAe0EQBCxevBiXX345Ro8enXr+uuuuw9ixYzFy5Ejs3r0bS5YswYcffpiKHtfV1WH48OGapUuO41BRUYG6ujrL96uvr++9i0mjpaXFeSPCFTSWPUO+jmNdQwwJmeEIF0FpyP3X4KF2AZ0J2TIBSZQV1PNRw/P5No51jVFDBDIhKahlYQwttB/Pusaoq6h7XFJwLBAzROryYSxr2gSEBev7CAASnRwKEsYSUqLM0NwS8xx95MBQj0jqcS6P4/7mOPSOjh212uv55HgbzqtKhikZY5AiPALxZLS1rjHenSIQkBlDbYIHGxzMaByPtiRSzTQ2tLZg2vAQQv7u1Q/f0xRHgZ/D+CHWZccOtgmICjLiJvfdkU7RdkyOtITRbHGtBxq1do6ykM9025iooIGPIRo03ru9cT9WVlbavp5zAliSJHzzm99EW1sbXn31Vc1r3/nOd1L/nzZtGk4++WScffbZ2L59O8444wwAMP3CYcw+o9ZpEHuSvnyvfIfGsmfIx3GsSbSjlANKSgtQOdh9ncpWXwQhGy9lXFJQWWne5z5fxlFWGErjHSgKaH/EJIVh0OCQ7XgyxlAab0dhwPnHPirKGFo+yHTbXB/LZi6CAockrqDfh8qKYsPzUVHGELETxS7GMB1BNt6buTiOjDHUJDowWDcBaBW0yexh2YdhZWWpxwUBHyqHJ8ezVuzQRCgTkgJBVlAS5F1X1ygK8KgcXgTA+zjWKZ1Qg7WMMdQpDGcMH5xx1FQdEwUAV1yICgtbxXGlEwUWKvfTcLvte0QV7Ximk2hu1jweWVpoum1UkFFRUYJBFkGHvr4fc8oCIUkSvv71r+Ojjz7CP/7xDwwbNsx2+zPPPBM8z2P//v0AgBEjRqChoUGzTMAYQ2NjY05+ERAE4Z1kD3uWUa1ZpyV+hbG89wELsmJax5fn4FgGzmsL33zyraYjuLjvrO6jZBc470LJqbZwrmC1jH9U519t0S3Zp3920+01n7fEcMNLn+Dy53fh5pf34o19za4qTHTHRpF+fI7jwHMcdtWFM7K2AElPscyAQr8Pn7XETO0ZssI0NhA9+gS4kYO0Iro5am3V0DfB6Etfc3fIGQEsiiIWLlyIjz76COvWrbNMdEtn165dkGUZVVVVAIBZs2YhHA5j06ZNqW02bdqESCSi8QUTBJG/JAVcskyiU8tZPW6aPeS7AI6J5gLMzXi6aYKhkm+VC9JxI+ytxjLioQVwOrJDbeFcoT4soFDXwpgxZmjioG/fq4pefRfDv+xqQH2XgPu8NY4HNxzGf7/4MZ7beszWE+u28YsehTGDgOd9HGSFYU9DJKNJSn1EREHXmBTwHHY3RAxiuj0u2Qo+fQLctBElmsd6D3A6+iYYFcXZnwAHZJEFIhwO48CBAwAARVFw+PBh7Ny5E2VlZRg5ciT++7//G1u2bMFrr70GjuNSnt3S0lIUFhbis88+wwsvvIBLLrkE5eXl+OSTT7B48WJUV1fj3HPPBQBMnjwZF198MW699VY8++yzYIzh1ltvxWWXXUYVIAhigBAVTvSw95oYJMoMIb9DlYNuZIfnAmY1gFWcxjMqSI5NMFTyVQCrAsgpRmYlVmOity5wJ+AgyAwenRNZR2dCNjRhaY5Khs56rTEJsnKi2oN6b+qbYBxsiRneoyMh40876/Hih/X4yslDcfXU4Th1uNaOkulkQpAZYCJy/T4OYUHGgeYYJpQXeTpmR/xEXWOO4wCF4dOmqOack/V/rW8cfQ3gqZXFmkTC5phoaRfVJ8HlQgk0IIsiwFu3bkV1dTWqq6sRi8WwbNkyVFdXY+nSpThy5AjWrFmDY8eOYcaMGaiqqkr9+8tf/gIACAaD+Mc//oGLLroIkyZNwh133IG5c+fi3XffBc+f+MS/8MIL+OIXv4i5c+fioosuwhe/+EU8//zz/XXZBEH0MZ0JGYGuHwK3FQmApHBxyvvmOc5bgf4cJGpSA1jFaTy91F9Nlu7K/YilnoSkmAogPVaWBa9d4FR4zmPziCxElBXT5X2z8l0Kg6Y0lxoB1ncwa7SJbMoMePezVvx/az7Fn3ZqE+W9fHekExdlSxNQiPehMSraRlv1CLJisB75fRzaYpImKt7pkHSp7wL3hbJCzURelBnCgvk3YEMONsEAsigCPGfOHNvQv9OywJgxY/D+++87vk9ZWRn+9Kc/eT4/giDyg4R8oo2vlwiwaBG5SYf3da88Ui5gV8fXaTzdNsFw8165ilkbaTPUdsgBXdQu0/rIfh+HiCijDLkhTsxojoqm9pujFh3MWqIihnXVo1W6mmfE0iwkoqygLab1tpYEeVOh96ed9bhmWkWq+om+vbJbOhOSbRWUIr8PxzsSqfN2ojEsImjymSrw+3CwNY5BBTwCPh8EicEfML/vzCwkIweHMKwooBnb5qhomsBWr4sAD6cIMEEQRPYhaJJh3AushCTb9S4A0BVly8OoZTp2Asypdq9XQZtplC2biQiSbS1pFas61ZkuveeDpaQ5Kpo2cbBq4av3AYs6AdwclTQf6aEFfvz161Nw5zmjMaZUW80kLinayGyGnmq7FRSVDkF2feyWmGgpqIsCPnxSH0FDWEDARu21xLQWkuKAD6UhHsOKtGK3ySQyHRVkRNImDH4f51gKMVsgAUwQxIAiPQNfYe6TWaKiAr+D+ZLjuLxINLLDroKBGmWzwmv0Mp+aN6hEXUbBOZjfm5kmXwG53VyEMYZwwnx1Rb98r6KpXMAAQZIhyCwVgW+KavcbXhxAUYDHFacNx/+7ejK+UFaoO56YfriMovFuEiADHFBn05Y4dQ6MacSnGT6Ow2ctMduos34CUTU4BI7jMKxQG4VuMakEoU+AG14ccLXCkQ2QACYIYsDAGIOUFoX00g3OqXuXSj4LYH0GvR7G7MfTq3jLZcFmhdvSbmYR20y7wHl972wkLMiWHnzLCHCaYOV9HOKSolmF0Fd5KE+rXuDjOFTqvKzpgjpTT7UrAcz7DOLcjPaE5Ggn9/s4DCmwj8halUDTtzM28yY35GgCHEACmCByio64mFEEqDs/mvmEqDAo7ISI9cFdTVYgKd7cRDbycdlexaoGsAqHZJTNDOYQHTYjH+sqd0cASwpDd4Yjl8eyPiygwGIFxs4DrKLW/U7/fOoT4MqLtOJN78Nt1h3Prq6uFW6jxlFBcRTYDZ0nyp91B/34jRyUtH8Yrj9mIoDDxghwrkACmCByiIaImJHHdE9jFPubonlRCL87xEUZ6UZeLz9ibisS5LLIcMKqBrCKGmUzI1kD2NuPNUNuRy3NcCuAfBxn2DbZSCRzujs529sQ6be/h1n5s+TzEjosrBH6CHBCYpoVCn35Lr14sxPAycYv3hJeRVmB7PI7OMRzlsJepUOQMqoIoud4p9ECAcDgATaLABtKoOVIEwyABDBB5BThhNwl4rwhyQraYiK2He3M+yoFduhtDF66wbkVtvm4bK9iVwMYsB/PpHjzNjZeIvS5gCgrnlZj9N3GMu0CpyKz7t2fEVHG/qZoxvtniqQwy+8tK/8vYN4MI/36m3T+1XIPAjgTv7+X4AXv49BiEnFNHUtSIJi1xMsA/RiO6rJAZOIBzpUmGAAJYILIKex+COwQZYYA7wPPATuOh1FnUjdzIBAWZE0GvpducG6tJ5mWR8oFnDLYeR+HhGh+7V6aYKhkusycrSRk8ynAZ80xvPdZq6H8lv6ec+tDt4Z1K7FQVhg6ErKhzXBv0xwRLIW/lf8XMLbvjUtaC4++qsFwneDVC0B9BNRrElw44a4CiEpCUtCZMG9B3BgREcysI4oBsyQ4ABhW7MIDHCYPMEEQfYCsMMQymPWrkQqO41Dk96GmNY49DeG8jlaaIcjGJgJuBIFZ+1IrmJK/Ngg3Zcz0UUuViKAYato64SVCnwuYCaD/1Lbjlr/txX3ravCdV/ZqLAb6z2c04y5wXTBrj7YT6meg0O/DgeZYn07ymizKnwH2Arilq3uZSlySNR5quyQ4wFkAev2c6yfgThT5fTjWYR7hbomK3ZwMJYlLClrSaiH7OKCyxDwCbFYGzVAFIkeaYAAkgAkiZ5AUBjmDRKJk4ox2nwK/DxFBwbajHQgL5hGGfMQsiuvGF5lsguHyTbjMmxVkI5s3b8YjjzyCzZs3u7ouq0h5evkpt3Ac162yX9lGe9wogF7d25wSZcc6BWw72pl6TS+wMu0Cp+LnM4+op7fw5cBQ0xrP+DzSsfKMqziV+jpqIRABY/cyRTkhehhjhiQ4fQMHJwHo9d40m4DbwXEc2nQiHkhORqJiz3xv6/2/lSXBlLAeFOI1k9a4pCCaNp6MsZxtgwyQACaInCEhKWDgPC9hWn1J+30cgrwPB1t65ocsFzDLqnYznsn2qS6Tl8DyRrRt3rwZ8+fPxwMPPID58+dj57YtjvtYTdAy7eqWT5OJiEnS0pF2rQBJz6qXFW075O6ORXeaYQhpjWACvA91nYlu5xOIsoL/1Lajw2KZHwAigmz7GTVrg5xOetRWVE5YeNoTsmY8CwM+FAd5zb5DCv1In690JGTNZ9uqXbUVmfjZZTBNhBYAOuISeuobRh9hrhp0QsByHIcyvQ0kzZfcmZA1E5gQz2FwSDuG2QwJYKJPaLMx8xPuiAgS/Bxce1ZVnLK2B4oNwsrG4KYbXNxD8lE++VY3btwIQRAgyzIEQcDOLf923MdqWThT8ZYvdhJJYYZop8KYQcA1p4kdBu31d3csfBznupqJHn0jmEK/D592MyGuPS6hgE92K7MS0w0REQUemjjoa96m+4BLgnyqIYQhAc6k9bBZDd10MZpsV215agYyqaBR5OcNbYrrwyIKbcbEC/r7Ty2BpmJXCcKQAFcS7JGqFH0FCWCiT9AvsxDe6RQUBHnvmccxh8SZfOy2ZUb6Em46brrBefGvJsst5YcAnj17NoLBIHieRyAQxLQzz9a8vnvnNrzwzG+we+e21HP6qKVKplHxfImmt8VEgwWkKSoaJgaGbmNKegQ4rYkLY9h8pANv7mvGf2o7cLA15tgVDMg8Eh8RFUMCaVRUUB/O/Lu9OSoh5PchxHP48Hin6d+6PS5Zds4TZEWzBM8BmFJRrHsPbe1eFUMCnEX1Ar0wbtL9fbxUh8n0a6FTkDWBio5Ez5Q/A4DjugjwyME6AWxIBDwxAdA3wcilGsAAkBsNm4mcpz2e7G3eE6b9gYogKeA4DrKigDH3XjInATxQIsBxUTatQquKjIDNyp3gsgkG0L0oW7Yxc+ZMrFmzBhs3bsT0M7+EknFTUq/t3rkNd33rWoiCiEAwgEf+sApTTp+RsumkZ6inmmBksDqqCupciiyZ0RyVUKBL5DJL4EoXbD50id4Ab+gC9/TmY1i1q8Gwf3HAh+ElQVQUB/ClMaW4dNIwTQJZprWARVkx/A0K/T7UtMRRXhR01d5ZT0SQ4OM4cFzSjrXzeBhnjByUOlay6o2CooB5rO54p6AxJg0vDmDEIK0H1aqUmLEGsLl3tawoADTHThxP9/cRXE4onJrI2MFzyUYgIweHkt3sZOYpmc4OYwTYvhlI+vU3hvUl0HLH/wtQBJjoI2KSnDdLmf2FGlVk8BYFdhJv+dhty4zOhJRa/kzHTa1Zr1Fyt8Xuc4GZM2firrvuwqTp1ZqJ1M7NmyAKIhRFhiiK2Ll5E4CuCYVOZOmbYJhFjq3IxPeejURMkk3NMvxbdM0bVM9uehc4xhhe39ds/j6igprWODYf6cQTm47gzx/Wa17PdCytLCy8j8NnaQLRLXpLiI/jwAH4uD6cEvotUcG26oV+AjFycAhlLpo3ACYVIEwsEIBRADbpIspxl+VhnJrI2BHkfWjsshs0hhM9Vv4MsC6BpmLXDtnQBjmHmmAAJICJPkDu+uLOl6XM/kL1j+mXRZ1ws+1A+NvELGrYuvHsevWv5uN46msAnz5zFgLBAHw8j0AggNNnzgKQjFbpLSDJezc5hmrk+PdPPIS7vnWtowg2E9S5higrptUOzBK40pOM0pPW0rvARUTFUDPYin8ebNM8VleQvGKXTNsUFS3r1VrREZcME3O/j4MgKdjXGAFjDE0R6/JngIkAHhRyrN2roo8A60ugpZ636wbnQQB3Ct5qAOsJCzISkoLWmNxjK6kKYziui+I6RYCb7DzAOWaBIAFM9DqiwuCDeQY+4Y50/xjPAQkPSVZuljzzrd2sGVZLlW5qzXoVtPloK9F7R6ecPgOP/GEVbr79hyn7A2A+njFRTkW/rCLHVpgJ6lyjLS6ZRv/MLBCtMSl1/6S3QxYkJfWD3agTHkGew8hBQVOBpfe6JhO3MhHA1vsUBXzY3+wtIa4xIiJkEskM8D50JGQcaI45inxDB7PBQZPubebCvCmqq19rId7sIqA+zv3qRFxUMrKJqIR4H460x01XEjJF70EfFOIxKKSNoJcX6ZMA0wRw2J2NJFshDzDR6yQkuSuSMXBb8HaXRJp/zO/jEJUUDHW5r6jY+8UCXVGm0oIeONEsRsQ38t8AACAASURBVJDMrSBO3eAy8a/mo6XEbPymnD4jJXxVeM5Y2zU9iVCNHIsiNJFjK9QIfVkPXEN/0WLRyMGsja/CkoJZFXJqY5GoqKQsPPro5WkVxXjs0glQGENrTMI1L34MVddEhGSpKtV/rLAMLD0Kg9M8OiYqSEiKbcQ2nagoW/q6Q7zP0MbYjKMmFgiDZ9WlB7i8yFy82UWAAfeTXS9tkM3w+zgc70x0S0TrMSTA6SpAAGYTgBMCXD8Rq8ihJhgACWCiD4gIyS9ft0tFhJGoIKfayPIcPE0mZAcBzOdR2S47RJkh5DcfBztBkFx69vajo9YHzfXErXTsxi8dswlFug9djRzv3LwJp8+cZRDQepI+y9yePHemfX7Tsepi1hIVU0JOXX1I7wJnTOBKbuvjOAwrCqCsKKDZpjkqYlSXt9Pv4xD3+HlPfj7sv79DvA8N4QTGDCl0PJ7skNwGwLb0mYqpB7jQpQfYZRUIYxkwbQTW7WRXkLrbxjo5xj2ZSO6UAAdYt4NWcrwJBkACmOgDomIyApxPiUF9TWdCTkXQkpUg3I2lWRc4Pb4867ZlhtpFz/J1m+hMMoHL272rMEBmgAu9mBO4iQCmo59Q6B+bRY5tj5fDHmBRVpLiR1dmpDMhoSNhLuybYyImdP1fFVjpXeD0kTdDBzMHARwVFXiJ1SVcTED8Pg4tMQljhjgfrz0ugeO69zeVFYbjnUb/anGQB88hdb9GRQUxUUZh2vgnJAWdaWPv44z1g1XsLBAAEJOSjW/MEmxVGGOQFAV+X/eaRNi9RyY4JcABJ5qBqB9h1Yusb1BSbNJIJNshDzDR64hd7R9z+Uesv4nrlp/dLmEmS+84kw9Z9nYIsgK7S7S7/qggmUbvnMinSYXXEk76CUV3P/u5fH+2xkRT/69evKWTHmVUJ7vpY6ivYKCPXhp9sGmJWxw8R9QjguIqgSsiKK4iok0OzS3c0BQVNffF4C7/qo/jbJftATP7Q8DSWlBWGNCs/7TFJc018j4O9WF7u4aoMCgs+2bDZhMIPT6TbnAtMdFYAzjHKkAAJICJPkBNsMokMeh4RwL7m6LY1xjF3sYIPmmIYFddGB8e70RzxPoHJN/QJ6m5reWZnjhjR6a1QXOFqCDb/oDbdYOLZbh0mU8C2GsJJ0MEuJtj4bX7oZ6P68MZVT7oCVpikrn/18L+AGgFq1oHOV10mQm4dOwqIWQSjFBX8ZzgOWOHNavjddceZGZ/UHHyAesj6FYVIACLbnBp4xnwcZrHZsRF963U+xIzD7UZZqXl9GNYmWP2B4AEMNEHqF+2mURxDrfFERFkxEQZcTG5lCgrDIrC0BrvuWzYbEefBe92LKMOTTC8Hi9XSbeQmGFXpi8uMs+JJzzHmZa9ylUiHks4pU92FebNPmFGd5IKFcbQHBFxuD3evZPIkLCFzeGoTXfMdEGlIHn96fenswXC3gfr9fOebr+wI+T3GaLTemSFIdoDnw2DeEuLXuonAHqBqvf/WiXApY5XbG+DCAv2de7DLiPofY0+AlxlEgEGjOPZFBXRoG+CkWMJcAAJYKIPUH8MFY9fugpjsFqo4zjvLYFzFYUx6PMH3UbT3UYv87FsVzpOzUDsaitn0jo2mbiVPwI4ajIJaIqI+PX6Q7j3vYOoadU2QlDUyhlIToC7G3yVGBy97FYIMkOA53C0PdHnlWgEWUHCYmJl1gRDRS+wBFnr5W90SOCys0AA3iPqXjobhgXZ9m+VrBfc/e8bfQWN9OilUzMMJwuJHjMBmI7fB4MgTCcsyD3u3+0uUUFGW1oQieesk9iM3eAkkzbIFAEmCA3pyUcy8ya0RJnB7pdzoHiKE5JiGAe33dskk/alZuR7NzinEkR23eAysYd4KZCfC5jV4X1o42G8+WkL1n3ehp+9e1BjMWBppbaSCVTdHAuW+edd6PK7Fvp92NvVYKG7JCTFcdkbSEYerfzjthaItCV7H5KWAfXjGRNlTQIXzwFDdZUP7JoXAL3b2IWBoS1mvTrXGBVR2ANiUD9+o2wsEM0xew+wowC2aQcMJDu12UW+s9EOpa8AMWJQyHKly2xCletNMAASwEQvo0/C8iKynDKP81mwpRMVZFP/pZsvVS+Rm2z8ku4pnFod23WDy7RJSKYRy2xDVhgiusiprDBsPdqZelzbntCICg4nhGe8B8o/MbCMbTqqDYjjOAgyw5EesEI0hBPY1xR1/Bu3xqw7mZnVAFZpSUva4n0cwoKc+h41LN8XBw2rG3pPcIsuCUyGt/vTyySw0M+jPmwt7iOJ7vt/AfMucCpOEXB9EwyrNsgnjqeLKJsI/IhobYPw8j3cV7hJgFMxG89GXeJfrrVBBkgAE71MPC15xuuPmNMPZz4LtnQ6LPyrboSZl0lCvnaD0ycQmWHVDY6lLeV7JV9WKFpjoqEKclNUNIypsUVscjwjQvcFsJ/juhKJvBMRT/gvQ7wPtR1CxsdSaY3J8HNArYOYjgjmnylRVgw+3nSaY2IqUu33cWiPSakfa8PyvYl4M1RB0CWBuflMqHgtgQckPfdmkXaFMceui25gjOGowQLh3gPstg1y6nj6iLpJtNcHozdbxWkC3h/YJRHqMUbUKQJMEI5EBCn14+fnOE9fBE4/nGqzgXwnYeJf9Xd1b3PC7STB7fFykWQJIvttrLrBZdIEQyVffNUNYSHVRUzFbPk+XWSlTyic/Nd6zD7T3ekkKepsQIU8h31N3tr26s8vKiY9ncc7EpafsYSkWEb+6sKC5p4sLwpoxliUWaoNsI/j0JE48T3qZvl+SEGydqtKZ0LW2Fg4AAmXFp3kxNhj0hyDaRvjjoTkuaa2GR0JGZG04wd5TiPSnGr3GptgOCTBueguF/L7DFFRwLkGeX+hX4GwSoADjBHwxojoeQyzEWqEQfQqMZGlvrjVjmNuW5oKMrP94VR72ttl9+cDZv5LN4KVMecmGF6Ol6u4LUFktjohZtAEw+54uQZjDJ0J2bCMb7Z836xbtk+Iyeu3W/4NCzI+bYpiT2Okq9RhFI0RASNYB+6sHoSzz5yROl5M7JlIPMcl/dlH2hMYXWod9bI7Z/VPG/D58HlLHJOGFxm2a4mJsOoKbIy+BdEclTSVDZqjIgaFkj/RgswwKGjVBMMogHlfsnZrukhpiYmo6rIJ8BznWgAnJMXzFLCA53C8U0idv0pP1P8FzKOX6b8VdpYFWWEGQexsgbD3VKuERRmyok0YTdoAs+83ytgFzvqzoJ9QHG6LayZwpQV+1y2wswkSwESvIqUJMJ6DZUa0GU7Z92rmfiC3ms94RpCNrYx9XX5GOyQXkU8vx8tV3JaCM/M5xkTzFrZu8Fr1JBsJC7Lp8rdZBFi/zKx+9iVF+/N/vDOBF3bW48O6MGrbzbyiHI5zpfjJUy/giduR6hgnZRhFE00i0CGeQ21bDBUlAQQ9CrL6sIAC/4lJfXNURFSQUBTU/py2RkXLYxsqGHSJD60AljBu6IltTnSBcxd5Kyvya4RaU+SEAA7wHOIJd9/FEcG+y5kZPo5Du0mZyogge1oNsEIv3kbpxNvQruYV6h3THpdS3dpaY5Lme3FwiHcUb3qBbNVemUdygjIi7XySbextD98vHO+wtpDoKdONp/6rLRftDwBZIIheJn150GqZ2QqnxAu7zP18QWHWvmnJYYLgdfne6Xi5StihCYaKmQc64rIBgBleq55kI3VhAYUmv956AQKY1JrtGs/07wBJYbjzjQN4fV+zhfg9gTx0NHZu3mQ4nlesvNghvw97GyKej9eZ0Iq4Qj+H/c0xw3ZhmxUVswimXfOKwsCJn2q3FQwMoi29sgTHIe5ywhuTZGSyyCbKisa2ojBmmWjqlaMO4s2seUVrVxTYawIcYKyy0RaTTD3UIb/P8PdxqkHeH8REGcd1n+Eqmwiw38eh1KJVNGBdPi3bIQFM9Cr6qKKXZWGnpCy7zP18wawEmopTEksyAdH9e+VrVQ1BdlfE38wuksigCUY6uT6m7XHJdOzMatjqBbCsMEMN6/1NUdTb1EtNhysZhtNnzko9zmQs7Zpw+DgOEVFBnU1DCj2yYkzi4rjk91B6BDwhKbYTeP34jRocNCwzp/tMi9OWuRqj9k0wVMxqt6YTd/ndKbr8/OgJ8T7UpUW6OxNSj+VsuEngsqoF7DaCnk6A92kEIEMyOdSMsCBrJr5mORz9ze76iOZzMXJwEMVB41Jq+m+w3laSzvAcbIIBkAAmepFkBr32S9ZtRMyNf9Uqcz+fiInWX55OVQbcLv2r5KsFwm3k0KwbXCZNMFS6U7orG4hLCgQLn6hpBFgnCJLdy5jGfq0vns8BGDekABdPKMM3vlipea3ilCkp+wOQWT3m5D1tvV+h32dbjkxPW1wy/dEs9PvwWUs0JfCaoyICNr+u+i5wIweFHEt3qbitYODkW411ddV0ItPqMLyP0zRaaIqIhmTKTHHjX7WqhOG1AkRqO4OgNq917APQnDZJMcvh6G92HA9rHldXDTLdriOt3rT+fkqHIsAEoSOZfa8VYG5LQ0km++rxaqnIRTptWtA6/XjFPS5d5vpyvRVuf4BUT3k63SllxnusepJt1IcTCJrcQJ0JSdOIQcVQa1ZhiOuaYOgTuC47dRhWXj0Z/3veWPz31OGa18KyNiKViaXEqZY4kEySjAju2qo3RQSELD5UCjuxNN8Wlyx9s4wxHNdFMKsGhxzbFwPJCVprWkIXB2th4iSoOXDodHHd3fkMxEQ5JaDDPeT/BYxtkEeZ+FeNlhLVAuEtAU7FqbKESsjvQ0NaNYhsDCzsNAjgEsd97AUwRYC7xfr16zFv3jyMGjUKHMdh5cqVmtcZY1i+fDlGjhyJwsJCzJkzB7t379Zs09raiuuvvx6lpaUoLS3F9ddfj7a2Ns02u3btwnnnnYfCwkKMGjUK991334AopdUfCF0Z9Lt3bsMLz/wGu3duc/0DltzXmVyOsLkhLiqWS/BOgkBSvC1d5mM3OLM20laYecq7c3/lukWnLSaZriBYRUxbYqLmfmTg0BHXeqj1EeD0yNHgAr9m24io6EqfeY+oRwTF0f9d4CEK3GHTxCHE+3C0PQ5ZYQgnrIVlS0zSdCYsDvhQGuItBVs6evFWVuS3XOVxEsBBP2eYtJjRnYlxwMehISwm6//2UBvquKRoxsbHAZUmTRisurc1uaiiYYbbRDgACAtSqkxntgVpoqKMvY1a7/vpJhFgSWEoDPhS+kh/f6aTi00wgCwSwOFwGFOnTsXjjz+OwsJCw+u//vWv8fDDD+PJJ5/Eli1bUFFRgQsvvBCdnSe6EV133XXYvn071q5di7feegvbt2/H9ddfn3q9o6MDF154ISorK7FlyxY88cQTePDBB/HII4/0yTUONGKijE8/2o67vnUtfv/EQ7jrW9fi4w+3uSrNlZDc+VczWRbNJexb+NoLgkwiN/nWXERwaKedjl6wmll4vOC16okZ/RWVlxRm2cRBH71UURg0mf8M0NSvBexLePk4DmWF9svMgouIbjoxF13ofByHlqjoGAgRZMXxM8X7OOxtjNh+LvXRy5GDQ+A4ztYDrOLFv+okgH0cZ1qrN53u1rAN8D60REVEBNlxRc8tev9vRXHQNNpuVbvXWL/WnQC2S1I00HVPJVwGcvqSj3X+3zGlIVMbiCArGFYYSG37/7P35uFyVXXW8NrnnJruPOTm3gxkYEiABEhMGEUUFJzFARVnGm3t99FuedBP7fZ7EV9bPnsQfZUeRI3QDKZVUFsbEVpFQAKBQAgZICETyc2dx5rPtL8/6p6qs4czVVVu6sa7nofnITWce2rXqbPX/u31W4u/Pt0IO4aNNhYNQ4Df8pa34JZbbsE111wDRWFPi1KKb3/72/jSl76E97znPVi7di3uvPNOpNNp3HvvvQCAPXv24MEHH8Ttt9+OSy65BBdffDG+973v4de//jVeeuklAMA999yDXC6HO++8E2vXrsV73vMefPGLX8Stt946XwU+DsgZFnY+8yQM3YBtWzAMAzuefjJUldEdoOGHk70CHLR970dYqyGzJ1saXMGwQvtg8Jpys4oELDdqlejkDAu7q3ApqAfGsrrnApTXrzLvc5E2lYjb3kEEzo+0aa50ubDgQzC8YNvAlE/VFihpWIMkrJpCMJm3kPCxDfNq4AqjARbGz4eUhCFs+QACzEfZV4OMYWHQZR1XKwT9r4d9V9gmuAVN4aqX3c3hCXBypgGwYIa//8wWnjuWZv69zkP+QAF0pLTyfO0lgSAI10ho2hStCVXabHei0DAE2A8HDx7E4OAgrrrqqvJjqVQKl112GZ544gkAwJYtW9DS0oJLLrmk/JpXv/rVaG5uZl7zmte8hqkwv/GNb8SxY8dw6NCh2fkwf0YoGBSvuvASxOIxKKqKWCyGczZeFKoymTdpKAJ8supWAQRun6nEPx0rqpzhZAzDSOtWaA9TnrCWtHu1TV+1SEpyuoXRnI50ADE7HhjNGZ7eqLx/qBvjAYSVrwAv5LrHgwhwVElJWP1lKqbgWIAt20Te29fXjea44nvvEj2AS+ShLaEy78sJEhBx+96vgasjxabBTRctYYFrBUgTdNOumSSoAIbSxbrpf0UHDbl9l0xSQimtugkuUgUYpcVfuhD+/jNb4PW/MvkDUCKHLQkNzhXj5QLhJ8NxYNql+XxtX0tDOWLMiSCMwcFBAEBvL9sl3Nvbi/7+/vJrenp6mNU+IQQLFy4sv39wcBBLly4VjuE8t3LlSunfHxoaqs8HCcD4+Pis/J3ZwuBYAX3LVuIr374du557BmvWb8TiZSvRPziI9oT/pTc4VkCYua5g2uiP5YUf4MkwlkXTxthEHilNvmK2KMWRogoqqYBQSjEylo/UdW1TiiN5FSRXOd5cH8ejE0XkJCJg06ZQCCQR00CHXZogxvImpqZ0FGqYwAiABchWNY6vTOkwihae2pvGOQuTVZ9DVFBK8cpQ3pPsHR73rkofHpnC6c1W+ThTRQvmjH2URSlGOfKhFjMYG6/EEreoLBl7ZXQKY52V76+QJuik4aviQ8N5KCGdUIqWjU6a8Zygjwzm6kJmDo5OM/9uU02MzVwfHQkFo/nKGOwfGMUi1yLhyDhbvWsmlffK0BZXMVlkj7dwhshMT0/BsCn2WRn0epDAgbSO6ZyFXA1WgECpl6HoZ4sRAQdGpph/d2iWdAwUg73WRjJFHBkeYxZlcYXAyE5hLBf8+TSTXSANpQsYGx/H9PSU9PW6aWNigkgbSU8U8oYtxIAvTxrS8TNtislYARPjeeQ1BYouJ/xdCcX3GrRo6V57dncSI8PeEeTHY67hOSOPOUGAHfBbWZRSgfDyCHqNI33w2yYLGsR6Yjb/1vHGMSsNAuCSyy7HJZddDqC0JdnSnkSvx6rdwaCdDiXdzBkWuha0IiWJg5vrYzmZN9BtZqWfzUFTTEWvJIZVt2x0FtNoijjppCTHm8vjOIIMUlwV8MfPD+EHzxxDW1LD196wEmt72S3A3t5SRUSfzGOhZlQdhAGUbv69vW0zx402jhNKFjHDRt60oTSn0DNLjSaTBQMdxRwTvuDGSH7A871FEkd3VyXsPKGbaJ1JSBvLGYykpC2hYvHCBcz7F3fqACoVqgJizPFiKkEXEqHHsq04FTqitWjaUJqT6JVYauUMC22FNJrqEDs5Vhxh/r2qrwvdXaVrrqdlBKP5Ckmw483o7qpcn2mLJVvLe9qZ8eGxsGUYk8VKSIcda0Z3V3P5391dXYhpCnoXNsvejik1h96m+jSv1QtjOkuUTu/tRHdXh/C6ljYbwLHyv6eKFswY+zkXtMSwoLs71N89NaYDGKwcT7fLY+/1HYzmDF/3hNnGU0emmBS3Ze0JnL5kofS1hABL+lpw1JxCUlOF8XSwqL3J8/NbNgVIqcocxk99tueaxqrNe6Cvrw9ApRLsYHh4uDxgfX19GB4eZrS8lFKMjIwwr5EdA5jbk3yjQqZBVRUSypYqSgPXyaZbdZAuelspOfCKhzWqbL442dLgeFeHybyBHzxzDBYtJUP98BmWzLmvpbwRTobjh1qaNJ3fSUpTcHCiMGt9CkNpw1OvaVg2hrPeEgh+W7jVFQ88nAnuvhckEBJv4bCwImq4E5qCoYy8yjWc0X11vVHAb+G7NaxBVlt+TYQyhLHuytVRRjUb8Bs/NxKawuhNLQrsH2cT+3pC6n8BUVM8kTcDJXjdqcaqMT53LJz8AQDiqgJCSHlHJKEpaE2IC0BexuTAphQ2gPNCkt8TgTlBgFeuXIm+vj48/PDD5ccKhQIee+yxsub34osvRiaTwZYtlejMLVu2IJvNMq957LHHUCgUyq95+OGHsXjxYqxYsWJ2PsyfCbzspxRCQunywmp7T0bdqoNcCALm1ehWNO2q8ucbccKrFjalwuLowESBIUUHJwrCexzUEoLhPl61xNW9CKSgODpV8Hl1OEzkDcapQYbpojz9DQCGMgb8LhE/XWQYBwMxbICPV466MI429hndlP6mpgtWXSbxnG4x4RCaQhgruCCdadQUs6AwDGAmtc7jS200VxjTpkJy3xKfCF+egPLb/2HdC4ASIWxzEUCbgvkuZagmQe94Yvsg5/+7WN4AZ1Na3jlxF2FkVmiyEAybUlg2xbpFLTUXEY4nGoYAZzIZbN++Hdu3b4dt23jllVewfft2vPLKKyCE4IYbbsA3vvEN3H///di5cyeuu+46tLS04IMf/CAA4KyzzsKb3vQmfOpTn8KTTz6JLVu24FOf+hTe9ra3YfXq1QBKNmlNTU247rrrsHPnTtx///34xje+gRtvvLHhLtS5DsPynviDqoxRKjcnMwEOY6HlNXFldbOqCbsW0/tGQ7poCmSN78CfLJjMGLrT4KIsBg6M5/HHg5NCQ5ENYMtTT+F73/setm7dGvp4lFLmd5JQFfRP6zUvUI5NF7F7OIOhjLzhK29YvqSH78DnJze+YusGXzmWkQ+xYskSjCifv2jZkVsY46oiECybUuSM+jQi8g4afS1x5nfqF4Zh2VQgxEEhDvzz4xICTACkPYhco90PRrI6Mzd0JDU0+bgK8AuAl0ZYAhw2BMPreLIFRRAefnkc/+/DB/Dz3SOz6j6V0S3s5RYA5/XJCbBhUbTES/TQ/Rvnq+CAPATDtCnWLW5tuAZAHg1zds888wzWr1+P9evXI5/P4ytf+QrWr1+Pm266CQDwhS98ATfeeCM+/elPY+PGjRgYGMBDDz2E1tZKCf+ee+7Beeedh6uuugpvfOMbcd555+Guu+4qP9/e3o6HH34Yx44dw8aNG/HpT38an/vc53DjjTfO+uc92VE0LRCP33bQJOZUbtwBGl4IW1GeiwiTIua1xR7WRYPHyeSqMSyJXh2QBB64/VbdaXBhrqt9Yzl86bf7cf39L+IrvzuI6+57kZH47Hl+G979znfh29/+Nq6++urQJFi3xCRETSE4OJH3eEc4ZHULKU3FgfE8Dk+KxxpM+2/18wuI1QtYvbhXPCwQtgLsTzCihLXk9GhR4EBpjEe4zzAtWUhVC95BY1Gbvw3cuCv1bSLPnkdbQg3UN3vFAbuR1BSMeixcGm1HSPRQjlYB3zfGXvNhHSC8jhfkBMFjz3AWX3/kMB4/PIX/+8RR/PqlsUjvrwUvDGaY62dFR9LT29ekQPOMfCmmuhdo4uv53gTTpljUKvdmbjQ0jEDlda97ne9qiBCCm2++GTfffLPna7q6unD33Xf7/p1zzjkHjz76aLWnOY+QyBk2NI/u1zAEeM/z2/B3n/wQDN1ALB7DrZs2Y826DR7HO/kqwE4FUFP8m24slEgB37leLZF10uUaVbMVBZmiGL3KEzigVBVztvGcNLimmArLpp4pYkenCti0bQC/P8AmTQ5ldDx1ZBqXrSw15bzwzJMwDB22bUPXdTz++OO44IILAs+djxAGZshZRsey9mToxi438oYF06aIq0BKUzEwrSNv2Fi9oKm8AzZV9N854C281vY2Y5fLq9gJlJDtqAkWaBLy0Z7UoBKUq3xZ3ULBtJmFTGgCbFhVLQILhoW8YZWbT0eyBlJVjLcMfAWd37730+yK+t9g/WrQggIoza05iR+wYdmhQotmE/2cVd1iH/kDII4nb8tXKwEezxlAS/hr48kjrAPIpm0DeMNpnb6NzkHI6Ra+9/QxHJkq4F1n9+A1K8SGQAB4TrA/844/JqhIIFTXb1kugWAfMywbLQEuT42Cxqfo85iTyBreEaRB5Cyr29i17SkmQGP71i2er2+0KkU9IKsASkHl25TVBoRQGj1uthFh2lQqjZFF3o5KvGa9Jv+RrI5vPv4KPvqzPQL5dTDoavZaf/7FiMViUFUV8Xgcl156aajzTxdtqQ1ZUlOwb8zbSsgPo1mdOWZSUzBdMLFjMAPLpjAsW0qE3OAXEKd1pRi3CMOmSBflx+BjkGUETpEkook64HALXsOKFgXuIKkpOOr6nGmf+OOokKXAueFXYRQr6MHkjZdUyCQQQMkeiy9AGTatW+W7XtjDSRiWd/jbA/LJgjzCLCLcqFUCwS+AJvImfr57NNIxeNz53CB+uWcUzx7L4Cu/OyjonB1sH+ACMDz0v0CJ9DqLx2RM8QzDUAnQxZFiG4hkv3kiMTfOch5zDn4JTJbt3xiUN2286oKLmQCNdRdc7PO3GuwuXQfkJRVAGahHHHK1CWSERI+bbURM5g3I1l8DkhQz97a9kwZn2BTUpSCllOLe54fwoZ/sxq9eHPMlBu5J8Zz1G3H7PT/FZz/7Wfzyl78MVf0FSlUdWfVSIQTTRRPTVYRjTBbEY8ZVBaZF8Wz/NI5NFwMrpvz4LWlLiI1bHtvpYQmcHwlMqAqmiiEJcJXsTSEEE3lzZheGouDjkhAVQQ4Gfk1wUR0gABlhk183FqVMCiJQ8u5ttAamXVwy4tpeuX2bgyALMr8kPRn4E8YvLwAAIABJREFUinpUCYQsRObHO4YCI6m9QCnF7/ZPlP9tU+DfnuoX5td00cTLnPxjnYf+F2BlD02aUi5a8YvTBc0xYceIgIQKjGkEzI2znMecg59+ksK/amtYNtau34hbN23Gx//6877yB+Dk0q06yHhUAHloRG4rV+2ioJq0rUbEWE7U/6aLJqYl1Ul3VcxJgysYNhMFvGMwi9ufPia9rlu4Jhz38VSF4MxzN+BTn/pUaPIL+DtQNGkqXo5YBaaUelZ3VaVU7TkyVfS95iil6Oc1rK3xULpIy6ZCillYAsyPZzbk9VmLg4FpUUwXTYzndGYLuFYIMb7cFn5HSmMa96aLlabEqA4QANCZijHHmyrIXS4SqoIx7vsJG0c/W5gsmDjikkAoBFgt8UA3Z3YzAH8CTCASuiB4xSuHBf/9A6Udhp+8MBzpOA4OTxaEKvT2gQy2vMJKLV4YzDKL9pWdSXRI5AwO4q57ZyKmliVJfa3sNbdIIkFRCeaMhG6eAM/juMBv8nE3GsnfW3puzboN+NAnP+NLfoGKbvVkQtajAshDVYjg42lTimprVieLq4aM6Moa4ADJFrtNhcl/53CGfxuWtCXwvy9fgf99+XLmcX5CsqrQUQY14BVN0RHAD3nT9vSMBkrEnyfyPCYLJqOhTGoKOlOaQArGJVXGyYLJdO+3JlRP3SNfBeXHM+wCrRYP5pRGcGy6iDGfSOioMG2KoYy4gHBDUwg6uG17pxGOH4cwFWBNIehIiv61stfxv5l6+GDXE7uH2Orv6V0paTBJ0arsisk0qw46U8ERvjzECnD4nZiCaTNNjW78dOcwJn0cVLzwTH9a+vi/be1nikzP8fIHH/0vAMQUxfX/lTE6q6cJq7pTAEoLiHecuYB/K1M9bnTME+B5HBf4TT4K/AlydE3vyaFbdSNsuIemEKGxw7BoVPvTMurhqjGb1j4yFE1bWgGXVV8AkQCbFhVcNEa4gIR3nLkAd15zFl5/WicWcGb6MkIdFUEOIClNwYCkoc8LI1kdyRq3JYXt+9Y4CCGhKsBhGuAc+FmBAaUO9aDfR8lKsfrrkBCCqYKFtF6/xeBQRmeqcF0pTboI8BpPoQIcsnrZ3RxOt8ovLPwWTCcCOzn5wxoP+QMBBWbq3jLbLgdR9b9AbS4QMvmVg7xh497nhyKfjxcBPjJVxK9frGiLt3MNcOt9AjBMm6IpVrn3xVTiDCcUQvDdt6/C196wEre/czWuOK1TeP9ccH9wMHfOdB5zBkE+vmpAlTHy1iU9OXSrbkRJt+Or3yX9avWTV62uGsemdcFLdTYxljMgS/HlCVz59VzlRbfEYADew3b94orBO08w+Ekx6u6EGZK8ZXQr9LGn6hDkIGzfzzRwhdEAD2fCb98HkQyFIDDMox7pkITUd2eJbyDkG+AceOmAq3GB8DseD92ymXFrtBCMXUPh9L8qIWX5UktcRdyjIhnVAQIQG77G80bohRav/+V/jj/fM+qbsshDt2yB2Lrxo2cHkdEtTBdE/e+5PhVgw7LR6nJxUAiBe5mW0BS8ZkUHzlggyk8AeI53I2KeAM+j7ghKYPLbZqczCTJRoEqqoHMZlNJIGl7+tQXDglaDbrFWV42sbuGVyeIJs1AazxnSKoRXBYbfsrcpFSZ/3sHAnX7UnlCZanHOsJlAjKhEomjaTAOeFwiAsVzwhOmn/40CLwJXTQXYb/tePB77/cQVgomAreeiGT0Eg0dCVepmfwaI47fEiwBLnBsopVW5QJSOF44Aa4Rg2rWwaCR/ddOm2DPCVYAXyklcTCVQZn6Psh0KB1Eb4AAxDtimJceWMODvP284rZP5Dg2L4q7nBkOfy66hLDPvdSQ1pu9hqmDix88P4fnBDDMbn9aVFGQxbtgUSHI7E16WpuJ76ZxpgAPmCfA8jgOCJh+FEE+Cx3ffh4HTuX+yIKr9EE9Y81X6n5b/fo0TX6mBi6K/DtG9DvaN5kITal4T7cCrAjyeN5hFl01Fv9BhTrvZ01KZuEqTLL9tXyESUdcTWd0MFWOd0BQMZYK3YDO6VRc7K95CbvGMfjWMBjiMBZqDoE57QkTdO4+MbjfcVmy/x/jxEMMrzFLzmutLbIopvglobgRJShzEVVK+bvkkwhONl8dyDCFf0BRDb4ucwMY1hdGteumAwywgnDh1d6Mxf7zxQrjFJf/7Wd6RxMfW9zGP/fdLYzg6FW737GlO/nDRKW34wLkLmcd+unMYD+0bZx5b5yN/AACiEKGKG3Y+MSzKLBAaHY11h5jHSYEwk4+Xvky3om/fqwpB0WicakWtKBgWPGP0JOArjHmjtiCLWrd9datUBTg2rddtC3k4o3sSWDdyM2EPMnhpgG1aatJyQAG45/6CaTMNQgoRJ0F+a9RNMuyIuxql30+47y+MDGIkayAZhlEHYLYqwGHSywqm5bsgKpgWGm0nltdsyzroAfl4jggNcOH1q2Ebtwgh5Z0L06ZoJAnwziFR/+tlsxlXFKZi6eX0wEsgimZJ+kRIqYqciqnoaophRWcSSZemiv9+JkISYL4CvKg1gTet6mZ2AmwK3PHsQKjjPXOUdXo4f2kr3nfOQmbBo1sUjx2eYl4X1ACnEQgBQmEXkyZFTaEes415AjyPuiMfYvLxIinVbt83WsNGLZgomIgr7E/Tsinu3zWCrz9yCE8dYW9oNmV9lWsdi1pdNRxCrioEhydrrwIXTBuElCaQoAa7ES7swYGsA98Nt9WWAsByLcJ48ragSfS+DKpaRpGV6JYtTEBeUCTnxyNdNEMfzw+ihVeJhIXRAPPb9wt9CFxHUmP0kemiJVj9WZQg6yPrqDYE43hCSIGLoAGuVv4A+KfL8cib9kzVM/pO3PGEoP9dKNf/mjZFKkbYCrBHIxzfvAoAG5e24bxFrVjT24LVPU1Y0ZnCwpYEklqF1PHHk7lqyCDsoLTFoSkE129gq8C/2z+BA+P+keeTeQN7OV3vhsWtSMVUfHzDYs/3EQDn+fj/ApC6noSdkwnovAZ4Hn/eMENMPl5BDdkqt+8brWGjFkxLAgsefnkc39lyFA+/PIEv/vYAjrrkBTZlCVbtY1G9q4ZlUzhcRVMIhjJ6zecznjMQUwgsO9j6ayovv36GuQ58Hm7SltAUxjGBb+Ba2CJOnEFVUDPCcMp8nb2Q0BTh/NywKWX0yNWiYNpM5VAhQO/MOLQmVKZinTdsQaIgSiC8CZyqEGmzkRsJlWDCxzaqHk1w9YTMQ5kPwXAg80GuhQAL16bPuFFa0vDnDUuQ4ZxId5ewDhBOA5eqkPL5emmA+Qqw365ZTCXlHYdqKsCUUs8dgMtP7cSpnZVEOwrgh9v8q8DbjrHyh1XdqbKv7xvP6GKO58Zp3Sm0+eh/AXm1NxEjoYoiCiENJz3yw9w503nMGYSZfLwqYsUqt+9Pljhkr4alLVyGvNv+hvdVrnksanDV4Bsg4wrBwfHaqsBTBRMxVUFSU3DER1dsU4qcIa/G8Nv3PFhyRxgSzXdmyyy8/AiwSqI1aUZtPsoY3jKI6aJZF/0vv327sDlenugIkRDWnIFd27fhnttvwwvPbQsdguEgKHBAU4hn5DLQeOmQE3nWQzkVUzwbkQRNdd6s2gECkOxOZL0JcEIlGMsZQiHihcEMPvST3XjXPS/g967ksdnAcEZnFgAxleCMGS9aHhQzC1itEt4QtgnOT3aUdKWhCQuUEAR4PG+i6Lomm2MK2ma0sgoh+PhGtmr7p8NT2MORfjeePsoS4I1L28r/ryoE/+vCJdL3rQ+QP1Aqr+CmNCXUvNJIvtFhME+A51F3hJl8+G378nurbLyoxfS+kZAz5IEFPIEb47bs3b6xtY5FLa4aeYPdvlcVgtGcHqmqycO91Z03bM8Y4HTRBKXyGzC//cjDr7IcZvtejJxl08uCfH0dUEojx1irEEm6g5L+t/bbPG/hJET4cqTtmR27cOP11+KH3/lnfO4znwodguGAJ20y71q/QIxGC8aRJcB57ZLJqt+8fIcfHz90csEakwXTk8yoCkFGt4RCxL8+1Y9jaR0TeRO3/PFwoOymnuD1v2cuaPKuMhKChKagKVYhbPx4AiUCyjcR+lUu3cerpgI8yN1/FrWx3/8ly9pwFpdqd9d2uSMEpVTw/z1/CdvYdv7SNpy/VGx2C2qAM2wqDcRJxdRQdm9zKQQDmCfA8zgOCLNStCmkXsHVVi8t4ITZbtUTozkxsIBSKiHAFRLoji/mPZiHszq+9odD+MKDL+P+XSOh7LBqcdWQxacmNSVydK8D3ps0pSl4xUNXPJw1kPBo9uIrmH7xxcJxOfIhl0DwVTt3BRgI2SeDohXdwTmhKUJQh4Ns0aqL/rc/IMKX163u2LMPhm7Ati0YqQ7muTD2U6IMQFz0GNy14SCsj/JsQhYi4gWZ1dZ+Tu8ZRQIRU9lqMwV85SM53WIKEZZNsXe08vs1bYr7do6E/vu1YtdwOP9foNLAldCU8jUgC8NYIFnE+ulc45oCx9uIvzYnQ/y4+QXQIu4eQgjBxzcuYh574pVp4XsHxPjjpKZIJSH/64IljJZeIcC5fd5jB8wQ4IQ4XmFlDXPJAg2YJ8DzqDMMyw5NRGXa0Kq9J2njbXtWg2lJYMFU0UKWq3a5CZabsJakEJVx+Lcn+/G7/RPYejSN72w5ivf+eCf+9cmjvqlEtbhq5CTxqcpMqlZWDx8b6mCqYEJ1TUxkxqtUVlH2I3u8/pKfRP0qwHx1VUY+hAqwq2pMCAlNyAqGVVXrUVbifmHZFLk62QPyFeBFQgWY/fydy89ALB6DoqpQ21lrpjDb934VdQcq51vrQLfsGmJgjg+8QkTccFdm+QXFIW7RF4UAA+Gt0ADAtNldl7GcIRQr/uvFUWTq4C0dBjIHCC84BExTCIhDWCUVYL6C7jTPeaF0vBKqkUDwMeyLJN//hsWtQhX4nufFKjBvf3ZeX4uUeJ7alcJ1r6qQ6vetXcgEXHghIanilpoK/e9MlNL5CvA8/rwRpXtYRoCr3bqkJ0Ecspf+t1+iX3VPYISQ8rY5P6Z8s0TWsPGTnSP40E92438/fADbB9JSKUq1ThJeEpaURoQ0ojAYz5lCV3JSU3B4giUEpk19t8R5wn8OT4B9KmJCCEaYJjiuMzzszka1/rUqESvV0wVzJha2dggOBlwFmHcaiHX04dZNm/Hxv/483vnJzzHPLfTwb3UjjLVaXCXSyrBu2g03sfHerjICrJFKoxFfteQvn6gxvkHhIsx5KKwP9qDEPSVn2EzUbjXYP5bHPz76Cn60bcCzbyRvWNjH7R6t8XCAAEqVWoCN7+1IaULqGr+AsGzqK8uJKaT8W5JVgIOKPoKFoGQHgBCCD69jHSEeOTjJNDwDwDOC/tdb1vDR9X3Y9O4z8f13rsZfeeiC3VA9mthUhQQ6O3nJJxoZjXafmMccR9G0Q5n4yxqDatm61Agp+efOYWR1C7JPIGvg4gmBQ/7zhlWumBY5/1o3bAo8dngKN/z3y/irX+4VJuhqnRu8tK6ElGyr/LZeZZAFHiiEYDzPegxP5g1hknMgk5Cs7WWbQXw1wLwEQlJ9a09qzASR1S3m+g47nDm9OheUuKowVWdgRv9bpy1JfhHGV7BkTgNr1m3Ahz75GWgd7KReTQVYJlEhhCAvadZsxBCMPSMsiVveIRJgRSXlhadX4xZQIv5tEcMGwlTUK8dXmIqil33gz3aOVH2fyBsWvvjb/Xhg7xjufG4Q33z8iPR1L47kGPK/pC2BTo9gC3cF0h3fq0iaNHkHCJNSIf3MDUJIeXcpqSlodhE9iwZHcwsVYA8P6IuXtWGly8HBpsCPdwyX/12KP/bX//I4tSvlGVvMw6+CG9ScbtoUTbIM+gbG3DrbeTQ8sroZysVBpjOtxbpIVUhd7J5OJEZzBhKSsZMR4MmCyRBAp/Etb9plAhVkGebgpdEc/u8T7ARUrZzE731NMRUHJ8JXgS2bekZma4qCo9OVyshYzrvZa5qTkCQkXeTjOVNaCc/q7HtjKpF27yuE+Pqthq0A6zWkb2V0VgaR0c26eOHalApNPHwFy2+LXQxxiF4B9iJsecMWvrdcjUmI9cZYzmAWECoBzuwRq5gpzbXN7kHygBJ5i/q9CullAfcG92/JiwCP5gz8T5WOENuOpZnv9KF941Lv2yj6X9OmaHaRWPc8xFfUeR06gZh+xsMdrtGdCi8pAWQSGPkiUCEEH17Xyzz2233jZRnWzqEs4yaxoCmG5R1yy7Nq4KfhDZY3ECS0+QrwPP6MkZdoQGVQFYIiZ45ay9ZliVDPbQnEdFHU/wJyBwM+vcypALu7t3n3gjO6U/jiZctwWpdoIbSbq1BVI0UJU8EvmhRThXDEPF00PRPxNIVgMK2XyY+fJZaQwNSWQFNcRcpVrTBsKq2Wy/S/XuTDLwwj7M5GWLcIGWIKMDRzrZg2rdrJg8do1mDkRW0JVdASigSrcm0KMdIhCHBQsIgDG6IbRKNZIr4wlGH+vWpBk3SxVgpbkDdaudEjCXAIQndzuPGUwS9A5j93DFfVfPzcMXZMKID/eE7Uuwr6Xx/5g2FTNMcr4+ombH0tbMWV38EgoEx4hgzueY2vIPtJSnTLZnsCUPHQluG1KzsZgmzaFP85UwV+WpL+Vs/AF79FQNC8PtdCMIB5AjyPOiOKjRlPsmrdumw066MooJQi79FUItMAAxzBmvns7vEfzfHbbnG8eVU3fvCu1fjWW07337KvIg2uaNqBnrNJlQR68joYyRlIBVwPQxl9xinC+w/zDXCOflWWuMVDCMHw2b73qwBbNg1FFGpp5IypSvk7n8wbTPNgLRA62CXbt37xxWKIQzCB49PgpouWdIcorhCMc9d5o4XivDDIkrhzJElcpk3RElfKn9krvheI3gAHiNe6nwSCh0wD7ODQZAFPcR7lYcD3JgAlvau7CmxTit0RKsAAYRLb3ITtHWd2l/+9oiOJVy1mZQOqQgKJpPt4ftHnPIYyOqPEX9Ac8620agrBB89lq8C/fnEUk3lDsD/buKQN9YJlUybyWTwv/3txmDFsNERiG48++ii+853vMI/de++9WL16NRYuXIjPfvazsGvYwpvH3EeUCZyv1BRCRCj7/u05TIAzHvpfwDvEwX3TtSmFaVNmTHni4UR/EkKwfnGroKVjb+LRmwrzhhVYRSGEYLoY3DQClPSwfjfUhKqgf7qI0awBP6tbsQI8E+EbQmfK+53K9L8O/LxrS5/bXydoWHbN9l1Z3YJh2RjLGdJI02ogWHhJtm+94ottSgWyFYbAqYooNZE1vGkKQVpn55xGc4PhK8B8AyYws30f18q7N10p7279qghwczQJhBtD3A7USi5lbLNLoxoGYzkDhybkVoZ3uqrAR6aKzK5Mc0zx3e5XCFuBdBPWjUvbsOndZ+KWq07Fv79ztVDNDLNr6SaAYXcoAJkFnlz/68ZVZ3Qxf6NoUfzgmQHsE+KP/YMtosCwKVrj3tdd3JWGJ39+7tVTI53xV7/6VfzpT38q//vFF1/EddddB0VRsHHjRtx2220CQZ7Hnxei6Hh5AmyEiFD2PV6DVX4smwaSHgejWbn+N29YGPfImhca4SybmfwFAtzs3wgiO14UZEI2cFEET8A0ZIRv0aI4OlXwvfnKJqBd27chPXCQeVzmBCE4QPhUL/0IdVJT0D/lX/kuaftqq6DEFIKhjFFXiypZiAMPVSFC4MJ43sBEng1daImraAoIwXAQlmTwzimNJIHI6ZbgfiIjwBYtVd+c34+vBCKiAwRQfQWYUipIIP764qXMv58fzPimlvHgm7jc+OPBybL37S5O/nD2wmbf/hJVUZj5Q1MVRh++rCOJS5a1S+UnYXYe4z5xyH4EWFiA+3hAV/6Wgvefy9oH/vqlMebf7vjjesCilJGF8UjF/NPg5poFGhCRAO/atQsXXnhh+d/33HMPmpqa8NRTT+GBBx7ARz7yEWzatKnuJzmPuQFKaaRtc4EA1zhxNdLEB5Q6g8NODGldrv/lu4fd4ImxbtnM+AdV3vwkACqJ3lRYNO1QDZBJVfH9XMBMRdwj1c2NJk0J9I7mCZwx8gpuvP5aHHhuC/O4TMfHT/49Ptq9oMatqaLo1etGTjdr2gEBShP5YLpYN/0vILFwklh4AXIdsJiiF37C9pOUuKFbdnmx1mghGLtHsows6JT2hJS0EJRITzgCHG4MKa3IbvgmML6J1gtTBTbCNxVTsH5RCzZwEoLNL4SvAm/rz/g+71SBef2vv/xB1K+Gje8FwpG3hE8csm8FmG8g9fj98Hjb6m5ftw93/HE9UGoErIEAB0gkGhGRznhqagqdnZ3lfz/44IO48sor0dZW+iIuvfRSHDx40Ovt8zjJYdgUdgjS4oC/Adeq3bNobWlwvN9krRjJGqGqwF7+v4C3/hdgK4zaTISpmwvytlh8Rc3vJl5NGlwxwtZzOoAMjuUMJEOywSDvSb4CM7p3OwzdADLjwt/kEUUCERQ2ECPAwLR86xcA0rpdlyaSomUHSlGigF+seKWYya4nfvyiVC/DxCEDpc55pwmyFieZ4wFB/9sr37JWCYGmkDIRa4opnq4mXgS4aNrIGiXpCSFAc0IrLw7jqsKQKZuWFmRBGOQ08L0tcRBCcC1XnXz04KRgpeiFZzn973vW9LDHOjSJl8dyggOEXwAGAEHy0xRTpGmjPCgN17jtF4fsV1Ef4C0EQ1SAgVL88DVrF3o+H2R/FhWa4m915keOTZsK0dJzAZEI8KJFi7B7924AwLFjx/Dcc8/hqquuKj8/PT0NTQtOGpnHyQndotKufa8GIJtrtDLroN2rpQp8bKoYqTs6CGndREpTcDjA+osnrsw5+RBgnrCmCxaz5cc3wQkVYB/CVk0aXJQFTEyBYK3lRtrDESMqDMtmGtkIgFdvXIdYPAaSn2ReW2sTXFDYQExVMOQRWQyUHCDq0UTSHFPrqsfjF2GeFWBJI5zYABe+AhxGow2UbO0cAlIw7Lo1/9UDgv7XI4pWc/nXAiXNuCzCFxAXEQXTRiqmYmVXEhuWtOHCZe04b1ErVi1oYkghP54TIRLM+B2QvpkdkI1LWhk3GQrgpzuDq8AD6SLTVBdTCP7y/MVYxdkS/utT/TjsSr9TCHCWxDrOgU2pIGOIqeEIsEXhG4LhoBSHXIJf9DkPoQIcQgPs4F1nL5B663rFH9eCoHuGn0zEsGy0xE/yCvC73/1u3Hbbbfibv/kbvPvd70YikcA73vGO8vPPP/88Tj311Lqf5DzmBnK6KeSp7xzK4H2bd+INm7bjP3cMce+oNFrZlHo2gYUFrSEO2bBsxFSCQxF8av2gW/ZMJYaUG4K8UAoskE/aMgs0B27NqkIIsoYFZ/htSsUKcLN/fC1PAKOmwUUZe7djgQxeFfGoGJR0YK971Qbcumkz3nzlG5jX8p+fUirYoPmlmIVxldAtGxmPHYFGq14CpcWZuxEpphChMutAdj3xFmiyFD0vyAi1DMQl18nqZsN4AJs2xe5hdlfJqwLskIuUVkmDk3kBqwRCc2BzXMXqniYsbEkIVWP3IpL/3qohwI59l6wK/Ju9Y4FBN9s4F4M1vc1IagoT2QsAz3I2aSs7U0z4BA/DomiN8wSYhFLUG5aN5hABDjFXvLIozzGlxRdKaVUaYAetCQ3vPLtHeHzdInn8cS2IBzTNagrxjJqnECvwcwGRm+CuueYa3H333RgcHMSmTZvQ21uy65iensZ9992HK6+88ric6DwaH1ndFrRU3396AGM5EzYFvv/MgJCY49w0dIuWGGwNUAl8iaYf9JkGJN2kdakCj+eM8jZ0UlM8u56BEsnwqnb6V4DZsXQ3oU3kTab60ZpQhckxqGIZpaJrWHZk+Um2aEu1qnnDqpuO06sDe826DXjfe69hnuMJ1lTRYvTFSU3xlVvwkasZXVz4pDRFiDZ1UO21ezzBb9/2tcY9r1WeFIznjKpCMBxE2WZ2AjHyZrjt7NnAy2N55vruTGlY4hGA4EhfEpr3NjtQWsDx4+8nm3FLYYTvpwYCDACXn9rJSIJ0i+IXu/3jkXn5g2NHdvGyNqz2SSsL0v9aFGjiHAxiCgnVU2ojmPwBJQLoxCE3xVRmIWLaVGjaA0r2fW6f6qSmCM2iQbhmTY/wHW+ss/zBnaLnB+9dOX/9cKMi0hk3Nzfjrrvuwvj4OA4dOoT3v//95edaWlrQ39+Pr33ta3U/yXnMDeiWzawQKaXY69LVmjZldGKqK75YNy2gRs6jKkQwxQ+L7EwDUiqm1KUKPJYzyjcEhRBM5HXPCoFftbM/7a8BdkseLLti58OTBVnVLrACHEFOUrRo5K8vqck9gcdyZt1upn7VF3GLnU2Dk0Ug+0kUZJGr/JgSQjBZsAT9u00pGjHHhb/+/LZvRUmNKdEARyHAvA2aNwG2KEXetIVrdlt/Gn/z67246X8ORo7hrhWi/VmL9Pqhru37pE+jFVCxMnS/V/P5rfhVgCdDEGDeA9hNgDWF4L3nsFXgn+8e8VzIUUqFAAynmY4Qgute1Sd7GwD/AIyZoyPBETjiikP2AwFCaeYJIcx4XrCUJaGPH57k3yLcf/pa45FlTl1NMbzbVQVOagouW9ER6RhB4FP0vOA1TioJjkpuRFQ9y1iWhbGxMZhmqWqkKAra29sRi9XPlmMecwtZjshNFkwhypbXmTpblznDZqImq4FWQxxyxlW9rkcVmLeh0hQF/ZIGqIxueYZHmDYVPDjdNyDDpkwCmk1peQHCEw/e8gwI3mKOosmWyV+CoCpEOs7TxfptY/s5GLTEVabqUTBtZgElWKCF2L4PspYDShMuL60omnbNOyDHAwNcBX2RRwUTkEhA8oagoY7SBCdWgL2bSROqgrGcwexaFE0bX/vDIewYzOLRQ5P4yu8OSuOujxfEAAw5iTNsWt6Cj6lKuWop0wDzCwj3e2XpXA1/AAAgAElEQVRIacSzojyer14D7OCtq7uZXZHpooXfecQjH5woYMK1A5iKKVjdU6n6XnRKG87skVeBgyrAKiFSjWqYOYWQcDZoAEvyXr2cJaF/OjwlXF/iDlR0CzsA+MT5i/Gx9X24bEUH/v7KlZGkRGFgzASxBMFrPOeiBRpQBQF++umnceWVV6K5uRkLFy7Eo48+CgAYHR3FW9/6Vvz+97+v+0nOo/Ehi17lf/wAS7JUUnEOyBu2QHpMO5wXrBvVbp27q9epWHDjmh/yhiWQRz6618FI1kBSk988hjI6I2PoTGpChKZ7PN359Lz+Vxaf6hVe4CCKq0ZGIn8JA92yS5HHLvALqVogNqBUxoEQ4qvbFfS/zTHs2r4N99x+G3Zt3yb9e2F0wAlNEYhF0bRrdAA+PuAt5Jb4VoC5z541qgrBcNCZijFjMlUwPWU5mkKQ4SQrByfyTFz4jsEstg/4W3DVC5RSaQVYBtOm5UYnNxGTaYD58TPtIO9W1bOiXIsG2EFTTMXbVnczj92/e0S60ODlD+f1tTD3fK8qcGdKC9TNehGzqAEXwa+tHO/8pa3MPe9YWsdBTuom7kCFb4Dj/+5fbFiE//OGlXVNf3NAKUGyhgpwLQmuJxKRznrLli247LLLsH//fnz0ox9lLvIFCxYgk8ngBz/4Qd1Pch6Nj+mCKQjkZRZebkJACHFpgFn5xP27RvCmO57Hm+/cgbf9xw5cf98efOm3+/HNx1/BXc8N4qF945guiBWhapvgeC/ZYg1V4NGsLm0IoBAnlHRRHDcHsuqln2zBvbUmEGAJ8VAVccve3c1MQUPLIPjvLyyaNIVZKOlcmEetEFPg2AnIbzz5Bi6kx3Dj9dfih9/5Z9x4/bVSEhzWHzSn28ziLl00G3ISEVPgvCdwXts4Uag+BAMoTfodQriGdxU4o7PSElmE7z3P84240aFbNnYMZoR+Bjf6p3VMuM41qSk4nXM6qIAgMRPhW2o0Kj0qk0DIKuh+cqFkTC03s/KSkiACnNMtZocppsidKa4+ewGzUHl5LI8XJHpYngDzXsIAcOHSNpzFVYHXLmwOlA14jUEYAhzFMtD9G22KqcJnePzwFPNvvwV4I0FVaKhx4MNFHMxF/S8QkQB/+ctfxqpVq7B7927ccsstwvOXX345nnrqqbqd3DzmDkayhqDB4skHIOr4nAnSHYKRMyz8+9b+8nMZ3cKBiQKePDKNX704hh9uG8AtfzyM9//nLsG7t1obNJ1vVqqhCjyRlyeiJVWFIbV2QNqZSIDjwgQki4cFIDQfySQQgLjNyhBqAGEl1dU2cBFCMJmvaJkn80bNYRAOKKXo5wjcklbeCcPbzoi38Er3vwxDN2DbFgzDwPatbJCG7HhejVtJjeDIZOX7zRmN07zlxtEIHqYxVUF7ss4RvhECB/hGTF4+BADP9Kfx4kj41DIeOcPCdfftwd/8eh8+8tPdnv0CfPX37IVNnt8vARvh6ywk5QSYf8y/+cjtXBC1AswvIHpaYtJF7qLWBC5Z1s489vPdI8y/TZviea76vl4S40sIwSc2LmYI9RWndQqv4+HVCBimuhtFesdb7F26nP3cf+IIcNACvFGgcSl6XpCFi1g2RTLWePeuMIhEgLdu3Yrrr78eyWRSOlhLly7FwMBA3U5uHnMHOcMSrgmZhRfvNOBIBdySgWPTxcB0L6Akm/j5LrbruNowDRlxrqYKHBThW7AopgqlY2aKpm9wSD+v/82OY2T/buYxr/MTNMAe1lV+YQMqIcjr4cazlqqtDVqu7E3kzbrZ6UwWTEaWk4qJBE3QmWa9JRDnrT4NsXgMiqoiFoth3QUXC39T1FnKFyilxsgK8W9EC7TRrMHsWKgEWCKZwN2ks9unw93PQ9kLYeOQS+fH2jTxGm4Hd2+vvgr8wEtj5ar4dNHCd7Yclb4ubAAGUNqJYSJ8FbnVFiCOR1DzUUytOCHwuz2TRbEZ040g/a8b71qzgPn3owcnmd/S3tEcsq7VdHtSw6ld8or4hiWtuPn1K3H5qR244ZKleN1K/4avEgGT3zPc8cVeiJJgxh/v4mXtDFl/aTTH3DfqpQE+3gjjggGwYSAOwjbQNSIizTSKokDxuVgGBwfR1ORtZVILVqxYAUKI8N9b3/pWAMDNN98sPNfXx+qJKKW4+eabsXjxYqRSKbzuda/Drl27jsv5/jnBsqnQ7AZ4SCD4RitbJAB85c0PvEbRsmnkRhfDsqXa4WqqwH6hFkBpy98xeB/NmZ76X0CsAD90123Y9af/YR7z8kYNI4EA5E4IDjSFoBCCmFFKYdrVE7iUppbtto63/pdfpImNgJXPzzdwnX/uGty6aTM+/tefx62bNmPNug3C3/Qj1DwoqRC6RiTAzw+yFbsze5qlixN31bweEb5uBLlquJHQ2PQ0mQQCKG1THxivbnfnGc7H9tljGWFrHwgfgAGI28eOq0N7QhWqxrwEIqh6qbicEBKaglYuDW7SR8YRpP91Y8PiVixrryyOLAr814uV4oRgf7aoxVcy9dqVHfjKFSvxzrN7AiuThk3RGpcvvFIxxZfk25RGSl/k44C7m2I4o4sdlydmqsCmLfqI91WpAT7eCDsG7jAQB2bIIJFGRCQCvHHjRvzqV7+SPqfrOu655x5ccskldTkxHk8//TQGBgbK/z377LMghOB973tf+TWrV69mXvPCCy8wx/jHf/xHfPOb38R3v/tdPP3001i4cCGuvPJKpNPiDWweIrZu3Ypbb70VW7duZR6fLpggkgQ4mcUVL4FwCKt7Vc0T4MtWdODf3rEKX339Snx4XS/znBBeAMLIKcLAL8I3ahV42KepzUFmxv/WT/8LiONnjfWDpseYx7zOjd96/+N9/yHVrPIEY5Rz6QhTiY8agS1DesYzt1BHLzBBQiKZfLzSxmxKxQaulhjWrNuAD33yM1LyC0gqlj7WWyVJTGmCrKfuuV7YwRHgcz1JnLfXrBvVEOAwrhpe4AmcG/dWoQU2bSptovvhMwPMonsyb+CIy+5RIcDZPjZefPOoo8UkhDDuB30tcWEMw8hm3BXisOl6QDQCTAjBu7hI41/tGS0v7HgCvF6i/60WFvWuACclW/ZuBDURyo7HE+oLFrFFP0cGMZzRGYefrpTmGW99ImFTikRIDW9JUsOCl/DMJUT6Nv72b/8Wv//97/Hxj38c27dvB1CKRH7wwQdxxRVXYP/+/fi7v/u743KiPT096OvrK//3wAMPoK2tDe9973vLr9E0jXlNT0/lB0kpxbe//W186Utfwnve8x6sXbsWd955J9LpNO69997jcs4nE7Zu3Yqrr74aX//613H11VczJHgkZyDJ/YDyhiXd/p0smMwNxEKJgLoJFL99v6wjgbMWNuO1KzuEbHSRAEcnE34WXlGrwEGkFijpPw+O53ylEpRSoYIZy42CFFiNmUwDnNVZ83WYOu7+zjekjVtBBMNvceCg5OVce4jJgfGcdCFVLQa48ZPp77wqjBP56hq4xIQof8KW0U1fK7wTCb4CfN4icRvfMdD38651wFs3hZEr8ZKKehHg3x+YkO5Q+WH3cFYa3LJrOIsnj0yX/803gJ3R3eR77fBb8G6d6ecuPQUXndKG9YtacNMVKyQhGCESzFzkRGZV5wU/D2AZ3nh6FxPbO1Ew8ceDkyiaNnZyY/KqOhJgAuJJ4GQVSzdMi0qjhr0gO975i1kC/NxABhndEnYno0QgzyYMizI7A35wN2k6UDws6OYCIp31lVdeibvuugu/+MUvcNVVVwEAPvaxj+Etb3kLdu/ejXvvvRcXXXTRcTlRNyil+OEPf4gPf/jDjOTiwIEDWLJkCVauXIlrr70WBw4cKD938OBBDA4Ols8bAFKpFC677DI88cQTx/2c5zoef/xx6LoOy7Kg6zoef/zx8nM5XdT/8uTDgbDtRktk2T3/i9ZJlRsvvy2YM2zkXERSJdG3k4MsvMJWgS2bhgriUAjBeN70JT3jeVG/euttt+PdV1/NvU48L2HbPTsO6tG4FWTblTVs3y1EYMbDucYGrriqoH9aFxZStUCsAIsTuBjeUPr8QoRvyOplkLUcj4Sq4OBEHtFjRI4vJgsmk16oEGCtRMdq2BRdqVjFa9ZHA9zD61dnolWzhrcWVRY5Gwa8g4GmEKzoSJb/bVNgsxDN7g+Z1MHBpm0D5V2sFwbDyx9KFUj2t5OIVXSmp7Qn8Y03noZvvfUMaRU5TPiA+7fJL3j9JDpRKsAA0BRX8eZVnCXarhHsGs4yO0m9LTHPRLxq4KeDllUsGRAgroXfvpcdb2lrDKe45B+mTbH1yLRkAd6Y+l+TUjT5JFy6QYgYh9yIzbthEXm2+cAHPoAjR47g/vvvxz/8wz/glltuwU9+8hO88soruOaaa4IPUAc8/PDDOHjwID7xiU+UH7vwwgtxxx134De/+Q2+//3vY3BwEJdccgnGxkpbxoODgwBQjm520NvbW35uHt649NJLEY/Hoaoq4vE4Lr30UgAzpE8ywfOrXzfcJIuiFObgVg3wEgj3th8hxDchSlMIciEbtxwEWXilYgoOjOcCtcXTBbMclRmE5ph/RVG2fb92/QZ89KMfZR6XEfORHHvjJdlxz8at7oAKsEIIRrPelTSgpHuOYiXkha6UFjklyQ9CBUZSAfbSAFcTggEEW8vJXu+OzW4U8CTu9K6UNAbasCkWNMVCVYDdC1nTpuhpiePcRS3YuKQNnU0x6JJeAr8mTT/w1cuFzTF88Dz23v/g3nFht8kP2/q9CfC+sTwePVRKAuMrwH4NcKZN0czpVxOq/7a9+72pALkVwDohdEWwlYtKgAHgnWezzXB7RnL4MbfQWL+ota6/c78GLi2IAINE+u15HY93g3j88GQoCVYjgAChJRCA6Pk7V0MwACBaKPUMmpqacDVXiZpNfP/738f555+PdevWlR9785vfzLzmoosuwqmnnoo777wTN954Y/lx/odHKQ38MQ4N1e4dGQbj4+Oz8neqwfLly/GjH/0IW7duxQUXXIDly5djaGgIU0UTE+M68txNaN/gtMeRgEND4+hWStWlomlDzygwLFpexQ9yiWkxM4+x8Uo1pz1O4P5GDgyNI2WVqjuUUlg5FW1WeMP7gZGC7zYZUNom2pafxik+q/j9E8VSRboON/e9nNZwQZJgbHy8FH2qAM6aI2fY6B8eZbRlh4a5CtTq03HOJz6NNes3om/ZSoy5rjOFC6EYzerM84XsNF48QoDuJLwwMB7OtWO2cXSSvY5Sdh5j4+zntSmFSlBuXMzqFo6NjOLQCDuGbZrNjIsf2uMEoy53vgODY1gc814QWpTCrCMhqAeeOsR+1lWdmvTzF0wbOSWPick88poKzRTTDh2oegZj46WBKZo2Wsw4hgqlKagZQJNGMW1ZGJgwkTdtxFQFis5fn0VMT0/xhxbw8gBrj9iVJFjXSbGwScPwTBXZsCnufPoV/MW5XYHHy5s2dg+zxPas7gT2jFW+1x9s7cfpTRb2jrJ/e0nC8Lx28oaNPiUHI135/WaKJobHdaQC9KLlMSz6T+PTUzomixYUQpAEu4A4Op7G2Lh4TzMsylTbCZzvz99CrgnAuoVJbB+uXAdPH2UXDqvaSejfUhjEFGBIzXk+PzWZQ86D4OmWjdGk9zUb5njT01NY28mS2ydfmcLaHvae2ap4XwcnEqUxCC8HmpooMI3eCZVgSPEe/7A4HvyHL3jyqIoAn0gMDw/jl7/8Jf7lX/7F93UtLS1Ys2YN9u3bBwBlR4jBwUGccsopzPGCBino+XpiNv9WVLzpTW/Cm970Juax6bEcFqumsIiYMr1vlLqaRHdXadIxbYq8aaHTVQUZLxxhXn/Gom50uKpqva2T2DteqU6YagrdXRWvyGRMQacdDz2WR4zpUNs4OcNGW1eLZ8frUXMaTXUiMtMH2RvSyu6W8ph1Nw1gyOVQQBOt6HZtweUPs5WbM1csxV++//+R/p12m0Ih/WU5Rlq30drewWgL4y0dWNDT5rnNOGinGy7Ft2jaGC8cLv9bIcCZS3qkWrWupgF21yHRiqzNTorLulvL4x+E3rYJ7J+sfAeGlkJbWzL0+xsBeyeGmX9fuGIBurtEO6qiaWP5kjYM2VNoiqlYqRUBiAWD5riKpb2V6mDWsHHKohY0c1XlPgCn2hRPHZlCc0xFewcF0F9+frpoo6mlLXAs84Osvn5pRzMWLujGh9dT3Pqnyv3lfw5l8YmLVqDDx78YAJ48MsVM+qe0J/Cly0/FX9y3p/zbOZo2cM9LWeZ1S9oSOH0x2xzmRs6wsHRxO3P/aTUsDNF0oLWU1xjyoE1F0MkC4qqC5QsIgEpUcdZWpWN5dIq9/3Q3xdC3oFt4nQzvW6di+0MHPJ+/7IxFws5TLWiKqej1iFAGgIXmtOcOn0UpenujJavJjresoxOdT42Vo55zJsVzQ+w95Iy+LnR3ee8GnChQAL294TXZE0oWhZmdGkop2lIx9HpY2kXFbPMf3yWmoihQVTXSf5p2fDn1HXfcgUQigWuvvdb3dYVCAS+++CIWLVoEAFi5ciX6+vrw8MMPM6957LHHjptzxWzAphSTheoSy+oBmf4XAPp9JBDubTd3HDIgNnDFFBLo3cpv20dpgqOUwghp4ZXSiFDdqfxNW9ogUy34Bh339n3QFnuU+FlNIcLkzzfWKRAbE91oxOrvIKe/62mOezZqCNZlOUOUQETwsPWzlpsLyOgWXuZsws7pletYNZXMNMZ4hzcAooaawHvrVFNIuRGMvz4pgKkQEb5eDVxvPKOLkVAVTBv37WTJvgy8/OFVi1uxvCOJK09nyeNv9rJVLK9xc6ASIiy+A3WrMwjbfe+27uK/n/4p+X26GvmDgwuXtnn63S5rT3iG8lQD0w7Wr/rppKvRr8qOpyoEF3NhILwbUSNqgCmN7uGrKaQsBzRsiuYITYSNBl+2etNNN9VVq1MrKKX4wQ9+gGuvvRatreyK5fOf/zze/va3Y9myZRgeHsbXvvY1ZLNZfOxjHwNQkj7ccMMN+PrXv44zzzwTq1atwt///d+jpaUFH/zgB0/Ex6kLdKuUsPOaFR1VRdHWApuWmr5kW3UD096ESYjvdd0nZP61gd6tsnS5kL9pw6agIS28CCHIGzYG00XBz3E8Z3g6SVQDUb9auXkGfX5hDH10mc7x3IuSsZyBPtcEltAUjGQNqYclpRSmZSOmNJYPpNiB7T358I2A4zlD8O+MYuElI9ShL8gGwK6hDNOguaIjyezAuOHsFDikIKkpaI4pTOgBII4fgX/0Km/d5W6cDUowAyQhDjPff0JT8P5zevGvT1WqyvfvHsW15/b6VlJ5AuxE4H5sfR/+5+VxT+/vc/r8K34yH99g3WoJCglH4OKqUr7FruhMQiEof7+HJgsYzuiCxl0kwOGvf1UheOfZPcwYO3jVkvq5PwClwkNL3J+AxVRFSPp0PxcVXse7dEU7Htg7JnlHaVHjFUZ0IpE3KU7tjnZeSU3FJDWhkZkFyMlKgG+++eZZOo1weOSRR7Bv3z7cfffdwnNHjx7FBz7wAYyOjqKnpwcXXXQRnnzySSxfvrz8mi984QvI5/P49Kc/jYmJCVx44YV46KGHBDI9l1AwLCgAjkwVsLyjPtsQYTFdNKWNYZZNPU3oAZGwuT0c+Uojb/wOeBGMCgzLDs03dItG6sBPagoOTxSwoDnOTD5jOaNuCWaAmCDkTuAKIsB8E1xQxaW7KYZ9Y5WKn6yxLqOXOvX56odu0UD99IkA34CyyKcBRRYHzYdghG2CA7zSy7w11I2G57kUM5n9mQOHALvJbFdTDFmussj/jvn0Mx4xhgBr2O8qrI6HIsDeFfy3ndmNu7cPYnrGJSKrW/jFnhF86Dw2OKn893IGDrgcMQgqMb6L2xJ46+oFTOiDG0EVYBkBI4SEcndQQ8bXxlSlTKhbExrO7mnGTpeeeevRabztTLZ5rZYKMAC8eVUXNm0bEHbFNtTR/gwo1U6SARVMjRB4zUbVVIC9jrdhcSuSmiLdCexrjc96gSoMVAK0JaLt2jtpcKWxI0hEcNFoNMwp6n755ZeDUooLLrhAeG7z5s04duwYdF1Hf38/7rvvPpx99tnMawghuPnmmzEwMIBCoYA//vGPWLt27Wyd/nFBRreRiqkYmNZDdQ6HO6Y54+3qj9GsITX2Hs76nwtPsFpcN7AR7jkZeRPjZtn32DR8GlxWNyN34GsKwb5RliRkQtifhUVWt5iKl0pYAsF3cgsEmKsAL2jyn7xEJwSRAHvJIAqmFapaNdsQUuB8th/5zz+cNYRrKkoFOKoXsAw7hzL49p+O4KF9s980s2OAD8CQE+BS9af07fuFLQCiBCKIeLgro/zxqqkAuwlcU0wV/MTv2zniaZ/43ABb/V3d04RWF2n4yPpeqZyjPakx9lgyeEkYwhDgsPct3rv1glNYzetTR8SGZb6A4ReDLENrQsOVp3cyjxEA5wVUxKOCEBIoA3HbyrkR1kWDR8wjXjmhKTjfo8LdqA4QLQk18i5/QlPKOx5zOQQDqLIJ7tixY3j22WcxOTkJW6Kf5K2a5nH8kNOt8mRyaCKP07trj6I+Mlnq8pT5frqR1S3pqpavXrYnNUy5CJ2fLZRggSaZTEXvVr6zv+KSEISMbkcmwKpCMFkwMZE30JmKoWDaMC0b8TrJAPjqZV9rgiEM4gKg8vlNm2Iyz3Zv8+PFQ6hYSrxBvWQQmWL08ZsNDEQwoefHc99YjpEAdCa1UIEDXseLSoCHMzpu+O+XYdoUv9gziqJl4+1che54oWDaeJHTuXslwBmWXSaCQWEYfAU4aOs5pigwLUt6vKAKsGHZwpgv5Lbw33X2Avx4x1DZdm08b+KRA5O46gyxIUym/3WjpzmOd561AD/dOcI8fk5vsy+5KMXwysehpLP0fGvpNRGIh/s+fdEpbdi0baD8723H0jAsm/lOhAWEj4TIC+86uwe/erEiCVizsBltAc2GUaESBFZWHVs5nqhZNq0qwjcVUzCSlRO/S1e047HDoktJI+p/i6aNxW3Rd6ZiakWiE7ST0+iIdDXquo7rr78emzdvhm3bIKQihnYPwjwBnj04DVyaQjCcNbCsw440WfOgtOTLa9oU00XTc3vEphR5w0JSsv3B6y/P6W3G466bwnjO9LSfEyUQwRVgXgJBgdDVcMOyq/oBpzQV+0bz2LhUw0hWr2nMefANhLxpvF+FcSxnMIKOjpQWSDaE43ksUNISGUTWsJjj79q+Ddu3bsG6Cy72jAueDfCLMN8KMKdvfXGEJYA9EfSPgJcEIjyeeGWKuX43bRvAlad3zUqM6u7hLPO3F7fFpTIkgN1+dhpjCCHSMAy+AhzkHRpXCbI6hUKI8HufDCDAw1n2N9DdJC5gWhMa3nxGN+7fXSGtP905jCtP72TuB5RSbDsm1/+68cHzevGrF8eY7e8g+YNpU0/9qp9utfwaJfz14P6Nnt6dQmdKw8TMQjlnlJLa3PHEtUogAODUrhQ+df5i3PHsADpSGj5z8ZLIxwhCGNmZ0wTIS7xNWj0Blh0PAC46pZ3RWDtoxAqwRYGugN1BGUpNmqUPWM9570Qg0tnfdNNN2Lx5M7761a/ikUceAaUUd955Jx566CFcddVVWLduHXbs2HG8znUeErg78BMKwYHx8LG9MkwXTZh2aZtw/5i3t1+maDLxxW7wFczTulJM3rph07L+jocYgiH+QNuTGhRXZG5Wt5iJRwGgh3R2cFK6dm3fhntuv02ICvYDAcWhiQIm82Zd03BE8sbePP0qjMICIkTjRdiwAVVyfHec7a7t23Dj9dfih9/5Z2ns8myhFCMdXgPMWzLxaX5RHCAAMQ1uumhFcibhycdE3sSv9sg1pmGRNyz8f388jOvu24Of+bgePM/JH3y3rF3bz0lNLW+LBlWAS17W/r8Xt3MBf30GSSD4FD8v8vaetT2MfGffWB47OP1z/7TO6InjKsFaCbHtTLFBGzGF4DUrRNs4N0oOBvICgxqwKC9Vj6MFODhQCMEFS71lEJZNQ49hED5wXi9+/dFzce/71uDMHv8FQTUI08TmRdIISFUhDjFXUyGP9qQmDT5ZVEUF/XijOa5UNW+5Nep+ISRzAZHOfvPmzfjIRz6CL3/5y1izZg0AYMmSJXjDG96ABx54AM3Nzfj3f//343Ki85DDTUCcVKl8CP2uFwbTRlkX5RcBPJozkfTQT/H6y0Wt8cDIXQd+KXAO9jz/LOw0223rPl5MVUKnwRkWrZq4xVQFg+kiMh5kvlrwC4glHHnzG0veASKM5ZBfsp4bjgzCDTex2751CwzdgO0RuzxbGMkZzMKwOa6izSfrnh9PHlEJsKoQdHJV0IkI14isgfTeHUM12ez9eMcwfrtvHIcmCrjtyX48IdmmBYAdg+EJsObafm7ysdoC2N+xRSHdOXLDfTx+h2I87z+WXhZoPJa0JXAJl+D1U25xwFd/1/Y2e1YdP7yuF391wWJccWoHvn7VqdLkQTco9davxj10pg4Mi6I5wP3ADZ7oXcgT4KMVAjyeNxhXi7aEf2pl8N9WQmmao4KGXAR4keQgJxLP4wW4dPCpcEDjEWDTpujwiS0PgkOc53IMMhCRADvxwgAQi5VuSvl8qeJICME111yDn/3sZ3U+xXl4wbKpoHVNaQr211AFniwY5S3ApKbgwHhe2lCWLpqe2ishArItIfFG9SLAwS4Q27duATJsc5CbBGoKwVQIAkwphWnbNRG3lKbUPQoyKMK3I6UxN+BShbH0efkmQq/tazd4gjHq41vryCAcuBuH1l1wMWLxmGfs8mzhBa6Kt7wj4Stz4ceTB68fDQOeVE8EkDY3+Apw6f21VYH/eHCS+fftzxxjvkegtJjeNRzeAcJNBN2NMfxvvTmuMl6tZgjv0LiLIEetAAsWaD7Vy2vWsDvBbK0AACAASURBVCEVfzo8xXhwP8vLH3xsvBRCcO25vbjpipVChVX+em8CltAU4ftxw4q4fe/2bgWA85e2MpP/wYlCuepbD/nDbMCwqTSem0dJJyx5vEr9Kt9UyOPVUgLcWBKIomWjt6X6c9JmdNW1LIwaAZEI8IIFCzAxUUqRaW1tRSqVwoEDlcQXwzCQyYSPoJ1HbSiRD/YmSQhBumAhXYxuvp8pmoJ21qYU/dyWPKW03DzCg1IqVjDbEqLVlERnWjRtRhqhEAiVNKBEtJQcW8HiCbXX+blh2BQ2JTURNyIxsq8V/Hjz+lVNIcLq3WmEEyrAISQQXakYQwCnCiazs+CGWwZhUwrTdbmsWbcBt27ajI//9edx66bNJ0wDvJ3r2veqYjpOG7LxdCPMIoJHNc4FDngLNgc/3jFUluxEwXBWx2EuFvrQRAEPvcwuIl8azTGV857mmC95dG8tuxtj+Mme17CbNkUigADHZiyWANH1ZGqmR8ELPIHzs7Bbt6gFp3dX7CMpgPt3lXTBlk3xnKD/jZYa5gdN9bYxc1fA5SCR9JduiQpQ0kCv6ma/J6cKPFcIcFgPWkKItFhT7X3b63gOFrclcLHLaePiU9oC0/pmG3FVqamnIKaQUB7MjY5IZ79+/Xo8+eSTAEoXwWtf+1p861vfwuOPP45HH30U3/3ud7F+/frjcqLzEFE0bekPMalVpwUeyIj58wlVQf9UgalGZHTL0/h9qmgxJvhJTUFXShPSy3jnBkCUP3Q3xaRbZ2vWbcAlF25kHuN1qxalyAVIQRwP4EYhbkCpCsdXwWUNFF4Vdf69YSQQsjS4ibx8AZXQlDJBK5o2+Fb1Nes24EOf/MwJHcPtnI513SKxamfarFWeV4IZIDZwhYHoXBBuQSpzMCgfI296+s364VnOxcDBj7YNMIT6eYn8wYugUUoZ/Z+mEIevoq81jstXlvSvCgHefw5rOaaQYAsvVSFwNlZiqsKkQVKAcTrhEYXAEUKEKvADe8fKaXjuBXlrQsUZ3fXzWvfbvo+pCmy/fQkS3EjoRlNMrCiv72U/i6MDDishOfEggR7ADmRkt5oQDL/jufGl1y7HX25chI+t78MXL1tW9d+JgnTRCiWTopSiPaL3Lw9VKbXB1dP7/kQg0tl/8pOfBKUUhUKpmvBP//RPyGQyeO1rX4vXve51yGaz+OY3v3lcTnQeItJFefMVIQRZw8aEj92YDJN5uaxBVQhTQRrNGkh63HwHhACCeKkzPERn/Ggu2AHCwapli32PF1MU3/heoFTxdibiRiBuQGnycc9TC5pi0puMoAOe+a6jxCAzx2sO1wgHABmjJIMomr5T9AnBaNbAEVcIg0KAcyQ2XoZlM+PqpwOOEoJRPl6VFWDewYDHj5+PXgV+xoMAD2cN/NIlq+Ab4Lz8f4HS4rHVVf1RCGGyZ266YgX+9R2r8B/XnI3Xn8Zai4VNMGO8hbkqsN/1GdXD9orTOpmdprxh4zcvjQkLh/WLWuqqZfUjYO6Kugwqgu2/3IhrCkxusfqqXtYCy7FDG0qzYxvVA3i2QHwkJDw0yVjXIl2THc+N9qSGD63rw19sWOSZolhvtCXVUNZ4BZOit7W2c0ppBJb9Z+YC8fa3vx0///nPkUyWfjhr1qzByy+/jPvvvx//9V//hb179+L8888/Lic6DxF5w7ubumlGvxv+WJbntremEAxm9PLzad3ynAjECNpS9TJMo1UYBwgHQWEQqkIwFaC7zBqN52Er6qflY+DlhSzGIIebvMI2KQIVGUS6aNZURTke4OUPZ/Y0SXVqFGC2Jb28khXiXx32gkCAQ2qA+erlKe0JZqsyahVYZuPlxt3bB5HRS5KCnUOc/teHAJsUaOYcDNyTLyEEZy9sxlJJEIRCwmkv3QQlbA+BTSlGOAlJUAUzrip419lsFfi+XSN4up8NiKh3ipnfIsBdUZchKnkrNW6x71nREWfuo3nDxgtD2TkjgYiFTMIrvZZ9XRgnEj/UKnujlPpqvKPCphTNcRUrO1OBVWCFRE9/45GKqaAQk0HnGmqavR555BHceOON+N73voc//OEPSKe9b7TzqD+CrL50i2I4U/R9jYOBtI6ED5lJKAT7x3Iz+l/vydxLv+pVsXQjjAOEA35rXyapyBmmbye1blbnAXw8IYyfR/MELykZzxmglIZK0pMhSniDI4PwW4CdKPDyh/US+QNQ4hapmFKWQXiR3K5UrKrPGLVxywFPPk7vTuFdZ7MhGFGqwAfGC4ycRaMWkkrlNzFdtLB5xxD2j+cZ+7eOpIZlHX5NMlTYmQg7TmEXTe7XBXl/O5jImzBcxKIlrobSX779zG6GVA5mdDx7jL2W/BrgoiKogYivqPMIqkDyiKkiofayQ6tHCMZsIIoFF0/Uam3g0mqcN3KmXZOrC4+CZWNBUwzdTTEkAtLtqkl/45GMqYFWfXMBgVfQV7/6VcTjcQwODjKP33HHHXj961+PTZs24cEHH8S3vvUtnH/++Th8+PBxO9l5sAjyFk1pCg5NFH1JoIOJvOG7mlMVgrG8idGc4an/BeQOEIAsvEGmAeb0qz6VtzAVS5uWfI294BV9eiIR5ADhQBaGMcX5zaZiSujmC7Gi7C+fyRgWCmZ97d/qgecE/a+8iqmpCppimq93LVCdAwQgse6qkgD3tcTx/nMWClXgX4WsAvPVX/PgszC2/IR57Gc7R/CH/RPMY+f66H+BEgHgCW9YAhz6dcS7Aux1fVarX+1MxXDlaWIKnIOFzTEsCbA1i4IwDUR+9+Oo8bNehPpCSSzyXNEARxmDhEaYimvYBjrP48VITRVcAoKelnjowKZAUIKWmaruqV0pz/6XommHaowOQkwhkWz4GhWBn+APf/gDrrrqKvT19ZUfKxaLuOGGG9De3o7f/e53SKfT2Lx5M9LpNG655ZbjesLzqCAoKQgoeR0enij4vqZg2iiawT/EJk3BzqEsEj43Zm8JRPAEFkUCIRxPUlFOSXxr3dAjhBPMFkQHDS8JhDieo1WEYPgdzw8qKi4KjYLhrM5YWKkE0tACoDR5uhuDPAlwFQ4QgLh4C0ovcyDbfu5IxfDOs9gq8L0hq8DPcNv4OPwc7G2/QIpW/k7BtPGfL7D+t+d5xB87kG3BayGTycISl6SLZPA67L2j8pCeoTQ/fuF/A9es7fF8bsOS1rruFoVpIPKSOVS7fS/Th25c0spYeh2aLDCVyaSmoN3HQ/tEwabUd8eSR0pjXTVs1BbikFAVWCEKS15QSImomiEDmwLP5/9n782jIynvu9/vU0tX71Jray0zo9HAMMyKQDAMw2JjwMYJBu/GC7ZjXsdJHMcOIU7O+8bX3HOTm9ychDjBJ3ltXzBeMNjXOC9vbMcbGAJmYJgNhmEbs84maRbt6q2qnvtHqVpVT+3VLakk6nMO5zBSd6m7urrqV7/n+/t+hfkb0pakiEyCt7UvVSjQHvKcZkTkyaJpmxcSzyPg8OHD2LFjh+lnDz74ICYnJ/Fnf/ZnuPLKK5HJZPDBD34QH/vYx/CrX/1qwV5szDyKSl07sToiz+HEdNW12zk8VfF1USKEIJfgXTsTbIqZXsDlJd6kwyrLKmar5qIgyABXa8qctjVVUSwFASEEUw4BBJoGK4IdYJ8SCEvHtlSz7D+/8gdte94deiPSAvgfN8oBZsl6Y2fG0StVEjjTYBDbsdUJ4wAB2Hg1V1VHjb0RJ/3lh7YF7wJXFdUy2EaOHkQCCq7vNx8/7Klkm4v/L2BfPHiFNwBzxZvPwiUt8vWihY0VPjA8bds9a0S/uq4t5ajzbbb+14+NmVORG3b53m57OUnA5i7nm51iNhE5mRigrX5mAxTmSRtf5UYGuFKeNnXuCJxWsHZlpaZ0gdmVvrPaUijZNLXSIdPfWDhCsLol6f3AiON5BJw5cwa9veaJ+1//+tcghOC6664z/XxoaAjHjx9v7iuMsaWqqKCu8+LzJHmCww4dE0DTzTVj+bIiq6YijCPzFyBCiKcXsDUEw7n44Aix6mBtusDlmr1nqO4BHCVUSnFsyuqhbId1KEgO1EH32p5dR50l5ZHmtdiwA3CDvfZFnKJSpETONBjk5ALR6aOA0h0xZqtKvesi2KTBnXGx7tIZcRjgKth0gb18gQ+NzKBiuEtuESlu/uiNuP2u+/Dpqy9wHLDMJHisK7jbfSVsur1+igJZpRarRSeSIl+/QRkoJC1ODc8xoR1A4x62H9hq3wW+oMkFME/cJQ6AVwEcvHhz0l6zMggjQTroi4msBhvkSgi8SQPNN+jf3qj7gX4DuaY12XAXuKqoln2RlQTkk+YusKxSW1/9sCz3ATjARwHc3d2No0ePmn726KOPIpvNYtu2beaNcRwkKVqJJyuVUk31LULnCMFERbbVw1YVtaHoZCMnmOKtM5MwnXStXsDzF3tZpTjDdB29tEp+lu15Qmzt4Mo1Bda+19JyarZm0vBmEzzySfsTll3xPzrtX0PNwj72tIt0JKr4HYCrqRS5hGAaDGJvznRYCYSsUlQVCkK0i1ha5NGRFTHQlsTqVskkq/E7uKWjUmr5DI0FHNsFPj0r4ycvmiPBjexlbLx2rG3Hx+as/gSO4OahXtvnbStmXC9uskpNyW46fgtgv8Wb8QaFEGLpwrLvDwhugcayfVUeqxnnioFC0nGFICx+Vk8EnrNdxlYRzn/VaXCLjUU2Eln9r0AC7QO22G20eGu0iyrNff4CR9CRaUwLLKvU9vg8qy2FWcMNcrXB9LeViOcRdNFFF+Huu++uJ8A988wz2LNnD6666irL0sjzzz+PVatWLcwrjTExU/XftQWAtMDj8KlZywl1ZKrSNC8/J/mDjtsy++lZs/9pISV4TouzMgC7AkMSONvCeLamRs7BwK8FGqC9L2MMqEphicD26wEMWBP3xsvWVEA/HJ2o4MGXxzw1xM1mZLqK4wb9p8ARbHbQ/6pU6wAbB4MSPIe8zZIqK4GoKCo2FTM4ryeHTV0ZnNOZRn9rCl1ZCa0p0aQL9GvdpePlYFBIibiB6QL/4OCo4+e0hxmAu5BxMbhyXattsINb/DGgXUizkp0EgvO8pQxSvLHOBawLg529W6MdYI4QvH+LObhjh0uHNCx+nDA0nan158Tn861/016icnZ7ytEGMKoewEGT1bT44vmDqVH7S684ZDdUSk3X3P7WpOl7HxSeENtUt5TIoy0l1D9zscH0t5WI59740pe+hOPHj2P9+vV4y1vegssvvxyEEHzxi180PY5Sin//93/HpZdeumAvNmae2RAWVDWV4gQzJHImgPzBC3b5ntWvuhUEFvmDj46LnQzAjkkbHfB0VYmgBzBzA+GRH8++/xdOmmUuQTTAIs+Z0uAo7CUlbjw/OoNP/PA5/F+/fg1/8MCLGPUIImkmrPxhU1fa+WRP5rtHgovXLGAdviIgjnp59kYyaAfYz/T9h7Z2Wey6Hnl13PK4ybKMF5njge2gcoTg9y+ydoHdAjB07OQvAuce3qDjt3hjnQvYAvi50RnMMHMEbh10v1y3oR1XnVUAR4CNnWl85Lxi4G144WfmwikOmQu5fO/UoSc2dmg6UewA1xQ1VJKZcZc1Or/gFYfsBqtfFnkOHRkxtKuE3WqMzrq2NMqylnrZqPfvSsTzTLR161Y8+OCDuPjiizE6OoqdO3fiF7/4hWUw7uGHH0Y2m8X73ve+BXuxMfPUQuiGkjyHI+PzscY1RcV0tXlWVicsHsDuBbCxS2gJcPChX/XrXCAr1OK5WFNo5IY7nCzknLCEi5RYCUmwi5efsBI3fvzi6XrH6uRMDXfvPRHo+XYoKsV/vTqOn7542jI0aWT/ce/4Yx2BzKdoGQsJ9niy0/ESOKdPaR3L+d9ZZCUe+9NavFkL8ra0iHecbbbr+v4zI5aVnX0npkzd2HUOy/gX9uVMHc41LRLO6Ui7vk4C+wLOT1csqPbSWKh0ZRJYY5AnqNQc3zxVkU0x7NqkevCLPs8RfOnKtfjZJ8/Dv92wAbkmFw5sB9CJhGDvNBC2YeEmUXGSQUSyAFapJbnSD8YbL7+OJW6E/RxkCssQ49rWJCohCmA9AMMJSeDQkRYxU1MbTn9bifj6Zl966aX4yU9+4vqYK6+8EgcPHmzKi4rxpiqroe5AeY7glbES1rencXKm1tQuqNUCzXzytKS3lYwd4OARvn47bAme4NRMzZRKFUUP4N8yEgYv31FWB8wSRAIBaMXVy2cMkdezNXQGmP05OmH+/H92+Axu3FbEmtbw08Lf3HsC3316BADw0xdP4yvXrbe98Fj1v85dTOMSvMhzdTtB9njqSIuW7xjPOaeYsR1LO69mN/wu339waxd+8uLpeoH70ukS9h2fNnVIWX0sK3/QIYTg/3jbWnz3wAimKwo+uLXT88Iu8PYJXH66YkG1lwLPQTUUBkN9ObxhOM72HpvCzjUtAGz2XyYRuksHLFzMa02hvjxU7dLbgPDdS7f3MzRnh8bWYFEMwRA4+yV/P89TVDp3A9L4dY89Nv1CbEJkRJ5DR0rEVEUO9B0pyyo6HOQrOgNtSYzOVEN1zVc6sSBkmeIVguGEwBGcnK6iVFNwaqbW1JP8MY8OplvHNogDhNP2nDqWAmcdhIuaB7BKKQ4xU+0bu9w7cW4RvTyx6nq9sHYsg/n8sjdAKgW+uS98F1hWKX703Mn6v58dnbEd+joxVTHJB0ROi+F1wnjxMQ4GsTdodiEYntZVfPgOsN8AgjWtSVza32L62X0HR0z/ZgvgoT5nHWta5PH7F/XilstWY5UPayO34sFL3hD0hpt9vJsO2MlBI2rIlCKd8P5uOt2IhI0fd3teThIsntk8cXZHWUqC6n919BsHvzcgntsL2TxyWgVZ25Y0ubb4gswHYDgh8hwuWpWP3IpnFIgL4AhxpiRjyiW5TEdWaUMm3CmBw4unZjFt4/5w6MBe3PP1r+LQgb2BtqmoFMNTwSQQRs1uGAuvIBpLo0VVFD2Aj4xXTJ7FmQSPfo/OKVuwGWm36V56wV7sgkggKrJqkbEAwK9fGcfh084WfG48NzpjiucFgLv3njDpPg8d2Iv/ee8Dpsds6so4DlqxBvrGRCf2eLILwfDqvpnje4Ol67EhDm4DSDduMw9qPXV0Ci+f1lYQjk9WTAOBIkewzSPYIghuQ2ye1l4BO2/s9gZ7cqaL1mtj5fp+bXQAbrFw05Eb4TkCu4eFjeFlB8FYWBlEVzYROasrWaW2w6p+0N+7otKmDIOFjQJ2OockeA7tadFXcqtOSuB8nefDuIa8GYj3SoRQVetJ3A7NAzg8hBCUZRVsZPihA3txy6duxJ3/8g+45VM3BiqCT83WTJOseYk3uRQA7l6zbAHsZ4ArSIdNAep65yh6AD/LdH83d6VtT2wled7X2K0DHGQATofV1XkNbRkZma46HpN37gnXBbazuRory7j3Ga3bqR+vj7xgtml0ij8GtO5PznABNSZEXcR0Se0Gg0QP7aCxKxQ0XIQdGmQH8IxsKWaxhelyf3+uC7yH2W+bi86BIEHxSuDy6ooF7ZoZwzAAzRnj7DbzftGPE4sFWgSX7wGAI846cstjmcdpHtbhz11uBe3O/haT4GKDhxZ8Kagqaugks5RAtGOJzPkCN0jYOGS3TvxAW9Iyr+JGI3HOMXEBHDn8dN3KNTV0F0AnyXOW5dwDu3ehVq1BVRXUajUc2L3L9/asEb5W/Wpr0jm97WSAFDin7U1WFEdtb5In9SI7ih7Ah0bMGtYtRfsijtJ5/bJbARwkBEOH7QAHsTJj3UWMPHFkEs8y788PT7ExvnP84OAoRqerOLB7F6rVGrBqs+n35zsEYAD68vP8xc+YENVfSOJvrlmHK9e14o939OGqswrm5/ooPowdzkJKNBUU42XZNQ1uOOAS/oeYLvCDL49hdLpqsQdz0v+Ggb2BYHErsPwOfxmxc0LY1mm2btPfr58hwijAc/YaajvYQlk7BsMXb26F90Ahhd8b6kFS4NDfmsTHz+8O/XcWCp4Q30EqLCmRn/uuk6bMvrDxyn5x+w4keM5kXeZGRVabGmzxZiQugCPGbE31vKucCugB7JfB7ZdATIjgeB6iKGJw+yW+n3vcQ/4AaBfHVibYYawkQ6UUp2aChzjYbc/JCo0jpC4viaIH8LMjbAfYYcnaqFl16wCHMO5nO8DBCuCK6++/8dQJW1N/J6YqssXWTaeqUNy594R2vHb0Afn5QlDkCTZ2Oi/3ExBTBzMh8KZboUv7W/Dltw3g/Vu6LMWcolJkPLSbKWG+YylwVheCMYc0uOmqYpJ2iLzVgYLl0v4WU2iDQoEfPDuKfQtYAMsUrgVYvctm99y5BL4gSILVC3dbl1katPfYFCilltUzOwlLFAgygMVKRhSqJeSFxUuC8vHzu/EfN23FN993Lta1WT2iJ8pyoCX6ZpNO8KG1rEmRh0KprxQ+P0gOLh1uKCpF0uMmeqAtjZKPLrCsAi3JaN7kLRfiAjhiEKJ5eLpRrtEF0WZtHhzC7Xfdh5s/dytuv+s+bB4c8v1ctgPc47D8aCeDGCvJpotcTuJ9dzksMggX71r95iJqHsATZdk02a77j9qR9PCt1QnqAAE01gFmb4BYz9mnh6dtJQ1O7Ds+bZpIZ6/bvzh8BuKqjfjAX/2L6edbXPS/ACBw5oufyJnDFtyQKZD0KODYjqVfqz5W/+vHwYAjBB/cau4C/+jQSZOWPCfxWN/evKVsuwl2I/NdNithCuAEb/VBOKddMmk4T83W8MZ4ZdlIIIIMsdndqDfiYODnxl/knXWlWYkPtETfTBSVWmR1QdDfe1AduhNhBsj1FEo3JMFfF1jkY21vo8R7L2Ikec6ih2VZSAuvzYND+OhcXGoQ/EggAHvnBssAXIDupcVqynXfUUyU5UXzAPY7UPgco/8tqNN49bkDto9NJ/j6xSkjcvVITRa2AC7LKlIij5TIQRI4JAQOAk/Ac6R+QWPjgMfLsm+N2wnm87/2nDZcxHQev7HHfxd4DyN/ePemTqwtzHf+KIB/e/IYRoV20+Pc9L+A9YKhDRr5OxbcPICN2zfezLE3aE5SkZGZYANc+rG1evZ1FAyrIOzHdX5Prqk3y14+vkmRh+zyGQctGrTBLfP2RI7gPCasY9eRCVN3nSPhZECLQRAbM/bY9HMMuiFwJNBKDEsmwaMlKTS0jbCUFRpqtkFH22/hQkRstxeiAFYo9byJBoC1hRTKsvs+dgvAiPFHXABHkOmqewfYTUe4VHilwOmw3rWnZ2s4NctaoPm/cAXpAOs3F4vhARxkoPAQI384/cyjts9RVG0ASS9oCCGOXWA2BCMlctjQmcaGzgw2dmWwqSuDLcUstnZn6105Ng5YpcCETYqeHRYJTE7CzReaU8ZePDWLx16f8NwWpRRPHTV3iy9enccfbu8z/Wz/iWk8/Io5Be38XvflfrsCzG+ByBHibfPFdCxZD+SDDlpoq4OB84XeeGz9xX+7EZe1Oeuvmyl/ALRwBjdEjzS4oAWwk7cwa4f2U8Yerz0tRk7mBMx1wQMMYCUZSYmbD7W/7fG28cp+oFRLH11bSKLkUZwtBDxBQx1g3VUjrI0ci8ARBP0oWAmWEymRRz7JO95oKKq7Fj/GH3EBHEFKsupa5Ib1AF5I2Bjf3ryTBMJqDRXGAWJ+e/6X7QkhmKrKi+IBHGSgkHWAwLHnbJ8jz530jB0gJx0wuw/dTvpuaWhjZe8CmFJq0QD35BI4tzONyxm/2jv3nvDsKh+brJp9fXmCbd1ZbF+VsxR0RueRBE9wroN0BJhzMLAp4Px21HwtHzMdS7YjzQZ26FgkEC4dYPbYaj36lKOtU9MLYI/upTDXZbODJyRUN9ru2GUlNm8wISxRtUCrKSqykv/LLispabR4c4pX9oNevGcSQqD30CxSov/hQSc4rnkdYCC4FVoQ/fE6lxuNskI9g5BivIkL4AgiEGtwg06jHsALwVRFNkUqJ3jnzqSdNVSYFDjn7XnIR2QV8iJ0gP0OFMoqtQx7kZGXbJ+jOxiIPnTAbGfc7aRvjAVln3fGRwE8WVFMfr1JgasPcH3qwh5TOfTaWBkPvjzmuj1W/rCtmEVS0C5+f7C917HDuKWYce0w1hSKrI0Bvl9NoJ+la7ZjubWYMb3eV8fKGLfR+AfxsGWPrR3bL8Lvbmi3PK43l/CM0w6KVwHm5F2r/y4MdsfuQFvSJP1gcfNQXkootC6sX9hBq7ApcObthXuurM4HSKwtpDBr4yMfdrteqJR6Bj74gUAb1GwWQW9IvFZQjKQTAnISZ9sF5ol7BHKMP+ICOIJIAoczDtPiFVlF4HWXBebRPU+b/t0mOsc0WzTApZpNCpz/i1fQAljkCChTQp2YquCffnME//bkMV9BJH7wO1D48pmSaagkL1Lc/ImP2z5HXz4zFqx2SU15iTd1OmWVWrLndXbv3o3vfO0OHNy/B4C1o+ynA8x2f7tziXqnZqCQwjVnm+3E7t53wvWi95RLjO/Z7Wm885w22+cN9rh3O2UK24uo3w6w3+V740UxJwlY326epn/GpgtspwF20pDbHVvv39IJ9m2wMoFGcTuOjDgVuuEjfK3P4wjBBS7vz81DeSkhxF8Ihg5bYDU6vMtKdIKgYr6Ay0tCUzxo5bmhZC9NcUWm6PSI/PUDIfCVwueXoDd1Qb8DawspW0eIpMA3FPMdoxGbyEWUKQftZammIGr3fXsOHQa4DfV/J0rOHT7L0NpszTJVHKwDHCxtS+Q5GK/hlFJ8+Vev4qW5FK3fni7hH955VlOG5DYPDnkOE7L638G+Vnzs6j+2fazuYJDgCWaqFBwhlsE1wLr/jJ0bI7t378YNN9yASrUKURRx+133oSPdY3rMWMm7ALbIX5jp+09e0IMHXx6rd56OT1Xx88NnbLuWskqxn7XxWmUudH5vqAcPvTJuOW7O9xiAA+xDSB4VMgAAIABJREFUHASeA60qrp85pdT3xUvgzAb5gz3Z+vEFaDKIKwZaTc9hO8CTR17C//2HN6JWrUFMiJYbIvbY6slJuHJdwdRdv2S1WX7SKFVFRc7H0rfIE9jVM2GXnp0+n6HenONqQlQlEH6Tu3SM+yyMjzKLptEO1wImMN8E9rem8MKp2dC+vIB2TJ3XncHzJ2c9bq6a0wGWBK4pKXA6QW9IEh5BOiw5SUA2wZuGWyn1tmOM8UfcAY4oNYXa2s3M1JTIDXdkVq83/fusYsHhkfZWW2yEbmMSiGAd3JMzNVNxsvf4FA4yRelCwgZEOPr/Yv7ikzLo+OwkEOwAnOKgfX3sscdQrVahKvM65TAaYKv+17zs3puX8LsbOkw/u/fpEVstMBt/XEgKOIvxI+3MJPAhxv4rKXCu+l9Au1jZdWz8GNorFL66n4C1Y8l2pg+cMBf4VUU1HbcEwOtPPxE4lOaPd/ThnI4UOAK885w2XLLGmmTXGMTX8r1TV0wIePHXcfp83Drc3REMwaCUIhNwcMkYXxzGRo6FhNRhA1rX3XjtKaTFhizZAO1YKaQTnrZfRvebRshLfMMyEiNB9qWsUqRsGhFe9BeSJrlJRaG2jY+Y4MQFcEQROVgKQ0BLgYtaPruSMRc3W89a7fhYO6stNgI2SIiDXdpWkCEP1jsUAL7/zKjv5zfKIWYAzikBDphffjQWwHaDEHZDhHado8suuwyJRAI8z0MQNM1xmALY6gBh7b59dLBo0oYenazgkVfHLY9jY3yH+nK2F74Pbesy6TyvPqvgqcdz6p75GQyqKarvJV+BN+v2tnabdcCvjJUxYdABjzIJcO1pEUPbdwQOpSmkRHz93efiZ588D39xRX/Trf44Qn0VPHZdMT8BAE44fT7FbMIUBML+LmqUFRUdIQaX9N3ZjAIYCK/Ftnve6hYJJTm8Flh3dVjXnkbZQZxMmfTGRujOSU31gJcE4nsmp6aoyIV4Hy1J0fS5q5SixUX/HuOfeC9GFJHnMFGuYRVzgl8MB4OgWFPgnC8+utXW5JzEQ6Xm95QUuEBWN3raltED9MxszbdMhF16BoDfvDGB18fK6C8kbZ7hj7KsYt+xKawtJB0HkUZnqhgxFD8iR7C+w5q+BGgXAb34MBZyrAQEsHbQnbxbt2/fjgceeACP/NejaDtnEJsHhywd6VAdYJv3W8wm8Pb1bfjPl87Uf3bP08O4cl2rqVB76qh5AO6iVfZdvrTI45+vW4//9dxJZBM83rOp0/N1Og2gJAQOXmORFP5N51MChzPqvGQiJwlY25LAqxPzx9ozw9O4fK0mg2BvALuzCWwe3ILb77oPB3bvwuD2SwL5cje6TO6E4DPC106yoDkIhHtdksvnM9Sbw5EJawphFAtgSglyIQoX442dFGCAzgnNCzj48+xufjozCbw+7p4C6URVUVHMJee2zaErI2K8ZE05LSkqBkIkW9rR7O9GSuDgd6ZabSDFb20hhRdOanITTcYX9y6bwbLZi7fddhsIIab/urvns8oppbjtttvQ29uLVCqFt771rTh06JBpG2NjY7jpppvQ0tKClpYW3HTTTRgft3ahosJ0xTocsBgetkFQKcVvDRICwDkEQ8ctwrczIwbuXAUdhDNiVwADwPcPhu8CV2QVN//oBfz3X76CT9z/vEXTqvMcI7XY0JF2PEHXDClI5gLYTgLh3wFi+/btuPXPbqkXWOEkEN4dYAD48LaiqRP68pkynjgyX/BOVWS8eMrsiHFhn/MyfjGbwGe29+Gjg92eHSLjDQSLl3etBvF98cwkrB3LzZ3m74TRDs0S4Tu3fB8mlMZv+EoY/E6w20kWFEpDay9FnnP8fOxkEPkASZKLSVIIZ8E133klTelehi2e7F47IQR9eQmVENelmkpN55u1hZTDSgxBrgn634UgKXC+w4IIF2wA0kghJSI5514Ruz80j2VTAAPAhg0bcOLEifp/Bw8erP/u7//+7/GP//iPuOOOO/DUU0+hq6sL11xzDaam5ouPj3zkI9i3bx/+8z//Ez/72c+wb98+3HTTTUvxVnwhU2qxmpEj1gF+baxsskDLSbxnAWznXKDTjAjfU00ogH/52zP1QjpoUfHQK2M4NpeMVlMo/vnxo7b6Ntb/d3PRWf8rq/MOBsb0spakYLGdYvehl+bNaN3FSirGy4rrCV5WqWUfdjuEoKxpTeItzPDXdw+M1G/y2PjjdYWka9xzEGouxvGaztL9+UH8OxM8Zxkz2txhXk0w6oCHA3gAuxEkfCUMfi/eTpKFRMjupVEHyzLYk7V8dlHs/gLhCxe96A1yDLohhJTGiA4abqfYey8kgTPdVAocQU8+YWnypAQucrI/HZHnQIi/a7JA0JCOeU1rCtNVBbkQOuIYe5bVnhQEAd3d3fX/Oju1ZU9KKb7yla/gL//yL/G+970PW7Zswbe+9S1MTU3he9/7HgDg+eefx89+9jN8/etfx86dO3HJJZfga1/7Gn784x/jxRdfXMq35Qgbi1xT1Mh5ALMDY1u6Mp5fcrtle50w8aV28cp+sdMAA1rBdP+hk6GKir2MjvW18bIlsQwAnmX3nUsBTEFNscf6BUFzgjC/f3YIzk/HR3+MJHCmQlEFbH1rdUanq6aitS0luHb6Pnpe0fTvQ6Mz9W4o6//bzBCHmgpkHSanndLGjAQZnLHb3xs7JLMO+EwZk3P71XIDEbKACxK+EhSV2jto2KFJStj91Vj30qkAykkCNnSYhx+jWABXZDX0zZz+3v36VXshicR311JHUSkkBw03IQS9uUTghFI7PezqlqTp5pFSikwEu/k62ne9uTaKTrSnRXAEaI9oxPdyZFkVwK+88gr6+vowMDCAG2+8Ea+88goA4NVXX8Xw8DDe/va31x+bSqVwxRVX4PHHHwcA7Nq1C9lsFjt37qw/5tJLL0Umk6k/JmrwHKlrZQFNK8t62C41B4fNmtGt3fZDXGOGIsrtQhCqA8xaoTl4KNvBJnAZeeD5U9i9e3egooJSin02kodv7x82XXTKsorDzHL/JhcHCIGJ4TUWZNtXzcsEilkRaxntsp9lV7c0ODdJyXGfEdg66zvSuHiVWdZwz9NaF3j3Udb+rHkuBgT2Thg6XvsoyLKxXccyl+BxlsEPmAJ4eu67w2qAiyE7an7DV8JQU/xHrwo2kpJGu5duxTObCuckwVlKlAYGlyRBK1ibpfv043rC4uUB3ZtPIsgmyw43BBwhWN2SrEsqKgoNlAy62ASJQw4SguHEYE+2Idu5GDPRFNbYcPHFF+Puu+/Gueeei9HRUfz1X/81du7ciUOHDmF4eBgAUCyau0vFYhHHjh0DAAwPD6Ozs9OkLyWEoKurq/58J0ZGRpr8buwZnxjDJFczLTWWZRWdmAZHCE6XZExO1FBuoo1Loxw4bu7a9acVnD5zxvK4sbIMReJBCEESzgVVCjXb57vBbu/YmWlMtpc9n0cptXSA0wLB7Fz85ExVwcnieRBEAXJNW4EYOHez6+s7Mlm1DTF5bbyMHx88istWa0XuoVNlUyJTMSMA5SmcdnjZlFKMjMz/cmKsDN0t7MMb0pBoDZNVFTesz2N8fN4bVVEpOtI8RhR7HfL89iqozL2gPHO9eW3kDNo5+xd2eNi83TYJnp/f9Wel8KRh2G3PsSk88MxRUydU5IBViWrgY8GJqqLidNJ5WGdyvOyakJUUCEaIf3u8yfESZgxF2+TkBDa0Cvjt6fnHPPHqKWzKqzg+Yd63klzC6TPBJ+u71wzgy1/5Og7t34PN51+I7jUDTdt/pZqKIpeEMu198aWUYmyshJLhQq2qFCOS93fSicnx+eN9cnLC9LtLuwX84FmCqkIhEODCTr5p77tZKCrFGZfjz43pGRmjUzVkE1ygY9CJqYqCk6crqJXczwlGSjUVnVwSqsvnT0tVjFYVX/HAZVnFajGFkWmbkBNKMTFeBk8IyrKKkljCyFR0rnksM1NTOO1xc0KplkI5Qu2j0IPg/1NbXpxZgO8sWxOyLJsC+J3vfKfp3zt27MC6devwrW99Czt27AAAy/AUpdRS8LKwj7HDayc2i1MzMgQha+pUzdYUpFszaEmKmD1TQlGsRSYBZmS6ilOGoASRJ7hoXbftUo9YkesTrKvbCQB7A/uBzla0twUz8F8zyQGY//LMqBzy+Ra0t9knhumMl2omB4qUyOEDW7rwrf3zN0RPzebxD3d+Hwf3+JvGf+TEScff3f/SFK7bugo8R3DkiPmma1tPzvX1CjxB0WCRNs7NomTQh/9JV4fd01CWVaztSLsOHgLAlDCLqbIMQgh6WqbwzOh8sVLlk46vbfK35gHIgQ739wEAl7YB5704U++AAsDXDphPftu6c+h1eE9hoACKRWdJxRkyo6Us2qBSitaUiGKbvUOHHUV1yjJpv2OAw09enr98vTguo1Ao4HTpDdPjNvR1hrZ92nnFldh5xZWhnuvGbE3F6t687y5uZ23CdB4gxH3/e8Ee78ZjrL0NuPt9Ldh9dBJbi1lTpz0qSAKHossKjxvJcg0TwzPoyCZQ7HD3uvZDi6xilE6iNMV5fld1Zmsq+rpzrqsore0q9h6b8mUXqALoc0luFHJVHD5VQkEg6Otptp91c2kbLXnux5qioq8liWKTo8lXGotVa+ks2156NpvF5s2bcfjw4bobBNvJHR0dre/Q7u5ujI6OmlwVKKU4efLkou/0ICQFDqNzOuCq4hwxvBSwllnnOrgYUEqRkwTUXMIbdMJJIMINwQ0z/qvFTALv2dRh0tqenKlhODfgexrfTv6g88ZEBQ+/qhX+bALcFo+LI5sglOCJq3G8jkIpkj4uSEmBr3dA21L+0/XYAS6/AzEfHTR/50o1c/HpZH8WFq8BLrfCTlv+DXaqtJNUnNedNbtgnC7h9fFy/XsBaEOkzfI8bSZ6CqH/x5sf2+jyvdfx3puX8O5NnZEsfquKikIqfK8pwXOQqb8Yaj+E0WITeCchSgKHtA+vZ+164P5eOjIJSCJZFo4HfrTZNYc0zpilZdl+IuVyGS+88AJ6enowMDCA7u5u/PKXvzT9/tFHH61rfi+55BJMT09j1655DeeuXbswMzNj0gVHDY4QzMzpgCsRc4A4OGwu4pz0vzWVmi4A7kNw5mJ2pubuQgBYbb/82qCxw0fFbAKtKRHvPMcc0XvfMyOeWfWAtsxptLcCYBnQ+da+YcgqtRmAcw7AkFWrEbyd1ZYdBP4ueGmXdDm3dD3WA5pNgXPior4cznEpVpo5AEcp9dTfpQTiuD/DFMB2E/P5pIB1bfP6bArgl781r4REcYAL8O+BrMMWy2GdB3TSPo/3KCKrmo1VWASOhDoGneBdXDUafU5PztsSrSSrvhodZ7WlQw1FLzadaQFlzwFAfymKMYvLsimAb731VjzyyCN49dVX8eSTT+L9738/ZmZm8IlPfAKEEHzhC1/A3/3d3+FHP/oRnn32WXzyk59ENpvFRz7yEQDAxo0bce211+Izn/kMnnjiCezatQuf+cxncN1112HDhg1L/O7cma2pUFQaeMp2IT1BAeAg0wHe6uBiUFO1JWQdp+V4kSOWQZEWSUA+JaCiqJYuoQ7bXRkvyb6mnO0KYAD4wNYuk7XSK2Nly4CWHYdPl0yWcHmJx/94a79pW29MVPCd/cOm4ca0yFkG14xUFRU5yfxVTfocZOGY4TknJIGrd4CD3FBYQzCcL1jG45EQgo8Odts+rpASsC6A3MCLmko9E5hSIu9yzJDAAQROk/ZsLPIvDpulH8UIXvAppYF9dY3HnJuDgF9SAhc5C0i/CFzwGwjz88lciELzLtdBBxL9+hd3ZhOweAAycATI+/D1bUkKntKtKFBI8vByQiPwl6IYs7gsGw3w0aNH8eEPfxinTp1CZ2cnduzYgSeeeAL9/f0AgC9+8YsolUr47Gc/i7GxMVx88cX4xS9+gVxu/oJzzz334E/+5E/qbhHXX389vvrVry7J+wkCR4CxUg01hYIX/H2JdPuuWrUGMSHi9rvuC2So78VURcYrZ8xDLU42XgQEaZGrdxDSIo+UyFkK2g4mBEOlFJmEgIG2FGgbxXhZxvHJCiYrCngybysj8hxak0LdrosCGK8o6PJ4D5YCOKedbPvyEq5Y24qHDVG93z84gotXu2vRWPnDYE8Oa1qTuObsNvzcUOh854BZqrOpK+N6QaKUWAoQv56qfi90Ik/qFy72onO6ZF8AT1VkUyEvcsQxxtrueLz8vAuwpkXCG0yS14UO8cdhqam07qHsRFLkIVMKu/41If49cHX0SXt2/w/2ZHH/oXmdOCvXiWIHuKJQrA64hC8QAv3bJauNW1klBN6v29SiMCsroBS+3lejy/iEaBZyzYzwDbotvxIWjhC0pkTMVmXH2ZqUyEdKytcoHCHIJ3mUa6rjexZ4fymKMYvLsukA33fffTh+/Diq1SqOHTuG+++/H5s2bar/nhCC2267DSdOnEC5XMYjjzyCLVu2mLbR1taG7373u5icnMTk5CS++93vorW1lf1TkSMpcBieqvrSfOospCcoADw3OmO60R8oJB3TejiinXCNxYBdGAa7LFZT5nVThBAUUiI2F7PYviqP3rxkKqBZWYWfBDPWAcLov3rjNnP5vO/4tCWljIUtgId6NVnDTYPdpi4w2xjc7KH/5TlquWBp//Y+ofot3ASOgMydDdjP4bWxsu2AGKv/7c4lHC9sdscjR4hFCww0V/4AaHtJ8tgPWhqc/WN4Yj9A60ZK5G09u7c5yIR0itnodbzUEBZexg64TGnoCFgdv8e7E2WHAcewcCBokQRPaZSsUuRD2p8ZyUh8U+Nvg3oKB/HBXtWSQMlhtVJRqa/u73KjJy+hJDsfC3H3N5osmwL4zc5UVQF7ATg1U8N9z4xg99FJy+MX0hMUsNH/umhYNa9EcwfDbhCO1XvJlCJtE17AcwSrWpKmBB5LhG/JuwB2kkAAwLmdGQz2mN/Tfc842+FVFdXiiXzBXCG3qkXC2892nhJ2C8AAAIGzdg+0NDjXpwEI1rnRS5TubMLUyS3LKvbaDPdZI5Cd9b9Ox+NVZ7WZbjx4Ql3jj8PA+5CBiDxxrK/CGNgnHAzyW5IC1rnIXcJ6AC8kIs8FLr6MXrOkCRG+fo93t+c7SajCkBZ5DLQlUfIorKuK6rgqEgR2MLVRgnwelAbzIM4kBMfQlIpKQw06R50WSYDbLmo0BCNmYYg/lWWCqlIYJWBlWcWn//0F/M/dx/HFn72M/3zptOnxmweHcPtd9+Hmz93adPkDYE2A29rtXMTpA0jGLkKbzSBcJ3OhIHDPTjd2Gy0FsI8OsFsBDAAfZrrAj7w6bgkt0HludMY0pNiRFrHKYHlz0/ndtnG7BMBGLwcIB/2gH3lDkOEjvStECMGl/WYrut+8PmF5PBuC4eYA4XQ8ChzBx1aVgZkzQLUE8shdGH7pGd+v2Q9+ulfGGwCWMAlcbgU1qwM2EkUNcJjhq6TAzWugSbAOohNhgzRqioq+vIR17cmmFME1RUVbWkQmIXjKG3hilS+FYXWL801TGASe8zXYC2hd7KDhC8WsZIk0BgAejUtCogghBIWkaLtKq91AxB3gKBIXwMuETMK8BPbU0UlTuto3njpuWabePDjk274rCFVFxfMn/XeA9eVnwTAZb98BZgtg69K/EeNdNSupOONRAM9WFUwZ9KsCRyyvafuqPNa2zl94VAr8x/OnbLe377i5+zvUlzN1bfvyEq5db+0CDxSSyHpcEJyW771OqrJKkQowfGQcdGEL4Mdfn7AMdbEdYC8LNKfjceK5XSDfuBn4149C3f9ji1yn0WFOvwlMToWunaODF24FNbuyYCRqGmBFpcj6TIAzIvJc/QaAB5qi+QxbROgWVMWspHVtGyyCa+r8uWpNi/v2mmVp10z5AzDXofepqAvjQNGTS9gGy2TmwpBWIr35hK3UpqZSz3N8zNIQF8DLFLb4OFOS8TOmC7xQHD5VMgVIdGZER+2iSmm9UDV6edprgM0Xf35OOuGEsWBpzwTrALP6366MaLlIE0Lwnk3mMIYfv3DatrOx75hZInBBr7XI+dhgt2UZd7OH/EErYu2/pl6T2bKqDRH6xXiRHezJmi56Y2XZctNjiUEOafI+uP0SJBIiOEItch19eO7Of/kH3PKpG0MVwX6XH+32p6JSJEM6GDgV1NscCuAETxryi10IKgpFWwgLL+OxFKaD7rXNYMxbUHXnJKwtNFYESwKpuzoU0qJjYa6oFPlkNAuftMhB9WkrRxHOBq9F4k1dZlkNHwe9HMhKgu3NdjMt7GKaS/ypLFPY5XsA+N4zow15ZVZkFf/ng6/iPfccxFefOOo4dGdnf+ZUqNaUedPzlIvXLABL5rtX4SK6DNV5FcBe8geda9a3IcMUgg+/Mm56zGxVsRSH5/dal7l78xLesd7sMTzkMfBVU1THoRGvzqRCg124jHKJBM9ZXC9YGcSJyXAhGCxucp1Ghzlriuq7+2JXYDXiYOBUsLUmBQzY6ICL2UTkumOEhFuyFgy+sc3qXob1EmYtqHry4YtgSilyzE1lb16yHRKtqNT2Rj8KJAQOQd59mM+wr0VCydAoqSrqsvD1bYS2lGhjf0gaHgKNWRjiAniZwnYwAa2oe/Dl8Hna9x86iV+/Oo6xkowfPnsS//GCfUfZbwAGAMgUdQ2cMWzBVgPMFMBeS55GHVvQDrDfAjgt8riWCcb49+fMccfPjEyblvtWt0jocjjR/+HFvRjsyULgCK45u4Ar1rq7kGj+n/YnTyevWZ2g3pPs9i5jZBCPGQpgRaWWY9BvCIYdTvKIRoc5teVHf6c53qbAMh6/QXGT79jJIKImfwA0LW9Y+YKu2W2WfVdKdA4rccPOgipsEVyWad0uUafb4caPQ3T1rn59fQHtexHk8TotSdH02QscQbIBP+TlQF9esgRWccRdyhezdKzso3EFY9cBBoB7DowEskszwnb4vrN/2NLZUCn1HYABaEWY3oVMCDz0l8Z2gDkCy1Kr4NHhNE6aL1QHGIBFBvH8yVk8Pzp/E2CVPzh3dXOSgK/87nr8/JPn4X+8da1ncUE450HAlEcYBkeCXejY7W1flTdJNo5MVPD6uOb9fHq2ZnpsS9J7ICgMjQ9z+u++2MXtNmJg7za0dZ5NAex007SUNLJ0q1/0ww6vsbiHlTjj9PnpRXAQizS7EAeOEHRmE5bvYkqMrverZvvnj0Y+v86MWN8vTjaZKwlJ4JBmbrjtXHxiokFcAC9TnArgNyYqePQ168S+F9M2y/inZmt4gBn6OjJeMYUfZEQOAwXn1C5j90A0aHqL2YTpwrS6JWk60frRXhrjUdmO8kTZPULZ4gHssny/qiWJ7avMRa2xC7yPiT8+30b/y+L3oiIQ5wGipMDZes3O/41gJ17T5D60C9aWTvNSvX6TFMQBolEaGebkiH8NsFGiM//8cN0vQFs9cLpBOc9m1cTtGFwKKrLakCaZn4vwTfkM7/FCDysJitvn35OXkGO0qm6kE/ZDXGtak6gaPmuVeoevLCWsLaUbjTgY9OU1N4iq0tixtJxoT4um1Fa/Q7gxi0/8ySxDWAcDlu8eGPZ9Qtd5+sS0JaABAO55egSztfm/xXZ/NxfdU8yMJ0+jl2da5PHx87vrIQW/N2SOxfWjvZT4eR1bgueQN0yrq0A9Gc6OIB1gAHjv5k7Tv3/9yjjGSjWMl2X89nSp/nMC4HwXm6uguGl4vdLggnYu7dK2LupJm/6tF8BBHSCWiiAXb7sC2GsQ0420zfZ0CinREn8dtRAMhWrL2GEReU1SY+flHWp7LmElTvixoFrd6u3nC2gaVrvZBUBbaWlL8vUVhLKsosNG5hUlkj5vTBrRcIs8h6yk3Qguh1jjZtCdTcCorIlDMKJLXAAvQ0YYL9qMyJkuC4dPl7D7qDW4wA02xUxnoizj/mfnu50W/18X+zPAevI0FssfG+zGjz66BT/8yBa8daBgepzion112jZ7cTo9ax/hCwQvgLX0ufnH1FSKH79wGgeY/XZ2e6qpk85uBbBXOlbQzqXd9i7qMXf3nxudwenZGo5PMg4QDeh/F5IgQ4B2ncJGLl6SwNlaQem8xaD/JvBOiVtsBC749L/5+QQyRdN0nwkXb2Un/FhQ5SXB12uUVWoZ1DXSX0ihPOctRgiJ/JJ/PuEuodIJO3yo05dPAoS8acIgRJ6rH3MqpY6hIDFLT/zJLEPY4i1fPYPzWs0nsnueHg60zb3HnAvm+w6OYqqidVPZtDO3AAzAWlSw3ZhCSnS8UHgVHwJHTINLbOLSKYcCuKqoOD073x0m0GzQ3OAIwXs2mrvADzx/Ck8x+83O/SEsXidPr3SsoP61dtvrSAs4p32+CKYAdr0xsSw6wJTSQMWXXaerke5XgnfvV964rQtv7aLooeP4vXWqZYiQUtqQq0sQ7LyWGw1wSApaR7RZIQCEEARVU/i1oOrLSyg7xPfqSALnWsSlRB5ZSft9qoHhwcWikBJsLR2NBPUSt6MtJWB9m7NMbiVSzIqoyCpqiuZBHRNN4k9mGTLCFB8nntuLQ9/4S9PPnhmewTNMserEqZkaXpsbbgI03aSxazJTVfD9g6M4NVPDccPfFjiCczudC2A7Ha/frqTfyVljR5ldYjvjUACfnDH/vD0t+ip0rj2nzVRQnZqtWbyXh3zof/1itJBzwsljVQl54bKTs1zGOFU89vpE0zyAF5KyrAbysDVadxl/FhZte84F7CuHDmDXbR/CyD//Hu651epxXFEoSrJ3omGj2Hktq5Q2PNSYFjnISnMn4IN/Hv6GILuyCdebFZVS5H2s7PS3JjFTU5oWgLGQSDyxdT4xop1HGnsvZG5I8M1ERyYBCgqZIpAXe8ziEhfAyxCLBdrkKJTjL2EVHTP9+LsH/HWBWfnDuZ1pSwzwD5/FkdQoAAAgAElEQVQ9iUdfN/vfntORcu2w1VSrZ6bfrqTfAS6TF7DPDnBQ+YNOThJwzdlWqYYOT9wt4YJSU6nnhdSpIJBDXrjsunWXrjHboe09PoUjE4s3BBcWFfC8gWAx3gBo3cPwF39CrAW1ES+PY4VSrC2kArkUhMHudZQV1daqMAiSwIEQNHUCXgjYkfd7I00IQWfG6uSgU5Ypih6rRICmmeYIscS6RxFCCFIe5xc/UrQYKzynSWAacZGJWXjiAngZwhZwZPoURFHE+881Fyq7j07hxVOzntvbyxTAQ705vGdzJwqGjkdZVvG13cdNj/PS/yqUIsksP3p51+r47RoZO6CsBILt9OpYC2D/F6v3bOp0/N3GrkxDBRMLIfDUjzl1rsP619oV1Ovakug23CTUFGoawuSINcUvCiR4LrCEwXjcaSEajZ0i3f6+l8cxAUFvToLUJBeFQK+DEsvNa1AEFwu/sATtJgexoFrdIpkSLo3wxL+N16autK9ucRRIi5ynbWZcwIWjJ6cdT82OsY5pHvEnswwZmTYXdu+86krcftd9ePflQxZP3nsOjLhui1Jq0f8O9eWQFnl8ZLBo+jnbifLS/xIQSwHn5V2r41c3aLwgGofUAM3Zwo7hqXAdYABY15ayDTEAtBuHZiIQ4mmX5jSgQhDuwmVXABNCcCkTimGkO5toSCqwUITxsDXeUIWJgGVxO469PI55onWSzm5PNxTda6Qsq5bvn93rkATvY88LkSfINbkQFHkSyOEmiP5Y5Dm0Ju0t0TIO9md2tCTFpnkfLzQdGdFV+0wQhziEpZASVnT080ogLoCXIWwH8yMf+mD94vkxpmh99LVxvD5WhhNHJiomqYDEE2zq0grb68/tsHRVjWzpci+A9Qu4kZTIu3rX6viVSoiGNLhtxaypEDs6WcFRZqkesO6/7oD6tPc6dIHdAjDC4Kf40jvq7BATR2iootS4P42wqXBGGkmAWyhklSIbUP4AWDuMjU6uexUPbh7HevGWkwTkDRZbjcARAlm1Fjzs62hGqAlHiGkVqRkkBd7VWYMl6A3MmtYkSkxBWFVUS9LkSiGXEADqfIw2YgP4ZocQgi0uIVExS09cAC8zaopqsffqMizhb1+Vx3pmav/eZ5y7wKz8YVtPtn7RlwQOHz+/2+5pWNMiodVjwMjOANxPQRFk8tjYUU4neGxjutK7j05anmORQATUr+7sb7G6RtQqoCdeDLQdL/wYqKcEDs/s32MZYgoagqGTdOjQb+3OmnyWjbCd9yhQVWigATgdY7w276MDH2R7QTEunZ7dnvblVesGpRQtSR5dWcl1FaamqJa0s7Csakl6PygAaZHznQanUhr4BiYrCUgx3ztZpa6NgOUMzxFXP+B4+b4x4v0XbeJPZ5lxcqYG4+m/PS2YTvKEEHyU6QI/+PKYoyOCRf7AdDF/Z0M7em0KRD/DXnZL8FpXy3vy2K+WNp3gUDNcEC9elTf9/skjPgrggB1ggSO4YaM5HhnHn8OhPbvsnxACSv0NT6QTAg48ZR1iCrts6RTeIHAEO1bnbZ4BcFMnbX++lBASrotpvKFyctgIu72gGL/XksChyyZuNwhlRUVnJoE1rUn3AlilkU3tSoqcbWCPHTWFhtJw9+Ulk/tGUuRXdCHjNmgbRWlTTEyzWLnf6hWKn+Lt8v5WU9FaU6kl0hjQOhv7GZ0sWwALHMEnLrB2gVmtsR12MgaOuHvXAtoAl9/JY7bDczFTpO0/MYWKoXOmUopRZjguaAEMANdv7ECXNH8lFvf/b8sQUyP4MfAHtCX2rRfusAwxhfVeTQjz6Xosl/W32v58+shLof7WQpIUOOx56incfvvt2L17t+/npcX58IpmFD0Z5gbNL3YWggOFVIO+wAStKQECR1yLaZ6QpoVXNJvknLOEHxSKUCl0nZlE3b1DpdRx5WOl0Jp09gOOB+BiVjLRPMvFOMJaoNkVbzxHLNG9//v5U6ZCEAAOn5rFTHW+05GXeJzVbjUsv/qsNvS3zi9l8sQ78EF2sfDy6qwFsY5hi5T+1qTJ1aGqUBw4Md/lPj1bM1348xIfyrkhJwn4+ge24VPrVHxA3Yev/PWXbHWcYamp/nxYRZ5g0+CFliGmoCEY9e1xzuENF67K2RbWQ5vPCfW3FpKXn92HG264AX/zN3+DG264wXcRnDCktzXj4h9WQ2wXBS5wBH35BCoe4QVOZES+Xtj1u3SBk2I4+cxiwBGClG9XDAopxGdICEF3TrtBKCs01A3ycqI1JdrepFFKA9vOxcQsJ+Kje5nhd4Drd85pR8YwBT9WlvHQK2afYDv7MzvfUp4j+PLb1qIvLyEpcPiD7X2eFwU3CymvZTWOEN9Lb2x4ASEE2y0yiPn3+cT+g6bfNXJxa00K+PjbhvDZ37+5qcWvjp8uHEcIeJiHmBSVQgqZ3qTtT/vfpUXe1unisqHzQv2thaKqqDi090lUq1UoioJqtYrHHnvM13P1GwBKm2NfFHYbTjZ2q1qScM+Xc9ieStGSmt8ezxEUbbrAlHp7Ty81ScGfrpojJPT+78snUVUpeMDXSsxyJilwtpKpmkpN15CYmJVGfHQvM0aZArjLoYBLJ3j8zoZ208/+v4OjpgsHq/+9oM+5q7uuLYV7PrgJP/n4Nnxga5fj43QonGUMXheloJPH7KDSjtVmx4In5wbhDh3Yi3/+lztMv3Paf0uNEODizXbU7bqHfjGGNxw6sBc/+s6dpoQy1g0ik+ADh00sNLJKcdVbr0AikQDP80gkErjssst8PVfgCAho0y7+dulyfnBaBSGEYKCQDDwQV1VUFLNmtw47LXBFoWgPMTy4mLRIvKNfr5FGIpgFjqCQ5JGV/NufLWfsbra0YeS4RIhZuURz0iHGET8SCJ33bu7E/YdO1odGXhkrY/+JaUijL2HP7idxkN8B40CaHx9b31PxxNkEXyAEVdvfaARdema7F+f3ZiFwgF4jHJus4OhEGQd274KSbjM9NqgF2mIR5OItcATGhphMG4svFXmuHo9bq1bxw299vS6t2LmmBUnhWN0TemsxE7kCgScEOy/ZgQceeACPPfYYLrvsMmzfvt3Xc8mc84OWAteci3+YQSLe5QaoM5vAkUlna0Pb18BzlhUFvQt8erZWf40K9Y7fXmryEo8J+5leE4128PtbkyjLjVvPLQdyEo/TMzXL+b1RG8CYmCgTH93LDDYEw62A68lJlo7dXb85jFs+dSPu/l8/h2zwf+zJJdCbb56fq0Dg2PlKeaTBBb1wsR3QtMhjY7vZfunJI5MY3H4JSKvZISOq+j4/Fmg67P4iIA13v+bjcVVTTG9bWsRfXLEGq1skbOnK4DPbe0P/nYVCj3fdvn07brnlFt/Fr45eDCaE5hSCYT4LL5382e1pzNYU18foUErR4lDUsl3gMOl5i02CJ/Dz9Qij/zWSTghoW6H2ZyztaREVS1edxAVwzIom7gAvI1RKLRIIrwLu/Vu68F+vTdT//ewEAUl3gK7eanpcs0Mc3E6cKZGHrFYdu8lBO2Yix0FWzMXABd0pHDw53yV78ugk3nftEM7dSfCcwRktsgVwgCE2tqPOkcbSm0Se1ONxa1VYYnqvXFfAlesKjs+vqip4NO6hGwZK/VvoOSHwHKD4H8T03F7IQBI38pLge3m6rKjoz1iHWwFrF7gZARiLQTrBQ3aRQYTxAH4zoyXdmX9mF2QUE7OSiM8Qy4ixkmya1s0meM8L1tZiBhs60qafkaHrgTWDpp81O8bXrYOZFHnIDkMsskoDTHnP/S2eWFKyLiiaL/gHTkyjLKuY5cw/j2IB7OagYQfbUedIY+lNAkew6bwLcPtd9+HDn/6sbUyvG7ICVBqy6wpPWVZDBWAYETniuoIRfHvBT7N+iu++vOQaYzsPcY1kXdOahKJSyCpFLoRv7lKQk3jXVaSaEn0pR5TQ3DXMn30zfLBjYqLM8jjbxQAIpv/VIYTg/VvMlmjCee8AutaZfnZBr3ewhV+8Qhy0SXv738sqRSagd2fKJryhLyeY9o9uh8buw+5s9JY4q4qKrOT/q6l11M3L2I2gx81uHhzCe28K7nDBE6CtSdG9QVGBhgsfngvvHmCHJBJf8d86fruXnZmELz+IjMi7dvJ4jqCYS2CmpqItHb0bQjvaUnZL9vM4uWjEOMPurzgEI2alExfAywir/MFf8fbWgVZTlGdVJTCud53VlvKMNQ6C7JHkJvLEMQxOoRTJgMNHdgUwIcSSCver347Vh7cATSPo1hlbKiglSAXQn7Id9Ub0v4BzGpxfEgKHtW3pJRkgaoaGNSU4W8GF2x6HINa9fhPMjH61TrD2Z06sbkmCJ2ja4N9CY7dkb4SAQopomEdUaU8LJq/4qGvBY2IaJT7CI4BKKZ4+MY17Do3hv//iZfzokH20bNgIX5Hn8O5NHY6/H3KxPwuDlmLmfGjp3rX2vwvewXR6PBvd+8ir46Z/F7OJyDkYAIDII9DFm+2oCyFDMHQkwX/crO3r4bUksZzkz6+1mTSjgEs1Ofo2nRCgBtihMqW+E8z68knXpLmqoqIr432e4DmCC1flI/l9sIPzSKvjA3iJx2jkkwKMTfV4/8WsdOICOALcvfcE3vKNffjX/Wew9/g0dh2ZsH1cGAmEzrvO7XCcim62/hcgkDw6mE76MoLgFy6nAvj83qxpGIwtFIq5aC73Bg0iMHbU7SJ0g9JoB1nXvPYXUoH9ap1gUwztkFWKbBN0n0mR99WB9YvIEQS5DSBwthBk0f1qnW40BJ7zLQWIavyxE56rTDGB0FZPtP0WZhYjJma5sbzOeCuUlsk3TP8+cHzSNpt9ZMpfCpzt30gKePv6NsvPBY5gW3fG93b8wBHvCXqnDlsoz1SHsIGUyGNbt7O2OYoewLIafHjH2FHXLlyNfa0Fzlmi4oUmf9GenJeEpi2pK6CexXRFoQ0PwAFaIdiM7ehoRYX/Ejioi8ea1iRKDnKT/DIZagtDIcU73hjFy/fh0L+vYWYxYmKWG/FZIgK8tv9xYOpU/d81leDQyIzlcWElEDrv32xNcNvclWn6sAjPcZ5LqU4X+LCdG6chn4sZGYSRKDpAhE3i0jvqQZbPnXCTqHjBXjhXtzbeBa7IKgYKKc+bKg60KTZeAkeQlZp38edIMEs4P98fI+mEgIxNoVuSFXRlm+ftHTVakiKc5uBiC7Rw5CVtoFahwWRYMTHLkfgIjwCXX34Z+GPPmn629/iU5XGNFsD9hSS2rzLLHZrp/qDjZ/lWL9gOHdiLe77+1XrcbtgLl9PfXG4FME/CFXF6xyvI8rkbYS2QFGqOT21LCQ1rCRWqOR6sa3MvppMi3zTrsmYTpKMb5vNb1WIXjxzNIc9mIQmcbSBGM2RAb1ba0glUFBUEsYwkZuWzbArgv/3bv8VFF12EfD6Pzs5OvOtd78Kzz5qLxk9+8pMgcx6o+n87duwwPaZSqeBzn/scOjo6kMlkcP311+Po0aOL+VYsbN++Hbd+8BrTz/YeMxfA01UFMzXjhC5Bayr4xe3TF/bWtX45ice7znUejguLnyI2KXB4Zt8e3PKpG3Hnv/wDbvnUjTh0YG9o43WnImtNi+QodYhiAZwS+VCDSHqBRdBYCIZO2KKVMOlRhBD05SVfGl4n0glO07qmRNfwhyg7GATZn2FuAu1uNNIit+KDDOz08jWVIhcv34ciLXLgCWk4TCcmZjkQ3SsGw8MPP4w/+qM/wuOPP46HHnoIgiDg6quvxpkzZ0yPu/rqq3HixIn6fz/96U9Nv//CF76A+++/H/feey8effRRTE5O4rrrroOi+IsVXSg+dbXZa/XFU7OYqsj1f7P632ImEarbtb4jjTvfey6+dGU/vvP+jU2P+qSU+orxTYs89tfjdhXUajXsffLx0CleTs4HhBDHLnDUNMCUBgvAMKIXOjzXWAiGTlgNpV16VHcu0ZCmuGC40TurLWUbAVxV1Eh3O/0WopTSUJ03Qgi6syJqc7MDskpD3SAvNzKiNRAjjJVijAYhBCmRazhMJyZmObBszpA///nPTf/+zne+g5aWFvzmN7/Bu971rvrPJUlCd3e37TYmJiZw55134pvf/Cauueaa+nb6+/vxq1/9Cu94xzsW7g14UMwmsK41gVfGtUJXpVp62eVrWwE0Ln8w0peX0JdfGG1gTaXI+Lj4JAUOmy/cocXt1rS43S1DF4eevk/wBDNVantTcPGqPB54/pTpZzwB2ptc/DdKWVbRH3L4KiUQTJabF//Kxiv7xa544whBV2Y+bjcIVYWiaNCx5iQBOUmLwTVeoLWCL1qfpxG/3TQvD203evNJHJusQoR/+7PlTntawImpCtLc/D4jIJBiDXBo0gm+IRvEmJjlwrI9S0xNTUFVVRQKBdPPH3vsMXR1deGcc87Bpz/9aYyOjtZ/t3fvXtRqNbz97W+v/2z16tXYuHEjHn/88UV77U5c1G2O6TXKIBqxQFtMair1NUAk8gSbzhvC7Xfdh5s/dytuv+s+bDhvyFf32A67MAwd1g4N0DSlbFduVl7aVQAKzYszDKm5Tliz4kslJl7ZL06f3+pWd79a5+1Z/V7PaktZXA94D1/YpSYtknp31g2/IRh28BxBW0qESmkg+7PlTFYSwCZi2K1CxPinPSUuun93TMxSsGw6wCyf//znMTg4iEsuuaT+s2uvvRbvfe97MTAwgNdeew1/9Vd/hbe97W3Yu3cvJEnC8PAweJ5HR4dZ91osFjE8POz4t0ZGRhbsfRjZmDcXYLuPjOP0Gc2i7LVTk6bf5XkZpxn5RxQoySrGxTJmPAoxSinGxkroXjOAa9cMAADGx8YwlihjKsTFa7qiYPRMpW4BNjlp9lLe1CHh6dFy/d/tSWLZf2NlGa1SOA1uM1BVitPJSqjnztRUnDxdhpLiMQKrg0hQpmdkjE7VUJ6Z9H6wgZRAnP/+bAUna6pv6Y5KKXIJDiMjJcvvlJkKTirz2+IJMDJStjwuKtDZSYzUaq4aZgAo1VRMJEoohexgJmUVL50so1XibffbSoCVvZUmSigZjylKI30sRAV2P+rIKoU8U12xx0+zcdqPMcFYiP1YLBZdf78sC+BbbrkFjz32GB577DHw/HyX48Ybb6z//9atWzE0NIT+/n785Cc/wXvf+17H7VFKXYser53YLC4dqIJ/arpu7XN8WoacyKKYTWBSNhd0A10taG+z+vouNWVZxareFl+P7axNmJbsK7KKvh5/z2VpkVWM0knT8rFx/1w2IOPp0WP1f/e3ZU2/VylFJ08wXVWRXqJOYlLkUOwM58lcVVQclyfRk5dQbEt5P8GDVLmGieEZJHji+zhTVIrOrIhiq/3fb21XsefYJDI+O5OzsorNxQxyNisKhQ4Ve45OIS1qaXO5pIBie9rXdpeKai3lKYUo1RSs6mlp6CbsNJnEmtZU5CQ+zcR4Th7nZlAyDAgLPEGx2Hx3m5WI07Wtp9teThZjz2LVCCudxd6P0V0zdOBP//RPce+99+Khhx7CunXrXB/b29uLVatW4fDhwwCA7u5uKIqCU6fMetDR0dFIHMBpkcPGLnMBpMsgWA1wVPV9QQZ4WD1oI8v3XoXFOze014feOALcwERDyypFVyaxZPGfVUVFvgHvWZEjmv66ScEHCYEPPLimRWA7vwdJ4NCaFHwvrwoEyDoMBSZ4Dh1pEYpKUZbVpgZXLBR+Ak6aMcR4bmfGNDi40mlJCqbgoESDUeAxiIvfmDcFy+pM8fnPfx7f+9738NBDD+Hcc8/1fPypU6dw7Ngx9PT0AACGhoYgiiJ++ctf1h9z9OhRPP/889i5c+eCve4gnN9j7lzofsBsAdwd0RjfIO4BAvPYRopPniPgXU7a2QSPr717A267ai3u/dBmbOgwdwu14SOtQFOXQP8mq7QhRw5CCNCEEAwd7YYi2OfhZ/p+oOCcWsaSTwquxeC69hSqigoKf8XlUtOeFj3t4JoxxJiKsB/yQtCaEuv6clmlSK3g9LuYmJjmsWzOFJ/97GfxzW9+E/feey8KhQKGh4cxPDyM6elpAMD09DRuvfVW7Nq1C6+99hoefvhhvOtd70JXVxfe8573AABaWlpw880348///M/xq1/9Cvv378dNN92Ebdu24eqrr17Kt1fn/F5zUMXeY1OoyCrOlOYt0TiiDXFFESlAF5c1/G/04u81+NKSFPDWgYLDACGBJPDozSVQbjC5LAwC1/gQlyRwTfPu1G4ogj2HAJ7T9+mEgEKK97zJKMmK5yqHwBEUcxI4QpZF9G0hJULxeN9hh0DfzCQNx31NUZFrQhpgTEzMymfZrJP967/+KwDgqquuMv38y1/+Mm677TbwPI+DBw/i29/+NsbHx9HT04Mrr7wSP/jBD5DLzReV//RP/wRBEPChD30IpVIJV111Fb797W+btMRLyYaONNIih9k5Tdt4WcYTR8yDSO1pccmW6t1QaTAbLoEjdf11WP9TIyJPELZ5S4j2fEkQlqSYCuv/ayQrCU1JgdMJOknP+4z8XdeWxt5jU0i7pHURwJePbX9rMnChvlQIHPF0Zoji93o5oLugqHGEb0xMjE+WTQHspRtMpVIWr2A7kskk7rjjDtxxxx3NemlNReAIzu/J4TdvzA+9/fTF06bHRNYCTaGBlqKTAo9xKkMgWtxtWP9THYEjqCnhKmCezOveCikBk2V5wZaRDx3YiwO7d2Fw+yXYPDgEpUmhBcWs2FQHi6DFmN8bGEng0JERMVmWHf9GJiH42v88R9BfaHzob7HIiDxmqrLt59SIB/CbnUyCx3ipBsKRuACOiYnxRXymiCBDfWYZxFPHzB3gqCWY6cgUgbxH0wbv3pqiNhxl65QG5wdj17cvLy2YDOLQgb2W+OeKQpsysW8MjGgGQYcSg3TO17WlIKv2+7iqqOjIRH+oLQxdORElBz/gmqKG9gB+s9OWFlCWVQgkHuCKiYnxR3y2jSBDjA6YzQ/oimgBTEADdV+SIle3fKNofOlSEkjoATZj9zIl8gvWRTrAxD8f2L0LHKHIRFC3GFRPHFT+0pOXbMMhZJWiY4VaeOUlAcRhuFClQDLuAIcil9AGJpuVhBgTE7Pyic8WEWRNq+RaAERVAsETEmjZXCuw9IK18YuXWxqc92sx/+1CSgyVhObF4PZLICZEcDwPURQxuP0SJIVoTu0LPOfbskxRKZIuml47VrckYdcLTSf4ZTHUFgaOEMeVDsKRpmq430zwHIHEk3iIMCYmxjfLRgP8ZoIQgqG+HH5+2D4ZpTsbze5Y0OhVweA00Iz40pTAQVYogjZT7Yq33ryE4akq0k0eSto8qMU/6xrgTeddEFndZ0rg4NOxDLJKfQdc6HCEYHVLEkcmynX3CHkuTGMlk5MEjM3WLMd7vHzfGOlENG8kY2JioklcAEeUoV7nAjiKHWBFpWjNBDucCCH1C1YjIRg6YcIbAPviLSlwnp62Ydk8OITNg0MAtOS8/ojqXdMi57sLLlMaysmiJ5fAscn5+OeKojZdyxw1ujIihqetN1crteu9WOQlIbQLTExMzJuP+IwbUS5gdMBGolgAlxU1lDZZv+g34+IfJrwB0Bwo7LSXbSkhtKQC0Arr6Zri8beDOWcsJgmB811QEITzcSaEYG1rEqW5oUNJ4Br2Q446mQQPu0+8URvANzudGRHt6binExMT44+VfaVZxnRkRKxtTVp+npf4wFKDxUAgBKkQhYuuGW6G9jFMeIOO3d/vyUmohrRVAzQ3g35DcWeHxHOR7fyJHIHfFeWg+m8jndlEfYCxJbnyCxhCCDI2Nz1xhG9jiDwXDxHGxMT4Jj7jRhjWDg2IZvcXALISH8qDVguvoE0rAsPoiDlCbR0PJIFDqgEZRFLksbolia5sAhUH66souj/oBBpobPAGZl0hhbGyHFmLv2bTkjSvLsgqRSrgEGFMTExMTHjiAjjCLJcCuKaoaEmG07GKPIeaSkN1j+23F7yI4DnOsXjvSIeTQSgqRetcN3NdIYmUYNXT1hQVeSm6HU9C/HfUG72BaU2JWFtIIRvhG4Jm0plJoGq4KZJVikwiusdCTExMzEojLoAjzGB3FmwTLpIFsKrp78KQEjiUayoyTQoACLMM7ya/KOYkx+6tG9owl7ZPCCHYVMxCodRkK1ZVKNoirln0G07SDAnLWW2ppibZRZmkYJa+KJQu2NBlTExMTIyV+IwbYdIJHpu6MqafRXGJWODDx4+mRQ41SiEJzen8hUmDc+teJnguVFdS4DlTR0/gCLYUMygbNMUCRyKp5zZSSAqmTqUdmo1cfCoJCntcSRHVgsfExMSsROIzbsR527qC6d+DvdkleiXO5Bro3upOA80KAEiKJHCAhVfXuD2dsE0sc4JSihabIad0QsD69hRmZWXu39EufgGgkOQ9JSBhPIBjgPa0gMrcgKRASMM+2DExMTEx/okL4Ihz/cYOfPS8Ii7ozeKLl6/B+vb0Ur8kExVZRXsDsbUJnoPAkaYZ2KcEDs/s34MffedOHDqw1/PxskqREtz/djErohqgqC7JKoo5+059RyaBnqyEkqxGegBOR+S9u9QyDR6CEqOlDcpzkpjYAi0mJiZmcYm2ADEGAkfw6Yt6l/plOKJQikIqfAEscATZJvrgHjqwF3/x3z4CuVbFD7/1ddx+13310Ak7/AwfiTyHnMRD9dkE5ghBi8tw20BbClMVGR0R1//qZCUeU2XZ5SaFhpbAvJkRea4+/BlVK7yYmJiYlUp81l3mKCrFZMU9bGEhkYTGfWzbU80rBJ96YhfkWhWqqqJWq+HA7l2uj/c7fLS6JYlZFz9fI9mEtyXc1u4s8iGdMxabYkZE2SUTWWjAA/jNTiYhgFLaNAlQTExMTIw/4gJ4mSOrFK0pIZRTQaNQSpFrgnVTfyHVhFejccVll0EQE+A4HqIoYnD7Ja6P95tgVkiJkEes2YUAAB18SURBVHwUKRVZ9eWIsZzcDnKS4GqH1owY6zcrXRkRs7IaDxHGxMTELDLLYw02xhGZavZRz5+cWfS/XVZUrA1pf2akWfpfANix42L8P//v97DnsYex8y1vc5U/AMESzPryEl4fL7tO6ysUaM9Ez6mjEQghSCd4x+HCePk+PPmkgKoSDxHGxMTELDZxAbzMIXP6y7PbUnju5AzSTbIT8wMFQT6C0bVbz78QawbOQntbm+djg0zeF7MJvD5edn1MJsGtSDlAISXixGTZttj10xmPsYfnCFIiFw8RxsTExCwycetmmcPNdTBbUyJaJAEqDZ5axlJRKKo+Jr7SIhdJ66YgE/VBHksIQVcm4WgLpstRViKdGRE1m0NCpdSXhCTGmdV5KR4ijImJiVlk4rPuMsfYbVzfkUZFabwABqWesgSV0sjG1gZZkg9avK1uTaLmUABXZIrurBRoe8sFSeCQsLGLqykUuSa6eLwZ6WtJrshVg5j/v717D46yuv8H/n72vptsrhtywRiD+hMQO9FwEWIxUUxEQKa2M0Abi0CZ0RQTQNuChYqUVAzRMuTbgmAlYxCkWmmppW0CAQuSlgiJkBRsEUwEk2AI5EZuu3t+fwBbNvdkn72/XzOZSZ59cvaczz6Qz549z+cQkSdjAuzlbp3B1CgVGBmkcfiGOL1aiXtMBlzrbcrvhnaz8MhtmYHrVQkGQwgx5PqrKoWEMH3vM+1a9fB3xPMGxhsVC27FGsBEROSNfPevtZ/oPoMZG6yDI5NJZqtAqF4Jo1aFEYHqPj/uV0g9t3L1FFq1BMsgloKYrQKGYSRvt4foepQFswqBYA9cDy2nSKMabd3eXElgCS8iIvI+TIC9WG8zmJIk4a5wA651Da82cIfZCtONKgajwvToawM0g3rgWrfuolcpMJhJcLNVwDCMbZz1aiUCtfa/124RiPLQGXG5BGlVPf7DUEgSq0AQEZHX4V8uL9bXDGaoXo0g3fBuiLt161uFJOFukx5tZvtk2mwVCNZ75uwvcD1BtQ5i62IB9FvSrD+xwTq03bIxhsqDZ8TlopCkHrvmcQtfIiLyRkyAvUBl+XG8u/X/UFl+3O54l1UgoI8ZzP9nMqB9GDfEBXRL4kL1aoTqVHY1YDstVozw4Fq3GqUCgxu5NOwKBqF6td1H/0at586IyylEp7RbFsPZXyIi8ka+vWjRB1SWH8fyhXPR1dkFtUaNN95+z25zB20fdX9v3hBX19w56CSv02JFpFHX4/hdpgAcv9BkK3mmUkgefeOTVqXAYO5FU0pDqwPc3c2NMaxC4PaQgGG3400iArWobuyASnH99ef6XyIi8kacvvFw5cdK0NXZBavVgq6uLpQfK/nfg5LUbwISG6zDUFZBmK1AuKHnzm4qhYT4MB3ab3zk332W2BMNZmctRz++H3Fjza8E+Gz93+50KoXtDZVViGEvISEiInIn/vXycAkTJ0OtUUOhVEKtViNh4mTbYyqp/22EFZKEEH3P0lV9USv7XhIwIlALg1qBDrMVoXrHtz92tgiDssfa5e4c/fhecWNjDINaKet2zp4uSKuEEAJdlr6X4BAREXky/5i28mL3JiTijbffQ/mxEiRMnGy3/GEwCVyUUYPKS9dg6GUTg+6CBtjQYPSIAHxS1djrLLGnCdYpcbWz/3Pk+Pg+NkSHlg6zw+14k4gADT5va4UQEgwa/hdCRETeh3+9vMC9CYl2ie9Ng/kIP1inHtQuUx1mK24L7n8XM41SgQkjjV6x2YNCkmBQ910J43oJOcfHcXMban9yvd6xBEBAyzXARETkhTw/k6E+qRWDe/lC+9i57FYWIQaVyAVqvec9U7hBja4+CgJ3WQUMal7+w6FUSDCoFawBTEREXot/vbyUxSqgHcSyBgCIMWpsN7D1RadWDmqm2JtEBKrR1Uc9YDMTYIcE61QO7ThIRETkTswAvJTZKgZV6QAAAjSqfpctCCEQ6MFlzYZLo1RA1+e4pD5LyNHAIgM1UDADJiIiL+W3CfBvf/tbxMfHQ6fTITExEYcPH3Z3l4bEIgDDEMqRhenVdhsY3KrNYsWIQN9cxxrSbROPmySJu5g5Qq9W4o6QnjWjiYiIvIFfJsC7d+9GVlYWXnrpJZSVlWHKlCmYPn06qqur3d21IRlKFYOYIC06+lgPK0FCkM571vYORWSgutdxKwcoIUcDM3nwboBERET98csE+I033sAzzzyDxYsXY8yYMcjLy0N0dDQ2b97s7q4NmkISQ1qzq1Up+tzAQn/jhiZfFKBR9brbG2/eIiIi8l9+lwV0dnbi+PHjSE1NtTuempqKo0ePuqlXQ6dUKCANMWk1GTQ9qiJYhUCQF1V2GI4QXc/NQLj8gYiIyH/5dubTi/r6elgsFkRGRtodj4yMxP79+3v9nbq6Old0DY2NV3BV0Tmo7WUlAHXqtiG1L1kFLl1ug+6WG+LazFYEh2tR19U01O56tIaGhv/90G7G11c67catV0moQ6sbeuZd7OJIw8Y4yoexlAfjKA/GUR7OiGP3PK87v0uAb+o+eyqE6HNGdaAgyqXdbAXMehgGUZFBo1IgckTAkJ/jMlrsagJ3mK0YdVvQkGeTvcHN1y1CCFyRmmwJsMUqYApUIzJE787ueQ1XXf++jnGUD2MpD8ZRHoyjPFwdR79bAmEymaBUKlFbW2t3/NKlS26/iLVKCcpBJqLDrdkbZVSj45aawHq10ieT31spJMlu/fNQSsgRERGR7/G7BFij0SAxMRFFRUV2x4uKijBlyhQ39eo6SZKgH0Rps+ubOAwvgQs3aCAgbO2E6P0jETQFqNF5Y/2zRaCf+sBERETk6/xyCcTy5cvx9NNPY+LEiUhKSsKWLVvw9ddf49lnn3V31xCgUaKxravfqgxdFisCNcN776JUSDBqVeiyCHRarIjwk1JWJoMa5xvacPP9xVBKyBEREZFv8csEeM6cObh8+TLWrVuHmpoajBs3Dvv27UNcXJy7u4Zwgwp1LR0w9LNLmQD63dltIDFGLU7Xt0KlkKD3k5lQtVJhG6tCElBzFzMiIiK/5ZcJMABkZGQgIyPD3d3owahRQcJAyZkEjQN1bEP0Kigh9VkX2FeF6FRouNY1rBJyRERE5Dv8bg2wp1MqJGgH+HheKaHXzR0GS5IkBOmUCNX75vbHfYkyatButnL5AxERkZ/z2xlgTxagUaKtq/dtiwF5NnG4I1Tvd7uh6dVKqFUKvxs3ERER2WMm4IFCdCpbxYLeyJHA6dXKYZdS82bBWhVUXP5ARETk15gAe6AQvRrmvvNffoTvgEijGoZhVtAgIiIi38AlEB5Iq1KgryIPViH4Eb4DgrUqBGl52RMREfkzZlIeytBHhQazVSCAM5jDJklSvzWWiYiIyPcxk/JQRq0SFqvocfx6AswZTCIiIqLhYgLsocL0anRYeibA12sAcwaTiIiIaLiYAHuoAI0SCqlnAiyBu5gREREROYIJsIdSSBJ0vWyHrFRI3MWMiIiIyAFMgD2YQa2EEPazwI5sgUxERERETIA9WphBhc5u64Dl2AWOiIiIyJ8xAfZgwToVLN1mgNUKvmREREREjmA25cHUSoXdphdmq4BezRlgIiIiIkcwAfZwAbdsiMEawERERESOYwLs4YxaJcw3NsSwCAGdmi8ZERERkSOYTXm4cIMaHRYrAEACq0AQEREROYrZlIfTqxRQ3aj7q5QkqLgJBhEREZFDmAB7OEmSbMseVCyBRkREROQwJsBeIEBzfUMMNZc/EBERETmMGZUXMBnUaLdYoeEMMBEREZHDmAB7gUCtCkJw/S8RERGRHJgAewGVQoIkAQFq5cAnExEREVG/mAB7CaNGiQANXy4iIiIiRzGj8hIjg7TQcQaYiIiIyGHcV9dLhBrU7u4CERERkU/gDDARERER+RUmwERERETkV5gAExEREZFfYQJMRERERH6FCTARERER+RUmwERERETkV5gAExEREZFf8YoEuKGhAc8//zxGjx4NvV6P2NhYPPfcc7h8+bLdeXfccQckSbL7WrFihd051dXVmDVrFgICAmAymZCZmYnOzk5XDoeIiIiI3MgrNsL4+uuvcfHiReTk5GDs2LG4ePEiMjIyMG/ePBQWFtqd+4tf/ALPPfec7efAwEDb9xaLBTNmzEB4eDgOHz6My5cvY/78+RBCIC8vz2XjISIiIiL38YoEeNy4cfjwww9tP991113YsGEDZs6ciaamJgQFBdkeMxqNiIqK6rWdwsJCVFZWoqqqCrGxsQCAnJwc/OhHP0J2drZdO0RERETkm7xiCURvmpqaoNVqYTAY7I7n5uYiPDwcCQkJyM7OtlveUFJSgjFjxtiSXwBIS0tDR0cHjh8/7rK+ExEREZH7eMUMcHdXr17F6tWrsXjxYqhU/xtCZmYm7r//foSHh+PYsWNYsWIFzp8/j7feegsAUFtbi8jISLu2TCYTlEolamtrXToGIiIiInIPtybAq1atQnZ2dr/nHDx4EMnJybafW1tbMWvWLIwcORI5OTl25y5fvtz2/be+9S0EBQVhzpw5eO211xAeHg4AkCSp1+fp6zgA1NXVDTQUWTQ0NLjkefwBYykPxlEejKN8GEt5MI7yYBzl4Yw4dp/w7M6tCfDSpUuRnp7e7zm333677fuWlhY88cQTAICPPvoIOp2u39+dNGkSAODs2bMIDw9HVFQUPvnkE7tz6uvrYbFY+g3UQEGUi6uexx8wlvJgHOXBOMqHsZQH4ygPxlEe7oijWxNgk8kEk8k0qHObm5sxffp0CCHwt7/9za66Q1/Ky8sBANHR0QCAyZMnY926dbhw4QJuu+02AEBRURG0Wi0SExOHOQoiIiIi8iaSEEK4uxMDaW5uRmpqKpqamvDHP/4RRqPR9lhYWBg0Gg1KSkrwz3/+EykpKQgODkZpaSmWLVuG8ePH409/+hOA62XQEhISEBERgddff91WBu2pp57qUQatsbHRpWMkIiIiIvkFBwf3OOYVCfChQ4eQkpLS62M31wifOHECGRkZOHPmDDo6OhAXF4e5c+fipz/9qV2liOrqamRkZKC4uBh6vR7f//73kZubC61W66rhEBEREZEbeUUCTEREREQkF6+tA0xERERENBxMgGX06quvYsKECQgKCkJERARmzZqFiooKu3OEEFizZg1iYmKg1+uRnJyMyspKu3Oys7ORlJSEgICAfsuzAderWIwcORKSJKG+vl72MbmDK+MoSVKPry1btjhtbK7k6utxx44dSEhIgE6ng8lkwg9/+EOnjMsdXBXL/Pz8Xq9JSZJQWlrq1DG6giuvydLSUkybNg2hoaEICQnBo48+imPHjjltbK7kyjgeOHAAU6ZMgdFoRHR0NH72s5/BbDY7bWyuJEccv/zySyxatAijRo2CXq/HqFGjsHLlSrS1tdm1U11djVmzZiEgIAAmkwmZmZl2G3V5O1fGMisrC+PHj4dOp8Mdd9wx7D4zAZbRoUOHkJGRgaNHj6K4uBgqlQrTpk2zq2+Xk5OD119/HXl5eSgtLcWIESPw2GOPobm52XZOR0cHnnrqKSxdunTA51ywYAESEhKcMh53cXUct23bhpqaGtvX/PnznTY2V3JlHDdt2oSf/OQnePHFF1FRUYGDBw9i9uzZTh2fK7kqlnPmzLG7FmtqapCeno74+HiMHz/e6eN0NlfFsaWlBY8//jhiYmJw9OhRlJSUIDo6GmlpaXbteCtXxfHkyZN44oknkJqairKyMrz33nvYu3cvVqxY4fQxuoIccTxz5gwsFgs2b96MyspK5OXl4Z133kFWVpatDYvFghkzZqC5uRmHDx/Grl278MEHH+CFF15w+ZidxVWxBACr1Yr58+c7PskiyGmam5uFQqEQe/fuFUIIYbVaRVRUlFi3bp3tnGvXronAwECxZcuWHr///vvvi/5eoo0bN4pHHnlEHDhwQAAQ33zzjfyD8ADOjCMA8f777zun4x7GWXG8cuWKMBgMorCw0Hmd9zDO/rd9U2trqwgODhbZ2dnydd6DOCuOpaWlAoA4d+6c7di5c+cEAFFaWuqEkbiXs+K4cuVKkZCQYHds7969QqfTiaamJplH4X6OxvGm3/zmNyIsLMz28759+4QkSaK6utp2rKCgQGi1WtHY2OiEkbifs2J5qw0bNoi4uLhh95EzwE7U3NwMq9WK0NBQAMD58+dRW1uL1NRU2zl6vR5Tp07F0aNHh9R2WVkZXnvtNbzzzjtQKHz7ZXRmHIHrH6eYTCZMmDABW7ZsgdVqla3vnsRZcSwsLITFYkFdXR3Gjh2LkSNH4jvf+Q7OnTsn+xg8hbOvyZt+//vfo7W1FQsWLHC4z57IWXG85557EBERgd/97nfo6OhAR0cHtm3bhttvvx333nuv7ONwN2fFsaOjo8eGU3q9Hu3t7Th+/Lg8nfcgcsWxqanJ1gYAlJSUYMyYMYiNjbUdS0tLQ0dHh0/GEXBeLOXk25mTm2VlZSEhIQGTJ08GANTW1gLoueNJZGSk7bHBaG1txbx585CXl4eRI0fK12EP5aw4AsDatWuxe/du7N+/H3PnzsULL7yAX/3qV/J03MM4K47nzp2D1WrFunXr8MYbb2DPnj3o6upCSkoKrl27Jt8APIgzr8lbbd26FTNnzrRt5uNrnBVHo9GIQ4cOYffu3TAYDDAYDNi9ezeKioqg1+vlG4CHcFYc09LS8K9//QsFBQUwm824ePEi1q5dCwCoqamRqfeeQ444VldXIzc3FxkZGbZjtbW1PdowmUxQKpUO/f/gyZwVSzm5dSc4X7Z8+XIcOXIER44cgVKptHus+80GQogBb3a7VWZmJpKSkvDd735Xlr56MmfGEQBWr15t+z4hIQEWiwXZ2dlYtWrV8DvtgZwZR6vViq6uLmzatMn27v7dd99FVFQU/vznP2POnDmOD8CDOPuavKmyshIlJSX4y1/+Muy+ejJnxrGtrQ0LFy7E5MmTsXPnTlgsFuTm5mL27Nn49NNPERAQIMsYPIEz45iamorc3FwsWbIECxYsgFarxerVq3H48OEez+Xt5IhjXV0d0tLS8Nhjj2HZsmX9tjHQcW/m7FjKhTPATrBs2TLs2rULxcXFGDVqlO14VFQUAPR4t3Pp0qUh7YN94MAB5OfnQ6VSQaVS4dFHH7W1//Of/1yGEXgGZ8exN5MmTUJTUxPq6uocaseTODuON2cnx44dazsWHByMmJgYVFdXO9J1j+PKa3Lr1q2IjY3F448/PvwOeyhnx3Hnzp344osvsH37dkyYMAEPPvggdu7cierqauzZs0eeQXg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 6))\n", "office_model.plot(office_forecast, xlabel = 'Date', ylabel = 'Sales')\n", "plt.title('Office Supplies Sales')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Forecasts의 비교" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2개 카테고리에 대하여, 3년치의 예측치를 구했습니다. 예측치를 join 하겠습니다." ] }, { "cell_type": "code", "execution_count": 263, "metadata": {}, "outputs": [], "source": [ "furniture_names = ['furniture_%s' % column for column in furniture_forecast.columns]\n", "office_names = ['office_%s' % column for column in office_forecast.columns]" ] }, { "cell_type": "code", "execution_count": 264, "metadata": {}, "outputs": [], "source": [ "merge_furniture_forecast = furniture_forecast.copy()\n", "merge_office_forecast = office_forecast.copy()" ] }, { "cell_type": "code", "execution_count": 265, "metadata": {}, "outputs": [], "source": [ "merge_furniture_forecast.columns = furniture_names\n", "merge_office_forecast.columns = office_names" ] }, { "cell_type": "code", "execution_count": 266, "metadata": {}, "outputs": [], "source": [ "forecast = pd.merge(\n", " merge_furniture_forecast, \n", " merge_office_forecast, \n", " how = 'inner', \n", " left_on = 'furniture_ds', \n", " right_on = 'office_ds'\n", ")" ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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42014-05-01739.446812739.446812739.446812296.079856853.936742-172.281896-172.281896-172.2818960.00.00.0-172.281896-172.281896-172.281896567.164915459.272290459.272290459.272290-42.108713595.527937-183.186206-183.186206-183.1862060.00.00.0-183.186206-183.186206-183.186206276.086083
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" ], "text/plain": [ " Date furniture_trend furniture_trend_lower furniture_trend_upper \\\n", "0 2014-01-01 731.350832 731.350832 731.350832 \n", "1 2014-02-01 733.442293 733.442293 733.442293 \n", "2 2014-03-01 735.331355 735.331355 735.331355 \n", "3 2014-04-01 737.422817 737.422817 737.422817 \n", "4 2014-05-01 739.446812 739.446812 739.446812 \n", "\n", " furniture_yhat_lower furniture_yhat_upper furniture_additive_terms \\\n", "0 278.629547 808.564525 -178.935009 \n", "1 149.541273 661.775952 -324.072006 \n", "2 408.578197 933.757998 -69.359319 \n", "3 318.399824 865.574653 -140.383817 \n", "4 296.079856 853.936742 -172.281896 \n", "\n", " furniture_additive_terms_lower furniture_additive_terms_upper \\\n", "0 -178.935009 -178.935009 \n", "1 -324.072006 -324.072006 \n", "2 -69.359319 -69.359319 \n", "3 -140.383817 -140.383817 \n", "4 -172.281896 -172.281896 \n", "\n", " furniture_multiplicative_terms furniture_multiplicative_terms_lower \\\n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 \n", "\n", " furniture_multiplicative_terms_upper furniture_yearly \\\n", "0 0.0 -178.935009 \n", "1 0.0 -324.072006 \n", "2 0.0 -69.359319 \n", "3 0.0 -140.383817 \n", "4 0.0 -172.281896 \n", "\n", " furniture_yearly_lower furniture_yearly_upper furniture_yhat \\\n", "0 -178.935009 -178.935009 552.415823 \n", "1 -324.072006 -324.072006 409.370287 \n", "2 -69.359319 -69.359319 665.972036 \n", "3 -140.383817 -140.383817 597.038999 \n", "4 -172.281896 -172.281896 567.164915 \n", "\n", " office_trend office_trend_lower office_trend_upper office_yhat_lower \\\n", "0 430.348152 430.348152 430.348152 0.324657 \n", "1 437.820220 437.820220 437.820220 -173.812350 \n", "2 444.569186 444.569186 444.569186 132.145105 \n", "3 452.041255 452.041255 452.041255 65.874560 \n", "4 459.272290 459.272290 459.272290 -42.108713 \n", "\n", " office_yhat_upper office_additive_terms office_additive_terms_lower \\\n", "0 602.163321 -132.487041 -132.487041 \n", "1 452.956534 -288.224139 -288.224139 \n", "2 735.321878 0.847373 0.847373 \n", "3 661.408682 -89.140087 -89.140087 \n", "4 595.527937 -183.186206 -183.186206 \n", "\n", " office_additive_terms_upper office_multiplicative_terms \\\n", "0 -132.487041 0.0 \n", "1 -288.224139 0.0 \n", "2 0.847373 0.0 \n", "3 -89.140087 0.0 \n", "4 -183.186206 0.0 \n", "\n", " office_multiplicative_terms_lower office_multiplicative_terms_upper \\\n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 \n", "\n", " office_yearly office_yearly_lower office_yearly_upper office_yhat \n", "0 -132.487041 -132.487041 -132.487041 297.861111 \n", "1 -288.224139 -288.224139 -288.224139 149.596082 \n", "2 0.847373 0.847373 0.847373 445.416558 \n", "3 -89.140087 -89.140087 -89.140087 362.901168 \n", "4 -183.186206 -183.186206 -183.186206 276.086083 " ] }, "execution_count": 267, "metadata": {}, "output_type": "execute_result" } ], "source": [ "forecast = forecast.rename(columns={'furniture_ds': 'Date'}).drop('office_ds', axis=1)\n", "forecast.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "시각화해보겠습니다." ] }, { "cell_type": "code", "execution_count": 268, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Furniture vs. Office Supplies Sales Trend')" ] }, "execution_count": 268, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 7))\n", "plt.plot(forecast['Date'], forecast['furniture_trend'], 'b-')\n", "plt.plot(forecast['Date'], forecast['office_trend'], 'r-')\n", "plt.legend(); plt.xlabel('Date'); plt.ylabel('Sales')\n", "plt.title('Furniture vs. Office Supplies Sales Trend')" ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Furniture vs. Office Supplies Estimate')" ] }, "execution_count": 269, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 7))\n", "plt.plot(forecast['Date'], forecast['furniture_yhat'], 'b-')\n", "plt.plot(forecast['Date'], forecast['office_yhat'], 'r-')\n", "plt.legend(); plt.xlabel('Date'); plt.ylabel('Sales')\n", "plt.title('Furniture vs. Office Supplies Estimate')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trends and Patterns" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 270, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "furniture_model.plot_components(furniture_forecast)" ] }, { "cell_type": "code", "execution_count": 271, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 271, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "office_model.plot_components(office_forecast)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Furniture와 office supplies 둘 다 시간이 흐를수록 선형적으로 증가하는 형태를 보인다. Office supplies의 성장세가 조금더 가파르다.\n", "- Furniture의 sales가 가장 낮은 달은 April이다. Office supplies의 sales이 가장 낮은 달은 Fubruary이다. \n", "- Furniture의 sales가 가장 높은 달은 December이다. Office supplies의 sales이 가장 높은 달은 October이다. " ] } ], "metadata": { "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": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 2 }