{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "

Predicting import vehicle prices

\n", "

Predicting the prices of cars and trucks imported in 1985

\n", "\n", "The aim of this project is to analyze the various characteristics of a vehicle and eventually predict the price of the vehicle given its various characteristics. This can be helpful when trying to understand the market, which features are pricing points and based on the features of the vehicle, what could be its price, for a new manufacturer.\n", "The dataset can be found at this Link
\n", "The dataset contains information on 205 vehicles imported in the year of 1985 from various manufacturers. It is a dataset from the UCI repository of automobiles. The column description is as follows:- \n", "\n", "1. symboling: Insurance Risk factor associated with the price, -3 : very safe, 3 : very risky.\n", "2. normalized-losses: Relative average payment per insured vehicle year.\n", "3. make: The make of the vehicle.\n", "4. fuel-type: Fuel type, disel or gas.\n", "5. aspiration: std, turbo.\n", "6. num-of-doors: four, two.\n", "7. body-style: hardtop, wagon, sedan, hatchback, convertible.\n", "8. drive-wheels: 4wd, fwd, rwd.\n", "9. engine-location: front, rear.\n", "10. wheel-base: Distance between centers of front and rear axles.\n", "11. length: Length of the vehicle.\n", "12. width: Width of the vehicle.\n", "13. height: Height of the vehicle.\n", "14. curb-weight: Total mass of vehicle.\n", "15. engine-type: dohc, dohcv, l, ohc, ohcf, ohcv, rotor.\n", "16. num-of-cylinders: eight, five, four, six, three, twelve, two.\n", "17. engine-size: Size of the engine\n", "18. fuel-system: 1bbl, 2bbl, 4bbl, idi, mfi, mpfi, spdi, spfi.\n", "19. bore: Diameter of piston cylinder.\n", "20. stroke: Stroke length of the piston cylinder.\n", "21. compression-ratio: Ratio of volume of cylinder and combustion chamber.\n", "22. horsepower: Horsepower of the vehicle.\n", "23. peak-rpm: Max achievable RPM.\n", "24. city-mpg: Lowest mpg rating for the vehicle.\n", "25. highway-mpg: Highest mpg rating for the vehicle.\n", "26. price: Price of the car\n", "\n", "There are a total of 25 characteristics related to a vehicle that have to be analyzed in order to find the best predictors for its price." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "from pandas.api.types import CategoricalDtype\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.metrics import mean_squared_error,r2_score,mean_absolute_error\n", "from sklearn.linear_model import LinearRegression, Lasso,Ridge,ElasticNet\n", "from sklearn.feature_selection import RFE\n", "from statsmodels.regression.linear_model import WLS" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0123456789...16171819202122232425
03?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212713495
13?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212716500
21?alfa-romerogasstdtwohatchbackrwdfront94.5...152mpfi2.683.479.01545000192616500
32164audigasstdfoursedanfwdfront99.8...109mpfi3.193.4010.01025500243013950
42164audigasstdfoursedan4wdfront99.4...136mpfi3.193.408.01155500182217450
52?audigasstdtwosedanfwdfront99.8...136mpfi3.193.408.51105500192515250
61158audigasstdfoursedanfwdfront105.8...136mpfi3.193.408.51105500192517710
71?audigasstdfourwagonfwdfront105.8...136mpfi3.193.408.51105500192518920
81158audigasturbofoursedanfwdfront105.8...131mpfi3.133.408.31405500172023875
90?audigasturbotwohatchback4wdfront99.5...131mpfi3.133.407.016055001622?
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10 rows × 26 columns

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" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 \\\n", "0 3 ? alfa-romero gas std two convertible rwd front 88.6 \n", "1 3 ? alfa-romero gas std two convertible rwd front 88.6 \n", "2 1 ? alfa-romero gas std two hatchback rwd front 94.5 \n", "3 2 164 audi gas std four sedan fwd front 99.8 \n", "4 2 164 audi gas std four sedan 4wd front 99.4 \n", "5 2 ? audi gas std two sedan fwd front 99.8 \n", "6 1 158 audi gas std four sedan fwd front 105.8 \n", "7 1 ? audi gas std four wagon fwd front 105.8 \n", "8 1 158 audi gas turbo four sedan fwd front 105.8 \n", "9 0 ? audi gas turbo two hatchback 4wd front 99.5 \n", "\n", " ... 16 17 18 19 20 21 22 23 24 25 \n", "0 ... 130 mpfi 3.47 2.68 9.0 111 5000 21 27 13495 \n", "1 ... 130 mpfi 3.47 2.68 9.0 111 5000 21 27 16500 \n", "2 ... 152 mpfi 2.68 3.47 9.0 154 5000 19 26 16500 \n", "3 ... 109 mpfi 3.19 3.40 10.0 102 5500 24 30 13950 \n", "4 ... 136 mpfi 3.19 3.40 8.0 115 5500 18 22 17450 \n", "5 ... 136 mpfi 3.19 3.40 8.5 110 5500 19 25 15250 \n", "6 ... 136 mpfi 3.19 3.40 8.5 110 5500 19 25 17710 \n", "7 ... 136 mpfi 3.19 3.40 8.5 110 5500 19 25 18920 \n", "8 ... 131 mpfi 3.13 3.40 8.3 140 5500 17 20 23875 \n", "9 ... 131 mpfi 3.13 3.40 7.0 160 5500 16 22 ? \n", "\n", "[10 rows x 26 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('imports-85.data',header=None)\n", "df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset inherently doesnot have column names. The column names have been picked up from the above specified link." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgprice
03?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212713495
13?alfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.01115000212716500
21?alfa-romerogasstdtwohatchbackrwdfront94.5...152mpfi2.683.479.01545000192616500
32164audigasstdfoursedanfwdfront99.8...109mpfi3.193.4010.01025500243013950
42164audigasstdfoursedan4wdfront99.4...136mpfi3.193.408.01155500182217450
52?audigasstdtwosedanfwdfront99.8...136mpfi3.193.408.51105500192515250
61158audigasstdfoursedanfwdfront105.8...136mpfi3.193.408.51105500192517710
71?audigasstdfourwagonfwdfront105.8...136mpfi3.193.408.51105500192518920
81158audigasturbofoursedanfwdfront105.8...131mpfi3.133.408.31405500172023875
90?audigasturbotwohatchback4wdfront99.5...131mpfi3.133.407.016055001622?
\n", "

10 rows × 26 columns

\n", "
" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration num_of_doors \\\n", "0 3 ? alfa-romero gas std two \n", "1 3 ? alfa-romero gas std two \n", "2 1 ? alfa-romero gas std two \n", "3 2 164 audi gas std four \n", "4 2 164 audi gas std four \n", "5 2 ? audi gas std two \n", "6 1 158 audi gas std four \n", "7 1 ? audi gas std four \n", "8 1 158 audi gas turbo four \n", "9 0 ? audi gas turbo two \n", "\n", " body_style drive_wheels engine_location wheel_base ... engine_size \\\n", "0 convertible rwd front 88.6 ... 130 \n", "1 convertible rwd front 88.6 ... 130 \n", "2 hatchback rwd front 94.5 ... 152 \n", "3 sedan fwd front 99.8 ... 109 \n", "4 sedan 4wd front 99.4 ... 136 \n", "5 sedan fwd front 99.8 ... 136 \n", "6 sedan fwd front 105.8 ... 136 \n", "7 wagon fwd front 105.8 ... 136 \n", "8 sedan fwd front 105.8 ... 131 \n", "9 hatchback 4wd front 99.5 ... 131 \n", "\n", " fuel_system bore stroke compression_rate horsepower peak_rpm city_mpg \\\n", "0 mpfi 3.47 2.68 9.0 111 5000 21 \n", "1 mpfi 3.47 2.68 9.0 111 5000 21 \n", "2 mpfi 2.68 3.47 9.0 154 5000 19 \n", "3 mpfi 3.19 3.40 10.0 102 5500 24 \n", "4 mpfi 3.19 3.40 8.0 115 5500 18 \n", "5 mpfi 3.19 3.40 8.5 110 5500 19 \n", "6 mpfi 3.19 3.40 8.5 110 5500 19 \n", "7 mpfi 3.19 3.40 8.5 110 5500 19 \n", "8 mpfi 3.13 3.40 8.3 140 5500 17 \n", "9 mpfi 3.13 3.40 7.0 160 5500 16 \n", "\n", " highway_mpg price \n", "0 27 13495 \n", "1 27 16500 \n", "2 26 16500 \n", "3 30 13950 \n", "4 22 17450 \n", "5 25 15250 \n", "6 25 17710 \n", "7 25 18920 \n", "8 20 23875 \n", "9 22 ? \n", "\n", "[10 rows x 26 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cols = [\n", " 'symboling', 'normalized_losses', 'make', 'fuel_type',\n", " 'aspiration', 'num_of_doors', 'body_style', \n", " 'drive_wheels', 'engine_location', 'wheel_base',\n", " 'length', 'width', 'height', 'curb_weight', 'engine_type', \n", " 'num_of_cylinders', 'engine_size', 'fuel_system', 'bore',\n", " 'stroke', 'compression_rate', 'horsepower', \n", " 'peak_rpm', 'city_mpg', 'highway_mpg', 'price'\n", " ]\n", "\n", "df.columns = cols\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "symboling 0\n", "normalized_losses 0\n", "make 0\n", "fuel_type 0\n", "aspiration 0\n", "num_of_doors 0\n", "body_style 0\n", "drive_wheels 0\n", "engine_location 0\n", "wheel_base 0\n", "length 0\n", "width 0\n", "height 0\n", "curb_weight 0\n", "engine_type 0\n", "num_of_cylinders 0\n", "engine_size 0\n", "fuel_system 0\n", "bore 0\n", "stroke 0\n", "compression_rate 0\n", "horsepower 0\n", "peak_rpm 0\n", "city_mpg 0\n", "highway_mpg 0\n", "price 0\n", "dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset as such doesnot contain any NaN values, but there are '?' as values, which in this case are reprsenting NaN values. The preliminary step would be to re-read the dataset with the `na_values` parameter set to '?'. This will read in the dataset and at every encounter of '?' will be replaced with `np.NaN`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgprice
03NaNalfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.0111.05000.0212713495.0
13NaNalfa-romerogasstdtwoconvertiblerwdfront88.6...130mpfi3.472.689.0111.05000.0212716500.0
21NaNalfa-romerogasstdtwohatchbackrwdfront94.5...152mpfi2.683.479.0154.05000.0192616500.0
32164.0audigasstdfoursedanfwdfront99.8...109mpfi3.193.4010.0102.05500.0243013950.0
42164.0audigasstdfoursedan4wdfront99.4...136mpfi3.193.408.0115.05500.0182217450.0
\n", "

5 rows × 26 columns

\n", "
" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration \\\n", "0 3 NaN alfa-romero gas std \n", "1 3 NaN alfa-romero gas std \n", "2 1 NaN alfa-romero gas std \n", "3 2 164.0 audi gas std \n", "4 2 164.0 audi gas std \n", "\n", " num_of_doors body_style drive_wheels engine_location wheel_base ... \\\n", "0 two convertible rwd front 88.6 ... \n", "1 two convertible rwd front 88.6 ... \n", "2 two hatchback rwd front 94.5 ... \n", "3 four sedan fwd front 99.8 ... \n", "4 four sedan 4wd front 99.4 ... \n", "\n", " engine_size fuel_system bore stroke compression_rate horsepower \\\n", "0 130 mpfi 3.47 2.68 9.0 111.0 \n", "1 130 mpfi 3.47 2.68 9.0 111.0 \n", "2 152 mpfi 2.68 3.47 9.0 154.0 \n", "3 109 mpfi 3.19 3.40 10.0 102.0 \n", "4 136 mpfi 3.19 3.40 8.0 115.0 \n", "\n", " peak_rpm city_mpg highway_mpg price \n", "0 5000.0 21 27 13495.0 \n", "1 5000.0 21 27 16500.0 \n", "2 5000.0 19 26 16500.0 \n", "3 5500.0 24 30 13950.0 \n", "4 5500.0 18 22 17450.0 \n", "\n", "[5 rows x 26 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('imports-85.data',header=None, na_values='?')\n", "df.columns = cols\n", "df.head(5)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "symboling 0\n", "normalized_losses 41\n", "make 0\n", "fuel_type 0\n", "aspiration 0\n", "num_of_doors 2\n", "body_style 0\n", "drive_wheels 0\n", "engine_location 0\n", "wheel_base 0\n", "length 0\n", "width 0\n", "height 0\n", "curb_weight 0\n", "engine_type 0\n", "num_of_cylinders 0\n", "engine_size 0\n", "fuel_system 0\n", "bore 4\n", "stroke 4\n", "compression_rate 0\n", "horsepower 2\n", "peak_rpm 2\n", "city_mpg 0\n", "highway_mpg 0\n", "price 4\n", "dtype: int64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset is pretty much clean except a few columns containing Null values. These Null values have to be cleaned before starting analysis on it.
\n", "The `price` column is the target variable. Since the aim is to eventually predict the price, at this point imputing is not possible. Thus it would be wise to drop the 4 rows, there isnt much loss of information as well." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "df = df[~df.price.isna()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *normalized_losses* column contains the maximum `NaN` values the dataset. Dropping 41 rows will highly reduce the dataset and possibly lose out on valuable information of other columns.
\n", "These `NaN` values have to be imputed. The distribution of *normalized_losses* column can give a sense of how this can be achieved." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Distribution of Normalized losses')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(10,8))\n", "df['normalized_losses'].plot.hist()\n", "plt.axvline(df['normalized_losses'].mean(),color='black')\n", "plt.title('Distribution of Normalized losses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The distribution shows that most of the *normalized_losses* values are close to the mean. Thus imputing the 41 rows missing data with the mean will not change the general distribution of the column." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df['normalized_losses'].fillna(\n", " df['normalized_losses'].mean(),inplace=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *bore* and *stroke* columns have 4 missing values. The *bore* defines the diameter of the piston cylinder and *stroke* defines the length of the piston cylinder. These values are usually specific to a vehicle and even vehicles from the same manufacturer do not have the same values for *bore* and *stroke*. Imputing these values requires alot of other parameters such as *horsepower*, *engine capacity*, *pressure values*, *stroke length* etc." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgprice
553150.0mazdagasstdtwohatchbackrwdfront95.3...704bblNaNNaN9.4101.06000.0172310945.0
563150.0mazdagasstdtwohatchbackrwdfront95.3...704bblNaNNaN9.4101.06000.0172311845.0
573150.0mazdagasstdtwohatchbackrwdfront95.3...704bblNaNNaN9.4101.06000.0172313645.0
583150.0mazdagasstdtwohatchbackrwdfront95.3...80mpfiNaNNaN9.4135.06000.0162315645.0
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4 rows × 26 columns

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" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration num_of_doors \\\n", "55 3 150.0 mazda gas std two \n", "56 3 150.0 mazda gas std two \n", "57 3 150.0 mazda gas std two \n", "58 3 150.0 mazda gas std two \n", "\n", " body_style drive_wheels engine_location wheel_base ... engine_size \\\n", "55 hatchback rwd front 95.3 ... 70 \n", "56 hatchback rwd front 95.3 ... 70 \n", "57 hatchback rwd front 95.3 ... 70 \n", "58 hatchback rwd front 95.3 ... 80 \n", "\n", " fuel_system bore stroke compression_rate horsepower peak_rpm city_mpg \\\n", "55 4bbl NaN NaN 9.4 101.0 6000.0 17 \n", "56 4bbl NaN NaN 9.4 101.0 6000.0 17 \n", "57 4bbl NaN NaN 9.4 101.0 6000.0 17 \n", "58 mpfi NaN NaN 9.4 135.0 6000.0 16 \n", "\n", " highway_mpg price \n", "55 23 10945.0 \n", "56 23 11845.0 \n", "57 23 13645.0 \n", "58 23 15645.0 \n", "\n", "[4 rows x 26 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.bore.isna()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analyzing the missing values, the rows containing the missing *bore* values also have missing values for *stroke*. This makes it impossible to derive either *bore* or *stroke* values for these rows. Since the question is of 4 rows, these can be ignored without possible loss of information." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "df.dropna(subset=['bore','stroke'],inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *horsepower* and the *peak_rpm* columns both contain 2 missing values. A closer look into the missing values shows that the same two vehicles have missing *horsepower* and *peak_rpm*. Due to lack of data, these values cannot be calculated readily. Hence these two rows are also dropped from the dataset." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgprice
1300122.0renaultgasstdfourwagonfwdfront96.1...132mpfi3.463.98.7NaNNaN23319295.0
1312122.0renaultgasstdtwohatchbackfwdfront96.1...132mpfi3.463.98.7NaNNaN23319895.0
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2 rows × 26 columns

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" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration num_of_doors \\\n", "130 0 122.0 renault gas std four \n", "131 2 122.0 renault gas std two \n", "\n", " body_style drive_wheels engine_location wheel_base ... engine_size \\\n", "130 wagon fwd front 96.1 ... 132 \n", "131 hatchback fwd front 96.1 ... 132 \n", "\n", " fuel_system bore stroke compression_rate horsepower peak_rpm city_mpg \\\n", "130 mpfi 3.46 3.9 8.7 NaN NaN 23 \n", "131 mpfi 3.46 3.9 8.7 NaN NaN 23 \n", "\n", " highway_mpg price \n", "130 31 9295.0 \n", "131 31 9895.0 \n", "\n", "[2 rows x 26 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.horsepower.isna()]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "df.dropna(subset=['horsepower','peak_rpm'],inplace=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "sedan 94\n", "hatchback 63\n", "wagon 24\n", "hardtop 8\n", "convertible 6\n", "Name: body_style, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.body_style.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *num_of_doors* is the last column left to clean. This column also contains 2 missing rows. A closer look into these rows reveals that both the vehicles listed were *sedans*. The *body_style* of the vehicle identifies whether the vehicle is a *sedan*, *hatchback*, *convertible*, *hardtop* or a *wagon*. Usually the same style of vehicles have similar body charateristics like number of doors, for example, a *convertible* usually is a 2-door vehicle. Needless to say that there are exceptions, but the general trend is followed. Going by this trend, a *sedan* usually has 4 doors. Thus the two missing values are imputed with the mode of the column for *sedans*." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgprice
271148.0dodgegasturboNaNsedanfwdfront93.7...98mpfi3.033.397.6102.05500.024308558.0
630122.0mazdadieselstdNaNsedanfwdfront98.8...122idi3.393.3922.764.04650.0364210795.0
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2 rows × 26 columns

\n", "
" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration num_of_doors \\\n", "27 1 148.0 dodge gas turbo NaN \n", "63 0 122.0 mazda diesel std NaN \n", "\n", " body_style drive_wheels engine_location wheel_base ... engine_size \\\n", "27 sedan fwd front 93.7 ... 98 \n", "63 sedan fwd front 98.8 ... 122 \n", "\n", " fuel_system bore stroke compression_rate horsepower peak_rpm city_mpg \\\n", "27 mpfi 3.03 3.39 7.6 102.0 5500.0 24 \n", "63 idi 3.39 3.39 22.7 64.0 4650.0 36 \n", "\n", " highway_mpg price \n", "27 30 8558.0 \n", "63 42 10795.0 \n", "\n", "[2 rows x 26 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['num_of_doors'].isna()]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "four 78\n", "two 14\n", "Name: num_of_doors, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['body_style'] == 'sedan']['num_of_doors'].value_counts()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "df['num_of_doors'].fillna(\n", " df[df['body_style'] == 'sedan']['num_of_doors'].mode()[0],\n", " inplace=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset is clean from any missing values. The next step is to analyze these various charateristics. The *price* column is the target column for the predictive modeling and the base for the analysis. Looking into the distribution of price via a box plot reveals a significant number of outliers." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Price distribution')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgDAEIAABgjH9eTyDN8OHD3b5fvnx5Hs0EALxH165d3b7nZyOA3MAZQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQAAAAGMIQABAtp0/f16vv/66Lly4kGvj04/J6XPkdB453f6lS5cyHZ/Ztm5nH9Iec+TIkVzff2/haV3uxt+3N/K2/SQAAQDZtmTJEn3//ff67LPPcm18+jE5fY6cziOn21+3bl2m4zPb1u3sQ9pjpk+fnuv77y08rcvd+Pv2Rt62n/55PYHMdO3aNa+nAOM4BgF358+f14YNG+R0OrVhwwZFRUWpaNGidzQ+/Zh27drl6DlyOu/169dLUo72YdeuXR7HZ7Z/OV2n9Ns6ceKEJOXa/nsLT+uS9ufc/Pv2RrdzTNxtnAEEAGTLkiVLlJqaKklKTU3N8kxGdsanHzN9+vQcPUdO5339+nVdv349R/vgdDo9js9s/3K6Tukfkya39t9beFqX21mr+5E37icBCADIltjYWFc8Xb9+XbGxsXc8Pv2YEydO5Og5cjpvp9PpCrrs7kNKSorH8ZntX07XKf1j0uTW/nsLT+tyO2t1P/LG/SQAAQDZ0rJlS/n737hyyN/fXy1btrzj8enHhIWF5eg5cjpvHx8f+fj45Ggf/Pz8PI7PbP9yuk7pH5Mmt/bfW3hal9tZq/uRN+6n114DuHz58ryeAteAGecNx+DtOnjwoMLDw/N6Gl7pflsbb/o5FBkZqQ0bNkiSfH19FRUVdcfj04955ZVXNHLkyGw/R07nnfY/4WvXrmV7H9atW+dxPpntX07XKf1j0uTW/nsLT+uSdk3czbc9iG7nmLjbOAMIAMiWYsWKqXXr1vLx8VHr1q2zvIg9O+PTj6lYsWKOniOn846IiFBERESO9qFhw4Yex2e2fzldp/SPCQsLy9X99xae1uV21up+5I376bVnAAEA3icyMlLHjx/P9hmM7IxPPyanz5HTeTidzhxtv02bNrp48WKmZzA9bet29iHtMYMGDdLcuXO94ixRbvO0Lnfj79sbedt++iQmJjrzehJSxpc5vOHlt/RzOtj29TyaiRT+z7+4fZ+Xc3lQpV9jbzgGb9f99jLnvXS/rc29+tl4v63LvcTaZI618ex+WBdeAgYAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADCGAAQAADDGP68nkGbatGkKDw/P62kAgFdZvnx5Xk8BwAOIM4AAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADG+Of1BO4n4f/8S15PwcWb5gIAAO4vnAEEAAAwhgAEAAAwhgAEAAAwhmsAb2H58uV5PQVJ0sGDBxUeHp7X0/A6rAsAALeHM4AAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADGEIAAAADG+CQmJjrzehIAAAC4dzgDCAAAYAwBCAAAYAwBCAAAYAwBCAAAYAwBCAAAYEyuBWB0dLQcDofbV9WqVV33O51ORUdHq3r16ipZsqQ6dOig77//3m0biYmJGjx4sMqVK6dy5cpp8ODBSkxMdBvz3Xff6cknn1TJkiVVo0YNTZ06VU6n97yROS4uTs8884xq1Kghh8OhhQsXut1/L9dhxYoVaty4sUJCQtS4cWOtWrXq7ux0NmW1NkOHDs1wDLVp08ZtzJUrVzR8+HBVqlRJpUuX1jPPPKOTJ0+6jTlx4oSioqJUunRpVapUSSNGjNDVq1fdxmzdulUtW7ZUaGioHn74YX344Yd3Z6ezYfr06fr973+vsLAwVa5cWVFRUdq/f7/bGKvHTXbWxupxM3fuXDVr1kxhYWEKCwvT448/rrVr17rut3rMZLUuVo+X9KZPny6Hw6Hhw4e7brN6zKTnaW0exOMmV88AhoeH68CBA66vbdu2ue6bOXOmZs+eralTp2rDhg0qUaKEunXrpl9++cU1ZuDAgdqzZ4+WLVumZcuWac+ePRoyZIjr/kuXLqlbt24KCQnRhg0bNGXKFP3973/XrFmzcnM37sjly5dVs2ZNTZkyRUFBQRnuv1frsHPnTvXv319PP/20tmzZoqefflp9+/bV7t277+4C3EJWayNJrVq1cjuGli5d6nb/6NGjtWrVKs2bN0+rV6/WL7/8oqioKKWkpEiSUlJSFBUVpaSkJK1evVrz5s3TypUr9cYbb7i2cfToUUVGRqpRo0bavHmzXnnlFY0YMUIrVqy4ezt/C1u3btWAAQO0du1arVy5Uv7+/uratasuXLjgGmP1uMnO2kg2j5vSpUtrwoQJio2N1caNG9WiRQv17NlT+/btk2T3mMlqXSSbx8vNdu3apY8//li1atVyu93qMXOzzNZGevCOm1z7HMDo6GitXLlS8fHxGe5zOp2qXr26Bg0apNdee02S9Ntvvyk8PFyTJk1Sv379dODAATVu3Fhr1qxRkyZNJEnx8fFq3769du3apfDwcM2bN0/jx4/Xv//9b1dATJs2TR9++KH2798vHx+f3NiVXFOmTBm9/fbb6tmzp6R7uw79+vXThQsXtHz5ctd8unTpouLFi2vevHn3eCUySr820o1/YZ0/f16fffaZx8dcvHhRVapU0ezZsxUZGSlJ+vHHH1WnTh0tW7ZMERER+vLLLxUZGam9e/eqbNmykqTPPvtML774og4ePKjChQtr3LhxWrVqlf71r3+5tj1s2DD98MMP+vLLL+/iXmdPUlKSypUrp4ULF6p9+/YcNzdJvzYSx83NKlSooHHjxqlv374cMzdJW5d+/fqZP14uXryoli1b6m9/+5umTp2qmjVratq0afycUeZrIz2YP2dy9Qzg0aNHVb16ddWtW1f9+/fX0aNHJUnHjh3TmTNn1Lp1a9fYoKAgNWvWTDt27JB0418EBQsWVOPGjV1jmjRpogIFCriNadq0qdvZo4iICJ06dUrHjh3LzV25K+7lOuzatcvtedLGpG3DW8XHx6tKlSp69NFH9eKLL+rs2bOu+7755htdu3bNbb/Kli2ratWqua1NtWrVXP9xSTf2+8qVK/rmm29cYzytzddff61r167dzd3LlqSkJKWmpsrhcEjiuLlZ+rVJY/24SUlJ0eeff67Lly+rUaNGHDP/X/p1SWP5eHnppZfUpUsXtWjRwu12jpnM1ybNg3bc5FoANmjQQO+++66WLVumv/3tbzpz5ozatm2r8+fP68yZM5KkEiVKuD2mRIkS+vnnnyVJP//8s4KDg93O4vn4+Kh48eJuYzxtI+0+b3cv1+HMmTO3fB5v1KZNG82ZM0crVqzQ5MmT9dVXX6lz5866cuWKpBv75ufnp+DgYLfHpV+/9PsdHBwsP7B2S/QAAA25SURBVD+/LNfv+vXrSkhIuFu7l22jRo1SnTp1XP/D4rj5j/RrI9k+br777juVKVNGISEhevnll7VgwQLVqlXL/DGT2bpIto+X+fPn6/DhwxozZkyG+6wfM7daG+nBPG78c2tDjz/+uNv3DRo0UL169bRo0SI1bNgwt54GD7Du3bu7/lyrVi3Vq1dPderU0dq1a9W5c+c8nNm98/rrr2v79u1as2aN/Pz88no6XiWztbF83ISHh2vLli26dOmSVqxYoaFDhyomJiavp5XnMluXmjVrmj1eDh48qIkTJ2rNmjUKCAjI6+l4leyszYN43Ny1j4EpWLCgqlevrsOHDys0NFSS3E6Xpn0fEhIiSQoJCVFCQoLbO4WcTqfOnTvnNsbTNtLu83b3ch1CQ0Nv+Tz3g1KlSql06dI6fPiwpBv7lpKSkuFfQenXL/1+JyQkKCUlJcv18/f3z/Cvt3tp9OjR+vzzz7Vy5UpVqFDBdTvHTeZr44ml4yZfvnyqVKmS6tWrp3HjxqlOnTp69913zR8zma2LJ1aOl507dyohIUFNmjRRcHCwgoODFRcXpw8++EDBwcEqVqyYa47p5/ygHzNZrU3aWb6bPQjHzV0LwOTkZB08eFChoaEqX768QkNDtXHjRrf74+PjXdcSNGrUSElJSdq5c6drzM6dO3X58mW3MfHx8UpOTnaN2bhxo0qVKqXy5cvfrV3JNfdyHRo2bOj2PGljbr52w9slJCTo1KlTrv+Z1atXTwEBAW77dfLkSdeFydKNtTlw4IDbW+83btyowMBA1atXzzXG09o88sgjefYv45EjR7oC5+aPT5I4bm61Np5YOm7SS01N1dWrV80fM+mlrYsnVo6XDh06aNu2bdqyZYvr65FHHlH37t21ZcsWValSxewxk9Xa5MuXL8NjHoTjxm/UqFHjc2NDY8aMUb58+ZSamqpDhw5p+PDhOnz4sP7617/K4XAoJSVFM2bMUOXKlZWSkqI33nhDZ86c0YwZMxQYGKjixYtr9+7dWrZsmerUqaOTJ0/q5ZdfVv369V1vMa9cubI++ugj7d27V+Hh4YqPj9ebb76pl156yWt+2CQlJemHH37QmTNn9Omnn6pmzZoqXLiwrl69qiJFityzdShVqpT+8pe/KF++fAoODtb8+fO1cOFCzZw5U6VLl/a6tfHz89PEiRNVsGBBXb9+XXv37tWwYcOUkpKiadOmKTAwUA899JBOnz6tDz74QLVq1dLFixf18ssvq3DhwpowYYJ8fX1VoUIFrVq1Shs2bFCtWrX0ww8/6LXXXtPTTz+tTp06SZIqVqyomTNn6uzZswoLC9Pq1av1zjvvaPLkyapevfo9X5fXXntNixcv1scff6yyZcvq8uXLunz5sqQbZzJ8fHzMHjdZrU1SUpLZ42b8+PGun7knT57Uf//3f2vJkiUaP3686zixeMzcal1CQ0PNHi8PPfSQSpQo4fa1dOlSlStXTj179jT9cyartbl8+fKDedwkJiY6c+PrD3/4g7NkyZLOgIAAZ6lSpZydOnVybt++3XX/hQsXnCNHjnSGhoY6AwMDnc2aNXNu27bNbRtHjx51RkZGOgsVKuQsVKiQMzIy0nn06FG3MXFxcc6mTZs6AwMDnaGhoc5Ro0Y5L1y4kCv7kBtfq1atckrK8NWjR497vg7z5893hoeHOwMCApxVq1Z1fvLJJ167NqdOnXK2bt3aWbx4cWdAQICzbNmyzh49ejj37dvnto0zZ844Bw0a5CxatKgzKCjI2a5duwxj9u7d62zXrp0zKCjIWbRoUefgwYOdZ86ccRsTExPjrFu3rjNfvnzOcuXKOadPn55n6+JpTSQ5R44cmSf//XjTcZPV2lg+bnr06OEsW7asM1++fM7ixYs7W7Zs6fz888/NHzO3WhfLx4unr+bNmzsHDRpk/pjJam0e1OMm1z4HEAAAAPcHfhcwAACAMQQgAACAMQQgAACAMQQgAACAMQQgAACAMQQgAACAMQQgAK+wZcsWORwObdmyJa+nAgAPPAIQwB1buHChHA6H6ys4OFg1a9bUc889p59++imvpwcASMc/rycA4MExatQoVaxYUVeuXNH27du1ePFixcXFKT4+Xvnz57/lY5s3b67Tp097/L2bAIDcRQACyDURERFq2LChJKl3794qWrSoZs+erdWrV+upp57y+JjLly+rQIEC8vX11UMPPXQvp5upX3/9NctgBYD7GS8BA7hrWrRoIUk6duyYpP+8VBwbG6sRI0YoPDxcZcqUkZT5NYCHDh3SgAEDVKVKFYWGhqp+/foaNWqU25jTp09r2LBhqlq1qkJCQtSoUSPNmzcvW3OsU6eOunfvrtjYWEVERCg0NFQzZ86UJK1evVpRUVGqWbOmQkJCVLt2bY0dO1bJyclu2xg6dKhCQ0P1008/6dlnn1WZMmVUuXJljRkzRikpKW5jz58/r8GDByssLEzlypXTn/70J+3Zs0cOh0MLFy7MsO99+/ZVxYoVFRoaqt/97ndasWJFtvYLAG6FM4AA7pojR45IkooVK+Z2+8iRI+VwOPTqq6/q0qVLmT7++++/V7t27eTr66u+ffuqQoUKOn78uP7xj39oypQpkqSzZ8+qTZs2Sk1N1YABA1SiRAnFxsbq1Vdf1fnz5zV8+PAs53n48GH17t1bffr00R//+EeVLVtW0o1gDQwM1JAhQ1S4cGHt2rVL7777rk6ePKkPP/zQbRupqal66qmnVL9+fU2aNEmbNm3SrFmzVLFiRQ0YMMA15plnntHu3bs1YMAAVa1aVf/7v/+roUOHZpjTgQMH1LZtW4WGhurPf/6zChQooJiYGPXp00fvvfeeoqKistwvAMgMAQgg11y6dEkJCQlKTk7Wjh079PbbbysoKEjt2rVzG5cWM/7+t/4R9NprryklJUWbN29WhQoVXLePHTvW9efJkyfr6tWr2rZtm4oXLy5J6t+/v1588UVNnz5dgwYNksPhuOXzHDlyRIsWLdKTTz7pdvvcuXPdXgru16+fKleurMmTJ2vixImuUJSka9euqUuXLho5cqRrDi1atNCnn37qCsCYmBjt3LlTkyZN0rBhwyRJAwYMUNeuXTPMadSoUSpVqpQ2btyooKAgSdKgQYPUrVs3TZgwQZGRkfLx8bnlfgFAZngJGECu6d69uypXrqxatWqpf//+CgkJ0eLFi1W6dGm3cX369Mky/s6dO6e4uDg9++yzbvEnyRU+TqdTK1asUNu2beXj46OEhATXV+vWrfXbb7/pq6++ynLeZcqUyRB/klzxl5qaqosXLyohIUFNmjSR0+nUt99+m2F8nz593L5v2rSpjh496vp+/fr18vPzU79+/Vy3+fr6auDAgW6Pu3DhgjZt2qSuXbvq119/dduviIgI/fTTTzp06FCW+wUAmeEMIIBcM3XqVFWrVk2BgYEqW7asypYt6/EsVfqg8yQtnGrUqJHpmHPnzikxMVELFizQggULPI45e/Zsls9Vvnx5j7fv379f48aN09atW/Xbb7+53Zf+peuAgACVLFnS7TaHw6HExETX9ydOnFBISIgKFizoNq5SpUpu3x8+fFhOp1NTpkxxvdSd3tmzZxUeHn7rHQOATBCAAHJN/fr1Xe8CvpW0lzTvVGpqqiTpqaeeUq9evTyOqV69+m3N5+LFi+rUqZPy58+vMWPGqFKlSgoKCtJPP/2k5557zvXcaXx9c+8FlbRtP/fcc2rbtq3HMTVr1sy15wNgDwEIwCtVrFhR0o03gmSmePHiKlSokK5fv65WrVrl6vNv2bJFCQkJmj9/vh577DHX7Rs3brztbYaFhSk2NlZJSUluZwEPHz7sNi7tDKm/v3+u7xcASFwDCMBLBQcHq3nz5lq0aJHbdXTSjWv/JMnPz0+dO3fWF198ob1792bYxrlz5277+f38/NyeS7pxZm727Nm3vc3WrVsrJSVFH330kds2P/jgA7dxJUqU0O9+9zvNnz/f429SuZP9AgCJM4AAvNjbb7+t9u3bq1WrVurXr58qVKigEydO6B//+If+9a9/SZLGjx+vrVu3qm3bturdu7dq1KihxMRE7d27VzExMTpz5sxtPXeTJk1UrFgxDR06VEOGDJG/v79WrlyppKSk296fjh076tFHH9W4ceN0/Phx18fAXLhwQZLcrpecPn262rVrp+bNm6tPnz6qWLGizp49q927d+vAgQP6+uuvb3seAEAAAvBatWrV0pdffqm33npLH330kZKTk1WmTBk98cQTrjElSpTQ+vXr9fbbb+uLL77Qhx9+qKJFi6pq1aqaPHnybT930aJFtWTJEo0ZM0bR0dEqUKCAOnfurP79+6t58+a3tU0/Pz8tWbJEo0aN0uLFi+Xj46OOHTtqxIgReuKJJ9x+E0p4eLg2btyoqVOnavHixUpISFDx4sVVu3ZtvfHGG7e9XwAgST6JiYnOrIcBAO6WmJgY9erVS2vWrFGTJk3yejoADOAaQAC4h9J/nExKSoref/99FS5cWA8//HAezQqANbwEDAD30IgRI5ScnKyGDRvqypUriomJ0Y4dO/Tmm2/m2sfjAEBWeAkYAO6hpUuXatasWTpy5IiSk5NVqVIl9e/fX4MHD87rqQEwhAAEAAAwhmsAAQAAjCEAAQAAjCEAAQAAjCEAAQAAjCEAAQAAjCEAAQAAjPl/cJakLgWJ2o0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,8))\n", "sns.boxplot(df.price)\n", "plt.xlabel('Price range')\n", "sns.despine(left=True)\n", "plt.title('Price distribution')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The outliers exist beyond the 30k mark. This data could be faulty and hence requires a detailed analysis for those vehicles listed with a price greater than 30k." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...engine_sizefuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgprice
150122.0bmwgasstdfoursedanrwdfront103.5...209mpfi3.623.398.0182.05400.0162230760.0
160122.0bmwgasstdtwosedanrwdfront103.5...209mpfi3.623.398.0182.05400.0162241315.0
170122.0bmwgasstdfoursedanrwdfront110.0...209mpfi3.623.398.0182.05400.0152036880.0
470145.0jaguargasstdfoursedanrwdfront113.0...258mpfi3.634.178.1176.04750.0151932250.0
480122.0jaguargasstdfoursedanrwdfront113.0...258mpfi3.634.178.1176.04750.0151935550.0
490122.0jaguargasstdtwosedanrwdfront102.0...326mpfi3.542.7611.5262.05000.0131736000.0
70-193.0mercedes-benzdieselturbofoursedanrwdfront115.6...183idi3.583.6421.5123.04350.0222531600.0
71-1122.0mercedes-benzgasstdfoursedanrwdfront115.6...234mpfi3.463.108.3155.04750.0161834184.0
723142.0mercedes-benzgasstdtwoconvertiblerwdfront96.6...234mpfi3.463.108.3155.04750.0161835056.0
730122.0mercedes-benzgasstdfoursedanrwdfront120.9...308mpfi3.803.358.0184.04500.0141640960.0
741122.0mercedes-benzgasstdtwohardtoprwdfront112.0...304mpfi3.803.358.0184.04500.0141645400.0
1263122.0porschegasstdtwohardtoprwdrear89.5...194mpfi3.742.909.5207.05900.0172532528.0
1273122.0porschegasstdtwohardtoprwdrear89.5...194mpfi3.742.909.5207.05900.0172534028.0
1283122.0porschegasstdtwoconvertiblerwdrear89.5...194mpfi3.742.909.5207.05900.0172537028.0
\n", "

14 rows × 26 columns

\n", "
" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration \\\n", "15 0 122.0 bmw gas std \n", "16 0 122.0 bmw gas std \n", "17 0 122.0 bmw gas std \n", "47 0 145.0 jaguar gas std \n", "48 0 122.0 jaguar gas std \n", "49 0 122.0 jaguar gas std \n", "70 -1 93.0 mercedes-benz diesel turbo \n", "71 -1 122.0 mercedes-benz gas std \n", "72 3 142.0 mercedes-benz gas std \n", "73 0 122.0 mercedes-benz gas std \n", "74 1 122.0 mercedes-benz gas std \n", "126 3 122.0 porsche gas std \n", "127 3 122.0 porsche gas std \n", "128 3 122.0 porsche gas std \n", "\n", " num_of_doors body_style drive_wheels engine_location wheel_base ... \\\n", "15 four sedan rwd front 103.5 ... \n", "16 two sedan rwd front 103.5 ... \n", "17 four sedan rwd front 110.0 ... \n", "47 four sedan rwd front 113.0 ... \n", "48 four sedan rwd front 113.0 ... \n", "49 two sedan rwd front 102.0 ... \n", "70 four sedan rwd front 115.6 ... \n", "71 four sedan rwd front 115.6 ... \n", "72 two convertible rwd front 96.6 ... \n", "73 four sedan rwd front 120.9 ... \n", "74 two hardtop rwd front 112.0 ... \n", "126 two hardtop rwd rear 89.5 ... \n", "127 two hardtop rwd rear 89.5 ... \n", "128 two convertible rwd rear 89.5 ... \n", "\n", " engine_size fuel_system bore stroke compression_rate horsepower \\\n", "15 209 mpfi 3.62 3.39 8.0 182.0 \n", "16 209 mpfi 3.62 3.39 8.0 182.0 \n", "17 209 mpfi 3.62 3.39 8.0 182.0 \n", "47 258 mpfi 3.63 4.17 8.1 176.0 \n", "48 258 mpfi 3.63 4.17 8.1 176.0 \n", "49 326 mpfi 3.54 2.76 11.5 262.0 \n", "70 183 idi 3.58 3.64 21.5 123.0 \n", "71 234 mpfi 3.46 3.10 8.3 155.0 \n", "72 234 mpfi 3.46 3.10 8.3 155.0 \n", "73 308 mpfi 3.80 3.35 8.0 184.0 \n", "74 304 mpfi 3.80 3.35 8.0 184.0 \n", "126 194 mpfi 3.74 2.90 9.5 207.0 \n", "127 194 mpfi 3.74 2.90 9.5 207.0 \n", "128 194 mpfi 3.74 2.90 9.5 207.0 \n", "\n", " peak_rpm city_mpg highway_mpg price \n", "15 5400.0 16 22 30760.0 \n", "16 5400.0 16 22 41315.0 \n", "17 5400.0 15 20 36880.0 \n", "47 4750.0 15 19 32250.0 \n", "48 4750.0 15 19 35550.0 \n", "49 5000.0 13 17 36000.0 \n", "70 4350.0 22 25 31600.0 \n", "71 4750.0 16 18 34184.0 \n", "72 4750.0 16 18 35056.0 \n", "73 4500.0 14 16 40960.0 \n", "74 4500.0 14 16 45400.0 \n", "126 5900.0 17 25 32528.0 \n", "127 5900.0 17 25 34028.0 \n", "128 5900.0 17 25 37028.0 \n", "\n", "[14 rows x 26 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.price > 30000]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The outliers do not look faulty, rather the vehicles listed are high end vehicles from world class manufacturers - *jaguar*, *mercedes benz*, *porsche* and *bmw*. These prices are a result of these vehicles being luxury/sports car from these manufacturers.
\n", "\n", "The *city_mpg* column describes the average miles per gallon (mileage) the car delivers when driven in the city with occasional accelerations and brakes. Similarly the *highway_mpg* describes the average miles per gallon (mileage) the car delivers under continuos acceleration. The two metrics are considered very important for a vehicle." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Price vs highway mileage')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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enDlzhosXLxb4GIuIGIFyhTvPFXKqV69ertfc3d3x9/cnKSnplu+/2bWuUqVK3Hffffz11195vjcsLCzPwkiFChWIi4uzea1Zs2ZMmDCBmJgYunTpwq5du0hLSyMiIoK0tDS+/PJLdu/eTePGja3Fpn8Wr65cucKsWbNYvXo1f/zxB5cvX7aZJnXmzBmb9q1ataJy5cp8/fXXjBkzxjq6ZuHChZhMpgJNc4HrIzhcXGzvi1tyhpCQkFyjd+401/n9999JTEykSpUqTJ48Oc82JUqU4OjRozavXbx4kWnTpvHTTz8RHx/PlStXbLbnPE6WokyDBg3yPJeNGjXKNUXJ8rdz6tSpPP92jh8/DnDbN7fEMVT4ECmA/FxgcyrII1iTk5OB/11EbubixYsAfP755zdt988LwY307t2bDRs2sGTJEmsyk9fQVbh+JyskJITFixczbdo0PvroI1xcXGjWrBljx4694WKYFgWJ805ERUXx5ptvsmjRIv71r3/h4uLC/PnzgYLNd7XIaw6w5QJ6s205R1gUxO2c45kzZzJq1Ch8fHxo0aIFFSpUoESJEphMJn744QcOHDjAtWvXrO0tC5HmNUzT1dU1V+EiKSkJs9nMxYsXrYn9jaSmpqrwISJOSbnCnecKOd3oyW6urq43XMgyp5td6wD8/f1vWPi42WdnZ2fbvPbQQw9RunRpa1Fjy5YtuLi4EBERYb32bt682Vr4uPfee23W/MjIyKBz58788ssv1K5dm27dunHvvfdab0JMmjTJ5hoO10c59O/fn7fffptvv/2Wvn37cvDgQetIk5yjUfOjoLmOpW93muv8+eeft8wrLJKSkmjRogXx8fE89NBD9OzZk7Jly+Lq6kpycjKzZs3Kd64D2Izm/We/Vq1axapVq27Yl/z+7UjRoMKHiB0VZA0Jy8X1zJkzuRag/CfLxScmJibPOyEF1b59e3x8fFi2bBnvvvsuqamprFmzhuDg4FxD/FxdXRk0aBCDBg3i4sWL7Ny5k1WrVvHVV1/RrVs34uLibvoP3pxx2tM999xD7969mT59OuvXr6du3br8+OOP1K5d+4YLpxYlBT3HmZmZTJw4kYCAADZv3my9Q2Oxe/fuXO+xTIs5f/58ruQuKyuLixcv2iTXlj7Vrl2b7du3FywgERHJk3IF+8p5rctLQkJCoXyOu7s7TZo04aeffuLkyZPExMRQt25d61TSWrVqsXnzZqKjozl16hSPP/64zblfs2YNv/zyC7169WLGjBk2+z579uwNCwN9+vRh/PjxLFiwgL59+1qnvTzzzDOFEpc9Wb6jbdu2ZenSpfl6z+eff058fDyvvvpqrnXe4uLico1IvZ3zb+nXZ599RufOnfPVLyn6tMaHSBFhWfBsw4YNt2xrWbAp52Nf74SnpydRUVGcP3+en376ieXLl5OWlkbPnj1vmpBZnsgya9YsoqKiuHDhwi37VKpUKWrXrs3Fixf59ddfb7vPLi4uue62/NOzzz6LyWRiwYIFfPHFF2RmZtKvX7/b/sy7qaDnODExkeTkZMLDw3MVPVJTU9m3b1+u91ju2OX1Gbt37841TaZ06dLUrl2bY8eOFXhxOhERuXPOkisUpptd6/766y9Onz5daJ9lWbNj5cqV7N2712b9iGbNmrFnzx7WrFlj/T0ny/SJTp065drvtm3bbviZlgVM/9//+39s376dr776ioCAADp06HCn4djd/fffj7e3N7/++muej63Ni+U45VWQyOs4WUYX7d69O88RQjt37sz1WmH/7UjRoMKHSBHRq1cvvLy8WLhwYZ7PRM95YX7qqafw8fFh8uTJueaYwvVFPHfs2JHviwhgXThsyZIlLFmyBJPJxJNPPmnT5tq1a3leBMxms7WSXrJkyVt+lmVF7VdeeSXXkGCz2Zyv0SDlypXjwoULuZ5rn1OVKlVo2bIl69evZ86cOZQqVcq6SFdRV9Bz7OfnR8mSJdm7dy+pqanWdhkZGbz22mt5Fip69uwJXF9RPed5SE9PZ+zYsXn2a+jQoWRkZDBkyBAuXbqUa/vly5etc9BFRKRwOVOuUFiio6Nxc3Nj7ty5NlNazGYzY8eOzdd0mfyyFDM++ugjsrKybIobzZo1IyMjg2nTptm0tbAsvGp5ApDFiRMnbrjguIVl0c4BAwaQkpJCnz598lxYtqhxc3Nj0KBBJCQkMHz4cP7+++9cbRITE63rtMCNj9O+ffuYOnVqrvdXrFiRRx99lPj4+FyPud2wYUOu9T3g+uimkJAQFixYYC1U/dO+ffusU2KkeCj6fxEiTsLX15c5c+bw9NNP07VrVyIjI6lTpw6pqakcPnyYAwcOcOLECQDKli3LZ599xlNPPUXr1q2JiIigZs2auLu7c/r0afbs2cOpU6c4ceIEHh4e+fr8+vXrU6tWLX788UcyMzN55JFHqFy5sk2bq1ev0q5dOypXrsyDDz5IxYoVycjIYOvWrfz22280aNCApk2b3vKz+vbty44dO1i6dCn169enQ4cO+Pn5cfbsWbZt20a7du2YOHHiTffRokULvvnmG6KiomjSpAmenp7UqVOHdu3a2bR79tln+fnnnzl37hx9+vS54Xzdoqag59jFxYXnn3+eqVOn0qRJE9q3b09GRgaxsbFcunSJpk2bEhsba/MZjz76KP369WPhwoU0btyYTp064enpyY8//oiXlxfly5fPtchZ79692bdvH7Nnz6ZevXpERkZSqVIlkpOT+euvv9i+fTstWrRg8eLFd/NwiYg4BWfKFQpLlSpVeP311xk7dixNmzbl8ccfx9vbm02bNnHp0iXq1KnDwYMHC+Wz6tSpg6+vL+fPn+eee+6hUaNG1m2PPvoobm5unD9/nkqVKuU6bm3btiUkJIRPPvmEQ4cO8cADD3Dq1CnWrVtH69atbR5V/E8NGjTggQceYP/+/bi4uNxwId2iaMSIERw6dIjPPvuMn376iYiICO677z4uXLjAn3/+yc6dOxkwYIB15E7Pnj2ZNm0ao0aNIjY2lqpVq/LHH3+wbt06OnXqxHfffZfrM95//33atGnDq6++ys8//0xYWBgnTpxg1apVtG/fnjVr1tjkO+7u7nzxxRc8/vjj9OrVi4cffpi6detSqlQpTp8+zf79+zl27BhbtmzRembFiAofIkVImzZt2Lx5Mx9++CGbN28mJiYGLy8vqlWrxsiRI23aRkREsG3bNqZPn87PP/9MXFwcbm5uBAQEEB4ezjvvvJPnQlQ306tXL0aPHm39738qVaoUY8eOJTY2lt27d/Pjjz9SokQJgoODGTduHP3798/XHQaTycSsWbOIjIxk4cKFrFy5kmvXruHn58fDDz9Mt27dbrmPCRMm4OLiQkxMDDt37iQ7O5snn3wyV+Gjbdu2+Pv7k5CQUCzmu+ZU0HNseSTi559/zsKFC/Hy8qJ58+a8+eabea5KDtcfKVy9enUWLlzIwoULKVeuHB07dmT06NGEhobmSswA3nvvPVq3bs28efPYunUrly5dwtvbm6CgIAYMGMATTzxhr0MiIuL0nCVXKEyvvPIKQUFBfPLJJyxevJjSpUsTGRnJmDFjePzxx/N8FPztMJlMREREsHz5csLDw7nnnnus28qUKUP9+vWJi4vL9RhbuH7cVq1axZgxY9i6dSs7duygcuXKjBgxgqFDh+b5D/qc+vTpw4gRI3jssceoWLFiocRzN7i5ufHZZ5/x7bff8uWXX7J+/XrrAukVK1bklVdesRmtW758eX788Ufeeecddu7cycaNG6levToffPABzZo1y/M41axZk/Xr1zN27Fi2bNnC1q1bCQ0N5YsvvuDo0aOsWbMm13egdu3abNu2jZkzZ7JmzRqWLFmC2WwmICCAmjVr8uKLL1K9enW7Hx8pPKakpCTzrZuJiBRPp0+f5oEHHiAsLCzP4YyStz/++IOHHnqIqKgo5s2b5+juiIiIFLqUlBTuv/9+wsLCWL9+vaO7c0defvllFi5cyNKlS2nbtq2ju1NsPPfcc3zzzTfs3r1bhQyD0xofImJoH3/8MVlZWQwcONDRXSmSEhISci0S+/fff1tXSu/YsaMjuiUiIlJoEhMTcz1yNTMzkzfffJO0tLRif607c+YMX331FZUrV6Z169aO7k6RYzabOXv2bK7XN2/ezHfffUfNmjVV9HACmuoiIoZz8uRJli1bxvHjx/nyyy+pUaMG3bt3d3S3iqTZs2ezdOlSHn30UQIDAzl37hxbtmzh9OnTPPbYY3Tt2tXRXRQREbkjP/zwA2PHjqV58+bcd999XLp0ie3bt/P7778TFhZWbG+OfPPNN/zxxx989913XL16lddffz3X2lwCWVlZhIaGEhERQfXq1XFzc+M///kPmzZtwsPDg8mTJzu6i3IXqPAhIoZz4sQJxowZQ8mSJWnatCkffPBBsVjd3BEiIiLYt2+fdZE3Nzc3qlatyvPPP8/gwYNv+ohCERGR4uDBBx+kcePGbN++3fokjuDgYIYPH85LL71EiRIlHNzD27Nw4UK2b99OUFAQY8aM0U2eG3B1deXZZ59ly5Yt/PLLL/z999/4+vrStWtXXn75ZerWrevoLspdoDU+RERERERERMSwNBZKRERERERERAxLhQ8RERERERERMSwVPgzu2LFjju7CXeEMcTpDjOAccTpDjOAccTpDjOA8cRqNkc+bUWMzalxg3NiMGhcYNzajxgXGja0w4lLhQ0REREREREQMS4UPERERERERETEsFT5ERERERERExLBU+BARERERERERw1LhQ0REREREREQMS4UPERERERERETEsFT5ERERERERExLBU+BARERERERERw1LhQ0REREREREQMS4UPERERERERETEsN0d3QPLP5OLCZbM76dng4QJlTBmYs7Md3S0REREpppRbiIiIM1Dho5gwubhw/KobXVefJD4lg2Avd1Z0rEBIiUwlKCIiIlJgyi1ERMRZaKpLMXHZ7E7X1aeIT8kAID4lg66rT3HZ7O7gnomIiEhxpNxCREScRZEpfEyZMgUfHx9GjBhhfW3w4MH4+PjY/LRq1crmfdeuXWPEiBGEhIQQFBREz549OX36tE2bkydP0qNHD4KCgggJCWHkyJGkp6fbtNm6dSvNmjUjICCAunXrMn/+fPsFexvSs7EmJhbxKRmkZ5sc1CMRERFjcbZcRLmFiIg4iyJR+Ni9ezcLFy4kNDQ017bmzZtz5MgR688333xjs33UqFF8//33zJs3jzVr1nD58mV69OhBVlYWAFlZWfTo0YPU1FTWrFnDvHnzWLVqFW+88YZ1HydOnKB79+6Eh4ezZcsWXnnlFUaOHMnKlSvtG3gBeLhAsJftHZhgL3c8XMwO6pGIiIhxOGMuotxCRESchcMLH8nJyTz33HNMnz4dHx+fXNs9PT0JCAiw/pQtW9bmvZ9//jljx46lRYsW1KtXj08//ZSDBw8SExMDwMaNGzl8+DCffvop9erVo0WLFowZM4bPPvuMlJQUABYsWEBgYCCTJ0+mRo0aPP300zz55JNMnz79rhyD/ChjymBFxwrWBMUyD7eMKeMW7xQREZGbcdZcRLmFiIg4C4cvbvryyy/TpUsXIiIimDRpUq7tO3bsoFq1anh7e/PII48wevRo/Pz8ANi7dy8ZGRm0bNnS2r5ChQrUqFGDXbt2ERkZSVxcHDVq1KBChQrWNpGRkVy7do29e/cSERFBXFyczT4sbZYsWUJGRgbu7nnPdT127FhhHIJ8K1GyFBs6lMfs6oYpK5NrF05w9O8rt3zf3e6nozhDnM4QIzhHnM4QIzhHnM4QI9w8zurVq9/FnhS+4pqL5Oe7d6s2t5tbFAVG/dszalxg3NiMGhcYNzajxgXGje1Wcd0qF3Fo4WPRokUcP36c2bNn57m9VatWdOrUieDgYP766y/GjRtH586diYmJwdPTk4SEBFxdXfH19bV5n5+fHwkJCQAkJCRYkxMLX19fXF1dbdo0b9481z4yMzNJTEwkMDAwz/45LtHLAncT3Bd0y5bHjh0r9glpfjhDnM4QIzhHnM4QIzhHnM4QIxg7zuKci9zqnBTsvOU/tygKjPqdNGpcYNzYjBoXGDc2o9Fgc2kAACAASURBVMYFxo2tMOJyWOHj2LFjjB07lrVr195wREVUVJT1v0NDQ6lXrx5hYWGsW7eOzp07362uioiIiAEpFxEREXEODlvjIy4ujsTERBo1aoSvry++vr5s27aNuXPn4uvry7Vr13K9p3z58gQFBXH8+HEA/P39ycrKIjEx0abd+fPn8ff3t7Y5f/68zfbExESysrJu2ub8+fO4ubnluoMjIiIixqBcRERExDk4rPDRoUMHtm/fTmxsrPXnwQcfJCoqitjYWDw8PHK9JzExkTNnzhAQEABAvXr1cHd3Z9OmTdY2p0+f5siRIzRs2BCA8PBwjhw5YvNYuU2bNuHp6Um9evWsbXLuw9LmwQcfvOEdIBERESnelIuIiIg4B4dNdfHx8cm1cnrJkiUpW7YstWvXJjU1lYkTJ9K5c2cCAgL466+/GDt2LH5+fnTs2BEAb29v+vTpw9tvv42fnx9ly5bljTfeIDQ01DpPtmXLltSqVYtBgwYxbtw4Ll26xFtvvUXfvn3x8vICoH///syZM4fXXnuN/v37s2vXLhYvXszcuXPv6jERERGRu0e5iIiIiHNw+FNdbsTV1ZVDhw6xdOlSkpOTCQgIoGnTpixYsIAyZcpY202YMAFXV1f69+9PWloaERERzJo1C1dXV+t+vvrqK4YPH07btm255557iI6O5t1337Xuo3Llynz99de8/vrrzJ8/n8DAQCZNmkSXLl3uetwiIiJSNCgXERERMQZTUlKS2dGdEPsx6sq+/+QMcTpDjOAccTpDjOAccTpDjOA8cRqNkc+bUWMzalxg3NiMGhcYNzajxgXGja0w4nLYGh8iIiIiIiIiIvamwoeIiIiIiIiIGJYKHyIiIiIiIiJiWCp8iIiIiIiIiIhhqfAhIiIiIiIiIoalwoeIiIiIiIiIGJYKHyIiIiIiIiJiWCp8iIiIiIiIiIhhqfAhIiIiIiIiIoalwoeIiIiIiIiIGJYKHyIiIiIiIiJiWCp8iIiIiIiIiIhhqfAhIiIiIiIiIoalwoeIiIiIiIiIGJYKHyIiIiIiIiJiWCp8iIiIiIiIiIhhqfAhIiIiIiIiIoalwoeIiIiIiIiIGJYKHyIiIiIiIiJiWG6O7oAUDSYXFy6b3UnPBg8XKGPKwJyd7ehuiYiIiNid8iAREWNT4UMwubhw/KobXVefJD4lg2Avd1Z0rEBIiUxd9EVERMTQlAeJiBifproUIyYXF1JNnlw0e5Jq8sTkUjin77LZna6rTxGfkgFAfEoGXVef4rLZvVD2LyIiIkWTvXKL4kR5kIiI8WnERzFhz7sR6dlYL/YW8SkZpGebwHRHuxYREZEiSiMdrlMeJCJifM5X1i+m7Hk3wsMFgr1s9xPs5Y6Hi/mO9y0iIiJFk0Y6XKc8SETE+FT4KCZuejfiDpUxZbCiYwXrRd9yx6eMKeMW7xQREZHiyp65RXGiPEhExPg01aWYsNyNyJmgWO9G3OENCXN2NiElMtn2REXSs014uJi1mrmIiIjB2TO3KE6UB4mIGJ9GfBQT9r4bYc7OprT5GuVMaZQ2X9PFXkRExOA00uF/lAeJiBibRnwUE7obISIiIoVJuYWIiDiLIjPiY8qUKfj4+DBixAjra2azmQkTJlCzZk0CAwPp0KEDhw8ftnlfUlISAwcOpFKlSlSqVImBAweSlJRk0+bgwYO0b9+ewMBAatWqxaRJkzCbbcdwrly5koYNG+Lv70/Dhg35/vvv7RfsbdLdCBEREftxxlxEuYWIiDiDIlH42L17NwsXLiQ0NNTm9Y8++ohPPvmESZMmsXHjRvz8/OjWrRuXL1+2thkwYAD79+9n2bJlLFu2jP379/P8889bt6ekpNCtWzf8/f3ZuHEjEydO5OOPP2b69OnWNnFxcTzzzDNER0cTGxtLdHQ0/fr1Y8+ePfYPXkRERBxOuYiIiIhxObzwkZyczHPPPcf06dPx8fGxvm42m5k5cyYvv/wyXbp0oXbt2sycOZPU1FSWLVsGwJEjR9iwYQMffvgh4eHhhIeHM3XqVNatW8exY8cA+Oabb7h69SozZ86kdu3adOnShZdeeokZM2ZY77TMnDmTpk2bMnz4cGrUqMHw4cN59NFHmTlz5t0/ICIiInJXKRcRERExNocXPizJREREhM3r8fHxnDt3jpYtW1pfK1GiBE2aNGHXrl3A9bsjpUuXpmHDhtY2jRo1olSpUjZtGjduTIkSJaxtIiMjOXPmDPHx8cD1uzw5P8fSxrIPERERMS7lIiIiIsbm0MVNFy1axPHjx5k9e3aubefOnQPAz8/P5nU/Pz/OnDkDQEJCAr6+vphM/3vevMlk4t577yUhIcHaJigoKNc+LNsqV67MuXPn8vwcyz5uxHInp6grLv28U84QpzPECM4RpzPECM4RpzPECDePs3r16nexJ4WrOOci+fnuGfn7adTYjBoXGDc2o8YFxo3NqHGBcWO7VVy3ykUcVvg4duwYY8eOZe3atbi7uzuqG3ekOCR6x44dKxb9vFPOEKczxAjOEaczxAjOEaczxAjGjbO45yK3OidGPW9g3NiMGhcYNzajxgXGjc2ocYFxYyuMuBw21SUuLo7ExEQaNWqEr68vvr6+bNu2jblz5+Lr60u5cuUAOH/+vM37zp8/j7+/PwD+/v4kJibarIpuNpu5cOGCTZu89mHZBhAQEHDTzxERERHjUS4iIiLiHBxW+OjQoQPbt28nNjbW+vPggw8SFRVFbGws1apVIyAggE2bNlnfk5aWxo4dO6zzaMPDw0lNTSUuLs7aJi4ujitXrti02bFjB2lpadY2mzZtonz58gQHBwPQoEEDm8+xtMk5X1dERESMRbmIiIiIc3DYVBcfHx+bldMBSpYsSdmyZalduzYAgwcPZsqUKVSvXp1q1arx/vvvU6pUKZ544gkAatSoQatWrRg2bBgffvghAMOGDaNNmzbWoTBPPPEEkyZNYsiQIQwfPpzff/+dDz/8kJEjR1rn4w4aNIj27dszdepUOnTowOrVq4mNjWXt2rV363CIiIjIXaZcRERExDk4dHHTW3nppZe4evUqI0aMICkpiYceeojvvvuOMmXKWNvMnTuXkSNHEhUVBUC7du147733rNu9vb1Zvnw5w4cPp0WLFvj4+DB06FBeeOEFa5uGDRsyf/58xo0bx/jx46lSpQrz58/n4YcfvnvBioiISJGjXERERKT4MyUlJZlv3UyKK6MucPNPzhCnM8QIzhGnM8QIzhGnM8QIzhOn0Rj5vBk1NqPGBcaNzahxgXFjM2pcYNzYivXipiIiIiIiIiIi9qbCh4iIiIiIiIgYlgofIiIiIiIiImJYKnyIiIiIiIiIiGGp8CEiIiIiIiIihqXCh4iIiIiIiIgYlgofIiIiIiIiImJYKnyIiIiIiIiIiGGp8CEiIiIiIiIihqXCh4iIiIiIiIgYlgofIiIiIiIiImJYKnyIiIiIiIiIiGGp8CEiIiIiIiIihqXChxSYycWFVJMnF82epJo8MbnoayQiIiJyuyy5lVdwTeVWIiJ24OboDkjxYnJx4fhVN7quPkl8SgbBXu6s6FiBkBKZmLOzHd09ERERkWJFuZWIiP2pnGxQ9rpzcNnsTtfVp4hPyQAgPiWDrqtPcdnsXij7FxEREbkRI46MUG4lImJ/GvFhQPa8c5CejfXCbBGfkkF6tglMd7RrERERkRsy6sgI5VYiIvZX/Mvkkos97xx4uECwl+1+gr3c8XAx3/G+RURERG7EqCMjlFuJiNifCh8GdNM7B3eojCmDFR0rWC/QlrstZUwZt3iniIiIyO2zZ37jSMqtRETsT1NdDMhy5yBncmC9c3CHNw/M2dmElMhk2xMVSc824eFipowpo1gPMRUREZGiz575jSPlzK3+Ts+kpIebcisRkUKmER8GZO87B+bsbEqbr1HOlEZp8zVdmEVERMTujDwywpJbJZ/4j3IrERE70IgPA9KdAxERETEa5TciInK7NOLDgSyPZLto9iz0R7LpzoGIiIgUJnvmLfml/EZERG6HRnw4iFEfySYiIiLGo7xFRESKM434cBCjPpJNREREjEd5i4iIFGcqfDiIvR/JZhmO6hVc02HDUUVERMQY7Jm3FIUpNCIiYmy6sjiI5ZFsOVkfyXaHLMNRH1l2khpf/sUjy05y/KqbEgkRERG5LfbKW3LmLCELjytnERERu9BVxUHs+Ug2DUcVERGRwmSvvEU5i4iI3A1a3NRBcj6SLT3bhIeLudAeyXbT4aiFM5NGREREnIi98hblLCIicjc4bMTHnDlzaNKkCRUrVqRixYo89thjrFu3zrp98ODB+Pj42Py0atXKZh/Xrl1jxIgRhISEEBQURM+ePTl9+rRNm5MnT9KjRw+CgoIICQlh5MiRpKen27TZunUrzZo1IyAggLp16zJ//nz7BZ6D5ZFs5UxphfpIttsZjqr5tSIi4myUixRMQfKW/OYV9pz6KyIiYuGwf90GBQUxZswYNm/ezKZNm4iIiKB3794cOHDA2qZ58+YcOXLE+vPNN9/Y7GPUqFF8//33zJs3jzVr1nD58mV69OhBVlYWAFlZWfTo0YPU1FTWrFnDvHnzWLVqFW+88YZ1HydOnKB79+6Eh4ezZcsWXnnlFUaOHMnKlSvvzoGwg4IOR9X8WhERcUbKReyjIHmFPaf+ioiIWDhsqkuHDh1sfh89ejTz5s1j9+7d1KlTBwBPT08CAgLyfH9ycjKff/45n3zyCS1atADg008/JSwsjJiYGCIjI9m4cSOHDx/mt99+o0KFCgCMGTOG//u//2P06NF4eXmxYMECAgMDmTx5MgA1atRgz549TJ8+nS5dutgrfLvKORz17/RMSnq43XQ46vX5tSdzza/d9kRFSnPtbnZdRETkrlEuYh8FySvsOfVXRETEokis8ZGVlcWKFSu4cuUK4eHh1td37NhBtWrV8Pb25pFHHmH06NH4+fkBsHfvXjIyMmjZsqW1fYUKFahRowa7du0iMjKSuLg4atSoYU00ACIjI7l27Rp79+4lIiKCuLg4m31Y2ixZsoSMjAzc3W+8uNaxY8cK6xDYVTJw5ibbvYJr5jm/9u/0TM6cKB4xQvE5H3fCGWIE54jTGWIE54jTGWKEm8dZvXr1u9gT+yiOuUh+vnuO+H7eaV5xs5wlJ6P+7Rk1LjBubEaNC4wbm1HjAuPGdqu4bpWLOLTwcfDgQVq3bk1aWhqlSpXiiy++IDQ0FIBWrVrRqVMngoOD+euvvxg3bhydO3cmJiYGT09PEhIScHV1xdfX12affn5+JCQkAJCQkGBNTix8fX1xdXW1adO8efNc+8jMzCQxMZHAwMAb9r84JHrHjh27ZT9TTW4Ee7nbJCnBXu6U9HDDvxjECPmLs7hzhhjBOeJ0hhjBOeJ0hhjB2HEW51zkVufEUeftbuQVRv1OGjUuMG5sRo0LjBubUeMC48ZWGHE5tPBRvXp1YmNjSUlJYeXKlQwePJjVq1dTu3ZtoqKirO1CQ0OpV68eYWFhrFu3js6dOzuw18ZjmV9reZxczvm1Zq0tJiIiBqZcpPAprxARkaLGoYUPDw8PQkJCAKhXrx6//vorM2bMYPr06bnali9fnqCgII4fPw6Av78/WVlZJCYmcu+991rbnT9/nsaNG1vb7Nq1y2Y/iYmJZGVl4e/vb21z/vx5mzbnz5/Hzc0t1x0co9L8WhERcVbKRQqf8goRESlqitRjO7Kzs3M93s0iMTGRM2fOWBcYq1evHu7u7mzatMna5vTp0xw5coSGDRsCEB4ezpEjR2weK7dp0yY8PT2pV6+etU3OfVjaPPjggzdd38O4dCtGREScl3KRwqa8QkREHM9hhY933nmH7du3Ex8fz8GDBxkzZgxbt24lOjqa1NRU3nzzTeLi4oiPjyc2NpaePXvi5+dHx44dAfD29qZPnz68/fbbxMTEsG/fPp5//nlCQ0Ot82RbtmxJrVq1GDRoEPv27SMmJoa33nqLvn374uXlBUD//v05c+YMr732GkeOHOGzzz5j8eLFvPDCC446NHddQR9na3JxIdXkyUWzJ6kmTz32VkREiiXlIvZR0LxC/pdbeQXXVG4lImIHDpvqcu7cOQYOHEhCQgJeXl6EhoaybNkyIiMjuXr1KocOHWLp0qUkJycTEBBA06ZNWbBgAWXKlLHuY8KECbi6utK/f3/S0tKIiIhg1qxZuLq6AuDq6spXX33F8OHDadu2Lffccw/R0dG8++671n1UrlyZr7/+mtdff5358+cTGBjIpEmTiuXj425XQR47Z0lmLO0t83ZDSmRqCKuIiBQrykXsoyB5hSi3EhG5G0xJSUkag2hg+VkB96LZk5CFx3O9frxfVcqZ0mxeSzV58siyk7lWat/2REVKmx2XzBh1BeOcnCFGcI44nSFGcI44nSFGcJ44jcZR560gecXtMtJ3sqjmVoXNSOcsJ6PGBcaNzahxgXFjK4y4NI5O8HC5foHNKdjLHQ+X3DWx9GxsLsxw/ff0bJNd+ygiIiLFQ0HyClFuJSJyN6jwIdbHzlmSlJyPnfsnJTMiIiJyMwXJK0S5lYjI3eDQx9lK0VCQx85Zkpmuq0/ZzEMtY8rArOuziIiI09PjbAtGuZWIiP2p8CHA9SSlNNfABJi54YVWyYyIiIjcSn7zCrHNrf5Oz6Skh5tyKxGRQqapLlJg5uxsSpuvUc6URmnzNV2YRURERO6AJbdKPvEf5VYiInagwoeIiIiIiIiIGJYKHyIiIiIiIiJiWCp8iIiIiIiIiIhhqfAhIiIiIiIiIoalwocUmMnFhVSTJxfNnqSaPDG56GskIiIicrssuZVXcE3lViIidqDH2UqBmFxcOH7Vja6rT9o8az6kRKZWIBcREREpIOVWIiL2p3KyQdnrzsFlsztdV58iPiUDgPiUDLquPsVls3uh7F9ERESci7OPJFVuJSJifxrxYUD2vHOQno31wmwRn5JBerYJTHe0axEREXEyGu2g3EpE5G5wrpK6k7DnnQMPFwj2st1PsJc7Hi7mO963iIiIOBeNdlBuJSJyN6jwYUA3vXNwh8qYMljRsYL1Am25M1PGlHGLd4qIiIjYsmfOUlwotxIRsT9NdTEgy52DnImE9c7BHd48MGdnE1Iik21PVCQ924SHi5kypgynGY4qIiIihceeOUtxkTO3+js9k5IebsqtREQKmUZ8GJC97xyYs7Mpbb5GOVMapc3XDHthdvbF1kREROxNox1smZ2k2CMicrdpxIcB6c7BndNiayIiIvankaTKOURE7gbdwjYoy6iM5BP/MfSoDHvRYmsiIiJ3h7OMJL0R5RwiIvanwodIHrTYmoiIiNwNyjlEROxPhQ+RPOjRciIiInI3KOcQEbE/FT5E8qDF1kRERORuUM4hImJ/WtxUJA9abE1ERETuBi1KLyJifxrxIYAe3ZoXZ19sTURExFk4Og/SovQiIvalER+ix6iJiIiI01IeJCJifLqtL3qMmoiIiDgt5UEiIsanwofoMWoiIiLitJQHiYgYnwofoseoiYiIiNNSHiQiYnwOK3zMmTOHJk2aULFiRSpWrMhjjz3GunXrrNvNZjMTJkygZs2aBAYG0qFDBw4fPmyzj6SkJAYOHEilSpWoVKkSAwcOJCkpyabNwYMHad++PYGBgdSqVYtJkyZhNtteyFauXEnDhg3x9/enYcOGfP/99/YLvAjSY9RERMQZKRcRUB4kIuIMHFb4CAoKYsyYMWzevJlNmzYRERFB7969OXDgAAAfffQRn3zyCZMmTWLjxo34+fnRrVs3Ll++bN3HgAED2L9/P8uWLWPZsmXs37+f559/3ro9JSWFbt264e/vz8aNG5k4cSIff/wx06dPt7aJi4vjmWeeITo6mtjYWKKjo+nXrx979uy5ewfDwXI+Ru14v6pse6KiFvQSERHDUy4ioDxIRMQZOOypLh06dLD5ffTo0cybN4/du3cTGhrKzJkzefnll+nSpQsAM2fOpHr16ixbtoz+/ftz5MgRNmzYwNq1awkPDwdg6tSptGvXjmPHjlG9enW++eYbrl69ysyZMylRogS1a9fm6NGjzJgxgxdeeAGTycTMmTNp2rQpw4cPB6BGjRrExsYyc+ZM5s2bd3cPigOZs7MpzTUwAWYwa3SniIgYnHIRsVAeJCJibEVijY+srCy+/fZbrly5Qnh4OPHx8Zw7d46WLVta25QoUYImTZqwa9cu4PrdkdKlS9OwYUNrm0aNGlGqVCmbNo0bN6ZEiRLWNpGRkZw5c4b4+HgAdu/ebfM5ljaWfYiIiIjxKRcRERExLoeN+IDrc15bt25NWloapUqV4osvviA0NNR6offz87Np7+fnx5kzZwBISEjA19cXk+l/K26bTCbuvfdeEhISrG2CgoJy7cOyrXLlypw7dy7Pz7Hs42aOHTtWwIgdo7j08045Q5zOECM4R5zOECM4R5zOECPcPM7q1avfxZ4UruKci+Tnu2fk76dRYzNqXGDc2IwaFxg3NqPGBcaN7VZx3SoXcWjho3r16sTGxpKSksLKlSsZPHgwq1evdmSXCqQ4JHqWobZG5wxxOkOM4BxxOkOM4BxxOkOMYOw4i3MucqtzYuTzZtTYjBoXGDc2o8YFxo3NqHGBcWMrjLgcOtXFw8ODkJAQ6tWrx9tvv01YWBgzZswgICAAgPPnz9u0P3/+PP7+/gD4+/uTmJhosyq62WzmwoULNm3y2odlG0BAQMBNP0dERESMS7mIiIiI8RWJNT4ssrOzSU9PJzg4mICAADZt2mTdlpaWxo4dO6zzaMPDw0lNTSUuLs7aJi4ujitXrti02bFjB2lpadY2mzZtonz58gQHBwPQoEEDm8+xtMk5X1dEREScg3IRERER43FY4eOdd95h+/btxMfHc/DgQcaMGcPWrVuJjo7GZDIxePBgPvroI1atWsWhQ4cYMmQIpUqV4oknngCur3jeqlUrhg0bRlxcHHFxcQwbNow2bdpYh8E88cQTlChRgiFDhnDo0CFWrVrFhx9+yJAhQ6zzcQcNGsSWLVuYOnUqR48eZcqUKcTGxjJ48GBHHRoRERG5C5SLiIiIOAeHrfFx7tw5Bg4cSEJCAl5eXoSGhrJs2TIiIyMBeOmll7h69SojRowgKSmJhx56iO+++44yZcpY9zF37lxGjhxJVFQUAO3ateO9996zbvf29mb58uUMHz6cFi1a4OPjw9ChQ3nhhResbRo2bMj8+fMZN24c48ePp0qVKsyfP5+HH374Lh0JERERcQTlIiIiIs7BlJSUpCeVG5hRF7j5J2eI0xliBOeI0xliBOeI0xliBOeJ02iMfN6MGptR4wLjxmbUuMC4sRk1LjBubMV+cVMREREREREREXtS4UNEREREREREDEuFDxERERERERExLBU+RERERERERMSwVPgQuQEXNzeSTSW4YL6HZFMJXNwc9hAkERERMTBLzuFTNUw5h4iIHej/qiJ5cHFz42iqC1E/xBOfkkGwlzvfdqjA/aXdyM7MdHT3RERExCCUc4iI2J9GfIjk4VKWO1E/nCI+JQOA+JQMon44xaUsdwf3TERERIxEOYeIiP2p8CGSh4xsszUBsYhPySAj20EdEhEREUNSziEiYn8qfIjkwd3FRLCX7Z2WYC933PUXIyIiIoVIOYeIiP3pf6kieSjrmsG3HSpYExHLfNuyrhm3eKeIiIhI/innEBGxPy1uKpKH7MxM7i/txpYngsnIBneX64mJFhkTERGRwmSbc5hxdzEp5xARKWQa8SFyA9mZmXibr3Kv6Sre5qtKQERERMQuLDnHpd9/U84hImIHKnyIiIiIiIiIiGGp8CEiIiIiIiIihnVbhY+LFy8ybtw42rRpQ/369YmLi7O+PmnSJI4cOVKonRQRERGxUB4iIiIiBVHgxU3j4+Np164dFy9epHbt2pw4cYKrV68CUK5cOb777jsuXLjA5MmTC72zIiIi4tyUh4iIiEhBFbjw8fbbb2M2m9m5cydlypShWrVqNtvbt2/PDz/8UGgdFBEREbFQHiIiIiIFVeCpLjExMTz33HNUrlwZk8mUa3twcDD//e9/C6VzIiIiIjkpDxEREZGCKnDh49q1a/j4+Nxwe3JyMi4uWjNVRERECp/yEBERESmoAmcGtWrVYtu2bTfc/sMPP/DAAw/cUadERERE8qI8RERERAqqwIWPwYMHs3z5ct5//30uXboEQHZ2NkePHmXAgAHs2bOHoUOHFnpHRURERJSHiIiISEEVeHHT6OhoTp06xfjx4xk/fjwAUVFRALi4uDBmzBjatWtXuL0UERERQXmIiIiIFFyBCx8Aw4YNIzo6mlWrVnH8+HGys7OpUqUKnTp1onLlyoXcRREREZH/UR4iIiIiBXFbhQ+AChUqMGTIkMLsi4iIiEi+KA8RERGR/CrwGh87d+5kypQpN9w+depU4uLi7qhTIiIiInlRHiIiIiIFVeARH5MmTbrpY+QOHDjA1q1b+fbbb++oYyKOZnJx4bLZnfRs8HCBMqYMzNnZju6WiIhTUx4iRmTJObyCa5JqclPOISJSyAo84mP//v2Eh4ffcHuDBg3Yt2/fHXVKxNFMLi4cv+rGI8tOErLwOI8sO8nxq26YXAr8JyMiIoVIeYgYTc6co8aXfynnEBGxgwL/H/Xvv//GZDLdtE1qauptd0ikKLhsdqfr6lPEp2QAEJ+SQdfVp7hsdndwz0REnJvyEDEa5RwiIvZX4MJHtWrV2Lhx4w23b9iwgZCQkDvqlIijpWdjTUAs4lMySM++ebItIiL2pTxEjEY5h4iI/RW48NG3b1/Wr1/PyJEjuXTpkvX1ixcvMmLECDZu3EifPn1uuZ8pU6bQokULKlasSNWqVenRoweHDh2yaTN48GB8fHxsflq1amXT5tq1a4wYMYKQkBCCgoLo2bMnp0+fMezy8QAAIABJREFUtmlz8uRJevToQVBQECEhIYwcOZL09HSbNlu3bqVZs2YEBARQt25d5s+fX9BDIwbi4QLBXrZ3WoK93PFwMTuoRyIiAoWXh4ByESkalHOIiNhfgRc3fe655/jtt9+YM2cOc+fOxd/fH4CEhATMZjO9evVi8ODBt9zP1q1befbZZ6lfvz5ms5nx48fTtWtXdu3aRdmyZa3tmjdvzqeffmr93cPDw2Y/o0aNYs2aNcybN4+yZcvyxhtv0KNHDzZv3oyrqytZWVn06NGDsmXLsmbNGi5dusTgwYMxm81MnjwZgBMnTtC9e3d69+7N7Nmz2blzJ//617/w9fWlS5cuBT1EYgBlTBms6FjBOvQ02MudFR0rXF9sTHmIiIjDFFYeAspFpGhQziEiYn8FLnwATJs2jejoaFatWsWJEycAqFy5Ml26dOHRRx/N1z6+++47m98//fRTKlWqxM6dO2nXrp31dU9PTwICAvLcR3JyMp9//jmffPIJLVq0sO4nLCyMmJgYIiMj2bhxI4cPH+a3336jQoUKAIwZM4b/+7//Y/To0Xh5ebFgwQICAwOtyUeNGjXYs2cP06dPV7LhpMzZ2YSUyGTbExVJzzbh4WLWCusiIkVEYeQhoFxEioacOcff6ZmU9NBTXURECtttFT4AmjZtStOmTQutI6mpqWRnZ+d6RN2OHTuoVq0a3t7ePPLII4wePRo/Pz8A9u7dS0ZGBi1btrS2r1ChAjVq1GDXrl1ERkYSFxdHjRo1rIkGQGRkJNeuXWPv3r1EREQQFxdnsw9LmyVLlpCRkYG7e96LSx07dqywwrer4tLPO2XvOM/Yde/5o3NpHM4QIzhHnM4QI9w8zurVq9/FnlxX2HkIFL9cJD/fPSN/P40aWzJFI+ewB6OeM6PGBcaNzahxgXFju1Vct8pFbrvwUdhee+01wsLCbB5R16pVq//P3v1HR1Hee+B/z8zuJpuEEIj5QZoQCkRA5Ja2FFSuKSggEBSRWGnvbTXqVaG0lXvBSqutvXJFWr+iX4Qcb0W0PdpaAwqCivAFBBGInlOlVxSxkZhISEIwkB8k2d2Z7x9xl2x2Ntknu7M7O/t+neM5bTJM5tnZ7PPOM8/zeXD99dejsLAQX3zxBVatWoUbbrgB+/btQ1JSEhoaGqAoCjIzM/3OlZWVhYaGBgDdU1+94cQrMzMTiqL4HTNt2rSAc7jdbjQ1NSE3N1f3mmMR9ESdOHEiLq5zoLz73rd1upGaZO0nJFa/l16J0M5EaCOQGO1MhDYCidPOeMsi/d0TK983q7UtEfKM1e6Zl1XbBVi3bVZtF2DdtkWiXf0OfMybNw+yLGPLli2w2Wy4/vrr+z2pJEnYtm1byBfxq1/9CocPH8abb74JRVF8X1+4cKHvf48fPx4TJ07EhAkTsHPnTtxwww0hn5+sybvv/Y3ba/zWxI50ui0XFoiIElU0cgjALEKxwzxDRGS8fnd10TQNao8PXVVVoWlan/+pAh/SK1euxObNm7Ft2zaMGDGiz2OHDRuGvLw8VFVVAQCys7Ph8XjQ1NTkd1xjY6Ov2Fl2djYaGxv9vt/U1ASPx9PnMY2NjbDZbAFPcMg8uO89EZH1GZ1DAGYRii3mGSIi4/U742PHjh19/v9w/PKXv8Qrr7yC1157DZdeemm/xzc1NaGurs5XYGzixImw2+3Yu3cvbr75ZgDAl19+iePHj2PKlCkAgMmTJ+Oxxx7Dl19+iW984xsAgL179yIpKQkTJ070HbN9+3a/n7V37158+9vfDlrfg2Kvz33vpRhdFBERRZSROQRgFqHYY54hIjJevzM+erpw4QLWrFmDPXv2hP2Dly9fjhdffBF//OMfkZGRgfr6etTX16O1tRVAd4GxBx54AJWVlaiursaBAwewaNEiZGVlYd68eQCAwYMH48c//jF++9vfYt++ffjwww9x9913Y/z48b51stdccw3GjRuHe+65Bx9++CH27duH3/zmN/jJT36C9PR0AEBZWRnq6upw//334/jx4/jTn/6EF198EUuXLg27nWQc7ntPRJRYIplDAGYRMgfmGSIi4wkNfDidTqxduxa1tbVh/+BnnnkGLS0tmD9/PsaMGeP7b926dQAARVFw7Ngx/OhHP8KkSZOwePFijB49Gm+99RYGDRrkO8/q1atRUlKCsrIyzJ49G6mpqfjrX//qW5+rKApeeuklpKSkYPbs2SgrK8P111+PVatW+c4xYsQI/O1vf8O7776Lq6++Go899hjWrFnD7eOCkGQZrVISzmpJaJWSIMlCb6OI8e577w0LPfe9JyIi64lkDgGYReKRN4OkF46NaQaJJOYZIiLjCe/qcvnll/vWtYajubm5z+87nU5s2bKl3/MkJSXhD3/4g2/fez0FBQV46aWX+jzPv/7rv2L//v39/rxEZ6YCXNz3nogo8UQqhwDMIvHGTBkkkphniIiMJzxM/uCDD+L555/Hzp07jbgeMjmzFeDSVBVpWifOnfwEaVonQwIRkcUxhyQus2WQSGKeISIylvCMj6eeegpDhgzBD3/4Q+Tl5WHEiBFwOp1+x0iShL/97W8Ru0gyDxbgIiKiWGIOSVzMIERENFDCAx+ffPIJJElCfn4+AOCLL74IOEaS2PtYlbcAV8/g4SvAxRpcRERkMOaQxMUMQkREAyU88PGPf/zDiOugOOEtwOWdatqzAJfG0EFERAZjDklczCBERDRQwgMfXm+//TZ27tzpe9JSWFiIWbNm4fvf/37ELo7Mp2cBri5VgkPWWICLiIiijjkk8bAIKBERDZTwwEdbWxtuv/127Nq1C5qmISMjAwCwY8cOlJeX49prr8WmTZuQlpYW8Yslc9BUFWno7F5Pq4FPWYiIKGqYQxKbN4PUnTyB7KIiZhAiIgqJ8K4uDzzwAN566y0sX74c//znP/H555/j888/xz//+U/813/9F3bv3o0HH3zQiGslIiKiBMccQkRERKKEBz5eeeUV3HrrrfjVr36FoUOH+r4+dOhQ/PrXv8ZPfvITvPLKKxG9SCIiIiKAOYSIiIjECQ98qKqKCRMmBP3+hAkToHHeIQ2QJMtolZJwVktCq5QESRZ+ixIRkYUxh5AVefNPeuFY5h8iIgMIf6rOmjULO3fuDPr9nTt3YtasWWFdFCUmSZZRdcGGqRU1GPlcFaZW1KDqgo2dvyAOHhGRlTGHkNX0zD9jXvgiovmHmYCIqJvwp9+KFSvw5Zdf4pZbbsHu3btRVVWFqqoq7Nq1Cz/4wQ9QV1eH5cuXo7Gx0e8/ov60aHbfFnUAUH3ehRu316JFs8f4yuIHB4+IyOqYQ8hqjMo/zARERBcJ7+pyxRVXAACOHTuGXbt2+X3PO7X0yiuvDPh3Z8+eHcj1UQLpUuHr9L2qz7vQpUrdO8hQv7rDU01AeDpYWtC9Ew8RUZxjDiGrMSr/MBMQEV0kPPBx3333QZL4VyhFnkMGCtPtfp1/YbodDlkDuFw7JBw8IiKrYw4hqzEq/zATEBFdJDzwsXLlSiOugwiDJBdenZfvm+5ZmG7Hq/PyMUhygXXqQsPBIyKyOuYQshqj8g8zARHRRcIDH0RGSrZJ2DA9F6l2GW0uFck2PpIQwcEjIiKi+KKpKkY63ThYWoD2LjdSHLbufltVwzpvuuLB5pJ8LNxxMRNsLslHuuKB6o7QxRMRxQkOfJBptGh2zH61JuDJBNeihq5neOpSJThkLSLhiYiIiIyjqSrS0Im6kyeQXVQUkYcV5z0KHj7SgLXFORiarOBshwcPH2nE+mnZSANHPogosXDgg0yDa1EjwxueIAHQwJkeRERECahLBbZWtWJrVavf19cW5zBXEVHC4X5WZLhQ95D3rkXtybcWlYiIiCjGQs00ZsBcRUR0kXk/rckSRPaQ99an8HbSPetTEBEREcWSSKYxA+YqIqKLuNSFDCWyhzzrUxAREZFZiWQaM2CuIiK6iAMfZCjRuh1G1qeQZBktmh1davf0T3b+REREFKp4rEUmkquYk4jIysw5N48swyzrS+NteioRERGZi1kyjRGYk4jI6vhpRoYyy/rSFs2BG7fXBkxPbdEcUb0OIiIiik9myTRGYE4iIqvjUhcylFnWl3YGmZ7aqQJpJp2eSkREROZhlkxjBOYkIrI6zvggw2mqijStE0OlDqRpnTEJCIos6U5PVWT25kRERBQaM2QaIzAnEZHVceCDEkKyrGLTzDy/6ambZuYhWbZGYCEiIiIaKOYkIrI6LnWhhODUXBiWaseG6blItctoc6kYlqrAqbkQ/yXJiIiIiAaOOYmIrI4DH5QQNFVFnt2FQZl2y63LJSIiIgoHcxIRWV3Mlro8/vjjmD59OgoKCjBq1CjccsstOHbsmN8xmqZh9erVGDt2LHJzc1FSUoKPP/7Y75jm5mbcddddGD58OIYPH4677roLzc3Nfsd89NFHmDt3LnJzczFu3DisWbMGWq+NzLdu3YopU6YgOzsbU6ZMwWuvvWZMwylmrLoul4iIBoZZhOgi5iQisrKYDXy88847uOOOO7Bz505s27YNNpsNN954I7766ivfMU8++STWr1+PNWvWYM+ePcjKysKCBQvQ0tLiO+bOO+/E0aNHUVFRgYqKChw9ehR333237/vnz5/HggULkJ2djT179uDRRx/FunXr8NRTT/mOqaysxO23346bb74ZBw4cwM0334zbbrsN77//fnReDCIiIoo6ZhEiIqLEELOlLlu2bPH7/08//TSGDx+Ow4cPY86cOdA0DeXl5bj33nsxf/58AEB5eTmKiopQUVGBsrIyHD9+HLt378abb76JyZMnAwDWrl2LOXPm4MSJEygqKsLLL7+MCxcuoLy8HE6nE5dddhk+/fRTbNiwAUuXLoUkSSgvL8fVV1+N5cuXAwDGjBmDAwcOoLy8HBs3bozuC0NERERRwSxCRESUGEyzq0traytUVUVGRgYAoLq6GvX19bjmmmt8xzidTlx11VU4cuQIgO6nI2lpaZgyZYrvmCuuuAKpqal+x1x55ZVwOp2+Y6699lrU1dWhuroaAPDee+/5/RzvMd5zkD9JltEqJeGsloRWKQmSbJq3ERER0YAxi1B/mIGIiOKTaYqb3n///ZgwYYLvaUl9fT0AICsry++4rKws1NXVAQAaGhqQmZkJSbq4x7gkSbjkkkvQ0NDgOyYvLy/gHN7vjRgxAvX19bo/x3uOYE6cOCHazJiI5HU6U1LRMSQfC9+oQfV5FwrT7dg8JxfJX53Chfa2iP2cgYiX+xGORGgjkBjtTIQ2AonRzkRoI9B3O4uKiqJ4JcaJtywSynvPyu/PaLctWhmI9yz+WLVdgHXbZtV2AdZtW3/t6i+LmGLg41e/+hUOHz6MN998E4qixPpyQhYPQc87zTZSWqUkTK3o7vABoPq8CwvfOI2Dpd9EvtYZsZ8jKtLtNKNEaCOQGO1MhDYCidHORGgjkBjtjMcs0t89sfJ9i0XbopGBeM/ij1XbBVi3bVZtF2DdtkWiXTGfn7dy5Ups3rwZ27Ztw4gRI3xfz8nJAQA0Njb6Hd/Y2Ijs7GwAQHZ2NpqamvyqomuahjNnzvgdo3cO7/e8P6uvn0MXdanwdfhe1edd6FKlIP+CiIjI3JhFKBTMQERE8SumAx+//OUvfUHj0ksv9fteYWEhcnJysHfvXt/XOjo6cOjQId862smTJ6O1tRWVlZW+YyorK9HW1uZ3zKFDh9DR0eE7Zu/evRg2bBgKCwsBAN/73vf8fo73mJ7rdambQwYK0+1+XytMt8Mha0H+BRERkXkxi1ComIGIiOJXzAY+li9fjhdffBF//OMfkZGRgfr6etTX16O1tRVA9/rYxYsX48knn8S2bdtw7NgxLFmyBKmpqSgtLQXQXfF8xowZWLZsGSorK1FZWYlly5bhuuuu802FKS0thdPpxJIlS3Ds2DFs27YNTzzxBJYsWeJbj3vPPfdg//79WLt2LT799FM8/vjjOHDgABYvXhybF8fEBkkuvDov39fxF6bb8eq8fAySXP38y9CwaBgREUULswiJMDIDefNPeuFY5h8iIgPErMbHM888AwC+7eG8fvnLX2LlypUAgF/84he4cOECVqxYgebmZnz3u9/Fli1bMGjQIL/z3HfffVi4cCEAYM6cOfj973/v+/7gwYPxyiuvYPny5Zg+fToyMjLw05/+FEuXLvUdM2XKFDz77LNYtWoVHnnkEXzzm9/Es88+i0mTJhnW/nilqSpGparYX1oIlwrYZWCI4oLqVsM+tyTLqLpgw43bLxYNe3VePkY63dDU8M9PRETUE7MIeUmyjBbNji61e2bHIMkVkD00VcVIpxsHSwvQpUpwyJrucQP52cw/RETGkpqbmzk/z8IiXeDmYudcG/HOuVVKxtSKL/zWzxam23GwdDjStI4+/qV1C/n0lAhtBBKjnYnQRiAx2pkIbQQSp51WY+X7Fsm2GZltQhFO/oknVn0/WrVdgHXbZtV2AdZtmyWKm1J8adHsvmAAdBf1unF7LVo0ez//sn+dQYqGdfJhBxERERnEyGwTCuYfIiLjceCDhBhZ0VyRJd2iYYrMaulERERkjFjv1iKaf1gPjYhIHD8pSYiRFc1TFRUVJf5FwypK8pGq8JEHERERGSPWu7Ukyyo2zczzyz+bZuYhWQ7MP95lOVMrajDyuSpMrahB1QUbBz+IiPrBT0kSkq54sLnX4MTmknykK56wz93pkbDqSCPWFudgX2kh1hbnYNWRRnR6OOOD/PFpFxERRYqR2SYUTs2FEekK3rhxOD65dRTeuHE4RqQrcGqBu8WILsthf0lefC9QoovZri4Un857FDx8pAFri3MwNFnB2Q4PHj7SiPXTspEGt+6/CaVSOgB0acDWqlZsrWr1+/oT388xpC0Un1j9noiIImkg2SYUoeYfADjXqQX0a5nOwOP6XJbT6zkR+0vy4nuBiAMfJKhL1R+cWFucE9DhAmIftN41rr2rmsuyBPAzmb7W/bSrJuBp18HSAqShM8ZXR0RE8UY024RCJP+I9GuOIFnJIQPotTKH/SV58b1AxKUuJEh0HazIlExFgu4aV4UrXUzDDNMkY12EjoiIrMWIGh8i+UekX7PJmm5WsulcK/vLbmbILrHG9wIRBz5I0CDJhVfn+a+DfXVePgZJgetQAbEP2g43sPJgg1+Nj5UHG9Ax8FmmFEFmKagW6yJ0RERkLaLZJhQi+UekX2sPkpXa3eGd16rMkl1ije8FIi51IUGaqmKk042DpQXoUiU4ZK3PNaveD9rAKZlawJTMZEXD6XY3btpe63dssqJZbqmLyLpfszDLNElvQPU+SesZUDX230REJEg024RCJP+I9GsOGbpZKdzzGsmbedILx6JVskU185glu8SaWd4LRLHEgQ8Spqlqd2chAdDQ5wemyAdtuuzGK/PysaDHsa/My0e67IbJxwSExGuBKZGCakYyIqASEVFiE8k2oRD9QzPZJmHD9Fyk2mW0uVQk2/Q7VpHzmqG/jHXmMUt2iTUzvBeIYo0DH2QoTVUxKlXF/tJCuFQNdlnCEMUF1R34QXveo+B3h/2rqv/ucPhV1c0mXp8+iDy9MlqkAyoRESW2SM/EFPlDs0WzY/arNQH9q14uEP0DNtb9Zawzj5myS6zF+r1AFGsc+CBDSbKMf7bJuHF7da+RfjmgkzaiqroZxevTB06TJCIiKzJqVkKof2iK5oJ4+gM21pmH2YWIvDjwQYYS26INmD8yDbdeluGb8fH8sWbLjcrH69MHTpMkIiIrMsOsBKvmn1hnHmYXIvJKrJLGFHUiVc3TFQ8enJKFZfvrMa2iGsv21+PBKVlIVzzRutyoEK0e792GrbsoWGy3YdNUFWlaJ4ZKHUjTOhkciIgo7sV6q890xYNHpmYjSen+eUmKhEemZlsi/xixY44oZhciAjjjgwwmMtJ/3qNg4Q7/Jy4Ld3ifuJi7xofI2mCRpw+xLgqmdz3xthsNERFRX2I9K6FdU1Df7sGSvad9ff2mmXnITFKQbNL8E2oe6Jl52rvcSHFEd1cXkWslImvjjA8ylMhIf6yfuAyUJMs45bLjwyYXvmj14MMmF0657H3OzAj16UP39NvagOm3LZpd93gjeQdhplbUYORzVZhaUYOqC7aYzkAhIiIKV6xnJXSoMsp2nfLr68t2nUKHGt3+1TvD9KyW1OcMU9E84M08505+EvUZF8wuROTFGR9kKJHZDQ4ZWP6dISgbPwSKLMGjatj00VemX+N6QbKjri3wSc2QIXYkh7k2ONZFwXqK9RpoIiIiIxhVB0K22fCVx95rV7vAGRweVdPt6z2qFrW+XmSGaTzlgXi6ViIyFoc7yXChzm4YbFOxaEwG5m6twdjn/4m5W2uwaEwGBtuCBw8z1L8YyJOaUJ+qeKff9uSbfhtl8Tojh4iIqD+RrgMh22yo6VDwf02dqG114/+aOlHToUC2BT5zTArS1ydFMdKIzDCNpzwQT9dKRMbiwAeZxlm3DQt3+He6C3fU4qxbf2JSz+mLY174ot/pi6EONojq80lNP9fd37TLWE+/7clMgzBERERm1qrZfXU7plVUY8ne06hv96BVZyBhkNQVpK/v0j23SJ4J9dguVdIfINACBwjiKQ/E07USkbE48EGm4QoyKu8K8tBF5OmEkWs8k5QgT2qU8K+75/TbT/99OA6WFsSssKmZBmGIiIjMrFOF7mzQTp3uW6SvF8kzIscqsqSbZRRJfxe+zSX+eWBzSb4pd6FhdiEiLw58kGnYgozK24K8S0WmLxpZJNQmafjzdXl+neqfr8uDTdJ/miA67TKWRcF6X4c3mFXdNiqmgzBERERm5gnS13uCdJmh9vUieUbkWBkqNs7wzzIbZ+RB1imydt6j4OEjjVhbnIN9pYVYW5yDh4804rwnyBOfGGJ2ISIvFjcl03AqwI75Bag+70KqXUabS0Vhuh1OBdDbzU1k+zkji4S2u4EVBxqwtjgHQ5MVnO3wYMWBBvxldh6Sdc4d623zwqGpancxMAmABmgmv14iIqJYcCjA/JFpuPWyDF82eP5YMxwKgDD+5hbJMyLHSgDWfdDkl2XWfdCE9dOyda9ha1Urtla1+n19bXFO1Auvh4LZhYgADnyQichQ0enR/HZH2TIvH3KQhOCdvuh9mtFz+mLvTs3IwQaHDJxud+Om7bUhnVvkuomIiCj+DFHceHBKlq92mXc5yBDFHXTWRyhE8ozIsYMkFx66IivmmYqIyCgc+CDT6PRI+O/D/jMn/vtwI9ZPy4HegpSe0xfbu9xIcdiCbj9n5GDDQM6dbJOwYXqub2ZLss2Ej0iIiIhoQM65ZTx8xD/TPHykEeunZSMtjPOKZA7RfBJqNuEDHCKKRxz4INPQoOFnEzNxx+5Tvo5044y8kB4e9NfR9hwk6VIlOGQt6CCJ8HULnrtFs2P2qzUBT0q4pzwREZE1aACWfScTt751MdM8PysPWphrQUQyh8ixItnEyExFRGQUFjcl01Ah+wY9gO51qHfsPgU1SEgQ3c72osg/jvAWJRsqdfRbgJR7yhMREVmbJsm+QQ+gu5+/9a1T0HR2SRE+t0DmCPXYgRZeD+UaiIjMgAMfZBoeTdPtdNUg0znMsp2tKO4pT0REZG0uj/5Agsuk4wOOINvZOviXAhFZBD/OyDQUSb/TlYM8HTHLdraiuKc8ERGRtclBHnLIQSZ8SLKMVikJ6YVj0SolRf3BjE3WsGmm/3a2m2bmwcaHMkRkEazxQaYhQ8PGGXkBNT5kSb9KuFm2sxXFtbFERETW5pCBTTPzULbrYqbZNDOvewaFx/9Y76zUG7fX+BULHel0Ry0btLuBlQf9i7GuPNiAv8zOQzJX4hKRBcR0xsfBgwexaNEijBs3DhkZGXjhhRf8vr948WJkZGT4/Tdjxgy/Yzo7O7FixQqMHDkSeXl5WLRoEb788ku/Y2pqanDLLbcgLy8PI0eOxH333Yeuri6/Y9555x18//vfR05ODr71rW/h2WefNabRFJQKybeH/L7SQqwtzsG6D5qgan1XFQ9l5oTZlpdwbSwRUewxh5BRFKhIs3fvkrKvtBAbpucizS5BgX5h0VjPSnXIwOl2N27aXotpFdW4aXstTre7uQyXiCwjpgMfbW1tuOyyy/Doo4/C6XTqHjNt2jQcP37c99/LL7/s9/2VK1fitddew8aNG/H666+jpaUFt9xyCzye7uF0j8eDW265Ba2trXj99dexceNGbNu2Db/+9a995zh58iR+8IMfYPLkydi/fz/+8z//E/fddx+2bt1qXOMpgAwVy76TiWX76zGtohrL9tdj2XcyIQcpRtpz5sSn/z4cB0sLgj4dSVc82FziP0iyuSQf6Yon4FgiIkoMzCFkFKfmwqBeBTIGOWQ4tcCHM2Yoes6cRERWF9OlLrNmzcKsWbMAAEuWLNE9JikpCTk5ObrfO3fuHP785z9j/fr1mD59OgDg6aefxoQJE7Bv3z5ce+212LNnDz7++GP84x//QH5+PgDgd7/7HX7+85/jwQcfRHp6OjZt2oTc3Fz84Q9/AACMGTMG77//Pp566inMnz8/0s2mIOwykNJrD/kUmwS7rAVMC/XSVBVp6ETdyRPILioKuq3teY+Ch4/4T+F8+Egj1k/LRhrcxjWKiIhMizmEzEBk6a5RmJOIyOpMX+Pj0KFDGD16NAYPHoypU6fiwQcfRFZWFgDggw8+gMvlwjXXXOM7Pj8/H2PGjMGRI0dw7bXXorKyEmPGjPGFDQC49tpr0dnZiQ8++ADFxcWorKz0O4f3mL/85S9wuVyw2/WnGp44ccKAFkdevFzn0BGX4ubX6wM6/j035KDmZP9t6Kud6YVjsbWqFVurWv2+/oerhqIuhHObRbzcy3AlQjsToY1AYrQzEdoI9N3OoqKiKF5JdMV7DrHy+9PMbctEXljYAAAgAElEQVQoGI3ZO04HZJrdJVlorvnM71hnSio2z8nHwjdO+2p8bJ6Ti+baz1HX3haV641WTjLzPQuHVdsFWLdtVm0XYN229deu/rKIqQc+ZsyYgeuvvx6FhYX44osvsGrVKtxwww3Yt28fkpKS0NDQAEVRkJmZ6ffvsrKy0NDQAABoaGjwBRSvzMxMKIrid8y0adMCzuF2u9HU1ITc3Fzd64uHoHfixIm4uE4AOKs5kJti83vasOb9Jki2pH7b0F87WyWb7tOUFIcN2XHy+sTTvQxHIrQzEdoIJEY7E6GNQOK0s7d4zyFWvm9mb9tZLUk30yhJTt3rlmTgYGkB2rvcSHHYuouep+RF7XqjkZPMfs8GyqrtAqzbNqu2C7Bu2yLRLlMPfCxcuND3v8ePH4+JEydiwoQJ2LlzJ2644YYYXllik2QZLZodXWr39MxI7UiSYgNWT80OqICeYgu+1CVU3kKo3uJhPQuhBlseQ0REiY05JHFEOtuIZppQl+4ahTmJiKwupsVNRQ0bNgx5eXmoqqoCAGRnZ8Pj8aCpqcnvuMbGRmRnZ/uOaWxs9Pt+U1MTPB5Pn8c0NjbCZrMFPMVJdN4t16ZW1GDkc1WYWlGDqgu2iOw371YlX0AAugt7le06BXcEinv1LIRadduoPguhEhER6WEOsSYjso2RmcYIzElEZHVxNfDR1NSEuro6X5GxiRMnwm63Y+/evb5jvvzySxw/fhxTpkwBAEyePBnHjx/321pu7969SEpKwsSJE33H9DyH95hvf/vbQdfVJiojt1zrUrUgVc3DPjUAbiFLREThYQ6xJiOyjdGZxgjMSURkZTEd+GhtbcXRo0dx9OhRqKqK2tpaHD16FDU1NWhtbcUDDzyAyspKVFdX48CBA1i0aBGysrIwb948AMDgwYPx4x//GL/97W+xb98+fPjhh7j77rsxfvx431rZa665BuPGjcM999yDDz/8EPv27cNvfvMb/OQnP0F6ejoAoKysDHV1dbj//vtx/Phx/OlPf8KLL76IpUuXxuqlMS0jt1zzVjXvyVfVnIiIKMKYQwgwJtsw0xARmUtMBz7+/ve/o7i4GMXFxbhw4QJWr16N4uJiPPLII1AUBceOHcOPfvQjTJo0CYsXL8bo0aPx1ltvYdCgQb5zrF69GiUlJSgrK8Ps2bORmpqKv/71r1AUBQCgKApeeuklpKSkYPbs2SgrK8P111+PVatW+c4xYsQI/O1vf8O7776Lq6++Go899hjWrFnDLeR0GNmRe9eX9txD3ru+1GokWUarlISzWhJapaQ+p9N6j00vHNvvsRQ+kXtDRPGNOYQAY7KNaKaxcl9v5bbFGjMLUeik5uZmDj1bWKQr+3rXwfYufhWpdaAXi4tJcMhayMXF4qmCschraPTrbUaxvJfRer3j6f0ajkRoZyK0EUicdlqNle9bJNtm1Gd/qJnGyn29ldvmFavfs2i8tlb9DLFquwDrti0S7eKwIAkxuvhVIqwvFVlLbGRNFQrE15uIKPEYlW1CzTRW7nus3LZY42tLJMbU29mS2UV+spBRW+UafW4Rfa4llgZ+LIWPrzcRUaKL/kRoI/ueWGcf9qvG4WtLJIYzPkiIkdvZxuu5vecPdY2lyFpiFkeLLr7eRESJx+iM0B+HLAXpe8I7r2i7jKgXwX7VOHxticRw4IOEGDmtrkWz46HDjVhbnIN9pYVYW5yDhw43RuzcRl23aLAQKXiWSAVfzYCvNxFR4jEqI4Q6kGCTNWyamefX92yamQdbmH/AirTLqMEf9qvG4WtLJIZLXUiIkdPqNAA/m5iJO3af8hVp2jgjD1oE5usZed3dwaImIFgcLC1AGjoDju+5lri/gmc9j23vciPFYYvZEh0g9lNmjSZyb4iIyBqMyAgXC0/W9Ft4st0NrDzYgLXFORiarOBshwcrDzbgL7PzkBxGRhFpl2iWCZUZcoxVswszC5EYzvggIUZOq1Mh+wY9gO5O947dp6BGYODDyOvuM1gEIVLE1XvsuZOfxLTga6ynAkdLIhTYJSKii4zICCKzLRwycLrdjZu212JaRTVu2l6L0+3usDOKSLsGkmVCFcscY/XswsxCFDpr/NZT1Bg5rc6jabqdrqqFPzhh5HUPJDDF477rrB5ORERWZERG6FIl/YEELXAgwaiMInJeq9aLYHYhIi8udSEhRk6rU6Tu4l49g0Jhuh2yJIVdZN3I605XPNhcko+FOy7uo765JB/pigeqO/B4kemvZsLq4UREZEVGZARF1s80ik6mMWo5iEi7BttU3Swz2KbCE8clI5hdiMjL/I+ZyXSMmlbnkFVUlPg/magoyY/Y0wajrvu8R8HDR/yLsj58pBHnPYru8fH69MGqT4OIiIginRFEM41Ry0FCbddZt003y5x1x/czUmYXIvKK708zshSXJmPVkdN+xb1WHWnEuum5cMb64vrQpQJbq1qxtarV7+tri3N0nybE69MH75RZ76BNzymzEViNREREZBnxlmlcqqabZf6fYpg6m/SH2YWIvDjwQabh8ugPIDxu8k7X+zSh93RWh6zpLtERPd4sWD2ciIgoNPGWaexBlubYZZg6m/SH2YWIvLjUhUzDFmQ6os3k71LRomSix3sLoaYXjo15IVRWDyciIupfvGWaIYoLm3stzdlcko8hSnQLfBhR/J3ZhYgAzvggE7HLwKaZeSjbdco3HXHTzLzupw2e8M9v1D7uok8TRI6P10KoREREiczoTBNpqtuNMYPseLu0EG61e+Am0+aGx6VTpd0gzDxEZCQOfJBpdLg1rDzY4LceduXBBvxlTh5Swjy30Z2ppqpIQ2f39FUN/a4bDfX47kKoNQGFUA+WFnT/eyIiIjIdIzONESRZxmetEm7cXt0rJ8lRG3Rg5iEiI3Hgg0zDIWs43e7GTdtrfV8rTLfDIYVf+yJeO9N4LYRKRESUyIzMNEYwQ05i5iEiI5l0pSElonTFo7u+NF0Jf05olyrpd6ZaZHpSI9akAtyGjYiIyExC7e+NzDRGMDonhYKZh4iMxIEPMo3zHkV3D/nzHiXscytfVyvvqTDdDkUKv0P3LqOZWlGDkc9VYWpFDaou2Poc/Ag1OIkWQiUiIiJjiPT3RmYaI4jmJCMe+DDzEJGRuNSFTKNL1d/6bW1xTthTHGWo2DgjD3fsvlhkbOOMPMgRmG8qOj1UpN5Iz0Ko7V1upDhs3IaNiIgoBkT6eyMzjRFEcpJo3TRvcfnu3emC5xhuPUtERuKMDzINI6c4SgDWfdDk9+Rl3QdNkCIw8NHnmlQdLZoDN26vDQhOLZpD93jvNmznTn7CbdiIiIhiRKS/j7dlGyI5qXsASC/H2AOO7TlLZswLX/Q7K5ZbzxKRUTjwQaZh5BTHQZILD12RhWX76zGtohrL9tfjoSuyInJu0XDTGSQ4dUaobxeZfmpUbRIiIiKrEenv423ZhkhOEhkAEhkkESHbbDgnOXFGS8Y5yQnZxknsRNQ3fkqQaRg5xdHIc3vDjbdj7xlu9Lap9a6j7RkaCtPtUGQp7ErvItNPjd7il4iIyEpE+vt4W7Yhcr2OIDnGISMgxxhRNFW22fBpq4yFOy5uvbu5JB+Xptmgut0DPi8RWRsf75KpGDnF0ahz9wwLVbeNwsHSgj4HD+wysGlmnt9ToE0z82CPwG+jyJMVo57CEBERWZFofx9vyzZCvV6brOnmGJvOzBcjist/5bFj4Q7//LJwRy2+8jC/EFFwnPFBFAGaqnYXNpMAaNCd6eHlUYFUm4QN03ORapfR5lKRapPgiUAe6nP6qTTwY4mIiEisv7eqdreElQcbsLY4B0OTFZzt8GDlwQb8ZU4eknsda0RxeZeq6eYXlwrmFyIKijM+iKJMBfDIe2fQ6enu9Ds9Gh557wwi8RxIZP2xI8hTGEeMPhW89Ua6q76z3gjAGixERGQ+iizhdLsbN22vxbSKaty0vRan2926sziMKC7vUILklyA7BbMvNQfeB4o1vuOIoixJVvHAFP8CYg9MyUJSBCq9ixRTE5mqajTRqu+JoOdrMvK5Kr4mRERkCt5ZHD3zQ7BZHEYUl3dI+vnFIQXfepd9aWzxPpAZcKkLUZR5VOCl4814fX4BFFmCR9Ww6aOvcO/EIRE5f3KvZTTJNv15n+1u6E9VnZ2H5ChPFe2uN1ITUG/kYGlB95TiBMTXhIiIzKjnLA5vflj3QRPWT8sOOLZnXZT2LjdSHLawi7wGzS86S23Yl5oD7wOZAQc+iKJskOTCv43NwNytNSHtAiPJMlo0+9dLQPoODC2aHbNfrQmotK7XsThk+Kaq9jzWIWth7y4jivVGAvE1ISIiM/LO4gh1NztvXZS6kyeQXVTUZ10Ub+bpUrtzil7m6bnUxstXMDVgVxn2pWbA+0BmwIEPoigT2TJOkmWcctlRdc7VPYOj1YWRg+3Is+sf36UCuSk2v6cga95v0u1YRLfhNZK3Nkng1njRH4QxC74mRERkRkZt1RuQeVyqbuaRoeL5WXm49a2LBVOfn6W/1IZ9qTnwPpAZxHRh1cGDB7Fo0SKMGzcOGRkZeOGFF/y+r2kaVq9ejbFjxyI3NxclJSX4+OOP/Y5pbm7GXXfdheHDh2P48OG466670Nzc7HfMRx99hLlz5yI3Nxfjxo3DmjVroPX6y27r1q2YMmUKsrOzMWXKFLz22mvGNJoIoW8Zd0Gyo67NgyV7T2NaRTWW7D2NujYPLkj6W7al2IDVU7P91tKunpqNFJt+r+JdFrOvtBAbpucGXRZjNJHaJImCrwlRdDCLEIkzYqveUDOPXQZSeuWXFJsEu06NsnTFg80l/n3p5pJ8pCuesK+XQsdMQ2YQ04GPtrY2XHbZZXj00UfhdDoDvv/kk09i/fr1WLNmDfbs2YOsrCwsWLAALS0tvmPuvPNOHD16FBUVFaioqMDRo0dx9913+75//vx5LFiwANnZ2dizZw8effRRrFu3Dk899ZTvmMrKStx+++24+eabceDAAdx888247bbb8P777xv7ApBliFaqlm02nJOcOKMl45zkhGzTn3zVocoo23XKb01k2a5T6FD1z+9WJbz++Xm8Pr8An9w6Cq/PL8Drn5+HWw0c0GjR7Lj/nQa/3WXuf6cBLZr+oIqRej49+vTfh+NgaQFGOt0RCVLxqudrUnXbKL4mRAZhFiESJ5J7vJknY9SEiGQetyrh0Kk2jBuahG+k2TFuaBIOnWrTzTrnPQoePtLot6vMw0cacd4TZAsYMgQzDZlBTJe6zJo1C7NmzQIALFmyxO97mqahvLwc9957L+bPnw8AKC8vR1FRESoqKlBWVobjx49j9+7dePPNNzF58mQAwNq1azFnzhycOHECRUVFePnll3HhwgWUl5fD6XTisssuw6effooNGzZg6dKlkCQJ5eXluPrqq7F8+XIAwJgxY3DgwAGUl5dj48aNUXxFKB55K1V7izZ5R7GDfaDLNhs+bZWxcEe17/jNJfm4NM0G1e32O9YTZK96j6rprolUZA23jPGvH1JRkg9FBtDr4YYG4GcTM3HH7otTRTfOyIMWo8WWImuAE4X3NYEEQANfEyIDMIsQiRHJPUZkHoeiYeo30jB9s/85HQoA/1OiSwW2VrVia1Wr39fXFuewtkSUMdNQrJl2D6Hq6mrU19fjmmuu8X3N6XTiqquuwpEjRwB0Px1JS0vDlClTfMdcccUVSE1N9Tvmyiuv9HuKc+2116Kurg7V1dUAgPfee8/v53iP8Z6DqC/dlaprAypVB5s58ZXHjoU7/I9fuKMWX3kCj0/6ek1kT4XpdiQF+c3tVGWU9jp36Y5adOo8BVEh+wY9vMfesfsUVCYBIiIAzCJEekRyjxGZp90j656z3ROYXxxBzunQWRZDRNZm2uKm9fX1AICsrCy/r2dlZaGurg4A0NDQgMzMTEjSxQ86SZJwySWXoKGhwXdMXl5ewDm83xsxYgTq6+t1f473HMGcOHFiAC2Lvni5znDFqp3phWN1n1C0d7lRdzLwmjJGTdA93qVqOPGZ//HOlFRsmTscN71+cVbGlrl5aK6tQl17W+C5R+uf261z7oxvjtOvsO1y4cTnsX3PJMJ7NhHaCCRGOxOhjUDf7SwqKorilUSP2bNIKO89K78/rdo2s7dLJPcYkXkyRv9LkKwD3XNunpOPhW+cvjg7ZE4umms/181RzpRUJGUOgyrbIKtudDbV4YLOcb2Z/Z6Fw6pts2q7AOu2rb929ZdFTDvwEQ/iIeh5p9laXSzb2SrZdCtVpzhsyNa5pnOSpHu8XZZ02yDJKg6WFqC9y40Ux9fb2TrzAo4DgPOy/rkdSuC5g123025DVgzfM4nwnjWijaFsARhtvJfWkSjtjDf93RMr3zerti0e2tUq2YPkHntA7hHJJcDFzOO3W0yvzNMs6e8QYpP1fyckGYHnTAnMUd4lPCV+u92NwKX91KKIh3s2UJFsm5lyCu9Z/IlEu0y71CUnJwcA0NjY6Pf1xsZGZGdnAwCys7PR1NTkVxVd0zScOXPG7xi9c3i/5/1Zff0cor6IVqpOUVRU9KowXlGSjxRF/8PfWzn93MlP+q2c7pA0bJqZ53fuTTPz4JACp3TaZP1jbZz+GXe8YW1qRQ1GPleFqRU1qLpg67fILhH1jVmEKJBIfhDJJUBou8Vk2ty6O7Vk2twBx4Z6TkB86TKFjjmFzMC077bCwkLk5ORg7969vq91dHTg0KFDvnW0kydPRmtrKyorK33HVFZWoq2tze+YQ4cOoaOjw3fM3r17MWzYMBQWFgIAvve97/n9HO8xPdfrEgWjqSpGp2l4u7QQn902Gm+XFmJ0mha8Y3UB5R+e9dt5pfzDs2hxhV9bo90NrDzY4Fe9fOXBBrTr7NoW9Fh38OsQ3b2GooNhjcgYzCIULd7+Nb1wrOn713a3FCRrBOaHdrcWJGsM/Od7XC6MGeSfu8YM0uBxhbc1apcK5KbYsGVePvaVFmLLvHzkptjQpVMnjcQwp5AZxHSpS2trK6qqqgAAqqqitrYWR48exZAhQ1BQUIDFixfj8ccfR1FREUaPHo3HHnsMqampKC0tBdBd8XzGjBlYtmwZnnjiCQDAsmXLcN111/mmwpSWlmLNmjVYsmQJli9fjs8++wxPPPEE7rvvPt963HvuuQdz587F2rVrUVJSgu3bt+PAgQN48803Y/CqULyRbTYcb5FCqlgOAA5Zwv9X245nj53zfa0w3Y7/vgLdW62EQZElnG5346bttX7nViQp4NwOGbrHOmRN9zpEd6+h6OlSoV+vRZVYtZ6oH8wiFGvx1r8KZQ1F/1iHAiCMpnlcLmTA5dshxNPHmEeoSyxSbMDqqdm+LXW9s1NSbFrAzngkhjmFzCCmw8l///vfUVxcjOLiYly4cAGrV69GcXExHnnkEQDAL37xCyxevBgrVqzA9OnTcfr0aWzZsgWDBg3yneOZZ57B5ZdfjoULF2LhwoW4/PLL8fTTT/u+P3jwYLzyyiuoq6vD9OnTsWLFCvz0pz/F0qVLfcdMmTIFzz77LF588UVMnToVf/3rX/Hss89i0qRJ0XsxKG6JVCwHjF1iIkPFxhn+5944Iw+yzkhGuuLBll5LdLbMy0e6ot+7i47Wc3ZI9LBqPdHAMYtQrMXb03CRrCFLEv58nf+xf74uD7IUnb92RZZYuFUJT/69yW92ypN/b4KbMz7CxpxCZiA1NzfzHWdhVi1w01ss23lGS8bo5/4Z8PXPbhuNS6QLAV8/i2T88I1T+OWkTAxNVnC2w4M17zfhr3PyMAQdAcd7hdLGVikJP93XgFsvy/Cd+/ljzVg/LRtpWqffsR1KEs52aQBkyBKgagCgYqhDQrKnM+DcZ7UkjHyuKuDrVbeNwlDJ/7ovPr2qFX56lQjv2Ui3MZzX20i8l9aRKO20GivfNyu1TaR/NQORrHFecqKuzY0zHR6k2mW0uVRckqxgWKoN6VpgRgqVbLPhK48dLlWDXZYwRHHpzrIVudYWKRnHm924Y/fFGR8bZ+RhzBAbBqnh5bN4Fam2mS2n8J7Fn0i0i7u6EIXJHqRiuV2G7pIRWdKf9inpTBEVla548OCULN8MFO+ym3TFA7VXHlAh43SbC2W7av2mdGY49J8weUfrAyqz6yyN6X56VRPw9OpgaQHSEDioQuHRVBUjne7AqvUmnCJNRET+RPpXMxgkufDQFVkBf8QOklzQel2vCuAHb3wZ0La3SwsH/PNlmw2ftsohLTHWAPxsYmbAYIams77CA8l3HNCdXe7YfSqsa6VuzClkBpx7ThSmIYpLt7r4EEV/wakMLcgU0fCd9yh4+Eij3zTNh4804rxHCTi2U4VvHSvQ3cGX7TqFziB9kMjuNX2u5SRDhFq1noiIzEV0d7hY6/lHbNVto3CwtCDok3uPpunmAU8YAzoiS4xVyLqDGarOwIdbDXKt7E4jgjmFYo0zPojCpLrduDTNhv2lhXCpgF1G0CmXAKBBwpsnz+P1+QVQZAkeVcOmj75C0cRM3eO9Rbm6K73b+hwh71KB0722cDnd7tEtHuX5unr52uIcvyU3HhW6haZERuvj7ekVERFRrPTsX9u73Ehx9N3Xm4Gmqt0zOL8uLtp7poeXTZIwf2RawFIT29f/biBcQQYoXDr5xRNsMEPngu1ykGsNMoOXiOILBz6IIkB1uzEYbl8A6L2spKc0m4pFYzIwd2uN3xTNNJsK9Hq4I1rpXaQieYo9yLF2AP1uM9d3AvA+vQplGiwREVGi8w4k1J08geyiIsv0lWk2VXcJrl7mCZVD0V9irLdTjEPW9I+VAh/EDLW5da91qM3d564xRBQfuNSFKMpa3LLuFM0Wd+CvY4tmx0OH/ZeuPHS4MWild7cq6S5f0atIrqqa7rGqqp+2RCqja6qKUakq9pcW4rPbRmF/aSFGpaoRe3rFHWOIiIjMTyTzhMomQXenGJvObFWRZUTn3IrutZ5zBy4XNhIzDpExOOODKMqCTrtUtYApmiJFuQCgK8i5u3Smf3Z5gtXh0L9ukYKlkizjn20ybtxe3Wumihz24IfoLBgiIiKKDZHMEyq3qiFJlrBheq5vp5gkWYJbJwKILNPt1ILkoijOvmHGITIOhxCJIkBkdD4pyF7mSTr/RKQoFyC2T7ry9W40vY9VpGCDKqEXLG3RHL5lLt7jbtxeixbNoXtuEd0DMHrn1p8FYzSzPJkxy3UQEZH1hdrniGSeUKmQ8Mh7Z9D5dYXUTo+GR94703uVi46+RzAUST8XyUFykYhQXy+zZZxExlxlPbyDRGESWQICAINtHt1dYAbbPAHHihTlAsSmdCqS/u4yiqR/bpFBlc4ggyTBdowR0aVKQZ7IRH/HGNF7b6brYIdOREQDIdLniGSeUCmShp9NzMSy/fWYVlGNZfvr8bOJmbDp5BdJlnHKZceHTS580erBh00unHLZda9VBgzZdU/k9TJTxklkormKmSo+8K4QhUl0dP6s26a75exZd+DKM29Rrp58Rbl0iGwx59YkrPugye861n3QBHeQzjVd0Q8v6UpgeAk6m0QOv+MWnaliJLM8mRGdYSMSBImIiHoS6ftEMk+oVE3SnQ3r0ckvFyQ76to8WLL3NKZVVGPJ3tOoa/PggqS39S10c1G4z2xEXi8zZZxEJpKrmKniB2t8EIWpzyUgOv2US9WwtaoVW6ta/b7+eDECjg9vd5S+D5ChXz8k2Mf0eY+Ch480+G1/+/CRRqyflo20XtvAJMsqNs3MC9gxJllWA3aXESVBw9/mfANnOjy+tb2XJCuQYrDXnOi9N0pfM2zSdK6jZxDseX+GDLEjuVe9FiIiop5E+j6RzAN0/xHZotnRpXbPNNWrxyEyG7ZDlVG2y78+WdmuU3i7tBDJvY6Vv55JEpCLdHaAESHyeknono3b+xqCZRzZZsNXHjtcqga7LGGI4oLq7ndrPuqHSK5ipoofHPggCpN3CUjAVmmyfkdpk/W3YVN09onvOYOjvcuNFIctaFEuQKwoVs8nG96BjHUfNOHJabm65+5SgdPt/qMWp9s9uh23U3NhWKrdr/DYsFQFTs0V9vCEIkvoVDW/DubP1+V1zyYJc1BFlOi9N4oS9D0l6V6HSBAkIiLqSaTvE8k8oWYYkS1qRYqrypp+Llo/LSf0F0eHyOulQgo5m8k2G060ybipRyH5LfPyUZRq4+BHmERyFTNV/OAcHKIwidTVAAAFYrU1NFVFmtaJcyc/QZrW2WdVb5HplJlf71ffc43sg1OykGnT7yxTbMDqqdl+x6+emo0UW+B1a6qKPLsL38q0Y3iaDd/KtCPPHnzABujuwM9JTmSMmoBzkhOyTX9c1qMBP97pP8X1xztPwRP9CR/C994o3hk2Pa/DN8NGR59BkIiIqA9C9cQEMk+oGUZk6a1IcdVBUhceusI/Fz10RRYGSV0hvCrBibxeqYqKB3plswemZCFVCezPm1U7bur1et20vRbNKguhhkskVzFTxQ/O+CAKk8hWaUD3NEb9JwrZYV+LyHRKj8uFMYPseLu0EG4VsMndgyEel/4f7W5V8i1d8Z63bNcpHCwdrnu8pqrd29xKADT0uTRHttlQ06Hg5PlO3wyREel2FCQj4KlFsG14XTHY5U303htFdIZNUpCnT0k6T+CIiIh6Eun7RDJPqBlGZOntIKkryJLhroBcIskyHIr/NrkORYIky2H160Jb6qoSXjr+FV6fXwBFluBRNWz66Cvc++2h6D2cESwPdXkQ1eW2ViSSq5ip4gcHPogiQOSP/EGSCw9dkTXAuh19E1164XG5kAGX77o9fUxU6Aoyot2lIuwOtlWzo77dFbg+MsmOlF4hRgnSRvnrNugJZc3wQInce6N4Z9gMyrSHNAAjEgRJn/c9lV44Fq1S30vQiIisJtS+TyTzhJphulTo1g1ZW5wTkEdEBh2+8tgxd5UYffwAACAASURBVGt1wM/fX1qIwQhv6Uior5eqSZg3Mh1zt15c7vP8rDyoOoVbg+UhvWVEJEYkV5klUzGX9I8DH0RRJjxDROCDzDv9c+GOix++3umfapjLPY2sZ9GpQnc2yb7SQqT0OtYuAy/P/QYaL1wsbprlVGCXoVvjQ6TuSTwTGYAxy0yVeJUo7ykionCJ1CoLNcOI5pFQ+0dXkBknrgg84AmVJgG3vuWfh2596xT231wY0DanrOkWknfKWtRrnllRqO8bM2Qq5pLQsMYHUUz1PWLQcx/xMS980e8+4t3TPwO3jTvvUcK+UiPrWaiaftjQWx5plwBZkvy2ppMlCfYgocQsW86ajbd2zFCpo9/aMeSP7ykiSnSSLKNVSsJZLQmtUlKfW3eGWqss1AwjUuNDhC1IPRBbFP9acgcZfHHrvGROrQvDUhVsmJ6LfaWF2DA99+vlGOHVJCFxsc5UzCWh4YwPoigTGZXt/iCrCfggO1ha0D0K3YvI9E9RRo5o2yT9pzc2neUrbhW+p0FA92uycEct3r25EEk65zbLlrNkHXxPEVEiM+rpcqgZRqTGh4gkWUVFST5Ke8w4qSjJR1IUZ1AoQfKQopOHJFnGYAcwPjMJLrV7RqxDViFJ4dUkofjDXBIazvggijKRUdk+P8h0OII8rXDIkVlkaNSIthSk6rvevvUdQV6TjiCXYvRrEq9EntaRP76niCiRGfV0OdTPVu8AyU3bazGtoho3ba/F1qrWoNkoVB4VeOl4M16fX4BPbh2F1+cX4KXjzVHdnUMGdPOQXg/dJdlxqk3D9yuqUfTcZ/h+RTVOtWnokuL/KT8zihjmktDwXUQUZSKDGaIfZGbZXlWULMFX9d07vXXdB03dBUt78T4N6cn3NERHvL4mRuq5hGrkc1X9LqEif/H8nmKYJKJwiT6UCVWon61G/ZGXrniwaEwG5m6twdjn/4m5W2uwaExG2EtoRKjQz0N6z3Za3dBdGtQaZk23WGNGERdvuSRWWYRLXYiiTKQol/eDLNQdYMxQYGkgbJKG//puJn6882KBrj9flwebFNhIhwzdqaiOIMVN4/U1MZLoEiryJ1Ksz0xY/IyIIsGoYueh9tei2ShURi2hEeFUgAemZAVkHKcC9L4EGcCy72T6iqF6d4CJ9+EBZhRx8ZRLYplFOPBBFGUiHfZAPsjMsL2qqHY3sOKAf9hYcaABf5mdh+ReD5BcGrDq6ycc3mNXHWnE/zs9N+j54/E1MVKXKuk/rdPZLo/0ed9TdSdPILuoKC7eUwyTRBQJRg08AKH110Y90DCyTlqoNE2FUwHeuHE4ZKm7+LuqqtC0wLaJ7AATT5hRBiZeckksswgHPoiiTLTDjpcPsnA4ZOB0uxs3ba/1fS3Y0yO3Rz+YPP79aFypNSiyFKR4mhTXYYn6xuJnRBQJZphJacQDDaNmsohwai4osh1V57qQapfR5lIxcrAdTs0VcAluT+g7wMQTZhRri2UWiffZUERxKdbbXpmNyNpEOcjaXr16IKRPhhqkeBoThZWx+BkRRYoVc4wZ6iRoqoo8uwvfyrRjeJoN38q0I8+uP6hk1TzEjGJtscwinPFBRDEnsqTHLgObZuahbNfFNa2bZubBHqTGBwWScLF4mne50LoPmrB+WnasL40MZOT0dCKieGeGmSze6whlNotV8xAzirXFMotw4IOITCHUJT0SgDS7hA3Tc33TQNPsEmfqCxgkufDQFVn8AzjBmCXUExGZVTzVBLNqHmJGsbZYZhEOfBBRXHFIGlLtMhovXHyckWqX4dDZASaRyDYbvvLY4VI12GUJQxQXVLd+FXr+AZy44inUExElIkmW0aLZ0aV2LwsI1j87JA0pdhnokYdSYpCHRPJHKJhRrC9WWYQDH0QUV5LghiQpfl+TpO6vJ2qXKNtsONEm46bt1b6nI1vm5aMo1RZC+OBfvkRERGYgstWnQ+1Cis2Obw52+HaASVY0ONSuqPXsIvkj1AEdgIP0ZAwOfBBRXDnvUTDn1ZqAat/d22AN/AlDNHg7/fTCsWiVIrfHerNq94UOoLs69k3ba3Hg5kKk67wmsdxDnYiIiPSJbPWpqSoyZRdaJHv3zAil75kRIgMPoQo1fzB3kBlwVxciMgVJltEqJX09KJAESdb/eOpSgdwUG7bMy8e+0kJsmZeP3BRb9zZYJubt9KdW1GDMC19gakUNqi7YgrZTRFeQLe26ghQ36w5WtQHBqkWz6/8Diirv78JZLanP3wUiIqux6udfqO3qc6tPHaHurtMzg4x8ripiGSTU/MHcYX3x8LtrvivqYfXq1cjIyPD779JLL/V9X9M0rF69GmPHjkVubi5KSkrw8ccf+52jubkZd911F4YPH47hw4fjrrvuQnNzs98xH330EebOnYvc3FyMGzcOa9asgcY5VURRIzIokGIDVk/NxrL99ZhWUY1l++uxemo2Umzm/p01stNXgmwNpgT5hBcNVhQ9RoVTGjhmEaLosOrnn0i7jNrq06gMEmr+YO6wtnj53TXX1egoKirC8ePHff+9++67vu89+eSTWL9+PdasWYM9e/YgKysLCxYsQEtLi++YO++8E0ePHkVFRQUqKipw9OhR3H333b7vnz9/HgsWLEB2djb27NmDRx99FOvWrcNTTz0V1XYSJTKRDtmtSr6t27zHlu06BbfJO08jO32nrGHTTP897zfNzIMzSFCK5R7q1Dc+FTMnZhEi41n180+kXd6tPnv2594dTcJhVAYJNX8wd1hbvPzumr7Gh81mQ05OTsDXNU1DeXk57r33XsyfPx8AUF5ejqKiIlRUVKCsrAzHjx/H7t278eabb2Ly5MkAgLVr12LOnDk4ceIEioqK8PLLL+PChQsoLy+H0+nEZZddhk8//RQbNmzA0qVLIUnm/mOKyAr67JCl3sdqQY5FwLFm4u30e9cmccha2PVFnVoXhqXa/ba0G5aqwKnpFziL5R7q1DeR3wWKHmYRIuNZ9fNPpF1G7WhiVAYJNX8wd1hbvPzumn7g4+TJkxg7diwcDgcmTZqE3/zmNxgxYgSqq6tRX1+Pa665xnes0+nEVVddhSNHjqCsrAyVlZVIS0vDlClTfMdcccUVSE1NxZEjR1BUVITKykpceeWVcDqdvmOuvfZa/M///A+qq6sxYsSIoNd24sQJQ9ocafFyneFKhHZatY0ZBaN1O2RP5wWcqPlswMeaiTMlFZvn5GPhG6d9nf7mOblorv0cde1tETn/pZnDoCkSJLsHnadr8Wkf53WmpGJ3yTBoig2Sx43OMyf7PH6grPqe7SmSbTTz+7uvdhYVFUXxSqLPrFkklPeelX8Hrdo2q7YL6LttZv7864+R7aqLwPWFk0H6ez+Gmj+ilTtClai/Z0aI1u9uf+3qL4uYeuBj0qRJ2LBhA4qKinDmzBn84Q9/wKxZs3D48GHU19cDALKysvz+TVZWFurquj8iGhoakJmZ6fekRJIkXHLJJWhoaPAdk5eXF3AO7/f6GviIh6DnfZpkdYnQTiu3UZJl3ScB2U43snq1WeRYs5Fk4GBpAdq73EhxfL2rS0pe//9QiAewS8A3Qj2v6PGhs/J71ivSbTTr+zsR7mUwZs4i/d0TK983q7bNqu0C+m+bWT//+hMv7fJmEL+ZJP1kELH3Y6h5wrjcEapE/j0zQjTe45Fol6kHPmbOnOn3/ydNmoSJEyfixRdfxPe+970YXRURRVrPqZ1+gwI6UzuNmgYaDd596etOnkB2URGnd1KAeH5/WxWzCFF0WPXzzyzt8mYQSAA0MINQxJjlPd4f0xc37SktLQ1jx45FVVWVb61tY2Oj3zGNjY3Izs4GAGRnZ6OpqcmvKrqmaThz5ozfMXrn8H6PiKLDuyXbuZOf9LklW89j+9u+jSge8f1tbswiRMax6uefVdtF5BUP7/G4Gvjo6OjAiRMnkJOTg8LCQuTk5GDv3r1+3z906JBvHe3kyZPR2tqKyspK3zGVlZVoa2vzO+bQoUPo6OjwHbN3714MGzYMhYWFUWoZERERxQNmESIiovhj6oGPBx54AO+88w5OnjyJ999/H7feeiva29vxwx/+EJIkYfHixXjyySexbds2HDt2DEuWLEFqaipKS0sBAGPGjMGMGTOwbNkyVFZWorKyEsuWLcN1113nWyNUWloKp9OJJUuW4NixY9i2bRueeOIJLFmyhFXUiYiIEhyzCBERUfwzdY2PU6dO4c4770RTUxMuueQSTJo0Cbt27cLw4cMBAL/4xS9w4cIFrFixAs3Nzfjud7+LLVu2YNCgQb5zPPPMM7jvvvuwcOFCAMCcOXPw+9//3vf9wYMH45VXXsHy5csxffp0ZGRk4Kc//SmWLl0a3cYSERGR6TCLEBERxT9TD3w8++yzfX5fkiSsXLkSK1euDHpMRkYG/vd//7fP84wfPx5vvPHGgK6RiIiIrItZhIiIKP6ZeqkLEREREREREVE4OPBBRERERERERJbFgQ8iIiIiIiIisiwOfBARERERERGRZXHgg4iIiIiIiIgsiwMfRERERERERGRZUnNzsxbriyAiIiIiIiIiMgJnfBARERERERGRZXHgg4iIiIiIiIgsiwMfRERERERERGRZHPggIiIiIiIiIsviwAcRERERERERWRYHPoiIiIiIiIjIsjjwYQEHDx7EokWLMG7cOGRkZOCFF17w+/7ixYuRkZHh99+MGTNidLUD8/jjj2P69OkoKCjAqFGjcMstt+DYsWN+x2iahtWrV2Ps2LHIzc1FSUkJPv744xhd8cCE0s54v59//OMfcdVVV6GgoAAFBQWYOXMmdu7c6fu+Fe4j0H874/0+6nn88ceRkZGBFStW+L5mlfvppddGK9zL1atXB7Th0ksv9X3favfRSqyaAaza71u5n7dq/54o/bmV+3Ar9d1W7a/7a1ck7hcHPiygra0Nl112GR599FE4nU7dY6ZNm4bjx4/7/nv55ZejfJXheeedd3DHHXdg586d2LZtG2w2G2688UZ89dVXvmOefPJJrF+/HmvWrMGePXuQlZWFBQsWoKWlJYZXLiaUdgLxfT/z8vLwu9/9Dm+//Tb27t2L4uJi/Nu//Rv+7//+D4A17iPQfzuB+L6Pvb333nt47rnnMH78eL+vW+V+AsHbCFjjXhYVFfm14d133/V9z0r30WqsmgGs2u9buZ+3av+eCP25lftwK/bdVu2v+2oXEP79skXyYik2Zs2ahVmzZgEAlixZontMUlIScnJyonlZEbVlyxa////0009j+PDhOHz4MObMmQNN01BeXo57770X8+fPBwCUl5ejqKgIFRUVKCsri8VlC+uvnV7xfD9LSkr8/v+DDz6IjRs34r333sP48eMtcR+Bvtt5+eWXA4jv+9jTuXPn8B//8R946qmnsGbNGt/XrfJ7CQRvo5cV7qXNZtNtg5XuoxVZNQNYtd+3cj9v1f7d6v25lftwq/bdVu2vg7XLK9z7xRkfCeLQoUMYPXo0vvvd7+LnP/85GhsbY31JYWltbYWqqsjIyAAAVFdXo76+Htdcc43vGKfTiauuugpHjhyJ1WWGrXc7vaxyPz0eDzZv3oy2tjZMnjzZsvexdzu9rHIfvR1scXGx39etdD+DtdHLCvfy5MmTGDt2LP7lX/4Ft99+O06ePAnAWvcxUVnh/WnVft+q/bxV+3cr9udW7sOt2ndbtb8O1i6vcO8XZ3wkgBkzZuD6669HYWEhvvjiC6xatQo33HAD9u3bh6SkpFhf3oDcf//9mDBhgq/Tqa+vBwBkZWX5HZeVlYW6urqoX1+k9G7n/9/evcf1ePcPHH91ZKP6Jjo4JISUlEOU85yJREaZzSHc2m6H3Tcmt+SwydjDHtiMxe2UjUQOOcbdPKLM7HZsWNMiI1FaTjHq94e76+ervkniq6v38/HwePheXYf35/p88/74XJ/P5wJ11GdSUhI9evQgNzeXKlWqEBERgYuLi/KPslrqUVc5QR31CLB27VpSUlL49ttvC/1MLb+XxZUR1FGXrVq1YtmyZTRs2JCbN2+ycOFCevTowdGjR1VTjxWVGr6foN68r7Y8r9b8rtZ8ruYcrtbcrdZ8XVy5qlWrVib1JR0fFYCfn5/ydxcXF9zd3XF1dWXfvn34+PjoMbLSmT59OkePHmXv3r0YGRnpO5xXRlc51VCfDRs2JD4+npycHLZv305QUBAxMTH6DqvM6Sqns7OzKuoxOTmZOXPmsHfvXkxMTPQdzitRkjKqoS67d++u9blVq1a4u7vz3Xff4eHhoaeoRFlQw/dTrXlfjXlerfldjflczTlczblbrfm6uHL9/e9/L5P6kqkuFZCdnR01a9YkJSVF36G8sODgYLZs2cKOHTtwcHBQthfM93p2yNONGzewtrZ+nSGWCV3lLEp5rE9TU1Pq16+Pu7s7oaGhuLq6smzZMtXVo65yFqU81uOxY8fIzMzE09MTKysrrKysOHLkCCtXrsTKyopq1aoB5bs+n1fGBw8eFDqmPNbls6pWrYqTkxMpKSmq+72s6Mrb91OteV+teV6t+V2N+VzNObwi5W615uuny1WU0tSXdHxUQJmZmVy7dq3cLebzySefKI2Ep19vBFC3bl1sbGyIi4tTtuXm5pKYmEibNm1ed6gvpbhyFqW81ufT8vLyePjwoarqsSgF5SxKeaxHb29vEhISiI+PV/40b94cPz8/4uPjcXR0LPf1+bwympqaFjqmPNbls3Jzc0lOTsbGxkb1v5cVTXn6fqo171ekPK/W/K6GfK7mHF6Rcrda8/XT5SpKaepLprqowJ07d5Terry8PK5cucLp06extLTE0tKS+fPn4+Pjg42NDZcvX2bOnDnUqFGDvn376jnykps8eTKbNm0iIiICjUajzGGrUqUKVatWxcDAgKCgIBYtWkTDhg1xdHTkiy++oEqVKgwaNEjP0Zfc88p5586dcl+fs2bNokePHtSqVYs7d+4QFRXF4cOHiYyMVE09QvHlVEM9Asp71J/29ttvY2lpibOzM0C5r8/nlVEtdTljxgx69epF7dq1lbm19+7dIyAgQFW/l2qk1jaAWvO+mvO8WvO7WvO5mnO4mnO3WvN1ceUqq/qSjg8VOHHiBP369VM+h4WFERYWRkBAAIsWLeKXX35h48aN/Pnnn9jY2NChQwdWr16NmZmZHqN+MStXrgRQXs1U4JNPPiE4OBiAiRMncv/+faZMmUJ2djYtW7Zk69atqiqnkZFRua/P69evM3bsWDIyMjA3N8fFxYWoqCi6du0KqKMeofhy3r9/v9zXY0mppT51UcPvJMDVq1cZPXo0mZmZVK9enVatWhEbG4u9vT2g/nosz9TaBlBr3ldznldrfq/I+by81tnzlOffM7Xm6+LKVVa/ZwbZ2dn5r7AMQgghhBBCCCGEEHoja3wIIYQQQgghhBBCtaTjQwghhBBCCCGEEKolHR9CCCGEEEIIIYRQLen4EEIIIYQQQgghhGpJx4cQQgghhBBCCCFUSzo+hBBCCCGEEEIIoVrS8SFEOREfH49GoyE+Pl7foTzXhg0b0Gg0XLp0SdkWFBSEq6urHqMqeydOnMDKyoqLFy/qO5Ri7du3j1q1anHz5k19hyKEEKKMhIWFodFouH79+nP3dXV1JSgoqFTX8fb2xsPDo1THqklR7ZiXua9vqqVLl+Lm5sajR4/0HUqxQkJC6Nq1q77DEOWIdHwIUY7t37+fsLAwfYdRYc2ZMwcfHx8aNGig71CK1bNnTxwcHFi0aJG+QxFCCCHEG+r27dt8+eWXTJgwAWNjY32HU6yPPvqIs2fPsnv3bn2HIsoJ6fgQopxo164d6enptGvXTtkWGxvL559/rseoiubv7096ejr29vb6DuWVOXPmDHFxcYwcOVLfoZTIyJEjWbNmDTk5OfoORQghxGt2/PhxlixZou8wyrUlS5Zw/PhxfYfxSkVERJCbm4u/v7++Q3kuW1tbevfuzdKlS/UdiignpONDiHLC0NCQypUrY2j45v/aGhkZUblyZQwMDPQdyisTERGBtbU17du313coJdK/f38ePHjAtm3b9B2KEEKI16xSpUqYmJjoO4xyzcTEhEqVKuk7jFcqIiKC7t27U6VKFX2HUiIDBgwgMTHxjZ9yLN4Mb/7/oISoINLT05k0aRLOzs5YW1vj6urKhAkTuH37NlB4jY+goCDCw8MB0Gg0yp9Lly7Rs2dP2rZtW+R1Onbs+Nw5kQXzeZOSkujTpw92dna4ubmxdetWABITE+nWrRu2tra0atWKgwcPah1f1BofumzevJl33nkHW1tb6taty/Dhw0lNTdXaJyEhgZEjR9K0aVOsra1p3LgxEyZM4NatW4XOFx8fT+fOnbGxscHd3Z3Vq1cr86BLc21ddu3aRceOHQt1RL3svSuI9fz584wePRp7e3vq1q3LpEmTuHPnjta+eXl5hIWF4eTkhJ2dHX379uXcuXNFzjmuUaMGLi4uxMTElKh8QgghyoecnByCgoKwt7fH3t6eDz/8kHv37mntU1ReuHz5Mv7+/tSsWRNHR0emTZvGwYMHda4ndv78efr164ednR1NmjRh8eLFys/y8/OpX78+U6ZM0TrGyckJjUbD1atXlW3r1q1Do9Eo+fby5ctMnjyZ1q1bY2dnh729PUOGDCEpKUmrjHZ2dkydOrVQXFlZWdSoUYPQ0NBi75NGo+Hjjz9m+/bteHp6YmtrS9euXTl9+jQAa9eupUWLFtjY2NCnT59C7YGSrlX24MED5s+fT4sWLbC2tqZJkyYEBwcXqpMNGzbQv39/GjVqhLW1NS1atGDRokXk5eUVOmd4eDhubm7Y2trSpUsXjhw5gre3N97e3qW6dlFSU1NJSkrinXfeKfSzl713BW2jM2fO0Lt3b+zs7GjatGmRozWysrIYO3YsderUwd7ennHjxnH69Gk0Gg0bNmzQ2rdz584YGBiwa9eu55ZPiDd78pYQFcT169fp2rUrmZmZDB8+nCZNmnDt2jViYmLIysrCzMys0DEjR44kPT2duLg4VqxYoWyvXr06AQEBTJo0ibNnz9K0aVPlZxcuXOD06dMsXLjwuTHl5OQwZMgQfH198fX1ZfXq1YwZM4b8/HyCg4MZOXIkfn5+fPXVV4wYMYKzZ89iYWHxQuX+8ssvmTNnDv379+e9994jOzub8PBwevXqxeHDh6levToA27ZtIycnhxEjRlCjRg3Onj3L+vXrOXfuHPv371dGlpw6dYpBgwZhbW3NtGnTyMvLY8GCBVSrVq3U1y7K1atXuXLlCu7u7q/s3o0aNYqaNWsSEhLCmTNnWLNmDX/88QebN29W9pk9ezaLFy+mZ8+edOvWjaSkJPz8/Hjw4EGRcbm7u7Njxw7y8/NVPRpHCCEqklGjRuHg4EBoaCinTp1i3bp11KhRg9mzZ+s85u7du/j4+JCens64ceOwtbVl8+bNOhdQz8nJYdCgQfTt2xdfX1+2b99OaGgozs7OdO/eHQMDAzw9PUlISFCOuXjxIunp6RgaGpKQkMCgQYOAJw8AatWqhYODA/BkofCEhAR8fHyoU6cO165dY82aNXh7e3P06FFsbW0xNzfH29ub6Oho5s2bp7X+xNatW/nrr79KND3jxx9/ZP/+/YwePRoDAwMWLVqEv78/kydPZsWKFYwaNYo///yTxYsXExQUxJ49e0pSBYr8/HyGDRvGkSNH+OCDD3BycuLChQusWrWK8+fPs3XrViX/rly5kkaNGtG9e3cqV67MoUOHmDNnDjk5OcyaNUs556pVq5gyZQpeXl58+OGHpKWl8d5772FpaUnNmjVLde2iHDt2DEBn2+Zl711OTg5+fn707duXAQMGsHv3bkJCQnj8+DGTJk0CnjzQ8ff35/jx4wQGBtKoUSP27NmjcwFZCwsL6tWrx9GjR5kwYcLzK0hUaNLxIcQbYNasWVy7do39+/fTqlUrZXtwcDD5+flFHtO6dWscHR2Ji4tjyJAhWj/z9fVl2rRpREZGanV8bNq0CRMTEwYOHPjcmK5fv87y5cuVhsQ777yDh4cHo0ePZs+ePXh6egLQuHFjBg4cyPbt2/nggw9KXOa0tDQ+++wzpk2bxieffKJs9/Pzw9PTk2XLljFz5kzgyf15++23C5V/zJgxHD16FC8vL+DJaAkDAwP27t1LrVq1gCfDIFu3bl3qaxclOTkZQGm0Pass7l3NmjXZvHmz0kixsbFh4cKF/PDDD3Tu3JmMjAy+/vprevXqxffff6/sN3/+fObPn19kXA4ODmRnZ5Oeno6dnZ3O8gkhhCg/mjVrxtdff618zsrKYv369cV2fKxevZrU1FTWrl1L//79ARgxYgQdO3Yscv/r16/zzTffEBAQAMD777+Pq6sr69evp3v37gB4eXmxd+9esrOz0Wg0JCQkoNFocHd3L9Tx8fSo1B49eigxFPD396dNmzasX79eGUXi7+9PVFQU//nPf+jRo4eyb2RkJM2aNaNJkybPvVfJyckcO3aMevXqAU9GMkyaNIl58+bx888/Kw8hHj9+zKJFi0hJSaF+/frPPW+BqKgoDhw4wM6dO7WmwjZv3pyxY8cSFxdHly5dgCcjR59u24wePZqJEycSHh5OcHAwlSpV4uHDh3z22Wc0a9aMHTt2KNOVnJ2d+fDDD7U6Pl7k2kX59ddfAd1tm5e9d9evX2fmzJn84x//ACAwMJD+/fuzYMECRo4ciYWFBTExMRw7doy5c+cyfvx4ZT9fX1+dcTs4OHDhwgWdPxeigEx1EULP8vLy2LVrF927d9fq9ChQmifzGo2G3r17ExUVpQyZzM/PZ/PmzXTr1g0rK6vnnuOtt95i8ODByueGDRtiYWGBo6Oj8h93gJYtWwKUeIpIgZ07d/Lo0SMGDhxIZmam8sfc3BxnZ2etp04FDYP8/HxycnLIzMxUOjNOnjwJl0lo8wAADfFJREFUPEm0hw4donfv3kqnB0D9+vXp1q1bqa9dlKysLIAip89A2dy7MWPGaNX9uHHjANi7dy8Ahw4d4tGjRwQGBmrt97e//U1n3AXxZmZmFls+IYQQ5cfw4cO1Pnt5eZGVlVXsYtYHDx7ExsYGHx8fZVvlypV1PsB46623tB6ymJqa0qJFC6381bZtW/Ly8khMTASeTFP19PSkXbt2ykiQa9eukZqaqjywKDh3gXv37ikjXR0dHZUcDyhTUzdt2qRsS01N5dixY4UeAOnSoUMH5T/u8P95uF+/flojL0vbtomOjsbR0ZEmTZpotS/atWuHgYFBkW2bx48fk52drex39+5dpRPixIkTZGVlMXz4cK01WgYPHlyoDfIi1y7KrVu3MDQ01Dl692XvnaGhIaNHj1Y+GxkZMWbMGO7du6fEdvDgQYyMjLQWjn/2uGdpNBpp14gSkREfQujZzZs3ycnJKdGTihcREBBAdHQ08fHxdOrUiYSEBNLS0vj0009LdLydnV2h9SvMzc21OhUAJdllZ2e/UHwFC1F5eHgU+fOnnzhcuXKFmTNnEhsbq6x5UqCgYXfjxg3u379f5JOZZ7e9yLWLo2s0Tlncu2dfkWtlZYVGo+Hy5cvAk1ErULhslpaWOjtkCuKVaS5CCKEetWvX1vpckAOys7MxNzcv8pi0tDQcHBwK5QNdoxuKymsajUZrHQ43NzeqVKlCQkICvXv3JjExkcDAQFq0aMG8efPIzMxUOkWeHvGRm5vLvHnziIyMJD09XesaT09VNTIyYvDgwaxcuZLbt29jZmbGpk2bMDIyUkaTPM+z96rg/jybnwu2l6Ztk5ycrPM19zdu3FD+npiYyJw5c/j55595+PCh1n4FbRtdud7Y2LjQm/Ne5Nq65Ofn65wO+7L3ztrautD3sSDWp9s21tbWVK1aVWu/4kbdyPRdUVLS8SGESnXt2hVra2s2bdpEp06diIyMxMLCgl69epXoeCMjoxfarqsTQJeCkShRUVFFviu+cuXKwJMnIQMHDuTmzZt8/PHHNGrUiCpVqpCXl4efn1+Ri4CV1bV1KWiI6WoQvep7V1oF8ZZkxI8QQojy4XXklpJcw9jYGA8PDxISErh69Sqpqam0bdsWFxcXTE1NSUhIIDExESsrKxo3bqwcN3XqVCIiIhg7dixt2rTBwsICQ0NDgoODC+V4f39/lixZws6dOxk6dKiySLmNjc1LlaMs2zZOTk46p5za2toCT0ZD+Pr60qBBA+bNm0ft2rWpXLkyp06dIjQ0tNRtm5JcW5dq1aopI2uLeoDyJrdtpF0jSkI6PoTQs+rVq2Nubs65c+fK9LxGRka8++67rFu3jnnz5rF9+3Z8fX3fmFexFQyXrF27Nk5OTjr3S0pK4tdff2XZsmUMHTpU2f7sq8tq1KhB5cqVSUlJKXSOZ7eV9Nq6FDTYSvLWmtK6ePEijo6OyufMzEyys7OVJzx16tQBnpTt6ac7WVlZOjtkLl26hEajKXEDUQghhDrVqVOHX375pdDT8qJy6Ivw8vJi4cKFHDhwgKpVq+Lm5oaxsTEtWrQgISFBmf7y9DW3bduGv79/of+wZ2dnF1qc3NnZGTc3NzZt2kTjxo357bfftNbq0rd69epx8uRJOnXqVOwohN27d/PgwQM2btyoNXLj2XbF07n+6betPHr0iMuXL+Pi4vLC19aloG2Tmpqqc4HTl5GRkUFOTo7WqI+CttzTbZtDhw5x584drVEfxX0vL126VKq2nKh4ZI0PIfTM0NAQb29vYmNjOX78eKGfF9djXvCedV3/0Q0ICOD27dt8/PHHZGdnl2jF89fFx8cHIyMjFixYUGQZC+ZrFjxJeHafZ1+BZmRkRKdOndizZw9//PGHsj0lJYUDBw6U6tq6FLz+9um5x2UtPDxcK7bly5cD0LNnTwA6deqEsbExq1at0jru22+/1XnOkydP4uHhIUNChRCiguvSpQvXr19nx44dyrbc3FzWrVv3Uuf18vLi0aNHLF26FA8PD2VUpZeXF/v27ePcuXNa01zgSf5+NhdHRUVx7dq1Iq8REBBAfHw8ixcvxszMjL59+75UzGVpwIABZGRkFMrN8ORVswXTdYtq2zx48KBQDm/evDnVqlVj7dq1/PXXX8r2yMjIQm2/kl5blzZt2gC8srZNXl4eK1eu1PocHh7OW2+9RYcOHYAn38vHjx+zevVqncc97c8//+T3339XYheiODLiQ4g3QGhoKD/88AN9+/ZlxIgRODk5kZGRwc6dO4mIiKBu3bpFHte8eXMApkyZQrdu3TA2NqZXr15Kh0jTpk1p2rQp0dHR1K1bV2thTX1zcHBg1qxZhISEkJaWhre3NxYWFly6dIndu3czYMAAgoODadSoEQ0aNGDGjBlcvXoVS0tLYmNjuXr1aqFzBgcHExcXR69evQgMDFSSqpOTE2fPnn3haxenT58+bNmyhby8vELznsvC1atXeffdd+nZsydnz55l7dq1dOnSRXniY21tzbhx4/jqq68YMmQI3bt35+zZs8TGxmJlZVWoc+PGjRskJSUxatSoMo9VCCFE+TJy5EjCw8MZN24cJ06cUF5nWzAqtLQd5K1atcLExITk5GStRb7btm3LokWLlL8/rXfv3mzcuBEzMzOcnZ05c+YMW7du1bne1qBBgwgJCWHHjh0MHTpUa3FUfRsyZAjbt29n8uTJHDlyBE9PT/Lz8/ntt9+Ijo5mzZo1dOjQga5du2Jqaoq/vz8jRozg4cOHbNy4sVB7wtTUlGnTpjF16lR8fHzw9fUlLS2NDRs2UK9ePa16Kum1dalTpw6urq7ExcUxYsSIMr83NjY2LF++nCtXrtCkSRN27drF4cOHmTlzprLmWd++fWnZsiWhoaFcvnxZeZ3trVu3gMLfyx9++IH8/Hz69OlT5vEK9ZERH0K8AWxtbTlw4AADBw5ky5YtynzXli1bFjtvsV+/fgQFBXHo0CHGjRtHYGAgN2/e1Nqn4NVzgwcPfuOe9I8fP54NGzZgYmLCF198wb/+9S9iYmJo37698uoyExMTNm7cSIsWLVi6dCmffvopZmZmbNmypdD53N3d2bx5M5aWlsybN4/169cTHBxM586dC63bUZJrF2fYsGFkZGRw+PDhsrkZz1i1ahUajYa5c+cSHR3NBx98wJo1a7T2mT17NlOmTOHkyZOEhISQkpJCdHQ0+fn5hcq7Y8cOTE1NGTBgwCuJVwghRPlRtWpVduzYQceOHVmxYgVffPEFXl5eTJ48GXj+Wle6vP3228o0iac7OFq3bo2RkRFmZmY0a9ZM65j58+fz/vvvEx0dzfTp0zl37hxbtmwptGhmgerVqytvayvp21xeF0NDQyIiIpg7dy4XLlxg5syZhIWF8dNPPxEYGEjTpk0BcHR0ZMOGDRgbGxMaGsry5cvp1asXc+bMKXTOsWPH8vnnnysLvScmJrJx40YsLCy06qmk1y7OsGHDiI2N5e7du2V3U/7H3NycLVu2cO7cOUJCQkhOTmb27NnK623hyUiYyMhI/Pz82LhxI3PnzsXW1paFCxcChb+X27Zto02bNjRs2LDM4xXqY5Cdnf16Vp4RQuhFeHg4U6ZM4fjx41prRlQkQ4cO5fz58/z3v/8t0/MOHDgQCwsLrSGZLyssLIzPP/+cCxculGotjuzsbBwcHJgxY4bSgAVo37497du317nomRBCCLFs2TKmT5/OL7/8Qs2aNfUdjk7Dhw/n+PHjnDlz5pWMunzT5eXl0aBBA/r168eSJUvK7Ly3b9/G3d2d6dOnExgYWGbn9fb2JiMjg59++qlUx8fExDBs2DD27t2rjF5OT0/Hzc2NVatWvVHTncSbq+L9SyFEBbNu3Tpat25dYTo97t+/r/X54sWLxMbG0r59+zK/VsFQ22cXWn1dni0rwDfffAOgVd59+/bx+++/889//vO1xSaEEOLN9mwOyc3NZc2aNTRo0OCN7vS4ceMGe/bsYciQIRWi0yM3N7fQGijff/89t27dKvO2jZmZGZMmTWLJkiU8evSoTM9dUs9+Lx8/fsy3336Lubk5bm5uyvavv/4aFxcX6fQQJSZrfAihQnfv3mXPnj0cOXKEM2fOsHbtWn2H9Nq4u7szdOhQHBwcSEtLY9WqVZiamjJx4sQyv1bz5s2fuxDqq7R161a+++47evToQZUqVTh69ChRUVF06dJFaz2Xnj17ai34KoQQQrz//vvUrl0bV1dXcnJyiIyM5NdffyU8PFzfoRUpNTWVH3/8kYiICAwNDct0RMKb7KeffmL69On4+vpSrVo1Tp06xfr163F2di7R1NwXNX78eMaPH1/m5y2pqVOnkpubi4eHBw8ePCAmJoYff/yRmTNnaq3nMnfuXL3FKMon6fgQQoVu3rzJ6NGjsbCwYOLEifTv31/fIb02Xbt2JSoqioyMDCpVqoSHhwchISFar3xVCxcXF4yNjVm8eDG3b99WFjydMWOGvkMTQgjxhuvSpQvr169n8+bNPH78mMaNG/Pvf/+bgQMH6ju0Ih05coSPPvqI2rVrs2zZMp1rgKiNvb09tWrVYsWKFdy6dQtLS0v8/f2ZNWsWpqam+g6vzHXs2JGvvvqKffv2kZubS/369VmwYAFjx47Vd2iinJM1PoQQQgghhBBCCKFa6p8YJ4QQQgghhBBCiApLOj6EEEIIIYQQQgihWtLxIYQQQgghhBBCCNWSjg8hhBBCCCGEEEKolnR8CCGEEEIIIYQQQrX+D81evJmq0kJjAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.subplots(figsize=(16,6))\n", "plt.subplot(1,2,1)\n", "sns.scatterplot(y='price',x='city_mpg',data=df)\n", "plt.xlabel('city mileage (mpg)')\n", "plt.title('Price vs city mileage')\n", "plt.subplot(1,2,2)\n", "sns.scatterplot(y='price',x='highway_mpg',data=df)\n", "plt.xlabel('highway mileage (mpg)')\n", "plt.title('Price vs highway mileage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the two scatter plots, the following conclusions are drawn :-\n", "\n", "* Both city mileage and highway mileage (in mpg) are negatively correlated to the price of the vehicle\n", "* High end luxury or sports vehicles have lesser city and highway mileage (in mpg).\n", "\n", "The *city_mpg* and *highway_mpg* define individual charateristics of the vehicle, both measured separately. These values for a vehicle are measured under the assumption that the car is driven only in particular setting i.e. *city_mpg* for a vehicle is measured under the assumption that the vehicle is only driven in the city.
\n", "In reality the vehicle isnt always only exposed to either one. There is a combination of both city driving and highway driving, this makes a huge difference in the actual mileage (in mpg) the vehicle can achieve. Thus *fuel economy* metric is dervied. The *fuel economy* is assumed to be 60% of *city_mpg* and 40% of *highway_mpg*. Intuitively this means that the *fuel economy* gives the average miles per gallon (mpg) for a vehicle that is driven 60% of the times in a city and the rest on a highway. This assumption seems fair and realistic." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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symbolingnormalized_lossesmakefuel_typeaspirationnum_of_doorsbody_styledrive_wheelsengine_locationwheel_base...fuel_systemborestrokecompression_ratehorsepowerpeak_rpmcity_mpghighway_mpgpricefuel_economy
03122.0alfa-romerogasstdtwoconvertiblerwdfront88.6...mpfi3.472.689.0111.05000.0212713495.023.4
13122.0alfa-romerogasstdtwoconvertiblerwdfront88.6...mpfi3.472.689.0111.05000.0212716500.023.4
21122.0alfa-romerogasstdtwohatchbackrwdfront94.5...mpfi2.683.479.0154.05000.0192616500.021.8
32164.0audigasstdfoursedanfwdfront99.8...mpfi3.193.4010.0102.05500.0243013950.026.4
42164.0audigasstdfoursedan4wdfront99.4...mpfi3.193.408.0115.05500.0182217450.019.6
52122.0audigasstdtwosedanfwdfront99.8...mpfi3.193.408.5110.05500.0192515250.021.4
61158.0audigasstdfoursedanfwdfront105.8...mpfi3.193.408.5110.05500.0192517710.021.4
71122.0audigasstdfourwagonfwdfront105.8...mpfi3.193.408.5110.05500.0192518920.021.4
81158.0audigasturbofoursedanfwdfront105.8...mpfi3.133.408.3140.05500.0172023875.018.2
102192.0bmwgasstdtwosedanrwdfront101.2...mpfi3.502.808.8101.05800.0232916430.025.4
\n", "

10 rows × 27 columns

\n", "
" ], "text/plain": [ " symboling normalized_losses make fuel_type aspiration \\\n", "0 3 122.0 alfa-romero gas std \n", "1 3 122.0 alfa-romero gas std \n", "2 1 122.0 alfa-romero gas std \n", "3 2 164.0 audi gas std \n", "4 2 164.0 audi gas std \n", "5 2 122.0 audi gas std \n", "6 1 158.0 audi gas std \n", "7 1 122.0 audi gas std \n", "8 1 158.0 audi gas turbo \n", "10 2 192.0 bmw gas std \n", "\n", " num_of_doors body_style drive_wheels engine_location wheel_base ... \\\n", "0 two convertible rwd front 88.6 ... \n", "1 two convertible rwd front 88.6 ... \n", "2 two hatchback rwd front 94.5 ... \n", "3 four sedan fwd front 99.8 ... \n", "4 four sedan 4wd front 99.4 ... \n", "5 two sedan fwd front 99.8 ... \n", "6 four sedan fwd front 105.8 ... \n", "7 four wagon fwd front 105.8 ... \n", "8 four sedan fwd front 105.8 ... \n", "10 two sedan rwd front 101.2 ... \n", "\n", " fuel_system bore stroke compression_rate horsepower peak_rpm city_mpg \\\n", "0 mpfi 3.47 2.68 9.0 111.0 5000.0 21 \n", "1 mpfi 3.47 2.68 9.0 111.0 5000.0 21 \n", "2 mpfi 2.68 3.47 9.0 154.0 5000.0 19 \n", "3 mpfi 3.19 3.40 10.0 102.0 5500.0 24 \n", "4 mpfi 3.19 3.40 8.0 115.0 5500.0 18 \n", "5 mpfi 3.19 3.40 8.5 110.0 5500.0 19 \n", "6 mpfi 3.19 3.40 8.5 110.0 5500.0 19 \n", "7 mpfi 3.19 3.40 8.5 110.0 5500.0 19 \n", "8 mpfi 3.13 3.40 8.3 140.0 5500.0 17 \n", "10 mpfi 3.50 2.80 8.8 101.0 5800.0 23 \n", "\n", " highway_mpg price fuel_economy \n", "0 27 13495.0 23.4 \n", "1 27 16500.0 23.4 \n", "2 26 16500.0 21.8 \n", "3 30 13950.0 26.4 \n", "4 22 17450.0 19.6 \n", "5 25 15250.0 21.4 \n", "6 25 17710.0 21.4 \n", "7 25 18920.0 21.4 \n", "8 20 23875.0 18.2 \n", "10 29 16430.0 25.4 \n", "\n", "[10 rows x 27 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['fuel_economy'] = (df.city_mpg * 0.6) + (df.highway_mpg * 0.4)\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Price vs Fuel economy')" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='fuel_economy',y='price',data=df)\n", "plt.xlabel('Fuel economy (in mpg)')\n", "plt.title('Price vs Fuel economy')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the *fuel_economy* is a representation of the *city_mpg* and *highway_mpg* combined, it mimics the trend as seen above." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following columns are numeric in nature and mostly describe physical specifications of the vehicle :-\n", "\n", "* wheel_base\n", "* length\n", "* width\n", "* height\n", "* curb_weight\n", "* engine_size\n", "* bore\n", "* stroke\n", "* compression_rate\n", "* horsepower\n", "* peak_rpm\n", "\n", "The next set of plots analyze these values against the price of the vehicle in a regression plot. The `regplot` fits a regressor to the data and draws the best fitting line across the data. The `regplot` gives insight into the relationship between two variables. This shall give an idea as to which charateristics are correlated to the price." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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j/vjjjzrbCgsLAdxYilqbg9uzZ0+T47RaLX799ddGzx8QEIABAwZg+fLlGDBgAM6fP49z584hMDAQbdu2xaVLl3Dt2rU6r2vqzwoREZElueqc52bWvAfXrkC9Oc21Vm3bXiJ3wwAHkYNJSkpCcHAwvvnmGygUCuN2tVqNWbNm4d1330WrVq3QoUMHxMXF4dy5czh48KDJOc6cOYO+ffvWWQHQkMGDB0On02Hnzp04efIkBg0aZJLDunnzZvTr16/OH+hSqRT+/v7GYpeN6dWrF3Q6HVavXg1RFI0rOGrf87Fjx5CTk4OkpKQmLcusT1paGgDg448/Ntmu0+nwwgsv4JFHHoFWqwVwo7jnpk2b6gQzFi9ejF69euHUqVPNGkdDDh8+jEuXLpls+/LLLwHcaKdb+zSrNq+21tKlS42rPWpXgnz33XdITU3FoUOH6lwrICAAwI0lp2lpaTAYDPjvf/9rclxFRQUyMjKQkZHRovdGRERkLled89zKWvfg+++/H8CNwum1fvzxR+Tl5dU53sPDg/U0yOUxRYXIwfj4+GDOnDmYNWsWxo4dizFjxkAqlWLLli24cuUK3nvvPeONde7cuZgwYQL+9re/4ZlnnkHHjh1x/vx5rF+/HgEBARgxYkSTrvnQQw8hMDAQixcvrnepZlJSEiorKzF+/HhkZGTg7rvvhlarxaFDh3D06FGMGjXqtrm23bp1Q2BgIHbs2IGIiAiTIqJJSUnYsWMHvLy88D//8z9mfmI3ZGRk4Msvv8RXX30FrVaLAQMGoLKyEtu3b0dubi5mzZplXM4ZExODSZMmYc2aNRg9ejSeeuopeHt744cffkBWVhb69+9vdgXy2+nRowcmTJiAUaNG4c4770R2djZ27dqF+Ph4pKSkAABSUlLg5+eHTz75BH5+fmjdujX27duHoqIivPTSS5g/fz4+++wzADUTG51Oh+nTp+Ppp59Gly5dIIoijh8/jh07dqBXr17o1KkTAOCFF17A/v37sWrVKpSVlaFnz54oLy/Hxo0bUVhYiBkzZlj0vRIREd2Oq855bmWte/Djjz+OJUuW4PPPP4dEIkFCQgIuXryIrVu3YtCgQdi9e7fJ8REREfjxxx/x73//G3feeSeeeeaZZl2XyJExwEHkgIYNG4aQkBCsWrUKb7/9NgwGA2JiYrBmzRr07t3beFy3bt2wefNmLF26FBs3boRCoUBISAj69euHF198ER07dmzS9by9vTFw4EBs3boVnTp1QlxcnMn+e+65B5s3b8aKFSuwZcsWXL9+Hf7+/ujQoQNeffVVjBkz5rbX8PDwQHJyMvbt22dcPVErKSkJBoMBBoPB5P2Zy8vLC2vWrMGqVauQlZWF77//Hl5eXoiJicG7776LwYMHmxw/a9YsdO7cGRs3bsTbb78NvV6Pu+++GzNmzMDkyZONLVYtpW/fvhg9ejSWLl2Kc+fOwdfXF0OHDsWcOXOME7g77rgDK1aswDvvvIMPP/wQQUFBSE1NxZtvvgmgpp3dkSNHIJFIkJKSgi1btuDDDz9EVlYWPv30U/j6+qJ9+/Z4+eWXMXnyZOO1g4KCsHHjRixbtgzffvstdu3aBR8fH3Tr1g2vvfZas+ueEBERtYQrznluZa17cKtWrbB27Vq8+eab2L17N7766it069YNK1aswLfffgsAJqtTZsyYgStXrmDjxo248847MX78+GZdl8iRSURRFO09CCIiIiIiIrKMefPmYf369XUCRUSujjU4iIiIiIiInExxcTGmT5+Od955x2R7VVUV9u7dCx8fH3Tt2tVOoyOyD6aoEBGZQRAEyOXyJh/v4+Njdq4uERER0e20adMG169fx9dff42ysjI8+OCDqKysxMaNG1FSUoIXX3wRMpnM3sMksimmqBARmeHy5ct4+OGHm3z88OHD8dZbb1lxREREROSuKisrsWLFCnz99dcoKiqCRCJBp06dkJGRgVGjRtl7eEQ2xwAHEZEZNBqNWb3l77jjDmMnEyIiIiIish4GOG6hVquRl5eH1q1bm1QdJiIiclcGgwElJSWIj4+Hr6+vvYfj0jgPISIiqqupcxHW4LhFXl5es9o/ERERubp169YhKSnJ3sNwaZyHEBERNex2cxEGOG7RunVrADUfXNu2be08GiIiIvsrKirCmDFjjPdIsh7OQ4iIiOpq6lyEAY5b1C4Hbdu2Ldq3b2/n0RARETkOpkxYH+chREREDbvdXERqo3EQEREREREREVkNAxxERERERERE5PQY4CAiIiIiIiIip8cABxERERERERE5PQY4iIiIiIiIiMjpMcBBRERERERERE6PAQ4iIiIiIiIicnoMcBARERERERGR02OAg4iIiIiIiIicHgMcREREREREROT0PO09ACIicmxZBSosyCnDBaUOHWVeyEwKQ1pkoL2HRUREROSUOLeyHq7gICKiBmUVqDBtfxGuVuoR6iPF1Uo9pu0vQlaByt5DIyIiInI6nFtZFwMcRETUoAU5ZfD2kMDfSwqJpOart4cEC3LK7D00IiIiIqfDuZV1McBBREQNuqDUwc9TYrLNz1OCAqXOTiMiIiIicl6cW1kXAxxERNSgjjIvVOlFk21VehGRMi87jYiIiIjIeXFuZV0McBARUYMyk8KgNYio1AkQxZqvWoOIzKQwew+NiIiIyOlwbmVdDHAQEVGD0iIDsSS1LcL9PVGuERDu74klqW1Z6ZuIiIioGTi3si62iSUiokalRQbypktERERkIZxbWQ9XcBARERERERGR02OAg4iIiIiIiIicHgMcREREREREROT0GOAgIiIiIiIiIqfHAAcREREREREROT0GOIiIiIiIiIjI6THAQUREREREREROjwEOIiIiIiIiInJ6DHAQERERERERkdNjgIOIiIiIiIiInB4DHERERERERETk9BjgICIiIiIiIiKnxwAHERERERERETk9BjiIiIiIiIiIyOkxwEFERERERERETo8BDiIiIiIiIiJyegxwEBEREREREZHTY4CDiIiIiIiIiJyep70HQERERERERGQLWQUqLMgpwwWlDh1lXshMCkNaZKC9h0UWwhUcRERERERE5PKyClSYtr8IVyv1CPWR4mqlHtP2FyGrQGXvoZGFMMBBRERERERELm9BThm8PSTw95JCIqn56u0hwYKcMnsPzWVkFaiQuqUAHdecReqWApsHjxjgICKHYO9fhkRERETk2i4odfDzlJhs8/OUoECps9OIXIsjrJBhgIOI7M4RfhkSERERkWvrKPNClV402ValFxEp87LTiFyLI6yQYYCDiOzOEX4ZErkCroQiIiJqWGZSGLQGEZU6AaJY81VrEJGZFGbvobkER1ghwwAHEdmdI/wyJHJ2XAlFRETUuLTIQCxJbYtwf0+UawSE+3tiSWpbdlGxEEdYIcMABxHZnSP8MiRydlwJZb758+cjOjra+P3Ro0eRnp6OxMREPPbYY9iwYYPJ8evWrUNaWhoSExORnp6OnJwc4z6tVot58+bhoYceQnJyMqZOnYqioiLj/qtXr2Lq1KlITk5GSkoKXn/9dWi1Wuu/SSIiMpEWGYj9T0bi/KQu2P9kJIMbFuQIK2QY4CAiu3OEX4ZEzo4rocxz+vRpfPHFF8bvS0pKMHXqVAwbNgw//fQT5s+fj//85z84ePAgAODAgQN477338K9//QuHDx/GiBEj8Pzzz6O0tBQAsHDhQhw/fhyffvop9u3bh5CQEEyfPt14/mnTpiEkJAR79+7F+vXrcfz4cSxevNi2b5qIiMiKHGGFDAMcRGR3jvDLkMjZcSVU0wmCgLlz52LixInGbTt37kS7du0wevRo+Pr6IjExEU888QQ2btwIANiwYQOGDx+OpKQk+Pj4ICMjA+Hh4di9ezf0ej0+//xzvPjii4iIiEBgYCAyMzNx8uRJnD59Grm5uTh16hQyMzMhk8nQrl07PP/889i8eTMEQbDXx0BERGRx9l4hwwAHETkEe/8yJHJ2XAnVdBs3boSvry8GDx5s3Jafn4+4uDiT42JjY5Gbm2vcHxsbW+/+wsJCqFQqk/2hoaFo27YtcnNzkZ+fj/DwcISGhhr3x8XFQaFQoLCw0BpvkYiIyC3ZNcDB3FciIiLL4EqopiktLcXSpUvxz3/+02S7XC6HTCYz2RYcHIzy8vIG9wcFBUEul0Mulxu/v3V/eXl5g68FYDw/ERERtZzdAhzMfSUiIrIsroS6vTfffBOjRo3CPffcU2efKIr1vKLpGnt9S89NREREt2eXAAdzX4mIiMjWDh8+jNzcXLzwwgt19oWEhBhXYtQqLy9HWFiYcf+tqy3kcjlCQ0ONqSe3vv7m/fXtA2A8PxEREbWcXQIczH0lIiIiW9u5cyeKi4vRr18/JCcnY8SIEQCA5ORkREVFIS8vz+T43NxcdOvWDQAQHx9fZ//JkyeRkJCAiIgIBAUFmewvLi5GUVEREhISEB8fj+LiYpSUlJi8NiwsDBEREdZ6u0RERG7H5gEO5r4SERGRPcyePRtff/01vvjiC3zxxRdYuXIlAOCLL77A4MGDUVJSgnXr1kGj0SA7Oxu7du3CuHHjAABjxozBzp07kZOTA41Gg7Vr10KhUGDw4MHw8PBARkYGli1bhsuXL0OpVOKdd95Bz5490aVLF8TGxiIhIQELFiyASqXCpUuXsGzZMowZMwYSiaSxIRMREZEZPG19wZtzXy9fvmyyj7mvREREZC1BQUEmD0P0ej0AoG3btgCAFStW4I033sBbb72FNm3aYO7cuejevTsAoE+fPpgzZw5eeeUVlJSUICYmBitXrjSe7+WXX0ZVVRVGjhwJrVaL3r17Y+HChcZrLVq0CHPnzkXfvn3h6+uL4cOHY+rUqbZ660RERG7BpgGO2tzX+fPn19lnqdzXm1dq1O4XRZG5r0RERGSiffv2+O2334zfP/DAA9i2bVuDx6enpyM9Pb3efV5eXnjttdfw2muv1bu/TZs2WL58ecsGTERERI2yaYoKc1+JiIiIiIiIyBpsGuBg7isRERERERERWYNNU1SY+0pERERERERE1mDzIqM3Y+4rEREREREREVmCzdvEEhERERERERFZGgMcREREREREROT0GOAgIiIiIiIiIqfHAAcREREREREROT0GOIiIiIiIiIjI6dm1iwoREREREREAZBWosCCnDBeUOnSUeSEzKQxpkYH2HhYRORGu4CAiIiIiIrvKKlBh2v4iXK3UI9RHiquVekzbX4SsApW9h0bUoKwCFVK3FKDjmrNI3VLAn1cHwAAHERERERHZ1YKcMnh7SODvJYVEUvPV20OCBTll9h4aUb0YlHNMDHAQEREREZFdXVDq4OcpMdnm5ylBgVJnpxERNY5BOcfEAAcREREREdlVR5kXqvSiybYqvYhImZedRkTUOAblHBMDHEREREREZFeZSWHQGkRU6gSIYs1XrUFEZlKYvYdGVC8G5RwTAxxERERERGRXaZGBWJLaFuH+nijXCAj398SS1LbsokIOi0E5x8Q2sW6CbbeIiIiIyJGlRQZyfkpmseffODVBuZpaHAVKHSL5N5ZDYIDDDdRW+PX2kJhU+F2SCv4PSOQCGMAkIiIid+MIf+MwKOd4mKLiBljhl8h1sUUZERERuSP+jUP1YYDDDbDCL5Hr4s2diIiI3JGr/I2TVaBC6pYCdFxzFqlbCviQqoUY4HADrPBL5Lpc5eZOREREZA5X+BuHK3EtjwEON8AKv0SuyxVu7kRERETmcoW/cbgS1/IY4HADbLtF5Lpc4eZOREREDWMKQ/1c4W8crsS1PHZRcROs8EvWwg4e9sUWZURERK7LETqFODJn/xuno8wLVyv18Pe6EeTgStyWYYCDiJqNN13H4Ow3dyIiIqrfzSkMAP76Q1jAgpwy3vtdQGZSGKbtLwIgwM9Tgiq9yJW4LcQUFSJqNuYNEhEREVkPUxhcmyuk2TgaruAgoma7oNQh1Mc0TsqbLjFtiYiIyDKYwuD6uBLXsriCg4iajR086FZsd0ZERGQ5LCZOZB4GOIio2XjTpVsxbYmIiMhymMJATcVuOzWYokJEzcYOHnQrpi0REVFzMcWxfkxhoNth4f8bGOAgagHeiLJEpUsAACAASURBVHnTJVPMFSYioubgH2hEzcduOzcwRYWomVhrgKgupi0REVFzMMWRqPnYbecGBjiImok3YqK6mCtsfxq9ALVesPcwiIjMwj/QiJqPhf9vYIoKUTOx1gBR/Zi2ZB8GQURptQEKrQHh/p7wtfeAiIjMwBRHoubLTArDtP1FAAT4eUpQpRfddgUtV3AQNRMjpUTkKBQaAwqUOii0BnsPhYioWZjiSNR8XEF7A1dwEDUTI6VEZG9qvYBrVQaoDUxJISLnxs5sRC3DFbQ1GOAgaibeiIkcj7t0Nro5HYWIyFXwDzQiaikGONyEu0z6bY03YiLH4S4tBhUaA0qrDTCI4u0PJiIiInIjrMHhBtjOlIjcgat3NlLrBRQqdSiu0jO4QUQuKatAhdQtBei45ixStxRwrkpEZmOAww24+qSfiAhw3RaDBkFEcaUehSoda20QkcviAzkisgQGONyAq076iYhu5oqdjdgdhYjcBR/IkbviyiXLYoDDDbjipJ+I6Fau1GKQ6ShE5G74QI7cEVcuWR4DHG7AlSb9REQNcYUe8ExHISJ3xQdy5I64csny2EXFDbCdKRG5C2fubMTuKETkzjKTwjBtfxEAAX6eElTpRT6QI5d3QalDqI/pmgOuXGoZBjjchDNP+omIXJlaL+BalYErNojIrfGBHLmjjjIvXK3Uw9/rRnpWc1cuZRWosCCnDBeUOnR04/9/GOAgIiKyA4MgorTawAKiRER/4QM5cjeWWrlUW8vD20NiUstjSSrs8v+UziDCUwpIJJLbH2xhrMFBRERkY+yOQkRERJaqH+YotTwEUURptR4FSi3slXDLFRxEREQ2wnQUIiIiupklVi45Qi0PR6klxgCHm2BOFhGR/ej/SkdRcsUGERERWZgla3mYq0onoKRaD43BMYqkM0XFDbC/MhGRfYiiiOvqmnQUBjeIiIhuyCpQIXVLATquOYvULQX826QFMpPCoDWIqNQJEMWar9buQqQ1iLhSocPlCp3DBDcABjjcgqPkZBGRe+CEpUalTsBFpQ6l1XoIbP1KRERkxAewlmWpWh5NYRBEXKvS46JSi0qd46XcMkXFDThCThYRuQdHq+JtD1qDiJJqvUPe9ImIiBzBzQ9gAfyVWiFgQU6Z28wXLM3aXYgEUUS52oByjeDQD264gsMNdJR5oUpv+kNoq5wsInIv7rxirLZyuKM+0SAiInIUF5Q6+HmathDlA1jHVdv9rUxtcOjgBsAAh1uwR04WEbknd52wKP+68V9XG+zWFo2a7sSJExg7diwSExPRu3dvzJw5EyUlJQCAo0ePIj09HYmJiXjsscewYcMGk9euW7cOaWlpSExMRHp6OnJycoz7tFot5s2bh4ceegjJycmYOnUqioqKjPuvXr2KqVOnIjk5GSkpKXj99deh1Wpt86aJiBwIH8A6hwqtgAKFFsVVeugF55jhMMDhBmyZk0VE7s3eExZb1//Q6AVcUulQ5EQ3fnenUCgwadIkDBgwANnZ2di5cydKSkowd+5clJSUYOrUqRg2bBh++uknzJ8/H//5z39w8OBBAMCBAwfw3nvv4V//+hcOHz6MESNG4Pnnn0dpaSkAYOHChTh+/Dg+/fRT7Nu3DyEhIZg+fbrx2tOmTUNISAj27t2L9evX4/jx41i8eLFdPgciInviA1jHpv5rfvNnpQ5aJ5vfMMDhJtIiA7H/yUicn9QF+5+MZHCDiKzCnhMWWxYsMwgiiiv1uKjSoVrPdBRnotVq8eqrr2LChAnw8vJCWFgYBgwYgDNnzmDnzp1o164dRo8eDV9fXyQmJuKJJ57Axo0bAQAbNmzA8OHDkZSUBB8fH2RkZCA8PBy7d++GXq/H559/jhdffBEREREIDAxEZmYmTp48idOnTyM3NxenTp1CZmYmZDIZ2rVrh+effx6bN2+GIPBniIjcCx/AOiadQcTVSh0KnXh+wyKjRERkMTUTlppaHAVKHSJlXshMCrPJhMUWBctEUYRcIzhFDirVr3Xr1hg5ciSAmn/P8+fPY/v27Rg0aBDy8/MRFxdncnxsbCz27t0LAMjPz8ejjz5aZ39ubi4KCwuhUqkQGxtr3BcaGoq2bdsiNzcXgiAgPDwcoaGhxv1xcXFQKBQoLCxEZGSkld4xEZFjsnZRTGo6gyCiTG2AQuP8qbYMcBARkUXZa8Ji7Y5RVToB16r0TrdUk+p35swZjBw5EoIgYNSoUZgxYwamTJmCzp07mxwXHByM8vJyAIBcLodMJjPZHxQUhPPnz0Mulxu/v3V/eXk5RFGs97UAUF5ezgAHERHZnCiKKNcIuO5CD26YokJERC7BWvU/9ELNcs3LFc6Xh0oNi4mJQV5eHnbv3o0LFy5g5syZAGomey3R2Otbem4iIiJLUWoMuKDUobRa7zLBDYABDiIichGWrv8hiiKuq2u6o6i0zpmHSo2TSCTo1KkTZs6ciT179sBgMBhXYtQqLy9HWFjNz1BISIhxNUctuVyO0NBQY+rJra+/eX99+wAYz09ERGRtlToBF5Valy2QzgAHETkEW3e/INdjyYJlVToBF13wqQYBWVlZGDFihMk2qbRmOpSSkoK8vDyTfbm5uejWrRsAID4+vs7+kydPIiEhAREREQgKCjLZX1xcjKKiIiQkJCA+Ph7FxcXGdrS1rw0LC0NERIRF3yMREdGtNHoBl1U6XKnQQWNw3bkNAxxEZHe27H5Brq2lHaP0gog/K5iO4soSExNx8eJFLF26FGq1GmVlZfjggw+QmJiIYcOGoaSkBOvWrYNGo0F2djZ27dqFcePGAQDGjBmDnTt3IicnBxqNBmvXroVCocDgwYPh4eGBjIwMLFu2DJcvX4ZSqcQ777yDnj17okuXLoiNjUVCQgIWLFgAlUqFS5cuYdmyZRgzZgwkEomdPxUiInJVtZ1RLqp0qHLSzijmYICDiOzu5u4XEknNV28PCRbklNl7aOQmbk5HqdC5/s3fnbVp0wZr1qzBDz/8gB49emDIkCGQyWR4//33ERoaihUrVmDr1q1ISkrCq6++irlz56J79+4AgD59+mDOnDl45ZVXkJSUhC+//BIrV640Fgt9+eWXkZycjJEjRyIlJQUajQYLFy40XnvRokVQKpXo27cvRo0ahX79+mHq1Kl2+RyIiMi1CaKI0mo9CpRat0q1ZRcVIrI7a3e/IGpM5V/dUXRcseE2unXrho0bN9a774EHHsC2bdsafG16ejrS09Pr3efl5YXXXnsNr732Wr3727Rpg+XLl5s/YCIioiYSRRGKv1raG9wwzZYBDiKyu44yL1yt1MPf68YybUt0vyBqjNYgoqRaj0oXWrGhF0ScLNVApTXg8Y6BaBfA/4eIiIjcRaVOQIkdW9qLoojsIjUOX62Cp1SC0dFBePAuP5uOweYpKidOnMDYsWORmJiI3r17Y+bMmcaCW0ePHkV6ejoSExPx2GOPYcOGDSavXbduHdLS0pCYmIj09HTk5OQY92m1WsybNw8PPfQQkpOTMXXqVBQVFRn3X716FVOnTkVycjJSUlLw+uuvQ6vV2uZNE1GjLN39gqgx4l9LNi8qtS4T3KjUCfjklBwDtxXi6awreO7bInRYfRYf5ZXf/sVERETk1G4uIGqP4IZBELGnoAJPfnkFE775E8tz5Vjyazl6bS7AtnNKm47FpgEOhUKBSZMmYcCAAcjOzsbOnTtRUlKCuXPnoqSkBFOnTsWwYcPw008/Yf78+fjPf/6DgwcPAgAOHDiA9957D//6179w+PBhjBgxAs8//zxKS0sBAAsXLsTx48fx6aefYt++fQgJCcH06dON1542bRpCQkKwd+9erF+/HsePH8fixYtt+faJqAGW7H5B1BiVtqbn+3W1Aa6waLOkWo+Fv5Sh/5aLmH+sDFcq9cZ9ggi8sP8qim7aRkREZAvW6I7Hjnt1GQQRxZV6uxUQ1RgEbP5dice/uIS/fV+MvDJNnWNe+aHYpmOyaYBDq9Xi1VdfxYQJE+Dl5YWwsDAMGDAAZ86cwc6dO9GuXTuMHj0avr6+SExMxBNPPGHMkd2wYQOGDx+OpKQk+Pj4ICMjA+Hh4di9ezf0ej0+//xzvPjii4iIiEBgYCAyMzNx8uRJnD59Grm5uTh16hQyMzMhk8nQrl07PP/889i8eTMEwTWe3hE5u5Z2vyBqjNYg4rJKh6uVrtHz/Q+FFq/9dA39t1zE8lw5FA0UD9MLQG6p2sajIyIid2aN7njsuGeqtjj6BaUOCq3B5tdXaQ1YmVuOh7cW4h+HSxqtm3dRpYPBhnMvm9bgaN26NUaOHAmg5h/l/Pnz2L59OwYNGoT8/HzExcWZHB8bG4u9e/cCAPLz8/Hoo4/W2Z+bm4vCwkKoVCrExsYa94WGhqJt27bIzc2FIAgIDw9HaGiocX9cXBwUCgUKCwsRGRlppXdMRET2JIgiyqoNkGucf8WGKIr4+Zoaq/Pl2H+pqkmvkUqA2DAfK4+MiIjohpu74wH4q8aagAU5Zc1+gGWNczqrCq2Akmr7FEe/VqXHf08rsOE3ZZO7zj0c4Q8Pqe3aodulyOiZM2cwcuRICIKAUaNGYcaMGZgyZQo6d+5sclxwcDDKy2vyh+VyOWQymcn+oKAgnD9/HnK53Pj9rfvLy8shimK9rwWA8vJyBjiIiFyQSmtASbXB6VdsGAQR+y5VYnWeHL+W1l362ZhZSWEsNEpERDZlje547LgHqPUCSqoNqLZDKkqBUovVeXJs/0MFc8qXxYR4Y0n/cOsNrB52CXDExMQgLy8P58+fxz//+U/MnDkTQM3TqZZo7PUtPTcRETkHrUHEtSq9XXJRLUmtF7DtnAprTylwUWXeBO7+1j74v+TWGNZZdvuDiYiILMga3fHcueOeXhBRWm2A0g6pKLmlaqzKk+Obi5VmrYQN9/fEKw+EYUrXEOOqG1uxW5tYiUSCTp06YebMmcjIyEDPnj2NKzFqlZeXIyyspotCSEiIcTVHLblcjtDQUGPqya2rPGr3i6JY59y139een4iInJurpKNcVxuw/owCn51RoFxjXpCmXzs/TI4LxrBOAZD5sBM8ERHZXmZSGKbtLwIgwM9Tgiq92OLueNY4p6OrrbNRrhEg2PBhvSiK+PHPaqzKk+NIUbVZr+0S7IVn40MwqGMA7g31gVRiu9SUWjYNp2RlZWHEiBGmA5DWDCElJQV5eXkm+3Jzc9GtWzcAQHx8fJ39J0+eREJCAiIiIhAUFGSyv7i4GEVFRUhISEB8fDyKi4uN7WhrXxsWFoaIiAiLvkciIrI9hcaAAqUO5U4c3ChU6jDvSAn6b7mID34tb3Jww0sKDO8UiF1D22PVI+HoGd4KEjtMKIiIiADrdMdzt457Sk1NAdEytcFmwQ29IOLLCyqM2H0Zk/ddNSu48cCdvlie2hY7h0ZgWKdAeNmw5satbPp4JzExERcvXsTSpUsxefJkVFZW4oMPPkBiYiKGDRuGDz/8EOvWrcOTTz6JEydOYNeuXVi5ciUAYMyYMXj55ZcxZMgQdO3aFRs2bIBCocDgwYPh4eGBjIwMLFu2DPfddx9kMhneeecd9OzZE126dAEAJCQkYMGCBfjHP/4BuVyOZcuWYcyYMZwEEhE5sSpdTaEtjcFZwxrAryU1hUPNXf4Z4CVFRrQM42OC0MafqzWIiMhxpEUGWjz4YI1zOhq1XsC1KgPUBtul2damxK7Jl+NShXmt5VMj/DAlPgSJd/paaXTms+mMqE2bNlizZg3efPNNrFixAgEBAejZsyfeeOMNhIaGYsWKFXjjjTfw1ltvoU2bNpg7dy66d+8OAOjTpw/mzJmDV155BSUlJYiJicHKlSuNxUJffvllVFVVYeTIkdBqtejduzcWLlxovPaiRYswd+5c9O3bF76+vhg+fDimTp1qy7dPREQWojWIKKnWo9KcSlcORBBFHLhchdV5cuRcM6+Na1s/D0yIDUZ6FxkCvG2b10pERESWpxdq5jWqBtq+W4NCY8D635T49LQCZeqm1/fwlABD7wnE5PhgdA72tuIIm0cisvqmicuXL+Phhx/Gt99+i/bt29t7OEREdBO9UFNnwx493y1BYxCw83wF1uTLcV5hXuHQqBBvTI4LxqCOAbdd+hnu74lAb4+WDNUE7422w8+aiMh9CLV1NtS2S7EtrtRj7Sk5Nv6uRJW+6Vf185QgPUqGZ2KDEd6ElaOdg70tWoOjqfdHrmklIiKHZ69CW5ai0Biw4TclPjujQEm1ecGZXuGtMCkuGH3uYm0NIiIiV6HQGFCmtl07+z8UNa1ed543r9VriI8U4+8NxugYGYJ9LPfwxFoY4CAiIoem0hpQUm27CYAlXanQYe0pBbacNe8piYcESIsMwOS4YMSG+VhxhERERGRLtq4fdqJEjVW5cnx7ybxaX+0CPDE5LhgjOgeilafzpMQywEFE5OSyClRYkFOGC0odOsq8kJkU5hJFuNR6ASXVBlTrna/OxqkyDVbny5FVUAFz5i9+nhKM6iLDhNggtAvwst4AiYiIyKZ0f9UPq7BB/TBRFHHwShVW5clxrNi8Wl/RId6YEh+MtMgAeNqxG0pzMcBBRHQbjhxAyCpQYdr+Inh7SBDqI8XVSj2m7S/CklQ4zBjNZRBElDphnQ1RFPHDn9VYky/H4avm9Y1v3coD4+4NQkaUDEFOsPyTiIiImkYQa+qHyW3Qyl4viPiqoAIf5cnxW7nWrNf2aOuLKfEh6OvkKbEMcBARNcLRAwgLcsrg7SGBv1fN0kF/LwkAAQtyyhxifOYQRRFyjWDTnu+WoDXUTCZW58vxu5mTiU5BXpgUF4yh9wTC28N5JxNERERkShRFKP6a1xisPK+p1gvYelaFNafkuGJGq1cJgEc6+GNKfDC6tXacVq8twQAHEVEjHD2AcEGpQ6iPaV6kn6cEBUrzOnTYW5VOwLUqPbROVGejQitg0+9KfHJajuIq81abdG/ji8lxwUhp72fRCuNERERkfxVaAaXV1p/XyDUGrDujwKenFSjXND31xUsKPNEpEJPjgnFPkOO1em0JBjiIiBrh6AGEjjIvXK3U/xV4qVGlFxEpc476DbbMR7WU4ko9PjmtwKbflWaNWyoBBnTwx7NxwbjPRZ6SEBER0Q2av+qHVVm5ftjVSj0+zpfjczOLmPt7SZARFYQJsUFo4+eaoQDXfFdERBbi6AGEzKQwTNtfBECAn6cEVXoRWoOIzKQwew+tUfbo+95Sv5VrsCZfjt3nK2DGXAK+HhKM6ByIibHB6OAgPzdERETOxpFroukMIkrVeqi01g1snC3X4qP8crPnInf4emBCbBAyomWQebt2rS8GOIiIGuHoAYS0yEAsSa1JpSlQ6hDpYDf8+jhT21dRFHGkqBqr8+X44Yp5hUNDfKQYe28QRkcHIdTXtScTRERE1uSoNdH0Qk0BUaXWug9sfr5WjVW5cnx3ucqs13UIrGn1OrxzIHw8nKfVa0swwEFE1AhnCCCkRQY61HgaotELuOYkbV/1goivL1ZgdZ4c+dfNKxx6d6AXnokNwojOgfB1or7xREREjsrRaqLZYiWqIIo4cLmm1esv18xr9RoX6o0pXUMwsIM/PJyw1WtLMMBBRHQbzhJAcFTO1Pa1Uidgy1klPjmlwJXKplchB4CE1j6YHBeMhyPcbzJBRERkTY5UE02hMaC02nqdUXSCiC8vVOCjvHKclZv3/h4Mb4Up8cHoFe7crV5bggEOIiKyGrnaYJP2aC1VUq3HZ6cV2PCbEgoz8mclAFIj/DA5PhgP3NnKegMkIiJyY45QE61SJ6DEih3fKnUCPj+rxNpTClw14yGLBMCjd/tjStcQxIf5WGVszoQBDiIisrgqnYCSaj00BscObPyh0OLjfDl2/KGCOY1cvKUSDOsUgIku2F6NiIjI0dizJpr6r84o1kqxva424LMzCqw7o4DczFavIzrLMCkuCJEyx5mLeEgkkHlLYa/1IwxwEBGRxThD21dRFPHzNTVW58ux/5J5xbqCvKV4OlqGcfcG4Y5WvIUSERE1lzldUexRE83anVEuV+jwcb4cW86qoDbjgVCAlxSjo2UYHxuE1g40F/HzlCLIR4oAL6ld02Mc5xMhIiKn5QxtXw2CiH2XKrEmX44TJRqzXtsuwBMTY4MxonOgscAZERERNU9zuqLYqiaaINZ0RpFrrDOnOXNdg1V5cmQVVMCcha6tW/3V6jVKhkAHafXqKZUgyFsKmbcHvDwco+YHAxxERNQi1i621VJqvYBt51RYe0qBiyrzinXFhfng2bhgDLzbH54sHEpERGQRjtYVBahZ4anQCFapHSaKIo4Vq7EqT46DV8xbPRop88KzccF4olMgvB0giCAB4O8lRZCPh0M+9GGAg4iImsXR62xcVxuw/owCn51RoNyMnFYA6NfOD5PjgpHc1tdtq5ATERFZiyN1RQGsV0BUEEXsv1SFVXnlZq8eve8OH0yJd5zubN5SCYJ8PCDzljrEeBrCAAcREZnF0etsXFTq8PEpObafMy+n1UsKDOkYiIlxQYgKYRVyIiIia3GErigAoDWIuFalR5WFC4hqDSJ2nldhdb4c5xXmBW363NUKU+JDHOIhiwRAoLcHgnykaOXpeKs16sMABxERNYm1c1Jb6mSJGh/ly/HNxUqzxhfgJUVGtAzjY4LQxp+3RSIiImuzdleU2xUwNQgiytQ1cxpLqtAK2PS7EmtPyXGtuunnlkqAtLsD8Gx8MGIdoNWrr0dNwdBAbymkTraSlTM5IiK6LUetsyGIIg5crsKafDmOFavNem1bPw9MiA1GehcZAryd46kEERGRK7BmV5TGCpg+dncAyjUCrqsNECw4pymt1uPT0wqsO6OEyowVrj4eEozsHIhJccGICLTt6pVbeUgkCPSWIshbCh8nWa1RHwY4iIioQY5aZ0NrEPHFeRU+zpfjDzOXfkaFeGNyXDAejwxwiGJdRERE7shaXVEaKmD65tFSRIf4QG/BOhuFSh1W58ux7ZzKrPodMm8pxsQEYVyMDGF2bvXqKO1dLYUBDiIiqsNR62woNAZs/F2JT08rUGLG0k8AeDC8FSbHBaPPXa1c4gZOREREdd1awNQgiPCQABcUOosFN06V1bR63XOxAuacso2fBybGBmNUlAwBduxA4imVQOYtRZADtXe1FAY4iIic3O3yTM3hqHU2rlTosPaUAlvOKlGlb/rIPCRAWmQAJsUFI84BclqJiIjIumoLmPp6AnqhpkVrtV5Eu4CW/ekriiKOFFVjVa4cP16tNuu19wR5YUp8MAZ3tF+rV0dv72opDHAQETmxxvJMzQ1yOGKdjVNlGqzOlyOroALmZMn4eUowqosME2KD0C7AvjmtREREZDt/uz8U078rgtYgga8HoDbUpLZO7hrcrPMZBBF7CyuxKk+OvDLzWr3e39oHz8aHIDXCz27FOr2lEsj+au/q6cDtXS2FAQ4iIifWUJ7pgpyyJgc4qvUCrlU5Tp0NURTxw5/VWJMvx2Ezn5C0buWBcfcGISNKhiAfDyuNkIiIiByNziCiVK3HvaE+eK3nHVidK8eVCj3aBXhictdgpLTzN+t8GoOAHX9UYE2+HAVK8+p9pbTzw3Ndg/HAnfZp9eqM7V0thQEOIiIndmueKVCzeqEpN2JHq7OhNYj4qqACq/Pl+L1ca9ZrOwV5YVJcMIbeY7+ln0RERGR7BkHEdbVpem1KO3+zAxq1VFoDNvymxH/NrPflIQEGdQzA5LhgxITaJy3Wmdu7WgoDHERETqw2z7Rm5UaNKr2ISFnDaRmCWDMRKFc7Rp2N2p7xn5yWo7jKvMKh3dv4YnJcMFLa22/pJxEREZnHEvXDRFG0aMvXa1V6fHJagY2/Kc16+NPKU4Inu8gw0U5psR6SmoKhMidv72opZgU41Go1du3ahby8PBQXF+P111/HHXfcgZ9//hndu3e31hiJiKgBmUlhmLa/CIAAP08JqvQitAYRmUlh9R6v0BhQpjZYtEVacxVX1kwkNv1u3kRCKgEGdPDH5LhgdGvta8URkiPiXISIyLllFagw6Zs/odQI0AkirlXqMembP7Fm4F1NCnKIogilVrDYfKZAqcXqPDm2/6GCOYtag32kGBcThNExQQj1tW1abG3BUJm3B/y9JOwOd5MmBziuXLmC8ePH48qVK7jrrrtQXFwMjUaDCxcu4JlnnsHy5cvRt29fa46ViIhukRYZiCWpNbU4CpQ6RDbwFMSR6mz8Xq7BmnwFdl8wbyLh6yHBiM6BmBgbjA6NrFAh18W5CBGR85t96BpKqw3wlErg5SGBIAKl1QbMPnTttgEOldaAsmoDtBYIbJwsVeOjPDm+uVhp1orWu/w9MTEuCE92lsHPxt1IfDwkkHnXFAz1cIOCoc3R5ADH22+/jbCwMHz88cfo0KED7r//fgBAp06dMGXKFE4qiKhFLNnq1N2kRQY2+Fk5Sp2N2tZqq/Pl+OGKeYVDQ3ykGHtvEEZH2/4JiTPxkEgQ4FWTd2vrCZetcC5CROT8fi/XwkNSsyITqPnqIUGj9bcqdQJKq1v+oEYURfz4ZzVW5clxpMi8+UhUsDeejQ/G4x0D4GXD4IKHRIJAbymCmILSJE0OcBw5cgQrV65Ehw4d6uwbOnQoPvnkE4sOjIjchyVbnVINgyCiTG2AQmPfOht6QcTXFyuwOk+O/OvmFQ69O9ALE+OCMLxTIHx5Q69X7aQnwMt1gxo341yEyLXxYYcbuTU+0EC8QK0XUFptQJW+ZQ9qaucjH+XJccrM+UjSnb6Y0jUYKe38bJYKIgHg5yVFEFNQzNbkAIcgCAgJCal3nyiKEATHqMJPRM7HEq1OqYalC241V6VOwNZzSqw9pcCVCr1Zr01o7YPJccF4OMKfyy/r4Sm9sVLD3Vq/cS5C5Lr4sMN9RAV74XS5FoAIKQABgCAC94bcknSWZQAAIABJREFUSD/VGkSUWmAFqlovYNs5Fdbky3HJzPlIaoQfpsSHIPFO29X7YgpKyzU5wNGpUyf897//xT/+8Y86+7766it06dLFogMjIvfRklandIMjFBAtqdbjs9MKbPhNCYW26ZMSCWomEpPjg/HAna2sN0An5c5BjZtxLkLkuviww3281bcNJn59BSqdCL0gwlMqQbC3BG/1bWNcgSrXmNdV7VYKjQHrf1Pi09MKlKmbfi5PCTDknkA8Gx+MzsHeLRpDU7ELimU1OcAxduxYZGZm4syZM+jVqxcMBgM2bNiAgoICHDhwAO+//741x0lELqw5rU7pBkvlpbbEHwotPs6XY4eZFci9pRIM6xSAiXHBuCfINhMJZ+EtlSDAWwp/L/cOatyMcxEi18WHHe4jLTIQLyaEYuEv16ExiPDzkOCFbiFIbuuHC0pdi1agFlfqsfaUHBt/V6JK3/Tz+HlKkB4lwzOxwQj3N6vRaLOwC4r1NPlfb8iQIZBKpVi2bBk++OADAMCaNWsQFRWFd999FwMHDrTaIInItZnb6tQSXCHPV/tXAdFKOxUQFUURP19TY3W+HPsvVZn12iBvKZ6OlmHcvUG4o5X1JxLOwtdDioC/amp4e3CycyvORYhcFx92uI+sAhU+yVegrZ8n7pFJoNIJWJ2nwF0BXkhp59+sc/6hqGn1uvO8eQ9aQnykGH9vMEbHyBDsY/1C5j4eEgR5eyCQKShWY9asctCgQRg0aBAqKytRUVGBwMBA+Pn5WWtsROQmmtrq1FKcPc9XEEWUVdcs37THmg2DIOLbS5VYnS/HiRKNWa9tF+CJZ2KDMLKzzLgM2Z3VPsHx96oJanCyc3ucixC5Jns87LAGV3iAYm216UitPCXQCTUrFg1SYHWu3OwAx4kSNVblyvHtJfNavbYL8MTkuGCM6Bxo9VWSTEGxLbMCHCdOnMCVK1cwaNAg+PvX/PCtWrUKSUlJxlZtRETN0VirU0tz5jxfpcaAkmoDDHYoIFpbqGvtKQUuqsxbMhwX6o3J8cF49O4AeLr5H/G17VxrAhtclmouzkWIXJOtH3ZYQ1aBCpO++RNKjQCdIOJapR6TvvkTawbe5VTvw9rOK7SQeUuhvSm11tcDTS5KLooiDl6pwqo8OY4Vq826dkyIN6bEB+OxSOvOR5iCYj9NDnAcOHAAL730EoYNG4ZBgwYZt/8/e28e31Z15v+/771abEuWZDsrTkICiZPYoTBp2pQCDQMFmk6n0GXYWrYEfmGGMCUwdBjapIWWwgyhoU2/pSxhKXtJmQ7tTGhZBkqmkJDSgpcsZE+czZska7/L+f1xLcV2bEdyZFu2z/v14iWsK12de+3oPOdznufz1NbW8uCDD/Lzn/+cBQsWDMggJRKJJJ8MxzrfhGFxJGaSMAe/HKU1YfLclhDPbAnRlszt88+pLOb6mjLmTyga1ZO79NPIDzIWkUhGNoO52TEQ3LH+CM1xE4eq4NQULAHNcZM71h8Z1teVLywhaE2YTChx0BQ3KXYcjQsSpp1V0ReGJfif3REerQuyrS23Vq+fnlDEDXPKOOek4gGNR4o0O1NDlqAMHVkLHD//+c+5+uqr+dd//dcuz//0pz/lJz/5CatXr5ZBhUQiGRYMpzpf0xI0x01CqRNzE+8Pe8M6TzQEeXl7O4kcDEydKnxpWimLavxUlbkHcISFTbFDzWRqSD+N/CBjEYlEUshsa0uhKZBe16oKaAo5L8ZHIp07vS0+LcDd7zYDduZGwrR9xRafFujxvXHDYu3H7TxRH6Qxmn2rVwW4YIqHG+YE+MTYgWv1KktQCousBY6PP/6YBx54oMdjX/3qV3nyySfzNSaJRCIZUIZDna8QglDSoiUx+OUoHzbZxqF/2JNbPavXqXL5TB9Xz/IzfhAcyAuNdDpqWtSQOzf5R8YiEomk4On+1T/Kp4KYbtHUrdPbgkoPK860PTcaI4bth3Fa4Bj/jbaEybNbQzyzObcMUqcKF59ayuIB7NAmS1AKl6wjUI/HQ2NjI5MnTz7mWGNjY6YOViKRSAqdQq/zjeoWTTGDlDV4woYlBG/tj7GmLsimI7nVs04o0bimOsClM3x4XaNr5yLtp+F1qZQ4ZIAz0MhYRCKRFDJVASeb21KAQAUswBIwu6zwMkQHmqRh0Zwwe+30tqDS06uh6IGIzhMNIV76OEw8h1avHqfC5VV+rqn2M75kYDZaXKqC363hkyUoBUvWv/kLL7yQ5cuX8+1vf5tPfOITeDweQqEQ77//PitXruTzn//8QI5TIpFI8koh1vkORdvXpGnxys4Ij9cH2RnKzYOkqszF4poAX5zqHVUlGE71qKgh/TQGl3zFIo2Njdx33328//77AMyfP58777yT8ePHs3XrVu655x4aGhrw+/1ccsklLF26NCNevfrqqzz00EPs3buXyZMns3Tp0kx7WiEEq1ev5pVXXiEYDFJdXc3y5cuZMWMGAOFwmLvuuosNGzZgWRZnnnkm3//+9yktLazvIolE0j/uO2c81/2+kXZdYFgCh6oQcCncd874oR7aoGF0lNaG+1Fa+3Fbisfq2/jdzgg56BqMKdK4utrPFTN9+Fz5b/WqKQqlHSUoRXLeL3iyFjhuvfVW9uzZw80339xlh0oIwWc+8xn+5V/+ZUAGKJFIJCMdw7Lbvg6mz0YoafL81jDPbAnRFM/tcz87sZhFNQHOHmCjrkIibRJa6pT1tUNJvmKRG2+8kZkzZ/L666+TTCa59dZbWbFiBT/5yU9YsmQJF198MQ899BAHDhzghhtuYMyYMVxxxRVs2bKF22+/nVWrVnHOOeewfv16li1bxtq1a6mqquK5557j5Zdf5uGHH2by5Mk88sgjLFmyhHXr1uF2u/nud79LNBrlN7/5DYqi8O1vf5sVK1awatWqgbplEolkEFk4tZQnLqos2AzRgeREWthvOhznsbog/7s/ltP7JnsdLJ5jt3p1a/mfm+0SFLv0dLTEOyOBrAUOr9fLmjVrqKur46OPPiISiVBeXk5VVRWf+MQnBnKMEolEMiLpKxh4uzHKmtog+yMGk3qpTe0PjRGdJxtCrP04TCyH7RFNgYVTvSyuCVBdMTqMQ92aQqlLwytNQguGfMQi4XCYOXPmcMstt+D1evF6vVx66aUsX76ct956i3g8zs0334zD4WDGjBlcddVVvPDCC1xxxRX86le/4qyzzspkipx//vmceeaZvPTSS3znO9/h+eef55prrmHmzJkA3HTTTTz77LO88847nHHGGbz22musXbuWMWPGAHDLLbdw2WWX0draSnl5+cDcNIlEMqgUYoboQCKEIJi0aM3RMyxdGvtoXZAPciyNrSl3cf1pZVw0xZP3MhGXquDrKEEZ7W3thys5FyfNmTOHOXPmDMRYJBKJZNQQTpo0xXsOBt5ujHLn+iNEUhaGBS1xgzvXH+FHZ4/rt8jR0JJkTX2Qdbsj5NAQhRKHwqVVPq6Z7eck78ivIU53PvE6VZxS1ChYTiQW8fl83HvvvV2eO3jwIOPHj6e+vp6qqiocjqPhUXV1NStXriSZTFJfX8/ZZ5/d5b3V1dW8++67JBIJtm/fTnV1deaY0+mkqqqK2tpa3G43iqIwa9aszPFZs2YhhGDz5s2cddZZ/boeiWS0sm53O/dvamFXWGfaKMqUKCQ6d0bJFt0S/G5nO4/VBdmeY2nsZycWc8OcAGdOzG8GqSxBGVn0KXB861vf4p577sHr9fKtb32rzxMpisKDDz6Y18FJJBLJSCNlCo7EDGJG7z4bD/y5hbaEhaaCQ7MNytoSFg/8uSUngUMIwfoDcdbUB3n3YDyncY4t1rh6tp/Lqnz43fmvZy0UFGxRo7QjBVUahhUeAx2L7Ny5k4ceeojvf//7bNy4EZ/P1+V4IBDAsixCoRDBYPCY436/n7a2NkKhEEII/H5/j8eDwSAejwdNO/rvyel04vF4aGtry2nMEsloZ93udpa+eQiXplDuVjkYNVj65iF+dh5S5BgEIimL5nhuZuhR3eKlj8M82RDiYA6tXlUFLpzi4YbTypiT5wxSWYIyMulT4KitrUXX9cz/94X8o5BIJJLesYSgNWHSljh+bequkI6q2JM62I9CsZ/PhpQp+J/dtnHo1rZUTuM81e9kUU2AL59SOmLLMmQ71+HFQMYitbW1LFmyhOuuu46///u/Z+PGjYjjpFifyPHjvVcikWTH/ZtacGkKHqe92+5xKoDF/ZtapMAxgMR0i+a4ScLM3gy9NWHyzJYQz24JEcyh1atLVfjK9FIW1fiZ6stfq1dZgjLy6VPgePPNN3v8f4lkOCBTFyWFgBCCUNKiJcfaVLrPuVnMwZGUxYvbwjy1OcjhWG7GofPGFXH9nAALJpWgjkDBWlUUPE4lI2qMxGscqQxULPLOO+9wyy23cNttt3HllVcCUF5ezo4dO7q8LhgMomkagUCAsrIygsHgMccrKioIBAKoqtrj8aqqKsrLy4lGo+i6jtNpl3vpuk40GqWioiJv1yWRjAZ2hXXK3V1LCUocCrvDuZU8SLIjYdjCRl/Zp93ZH9F5oj7I2o/bSeRQG+t1qlw508fV1X7GFuen1auqKJQ6VfxuWYIyGsj6N3zjjTfS2to6kGORSPJGOnXxYNTokrq4bnf7UA9NMopoT5nsDusciRs5iRvTfE6EAFPQ5XGar2cPjMNRg//Y1MKCtXv4jz+3ZC1uqApcdLKHX32xkmcXVvK3kz0jauGvKQo+l0al18mpficTPU5KXdqIusbRRr5ikQ8//JBly5bx7//+7xlxA2xvj61bt5JKHc18+uijj5g9ezYul4s5c+ZQV1fX5Vy1tbWcfvrpuN1uZsyY0SXLJJVKsWXLFs444wxmz56Noig0NDRkjtfV1aFpWhffDolEcnym+ZzHGGXHDMHUXuZJSf9ImYKDUZ297XrW4saW1iS3/fEwF768l2e2hLMWN8YWa9z+yXLe/vrJ3PbJiryIGx6nykSPg1P9TsZ7HFLcGCVk/Vuur6+nsbFxIMcikeSNzqmLimI/ujSF+ze1DPXQJKOAuGGxN6xzMGqg51Cfmua2eRX4XQqaYvtvaAr4XQq3zeu6y7u1Lcm/rj/Meb/ew5r6IBE9u+CjSFO4cqaP318yhZ+eO4HTxxblPMZCxaEqBNwak7xOTvE7meBxZL4HJMOffMQihmFw5513cvPNN2e6oaRZsGABgUCA1atXE4vF2LJlC08//TRXXXUVAJdffjkbNmzgtddeI5VKsW7dOjZt2sTll18OwDe+8Q2efvpptm3bRiwWY9WqVYwbN46zzjqL8vJyFi5cyIMPPkhLSwtNTU38+Mc/5stf/vIxvh0SiaRvbp9XQcoURHULIezHlCm4fZ7MhsoHhiU4HDXYE07Rnjp+bCGEYOOhONe/foCLf7uf3+3KzdDcrcE/zCjl+jlleF0nJkK4VIUxxQ62tSW56tVGPvHMTs7/9R65yTmKyFoau/vuu1m1ahXf/OY3qampOcZkC6C4uDivg5NI+otMXZQMBSlT0Bw3shYaemNBpYd7zxnPmtogjRGDyk5tYoUQvHfINg59pzE349Ayt8o3Z/u5cqaf8qKRYxzqVO3Sk1Lpfj7iyUcs8te//pXt27ezcuVKVq5c2eXYq6++yiOPPML3vvc9PvOZz+D3+7n22mu55JJLAJg+fTqrVq3igQceYNmyZUydOpXVq1dz8sknA3DZZZfR3NzMokWLCIfDzJ07l4cffjhTknLXXXdx1113ceGFF6IoChdccAHLly/Px62RSEYVC6eW8rPz7A2t3WGdqbIUOS/k4heWfv0be6M8Whfkw+Zkzp+nYW/iWBY8/FEQTVVYenruLbO7d0FZt7udb711WJrQjlIUkaXj1d/8zd9gWVaXtM3ubN68OW8DGyr279/P+eefzxtvvMGkSZOGejiSfnLe2t0cjBoZ8ymw3Zsnehy8+fWpQzcwyYjEEoKWuEkwmV1AkA1vN0ZZUxtkf8RgktfBtTV+Yrrg8fog9a25GYeeXOrkuho/Xzm1dMQIAG5NybRzdY+QaypkCmVuHA2xSKHca4lEMnrI1S8sZQpe2dnOmvogO3Ns9XpOZTGbDsXRTbtTXBrTgiKHwqYrT8n6XL11QZHrgJFJtvNj1hkcixYtkim+kmHD7fMqWPrmIcCixKEQM4RMXZQMCMGEmbuB6HF4uzHK3e8249IUSp2wPZhi6f8ezindE+CMsW4W1wQ4f7Jn2HcKSbdz9TpVvNL5fNQiYxGJRCLJL7m0fI3oFr/aFubJhtzMzFUFvjjVy/VzAswudzP7qR041WNfE9OPP4ZsuqDITO7RTdYCx80330xraytvvPEG+/btIxQKEQgEOPXUU7ngggtkeYqkoJCpi5KBJqZbNMUNkrmqDlmwpjaIqkA4ZdKWtHIWNs6bXMLimgCfHFc0rBeDndu5el2y84lExiISiWRouHvDEVZ90Ep7yqLUpbJsbjkr5o87oXMOdbe/uGHRFMuu5Wtz3ODpzSGe2xomnIUnRxq3pvD16aVcVxNgculRA1iPUyGqCwQgsOd7hXS732NJd0HxuVWKs8janOZzdmRwHD2fNKEdPWQtcGzYsIF/+qd/IhqN4nA4KC4uJhaLYZomPp+Phx56iE9+8pMDOVaJJCcWTi2VgsYJMtSTbyGim4KmPPhs9MaOUIraliRxQ+RU7uJU4ZJT7SDiVH/++sUPNmlRo9Ql27lKjkXGIhKJZLC5e8MRfvBeM6oCLtXe4PjBe80A/RY50t3+hsIjImlYNCdMolnEMfvaddbUB3l5e3tOGzoKcOMnyrhqlo+KHrqhnDu5hN/ujGZ+Tgsd504u6fI6t6bgd2n43LnFAzKTe3STtcBx7733MmvWLJYvX86sWbMyz9fV1fHDH/6QH/7wh/znf/7ngAxSIpEMPut2t7PoDwcIJy10S3AkarDoDwd4/MKTRqXIkavxVi4IIfjzkQSP1QX53/2xnN7rd6lcMdPHN2fnr1/8YCMzNSTZImMRiUQy2Kz6oBVVIVMO4VDsLiOrPmjtt8DRudsfpDMXLO7f1DJgMVbKFLQkjKy6ojS0JHm0LsireyL0oxkcKvA349w9ihsAR6ImASeEdbA6Xu9z2s8rQKlLI+Duv3G4zOQe3WQdDe/YsYMXX3yxS0ABds/473znO3zjG9/I++AkEsnQccf6IzTHTRyqglNTsAQ0x03uWH9k1E0QoaTts2H0Z5bvA9MSvL4vypp+uI9Xemzj0a9N93Ux0RouqIqCx2kbhcpMDUm2yFhEIpEMNu0pi+6dSzXF9q7oL4PpEaGbgpaESTjVt2dGukvbo7VB/u9gbl3aemJNbZAFlZ4ej+2PGJzkdVLZbe4/GDM4NeDKS0wgM7lHL1kLHGPHjs20OeuOy+Vi7NixeRuURCIZera1pdAU2/QJ7EdNsZ8fLcQNiyOx/PtsJAyLl7e382RDiD3tuQUzNeUuFs8JcNHJ3mFntKkpSiZTw+NUhrU/iGRokLGIRCIZbEpdKjHdwtFpyjIFeDtUj/6U8w6GR4Rh2R3ewqm+M09NS/BaR6vXupbcNltcKvSk85jA9lDv8eIkr4OmuEmJA1RVQVMgbghO9edH3ABZZj2ayXrb7/rrr+cXv/jFMa3ZEokEv/jFL1i8eHHeByeRSIaY7nPMKFmP6qbgYFRnX7ueV3GjNWHys7+2cu7aPdy1oTknceOcymKevHAiv/7SJP5uWumwETc0xa6fneR1corfyQSPA69LleKGpF/IWEQikQw2y+aWYwlbMBBCYFgCS9jPp700DkaNLl4a63a393nO2+dVkDIFUd1CCPsxXx4RlhA0xw12h3VCfYgbSdPixW1hvvhf+/jW24dzEjfOnVTCs184iTPGuDOhYdooNE2ql/hJAZaeUY4lBLolcHSIG/n0yOjv70UyMsg6g6O+vp6//OUvnHXWWdTU1ODz+YhGo9TW1lJcXIxlWWzYsAEARVF48MEHB2zQEolk4KkKONnclgIEKnaNpCVgdtnIdaAeKJ+NvWGdJxpsk65EDoKJU4UvTStlUY2fqjJ3Hkc0sDhU2+3c68rO7VwiyRYZi0gkksEm7bOx6oNWIikLb6cuKuet3Z3x0gilTA5HTeKGxZXrGnluYWWvGQMD4REhhCCYtGg9Tuv69pTJ81vD/HJziKZ49q1eNQX+bprd6nVmR0xy/SfKeP/1Q/bnd3qtCseU9ThUBb9Lxe/WmFHmpqJYGzCPjKHwOJEUDlkLHO+++y4ApaWl7N27N/O81+sFoLa2NvNcXztzjY2N3Hfffbz//vsAzJ8/nzvvvJPx48ezdetW7rnnHhoaGvD7/VxyySUsXbo0c75XX32Vhx56iL179zJ58mSWLl3KhRdeCNj/qFevXs0rr7xCMBikurqa5cuXM2PGDADC4TB33XUXGzZswLIszjzzTL7//e9TWir/yCWSnrjvnPFc9/tG2nV7t8KhKgRcCvedM36ohzYghJMmzXn22fiwKcGa+iB/2BPNSTDxOlUuq/JxzWw/4z3DwzjUpSp4XXb5SX9NwSSS45GvWEQikQx/BrMEYcX8cT0aiqa9NEIpk71hA1WxNyeiunXcrij59IjIxivsSMzgqc0hXtgazqkTXJGm8A8zfFxb42eSt+sm14JKD1UBJztDOnrHR7sUKCtSmeqzO7qVOFQCbu2Y0tSB9MgYTI8TSeGRdeT85ptv5uUDb7zxRmbOnMnrr79OMpnk1ltvZcWKFfzkJz9hyZIlXHzxxTz00EMcOHCAG264gTFjxnDFFVewZcsWbr/9dlatWsU555zD+vXrWbZsGWvXrqWqqornnnuOl19+mYcffpjJkyfzyCOPsGTJEtatW4fb7ea73/0u0WiU3/zmNyiKwre//W1WrFjBqlWr8nJdEslIY+HUUp64qHLEO1AnDIsjWfaBzwZLCN7aH2NNXZBNRxI5vXd8icY1swNcWlVKqUvLy3gGErdmm4R6nSpuKWpIBoF8xSISiWR4M5RtVjuT9tI4HDVRO3zLTAFFmopLUwY8YyCSsmiOG6T6EDZ2hVKsqQ/ymx3t5NLhPuBW+eYsP9+Y5ae8qPeY5LZ5Fdz9bjMuTaFIg4QJuiW4ZW45U30uXNrgi82D4XHSX6Q3yMAzqFuD4XCYOXPmcMstt+D1evF6vVx66aUsX76ct956i3g8zs0334zD4WDGjBlcddVVvPDCC1xxxRX86le/4qyzzuLzn/88AOeffz5nnnkmL730Et/5znd4/vnnueaaa5g5cyYAN910E88++yzvvPMOZ5xxBq+99hpr165lzJgxANxyyy1cdtlltLa2Ul5ePpi3QSIZNoxkB2rDEjTFs2uXlg1J0+KVnREerw+yM5TbDkFVmYvFNQG+ONU7JIFALhRpdulJqVPFWeBjlUgkEsnIpFBKEG6fV8HSNw8RNyycqi1umBbowmJnKMXusM663e15H1NMt2iO970581Gz3X4+1yzSkzwOrqvx8/XpPkqy6NK2oNLDV2YkebI+SFQXlLoUls0t5/KZgRw+Nb+kfy9gUeJQiOXZ46O/FIowN9IZVIHD5/Nx7733dnnu4MGDjB8/nvr6eqqqqnA4jg6purqalStXkkwmqa+v5+yzz+7y3urqat59910SiQTbt2+nuro6c8zpdFJVVUVtbS1utxtFUbq0lZs1axZCCDZv3sxZZ501QFcskUgKDdHhs9GaJ5+NUNKuZX1mS261rACfnVjMopoAZ59UXNDp9MUONeOpMVzMTSUSiUQycimUEoS0l8aV6xqJ6hYORcEQAqGCImwvinwuYBOGLWzEjJ6FDSEE/3cgzqN1Qd47lFur16qA3aXt76Z5ceYw168/EOOV7e1M9DjwOlVihuCXDWE+PaGkz2seyEyGgfA4yQeFIsyNdIa0uHvnzp089NBDfP/732fjxo34fL4uxwOBAJZlEQqFCAaDxxz3+/20tbURCoUQQuD3+3s8HgwG8Xg8aNrR9Cqn04nH46GtrW3gLnAUINOsJMOJ9pRJUzw/PhuNEZ0nG0Ks/ThMzMj+fJoCC6d6WVwToLqiMI1DFaCko/TE61TRpKghkUgkkgKikEoQFk4t5bmFlSx98xCHYgYODRQULOCkUgcO5cRLVVKmoCXRe9apYQn+sCfKo3VtNLT23p61J+aNK+KG0wIsqCzJabPF41TxuVSebghiCsHBqEXS1HFrKn5X39c8GJkMhZiFvCusoymCbW0GSVPg1hTGlajSGyTPDJnAUVtby5IlS7juuuv4+7//ezZu3Ijow/EXOKHjx3uvJHdkmpVkuJA0LI7EbWfzE6WhJcma+iDrdkfIpYNsicM26bqm2k+ld+hrQLujYAcr3o5MjXz1oZdIJBKJJBty2TTrXoJwJG7QHLdoTRict3b3oG+4pTMGvvrb/RgmoAgUBQ5HzV4XsNlcr2EJWuIm4V7avSYMi5e3t/N4fZB9ESOnMQc6sjI1BRQlO2Nml6rgc2v4OmV0NrQmCSYtFMXexElZFkfioFu9+5Ddv6mFlGXRFBeZhb7fPfCeJUONz6XS0JLEoSo4VNurZE/YKNgNr+HKkAgc77zzDrfccgu33XYbV155JQDl5eXs2LGjy+uCwSCaphEIBCgrKyMYDB5zvKKigkAggKqqPR6vqqqivLycaDSKrus4nfbCQtd1otEoFRVDW4s1nJFpVpJCx7AEzR2BwYkghGD9gThr6oO8ezC3lM+xxRpXzfZzeZUPv7uwjENV5ahJaHd3c4lEIpFIBotcN806lyA0tCYJJS3GFKmMK3EM2YbbwqmlVJW5MgtYVel9AXu86zUtu5w2mOxZ2AglTZ7bGubpzSFaEtnHOA4FPjWhiJ1BHY9TpUiDprjJ3e82s+JM20+jO6pit373uXtu/Z5OKtE6YggNMIQg2ceeUkNrkta4idZpoX84aqFLWXBjAAAgAElEQVRbyayvZVgibOFLIBDCbq2rKPbzkvwx6Lb3H374IcuWLePf//3fM+IGwJw5c9i6dSup1NG0qo8++ojZs2fjcrmYM2cOdXV1Xc5VW1vL6aefjtvtZsaMGV3aw6VSKbZs2cIZZ5zB7NmzURSFhoaGzPG6ujo0Tevi2yHJjV1hnRJH1wWRbMEkKQTSPhu7w/oJiRspU/CbHe1c/Nv9XP/6wZzEjVP9Tu757Fje/NrJLDmtrGDEDU1R8Ls0Kr1OTvU7meBx4HWpUtyQSCQSyZDRedNMUezHdBeS3lg4tZQ3vz6V6nI3U31OxnucWb93wOiygBUIRI8L2N6u9z/eb6YlbrArrNPWg7hxKGpw3/vNnLt2Dw/+pTVrcaPEoXBttZ/Xv3YylmVnbBY77I2NYoeCS1NYUxvs9h6VCSUOTvE7Ge9x9ChugN1RTQhIV/9awr5cdx9G5EnTvi/pCli1I4skmUtq7DAkrAumeB24VBVTgEtVmeJ10K6P7OsebAY1g8MwDO68805uvvnmTDeUNAsWLCAQCLB69Wr+8R//kb179/L000/zL//yLwBcfvnlfOUrX+G1115jwYIFvPHGG2zatIkVK1YA8I1vfIOf/exnnHvuuUyaNInVq1czbtw4zjrrLJxOJwsXLuTBBx9k5cqVWJbFj3/8Y7785S8f49shyZ5Cqn+USNK0p0ya4yb6CfhsRFIWL24L89TmIIdjuQkknxpfxOKaAAsmlZxQmcfbjVHW1AbZHzGY5HWw+LRAjzsr2eBQ7UyNUlfPuy8SiUQikQwlJ2IaWiiGo3B0AXskbpE0Ldyayrhi9ZgFbPcxCyFwqbA9pPcoWuwIpXisLshvd+bW6rW8SOWqWQGunOUj0LHRsj9ioCI4HLNImSKTRdIYEThUBb9LxefSsu6UVl3u5uNgklDyaLnJmGKVGYHeyy5cKkQExA1hZzFgl7e4R3iIkl47VZUdXYJHdYuJniG1xRxxDOrd/Otf/8r27dtZuXIlK1eu7HLs1Vdf5ZFHHuF73/sen/nMZ/D7/Vx77bVccsklAEyfPp1Vq1bxwAMPsGzZMqZOncrq1as5+eSTAbjssstobm5m0aJFhMNh5s6dy8MPP5wpSbnrrru46667uPDCC1EUhQsuuIDly5cP5uWPOAq1BZNkZNNbzWquPhs9CQizAm6e2hzixW1hIjlEEKoCF0zxcH1NgE+MLervpXUZW7qnvN+lHDd9tCc0RaHUJUUNiUQikRQ+J7JpVkgbbtkuYNOvK3HYGQ+GEMR0QWW31/21KcGjtUFe3xfNaRyVXgeLawJ8dXrpMTGA16mwI2RkMihSluBgzGRWmZNT/K4cr/joeqDSq2S9HpjgcdIcT5L+jSnY92G8Z2Rvksq10+AwqALHvHnz2Lp1a5+veeaZZ3o99vnPf/6YzI/O3HTTTdx00009HvN6vdx///3ZDVSSFYXagkkycumpZvWmNw7yw7NM5o0vzvo83QWExojBLW8dJmmKnIxDizSFr04v5brqAFPyGEitqQ3i0uy0UYBix9Hn+xI4tI4011KXSolDempIJBKJZHhwIgu/Qlo0ZjuW2+dV8E9vHCRlKhRpkDDtstjFpwUQQvDHxhiP1gV5/3DvRp09MavMxQ1zAnxhqrf3tu6KXUKipktEBJiAqvZvM+R464G7Nxxh1QettKcsSl0qy+aWgxBoascYAIuOEpcR7kUh106Dg8yHkZwQhdiCaTQwWtvzdq5ZFcJOg0yZCj/9Syu//EJl1udZUxvEqYIpBHsjJpEcax/L3CrfnO3nypl+yovy762xP2Lgd3UNTIo0aOzBIV1TOpefSFFDIpFIJMOPE1n4FdKiMZuxxHSLmvIi7pw/hjW1QRojBpVeB9fU+AkmLL782/1sa8ut1eunJxRxw5wyzjmpuM84QAGiumCKT6O5UweTcSVqry1oj8e63e3csf5IZsylnTJp7t5whB+814yq2GUpMd3iB+8143WpWZXyjETk2mngkQKHRDLMGM3tedM1q6YlMITtQN3bwr83DEuwLZgibljkYDwOwMmlTq6r8fOVU0spGsCyj0leB01xM5O5AfbuTqXXfsLZ4anhleUnEolEIhkhnMjCr5AWjb2NJWlYNCdMoh0lsAsqPSyo9BA3LNZ+3M49G1pojGYfzyjY5bE3zDl+eWyRpuJ325shMwKujjKao/FDf30g1u1uZ9EfDtAcN9EUe1Cb21Jc9/tGnrioklUftKIqZLJJHIodh0VSFhNKHNKLQjIgyL8iiWSYkc5iMITg46BB0hQ4FLhj/ZGCmdwHiileB9uCSdpTImOM5XUpTC21a0b7MuaM6hZrPw7zVEOItr56l/XAGWPdLK4JcP5kD1pvKZ95ZPFpAe5+txkgk7qqW4Jb5pZzcqkTtxQ1JBKJRCIpeNbtbue+95vZGdKp9HSNS9oSJs9uDfH05hDBHOISpwoXn1rK4ppAn54ZmqLgc6n43RquToah+SzpuX9TC+GklWmLayNo1wX3b2qhPWXh6hayaAoYll2SUwhlRZKRhxQ4JJJhxq6wjqYI9rWbHao4mJagoSXJut3tI1LkSJmC5rjB6eOK+L8D8UzdaMoUNMcEl1YV83ZjlDvXHyGSsjAsaIkb3Ln+CP/6qQp2BHWe3xomlGP65XmTS1hcE+CT44oGtfRjQaWHFWfCmrogByIG03xO7vj0mBH5u5VIJBKJZCTyXzvC/PP/HsKhKvicRw3Db/obk80tKV76OEzcyL4kw+NUuLzKzzXVfsaX9L6E8zhV/C4Nj7PnstV8lvTsCuskTYHo8PVQlI4sDSHYHdYpdanEdAtHp2GYAnxulZ+dN6EgyookIw8pcEgkw4xpPid/OhDDsLBbaym2Gp7u+T6SJgfTErQkTEIdveA3HowzplglonfK4HAqbDwY5w97IrQlLDQVHBqYFrQkLL79TtMxfeT7wqnCJaeWcl1NgFP74SbeE7m0fE23dP3GzADX15RJTw2JRCKRSPLMQHqZJQyLloTJvRubcahHDcMVLIIpkzvX5xaXjCnSuLrazxUzffhcPft+pdu7+t1a7+ainchXSY/PpWICSscFCQEpYbd7nepzcu1kPz94rxnDEmiKLW5YApbNLS+osiLJyEIKHBLJMOPcySX87/5Y5mfRMVlUuIem5/tAIISgLWnRmjCxOjlq748YVBRpjClWury2MWJwJG5k2o2lTNuROxf8LpUrZvr45mw/Y4vz89X4dmOUBza1sD2o41RhbInWY8tXl6rgdal4neqAentIJBKJRDLaGSgvs2SHsJFuM582DI/qtvdGrobmU0rtVq9fmV6KW+s5Nkhna3i714EMFuKocAFk4jBL0EU0WvVBK5GUhbeji8qK+eOGZrySUYEUOCSSYcZb+2K4FDDE0QwOFQjrgtkVw79/eDhp0pIw0a1jA4HezDdP8mgcihmY2HWduVDpdXBttZ+vTffhceYvQEi3om1OGKiqLbgcippM9Cq4NIUn6oJ8bbofr1PtUhsrkUgkEolk4OjckQ3s0g+w+p0Fmy6jTQsbAJYQeBwKO8K2V1ou1JS7uP60Mi6a0rPvl0Pt8NZwaTiHOH4I64KppQ4OxEwSHeU2bhUCRVrmXq6YP04KGpJBRQocEkkB0lfq5K6wzmSfI+PBoSp2KcdwN2eK6RZN8b4Dge7mmzFDEExaRHSLHMpYAXtnxKUqxHSL1/dEOdnn7LVspD+sqQ3i0hRMy/4dKYotSLXGTWYEnByKmQPSYlYikUgkEknv7ArraAi2RYwuLUpzzYJNmYKWhNGlvWrKFPz3rnYeqwuyPZTb+T47sZgb5gQ4c2LPrV5LHCoBd+/eGvkil/KdaT4nB6MG1eWyG4qkcJC50BJJgZFOnTwYNbqkTq7b3Q7Yk4lTVZnic+BUFQzLdsqurnAPy1rGpGHRGNHZH9GPu8thm2+OIeBW2R8x2R8xCKYsjsSz7/d6TmUxt84twzQFloCAW82UjbzdGD3Ry8mwP2JQ5LCzNQR22qamKqQsiJt2bapEIpFIJJLBxedU2BsxSFkWmgIpy2JvxKDUmZ1okDIFh6IGu8OpjLgR1S2erA9ywct7uOP/mrIWN1QFFk718OsvTeKJC0/isyeVdBEvVEWhzK0x1ediUqkTr0sdcHGjrxi0O7fPqyBlCqK6hRD243DfcJMMf6S8JpEUGMdLnUy393JpCjMCzo4sBhOEYNrjH+fdLGug6Gnn43jsDeu8tS9GQ2uKRA4pn04VvjStlEU1fqrK3Fz9aiNuh5ox/kqXvKypDZ5wFodDVfA4VE71OzkcM5jocbC3Xbc9QSyBQ1Hk5C+RSCQSyVChKB0dPxQUxTbIFOkWIH3QU9zSmjB5enOIZ7eEcurU5lIVvjLdbvV6cg8bHh6niq/Dm2swzcZzLd/JZ0cWiSRfSIFDIikwdoV1yt1dk6tKHEcNRLtPJqUuFSEEKYu8mmUNFIYlaImbhFNm1i7iHzYlWFMf5LW9UXqw5ugVr1Plsiof18z2M75TumTa+KszRRo0RozsT96JnkxC7/j0mIwQNdnr4GDMJGUJZpa7uO/scQX5u5FIJBKJZKQTTlmc7HNwJGaRNAVuTaHSq/W64ZI0LFqTZpfj+9p1nqgP8uvt7TltuJQ6bUPzq6uPNTR3qQp+t0apS82qE8pAcLwYtCdkNxRJoSEFDskJMZBttkYr6XpGT6dUyZghupQ0dJ5Mzlu7m5Qp8maWNVBYQtCaMGlLZCdsWELw1v4Ya+qCbDqSyOmzJpRoXFMd4NIZvh6dxXszK630Zv+VWKSpGVGjJ5PQ7kLU/AnF8t/HcZDfJxKJRCIZaNJxVlVZ374R3buiAGxpTfJoXZB1uyPk4h06tljj2mo/l1f5u8QlqmIbhvpcfXdRG6z5MZsYVHJiyFhn4JECh6TfDFSbrdFOugQFLEocCjGjbwPR/qjt2ZKPL2EhBKGkHSSY4vjRQMoU/NfOdh6vD7IzR4OuqjIXi2sCfHGqt8/OJN3NShOm/bmLTwv0+h4FKHHagobHmd3uitzVyB75fSKRSCSSweB4cZZuCpo7laIIIdh4OMGjdW280xjP6bOKNIXvzh/DxaeUdolLXKpCWZGGLwtPjcGcH3ONQSW5IWOdwUEKHJJ+k+82WxKbXOsZB0ptz8eXcCRld0bpqeVrd0JJkxe2hXl6c4imHExDwXYeX1QT4OyTenYe745tVmp7bjRGDCq9DhafFjjGfyMtapQ67WwNNcc62BMRiEabwi+/TyQSiWR0M1jzXm9x1oVTvDTFDIJJO9PUEoI39kZ5tC7Ih83JnD6jWFOoKFIRAv5hhi/zfIlDpaxIy6ktfbbzYz7u38KppVxTE2fVB61EUhZel8qyueVyHs4TMtYZHKTAIek3A5k5MNrJZed/oNT2E/kSThgWTXGTuHF8w63GiM6TDSHWfhwmlkOvV02BhVO9LK4JUF3hzvp9aRZUeno0FFWwzb28/RQ10pyIQDQaFf5dYR1NEWxrMzI10eNKcm/bJ5FIJJLhx2DPe53jLCHslvO7wzqmEJlM0jV1QXblOAd5nQpjijRKHAoJ0y5NSZeh+F0q7j7KUHojm/kxX/dv3e52nqoPMaHEQYnPjimfqg/xqfHFef89jLaNHJBrp8FCChySfiPr9AqDgXKw7s+XcPe0zu683RhlTW2Q/RGDMrdKiUvlz4cTOdWxujWFMre9K9IUM2hKGEDuAkdnVEWxBQ2nmrf+8vdvaiFlWjTFBUnTwq2p+F1KVgLRaFT4fS6VhpYkDlXBoYJuCfaEjX6JVxKJRCIZXgzFvJcuoW1NmhiWIKJbvLg1zJMNwZzaz6sKzBtXxO6QjtelZkpfdUtw2ycrOMXv7PdmCWQ3P+br/vX3PLmKFaNxIwfk2mmwkALHMGco1c9Cr9MbTcrwQHg9TPM5+TiYJJQUmR0Dv1thRuDYBacl7M4o6bTO7rzdGOWBTS18HNTRFFBVaIzmNp6xxRpnVxaz4UCcIocdQDTFTe5+t5kVZ5Jze9d0+clAtWGrb0kQTFooip1tkrIsjsRBt45vmDoqFX4hUBQQCIQAQUfHvix8WyQSiUQyvBnMeU8IQThle4MZlqA5bvDLzSGe2xKmXc++1atbU/ja9FIW1QSYXOrMbOIciBpM8zm549Nj8hObZTE/5uv+9ec8/RErRuNGDhT+2mmkIAWOYcxQq5+F3Pt6qO/NSODcySW80xhD7VigJ03BoSjccFpJ5jXZGIi+3Rjlrj81cSRuYoHd5jUHi41T/U4W1QT48imlXP/aAYocKsUOW4xId0FZUxvMWuAo0mxRo9Slog1gG7Z0EovWIZxogCEEySxip9Go8Id1wRSvgyNxK5PxMq5YpV2XAodEIpGMdAZr3gsnTVoSJq/vi/D//tLK9pBOzBBZt60HOyYqcSjMCLg4d3IJk0udaIrCJaf4uHZ2Gc4+TM77NeYs5sd83b/+nKc/YsVoLUst5LXTSEIKHMOYQlA/C7VLRCHcm+HOW/tiTCjRCKW6lli8tS/Gdz9tCxttHWmdvRFJWfzwvWYOxc2cylAAPjW+iMU1ARZMKsmkdu6PGPhdXQOHIg0aI0af53Kq6TZsWt4Dj95wawrRlC3oqIr9KIT9/PEYjQp/tm37JBKJRDLyGOh5rz1l0hI3SVmCX24O2mWk2SdrAFDmVrGE/VjiUAgmLX7wXjNlCzS+Nt2X90zQNNnMj/m6f/05T3+yPkZzWWqhrp1GErk73UgKhl1hnRJH1y/TEZ/GniXy3pw4u8I640ocVJW5OG1MEVVlLsYWa+wIptgV0mmKG72KG4ejBv+xqYUFa/ewN2JkLW6oClx0soeXvljJM1+o5G8ne7rUrU7yOmhJmuwO62xrS7E7rNOSNKn0HrsIVgCfS2OS18k0v4uKYsegiRsA1eVuxns0nKqCYdkiy3iPRnX58SdvW+GfwESPg7akHcT87LwJI3pCvH1eBSlTENUthLAfR7qoI5FIJBKbgZr3wkmT3aEUByI6bzdGWfSHA9yzMTdxY7rfyX1njWW630lFRwcUTVXxu+228T//sG3AxA3Ibn7M1/3rz3mm+ZzHmMQfN3ukS9mNQCBkWaokb8itsWHMaExjzxZ5b06czvdQCIEpoD0lmOhx9FqOsq0tyeP1IX63q50cylgp0hS+Or2U66oDTOnjd/TpicVsOpxAVWwxJGUKmmOCS6uKgRNv65pP0rsglV6lX7spo03hl2mbEolEMrrJ17yX9thoTZgkDIvX9kZ5pC5IfUturV7/ZmwRN8wJ8LeT7UzS1R+2Ue5WcapHzchLHAz45lm282O+7l+u5+lP1sdoLksdTR6BQ4UUOIYxozGNPVvkvTlxbp9XwU1vHMSwBC5NIdFxDxefFujyOiEE7x2Ks6Y+yDuN8Zw+QwFO8jhY+6VJlBdpx339xoNxxhSrRHRB3BCkNZSf/7UNr1PhB2eOH1BfjVyQC/bcGW2ijkQikUjyh9XR7jWYNInqJr/ZEeHx+mDOAsS5k0q4YU6AeePtzROnqhBwa8zwOzkUM3Fpg795lq/5cSAW1/2Jd0ZrWar0CBwcZInKMGY0prFni7w3J4ZhCT45rpg754+hokgjnLQYW6yx4swxGTNPwxL89652vva7/Vz7h4M5iRsOBSaWaMwMOFAgK3EDbA+OdHpo5wQRE7h/Uyv3vN+U/UUOIiN/P0IikUgkkqHBsARNMYOdIZ1doSQ//7CV83+9lxXvNuUkbijAb788iYfPn8i88cWUOFQqO8pcy4o0vv2pMcO6lDK9uD4YNbosrtftbj/h86ZFk2w3c0ZrWWpnj0BFsR9dmsL9m1qGemgjipEtk40C5I5n74zkezNQ6W26KWhNmIRTdrvXz1V6+Fy37iRR3eLX28M82RA6rrlnd9yawrhijVKnnd4ZNwSV3uzEDYAppQ6a4ybNcRMFOxhJt0tTFVj1QSsr5o/LaUwDhVTpJRKJRCIZODrHLIdjBk9tDvHC1jCRXGpkO1CAqoCTmWVufC6NsiKtS6YGDP/MzIEw4E/HOinLIpiw2N+u8+7BOP/26Yo+47Hhfi/7y2C2Qx7NSIFDIhlmZLtwzkUEsYQdJLQlzF6zDZriBs9sDvH81jChHK3Hz5tcwifHF/FcQwhnRwlJvJeSl+4UO1S8Tvu/5Z8Zy9I3D9H90x0drWwjuVqiDyCyk49EIpFIJPkn1SFstKdMdoZSrKkP8psduXl/KdhxAwIcGngcCnd9diyn+F19lroO582zgVhc37+phXDKoiVhAvaGk24J7t3YwqfGF/d5r4bzvewv0iNwcJACh0QyzMhm4ZxL9kA4adKc6L3d645Qiifqg/zXjgipPlrCdselKlxyqpfragKc4ncBMCPgYk1tkMaIQaXXweLTApmSl86UOFRKXbY7uaNToJFW/L/8X/swhD2ROhRwqAqGJfC6CqfqTqr0EolEIjlRpCHhURKGbRwa0S0+ak7wWF2QP+yJ5lQGepLHwXU1fiZ4NJ5pCNMYNfA7FVRV4Y71TTz8UXDE3uOBWFw3tCZpTthZtWA3QbEALCE3dHpAegQODlLgkEiGGbvCOpoi2NZmkDSFXfZRonZZOGcjgrSnTFoTJskeergKIfjzkQRr6oO8uS+W0/j8LpUrZvq4arafMcVdv2IWVHp6FDQAijQVn8sWNo63e7L8M2P4wXvNqB2ZG4YlsAQsm1ue01gHEqnSSyQSieREkKWONlHdFjZiusn/HYjzaF2Q9w7lZmpeFXBx/ZwAX5zmxakqFDtUrp1dzjsHovY9hn7f4+EiQg3E4jodQ3aO2tJRpdzQOZbRWpoz2EiBQyLpg0KctHwulYaWJA5VwaHaqYB7wgbVFe7Ma3rLHtgVShFK2sKG3kM2hmkJ3tgXZU19kL825dZOrdLj4NoaP1+b7ssIK8fDrSmUujRKnSpOrXdRozvpus5VH7QSSVl4XSrL5pYXjP8GSJVeIpFIJCfGaC51FELQ3tHqNWZY/H5PhMfqgjS0pnI6T6lTwaUqBFwKZUUqFUUOytwqbod9T0/0Hg8nEWogFtcu1RY3LLqJHAK5odMLo7E0Z7CRAodE0gsFO2kJgaKAQCDEUZNNxFHBonv2QDpQmOBxcDh2rDFowrD4zx3tPFEfYk97bop7TbmLxXMCXHSyt0s5SW+4VIVSl0qp61gDr1xYMX9cQQka3ZEqvUQikUhOhNFY6mgJQShp0ZY0iaRMXt7ezuP1QfblaGp++hg3ByIGpS6VYodCW9LiRxuaqfQ6u8zD/bnHnTe/gkkTDUHKUjJZtX630qNAUgibZvleXNdUFPFRU5zWpEBgG76rApyaIjd0JEOGFDgkkl4o1J2TsC6Y4nVwJG6RNC3cmsq4YpV2/ajAkc4eEMLErSlEdDt7YNGcroaerQmT57aEeGZLiLZkbgadn6ssYXFNgPkTilCUvoUKZ1rUcB7dNRkNSJVeIpFIJP1lNJU6mpagLWkSSlq0Jgye2xrm6c2hjHllNjgU+PIppSyeE+Du95oyZa+qAkUOlcMxnSvXNRJwaxmBIdd73H3za1+7jinAqQicmoJuCQ5HLXQr2ef7CmbT7ARJx5vFTruLSsIUODSFf/u03NCRDB1S4JBIemFXWEdDsC1idBEShnrnJD0ZV5Ud/ecb1S0meo7+/IWTvdx39jh+/EEL+9uPNfTcE9Z5oiHIf25vJ9GDB0dvOFX40rRSFtX4qSpz9/laVVEodar43CrFo0jUkEgkEokkH4yGUseUKWjraPV6MGrwZEOQF7eFiRnZxyYlDoVLq3xcWx1goseB16lyMGYwpkjLbMCEUiaHoyYocEpHHLX0zUNcU+PnqfoQ2d7j+ze1kLIsmuKCpClIh1Am4MTOYLAUjvE36/6+vjI9hhMyW1VSiEiBQyLpBZ9TYXObnjGyTFkWeyMWs8tcQzquvgKezqmdp48t4qmLKru896OmBI/V5+467nWqXFbl45rZfsZ7+v7aKHao+F0qXpeKepzMDolEIpFIJD0zkhePMd2OVaK6xY5gisfqg/x2Z26tXsuLVK6aFeDKWT4qihz43SoBt4ZDVTjV7+qSmXE4aqIo4NZUFEXJZOW+tS/Gz86bkPU9bmhN0hw3MyXCaSxhlwOnh9+t6oWG1iStcROtk39aT5kewxGZrSopNKTAIZH0hqIgBCiKgqKA0jF5McSL9p4Cnls/Wc6nxxezK6Rjiq7ShSUEb+2P8Xh9kPcPJ3L6rAklGtdUB7h0hq/PFqyaouBzqfjdJ+arIZFIJBKJ5CgjafGY9gNrS9od3P7alODR2iCv74vmdJ5JXgeLagJ8bXoppS6NMreG3612KZftvhkUNyxUBcaXaJnXpL02crnHEd3CFLahpkJXkcMUtoDidynM6JblmjRt8cO0BOlQUuHYTA+JRHLiSIFDIumFcMriZJ+DIzErk05Y6dVoT+XmVTEQpCdjwxK0JkzCKeuYOtWUKfivne08UR9kRyi3spqqMheLawJ8caq3V8FCAUqcdmtXr1M9rg+HRCKRSCSS0YdpCUIpi2DSRDct/tgY49G63DddZpW5+P9Os03NPU6V8iKNUpfW42u7bwZ5XSpeh4LfffT1/fEzSXUqnekuTcypcPda4iLE0XIWBTvjI/28RCLJL1LgkEh6IRuvi6EibtiBQiRlHTPBhpImL2wL81hdkHCOYsyZE4tZXBPg7JOKexUsih22WWipS0XLomuKRJItheAwL5FIJJL80NlfI2UJ/mdXhMfqg2xry63Vq1tVuPH0AP94Whkep0ZZkZZVO/rOmRlpk8+o3rW899zJJZy3dnf2805H2obo9GM6EmpLWr2WuCiKgoLdaaTLe+XmkESSd6Tzn0TSC7fPqyBlCqK6hRD241CaewkhCCdN9oRT7GvXae8mbjRGdO7Z2My5a/fw4w9acxI3ijSYU+7iyQtP4pzKkizyfeEAACAASURBVGMmXFVRCLg1pvpcTC51EijSpLghySvp4PNg1OjiML9ud/tQD00yAtm6dStf+tKXOO+887o8v3HjRi699FLmzp3LF77wBZ5//vkux5999lkWLlzI3LlzufTSS9m0aVPmWCqV4q677uLcc89l/vz53HjjjRw6dChz/ODBg9x4443Mnz+fBQsWcPfdd5NK5bbQk0iGA3HDojGiszuc4lBM55ebQ1z08l6+vf5ITuJGqVNhms9BpdfB+4cSTPW5mFTqzErc6I6d0TGBiR4HbUl7syptMJrtvLNud3tGnUhHQAK73GROhYudi2bw5ten9iiQCOvYDSnR8bxEIskvUuCQSHqhp8nwZ+dNGPQdZdMStMQNdoZ0DsWMY+o1G1qS3PbHw1zw8l5+uTmUk/O4hp3GpZvwt1M8xxx3awrjSxyc4ncyrsQh/TUkA0bntsy2AZyKS7Md5iWSfPI///M/XH/99Zx88sldnm9qauLGG2/kkksu4U9/+hM/+tGPWLlyJX/84x8BeOutt/jxj3/MD37wA959912++tWvsmTJEpqbmwFYtWoVf/nLX3j66ad5/fXXKSsr45//+Z8z51+6dCllZWW89tprPPfcc/zlL3/hpz/96eBduEQyAKzb3c55a3cz7fGP+dyvdvFUQxv72nX2t+v87MNW/nbtHn64sZnGqJH1OQMuhel+J1NKnZS6NPwuhYNRI+s28+kxTXhkK2UPbWH8w1s4b+1uAN78+lT+33kTALh3YwuHogaGEFnNO/dvamF8iXaM90a63GTa4x9z3trdPQokiqqiYXdZUToetY7nJRJJfhn6XHvJCSFTugeWoTT3ShoWwaRFOGUeq/oLwfoDcdbUB3n3YDyn86Y3PnTLbmsG4HHCxoNxOP2oYajPpWYdTEgkJ8qusE55N9v5tAGcRJJPYrEYL774Im+++SabN2/OPP/KK69QWVnJlVdeCcDcuXO5+OKLeeGFF/jc5z7H888/z1e+8hXmzZsHwOWXX84zzzzD7373O775zW/y0ksv8aMf/YjJkycDcPvtt/PZz36WzZs3YxgGDQ0NPProo/h8Pnw+H0uWLGHFihXceuutqHKRIxmGrNvdzk1vHMShKXgcCo0RgzveOULNGDd/OhgnnsOGi8epcHmVnw8OxwmlLDxOFU2xSziievZeGelswJRl0Rq3O6fEgI/bkh1tYeM8VR/CpSlYwi4Z2Rs2mOIDv0vrc97ZFdZxawqaYhuKpq9OAK0Jk3EljkwWyM/Oo0v86NYUogpoqmK3khX2BpZbbhxJJHlHChzDmPSXuEtTuqTWdf9SlQwf0g7joZRF3Dg2bVG3BP+9K8Lj9UG25ljD6lRt5/GmmEGk20ZKVIfNbclM//hCrgmVot7IJO15k27pB/0zgJNIjsfXv/71Hp+vr6+npqamy3PV1dW89tprmeMXXXTRMcdra2vZu3cv7e3tVFdXZ46Vl5czYcIEamtrsSyLiRMnUl5enjleU1NDKBRi7969TJ06NU9XJ5EMDoYl+NGGZhRFwaUqJAyLloQdvxzaF8v6PGOKNK6p9nP5TB/lRQ42HY5zxzuHSZqCEoeSc3lwOhuwKS4yYoIpBKGUoNKrsOqDViaUOPA4VdyaSsK0MC3BjqCO12nidyvMCLh7PPc0n5MNh+JoKrg64qSEYXdHORgzORK3cGsKfredBdI5Nqkud/NxMEkoKTLG9WOK1V4/SyKR9B+5ZTCMkSndIwfdFDR3KkPpLm5EUhaP1wf5/K/38K/rj+QkbpQ4FMYXa4wr0vi3T4+htyzRiC4odWkFL24MJ5+Gzqm7vaWtSmwKzfNGMvoIBoP4fL4uzwUCAdra2no97vf7CQaDBIPBzM/dj7e1tfX6XiBzfolkOBDTLQ5EdHaFUuwK61jCYk+7zo6wQSgH768ppQ7uPnMsb359Cv90ejnT/W62tCb4xUdtxEzBoZhBY0TPuTx4V1hHtywiut0BL2HabVmTpm0u2p6yHwG8Tjub1cLOwkiaFoeiJudOLunx3Ol5Kp26YQn7vWBndDhUeyPqcNSkoTV5zHtdqkql18GcCheVXgcuVZVznEQyAMgMjmGMTOke3gghiOgWoaRFrIdsDYDDUYOnNod4cVuYiJ594KAqcMZYN0lDEEpaVHodLD4twIJKzzHlLmmsYdCprLOoB3Ts9lvH7JQUAjLDKje6t/TrzYleIhlITrRlY1/vl+0gJcMVIQThlEVbwu6GYgnB/+6LEUqZRPTc/q5ryl3ccFoZF07x4HaolLs1/G6VV/dEWPzaQcJJC90SOFWFIrea8zzgc6k0tCTtVqyAEJDqGOIHTfbze8IppvrdRHRwdJSLCMCtqfhdCm/ti7Fi/rHnXji1lOoKN9vbUhiWXXZi3w877gL70VI4xi9NznESyeAhBY5hjEzpHnj6Kofob6mEYQlCSZNQysLoRVXY1pbk8foQv9vVTg66BkWawlenl3JddYAp3f4O1A5vjd4o3LyNo+wK62iKYFubkUnxHFeiFqSoN5zEmEJhKD1vJJKysrJMJkaatrY2KioqMse7Z1sEg0HKy8szpSfdMzXSx4UQx5w7/XP6/BJJoZEy7XglnLIwhd1W9b93tfNYXZDtodzm3TMnFjN/QhF/aoxx/59bWPtxmH/7VAVfnGb/e7lj/RGa4yYOVcGpKVgCmuMmd6w/ktu8IARKh5FnTzs6AmhJCgglSZoCTbHjoyk+B36XhhCiz5jivrPHZTYvShwKHzbZmRoqthCUDtncPYRbco6TSAYHKXAMY26fV8HSNw8BXXt6y3S3/LBudzvX/b6Rdl1gWIIjMYPrft/IExdVAuS8O58wLNqSJpHUsa3CwJ4Y3ztkG4e+05ibcWiZW+Wbs/xcOctPeZHW5ZhLtVu8+twqqqIwzedkV1jvImgIGBbCWHpnxqEqmVTQPWGD6orCq2GVGVYSyfDitNNO48UXX+zyXG1tLaeffjoAc+bMoa6ujn/4h3/IHP/oo4+4+uqrmTx5Mn6/n7q6OqZMmQLA4cOHOXToEGeccQa6rnP48GGampoYO3Zs5r0VFRUZU1KJpBDoyQssqlu8tC3MEw1BDsXM45yhKx6HHXdcV+PnB+81U+RQGFek0hw3ufn/Z+/e46Oq78T/v845c08yM7kRMKKggkBCi4iiqxSL3Souq+ul1ErVKlVpF7sPt7Wr34erj9rt1pXvlp+2u1oVFftF6qW2VVu1tqjb7nqjxRUCgqLINZCEzDXJXM75/P44mSGXmSQTcpvwfj4efVjOZDLnMCHnM+/P+/LaQTRNY/GUMna0JjuDDfbzdA0MjYLGygJEUooTSh3siuaux81MMQknFQ5dQymFoduNRt1G9x4cd799iNV/OUw0aVHm0rllbgV3zp/AtXXt2eOaBqUGaJpOwrSyWSDTysfeukSIY4X04ChiY2WM6Xh12x8P0txh0Z5WJC1oTyuaOyxu++PBAfc/UUoRSZjsjqTYHU0RzRHcSFv2jsjlL+7la787UFBw44QyB3fNr+K1K05k5ZyKbsENn0OnttTJlICLoMdA7+yt8R+LJlLu1rNjzjTsAElmbNqY1rkzo1AopVDYf2YMpn5P9Tt7jeyVDCshxq6LL76YpqYm1q1bRyKR4O233+aFF17g6quvBmDZsmU8//zzbNy4kUQiweOPP044HGbJkiUYhsGVV17JAw88wN69e4lEItx7772cddZZTJs2jVmzZjFnzhxWrVpFNBplz549PPDAAyxbtmxM9z0Sx45E2uJQW5qdXXqBHe4wuW+TPer1hxtbBhzcyKwrTgk4ObHMQShp8bOtYXwODb/LQNf13Oumnv8UOv9cSD+rqX4nTkPH0LRsr42u304pyCSz3n5mJWbnNBNDU916cNz99iG+/1YzbSkLl273Hvn+W818/tmP+eE7LcSSFl7D3kDqMCHg0qivdNu9NYzcvTWkL5cQI0MyOIqcpLsNn22tSUxl3xAzt0hT2cdrU6rP3fmBlKHEUxa/+CjC41vD7Os51qQfn61ys7w+yBcml2DoR27gmTKUoNvAlWf02OIpZaxbXFuUdaCZnZlD7VZ2p2SCVydaYA3wSJAMKyHGpgsuuID9+/djWRbpdJrZs2cD8PLLL/PTn/6UH/zgB9xzzz3U1NRw1113ccYZZwBw7rnncvvtt/Pd736XpqYmZsyYwUMPPZRtFnrzzTfT1tbG5ZdfTjKZ5JxzzmH16tXZ173vvvu46667WLBgAR6Ph0svvZQVK1aM/F+AEJ3yTW7bG0vxWEOIZz+M0mEO/P5qaFDm1JngM3DqGlpnL4ppQVe/WY3Tg062tSYBhY7dP8NSUFtiFJQxm7n3OjQ7cNGT1jnitdSl8/qeNib6DMJJ1S374vU9bWxq6kDXwNG5xnJ0Xsvreztw6eAyNNIKIkmLoNsgllY4E1beNZX05RJi5EiAQ4g8Mvf6nqUcaSt3/5N4yuL4Ugd7o6m8TUMBmtvT/GxbmPXbIwV1HAdYNNnH8rogp0/wdNv1MzSNco9BsLMMpT/FGhjL/L1PLz/yqyuesrOXxhppKFY4GQEsRsIrr7yS97Ha2lqee+65vI8vXbqUpUuX5nzM6XRyxx13cMcdd+R8vKamhgcffLCwkxXjzlj4PZcyFeGkSThh99bI+OBwgoe3hHhpV4wC4hpUew2umxWktsxg1buHSVvgMeyAgGnZQYdVG1v67Bt3z4KabmXBDl0j6LI3bZIWA+5ntXhKGdfWtXPvxhYSKbLZqnT+V1dgAkGnxn/ta8NraEwsdRBwueyv6ezBEU1a9GxblomXZPaPMvtLHWmLap+Dj6+flvfvaNXGFpKmRVN792CK9OUSYuiNvU8FQowRdo+HI2UcqsvxrrvzHsMesZpIK66eFcgb3NgZTvJYQ4hf74yRLGBkiVOHvzu5jOvqgpwccPU4Ry3bgbyQNOexsMAajGLLiijWQNJokN0tIcR4N9q/5+Ipi1DCJN6le7lSincPdvDQltaC+39N9TtZXh/kkpPKcBkahqaxP5bmwfdb+TSqsn0rMtfW1/178ZQyHrugd3bpNzc0FtTP6qVdUdY2hJlc6iRlWRyImd2yUDxODQcKj9PA67DHke+OpDnBDwGXkQ26tCZM2lIWXatcMt/FAjIFwbpmlzC3JkymPvph3jVVQ0sHoYTds8PQIGlZHGqHlNVR0N+5EKJ/EuAQIo+Z5S4aDiezc8417JvSzHIXXzyhlB+eO4HVf2lhbzTdbQxrV0op/nyogzUNITbsaSvo9QMuna+c6uerMwNUe7v/U/2f/W082hBidzTFSQFXQQGK0V5gHQ3Jihi/ZOqMEGK8G43fc6Zlj3gNJUxSluKNfXHWbA6xJ5qixKmTVnZT7EJ8psrNjfVBzj+hBF3Tslmkbx6I88yOKJNKnNkgxtqGMGfUeAu6f3fdAip0YuCqjS0krUymhD1trcKpk1aKoNsglDApddg9QCb6HOyOpgBFYyyNo0zLBl3ePdjO999qJm3Zk1YyMZJSByQtMDtLaez/D6WOvtdUmYRdo3MzygDSSpEoLJFXCDEAEuAQIo+e6ZKGBqVOjVvnVfFxOMmcag9rOyeq9GRait/vifNoQ4j3OkeIDVRtqYOvzQpw+Sn+7CIow2PobDzUxvffbsZlaFR6jIIDFMX+QbKYsiKKNVNmNMjUGSHEeDeSv+cSaYtQwiKSNLMBgzf2xfne/zSRsCCSNNlf4ESUBbVebqgv58wau0y2Z3nsv//5cJ/ri77u3y/tinL97/YTSVikLMWheJrrf7efb3y2nLUNYTKZH4fa0zS3WxzuSLPo2V297qtbDydobjdRyg6UpCxFNGVvUJ3kd9plxCnwOHQCboMTgD3RFPG0XZoyvdzOlL1z/gQAVv/lMLGkRalL50tTS3hzfwdJ0yKUtEiYCqWg0q1RU+LMec0ZbkMjnrTLXHTN/q9S9nEhxNCSAIcQeWTSJe95t5lPwimOK3WwvD7ImRO9Oce8gl2H+dxHUR7fGubTaGELlroKF8vrg1xwYmm2qVVGqVOn3GPgdeh87XetvXYnAu6B13HKB8mRUcyZMqOh0F06IYQoNlP9Tt5vaieUVJjK/tAddGl8pto7JN8/0zQ0lLDoMLunBsSSFv/yVjON7WZB/TV0DS6aUsrX64PMrLBHn+br+/VJJIWhKXa0prPrkwk+Pbu+6Cvof9ufDtHcbuLQNZyGhqWgud3kFx9GubYuwOq/HCaStOuGy90ax5c6c95XYykr5/UpBZqm4XXY41wPtpkE3HahiQV4DY0ZFS7a0ir7Pe+cPyEb6MjIXEMmC2Xr4QS1PfqA5VpTzapw82EoQThxZO1W5dWzI2mFEENHAhxC5JDuTOmcUe7m4S8c1+/XH+4weXJ7mMcaQsQKnOixoNbL8rogZ030duujkZmIUu42cHaJ8G89nOBwu4mha519QhQH4xYpa2CZIvJBcmQUe6bMSCu2/ipCCFGo40oNXtt7ZI1gKmhJKI4rNfp4Vv+Spj25LZLs3jQU7MbmT2wL8+QHEaKpgddDuA2Ny08p4/q6IJPL7PVBz8BGz4CFBnwSTpN5laSliIct6qvc/Qb9d7QmMbQjjTv1zl4V2w4nWNtgMdHnIG2mSFqKaMpeo9kBiu731fY8azALCCdMakoMPg3bASClFPvjaZSC4/wONE0bUBPTrscXPbtrQGuqzD2utlSTe5wQw0wCHGLcGkx5QDxlEU6YxAa4CNgdSfHY1hDPfVTYKDWnDkumlnFdXYBTy7tH7w1N48+H2njgf1vZFU33OveEqdB6LAKszvFlAyEfJEeGZMoURvqrCCHGu199FCvoeF+szIjXHNkaYK9P1jTY65NCGpv7XTpXnernmpkBKjv7fzl0jXK3HdjIbMTkCljk6uVhAY3RJLf98SCNbWnSlsJt6NT47HH23QIJPas1NDBNspsFScs+F1OpbAZGz/tqX1e6O5rihDInNSUGsZSiNWFhKTjR7yDgOhJkKuRePdA1ldzjhBg5EuAQ41Ih5QFpy975CCct0gNcBLzf1MEjDSFe3R2ngHUDpU6dL0/3c+3MADU9UhqdnQuI/zkQ5/Y/NeU9d5cObYCpjsyKB+jxWTovucmODMmUKVwx9VcRQohCxdO5Fwz5jueSNBWhzmwNS/V+3tYWe9Try5/GClqf1PjsUa9fmu6ntDPz0KHbvb78rt6T2nIFLPI5lFAcSiRxavYkuqRlsTtqMbnUkQ0kTA862daaBI6sbazOMh5f5ygTt6GRsuzHE51BnZ731b4uWdNgfzzNRJ+DJxdPZPGUMj77/3byUWuSPVETt6FRU2Lg0LQB36sLWVPJPU6IkSEBDjEu9VcekDIV0ZRFLJl75yMXSyne2NvGmoYQ7x4sbKxXjc/g2plBvjzdT2mPwepOXaOiywLi//75cM4eG7f96RCrNrYQSdqds3Rdw+xcWARcGtPKB17HOdw3WWmuKZkyQgghhoZSiljKztbINYpeKcVbje08vDnEfx8obNTrpBKDmz9bQdCjs7YhzM+2hZlc5uAf51ZyxTR/zhH0L+2KZqfM2Y08LdqjR85Lxz7eNdigAWkFOpo9lQTFgTaT+RPt/iM9G7s7dI2gS6PG56AtrShx2sGHXZEUmWXbtpYEfrfOjxbWZF/HqUG+SmHLAk2Hnyyygxsv7YpyMJ4ipRS6ZgePdoUtqrxGt+/ZHwlcCDG2SIBDjEu5ygO8BuwMJ/k0khxwOQfYN7xffxzlsYYQO8OFlxcYGtx1VhXnTy7tdtyha1S4DQLu7jsjuXpsHIhb7I+bTA+6qC0x2B1LkzIVJ/odOHV9TH1wluaaNsmUEUKI4VVMwfSXdkX7fHzqox/2uoa+emuAPbHtd7vjPLwlRENLYRPbTqv2cEN9kM9P9vHH/W3c/WZmOptOa4fJbX86RKlLz/n3edufDnVr5KmArnGXXNtGTt0elZoyFYZDA2X36MisXTKN3XveM4HsZoFSCtX5zXUAzQ7udDWzwsWWlmSvc9CAmhKDaUF39ppWbWyh3OOgzGWXvCRMC5ehMcFrjNmfIyFE/yTAIcalTHmAz2E38bIUxFOKST7HgIMb4YTJz3dEeGRLyO7cXQANuzeGpqCyc1ckE+DIF9jIyNljQ9mplSVOHZz28/bH0+yLmZw9yTWmFnXSXPMI2dURQojhUWzB9FUbW9DIXUKhQfYa/v4PB1j1OYszJ/poz5GtAXZ5xq92xlizJVTwxLbzjvdxQ32QeTVHJres2RzC49CymaROw+5Jlu++ve1wYcEUHXsN4zYgadrBEIemcWqFq9v3z3fPvLaundV/OUwoYaFrMNGrc1ypPc6153lmMkEOJyy6tlNTwN6YiYMEL+2KsnhKWXYzTNP07EQVpezeHEKI4iUBDjHuKKX4+8+W849vHCRpangM6DDtnZDls4P9Pn9fLMXjW8M8+2GEtgLqYo3Ojt+6BqZF506IQalTY18s3W9gIyNXjw2FHSzZ0ZrMlq1MKjGwlMaGK6YM+BxHQn9j4oQQQhS/0c6eKLZg+ieRFDU+nca23h+eJ/p0FODSNZKa3XjziQs9vLEvzprNIfbG0hxf6uArM/3siaRZuzVMc4c54Nc2NFgy1R71Or1HOWuZS6exLU2lx+i2Numr0eYAK3uzHLo9phWgxKFxfJmTpKm459wJfT8R++dsbUOYiT4H8WQSXYeWDosSpwkaNMbSfBhKsujZXdmfwccuqOWql/YRTVoo7E0iHXt9dqjDygbCpFeWEOOTBDjEuNGRtutToymL2VUe7jirijWbQ+yLpaktdbB8dpCFtSV5n7+1JcGahhAv7YoVNCPe59C4Ypqfa2cF+D9/OkRTu4nXceRm2Z5WTA047RFqfQQ2MuoqPXzYmiCcVCRMC7ehY1r2XPeUpbJlK59G0syqHHvz0/0unYaWBEpl0lYVuyIWdWPwXIUQQhRuLGRPFNukKvvDtEYsmSSW7v5YpddBsnPh4TFgXyzNG/vi2bIRnwM+aE1yy+uH+myi2ZO3c31y3awAtaXdP7SXOnUqPQZuh85JAdeQfdB362DoGqY6Mt0taYE90BXSStHYluaWuRUD+lnpGsjyOHRSlgJNsS+e7gy0KLwOrdfPYNBtcJLfyYehlN2YtLOcJW2p7PQW6ZUlxPgkAQ5R1DJj0kIJs1fpycLakj4DGmDf7P60v501DSHeLLAxV5XH4JpZAa6c7s+mNi6fHeTuN5sBe2GRtBRKKW4/s2pAwQ3IPSv943Ayu1hQHCmBIUdN7miLJMxsgMjeTwOUfVwIIUTxW7WxJWcz7JHMnpjqd/JhKEE40f0cpgXHZjD91nmVXPXbvb2CGwCH2kyqvfY6osMEheIbv29ksHfNoFvn6hkBls0IUO7pPt2kxKlT1RnY6HpuhXzQd+qQt4ojz1LHws6imNLZO2xtQ5gzarz9/rx0DWTVlBjsjqTRgA5T0Zm8w0SfozOT50gGTyY7I2HaG0OZc3AbejYQJr2yhBifJMAhilJbyiKStIgmzYJ2MzKSpuK3u2I82hBie2uyoOc6dTi+1MHzF5+Ay+h+J19YW8L3/krj8QY7pXQwN8tcN9wD8RTp5JErzcQ2DraPvaBBY5uJA7A0+xx1DXRlHxdCCFH8cjXDPhi3SFmF9WY4GudN9vHHfW3oneWhCVPRGIcbZvtG7Bx66qts5/zJpdksjZ6a2k2qPDodJjS1pyiwrUbWcSUOrqsLcMUpfnzOntktOlVeA49D7/W8Qj/o91WhYo+mVSS73PI1wGWAhsahNovp5Q4GWk7UtYwk4DI4wQ/7o2kUdibGRJ8ju8nUNYMnE7RxaHYzVjrXJDU+o1t2ivTKEmL8kQCHKBqJtF1+Ek1adoriIMSSFk/tiLB2W4iDBX7g9jk0ypw6Dg1uP7OKh7a08nhDiHjKHl92XV2QO+dXc92sINfXlQ/q/DJ63nDLH/gATbOzNzIpHBoUNA1mJBkGuLpkrOTq/i6EEKI45WyGrY3sPen1PW1M9BndyjkDLo3X97Rx5/wRO42sXGU7PRuG5tuTUEA4YVHq0okNIrgxPeji6/VBLppailPvvvHi7QxseHMENroq5IO+odk7F6aygwZaZ5AJZTdLjaYUCmVnm3Y+J9NoNPMzMtByop7ZJQ5NY2KJg1KnRtIi24MF6BW4+Mkie+LL1pYELt3uXebQNSlDEWKc6/u33TDYvn07S5YsYdGiRd2Ov/POOyxdupS5c+dy4YUXsn79+m6Pr1u3jsWLFzN37lyWLl3Kxo0bs48lk0m+973vcd555zF//nxWrFhBY2Nj9vEDBw6wYsUK5s+fz8KFC7n77rtJJgvbtRejI2kqmtvT7Aon+TSa4nCHOajgxsF4mns3trDw2U+5988tAw5u6BrMneCmrsJFhdtgit/JXX9VzebmBP/5XisdaTtFsiOt+I/3WvmP9w/z8qcxFj27i6mPfsiiZ3f1OxpuIFRnD47MzHlL2dNhlDX2On1PDzo7z88uzzGVwlL2cSGEEMXP1bl67Pp7Huz+CyPlk0iKCT4H08tdzK7yML3cxQSfY9R6cHTtFaGwG41rnQ1DM9NQ+lq9+D0G20OpgrJS503w8ND5E3n+4uO55OSybsENt6FRW+pkcpmz3+BGoTL3c6du9wzJxBhmVrh47IJa5k/04jE0vA6NqQEnPqeOhb12cXdmvg60x4cdqJjIpBIHrQmLSSUOfrJoIvcsqCFpKuIpe3xsPGX1ClwsnlLG/371ZJ6/ZDLzJ3qx0LLPl6wNIcavEc3g+O1vf8sPf/hDPvOZz7Bt27bs8aamJlasWMF3vvMdLrvsMrZu3coNN9xAbW0tn/vc53j99df50Y9+xE9/+lNmz57NL3/5S2666SZeeeUVqqqqWL16NZs2beJnP/sZwWCQf/3Xf+Vb3/oWTz/9NAArV65k+vTpvPrqq0SjUVaugUHLMAAAIABJREFUXMn999/Pd77znZG8fDFAllJEEnYJSkehrbq7eGNfnB9vOszOcIr2tCpo0eAxNC47pYzrZgU5ocsNONPR/O2DHcCRrtyGrpG2FP/2bjMTfU5choahKd4+0M6SX+3B69AodenMqnAPqGSlZ5prStkNupR2ZLdEU6DpIx6j7Nc9C2r4ym/2EE13di7XoMxhHxdCCFH8cjXDDrg0ppWPXP+LsTYB4+NwkqBLJ2kqLNW9YehAbDs88I238yf7uKG+nNMmeHo95tQ1qrwGZS4jxzOHRmYUazRlN+106BpBl8Y9C2qymSCZjBaHrjHBq7M7ZgciakuNnMGIvuTLLhloWY2UoQhxbBnRT0dtbW089dRTnH322d2OP//889TW1nLVVVfh8XiYO3cul1xyCT//+c8BWL9+PZdeeinz5s3D7XZz5ZVXMmnSJF588UXS6TTPPPMM3/zmN5k8eTJlZWXceuutvP/++2zbto3NmzezdetWbr31Vvx+P7W1tdx00008/fTTWGNw9/tYpZQilrQ4EE+xM5TkUHt60MENpRQ/3XyYb712kM0tSdoKCG6Uu3VunlPOa1ecyF1nVfcKbtz9ZjNNXXJM052ZFGCnZ7an7V2btFLsidrZJhb2outwu8mHoQQrNzT2mdWRWRQciKezaa4Jk+wIOa9Dw6Vr6NqRnZCxxus08OgaTg08uobXOXwLLSGEECPr1nmVuAyd2lIH9ZVuaksduAx9RNP+b51X2e8O/khImoqmtjSTShxEU0eCG2A3DK0tHbq9xFKnxuxKF/+5aFKv4IYdSHAwxe8c1uAGkB3FOn+il9pSJ/MnennsgtpuQYSumRcWGjPLXcyqdGOpocuiWDyljA1XTOHj66ex4YopEsQQQgAjnMFxxRVX5Dze0NBAXV1dt2OzZs3i1VdfzT5+wQUX9Hp88+bN7N69m2g0yqxZs7KPVVRUMHHiRDZv3oxlWUyaNImKiors43V1dYTDYXbv3s2UKVOG6OpEoewFiSKaMon3WBQMRtpSvPJpjDUNYRpaCmt0dmKZk+vqAlx6clnOBlwAazaHcBkafpeOoWUaadlBDgdHAh0+h8aHoTS6Bl36gmLoGuGEora0707zXdNcAUqcGm5dw0Th1LVst/gqrz4mu8Wv2thC0G10G0kXTw2smZgQQoixbyxMnxjNc8hMcAsnjmSaXl9/ZIqax7CDG0lTsXx2EIDG+MAyOfI5zmcQdOu0dnTf/NE1jXK3TrnHQB/gtLah1NfKTTInhBCjYUw0GQ2FQpxyyindjgWDQVpbW7OP+/3+bo8HAgE+/vhjQqFQ9s89H29tbUUplfO5AK2trRLgGAVtnY1CoynrqIMaYH94/sVHER7fGh5wKmjGnGo3y+uCnD+5BEPPvzBw6BoH2tJUunV0XaPG52B/ZrGi7OCKpWCK30lbWnU2YFPZIIjCHvuWMPtvrPVJJIWhKXa0pruMvtNpajep9TvG/Kz2riPdMgbaTEwIIURxGEsfXkeqtWkibRFK5F6/LKwt4c6z7c2QfbE0taUOls8OcnyJk9v/+xAvfDy4flwaUOXRKPcYtKdVNiNEAwJug0qP0ef6ZTjkaqi6ckMjP1nEmPmZEEIcu8ZEgAPs3fzhev7Rfm9xdJRStKcVsZRFLGWRHuQElJ6a29P8bFuY9dsjhJOFlbMsmuxjeV2QeTXePr9O1zQqPAblbp2TAy673leHSSX2P53GeBoF+Jw6t8yt4IwaLys3NKJpdjCjq4QJuqY41J7uM/PC79LZ2pLA0WX8XlO7xeQyJ5NKHGN+VvtYq4sWQggx/ozUh2zVma0RSvTfF2xhbQkLa0sA2HSog4e3tPKHPW0FvV6V1yBtKlyGorndLnNt6lCEOpIEPDq3nVlJqVOnyuvoNap+pOTKNB3o2FchhBhuYyLAUV5ens3EyGhtbaWysjL7eCabIyMUClFRUZEtPemZ5ZF5XCnV63tn/pz5/mLoZcpPMkGNocjUyNgZTvJYQ4hf74yRLDBYEnBprL/oeE4OuPJ+TaaR6P54mpMDTr57RhWLp5Rx67zK3s0znbD+byZ3u6H/ZBF86cW9JHLsKVkKGuMmN8z25T9JZY/fUyhU59QUTYMyp8aGK6YUdL2joedIt7GcbSKEEONdz6bVYzU4Xqjh/pCdNBXhhEkkaQ141LlSiv/a18bDW0K829mMfKBmlLu4oT7IU9vDNHdYpJVCI03n9FXS9gswwevguNLR3TCQTE0hxFg2JkYwzJ49my1btnQ7tnnzZj772c8CUF9f3+vx999/nzlz5jB58mQCgUC3xw8ePEhjYyNz5syhvr6egwcP0tTU1O25lZWVTJ48eRiv6tjTrVFoOMX+eIpI0hyS4IZSio0H2/nGhgNc9Ks9PPNhtODgBtilJv0FN/7lrWZCCZNqr0Fjm5ltCvruwXZiaXuKiX1OEEvDuwfbe30fU4Ejx8aKBkz0Gbzex45OJKU4odSBS9cxFbh0nRNK7eZlxSDfSLfxsKAWQohikqtpdX+NrovFJ5EUvh432qP9kK2UIpIw2RNNsSuSpDVhDii4kbIUv94Z5eIX9nLjHxoLDm4A/Opvj2fJSWXsi5t4DGhpNzF0cBv2+F2HBlU+J/dtOjyYSxtSUzvLcbuSTE0hxFgxJjI4Lr74Yn7yk5+wbt06rrjiCt577z1eeOEFHnroIQCWLVvGzTffzN/+7d8ye/Zs1q9fTzgcZsmSJRiGwZVXXskDDzzAZz7zGfx+P/feey9nnXUW06ZNA2DOnDmsWrWKf/7nfyYUCvHAAw+wbNkytFFoxjQedaTtRltD1VOjK9NS/GFPnDUNId5rKqxxKNgLAkOzMyBMy96RyafEqbNuWxifU8+5I7SpqQOjy+QSU9nf73tvNvP6nrZshsLKDY3o2K+buf+7DQ0Ne3zbBJ+jzwVYpsRjevmRf57xlJUtiykGY6k2WwghjlXjuZRgKMshE2mLcNIeT1/IOqYtZfGLj6I81hBi31E0Ea0tMbJr0uNLHTS1myRNhaHbGyNKA4+hj5ksCcnUFEKMZSP6iemCCy5g//79WJZFOp1m9uzZALz88sv89Kc/5Qc/+AH33HMPNTU13HXXXZxxxhkAnHvuudx+++1897vfpampiRkzZvDQQw9lm4XefPPNtLW1cfnll5NMJjnnnHNYvXp19nXvu+8+7rrrLhYsWIDH4+HSSy9lxYoVI3np445pKSJJi0jSJNFH0GCwOtIWv9wZ5fGt4YJv5nUVLnZFkiTSdmADjkw4ceXIWfIYOtU+A69D59NoOm/aZTRpZZ9vKrLXrYC3G9u57pV91JQ4cRkax5V1D2IkTIVDh+NLHP0uwPItHM6b7GPRs7uKIs24kJTou98+xOq/HCaatChz2b1M7pw/YYTPWAghxp/xXEpwtB+yc01CGajWDpN1H4T52QdhQonBjbTPKHPCXWdXZ/+8fHaQ77/VjKNzWpvS7IzRGp8xZrIkxsIUHSGEyGdEAxyvvPJK3sdqa2t57rnn8j6+dOlSli5dmvMxp9PJHXfcwR133JHz8ZqaGh588MHCTlb0kumrEU6atKWsYelafrjD5MntYdZ9EOZwR2GLhs/V2o1D50/0cO0r+9kVSRJL2Qsel6FR6tSY4j9SnmJoGlVeg4D7yLz4qX4nH4YShBOqywQTjWlBN60J+7odWu9MEFMpDicUhxMJZle6iaRUr7buyrIDNy5d73MBlmvhcN5kH2sbwkXRsbyQxm93v32I77/VjK7Zwae2lMX337LH7EmQQwghjs54bvo82A/Z7Zms06RZ8DpmXyzF41vDPPNhhPb0wJ9t9+zSqfEZdJiKlnaTjrTC59T494U12cakuqZx2cl+aksc3P7fTWxtSeDSNSaVGDh0bUxlSUimphBirCqenHcxKpRStKXtXY54auCNtgq1O5Lisa0hnvsoSkcBGSEacNYkD//njCqmlx+ZTLJ8tj2Pvsan9ZpHrwFBt0Glt/fM+PMm+/jjvjb0ztKWhKlojMMNs32cN9nH999qJm2pbosiAztYAoqUaS8eD8ZNHLqGqzMYorAXOLGU4snF/fej6LlwWPTsrqJJMy4kJXr1Xw6ja3ZvFLBLitKWYvVfDkuAQwghjtJ4LyUY6Ids01J2CUrCHFT/rh2tCR7ZEuLFT2IUkrRa5TG4dlaAyWUO/u/Gw6QtKHVoOHwOkqbizrOrssGNgMugymuPfL1oqp+Lpvqz2ZC7IikmlTgkS0IIIQZAAhyil0xQI5a0J6AMV1AD4P2mDh5pCPHq7jiFrDk0oMJt98rYE0lzoC3dLcCRbx79RVPKqO5jtNrre9qY6DMIJxUJ08Jt6ARcGq/vaWPDFVPY0Zrgqe1HmrNpgDvT5EzZQZGkqWhPWzh1u5RFKXAZGqZSdAxwx6dniUdDSwdlTp0dsXT2vCZ49TGZZlxISnTXsp8MQ4NYgWN/hRBC9HaslxLEUxbhhEl8kFmnGw+288iWEK/tLWzU6wllDpbXBbn0lDLchn2T8zn1XmuShbUllDj1vOsSyZIQQojCSYBDACMb1LCU4vW9bTzaUPgYNadup3lO6NzlAGhPK9ZsDmV3QTK6zqN3GxrVXgc+Z9+Dgz6JpDqbiB65frdhfzh/aVeUN/d3cErQ7vHRYXaObrMUuqZhKphV6eaecydw1Uv7iKcsDOw+IBYKDXtsUX+lJblKPEIJi+Z2C6fRGUSxLHbHLGaW558IM1oKSYkuc+nZsp8MU0FprmYpQgghCnasfUhOmXYpbSRpkR5EtoalFK/tsUe9bmoqbI1SV+HihtnlfPGEkuwaJaPrmgTs/l9VXqPfdYkQQojCSIDjGDZS5ScZSVPx64/tbuM7w4VlHkwvd7G8Lsh9f2kh6Na7TcDxGLAv1rt7+Rv74jy6JcT+eJqTA65uu1b5mmD6nRrbWlPZEpWugYRVG1tImhZN7Yq0RXY2fcoCrwFVXoN7zp3A4illPLm4lpUbGmlsS6OZdumKBXgd9vfsq7QkV4mHptmvpWH/f03Z7x9jcBJQISnRt8ytyJb9GJod3LCUfVwIIYQYiEyPsFDCpC09uAzApKn4zSdRHtkS4qMC1yh/NcnLjbODnDXR2++EPoeuUeUx8Hfp/yWEEGLoSIDjGDPSQQ2AcMLk5zsi/GxbmKZ2s6DnnjXRy/L6IAuOsxcNz30YoandxNvlJ7fDhNrS7j/Kf9wX59b/Okgkafe/2BtN815TB+sW1wLkbYKJpmHHDXoHEhpaOgglLDTNziTRFNlAx/xJ3uwH+MykE79LJxFV3ep1E2nFgbhJyso/8jZXiYdl2QEXp65lm5/WlhpEx2ApRyEp0Zk+G6v/cphY0qJUpqgIIYQYoJSpiCRNwoPM1gC7jOWZHREe2xqisW3gaxRdgwtOLOHr9eXUV7oH8PUaFR6D8h6bNEIIIYaWBDiOAaMR1AC72/jazm7jbQV0Gzc0WDyllOvrgtT1WDQsnx3k2280EktlMhqg1Am3nXkkOyDgMviXt5sJJ+2ykEymRWvC4u83NDLF78zbBDOStChzabQmjpxvuVsjmrTIxBKMzoWJ/ewjX/fuwfZuk07a0qpXXxGr8ymxVP7ARK4SD6eugWZnsmTEUxaTSsbmP+FCUqLvnD9BAhpCCCEGRClFLGVPQhlstgbYU9t+ts2e2hYuYLPApWtcekoZy+uCnDjAaTQBl93Y3KFLYEMIIYbb2Px0JI6apRTxlN1PI55SWCMU1ADY2pJgTUOIl3YV1m3c59C4Ypqfr80KUFuae9GwuTlBPHUkrKCAeMo+vvjEMqq9Bm6HzqfRdPbxrnZFUijI2wRTg27BDTr/HHTbvTjiyc659CgSnRs9hgYH4ml++E4LVV6dco997mmVv6lZeyr/X0yuEg+/W+9MwR2fnfCFEEKIviTSFuGkRTR5dBs1e6IpHmsI8YsCp7aVOXWumuHn6pkBqr0DWz77HHp2XSKEEGJkSIBjHEma9gfgeMqiPT24juGDpZTiT/vbWdMQ4s0D7QU9t9prcPXMAFdO9xNwG7yxL87tfzrE3liaUqeduRBLKo4vdfC/zR303GexgCe2hrj/vElHziffedJ3E8z/ytMpfXckxeeO9/FhKEE4oYilFDpg6HajsBKnjqkUoQ6LGh+Ekya7I737gvR3fpC7xONHC2uAY7cTvhBCiGOPpezs03DCosM8upLMDw4neHhL4Zsv1V6D62YF+fJ0/4AbYDt1u7G5NMwWQoiRJwGOIpYpPckENVKDrD89GklT8dtdMdY0hNjRmizouScFnFxfF+SSk8qy49He2Bfn7jebcRkaOoqd4TRKwXGlBk3tJh15ymPDye7XrkOvQEjmeF9NMPONgjO7PK+2VGNnKImu2yNga3x2ozC3odGRtru3fxJO9Tn2tr93Kl+JhwQ0hBBCjHftaTuoEU2aR7VZo5TinYMdPLyllT/uK2zzZYrfydfrglxyclne0fI9GZpGpccgIH02hBBi1EiAo8ikMlkaaYu2Qc51HwqxpMVTOyKs3RbiYAFNuQDOqPFwfV2Q8473ofdYAKzZHMJlaKSVYl/cxMLuoXGo3eSUQP6O4z2XER4d2nJEODx6YU0wu+r5PFPZ01Q+CqcwtBQ+h4auwa5wqt/dIaese4QQQogs01JEkhbhhEnyKDdsLKX4w+44D28J8b/N+Zt65/KZKjc31gc5/4SSXmuUfDQg6Lb7bAz0OUIIIYaHBDjGOKUU7V2yNI72pn+0DsbTrN0W5qkdkT4bZfaka/DXJ5SwvC7IZ6s9eb9ubyyNrikaO4MbYGc7JEyIFvB6lpZpLZrreP4MCY+h5azJ9Rjdn/fVl/ew7oNo9nFTQTSlCLg0UhaYabvBab4skpkVrhyPCCGEEMeOzHjXSNIkPgSbNplx9Gu2hPgkUtio1wW1Xm6oL+fMGk9B2RdlLp0qjwPnALM8hBBCDC8JcIxBaetIQMOexDG6QQ2AHa0JHm0I8+InUQqIM+AxNC47pYzrZgU5YQDdxo8vdfC/TR1HRrR2HteAw+1m3tKTQI+moYk8KRT5jmdcPq20W+Ci6/GufvNJHANQGp1jZe3zjSQVp1W7iaQsdkVSWD1O1m1A0KVzz4KaPs9DCCGEGK+SpiKcMIkcZcPQjFjS4uc7wqzdGuZQAePodQ0umlLK1+uDzKzof9RrV97OBqIeaSAqhBBjigQ4xoi0ZTfSinU2CB0LlFK83djBmoYQ/7Uvd2+KfMrdOl+dEeCqGQEqPPlLS3paPjvIN37fiK6DAWTadDo16DAVLoOcfTjmVHfPiOiryWhf9sdMPDp0dHkLPLp9HOClXVFWbWwhlLDQAYcGjs5dG6UUHSZHRuKq7r1AdA1OLXdzz7kTpJeGEEKIY0qmYWgkOXTrnOb2NE9sC/PkB5GCsjwzmy/X1wWZXDawUa8ZLl2jShqICiHEmCUBjmGU+TD8SSTF1Bx9HlKmIpqyiCWPvjv4UEpbit99GueRhhANLYXVrp5Y5uS6ugB/d3IZ3kHsaiysLeGUoJOPI6lscEPHbvJZ5tJJmlavLA4deK/JbnCa+TvPp78z2tTUQYfVvadHh2Uff2lXlJUbGjsboNrnYK+nFA5dw1Tgddg7U43xNIZmT1lRCk4oc+LQ7eZjEtwQQghxrMg0DI2lrCHLSN0dSbGmIcRzH0ULKt0NuHSWzQhw9czCNl9AGogKIUSxkADHMOn6YbjCrXMgnmblhkZWn6c497gSokmz33KJkdaWsvjFR1Ee2xpiXyz/iNNc5lS7WV4X5PzJJRj60d34l5xcyuo/t5LpoqGwyz9umVvB3W8153xOLGl1+zvPx9NPhCOWtEMnXb+D6jy+amMLLkOjxKkzscTB/ngaBaQ7gxyWgn86o4ozarxc9sJeFODWdWp8BgG3gVKKXQXWBAshhBDFJt3ZMDQyBA1Du2poSfDwllZe+TTe56Synib6DK6rC/KlaX5KnIVtvuiaRtCtU+GRBqJCCFEMJMAxTFZtbCFpWTS1KzrSFm5Do9Sl8a9vN/PEhYXVeQ635vY0P9sWZv32COFkYZkknz/ex9frg5w+obCmXLl4DJ0qr8Gru+LZY5nvqIBf7Iiga5DqsaixAEOjWwAiX68OrZ/gSybm1PO5loJPIikqOnt9TCqx/+k0xtNYgM+pc8vcCu6cPwGAsyd5ORBPd1tItaUVUwbQh0QIIYQoNpmGoeGkOaRT3pRSvNXYzsObQ/z3gcJGvZ4ScPL1+iB/M3Xgo14zMpNRKjzGUW/cCCGEGDkS4BgmWw8nONxuYugaDh2SlqK5TZGykqN9alkfh5M82hDi1ztjBe2wOHX4u5PLuK4uyMmBo58G0rOedUcohdOw00EzTKXYEUrlbXCasroHIPKFafrLmvE5NeI9IyiA16kx1e/sDFrY5zWpxIHfpTOpxMGGK6Z0+/pb51WyckMjYOFzaLSlFUlTceu8yj5fXwghhCgmQ90wNMO0FK/ujvPQlsLLZU+r9nDj7Nzj6PujAX6XPfLVIYENIYQoOhLgGCYJU6FpdmNJpTr/q9kLgdH250PtrNkSYsOetoJ2WAIuna+c6uerMwNUe4/+R8fQNKq8Bn5XjnpWRe86kX7WGT0DELn0F8cpMXIHOEoMraCgxeIpZfxkkZ1VsiuSYkqOHixCCCFEMbKUIpa0CA9hw9CMhGnxq50xHm0IFVzWmckqnVfjHdRr+10GlR5DRr4KIUQRkwDHMHHp0IadeaApu0lm5vhoMC3FH/bEebQhxKamwnZCakscfK0uwOWnFF67mosGlHuMvPWs08tdNLQkSKVVNq6haVBX4eL95vzn3jUAMViRlMrZxDSSUgUHLRZPKZOAhhBCiHGjo7NhaHQIG4ZmRJMm67dHeGJbmKYCRr0aGvzN1FJuqA8yvXxwJcBlLp1Kj6PgMhYhhBBjjwQ4hkldpYcPWxOEk3YPDpehUerUmOI/+pKOQnSkLX65M8rjW8MF74TUVbhYXh/kghNLhyxN0+8yqOon7fPyaWU0NCeyDUbBbjJ6+bSyPgMcXQMQH7TmLgXyDOAnPld5TNfXkKCFEEKIY4WZaRg6TM3RD7WlWbstzPrt4ZwZlPl4HRpXTPNz3awAtaWD629V6tSp9Bi4BzH1TQghxNgkAY5hkskmqC3VcOoQT9nlDMtnB0fk9Q93mDy5Pcy6D8Ic7igso+FztT6urwtw1kTvkI1C8zp0qr0GngEsIl7f08akEoNwUpEwLdyGTsCl8fqetn6fmwlA1Pz0A1rarV6ZGGX9ZKBMDzrZ1poEjmRyWApmlktzUCGEEMeOtpRFOGkSSw5dw9CuPgknWdMQ4lc7o3n7a+USdOt8dUaAZTMKH/WaUdIZ2BjImkQIIURxkQDHMOmaTfBRKMlxJQ6Wzw6ysLZkWF93dyTFY1vt2fAdBey0ODRYclIp19cFOXWQKZ65OHWN6i4NRAfik0iKCT4HNSVHgiuZEau6lruPRs+EkK4ZNF2DJNP6ubZ7FtRw3Sv7iKYUaUvh0DWCLo17FtQM+PyFEEKIYpQyFZGkSThpkR7C8a5dvd/UwcNbQry6O15Q4OS4EgfX1QW44hQ/vkGWy/ocOpVeA68ENoQQYtySAMcwymQTNMbTRJIDrycdjPebOnikwV4wFLImKXXqfHm6n2tmBphYMnQ/DoamUeExCLpzNBDtR65moZkRq391nId1H0R7Pecrp3YvG7l1XiXXvbIvW15iKkXKot8pJounlPHYBbXSHFQIIcQxQSlFLGX31mgb4oahXV/jT/vbeXhLK283dhT03OlBu1z2b6aW4hxkuWxmDP1gAyNCCCGKhwQ4ipilFG/sbWNNQ4h3Dxa2YKjxGVw7M8jS6WWUuQaX4pnLUMyN72taybsH24HeAY5cjcU0zR5hozqbeRQaaBn9eTdCCCHE8Eik7Sko0SEe79pV2lK88mmMh7eE2HY4d2+sfOZN8HDD7CALa32DLpd16RrVPseQNEgXQghRHCTAUYSSpuLXH0d5rCHEznBhjUOnl7tYXhfkoimlQ94tvNSpU+U9+i7ki6eUcW1dO6v/cpho0qLMpXPL3AoWTynjshf25HzOD99p5s75E7J/XrWxhaDb6NZ4LJ6yWLWxpc9sjJd2RVm5oRGXoVHh1jkQT7NyQyM/WYRkcQghhChqw90wNKMjbfGLj6I82hBibyxd0HPPn+zjhvpyTpvgGfTrG5pGpccgMIgsUiGEEMVNAhxFJJww+fmOCI9sCRFJFpZGevYkL8vrgpx73NA1Ds1wGxoTfI4hq2l9aVeUtQ1hJvocnOS3MzjWNoQ5o8ZLR55Kn57HP4mkqHB3Px+fQ+t3ksyqjS24DC2722OXyfQfGBFCCCHGsv2xFPHU8DQMzQgnTJ7cHuGJbaGCGpw7NLj4pDKW1wc5JTj4aXP9jaEXQggx/kmAowjsi6VYuzXMMx9GaEsPfGliaLB4it04tK5y6BqHZjh0jSqPgd89dCUu0HeQYaD66uPRl8EGRoQQQoixLFbIqJICNcbTPL41xFM7Clun+BwaX57u52uzgkfdB6zUqVPtdeAc4uxUIYQQxUUCHGPY1pYEaxpCvLQrRiGZpL7O2fBfO4rZ8H3RgAqPQfkw7ZD0FWTQyN0bo+dZ9NXHoy+DDYwIIYQQA3HgwAG+973vsWnTJjweD+effz633XYbLtfgMxdGy85Qkke2hHjhk8JGvVZ4dK6eEeSqGX6CR7lJ4tLtLFJpICqEEAIkwDHmZDqNr2kI8eaB9oKeW+UxuGZWgCun+wkMcVZFRpnL3iFxDLKB6ED0FWRoTZiEEr1XUYEeAZGuY3oLmYYy2MCIEEIIMRArV65k+vTpvPrqq0SjUVauXMn999/Pd77zndE+tQHbdKiDh7e08oc9bQU97/hSB9fXBbn8lDI8R1nWKn02hBBC5CIBjjEiZSl+80mMRxtCbG8trNO4U7dtdbtPAAAgAElEQVQXDc9ffMKQNw7N8Bg61b6RmR3fV5Bh1cYWNjcnaE2YmMouwyl3G8yu6l2CkxnTW4jBBkaEEEKI/mzevJmtW7fy8MMP4/f78fv93HTTTdx555384z/+I7o+drMQlFK8sa+NhzeH2HiosMltMytc3FAf5IITS4dkgyToNqg8imltQgghxi8JcIyyWNLi6Q8jrN0aorEtTwfNPHwOjTKnjkOD28+sGpbgxnD12ehLf0GGlRsa7Xn2w5RhMZjAiBBCCNGfhoYGJk2aREVFRfZYXV0d4XCY3bt3M2XKlNE7uTxSluK3n8R4pCHEjgI3YOZP9HBDffmQNTgv6eyzMVybOUIIIYqfBDhGycF4mrXbwjy1I1JQ4y8NOG2Cm0RaEU5Y1JY6WD47yMLakiE9v9HuRJ4vyCAZFkIIIYpVKBTC7/d3OxYIBABobW0dUwGOtpTFsx9FeKwhzP74wEe9asAXTyzh6/VBPlM1+FGvXY1kFqkQQojiJgGOEbajNcGjDWFeLLAhl8fQuOyUMq6bFeSEYW54WeLUmTCGO5FLhoUQQohipdRwDmo9eoc7TNZ9EOb/fRDO2fMqH6cOf3dyGdfXBTkpMDQNU126RpXXQalLAhtCCCEGRgIcI0ApxZsH2ljTEOKP+wprHFru1vnqjABXzQhQ4RneMhGXrlHtc2THswohhBBi6FRUVBAKhbody/y5snJ0m1nvi6V4bGuYZz+M0F7AqNcSp8ZXTg1wzcwANb6hWVY69EwD0ZErjxVCCDE+SIBjGCmleHpHhB+828zm5kRBzz2hzMF1s4JcekrZsKdk6ppmj32VTuRCCCHEsKmvr+fgwYM0NTVRXV0NwPvvv09lZSWTJ08elXPa0ZrgkS0hXvyksJH0VR6Da2cFuPJUP37X0AQiZD0ihBDiaEmAY5gkTcW1r+zj5zsiBT3vs1VultcH+cLkkhHpDu53GVR5jWEd+yqEEEIImDVrFnPmzGHVqlX88z//M6FQiAceeIBly5aN+Af6jQfbeXhLiNf3Fjbq9cQyJ8vrg/zdyaW4jaHZgNGwJ6NUyGQUIYQQR0kCHMPk1zujBQU3Fk32sbwuyOkTPCOyyPEYOhN8xlHPoRdCCCHEwN13333cddddLFiwAI/Hw6WXXsqKFStG5LUtpXhtTxsPbwmxqamwUa91lW5uqA/yxROGdgMm4DKolI0WIYQQQ0QCHMPkv/f3vyOSach1XV2Qk4eoIVf/r6lR5TUoG6J0UiGEEEIMXE1NDQ8++OCIvmbSVPzyowiPbAnxUThV0HPPmeTlhtlBzpo4NKNeM0qdOlUy8lUIIcQQkwDHMJlZ4c77WMCl85VT/Xx1ZoBq78i8BVLXKoQQQhx7ntoe5jt/PMje2MBHveoaXHBiCTfUl1NXmX89Mxheh06VV0a+CiGEGB4S4BgmX5sV4IltIf7nwJGpKbUlDq6dFeCKaf4RnVQS6OyzIXWtQgghxLHj4c2t3PiHAwP+epduj6RfXjf0I+llUpsQQoiRIAGOYeJ26Pzh8hN54eMYfz7UzkkBJ+ce5xvRGtMSp061pH8KIYQQx6TVm1oG9HVlTp2rZvi5ehgySx26RpXHwC8jX4UQQowACXAMI49D50vT/Syo9RFJmiP2urJLIoQQQohYyurz8WqvwXWzgnx5up9S19CuGYzO0tiglMYKIYQYQRLgGEc0oNLrkD4bQgghhODCE0t5eEuo1/GpfnvU6yUnlQ15lqcGlHvska+6rEWEEEKMMAlwjBOlTp0JPoeMWRNCCCEEAP/fwom0dJj8emcUS8GcajfL64Kcf0LJsAQfZOSrEEKI0SYBjiLnMXSqfdKNXAghhBDd+Zw6v1gymZb2NHtjqWFbK5Q4dao8Bm5ZiwghhBhlEuAoUg5do9prUOaSpl1CCCGEyK/S66ClY+h7gbkNjWqvA5/0/BJCCDFGSICjyOidTbukz4YQQgghRoNMRhFCCDFWSYCjiARcBlVeA0NqW4UQQggxwmSTRQghxFgnAY4iUOLUqfY6hrzTuRBCCCFEfzTAL5ssQgghioAEOMYwqW0VQgghxGgqc+lUemSTRQghRHGQAMcY5NA1Kj0GAaltFUIIIcQo8Dl0qrwGHpmMIoQQoohIgGMM0cCubfUYwzKfXgghhBCiLy5do9rnoESyR4UQQhQhCXCMEZnaVofUtgohhBBihBlaJntUGogKIYQoXhLgGGU+h06118AtKaBCCCGEGGEaUO4xqJDsUSGEEOOABDhGiaSACiGEEGI0lbl0qjwOnNJAVAghxDghAY4RJimgQgghhBhN3s7sUWkgKoQQYryRAMcI0YCg26DSKymgQgghhBh5Tl2jymtQ5pIpbUIIIcYnCXCMgBKnRqXHJSmgQgghhBgV1V4HQckeFUIIMc5JgGMEyE6JEEIIIUZTuUfWIkIIIcY/Kb4UQgghhBBCCCFE0ZMAhxBCCCGEEEIIIYreMRXgOHDgACtWrGD+/PksXLiQu+++m2QyOdqnJYQQQgghhBBCiKN0TAU4Vq5cSXl5Oa+++ipPPvkkmzZt4v777x/t0xJCCCGEEEIIIcRROmYCHJs3b2br1q3ceuut+P1+amtruemmm3j66aexLGu0T08IIYQQQgghhBBH4ZgJcDQ0NDBp0iQqKiqyx+rq6giHw+zevXsUz0wIIYQQQgghhBBH65gJcIRCIfx+f7djgUAAgNbW1tE4JSGEEEIIIYQQQgyRYybAAaCUGu1TEEIIIYQQQgghxDA4ZgIcFRUVhEKhbscyf66srByNUxJCCCGEEEIIIcQQOWYCHPX19Rw8eJCmpqbssffff5/KykomT548imcmhBBCCCGEEEKIo3XMBDhmzZrFnDlzWLVqFdFolD179vDAAw+wbNkyNE0b7dMTQgghhBBCCCHEUThmAhwA9913H5FIhAULFvClL32Jz33uc6xYsWK0T0sIIYQQQgghhBBHyTHaJzCSampqePDBB0f7NIQQQgghhBBCCDHEjqkMDiGEEEIIIYQQQoxPx1QGx0CYpglAY2PjKJ+JEEIIMTZk7omZe6QYPrIOEUIIIXob6FpEAhw9ZKasLFu2bJTPRAghhBhbmpqaOPHEE0f7NMY1WYcIIYQQ+fW3FtGUUmoEz2fM6+joYMuWLVRXV2MYxmifjhBCCDHqTNOkqamJ+vp6PB7PaJ/OuCbrECGEEKK3ga5FJMAhhBBCCCGEEEKIoidNRoUQQgghhBBCCFH0JMAhhBBCCCGEEEKIonfMBzi2bdvGtddeyxlnnMHZZ5/Nt771Lfbv38/bb7/NqaeeyuzZs7v978UXXxztUz4qW7Zs4dprr2XevHmce+65PPjgg9nH3nnnHZYuXcrcuXO58MILWb9+/Sie6dDJd83j6T3evn07S5YsYdGiRd2O9/eerlu3jsWLFzN37lyWLl3Kxo0bR/K0B20w1/vjH/+YGTNm9Hq/Dx48ONKnX7B81wvwyiuvcOaZZ3Lbbbf1eqxY318Y3DWPx/f43Xff5corr2Tu3Lmcd9553HvvvaTT6ezjL7/8MpdccgmnnXYaF198Mb/73e9G+tTFCOnr3wSAZVlcdtllXH311d2OF/PvAch93QO5fxfzded7r+PxOHfccQfz5s3j9NNP59vf/jaxWCz7eLH/Psh13f/5n//Z632ur6/v9jXj8boBXnrpJS6++GJOO+00Pv/5z3PPPfeQTCazjxfzzzjkv+7f/OY3XHLJJcyZM4cLL7yQ1157rdvjxXzd+/bt4+abb+ass87irLPO4h/+4R+ya5Tt27dzzTXXMG/ePM4//3x+/OMf07WTRDH/nPd13WCvdc4777xe9y8Y5HWrY1gqlVLnnHOOWrVqlUokEioSiaibb75ZfeUrX1FvvfWWmj59+mif4pBqbW1V8+fPV//2b/+m2tra1EcffaT++q//Wv3yl79Uhw4dUqeddppat26dam9vV3/+85/V3Llz1RtvvDHap31U+rrm8fIe/+Y3v1Hnnnuu+uY3v6k+//nPZ4/3956+9tprau7cuerdd99VHR0dav369Wru3LmqqalptC5lQAZ7vffff7/66le/OlqnPWj5rlcppX7wgx+oJUuWqMsvv1z90z/9U7fHivX9VWrw1zze3uN9+/apOXPmqLVr16pkMqk++OADdc4556hHHnlEKaXUtm3bVH19vXr11VdVR0eH+v3vf69mz56ttm/fPlqXIoZJX/8mMp544gl1+umnd/s3UMy/B5TKf9393b+L+br7eq9vueUWddNNN6nm5mZ16NAhtWLFCvXEE08opYr/98FAfsYzbrnlFvXv//7vSqnxe93btm1Ts2bNUq+++qpKp9Nq9+7d6otf/KJavXq1Uqq4f8aVyn/d77zzjpo5c6Z66aWXVCKRUK+//rqaO3eu2rVrl1Kq+K97yZIl6tvf/raKRqOqublZXXPNNerGG29U7e3tauHChepHP/qRisViaseOHWrhwoXqySefVEoV/895vutWSqnHHntMLVq0SH3ta1/rtYYb7HUf0xkcBw4coKmpiUsvvRSXy0VZWRkXXXQR27ZtG+1TGxbvvfcesViMW265Ba/Xy8knn8yNN97IU089xfPPP09tbS1XXXUVHo+HuXPncskll/Dzn/98tE/7qPR1zeNFW1sbTz31FGeffXa34/29p+vXr+fSSy9l3rx5uN1urrzySiZNmjTmM1gGe73FKt/1AlRVVfHMM89w3HHH9XqsWN9fGPw1F6t819vc3Mxll13GNddcg9Pp5NRTT2XRokW8++67ADz99NOcc845fOELX8DtdnP++edz9tln88wzz4zGZYhh1Ne/CYBDhw7xwAMP9Nr9KubfA9D/dedTzNed75r37dvHK6+8wve+9z0qKyuprq7u9p4X+++Dgb7Xb775Jps2beIb3/gGMH6vu6GhgUAgwBe+8AUMw2Dy5Mmcc845fPDBB0Bx/4xD/uvesGEDp59+OhdeeCEul4uFCxdy/vnn89xzzwHFfd2RSIT6+npuvfXW/5+9O4+Lstz/P/5CFlERBDQwJLU0DFDBUMx9aTPJUnM54tIumVqd1NRTqZmauXBcSTv68xxzTS3Uk5pUVhqRlAW4lGsuAaGyBco6vz/8MscRFNwYZub9fDx86NzXfd9zfeYe577mM9eCi4sLnp6e9O/fn71797Jr1y4uXLjAqFGjqFWrFk2bNmXIkCHGNqwlv8+vFTeAnZ0dGzdupFmzZqWOvdG4bTrB4ePjQ7NmzVi7di1//fUXf/31F5999plJV6kxY8bQrl072rdvT1RUFMXFxWas8a3n5ubGoUOH2L9/PwEBASZl/v7+JCYmmqlmt09JzCUs/Ro/9dRTZX7ZK++a7t+/H39//6uWV1U3Gi9cSmqWDFd65JFH+OKLL257fW/W1eIFePHFF6+6TJalXl+48ZjBuq5xixYteOutt0y2paSk4OXlBVTsPS/W4Vr/JwCmT5/OoEGD8PX1NdluyZ8DUH7cV7t/W3LcV4v5xx9/xMvLi+3bt9O5c2fat2/P1KlTycvLAyz/86C8aw1gMBiYPn06r7zyCjVq1ACsN+62bdty4cIFPvvsM/Lz8zl16hR79uwxfkex5Pc4VOx6l3B1dTW22y05bldXV2bMmGG8h8OlNouXlxf79+/n3nvvxcHBwVjm7+/Pb7/9Rl5enkW/z68VN8CwYcOoU6dOmcfeaNw2neCoVq0aCxcuNGYL77//fv744w8mTZqEi4sLwcHBhIWF8fXXXzNnzhyWLVtm0b8GBwcHU6tWLSIjI7lw4QKnT5/mo48+Ijc3l7S0NFxdXU32r1OnDunp6Waq7a1xrZidnZ2t7hpfLiMj45rXtKxyNzc3MjIyKq2Ot1J58Xp7e3P33Xfzj3/8g927dzNkyBBGjRrFb7/9Zo7q3nbWdn0rwtqv8datW9m7dy/PPPMMcPVrbOmf23J9vv32Ww4ePMiLL75YqsxaPwfKa6NZY9wpKSmcPXuWY8eO8d///pdly5bxxRdfsHjxYsA2Pg8+//xzLl68yOOPP27cZq1x+/j4EBkZycSJE2nRogUPPvggrVu3pn///oB1vscBunbtSnx8PJ9//jn5+fn89NNPxMTEGOOypriPHTtGVFQUI0aMuGobtri4mMzMTKt6n18ed3luNG6bTnDk5+cTERHBI488Qnx8PN988w133HEHr7/+OgEBAaxdu5YuXbrg6OhI27ZtGTBgANHR0eau9g1zc3Nj0aJFxMfH0759e1599VWefPJJABwcHEwmsrEW14o5MDDQ6q7xlazxml7LteLt168fS5cu5d5778XZ2ZnBgwcTEBDAli1bKrGGcjtZ8zXeuHEjb7/9NvPnz6dRo0bG7bb2f1xM5eXlMXXqVCZPnoyTk5O5q1NprLGNVhEFBQW88cYbuLi40KxZM4YOHcpnn31mLLf2z4Nly5YxbNgw7O3tTbZbY9xHjx5lzJgxzJgxg59//pno6Gj27t3Lhx9+aO6q3VZt2rRh8uTJzJkzh7Zt27J8+XL69Olj0rPBGiQmJjJ48GCeeeYZY8KuvPexNbzPy4q7PDcSt00nOGJjY/n999957bXXqF27Nl5eXowePZpvvvmGc+fOldrfx8eHP//80ww1vXVCQkJYv349P/30Exs2bMDd3Z169erh4eFRKvuZnp6Op6enmWp661wt5itvkGAd17iEu7v7Na+pu7t7qQxoRkYGHh4elVbHW6m8eMtiTdf7StZ2fW+UNVzjxYsXM3v2bP71r3/RsWNH4/ay3vMZGRlW8bktFRMVFUWLFi2uOm+BLX0OXP5/3Rrjrlu3Lk5OTtSsWdO47cqYrfnz4MyZMyQkJPDggw+abLfWuDdu3Ii/vz89evTA2dmZZs2aMWjQID755BPAOt/jJQYMGMCOHTv46aefWLhwIRcuXMDb2xuwjri//fZbnn76aUaOHMnIkSMByvwelpGRgb29PXXq1LGK93lZcZfnRuO26QRHUVFRqaxQyfJ7cXFxrF692qTs2LFjNGjQoNLqd6vl5eXx6aefkp2dbdy2e/du7r//fpo3b05SUpLJ/omJibRs2bKyq3lLXSvmbdu2Wd01vlx51zQwMLBUeUJCAkFBQZVWx1upvHgXL15MbGysSfnRo0dLjVm3FtZ2fSvCGq/xypUrWbt2LWvWrKFVq1YmZWVdY2v43JaK27x5M1999RWhoaGEhoYydepUfvrpJ0JDQ0lOTrbaz4Hy7t/WGHeTJk24ePEix44dM247ffq0cR4Da/88iImJ4d577zV+0S1hrXEXFxeXmhOuqKjI+G9rfI/DpaFYV/a6/O6774z3P0uP+5dffuG1115j5syZDBo0yLg9MDCQX3/91WQZ4ISEBO677z6cnJws/n1+tbjLc6Nx23SCIzg4GBcXF/75z3+Sm5tLeno6H3zwAcHBwTg5OTFz5kx2795NQUEBe/bsYePGjYSHh5u72jfM0dGRBQsWsGjRIgoLC4mNjWXjxo08/fTT9OrVi7S0NFatWkVeXh5xcXFs2bKlzPWILcm1YnZ0dLS6a3y58q5peHg4mzdvJj4+nry8PFasWEFmZiZhYWFmrvmNKS/ejIwMpkyZwrFjx8jLy2P58uWcPHmSvn37mrnmt4e1Xd+KsLZrfOrUKebOnUtUVJTJsJQSAwcOJC4ujp07d5Kfn8+2bduIj49n4MCBlV9ZMYt169bx3//+l+joaKKjo3nllVcIDAwkOjqaO+64w2o/B8q7f1tj3C1atCA4OJhp06aRkZHB0aNHWblyJU899RRg/Z8HBw4cKPMHKGuNu2vXrvz00098/vnnFBQUcOzYMdatW8dDDz0EWOd7HC79MDl+/Hh27txJYWEhH374IWfPnuWJJ54ALDvuwsJCJk6cyKhRo0r1ROrcuTN16tRhwYIF5ObmcujQIVauXGlsw1ry+/xacZfnRuO2M1jDgJ6bkJSUxMyZMzl06BCOjo60bt2aCRMm4O3tzbp161i+fDnJycnUrVuXl156iX79+pm7yjdl//79vPXWWxw9ehQvLy9effVVHnvsMeDSDN3Tpk3j8OHDeHl5MXLkSON8FZbsWjFbwzV+5JFH+OOPPyguLqawsNA4Dnv79u2kpKRc85quX7+eDz74gLS0NJo1a8Zbb71FixYtzBVKhdxovHl5ecyZM4ft27eTnp5O06ZNeeuttwgODjZnOOW6VryPPvoo8L+eZw4ODtx5553s2LEDsMzrCzces7Vd4+HDh7Nw4UIcHR1N9r/8GsfExDBnzhxOnTpFo0aNGDduHJ06dar0GOT2utb/CR8fH+N+mzZt4pNPPmHlypXGbZb6OQDXjnv37t3XvH9batzXitnBwYFJkyYRFxeHk5MTgwYNYuTIkcYht5b8eVDee/y5557Dx8eHd955p9Sx1hr3vn37WLp0KadOncLd3Z0ePXowevRoqlevDljuexyuHfePP/7IP//5T86dO8d9993H5MmTTZYQtdS44+PjCQ8PL3O+pO3bt3Px4kUmTZpEQkICbm5uDBs2jOeff964j6W+z8uLu6RdV1RURHFxsbHNU7JSyo3EbfMJDhERERERERGxfDY9REVERERERERErIMSHCIiIiIiIiJi8ZTgEBERERERERGLpwSHiIiIiIiIiFg8JThERERERERExOIpwSEiIiIiIiIiFk8JDhG5qiFDhvC3v/2t0p5v/PjxhIaGXtcxCxYswM/Pj5ycnNtUKxEREanqunXrxujRo81dDQA2bdqEn58fv//+u7mrImJzlOAQERERERG5QUuWLKkyyRURW6cEh4iIiIiIyA3at2+fuasgIv9HCQ4RG9KpUyemT59usu3BBx8kODiYwsJC47aVK1fSokULLl68CEBsbCy9evUiMDCQzp07Ex0dbXKOEydOMHr0aDp37kyLFi148skn2bZtm8k+BQUFLFiwgJ49e9KyZUs6duzIjBkzuHDhwi2J7ejRowwaNIgWLVrwwAMPMGfOHAwGg7H8+PHjjBo1ijZt2hAYGMhDDz3EwoULKS4uNu5z5swZXn31Vdq3b0/z5s158MEHWbBgAUVFRdcVq4iIiJhPTk4O7777Lo888gjNmzenW7duLFq0yOR+PmTIEIYPH87OnTt5/PHHadGiBY888gibN282OVdMTAyPPfYYgYGBPPbYY8TExDBixAj69OkDXBoa89VXX7Fjxw78/PyIi4szHpuZmcmrr75KcHAwwcHBTJgwgdzc3Mp5EURslIO5KyAilad9+/bEx8cbH585c4bU1FRcXV1JSkoiKCgIgLi4OFq3bk1+fj5nzpzh3//+N++++y7Ozs7MnDmTiRMn0rZtW7y8vMjMzGTw4MG4u7sza9YsPD09+fTTT3nttdeoUaMGXbp0AWDq1Kls2rSJCRMm0LFjRw4dOsTkyZNJSUlh3rx5Nx3b1KlTeemll7j77rvZsWMHc+fOxdvbm/DwcAwGAy+++CJubm6sWLECNzc39u3bx/jx43FxceHpp58GYOzYsTg4OPDhhx9Sp04dfvnlF9566y2qV6/Oiy++WOFYRURExHxGjx5NYmIib731Fi1btiQ+Pp6pU6eSk5PDuHHjjPsdOXKENWvWMG3aNGrVqsV7773HxIkTad26NfXr1+fw4cO88sortGvXjjlz5vDXX38xbdo0srKyqFOnDgAbNmygd+/e3HfffUydOhU3NzfOnDkDwHvvvUd4eDivvfYaX3/9NdOmTaNx48a8+OKLZnldRGyBEhwiNqRjx45ER0fz119/4eLiwvfff4+/vz+enp788MMPBAUFUVxczN69e3nppZf44osv+PPPP/n444/x9PQE4Pnnn2f37t0kJibi5eXFhg0bSEtLY+XKlTRu3BiA119/nR9//JEPPviALl26cPbsWTZs2MDzzz9PeHg4AHfddReZmZm8+eabHD9+3HjsjRoyZAjdunUDYPjw4Xz55ZdER0cbn2/58uXUqFGDunXrAuDj48N//vMfvv32W2OCY//+/bz88sv4+/sDcOedd9K0aVNq1KgBUKFYRURExHwSExPZvXs377zzDo8//jhwqc1x8uRJli1bxogRI3BxcQEgNTWVdevWGdsGzz77LN988w0HDhygfv36bN26FYPBwPvvv4+7uzsAkZGR9OjRw5jg8PDwwN7eHicnJ+rVq2dSl0ceeYSePXsCMHToUJYvX87PP/9cKa+DiK3SEBURG/LAAw9gMBj48ccfAfj++++5//77adOmjbFL5aFDh8jIyKBjx47ApUZBSXIDLt3IAbKzswH4+eef8fHxKZWgaNu2Lfv37wcgISGBoqIiOnToUGofwLjfzbj//vtNHvv5+XH06FEA7OzsyMrKYtq0aXTr1o1WrVoRHBxMYmIi6enpxmO6d+/OokWLmDZtGt9++y0XL16kSZMm+Pj4VDhWERERMZ+SBEJZbY78/HwOHz5s3NagQQNjcgP+18bJysoC4OTJkzRo0MCY3ABo3LgxDRs2rFBdgoODTR57eHgY208icnuoB4eIDXF3dycgIID4+Hg6d+5MXFwcU6dOxcPDg3nz5lFYWMj333+Pj48P99xzDwDOzs4m57CzswMwzm+RnZ1NcnJyqZt4YWEh+fn5nD9/3ngzf+GFF6hWrXReNTU19aZjc3NzM3lco0YN4/weycnJDB48mIYNG/L222/j6+uLg4MDY8aMMRmPO3PmTNauXcuWLVv46KOPcHJyomfPnkyYMIHatWtXKNaSxpGIiIhUvpI2R1hYmMn2knbL5W2OmjVrmuxzZRsnIyODWrVqlXoODw8P8vLyyq3LlW0oEbn9lOAQsTEdOnTg+++/59ixY5w7d47777+fGjVqYGdnR1JSEnFxcaV+9bgWV1dX7rzzTpYvX37V8pLkw3vvvWcc/nG5K5MTNyInJ8fY5RQgNzfX2CiJiYkhNzeXOa/MzIkAACAASURBVHPmGBM3cOkXmssbLo6OjgwZMoQhQ4aQkZHBzp07mTVrFoWFhbz//vsVilVERETMp6RNsXz58jJ/dLi8V2p5nJycypwMPSMjwzh8VUSqFg1REbExHTp0ICkpiV27duHv74+Liwv29vYEBwcTGxtLfHw8nTp1qvD5goODSU1NpWbNmjRs2ND4x9HREQ8PDxwcHGjevDkODg6kpKSY7OPt7Y3BYDCOY70Zl89aDpeGvdx7773ApRVcAJPn+eWXXzhx4oTxcUZGBtHR0cYeHXXq1KFfv3706tWLgwcPVjhWERERMZ+SCdPT0tJM7tXu7u44OTmZ/BhSnoYNG3Lq1CmT4ay//fYbx48fL7Xv5Su3iYj5KMEhYmOCgoKoXr06H330EaGhocbtrVu3ZsOGDeTl5RnnxqiIPn364OHhwSuvvEJ8fDxnzpxh586dDBgwwLgkraenJ/369WPx4sV88sknnDp1isTERP7+978zcOBAMjIybjquVatW8fXXX3PixAkWLFjA/v376d27tzFmgKVLl3Lq1CliYmKYPHkyXbt25cyZMxw7dozCwkImT57Mm2++yaFDh0hOTua7777jyy+/pE2bNhWOVURERMwnICCATp06MW3aNHbu3Mnp06eJj48nIiKCZ555xvijR0X06NGDwsJCpkyZwpEjR4iPj2fixInGublKuLq68ttvv3HgwAHOnTt3q0MSkeugnxtFbIyDgwNt27YlJibG+MUdLiU4IiMjadOmzXX9uuHm5saqVauYPXs2L7/8MtnZ2Xh7e/PUU0/x0ksvGfd76623uOOOO1i8eDF//PEHNWrU4IEHHmDVqlU33YOjWrVqTJkyhcmTJ7N//35cXV0ZNWoUTz31FACtWrXi9ddfZ+XKlaxfv57mzZsze/Zs0tPTGTlyJAMHDmTbtm38v//3/5g3bx5Dhgzh4sWLeHt789hjjzFq1KjrilVERETMZ/78+fzzn//k3Xff5ezZs9SuXZsuXboQGRmJo6Njhc8THBzMu+++S1RUFL1796Zp06a88cYbzJs3z6THxgsvvMCUKVMYNGgQM2bMuB0hiUgF2RnUn0pERERERKSU8+fP4+LigpOTEwDFxcV07tyZdu3aMXPmTDPXTkSupB4cIiIiIiIiVzh69Ci9evWiZ8+eDB8+HDs7O1atWkVaWhr9+vUzd/VEpAzqwSEiVU58fDwvvPBCufsNHz6ciIiISqiRiIiI2KLdu3ezePFifv31V+zs7GjcuDERERF0797d3FUTkTIowSEiVc7FixdN1qm/Gjc3t1uyAouIiIiIiFg+JThERERERERExOJpmVgRERERERERsXhKcIiIiIiIiIiIxVOCQ0REREREREQsnhIcIiIiIiIiImLxlOAQEREREREREYunBIeIiIiIiIiIWDwlOERERERERETE4inBISIiIiIiIiIWTwkOEREREREREbF4SnCIiIiIiIiIiMVTgkPERi1YsAA/Pz/i4uLMXZUqafz48fj5+XH69Oly9920aRN+fn5s2rTpmvvFxcXh5+fH0qVLb1U1RURELIYttD1Onz6Nn58fb7/99i0/95AhQ/Dz87vh4/38/HjuueduYY1Eqh4Hc1dARCpm06ZNTJgwodT2atWq4ebmRvPmzRk8eDCdO3eu0Pl69OhB06ZNadq06a2uqlUIDw+nS5cueHp63tDxKSkpfPzxx4waNeoW10xERKRyqO1RtYwaNYrz589XynOpHSOWSgkOEQvTs2dPHn74YePjixcvcvLkSdavX8+LL77I2LFjef7558s9T5MmTWjSpMntrKpFa968Oc2bN7/h4/fs2cPChQvVMBAREYuntkfV0KZNm0p7LrVjxFIpwSFiYZo0acKjjz5aavvgwYPp1asX8+bNo0+fPnh4eJihdlIiMTHR3FUQERG5JdT2sD1qx4il0hwcIlbCw8ODrl27kp+fz88//wz8b86HxYsX869//Yt27doxevRo4OrjYGNjY3n22Wdp3bo1LVq0YODAgXz99delnu/XX3/llVde4YEHHiAwMJBOnToxYcKEcuesOHnyJH5+fgwbNqzM8lWrVuHn58eKFSsAOHv2LDNmzOCRRx6hZcuWtGnThgEDBvDJJ59c83nWr1+Pn58fn332mcn2L7/8Ej8/P3r06FHqmL/97W+EhoZSXFxc5hwcubm5vPvuu3To0IHmzZsTFhZW5rwbfn5+rFmzxvjvssbL7tu3j8GDBxMcHEyrVq2IiIjgzJkz14xJRESkKlHb49qOHTvGCy+8wP3330/Lli0ZMmQIhw4dKrVffHw8L774Iq1btyYwMJBu3brx7rvvlhqOUtYcHOfPn2fChAm0bduWli1bMnDgQH744QdjTNHR0aWeLy0tjddee43Q0FCaN29O3759+f77743lFWnHiFRV6sEhYkWqV68OQFFRkcn2hIQETp48yeuvv86dd9551eO3b9/Oq6++SlBQEOPGjaO4uJh169bx4osvMmfOHMLCwgD45ZdfGDp0KPXq1eOZZ57hjjvu4MiRI6xZs4Zdu3axYcMGfHx8ynyOu+66ixYtWrB3717Onz9f6teezz77DHt7e3r27ElRURFPP/00v//+O8OGDaNp06ZcvHiRbdu2MX78eLKzsxk6dGiZz9OuXTvgUqPhscceM26Pi4ujZs2aHDt2jHPnzhnn2Lhw4QKJiYk8+OCDVKtWdu533Lhx7Ny5k65du9K9e3cyMzP58MMP8fLyMtlv3rx5LFiwgCNHjjBv3rxS5zly5AirV6+mX79+DBgwgLi4OD7++GNSU1Ovu/EkIiJiTmp7lO3cuXM8//zz9OzZk8cff5xDhw6xYsUKnn/+eb744gvj6xYTE8Po0aNp0qQJL7/8Mm5ubiQlJbFu3Tq+/fZbNm7ciIuLS5nPUVRUxLPPPsvBgwfp1asXbdq04eTJk4wcOdLYDrpSXl4ezz77LG3atGHChAn88ccfLF26lIiICD7//HPuuOOOctsxIlWZEhwiVqKoqIi4uDiqVatWau6Ib7/9lu3bt+Pr63vV4wsLC3nnnXfw9fXl3//+t/HG27NnT7p3786sWbPo2bMndnZ2TJ48GXd3d9avX2/SSOjYsSNDhw5l4cKFzJgx46rPFRYWRkJCAjExMfTv39+4PTU1lZ9++ol27dpRr149Dhw4wOHDhwkPD2fMmDHG/fr378+YMWNISUm56nM0aNCAhg0bEh8fb7I9Li6Onj17snHjRvbu3WvscvvTTz9RUFBAhw4dyjzfoUOH2LlzJ8HBwURFRWFnZwdA3759TRIoAI8++iirVq0y/vtK27dvZ8uWLTRs2BCAxx9/nNOnTxMbG8sff/xxzYagiIhIVaG2x9V98cUXfPTRR4SEhADQq1cvMjMz2bBhAwkJCbRu3Zr8/HwmT55Ms2bNWL16Nc7OzgD07t2bgIAAJkyYwIoVKxg5cuRVn+PgwYOEhYUxa9Ys4/Y2bdpcdU6UvXv3MnPmTJ588kmT7fPmzeO7777jySefLLcdI1KVaYiKiIXJy8sjKyvL+Ofs2bP89NNPjB49mt9++40BAwbg7e1tcsx99913zQYGwPfff8+5c+d49NFHjQ0MABcXF1asWEFUVBTFxcWcOHGCAwcO0KlTJxwcHEzqct999+Ht7W3SzbEsjz32GPb29uzYscNk+/bt2ykuLqZXr14A2NvbA3DgwAEuXLhg3M/Ozo45c+Ywbty4az5P+/btOXz4MFlZWQBkZGRw6NAh2rVrR9OmTdm7d69x3x9++AHgqgmOkphKGlol3N3dr/vm37VrV2Nyo8R9990HXOo2KiIiUpWo7VHxtkeJwMBAY3KjxJX3+r1795KWlsbDDz9Mfn6+SVydOnXC0dHxmnGVDPV5/PHHTbZ37NjR+FxXqlu3Lk888USZ9frzzz8rFJtIVaYeHCIW5oMPPuCDDz4otd3FxYWXX36ZESNGlCpr0KBBuec9fPgwQJmNkctvkkeOHAFg3bp1rFu3rsxzOTg4UFRUZGwkXKlevXqEhoYSFxdHZmYmbm5uAGzbto2aNWvy0EMPAZfGfT788MN8/vnndO3alW7duvHAAw/Qvn37Ck1k1r59e1avXs2PP/5I165d2bt3LwaDgdatW/Pjjz8akxpwqZHQtGnTUg20EqdOnQIolZgAuOeee8qty+XKOkfNmjWBSzPTi4iIVCVqe1S87VGiIvf6krgiIyOJjIws8zx//PHHVZ+jZO6uu+66q1RZcHAwBw8eLLXd19fX5Ieay+uVl5d31ecSsRRKcIhYmL59+5pk3qtVq4arqyv33HMPDg5l/5euVatWuectudk6Ojpec7+cnBzgUlfLp556qqLVLuXxxx/nu+++IyYmhr59+5KcnMzPP//M448/brzRAsydO5dPPvmEDRs2sGnTJjZu3IiDgwM9evTg7bffxtXV9arP0bZtWxwcHNi7dy9du3YlLi6ORo0aUa9ePUJCQli1ahXp6elUr16dpKQkBg8efNVzlfyKU6NGjVJll//qVBHlvcYiIiJVidoeFW97lKjIvb4krmeffZYuXbqUuc/VXl+4dtvkanVUG0SsnRIcIhamQYMGhIaG3vLzlky2WTKc42pKGizOzs43VY+HH36YyZMn8/nnn9O3b1+2b9+OwWAwdhEt4ejoSP/+/enfvz/nz59n9+7drFu3ji1btnD27FnjjOdlcXFxoXnz5sZ5OOLi4oxryIeEhGAwGPjxxx9xdna+5vwbJfFC2b9u5ObmXm/4IiIiFkNtj4q3Pa5HSVxubm43FJeTkxNQdtukJHkiYms0B4eIABhnHi/pLnm5vXv3smnTJnJycrj33nuBS5NyluXKJc2uxsXFhS5durBnzx5yc3PZtm0b9erVu+qs33BpObpevXqxcuVKAgICiI2NJTs7+5rP06FDBw4cOMDp06c5fPgwrVu3Bi51VW3YsCFxcXH88MMPODs7G8vKUjLxZ8lQlcuVdLEVERGRirPWtkdF3WxcJau4lTWMpWTZXhFbowSHiACXejTUqVOHzz//nMzMTOP2ixcv8sYbbzBnzhxq1KjBXXfdRUBAAEeOHOGbb74xOcehQ4fo2LEjc+bMqdBzhoWFUVBQwObNm0lISKBnz54mY2fXr19Pp06dOHr0qMlx1apVo1atWtjb2191SdcS7dq1o6CggGXLlmEwGIw9OEpi3rt3L/Hx8YSEhFxzqEnJcVdOTnb+/Hl27txZav+SODSnhoiISNmste1RUSEhIdSrV4/du3eX+rHk66+/Ns4ldjXBwcHApXlELrdnzx6SkpJuqm5qx4il0hAVEQEuzSMxYcIE3njjDQYPHkx4eDjVqlVjw4YNnDlzhrlz5xpv6JMmTWLYsGG88sorPP300zRu3Jhjx46xevVqXFxc6NOnT4Wes0uXLtSuXZv58+eX2UU0JCSEnJwchg4dysCBA2nYsCH5+fns3r2bH374gX79+pU7xrdly5bUrl2bTz/9FF9fX5NJRENCQvj0009xdHTktddeu+Z5WrRowQMPPEBsbCyjR4+mY8eOxuXegoKC2LVrl8n+vr6+xMbG8tZbb9GsWbNSM5aLiIjYOmtte1SUo6MjkydPZvTo0QwbNoynn34aLy8vDhw4wNq1a7nzzjuvuVLbY489xsKFC/n444+xs7MjKCiI33//nY0bN9KzZ0+2bt16w3Urqx1Tt27dGz6fSGVRgkNEjJ588knc3d358MMPmTlzJkVFRTRr1ozly5fTvn17434tW7Zk/fr1LFq0iLVr15KZmYm7uzudOnVixIgRNG7cuELP5+TkxMMPP8zGjRu55557CAgIMCm/++67Wb9+PUuWLGHDhg2cP3+eWrVqcdddd/GPf/yD8PDwcp/D3t6e0NBQYmJiSjUSQkJCKCoqoqioyCS+q5k/fz6zZs0iJiaGL7/8koYNG/Lcc89Rr169UgmOF154gaSkJLZt28b333/Pww8/XP4LIiIiYmOsse1xPR588EH+85//sHTpUv71r3+Rk5NDvXr1eOKJJ3j55ZevuXJLjRo1WLFiBTNmzGDr1q189tlntGzZkiVLlvDFF18AXHVVmfKoHSOWys5gMBjMXQkRERERERG5NaZMmcLq1atLJYpErJ3m4BAREREREbEwqampjB49mvfff99ke25uLjt37qR69eo0b97cTLUTMQ8NUREREREREbEwXl5enD9/nh07dnDu3DkeeOABcnJyWLt2LWlpaYwYMQJXV1dzV1OkUmmIioiIiIiIiAXKyclhyZIl7Nixg5SUFOzs7LjnnnsYOHAg/fr1M3f1RCqdEhwiIiIiIiIiYvE0ROUKFy9eJCkpiXr16t3wrMMiIiLWpKioiLS0NAIDA3F2djZ3daya2iEiIiKlVbQtogTHFZKSkm758k8iIiLWYNWqVYSEhJi7GlZN7RAREZGrK68togTHFerVqwdceuG8vb3NXBsRERHzS0lJITw83HiPlNtH7RAREZHSKtoWUYLjCiXdQb29vWnQoIGZayMiIlJ1aMjE7ad2iIiIyNWV1xapVkn1EBERERERERG5bZTgEBERERERERGLpwSHiIiIiIiIiFg8JThERERERERExOIpwSEiIiIiIiIiFk8JDhERERERERGxeEpwiIiIiIiIiIjFU4JDRERERERERCyeEhwiIiIiIiIiYvGU4BARERERERERi+dg7gqIiIjIrbHtRDaz4s9xPKuAxq6OjA3xpEej2uauloiIVCG6V4g1Uw8OERERK7DtRDYjv0whOacQj+rVSM4pZOSXKWw7kW3uqomISBWhe4VYOyU4RERErMCs+HM42dtRy7EadnaX/nayt2NW/DlzV63Kmj59On5+fgDExcXh5+dH8+bNTf5s3brVuP+qVavo0aMHrVq1on///sTHxxvL8vPzmTJlCl26dCE0NJSIiAhSUlKM5cnJyURERBAaGkrnzp155513yM/Pr7xgRUTQvUKsnxIcIiIiVuB4VgE1HexMttV0sONEVoGZalS1HTx4kOjo6FLbExMTTf6EhYUBsGvXLubOncvUqVOJjY2lT58+DB8+nLNnzwIQGRnJvn37WLlyJTExMbi7uzN69GjjeUeOHIm7uzs7d+5k9erV7Nu3j/nz51dOsCIi/0f3CrF2SnCIiIhYgcaujuQWGky25RYaaOTqaKYaVV3FxcVMmjSJZ555psLHrFmzht69exMSEkL16tUZOHAg9evXZ+vWrRQWFvLxxx8zYsQIfH19qV27NmPHjiUhIYGDBw+SmJjIgQMHGDt2LK6urvj4+DB8+HDWr19PcXHxbYxURMSU7hVi7ZTgEBERsQJjQzzJLzKQU1CMwXDp7/wiA2NDPM1dtSpn7dq1ODs7G3tnXG7MmDG0a9eO9u3bExUVZUxA7N+/H39/f5N9/f39SUxM5OTJk2RnZ5uUe3h44O3tTWJiIvv376d+/fp4eHgYywMCAsjMzOTkyZO3KUoRkdJ0rxBrpwSHiIiIFejRqDYLu3lTv5YD6XnF1K/lwMJu3poZ/wpnz55l0aJFTJ482WS7i4sLwcHBhIWF8fXXXzNnzhyWLVvG2rVrAcjIyMDV1dXkGDc3NzIyMsjIyDA+vrI8PT39qscCpKen38rwRESuSfcKsXZaJlZERMRK9GhUW43UcsyYMYN+/fpx9913c/r0aeP2gIAAYzIDoG3btgwYMIDo6GgGDRpUoXMbDIYbKhMRqUy6V4g1Uw8OERERsQmxsbEkJiby0ksvVWh/Hx8f/vzzTwDc3d1L9bbIyMjAw8PDOPSkpCdHWeVllQF4eqpbuIiIyK2iBIeIiIjYhM2bN5OamkqnTp0IDQ2lT58+AISGhvLpp5+yevVqk/2PHTtGgwYNAAgMDCQpKcmkPCEhgaCgIHx9fXFzczMpT01NJSUlhaCgIAIDA0lNTSUtLc3kWE9PT3x9fW9XuCIiIjZHCQ4RERGxCePHj2fHjh1ER0cTHR3N0qVLAYiOjsbFxYWZM2eye/duCgoK2LNnDxs3biQ8PByA8PBwNm/eTHx8PHl5eaxYsYLMzEzCwsKwt7dn4MCBREVFcfr0abKysnj//fdp27YtTZs2xd/fn6CgIGbNmkV2djanTp0iKiqK8PBw7OzsrlVlERERuQ6ag0NERERsgpubm8lEoIWFhQB4e3vj7e3NxIkTmTp1KsnJydStW5eJEyfy6KOPAtChQwcmTJjAuHHjSEtLo1mzZixdutR4vlGjRpGbm0vfvn3Jz8+nffv2REZGGp9r3rx5TJo0iY4dO+Ls7Ezv3r2JiIioxOhFRESsn51Bs16ZOH36NN27d+eLL74wdksVERGxZbo3Vh691iIiIqVV9P6oISoiIiIiIiIiYvGU4BARERERERERi6cEh4iIiIiIiIhYPCU4RERERERERMTiKcEhIiIiIiIiIhZPCQ4RERERERERsXhKcIiIiIiIiIiIxVOCQ0REREREREQsnhIcIiIiIiIiImLxlOAQEREREREREYunBIeIiIiIiIiIWDwlOERERERERETE4jmYuwIiInLJthPZzIo/x/GsAhq7OjI2xJMejWqbu1oiIiIiIhZBPThERKqAbSeyGfllCsk5hXhUr0ZyTiEjv0xh24lsc1dNRERERMQiKMEhIlIFzIo/h5O9HbUcq2Fnd+lvJ3s7ZsWfM3fVREREREQsgoaoiIhUAcezCvCobppzrulgx4msAjPVSKoSDV8SERERKZ96cIiIVAGNXR3JLTSYbMstNNDI1dFMNZKqQsOXRERERCpGCQ4RkSpgbIgn+UUGcgqKMRgu/Z1fZGBsiKe5qyZmpuFLIiIiIhWjBIeISBXQo1FtFnbzpn4tB9Lziqlfy4GF3bw1DEE4nlVATQc7k20aviQiIiJSmubgEBGpIno0qq2EhpTS2NWR5JxCajn+L8mh4UsiIree5jsSsXxm7cExffp0/Pz8jI9/+OEH+vfvT6tWrXj00UdZs2aNyf6rVq2iR48etGrViv79+xMfH28sy8/PZ8qUKXTp0oXQ0FAiIiJISUkxlicnJxMREUFoaCidO3fmnXfeIT8///YHKSIichM0fElE5PbTfEci1sFsCY6DBw8SHR1tfJyWlkZERARPPvkk3333HdOnT2f27Nl88803AOzatYu5c+cydepUYmNj6dOnD8OHD+fs2bMAREZGsm/fPlauXElMTAzu7u6MHj3aeP6RI0fi7u7Ozp07Wb16Nfv27WP+/PmVG7SIiMh10vAlEZHbT/MdiVgHsyQ4iouLmTRpEs8884xx2+bNm/Hx8WHQoEE4OzvTqlUrnnjiCdauXQvAmjVr6N27NyEhIVSvXp2BAwdSv359tm7dSmFhIR9//DEjRozA19eX2rVrM3bsWBISEjh48CCJiYkcOHCAsWPH4urqio+PD8OHD2f9+vUUFxeb4yUQERGpsB6NavPlU4049mxTvnyqkZIbIiK3mOY7qtq2ncim24YTNF5+mG4bTqhnjVyVWRIca9euxdnZmbCwMOO2/fv3ExAQYLKfv78/iYmJxnJ/f/8yy0+ePEl2drZJuYeHB97e3iQmJrJ//37q16+Ph4eHsTwgIIDMzExOnjx5O0IUERERERELoeXaqy4NH5LrUekJjrNnz7Jo0SImT55ssj0jIwNXV1eTbXXq1CE9Pf2q5W5ubmRkZJCRkWF8fGV5enr6VY8FjOcXERERERHbpPmOqi4NH5LrUekJjhkzZtCvXz/uvvvuUmUGg6GMIyruWsff7LlFRERERMQ6ab6jqkvDh+R6VOoysbGxsSQmJjJ9+vRSZe7u7saeGCXS09Px9PQ0ll/Z2yIjIwMPDw/j0JMre2qUlBsMhlLnLnlccn4REREREbFdWq69atJy6XI9KrUHx+bNm0lNTaVTp06EhobSp08fAEJDQ7n33ntJSkoy2T8xMZGWLVsCEBgYWKo8ISGBoKAgfH19cXNzMylPTU0lJSWFoKAgAgMDSU1NJS0tzeRYT09PfH19b1e4IiIiIiIichM0fEiuR6UmOMaPH8+OHTuIjo4mOjqapUuXAhAdHU1YWBhpaWmsWrWKvLw84uLi2LJlC0OGDAEgPDyczZs3Ex8fT15eHitWrCAzM5OwsDDs7e0ZOHAgUVFRnD59mqysLN5//33atm1L06ZN8ff3JygoiFmzZpGdnc2pU6eIiooiPDwcOzu7a1VZRERErNT06dPx8/MzPv7hhx/o378/rVq14tFHH2XNmjUm+69atYoePXrQqlUr+vfvT3x8vLEsPz+fKVOm0KVLF0JDQ4mIiCAlJcVYnpycTEREBKGhoXTu3Jl33nmH/Pz82x+kiIiF0/AhuR6VOkTFzc3NZCLQwsJCALy9vQFYsmQJ06ZN47333sPLy4tJkybRunVrADp06MCECRMYN24caWlpNGvWjKVLlxrPN2rUKHJzc+nbty/5+fm0b9+eyMhI43PNmzePSZMm0bFjR5ydnenduzcRERGVFbqIiIhUIQcPHiQ6Otr4OC0tjYiICMaMGUOfPn04cOAAL7zwAj4+PnTq1Ildu3Yxd+5clixZQvPmzfnkk08YPnw4O3bsoG7dukRGRrJv3z5WrlxJnTp1mD59OqNHj2b9+vUAjBw5knvvvZedO3eSnZ3NyJEjmT9/PmPGjDHXSyAiYjE0fEgqys6g2TdNnD59mu7du/PFF1/QoEEDc1dHRETE7Kzt3lhcXMzAgQPp1q0bkZGR/PrrryxbtoxPP/2ULVu2GPd75513SElJYfHixQwfPhxfX1/efPNNY3lYWBhPPfUUgwcPpm3btkyfPp2HH34YgPPnz9OuXTs++eQTCgsL6d+/P3v27DHOG7Z9+3befvttvv/+e6pV+1+HWmt7rUVERG6Fit4fK30VFRERERFzWrt2Lc7OzoSFhRm37d+/n4CAAJP9/P39SUxMNJb7BzFW/AAAIABJREFU+/uXWX7y5Emys7NNyj08PPD29iYxMZH9+/dTv359Y3IDICAggMzMTE6ePHk7QhQREbFJSnCIiIiIzTh79iyLFi1i8uTJJtuvXIkNoE6dOsYV3Moqd3NzIyMjw7gy2+XDcEsep6enX/VYoNQKcSIiInLjlOAQERERmzFjxgz69evH3XffXarsZkftXut4jQgWERG5/ZTgEBEREZsQGxtLYmIiL730Uqkyd3d3Y0+MEunp6Xh6ehrLr+xtkZGRgYeHh3HoyZXHX15eVhlgPL+IiIjcPCU4RERExCZs3ryZ1NRUOnXqRGhoKH369AEgNDSUe++9l6SkJJP9ExMTadmyJQCBgYGlyhMSEggKCsLX1xc3NzeT8tTUVFJSUggKCiIwMJDU1FTS0tJMjvX09MTX1/d2hSsiImJzlOAQERERmzB+/Hh27NhBdHQ00dHRLF26FIDo6GjCwsJIS0tj1apV5OXlERcXx5YtWxgyZAgA4eHhbN68mfj4ePLy8lixYgWZmZmEhYVhb2/PwIEDiYqK4vTp02RlZfH+++/Ttm1bmjZtir+/P0FBQcyaNYvs7GxOnTpFVFQU4eHh2NnZmfMlERERsSoO5q6AiIiISGVwc3MzmQi0sLAQAG9vbwCWLFnCtGnTeO+99/Dy8mLSpEm0bt0agA4dOjBhwgTGjRtHWloazZo1Y+nSpcbzjRo1itzcXPr27Ut+fj7t27cnMjLS+Fzz5s1j0qRJdOzYEWdnZ3r37k1ERERlhS4iImITlOAQERERm9SgQQN+/fVX4+P777+fTZs2XXX//v37079//zLLHB0defPNN3nzzTfLLPfy8uKDDz64uQqLiIjINSnBIWKDtp3IZlb8OY5nFdDY1ZGxIZ70aFTb3NUSERERERG5YZqDQ8TGbDuRzcgvU0jOKcSjejWScwoZ+WUK205km7tqIhZh24lsum04QePlh+m24YT+74iIiIhUEUpwiNiYWfHncLK3o5ZjNezsLv3tZG/HrPhz5q6aSJWnBKGIiIhI1aUEh4iNOZ5VQE0H01n7azrYcSKrwEw1ErEcShCKiIiIVF1KcIjYmMaujuQWGky25RYaaOTqaKYaiVgOJQhFREREqi4lOERszNgQT/KLDOQUFGMwXPo7v8jA2BBPc1dNpMpTglBERESk6lKCQ8TG9GhUm4XdvKlfy4H0vGLq13JgYTdvraIiUgFKEIqIiIhUXVomVsQG9WhUWwkNkStUZPnkSwnCS3NxnMgqoJGWWRYRERGpMpTgEBERm1eyOoqTvZ3J6igLu1FmkkMJDREREZGqR0NURETE5ml1FBERERHLpx4cIiJiFhUZElJZjmcV4FHdNOev1VFERERELIt6cIiISKUrGRKSnFNoMiRk24lss9RHq6OIiIiIWD4lOEREpNJVtSEhWh1FRERExPJpiIqIiFS6qjAk5MohMsMC3Nh1Klero4iIiIhYKCU4RESk0jV2dSQ5p5BajnbGbZU5JKSsVVP+vT+Thd28ldQQEatUleY9EhG5XTRERUREKp25h4RUtSEyIiK3U1Wb90hs17YT2XTbcILGyw/TbcMJvQflllOCQ0REKl2PRrVZ2M2b+rUcSM8rpn4th0rtPXE8q4CaDnYm27RqiohYKyV1pSpQok0qg4aoiIiIWfRoVNts3aPNPURGRKQyVYV5j0QuT7QB/3cPLmZW/DkNl5JbRj04RETE5ph7iMz1UpdeEbkZWgpbqgL1npTKoASHiA3SlyWxdeYeInM91KVXRG6WpSV1xTop0SaVQQkOERujL0sil/RoVJsvn2rEsWeb8uVTjapkcgM0dl5Ebp4lJXXFeinRJpVBc3CI2BiNfxSxLBo7LyK3gjnnPRKBkkTbpbboiawCGmm5YrkNlOAQsTH6siRiWTQhqtyMbSeymRV/juNZBTTWlwkRMTMl2uR20xAVERuj8Y8ilkVdeuVGaUiiiIjYGiU4RGyMviyJWBaNnZcbpflbRETE1miIioiN0fhHEctzPV16cwuKcbK3w6GaXfk7i1XTkESxRBpWJSI3QwkOERuk8Y8i1qegyEDahUL+KiimYW1HJThE87eIxSkZVuVkb2cyrGphN9RuEZEK0RAVERERC2YwGDh3oZATWfn8VVBs7upIFaIhiWJpNKxKRG6WEhwiIiIWKju/iONZBZy7WISh/N3Fxmj+FrE0x7MKqOlg2vtMw6pE5HpoiIqIDdL4VhHLdrGwmLQLRVwoVI+NG/Hzzz8ze/ZsDhw4QI0aNQgNDWXChAkcO3aMoUOH4uTkZLL/jBkzCAsLA2DVqlV89NFHpKam0qRJE8aNG0dISAgA+fn5zJgxg6+++ooLFy4QHBzM5MmT8fb2BiA5OZkpU6awb98+nJ2d6d69O+PHjy/1fLeShiRWbbofm9KwKhG5WerBIWJjtGygiOUqLDaQklPIyewCJTduUGZmJs8++ywPPfQQcXFxbN68mbS0NCZNmmTcJzEx0eRPSXJj165dzJ07l6lTpxIbG0ufPn0YPnw4Z8+eBSAyMpJ9+/axcuVKYmJicHd3Z/To0cbzjhw5End3d3bu3Mnq1avZt28f8+fPr9wXQKoM3Y9L07AqEblZSnCI2BiNb5WqYtuJbLptOEHj5YfptuGETTfqy2MwGDh/sYgTWQVk5ReZuzoWLT8/n3/84x8MGzYMR0dHPD09eeihhzh06FC5x65Zs4bevXsTEhJC9erVGThwIPXr12fr1q0UFhby8ccfM2LECHx9falduzZjx44lISGBgwcPkpiYyIEDBxg7diyurq74+PgwfPhw1q9fT3GxklW2SPfj0jSsSkRuloaoiNgYLRsoVYFmyq+47Pwizl4ooqBYs2zcCvXq1aNv377ApcTRsWPH+OSTT+jZs6dxnzFjxvDdd99hZ2fH4MGDGT58ONWqVWP//v088sgjJufz9/cnMTGRkydPkp2djb+/v7HMw8MDb29vEhMTKS4upn79+nh4eBjLAwICyMzM5OTJkzRq1Oj2Bi5Vju7HZdOwKhG5GerBIWJjGrs6klto+kVJ41ulsumXy/LlFRZzOruA5JxCJTdug0OHDhEYGEhYWBjNmzfn1VdfxcXFheDgYMLCwvj666+ZM2cOy5YtY+3atQBkZGTg6upqch43NzcyMjLIyMgwPr6yPD09/arHAqSnp9+uMKUK0/1YROTWU4JDxMZofKtUBZop/+qKig38mVvI79kF5GqejdumWbNmJCUlsXXrVo4fP87f//53AgICWLt2LV26dMHR0ZG2bdsyYMAAoqOjK3xeg+HqyahrlYnt0f1YROTWU4JDxMZofKtUBfrlsmyZeZfm2cjIM51n4+szOQzdfoZuG35n6PYzfH0mx0w1tC52dnbcc889/P3vf2f79u2kpaWV2sfHx4c///wTAHd391K9LTIyMvDw8DAOPSnpyVFWeVllAJ6e+kJri3Q/FhG59TQHh4gN0vhWMbexIZ6M/DIFKKamgx25hQab/uXyQmExf+YWkldU+hf+r8/k8E7sWZzs7XBzsiPtQhHvxJ7l7Qegs08tM9TWsm3bto0PP/yQTZs2GbdVq3bp9569e/eSkZHBoEGDjGXHjh2jQYMGAAQGBpKUlES/fv2M5QkJCQwdOhRfX1/c3NxISkrirrvuAiA1NZWUlBSCgoIoKCggNTWVtLQ06tWrZzzW09MTX1/f2x63VE26H4v8j5ZNlltBPThERKTS6ZfLS0qWfT2VXVBmcgNgWWIGTvZ21HCww87u0t9O9nYsS8woc3+5tlatWvH777+zaNEiLl68yLlz51iwYAGtWrXCycmJmTNnsnv3bgoKCtizZw8bN24kPDwcgPDwcDZv3kx8fDx5eXmsWLGCzMxMwsLCsLe3Z+DAgURFRXH69GmysrJ4//33adu2LU2bNsXf35+goCBmzZpFdnY2p06dIioqivDwcOzs7MqptcjN08pVUpVp2WS5VdSDQ0REzMKWf7k0GAxk5BVz7mIRxeXMy3D6r0LcnEy/ADvbw5m/Cm9nFa2Wl5cXy5cvZ8aMGSxZsgQXFxfatm3LtGnT8PLyYuLEiUydOpXk5GTq1q3LxIkTefTRRwHo0KEDEyZMYNy4caSlpdGsWTOWLl1qnCx01KhR5Obm0rdvX/Lz82nfvj2RkZHG5543bx6TJk2iY8eOODs707t3byIiIszyOoht0cpVUtVdPvk4QC1HO6CYWfHn9B6V66IEh4iISCXKKSgmLbeQ/AqujNLAxYG0C0XUuOyOfbEIfFx0C79RLVu2NK6McqUBAwYwYMCAqx7bv39/+vfvX2aZo6Mjb775Jm+++WaZ5V5eXnzwwQfXX2GRm6Qvj1LVadlkuVU0REVEbJq67EplKSgy8MdfBZz5q6DCyQ2A55rXIb/IwIVCAwbDpb/ziww817xOqX3zioqJT73ApiNZZF4xUamI2C6tXCVVnSYfl1tFCQ4RsVka7ymVodhg4OyFQk5k5fNXwfUv+9rZpxZvP1CXejXsyco3UK+GPW8/UNdkgtH8IgMfHcyk+8aThG//g0Hb/6D+h7+x54/cWxmKiFgofXmUqk7LJsutov6tImKz1GVXbresvCLOXiyi8Dp6bJSls0+tMldMyS8ysOlIFlEJ6aTkmvbYuFBoYMBnpzn1XFNNYili47RylVR1lyYfv9Q2O5FVQCOtoiI3SAkOEbFZGu8pt8uFwmLScou4WHT9PTYqoqDYQPTRbBYnpF9zstEzfxWSnFPInS76lVbElunLo1gCW558XG6dSk9w/Pzzz8yePZsDBw5Qo0YNQkNDmTBhAvXq1eOHH35g9uzZHDlyhDvuuINhw4bxt7/9zXjsqlWr+Oijj0hNTaVJkyaMGzeOkJAQAPLz85kxYwZfffUVFy5cIDg4mMmTJ+Pt7Q1AcnIyU6ZMYd++fTg7O9O9e3fGjx+Pk5NTZb8EIlJFNHZ1JDmn8P96blyiLrtyMwqKDJy9WEh2/u1JbBQVG9hy/C8W/XKek9nlr6JSr4Y9XjX1W4aI6MujiNiGSp2DIzMzk2effZaHHnqIuLg4Nm/eTFpaGpMmTSItLY2IiAiefPJJvvvuO6ZPn87s2bP55ptvANi1axdz585l6tSpxMbG0qdPH4YPH87Zs2cBiIyMZN++faxcuZKYmBjc3d0ZPXq08blHjhyJu7s7O3fuZPXq1ezbt4/58+dXZvgiUsVovKfcKpfPs3E7khtFxQa2HsumZ/Qp3tj9Z4WSG9XsYGYHL+yraXiKiIiI2IZKTXDk5+fzj3/8g2HDhvH/2bvz+KjKu+/jnzNnlqwzkwkQMKBBJUIIElN8RNHijaDltrUorXKLuOCNoIAimj5tVVxaqzYqyiKot9bWurQutdo2KMrjdlfRtCxhExHCEhLIMpNJJpntnPP8MSQQCGGSTJJJ+L1fL17InJyZMwPOXPO9ruv3s1gspKenM2nSJLZt28a7775LZmYm1157LQkJCeTn5/PjH/+4uY3ba6+9xpVXXsmYMWOw2WxMmzaNQYMG8be//Y1wOMwbb7zBbbfdxpAhQ0hNTaWgoICNGzeydetWSkpK2LJlCwUFBdjtdjIzM5k9ezZ//vOf0fWumWUTQsS/yJLdgQxKNuMO6AxKNrNswkCZ4RLt4g1olHpD1Pg1Oldp41i6YVBUWs8V7+7lrs8OsivK7VPnZiTw4VWncdPIYzutCCGEEEL0Vd26brV///5MnToVAMMw2LlzJ3/5y1+4/PLL2bx5MyNHjmzx8zk5OaxevRqAzZs3c9lllx1zvKSkhD179lBXV0dOTk7zMZfLxcCBAykpKUHXdQYNGoTL5Wo+PnLkSGpra9mzZw9ZWVld9IyFEPFOluyKjurKOhuGYfDR3gaWrK/hG3cw6vNGuqzcfo6L64c7SLCoMb8uIYQQQoh41iMbc7dt28bUqVPRdZ2f/vSnLFiwgFmzZnHmmWe2+Dmn04nb7QbA4/Fgt9tbHHc4HOzcuROPx9P856OPu91uDMNo9VwAt9stAYcQQoiodWWdDcMw+KSsgSXrathcE32wkZ1m5fbRaUw8NRlFUaRrihBCCCFOSj0ScAwfPpxNmzaxc+dOHnjgARYuXAhEBnad0db5nb1vIYQQJzfdMKjxa7i7YCuKYRj87/5GlqyvYUNVIOrzznBYmJ/n4rLTkjFJqCGEaENRaR2FxdXs8oYYKl1UhBB9VI+VVlcUhTPOOIOFCxcybdo0xo4d27wSo4nb7SY9PVLsLy0trXk1RxOPx4PL5WreenL0Ko+m44ZhHHPfTX9uun8hhBDieLwBjSq/RliPfVj+ZXkjT6+v4d8H/VGfk2W3MG90Gv+ZlSJFRIUQJ1RUWse8NRVYVQWXzUS5L8y8NRUsm4CEHEKIPqVbi4wWFRVx1VVXtbwAU+QSxo8fz6ZNm1ocKykpYfTo0QDk5uYec3zjxo3k5eUxZMgQHA5Hi+MHDhygoqKCvLw8cnNzOXDgAJWVlS3OTU9PZ8iQITF9jkIIIfoOf1hnjzdERUM45uFG8YFGZrxfxg0f7I863BiSYubRcf35+4+H8KPTUyXcEEJEpbC4GquqkGwxoSiR362qQmFxdU9f2jGKSuuY8GYpQ1/8lglvllJUWtfTlySE6EW6NeDIz89n9+7dLF++HL/fT3V1NUuXLiU/P58pU6ZQWVnJK6+8QiAQYO3atbz33nvMmDEDgOnTp/Puu+9SXFxMIBDgpZdeora2lh/+8Ieoqsq0adNYsWIF+/btw+v18tvf/paxY8cybNgwcnJyyMvLo7CwkLq6Ovbu3cuKFSuYPn267FMWQghxjLBuUOELs6cuFPMiousO+pn5wX6mr9rPVxXRBRuZyWZ+fUF/iq48lSvPtGOWYEMI0Q67vCGSzC3fN5LMCqVRdmbqLk0rTcp94RYrTSTkEEJEq1u3qGRkZPDiiy/yyCOP8Oyzz5KSksLYsWN5+OGHcblcPPvsszz88MM8+uijZGRkcP/993PuuecCcOGFF/KLX/yCn/3sZ1RWVjJ8+HCee+655mKh8+fPp6GhgalTpxIMBhk3bhyLFy9ufuynn36a+++/n4suuoiEhASuvPJK5syZ051PXwghRJwzDAN3QKfGr6HHuHZTSZWfJevdfFrWEPU5GUkqt56dxtQz7VhVCTWEEB0z1G6h3Bcm2XL4faQhbJBlt/TgVR3ryJUmwKHr1SksrpatNEKIqHR7DY7Ro0fz+uuvt3rse9/7Hm+//fZxz7366qu5+uqrWz1msVi49957uffee1s9npGRwcqVK9t/wUIIIU4K9UGdysYwoRhvRdlaE2DJ+hrW7I0+2OifqDJ7VBpXZ6diU7t1saUQog8qGJPOvDUVgE6SWaEhbBDUDArGxFctul3eEC5by/e8eFxpIoSIXz1WZFQIIYSIB4GwTmWjRkM4tltRvnEHWLbezQd7fFGfk56gMivXyX+dZSfBLMGGECI2JmelsmxCZIVEqTdEVpx2UektK02EEPFLAg4hhBB91kNrD7L43zXUBXVSrSbuzHex6LwBAGi6QVWjRm1Qi+ljflcbZNl6N0Wl9VG3k3XaTPx3rpPpZzlIskiwIYSIvclZqXEXaBytt6w0EULELwk4hBBC9EkPrT3Ir76swqSA1QQNIZ1ffVmFYRjcnteP6hjX2djtDbFsQw1/21VPtLtc7FYTM0c6mTHCQYoEG0KIk1xvWWkiOq6otI7C4mp2eUMMlb9f0QUk4BBCCNEnLf53DSaF5o4jZgVCmsET/67hv85yxuxx9taFeGajm79+V4cWZbCRYjFxU46DG3IcpFrVmF2LEEL0dr1hpYnomKYuOVZVadElZ9kE5O9cxIwEHEIIIfqkuqCO9dCiCMMwMACTAg3B2Kza2F8fYmWJh7e+9RKO8i6TzArXj3Bw00gnTpsEG0IIIU4e0iVHdAcJOIQQQvRJqVYTvqCO2WQ018LQDUiydK7d6gFfmJUlbt741ksoyrqkiWaF6cMd3DzSiStBgg0hhBAnH+mSI7qDBBxCCCH6pNtGO3nsqxrCemTlhm5Eft04smPbUyobwzxX4uH1b7wEoyyyYVMV/ussO7NynfRLlI9cIYQQJy/pkiO6g4y2hBBC9CmBsM7BRo0bRqRRFzR4abOHhpBBkkXhxpFO5o12tev+avwaz29y8+o2L/4oi2xYTHBNtp1bRqWRkSQftUIIIYR0yRHdQUZdQggh+oTW2r7OG+1qd6DRxO3X+N0WDy9vraUhyiIbFhNMPdPOnLPTGJTcMx+xqqJgUjq3DUcIIYSA2HY9kS45ojtIwCGEEKJXMwwDT0CPWdtXb1DjpS21vLTFgy8U3f2pClx1Zipzzk5jcErPLLW1mhTSElTsVhOKBBxCCCE6qSu6nkiXHNHVJOAQQgjRazWEdA42hKOuidGW+qDO77d6+N3mWuqirB5qUuDHp6dy29lpnNpDe4iTLSbSbCpJFtOJf1gIIYSIknQ9Eb2RBBxCCCF6nZBmUNkYpj7aNiZt8IV0/ritlhc3e/AEors/Bbh8aApzR6dxusPa6WtoL1VRsFtNOG0qFlVWawghhIg96XoieiMJOIQQQvQahmFQ7ddw+zU6u2ajMazz6jYvz29y444y2AD4wWnJzBvtYlha9wcbNlXBaZNtKEIIIbqedD0RvZGsZxVCCNEr1AU1dnlD1HQy3AhoOr/f4mHiW3v47b+qow43Jg5J5q8/GszTFw/s1nBDAVKtJoakWjjNbsVhUyXc6KT169dz3XXXkZ+fz7hx41i4cCGVlZUAfPXVV1x99dXk5+fzgx/8gNdee63Fua+88gqTJ08mPz+fq6++muLi4uZjwWCQBx98kIsvvpjzzjuPOXPmUFFR0Xy8vLycOXPmcN555zF+/HgeeughgsFg9zxpIYRop4Ix6QQ1A19IxzAiv0vXExHvJOAQQggR1wJhnb11Icp9YcKdqLUR1Axe2VbLxLf28Juvq6nyayc+Cbh4cBJv/XAwyycMZLjL1uHHby9VUXAlqAx1WBmUbCHRLB/ZsVBbW8vMmTOZNGkSa9eu5d1336WyspL777+fyspK5syZw5QpU/jnP//Jb37zGx5//HE+/fRTAD7++GOefPJJfvWrX/HFF19w1VVXMXv2bKqqqgBYvHgx69at4+WXX+bDDz8kLS2N22+/vfmx582bR1paGqtXr+bVV19l3bp1LFmypEdeByGEOJFI15OBDEo24w7oDEo2s2zCQKm/IeKabFERQggRl1pr+9oRId3gLzvqWLHRzX5fOOrzLjwlkdvzXIzun9Cpx28vm6qQZlNJlW0oXSIYDHLPPfcwdepUANLT05k0aRIvvfQS7777LpmZmVx77bUA5Ofn8+Mf/5jXX3+d73//+7z22mtceeWVjBkzBoBp06bxxz/+kb/97W9cd911vPHGG/zmN79hyJAhABQUFHDBBRewdetWwuEwW7Zs4fnnn8dut2O325k9ezaLFi1i4cKFmEwSYAkh4o90PRG9jQQcQggh4o7Hr1Ht19A60fY1rBu8u7OO5Rvc7KuPPtgYOzCR+XlpjMlI7PBjt5cCpBwqGiorNbpW//79m8MNwzDYuXMnf/nLX7j88svZvHkzI0eObPHzOTk5rF69GoDNmzdz2WWXHXO8pKSEPXv2UFdXR05OTvMxl8vFwIEDKSkpQdd1Bg0ahMvlaj4+cuRIamtr2bNnD1lZWV30jIUQQoiThwQcQggh4kZDSKeyMUxA63iwoekGf9tVz/INbnbXRV/pfcyABG4/x8V5A7sv2FAVBYctEmyYTbJaoztt27aNqVOnous6P/3pT1mwYAGzZs3izDPPbPFzTqcTt9sNgMfjwW63tzjucDjYuXMnHo+n+c9HH3e73RiG0eq5AG63WwIOIYQQIgYk4BBCCNHjYtH2VTcMVpX6WLqhhp210Qcbef1t3J7n4oJBid22JUS2ofS84cOHs2nTJnbu3MkDDzzAwoULgciqjs5o6/zO3rcQQggh2iYBhxBCiB4Ti7avumHw4R4fS9e72e6JviNFbrqN2/PS+H5mUreEDLINJf4oisIZZ5zBwoULmTZtGmPHjm1eidHE7XaTnh7pGJCWlta8mqOJx+PB5XI1bz05epVH03HDMI6576Y/N92/EEIIITpHRlhCCCF6hDfQubavhmGwZq+Pq/62j/kfH4g63EgyKzzzHwN58/JMxg9O7vJwQ7qhxJeioiKuuuqqFrc1FfgcP348mzZtanGspKSE0aNHA5Cbm3vM8Y0bN5KXl8eQIUNwOBwtjh84cICKigry8vLIzc3lwIEDze1om85NT09vLkoqhBBCiM6RUZYQQohu1dT2taKhY21fDcPgk30+fvL3Mm5dU8HWmuiCDZuqMDhZJc1q4pJTuz7YsKkKGUlmTndY6JdolhobcSI/P5/du3ezfPly/H4/1dXVLF26lPz8fKZMmUJlZSWvvPIKgUCAtWvX8t577zFjxgwApk+fzrvvvktxcTGBQICXXnqJ2tpafvjDH6KqKtOmTWPFihXs27cPr9fLb3/7W8aOHcuwYcPIyckhLy+PwsJC6urq2Lt3LytWrGD69OmyTUkIIYSIEdmiIoQQolt0tu2rYRj8s7yRJetrWF8ZiPo8qwkGJKrYrSb8GvRPVDv0+NGQbSjxLyMjgxdffJFHHnmEZ599lpSUFMaOHcvDDz+My+Xi2Wef5eGHH+bRRx8lIyOD+++/n3PPPReACy+8kF/84hf87Gc/o7KykuHDh/Pcc881FwudP38+DQ0NTJ06lWAwyLhx41i8eHHzYz/99NPcf//9XHTRRSQkJHDllVcyZ86cHnkdhBBCiL5IMaTiVQv79u3jkksu4aOPPmLw4ME9fTlCCNEn1AY0qho73vZ1bUUjS9bVUHzQH/U5A5JUQpqB02oi0azg1yCoGSw6vx/jM5M7dB3H09e7ochnY/eR11rSD0skAAAgAElEQVQIIYQ4VrSfj7KCQwhxUisqraOwuJpd3hBD7RYKxqQzOSu1py+rz+hs29d/HWxkyTo3X1Y0Rn3O4BQzc0enccXpqfxveQMvlHgoqw+TmWLm5lHOmIYb0g1FCCGEECJ+SMAhhDhpFZXWMW9NBVZVwWUzUe4LM29NBcsmICFHJ3W27evGSj9Pr6/h8/3RBxuDks3MGeXkqjPtWNVI2DA+MznmqzVkG4oQQgghRHySgEMIcdIqLK7GqiokWyJfUpMtCqBTWFwtAUcH6YZBTSfavm6uDrB0fQ3/b19D1OcMSFSZc3YaPx12ONjoCn19G4oQQgghRG8nAYcQ4qS1yxvCZWs5A59kVij1hnroinovwzCoDehU+ztWZ2NbTYCl6918uNcX9Tn9ElRuGeVk2ll2bGrXraSQbShCCCGEEL2DBBxCiJPWULuFcl/40MqNiIawQZbd0oNX1fv4QjqVDWGCHWj5+q07yNINNby/O/pgI81m4pZRafzXWfYu2yIi21CEEEIIEc+kjlzrJOAQQpy0CsakM29NBaCTZFZoCBsENYOCMek9fWm9QkgzONgYxteBOhs7a4Ms3+Dm77vqo97K4rSZmDnSyXXDHc3bimJNVRScNhOObtiGIgMTIYQQ7SWfHQKkjlxbJOAQQpy0JmelsmxCpBZHqTdElgwUomIYBtUdrLOxxxti+cYa3t1ZT7QLPuxWEzflOLl+hIMUa9cEG4lmE06biRRL92xDkYGJEEKI9pLPDtFE6sgdnwQcQoiT2uSs1JP+g6A96oIalY0a4XZuR9lXH2LFRjd/2VFHtB1jky0KN4xwctNIB3ar2oGrbZtJUUi1RIINWzdvQ5GBiRBCiPaSzw7RROrIHZ8EHEIIIU4oENY52KjRGG7fdpRyX5iVG928tcNLtDtZkswKM0Y4uCnHSVpC7IMNs0nBaVNxWE2oPdQNRQYmQggh2ks+O0QTqSN3fBJwCCGEOC5NN6hq1KgNau0670BDmOdK3Pxpe/TBRoKqcO1wO7Ny03B1QbART91QZGAihBCiveSzQzSROnLHJwGHEEKIYxiGgedQ21e9HW1fqxrDPL/Jw2vfeAlEuRfFalKYdpadW0Y56Z8Y24+leO2GIgMTIYQQ7SWfHaKJ1JE7Pgk4hBBCtNCRtq81fo0XNnt4ZVstjeHozrOY4OphdmaPSiMjObYfR6qi4LBFgo2u7obSETIwEUII0V7y2SGOJHXkWicBhxBCCACCmkHlEW1fPynz8UKJh331YQanmLl5lJPxmcktzqkNaLy42cMfttbSEGWwYVZg6jA7c0Y5OSUltstq42kbyonIwEQIIUR7yWeHEG2TgEMIIU5yumFQ3ajhCRxu+/pJmY9ffn6Q+qBOWIfqxjC//Pwgv7lwAOMzk6kLary0pZaXttRSH2WRDVWBKWekcuvZaQxJjV2wEa/bUIQQQgghRPeSgEMIIU5itQGNqkYN7ag6G0/8qxq3X0c1gVkF3QC3X6ewuIot1UFe3OzBG4wu2DAp8MOhKcwdnUaW3Rqza4/3bShCCCGEEKJ7ScAhhBAnoYaQTmVj+LiFQHfVhjApkXACIqskDOBbT5in1tVE9RgK8J9ZkWDjDGfsgg2bGmnzau8F21CEEEIIIUT3aVfA4ff7ee+999i0aRMHDhzgoYceol+/fvzrX//i3HPP7aprFEII0Yai0joKi6vZ5Q0x9AQFx0KH6mxEta1EAcMAzYAoy2s0u+y0ZOaNTiM7zda+E9uQbDGRZlNJssg2lJOZjEWEEEIIcTxRBxxlZWVcf/31lJWVccopp3DgwAECgQC7du3ixhtvZOXKlVx00UVdea1CCCGOUlRax7w1FVhVBZfNRLkvzLw1FSybQIuQQzcMavwabv/hOhttOS3VzHe1YULtvJ5LhiQxP8/FCFdsgg2TomA/VF/DqspqjZOdjEWEEEII0Zaop8Eee+wx0tPT+eCDD1izZg1Wa2S58RlnnMGsWbNYuXJll12kEEKI1hUWV2NVFZItke0ayRYTVlWhsLi6+We8AY1Sb4iaKMKNoGbw6rZaKv060VXYiPh+ZhJvXp7JMxMGxSTcMJsU+ieaOd1hYUCSWcINAchYRAghhBBti3oFx5dffslzzz3HqaeeesyxK664gt///vcxvTAhhBAntssbwmVrmVUnmRVKvSH8YZ2DDRp+7cRRRUg3eGdHHc9sdLPfF4768ccNSuT2c1zk9U9o97W3JskcWa2RYpVtKOJYMhYRQgghRFuiDjh0XSctLa3VY4ZhoOvtmesTQggRC0PtFsp9YZIth1c4+EI6g5LN7Kk78QaTsG7w3s46lm9ws7c++mDj/wxM4I48F2MyEjt03UcyKQoOqwmHbEMRJyBjESGEEEK0JeopsjPOOIM//OEPrR77xz/+wbBhw2J2UUIIIaJTMCadoGbgC+nouo43oNEQMrhxpKPN87RDwcblf93Lz/+3Mupw4wyHhd9fegovX5bZ6XDDpipkJJk5w2Ghv2xDEVGQsYgQQggh2hL1Co7rrruOgoICtm3bxgUXXICmabz22muUlpby8ccf89RTT3XldQoh2qk9nTVE7zU5K5VlE+CRr6rY5Q2RmWzm5lFOxmcmt/rzumGwarePZetr+K42+hKiiaqCw2Yi3WZi7KCOBxsKkHKoaGiiWbahiPaRsYgQQggh2hJ1wPGjH/0Ik8nEihUrWLp0KQAvvvgi2dnZPPHEE1x66aVddpFCiPYpKq1j5gf78QZ0QrrBQV+YmR/s58VLT5GQo4/xh3VGuhL4n0mntPlzhmHw4R4fSza42e4ORn3/CarCgESVlENbYPb7tA5dp6pEAhKnTcVskpUaomNkLCKEEEKItkQdcABcfvnlXH755fh8Purr60lNTSUpKamrrk0I0UE///wgVY0aZpOCRVXQDahq1Pj55wcl4OgjwrpBVaOGN9h24GAYBh/va2DJ+hq21EQfbCSZFVItJtITIt1ZABrDBpkp7frYwKYqOG0qduvh+xGiM2QsIoQQQojjaddIdf369ZSVlXH55ZeTnBxZ/vz8888zZswYzjnnnC65QCFE+213B1EVaJooNymgKrRr5l7EJ8MwcAd0avwaunH8pq+GYfD5/kaWrK9hY1Ug6vs/02Fhfp4Lmxl+/WU1fg0SVAO/Fmkhe/Mo5wnvQ7ahiK4kYxEhhOibZHu1iIWoR54ff/wx06dP55///GeL20tKSrjuuuv45JNPYn5xQohOOHqyXCbPe736oE6pN0RVY7jNcOPL8kauXbWf//6wPOpwI8tu4YmLBvDuFUP4QVYK/zE4hUXn96N/ooo3aNA/UWXR+f2OW9sDIttQXAkqQx1WBiVbJNwQMSdjESGE6JuKSuuYt6aCcl8Yl81EuS/MvDUVFJXW9fSliV4m6hUczzzzDNdffz3/9//+3xa3L1myhKeffpqlS5cyfvz4mF+gEKL9sp0WtrqDgIEJ0AHdgBFplh6+MtERgbBOZaNGQ7jtFpjFBxp5en0NX1X4o77vU1PNzB3t4odDU46pjTE+M7nNQKOJTVVIs6mkyjYU0cVkLCKEEH1TYXE1VlUh2RKZHEm2KIBOYXG1rOIQ7RL19Nq3337Ltdde2+qxq666iu+++y6q+ykrK2P+/PmMHTuWsWPHcscdd3DgwAEAvvnmG66//nrGjBnDJZdcwtKlSzGOmKVctWoVP/7xjznnnHO44oor+OCDD5qPGYbBkiVLmDhxImPGjOH666/n22+/bT7u9Xq56667uPDCC7ngggu46667qKuTRFD0TY9elIHLZkJVFDTj0My6zcSjF2X09KWJdtB0g4MNYXbXhdoMN9Yd9HPTB/uZvmp/1OFGZoqZX1/Qn39MOZUpZ6S2u/CnAqRaTQxJtXCa3Yrdpkq4IbpcrMYiQggh4ssub4gkc8txRJJZodQbfcc3IaAdAUdycjJlZWWtHisrK2veB3sic+bMwWaz8eGHH/L3v/8dj8fDokWL8Pv9zJ49m3POOYdPPvmElStX8tZbb/H6668DsG3bNgoKCpg/fz5ffvkld9xxB3fffTfbt28H4NVXX+Xtt99m+fLlfPrpp+Tn5zN79mwCgcjy7HvvvRePx8M777zDe++91/y4QvRFk7NS+d1lmZw3MJHMFAvnDUzkd5dlSgLei3j8GqXeEJ7A8YuIllT5mfVhOdOKyvhneWNU9zso2cxD5/dn1ZRT+ekwO5Z2BhuyDUX0pFiNRY432bJv3z7OOusscnNzGTVqVPOv5557rvlcmWwRQojYG2q30BBuuf22IWyQZZfVx6J9oh6ZXnrppdx3332sXr2aAwcOUF9fT1lZGe+88w533303EydOPOF9eL1ecnNzKSgoICUlhfT0dK6++mq+/vprPv74YxobG5k/fz7JyckMGzaMGTNmNAccf/7znxk3bhwTJ07EZrNxySWXcP755/PGG28A8Nprr3HDDTdw1llnkZSUxNy5c6mrq+Ozzz6jqqqK1atXs3DhQvr160d6ejoLFizg/fffp6ampoMvnRDxbXJWKmt+ksXOmcNY85MsCTd6iYaQzm5vkIONYbTj1NnYWhPg1jXl/OTvZXxa1hDV/fZPVFl0Xj8+uPJUrsm2Y1XbF2zYVIWBSWZOd1jol2iWVq+iR8RiLALHn2xpsmrVKkpKSpp/3XLLLYBMtgghRFcpGJNOUDPwhXQMI/J7UDMoGJPe05cmepmoa3AsXLiQ3bt3M3/+/BbLkA3DYOzYsdx9990nvA+73c4jjzzS4rby8nIyMjLYvHkz2dnZmM2HLyknJ4fHH3+cQCDA5s2bufDCC1ucm5OTwxdffIHf72fHjh3k5OQ0H7NYLGRnZ1NSUoLNZkNRFIYPH958fPjw4RiGwdatWxk3bly0L4MQQnSJkGbwp+21LFtfw776MINTzNw8ytmiBsY37gDL1rv5YI8v6vtNT1C5JdfJtLPsJLRztYV0QxHxJhZjkabJlgULFpCSkkJKSgpXX30199133wnPPXKyBWgx2XLPPfe0mGwBmDt3Lq+88gqfffYZeXl5rF69mjfffJN+/foBsGDBAq655hpqampwuVwdeUmEEKJPmJyVyrIJkVocpd4QWdJFRXRQ1AFHSkoKL7zwAps2bWLjxo3U19fjcrnIzs7m7LPP7tCD79y5kxUrVvDAAw/w1VdfYbfbWxx3Op3ouk5tbS0ej+eY4w6HA7fbTW1tLYZh4HA4Wj3u8XhITk5GVdXmYxaLheTkZNxud4euXQghYkE3DKobNf6608uDX1RhVRUcVoXKRo2Hvqhi0fkwONnC0g01FJVGH2w4bSZm5Tq59iwHSZb2hROqouCwRYINWakh4kksxiJtTbY0KSwsZN26dfj9fqZMmcLdd9+N1WqVyRYhhOhCk7NSJdAQnRZ1wNEkNzeX3NzcTj9wSUkJs2fP5qabbuJHP/oRX331VYuCoq3pzPETnSuEEN3N49eo9mtohsH/lHiwqgqJhwpsJZojqzp+8flBavw60b6DOawmbhrpZMYIByntDDakG4roLWI1FoGWky1Wq5W8vDwuvvhiCgsL2bFjB3PnzsVisVBQUCCTLUKIk05RaR2FxdXs8oYYKqsqRC/QZsBxxx138PDDD5OSksIdd9zR5h0pisJTTz0V1YN+9tlnLFiwgLvuuqu5GrrL5Tqm+rnH40FVVZxOJ2lpaXg8nmOOp6en43Q6MZlMrR7Pzs7G5XLh8/kIhUJYLJFCNaFQCJ/PR3q67OsSQnSvhpBOZWOYgHY4tthXH8ZhjYQKQc2gslHDE2y7LeyRUi0mbhzp4IYRDlKt6olPOES2oYh411VjETh2sgXgT3/6U/PxnJwcZs2axTPPPENBQQEgky1CiJNHUWkd89ZUYFUj3fjKfWHmralg2QQk5BBxq82Ao6SkhFAo1PzfbYl2tm/Dhg3ceeedPPbYYy2KgeXm5vLHP/6RYDCI1WoFYOPGjYwYMQKr1Upubi6bNm065vpGjx6NzWZj2LBhlJSUcP755wMQDAbZtm0bt9xyCyNGjEBRFLZs2cLo0aMB2LRpE6qqtlhKKoQQXSmkGVQ2hqkPHRtcDE4xs98Xpi6k4QlEH2wkWxRuGOHkxhwHDlv0wUZr21BklkbEo64Yi0Drky2tyczMpLq6Gk3TZLJFCHFSKSyuxqoqJB9aEZpsUQCdwuJqGR+IuNVmwLFmzZpW/7ujwuEwv/zlL5k/f/4xlc7Hjx+P0+lk6dKl3HrrrezZs4eXX365uWDYtGnTuPLKK1m9ejXjx4/no48+ori4uLn6+PTp01m2bBkXX3wxgwcPZunSpQwYMIBx48ZhsViYPHkyTz31FI8//ji6rvPkk09yxRVXHLOUVAghWtOZL/+6YVDj13D7tVa3mlT4wiRYFPbWh6O+nkSzwozhDmaOdJKWEH2wYVMVnDYV+1HbUGSWpvtJoBSdWI9F4PiTLV988QXr16/n1ltvbb5t586dDBo0CFVVZbJFCHFS2eUN4bK1XN2ZZFYo9YZ66IqEOLGo1yPPmTOn0y1V169fz44dO3j88cdb9JcfNWoUlZWVPPfcc6xbt46xY8cya9YsbrzxRqZMmQLAmWeeyeLFi3nyySfJz89n+fLlLF26lNNOOw2Aa665hmnTpjFz5kzGjh3L1q1befbZZ5tnSR588EH69evHpZdeyuTJkxk8eHBUFdOFEKLpy3+5L9ziy39Rad0Jz60NaOyqDVHTSrhxsCHMr7+qYtLbe/hkX2NU12JTFWbmOPjoqlO563vpUYcbSWYTmSkWTrNbcdjUY2a6j5ylUZTI71ZVobC4Oqr7F+3TmX9TJ7NYjEXammxJTU1l+fLl/PWvfyUUClFSUsILL7zA9OnTgchky9q1a1m9ejXBYJCioiKKi4uZNm0aEJlsefnll9m+fTsNDQ0sXry4ebLF5XI1T7ZUV1dTWVkpky1CiLg21G6hIdxy9NIQNsiyW3roioQ4McWIckPoRRddxDPPPMOoUaO6+pp61L59+7jkkkv46KOPGDx4cE9fjhAiSl05Gz7hzVLKfeHmJZoAvpDOoGQza36S1eo5rdXZaFLdGOb5TR5e/cbb6vHWWEww7SwHt+Q6GZAUfX3oVKuJNJt6whaxQ1/8FpfNdEzrTXdAZ+fMYVE/nohOR/5N9aR4+WyMxVikuLiY6dOnN2+HPdKqVavYsmULy5Yto7S0lNTUVGbMmMGsWbMwmSJ/Vx9++CFPPPEEe/fuJSsri5/97Gd8//vfb76P5cuX89prr+H1esnPz+fBBx9snoypr6/nwQcfZM2aNSiKwqRJk1i0aBGJiYnN58fLay2EEEeu7kwyKzSEDYKawbIJA2XFoeh20X4+Rj1Kfuihh1i8eDHXXXcdI0eOPKaKONDiA1oIITqiI0FFV2+v2OUNoSoG292RwMKmKgxIMrW6RDN4qM6Gr5U6G26/xgubPfxxWy2N4eiDjZ8MszNnVBoDk6N7y1YAh00lzaZiUaOrSTDUbjn0hfvwz8ssTdeRZb8dE4uxyJgxY/jmm2+OezwzM5NJkyYd9/jEiROPWflxpLlz5zJ37txWj6WkpFBYWNjm9QkhRLyYnJXKsgmRVZ6l3hBZR4zLZJuliFdRBxwLFy5E13W++OKL4/7M1q1bY3JRQoiTU1FpHTM/2I83oBPSDQ76wsz8YD8vXnpKmx+aXV0Ey241saU6gNmkYDZBSDfY7Q2Tk25r/hlNN6j2a9QGjt2KUhvQ+N2WWn6/xXPMUs+2JJsV7j2vH1edeeyXuNaYTZH6Gg6rCdXUvjavBWPSmbemAtBbzNIUjJHih11BAqWOkbGIEEJ0r8lZqceMpaRul4hnUQccM2fObFd1ciGEaK+ff36QqkYNs0nBoiroBlQ1avz884NtfmC2Z4VFhxgGigIGBoYBBqAokdsNw6A2oFPt19CO2vFXF9T4/dZaXtpcS10rKzqOx2k10T9RRTPgnR11Jww4vihv4IVNHvbUhTjdYe3QLEpbszQi9iRQ6hgZiwghRM+T7ioinkUdcMyfP5+amho++ugj9u7dS21tLU6nkzPOOINJkybJ9hQhRKdtdwdRFWhafGBSQFUit7clmhUWneENGZyaYuZgo05A07GpJgYkmqgN6uz2hgjqLYMNX0jn5a21vLjZQ20w+mDDYVXon2jGdmhbiWEYlB2ns4oCpFpV1lY08NCXVVhVhfQElfJDq14GJKp4Q0a7lo22NksjuoYESh0jYxEhhOh5ss1SxLOoA461a9dy22234fP5MJvNJCYm0tDQgKZp2O12VqxYwfe+972uvFYhxMng6MnZaCZr21hhEQtN2wmy0yJvmbph4A3qDExUW4QbjWGdV7bV8j+bPLgD0Qcbk7OS2VcXwhcymsMNAL8GmSkt36bNJgWH1YTTpqKaFJ5eV9NiFiVs6FQ1aniDOsPTrLJstBeIzb/Sk4OMRYQQoufJNksRz6JuE/vII48wfPhw3nnnHTZt2sTXX3/N5s2befPNNzn99NP59a9/3ZXXKYSIc0WldUx4s5ShL37LhDdLO9TuMttpQTdAO7T1QzMMdCNye1uaVlhYTSY0A6wmE6emmKkLxearY8GYdIKaQX1QI6jp1AZ0AmGDm0c5AfCHdV7a4mHiW3so/FdN1OHGpFOTefeKwTw1fiDzz3ER1Awaw5Hn3nhoy0LTY9hUhYFJZobaLaQnmptrbOzyhkgyHx5gHPBpqAqEdUPavcYxaRPbMTIWEUKIntc0LvKFdAwj8rtssxTxIuqA47vvvuOee+5h+PDhLW7Pzc3lnnvu4bvvvov5xQkheodYfVl79KIMXDYTqqKgGaAqkeJVj16U0epjNgUqnoBGQDfITrMyql8C2WlWLKopZjMJk7NSeeyiAaQlqLj9Ov0TVRad34/zBybxyrZaJr29h0e+rqbKr0V1f/8xOIm3fziYZf8xkLPSIttoxmcms+j8fvRPVPEGjebH+M+sVAanWDjNbsVuU4+pP3B0j/qAZoACNvXw27ssG40/R+5fliAqejIWEUKInhfZZjmQQclm3IFIi3NpHSviRdRbVPr374/F0vqXBavVSv/+/WN2UUKI3iVWxaYmZ6Xyu8syT1iX4Ojq3WFNp8IXCRcGJJpjWrCxIaRT2Rjm7H4J/P6yTCDSCvbtHV4mvb2bioboQg2AC09J5I48F2f3T2j1+PjMZMZnJmNSDm9DOVGb16OLVZoVCBmQkaQefg6ybDTuyP7ljpGxiBBCxAep2yXiVdQBx3//93+zcuVKHnnkEaxWa/Ptfr+flStXcvPNN3fJBQoh4l8sv6xF84F5dKCSkRz5wlMfMrCY9JgUbAxqBpWNYXxHdD8J6QZ//a6OZza6j1v8szXnD0rk9jwX+QNaDzaa/HN/Ay9ubl83lKOLVZ6ZZmWPN8j++jC7vSEsJgW7zcST449dBSN6juxf7hgZiwghhBCiLVEHHJs3b2bdunWMGzeOkSNHYrfb8fl8lJSUkJiYiK7rrF27FgBFUXjqqae67KKFECdWVFpHYXE1u7yhdnXS6Iju/rLWWqAyIMmMJaCzc+awTt13WDcOFek8vDJD0w3e21XP8g017KmLPtg4NyOBO/JcnDuw7c4OyRYTX1U08Ku1LbuhRFsc9MhQqKi0jpveLyOoRwqvokS6sYj4Im1iO0bGIkIIEXvdOWYUoqtFHXB88cUXAKSmprJnz57m21NSUgAoKSlpvk161AvRs47ewtHVnTS6+8taVwQqmm5Q49fwBLTmrhaablBUWs+yDW52tWM1yjn9bdxxjouxAxOP+36oAHarSlqCilVVWLreHZNtPoXF1VhUBTUMYSJ1TCyHaju09+9eBjxdR9rEdoyMRYQQIra6e8woRFeLOuBYs2ZNV16HECKGYlUTI1rd/WUtloGKYRh4AjrVfg390EoH3TD4YLePZRtq+NYTfbAxKj0SbFx4yvGDDVVRcNoOt3ltEqttPltqAhxsOBzSBHWD+hCE9EC77kcGPF1P9i+3n4xFhBAitgqLqwnqOpWNBgEt0q7eYevYxIgQ8SDqgEMIETtdPTPeHQUMW3sOa36SFbP7b0usApX6YKSAaEiPxAGGYfDR3gaWrq9hmzsY9f3kuKzcnufi4sFJxw02LCaFNJvKP8t9PP6vmmP+7ltblXKwMUx9yGDoi99G/e/E4z8cbjQxDt3eHt0dkgkhhBCi+22pCVDTqKGaFMymSL2xAz693RMjQsQLCTiE6GbdMTM+1G7hW0+A2kDLNH6Y0xaT+4+H2f3OzH77wzqVjRqN4UgBUcMw+LSsgafXu9lcHf0HemaKmV+MSWfiqcnHDTYSVBNpCSZSrSpFpXXM/38HWn3djl6VcrAxTIVPY2CS2q7XOKi37/bjkS4fQgghRN8X0CI1u5oWlZoU0JVDbeeF6IVMJ/4RIUQsHTkzriiR362HaiTEysVDkqjwaQQ0HVUxCBxqo3rxkKSY3H93PIeuENYNKnxh9tSFaAzrGIbB52UNXPOPMm75qCLqcMNmggGJKplJKpNOS2k13Ei2mBicYuFUu4VUa6Rla1uv29E95etDBgOTVDKSLe16jY83HGnvMGWo3UJDuOVZ0uVDCHEyKyqtY8KbpQx98VsmvFlKUWldT1+SEJ1mPfRtUDMMDMNAO7Rd1ybfEkUvJf90hehmu7whkswtvxDHemb8470NDExSsakmNANsqomBSSof722Iyf13x3OIJd0wqGoMs6s22Nwd5cvyRqav2s/NH5azoSq6YEMBVEBVwKbCfl/LbR8mRcFpU8myW8lMsZBkafkWu8sbIqTpbHcHKanys90dJKTpza/b5KxU1vwki50zh+G0qQxIarnILprXuGmLi0LkDV456vZoFYxJJ6gZ+EKRIMgX0qXLhxDipNW0crHcF26xqk5CDtHbjUxPYECiitUUGTNaTSYGJKrkpLfd2l6IeCUBhxDdrIRon10AACAASURBVDtmxnd5QwxIMpOdZmVUvwSy06wMSDLHLIDoLbP7umFQ3RhmZ22ImkO1KYoPNHL9+2Xc8MF+/nXQH9X9WEyRoMCsgEWFsAH76zWSrZHQwGxS6Jdo5nSHhQFJZqxq62GC3aKwpz5MUNdRFQjqOnvqw6S2Ej509DX+2Zh0mh6+aVeKqkRub4+jV5QMSjazbMJAqb8hhDgp9daVi0KcSMGYdKyqicwUM7npNjJTzFhVk0xoiF5LanAI0c26o6VqV7RRPVJ3t4WNxkNrD7L43zXUBXVSLApzzk5jVq6reanl+ko/S9bV8L/ljVHf5ynJZm47O40/bHGz0xsGBQwjst1DUUAxYGCSmVSrKbqWlIqCYUTaVzadb0RuOOZHO/oaLzpvAACL/11DfVAnxWriznxX8+3tIV0+hBAiQuoSib5K2paLvkZWcAjRzbpjZryrtxfE2+z+Q2sP8tCXVdQGdDQDaoMGhcU1PL2+mk3VAW75sJxr/lEWdbiRkaRy/3n9eP/KU/lpth1fGAYlqVhNCroBVpPCkBSVgA52mxpduAF4gzqn2c1YTAphPdJZ5TS7mbpWKoB25jU+NyORc/onMDjVwjn9Ezg3IzGq6xNCCNG63rJyUYjOkLKioi+QFRxC9ICunhnvjjQ+nmb3f1tcTVOxb4XIB7QOLN/gZul6d9T30z9R5ZZRTq7JtmNTD+e/g1PMVDZqnOE0oyqRWhu+UCR0aI+mlTXZaYfPa+t+OvIax0OHGyGE6GviceWiELEg4wbR10jAIUQfFU8BRKwUldZRWFzNLm+IoYdCm4lDUvCFIulGU7jRRI9yKsKVYOKW3DSmnWUn0dxyYZtJUViQ7+KXnx8kqBkkmZUOr4jpjgHykfvEoam4qN7cqUUIIUT7yTJ+0VfJuEH0NRJwCCF6haNnGPbXh7j1w3LuHduvOdho79JKp83EzSOdXDfccUzHE1VRSEtQcdpMnOl04rCpnR7YdscAWfaJCyFE1+iLEweia7U2MRNv/4Zk3CD6Ggk4hBC9QmFxNUFN52CDTkAzsKoKKRaFZetqsJiglTIWx2W3mpg50smM4Q5SrC0/1K2mSLBhP6pwaKwGtl09QO7qArNCCCGEOLGi0jpmfrAfb0AnpBsc9IWZ+cF+Xrz0lLgKOWTcIPoaKTIqhOgVNlf7OdCgEdQNTAoENIODjTobqoNRhxspFhPzRqexZuqp3Hp2WotwI9liIjPFQpbDiqMdhUPjTVcXmBVCCCHEif3884NUNWrogEVV0IGqRo2ff36wpy+tBRk3iL5GAg4hRNwLagZ+7XCdjbAR+RXtlpQks8KcUU4+mnoq8/NcpFpVIFJfw2lTybJbyUyxNO8/7c3ircONEEIIcTLa7g4eKkwe+bNJAVWJ3B5PZNwg+hrZoiKEiFuablDt16gNaKgKhNpZaMMEzMx1cvNIJ64Etfl2i0khzaZit5kw9dKVGm2RfeJCCCFEHDh6iBGnQw4ZN4i+RAIOIUTcMQwDT0Cnxq9R0RDi+RIPnkD7SogqwE0jHRR87/ASywTVhCtBPabuhhBCCCFELGU7LWx1BwEDE5H29boBI9KktoUQXUkCDiFEXKkP6lQ1hqloCPP8JjevbvM2b0+JhgmwqZFCopuqAkCkvoYrQT2mBawQQgghRFd49KIMbnq/jLqQQVg3MJsUnFaFRy/K6OlLE6JPk4BDCBEXGsM6lQ0a5b4Qv9vi4eWttTSEow820qwm+ieqWNTI+k/DMNjvC5Nlt2JV43RNqBBCCCH6pMlZqfzusswubQ0vhDiWBBxCiB4V1AwqG8OU+0K8tKWWl7Z48IWiDzb6J6hkpqh4gwYWVUEBVJOCP2xwpvPE4UZv6FHfXn3xOQkRS2VlZTz66KN8/fXXAJx33nn88pe/JCMjg2+++YaHH36YLVu24HA4mDJlCvPmzWvurLRq1SpWrFjBnj17GDJkCPPmzePSSy8FIsHq0qVLeffdd/F4POTk5HDfffcxbNgwALxeLw8++CBr165F13XOP/98HnjgAVJT5f9PIfoiqW0hRPeT9dpCiB4R0gwqfGE2Vfn5bXEVl7y1h+Ub3FGHGykWhYGJKg9f2J/b8lyEdYOgbmAxRVrIhnRO2OKsqLSOeWsqKPeFcdlMlPvCzFtTQVFpXSyeYo/oi89JiFibM2cONpuNDz/8kL///e94PB4WLVqE3+9n9uzZnHPOOXzyySesXLmSt956i9dffx2Abdu2UVBQwPz58/nyyy+54447uPvuu9m+fTsAr776Km+//TbLly/n008/JT8/n9mzZxMIRLbL3XvvvXg8Ht555x3ee++95scVQgghRGxIwCFEDygqrWPCm6UMffFbJrxZelJ9+dR0g8qGMJur/Tz+ryoueXs3S9a78Qb1qM43ARmJKiNdNh4a15/Ls1KZMdzJRYMT2VUbYl1VkB2eIOefknDCWZPC4mqsqkKyxYSiRH63qgqFxdUxeKY9oy8+JyFiyev1kpubS0FBASkpKaSnp3P11Vfz9ddf8/HHH9PY2Mj8+fNJTk5m2LBhzJgxozng+POf/8y4ceOYOHEiNpuNSy65hPPPP5833ngDgNdee40bbriBs846i6SkJObOnUtdXR2fffYZVVVVrF69moULF9KvXz/S09NZsGAB77//PjU1NT35kgghhBB9hmxREaKbNc2wW1WlxQz7sgn06WWMumHg9mvs94V5ZVstz29yU+OPLtQAsFsU7FaVzBQzf/hBJnarSprNhM1s4qG1B/nTN3WYFEg0gWbAn76pIzvtIIvOG3Dc+9zlDaEqBtvdYQKagU1VGJBkotQbOuZne8u2j13eEC5by+w6yay0+pyEOBnZ7XYeeeSRFreVl5eTkZHB5s2byc7Oxmw+PDzKycnh8ccfJxAIsHnzZi688MIW5+bk5PDFF1/g9/vZsWMHOTk5zccsFgvZ2dmUlJRgs9lQFIXhw4c3Hx8+fDiGYbB161bGjRvXRc9YQO95DxdCCNE5soJDiG52ss2wG4eCjW3VAZ78dzUT3tzNY8XVUYcbSWaF01PN9Es0oyhwR76LoXYrA5PN2A51RVn87xpMCphNCoqiYDYpmJTI7W2xW03s9oYJ6QZmE4R0g93eMKlHtZHtTds+htotHGwMs90dpKQqwHZ3kIONYbLs0pZOiNbs3LmTFStWcNttt+HxeLDb7S2OO51OdF2ntra21eMOhwO3201tbS2GYeBwOFo97vF4SE5ORlXV5mMWi4Xk5GTcbnfXPUHRq97DhRBCdI4EHEJ0s13eEEnmloUv++IMu2EYePwa29xBnlpXzX+8tZvffF1NlV+L6vyLBydxz/9JZ1S6jaABp6SYmZnr4PkSD9m/39Fia09dUOfoWqKqEmk5e4KLRFHAwMAwDAwif8ZoWQekN4VSFw9JosKnEdB0VMUgoOlU+DQuHpLU05cmRNwpKSnhuuuu46abbuJHP/oREHnvaktnjp/oXNE1etN7uBBCiM6RLSpCdLOhdgvlvjDJlsPfyBvCRtzMsHd2Ga9hGNQGdA40hnlju5dnNrop94WjPv/CUxK5Pc/F6P4JWEwKBd/rh91qYtXu+uNu7Um1mmgI6RyZG2kGpFjbznC9IYNTU8wcbNQJaDo21cSARBN1RxU6bc9Wlp728d4GBiap1AaN5ufksCp8vLeBRef19NUJET8+++wzFixYwF133cW1114LgMvl4rvvvmvxcx6PB1VVcTqdpKWl4fF4jjmenp6O0+nEZDK1ejw7OxuXy4XP5yMUCmGxRN7vQ6EQPp+P9PS2CyKLzpGte0IIcfKQFRxCdLOCMekENQNfSMcwIr8HNeOEHT+6Q2eW8Tat2PjWE2RlSQ0T39rNfV9URh1unDcwgVd+cAovTDqF8wYmMSjZzFCHFYdNRVEiM21BTaesPsym6gBl9WGCmk5hcTV35rvQDQjrkZUYYd1AN+DOfFebjznUbsGimshOszKqXwLZaVYsqumYsCnarSzxYJc3xIAkc4vnNCDJLAN5IY6wYcMG7rzzTh577LHmcAMgNzeXb775hmAw2Hzbxo0bGTFiBFarldzcXDZt2tTivkpKShg9ejQ2m41hw4ZRUlLSfCwYDLJt2zby8vIYMWIEiqKwZcuW5uObNm1CVdUWdTtE7A21W2gItwyu42liQQghROzE3+hciD5uclYqyyYMZFCyGXdAZ1CymWUTBsZFsbOOLONtCjZ2eIL8z2Y3l/1lD7/430r21UcXbIwZkMAfLjuFP1yWyUWZyQxOsXCq3UKqVW3xc5ur/VQ0aNSHdII61Id0Kho0tlT7WXTeAO4b248ki4mQDkkWE/eN7ddmgVFoR9gU5VaWeCADeSHaFg6H+eUvf8n8+fOZOHFii2Pjx4/H6XSydOlSGhoa2LZtGy+//DIzZswAYNq0aaxdu5bVq1cTDAYpKiqiuLiYadOmATB9+nRefvlltm/fTkNDA4sXL2bAgAGMGzcOl8vF5MmTeeqpp6iurqayspInn3ySK6644pi6HSK24nliQQghRGzJFhUhesDkrNS4CDSO1p5lvE1bUar8Yf62s55lG2r4rjb6VQJ5/W3ckefi/EGJpFhVXAkqiebjZ66+kEHYAIXIL4CwAfWHtpMsOm/ACQONo0XCpkiwU+oNkXWcLTnRbmWJBwVj0rnp/TL21EVWsphNCqkWhSfHZ/T0pQkRF9avX8+OHTt4/PHHefzxx1scW7VqFc899xz3338/Y8eOxeFwcOONNzJlyhQAzjzzTBYvXswTTzzBnXfeSVZWFkuXLuW0004D4JprrqGqqoqZM2fi9XrJz8/n2Wefbd6S8uCDD/Lggw9y6aWXoigKkyZN4r777uveF+AkFO17vRAnK+kydCx5TTomrBs0hnVCOrgS1BOf0AUk4BBCNIumPohhGHiDOpWNYVaV1rN0vZvtnmBrd9eq3HQbt+el8f3MJOw2FZdNbe6G0pagfjhMUADjqNs7XTukjWNNr0t22uG3TF8osvomHimKAoYRWWBiHPqzEAKAMWPG8M0337T5M3/84x+Pe2zixInHrPw40ty5c5k7d26rx1JSUigsLIzuQkVMxevEghA9rWl7cms1ziZnpZ6UX/RP9JqIw0JaJNBoDBs0hHVCh8blFpMiAYcQoucVjEln3poKQCfJrNAQNpqX8Tat2Kj2h1m9x8eS9TVsrYk+2BjhsnJ7nosJg5Nw2My4ElQsR7c+aYOqKGAy0IzIzhBFAbMSub2jH0TRntfW6xJvCourcdpUMlMOh1K+UKRWiXwoCyGEEOJIR25PBg5NcunN25NPxi/6bb0mffl5n4hhGAQ0A3/YoFGLhBphPf5WM0vAIYRo1toy3ru/52LswCR21gZZs9fHkvVuNlUHor7PbKeVeXlpXHZaCmk2lbQEFbOp/SsKsp0WtrqDWEyR4kE6oBuR2wuLqwnqOpWNRnOXE4dNOeEHUbQfYL1peXNv6vgihBBCiJ7V1vbkjn7R7+2rPqTz0uEw48hf/rDe5orneCEBhxCihaZlvLph4Ano1DSG+et3Xpasr2FdZfTBxukOC/NHu7h8aAquBBWnTUXtQLDR5NGLMrjp/TLqQodrSzitSuT2D/ZT06ihmpTmLicHfDohve3rbc8HWG9Z3my3mthSHcB8xGux2xsmJ93W05cmhBBCiDjT1vbkjnzR7wvbO6LZst2XhPUjgwydQNhosTW8t5GAQ4geFm8pd1Ow4fZr/LO8gSXraig+6I/6fFWB01It/OLcdKae6cBhM2GKQQ2IyVmp/O6yzFZXUQS0SFeTpvzEpICuQEBr+825T36Atej4EqktEq8dX4QQorvE22etODnF47/DtrbhFhZXt3uc1Nqqj/pgiGuLynDa1Lh53m3pTVuT28swIs+l8dA2E3/YaK6b0VdIm1ghelBTyl3uC7dIuYtK67r9WnTDoMavsas2xPu767huVRnXv78/6nBDVaB/gspZTguqAr9ZW8WX/5+9dw+Toj7T/u9vVfVxZrpneoaZwQEEBUKAATS4aDzganaJu8bESIwREzf6ZnEV3Mt4eDWXwQTfiJGs/DwFNWs0G43HxE10VfQNYswbxRBBRkBBATnOuU/Tpzp9f39UV0/3THdPT08fZ57PdXH1dFVXdXVV01V1f+/nfjrDBRE3TC6YXofNy6dj/1WzsHn59MTJ0Rr/JdO40cZVi9/M20b4hRuPrQPNji9WQYDGAasgYFqtVJEdXwiCIEpBJZ1riYnLqweDuOr1Y9h6PIKjQQVbj0dw1evHyv49NMpwWzG5RoI3ZgSoP3heKy6YXpfXddKBgAKnNHjt549p6I5oGJD1qvn/l22fVBuabhy33oiKI0EFn/oVfBZU0B1REZT1cSduAOTgIIiyUgkhRtwsRYlqeL87gvt39OPPxyI5Ly8yYFqt8VPitokQGOBgrKTBlvMa7fhrZxgD6uC0WgmY22jPulw1ZWvkSrV1fCEIgig2lXCuJYhb/9yN3ogGSWCwiAw6B3ojGm79c3fZv4eZynBHc51kulM6QyqOD3AIAoOmIzHo5JQEMMaq5v9ftZQmD0WOdzWJqsZjNZea5Atd8RJEGSlniJHZ7rUvqmFHTxQP7OjHliPhUa2DwcjaiGocFsbxqV8pS7DlCbViirgBAAOqMX0kqvUElonxbKskCILIBwoMJCqBvV4Z4pByWpEZ0yuZXK6TknM36q0MnREO6BxWATCrheusg/8H8/n/V4nlPeWGc6PUJJokamhUkkwlKgRRTma4LAirqT9Exc6AMNq9ajgYUPDWkRBW/t/juOTlI6MSN0QGWOInZrsANNhEHApqUHSeEmyZfDIrJv9zIDTsx0yIT59ojCdbJUEQRCEox7mWINIytGq3cFW8ZSXZJRVSAYkZ12GKblwrigwIynri9aP9/0dlZgZmuUlPWMWhgIJPfDKODCjojagIKTqJG3HIwUEQZaSUo+2mY6M/qmF3XwwPfNCPTZ/lLgAIAOqsDIrGoeiATWRocRrOiTpLeYMtA7IOfcg0PT59IjLeXCkEQRBjgZxtRCVgtrsHeEq7+883VLbQlotzItklFdN0WASAMQZVB6bVSTgUVBBRjRyPfP7/TdQyM1U3nBmReLnJSOH5hAEJHARRRkqRAaFzDn9MhzemYa83hoc+8OJ/Dgzk3MdaYEBbjYRWpwhfTEed1aihBAazHQ4EFEyrldAd0RHTdNhEAc0OgYItCYIgiLIzHvOWJiLVXqKQrd19pZJry9fkrnQ2UYCs62DcGAxz20Q0qzoGVA5vTM/r/99EKTNTdY6woiMcFzTGYwBoKSCBgyDKTLFG23XO4Y1q8MV07PfLeOiDfrx0YAC5/lYKDGiyi/DYBURUjh+dMQmr3+xCWOVwSkjbRqxcwZaZPhOdFwiCIAiAnG3VTq432pXGUFHm2kUebDkcrhqhLVfnRLJLqtkh4NCA4dZoqxURUnRYRQG/+Yf8y2WTBRST8VBmpulGfkZY0Y0ONXThWhBI4CAqjmpX6MuNpnN4Y4aw8VlAxsadXvz3p0Hk6mpjAJrsApocImyigIiq4yS3Ff80wwXGWMYRsHztv3S8CYIgCILIRjWWKKQTZX61y19VuVi5OieGuqQ+32AFGENQNga7xnptNx7KzDg3w0A5oqqOqGY4eYjCU3KB4+OPP8aNN96IcDiMzZs3J6a/9957+NnPfoZPPvkEzc3NuPLKK/Gtb30rMf+pp57Ck08+ia6uLsycORO33HILFi9eDACQZRnr1q3Dm2++iUgkglNOOQU/+tGP0NraCgA4fvw4fvzjH2P79u2w2+04//zzceutt8JqtZb2wxMjUq0KfSWg6qZjQ8OxkIqNO7347b4A1Bx/O50Sw9IpTuzsiaLGIsAhCQirRt7G0BPI0FXma/+l400QBEGUAhLTq5tqLFGoRlFmKKNxThTTJVWNZWamO8PM0Iiqes7l4cTYKKnA8corr2DdunVYsGAB9uzZk5je09ODa665BjfddBO+/vWvY/fu3fje976HtrY2nHPOOdiyZQvuvfdePPLII2hvb8eLL76IlStXYtOmTWhqasKGDRuwfft2/PrXv0Z9fT3uuusuXH/99XjuuecAAKtWrcLs2bPxxhtvIBgMYtWqVbj//vtx0003lfLjEzkwHk4G6SjmhZWicfRHNQRkDZ1hFY92ePHs3gCUHPM17SLD5XNcuG6BB5/z2PCno6G0J5BXDwax4tWj8MeMQM+DAQVvHw2j0SFirseGc6c6AQwXP7JRqONtF4Goln46QRAEMbEhMb36qcYShWoUZYZSSc6JSi4z49zYL1GNIxrPzyhFuclbR0N4rMOHIwMqptRKuLq9Hkvbaor+vpVOSdvEhsNhPPvsszjjjDNSpv/hD39AW1sbLr/8ctjtdpx66qn46le/imeeeQYA8PTTT+Piiy/G4sWLYbPZcNlll2Hy5Ml4+eWXoaoqnn/+eVx77bWYOnUq6urqcPPNN2Pnzp3Ys2cPOjo6sHv3btx8881wuVxoa2vDypUr8dxzz0HXJ2aHhUrmQECBU0rtmVVtJ4OhFKu1laxxdIZUHAzI+NQfw11/7cU//O4QnvwoN3HDKjBc+Xk3/rT8RPx/S1txaosDNRYBF0yvw+bl07H/qlnYvHx64mRy3eZOeGOp6rPKgf6Ihn2+GO58txf7vLFRfcZCHW+XJf1PWabpBEEQxMQhWUxnzHi0ikbJJVEd3Ly4EbJmtMjk3His9BKFGS4LusMq9npldPRGsdcrozusVrQoMxRqPZ8eReMIyhp6wioOB412rZ8FFXSFVfhlrWTixtp3etET0eC2MvRENKx9pxdvHc29Q+J4paQOjuXLl6edvmvXLsybNy9l2ty5c/HGG28k5i9btmzY/I6ODhw6dAjBYBBz585NzPN4PGhtbUVHRwd0XcfkyZPh8XgS8+fNmwe/349Dhw5h+vTpBfp0RCGoRoV+JArtSomoRqvXkGI8/ueHPjz1kR/RHEM2LAJw6SwXrl3owbxGG1xJXVGyYYoODKkuDYUD/hgHB3A8rKE7osdTs9mIn7FQxzugcIgMKTkjIjOmEwRBEBOb8TCSPtGpxhKFc6c68fbRMARmXJPENB2dYeB7C5zl3rRhZHMaV4pzolxlZjo3XBlmuUlU5dB4+a8vH+vwwSoyOOIDhQ5pcPpEd3FURMioz+fDzJkzU6bV19fD6/Um5rtcrpT5brcb+/fvh8/nSzwfOt/r9YJznnZZAPB6vSRwVBiVZIUrFAcCCkTGsderIqZx2ESGZqcw6gsrU9CIqDp8MQ2P7/Lhv/b4Ec4xZENiwCWzXLhuQQPmN9lRb0svbGQ6gWR7lwFl0NlhEwFF5+gK6VD0WNZtKuTxlpjRjsxEo+AmgiAIAuNz8GQiUik32rmy5XAYrTUi/DGeuP5z2xi2HA5jzZJyb90g1VDC9erBYEqL3e6wiu9uOorHl7UVdBs5N46VKWhES1Rqkg9HBlS4ranX8XYRODqglmmLKoeKEDgA4wtVrOXHum6idFSjQj8SLquA3X0xSAKDJBg3/58FVMxttOW0fFDW0B/VENM4ArKGJ3b78avdfgzkGLIhMuBrJ9fhuoUeLGiyocEuQsjg2Mh2kjNaw6bP2DCnmWsVGKAzIDaCq6RQx3t2gxW7+2JgPP7e3HBzzPVQkDBBEMREZzwOnpQSCmjNjwMBBc0OCS3OwWsuznnFOYeqIf/u1re70BMZHExTdEOEuPXtrjFtYyzezcQQNIyyp2q5a5xSK6EnoiWcG4CRR9dWWzG392WjIvZAQ0NDwolh4vV60djYmJhvujlMfD4fPB5PovRkqMvDnM85H7Zu87m5fqKyqDaFfkS48WMZi/9oMhg34RhBlAvIOn73SQCP7PTiUFCByBj6Y1rOjg2BARfOqMWqhQ1YNMkBj12EKGQvRcl2kvvfpzXhjnd6h/3wSwyJTi08vu2m9GLLIQKjEMf77rOacdXrxxCI6VA0DovA0OQQcfdZzWNaL0EQBFE4ynWjPB4HT0rFWEb3J7owMsNlwT5fbJiDY1Z9bgNcyRRzX1ZDCdeefhk6BgfSAECPT88VVR8UMiKqcUz0LNfilR7geXV7Pda+0wtgMGxf1jiubq8v85aVn4pI4Gtvb8eHH36YMq2jowMLFy4EAMyfP3/Y/J07d2LRokWYOnUq3G53yvyuri50dnZi0aJFmD9/Prq6utDT05OybGNjI6ZOnVrET0UQBl0RDZwbP8rmP86N6UPRdI6+iIr9fgXP7fPj9v/XjX0+Gd0RDUdCak7iBgPwz9Nr8fJFU/Ho+Sfg76fWYpJTGlHcAIyTnKLr8UCsGPZ6ZSi6joMBBXu96ctNdG64RIT4e2scsAoCmh0i5jbaR3zPQnDB9Dr88h9PwJLJDkyps2DJZAd++Y8nTKgLKYIgiEqmWIHbuZIpQJvITr4BreU+3pXAuVOd6AxpiGk6RMaNDI6Qlug6lyvF3pczXJZh15eVVsJlGoKTr6WTpw97vc4Rjpd2HxtQsN8vY79fxrGQkij3HkncqPQAz6VtNVhzRhMmOUQEZI5JDhFrzmiqKBGmXFSEwHHRRRehp6cHTz31FGKxGLZu3YqXXnoJ3/72twEAK1aswB/+8Ads27YNsVgMTzzxBPx+Py688EKIoojLLrsMGzduxJEjRxAIBHDPPffg9NNPx6xZszB37lwsWrQI69evRzAYxOHDh7Fx40asWLEip2BFghgrMY1DEgC7ZAQB2SWjVCW5fEPVOXrCKg4EFPRFNYQUDf/n3V50RjT0x/SMP+BDOdltwe8vmoJHvjQZ50+rRUuNBCkHYcPEZRVwwK8iqBg1h0FFxwG/ijqrgGc/Nk6kQ380dAAz3BYIDHBIDPMbbWirlWAVhZLaf//aFcH2nigOBRVs74nir12Rkr03QRAEkR3qZFKd5NvtjI53PIPDKcIm8GFZPQAAIABJREFUCtA4YBMFtDpFbDkcHtV6ir0vq6FDjRi/+DQvh3nSdFPM8EY1HA8pOOCX8alfxpEBBb0RFQOKDnWUORrJAZ6MGY9WkeGxDt/IC5eQpW01+K8vt+GPy0/Ef325jcSNOCUtUVm2bBmOHTsGXdehqira29sBAK+99hoeeeQR/OQnP8Hdd9+NlpYW3HHHHTjttNMAAGeddRZuu+023HLLLejp6cGcOXPw6KOPJsJCV69ejXA4jEsuuQSyLOPMM8/Ehg0bEu9733334Y477sDZZ58Nu92Oiy++GNdcc00pPzoxTsjHImgVgDAAjXMIQEr5hqpz9Ec1+GNavIxFx3N7g3ikw4ueNA6PTAjxfwf9Ct7rjOArJ7lGWiQtnUEZQ5M99Pj0bOYRiRklIc0OEd6YXnL779qt3bjz3V4ILL6/FR13vmvY9tYsoTIVgiCIclMNNnhiOPkGtNLxjmdwOCW01Iwtg6PY+7IaSrg+77FhV18MOkeiVEUAcJLbik/9uZep5AoFeOZHTNPRHdbQGVIRkHX8XasDCyfZRzXYWghKKnBs2rQp47y2tjb87ne/yzj/0ksvxaWXXpp2nsViwe23347bb7897fyWlhY8/PDDo9tYghjCSHWomcSPeY127PPG4JcNe6JNFOCyANPdNhzwy+AwauZ++0kAD+/0ojOcu7DBYLR9FdhgeciDH3hx5xdb8vqMvbH0KkZvjKdkbSQLNQAwuUbCvUtbynYy3PB+PwSGxA+oxAzxaMP7/SRwEARBVADUyaQ6uXlxI7676SgOBY3uFZLAUGdhuHdp9usMOt6F2wel2JfFzr/LZ4BQ0Yy8jKjKcdMXPPj+W10YkHWoOiAJQK1VwI1f8BRleynAMxXOOfyyjq6wiq6whq6QGv87/jysojOswhcb3gDh3ClOvPDPU9DoKN2+m5hHiSDyIFsAJ4CM4oeZ3t5Wy2AXgaDCEVM5rpznhqxz/PcnQfx8pxfHQrmrwmdOduAvxyOwxsUNAGCMQQTHgJxbd5V0mEsKQ6bpAL71uTo89VFwmMPDPOH+tStStjCxoKxDBBDVuJF3wowft7HsC4IgCKJwUCeT6oUxZgSmcwAcOZV40/Eu3D6o9n2ZS1CtKWYkt2hNzshY0urEXWc147EOH44OqGgrcujnRArwVHWO3oiWECw6k0QLQ8gw/o7mWi8/hC1HwviP9/tw15n5Db7mAwkcBJEj2SyC67f1QdZ09EQGXRpuq1EfuXn5dFw2J4QHd3gxIHPUWBi+M9eN/oiGC148hMOjsLu11Uq456xmnNbiwOKn9yOi8JTwUI0bina+1FgYQspgtxeeNH3FnHq8uDeIcJJmwAC0OkXs88Xw9lGj1rTZKZW8h7pdZAipPBE6xTkgA6iRKGeHIAiiEqgGGzwxnPXb+lBvE9FWO+gWCCkjtxCdSMd77dZubHi/H0FZR51VwA2nerBmSXPB9kG178vkAULOORwSg8Y5frK1F+2NdsQ0Di1L4KfJ0raakmVMGAGeKJmgUixCij7MadEVShUx+qIaRhlRMmr+eCgEnFnc90iGBA6CyJFsFsFdfVH4YjoYMzqKyLqOrjAQ0yJ4fJcXj+70QY7fgEdVjod3+nIODgUAh8hQbxPAuCE6zHBbceMXGnHnu71QdQ6RGeKGzoEbTs3frnfL4kasfbc3pcZRZMb09dv64HGIEGWOAWWwF/l+v5pwkfhljpYaVvIe6pMcIkJBdZgwM8khFv29CYIgiNwYd23gJwBjyX+YCMd7pAywQu2DatyXOueIqByf+GS4rQJi6uC1o4UBnwUUhNXcnbalbttaSkFltOicwxvV0BlOcl6EVHQnPw9rGFAqw8l8cr21pO9HAgdB5MjNixtx1evHcCigQNE5LAKDyybg3qUtuPzVo0hXDRHVgJ9u60V/1BA/dGRuaZUOSQBEGNa9gKyj3sbw2Ic+rJhTn8iW2PB+PwZkHbVJowb5smZJM/Z6Y3j24yDUePvXb36uDmuWNOOhHR+hL6JDx/AUa/MzRZJOVCUNE2MMrU4BPRGj44zIgEkOgTolEQRBEMQYoCyN7FAGmIHOOWKaUYId0zhe/SyIhz/w4siAioCsQdZ1NNkHbztHm2dhtm21iiylbeuaM1CxIkS+yBpPiBTdYS3utjBFDA3dYRXdERUVol2MSL1NwI9Pn1TS9ySBgyBGAeccYEbGA1j8OYBIhl+ZiMLxqU8xcitGIWzM81hxKKggqHCYBSyqaijhKo8lXrdmSXNBT6CvHgzinWNRzKy3Juo83zkWxasHgxhQdIwUf5os3pTyAsi4AGNoqx0cZQopOibX0E8cQRAEQeRLtec/FJugrGNoZbDIxncGmM6NnIxYUgioklTjMFSMUHWG3rAOQEWjTcwrzyK5bSuARPjnYx2+qhE4OOcIKjq6QqmiRVeS66IrrKI/Wr3fHQYYXRWdEk6okXB2mxP/MrceU+tKK4jS1T9B5Mj6bX1osEuYUpd6E/3Tv/YiTWgwABjixCiEjc81WHH9Ig/On+rEgif3D5uvA/DHcu+yMlqyBanm8rYcxg94qS+A6AKMIAiCIApPJec/5NOZo9DUWQWEFR3JkV9jzUOrNGSNI6rqiKiDQaDZGCpGNDkkACrCCoeF8bzyLCq9bauqc/RFtOEhnUNEjIha5LCLImIVGFprRLQ4JbQ4JTQ7RbTG/zb+iZjklGCJu5ksAsMMd2lLU0xI4CCIHBlah6pzo3Xqp76xl2HMdFuwepEH/3hiDUTG4LaJaUteAMPWVyyy1drmGkDkjeklvwCq5AswgiAqj48//hg33ngjwuEwNm/eDADYunUrvvOd78BqTb0gW7duHS688EIAwFNPPYUnn3wSXV1dmDlzJm655RYsXrwYACDLMtatW4c333wTkUgEp5xyCn70ox+htbUVAHD8+HH8+Mc/xvbt22G323H++efj1ltvHfZ+BFFpVGL+Qy6dOUrBDad6Cp6HVg4451B1QNENN4bZzSSm6aMZpwNgiBEC4+gK6JA1bhwjuwCLIOCPy0/Ma/vK2bY1rOhpnRZdYQ2d8XapvSUI6iwm9TYBzXGRosUpJQkXg4JGva16Sr9J4CCIHJnhsuDYgAKHJEDlxskgohpK9JFRtHgdus7zpzmxszuKe7b14ZmP/bj175pw0UmuAm997tuTqdb2UFDJKT9k/1WziriFmanECzCCICqPV155BevWrcOCBQuwZ8+eYfM7OjrSLrdlyxbce++9eOSRR9De3o4XX3wRK1euxKZNm9DU1IQNGzZg+/bt+PWvf436+nrcdddduP766/Hcc88BAFatWoXZs2fjjTfeQDAYxKpVq3D//ffjpptuKurnJYjxSDbHaSmvBYqRh1YsNJ1D1jkUjceFDEPQUPXUEpOxUmtl+MSrQhQAUTDe49iAhpkN+ZcpFKNtK+cc3pieCOjMJGIEqrjcyMiki4sWNVJCxBjqvLBL48dxBJDAQRA5oXOOaxY04KY/dUHR9ZQf17OnOLG1Kzqq9TEA/zLXjb9rteMnW42TdJNDgDem44YtXbAILNGydSjJ4kOhyVbqsbUzjPAIOs70WupaQhBEZRMOh/Hss89i8+bNaQWOTDz99NO4+OKLE46Nyy67DE8++SRefvllXHHFFXj++edx1113YerUqQCAm2++GV/84hexZ88eqKqK3bt34xe/+AVcLhdcLhdWrlyJNWvW4Pvf/z4EYXxdXI5XKqEkgjAYS3eXQlPoPLSxwLkhXMhxEUPWDFFDzrEVa2E2wsiqM8qWjUeW3OIuD0bbtlXWOLojgyJF95DWqJ1hFd3h6gnqTIdTYikihSliJJePNNpFiEJ1uC4KCQkcBJEFVTfaMPllHYsm2fG1mXV4YpcPIYXDLgKNDgk/+1v/qNYpMuMH/y/Hw9jTH4NDYqizGrYvQ0A1RiC+dnItnvooOGz5r51cW5gPl4ZspR5WUcjYzktgQJ0E/PxLJxRt2wiCIArB8uXLs86/6aab8Je//AWMMVxxxRVYuXIlBEHArl27sGzZspTXzp07Fx0dHTh06BCCwSDmzp2bmOfxeNDa2oqOjg7ouo7JkyfD4xm0rc+bNw9+vx+HDh3C9OnTC/oZicJTKSURhMFE7+7Cza4l2qCIYTozyl0pMaBwTHaK6I8llajYhLSDdqNhaVsNzjnBiQFFTwgVv90XSOu66CtmPXeRYQAa7SJanEZYpylaDC0fGU85L4WGBA5i1EyEEQxZM4SNgKwlThRvHQ3hN3t8iGnGySOsAeE8wo0sAqDpwEG/gmgNhyQA+3wKYhqHTWRodgqJEYhaCUh+i1oJODZQ3B/tTKUemeyLDMDSNue4/B4QBDFxqK2txSmnnIILL7wQ69atw9/+9jesWrUKbrcbl19+OXw+H1yu1PJBt9uN/fv3w+fzJZ4Pne/1esE5T7ssAHi9XhI4qoBKKYkgDCZKuLjO4wKGKWLoRitWuYIDH8y8jOmuQVdvROWY5Mju8tV0jt6olmiPOtgaNbV0JFzFQZ0WAWkzLpprzGkiJjkkWMWJ57ooJCRwEKNivI9ghBUd3piGUBrP2k/e7UV/bOzKOINh1WPxMNFdvTHDxgfDMXLQr2Nekw27+2OIaIAQn8cARDRgd38s2+qLhhw/oST/5HIYPd83L59ejk0iCIIoGPPmzcMzzzyTeH766afjm9/8Jn7/+9/j8ssvz2kdPIsFPNs8ovI5EFAggmPvgIqYpsMmCmh2CGUpiSDGV7g4j4sY0bgjw8zEUHWUrqykgFzdXo8f/LkbxwZ0qDogCYYg+N35bmztjAw6LUKpzoueiJZT1lul4rIKaI2Xh7SkcV60OCU0VFFQZzVDAgcxKsbjCAbnHAFZhy+mpW199bE3hgd3ePFZgVpRRTWjpGNOgwWBqIpkP4b57oGoigFFh8bjgkh8ns6BgTIVDIoCA9c5dBglNowBYnw6QRDEeKStrQ2vvPIKAKChoQFerzdlvs/ng8fjSZSeDHV5mPM55wmXR/I8AGhsHF8jzuMVl4Vhj1eBwIxSU1nXcWhAx+cbqAtOuaiWcHHOOTRuDGKpevyRx4M+NeTVqaRSMIM6u023RVjDe51hBGUdig7oAFQdiMY4fviX3nJvbl4ISUGdpvsiVcQw/naMs6DOaoYEDmJUVFKo01jRdA5fTIMvpqdVyD/1yXjwAy9ePThQ8BMP58Als11Y914fJIYU0UAA0BnRoSXZD5PfXy6TNW92vQV7vDIs8W3UYQgus+snRr0rQRDjm1dffRVerzfFrbF//35MmTIFADB//nx8+OGH+MY3vpGYv3PnTnznO9/B1KlT4Xa78eGHH2LatGkAgK6uLnR2dmLRokVQFAVdXV3o6enBpEmTEss2NjYmQkmJCoex+HmaGS7MeDc10GgsAVO8SC0lkbXqdWEARrl2T8QoF+lMzrhIcV5oFV0uMxJOiY3YHrXRIUKiwbyqggQOYlSMh1AnRePwxjT4Y1pa4eJgQMZDH3jx8oGBgvS0FhhS1lNrEeC2Mmw5HAZgjARZk344TWFDFBg0zXBMJNaF8jkm7j67Bd/ddBRBxTiJSwJDvZXh7rNbyrI9BEEQhcRiseCnP/0ppk2bhiVLluC9997Db3/7W6xbtw4AsGLFCqxevRpf+cpX0N7ejqeffhp+vx8XXnghRFHEZZddho0bN2LBggVwuVy45557cPrpp2PWLKN19qJFi7B+/Xr88Ic/hM/nw8aNG7FixQqyK1cJAVnHiS4J3WE9kZnVVisiWMUtJInc4DzuvOBGkKfKEX+snGDP0TKg6OgKqYmOIonuIiE17sYwgjqr7XMl47ELSY6LwYyLhBOjRkSthUpGxiMkcBCjoppDnQbiZSiZOoEcDir4+U4vfv9psKA1gKZwz2CIGbMbrOCc42BAwewGK3b1xaCoPJGzwRgwz2NFIKbhYFBNLMthuCZaneVpxXrB9Do8vqxtXNS7EgQxcVm2bBmOHTsGXdehqira29sBAK+99hp+8IMf4M4778Tx48fR1NSEH/zgB/jyl78MADjrrLNw22234ZZbbkFPTw/mzJmDRx99NBEWunr1aoTDYVxyySWQZRlnnnkmNmzYkHjf++67D3fccQfOPvts2O12XHzxxbjmmmtKvwOIvDAHeGY3DF46hxQdk2voUrqaMMtFND3+yDm0uMtC58aAlPm3xsfuwHjraAiPdfhwZEDFlBFamxYCTefoi2oJd8XQ7iLm32PtaFJOLALirovhokVLTTy0k4I6JzSMU+pVCkeOHMH555+PP/7xjwlbKpGK2UWlGm5ydc7hi+nwx7SMXUCODih4eKcXv/skiGJUf5g/r5IA2EUBsxusiYuic6c6sfadXqNEJf5aAcCaM5rw270BfNgnp6jnDMD8Ris++PbMwm8oQRBEBujcWDpoX1cmySHryQM8D57XWrHXQOMRPUmQUBOPg+KEjsG/OQc4ePwR0LixfKl462gIa9/phVVksItGBpuscaw5oykvkSOm6YnykM40ooX5dxVXjKDOIqDFKaK1RkqIGC1OMVE60lpDQZ3JlFpAGw0WgWGGu7AZRbmeH0l2JkZNNYQ6mWUoAVnPeDLrCql4uMOL5/cFMJbcTtNdkYmTXBIODajgHGh2CggpesL1sn5bHybXiPDLPJHKbpavBBSOGS4J3RE9JbE9WMWqO0EQBEFUI+Opa0ep0ONOiKGYggPng8HlyQ4KnQ+6K3SOJEGjukpBHuvwwSoyOCTjZtwhDU5PvgnlnMMv6/F2qENapCb97YtVbzkUA9DkEFMyLgZFjEEHhtnEgBiZZAHNbWXoiWhY+04v1pyBihE5ygUJHMS4IqIaZSjZamJ7Iioe6fDh2Y8DOQcj2eIjNt40J5e5HgsOBtPb/QQG6GBGyjpjCMqGc8O8KLp2c6fx414zqESb5StkhyUIgiDGE6YD9ED8HFdtAkE1DPAkwzmPCwnx5zCdDYPCgh53OQDJwsPgwI2xTKr4oPPU6YnXJgkX1SREFIsjAypcFkDRACXuOJE1Hd0RFTf+qSvFeZGui1+1YBdZSnlIS5rQziYK6iw4uQpoExG6UyKqHs45BhQd3qiOqJZZ2OiLqPjPD334zccBRHM8kVgFhm9+zoV/nV+PPd4Ybnu7CyHVsEdKAlBnYVh/Tivu2daDLUeiw5Y/p82ON5eflLioCwwRXrKFtt68uBFXvX4MhwIKFJ3DIjC4bALuXUqhngRBEER1kVzi4bEJOB5SsWpzJx48DwUXDZJv7M3HoY725JtxIP530nQGY5DCyMZiqevFEBFgSCmEOc1cb+I9YYgCQ4WErAJDYj2Dr9GTpievO3kbieITUvRh5SGmC6MrrKE7ouJoKP2yLx8YKO3G5kmDTUgK5TTaow7tNOKyjs+SkUou/wAMAc1tTd3vdhE4OqCWaYsqBxI4iKpF0w1Lny+mQc3ixPBGNfxylw9PfuRHOMeQDYsALJ/lwjXtDWiNOyaanRJWfL4eT+z2IaRx2CQB153iwQXT6/CNl4+kXc9fO2NZL+pGCm01WtDFL8zY4IUYQRAEQYyGQwElMQiQy61ILjcsQ19hLsKGzGcMuPPdHjAAksAg6xySAMgasPbdHsxpsOWwRakMdQ0Yf9PNPTF2dM7RH9WM8pBQ+pDOrrCGgbHUN5cZiwA0OwZLRFprhrdHbXFO3KDOaij/mFIroSeiJZwbgJHz0lZLt/e0B4pMtdsxK5GwosMvaxiQ9awXMv6Yhid2+/GrPb6c06IlBpxxggPBmI4/HQljv09OKLZbO8N46dMgTqixwOk2xIhf7fLjtBYHQnHhJLlyUAcQUjnWb+uDVWSJukLDraFj/bY+bF4+HVfOi2DD+/0IyjrqrAJuONUQTc574SAa7BKm1A2uNaQYy9F3iCAIgsiXXM6IeQnqWRY5FDRGG5PXaxeBI0E1Ywg4QRSamKanZlyEUkWL7rCK7og6pmy2SuSOJU0JF0aLU4THLkKoMtdFKR0V1VD+cXV7Pda+0wsAKSG2V7fXl3nLyg8JHEWklHbM8Y5ZhtIfHblOcUDW8cQeH57Y5UcwxzOUwICvnlSHxS02bPzAl6LY3vluL5rOFfH4Lj9skpBWqBBgCBrD1gvgQECBx5YamuSUGA4GFLx6MIhf7fKj1SnhJFeqaJJtOYIgCIKoJmi0kSgmnHMEZH1YMGd3WEsqG1HTZqlVC2ZQ51CnhSlaXPX68bTXoiKAy+e4S7y1haXUjopqKP9Y2laDNWcYosvRARVtFVhGUy7orFJEso3ck8CRGzrn8MeMMpSRRnhCio4nP/Ljl7t8OSdNMwAXnlSL6xY0YIbbiu+8djRFsa2zMkRVHQ/s8GYVHKbVSTgYVKEjtavKtDopa85Gtu9ItuUIgiAIopoYD6ONlV6TP15RdY7eSOb2qKaIkWu+WiViE1k820JMtEdtrUktF2lyiLBkCeqssbC0nfaclvI7Ncb6f6fUjopqEWSXttXQb1AaKusojTNoBD5/NN1o8+qP6dBGsMlGVB2/+SiAX3zoHZUyf8H0Gqxa6MHM+sEezaZiKzIGSTBqkGssQkpXk0yBoJe/cgQB2UgmFwC4rAw/P38yAGTM2bh2c2fG78hD57VmzecgCIIgiGqh2kcb3zoaSgka74uquO3tLqw7u6VqPkMlMjSoszsR1DkoYPRGtbTtZquF+qSgzpakkM7mpOwLdwGCOud6bNjrleGX9cS1qNsqYHaDdaRFi0oh3Bf5OioExiAwQGSDfwNmeLD5N0s8Nx9v+IIH//vtbsga4JAYIiqHxjlu+IIHjXZx2PuMdOzMfKDk73HyNpjPk9c3NMvIDDhOXl+6MON06x/MQxq+nclBy8DwAOPBbRoMXWZJ6zcCmVnK/jOnlQsSOIoIjcCPHkUzhQ1txBrhqKrjmb0B/KLDh96olvN7/MO0Gqxe1IDPpQk1m1YnoS+qwSEOP2bZAkEvmF6H3/zTFKzf1oeDASXxetOp8+B5SDtvhqsv43fkgul1GZcjCIIgiGqjmkcb/2NbH7wxnigBUOIOlP/Y1le1n6mY6JzDG9XQFdaGuy6SOo3kWkpciUgs3mmHMdgEI0DXIjBwAI12Efef24pmpwi7JIy4rkJguqQa7GJFuaSS3RcMgDN+G/T4hz4sm1aXcmNsdC5iiQ5G5v6d4bagK6yiRjRmMAAhhePkegumuwwBJ3UduQUlZ+Kbs+vhsop0DV6lkMBRREbqkEEMElN19Mc0BOWRT3SyxvH8vgAe3ulFdyR3YePvpzhx/SIP5jYOFzYkgaHJLuKHp0/Cqs2dCCnpRYxsgsMF0+sy/vBlmjfSdyTbOgmCIAiCKA2f+pVh+QZ6fPpEQ9Z4SnlIutKR7nB1B3U6JZbItxheOmI8b7SL+NJvD8FtZSk302YeyLQSD2gWwiUlMBZ3OyQJDUnPTdFBSHJEmKP16aYzBnSGVTTaxZR9ZBU4OsNazvvoB3/XhFWbOxHVeOJ6WdWB/31aU9E6vdA1ePVCAkcRoRH4kQnHg0PDam7CxoufBrFxpxfHQ7mH/Jzd5sD1Cz1YMMk+bB4D4LGLaIinSY9FxMgH+o4QBEEQROVjdplPvpXiSdPHA5xzBBUdXaHhokV30vP+aPUqFwyGu8IULIa2RzXLR2qtubkuKimrQWQMX5pai3+cVmuIESxJjACDKBivEROixaAQIQnm9MKLBSe5rWN2tNP1cnqoW2d6SOAoMqT+pScoazl1RAGMcKnffxrEQzu9o0ovPmOyA9cv8uDU5uHCBgC4rCKaHCKkIYFNpT5m9B0hCIIgiMpGYoaYwZEaJi6VP78xJzSdozeaXCKSXDoyKGKEq1ixsQrMyLioGcy4MEWL5riIMckhFXTEv1DhuQyAGBcZRGaIERJjEIXcXRNAZd7wFsrRTtfLqVC3zsyQwEGUDJ1zBGI6vDl0RAGMk/FLBwbw8w+8+CyYuwX0tBY7rl/kwd+1OtLOd0oCJjlE2EpUE0kQBEEQRHVzstuCfT6jTMW8ghHi08tNRNWHdRYxXRimE6M3oqGKm4yg3iYkRIpEe9Sk581OCQ22sQd1jpaRykIExmARAEs8n2OoiGE6KsQs3VFypZJueIcKLVfOc2PL4TC5LwoIdevMDAkcRNFRNA5fTDNSnUfoiAIYQsirBwcSrVlz5ZRJNvz7KR6c3upIe4KzCAyTHLnbDgmCIAiCIADgxsWNKV1URAGokRhuLGKuGucc3thgl5Gh3UW64y6MQA75ZZWKyIBJjqR2qDWpnUZMJ4ajAgelBMYgMeCCE+vwlRkuSHEhQxKM6RaRlbSTRKXc8KYTWn61y48Hz2ud8DfehYS6dWaGBA6iaIQUHb6YhlCOKVM653jjUAgP7vBir0/O+X3aG21YvagB57Q50wobAmNGzkYZlH2CIAiCIKqfpW01WHd2S8Ha3MoaR09ksFSkO2S6LVIFDLmK+6OaQZ2J9qg1qaJFi1NCk10siHuhGJjZFGZ3lIQTQ2Swxt0YlUSl3PCu39YHWdfRE+GIaRw2kcFtY2MWWiqx/KacULfOzJDAQRQUTTeSo305lqEAxgjF5sNhPPBBP/b05y5szPVYcf0iD86dkl7YAAB3PGej0k5CBEEQBEFUF7m2uR2Q9WH5Fp0hNdFdpDNs5JBVr3QxGNRploe0Di0fqRFRa6nsgSWzfGRQwGCQkp4PzWirdCrlhnd3fwz9EQ1ifH8qOkdXSIeix/JeZyWV31QK1K0zMyRwEAUhpurwxXQE5NxP2Jxz/OloGPft8GJXX+4/erMbrLh+YQO+NK0m44mTcjYIgiAIgigkms7RZwZ1JuddhFV0JmVeVHNQp0VASsZFc7xcpLkmKe+iwEGdxUQSGGxxx4Ul4caIdw2pMgHDJJOToVA3vGN1SsQ0nujgAhiPOkNOjQUyUSnlN5UEdZbJDAkcxJgIKTq8ObZ5NeGc4y/HI7h/Rz/gAUsCAAAgAElEQVR29OQubJzstmDVQg++PL0mY02jVWCY5JQSP4AEQRAEQRAjEVX1YaJF6nOjy0g1B3W6rEJa10Vy6Ui6ct63jobwWIcPRwZUTBljaU6xsAgM1riQYRWNf7YSZ2CUgpGcDGO94S2EU8IqAGEAGucQAJh3CLYxXJpXSvlNpUGdZdJDAgcxajg3ylC80dHXhm7tjOD+7f3Y1h3NeZnpLguuW9iAf55em1FtFxhDo11EPeVsEARBEAQRh3MOX1JQZ7Jo0Wk+D6nwV3FQpzA0qNOZ/Pfgc2cegz9vHQ1h7Tu9sIoMbitDT0TD2nd6seYMlFzkMDMxTDHDFv9nHYdCRiZGcjKM9Ya3EE6JeY127PPG4Jc5YpoOmyjAbWWY1WDLe7sqpfyGqA5I4CByRtONbii+mA4th24oyWzrMhwbWztzFzam1kq4bmEDvnJSXdY6SMrZIAiCIIiJh6Jz9CSJFp1J4Zxm15HuiDYma3y5ccSDOpuHdBZpTRIxGh1i0fIiHuvwwSoyOCQW357B6cUUOETGYJcYHJIAe1zEKGcmRr5lG4UOxiyWk8Hczj8dDcMhMrTWSnBbxbzWb5bKtNWygmVDUN4EMRpI4CBGRNY4vFFtVPkaJjt6orh/ez/+3/FIzsucUCPh2gUN+NrMOliynMwckoBmytkgCIIgiHHHgBJ3XYRSnRedSeUivZHqDupssAnDOou0DnFduKzldaYeGVAhMI6ugA5Z40bpgl3A0YHC7HkGxN0YwrASk0oh37KNYgRjFsPJkLydDolB1jgOBVRMcxmDiKNdfzGyIShvghgNJHAQGYmoRhnKQI5tXpPp6I3igR1evHU0nPMyLU4R17Q3YPksV9YTm0VgaHKIqIsrywRBEARBVAc65+iPakY71FD6vIvOsIqQUr3ShUUAmh0SWmqGdBZJao/a4ixOUGeh8zJqrQyfeFWIAiDGO2IcG9Aws2F0N9QCM8QLs6TEFDMsFSRkZCLfso1iBGMWw8mQvJ2tTgmHggoAjs4BFVIdy2v9xciGoLwJIldI4CBS4JxjQNHhjeqIaqMXNvb0x/DAjn788XDuwsYkh4h/ba/HN2e7YBMzuzEExuCxi2kDsAiCIAiCKC8xTUdXSBsmWnTG26N2hTX0RFTkMW5SMdRZBoM6W2pS3RZmaGeDXSxLJkRR8jI4wBjAAXBuPDJmTE9HOkeGTawOISMT+ZaFFKOc5ILpdbhyXgQb3u/HgKyj1irghlM9BSt7cdtETAPQGVYRVTkm10jklCCqDhI4CABGvoZf1uGLaVBHGRwKAHu9MTz4gRebPgvlvIzHLuBf5zfgss+54BihzMRtFYtaY0oQBEEQRHo4N64RUpwWIdNtMSho+GLVq1wIDGi0DykRqRke2lnJXdqKkZcxoHBMdorojyWVqNgEhFQOpzS8rGQ8XqflWxZSrHKSX+3yo9UpwekyHBy/2uXHaS2OMZW97PPF4I9xxDQOm8hQbxMwq8WGzcun572tBFEuSOCY4MRUHb6Ynle+BgB86pfx0A4vXjk4kPPy9TYBV8+rxxVz3CMmelPOBkEQBEEUD1Xn6IkMb4/aGRp0XXSFVUSrOKjTLrKEUNHslOK5F6mhnU3jYBDlyIAKtzX1M9hF4OiAmvc6p9ZJ6IloONkhgcEQgsKKjhNqLZhSN/46WKQLBc23LKRY5SSyrqMnMihGuG1sTGUv50514u2jYQgMEBkQ0zg6Q8D32p15bydBlBMSOCYoIcXI1wir+Y22fBZQ8NAH/XjpwAByNXy4rAKumlePb89xo9aaXbCQBIZJlLNBEARBEGNmrzeGVw4M4PCAEndeaImOI31RLefzeCXSYBPStkdtdoqJAE93mYM6S8WUWkOMcCRd3Uc1oK125Mt9gcXzMeIlJTbJ+HvN6ZOwanMnZI0nbtIVHeOye0XmUNBWPHhe66gDLosRjLm7P4b+iAZRYJDimShdIR2KHst7nVsOh9HqFIe1dd1yOIw1S/JeLUGUDRI4JhA65/DHjDIUJc+rmcNBBRt3evHfnwaR62BOrUXAv8x148q5brhGECwYAI9dhMcuToiLEYIgCIIoFqrOcen/HMGLnwbLvSmjRmJA8xDRwhQxTOGi2Slmze6qdkYbGHp1ez3WvtMLwHBuRDWjE97V7fUpr7OYIkY8KyNbRsZE6l6RLRR08/LpeX3mQgdjxjQOxgwnDWA86nHXRb4cCCjG/7Wawe8A53zMrWcJolyQwDEBkDUOX0xDQNah8/x+AI+HVGzc6cVv9wWg5rgKp8Twnc+78d159ai3jezEqLMKmOSQqt4iShAEQRCVwPptfRUpbtRYWEp5SIqIUSOh1WkMdJQjqLNSyCcwdGlbDdacYWRuHB1QMaVOwrULG/DlE+viwZ9GTsZo9+tE6V6RbyhourKWYu0vqwCEAWicQwBg+rBtY9D50mVwuG0Ms+ptBdhigig9JHCMY0KK4dYIjSGuvCus4tEOL57dG8g59dwuMqyY48b/ml8Pj31kYcMuCpjkFEcMGiUIgiCIQvDxxx/jxhtvRDgcxubNmxPT33vvPfzsZz/DJ598gubmZlx55ZX41re+lZj/1FNP4cknn0RXVxdmzpyJW265BYsXLwYAyLKMdevW4c0330QkEsEpp5yCH/3oR2htbQUAHD9+HD/+8Y+xfft22O12nH/++bj11lthtVqL9jn/cjz3jmaFgAFocogpzovWJNdFc1zEqK3goM5KYTSBoQxIODG+MdONFZ+rh01kEMfZgFGxhYR8QkEzl7WgKCLHvEY79nljw8pJZjXkL0ZQBgcx3iCBY5yh6RwBeWxlKADQG1HxaIcPz+wN5Gx7s4kM3/qcC/9rfj0mOUb+akkCQ5NdhCsHdwdBEARBFIJXXnkF69atw4IFC7Bnz57E9J6eHlxzzTW46aab8PWvfx27d+/G9773PbS1teGcc87Bli1bcO+99+KRRx5Be3s7XnzxRaxcuRKbNm1CU1MTNmzYgO3bt+PXv/416uvrcdddd+H666/Hc889BwBYtWoVZs+ejTfeeAPBYBCrVq3C/fffj5tuuqlon3VqAUMgrQIbVh6S7MJorTGCOi0lvKkebQlHNZEtMNQuCrBLDPYkV4ZZ1lsMEaAQ6xzrOkohJGQLBc20/dnKWoohcJjb2FbLChZcOlIGRykdKgRRCEjgGCeMtRuKSX9Uw39+6MNvPvYjkmMtikUAvjnbhX9tb0CLc+SvFAPQYCf7KUEQBFF6wuEwnn32WWzevDlF4PjDH/6AtrY2XH755QCAU089FV/96lfxzDPP4JxzzsHTTz+Niy++OOHYuOyyy/Dkk0/i5ZdfxhVXXIHnn38ed911F6ZOnQoAuPnmm/HFL34Re/bsgaqq2L17N37xi1/A5XLB5XJh5cqVWLNmDb7//e9DEIrjaLh+kQcv7AugJ6JlfV29TTC6iwwTLgZLR+ptlRXUmU8JRzVhBobWWJiRuQDDTTCrwYppGRwFxRABCrHOQqyjFEJCprwRABm3P9+ylkJv41j2QbYMjlI7VAiiEJDAUcVwzjGgGMJGJM9uKCa+mIbHd/nwX3v8CI9C2Pj6TBf+bUEDJtfk9lWqswposksZw6wIgiAIopgsX7487fRdu3Zh3rx5KdPmzp2LN954IzF/2bJlw+Z3dHTg0KFDCAaDmDt3bmKex+NBa2srOjo6oOs6Jk+eDI/Hk5g/b948+P1+HDp0CNOnTy/Qp0tljseGv35rBh7b5cOHvTHUWYUU0cIUNOxVWCI6mhKOaiA5+NMqMvxgSRNu2NIFRR/sXqKO0L2kGCJAIdZZiHWUSkhIlzdy3gsHM25/PmUtxdjGsZDtM5TaoUIQhYAEjipE1Tn8MQ1+WYc6xt5uAVnDE7v9eGK3DyElt3WJDPjayXW4dmEDptTm9gNOORsEQRBEJePz+TBz5syUafX19fB6vYn5LpcrZb7b7cb+/fvh8/kSz4fO93q94JynXRYAvF5v0QQOADjRZcXaM5pxKKAgqo1tMKSSyFbCUelIglFeYpeERJnJ0LyMi05ywSKwUY3UF0MEOBBQIDKOvV41EUDZ7BRGtc5CbFc5hASTbNv/0HmtGctaqoVspTnXbu4sqUOFIAoBCRxVREQ1sjUGZH1MZSgAMCDr+K89fjy+24eAnNsFj8CAr8yoxbULGzDdlVsoGuVsEARBENUCz7PTWC7Lj3XdRCpmCUdy5FdUA9pqK+vSVmCmmMES2Rm5dosb7Uh9MUQAl1XA7r4YJIFBEgBF5/gsoGJuY+6hlum2qzusYkDlmPHLfTnlOmS7CS822fZrsdroljL3IttnmOHqow4rRNVRWWcBYhicD4aGjqXHtUlI0fHUR348tssHXyw3YYMB+Oe4sHGyOzdhgwHwxHM2KqlmlyAIgiDS0dDQkHBimHi9XjQ2Nibmm24OE5/PB4/Hkyg9GeryMOdzzoet23xurp8YHVe312PtO70ADOdGVANkjePq9vqybpdNHBQyHJIAawlLcosiAnAOxgAODs4BDoAxY3q+29UdVtEZ1tBaI+ac61AsISGf7R+6XwtdMlKO3ItMn4E6rBDVyISqFzh+/DiuueYaLFmyBEuXLsXatWshy3K5NystisbRE1ax36+gK6yOWdyIqDp+ucuHL/3uM/zH+/05ixvLTqzBSxdNxX+c05KzuOGyipjhtqLRIZG4QRAEQVQF7e3t+PDDD1OmdXR0YOHChQCA+fPnD5u/c+dOLFq0CFOnToXb7U6Z39XVhc7OTixatAjz589HV1cXenp6UpZtbGxMhJISo2NpWw3WnNGESQ4RAZljkkPEmjOaSpq/IQkMtRYBkxwSptZZMLPeihNdVrTUSHDbxJKKG4ApArRico0Eb0zH5BoJD57XmrhxXbu1Gw0bP4J03240bPwIa7d2j7jOgMIxrVaCVRCgccAqCJhWKyGYY1lzuu0aUDnqbSL8MY4P+2QcHVAh60auA2Dc4J/3wkHM+OU+nPfCQbx6MJhYz+bl07H/qlnYvHx6yTIgRtqv2cj0WbKRnHvBmPFoFVli/5QSs8OKTTSOv00U0OoUseVwaVtQE8RomFAOjnK0aBstIcVwa4SUwtTJxjQdz+4N4NEO34gp6sl8aWoNVi9qwBxP7hY0uyhUbVgZQRAEMbG56KKL8OCDD+Kpp57C8uXLsWPHDrz00kt49NFHAQArVqzA6tWr8ZWvfAXt7e14+umn4ff7ceGFF0IURVx22WXYuHEjFixYAJfLhXvuuQenn346Zs2aBQBYtGgR1q9fjx/+8Ifw+XzYuHEjVqxYQQMBY2BpW03JBA2BGVkZjjxKTUpJppH4tVu7cee7vRAYYBWAsKLjzncNB8yaJc0Z12eWZ8xuGLxlCCl6zuHy6bar9dGP0R/RICaVvXSFdCh6rGDuhUKXeOTj0sj3s5S6M0s2snVYIYhKZcIIHB0dHWVp0ZYLOufwx3T4YxrkMYaGmsgaxwv7Ani4w4uucO7CxrlTnFi9yIP5o6itlASGSQ4RdVbK2SAIgiAqm2XLluHYsWPQdR2qqqK9vR0A8Nprr+GRRx7BT37yE9x9991oaWnBHXfcgdNOOw0AcNZZZ+G2227DLbfcgp6eHsyZMwePPvpoIix09erVCIfDuOSSSyDLMs4880xs2LAh8b733Xcf7rjjDpx99tmw2+24+OKLcc0115R+BxA5YRWMEhMjO4PBVuWDNxve74fAkBBlJGaE1m94vz+rwFGMspeYZpS9mPqQwAA9Xv5QiK4dldLaNN/PMsNlyZp7Ucp8jnKGuxJEvkwYgWPXrl1ladGWDUXj8MW7oegFCh9TdI4XPwli404vjoVyTxI/6wQHrl/kwcJJ9pyXERiDxy6iwSbQCBRBEARRFWzatCnjvLa2Nvzud7/LOP/SSy/FpZdemnaexWLB7bffjttvvz3t/JaWFjz88MOj21iiJIgs7syIdzWxSwzCOLuuCco6rEM0GpEZofPZKEb2hVUAwgA0ziEAMLfAJhTGvTAWkSQf8SDTMvl+lmy5F6UWb8oZ7kpUL2u3dmPD+/0IyjrqrAJuONWTVUgtNBNG4MjU3g0ofou2oURVHd6YhmCO3UtyQdU5/rA/iIc+8OLIKFqkLWm14/pFHixucYzq/VxWEU0OsSLtmQRBEARBEJmQBEPQcEpCyYNAy0WdVUBY0SElfVSNA7VDVY80FDpEc16jHfu8MfhljpimwyYKcFsZZjUYDoWxOgbyFRbyEQ+yLZOv+8HMvRi6f7YcDmPL4fCYHS6joZzhrkTxKKYLKN9yuEIyYQQOoLwt2jjnCMo6fDG9oH3oNZ3j5QMDeOgDLz4L5q5uf6HZjn8/xYMlraMTNihngyAIgiCIasJ0aDglAU5L6QWNUpYUZOKGUz24891eqDqHyAxxQ+fG9FJjugLaallaV8BYHQP5Cgv5OD+yLZOv+yFb7gUHSp7PUWiBiygvxXYB5VsOV0gmjMDh8XjK1qItpOjoDKnQCiiw6JzjtYMhPPBBP/b7c/9RWzTJhn9f5MEZkx2jKiuRBIZGuwi3jXI2CIIgCIIoP28dDeGxDh+ODKiYUivh6vZ6LG2rgcCSHRqsrIMylZIHYd5YbHi/HwOyjtpR2MaLEdiZzRUwVsfAWISF0YoH2ZbJ1/0wkkBTjEyMbMe4EgQ6onAUIucmG/mWwxWSCSNwJLdomzRpEoDStWiLabxg4gbnHG8cCuGBHV7s9eXe4nZ+ow3XL2rAOW3OUQkbDECDXYTHLo67elSCIAiCIKqTt46GsPadXlhFBreVoTeq4SdbezHpXBFfPclVMdlgxb6ZGA1rljSPegS1WAJNLq6AfK+ciyUs5LNMPu6HkQSaQmdiZDvG5vuVW6AjCkexu/SMpRyuUEyYOoO5c+cmWrQFg0EcPny4qlq0cc6x+XAIX3/5CFZv6cpZ3JjTYMXP/74VL/xzG5ZOqRnVZ621CJjusqLJIZG4QRAEQRBERSAJDE/s8sEhMbhtAuySgHqbCIck4P7t3oq6rjsQUOCUUrenXC0/Xz0YxHkvHMSMX+7DeS8cxKsHgyMukyzQMGY8WkWG9dv6irIt5s328ZCackOdy7amYzQiyc2LGyFrHCFFB+fG40jiQT7LjIQh0LRico0Eb8xoyfvgea0JsSTTvHzJdozXb+uDrOs4OqDiwz4ZRwdUyLo+5uNPlI8ZLgvCaur/jEJ2xrnhVA90bpSlcM6h6rzk5XATxsEBVGeLNs453j4Wwf3b+9HRF8t5udn1Vqxa1IB/mFYzanHCIjA0O6XEaANBEARBEEQ5sAoMNokZj6LRtlUSGI6FNHiGdHErl3CQjUpps5mvE6MYo72vHgziqtePIRDToegc3SEVV71+DL/8xxPK2iY2H+dHsUI4szk/Cp2Jke0Yh1Ud/RENosAgCUa3xq6QDkXP/Z6EqCyK3RlnLOVwhWJCCRzV1KKNc453OyO4b7sX23uiOS93ktuC1Qs9+PL00QsbDIAnXo5SSaMfBEEQBEFMDGwig0MSEvkZYoZubZUiHIzESDcTpWqnmK9wUIz9fOufu9Eb0SAJDBaRQedAb0TDrX/uRkDWi94mNlumRD7iQalDOAudiZHtGG/viULngKINjviLMMrvieqkFJ1x8imHKyQ0RF+BvNcZwbc3HcO/vH48Z3HjxDoLfnpWM16+aCr+aUbtqMWNmng5SqNDInGDIAiCIIiSYBUY6m0iTqix4GS3FSe6rGh2Sqi1ChnFDaA4pQHFIFtJgdlOMazoKe0U127tLvh25FsqU4z9vNcrQ2SAeXgFZoQQ7vXKWe3zuZbYHAgo8Mc07OiJ4m/dUezoicIf03AwoBS8BKbUFGP7sx1jWdOhDXm9BkAuYEdIonyMV5lqQjk4Kp2/dUdw/3Yv3u2M5LxMW62E6xY04Ksn1yXa8YwGSWBodkglDX4hCIIgCGJiYhFMhwaD0yLkde0ClGYUslBkGuHf8H4/OACVA4oOMGa4aYvRTjFfJ0ah9nOy60DWOETBcAIkiG/WzYsbcdXrx3AooEDROSwCg8sm4FtzXPjupqMIKkZNf3dYxXc3HcXjy9qGbQsDcDysgcX/1rnxfIZLqKjQ13woxvZnO8byUHUjTqbpROVTKZ2digkJHBXABz1R3L+jH38+lruwMblGwr8taMDFJ9fl1c/d7I7SSOUoBEEQBEEUiWRBwyEJsORxzZKJUpcG5EumkoKArENPGkI1G+4FitBOcSx192Pdz0NvqI4JgPEROSQG6DBEiM83GGIL5xxghuADZjx/vMOL/piecHtonKM/xnHr213Dtq0rnN6V0hVWwIGidpAoNsXqgJHpGKsZhvgzTScqn2oX+XKBBI4ysqsvhgd29OPNI+Gcl2l2iLhmQQO+McuVl7ABAE5JQLNTynt5giAIgiCIdJgZGo64oJGvQ2O8kLUFZ6abxCLcPJbT8TL0hmpanQX7/Qo0HWCC4SautzLcfXYL1m/rQ4NdwpS6wZv4kKIbZS2C4XTh3BA/RAbs9Q2/sY9pgIUZpRTmayUYroNKym7JJ0uj1NsvMKSIcMnTieqk2G1iKwESOMrAR/0xPLDDi/97OJTzMk12Ed9rr8dls12wS/mVk0gCwySHiDqrOPKLCYIgCIIgRsAqGKUmI4WCTlSyjZYyhrRiRrGMteVyvAy9oXLbRMxwcRwNaZhcI6WILddu7kx786UD0HUkyk44BxQOQBi+A+usAsKKDnvSd1HVOWosQsYSmHuXtuT9+fIRKl49GMSKV4/CH9OhAzgUULCjJ4qnLhhecpNMsTtgDKOEItxEptDBsdmoJJGvWJDAUUI+8cl4YEc/Xvssd2GjwSbge/MbcPkcFxx5ChsMQL1NRKNDHHX4KEEQBEEQhIkkMDgLkKExUcg2WmoRGLjGkVyQIsAo6xlPpLuhsogCzphsxebl04e9dp8vBn+MI6Zx2EQGt42lOAmS762tafbVDad6cOe7vVB1Hi9nMZa94VSPsXyaEph8yTfP4LrNnfDG9EHBBoA3puO6zZ3Yf1Xp29JmwioyyGm+o+QCLxylzsQouUhWBkjgKAH7fDL+z9Ye/M+BgZwFz3qbgKvm1eOKOe6E6p8PNRYBkxxUjkIQBEEQxOgRGYPTYooahc3QmAhkGy2tswrY3ReDVRi8gVd1jtkN1jJuceFJ55qwSQxWAZjxy30pI9bnTnXi7aPhRNZGTOPoDAF2BsgwxAoOQxSQGFBrGf59NANaN7zfjwFZR21S+93zXjiYtgQmlxay6cg3z8AsBxh6X5BLmUApnTiz6y3Y45VhYYawYealzK4fP6P95abUmRjVFNCcLyRwFJGgrOHft3ThV3t8aevX0lFnEfDdeW5c+fn6MXU2sQoMk5zSmMQRgiAIgiAmFpLAjPwM0Sg5seXpHiUMRhotver1YwjEdCiacePf5BBx91mF7aBiUkob/FCSXRMaOPwxjhpJQ7NTShmx3nI4jFanCL/MEdN02EQBbivDgMrhAIdP5tC4kQHhtjLMbbSnfb81S5rTdqLJ5qjJZyQ93zyDaqn8uPvslpTuNcl5KURhKGcmRqV93woFCRxFQtY4zn3hM7zfHc3p9TUWhis/X4/vznPDNYaMDIExNNpF1NsE6o5CEARBEERGGABbXMiwUyhoURhptPTfFjZgw/v9iMkcVonh3xY2FEV0KGdryKHBoXu9MjjX4Zc5WmpYyoj1gYCCZqeElprB7yHnHAMBBX7ZKDmxCoaTwy9znDvVOaptyVQCM6veltdIerb1ZcN0Q6SbXklcML0Ojy9rG9ej/eXm/2fvzuOiqvo/gH+GYVdQIAXFNRMEUZBFVFRcysTMrULTNPMpRR/1ScutTB+zzFxzT9PSXEBzS00tzaxfKSjqkyAuuYUQICD7Msww5/cHzcQAMyDCXJbP+/XipXPu9r0HvffM955zrrHnxOBrYqnSfnqQU6HkhpWpDGM7NMKEjo1hZ/lkk382MpfjKSs5J/giIiKiUmSAzhtOrExlfBhiRCWflp64n4VVkSnIUhV1+88sUGNVZAr8HK2q/IuGlK+GLPmEWlEo/h5+8s9XfM0Ta31f9gDAqYG8VCLh7INcLPCveCz6hsC81ckaX13LeOwn6X1aWuOXuFyoUfT7VaoFcpVF+zPEUg7kFpZdXtPUltcx11bGnhOjPrwmtqYlCuuMpFyVweUWchkmuDfCjyNa4R0fhydKbliZmqC1jRkcG5gyuUFERESlOFrL8Uxjc7SwMYODlSmszdjT0xg0T0sTclQ6T0tP3M/ClNN/IUP5z+SZagFkKIEpp/+q8jjuZSphbar7+65oN/gT97PQb/99tP3yD/Tbfx8n7mc91rHb2pppkxRAURu4QF3UCyMqRYFbaQV4mKfS9g4oKBTIUaohRNGfBYUC5iZAUytTuNiZo9NTFnCxM0dTK9PH7savGQJjITdBoSjqweRkLcfZB7ml4gTKf5J+4FamNnGlqV3xd7kh5nqGfukrp7qrqJeXE5o1MEWaQo1mDUyxvp9TtSUbnuRaUFuwB0c16eVsDQu5DIpC3QuluYkMo1xt8ZZHYzS1frLq52tfiYiIqCI4l4Y0DD0tjc0u4xE+oLf8SVS2G3xVdGcv+YTaQi5DlhKQA5CbCJ1eFPqG9CyPTK2Sbvz6hsDcz1RiQz+nx36SfitdCTN50WS8GoVC4FZ63fmySNXPmL1k6sNrYnm3qyZtG5kjNMgZTayKkg9WpjKMcbXF6RGt8H7Xp54ouSED4GApR1tbMyY3iIiIiGooQ09Ly5qDASh7boYnpa9nRHnd4JdHpqJArUZ8tgrRqQWIz1ahQF2UoKmokk+oVULAwaLoNcMle1Fo1j/zchvcndAeZ15ug6A2NpWOvyRDvTQq/SS95NijCszcWFBY9m9ZXzlRVamq/0s1GXtwVKPhz9hiyNM2uPQwHw3NZFUycZeNedFrXzkJGGGv7M8AACAASURBVBEREVHN1tbWDFeT87Rv/5DLgMbmMnRuYoU/9SQ5quPpY2VfDRnzSIFHeYWQm8hgalI0x0RSjhpKteKxj685Vtsv/4B9icnwNb0oqjr+ksqb7+Bxn6S72JkjJlUB2d9vdlGLoqE37vaGX/Wr0NNJR185UVXha2LpiclNZHimsTlS8gzPyVEeS7kJmljLYcUupkRERES1QvOGcvwU988j/UIBpCoEmjeUG7UHB1C5bvCKQgGZrOjLO/D3l/i/J+esrMp2ka+KbvxV/eVuac+mGHMiHhkKNdQoSk41sjAp91W/aj3Vp6+cqCrV9YljmeCo4UxNZHjKUg5bCw5FISIiIqpNvruXA7msaNSCEIBMVjTU+Lt7ObXiVaHmJkAuiuaVKB6vxRMEaey3RpRU1V/uzE0AS1MZVGoBUxMZzCtQN0W9YYr+Lcjw97+Pv8uJ6Mnwv1ENZSKTaefZYHKDiIiIqPbJKlAXfQGWy2BlKoOlvOgLcHaBGvK/W+GyYj8AtOU1QUcHSzS1ksPcpGi+DHMTEzS1ksPdwbLS+zT2WyOq0/LIVNhZmsLN3gKdnrKEm70F7CxNy52jxM3OHPK/f+GapJFcVlRORE+GPThqIFtzOZ6yknOeDSIiIqJazMbcBLlKNYrPM1oogIbmJmhlY4ZrKQrt03sZip48utlbSBNsGTS9LZwbyqq0t0Vd6SJ/L1MJ+xLdWSryys2lvRzxxvfxyFIKbc8PGzMZlvZyrM5wieqFGpQjJkt50c3OqQEnESUiIiKq7WZ420MtAJVaQIiiL7NqUVS+tGdTWJoWPcEXKPrT0hTlzt9gTHWpt0V1MPRWFkOC2tjgq+ed4e9kBeeGZvB3ssJXzzuzXomqAHtw1ACcZ4OIiIio7lngX5SsWH35EbIL1GhoboIZ3vZY4N8UH0Y8RG6JOehzVcDFpLwa9UW3OnpbnLifheWRqbiXqUTbWvwWh6qYT4TzihJVLfbgkJAMgJ2FHG04zwYRERFRnbTAvynSJneA8j/uSJvcQZv0WHYxVTs0pfhkk8suGp6/obY7cT8LU88kIiFHBXsLEyTkqDD1TCJO3M+SOrTHVtkeLifuZ+GN7+MRkZiHv7KViEjMwxvfx9fKOiCqaZjgkIi1qQla25qjibUpTGQcjkJERERUn+T8PbSh5CSjOaq6/Ux/eWQqzOUyNDAzgUxW9Ke5XFbuxJyGnLifhX7776Ptl3+g3/77kiQKHue3Nvf/kvBIoUahEJDLit5S80ihxtz/S6q2+IjqCyY4jMzMRIbmDczQwsYM5nImNoiIiGoSV1dXeHh4oFOnTtqfhQsXAgAuXLiA4OBgeHt7Y+DAgQgNDdXZdvfu3QgKCoK3tzeCg4MRGRmpXVZQUIBFixahT58+8Pf3R0hICBITE416blSz6GuE1/XG+b1MJaxNddvAFZmYU5+q7BHyuImSyh77VroSJjJALpNBJpNBLpPBRFZUTkRPpq5fQ2sMGQAHy6LhKA0r8oJsIiIiksS2bdsQFRWl/Vm0aBGSk5MREhKCYcOG4dy5c1iyZAlWrFiBX375BQBw9uxZrFq1CosXL8b58+cxYsQITJo0CSkpKQCA1atX48qVK9i5cydOnz4NOzs7TJ8+XcrTJIm1simaCq/4JKPFy+uqyk7MqU9V9QipTLLiiY5dsstH3e64Q2Q0/KZtBFamMrRtZA4HK1PIOByFiIio1jly5AicnZ0xevRoWFpawtvbG0OHDkVYWBgAIDQ0FMOHD4evry8sLCwwatQoNGvWDMeOHYNKpcI333yDKVOmoGXLlrCxscGsWbNw9epVXL9+XeIzI6ls7N8Mjc1lMEHRd1sTAI3NZdjYv5nEkVWvWb4OKCgUyFGqIUTRn0/y6tmq6hFSmWRFZY/tYmeOQgGo/05qqEXR64Nd7MwfK2YiKo0JDiOwMjXha1+JiIhqiR07dqB///7w8fHB7NmzkZmZiWvXrqFjx44667m7uyMqKgoAcO3aNbi7u5e5PDY2FllZWTrL7e3t4eTkpN2e6p+gNjbYM6gFAltYo62tGQJbWGPPoBa18m0ij6OqXz1bVT1CKpOsqOyxl/Zsiqes5DABoCwUMAHwlJW8Rr0imKi2qtt94IiIiIgeg6enJ3x9fbFq1SokJSVh+vTpWLBgATIzM/HMM8/orNu4cWOkpaUBANLT02Fra6uzvFGjRrh79y7S09O1n0su12xP9VN1vIK1NqjK866KV7UCRcmKhBwVGpj9k+QoL1lR2WMHtbHBlwOaY3lkKu5nKtGmFr8ql6imYYKDiIiI6G/79u3T/r1169aYOXMmJk2ahO7du0OIJxsk/6TbE1FpRT1C8MTJgsokK57k2PU1uUVU3ZjgICIiItKjRYsWEELA3t5e2xNDIy0tDQ4ORV9+7OzsSvXGSE9Ph729Pezt7bWfi/fy0CwnoidTFcmCyiYrmKggqlk4BwcRERERgJiYGCxdulSn7M6dOzAzM4Obmxuio6N1lkVFRcHT0xMA4OHhUWr51atX4eXlhZYtW6JRo0Y6y5OSkpCYmAgvL69qOhsielxBbWxw5uU2uDuhPc683IaJC6JaiAkOIiIiIgAODg7Yu3cvtmzZgoKCAty7dw9r1qxBcHAwRowYgeTkZOzevRsKhQIRERE4evQoxo4dCwAYM2YMjhw5gsjISCgUCmzfvh0ZGRkYPHgw5HI5Ro0ahU2bNiEuLg6ZmZlYtmwZunXrhvbt20t81kRERHUHh6gQERERAXB0dMSWLVuwcuVKbNq0Cebm5hg+fDhmzJgBCwsLbN68GR9//DGWLl0KR0dHLFy4EH5+fgCAnj17Yt68eZg9ezaSk5PRoUMHbNmyRTux6LRp05Cbm4uXXnoJBQUFCAgIwOrVq6U8XSIiojqHCQ4iIiKiv/n5+SEsLKzMZT4+Pjh48KDebYODgxEcHFzmMjMzM8yfPx/z58+vkjiJiIioNA5RISIiIiIiIqJajwkOIiIiIiIiIqr1mOAgIiIiIiIiolqPCQ4iIiIiIiIiqvWY4CAiIiIiIiKiWo8JDiIiIiIiIiKq9ZjgICIiIiIiIqJaz1TqAGqawsJCAEBiYqLEkRAREdUMmnui5h5J1YftECIiotIq2hZhgqOE5ORkAMCYMWMkjoSIiKhmSU5ORuvWraUOo05jO4SIiEi/8toiMiGEMGI8NV5+fj6io6PRpEkTyOVyqcMhIiKSXGFhIZKTk+Hh4QFLS0upw6nT2A4hIiIqraJtESY4iIiIiIiIiKjW4ySjRERERERERFTrMcFBRERERERERLUeExwVtG3bNvTu3RteXl4YPXo0bt++DQC4efMmxo0bB19fX/Tv3x/r1q1DfRv1Y6huJkyYAD8/P/Ts2RMffPABsrOzJY7WePTVS3H//ve/0a9fPwmik5a+ulGpVFi+fDm6deuGLl264K233kJSUpLE0RqXvro5f/48goOD4e3tjZ49e+K9995DRkaGxNFWv4sXL6JTp06lflxdXREfH1+vr8EVqZv6fA0mw5YsWQJXV1ft5xMnTmDIkCHo0qUL+vbti6VLl6KgoEDCCI3D1dUVHh4eOv+HFi5cCAC4cOGC9ro7cOBAhIaGShytcRiqk4sXL2LUqFHw9vZGnz59sGzZMqhUKokjrn6G6kRDrVZjxIgRGDt2rERRGpehOsnJycH8+fPh6+sLHx8fvPPOO/Xi/mOoTurrNRaQ4Hu0oHKFhoaK5557Tty8eVNkZ2eLlStXinfeeUfk5eWJwMBAsWrVKpGdnS1u3bolAgMDxZ49e6QO2Wj01U12drYICAgQn376qcjPzxcPHjwQgwcPFosWLZI6ZKPQVy/FnTlzRvj4+Ii+fftKFKU0DNXNihUrxMsvvyzi4uJEWlqamDdvnli+fLnEERuPvrpJSUkRXl5eYteuXaKgoEAkJyeLV199Vbz77rtShyyJ0NBQMXLkSF6Dy6Cpm6ysrHp9DSbDYmJiRNeuXYWLi4sQQojr168Ld3d3cerUKaFSqURsbKwYMGCAWL16tcSRVj8XFxcRHh5eqvzhw4eiS5cuYvfu3SIvL09cunRJeHt7i59//lmCKI1LX53Ex8cLLy8vsWPHDlFQUCBu3LghAgICxNatWyWI0rj01UlxX3/9tfDx8RGvvfaakaKSlqE6mTFjhpg0aZJISUkRDx8+FCEhIeLrr782coTGp69O6vM1Vorv0UxwVEC/fv3EsWPHSpWfOHFCdO3aVSiVSm3Z1q1bxZAhQ4wZnqT01U1sbKyYO3euUCgU2rLNmzeLwYMHGzM8yeirF43c3FzRt29fsXHjxnqX4NBXN3l5ecLLy0tcuXJFgqhqBn11c/78eeHi4iLy8vK0ZVu3bq03/5+KS01NFd26dRMxMTG8BpdQvG7q+zWY9CssLBSvvPKK2LRpkzbBsX//ftG9e3ed9RYtWiQmTZokRYhGpe8LSVnX2EWLFonJkycbKzTJ6KuT33//XXz44Yc6ZR988EG9/neikZSUJLp37y4+++yzep/giIuLE+7u7iIxMVGCqKSlr07q8zVWiu/RHKJSjqSkJMTFxSE3Nxcvvvgi/Pz8MGnSJCQmJuLatWtwcXGBqampdn13d3fcunULCoVCwqiNw1DdtGzZEp988gnMzc216yckJMDR0VHCiI3DUL1orF+/Hv7+/vD29pYwUuMr7/9Tfn4+YmNjMWDAAPj7++Pdd9+tF8MwAMN14+HhgaZNm2L37t3Iz89HamoqTp8+XS+HN23YsAF9+/aFm5tbvb8Gl1S8burzNZgMCwsLg6WlJQYPHqwt69atG/Ly8nD8+HEUFBTgwYMH+O233+rNNWbHjh3o378/fHx8MHv2bGRmZuLatWvo2LGjznru7u6IioqSKErjKqtOOnfujA8++EBnvcTExHpzXSmrTjSWLFmC0aNHo2XLlhJGaHxl1cmlS5fg6OiIkydPIjAwEAEBAVi8eHG9uS+XVSf19Ror1fdoJjjKoflSeuzYMWzZsgUnTpyAUqnEzJkzkZ6eDltbW531GzduDLVaXS++lBmqm5IuXryIAwcOICQkxNhhGl159XLr1i18++23mDVrlpRhSsJQ3SQlJcHExASnT59GWFgY9u/fjz/++AOLFy+WOGrjMFQ3DRs2xIYNG/DFF1/Ay8sLPXr0QMOGDTFt2jSJozaupKQkHDx4UHsdqe/X4OJK1k1J9ekaTPqlpKRgw4YN+O9//6tT7uzsjNWrV+O9995D586d8eyzz8LPzw/BwcHSBGpEnp6e8PX1xXfffYeDBw/i5s2bWLBggd7rS1pamkSRGo++Oinp2LFjuHjxIt544w0JojQuQ3Xyf//3f7h+/TomTpwocZTGpa9OEhMTkZKSgrt37+K7777Dtm3b8OOPP2Ljxo1Sh1zt9NVJfb3GSvY9+on7gNRxV65cES4uLjpjLqOiooSLi4uYO3duqa6KMTExwsXFRSQlJRk7VKMzVDcJCQnasrNnzwpvb2+xf/9+KcI0OkP18tdff4lXX31V7Nu3TwghRHh4eL0aomKobg4fPixcXFzE7du3tctOnjwpPDw8hEqlkiJcoyrv/1NAQIDYsWOHyMnJEX/++acYOXKkWLhwoXQBS2D58uVi2rRp2s/z58+v19fg4krWTXH17RpM+s2cOVM75vvBgwfaISq3b98WPj4+4vjx4yIvL09cv35dDBgwQGzZskXKcCVx9uxZ4erqKsaPHy8++ugjnWWnTp0SHTt2lCgy6WjqpPgwyf3794suXbqIX375RcLIpFO8Tp577jlx7tw5IYQQBw4cqDdDVErS1Mnnn38uOnToIHJycrTLtm3bJp599lkJo5OGpk7q6zVWqu/R7MFRjqeeegpAUUZJw9nZGQCQnJyM9PR0nfXT09Mhl8t11q+rDNXNw4cPAQAHDx7EzJkz8emnn+Kll14yfpASMFQvR48eBQC8/PLLxg+sBqjIv5mSywoKCkr9P6uLDNXN/v37YWFhgXHjxsHa2hqtWrXCm2++icOHD9ebN4YARTOQP/vss9rP9vb29foaXFzJutGoj9dgKtv58+cRFRWFyZMnl1p24MABuLu7IygoCJaWlujQoQNGjx6NQ4cOSRCptFq0aAEhRJnXl7S0NDg4OEgUmXQ0dZKcnAwA2LhxI1asWIGtW7eiV69eEkcnDU2dfPDBB+jcuTO6d+8udUiS09TJU089BXNzc1hbW2uXOTs7a9t59YmmTtasWVMvr7FSfY9mgqMcTk5OsLGxQUxMjLYsLi4OADBixAjcvHlT5xU/V69ehZubm86457rKUN00b94cp0+fxtKlS7Ft27YyG951laF60XRj7NatG/z9/TFlyhQkJCTA398fly5dkipkozFUN8OHD4eJiUmpZZaWlrC3tzd6rMZmqG4AlEpkFBYWQiaTGS0+qd24cQNxcXHo3bu3tszDw6NeX4M1yqobAPX2GkxlO3LkCJKSktC7d2/4+/tjxIgRAAB/f3/88MMPUKvVOusXFhZKEaZRxcTEYOnSpTpld+7cgZmZGdzc3BAdHa2zLCoqCp6ensYM0egM1YmTkxN27tyJsLAwhIaG1pt5xAzVyaVLl/DTTz/B398f/v7+WLx4MS5fvgx/f38kJCRIFHH1M1Qn7du3R35+Pu7evatdFhcXh+bNmxs7TKMyVCfNmzevl9dYyb5HP1H/j3pixYoVIjAwUNy+fVukp6eLCRMmiIkTJwqFQiH69esnVqxYIXJycsT169dFQECAOHTokNQhG42+usnMzBTdunUTp06dkjpESeirl9TUVJGQkKD9OX78uOjdu7dISEjQedtBXaavboQoeq3Y0KFDRUJCgkhMTBRDhw6tV6+11Fc3d+/eFR4eHmLnzp1CoVCIxMREMXLkSDFz5kypQzaa/fv3Cx8fH50yXoOLlFU39f0aTKWlp6fr3H80XYcTEhLE2bNnhZubm/j+++9FQUGBuHPnjhgwYIBYtWqV1GFXq8TEROHl5SU2b94sFAqFuHv3rhg0aJBYtGiRSE1NFT4+PmLXrl0iPz9fhIeHCy8vL3HhwgWpw65WhuokNjZWeHl5iejoaKnDNCpDdfLw4UOd/1dfffWVCA4OFgkJCXV6eK2hOhFCiJEjR4oJEyaItLQ0cfv2bREYGFjnXydsqE7Cw8Pr5TVWCGm+R8uEqEf9mytJqVTi008/xdGjR6FQKNCnTx/897//RePGjXHnzh0sXLgQV69eRaNGjfD666/jzTfflDpko9FXN2fPnsWcOXPKzMDVhxnIDf2bKS4iIgLz5s3DmTNnJIrU+AzVTXZ2Nj788EP8+OOPAIDBgwdj3rx5sLS0lDhq4zBUN7/99hs+++wz3LlzBw0aNEBgYCBmz55daoKmumrz5s04dOgQTp48qVNe36/BQNl1c/jw4Xp9DabyxcXFoX///rh58yaAfyaBe/DgAezs7BAUFITp06fDwsJC4kir18WLF7Fy5UrcvHkT5ubmGD58OGbMmAELCwtcunQJH3/8Mf744w84Ojpi6tSpGDZsmNQhVzt9dbJ161asW7cOZmZmOus3b94c33//vUTRGoehfyfFHTx4EIcOHcLOnTslitR4DNVJUlISFi5ciIiICJibm2P06NGYOnUq5HK51GFXK0N1Ul+vsVJ8j2aCg4iIiIiIiIhqPc7BQURERERERES1HhMcRERERERERFTrMcFBRERERERERLUeExxEREREREREVOsxwUFEREREREREtR4THERERERERERU6zHBQUSSGzt2LEaMGGFwnYMHD8LV1RW3bt3Su46rqytWr15d1eERERFRDdevXz+8++67T7SPuLg4uLq6YteuXY+1HdsfRDWHqdQBEBGtW7cOQojH2ubhw4fo1asXLl++jAYNGlRTZERERFRfNGvWDL/++isaNmxY5ftmu4XIOJjgICLJNW7c+LG3uXLlSjVEQkRERPWVXC5HkyZNqmXfbLcQGQeHqBBRlevduzeWLFmiU/bss8+iS5cuUKlU2rKdO3eic+fOeOWVV3SGqDx8+BAhISHw8vKCv78/FixYgLy8PO3ydevWYfr06QAAb29vzJ07V+dYX3/9Nfr06QMPDw8MGzYM0dHR1XGaREREVMN89913eP755+Hh4YHnn38ev/76q3ZZVFQU3nrrLQQEBMDLywujRo1CeHi4dnlZQ1ROnz6NQYMGwcPDA4MGDcLp06cxZcqUMofW6mt/lNduIaKqwwQHEVW5gIAAREZGaj/Hx8cjKSkJ1tbWOsmGiIgI+Pn5wdLSUmf7mTNnIioqCmvWrEFYWBhatGiBzZs3a5dPmDABEyZMAFDU8Hj//fe1y3788UfExsZi27Zt2L59OzIzMzFr1qzqOlUiIiKqIa5du4YzZ85gzZo1CA0NRYMGDTBz5kzk5+fjzz//xLhx45CXl4fPP/8c+/btQ9u2bfHmm28iJiamzP398ccf+M9//gNnZ2d88803WLRoEdavX48bN26UWtdQ+8NQu4WIqhYTHERU5Xr16oUbN24gOzsbABAeHg53d3d4enriwoULAAC1Wo2LFy+iV69eOtvGxsbi4sWLmDx5MgIDA9G2bVtMnDgRXbp00a7ToEEDWFtbAwDs7e1hY2OjXWZmZob58+ejXbt28PX1xdChQ3H37l1kZmZW92kTERGRhLKysvDJJ5+gQ4cO6NSpE0aPHo2MjAzcu3cPO3bsAABs2LABnTp1gouLCxYvXgxHR0ds27atzP0dO3YMQggsW7YMbm5u8PPzw+rVq/HXX3+VWtdQ+8NQu4WIqhYTHERU5bp37w4hBC5dugSgKMHh4+ODrl27IiIiAgBw48YNpKenl0pwaN6S4u7urlNePMFhiKenp85ne3t7AEWNHiIiIqq73NzcYG5urv1cvA3wv//9Dx4eHmjUqJF2uampKXx9ffUOZY2NjUWLFi1gZ2enLWvbti1at25dal22P4hqBk4ySkRVzs7ODh07dkRkZCQCAwMRERGBxYsXw97eHmvWrIFKpUJ4eDicnZ3Rrl07nW01vT40Tzo0KjrjuJWVlc5nmUwGAI/9lhYiIiKqXQy1AbKysnDjxo1SD0yUSiXMzMzK3F96enqZ7Q97e3soFIoKH5uIjIcJDiKqFj179kR4eDju3r2L1NRU+Pj4wMrKCjKZDNHR0YiIiEDPnj1LbadJbOTn5+uU8wkIERERVZatrS2aNGmCTz75pMLbmJub60xyrpGenl4qoUFENQOHqBBRtejZsyeio6Nx9uxZuLu7o2HDhpDL5ejSpQvOnz+PyMhI9O7du9R2mh4dv//+u0558UlLi+OTESIiIipPly5dcP/+fTg5OaF169baH5lMhqZNm5a5TevWrfHgwQOkpaVpy27duoV79+5VOg62W4iqFxMcRFQtvLy8YGFhgV27dsHf319b7ufnh/3790OhUKBbt26ltmvXrh06duyIL774Ar/99hvu3buHjRs34vr16zrr2draAgDOnDmDu3fvVu/JEBERUa2meYPKO++8g6tXr+LBgwc4dOgQhg8frneS0aCgIKhUKixatAi3b99GZGQk3nvvPTg7Oz/28dluITIOJjiIqFqYmpqiW7duiI+PR9euXbXlfn5+iIuLQ5cuXdCwYcMyt127di1cXV0xefJkjBw5En/99RdmzJihs86gQYPg5uaG9957D6tWrarWcyEiIqLarVWrVtizZw8UCgXGjx+PoKAgbNmyBdOmTcO///3vMrfp0qULPvroI1y9ehXDhw/HkiVLMGvWLDg6OsLCwuKxjs92C5FxyAT7SREREREREZXy6NEjNGzYUPt2FrVajcDAQPTo0QOffvqpxNERUUmcZJSIiIiIiKiEO3fuYMiQIXjhhRcwadIkyGQy7N69G8nJyXjllVekDo+IysAeHERERERERGX49ddfsXHjRty8eRMymQxt27ZFSEgI+vfvL3VoRFQGJjiIiIiIiIiIqNbjJKNEREREREREVOsxwUFEREREREREtR4THERERERERERU6zHBQURERERERES1HhMcRERERERERFTrMcFBRERERERERLUeExxEREREREREVOsxwUFEREREREREtR4THERERERERERU6zHBQURERERERES1HhMcRERERERERFTrMcFBJKF169bB1dUVERERUodSZ8TFxcHV1RVz586VOpRK69evH/r161epbTXnv2DBgiqOioiI6iK2RYynttd1REQEXF1dsW7dOqlDIdLLVOoAiGqTgwcPYt68eaXKTUxM0KhRI3Tq1AmvvfYaAgMDK7S/oKAgtG/fHu3bt6/qUKkWW7hwodGOdevWLZw7dw7jx4832jGJiKjy2BapvWp7Xbdv3x5r1qzBM888I3UoRHoxwUFUCS+88AIGDBig/Zyfn4/Y2Fjs27cPEydOxKxZs/Dmm2+Wu59nnnmGNwkqpaKN0qpw8uRJHD58mAkOIqJahm2R2qe217W9vT0GDhwodRhEBjHBQVQJzzzzTJkX+Ndeew1DhgzBmjVrMGLECNjb20sQHVHFRUVFSR0CERFVAtsiRESlcQ4Ooipkb2+Pvn37oqCgAP/73/8A/DNecePGjdi6dSt69OiB6dOnA9A/FvP8+fOYMGEC/Pz80LlzZ4waNQo///xzqePdvHkT//nPf9C9e3d4eHigd+/emDdvHuLi4gzGGRsbC1dXV7z++utlLt+9ezdcXV2xfft2AEBKSgo++eQTPP/88/D09ETXrl0xcuRIHDp0qMJ1c+LECbz66qvo0qULunTpgn/961/4/ffftcsNzZ2xceNGuLq64uDBg9qyfv364bnnnkN0dDSGDh2KTp06ITs7W2e733//HWPHjtUe86233sKdO3cqHHNxvXr1wqBBg0qVjxgxAq6urjh+/LhO+blz53TqEAB+/PFHjB07Ft7e3ujcuTMGDhyIzz77DDk5DZsxEAAAIABJREFUOTrbljUHx4MHDzBt2jT4+flp6+/mzZv49NNP4erqisjIyFKx3b17F2+99RZ8fHzg6emJsWPH4saNGwD+qe9ffvkF8fHxcHV1rfS8H0REVHOwLaLf49yHn3vuOWRnZ2PBggUICAiAh4cHgoKCcPTo0VL7PX78OIYNG4bOnTujZ8+eWLp0KRQKBbp164bnnntOu15Zde3q6orx48fj4cOHmDFjBvz9/eHh4YERI0bg119/LXWsytZ3eU6fPo2xY8eiR48e6NSpE/r27Yv58+fjr7/+0q5Tcg4OzWd9PyXbFWlpafjoo4/Qr18/eHh4wN/fH2+99VaZbRiiymIPDqIqZmFhAQAoLCzUKb969SpiY2PxzjvvoHnz5nq3P3nyJN5++214eXlh9uzZUKvV2Lt3LyZOnIiVK1di8ODBAIq+vI8bNw5NmjTBG2+8gaZNm+L27dsIDQ3F2bNnsX//fjg7O5d5jFatWqFz5864ePEiHj16VOrpzvHjxyGXy/HCCy+gsLAQ48ePx59//onXX38d7du3R35+Pk6cOIG5c+ciKysL48aNM1gnX331FZYuXYrAwEAsWLAA2dnZ2LlzJ8aMGYOvvvoKfn5+5darPu+//z6ef/55ODs7w9zcXFseHx+P6dOnY8iQIRg+fDhu3LiBPXv2YNy4cThx4gRsbW0f6zgBAQE4dOiQTn1lZmbi+vXrsLa2xsWLF3USIJrGS69evQAAO3fuxEcffQRfX1+8++67MDc3R2RkJDZv3ozw8HDs2rULpqZlX5KzsrLw2muvITk5GSNHjoSHhwdiYmIwfvx4dO7cucxtUlNT8eabb+KFF17Aiy++iBs3bmD79u1488038eOPP8LBwQFr1qzBokWLABTN+2FlZfVYdUJERDUT2yKlPe59WK1WIyQkBPb29pgxYwbS09Oxbds2zJ49G08//TQ6duwIAPj+++8xY8YMNG/eHFOnToWNjQ2OHz+OWbNmIScnBzY2NgbjAoC8vDy8/vrr8Pb2xpw5cxAfH48vv/wSU6dOxQ8//ICmTZs+cX0bcvz4ccyYMQOenp7ac7h79y6+/vpr/Prrr/juu+/QoEGDUttp5uQoKTw8HKGhoejQoYO2LCMjAyNHjkRqaiqCg4Ph6uqKlJQUhIWFYdy4cdiwYQP69u372LETlSKIqMIOHDggXFxcxIYNG8pcrlKpxODBg0WHDh1EQkKCEEKI8PBw4eLiItzd3UVsbKzO+mvXrhUuLi4iPDxcCCGEUqkU3bt3F88++6zIz8/XrpeVlSW6du0qevfuLdRqtRBCiGHDhonAwECRmpqqs0/N8ebOnWvwXLZv3y5cXFzE3r17dcoTExNFhw4dxIQJE4QQQly7dk24uLiIRYsW6aynVqvFzJkzxaeffmrwOKmpqaJjx47i1Vdf1cYuhBDx8fHC3d1djBw5UgghxIMHD4SLi4uYM2dOqX1s2LBBuLi4iAMHDmjL+vbtK1xdXcW6det01tXsx8XFRZw7d05n2bp164SLi4vYtm2bwZjL8u233woXFxfxww8/aMtOnTolXF1dxfz588ULL7ygs/7IkSNFYGCgEEKI5ORk0alTJzFx4kRRWFios57m38DBgwd1zq1v377az19++aVwcXERK1eu1Nk2NDRUe64XL17UOX9XV1dtmcZ7770nXFxcxIULF/Qei4iIaja2Rf5R0bZIZe7DLi4uYsGCBTrrHjp0SLi4uIjPPvtMW6ap69u3b2vLlEqlePXVV4WLi4t49tlnSx1LU9dCCO19fMuWLTrHWr9+vXBxcRHffPONtuxJ61ufkJAQ4eLiUmq/v/zyi/jXv/4loqKidI6zdu1avfv666+/hL+/v+jbt69IS0vTli9ZskR06NBBXL58WWf91NRU4e/vL/r166fTTiSqLA5RIaoEhUKBzMxM7U9KSgouX76M6dOn49atWxg5ciScnJx0tnFzc0PLli0N7jc8PBypqakYOHCg9ukLADRs2BDbt2/Hpk2boFarcf/+fcTExKB3794wNTXVicXNzQ1OTk4IDw83eKxBgwZBLpfj+++/1yk/efIk1Go1hgwZAgCQy+UAgJiYGOTl5WnXk8lkWLlyJWbPnm3wOKdOnYJSqcSQIUMgk8m05c2bN8eePXu0PQgqQwihd7Kr1q1bo3v37jplQUFBAFCp17MFBARAJpPh4sWL2rKIiAg8/fTT6N27N27fvo1Hjx4BAHJzcxEdHY2ePXsCAM6cOQOFQoFBgwYhOztb5/el6bpq6PeliffFF1/UKX/55ZdhZ2dX5jYeHh7w9fXVKXNzcwMAJCcnP86pExFRDcS2SMXbIpW9D5ccPtOpUycA/9xHHz16hFu3bsHd3R3t2rXTrmdqaooJEyYYjKk4ExMTjB071uCxqqK+9dH0XLl8+bJOea9evbB161Z4eHhUaD8FBQWYPn06cnNzsW7dOjRu3Fi77Pjx42jXrh3atWunE7upqSl69OiBuLi4Jx5mQwRwiApRpXz++ef4/PPPS5U3bNgQ//73vzFlypRSy1q0aFHufv/44w8AKLPxoflyCgC3b98GAOzduxd79+4tc1+mpqYoLCzUNgpKatKkCfz9/REREYGMjAw0atQIQNFcGdbW1tobvqurKwYMGIAffvgBffv2Rb9+/dC9e3cEBARUaOIyQ+fk6elZ7vbl0VevZb2CTRND8fGkFeXg4FBqrouIiAj4+vrCx8cHABAZGYkBAwbg8uXLUCqV2gSH5vdlqAFmKKb4+HgARUmb4kxNTdG5c+cyx0SXXBcArK2tARTNtE9ERLUb2yIVb4tU5j4sk8lK1YEm4aNSqXS2Keue6+3tXW5cGk2aNIGlpaXBY1VFfevzr3/9C//3f/+HqVOnwtvbG7169UKPHj3QuXNnnYdT5fn4449x9epVfPzxx9ohPEDRUNuHDx/i4cOHBoclJyQklJuAIyoPExxElfDSSy9h6NCh2s8mJiawtbVFu3bt9M6jUNbYxZI0XzzNzMwMrqeZDGvIkCF4+eWXKxp2KS+++CLOnTuH06dP46WXXkJCQgL+97//4cUXX9R+GQaAVatW4dChQ9i/fz8OHjyIAwcOwNTUFEFBQViwYIHB+Swqek6VIZfLSzUINMqqb3Nzc8hkskp/wQ8ICMD27duRnZ0NpVKJW7duYeLEibC3t0e7du1w4cIFDBgwABcuXIBcLkePHj0A/PP7mjNnjs4Nv7x4NfLy8mBiYqIzx4iGvrqvjvomIqKag22RirdFKnMfNjExKbcONHVVVlvkceb6Kt5TRp+qqu+yeHl54cCBA/jyyy9x+vRpXLp0CZ999hlatGiBOXPm6LyOWJ/Dhw8jLCwMwcHBpeLTxO7i4oL58+fr3UdZD6eIHhcTHESV0KJFC/j7+1f5fh0cHAAUTV5piOYmbGlp+URxDBgwAP/973/xww8/4KWXXsLJkychhNB2CdUwMzNDcHAwgoOD8ejRI/z666/Yu3cvjh49ipSUFJ03hVT2nAxRKBSPvU1ZSQyFQgEhhN6kSHkCAgKwbds2XL58GXl5eRBCaJ9E+Pj4aIevXLhwAZ07d9Y2bjS/L82Tqsdlbm4OtVoNpVJZqrFV8s0xRERUP7AtUvG2yJPeh/XRPHgoq51S1ffnqqpvfdq1a4ePP/4YixcvRnR0NE6dOoXdu3dj+vTp2LVrV6lhr8XduHEDCxcuRKdOnfDBBx/ojb2goKBaYicqjnNwENUgmpmvNd0Qi7t48SIOHjyInJwcuLi4ACg9VlJDMxdEeRo2bIg+ffrgt99+Q25uLk6cOIEmTZpoex6Uxd7eHkOGDMHOnTvRsWNHnD9/HllZWZU6p59//hmHDx+GEEL7xb2goKDUevfu3avQ+RRX1utg//zzTwBld7utCF9fX1hYWODSpUuIiIhA69at4ejoqF128+ZNJCQk6My/AfzzRKKs31dhYSEyMjIMHldzjJLdZwsLCxEdHV2pcyEiIipLXWyLPOl9WB9992eg6I0nVamq6rs8JiYm6Ny5M9555x0sX74cQgj88MMPetfPzMzEtGnTYGVlhbVr15bZ29TGxgZOTk548OABHj58WG2xEwFMcBDVKL6+vmjcuDF++OEHnZttfn4+5syZg5UrV8LKygqtWrVCx44dcfv2bfzyyy86+7hx4wZ69eqFlStXVuiYgwcPhlKpxJEjR3D16lW88MILOmM39+3bh969e5dKGJiYmKBBgwaQy+UwMdF/KQkMDISZmRkOHz6sk7xITU3F22+/jV27dkEmk8HOzg6mpqa4du0ahBDa9eLi4vDTTz9V6FyKu337Nq5cuaJT9t133wGAwUaTIRYWFvD19cXly5cRERGhM47Uz88PQghs27ZNZ/4NAOjfvz/Mzc1x7NixUhN8hoWFISAgwOA5dunSBUDRmOTiDh48+MQThsrlcs7JQUREWnWxLfKk92F9HB0d4ezsjKioKO18WUBR0mTr1q2PvT9DqrK+i8vPz8crr7yCOXPmlFrWsGFDACgzaQEUTfY+e/ZsxMXFYeXKlQZfPRwUFITCwkJ8/fXXOuXZ2dkYNWoURo0a9dixE5WFQ1SIahALCwvMmzcPc+bMwWuvvYYxY8bAxMQE+/fvR3x8PFatWqW9gS9cuBCvv/46/vOf/2D8+PFo27Yt7t69iz179qBhw4YYMWJEhY7Zp08f2NjYYO3atWV2CfX19UVOTg7GjRuHUaNGoXXr1igoKMCvv/6KCxcu4JVXXjE4ptfR0RFTpkzBmjVrMH78eLz00kvIz8/Hrl27oFAoMHfuXABFN89evXrhp59+wsyZMxEYGIiHDx9i165deP7553H06NHHqks/Pz+8/fbbGD58OFq1aoXo6GiEhYWhefPmGD58+GPtq7iAgACsX78eeXl5eOutt7TlzZo1g7OzMw4cOIBGjRppZz8Hip40zZkzB4sXL8arr76KsWPHolGjRrh06RIOHDgANze3Um98KW7kyJHYsWMH1q9fj4yMDLRv3x4xMTE4c+YM+vbtW6lGmUbLli3x22+/4aOPPkLTpk0xfvx4vQ0ZIiKq++piW+RJ78OGTJgwAYsXL8aECRPw6quvwsrKCseOHUPbtm1x4cKFSu1Tn6qq7+IsLS3h5uaGvXv3IjMzE3369EGDBg0QHx+PPXv2wNraWu9+d+zYgZ9++gndu3dHVlYWTp48WWqdrl27wt7eHpMnT8aZM2fwxRdfIDU1Fd26dUNaWhrCwsIQGxuLt99++7FjJyoLExxENcywYcNgZ2eHL774Ap9++ikKCwvRoUMHfPnllwgICNCu5+npiX379mHDhg0ICwtDRkYG7Ozs0Lt3b0yZMgVt27at0PHMzc0xYMAAHDhwAO3atSs1+dbTTz+Nffv2YfPmzdi/fz8ePXqEBg0aoFWrVnj//fcxZsyYco8xZcoUNG/eHDt37sTixYshk8ng6emJZcuW6SQClixZgqVLl+LMmTM4c+YM2rVrhwULFiAnJ+exExxubm6YMWMGVq5ciR07dkAmkyEwMBDvvfdehSZZ0ycgIADLli0DgFIzgfv4+ODIkSN4/vnnS81g/tprr6FZs2bYvn071q5dC4VCgWbNmmH8+PGYPHmywXlBHB0dsX37dixbtgx79uyBpaUlunbtiu3bt2PDhg0A8Ngzpmu8/fbbiI+PR1hYGJo2bYpx48ZVaj9ERFR31MW2yJPch8vbr0qlwu7du7FixQo4OTlh2LBhmDRpEvbu3WuwZ8njqqr6LmnRokVo3749Dh8+jBUrVkChUMDJyQm+vr6YPHkynn766TK3u3HjBgDg/PnzOH/+fJnrfP311/D390ejRo0QFhaGTZs24ccff8TRo0dhYWEBT09PzJ8/X6fnK9GTkInifcGJiKhWmThxIn7++Wd8//33aNOmjdThEBEREYrmlejevTu6dOmCsLAwqcMhqjc4BwcRUQ1348YNTJkyBV999ZVOeWJiIiIiItCkSRO0bt1aouiIiIjqr127dmHcuHG4e/euTvm3334LAAbfPkJEVY9DVIioXsrLy0NeXl6F17exsSn1ilZjadOmDe7cuYOzZ88iPj4enTp1wqNHj7Bz507k5+fjgw8+gEwmkyQ2IiKi+qxNmza4dOkS3nzzTbz22mtwcHBAVFQUwsLC4ODgYPShn0ql0uAbZUqysrKClZVVNUZEZFwcokJE9dK6deuwfv36Cq+vGUMqlZSUFGzcuBFnz55FcnIyzMzM4O7ujvHjx+PZZ5+VLC4iIqL6Ljw8HF988QWuX7+OjIwM2Nvbo0ePHpg2bRpatGhh1FgiIiIeK6kydepUTJs2rRojIjIuJjiIqF6Ki4vTeaVbedzc3GBra1uNERERERE9mczMTFy/fr3C6zs7Oxs9CUNUnZjgKCE/Px/R0dFo0qRJpd9KQEREVJcUFhYiOTkZHh4elX7TAFUM2yFERESlVbQtwjk4SoiOjq7Qq6aIiIjqm927d3PCvGrGdggREZF+5bVFmOAooUmTJgCKKs7JyUniaIiIiKSXmJiIMWPGaO+RVH3YDiEiIiqtom0RJjhK0HQHdXJy4ng0IiKiYjhkovqxHUJERKRfeW0REyPFQURERERERERUbZjgICIiIiIiIqJajwkOIiIiIiIiIqr1mOAgIiIiIiIiolqPCQ4iIiIiIiIiqvWY4CAiIiIiIiKiWo8JDiIiIiIiIiKq9ZjgICIiIiIiIqJajwkOIiIiIiIiIqr1TKUOgIiIqDY4cT8LyyNTcS9Tiba2Zpjl64CgNjZSh0VEREREf2MPDiIionKcuJ+FqWcSkZCjgr2FCRJyVJh6JhEn7mdJHRoRERER/Y0JDiIionIsj0yFuVyGBmYmkMmK/jSXy7A8MlXq0IiIiIjob0xwEBERleNephLWpjKdMmtTGe5nKiWKiIiIiKhmKigUUAshybGZ4CAiIipHW1sz5Kp0b9S5KoE2tmYSRURERERU82QVFCI2Swm1NPkNJjiIiIjKM8vXAQWFAjlKNYQo+rOgUGCWr4PUoRERERFJTgiBpBwVEnJUkvXeAJjgICIiKldQGxus7+eEZg1MkaZQo1kDU6zv58S3qBAREVG9pywUeJClQkZBodSh8DWxREREFRHUxoYJDSIiIqJisgvUSMyVttdGcUxwEBEREREREVGFCSGQkleINIX0vTaKY4KDiIiIiIiIiCpEpRZIyFEhT6WWOpRSmOAgIiIiIiIionLlKtVIyFGhsIYMSSmJCQ4iIiIiIiIiMig1T4XU/Jo1JKUkJjiIiIiIiIiIqEyFfw9Jya2BQ1JKYoKDiIiIiIiIiErJUxUNSVGpa+aQlJJMpA6AiIiIyJhcXV3h4eGBTp06aX8WLlwIALhw4QKCg4Ph7e2NgQMHIjQ0VGfb3bt3IygoCN7e3ggODkZkZKR2WUFBARYtWoQ+ffrA398fISEhSExM1C5PSEhASEgI/P39ERgYiA8//BAFBQXGOWkiIqLHlJZfiLgsZa1JbgBMcBAREVE9tG3bNkRFRWl/Fi1ahOTkZISEhGDYsGE4d+4clixZghUrVuCXX34BAJw9exarVq3C4sWLcf78eYwYMQKTJk1CSkoKAGD16tW4cuUKdu7cidOnT8POzg7Tp0/XHnPq1Kmws7PDqVOnsGfPHly5cgVr166V5PyJiIj0UQuBv7KVSM5TofakNoowwUFEREQE4MiRI3B2dsbo0aNhaWkJb29vDB06FGFhYQCA0NBQDB8+HL6+vrCwsMCoUaPQrFkzHDt2DCqVCt988w2mTJmCli1bwsbGBrNmzcLVq1dx/fp1REVFISYmBrNmzYKtrS2cnZ0xadIk7Nu3D2p1zR/TTERE9YNCpcafmUpkK2vnvYkJDiIiIqp3duzYgf79+8PHxwezZ89GZmYmrl27ho4dO+qs5+7ujqioKADAtWvX4O7uXuby2NhYZGVl6Sy3t7eHk5MToqKicO3aNTRr1gz29vba5R07dkRGRgZiY2Or8UyJiIgqJkNRiNgsJZS1aEhKSUxwEBERUb3i6ekJX19ffPfddzh48CBu3ryJBQsWID09Hba2tjrrNm7cGGlpaQBQ5vJGjRohPT0d6enp2s8ll6elpendFoB2/0RERFIQQiAxR4Wk3No3JKUkvkWFiIiI6pV9+/Zp/966dWvMnDkTkyZNQvfu3SHEkzXtDG3/pPsmIiKqagWFAgk5SigK68Y9igkOIiIiqtdatGgBIQTs7e21PTE00tLS4ODgAACws7Mr1dsiPT0d9vb22qEnJXtqaJYLIUrtW/NZs38iIiJjyi5QIzFXBXUdSsBziAoRERHVGzExMVi6dKlO2Z07d2BmZgY3NzdER0frLIuKioKnpycAwMPDo9Tyq1evwsvLCy1btkSjRo10liclJSExMRFeXl7w8PBAUlISkpOTdbZ1cHBAy5Ytq/o0iYiI9BJCIDlXhb9ylHUquQEwwUFERET1iIODA/bu3YstW7agoKAA9+7dw5o1axAcHIwRI0YgOTkZu3fvhkKhQEREBI4ePYqxY8cCAMaMGYMjR44gMjISCoUC27dvR0ZGBgYPHgy5XI5Ro0Zh06ZNiIuLQ2ZmJpYtW4Zu3bqhffv2cHd3h5eXF5YvX46srCw8ePAAmzZtwpgxYyCTySSuFSIiqi9UaoG4bBXSFIVSh1ItOESFiIiI6g1HR0ds2bIFK1euxKZNm2Bubo7hw4djxowZsLCwwObNm/Hxxx9j6dKlcHR0xMKFC+Hn5wcA6NmzJ+bNm4fZs2cjOTkZHTp0wJYtW7SThU6bNg25ubl46aWXUFBQgICAAKxevVp77DVr1mDhwoXo1asXLC0tMXz4cISEhEhSD0REVP/kKtVIyFGhsI712ihOJjjjlY64uDj0798fP/74I1q0aCF1OERERJLjvdF4WNdERFQdHuUXIiVPZbTjPd3IHKYmVddDsaL3R/bgICIiIiIiIqqD1H+/AjZbqZY6FKNggoOIiIiIiIiojlGo1PgrRwWluv4M2mCCg4iIiIiIiKgOyVAU4mGuCvUntVGECQ4iIqq0E/ezsDwyFfcylWhra4ZZvg4IamMjdVhERERE9ZIQAg9zC5FRUDffklIeviaWiIgq5cT9LEw9k4iEHBXsLUyQkKPC1DOJOHE/S+rQiIiIiOodZaFAbJay3iY3APbgICKiSloemQpzuQwNzIpy5Q3MZADUWB6Zyl4c1YQ9ZoiIiKgs2QVqJOaqoJb4JalXk/Nx6E4WrM1MMKydDV5oa9x2ChMcRERUKfcylbC30O0IaG0qw/1MpUQR1W2aHjPmcplOj5n1/cAkBxERUT2WkqfCo3xpe23kKNVYfikVoTcztWVbo9Oxsa8TJnvaGy0ODlEhIqJKaWtrhlyV7lOCXJVAG1sziSKq24r3mJHJiv40l8uwPDJV6tCIiIhIAoVqgbgspeTJjYuJeRh65IFOckNjycUUo/YqYYKDiIgqZZavAwoKBXKUaghR9GdBocAsXwepQ6uT7mUqYW0q0yljjxkiIqL6KU+lxp9ZSuSq1JLFkK9S45OLKRj7/V94kK0qc53EXBWUhUxwEBFRDRfUxgbr+zmhWQNTpCnUaNbAFOv7OXG4RDVhjxkiIiICgLT8QsRlKaFSSzffxtXkfAw7GoftMRkGX0XbvZk1LEyNl3bgHBxERFRpQW1smNAwklm+Dph6JhGAGtamMuSqBHvMEBER1SNqIZCYo0K2UrpeGwWFAht+f4Qt0ekoL7/SysYMuwc6Gyewv0nag2PJkiVwdXXVfr5w4QKCg4Ph7e2NgQMHIjQ0VGf93bt3IygoCN7e3ggODkZkZKR2WUFBARYtWoQ+ffrA398fISEhSExM1C5PSEhASEgI/P39ERgYiA8//BAFBQXVf5JERERVgD1miIiI6i+FSo3YTKWkyY3rjxR4+bs4fB5VfnLjtQ6N8PuYp9HSxrg9TSVLcFy/fh3ffvut9nNycjJCQkIwbNgwnDt3DkuWLMGKFSvwyy+/AADOnj2LVatWYfHixTh//jxGjBiBSZMmISUlBQCwevVqXLlyBTt37sTp06dhZ2eH6dOna/c/depU2NnZ4dSpU9izZw+uXLmCtWvXGvekiYiInkBQGxucebkN7k5ojzMvt2Fyg4iIqB7IVBQiNkuJAomGpCjVRb02Xj4Wh5tphjsJOFjKsaGvE74a0ByNLeVGivAfkiQ41Go1Fi5ciDfeeENbduTIETg7O2P06NGwtLSEt7c3hg4dirCwMABAaGgohg8fDl9fX1hYWGDUqFFo1qwZjh07BpVKhW+++QZTpkxBy5YtYWNjg1mzZuHq1au4fv06oqKiEBMTg1mzZsHW1hbOzs6YNGkS9u3bB7VaugwYERERERERUVmEEEjKUSExV2VwnovqdDu9AKOOx2Pt/9KgKieIga0b4NjQlni2VQPjBFcGSRIcYWFhsLS0xODBg7Vl165dQ8eOHXXWc3d3R1RUlHa5u7t7mctjY2ORlZWls9ze3h5OTk6IiorCtWvX0KxZM9jb//P+3Y4dOyIjIwOxsbHVcYpERERERERElaIsFHiQpUJGgTSvgC1UC2yLTsfwo3GITlUYXLexhQlW93bEmj5OsJeg10ZxRp9kNCUlBRs2bMDOnTt1ytPT0/HMM8/olDVu3BhpaWna5ba2tjrLGzVqhLt37yI9PV37ueTytLQ0CCHK3BYA0tLS0KZNmyc+LyIiIiIiIqInlaNUIzFHhUIhTb+NPzOVmPvbQ1x+mF/uun1bWGNxjyZoYlUz3l9i9Cg++eQTvPLKK3j66acRFxens0w84S/Q0PZPum8iIiIiIiKi6pSSp8KjfGl6baiFQOjNTCy/lIq8csajNDQzwftdHTC8nQ1kMpmRIiyfURMc58+fR1RUFJYsWVJqmZ2dnbYnhkZaWhocHBy0yzW9OTTS09Nhb2+vHXpSspdHQAJDAAAgAElEQVSHZrkQotS+NZ81+yciIiIiIiKSQqFaICFHhVyVNHNExmcr8f65ZJxPyCt33YBmVvj4/9m798CmCrt//O+Tk2svSZNeoRSLgGK5ilVQcGw4dX5FEZgOZeqmczKHup/PYDAvKD5cFCbTqVyczs2hPrq5AU7mozL1URDFoW1BvEEpLb2kbdLcL+fy+yO0awWapE3StH2//mElJ8kpMnL6Pp/LtAIMyUyPqo3OUnpG27ZtQ2NjI771rW8B+E9VxZQpU3DTTTfh73//e5fjKysrMXHiRADAuHHjUFVVhauvvrrj8YqKCtxwww0oKSmBxWJBVVUVhg8fDgBobGxEQ0MDJk2ahHA4jMbGRtjtduTn53c8Nzc3FyUlJUn/vomIiIiIiIhOJiApOOaVIPViS8o7dV48XelErUfCsCwtbh6fgxnF0Yd9qqqKv37lxqqPmuENd//+GVoBS8pzMf8Mc1pVbXSW0iGjS5cuxeuvv46tW7di69at2Lx5MwBg69atmDVrFux2O7Zs2YJgMIg9e/Zg+/btuP766wEACxYswLZt27B3714Eg0E8++yzaGtrw6xZsyCKIubPn48NGzagtrYWLpcLDz/8MKZOnYrRo0ejrKwMkyZNwtq1a+F2u3H06FFs2LABCxYsSNv/MERERERERDSwOQMyjrrDvQ43Vuxuht0vw6IXYPfLWLG7Ge/Uebt9XqNPwq1vNeDuXfao4UZ5gRFbryjBtWda0vpn6JRWcFgsli6DQCVJAgAUFRUBADZt2oSVK1dizZo1KCwsxPLly3HuuecCAKZPn45ly5ZhyZIlsNvtGDNmDDZv3tzxerfffjt8Ph/mzZuHUCiEadOmYf369R3v9eijj2L58uW48MILYTQaMWfOHCxcuDBV3zoRERERERERgMi8i0afBHeo9y0pT1c6oRcFmLSR4KF93ufTlc6TVnGoqopXD3vw4J5mtEV5f4Mo4K6zbbihzAJNGgcb7fq0aWbYsGH4/PPPO74+55xz8Morr5zy+GuuuQbXXHPNSR/T6XS45557cM8995z08cLCQmzcuLF3J0xERERERETUCyFZxTFPGKFeVG10VuuRYNF3DR+MIlDnkU44tjUg4/4P7Hj9SPfVHQAwIc+ANdMLMNKiT8h5pkL6TQUhIiIiIiIiGoDcIRmNPhlKArd8DsvSwu6X0XlTa0AGirO6/rj/v0c8WP6BHa2B7qs2dBpg0UQbfjIuB1pN+ldtdMaAg4iIiIiIiCiJVFWF3S/DGUz8Ctibx+dgxe5mAJHKjYAcqRK5eXwOAKAtKOPBD5ux/ZAn6muNserx0PQCjLEZEn6eqcCAg4iIiIiIiChJJEXFMY+EgJycFbAzijNx3/mRmRt1HgnFnbaovFPrxT277Gjydx+siALw0/FW3DbBCr3Yv6o2OmPAQURERERERJQEvrCCeq8EOYEtKSczozizy0BRT0jBPbua8PKX7qjPHWnRYc30AkzIMybzFFOCAQcRERERERFRgrX4JbQEEt+SEs0H9X78+v0m1HlPHDLamQDgx2Mt+MXZNhhETWpOLskYcBAREREREREliKyoaPBJ8IaT05JyKn5JwW8+bsVzB9uiHluSpcWa6QUoLzSl4MxShwEHERERERERUQIEpEhLSjhBK2Bjta8pgKXvN6HaFY567IIzzfjlObnI0A2Mqo3OGHAQERERERER9VJbUEaTT0Iqo42grOCxTxx4Zr8T0TKVIZlarLogHxcMzUjNyfUBBhxEREREREREPaSqKhp9Mlyh1M7bqGoJYul7jfjSGb1qY96obCw7NxfZejEFZ9Z3GHAQERERERER9UBIVlHvDSMop65uI6yo2FjhwIYKB6K9bb5JxH9fkI9vD8vs/sABggEHEaW9HdVurN3bgsOuMEaYdVhcnovLSrP7+rSIiIiIaBDzhBQ0+CQoSV4B29kXjiB+9V4TDrSGoh47a0QW7jkvD1bjwK7a6IwBBxGltR3Vbiza2QC9KMBm0KDeK2HRzgY8PhMMOQYwhlpERESUrlRVRbNfhiOYupYUSVHxzH4nHvukFdGWs1gNGtw/NR/fK81KzcmdhNBH7zvwxqYS0YCydm8L9KKATJ0GghD5VS8KWLu3pa9PjZKkPdSq90pdQq0d1e6+PjUiIiIa5CRFRa1HSmm4cbgthAX/rMNv/h093PhuSSZenV3SZ+GGXiNgWJYOoqZvIg5WcBBRWjvsCsNm6JrFZmiFmFZgUf/UOdQCgEydAEDB2r0trOIgIiKiPuMLR1bAyilqSVFUFc991obf/Ls16owPs16De87Lw5WnZ0EQUh8uaAQBNqMIq0HTJ+/fjgEHEaW1EWYd6r3S8R9yI3ySilKzrg/PipKJoRYRERGlm9aAjGa/lLL3O+oO49fvN+HDxkDUYy8sNmHl+QUozOybH++zdBoUZGih7aOqjc4YcBBRWltcnotFOxsAKMjQCvBJKkKyisXluX19apQkDLWIiIgoXSiqinqvBG+03pAEUVUVL33pxpqPmuGTuq/ayNAKWHZuHq4end0nVRM6jYCCDG1H1W06SJ8zISI6ictKs/H4zCIMydTCEVQwJFOLx2cWsVVhAFtcnouQrMIbVqCqkV8ZahEREVGqBSUFR1zhlIUbDV4JP3mzHvfttkcNN6YUGbF9dgmuOcOc8nBDAJBrFFFq1qVVuAGwgoOI+oHLSrMZaAwikVArMouj2hVGKbeoxIUbaIiIiHqvLSijySchFdM2VFXF1kMe/PeeZrijhClGUcAvz8nFgjFmaPqgaiNTp0GBSQud2PftKCfDgIOIiNIOQ62e4VplIiKi3lFVFY0+Ga5QarakNPslLN/djDePeqMee3a+AaunFWCERZ+CM+tKqxGQbxKRrRdT/t7xYMBBREQ0QHADDRERUc+FZRXHvOGoG0sSZUe1B/d/YIcz2H3Vhk4D3Hm2DTeV5aR8/aoAIMcgItck9knFSLwYcBAREQ0QydhAs6PajdVv1Pb21IiIiNKaJ6SgwSdBScEKWEdAxoN7mvGPak/UY8fa9FgzvQBnWA1JP69vMmk1KDCJMGjTa85GdxhwEBERDRCJ3kDT3vKi86WmTJeIaLDgvKT00uyX0BpIzWfdzqNe3LfbDru/+/fTCsDCCVYsnGCFLsVVG6IQaUcxG9K7HeVk+k8UQ0RERN1K9Aaa9paXjDSbkE5E1J+1h8f1XqnLvKQd1e6+PrVBR1JUHHWHUxJuuEMylr3XhJ/tbIgabozO0eGly4fh9km2lIcbOYbIdpT+GG4ArOAgIiI6QX+9s5boDTTtLS+p6UQmIhocOC8pPfglBfVeCZKS/E+594/5cPcuO+q9UrfHaQTgJ2NzcPskG/QJ2lLyTp0XT1c6UeuRMCxLi5vH52BGceYJxxlFDQoyRBj7UTvKyTDgICIi6qS/byJJ5Aaa9pYXYwr6kYmIBotkzEui+DgCMpr9yV8B6w0rWPtxC1743BX12FKzDg9NL8CkfGPC3v+dOi9W7G6GXhRg0Quw+2Ws2N2M+85HR8ghCgJyjSJyjP2zYuOb+nc8Q0RElGCd76wJQuRXvShg7d6Wvj61lPvlOTb4JQWuUPfT3YmIKHYjzDr4pK4/WvdmXhLFTlFVHPOEYU9BuLG30Y/Z247GFG7ccJYFf79iWELDDQB4utIJvSjApBUgCJFf9aKApyudAACLPtKOMlDCDYABBxERUReHXWFkaLuWhQ7GO2uuoIwxNiPunpIHWz/twyUiSkeJnpdEsQlKCmpcYXjCyQ3tA5KC1R8144f/PIajnu5bUoqztPjTpUNx93l5MCWhNaTWI+Gb2YVRBI55JQzP1qEwU5vytbPJxoCDiIiok8F+Z80bVnDEFUKDL9KXPKM4E4/MKOzr0yIiGjAi85KKMCRTC0dQwZBMLR6fWdQv2iD7K1dQRo07jFCS521U2AO4anstnj3QFrVC5AdnmLHtyhJMKTIl7XyGZWnReX6qACCsAqNy9P1+1sapDMzvioiIqIcG6521oKSg1h1GnSeMoDw4Zm6sWrUKZ555ZsfXH374Ia655hpMnjwZ3/ve9/DCCy90OX7Lli247LLLMHnyZFxzzTXYu3dvx2OhUAgPPPAAvv3tb2PKlClYuHAhGhoaOh6vr6/HwoULMWXKFMyYMQMrVqxAKBRK/jdJRGnpstJs7Px+KQ7dNBo7v1/KcCNJVFVFo1dCgy+5LSkhWcX6f7fgBzvqcDhKxWdhhoinvjsEK87PR1aSt5TdPD4HIVmFX1KhEYCwokJWMKCvaRhwEBERdRLPnbUd1W7M/Es1RjzzJWb+pbpfrvgLyyrqvWEccYfhkwbPrI3PPvsMW7du7fjabrdj4cKFuOqqq7Br1y6sWrUK69atw7vvvgsAePvtt/HII4/gwQcfxO7duzF37lzceuutaG5uBgCsX78e+/btw3PPPYc333wTVqsVd9xxR8frL1q0CFarFW+88Qaef/557Nu3D4899lhqv2kiokEkLKs46pbQFkruCtiDrUF8/x+12FjpRLQCkdmnZ2H7lSX4VnFGUs+p3YziTKyclo+SbC08YRVDs3QDvlqIAQcRpYWB8IMiDRyx3Flr37ZS75W6bFvpL393ZUWF3Seh2hWCe5ANEVUUBcuXL8ePf/zjjt/btm0biouLcd1118FoNGLy5MmYPXs2XnzxRQDACy+8gDlz5qC8vBwGgwHz58/HkCFD8Oqrr0KSJLz88su47bbbUFJSguzsbCxevBgVFRX47LPPUFlZiQMHDmDx4sUwm80oLi7GrbfeipdeegmKMrj+7ImIUsEbVlDjDiMgJ+/fWElRsaHCge//oxafO7qvyMs1injiO0V4+MJCWFI010oUBBRlaHFDmRVvXz1i0FQLMeAgoj7X339QpMGpv25bUVUVrQEZh11hOIJy0qfIp6MXX3wRRqMRs2bN6vi9/fv3Y+zYsV2OKysrQ2VlZcfjZWVlJ328pqYGbre7y+M2mw1FRUWorKzE/v37MWTIENhsto7Hx44di7a2NtTU1CTjWyQiGrSa/RLqPGHISVxx/rUzhPmv1eG3+1oRbWbppadl4tXZJfju8MyknU9nAgCrQcQIiw7mQTgkXNvXJ0BE1PkHRQDI1AkAFKzd2zLgU2bqvw67wrAZut4nSPdtK66gjOaADCnJQ9bSWXNzM5544gk899xzXX7f6XRi1KhRXX4vJycHDoej43Gz2dzlcYvFgkOHDsHpdHZ8/c3HHQ4HVFU96XMBwOFwoLS0tNffFxHRYCcrKuq9UlLbLWVFxR8/a8P6f7dGHVhq0Wtw35Q8XD4iC4KQmk0lGVoN8k0iDAN0gGgsGHAQUZ/rjz8oEo0w61DvlY4HchHpum3FG1bQ7JcGzfDQ7qxevRpXX301Tj/9dNTW1nZ5TO3l3b7unt/b1yYiolMLSAqOeaWkBvg1rjCWvt+Ej5sCUY/9zrAMrDg/HwUZqflxW6sRkG8Ska0ffBUb38SAg4j6XH/6QZGo3eLyXCza2QBAQYZWgE9S027bSkBS0OyXB9Xw0O7s3r0blZWVWLVq1QmPWa3WjkqMdg6HA7m5uR2Pt1dztHM6nbDZbB2tJ9+s8mh/XFXVE167/ev21yciop5xBGQ0+5O3JUVRVbzwuQtrP26BX+r+XTJ1Au4+Nw9zR2WnpGpDAGA1irAZRWhSVCWS7gZv7QoRpY3BupaT+rd4tq2kWvtmlJpBthklmm3btqGxsRHf+ta3MGXKFMydOxcAMGXKFJxxxhmoqqrqcnxlZSUmTpwIABg3btwJj1dUVGDSpEkoKSmBxWLp8nhjYyMaGhowadIkjBs3Do2NjbDb7V2em5ubi5KSkmR9u0REA5qiRj7r7EkMN455wrjpjXqs2NMcNdw4f4gJr15ZgnmjzSkJNzJ1Gpxm1iPPpGW40QkrOIioz0V+UIzM4qh2hVFq1mFxeW5a/KBI1J3LSrPT6u+prKhoCchoG6TDQ6NZunQp7rzzzo6vGxoa8IMf/ABbt26FLMt46qmnsGXLFnz/+9/HJ598gu3bt2Pz5s0AgAULFuD222/HFVdcgfHjx+OFF15AW1sbZs2aBVEUMX/+fGzYsAETJkyA2WzGww8/jKlTp2L06NEAgEmTJmHt2rW499574XQ6sWHDBixYsCBlfdlERANJSFZxzBOOOgejp1RVxV+/cmP1Ry3wRJkiatIKWHxOLq4905ySoEGnEZBv0iJLz1qFk2HAQURpId1+UCTqT1RVhSOooDUgQ+Gsh1OyWCxdBoFKkgQAKCoqAgBs2rQJK1euxJo1a1BYWIjly5fj3HPPBQBMnz4dy5Ytw5IlS2C32zFmzBhs3ry54/Vuv/12+Hw+zJs3D6FQCNOmTcP69es73uvRRx/F8uXLceGFF8JoNGLOnDlYuHBhqr51IqIBwx2S0ehL3uddk0/CvbvteLvWF/XYcwqMWD2tAKeloK1aAGA73o7CcPzUGHAQERH1Y21BGS2DfDNKTw0bNgyff/55x9fnnHMOXnnllVMef8011+Caa6456WM6nQ733HMP7rnnnpM+XlhYiI0bN/buhImIBjFVVWH3y3AG5aS9/j8Oe7BiTzPaQt1Xbeg1Au6abMMNZ1kgapIfNmTpNMg3aaETGWxEw4CDiIioH/KEIptRklWeS0RElC4kRcUxj4SAnJy5Uq0BGfd/YMfrR7xRjx2fa8BD0wswMkeflHPpTK8RkJ+hRaaO7SixYsBBRGlhR7Uba/e24LArjBGcwUF0SgFJgd0vw5+C4aENXgm/3+/Eu/vrYEj6uxEREZ3IF1ZQ75UgJ6kl5c0aL+7bbUdLoPvKEJ0G+PlEG24ZlwNtkqs2NIIAm1GE1aBhO0qcGHAQUZ/bUe3Gop0N0IsCbAYN6r0SFu1swOMzwZCD6LiQrKLZL0UddpYItZ4wNlc68cpXLoQVQOuRcXrS35WIiKirFr8UNXjoqbagjJUfNmPrIU/UY8+06vHQ9AKcZUt+3J+tj7SjJDtEGagYcBBRn1u7twV6Uegov8vUCQAUrN3bwoCDBr1UbkapcYWxsdKBrV+7EWUbHhERUdLIiooGnwRvkkL9d+t8uPv9JjT5uw9PRAG4ZVwOfj7RBn2S51/oNQIKMrTIYDtKrzDgIKI+d9gVhs3Q9R/zDK2Aale4j86IqO8pqgpHQIYjqCR9M8qhthA2Vjjw6mEPZAYbRETUhwJSpCUlnIQZU56wgof3tuB/vnBFPfZ0iw4PTSvAhHxjws+jM40gINcoIoftKAnBgIOI+twIsw71Xul45UaET1JRmoKVW0TpKFWbUb50hLCx0oF/HPYkvTqEiIgoGmdAht0vJeUzaU+DH8veb0KdR+r2OAHAj8ssuPNsG4za5FZTmPUi8kwi21ESiAEHEfW5xeW5WLSzAYCCDK0An6QiJKtYXJ7b16dGlFLesAK7L/mbUQ62BvFkhSOmafFERETJpqoqGn0yXKHEz9vwSwp+8+9WPPdZW9RjS7K0WDO9AOWFpoSfR2cGMdKOYkpygDIYMeAgoj53WWk2Hp8ZmcVR7QqjlFtUaJAJySrs/uT1GreragniyU9b8dZRX1zPM+t5Z4mIiJIjJKuo94YRTEKP5L6mAJa+3xRT2/N1Z5rxy3Nyk7qSVWxvRzGKSXuPwY4BBxGlhctKsxlo0IAQz8pjSVHR4pfRloQ7Vp19Yg/gyU8deKcu9mBDpwGmDjHhy9YQMlReiBHR4MMV9snnDslo9MkJnzUVklU89kkrnt7vRLSiyCGZWqy6IB8XDM1I6Dl8k+V4O4rIdpSkYsBBRESUILGuPE7VANG9jX48+akD79f7Y36OTgNcPdqMW8blYGiWDu/UebH53VZEH8dGRDRwJHuF/WAPT1RVRbNfhiOY+IB/f0sQv3qvEV86o1dtzB2VjV+fm4tsffKCfKOoQUGGmPR5HhTBgIOIiChBYll5nOwBoqqqYk9DAE9UtOLDhkDMzzOIAn5whhk/GZuDwsz/XB7MKM7EmBmF+MmjyThbIqL0lMwV9skOT9KdpKio90rwS4ltywwrKjZVOLChwhF11Xm+ScSD5+fjOyWZCT2HzkRBQJ5JhMXAKshUYsBBRESUIN2tPPaEFDT7kzdAVFVVvH/MjycqHPh3U+zBhkkr4NozzbhpbA7yTbwsICICkrvCPpnhSbrzhSMrYOUEVy9+4Qhi6XtN2N8ainrsrBFZuOe8PFiTOAcjxyAi18h2lL7AKxkiIqIEOdnKY09YQVGGiGPe3l8Un4yqqninzocnP3Xg0+ZgzM/L0Aq4/iwLflSWAxuHnRERdZHMFfbJDE/SWWtARrO/+xWt8ZIVFc8ccOLRfa2INqc7x6DB/VPzcVlpVkLPoTOTVoMCkwgD21H6DAMOIqIBZrD39falziuPjSLgCasISCp+WZ6T8PdSVBU7j/rw5KetMd2xapet0+D6syy4scyCHJbNEhGdVDJX2CczPElHihppSUn0prDDbSEse78J++zRw/2LSjKw4vx85CWpUlGrEZBnFGHm52qfY8BBRDSADPa+3r52WWk2Hv2OijUftuCIK4ziLC1uHp+DGcWJ6/GVFRWv13ixocKBLxyxBxsWvQY3lllw/VkWmJM4TI2IaCBI5gr7ZIYn6SYoKTjmlRBOYHumoqr488E2/ObjVgSirJbN1mlwz5Q8zD49C4KQ+HYRAcfbUUwiNEl4fYofAw4iogFkMPf19rX2zShjrEY8c8nQhL++pKh4rdqDjRUOfN0Wexmz1aDBTWNzcN2ZFmTpWTJLRBSrZK2wT2Z4kk7agjKafBISOW2j1hPGsvebYhqiPX2oCSsvKEBRZnJ+5M3QalCQoYVeZLDRWV9XEjPgICIaQAZrX29fUlUVrpCStM0oYUXF9kNubKp0xvXfMc8o4ifjcvCDM8zI0DHYICJKJ8kKT9KBqqpo8sloCyVuBayqqnj5SzdWf9QMX5QVKRlaAb8qz8UPzjAnpWpDqxGQbxKTulq2v0qHSuKUBxyffPIJ1q1bhwMHDsBkMmHKlClYtmwZ8vPz8eGHH2LdunX46quvUFBQgBtvvBHXXnttx3O3bNmCP//5z2hsbMSoUaOwZMkSlJeXAwBCoRBWr16Nf/3rX/D7/Tj77LNx//33o6ioCABQX1+PBx54APv27YPRaMRFF12EpUuXQq/Xp/qPgIgoaQZbX29fS+ZmlJCs4u9fu7Gp0oFaT+xD2QpMIm4Zn4NrRpth5JAzIiJKobCs4pg3jGCU1pF4NHol3L27Cf9X54967HmFRqyaVoCS7MRf9wgArMbIdpRkBCcDQTpUEqf0yqetrQ033XQTLr74YuzZswfbtm2D3W7H8uXLYbfbsXDhQlx11VXYtWsXVq1ahXXr1uHdd98FALz99tt45JFH8OCDD2L37t2YO3cubr31VjQ3NwMA1q9fj3379uG5557Dm2++CavVijvuuKPjvRctWgSr1Yo33ngDzz//PPbt24fHHnssld8+EVHSLS7PRUhW4Q0rUNXIrwO1r7cvBSQFR91hHPOGEx5uBGUFWw624dK/1eDe3faYw42hmVosn5KHN+cNxw1n5TDcICKilPKEFBxxJy7cUFUVW792Y9a2o1HDDYMo4Nfn5uKPlw5NSriRqdOg1KxHnknLcKMbh11hZGi7/vmkupI4pVc/oVAId999N2688UbodDrk5ubi4osvxsGDB7Ft2zYUFxfjuuuug9FoxOTJkzF79my8+OKLAIAXXngBc+bMQXl5OQwGA+bPn48hQ4bg1VdfhSRJePnll3HbbbehpKQE2dnZWLx4MSoqKvDZZ5+hsrISBw4cwOLFi2E2m1FcXIxbb70VL730EhQlsdN8iYj6UqSvtwhDMrVwBBUMydTi8ZlFA7YMNtVCsopjnjBq3GH4pcR+fgQkBX884MR3/1qDFXuaccwbW7AxLEuL/z4/H6/PGY7rxlhgEBlsEBFRajX7JRzzhqGoiQk3WvwSbn+7EUvea4Ir1P3n7aR8A/5+xTDcWJaT8EGfOo2A4iwdirN00HHWRlQjzLoTWohSXUmc0haV/Px8zJs3D0AkkTt06BD+9re/4fLLL8f+/fsxduzYLseXlZXhjTfeAADs378fl1566QmPV1ZWoqamBm63G2VlZR2P2Ww2FBUVobKyEoqiYMiQIbDZbB2Pjx07Fm1tbaipqUFpaWmSvmMiotQbyH29fUVWVLQEZLQF5YQOSwMAX1jBi1+48HSVE82B2PuVS806LByfg1mnZ0On4UUXERElRjxDImUlsgLWl8DQ/5/VHtz/gR2OYPevKSCyJeX57xVDTPDnoADAZhRhYztKXNJhQ1Cf3OY5ePAgxo0bh1mzZmH8+PH4xS9+AafTCbPZ3OW4nJwcOBwOADjp4xaLBU6nE06ns+Prbz7ucDhO+VwAHa9PRET0TaqqojUg47ArDGeCww1PWMHmSgdm/vUIHtrbEnO4MdKiw9oLC/Da7BLMGWVOSbihZYBCRDQotA+JrPdKXYZE7qh2n3CsX4q0pCQq3HAGZfzXu424853GqOGGURRQnKnFWTZ9wsONrOPtKLlsR4lbOlQS98kWlTFjxqCqqgqHDh3C/fffj7vuugtA5EKyN7p7fm9fm4iIBhdXUEZzEjajuEIynvusDX880Ia2KGW3nZ1h1eO2CVZcelpmwktwTyVDq4HVKCIjCf3MRESUfmIdEukIyGj2J24F7Nu1Xtyzyw67P3rYn2fUIFunQVgBbh6fk6AzAPQaAQUZWm4e66W+riTuszWxgiBg5MiRuOuuuzB//nxMnTq1oxKjncPhQG5upJzFarWeUG3hdDphs9k6Wk++WanR/riqqie8dvvX7a9PREQERFpG7H4poRPggcidqT8eaMOfPmuDJxx7sFFmiwQbFw1PTbAhAMjWi7AaNDAcH1TKWkciosEh2rp5RVXR4JXi+hzrjjskY9VHLWePt04AACAASURBVHjlqxMrRL5paKYWNoMGzqCCggwtbh6fgxnFmb0+B40gwGaMfO6xYqP/S2nAsWPHDjz11FN45ZVXOn5Po4n8H2jGjBl4+eWXuxxfWVmJiRMnAgDGjRuHqqoqXH311R2PV1RU4IYbbkBJSQksFguqqqowfPhwAEBjYyMaGhowadIkhMNhNDY2wm63Iz8/v+O5ubm5KCkpSer3TERE/UNIVmH3S/Am6KKtXWtAxh/2O/Hng20nDN7qzoQ8A26bYMW3h2Wk5IJLFATkGDTIMYgJL/clIqL+obt180FJQb03cavRdx3z4de77KiPMlRbIwA3jc3BHZOsCR+kna3XIN+kZSvmAJLS+pvJkyfjyJEjeOKJJxAIBNDS0oLf/e53mDx5Mq666irY7XZs2bIFwWAQe/bswfbt23H99dcDABYsWIBt27Zh7969CAaDePbZZ9HW1oZZs2ZBFEXMnz8fGzZsQG1tLVwuFx5++GFMnToVo0ePRllZGSZNmoS1a9fC7Xbj6NGj2LBhAxYsWMCUjohokJMVFY1eCUdcoYSGG3a/hIc+asbMvx7B5ipnzOHG2flG/P67Q/DS/yvGd0oyk/45ZRAFFGVocbpFh1yTluEGEdEgdqp18z+faEWNOzGr0b1hBQ98YMeP36iPGm6clq3Dlu8VY/E5uQkNNwyigGFZOgzJ1DHcGGBSWsFRWFiIZ555BqtXr8amTZuQlZWFqVOnYuXKlbDZbNi0aRNWrlyJNWvWoLCwEMuXL8e5554LAJg+fTqWLVuGJUuWwG63Y8yYMdi8eXPHsNDbb78dPp8P8+bNQygUwrRp07B+/fqO93700UexfPlyXHjhhTAajZgzZw4WLlyYym+fiIjSiKqqcAQVtAbkhK21A4BGr4Sn9jvx0heuuNpczis04raJVkwtMqUkfM/UaWA1iOw1JiKiDpeVZuPGsX6s/3cr3CEFWToBPx1vxfg8Y0Lmbext9GPZ+02ocUdfhX79WRb812QbTNrEfU5pBAG5RhE5bEcZsASV0ze7qK2txUUXXYS33noLw4YN6+vTISKiJEjGANFjnjCeqnLi5S9diKcQZNoQE26baEV5oSlh53IqGkGAWR9pQ9GLsV/Y8bMxdfhnTZQ+4lmXOlC0b1HRiwJMIuAKqwhKKu47P69X8y4CkoJH97XiDwfaogYlxZlarJpWgKlDEvu5aNaLyDexDbO/ivXzsc+GjBIREaVaMgaIHnWHsbnSgb997Y4r2JhRnIHbJloxKd+YsHM5Fa1GQI5BhEWv4YUdEVEMOv+g33ld6uMzMaBDjvYtKkatgLCswigKUFXg6UpnjwOOiuYAlr7XhK/bwlGPvWZ0Nn5VnocsfeKqNoyiBgUZIowJrASh9MWAg4iIBrygpKA5ICd0xka1K4RNFU5sPeRGPHnJRSUZuG2iDeNyDQk7l1MxihpYjRpk6ViKS0QUj1jXpQ40h11hmHWRcKOdUQTqPNFbSr4pJKt44tNWPFXljPo5WWAS8d8X5GPGsN5vRWknCgLyTCIsBjFhr0npjwEHERENWJKiotkvwxWSE/aaXztD2FDpwD8OexBPh8ulp2XiZxOsOMuW/GAj+3gbSiL7lomIBpNo61IHIllRMSRDRKNPhkn7n1A8IAPFWfH92HiwNYhfvdeEg45Q1GOvPD0L95yXl9AgwqIXkcd2lEGJAQcREaWNRPU7K6qK1oAMR0BOyFA0APjcEcSGCgf+We2N+TUFAJePyMLC8VaMtuoTdCYnpxEEWPQaWI0iJ8ITEfVSd+tSByL/8RWwPx6XgxW7mwFEKjcCcqQS4+bxOTG9jqSo+H2VE49/2hq1bdNm1GDF1HxcfFpWb0+/A9tRiAEHERGlhUT0O6uqCufxzShygmZoH2gJ4skKB96o8cb1vNmnZ2HhBCtOtyQ32NBpBFgNIswGDTRsQyEiSojF5blYtLMBgIIMrQCfpCIkq1hcntvXp5ZwrQEZzf5IC8qM4kzcd35k5kadR0JxlhY3j8+Jaf7G120hLH2vCRXNwajHXnpaJu6fmg+bMTFVG6IgIN8kwsx2lEGPAQcREaWF3vY7u0Mymv0ywgnajFJhD+DJCgf+VeuL63k5egFGUYOHLyxMyHmcSoY20oaSyEFsREQUcVlpNh6fGflsqnaFUToAt6jIiooGn3TCfKoZxZlxDRRVVBV/OtCGR/a1Rh3ibdFrcN+UPFw+Iiths6FyDJF2FIb8BDDgICKiNNHTfme/pMDukxGQEzNA9OMmP5781IH3jvljfo4AIMegQZ5RhKwC+abk3EESAGTrRVgNGhhYfktElFSXlWYPqECjs/aWlN6uS69xhbHs/SbsbQpEPfbbwzKw4vx8FGYk5kdQk1aDApPIz0PqggEHERGlhXj7nUOyCrv/xDtPPaGqKj5sDOCJT1uxpyH6RVo7rQYwagTYjCKydELcvcqxv09kvkaOgQPTiIiodxzHW1J6E22oqooXPndh7cct8Endv1KmTsCvz83DvFHZCana0Goi7SjZeraj0IkYcBARUVqItd9ZUlS0+GW0JWAziqqq2FUfqdiI5e5TO6Mo4NozzbhpbA4+cwR71Ksc2/tokGPQIFvPNa9ERKmWqMHX6UJWVDT6JHh6eWOg3ivh7veb8H599ErHqUUmrJqWj+Ks3g9nFQBYjSJsRraj0Kkx4CAiorQQrd85kZtRVFXFu3U+PFnhwCf26MPQ2mVoBSwYY8GPyyzINUU+QgsytAkLNNpxzSsRUd9KxODrdBI43pLSmzlVqqrib1+7sfLDlqghiUkr4JeTc3HdGHNCwogMrQYFGVroRQYb1D0GHERElDZO1u+sqiraggpaErAZRVVVvHXUhw0VDlS1xB5sZOk0uP4sC248ywJrgia+f5MoCDBzzSsRUVro7eDrdJKIlhS7X8K9u+wxDd6eXGDEmmkFOC0BK3V1GgH5Ji2y9JoBV1FDycGAg4iI0pYnpKDZLyHUyyFoiqrif494saHCgYOOUMzPM+s1uPEsC24os8CcpF5fvUZAjkGExcA2FCKidNHTwdfpRFFVNHh735Ly2mEPHthjhzPY/evoNQJ+cbYNPyqz9HpelADAdrwdRRCEAVdRQ8nDgIOIiNJOojajyIqKHdUebKx04Etn7BelOQYNbhqbgwVnWpK2hjVDG6nWaL87SERE6SPewdfpJigpONbLlpTWgIwHPrDjn0e8UY8dl2vAQ9MLMCpH3+P3a5ep06DApIWuUzvKQKqooeRiwEFERGkjJKto9vf+bpOkqHj1sAcbKxw4HMfdtlyjiJvGWnDtmZakBA8CALNehNUoso+YiCiNxTr4Oh05AzLsvWxJebPGi/t229ES6H6gt1YAfj7Rhp+Oz+l1e6VOI6AgQ3vSz9+BUFFDqcGAg4iI+lz7ZhRXqHcDRMOKiq1fu7Gp0oEatxTz8/JNIn4yNgc/ONOclMGe2vY2FL2Ga16JiFKgt/Maog2+TkeKGtmS4g71/CaBKyRj5YfN+PvXnqjHnmnV46HpBTjLZujx+wGR8D/XpIW1m1bN/l5RQ6nDgIOIiPqMoqpwBGQ4ggqUXgwQDckqXvnKhc1VkXWtsSrKEPHT8VZ8f3Q2DGLigw2DKMBqELnmlYgohRI1r+Fkg6/TVfD4lpTezKz6vzof7t7VhEZf91UbGgG4ZVwOFk209boaMUsX2Y4SrfqjP1fUUGox4CAiopRTVRXOoILWXm5GCcoK/vKlG5srHWiIckHWWXGmFj8dn4O5o8xJaRXJ0kXma3DNKxFR6g22eQ1tQRlNvp63pHjDCh7a24L/+cIV9dgRZh0eml6AifnGHr5bhP54O0pGjO2g/bGihvoGAw4iIkopV1BGS0Du1eAzv6Tgfz534ff7nbD7Yw82hmdrsXC8FVeOzIYuwa0iGkGARa9BjkHsMhiNiIhSa7DMa1BVFY2+SHtnT33Y4Mey95tQG6X6UQDwozILfnG2DcZehPcaQUCuUURODzaH9aeKGuo7DDiIiCglErHy1RtW8PznbfjD/raog886O92iw8LxVlw+IqvXQ9C+SddpzauGbShERH1uMMxrCMkqjnnCPf5M9UsKHvl3K/70WVvUY0uytFgzvQDlhaYevVc7s15EnklM+OcwUWcMOIiIKKl8YQXN/t6tfHWHZPz5oAvPHnDCGYz9dc7I0eNnE6y49LTMhA/3NGk1sBrEpK2RJSKinukP8xp6MwTVFZTR5Jd7PLvqE3sAv3qvKaaKlmvPNGPxObm92ixmECPtKGzbpFRgwEFEREkRlBQ0B2R4e7Hy9bVqN9btbcExb3zbVc6y6XHbBCu+OzwzoVUVAoBsfaS0tjclukRElDzpPq+hp0NQVVVFk09GWw9bUkKyisc+acXT+52IVvhRlCFi1bQCTBua0aP3Av7TjmI1ij1+DaJ4MeAgIqKECskqWgK9W1PXGpCxYo8d/6z2xhVsjMs14LYJVswsyUjo1hJREGAxROZrsLSWiCj9pfO8hp4MQQ3JKuq9YQTlnlVt7G8JYul7TfjCGYp67NyR2Vh2Xi7M+p4HE2a9iHyTyNXolHIMOIiIKCEkRUWLPzLsrKdTNlr8Ep450IbnD7bBJ8X+KmfnG3DbRBsuHGpKaLCh1wiwGkWYueZ1QPnkk0+wbt06HDhwACaTCVOmTMGyZcuQn5+PDz/8EOvWrcNXX32FgoIC3Hjjjbj22ms7nrtlyxb8+c9/RmNjI0aNGoUlS5agvLwcABAKhbB69Wr861//gt/vx9lnn437778fRUVFAID6+no88MAD2LdvH4xGIy666CIsXboUer2+T/4ciKhvxDsE1R2S0ejrWUtKWFGxqcKBDRUORPtYzTOKePCCfMwsyYz7fdqxHYX6Gv/mERFRryiqima/hMNtIbT1MNxo8klY/VEzZv61Br+vcsYcbpQXGPHsJUPwwmXF+FZx4qo2MnUaFGfpUGrRw2IQGW4MIG1tbbjppptw8cUXY8+ePdi2bRvsdjuWL18Ou92OhQsX4qqrrsKuXbuwatUqrFu3Du+++y4A4O2338YjjzyCBx98ELt378bcuXNx6623orm5GQCwfv167Nu3D8899xzefPNNWK1W3HHHHR3vvWjRIlitVrzxxht4/vnnsW/fPjz22GN98udARH1nhFl3wufcyYagRlpSJNR7pR6FG186QvjBP2rxu0+jhxuXlWbi1dklPQ43NIKAfJMWp5n1DDeoT/FvHxER9YiqqnAEZBxuC6M10LNgo94rYcUHdlz01xo8e6ANgRhLb88fYsJzlw7FlsuKcf6QxAQbAgCLXkSpWY/iLF2vBqpR+gqFQrj77rtx4403QqfTITc3FxdffDEOHjyIbdu2obi4GNdddx2MRiMmT56M2bNn48UXXwQAvPDCC5gzZw7Ky8thMBgwf/58DBkyBK+++iokScLLL7+M2267DSUlJcjOzsbixYtRUVGBzz77DJWVlThw4AAWL14Ms9mM4uJi3HrrrXjppZegKD1v5yKi/mdxeS5CsgpvWIGqRn795hDUsKyixh2GMxj/vA1ZUfH7KgfmvHoU+1u7b0nJMWiwfkYhfjujqMezMsx6ESPMOs7aoLTAFhUiIoqbKyijJSAj3MP1dLWeMDZXOvHKVy7EM4PUIAr4xdlW3DTW2qP3PRlt+5pXvYa9woNAfn4+5s2bByAS0h06dAh/+9vfcPnll2P//v0YO3Zsl+PLysrwxhtvAAD279+PSy+99ITHKysrUVNTA7fbjbKyso7HbDYbioqKUFlZCUVRMGTIENhsto7Hx44di7a2NtTU1KC0tDRJ3zERpZtoQ1A9IQUNvp5VbVS7Qlj6nh377IGox84sycCK8/ORb+rZj4RsR6F0xICDiIhi5gsrsPulHg85O+IKY2OlA9u+dkctl+3MKAoYadHhzsk2zCjueW9wZwZRgNUgIpvzNQalgwcPYt68eVAUBVdffTV+8Ytf4JZbbsGoUaO6HJeTkwOHwwEAcDqdMJvNXR63WCw4dOgQnE5nx9fffNzhcEBV1ZM+FwAcDgcDDqJB5mRDUFVVRbNfhqMHVRuKquL5gy6s/bglajVktk6Du8/LxVUjs3v0+cftKJTOGHAQESVBb/bbp6Pernz9ui2EjRUOvHrYE3U1XWeXDM/EzyZYUZZr6NH7nkyWTgOrUeQdp0FuzJgxqKqqwqFDh3D//ffjrrvuAhD5AaM3unt+b1+biAYuSVFxzCMhIMf/OVvrCePX7zdhT0P0qo3pQ01YeUEBijJ79mOgWS8iz8SNYpS+GHAQESVYT/fbpyNJidxNcoXiv5sEAF84gthY4cRr1Z6YZ3QIAC4rzcLCCTk405qYYEMjCLDoI2tedSIvyihCEASMHDkSd911F+bPn4+pU6d2VGK0czgcyM2N9MVbrdaOao52TqcTNputo/Xkm1Ue7Y+rqnrCa7d/3f76RDQ4+cIK6r0S5DhDUFVV8Zcv3Vj1UXPU4dwZWgFLynMx/wxzj6o22I5C/QX/hhIRJVjn/faCEPlVLwpYu7elr08tZp03o/Qk3PisNYg73m7AFdtq8Y8Yww2NAFx5ehb+MbsE62cUJiTc0GkiU91Pt+iQn6FluEHYsWMH5s6d2+X3NJrI5dCMGTNQVVXV5bHKykpMnDgRADBu3LgTHq+oqMCkSZNQUlICi8XS5fHGxkY0NDRg0qRJGDduHBobG2G327s8Nzc3FyUlJQn9Homo/2jxS6j1hOMONxq9En76VgPu2W2PGm6cW2jEtitLcO2ZlrjDjfbtKMOzdQw3qF/g31IiogQ77AojQ9v1AqK7/fbpRFVVOHuxGaWyOYCf7azHVdtr8foRb0zP0QrA3FHZ+OdVw7H2wkKMzNHHf+LfYNJqMDRThxEWPaxGERrO2KDjJk+ejCNHjuCJJ55AIBBAS0sLfve732Hy5Mm46qqrYLfbsWXLFgSDQezZswfbt2/H9ddfDwBYsGABtm3bhr179yIYDOLZZ59FW1sbZs2aBVEUMX/+fGzYsAG1tbVwuVx4+OGHMXXqVIwePRplZWWYNGkS1q5dC7fbjaNHj2LDhg1YsGABZ8AQDUKyoqLOE0ZLIL6bCKqqYtshN2ZtO4p363zdHmsQBSw7Nxd/unQoSrJ13R57Mma9iNLj21H47xT1F2xRISJKsBFmHeq9EjJ1/7kYONl++3TjCSlo9ksI9WAzyr6mAJ6scES92OpMpwHmjjLjlnE5Pbrw+iYBQLZehNWggYF3megUCgsL8cwzz2D16tXYtGkTsrKyMHXqVKxcuRI2mw2bNm3CypUrsWbNGhQWFmL58uU499xzAQDTp0/HsmXLsGTJEtjtdowZMwabN2/uGBZ6++23w+fzYd68eQiFQpg2bRrWr1/f8d6PPvooli9fjgsvvBBGoxFz5szBwoUL++TPgYj6TkCKtKTEu4msxS/h/g+a8b810W8gTMwzYM30Apxuif+mAdtRqD8TVE686qK2thYXXXQR3nrrLQwbNqyvT4eI+qHOMzgytAJ8koqQrOLxmUUAkHbDRwOSArtfhl+Kf7DZRw1+PFnhwK56f8zP0WmAq0dHgo2hWb0PNkRBgMUQma/BoWfJwc/G1OGfNdHA5gzIsPuluCsk//eIB/fttsMR7P6zWqcBbp9kw81jc+L+TOR2FEpnsX4+soKDiCjBTrXfHkBaDR8NyyqaAxLcofiCDVVV8UGDH09+6sCHjdEntrcziALmn2HGzeNyUJjR+48fvUaA1SjCzDWvRESU5hRVRaMv/s9cZ1DGg3ua8ephT9Rjz7LpsWZaAcbY4p9hla3XIN+k5Y0C6vfiusIMBALYvn07qqqq0NjYiBUrViAvLw8ff/xxR/kmERGdfL/9zL9UdwwfBXC8hUXB2r0tKQ04ZEVFS0BGWzC+GRuqquK9Y5GKjX83xR5sZGgFzD/TjJvH5iDP1PtgI1OngdUgIkPH0tnBiNciRBSLdFrXHjzekhJvC+g7tV7cvcsOu7/7OR2iACycYMXC8Vbo4xymrddE2lH4mUoDRcxXmnV1dbjhhhtQV1eHoUOHorGxEcFgEIcPH8aPfvQjbNy4ERdeeGEyz5WIqF877ArDZuh6AZHK4aOqqsIRVNAakKHE0Z2oqirervXhyQoHKpqDMT8vUyfg+jEW3FiWA1svy10FRIadWY1i3BdvNHDwWoSIYrGj2o0fv14Hd1iFpKho8kn48et1+MOlxSkPOdqCMpp88bWkeEIKVu9txl++dEc9dqRFh4emF2B8njGu8xIA5Jq0sBpYBUkDS8wBx0MPPYTc3Fz84Q9/wPDhw3H22WcDAEaOHIlbbrmFFxVERFH05fBRV1BGc0CGFMfdI0VV8VaNF09WOHCgNRTz87J1GtxYZsH1Z1mQY+hdsKHVCMgxiLDoNRBZNjvo8VqEiGKx9P8a0RpUoBEi1Q2yqqI1qGLp/zWmLOBQVRWNPjnuVeu763349ft2HPNK3R4nALhpbA7uPNsKgxhf9UWmToMCE1en08AUc8DxwQcfYPPmzRg+fPgJj1155ZX44x//mNATIyIaaBaX52LRzgYASpfho+3zOZLBF1Zg90sIyrEHG7Ki4vUaLzZUOPCFI/ZgI8egwY1n5eD6s8zI1vcu2DCKGliNGmTpeGeJ/oPXIkQUiy+c4ePhRuTzI/KJpOILZ2oqJkOyinpvOK7PXl9YwbqPW7Dlc1fUY0/L1mH19HycU2CK67y0GgH5JrHXn9FE6SzmgENRFFit1pM+pqoqFCX+6ftERIPJqYaPJuNuUlBS0ByQ4Q3H/m+zpKh4rdqDDRUOHGqL/SLQZtTgprE5uPZMC7J62cObpdPAahS5mo5OitciRBQzFZEyh1N9nSTukIxGX3ytoB83+bH0vSbUuLuv2gCAH44x478m58Y9M8NqEJFrEqHhTQMa4GIOOEaOHIk//elPuPfee0947LXXXsPo0aMTemJERAPRyYaPJpKkqGj2x1cSG1ZUbD/kxsYKJ464Yw828k0ibh6bgx+cYe7VcDKNIMCij6x5ZbksdYfXIkQUizOsehxoCUJQAY0AKCogq0CZTZ+091RVFXa/DGcw9s/foKzg0X0OPLPfGXVGx9BMLVZNy8f5QzLiOi+jqEFhhggDbxzQIBFzwPHDH/4QixcvxsGDB3HBBRdAlmW88MILqK6uxttvv43f/va3yTxPIqJ+KVVT3BVVRWtAhiMQ+2aUkKxi69dubKx0oNYT/a5Ru8IMEbeMs+Lq0dkw9uKCSacRYDWIMBs0vKNEMeG1CBHFYs30Atz0v8fgCioIyyp0GgF5JhFrphck5f0kRcUxj4SAHHsVWWVzAEvfa8JXMVRMfn90NpaV5yFLH/tnrkaItKNYejkLi6i/iTnguOKKK6DRaLBhwwb87ne/AwA888wzOOOMM/Cb3/wGl1xySdJOkoioP9pR7cainQ3QiwJsBg3qvRIW7WzA4zORsJBDVVW0BRW0BGTsrPXg6Uonaj0ShmVpcfP4HMwozjzhOUFZwV++dOOpKifqowwx62xophY/HZ+DeaPMvdpkYtJG1rzGc6FGBPBahIhic1lpNp65ZGhKWkL9koJjHglyjC0pIVnFxkoHNlY4EG1ER75JxMoL8jFj2Imf5d0x60Xkm0QO56ZBKeaAAwAuv/xyXH755fB6vfB4PMjOzkZGRnxlUkREg8XavS3QiwIyj7dvRLanKFi7tyUhF1mekIJmv4SQouKdOi9W7G6GXhRg0Quw+2Ws2N2M+85HR8jhlxS89IULv69yoskfewltSZYWt06wYvbp2T0ONgQA2XoRVoOGZbLUK7wWIaJYJLslFAAcARnN/thXwH7uCGLpe00xbSa74vQs3HNeXlzbyPQaAQUZ2l61jRL1d3EFHJ988gnq6upw+eWXIzMzcsH81FNPoby8vGNVGxERRRx2hWEzdL3IyNAKqHb1boq7X1LQ7Jfhl/5TCvt0pRN6UYBJGwkgTNr//H55gQkvfu7CM/udaA7EHmyUmnX42QQrZo3IgraHd4FEQUCOITJfg3eSKBF4LUJEfU1RVTT6JLhDsbWkSIqKp/c78btPWhFt9rfNqMEDU/NxyWlZMZ+PACDXpIXVwM1jRDHHe2+//TYWLFiAXbt2dfn9yspK/PCHP8Q777yT8JMjosFrR7UbM/9SjRHPfImZf6nGjmp3X59S3EaYdfBJXe/r+CQVpWZdj14vJKs45gnjqDvcJdwAgFqPBOM3bvLoNCo+aw1h5l+P4OGPW2ION0ZZdPjNhQV4bXYJrhqZ3aNwwyhqUJShxekWHXJNWoYblBC8FiGivhaSVdS4wjGHG4faQrhuRx0e+Xf0cOOS4Zl49cqSuMKNTJ0GpWY9bEaR4QYR4gg4nnzySdxwww1YuXJll99/7LHH8NOf/rSjF5aIqLfaZ1fUe6Uusyv6W8ixuDwXIVmFN6xAVSO/hmQVi8tz43odWVHR5JNwxBWC5xRXR8OytGjPL2RFRZNfxpdOCa6wAmcwtouwM616PDqjENtnl2DW6dlxhxKRNhQNhmfrMNysg9nAiy1KLF6LEFFfcgVl1LjDCCnRm1IUVcWzB5y4anstPm0OdnusWa/Bw9ML8Ni3C5Friq3AXqsRMDRTh+IsHTeQEXUSc8Dx5Zdf4rrrrjvpY3PnzsXXX3+dsJMiosGt8+wKQYj8qhcFrN3b0tenFpfLSrPx+MwiDMnUwhFUMCRTi8dnFsXcE6we34xy2BWGM9j9dpSbx+fALymo80j4whmG3S8j1lnuY216PPGdIvz9imH4XmlW3BtNREFArlHECIseQzJ1vdqsQtQdXosQUV9Q1ciNhgafBCWGYaJH3WHc8PoxrP6oBcEok0S/VZyBV2eXYPbI7JhuCggArAYRpWYdh3UTnUTMMzgyMzNRV1eHkpKSEx6rq6vr6IMlIuqtZM2u6As9HXLmCspoDsiQYrhL1OKX8LYUlQAAIABJREFU8FFDAK1BJeqFVGcT8wz4+UQrvlWc0aNKC6OoQY5Bg2w9e34pNXgtQkSpFpZV1HtjWwGrqipe/MKFh/e2nNCi+k2ZOgHLzs3D90fFFmwAkS1kBSaRw7qJuhFzwHHJJZfg3nvvxZIlSzBhwgRkZmaira0NH330EdatW4fvfve7yTxPIhpERph1qPdKx7eORPRmdkWy7Kh2Y+3eFhx2hTEiQSvovOHIZpRYgoomn4Rn9jvx4hcu+KNcSHU2ucCIRROtuGCIqUfBRJZOA6tRhIkXWJRivBYholTyhJSYqzbqvRLufr8J79f7ox47tciEVdPyUZwV23WNKAjIN4kwx7FRhWiwijnguOuuu3DkyBHcfvvtXS6IVVXF1KlT8ctf/jIpJ0hEg8/i8lws2tkAQEGGVoBPUns0uyKZ2ueE6EWhy5yQx2eiRyFH4PhmFJ8U/Q5Rg1fC76uceOlLV1wVG1OKjPj5RBvOKzTGHWxoBAFmvQZWg8heX+ozvBYholRQVRV2vwxnMPpwblVV8fev3fjvD1tOOSernVEUsPicXFw3xhxzO2iOQUSeSYy7fZRosIo54MjKysLTTz+NqqoqVFRUwOPxwGaz4YwzzsCECROSeY5ENEh0rogw6wRAEOAIKihNUHVEInWeEwLgeLWJgrV7W+I6z7CsojkQ26q5Ok8Ymyud+OtXrqiT2DubPtSEn02worzQFPuTjtNqBFgNIiwGDS+uqM/xWoSIki2elhS7X8J9u+3YedQX9diz841YMz0fpWZ9TOdhFDUozGA7ClG8Yg442o0bNw7jxo1LxrkQ0QAWrZ3jmxURkaoNBU/EMZQzlXo7J0RSIgNE26IMDwWAGlcYm6oc+PtXbsTRiYJvD8vAbROsmJhvjP1JxxlFDaxGDbJ0nK9B6YfXIkQUTU/aSD0hBY0+CXIMLSmvVXvwwAf2qJvKdBrg/zs7Fz8qs8S0nUwUBOSZRFjYjkLUI90GHHfeeSdWrlyJrKws3Hnnnd2+kCAI+O1vf5vQkyOigSGWdo5EVUSkSk/nhCjHN6M4AtGDjcNtIWyqdGLbITfi6ETBd0sy8bOJVozLNcT+pOM4X4PSDa9FiChe8baRqqqKZr8MRwwtKa0BGSv22LGj2hv12LG5Bjw0rQCjrbFVbZj1IvJNYtxr2onoP7oNOCorKxEOhzv+d3d4h4+ITiWW8KK/bU6Jd06IqqpwBhW0BuSod4a+coawocKB16o9iGGJCoDI2rjvlWZi4XgrxtjiCzY4X4PSGa9FiChe8dw0kRQVxzyxtaS8VePFfbvtaA50H4RoBeBnE624dbwVuhjCCoMooCBDy5sLRAnQbcCxc+fOk/5vIqJ4xBJe9JfNKe0uK83G4zMjF1HVrnC3c0LagjJaYlj5erA1iA0VDrx+xBu1uqOdRgD+X2nW/8/encdHVZ+LH/98z5kl60wWSICwBJUIAQQtVih4tbiVeyu1rdfdWrW9uPGrS/Fad23rUqm02hb13np7616pt9X24kq1ekXQuhB2kT1A9slMZiaznHN+f5xMSEKSmSSTDZ7369UXdc7MmUWZ853n+yxcfVw+x+SltkOUIP01xHAgaxEhRE+lumkSjJkcCCYvSfFHDe5bW8f/fBFI+txleS4enFdEeQpZlLpSFGbo5GVIOYoQ6ZJyD46rrrqK++67j4KCgv58PUKIw1AqwYvhMDmlowWlud2WzzRF7ZGv0SSBjQ11EX7zWQNv7kme7pqgK1h4VC6Lpucx0duzwIb01xDDlaxFhBCpSLbu6ElJynuVIW57v5oDoe7vqyn43tQ8Fs8swJVCNqTXZU9HkXIUIdIr5QDHhg0bqKyslEWFEKLHUgle9CQjYqgLt4x8DScZ+fpZTTO/WdfA23uTd19PcCj45jG5LJqez7jcnmW3SH8NMdzJWkQIkYru1h1x056SkuwaHYyZ/OyjOp7f6k/6fKUeJw/OK2JmCk29pRxFiP6VcoDj3nvvZdmyZVxyySVMnToVj8dzyH0yM5OPIKysrOSBBx7gww8/BOCkk07i1ltvpbi4mC1btvDTn/6UjRs34vV6Oeecc7juuutadxhfffVVli9fzu7duxk3bhzXXXcdZ555JmBHYh999FFefvllfD4f5eXl3HHHHUyaNAkAv9/PPffcw5o1azBNkzlz5nD33XeTmzv8fjwJMdykGrxIlhEx1EXiJrXNBsEkM1w/qgqzfF0D7+0Lp3xupwbfPsbDv03PoyQn9cCG9NcQh5N0rUWEEAOnN9NM+qqrdccpJdns8seSlqSsPRDmR/9Xzd6meNLnumyKlxtOKEgasNBaylHypRxFiH6VcoDjxhtvxDRNVq9e3eV9Nm3alPQ8V111FcceeyxvvvkmkUiEG2+8kTvvvJNf/vKXLFq0iG984xssX76cffv28f3vf58RI0Zw4YUXsnnzZpYsWcKyZcs4+eSTee+997jhhhtYsWIFZWVlPPvss7z00ks8/vjjjBs3jieeeIJFixaxcuVK3G43t99+O8FgkD/96U8opbj55pu58847WbZsWaofgRCiD4Z78KI7cdNOdfVHu05ftSyLNQea+c26etYcaE753G5dcV6Zh+9NzWNUduqTvaW/hjgcpWstIoQYGD2dZpJOHdcddeE4e5u6b1zeHDd5+ON6fr+pMWkvrLE5Du6fW8SXRyUPqua6NEZmOnBIOYoQ/S7l1fIVV1zR51ptv9/PtGnTuP7668nJySEnJ4fzzjuPO+64g7fffptwOMzixYtxOBxMmjSJSy+9lOeff54LL7yQP/zhD8ydO5fTTz8dgNNOO405c+bw4osvctttt/Hcc89x2WWXceyxxwJw7bXX8swzz/Duu+8yc+ZM3njjDVasWMGIESMAuP766zn//POpr6+XVFchRK8Ypj3y1RfpeuSrZVn8374wv1nXwD+qUw9sZOiKC4/1cMXUPIqyUg9sSH8NcThLx1pECDFwhsIIeKOlJCWUQtnov79XzY4UpredX+bh5lmF5Di7z9pwanY5SnaS+wkh0iflVfPixYupr6/nrbfeYs+ePTQ2NpKXl8fRRx/NGWeckVJKqMfj4f7772932/79+ykuLmbDhg2UlZXhcBx8SeXl5SxdupRIJMKGDRuYN29eu8eWl5ezevVqmpub2bZtG+Xl5a3HnE4nZWVlVFRU4Ha7UUoxefLk1uOTJ0/Gsiw2bdrE3LlzU/0YhBACy7JoaBn5anaR5mpZFu9UhvjNZw18VhtJ+dxZDsU/lWRRHYrz+q4gG+siXDk9j1NKsrt9XG5LGUqG1PSKw1g61iJCiIEz2CPgm+Mm+4LxbqeYRQ2LX31Wz3+s9yUdzV6cpfPTrxRxcklWt/dTQEGGTkGGLkFZIQZYygGONWvWcM011xAMBnE4HGRmZhIKhTAMA4/Hw/Lly/nSl77Uoyffvn07y5cv5+6772bt2rWH1NLm5eVhmiaNjY34fL5Djnu9XhoaGmhsbMSyLLxeb6fHfT4f2dnZ6PrBmjen00l2djYNDQ09es1CiCOXZVk0RkzqI12PfDUti1V7Qvzms3o21EdTPneOU+PSKV4m5Tl5+B/1uHSF16WoCRvcu7qWO+dwSJBDUwqvy24cKmmv4kjQH2sRIYaawehZ0V8GcwS8r9mgJhzvttRkU32Em9+rZmtD8uv1OUfncNuXR+Bxdd9DI9upUZTpkL5XQgySlLf67r//fiZPnsyf/vQn1q9fz4cffsiGDRtYsWIFRx11FD/5yU969MQVFRVccsklXH755Zx99tmA/eOhO305nuyxQgjRnUDUYJc/RnW4850g07JYubOJc17Zy7V/O5BycMPr0lg8M5+/nTue648v4IUtfly6ItOhUMr+06Urflvha32MS1MUZTo4yutkZJbU9IojR7rXIkIMNYmeFfuD8XY9K1buDAz2S+uVJbMKiRoWwZiJZdl/9vcIeNOy2B+0r9ddrf7jpsWvP6vn3L/sTRrcKMzQ+fVXR/HgvOJugxsOTTE620FJjlOCG0IMopQzOL744gteeOGFdmUeANOmTeO2227j4osvTvlJ3333Xa6//npuuukmLrroIgAKCgr44osv2t3P5/Oh6zp5eXnk5+fj8/kOOV5YWEheXh6apnV6vKysjIKCAoLBILFYDKfTjhjHYjGCwSCFhf33BSuEGP5CMXvka7PRee2uYdqBjeXrGtjWmHrKbZ5b4/LyPC6Z7CXHdTDWvLcpjtfVfmGUoUNlU5wsh52tIbW84kiVzrWIEEPRUOhZkU4DPQI+aljsa4oR7abWZJsvyr+/V836uuTlowtKs7nzpJEUdDP5RAF5bp3CTF2aegsxBKQc4Bg5cmRrcKAjl8vFyJEjUzrPZ599xg033MCDDz7Y2jAU7MXJ008/TTQaxeVyAbBu3TqmTJmCy+Vi2rRprF+/vt25KioqmDFjBm63m0mTJlFRUcGcOXMAiEajbN68mX/7t39jypQpKKXYuHEjM2bMAGD9+vXout6ub4cQQiRE4iY1YaPLpmRx0+IvO+zARk9qiQszdK6cmscFx3o6DVSMzXFQEzbIbPPtHDXh6DwnY3P7P6VXiKEsXWsRIYaqwe5Z0R8GaopaIGpQFeq6N5ZhWvxuYyO/+KS+2wAI2JsQd500kn+emNPt/TIdGkWZOm7pfyXEkJHy38bvfe97PPbYY0Sj7dO4mpubeeyxx7jyyiuTniMej3PrrbeyePHidsENgFNOOYW8vDweffRRQqEQmzdv5qmnnuLSSy8F4IILLmDNmjW88cYbRKNRVq5cyUcffcQFF1wAwMUXX8xTTz3F1q1bCYVCLFu2jKKiIubOnUtBQQELFizgF7/4BXV1ddTU1PDwww+zcOHCQ/p2CCGObDHD4pnNPk55cSezn9/Bd16t5J3KYOvxqGHx4ud+vvY/u/n396pTXnR6XRq3nljIW98ez5XT8rrMwrhyeh5RwyIct9CVHUgJRA0aIiYTn/yc+St2DttUZSH6Kh1rESGGsokeJ6F4+x/fA9WzYriyLIvqUJz9wXiXwY1d/hiXvLaPn/2jLmlw46tjs3hl4bhugxu6UhRnORiX65TghhBDTMoZHBs2bOCTTz5h7ty5TJ06FY/HQzAYpKKigszMTEzTZM2aNQAopfjFL35xyDk+/fRTtm3bxtKlS1m6dGm7Y6+++ipPPPEEd911F7Nnz8br9fLd736Xc845B4BjjjmGZcuW8fOf/5wbbriB0tJSHn30USZMmADA+eefT21tLVdccQV+v58TTjiBxx9/vHWn55577uGee+7hzDPPRCnFGWecwR133NG7T00IcdgxTIu6ZoOXt/u5Z3XtIU0+f3SSRU3I4IkKH/uC8ZTP69Ds4MZRHieXleclvf9Z43MpcOv86tN6dgXi5DrtXhxRw2pXj/2r+QzLdGUh+iIdaxEhhrIlswq5btUBwCTLoQjFrX7vWTGcxU2LfU3xLstITcvi2c1+ln5cRzjefWAjx6lx25cL+ebRud1OPvG6dEZk6ujS/0qIIUlZKXbfnD9/fuonVYq33nqr1y9qMO3du5fTTjuNt956i7Fjxw72yxFCpKi3XedNy6Kh2c6QMC2L77xa2VIiolqPV4cN/FGTWOfrp045NRiRoZPn1lCAP2rx1rkTOr2vAnK6GPM6f8XOlg70B28PxkxGZztYdW5p6i9IiD4YKtfGI2EtMlQ+azF4EtezgehZMZyFYib7g3GMLn7KVDbFuPX/avjgQDjpub4yOpP75hYxOrvrvV+3rijKcpApGRtCDIpUr48pZ3CsWrUqLS9MCCHSLdF13qWrlLMcEiNf65qNdoujRJNP07Kob7aPJ9n0acetKzxOjZGZWusOUDhuUZJz6NetrhRet0aeu+sxr4djPbYQvSVrEXEkGKieFcNZXThOXbPR6THLsvjjtgD3fVhLMNb9BTzLobh5ViEXlHm6zNrQlKIwsWEhTUSFGPJSDnAIIURv9Dazoid62nU+EDWoCxud1uGOztLZ7o/RGDUxehDYOMrr5Orj8slxKu54v4btjTHipl2ikuPSuOXLB9OL3boi362T6+p8sdT2M/NFDOKmSXHWwfprqccWQgjRlYG47g4Ww7TYH4x32QC8KhTnjvdreKcylPRcs4oyeGBeEeO6aeCd69IYmSnj2IUYTiTAIYRIi84WVECPMyt6+hwLSnNTznLobuRrIGrw1CY/m3zRpDs+bZXlubh6Rj5njc9G1xTvVAaxLAsUKAUoezcJ7Pre/Ay92/TWe9dUc//aOgzLwq0r3BocCNqvtyjTIfXYQgghutRdRiMwrAMf4bhdkhLvZHPCsuzJZj9eU0tjtPt6UreuuPH4Ar5T7u1yrKtTs5uIZslYdiGGHQlwCCH6rKsFVY5L61FmRW+e41fz7a7zdp+KgwuVtlkO3Y189UUMfr+pkd9vbCTQgyYbUwpcXHNcPqePz263QPpthQ+v28Go7IO3RQyLZzY18v1pBUnf4/1r6zAtC4eCmGkRNcDrUjTFLJyaKfXYQgghutRVRuMt71XTFDXTtuEw0OqbDWrDnTf4rm82uPuDGl7bFez0eFvHjXDzwLwijva6Oj2ugIIMnYIMXcpRhBimJMAhhOizrhZUWxuilBe0X0T0tn9Ed2UoXXWdv+GEAvYHYwQ62c2pbzb4740+ntrc2KOMjemFbq6dkc+pY7M6XfwkengoZffY0JW9W7Q7kHzyykMf1RE3LVy6fV4dMLCImDAyU2f7FZNSfp1tHc7pykIIIQ7qKqNxY32UUo8zpQ2HoXTNMEyLA6E4wS42IF7f1cRdH9RQ39z9BoVTg8UzC7hyal6X5SbZTo2iTAdOXQIbQgxnEuAQQvRZVwsqsDMpusqsSMdzJIIlOU7FVp/9/yflOblz9kgm57sPCW7UhuP8doOP57f4CfWge+jxIzO4dkY+88ZkdrurM8HjoDZskKu3n3qSynve4Y+RoSviFiTWXxp2Bkhve270pgGrEEKI4amrjEY4eF1O6GzDYShdM5rjJvu6KElpjBj8eG0tr2xvSnqeKQUuHphbxOQCd6fHHZpiZKZOrkvv82sWQgw+KSwTQvTZRI/zkGBBKG5RluckalgEYyaWZf/Z2/4RXT1HrkvjulUHiJowJd/JuBwHvohJU8yk7b2rQnHuW1vLaX/czZMbGlMObpTlOZmc76QqGOM/Khr4+75DG5dpSpHn1in1uLj9pJHETXr1nid6nORlaJgWJNZzhmVngvS250bbzBel7D9duuKhj+p6dT4hhBBD15JZhZ1ed8vyOr+GdgyeD5VrRkOzwZ5ArNPgxjt7g3z9z3uSBjd0Bdccl88f/nlsp8ENBeS7dUo9TgluCHEYkQCHEKLPulpQPXByMb+aP4rR2Q4aIiajsx38av6oXu0CdXyOqlCMnf4Ym+oiHAjGiZomMQtcusKpKX5b4QNgfzDOvR/UcPofd/PfmxppTnE0yldGZ/LDLxUQitl9MPLcGjVhg3tX1/JOpV3n69QUIzMdHOV1UpTlwKUrFpTm9vo9L5lViEvTKMrScCiIGhaaUvzoy71PD97hj6W0ayeEEGL46+oa9MDJxSltOAz2NcO0LPY1xagJx+l4tW6Kmtz+fjX/9tYBqsOdj4hNONrr5Pl/LuEHxxe0ln22lenQGJ/rZGSWo8tGo0KI4UlKVIQQfWYvqOydn53+2CGNMNOR1tr2OTbWR2iMmIzI0KgKGcRNiz3+OKNzHOQ6NTJ02OWPccf71fzPFwF60DuUfyrJ4prj8jm+KIPvvFqJS1dktiz2Mlu+Mf9rvY8Ly/LIcXUeI15Qmtur95zsc+yNZA1YhRBCHF66ugalcn0ZzGtGpKUkJdaStfFOZZDfVvjY2xQn16WoCRvUJem1oYDLp3q5/vgC3Pqh12hd2eUoHrdkbAhxuJIAhxAiLXr7o743zzF/xU72NcVw6RoNEZOoaaGAurCBS1McCMVpiln84fNAyueePy6Lq4/L57gRGa23JRqGJuiawuOCAyGjy+BGZ3rSsC3dn2NXDVhlzKwQQhxZUrm+DNY1ozFiUB06mLXxTmWQe1fX4tDs8bCVweQ7FeNzHdw/t4hZxZmdHs9z64zI1CVjQ4jDnJSoCCGGlZhh8bkviq7sVNbCDB1aelaE4hbbGmM09WAqylkTsvnT2WNZPn90u+AGwNgcB82G3YDM3VL60mzQo52sRMO2/cF4u4ZtK3emHnzpi76UzAyklTsDzF+xk4lPfs78FTsH7PMRQghxUH9cM7r7frcsiwPBOFWh9iUpv63w2eUqwTj1keTBjYuP9fDns8d1GtzIdGhMyLVLSSW4IcThTzI4hBgihtJYtqHIMC3qmg0aIwYl2Q5qwgaZDnv0m1NXPZqIooAFpTlcfVweZfntG48lUmIrg3G8Lo2maByX7iTLoXrVJLW78bYD/e839U9oYA2lrv1CCHGkS2cm4cqdAa54fR/+iEnMtKgOxrni9X08eeYYThuXw/5gjEiH3lgRw2RDfSSlzYrR2Q7unzuSOaOzDjnm0BQjMqQcRYgjjQQ4hBgC5Ade10zLoqHZoCFiYlr2YufK6Xnc/l4NB0JmjwIbmoKzJ+aw6Lh8jva6Djn+TmWQn3xQS4ZDUZSpE4pbaJqGS4OGiNmrnhjJxtv2t+7+2wKGRFBtKAWBhBBCpM8t71VTGzZwaAqnrjAtqA0bLPl7FX9a6G69riesr4vw7+9WpRTcOHdSLj+aNeKQklGFXY5SKOUoQhyRJMAhxBAgP/AOZVkWvohJfbOB0WYBtK62mec2+6lu7r6DelsOBQuPzuWq6flM6KS8RFMKj0vjmU2NZDm1Dv8eAKUo9TjY4Y+1jsrr6t9Lx0wcj9POLombJlUhg4hh4tAUx3gHpslnV/9t3dKygBwKQbXBDgIJIYToH1sb7JJSLXE5xUIDPvdF2wU3YqbFY+saWL6ugWTDzkZm6vzkKyM5dWz2IceyHFrrVDMhxJFJAhxCDAE7/DF0ZbG1IU7EsHDriqIsrd9+4A31chh/xKCu2WjtpA7wcXUzv1lXz7uV4ZTP49TgW8d4+P60PMblHgwotHZmD8aZ6HHy7ycW8vWJHnYF4of80I6ZJtt8cY7JcyUNBHSWLeGLGIRjBiHDXuAp7PGv1WGDlTsD/f65dxU82FgfpdTjHBJBNZn0IoQQh7GWr3bLsrAAS7XeBMCWhgi3vFfNxvpo0lN9fWIOd5w0grwOZScOTVGU6ehRA3AhxOFJAhxCDAEel8bGuggOTeHQ7J2MXf445YXu5A/uoaFcDhOMmdSG4+3qcT88EObX6xpYvT/1wIZLU/zrpFy+Pz2f0dntv+YSZShuh6IoQ6M2bPCDv1WhK9XpD+39TUbK2TWdZ0tAIGbiVBC3wK0rirN1HEoNSDChq+AB2IGOtgYra0ImvQghxOGpLM/JpoYolmVPOzMBy4KjvE7ipsWTG3w88ml90nHu+W6Ne+aM5KwJOe1uV0BBhk5Bho6SchQhBDJFRYihwbJQCiyslh0O+5+x0t8Wsu2PcKXsP126ai29GAzNcZM9gRiVTXazMcuyWL0/xCWvVnLJa/tSDm5k6IrLpnh589vjuXP2yEOCGzlOjadbylA8Lh1N09q9/yWzCokaFsGYiWXZf0ZNi9FZ7XeKugoE7PDHOg0aNMctJhe4mD7CTVm+C69LH7BgQqfvybAoy3cd0r9ksLImhsukF3H4qKysZPHixcyePZvZs2fzgx/8gKqqKgC2bNnCd77zHWbNmsVpp53Go48+itXmu/jVV1/lG9/4BscffzwLFy7k9ddfbz1mWRaPPPIIp59+OrNmzeI73/kOn3/+eetxv9/PTTfdxLx58/jKV77CTTfdRCAgE4PE4ev+eUXkuRSasqed6Qq8LsUlU7xc/GolP/84eXDjjPHZ/PUb4w4JbuQ4NUo9LgozHRLcEEK0kgCHEEOAP2YxPseBS9MwLHBpGuNzHAR6MO40VV39CB+MnfuoYbGvKcbuQIxw3P4B/vfKEBeurOS7r+/nw6rmlM6jgByn4q1vj+fWL4+gOMvR7pjXpVPqcTEmx8nuQPyQ9x8zTFbvD3PNqgPkOBUuXbX+0C4vcOHU239Vtg0EtB1/54sYVIfjh9w316UNWjChq+DBA/OKOg18DFbWxILSXFadW8r2Kyax6txSCW6IfnXVVVfhdrt58803+etf/4rP5+POO++kubmZRYsWcfzxx/POO+/w2GOP8cc//pHnn38egM2bN7NkyRIWL17MBx98wA9+8AN++MMfsnXrVgCeffZZXnrpJX7961/z97//nRNOOIFFixYRiUQAuP322/H5fPzpT3/ilVdeaX1eIQ5HMcNiamEGP51XzIwRGRRnOTiu0M3pE3L46do6Pq2JdPt4j0vjoZOLePTUYgozD17XnZqiJMfJmBwnTum1IYToQAIcQgwBEz1OnLpGWb6L6SMyKMu3f1T3xw/giR7noO/cx02LqmCcnf4oTS0/sFftCXLuXyv5/pv7+STJoidBA0Zk2MGgqQVuRrRZAOlKUZChc5TXRXH2wYZjHd9/Y8Rgd1McDShwa0RNaIqa/Hr+KFadW8oDJxd3GQhIlPvsD9q9O3IcigNBg6pQrN19bzihYFCDCZ0FDyRrQhyp/H4/06ZNY8mSJeTk5FBYWMh5553Hhx9+yNtvv004HGbx4sVkZ2czadIkLr300tYAxx/+8Afmzp3L6aefjtvt5rTTTmPOnDm8+OKLADz33HNcdtllHHvssWRlZXHttdcSCAR49913qa2t5Y033uDGG29kxIgRFBYWcv311/Paa69RX18/mB+JEGkXiBrsCthZmaeUZPP7r5Xwu7PGgFK8sDVAc5JOoieXZPKXheNYeFRua3ZGohylbf8oIYToSHpwCDEEDGQPgsHsd2BaFvXNBg3NBlbLP7+xO8jydQ1sSqG5WII9Ak6jKENO+fqaAAAgAElEQVQjZimihsWV0/MAu/9GfoaOx6V1mrLa8f3vC8axLBjjcbSU7LTvsWEHAuzSnp3+WLtRsfNX7GzXc6M42w4SNcUsnFr7sbInFmd2eo6O2jaA9TgVKIU/avZLM9jE+xPiSOLxeLj//vvb3bZ//36Ki4vZsGEDZWVlOBwHl0fl5eUsXbqUSCTChg0bmDdvXrvHlpeXs3r1apqbm9m2bRvl5eWtx5xOJ2VlZVRUVOB2u1FKMXny5NbjkydPxrIsNm3axNy5c/vpHQsxcCzLojpk0Bg12t32wlY/D35Ul3S0e5ZDceuJIzh3Um67a3iGrlGcpeN2dB3YGOoN1IUQA0MCHEIMAd39iB7Oz5XQceSrYVq8uquJ5esa+NyXemlMnlvj8vI8Sr0Ont3kp7IpTkmOzpXT81gwIZf8DD3prk7H929aMMHjwOs62GejY8lOV4GAziaUFGU5cEZMtl8xqfPPopvX1rYBrI7FpoYYVsvrG0rNYIU4nGzfvp3ly5dz9913s3btWjweT7vjeXl5mKZJY2MjPp/vkONer5eGhgYaGxuxLAuv19vpcZ/PR3Z2Nrp+8LvG6XSSnZ1NQ0ND/71BIQZI1LDYH4y1axR+IBjntvereW9f8l5aXx6Vwf1zixibczCjVFOKwgyd/Ay9m0cO7QbqQoiBJQEOIYaIgdxNH8jnajvyNW5a/HWHHdjY0YOeH4UZOpdP9XLhsV5yWgIYX5uQi6YUHpdGnlvv0cz7tu9//oqd7A8e2jcjlZKdVMebprrwatsAdmtT3B4rqxTVIZOyfAeDNcZViMNVRUUFixYt4vLLL+fss89m7dq17RqKdqYvx5M9VojhKhA1qAoZmC3/jVuWxZ+3N/GTNbUEknQRzdAVP/xSIRdP9qC1ydrIdmoUZzlwaMmv751PMZNrphBHIglwCHGYGuxUzbYjX2OmxctfBHisooHdgXjyB7dwavDDLxVyfpmHzDZpqS5NkefW8bi1douh3uhLyU6qj0114dU2IyRimOh2hUrrbthgNYMV4nD07rvvcv3113PTTTdx0UUXAVBQUMAXX3zR7n4+nw9d18nLyyM/Px+fz3fI8cLCQvLy8tA0rdPjZWVlFBQUEAwGicViOJ12EDQWixEMBikslJHIYniyLIuasIEvcrAkpTYc587VNby1J5T08cePdHP/3CImel2ttzk0xchMnVxX91kbbXWWUSnXTCGOTNKhR4jDUMfml4mMgZU7+38cYXPcZG/LyNdA1OSFrX5OeXEXt75fk3Jww6HBqEyNogyd75bntQY3shwaJTlOSr0u8jL0Pgc3oG8jSlN9bKqTa9o2QHXrGib2WD13S3bKYI1xFeJw89lnn3HDDTfw4IMPtgY3AKZNm8aWLVuIRg/2BFq3bh1TpkzB5XIxbdo01q9f3+5cFRUVzJgxA7fbzaRJk6ioqGg9Fo1G2bx5MzNnzmTKlCkopdi4cWPr8fXr16Preru+HeLI1nYy1/wVOzu9bie7TyrnSIeYYbEnEG8X3Fi5s4l/+fOepMENewOjgGe+VtIuuJHvtpuI9iS4AUOjgboQYmiQAIcQh6G2GQN240wNl6546KO6fnvOWEvt7e5AjIZInGc2N3LGS7u4c3UNdc1G8hNgL3hGZ+lM8jrJcuqMzXW2jnmdkOtkbG7/dE7vy4jSVB6b6sJryazC1mkrRZkapmVPnCnK0gZ9jKsQh4t4PM6tt97K4sWLOf3009sdO+WUU8jLy+PRRx8lFAqxefNmnnrqKS699FIALrjgAtasWcMbb7xBNBpl5cqVfPTRR1xwwQUAXHzxxTz11FNs3bqVUCjEsmXLKCoqYu7cuRQUFLBgwQJ+8YtfUFdXR01NDQ8//DALFy48pG+HODKlsjmR7D4DtcHRFDXZFYjRbNjlJw3NBje8U8X171Thi3RfkjK1wMX/fH0c35+Wj95SfpLp0JiQ62RklqNXmxdtr59DYfS5EGLwSImKEIehgUzVNEyLumaDxohBKG7ywhY//7nBR004taAGwMhMnbhhkefWyHQomg2ImRbXn1DARK8rpfrb3hioMp5US1k6NkCdku8CpQhE7ewQ6QgvRN99+umnbNu2jaVLl7J06dJ2x1599VWeeOIJ7rrrLmbPno3X6+W73/0u55xzDgDHHHMMy5Yt4+c//zk33HADpaWlPProo0yYMAGA888/n9raWq644gr8fj8nnHACjz/+eGtJyj333MM999zDmWeeiVKKM844gzvuuGNgPwAxIHpzfUmlnDHZffq7F4VlWdSGDRraZG2s2hPkztU1Sa/7DgVXz8hn0fR8nC3XdYemGJGh43H3LGOjo8FooC6EGJokwCHEYSjV5pd9kRj56ouYBKIGz21p5MkNjSlnayRe59XH5fMvE3P4v/0hflvhozIYp9Tj5JYTC/mXiZ7kJ+mlgey43pOFl4xuFaJ/zZo1iy1btnR7n6effrrLY6effvohmR9tXXvttVx77bWdHsvJyeGhhx5K7YWKYau315cd/hi6stjaYPevcuuKoiyt3eZEsg2M/tzgiJsW+5rirVkbgajBfWvreOmL5NkhZXkuHphXxNRCN5AY965TmJmeclOQ66cQwiYBDiEOQ31pnJlM25GvjRGDpzc38l8bfUlTUttyajAh18nLC8e1pqeeOT6H8yd5yXXZZTX9LbHLFTctPvfFiRgmDk1xy7tV/TaeVxZeQghx+OttFoXHpbGxLoJDUzg0O5Nxlz9OeaG7NSPkQDBOdQjGZDvwtmQ9JDYwVu4M4IsY7A3EyHRoFGfreF16WjY4gjGTA8E4RsuUlPf3hbj1/ZpDppB1pCn43tQ8Fs8saJ12lunQKMrUcTvSW3I62M3VhRBDgwQ4hDgM9UeqpmVZ+KMmdc0GdeE4T21q5L83NeKPph7YcOt2Pw2ngptPLETXFFkOjYIMnax+6K3RnR3+GDoWe5riKAW6AsOy2FgfZeXOwBG1KJJFoRBCpE8qmRidsiyUAgsLywILe5KWP2Jw+WuVBGL2uHXDgu2NMSZ6LJy6RtSwOHVcFtetOkCOQxGK2ZO4djWaFGebuDStTxscdeF4a3ZmMGby0D/qeG6LP+njSj1OHpxXxMyRGUD6ylE6M5BZmUKIoU0CHEIcptKZMRCIGtSFDapCcX630cfTm/00JZlr39YEjwO3UgRjJmNznXxveh5nT/SQn6G37ugMtIkeJ2sOhFuCG/ZrUBa4NNJWqzwcyKJQCCHSq7tMjO74YxbjcxxUh00iholb1yjK1NjdZGdJaMrOgFQWxE3YHYgzrySLJbMKW7NG8jOcZDg0qkIGzYZJU8zi2QWpTQZra+XOAD/7sJZtjTFKsh1cOT2PbIfGLe9Vs6cp+US0y6Z4ueGEAjIdWr+Uo3TU371HhBDDhwQ4hBBdCsZMasNx9jXFeHJjI89ubjxkGkh3jh/p5urj8vmnkiyUUjg0RZ5bx+vSWktTBsuSWYUs/PMedAUoexyraUFJrt4vzViHKlkUCiFEmnWRiYHV/fUz0T+rLP/g8jwYMzFMcOoHg/FOBZqyUChWnVsKwDWrDrT23vC6dbxuHcuyaIiYvQpuXPPWfjSl8DgVVaE4N75dRTBukWwFUJLj4IG5RXx5VCbQf+UoHQ1kc3UhxNAmAQ4h+tlwTP8Px01qwwa7/FF+u8HH81v8NBupBzZOLM7g2hn5zB6ViVKKDF0jz60NWH+NVCwozaW80M22hihxE9y6ojhbx6EUo7OPnK/GgVgUDse/A0II0VtdZWIEYt1fR7vqn6UrWqIk9v0MC6KGHUCZv2InS2YV9qi5eLLv5PvW1qIpRaZDEYqb7AvGSaUa9fwyDzfPKiTHqaErxcjM/ilH6cxANFcXQgwPA1v0LsQRZqDm0afDyp0BTnlxB+P+cytfeX4Hl71WyWl/3M3vNjamHNyYPSqTp84aw9NfK2HO6Cw8bp1xuU7Ge5x43PqQCW4kPDCviFHZDo7yOpmU58ShVNqasQ4XEz3OQ7Jy0rkoHE5/B4QQIh0mepw4dY2yfBfTR2RQlu/CqWtJv1ft/lmjGJ3toCFijwf/1fxRTCl0Y7RkGRqWRcQ4mEmxZn+YK17fx6njsogaFsGYiWXZf3Z2PevuO9kwLSqbYuxojOHWLKpCcXb4kwc3irN0/uP00dw7ZyQ5To08t85Er3PAghtgB4dSef9CiMPfkbNNKcQgGC7p/y9v97N41QEsIBg12ZtCfW1b88Zkcs2MfL5UlImuFB6XRn6GjmOQy1CS6Y9mrMNNf07cgeHzd0AIIdKlL9+rXfXPuuL1ffgjJqE2k9hdGphAbdjgj58H+NX8UUmvZ119Jz/wYS3H5ruJmxb5bo2tvmhKWRvnHJ3DbV8egcelk6FrFGf1fzlKZ+R6LoRIkACHEP1oqNaEJtJTtzdGKclxsj8YoyFiJE2f7eirY7O4+rh8ZozMwJXor+EeOmUoqUhnM9aOab+njsvi7T2hTtOAh0rZRn8vCofq3wEhhOgv6f5eXVCay5NnjuGhj+r4294QCrvZaGITQVewtSGa0vWss+9klwbbfTGa4yZPVPjY1BAlWeJmYYbOvXNGcvr4bHSlGJGpt46tHWw9W8kIIQ43EuAQoh8NxZrQlTsDXPvWfnRN4VCwrraZph4GNs4Yn83Vx+UztdBNlkPjw6oQj37aMOg/1gdTx2kkn/sivFsZYlSWTlGWo910EmBITS5JZ5Cno6H4d0AIIfpbur9XE+fLfHQTFlZrw1GgtTdHKtp+J1uWRdyEpphFQYbGBf9bSUVdJOk5zpqQzd2zR1KQodvTUTL0QW8cLhPBhBAJ0oNDiH401GpCLcvivrW1xEyoCRt84Y+nHNxQwILSbF5eOJZff3UUXxmdxYRcJxV1zfzw79VHfI+Ftmm/SikaIxaagsaohVL27S5d8dBHdYfct+2xnlq5M8D8FTuZ+OTnzF+xc8h97kPt74AQQnQ01L9H2yrLc7b24rAsC8OyMC379oTu3k/iOzkQNYi0/FnXbLCxIZo0uJHlUDz8T0X88pRixmQ7GZ/rpCjLMejBDTj0GtyX66oQYniTAIcQ/airhmEDvZtgWRa+ZoP/3dnER1XN7A3GaUyluBbQFJx9VA5//cY4fvXV0XxldBZHeV0UZztwO7QBXVQM5UXoDn+MLMfBRV6kpfN9xDj4OSdKMzret+2xnhgODTyHyt8BIYToTLq/R+9dU03+8s04frmR/OWbuXdNdVpf7wMnF1PgtqeUGJY9OrbArfHAycVA8vezoDSXB08uIt+tUxc2qG02aIyaxFNYEozO1ll4lIdR2Xbz8IxB6LXRlXRdV4UQw5+UqAjRz/or/T/VHg6BqMHf9gR55NN63toTSvn8moJzjspl0XF5HJvvJt+tdzrmdaB6LKQz/bQ/+l90LMVw64qIYeHWD342bUsz0lG2MVwaePZnCYwQQvRFOr9H711TzY8/qEVTdl+LUMzkxx/UAnDnSUUpnSPZ9WlBaS7/dVZJp/09Vu4McNHKSgIRExQoBZm6htdtbzp8bUIOVSGDaYVuzirN4aF/1BGOp5bFqQF7A3FKPc5+zdjo7fVZyiGFEAlDJ/QqhEhZKjtOwZjJ/2zzc/af9/CNV/amHNxwanDepFxe/+Z4HvnqKOaNyWaCx9XlmNf+HjOa0HYR6o+aVDbF2dMU46KVlT3aaeuvrIeOpRhet8K0wOtSh5RmpKtsQ3ashBCib3b4Y8RMk60NUSpqI2xtiBIzzV59jy77uB5N2c0/lVI4NIWm7NtTker1aUFpLqvOLWX7FZNYdW5pa3DjulUHCERNDFpGyprQbJhUBQ021DWzOxBjc30zV76xn3vX1KYc3AB7WosJ/R7c6O31WcohhRAJEuAQYhjqriwkHDdZ8bmfs17axbf+spd3KlMPbFx0rIc3vjmeR04dzckl2ZTkOMlydv81MVCLisSP+caIwe5AjKhpoizwRUwW/nkPM57altIiqL9KajqWYkzKc3PH7BFMyncfUpqRrrKNgQouCSHE4crj0tjljxMzLRwaxEyLXf44ua6eL5EDURO9w+9/XUFTiiWhfbk+JR6bkPh/iWkoobjJs5sbOfvlvby/P5zS6+koyXKgz/ry/qUcUgiRICUqQgxDnZWFuDWL9bXNnLpiJ2sPNKd8LreuOK/Mw1XT85lc4Mbr0nq0QzNQs+cT6adVIQM7kUQRsyw0QNdgW2MspZKV/iyp6awU486TUr9vTy2ZVch1qw4AJlkORShuETUsTh2XxfwVO4/oqTZCCJESy0IpsLCwLHvEqFL27T2V69IIxUzaJtYZFuSkGCzpy/Wp9bEtLzsRUkm8jYgBt75fk/Q8XyrKYJuvmUDUPkfirWhAbj9HOHb4Y+hYbG2KEzFM3LpGUaaW8vVZyiGFECAZHEIMS2137g3TpD5ssNkXp6bZTDm4kelQXDHVy4PzRrKzMcpFK/dy7l/28Pruph6/ns7SZdMtkSnSbJhoQMywsACnrtCAuGmltNNzOGU9dLZjddlUL/+9oXFINx4VQoihwh+zGJ/jwKVpGBa4NI3xOQ4CPRyfDnDDCQWYln09skew2hNObjihIKXH9+X6lHisq2MKCXagIpYkicSlKW6ZVchzC0o4bkQmY7J1cp0aTg1ynBqjs3XKCzNSeh+95XEqdjfFiZp2JkzUNNndFCfX2X9lMUKIw48EOIQYhpbMKqQ5ZrCvKcbmhhg7AjEiRmqLsWynYtH0PD44v5SvT8zhkU8aqAkbFGboaf8xnM6pJ4kf89lOjZhpb1K5dTv91wTcupbSTtfhVqfbMbj09p6QjMoTQogUTfQ4ceoaZfkupo/IoCzfhVPXehX0vvOkIu6YPYKslutUllPjjtkjUm4w2pfrU+KxRi8yT6YXuvnT2WO5/vhCjs5z8aMvj8Cla5TkOJhW6KYkx4FL11J6HX267iuFYULMgGbD/tMwaUmpEUKI1EiAQ4hhpjlusr8pjqEU+0MGzSkGNnKdGtfOyOcfFx7FI6eO5riRmTz6aUO//Rjuj2aeC0pzeXZBCeNznWTqCiwwLDutuDhLT2mn63Cv05XGo0IIkbp0B71PLM7k+JEZFGTYS+zffNaQ8g/9vlyfEo/tSSjAqcH1xxfw0tfHcsrYbIqzHWhK9fp19PW6fyAYQ7Mv7a3/0xRUBeX6JYRInfTgEGKYaI6Z/H5TIz//pI6tDdGUH+d1aVw+NY/FM/KZ4HG166+Rjn4UXY10668RpomeH7e8V83GugguTTE6W8ehqZQXpems0+2PkbN9IaPyhBAidensI5X4gR81THwRuyYkGIXPfZGUx5r39vpkmBbjc53kuDQizcmbmh6b7+Jn84r4ypgsCjMOnZLWm9fR1+t+1LQDGm3LbOKmRSS1Hq1CCAFIgEOIIS8SN3lyg4+ff1zHF42pBx7y3Rrfn5bPdTMKGJvr6HLEa19+DN+7ppr719ZhWBZuXRE3zNZF3EA080wEF3b6Y4zOdgx4cCGxmHXpqt1uVSqL2P7SVePR4VqCI4QQ/S1dQe/ED/yasN24VFf2uPDGiEVJjupzgD+hY2B98cx8fBGTW96rpi5JcENX8G/T87nx+ELG5TpwO9KXzN3X675bVwSj9ohbTdl/WpZ9uxBCpEoCHEKkYDB26SNxkyfWN7Ds43p29CAoMCJD5+rj8rlmRj6jsrsPVPTlx/DKnQHuX1uHaVk4lD1arzpsUJRpL/I6Bk8aIwb7gnFMC+av2JmWz3CwO6b3V5ZKXwzUVBshhBDtJX7gRww7yNBs2iWUEcMiZpppCfB3DKzv9ke59NV9BOPJy1WP8jr52bxi5o/LJj9D7/Nr6aivmyblBW4+90VojFhEDHvjZESmxqQ8d9pfqxDi8CUBDiGSGOhd+ua4yWPrGnj4kzr2BOIpP644S+faGQVcNyOf/IzU/mr35cfwQx/VtU4uAdABAwtf1F7E/Xr+qNbgScywO6FbFkzwOIZEpkM69GeWSl8MduBHCCGORIkf+LpShA2rtR+GAnb545QX9v2HeiKwnuVQNERM9jbFk05IUcDl5V5u/fIIJnhcOHowCr6j7jZ8+ppBmHh8SY6SDEQhRK9JgEOIJAZql745ZvCrdXbGxr5g6oENlwaXTPbyyKmjyHYd3JFJNeuktz+Gd/hjZOiKeEsqKdhdi0MxiwbN4JpVB/C4NLAsdvoNnEoxxuPA2/oaBzfTIR2k34UQQoiExA/0xCSTRE5FaxVILyacdLTDH8PjtAMmdSk0pxiX4+Chk4v5+lG5reuY3kq24dPXDELJQBRCpIMEOIRIor936UMxg0c/beAXn9RxIGSk/DiHglFZOlkOxdt7Q/x9X6h1ETAQWScTPU7ipkl1yF5gaQqihj2yNcdpP29i98Xr1ijJbt8HJGaarN4fZuKTnw+J5py9If0uhBBCJCR+oH/rlb1o2H04FJChaxRlagRifQ9weJyKTQ3RpFkbABcd6+G+uUWMz3V22oerp1LZ8OlrBqFkIAoh+krGxAqRxESPk1CH2tZ07NI3RQ1+sqaGCU9u45b/q045uKFhl6NML3RRnO0k1+04ZLRr20VIuse/JiyZVYhL0yjK0nAoiBoWFnYPkOIsZ7vnjRhWu8+wMWqwyx9HU6RthOxgONxHzgohhOiZBaW5zBmdSVm+i5kjM5gxMoOyfBdOXevTuiEYNbh21X4q6pIHN0ZnO3huQQm/O7OECR5XWoIbYG/4xAyTrQ1RKmqb2doQJWakp7dIOqzcGWD+ip1MfPLzlEfzCiEOP5LBIUQS6d6lD0QNHv64jkc+qae+B7PPdGX/hY1YEIyaBFwaXpd9rGNGyUD0hugslXRjfYSS7PZfK1kOhVuzAyCJz3BfII5SMKYlq2MoNOfsLdltEkII0Va61w3/ty/E5a/v43Nf8hHx507K5Rf/NIqS3PSXStrZIzE0Za9JoqbJ7iaTKfmutD9XTw3FqWZCiMEhAQ4hkkhXTWhjxGDpP+r41Wf1+HoQ2FAt/zMs0DW7mWfUtNjtjzPeA16XTnU4TlPMai338DjtBVV/94bo+ON+/oqdnfakKC/MYMmswtbP0ATG5zjwug/2DBkKzTmFEEKIvkrXuiEaN7l9dQ3LPq4j2ZCUkZk6y/6pmAsne9HSlLFxCKWwLFBK2eU3Flj2Df3zfD0wFKeaCSEGhwQ4hEhBX3bp65sNHvywluUVDQSiqQc2XBoYpt2crO3DijK1ljn3Fgea4jRnmBwIGozK0lt3LXwRw1504BjQ3hDd7Vq1/QwTgZC2pDmnEEKInkrnGPd0nquv2X2fVIf5zmv7WF8XSXrfhUfl8Nj80YzOSd81tLPPwh81meBxUB0yW8e4luToPVrb9JehOtVMCDHwpAeHEH3UVc1ndTDGje8cYPx/buVn/6hLeQGgAJeCaYVuJuY5cekaFnY66PhcJ2NyXIzPdeLSFc2GRVPMYlSWTnH2wb4XeW77nwe6N0SqPSmWzCokalgEYyaWZf8pzTmFEEL0RKIsYX8w3ud+Tuk8V18YpsW9H1Rz0vM7kgY38t0avztjDH9eOD7twY3OPguPU+HUNMryXUwf4bZ7i2h96y2SLv3VL00IMfwMeAbHli1buOmmmwiFQqxatar19rVr17J06VK2bdtGUVERl112GRdeeGHr8WeeeYann36aqqoqjjnmGG6++WZmzZoFQDQa5f777+dvf/sb4XCY448/nrvvvptRo0YBsH//fu655x4++eQTMjIyOO2007jllltwuQa/ZlAMb53VfC56Yx8zizJ5c0+QcLKc0jYUMCpLI1NX7AoYbK6PEjMtnJrCpUFRpo7XrdMYMagKGUQMixyXhltXFGUd2veiIWLy2SVHp/kdJ5fKrpWMghNCCNFX6SxLGAolDlvqm7n41X38o7o56X2/NiGb/zxjDCVpDGwkdPVZoBRRw2QoTg6TqWZCiIQBzeD43//9X773ve8xYcKEdrfX1NRw1VVXcc455/D+++9z3333sXTpUv7+978D8Pbbb/Pwww/z4x//mNWrV/Otb32LRYsWUVtbC8CyZcv45JNPeOqpp3jzzTfJz8/n//2//9d6/uuuu478/HzeeOMNnn32WT755BMeeeSRgXvj4rDVdhEQNSxqwwZ7gwav7GhKObihALdml6Q0xexyFK2l8YZq+TNTh7gFVcEYuwMxIoYJlj2OtTFiUh0efuUeC0pzWXVuKduvmMSqc0sluCGEEKJHdvhjZDna93/obVlCOs/VU6Zl8fN/1DLzmR1Jgxu5Lo3/OH00/3vO+C6DG32dJtLVZxGImkN2ctiC0lzmjMlgmy/KxzURtvmizBmTMSRemxBiYA1ogCMUCvHCCy8wZ86cdre//PLLlJSUcNFFF5GRkcEJJ5zAN77xDZ5//nkAnnvuOb75zW8ya9Ys3G43F1xwAaNHj+Yvf/kL8XicF198kWuuuYZx48aRm5vLkiVLWLduHZs2baKiooKNGzeyZMkSPB4PJSUlLFq0iD/84Q+Y5uDXDIqhpaeLgh3+GDoWWxsirK+PUttskGrOhqbshqFgNxDVFITjJrXNJh6XQm9p2qUrRa5LpyhTpyluYVrg1jUmeJ0UZzkZkaFRGzZ7VO4ho9SEEEIMd+ksSxisEocdjVFOeXEnP3y3mmaj+xXEV8dmseGSoyjJcXDaH3d1eg1PR6nNRI+T6nC8ZRxshK0NUarDcUo9ziG7OXHvmmpe2BJAa9kU0hS8sCXAvWuqB/ulCSEG2IAGOM4991zGjBlzyO0bNmxg6tSp7W4rLy+noqKi9Xh5eXmnx3fv3k0gEGh3vKCggFGjRlFRUcGGDRsYPXo0BQUFrcenTp1KY2Mju3fvTufbE8NcTxcF230RmuMmGxpiBGKpl6K4WiahOBS4dLuJqGFBxKCl5AQCMYuoabaOYasOG1SF4uS5dY5rqXv1uuzwSFGWA69LpSW5kUQAACAASURBVLyjMlTqjIUQQoi+SGc/p4HuDWVZFo9X1DP96S94b1+42/tqCh49tZi3vj2B9fWRbq/hbTNLE325XLrioY/qUn5tp47L4kDQIGKY6MoiYtjNzE8dl9Wn99yfln1cj6bAoSmUUjg0habs24UQR5Yh0WTU5/Ph8Xja3ZaXl0dDQ0OXx71eLz6fD5/P1/rPHY83NDR0+Vig9fxCQOqLgq31ES5euZey//6CAyEj5fN7XRqT8104lMKhAygsFE5N4dTApSueXVCCapO5odTBTI6I2fUOU3lhRko7Kit3BrhoZSW7AzEqm+L4Y2avFj9CCCHEYEu1sXVPz1XZFONAKE4wbvfgSPcGQGVTjK/9z26ueusAwSQbJNkOxZhsB9fNLEQplXStssMfI2aa7bIvYqbZo1Kbt/eEGJWl49Y1jJas0VFZOm/vCQ3ZDNBA1N4UaktX0DQEJrwIIQbWkBkTa4+07J/H9/Xc4siQbMTYhtpm7v6ghpe+CGD24D+pbAeMz3WR1dKsK2ZaKAXjPQ6qgnazUJemyHZpLCjNxa0rglEwW8pWTAssC9y66lMTrUTmRjBm4tTs17HbH2e8BzxOTUapCSGEGHb6Oo6147kArlt1gHxdkeVQrRkSv5pPn5/Hsiye3tzI4r8doDHJD28FlGTrZDs1xrTptZFsreJxaWysi+DQFI6Wa/0uf5zyQnfKr3OHP0ZRloPi7IMRA8uy2Fgf4fLXKgnELOKmRXUozuWvVfJfZ5UMeqlKrksjFDNp2zrEsOzMWCHEkWVI/K3Pz89vzcRIaGhooLCwsPV4x2wLn89HQUFBa+lJx8e3Pd7ZMaD1/OLw05sdhq6yIwozNM55eQ/Tn97Oim2pBzcUkKHZTUNjbR7k1OzUSa9Lbx21NjbXSXmBm3vXVFMXNohZ0GxYRAx7ikpxtk55gbtPu1WJXZ8MXcPEDp5oCqqCxrBoSiqEEEL0t3SUeHSmKhjnm6/s4Tuv7Usa3MjQFVPyneS4dGIm7TYxkvYKsexNFAsLy7KwsP+ZHmz2dfUcgahBbbNJOG4RNSEct6htNrnl3aqUz91fbjihANOCuGm/77hp9yy74YSC5A8WQhxWhkSAY/r06axfv77dbRUVFcyYMQOAadOmHXJ83bp1zJw5k3HjxuH1etsdr6qq4sCBA8ycOZNp06ZRVVVFTU1Nu8cWFhYybty4fnxXYrD0tsdEx/rb2lCcXf4YH1VH+PP2QMrNQ9sa63FiWbAvGG+t6fW4NXKdqvV5qoIxdvpjrK0Kc/fqWtr2GDNaMjdcmta6wOltg69EV/TiLB3LAsOyUFiE4/1bZyyEEEIMF32dptLZBsuKz/1MfeoL/ry9qdvHujTFZeUeZo/KIGzQ6SZGsl4h/pjF+BwHLs0uL3FpGuNzHD3qFdbVc0QMWtcoiU/IsGBTQzTlc/eXO08q4o7ZI8hyasRMyHJq3DF7BHeeVDTYL00IMcCGRIBj4cKF1NTU8MwzzxCJRFizZg2vvPIKl156KQAXX3wxL7/8Mh999BGRSITf/e53NDY28vWvfx1d17ngggtYvnw5e/fuxe/387Of/YzZs2czadIkysvLmTlzJg899BCBQIA9e/awfPlyLr744tZeB+Lw0tvdl0R2RJZDsbE+yq6mOOEkHc27YwFel84EjwPTojXj4skzx/BfZ5W01vnWNpuMyNQIx6zWIIpOy6hYwBcx0jKGLbEj43XrjM914tI04i3pm0NlzJsQQggxWFbuDOCLGFTU2b0rGiN2n61Usxw7brDsDcT417/s5V//upe65u57ds0Y4eYfF03kd2eO5W//OrHLTYxkmZwTPU6cutaSIZpBWb4Lp671KEuzq+cw2wQ3Ev8DiA+RNhd3nlREw9WTif2gnIarJ0twQ4gj1ID24DjrrLPYt28fpmkSj8eZPn06AK+++iqPP/44P/3pT3nggQcoLi7mrrvu4sQTTwRg3rx5/OhHP+Lmm2+mpqaGyZMn88QTT7Q2C128eDGhUIhvf/vbRKNR5s6dy7Jly1qf95e//CV33XUXJ598MhkZGXzzm9/kqquuGsi3LgZQsvrUrryzN8hDH9XxcU2kV8+r4JAsj4+rm7GAbKfi1x2CCAtKc5m/Yief+yI0RiwS6wMLsJSdompZFjGz73W/YO/IXLyyksaIaZeoAF63xjMLBr92VgghhBhMieBEjtPugxUxTHYHTIriJi5dSynLse0Gy76mGAdCyUfHOzS47cQR3PblkTg7dsnsQnd9R/rSqyvZc9g9Pex1Sts1j2NIbJcKIYRtQAMcr732WpfHSkpKeOmll7o8ft5553Heeed1eszpdHL77bdz++23d3q8uLiYxx57rGcvVgxbEz1O9gfjZDsPLhS6231ZtbuJuz6oSTqmrS0F7RpZxaxDgxtw8LZwzOKK1/fx5Jlj2i0YNtZHqA8b6Fr7RU1ilySdDbI+rArTGDHbLUwaIyYfVoUlwDGIVu4M8NBHdezwx5jocbJkVqH8+xBCiAGWCE7kZzjJcGhUBQ3CcZOmuMWzZ6SW5bjDHwNMPm+IksqMtfICN78/awxfKs7s8+tPsLMv7Pez0x+jNI3XlSn5LjbURzEtMLHXErqybxdCiKFiyExRESJdUtm9sCyLH6+p4ecf1+PvwQgxBeS5NcZmO9jUEEVTMD7Xya7GGF3lh7g00JTCH7HHzbVdZEQMu/mXpmiZbHLwcelukLXs43ocmj0jvu1zLPu4XtI4B0lix9Clq3b9YtLRrV8IIUTq2mZ/el06XpeOZVk0RMyUv48VsMOfPLShKfjhCYXcO2ck7n5If0jnZJm2Hji5uN0UFYemyHUqHji5OO3PJYQQvSUBDnHY6W73wrIsXt7exA//foBtjamPRc12KK6ZUcDxRW7+o8LHxrpmwM6wqAoZmECmDhaKSEvfjkT2RswE1dLFvGOZjEuDEHbDT4cCUx1s4GVa9ojZt/eEOLE40OfFSiBqomFPZ7EsUMru9SEz4gdP23RmoCXr6NBAmBBCiP6T6L2xxx8DZV8fM3UNr1sxKS/5eNX/z959x0dR5/8Df83MtrRNIwkhlFCSKCSQRKQISPNEFEEQkFNAxUOCYj25wyso2PBQ+Sp6oCiiSPenp6h44llOTqUoJfQaIZBGyCYhZdt8fn9sdskmm2RDGsm+no9HHpiZndnZybrz3vd8Pu/3RYuKP2/LqRjBUbu4EB3eu7EDBnbwb4xDb1ajY4Pw7qiYJhkdQkTUWJjgoBbRFMPya9unEAIfHivCM9vzsO+89zU2jDoZDyWH4bGUMIT7Of53CdErmPNNNrSKhJwSO8x2R00Lix1QZMCgkVBeqb2aczqIKhx92ivrFW7AsQIzCi0CZrsKf40MnSxQYgNijVr4a6RGu6uvV4BS26WiYEIAVgD+/BRoMZdbL4aIiBqHcySdAuGYViIcP6VCRZkNmJlUeyJi29lS3PPVWZzw4qaJTgH23NUN/tqWLVrRkBisqUaHEBE1FpYFomZ3uW1cL2efn58qwrrDJiSuPoFJn2d6ndyQJWDqVUb8NiMOz14X6UpuAJfuukf5a9ElWAu9IkOGIyaK9JfRwV9xq8ehVqxTPPShn9s3HDpFRkygBonhesQEalBkcfStP1lowTGTFTZVeNUFpi5R/p5rkNS0nJqes7NNZd5W6yciooZbvCsfFlWFyVK9klZ7fwXfnSn1uF2ZTcUT/83G9ZsyvEpuAI67ildCcqOxYzAioisJ791Ss6ttWL5zfX3vKjj3WWRRccxkc03zuG1z5mW1L9MA+PFcGX7KLnV7/i0Zxfgpqwx2VcCgkREVoCA+VAchBM6W2BAXokdGkRXO+qbO764GRUKHAKVaH/qq02mCtJKrw4kQwEWriuJCFQZFQkG5rf4vpBIBINpfQW6ZHXbhSLhE+ikN2ic1TGNVuyciosvjLPZtF5dGOAKOaSqR/hqPI+p2Zpdh+r/P4nCBpV7PVWoHFm7PbdG6V86ETl6ZgNkuoFckBOslTo0kojaDCQ5qdp6G5VtVFdvOleKHT0qhkyVEByr1mppxqsgKs01FVql7ca/LSW5IACwCKLKouHPLWYToFXQ1ajGskz/eO1AIWXJM7Si2qig2qQCskAEY9bIrITPiw4yKTi6XXmeJ1dFLvqrKwz1HfJgBvWyFVRWofGPfbBcotDgSLJcbgDi7y3QIvDQ6oKZjoubRlNXuiYiobq5i33DcWHBOKxWi+og6i11g4fY8LNp53nUjpS6VkyayhBYv7F25e5uj7atATokKq+r99F0ioisZv9lQs6vaxrXQYsdvRTaocHQSUQGcKbajs1FyTc2o+oWv6vzRIK2EDC8ql9fFOdVEAnC+3A6tDHSrON5nt5+HLDlqbVSNa1QANrvqSshc7p35U0VWRAcqOFlog8ClOWQCQDs/uUF3WDha4MrE+cxERC3HWexbBmBDpeu7gNs1cm9eOe7+91ns9WKqa5hexgWz6tyNm5Yu7F25exvg+FeV4CqQTkTU2jHBQU2qciLCqJMBIZBdakORRaCdn4xIPw3OFdsgSYCkOgIMqeKim1NiR1yIttrw0MqtNUN0Eg7kl+N8Wf0CBkVyFP2sejmvlrgQwP58M2Q4u6FUf4xTmR2uhMw3E2Mv6868M/mjVHRTcSZbDBoJkX6eh8p6i6MFiIiI3FUu9l1acaF3dhq7aLXjxZ3nsf5IEdYdKXRr5e6JIgFdjFqE6hUU5JZXixfswjFltSVV7t4mw3GDBgD0rMpHRG0EExzUqNwSGloJuWV2hOgVKJLAwXwzJAnoHKiBThY4X6bCqtpgrbjI2gCU2x1VxpWKuwmeCi4u3pUPRRIotggcL7PVaxqKBKBTkAa5pTaU2y+N2HAGIQKOi7/zBosEx7GU2y+tr4ldOKbaOJMQl3Nn3jnKQqdIsAsBCRJUAcQEahql+CRHCxAREV3ivO7GBErw10jILbUhu9SO9gEKjFoZ27PL8f3Zsjr346+R0D1YC53iyBTUFC/Y1ZYdKVG1e5tekRGskxAXWnc7XCKi1oD5Wmo0WzKKce+/z2J7dhnOXbRi/wUL8krtsAmB3FIVGlmCLAG5ZSqiArRoZ5BRbLHDqgJm9VKiwWx3TJ3QSKg2heKixY7deeU4VWTD2RLvkxsaGVDgeMO3MyiuhIVGdkyLqXw/xRl6SHCMyJAk7++2/FZkq9YKtj4coyzao0ewFvaKES2dghRoJInTSYiIiBqZ87obHaBBgVnFRZuAnwY4e9GOgwVWlNcxdSNUL2PtTTHoF2Woc4QHAFhbeCaIp+5tOkVmfEFEbQYTHNRo5v2QgwtmFVZVwKo6pnfYAZwussJsF5AriniZ7SoKzXbkltlRWkNjEJsAeoTq8PqI9hgdG4Qisx1P/ZSL2JXHYTKrsNUjQFAAGGQJIXoJQXoZBWYVMgCNBGhkCRpZcktyDO7gj2CdBE3FNBbg0joZgE72nPBwTa8RDYteRscGYe+0Hvh0XCf0j/aDKiREB2hc54KIiBrmyJEjGDNmDEaMGOG2fMeOHZg8eTJSU1Nx0003Yd26dW7r16xZg9GjRyM1NRWTJ0/Grl27XOssFgsWLFiAYcOGoX///khLS0N2drZrfVZWFtLS0tC/f38MHToUCxcuhMVSvy4c1LQEgGKzimJr7SM2ncZ0DcSB6d3x+6uC8adr28FiFyixqhC1xAEtHXhXTegwviCitqalP2epDTlqckzNqDqqwqJeqnmhAtArMnJK7bDXcKdDAqCVgL1Tu6N/lB/+8r8cdFl5DAu3n0d+uXeFROVK+9EpgEUVKLQIPJYahpMz4pAYroMkOeagCuEouKWRgd7hOnwzMRapkX6IClCglSXYVMe0FUVyzJ1NDNehnaF6e1W9IqFzoKZaK1hPtmQUY8SHGei68hhGfJjhsf/86NggfDMxFidnxOGbibEMPoiIGsEXX3yBP/zhD+jSpYvb8ry8PKSlpeG2227Djz/+iOeffx4vvfQS/vvf/wIAvvvuO7zyyit45pln8NNPP2HChAmYNWsWzp8/DwBYsmQJdu/ejdWrV+Prr79GaGgoHn74Ydf+58yZg9DQUGzduhVr167F7t278dprrzXfCyePtmQUY8ZX5/DzuVJkFFnhTZQRpJOx8ncd8OnYTogOcEwdrZo4qKkJezt9y9bgqIxlRYmoLWKCwwd58+W6vttuySiG2e4YueHpgikgYFMFVAFE+skot6uobSSnBOCJ/2aj67vH8cLOfJjM3s1FkeAYsaFXHIkNg0aGXUjQKzLaByj47kwpAGDRkCiE6WUokgS7ABRJQphexqIhUQAqhnDKziGcOsQG69DOIKNHqA4FZhUdAjWO5IkM+CmO57MLR0/5qnUyqp6zhdtzMeebbGSV2BCml13tcOvzdyAiostTWlqKDRs2YODAgW7LP/30U8TExODOO++EwWBAamoqxo0bh/Xr1wMA1q1bh/Hjx6Nv377Q6/WYMmUKoqOj8dlnn8Fms2HTpk144IEH0KlTJwQFBWHu3LnYt28fDh06hPT0dBw8eBBz586F0WhETEwMZs2ahY0bN0JVW7arhq+bty0XeaV2eFur/IbOAdg/tTvu7RVSbQpr5RsTnYI8l7nz19WU+mgezkLtjEGIqK1ikVEfU7kDSeUL2+sjUOcIgarbHiswY8LmTOgVwGx3tBpzTlWtnOSQ4RjVEW6QkVeu4kRRDfNScGlbmwBe/vWC169LgqOWBuAYIWK2qxACiA/XXdqvEG4FQN8dFVNjRxFPHUdeGRrlWj/iwwxEBSjILVUh4BjdYRMC58tVvFVpHqun8/3Cjny085MRanAkQhztctUGtYAlIiLvTJw40ePyAwcOoFevXm7Levbsia1bt7rWjxo1qtr69PR0nD59GsXFxejZs6drXVhYGNq3b4/09HSoqoro6GiEhYW51vfq1QuFhYU4ffo0YmNjG+nVUX0I4SiA7m2T+TeGt0da71DIXtTmyi51tJq3i0tdWRTJsbwlLd6VD4uqIq/McVNGr0gI1kuMQYiozWCCo5Wo3J2kawPaey7elQ+dIiGgIhtQny/Xzm1tQuBgvgXlFW1TLXbHv54u2YoERPsr0MgSMi/aoKmICSx1jIusz/0sXcU+pYrWblH+Cs6VVO8BW7ULSV0dRWpbf6rIikg/DQwaFTkldpjtAjpZQoBOdtvG0/m2CwFTuYoo/0v789dIDWoBS0REDWMymdCjRw+3ZSEhISgoKHCtNxqNbuuDg4Nx8uRJmEwm1+9V1xcUFEAI4XFbACgoKGCCowGc8dHBC+aKa7GjU0hdcVJ2iQ33/+ec1zW9gnQSHugTVufjnMdTbheuYuXOzrAt3UEFAA5eMONCmR2KLEEjA1ZVIKdEhVU1t/ShERE1CiY4WoGGjLqo6lSRFWFVmp3X9OW6alLl4AUzArUSzhTbYVMvFd6sLRmhSIBOkZFTaoNcUdTTedFvyGU+QCMhVC8jVC9DkmUczDdDJ0mIDnAkU4K0ju4nJVYV/hoJpTbRqF1Iuhq1yCqxIVinILhiuGmJ1VGsqzJP51uvSCivElE1RgtYIiJqmNqKQzZ0+4bum6pzxkcWVcX5MjvUinsbprOlOHTBjJU3dvAYJ204UogHvs3GBS/reukloG+kn9fHo1MkGBRHvGOpSLpIFVNie4bp6txPUzLbHXXHnPXSZQlQJcdyIqK2gDU4WoHKowAkyfGvTnEMJ6yvrkYtSr34cu0surU9qwxni63YnlWGgnI7MosdiQpvL4MWFcgotqLEJlzTV9Tqgyu85qdI6BGsQacgR6/5F69vj71Tuzs6jrT3gwpHx5F3R8Vg5Y0dmqxK+Ny+4W7V0kusqscEiqfzHaKToZGlOrclIqLmExoa6hqJ4VRQUIDw8HDXeudoDieTyYSwsDDX1JOq21de72kdANf+qf6c8VF+ueqYClKx3CKAvDI75m3LdXv8+TIbJn+eiSlbznqd3AAAswA6BNZdO6NyvNYxUANNRZRtrmj73s5PwaLBkV4/b1NwdrJ3Flm3VyTe9PxGQERtBEdwtAL1GXVRl7l9wzHnm2wAtY9smLctF+fL7I4WqooEVTiSFQ6XvrB7UwtcLwNldsc8VHN9+rtWMjTGH6O6+GPraUeV804Bmmo1MzwlL5pqPqmnGh2ehsN6Ot86RcaT/ULx3ZnSWrclIqLmk5SUhA0bNrgtS09PR58+fQAAiYmJ2L9/PyZNmuRav2/fPkyfPh2dOnVCcHAw9u/fj86dOwMAcnJykJ2djeTkZFitVuTk5CAvLw8RERGubcPDw9GpU6dmeoVtjzM+qjoqEnDEHIcuXJp28cmJYtz/9TnkltW/BoYC4PNTJV4fDwAE6xXEAsgutaHcJtA/2u+KuNb3CjfgWIEZhRYBs12FXpERrJMQF6pv0eMiImosTHC0As7pEI56GQ6XO6XB2y/mRwssUCoNYVSFe1LD+Zss1T4iw3nEMhxTWeobVgRpHXdCvpsUCwB4sl89d9CE6qrh4XxMTed7fv9mOlAiIqrT2LFj8frrr2PNmjWYOHEi9uzZg82bN+Ott94CANx111146KGHcOuttyIpKQnr1q1DYWEhxowZA0VRMGXKFCxbtgy9e/eG0WjEP/7xDwwYMABxcXEAgOTkZCxevBh///vfYTKZsGzZMtx1113VOnGQ95zxUU0xiF0FTOV2PPJ9Nt4/VFjn/pzTSqrtB0CRpe7qYF2NWhwzmVFoFhWd5YTr2L7LLIWA2uIJDueNl5hAqUmm8BIRtTQmOFoBb0ddeMubL+YA3IZnOG+OOLqVSJAlONq+4lJxT7niAaJSwkPAMTSzvk3wjDoJ7f01kCWpWl2L1sbr801ERE1u1KhROHfuHFRVhc1mQ1JSEgDgyy+/xJtvvonnnnsOixYtQlRUFJ566ilce+21AIDBgwfjySefxJ/+9Cfk5eXhqquuwltvveUqFvrQQw+htLQUt99+OywWCwYNGoQlS5a4nvfVV1/FU089hSFDhsBgMGD8+PFIS0tr/hPQytRWZP1SfOSZBKDX6hM4V1J79zYAaO+vIDpAg915l19sc1gnf/xwthSyVHnUq4MA8F1mOYZ/eBLfTux22c/RUN7e6CIiaq0kwapXbjIzMzFy5Ej85z//QceOHVv6cFycF/jmuhj1WX0cBy5Yqo3O8FMkxARpkFNiR4nVcfWO8Fdw0arCanPcqdArEi5e5lQUnQy0D9CgnUFxJXIas3YGERHV35V6bWyLeK4vqVy0s/INnspxwZaMYkz6LBMllxl3+GkkRPopaOenQaHZjuOFnqf/ygDsj/b0uM5pxIcZrukfxVbPt3YkAGod+yEiouq8vT6ypFArMTo2CN9MjMXJGXH4ZmJsk3/hvz3eCE+pL7sAUNGKVZEdwzljAjQI0TmqgwfpJNR3tK0sAbd1D8LPd8Ti41s7onuwrkkKgxIREVHr4U2R9dGxQfjTteFe1QSrTALweGoY1o7uAEWSkFNixenimpMbOqXuZzhVZEWkvwbxoTV3SrkS7ipuySjGiA8z0HXlMYz4MANbMopb+pCIiBpN6x77Tw1W09DP786UokOggvOldpRXuglhVQVOF1sddyBUQFUE0s+bociORMUFs/eXbkUCxncPwp/7tsM1UQbXPOSbuxob+VUSERFRa+NNkfUtGcV4cef5eiUOuhq1eG9UBwyJCQAA6BUZd245C7uHQRcyHPFNbUmLyvutWjPtSlN5VEyYXkZWiQ1zvsnG6yOarjA7EVFz4giOGty5JbPNZ7SdF7msEpvbRW5LRrHjLoSfBlpFhl5xTDtxFhe1qI66GgKATXWM6ii3A9Z6RBcBGglLhkZiwy0d0be9X7Uia7y7QERE5Nvqam2/JaMYd36RidK6S2y4pCWFYN/U7q7khlOJVfVYCF2F9+1dK7eQv1J5MyqGiKg1Y4KjBrmldteX/baqtoucM6gw21UIAVjsjvoaEgCds7MKHMVHvb2MSwDC9DKuDtWhY6AGHx+/CNnDfJbaEi9ERETkG+b2DYfJbMehfDP25ZXjUL4ZJrPdVWR99tfnYLJ4d3clJlCDr8Z3xrKRHRCouxT+OmMOWy3BzMjO/l6NbnAU8Gxfa3F0TQsP7jhVZIV/lYOoOiqGiKg1Y4KjBv4+kNGu7SLnvAuhkSVYVPe2sPUZqeEUppdxVagOsUYt/LUyArRyjRdT3l0gIiIiABBCAJKjY5ujU5sjCPklpxS/XfSu+fzdVwfjwLTu+F2XwGrrFu/Kh0VVa53isu5wMRZuz/XquZw100IqptZIlX4AuCVXWkJdo2KIiFo7Jjhq0dYz2rVd5EbHBmHJsCh0Cbp0F0KCYzqKt/kNf42E+3qFoG+kARF+CvwrEhaVn8cT3l0gIiLyXc5pqhM2Z6LYItAhUIOkdgZcHaZHiF7B7P9kYcD6DK/29enYTlg1KgbBesXj+oMXzMgqqT1RogJ4cef5er2GlAgD2hkUyJIjbpIloJ1BQUqEoV77aWyVp9EI4fjXYheuUTFERK0dExy1aOsZ7Zoucg+nhOLcRSsSQnR4JCUchorK4d4mNgK0EtKSQvDzlK54Y3h7LLwuAlYVXl9MeXeBiIjIN1WepmpTBcrsAsdNVhy8YEZuqRW/FdvwW7EN3naFvbVb7VNLLlpVR4e4OpTVo84H4IixjDoZcSE6pEboEReig1Ent3giofI0GnasI6K2iF1UalBqVWFt4xltx0XOMTwzo8iKjoEa3JcYgqtC9fj4eBH+ua8ABy9YvN6fX8WIjZmJoegRooO/Vvb4PLGVurV4MrdvOOZ8kw1Adet735b/FkRERHRpmqpNFW6jRstsAme8nJJSH2WXM+/WC/WNfZrT6NigK+I4iIiaAhMcNYj0V/CkD2S0R3UJxID2/jCZ7Si3qfj36RKM+zQTR03eJzZC9DLu6RmCe3oGo1uwDkG66sNAHfCDAQAAIABJREFU63MxvZKDAiIiImo6ztawx0z1HDJRhy0ZxVi8Kx+niqzoWo+4wtlB7nJGkTKRQETU/JjgqMHa0R3RsWPbvSjZVAGT2Q6TWYXFruKLjItYvq8AJwq9r3MRZpBxb88QTLs6BJ2DtAjRy9XavV4uBgVERES+p6tRi6wSG8pttRf+9EZFnU/XtBedIrl1Z3t9RN37kOC4kfPGiPb1fv7LTaoQEdHlY4LDx1jsAgXldhRZ7LCoAptPFmP5PhN+K/Y+sRHhp+C+XiH4fUIwOlYkNjy1eyUiIiKqj7l9w3HHZ2cuq2NbVX4VU2Urd2cDHLXCANXRnc05RMMDZw2yToH1D5drS6owyUFE1HSY4PARZTYVBeV2XKwo8PmvE8VYnl6Asxe9HwIa5a/g/sRQTI43on2ABmEGhYkNIiIiahSqquLV3fko9iI08ddIsNkFLDUkJ5RK4Ylz2kvV7TOKrBC1JFJijVpXLbD6JidqS6owwUFE1HSY4GjDhBC4aFVRUK6i3K7CbFfx4bFirNhvQlaJ94mNDgEa3J8Ugok9jIj0dyQ2FJmJDSIiImocxwrMmPl1Fr4/W+rV4/dO7Ya+a0/CUkOGQ5EuTVFxTntxJBkcnN3ZCsx2FJtVCAkQApAkQBWOtq4NSU7UllQhIqKmwwRHG6QKgUKzigKz3dFizaZi49EivL3fhNwy7yuQdwrUYFbvUNzWLQgRFYkNDRMbRERE1EgsNhVv7i/A337MQ5FF9Xq7HiF6SJIEBQKeIptIPwVxoXoAtXdn25lThmd+Pg9FAhQZsAvAIoBIQ8OSE7UlVYiIqOkwwdGGWO0CBWY7iiwqVCFQYlWx/kgR3jlgQn6594mNWKMWs3uHYkzXQIQZNAg3KNAqTGwQERFR4xBC4HCBGY9+l4OvTpdc1j50siMpIQnAVmkghwJAp8iu9vK1dWdzjshY8usFXLSoCNTJ6KCVYNC6d4Srb3KCLe+JiFoGExxtQKlVhcnsqK8BABctKtYcKcS7B0woMNfjbkiwI7ExOjYQRr2CdgYFeo1c94ZEREREXiq1qlh10IS//Zhbrzilql7hBhwrMKPQIlBqVR0FQwEE6WS8PqK923SS2rqzze8fifn9I12/OwuENiQ5wZb3REQtgwmOVkoIgSKLI7FhtjtuWxRZ7Hj/UCHeP1iIwnoM80wI1WF271CM6hKAAK2Cdn4K/JjYICIiokZkVwWOFljwp205+OzUxQbvzzlKIiZQcktEVE1u1FdjJSfY8p6IqPkxwdHK2FSBQrMdJrMKe0Xp74JyO947VIjVhwpdozi80Stcjwd6h2JEJ3/4aWS089O4CmoRERERNZYisx0bjxbhLz/mIq8e9cA8cdbubMpREkxOEBG1TkxwtBLlNhUms4pii93Vrj2/zIZ3DxZizeFClNq8bxjfp50eD/YJxfUx/tApMsINCox6pe4NiYiIiGqxJaMYi3fl41SRFV2NWjyWGoa4EB3+9mMe/t/x4jq318lAXYNQ/9K/XbVl3kdBRETUljHBcYW7aHF0QymzXbra55basPKACeuOFKHc7v0l/ZpIAx7sE4rrov2gkR2JjWC9DEliAVEiIiJqGGftCp0iIUwvI7PYivu+Ogc7gAvltWctJAAzE0Ow/oip1gSHTgKujfLz+HxZJTbM+SYbr48AR18QEfkoJjiuQKJSm1ereimBkV1iw9v7Tdh4rMhVd8Mb/dsb8GCfMPSLMkCRZYTqZYQaFMhMbBAREbVpVUdUNGWhy8W78qFTJPhpJJTbBfLL7bjgRRHRLkFavHx9FMZ2C8I7B0zwUwBJkqqNTlUkQEjAvB9yMDo2CIt35cNiV5FXJmC2q9ArMoJ1EhbvymeCg4jIRzHBcQWxqQImsx2FleprAMDZi1a8lW7C/ztehHqU2MDgDn54oE8oron0gwQgWK8g3KBAkZnYICIiauuae4TDyUILjDoZpnI7zpbY6pxqAgBTrzJi4cBIxBq1kCQJQToZpVYVniIVVQCyBBw1WQEAB/LLYTKrkCRH8sOiqsgtA6xqeeO+MCIiajWY4LgCmG0qCqrU1wCAM8VWvJlegI+PF6MeJTYwvKM/Hugdit4RBgCAUedIbGgVJjaIiIh8hXNEhbOAeIBWAqA2yQiHEquKKH8FRwqsXnVyiwnQ4IXBkbitexCCdJfqgD2WGoZnfj4Pu+o58LGpgFLxcOfTKBUjUhUANiHQgM6zRETUyjHB0YJKrCoKyu0otblfiU8VWvBmugmfnixGPWai4IZOAXigTyh6hesBAAFaGe0MCvRs+UpERORzThVZEaZ3jwH8NRIyiqyN9hw2VSC31Iafskpx5qLdq+TGpLgg/L1fBBLC9NBVufkyv38kAGDBT+fdbvo4HyUAxIfqAAB6RUKJ5dLIDlUAQjiWExGRb2KCo5kJIVBkcSQ2LFXuThw3WbBsXwG+yLiIGm5cVCMBuCk2AGlJobgqzJHYMCgyIvwV+DGxQURE5LO6GrXIKrFVjNxwKLUJxBq1Dd63EAIms4qsEhve2HsBb6YX1HlTJsJPwXPXReDWbkZE+Ss1Fjmf3z8S350pxbECM7JL7bALR2JDgqPLyqLBjiRIzzA9jpnMKDQLmO0CekVCOz8ZcSH6Br8+IiJqnZjgaCY11dcAgMMXzFi2rwD//q3E6zZnsgTcHBuI2b1D0SPEcSdDJ0to56dBoI6JDSIiIl83t2845nyTDUCFv8ZRtNNiF5jbN7xB+y21qsgttWHf+XLM+18uDl2w1LnNrd0C8fd+7RAfqkewF63pncfe3h8wWVSY7QKKJOHJfpeKpDofExMoNerrIyKi1osJjiZWU30NADiQb8Y/9xbg6zMlXu9PkYCx3YIwKykEXYMdiQ2NLFW0fK07YCAiIiLfMDo2CK+PcNTiyCiyIraBXVRsqkBemQ0F5Xa8vd+E1/deqLP4eZhBxoIBERjTNQjRARqvp816c+yN/fqIiKj1Y4KjidRUXwMA9uaV45/7CvBdZqnX+9NIwPgeQZiVFIpOQY6hpbIkseUrERER1Wh0bFCDv/ALIVBgVpFfZsPxQgvmbcvFvvPmOre7sXMAnh7QDl2D9Yj0r3+s4s2xN8brIyKitoMJjkYkhEChWYXJXL2+BgDsyinDsn0F2HauzOt9amVgYpwRMxNDEBPoSGxIcHRGaefHlq9ERETUdJzTUcrtKt4/WIhXdl+AuY5iG0adjL/3b4dx3YIQ5a+BkSNMiYiomTDB0Qhqq68hhMCOnHK8sfcCtmd735ddr0iYXJHYiAq49GcK1Mpo56epVnWciIiIqLE4p6MUW1ScLrLiyf/lYldu3XHM0Bh/PHNdBDoHaREdoGW8QkREzYoJjgaorb6GEAL/O1eGf+4rwC9eBAROfhoJv483YkZiCCL8NJWWy2jnx84oRERE1LQKyu3IL7fDrqpYf7QI/9iVj1Jb7aM2ArQSnry2HSb2CEKoQYMIv5q7pBARETUVJjguw0WLigKzHWUe6msIIfD92VL8c28B9noxP9XJXyNh6lXBuLdXCMIMl4ZysjMKERERNYdym4qcUhvMdoGsEhv++r9c/C+r7mm1A9r74flBEegcpEOUP2MWIiJqOUxweEkVAkVmR2LD6qG+hioEvjlTin/uvYADXrRLcwrUyph2dTDuvjoYoZUSG4rk7Iwi8w4IERERNRlVCJwvs8NktkMIgY9PFOO5Hfm4WEeLFD+NhLnXhOP3CUYEaBVEB2igYW0wIiJqQUxw1KG2+hqAIyj4928lWLavAEcKvE9sBOtk3N0zGNOuDoZRdymxIQEINSgIY2cUIiIiamJFZjvyyuywC0fNjb//mIdvvejylhJhwKLBEYg16hCqdxQ+5w0ZIiJqaUxw1MAxPNOKixa1Wn0NALCrAlsyLmLZvgIcL7R6vd9QvYwZvUJwZ0JwtSGcwToF4X4K734QERFRkzLbVOSWXZpu+0XGRSz4OQ8mc+2jNnSyhEdSQnFvzxDoFBntAzQI0HJKChERXRmY4KjBuYtWRBmrX+RtqsDmk8VYnm5CRpH3iY12BgX3JYZgSrwR/lUCgQCtjHYGBXoWECUiIqImpAqBfOd0FDgKii7cfh5fZFysc9vEcD1eHByJHiE6GBQZHQI5JYWIiK4sPpXgyMrKwoIFC7B7924YDAaMHDkS8+bNg06nq3Nbi13gkxPFeDO9AGcu2rx+zkg/BX9IDMHkeGO1DigGxdEZpWrCg4iIiKixFVsc01FsFbXE/nO6BPN/ysP5cnut22kk4IE+obg/KRRaWUKIXmGXFCIiuiL5VIJjzpw5iI+Px9atW1FcXIw5c+bgtddewxNPPFHjNha7wIfHirBivwnnSrxPbEQHaDAzMQQT44KgV9wTGFpZQjs/BUGVam8QERERNZXMYitKK6ajFFnseH5HPj4+UVzndvGhOrw4KBI9w/WQJQlR/oxfiIjoyuUzCY709HQcPHgQK1asgNFohNFoxKxZszB//nw8/vjjkGX3JITZrmL1oUKs2F+AnNLa72xU1jFQg7SkUIzrHgSd4n5nQ5EkhBkUhLAzChERETUTIYQrubHtbCn++mMusuuIbWQJmJkYgjl9wqBTJOhkCR0CtdViGyIioiuJzyQ4Dhw4gOjoaISFhbmW9erVC4WFhTh9+jRiY2PdHn/XlnPI1XvfFSXWqEVaUgjGdAuCtsp8VHZGISIiopZUYlXxj135WH+0qM7Hxhq1+MfgSPSJMAAAgnQyovw1jGGIiOiK5zMJDpPJBKPR6LYsODgYAFBQUFAtwXHBrAL6uvfbPViL2b1DMTo20GOhLXZGISIiopb0fWYJpv37HDLrqCEmAZh+dTAeSw2Dn0aGBCDCT4MQA6ekEBFR6+AzCQ7AMUSzscSH6jC7dyhGdQ6A4iF5EaiV0c5Pw6GcRERE1CKEEPjztly89Eu+x5b3lXUM1OCFQZHo194PgKNeWHSABgZ2eCMiolbEZxIcYWFhMJlMbsucv4eHh3u9n55hOjzQOxQjOwd4HKppUGRE+CvVOqYQERERNafndpzH4l/y63zcHfFG/KlvOAIruroFaGW099d4vIFDRER0JfOZBEdiYiJycnKQl5eHiIgIAMC+ffsQHh6OTp061bl9UrgeD/QJxfCO/h4LhLIzChEREV1J3t5vqnV9lL+C566LxJAYf9eycIOCcD+fCQ+JiKiN8ZkrWM+ePZGcnIzFixfj73//O0wmE5YtW4a77rqr1o4mKREGPNgnFIM7+Hl8HDujEBER0ZVGCIFiq1rj+vHdg/CXfuEwVtyYUSTHlBR/LUegEhFR6+UzCQ4AePXVV/HUU09hyJAhMBgMGD9+PNLS0jw+tk87PR4aFo0B7T0nNtgZhYiIiK5UkiRhSrwR/9xX4La8nUHBwoERGNk5wLXMTyMjOkDDguhERNTq+VSCIyoqCsuXL/fqsUuGRiEq2t/jOqNOQTt2RiEiIqIr2JKh7WFTBTYeK4IqgJtjA/FIShjCKnVFCTMoCDcoHIVKRERtgk8lOBrKXyMjwk+BngVEiYiI6AqnUyS8eUMHLBvRHocLLG43ZhRJQvsADQI4JYWIiNoQJji8oFcktPNjEEBEREStjyRJbskNTkkhIqK2igmOWmhkCeEGBcF6dkYhIiKi1i9EryDCj1NSiIiobeKQhBqEGTToatQyuUFERESNJisrC2lpaejfvz+GDh2KhQsXwmKxNPnzyhVdUiL9NUxuEBFRm8UERw2C2faViIiIGtmcOXMQGhqKrVu3Yu3atdi9ezdee+21Jn/ezkFaBOl404aIiNo2JjiIiIiImkF6ejoOHjyIuXPnwmg0IiYmBrNmzcLGjRuhqmqTPa8kSdApvGlDRERtHxMcRERERM3gwIEDiI6ORlhYmGtZr169UFhYiNOnT7fgkREREbUNTHAQERERNQOTyQSj0ei2LDg4GABQUFDQEodERETUpjDBQURERNRMhBAtfQhERERtFhMcRERERM0gLCwMJpPJbZnz9/Dw8JY4JCIiojaFCQ4iIiKiZpCYmIicnBzk5eW5lu3btw/h4eHo1KlTCx4ZERFR28AEBxEREVEz6NmzJ5KTk7F48WIUFxfjzJkzWLZsGe666y62piciImoETHAQERERNZNXX30VRUVFGDJkCCZNmoTrr78eaWlpLX1YREREbYKmpQ+AiIiIyFdERUVh+fLlLX0YREREbRJHcBARERERERFRq8cEBxERERERERG1ekxwEBEREREREVGrxwQHEREREREREbV6THAQERERERERUavHLipV2O12AEB2dnYLHwkREdGVwXlNdF4jqekwDiEiIqrO21iECY4q8vLyAAB33XVXCx8JERHRlSUvLw9dunRp6cNo0xiHEBER1ayuWEQSQohmPJ4rXnl5Ofbv34+IiAgoitLSh0NERNTi7HY78vLykJiYCIPB0NKH06YxDiEiIqrO21iECQ4iIiIiIiIiavVYZJSIiIiIiIiIWj0mOIiIiIiIiIio1fOJBMeRI0cwZswYjBgxwrVs+/btSEhIQFJSktvPZ5995nrMmjVrMHr0aKSmpmLy5MnYtWuXa53FYsGCBQswbNgw9O/fH2lpaT5b8fzs2bN46KGHMGDAAAwYMACPPPIIcnJyADjO/fTp09G3b1+MHDkSS5cuReVZUV9++SXGjRuHlJQUjB07Fl999ZVrnRACr732Gm644Qb07dsX06dPx7Fjx5r99V0JajrHmZmZSEhIQGJiotv7+K233nJty3Nctz179mDq1KlITU3FoEGD8Pjjj7sK/e3YsQOTJ09GamoqbrrpJqxbt85tW35O1K2m88vP4cb3/PPPIyEhwfU737+ti6fP86eeegpA3X9LX+IprgMa9n73FU0RE7d1TRXntnVNFbu2dU0Vk/oU0cZ9/vnnYvDgweKBBx4Qw4cPdy3/+eefRXx8fI3bffvttyI1NVXs3LlTlJeXi3Xr1onU1FSRl5cnhBBi0aJFYty4ceL06dOiqKhIzJs3T0yaNKnJX8+VaMyYMeKPf/yjKC4uFufPnxfTp08X999/vygrKxNDhw4Vr7zyirh48aI4evSoGDp0qFi7dq0QQohDhw6JxMREsXXrVlFeXi6+/vprkZSUJI4cOSKEEOKDDz4QQ4cOFYcPHxYlJSViyZIlYvjw4aK8vLwlX26LqOkcnzlzRsTHx4szZ8543I7nuG4mk0mkpKSIVatWCYvFIs6fPy+mTp0qZs+eLXJzc0VKSopYs2aNKCsrE7/88otITU0V33//vRCCnxPeqO388nO4cR08eFD069fPdU75/m194uPjxc8//1xteV1/S19SU1zX0Pe7L2iqmLita6o4t61rqti1LWvKmNSXtPkRHKWlpdiwYQMGDhxYr+3WrVuH8ePHo2/fvtDr9ZgyZQqio6Px2WefwWazYdOmTXjggQfQqVMnBAUFYe7cudi3bx8OHTrURK/kylRUVITExETMnTsXgYGBCA8Px+TJk7Fz50589913KCsrw0MPPYSAgADExcVh2rRpWL9+PQBg48aNGDRoEG644Qbo9XqMHDkSAwcOxKZNmwA4/gZ33303EhIS4O/vjwcffBDFxcX44YcfWvIlN7vaznFdeI7rZrFY8Ne//hV33303tFotwsPD8bvf/Q6HDx/Gp59+ipiYGNx5550wGAxITU3FuHHjXO9hfk7UrbbzWxeeX++pqoqnnnoK9957r2sZ379tR11/S19SU1zXkPe7r2iKmLita8o4ty1ryti1LWuqmNTXtPkEx8SJE9GhQ4ca1z/xxBO47rrrMGjQICxbtgyqqgIADhw4gJ49e7o9tmfPnkhPT8fp06dRXFzstj4sLAzt27dHenp607yQK5TRaMQLL7yAqKgo17KsrCxERUXhwIEDiI+Ph0ajca3r2bMnjh49CrPZjAMHDqBXr15u+3Oe4/Lychw/ftztHGu1WsTHx/Mc49I5dlq8eDGuv/569OvXD88//zwsFgsA8Bx7ISIiArfffjsAx5SdEydO4OOPP8Ytt9xS6/kD+DnhjdrOrxM/hxtu/fr1MBgMGDNmjGsZ37+t03vvvYeRI0fimmuuwZ/+9CcUFRXV+bf0JTXFdQ15v/uKpoiJ27qminPbuqaKXdu6popJfU2bT3DUJDAwECkpKRgzZgy+//57vPzyy3jnnXdcWTCTyQSj0ei2TXBwMEwmE0wmk+v3qusLCgqa5wVcoU6ePIlly5bhgQce8HgOQ0JCoKoqCgsLazzHBQUFKCwshBCC59iDyudYp9MhOTkZw4YNw9dff41Vq1Zh69atePXVVwHU/D7mOa7u8OHDSExMxJgxY5CUlIRHH320xvew8/zwc8J7ns4vP4cbx/nz5/HGG2/g6aefdlvO92/r06dPH/Tt2xeff/45PvroIxw5cgTz58+v829JDXu/+7qGfBb7msaKc31NY8WuvqKxY1Jf47MJjl69emH9+vUYNmwYtFotBgwYgDvuuAOffPKJ1/sQlYoIEZCeno6pU6fi3nvvxa233gqg7nPU0PW+puo5joyMxIYNGzB+/HjodDr07NkTM2fOdHsf8xx756qrrsL+/fvx2Wef4dSpU3j88ccBNPz88Pw6eDq//BxuHC+88AImTZqEbt26VVvH92/rsnHjRsyYMQMGgwFdunTB448/ji+//BJCCP4tvMBzdHka47PYFzRFnOsLmiJ2beuaKib1FT6b4PAkJiYGubm5AIDQ0NBqmUKTyYSwsDCEhYW5fve03hf98MMPuOeeezBnzhzMmTMHgGM4s6dzpCgKQkJCEBoa6nF9eHg4QkJCIMsyz3Elns6xJzExMcjPz4fdbuc5ridJktC9e3fXlwq73V7t/BQUFCA8PBwAPyfqq+r5dVYFr4yfw/Xz008/IT09HbNnz662ztP//3z/ti4dO3aEEMLj9bTy35Ia9n6n6rz9LPYVjR3n+orGjl19SWPGpL7GZxMcW7Zswdq1a92WnTx5Eh07dgQAJCYmYv/+/W7r9+3bh+TkZHTq1AnBwcFu63NycpCdnY3k5OSmP/grzN69e/HYY4/hxRdfxJ133ulanpiYiCNHjrjm1AGOc3j11VdDp9N5PMfp6eno06cP9Ho94uLi3OaNWSwWHD58mOe40jn+6aefsGzZMrfHnjx5EtHR0VAUhefYC1u2bMGECRPclsmy46Nx6NChNZ4/gJ8T3qjt/O7cuZOfww306aefIicnB9dffz369+/vOtf9+/dHfHw837+tyMGDB7Fo0SK3ZSdOnIBWq8XVV19d69+SgKSkpMt+v/u6hsTEvqAp4lxf0BSxa1vXVDGpz2m+hi0ta/Xq1W4tsbZu3Sp69+4tfvjhB2GxWMS2bdtEcnKy2LJlixBCiB9++EEkJye7Wu28++67on///sJkMgkhhHj55ZfFmDFjxJkzZ0RhYaF4/PHHxfTp01vktbUkq9Uqbr75ZrFq1apq68xmsxgxYoR46aWXRElJiTh06JAYNGiQ+Pjjj4UQQhw7dkwkJiaKr776SpjNZvHFF1+I3r17i4yMDCGEEOvXrxeDBw8WR44cESUlJWLRokVi1KhRwmKxNOtrbGm1neP09HTRq1cv8a9//UtYLBaxb98+MWjQIPH2228LIXiOvZGdnS1SU1PF66+/LsrKysT58+fFfffdJ6ZMmSLy8/PFNddcIz744ANRXl4ufv75Z5GcnCx27NghhODnhDdqO7/8HG44k8kksrKyXD+7d+8W8fHxIisrS2RmZvL924pkZ2eL5ORk8eabbwqz2SxOnjwpbr75ZrFgwYI6P4t8UdW4rqGf176ksWPitqwp49y2rClj17asKWNSX9LmExw33nijSExMFD179hTx8fEiMTFRJCYmiszMTLF+/Xpx4403iqSkJDF8+HCxceNGt203bNgghg8fLhITE8XEiRPF3r17XessFot45plnRL9+/URycrJ48MEHRX5+fnO/vBa3c+dOt/Na+SczM1McP35c3HXXXSIpKUkMHjxYrFixwm37rVu3iptuukn06tVL3HLLLa5ezk6vv/66GDRokEhKShJ33323T3y4VVXXOf7qq6/E2LFjRe/evcWgQYPE8uXLhd1ud23Pc1y3PXv2iDvuuEMkJSWJgQMHiscee0xkZ2cLIYTYtWuXGD9+vEhMTBQjR450BS5O/JyoW23nl5/DjevMmTMiPj7e9Tvfv63Ljh07xB133CGSk5NFv379xAsvvCDKy8uFEHX/LX1FbXFdQ97vvqCpYuK2rKnj3LaqqWPXtqypYlJfIgnBaiVERERERERE1Lr5bA0OIiIiIiIiImo7mOAgIiIiIiIiolaPCQ4iIiIiIiIiavWY4CAiIiIiIiKiVo8JDiIiIiIiIiJq9ZjgICIiIiIiIqJWjwkOIiIiIiIiImr1mOAgokaxdOlSJCQkoKSkpKUPxaPt27cjISEB3377rdfbZGZmIiEhAZs2bWrCIyMiIqKmMm3aNEyYMKGlD6NGV3r8RNTaaFr6AIiImkNKSgq2bduG4ODgRt/37t27kZaWhu3btzf6vomIiOjyLV26FEKIlj6MGs2YMQNTpkyBv79/Sx8KUZvABAcR+QSdToeIiIgm2ffu3bubZL9ERETUMCEhIS19CLUKCAhAQEBASx8GUZvBKSpEPkYIgVWrVmHUqFFISkrCqFGj8Pbbb0MIUeMwyf79+2PevHkALk3b2LBhA37/+98jMTER+fn5rseeOHECd955J3r37o2BAwfi5ZdfrtedkylTpuDBBx90W3b33XcjISEBeXl5rmXffPMNEhISkJmZCQDYtm0bpk2bhv79+yMlJQUzZszA4cOHXY/3NEVlw4YNGDlyJJKSkjBhwgT88ssvGDduHB5++GG351dVFUuWLMF1112HxMRETJs2DWfOnAEAzJs3Dy+++CJMJhMSEhKwdOlSr18rERGRLxLD5F7JAAAgAElEQVRCYPXq1bjtttuQkpKCAQMG4Mknn8SFCxcAOEZdpKSk4Pjx45g2bRpSUlIwZMgQvPjii1BV1bUf5/revXtj8ODBWLZsGVatWuUWy1SdopKQkIC3334bb7zxBoYOHYrk5GTccccd2L9/v9sx1hVXeOvw4cOYOXMmBgwYgN69e+Pmm2/G6tWrXesrx17OGMvTjzMOA4CMjAw8/PDDGDp0KHr37o3bbrsNW7ZsqfexEbVFTHAQ+ZgVK1ZgyZIlmDVrFj7//HPMnj0b//d//4cVK1bUaz8rV67E+PHj8dVXX7ndHXnmmWfwhz/8AZ9++inuuecevPXWW1i7dq3X+x08eDB++eUXV1LEYrFg9+7d6NChA3bs2OF63Pbt29G1a1d07NgRv/zyC+6//36EhoZi9erV+OCDD6DRaDB9+nTk5OR4fJ5t27Zh/vz56NevHz766CM8/PDDePrpp5Gbm1vtsR988AH8/PywZs0avPHGGzh8+DAWLFgAAPjrX/+K0aNHIyQkBNu2bcOMGTO8fq1ERES+aMWKFXjuuedwww034F//+hdefvll/Prrr0hLS3Nd/202G+bPn++KKSZMmICVK1fiyy+/BOCID+6//36cO3cOb731Ft555x0cPHgQ69atq/P5N23ahIKCAqxcuRKrVq1CXl4e5s6d61p/OXFFTdLS0hAYGIjVq1fjiy++wD333IMXX3wRX3zxRbXHRkdHY9u2bW4/f/7znyFJEm666SYAQGFhIaZOnYpTp05h8eLF+PjjjzFkyBA89thj+O677+p1bERtERMcRD7EYrHgnXfewe23344JEyagc+fOuO222/DII4+gtLS0Xvvq3r07Jk+ejA4dOkBRFNfyadOmYcSIEYiNjcWsWbOQnJyMTz75xOv9DhkyBAUFBTh+/DgA4Ndff4XRaMQNN9zgVuPi559/xpAhQwAAb731Ftq3b4+XX34Z8fHx6NWrF1566SXYbDasWbPG4/N8/PHHCA0NxcKFCxEXF4dhw4Zh3rx5rrtHlXXu3BlpaWno2rUrhg4diuHDh2PPnj0AgKCgIBgMBgBAREQEh5kSERHVwmazYcWKFbjlllswZ84cdOnSBYMGDcLTTz+NvXv34n//+x8AR8xy7733YujQoejUqRPmzJkDWZaxd+9eAMDOnTtx9uxZPPnkkxgwYAASEhLwyiuvwGq11nkMBoMBf/vb39C9e3ckJydj3LhxOHnyJC5evAjg8uIKT/Lz85GVlYXf/e53iIuLQ8eOHTF58mRs3LgR1157bbXHK4qCiIgI109eXh5effVVzJkzB8OGDQMAfPjhh8jLy8Nrr72Gfv36oXv37vjjH/+I1NRULF++3OtjI2qrmOAg8iFnzpyByWRC79693ZbPnDkTjz76aL32lZiY6HH5Nddc4/Z7QkICTpw44fV+k5KSEBwcjJ07dwJwJDKuueYa9OvXzzWCo6CgAEeOHHElOPbs2YP+/ftDq9W69mM0GtGzZ08cOHDA4/OcOXMGV199tds2AwYMcCUrKktOTnb7PSwsDMXFxV6/JiIiInI4ceIEioqKMHjwYLfl11xzDbRardt1u/L1V6vVwmg0oqioCABw+vRpAI64ofJjqu7Xkz59+rj9HhYWBsAxOgK4vLjCk7CwMKSkpGDBggVYsmQJduzYAavVip49e9ZZF+zChQuYM2cOBg4c6DZ1d8+ePYiJiUHXrl3dHj9gwIB6HRtRW8Uio0Q+xBkUBAYGNnhfRqPR4/KqXUr8/PxQVlbm9X5lWcbAgQOxa9cu3Hnnnfj5559x66234pprrkFGRgby8vLw66+/QqfToV+/fgCA4uJibN682TVs1clisVQLAJxMJhMiIyPdlimK4rHLip+fn9vvkiR5/XqIiIjoEucNgqeeegoLFy50W2ez2ZCTk4PQ0FAA8NhZxDmFxWQyAUC1kZPObWtTdRvndd2578uJKzyRJAnvvPMO3n//fWzZsgXLly9HUFAQJk2ahMceeww6nc7jdjabDY8++ii0Wi1eeuklt7ijuLgYWVlZSElJqbaNxWLBhQsXXAkbIl/EBAeRDwkPDwdw6Q5FVVUv8M7/rk+CoqSkxC2BUlpaWu9pG4MHD8Zrr72GkpIS7N+/H8899xzCwsLQrVs37NixA7/88guuvfZa12gLo9GI6667Do888ki1fWk0nj/mdDpdtdelqipHZhARETUh542Exx9/HMOHD6+2PjAw0KvaXc7kQFlZmVvc4Ux8NMTlxBU1CQgIwOzZszF79mzk5uZi8+bNePXVV2EwGDzuHwD+8Y9/YP/+/di0aVO1m1JGoxEdOnTAypUrazx2Il/GKSpEPiQ6OhpBQUGu6R9Oy5cvx6OPPoqgoCAAjikgTocPH4bZbPb6OSrXyQCAAwcOID4+vl7HOXjwYOTm5uKjjz5CcHAwunfvDgDo27cvtm/fjh07drimpwCOIazHjx9Hly5d3H7sdnuNQ0C7dOmCgwcPwmazuZb997//rXctEiIiIvJe165dERwcjMzMTLdrdufOnWGxWLwefdClSxcAwL59+1zLLBZLoxTavJy4wpOcnBy3YqKRkZG47777MGjQIBw6dMjjNp988gnef/99LFq0yBX/VJaSkoKcnBz4+/u7HZtWq0VYWFi9EzBEbQ0THEQ+RKvV4p577sHmzZuxYcMGnD17Fl988QWWLVuGq6++2lWbY9myZTh9+jR27tyJhQsXol27dl4/x5o1a/D9998jIyMDS5cuxYEDBzB+/Ph6HWd0dDS6d++Od9991zUNBQCuvfZabNu2DSdOnHBLcNx///04ceIE5s+fj8OHD+O3337DqlWrMHbsWI9VygFg9OjRuHDhAhYtWoSTJ0/i+++/x9KlS70a2lqVc07wTz/95GofS0RERNVpNBrMnDkTGzZswHvvvYeMjAwcOXIE8+fPx+23346MjAyv9jNw4ECEhIRgyZIl2L17N44ePYonnnjCdbOmIS4nrvCkqKgIf/zjH/Hyyy/j+PHjyMrKwtdff41ff/3VLb5xOnjwIObPn49JkyYhJSUFeXl5rh9nEfQJEyYgLCwMjzzyCHbt2oWzZ89i69atuOOOO/D88883+LUTtXZM8RH5mAcffBAGgwErVqzAs88+iw4dOmDOnDm47777IMsy5s6di/fffx+bN29GXFwc/vKXv+Dpp5/2at+yLGPBggV4+umnceDAARiNRjz00EOYOHFivY9z8ODBeO+99zBz5kzXsn79+uHs2bOIiYlxu6uRmpqKd955B0uXLsWUKVNgs9kQFxeHZ599FrfddpvH/Y8ZMwanT5/G2rVrsWnTJiQlJeG5557DrFmzapwTW5NJkybh22+/xcyZM/H73/8ef/3rX+v9eomIiHzFzJkzERAQgDVr1mDx4sXQarVITU3F+++/73WNi4CAACxbtgzPPvsspk2bhqioKMyYMQPdunXD8ePH3QqE1tflxBWexMXFYfny5Vi2bBnWrFkDu92OmJgY3Hfffbj33nurPf4///kPysvLsXHjRmzcuNFtXUxMDL755hsEBwdjzZo1eOmll/Dggw+iuLgY7du3x8SJEzF79uzLfs1EbYUkKk+2JyLyEUII5OXlISIiwlV7pKSkBNdeey3S0tLw8MMPt/AREhERUW2cbV0r16l47LHHsGfPHnz77bctdVhE1II4RYWIfNJPP/2EIUOGYPHixfjtt99w9OhR/OUvf4FGo8G4ceNa+vCIiIioFjabDWPHjsX06dOxZ88enDlzBps2bcJXX32FSZMmtfThEVEL4QgOImoWy5cvx5tvvlnn41asWIG+ffs2wxEBn332GVauXIlTp05Bp9MhPj4ejzzySLM9PxEREV2+3377DS+99BJ27tyJsrIyxMTEYPz48bj33nubtNjm/PnzsXnz5jof9/nnn6NDhw5NdhxEVB0THETULEwmU43taSuLiopytX8lIiIiutLk5+e7psfUJiYmhl1NiJoZExxERERERERE1OqxBgcRERERERERtXpMcBARERERERFRq8cEBxERERERERG1ekxwEBEREREREVGrxwQHEREREREREbV6THAQERERERERUavHBAcRERERERERtXpMcBARERERERFRq8cEBxERERERERG1ekxwEBEREREREVGrxwQHEWHp0qVISEjA9u3bW/pQmkxmZiYSEhIwb968lj4UIiIin+QL8caV4qOPPkJCQgI++uijlj4UomalaekDIKL6++ijj/Dkk09WWy7LMoKDg5GUlISpU6di6NChXu1v9OjRiIuLQ1xcXGMfKhEREbVSjDea1tGjR/Hjjz/innvuaelDIWozmOAgasVuueUW3Hjjja7fy8vLcfr0aWzcuBH3338/5s6diz/84Q917qdHjx7o0aNHUx4qERERtVKMN5rGl19+iX/9619McBA1IiY4iFqxHj164Kabbqq2fOrUqRg7dixe/f/s3XlclXX6//HXYTVlEdDEkMIc0ZCSGAqXXLLVkcqlzF84mn6nkcxtLNonWqbFGHPUHNKZHJvGXTPNBstybFWLyRK3qVTcBgiR5QjC4XDu3x8MJ48sogLncHg/Hw8fxP059zmf+56m++N1rs91zZ3LyJEjCQ4OdsLsRERExB1ovdE0MjMznT0FEbejGhwibig4OJgbb7wRi8XCt99+C8COHTvo0aMHf/7zn/nrX/9Kv379mDZtGlD3ntht27YxceJErrvuOq655hrGjBnDJ598UuPz/vOf/zB9+nT69u1LdHQ0AwcO5IknnuDYsWP1zvPIkSP06NGD8ePH1zq+dOlSevTowZIlSwA4ceIEL7/8Mrfddhu9e/fm+uuv595772XdunXndX++++47fv3rX3Pttddy7bXX8sADD3DgwIFaX5eUlER8fDzR0dEMGDCAxx57jKNHjzq87vHHH6dHjx785z//4Te/+Q0xMTFs3br1ou+PiIiIK9N6o3b79u1jxowZDB48mKuvvpobbriBpKQk/v3vfwM/1wX79NNPOX78OD169GDIkCHAz7Uz1q9fz0svvcT111/PrFmz7O+dm5vLM888w+DBg4mOjub666/nN7/5TYPrmqxevZoePXrw8MMPYxiG/fg777zDPffcQ0xMDDExMdx5550sXryYioqKBr2viKtQBoeIm/L19QWgsrLS4fiuXbs4cuQIDz/8MJdddlmd52/atIkZM2YQExPDo48+is1mY+XKlfz2t79l9uzZJCQkAFVBgHHjxtGxY0cmTJjApZdeyo8//sjy5cvZunUra9asISwsrNbPuPzyy7nmmmv4+uuvOXnyZI1vfv75z3/i6enJsGHDqKys5P777+fw4cOMHz+e7t27U1ZWRnp6Oo8//jhms5lx48ad874cP36cadOmceeddzJixAj279/PsmXLGDduHOnp6QQEBABVi60HHniA4OBgxo0bR1hYGAcOHOAf//gHW7duZe3atXTp0sXhvefMmUOHDh34wx/+YE/BvZj7IyIi4uq03nB09OhR/t//+38EBgYyduxYOnfuTF5eHitWrOD+++9n6dKldO/enblz5/Lcc88BkJKSwiWXXOLwPunp6RQWFvLUU08REREBQF5eHvfccw+FhYWMGTOGnj17kp+fz8qVK5kwYQLz5s3j5ptvrnNun376Kc8++yw33HADr7zyCiaTCYBXXnmFv/3tb9x4442MHj2ayspKPvvsM2bNmsWuXbv405/+VOd7irgcQ0RanLVr1xqRkZHGggULah23Wq1GQkKC0bNnTyM7O9swDMPYvn27ERkZaURFRRlHjhxxeP28efOMyMhIY/v27YZhGEZFRYXRt29f4+abbzbKysrsrzObzcb1119vDBw40LDZbIZhGMbw4cONQYMGGfn5+Q7vWf15jz/+eL3XsmTJEiMyMtJYuXKlw/GcnByjZ8+exsSJEw3DMIw9e/YYkZGRxnPPPefwOpvNZsycOdOYNWtWvZ9z9OhRIzIy0oiMjDS+/PJLh7H58+cbkZGRxptvvmk/dvvttxu9evUysrKyHF774Ycf1riuxx57zIiMjDTGjRtX43Mv9v6IiIg4i9YbP2voeuNvf/ubERkZaaSnpzscz8vLM8aPH2+sW7fOfuzGG280brzxRofXVd/z66+/3igqKnIYe+aZZ4zIyEiH96i+ht69extDhgyx36/q91m7dq1hGIaxd+9eIyYmxrj77ruNkpIS+7n79u0zIiMjjZSUlBrXUr2+2bFjR73XLOJKtEVFpAUrLy+nuLjY/ufEiRN88803TJs2je+//557772X0NBQh3OuuuoqwsPD633f7du3k5+fz+23327/ZgbAz8+PJUuWkJaWhs1mIysri7179zJw4EC8vLwc5nLVVVcRGhrK9u3b6/2sX/3qV3h6evLBBx84HN+0aRM2m40777wTAE9PTwD27t3L6dOn7a8zmUzMnj2bRx999Nw3DLjiiivo27evw7GhQ4cC2NM7Dxw4wMGDB+nXrx9XXHGFw2tvuukm2rdvz7/+9a8a731mATagUe6PiIiIs2m90fD1RvX533zzjcPxDh06sGTJEoYPH17v+dX69Oljzyqt9tFHH+Hn52fPaqnWqVMn+vfvz7Fjx/jxxx9rvFd2dja//e1vCQ0NZdGiRbRt29Y+lp6eDlQVkj3zvhYXF9vXNVqrSEuiLSoiLdgbb7zBG2+8UeO4n58fDz30EJMnT64xdva2itr88MMPALUuTK666ir7P1c/RFeuXMnKlStrfS8vLy8qKyvtD/yzdezYkfj4eHbs2EFRURGBgYFA1QO3bdu23HLLLQD06NGDW2+9lQ8//JAbb7yRIUOG0LdvX/r3739eRc1qa01XfZ3//e9/ATh06FCdr/Xw8OCKK67gu+++c5gv1Ly3jXF/REREnE3rjYavN4YNG8Y//vEP3nrrLT755BOGDBlCnz596NOnj0MQ51zOvn/VgaVrrrkGL6+af4Xr2rUrUPXlypnrF7PZzAMPPEBJSQkrV64kKCjI4bzqezt27Ng655Kdnd3geYs4mwIcIi3YqFGjuOuuu+y/e3h4EBAQQLdu3Wp9+AG0a9funO9bVlYGgLe3d72vKykpAeDOO+/k7rvvbui0a7jjjjv48ssv+eijjxg1ahTZ2dl8++233HHHHQ7fMrz22musW7eONWvW8M4777B27Vq8vLwYOnQozzzzTI1vOmpT2/X7+PhgMpns1119XWfvh61WvUA5ffq0Q4Dj7PdurPsjIiLiTFpvNHy9ERwczMqVK3nrrbd4//33Wbx4MYsXL8bPz48JEyYwefJkPDzOnUR/9v0rLS0F6l6btGnTxuF11ebOnWu/f998802NeijVY6mpqXTq1KnOaxJpKRTgEGnBunTpQnx8fKO/b0hICFD1bUF9qh++bdq0uah53HrrrTz77LN8+OGHjBo1ik2bNmEYhj1dtJq3tzejR49m9OjRnDx5ks8//5yVK1fy3nvvceLECXv18/pUL6bOVF5ejmEY9sVB9XWdvUioVp2yeq7FW2PdHxEREWfSeuP81hvt27dn+vTpTJ8+ncOHD/Ovf/2Lf/zjH8yfPx8PD49aM17OpToAU9fapPr42WuTwMBA0tLSePTRR0lJSaF3794OGTPVr+/SpQuxsbHnPS8RV6MaHCJSQ3UV8tr2cX799de88847lJSUEBkZCdTcZ1rt5MmTDfo8Pz8/Bg8ezBdffEFpaSnp6el07NiRfv361XlOcHAwd955J2+//Ta9evVi27ZtmM3mc35Wbe1gDx8+DPycItutWzcAvv/++xqvraysJCsri44dO+Lv71/vZzXW/REREXFH7rzeqHbFFVdw//33s2rVKry9vfnwww8bfO6ZAgIC6NixIwcPHqy1dWv1+qZ6DVNt6tSpxMfH8+qrr1JaWsrDDz+M1Wq1j1dvZ6nt3paVldUZUBFxVQpwiEgNcXFxtG/fng8//JCioiL78bKyMh577DFmz57NJZdcwuWXX06vXr348ccf+fTTTx3eY//+/QwYMIDZs2c36DMTEhKoqKhgw4YN7Nq1i2HDhjnso121ahUDBw6sEaDw8PCgXbt2eHp6Nijl88cff2Tnzp0Ox95//30A+wKna9eu9OjRg+3bt5OVlVXjtWazmdtuu+2cn9WY90dERMTduON64/e//z133XUX5eXlDsfbtm2Lh4cHPj4+9mOenp61ZpbW5fbbb6ekpISNGzc6HD969ChffvklkZGR9locZ4uPj+c3v/kN3333HXPnznV4T6iqb3J2MGPevHn069ePvXv3NniOIs6mLSoiUoOvry9PPPEEjz32GGPHjiUxMREPDw/WrFnD8ePHee211+wP95SUFMaPH8/06dO5//776dq1KwcPHmTZsmX4+fkxcuTIBn3m4MGD8ff3Z968ebWmi8bFxVFSUsK4ceMYM2YMV1xxBRaLhc8//5yvvvqKe+65p0H7fa+77jpmzJjBiBEjuPzyy9m9ezcrVqzgsssuY8SIEfbXPfPMM0yYMIHx48eTmJhIx44d+f7771m2bBlhYWE89NBDDbquxro/IiIi7sYd1xvx8fGsXr2ae++9l+HDh9OhQweKiopYv3495eXlJCYm2l8bHh7OF198wR/+8AcuvfRS7r///nrnPnnyZD7++GNSUlL44YcfiIyMJCcnhxUrVmAymUhJSan3/GnTprFt2zb++te/0q9fP/r27UvPnj2ZOHEiixcv5r777uPee+/Fx8eHzz77jPT0dG688UaHgq8irk4BDhGp1fDhwwkKCuIvf/kLs2bNorKykp49e7J48WL69+9vf13v3r1ZtWoVCxYsYMWKFRQVFREUFMTAgQOZPHlynd8knM3Hx4dbb72VtWvX0q1bN3r16uUwfuWVV7Jq1SoWLlzImjVrOHnyJO3atePyyy/nqaeeclgw1Oeqq67id7/7HbNnz+att97CZDIxaNAgnnzySYcFS1xcHMuWLWPBggW8+eablJSU0LFjR0aOHMnkyZMbXHCrse6PiIiIO3K39UZCQgL+/v78/e9/Z+HChZjNZkJCQvjFL37BwoULGTx4sP21M2bM4Pjx46xYsYJLL72UcePG1fve1QVMX3/9dTZu3Eh+fj7+/v7ExcXx4IMP1riWs3l7ezN79myGDx9OcnIyGzZsIDg4mMcee4xf/OIXrFixglmzZmG1WrniiiuYMWMG//d//4fJZKr/poq4EJNhGIazJyEiIiIiIiIicjFUg0NEREREREREWjwFOERERERERESkxVOAQ0RERERERERaPBUZPUtZWRm7d++mY8eODi2jREREWqvKykry8vKIjo6mTZs2zp6OW9M6REREpKaGrkUU4DjL7t27G9yNQUREpDVZunQpcXFxzp6GW9M6REREpG7nWosowHGWjh07AlU3LjQ01MmzERERcb6cnBwSExPtz0hpOlqHiIiI1NTQtYgCHGepTgcNDQ2lS5cuTp6NiIiI69CWiaandYiIiEjdzrUWUZFREREREREREWnxFOAQERERERERkRZPAQ4RERERERERafEU4BARERERERGRFk8BDhERERERERFp8RTgEBEREREREZEWTwEOEREREREREWnxFOAQERERERERkRZPAQ4RERERERERafEU4BARERERERGRFs/L2RMQERFxZelZZlIz8jlUXEHXAG+S40IYGuHv7GmJiIg40PNKRBkcIiIidUrPMjNlSw7ZJVaCfT3ILrEyZUsO6VlmZ09NRETETs8rkSoKcIiIiNQhNSMfH08T7bw9MJmqfvp4mkjNyHf21KQRvPTSS/To0QOAHTt20KNHD66++mqHPxs3brS/funSpQwdOpTY2FhGjx5NRkaGfcxisfDcc88xePBg4uPjSUpKIicnxz6enZ1NUlIS8fHxDBo0iOeffx6LxdJ8Fysibk3PK5EqCnCIiIjU4VBxBW29TA7H2nqZyCqucNKMpLHs27eP9evX1ziemZnp8CchIQGArVu38tprr/HCCy+wbds2Ro4cyaRJkzhx4gQAc+bMYefOnbz99tt89NFHBAUFMW3aNPv7TpkyhaCgIDZv3syyZcvYuXMn8+bNa56LFRG3p+eVSBUFOEREROrQNcCbUqvhcKzUahAR4O2kGUljsNlspKSkMGHChAafs3z5ckaMGEFcXBy+vr6MGTOGzp07s3HjRqxWK6tXr2by5MmEh4fj7+9PcnIyu3btYt++fWRmZrJ3716Sk5MJCAggLCyMSZMmsWrVKmw2WxNeqYi0FnpeiVRRgENERKQOyXEhWCoNSipsGEbVT0ulQXJciLOnJhdhxYoVtGnTxp6dcaZHHnmEfv360b9/f9LS0uwBiD179hAVFeXw2qioKDIzMzly5Ahms9lhPDg4mNDQUDIzM9mzZw+dO3cmODjYPt6rVy+Kioo4cuRIE12liLQmel6JVFGAQ0REpA5DI/x5fUgondt5UVBuo3M7L14fEqqq9C3YiRMnWLBgAc8++6zDcT8/P6699loSEhL45JNPmD17Nm+++SYrVqwAoLCwkICAAIdzAgMDKSwspLCw0P772eMFBQV1ngtQUFDQmJcnIq2UnlciVdQmVkREpB5DI/y1QHQjL7/8Mvfccw9XXnklx44dsx/v1auXPZgB0KdPH+69917Wr1/Pfffd16D3NgzjgsZERBqDnlciyuAQERGRVmLbtm1kZmby4IMPNuj1YWFh/PTTTwAEBQXVyLYoLCwkODjYvvWkOpOjtvHaxgBCQpQ+LiIi0lgU4BAREZFWYcOGDeTm5jJw4EDi4+MZOXIkAPHx8bz77rssW7bM4fUHDx6kS5cuAERHR7N7926H8V27dhETE0N4eDiBgYEO47m5ueTk5BATE0N0dDS5ubnk5eU5nBsSEkJ4eHhTXa6IiEirowCHiIiItAqPP/44H3zwAevXr1sbCZYAACAASURBVGf9+vUsWrQIgPXr1+Pn58esWbP4/PPPqaio4IsvvmDt2rUkJiYCkJiYyIYNG8jIyKC8vJwlS5ZQVFREQkICnp6ejBkzhrS0NI4dO0ZxcTGvvvoqffr0oXv37kRFRRETE0Nqaipms5mjR4+SlpZGYmIiJpOpvimLiIjIeVANDhEREWkVAgMDHQqBWq1WAEJDQwkNDeXJJ5/khRdeIDs7mw4dOvDkk09y++23A3DDDTfwxBNP8Oijj5KXl0fPnj1ZtGiR/f2mTp1KaWkpo0aNwmKx0L9/f+bMmWP/rLlz55KSksKAAQNo06YNI0aMICkpqRmvXkRExP2ZDFW9cnDs2DFuuukmPv74Y3taqoiISGumZ2Pz0b0WERGpqaHPR21REREREREREZEWTwEOEREREREREWnxFOAQERERERERkRZPAQ4RERERERERafEU4BARERERERGRFk8BDhERERERERFp8RTgEBEREREREZEWTwEOEREREREREWnxFOAQERERERERkRZPAQ4RERERERERafEU4BARERERERGRFk8BDhERERERERFp8RTgEBEREREREZEWTwEOEREREREREWnxFOAQERERERERkRbPy9kTEBER95KeZSY1I59DxRV0DfAmOS6EoRH+zp6WiIiIiLg5ZXCIiEijSc8yM2VLDtklVoJ9PcgusTJlSw7pWWZnT01ERERE3JwCHCIi0mhSM/Lx8TTRztsDk6nqp4+nidSMfGdP7YKlZ5kZsiaLrot/YMiaLAVrRERERFyUAhwiItJoDhVX0NbL5HCsrZeJrOIKJ83o4igjRURERKTlUIBDREQaTdcAb0qthsOxUqtBRIC3k2Z0cdwxI0VERETEXSnAISIijSY5LgRLpUFJhQ3DqPppqTRIjgtx9tQuiLtlpIiISOulLZfSGijAISIijWZohD+vDwmlczsvCsptdG7nxetDQltsFxV3y0gREZHWSVsupbVwaoDjpZdeokePHvbfv/rqK0aPHk1sbCy33347y5cvd3j90qVLGTp0KLGxsYwePZqMjAz7mMVi4bnnnmPw4MHEx8eTlJRETk6OfTw7O5ukpCTi4+MZNGgQzz//PBaLpekvUkSklRka4c+WuyM4OLE7W+6OaLHBDXC/jBQREXFf9WVoaMultBZOC3Ds27eP9evX23/Py8sjKSmJ4cOH8+WXX/LSSy/xxz/+kU8//RSArVu38tprr/HCCy+wbds2Ro4cyaRJkzhx4gQAc+bMYefOnbz99tt89NFHBAUFMW3aNPv7T5kyhaCgIDZv3syyZcvYuXMn8+bNa96LFhGRFsXdMlJERMQ9nStDQ1supbVwSoDDZrORkpLChAkT7Mc2bNhAWFgY9913H23atCE2Npa77rqLFStWALB8+XJGjBhBXFwcvr6+jBkzhs6dO7Nx40asViurV69m8uTJhIeH4+/vT3JyMrt27WLfvn1kZmayd+9ekpOTCQgIICwsjEmTJrFq1SpsNpszboGIiLQQ7pSRIiIi7ulcGRracimthVMCHCtWrKBNmzYkJCTYj+3Zs4devXo5vC4qKorMzEz7eFRUVK3jR44cwWw2O4wHBwcTGhpKZmYme/bsoXPnzgQHB9vHe/XqRVFREUeOHGmKSxQREREREWkW58rQ0JZLaS2aPcBx4sQJFixYwLPPPutwvLCwkICAAIdj7du3p6CgoM7xwMBACgsLKSwstP9+9nhBQUGd5wL29xcREREREWmJzpWhoS2X0lp4NfcHvvzyy9xzzz1ceeWVHDt2zGHMMIw6zmqY+s6/2PcWERERERFxRclxIUzZkgPYaOtlotRq1MjQGBrhr4CGuL1mzeDYtm0bmZmZPPjggzXGgoKC7JkY1QoKCggJCbGPn51tUVhYSHBwsH3rydnnnzle2xhgf38REREREZGWSBkaIlWaNcCxYcMGcnNzGThwIPHx8YwcORKA+Ph4IiMj2b17t8PrMzMz6d27NwDR0dE1xnft2kVMTAzh4eEEBgY6jOfm5pKTk0NMTAzR0dHk5uaSl5fncG5ISAjh4eFNdbkiIiLiwtSuXkTciYpiizRzgOPxxx/ngw8+YP369axfv55FixYBsH79ehISEsjLy2Pp0qWUl5ezY8cO3nvvPX79618DkJiYyIYNG8jIyKC8vJwlS5ZQVFREQkICnp6ejBkzhrS0NI4dO0ZxcTGvvvoqffr0oXv37kRFRRETE0Nqaipms5mjR4+SlpZGYmIiJpOpvimLiIiIG1K7ehEREffTrAGOwMBAQkND7X86dOgAQGhoKGFhYSxcuJC1a9cSFxfHU089RUpKCtdddx0AN9xwA0888QSPPvoocXFxvP/++yxatMheLHTq1KnEx8czatQoBg0aRHl5OXPmzLF/9ty5cykuLmbAgAHcc889DBw4kKSkpOa8fBEREXEBalcvIiLinpq9yOiZunTpwn/+8x/777/85S9555136nz96NGjGT16dK1j3t7ePP300zz99NO1jnfq1Ik33njj4iYsIiIiLd6Z7eqrvwypq1395s2b7eO33XZbjfGGtKu32Wz1tquPiIhooisVERFpXZq9TayIiIiIs6hdvYiIiPtSgENERERajTPb1Z9N7epFRERaNgU4REREpFVQu3oRERH3pgCHiIiItApqVy8iIuLeFOAQERGRVkHt6kVERNybU7uoiIiIiDSXwMBAh0KgVqsVqGpXD7Bw4UJefPFFXnnlFTp16lRnu/q8vDx69uxZo119aWkpo0aNwmKx0L9//xrt6lNSUhgwYABt2rRhxIgRalcvIiLSyBTgEBERkVZJ7epFRETci7aoiIiIiIiIiEiLpwCHiIiIiIiIiLR4CnCIiIiIiIiISIunGhwiIuK20rPMpGbkc6i4gq4B3iTHhTA0wt/Z0xIRERGRJqAMDhERaVTpWWaGrMmi6+IfGLImi/Qss9PmMWVLDtklVoJ9PcgusTJlS47T5iMiIiIiTUsBDhERaTSuFFRIzcjHx9NEO28PTKaqnz6eJlIz8pt9LiIiIiLS9BTgEBGRRuNKQYVDxRW09TI5HGvrZSKruKLZ5yIiIiIiTU8BDhERaTSuFFToGuBNqdVwOFZqNYgI8G72uYiIiIhI01OAQ0REGo0rBRWS40KwVBqUVNgwjKqflkqD5LiQZp+LiIiIiDQ9BThERKTRuFJQYWiEP68PCaVzOy8Kym10bufF60NC1UVFRERExE2pTayISCvTlK1Tq4IKVbU4sooriHBya9ahEf4KaIiIiIi0EgpwiIi0ItVdTnw8TQ5dTl4fQqMGORRUEBEREZHmpi0qIiKtiCt1ORERERERaUzK4BARaUUOFVcQ7OsY227KLidNuR1GRERaFj0TRKSpKYNDRKQVac4uJ9XbYbJLrA7bYdKzzI3+WSIi4tr0TBCR5qAAh4hIK9KcXU60HUZERKrpmeB86VlmhqzJouviHxiyJkvBJXFLCnCIiLigplqENGfr1EPFFbT1Mjkca8rtMCIi4rr0THAuZdBIa6EaHCIiLqapO500V5eTrgHeZJdYaef984K2qbbDiIiIa9MzwbnOzKAB/ve/g43UjHzVQRG3ogwOEREX4y5pvM25HUZERFybngnOpQwaaS0U4BARcTHusghpzu0wIiLi2vRMcK7mLDIu4kzaoiIi4mLcKY23ubbDiIiI69MzwXmS40KYsiUHsNHWy0Sp1VAGjbglZXCIiLgYpfGKiIhIY1IGjbQWyuAQEXExQyP8Gd/rNHO+OYnZYsPfx4PfxQZrESIiIo0uPctMakY+h4or6BrgTXJciJ43bkoZNNIaKINDRMTFpGeZeWtPEaFtvejdwZfQtl68tadIrdwuQFO12xURcQdqHSoi7kYBDhERF+MuXVScTQt3EZH66XkjIu5GAQ4RERfjLl1UnE0LdxGR+ul5IyKNyRUyZxXgEBFxMWrl1ji0cBcRqZ+eNyLSWFwlc1YBDhERF6MuKo1DC3cRkfrpeSMijcVVMmcV4BARcTFq5dY4tHCXunz77beMHTuW2NhY+vfvz8yZM8nLy2PHjh306NGDq6++2uHPxo0b7ecuXbqUoUOHEhsby+jRo8nIyLCPWSwWnnvuOQYPHkx8fDxJSUnk5OTYx7Ozs0lKSiI+Pp5Bgwbx/PPPY7FYmvXaRc6k542INBZXyZxVm1gRERekVm4Xr2rhXvWNQlZxBRFqfyhAUVEREydOZPr06fztb3+juLiYGTNmkJKSwvjx4wHIzMys9dytW7fy2muvsXDhQq6++mrWrVvHpEmT+OCDD+jQoQNz5sxh586dvP3227Rv356XXnqJadOmsWrVKgCmTJlCZGQkmzdvxmw2M2XKFObNm8cjjzzSbNcvcjY9b6qoXa7Ixeka4E12iZV23j8HOZyROasMDhERcVtDI/zZcncEByd2Z8vdEVqsChaLhaeeeorx48fj7e1NSEgIt9xyC/v37z/nucuXL2fEiBHExcXh6+vLmDFj6Ny5Mxs3bsRqtbJ69WomT55MeHg4/v7+JCcns2vXLvbt20dmZiZ79+4lOTmZgIAAwsLCmDRpEqtWrcJmszXDlYtIXVyldoBIS+YqmbMKcIiIiEir0bFjR0aNGgWAYRgcOHCAdevWMWzYMPtrHnnkEfr160f//v1JS0uzByD27NlDVFSUw/tFRUWRmZnJkSNHMJvNDuPBwcGEhoaSmZnJnj176Ny5M8HBwfbxXr16UVRUxJEjR5rykkXkHFyldoBIS+YqW960RUVERERanf379zNq1ChsNhv33HMPM2bMYP/+/Vx77bUkJCTw8ssv8+9//5spU6YQGBjIfffdR2FhIQEBAQ7vExgYyMGDByksLLT/fvZ4QUEBhmHUei5AQUEBERERTXexIlKvQ8UVBPs6fu+rrlsi588Vtrwpg0NERNyWK/RjF9fUs2dPdu/ezcaNGzl06BAzZ86kV69erFixgsGDB+Pt7U2fPn249957Wb9+fYPf1zCMCxoTEedR1y0R96EAh4iIuCXtqZZzMZlMdOvWjZkzZ7Jp0yby8vJqvCYsLIyffvoJgKCgIAoKChzGCwsLCQ4Otm89qc7kqG28tjGAkBB19hFxJlepHSAiF08BDhERaTLOzKDQnmqpTXp6OiNHjnQ45uFRtRz6+uuvWbZsmcPYwYMH6dKlCwDR0dHs3r3bYXzXrl3ExMQQHh5OYGCgw3hubi45OTnExMQQHR1Nbm6uQxBl165dhISEEB4e3qjXKCLnx1VqB4jIxVOAQ0REmoSzMyhcpR+7uJbY2FgOHz7MggULKCsrIz8/n/nz5xMbG4uPjw+zZs3i888/p6Kigi+++IK1a9eSmJgIQGJiIhs2bCAjI4Py8nKWLFlCUVERCQkJeHp6MmbMGNLS0jh27BjFxcW8+uqr9OnTh+7duxMVFUVMTAypqamYzWaOHj1KWloaiYmJmEymc8xaRJqLNpKJtGwqMioiIk3izAwK4H990W2kZuQ3y7dirtKPXVxLp06dWLx4MS+//DILFy7Ez8+PPn368OKLL9KpUyeefPJJXnjhBbKzs+nQoQNPPvkkt99+OwA33HADTzzxBI8++ih5eXn07NmTRYsW2YuFTp06ldLSUkaNGoXFYqF///7MmTPH/tlz584lJSWFAQMG0KZNG0aMGEFSUpJT7oOIM6RnmUnNyOdQcQVdA7xJjgtxiSyJ6oC8j6fJISD/+hBcYn4i0nAmQxWvHBw7doybbrqJjz/+2J6SKiIi56/r4h8I9vVw+HbaMAwKym0cnNi9yT//zAVrWy8TpVYDS6WhtOMLoGdj89G9Fnflyv9NHrIm638B8Z+T20sqqraqbLk7wnkTExG7hj4ftUVFRETqdaF1NJxdlV57qkVEXIcr10XSlkYR96EtKiIiUqeLSdtNjgthypYcwObwbV1zVqV3hX7sIiJSFUQI9nX8btVVggja0ijiPpTBISIidbqYb9yUQSEiItWcndVXH7WJFXEfyuAQEZE6Xew3bsqgEBERcI2svrpUBeSrgvpZxRVEuFABVBE5PwpwiIhInZS2KyIijcHVgwgKyIu4BwU4RESkTq78jZuIiLQsCiKISFNTDQ4REanThdTRuNCuKyIiIiIiF0MZHCIiUq/z+cbtYrquiIiIiIhcDGVwiIhIo7mYrisiIiIiIhdDAQ4REWk0h4oraOtlcjh2Pl1XREREREQuVLMHOL799lvGjh1LbGws/fv3Z+bMmeTl5QHw1VdfMXr0aGJjY7n99ttZvny5w7lLly5l6NChxMbGMnr0aDIyMuxjFouF5557jsGDBxMfH09SUhI5OTn28ezsbJKSkoiPj2fQoEE8//zzWCyW5rloEZFWomuAN6VWw+GYuq6IiAioRpOINL1mDXAUFRUxceJEbrnlFnbs2MGGDRvIy8sjJSWFvLw8kpKSGD58OF9++SUvvfQSf/zjH/n0008B2Lp1K6+99hovvPAC27ZtY+TIkUyaNIkTJ04AMGfOHHbu3Mnbb7/NRx99RFBQENOmTbN/9pQpUwgKCmLz5s0sW7aMnTt3Mm/evOa8fBERt5ccF4Kl0qCkwoZhVP1U1xUREamu0ZRdYnWo0aQgh4g0pmYNcFgsFp566inGjx+Pt7c3ISEh3HLLLezfv58NGzYQFhbGfffdR5s2bYiNjeWuu+5ixYoVACxfvpwRI0YQFxeHr68vY8aMoXPnzmzcuBGr1crq1auZPHky4eHh+Pv7k5yczK5du9i3bx+ZmZns3buX5ORkAgICCAsLY9KkSaxatQqbzdact0BExK1dSNcVERFxf6rRJOL+XCFLq1m7qHTs2JFRo0YBYBgGBw8eZN26dQwbNow9e/bQq1cvh9dHRUWxefNmAPbs2cNtt91WYzwzM5MjR45gNpuJioqyjwUHBxMaGkpmZiY2m43OnTsTHBxsH+/VqxdFRUUcOXKEiIiIJrpiEZHW53y6roiISOtwqLiCYF/H71ZVo0nEfbhKJz2nFBndv38/0dHRJCQkcPXVVzNjxgwKCwsJCAhweF379u0pKCgAqHU8MDCQwsJCCgsL7b+fPV5QUFDnuYD9/UVEREREpGmoRpOIe3OVLC2nBDh69uzJ7t272bhxI4cOHWLmzJlAVVbHxajv/It9bxERERERuTCq0STi3lylk57T2sSaTCa6devGzJkz2bRpE5WVlfZMjGoFBQWEhFT9Ry8oKKhGtkVhYSHBwcH2rSdnn3/meG1jgP39RURERESkaahGk4h7c5UsrWYNcKSnpzNy5EjHCXhUTWHQoEHs3r3bYSwzM5PevXsDEB0dXWN8165dxMTEEB4eTmBgoMN4bm4uOTk5xMTEEB0dTW5urr0dbfW5ISEhhIeHN+o1ioiIiIhITUMj/NlydwQHJ3Zny90RCm7IeXOFIpZSO1fJ0mrWAEdsbCyHDx9mwYIFlJWVkZ+fz/z584mNjWX48OHk5eWxdOlSysvL2bFjB++99x6//vWvAUhMTGTDhg1kZGRQXl7OkiVLKCoqIiEhAU9PT8aMGUNaWhrHjh2juLiYV199lT59+tC9e3eioqKIiYkhNTUVs9nM0aNHSUtLIzExEZPJdI5Zi4iIiIiIiDOp1bBrc5UsrWbtotKpUycWL17Myy+/zMKFC/Hz86NPnz68+OKLBAcHs3DhQl588UVeeeUVOnXqREpKCtdddx0AN9xwA0888QSPPvooeXl59OzZk0WLFtmLhU6dOpXS0lJGjRqFxWKhf//+zJkzx/7Zc+fOJSUlhQEDBtCmTRtGjBhBUlJSc16+iIiIiIiIXIAzi1gCtPM2ATZSM/KVDeQiXKGTXrMGOAB69+7NihUrah375S9/yTvvvFPnuaNHj2b06NG1jnl7e/P000/z9NNP1zreqVMn3njjjfOfsIiIiIiIiDiVWg1LQzityKiIiIiIiIhIQ7hKEUtxbQpwiIiIiIiIiEtzlSKW4toU4BARkXo9v+MngtL24zV3L0Fp+3l+x0/OnpKIiIi0Mq5SxFJcW7PX4BARkZbj+R0/8cL2E3iYwMcDSitsvLD9BADPxF/q5NmJiIhIQ6VnmUnNyOdQcQVdA7xJjgtpccEBVyhiKa5NGRwiIlKnOd+cxMMEXh4mTCYTXh4mPExVx0VERKRlUItVaS0U4BARkTqZLTY8TY7HPE1wymJzzoRERETkvJ3ZYtVkqvrp42kiNSPf2VMTaVQKcIiISJ38fTyodCxYTqUBfj56fIiIiLQUh4oraOvl+I2FWqyKO9IKVURE6vS72GBsBlhtBoZhYLUZ2Iyq4yIiItIyqMWqtBYKcIiISJ2eib+U3/fpQFtvDyps0Nbbg9/36aACo9Kiffvtt4wdO5bY2Fj69+/PzJkzycvLA+Crr75i9OjRxMbGcvvtt7N8+XKHc5cuXcrQoUOJjY1l9OjRZGRk2McsFgvPPfccgwcPJj4+nqSkJHJycuzj2dnZJCUlER8fz6BBg3j++eexWCzNc9Ei0qqpxaq0FgpwiIhIvZ6Jv5SCB3tSMT2Kggd7KrghLVpRURETJ07klltuYceOHWzYsIG8vDxSUlLIy8sjKSmJ4cOH8+WXX/LSSy/xxz/+kU8//RSArVu38tprr/HCCy+wbds2Ro4cyaRJkzhxoqqz0Jw5c9i5cydvv/02H330EUFBQUybNs3+2VOmTCEoKIjNmzezbNkydu7cybx585xyH0SkdVGLVWktFOAQERGRVsNisfDUU08xfvx4vL29CQkJ4ZZbbmH//v1s2LCBsLAw7rvvPtq0aUNsbCx33XUXK1asAGD58uWMGDGCuLg4fH19GTNmDJ07d2bjxo1YrVZWr17N5MmTCQ8Px9/fn+TkZHbt2sW+ffvIzMxk7969JCcnExAQQFhYGJMmTWLVqlXYbCraKyJNb2iEP1vujuDgxO5suTtCwQ1xSwpwiIiISKvRsWNHRo0aBYBhGBw4cIB169YxbNgw9uzZQ69evRxeHxUVRWZmJgB79uwhKiqq1vEjR45gNpsdxoODgwkNDSUzM5M9e/bQuXNngoN/rl/Tq1cvioqKOHLkSFNdroiISKuiAIeIiIi0Ovv37yc6OpqEhASuvvpqZsyYQWFhIQEBAQ6va9++PQUFBQC1jgcGBlJYWEhhYaH997PHCwoK6jwXsL+/iIiIXBwFOERERKTV6dmzJ7t372bjxo0cOnSImTNnAlVZHRejvvMv9r1FRESkfgpwiIiISKtkMpno1q0bM2fOZNOmTVRWVtozMaoVFBQQElLVZSAoKKhGtkVhYSHBwcH2rSdnn3/meG1jgP39RURE5OIowCEiIiKtRnp6OiNHjnQ45uFRtRwaNGgQu3fvdhjLzMykd+/eAERHR9cY37VrFzExMYSHhxMYGOgwnpubS05ODjExMURHR5Obm2tvR1t9bkhICOHh4Y16jSIiIq2VAhwiIiLSasTGxnL48GEWLFhAWVkZ+fn5zJ8/n9jYWIYPH05eXh5Lly6lvLycHTt28N577/HrX/8agMTERDZs2EBGRgbl5eUsWbKEoqIiEhIS8PT0ZMyYMaSlpXHs2DGKi4t59dVX6dOnD927dycqKoqYmBhSU1Mxm80cPXqUtLQ0EhMTMZlMTr4rIiIi7kEBDhEREWk1OnXqxOLFi/nss8+4/vrrueOOOwgICOBPf/oTwcHBLFy4kLVr1xIXF8dTTz1FSkoK1113HQA33HADTzzxBI8++ihxcXG8//77LFq0yF4sdOrUqcTHxzNq1CgGDRpEeXk5c+bMsX/23LlzKS4uZsCAAdxzzz0MHDiQpKQkp9wHERERd2QyVPHKwbFjx7jpppv4+OOP6dKli7OnIyIi0iDlVhsmkwkfz8bPBtCzsfnoXouIiNTU0OejVzPOSURERBrZaauNk2WVlFTYuKydd5MEOERERERaAgU4RESkXulZZlIz8jlUXEHXAG+S40IYGuHv7Gm1eqcsNgrKKzlttTl7KiIiIiIuQTU4RESkTulZZqZsySG7xEqwrwfZJVambMkhPcvs7Km1SoZhUFxeSVaRhf+WVCi4ISIiInIGBThERKROqRn5+HiaaOftgclU9dPH00RqRr6zp9aq2AyDgrJKDhVXkFNqxWJT+SwRERGRs2mLioiI1OlQcQXBvo6x8LZeJrKKK5w0o9al0mZQWF5JYbmNStUEFxGRVu75HT8x55uTmC02/H08+F1sMM/EX+rsaYkLUYBDRETq1DXAm+wSK+28fy5cWWo1iAjwduKs3F9FpUFBeSVF5ZUorCEiIlIV3Hhh+wk8TODjAaUVNl7YfgJAQQ6x0xYVERGpU3JcCJZKg5IKG4ZR9dNSaZAcF+LsqbmlcquN7JIKsootFCq4ISIiYjfnm5N4mMDLw4TJZMLLw4SHqeq4SDUFOESkVUjPMjNkTRZdF//AkDVZKpLZQEMj/Hl9SCid23lRUG6jczsvXh8Sqi4qjay0wsbxUxUcNldgttgU2BARETmL2WLj7E7onqaqrmIi1bRFRUTcXnUnEB9Pk0MnkNeHoL+oN8DQCH/dpyZyymLjZFklZZVanImIiNTH38eD0gobXmcEOSoN8PPRd/byM/3bICJuT51AxJUYhkHRGa1eFdwQERE5t9/FBmMzwGozMAwDq83AZlQdF6mmDA4RcXvqBCKuwGYYFJbbKCyvxKo2ryIiIuelupDonG9Ocspiw09dVKQWCnCIiNtTJxBxJqvNoKCskiKLDZtavYqIiFywZ+IvVUBD6qUtKiJSg7sV5FQnEHGGcquNnBIrh4osFJRXKrghIiIi0sQU4BARB9UFObNLrA4FOVtykEOdQKQ5ndkRpdiiVq8iIiIizUVbVETEwZkFOYH/beuwkZqR36IDAuoEIk3NbKmkoMymoqEiIiIiTqIAh4g4UEFOkYazGQbF5TYKyiupUOFQEREREac6ry0qZWVlFOxSlQAAIABJREFUrF69mpSUFJKSkvjpp5+w2Wx8/fXXTTU/EWlmXQO8KbU6/kVNBTlFHFXaDE6ctnKoqIKfTludHtwwDIPjpyr4Ovc0ZVb3ziDRWkRERETq0uAMjuPHjzNu3DiOHz/OZZddRm5uLuXl5Rw6dIj777+fN954gwEDBjTlXEWkGSTHhTBlSw5go62XiVKroYKcIv9jqazqiOIqtTVyS628d9DM+gOn+L7QAkCntp78/bYwbr3Cz8mza3xai4iIiEh9GpzBMWvWLEJCQvjwww/ZsmULPj4+AHTr1o0HHniAN954o8kmKSLNRwU5RWo6bbXx31MVZBVbKHJycOO01cbGg2b+b/N/GbzmMKn/PmkPbgDkllYydtNxisornTjLpqG1iIiIiNSnwRkc27dvZ9GiRVx++eU1xu68807eeuutRp2YiDiPCnKKVDllqaqvcdrJ2z5shsG/c8t496CZ9KxTlFTUH2LJO13Jj4UWftnpkmaaYfPQWkRERETq0+AAh81mIygoqNYxwzCw2dx7z6+IiLi39CwzqRn5HCyycLm/NxN7taffZW2dOqfDxRWsP2hm/QEzx05ZG3yeCQhq49l0E3MSrUVERESkPg3eotKtWzf+/ve/1zr2z3/+k+7duzfapERao/QsM0PWZNF18Q8MWZNFepbZ2VMSaTXSs8w89HE2x8wV+Hl7cPyUld9/mccnx0uafS7FlkpWfl/M/0s/zq3rjrDgu4LzCm4ATOzVnisDfZpohs6jtYiIiIjUp8EZHGPHjiU5OZn9+/fTr18/KisrWb58OVlZWWzdupU//elPTTlPEbeWnmVmypYcfDxNBPt6kF1iZcqWHF4fgraKiDQxq83gxR0nMJlM+HiaALjEq+rnm5mFDApr1yxz+OK/paw7YObjI6VYLrArS48gHx6ODeE30e0beYauQWsRERERqU+DAxx33HEHHh4epKWlMX/+fAAWL15MZGQks2fP5tZbb22ySYq4u9SMfHw8TbTzrkqqaudtAmykZuQrwCHSRM7siJJVXEGgj8lhvI0nHD/PzInztf9kOe8eMPPewVOcKLuwoqDtfT1I6OrH8G7+3Hq5H/6+7rc1pZrWIiIiIlKfBgc4AIYNG8awYcMoKSnh1KlT+Pv707atc/cni7iDQ8UVBPs67hhr62Uiq7jCSTMScV+nrTYKyio5VfFzvYYufl7kna7kkjOeimWVEOZ3Xo/JBsk7bWXjwVOsO2DmPwWWc59QC28PGNylHcO7+TMwrC3bckpJzchn5qe5dAv0ITkuxG2Do1qLiIiISF3Oa+X27bffcvz4cYYNG0a7dlUpu3/5y1+Ii4vj2muvbZIJirQGXQO8yS6x/i9zo0qp1SAiwNuJsxJxL6csNk6WVVJWWbMQ5f9d3Z7nt50AqjI3yiqrMjz+7+rG2epRXmnj46OlvPujmc//W0rlBfaZvaaDL3dd6c+wrn72IqKfHC/h+W0n8PE0EdQKtrhpLSIi0npVFwQ/VFxB1wBvtw7oy4VpcJHRrVu3kpiYyJdffulwPDMzk7Fjx/LJJ580+uREWovkuBAslQYlFTYMo+qnpdIgOS7E2VMTadEMw6CwrJKsIgv/LamoNbgBMCisHc/07UDHSzwpthh0vMSTZ/p2uKj6G4Zh8O+fTvPMtjz6rzzM7z7J5ZPj5x/cCG3ryaSr2/PPu8JZPawLY68KdOiQ8mZmIT6eJi7xMmGiaqubj6eJ1Iz8C567q9JaRESk9aquWZddYnWoWafC/HKmBmdw/PnPf2bcuHE89thjDsfnzZvH3LlzmT9/PoMGDWr0CYq0BkMj/Hl9SFUtjqziCiIUkRa5KJU2g8LySgrLbVQaDYsoDApr1ygFRY+af27tesR8YTU82nqZuPWKqi0o13e6BE8PU52vPXbKWqN+iLtucdNaRESk9VLNOmmIBgc4fvjhB2bPnl3r2MiRI1myZEljzUmkVRoa4a//OItLaknpoGcWDr3AXSAXxGypZNPhEt790UzGT2UX9B4mID70Ekb8wp9bLm9nX8CdS231Q9x1i1tjrUWOHz/OK6+8wtdffw1AfHw8Tz75JBUVFdx00014e3tjMv0cNJo6dSq//e1vAdi0aRNpaWkcOXKE8PBwpkyZYi9uahgG8+fPZ8OGDRQWFhIVFcXvf/97e/va4uJinnvuOXbs2IHNZqNv3748++yz+Pu75v+fRERciWrWSUM0eItKu3btOH78eK1jx48ft++DFRER99FS0kFPW20cP1VBVrGFomYKblhtBp8eL2XmJ7n0X3WYp7/Mu6DgRtcAb353bTBbRl3OW7ddxvBu/g0ObkBV/RBLpcFpq4GBe29xa6y1SFJSEr6+vnz00Ue8//77FBYW8swzz9jHN23aRGZmpv1PdXBj//79JCcnM3XqVLZv38706dN55JFH+P777wFYtmwZ77zzDgsWLODTTz8lNjaWSZMmUV5eDsDTTz9NYWEh7777Lu+9916NzxURkbp1DfCm1Or4hHfXgL5cuAavoG699VZ+//vfs3nzZnJzczl16hTHjx/n3Xff5ZFHHuHmm29uynmKiFyU9CwzQ9Zk0XXxDwxZk+Vyf0F3VWemg5pMrlffwWyp5EhxBUfNFZRU1F5fo7F9X1DOrIwTDF5zmAc+yub9rFOUn2dhjUAfD+7rEcDqX4WRPjycpGuCuMzvwhZoZ9YPKSy30bmdF68PCXXZLJuL0RhrkeLiYqKjo0lOTsbPz4+QkBBGjx5tz+aoz6pVq+jfvz8333wzvr6+3HTTTfTt25fVq1cDsHz5csaPH0+PHj1o27YtDz30EGazmc8++4wTJ06wefNmZs6cSYcOHQgJCWHGjBl88MEHnDx58qLvjYiIu1PNOmmIBm9RmTlzJocPH2bq1KkOaZuGYdCnTx8eeeSRJpmgiMjFSs8yM/HD/1JcbqPCZvBTiZWJH/6Xxbde5pZ/CWxMrpgOahgGReU2CsorqbA1z0aU/NNWNh46xfoDZvacvLDWrl4mGNSlLcO7+TO4Szt8POuuq3G+quuHXNbOGz+fhmd/tDSNsRYJCAjg5ZdfdjiWnZ1Np06d7L+npqayc+dOysrKGD58OI888gg+Pj7s2bOHG264weHcqKgotm3bRllZGT/++CNRUVH2MW9vbyIjI8nMzMTX1xeTyUTPnj3t4z179sQwDPbt20f//v3P+36IiLQmqlknDdHgAIefnx9vvvkmu3fvZteuXZw6dYrg4GAiIyO55pprmnKOIiIX5fHPf+LE6Uq8PEx4e5qwGXDidCWPf/6THorn4EotjC+kcOjFsFQabDlawrsHzHx2vBTrBX5krxBfhnfzI6GrP8FndD+R89cUa5GDBw+SlpbGs88+i4+PDzExMQwePJjU1FR+/PFHHnroIby9vUlOTqawsJCAgACH8wMDAykoKKCoqAjDMAgMDKx1vLCwkHbt2uHp+fO/A97e3rRr146CgoILmruISGujmnVyLg0OcFSLjo4mOjq6KeYiItIkvi+w4GmC6kYUHibwNFUdl/olx4UwZUsOYKOtl4lSq9Hs6aAVlQYF5ZUUlTd9bQ3DMPjuRDnrfjSTnnWKIsuFbXu59BJP7uzmz/Ar/eke5NPIs5TGWotkZmYyadIkJkyYwB133AHAypUr7eNRUVE88MAD/PnPfyY5ORmo+nekPvWNn+tcEWn5WlJhbhF3VG+AY/r06bz44ov4+fkxffr0et/IZDLxpz/9qVEnJyLSaM7eDdB4uwPcmjPTQcusVdtQzBcYZDgfx09VsP7AKdYfNF/w9ps2niZuuaIdw6/0p2/n+lu7SsM11Vrks88+Y8aMGTz88MPcd999db4uLCyM/Px8KisrCQoKorCw0GG8sLCQkJAQ2rdvj4eHR63jkZGRBAcHU1JSQkVFBd7eVRlQFRUVlJSUEBKi/eMi7qC6MLePp8mhMPfrQ1CQQ6SZ1BvgyMzMpKKiwv7P9TlzL6yIiCuJbO/NvgILYOAB2ACbAVcFqep2QzR3OugpS1Vg47S1aQMbpypsfHj4FOsOmPkq58JauwJc36kNw7v5c1uEH37n0f1EGqYp1iLfffcdv/vd75g1a5ZDYdJt27bx7bff8uCDD9qPHTx4kM6dO+Pp6Ul0dDS7d++uMb/evXvj6+tL9+7dyczMpG/fvgBYLBb279/Pb3/7W6666ipMJhN79+6ld+/eAOzevRtPT0+Huh0i0nKdWZgb+N/2ThupGfkKcIg0k3oDHFu2bKn1n0VEWpJXBnRiwgfHMVcYWG0GXh4m2vuYeGVAp3OfLM3CMAyKLTYKyiqxNGHh0Eqbwfac07x7wMzmIyWcvsDCGlf4e3NXNz/uvNKfcH8FyppSY69FrFYrTz75JFOnTq3RdcXf358FCxZw2WWX8atf/Yr9+/fz5ptvMmHCBADGjBnDiBEj2Lx5M4MGDeLjjz8mIyPD3uo1MTGR119/ncGDB9OlSxfmz5/PpZdeSv/+/fH29mbo0KH/n703D2+rPPP+P+ccLbYWr0mc4AQSnATIUiATBmigYVjLvECSaQcotLTA9A0tZEpYelEGwtJpQ4eU0Ia+LO+PduYtLXQl0A4BUig0TClhx1kIxEkIOCGx402WtZ7z/P44kixvsSxLtizfn+sCxedIR0eyrOc53+d7f2/uv/9+1qxZg2VZ3HfffVx00UV9cjsEQRibFGIwtyCMNzJearrmmmty0sassbGRFStWcMopp3DKKafwrW99iwMHDgCwY8cOrrjiChYuXMhZZ53FunXretSrPvvssyxZsoQTTzyRiy66iOeffz61TynFj3/8Y84++2wWLlzIFVdcwYcffpja39HRwY033shpp53GZz/7WW688UYCAWkTKQjjgfOn+/nZebWcPLmUWp+TkyeX8rPzamU1pQAwLcWhUJxd7TEOdMXzJm7sbIuy5s1D/MPvPuKqjft5elfnkMUNv1PnktllPH5+Lc8tm8a1x1eJuDHC5GIu8s4777Bz507WrFnD/Pnze/xXWVnJ2rVr+elPf8rChQv5xje+wVe+8pWUwDFz5kzWrl3Lfffdx4IFC/jJT37CunXrOOqoowC45JJLuPTSS7nqqqs45ZRT2L59Ow8//HCqJOWuu+5iwoQJnHvuuZx//vlMnTqV22+/fXhviiAIBcOMMiddvcaW0QrmFoTxSsYho1u3bqWxsZGqqqphPeE111zDMcccw5/+9CcikQg33HADq1at4kc/+hHLly9nyZIlPPjgg+zbt4+vf/3rTJgwgS996Uu8//773Hzzzaxdu5bTTz+dV155hZUrV/Lb3/6W2bNn88tf/pLf//73PPzww0ybNo1HHnmE5cuXs2HDBtxuN7fddhvBYJD169ejaRrf/va3WbVqFWvXrh3W6xEEYWwgqduFRSRu0RqxCETzFxzaEjb5792drG8IsOVQJKtjGBp8rtbDkjo/Z07z4DakBGU0ycVcZOHChezYsWPA/bW1tZxzzjkD7j/77LP7OD/Sufbaa7n22mv73efz+bj33nszP1lBEMYUhRDMnQkShCoUMxnP1O6++27Wrl3Liy++yIEDBwiFQn3+G4yOjg7mzZvHzTffjM/no7q6mosvvpjXX3+dl156iVAoxIoVK/B6vcyaNYuvfOUrPPHEEwD8+te/ZtGiRZx99tm43W7OOussTj31VH7zm98A8Pjjj/PVr36VY445Bo/Hw7XXXksgEGDTpk00NzezceNGbrjhBiZMmEB1dTXXX389zz33XE5cKYIgCEJmBGMWnwRifBSI0ZEHcSNqKjZ+1Mk3X9zP6b/ew79vbs5K3DiuysV3Flbzl38+iofOmsL5030FLW6UGDpVJQYljuLOw8rFXEQQBCFf2MHck5niddAasZjidfDAmZMLSjxIBqHuD8Z7BKFu2CPOdqE4yNjBccMNN2BZFq+++uqA99m+ffthj1FWVsbq1at7bNu/fz81NTVs3bqV2bNn43B0n9KcOXNYs2YNkUiErVu3ctppp/V47Jw5c3j11VcJh8Ps3LmzR0iX0+lk9uzZ1NfX43a70TSNY489NrX/2GOPRSnF9u3bWbRoUUbvgSAIQi4Ybysn+c7XUEpR3xzhyYYAz+zppC2SXTjpxFKDC2f4WFLn59gqd47PMrc4dA2PQ8frtG/HS8eWXMxFBEEQ8kmhO0YlCFUodjIWOK666qqcd0rZtWsXDz74IHfeeSebN2+mrKysx/6Kigosy6K9vZ22trY++8vLy2ltbaW9vR2lVJ+QruT+trY2vF4vhmGk9jmdTrxeL62trTl9TYIgCIdjPLWQMy1FW8SkLWJhqtwLG/uDcZ7eFWB9Q4Bd7dkFuLkNjbOneVk6089np5TiKFChQANKHDpep47XoeF2FK6bJJ/kYy4iCIIwnpAgVKHYyVjgWLFiBS0tLbzwwgt8/PHHtLe3U1FRQV1dHeeccw6lpaVDeuL6+nqWL1/OlVdeyYUXXsjmzZt7BIr2x3D2D/ZYQRCEkWA8rJxETUVr2MxLCUowZrFxb5D1DQH+tj+U9fEXTrJbu35+uhe/yxj8AaOAQ9fwOnQ8TvvzosuFfc7nIoIgCOONGWVO9gfjifmHjQShCsVExgLHa6+9xje/+U2CwSAOh4PS0lK6urowTZOysjIefPBB/u7v/i6jY23atInrr7+eG2+8kcsuuwyAqqoqGhoaetyvra0NwzCoqKigsrKStra2Pvurq6upqKhA1/V+98+ePZuqqiqCwSCxWCyVZB6LxQgGg1RXF1bojyAIxU0xr5yE4nYZSmcsuxKRgbCU4rVEa9fnPwr2SajPlGk+B0vr/CypK8zWruLSGJxczkUEQRDGI2MlCFUQsiXj2dPq1as59thjWb9+PVu2bOH1119n69at/Pa3v+Xoo4/m3//93zM6zrvvvsvKlSv5wQ9+kBI3AObNm8eOHTuIRqOpbe+99x7HHXccLpeLefPmsWXLlh7Hqq+v5/jjj8ftdjNr1izq6+tT+6LRKO+//z4nnHACxx13HJqmsW3bttT+LVu2YBhGj9wOQRCEfFOMLeQCUZO9HTE+DsRyKm7sao+y9q1DnPm7vXzt+f2sb+gcsrjhc+r88yw/v/j8EWz8pyO57oSBW7u+3BjkimcbOfO3H3HFs4283BjMxcs4LA5do9xlcITXSV2Fi2l+J1UlhogbA5CruYggCMJ4ZSwEoQrCcMjYwdHQ0MCvfvWrHkGdYAsT//Zv/8bll18+6DHi8Ti33norK1as6NNibfHixVRUVLBu3Tq+8Y1vsHfvXn7+859z0003AXDppZeybNkyNm7cyOLFi3nhhRd44403WLVqFQCXX345DzzwAGeccQZTp05l3bp1TJo0iUWLFuF0Ojn//PO5//77WbNmDZZlcd9993HRRRf1ye0QBCF3jLcwzUwolpUTSyk6IhatEZNYr+DQlxuDPFrfxiedcab6HFw9v4LFtd6MjtsWsVu7PtUQ4N3m7Fq76hqcdoSHpXU+zprmpSQDseDlxiB3v9qMy9Aod2k0hUzufrWZVaeS8blnggaUJlwaHnFpDJlczEUEQRDGO4UehCoIwyFjgWPixImp8o7euFwuJk6cOOgx3nnnHXbu3MmaNWtYs2ZNj33PPvssjzzyCHfccQennHIK5eXlfO1rX2Pp0qUAzJw5k7Vr1/LDH/6QlStXMn36dNatW8dRRx0FwCWXXEJzczNXXXUVHR0dLFiwgIcffjh1znfddRd33XUX5557Lpqmcc4553D77bdn+vIFQRgi4ylMcyjYKyd2FseejhjTx5jwE08Eh7YPEByajVAQNRV/aeziqYYAf/4kSLYmkNmVLpbV+blgho9JnoyHNwAerW/DZWiUJtqsljq6tw9X4EhmaXiddp6GZGlkTy7mIoIgCIIgFC8ZzwD/5V/+hYceeojVq1fjcrlS28PhMA899BBXX331oMdYuHAhO3bsOOx9HnvssQH3nX322X2cH+lce+21XHvttf3u8/l83HvvvYOeoyAIuWE8hGlmy2ivnGTjrImaipawSWCQ4NBMhQKlFFtboqzfGeCPuwO0ZtnatbrE4MKjfSyt83NspSvrDhufdMYpd/V8bIkBjZ3xIR8r3aXhdeq4DBE0ckUu5iKCIAiCIBQvGQscW7du5e2332bRokXMnTuXsrIygsEg9fX1lJaWYlkWr732GgCapnH//ffn7aQFQSh8ijlMc7iMZunOUJ01XTG7DCWYoa3ik844uqY40GERNZX9PCU6jZ22LHIgGOfp3QGeagjwYVt2nwWXrnHmNA/LZvo57QhPTlq7TvU5aAqZKUEGIGxCrS+zYVJcGiODzEUEQRhtpPxWEAqbjAWOV199FQC/38/evXtT230+H0CPgE/pUS8IgrQh658NewJc9fw+OiIWMUtxMBjnquf38dNzjxiRCVImzhqlFIGoLWxEzCGGero0drbGMXQwdIhZisZOkxqPwdUb9/HX/SGsLHu7njixhKV1Ps6f7qPcPbzWrr1zQv5+SilPfhgAbOdG2LRdK1fPrxjwGCWGjjfRwjWTnA9h+MhcRBCE0aRYym9FpBGKmYwFjhdffDGf5yEIQpFRLGGaueaWVw7SHDJx6BpOQ8NS0BwyueWVgyMyudjdEcPQFB+0xomYCrehMcmjs6cjhmkpOhLCRnyIKkRSMGhojWECWKA0iCtQwP4uk/1doSGfb63XwZI6P0vqfEwvcw3+gAzPtXdOyJMfBlg2y8/m/SEaO+PU9hOOqmsaHoeWKj3JhXNEGBoyFxEEYTQphvLbYhFpBGEghpbCJgiCkCFjPUwzX3zQGsXQ7E4fYN8amr19JChz6Ww7FMGhazgSDos97XFmV7nY1R49bL7GQKQLBmBnUJjAEM0fKTwOjc9P97Gszs/CmpIe5R7D6dCSZKCckM37Q/y/z9f2uK9T7xY0PA5NXAGCIAjjmGIovy0GkUYQDocIHIIg5I3RDtMsWHpfI4/kNbNSaBooFJYFFqBpYFkqK3ED4OF3WwmbFociiqFHctroGnx2SilL6/ycfaSX0n5KPnLVynWwQNFkQKhPAkIFQRCENIqh/LYYRBpBOBwicAiCkDekxrMvsyucbG+NAgodW2CwFBxXOTKTo/aoRa3XoClkEbVUyqIajA1N3ohZilcau1jfEODNpkjW5zOz3MnSmX4umuGnxnv4ISlXrVx7B4pqQMSCGeVO6spdGFJ6IgiCMG453NylGMpvi0GkEYTDIalogiDkhWSN5/5gvEeN54Y9gdE+tVHlntNrqHLrGJqGqcDQbIHhntNr8vq8cUvRHIozxetA13SmlzmZXeliepkTp6Fn1C1EKcW2QxG+v7mZxb/5iGte/JRnPwoO+Vwq3TpfOa6c310wlT8umcbX51UOKm6A7bwo6ZUtmk0r16vnVxCzFBFT4dTtnBBLwXf+foKIG4IgCOOYweYudvntZKZ4HbRGLKZ4HTxw5uQxtXhz88JqoqYiGLNQyr4dayKNIBwOcXAIgpAX7n3jEFHLoimkUmGW5W5t3Nd4nj/dz8/Oqx2xbJJw3A4N7YxaKOCqeRXc/WozkHm3kINdcf6wq5P1uwJZZ4VowDlHellS5+dztZ6sSj+G08pVwy498Tl1vnZcJVN9TsmHEQRBEHqQST7FWC+/lYw0odgRgUMQhLywrSVCS8jESAuzPBC0iFnZlzMUG9lmXgx6XKXojFm0hi3CptVj3+JaL6tOtcs6BuoWArYw8sLHQZ5sCPA/+7Jv7VqaELZ0NNb9w+RsXxJgOy+GIs64DQ2PQ8fj1Cl1aD3CSsf6BFUQBEHIPeMln0LGQKGYEYFDEIS8EDHtMMv0biGWZm8fz+SzPZtpKdqjFm2DtHldXOvtN7NCKcWbB8OsbwiwYU+QzpjVz6MHx9DsMpQKt4Hb0AjFFRNLjcEfOAiLa70smxXhP7e2EYwpvE6Nr83tFmdcuobHqeNx2IKGlJsIgiCMDmM1g0vyKQRh7CMChyAIecGlQxdgqu4wTQD3OE/+yUd7tqd3dfAfr9tW02xap34ciLG+IcBTDQE+HmKeRRKPQ+O8o3zMKHfwq/c7cDt0XDqEEgFshyuByZSXG4M8/n47MdP+TMVMxRM72llc62FJXRkOETQEQRBGnXwK+fmmGEJEBWG8IwKHIAh5YW51CR+2RmiPKiKmhdvQKXdpzKp0j/apjSq5tL8GYxa/39nOra80Dbl1aiBq8uweuwTlzYPhIT832LkWp04pZUmdn3OP9OJJiDbHVrkHLYHJhh++2UJr2MKhg9MAhUZr2OLu15r5wqzyYR9/rK44CoIgFBL5EPJHCsmnEISxjwgcgiDkheQqSK1Pk1WQNDK1v9792kHWvtVCIGrhd+msXFDFqpMnYSlFR8QuQ4laip+805px69S4pfiffV081dDJnz4OZl0udHS5k2V1fi482s+UfrqfDFQCkw3uxCTZ49DZ0x7FoZMqPdGwy2GyDT5NZyyvOAqCIBQSYz3HYrj5FCKWC8LoIgKHAMiXsZB78r0KMlY/s5nYX+9+7SDf/VszumaX+gSiFne82sya15uZM6GEq+d1OyI+6Yyja4oDHXabN5ehUVWi09jZLV7saI2wfmeAP+zupClkZnXeFW6dC2b4WFLnZ361G03LTzmIrml4nXY4qNep9yg70TQN1TuaNUence8bh+iI2h1n7Pa9UOk2xsSKoyAIQiExnnMsNuwJcNXz++iIWMQsxcFgnKue38dPzz1CxhJBGCFE4BBk5VLIG/lK6R7Ln9lMhJ+1b7Wga+DQNeKWImm0CMahqatnCYrPpbGzNY6hg5HoVrOv02R6uYP/3NbG+oYA21uyczg49USw58zsW7tmQtKl4XXqlDoGDmmZXeFke2sU6M51sRQcVzn8SfPbTWHaIhYatmZiKWgOm7zdlF35jiAIwnhlPOdY3PLKQZpDJg5dw2lo9lgQydI1AAAgAElEQVQSMrnllYMFPz8RhGJBBA5hTNdKCuOTsf6ZHUz4CUQtnBpYSpHeyMSCVClKqgRFgabZLWctC8zE/Rra46x+/VBW5ze/2s3SOj//OMNHVcnwu5/0RgM8Th2vQ8fn0jMOB73n9BqufK6RQEwRtxQOXaPCpXHP6TXDPqfOqJU6tyQqbbsgCIKQGeM5x+KD1ihGrw5yuSqlFAQhM0TgEMZ8raQw/tjdEcNA8UFnPBVgOqlUH/OfWaUUHVELj1MjHFMYCeFCw75N/pWWGNCY6HYSiFpUuXVaIhaxYXTgrfEYXHS0n6V1fmZWuIb5Svqiaxo+p47XaQtTehYlLudP9/Oz82rzMmlOumR6yxmH6bYrCIIgDEC+HJxjgt7DmzT4EoQRRQQOYVzXSgpjkzKnxvbWWGplJGpZ7O20OK4y9xfmI0HcUrRHTNqjFnFL8bU5Ffyfd1pTV9vJa+zqEvtvNGzChFKdn7zbwqGIlXVYaKlD49wjvSyt83Py5NJUeGeucOnppSdaTnI78jVp9jg0gvG+72PSMSMIgiAIg5HPUkpBEDJDBA5hXNdKCmMUTetRupG+fSwRjtuhlp1Rq0d05nXHVwHwn1vbiCdsGeVOqCoxONhl0h41iVrwTnN2lteTJ5ewtM7PuUf58DkHzrwYKrpmd3NJBoTmK7MjH0wsNQgGbFdM0jGT3C4IgiAImZDPUkpBEDJDBA5hXNdKCmOTj9ojQ9peSCilCEQt2iIWYXPgfIf5E9zMqXLzcSCGrkN7xOKDtnjvHiIZM73MydI6Pxcd7aPWl7uVpBJDx5MoOykxcuPSGBU0jckenaaQleqiMrFUH7uvRxAEQRhx8llKKQhCZojAIQDjvFZSGHME7YV20r0HVtr2QiRmKtqjJu0RC1MdXqZ4uTHI7f/TRNhUBGMW/VROZES5S+cfZ/hYWufn+AndrV1fbgzyaH0bn3TGmepzcPX87razg+HQNbwOW9TwOPScl7WMFnapnkatr/tTFYxZTPHKMFmMNDY2cs899/D6668DcPLJJ3PrrbdSU1PDjh07+N73vse2bdsoLy9n6dKlXHfddam/n2effZYHH3yQvXv3Mm3aNK677jrOPfdcwBYw161bx9NPP01bWxtz5szh9ttvZ9asWQB0dHRw11138dprr2FZFqeeeip33nknfr+Mv4JQLMicWhBGl9x5kwVBEHqxYU+AM3+7hxk//ZAzf7uHDXsCOTlu0veget0WYr+LUNxiX2eM3R1RWsLmYcWNlrDJ/9vexvUvHeBAKJHJMURxw6HBP0z18OMzanjl4uncecpETphY0kPcuPvVZppCJuUujaaQ3Xb25cbggMd06RpVJQZH+p0cXe6ixuvA7zKKRtwAu1QvmhCUlLJvpVSveLnmmmtwu9386U9/4r//+79pa2tj1apVhMNhli9fzoknnsjLL7/MQw89xO9+9zueeOIJAN5//31uvvlmVqxYwd/+9je+9a1vcdNNN/HBBx8A8Mtf/pLf//73/OQnP+Evf/kLCxYsYPny5UQitrvstttuo62tjfXr1/OHP/wh9byCIAiCIOQGETgEQcgLG/YEuO7FT9kfjFPl1tkfjHPdi5/mROQoc+kYWnd7VC0RNlrmKoyvNKUUHRGTvR0xPg7E6Ow3MMQmaiqe+6iTb7y4n9N/vYfvbT5EVxaWjblVLv7t76v5yz8fxUNnTeG8o3z9ZmA8Wt+Gy9BSoZ+lDg2XofFofVuP+5UYOhNKHUwvczG93MWEUgcljsJ4f/OBXao3mSleB60R27nxwJmTZRWuCOno6GDevHncfPPN+Hw+qqurufjii3n99dd56aWXCIVCrFixAq/Xy6xZs/jKV76SEjh+/etfs2jRIs4++2zcbjdnnXUWp556Kr/5zW8AePzxx/nqV7/KMcccg8fj4dprryUQCLBp0yaam5vZuHEjN9xwAxMmTKC6uprrr7+e5557jpaWltF8SwRBEAShaBDv7QiwYU+Ae984xO6OGDOkFk8YJ9z7xiFchp3NACS69Fjc+8ahYX/+Vy6o4rt/a8bQwNDtFp+WsrePJqalaEvrhjIQSinebY6wviHAM7s7aY9m5z2ZWJps7epjdqU7o8d80hmn3NVT+CgxoDEYp8xl4HHYv7NicmdkitiKxwdlZWWsXr26x7b9+/dTU1PD1q1bmT17Ng5H9/Rozpw5rFmzhkgkwtatWznttNN6PHbOnDm8+uqrhMNhdu7cyZw5c1L7nE4ns2fPpr6+HrfbLhM79thjU/uPPfZYlFJs376dRYsW5ekVC4IwVpBrBkEYPiJw5JnkKrbL0HqsYj9wJvKFJRQ1uztiVLl7rvh7HBp7OmLDPvaqkycBsPatFjqjFj6XzsoFVantI00kbtEasQhEzcOGgO7rjPHUrk7WNwSyfh/chsY5R3pZUufns1NKcQxRiJjqc9AUMil12F1PdA3CccWsCheTM8ibkMmXUGzs2rWLBx98kDvvvJPNmzdTVlbWY39FRQWWZdHe3k5bW1uf/eXl5bS2ttLe3o5SivLy8n73t7W14fV6MYzuzjxOpxOv10tra2v+XqAgCGMCuWYQhNwgAkeeyecqtiAUMnZoYzzxmbfpiiuml+Wmg8eqkyeNmqABtgujM2Z3QwnFB3ZgBGMWz3/UyfqGTl77NJR1F5RZFU6+NqeCzx/lw5dlKY5T1/jWgipufeUgccv+PuqKK2IWGWVNyORLKDbq6+tZvnw5V155JRdeeCGbN29GDRICPJz9gz1WEITxi1wzCEJuEIEjz+RzFVsQCpmbF1Zz3YufAhYeh30hXQyhjZmUoZiWYvOBEE/uDPD83iChLNugHOl3sKTOz5Kj/UzzD10Y0gCPU8fj0PE6dVyGxoxyFxVuI6sWdve+cYioadEUUkRMC7ehU+7SZPIljEk2bdrE9ddfz4033shll10GQFVVFQ0NDT3u19bWhmEYVFRUUFlZSVtbW5/91dXVVFRUoOt6v/tnz55NVVUVwWCQWCyG02n/PcdiMYLBINXVY/t7URCE4SPXDIKQG0TgyDP5XsUWhELFDm2kaHrBh+MWrRGTzqg1oAujoT3K+p0Bnt4V4NMuM6vn8Tu7W7ueOLG7tWumuHR79ccWNrR+H59t1sTWQ2HaIlYq1DVqWRwMQcwKD/lYgjCavPvuu6xcuZIf/OAHnH322ant8+bN47HHHiMajeJyuQB47733OO6443C5XMybN48tW7b0OFZ9fT3HH388brebWbNmUV9fz6mnngpANBrl/fff53//7//Ncccdh6ZpbNu2jeOPPx6ALVu2YBhGj9wOQRDGJ3LNIAi5QQSOPFOsq9iCkAljPbTRUoqOiEV71CRi9i9rtIZNntnTyZM7A9QfimT9XPMnuLlqbgVnTfPgNjIvQdGAUoeOz2m7NJz9dE7JFcksVCMhmhhAXCkihdifVxAGIB6Pc+utt7JixYoe4gbA4sWLqaioYN26dXzjG99g7969/PznP+emm24C4NJLL2XZsmVs3LiRxYsX88ILL/DGG2+kWr1efvnlPPDAA5xxxhlMnTqVdevWMWnSJBYtWoTT6eT888/n/vvvZ82aNViWxX333cdFF13UJ7dDEITCJV9ZVHLNIAi5QQSOPFNsq9iCMB4Ixy3aIxYdA4SGRk3FXxq7eHJngJcbgxymC+xhKTE0yt06bl3DY2j843RfRo8zNNul4XPqeJwa+hBdHtniNjSCUbtjja7Zt0rZ2wVhrPDOO++wc+dO1qxZw5o1a3rse/bZZ3nkkUe44447OOWUUygvL+drX/saS5cuBWDmzJmsXbuWH/7wh6xcuZLp06ezbt06jjrqKAAuueQSmpubueqqq+jo6GDBggU8/PDDqZKUu+66i7vuuotzzz0XTdM455xzuP3220f2DRAEIWs27Alw1fP76IhYxCzFwWCcq57fx0/PPWLYc/uRvGaQwHChmNGUJF714JNPPuGss87ihRdeYOrUqaN9OoIwphlLA6hSio6oLWyEzb6KhVKK+kMRnmoI8MfdnbRlaVvQNahw6VS6dUocetpzK1744lEDPs6pd4sapQOUnuSbM3+7hw/bIrRHFBFT4TY0yt0asyrcvPjF6SN+PsLIIWPjyCHvtSAULsc/1sC2QxEcupYS+uOWYk61m3e/XDfap5cR6YHh6U6RB86cXLBzNEGAzMdHcXAIQoEwlsSATBgrHTdiph0a2hG1MPvRez8Nxnl6V4D1DQEa2rML+nLpGmcd6WFZnZ//r76V5rBFiaNboAibUOvr+3VcmggH9SUCQkebpH221qeNmn222P5OBEEQhLHDB61RDM1erAD71tDs7WMF6dYi5BrTUnTFLcJx+9apaxzhG73sGBE4BKEAGCtiwFAo9AE0GLNoi5gE+6kv6YpZbNwb5KmGAH/dn31r1wWTSlha5+f86V7KXIa9UYO7X20GoMSwxY2oqbh6fkWq9MTr1PA4dAx99EWNdEa75K4Y/04EQRCEkWXYQnnvobmwhupBkW4twnCJxC3CpiIUV4TidrlWOs5Rnr+KwCEIBUChiwHZUIgDaNxStA/Q4tVSis2fhnmqIcCzH3XSlWVr16k+u7Xr0qP9HNlP8vniWi8n1gR4ZlcQEzuoc+lML18+toJSR//hooXkWhjN4Nhi/DsRBEEQRo7hCuWzK5xsbYkSVQqFrW3oGsytGjudTqRbizAUlFI9xIxwXPXreC4kROAQhAKgEMWA4TKjzMmHrRHao4qIaeE2dMpdGrMq3SN+Lp1RuxNKf26N3e1R1jcEeHpXJ/uC8ayO73VqnD/dx7I6PwsmlRw29PMn77bwzK4gugZODSzgqYYg977ZzKqTJ/W5v7gWusn330khCUmCIAhC7hmuUP6F2WVsSbgwkyO9Uvb2XDAS49BY79YiY3V+sZRKlZqE4opw3MrayTxaiMAhCAVAMarpZ0zzsKmxK1WfGjEtPu2Cr3/GMyLPfzi3RlvEZMOeTtY3BHinKbvWrroGi44oZVmdn7OmeVOBof3hSgaEunT+a1sbhg6OhH1PT5zr2rda+hU4xLXQzYwy54Ahp8NFhCRBEITiZ7hC+Usfd3GE16A9aq9mK2yBY+1bLZxUUzqs8WKkxqHRLjcdDjJW5x5L2e6MrpgtaETMsSdo9EYEDkEoAMa6mt4fL33cxWSv0edi9KWPu1h1cn6eUylFMKboSLg10r+gY5biL5908dSuAC9+nH1r19kVLpbW+bngaB81noG/Qksddjiot1dAaGdM4eqlhRia7TLpj2J092RLX9FM8WkQvj5/+KKZCEmCIAjFz3CF8t0dMSZ5HJQ4LfZ2KHQNNBTBmDXghXamjoORHIdGs9x0OMhYPXziVreYETYtIuZYlzP6IgKHIBQAY0VNH4otcHdHjEmlDmo83Rf3Sqm8XJhHTdut0bsTilKKbS1RnmwI8MddAVqzbO1aVaJzwQw/S+v8zKlyDdii1ZMQNXwuPeXQ6I3fpdMVs0hrooKpwNdb9UhQyO6ekbaJvvRxF5M9Rp+yp1yIZrs7Yhia4oPWeGrSO8mjj0shSRAEoVgZrlCeHJMPBE30RDcVU0GJYS9m9L7QHorjoFgWNPI5NyiW92gkiZq22yiUKDvp7WouRkTgEIQCodDV9KHaAvN9YW4pRSBq0R6xCJs9hYsDXXZr16caAnzYlt2g59ThzGleltX5Oa3W028itAapNq5eZ2ZdT1YuqOK7f2smbimMxMTIUvb2/ig0d09y4rKtJUJ7xGJCic4kj2NEbKLJlbMab+5FszKXzrZDERy6hkO3HT8fdcSZUz3ymTGCIAhCfhiuUJ4ck0NxC6duj+FKQY3H6PdCeyiOg0Je0MiUfJeQFMN7lG/CCTEjKWoUeiBoPhCBQxCEjBiqLTBfF+ZdMYuOqEVnzMJK+9IOxS3+tDfI+kRr12wF6hMmulla5+cfp/sodxt99jsTeRoeh93OdSA3x0AkczbWvtVCZ9TC59JZuaCq3/wNKAx3T1LU2HooTEdUMaFUJxi13/+DIZMSh554r/JrE83rxEYpNA0UCqWw0/E1e7sgCIJQHAxXKE+OyZdtaCQYsygxdGo8BuVug2DM6jMeDcVxMJILGrl0WaQfqy1i4nNoVJbY70OuS0gKbdFntEnvcNIVs1u3WjJvEYFDEITMGKotMJcX5uG4RSBqEYj1tNZZSvHGgTDrE61dg7HsvtSP8NqtXZcc7WNGuavP/lKHjj/h0nAaQxM0+mPVyZMGFDSSFEpKePpqTFfcHjgPdtnihsvQMJXiQJdJubv/1atcks+JTUdMcaTPwcGQlVrVm1SqE8jyMyUIgiAUHrkQys+f7ueX59emxkaPQyMYs/odj4byfCO1oJFLl0XvY30SiNEVI23hI7clJIWw6DOaxK1uZ0a4SAJB84EIHIIgZMRwJgXZfPnGrWQJikm0lx3jo44Y6xsCPLUrQGNndq1dPQ6Nzx/lY+lMPyfV9G3tWmLo+F32fwPlaeSLQkoJT3fuRE27rEbRXVqjY3fIgfzbRPM5sUl+vmdXdg+LwZjFFK8Mk4IgCMVCroTyTMejoT7fSJQr3/vGIaKWRVOoZ9BqNi6L3u7eUodOxLRSCx+Q+7lBoZd055JkuUnYtG/HQ35GLpCZmyAIGTHUQTqbi3SlFJ2JEpRgrzYnHVGTDXuCPLkzwNtN4axegwZ8dkopS2f6OXuaF4+zpyMl2flkNESNdPKdEj7UsNikc8dt6EQtC0OzyzeS46zLGHj1Ktfka2IjtldBEITiJ5dCeSbjUSE6Dra1RGgJmRhpmVMHghYxKzLkY/V299Z4DT5qt7PRlFIylg6RcNyiS8pNho0IHIIgZMRQB+mhXKQPlKsRtxSv7OtifUOAF/Z29XFyZEpduZOldX4uOtrP5F4r8snyk8N1Phlp8pkSPpyw2BqPwd6ARVwpSnSNihKd5pCF16ExxesY9UnbcCjESaggCIKQe0baATCU5xuJ8tSIaWdOJac8ugZWoqPMUOnt7i13GdR4LTpjitaIJWPpIFjKbjEcjNm34zEQNB+IwCEIQsYMZZAe7CI9bik6EiUosV7CxfaWCOsbAvxhVyeHwmZW51rh1rlwhp8ldT7mVbt7hIGOZvlJJswoc/JhW4T2SE/76KyK4Xf0GKo1Nd3ZUObSmVRq0By28Lp0ZlW4eeTs4pm4jCfbqyAIglBYjFR5qkuHLsBUCh1I+mV7Tdkyoj/3Y9yCI30OOiTDqg/Jlq3hRJeTbBfuhMMjAocgCHmhv8yOYMxims/B/mCMzmjPYKSmUJw/7OpkfUOAHa3RrJ7TqcMZU70srfPzuVoPrkQgqEZ3+UkhOTUG4oxpHjY1dqFrYCRWVT4Nwtfne4Z97KFaU3s7G2ZVunlkkNWYQglIFQRBEIaHfJ+PHPkuT00yt7qED1sjfVrlzqoc+iJK7zmC36UTjlvsbLOIWYqDwThXPb+Pn557xLj83MRMRVfcsv+Ljc+WraOBCByCIOSFmxdWc9Xz+9jbESNqKpw6eF06Ny6sJhC11wsipsULe+0SlFf2dZGFOxKAz0zobu1aWWKHWiVFDb/LFjaMAhc10nnp4y4me4w+k4+XPu5i1cnDO3Y21tSh2muvfK6RQMwOwzrYFefK5xr52Xm143JyIwiCMFYppMDrQiJfok8+y1PTSbouan1aTjKn0ucIxz/WQGdM4dA1nIaGpaA5ZHLLKweL/jNjKZVyZoRN+98iaIwOInAIgpAXYqbCtCws7Atqpdkhokop3jwYYv3OABv2BAn0ChPNlMkeI9Ha1U9dRXdr1xJDp9w99kSNdHZ3xJjkcVDj7T5/pVROJjm5tKb2xy2bDtASsVLuE1MpWiKKWzYdKPrJjSCMV2SVvzgZKUfBWCKfok8uWthmQj4zpz5ojWL0WkQxNHt7sWFailBC0OiKW1llmAj5QQQOQRByRsxUdERNAlGL729uxu9yMMljj3JRU9EcNvnXlw5mPQiUOjTOPdLLspl+/r6mNCVgGJpGmcvuuZ4sS+lNPifguT52Pic5ubSm9scHbTEsBem6laHZ2wVBKD5klb94GSlHwVgikxyrbOcEuejmlelz5zVzqvc0bGyuNfVAKUXM6m7bKvkZhY0IHIIgDAvTUgSidheUsNl9VftJZxyfE1ojFm0Ru+1VNmjAyZNLWVrn49yjfKmVJEPTUi1de7d77U0+J+DZHHuwCUg+W5bm2pram5il+pQamYrunrKCIBQVsso/+uRLwM9n4PVYoL/3dbAcq+HMN4brrBgJsXGwz9rsCifbW6NAt0vUUnBcZW5dKPlEqW5nRsS050gxSyGzmLGDCByCIAwZ01J0xiwCUYtQvGdYqGkp/ro/RNi02Be0sh4QZpQlW7v6OMJnD4y6puHPUNRIZ6idQ4bCUCf3mUxA8mkfzXc71IF+3zIxEITiRFb5R5d8XtTmM/C60Bnofe2MWYfNsRqu4DccZ0W+xcZMPmv3nF7TI4fLoWtUuDTuOb1m2M+fL5RShE27TWsorgjHs5+7CoWBCByCIGSEpWynRiBq1xr25oPWCE8mWrs2hbJr7Vru0vlfM3wsq/Mzf4Ld2lUDfC4dv9PA69R6tHvNlKF2DhkKuztiGJrig9Z4SjyZ5NEHnNxnOgHJp300n8ceME9LZguCUJSMVG6A0D/5vKjNZ+B1oTPQ+xqN27liA+VYjabgl+/nzuSzdv50Pz87rzZviyi5QCl7sSscVwQTJSeWhIEWFSJwCIIwIEopgjE7VyMY66toHwrF+eNuu7XrtpbsAqQcGiye6mFpnZ8zpnpxGbao4XHq+BNtXfV+RI2hWHKz6RySKWUuna2HIihlX8PHLcWeDou51f1beIt9tbPcrROIWIlQWdA00BT4c5ViKghCQZHPkjphcPI5puQz8LrQGeh9NXSNCSX6gDlWoyn45fu5M/2s5TXfIwustJITcWiMD0TgEAShD+G4nakRiFp9WlxFTcWLHwdZ3xBgU2MXWUZrMLfazbI6P/9rho+qEiMlavicg3dAGaolN5+dQzoiZipzQkseW9nb+6PYVztXLqjiu39rxtDA0O38DSuxXRCE4iPfZW/C4cnnmFLs49XhGOi1z65wcjBkYloKpeyy3LjSUoLeaAp+Ny+s5srnGtkb6C4P8Ts17lucm/KQsfJ5iFu2OyNsWnTFVI98OGF8IAKHIAiA3QElELMIRM0+zgalFO82R/jua01sOZR9q69JpQYX1flZerSfWZV2a1ePw87UGEpb16FacvPZOeTTLhMHtiNEKdsdoit7e38U+2rnqpMnAbD2rRY6oxY+l87KBVWp7YIgFB+FtmI7nhiJUOpiHa8Ox0Cv/UvHlvN/3mkBzXYootlzpCSjLfglSy8s7At9Vw7Nk4X4ebCU/XpDcYtw4rX3XpgTxh8jLnDs2LGDG2+8ka6uLl588cXU9s2bN7NmzRp27tzJpEmT+OpXv8qXvvSl1P5f/OIXPPbYYxw4cICZM2fy7W9/m4ULFwIQjUZZvXo1f/7znwmFQpx44onceeedTJ48GYD9+/dz11138fbbb1NSUsJZZ53FLbfcgsvlGtkXLwgFRszsDgvtT+Fu7Izx9C67BCVbS2qJoXHOUV6W1fk5ZbLd2rXE0Clz2cJGpqJGOkO15Oa7c0jvCprDxYSM9uRnJDipppQTJ5akyodOqikd7VMSBEEoSsZyKHUhM9Brv/eNQ1SWOJjq756DBGN9cyhG4z26ZdMBArHubh8KCMQUt2w6UDSfh6iZEDMSDo1clBoLxceIChzPPPMMq1ev5jOf+Qzbt29PbW9qauKaa67hpptu4p/+6Z/Ytm0bX//616mtreVzn/scL730Evfddx8PP/ww8+fP58knn2T58uU899xzTJgwgbVr1/L222/z85//nIqKCr7//e/zr//6r/z6178G4LrrrmP27Nls3LiRQCDAddddx49//GNuuummkXz5glAQDCZqdMYsnv+okycbAmz+NJz18/z95BL8Tp3X9nfx37s6eemTIN/8TCXfPbUGpzG8puhDtUmeP93PV+eGWPtWC4GohT/hKsjFoDy5VGdPZ7dbQyVKMmpLB142KebVzg17Aj0S1A92xbnyuUZ+dl5t0b5mQRjv5KtNqZAZYzWUerTI9PPa32v/5oufFmyO1vbWKKayy2WTsyNTkWjbmhtG8vOQXmpi30oYaKETMS270YCCyhKDUsfo5K+NqMDR1dXFr371K1588cUeAsfTTz9NbW0tl112GQALFixgyZIlPPHEE3zuc5/j8ccfZ9myZSnHxqWXXspjjz3GH//4R7785S/zm9/8hu9///tMmzYNgJtvvpnPfvazbN++nXg8zrZt2/i///f/UlZWRllZGcuXL2fVqlXccMMN6LoE3wnFTyRu0Rmz/+tP7TYtxd8+DbG+IcDGvUFCWQZrGBpM8Tj45gkV7A+a/J93WtE1OwMjElf88M0WPE592OUKQ7VJbtgT4L+2tjPZ4+DoMvv+/7W1nZNqSoc9UJeVONATAoeie1JRVjI+KwBv2XSA5rCFlQhdjVl2WnmuVpAEQSgs8tmmVBByzXA/r4WcQ5FscJe+hKTSthcyyVITu8zELjeJWyJmFALJhgMHQ3GaQiZNXfZt8ufmtG3t0e4Pm67BXadM5N/+fkJWHRCHw4jOwL/4xS/2u33r1q3MnTu3x7Y5c+awcePG1P7zzjuvz/76+nr27t1LIBBgzpw5qX1VVVVMnjyZ+vp6LMtiypQpVFV1B9zNnTuX9vZ29u7dy/Tp03P06gShcFCJxOjOmEUwZhEbYJDY2RZlfUOAp3cFODBAZkQmeB0a5S471yJiaTz0bhvN4Ti6RsqtoWOr8Wvfahm2wDFUm2Q+2+h1RC1mlDs42GX1aBMbiI6BGUUeSF9B0rEnV7leQRIEoXDI5/erIOSa4X5eCzGHIolDh5jVvdii0h+IS5IAACAASURBVLb3ZjRdV0rZ71nYVKmuJlERM0YcSylaw2ZCrDBpTgkY6eKFfZvNwqel4PZXm/jMhBIuqhvZsaAglhjb2tqYOXNmj20VFRW0tram9peVlfXYX15ezq5du2hra0v93Ht/a2srSql+HwvQ2toqAodQNJiWIphwaXQdpqd3S9jkmd12CcqWQ5Gsny9pgZziMXA7dDxODUPTKNXs1YyuTig1ej7G0KAzgwv/TAbeodgkD5fZMdxBPrmaM7uy++s0GLOY4i2Ir9cRJ7lSpKBHG7axsIIkjB/6ywN77bXXuOKKK/rkc61evZoLLrgAkDyw/ij21tdCcTHcz2sh5FAMxHGVLra2RLESpbIa9rzruMqe3zEj6bpSShGz7NKFdIeGyBn5I2qqbrEiZHKwK05zON15YQsXh0Jm1p0Qh8LTuwLjU+CAngnEuX78cI8tCCNBNhfacUvRGbVFjdBhBoyoqXj5kyBPNgR4+ZPsW7tOLDXoiJjELHvV48q5FTy5M0CZS8NIK/fyOOzVe1OBI82VZirwDRLpnY+BdyBLqd+lD/u5Cnk1ZzTQNegv8yuLLFlByAsD5YElqa+v7/dxYzkPLJ+rtYVs2ReE3uTi81qouST3nF7TIwMr2Sb2ntN7tonNl+sqnihJDcdtR2vUVMQsJWJGDlBKEYyrlEjRFIrT1GXSlCZcNCVEjbZIYa0oHeEbebmhIASOysrKlBMjSWtrK9XV1an9STdHkra2NqqqqlKlJ71dHsn9Sqk+x07+nDy+IIw2Q7mojyZCQjsHCAlNopSivjnCkw0BntnTmfUX3sRSgwtn+Fg6088xibaqpQ6d8kQXlPrmCO81hWiLKkxlrxZUuDSO9Bl8HDSJxVXKLqlrsHJB1WGf7943DhG1LJpCKlXyUe7WhjXwDiRCuHSGPcgX8mrOaOA2oCve/3ZBKAQGygMbjLGaB5bv1VoReYWxRDF/Xs+f7udn59UOOh/JhesqPQA02ZpW2rP25eXGII/Wt/FJZ5ypPgdXz69gca03td9SiraI1S1YhLpdFr2Fi2zz8UaTSR6Df5lbOeLPWxACx/z58/nVr37VY1t9fT3HH388APPmzWPLli388z//c2r/e++9xxVXXMG0adMoLy9ny5YtHHnkkQAcOHCATz/9lBNOOIFYLMaBAwdoampi4sSJqcdWV1enJiGCMNoMpqaH4ragEYwNXqe4Pxjn6V0B1jcE2NWenUXYbWicPc3Lkjofi47w4NA1dE3jjQNdPPReKx8F4qlVwCN8Bn/+pPucTAWHIor5E520RkwCcbuziKaBz8GgLUO3tURoCZkYupaoJ1UcCFrErOzLaQYSIXKVhl6oqzmjgcvQ6eqnHsVlSKCzUBgMlAeW5KabbuKvf/0rmqbx5S9/meXLl6Pr+pjNA8t3RoaIvMJYotg/r5nMR4biYlHKXmxKOjKS/xYx4/DELMUfdwe4740WNA10TbGjNcrKlw4ws8KFpaApFOdQ2HZFFwsaUF1iMMljcNaRPq79TCVHjoKbryAEjosuuogHHniAX/ziF3zxi1/knXfe4Q9/+AOPPPIIAJdffjkrVqzgwgsvZP78+Tz++OO0t7dzwQUXYBgGl156KQ8++CCf+cxnKCsr4z/+4z845ZRTmDVrFgAnnHAC9957L7fffjttbW08+OCDXH755SOe6CoIA9FbTVdK4TagoS1KQ1t00IEkGLPYuDfI+oYAf9sfytoOuHBSCUvr/Hx+uhe/y15yd+kaFW6D/9kf5N/+p6nPKuCBUBxDS2QuJIQMDXilMczMChcznQP3iu+PiKkSg4H9s66BpZGzXufpR5lR5uTDtgjtkZ5ukVkV7pw813ilv8+DIBQ6Pp+PE088kQsuuIDVq1fz5ptvct1111FeXs5ll102ZvPARiIjQ0ReYSwx3j+vA7lYblhQRTDRbS9iWkTiSsI/exGM2W6L5n5cFunbWg/jmn63OfsFu9HCqcOkUgcTSg0mljqY6DGYWGp0b/M4mFhqUF1i4NA1fE6dI3yjV6Y4ogLHeeedx759+7Asi3g8zvz58wF49tlnefjhh/ne977HPffcQ01NDXfccQcnnXQSAKeddhrf+c53+Pa3v01TUxPHHnssjzzySGpysGLFCrq6uvjCF75ANBpl0aJFrF27NvW8P/rRj7jjjjs4/fTTKSkpYdmyZVxzzTUj+dIF4bDMKHOyrzNGqUPHVLZlLRRXTPE6BhQ3/vxJJ/e/1cJHgTgRU5HtGDTN52BJnZ8lR/t7qKxep06l28CTECh++GYLUTNZOmLhNuyuKcGYotSgh2ColCJk2pPodDKZVLt06AJMpdCxg7IA3MMwAAxk0T71iBI2NZromn1R3hVXBGIQiHRx/M93gqbZXVIGWeEZzTTyQsOl2++lppH6/Sk1vN+fIIwEc+fO5Yknnkj9fMopp3DJJZfw1FNPpdrYD0Yh5oFJRoYgCOmcc6SPNZ+bxH1vtbC3I0atz8G/zK9kdqWbxs7xFw6slKI1rUykOWwHc6YLF8mwzq4xWCZyOLxOzRYsksJFqZEQLxwpAWOix6DcpY8pY8CIChzPPffcgPtqa2v5/e9/P+D+iy++mIsvvrjffU6nk9tuu43bbrut3/01NTU89NBDQztZQRgBknkaX51Tzm3/00TMsigxIGza+66eX9HnMQ3tUda908LzHwX7DXPMBJ9T5/zpXpbW+fm7SSWpLy1ds9u9VriNVHvXJFsPhWmLWGgJMSBqWRwM2avz/YWJOhKCwVAn1XOrS/iwNUJ7tKeQMqsye1fFQBbt/94dZLLHoD2qCMUtLAUG9vu/vTWKUnBUmeOwNesjmUY+FsjH708QRova2lqeeeYZYOzmgaWv1pYYEIwrYqbiX0+sJBK30DTN7oqVcFt1346dyawgFAu5WjBJdi+JWd2lJVHTdmRYSjG3uoRHzzkiD6+gcIhbikOh9JaniX+nZV0kW6EWU5kIQFWJfljhInnrcRbn6lNBlKgIwniivzyNU6d4WHXqBB6tb6OxM05tWhDRy41BHnq3lYb2GHHLTlHOBl2D047wsLTOx1nTvJSkNUZ36hqVboMyt44+wKQ22d3VSOw3gLhSOHW713XcUhiJDhqWgkuO8fOnj4LsDfRM875vcU2/x0+SnIzX+rScBYANZNEORC2OLnNT49X4oDVKzFJoKMKm3TfeUrCrPY7PqQ8YdHrvG4f6dbbkqr59rJGP358gjAQbNmygtbW1h1tj165dTJ06FRi7eWDpmQM726Ic4bXHlzlVJXwUOPxqbVLoSIZEdwsgmv2zltyedh/NFst7P6bvNi31b/txIqgI45uhLpgopYhbEE2IGEkBI2bZ865iJRS3aOrqFi5SLote21rDxdWO1qnDhJRAYTCh1MGktPKQpHBRXWrgHOet60TgEIQ8o5SiK263cw3GrQEHncW13h7JylFT8aO3D/HTre2Eh5E/MbvSxbI6PxfM8DHJ0/NPvtRhl6EM1roV7ODRYNS+6Nc1+1YpqCo1+Obxlax9q4XOqIXPpbNyQRUn1ZTyzO4g4bjCwhZA3MbgX7j5CAA7XJvYpMskYioceneL05jVnR1xuKDTgZwtMSuc9fmOZc6f7uerc0N9Pg/jUewRxhZOp5Mf/OAHHHnkkZx88sls3ryZ3/3ud6xevRoY23lgycyBT4NxOqJmxo+zs3TsL8Wew1B+LhtssUNLlbilCyPpYkpvYWQwMSV5TBFThEIm3W2qlKLUoWEpxerNzZw82YNp2d3qYkUoYiilaI9aKXfFwV7CRfq2YKx4XjfYC279lockhItk7kXFYRYhhZ6IwCEIecBSimDMojNmEYzZdsBMUEqx5VCEpxo6+ePuwGFDig5HdYnBBTN8LJvp57iqnqUBGlDmMqhw67gdmVvT5lS5+20HO6fKzaqTJ7Hq5Ek97n/8Yw20R6xUhoYFtEcsbnnl4KAXu7kOABsoUGvlgir+a2s7YOHSSTlqNBIT+8Tjo5ZCo/+g04GcLQXWhnzE2LAnwH9tbWeyx4GnzH6v/2trOyfVlIrIIRQEh8sDu/XWW/nud7/L/v37mTBhArfeeiuf//znAckDGwkUdv4SIyCmDCSCpP/s0MGhaRg6OPSE0EK3+wRsoT9JeqiylPoI/ZEUKUxlCxSmZc8Z4hZ82Bal3KUTTutE5tBgd3uM5lA//dfHAHFLcShsl4IkAzkP9hIuko6LYisTcSQcbS5dw6FrOHX7+6KyxODOUyYy0WO7MHxFWiYymojAIQg5Im7ZLo3OmEUoPjRb3IFgnKd2BXiqIcDOLFu7AiysKeHr8ypYdISnjz3NqWuUu+2gICML69oZ0zxsauzC0OwgSVNBe1RxxjRPv/ffeihC77HKSmwfaQ7nCjmpppR73zhEa8QkHrGYUKLTGOy5wplcJFFW39F3IGdLJm6VYiTfLSkFYbgcLg/skksu4ZJLLhlwv+SBFQ9WH2dK/lwp6TknyW3pt6n7Jst9erhNukuAertQkv82EiKMkRBeDHGp5I10gcK07M9R8mcrUaLb/e/ubQoGXeyq9TpoCpmUpoWahU2o9eX+cu3lxiCP1rfxSWecqWll0ZkSjlupDIumtFyLgyGTD1oj7GqPER5GAH6h4tCgunRgl0WyZKS6xODVT7u4+9VmXIbWI1/v2ydVc9Lk0tF+KUWNCByCMAxCcTtLI9lWayh0xSz+9HGQ9TsD/HUYrV3B7lBxxZxybvq7CX32eZ12aKh3mArxSx934XFqdES7z7TMpfHSx12sOrnv/Qd6O3LU7XXIQVwDuULStyePuS/YhaLXSpwCTe/7Hs6pcvdpNTuhVB+3rWZ3d8QwNMUHrfHU+zHJo+e0JaUgCMJYIb3MJ7OBPjeDpAYYukZy1OotnvS87T9oNr08SOvnGOl5Kv09vlBEluT7nxQbLKUSbqGEQGHZCzD9iRfJTmDJ32M+r9evnl/B3a82AwwaOD8cXm4M8p1NBwjG7dd5KBznO5sO8P3TJnHixNJu0aIfl0VyW6DI7BalDq1XIKctVkzoJWYMpUxkca2XVafSb76ekF9E4BCEIRCOW4TidseNrnjmpSdJLKV4/UCY9TsDPPtRZ9btply67RCocBv4nRphEzbsDnLS5FIW13px6hplLp1yt92POhe83RTuIW4AdEQVbzeNfNbEhj0BrnyukUDMtnge7Ipz5XON/Oy82mG5BJJix+RHdtASMu3JYcKVYQ6QISKhmj0pc+lsPRRJTQjjlmJPh8Xc6vEp+AiCIIwGye/fvltHlnQBBNLEjx4/az33aemP7d7fm6RTwrRUqqx0pMSIfJCvC2IzvUwkFGfVX5tojXS/O3ETwqbimhcOjLn3bDAq3DqTSh0JoaI7kLP3tnyVifTO1xNGBhE4BGEAlFKETZUSNEJDFDQeeLeF/9zaRjCmKHXAnOoS9nXGaQwOv44ybsFUnyNlYyxN/CX/59Z2LjumYthujf7oiPav1g+0PZ/csukALRErZcU1laIlorhl04GclEEMxZWRj1DUsUxHxOzh0lGJ/3VEMg82FARBEDJnuOUG+aSHgyW5od97CQD1zRG2tUQIxhTtUZP65siAv8uIafXjsuhZMtIUMjkUNjMqFRkrvwVDs7PmJvboINKzZCTZZcQ1TsuFxzsicAhCGpayczQCMYuuWPbtpR54t4WfvNMK2ANGMA6vH8id08HCti8Cie4dGuUuEp1C8qNCDzQ4jkZ95QdtsVTdMdjBnqD4oC03ZRBDdWXkOhR1LDOQgJcLYU8QBEHoycuNwVSdf7lLoylkcverzaw6lYIROYqNfAlKybmjjn0R3xVTPPBOK28fDDO70tVHzBiNBaZ8UmJovUSL/ktGKt1GVllywvhBBA5h3BO3ujueJEWN9MHL57Q9k51RNehAFrMUrzR28eC7rX0CNodC0paZFA/Sv8aTekLEAr9TS4WNBWOK6WXOHscZak7FYOfUn5Yx0BDj1Ok3ETtn+kt6SEZ/Pw8DcWVkT3yAD/5A2wVBEITsebS+DZeh9XF0PlrfJgJHHshWUDItRWvEdlgc7Op2WzQnxIqDXSbvNIXtMFLoMeF6ZV+IV/aF8v3S8oYGTPY6mF7mTAVyTkoTLpJihs+pF0xuizC2EYFDGJccLhz05cYgt75ykM6oRcSyxxgdqPUZ/Q5kSim2t0RZ3xDgj7s7ORTO3oqfVO2TZ5S8JuwtLJQmWk2FTYXHoRGMWX0cBhv2BLjuxU9xGRpVbp39wTjXvfgpD5xJVhfqQxU4jqt0seVQtIfQoye2D5fZlS62HYqgpXUuMRXMqRr+sZOIKyM7BjL0jBXrqyAIwljik8445a6eI3GJAY2d4prLB70FJbehiFlw/5stROOKg72Ei6Yuu7NIS9jMWch6IaAnykQm9SoTmVBq8MaBEC99HCRkgtcBV86r5Lrjq0b7lIVxhAgcwrjAUiohaNi35mGyNH745iFawxZGmtPAAg6GTGaW28UQj9a3cVylmz/s6mT9rgAftEazOi8NOGGim1OPKOWJ7W10mWBa4NDB69CYUOrgQDBGR8w+Bx2odGt8ZmIpNy+sPqzDINftOod64fqF2WVsebW5jwDyhdllQ37u3txz2iSuen4fHRGLmKlw6hoTSg3uOW3SsI+dJJful/GEnYnS/3ZBEAQht0z1JVuLdm/LV2vR8YJSimBMcTAUpzkt0+JgyOS95gi6BnFlO4DTx7vrXjoweiedI1y6xkRPQrgodaSyLHps8xhUDVAm8nJjkJ9uiTDZ60x1gnnywwDzJ7jFUdQPhZyfM5aRbz+hKLGUHQ7aFbPDQcNm5v743e12jkPM6nnxHjHt40ZMi3ea4yz+7UdZ50+4DY1Kt4bb0GnqMjlhYgknTJzcJzlbB777t2ZqvLZQ0V8WxECnsLsjRpW7Zz2Ix6Fl3a5zqC/1pY+7qHRrtEXtCYChQcVh2soOhfOn+/npuUfkrYQk1+6X8YRT1zD7UTicUi8rCIKQc0aqtWgxYClFa6qbSM+2pz3EjJBJKMsud4VKmUtPlYe81xSh1KHh1DUcOjh0DYcGobjixS8eNawykWxKpsbrRb7k5+QPETiEoiEStwjGbYdGOJ59QKilYKAikx1tsaxFDZcOE0oNdDTK04SHUFzxaH0b/+/ztakvNLehUe4yKHPr/PmTIL/aESCuwKHBJcfYF9iDXYDPKHMmQke7B6queN+cjkxx63buR3+vqz+2tUToiNruCneijKQjqtjWEsnq+Xsz1BKSoTgycu1+GU+YA/yBDLRdEARByJ58tRYdS0RN1V0S0kO46LntUMikmHSLZJnIhPQwzrROIhPStpU4uidrVzzbmHD9dM8PQ3HFNL9j2BkYQy2ZKvaL/MOJN5Kfkz9E4BDGLCrh0uhMZGnEcnQB5dDtnuD9MZyniFnQETU50tdTYEh+8WtAmcug3K2nBqK7XzvIEzsCqec1FTyxI8Bf94VxD3IBnuwEAlZGnUAGY4rHYE9n3zdmisfo9/4RU6Fp9gAMiawMjT6ZJyPBUB0ZuXa/jCcMXUNZCgs7J0bTEtky4uAQBEHIC4trvUV5QdQZs9JEijSxote2tv5WX8YwTh07hNNjMKHEvp2YDOb0dIsZVSUGjizG1ny6foZaMlXMF/npmX5xCw6F4tz6ykG+f9okFtd6JT8nj4jAIYwphpKlkQ2BqMlwD6kl/us93CogGLO/6Ht/8U8vd3J0uavPReB/vHGI/5+9O49vos7/B/6amVw9kl7cpVBuLC1QRIuLyqGCqAh4IOuBq64Luuou4oF+Fa/HCuvFuquirqgrIogrICpV8cfqqisqKlIulULlEHpAj7Rpm2M+vz8mCUmbHkmbJmlfz8eDR+nk+kzTJpP3vA+X0O5Pdt+HSwBFVQ4MTNLhp3In6l0CRkVCj3jZ7wN4e08CqW3i+KGp7QYZsAFwCQEZJ38exiYyPsIp2IyM9s5+6UqGJuuxp9wOvTuwoUILDA5N5s+OiKirU4VARb3q7WtR2jDzwnby/7bOlG4BIFEvuyeHaMGKbj6jUHvEn2zSmWQI7zSRcGb9BBs86cwf8n17+ukU7ViovE7Fk98ex4T0BPbPCSP+BCnqtVfpSVOcqsAXv9qwobAaHx+sQahjxQcm6TFrkBnTB5ox8d+/BLyOgPZCDwBxOgl2VUAIgXtP7xbwDHeNQ3hvJxrcT1GVE0Jo/3eqAkVVKkakGf1u356TQOpdAgZ3raaHUxVNZmSMSDPh5/J6VNq1viVGRUaSQcKQFGPA64dTsBkZ7Z390pUsPasnrvvwCKwOAacqoJMlJBskLD2rZ6SXRkREYeJQBY7Xar0smg5cOHG8zhVwhHwsUySttPjUniZ0N+lQ61Kx+3g9rHYVveJ1uOoUCy4cYEacLgJneJoQrqyfYIMnnflD/oFKB+QGmcxCOtnrj/1zwif2f3uo03GpAjanlqVhc6pwhql2f++JemwotOLd/dUoC3G0a7JRxoWZiZg52IycNGOrIu6PntkdLxVU4FC1s8WsiqZGswInJ1V4s0UEUFUf+ojalgSbkeEJEqQnShEPEgSbkdHe2S9dybRMM16Zms6fHRFRJ1DjUL3NN0t8ykMabivvhGUi3Rr0tegWp6Ci3oVN+6th0smI1wFOVStBXnxGN0xIT/DrKdErXkGdS2D5DxXoHq+LqpKLcDb2DCZ40uk/5Df8WODzPfvnhA8DHBQVPFka1XY1qIknwSqrdeI992jXPSdCG+2ql7UXpVmDzTg7PR6GIOdfXnNKCq45JaVV15XRdMNTHbSeFkJoUWFZAMds4QtwBJuREU1BglAyMtoz+6Wr4c+OiCh6Cd8yEXeWRYlPX4syn22drUwkQS8hUS/D5tD6IiQZZfymTxzyesV7gxnd43RINjZdJnJWenyTH0qjtaeEBECWJEgS8OnhGjyytQx6WUKyUUZprQuPbC2D7gwJE/smeD+DSxIgQbuN5z58fySekm6/DGP3N57MBVmSIEvuk3HurGNVCC0zWQDn9zfDIEt4YUc5DlU7kZGow7yRKZjUN7HRPgj3I3kew1MCq7ZzuXp7GWDRo7DSARdOluwKoWV8e3TW/jmRxgAHRURHZWkAQL1LxZZDNmwotOKzIzaE2uPSpEi489Q0XDAgEammwI0125ssA03FexQFMPi807R3P5KGQsnIiJYPutEUbCEiIgoHp0+ZiDdI4VMeUuZTMtLZykRSTbLPJBGdt9dFw23flNTi4S/L0D1O580Y+PpoHc7PTMT4PvGteqzmPpSGu6eETpa8jbsVCVDcAQTf7xX5ZHNvT5DB1+83/4oEveztS2bSaZk6K/dU4roRrTsB156uzUrBtVlte1xVCG9jc6Bx4oRHw2CMKrTjZ89Xl6oFIlyqgMt3m9C+9wRnWmPh2DTc81kxapzafSiyFmBbyHLnsGOAgzqEEAJ1Lq2Phs0hwpql4Xm870u1EpT8ompUhdpYA1ptZaIOeHxCzzZHWYNtGaVIEoTUeCKFU3gmugi/Ro6npISvkWOsBwmiJdhCREQUjFqnilKbO1jhUx7i2eYJXJyoc7V7n7JI8i0T8YxC7RGnoHu8Dt1MJ5t1psUp0LdymsiKggo4hIpym3aSxqBISDRI7ZZh0TdRhyKrHdV2//vPNBtavK0ELSihkyToFWhfZQl6xf1VRrs0H+2Mk+JkSWrVQbbU4BsFgD7Io3PhDoj4Zo/49srz9Me7clgy0kwK/vbdCRy0OtDPrMdtuak4NyMxwG2E3+29l/v+H8J7376Pc/L/wm+772XhPgkabRjgoLBxqp6JJypsTtEhKWSHqx14p9CKdwqr8Ys1tBfqOJ2Ekd2MqKxzwWpX0desb1VNnGfMa4pJQaZZhyJr42h9f3Nwf3JDUwzYfbweBncUXhXazzXTrEOtU41YI8eu9TJJRETUvoQQqLSr3uyKkloXyjwlI37bXKjuZOkW8ToJPeL9AxeePhe+25KNcqPsg7baV2lHZZ0KWdbOqDtUgeM2AacaWtlyQ6f3jsO24jpviYbdJVBmE7hqeBwsBgU6WQtcKO6m7Z4MjECZFuHCSXFtI0nubBntu2ave8ngJFwyOKkjltUi36yUpoIjnu+9//e7jk+JkbfcyD/w4vkabPl+e2OAg9qNJ0vD5lBR7VCbnK7R3qrtKj74pRrvFFrxdXFdyPeT18uEmYPMmNI/Ed+W1GJFQQWsjpb3QathVGAxyN5JKOPT41C019rouuPT44Ja09Ize+D6j35FVb0Kh0tAL0voFqfguXN645viWiz77gTqXQLxioSbR6eGNUMhv8iKW7Ycg0GRkGqUcbTGiVu2HMMzk8HMCCIiImgnIU7U+U8PKWkQuOisZSLJRhk9fMpDPNkXPRqUjHhKIyLB7hJaNmyDyRb2EI9ZJWiBCp2sZVl8V1yHnvEyquzalDmjovW5+L6kHr0SouNj151j03D9R7/iYJUDDlU7trQYZTw1gdPOOjNFlloVlOkMouMvjWKW3R3QqHGqqO2gLA1Ai0J+ebQW6wut+PhgDepCfGPKtOgxc5AZFw9MRHqiFrn27YCdZJBQWuvCw1+WYfEZ8MviiNfJSDYqSDQ0fqPesK864OM1tb0p0zLNuGlUihbIsAsYdBJuGqXVKf5rVyV6xesw0KL1w/jXrkqc1jMubMGGx7cdh0GRvAcmWuRfxePbjjPAQUREnVqdUw049rThthP1LoSxrViH00lAWoMsi24+zTh7uDMuusXpIn7WtjX0MlAHbRKd70S4AIdyXhK0M9J6WWr0VdegNOZIjRO9EvTonXhyuxAi6so/hBCA5O5ZIbm/D1F+kRWPbzuOA1UODIix8mXqnBjgoKC43GUnNmf4m4MG8nO5HRv2W7Gx0IqS2tAmhlgMMi7ITMTMQWaM7t54tGtz9ZmT+ibCrJeRbJRhbGaeeY2767jvNVSf7a2VX2QNGMh41Cq8xQAAIABJREFU+2drhwcbOmPNJoUHD3aIKBYIIVBl18agBsqy8DToLKt1wdrJ0i3idFKDhpwngxW+wYxwlIlE0pBkI4qq7Kh2+Bzj6SVkWgyQJQkGd/DCoPj/v7Viofzj8W3HkWLSoa/55DFdjSO0Y0hm91I0YoCDWlTnVN29NMLfHDSQE3UuvHfAig37rNgV4mhXnaSN9Zo5yIzJGQnNvlk1VZ+pCjsGJulb9Ubve1ag4fZgNJU18VO5HVmp/g2rwh1siIU3bYo8HuwQUaS5VIHj7jKRMncvCy1QcbI8xNPfoqPKaTtKslF297HQ+WVZ+E0UidchMYJlIpF0Q04yHtlahl4GCQk6CbUuAYdL4L68bhic3HIj0JaEMpa+I+UXWfHl0Vq4VAGTTkbPBAVJBiXkY8jHtx2HXVVRWnuyJCfJKPkFS3jSgzoaAxzUiBACNQ53g9AIZGkAWunLJ4drsL7Qiv8etiHUMewjUg2YMciMiwYkIi2udb/uDeszFXd9pkNtfQOofu4moyq01Ebhsz0YTWVNAFpwoSODDdH+pk3RgaVMRBQu9S7Vm2XhDVwEKBk5Xte5ykQ8fI9AUk0ybhmV2qhkJBbKRDqKLEkwujMxjIoEo07CDSNS0DdRH7aJcNE8cc5zAkKWAOE+gXewyol+Fq3xaSjHkLtP1ONErUub/uK+z+IaFQ613u8xedKDOhIDHATg5MSTaocKm0ONyJQMIQR2lNVjfaEVmw5UozLE0a7d4xRcPNCMmYMSMTTFGPTtPfWZqtCCGyq0GkVjECc7njunN67cdBhVdm3EqwzAYpDw3Dm9g1pLU1kTQ5P1qHYIdGSwIZrftCl6sJSJiIIhhEC1Q/VmWZS6x542LBkpq3WFfFwQrUyK5M2o6O4TpPDdtvDTYyiqckKWT2aHCgF0Mym4cnh0TGeIBp5yEqMiwajIMCraeNVAwj02vqX7j1RGg+cERJ8EHQ5aHYAkIAH41epErwRdSMeQ9QGatqoSvJlRPOlBkcAARxcW6dITj1+rHdi4vxobCq04EOKHIJMi4dx+CZg5yIzf9I7zTjMJltkgI7ubCfsr7Ki0C9S7VBgVGUkGCUOCCJZMyzTjjQv6tjkY0FTWxFMTegHo+GBDuA8KKPaxlImIAK1MpLxey7AosTnd5SI+/S18AhehNgqPVkkG2S9I0c1vkojO/b2CRL3cqA9YQ3UuoE+CghP1qrdnRKpRRk0rprx1RhK06XVGnQSTO5Bh0kkx0yckkhkNnhMQkiSjH4Bimwv1LhUqgGcm9wrp8Q0yYIM2etS3PNtznuNAlQOKJPBTudNbwtIjXuZJDworBji6EJeqNQb1lJ+4OmjiSSA1DhUf/VKN9YVWfH2sLuSMkdN6aqNdz++fGHCaSWvIkgSLQUaKUYFekbDotG64ZcsxpCdKbcqOaI9gQEtZEww2ULRhKRNR52Z3iZPTQ2wne1k03HaizoXOFLeQJSDNdDLLwlMW0iP+ZK8Lrc+FAqPSfv0t+ibqUFrrQqZF8W6rdQp0j1OauVXnoPeUliie7AwZehktBoWiWbgzGprLDhlg0ePninpU1gufYIOCIcnGkB97RJoJP5fXN3lS0GKQsft4vXuUrlbC8kuVE1lpwWdYE7UWAxydXLRkaQBagOWrY7XYUGjFRwdrUBtiY43+Zj1mDErExQPNyDCHflZYL0tINipIatAhPNpKMZg1QbEk2v5+iKhlnt5bJe6MCk9Pi5Lak1kWngBGRX3nKhMxyBK6x2sZFd0DZFl4AhepRiXk7NC2uCEnGQ9/WQYAMClaRofdJXBDTnKHryVcPGNYfTMyDErsZGUEI5xlnC1lh0zMiMd/j9igCq03nEMVsDmBG3PiQ35Mz0mNJk8KCq2ERUBAuB9XkrTtROHCAEcn4zvGNdJZGh6FFXZsKLRi434rjtlCG+1q1su4YEAiZgxKxJjupjZF7xP0MpKNijd6HgiDCkSh498PUfT5pUp7Lz5odfg15PR8DfWkQ7SyGGS/5ps9fAIXvr0uLIaWy0QiaUJ6AhafoY2wP1LtRHqiDjfkJGNCekKklxYyozuYYdKdzNCI5uegPYWzjLOl7JC3f7ZCiJPNaj1xhrd/tmJxXo+QHrOlkxpVDoF+iTqU1KreDI8ecTKsXbTEijoGAxydQDRlaXiU17nw/gGtr0bB8fqQ7kPxG+0a36aUT8VdhpLsLkMhIiLqCoQQuO2TY3jmh/JIL6XNJGhlIt3cY089fS16eHtdnGzWadJ1njGoE9ITYjagIQEw6WTE6STEub92xsyM1gpnGWdL2SE/lduhl+GXieRSBX4qt7fpcZs7qeEJ6AxNOfmRs8ahonfCye85RpbaGwMcMciTpVHjVGFziKjI0gC0lMn/HrFh/T4rPj1SA0eIsZZTUg2YOdCMiwYmolsrR7s2xahoZSjRfoaGiIgoHDYUWqM+uKGXoQUr4hV0M53sZdHD29dCC1ykmhToIlAmEmmfHqnBioIKHK52om+UZ3DIkuQXzDB1oeyM1ghnGWdrskNUAThcWrmIJAEKtBOK4dJSQCe/yIrrP/oVVfUqHKpASY0T13/0K16e0odBDgoZAxwxotapjW+NpiwNQDsztPN4PTYUWvHegeqQa3O7mRRcPDARMwaZMTy1bY2HJACJ7qahnekMDhERtY8ff/wRCxcuhM1mw5YtW7zbv/76azzxxBPYt28fevTogWuvvRa//e1vvZevWrUKr7/+OoqLizF48GDcddddGDt2LADAbrdjyZIl+M9//oPa2lrk5ubiwQcfRK9e2tSro0eP4qGHHsL3338Pk8mEc845B4sWLYLBYAjrvn55tDas99+cRL3sP/403qdkxCeYkcSTEE369EgNHv6yDAZFQpJBQmmtCw9/WYbFZyAqghwSAKMiI0EvIV4vM6DRCuEq42wpmNArTkZR9clScSG0qSfpceE7Vm4poLPo8xKU1bqgk7WxvqoAympdWPR5CQMcFDIGOKJUtGZpeByrcWLjfis2FFpRWBlaYySD7BntmojxfeLbfFZGkSQkGbUylK54hoeIiFq2adMmLFmyBCNHjsSePXu820tLSzF//nzccccduOSSS7B7927ceOONSE9Px9lnn41PPvkETz31FF544QXk5ORg/fr1mDdvHj788EN069YNy5Ytw/fff4+VK1ciOTkZjz76KG677TasXbsWAHDLLbdg6NCh2Lx5M6xWK2655Rb8/e9/xx133BHW/R2U1L4BFAlAqmeaSLyC7ib/LItuPpkXcTzJ0GYrCirgECrKbcI7JjbRIGFFQUXEAhwGWevzEK9nyUk0aSmYYDHpILsDHL6nIw/WuPDwVyXN9uForoyktSUmgT7J/FRuhyJpU4oA7asioc1lM9S1McARRWq9vTRU1EfhbDWbQ8XmgzXYUGjFl0drQx7temoPE2YNMmNqZgIshraPOTPIElJMLEMhIqKW2Ww2vPnmm9iyZYtfgGPjxo1IT0/HlVdeCQAYM2YMZsyYgTVr1uDss8/G6tWrMWvWLG/Gxpw5c/D666/jvffew9VXX4233noLjz76KDIyMgAAd955J37zm99gz549cDqd2L17N/75z3/CYrHAYrFg3rx5WLx4MW6//XbIcvgCAXOGWfDcjhPYUdZ8Pyy9DL8eFp6Mix4+k0W6mxSkxfEkQkfaV2lHZZ0KWQYU95jN4zYBpxr+D4Ce/hm+o1oNshSRaTLUOs1lh1TZVQxI0uFgpdMvwKEK4JGt2qSeQEGO5qazAGh2cktLk10AnOx66sFfL2ojBjgiyOmdeKKVnqhRlqUBAKoQ+PpYHd4ptOKDX6phC7HLenqiDjMHmTFzoBn92qFTNADE6bQylEQDzxAREVHrXHbZZQG379q1CyNGjPDblpWVhc2bN3svnzp1aqPLCwoKcPDgQVitVmRlZXkvS01NRa9evVBQUABVVdG7d2+kpqZ6Lx8xYgQqKytx8OBBZGZmttPeNZZkVPDF7AF4aWc5vi2pgyLBL+PCE8xINvIkQTSyu7Qxm75nuIWkbQ8Hg6yVmsTrZMTrmZ3RmXh6dKgSAAHIODm2VZaAZd+dCBjgaG46C4BmJ7e0NNllaLIee8rtAARkaJklqgBOSWmfzwrUNTHA0YGEEKhziajO0vA4UOkZ7VqNX2ucId1Hgl7CtMxEzBxoxqk9Te3yJsn+GkREFA4VFRUYPHiw37bk5GSUl5d7L7dYLH6XJyUlYf/+/aioqPB+3/Dy8vJyCCEC3hYAysvLwxrgALT3zT+PScOxGieq7KGNa6fI0MtAHQCX+wOp58x7e5zbkaCdLDK5m4KaFGZndGaeHh2ejx+eTyF6WYIMgWp74D56vtNZKutdKLa5UO9SUVTlQJJRRqJewk/lTtS7BIyKhB7xsndyS0uTXZae1RPXfXgEVoeAUxXQyRKSDRKWntWz/X8A1GUwwNGBSmtdqKiP3gOLynpttOs7+63YXhraaFdZAsb3icOMgWac2y+h3epv2V+DiIjCTbQxk7K527f1vqlrGpJsRFGVHdUOnx4cegmZltB6q/j2z4jXde2GoF1tPKmnR8fF7xyCU5wMcDhUAQmAuYmomSfzw6mqOGh1QJK04JgM4ESdC2W1WpBE5y6h+qXKiaw0o99tm5rsMi3TjFempodlqgx1XQxwdKBoPLZxqAKfHbFhQ6EVWw6FPtp1aLIBMwdpo117xrffrxX7axARUUdISUnxZmJ4lJeXIy0tzXu5J5vDo6KiAqmpqd7Sk4ZZHp7LhRCN7tvzvef+iQK5IScZD39Zhp7xEkwKUOfSylNuyElu1e0VSUK8XkK8TkaCXuZJIreuOp50WqYZVwwzY9Veq3eb6v58cuGAwE1rPZkfx2xOd3BDggqgj1mHg1UOqAIQ0EbPekpePB96Wprs4llTZ/6ZU8djgKMLEkJg9wk71hda8f4BK07UhRbVSDXJmD7AjJmDzDgl1dCuAYgEvZat4anZIyIiCqecnBy8+eabftsKCgowatQoAEB2djZ27tyJyy+/3Hv5jh07MHfuXGRkZCApKQk7d+5Ev379AADFxcU4duwYRo8eDYfDgeLiYpSWlqJ79+7e26alpXmbkhIFMiE9AbOG1OPVXRWwOQTi9RJ+NyK5yQkqnrITT4ZGVyznbU1mRlceT/prtQtpRgkVdgGX0KaWJBsk/FodOMt8WqYZZ/Sp8AmKCKSaZCQZFAAOSAAMsox6lwqjIqNHnAyrQ3hv29xkF6JwYICjCym2OfGue7TrzxWhjXbVy8DkjATMGmTGmenx0LfjmQAtPU5BqkmBQeEZBiIi6jgXX3wxnnnmGaxatQqXXXYZtm/fjnfffRcvvvgiAOCqq67CrbfeiunTpyMnJwerV69GZWUlLrroIiiKgjlz5mD58uUYOXIkLBYLHnvsMYwbNw5DhgwBAIwePRqPP/447r//flRUVGD58uW46qqrmJ1Izfr0SA3W/2xF9zgdTIlaBsf6n63I6WbEhPQEKJIEk06CSdH6aMSx7KTlqR3o2uNJD1Q50N9iQKbP74kQwtsXo6GHvyrBmz9a4e5NCgnAiToVJsUJnSxBJwFDU06WTNU4VPROOPkRs6UMja5WKkThxwBHJ1frVPGxe7Tr/47WetPQgpXb3YgZg8y4IDMRSca2j3b1JUsSkgwyUkzsr0FEROE1depU/Prrr1BVFU6nEzk5OQCADz74AC+88AL+8pe/YOnSpejZsyceeOABnHbaaQCAM888E/fccw/uuusulJaWYvjw4XjxxRe9zUJvvfVW2Gw2XHrppbDb7Rg/fjyWLVvmfdynn34aDzzwAM466yyYTCbMmjUL8+fP7/gfAMWUFQUVMCgS4nTa8VG8Tvsw/truSlx7SgpPCDXQ0tQOP110PGlLfTEaWvbdCbh8enZ4vv5a40SyQcsSqnE0XYLSXACjtQEpomAwwNEJqUJgW3EdNrhHu9Y4Qotq9EnQYcYgM2YMTMSApNCaWTVHkbT+GslGmWPIiIioQ3z44YdNXpaeno5169Y1efns2bMxe/bsgJfp9Xrcd999uO+++wJe3rNnTzz//PPBLZa6vCM1TqQYZSiS5B7nKcGgCBypdjK4EUBLUzs8uup40vwiK47XOrGvwg6DLKF3ogK9LDcKSviqqG+6lN2oSLhpVAo+OWQLWILSUgDj8W3HYXepKK0V3hKXJIMUOCBF1EoMcHQiv1Q5sKHQinf2W3GkOrTRrvE6Cef3T8TMwWac1k6jXRti41AiIiIif7KkZWp4yk1MOglDkg04WuOEoZVn27u6ARY9fq6oR2W98I4tTTJKGJJs9LteVxxP6hts6G/W4ajN5Z148tSEnk0GFDylKYGkmHT45JANWy7LDHh5Sxk1u47XoaJeheQuEbKrKkpqAYda1+b9pa6LAY4YV2V3Ib+oBuv3WfF9aWgvBhKA3/SOw8zBZpybkYD4MDX2jNdpZShsHEpERERdXWsagrZmCgWdNDEjHp8dsXl7atS7BI7VADfmxPtdryuOJ31823HYVU+2hBb86ZUgI82khLzfgbJjfLWUUWN3J4co7hOeCgCnEGgmaYSoRQxwxCCHKvDFrzas32fFlkM22ENsrDEoSY+Zg8yYMdCMngnh+VWQAFgMWhmKsQt28iYiIiLyMCmyd2xraxqCcgpFcD45ZEOveAWVdv+Sh08O2bA4z/+6XW086e4T9Si1aZNSVAB2VcDqAIptNuQXWZv8WSQZZVTWq42yOBRJyyYy6yVM/ndRwB4bLfX7MCoSauxaeZAsaV+F0LYThYoBjhiy50Q9NhRa8e7+ahyvCzzKqSXJRm2064xBichOM4atRESRJCQbtVGvChuHEhERURdkVDzBDC2wEUrpb1f7IN4WB6oc7g/HJz+OG5Xmswy6CqvdhUCJEU4VzTb2vHBAgs+I2JPidRLK65yQJAl2FQF7bLSUgZSVamxUUtQtTm5UUkQUDAY4olxprRPv7q/GhkIrfgxxdJVeBib2TcDMQWacnR4f1qZU7K9BREREXZVBltwlJ6EHNCh0Fr2Enccd3vCGQ1VR41CRndb+zfI7QnuOUHU0UfYhoPW+aKqx56/VLiTqgIbt/RRZQs8EPewu0WSPjZYykDwBkPREiSVY1G4Y4IhCdU4VWw7ZsL7Qis9/tYU82nVkNyNmuke7ppjad7RrQyZFRqpJQaKBZShERETUNRhkrSFonE4LbHDcfWRV2dVGWQrCvT3WtPcIVUWSICQBZ4DPFcU1LjjU+oC323W8DnYVMCrwTpwRAjDK2s+1pak1zWUgsQSLwoEBjighhMC3JXV4p9CK/KIaWJsKs7agV7yCiweaMXOwGYPCMNq1oQS9jBSjErbGpERERETRwlNyEq/XghodkaHRnmfxO7sjNYGnCDa1PZoFagqaZGx+hGpzvytDUwwoKAscxFCF1pA1kOYagWa10GOjNViCRe2NAY4IO2R14J1CKzYUWnEoxNGucToJU/trJSin94wLe88LCYDZoCCFjUOJiIiok5IAGBVtXKtJiUyGRn6RFdd/9Cuq6lU4VIGSGieu/+hXvDylDz8UBuBs4vxgU9uj2e4T9SirdUEILQvFqQrYnGgy0yK/yOo3+rbE5sR1Hx7BK1PTMS3TjJxuBuxoIsDhAmB3Bf4hNdcItD2m/DCAR+2NAY4IsNpd+OCXGmzYZ8W2ktBHu+b1isOswWac1y+hQ0avypKEJIPWOFTP7sZERETUiejd5SYmRUKcToJBaXnKSbgt+rwEZbUu6GQJekWCKoCyWhcWfV7CD4GdXLVDhUtox/yetqmq0LYHsuizYpyoV70jcl1C4ES9wKLPijEt04z3D9R4S0wCaWp+QXONQNtaYtLeZThEAAMcHcapCmw5VINVeyvx8aGaJtPAWjLAoo12vXhgIvoktj79qy10soQUo4Iko8xmWURERNQp6GXJ2ww0XidH5dS3n9wN5u2qgBCAJGl9EH4KsfF8Z+c/P8V/e7R4+KsSLPvuBKx2FWaDjAVjUrE4r0ej69l9mmWIJrb7+qnC4Q5unCwlAQR+qtD6YQTqT+KrqZ5/LTUCbUuJyePbjsOgSE02KSUKBQMcHeD/HazG9ZuP4qA1tBFVSQYZFw5IxKxBZuR0C99o14YMsoRUkwIzJ6IQERFRjJMl7QNagnvKSSxko7qEf1NIIbQz8JIIsQN9J2fSAbYAFd+mdvzE05aSioe/KsEjW8sgS4BBBmwOFY9sLQOARkEORZbgcgm/oITs3t4kAf9ojs/3zWVveC4PJJyNQA9UOVpsUkoULAY4wmx/pR1T1h8MehKKTgIm9I3HzEFmTOybENbRrg1xIgoRERHFOglAnLshaLxOgikG+4Y1dfQX/aGZyDAbFNQ5tVoL38/6ZkP7TBNsa0nFsu9OQJbg7eWik7Qs72XfnWgU4OgVJ6Oo2r9uRHVvD2RoigG7j9dD8umV4RJAVqo2dCBBL6HS3vQHEhVaACZQNkm4GoEOaIcmpUQNxd4rfRscPXoU8+fPR15eHiZMmICHH34Ydnt4U/xW7qkMKrgxIs2I+07vhs9mZ+K5yb0xpX9ihwU34nUy+ibq0c+iZ3CDiIiIYo5R0cpq0xP1GJxsQF+zHqkmJSaDG0Dgcovmtnd1WalGpJoUSJI7wCEBqSYFWanGdrl/35IKSdK+GhRtsklrWO0qGh7WKxJQHWCMbW0T6RZNbV96Zg90i1MgA3C4BGQA3eIULD1TC1iM6RGHNKPUZHBMAfDI1jI8/FVJa3alXdw5Ng12l0CNQ4UQ2tdgm5QSNRSbr/YhuuWWW5CSkoLNmzfjjTfewPfff4+///3vYX3MeF3LwYkecQp+n52M9y7OwLqL+uKaU5KQamqfSHNrmA0y+pv16GvWc9wrERERxQydLMFiUNA7QYdBSQb0txjQPV7n/QAa6xSp8QdSCSf7LJC/iRnxqKh3QZGAOEULHlTUuzAxI75d7v9AlaPRsX0wJRVmg4yGbfhcAgFPLJbYAnf9bGr7tEwzXp7SB3m949DXrEde7zi/aTt3jk1DklGHYSkGDLI0TuIX7qDQsu9ONLn+/CIrJv+7CANe/hmT/12E/CJrk9dtDa38pRd6J+hQXq+id4IOz0zuxf4b1CZdpkSloKAAu3fvxj//+U9YLBZYLBbMmzcPixcvxu233w5ZDs8H+yuGJuEvX5ehskFk1qRIOK9/AmYONOOM3uEf7dqQBMBiUJBiUjq0/IWIiIgoVJ4+GvHu0pPOfgyTZJRR3OADrXBvp8Y+OWRDnE6C1XEyimDWS/jkkA2L89p+/20tqVgwJhWPbC2DUxXuSSdaKcmCMamNruvZA99nuqVpt82VkjTspeHhndLi7u9SFSCbJL/IikWfFWP3CTsMsoTeiUq7TTwJV/kLdV1dJsCxa9cu9O7dG6mpJ19ARowYgcrKShw8eBCZmZlhedx+Fj3yZ/bDA1tLsa/CjvREHS7ITMTU/okRKQORJQnJRhkpRiUqu4UTEREReUgATDrZ2xw0VktNQmW1Bz5b39T2ru770jpYHcIv68XqEPi+tK5d7v/OsWm4/qNfcbDKAYcqoJclWIwynprQs1W3X5zXAz+V1+PNH62wq1oPjiuGmQP2vYh3N0xtGG6Ia8OnN99ggv7p3XAKLZDim1TS8C/M03fkmM0JRdbWc8jqQj+L5C3PYYCCokmXCXBUVFTAYrH4bUtKSgIAlJeXhy3AAQBn9InHR5f0R3GNE5URekPSyRKSjQqSOeqViIiIophBdk860cuI00ld+ril3gXoJcAFeMfEKgAY3wjM08ui4SCRQD0uQlXrcKFOdTfxVAX0jtY/GflFVqz/2eqdjOMUwPqfrcgfbm0UJJg12IxVexuXgMwa3D7BBIMMOAMsveH5V0/fEU/WiefPsbjGhSHJek48oajTpcLgoguO1NLLEnrG6zDAojXZ6soHCURERBR9PH00esXrMDDJgMykk300uvpxi9kgQ5K00uY4nQSTIkGSAvdsIHj7Wwj4ZyYE0/C/uT4Tiz4rhs0F6GWtx4deBmwubXtr/O6DI2jYQsPm0rY3VFAWeBBCU9uDZWgiG6rhdk/fEaMie7NJZAmodwlOPKGo1GVeHVNTU1FRUeG3zfN9Wlrn69RrkCX0itdhQJIBSUalUzTaIiIiotgnu6dP9IjTIdNiwMAkA3ol6GAxKt7xmaRZMCYVqtBGiQoh4FRFkz0bSOtNIsE/wCEBsLSyZ4mnHONojdNvDKwnyPFThQOy5G7+KklQJAmypG1vjZK6wJkkgbb/VG6HUYa754z2zyhr29uDUAOvpeH2ARY9bE6BnvEKhABcQsClCugkcOIJRaUuE+DIzs5GcXExSktLvdt27NiBtLQ0ZGRkRHBl7cuoSOidoENmkgEWY8dNYiEiIiIKRAIQp5ORZlKQYdZjUJIe6Yl6JLPReYsW5/XA/eO6IV4vw6EC8XoZ94/rFrBnAwEXDkhoNEJXuLe3xuPbjsOuqjhS7cTO43YcqXbCrqr+Y2ADPUC4BBqh006cTdxZw+2eUa46WUJGog6KJMElgMEpBk48oajUZXpwZGVlYfTo0Xj88cdx//33o6KiAsuXL8dVV13VKbIb4nQyUk0KEjjmlYiIiCKMfTTaz+K8HgxotFJbyzp2n6jHiVoXFFmCTgYcqkBxjQqHWg8AGJpiwO7j9ZCEVqahCq0sJivV0Kr7lxF4Ekqgo/ehyXrsKbcDEN7bqQI4JaV9SkLs7nqehv1K7A3m2DacvpLXKw53jk1jYIOiVpcJcADA008/jQceeABnnXUWTCYTZs2ahfnz50d6WW2SqNcCG12tqzgRERFFD53sHt2qkxCvl1lqQhHhKevwnRToUkWryzrqXQKSpAUvAHcQw91vAgCWntkDV+UfQWW9ChVaYCLJKGPpma0LQOkABFpJoA9kS8/qies+PAKrQytN0skSkg14vUBZAAAgAElEQVQSlp7VuoktLVEkCZCEXwNbnWd7AxzlSrGkSwU4evbsieeffz7Sy2gzCYDFoCCFqZ1EREQUAYqkNb2M12lZGjweoajRhrIOgwzYoPWZ8M228G3hYZABk07yBh2C6ffaVJgl0PZpmWa8MjXdmzmRadG3a+aEJ0NEL8EvQ2RoMpuGUmzrUgGOWCdLEpKNMpLZhIuIiIg6kCegEefO0jAyc5SiUFvLOkakmfBzeT0q7QL1LhVGRUaSQcKQFCMArUwjxaRDX/PJ3/8ah9ajIxwZDuHMnAh3hghRpPDdKQboZAnd43QYmKRHtzgdgxtEREQUVjpZQqJ70kl/sx6Dkg3ok6hHiklhcIOi1tKzeiLVKHsbYSqShFSj3OoP7XeOTYNBkZGeqEN2mhHpiToYFNk7KcQzMtVXvE5CUVXrpqg0dQgfiUN7T4ZIXq84pCfqkdcrDq9MTWcpCsU8ZnBEMYMsIdWkuGegM6hBRERE4WFUtOyMOJ0EkyJDz5ITikFtLeto2FCz4e0HWPQ4WuNEgv7k34fNKZBpaV2GyG+HmbFqrzXg9kDyi6x4fNtxHKhyYEA7l6gA7K1BnRMDHFEoTicjxaggMZiiPiIiIqJWkACY3MEMT1CDU06os2jpQ3tLQYPmbn/n2DTcsuUYABXxOgk2p4DdJbwZHi0ZmmIE0DjAMdRdAtNwnbdsOQaDomWhHK1x4pYtx/DMZDAoQdQMfoKOIgl6GRlmPTLMegY3iIiIqF1ZDDL6mfUYnGxAhlkre03QywxuUKeSX2TF5H8XYcDLP2Pyv4uQX2T1u+yWLcdwtMbpFzTwvU5ztAyPXuidoEN5vYreCTo8M7lXqwMOj31zHIAWZPT8893u6/Ftx2FQtHHLkqR9NSgSHt/W+LpEdBI/RUeYZyJKpsWA9EQ94ljXSkREFDHDhg1DdnY2cnJyvP8eeOABAMDXX3+N2bNnY8yYMTj//POxevVqv9uuWrUK06ZNw5gxYzB79mxs27bNe5ndbsdDDz2EiRMnIi8vD/Pnz8exY8c6dN/i9TJMus5Z9trch1rqOvKLrLj+o1/x1dFaHLE68NXRWlz/0a/e34f2DBqIENZX49Ru1TDA4dnuq639Poi6Kn6ajhBZkpBiVDAgyYBeCTqOVyMiIooSK1asQEFBgfffQw89hNLSUsyfPx8zZ87E//73Pzz66KN44okn8N///hcA8Mknn+Cpp57CI488gi+//BKXXHIJ5s2bh7KyMgDAsmXL8P3332PlypX4+OOPkZKSgttuuy2Su9lptPWsPHUeiz4vQVmtCyoAvSJBBVBW68Kiz0sAtD1o0NbftaY+eAXaPsCih61B4COYfh9EXRUDHB1MJ0vo5p6I0j2eE1GIiIhiwcaNG5Geno4rr7wSJpMJY8aMwYwZM7BmzRoAwOrVqzFr1iyMHTsWRqMRc+bMQe/evfHee+/B6XTirbfews0334yMjAyYzWbceeed2LFjB/bs2RPhPYt9TOUnj5/K7VCkk1NJZAlQJG070PagQVt/1/qZtfaHKrQMELXBdl93jk2D3SVQ41AhhPY1mH4fRF0VAxwdKNkoY4BFj1STwnpXIiKiKPWvf/0L55xzDk499VTcddddqKqqwq5duzBixAi/62VlZaGgoAAAsGvXLmRlZQW8/ODBg7BarX6Xp6amolevXt7bU+iYyk9+Gh5i+3zf1qBBW3/XnjunN5INEmRoAQ4ZQLJBwnPn9G503bb2+yDqqhjg6EDGTlr3SkRE1FmMGjUKY8eOxfvvv49169bhxx9/xOLFi1FRUQGLxeJ33eTkZJSXlwNAwMuTkpJQUVGBiooK7/cNL/fcnkLHVH7yGJqshyoAlxAQQsAlBFShbQfaHjRo6+/atEwz3rigLyb0jccAix4T+sbjjQv6Nvn40zLN2HJZJvZfPwRbLstkcIOoFTgmloiIiMht7dq13v/3798ft99+O+bNm4czzjgDQoTSVvCktt6eAmvr6E7qPJae1RPXfXgEVoeAUxXQyRKSDRKWntXTe52Wxsg2pz1+19ry+ETUMmZwEBERETWhb9++EEIgNTXVm4nhUV5ejrQ07YNNSkpKo2yMiooKpKamIjU11ft9oMupbZjKTx7TMs14ZWo68nrFIT1Rj7xecXhlanq7/S7wd40o+jGDg4iIiAjA7t27sXHjRixatMi7rbCwEHq9Hqeccgrefvttv+sXFBRg1KhRAIDs7Gzs3LkTl19+uffyHTt2YO7cucjIyEBSUhJ27tyJfv36AQCKi4tx7NgxjB49ugP2rPPjWXHyCPfvAn/XiKIbMziIiIiIAKSlpeHNN9/Eiy++CLvdjgMHDuDpp5/G7Nmzcckll6C0tBSrVq1CfX09vvrqK7z77ru45pprAABXXXUVNm7ciG3btqG+vh6vvvoqKisrcdFFF0FRFMyZMwfLly/H4cOHUVVVhcceewzjxo3DkCFDIrzXREREnQczOIiIiIgA9OzZEy+++CKefPJJLF++HAaDAbNmzcKCBQtgNBrxwgsv4C9/+QuWLl2Knj174oEHHsBpp50GADjzzDNxzz334K677kJpaSmGDx+OF1980dtY9NZbb4XNZsOll14Ku92O8ePHY9myZZHcXSIiok6HAQ4iIiIit9NOOw1r1qwJeNmpp56KdevWNXnb2bNnY/bs2QEv0+v1uO+++3Dfffe1yzqJiIioMZaoEBEREREREVHMY4CDiIiIiIiIiGIeAxxEREREREREFPMY4CAiIiIiIiKimMcABxERERERERHFPAY4iIiIiIiIiCjmMcBBRERERERERDFPF+kFRBuXywUAOHbsWIRXQkREFB0874me90gKHx6HEBERNdbaYxEGOBooLS0FAFx11VURXgkREVF0KS0tRf/+/SO9jE6NxyFERERNa+lYRBJCiA5cT9Srq6vDzp070b17dyiKEunlEBERRZzL5UJpaSmys7NhMpkivZxOjcchREREjbX2WIQBDiIiIiIiIiKKeWwySkREREREREQxjwEOIiIiIiIiIop5DHBEoSNHjuDWW2/FuHHjMG7cOPzpT39CcXFxwOvW1NTgvvvuw9ixY3Hqqadi4cKFqK6u7uAVhy6Yfc3Pz8fFF1+M3NxcTJo0CUuXLoXdbu/gFYdm+/btuPrqqzFmzBiMHz8et99+u7eRXEMffPABZsyYgdzcXFx88cX46KOPOni1oQtmPzdv3oyZM2ciNzcX5513Hl566aUOXm3bBLOvHjU1NZg4cSIWLVrUQatsH8Hsa1lZGW677Tbk5uYiLy8PjzzySKf8O121ahWmTp2K0aNH47zzzsPzzz+PWK34fPTRRzFs2LAmL4/l16RYFsz749dff43Zs2djzJgxOP/887F69eoOXm3n1drn4auvvsKwYcOQk5Pj9++9996LwKo7l65yDBXtWvs8rFu3LuDfwnfffReBVXdufP9ugqCoc9FFF4mFCxcKq9UqysrKxNy5c8Uf/vCHgNddsGCBmDdvnigrKxMlJSVi/vz54rXXXuvgFYeutfu6Z88ekZWVJTZv3iycTqc4ePCgmDJlili2bFkEVh2ciooKkZubK1599VVht9tFWVmZuPrqq8VNN93U6Lp79uwR2dnZYvPmzaKurk58/PHHIicnR/z4448RWHlwgtnPH374QWRnZ4v8/HzhcDjEN998I0aNGiXy8/MjsPLgBbOvvpYsWSJOPfVUcffdd3fQStsumH1VVVVcccUV4v777xeVlZXi4MGD4sorrxQffvhhBFYenGD28z//+Y8YNWqU+O6774TL5RJ79uwRp59+uli7dm0EVt42u3fvFqeffroYOnRowMtj+TUp1rX2/bGkpETk5uaKVatWidraWvHtt9+KMWPGiE8//TQCq+58Wvs8bN26tcm/IwpdVzmGinbBPA9vv/22mDRpUgRW2bXw/btpzOCIMlVVVcjOzsadd96JxMREpKWlYfbs2fjmm28aXffIkSP48MMP8dBDDyEtLQ3du3fH8uXLcc0110Rg5cELZl937dqFpKQknHvuuVAUBRkZGRg/fjz27t0bgZUHx2634//+7/9w7bXXQq/XIy0tDeedd17Ata9duxbjx4/HueeeC6PRiHPOOQdnnHEG3nrrrQisPDjB7GdFRQXmzZuH888/HzqdzpuBtG3btgisPHjB7KvH3r178d577+GSSy7pwJW2XTD7um3bNuzfvx/33nsvLBYLMjIysGrVKkyZMiUCKw9OMPu5Y8cODBkyBLm5uZBlGcOHD8fo0aNj4vXIl6qqeOCBB3Ddddc1eZ1Yfk2KZcG8P27cuBHp6em48sorYTKZMGbMGMyYMQNr1qyJwMo7l2CeBwqPrnIMFe1COe6h8OH7d/MY4IgyFosFS5YsQc+ePb3bjh496ve9x7fffouePXvigw8+wIQJEzB+/Hg88sgjqK+v78glhyyYfR03bhxqa2uxadMm2O12HDp0CF988QUmT57ckUsOSffu3XHppZcCAIQQKCwsxPr163HhhRc2uu6uXbswYsQIv21ZWVkoKCjokLW2RTD7efbZZ+OWW27xfi+EQHFxMXr06NFh622LYPbVc50HH3wQCxcuhNls7siltlkw+7pt2zYMHToUzz77LM444wxMnDgRzzzzDFRV7ehlBy3Y3999+/Zh69atcDqd2Lt3L3bs2IFJkyZ19LLbZM2aNTCZTLjooouavE4svybFsmDeH/kchU8wz4PHHXfcgd/85jcYP348li9fHhOvf9GsqxxDRbtgj3tqampw0003IS8vD5MmTcLatWs7crmdHt+/m8cAR5Tbv38/li9fjptvvrnRZceOHUNZWRn279+P999/HytWrMD/+3//D88991wEVtp2ze1reno6li1bhnvvvRcjR47Eueeei9NOOw2zZ8+OwEpDs3fvXmRnZ+Oiiy5CTk4O/vznPze6TkVFBSwWi9+2pKQklJeXd9Qy26w1+9nQiy++iIqKiph6PoHW7+ubb74JvV6PWbNmdfAK209r9vXYsWMoKChAXFwctmzZgr/+9a949dVX8fbbb0dgxaFpzX6OHj0a9957L2644QZkZ2dj5syZuPrqq3HmmWdGYMWhKSsrw7PPPosHH3yw2et1htekzqC598dAz1FycjKfozBo7nlITExEbm4uLrroInz66ad48sknsWLFCmbStJOucgwV7VrzPKSmpmLYsGG48cYb8dlnn2HRokV46KGH8Omnn0ZgxZ0P379bxgBHFCsoKMDVV1+N6667DtOnTw94HYfDgbvvvhuJiYkYPnw45s6di02bNnXwStuupX0tLCzEHXfcgSVLlmD79u1455138M033+Cf//xnBFYbmuHDh2Pnzp147733cODAAdx+++0BryditFGhR2v30+PZZ5/Fyy+/jBdffBHJyckdtMr20Zp9PX78OP7xj3+0+EYU7Vqzr0IIJCYm4uabb0ZcXBzy8vIwY8YMvP/++xFYcWhas59bt27FE088gZdeegk//PADXn/9dbz++usx9dq7ZMkSXH755Rg4cGCL143116RY15pjAT5H4dfS8zBixAisWbMGEydOhF6vx7hx43DFFVfgnXfeicBqO5+ucgwV7VrzPEycOBGvvfYaxowZA4PBgKlTp+K8887j30I74ft3yxjgiFKfffYZfve73+GWW27xS+X31a1bNxgMBsTHx3u3paeno6SkpKOW2S5as69vv/02srKyMG3aNJhMJgwfPhxXXnkl1q9f38GrbRtJkjBo0CDcfvvt+OCDDxp1n05JSUFFRYXftoqKCqSlpXXkMtuspf0EtBfd+++/H+vXr8cbb7yBrKysCKy07Vra16VLl+Kyyy7DoEGDIrTC9tPSvnbv3h1JSUl+22LxNaml/Vy9ejUmT56MM844A0ajEWPHjsX06dNj5vXoyy+/REFBAW666aYWr9tZXpNiVWveHwM9R+Xl5XyO2lFrnodAYvH1L5p1lWOoaNeaY7yG+LfQPvj+3ToMcEShH374AQsWLMBf//pXXHnllU1eb/Dgwairq8P+/fu92w4fPow+ffp0xDLbRWv3VVXVRnWsLpcr3MtrF/n5+Y0aS8qy9qen0+n8tmdnZ2Pnzp1+2woKCjBq1KjwLrIdBLOfgPbBf/v27VizZk3MffgPZl83btyI1atXIy8vD3l5eXjppZfw/vvvIy8vr8PW2xbB7OvgwYNx+PBhWK1W77ZYeU0KZj9j+fUI0H4ni4uLcfbZZyMvL8+733l5eY2ybWL5NSnWtfb9MScnh89RGLX2ecjPz8cbb7zht23//v3o27dvuJfYqXWVY6hoF8zzsHr16kYZjYWFhcjIyAjvIrsAvn+3UscPbqHmOBwOccEFF4hXX3014OVz584V77zzjvf7K664Qlx//fWivLxc7Nu3T0yYMEG89NJLHbXcNglmX7du3SpOOeUU8eGHHwq73S4KCwvFlClTxFNPPdWRSw7JsWPHxJgxY8QzzzwjamtrRVlZmbjhhhvEnDlzhBBCTJ06VWzdulUIIcTPP/8ssrOzxUcffSTq6+vFpk2bxMiRI0VRUVEkd6FVgtlPzxjDo0ePRnLJIQtmX48ePer379FHHxW33XZbzOx7MPtaV1cnJk2aJBYtWiSsVqv47rvvxJgxY2Ji/G8w+7lu3ToxevRo8fXXXwuHwyF27Nghxo0bJ958881I7kKrVVRU+P1Ofv/992Lo0KHi6NGjwmazdZrXpFgWzPvj8ePHxamnnipef/11UVdXJ7Zu3er9/aS2CeZ52Lx5sxg5cqT47LPPhN1uF59//rkYPXp0TLz+RbOucgwV7YJ5Hl599VUxbtw4sWPHDmG328W7774rTjnlFPHDDz9Echc6Bb5/tw4DHFHmm2++EUOHDhXZ2dmN/h0+fFhMmjRJrFy50nv9Y8eOiXnz5onRo0eL008/Xfztb38TTqczgnvQesHu67vvviumT58uRo8eLSZNmiQee+wxUVdXF8E9aL3t27eLK664QuTk5IgzzjhDLFiwQBw7dkwIIcTQoUPFli1bvNfdvHmzOP/888WIESPEhRdeKD799NNILTtord3Pe+65RwwfPrzR837ddddFcvlBCeY59fX3v/9d3H333R251DYLZl/37dsnrrrqKpGTkyPGjx8vXnvttUgtO2jB7Oerr74qpk6dKkaPHi2mTJkiXnjhBaGqaqSW3iaHDh0SQ4cO9X7fmV6TYlWw74/btm0Ts2bNEtnZ2eKcc84R69evj+DqO49gn4c1a9aIKVOmiJycHDFp0iSxdu3aCK6+8+gqx1DRrrXPg6qq4tlnnxWTJk0S2dnZ4vzzz2/ymIjahu/fgUlCdNHuI0RERERERETUabAHBxERERERERHFPAY4iIiIiIiIiCjmMcBBRERERERERDGPAQ4iIiIiIiIiinkMcBARERERERFRzGOAg4iIiIiIiIhiHgMcRBRWkydPxm233RbpZRARERG1Gx7fEEUnBjiIiIiIiKhTczqdyM3NxU8//RTppRBRGDHAQUREREREndrevXths9kivQwiCjMGOIioQ6xevRqTJ09GdnY2pk+fjv/973/ey77//ntce+21yM3NRU5ODmbMmIENGzZ4Lz98+DCGDRuGN998E7/97W+RnZ2N48ePAwAKCgpw4403Yvz48Rg9ejTmzJmDrVu3dvj+ERERUWTt3bsXN954I8aNG4eRI0figgsuwMqVK7Fu3TpceumlAIDp06fjmmuuAaCVmTz00EO47777MHr0aOTn5wMAiouLcccdd2DcuHHIzs7GOeecg2XLlsFutzf52FarFdOnT8ecOXNQW1sLACgqKsJtt92GCRMmYOTIkZg5c6b3MYgoPBjgIKKw2759O7744gs8++yzeOutt5CUlIQ//vGPKCsrw759+3DttdciPj4eK1euxIYNGzB+/HjcfffdePfdd/3u5+WXX8asWbPw0UcfITk5Gb/88gvmzp2L2tpaPP/881i7di0GDBiA3//+99i9e3eE9paIiIgiYf78+UhMTMTKlSuxadMm/O53v8Nf//pXSJKEe++9FwCwcuVK/OMf//De5vPPP4fBYMDGjRtx9tlno76+HnPnzsWuXbvw5JNPYtOmTZg/fz5ee+01PPLIIwEf12634+abbwYAvPDCC4iLi0NlZSWuvvpqHDhwAI8//jjWr1+Ps846CwsWLMAnn3wS9p8FUVeli/QCiKjzq6mpwRNPPAGTyQQAePjhhzFt2jRs3rwZe/bsgclkwt/+9jcYjUYAwF133YVvv/0WK1euxPTp0733M2jQIMyePdv7/b/+9S8AwLPPPoukpCQAwCOPPIKvv/4aK1aswJNPPtlRu0hEREQRdPz4cRw9ehR33XUXhgwZAgCYPXs2srOz0b17d3z22WcAgOTkZCQnJ3tvV1VVhXvvvRc6nfax6L333kNRURHWrl2LUaNGAQD69euHgwcP4pVXXsHdd9+NxMRE7+2FELjrrrtw9OhRvPHGG97jkX//+98oLS3FypUrMWDAAADAwoUL8e233+L555/HxIkTw/4zIeqKmMFBRGGXlZXlDW4AwMCBA2EwGFBYWIiCggJkZWV5gxseI0eObJSFkZ2d7ff99u3bkZ2d7T2YAACdToexY8di586dYdgTIiIiikapqanIzc3FQw89hGXLluHrr7+Gw+FAVlYWunfv3uTtTjnlFG9wA9BKX/V6PXJycvyuN2rUKDgcjkZNSpcsWYKvvvoKr7zyCnr06OHdvn37dqSnp3uDGx7jxo3Drl272rKrRNQMZnAQUdj5BiA84uLiUFtbi+rqaqSnpze6PCEhAQ6Hw6/e1WKx+F3HarVi7969yM3N9dvucDig1+vbafVEREQU7SRJwooVK/Daa68hPz8fzz//PMxmMy6//HIsWLCgyds1PLaorq5GfHw8ZNn/PHBCQgIALSvV44svvoDNZoNer2/UwNRqteLo0aONjlGcTifsdjtOnDiB1NTUkPaViJrGAAcRhZ3vwQCgpXPabDYkJCTAbDbDarU2uk11dTWMRiMMBkOT92uxWNC9e3csWbKk3ddMREREsSUhIQE33XQTbrrpJpSUlODdd9/F008/DZPJhIyMjFbdh8Vigc1mg8vlgqIo3u2eYxXfgEhiYiJWrVqF+++/H3/+85/x9ttvIz4+3nu9Pn364OWXX27ycYio/bFEhYjCrqCgwO/Mxk8//QSHw4GhQ4di1KhR2LVrl7fjuMe3336LkSNHNnu/ubm5KCoqQq9evdC/f3/vP0mS/NJEiYiIqHMrLi7Gpk2bvN/36NEDN9xwA8aPH489e/Z4twshmr2fkSNHwuFwYPv27X7bv/32W5hMJm9/D0ArWxk+fDieeuoplJSU+DUhzc3NRXFxMeLj4/2OUfR6PVJTU/3KYoio/TDAQURhFxcXh3vuuQd79+7Frl27sHjxYlgsFpx77rm45ppr4HA4sGDBAuzduxf79u3Dww8/jD179uDGG29s9n49E1QWLlyIHTt24NChQ1i/fj1mzZqFFStWdNDeERERUaRVVVVh4cKFePLJJ7Fv3z4cPXoUH3/8Mb777jucfvrp3oyJ//73v436aPg655xzMGjQIPzf//0ftm7dioMHD2LVqlV44403MHfuXG+Ghq+MjAw8/PDDWLduHd555x0AwCWXXILU1FT86U9/wrZt23DkyBFs3rwZV1xxBR599NHw/BCIiCUqRBR+Z555JrKzs3HzzTejpKQEgwcPxvLly72dzP/1r3/hqaeewpw5c6CqKoYNG4bnnnsOEyZMaPZ++/XrhzfeeANPPfUUfve738FutyMjIwO33norrr322g7aOyIiIoq0IUOG4Pnnn8fy5cuxatUquFwupKen44YbbsB1112H+vp6nH766Xj66aeRn5+PdevWBbwfg8GAV155BY899hj+9Kc/oaamBn369MFtt92GG264ocnHv/DCC/HFF1/gwQcfxKhRo5CZmYlVq1bhiSeewB//+EdYrVb06tULl112GW666aZw/RiIujxJtJSnRUREREREREQU5ViiQkREREREREQxjwEOIiIiIiIiIop5DHAQERERERERUcxjgIOIiIiIiIiIYh4DHEREREREREQU8xjgICIiIiIiIqKYxwAHEREREREREcU8BjiIiIiIiIiIKOYxwEFEREREREREMY8BDiIiIiIiIiKKeQxwEBEREREREVHMY4CDiIiIiIiIiGIeAxxEREREREREFPMY4CAiIiIiIiKimMcABxERERERERHFPAY4iAL4xz/+gWHDhuGrr76K9FIoRq1btw7Dhg3DunXrIr0UIiKiFnWFY5/Dhw9j2LBhWLx4caSXQkRhoov0Aojaw7p163DPPfc02i7LMpKSkpCTk4Orr74aEyZMaNX9TZs2DUOGDMGQIUPae6nUReTl5eHpp59GTk5OpJcSNv/5z3/gcrlw7rnnRnopRERdDo99iIgaY4CDOpULL7wQU6ZM8X5fV1eHgwcPYu3atfjDH/6AO++8E7///e9bvJ/Bgwdj8P9n787DoirbP4B/Z2ORHURBpDATDHAjFBLT1CxJ3BNNTMsWzcx6+724ZqaWZqamaZql+eaGWy5ZmpmZWaZimri1KQEKCMgyzAAzZ+b5/UFMDiCMJswMfj/X1UWcc+ac55wZOc+5576f595767Kp1MAFBAQgICDA2s2oU6tWrULz5s0Z4CAisiL2fYiI/sEABzUo9957L3r37l1l+YgRI9CvXz8sXrwYgwYNgre3txVaR9RwGI1GnD17Fs2bN7d2U4iI7mjs+xAR/YNjcNAdwdvbG927d4dOp8OpU6cAAEePHkVISAg++OADfPzxx+jcuTMmTJgA4MZ1qEeOHMHo0aPRsWNHtG3bFsOGDcN3331X5Xi//vorXn75ZTzwwAMIDw9H165dMWXKFBpqRgkAACAASURBVGRkZNTYzrS0NISEhGDUqFHVrl+/fj1CQkKwZs0aAEBubi7mzp2LRx99FO3atUOnTp0wdOhQbN++3eJrs2fPHjzxxBPo0KEDOnTogGeeeQa//PJLle2+//57PPXUU4iMjER4eDh69OiBWbNmIS8vz2y7J598EiEhIdBqtZg2bRqioqJM+83KykJJSQlmz56NLl26oEOHDoiPj0dycrLZPnr06IHo6Ghcu3YNiYmJiIqKQps2bTBw4EB88803ZttOnjwZISEh+PXXX/Hss8+iffv2OHjwoGm9pe+FXq/HmjVrMGDAAERGRqJDhw547LHHsGTJEuh0OtN2Qghs27YN8fHxiIqKQrt27dCrVy/MmTMHhYWFpu1uNAbHL7/8grFjxyIqKgrh4eF48MEHMWnSJKSnp1d7XpmZmVi1ahV69epl2n7hwoUwGAw1vKs3VtPnHgAuXryIyZMno0uXLggLC0OXLl3w/PPP4/Tp02bndt9990Gr1WL79u0ICQnB5MmTTevz8/Px5ptvokePHggPD0dUVBSee+65Ku8zERHVHfZ9anbx4kU899xzuP/++9GuXTs8+eSTuHDhQpXtbqb/ExoaivT0dDzxxBNo27YtfvvtNwBAeno6pk2bhp49e6Jt27aIjo7GyJEjceDAgSrHs/Q6VvQTLly4gMWLF6N79+4IDw9Hz549sXLlShiNRrPty8rKsGzZMjz22GNo27YtOnTogMcffxybNm0ybbN582aEhITgyy+/NHvtgQMHEBISgtjY2CrtfeKJJxAVFWU6nqV9gIp+0s6dOzFnzhx06tQJ8+bNq7J/opvFDA66Yzg6OgJAlQfD06dPIy0tDf/3f/+HZs2a3fD1e/fuxSuvvIL27dtj4sSJMBqN2LRpE55//nksWLAAcXFxAMofYEeOHAlfX188/fTTaNKkCf744w9s3LgRBw8exNatW29YunDXXXehbdu2OH78OK5du1bl25Yvv/wSCoUCffr0gcFgwFNPPYW//voLo0aNQqtWrVBaWoo9e/Zg8uTJUKvVGDlyZI3X5JNPPsHbb7+Nbt264fXXX0dxcTHWrl2LhIQEfPLJJ+jYsSMAYMeOHZg8eTKCgoIwZswY+Pj44Ny5c0hKSsKhQ4ewfft2uLm5me17ypQpUKlUmDRpEk6cOIGtW7diypQpcHBwgKOjI/7zn/8gLS0Nq1evxvjx4/Hdd9+Z3iMA0Ol0GDduHIKCgjBx4kSo1Wp8/PHHGD9+PP73v/+hU6dOZsdbtGgRGjdujDfffNOUYnsz78Wbb76JpKQk9OnTB08++SQUCgWOHz+ODz74AL/99huWLl0KAPjoo4+wYMECdOnSBf/973/h4OCAc+fOYf369UhOTsa2bdsgk8mqvd5HjhzBc889B29vb4wcORIBAQH4888/sW7dOhw8eBDbtm2rkhGxePFi/P777xg1ahSUSiWSkpLw4YcfwsfH54adQUtU97nPzs7G8OHDYTQaMXr0aAQEBCArKwuffvophg8fjo0bN6JNmzaIiorCjBkzMHPmTHTq1AkJCQmm61hYWIihQ4ciLy8P8fHxCAkJQW5uLpKSkjBy5EgsW7YM3bt3v+V2ExGR5dj3qV5eXh6effZZ9OnTB3379sWFCxewZs0aPPvss/jmm29M1+1W+j+zZ89G+/btMXz4cDRu3BhqtRrDhg2DTqfDqFGjcPfdd6OoqAifffYZxo0bh6VLl5pKPW/lOs6fPx9lZWV49tln4ejoiE2bNmHBggWQJAnjxo0DUJ51+cILL+CHH35AbGwsRo0aBb1ej6+++gqvv/46UlNTMWnSJHTu3BkAkJycjMcee8x0jKNHj6JRo0a4ePEi8vLy4OPjAwAoKSlBSkoKHn74Ycjl8lvqA+zZswcFBQWYNm0agoKCan3viGoliBqAbdu2ieDgYLFs2bJq10uSJOLi4kTr1q1FZmamEEKIn376SQQHB4vQ0FCRlpZmtv2SJUtEcHCw+Omnn4QQQuj1evHAAw+Ihx9+WJSWlpq2U6vVolOnTqJr167CaDQKIYQYMGCA6Natm8jLyzPbZ8XxJk+eXOO5rFmzRgQHB4tNmzaZLc/KyhKtW7cWo0ePFkIIcfbsWREcHCxmzpxptp3RaBSvvvqqmDdvXo3HycvLE2FhYeKJJ54wtV0IIS5fvixCQ0PF0KFDhRBClJSUiI4dO4qoqCiRn59vto9PPvlEBAcHi/fff9+0bMSIESI4OFgkJiaabfvYY4+J4OBg8fLLL5stnz59uggODhY//vijaVn37t1FcHCwmD59utm2ycnJIjg4WDzzzDOmZZMmTRLBwcFi5MiRVc7xZt6LiIgI0adPnyr7+PDDD8WLL74oNBqNEEKIvn37ioiICCFJktl227ZtE2PGjBGXL182/R4cHCy2bdtm2qZ3794iLCxMpKammr123759VdpTcV79+vUTZWVlpuUZGRkiJCREDB8+vEpbLVHT5/77778XI0eOFJ9//rnZ8m+//VYEBweLqVOnmpalp6eL4OBgMWnSJLNt58yZI1q3bi1+/vlns+V5eXkiKipK9OjRw+zzRkREt4Z9n39Y2vepuHeFhISI48ePm62bOnWqCA4OFseOHRNC3Hr/p/K5VtzjP/74Y7PlpaWl4rnnnjNbfjPXsaKfEBcXJ/R6vWl5xfsTEREhdDqdEEKIL774QgQHB4spU6aY7VeSJDFw4EAREhJi+jz06tVL9O3b12y7/v37i2nTponWrVuLPXv2mJYfPnxYBAcHiy1btgghbq4PUPH57dSpkygsLBREtwtLVKhBKSsrQ1FRkem/3Nxc/Pzzz5gwYQJ+++03DB06FH5+fmavue+++xAYGFjjfn/66Sfk5eWhd+/eZlkGrq6uWLNmDZYvXw6j0YjU1FScO3cOXbt2hVKpNGvLfffdBz8/P/z00081Huuxxx6DQqHAV199ZbZ87969MBqN6NevHwBAoVAAAM6dO4eSkhLTdjKZDAsWLMDEiRNrPM7XX38NvV6Pfv36mWUcNGvWDBs2bMDMmTMBAMeOHUNhYSFiY2Ph6elpto9BgwZBJpPh22+/rbL/wYMHm/3eunXrapffd999AICcnJwq+3j88cfNfr///vvRuHFjnDhxAkIIs3XXD7AG4KbfC6VSiezs7CopoM8//zyWLl2KRo0ambbTarVV0lgHDRqEFStW3PCbsD///BMXL15E586dcffdd5ut69mzJzw9Pau9jk888QQcHBxMvwcEBMDHx6fa63Uzqvvcd+nSBf/73/9M38hpNBoUFRXB398fAHD58uVa9/vll1+iZcuWaNmypdk1VyqV6Ny5MzIyMmpNVyYiIsux72N536dCeHg4IiMjzZZV7o/cav+n8ngoFW3+5ZdfzDJpHB0dsXLlSjzzzDMAbr7fUqF///5QKv9Jynd1dUXnzp1RXFyM8+fPAyjv8wHAsGHDqrStf//+EELg0KFDAICYmBj8/vvvKCoqAgAUFBTgwoUL6Ny5M1q1aoXjx4+bXn/s2DEA5f0H4Nb6ANHR0XB3d69yXkS3iiUq1KCsWLECK1asqLLc1dUVL774oilV73qWDJL4+++/A0C1nYGKGyIA/PHHHwCATZs2mdU0Xk+pVMJgMJhueJX5+voiKioKR48eRWFhITw8PACUp/A1atQIvXr1AgCEhITgkUcewb59+9C9e3f06NEDDzzwAGJiYiwaSKymc2rXrp3p/y9evAgA1U4b5+7uDh8fH6SmplZZV/lBX6VSAUCV1MqKTpMkSVX2Ud0xmzRpgnPnziE/P9/sPCu/jzf7Xrz44ot46623EBsbi65du6Jz587o0qVLlWDECy+8gJdffhlDhgwxXe+YmBiEhIRUe4wKly5duuE5yeVy3H333fjll1/M3nOgPHW3MkdHx2qv18240ef+yy+/xP/+9z/89ttv0Gq1ZutqG/dDrVbj6tWruHr1qqm8qTqZmZm1dqyJiMgy7PtY3vepUPneDsD0RUZpaSmAW+//VL62FWOOffXVV+jRowd69uyJ6OhodO7cGa6urqbtbvU63qivBABXrlxB27ZtTecSHBxcZdsWLVoA+KefEhMTgw0bNuDEiRPo3r07jh8/DiEEOnbsiBMnTpiCGkB56UqrVq3g5+d3y30ADlZOtxsDHNSgDB48GP379zf9LpfL4e7ujpYtW5pFt6/n4uJS634rbnYVD+k3otFoAAD9+vWrkn1wM/r27Ysff/wR+/fvx+DBg5GZmYlTp06hb9++phswACxcuBDbt2/H1q1b8dlnn2Hbtm1QKpWIjY3F66+/XmNE3NJzqnjIvf6413N0dER+fn6V5Tfa7/XZCDWRyWRwdnausryiM6DX682WV34fb/a9GDlyJFq2bIlPP/0U33//Pfbv3w8AiIiIwBtvvGEKYPTq1QtJSUlYvXo1Dh06hMOHDwMo7zRMnz69ytggldtT3TkB/wR6SkpKzAIcll6vm1Xd537Lli147bXX0LRpU7z44oto1aoVnJyccO3aNbzyyiu17rPiHIODg/Haa6/dcLvqOmNERHRr2PexvO9TobZzAm69/1P52jo4OGD16tVISkrC9u3bsX79eqxfvx6Ojo6Ij4/HxIkT4eDgcMvXsbr2VfSVKgZJ12q1kMlkcHJyqrJtxbKKjJjo6GgolUocP34c3bt3x9GjRxEUFARfX19ERkZi/fr1yM/Ph6OjI86cOYMRI0YAuPU+gCWfRaKbwQAHNSjNmzdHVFTUbd9vxWBKFel6N1LxR9rJyelfteORRx7BG2+8gX379mHw4MHYu3cvhBCmFM0KKpUK8fHxiI+Px7Vr13D48GFs2rQJn3/+OXJzc00jjv+bc6q4cVbcuCorKSmpk5uTEAI6na7KA75arQYAeHl51fj6W3kvKrIxSktLcezYMezevRu7du3CqFGjsG/fPlOnqW3btnjvvfeg1+tx6tQp7N27F5s2bcIzzzyDL774otqsi4r2VM6KqFDRsbDmjX716tWQy+X45JNP0LJlS9Pyim/xalPRdp1OVyf/DomIqCr2fSzv+9yM29n/adSoEUaPHo3Ro0cjKysLhw4dwvr167F27VqUlJTgrbfeuuXrWBGIul7lvlKjRo0ghEBJSUmVL1oq9z9cXV3Rpk0b06wnR48eNX15ExkZCSEETpw4AScnJ+j1elN5CvsAZCs4BgeRBSrKKirSB693/PhxfPbZZ9BoNKbUv59//rna/Vy7ds2i47m6uuKhhx7CDz/8AK1Wiz179sDX19c0unV1vL290a9fP6xduxZhYWE4cuSI6QZ3s+f03XffYceOHRBCmGYkqZjqrPL5XLt2zexh+HaqSJesYDQakZmZCU9Pz1ozG/7Ne+Hk5ISuXbvinXfewahRo5Cfn2+WkllBpVKhY8eOmD59OiZOnAidTldtPS4A0zWq7joaDAakpqbC19e3ymjs9SkjIwNNmjSp8n5eX29bEzc3N/j5+SE9PR1Xr16tst7Szz8REVlfQ+z73Iy66v/4+fkhPj4eW7Zsga+vL/bt2wfg1vst1ZXJVIxzUVGqUtO5VLy/159Lly5dcO7cOWRkZOD33383lZz4+vri7rvvxtGjR3Hs2DE4OTmZ1rEPQLaCAQ4iC0RGRsLT0xP79u1DYWGhaXlpaSkmTZqEBQsWwNnZGXfddRfCwsLwxx9/mAZrqnDhwgU8+OCDWLBggUXHjIuLg16vx65du3D69Gn06dPHrOZy8+bN6Nq1K/7880+z18nlcri4uEChUEAuv/E/8W7dukGlUmHHjh2mFEagfOq0V155BevWrYNMJkOnTp3g7e2NvXv3VknFrKgRrTzA5+2yZcsWs9+PHj2KgoIC3H///bW+9mbeizNnzuDRRx/F5s2bq+ynIs3TwcEBWVlZiIuLw3vvvVfjdtVp0aIFQkJC8NNPP1XpjHzxxRdQq9V49NFHaz2vutS4cWMUFBSYfVt1+fJlbNiwAYD5t0QVac+VvzmKjY2FwWDAp59+ara8uLgYw4YNqzLAGRER2aaG2Pe5Gber/7N06VL06NGjygO+UqmEo6Ojqd9wq9dx+/btZuNyFRUV4ciRI/D09DQFNioGPk1KSjJ7rU6nw/bt26FSqcymb+3cuTP0ej1WrVoFIYRZ+W1kZCSOHz+O5ORkREZGmg1Ayz4A2QKWqBBZwNHREVOmTMGkSZMwYsQIJCQkQC6XY+vWrbh8+TIWLlxouqHOmDEDo0aNwssvv4ynnnoKLVq0wMWLF7Fhwwa4urpi0KBBFh3zoYcegpubG5YsWVJtimZkZCQ0Gg1GjhyJYcOG4e6774ZOp8Phw4dx7NgxDBkypMbUyaZNm2LcuHFYvHgxnnrqKQwePBilpaVYt24dysrKMHnyZADlD+zTp0/H//3f/yEhIQHx8fFwc3PDL7/8gi1btiAsLAwJCQm3eGVvTKlU4tdff8WkSZPQsWNHqNVqfPTRR1CpVBgzZoxF+7D0vWjdujUcHBwwa9YsXLhwAeHh4VAoFLhw4QLWrVuHVq1aITo6Gg4ODmjatClWrFiBK1euoFOnTnB0dMSlS5ewdu1a+Pr61hikeP311/H0009j1KhRSEhIgK+vL3777Tds2LABAQEBePHFF2/LtbtVsbGxWLVqFSZMmIC+ffvi6tWr+PTTTzF9+nTMnDkT58+fx8aNG9GtWzf4+vrC2dkZhw4dwooVK+Dj44MhQ4bghRdewIEDB/DRRx8hLy8P0dHRyM/PR1JSEtLS0iway4OIiKyvIfZ9bsbt6v9ERUVhxYoVGDp0KIYMGQJ/f39otVrs27cPGRkZZvfFW7mO7u7ueOqpp0yz3WzcuBFarRYTJkwwBYcefvhhPPTQQ/jss8+g0+nwwAMPQKvV4ssvv8Tvv/+OxMREU7YHUD7YvJubG3bs2IHAwECzWXgiIyOxY8cOqFQq/Oc//zFrC/sAZAsY4CCy0IABA+Dl5YWPPvoI8+bNg8FgQOvWrbF69WrExMSYtmvXrh02b96MZcuWISkpCYWFhfDy8kLXrl0xbtw402jVtXFwcMAjjzyCbdu2oWXLlggLCzNbf88992Dz5s348MMPsXXrVly7dg0uLi646667MG3aNItuuuPGjUOzZs2wdu1azJ49GzKZDO3atcM777yDNm3amLZ77LHH4OnpiQ8//BDvv/8+ysrK0KxZMzzzzDMYO3asWfT+dhFC4P3338e8efOwYMECFBcXIyQkBPPnzzeb5aUmlr4XSqUS69evx/Lly3HgwAFs374dMpkMAQEBGDFiBMaMGWP6hmX58uX46KOPsHfvXuzfvx9GoxH+/v6IjY3FCy+8UOMo7pGRkdiwYQOWLVuGVatWQaPRwNfXF4MGDcK4ceNuagT4uvDSSy9Bp9Nh3759mDlzJoKDgzF79mx0794darUa77zzDhYuXIgWLVqgWbNmmDZtGhYuXIgPPvgA3bp1w5AhQ+Dh4YGkpCQsX74c33zzDT7//HM4OjqiXbt2eO2110y1ukREZPsaYt/nZtyO/k/Hjh2xbt06fPzxx/j0009RUFAAT09PBAUFYd68eRgwYIBp21u5juPGjcOJEyfwySefIDs7G/7+/pg6dSpGjRpl2kYmk+H999/Hxx9/jM8//xxfffUVVCoV7rvvPrz33nuIjY0126dCoUBUVBT2799fZdrbyMhIGAwGGAwGs88AAPYByCbIhBDC2o0gIrpejx49kJWVhXPnzlm7KUREREQ2Z/LkyaZZWSIjI63dHCKbwTE4iIiIiIiIiMjusUSFiMhOGY1GFBQUWLy9o6Mj55snIiIiogaLAQ4iIjt15coV9OzZ0+LtBw4ciLfffrsOW0REREREZD0cg6OS0tJSnDlzBr6+vmbTUhER2RqdTndT45R4e3vjrrvuqsMWUUNlMBiQk5OD8PBwODk5Wbs5DRr7IURERFVZ2hdhBkclZ86cqZMpL4mIiOwdB7Ore+yHEBER3VhtfREGOCrx9fUFUH7hrp/zmYiI6E6VlZWFhIQE0z2S6g77IURERFVZ2hdhgKOSinRQPz8/NG/e3MqtISIish0smah77IcQERHdWG19EU4TS0RERERERER2jwEOIiIiIiIiIrJ7DHAQERERERERkd1jgIOIiIiIiIiI7B4DHERERERERERk9xjgICIiIiIiIiK7xwAHEREREREREdk9BjiIiIiIiIiIyO4xwEFEREREREREdo8BDiIiIiIiIiKye0prN4D+vT2pasxPzsOlIj1auKuQGOmD2CA3azeLiIiIiIhsEJ8fqKFiBoed25OqxvgDWcjUSPB2lCNTI2H8gSzsSVVbu2lERERERGRj+PxADZlVAxxz5sxBSEgIAODo0aMICQlBmzZtzP7bvXu3afv169cjNjYWERERiI+PR3JysmmdTqfDzJkz8dBDDyEqKgpjx45FVlaWaX1mZibGjh2LqKgodOvWDbNmzYJOp6u/k60j85Pz4KCQwUUlh0xW/tNBIcP85DxrN42IiIiIiGwMnx+oIbNagOP8+fPYuXNnleUpKSlm/8XFxQEADh48iIULF2L27Nk4cuQIBg0ahDFjxiA3NxcAsGjRIpw8eRJr167F/v374eXlhQkTJpj2O378eHh5eeHrr7/Ghg0bcPLkSSxZsqR+TrYOXSrSo5FSZraskVKG1CK9lVpERERERES2is8P1JBZJcBhNBoxY8YMPP300xa/ZuPGjRg4cCAiIyPh6OiIYcOGwd/fH7t374YkSdiyZQvGjRuHwMBAuLm5ITExEadPn8b58+eRkpKCc+fOITExEe7u7ggICMCYMWOwefNmGI3GOjzTutfCXQWtJMyWaSWBIHeVlVpERERERES2is8PVNcKywwwGEXtG9YBqwQ4kpKS4OTkZMrOuN5///tfdO7cGTExMVi+fLkpAHH27FmEhoaabRsaGoqUlBSkpaVBrVabrff29oafnx9SUlJw9uxZ+Pv7w9vb27Q+LCwMhYWFSEtLq6OzrB+JkT7QGQQ0eiOEKP+pMwgkRvpYu2lERERERGRj+PxAdUUIgSyNhGytBOuEN6wQ4MjNzcWyZcvwxhtvmC13dXVFhw4dEBcXh++++w4LFizAqlWrkJSUBAAoKCiAu7u72Ws8PDxQUFCAgoIC0++V1+fn59/wtQCQn59/O0+v3sUGuWFpDz/4uyiRX2aEv4sSS3v4cRRkIiIiIiKqgs8PVBd0BoE0tR5FOoNV21Hv08TOnTsXQ4YMwT333IOMjAzT8rCwMFMwAwCio6MxdOhQ7Ny5E8OHD7do30LcOE5U0zp7Fxvkxj9IRERERERkET4/0O1UrDMiSyvBaAPP3PWawXHkyBGkpKTghRdesGj7gIAAXL16FQDg5eVVJduioKAA3t7eptKTikyO6tZXtw4AfHyYikVERERERER0M4QQyNFKuKLR20RwA6jnAMeuXbuQnZ2Nrl27IioqCoMGDQIAREVFYceOHdiwYYPZ9hcvXkTz5s0BAOHh4Thz5ozZ+tOnT6N9+/YIDAyEh4eH2frs7GxkZWWhffv2CA8PR3Z2NnJycsxe6+Pjg8DAwLo6XSIiIiIiIqIGRzIKpKsl5JdZtySlsnoNcEyePBlfffUVdu7ciZ07d2LlypUAgJ07d8LV1RXz5s3D4cOHodfr8cMPP2Dbtm1ISEgAACQkJGDXrl1ITk5GWVkZ1qxZg8LCQsTFxUGhUGDYsGFYvnw5MjIyUFRUhHfeeQfR0dFo1aoVQkND0b59e8yfPx9qtRrp6elYvnw5EhISIJPJamoyEREREREREf1NqzfiryI9Sg22NyNpvY7B4eHhYTYQqCRJAAA/Pz/4+flh6tSpmD17NjIzM9G4cWNMnToVvXv3BgB06dIFU6ZMwcSJE5GTk4PWrVtj5cqVpv299NJL0Gq1GDx4MHQ6HWJiYrBo0SLTsRYvXowZM2bgwQcfhJOTEwYOHIixY8fW49kTERERERER2a+8Egl5pbaVtXE9mWjIo2/egoyMDPTs2RPffPONqTyGiIjoTsZ7Y/3htSYiIltkMApkaSVo9JZlbdzj4QCl/PZVS1h6f6z3WVSIiIiIiIiIyD6USkZc0UiQjLafG8EABxERERERERFVkV9qQG6JBNsPbZRjgIOIiIiIiIiITIxCIFsrQa2zvYFEa8IABxEREREREREBAMokIzI1EnR2UJJSGQMcRERERERERISiMgOytfZTklIZAxxEREREREREdzAhBK5qDSjU2e4UsJZggIOIiIiIiIjoDqU3CFzR6FFmsNe8jX8wwEFERERERER0ByrWGZGllWAU9h/cABjgICIiIiIiIrqjCCGQW2JAfpl9l6RUxgAHERERERER0R1CMgpkaiSUSPY1BawlGOAgIiIiIiIiugNo9eVTwBoaSElKZQxwEBERERERETVw10oNyC2RrN2MOsUABxEREREREVEDZTAKZGklaPQNrySlMgY4iIiIiIiIiBqgUqm8JEVvbJglKZUxwEFERERERETUwBSUGpBTIuHOCG2UY4CDiIiIiIiIqIEwCoFsrQS1ruGXpFTGAAcRERERERFRA6AzCFwp1kN3h5SkVMYABxEREREREZGdU+sMyNYaYGygU8BaggEOIiIiIiKiBmxPqhrzk/NwqUiPFu4qJEb6IDbIzdrNottECIGcEgMKygzWborVya3dACIiIiIiIqobe1LVGH8gC5kaCd6OcmRqJIw/kIU9qWprN41uA71BIF0tMbjxN2ZwNACMyBIRERERUXXmJ+fBQSGDi6r8u20XlQzFOj2G77kMT0cFnx/smEZvRJZGguEOLkmpjBkcdo4RWSIiIiIiupFLRXo0UspMvxeWGXC1xIBinZHPD3Yst0TC5WI9gxuVMMBh5+Yn50FnMOJysYQzeWW4XCxBZzBifnKetZtGRERERERW1sJdBa30z0Nwtra8Jd+bpAAAIABJREFUlMFZKYdMVp7Z4aCQ8fnBThiMAhlqPa6V2m5JSrpaj9/yy6wy2ClLVOzc2bxSFJQZIZMBChmgMxpxtQTQG0ut3TQiIiIiIrKyxEgfjD+QBcCIRkoZSg1GQABNXRSmbRopZUgt0luvkWSREsmITI0EyUangL1wrQxv/JSLkznlz6Kh3o74ckAg7nZ3qLc2MIPDzumM5T8VMhlkMhkUsvL0szKjFRtFREREREQ2ITbIDUt7+MHfRYn8MiNcVHI0dVHAw+GfAIdWEghyV1mxlVSb/FIDMtR6mwxu6I0CS3+5hsG7M0zBDQA4d60Mo7++Uq9tYQaHnXNUyKDRAUYByGXlP4UoX05ERERERBQb5GYaRLRiDD+NvjyjQysJ6AwCiZE+Vm4lVccoBLI0Eor1tvkN9vlrZZjyw1Wcv6ardv3BDC1KJSOclPWTW8EMDjsX6u2Ipi4KqOQySEZAJZehqYsCod6O1m4aERGRTZszZw5CQkJMvx87dgzx8fGIiIhA7969sXHjRrPt169fj9jYWERERCA+Ph7JycmmdTqdDjNnzsRDDz2EqKgojB07FllZWab1mZmZGDt2LKKiotCtWzfMmjULOl31nUEiorpUOaPD30WJpT38OIuKDSqTjPirSG+TwQ2dQWDJqWt4fHfGDYMbAODXSFlvwQ2AAQ67lxjpAwe5HAGuSoT7OCDAVQkHuZwRWCIiohqcP38eO3fuNP2ek5ODsWPHYsCAAfjxxx8xZ84cvPvuuzh06BAA4ODBg1i4cCFmz56NI0eOYNCgQRgzZgxyc3MBAIsWLcLJkyexdu1a7N+/H15eXpgwYYJp/+PHj4eXlxe+/vprbNiwASdPnsSSJUvq96SJiP4WG+SGA48H4eLoVjjweBCDGzaosMyANLUeehssSTmXV4bHv8jAsl/yIdXSvDeifeunUX9jgMPOMQJLRER0c4xGI2bMmIGnn37atGzXrl0ICAjA8OHD4eTkhIiICPTv3x9JSUkAgI0bN2LgwIGIjIyEo6Mjhg0bBn9/f+zevRuSJGHLli0YN24cAgMD4ebmhsTERJw+fRrnz59HSkoKzp07h8TERLi7uyMgIABjxozB5s2bYTTa3rdyRERkPeLvkpRsrQRbC23oDAKLT17D419k4Nf8mrMQ3VRyrOrlj+faeNVT68pZNcDB1NDbgxFYIiIiyyUlJcHJyQlxcXGmZWfPnkVYWJjZdqGhoUhJSTGtDw0NrXZ9Wloa1Gq12Xpvb2/4+fkhJSUFZ8+ehb+/P7y9vU3rw8LCUFhYiLS0tLo4RSIiskM6g0CaWo8ine1NAXsmrwyDd2fgg9P5MNQSeenSzBmnRtyD0WH1G9wArBjgYGooERER1bfc3FwsW7YMb7zxhtnygoICuLu7my3z9PREfn7+Ddd7eHigoKAABQUFpt8rr8/Pz7/hawGY9k9ERHc2ta68JKWstuhBPdMZBBb9nIf4LzLwW0HNCQKuKjne6uyLjx/2x11u1pmVxyoBDqaGEhERkTXMnTsXQ4YMwT333FNlnRD/rlNZ0+v/7b6JiKhhEkIgRyshUyPBaGP3ipTcUgzanY4VKQW1Zm10DWiEL/oH4vFW7pDJrDejp1UCHEwNJSIiovp25MgRpKSk4IUXXqiyzsvLy5SJUSE/Px8+Pj6m9ZWzLQoKCuDt7W3qX1R+/fXrq1sHwLR/IiK680hGgXS1hPwy2ypJ0RkEFv6ch6FfXsbvBfoat3VTyTE3xhcre/rBz0VZTy28sXoPcDA1lIiIiKxh165dyM7ORteuXREVFYVBgwYBAKKiohAcHIwzZ86YbZ+SkoJ27doBAMLDw6usP336NNq3b4/AwEB4eHiYrc/OzkZWVhbat2+P8PBwZGdnIycnx+y1Pj4+CAwMrKvTJSIiG6bVl08BW2qwrYqC0zmlGPh5Oj60IGuj299ZG4PutW7WxvXqPcDB1FAiIiKyhsmTJ+Orr77Czp07sXPnTqxcuRIAsHPnTsTFxSEnJwfr169HWVkZjh49is8//xxPPvkkACAhIQG7du1CcnIyysrKsGbNGhQWFiIuLg4KhQLDhg3D8uXLkZGRgaKiIrzzzjuIjo5Gq1atEBoaivbt22P+/PlQq9VIT0/H8uXLkZCQYDMdQiIiqj95JRIyivUw2NAzapnBiHdP5GHonsv4o7DmrA13BznmdWmCD3v6oakNZG1cr15bU5EaOmfOnCrrbldq6PWZGhXrhRBMDSUiIrrDeXh4mGV7SpIEAPDz8wMAfPjhh3jrrbfw9ttvo2nTppgxYwY6duwIAOjSpQumTJmCiRMnIicnB61bt8bKlStN+3vppZeg1WoxePBg6HQ6xMTEYNGiRaZjLV68GDNmzMCDDz4IJycnDBw4EGPHjq2vUyciIhtgMApkaiRoJdvK2jiVU4opP1zFxVoCGwDQvXkjzHzAF00b2VZgo0K9tur61FDgn6yKqKgojB49Gjt27DDbvrrU0CFDhpjWnz59GiNHjjRLDb3rrrsAmKeG6vV6U2qor6+v6bVMDSUiIrpzNW/eHL/++qvp9/vvvx+fffbZDbePj49HfHx8tetUKhVee+01vPbaa9Wub9q0KVasWPHvGkxERHarVDLiikaCZLSdrI1SyYjFp65hzblC1NYsDwc5pnZqjP73uNp09mG9lqgwNZSIiIiIiIjuJPmlBqSr9TYV3Dh5tRQDPs/A6rO1Bzd6BDbC7v6BGNDSzeafn+s1g4OpoURERERERHQnMAqBLI2EYr3tlKSUSEYsPlmetVFbuMXTUY7XOjVGXAvbztq4nlULZ5gaSkRERERERA1NmWREpkaCzoayNk5cLcHUH3KQWlT7WBu97nLBjOjG8HW2zbE2bsS+WktERERERERkw4rKDMjWSrVmSNSXEsmIRT9fw6fnLcvamBHli9ggF7vJ2rgeAxxERERERERE/5IQAle1BhTqDNZuiklydnnWxl/q2rM2Hr3bBa9HNUZjO8vauJ79tpyIiIiIiIjIBugNAlc0epQZbCNvQ6s3YuHJa1hnQdaGl6Mcr0f74rEg13ppW11igIOIiIiIiIjoFhXrjMjSSjAK2whuHMsqwdQfriK9WKp1295/Z2342HHWxvUaxlkQERERERER1SMhBHJLDMgvs42SFI3eiIU/52HdhaJat/V2kuP1KF/ENoCsjesxwEFERERERER0EySjQKZGQolkG1PA/pRZgmk/XkWGBVkbfYJc8VpUY3g7KeqhZfWLAQ4iIiIiIiIiC2n15VPAGmygJEWjN+LdE3nY8GvtWRs+Tgq8Ed0Yj9zdsLI2rscABxEREREREZEFrpUakFtSe5ZEfTiSqcW0H3Nw2YKsjbgWrnitU2N4NcCsjesxwEFERERERERUA4NRIEsrQaO3fklKsd6Id5LzsOm32rM2GjspMPMBXzx8l0s9tMz6GOAgIiIiIiIiuoFSqbwkRW+0fknKj1fKszauaGrP2uh7T3nWhqdjw87auB4DHERERERERGTT9qSqMT85D5eK9GjhrkJipA9ig9zq/LgFpQbklEiwdmijWGfEvORcbP5dXeu2vs4KzIz2Rc87JGvjegxwEBERERERNWDWCg7cLntS1Rh/IAsOChm8HeXI1EgYfyALS3ugzs7DKASytRLUOuuXpHx/WYvpR3KQaUHWRv97XDH1DsvauJ7c2g0gIiIiIiKiulERHMjUSGbBgT2ptWcC2Ir5yXlwUMjgopJDJiv/6aCQYX5yXp0cT2cQSCvSWz24odYZMO3Hq3h2f2atwY0mzgp82NMP7zzY9I4NbgDM4KA6Zu/RYiIiIiIie3Z9cAAAXFQyAEbMT86zm375pSI9vB3Nv5tvpJQhtUh/24+l1hmQrTXAaOUpYL/L0OD1IznI0hpq3XZQSzdM6eQDd4c7N7BRgQEOqjPWSCUjIiIiIqJ/1GdwoK60cFchUyP9HZwpp5UEgtxVt+0YQgjklBhQUFZ7QKEuFekMmHs8D5/9UXuGTdNGCsx+wBfdmt95Y23cCEtUGoA9qWr02JqKFqt/R4+tqTaTblbfqWRERERERGSuhbsKWsk8G+F2BwfqWmKkD3QGAY3eCCHKf+oMAomRPrdl/3qDQLpasnpw47sMDfrsSLcouPF4Kzfs7h/I4EYlDHDYOVuuqbtUpEcjpcxsmb1Fi4mIiIiI7FldBwfqQ2yQG5b28IO/ixL5ZUb4uyixtIffbckK1+iNSFPrUWqw3ngbhWUGTDl8Fc9/k4WrJTUHWfwaKfDxw/54q3MTlqRUgyUqds6Wa+rqI5WMiIiIiIhurDw4UP7ckFqkR5CdjosXG+R229ucWyLhWql1sza+TS8fa6O2wAYADGnlhkmRPnCz4cDGd5c1WJVSgCythHs8HOr9s8YAh52z5Zq6xEgfjD+QBcCIRkoZtJKwu2gxEREREZG9q4vggD0zGAUyNRK0kvWyNgrKDJhzLBc7LxbXuq2/ixJvPuCLLgGN6qFlt+67yxq8+VMunJQy+DgprDIGI0tU7Jwt19TVZSoZERERERHRzSqRjPhLrbdqcOObNA3idqZbFNwYGuyO3f0CbT64oZLLsPZcIRqp5HBzUFhtDEZmcNg5W8+SYLSYiIiIiIhswbVSA3JLJKsdP7/UgLeO5+JzCwIbAS5KvNnZF52b2XZgQy4rz9bwdJQjvViyenUBAxx2rqHU1NmLPalqzE/Ow6UiPVrwWhMRERGRlbBfajmDUSBbK6FYb72sjf1pGsw4koNcC8b8GBbsjsRIH7iqbLfgQgbAw1EBHycFFPLyMRdtYQxGBjgaAGZJ1I+KGWscFDKzGWvqs6aMiIiIiIj9UsuVSkZkaiTojaL2jevAtVID3jqWi92XLMjacFXirc6+eMDftrM2XFRy+Dor4aAwnzHTFqoLbDckRGRjrp+xxlo1ZURERERE7JdapqDUgHS13mrBja/+KkbcznSLghvDQ9zxeb9Amw5uOMhlCHBVIcBVVSW4AdjGGIzM4CCykC3PWENEREREt4+tl3+wX1ozoygvSVHrrFOScq3UgFlHc7AnVVPrts1dlZgT0wRRfs710LJbo/h7nA0Px/KAWk2sXV3AAEcDY+t/jO2ZLdSUEREREVHdsofyD/ZLb6zs75IUnZWyNvakFmPmTznIL6s9uPJkaw/8J8IbLjY61oYMgKejAj7OCshrCWzYCtu8knRLKv4YZ2oksz/Ge1LV1m5ag5AY6QOdQUCjN0KI8p+2NGMNEREREf179lD+wX5p9QrLDEhT660S3MgrkTDhYBZe+S671uDGXW5KrH20GV6LamyzwQ1XlRx3uzvAt5HSboIbAAMcDYo9/DG2Z7ZQU0ZEREREdetSkR6NlOYPdLZW/sF+qTkhBLI0ErK1Euo7tCGEwJeXitFnZzq++qvmkhQZgJH3eWBn30B0stGSFEeFDM1dVWh2g3E2bF29l6icOnUK7777Ls6dOwdnZ2dERUVhypQpuHjxIkaOHAkHBwez7efOnYu4uDgAwPr167Fu3TpkZ2fj3nvvxcSJExEZGQkA0Ol0mDt3Lr799luUlJSgQ4cOeOONN+Dn5wcAyMzMxMyZM3Hy5Ek4OTmhZ8+emDx5cpXj2TPW4tU9a9eUEREREVHdspfyD/ZLy+kMApkaPcoM9Z+1kVsiYdbR3FoDGwBwt5sKc2J8EdnUNgMbCpkMjZ0V8HBUWLsp/0q9ZnAUFhZi9OjR6NWrF44ePYpdu3YhJycHM2bMMG2TkpJi9l9FcOPgwYNYuHAhZs+ejSNHjmDQoEEYM2YMcnNzAQCLFi3CyZMnsXbtWuzfvx9eXl6YMGGCab/jx4+Hl5cXvv76a2zYsAEnT57EkiVL6vP061wLdxW0kvk/bK0k4KaSocfWVLRY/Tt6bE1lyQoRERER0Q2w/MN+qHXlJSn1HdwQQuCLS2qLszZG3eeBnf2a22RwQwbA20mBFh4quw9uAPUc4NDpdJg2bRpGjRoFlUoFHx8f9OrVCxcuXKj1tRs3bsTAgQMRGRkJR0dHDBs2DP7+/ti9ezckScKWLVswbtw4BAYGws3NDYmJiTh9+jTOnz+PlJQUnDt3DomJiXB3d0dAQADGjBmDzZs3w2i0zsi6daG6P8b5pRKulhg4LgcRERERkQVY/mH7hBDI1kjI1EgwivoNbuSUSHjpYDZePXQVBbWMtRHkrsKG2ABM7dQYzkrbGx3CzUGOIHcHNHa2r3E2alKvV9nX1xeDBw8GUP6h/PPPP7F9+3b06dPHtM1///tfdO7cGTExMVi+fLkpAHH27FmEhoaa7S80NBQpKSlIS0uDWq02W+/t7Q0/Pz+kpKTg7Nmz8Pf3h7e3t2l9WFgYCgsLkZaWVpenXK+q+2Pc1EUFT0cFx+UgIiIiIrpJ1pmHg2qiNwikqyUU6gz1elwhBHZdVCNuZzq+Tqs9a2N0qAd29m2OiCZO9dPAm+CkkCPQTQV/FxVUdjjORk2sMk3shQsXMHjwYBiNRgwZMgSvvPIKLly4gA4dOiAuLg5z587FiRMnMH78eHh4eGD48OEoKCiAu7u72X48PDxw8eJFFBQUmH6vvD4/Px9CiGpfCwD5+fkICgqqu5OtZ5Vr8Vqs/p3jchARERERWcgepom9E+1JVWPusVxcLNKjuYsSz7TxRLcAl3o59lWthBk/5eBAurbWbVu4qzA3pgk62GBgQymXobGTAu4NoBTlRqySJ9O6dWucOXMGu3fvxqVLl/Dqq68iLCwMSUlJeOihh6BSqRAdHY2hQ4di586dFu9X1JCeVNO6huxG43LY2iBJRERERES2gDMT2p4vLxXhhf2ZuFwswUMlQ06JAbOO5OK7y7UP7vlvCCGw48/yrI3aghtyGfBsuCd29G1uc8ENGQAfJwVauKsadHADsOI0sTKZDC1btsSrr76KvXv3Iicnp8o2AQEBuHr1KgDAy8sL+fn5ZusLCgrg7e1tKj2pyOSobn116wDAx6dhDxbEQZKIiIiIiCxnD9PE3kkko8CbR3OhkMvgrJRBJiv/6aCQYVVKQe07uEXZWgkvHMjCpMNXUaireayNlh4qJMUGIPF+HzjZ2Fgb7g4KtPBwgI+zErIGMs5GTer16u/ZsweDBg0yb4C8vAnHjx/Hhg0bzNZdvHgRzZs3BwCEh4fjzJkzZutPnz6N9u3bIzAwEB4eHmbrs7OzkZWVhfbt2yM8PBzZ2dlmQZTTp0/Dx8cHgYGBt/UcbQ0HSSIiIiIishwzoG2HRm/EX0V6pKklOFVKPHBSAJeLpdt+TCEEtv9RhLid6fg2o/asjefDPbG9b3O087WtrA1npRx3uang56KEUt7wAxsV6jXAERERgb/++gvLli1DaWkp8vLy8P777yMiIgIODg6YN28eDh8+DL1ejx9++AHbtm1DQkICACAhIQG7du1CcnIyysrKsGbNGhQWFiIuLg4KhQLDhg3D8uXLkZGRgaKiIrzzzjuIjo5Gq1atEBoaivbt22P+/PlQq9VIT0/H8uXLkZCQcEdEsSrcmUU6RERERESWYwa0bcgtkXC5WA+DEGjuqkRppTFFSw1AgOvtHVIyWyNh7IEsTP4hB0W1ZG3c66HCpscC8H/3+8BRYTtZGyq5DP4uSgS6qWwum6Q+1Osgo02bNsXq1asxd+5cfPjhh3B1dUV0dDTeeustNG3aFFOnTsXs2bORmZmJxo0bY+rUqejduzcAoEuXLpgyZQomTpyInJwctG7dGitXrjQNFvrSSy9Bq9Vi8ODB0Ol0iImJwaJFi0zHXrx4MWbMmIEHH3wQTk5OGDhwIMaOHVufp28V1h4kaU+qGvOT83CpSI8W7iokRvowe4SIiIiIbFZ5BnT5WBypRXoEsQ9brwxGgUyNBK30T4DhmTaemHUkF0B55kapAdAZBJ5p43lbjimEwGd/qDH3eB7U+poDGwoZ8Fy4J15s5w0HG5qBRC6TwdtJAS9H+R31JX5lMnGnjr55AxkZGejZsye++eYbU3mMPeuxNRWZGgkuqn+idxp9eanKgceD6vTY1wdXGill0EoCOoNgiQwRkZ1paPdGW8ZrTUR3shLJiEyNBMlY9RH1u8sarEopwOViCQGut28WlUyNhOlHruL7yyW1bhvs6YA5Mb5o09i2ylE8HBTwcVY06FIUS++PVpkmlurPpSK91aaJvX4EagBwUckAGDE/OY8BDiIiIiIiMrlWakBuyY3H1OgW4HJbp4UVQmDrH2q8fTwPxRZkbTzfxgvj2nrZVNZGI6Ucvs4KON6BpSg3wgBHA9fCXfV3Bsc//xDra5AkawZXiIiIiIjI9hmMAllaCZpaggy305ViPaYfycHhKxZkbXg54O2YJgjzcayHlllGJZfB11kJVwcGNirjFWngrDlIEkegJiIiIiKiGymVjPhLra+34IYQApt/K0LcrvRagxtKGfBiOy9s69PcZoIbcll5YCPIXcXgxg3wqjRw1pwmliNQExERERFRdfJLDUhX66sdb6MuXC7WY/TXmZh+JAcafc3HbO3lgC19mmNCe9sZSNTTUYEW7ip4OSnu6EFEa8MSlTtAbJCbVca84AjURERERER0PaMQyNJItY57UVnFIKMZxRKa38Qgo0IIJP1WhHeS86pkl1emlAEvtPXC821sZ6wNF5Ucvs5Km2mPrWOAg+qUtYIrRERERERkW8okI65oJOhvMmvju8sazDqSCweFDB4OMuSUGDDrSC5efwA1BjnS1Xq89mMOfsqqfayN+7zLx9po7W0b5SgOchl8GynNZsOk2jHAQUREREREZGf2pKoxPzkPl4r0aGEHmdKFZQZc1Uq4lYKUVSkFcFDI4Kwsz2JwVv6zvLoAh1EIbPy1CO+eqD1rQyX/J2tDZQPTrCpkMvg4KeDhKGcpyi1ggIOIiIiIiMiO7ElVY/yBLDgoZPB2lCNTI2H8gSws7QGbC3IYhUC2VoJad+sDiWYUS/BwMH/Yd1IAl4urTiubrtZj2o9XcTSrtNb9hno7YK6NZG3IUD7OhreTAgobCLTYKwY4iIiIiIiI7Mj85Dw4KGSm8gUXlQyAEfOT82wqwKEzCFwp1kP3LwcSbe6qRE6JwZS5AQClBiDA9Z8FN5u18WI7bzwb7mkTWRuuKjkac5yN24IBDiIiIiIiIjtyqUgPb0fzsRkaKWVILdJbqUVVFZUZkH2LJSmVPdPGE7OO5AIoz9woNZQHT55p4wkASCvSY9qRqzhmQdZGuI8j5sb4ItjL+lkbjoryaV8bcZyN24YBDqpT9lYbSERERERk61q4q5Cpkf7O3CinlQSC3FVWbFU5IQSuag0o1Blu2z67Bbjg9QfKx9y4XCwh4O9ZVB5s1ghrzxdiwc95KLEga2NCe2+MDvOE0spZGwqZDI2dFfBwVFi1HQ0RAxxUZ+ypNpCIiIiIquKXVbYpMdIH4w9kATCikVIGrSSgMwgkRvpYtV16g8AVjR5lhtuRt2GuW4CL2YCifxXp8eTeK0i+WnvWRhsfR7zdpQnu9XS47e26GTIAXk7l42zIOYBonWAuTAOzJ1WNHltT0WL17+ixNRV7UtVWa8v1tYEyWflPB4UM85PzrNYmIiIiIrJMxZdVmRrJ7Msqa/YvqVxskBuW9vCDv4sS+WVG+LsosbSHn1WDT2qdAX+p6ya4cT2DUWDNuQL025Vea3DDQS7Df+/3RtJjAVYPbrg5yBHk7oDGzkoGN+oQMzgaEFvLmLCH2kAiIiIiqp69DGR5p4oNcrOJ90EIgZwSAwrKbl9Jyo1cKtRh6o85+NmCrI12jR0xN6YJWlo5sOGkkMO3kQLOSuYW1AcGOBoQW7sJ2XJtIBERERHVjF9WUW30BoFMjYRSw61PAWsJg1Hgf+cL8d7Ja7VmiDjIZXilgzeeCvWw6nSrSrkMjZ0UcOc4G/WKAY4GxNZuQrZaG0hEREREteOXVVQTjd6ILI0Eg6jbkpQ/C3WY+sNVnMopq3XbDr6OmBPTBPd4WC9rQwbA++9xNmQsRal3zJNpQFq4q6rM+WzNm5At1gYSERERkWUSI32gMwho9EYIUf6TX1YRAOSWSLhcrK/T4IbBKLDqTAEG7MqoNbjhqJBhcqQP1vcOsGpww91BgRYeDvBxVjK4YSXM4GhAbDFjwlZqA4mIbhfOKEBEd4ryL6vKy6BTi/QI4t88u3W77l2SsbwkpUSq25KUPwt0mPqjpVkbTpgb44sWVgxsOCvl8HVWwInjbFgdAxwNCG9CRER1y9YGcyYiqmv8ssr+3a57l1ZvRJZWgmSsu6wNySiw+mwB3j+VD10tx3FSyPCfCG882dp6Y22o5DI0dlbAzYHjbNgKBjgaGN6EiIjqjq0N5kxERFSb23HvulZqQG6JVIetBP4o0GHy4atIyas9a+P+Jk6YE+OLIHfrZG3IZTJ4Oyng5ShnKYqNYYCDiIjIQrY2mDMREVFt/s29yyjKS1I0+rorSZGMAqvOFuD9U9dQ22GcFDL83/3eGNHaA3IrBRY8HBTwcVZAacUZWujGGOAgIiKyEGcUICIie3Or965SyYhMjQR9HZak/JZfhik/5OCMBVkbHZs64a3OTXC3le65zko5mjgr4MhxNmwa3x0iIiILcUaBhuHUqVMYMWIEIiIiEBMTg1dffRU5OTkAgGPHjiE+Ph4RERHo3bs3Nm7caPba9evXIzY2FhEREYiPj0dycrJpnU6nw8yZM/HQQw8hKioKY8eORVZWlml9ZmYmxo4di6ioKHTr1g2zZs2CTqern5MmojvWrdy7CssMSFfr6yy4oTcKLD+dj0G7M2oNbjgrZZjeqTE+fbSZVYIbKrkMzVxUCHRTMbhhB/gOERERWYjTX9u/wsJCjB49Gr169cLRo0exa9cu5OTkYMaMGcjJycHYsWMxYMAA/Pjjj5gzZw7effddHDp0CABw8OBBLFy4ELNnz8aRI0cwaNAgjBkzBrm5uQCARYtXU2/DAAAgAElEQVQW4eTJk1i7di32798PLy8vTJgwwXTs8ePHw8vLC19//TU2bNiAkydPYsmSJVa5DkR057iZe5cQAlkaCdlaCXWVt/FrfhmGfpGB907WXpLSyc8Jn/cLxIj76r8kRS6TwddZiSB3FVwd+NhsL1ii0gBwykIiovrDwZztm06nw7Rp0zB48GAAgI+PD3r16oU1a9Zg165dCAgIwPDhwwEAERER6N+/P5KSktC1a1ds3LgRAwcORGRkJABg2LBhWLduHXbv3o0RI0Zgy5YtmDNnDgIDAwEAiYmJ6Ny5M86fPw9JknDu3Dl89NFHcHd3h7u7O8aMGYPXX38dr776KuRydp6JqO5Ycu/SGQQyNXqUGeoua+OjlAJ8cLr2wEYjpQyJ9/tgWIi7Vcba8HRUwMdJYbXZWejW8W5q5yqmfcrUSGbTPu1JVVu7aURERDbH19fXFNwQQuDPP//E9u3b0adPH5w9exZhYWFm24eGhiIlJQUAcPbsWYSGhla7Pi0tDWq12my9t7c3/Pz8kJKSgrNnz8Lf///Zu/P4qOp78f+vc84syUwyWSYJayRUQcTgQlFA9GIR8XJVtJtyXarS22IrXNf0pygKKkWLCi1a0LbexVZbtV4rUlSUL0qtILiGTUCIQMhClskySWbmLL8/hoSELDNJZrLxfj4ePIA5s5wZyDmfeZ/3MoT09PSm7WeeeSZVVVUcPHgwXm9XCCGiUhM0OFgTv+DG7ooA16w9zK+jaCQ6aXAib8zK5rpeaCTqtqvkeBxkuWwS3OinJMDRzzUf+6Qo4d8dmsKybeW9vWtCCCFEn7V7925yc3O54oorGDduHHfccQc+nw+Px9PifqmpqVRWVgK0uT0lJQWfz4fP52v6+4nbKysr230s0PT8QgjR0yzLorROp8ivY1qxD24EDYunP6/g+28eZmdFxz2HXDaFRZMy+O8ZQ8hO7tleGw5VYViSnWFJdhyaBDb6MylR6edkZKEQQgjReWPGjGH79u3s37+fRYsWcddddwHhxX53dPT47j63EELEkm5aHKnVaTDiMwJ2V0WAe/9Ryu7KyM2ULxiSyKMXZDIsqWcDG5qi4E3QSHGGLxaL/k8CHP2cjCwUQgghukZRFE499VTuuusuZs+ezaRJk5oyMRpVVlbi9YYnDaSlpbXKtvD5fKSnpzeVnpyYqdG43bKsVs/d+PfG5xdCiJ7iD5kU+3WMOGVtrM6v5NkvK9EjPL3brnDvhAx+OCq5RwMMCuE+G+nSZ2PA6fESFRnNFlsyslAIIYSI3rp16/je977X4rbGBp9Tp05l+/btLbbl5+dz9tlnA5Cbm9tq+5dffsk555xDdnY2KSkpLbaXlJRQXFzMOeecQ25uLiUlJU1rnsbHer3epqakQgjRE8rrdQprQ3EJbuwoD/D9tYd55ovIwY0Lhyby5qxsrhnt6dHgRpJdZYTHQab02RiQejTAIaPZYk9GFgohhBDRGz9+PN988w3PPPMMDQ0NlJeXs3LlSsaPH8/VV1/N0aNH+dOf/kQgEGDLli2sWbOGG2+8EYDrr7+eN954g23bthEIBPjv//5vqqqquOKKK9A0jdmzZ7Nq1SoOHz5MdXU1v/rVr5g0aRKjRo1i7NixnHPOOSxbtoyamhoOHTrEqlWruP766yUtWgjRIwzT4nBNiPIGI+bPHTQsVnxWwQ/XHmZPhJKUJLvKoxdk8vvpQxjagyUpTk1heJKdodJnY0Dr0QBH42i2m266Cbvd3jSabffu3S1GsyUkJLQYzQa0GM3mdDqZPXs2Q4YM4c0330TXdV555RV+/vOfk52dTXJyMnl5eXz55Zfs2rWL/Px8du7cSV5eHh6Ph2HDhjF37lxefvllTDM+NWc9aWZOMht+kMP+OaPY8IMcCW4IIYQQ7Rg0aBDPP/88mzZt4vzzz+fKK6/E4/GwYsUK0tPTefbZZ/nrX//KhAkTuP/++3nooYc477zzALjwwgu57777+MUvfsGECRNYu3Ytzz33XFOz0Pnz5zNx4kS+//3vM3XqVAKBAMuXL2967V//+tdUV1dz0UUX8cMf/pB/+Zd/4dZbb+2Vz0EIcXKp102+qQlRp8f+u09+WQPff/Mwq76sJNIQlguHJvLmVdn8cFTPZW1oisIgl40RHgcuu8zYGOh6tAfHiaPZ9u/fH3E02/r164HwaLbLLrus1fZoRrOZptnhaLacnJw4vWMhhBBC9DVnn3120wWUE33729/mtddea/ex11xzDddcc02b2+x2Ow888AAPPPBAm9sHDRrE6tWrO7/DQgjRDRUNBuX1OrEuSAkaFs98UcHvtvsiBjaS7Sr3nefle6f1XK8NBUhLCPfZ6Olxs6L39EoIS0azCSGEEEIIIUT8GKZFYW2IsjgEN74sa+B7bx5idX7k4MbUYS7evCqb7/dg1kayQyXH4yAj0SbBjZNMr0xRkdFsQgghhBBCCBEf9bpJkV9HN2P7HShgmDz9eSW/3+Ej0lMn21UWnO/lu6f2XNZGgqaS6dJItEkpysmq18bEymg2IYQQQgghhIiteJWkfHG0gfs+LOXrqlDE+35nuIvFkzIZ5O6Zr5s2VSEjQcPj1Hrk9UTf1aOhLRnNJoQQQgghRP/x8JZS0lbtxvbrnaSt2s3DW0p7e5dEO+JVkhIwTJZ9Us7sdYURgxspDpVfXZjFqmmDeyS4oQDeBI0cj12CGwLo4QCHjGYTQgghhBCif3h4SymPbC6jLmTiUKEuZPLI5jIJcvRBjVNS/KHYTkn5/GgDV685zO+3Ry5JmZYd7rVxVQ+VpHgcGiNTHHilz4ZopkcDHDKaTQghhBBCiP5h+acVqEo4/V9RFGyqgqqEbxd9R0WDwaGaUEz7bTToJo9vK+Pf1xWyP8qsjd9+ZzBZrvhnbSRoKqck2xnstmFTJbAhWurxHhwymk0IIYQQQoi+ryYYztxoTlOgNhjbLAHRNYZpUVynxzxr49PScK+NgurIvTYuyXaxeHImmYnx/1ppUxUyEzWSHVKKItrXa01GhRBCCCGEEH1XskOlLmRia3aR3LAg6cSoh+hx8ZiSUq+brPisgv/ZWRWxh0eqU+WB8zO4YmRS3MtRVEUhPUEjzalKewERkQQ4hBBCCCGEEK3cOT6dRzaXoZsWmhIObphW+HbReyoaDMrq9Zg+57aSehZ8eJRvaiJnbVx6iptFkzLI6IGsDY9DIyNRk1IUETUJcAghhBBCCCFaeXBiFhDuuVEbNElyqNw5Pr3pdtGz4lGSUhcyWf5ZBS/sii5r46GJmczMccc9kyJBU8lyaSTYJFtIdI4EOIQQQgghhBBtenBilgQ0+oB4lKRsLa5nwT9LOVgTORvkshFuHpqYgTfOWRs2VSEjQZORr6LLJMAhhBBCdMLDW0pZ/mkFNUGTZLmaKYQQIs4qj5WkxCq0URcyeerTCl7YXRXxvmlOlYcmZTIzJylGr942BUhL0EhP0GTkq+gWCXAIIYQQUXp4SymPbC5DVcChhheJj2wuA5AghxBCiJgyLYtiv05tDEtSthTXc/+HpRyqjZy1MTPHzYMTM0lPiG82RZJdJTPRhl2TwIboPglwCCGEEFFa/mkFqkJTszObArppsfzTCglwCCGEiJmAbnLErxOKUUmKP2Ty5Cfl/Omr6oj39SZoPDQpg8tGxDdrw6kpZCbacNmlz4aIHQlwCCGEEFGqCZqcOB1RU6A2GLura0IIIU5uVQGD0rrYlaRsLgr32iiMImvj8pwkHpiYEdesDU1RyEjUSJE+GyIOJMAhhBBCRCnZoVIXMrE1y6I1LEg6MeohhBBCdJJlWZTUGVQHjZg8X23I5IlPynkpyqyNRZMymBHHrA0FSHVqeBOlz4aIHwlwCCGEEFG6c3w6j2wuQzctNCUc3DCt8O1CCCFEV4UMiyP+EAEjNnkbHxXVcf+HRyn0R87auPJbSdx/XgZpcczacB/rs+GQPhsiziTAIYQQQkSpsc/G8k8rqA2aJMkUFSGEEN1UGzQprtMxre4HN2qDJr/6pJy/7ImctZGZqLFoUibTT3F3+3Xb41AVMl023NJnQ/QQCXAIIYQQnfDgxCwJaAghhIiJo3U6lYHYlKT880gd9//zKEeiyNq4+tQk7jsvg9Q49cFQFQVvgkaqU0WRchTRgyTAIYQQQgghhBA9yDAtivw6dXr3m1TXBk0e31bGy3trIt43M1HjkcmZfCc7flkbKQ6NjEQNTZXAhuh5EuAQQgghhBBCiB5Sr5sU+XX0GIyA3VRYx8KPjlIURdbGd09N5r7zvHGbXuKyqWQmajhtUo4ieo8EOIQQQgghhBCiB1Q2GJTVd38EbE3Q4LFt5bwaRdbGIFc4a2Pq8PhkbdhVhcxEm0wUE32CBDiEEEIIIYQQIo5My6KkTqcm2P2SlPcP+1n40VFK6iL37vj+acnce54XjyP2WRuqopCeoJEmfTZEH9KpAEdDQwNr1qxh+/btlJSU8PDDD5ORkcEnn3zCeeedF699FEIIIYQAZC0iRE9bV1DDsm3lHKgOMdJjJ2+Cl5k5yb29W/1K0LA4Uhsi2M2SlOqgwdKt5by2L3LWxmCXxsNxzNrwHOuzYZM+G6KPiTrAUVhYyI9+9CMKCwsZOnQoJSUlBAIBDhw4wM0338zq1au56KKL4rmvQgghhDiJyVpEiJ61rqCGeRuKcWgK6U6VIr/OvA3FPD0NCXJEqSZoUFJndHsE7MbDfhb+8yil9ZGzNn44Kpn/b4KX5DhkbSRoKlkujQTpsyH6qKj/Zz7++ON4vV7eeecdNmzYgMPhAODUU0/lJz/5CatXr47bTgohhBBCyFpEiJ61bFs5Dk3BbQ+XILjtKg5NYdm28t7etT7PsiyO1ukU+fVuBTeqAgb3/qOUue8VRwxuDHHb+P30ITx6QVbMgxs2VWGwy8YpHrsEN0SfFvX/zs2bN7NgwQJOOeWUVttmzZrFzp07Y7pjQgghhBDNyVpEiJ51oDqEy9ayBMFlUyioDvXSHvUPumlxuFanMhA526Ij/++Qn8v/doj/+zpyScq1oz28OSubi4a5uvWaJ1KA9ASNHI8dT5ymrwgRS1GXqJimSVpaWpvbLMvCNLvfMEcIIYQQoj2yFhGiZ4302Cny67jtx4McdbpFjsfei3vVt8ViBKwvYPDLj8v42/7aiPcd6rbx6AWZTBka28AGQLJDJSPBhl2TPhui/4g6g+PUU0/lf//3f9vc9ve//51Ro0bFbKeEEEIIIU4kaxEhelbeBC9Bw8IfMrGs8O9BwyJvgre3d61PqmwwOFwT6lZw472Dfq7426GoghvXjvaw5qrsmAc3nJpCdrKdIW67BDdEvxN1BscNN9xAXl4eu3fv5oILLsAwDF566SUKCgrYuHEjK1asiOd+CiGEEOIkJ2sRIXrWzJxknp4W7sVRUB0iR6aotCkWI2ArGwyWbC1jTRSBjWFuG0umZDJ5SGwDG5qikJGokSKlKKIfizrAceWVV6KqKqtWrWLlypUAPP/884wePZonn3ySGTNmxG0nhRBCCCFkLSJE/LU1FnbDD3J6e7f6rFiMgF3/TS2LNpdR1hC5Z8d1p3u4+9tekuyxa/SpAKlODW+ihqpIxobo36IOcABcfvnlXH755fj9fmpra0lOTsblin29lxBCCCFEW2QtIkT8yFjYzunuCNiKBoNHt5SxtiBy1sbwJBtLLshi0pDELr1We9x2lcxEGw4pRREDRKdCf59//jlr167F7XYzaNAgXC4Xv/vd7/jss8/itX9CCCFEn7KuoIZprxYw8vm9THu1gHUFkbvbi9iRtYgQ8SNjYaNjWRal3RwB+1ZBLZf/7WBUwY0bxnh4Y1Z2TIMbDlVhWJKdYUl2CW6IASXqAMfGjRu5/vrr+ec//9ni9vz8fG644Qbef//9mO+cEEII0Zc0Xt0s8ustrm5KkKNnyFpEiPiSsbCRhQyLgzUhfF0cAVvRYHDH+8Xc/n4JFQ0d9+zITrLxwmVDWTgxE3eMSlI0RSEr0cYIjz1mzylEXxL1/+rf/va3/OhHP2LJkiUtbv/Nb37DT3/606ZaWCGEEGKgkqubvUvWIkLE10iPnTq9ZUaCjIU9riZo8E1NiIDRtayNvxfU8m+vH2RdgT/ifW8ck8Ibs7I5f3DssjZSnRo5HjupCRqK9NoQA1TUAY69e/dy3XXXtbnte9/7Hl9//XVUz1NYWMj8+fOZNGkSkyZN4vbbb6ekpITDhw9z+umnk5uby7hx45p+Pffcc02Pfeutt7jqqqs499xzmTVrFu+8807TNsuy+M1vfsP06dOZMGECP/rRj9i7d2/T9urqau6++24uvPBCLrjgAu6++25qauSKmxBCiOjJ1c3eFau1iBCibTIWtm3dLUkpq9f5z43F3Pl+CZWBjrM2Tkm28cfLhvLAxAxcMcqwcNlURiTbyXLZ0FQJbIiBLeqfGrfbTWFhYZvbCgsLcbvdUT3PrbfeitPp5N1332Xt2rX4fD4efPDBpu1vvfUW+fn5Tb9++tOfArB7927y8vKYP38+mzdv5vbbb+eee+5hz549ALz44ou89tprPPPMM3zwwQeMHz+euXPnEggEAHjggQfw+Xy8/vrrrFmzptXrCiGEEJHI1c3eFau1iBCibeGxsIMZ4rZRGTAZ4rbx9LTBvd5gtDd7HwW7UZJiWRZrD9Rw+d8O8fY3HWdtKMBNZ4SzNs6LUdaGXVUY6rYzPNmO0yblKOLkEPX/9BkzZrBw4ULWr19PSUkJtbW1FBYW8vrrr3PPPfcwffr0iM9RXV1Nbm4ueXl5JCUl4fV6ueaaa9i6dWvEx7788stMmTKF6dOn43Q6ueSSS5g8eTKvvPIKAC+99BI33XQTp59+Oi6Xi9tuu42amho2bdpEWVkZ69ev56677iIjIwOv18sdd9zB22+/TUVFRbQfgRBCiJOcXN3sXbFYiwghOjYzJ5kNP8hh/5xRbPhBTp8IbvRW76OaoMHBLpakHK3Xmb+xhLs+KMUXIWsjx2Pnj/86lAXnZ5AYg0CEqihkJNrI8dhJckhgQ5xcoh4Te9ddd/HNN98wf/78FjVblmUxadIk7rnnnojP4fF4WLp0aYvbioqKGDRoUNPfly1bxmeffUZDQwNXX30199xzDw6Hgx07dnDhhRe2eOzYsWP56KOPaGhoYN++fYwdO7Zpm91uZ/To0eTn5+N0OlEUhTFjxjRtHzNmDJZlsWvXLqZMmRLtxyCEEOIkFr66Ge7FUVAdIsdjJ2+Ct9e/AJwsYrEWEUL0L817HwG47QpgsmxbedyOveGSFIOqYFezNmp55OOyiIENBbhpbAp3nJsek8AGgMehkZGoYZNSFHGSijrAkZSUxB/+8Ae2b9/Ol19+SW1tLenp6YwePZqzzjqrSy++f/9+Vq1axaJFi3A4HJxzzjlcfPHFLFu2jH379nHbbbdht9vJy8vD5/Ph8XhaPD4lJYXKykqqqqqwLIuUlJQ2t/t8PtxuN5qmNW2z2+243W4qKyu7tO9CCCFOTjNzkiWg0UvisRYRQvRtB6pDpDtbfvmPZ++jkGFxxN/1rI1FH5Xx7qHITURzPHaWTslifFZCV3azlUSbSmaiRoKUooiTXNQBjka5ubnk5uZ2+4Xz8/OZO3cut9xyC1deeSUAf/nLX5q2jx07lp/85Cf89re/JS8vDwhHRDvS0fZIjxWRrSuoYdm2cg5UhxgpVy2FEEL0klitRYQQfd9Ij50iv34scyMsXr2PaoMmxXWdbyRqWRZrDtTy6JYyqoIdZ22oCtw8NoXbz0mPSTDCpipkJmokO7TIdxbiJNBhgOP2229nyZIlJCUlcfvtt3f4RIqisGLFiqhedNOmTdxxxx3cfffd7XZDBxg2bBjl5eUYhkFaWho+n6/Fdp/Ph9frJTU1FVVV29w+evRo0tPT8fv9hEIh7PbwwTAUCuH3+/F6pW46Go31jw5NaVH/+PQ0JMghhBAibuK1FhFC9A95E7zM21AMmLhsCnW6FZfeR2X1OhUNnS9JKanTeeijo/y/w3UR7/utlHDWxjmZ3c/aUID0BI10GfkqRAsdBjjy8/MJhUJNf+5ItD9YX3zxBXfeeSePP/54i2ZgH330EZ9//jk/+9nPmm7bv38/Q4YMQdM0cnNz2b59e6v9O/vss3E6nYwaNYr8/HwmT54MQDAYZPfu3fz0pz/ljDPOQFEUdu7cydlnnw3A9u3b0TStRd8O0b7eqH8UQggh4rEWEUL0H/HufWSYFkV+nTq948yLE1mWxd/217Lk4zKqo8ja+PGZqcw/Jw2n1v2sjWSHSmaiTfpsCNGGDgMcGzZsaPPPXaXrOgsWLGD+/PmtOp0nJyfzzDPPMHToUP7t3/6N3bt384c//IFbbrkFgNmzZ/Pd736X9evXM3XqVN577z22bdvWNOr1+uuv5+mnn+biiy9m+PDhrFy5kqysLKZMmYLdbmfmzJmsWLGCJ554AtM0eeqpp5g1a1arvh2ibT1d/yiEEEJA7NciQoj+J169j+p1kyK/jm52riSlxK/z4OajbIwia+PUFDuPTcnirBhkbTg1hSyXLWYNSYUYiKL+6bj11lu7PVL1888/Z9++fTzxxBOMGzeuxa+0tDSWL1/O888/z4QJE/jZz37GjTfe2BTgOO2001i+fDlPPfUU48eP55lnnmHlypWMGDECgGuvvZbZs2czZ84cJk2axK5du3j22WebSlIWL15MRkYGM2bMYObMmQwfPpyFCxd26/2cTEZ67NTpLQ/+8ap/FEIIIdoSi7WIEEIAVDYYHK4JdSq4YVkWr+2r5vK/HYoY3FAVmDsulf+7cni3gxs2VWGwy8YIj0OCG0JEEHWT0R07dlBYWEh6enqXX2zChAl89dVX7W4fNmwYl156abvbp0+f3uGM+9tuu43bbrutzW1JSUksW7Ys+p0dQGLRHLSn6h+FEEKI9sRiLSLEyUQaxLdmWhbFfp3aUOdKUor9Ogs/OsoHhZGzNkal2vnllCzOyuheYEP6bAjReVGHAB9++GGWL1/Ohg0bKCkpob6+vtUv0fc0Ngct8ustmoOuK6jp1POE6x8HM8RtozJgMsRt4+lpg0/6k6QQQoieI2sRcbJZV1DDtFcLGPn8Xqa9WtCp9Vus1oADSUA3OVgd6lRww7IsXt0bztqIFNzQFLh1XCqvXZHd7eCGx6ExMsWBN9EmwQ0hOiHqDI677roL0zT56KOP2r3Prl27YrJTInZi2Rw0XvWPQgghRDRkLSJOJt2dYCcN4luqDhiU1Ol0pttGkV/ngX+W8o8jkYOno1MdLL0wi1yvs+s7CbhsKpmJGk4pRRGiS6IOcMyZM0eih/2QNAcVQggxUMhaRJxMuhugkDVgmGVZlNYZVAWjHwEbztqo4bFt5RGzPTQFfjoujZ+flYZD6/rxyaEqZLpsTf/eQoiuiTrAMX/+fCoqKnjvvfc4dOgQVVVVpKamcuqpp3LppZeSmJgYz/0UXTTSY6fIrx87KYZJc1AhhBD9kaxFxMmkuwGKk2ENGKnHSMgIj4BtMKIvSTlSG+KBfx7lw6LIWRunpzlYOiWLM7uRtaEpCt4EjRSnKgFcIWIg6gDHli1b+PnPf47f78dms5GYmEhdXR2GYeDxeFi1ahXf/va347mvogukOagQQoiBQtYi4mTS3QDFQF8DRirh8YdMiv06hhVdUYplWfxlTzWPbytvNTnwRDYFbj0rjbnjup61oQCpTg1vooYqgQ0hYibqHKilS5cyZswYXn/9dbZv387WrVvZsWMHr776Kt/61rd49NFH47mfooukOagQQoiBQtYi4mSSN8FL0LDwh0wsK/x7ZwIUA30N2LyER1HCvzs0hWXbyimv1ymsDUUd3DhcG+KW9UU8tLksYnBjTJqDV68Yzvxz0rsc3Eh2qOR4HGS6bBLcECLGos7g+Prrr/nLX/7CmDFjWtyem5vL/fffz/XXXx/znROxIc1BhRBCDASyFhEnk3CAIvxFvqA6RE4XxrwO5DVgWyU8iRrs8wUpb4iu34Z5LGvjV1Fmbfzs7DR+mtv1rI0ETSXTpZEoDUSFiJuoAxyZmZnY7W2nxDkcDjIzM2O2U0IIIYQQJ5K1iDjZDNQARaTeGdE4sYTHtCyqghZD3dF9vTlUE+61sbk4cq+NsenhXhtj0rvWa8OmKmQmaiQ7tC49XggRvajDh//xH//B6tWrCQaDLW5vaGhg9erV/PjHP475zgkhhBBCNJK1iBD9X2PvjCK/3qJ3xrqCmk49T/MSnpBhUhUIl/D8eFxqh48zLYs/7a5i1huHIgY37Crcfk46L18+vEvBDQVIT9DI8dgluCFED4k6g2PHjh189tlnTJkyhTPPPBOPx4Pf7yc/P5/ExERM02TLli0AKIrCihUr4rbTov+IRYReCCGEAFmLCDEQdHf8baOZOcn85jsWv/y4nIPVIYYl2fjxuFSmDnO3+5hDNSEW/LOUj4sbIj7/mekOll6YxelpXcvaSLKrZCbasHdjdKwQovOiDnB89NFHACQnJ3Pw4MGm25OSkgDIz89vuk1GHAmI3N1aCCFEbA30oLKsRYSIv3gfR7o7/rZR0LA4Mz2B/5oxNOJ9Tcvixd3VPPFpOfURem3YVZh3djo/zk3Frnb+OOLUFDITbbjs0mdDiN4QdYBjw4YN8dwPMQDFKkIvhBAispMhqCxrESHia11BDXPeOUJ1wCRkWpT6dea8c4TnZwyN2XGku+NvAWqCBiV1BmYUU1IOVoezNraWRM7ayPU6eWxKFqPSHFHvSyNNUchI1EhxSimKEL1JQosibg5Uh3DZWka+uxKhF0IIEVlHIxOFECIa9/6jlLJ6AxOwawomUFZvcO8/SmP2Gt0Zf2tZFqV1OkV+PWJww7Qs/menjyvfOBQxuGFX4e7x6fzl34Z1OrihAGlOjZEpdgluCNEHRJ3BIURnxSJCL/rACu4AACAASURBVIQQIjqxSvsWQpy89lQG0RRorMxQFdCU8O2x0tXxtyHDosiv02CYEV+joDrIgg+P8klp5KyNszKcLJ2SxWmpnc/acB/rs9HVsbFCiNiTAIeIm7wJXua8c4SD1SFCpoVdVfA4VZ6aOqi3d00IIQYcCSoLIWLixO/qcfju3tnxt/6QSbFfx4iQtWGYFi/sqmL5ZxU0GB3f16Eq/Oe5adwyNhVbJ3ttOFSFTJetqQxbCNF3SIBDxJVlWaCAogDKsb8LIYSIubwJXuZtKAZMXDaFOt2KOu1bCCEARqfa2VUZBCxUwARMC85I651AqWVZlDcYVDQYEe97oCrIfR8e5bOjkbM2zj6WtXFqJ7M2VEXBm6CR6lSlkbEQfZSEHUXcLNtWTlqCjTPSnYzLSOCMdCdpCTapBxdCiDgIp30PZojbRmXAZIjbxtPTBg+YBqNCiPh77KJBpDtVNEXBsMKNM9OdKo9d1PPZt7ppcbhWjxjcMEyL53f4uGrN4YjBDaem8Itve3lp5rBOBzdSHBojPXbSEjQJbgjRh0kGh4gbqQcXQoie1dm075NVYWEhjz32GFu3bgVg4sSJLFiwgEGDBvHVV1+xZMkSdu7cSUpKCldffTXz5s1r+kLz1ltvsWrVKg4ePEh2djbz5s1jxowZQPhq88qVK3njjTfw+XyMHTuWhQsXMmrUKACqq6tZvHgxW7ZswTRNJk+ezKJFi0hOln8z0TfMzEnmvy4b1un+GLFWFzIpiqIk5euqIAs+LOXzo4GIz3luZgK/nJLJt1I6F9hItKlkJmok2OS6sBD9gfykijatK6hh2qsFjHx+L9NeLWBdQU2nn2Okx07dCbPGpR5cCCFEb7v11ltxOp28++67rF27Fp/Px4MPPkhDQwNz587l3HPP5f3332f16tX89a9/5c9//jMAu3fvJi8vj/nz57N582Zuv/127rnnHvbs2QPAiy++yGuvvcYzzzzDBx98wPjx45k7dy6BQPjL1wMPPIDP5+P1119nzZo1Ta8rRF8yMyeZDT/IYf+cUWz4QU6PBzfK63UO14Y6DG4YpsXvt1dy9RuHIwY3nJrCfRO8/Olfh3YquGFTFQa7bGQn2yW4IUQ/Ij+topV1BTXM21BMkV8n3alS5NeZt6G400GO7owBE0IIIeKhurqa3Nxc8vLySEpKwuv1cs0117B161Y2btxIfX098+fPx+12M2rUKG688camAMfLL7/MlClTmD59Ok6nk0suuYTJkyfzyiuvAPDSSy9x0003cfrpp+Nyubjtttuoqalh06ZNlJWVsX79eu666y4yMjLwer3ccccdvP3221RUVPTmRyJEn2CYFoW1IcojlKR87Qvy7+sKWfZJBUGz4wyP8VkJ/O3K4dx8ZipalI1EFSA9QSPHY8cjY1+F6HckwCFaWbatHIem4LaHGyi57SoOTel07wypBxdCCNHXeDweli5dyqBBx3sKFBUVMWjQIHbs2MHo0aOx2Y5X8I4dO5Y9e/YQCATYsWMHZ555ZovnGzt2LPn5+TQ0NLBv3z7Gjh3btM1utzN69Gjy8/PZtWsXiqIwZsyYpu1jxozBsix27doVx3csRN8X0E0O1oTwh9ofAaubFs/lV3L1msN8UdZx1kaCprDgPC9/vGwoIzuRtZHsUMnxOMhItKFKnw0h+iXpwSFaaa93xs6KANNeLeBAdYiRUdZkSj24EEKIvmz//v2sWrWKRYsW8fHHH+PxeFpsT01NxTRNqqqq8Pl8rbanpKRQWVlJVVUVlmWRkpLS5nafz4fb7UbTjl8RttvtuN1uKisr4/cGhejjqgMGJXU6HeVi7K0Mct+HpeSXR+61MSErgV9OyWJEJ0qiEzSVTJdGopSi9Ih1BTUs21beqe8UQkRLfopFK231ziit16lsMNhSVE9hTYgtRfXMeedIl3pzCCGEEH1Bfn4+N9xwA7fccgtXXnklEHmceXe2y6h0IY6zLItiv05xB8EN3bRY/WUl333zUMTgRqJN4f7zvbzwr0OjDm5oisIgl41TPHYJbvSQWJXCC9Ee+UkWrbTVO6O0zkA3w/PQ7ZqCCZTVG9z7j9Le3l0hhBCi0zZt2sTNN9/MvHnzmDdvHgDp6en4fL4W9/P5fGiaRmpqKmlpaW1u93q9pKamoqpqm9vT09NJT0/H7/cTCh2fJBYKhfD7/Xi90ptKnFxChsXBmhDVwfb7beypDHDN3wtZ/lkFHVSuAHD+oATeuDKbH52RGlVpiQKkOTVGpthJkT4bPSpWpfBCtEcCHKKVtnpnWBbYVWjsz6QqoCmwpzLYuzsrhBBCdNIXX3zBnXfeyeOPP851113XdHtubi5fffUVweDxc9uXX37JGWecgcPhIDc3l+3bt7d4rvz8fM4++2ycTiejRo0iPz+/aVswGGT37t2cc845nHHGGSiKws6dO5u2b9++HU3TWvTtEGKgqw2afFMTImC0nbcRMi1++0Ul33vzMDsiZG24bAoPTszgfy4byilRZm24bCojPA4yXdJnozccqA7hsrX83F02hYLqUDuPEKJzJMAh2nTiiDBNVcLh7ubknCCEEKKf0XWdBQsWMH/+fKZPn95i29SpU0lNTWXlypXU1dWxe/duXnjhBW688UYAZs+ezZYtW1i/fj3BYJB169axbds2Zs+eDcD111/PCy+8wJ49e6irq2P58uVkZWUxZcoU0tPTmTlzJitWrKC8vJyjR4/y1FNPMWvWrFZ9O4QYiCzL4midzhF/CLOdcq3dFQGuWXuYX38eRdbG4ATemJXN9WNSogpU2FSFIW4bw5PtOLTYLWLXFdQw7dUCRj6/l2mvFkipRQRtlcLX6RY5neiZIkRHpMmoiMroVDu7KoOAhUq4VMW04Iw0ORgJIYToPz7//HP27dvHE088wRNPPNFi21tvvcVzzz3HQw89xKRJk0hJSeHmm2/m6quvBuC0005j+fLlPPnkk9x5553k5OSwcuVKRowYAcC1115LWVkZc+bMobq6mvHjx/Pss89it4fPlYsXL2bx4sXMmDEDRVG49NJLWbhwYc9+AGJA6S/NGkOGRZFfp8FoO2oRMi2eza9k9ZeVEQMbLptC3re9zD7dE305SoJGeoIW84yNxn4SDk1p6icx550jZCVqVIesPv1v0lvyJniZt6EYMHHZFOp0i6BhkTdBSvVEbCiWdLxq4fDhw1xyySW89957DB8+vLd3p89YV1DDLW8XUhOy0E0Lm6qQbFf4r8uGyUFbCCEGODk39hz5rEW0mn+5bv5F8elpg/vU2qw2aFJcp3eYtXHvh6Xsqohc9jxpcCJLpmQyPCn6cpQsly2mGRvNTXu1gCK/jtseToqvChoUVIVwaApj0hx99t+ktzUG5gqqQ+RIEEhEKdrzo2RwiKjMzEnmvy4bJgcjIYQQQog+oHmzRgC3XQFMlm0r7xPrM8uyOFpv4Au03Ug0aBzP2tAjXG512RR+McHL7NEelCjLUbISbSQ54luNf6A6RLrz+GuU+A00JTz9JdxAs2/9m/QVM3OS5fMQcdPjAY7CwkIee+wxtm7dCsDEiRNZsGABgwYN4quvvmLJkiXs3LmTlJQUrr76aubNm9d0IHvrrbdYtWoVBw8eJDs7m3nz5jFjxgwgfBBduXIlb7zxBj6fj7Fjx7Jw4UJGjRoFQHV1NYsXL2bLli2YpsnkyZNZtGgRycnywxUtORgJIYQQQvQNJ365hr7TrFE3LY7Utl+SsrM8wH0flrI7imb1U4Yk8sgFmQyLImtDAdKPlaNEEwjprpEeO3t9AaoCFgHDImRa2FRI0I7/u/SVfxMhThY93mT01ltvxel08u6777J27Vp8Ph8PPvggDQ0NzJ07l3PPPZf333+f1atX89e//pU///nPAOzevZu8vDzmz5/P5s2buf3227nnnnvYs2cPAC+++CKvvfYazzzzDB988AHjx49n7ty5BALh7ssPPPAAPp+P119/nTVr1jS9rhBCCCGEEP1NX23W6A+ZfFMdajO4ETQsfv1ZBT9cezhicMNtV3h0ciZ/uHRIVMGNJLtKjseBN9HWI8ENgIuzXRT5DWpDJkHTwgJCJjQYJvllAfZUBimt13v930SIk0mPBjiqq6vJzc0lLy+PpKQkvF4v11xzDVu3bmXjxo3U19czf/583G43o0aN4sYbb2wKcLz88stMmTKF6dOn43Q6ueSSS5g8eTKvvPIKAC+99BI33XQTp59+Oi6Xi9tuu42amho2bdpEWVkZ69ev56677iIjIwOv18sdd9zB22+/TUVFRU9+BEIIIYQQIgKZTBFZ3gQvQcPCHzKxrPDv3WnWGIvPvKxep7A2hNFGv43t5QG+v/Ywv42iJOXCoYm8OSubH0ZRkuJQFYYn2RmaZMcep14b7fnr3hosK5w50vyVQyZoikXAMCn2G1yc7erR/RLiZNajAQ6Px8PSpUsZNGhQ021FRUUMGjSIHTt2MHr0aGy241UzY8eOZc+ePQQCAXbs2MGZZ57Z4vnGjh1Lfn4+DQ0N7Nu3r8UcebvdzujRo8nPz2fXrl0oisKYMWOato8ZMwbLsti1a1cc33HsyQlfCCGEEANZY/PMIr/eNJli3oZiWfOcYGZOMk9PG8wQt43KgMkQt63LzSy7+5kbpsXhmhAVDa37bQQNi+WflnPN2sPsiZC1kWRXWXJBJr+fPoShHWRtvF/o56a3C5n+2jfMWX+E9wv9Ue1nrO2pDKKeGN04xrDAqakMdmlsPFTX4/smxMmqV5uM7t+/n1WrVrFo0SI+/vhjPB5Pi+2pqamYpklVVRU+n6/V9pSUFCorK6mqqsKyrFZz5Bu3+3w+3G43mqY1bbPb7bjdbiorK+P3BmOsrVFU8zYU8/Q0pDeGEEIIIQaEvt48sy+JVX+07nzmDbrJEb+ObrZOy8gva+C+D0vZ64vcg+KiYYk8MjmLIe6Ov558UOhnyeYyEmwKmQlar66HDctCt1rHNxRgXEYCEO4TKD04hOg5Pd6Do1F+fj433HADt9xyC1deeSUQPgB0pDvbB8I03OYnn3BnZhWHprBsW3lv75oQQgghREwcqA7hsrX8ytgfGjX25yzbrn7mvgaDQzWhVsGNoGHx1KflXPv3wojBjWS7ytIpmfzukiERgxsum8ofd1WRaFdJcmi9vh62t/NNqvkn2Rf6oghxMumVAMemTZu4+eabmTdvHvPmzQMgPT0dn8/X4n4+nw9N00hNTSUtLa3N7V6vl9TUVFRVbXN7eno66enp+P1+QqHjB9hQKITf78fr7VqdYm/oryd8IYQQQoho9dXmmR3prbKaWAVVOvuZm5ZFkT9Eab3OiZcQvzzawHfXHOLZfB9GhOuLFw93sfaqbL53Wse9NuyqwlC3neHJdr6p0fvMejjZoaHSRgaHQkz6ogghOq/HAxxffPEFd955J48//jjXXXdd0+25ubl89dVXBIPHa/O+/PJLzjjjDBwOB7m5uWzfvr3Fc+Xn53P22WfjdDoZNWoU+fn5TduCwSC7d+/mnHPO4YwzzkBRFHbu3Nm0ffv27Wia1qJvR1/XH0/4QgghhBCdEevmmT2hN7JsuxJUaS8g0pnPPKCHp6TUBFtOSQkYJk98Us616wrZV9VxsMHjUHlsSiarpw1mUAdZG6qikJFoI8djJ8kR/trSl9bDY9OdDE3ScNtV7KpCsl3F61RIdqjd7osihOiaHg1w6LrOggULmD9/PtOnT2+xberUqaSmprJy5Urq6urYvXs3L7zwAjfeeCMAs2fPZsuWLaxfv55gMMi6devYtm0bs2fPBuD666/nhRdeYM+ePdTV1bF8+XKysrKYMmUK6enpzJw5kxUrVlBeXs7Ro0d56qmnmDVrVqu+HX1ZvE/4/Tm1UgghhBADQyybZ/aU3siy7UxQZV1BDWe/sI9ZfzvElqJ6NMVqERCJ9jOvChgcrAkROqEk5fOjDXx3zWF+t91HG604WvjOcBdvXpXNdyNkbSQ7VHI8dtITtBb360sBsLwJXhyqyrAkG7leB8OSbKQ4bbw4cxj754xiww9y+vT/WyEGoh5tMvr555+zb98+nnjiCZ544okW29566y2ee+45HnroISZNmkRKSgo333wzV199NQCnnXYay5cv58knn+TOO+8kJyeHlStXMmLECACuvfZaysrKmDNnDtXV1YwfP55nn30Wuz0czV28eDGLFy9mxowZKIrCpZdeysKFC3vy7UdlXUENy7aVc6A6xEiPnbwJ3qYDY/jkEz6hFVSHyDlhe3de5+JsF/+zo0oamAohhBCi18WqeWZPGemxU+TXjzXnDIt3VsGB6hDpzpbXKtsKqjRmehTX6WgqmMChGoNTPEpTQKTx827vMzdMi5I6ndpQy6yNBt3k159X8N87qyIGNlIcKvefn8GsbyV1GNhwagpZLhuJtravw8ZyPdxdfWlfhBBhPRrgmDBhAl999VWH9/njH//Y7rbp06e3yvxo7rbbbuO2225rc1tSUhLLli2Lbkd7STRTUmJxwm/rdZZ+XE5GokpaQvhELB3LhRBCCCGikzfBy7wNxYCJy6ZQp1txzyqINqjSmOmhmxaaEu4PAVDiNxiVao+YZVKvmxS1MSXl09LwhJRoslSmZbtYPCmTLFf7Xz00RcGboJGaoLV7n0Z9MQDW/8cZCDEw9NoUFdFaT9VvtvU6hmXha2gZlZcGpkIIIYQQkc3MSeamM1MortP5oixAcZ3OTWemxPVLeLSlGo3lM05NpXGlpyoQMKyIWSZl9XqrKSn1usljW8u4bl1hxHViqlPliYuy+O13BncY3EhxaOR47FEFN/qS3mouK4RonwQ4+pCeqt9s63WcmkKD0XHDJunRIYQQQgjR2rqCGlZ9UUlQt1CBoG6x6ovKLjX8jFa0fTMam3IOcmlYFhiWhWFa2BTazTLRTYtDNSEqGowWt39SWs/Vaw7zXzurImYsTM928+ZV2Vz5reR2S1ISbSojku0MctvQ1PbLVvqq3mguK4ToWI+WqIiOjfTY2esLUBWwCBgWTk0hxakwKtUZ89c5MaUx1aFSZpr4Q22nVq4rqGHOO0eoDpiETItSv86cd47w/IyhfS5FUAghhBCiJ937j1LK6g1sqoJdUzAtKKs3uPcfpW2uk6IpS45GpFKNdQU1lDcY7PMFm16rOmQRNC1OT3fw2IVZrR5fFwqXpBhWy6yN5Z9W8L+7Igc2Up0qC8/P4PKR7ffasKkKGQkaHmf/ytg4UbR9UIQQPUcyOPqQi7NdFPsNAoaJplgEDJNiv8HF2a4OH9fZKwBtpTQ6NJX7zve2exWg8cRtQvjEzfETtxBCiI7FOgNONy0adJOaoEFlg0FpnU5hbYhvqoN87QtSr5uRn0QIETN7KoMABE2Lej0cQDAt2F4WaPPnvieu/DcGUYKGxQiPDSwoazA5LcXOG1dl88UNp7YKbpTX6xyuDbUIbmwrqWfWG4f4nyiCGzNOcbP2qmyuaCdrQwHSE8LlKP09uAF9a2StECJMMjjiqKOJKG3ZeKiOwS6NqmA4uOHUVFIcChsP1fHgxPZfo7NXADrq+Nze6zQ/cVtWuEGV2ux2IYQQbevscdq0LHQTQqaFblrHfj/+d920pJmdEH2MYVnoVvgLPNBiokhbP/exvvLf1ppz2bZygqbJ0frjmcGDE1W8ibZWxx7dtCj269Q1C47WhUye+qyCP0YR2Ehzqjw4KZOZI9ztZm247SqZiTYcWt8uRenM+r15c9mQYVJUZxA0LBya0jR+t7f3UYiTjQQ44qQrgYcD1SGyXDYGuY8f+C3L6vBk1/wKAEQ//aSz3adPPHFbFuiAYskyWwghOnLicdplCwcxln5cxqTBrlaBDEOOq0L0O3YVQm0kTqlwLEOj5foslmXJ7a05KwIG/qCJpirY1HCQtMRvEjIDLR7vD5kUn1CS8nFxPQs+LOVQrR7x9WfmuHlwYibp7TQIdagKmS5b0zGwL+vs+r3xouG9m0rY59NxqAojPDaChtWlkqN47KMQJ5u+f6Tpp7qSetiVNLeeakza3jmpH5yrhBCiQ7EsH7GscP+iupBJVcCgvF5nry+ITYGAYdKgmwSMcHO/A1Uhjtbr+AIGtaHw7RLcEKJ/SnZo4WDGCberzdZJzddnXS1Lbkt7a87aoBnOuD22U+qxEbGBY03lLcvi6LHytsZjjz9k8siWo9z49pGIwY30BJVfTx3EiqmD2wxuqIpCZqKNER57vwhuQNfW7zNzkvEm2jgt1cEZXiepTltcm41KY1MhOtY/jjb9UFcCD9GO+2qup2r/TjxxK4T/8yQ7+n/9pBDi5NXZEX+mZRHQww2ZfQ0GR+t0jtSGOFgd4mtfkL2+IAXVQQ7Xhiip0ylvMBjmtlGnh8v7GjUYMCxJkiiFGCjGpjsZmqThtqvYVQVNAU2BRO34Urv5+qyxLNmpqRgWODWVwS6NjYfqOv3a7a05G8tkDMvCso4HUJ1q45QUncrA8Skpm4vCvTb+uLs64mtenpPE2qtO4V9zktrcnuLQGOmxk5agtVuy0hd19cJhT11w7OnXEqI/ktVVnLQ1qSRS4KGj3hjtaV7719b0k/Z0tnZvbLqTvWrHqZRSDyiE6G+aXwmzLOvYl4Jw+cjEwS5ChoVuNZaQhAMcnfXjcak8/FEZAAlaOLgRNCx+PC411m9HCNFLGtdjw5IUXDaF0jqd4jqDFKeCZVmt1mddKUtuT3trTo9TRcPCF7QwrHDAJdWhcHqak2+qW2ZtPPFJOS9+FTmw4U3QWDQpgxkj2g5suGwqmYkaTlv/vIbalfV74+P2VgZa9dEblRbbSYjd2UchThb98+jTD3QlGwPCQY4NP8hh/5xRbPhBTsQAQbQz0Jvr7BXLxvfjUFWGJdnI9ToYlmTDoaotxsh29jmFEKInGWY4+6I2eDz7onn5SMCwWpSPlNXrVAUN/MfKR7oS3ACYOszNg5MzyEzUqA5aZCZqPDg5g6nD3DF+h0KI3nLiemxUmpOFkzIYlepsc30Wywzc9tacl490UxW0jmWShAMcvoDF2VkJTcGNj4rquPKNQ1EFN64YmcTaq7LbDG44VIVhSXaGJ9v7bXADur5+vzjbRXFdY8lR+JxSXNe1kqN47aMQJwvJ4IiTrmRjdFe0S++uNCaN9H662uxUCCFiwTo2eUS3rGNZFzRlXzT+va0AxTC3jaP1BonN0n3jUT4ydZhbAhpCDHBtNXBvbzpdVzNw23vdttZoy7aVN03na9BNHJpCmlPh46J6aseG12h/3hM5sJGRoLF4cibTT2l9DNMUBW+CRopT7VelKO1p67McmqRx3bpCaoImyQ6VO8en8+DErBaP23iojsFurVWmc0eTEGO5j5I1LcRxEuCIo85OKumKrk5r6cposo7eT6zHnQkhRHOGebxMpGniiGURMmgqIekKKR8RQsRKZ0p1Y/0lta012s83FJPlspHhAt0Ij5e2LIuvq4Jc+bdDHPFHnpAy61tJ3H9+BqnOlj3XFCDVqeFN1FAHQGCjueaf5cNbSnlkcxmqAg41PDr3kc3hc0bzIMeB6hBZiTYGubpfctTZfRRCtCQBjn6uK5kTXa3d6+jELfWAQojuMI9NHwkdC2JEk30RC+HyEfhDvo/CWp1hSTZ+PC5Vsi2EEJ3SlQtOsfiS2tHaLCfZxuFaHacWXpsZlkVhrUFNyATamGnbTGaixuJJmVzSRtaG266SmWjDoQ2swEZbln9agaqA7dgoGpsSDrIv/7SiRYBD1sFC9B39t0hOAD03rSVSjw2pBxRCRNI4QrU2aFLRYFDi1zlUE54+ss8X5GBNiCK/3qL3RdDseu+LTu9fj7yKEGIg6o3RnR2tzYKGxU1nptKgW9TrFjVBg72+0LHgRseuPjWJN6/KbhXccKgKw5PsDEuynxTBDYCaYLinRnOaArXBlp+jrIOF6Dskg6Ofi9e0lhOvCJQ3GB1mikg9oBCikW4ez8YIGhbBZn/va94v9LPgH6XUBk10E8rrdRb8o5RfXpglWRxCiKj1Rqnusm3lBE2To/Ut+z4s/biMUalOLhji4p7z0lmypZyj9UbE58tM1HhkcibfyW557FOP9dlIHSB9Njoj2aFSFzJpfi3RsCDJ0fLfWtbBQvQdEuDo57rapKqjtMi20iz3+YKM8NhonvRz4om7reeU0bFCDCyNvTB0KxzICP863twzZFr9KhPiyU/KqWww0VSwaWBaUNlg8uQn5RLgEEJErTdKFHZWBCirM8K9NYCQaeEPQb0ewLQsPiis47GPowtufO/UZO49z0vKCb02PA6NjEStqUTjZHPn+HQe2VyGboan0RhW+Dxx5/j0VveVvhhC9A0S4OjnOhsxfnhLKcs/reiwE3RbfT0cmkJRrUGq8/h/mUgn7q7Uowoheo9lWRhWeJEcat4PoymQ0b+CF9E4UBVCVaBx7a4qYB0bEyuEENGK5VSUaNUGTQzCDT8bj80W4A+aLPiwlL/uq4n4HINc4ayNqcNbBnQTNJUsl0ZCPx75GguNa+Tln1ZQGzRJamftLIToOyTAMYBE+uLRmU7QJ6ZZDnFpHKjW+ay0AZNwHkeKU+WpqYOa7tNWWUtbqZMyOlaInmWY4cCFYVkYx6aQGM3Gqhpm9yaR9HsnXpg8OS9UCiG6oTdKFIJG+Jh94pG7wSSq4MYPRiVz7wQvyY7jWRs2VSEjQcNzQiZHfxGPzOEHJ2ZJQEOIfkQCHP1cZ7IkOtMJeq8v0GKWt6JYmITX/Y1XCqoCJltL6pmZk9zmfuzxBVEAu6pgU8NXgUv8JiEz0FMfjxADnt40PvX4CNXmZSPGAMy6iKWRHjtfV4UwCAduTcCy4Fsp0vleCNE5PV2ioCqgWceOW5143GCXxqMXZHHRMFfTbQqQlqCRntB/x75K5rAQAmSKSr/Xma7d0XaCvjjbRbHfIGCYaIpFwDCpDlooQKJNF6AUKwAAIABJREFUafplU8NBk/b2A8J1is1TvxUFAoZ83RIiWtax3hZ1IZOqgEFZvc6R2hDfVAfZWxlgf1XL6SO+gEFtyKTBMAdkSUms3T3BS4pDQVPCxytNgRSHwt3S+V4I0YfVhUxyUhwArdZ2HfnhqGTevCq7RXDDbVfJ8TjISLT12+AGHGu6apgU1upsLw9QWKsTNMy4TrIRQvQ9ksHRz3Wma3e0naA3HqpjsEujKhgObjg1laBptsrabh4caWs/lGNXFQzLaroyCuCUsJoQLTTPugg1mzjS+EvEz9RhbpZeNIg/5PsorNUZlmTjx+NSpcGoEKJPsiyL8gaDigaDW89K5d5NpQQiT35liNvGo5MzubBZYMOuKmS5bE0Xpfq7HeUN+AImihJeowZNk9J6CJkNHT5OGuILMbBIgKOf60zX7mg7QR+oDpHlsjHIffw5G3tvNNc8ODLSY2dvZaBFUMSmhlMnHaradFuKQ2FUmjN2H4AQfZzRVEJCUymJbh0PZkgJSe+bOswtAQ0hRJ8XMiyK/DoNhsl7B/388uPyqIIb14728Itve5vWbKqikJ6gkTbAxr42JiRrx96TRrhUs6PPSMpahBh4JMDRz3Wma3e0naDbCpqkJ2iUNxjtBkcuznaxqbAuXA+qQMAw0U1w2ZXwFzjr2Bc9S4lrR3EhepJ5rHxEt2iaOqI3a+SpW+H7CCGEEN1REzQoqTMor9dZsrWMNftrIz5mqNvGkgsyuWDo8ayNlGNjX7UBOPbVqSn4g8fLo00r3FPJ2UENT1uTA8GUhvhC9GMS4OjnOtu1O5pO0G0FTTwOlctyXKw94G8RHDlvUCLTXi3go6J6NDVclmJYCk5NIdluUR20sGsKyrHupJZ82RP9iGUdH5MaOqFsJGRK8EIIIUT3RCqPsCyL0jqDqqDBuwf9PPTRUcoajIjPO3u0h7xmWRuJNpWsRA3nAB77Ojbd2apJfkaiyqjU9jOHO1PqLYToHyTAMQDEumt3tEGTdQU1zHnnCNUBkwYj3IRUUyDHYyPFqfFVZQALOCP9+InFH5KouOgbTiwdaSwbaT5C1ZAAhhBCxM1A633Q2fcTqTwioJsU+XWK63SWfFzGmwciZ20MSwpnbUweEs7asKsKmYm2Vv3WBqLGC3TDkpSIWc2NOlPqLYToHyTAcZKJ9uQbTdDk3n+UUlZvYFOVpiaiugX7qkIk2w3qdYvEE9ICJSouekJ7mReNQQuZLiKEEL1roPU+6Mr76ag8YvJgF0frdd7+ppZFm8sojyJr4/rTPdz9bS9uuzpg+2x0pLNZzdC5Um8hRP8gAY6TSKwXE3sqg2jKsTnsKpjNmjgFDBPTgoQTUiElKi66y2yWaRHOtjiegREyjjXulMwLIYTo0wZa74OuvJ+2yiMSNdjnC7K7MsAjW8r4e0HkrI3hSTaWXJDFpCGJQHhqXmaiDdsA7LMRSWezmrsSFBFC9G0S4DiJND/5VgUNSvwG9brJdesKeXHmsK4dzI+dOw0r/MfGr5VOTSXZblEbMvGHJCouondir4vGaSONAQ0JXQghRP830HofdOX9nFgeYVoWVcFw74jL/3aQiobII1JuHJPCnePT2VZaz01vF3LEr3NqiqPpS/pAKwOKh60l9Xx2tIGaoEllwGBrSb18RkL0Yz1ekPfVV19xxRVXMG3atKbbtmzZwumnn864ceNa/HrzzTeb7vOnP/2JmTNnMn78eK655hq2bdvWtC0YDLJ48WIuvvhiJk6cyK233kpxcXHT9qKiIm699VYmTpzI1KlTefjhhwkGgz3zhvuQA9UhXDaFqqDBwWqdkGlhV8N9MeZtKGZdQU2nnm90qh3TCqf8m82+dSaoMDrNwQiPgxSHwhC3jcqAyRC3jaenDZaTxklONy3qdZOaoEFFg0FpnU5hbYiCqiB7KwMcqA5yuDZESZ1ORYNBdTAciAtJcEMIIQaMkR47dXrLo3p/zvLsyvvJm+AlaFj4QyYhw6Si3qDIr7OvKhQxuJGdZOOFy4Zy0fBE/n1dIT97t5gvjjZgV2jK0H14SynzNhRT5NdbZO52dr03kD28pZRHNpdRFzJxqFAXMnlkcxkPbynt7V0TQnRRj2Zw/P3vf2fp0qWcddZZ7Nq1q9X2/Pz8Nh+3ceNGnnrqKZ599lnGjRvH//3f/zF37lzefvttMjIyWL58OZ999hkvvPACqamp/PKXv+Q///M/efnllwGYN28eo0ePZv369dTU1DBv3jx+85vfcM8998T1/fY1jVcKSvwG6rHSEsOCBE3Fof3/7N17fFT1nfj/17nMJfcb5GKIxK6gAlGMWKBAtbhbZBe1KKVUrK5uW/i50n7V4mq/ClW3SsWVtet+qXStvUjRXuyutUW0pVpbFUXpyq1eKhQIJJlA7pPM7Xx+f5yZycxkJpmE3PN+Ph48wpzbnBNCzmfe5/15v7U+p4VuWFDCjTtqaA0oNLo+fAYse/pKnktjWpGbncsqB+V6xMgSKdoZjLYEjnyNz8IQQiQXshQdIUVn0KIjqPCGv3YELbwB+2tHUNERCq8PdK3vCCk6Al1/L84wuLwymzUzC9HHyfx7MbqMtdoHa2cVcdOLxznSEgg/QNLIdek8cklJyn0WV+bw6KWKb+7y8H5TgBa/RbCX26QGXHdeHrddWMhb9R386xsNeLxBTN2uhXa0LciZOQ6chsamd05RmmmOmWlAg2HTO6fQNaLTeUzNfhCz6Z1TvXYdFEKMTEMa4PB6vTzzzDPs3LkzaYAjlW3btrF06VJmzZoFwIoVK3jqqad4/vnnue666/jpT3/KAw88QEVFBQBr167lE5/4BAcPHiQYDHLgwAG++93vkpubS25uLqtWrWLdunXcdttt6PrgJbGMtLTAyGCiI2jh0O3ghlJQkmn0Ky10cWUOTy4qZ+Puk+zxdNLss9ABp2HX4Khthy9VZfZ6HDGyqZiOIpF6FzJ1RIxHSik6Q6or+BATUOgIWniDyYMT8V+7tk1c5wsN7P+iF/7azr6TPr77t2cM6HGFGAhjsfaBUvZ8XU0DtPDrHrQHLCZmmOS5TU75fL0ef3KOgwfmTWRWSQZOXeOpA81kOnRCaERKnoVQ1HlDTMl30Oa3yMyVYu89afXbmRuxDA3a/L1PDxJCjExDGuBYtmxZj+u/9rWv8dprr6FpGtdddx2rVq1C13X279/PokWL4radNm0ae/fu5ciRI7S2tjJt2rTousLCQkpLS9m7dy+WZVFWVkZhYWF0/fTp02lububIkSNUVlYO6DVGjMTq4JHBxLXba2gPWLgNnZJMgzyXQXvA6ldaaKSY08KfHeaDRh/NfoUvZOEydPKcGi8f9bJu9iBcjOg3SylCVtfUothCnaHwlKNQTEDDkoKdYpRQSuG3FN6AHYiIBhkCXUGISOZDt/WxmRHh4EVnKDEQMfr+L3xvfxMb5hVTlCElt8TIM9Bt7ofTxt0nKXCbTMrp+rTcHkieLaGUoqEjyNdfq+f7+5vTytq4YVoe/+fCQrIdBoVug3yXzpE2e+qJy9AIWMrOzsV+yOQNKrKdOvUdQZp9dgDVZWjkuTSm5LsG/hswQvT14WKOU8cbsDBj4kAhxbhoqyvEWDUiRjzZ2dlceOGFLFmyhAcffJC3336bW265hby8PK699lqamprIzc2N2ycvL4+PPvqIpqam6OvE9Y2NjSilku4L0NjYOGgBjpFaHXxxZQ4/XlweDb5kmhrtAeu000IPtQQozjQpyeq6Qyil5CnBEAhZdqDCUrEdRexinZEgRcjqClaMvo9oYiwJhGuwdAS6BxSiWRAhO+jgDcZnSHQE7G07YzImEoMTMgsqnqXgZGdIAhxCDLJ0i4wGQor/9XTy5d8eZ4+n96yNytxw1kZxBvkuO7hhhKdTRKYel2QZHGkJAnaxd1PX8IcU/3BWFs+812p3u9PAF1JjOrt2++HW6NTpoKWo9wa5cUcNTy5KXUj/1upC7n+jgaClMMJTty1lLxdCjE4jYsQzffp0nn766ejrOXPm8LnPfY7/+Z//4dprr03rGD2lAfaWIjgYDrUEMFC83xaMZjQUZ+gj4gP/YKSFJlYCh9FdLGwkCMVlVthZFYmdRaQdqhhoIatrCkZnD1MtIoGGVHUgIsGJ2G06QxYByfodUmflOpiS7xzu0xBizEtnHNTiC/Ldfc3865semnw9/zLUgBun5fHVCwspdJsUZ5o4jfjpJpGpx05DoyLH4ERbCL8F5xQ62LCghI27T1KaaYyb7No7X62jodPCUnagJ2DZmSt3vlqXcowbqbOx6Z1TtPktsp06t1YXSv0NIUaxERHgSKa8vJxf//rXABQUFNDY2Bi3vqmpicLCwujUk8Qsj8h6pVQ0yyN2HUBR0eAVssp1aBxsDESj5n7L4kibxXkFI2Og2Z+00J7S/sZasbDBEFuEMzodJJx9kThdRAIXIpWkdSBCMcUoY7IaotkOgfipFpHgRfdAhD3FQ4wN5xQ4+e8rKtCkyKgQg66ncZClFPsafNz2+1p+e9Tb67HOynXw4LxiLi7NoDjDTDldIvGB1eyyjLix2c07a8dVdu3BRj8huwwKkSsOKXt5T9bNLpaAhhBjyIgIcGzfvp3Gxsa4bI2PPvqISZMmATBjxgz27dvHZz/72ej6d999l+uvv56Kigry8vLYt28fZ555JgB1dXXU1tYyc+ZMAoEAdXV1eDweJk6cGN23qKgoWpR0UGgaSoGmaWgaaCpSfGp0DjR7qykyFouFJbJii23G1LBQ4XVWuGirhbK/KuKmiMjHxvEhtg5EV9eLSJDB6gpOJEytSFUHIm6KRlDRGZSfpbEsw9TCf3QyTQ23oZPh0Mg0dXu5Ef7qsL9mmjpuQyMz/Npt2MuqJripmuCS4IYQQyTZOOjSikwefNPDyu01tPgt0qkjXJZp8D9XTKIs20GR2+j1/3BPD6zGW3ZtMJwUE/sdUzHLhRDjw4gIcDgcDr71rW9x5plnMnv2bN58801+/vOf8+CDDwKwcuVK1qxZwxVXXEFVVRXbtm2jubmZJUuWYBgGK1asYPPmzZx//vnk5uby0EMPMWfOHKZMmQLAzJkz2bhxI/fccw9NTU1s3ryZlStXDurAr8VvMTnXpN5rRQs7lWcbtI7Sqszp1BQZicXClIrUpwgHIYj5ezQgkbAdXX8PWfH7iLHBH7KnS0RqOkQDCz3VgYjZJrJPtAhlQsaEJEGMXU5dI9NhByDc4TpGGWZXEMJtxAQnzK4gRCQoEd0+EqyICV64DW3A7ksVOQ4JbgjRT/3tghc7Dtp+uJUvvXScRp99n+iNQ4d8p8GG+cVMLXDhMk+/yOV4y641dQhYdlBDg+jDgAH4VgohRpEhDXAsWrSI48ePY1kWwWCQqqoqAF544QW+/vWvc//993PixAkmTJjA17/+dS6//HIA5s+fz1133cUdd9yBx+Ph3HPPZcuWLdFioWvWrMHr9XLNNdfg9/uZN28emzZtir7vo48+yvr161mwYAFut5ulS5eyevXqQb3WSNR8akHXt7g9YFGWNSJiSn2WbvGsvlBJpmWELMIBha4gA3RF4zWtK0sisl4pUOGsCYhkVEhBzdEsUgciMaCQrBVnYh0IbzjLIVUdiI6g1WvFejF6mRrRAEJXVoMeF4jIMGKCDIlBCFMn0xHOnIgsd9jBCLepYeoSNBBiLBuILniBkMWa39Vyoj1EOo+1chwa5xY6uWPWBJZNyet9h4TzTRWMGQ/ZtbHOK3Cy/5Q//LDKHjsaGiNmergQYmhoajgqcI5gx44d47LLLuO3v/1tdIpMf8TeIF06tAUVgZDivk9M5NJJWeiaZrfz0sDQNHu+oBaeNxh+nUhhBwVi/8G6Pvhr0dexxyL6dy36d2K26fYeKvI+XUEDBSz5nyPUtQfJDGdwKMAbsCjJNPnZkorwsuQ/StFMiZgsip6mbLxS084Te5s41hZkUrbJP1Xlc0l5VoqtxXCwlApPl+jeRjOxzkOPRSoTAhGRY0gdiLFL14gLKLhjp2LEBhRMPRqIyAxnPyRmTGQk7OM29G5F+NIxln7nRK7lhDfI3+Q5B+zDzEDdG0Xv5Hs9vBb+7HB4Wkd8u9eyLJOdyyp73f/PJztZ/btaXjnWe62Ns/PsWhvzy7OYmNHVHSVdsWPN2AyNxxaWjtkgRk8Su6iYukaOQ+uxi4oQYvRI9/44OtMJRoHYqPlfmvyUZdmD5rllmfhCCkZZbsH10/K47/UGQsrCbUBnyE7zv2F6Hi3+0IC9zys17dz3egNOQyPPqeHpCHHf6w2sm8uo/cAxHLrVgQjXfUhZByLaASOm/kNiFkQwdmrG6Pr5FX3Tax2ISPAhRR2I1Os1nPrATcMYCGPpd07stfT3ybMQ411/M1aDIYvH3m1k3WseWntpF2Vo8MUZ+dw6s5CKXGf04VFfbdx9Er9l4elQ0enQeS4tbvrweLK4MocnF5WPm4wVIURyEuAYRJG5mA0dQU51DlwQYDhcUp7FurnwxN4matqClA/SU84n9jbhNOwPVwAZZtfy0fZhozf+UPfAQdLuFkHVYx2IZMEJqQMxtrnC/0cyTXvaRDTLIRqASB1kSKwDETnGYNSBGA3G0u+c2GvRNC1prSQhRM/6U5jzg0YfX/rNCV6p6T1ro9Ct819/ewaXTMqiwKWf1u/bA6d8nOoIhTM/FO0BRWsA6rxeth9uHZf/70diPTghxNCSAIdI2y8/amV3XSch4ER7kOKs1gH/AHCsLUieM/5m7zagpi04oO+TjkgdiGRTLBLrQCRbnzglIzGAIXUgxi6HTlcRysSsBrN7NkQk4GAHGnquD+E2tD6nMYvURtLvnNOV7FpOt1aSEONNssKcTb4QTh3O+t4HcXUuLMvi0T81su51D229ZG0AZJkwNd/JFR/LGZB6Pr6QQtPsaaOxbx+ySJm91d8CqkIIMVpIgEOk5Wuv1vLLj9qjr0MQfl3LwwtKU+7X17ntk7JNPB2h6FNUsKfDlGd3/1FNVQeiK4jQv+BEZHkaYxUxSqWqA5HY3SJ2ikakDoS9PkmgImYfhwQgRo2+/M4Z6ZJdy1huCSnEYEgszJnj1MPTPomb+nXXxQF+eLCZV4939HpMl6ExKdskx6FR5w0NWLFipw5e4juHaNj3OKfRfarKQBRQFUKIkW70jeDEgOhr4OHX4eBGYm/xX3/UzsMLku/z8rE27nu9AVPXyAg/Eb37Dx6+MN3POfnOaKAhNjiR5zbYd9IXLZIaDLdqDaH4+/8+EheEkDoQY1tvWQ0pW3H2sj7T1HHojKtpGCK1f6rK577XGwDi6gv9U1X+MJ9Z38Vei0OH9jHeElKIwRI7zWHhzw7jD6lo0dEMQ3Gq02LVztq0poJOdOuUZpk4DZ32gDWgAcfpRW4+aPRR025Pg46cjgICltUte2vj7pM4DS16LTKNTQgxFkmAYxyKLUSX64Bab5B1f/Rw88wgVUXurkKSMcGHSAWRxHt5CLhhx/G4zIfYTIlk/u3tU30+57+2jL508bEutg5E0iyIHuo89BacGG91IMTwuaQ8i6VTfHx/fxPtAUWWQ+Mfp4/OLiqxtZJqvUE+NoBdVIQYa9KdqhFbdLQzaPHX1gBtgd4jG5OyTYIhRZ7LzuprD1gDHnCMTKdx6iF8VtdDKF2zx03TilzdrsXQFO83BqNFSYszdZnGJoQYUyTAMYgiN88Pm/yckdW/opwDUQcisUjl8fYAIYtuvdnXhZ/89dUbtb2nZ4qhF6kDkRhQ6CkbIp06EO5wLQmpAyHGgldq2vnFB61MzDCpyLYzOH7xQStVE1yjNshxSXkWFTkOMsz+dWYQYqzry1SNs3IdvN/YSUOHhS+NqaumBrfMLOTeORP54wnvoHb0iEynWfb80eigzs5QDL9U8YGYXKfOgZM+TF3D1CFgqaSBECGEGM0kwDFIIjdP+yG04sNmP197pZ4FkzIozjClDoTocx2IZF0xegpODNQcXyHGsrHURUUIkZ6+TNWYMcHJ74713h0F4LxCJ48vLGPBJPt3x1B09FhcmUNxpgMDRX2HhS9k4dR1ijN0WhMzTZRdlFShUCpct0OjWyBECCFGMwlwDJKNu0/i6Qh2u7n86lB7ij3ESKNBV+eK06wD0XUMqQMhxEgylrqoCDHSjNSOHbHTTiISOw5ZSrHpnZP85/82pXXMTFPj7c9/jAzH0GdORVrbTi3oGta3ByzKsuKH+S0BxZnZZjQQ4jJSBEKEEGIUkwDHINlT3yE3jCHQ1zoQfQlOSB0IIca+sdRFRYiRZKA6dgxGkOSsXAcfNPlo9qloLYo8l8aUfHuqxvuNPm588Tivneh9Cq4GGNhdS4YjuAHJW9smq/eRbiBECCFGM/mNNkjaUxTYHG8i7co0DfTw3y0FHy/NSKM+RM/BiQxTQ5cAhBDiNIylLipCjCQD0bFjsNqaXlqRyas1XnQNDA18IUVtO/zTjAwe3t3Aujc8dKQxjjPDHd80DVzDWPImsbVtqnof6QZChBBiNJMAxyBJp3XYSKBrxAQPEuo9xHx9tcZLZ1DhNDQ7YAGEFOQ5db7+8QlJgxM3//YEDZ1WdG47QEdQMTHD4Im/O2P4LloIIcJiO4/UtAUpT6NtthCid+lMA+nNYLU1ffmol9JMg2a/ik7VyDQUm945RYs/vQGcM3xpLkMnz6kxpSD9Qp2DkZWSTr2PdAMhQggxmkmAY5CY4UyF041zxNaBSNV6M1Wdh8TMiAOnfPzX3iZ7WocBfst+Urn+ExN7Hcy/UtPOXa/W0eK3CFlg6JBlaqy9eCKfOCMz6T5fPL9AnowKIUa8SOcRIcTAiUyHsIMSNm9QUZnrSPsYAxEkSXVcl6FBuNimL2TRmuYhi906oCjMcESzIJp8IU52BDnrex/0GrAYrKyUdA1F4VMhhBhOEuAYJOcUODlwyg8QrVStgEKXzk0z8tOqA5FpargGsA7Et/ecIivcgQPANEDTVNrdAjRNA2UPBlDdC2S+UtPOE3ubONYWZFL4Kei6uRPkyagQQogR5b333uP222/H6/Wyc+fO6PI333yThx9+mA8//JDi4mJuuOEGPv/5z0fXb926laeeeoq6ujrOPvts7rjjDmbNmgWA3+/nwQcf5He/+x0dHR1ceOGFfOMb36C0tBSAEydOcO+997Jnzx7cbjeXXXYZd955J06nc2gvfogMxHSIgQiSJJPr0DjYGAAFQZVeE5ELJrj4/qfPYGZxRjQD43BLgBynjlIKv0VaAYvBykoRQghhkwDHINmwoIQbd9TQGlAEQiqa8fDgguJh+4B/Ot0CntjbRK7ToCSz60emI9gVHHmlpp37Xm/AaWjkOTU8HSHue72BdXMn8MPLywf8WkaT2O+4pmnR+bpgD6ospfqU6aMlHEeDbseMBNSU6lqeKkwW2S5yHrHHT+w0GznPyGDQ3rdv55/sWqLHDx94lMzwEkKMQr/+9a958MEHOf/88zl48GB0ucfjYfXq1Xzta1/j6quv5sCBA3zpS1+ivLycT37yk7z88ss88sgjPP7441RVVfGLX/yCVatWsWPHDiZMmMCmTZvYs2cPP/rRj8jPz+eBBx7gK1/5Cj/5yU8AuOWWW5g6dSovvfQSra2t3HLLLXz729/ma1/72nB9KwbVQEyHGKyaEQoIWunda5y6xrIp2dS0BVn6/DHOynVwaUVm9DhHWgMYKGragnEFS1MFLA612Nu/3xaM62Ryulkp6bpvVz2b3jlFq98ix6lza3Uh62YXD8l7CyHEUJAAxyBZXJnDk4vK2bj7JH9p8lOWNfzZC5OyTQ63+mnz2wMEp6GR7dSozOn96VFvwZEn9jYRUBaN3vhjp5sdMhD0FB/6NbSuQqfh13HbaZFiqF31RSJ/t//EByUgPligYpZ1HbNvWTeJQYJke4+Gji6x16ESpmidzvcn1ftYKvKn67X9vqor0BMT8IndN/aJXeI5K1TMseKPGbc9CQGsZOdK/Hkkbmeft4R0hBgqXq+XZ555hp07d8YFOJ577jnKy8u59tprAaiuruaqq67i6aef5pOf/CTbtm1j6dKl0YyNFStW8NRTT/H8889z3XXX8dOf/pQHHniAiooKANauXcsnPvEJDh48SDAY5MCBA3z3u98lNzeX3NxcVq1axbp167jtttvQ9WGsUDmITnc6xGDUjPjzqU7ea/SnGdyARy4p5pG3T0WnlHzQ5OPVGruGR3GmydHWACEFDk3hMDQClqKu3SJg+ZIeM5I9Eilw6rcsjrRZnFcw+Jk89+2q5/43GtA1+9q8AYv737CnEkuQQwgxVkiAYxBFbuwNHUFOdYZO61jJpn/0NXDw8bIMdtd1Rj+4+0OKBq9i+dSMXvftrZXih81+mjstdN2uzxGwFCe9iqDl73asSAAh0lnF0DVMHQxNw9S1bhkJkSCDHu3EosUFJ8ZCJ5VIxsRoF3cdg3hB3TNMRv93TykVDdiElCIUDtzEBVpitosP3qiErJrugZloAIjTy7oRYrRbtmxZ0uX79+9n+vTpccumTZvGSy+9FF2/aNGibuv37t3LkSNHaG1tZdq0adF1hYWFlJaWsnfvXizLoqysjMLCwuj66dOn09zczJEjR6isrBygqxt7BqpmRMhSbHz7JN94w4Pf6nlbDShy60wvdPLzD1rjppQ0+xS6Bs1+RUlW170nBDgId4sLd2ZJfnAtnF0ZHsuocPbiEIxlNr1zCl0DM3zzNDUIWnZxVQlwCCHGCglwjAKpp3/QpyDHmyc6mJCh0xZQce3Pvr+/iaoJrrhjRQIKRjiA8M8zC7j7jx58IbvoaUdQEbQUX60upNBtELAUWnh7sL+q8I1zco4jLiNiNGQiCDHUNE3D0MAAHEMYsInNaIkNgFgQExgJTx1S3bNREgMmsdtE1ycGWRKybvo6TUuIwdDU1MTZZ58dtyw/P5/Gxsbo+tzc3LgWAHV8AAAgAElEQVT1eXl5fPTRRzQ1NUVfJ65vbGxEKZV0X4DGxkYJcAyyg6c6uX7HcXbXdfa6bYapUZJhoGsa//Lxidy8szau0KkvpMKtZe0oSeS3taW6fneC3TY2WbeUFr/F5FyTeq8VndJSnm3Q2lvUJU09dWhp9VsYQGdIRaewmkDbAL23EEKMBBLgGAWe2NuE09CixUEjWRS9Tf+IZEpEghQ17UGKM00y/RbH2oLRDApvQPHArgZKPmXyD5U5SYMQXzivgAkZZso0Ubeh0e5XxCaq6OHlLnNspt4KMRZEs27CwZXw0mE5l8TpQ8lqvkS2i7yOnaZkKbCI+btK8ne6/i5EInWaPxc97X+6xx6LBqNdaqyQpfjW7gbu29WQOqMizNDgzBwTy1KcleeMnstZuSfjCp26DC0cmLDHNhmmjjdoBwhCqqttbGGGmbRbSq5Txx9STC3oGoK3ByzKsk5/SN5bhxa3odEeVNHf8EqBH7tGnBBCjBUS4BgFjrUHyXfq0akYGpDlgBPtQSZmmPZTX71rCkf07wlBiin5Tk60B2mITCXRNCwFmQ67i8u/v3OKKz+W2/0EwnpKEy3NNDnZ6QcVU5dAI64oqRBC9CQ22NLLlgPyfj0GQmKCJfFTfLrXd4lsE8l6kYyU0amgoCCaiRHR2NhIUVFRdH0kmyOiqamJwsLC6NSTxCyPyHqlVLdjR15Hjj/eJPswftOLxynOMGgJqNMOeOxv6OSGF4/zdn3vWRsXFbv5/qfPYMYEd7d1iYVO81wate2Q59RQSpHn0ugIEq3JESmEilJJu6WgwusHuHAq2LVK/JaFp0MlLXg6McOgvTXY7ffTxAwj6fGEEGI0kk+fw0TXNMxwYMLQ7GCDoYMZ+aprmJpdm2JqvpMPmnw0++JvWFPyXRS4078pRW7SnSELU+t68pnj1DnWGuD9Jj8Fm/+My9CYVujq28BC0+zWsZGXEI50yFMBIcTIFJk6ZxvY31UqIWDSU7ZJZHqQReqAiwRMBl9VVRXPPPNM3LK9e/dywQUXADBjxgz27dvHZz/72ej6d999l+uvv56Kigry8vLYt28fZ555JgB1dXXU1tYyc+ZMAoEAdXV1eDweJk6cGN23qKgoWpR0vElslxpUFg0dIVr8FucWOHttt5pK0FI8+JaHf33zZDiQkJrb0Lhn9gT+ZdYEjMS2YWGJhU6n5Lv4UlUmLx/1Jn0dyXBNnNoCkGlqNPos/nNh6YAWTo04cMrHqY5QtLZZYsHTphRTUVItF0KI0UgCHEMgz2mQ7dBjpov0rQ7FpRWZvFrjjdbE8IUUte3wparMPp1H5CZ97fYa2vwWGaZGjlOnoSNEKDzI9gYs2v3wQZOvTwOLOm/Q/nwQO5bQwsuFEGKcia2pMpgZJyrFclOCy3125ZVX8thjj7F161aWLVvGn/70J375y1+yZcsWAFauXMmaNWu44oorqKqqYtu2bTQ3N7NkyRIMw2DFihVs3ryZ888/n9zcXB566CHmzJnDlClTAJg5cyYbN27knnvuoampic2bN7Ny5cpxW5fqUEsgLgBQ1x7CCNfu0jQtmvGQqt1qMu96OvnHF2vY40newSSWU4dNnyxm9QV25kRP02WSZbCum02PrxOntgB4g4rKXMeAFU5N5AupaMc46F7wNFJrIzbsYiE1OIQQY4sEOIaAw9BOq2jgy0ftdmTNfhXtmZ7n1Hj5qLfbDbU3iytz+PHi8mha6LHWAISfGhrhytqWsquEl2en7uMeERkQeLwhFOA0tGih0aClep3zKoQQIj2DmXEynixatIjjx49jWRbBYJCqqioAXnjhBR5//HG++c1vsmHDBkpKSli/fj0XX3wxAPPnz+euu+7ijjvuwOPxcO6557Jly5ZosdA1a9bg9Xq55ppr8Pv9zJs3j02bNkXf99FHH2X9+vUsWLAAt9vN0qVLWb169dB/A0aIs3IdcQGAyIdzV0zL3ExT43BLoNdjBS3F/bs8PPhWA4E0OqSUZRmgLO56zcO33j5FrlPnr80+AkojaCmOtQZ4+ZgXTYNcp86t1YVxXUbSqR2ydlYRN714nCMtAQKWwqFr5Lp0HrmkJP1vUh85dfBid+LSIa7gKdg1QoBuGWGWDNWEEGOIBDhGgUMtAYozzbh2ZEqptG76ycSmW37Q5CfD1AhZdtuzSGVtX0gRsKwe3yN2/mx4Zim+kMKpd81McUl9USGEECPIjh07Uq4rLy/n2WefTbl++fLlLF++POk6h8PB3Xffzd133510fUlJCd/5znf6drKjTF+KhibWtjA1CCgoyeyaehvJeOjJnvoO/vHF47zb0HvWRqapUZnrwG8p/tocAk3xsVwH+0/68FlgavYYKFIvPZLZev8bDQCsm13cayHPWHb71/CYSBv8QrPTi9x80Ojr9kBsSoELgDyXTqvPQmlEu6joCnJksCaEGEPkN9oocFauA28w/qaYzk2/J4src9i5rJJPlmcyKduB09DwW13dCjTgry1Bcpypf0Ri589mOnTMcJHTgAVOXac4w2BaUfeCXUIIIXq3/XArC392mLO+9wELf3aY7Ydbky4TYiSIfPA/0R6M++Cf6mfUfthSSlmWSaPP4uwCJ4UuHVO3i3e2B6wei2/6gxb/94/1zH76UK/BDR2Y4NY5J99BhqlT1x5C08Bt6GiaPf4B+0FNKGFfM1y4fdM7p4D4sY89lUbHadgZr7E27j5JgdvkvEIXVRPcnFfoosBtdttuIK2dVYTT0CnPNplR5KI828Rp6NHv4a3VhXZrWA3chv1V0+zlQggxVkiAYxRYO6sIf8i+2adz0+/rsZt8ITpCXW0XFWBEsjB6eNpwqCVAZri1WEmmga6BI3zDTLypCiGESF+yD4s3vXicG3fUpP0BUoihlO4H/1iRhy0f3TSF/73ub3hyUXk04FGWZfLYwtKkGSC7ar1ctO0QD6QxJWVOaQb/b2EpuU6DjpCdRdERtLAUBEIWf6rvjE7ZSDZVozNkF7uJ1KmIHftEJJtKk+52Axm0TAwaJX4P180u5nPn5GAp6AjZ1/u5c3Lipt8IIcRoJ1NURoHECt4DWXEb7Jt9Yn1QU9c4I9OgNZA6wBE7fzbPZXAmcLw9iKZDWZY54P3shRBivEjsMJHl0DjSEgANJuXEt53sSxFGIQZLYtFQSL+GRqJUIw+v3+Ibuzz8+56TvQY2Mk2NdbMn8rWLCjF0nTNzHdFxlMvQ6AgqgnTP2Oh2Lgr8QFY4WJFYOwSSZ9Wms11fprukq6cCptsPt/L68U7OzndGW9S+fryT7Ydb5XeIEGLMkADHKDFYFbcjKZTeYBC/ZWFoWrQCv8PQKcvq+hGJnVub69Bo8Vscawvi1DXKsg0cuk5pZuonLkIIIdKT7MNiwFLdOm/39wOkEAMt3Q/+yWw/3Mqdr9ax76QfsLt/1HuD3LijhicXlXP55Gz+cNzL6t+e4MApf6/Hm1uWwff+roxzC7umycaOoy546i8cOOlLq7hmZJOJGXZtkMTaId6gSppVm852yQKZgxm0HOr3E0KI4SBTVMa5Qy0BAiGLQMjCF4KOoMKy7PTN2Bvx9sOt3Lijhl21HRxrDbD3pJ8jrUEmZOig2fU6nIYmwQ0hhBgAyWovOXQNU4+PcJxuPSYhBkp/p9NGshj+3OjHwq6DEVT2z3ZDp8XaV05w2+/ruOznf+01uJFlamxcUMyrn50cF9xI1OK3mJxrkm5zVB3oCNpb9zYNJCKd7dKdxjJQhvr9hBBiOAx5Bsd7773H7bffjtfrZefOndHlb775Jg8//DAffvghxcXF3HDDDXz+85+Prt+6dStPPfUUdXV1nH322dxxxx3MmjULAL/fz4MPPsjvfvc7Ojo6uPDCC/nGN75BaWkpACdOnODee+9lz549uN1uLrvsMu68806cTufQXvwIlOvQONgYsOtnaPagwq/sQULsjfjOV+s45bPQNbvNWKRWR1OnxfQJbtoDFkVuQ4IbQggxAJI9/c116dEPjj09ORaiL3rqfNKXriiLK3O4YXoHm945RavfIifcXrW3ccHG3SfxW1a00GeskIL9jUH2N57q9TrmnZHBE39bxjkpAhux19LkC5Ft2m3tU3Wzjw0EBC2FL+b80s2q7W27s3IdvOvpoMmvCCkwNMh3apw/MaPXY/fH6WTZCCHEaDGkGRy//vWv+eIXv8jkyZPjlns8HlavXs1nPvMZXnvtNR544AEefvhhfv/73wPw8ssv88gjj3D//ffz+uuvc/XVV7Nq1SoaGuy2XZs2bWLPnj386Ec/4je/+Q0FBQV85StfiR7/lltuoaCggJdeeokf//jH7Nmzh29/+9tDd+F9MFQV8iPvc7DRT9ACy7KLikZveQlp0O83BUDZHVJixwKRG36mqXHgZOeAnLt0CRBCjHfJnv5+79NnpF2EUYh0bD/cyk0vHmfXiQ5qWgPsOtHBTS8ej3bsiWRuHm8LsKu2gxt31KS8J28/3MoP9jdTmmlywQQXpZkmP9jf3Os9/MApHyfae6uEkVqWQ+PfFhTz+2WTewxuxF5nR9DiRHsoZXAD7ClhYBfiVApchpZ64346I9vgpE9FzyOk4KRPcUa20fOO/TSYReuFEGKkGNIAh9fr5ZlnnmHu3Llxy5977jnKy8u59tprcbvdVFdXc9VVV/H0008DsG3bNpYuXcqsWbNwuVysWLGCsrIynn/+eYLBID/96U+5+eabqaioICcnh7Vr1/Luu+9y8OBB9u7dy4EDB1i7di25ubmUl5ezatUqfvKTn2BZ6SYnDo2+tlgbiPdBganbvef94eCFUwdfUMW9d0gpAqp7U5XIy3pvkGa/Ou1zH6rvgRBCjHSxHSZ2LquMPg1OXCZEf935h3oaOkJYgMPQsICGjhB3/qE+mrkZUiqc6aA45bO489W6pMfqTxcVgLaA1WOgoScLzsjgnWs/xm0XTUDXUw9pE69TQ+v2ICdR0AK/pXDoGiVZBtMKXf07yR786lB7t4G4Hl4+GNKdXiOEEKPZkE5RWbZsWdLl+/fvZ/r06XHLpk2bxksvvRRdv2jRom7r9+7dy5EjR2htbWXatGnRdYWFhZSWlrJ3714sy6KsrIzCwq4e39OnT6e5uZkjR45QWVk5QFd3+oaq+FPs+7hNnYClCIZDFRmmXWTUZWjRgcniyhychhZ9mhHbcUUH2gMWDZ0WEzL00z53KYAlhBBCDI33G/0Yml3UE+yvhmYv73ptr7RzCpSd0ZlEf7qo3LernvYeurWlku3QuXfORL56YQFGD4GNiGTXaYanpzj1ruzU2PGNQwenrlGebQ5alkOL38IiPtZihZcPlsEqWi+EECPFiCgy2tTURG5ubtyy/Px8GhsbU67Py8ujqamJpqam6OvE9Y2NjSn3BaLHHymGqvjToZYAAcvi/UY/HSELX0jF9YC3FJRkGXHvnWVqRE4tcShSlmWS59JxGRrvN/rZ2+DjwCkfh5v9/L7G26dpJlIASwghhBhCiZkMsa8Tb/g9xCKSFcbtqb7Dfbvque/1hrRPM8JtaDy8YCK3XVSUVnAjwlLQGVJ0BBWdIYWl7EFwcbg7ioY9VdfUICP8kKczpAY1yyFy9lrMn9jlQggh+m7E/A5ViXMfBnD/0z32UOnr4KC/cp06f20JErAUTl3DDP8UKOwq/WfmmuQ5jbj3nl7kpjTTINuh49Qhx6EzKcvgkkmZ7FxWSUmmGT2mpoUHEJZ9vL5MMxmq74EQQoxFUsNI9MXUfAeWsqefKKUIKfuD/9R8B1MLnITCDz2A8HYwtSB5gfa+1nf41psN9KXyhq5BeZbJmdkGz7zfyn276inY/GfMRw9QsPnP3LerPuW+pRk6gfC1qPC1BBRMcGk4Dd0OaOh21oauQXm2yaRsBwvKMwd1Klik2KdF+LwSlgshhOi7ERHgKCgoiGZiRDQ2NlJUVBRdn5ht0dTURGFhYXTqSeL+seuTrQOixx8p1s4q4kSbnz2eTt6u72SPp5MTbf6BT4tUCk0DhT2giaSkOsI39VyH3m1gsnZWEU5DpzzbZEaRi/JsE6ehd51bzDH9MSOWzpCipi2I37J6nYcbeR8pgCWEEH0nNYxEX21YUEKhS8fQtHAXD41Cl86GBSVcMyUHXbPv496gQqGYkGGwYX5x0mOlW98hZCnq2oN4+xDdyHZonJPvpDTLJNtpsMfTyX1vNNDss+t3NPss7nujIWWQI9dtJk1UKc1x8tjCUs4OB3MMTaMi28TUtSEZe1QXZ1Dksru5KOyxWJFLo7p4cLqoCCHEeDAiAhxVVVXs27cvbtnevXu54IILAJgxY0a39e+++y4zZ86koqKCvLy8uPV1dXXU1tYyc+ZMZsyYQV1dHR6PJ27foqIiKioqBvGq+u6tug7agl2FPJWCtqC9fCC1BBRnZps4dT08/1SnMsek0K2nHJgsrsxh7hluPmzy847Hx4dNfuae4Y6ujz1mbP6Fhl2JvK49xIFTvl7PTQpgCSFE//S3yKMYvxZX5vDkonJml2ZQnu1gdmkGTy4qB+AH+5spzjDIdmg4dNDQ+P8uKOjxftxbEdwWX4j3TvlY93rqbItETg2UpfhLc4D3G/3UdwRp8XcVJo0MZEMKHkrxs17nDaKHt9XCX/Xw8sWVOfzvdX/Dc1dVMLs0Aws7myPbqXPzztpBzYRaO6uIPJfJlHwn1RNdTMl3kucy5aGOEEKchiEtMprKlVdeyWOPPcbWrVtZtmwZf/rTn/jlL3/Jli1bAFi5ciVr1qzhiiuuoKqqim3bttHc3MySJUswDIMVK1awefNmzj//fHJzc3nooYeYM2cOU6ZMAWDmzJls3LiRe+65h6amJjZv3szKlSvRtJGVArjpnVMYWnwrsqCl2PTOKdbNTv7EpD8ifdCnFnT987cHLKblOtm5rDLpPvftqufp91qjqaohBU+/18rUgnrWzS6OO+afPJ3R7bRwUS9LA1+aZdKlAJYQQvRdf4o8CpHsnrvwZ4dxGhoFbgclWfay9oDFy0e9rJud+ljbD7eycfdJDrUEOCvXwdpZRSyuzMEfUtR5g7xxwstdf6znL83p/Uy6NPApQIGhKXwhRW1717SZ8KqoVAVLfSGFoYOpx4+vYsclke9DJBPKaRCXCfXYQgZ8bGI/1LGDk4dbAlTGfM+EEEL0z5AGOBYtWsTx48exLItgMEhVVRUAL7zwAo8//jjf/OY32bBhAyUlJaxfv56LL74YgPnz53PXXXdxxx134PF4OPfcc9myZUu0WOiaNWvwer1cc801+P1+5s2bx6ZNm6Lv++ijj7J+/XoWLFiA2+1m6dKlrF69eigvPS2tfgtnQk6NoUHbAFfTXjuriM8+f5T2YNeyLBM+f24uC392uNvABOynIiHV9eRD0fW0ZN3sYtbOKuKWnbWAXYo8MmQwsef2ArhGRL6QEEKMTZFAc+z8falhJPqjP8GyrsCAFg0M/PNvT/DA/BAzilw8+qdGvre/KRqcSIcvXAjUZej4QhYuQyfPqXGsPfX8lrO+90G3MYxTBy/2eESnq9ZFsnHJUHdzk4c6QggxsIY0wLFjx46U68rLy3n22WdTrl++fDnLly9Pus7hcHD33Xdz9913J11fUlLCd77znb6d7DDIcep4AxaxTURCyk6THEhb/9wUF9wAaA/CN15vIMPQKMs2uj2xiDwVSfW0JPEphKkU9pDAngKT59SYUjDwPeSFEELYYgPNmaaGN6ikhpHol/4EyxIDA24D/CGN+99ooNNSfJRm1kYiTYsvbKqU6jHAkSzrYnqRmw8afTT7VVygJNm4RDKhhBBidJNn6iPIrdWFWMpOm1RKEbTsaua3VhcO6Ps88549lzQyFzUiUsH7aGuIoFJ9nrsdmXv77BWTKM92UJnnTF6QVAghxICTGkZioKQq+H1pRWbKLj2RFvTvnfLxrqeT9xt9eDqCHGj09zu4AXTL+PAGFY4Uo1dTI2n9mV4LpceQbm5CCDG6SYBjBFk3u5h75kwg06ETsMBhaEzKMnhyf/OAFrmKvW8nZorq4ZoZde2hfj+xkEG2EEIMj96KPAqRjmT38Rum5/GD/c0pu/TkODQONQdpDyoCCrwhaE1RE6MvNOgWaCnPNKIPaWIf1DhiamzEjmH6Mi6Rbm5CCDG6jYgio6LLutnFrJtdHDeXNdPUBrTIlanZQY5klT06QwqHBr5Q/BMLXev+FCWyPCJVcTEhhBBCjC6JtSEihUcTa1M89FYDc0ozOdUZSjquOF1uA8qyzLginHf+oR69PYSpa3Yr26Cy3ztmTJKYdZFurQsp/CmEEKObBDhGqMEscjW/3M3LxzqTrrOUXdTLpcfP3XYb4A12395t2F+TFRcbrKrjQgghhBhayWpTuAz4sDmApyNInTd1XYxEnz4zixePtPe6nQE4Tb1bh7ebd9YyOdek3mvhCymcuv3gJhCyp/iebv0ZKfwphBCjl0xRGaEOtQTINOPb2A5UkSsNPWVHk8hi09Di0jdznEbS7SPLYwMymqYRVIra9iBX//LYoPaQF0IIIcTgi61NoZQdQGj1K0ozDb75ZgPBNGajFLh0Nl1Swn9+qrTXbU0NDD15p5Ozch04dJ2pBU6qJriYPsFNaaZBtlOXqbFCCDHOSQbHCDWY7f72n+xEYT958SU8cMly6BRn6lhKixsYNHQkfzITWR77ZKfZH+JISxANhQLJ5hBCCCFGubWzivjn354gZNlFPjtDdnv71oDF7vrmXvdfNDmL9bMnUJHjpDSr5+GnAWSYqTudJOsY5DR0fvx3EtQQQojxTjI4Rqi1s4qobQ+wp76Tt+s72VPfSW17YECKXPnDk2QNzZ67GgmhGOFWbA5d7xZICaV4MhNZHvtkp649hELhtyBgQU1bEL9l9akjixBCjHfbD7em7FgxkPsIkY5Plmdxz5yJFLoNmnwW7QELT2cIT4oHIBE5Dp1/v6SEb19aytQCF5NyHJi61uM+F0zsudOJFDMXQgiRimRwjFBv1XXQ6lfRLicKaPUr3qrrOO0buMvQaPfb9TYcelcWR6RSeX/mrcY+TfEGrbiASGvAojUAdV4v2w+3ygBECCF6sf1wKzfuqKE1YLcMr/cGuXFHDU8uKk/5O3T74VZuevE4LT6LgKWobw9y04vH+d6nz5Dfu6Lf/CGFpyNIe8Bi3hmZmLrG//1jPcfbkhTmSjCrxM1/XFpKSaZJaZZJhtn1XK3YrVPfmbwsaU1bgGlF7h6Le0qdDCGEEMlIBscItemdU6CBFs6w0MK90Da9c+q0jz2t0EVJloFD11BKI8PUcOlg6lq/n4LEPk1J1m0FIGgR11JOCCFEcne+Wscpn0VIKQwNQkpxymdx56t1qff5Qz0NHXYnC4ehYWFPI7zzD/VDdt5i7LCUwuMN8tcWP+0BO2Pjvjc8XL/jOEd7CW7owJQ8B1+uymdyroPJuY644AbA31VmJd03x6GR5TCkc4kQQoh+kQDHCNXit7MgVDhYoJQ9HaTFf/pN2NbOKsKp65Rnm8wocjI5x0F5toO7Pm5nbdy8s7Zfqc2LK3PYuawSs4fMU6ehyVQVIYToxftNAXTNnkqoaVp0SuH7TakLTb/f6MfQutp32/vby4Xoi2ZfiEPNARp9IRTwxokOrnjuKFvfa+l1X5cBZ+eZhBQ8sKuBP3k60bXuA4P//rAt6f7tASVjBSGEEP0mAY4RKvIPo8X8iV1+OpLNXb1heh4/2N/MifZgXJvX/mRbpKrXoRi4TjBCCDHmJf4uTaNLBYmfI3sudSDGgb7UZekMWhxpCVDnDRJSiraAxTfe8HDDi8ep6SVrQ8MuDmpqGk7TIM+l4zb1lIGK9hRtVywgELJkrCCEEKJfpAbHCJXl0Gj2KyzsQYOKWT4QEueuLvzZ4Wib1673sQuDLq7MwaFBIMlYRAMKNv+ZVr9FjlPn1urCHsfgA9UJRgghxrKpBU4OnPShKTsTwwpn8U0rdKbeJ9/BwUY/oNCxPyhaCs4rkN+549X2w63csrMWp6HFPbxI7GoWshSejhAt/q6Coa+f8PJ//+ihpr33Wht5Tp12v4Wh2zU7nDpomkamScpARezYJtGRtiDnFaT+WRdCCCFSkQyOEaq6OIMil4ah2QMAQ4Mil0Z1ccagvN+hlgCZCXNLYrMtUg1CFNDss6fTNPss7nujoccAR5MvNCCdYIQQYizbML+YCRkGOhAI2QGLCRkGG+YXp95nQQmFLh1D0wgpe3pLoUtnw4KSITtvMbJs3H0y+vBC0+yvsdM/lFI0doY41BKIBjfa/BbrXvfwjy+e6DW4YWhQkW0yKdvEZWpYCtym/V7Q80MNZw8jUKUIFx8TQggh+kYyOEaoSFeSiZlatMd7f7qbpOusXAcfNPlo9il8IYXL0MhzaUzJt/vPp8gkjdKxgx2ppqdEKJVOjrUQQowN2w+3snH3SQ61BDgr15F24cTFlTl879NnsHH3SQ63BKhMY9/FlTk8uai8T/uIse1QS4BCV3wkIfLwoj1g4fEG8cdUBv/jcS93v+bheBpZG3NK3RxpCeDQNTQg36lR16HIc2kopXodt+S5dBo6LBIri2nA5FyT1gGoOSaEEGL8kQDHCGXXyWDQBqqJg+4zsg1erQlFi9L5QoradvhSVSYAppY6yKHFfO0tfFHgNqPTXoQQYixLd3pAKv1pgymtM0Wss3IdnGgPxk1vbQ9YlGUZ1LR1TR1p81t8a3cDP/mg97pbEzMM7ps7kYUVWbxS084P9jdzvD3I1EI3X67I5OWj3rTGLdOL3HzQ6OOEN0RIdRXFdRs6Dl2nLEuGqEIIIfpO7h4j2GANVLcfbuWmF4/T4rMIWIr69iBBpchzavgtDV/IwmXo5Dk1Xj7qZd1sMHUIhpIfL91nLDpSZFQIMX7ETg+A7rWNhBhskWxQsMgwoC2g6Awqbp+VH93m1Rov97zu4UQaWXb3F24AACAASURBVBtL/yaHuy4uIs9lYOoaK8/J50szCuO2WTe7b+dWlgn1HfYAQynIc2mDmrEqhBBibJMAxzh05x/qaegIYeoaDsOeM+u37Irm04tc0e2UUtFgRF8yRZ1AsqaE+W5diowKIcaNnqYHCDEUItmgD73VwIfNAcqzTP6pKp9LyrNo9YfYsPskP0sja6M4w+D+T0zk0klZAGSadoaFofe/TkZspmrA6sRngcuwp8bK1CohhBD9JQGOcej9Rj+GZqeDgv1VAzoTMjRigxFWH0pnpBq6N3ZaeAMBTnUGWfizwzKAEUKMacmmB0iQVwy1xZU5XD45mw+auh49vHKsnXWve6j1pkjNjHH12XbWRq7TAKDIbVCUMTDDR5lSJYQQYqBJF5XxKuGhixF+3R6wUErRHrDSThHVYv4Y9NxxxVKKJp/FrtoObtxRw/bDvT85EkKI0WjtrCL8IdWv36tCDIYWf4i7/ljPl39b22twoyTTYMtlpTw4r5hcpz0lZVK2Y8CCG0IIIcRgkADHODQ134GlIKQUSilCSqFpUJltUJZl0uizKMsyeWxhaVpPVjJMLfrH6OUnKmDZ0106goqGTos7X60boKsSQoiRxU7BL+3X71UhBtrLx9r5h/8+yrMf9v5g4Zqzc/jVVRVcEp6SkuXQmZzjINMhw0YhhBAjm4Thx6ENC0q4cUcNrQFF0FKYuka+U+P//e0ZKQfebkOjM0UPWCtc/dxS4d71vYhtKXuwMVm1DiGEGBskBV8Mt8bOEP/nlVp+eLC5123LskzunzuRBeV2BzUNmJBhUuA2BvkshRBCiIEhAY5xaHFlDk8uKu9TC9pQD5ELh67hCylchsaEDJ1jbanTXhNbygalzb0QQggxKGraAsx75jB/be29sO3yKTncMauInHCtDYeuUZZl4jYla0MIIcToIQGOcWognyqWZ5tkmhreoMIfUkDqAEdimETGTUIIIcTg+OJLx3sNbpRlmfzr3InMD2dtAGQ7dEqzTHSt/11ShBBCiOEgHy9FWiLTbmMLigK4dLrNL+9NJMhhaHBegXMQzlYIIYQY35RS/PFER4/bfG5qLs9fWRENbmjAxAyTM7IdEtwQQggxKkkGh0hLtkPHF7SInVFiAPkunZ3LKuO2NTUIppjRkmFq0bofOQ6NDQtKBuuUhRBCiHFL0zTOznOyx9PZbV15lsm/fmIinzijK2vDDE9JyZDUSiGEEKOY3MVEWqYXuSnLMsh26Dh0O+BRlmUwrcjdbdvPnZN86sulk9zMLs2gPNvB7NIMnlxULsX3hBBCiEGybvYEEhuffP6cXJ67qiIuuBHpkiLBDSGEEKOdZHCItKydVcQtO2spz9bi6m2snVWU9jHKsx08dXlFn953++FWNu4+yaGWAGelUQxVCCGEELbPnJ3LH5afxS8+bMHTEWLJWdlMK3JF10uXFCGEEGONhOpFWhZX5nDD9DxqvUHebfBR6w1yw/S8pMGGbe+1Jj1GquWpbD/cyi07aznRHqTQpXOiPcgtO2vZfrhvxxFCCCHGq4+XZvDAvGLumFUUF9xw6BoVOQ4JbgghhBhTRlyA45xzzmHGjBlUVVVF/6xfvx6AN998k+XLl1NdXc3ll1/Otm3b4vbdunUrixcvprq6muXLl7N79+7oOr/fz7333sull17K7NmzWb16NbW1tUN6baPZ9sOt/Ps7p2jxWQQVtPgs/v2dU0mDDVaK+huWok/BiY27T+I0NLIcOppmf3UaGht3n+zvZQghhBDjXrZDZ3KuQ1rACiGEGHNG5J3tiSeeYO/evdE/9957Lx6Ph9WrV/OZz3yG1157jQceeICHH36Y3//+9wC8/PLLPPLII9x///28/vrrXH311axatYqGhgYANm3axJ49e/jRj37Eb37zGwoKCvjKV74ynJc5qvzzzloafRYKO6VVAY0+i3/e2bcgUV8yMA61BMg046u4Z5oah1t6bnknhBBCiO6kS4oQQoixbkQGOJJ57rnnKC8v59prr8XtdlNdXc1VV13F008/DcC2bdtYunQps2bNwuVysWLFCsrKynj++ecJBoP89Kc/5eabb6aiooKcnBzWrl3Lu+++y8GDB4f5ykaHSFAhsU1ssmBDsTv5j5UOfcrAOCvXgTehHYs3qKjMdaR51kIIIYQAu0uKTEkRQggx1o3IAMcPfvADLrvsMi666CLuuOMOWlpa2L9/P9OnT4/bbtq0aezduxeA/fv3M23atKTrjxw5Qmtra9z6wsJCSktLo/uLnqWYdZLU9y8vJzPJ+OljeY4+ZWCsnVWEP6RoD1goZX/ta2FTIYQQYrzTNI3JOTIlRQghxNg34u50F1xwAbNmzeJXv/oVzz77LO+99x7r1q2jqamJ3NzcuG3z8/NpbGwESLo+Ly+PpqYmmpqaoq8T10f2Fz3LDPfbUTF/ADKS9OFZXJnDz66oIN9lt5TNceicnecgz2X0KQNjcWUOjy0spSzLpNFnUZZl8tjCUumiIoQQQvSRocuUFCGEEGPfiGsT+5Of/CT698mTJ3PbbbexatUq5s6di1J9ySPo7nT3H8/+5eIJ3Pt6Q1wmhx5ensziyhx+vLicW3bW4jTs1rL9ycBYXJkjAQ0hhBBCCCGEEL0acRkciSZNmoRSisLCwmgmRkRjYyNFRfaH5YKCgm7ZGE1NTRQWFlJYWBh9nWy96N262cWsnzuBPJeOoUGeS2f93Amsm12cch/JwBBCCCGEEEIIMVRGVAbHgQMHeO6557jzzjujy/7yl7/gcDg477zz+PnPfx63/d69e7ngggsAmDFjBvv27eOzn/1sdP27777L9ddfT0VFBXl5eezbt48zzzwTgLq6Ompra5k5c+YQXNnYsG52cY8BjWQkA0MIIYQQQgghxFAYURkcRUVFPPPMM2zZsgW/38+hQ4d49NFHWb58OVdffTUej4etW7fi8/nYtWsXv/zlL/nCF74AwMqVK3nuuefYvXs3Pp+P73//+zQ3N7NkyRIMw2DFihVs3ryZY8eO0dLSwkMPPcScOXOYMmXKMF+1EEIIIYQQQgghTteIyuAoKSlhy5Yt/Nu//RubN2/G6XSydOlSbr31VlwuF48//jjf/OY32bBhAyUlJaxfv56LL74YgPnz53PXXXdxxx134PF4OPfcc9myZUu0sOiaNWvwer1cc801+P1+5s2bx6ZNm4bzcoUQQgghhBBCCDFARlSAA+Diiy/m6aefTrruoosu4tlnn0257/Lly1m+fHnSdQ6Hg7vvvpu77757QM5TCCGEEEIIIYQQI8eImqIihBBCCCGEEEII0R8S4BBCCCGEEEIIIcSoJwEOIYQQQgghhBBCjHoS4BBCCCGEEEIIIcSoJwEOIYQQQgghhBBCjHoS4BBCCCGEEEIIIcSoJwEOIYQQQgghhBBCjHrmcJ/ASBMKhQCora0d5jMRQgghRobIPTFyjxSDR8YhQgghRHfpjkUkwJHA4/EAsHLlymE+EyGEEGJk8Xg8TJ48ebhPY0yTcYgQQgiRWm9jEU0ppYbwfEa8zs5O9u3bx8SJEzEMY7hPRwghhBh2oVAIj8fDjBkzcLvdw306Y5qMQ4QQQoju0h2LSIBDCCGEEEIIIYQQo54UGRVCCCGEEEIIIcSoJwEOIYQQQgghhBBCjHoS4BgDDh48yA033MDFF1/M3Llz+cpXvsLx48eH+7TS9t5777FkyRIWLlwYt/zNN99k+fLlVFdXc/nll7Nt27ZhOsO+SXU9b731FitWrKC6uppLL72Uhx56iGAwOExnmb5U1xNhWRZXX301X/jCF4b4zPon1fW0t7dz9913M2vWLC666CJuv/122trahuks05PqWrZv386VV17JhRdeyKc+9Sk2bNiA3+8fprNMX01NDWvWrGHOnDnMmTOHr371q9TV1QH2tV5//fXMmjWLyy67jP/4j/9gJM+w7O1abrrpJi6++GLmz5/PPffcM+J/1sTodc455zBjxgyqqqqif9avXw+M3vvsSNffcc3WrVtZvHgx1dXVLF++nN27dw/laY8pyf4Ndu3axTnnnBP3f6Gqqornn38+uo38GwyM07mfv/DCC1x11VVceOGFXHnllbz44ovDdRmjWqp/g2PHjiW9L2zZsiW676j/N1BiVAsEAmrevHlq48aNyufzqZaWFrVmzRr1+c9/frhPLS2/+tWv1Pz589XNN9+sPvWpT0WX19fXqwsvvFBt3bpVdXR0qLfffltVV1erV155ZRjPtneprqempkbNnDlT/eAHP1B+v1/9+c9/VvPmzVP/9V//NYxn27tU1xPrhz/8obrooovUddddN8Rn13c9Xc+tt96qVq1apRoaGlR9fb1avXq1+uEPfzhMZ9q7VNdy8OBBNW3aNPXSSy+pYDCojhw5oj796U+rTZs2DePZpmfJkiXq9ttvV62traqhoUFdf/316stf/rLq6OhQl1xyiXrkkUdUW1ubev/999Ull1yifvzjHw/3KaeU6lra2trUvHnz1Le+9S3V2dmpjh49qpYsWaLuvffe4T5lMUZNnTpVvfHGG92Wj9b77EjX33HN7373O1VdXa3eeust1dnZqbZt26aqq6uVx+MZrksZtVL9G7zxxhtq6tSpKfeTf4OB09/7+cGDB9WMGTPUSy+9pDo7O9VvfvMbVVVVpd57771hvqLRJ9W/wdGjR9XUqVPV0aNHk+43Fv4NJINjlDtx4gQej4elS5fidDrJycnh7//+7zl48OBwn1pavF4vzzzzDHPnzo1b/txzz1FeXs61116L2+2murqaq666iqeffnqYzjQ9qa6noaGBq6++muuvvx6Hw8E555zDwoULeeutt4bpTNOT6noi6uvr2bx586jJ3kh1PTU1NezYsYN7772XoqIiJk6cOOKvK9W17N+/n7y8PP72/2fvzsNrOtf/j38ikyKJJFQi0kOLEEFCNCpqbItDtSjNaQydVDiEqmi13zZKUTWV0qCtUsdcNDG21OlAVaXlJKYaU6KJE5GpVHaG9fvDL/vYEsSUna3v13W5Is+z1tr3s9aVvda+9zM88ojs7e3l6+ur0NBQHTp0yEqRlk52drYCAgIUFRWlKlWqyNPTU3369NHu3bv1zTff6M8//9SwYcNUuXJl1atXT/369Su37wfXasu5c+f08MMPa8SIEXJ2dlatWrX0+OOPl/v3Atx9bPU+W97d7HPNsmXL1KNHDwUHB8vZ2VlhYWHy9va26F2A0rnes8vVcA1uj1u5n69cuVKhoaF65JFH5OzsrI4dO+qhhx7SqlWrrNwq23Kta3A9d8M1IMFh43x8fNSgQQMtX75cf/zxh/744w9t3LjxqsMJypunnnpKNWvWLFa+f/9+NWrUyKLM399fiYmJZRXaTblae5o0aaI333zToiw1NVU1atQoq9BuytXaU2TixIl65pln5OvrW4ZR3byrtefnn39WjRo1tHnzZrVt21ahoaEaP368cnNzrRBl6VytLS1bttSff/6pjRs3ymQy6dSpU9qxY0e5f09wdXXVpEmTLP4mUlJSVKNGDe3fv1/169eXg4ODuc7f31+HDx8ul9foWm3x9fXVpEmT5OTkVKwOuFMWLVqkjh07qnnz5ho9erSys7Nt9j5b3t3sc83+/fvl7+9/1XqU3vWeXUaNGqVWrVopNDRUMTExKiwslMQ1uF1u5X7O+9Ltca1rUGTKlClq06aNHnzwQU2cONE8lPluuAYkOGxchQoVNHv2bG3btk3NmzdX8+bN9fvvv5vH19qqzMxMubq6WpRVrVpVGRkZVoro9lq/fr12796t5557ztqh3LTvv/9eBw8e1EsvvWTtUG5Zamqqzp49q+PHj2vDhg365JNP9PXXX+vDDz+0dmg3zMfHRzNmzNDrr7+uJk2a6JFHHlGLFi3Up08fa4d2Q44fP66YmBgNGTLkqu8HhYWFysrKslKEpXd5W660e/durV69WhEREVaIDH8FTZs2VXBwsDZs2KA1a9bo119/1VtvvXXX32fLm+ud75Lq3dzclJmZWWYx3u2qVKmioKAgdevWTd9++62mTZumTz75xNx7gGtwZ9zI/fxq14D3pVtz+TVwcnJSYGCg2rVrp61bt2rhwoXasmWLZs6cKenqfwe2dA1IcNg4k8mkiIgIderUSfHx8fruu+9077336pVXXrF2aLfMKMcTCN6K1atX66233tKsWbNUu3Zta4dzU3JzczV+/HiNHTvW4ptoW5aXl6dXX31VVapUUYMGDdS/f39t3LjR2mHdsGPHjmnUqFGaNGmS9u7dq9jYWO3evVsfffSRtUMrtcTERPXt21fPPfecHn/8cUm2+35QUluKfPvtt4qIiFB0dLSCg4OtFCHuditXrtTzzz+vihUr6m9/+5tGjhypzZs3yzAMm/27slWcb+tq1KiRli9frnbt2snR0VEtW7bU008/rdjYWGuHdte6mfs5fye315XX4N5779WKFSvM0xv4+/tr4MCBFn8Htn4NSHDYuJ07d+q3337Tyy+/LBcXF9WoUUORkZH67rvvlJ6ebu3wbpq7u3uxjHlGRoY8PT2tFNHt8eGHH2rq1Kn6+OOP9fDDD1s7nJsWExOjJk2a3PD41vKqWrVqcnJyUqVKlcxlPj4++u9//2vFqG7O6tWr5e/vry5duqhixYpq0KCBnnnmGa1du9baoZXK999/r2effVZDhw7V0KFDJUkeHh7F3g8yMzNlb2+vqlWrWiPMUimpLUXWrFmjkSNHavLkyerVq5eVIsRfUa1atWQYRol/V3fDfba8ut5zjbu7e7FvSDMzM+Xh4VFmMf4VXX6v5xrcXjdzPy/p7yQzM5P3pZt0reeQy/n4+Cg9PV0FBQV3xTUgwWHjCgoKimXZbGHp0etp3Lix9u3bZ1GWmJiopk2bWimiW7d48WItX75cy5YtU7Nmzawdzi2Ji4vTv//9b4WEhCgkJETjx4/XL7/8opCQEKWkpFg7vBtWt25dXbx4UcePHzeXJScnX3MMb3lVWFhoHk9cpKCgwErR3Jj//Oc/evnllzV58mQ988wz5vKAgAD9+uuvFkvdJiQkqGHDhuW2B9HV2iJJW7du1bvvvqtPPvlEjzzyiJUixF/BgQMH9O6771qUHTt2TI6OjmrYsOFdd58tz673XBMQEFCsPiEhQYGBgWUW491u06ZNWrp0qUXZ8ePHVatWLUlcg9vpZu/nJV0D3pduztWuwc6dOxUTE2Ox7fHjx+Xt7S17e/u74hqQ4LBxQUFBqlKlit5//31duHBBGRkZmjt3roKCgmwq03al7t27Ky0tTUuWLFFubq527dqldevWletVLa7l1KlTmj59umJiYmx2WMrlVqxYoQ0bNig2NlaxsbEaPny4AgICFBsbq3vvvdfa4d2wJk2aKCgoSBMmTFBmZqaOHTumxYsX66mnnrJ2aDesffv2+uWXX/TVV18pLy9Px48f14oVK/Too49aO7Rrys/P1+uvv65hw4YV+9Dftm1bVa1aVR988IEuXLigQ4cOafHixeX2/eBabcnJydGbb76piRMn8tCMO87T01MrVqzQ/PnzZTKZdOLECc2cOVN9+vRRz54976r7bHl3veea8PBwxcXFKT4+Xrm5uVq4cKGysrLUrVs3K0d+93B0dNTkyZO1fft25eXlaceOHVq9erXCw8MlcQ1ul1u5n4eFhWnXrl3asmWLTCaTNm3apPj4eIWFhVmjKTbrWtfAxcVFc+bMUWxsrPLy8pSYmKhPPvnE/HdwN1wDO8PWB9lA+/bt0+TJk3Xo0CE5OjqqRYsWGjNmjLy8vKwd2nV16tRJv//+uwoLC5Wfn2/+Nnbz5s1KTU3VhAkTdOTIEdWoUUNDhw7Vk08+aeWIr+1q7Rk0aJBmz54tR0dHi+1r1qypL7/80hqhlsq1ro+Pj495uzVr1mjt2rVavHixtUItlWu1x8HBQdHR0dq1a5ecnJz0zDPPaOjQobK3t7dy1CW7Vlv27Nmj+fPn69SpU3J3d1eXLl0UGRkpZ2dnK0d9dfHx8QoPDy+xR8bmzZt18eJFRUdHKyEhQW5ubhowYIBefPFFK0R6fddqy7hx4/Taa6+VWGdLM5TDduzevVvTpk3Tr7/+KicnJ/Xo0UMvv/yynJ2d9fPPP9vcfba8u5XnmpUrV2ru3LlKS0tTgwYN9Oabb6pJkybWaorNutY12L59uxYsWKCUlBRVq1ZNgwcPVu/evc37cg1u3a3ez7du3app06bp1KlTql27tkaPHq02bdqUZRNs3vWuwYEDBzR79mwlJSXJxcVF/fr108CBA1WhwqW+D7Z+DUhwAAAAAAAAm8cQFQAAAAAAYPNIcAAAAAAAAJtHggMAAAAAANg8EhwAAAAAAMDmkeAAAAAAAAA2jwQHAAAAAACweSQ4ANgkPz8/TZ482dphAACAG9ShQweNGjXK2mEAuAs5WDsAALgZ27dv1z333GPtMG7KW2+9pcqVK+vVV1+1digAAADAXYMeHABsUvXq1VWlShVrh3FT9uzZY+0QAAAAgLsOCQ6gnDIMQwsXLlSnTp3UuHFjderUSR9//LEMw5B06UPygAEDFBQUpMaNG+uJJ57QF198Yd4/OTlZfn5+io2N1ZgxYxQcHKwHH3xQkydPVm5urt5++22FhIQoJCRE//d//6e8vDyL/VatWmXepmnTpho4cKB+//138/H79eunQYMG6YMPPlBQUJA++eQTSdL58+f1zjvvmOPu0KGD5syZo4KCAvO+p0+f1ogRIxQaGqrGjRvrkUce0QcffGDexjAMzZ07V506dVKTJk3UsmVLDR06VKdOnTIf48ohKmfOnNGoUaPUsmVLBQQEqGPHjpoxY4ZMJpN5mw4dOmjcuHFavny5HnvsMTVt2lSPP/64tm/ffkPXpugcrVixQv/4xz8UEBCg9PR0SVJcXJx69uypxo0bq3nz5goLC9OPP/5oEffhw4e1YMEC+fn5KTk5WZKUmJiogQMHKjQ0VIGBgcX2AwDgbrNhwwZ16tRJAQEB6tSpk8X9uLTPOVfei00mk95991116NBBjRs3VmhoqF599VVlZGSY9y3Ns0q/fv00YMAAffnll+rcubM5xo0bN1q04dixYxo8eLBatGihgIAAde7cWQsWLJBhGLpw4YICAgK0aNEi8/Ymk0lNmzZV586dLY5TFLN06Tlo8eLFevLJJxUUFKSWLVtqzJgxOnfunHn7ouevbdu2qXXr1ho0aNAtXg3g7kCCAyinPvroI82YMUODBg3Shg0bNHjwYL3//vv66KOPdPToUQ0YMECVKlXS4sWL9cUXX5hv4OvWrbM4zrx589S0aVOtWbNGvXv31oIFC/Tss8+qZs2aWrlypQYPHqxVq1Zp06ZNFvvFxMTI29tbK1as0OzZs3XgwAFFRkZabHPs2DEdPXpUn3/+ufr06SNJioyMVFxcnIYOHaoNGzZo6NCh+vjjjzVt2jTzflFRUTp37pw++ugjffnll3rllVe0aNEic5Lk888/17x58xQVFaXNmzdr/vz5ys7OvurNOzc3V/3799f+/fs1bdo0bdy4UREREfrss880fvx4i2137NihH3/8UbNmzdKKFSvk6OioV155RX/++ecNX6MFCxaoR48e+uqrr1S1alXt3r1bUVFRatOmjTZu3KhVq1apTp06Gjx4sFJTUyXJ/PD2j3/8Q9u3b5e3t7d+++039e/fX3/++afmzp2rlStXqk6dOnrxxRd14MCBG44LAIDybv/+/dq2bZtmzpypZcuWqXLlyho5cqQuXrx4Q885V96LP/zwQ23YsEETJkzQV199pZkzZ+rAgQOKiooy71OaZxXp0nPOypUrNWXKFK1evVr169fXqFGjdOjQIUlSenq6wsPDlZGRoblz52r9+vXq3bu3pk6dqnnz5qlSpUpq1qyZ4uPjzcfcu3ev3NzcdOrUKaWlpZnLd+3apdatW0u69Aw4YcIEPfLII/riiy80bdo0/fLLL4qIiDB/0SVJBQUF+uyzz/Thhx9q4sSJt+/iALbMAFDu5ObmGg8++KDx9ttvW5TPnz/fmDFjhvHmm28aLVq0MC5evGhR36dPH6N3796GYRjGqVOnjPr16xvDhw831587d86oX7++MWDAAHNZYWGhERQUZEycONFiv2effdbi2J9++qlRv3594/jx44ZhGEbfvn2Nhg0bGunp6eZtEhISjPr16xvLly+32HfGjBlGQECAkZOTYxiGYTRp0sSYN2+exTZHjhwxkpOTDcMwjOjoaKNLly4W9enp6UZiYqJRUFBgGIZh1K9f33j33XcNwzCMdevWGfXr1zf27t1rsc/UqVONRo0amV+3ffv2xkMPPWRx3latWmXUr1/fOHjwoFFaRedo8ODBFuXnz583Dh8+bOTl5ZnLjh49atSvX99Yt26duezy2A3DMN5++20jMDDQyMzMNJfl5eUZHTp0MEaOHFnquAAAsAXt27c3QkNDjdzcXHNZ0f34wIEDN/Scc+W9+MUXXzReeOEFi7KUlBTj0KFDhmGU/lmlb9++hp+fn/H777+bt0lPTzcaNmxoTJs2zTAMw5g7d67RoEED48yZMxbHevnll41WrVoZhmEY8+bNM1q2bGmumzlzpvHyyy8b3bt3N9avX28YhmFkZGQYDRo0MLZs2WLk5eUZwcHBxe7/P/zwg1G/fn3j+++/NwzDMGbNmmXUr1/f2LJlS8knGfiLogcHUA6dOnVKmZmZatKkiUX5wIEDNWLECCUmJsrf31/Ozs4W9U2aNCn2jb+/v7/5/1WrVpUkNWzY0FxmZ2cnNzc3ZWdnW+zXvHlzi98DAgLMsRXx8fGRh4eH+fe9e/dKkvkbiCItW7aUyWTSkSNHJEkdO3bUnDlzNGHCBH3//fe6ePGi6tatKx8fH0lS+/btlZSUpOeee05r165VSkqKPDw8FBAQoAoVu4C1qwAAIABJREFUir9tJSYmytHRUY0bN7Yob9q0qfLy8nT48GFzWcOGDS3OW1H8V7a/NIrOSZFKlSpp79696tu3r1q1aqWgoCD16tVLkpSZmXnV4+zdu1cBAQFyc3Mzlzk4OCg4OFj79u274bgAACjvGjZsKCcnJ/PvRffjnJycG3rOufJe3LFjR33//feKjIzUxo0blZ6eLi8vL/n5+Ukq/bOKdOk5x9vb2yJGHx8f87NQYmKiatWqpXvvvbdYnGfPntWZM2fUunVrnTt3TseOHZMk/fjjj2revLlatGihXbt2SZJ2794te3t7tWzZUseOHVN2dnax+Jo3by5HR0ft37//mu0H/upYRQUoh4o+bF9tEs0//vjDnAy4XOXKlZWXl2cx70SlSpXM/7ezsytWVlRuXNblUZJcXV2LHfvy2CTJxcXFYpucnBxJUrdu3SzKi4595swZSdLkyZO1fPlyrVu3Tv/617/k5OSkrl27asyYMXJxcVHbtm312Wef6bPPPtOECROUk5Ojpk2b6tVXXy2WeCk6H5UqVSqW/CiK+fz588XKrjwnV7a/NK48RwsXLtSkSZP0j3/8Q6+//rrc3Nx05swZ9evX75rHycnJ0aFDhxQUFGRRnpeXJ0dHxxuOCwCA8u7KldAuvx/fyHPOlffisLAw1ahRQ0uXLtWYMWNkMpnUsmVLvfHGG6pbt26pn1VKOrZ06Rmq6Fnojz/+KPFZ7fLnj4YNG8rT01O7d+9WzZo1lZCQoHHjxsnT01Pvv/++pEtJj6CgIFWpUsUcX3R0tMaNG2dx3Pz8fIv4pOLPYsBfHQkOoBzy9PSUJGVlZZVY7+LiYr4BXu6PP/6Qs7OzxTciN+vypMDlvxf1AilJUQ+EBQsWWPTsKFLULkdHR/Xr10/9+vVTZmamtmzZoilTpig/P1/vvfeeJCk4OFjBwcHKz8/Xzz//rNmzZ2vgwIH65ptvij1wuLq66sKFCyooKJC9vb25vOgclfSAcifExcWpSZMmGjt2rLns8gnBrsbV1VXVq1fXpEmT7mB0AADYhlt9zmnfvr3at28vk8mkH374QdOmTdNLL72kr7/+utTPKlLxZ6Gisrp160q6dP8umiz8yjiL6u3s7BQaGqrdu3fLx8dHbm5uqlu3rtzd3ZWUlKS0tDTt2rVL3bt3l/S/Z6mRI0eqffv2xY5tqyvIAWWFISpAOeTt7S0XFxft3r3bonzu3LkaMWKEmjZtqv379xebGPPnn38uNqzlZv30008WvyckJMjOzk7333//VfcJDAyUJKWlpelvf/ub+Z+7u7ucnJxUpUoVZWZmKjY21jxTedWqVdW7d291795dBw8elCR9//33Onr0qKRLQzVCQkI0ZswYnT9/3mKITJEmTZooLy/P3O20yM8//6yKFSuqXr16N38ibkBeXl6xBFDRjO9X9hC5/PegoCAlJSXJy8vL4rzZ2dkV6/YKAMDd7mafcwoLC/XVV18pJSVFkuTk5KR27dopMjJSp0+fVlZWVqmeVYqcOnXKYgW5c+fO6fTp0+ZnoSZNmuj06dPm17s8zpo1a6patWqSpNDQUP3888/auXOnWrRoIelSIqV27dravHmzjhw5oocffliSVKdOHbm5uSk5Odkivvvuu08mk6nEpAyA/yHBAZRDjo6OevbZZ7Vu3TqtWLFCp0+f1saNGxUTE6OGDRuqX79+ysvL08svv6xDhw7p6NGjGjdunA4ePKiBAwfelhiOHTummJgYnThxQt99950+/vhjhYSEqGbNmlfdp1GjRmrTpo0mTJigLVu2KDk5WfHx8YqIiNBzzz2nvLw8GYahsWPH6v/+7/906NAhpaSk6IcfftC2bdv04IMPSpLWrFmjf/7zn9q+fbt+//13HT58WJ9++qk8PT31wAMPFHvdjh076oEHHtAbb7yhH3/8USdPntSSJUu0dOlS9e/fv9iQnDslMDBQP/30k7Zv367ffvtNU6dONfcqSUhIMC8l6+rqqoSEBB06dEjZ2dnmFVReeeUVJSQk6NSpU1q7dq169OhhXlkGAIC/ipt9zqlQoYI+/vhjjRgxQvHx8UpJSdH+/fu1fPly1a9fX1WrVi3Vs0qRqlWr6o033lBiYqJ+/fVXvfnmm6pQoYK5t0XPnj3l7u6ul19+Wf/5z3904sQJzZkzR1u3brVY+a1169ZKTU3V5s2bFRISYi5v0aKFFi5cqOrVq6tBgwaSLn2xM3DgQK1YsUKLFi1SUlKSfv31V7311lvq1auXkpKSbvPZBu4uDFEByql//vOfqlixoj766CO98847qlmzpoYOHaoXXnhBFSpU0KJFizR9+nSFhYWpsLBQfn5++vDDD9W2bdvb8voDBgzQ6dOnFRYWposXL+rBBx8stuRqSWbNmqX3339f77zzjs6ePSsXFxe1a9dOM2bMkKOjo9zd3fXpp59q5syZ6tevny5evCgvLy/9/e9/17BhwyRJ48eP19SpU/XGG28oPT1drq6uatq0qRYsWKCKFSsWe00nJyd9+umneu+99zR8+HCdP39eNWvWVGRkpF544YXbcj5KY8SIEUpLS1NkZKScnZ3VvXt3RUdHq1KlSlq2bJkKCws1bdo0DRkyRLNmzVJ4eLg+/vhjBQUFaenSpZo+fbqeffZZmUwm+fr6atiwYRowYECZxQ8AQHlw//333/Rzzpw5czR58mQNHz5cWVlZcnd3V0hIiMV8Ftd7Vini7e2tPn36aPTo0Tp16pR8fHw0ffp0+fr6Sro06ejixYs1ZcoUPf/888rNzVWdOnX0zjvv6KmnnjIfp1q1amrQoIEOHjxo/jJHupTgWLlypXr06GGeg0S6NKl85cqVtWTJEk2ZMkWOjo5q1qyZPvvsM9WpU+eWzy9wN7MzbmZmPQB3reTkZHXs2FFvvvmm+vbta+1wAAAAyly/fv10/vx5rVmzxtqhALgBDFEBAAAAAAA2jyEqAPD/de3a1WIysZLUrFlTGzZsKKOIAAAAAJQWQ1QA4P87ffq08vPzr7mNg4ODfHx8yigiAAAAAKVFggMAAAAAANg85uAAAAAAAAA2jwQHAAAAAACweSQ4AAAAAACAzSPBAQAAAAAAbB4JDgAAAAAAYPNIcAAAAAAAAJtHggMAAAAAANg8EhwAAAAAAMDmkeAAAAAAAAA2jwQHAAAAAACweSQ4AAAAAACAzSPBAdiADz74QH5+ftq1a5e1Q7nrrVmzRn5+flqzZo21QwEAAABwAxysHQBwN1qzZo3GjBlTrLxChQpyc3NT48aN1bdvX7Vt27ZUx+vSpYvq1aunevXq3e5QAQAAAOCuQIIDuIO6du2qxx57zPz7xYsXdfLkSa1cuVIvvfSSoqKi9OKLL173OHXr1lXdunXvZKgAAAAAYNNIcAB3UN26ddW5c+di5X379lX37t01c+ZM9ezZUx4eHlaIDgAAAADuHszBAViBh4eH2rdvL5PJpL1790qSdu3aJT8/P3344Yf6+OOP1apVK0VGRkq6+hwcO3fu1PPPP68WLVqoSZMmCgsL07ffflvs9X799VcNHz5cDz30kAICAtSmTRuNGTNGycnJ14zz5MmT8vPz04ABA0qsX7Jkifz8/LRw4UJJ0tmzZzVp0iR16tRJTZs21YMPPqinn35aa9euve45SU5Olp+fnyIjI7V//371799fQUFBCgoK0gsvvKCjR4/eUrsSEhIUGRmpli1bKiAgQO3bt9fw4cN1/Pjx68YmSatWrZKfn59eeeUVGYZRqn0u5+fnp2effVbff/+9OnXqpNDQUEn/u+6TJ0/Wjh071KdPHwUGBqpFixYaPny4zpw5U+w4/fr1U1JSkp5//nkFBQUpJCREY8eOlclk0smTJzV48GAFBwcrJCREERERxY4BAAAA3I3owQFYibOzsySpoKDAojwhIUEnT57UK6+8opo1a151/82bN2vEiBEKDAzU6NGjVVhYqBUrVuill17StGnT1K1bN0nSf/7zH/Xv31/Vq1fXc889p3vvvVdHjx7VsmXL9M033+jzzz+Xj49Pia9x3333qUmTJtq9e7fOnTtXrKfJxo0bZW9vr65du6qgoEDPPvusfvvtNw0YMED16tXTxYsXtWnTJr322mvKyclR//79r3teUlJSNGTIEHXv3l29evXSsWPHtGDBAg0YMEDr16+Xu7v7Dbfr4MGD6tevn9zd3TVo0CBVq1ZNv/32mxYtWqQdO3Zo3bp18vb2vmpM3333ncaOHavWrVvr3XfflZ2d3XXbUZKLFy8qOjraHPflDhw4oPXr1yssLEx9+/bVnj17tGzZMh05ckSxsbFydHQ0b/vnn38qIiJCjz32mLp27aq1a9dq2bJluueee/Tll1+qU6dOeuyxx7Rz507FxsbKMAzNmzfvpmIGAAAAbAUJDsAKCgoKtGvXLlWoUEGNGze2qPv++++1efNm+fr6XnX//Px8jRs3Tr6+vlq0aJE5WdK1a1d17NhRU6ZMUdeuXWVnZ6exY8fK3d1dK1eutEhQPPzww+rfv79mz56tSZMmXfW1unXrpoSEBG3dulV9+vQxl585c0a//PKLWrVqperVq+vAgQM6cuSIwsPDNWrUKPN2ffr00ahRo5Samlqqc5OQkKDp06era9eu5rJ77rlH77//vlatWqWXXnpJkm6oXYcPH1aTJk00bNgwPfjgg+Zt3d3dNW7cOK1du1ZDhgwpMZ6DBw9q+PDh8vf31wcffGCRaLhRe/fu1aRJk9SjR49idT/++KNWrFihwMBASVL37t2Vl5enVatWacuWLfr73/9u3jYxMVETJkzQU089JUlq06aN2rRpowULFig6OlrPPPOMJKlHjx5KSEjQ9u3bZTKZ5OTkdNOxAwAAAOUdQ1SAOyg3N1fZ2dnmf2fPntUvv/yiyMhIHT58WE8//bS8vLws9mnYsOE1kxvSpQ/D6enp6ty5szm5IUlVqlTRwoULFRMTo8LCQiUlJenAgQNq06aNHBwcLGJp2LChvLy89OOPP17ztf7+97/L3t5eX375pUX55s2bVVhYqO7du0uS7O3tJV3qifDnn3+at7Ozs9O0adM0evTo65+w/9+GTp06WZQVTdQaHx8vSTfcrieeeEKLFy82Jzf++OMPZWdnm3t4nD59usRYUlJS9NJLL8nLy0vz589XpUqVStWGq7Gzs9Ojjz5aYl3dunXNyY0r2717926LckdHRz3xxBPm36tXry5PT0/Z2dmpZ8+eFts2bNhQ+fn5ysjIuKXYAQAAgPKOHhzAHTR37lzNnTu3WHmVKlX0z3/+s8ReA7Vq1brucY8cOSJJJSZCGjZsaP5/0bwVK1as0IoVK0o8loODgwoKCswJiitVr15dISEh2rVrl7KysuTm5iZJ2rRpkypVqmT+wO7n56fHHntMX331ldq3b68OHTrooYceUmho6A1NolqnTh05OFi+NdWoUUOS9Pvvv99UuwzD0NKlS7Vy5UqdOHFCubm5FtteOUxIknJycjRw4ECdP39eK1asMA+NuRXu7u6qUqVKiXUlrZJz7733Svpfu4tUq1atWE8SJycnVatWTRUrVrQoL0qA5eXl3XTcAAAAgC0gwQHcQb169bL4pr1ChQpydXXVAw88UOxDfJHKlStf97gXL16UpOsOlzh//rykS8MdioYz3IzHH39cP/zwg7Zu3apevXopJSVFe/fu1eOPP27Rq2H69Olau3atPv/8c61Zs0arV6+Wg4ODunTporfeekuurq7Xfa2SekkUnROTyXRT7Zo5c6ZiYmJ0//3369VXX9V9990nJycnHT58WO+8885V9yl6nV9++eWa86GU1rWubUntLkqGFLW7yNWuO0NQAAAA8FdGggO4g2rVqqWQkJDbflxPT09JUnZ29jW3K/pAXbFixVuK47HHHtPYsWP11VdfqVevXtq8ebMMwzAPTyni6OioPn36qE+fPjp37py2b9+uFStWaN26dTp79qx5tZVrubJ3hXRpSIkkcy+KG2lXfn6+PvvsM7m4uOhf//qX+dxJshhKcyU3NzfFxMRo9OjRio6OVtOmTa87dOhWlKbdAAAAAK6OOTgAG1Q0d0RJS6fu3r1ba9as0fnz51W/fn1Jl3oglOTcuXOler0qVaqoXbt22rFjhy5cuKBNmzapevXqatWq1VX38fDwUPfu3bV48WI1atRIO3fuVE5OznVf67fffiu2DGvRsq9FQzZupF0ZGRnmc3F5ckMqPrfF5YYNG6aQkBC99957unDhgl555RXl5+dfN/6blZSUVKzsynYDAAAAuDoSHIANCg4OVtWqVfXVV18pKyvLXH7x4kW9+uqrmjZtmu655x7dd999atSokY4eParvvvvO4hiHDh3Sww8/rGnTppXqNbt166a8vDzFxcUpISFBXbt2tZi3Y+XKlWrTpo2OHTtmsV+FChVUuXJl2dvbq0KF67/lZGRkaOvWrRZlRROcNm/eXJJuqF1Vq1aVvb29UlNTVVhYaLHd+vXrJf1vyE9JQkJC9OKLL+o///mPZs6ced34b9aBAwe0f/9+i7KidgcHB9+x1wUAAADuFgxRAWyQs7OzxowZo1dffVV9+/ZVeHi4KlSooM8//1ynT5/W9OnTzcmE6OhoDRgwQMOHD9ezzz6rOnXq6Pjx41q6dKmqVKlSbNWNq2nXrp1cXFw0a9asEoenBAcH6/z58+rfv7/CwsL0t7/9TSaTSdu3b9dPP/2k3r17l2p+kYYNG2rSpEnau3ev6tWrpyNHjmjRokXy8vJSr169zNuVtl2Ojo569NFHtXnzZo0aNUpt27ZVUlKSli1bpqlTp2rQoEHauXOn1qxZo/bt25cYU2RkpHbu3KmPP/5YrVq10kMPPVSqc3YjmjVrpiFDhqh3797y9fXVzz//rLi4OPn7+181LgAAAAD/Q4IDsFFPPvmk3N3d9dFHH2ny5MkqKChQgwYNtGDBAoWGhpq3a9q0qVauXKk5c+Zo+fLlysrKkru7u9q0aaMhQ4aoTp06pXo9JycnPfbYY1q9erUeeOABNWrUyKL+/vvv18qVKzVv3jx9/vnnOnfunCpXrqz77rtPb7zxhsLDw0v1OlWrVtXkyZP13nvvaenSpZKk1q1b6/XXX5eLi8tNtWvs2LFycnLS9u3b9d133ykgIEAffvihOanwySefaMqUKcWWaS3i6OioadOm6cknn1RUVJTi4uJuaGWY0qhTp45GjBihGTNm6ODBg3J0dNTjjz+uMWPGXHWFGwAAAAD/Y2dcOdgdAKwgOTlZHTt21EMPPVSqyUjvFrt27VL//v311FNPacKECdYOBwAAALBZzMEBAAAAAABsHkNUAOAGZWVlqaCgoFTb2tvby83N7Q5HBAAAAIAEBwDcoB49euj06dOl2tbHx0fbtm27wxEBAAAAYA6OK1y8eFH79u1T9erVmdgPQIkOHDggk8lUqm2dnJzk7+9/hyMC7qyCggKlpaUpICBAFStWtHY4AAAAJaIHxxX27dtX6tUeAAD4K1myZImCg4OtHQYAAECJSHBcoXr16pIuPcR5eXlZORoAAKwvNTVV4eHh5nskAABAeUSC4wpFw1K8vLxUq1YtK0cDAED5wdBNAABQnrFMLAAAAAAAsHkkOAAAAAAAgM0jwQEAAAAAAGweCQ4AAAAAAGDzSHAAAAAAAACbR4IDAAAAAADYPBIcAAAAAADA5pHgAAAAAAAANo8EBwAAAAAAsHkkOAAAAAAAgM1zsHYAKF82JeVoSny6TmTnqY6ro6KCPdWltou1wwIAAAAA4JrowQGzTUk5GrotVSnn8+XhXEEp5/M1dFuqNiXlWDs0AAAAAACuyaoJjokTJ8rPz0+StGvXLvn5+alx48YW/9avX2/efsmSJerSpYuaNWumPn36KD4+3lxnMpn09ttvq127dgoJCVFERIRSU1PN9SkpKYqIiFBISIjatm2rcePGyWQylV1jbcCU+HQ52dupsmMF2dld+ulkb6cp8enWDg0AAAAAgGuyWoLj4MGDio2NLVaemJho8a9bt26SpG+++UbTp0/X+PHjtXPnTvXs2VODBg3S2bNnJUkzZszQnj17tHjxYm3dulXu7u6KjIw0H3fo0KFyd3fXli1btHTpUu3Zs0ezZs0qm8baiBPZearkYGdRVsnBTknZeVaKCAAAAACA0rFKgqOwsFDR0dF67rnnSr3PsmXL1KNHDwUHB8vZ2VlhYWHy9vbW+vXrlZ+fr1WrVmnIkCHy9fWVi4uLoqKilJCQoIMHDyoxMVEHDhxQVFSUXF1d5ePjo0GDBmnlypUqLCy8gy21LXVcHXUh37Aou5BvqLaro5UiAgAAAACgdKyS4Fi+fLkqVqxo7p1xuVGjRqlVq1YKDQ1VTEyMOQGxf/9++fv7W2zr7++vxMREnTx5Ujk5ORb1Hh4e8vLyUmJiovbv3y9vb295eHiY6xs1aqSsrCydPHnyDrXS9kQFe8pUYOh8XqEM49JPU4GhqGBPa4cGAAAAAMA1lXmC4+zZs5ozZ47Gjh1rUV6lShUFBQWpW7du+vbbbzVt2jR98sknWr58uSQpMzNTrq6uFvu4ubkpMzNTmZmZ5t+vrM/IyLjqvpKUkZFxO5tn07rUdtHsDl7yruygjNxCeVd20OwOXqyiAgAAAAAo98p8mdhJkyapd+/euv/++5WcnGwub9SokTmZIUktW7bU008/rdjYWD3zzDOlOrZhGDdVh//pUtuFhAYAAAAAwOaUaQ+OnTt3KjExUYMHDy7V9j4+Pvrvf/8rSXJ3dy/W2yIzM1MeHh7moSdFPTlKqi+pTpI8PRl+AQAAAACArSvTBEdcXJzOnDmjNm3aKCQkRD179pQkhYSE6IsvvtDSpUsttj9+/Lhq1aolSQoICNC+ffss6hMSEhQYGChfX1+5ublZ1J85c0apqakKDAxUQECAzpw5o7S0NIt9PT095evre6eaCwAAAAAAykiZJjhee+01ffnll4qNjVVsbKzmz58vSYqNjVWVKlU0efJkbd++XXl5edqxY4dWr16t8PBwSVJ4eLji4uIUHx+v3NxcLVy4UFlZWerWrZvs7e0VFhammJgYJScnKzs7W++9955atmypevXqyd/fX4GBgZoyZYpycnJ06tQpxcTEKDw8XHZ2dtcKGQAAAAAA2IAynYPDzc3NYiLQ/Px8SZKXl5e8vLz0+uuva/z48UpJSVG1atX0+uuvq3PnzpKk1q1ba8yYMRo9erTS0tLUoEEDzZ8/33y8YcOG6cKFC+rVq5dMJpNCQ0M1Y8YM82vNnDlT0dHRevjhh1WxYkX16NFDERERZdh6AAAAAABwp9gZzL5pITk5WR07dtTXX39tHh4DAMBfGfdGAABgC8p8mVgAAAAAAIDbjQQHAAAAAACweSQ4AAAAAACAzSPBAQAAAAAAbB4JDgAAAAAAYPNIcAAAAAAAAJtHggMAAAAAANg8EhwAAAAAAMDmkeAAAAAAAAA2jwQHAAAAAACweSQ4AAAAAACAzSPBAQAAAAAAbB4JDgAAAAAAYPNIcAAAAAAAAJtHggMAAAAAANg8EhwAAAAAAMDmkeAAAAAAAAA2jwQHAAAAAACweSQ4AAAAAACAzXOwdgAAUBqbknI0JT5dJ7LzVMfVUVHBnupS28XaYQEAAAAoJ+jBAaDc25SUo6HbUpVyPl8ezhWUcj5fQ7elalNSjrVDAwAAAFBOkOAAUO5NiU+Xk72dKjtWkJ3dpZ9O9naaEp9u7dAAAAAAlBMMUYEFhgGgPDqRnScPZ8t8bCUHOyVl51kpIgAAAADlDT04YMYwAJRXdVwddSHfsCi7kG+otqujlSICAAAAUN6Q4IAZwwBQXkUFe8pUYOh8XqEM49JPU4GhqGBPa4cGAAAAoJwgwQGzE9l5quRgZ1HGMACUB11qu2h2By95V3ZQRm6hvCs7aHYHL4ZPAQAAADBjDg6Y1XF1VMr5fFV2/F+Sg2EAKC+61HYhoQEAAADgqujBATOGAQAAAAAAbBUJDpgxDAAAAAAAYKusmuCYOHGi/Pz8zL//9NNP6tOnj5o1a6bOnTtr2bJlFtsvWbJEXbp0UbNmzdSnTx/Fx8eb60wmk95++221a9dOISEhioiIUGpqqrk+JSVFERERCgkJUdu2bTVu3DiZTKY730gb06W2i7Y9VVvHn6+nbU/VJrkBAAAAALAJVktwHDx4ULGxsebf09LSFBERoSeffFI//PCDJk6cqKlTp+q7776TJH3zzTeaPn26xo8fr507d6pnz54aNGiQzp49K0maMWOG9uzZo8WLF2vr1q1yd3dXZGSk+fhDhw6Vu7u7tmzZoqVLl2rPnj2aNWtW2TYaAAAAAADcEVZJcBQWFio6OlrPPfecuSwuLk4+Pj565plnVLFiRTVr1kxPPPGEli9fLklatmyZevTooeDgYDk7OyssLEze3t5av3698vPztWrVKg0ZMkS+vr5ycXFRVFSUEhISdPDgQSUmJurAgQOKioqSq6urfHx8NGjQIK1cuVKFhYXWOAUAAAAAAOA2skqCY/ny5apYsaK6detmLtu/f78aNWpksZ2/v78SExPN9f7+/iXWnzx5Ujk5ORb1Hh4e8vLyUmJiovbv3y9vb295eHiY6xs1aqSsrCydPHnyTjQRAAAAAACUoTJPcJw9e1Zz5szR2LFjLcozMzPl6upqUVa1alVlZGRctd7NzU2ZmZnKzMw0/35lfUZGxlX3lWQ+PgAAAAAAsF1lnuCYNGmSevfurfvvv79YnWEYt3Tsa+1/q8cGAAAAAADlV5kmOHbu3KnExEQNHjy4WJ27u7u5J0aRjIwMeXp6muuv7G2RmZkpDw8P89CTK/e/vL6kOknm4wMAAAAAANtVpgmOuLg4nTlzRm3atFFISIh69uwpSQoJCVH9+vW1b98+i+0TExPVtGlTSVJAQECx+oSEBAUGBsrX11fA5A+SAAAgAElEQVRubm4W9WfOnFFqaqoCAwMVEBCgM2fOKC0tzWJfT09P+fr63qnmAgAAAACAMlKmCY7XXntNX375pWJjYxUbG6v58+dLkmJjY9WtWzelpaVpyZIlys3N1a5du7Ru3Tr169dPkhQeHq64uDjFx8crNzdXCxcuVFZWlrp16yZ7e3uFhYUpJiZGycnJys7O1nvvvaeWLVuqXr168vf3V2BgoKZMmaKcnBydOnVKMTExCg8Pl52dXVmeAgAAAAAAcAc4lOWLubm5WUwEmp+fL0ny8vKSJM2bN08TJkzQu+++qxo1aig6OlotWrSQJLVu3VpjxozR6NGjlZaWpgYNGmj+/Pnm4w0bNkwXLlxQr169ZDKZFBoaqhkzZphfa+bMmYqOjtbDDz+sihUrqkePHoqIiCirpgMAAAAAgDvIzmD2TQvJycnq2LGjvv76a9WqVcva4QAAYHXcGwEAgC0o81VUAAAAAAAAbjcSHAAAAAAAwOaR4AAAAAAAADaPBAcAAAAAALB5JDgAAAAAAIDNI8EBAAAAAABsHgkOAAAAAABg80hwAAAAAAAAm0eCAwAAAAAA2DwSHAAAAAAAwOaR4AAAAAAAADaPBAcAAAAAALB5JDgAAAAAAIDNc7B2AACA8mlTUo6mxKfrRHae6rg6KirYU11qu1g7LAAAAKBE9OAAYBM2JeWow+dJqrPgiDp8nqRNSTnWDumutikpR0O3pSrlfL48nCso5Xy+hm5L5bwDAACg3CLBAaDc48N22ZsSny4neztVdqwgO7tLP53s7TQlPt3aoQEAAAAlIsEBoNzjw3bZO5Gdp0oOdhZllRzslJSdZ6WIAAAAgGsjwQGg3OPDdtmr4+qoC/mGRdmFfEO1XR2tFBEAAABwbSQ4AJR7fNgue1HBnjIVGDqfVyjDuPTTVGAoKtjT2qEBAAAAJSLBAaDc48N22etS20WzO3jJu7KDMnIL5V3ZQbM7eLGKCgAAAMotlokFUO5d+rB9aS6OpOw81WbJ0jLRpbYL5xgAAAA2gwQHYGWbknI0JT5dJ7LzVIcP7lfFh20AAAAA18IQFcCKWP4UAAAAAG4PEhyAFbH8KQAAAADcHiQ4ACti+VMAAAAAuD2YgwN3BVudx6KOq6NSzuersuP/khwsfwoAAAAAN44eHLB5tjyPBcufAgAAAMDtQYIDNs+W57G4tPypl7wrOygjt1DelR00u4OXTfQ+AQAAAIDypMyHqOzdu1dTp07VgQMHdM899ygkJERjxozR8ePH1b9/fzk5OVlsP2nSJHXr1k2StGTJEv3rX//SmTNnVLduXY0ePVrBwcGSJJPJpEmTJunf//63/vzzTwUFBWns2LHy8vKSJKWkpOjtt9/Wnj17VLFiRXXs2FGvvfZasdeD7TmRnScPZ8tcnS3NY8HypwAAAABw68q0B0dWVpaef/55Pfroo9q1a5fi4uKUlpam6Oho8zaJiYkW/4qSG998842mT5+u8ePHa+fOnerZs6cGDRqks2fPSpJmzJihPXv2aPHixdq6davc3d0VGRlpPu7QoUPl7u6uLVu2aOnSpdqzZ49mzZpVls3HHVLH1VH/vZCvwxkmJZ69qMMZJv33Qj7zWAAAAADAX0iZJjhMJpPeeOMNDRgwQI6OjvL09NSjjz6qQ4cOXXffZcuWqUePHgoODpazs7PCwsLk7e2t9evXKz8/X6tWrdKQIUPk6+srFxcXRUVFKSEhQQcPHlRiYqIOHDigqKgoubq6ysfHR4MGDdLKlStVWFhYBi3HndTOt5JSLxQot6BQ9nZSbkGhUi8UqJ1vJWuHBgAAAAAoI2Wa4Khevbp69eolSTIMQ8eOHdPatWvVtWtX8zajRo1Sq1atFBoaqpiYGHMCYv/+/fL397c4nr+/vxITE3Xy5Enl5ORY1Ht4eMjLy0uJiYnav3+/vL295eHhYa5v1KiRsrKydPLkyTvZZJSBb05dkFdleznbV1CBYSdn+wryqmyvb05dsHZoAAAAAIAyYpVJRg8dOqSAgAB169ZNjRs31ogRI1SlShUFBQWpW7du+vbbbzVt2jR98sknWr58uSQpMzNTrq6uFsdxc3NTZmamMjMzzb9fWZ+RkXHVfSUpIyPjTjUTZeREdp7uvcdB9d2d1Lias+q7O+neexxsZg4OAAAAAMCts0qCo0GDBtq3b5/Wr1+vEydOaOTIkWrUqJGWL1+udu3aydHRUS1bttTTTz+t2NjYUh/XMIybqoNtq+PqqAv5ltf3Qr7BHBwAAAAA8BditWVi7ezs9MADD2jkyJHavHmz0tLSim3j4+Oj//73v5Ikd3f3Yr0tMjMz5eHhYR56UtSTo6T6kuokydPT87a1CdYRFewpU4Gh83mFMoxLP00FhqKCubYAAAAA8FdRpgmOTZs2qWfPnpYBVLgUwu7du7V06VKLuuPHj6tWrVqSpICAAO3bt8+iPiEhQYGBgfL19ZWbm5tF/ZkzZ5SamqrAwEAFBATozJkzFkmUhIQEeXp6ytfX97a2EWWvS20Xze7gJe/KDsrILZR3ZQfN7uDF0qsAAAAA8BdSpgmOZs2a6bffftOcOXN08eJFpaen64MPPlCzZs3k5OSkyZMna/v27crLy9OOHTu0evVqhYeHS5LCw8MVFxen+Ph45ebmauHChcrKylK3bt1kb2+vsLAwxcTEKDk5WdnZ2XrvvffUsmVL1atXT/7+/goMDNSUKVOUk5OjU6dOKSYmRuHh4bKzsyvLU4A7jIFIAAAAAPDX5FCWL1ajRg0tWLBAkyZN0rx581SlShW1bNlSEyZMUI0aNfT6669r/PjxSklJUbVq1fT666+rc+fOkqTWrVtrzJgxGj16tNLS0tSgQQPNnz/fPFnosGHDdOHCBfXq1Usmk0mhoaGaMWOG+bVnzpyp6OhoPfzww6pYsaJ69OihiIiIsmw+7pBNSTkaui1VTvZ28nCuoJTz+Rq6LVWzO4heHMAt2JSUoynx6TqRnac6ro6KCvbkbwoAAADllp3B7JsWkpOT1bFjR3399dfm4TEo3zp8nqSU8/mq7Pi/Dknn8y4NVdn2VG3rBQbYsMsTh5Uc7HQh35CpwGD4118U90YAAGALrDbJKHC7nMjOUyUHy6FGlRzsWCYWuAVT4tPlZG+nyo4VZGd36aeTvZ2mxKdbOzQAAACgRCQ4YPNYJha4/UgcAgAAwNaQ4IDNY5lY4PYjcQgAAABbQ4IDNo9lYoHbj8QhAAAAbE2ZrqIC3CldaruQ0ABuo0uJw0tzcSRl56k2q6gAAACgnCPBAQAoEYlDAAAA2BKGqAAAAAAAAJtHggMAAAAAANg8EhwAAAAAAMDmkeAAAAAAAAA2j0lGAQAl2pSUoynx6TqRnac6rKICAACAco4eHACAYjYl5WjotlSlnM+Xh3MFpZzP19BtqdqUlGPt0AAAAIASkeDAXWFTUo46fJ6kOguOqMPnSXwIA27RlPh0OdnbqbJjBdnZXfrpZG+nKfHp1g4NAAAAKBEJDtg8vmkGbr8T2Xmq5GBnUVbJwU5J2XlWiggAAAC4NhIcsHl80wzcfnVcHXUh37Aou5BvqLaro5UiAgAAAK6NBAdsHt80A7dfVLCnTAWGzucVyjAu/TQVGIoK9rR2aAAAAECJSHDA5vFNM3D7dantotkdvORd2UEZuYXyruyg2R28WEUFAAAA5RbLxJZzLNN4fVHBnhq6LVVSoSo52OlCvsE3zcBt0KW2C+83AAAAsBn04CjHmDyzdPimGQAAAABAD45y7PLJMyWpsqOdpEJNiU/nw/sV+KYZAAAAAP7a6MFRjjF5JgAAAAAApUOCoxxj8kwAAAAAAEqHBEc5xjKNAAAAAACUDgmOcozJMwEAAAAAKB0mGS3nmDwTuIQlkwEAAABcCz04AJR7LJkMAAAA4HpIcAAo9y5fMtnO7tJPJ3s7TYlPt3ZoAAAAAMoJEhwAyj2WTAYAAABwPSQ4AJR7LJkMAAAA4HrKPMGxd+9e9e3bV82aNVNoaKhGjhyptLQ0SdJPP/2kPn36qFmzZurcubOWLVtmse+SJUvUpUsXNWvWTH369FF8fLy5zmQy6e2331a7du0UEhKiiIgIpaammutTUlIUERGhkJAQtW3bVuPGjZPJZCqbRgO4JSyZDAAAAOB6yjTBkZWVpeeff16PPvqodu3apbi4OKWlpSk6OlppaWmKiIjQk08+qR9++EETJ07U1KlT9d1330mSvvnmG02fPl3jx4/Xzp071bNnTw0aNEhnz56VJM2YMUN79uzR4sWLtXXrVrm7uysyMtL82kOHDpW7u7u2bNmipUuXas+ePZo1a1ZZNh/ATWLJZAAAAADXU6YJDpPJpDfeeEMDBgyQo6OjPD099eijj+rQoUOKi4uTj4+PnnnmGVWsWFHNmjXTE088oeXLl0uSli1bph49eig4OFjOzs4KCwuTt/f/Y+/O46Oq7/3xvz7nzJJ1sgEJshiqIIakIjetKCr+wNZy61KXWq4oVq1CW6gWiA9rLW63pTYWXFDUPvT2e9VSl7beuoCiKZY+itS0WMImKkQgJiGEmcxkJpmZc87n98eZmcxkgQlMZibD6/l4xEzOyUw+mQTkvOb9eb9H44033oCmaXjllVfwgx/8AOPGjUN+fj5qamqwbds27Nq1Cw0NDdi5cydqamrgcDgwZswYLFiwAC+//DIMw0jmU0BEx2lOeT7qrinH3psnou6acoYbREREREQUI6kBx8iRI3H11VcDAKSU+Oyzz/CnP/0J3/zmN7Fjxw5MmTIl5vMrKirQ0NAAANixYwcqKir6Pb9//354PJ6Y88XFxSgrK0NDQwN27NiB0aNHo7i4OHJ+ypQp6OjowP79+4fq2yUiIiIiIiKiJElJk9Hdu3ejsrISl156KaqqqnDHHXfA5XLB4XDEfF5hYSGcTicA9Hu+oKAALpcLLpcr8nHv806nc8D7Aog8PhERERERERENXykJOCZPnozt27fjjTfewL59+7BkyRIAZlXHiTja/U/0sYmIiIiIiIgofaVsTKwQAqeddhqWLFmC9evXQ9f1SCVGmNPpREmJOSWhqKioT7WFy+VCcXFxZOtJ7/tHn+/vHIDI4xMRERERERHR8JXUgGPdunW46qqrYhegmEuYOXMmtm/fHnOuoaEBZ511FgCgsrKyz/lt27Zh6tSpGDduHAoKCmLOt7a2oqWlBVOnTkVlZSVaW1sj42jD9y0pKcG4ceMS+j0SERERERERUfIlNeCYNm0aPv/8czzxxBPo7u5Ge3s7Hn/8cUybNg3f+ta30NbWhhdffBF+vx9btmzB66+/jhtuuAEAMG/ePPz5z39GfX09/H4/fvvb36KjowOXXnopVFXF3LlzsWbNGhw8eBButxu/+tWvMH36dEycOBEVFRWYOnUqamtr4fF4cODAAaxZswbz5s2DECKZTwERERERERERDYGkBhylpaV47rnnsGnTJnz1q1/FZZddBofDgUceeQTFxcV4+umn8Yc//AHV1dX46U9/invvvRdf+cpXAADnn38+fvKTn+DOO+9EdXU13nzzTTzzzDORZqGLFy/GOeecg6uvvhozZ86E3+/HqlWrIl/70UcfhdvtxgUXXIBvf/vbuPDCC7Fw4cJkfvtERERERERENESEZPfNGAcPHsTs2bPx3nvvYezYsaleDhERUcrx/41EREQ0HKSsySgRERERERERUaIw4CAiIiIiIiKiYY8BBxERERERERENeww4iIiIiIiIiGjYs6R6AXR0D2w5hFX/OgJPwEC+TcGPpxVj+TmjUr0sIiIiIiIiorTCgCONPbDlEB784DAUAdgUwBc08OAHhwGAIQcRERERERFRFG5RSWOr/nUEigAsioAQAhZFQBHmcSIiIiIiIiLqwYAjjXkCBlQRe0wVQGfASM2CiIiIiIiIiNIUA440lm9ToMvYY7oE8mz8sRERERERERFF45VyGvvxtGIYEtAMCSklNEPCkOZxIiIiIiIiIurBJqNpLNxIdNW/jqAzYCCPU1SIiIiIiIiI+sWAI80tP2cUAw0iIiIiIiKiY+AWFSIiIiIiIiIa9hhwEBEREREREdGwx4CDiIiIiIiIiIY9BhxERERERERENOwNKuDo7u7GK6+8gnvvvRcLFy7EoUOHYBgGPvzww6FaHxERERERERHRMcU9RaWpqQnz589HU1MTTjnlFLS2tsLv92Pfvn347ne/i6eeegoXXHDBUK6ViIiIiIiIiKhfcVdwPPTQQygpKcE777yDuro62Gw2AMBpp52GW2+9FU899dSQLZKIiIiIiIiI6GjiDjg++OAD3H333Rg/fnyfc5dffjl27tyZ0IUREREREREREcUr7oDDMAwUFRX1e05KCcMwErYoIiIiIiIiIqLBiDvgOO200/C///u//Z576623MHHixIQtioiIiIiIiIhoMOJuMnr99dejpqYGu3fvxnnnnQdd17F27Vo0NjZi48aNeOSRR4ZynUREREREREREA4o74LjsssugKArWrFmDxx9/HADw3HPPYdKkSfj1r3+Nr3/960O2SCIiIiIiIiKio4k74ACAb37zm/jmN78Jr9eLzs5O5OfnIycnZ6jWRkREREREREQUl7h7cADARx99hDfffBO5ubkoLS1FTk4OfvOb32Dr1q1Dtb6T3rpGD2a92ogJz32CWa82Yl2jJ9VLIiIiIiIiIko7cQccGzduxLx58/D3v/895nhDQwOuv/56vP/++wlf3MluXaMHi+pa0OzVUGxX0OzVsKiuhSEHERERERERUS9xBxxPPvkk5s+fj5///Ocxxx977DHcdtttkb4clDi19e2wqQK5VgVCmO9tqkBtfXuql0ZERERERESUVuIOOD755BNcd911/Z676qqr8Nlnn8X1OE1NTVi8eDGmT5+O6dOn4/bbb0draysOHjyIM844A5WVlaiqqoq8PfPMM5H7rl+/HldccQXOPvtsXH755XjnnXci56SUeOyxx3DxxRejuroa8+fPxyeffBI573a7sXTpUpx//vk477zzsHTpUng86V0Jsc8dRI5FxBzLsQg0uoMpWhERERERERFReoo74MjNzUVTU1O/55qampCbmxvX4yxcuBB2ux3vvvsu3nzzTbhcLixfvjxyfv369WhoaIi83XbbbQCA3bt3o6amBosXL8YHH3yA22+/HcuWLcOePXsAAL/73e/wxz/+EU888QT++te/Ytq0aViwYAH8fj8A4J577oHL5cJrr72G119/vc/XTUcTHFb4NBlzzKdJlDusKVoRERERERERUXqKO+D4+te/jp/97GfYsGEDWltb0dnZiaamJrz22mtYtmwZLr744mM+htvtRmVlJWpqapCXl4eSkhJce+21+PDDD49535dffhkzZszAxRdfDLvdjtmzZ+Pcc8/FK6+8AgBYu3YtbrzxRpxxxhnIycnBD3/4Q3g8HmzatAmHDx/Ghg0bsGTJEowYMQIlJSW444478Pbbb+PIkSPxPgVJV1NdgoAu4Q0akNJ8H9AlaqpLUr00IiIiIiIiorQS95jYJUuW4PPPP8fixYshRM+2CSklpk+fjmXLlh3zMRwOB1asWBFzrLm5GaWlpZGPa2trsXXrVnR3d+Nb3/oWli1bBpvNhh07duD888+PuW9FRQU2b96M7u5ufPrpp6ioqIics1qtmDRpEhoaGmC32yGEwOTJkyPnJ0+eDCkldu3ahRkzZsT7NCTVnPJ8rJ5l9uJodAdR7rCiproEc8rzU700IiIiIiIiorQSd8CRl5eHZ599Ftu3b8e2bdvQ2dmJ4uJiTJo0CV/+8peP64vv3bsXa9aswX333QebzYapU6fioosuQm1tLT799FP88Ic/hNVqRU1NDVwuFxwOR8z9CwoK4HQ60dHRASklCgoK+j3vcrmQm5sLVVUj56xWK3Jzc+F0Oo9r7ckypzyfgQYRERERERHRMcQdcIRVVlaisrLyhL9wQ0MDFixYgJtuugmXXXYZAOCll16KnK+oqMCtt96KJ598EjU1NQDMapGjOdr5Y903kdY1elBb34597iAmsOqCiIiIiIiIaMgdNeC4/fbb8fOf/xx5eXm4/fbbj/pAQgg88sgjcX3RTZs24Y477sDSpUsHnMwCAGPGjEF7ezt0XUdRURFcLlfMeZfLhZKSEhQWFkJRlH7PT5o0CcXFxfB6vQgGg7BazQadwWAQXq8XJSWJ7WexrtGDRXUtsKkCxXYFzV4Ni+pasHoWGHIQERERERERDZGjBhwNDQ0IBoOR20cT3ZfjaP7973/jxz/+MR566KGYxqSbN2/GRx99hO9///uRY3v37sXo0aOhqioqKyuxffv2Pus766yzYLfbMXHiRDQ0NODcc88FAAQCAezevRu33XYbzjzzTAghsHPnTpx11lkAgO3bt0NV1Zi+HYlQW98OmyqQazX7t+ZaBQADtfXtDDiIiIiIiIiIhshRA466urp+bx8vTdNw9913Y/HixX2mruTn5+OJJ57AKaecgv/8z//E7t278eyzz+Kmm24CAMydOxdXXnklNmzYgJkzZ+K9995DfX19ZNTrvHnzsHr1alx00UUYO3YsHn/8cYwaNQozZsyA1WrFnDlz8Mgjj+Dhhx+GYRhYuXIlLr/88j59O07UPncQxfbY4TQ5FoFGdzChX4eIiIiIiIiIesQ9JnbhwoUnPFL1o48+wqeffoqHH34YVVVVMW9FRUVYtWoVnnvuOVRXV+P73/8+brjhhkjAcfrpp2PVqlVYuXIlpk2bhieeeAKPP/44Tj31VADAd77zHcydOxc333wzpk+fjl27duHpp5+ObEm5//77MWLECHz961/HnDlzMHbsWPzsZz87oe+nPxMcVvi02H4fPk2i3GFN+NciIiIiIiIiIpOQcXbfvOCCC/Dkk0+iqqpqqNeUUgcPHsTs2bPx3nvvYezYsYO+f3QPjhyLgE+TCOgSq2eVcYsKUZpgI2CiwTnR/zcSERERJUPcFRwPPPAAVq1ahbq6OrS2tqKrq6vPG5mNRFfPKsPoXAucfgOjcy0MN4jSSDiEbPZqMY2A1zV6Ur00IiIiIiI6AXGPiV2yZAkMw8DmzZsH/Jxdu3YlZFHD3ZzyfAYaRGmKjYCJiIiIiDJT3AHHzTffHPekFCKidMVGwEREREREmSnugGPx4sU4cuQI3nvvPRw4cAAdHR0oLCzEaaedhq997WvIzs4eynUSESXEBIcVzV4tVLlhYiNgIiIiIqLhL+6AY8uWLfjBD34Ar9cLi8WC7Oxs+Hw+6LoOh8OBNWvW4D/+4z+Gcq1ERCesproEi+paABgxjYBrqktSvTQiIiIiIjoBcTcZXbFiBSZPnozXXnsN27dvx4cffogdO3bg1VdfxZe+9CX893//91Cuk4goIdgImIiIiIgoM8VdwfHZZ5/hpZdewuTJk2OOV1ZW4qc//SnmzZuX8MUREQ0FNgImIiIiIso8cVdwjBw5ElZr/3vUbTYbRo4cmbBFERERERERERENRtwBx/e+9z089dRTCAQCMce7u7vx1FNP4ZZbbkn44oiIiIiIiIiI4hH3FpUdO3Zg69atmDFjBqZMmQKHwwGv14uGhgZkZ2fDMAxs2bIFACCEwCOPPDJkiyaik8+6Rg9q69uxzx3EBIcVNdUl3GZCREREREQRcQccmzdvBgDk5+dj//79keN5eXkAgIaGhsgxIQSI0g0vkIevdY0eLKprgU0VKLYraPZqWFTXgtWzwJ8hEREREREBGETAUVdXN5TrIBpSvEAe3mrr22FTBXKt5q66XKsAYKC2vp0/PyIiIiIiAjCIHhxEw1n0BbIQ5nubKlBb357qpVEc9rmDyLHEVoblWAQa3cEUrYiIiIiIiNINAw46KfACeXib4LDCp8mYYz5NotzR/2QnIiIiIiI6+TDgoJMCL5CHt5rqEgR0CW/QgJTm+4AuUVNdclyPt67Rg1mvNmLCc59g1quNWNfoSfCKiYiIiIgo2Rhw0Ekh0RfIlFxzyvOxelYZRuda4PQbGJ1rwepZZcfVfyPcj6XZq8X0Y2HIQUREREQ0vMXdZJRoODMvkM1eHI3uIMo5RWXYmVOen5CfFxuWEhERERFlJgYcdNJI1AUyDW/73EEU22OL19iPhYiIiIho+GPAQUQnlQkOKz5x+tERkPDrBuyqggKbwMQie6qXRkREREREJ4A9OIjopHLRuBy0+HT4dQOqAPy6gRafjovG5aR6aUREREREdAIYcBDRSWXjAR/KclXYVQW6FLCrCspyVWw84Ev10oiIiIiI6ARwi8oQWNfoQW19O/a5g5jAZpZEaWWfO4hR2RaU5ojIMSkle3AQEREREQ1zrOBIsHWNHtz8zhfY0tyFJk8QW5q7cPM7X3AEJVGamOCwwqfJmGM+TaLcYU3RioiIiIiIKBEYcCTYXX87hMNdOgwAVlXAAHC4S8ddfzuU6qUREYCa6hIEdAlv0ICU5vuALlFTXZLqpRERERER0QlgwJFge5wBqAJQQtXvigBUYR4notSbU56P1bPKMDrXAqffwOhcC1bPKuM2MiIiIiKiYY49OIaCOMbHRJRSc8rzGWgQEREREWUYVnAk2KRCKwwJ6FJCSgldShjSPE5EREREREREQ4MBR4L98oJSFNsVqEJAl4AqBIrtCn55QWmql0ZERERERESUsRhwJNic8nz8zyVjcE5ZNsbkWXFOWTb+55IxLIcnIiIiIiIiGkJJDziampqwePFiTJ8+HdOnT8ftt9+O1tZWAMDHH3+M+fPno7q6GrNnz8bjjz8OKXvGOa5fvx5XXHEFzj77bFx++eV45513IueklHjsscdw8cUXo7q6GvPnz8cnn3wSOe92u7F06VKcf/75OO+887B06VJ4PEMzunVOeT7qrinH3psnou6acoYbREREREREREMs6QHHwoULYbfb8e677xTL+bsAACAASURBVOLNN9+Ey+XC8uXL0d3djQULFuDss8/G+++/j6eeegp/+MMf8Pvf/x4AsHv3btTU1GDx4sX44IMPcPvtt2PZsmXYs2cPAOB3v/sd/vjHP+KJJ57AX//6V0ybNg0LFiyA3+8HANxzzz1wuVx47bXX8Prrr0e+LhERERERERENf0kNONxuNyorK1FTU4O8vDyUlJTg2muvxYcffoiNGzeiq6sLixcvRm5uLiZOnIgbbrghEnC8/PLLmDFjBi6++GLY7XbMnj0b5557Ll555RUAwNq1a3HjjTfijDPOQE5ODn74wx/C4/Fg06ZNOHz4MDZs2IAlS5ZgxIgRKCkpwR133IG3334bR44cSeZTQERERERERERDIKkBh8PhwIoVK1Ba2tNws7m5GaWlpdixYwcmTZoEi6Vncm1FRQX27NkDv9+PHTt2YMqUKTGPV1FRgYaGBnR3d+PTTz9FRUVF5JzVasWkSZPQ0NCAXbt2QQiByZMnR85PnjwZUkrs2rVrCL9jouFpXaMHs15txITnPsGsVxuxrnFotnMRERERERElSkqbjO7duxdr1qzBD37wA7hcLjgcjpjzhYWFMAwDHR0d/Z4vKCiA0+lER0cHpJQoKCjo97zL5UJubi5UVY2cs1qtyM3NhdPpHLpvkGgYWtfowaK6FjR7NRTbFTR7NSyqa2HIQUREREREaS1lAUdDQwOuv/563HTTTbjssssAIKahaH9O5Pyx7ktEptr6dthUgVyrAiHM9zZVoLa+PdVLIyIiIiIiGlBKAo5Nmzbhu9/9LhYtWoRFixYBAIqLi+FyuWI+z+VyQVVVFBYWoqioqN/zJSUlKCwshKIo/Z4vLi5GcXExvF4vgsFg5FwwGITX60VJSckQfZdEw9M+dxA5FhFzLMci0OgODnAPIiIiIiKi1Et6wPHvf/8bP/7xj/HQQw/huuuuixyvrKzExx9/jEAgEDm2bds2nHnmmbDZbKisrMT27dtjHquhoQFnnXUW7HY7Jk6ciIaGhsi5QCCA3bt3Y+rUqTjzzDMhhMDOnTsj57dv3w5VVWP6dhARMMFhhU+LrXjyaRLlDmuKVkRERERERHRsSQ04NE3D3XffjcWLF+Piiy+OOTdz5kwUFhbi8ccfh8/nw+7du/H888/jhhtuAADMnTsXW7ZswYYNGxAIBLBu3TrU19dj7ty5AIB58+bh+eefx549e+Dz+bBq1SqMGjUKM2bMQHFxMebMmYNHHnkE7e3taGtrw8qVK3H55Zf36dtBdLKrqS5BQJfwBg1Iab4P6BI11YOvdmKzUiIiIiIiShYhk9icor6+HvPmzYPNZutzbv369eju7sa9996Lbdu2oaCgADfeeCO+973vRT7n3Xffxa9//WscOHAA5eXluPPOO3HhhRdGzj/xxBNYu3Yt3G43pk2bhvvvvx+nnnoqAKCzsxP3338/6urqIITA1772NSxfvhzZ2dkx6zh48CBmz56N9957D2PHjh2iZ4Io8dY1elBb34597iAmOKyoqS7BnPL8E3qsRncQ5cf5WOFmpTZVIMci4NMkArrE6lllx72uREnkc0V0MuD/G4mIiGg4SGrAMRzwH3E0HKVjmDDr1UY0ezXkWnsKxbxBA6NzLai7pjwlawLS87kiSnf8fyMRERENBykdE0tEiZGOk0/StVlpOj5XRERERER04iypXgARnbh97iCK7bF5ZarDhAkOa6iCoyfkSIdmpfvcQaiQ2NOpwa8bsKsKRmUrKQ9eiIiIiIjoxLCCgygDTHBYcahLwx5nAA2H/djjDOBQl3bcYUIimoMmsllpIjmsAvs7NQQMA6oAAoaB/Z0a8q3i2HcmIiIiIqK0xYBjkDgVghItEb9TF43LQYtXh183oAoJv26gxavjonE5x7WeRXUtaPZqKLYraPZqWFTXMuh1zSnPx+pZZRida4HTb/beSIs+F0JASkBAQAgBAfNjCAYcRERERETDGQOOQUjUhR9RWKJ+pzYe8KEsR4VdVaBLwK4qKMtRsfGAb9BrSmSPijnl+ai7phx7b56IumvKUx9uAHAHDIzMVhE0JHyaRNCQGJmtwhMwBv1YDDyJiIiIiNIHA45BYHNCSrRE/U7tcwcxKseCSUU2VI3IwqQiG0blWI6rr0S6NgdNFIdNQVuXDqtiTlGxKgJtXTrybYP765CBJxERERFRemHAMYDr1h3sc6GS6Rd+lHyJ+p2a4LDCp8VOfD7ehp6JfKy0JCWEACQkpJSQMD/GICdmM/AkIiIiIkovDDgGcMin93k1NuMv/CjpEvU7lciGnunaHDRR3EGJ8XkW2BRzO49NUTA+zwJPcHABBwNPIiIiIqL0woBjADn9vBqb6Rd+mS4d+yUk6ncqkQ0907Y5aIJMcFjhN8JhhhlQ+I3Bh0oMPImIiIiI0osl1QtIV7qUyFYR82qseeFnlqY3uoMod1hRU12SMRd+mSzcL8Gmiph+CatnIaU/v0T+Ts0pz0/Y95LIx0o3F43LwaYmHxQBqALw6xItXuDWqsFNnKmpLsGiuhYABnIsAj5NMvAkIiIiIkohBhwD0HSJzoBEaY6Kps4g7KqAXRWYPS4vYy/8Mll0vwQAyLUKAAZq69tT/vPM5DAhHW084EOBTcAVkAgYZshRaBPYeMCH5efE/zgMPImIiIiI0gsDjgF06+arsTdXFsIbNOCN2lavCBEJPKLfhBADPyCl1D53EMX22B1Z7Jdwctp5xA93QMKqCNgFYEjAHZDYecQ/6MdiOEVERERElD4YcAyg2K7itnNHYOaY3D7nDCnRpUl0aT3HBACbKmBXlUjgkWURUBh6pIUJDiuavVqocsPEfgkDW9foQW19O/a5g5iQYZUJft2cmqKEfhUUARihrSpERERERDR8sclogkiYF0jugI62Lg0HO4P41BXAvo4AvugMor1LgzdoQDN4EZUKbBAbv3C/kmavFtOvJB2asiaCLfS3ni7NMbF6aDysnX8bEhERERENa/wn/QB2HfHj7r8dwvtN3hN6nKAh0Rk00N6to6kziL0dAXzmCuCgJ4g2nwa3X4dfMy+6aehk+mSQRIruVyKE+b73RKHhbEpJFkZlqzFjYkdlq6goyUr10hIiHacFERERERElA7eoDEACcHYb+PU/2/vdpnIidCnh0yR8/WxxsakCNsV8b1XMN1XhNpdEYL+E+KRrv5JEbZsJTz8ZkycybvpJuk4LIiIiIiJKBlZwDCC8R39fR3Iu6sJbXDwBs9qj2athvyeIz6IqPg53afAEdATYKyCjPLDlEIrW7Ibl0Z0oWrMbD2w5lNL1THBY4dNif8dS3a8kkdtmMrmaJ9Orb4iIiIiIjoYVHEeTJoUTA1V82FUl1Ni0543VHsPLA1sO4b7NhxGOE1x+A/dtPgwAWH7OqJSsqaa6BDe93YT9HgnNkLAoAvlWgZUzS1OyHsC8cA8YBtq6JPy6hF0VKLCL4x7zm6nVPOlafUNERERElAwMOAZgSEBK4EsF6TllQwLo1g1067HHrYo5vSVLVZBlMUMPTnJJX/+9pSfcCJOh46kKOACYI4+lhJTmglI9AnnnET+OdOlQFQGLYva2afUaCBqDH+2aySY4rPjE5UeHPzYImlhoT/XSiIiIiIiGHAOOASgCKLAJLB1m+/KDhkQwIOGBETlmVXoqPKJ7fKT6opWAoDG448lQW9+OQruKMXk94Z43aBx3tUQicLRrfC4al4NNTT4oAlBDz0+LF7i1KifVSyMiIiIiGnIMOAZwZpEdt11QmvAGo6kQNGRomkvscWso6MhSBeyhig8Lt7ic9NJxm4NNAXwwt2spQCS+42jXWBsP+FCWo6IjIOHXDdhVBQU2gY0HfFh+TqpXR0REREQ0tBhwDGDlzFKUnjL8w42jCQcf3iAAmHtdVGFWelhjJrmAFR8nkQkOKz5x+vtcJE8sSt02hyklWdjW1gVXQEKXZnVCoU1kzGjXRNnnDmJUjgWluT1/VqWU7MFBRERERCcFvv5JMcyGpgY6AjraujR84Q3ic08Qn7gC2NsRwAFPEC1eDUe6dXiDBjSDWwROxLzJ/W/5GOh4Mlw0LgctPh1+3QhtczDQ4tNx0bjUbXO4aFwOOgISqgCyVTPg6AjIlK4pHaXjBBwiIiIiomRhwEFx0wyJLs2AO6DjcJeGps4g9obG2B7wBNHmM8fYBtkXIW4vfGMc5k3OhyX0grtFmOHGC98Yl7I1bTzgQ4FNQJdAlw7oEpFtDqlcU1mOCruqQJfmBKGyHDWla0pHNdUlCOgS3qABKc33AV2iZpj1EiIiIiIiOh7cokInTJcSXZpElwYgNNRCFeY0l2yLgizVvM1pLv174Rvj8MI3Ur2KHjvau9ERkAgX5xjSrJbY2d6dsjVx60V85pTnY/Uss1FsozuIcocVNdUlGTkSl4iIiIioNwYcNCR0KeENmq8gh9kUgaxQ4JFt4SSXsHWNHtTWt2OfO4gJaXBB6g1KaBIQMN8AQJNAZzC2MieZ657gsKLZqyHX2vP7wq0X/ZtTns9Ag4iIiIhOStyiQkkTMCTcAR2HujR87gni09DWllavBme3Dt9J2NNjXaMHi+pa0OzVUGxX0OzVsKiuBesaPSlbUyDqZyAGOJ7sdXPrBRERERERHQsrOChlJIAuzUBXr+OK6JncYlUEbKGJLjY187a51Na3w6YK5FrNrNGsUDBQW9+eslfhVSEAxZxWIiUghNkbRI167pO97kRvvUi3qhkiIiIiIjpxSQ84Pv74YyxduhQ+nw91dXUAgC1btmD+/Pmw2Wwxn7tixQpceumlAIAXX3wRL7zwAlpbW3H66afjzjvvRHV1NQAgEAhgxYoV+Mtf/oKuri6cffbZuO+++1BWVgYAaG5uxv3334+tW7ciKysLs2fPxl133dXn61F6MKSEXwf8/TQrVUUo7FAErKoZhJijbAVUZfiFH/vcQRTbYwupciwipb0lJhVascsZgFUxS7wMmH04JhX2bAdJxboTtfUiXH1iU0VM9cnqWWDIQUREREQ0jCV1i8pbb72F733vezj11FP7Pd/Q0BDzFg43Nm7ciJUrV+LBBx/E5s2bcdVVV2HBggU4fPgwAGDVqlXYunUrnn/+ebz77rsoKirCj370o8jjLlq0CEVFRdiwYQN+97vfYevWrXjssceOutb61i5sb/ejqTMIX6gsnlLPbGhqjrE93KWh2athvyeIzzoC+NQVwH63Oca2vcuc6NKtGTDS+GeXjmM9f3lBKYrtClRhTlJRhRkE/PKC0sjnTHBYcahLwx5nAA2H/djjDOBQlzYsemJEV58IYb63qQK19e2pXhoREREREZ2ApFZw+Hw+vPTSS6irq8OuXbvivt/atWtx5ZVXRio25s6dixdeeAFvvPEGrr/+erzyyiv4xS9+gXHjzNGaNTU1OO+887Br1y5omoadO3fiN7/5DRwOBxwOBxYsWIDly5djyZIlUJT+M547/9YGzdFTEWBTBIqyFBTaVRTZVRTaFRRlqaGPY28X2lUUZanItbCJZjIZUqJbl+jW+57rb9uLNVQJksrKj5rqEtz8zhfY7w4iaEhYFQGHXcHKmaXHvvMQmVOej/+5ZMxRt4NcNC4Hm5p8UASgCrPapsUL3FqVk7J1xysdq2aIiIiIiOjEJTXguOaaa456ftmyZfj73/8OIQSuv/56LFiwAIqiYMeOHbjkkktiPreiogINDQ3Yv38/PB4PKioqIueKi4tRVlaGhoYGGIaB0aNHo7i4OHJ+ypQp6OjowP79+1FeXh7X2gOGRKtPR6uvn6vnAVgVDBiIhEOQyG27isIsBfmhV5UpsY627UURsX0+bEpPGJKMn4WU5sgSERpbkg7VQsfaDrLxgA9lOSo6AhJ+3YBdVVBgE9h4wIfl5yRxoceBE1mIiIiIiDJTWjQZzcvLw9lnn41LL70UK1aswD//+U8sWrQIBQUFuO666+ByueBwOGLuU1BQgL1798LlckU+7n3e6XRCStnvfQHA6XTGHXAcj6ABtHXpaOuKPxRRBfqEIIV2JRSSqP1WkThsSsY130ymo1V+WEL9PaxKVL+PUBWIJQGVH7X17SjKsmBsfk9FgTeY2iaj8djnDmJUjgWluT3PgZRyWFRB1FSXYFFdCwADORYBnyY5kYWIiIiIKAOkRcAxZcoU/P73v498PH36dHznO9/B//3f/+G6666L6zGO9qp3OrwiHi9dAu3dOtq7dQDxXSwqAiiwxR+IFNlVFNiUYdmUM9k0Q0IzZJ9JL0DPthdrqPojHHpYhBmMxPP87nMHoUJiT6cWqYQYla2kfVAwnKsgEj2RhYiIiIiI0kNaBBz9GTNmDN566y0AQFFREZxOZ8x5l8uF4uLiyNaT3lUe4fNSykiVR/Q5ACgpyYxXbA0JOP0GnH4D++K8MBYACiLbYwbuLRIdmhTYVVgZikTEbHvp52kX6Ak/7FHbX6LDD4dVYJczGOllETAM7O80cGZRaif8HGuM6nCvgkjURBYiIiIiIkofaRFwrFu3Dk6nM6ZaY+/evRg7diwAoLKyEtu3b8e3v/3tyPlt27Zh/vz5GDduHAoKCrB9+3aMHz8eANDa2oqWlhZMnToVwWAQra2taGtrw8iRIyP3LSkpiTQl7c9ZI+3w5Njg7Nbh8usIGkPxnaeOBODyG3D5DTQO4n4OmxJTIRIdiISP964isaknZygiYfZuCRgSnb0CEEWYlR4BAzAMQFFgJiLS/FjCrDxKRT+WeMaosgqCKL1IKSFhBt5SInRbhv4uCR2HjLrd33nzc/o8hgSaPeldVUZEREQEpEnAYbVa8dBDD2H8+PE455xz8I9//AN/+MMfsGLFCgDAvHnzsHjxYlx22WWoqqrC2rVr0dHRgUsvvRSqqmLu3LlYs2YNvvzlL8PhcOBXv/oVpk+fjokTJwIApk6ditraWvzsZz+Dy+XCmjVrMG/evKNePK66sBSlp4wBYP7D0atJuPx6KPAw4PTroY9jb7v8Opyh2wFj+GyNiZc7YMAdMLDfo8V9n1yrCAUgA0+cKQqHI6Fmq3Y1qROMk86QEgEJeAIGTslTcaTbQECXsKkCo3IUOLsNfOIKhLa8CFgUc1yrRQltf4m5jYQGIdFjVAGEtqH07QvCKgiivgxpBgTmW+ztcAARcxw9t2VUCGGGDbGid1vKyDHZ5/OGgpaB/z8jIiKizJPUgOOSSy7BF198AcMwoGkaqqqqAADr16/H3XffjQcffBDNzc0YMWIE7r77bnzjG98AAJx//vn4yU9+gjvvvBNtbW2YPHkynnnmmUiz0MWLF8Pn8+Hqq69GIBDAjBkzsGrVqsjXffTRR3HvvffiggsuQFZWFq688kosXLgw7nULIZBnFcizKhibF1+PASklusKhiN8MPo6EwpFwUBI+br6ZQUmXlnn/iPQGJbxBDU2d8YciORYRUxXSu59If71Fsi3DLxQZm2dBW5eOcocaOdalSYzMNj/WDAkNEjhGn1pVmEGHIgRUxezLosC8HT6nhvqDKEKY5wcIRjhGldJdOCCQ4bAAPVUIkXOIDRJ6VyzEK/qPSPh+0Y8R/vrhr01EREREqSPkcOrAmQQHDx7E7Nmz4bj9t7jtwjMwc0xuUr9+t2b0hCBRFSLOcAgS2jLjjApKfBkYihwPuyp6VYWY4UffcKQnOMmxJGcU7EDeb/Ligc2HYVMFslSgWwcCusTyc0ck7XcvHHiEA5K5bx3AIZ+OHGtPyNEVNFCaa8EbV4wPfW44JOm573Aab3ysHiMUHxkKEPTQxX3kvQHovaoUerY8mPeN/m3p71cneltF7yoISr7WL5rwvavm4L333otsHyUiIiJKN2mxRSUdHfHreGDzYSw/F0kNObIsCsosCspy4//RBHQZqgjpqQRxRlWLhAORcDji8hvwZFpTEZjNPlt8Olp88Y/ltSoIbYvpVS0Svh29fSb0OXlWJWEX8zPH5GL5ucCzDS40dWoYk2fBLVWFSf2dC7/KbdbXSHx3SiEe2HwYhjRiQpf5FQVo9Q1chSMQWx0Svh19Hoi9mBWho9HnROi9IgQU9DyWCD8uzDAlUoWCwYUr8fQYSRfRFQjRjhYOSBm7HSL6cyLPcz9fK9K/Ierr6hLQjfDtnve6ZMUCEREREaUfBhwDyFLNl6WfbXAlvYpjsGyqQGmuBaWDCEWChrl9xhXVN2TlP9vhChhQBKAbgCZlpLlqlirQEci8UCRoAIe6dBzqij8UsQhEqkJ6ts9EVYuE3kd/Tr5NgTLARfjMMblp9Tt2vKGLRM/Fb8+R5IgOOcJFabLXeYQ+5/4P2gAg1ORVwqIAAR144IM2nFlkD31e78cXCNcO9NcHofftyLGYLQ091QeKEKFACJEQKNLkkZUKRERERETHhQHHUWSpGFTfiOHEqgiMzLZgZHbPsV9+2I7ROWrMq+FSSrgDEu9dcyo0Q8IdMPqtFgl/3LvxaoffyLgLNU0Ch7t1HO7W0e982H4oAgNOn3F26/jXoS50+A2U5Vgwd7IDXx+fB4dNiYyTTbaGw37sPOKHNyjREdDRcNifViFMb+EA4WjnEfqcgx4NBTZhHgudyFKBgx7tKI2BE/tbHK580DPtDwcRERERUQox4DiKbh0Yk3fyPEXhhpfZUd9y9HNgUQSKs1QUZ6kDPEJfeigU6d03JBKO9KoicYZCkUy78DMkcKTbwJFuA0cLRY74A1i++TCWbz4MAaDA3reZamH0xJleU2kK7CosJxiKrP73ETz5kROKMLfwdGsST37kBAAsOqv4hB77RLzf5MWzDS4c7NQw9gS28hzr95yIiIiIiIYn/ot+AJ+7g8i26bjrqyWpXkrS3FJl9l4AENN74ZaqwuN+TFURZsPPLBUT4ryPISU6g0Zk7O6R7thJM7HNVnvG82Zar1UJhKpiDDTGWSkCAA6b0mf6TO+tNNEjeQvtKqxRochvd7jMxqGhHqOqOSUWv93hSlnAEd2MtcAm0NZ1/D1ybqkqxE82teILr9kMU1WAXIs4qf6sExERERFlIgYcAxFHL3nPROnQ8BIw+xM4bCocNhWnIv6xvJ1Bo98mq+EGq86ohquu0McZ2GsV7oABd8DAfk/826vyrD2hiCcooQAwjNhmlN6gxO4j/siEGpuavO0zzza4YFMFsi3m1wxXXxxvjxwhBCDNyR6Qw2sCDBERERER9Y8BxwBOzbei224ZFk1GEyndGl7GSwiBfJuKfJuKcfnxhyJeTfZUh0RVhfR83NNPJPxxd6btnwHQGTTQGTRwMNRzxgD6bTtxxesHI7dzLCJm0kxhVFXIQFtosixK3weNw8FODYqQaHUbCOjSnICSpaCpc/A/i2cbXHDYVJTm9Pz116XJjPmznqitPEREREREww0DjqPI5CajZIYieVaBPKuCsXnx369LM6IaqvYdzds7EHH6dfgybf8MAJ8m4dM0NHnj/zOSpYpI6BE9krcwKyoQ6TWeN9sikGcT+NSpQVXMLSVBQ+KLTh2nF8UXZkU72Gk2GY1dV2b8WU/kVh4iIiIiouGGAcdRsPEg9SfboiDbomD0IMby+nUDru6oxqqhCpFnt7twqEtD9AReBeaY0gwsFEG3LtHi09Hii38sr00RMKSEjthtMxKAs1vH/33mie0tkqUi1yIG3HaSyU1GE72Vh4iIiIhoOBn+/6IfIt26POEGm0RhdlVBaa6C0l6hyOMftUPv1QdEACi0CWz89gR0BMJjeI2YrTQ9VSJGTLNVTwY2FYke3RpqmRFxqMvAnX871Oc+VgV9tsyEq0XGO6zY4wzApwpkWQBdCuiGxM2VqZsQkyiZXJ1CRERERHQsDDgGUGxXcdu5I/iqJw2pLs2sTIimw9z+YVMFRmZbMDI7/j+mmiHREdVYNXr6THgkb0yz1dBY3kwrFgkaQFuXjrau+CtFfljXigL74Z5+Ir2qQgp7jewttKsosCtQ0qhBaSZXpxARERERHQv/1TuAlTNLUXoKww0aWv4Brr8HOn4sFkWgJNuCkuz476MbEh0Bo8/YXWefipGeviMdAQNGhqUimgTau3W0d+tAnGN5FQEU2HoCkXA4Eh7PW9ir2WqRXUWBTYGqDE0oMhSjnomIiIiIhgsGHEQpNFBGkMzsQFUEirNUFGepcd/HkBLucCjSTyASXSES3Ww10/qKGBJmtYzfwD53fKGIAFAQqQbpVRXSu9lqKCgpsKuwxhGKpMuoZyIiIiKiVGDAkaYUISBgvkKsCEBA9NwWgBL6WAjzc8ONKaM/t7fwtaWU4Y8HvtoUEBDCvBiLvIc5eSS6yaOUMtIXQcro9xJShu/bs9bYr99zuz/h9UV/Tu/vIXp3QMzjhtbW++v0fQ561hr9PQA9zSyjH8OQEkbU7ejHPB4qgP66I8QfNaSGIgT+fbi7zzjSq053DHgfKSU8QbPZaqRa5BiBiMuvI9PaikggVA1joHEQ98u3Kv1WhcQEJVkqynIsePjCUhTaVdjU9Nk+Q0REREQ01BhwDMCuKshSlcgFdMyFfuRY34uH8JG+n2uGAwrCoUVPYBG+HQ40Bpr+kJ6G01qHTu8wJRx6GLL/EMiQZqhyRrENO48EIvcNP5unF9lgVQSCaboP5HjGkQoh4LCpcNhUjEd8412llPBqsk8/EZdfx5HucONVs4okuvFqIE2ftxPhCZpNZPd74m8YmmsVkUqQgQKRol7VInZVGcLvgoiIiIho6DDgGMApeRaMdcR3EUYUDqVE5D8xZwe8X+2FpZi3rinS6DO8fWHlzFJMKLBBSgnNADQpoRtmMKJLQJcShkTorddt9NweKs82uBCUBpw+c9qQTRXIs4mEjyMVQiDPKpBnVTAuP/5QpEuTkQoRV1SFiNOv47c7XFBDY3jDz6VmJHdbULJ4gxLeoIaDg5iikmMRfUKQ3ltmem6b57ItDEWIiIiIKPUYcNBJY12jB7X17djnDOj4HwAAIABJREFUDmKCw4qa6hLMKc9P9bJgU4Asi4BmSFgUAVvUtaIQAlYVsB5npYwRCkb0UDASHYbIqPOalAjqElqcwcinHQF0dBtQFEBVgKAh0e6T0IzAca0zkYQQyLEK5FgVjMnre76+pSs0aaTnOe3SJEqyFDx8YVn/22f6mT7j7Nbh0zIvFvFpEj5Nwxfe+O+TpYqYCpHegUh/zVZzLGKYVasRERERUbpjwEEnhXWNHtz0dhM8QQnNkDjk03DT2034n0vGpDTkqK1vR1GWBWPze1INb9BAbX17QtalCAFlkAGJbkgEDbMyIxB+r5vHwpfzAV1Ger6YXweQwjye7m6pKsTdfzuELzoNaAZgUYA8m4K7vlqCslwLynLj/2sxoMuYrTHHmj7j8pvbTDJNty7R4tPR4ot//I9VgRl6ZPVtthq9lSY6KMmzKgxFiIiIiGhADDjopHDXplYc8RtQBELbEySO+CXu2tSa0oBjnzuIYntseX+ORaAxzokcQ0FVBFRFIKufvx20UPhhV4FuzawEUQCEL9ntijmqVjeO1sI29aSUQLjxrejpoTJYNlWgNMeC0pz4/yoNGhId/QUifh2u7p6tNNGhSUcg80KRoAEc6tJxqCv+UMQiMOA2mYG21eTbFCgMRYiIiIhOCgw46KSwxxUMhRvmhY45pURijyt1QQIATHBY0ezVkGvtuQDzaRLladr/xaIIWBSBqhHZ+MTpR0dAwq8bsKsKCmwCE4vs+FKBDYBZCdLT46JnK0z4vRY6ryW5IeizDS4U2C0oy43dopLo/iEDsSoCI7ItGJEd/300wxzLG10VEnM7qkIkHJqE+7pkEk0Ch7t1HO7WAcT3Z1cVZl+bSCBiV1EYCUiUfo6pKLApUOMYy0tERERE6YUBxyClax8HOraAHjsaVwCwp3gea011CRbVtQAwkGMR8GnmdpCa6pLULuwYwusekycGXLeqiFCQdOwLRTMAMXuAhN+bAUioyaphBiKJuGA/2KmhwBa7piwVaBpEI85ksygCxVkqirPi/4XVQ6FI774hsRUj0b1FzFBkGOwyGhRdAke6DRzpNhBvKBJu9tt324wZghT1ab6qoMCuwsJQhIiIiCilGHAMwrpGDxbVtcCmChTbFTR7NSyqa8HqWWDIkeayLALdva7cZOh4Ks0pz8eNU7qw6l9H4AkYyLcp+PG04rT/fZpTno/Vs8weIo3uIMpPMOwLV4bYj/F5wVBfkGCoJ4gWCkDCoUg8DVLH5llCTUZ7jnXrwJi8zPrrUFWE2dAzS8WEOO9jSAlPwOi3d0jvY9GVJJnWa1UCoe/VQGOcoQgAFNiUXiN5e0KS3oFIuM+IlaEIERERUcJk1r/oh1htfTtsqkCu1eyZYG4rSFxDSBo6bn//PQwGOp4s6xo9+H87OlCWY8GXHGYlxP/b0YGvlGan/e/UnPL8pK/RqgpYVQEMsINHi2qK6g+HIaHqj7BbqgrxwObDAMzKjW7dbBZ6S1VhMr6FtKYIgQK7ioJBlDZJKeENysg2GWevihGXP3YCTXgyTQb2WkVHwEBHwMDnnvjvk2dVeipD+hnJ2xOQ9Ny2qQxFiIiIiPrDgGMQ9rmDUIXEHqcGvy5hVwVG5SgpbQg53CVry89A11KpvsZiaJZY4UqQnF4BiJQSQcNs8Pnt0wuQb1Xw+EdHsN+jYUyeBbdUFial/0YmEkIgzyaQZ1MwLj++3jFSSvg02Sf0GKifiDPUfNWfaftnAHQGDXQGDRwcxBapHIvofwJNVs8Wmt7TaLIsyrEfmIiIiGiYY8AxCA6bgp3t/tBFlHmx9LlbQ0XJsQrrh49k9hhJ5pYfizAbFEb/E98IHU+ldJyikomEELCp5tQTWIG5ZxRi7hk9FRvh0bjmGyJbYAK9qj8oMYQQyLWawd6YvPjv16UZvRqs9myT6V0p4gp9ji/T9s/AbETs0zQ0eeMPRbLU0Jalo4zkDU+gCd/OtgiO5SUiIqJhhQHHYEgJIcxGlVKa+7SFMI9ngmT3GElm9cJ3zsjHi7s9fSo2vnNGaqskhtsUlUwVGY3bzzlDykjvj4BuBiCB0Mfx9PygxMm2KMi2KBidG///uvy6EWmm6owKP2IDET3mc7zBzPu5dusSzV4Nzd7472NXRaSPiMPXNnSLIyIiIkoQBhyD4A5KjM+z4FCXERmNOSpbgSdD/jGc7O0SyaxemDe5EH/a44EvKuHIUczjqTRcp6icTBQhYLf03wBVN6KDj573QSO+hqc09OyqgtJcBaWDCEUCugxVhxyln0h3zxYal9+AO5DqDW+J59clWn06Wn06LG4/vpTqBREREREdAwOOQQi/2j6pqOdp8waNQb2amM6SvV0imdULtfXtGF9gi4Q3gPmzS3Wvi0RPI6H4JGorlqoIZCsiZiJLWHT4Ea748OtDv+Xl/SYvnm1w4WCnhrF5FtxSxf4ig2VTBUblWDAqJ/6/2zVDRrbM9A5EeleIhD+nw28kZPQxEREREZky48o8STL91fZkb5dI5vO5zx2ECok9nVpM9U069LpIxTSSY0lmL5ZkS9ZWrIHCD0NKdGsS3bpEt2agO4Ghx/tNXjyw+TBsqkCBTaCtS8cDmw9j+blgyDHELIrAiGwLRmTHfx/dkOgI9K0KOVrliMtvgG1hiIiIiPqX9IDj448/xtKlS+Hz+VBXVxc5/o9//AMPP/wwPv30U4waNQo33ngj/uu//ity/sUXX8QLL7yA1tZWnH766bjzzjtRXV0NAAgEAlixYgX+8pe/oKurC2effTbuu+8+lJWVAQCam5tx//33Y+vWrcjKysLs2bNx1113wWazDWrtmf5qe7IDnGQ+nw6rwC5nEIoAVAEEDAP7Ow2cWTS434GTQbJ7sSRbqifXKEIgxxqe9GKOY42u9vBHjbnVB7nN5dkGF2yqQHaoe244XHm2wcWAIw2pikBxlorirPjH8hpSwh0w+t0mE55GEx2OhG9n4AAaIiIioj6SGnC89dZbWLFiBb785S9j165dkeNtbW1YuHAhli1bhquuugo7d+7ErbfeijFjxuDCCy/Exo0bsXLlSjz99NOoqqrCn/70JyxYsABvv/02RowYgVWrVmHr1q14/vnnUVhYiF/84hf40Y9+hJdffhkAsGjRIkyaNAkbNmyAx+PBokWL8Nhjj2HZsmXH/b1k4r8VUxHgJK16QQjoBqAj1Bw26jjFqq1vR8Aw0NYlI+OQC+wi5dt5EmWfOwhXVxCuqOKdQitSOoJ0oGqPYCjo6NbNEanH2uJysFNDgS32dzpLBZoGMYKU0psiBArt5uSTckd895FSojNoxAQi0ZNmnFEjecNbaVx+HcHMaytCREREGS6pAYfP58NLL72Eurq6mIDjz3/+M8aMGYPrrrsOADBt2jRcccUV+P3vf48LL7wQa9euxZVXXhmp2Jg7dy5eeOEFvPHGG7j++uvxyiuv4Be/+AXGjRsHAKipqcF5552HXbt2QdM07Ny5E7/5zW/gcDjgcDiwYMECLF++HEuWLIGiKH0XOoBMf2UbSM/tEonQ4jWrN3TZE06pAmj1pn6LSrrZecSPI1061KhxyK1eA0HDn+qlJYTPr8WEGwDgCgI2Jf1CAKsqYFUF8qIGHGuhXh7mmwG/ZlZ/AMDYPAvauvSYoKRbB8bkcTfiyUwIgXybinybivGIb8uhlBJeTUaqQhoPSDzz4hAvlIiIiOgExX91nwDXXHMNTjnllD7Hd+zYgSlTpsQcq6ioQENDQ+R8RUVFv+f3798Pj8cTc764uBhlZWVoaGjAjh07MHr0aBQXF0fOT5kyBR0dHdi/f/+g1h9d2i6E+d6mmq9sU3oLGIAigGyLQI7FLOFXBODnK5R9+HVzHLISKgRQhFnoksoKh0Q6HOj/+xjoeLqxKObfPcVZKkbnWlFeYMPEQhvG51uxrLoEumH295AAukLbzG6pSu20IBp+hBDIsyoYl29F1YgsfLV0EM1FiIiIiFIkqQHHQFwuFxyO2FrbwsJCOJ3OAc8XFBTA5XLB5XJFPu593ul0DnhfAJHHj9c+dxA5ltjy76GcMkKJY1fNLSrdmkSXZjZ51A3zOMWyKYAhzYtjX+j5MiRgT4u/LU7cQDs8hnPjRiEEsiwKrplYgDUXj8b4fCu6NIlx+RY8+v+V4srTHMixKFC4JYuOw/tNXix5vzXVyyAiIiI6prSpW5aDbKY3mPuf6GOHJXvKSCpk6vSM0hwLDnfpsc1ThHmcYpXlWnG4yx/pUyJgXvyX5mbG77lFAJqMTXeN0PFMcKxtZsFQT4+A3rPVJTic0x0aUpHJPH49ff7BQERERDSAtHhNtqioKFKJEeZ0OlFSUhI537vawuVyobi4OLL1pPf9o8/3dw5A5PHjVVNdgoAu4Q0a5v7koJFRY2LDPUaavVpMj5F1jZ5UL+3ESQlFAFbVbLpoVUNbMBIUfmUUKaEqsc+VqiBjnqvvnGFe/BtRb9HHM51VNfsxlGRbcEqeFRMKbDg9tMWlNMeCIrtqbr9TBDIk86ET8GyDC0Fp4HBX+vWoISIiIuotLQKOqqoqbN++PeZYQ0MDzjrrLABAZWVln/Pbtm3D1KlTMW7cOBQUFMScb21tRUtLC6ZOnYrKykq0traira0t5r4lJSWRpqTxMqeMlGF0rgVOv4HRuRasnlWWERUOQGb3GHEHJfIsAn4d6NIBvw7kWQQ8wcy4aE8kd1BifJ4FNkWBLgGbomB8niVjnqtJRfZBHT8ZKKEtLgV2FSNzLBiTF+rtUWTHlwpsGJdvRVmOBYV2Fdnc6nJS+bQjgHafAY39ioiIiGgYSIuA4/LLL0dbWxtefPFF+P1+bNmyBa+//jpuuOEGAMC8efPw5z//GfX19fD7/fjtb3+Ljo4OXHrppVBVFXPnzsWaNWtw8OBBuN1u/OpXv8L06dMxceJEVFRUYOrUqaitrYXH48GBAwewZs0azJs3D+I4/pE+pzwfddeUY+/NE1F3TXnGhBtAZvcYEQCcAQkRuh3+mPqa4LDCqiqYVGRD1YgsTCqywaoqGbMVa9W/jsCmmL/b4TebYh7PBOsaPZj1aiMmPPcJZr3aeMIVWBZFINuiwGFXMSrHgnH5VpxeaEO5w4bRuRYUZ5kVH1aFoUcmCoSaDjPTIiIiouEgqVtqL7nkEnzxxRcwDAOapqGqqgoAsH79ejz99NP4+c9/jl/+8pcoLS3Fvffei6985SsAgPPPPx8/+clPcOedd6KtrQ2TJ0/GM888E2kWunjxYvh8Plx99dUIBAKYMWMGVq1aFfm6jz76KO69915ccMEFyMrKwpVXXomFCxce1/eQqT0qgMzuMdLq6z+kGeh4Mj2w5RBW/esIPAED+TYFP55WjOXnjErZemqqS3DzO19gvzuIoCFhVQQcdgUrZ5ambE2J5AkYsPWKdlUBdAaG/0vUyRxlbVMFbKqK6Ec1pIz09gjo5vhavy6hscfHsGVVgG4M7ya8REREdPJIasDx9ttvD3huzJgx+OMf/zjg+WuvvRbXXnttv+esVivuuece3HPPPf2eLy0txVNPPTW4xfYjmRcPqVBTXYJFdS0ADORYBHyhEZOZ0GPEr5tVG716jCKgp2hBIQ9sOYQHPzgMRZjTS3xBAw9+cBgAUhpySCmB8Ku2InGNetNBvk2BL2jENBXVJZDXO/UYhmrr2xHQDbR1Sfh1A3ZVQYHN3GaWjL+jzK0uAln/f3v3Hhdllf8B/PPMFRiugymEhGliclmRCGj157XafK2b6a7m5qrt1bKszbLVfW3aZVNXU9eylaUXpbki2lbrpbXSLq61ptFNBJVKKWgFEYFBLnN7zu+PhxkZBFMceGaGz/v1wnHOM8/Mec4cLuc753xPu98sDHz4r8GRRpRZbGhuVLsmRERERN/P//+i70GBnKMCCOwcI3qNhPZDKQFl+r2a1nx6FhpJqYckSdBpJGgkdZdLrCysQVSQDkPNRqT2CcJQsxFRQbqA6ecPpZshC8AhCwihDLJloZT7u+KaFpxudsImy9BKgE2WcbrZiZKaFlXr1VGOj4Htkpsyv4dv+nVqJPQaDfoEcw8VIiIi8n38i+UynLTYYTZ6xoQCJUeFy/dtMemvOpuBoPbMBF9cLhHo/XxxVl+U1lqx9XgDbLKyPeydQ8JUnTHjLa5uo20NEmgBOISA1UdX33Q248PeOsvD1jrjwy4r9znjo+eNjjNh8U1A7n9qYFG7MkRERETfgwGOyxDIOSoCnaOTcZFT5fFSmEGDBpsMAQEhlCUhUmu5Wi61n/trPprdZQ048L8WXBdpcC/FOvC/Fuwua/CL+l+MUSuh0abkS9BIyq0QSrk/0Wsl6LUSTO1+tHKpizpGx5lw/eh++M1atWtCREREdHFconIZFmREw+YUaLTLEEK5DZQcFYFO18n4Tu1x34+vNcEpWgeiUG6dQilXy6X0c1c+mlONDo98NFe6Y0dPCOSlZklmI/qZtNBrJDhkZWlWP5MWSebA2AK3s6UugyIM6B+qR99gHSIMXOpCRERE1FsxwHEZAjlHRaDrbIa+2jP3/3fOidB286hCdUq5WiYMCMPs5AhUNjnwxRkrKpscmJ0c4dHPVxbWwCbL+O6cA0dqbPjunAM2WfaLIEEgb4e8ICMaBo0GcaE6pEQbEBeqg0GjCfggrFYjIUSvQWSQFv1M57eyHRhhQFyoHtFBWoTqNarn3CEiIiKi7sUlKpcpUHNUBDp7J5GMzsp7SnFNC2wyYNQq0UYZSh4FNZNC7i5rwMbiesSE6DAwXFnCsbG4Hjf2C3b3/ZKzVpxtdkKrkaDTAHZZoKpRhl22qlbvSxXIS82UIKwSgCqz2DHAj5YOdQedRknca9Kfj+U7ZYGW1mUuVqcMq0NZ6kJERERE/o8BDvLgr3kV/JUvJoV0zc5QthoVMGolRBg9txq1OgVkKIPFtrlDrGonNbkECzKicde/K2CxKdegARBukLB6dD+1q+ZVvv9OqEOrkWDSuPJ7aAEouT2sTgGrwxX4UIIfbEMiIiIi/8IARwDwVlBid1kDfvnWd2iwK0n7Tjc58Mu3vsNLP4pjkKOb+GJSyJKzVpxpdkK05gVxyAJNDnjMzhBCuBO0SlDq7Sr3dR9XNaPBJtyDVwGgwSbwcVWz3/dzV24Ug1byyI2ybhz8/tq6k0aSEKyT0H4nVJtrlkdr0KPFIeD0gz5ORERE1FsxB4ef82ayx4X7q3DWKsMpBLQS4BQCZ60yFu6v6oaaE+CbSSHP2WU4W4MbEpRbp1DKXSRJghZKUAatt9rWcl+35tOzgHR+1okkAZBay/1cICdQVYNBKyHMoEWfYCWh6aA2eT36BOsQqtdAz7weRERERD6DMzj83KUsJ7hUpXV2ZaDaZrkEIFBa5//JF33Vgoxo3P9uJeJCJfeWpWrvzGNr3VNXwHOZg63NXrsGDaDVKMEBV+4QIQCjH4RMLTYZbVMuuD6Qt9jUTjl75U5a7DC3exMCJYGqrzif1wNou8TF1maWh7V1C1uZsz2IiIiIehQDHH7O68keXR/bd3afvErZsaQZaz49iwabjDCDBg+lm9VdTuCattFReavk6CB8WWtFvU2Zwm/UahBhkDA4yve3I+0sn2Qg5JkM5ASqvkzZvlZCkA6IaPMt0H6Ji9WpLP8jIiIiou7hB5+30sVYnUL5FL3NUgFJ6lqyx8QoA5zi/EBPFsrShMQogxdrrI7OOrra3wBtdywZ1seImBAdNhbXd2mJkbfoO2mUtuULMqJh0Lq2IzUq25FqA387Ul+3ICMaNqdAo12GEMqt2jOCXJ48eBpR649Bt7YEUeuP4cmDp9WuUrdrv8RlYIQBgyIM6B+qx1XBOoQZNDBwiQsRERGR16g9vqMrZGh9B51CtCZ+VKITXVkqsHxkX/QJ1kIDwO4U0ADoE6zF8pF9vVZftQR1Mleps/Ke4os5EzrLo9G2XNmONAaxJh1qrTJiTTqsGxfDRJYq89X35cmDp/HkR2dQb1Xyu9RbZTz50ZleEeRoT6uREKLXICpIi1iTHgMiDBgcacA1YXr0C9Eh0qhFsE4DjR/ksyEiIiLyNVyi4ueSo4NwuLoZdTZlVwutBEQaJCRFB132c00YEIYXb70aKwtrUGaxY0AgbRPb2YQWlWeLn7TYoYVA6TmHe6lH32CNqjkTrI6OG6V9+YQBYX7ZN0w6CY0OccFKLJMuMAaUvvi+rCisgVMoq5w0OJ+4dkVhDRZn+X8A9UpJbZa4tGV35fVos8yFS1yIiIiIOscAh58bEx+C/d81QSspszmcAqi3CYyJD+nS8/ni4MgbWjrJH9lZeU8J10s4WutK7grYZBnfnpMxVMVlQW23f3URCIwcFQDw6I3RePLAGSUxKpTr1LaWU/dotCudx9WnXGleXOXUMb1Wgl4rIbTNZEuHrCQybXHKrbdMZkpERETkwgCHn3u/vAkxIdoLkj2+X96ExVlq1853+GxiSUlScp3I5wfbkvsfdUQYNai3yh6TWyQA4f6wRcolcM0YWPPpWZyzyQhtTezKmQTdx7XTTvt4YmD0qJ6l00gINXgGPWxOgRaHjGbH+dkeRERERL0RAxx+7qTFjr4hOvQznR8QCyG4LaSfqGpyQIjzAz8BQCOUcrX8+FoTNh/zTHIqWssDRWmtFedsMhwCOGeTUVrbxV2H6JL0CdLgdAfTpfoEMcThDQatBINWi/DWHVyEUGZ2tDgEmh1KwMOuejSXiIiIqPsxwOHnuC2kfztnkyHDczmI3FqulqIztssq7ym7yxqwsrAGJy12XHsF+WF+8Wa5RwDHIdB6vxz/uC3eizUmlxiTDqdbLuw/MSb+CuoOkiQhWCchWAdEQQsAcMqufB6tW9c6lKAHwx5EREQUSPjxmZ/z5W0h6fvZOplK3ll5TyittcGoAUJ0kvvLqFHK1bK7rAH3v1uJU40OmI0anGp04P53K7u0ne7W4x2f01k5XbnKJge0aF2ChfN5T9ScqdTbuHZvMbfZveW6SAMGhBsQa9IhOkiLUD23rSUiIiL/xo/P/JyyLSQCc+cTL9IB6GgopfY3gFYjQTgFZAkQQkm9oRVKuarav7zK1VlZWAObLKO6WfkU2qiVEGFUttO93L7eySYxnZbTlbPJgFYDGNv0a4csYFU5yW9vJ0kSDFrAoNV6lAshYHMK2FpnfdicAmfV/plEREREdAnUHt+RFwTqzifeJFzbNnRUrqLEKANKaqwwaCRoJCXpqUMWSFRxF5XESD2O1toAiPPJIQUwNEq9ZU8lZ6042+yEViNBpwHsskBVowy7zNwZ/sColdBoU/qRq58LoZST75EkCUadBCMA128WOYzLHomIiMj3cYkK9Qqd7aKo9u6Ky0f2RZhBA5tToMmhfFIaZtBg+Uj1dvRY/n/9YDZqoJUkOAWglSSYjRos/79+qtXJ6hSQJGVwDCi3kgTuFuEnksxG9DNpoddIcMiAXiOhn0mLJLNR7aoRERERUQBhgIN6BdcHxW1zALQtV5NBAwTpJI9bNU0YEIaXfhSHrJhgxIXqkRUTjJd+FKfqLCFXmziFgBACztbIVIDsXBvwFmREw6DRIC5Uh5RoA+JCdTBoNMwVRERERERexSUq1CsMjTbiyBllOYPA+SDH0Gh1P0FeWViDqCAd+oedH6k32uUu5ZbwJl9b9pQcHYQva62otyk7QBi1GkQYJAyOuvz3r5PVSmqnGQlozBVERERERD2BAQ7qFZaP7Itfvf0/WKwy7LKAXiMh3KjuUhAAOGmxw9xuGkKITkKZxa5SjXzTgoxo3P9uJeJClV1dXMt5ujIDICFMh7KGC1POJoTxx2F38rWgGREREREFHk7wpl5hwoAwvHjr1ciKDUb/MD2yYoPx4q1Xqz7gujZcj6Z223c0OQQGhKub0G93WQPG/bMM1774Jcb9s6xL27F6kzIDIAaxJh1qrTJiTTqsGxfTpffvb+NjL1jaYtQo5URERERE5L/4kSX1Or6UltI1MwGQr3hmgrfsLmvA/e9WwqBVkoueanTg/ncrsW4cAmLZzMdVzbC1257UJivlage8iIiIiIio6ziDg3oF16D9VKPDY9AeSDMTvGVlYQ0MWgkmvQaSpNwatBJWFtaoVidvWnbozAVBLtFaTkRERERE/svnAhxDhgxBSkoKUlNT3V9LliwBABw6dAjTpk1Deno6brvtNmzZssXj3M2bN2PChAlIT0/HtGnTUFhY6D5ms9nwxBNPYMyYMcjKysI999yDysrKHr02Uo+3B+3dsYTjSmeWeKtOJy12hOg8U24GUl6QFufllRMRERERkX/wuQAHAOTl5aGoqMj99cQTT6C6uhr33HMP7rjjDvz3v//F0qVL8cwzz+A///kPAOD999/H6tWr8dRTT+HAgQOYMmUK5syZgzNnlE9l16xZg88++wybNm3C3r17ERUVhQceeEDNy6Qe5M1Buzdng3jrubxZJ1/NC0JERERERHQxPhng6MiOHTsQFxeHu+66C0FBQUhPT8ekSZNQUFAAANiyZQsmT56MjIwMGI1GTJ8+HbGxsdi1axccDgdeeeUVzJ07F/Hx8QgLC8OCBQtw+PBhHD16VOUro57gzUG7N2eDeOu5vFmnBRnRsDkFGu0yhFBu1c4L4k3tE4x+XzkREREREfkHn/yTfuPGjRg/fjxuuOEGPProo7BYLCguLkZycrLH45KSklBUVAQAKC4uRlJSUofHv/32WzQ0NHgcN5vNiImJcZ9Pgc2bg3Zvzgbx1nN5s06+mBfEm/6Y1QdSuzKptZyIiIiIiPyXz+2iMmzYMGRkZGD16tWoqqrCAw88gMWLF8NiseC6667zeGxkZCRqa2sBAHV1dQgPD/c4HhERgRMnTqCurs59v/1x1/kU2JRBuzLTocxix4BwPRZkRHdp0H5tuB6nGh0w6c8Pk7s6G8Rbz+XNOgHe27HEFy3O6gsAWPPpWZznOZROAAASNUlEQVSzyQg1aPBQutldTkRERERE/snnAhzbtm1z/z8hIQHz58/HnDlzcNNNN0GIK0vDeKXnk3/z1qDdm1u7euu5fHG7WV+2OKsvAxpERERERAHGJ5eotNW/f38IIWA2m90zMVxqa2sRHa0M4KKioi6YjVFXVwez2Qyz2ey+39FxosvhzSUc3nquQF9WQkRERERE9H18agZHSUkJduzYgYULF7rLvv76a+j1egwdOhSvvvqqx+OLioowbNgwAEBKSgqOHDmCqVOnuo8fPnwYs2bNQnx8PCIiInDkyBFcc801AICqqipUVlYiLS2tB66MAo03l3B467kCeVkJERERERHR9/GpGRzR0dHYunUrcnNzYbPZcPLkSaxduxbTpk3DlClTUF1djc2bN8NqteLgwYPYuXMnZs6cCQCYMWMGduzYgcLCQlitVmzYsAH19fWYOHEitFotpk+fjvXr16OiogIWiwUrVqxAdnY2Bg8erPJVExEREREREdGV8qkZHP369UNubi5WrVqF9evXw2AwYPLkyXjooYdgNBrx97//HU8//TSWL1+Ofv36YcmSJbjxxhsBACNHjsSiRYvw6KOPorq6Gtdffz1yc3PdiUXnzZuHpqYm/PSnP4XNZsOIESOwZs0aNS+XiIiIiIiIiLxEEsy86aGiogLjx4/HO++8g/79+6tdHSIiItXxdyMRERH5A59aokJERERERERE1BUMcBARERERERGR32OAg4iIiIiIiIj8HgMcREREREREROT3GOAgIiIiIiIiIr/HAAcRERERERER+T0GOIiIiIiIiIjI7+nUroCvcTqdAIDKykqVa0JEROQbXL8TXb8jiYiIiHwRAxztVFdXAwBmzJihck2IiIh8S3V1NRISEtSuBhEREVGHJCGEULsSvqSlpQVHjhzBVVddBa1Wq3Z1iIiIVOd0OlFdXY2UlBQEBQWpXR0iIiKiDjHAQURERERERER+j0lGiYiIiIiIiMjvMcBBRERERERERH6PAY5eZOnSpRgyZAgA4ODBgxgyZAhSU1M9vnbt2uV+/ObNmzFhwgSkp6dj2rRpKCwsdB+z2Wx44oknMGbMGGRlZeGee+7hzjOthgwZgpSUFI92XbJkCQDg0KFDmDZtGtLT03Hbbbdhy5YtHueyzbumszZnP+9eeXl5GDVqFNLS0nDXXXfhq6++AgAcP34cs2bNQkZGBsaPH4/nnnsObVdDvvnmm5g0aRKGDx+O22+/HW+//bb7mBACzz77LG6++WZkZGRg1qxZ+PLLL3v82nxVR21eUVHR4fdAbm6u+zy2OREREfUKgnqFkpISkZmZKRITE4UQQnz00Ufu/3fkvffeE+np6eLjjz8WLS0tYsuWLSI9PV1UV1cLIYRYvny5mDRpkvj222+FxWIRCxcuFFOnTu2Ra/F1iYmJ4qOPPrqg/PTp02L48OFi8+bNorm5WXzyySciPT1d7Nu3TwjBNr8SnbU5+3n32bJli7jlllvE8ePHxblz58SqVavEww8/LJqbm8Xo0aPF6tWrxblz50RpaakYPXq0yM/PF0IIcfToUZGSkiL27NkjWlpaxN69e0Vqaqo4fvy4EEKIf/zjH2L06NHi2LFjorGxUaxZs0aMHTtWtLS0qHm5PqGzNi8vLxeJiYmivLy8w/PY5kRERNRbcAZHLyDLMpYsWYJf/vKXl3zOli1bMHnyZGRkZMBoNGL69OmIjY3Frl274HA48Morr2Du3LmIj49HWFgYFixYgMOHD+Po0aPdeCX+bceOHYiLi8Ndd92FoKAgpKenY9KkSSgoKADANlcD27zrXnjhBTz44INITEyEyWTC/Pnz8cwzz+D9999Hc3Mz5s2bB5PJhMGDB2PmzJnufr5t2zaMGDECN998M4xGI8aPH4+bbroJr7zyCgDlPZk9ezaGDBmCkJAQ3HfffWhoaMD+/fvVvFyf0Fmbfx+2OREREfUWDHD0AgUFBQgKCsLEiRMvOPbII4/ghz/8IUaMGIH169dDlmUAQHFxMZKSkjwem5SUhKKiInz77bdoaGjwOG42mxETE4OioqLuvRg/sXHjRowfPx433HADHn30UVgsFhQXFyM5Odnjca42BdjmV6qjNndhP/euqqoqVFRUoKmpCT/5yU9w4403Ys6cOaisrERxcTESExOh0+ncj09KSkJpaSmsVutFvw9aWlrw1VdfebS5Xq9HYmIi2/wibe6ycuVKjBo1CpmZmVi6dClsNhsAsM2JiIio12CAI8CdOXMGzz//PB5//HGP8tDQUAwfPhwTJ07Evn37sGrVKuTl5bk/Za2rq0N4eLjHOREREairq0NdXZ37fvvjtbW13XcxfmLYsGHIyMjAG2+8gddeew3Hjx/H4sWLO2zTyMhId5uxzbuuszZnP+8erkH1rl27kJubi927d8Nut2P+/Pmd9nNZllFfX99pm9fW1qK+vh5CCLZ5By7W5gaDAWlpaRgzZgz27t2LDRs2YM+ePVi7di2Azvs525yIiIgCDQMcAW7ZsmWYOnUqBg4c6FGenJyMgoICjBkzBnq9HtnZ2bjzzjuxffv2S35u0SZpIJ23bds2/OpXv0JQUBASEhIwf/58vPnmmxBCXHGbsc071lmbDxo0iP28G7ja5Ne//jViY2PRp08fzJ8/H5988gkcDsf3ttmVHu+NLtbmsixj69atmDx5MgwGA5KSkvDb3/7Wo5+zzYmIiKg3YIAjgB04cABFRUW49957L+nxcXFxOH36NAAgKirqgk/v6urqYDabYTab3fc7Ok6e+vfvDyEEzGbzBW1WW1uL6OhoAGxzb3K1eXV19QXH2M+vXJ8+fQAoMzNc4uLiAADV1dUdtplWq0VkZCSioqI6PB4dHY3IyEhoNBq2eQcu1uau/txWXFwcampq4HQ62eZERETUazDAEcB27NiBqqoqjBo1CllZWZgyZQoAICsrC//617+Qn5/v8fgTJ06gf//+AICUlBQcOXLE4/jhw4eRlpaG+Ph4REREeByvqqpCZWUl0tLSuvmqfFtJSQmWL1/uUfb1119Dr9dj6NChF7RpUVERhg0bBoBt3lUXa/MjR46wn3eDmJgYhIWFoaSkxF1WUVEBAJgyZQqOHz/uzv8AKG06dOhQGAyGDtvc9X1gNBoxePBgj9wPNpsNx44dY5tfpM0rKiqwfv16j8efOHECsbGx0Gq1bHMiIiLqNRjgCGALFy7EW2+9he3bt2P79u3Izc0FAGzfvh2hoaH4y1/+gg8++AB2ux0ffvghXn31VcyYMQMAMGPGDOzYsQOFhYWwWq3YsGED6uvrMXHiRGi1WkyfPh3r169HRUUFLBYLVqxYgezsbAwePFjNS1ZddHQ0tm7ditzcXNhsNpw8eRJr167FtGnTMGXKFFRXV2Pz5s2wWq04ePAgdu7ciZkzZwJgm3fVxdpcr9ezn3cDnU6Hn//858jJycHXX3+N+vp6/PWvf8WYMWNw8803IzIyEs899xyamppw7NgxbNq0yd3Pp0+fjoMHD2LPnj2w2WzYvXs3CgsLMX36dADKe7Jp0yaUlpaiqakJa9asQd++fTFixAg1L1l1F2vza665Bs8//zy2b98Ou92OoqIi5OXlufs525yIiIh6jZ7fmZbUUl5eLhITE933CwoKxK233ipSU1PF2LFjxbZt2zwev3XrVjF27FiRkpIifvazn4kvvvjCfcxms4mnnnpKZGZmirS0NHHfffeJmpqaHrsWX3bo0CFx5513irS0NJGZmSmWLVsmWlpahBBCFBYWismTJ4uUlBQxfvx48frrr3ucyzbvmou1Oft592jbNsOGDRMPPvigqK2tFUII8dVXX4kZM2aI1NRUMXLkSPHCCy94nLtnzx5x2223ieTkZPHjH/9Y7Nu3z+P4unXrxIgRI0RqaqqYPXu2KCsr67Hr8mUXa/O3335b3H777eIHP/iBGDFihMjJyRFOp9N9LtuciIiIegNJCGYWIyIiIiIiIiL/xiUqREREREREROT3GOAgIiIiIiIiIr/HAAcRERERERER+T0GOIiIiIiIiIjI7zHAQURERERERER+jwEOIiIiIiIiIvJ7DHAQkSpmzpyJKVOmqF0NIiIiIiIKEAxwEBEREREREZHfY4CDiIiIiIiIiPyeTu0KEJHvGDduHLKzs5GcnIy8vDycPn0agwYNwqJFi5CdnQ0AKCoqwrPPPouSkhI0Njbi+uuvx+9//3v3cQA4efIkVq9ejYMHD6KpqQmxsbGYNGkS5s6dC42m47iqzWbD7373O5w6dQr5+fmIjo6+5DqPHj0adrsdu3btwrJly2A2mzFr1izk5ORg586d2LdvH2RZxtixY7FkyRJERES4zx0zZgz69++Pl156CRaLBdnZ2Vi5ciV27tyJvLw81NbWIi0tDcuWLUNMTMwVtjAREREREXUXzuAgIg8HDhxAYWEh1q9fj4KCAphMJtx77704c+YMvvnmG8yaNQvNzc3IycnBtm3bcO211+I3v/kNSkpKAABCCHegYsOGDXjrrbfw4IMPIicnBy+//HKHrymEwKJFi3DixAm8+OKLlxzccPnggw9gMBiwY8cOjBo1yl2+bNky3HTTTXjttdfw9NNP47333sNjjz3mce6HH36I8vJybNy4EcuXL8e+ffswZ84cfPrpp8jNzcW6devw2WefYd26dZfZkkRERERE1JM4g4OIPFgsFixduhTBwcEAgMceewx33HEH3nnnHRw/fhwA8Pzzz7tnQTz11FM4dOgQ8vLysGrVKgDAiy++iODgYPTp0wcAEBcXh5dffhn79+/H3XfffcFrrlixAh988AHy8/MRFxfXpTr/8Y9/hE7n+SMtMzMTU6dOBQAkJCTgs88+Q35+PpqamhASEgIAaGpqwp/+9CdotVoMHDgQf/vb31BaWoq8vDyEhITguuuuQ3Z2NoqLiy+7XkRERERE1HMY4CAiD8nJye7gBgAMHToUOp0O5eXl+Pzzz5GSkuIObgCATqdDRkYGPv/8cwCAJEmwWCxYvXo1vvjiC9TV1UEIgZaWFgwdOvSC19u4cSPy8/OxadMmDBo0qEt1dtWxvYyMDI/7KSkpcDgcOHXqlPu1hgwZAq1W635MREQEDAaDOwDiKistLe1S3YiIiIiIqGcwwEFEHsLDwy8oCw4OhsViQUNDA44dO4bhw4d7HLfb7dDr9QCAU6dO4Re/+AUSEhKwePFixMfHQ6fT4ZFHHoHT6fQ47+TJk1ixYgWcTifq6+u9WmcACAsL87hvMpkAKDM+XNoGMgAlQNNRGRERERER+TYGOIjIQ2Njo8d9IQSampoQGRmJ8PBwXHXVVVi2bFmn5+/duxdNTU1YtWqVx4wMi8XiDjC4aDQabNy4ERs2bMAf/vAHbN++HVdddVW3Xcu5c+cAAJGRkV57DSIiIiIi8g1MMkpEHoqKitDU1OS+X1xcDKfTiYEDB2L48OEoKytDTEwMEhIS3F+SJKFv374AlNkcgGcQ4YsvvkBZWdkFr5WQkICMjAw8/fTTMBqNWLBgAWRZ9tq1HDp06IJrCwkJQWxsrNdeg4iIiIiIfAMDHETkITg4GIsWLcKxY8dQVFSEP//5zwgNDcUtt9zi3kHl4YcfxuHDh1FeXo7XX38dkydPRl5eHgAgLS0NAJCbm4vy8nLs3bsXjz/+OMaOHYvvvvsOJ06cgMPh8HjNiIgIrFy5EocOHUJOTo7XruXAgQMoKCjAN998g3//+9949dVXMWHCBAQFBXntNYiIiIiIyDdwiQoReRg+fDgyMzMxd+5cnD59GoMGDUJOTg5MJhNMJhPy8/OxevVq3H333bDZbIiPj8e8efMwe/ZsAEB6ejoefvhhbNq0Cdu2bUNqaiqeeeYZ1NbW4v7778f06dOxe/fuC143IyMD9913H9atW4fMzMwLEoR2xbx587B//36sXLkSsixj3LhxWLhw4RU/LxERERER+R5JCCHUrgQR+YZx48YhJSUFzz77rNpVuSIHDx7ErFmzkJOTg7Fjx6pdHSIiIiIi6gFcokJEREREREREfo9LVIjI5yxevBg7d+783se98cYbuPrqq3ugRkRERERE5Ou4RIWIfE5NTY17S9eLiYuLg07HOC0RERERETHAQUREREREREQBgDk4iIiIiIiIiMjvMcBBRERERERERH6PAQ4iIiIiIiIi8nsMcBARERERERGR32OAg4iIiIiIiIj83v8D7ox9vf5ZYf4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols = [\n", " 'wheel_base',\n", " 'length',\n", " 'width',\n", " 'height',\n", " 'curb_weight',\n", " 'engine_size',\n", " 'bore',\n", " 'stroke',\n", " 'compression_rate',\n", " 'horsepower',\n", " 'peak_rpm'\n", "]\n", "\n", "plt.style.use('seaborn-white')\n", "plt.subplots(figsize=(16,42))\n", "i=1\n", "for col in cols:\n", " plt.subplot(6,2,i)\n", " sns.regplot(x=col,y='price',data=df)\n", " plt.title('Price vs '+col)\n", " i+=1\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following conclusions are drawn from the scatter plot :-\n", "\n", "* The wheel base of a vehicle shows slight positive correlation with the price. For a certain wheel-base there is a huge band within which the prices of the vehicles lie.\n", "* The length and width of the vehicle share a linear relationship with the price and are highly positively correlated. This means, the length and width of the vehicle can be a determining charateristic for its price.\n", "* The height of the car has a slight positive correlation, but not enough to conclude a linear relationship. The height doesnot dictate the price of the vehicle.\n", "* The curb_weight has a linear relationship with price of vehicle. High end vehicles have higher curb weights i.e they are heavier packed vehicles.\n", "* The engine_size and horsepower share a linear relationship with price. High end vehicles pack a punch when it comes to power of the vehicle.\n", "* The bore shows high positive correlation with the price whereas the stroke doesnot show a clear linear relationship.\n", "* Compression rate and Peak RPM have no relations with the price as such.\n", "\n", "From these conclusions, it can be said that the following columns can be definte predictors for the price of the vehicle :-\n", "\n", "* length\n", "* width\n", "* curb_weight\n", "* engine_size\n", "* horsepower\n", "* bore\n", "* wheel_base\n", "\n", "The *normalized_losses* column describes the average loss the car can incur per year. Viewing these losses against the price via a scatterplot." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Price vs Normalized losses')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x='normalized_losses',y='price',data=df)\n", "plt.title('Price vs Normalized losses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The *normalized_losses* shares no relationship with the price. Mostly the losses for high end vehicles is at the mean.
\n", "\n", "Analyzing all the numeric columns leads to the conclusion that - Most of the numeric columns share a linear relationship with the price of the vehicle as identified. These charateristics can be good predictors for the target price. The dataset also contains categorical variables. These variables have to be compared against the price to find some relations.
\n", "\n", "The *symboling* column descibes the risk factor invovled with the price of a car. A value of +3 means very risky and -2 means pretty safe. the symbols are first changed to labels as given below then compared with price.\n", "\n", "* Very safe - -2\n", "* Safe - -1\n", "* Neutral - 0\n", "* Maybe risky - 1\n", "* Risky - 2\n", "* Very risky - 3" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Price distribution of vehicles sold per symboling label')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def decode(row):\n", " if row == -2:\n", " return 'Very safe'\n", " elif row == -1:\n", " return 'Safe'\n", " elif row == 0:\n", " return 'Neutral'\n", " elif row == 1:\n", " return 'Maybe risky'\n", " elif row == 2:\n", " return 'Risky'\n", " else:\n", " return 'Very risky'\n", " \n", "df['symboling_labels'] = df.symboling.apply(decode).astype(\n", " CategoricalDtype(\n", " categories=['Very safe','Safe','Neutral','Maybe risky','Risky','Very risky'],\n", " ordered=True\n", " )\n", ")\n", "\n", "plt.style.use('fivethirtyeight')\n", "plt.subplots(figsize=(16,6))\n", "plt.subplot(1,2,1)\n", "sns.countplot(df.symboling_labels)\n", "plt.ylabel('Number of vehicles')\n", "plt.xlabel('Symboling labels')\n", "plt.title('Number of vehicles sold per symboling label')\n", "plt.subplot(1,2,2)\n", "sns.boxplot(x=df.symboling_labels, y=df.price)\n", "plt.ylabel('Price distribution')\n", "plt.xlabel('Symboling labels')\n", "plt.title('Price distribution of vehicles sold per symboling label')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The symboling plots suggest :-\n", "\n", "* The vehicles with a symbol rating of 0 - Neutral, are maximum sold.\n", "* Vehicles with a symbol rating of -1 - Safe have higher prices.\n", "\n", "The *make* of a vehicle identifies the manufacturer of the vehicle and *body_style* identifies the type of vehicle as discussed previously. The two bar plots below show the number of vehicles sold per maker and per body type." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Price distribution per vehicle type')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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//ff6448/Up1XIyQkRBERERoyZIhtBIW/v79cXV01ffp0hYeH242suNuDnPdWuXPnlq+vr6ZMmSJJds+jZ555Rrt379aFCxfsRpFZj9PLL79st61ffvlFc+bMUZUqVWz137p1SytXrtTmzZvVqFEj3bx5U59++qnKlCmjmTNn2sKawMBAVahQQSNGjEjzuWh2zLHhIPr27StXV1eNGzdOCQkJmbpti8WigIAA2789PT3l4eEhJyenZMP4ypYtq8TERF25csVu+ZNPPmnXMEiyzY79yy+/SJJOnz6tI0eO6MUXX5Szs7NiY2Nt/5UtW1aFCxe2rXu3Bg0apOt+bNmyRdKdN7S7X2ilf188rI1CRpQtW1be3t7atm2b7ZpX6c4HrlOnTqlBgwa2D5gbNmzQU089JW9vb7v7Zx06f/bs2WQ/aRYQEJBsiFyZMmWUmJio6OjoFGv6559/9PPPP6tChQq2hsFq8ODBmjdvXqrDIrdu3aobN26ocePGun79ul2dL730kqR/HzNrw3L48GHFx8fbtuHk5KSRI0fed2i99e9//fVXu+UFCxbUF198oaZNm0qS9u/fr5iYGDVs2DDZsXj55Zfl5OSU5mO3Z88eSbL7kCxJxYsXT/a8vJ/nnnsuWRNpPS779++XlLFjaJWUlJThD9x+fn62UEO687ywLr/7W4ty5cpJki5evGhb1qRJEwUHB9uaAGud1tDi3LlzyfZXr149u28lnJycVL58+RTP+Yfx/PPP68svv7Q9Xv/8849iY2NVpEiRZLXd2yhZVa1aVcHBwRkayptezz33XLIw4kHO7ZS2AzgiepT7o0e5gx7lX2bsUSwWi3x9fRUVFaXff//dtjwxMVGbN2/Wk08+aftgvn79ekl3zrW7a7h27ZoaNGig27dva9++fXbbr1ChQrKRINZLUC5dupRqXT/88IOcnZ2THePWrVtr1qxZqV4i9qDnfXo0b95ciYmJWrNmjd3yDRs2qFChQqpZs6bdcm9vb9uxs7K+vlgf2/379+vSpUuqX7++bt26ZVfvCy+8oJw5cz5wvWbAiA0H4e7urt69e2vs2LFatGiR3nzzzUzbdsGCBZMNR8uZM6c8PDySDduyfsi6t3FJaYikNYH93//+J+nOte+SFBoaqtDQ0BRrcXZ2TvYNQHp/4uzPP/+UJJUqVSrZbdb5BE6fPp2ubd3Lz89PwcHB2rVrl+2bj3s/cF27dk0XLlzQhQsX0nxzOH/+vF06ndIQdetkYTdu3EhxG6dPn9atW7fstmNVtGjRNI/ZyZMnJd25TjKtGiWpdOnSql+/vjZv3qxmzZqpTp06eu655/T888/bpdqp8fPz09KlS7V48WJt377d9vc1atSw+2BufexSeh65urrK3d09zcfu77//lpTysXzqqaf0888/37dWq3uvt5ZkS9qtz+WMHMO7ZfTn+qwf9K2s30DeOyQypfMyKSlJK1asUGhoqE6fPp3suZSYmJhsfyk9n1I75x/W+vXrtWjRIp04cUJxcXGp1nbixIlUa3tUM6Lf+zg96Ln9X/55RiAz0aPcHz3KHfQo9szYo/j5+Wn58uXatGmTbeTPL7/8oujoaNsIKunfcyq1kRJ312yV0qU51vlAUnu+SXfus4eHR7LJdl1dXZPNlXK3Bz3v08PX11cTJ07UmjVr1LFjR0nSmTNndOTIEXXs2DHZ9lJ6fll/Dcn6hY+13unTp2v69Okp7vfeY+pICDYcSIsWLRQWFqZZs2apYcOGqV7vlVGpDS+/+5vi+0npJxxdXFzk5ORkeyH6559/JN15k7UOKX3QbafE+uEopRnErW9Q936ASi9r07Bx40Zb07Bx40YVKVLE7htx6U7TMmDAgFS3de8LV0aG91tZj+mD/K31cXjvvfdUvnz5FNe5+5iPHj1aYWFh+v777xUWFqZVq1bJ2dlZjRo10vvvv5/mN9Jubm6aO3euFi9erB9++EHffPONvvnmG+XNm1ft27dXp06dlCNHDltNqc3+nitXLl29ejXV/Vi/qUnp+sn0zGVxt5Seb3nz5pX07yz1GT2G0p03xtSu70zNw5ybM2bM0Ny5c/XUU0+pT58+euKJJ+Ti4qLjx4+nOmw6I+f8w1i5cqVGjx6twoULq0uXLipZsqRy586tK1euaMiQIXbrPsxz/UHd+9g96Ln9KH/aFvivoUdJGz1K+tCjpO2/0KNUrVpVXl5e2rx5s/r27Svp39EZd4+utNYxbdq0VEOBe+f6etD3+vj4+PtOXpySBz3v0yN37tzy9/fX8uXL9ccff6hSpUq2wDGliW3Temxv3bol6d/z+I033lCtWrVS3O/9JuY1M8e9Z9mQk5OTBg8erDfffFMTJkxI1zWdd0sr6XxYKW37xo0bSkpKsr1QWk/YXLlyJZvZOzNY33CsL1J3szYLD/pBo1ixYqpSpYq2bt2qhIQEHT9+XGfOnFHHjh1tQ0rvfmN5FPfvbtaJEWNjYzP8t9ZjULBgwXTVabFY1KJFC7Vo0ULR0dHauXOnQkJCFB4erkuXLtlNVpWSAgUKqHv37urevbvOnDmjbdu2aenSpZo5c6acnJzUuXNnW02pNXXx8fFpPnbWxiCl52FKz4e0pLSNa9euSZLtG6CMHsOslpCQoCVLlihfvnwKDg62G/L7oI1zeqT3Neabb75Rjhw5NHXqVLtvn6yjM+5293M9sz4oSXeahNu3b6dr3aw8twGzokdJGz1K+tCjpO2/0KM4OTnJz89P8+fP16FDh1S2bFlt2bJFlStXthuVYq3D29s7xV8qykweHh6245ARj/q8b968uZYvX661a9eqUqVK+uGHH1SlShW7X6azSs9jaz2PXV1ds2U/whwbDqZ06dJq27attm7dqs2bNye73ZrSWZO9uz3oEMf0sA6Nuttff/0l6d+hbdbhl/dey2j1sNfwW79lSOnDkbW+lIbwpZefn59iY2O1b9++ZDONS1K+fPlUuHBhnT171m6uA6vUrkV9EIULF5azs7NtuOHdTp06pbCwMJ05cybFv7U+Dr/99luy2xITExUTE5Pqft3c3OTv76/g4GCVL19ee/bsydAbyZNPPqm2bdtq3rx5slgstuew9XE5fvx4sr+Jjo7WlStXkl2nezfrB957rw2WlOIxSktK54l1u9YhgQ9zDLNCdHS0rl+/rlKlSiW7jtl6neaDsr7G3H0tt3Tn0hfrOX8/Z8+elaenZ7LzMaXarI9tSo/j+vXrtXHjxnTVe+9r4unTp5WUlJSuerPy3AbMjB4ldfQod9Cj2DNrj2Kdy+LHH3+0/ZzvvXNhpXVOXbt2LcXXgQfl5eWl2NhYRUVFJdtPWFiYDhw4kOLfPerzvly5cipfvrw2bNigw4cP68SJE8kmDbVKz2NrfR1J6bHNjHr/6wg2HFDXrl1VpEgRTZw4MVnSa33iR0RE2C3/7bffki3LTJGRkclOsh9++EHSnRmUpTvXzZUvX16RkZHasWOH3brHjh1TQEDAfZP1tFgn2AkJCbH7wJKUlKTvvvtOkpLNGJ4RDRs2lLOzs7Zv364ff/xR5cqVS3atbMOGDW2/2X23a9euqXPnzhn6RYy05M6dWzVr1tSZM2eSTbwUHBysESNGpPqGUbduXbm4uGjdunXJmpvQ0FD5+/tr69atkqTvvvtOgYGByZrCHDlyKE+ePHJ2drbNtp2SMWPGqH379slS6Ny5c8vZ2dk2lLh69epyd3fXxo0bkzVXISEhktKeoM060ZS1mbM6depUsuNzPzt27Eh27emmTZvs9pORY2gENzc3OTs7Kyoqym5UwtGjR7Vu3TpJD/7taMGCBSUlf41Zv369Ll++nK5teHh46OrVq3avX+fOndPy5cuT1VavXj1J0vfff2+3jRMnTujDDz+0e8ydnZ2T3a/UXhOXLl2arlqtsurcBsyOHiVl9Ch30KP8y8w9SqlSpVS6dGnt2LFDW7ZskcViSfazptYJehcvXpxsXq8xY8bI398/xZDtQdStW1dS8l4hPDxcI0aMSDGUkjLvvE+p/7Bq1qyZLl++rAkTJihXrly243KvI0eO6PDhw3bLrOHaM888I+nOc7FgwYLauXNnspD0559/VpMmTWy9lCPiUhQH9Nhjj2nAgAEaMGCAoqKi7IZnFytWTKVLl9aePXv06aefqkqVKvrrr78UEhIiX1/f+367+aCqVaumIUOGKDAwUE888YQiIiIUEhKiIkWK2F1HNnDgQPXq1UuDBw9W27ZtVaJECf35559avny58ubNm+I1Z+lVvnx5tW7dWsuXL1e/fv1Ur149JSYmatu2bdq1a5dat26tChUqPPD2PTw89Nxzzyk8PFyXL1/We++9l2ydTp06aevWrfrqq6905coVPfvss7py5YpCQ0P1119/qUePHg+8/3u9++67+vXXXzVo0CC98cYb8vT01M6dO7Vx40a1bNkyxUmIpDtDRPv06aMJEyaoa9eueu211+Tq6qpff/1Vq1atUtmyZW2zdFerVk3Xr19Xz5491apVKxUvXlw3b97Uzp07tW/fPjVv3jzN4Zc1atTQypUr1blzZwUEBKhgwYKKiYnR2rVrdePGDb366quS7lzrPGDAAA0bNkzdu3dX8+bN5erqqoMHD2rlypW2xzY19evXl7e3t1atWiUnJyc9/fTTioqKUmhoqHx8fLR9+/Z0H9fKlSurR48eatGihQoXLqwff/xRv/76q+rUqWObmTsjx9AIFotFL730kjZu3Kjhw4erVq1aOn36tFasWKERI0aoX79+2rNnj8LCwlKdKTw1VatWlbu7u1avXi03Nzd5e3vr+PHjCg8P14svvpiuY92wYUMtXLhQgwYNUpMmTXThwgUtXrxY77//vsaPH6+jR49qxYoVqlWrlipVqqRmzZrp+++/V//+/dWgQQNFR0dr0aJFypMnj3r27GnbbtGiRXX48GEFBwcrf/78ateunerUqaO5c+dq8uTJunz5slxdXbVz505FRUWpaNG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6dapat25tiDkiIiJ3N6gobDxV06dPV7ly5TR48GDNnTtXw4YNU5EiRRQSEqK1a9cqOTlZo0ePlnT/UYvQ0FDDvGlpadq+fbt8fHyUmJioAQMG6JVXXtGGDRu0dOlSnT9/XlOmTJEkLV++XNL9xKR37966evWqxowZo379+mnnzp36f//v/+nbb7/Ncmd7lixevFijRo3Sli1bZGdnp3nz5mWYZuvWrdqyZYsWLFignTt36uOPP9YXX3yhqKiobMclJCRo2LBh8vPz07Zt2zR//nxt2bJF69evNyz77t27Cg0N1YIFC7R8+XIdP35cGzduzMtNkGOrV6/W1KlTtXz5ch07dkz9+vVTz549tXHjRiUnJ2vZsmWSpMOHD2v69OmaMGGCduzYocGDB2vChAm6ePGipPuPOOzZs0d79uxRSEiIbG1t1a5dO0nS+vXrFRYWpjlz5igkJETnz583aja7ZMkSHT58WMuWLdPPP/+sunXr6tNPP30mt8ODHv7N/PDDDzp16pRWrFihbdu2qV27dhozZoySk5NzFMP+/ftVoUIFbd68WcOHD9esWbP0xx9/ZJhuzJgxql+/vsLCwhQSEqL4+HijouPhw4dVunRpbdq0SYMGDdLs2bMNJzNTWbNmjYYOHaotW7aoXLlymjVrliQ98rgkZf97Mod9KyeOHj2q+fPnKzAwULt379aECRM0f/78LJ+Ff1B8fLwOHjyo5cuXa8GCBdq/f7+Cg4MlSZs3b9aaNWs0Z84cbd++Xe3bt9eoUaOMCmG7du1Sx44dMxSFgMeR1T589uxZDRkyRM8//7zWrl2rNWvWKC4uTlOnTpUkXbx4URMnTtTAgQO1detW1apVSzt27DAs91HnHkk6duyYEhMT9dNPP2ns2LFaunSpzpw5k9eb4IlkdYx8VM7x8Hko/WLmvffe07Zt29StWzeNGDHC6BwQGhqquXPnauXKlTp37pzhYkWSLl26pOjoaK1du1ZTp05VSEiI4Xj7qOPpN998ozNnzmjFihVauXKlLl68aPgeDwoODtbRo0c1ZcoUWVtb5/7GzCV169bVsWPHJN1vGXPq1CklJCQYinJHjhxRzZo1NWXKFNna2mrjxo1at26d4uLiDMW1xMREffLJJ2rYsKHCwsLUsWNHzZ8/37COJz0Hmrt/u99L9/8mf/31lzZv3qy6detmmw+0aNFC3bt3V9WqVbVnzx45OTlp9erVWrlypSZMmKDt27erU6dO+vTTT42OLT/88IMCAgL0888/q0WLFho6dOgzV4wbNmyYKlasqNDQUM2YMUOLFy/WL7/8ku31Yrrly5dr+vTp+umnnxQdHa1ly5bppZdeUuXKlbVz507DdMePH9etW7fUtGlTnTx5Up9//rn69u2r7du3a/z48Zo7d6727t1rmP7BvGLEiBF644031KlTJ61bty7T7xASEqL3339fYWFhatKkiYYPH55p8e7rr79WeHi45s+fr7CwMNWtW1dDhgzJcZ6dUxQ28khERITCw8M1cOBAFS9eXCVKlFBAQICOHDmimzdvqmXLloqIiND58+cl3e8lPS4uTh4eHtq7d69iY2PVu3dv2djYyMHBQV27dtW2bdsMFdAHlS9fXlu2bJGbm5sk6fXXX5eTk5NOnjyZp9/532jRooWcnJxUtGhRubq66sKFCxmmiY2NVaFChWRjYyMLCwu5urpq+/btsre3z3acjY2NNmzYoLZt28rCwkIVK1ZUzZo1jbZLamqqunTpIltbW5UrV07Vq1c3/E2eNd7e3ipTpowqVKigypUrq0qVKqpevbqKFy+uOnXq6O+//5Yk1a5dW1u3blXVqlVlYWEhd3d3FS1aVKdOnTJaXkpKikaPHq2mTZsa7kjs2LFD3t7eqly5smxsbNS7d2+jg9AHH3yghQsXyt7eXpaWlmrevLmuX79udMfjWdkO2YmJiZGlpaVsbGxUuHBhtWnTRhs3bpSlZc6e1itZsqTeeecdWVlZyd3dXdWrVzd0rvSg2NhYWVtby9LSUnZ2dgoKCtLAgQMN41944QW1bt1aRYoUkY+Pj1JTU41O1Kbg4+MjJycnFStWTB4eHobfQ06OS9n9nsxh38qJ9EJD0aJFJd0/3m7dulXFihV75LxJSUnq1auXnnvuOTk5OcnX19dwh7ZFixYKCQlR+fLlVahQIXl7e+vu3btGx6OyZcvKw8MjX3Q6CdPJah9OTEzU2bNnNWDAABUrVkz29vbq3bu3fvnlF929e1c7duxQ5cqV1axZMxUpUkS+vr5ycnIyLDcn5560tDR169ZNVlZWcnNzk7W1dabn/WdZVsfInOQcD/r5559VtmxZ+fj4yNLSUi1atNBnn32mwoULG6bp3Lmz7OzsVL58edWuXTtDfhIQECAbGxvVrFlT7u7uhuNJdsfTtLQ0bdy4UV26dFGpUqVkb2+vkSNHysPDw2jZO3fu1LJlyzRjxgzZ29vn5ibMdfXq1dOff/4pSTp9+rQcHR1VvXp1w7AjR47ozTffVFBQkD799FNZWVmpePHicnNzM/x9Tp48qdu3b+vDDz+UjY2NGjZsqIYNGxrW8aTnQHP3JPt9SkqK2rdvb8jVH5UPPGzdunVq3769qlatKktLS7Vp00aVKlUyarXRqFEjOTs7y9raWh988IESEhKeqVYbp0+f1pkzZ9SzZ0/Z2NiocuXKmjRpkhwdHbO9XkzXpk0blS5dWvb29qpbt67huOnl5WVUYN6+fbvq168ve3t7rV+/Xq6urnJ1dVXhwoXl7OwsX19fo2Lb4+YVrq6ueuONN2Rtba1u3bopMTFRR44cMZomNTVV69evV/fu3eXg4CBra2v16tVL8fHxhtbRuaVA9bFhSleuXNFzzz0nBwcHw7CKFStKut+syNnZWXXq1NHmzZvVt29fbdu2TU2aNJGNjY2uXLmi8uXLy8bGxjCvo6Oj7t27p3/++SfT9a1evVrr16/XjRs3lJaWpqSkJCUmJj7dL5mVn1QDAAAgAElEQVQLypcvb/i/jY1NptXV5s2ba9OmTWrdurVcXFzUsGFD+fr6qmjRotmOk+4nDj/88IOuXbum1NRUJScnq2XLlo8dw7PgwX3JyspKZcqUMfqc/vdOSUnRd999p19++cWwvyQmJiopKcloed9++61iYmL0ySefGIZdv37d6Lk6W1tbo2eBb9++raCgIB06dEhxcXGG4Xm5r+V0O2SnQ4cO2rVrl1q1aqX69evLzc1N3t7eOS5svPTSS0afK1asqOvXr2eYrk+fPgoMDNSmTZtUv359+fj46PXXXzeMf3jfk2Ty/S+r30NOj0tZzW8O+1ZOvPnmm3rzzTf19ttvq27dumrQoIFatWqVo3kfPidUqFBBN27ckHT/Tt+0adP022+/GbXSePB3W7Zs2Vz6FijIstqHL1++rNTUVPn4+GSY58aNG7p+/brR71uSnJycDPtoTs49ZcuWNbpwf5bPuVnJLmfISc6RLv2Y+qD0mwzpBe4Hx1tbWxs9LlK+fHmjVhQVKlQwtBzM7ngaHR2tmJgYo2VXrlxZlStXNnw+e/asQkJC1LdvX7N4LfGbb76piRMn6t69ezp06JBq166tMmXK6M8//5SHh4eOHDmiLl266NSpU4bWKklJSUpJSdELL7wgSbp586aKFi1qVMR5/fXXDc3wn/QcaO6edL8vV66c4f+PygceduXKFb388stGwypWrKhr164ZPleqVMnw/6JFi6pEiRLP1I2Ry5cvq2jRoipZsqRhWL169bR9+/ZsrxdLly4tKevt7+Xlpfnz5+uff/5RyZIltXPnTvXo0cOwzgMHDhhufEv3i8sP5qGPm1c8mP8WK1ZMpUqVMuQx6W7fvq24uDiNGDHCqGCSkpKS662SKWzkkYcvIh+U/kdu1aqV5s+frz59+mj79u36v//7v0fOm5l169Zp0aJFmjx5surVqydLS0u99957/z74PJSTCmGJEiW0YMECHT16VLt371ZwcLCWLl2q4ODgbMeFh4dr8uTJGjNmjOEO03/+858Myy9UyDwaMj28rbKK+9tvv9XWrVs1depUvfbaaypUqJCaNWtmNM2BAwe0fPlyLVy40CgxSkxMzNAq6MFnqEeOHClLS0sFBwerbNmyioiIyPN9LafbITvly5fXihUrdPDgQe3evVtfffWVVq1alemjUJIybJOHY0hLS8u0mW6bNm3UpEkT7d69Wzt37tSHH36owYMH65133sl0Oc+ynB6Xsvp7mMO+lRNWVlYKCgpSRESEdu/erfXr1ys4OFgLFizIMO3D/Q9k9ve2srKSJE2ZMkWnTp3SnDlzVKlSJcXFxalp06ZG0z6q8JZZiz7gYVntw927d5e1tXWWr+tLvxB8UFpamuH/OTn3mNMx73Ht378/RzlHOgsLC6Ptl9U0OR2XlpZmOJ5kdzxNny+7dR85ckQeHh4KDg5Wy5YtZWdnl22cpubg4KCyZcvq5MmTOnz4sNq0aaPnn39eW7Zs0eXLl5WQkKCKFSuqbdu2at26tQIDA2Vra6vly5frhx9+kHT/eP3wMfbB89mTngPzq5zu9w8WNB+VDzwsJ9v+4fnT0tKeqeNNoUKFMv2OObleTJ8/M05OTnr55Ze1a9cuvf7667p+/bqh9ZW1tbX8/f2zfSV3Tm/oZRXHg8eddOnFv7lz56pGjRqPtfzHVbB+bSZUsWJFxcXFGd3FvXjxoqGZliQ1bdpUUVFRWrt2rRITE1WvXj1J96vu165dM6qGXrhwQc8991ymFc3w8HA5OzurQYMGsrS0VGxsrFFHMuYuMTFRcXFxcnZ2Vr9+/bR8+XLdunVL+/fvz3ZceHi4KlSoIB8fHxUpUkQpKSlm9yzvv3HixAm5u7vr9ddfV6FChXTlyhWjO8D//POPxowZoyFDhujFF180mrdMmTJG1dSoqCijOxHh4eFq06aNocL78OMt5uLu3btKSkqSi4uLhgwZooULF+r48eM6c+aMrKysDB06SvcP2g/eFZDuP9v8oCtXrhju+jwoKipK9vb2euuttzR16lT16NHDbF9h9rjHpYfll30rOTlZMTExqlKlij788EMtWbJExYsX15YtWyTJaN95+DgcGxurW7duGY1P329OnDihli1bysnJSRYWFjl6lPDhffXBDoSBrGS1D8fHx+vevXtGx7eEhATDs++lS5fOcLft3Llzhv8/6tyT3z1uzlGhQoUMjx6m9zeQE9euXTO6KHrwPJTd8bREiRKytbU1WvfZs2eNnqlv27atxo8fL0dHR02ePDlH8ZhavXr1dPjwYf3555+qVauWqlSpoosXL2rfvn2qU6eOLl26pLi4OHXt2lW2traSZHScLVWqlGJjY436Czhx4oTh/096Dsyv/k2u/ah84GEVKlTI8Lu4cOGCHB0dDZ8fPN/Gx8crOjo607zMVCpUqKB79+4Zfe9ff/1V165de+T14qN4eXlp9+7d2r59u1xdXVW8eHFJ91sUpb+UId3169efqJ+LB48b8fHxun37dobtXLx4cdnb22dY99WrV//1erNCYeMps7a21uXLl1WpUiVVrlxZX331leEPP3fuXLm6uhqaIRUrVkxNmjTRzJkz5e3tbaiCNWrUSNbW1po7d64SExN19epVBQcHy9fXV4UKFTLcGU4/SJcvX16XLl1SVFSUIiMjNXHiRDk4OGRoGmSuAgMDNWLECMMFwenTp5WYmKiKFStmO65ChQq6deuWrl69qqioKEOnUc9S07SnoUKFCjpz5ozu3r2rixcvavr06XrhhRd0/fp1paWl6fPPP1f9+vXl5+eXYd70TrPOnz+v+Ph4zZ49W0WKFDFa9okTJ5ScnKwDBw4Ynm981ve1h38zw4YN06RJkxQTE6PU1FQdP35cRYoUUdmyZQ1NS/fs2aPk5GQtWbIkw+MQ169f108//aTk5GTt3btXJ06cUJMmTYymiYyMVKtWrbR9+3alpKQoLi5Of/31V45PVM+aRx2XHiW/7FtLliwxdNos3T/JR0dHq3LlyipevLjhees//vgjw3OnVlZWmj9/vhISEnT58mWFhoYa9psKFSro5MmTSkpK0qlTp7Rq1SpZWVll+/0dHR21c+dOJScnKyIiwqgDMSAr2e3DtWvXVmBgoP755x/FxcVpypQphrt9rq6uOnv2rHbs2KGkpCT99NNPRolqdueeguBROcfD5yFvb2/dvHlTq1atUlJSknbs2KFp06bluJPO1NRULVq0SElJSTp58qR+/fVXo+NJdsdTPz8/LVmyRJGRkbpz544CAwONLvILFy4sCwsLffbZZ/rtt98MhdtnWb169bRp0ya98MILsrOzk6WlpV599VWtXLlSb775psqVK6dChQrp6NGjSkhI0Jo1a3Tp0iXduXNHCQkJqlatmooVK6aFCxcqMTFRv//+u1F/AE96Dsyv/k2u/ah8wNraWrdv31ZUVJQSExPl5+en1atX6+zZs0pKStKKFSt0/fp1eXl5Geb57bffFB4ernv37ik4OFjPPfec3njjjaf63R9HlSpVVLVqVX3zzTeKi4vThQsXNH78eJUvX/6R14uP4uXlpYMHD2rXrl3y9vY2DPf399eJEye0Zs0aJSUl6dy5cwoICNCmTZuyXJa1tbWuXr2qmJiYTFt17dmzR+Hh4UpKStLixYtlZ2en2rVrZ5iuffv2Wrhwof766y8lJydrzZo1evfdd3O92F1wf3l5pE2bNlqzZo169uypKVOmKCYmRv7+/uratavKlSun8ePHG03fqlUrxcbGGj2LVrRoUQUFBenEiRPy8fFR79691aBBAw0aNEiS9Pzzz6tp06YaNWqUZs2apfbt2+ull16Sv7+/+vXrp5YtW6pr167asmWLvvnmmzz9/k9D//79VaJECXXs2FGNGzfWxIkT9emnn6pKlSrZjvP09JSbm5u6dOmi999/X9WrV1f//v114sQJffbZZ6b+Wk9N9+7dVahQIbVo0UIjR47UBx98oLZt22rhwoX69ttvtXfvXm3dutXola/pz9916dJFHh4eCggIUPv27fXKK68YXYj/5z//0e7du9WsWTMtW7ZMo0aNUoMGDTRw4MBnujXMw7+ZUaNGKTo6Wq1bt1bTpk21ePFiTZo0SSVLllS1atXUuXNnjRkzRi1btlRycrLq1q1rtLzGjRvr9OnT8vb21pdffqlPPvlEVatWNZrGwcFBn3/+uebOnasmTZoY3sc+bNiwPPveuelRx6VHyS/7VpcuXVSrVi316NFD7u7uGjp0qLp27SoPDw8NGzZMW7ZsUdOmTbVmzRp16tTJaN6SJUuqevXq6tChgz744AO5urrq7bfflnT/OPf333+radOmCgwMVL9+/eTr66svv/wywysg0w0ePFjh4eHy9PTUzJkz1bVr16f+/WH+stuHx48fb+icz9/fXzExMfriiy8kSTVq1NDQoUMVGBgob29vHT161Kg/juzOPQ++zSO/elTO8fB56Pnnn9esWbO0atUqNW3aVPPmzdOkSZMy9LuRlSpVqsjS0lKtWrUyPOKYXth41PG0f//+ql27tjp37qwOHTqofPnyGjBgQIZ1lC9fXoMGDdKUKVOe+QJV3bp1denSJdWqVcswzNnZ2fBKzDJlymjAgAGaNGmS/Pz8dP78eU2aNEklSpRQhw4dVKxYMU2YMEFbt26Vt7e31q1bp3fffddQtHjSc2B+9W9y7UflA02aNJGFhYVat26tEydOqEuXLmrZsqXhVdRhYWGaPXu2Uf8Qb731lmbPni0vLy+FhoZqypQpRsWSZ0FQUJBu374tHx8fDRw4UJ07d1bz5s1zdL2YnUqVKqlChQq6cuWKGjVqZBju5OSkL7/8UsuXL5enp6cGDx6sNm3aqHXr1lkuy8/PT/v371fbtm0zbdnxzjvvaPbs2WratKm2b9+uiRMnZrqdu3fvLnd3d/Xp00fNmjXThg0bNH36dENrqdxiERUVlf0DfchTmzZt0ooVKwzvMgYAAACQt1JSUpSWlmbod2DRokX6+eeftWTJEhNHhuz4+/vr3XffNfRfhoKDFhvPkEuXLmn27Nnq1q2bqUMBAAAACqS0tDS98847+vrrr5WcnKzLly/rp59+kqurq6lDA5AF3oryjJg4caJ++eUXde7cWZ6enqYOBwAAACiQLCws9MUXXygoKEheXl6GfvDSX50J4NnDoygAAAAAAMBs8SgKAAAAAAAwWxQ2AAAAAACA2aKwAQAAAAAAzBaFDSAfGzt2rFxcXDR69OgspwkMDJSLi4vGjh2bh5H9z7179zR06FA1atRIHTt2NEkMAADg8aXnGdn98/f3N3WYj2Xu3Lny9PSUm5ubIiMjn9p6NmzYIBcXF/3999/ZTufi4qIZM2bkeLn+/v4aMWLEk4YHmB3eigLkc0WLFtWOHTsUExMjW1tbo3FJSUkKDQ1V0aJFTRSdtGvXLu3atUvDhw+Xh4dHri57wIABcnd3513mAAA8BUOGDFG/fv0MnydMmKCIiAgtWrTIMKxw4cImiOzfuXnzpr777jv5+fmpV69eev75500dkjZt2mTSPA0wF7TYAPK5KlWqyNraWlu2bMkwbvfu3UpNTVWVKlVMENl9UVFRkqSGDRuqdOnSubbc1NRUnThxIteWBwAAjBUvXlylS5c2/LOyslLhwoWNhpUsWdLUYeZYdHS0JKlOnToqW7asLC1Nfw+4dOnSeu6550wdBvDMo7AB5HOFCxeWu7u7fvrppwzj1q9fLzc3N6O7KfHx8Zo6dapatWqlhg0bqlWrVho3bpz++ecfwzTz5s2Th4eHzp07p969e8vDw0OtWrXSV199pdTUVEnS1atX5eLioh9//NFonTNmzJCLi4uk+01Yp0yZIklq06aNobnqzZs3NXbsWLVo0UINGzZU69atFRQUpISEBKNl7d27Vz169JC7u7v8/Pw0ceJE3blzR1evXlWDBg0UGxurqVOnGq2vefPmRsuIj4+Xi4uL5s2bJ0k6ePCgXFxcFBYWpi5dusjT09Mw7b59+9S7d295eXmpSZMmGjBggCIiIgzjs5sXAICCKigoSB4eHoqPjzcaHhERIRcXF23ZssVwDt29e7dGjRolT09PNWnSRKNGjdKdO3cM86SlpWnFihV677335OHhIW9vb40fP95woyQraWlpWrJkiTp06CBXV1d5eXlp6NChunDhgqT7j4Z07txZkjRu3Di5uLjo6tWrRsuIj49X48aN9dVXX2VY/ogRI+Tv76+0tDRJUmhoqHr06CFPT081a9ZMw4cPz7A8Sbpz544+/fRTNWnSRE2aNNH48eN19+5dw/iHH0W5efOmxowZo+bNm8vT01N9+vTR0aNHs/ze8fHxCgwMVPv27eXm5iZ/f3999913SklJyXZ7AeaGwgZQAPj4+OjUqVNGF+E3b97Uvn371KJFC6NpAwMDFRoaqs8++0xr167V+PHjdejQIX355ZdG06WkpGjixInq2rWrli1bJj8/Py1ZskS//PJLjuMaMmSI+vbtK0latGiRoenq6NGjdeTIEU2ZMkVr167ViBEjtHHjRn399deGef/880998sknqlOnjhYvXqyxY8dq3759Gj16tBwcHAzL6tu3rzZt2vQ4m0uStHDhQgUEBGj58uWG9Q0ePFj29vaaO3eu5syZI0tLS/Xt21fXr1/Pdl4AAAqydu3a6e7duxlyhK1bt6pEiRJGNwKmT5+uevXqKTg4WCNHjtTu3bs1YcIEw/jg4GAFBQWpSZMmWrJkicaPH68jR47ok08+MRQVMjNv3jzNnj1b7du31/LlyxUYGKjr16+rd+/eunPnjry8vDRnzhxJ0ieffKJNmzbJwcHBaBnFihVT48aNtW3bNqPh8fHx+vXXX9WyZUtZWFho69at+uyzz1S1alUtWrRI06ZN0/Xr19WnTx+jokX6923SpIkWL16sPn36aP369RluCqVLSkrSwIEDdf78eQUGBmrRokUqU6aMBg4cqMuXL2c6z4gRI7R582ZDXhIQEKDg4GCjnArIDyhsAAXAm2++qRdeeMGo1cbGjRtVokQJQ2uGdH369NH333+v+vXry8HBQXXq1JGXl5d+//13Q2sMSUpMTFSXLl3UqFEjVahQQQEBASpUqJCOHz+e47iKFy+uYsWKSZLs7e0NzVXHjBmjOXPmyNnZWQ4ODnJ1dVWDBg20d+9ew7zff/+9nJyc1L9/f7344ouqW7euhg4dqlKlSunevXuyt7eXdD8J+TePuNSrV0+enp6GpGbRokV64YUX9MUXX6hy5cp67bXXNG7cOKWkpGjVqlXZzgsAQEGWfp5ev3690fCwsDD5+vrKysrKMKxOnTpq06aNHB0d1bx5c/n7+2vnzp26e/eukpOTFRwcrObNm6tnz55ydHRU/fr1NXz4cB0/fly///57putPSkrS8uXL9dZbb6lz586qVKmSatWqpfHjx+v27dsKCwuTjY2NSpQoIel/j9hk1j9IixYtdPXqVYWHhxuG7dq1S/fu3ZOvr68kacGCBXJ2dtbw4cPl5OQkZ2dnjRs3TteuXVNoaKjR8po1ayZvb285OjqqY8eOcnBw0LFjxzL9Hrt379bZs2c1YsQIOTs7y8nJSSNGjJCbm1umhY3w8HDt27dP/fr1k4+PjypWrCg/Pz917txZP/74o+Li4jJdD2COTP/gGICnrlChQmrRooXWrVungQMHysrKShs3bpS3t3eG50ctLCy0YsUK7d27V7du3VJKSoqSkpKUnJyshIQEQyFCkmrWrGn4v6WlpYoXL66YmJgnjjcpKUnff/+9Dh06pH/++UepqalKTExU8eLFDdOEh4erUaNGRvO5u7vL3d1dkh7ZJPVRqlWrZvT52LFjaty4sdH2srW1VZUqVXTy5Mls5wUAoKBr166dRo4cqb///luOjo46duyYrl27luGtKbVr1zb6XK1aNaWkpCgyMlLJycmKiYlRgwYNjKZ54403ZGlpqVOnTmUYJ0kXLlxQXFycatWqZTTcyclJxYsX1+nTp3P8PRo2bKgSJUro559/1uuvvy5J+vnnn1WjRg1VqlRJcXFxOnfunAICAozmc3R0VNmyZXXq1Cmj4Q/mUpJUsmTJLAsOJ06cUOHChY3yjGLFiumLL77IdPr0AsnD26RevXpasGCB/vrrLzk7O+fgWwPPPgobQAHh6+urxYsXa+fOnXJwcNCFCxf0+eefG02TlpamgQMHKjIyUh9//LGqVasmKysrrVixItNmkQ8WOaT7RZHsmoHmRHx8vHr37i1LS0sNGDBAL7/8sooUKaJZs2bp0KFDhuliYmKeamdaDxZRJCkuLk6hoaEZmtEmJibKyckp23kBACjoPD09VapUKa1fv159+/ZVWFiYatWqpZdfftlouoff4Jb+RpA7d+4YWo5OnjzZ0EdXupSUFN24cSPTdacXCjLLG4oVK5ah74/sWFpaysvLS9u2bdPAgQMVGxurffv26eOPP5YkxcbGSrrf0nPJkiVG8967dy/D46s2NjYZ1pFVLhUbG6uiRYvKwsIiR7Gmx9KpU6dMl5/V9gLMEYUNoIBIf3wiLCxMZcqU0Ysvvmi405Dur7/+0pkzZzRs2DD5+fkZhiclJT32+tJPug+fnB+VPBw8eFA3btzQ9OnT5erqmuV8JUuWNOpMLKcxPW486WxtbeXi4qKPPvoow7hnodd0AACeZZaWlvL399emTZvUq1cv/fLLL+rTp0+G6R4+L6d/LlGihJKTkyXd7z/Lzc0tw7xZ3fBIL5akX+g/KC4u7rFvSPj4+Gj16tUKDw/XuXPnlJaWZuicPH1d77zzjtq1a5dhXmtr68da14NKliyp+Ph4paSk5Og1unZ2dpKkmTNnZvp2mlKlSv3rWIBnDX1sAAWIr6+vDhw4oJ07d8rHxyfD+PQCRvozptL9hGLHjh2Ssr6DkJn0E/vDj4Q86hWsmcXw3//+V4cPHzZa/yuvvKLDhw8bzfvbb78pICBAt2/fNgx7cJ7ixYsrLi7OkBhJynGfIDVr1tS5c+fk6Oho9C81NTVXX1MLAEB+1bZtW924cUMLFizQ3bt35eXllWGagwcPGn0+ceKEihYtKgcHBzk5OcnOzk5XrlwxOhdXrFhRiYmJWb5aNv2Rk4fzhjNnziguLk7Vq1d/rO/h7OyscuXKac+ePQoLC1OjRo0MeUuxYsX0yiuv6NKlSxlyhqSkJD3//POPta4HVa5cWampqTpy5IhhWHJysvr06aMNGzZkmD79MZdbt24ZxWFvby8rKyteI4t8hcIGUIC0aNFCCQkJunHjhlq2bJlh/Isvvig7OzuFhITo4sWLOnbsmAYOHKjGjRtLup9sPNybd1aKFy8uJycnbd68WceOHdOFCxc0derUR85frVo1FS5cWMuWLdPly5d14MAB/ec//1GzZs0UGxur8PBwJSYm6r333lNkZKQmT56sK1eu6PDhwwoKCpKNjY1KlSpluEtx5MgRRUREKCEhQTVq1FBKSoq+/fZbXblyRb/++quWLl1q1GlZVj744AOdP39eEydOVEREhP7++2/98MMP6ty5s7Zu3ZqjbQIAQEFWtmxZubq6auHChfLx8cn0MYwDBw4oJCREf//9t8LCwrR+/Xp5eXnJxsZGlpaWev/997V27VotX75cly5d0tmzZzVx4kR169ZNly5dynS9lpaWevfdd7VhwwatWLFCly9f1sGDBzVmzBhVrFgxw6vgH8XCwkItWrTQtm3bdPDgQUOnoem6d++uPXv2aN68eTp37pwuXLigOXPmqEuXLkZFicfl4eGhF198UZMmTdKJEyd06dIlTZ48WeHh4Rn6D5Gk1157Ta6urgoMDNT27dt19epVwxtk+vfvb3SjBzB3tJ8GCpCSJUuqYcOGio2NVbly5TKML1q0qMaPH69p06bpvffeU8WKFdWnTx85Ozvr6NGjGjlypNEr1x5l7Nixmjx5svr27StbW1u1b99ebdq00cyZM7Ocp1y5cho1apTmzZunzp0765VXXtHQoUNlb2+vQ4cOqW/fvpo3b57q1aunqVOnat68eerYsaNKlCghNzc39evXT9L9wkqnTp20Zs0aHThwQEuXLpWXl5fCw8O1du1aLV26VK+//rpGjBihHj16PPK7ODs7a+bMmZo3b5569uyplJQUvfzyyxo1alSGhAYAAGTO29tbe/bsUZs2bTId36tXL/3222+aOXOm0tLS1LhxY0P/FZL0/vvvq1ixYlq5cqVmzpypIkWKqGbNmvrmm28y9Hn1oB49esjGxkY//vijZsyYoeeee07169fXgAEDMi2wPIqPj48WLVpkyD8e1Lx5cxUqVEjff/+9goODZWFhoddee02BgYGqW7fuY68rnZWVlb7++mvNmDFDgwYNUkpKil599VXNnDlTjo6Omc4zadIkzZ49W4GBgbp165ZsbW3VqFEjffnllzxKi3zFIioq6sl6+gMAAACAHBg+fLhiY2P19ddfGw0/ePCg+vTpo8DAQMMbzgAgpyjTAQAAAHhqEhMTdevWLa1bt067du3SwoULTR0SgHyGwgYAAACApyY8PFy9e/eWo6OjJk+erNdee83UIQHIZ3gUBQAAAAAAmC3eigIAAAAAAMwWhQ0AAAAAAGC2KGwAAAAAAACzRWEDAAAAAACYLQobAAAAAADAbFHYAAAAAAAAZovCBgAAAAAAMFsUNgAAAAAAgNmisAEAAAAAAMwWhQ0AAAAAAGC2KGwAAAAAAACzRWEDAAAAAACYLQobAAAAAADAbFHYAAAAAAAAZovCBgAAAAAAMFsUNgAAAAAAgNmisAEAAAAA+P/Yu/P4mq79/+OvSIgikcQYKW0QSSrlmrWUGiqhaoy5X/wa83Q1prpttdWqoVUUTUxBUUREVBCzVmpqDTUkETRmlxgyIEgivz88zrmODEIj6ZH38/HI48FZe0jdfjgAACAASURBVO+z9tpn7/M5n73W2iJmS4kNERERERERETFbSmyIiIiIiIiIiNlSYkNEREREREREzJYSGyIiIiIiIiJitpTYEBERERERERGzpcSGiIiIiIiIiJgtJTZERERERERExGwpsSEvpAEDBlC3bt28rka23L17l88//5zGjRvTsGFDjhw5kqvvHxoaSt26ddm8efMTlz1w4AB169Zl7ty5T/0+X3zxBXXr1uXSpUvPUs1/pKf5nM2dO5e6dety4MCB51wrycjNmzfx9fWlYcOGNGrUiCtXruR1lUQkn1KMkn2KUZ6dYpSnd+nSJerWrcvEiROztXzdunUZMGDAU7+P4XMdGhr61OtK5qzyugIvMj8/PxYuXIi1tTUbNmzAxsYmr6uUb/Tr14+bN2/mdTWyJTQ0lA0bNtCgQQNatGhBuXLl8rpKmapYsSITJ07E2dk5r6si8lSWLFlCeHg4rVq1on79+s/1enz48GEuXLhA69atn9t7iPxdilHyjmKU50MxiuS2iRMnYm9vn9fVMDp9+jT79++nW7dueV2VPKHExnOSkpLCunXrKFCgAPfu3WPjxo107tw5r6uVb9SsWTOvq5BtJ0+eBGDIkCFUqlQpj2uTNXt7e5o1a5bX1RB5aqdOnQJgzJgxvPTSS8/1vUJCQvjvf/+rxIb8YylGyVuKUZ4PxSiS2/5pn7dt27axfv36fJvY0FCU52TXrl1cu3aN9u3bY2lpSUhISF5XSf6h7t+/D/Dcf2yJ5Ge5eZ5FRkY+9/cQ+TsUo0h2KUYRMR8RERF5XYU8pR4bz0lwcDAAHTt25PLly+zevZtjx47h4eFhXGbt2rVMmDCB/v374+Pjk24bH330Edu3b2fJkiW4uroC8Ouvv7J8+XKioqJISUmhbNmyNGvWjJ49e1KkSBHjum3btsXS0pIJEybw1VdfcfbsWcLCwihWrBj3799n+fLlbNy4kYsXL2JlZYWTkxPt2rUzBjmPCgwMJCgoiEuXLlGiRAnatWtH586dadKkCXXq1GH27NnGZePi4liwYAG//vorsbGxFClSBA8PD3r16kWNGjWe2G4DBgzg4MGDhIWFsWDBArZv305CQgJOTk706NGDtm3bGpedO3cu8+fPZ/bs2fz888+Eh4czaNAgOnXqZNzO/v37jcunpaURHBzM2rVrOXPmDFZWVtStW5f+/fun67aY3XbOzIMHD1i1ahWhoaGcPXuWtLQ0ypcvj6enJz169MDKyopLly7Rrl074zqGf/v5+VGrVi2T7aWlpdG2bVvi4+PZtGkThQsXNik/ffo03bp1o1GjRnz77bfPfCx27drF/Pnz+euvv7C2tuaNN95g5MiRFC9eHHg4fnXgwIH06dOHfv36Gde7ePEic+bM4ffffychIQFHR0c6d+5Mhw4dsLLK+jKT3ba+fv06P/74I+Hh4Vy9ehVra2sqVKhAhw4dsnVnPDo6mkWLFnH06FFu3ryJjY0N7u7u9OrVi+rVq5ssu2fPHpYuXUpkZCT37t2jZMmSNGzYEB8fHxwcHLJ8n5s3bzJ9+nR+++037t27R8WKFenTp88T62cQGhrK+PHjGTVqFLa2tixevJhz585RtGhRGjVqxLBhw9J1Gc+J60JGDOeYn58fkZGRBAYGcvPmTV555RU+/PBDatWqxcqVKwkMDOTq1as4OjrStWtXOnToYLKdiIgIfvzxRw4ePMitW7coWbIkVatWZcCAAbzyyivp9v2LL76gWLFixs9ioUKFqFevHqNHj8bOzs5k2XHjxqU7/oMHD+b3338nJCSEy5cvM3DgQGOZYbxxSEgI5cqV4+zZsyxatIh9+/Zx8+ZN7O3tcXV1pW/fvrz22msm233SNcRwfgDExMRQt25datasib+/P1988QXr1683vu+j3njjDUqXLs3atWvTtUNkZCQbNmygTZs2DBs2DMj+uf2k7Uj+pRhFMYpiFMUo5hyjfPbZZ2zcuJE5c+ak+7ykpqby7rvvkpqaysaNG7GysiI1NZUVK1awfv16zp8/j6WlJc7OzrRr187kvH3U2bNnmTZtGn/++ScpKSlUrVoVX19fqlSpYlzm0e95g6SkJObPn8+OHTu4cuUKxYsXp3nz5vj4+Bg/q5k5deoUCxYs4ODBgyQmJuLg4EC9evXw8fHJchjY4+dr3bp1cXR0pFmzZixdupQJEybwzjvvpFuvV69enD59mvXr13Pq1CkGDhzI+++/T7169ZgzZw6nTp2iYMGC1K1blw8//JDSpUubrH/48GEWL17MkSNHuHv3LiVLlqRRo0Z88MEHeTJER4mN5+DixYvs37+fypUrU7lyZVq1asXu3btZs2aNSdDQtGlTvvnmG7Zt25YuaEhKSuK3337D2dnZGDCsXLmSqVOn8q9//YvBgwdTqFAhDh06xKJFi/jjjz/w9/dPd4H+6quvaNq0KeXKlcPa2hqA8ePHs3nzZry8vOjZsyfJycls27aNKVOmcP78eT788EPj+suWLWPGjBlUrlyZgQMHYmVlxbp164iJiUm33wkJCfj4+HDjxg3at29P5cqVuX79OsHBwQwaNIgpU6bw1ltvZasNP//8cwoVKkT//v1JSUlh5cqVTJgwgUKFCtGyZUuTZVesWEFaWhpjxozBxcUl021OnTqVwMBAWrZsSbdu3bh27Ro//fQTPj4+BAQE8Oqrrz5zOz9uwoQJrFu3jnr16tGmTRusrKzYs2cPs2fPJjIykkmTJuHg4MDEiRMJCgriwIEDjB49Gnt7eypWrJhuexYWFrzzzjssWbKEPXv20KRJE5PyrVu3AuDl5QU827H4/fffOXDgAO3ataNbt27s2LGDTZs2ce/ePaZMmZLpvl68eNH45fR///d/2Nrasnv3br799ltOnz7N2LFjM103u22dmprK4MGDuXDhAl27dqVSpUrcvXuXrVu3Mn78eG7fvk2XLl2yrGOfPn2wtbWlc+fOlClThmvXrrFmzRoGDx7M3LlzjT9i169fz/jx46lQoQK9e/fGwcGBEydOsHr1anbv3s2SJUsyTQQ8ePCA4cOHExkZScuWLalVqxaxsbFMmTKFl19+OdP6ZWTXrl2cO3eOjh07UrJkSX777TfWrl3LpUuXTAL1nLouZCUoKIirV6/ywQcfcO3aNRYvXszo0aPp0qUL4eHhdOvWjdTUVH788UcmTZqEm5ubsT2jo6Pp378/dnZ29OrVixIlSnD+/HlWrFjBvn37WL58OWXKlDF5v7179/LHH3/g7e1Np06dCA8PZ+vWrSQnJ/PNN988VTsaxlzPnTuXmJgY44RgDg4OXL16lb59+/LgwQN69OiBo6MjV69eZeXKlfTp04f58+ebJDeedA0xvNfYsWNxdnamX79+f+uLfevWrcTFxTFixAjKly8PPNu5ndF2JP9SjKIYRTGKYhRzj1E8PT3ZuHEj27dvT5fYOHjwIDdu3MDb2xsrKyvS0tL4+OOP2blzJ56ennTv3p2kpCS2b9/OhAkTOHfuHEOHDjXZxo0bNxg2bBgtWrTAy8uL6Oholi9fzvDhw1mzZk2m9UpOTmbAgAH89ddfdOvWjYoVKxIdHc3KlSs5dOgQ8+bNS5f4Mzh27BgDBw6kZMmSdO/enVKlSvHXX3+xevVqwsPDWbRoEY6OjhmuazhfDefC6NGjeemll3BycmLp0qWEhoamS2xcvHiRyMhImjVrZpJwiYqKYtOmTXTo0IHOnTtz5MgRVq9ezV9//cWyZcuMx2vnzp3GeKdPnz7Y2NgQGRnJmjVr2L17N4sXL870s/i8KLHxHISEhBiz1wCNGzfG1taWrVu38uGHHxoPso2NDW+88Qa//PIL586do0KFCsZt7Nq1i3v37tGqVSvgYSZ41qxZNGjQgKlTp1KgwMNRRG3atMHR0ZH58+cTFhZmkhU2XCgfDUju37/P3bt3admyJV988YXx9XfffZe2bdsSHBzMkCFDKFiwICkpKSxcuJCiRYvyww8/GO+UtmnThh49eqTb7wULFnDx4kXmzp1LtWrVjK+3bt2aLl26MHXqVBo2bIiFhUW22tGQ1Qdo0KABHTp0YOHChemChvPnz7Ns2TIKFiyY6baio6MJDAzEy8vLZL+rV69Onz59WLBgAV9++eUztfPjjh07xrp166hbty7ff/+9cX/bt2/PyJEj2b59OwcPHqRmzZo0a9aM8PBwAN58880ss7Genp4sWbKE7du3Zxg0FCtWzBgIPMux2LVrFytXrjRe3Ly8vOjYsSO7du0iNTU13V0ygxkzZnDnzh0WLFhgDLxat25NYmIia9asoUePHiafbYOnaetTp07x119/0alTJ4YMGWLcRrt27Rg3btwTn3Dxyy+/cPfuXT777DOT8ZBeXl6MGzeOmJgYXnvtNe7evcu0adMoXrw48+fPN7ZF69atcXR0ZPr06Sxfvpy+fftm+D7h4eFERkbSokULk8/ZO++8Q/fu3bOs4+MOHjxIYGCg8TPRsmVL4uPj2bdvn/HOak5dF57E8IVeqFAh4OEXflBQEKGhoaxatcr4BW9nZ8enn37Krl27jEHY6dOnqVq1Kv369TMZV25nZ8c333xDaGhourps376dwMBA4xf4u+++i7e3N+Hh4SQnJ2d5rj/OMOZ61apVxMTEmBz/w4cPU7lyZdq2bYunp6fx9YoVK+Lr60twcLBJgiY71xDD9nNirPeff/7JmjVrTO5+Pcu5ndF2JP9SjKIYRTGKYhRzj1Hq1q2Lvb09O3bswNfX1+SzYkikGc7FXbt2sX37doYMGULPnj2Ny3l7ezNo0CCWLVtGhw4dcHJyMpb9+uuv+Pv7G5MmXl5eJCQk8PPPP3P8+PFM58kJDg4mMjKS//znP8YeFF5eXtjY2ODn50dYWJhJz4pHTZ48GTs7OxYuXGi8nsHDXp0DBw5k3rx5jBs3LsN1CxcuTLNmzfj+++8B07k//vWvf7F//35iY2MpVapUunZ67733TLb1xx9/sGDBAl5//XVj/ZOTk1m7di07duzgnXfe4f79+0yePBkXFxfmzp1rTNa0bt0ad3d3xo8fn+Vn8XnRHBs5zDAhV8GCBY2BsrW1NZ6eniQlJREWFmayvGGZ7du3m7y+ZcsWLCwsjNltQxDRokULbt++TWJiovHv7bffBh5+EB+VlpaWLrAuVKgQ3377rfGClpycTGJiIklJSZQrV4579+5x48YN4OGEUQkJCdSrV8/kBHvppZcynGRs69atvPrqqzg7O5vUz9Cd8tKlS9l+jFabNm1M/u/o6Ii7uztnzpxJN5N4w4YNn/hD5/GLnEG1atXw9/c3dsN7lnZ+3M6dO4GHX2iPB0iGi4chUHgaVapUwdnZmfDwcOOYV3gYEJ09e5amTZsaf2A+y7Fo1apVui5yLi4upKamEhcXl2Gd7ty5w2+//Ya7u7sxYDAYO3YsCxcuzLRb5NO0tSFgiYqK4u7du8ZtWFhY8OWXXz6xa71h/T///NPk9RIlSjB79mzeffddAA4dOkRCQgLNmzdP1xbvvfceFhYWWR6733//HcDkRzJAhQoVqFOnTpZ1fFydOnXSBZGGdjl06BCQc9eFJ/H09DQmNQDjXUdPT0+TuxaGO7fXrl0zvtayZUv8/f2NQYChnoakxeXLl9O9X+PGjU3uSlhYWODm5kZqamqOPkmgfv36/PDDD8bjdefOHRITEylbtmy6umX3GpKT6tSpky4Z8SzndkbbkfxJMYpiFMUoDylG+R9zjFGsrKxo1qwZV69e5ejRo8bXU1NT2bFjB+XLlzf+MN+yZQsAzZs3N6nDrVu3aNq0KQ8ePODgwYMm23d3d0/XE8QwBOX69euZ1mvz5s1YWlqma2Nvb2/mzZtHw4YNM1zv3LlznDhxgjfffBNLS0uTelapUoXSpUs/8dzOTNu2bUlNTWXDhg0mr2/dupVSpUpRr149k9ednZ2NbWfQtGlT4H/H9tChQ1y/fp0mTZoYr9OGvzfeeIOCBQs+c33/DvXYyGE7duzgxo0bNG/e3OSL9r333mPVqlWsXbsWb29v4+tvvfUWRYsWZfv27fTu3Rt4GPjv3buXGjVqGLto//XXX8DDMWWZySgjnFF2/fz588yZM4c//viDmzdvkpaWZlKempoK/C+oz6jr8qMZdoBbt24RGxtLbGxslhekK1eumGREM5NRV8eSJUsa6/Vo9+7sPHrs9OnTABm+96NZ12dt50edOXMGIMPZww3zCZw7dy7rCmfC09MTf39/9u3bZ7zz8XhA9KzHIqPjbJgs7N69exlu49y5cyQnJ2fYruXKlcvy2DxNW1euXJkmTZqwY8cO2rRpw1tvvUWdOnWoX7++yXmWGU9PTwIDA1mxYgW7d+82rl+rVi2TH+aGY5fR58/GxgZ7e/ssj93FixeBjNvy1Vdf5bfffntiXQ0yelydIdP+3//+F8jZ60JWDD/0DQxB+uNdIg3Jj5SUFONraWlprF69mjVr1nDu3Ll0nyXD9eZRGX2eMtp2TtiyZQvLly/n9OnTJCUlZVq37F5DctLjx+lZz+1/8uMZJXcpRlGMohjlIcUopswxRvH09CQoKIjt27cbz/k//viDuLg4k+uYYWhaZj0lHq2zQUZDcwzzgWT2eYOH++zg4JBusl0bG5t0c6U8ylDHNWvWsGbNmgyXsbS0zLJ3UmaaNWvG1KlT2bBhA7169QIeXmdPnDhBr1690m3vSde3R+vr5+eHn59fhu/7eJvmBiU2cpjhw1i7dm3Onz9vfL1o0aK8/PLLnDhxgoiICGP3Zmtra95++23Wr1/PxYsXcXJy4tdff+XevXsmmfs7d+4A8O9//xs3N7cM3/vxCaMsLS3TjeO6du0aPj4+xMfH065dO+rXr4+NjQ0WFhbMmDGDqKgo47KGrHNGY8Eev/t3+/Zt4OEX5ciRIzNtn4xOluzsCzxsQ3h4Byej17NiuAg96a7Js7Tz4ww/jjKaQdzwBfX4D6jsMgQN27ZtMwYN27Zto2zZsiZ3xOHpj8XTdO83yG67ZuRp23rChAmEhoby888/Exoayrp167C0tOSdd95h1KhRWd6RtrOzIyAggBUrVrB582aWLVvGsmXLKFq0KD169OCDDz6gQIECxjplNvu7tbU18fHxmb5PVudMduayeFRW54DhblhOXReeJLPj+2gvjszMmTPHOD582LBhvPzyyxQqVIhTp04xderUZ95uTjBMjli6dGn69OlDxYoVKVy4MDdv3uQ///mPybJ/57P+rB4/ds96bmdnMkHJHxSjKEZRjJI9ilGy9k+IUapVq4ajoyM7duxg+PDhwP96Z2R0fZo1a1amSYHH5/p61u/6u3fvYmtr+9TrGerYsmXLdD3C/q7ChQvj5eVFUFAQx48fp2rVqsaEY0bD1rJzfTOcx++//z4NGjTI8H2fNNfP86DERg46d+4cBw4cAGDSpEmZLhcSEmIyIZ2npyfr169nx44dvP/++2zduhVra2uTTLbhQ1aiRIl0s1E/jfXr1xMXF0fv3r0ZNGiQSdnjXRINJ3VGmUnDB9rg0YvZ36mfQUbveevWLYBsZb8fZ7h78mgX+IzkRDsbvnAMF6lHGYKFZ/2h4eTkxOuvv86uXbtISUnh1KlTnD9/nl69ehmPX04fi6w82q5P62nb2srKinbt2tGuXTvi4uLYu3cvwcHBhIWFcf36dZPJqjJSvHhx+vfvT//+/Tl//jzh4eEEBgYyd+5cLCws8PHxMdYps6Du7t27WR47Q2CQ0ec3o89DVrJzDuTUdeF5MUyqV6xYMfz9/U26/D5r4JwdWd1NedSyZcsoUKAAM2fONLn7ZLh7+qjsXkOeVnJyMg8ePMjWsrl5bsuLRzGKYhRQjJJdilGy9k+IUSwsLPD09GTRokVERERQpUoVdu7ciYeHh0mvFEM9nJ2dTeaYeB4cHByM7fA0DHW0trZ+Lm3Vtm1bgoKC2LhxI1WrVmXz5s28/vrrJk+mM8jOsTWcxzY2Nv+oeERzbOQgw4Rc7733HhMnTkz3N2HCBKytrdm8ebPJBaROnTo4ODjwyy+/cOvWLfbu3UuDBg1MZpI1dBk8cuRIuvdNTU0lISEhW3U0jFmsXbu2yetxcXHGLmMGhkf6ZNSV6NixYyb/L1asGKVLl+bSpUsm4+sf3f7TyKgrnaHuJUqUeKptwf+6zD++j/Awu7tt2zYgZ9rZcJchox9Hhq5bGXXhyy5PT08SExM5ePBgupnGIeePRVZKly6NpaVlhu169uxZQkNDTe4KPurvtLWdnR1eXl74+/vj5ubG77///lRfJOXLl6dbt24sXLgQKysrduzYAfzvuJw6dSrdOnFxcdy8eTPdON1HGT5nGY3TzqiNspLVOWDoEphT14XnJS4ujtu3b1OpUqV045gN4zSfleFOwKNjueHh0JcLFy5kaxuXLl2iZMmS6c7HjOqW3WvIk+r7+N3cc+fOpetqn5ncPLflxaMYRTEKKEYxUIxiylxjFMNcFr/88ovxcb6Pz1VjqMfjc5jAwx/sj38v/x2Ojo4kJiZy9erVdO8TGhrK4cOHM1wvqzoCf3t+MVdXV9zc3Ni6dStRUVGcPn063aShBtk5tobrSEbHNifq+6yU2MghycnJhIaGUrBgQQYOHEizZs3S/b3zzjt4enpy584dNm/ebFzX0tKS5s2bc+zYMcLCwkhOTjbONG7QqFEjChUqxKZNm9J9EaxZswYvLy927dr1xHoavnAfnRTvwYMHTJ8+PV0m19XVFWtra/bs2WNy9yMpKYmVK1em23bz5s2Nz4l+1K1bt/Dx8XmqpzCsXbvW5P/nz5/n5MmTuLi4PNOjgxo3bgzAzz//bPL66dOn+fjjj41fvjnRzoYJdoKDg01+sKSlpRESEgKQbsbwp9G8eXMsLS3ZvXs3v/zyC66urunGyubkschK4cKFqVevHufPn0838ZK/vz/jx4/P9Avjado6JCSE1q1bp3uEX4ECBShSpAiWlpbG2bYz8vXXX9OjR490WejChQtjaWlpHPpQs2ZN7O3t2bZtW7rgKjg4GPjf8c2IYaIpw+fJ4OzZs+na50n27NmTbuypYQI/w/vk1HXhebGzs8PS0pKrV6+a9EqIjo5m06ZNQPZ7VzzOcC2LjIw0eX3Lli3GyQWfxMHBgfj4eJMfcZcvXyYoKChd3bJ7DYGH1/TH98sQDDxe38DAwGzV1SC3zm15sShGUYxioBjlIcUo/2POMUqlSpWoXLkye/bsYefOnVhZWaV7rGnz5s2Bh49efnxer6+//hovL68Mk2zPolGjRkD6czksLIzx48dnmJSCh3N6uLm5ERMTw549e0zKTp48SatWrZ7Y6wcyjj8M2rRpw40bN/j222+xtrY2tsvjTpw4YTLsDzAm1/71r38BDz+LJUqUYO/evemSpL/99hstW7Y0xlK5SUNRcsj27duJi4ujZcuWxgA2I126dOHnn39mzZo1JpPYGCYOMjy+6c033zRZz97enmHDhvHtt9/St29funTpgo2NDX/++Sfr1q2jSpUq2ZrRuGnTpgQEBODn58fdu3cpXLgwGzdupFixYrRt25YlS5awePFi2rRpQ82aNfH29mbZsmUMHjzYGMisW7eOmjVrcvbsWZNtf/DBB+zatYsff/yRmzdvUrt2bW7evMmaNWu4cOECAwYMyHZ7JiUlMXLkSN58800ePHjA8uXLAZ75yQNVq1alTZs2/Pzzz4wYMYKmTZsSFxfH8uXLKVKkCAMHDgRypp3d3Nzw9vYmKCiIDz/8kMaNG5Oamkp4eDj79u3D29sbd3f3Z9oPePhjrE6dOoSFhXHjxg3+/e9/p1smJ4/FkwwdOpQ///yTMWPG8P7771OyZEn27t3Ltm3baN++faZjlp+mrWvUqMHt27cZOHAgHTp0oEKFCty/f5+9e/dy8OBB2rZtm2X3y1q1arF27Vp8fHxo1aoVJUqUICEhgY0bN3Lv3j06deoEPJzbYeTIkXz66af079+ftm3bYmNjw7Fjx1i7dq3x2GamSZMmODs7s27dOiwsLKhevTpXr15lzZo11K1bl927d2e7XT08PBgwYADt2rWjdOnS/PLLL/z555+89dZbxpm5c+q68LxYWVnx9ttvs23bNsaNG0eDBg04d+4cq1evZvz48Xz44Yf8/vvvhIaGZjpTeGaqVauGvb0969evx87ODmdnZ06dOkVYWBhvvvlmttq6efPmLF26lDFjxtCyZUtiY2NZsWIFo0aNYsqUKURHR7N69WoaNGiQ7WsIPJz4LCoqCn9/f2xtbenevTtvvfUWAQEBTJ8+nRs3bmBjY8PevXu5evUq5cqVy3avjdw8t+XFoRhFMYqBYhTFKC9ajOLp6ckPP/zAlStXeOONN9INB3vrrbdo2rQp27dvN14rHjx4wLZt29i3bx+dOnXK8rr4NDp37kxYWBgLFiwgISGB1157jVOnTrFy5UpcXFwy7SUBMHr0aAYNGsTYsWPp1q0br7zyCmfOnCEoKIiiRYtm+RhnAycnJ/bt28fUqVMpWbIk3bt3Nw7b8/Ly4vvvv+fIkSO0bNky0yRstWrVGDlyJG3btuXll1/m8OHDbNy4EVdXV+PcOVZWVowZM4axY8cyePBgunXrRunSpYmKiiI4OJiyZcv+7UfePwslNnKIYUKurl27Zrmci4sLtWrV4sCBA0RHRxtP/tdff52XX36ZCxcu0LFjxwwnXOncuTNly5blp59+Ys6cOdy7d4+yZcvSrVs3Pvjgg2xNtlO5cmW+/vpr5s2bx6xZsyhRogQtWrSgb9++xMbGsmfPHrZu3cpLL71EzZo1GTx4MIUKFWL9+vV8//33ODk54e3tzZtvvsmaNWtMMtC2trYsWLCAgIAAfvnlFzZu3Ii1tTUeHh6MGDGC+vXrZ7s9x4wZw+rVqwkICODmzZuUL1+eL7/88m/dRRg7diyVK1dmUgIcuQAAIABJREFU7dq1TJo0iYIFC1KrVi2GDh1q8gzznGjnUaNG4ezsTEhICN999x3wsAvhRx99RPv27Z95Hwy8vLzYu3dvho+Ugpw9Fk9SqVIlFi5ciL+/P0uXLuX27ds4OjoycuRIOnbsmOW62W3rV155hYCAABYtWsTPP/9MXFwcRYoU4eWXX2bEiBFZfpHDwy89Gxsbli9fzuLFi0lMTMTBwYGKFSvy3XffmfyofueddyhevDiLFi1i3rx53L9/n7Jly/L+++/z//7f/8tygi0rKyu+//57ZsyYwY4dO9i0aRPOzs6MGjWKq1evPlXQUKtWLZydnVm4cCFnzpyhSJEidOrUicGDBz9TG+aVMWPGUKhQIfbu3cvu3btxd3fn22+/pVq1avTp04elS5cyc+bMdI8WexJra2tmzZrF1KlTWbFiBVZWVlSrVo2ZM2caf2Q8Sb9+/bh//z47d+5kypQpVKxYkf/85z+89dZb3Lp1i++//54ffviBV155hbJly2b7GjJ8+HAmT57MkiVLqFy5Mt27d+e1115j4sSJ+Pv7M2vWLGxtbWnYsCHTpk2jZ8+eGT4dJiO5eW7Li0MximKURylGUYzyIsUohsTGzZs3TYY9Peqrr75i5cqVrF+/nm+++QbAuO9P+hw8jcKFCzNnzhzmzZvHzp07CQoKonjx4rRv355+/fpleXw8PDxYuHAh8+fPJzg4mISEBGMi2cfHJ8P5MB43YMAALl++zOrVqylVqhRdunQxJjaKFStG48aN2bRpU5ZJkldeeYWBAwfi5+fHkiVLKFiwIF5eXgwfPtxk8tW3334bPz8/Fi9ezJIlS7h9+zYlS5akVatW9OnTx+TpULnFIi4uLnu3iUQeERERQe/evfH09OTLL7/Mse0OGDCAgwcPsm7dunQzFIvkB6GhoYwfP57+/ftrWIGIyDNQjCLyfChGMV9paWl0796dBw8esGLFinQTMh84cICBAwfSpk0bPvnkkzyq5d+jOTYkS3PmzGHQoEHpJvjZsGED8L+xViIiIiK5STGKiEj2rF27ltOnT/P++++nS2q8KDQURbJUtmxZFixYYBxHV6RIEQ4cOMCGDRt49dVX000gJiIiIpIbFKOIiGQuKSmJ8PBwIiMjWbFiBTVr1szWXB3mSokNyZJhYqLly5czd+5c7ty5Q6lSpfD29qZv377G56GLiIiI5CbFKCIimUtISGDcuHEUKlSIJk2aMHr06Be2twZojg0RERERERERMWOaY0NEREREREREzJYSGyIiIiIiIiJitpTYEBERERERERGzpcSGiIiIiIiIiJgtJTZERERERERExGwpsSEiIiIiIiIiZkuJDRERERERERExW0psiIiIiIiIiIjZUmJDRERERERERMyWEhsiIiIiIiIiYraU2BARERERERERs6XEhoiIiIiIiIiYLavcfsOjR48ya9YsoqOjsba2pnbt2gwfPpyzZ88ycOBAChUqZLL8p59+iqenJwBBQUEEBgYSGxuLs7MzQ4cOpUaNGgAkJyczbdo0du3aRVJSEtWrV2f06NGUKVMGgCtXrjB58mSOHj2KtbU1jRs3Zvjw4RQsWDB3G0BEREREREREckyu9thISEhg2LBhNGnShC1btvDTTz9x7do1Jk2aZFwmPDzc5M+Q1AgPD2f27NmMHTuWsLAwWrduja+vL9evXwfAz8+PI0eO4O/vT0hICHZ2dowdO9a43dGjR2NnZ0dwcDDz5s3jyJEjzJkzJzd3X0RERERERERyWK4mNu7fv4+vry9du3bFysoKBwcHmjRpwsmTJ5+47urVq3n33XepUaMG1tbWdOjQgTJlyrB582ZSUlIICQnBx8cHJycnihUrxpAhQzh+/DjR0dFERERw4sQJhg0bho2NDY6OjvTu3ZuQkBAePHiQC3suIiIiIiIiIs9DriY2SpYsyXvvvQdAWloaZ86cITQ0lBYtWhiXGTduHF5eXnh5eREQEGBMPERFReHm5mayPVdXVyIiIrh48SK3bt3C1dXVWGZvb0/p0qWJiIggKiqKMmXKYGdnZyx3c3MjISGBCxcuPM9dFhEREREREZHnKNfn2AA4efIkPXv2JC0tjbZt2zJgwABOnjxJtWrVaNGiBePGjePw4cOMHj0aW1tbvL29iY+Px8bGxmQ7xYsXJyYmhvj4eABsbW1Nym1tbYmLiyMtLS3duoZl4+LiqFChQqb1FBERye9cXFzyugoiIiIimcqTxIaLiwu7d+/m7NmzTJo0iU8++YSJEycyf/584zK1a9emffv2bNiwAW9vb+BhL4+sZFX+pHUzq6eIiIiIiIiI/HPl2eNeLSwsePXVVxk0aBDbtm3j2rVr6ZZxdHQ0vm5vb2/smWEQHx+Pg4ODcYhJRuX29vaZrgvg4OCQY/skIiIiIiIiIrkrVxMbW7dupWfPnqYVKPCwCocOHSIoKMik7MyZMzg5OQHg7u5OZGSkSfnx48fx8PDAyckJW1tbk/LY2FiuXr2Kh4cH7u7uxMbGmiRPjh8/joODg3H7IiIiIiIiImJ+cnUoSvXq1Tl//jwLFiygR48e3Llzh3nz5lG9enUKFSrEjBkzePnll6lduzYHDhxg3bp1jBs3DgBvb28++ugjvLy8cHd3Jzg4mISEBDw9PbG0tKRDhw4sXLiQqlWrYmNjw4wZM6hduzaVKlUCwMPDg5kzZzJq1Cji4+MJCAigU6dOWFhYPNO+VP1hf461y4vq+KC6eV0FERGRF5LikCdTHCIikn9YxMXFPf3kE3/DsWPHmD59OidOnKBo0aLUrl2bYcOGUbp0adasWcOyZcu4cuUKDg4OfPDBB7Rt29a4bkhICAsXLuT69eu4uLgwatQoXnvtNQBSUlKYMWMGGzduJDk5mXr16jF27Fjs7e2Bhz04Jk6cyB9//EHhwoVp3bo1gwcPxtLS8pn2QwHFkymgEBEReT4UhzyZ4hARkfwj1xMbLwoFFE+mgEJEROT5UBzyZIpDRETyjzybPFRERERERERE5O9SYkNEREREREREzJYSGyIiIiIiIiJitnL1qSgiIiIiIuYk8cNueV2Ffzybacvzugoiks+px4aIiIiIiIiImC0lNkRERERERETEbCmxISIiIiIiIiJmS4kNERERERERETFbmjxU/vE0adeTadIuERERERHJr9RjQ0RERERERETMlhIbIiIiIiIiImK2lNgQEREREREREbOlxIaIiIiIiIiImC0lNkRERERERETEbCmxISIiIiIiIiJmS4kNERERERERETFbSmyIiIiIiIiIiNlSYkNEREREREREzJYSGyIiIiIiIiJitpTYEBERERERERGzpcSGiIiIiIiIiJgtJTZERERERERExGwpsSEiIiIiIiIiZkuJDRERERERERExW0psiIiIiIiIiIjZUmJDRERERERERMyWEhsiIiIiIiIiYraU2BARERERERERs6XEhoiIiIiIiIiYLSU2RERERERERMRsKbEhIiIiIiIiImZLiQ0RERERERERMVtWeV0BERERkdx0+fJlpk+fzqFDhwCoVasWvr6+lCpVilOnTjF16lROnDiBra0trVq1om/fvlhYWACwbds2AgICuHjxIuXKlaNv3740adIEgLS0NObNm8fGjRuJj4/H1dWVkSNHUqlSJQASExOZPHkyBw4cIC0tjTp16jBmzBiKFSuWNw0hIiLyglBiQ0SMYjb0zOsq/OM5t/oxr6sgIn/TiBEjqFy5MsHBwdy/f59PPvmEr7/+mokTJ/Lhhx/SsmVLpk6dyuXLlxk+fDglSpSgY8eOnDx5ks8++4yvvvqKN954g3379vHxxx+zaNEiKlWqRFBQEOvWrWPatGk4OTmxePFifH19CQwMxNramgkTJnD79m2WLl2KhYUFn3/+ORMnTmTChAl53SQiIiJmTUNRREREJN9ITEzE3d2doUOHUqxYMRwcHGjXrh2HDx/mt99+IykpiX79+lGkSBEqVapEly5dCA4OBiAkJIR69erx9ttvY21tTaNGjahduzZr164FYPXq1XTt2pXKlSvz0ksv0adPH27dusWePXu4fv06O3fuZPDgwZQoUQIHBwcGDBjA9u3biYuLy8smERERMXtKbIiIiEi+YWNjw6effkqpUqWMr125coVSpUoRFRVF5cqVsbL6X4dWV1dXTp8+zb1794iMjMTV1dVke25ubkRERHD37l1iYmJwc3MzlllZWVGpUiUiIiKIjo7GwsICFxcXY3mVKlVIS0vjxIkTz3GPRUREXnwaiiIiIiL51tmzZwkICGDMmDEcPHgQGxsbk/LixYvz4MEDEhMTiY+Px9bW1qTc1taWuLg4EhMTSUtLS7e+ra0t8fHxxMfHU6RIESwtLY1lVlZWFClSJNMeGydPnsyhvcyfcqr9yubIVl5s+qyKyPP26I2BjCixISIiIvlSREQEvr6+9OjRAy8vLw4ePEhaWlqW6zypPCfXzTKI27L/meuRXzwpCM6uxBzZyostp9paRORZaSiKiIiI5Dt79uxh8ODB9OnThz59+gBgZ2dHfHy8yXJxcXFYWlpia2uLvb19uvL4+Hjs7e2xtbWlQIEC6XpfGMrt7e25c+cOKSkpxrKUlBTu3LmDvb39c9pLERGR/EGJDREREclXjh07xscff8znn3+Ot7e38XV3d3dOnTpFcnKy8bWIiAiqVKlCoUKFcHd3JzIy0mRbx48f5/XXX8fa2pqKFSualN+/f59Tp07h4eGBq6srFhYWREVFmWy7QIECJvNyiIiIyNNTYkNERETyjZSUFL788kv69etH48aNTcoaNGhA8eLFmTt3LklJSURHR7Ny5Uq6dOkCQPv27Tlw4AA7duzg/v37bN26lcOHD9O+fXsAOnXqRGBgIKdPnyYpKQk/Pz9KlixJ/fr1sbOzo1mzZvj7+3Pjxg2uXbuGn58fLVu2TDdvh4iIiDwdzbEhIiIi+cbRo0eJiYlh1qxZzJo1y6Rs1apVTJs2jUmTJtGiRQtsbW3p3r07rVq1AqBixYpMmDCB2bNn88knn1C+fHmmTJlC+fLlgYeJjxs3bjBkyBBu3bpFtWrV+O6774xPWfnoo4/45ptv6NixIxYWFjRp0oRRo0blbgOIiIi8gJTYEBERkXyjRo0a7N+f9cSbc+bMybSscePG6Xp6PMrHxwcfH58My4oVK8YXX3yRvYqKiIhItmkoioiIiIiIiIiYLSU2RERERERERMRs5fpQlKNHjzJr1iyio6Oxtramdu3aDB8+nJIlS3Lw4EFmzZpFTEwMJUuWpGvXrnTs2NG4blBQEIGBgcTGxuLs7MzQoUOpUaMGAMnJyUybNo1du3aRlJRE9erVGT16NGXKlAHgypUrTJ48maNHj2JtbU3jxo0ZPnw4BQsWzO0mEBEREREREZEckqs9NhISEhg2bBhNmjRhy5Yt/PTTT1y7do1JkyZx7do1RowYQatWrdi4cSOffvops2bNYs+ePQCEh4cze/Zsxo4dS1hYGK1bt8bX15fr168D4Ofnx5EjR/D39yckJAQ7OzvGjh1rfO/Ro0djZ2dHcHAw8+bN48iRI1mOoRURERERERGRf75cTWzcv38fX19funbtipWVFQ4ODjRp0oSTJ08SFhaGo6Mj3t7eFC5cmGrVqtGqVStWr14NwOrVq3n33XepUaMG1tbWdOjQgTJlyrB582ZSUlIICQnBx8cHJycnihUrxpAhQzh+/DjR0dFERERw4sQJhg0bho2NDY6OjvTu3ZuQkBAePHiQm00gIiIiIiIiIjkoVxMbJUuW5L333gMgLS2NM2fOEBoaSosWLYiKisLV1dVkeVdXVyIjIwGIiorCzc0tXXlERAQXL17k1q1bJuvb29tTunRpIiIiiIqKokyZMtjZ2RnL3dzcSEhI4MKFC89rd0VERERERETkOcuTx72ePHmSnj17kpaWRtu2bRkwYADDhw/H2dnZZDlbW1vi4uIAiI+Px8bGxqS8ePHixMTEEB8fb1w+o/XT0tLSrWtYNi4ujgoVKmRaT3l2OdV+ZXNkKy+2nGprPf/5yXRdkPzIxcUlr6sgIiIikqk8+R3j4uLC7t27OXv2LJMmTeKTTz7J1nppaWnPXP6kdTOSZSC3Zf9Tby+/yalAODFHtvJiy6m2jtFv9ifSDzwRERERkX+WPHvcq4WFBa+++iqDBg1i27ZtpKamGnteGMTHx2Nvbw88HFqSUbmDg4NxiElm62e2LoCDg0OO7peIiIiIiIiI5J5cTWxs3bqVnj17mlagwMMqNGjQwDifhkFERAQeHh4AuLu7pys/fvw4Hh4eODk5YWtra1IeGxvL1atX8fDwwN3dndjYWK5du2ayroODA05OTjm6jyIiIiIiIiKSe3I1sVG9enXOnz/PggULuHv3Ljdu3GDevHlUr16dVq1ace3aNVatWsW9e/c4cOAAYWFhdO7cGQBvb2/CwsI4fPgw9+7dY/ny5SQkJODp6YmlpSUdOnRg4cKFXLp0icTERGbMmEHt2rWpVKkSrq6ueHh4MHPmTG7dusXFixcJCAigU6dOWFhY5GYTiIiIiIiIiEgOytU5NkqVKsXMmTOZPn06ixYtomjRotSuXZuPP/4Ye3t7pk2bxtSpU5kxYwalSpVizJgx1KxZE4D69eszfPhwPvvsM65fv46LiwvTp083TgLar18/kpKS6NmzJ8nJydSrV48JEyYY33vSpElMnDiRVq1aUbhwYVq3bk3v3r1zc/dFREREREREJIdZxMXFPf2smkLVHzR56JMcH1Q3R7aT+GG3HNnOi8xm2vIc2U7Mhp5PXiifc271Y15XQUREcUg2KA7JPTkVh4iIPKs8mzxUREREREREROTvUmJDRERERERERMyWEhsiIiIiIiIiYraU2BARERERERERs6XEhoiIiIiIiIiYLSU2RERERERERMRsKbEhIiIiIiIiImZLiQ0RERERERERMVtKbIiIiIiIiIiI2VJiQ0RERERERETMlhIbIiIiIiIiImK2lNgQEREREREREbOlxIaIiIiIiIiImC0lNkRERERERETEbCmxISIiIiIiIiJmS4kNERERERERETFbSmyIiIiIiIiIiNlSYkNEREREREREzJYSGyIiIiIiIiJitpTYEBERERERERGzpcSGiIiIiIiIiJgtJTZERERERERExGwpsSEiIiIiIiIiZkuJDRERERERERExW0psiIiIiIiIiIjZUmJDRERERERERMyWEhsiIiIiIiIiYraU2BARERERERERs6XEhoiIiIiIiIiYLSU2RERERERERMRsKbEhIiIiIiIiImZLiQ0RERERERERMVtKbIiIiIiIiIiI2VJiQ0RERERERETMlhIbIiIiIiIiImK2lNgQEREREREREbOlxIaIiIiIiIiImC2rvK6AiEh+NM6/f15X4R9v/IA5eV0FERERETED6rEhIiIiIiIiImZLiQ0RERERERERMVtKbIiIiIiIiIiI2VJiQ0RERERERETMlhIbIiIiIiIiImK2lNgQEREREREREbOlxIaIiIiIiIiImC0lNkRERERERETEbFnl9htevnyZ6dOnc+jQIQBq1aqFr68vycnJtGvXjoIFC2JhYWFcvm/fvvTq1QuAbdu2ERAQwMWLFylXrhx9+/alSZMmAKSlpTFv3jw2btxIfHw8rq6ujBw5kkqVKgGQmJjI5MmTOXDgAGlpadSpU4cxY8ZQrFixXG4BEREREREREckpud5jY8SIEVhbWxMcHMyKFSuIj4/n66+/NpavWrWK8PBw458hqXHy5Ek+++wz+vbty6ZNmxgwYADjxo3j9OnTAAQFBbFu3Tq++eYb1q9fT/Xq1fH19eXevXsATJgwgfj4eJYuXcpPP/1EfHw8EydOzO3dFxEREREREZEclKuJjcTERNzd3Rk6dCjFihXDwcGBdu3acfjw4SeuGxISQr169Xj77bextramUaNG1K5dm7Vr1wKwevVqunbtSuXKlXnppZfo06cPt27dYs+ePVy/fp2dO3cyePBgSpQogYODAwMGDGD79u3ExcU9790WERERERERkeckVxMbNjY2fPrpp5QqVcr42pUrV0z+P3PmTFq3bk3z5s357rvvuH//PgCRkZG4urqabM/NzY2IiAju3r1LTEwMbm5uxjIrKysqVapEREQE0dHRWFhY4OLiYiyvUqUKaWlpnDhx4nntroiIiIiIiIg8Z7k+x8ajzp49S0BAAGPGjKFQoUJ4eHjQoEEDxo8fz19//cWoUaMoWLAgQ4cOJT4+HltbW5P1bW1tiYuLIzExkbS0NGxsbNKVx8fHEx8fT5EiRbC0tDSWWVlZUaRIkSx7bJw8eTJndzifyan2K5sjW3mx5VRb5+kFwUzoupB71Nb/HI/eGBARERH5p8mz3zERERH4+vrSo0cPvLy8AAgICDCWu7q60rNnTxYsWMDQoUOBhxOEPqtnWTfLQG7L/meuS36RU4FwYo5s5cWWU20do9+RT5RjP/C25cxmXmT6MS0iIiIi2ZEnj3vds2cPgwcPpk+fPvTp0yfT5cqVK8fNmzdJTU3F3t6e+Ph4k/L4+Hjs7e2xtbWlQIEC6XpfGMrt7e25c+cOKSkpxrKUlBTu3LmDvb19zu6ciIiIiIiIiOSaXE9sHDt2jI8//pjPP/8cb29v4+v79+836bEBEBMTQ5kyZbC0tMTd3Z3IyEiT8uPHj/P6669jbW1NxYoVTcrv37/PqVOn8PDwwNXVFQsLC6KioozlERERFChQwGReDhERERERERExL7ma2EhJSeHLL7+kX79+NG7c2KTMxsaG+fPns3HjRlJSUoiIiGDZsmV06tQJgPbt23PgwAF27NjB/fv32bp1K4cPH6Z9+/YAdOrUicDAQE6fPk1SUhJ+fn6ULFmS+vXrY2dnR7NmzfD39+fGjRtcu3YNPz8/WrZsmW7eDhERERERERExH7k6x8bRo0eJiYlh1qxZzJo1y6Rs1apVTJgwgfnz5/P1119jY2ND586d6d69OwAVK1ZkwoQJzJ49m08++YTy5cszZcoUypcvDzxMfNy4cYMhQ4Zw69YtqlWrxnfffYeV1cNd/Oijj/jmm2/o2LEjFhYWNGnShFGjRuXm7ouIiIiIiIhIDsvVxEaNGjXYvz/zSTcdHR1p0qRJpuWNGzdO19PjUT4+Pvj4+GRYVqxYMb744ovsV1ZERERERERE/vHyZPJQEREREREREZGcoMSGiIiIiIiIiJgtJTZERERERERExGwpsSEiIiIiIiIiZkuJDRERERERERExW0psiIiIiIiIiIjZUmJDRERERERERMyWEhsiIiIiIiIiYras8roCIiIiIrnp1KlTfPLJJyQlJbF27VoADhw4wMCBAylUqJDJsp9++imenp4ABAUFERgYSGxsLM7OzgwdOpQaNWoAkJyczLRp09i1axdJSUlUr16d0aNHU6ZMGQCuXLnC5MmTOXr0KNbW1jRu3Jjhw4dTsGDBXNxzERGRF5N6bIiIiEi+sWXLFv79739Tvnz5DMvDw8NN/gxJjfDwcGbPns3YsWMJCwujdevW+Pr6cv36dQD8/Pw4cuQI/v7+hISEYGdnx9ixY43bHT16NHZ2dgQHBzNv3jyOHDnCnDlznv8Oi4iI5ANKbIiIiEi+kZSUxIIFC6hTp85Trbd69WreffddatSogbW1NR06dKBMmTJs3ryZlJQUQkJC8PHxwcnJiWLFijFkyBCOHz9OdHQ0ERERnDhxgmHDhmFjY4OjoyO9e/cmJCSEBw8ePKc9FRERyT80FEVERETyjTZt2mRZPm7cOPbv3w9A586d6d27NwUKFCAqKopmzZqZLOvq6kpERAQXL17k1q1buLq6Gsvs7e0pXbo0ERERPHjwgDJlymBnZ2csd3NzIyEhgQsXLlChQoUM63Ly5Mln3U0h59qvbI5s5cWmz6qIPG8uLi5ZliuxISIiIvle0aJFqVatGi1atGDcuHEcPnyY0aNHY2tri7e3N/Hx8djY2JisU7x4cWJiYoiPjwfA1tbWpNzW1pa4uDjS0tLSrWtYNi4uLtPERpZB3Jb9T7uL+c6TguDsSsyRrbzYcqqtRUSelYaiiIiISL7n5ubG/PnzadiwIVZWVtSuXZv27duzYcMG4zJpaWlZbiOr8ietKyIiIs9OiQ0RERGRDDg6OnLt2jXg4dASQ88Mg/j4eBwcHIxDTDIqt7e3z3RdAAcHh+dVfRERkXxDiQ0RERHJ97Zu3UpQUJDJa2fOnMHJyQkAd3d3IiMjTcqPHz+Oh4cHTk5O2NrampTHxsZy9epVPDw8cHd3JzY21pgkMazr4OBg3L6IiIg8OyU2REREJN8rWLAgM2bMYO/evaSkpLBv3z7WrVuHt7c3AN7e3oSFhXH48GHu3bvH8uXLSUhIwNPTE0tLSzp06MDChQu5dOkSiYmJzJgxg9q1a1OpUiVcXV3x8PBg5syZ3Lp1i4sXLxIQEECnTp2wsLDI4z0XERExf5o8VERERPINb29v/vvf/5KamkpqaioNGzYEYNWqVfj6+vLtt99y5coVHBwc8PX1NT4JpX79+gwfPpzPPvuM69ev4+LiwvTp042TgPbr14+kpCR69uxJcnIy9erVY8KECcb3nTRpEhMnTqRVq1YULlyY1q1b07t371zffxERkReREhsiIiKSbzw+3ORR7du3p3379pmWt2vXjnbt2mVYZmVlxYgRIxgxYkSG5aVKleK77757usqKiIhItmgoioiIiIiIiIiYLSU2RERERERERMRsZXsoSnR0NEuXLiUqKorY2FiWLl1KiRIlWLZsGT4+Ps+zjiIiIiKKRUTygZgNPfO6Cv9ozq1+zOsqiPwjZavHxoEDB/jggw84evQoVatWJTk5GYDr16+z7P+zd+dhUdX9/8dfKAgaIJiKRGTmgijq7ZJaokQRE/9nAAAgAElEQVRmEpKiopmVYqa54AbmlkaLpt2pyC9N0tK0xdwIM5M0lzvt1up2uVUQ0SJLNAQNBEUE5PeHN/N1ktHJhmXk+bgur0vOZ86Z9znA8D6vOeczn3yi1atXl2qRAACgcqMXAQAAppgVbCxevFjdu3fXunXrFBkZKVvbaxd6eHh4KDw8XLGxsaVaJAAAqNzoRQAAgClmBRvHjx/XM888o6pVq94w1qZNG6Wmplq8MAAAgGL0IgAAwBSzgo0aNWoYLvn8s8zMTFWrVs2iRQEAAFyPXgQAAJhiVrDRtGlTLViwQDk5OUbL8/PztWLFCrVq1apUigMAAJDoRQAAgGlmfSrKsGHDNGrUKD355JPy9vbWlStX9Prrr+vXX3/V5cuXtWTJktKuEwAAVGL0IgAAwBSzrtho1qyZPvroIwUGBionJ0fu7u7Ky8vTY489po8//liNGzcu7ToBAEAlRi8CAABMMeuKDUny9PTUSy+9VJq1AAAAmEQvAgAASmLWFRuS9NFHH91wmef06dO1cuVKixcFAADwZ/QiAACgJGYFGx9//LFiYmJUo0YNo+UNGzbU+++/r08++aRUigMAAJDoRQAAgGlm3YqyYcMGTZ8+XU888YTR8iFDhujee+/VkiVL9Mwzz5RKgQAAAPQiAADAFLOu2Pj999/VsmXLEsdatGih33//3aJFAQAAXI9eBAAAmGJWsOHm5qb//ve/JY7t3btXdevWtWhRAAAA16MXAQAApph1K0qfPn301ltv6ejRo2revLlq1KihCxcu6MCBA4qPj9eoUaNKu04AAFCJ0YsAAABTzAo2Bg4cqPz8fH388cdas2aNYbmjo6Oef/557mkFAAClil4EAACYYlawIUmDBw/WM888o1OnTik7O1u1atWSm5ubbG3N3gQAAMBtoxcBAAAl+UudgK2tre6///5SKgUAAODm6EUAAMCfmQw2unfvrtWrV8vFxUWPP/64bGxsTG7ExsZG8fHxpVIgAAConOhFAACAOUwGG506dZKdnZ3h/zdrJgAAACyNXgQAAJjDZLDxyiuvGP4fGRlZJsUAAAAUoxcBAADmqGLOgx599FGdPXu2tGsBAAAoEb0IAAAwxaxgo169ejp69Ghp1wIAAFAiehEAAGCKWZ+KMmTIEC1dulQHDhxQ06ZN5eTkdMNjOnXqZPHiAAAAJHoRAABgmlnBxvTp0yVJx48fN1puY2OjoqIi2djYaO/evZavDgAAQPQiAADANLOCjcWLF1vsCc+cOaMFCxbowIEDkqS2bdsqPDxcderU0YkTJzRv3jwdO3ZMzs7OCgwM1LBhwwyzoG/btk3Lli1Tamqq7rnnHg0bNkz+/v6SpKKiIi1dulSbN29WVlaWvLy8NHHiRDVs2FCSlJ2drbfeekv79u1TUVGRHnzwQU2ePFmOjo4W2zcAAFA6LNmLAACAO4tZwUabNm0s9oQRERFq1KiRYmNjdeXKFU2fPl1vvvmmZs+erQkTJuiJJ57QvHnzdObMGY0fP1533323+vbtq+PHjysyMlIzZ87UQw89pO+//14vv/yyPvzwQzVs2FDr1q3Txo0bFRUVJQ8PD61YsULh4eFas2aN7O3tNWvWLF28eFEff/yxbGxs9Oqrr2r27NmaNWuWxfYNAACUDkv2IgAA4M5iVrAhSf/+978VHx+v1NRUZWdnq2bNmmrQoIF69OihVq1ambWN7OxseXt7a8SIEYYrJYKDgzV79mx99913ys3N1fDhw2Vra6uGDRvqqaeeUmxsrPr27au4uDh16NBBjzzyiCSpS5cuateunTZs2KDw8HCtX79eAwYMUKNGjSRJL7zwgtauXas9e/aoRYsW2rlzpz788EPdfffdkqQRI0Zo6NChyszMlIuLy185ZgAAoBxYohcBAAB3HrM+FWXt2rWaMGGC9u7dq+rVq6t+/fqqVq2atm/frhdffFGff/65WU/m5OSkGTNmqE6dOoZlaWlpqlOnjpKSktSoUSPZ2v5f1uLl5aWffvpJeXl5Onr0qLy8vIy217RpUyUmJury5ctKSUlR06ZNDWPF4UhiYqKSk5NlY2Ojxo0bG8abNGmioqIiHTt2zKzaAQBA+bFULwIAAO48Zl2x8fHHHyskJETh4eGqWrWqYXlhYaH++c9/6sMPP1Tv3r3/8pOfPHlSy5Yt0+TJk7V///4bZjivWbOmrl69quzsbGVlZcnZ2dlo3NnZWZmZmcrOzlZRUdEN6zs7OysrK0tZWVmqUaOGUe22traqUaOGMjMzTdb35wnK8NdY6vjVs8hW7myWOtZmX8JVifG6UHY41hXH9W8MlJfS6kUAAID1M+s85vz58+rfv79RIyFJVatW1dNPP62vvvrqLz9xYmKiwsPD9cwzzyggIED79+9XUVHRTde51bil171pI7f1h9uupbKwVCOcbZGt3NksdaxTOI+8JYud4G2zzGbuZBXhZBoVR2n0IgAA4M5g1q0o999/v7Kyskocy8zMVIMGDf7Sk+7Zs0ejR4/WCy+8oBdeeEGS5OLicsNzZGZmqmrVqnJ2dparq+sN41lZWXJ1dZWzs7OqVKlyw9UXxeOurq66dOmSCgoKDGMFBQW6dOmSXF1d/1LtAACg7Fm6FwEAAHcOs4KN8PBwLV68WIcPHza68uHQoUNavHixxo8fb/YTHjlyRC+//LJeffVVhYSEGJZ7e3vrxIkTys/PNyxLTExUkyZNVK1aNXl7e+vo0aNG20pISFCLFi1kb2+vBx54wGj8ypUrOnHihHx8fOTl5SUbGxslJSUZbbtKlSpG83IAAICKyZK9CAAAuLOYdSvKG2+8oT/++EPDhg1T1apVVaNGDV2+fFn5+flycHDQ1KlTDY+1sbFRfHx8idspKCjQG2+8oeHDh8vPz89orFOnTqpZs6aWLFmi559/Xr/99ptWr16tMWPGSJJ69+6tQYMGaceOHerUqZO+/fZbHTx4UJMmTZIk9evXT++//758fX11zz33aMmSJapdu7Y6duwoW1tbde3aVTExMXr99dd19epVLV68WE888cQN83YAAICKx1K9CAAAuPOYFWy0atVKNjY2f/vJDh8+rJSUFC1cuFALFy40Glu7dq2ioqI0Z84cPf7443J2dtbAgQMVGBgoSXrggQc0a9YsLVq0SNOnT5enp6f++c9/ytPTU9K14OP8+fMKCwtTTk6OWrZsqfnz5xs+ZWXKlCl6++231bdvX9nY2Mjf318vvfTS394nAABQ+izViwAAgDuPWcFGZGSkRZ6sdevW+uGHm0+6+d5775kc8/Pzu+FKj+sNHTpUQ4cOLXHM0dFRr732mnmFAgCACsVSvQgA4JpXYl4s7xIqvNdHmD43RcVi1hwbAAAAAAAAFRHBBgAAAAAAsFoEGwAAAAAAwGoRbAAAAAAAAKtFsAEAAAAAAKyW2cFGRkaGFi9erHHjxmngwIFKS0tTQUGBNm/eXJr1AQAASKIXAQAAJTPr416PHz+ukSNHqrCwUF5eXjp58qQKCgqUmpqqmTNnysbGRgEBAaVdKwAAqKToRQAAgClmXbHx//7f/1OLFi20ceNGxcTEyM7OTpJUv359hYWF6dNPPy3VIgEAQOVGLwIAAEwxK9g4cuSIRo4cKUdHxxvGOnfurJSUFIsXBgAAUIxeBAAAmGJWsGFraytb25LvWsnNzVXVqlUtWhQAAMD16EUAAIApZgUbjRo10vvvv6+rV6/eMLZ+/Xo1bdrU4oUBAAAUoxcBAACmmDV56ODBgzVhwgT16dNHbdu2VUFBgWJiYpSSkqKUlBS98847pV0nAACoxOhFAACAKWZdsdGxY0fFxMSoQYMG+vbbb1VYWKgffvhB9erV0+LFi9WmTZvSrhMAAFRi9CIAAMAUs67YkKRWrVopKiqqNGsBAAAwiV4EAACUxKxg4+eff77puL29verVq8fEXQAAoFTQiwAAAFPMCjaefvpp2djY3PQxVapU0ZNPPqkJEybIwcHBIsUBAPB3LV26tLxLqPCGDRtW3iXcEr0IAAAwxaxgY+bMmVqyZIlcXFzk6+srFxcXZWZmaseOHcrLy9NTTz2lU6dOKTY2VjVr1tSoUaNKu24AAFCJ0IsAAABTzAo2jhw5ovbt2+ull14yWj548GDNnTtXGRkZCgsLk7e3txYvXkwzAQAALIpeBAAAmGL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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "makers = df.make.value_counts().sort_values(ascending=False)\n", "styles = df.body_style.value_counts().sort_values(ascending=False)\n", "makers_price = df.pivot_table(values='price',index='make').sort_values('price',ascending=False)\n", "styles_price = df.pivot_table(values='price',index='body_style').sort_values('price',ascending=False)\n", "\n", "\n", "plt.style.use('fivethirtyeight')\n", "plt.subplots(figsize=(16,24))\n", "plt.subplot(3,2,1)\n", "sns.barplot(x=makers.index[:6],y=makers.values[:6])\n", "plt.xlabel('Manufacturer')\n", "plt.ylabel('Number of vehicles')\n", "plt.title('Number of vehicles sold per manufacturer')\n", "plt.subplot(3,2,2)\n", "sns.barplot(x=styles.index,y=styles.values)\n", "plt.ylabel('Number of vehicles')\n", "plt.xlabel('Type of vehicle')\n", "plt.title('Number of vehicles sold per vehicle type')\n", "plt.subplot(3,2,3)\n", "sns.barplot(makers_price.index[:5],makers_price.price[:5])\n", "plt.ylabel('Average price')\n", "plt.xlabel('Manufacturer')\n", "plt.title('Average price of vehicles sold per manufacturer')\n", "plt.subplot(3,2,4)\n", "sns.barplot(styles_price.index,styles_price.price)\n", "plt.ylabel('Average price')\n", "plt.xlabel('Type of vehicle')\n", "plt.title('Average price of vehicles sold per vehicle type')\n", "plt.subplot(3,2,5)\n", "sns.boxplot(x=df.body_style,y=df.price)\n", "plt.xlabel('vehicle style')\n", "plt.ylabel('price distribution')\n", "plt.title('Price distribution per vehicle type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inferences :-\n", "\n", "* Toyota is the most sold vehicle in the dataset. Other manufacturers have relatively lesser vehicles sold.\n", "* Sedan body type is the most sold vehicle type. Hatchback is the second most sold. The other categories have very less sold.\n", "* Manufacturers sell cars for different price ranges i.e. usually they have cars for lower range, mediocre range and higher range, thus manufacturer cannot be used to predict the price of a car.\n", "* Hardtop and convertibles have the highest average price ranges. \n", "* Every body style has vehicles of different price ranges for example, hardtops and convertibles are in high end vehicles whereas sedans and wagons are in moderate price ranges. Hatchbacks are in the lowest price range.\n", "\n", "The columns - *fuel_type*, *aspiration*, *engine_location* and *num_of_doors* are two-category variables describing the latent features of the vehicle." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cols = [\n", " 'fuel_type',\n", " 'aspiration',\n", " 'engine_location',\n", " 'num_of_doors',\n", " 'drive_wheels'\n", "]\n", "\n", "plt.style.use('fivethirtyeight')\n", "plt.subplots(figsize=(16,36))\n", "i=1\n", "for col in cols:\n", " plt.subplot(5,2,i)\n", " sns.countplot(df[col])\n", " plt.ylabel('number of vehicles')\n", " plt.title('number of vehicles sold per '+col)\n", " i+=1\n", " plt.subplot(5,2,i)\n", " sns.boxplot(x=df[col],y=df.price)\n", " plt.ylabel('price distribution')\n", " plt.title('price distribution of vehicles sold per '+col)\n", " i+=1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The conclusions drawn :- \n", "\n", "* Four door vehicles are most sold among the lot. The number of doors do not add much to the price.\n", "* Most vehicles have engines in the front except a very few. The very few that have engines at the rear have very high price points. A few of the high end vehicles can be said to have rear engines.\n", "* Turbo engine vehicles are higher priced than standard engine vehicles, but standard engine vehicles are most sold.\n", "* Disel vehicles are priced higher than gas vehicles, but gas vehicles are most sold.\n", "* Forward wheel drive vehicles are most sold. The rear wheel drive vehicles are ranged at higher price points.\n", "\n", "Out of the above characteristics, *aspiration*, *drive_wheels* and *fuel_type* seem like good predictors for the price of the vehicle. The *engine_location* though showing distinct price gap, has too few representatives for *rear* category.
\n", "The *engine_type* describes the build of the engine from the manufacturer." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " price\n", "engine_type \n", "dohc 18116.416667\n", "ohcv 25098.384615\n", "ohc 11594.944056\n", "l 14627.583333\n", "ohcf 13738.600000\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Average price of vehicles sold per engine type')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "engines = df[['engine_type','price']].groupby('engine_type').mean()\n", "engines.sort_values('price',ascending=False,inplace=True)\n", "engines = engines.iloc[[1,0,4,2,3]]\n", "print(engines)\n", "\n", "plt.subplots(figsize=(16,6))\n", "plt.subplot(1,2,1)\n", "sns.countplot(df.engine_type)\n", "plt.ylabel('number of vehicles')\n", "plt.xlabel('engine type')\n", "plt.title('Number of vehicles sold per engine type')\n", "plt.subplot(1,2,2)\n", "sns.barplot(x=engines.index,y=engines.price)\n", "plt.ylabel('average price')\n", "plt.xlabel('engine type')\n", "plt.title('Average price of vehicles sold per engine type')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The conclusions drawn :- \n", "\n", "* Vehicles with ohc engine type are most sold, but they have the least average price. Thus vehicles with ohc engine type have lesser price points and are most sold.\n", "* Vehicles with the ohcv engine type are priced costlier than the rest.\n", "\n", "The plots conclude that engine type can determine the average price range of the vehicle and hence makes it an important charateristic for the prediction of the price.
\n", "\n", "The final categorical column, *num_of_cylinders* is an important parameter for an engine and determeines the power of the engine. The plots below visualize the number of vehicles sold per number of cylinders and the average price range of the vehicles sold per number of cylinders." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " price\n", "num_of_cylinders \n", "four 10312.335484\n", "six 23671.833333\n", "five 22007.600000\n", "three 5151.000000\n", "twelve 36000.000000\n", "eight 38900.000000\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Average price of vehicles sold per number of cylinders')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cylinders = df[['num_of_cylinders','price']].groupby('num_of_cylinders').mean()\n", "cylinders.sort_values('price',ascending=False,inplace=True)\n", "cylinders = cylinders.iloc[[4,2,3,5,1,0]]\n", "print(cylinders)\n", "\n", "plt.subplots(figsize=(16,6))\n", "plt.subplot(1,2,1)\n", "sns.countplot(df.num_of_cylinders)\n", "plt.ylabel('number of vehicles')\n", "plt.xlabel('number of cylinders')\n", "plt.title('Number of vehciles sold per number of cylinders')\n", "plt.subplot(1,2,2)\n", "sns.barplot(x=cylinders.index,y=cylinders.price)\n", "plt.ylabel('average price')\n", "plt.xlabel('number of cylinders')\n", "plt.title('Average price of vehicles sold per number of cylinders')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Vechiles with a four cylinder engine were sold the most and have a moderate price range.\n", "* High end vehicles boast a twelve or eight cylinder engine, but are the less sold.\n", "\n", "\n", "The analysis completes here. Based on the analysis, the charateristics that are estimated to be good predictors are :-\n", "\n", "* length\n", "* width\n", "* curb_weight\n", "* engine_size\n", "* horsepower\n", "* bore\n", "* wheel_base\n", "* aspiration\n", "* drive_wheels\n", "* fuel_type\n", "* fuel_economy\n", "* engine_type\n", "* num_of_cylinders\n", "\n", "Removing the other columns from the dataset." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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4176.666.42824136115.03.1999.4std4wdgas19.6ohcfive17450.0sedan
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" ], "text/plain": [ " length width curb_weight engine_size horsepower bore wheel_base \\\n", "0 168.8 64.1 2548 130 111.0 3.47 88.6 \n", "1 168.8 64.1 2548 130 111.0 3.47 88.6 \n", "2 171.2 65.5 2823 152 154.0 2.68 94.5 \n", "3 176.6 66.2 2337 109 102.0 3.19 99.8 \n", "4 176.6 66.4 2824 136 115.0 3.19 99.4 \n", "\n", " aspiration drive_wheels fuel_type fuel_economy engine_type \\\n", "0 std rwd gas 23.4 dohc \n", "1 std rwd gas 23.4 dohc \n", "2 std rwd gas 21.8 ohcv \n", "3 std fwd gas 26.4 ohc \n", "4 std 4wd gas 19.6 ohc \n", "\n", " num_of_cylinders price body_style \n", "0 four 13495.0 convertible \n", "1 four 16500.0 convertible \n", "2 six 16500.0 hatchback \n", "3 four 13950.0 sedan \n", "4 five 17450.0 sedan " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cols = [\n", " 'length',\n", " 'width',\n", " 'curb_weight',\n", " 'engine_size',\n", " 'horsepower',\n", " 'bore',\n", " 'wheel_base',\n", " 'aspiration',\n", " 'drive_wheels',\n", " 'fuel_type',\n", " 'fuel_economy',\n", " 'engine_type',\n", " 'num_of_cylinders',\n", " 'price',\n", " 'body_style'\n", "]\n", "\n", "df = df[cols]\n", "df.head(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The categorical variables are converted to binary dummy variables using `pd.get_dummies`. Once all column are in numeric form, using the `StandardScaler` from `sklearn.preprocessing` module, normalization is performed. This is done because, the columns are in on different scales." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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\n", "\n", "Usually different manufacturers produce vehicles at different price ranges for every segment of the economy. Say there are two manufacturers - Renault and Subaru. Both these manufacturers will have a car for the lower range, a car for the mediocre range and a car at high end range. The cars at lower range usually have a lot of charateristics in the same neighbourhood such as engine_size, horsepower, drive_wheels, aspiration, fuel economy etc. Using `KNeighborsRegressor`, such clusters will be identified and for every prediction, the price would be the mean of this cluster of cars with similar charateristics. This model can have issues since the number of vehicles are too less thus not giving a complete idea of the vehicles a manufacturer sells.\n", "\n", "All throughout the analysis, it was clear that many variables share a linear relationship with the price variable. All numrical columns chosen were either positively or negatively correlated to the price. This was confirmed in the `regplot`s. The categorical varibles also showed distinct average price differences, leading to the conclusion that a certain category can give an idea about the price of the vehicle. The `LinearRegression` model is used keeping all of this in mind.\n", "\n", "The above reasoning explains why the two models have been chosen for building the final model." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.9982318952770243\n", "Test_score: 0.8396070972956275\n", "RMSE: 3737.26141413081\n", "MAE: 2438.5510204081634\n" ] } ], "source": [ "knn = KNeighborsRegressor(n_neighbors=1)\n", "knn.fit(X_train,y_train)\n", "\n", "pred = knn.predict(X_train)\n", "print(\"Train score: \",r2_score(pred,y_train))\n", "\n", "pred = knn.predict(X_test)\n", "print(\"Test_score: \",r2_score(pred,y_test))\n", "\n", "print(\"RMSE: \",np.sqrt(mean_squared_error(pred,y_test)))\n", "print(\"MAE: \",mean_absolute_error(pred,y_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `KNeighborsRegressor` achieves a good `r2_score` of about 83.96% on the test set. The RMSE values indicate the average error in a prediction made by the model. The model achieves a good RMSE value - 3737.26.\n", "The models seems to have worked well, with the n_neighbors paramter set to 2.
\n", "Comapring the model with `LinearRegression` is neccessary as it can give insights to how well this model works." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.8914832054451866\n", "Test_score: 0.855910012633967\n", "RMSE: 3181.0322780707743\n", "MAE: 2212.806213059051\n" ] } ], "source": [ "lm = LinearRegression()\n", "lm.fit(X_train,y_train)\n", "\n", "pred = lm.predict(X_train)\n", "print(\"Train score: \",r2_score(pred,y_train))\n", "\n", "pred = lm.predict(X_test)\n", "print(\"Test_score: \",r2_score(pred,y_test))\n", "\n", "print(\"RMSE: \",np.sqrt(mean_squared_error(pred,y_test)))\n", "print(\"MAE: \",mean_absolute_error(pred,y_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`LinearRegression` gives round about the same result, with a test set `r2_score` of 85.59%, the RMSE value has decreased for this model, which is now said to have an average error of about 3181.03 in predictions. Taking a closer look at the coefficients " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intercept : 13240.364283181842\n", "length : 69.05001567827414\n", "width : -312.64657177503926\n", "curb_weight : 3112.6422247921687\n", "engine_size : -168.76840324099993\n", "horsepower : 3358.0603396880524\n", "bore : -334.5993021207858\n", "wheel_base : 525.3453228799971\n", "fuel_economy : 51.35374451761106\n", "aspiration_std : 152.29063205157854\n", "aspiration_turbo : -152.29063205158377\n", "drive_wheels_4wd : -192.65794100608596\n", "drive_wheels_fwd : -102.3344355733428\n", "drive_wheels_rwd : 183.82258381712714\n", "fuel_type_diesel : 282.1211482052628\n", "fuel_type_gas : -282.1211482052585\n", "engine_type_dohc : -531.9238114834744\n", "engine_type_l : 30.272123574678087\n", "engine_type_ohc : 727.6095684879377\n", "engine_type_ohcf : 778.0690284738686\n", "engine_type_ohcv : -1637.7955847905962\n", "num_of_cylinders_eight : 1815.84020805974\n", "num_of_cylinders_five : 302.83823993731977\n", "num_of_cylinders_four : -1531.9516188248065\n", "num_of_cylinders_six : 774.735747928345\n", "num_of_cylinders_three : 124.62799296438376\n", "num_of_cylinders_twelve : 433.80838661581413\n", "body_style_convertible : 804.2111420484559\n", "body_style_hardtop : -94.99575353368817\n", "body_style_hatchback : -268.559084028999\n", "body_style_sedan : 289.3694910702973\n", "body_style_wagon : -423.2174528939979\n" ] } ], "source": [ "print(\"intercept : \",lm.intercept_)\n", "for col,coef in zip(X.columns,lm.coef_):\n", " print(col, \" : \",coef)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is observed that the coefficients of the independent variables are quite high for some of these. Higher coefficients tend to dictate the model more developing bias. Thus regularization is necessary. `RidgeRegression` offers L2 regualrization, which reduces the coefficients using `alpha`. The `LassoRegression` offers L1 regualrization as well as feature selection, since out of independent variables that are correlated, it choses one of them to represent the group and become a predictor.
\n", "A trade off between the two would be the `ElasticNet` which considers both L1 and L2 regularization. Instead of chosing just one of the group of correlated variables like Lasso, it considers the entire group as predictors as well as reduces the feature set. All this while also performing L2 regularization as Ridge.
\n", "\n", "It is not guaranteed to give better results, but it would be helpful to try them out." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.8889706653948796\n", "Test_score: 0.8671449813077978\n", "RMSE: 3076.4526038725635\n", "MAE: 2168.362602263705\n" ] } ], "source": [ "lm = Ridge(alpha=2)\n", "lm.fit(X_train,y_train)\n", "\n", "pred = lm.predict(X_train)\n", "print(\"Train score: \",r2_score(pred,y_train))\n", "\n", "pred = lm.predict(X_test)\n", "print(\"Test_score: \",r2_score(pred,y_test))\n", "\n", "print(\"RMSE: \",np.sqrt(mean_squared_error(pred,y_test)))\n", "print(\"MAE: \",mean_absolute_error(pred,y_test))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intercept : 13234.855514836217\n", "length : 346.307921997421\n", "width : 4.915165173945227\n", "curb_weight : 1910.0157142792557\n", "engine_size : 813.3823496623019\n", "horsepower : 2772.6679621879707\n", "bore : -404.8681909574322\n", "wheel_base : 440.3772592669129\n", "fuel_economy : -292.31922668139333\n", "aspiration_std : 35.115413618676634\n", "aspiration_turbo : -35.1154136186765\n", "drive_wheels_4wd : -254.01188086251113\n", "drive_wheels_fwd : -178.49002931878687\n", "drive_wheels_rwd : 286.810728508113\n", "fuel_type_diesel : 286.93362467877745\n", "fuel_type_gas : -286.93362467874874\n", "engine_type_dohc : -481.2576295129912\n", "engine_type_l : 11.056378445288852\n", "engine_type_ohc : 639.6807356834718\n", "engine_type_ohcf : 782.1510033830963\n", "engine_type_ohcv : -1516.5745120285826\n", "num_of_cylinders_eight : 1613.3496452200689\n", "num_of_cylinders_five : 256.4995246812394\n", "num_of_cylinders_four : -1410.7354760799105\n", "num_of_cylinders_six : 745.6584665876092\n", "num_of_cylinders_three : 207.39371779678564\n", "num_of_cylinders_twelve : 344.45524070745677\n", "body_style_convertible : 814.4234724996103\n", "body_style_hardtop : -120.71384227618105\n", "body_style_hatchback : -291.8558609829045\n", "body_style_sedan : 255.2233661602942\n", "body_style_wagon : -327.960236915297\n" ] } ], "source": [ "print(\"intercept : \",lm.intercept_)\n", "for col,coef in zip(X.columns,lm.coef_):\n", " print(col, \" : \",coef)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As observed, `RidgeRegression` regularizes the independent variables, i.e. the coefficents have reduced, with an alpha setting of 2. The model performs well with a test set `r2_score` of 86.71% and an RMSE value of 3076.45." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.8911175779094181\n", "Test_score: 0.8586311970968112\n", "RMSE: 3151.2074765843927\n", "MAE: 2194.366681789046\n" ] } ], "source": [ "lm = Lasso(alpha=4)\n", "lm.fit(X_train,y_train)\n", "\n", "pred = lm.predict(X_train)\n", "print(\"Train score: \",r2_score(pred,y_train))\n", "\n", "pred = lm.predict(X_test)\n", "print(\"Test_score: \",r2_score(pred,y_test))\n", "\n", "print(\"RMSE: \",np.sqrt(mean_squared_error(pred,y_test)))\n", "print(\"MAE: \",mean_absolute_error(pred,y_test))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intercept : 13240.997691614599\n", "length : 66.82300613817876\n", "width : -213.42009123479866\n", "curb_weight : 2911.939004544829\n", "engine_size : 0.0\n", "horsepower : 3270.8875333165747\n", "bore : -322.629650764538\n", "wheel_base : 483.1736098883539\n", "fuel_economy : 0.0\n", "aspiration_std : 271.5340440205393\n", "aspiration_turbo : -9.425828954811123e-14\n", "drive_wheels_4wd : -146.8886801446939\n", "drive_wheels_fwd : -0.0\n", "drive_wheels_rwd : 305.5112144339379\n", "fuel_type_diesel : 562.1328948193295\n", "fuel_type_gas : -1.243996881938771e-14\n", "engine_type_dohc : -562.1374708518558\n", "engine_type_l : -4.059435551121502\n", "engine_type_ohc : 628.4566219561877\n", "engine_type_ohcf : 707.3385785146162\n", "engine_type_ohcv : -1670.9542579204797\n", "num_of_cylinders_eight : 1590.912455827576\n", "num_of_cylinders_five : -0.0\n", "num_of_cylinders_four : -2061.0296798989107\n", "num_of_cylinders_six : 324.50744348722424\n", "num_of_cylinders_three : 33.052553912359194\n", "num_of_cylinders_twelve : 314.3517367813086\n", "body_style_convertible : 887.2593651816261\n", "body_style_hardtop : 0.0\n", "body_style_hatchback : -28.998282742807678\n", "body_style_sedan : 551.2430475319044\n", "body_style_wagon : -222.0989799008459\n" ] } ], "source": [ "print(\"intercept : \",lm.intercept_)\n", "for col,coef in zip(X.columns,lm.coef_):\n", " print(col, \" : \",coef)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As said, `LassoRegression` performed L1 regualrization and feature selection of sorts. Some variables have a coefficient of 0 such as the *engine_type*, *aspiration* and *engine_size*. These variables were not significant to the prediction.
\n", "`LassoRegression` has performed very well, with a test set `r2_score` of 85.86% and an RMSE value of 3151.20." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.8914400985686434\n", "Test_score: 0.8568438026529581\n", "RMSE: 3172.528610109757\n", "MAE: 2208.337849138228\n" ] } ], "source": [ "lm = ElasticNet(alpha=0.5,l1_ratio=1)\n", "lm.fit(X_train,y_train)\n", "\n", "pred = lm.predict(X_train)\n", "print(\"Train score: \",r2_score(pred,y_train))\n", "\n", "pred = lm.predict(X_test)\n", "print(\"Test_score: \",r2_score(pred,y_test))\n", "\n", "print(\"RMSE: \",np.sqrt(mean_squared_error(pred,y_test)))\n", "print(\"MAE: \",mean_absolute_error(pred,y_test))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intercept : 13240.853030458207\n", "length : 73.6943214704772\n", "width : -297.41912923007646\n", "curb_weight : 3063.0613347090143\n", "engine_size : -116.25473036514512\n", "horsepower : 3339.089235082762\n", "bore : -339.76124421255525\n", "wheel_base : 520.1333566235419\n", "fuel_economy : 38.912984786323115\n", "aspiration_std : 296.5004550472449\n", "aspiration_turbo : -0.0\n", "drive_wheels_4wd : -184.7269083328328\n", "drive_wheels_fwd : -82.88720032552314\n", "drive_wheels_rwd : 209.03211353526098\n", "fuel_type_diesel : 564.2449608700294\n", "fuel_type_gas : -0.0\n", "engine_type_dohc : -561.5399806086097\n", "engine_type_l : -0.0\n", "engine_type_ohc : 665.1613549382881\n", "engine_type_ohcf : 741.9968854766879\n", "engine_type_ohcv : -1668.331895097389\n", "num_of_cylinders_eight : 1612.6300278784174\n", "num_of_cylinders_five : -0.0\n", "num_of_cylinders_four : -2077.11590986883\n", "num_of_cylinders_six : 320.7869987883807\n", "num_of_cylinders_three : 29.636584106001454\n", "num_of_cylinders_twelve : 328.08773434105836\n", "body_style_convertible : 887.8340994479023\n", "body_style_hardtop : 0.0\n", "body_style_hatchback : -40.31189105339501\n", "body_style_sedan : 534.4152811609569\n", "body_style_wagon : -255.9352928197938\n" ] } ], "source": [ "print(\"intercept : \",lm.intercept_)\n", "for col,coef in zip(X.columns,lm.coef_):\n", " print(col, \" : \",coef)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `ElasticNet` model performs both L1 and L2 regularization. It has reduced the coefficents as well as performed feature selection (neglected fuel_type). The model does not out perform `RidgeRegression` but is in the same neighbourhood with reliable predictions. The model achieves a test set `r2_score` of 85.68% and an RMSE value of 3172.52.
\n", "For this model, the residual plot is given below. Residual plot is the plot of predicted prices vs the error in each prediction. These plots show the variance in errors of the predictions." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Residual plot')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x=pred,y=(pred-y_test))\n", "plt.hlines(0,xmax=35000,xmin=5000,linestyles='dotted',colors='grey')\n", "plt.xlabel('predicted price')\n", "plt.ylabel('residual error')\n", "plt.title('Residual plot')" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'residual histogram')" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(12,8))\n", "sns.distplot((pred-y_test))\n", "plt.xlabel('residual')\n", "plt.title('residual histogram')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The residual plot, shows a sort of funnel shape. Given the dataset has very less data points, this shape seems distorted. But the presence of this shape indicated Heteroskedasticity. This means that the variance of errors is unequal along the price range. Simply put it can be observed that errors are smaller around smaller price range, but errors also increase as the price increases.
\n", "To tackle heteroskedasticity, weighed regression can be performed. In this, every data point is assigned a weight based on variance of its fitted values. Small weights are given to observations associated with higher variances, to shrink the squared error (residual). The method used is the Weighted Least Squares (WLS).
\n", "Assume the weights to be \n", "\n", " 1/variancei\n", "\n", "where i is from 1 to n (number of samples)\n", "Basically, a sample with high error variance is assigned a smaller weight and a sample with low variance in error is assigned higher weight. The weights are a 1D array, the length of the number of samples." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.36355981, 0.47233522, 0.18755933, 0.31203838, 0.98163972,\n", " 0.81534256, 0.62195724, 1.6757309 , 1.35736675, 0.49892083,\n", " 0.34901347, 8.41810332, 0.912873 , 2.26177483, 1.82572548,\n", " 0.4180836 , 0.22310492, 0.16671625, 1.39365981, 0.30495931,\n", " 1.27667874, 1.42504386, 0.62438679, 1.30750983, 0.96532475,\n", " 0.43848524, 0.4033464 , 1.14371272, 0.98912255, 0.27245959,\n", " 0.70855455, 0.18930625, 0.96516178, 2.14974895, 0.34910303,\n", " 0.24425545, 1.17314343, 1.13087275, 0.35892001, 0.18775988,\n", " 0.17009998, 1.38009349, 1.4161696 , 1.36738696, 0.60747512,\n", " 0.44929128, 1.08657162, 0.83772165, 1.44283185, 0.42825359,\n", " 0.30881805, 0.26212765, 1.21761944, 1.83552253, 1.93926673,\n", " 0.28856914, 0.61643319, 3.83083844, 0.17434137, 1.00724101,\n", " 0.3474051 , 0.51767138, 8.30806004, 2.79601051, 0.21643825,\n", " 0.21730675, 0.53512903, 0.42406894, 1.27706428, 0.30726831,\n", " 1.67420031, 1.00695405, 0.85921725, 0.25849183, 0.32570049,\n", " 0.47408818, 0.31999923, 0.1881886 , 1.18985051, 0.23798268,\n", " 0.98372156, 0.2283615 , 0.43848524, 1.1883302 , 0.25849183,\n", " 0.17769585, 0.99025023, 0.30859349, 1.71266991, 0.51872736,\n", " 0.40130099, 3.2579952 , 1.07131656, 0.18111196, 0.31751569,\n", " 1.83552253, 0.4495501 , 0.22310492, 0.55907076, 0.61601956,\n", " 0.2894162 , 0.38636617, 0.17539945, 0.22551749, 0.41745866,\n", " 1.00521707, 0.73033078, 0.40010183, 0.65105897, 2.51457907,\n", " 0.32474976, 1.5326066 , 1.58136919, 2.1773225 , 0.91518317,\n", " 1.93926673, 0.22186174, 0.61280786, 2.42449889, 2.51746712,\n", " 1.43161602, 0.86606247, 0.40680487, 0.52325915, 1.19379554,\n", " 0.82313527, 0.33598884, 0.40922222, 1.00716962, 0.90570362,\n", " 1.94074386, 0.26195825, 1.82855621, 0.52407242, 0.17335698,\n", " 0.38636617, 1.46599076, 0.42176788, 0.85405145, 1.30664409,\n", " 0.1655501 , 0.67633649, 0.89166814, 0.61655546, 0.45114961,\n", " 0.24147346])" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weights = X_train.apply(lambda x: np.var(x),axis=1).values.ravel('K')\n", "weights" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From all the above models, `RidgeRegression` performed the best with the highest `r2_score` on the test set. Thus using `RidgeRegression`'s `fit()` function with the parameter `sample_weight` to assign these weights." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train score: 0.8912144419880048\n", "Test_score: 0.8821630474839759\n", "RMSE: 3125.032593950767\n", "MAE: 2347.13836664688\n" ] } ], "source": [ "lm = Ridge(alpha=2)\n", "lm.fit(X_train,y_train,sample_weight=weights)\n", "\n", "pred = lm.predict(X_train)\n", "print(\"Train score: \",r2_score(pred,y_train))\n", "\n", "pred = lm.predict(X_test)\n", "print(\"Test_score: \",r2_score(pred,y_test))\n", "\n", "print(\"RMSE: \",np.sqrt(mean_squared_error(pred,y_test)))\n", "print(\"MAE: \",mean_absolute_error(pred,y_test))" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Residual plot')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(12,8))\n", "sns.scatterplot(x=pred,y=(pred-y_test))\n", "plt.hlines(0,xmax=35000,xmin=5000,linestyles='dotted',colors='grey')\n", "plt.xlabel('predicted price')\n", "plt.ylabel('residual error')\n", "plt.title('Residual plot')" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'residual histogram')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('fivethirtyeight')\n", "plt.figure(figsize=(12,8))\n", "sns.distplot((pred-y_test))\n", "plt.xlabel('residual')\n", "plt.title('residual histogram')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The residual plot indicates homoskedasticity, as variance of error is equally distributed around the ranges. The histogram confirms this by showing a Gaussian curve with mean around 0 and a non-zero std. deviation. The Weighted Least Squares (WLS) regression has improved the model `r2_score` on the test set to about 88.21%. The RMSE value has increased a little, but this model explains the variance in the dataset best given by the R-squared (R2) score." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Final conclusion :-\n", "\n", "* The following characteristics of a vehicle prove to be the best predictors for the price of the vehicle. Based on the analysis :-\n", "\n", " * length * width * curb_weight\n", " * engine_size * horsepower * bore\n", " * wheel_base * aspiration * drive_wheels\n", " * fuel_type * fuel_economy * engine_type\n", " * num_of_cylinders\n", "\n", "* KNeigbors Regressor with n_neighbors = 1, performed with about 83% R-squared score on the test set. It is the lowest R-squared score and highest RMSE with 3737.26 out of all.\n", "* Linear Regression out performs the KNeighbors Regressor due to linear relationships present between many independent variables and price. It achieved a test set R-squared score of 85.59% and RMSE of 3181.03. The coefficents when observed were too high for some.\n", "* Ridge Regression was used to regularize the coefficients. The model increased the accuracy from Linear Regression by little to a R-squared score of 86.71% and RMSE of 3076.45. The weights have reduced considerably.\n", "* Lasso Regression performed feature selection and removed the following features while building the model.\n", "\n", " * engine_size \n", " * fuel_economy\n", " * drive_wheels_fwd\n", " * num_of_cylinders_five\n", " * body_style_hardtop\n", " \n", " It achieved a test set R-squared score of 85.86% and RMSE of 3151.20, better than Linear Regression.\n", "\n", " \n", "* ElasticNet captures advantages of both Ridge and Lasso Regression. It reduced the coefficients and removed the following columns,\n", "\n", " * aspiration_turbo\n", " * fuel_type_gas\n", " * num_of_cylinders_five\n", " * body_style_hardtop\n", " \n", " It achieved a R-squared of 85.68% and RMSE of 3172.52 on the test set.\n", " \n", "* The residual plot showed the error was heteroskedastic, i.e. the variance in the error varied between the smallest and largest values of price. To make the errors homoskedastic, Weighted Least Squares (WLS) method is used instead of Ordinary Least Squares (OLS). The weights decided for each sample is the reciprocal of variance.\n", "\n", "* The Ridge Regression model with WLS out performs all model with R-squared value of 88.21% on the test set and RMSE of 3125.03. The residual plot shows equal variance for all predictions (not a cone shape) and histogram shows a perfect Gaussian curve with mean 0 and non-zero std deviation.\n", " \n", "The model perfectly predicts the price of a vehicle given its various charateristics such as :-\n", "\n", "* Car type\n", "* Car length\n", "* Car widht\n", "* Curb weight\n", "* Engine type and size\n", "* Number of cylinders\n", "* Fuel economy\n", "* Wheel drive\n", "* Fuel type\n", "* Aspiration\n", "\n", "The model achieves a good sense of these predictors (independent variables) and makes a highly reliable and about accurate prediction." ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }