diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb
index 4a25b49..d6f62c5 100644
--- a/your-code/lab_boston_housing.ipynb
+++ b/your-code/lab_boston_housing.ipynb
@@ -35,11 +35,815 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "import pandas as pd\n",
+ "import numpy as np"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " crim | \n",
+ " zn | \n",
+ " indus | \n",
+ " chas | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0.15876 | \n",
+ " 0.0 | \n",
+ " 10.81 | \n",
+ " 0.0 | \n",
+ " 0.413 | \n",
+ " 5.961 | \n",
+ " 17.5 | \n",
+ " 5.2873 | \n",
+ " 4.0 | \n",
+ " 305.0 | \n",
+ " 19.2 | \n",
+ " 376.94 | \n",
+ " 9.88 | \n",
+ " 21.7 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 0.10328 | \n",
+ " 25.0 | \n",
+ " 5.13 | \n",
+ " 0.0 | \n",
+ " 0.453 | \n",
+ " 5.927 | \n",
+ " 47.2 | \n",
+ " 6.9320 | \n",
+ " 8.0 | \n",
+ " 284.0 | \n",
+ " 19.7 | \n",
+ " 396.90 | \n",
+ " 9.22 | \n",
+ " 19.6 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 0.34940 | \n",
+ " 0.0 | \n",
+ " 9.90 | \n",
+ " 0.0 | \n",
+ " 0.544 | \n",
+ " 5.972 | \n",
+ " 76.7 | \n",
+ " 3.1025 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 396.24 | \n",
+ " 9.97 | \n",
+ " 20.3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 2.73397 | \n",
+ " 0.0 | \n",
+ " 19.58 | \n",
+ " 0.0 | \n",
+ " 0.871 | \n",
+ " 5.597 | \n",
+ " 94.9 | \n",
+ " 1.5257 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " 351.85 | \n",
+ " 21.45 | \n",
+ " 15.4 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.04337 | \n",
+ " 21.0 | \n",
+ " 5.64 | \n",
+ " 0.0 | \n",
+ " 0.439 | \n",
+ " 6.115 | \n",
+ " 63.0 | \n",
+ " 6.8147 | \n",
+ " 4.0 | \n",
+ " 243.0 | \n",
+ " 16.8 | \n",
+ " 393.97 | \n",
+ " 9.43 | \n",
+ " 20.5 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm age dis rad tax \\\n",
+ "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n",
+ "1 0.10328 25.0 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n",
+ "2 0.34940 0.0 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n",
+ "3 2.73397 0.0 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n",
+ "4 0.04337 21.0 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n",
+ "\n",
+ " ptratio black lstat medv \n",
+ "0 19.2 376.94 9.88 21.7 \n",
+ "1 19.7 396.90 9.22 19.6 \n",
+ "2 18.4 396.24 9.97 20.3 \n",
+ "3 14.7 351.85 21.45 15.4 \n",
+ "4 16.8 393.97 9.43 20.5 "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston_df = pd.read_csv('../data/boston_data.csv')\n",
+ "boston_df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "404"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(boston_df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "crim 0\n",
+ "zn 0\n",
+ "indus 0\n",
+ "chas 0\n",
+ "nox 0\n",
+ "rm 0\n",
+ "age 0\n",
+ "dis 0\n",
+ "rad 0\n",
+ "tax 0\n",
+ "ptratio 0\n",
+ "black 0\n",
+ "lstat 0\n",
+ "medv 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston_df.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "crim 3.970775\n",
+ "zn 12.500000\n",
+ "indus 12.910000\n",
+ "chas 0.000000\n",
+ "nox 0.178000\n",
+ "rm 0.726500\n",
+ "age 48.350000\n",
+ "dis 3.134250\n",
+ "rad 20.000000\n",
+ "tax 385.000000\n",
+ "ptratio 2.825000\n",
+ "black 21.297500\n",
+ "lstat 9.775000\n",
+ "medv 7.900000\n",
+ "dtype: float64\n"
+ ]
+ }
+ ],
+ "source": [
+ "Q1 = boston_df.quantile(0.25)\n",
+ "Q3 = boston_df.quantile(0.75)\n",
+ "IQR = Q3 - Q1\n",
+ "print(IQR)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "boston_df = boston_df[~((boston_df < (Q1 - 1.5 * IQR)) | (boston_df > (Q3 + 1.5 * IQR)))]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " crim | \n",
+ " zn | \n",
+ " indus | \n",
+ " chas | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0.15876 | \n",
+ " 0.0 | \n",
+ " 10.81 | \n",
+ " 0.0 | \n",
+ " 0.413 | \n",
+ " 5.961 | \n",
+ " 17.5 | \n",
+ " 5.2873 | \n",
+ " 4.0 | \n",
+ " 305.0 | \n",
+ " 19.2 | \n",
+ " 376.94 | \n",
+ " 9.88 | \n",
+ " 21.7 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 0.10328 | \n",
+ " 25.0 | \n",
+ " 5.13 | \n",
+ " 0.0 | \n",
+ " 0.453 | \n",
+ " 5.927 | \n",
+ " 47.2 | \n",
+ " 6.9320 | \n",
+ " 8.0 | \n",
+ " 284.0 | \n",
+ " 19.7 | \n",
+ " 396.90 | \n",
+ " 9.22 | \n",
+ " 19.6 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 0.34940 | \n",
+ " 0.0 | \n",
+ " 9.90 | \n",
+ " 0.0 | \n",
+ " 0.544 | \n",
+ " 5.972 | \n",
+ " 76.7 | \n",
+ " 3.1025 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 396.24 | \n",
+ " 9.97 | \n",
+ " 20.3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 2.73397 | \n",
+ " 0.0 | \n",
+ " 19.58 | \n",
+ " 0.0 | \n",
+ " 0.871 | \n",
+ " 5.597 | \n",
+ " 94.9 | \n",
+ " 1.5257 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " 351.85 | \n",
+ " 21.45 | \n",
+ " 15.4 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.04337 | \n",
+ " 21.0 | \n",
+ " 5.64 | \n",
+ " 0.0 | \n",
+ " 0.439 | \n",
+ " 6.115 | \n",
+ " 63.0 | \n",
+ " 6.8147 | \n",
+ " 4.0 | \n",
+ " 243.0 | \n",
+ " 16.8 | \n",
+ " 393.97 | \n",
+ " 9.43 | \n",
+ " 20.5 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 0.08370 | \n",
+ " NaN | \n",
+ " 3.44 | \n",
+ " 0.0 | \n",
+ " 0.437 | \n",
+ " 7.185 | \n",
+ " 38.9 | \n",
+ " 4.5667 | \n",
+ " 5.0 | \n",
+ " 398.0 | \n",
+ " 15.2 | \n",
+ " 396.90 | \n",
+ " 5.39 | \n",
+ " 34.9 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 0.19073 | \n",
+ " 22.0 | \n",
+ " 5.86 | \n",
+ " 0.0 | \n",
+ " 0.431 | \n",
+ " 6.718 | \n",
+ " 17.5 | \n",
+ " 7.8265 | \n",
+ " 7.0 | \n",
+ " 330.0 | \n",
+ " 19.1 | \n",
+ " 393.74 | \n",
+ " 6.56 | \n",
+ " 26.2 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 0.26938 | \n",
+ " 0.0 | \n",
+ " 9.90 | \n",
+ " 0.0 | \n",
+ " 0.544 | \n",
+ " 6.266 | \n",
+ " 82.8 | \n",
+ " 3.2628 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 393.39 | \n",
+ " 7.90 | \n",
+ " 21.6 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " NaN | \n",
+ " 0.0 | \n",
+ " 18.10 | \n",
+ " 0.0 | \n",
+ " 0.584 | \n",
+ " 6.833 | \n",
+ " 94.3 | \n",
+ " 2.0882 | \n",
+ " 24.0 | \n",
+ " 666.0 | \n",
+ " 20.2 | \n",
+ " NaN | \n",
+ " 19.69 | \n",
+ " 14.1 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " 1.41385 | \n",
+ " 0.0 | \n",
+ " 19.58 | \n",
+ " NaN | \n",
+ " 0.871 | \n",
+ " 6.129 | \n",
+ " 96.0 | \n",
+ " 1.7494 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " NaN | \n",
+ " 15.12 | \n",
+ " 17.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm age dis rad tax \\\n",
+ "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n",
+ "1 0.10328 25.0 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n",
+ "2 0.34940 0.0 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n",
+ "3 2.73397 0.0 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n",
+ "4 0.04337 21.0 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n",
+ "5 0.08370 NaN 3.44 0.0 0.437 7.185 38.9 4.5667 5.0 398.0 \n",
+ "6 0.19073 22.0 5.86 0.0 0.431 6.718 17.5 7.8265 7.0 330.0 \n",
+ "7 0.26938 0.0 9.90 0.0 0.544 6.266 82.8 3.2628 4.0 304.0 \n",
+ "8 NaN 0.0 18.10 0.0 0.584 6.833 94.3 2.0882 24.0 666.0 \n",
+ "9 1.41385 0.0 19.58 NaN 0.871 6.129 96.0 1.7494 5.0 403.0 \n",
+ "\n",
+ " ptratio black lstat medv \n",
+ "0 19.2 376.94 9.88 21.7 \n",
+ "1 19.7 396.90 9.22 19.6 \n",
+ "2 18.4 396.24 9.97 20.3 \n",
+ "3 14.7 351.85 21.45 15.4 \n",
+ "4 16.8 393.97 9.43 20.5 \n",
+ "5 15.2 396.90 5.39 34.9 \n",
+ "6 19.1 393.74 6.56 26.2 \n",
+ "7 18.4 393.39 7.90 21.6 \n",
+ "8 20.2 NaN 19.69 14.1 \n",
+ "9 14.7 NaN 15.12 17.0 "
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston_df.head(10)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "crim 42\n",
+ "zn 49\n",
+ "indus 0\n",
+ "chas 28\n",
+ "nox 0\n",
+ "rm 21\n",
+ "age 0\n",
+ "dis 5\n",
+ "rad 0\n",
+ "tax 0\n",
+ "ptratio 12\n",
+ "black 61\n",
+ "lstat 2\n",
+ "medv 27\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston_df.isna().sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "boston_df = boston_df.fillna(boston_df.mean())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " crim | \n",
+ " zn | \n",
+ " indus | \n",
+ " chas | \n",
+ " nox | \n",
+ " rm | \n",
+ " age | \n",
+ " dis | \n",
+ " rad | \n",
+ " tax | \n",
+ " ptratio | \n",
+ " black | \n",
+ " lstat | \n",
+ " medv | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " 0.158760 | \n",
+ " 0.000000 | \n",
+ " 10.81 | \n",
+ " 0.0 | \n",
+ " 0.413 | \n",
+ " 5.961 | \n",
+ " 17.5 | \n",
+ " 5.2873 | \n",
+ " 4.0 | \n",
+ " 305.0 | \n",
+ " 19.2 | \n",
+ " 376.940000 | \n",
+ " 9.88 | \n",
+ " 21.7 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " 0.103280 | \n",
+ " 25.000000 | \n",
+ " 5.13 | \n",
+ " 0.0 | \n",
+ " 0.453 | \n",
+ " 5.927 | \n",
+ " 47.2 | \n",
+ " 6.9320 | \n",
+ " 8.0 | \n",
+ " 284.0 | \n",
+ " 19.7 | \n",
+ " 396.900000 | \n",
+ " 9.22 | \n",
+ " 19.6 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 0.349400 | \n",
+ " 0.000000 | \n",
+ " 9.90 | \n",
+ " 0.0 | \n",
+ " 0.544 | \n",
+ " 5.972 | \n",
+ " 76.7 | \n",
+ " 3.1025 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 396.240000 | \n",
+ " 9.97 | \n",
+ " 20.3 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 2.733970 | \n",
+ " 0.000000 | \n",
+ " 19.58 | \n",
+ " 0.0 | \n",
+ " 0.871 | \n",
+ " 5.597 | \n",
+ " 94.9 | \n",
+ " 1.5257 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " 351.850000 | \n",
+ " 21.45 | \n",
+ " 15.4 | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 0.043370 | \n",
+ " 21.000000 | \n",
+ " 5.64 | \n",
+ " 0.0 | \n",
+ " 0.439 | \n",
+ " 6.115 | \n",
+ " 63.0 | \n",
+ " 6.8147 | \n",
+ " 4.0 | \n",
+ " 243.0 | \n",
+ " 16.8 | \n",
+ " 393.970000 | \n",
+ " 9.43 | \n",
+ " 20.5 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " 0.083700 | \n",
+ " 3.260563 | \n",
+ " 3.44 | \n",
+ " 0.0 | \n",
+ " 0.437 | \n",
+ " 7.185 | \n",
+ " 38.9 | \n",
+ " 4.5667 | \n",
+ " 5.0 | \n",
+ " 398.0 | \n",
+ " 15.2 | \n",
+ " 396.900000 | \n",
+ " 5.39 | \n",
+ " 34.9 | \n",
+ "
\n",
+ " \n",
+ " | 6 | \n",
+ " 0.190730 | \n",
+ " 22.000000 | \n",
+ " 5.86 | \n",
+ " 0.0 | \n",
+ " 0.431 | \n",
+ " 6.718 | \n",
+ " 17.5 | \n",
+ " 7.8265 | \n",
+ " 7.0 | \n",
+ " 330.0 | \n",
+ " 19.1 | \n",
+ " 393.740000 | \n",
+ " 6.56 | \n",
+ " 26.2 | \n",
+ "
\n",
+ " \n",
+ " | 7 | \n",
+ " 0.269380 | \n",
+ " 0.000000 | \n",
+ " 9.90 | \n",
+ " 0.0 | \n",
+ " 0.544 | \n",
+ " 6.266 | \n",
+ " 82.8 | \n",
+ " 3.2628 | \n",
+ " 4.0 | \n",
+ " 304.0 | \n",
+ " 18.4 | \n",
+ " 393.390000 | \n",
+ " 7.90 | \n",
+ " 21.6 | \n",
+ "
\n",
+ " \n",
+ " | 8 | \n",
+ " 1.529975 | \n",
+ " 0.000000 | \n",
+ " 18.10 | \n",
+ " 0.0 | \n",
+ " 0.584 | \n",
+ " 6.833 | \n",
+ " 94.3 | \n",
+ " 2.0882 | \n",
+ " 24.0 | \n",
+ " 666.0 | \n",
+ " 20.2 | \n",
+ " 388.311458 | \n",
+ " 19.69 | \n",
+ " 14.1 | \n",
+ "
\n",
+ " \n",
+ " | 9 | \n",
+ " 1.413850 | \n",
+ " 0.000000 | \n",
+ " 19.58 | \n",
+ " 0.0 | \n",
+ " 0.871 | \n",
+ " 6.129 | \n",
+ " 96.0 | \n",
+ " 1.7494 | \n",
+ " 5.0 | \n",
+ " 403.0 | \n",
+ " 14.7 | \n",
+ " 388.311458 | \n",
+ " 15.12 | \n",
+ " 17.0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm age dis rad tax \\\n",
+ "0 0.158760 0.000000 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n",
+ "1 0.103280 25.000000 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n",
+ "2 0.349400 0.000000 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n",
+ "3 2.733970 0.000000 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n",
+ "4 0.043370 21.000000 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n",
+ "5 0.083700 3.260563 3.44 0.0 0.437 7.185 38.9 4.5667 5.0 398.0 \n",
+ "6 0.190730 22.000000 5.86 0.0 0.431 6.718 17.5 7.8265 7.0 330.0 \n",
+ "7 0.269380 0.000000 9.90 0.0 0.544 6.266 82.8 3.2628 4.0 304.0 \n",
+ "8 1.529975 0.000000 18.10 0.0 0.584 6.833 94.3 2.0882 24.0 666.0 \n",
+ "9 1.413850 0.000000 19.58 0.0 0.871 6.129 96.0 1.7494 5.0 403.0 \n",
+ "\n",
+ " ptratio black lstat medv \n",
+ "0 19.2 376.940000 9.88 21.7 \n",
+ "1 19.7 396.900000 9.22 19.6 \n",
+ "2 18.4 396.240000 9.97 20.3 \n",
+ "3 14.7 351.850000 21.45 15.4 \n",
+ "4 16.8 393.970000 9.43 20.5 \n",
+ "5 15.2 396.900000 5.39 34.9 \n",
+ "6 19.1 393.740000 6.56 26.2 \n",
+ "7 18.4 393.390000 7.90 21.6 \n",
+ "8 20.2 388.311458 19.69 14.1 \n",
+ "9 14.7 388.311458 15.12 17.0 "
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "boston_df.head(10)"
]
},
{
@@ -52,11 +856,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
- "# Your plots here"
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMwAAAniCAYAAACXHG1nAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9e5gc1X3n/flVVV+nezQjzYxG6AISkiyuxhhvkEOwAiQRkMXOrnfX7OsEJ8aQzQWSvMma5N3X65dsNng3WQc2jgN2nNhPNpAsSR4rAXwBLDBrsLnYXGTJSEgC3UZzn+mevlRX1Xn/qO5Wd093T/fcerrnfJ5nntZUV1UfSfXt8zu/87uIUgqNRtMYRqsHoNG0E1owGk0TaMFoNE2gBaPRNIEWjEbTBFowGk0TaMEAe/fuVYD+0T+Fn5powQCjo6OtHoKmTdCC0WiaQAtGo2mCthaMiHxJRIZF5I2SY2tF5Jsicjj/2tvKMWo6C6vVA1ggfwX8KfCVkmP3AE8ppe4TkXvyv39yMT5s/6FhHnz2KCcmUmzujXLntdvYs2tgMW7d8L2XcgyauWnrGUYp9SwwXnH4g8CX83/+MvChxfis/YeG+dS+AwwnMvREAgwnMnxq3wH2Hxpetnsv5Rg0jdHWgqnBeqXUGYD8a9WvXxG5Q0ReEpGXRkZG5rzpg88eJWAK0aCFiP8aMIUHnz264AGX3juRcRiaynB6Ms1dj3y/TAxLOQZNY3SiYBpCKfWQUuoqpdRV/f39c55/YiJFJGCWHYsETE5OpBY8lsK9p9M5Tk+lcVyFacCM7ZTNIHONYf+hYW596AWu+czT3PrQC3rmWQI6UTBnRWQDQP51UZ6azb1R0jm37Fg657KpN7po9x5NZjEQDEMAIWyZZTNIvTFoc2156ETB7ANuy//5NuCri3HTO6/dRs5VpGwHpfzXnKu489ptC7rv/kPDTKZsjo+lmLFdPOXhKYVS0B8Plc0g9cagzbXloa0FIyIPA88D7xKRkyLyceA+4KdE5DDwU/nfF8yeXQPce8slDMTDTKVzDMTD3HvLJQvyUBVmBdv12NQTxhDIeSDAeT1h4uFA2Qzy4LNHSdkOI4ksQ1PpsjEspcmoOUdbu5WVUrfWeOv6pfi8PbsGFtWFWzorAGxGODWZBiAWsoozyO5ta/nUvgMETGGwO0w65xZnlsJ4NvdGGU5kiveCxTMZNedo6xlmJdPIArxyVuiOBNjYE0YBU+kcAUPoCpp8bv9bDCcyOK6qaW4tlcmoKUcLZglodAFebRFvmQZXbunl9z94Kamch+16uJ6H5ylOT6WZTueA2ebWfE1G7VlrjrY2yVYqlaZWNOibVw8+e5Q9uwaK65E3z06TzLqs7QqwritUZmqV3iNkmTieQhSMJrN0RwJVza1mTcaCsAOmlAn73vy9NLPRM8wSUG8BXjr7bFgToTcaYHwmx9B0puYivj8eQilQKGzXWzRzS3vWmkfPMEtAvQV45ezTHw/TFbIYiId5+I6rq94jHg5wXg8MTWVQwEA8vCgxZCcmUvREAmXHtGetPnqGWQLqLcAbdf9W3sM0hIHuMA9+9L08fMfVdcXS6LpkKTdjOxUtmCWg3gK80Yd0IYv4Rnf8tWeteUSXioWrrrpKvfTSS8vyWaULbcf1OJvIknMVOwdifHLvrgWbWbc+9MIsczBlO7NMvtLxPPjsUU5OpNik0wUKSK039Bpmmdmza4B7gfueOMjxsTQBw2BTTxjb9fjUvgN8+OQkzx8dn3e+S7PrksXejO10tEnWAvbsGqC3K8QF67rYsT5OdyRINGiRc93iJqUp8P0TE3z8Ky9x45882/D+iF6XLC1aMC2i2uJ/KpXD9RSOqzg9lUF5YAocG51pOPJYr0uWFi2YFlFtJsi6HiHLKAvzNwzBdj2GExnu/OuX59yNX4ogUc059KKf5V30Fyhd/EcCJumcy8mJNL3RAGMzNqYIIkLOdXE9CJiCpxTnr+si5yotgqWl5qJfzzAtotpM8Kt7LiRomZiGLw5PKVwPTMMXT8gy9W58i9FeshZSzUN1+aYe7nviIIdHkgQkb5YJxYQymHs3XleWWTr0DLPC2LNrgHtuvIgd/TEU4OVN5kJCGdT3eulU5aVFzzAtotYsULq22TEQYzSZZSRpk3VcYsoqi2iuxlyR0pqF0ZGCEZHfBG7Hr8T+OvCLSqlMa0d1jnph9dWCMwFmsi6WkZtzN14HVC4tHScYEdkI3AVcrJRKi8jfAR/Br5K5IqgUhesphqd9tzHAYHeo7Py+WIipdI5vf/K6Oe+tU5WXlk5dw1hAREQsIAqcbvF4yijdtExkcpyezBS9YgKcmswUMyuhuQdeb1wuLR03wyilTonIHwHvAGngG0qpb1SeJyJ3AHcAbNmyZVnHWDoLjCSyiABKCJhCfzzEyYk0ZxMZ4uG51yyVFGLVmg2o1J61xui4jct8tf6/B/4dMAn8b+BRpdRf17pmuTcuS9cwb4/NYIiggPPWROiOBJhO2wxNZxmIh4oPPLCkhdArN1FX+eboqtq4vAE4ppQaUUrlgH8A3r8cH9xo4lbppqVpGBiGFMUC5wphfPuT1xVD8pfSVaxTlRunEwXzDnC1iERFRPBrlB1c6g9tdv9jz64BHr7jah786HsZiIexTKm55ljqB1oXAWycjhOMUuq7wKPAK/guZQN4aKk/d74PdelsMzSVZiSRLe6bNFqEfKHolIDG6bhFP4BS6j8D/3k5P3Mh+x+FdcKn9h1gTX4dUbo306ireL4L9zuv3can9h0gZTtlaxjtWZtNx80wraLRb+la65x6M1QjruKFhMTolIDG6cgZphU08i1db4e/3gzViKt4oSExOlW5MbRgFomFPtRzmV1zPdA6JGZ50IJZRBbyUP/+By9d0DpCh8QsD3oNs4zUW+fU8pbd98RBbvyTZ+fc29EhMcuDFswyMtdDvWfXAHdeu41oKEB/PERX0OTIyAyHh5OYAsfHktz51y/z3t//xizx6IX78tBxoTHzYbkL+dVb55QW4js6ksRxFYgfq+HlC5IHTYPBNeHVHr6ylOhCfiuFZtY5tuthiq+WbM4jaBkY+FVkFpIYpgMt5482yVYYm3ujjCazxdkl63j+LANIPrc/aPr/bfPxgukU5oWhBbPC2L1tLSNJ259dDD9l1PEUpuEnmnko+mJ+glmzXrD9h4a565Hvc3oyzdBUhkTG0YGWTaJNshXG80fHGYgHmU472K5HyPRFoxQYIvRGA8TDVtNesMLMMmM7WIbkq2v6DWjjYUvv1zSIFswK48REinVdIfpi4eIxpRRT6Ry//8FL511pv7BpGs63/zMMAQ+GptKcTQhK+Q4HvZ6pjxbMCqPeBmSlw6AQl9bI4r3gTOiPh/yUaBSu8nA8sBRs7AnrHpcNoNcwK4zd29ZyciLND89M8dZwgtFkpqrp1ezivbBp6rf/C/tmmef7Tzf1RoodBPR6pj5aMCuI/YeGefSVU/RGA4QtE9tVjM/k+PCVG2d94zebf1O6aRoLWQyuCWMawpa1kWKBQNDxZ3OhTbIVREEEayJh+uP+sZTt8PzRce6qOHc+jZMqg0ODpoHtemXn6fiz+mjBrCCaEcF8gi2rrYF04lhzdKRJJiI9IvKoiBwSkYMisrvVY2qEZlKFFyPYUsefNU+nzjD3A19TSn1YRIL4xfxWPM2kCs+3/li1+2iBNE7HCUZEuoFrgY8BKKVswG7lmBqhEN+Vsh1sxyNoCjvWd9cVgX7Yl5+OEwywDRgB/lJE3g28DNytlJpp7bBqU5q6PNgdLptZlkoQjQZg6kDNcjpxDWMBVwKfV0q9B5gB7qk8SUTuEJGXROSlkZGR5R5jGctdSK/RPZxGzmu0eGGn0HH5MCIyCLyglLog//tPAPcopW6udU0relyWcs1nnqYnEsCvO+hTCIdppGJ/LUpnh1jQRERIZB2m0zmiQZP+eJjpdI7RZJas4xENmjzwkfcUZ5DS3BzwC6cPTWVQwJVbetm9bS2PvnKqE0vMrp5SsUqpIeCEiLwrf+h64IctHNKc1POOzfcbvHR2MIWyzM0Z22FsxmZoKs3pqTSO60dDz9hO2QxSr8vAcCLD5/a/Rc51V1WJ2Y4TTJ5fB/6XiLwGXAH81xaPpy61XMS7t62dd+5KqZk3mvS7MpuGMJq0CVu+CMZm7GJ7c/ADM0sf+FIhF7oMCELQNIgGLVxPMZXKlX1up0cKdKRglFI/UEpdpZS6XCn1IaXURKvHVI9a+yHPHx2ftbbJuS53PfL9OWec0tnBdj3/YRf/z/3xECg/5RnxZ4xC09nSB75UyFnHRanyfJyQZZBdZZECnegla0uquYj/01ffKNv5T2RyjCZsFLBlbbRudHFpJEDQNIpZm0HTIB4O0Bd3GU7YOJ4ibBn0x0PEwwFStlNWC+3cXk8aEVgfDxe7DMTDFk5KrapIgY6cYTqFyrXNSCIL4n+zz7VmKJ0d+mJBXKVwPUVfLEjKdgiYJndft52NPVEG14SJhaonpRUq2Wzr6yLnKs4mMkynbVK2Q9Ay+dU9F66qSAE9w6xgKnf+M46LIVI0iaD2mqEyEmB7fxciQjLrMBAPF/dTLt/UUzdaoHSPaFNPmLPTWU5OptnRH+P/vfli9uwamBUY2slowaxgKh/6rqBFNGgWTSKov2ZoJBJgrnMqy9t2R/wZqrcr1NEzSS20YFY4pQ90ZXTx2EyW8Zkckyl7ydKLdc3mcvQapo0oKyc7nWF8JkdvNMCGNZElK5ekmy2VowXTZhRa/e0YiLOpN0J/PLykm4a6ZnM52iRrUwqmUiKTYySRxXY9AoYwlc7NfXGeRgIrFyuNoFPQglnB1HugN/dGOT6WZCyZQwRMQ8h5ikTGYf+h4Tkf6HrNnaqJZrUKpBItmAZJZHJlxSIWm0pxlAY2Vnug77x2G3f+9csoFAaCym+490YDDdVbXmjHstVKywUjIpcDF1AyFqXUP7RsQDUYn7FJ2S79sVA+9mrxqPZt/7n9b7G2K8CaiF/Qr/KB3rNrgFjIJJPzsF2PoGnQFws3XMVyJXm/2innpqWCEZEvAZcDB4BCUJICVpxgAGayfjZkfzxEuKIN+EKo9m1fCGwsrYBZ+UDvXN89qxBGaWhLPRarY1kjD3u9c5oxDVcCrZ5hrlZKXdziMTRFzvU4M5WhNxqgJxpclHtW+7YPWQYZp747t5kaALVMvoXEgTXysM91TruZhq12Kz8vIm0lGPCTu8ZnbIamMrjewhPwqu11xMMWlmHUdec2WvWlMnPy+FiSz+1/i/GZDCOJLEPTmXnFgTWSKTrXOaVR1QVW8sZoq2eYL+OLZgjI4me6KaXU5a0dVmOkbIdTE76JFgnO30SrNlP4gY1beP7oeF13biMerNKHNpHJMZbMoVAoZdDfHZp3/YBG1kFzndNuzWxbLZgvAT8PvM65NUxb4XgeZ6bS9ESDrO2an4lWb6+jkcDGudYRpQ9tIRGskU5mc923kYd9rnOaMStXAq0WzDtKqX0tHsOiMJmyyeRcBuIhLLN5S3e+ex2NrCNKH1q/UZPvhq7XyayR+zbysM91TrttjLZaMIdE5G+Af8I3yYDFcSuLiAm8BJxSSv3sQu/XCJmcy6nJNP3xUNk36mJT+s1fKGhRy/0M5Q9tIL/BCRQ9cNVMoEYW44087I2es1IFUkmrBRPBF8pPlxxbLLfy3cBBoHuhN/ryd44Dimu295VVdqmG6ymGpjL0RoP0ztNEq0flN/+ZqTTpnEvIOhf2XzljlD60I4ksacdBFPlqMf56qdIEanSfZjFSCNqJlgpGKfWLS3FfEdkE3Az8AfBbC7nXO2Mp/uDxg9iOx3vP7+XXr9vOlrVzL0gnUjYZx9/onI+JVovKb36/LYbHaDJbFEy1GaPwwH5q3wG6QiZTqRwZx8VJKX51z5a6Kc4FVvJifLloiVtZRP5j/vV/isgDlT+L8BF/AvxHFsGRYJrCT2zvA+Dltye4/csv8dCzR0nb7hxXQtr2TbSU7Sx0GEUq3bCFghZZx5szmrggtpDl1ygzRBDgiTeGiucUyjodHk5wciLNSCKjo5RLaNUMczD/uujV80TkZ4FhpdTLIrKnznl3AHcAbNmypeb9NvZE+IuPvY+Hv/c2Dzx1hDNTGR558QRPHRzmP+y5kA/srG+mFUy0hXjRSqn85i8UtJjJukylc3UXzScmUpgCZ6ayxYBNz1O8OZws5tGUlqwNmH6CmuN6c9Z5Xi20rPJlflF+n1Lqdxb5vn+I76p2gDD+GuYflFIfrXVNI5Uv3x6bIZV1eOTFEzz84glsx5+8rtzSw13X7WDLurlNlUjQZCDud/6aL6VrmGarTd760At8/50JFH5HZoCc4+IBhoBC8JQqln2MBEziYYutfTEevuPqeY+5DVl5lS+VUi7w3iW47+8qpTblS8V+BHi6nliaIRQwue39F/Cl265i97Z1ALzyziS3f6UxMy1tu5yaSDdkztViIT1d7rx2GznPN92UUuQcF0cBChzPnw1Vvl6ZpyCbcxmbsTl8dnre4+00Wu0l+76I7AP+N37RcGBlRiuXcl5PhD/4uUt54egY//Ppc2bakwfP8it7LuQDO/trmmmlG5290cCcXrd6NGsb7Nk1wI7+GMfHU7iewgMsQ3CVQtTs+3mACczYbsPdmjudlhYjF5G/rHJYKaV+aTnH0ahJVi1uzHY8Hv7eO7PMtF+/bjvnr+uqe8+gZTAQDxO0Gp/oF2KSVV7/zngKAWxXle3PlCL4FTO39nV1WsHxeqw8k6zk839TKfWLeRfzglzArSBoGdz2/gv4y49dxfsvLDXTXubBZ96q6yGzHY9Tk2mmM42nFS+0NUapSWfkPWVhyyh6zCpR+LPQaio4Xo9Wm2SXK6UmC78opSZE5D2tHNB82bAmwn/5ULmZ9rcvneTJQ8P8ygcuZM+7qptpSilGE1nStktfLIRpSN0YrsVI/CpsJBZmG9vx1yqV84sl4KjZX7crOZp4qWn5DCMivYVfRGQtrRfxgrh62zr+8mPv4xfffwFBy2AsafP7jx3ktx99jeNjtZugzWQdTk2k+cYbQ3Ur9i9m2aPCbLO1L8aasOUHZZb8hAImIcvAqTDbV/MGZqsfzj8GviMij+LP/v8Wf3d+xXFeT4SpdI5kxsGbY90XtAx+fvf5/NTF6/nct47wf94a4/vvTPKJr7zMv75yI7+w+/yqsWaO5/Fn+9/CEGrGcC1GdG+tGayygRLASCLDRCrXNtHES03LO5DlE8iuw5/5n1JKLXvzo2Y6kLmeIpHJMZXONZw89sLRMf70W0c4PZkBYF0syH/4wIX8ZBUz7dYvvEB32MI0DCxDEJFZ3cgKD/x8onvrOQ2Aqu99+MqNc+bldBg1F/0tF8xKYD4t+5RSJLIOU6kcOXfuCBzb8fjbl07wN999h2zem3bFZt+btrXvnDftt/72VcZmskQCfviKZUo+bSC8KJuH1WaRlO0U778QMXYQWjD1WGiPy2TWYTJlF93K9Riazvhm2pExwA9P+Vfv2cht7/fNtO8dHef+pw9jGUI4YJDJeSgF/+VDly7Kg7tU/TQ7jBXrVu4IYiGLTb1+n5W5UpUHu8P8/gcv5b5/dRkbeyK4nuJ/v3yS2770Ik8dHOZ9W3u5+7odrOsKkcg4rOsK8Ws/uZ2LzuvGW6L6Aat5Ed8seoZh8bsoZ3J+IORMtn6U8ncOj/Kn+99iaDpTPHbF5jX8+nU7ysy0AgHTWHCJp7k2PtupRtgSok2yeixV23Hb8ZhM28xk/f6QpZSaXqYBZ6ezpHO+SVcw035h9/l0hcq9ad87Ns7fv3ySM9OZeT/QtdYpC40i6CC0YOqxVIIp4LgeU+kc0xmnKJzSxX2B8ZRNIuMUnQLruoL88ge2cd2uAUSkTGTRoMlkymYy7RAPW+wYiC94NpjLIbCK0GuYVmKZButiITb3RlgTCWCIcGY6TThQ/s/fGw3QE7H4+DUXELIMxmZs/uDxQ/zW373KsdEZHnnxBJbhf/snMg5jMzau55HKOovSH6bdaoS1Ai2YZaQonLVRNvdGizNJgUzOoyto8fLxSeJhizX5EJhXT07xia+8xJvDCQKm/+U3kbIRBMPwyyVFAuaCY7xKHQKJTI6jI0kODk0zlc4teqOmdkULpgWYhvBrP7kdpcB2PRS+pyqZdZhI5xibyRI0hbTtIEDAEDwFKdvl+FiK6UwO2/EQAaV8Z0DO9duHL2Q2KDRPGk1mODWRxnY9DPHNv6XobtaO6DUMS7+GqUXRIzU+w4Y1EcZnbGzXw1OK4elsoQ4oCIQti3TOxcm7lg3x3zZEGOgO0RW0yDgug90RfmXPhbM8XUBD3q/9h4a565Hvk7JdQpZBXyxEdyTgtxk3DXqiwdXgQdOL/nq0SjCV/Ph9T9EdDnB8bAbHUxj5sBhPKTasiRAPBTAMeOP0uQzISMBgw5owOVfheIq9F6/nGweHCVl+KH465zKdzqGANZFAQ96vwuZmMusUu5sZQM5TqyUvRi/624Eta7uwXS8vFv9YweQKBwzGU1keuPU9/Ld/fRmbeiMApHMex8dSCMJdP7md75+YwhAImCYK8vWUHZJZB9dTHBud4Z3xFMPTGT7ztUNVx7G5N8rYTJbTkxkcT2EaQtb105cdV63qvBgtmBVEYQ1hiqDyufYKxdpokEzOY7DbF8lVF6zli79wFbdfs5WwZeApeGcixd+8eIJ3JmYIBww/Z9/1cD2F43nkXFUmAE+VV4upHMf4jF+wXKDY3cwQv/hfgdXoQWt1eP+iIyKbga8Ag/hp6Q8ppe5v7agao1Ch8jNfO8Sbw0kCJmyMR7BMg6zj8Qu7zy+eG7QM/v2PbeGGiwb4s2fe4tk3R3n91BTgb5iuz1encVwPUwTbVViWFKvFCBAw4b4nDlZd21R2NwNB4TspCqzGkJqOW8OIyAZgg1LqFRGJAy8DH6qXNrBS1jCl1NqNz+RcJlL2rMozLx0f54Gnj3ByIg34s0F/LEjANJixXSZSOQIGmIbhV4ZB0ROxGE/luGDd7HXJg88eLdvETGRynJxIY5nC9v7Yql3DdJxgKhGRrwJ/qpT6Zq1zVqJg5iJtu4ynbLIlgZQ51+PRl0/y5e+8XZwJuoImt1+zlX969TQnp9J4niJoGvTHw5xNZEDBjvXx4j0KO/uFRLXSMJnpdI51XUFmbLfTQ/9Xp2BE5ALgWeBSpdR0xXullS/f+/bbby/7+BaDlO0wkcqVCWd4OsPnnznKM2+OAP5sc/W2dbw1kiRoGkQCJo7n8fZ4mk09Yboj5ypylob6r+LcmNUnGBGJAc8AfzBXnbN2nGEqqTbjvPz2BA88dZgTeTMtFrJYGw2SdRw29ERJZR1cpXTs2GxWl2BEJAD8M/B1pdT/mOv8lSaYhYTYVwon53r8/csn+coLb5PJR0Nfel43d1+/g7GkzQPfOkzYMogGLcZm/FrKsZDJztVdS3n1CEb8VMIvA+NKqd9o5Jp6gqn18P7mI6+w77Uh3LybdkM8yOnpLJU5XrUK5AEETT/kxfF8961lQMAySdvurJJHhhSqVPpmUyxkcfs1W7nrhp3FMR4eTmA7Hp7yEATLNDh/bRcfed9mptI5Pv/MW0ym/RpoAnzoPRs5fHaaN04nyj6rK+jXVA5aZjHXfyE5Mm2YY7OqBHMN8G3K+2b+nlLq8VrX1BJMrfyQjWtCPH9sYknG3yhmviTlLZcP8vI7U+Rcl9GEjasUnvLfN0RYGwuQcxQK3yRL2Q5jM/ULBwpgmcK6riA9kQCpnLcolTbbKEKgpmA6bh9GKfUcdf7CzVCrbV1BLFKyG7+cCH5NKlNg32tDXLAuyvB0DsdTxZnJU/5Dn8y4fpFxFNGAyVQ6hyX+N0mtjGeF3zQ2kfEdCmu7AowlneKeTHfEqtpEthqNtP5rJzpOMItJrSqTKwGlfDMt5yoc1yPjeGXfEgrfdLNdv1K/iDCZzmEgiCkYKGynntIVmZwfrTyasDEM8TdCPcXZqSyjSZtrPvP0nCbWYlTqXEno0Jg61CoY0WpKZxHTEM5OZ6nWBCDn+nsulmFg5vNmDCO/2z/HrJjLx7NZph8W7dde9hswefgxZdUqc5ay/9Aw0+kch4YSHB1JMp1fP7VzhIAWTB0KsV0p2ylrW7d7q1/dVqnlN8cKKHzB3HL5IDnPw6yiAQUELSEetoiFrPwM4ZFxXGy3/sA9BT1Rv9azUgrX9fvKFNILzHyRwVpBmIW1S1fIzHcI8Dg95bcAbOfKmVowdajVvOjhO9/Pz12xodhJzDSETWtCxQjjUgJ1uo0FTcFaQDeyDfEgH7xiEzv6Y1imUXXhlrI9fv7q8/mjD7+bvmgAx8tHQNf5ny/cZySZJZl1sQwDw/BL2YK/dgqVtOioZmIV1i59sTAbeyMETQNPKVK2u9IX/HXRa5g5qNUy+7MfuZLPfmRxPqPwbTycyOB5Kl8eFs7rCTM0lQGBHQNxptM5Tk/5m5ABQwgFLT617wAfvnIjj75yqur1piE8f3Scu27YyeZ1MRwFiYy/gBfUbPc1sCYa4D/dfBEPPH2Et8dSZPKp1Iacm9n646HiNdVMrNK1SzwcIB4OFKMI2lUsoGeYFUHh29jNJ40ZIojASCLL+u4QtuPxo6Fp3h5PkXMVOdffhymYQ88fHefeWy7Jt9tTWIZwXk+YeDhQ9u1/YiJFXyzEtv4Yuwa7iQZNChNFyPJzbkxTmMk6WIbBF37+vdx06WBxnJ4656FLZR08z6vZXblTCwZqwawACtVagqZRXBOJ+K3Ez0xl8BSz1hyjMzbT6VxREHt2DXDlll7OX9fFtv4Y8bD/7V76kG7ujTKazHJ0JMmhoel8rky+yxjn8l7WdgV55MUTnN/XxdB0hvPWhInn66MVRjGeyjGazLKuK1TVxKq1/mvXtUsBbZKtAAqtxPtiId/k8vz1QqlGCt/shVel/GQuy5SiICpbYRRCXSZTNrc+9AKD3UG+d9z2TSulyJZ8QKHyTF8sDCheeWeC6//4GUYSWQbiQc7riTCTzTGcsItZoRlH8YGdfbxrQxzb8cpaDxZye+YTvLn/0DCf+dohjo76/d/Ma74AACAASURBVHS2rotyz40XrQhTruN2+udDq2PJSnfDHdfjbCJLJucRNP19j1JTqJKQZfCrey7krht2Fu9VCJOZSudAqXzbPQNXKeIhi5msQ9ZVZfcMmMJ5a/yMzlOTaSxD2D4Q48hIEsdVbOwJEw1ZOK7HSCLLdMYpbnxevCHO3Tfs5Krze+mNBjEW2Fb9dx59lYlUruhE8T12Af7ow+9eLtGsntCY+dDyqjETKeIhC6VUMdfk8HCCwe4wx0ZnSBWSxaTcjW0IDMRDOJ6iPxYikXWKG4mf+doh3jybwFPlM1MoX9es1MRT+IIJmr6oHFexqTdCPBxgOp0rE1DKdsg6itt2n893j43zVH7/RYBb3n0en7h2K5vXdtEdtoodAhqNJXvgyTe5/+kjxb47liEETMN3ZBjwns29TUdRzzOOTQumHq0QzFwxVoWyrY6rODmZntW8yRDflIPyGaGQ6DWStMvOrzVDVSLAlrWRYo5MIpPj9EQK2/Nns219XXxy7y52b1/H+IzNC2+Ncf9Thzk+5jsW1kQCfOIntvIv330eA/Ew3z061lAsWaVYCliGFFujD3aHm2rJMWvmns6S8zx29MfmMvF01ZiVxlzdkAuLZssUNvWECZrn/g9DprC5N0p3JMBoMosh4ObDX1xPMZGaHVxZKZZaT4TCL4wO59KS7YJjQPy9GYCQZbJhTYRwwKQnEiAWMjEEptI5/ugbb/LLf/0yz7w5zANPH8YymLML8xefO1bsrVmK4ymyjofjqqYrcJZ6H89MZfPxd8Lx8dS8CxNqwbSIueoYl26aegree/5a/upj72P3tnX0dgUZTWY5NDRNyvaDK/1CFb4req4lRMiUurNNxvH44Zkpjo+lijv74JeyHUva/Kd/fA3wv8H/8IlDTGdybOyJMNgdLtaLPngmwX/461c4eMZPdM3lIwUKf8/DwwlufegFrvnM09z60Asksw6G+A90JfkCOmRyLr/z6KsNP+iFf+ORRDbf8NZ32buemneJKO0laxEFz1hptmPlPkW1TdPXTk7yvePjZd/GrvJD9xOZHKkquTSlGAKO8h+YXJ3wmLBlMlNSaEOVvJ6cyrL99x4jaJqEA35FG9v1CBh+GM6mniCJbK7YwuPoaIo1EYuBeAjTMJhMZUlknLJO0Qp/NgmaJuCVRV6DHxUhIkykcnzma4caWvwX/o1t1ytGZShFMU17PgGgWjAtolY35N3b1nLrQy+UOQJGklk/kNIysB2P7rCJ7fimSuGhGk74ptJc6xQv/3VdX1aUiaUajgeO55LKuQRMP5LZVTCR9CvaxEIWPZEAU/mqm1Nph5TtsjYaZDyVoydfhbNgpq0JW0ymHRzxMAywxBe0Ib75V0CJKrqb56Lwb2yKHzQq+NVy+mLheW+iasHMg0rPy+5ta3n+6HhTnphq+xS7t63l0VdO+Q+gwOHhZNFDZIi/A1+YFHzLx18QV34bLzeF6AMBDAOSWbdYm3l9d4ipdI50zi8meDbhF1qPh61isXPL8PeSXC+JiF8Wqito4ikXcw7zshoPPPkmX3zuGDO2S9AUYmHLLzNlwnnxMFZ+dp3PJqr2ktGcl6zSuzWazDKStBmIB1nXFVpQRmFpQ6M3h6axPVV0IxeE0el0h8+lXu/97DMcGZnxZwiliqnegt+6fSbrYLuqWErqrht28puPvMI//uBM8Twj/8Vyy+WDDE3bjW6iri63sojsBe4HTOCLSqn76p3fjGAqu3QdHUkWMxG39ceA+VdeKRQBT2Qc3h5vzwSrVrIuajGWqt1X1DSkTFx1WD1uZRExgc8BNwIXA7eKyMWLdf9K75ZvVpSXUJ3vgrIQsDiazBbjuyopFMPQzKaeWAAMFOmcy/1PH+GBJ9+c12d0nGCAfwEcUUodVUrZwCPABxfr5pVRuH6eB0W3Lsw/Krew95J1PCyj+gK+EMk8EDtXfE/LpzFc5YcIGeLv+8yHThTMRuBEye8n88cWhcoo3HjYwlPQHbEWHJVb2HuJBk08IGwZhC2j2DwJ/JTh89aEiZfkyXeeUb00FFYfhsztBaxFJwqm2hfurGdKRO4QkZdE5KWRkZGGb16Zhbm1L8bd123ngnWxsqzM+QYJ7tk1wAMfeQ8be6Js7I2wfSDG1r4uNq+N8ls37OA9m3vxFAzEw+xaH2OwO0RX0CzuM2iqU4hUAN+13hWcXzGTjlv0i8hu4NNKqZ/J//67AEqpP6x1TaujlavRSF3jSo/dyYkUk+n6dvxyEAsaJG1v7hObpNF4uFoEDED84ol3X7e93sJ/9XjJRMQC3gSuB04BLwL/Xil1oNY1K1EwjVIprMKe0MmJFLGQxYnxmaoPr2kIKl8BZrEQ4Ddv2MFdN+zkgSff5PPPvEU655d/2tQb4arze/j6gWFS86i8E7QMPvHjW9m8Nspnn/wRZxPlwaWWIbzv/B5efmeyGIktQCxksiYSYHwmR9b1Fuwl6zjBAIjITcCf4LuVv6SU+oN657ezYDqJmXxPTS//TI7P2Hzh20f5+oGzgP8U33jZIJ+4ZhtroufWcCJCLGTRGw1gmYuyylhdgmkWLZiVQ871GE5ky7oQvHFqivufOsxbI35ITDxs8fFrtnLzZRvK1m4iQlfIpCcSLMv+nAdaMPXQgll5TKZsJlK5YoSz6ym++oPT/OV3jjGT9cW0c32Mu6/fwUUbumdd3xWy6IkGyuLQmkALph5aMCuTTM5lJJElV7IpXGmmAdx06SC3/8RWeqLBWfeIBE16o0HCzZX41YKphxbMysXzFKPJLMlsuffvjVNTPPDUEY6MJAHfTPulH9/Kz16+oaqLPRr0Z5wGhaMFUw8tmJXPVDrH+IxN6fPqeop/evU0X/o/x4uC2jHgm2kXnzfbTAPYvDZKYG7HgBZMPbRg2oOs4zI8XW6iAUykbL7w7DG+dmCoeOzGSwf5RBUzTQtmEdCCaR8KCXXJzOwN2gOnp7j/qSMcGfbNtFjI4uPXXMDPXn5e0UzTglkEtGDaj0Qmx1jSLu7ZFHA9xT+/doa/eO5Y0UzbPhDj7uu3c8l5a7RgFgMtmPbEdjw/Z9+ZHa8wmbL5wreP8cQb58y0vZcM8ulbLmYwX7CwDlow9dCCaV+UUozl60xX44enp7n/qcMczptp3WGL//bhy9l76YZ6t109CWSa1YWI0BcLsb47XNWdfPF53fzZ/3Uld1+/g3jYIpF1OK9nzhmmJroIhqYj6ApZhCyD4USWTEVwp2kIH7ziPD6ws4+jozNcvqln3p+jZxhNx2CZBuf1RFjbFSzWdS6lJxrkg1csLJdQC0bTcfREg2xYE27EG9Y0WjCajiQcMNnYE6ErtLirDi0YTcdiGML67jDrukJVTbT5oBf9mo5nTTRAKGAwki+nuxC0YDSrgoKJttCJpqNMMhH57yJySEReE5F/FJH5+w81HYdhyIJNs44SDPBN4FKl1OX4hTB+t8Xj0XQYHSUYpdQ3lFKFMNYXgE2tHI+m8+gowVTwS8ATrR6EprNou0W/iDwJDFZ56/9RSn01f87/AzjA/6pznzuAOwC2bNmyBCPVdCIdF60sIrcBvwxcr5RqqIS+jlbWVFDTM9B2M0w98n1hPgl8oFGxaDTN0FEzjIgcAULAWP7QC0qpX27guhHg7aUcG9AHjC7xZzSLHlN1RpVSe6u90VGCWcmIyEtKqataPY5S9Jiap5O9ZBrNoqMFo9E0gRbM8vFQqwdQBT2mJtFrGI2mCfQMo9E0gRaMRtMEWjAaTRNowWg0TaAFA+zdu1fhN+jVP/pHUQctGGB0tNWRGJp2QQtGo2kCLRiNpgnaVjAiEhaR74nIqyJyQET+v/zxrSLyXRE5LCJ/KyKzO4VqNPOknfNhssB1SqmkiASA50TkCeC3gM8qpR4RkT8HPg58vpUDXYnsPzTMg88e5cREis29Ue68dht7dg0A8MCTb/LF544xY7t0BU2u39XP0LTN66cmSOcUSiliIYvbr9nKXTfsbPHfZHlpW8EoP6Ynmf81kP9RwHXAv88f/zLwabRgyth/aJhP7TtAwBR6IgGGExk+te8A9wKvnZzk/qePYAhYBszYDv/4gzMEDbBL+hbN2A73P30EYFWJpm1NMgARMUXkB8Awfomlt4DJksoxJ4GFlWvvQB589igBU4gGLUT814ApPPjsUb743LG8WAwMMSiEGhbEIuLn7yoFhsAXnzvWsr9HK2hrwSilXKXUFfjllP4FcFG106pdKyJ3iMhLIvLSyMjIUg5zxXFiIkWkol99JGByciLFjO1S2peoamyunBPMjO1WOaFzaWvBFFBKTQL7gauBHhEpmJqbgNM1rnlIKXWVUuqq/v7+5RnoCmFzb5R0RdOhdM5lU2+UrqCJVyKSqoUilX/cU9AVNKuc0Lm0rWBEpL9QClZEIsANwEHgW8CH86fdBny1NSNcudx57TZyriJlOyjlv+ZcxZ3XbuP2a7biKXA8D095RcEE80+KUv6UXRDM7ddsbdnfoxW07aIf2AB8WURMfOH/nVLqn0Xkh8AjIvJfgO8Df9HKQa5E9uwa4F78tczJiRSbSrxkBU/ZOS+ZVfSSvXFqglTeS9YVXJ1eMp1Ahq5LppmF7qKs0SwG7WySaZaBehucjbzfaegZRlOTwgbncCJTtsG5/9BwQ+93IlowmprU2+Bs5P1ORAtGU5N6G5yNvN+JaMFoalJvg7OR9zsRLRhNTeptcDbyfieiBaOpyZ5dA9x7yyUMxMNMpXMMxMPce8slRS/YXO93InrjEr1xqZmF3rjUaBYDLRiNpgm0YDSaJtCC0WiaQAtGo2kCLRiNpgnaNlpZRDYDXwEGAQ94SCl1v4h8GvgEUEjU/z2l1OOtGWXrqYwm3r1tLc8fHa8bXVx6TSxoIiIkss6s62NBk2TWYSRpA7Ctr4tP7t1Vcx+mEyKb23YfRkQ2ABuUUq+ISBx4GfgQ8G+BpFLqjxq9V6fuw5SWU4oETMZmsgwnbPpjQfpiIdI5l5yryjYbS69xXI9TkxkANvaEsV2veH3IMjgxnsbDL8dkiOAp6I0G+O8ffndVEZaOpdpnryA6bx9GKXVGKfVK/s8J/Hx+XVKphMpo4um0gyGQyDg1o4tLrxlN2pgimIYwmrTLrh9N2sVyPJ4C0zAwDSGRcapGK3dKZHPbCqYUEbkAeA/w3fyhXxOR10TkSyLSW+Oaji+zVBlNbLsehvivBSqji0uvsV2/CIbkrym93na9omAKRoqIXzyjWrRyp0Q2t71gRCQG/D3wG0qpafwqlxcCVwBngD+udt1qKLNUGU0cNA085b8WqIwuLr0maPqF/FT+mtLrg6ZRtFsKlWWU8gsAVotW7pTI5rYWTL6m8t8D/0sp9Q8ASqmz+QJ/HvAF/AJ/q5LKaOLuiIWnIB62akYXl17TFwviKoXrKfpiwbLr+2LBomAMAdfzcD1FPGxVjVbulMjmdl70C37t5HGl1G+UHN+glDqT//NvAj+mlPpIvXt16qIfznmmCuWUCl6uyvJKta7pynvJklln1vVd8/SS1fvsFULNRX87C+Ya4NvA6/huZYDfA27FN8cUcBy4syCgWnSyYDTzoqZg2nYfRin1HNX/Yqt2z0Wz9LT1GkajWW60YDSaJtCC0WiaQAtGo2kCLRiNpgna1kumqU4z0cn7Dw1z3xMHOTbmh6fMtY9S+hn3PXGQIyMzuJ7CMoUL+7q450a/AVyzEcntFMXctvswi0mn7MNURgSPJrOMJG0G4kHWdZVHJwP89qOvMpnKFVv01Ys2Lv2M3370VSZmbNySR8cUvxtZMGCyJhJoOCJ5hUYxd160smY2lRHBiYwfXTydnh2d/OCzR0lmnXw0sjFntHHpZySzDp7yn6pCk1hPQdJ2SWadpiKS2y2KWZtkHcSJiRQ9kUDx93rRyQpwPYVZ0sRSBBy3erRx6We4nvLb9hUvpBik6XrlFstcEcmVY27kmlaiZ5gOopno5M29UUxDyrok14s2Lv0M05BymyU/2xgCplFuzcwVkdxuUcxaMB1EZURwPOxHF3dHZkcn33ntNoKGkHU90jmXdM7Fcb2a0cb7Dw1z60Mv8ObZaZx8noziXJPYgu4ChjQVkdxuUcxaMB1EZa3jrX0x7r5uOxesi1WtfRwMmASMc6aVYQg/f/X5NdOLhxMZNqyJ0BcLYQiUTiYhUxiIhwgHTAKGNFxrud3qM2svGZ3jJWuGWx96geFEhmjw3DI2ZTsMxMM8fMfVDZ07ksjSHw81dI82Q3vJNOU0kzJc69wZ2+2ItONmaFvBiMhmEfmWiBwUkQMicnf++FoR+aaIHM6/Vs3pX+00s9iudW5X0GyrBfti0M5uZQf4v0vLLInIN4GPAU8ppe4TkXuAe4BPtnCcK5I7r93Gp/Yd4Ienpih95N8Zm2H/oeGyNUTh3JTtFDdEJ1I5QpbByYk0vdFAWdmm+S7YCzv+b56dJp3zyDkehiFsXRflnhsvanhd88CTb/L5Z94infPd6SHLIGT5c0PAFHau7553NEHbzjB1yix9ED91mfzrh1ozwpXNnl0DeK6LW3E858HHv/xiWSfk0oX50FSaiVSOtV0BtqyNsrYrwEQqx9BUekEL9oJj4dhoksl0jpTtkvMUrudxZGSG33701Ya6Mz/w5Jt89snDRbEAZB2P6YzDjO0wnXE4Npqcd7fnthVMKRVlltYXUpLzryvT3bICODmVrXrcVczaad+za4CH77iaHeu72dQboS8WRkToi4XZ1Bthx/puHr7j6nl7two7/omMg+flowjI1zzL1xRoZPf/i88dq/meUmDgf8Z8ownaXjBVyiw1el3H1yVbCLUW7ktVX6xw32K9s5LSTSJ+BEEjnzFju9Ty+xbuZbvevMfc1oKpVmYJOJsvI1soJ1t13l0NdckWQq2F+1LtzBfuW6x3VlIcUCk/gqCRz+gKmjV9woV7BU1j3mNuW8Hkyyz9BXBQKfU/St7aB9yW//NtwFeXe2ztwq71XVWPm0LNhftS7cwX7hsPWxjGuegBQ8BVilioegRCJbdfs7XmeyLg4X/GfMfcthuXdcosfRf4O2AL8A7wb5RS4/XutRo3Lgvs/ex+Dp2dKf4etoQ//+hVddciS1VfrHDfw2enSS2RlyxoCjvm9pJ1Xl2yxWQ1C0ZTFb3Tr9EsBu28calpAe2UTrwU6BlG0zClUcs9kQDDicy8NwDbFT3DaBqmNJ0YIBq0SNn+huJyzjKtnOX0DKNpmJXQFKnVs5wWjKZhVkI6cauLZmjBaBpmJaQTt3qW04LRNMxKSCdu9SynF/2aptiza6ClbuTK3JyF5uA0i55hNG1Fq2c5PcNo2o5WznJ6htFomkALRqNpAi0YjaYJtGA0miZoW8GIyJdEZFhE3ig59mkROSUiP8j/3NTKMWo6j7YVDPBXwN4qxz+rlLoi//P4Mo9J0+G0rWCUUs8CdVOPNZrFpm0FU4dfE5HX8iZbzTKxusySZj50mmA+D1wIXAGcAf641om6zJJmPnSUYJRSZ5VSrlLKA74A/ItWj0nTWayI0BgR6Qc+AVxAyZiUUr/U5H02FMrEAj8HvFHvfI2mWVaEYPCL7X0beBJm1ceuiog8DOwB+kTkJPCfgT0icgV+DbjjwJ1LMVjN6mWlCCaqlGqqJYVS6tYqh/9ikcaj0VRlpaxh/llvMmragZUimLuBfxKRjIhMi0hCRBquxK/RLBcrRTAvArcopcJKqW6lVBz421YPSqOpZKWsYS4A/qOIvFcpdW/+2HtbOJ4VSbV6XEDZsd3b1vL80fGyc147OckXnzvGjO33pbz9mq3cdcPOqveNhywSaZuRmRwAA/EQXUGTpO02XQOsE6tkrohi5CLyCv6eyQPAZuCjwLeUUlcux+e3QzHyQj2ugCnFXPapdA4BuiMBIgGTsZkswwmb/liw2HNyNJllOu1gmYIhfkcvT8Hd123nrht2lt3XcT1OjKfxAMvwe6m4ym9/sak3gmUa5FzVUEpwtfE2eu0KYMUXIxellKOU+hX8BknPoVvtlVGtHlcy65DIOMVj02kHQyCRcYrnTKcdACzDwBAj/3qutV3pfUeTNir/qHjK980X2uaNJu2maoC1un7YUrFSBPPnhT8opf4KvxPyN1o1mJVItXpcrqdwvHPNT23Xw8i3pCtQaExUiiF+a7vK+9quR8HgUIpzf+bcPRutAdbq+mFLxYoQjFLqwYrfX252l7/TqVaPyzQEyzj3Xxg0Dbx8S7oCheaqpXjKb21Xed+gaSD5k0U492fO3bPRGmCtrh+2VKwIwWjmplrVyVjIIh62ise6IxaegnjYKp7THfH9Oo7n4Skv/3qutV3pfftiQSQ/qxjiC6XQNq8vFmyq0uVKqJK5FKyIRX+raYdFP1RvlQeUHSt4yUrPadRLdnIiRayGl2zGdptuz7dUrf2WAd2yrx7tIhjNsrHivWQaTVugBaPRNIEWjEbTBG0tmBqlltaKyDdF5HD+tWZev0bTLG0tGKqXWroHeEoptQN4Kv+7RrMotLVgapRa+iDw5fyfvwx8aFkHpelo2lowNVhfyOvPv7aF41+z9KRtF9db2DZKJwqmIXRdstVD2nY5PZnmzFQab4H7jp0omLMisgH8KjJA1X7Uui5Z51MqlEyuodoqc9KJgtkH3Jb/8234FWk0q4ilEEqBlZJxOS9qlFq6D/g7Efk48A7wb1o3Qs1yksm5TKRs0vbiiqSUthZMjVJLANcv60A0LWU5hFKgrQWjWd1kci6TqRwp21m2z9SC0bQdrRBKgU5c9Gs6lEzO5cxUmtOT6abFksw6fPUHp/nYX34P2/HmvqAGeobRrHjmu0ZRSvHGqWkef+MM+380QjYvlKcPnWXvpRvmNRYtGM2KZb5CmUzZfOOHZ3n89SHeGT9XdCNsGdx8+QYu6Oua95i0YDQrjrTtC6WZPRRPKV5+e4LHXx/i/xwZxSkJgXnX+jg3XTbIdbsG2LWhm4A5/5WIFoxmxZCyHSZSObJNCGUkkeVrbwzx+BtnODudLR7vCpncsGs9P3v5Bi4ciC3aGLVgNC0nbbuMp+yGheK4Hi8cHeex18/w4vFxSuMpL9u4hpsvG+Tanf2EK+qiLQZaMJqW0axQTk2keez1M3z9wBATqVzxeE8kwM9csp6bLtvA5rVLW/dMC0az7DRjetmOx7cPj/DY60P84MRk8bgA77ugl5su28DuC9ctaF3SDFowmmWjmRnl6EiSx14f4smDZ0lkzu25DMRD3HjpID9z6SCD3eGlHG5VtGA0S06jXq+U7fCtQyM89voZDg0lisdNQ3j/heu46bJBrjp/LaZRs2zYkqMFo1kyGtlHUUpxaCjBY6+d4ekfDZPJnduF39Qb4aZLB/npSwZZ2xVc0FgCpkE4YGLKwsSmBaNZdBqJ9ZpK53jyoL+5eGx0png8aBlcu6OPmy/fwOUb1yDzfMBF/L40kaBJNGgu2hqnYwUjIseBBH4bc0cpdVVrR9T5ZB2XqVSOZLa6UDyl+MGJSR5/fYhvHx4h557zB1/Y38VNl23ghosGiIcD8/r8gGkUBRIJmPMWWz06VjB5flIpNdrqQXQ6c5leY8ksXz9wlsffOMPpyUzxeDRocv2uAW66bAM718fm9YCHAyZdQYtI0CRoLb2nrNMFo1lC6i3mXU/xvWPjPP76GZ4/Ola2uXjxhm5uvnwDe97VP6vp0lwUTK1oyBfKcjsAOlkwCviGiCjgQaXUQ60eUKdQbx/lzFSaJ94Y4mtvDDGatIvHu8MWP3Wxv7m4tcngx3DAN7PCAZOQZSyJqdUonSyYH1dKnRaRAeCbInIoX/gP8MssAXcAbNmypVVjbCtqCcV2PL7z1iiPvT7EK29PlLUIfO+WHm68bAPXbO9r2GQyDcmvRSwiAbOlbuRKVkV/GBH5NJBUSv1Rtfd1f5j6JLMOkyl7VuLV22MzPP76EF8/MMR0yebiuliQvZcMctNlg2xYE2noM4KWUVyLLEUMWJPUVGhHzjAi0gUYSqlE/s8/Ddzb4mG1FUopElmHqVSOXEmT2XTO5Zkf+ZuLB05PF48bAj+2dR03Xz7Ij21dN+esICKEAwbRgEU0tHhu36WmIwUDrAf+MW/rWsDfKKW+1tohtQeO6zGdcUhkcsWyqkopDg8neey1Mzx1aJhUiTdsw5owN102yM9cMkhfLFT33oXNw4Lb11hBplajdKRglFJHgXe3ehzthO14TKZtZrIuBTM9mXF46tBZHnttiCMjyeK5AVO4Zru/uXjF5h6MGovw0llkudy+S01HCkbjs//QMJ/52iEODydwFVgibB+I8cm9u9iza4D9h4b5tb95iaR9bh27dW2YjKMYms5Sa3WbcxXf+tEI3/rRuZrUAly/q59P/ctLeeXtCf5s/xGOj80gImxdF+WeGy8C4L4nDnJkJInrUXZ/ASwDnIrjAAFDGFwTpitoMjpjk7LdslkOIBY0uOPaC/nK88cZzTe0NQQ++O4NfPYjV87r368aq2LRPxeduOjff2iY33n0VcaSNqVLdVOgNxrg371vMw89c5TcIv/3797ay5GRGSZSOQoWl6cgGjBQwEzWZb41WwwBpWYLai5+7oqmRaObwq42Hnz2KImMg8r/1xesJlfBdMbhr77z9qKLBeD5YxMkMg6mIZiG4f+IkLRdZmy36Ye9FG8eYgHY99rQAj61HG2SdSgnJlI4nkfBgCg1JBxXkXOXrqyq43lYJV4vEVhgW5YFsdCeMKXoGaZD2dQTqRnK7jG/b+pGsQyjTKBK+eaUIXVsnSVkMTc+tWA6CKUUiUyOM1NpPnTFRqKh2gZEOGAsyX/+7q29xMMWrqdwPc//UYpY0KQraC5IMPMV3C2XDy7gUyvGsGh30rSMtO0yksjy9liKkUSWyRmbqUyOnujspKtIwOSjP7aFfb/64/zXn7uMrmD5I7hrfRe71sewDN+UMsX3Y4axlAAAIABJREFUUs2FIf7i+uE7389///C72THgRx+LCNv7u3jg1iv5n7deyc7CvSuuFyBQ5Tj4n7+5N8LOgRjrYkGiwdmRALGgwW/dsIO+rnOpAYUxaS/ZItOOXjLXUyQzDtOZczvxbw0n+efXz/DUweGynJSBeIibLhtk7yWDDHSHMUSIhkxiIWvJ8kbanNUVGtOpFMJVZrJOMfdkJuvwrR8N89jrQ/yoJA/eMoT3b1/HzZdt4MotvQRMoxgSHw1qkcwXLZg2IJNzmck6JDIOnlIopfjhmWkef32Ibx0aJlMSFLm5N8JNl23gpy9Zz9quEJGASSxs+esHLZIFowWzQsm5XlEkBZNrKp3jmz88y+Ovn+H42Lki2yHLYM+7+rnx0kEu27iGoGXSHQkQCy1/glWnowWzgsg6LqmsSzJ7TiSeUvzgnUkee/0Mzx0ZLcuD394f4+bLB7l+13q6IwG6QhbxsLUSwuM7Fi2YFpN1XGayvslVGkY/mvSLbD/xxhBnps7lwXcFTa67aICbL9vAzvVxQgGTeNgiFrTaMvq33dCCaQHVzC3wPV/fPTbG468P8UJFHvyl5/l58B/IF9mOhSy6IwE9mywzWjDLhO14pG2XpO3MSvE9PZnPgz8wxFhJHvyaSICfvng9N102yPnrujANKQqlXRKuOo2OFIyI7AXuB0zgi0qp+1oxjkzOD0OvNLfAF9BzR0Z5/PUzvPJOeZHtK8/v5ebLBnn/hX4efMA0WBMNEA9Z2tPVYjpOMCJiAp8Dfgo4CbwoIvuUUj+cz/32HxrmwWePcmIiRTxkoZRidMZmMpUrdrkq5HLk5t9rtIgCXn57gpffnlj4zVpAd9ji+l397Hv1DO4898QNYOf6GPfceBGvnZzki88dY8Z2CZpCXyyEAuIhi0TaZiSf+7Ktr4sbLx3k+aPjnJhIsbk3yp3XbmPPrgEeePLN4j26gia3X7OVu27YOa+xddxOv4jsBj6tlPqZ/O+/C6CU+sNa19Ta6d9/aJhP7TtAwBQc1+PUZAal1LwfBE3jCBCyBNtVmIaglKKw3bQmbJHMOrjKD90xDcH1FAo/qqEvFiKdc8m5ivduWcO+14aKwZ+e8n/uvm57PdGsqnyYjcCJkt9P5o81zYPPHiVgCtGgxWjSxjSkpWHqqwkFZByFp/zo58K/uwBTGaeYhKYAM/++pyCRcRDx/88CphTFYhkGhhj5V/jic8fmNa5OFEy1b4dZj7mI3CEiL4nISyMjI1Uu8XNKCpUZs44LqCUNi9fUZpYhVJHnU3jbLlkrRgImrqeo9LYbAjNNdmYuXjuvq1Y2J4HNJb9vAk5XnqSUekgpdZVS6qr+/v6qN9rcGyWd92gFTEPPLi1klq+jIpO08HawxHuYzrlVrQJP+ftZ86ETBfMisENEtopIEPgIsG8+N7rz2m3kXEXKduiNBvA81ZH/YCsRAcKWYIifwVmYJRT+GsYoOc/Nv28IxMO+YyZlO+RcxS2XD+Ip/x6e8vKvcPs1W+c1ro77/1dKOcCvAV8HDgJ/p5Q6MJ977dk1wL23XMJAPIxScP66Ls5fGyEW0puFtegOW/zcFRswF+D9NoB3rY/x5x+9it+4fgeRgIlCiAQMNvdG6I4E2Lk+zqY1ISzTr7W8c32c37h+B1v7YkylcwzEw9x7yyV89iNXcvd124kETBzPN9PmWPDXpeO8ZPOhkXyY7x0b459fPcMTbwwxkjzXDz4etvipi/zNxW39s/vBR4ImvdGg3pFvL3Q+zHw5NjrDp/cd4Nk3R8oW/Fds7uHmyzbwEzuqF9mOBi16ojp0pdPQgpmD3miA54+OoYC1XUG/H/ylG9jYO7vItojQFTJZEwkQsrRQOhEtmDnoiQb5nZ9+F9Ggyfsu6C0rH1TAECEetlgTCVR9X9M5aME0wCeu3cbbYzOz6luZhrAmEiAeDuhErVWCFsw80MGQqxctmCYImAY90cC8u/xq2h8tmAbpi4XoqlMYT7M60CvUBtFi0YAWjEbTFFowGk0TaMFoNE2gBaPRNIEWjEbTBFowGk0T6PB+QERGgLeX+GP6gNEl/oxm0WOqzqhSam+1N7RglgkReUkpdVWrx1GKHlPzaJNMo2kCLRiNpgm0YJaPh1o9gCroMTWJXsNoNE2gZxiNpgm0YDSaJtCC0WiaQAtGo2kCLRhg7969Cr8Kqf7RP4o6aMEAo6OtjsTQtAtaMBpNE2jBaDRNoAWj0TSBLoUyD0obxW7ujbJ729qqzUgX8zMW457Lef9ORYfG0Fi7iwKljWIjAZPRZJaRpM1APMi6rnPNSO+95ZJ5P4CVn7EY91zO+3cAq6op7JJS2ihWREhkHAyB6XR5M9IHnz26aJ+xGPdczvt3MlowTVLaKBb8JqSGzG5GenIitWifsRj3XM77dzJaME1S2igW/CaknprdjHRTb3TRPmMx7rmc9+9ktGCapLRRrFKKeNjCU/D/s/fmcXJd5Z3397m3tu6u6kVStyRrsSVLRrZBXnAcMxgjjAE5TozDGLDezATexLGTF2JCgI/NDAZiJhN7gABOMsTGYQIzCZvDYoIxgzGyMNiAF7zLstyyLcmSulvqpbqra7v3ef+4t6qrq6uq6/Ze1ef7+ZS6+q6nWvdX55znPOd32lsmL0Z67UWb5+wec3HNhbx+M2M6/QTr9MNEhOnQYIr1JVGywu9zGSWby2su5PUbnKqdfiMYggvG0PSYKJnBMBcYwRgMATCCMRgCYFJjGpBqaS1BtgPccs9eegfGANi0spUbLj295nUMptMPNFanv1pay5XnruPORw/XtX14PEfOcRnLOBQWf3YVOlvD/OEFJ1e8zjJLmzGd/mahWlrLHQ8cqHv7aCbPyHge2xJsy/JeIoxm8lWvY9JmPBpWMCKyQUR+KiLPisjTIvIBf/snReSwiPzGf/3OYpd1LqmW1jKWdere7riKAqUrpot426tdx6TNeDRyHyYPfEhVHxWRBPCIiPzY3/c5Vf3MIpZt3tjQ1UpfMk1rZOK/bjzn0Bbxmk/1bLctIe8oqhOiUfW2t9hWxeuYtBmPhq1hVPWIqj7qv08CzwLrFrdU80+1tJarL9xU9/Z4NER7SwjHVRzX9V6qxKOhqtcxaTMejVzDFBGRU4BzgF8CrwfeLyJ/CDyMVwsNLl7p5pYd23q4CSqmtWxf31nX9hsvOwOYHCXbsmoiSlbtOoYmiJKJSBy4H/hrVf22iKzGW5BHgU8Ba1X1jyqcdw1wDcDGjRtf+9JL872ekqGBaM4omYiEgX8D/kVVvw2gqsdU1VFVF/gScH6lc1X1dlU9T1XP6+7uXrhCGxqahhWMiAjwT8Czqvq3JdvXlhz2+8BTC102Q/PSyH2Y1wP/GXhSRH7jb/svwC4RORuvSfYicO3iFM/QjDSsYFT1ASq3Ne9e6LIYlg8N2yQzGBYDIxiDIQBGMAZDAIxgDIYAGMEYDAEwgjEYAmAEYzAEwAjGYAiAEYzBEICGHelvVkoNKBJRz352NOvUZUaxe28fN//wWfb3j+IohETY0hPn+p3biucFNbgwhhiTafj0/rmgHhOMnOMStue3Qi41uMg7LoeH0gCs64wRsq2aZhS79/bx4Tsf58RoFrdkuy2woi3Cp688CyDQujDLeB2Z5kzvX0iODqfJ5t3pD5wFpQYXA6NZz6RChIHR7LRmFLft6WU0ky+umS3i/a+7Csl0ntv29AZeF8asIzMVI5g6cVU5Opwm78yfaEoNLrKO6z30JWvP1DKjODiYKppbFBEvZTvvuhwaTAVeF8asIzMVI5gA5F2XI8NpHHd+mrGl67ZEbAtVz5yisPZMLTOKDV2t2JZMbkuoV8uELIv1Xa2B14Ux68hMxQimDn76XB/ff/wVwOvLHB1J486DaEoNLlbFI55JhSqr4pFpzSiuvWgz8WioKBhVr3axBBKxENdetDnwujBmHZmpmE4/tTv9j7w0yK4vPUQ273LdxVu44hzPmCYWtlnbEUOkav9wRpSu2xL3o2RjWacuM4ogUbJ6DS6W6ToyZn2YWtQSzFgmz9VfeZgHe48D8Gc7TuWdr10PQGskxOr26JyLxrDomCjZTGmLhvjye3+L807uAuCLu1/gX3/5MgCpbJ7+ZGYxi2dYYIxg6qAlYvPf3/FqLti8AoA7HjjAV37xojeomMkzMGpEs1xoWMHU8FZeISI/FpHn/Z9dc3G/aMjmry4/k9dvWQnAVx58iS//3BPNyHiO40Y0y4KGFQwT3sqnAxcA7xORM4AbgJ+o6lbgJ/7vc0LYtvjE757BG0/zfMz+5Zcv84/396KqDI/nODGWnatbGZYoDSuYGt7Kbwe+4h/2FeCKubhfYQAvZFt87LLTueR0L1L0rUcO8fc/fQFVZSiVZdCIpqlpiuTLMm/l1ap6BDxRiUjFGGiZVey09+hpjyHJDMl0DtsSrt+5DdsSfvT0Mb7z2GHyjssHLtnKYCqLCHS2Rqa9Zq2Vwfb3jZJXxRbY0h0v+h7feu8+/uGn+8k4XnQzYgvvf9OWoh/yvmMjpLIOeVexRNi8qo3rd26reN2tPQlUXfYeGyuWKR6x6GyLEo94S2X0JTO4qoQswbbAEgtVRUSIhCy29iSqhpqbMXGz4cPKFbyVh1S1s2T/oKrW7McEWYFscCzLYMqrRVxVvnDv83z/iSMA7DxzDR9662nYlrCyLUpHa7jqdSolNhZWBhtN53FK/lssYEU8whu2rOS7vzlCpf+xRNSmLRryH3BvW8gCENqiNuqv/eLU8d8dtrwcNEe9gc9KY7S2BRbCqkSEsG1PSchs8MTN5gwrV/JWBo4V7GL9n31zec+utggr41EALBH+4pKt/L4/mHnP00e55Z69OK5yfCzDSDpX9TqVEhsLK4O5fkpLce0WYDST564njlYUC8BY1iGZzlP4/iskXtqWMDKeZzTr4DL5utXIuRTLUPhZjipY/rUrJWQ2a+JmwwqmmrcycBfwHv/9e4DvzfW9O1rCXhNNBBHh/W+aGMy899k+/tsPniXvuAz4TbhKVEpsLCRPKkx6StXfVyuHzVUvSbN4hFBcMEn9/VXVVoHyJM4p+3UiMbRSQmazJm42rGCY8Fa+uGx5vpuBt4jI88Bb/N/nnHg0xJr2GJYvmj9942b+4Le9vtD9+/r5q39/hmzepT+ZYTSTn3J+pcTGQvKkwKQnVvx9tlW9arDES9IsHlEQi19DWMUL10d5EueU/TKRGFopIbNZEzcbVjCq+oCqiqpuV9Wz/dfdqnpcVd+sqlv9nyfmqwwtEZu1nTFCloWI8EevP4X3/oeTAfj5/uN88vtPF0WTyk4WTaXExsLKYJZfK5Q2r+LREJdvX1P1mW+L2CRioUnNOMtft7K9JUQ8YmMx+brVCFsUy1D4WY4IuP61KyVkNmviZsN3+ueC2S47nnNcjg6nyfnzVv71ly9zxwMHAHjtyV186u1n0hLxaqSWyEQzpVJiI8wuSvb8sRHGZhkl62qL0lYhShayQGYQJWvAxE2TfFmL2QoGvG/yI8PjxVmZ33r4IF+83+vgnr2hg7++4jW0RkOs7YgRK2vbG5YcRjC1qCWYaqYU6ZzD8dEsite/WJuIcGh44dNjbGHaUHE0BPFIiBOpfJB+v3euDRmnbFsIzt24kmsv2swTh4a444EDjGW9FZuvvnAT111y2qTjb713X81jluB4jRFMLaoJppopRcQWUrn5nd+/1GkNW9iWMJZ1sC0pjte4Ch+4eEtRELfeu48v3LcfS6h4zBIdr2nOcZj5ppopxXIXC0Aq5zKWdXDVmwJtieX/pNh/A++9JdWPabTxGiOYGlQzpTB4VBoWssQbRC0wlnUoj4aXHtNo4zVGMDWoZkph8Kg0LOSqF+Iu0Baxpwir9JhGG68xgqlBNVOK1rD5s7WGLdoiNpZ4bjquuv5PuPrCTcXjrr5wE65WP6bRxmvM/3wNdmzr4abLz6QnEcNV2NoTZ0t3GyvjUVbFI8WeoW0J6zuii9Jcs+u4ZywEK1tDQQb6i0QrRMBjIThrQxd/t+tc/uLNW2kJ2+RdrylV2uEHuO6S0/jAxVuqHlP6Nx4ez9GTiC12h78mJkrG3IzD1EM653BsxPM1e+SlQT723afI5F1Wt0f57DvPYn1XK2s7Y0RDZpxmkTFRsqVALGxzUmcLYdvitSd3cfM7XkMsbHFsJMMHv/E4L58YWxBLWsPMMYJZYMK2xUmdLUTDNmdt6OR//MfttEZs+kc90fT2jxrRLGGMYBYB2xLW+nllr17Xwaev3E48GuL4WJa//Obj7Ds2Mik3zbB0MIJZJCxLWNMeoy0a4vS17Xzmndtpj4UYTOX4y28+zrNHhjkyZESz1DCCWUREhNXtMRKxMKetTvDZd51FZ0uYkXSeD33rCZ56ZcjUNEsMI5glQHciSmdrhFO74/ztu89iRVuE0Uyej3zrCR57eXDel9kw1I8RzBJhRVuElW1RTlnZxufedRar4hHGsg7X/9uTPPzSCY4Y0SwJloRgROSdIpLw339MRL4tIucudrkWmo7WMN2JKBtXtvH5d5/N6vYo4zmHG/7tSX7Ze9yIZgmwJAQD3KiqSRG5EHgbngHfF2udICJfFpE+EXmqZNsnReRw2Rz/hiIRC7O6Pcq6rlY+9+6zWdsRI5N3+eh3nuTn+wc4ssB9mt17+9h1+0NceMt97Lr9IXbv7Qu0v9lYKoIpZN9dBnxRVb8HTOeE98/AzgrbP1c6x38Oy7hgtEa8mZkndbTw+XefzfquFnKOcuP3nuL+fX0LFj0rzFXpS6bpbAnTl0zz8bueLopiuv3NyFIRzGERuQ14F3C3iESZpmyqugeYN4OLxSYW9gw21nTE+Ny7zuLkla3kHOUTdz3Dfc8dWxDRTDdXpdHmsswFS0Uw7wJ+BOxU1SFgBfCRGV7r/SLyhN9kmxPn/sUiGrJZ29HCmo4W/vZdZ7F5VRuOq9z0/Wf4v88cXdBFaguUzlVptLksc8FSEcwq4GEgIyIbgTCwdwbX+SJwKnA2cAT4bLUDReQaEXlYRB7u7++fwa0WhkjIYm1HjNXtMT77rrPY0hPHVfjvdz/LD554ZcEWqS1QOlel0eayzAVLRTA/AP7d//kToBf4YdCLqOoxVXVU1QW+BJxf49jbVfU8VT2vu7t7hsVeGEK2xdqOFnraY3z2ndvZtiaBq3DLPc/x3ccOc2R4fN4Xqa00V6XR5rLMBUtCMKr6Gt+Q7zX+ui7nAw8EvU7BU9nn94Gnqh3baBTyz3raY3z6yu2ceVI7Cnz2x/v41sMHOTIPKztPN1el0eayzAVLdj6MiDyqqlXHYkTka8AOvObcMeAT/u9n45k1vghcW1j6ohYLNR9mLlBV+pIZBpIZ/st3nuTxQ8MA/H87TuUPLjiZte0xrBqWsgWqWRuVb3/d5hX88Kmj9A54Zn/dbWESLRGSmfy0lkjV7jGd7dISYGnbLInIX5b8agHnAitV9W0Lcf9GEkyB/mSG/mSaG7/7FI+8PATAn7xhE+99/aZpRVPN2ujKc9dx56OHi9sHRjP0JTNFb2dvirY3y3N9Vwsh26pqiVTtHq/d2MFdTxytaru0RFjyE8gSJa8oXl/m7YtaoiVOdyLKmo4W/vr3X8Nvb/IWq/3Szw5wx55ejo6kqfVFWC0cfMcDByZtT6bzxQfatqyiCaALDIxma4aRq92jIJZa1kxLmSWxApmq/tVil6ERWdEWwRL4q8vP5FP//gw/f+E4/+sXL5J1XN73plNZ29GCVDAaODiYorNl8mJPLWHPS3ljSZg464esC0IpalAn9lULI1e7h+MqodDkMpVbMy1lFlUwIvJ9aqxaoqqXL2BxGpLO1giWJXzi987gv939LHv2DfAvv3yZvOPyF5ecxpqO2BTRbOhqpS+ZpjUy8d8/nvP6E+M5p7g9YlvkHKfYPikscYG/tEbhvEph5Gr3sC3B1ckWTeXWTEuZxW6SfQZvrOQAMI4XCv4SMEoTRbjmm/ZYmJO6Wvn4757Bm/2+xDcePsSn/+9zHB2e2jyrFg6++sJNk7YnYqFiX8Nx3aJwLGBVPFIzjFztHpdvX1PTdmmps6g1jKreDyAin1LVi0p2fV9E9ixSsRqSeDTEus5W/svvnE7I9har/fajh8k7yg2XbmNtWU3jOg69gxlv6T1fFF+4bz+uq1iW0BoWXr2ui//n/I3FKFnIFjojFuN55dBQuhjhqhQl27Gth5ug4nIXm1Yt+ShZVZZKlOxZ4DJV7fV/3wTcraqnL8T9GzFKVo10zuHI8Dif+dE+fvCkF1G/9NVr+NhlZ3BSZ4z7n+vnw3c+zlAqByiVvDZsfzHZ8sjVEjUOnw+WfJTsg8BuEdktIruBnwJ/sbhFakwKVk4ffttpXHH2SQD88KmjfOKupzg0lOIf73+B0UweW6Tigq8CxVqnPHK1HJMty1kqUbJ7RGQrsM3ftFdVF36xlSYhGrJZ19nKBy85jbBt8a1HDnHvs33kHeXA8VHyjkvIsood+ElhF5kQTHnkqlrkq5mTLctZEoLxeS1wCl6ZzhIRVPWri1ukxiUSsjipq4X3v2kLIVv42q8OsntfPx2xsDdg6OpE1KsUfzHZSpGrapGvZk62LGep9GH+N16W8W+YmEymqnrdQty/mfow5eQclyND4/zTAwf4yoMvARD2R+2rrUReGIG3gHDImrRO5kfufJxkOk/e9WqpRCzEp688a9n0YZZKDXMecIYuBfU2GQWnzavfsJmwbXHHAwfIuUrEFrL+Wn/lrbLC/0LIFlSV5/tG+cidj/OfLzjZO048iyiqrLDczCwVwTwFrMGbw2KYY0K+aN77+lMI28IX7+8l6yjRkMXGFa1EQ96y6alsnv5khqzjoi7FfDRRJZnOc8cDB+hORFnb0VK8diqb57Y9vc1Ww1RlqQhmFfCMiPwKKHb2zUj/3GFbwkkdLfyn151CyLb4u/v2k8m7HBpMsa6zlVjYKqbHWAJ2yZiNCOQdl1xWJ6XOgOn0LxafXOwCLAcsf07NrvM38p1HD3NoaJzxnFscWHTVpS1iF2uYgmbUX8cyErImpc7A8uv0L4lxGFW9v9JrscvVjFiWsLYjxofechodLd6Dn867vHRijFTG4Y9efwrxaAhHFcd1/ZeXJlOeOrMcZliWs9jJlw+o6oUikmTKaACqqu2LVLSmRkS44tx1IPD5e5/npRMpco4iltDREmFla5ihVJacCyERtvbEufTVa3iw9wRjmRyprEPeVSwRNq9qW+yPs6AsibDyYtPMYeVSymdAXvOGTZy5roMfPHmE//aDZ3Fc9fovFpR5W2AJtMdCjGcdMs7EMyNAe0uIL7z7nGk7/tVmYC5BlnxqjGGeqWS694nvP8Mzr4xw2fa1fPL3zgC88ZdysRS2D43nJ4kFvGbB8HieG79XO7m8WUz/GlowVexiV4jIj0Xkef9nQ3uTzRW18sB6EjF2vnqtn3Q5Mw4Njs/4/o3EUomSzZR/Bv4eKE2huQH4iareLCI3+L9fvwhlWxIUDCdG0nkAwv6yyxHbojVicWhwnAtvuY9ENMRsPAGna9g3Sx5aQwtGVfeIyCllm9+O5x4Dnqn5bppUMNXcVwp9hScPDzKacSfVHDm/SZVznGJyZf9ImiOztGhqCdeunpolD62hBVOF1QVrJVU9IiJLslc5W269dx9fuG+/byjhPXxfuG8/BwZGeeTlYcK2kMp6VYY7Tc2RdXRWKS4C/NkbT615zLUXbebjdz1NKpufNJem0ULSDd2HmQ2NYhVbjTseOFDRfeWuJ44W+wr1VhqzEYttCR+8ZOu0MyabxfSvGWuYYyKy1q9d1gIVwzCqejtwO3hh5YUs4FwwlnUIlX3dWeI1uQoG4YWs4ynZlXOAAGee1M7weK7u6cU7tvU0nEDKacYa5i7gPf779wDfW8SyzBttEXtKDeL5h0nRIHxlm7fEznwMtSmN2QeZLQ0tGN8u9kHgVSJySET+GLgZeIuIPA+8xf+96bj6wk0V3Vcu376mmL6yuj1GZ0uICtZks8YGMjm34fogs6Whm2SquqvKrjcvaEEWgUIzqFaU7NBgitPXdkzyNL71vueLxhcFHa3riJJxFMdVTqRyxXtYJcmX5ZWUC1z2mrWcs3F5DXM1tGCWO9ddclrF/kO1vsKBgVFKB+oVSERtNqyM87rNK3iw9wRPvzLMWNbBdZV41Eu43L6+k9v29PLS8TE6WsIcGU4zNJ7jKw++yNbVcd58+mq62iZWWKxkaP5g74lGSImZFpNLxvLIJfvg1x/lO7+pPD9vbUeUsG1PMSOvZKN0YizL3qMjfOibj3NkOE0kZPGpt5/JJaevZmU8OsWKaWA0Q/9olp6Et6x6g1gzLW33/sVmKQim8K2879gI41nXW79SIGQJrrrkHK9TLwIrW8OsikcZzTo1v8E/+PVHueuJo3WtUBa2IK8QtS3WdMRIxLxR+VQ2T9gSutqixev/wfkbWZWI8OE7n+DQ4DhhW/jk753JW89cw3Vfe2zSAGVv/yhZxyViW2zujhev2ZOI8bVrLpi/P+jsMIKpxWILpvCtnM079I9m6kpREWDjihYyebfiN/i6jigPHhgMXJaILYBwUqcnmpHxLIeGxjllZdukWuf6t72KnvYoH/7WE7x0IkXIEm783TP4x/tfYEVrGMvy4kl7j44Uw9vb1nizNVSV4fEcP7v+4sDlWyBMtvJSppCYmEzncd0a/1slKHB0JMNgKofjKkeHMxwYGMNxlbAtRbEEjZC5rpJzXV46nqK3f5TDQ2lcF14+kZp0/f/zy5c5bXU7f/tub7HavKv81fefJmJbjGa8CWYj417ZMnkvoJBMewGFRg5HG8EsAQqrEWcdN9D4YibvkslPLEmRd5VXhiavrBy0AZHXiajYeM6bKCbije+UXv/QYIqO1jCndscnLVb78okUQ+N5jo2kOTw0kVgpAocQ20/OAAAgAElEQVQHxxkYTTdkSkwBEyVbAhQSEyO2Rd6Z2TopnqG44KIcG5m5aWjIFwZQHBh1FbJ5t/j7SyfGaQ3bXPr5PfQl02TyLrYltIZtUjmHkfEcYduzoo2FLOLREGNZh0zeZSzjcOtV25dyh78mpoZZAhSWhkjEQljWzLJYLM8pFFWvSfW6TTMbHykECEJlS/6Vxw3Gcw7PHU0yNJ7zhJDO0xIRwrageAmdK9sibFjRRnd7jM3dcbatSdDREm5YsYARzJKgkJi4aVWcrpYwrWGbsCV+aNYiVtYOsASi/rwWAXriEaIhC0e9pSq2dsf52rX/gVXxyNSblSF4c2RifmJacVk+1Wn7UipeJnTIsrBti/GsS08iWrSY7R/NcmIsQ85xcVXnve+ye28fu25/iAtvuY9dtz80L7M5TZNsiVArMXH33j5uuWcv+/pGCdvC6kSUkG0xPJ5DgERLmJ72WDGCdcOl3iohsbBNTzxC32i2Yv6l4EXFXDznmFKmi0Rr8R+KuWsAjGWJ2MJJHTFeGU7TP5plMJWlqzVCNGzPW9+ldPzHFnjs5UH++Ku/Zmt3nBsuPX3OajVTwyxxiiFnx2V9ZwwUDg2NE7aEz1x5Fp++8qyqKfMbulpJtIRZnYhWbOYpkHG0OKmsGlLyc7oHJp13Gc063viNXwvmXTg+luUtp/fwW/4CtnNNIdLouMqR4QyKZ0b44onUnHoHmBpmiVM6Fx6gvcVbKq+rLVoURrVvz8KkrXgsRP9opu75MQVEfIGIkIh6rpj5acSl6nmfjeccTl7RypHhtJdqo3D3k0f5TxecTE/7xMDoXFGYAn1gYMwrt3h9qUIYfK7sbI1gljizmQtfumzeC/1jxWaZQHEdmFqoQptv4Pdg7wmePzbC8bEctkAl3QieWLz+j3iezh0xjoykGc04HEtm+NLPDvAnb/AyrR97aXDGtkvl07Pbo96gatbxInaF8kdsa069A4xgljiznQtf6Btt/+SPGM853jIXAWqa9qjN9vWdxSTPSz+/hwMDY7glfZ7Sy4X9VZJzjvLc0SSKV0sVxPr1Xx/k4IkUW7vb+NdfH8RRJWpbOK7LR+58nJVtkWLKz7UXbeaJQ0NTMrIBPnfv88V7J9N5RtJ5ElF/ZTXXC1i4KKvisTkNNhjBLHGCzoWvZJYHnglfwTkGqDt2fXg4w59/7VH+bte5APSPZnzXy6m1jMKkgdQCBWkVltj4+QvH+cULx70p1rbgKPQns6gqyUyeLd1x+pJp/vxrjzKW9ZYqL/UtUHeyB0HhfSbvcmp33A+OwEmJGCFb5nSg1OSSsfi5ZNNROr9lfY2my+69fXz4zscZzeRxXMW2BFEtjt6LMG0HvxrbVsfpaovSl0wzMp6jfzRb8bhas6FjISESsovCtfzkUlXIuRNr1Zy8spVELMzTrwzjKsUp1+BNmCt8htK0n8Jj/OLNl9X996rBkl9QyVCDeufC3/zDZxlK5bBFsEXI513y/oMUC3lrWgpeqkvEtqaEkssR/+lX4IX+MazjKX9Mpfo5hV1S9jt4qTsbElGS6TwKxabbpMsJvDKU5qTOyqFtq8bgUGHXfHoHmLByE3HgeMpLkbEEEaFUDiKCZUlxmb7MNGIpJ+f3CwI1SGTy22jIxrYtQlZlQYE39VkE+pOZiuIoTHEonlyy7uD6rpapJ8wxRjBNTOnDPZ5zigOMlaYcVzu/vIaoVy9adn8BVsUjZPMOiViYjpZQRfM/L8XHJZ33OvmWTPUtuOKstcWlOgq36GgJ8am3v7rO0s2cpm2SiciLQBJvkdm8qp63uCWafzavauP5vlFE/RWS5/j6gtbl2GSJt7Zm1q/FwpawubuNsazDSe0t3HjZGQymcnzlFy/ypN9PAbylA1FyDrRGbP5u17kVo2TlvgUz7KfMiKbt9PuCOU9VB6Y7dql3+utl996+SascB2x1zRlhC161pn3KdOTCQ/58X5JMzot+rWiL8srwOOmcV9hYyKKzNcyH3vIqrjh3HeHZOKTPHDOBbDmwY1sPn77yLM7Z2DVp4daFJmzbU1J1Cik+Lx4fZTiV81JoMnmS6RwtYZsVrd7gbDrv0hYNcca6do4MpcnkZzbdYb5o5hrmADCI14K4zXe6LN1/DXANwMaNG1/70ksvLXwh55lNN/wgULNsLgwyBa/z/am3v3rSeNBQKkvWcTk6nC6uXua6im3BqkSUFa1RLty6ir//6X4AXrOug795x6uJR8Osbo/RErFr33huWX5z+kXkJFV9xTcj/zHw56q6p9KxzdIkg8kDl/0j6SkLIM0XhSfMEtjaEyeVcye5z7x4PMX6Ti+D2bYEwZu/46hyWk+cE2NZ/uVPLuDfn3iFv/2xN4p/xtoEN79jO4mWMN2JKPHognW5l1+TTFVf8X/2Ad8Bzl/cEs0/5at8dbVF8CwtphKyJiaJFfa3RmzfBGNmWBaEbAsRqbh40rGRDBHbKkbPCrle6bzLySvbCNsWv7v9JD7ytlchwDNHknz4zscZTmXpG0kzXGIyuFg0ZQ0jIm2ApapJ//2PgZtU9Z5KxzdLDbPr9oem5J31J9MMj+eKkaieRBR1XY4kM4QtC1WdVAut74hyaDj4FOdCZOx9O07lm48corMljJQMxRfcZ3oSUQaS2aJK41GbVNYlbIPjQK7E16BQrIgtXP+2bbzp9B46WsKsjEfrLldpoCGb92q901a3TxdVW3Y1zGrgARF5HPgV8INqYmkmCmYapURDljeXpquFrT1xIiELy7b5wMVbiYSsKU22Q8MZorbU5VxTSkEs111yGhu6WidPKsOrebZ2xzllZZyO1jAtYZtYyCKVdWkJW4znXMb9zARHJ+epZR3lU3c/y+27X2B4PEffSJp6vujLAw3jOYeRdJ4DA6MzniPTlOMwqtoLnLXY5VhoKmU2H/NrksK21kiIVDbPg70nJidjlhC039Mdj9DeEubB3hNcR/WE0RsvO2PSt3qhRjw6nC7aS9W689cfOcTm7jiXnLkaR5XViRhWjVyZwlyi46N5LEuKgYZkOs+ajtCM5sg0aw2zLCmYaaSyni9YKpsn5yir2yc3YeZ6bclU1pl0zekWTyrMvf/Viyc4OpwmlXVKM1xq8t/v2cv7/+Ux7t/bzyvD41NcPUvn9T/68iB5xyXruMV0GhHIOu6M/wZNWcMsV0onjBVGwCO21yQDSKZzHB1Ok867c7YEhuA9gOVzTqolQJbOvY/aQjrnBA5lP9eX5LP3PgfA67euYk1HjLBtTXIQHRzLknGUl06MF5uXhczoiG3NeI6MEUyTUf6gFh6igdE0fSOZYt/AwssZqka9YzK25Zn81TvnpHTKdU97jJeO1/8tb+HNrXFc5cSot3rA+ZtXcGQozeqOKLft6SWbd+hLTp6OrXhZ0a46WCIkYuEZz5ExgmlyCrXOdV9/DMfP9A2JN324YAtbnkZfXOqvDhQ4ZUVr3c4slaZc14OFF7buaolwIpXFUeXZo0ne+Y+/YENXG7vO38DLJ8YYHMvWKLvQEQuxaVV8xrlnRjDLgB3bemhvCZPK5r1xEr+RIuKl/YfF++a2xYtIlT5wpS23iG0BSsi2yORdWiM2t151TqAHrxCYcHzb2UJVVph7U2kmJ3jl64yFWemPLQ2MeRPYhsbzhOxxPv+T53Edp2rAImTB2o7YrA3QTad/mbChq5WQZU1Kuc+7nkl4zv+ZrfCwWVbBhhYcVdZ0xFjTEeOkzpaqYqllqFcITBwdTgOKLROGFUplsRQe0pHxHAcHU0WxCF7zbCCZwXWV4Uz1RqbjQl8yM2uDPyOYZcK1F20mEQvhuIrjujiuW/RQLkeA1rCFAG2REF1tEU5bnWBLdxtjmTz9yQypbJ7b9vROefjKsw36kulJYx6FCFohKualyVQeKbTEmxoQ8V058zox8c2WUiF7XgOZnFtM4qx0rTXt0SnlCUpTjvQHpVlG+qej4KDZOzAG1J51eWp325RFj8pXFzs+luHEWI541C6Ont+2p3fKWFBhAaVrL9rMzT98lv39Y1PEGrEt33PALc6qjIW8QdhCXytiW2xdneCFvqRXKzpK+SfoSUQJ20J/MjOpxoyGLFxVIrZFwu/H1FjQyczpb1YqucSUjneU7/vhX1xUPPeUG35Q9bqVoki37ekl5zgcH80znnOKfZ2c4/LicW/0fCyTmzK1oCVs83yflxc2OJat2OzKOi6Wv6yG63hWUNm8N2emcJ/CeFIhulbpq74vmaEnEeHkla2kcy6HBse9Heo5YeYd5fhYlrwzUuOvWh0jmAam9Bu/tPlzk7+/2r7C/JRaVFqD8vm+JMOpXNHAooCrcHw0x8q4J7TxnDPFRy2b9wYQaxpoqDdFOWQpjus1tSyFLd1tiEhxPCkRC3szSv1rCV4TrWD4MTCaJecoJ69oKwYYCgEOEa/GqtRfqwfTh2lgSsc0SrOCb9vTO8lr+MDAGC+fSNE3kuaWe/YWz63W7ohHrIqdeW+NGK3Y9xGB4VSOSMiqmG1QKEutx1T9e+RdL+FyTXuU805ZwT0ffCPX79xGzlEGRtO80JecIjwRoZBF5yoMpXKcu7HTE656qxG46pUfpdgvCooRTANTKdmykPJxcDBF3nG9FcN8jzJXlX19o+ze28fBwRS2NbWxLkBXW+VsYFfdis0p8ASTcVy29iQqpsWctrq92MGfDs8bQzg+luX5Y17Tace2Hq48dx0nxnKkcpN7LornalOIkRUGXb/8ixdRVbrawtiWJ1hbYFUiwtaeRB0lmYppkjUw09nIPvbyYNGYGwprwXi1y4auVgaSGcBrJhWaNyGLSSkjpf2g8Vz1+sFxlZBlTepDFc67bU8vr9u8guf7kuTyU/swtkzYJ0VDE18A5U2nB3tP0BqxagYrBC/7oHDI0HietojNqniUWNjCcZW8y4ydME0N08BUS7a89qLN3j7XLa5K5rqKi7I6EeXQYIprL9pMxBbyrvewFsK8jsLrNntLUpSHiAuqKngll2KJ8L4dp06av18aWr7z0cP84QUns7UnTrhk4lrYEk5bnSAetT1fZFUUrdh0OjiYYni8coZ1gZAt2JZFpGSKwljWS4lJpvN0lyWCBsXUMA1MpWTL0m/4rd1xXjyRwnG9cOqquOc13JOIsWNbD+u6Wkn3jxatV6Mhi662iTT98qU2YmGbdN5B/YhTYZWytmho0iBm+XmlUwru+eAbK36WXbc/xIvHRxkZz5N1vBBye1uYU1bGi8ds6GqdiHpVoZDtLyLYojj+l8HBwRTX79zGH124aVZONEYwDU4tW9QbLj190rhJuZF5MpPntNWJSTMjVbWY9l6e99WdiHJ4cBwV2LYmwcCot+x5JGRx257eYnlmskRHYQ7Nmo5QVdP1ay/azEMHjld03yw0xQr9FFe9jV0tIcZzXuTu5h/upb0lzK7zN9b8m9bCNMmamOnmpWzoauX4WIbe/lH2Hh2ht3+U42OZYh+mfOZkIhZmVSJCa8Tm6PA4g6kcK9rCrGmPTRpBrzTjcrp0+unKWjjmirPWVjz/irPXct3FW7Eti7yrhPxwejQc4vq3vYoz1rajwEe//SR3PnJopn9SU8M0O7VqoNdtXsGvXjxRTDHJOi59ySy7fsvrw1SaORm2bW69avuUEf1Cs+u2Pb2Bl+iop6wFPnfVuWxata+iGybA9vWdXrDhxBg97THe9doNnL95Bedt6uKj336KV4bGOXtDZ9A/Y5GmTI0RkZ3AF/C8re9Q1ZtrHb9cUmPK2XX7QxwYGCWZnug3lKeNVLNkvfCW+6YYXagqw+M5fnb9xYtm5VqK6yqvDI8XLWs9wVuctnrakPLySY0RERv4B+AtwCHg1yJyl6o+s7glW3ocHEyxKh6lOxErbivtw0D1b/3pQtrzueREvViWsLajhVeGxsn505I3rJjdSmTN2Ic5H9ivqr2qmgW+Drx9kcu0JJlJX6NArZD2UsK2hDUdMULW3DzqzSiYdcDBkt8P+dsMZczmoa+nk75UCNsWazpixcViZ0PTNcmo3P6c0lEr81ae7zItSaYbx6nn/KUokEpEQhar22OB/dbKaUbBHAI2lPy+Hnil/CDfnPx28Dr9C1O0pUcjPfSzJRaevaF5MzbJfg1sFZFNIhIBrgLuWuQyGZqEpqthVDUvIu8HfoQXVv6yqj69yMUyNAlNJxgAVb0buHuxy2FoPpqxSWYwzBtGMAZDAIxgDIYANGUuWVBEpB+Y70UuVwHTrui8wJgyVWZAVXdW2mEEs0CIyMOqet5il6MUU6bgmCaZwRAAIxiDIQBGMAvH7YtdgAqYMgXE9GEMhgCYGsZgCIARjMEQACMYgyEARjAGQwCMYICdO3cWnFLNy7yUGhjBAAMDi52JYWgUjGAMhgAYwRgMATCCMRgCYARjMATACMZgCIARjMEQACMYgyEARjAGQwCMYAyGABjBGAwBMIIxGAJgBGMwBMAIxmAIgBGMwRAAIxiDIQCLKhgR2Skiz4nIfhG5ocL+qIh8w9//SxE5xd++UkR+KiKjIvL3Zefs9q/5G/+1PJbXMiwIi7Y+TJ3Lg/8xMKiqW0TkKuAW4N1AGrgReLX/KucPVPXhef0AhmXJYtYw9SwP/nbgK/77O4E3i4io6piqPoAnHINhwVhMwdSzPHjxGFXNA8PAyjqu/b/85tiNIlJx4VwRuUZEHhaRh/v7+4OX3rAsWUzB1LM8eF1LiJfxB6r6GuAN/us/VzpIVW9X1fNU9bzu7u5pC2swwOIKpp7lwYvHiEgI6ABO1Lqoqh72fyaBf8Vr+hkMc8JiCqae5cHvAt7jv78SuE9rmEGLSEhEVvnvw8DvAk/NeckNy5ZFi5JVWx5cRG4CHlbVu4B/Av63iOzHq1muKpwvIi8C7UBERK4A3oq3itiPfLHYwL3AlxbwYxmaHOPeD5x33nn68MMmCm0oUjFQBGak32AIhBGMwRAAIxiDIQBGMAZDAIxgDIYAGMEYDAEwgjEYAmAEYzAEwAjGYAiAEYzBEAAjGIMhAEYwBkMAmtEE47Ui8qR/zq3VZlwaDDNh0QRTYoJxKXAGsEtEzig7rGiCAXwOzwQDJkwwPlzh0l8ErgG2+q+dc196w3KlqUwwRGQt0K6qD/oTzb4KXDGvn8KwrGg2E4x1/nVqXdNgmDHNZoJR9/HGNcYwE5rNBOOQf51a1wSMa4xhZjSVCYaqHgGSInKBHx37Q+B7c190w3KlqUwwfJvZPwP+GWgBfui/DIY5wZhgYEwwDFMwJhgGw1xgBGMwBMAIxmAIgBGMwRAAIxiDIQBGMAZDAIxgDIYAGMEYDAEwgjEYAmAEYzAEwAjGYAiAEYzBEAAjGIMhAA3pGuPv+6i//TkReVvJ9hd915jfiIhJQTbMKYs2H6bENeYteDMlfy0id/lzWgoUXWNE5Co815h3++4yVwFnAicB94rIaarq+Oe9SVUHFuzDGJYNDeka42//uqpmVPUAsN+/nsEwrzSqa0ytcxX4vyLyiIhcU+3mxgTDMBMa1TWm1rmvV9Vz8QwC3yciF1W6uTHBMMyERnWNqXquqhZ+9gHfwTTVDHNIo7rG3AVc5UfRNuFZwv5KRNpEJAEgIm3AW4GnFuCzGJYJDeka4x/3TeAZIA+8T1UdEVkNfMf3Hw8B/6qq9yz4hzM0LcY1BuMaY5iCcY0xGOYCIxiDIQBGMAZDAIxgDIYAGMEYDAEwgjEYAmAEYzAEoC7BiMg7S0bQPyYi3xaRc+e3aAbD0qPeGuZGVU2KyIXA2/BS7r84f8UyGJYm9QqmMDHrMuCLqvo9IDI/RTIYli71CuawiNwGvAu4W0SiAc41GJqGeh/6d+ElSe5U1SFgBfCReSuVwbBEqUswqppS1W8DwyKyEQgDe2d783kywah5TYNhNtSV3i8ilwOfxTOc6AM24gnmzJneeD5MMPxzprtmIHbv7eO2Pb0cHEyRiIZQVQbGsgylcuRdL9NbgJAFOXemd2kebIGWsMVodn7+GJaAWyHBXoALNnXx65cGyZfd2hZwSs7Z0NXCp97+anZs6wl+/zqP+xRwAbBPVTcBlwA/D3y3ycyHCUY916yb3Xv7uPF7T3F4KIW6LvuOJdl3bJSB0WxRLODNjTZi8XCUeRMLVBYLeP8HDx6YKpZCmUo5ODjOB77xGLv39gW+f72CyanqccASEUtVfwqcHfhuk5kPE4x6rlk3t+3pRQRePjHO4eEMjoLRRXMwMp7ntj29gc+rd8blkIjEgT3Av4hIH95Mx9kwHyYYlb4AKn4n+Y4y1wBs3LixYgEPDqZoDdsV9xkaGwUODaYCn1dvDfN2YBz4IHAP8ALwe4HvNpn5MMGo55pAfa4xG7paybsur1qdoCVsEbGrTsQzNBgCrO9qDXxevVGyMVV1VDWvql9R1Vv9JtpsmHMTjDqvWTfXXrSZvAt516UnEcVVrwNpaHzaW0Jce9HmwOfVm0v2DhF5XkSGRWRERJIiMhL4biX4fZKCCcazwDcLJhh+VA48E4yVvgnGXwI3+Oc+DRRMMO7BN8Gods2ZlnHHth5uuvxMehIxXIWtPXG29sRZFY8QsiaUI0DYDOMC3hdKPDJ/fwyryheWAK/b1EWowq3Lv+Q2dLXwhXefM6MoWV0mGP4D+3uq+mzgOzQAxgTDUMasTTCONatYDIYg1IySicg7/LcPi8g3gO8CmcJ+f/TfYFg2TBdWLkTCFEjhOUlSss0IxrCsqCkYVf1/AUTkK8AH/MRLRKQLL1XGYFhW1NuH2V4QC4CqDgLnzE+RDIalS72CsfxaBQARWcEi+jIbDItFvQ/9Z4FfiMideH2XdwF/PW+lMhiWKHUJRlW/6i+wejFejPods0mZNxgalbqbVb5AjEgMyxqT0GEwBMAIxmAIgBGMwRCARRGMiKwQkR/7GdA/Lg1Zlx33Hv+Y50XkPSXbXysiT/pGF7f605YRkU+KyGER+Y3/+p2F+kyG5cFi1TA3AD9R1a3AT/zfJ+GP9XwC+G28ufqfKBHWF/FmS271XztLTv2cqp7tv+6ex89gWIYslmBKzS2+AlxR4Zi3AT9W1RN+ZsGPgZ0ishZoV9UH/clkX61yvsEw5yyWYFar6hEA/2elmTy1jC4OVdhe4P0i8oSIfLlaU89gmCnzJhgRuVdEnqrwqtf2KKgBBnhNtVPxHG2OUCNBVESuEZGHReTh/v7+OotkWO7MWz6Yql5SbZ+IHBORtap6xG9iVTKIOgTsKPl9PbDb376+bPsr/j2PldzjS8C/1yjf7cDt4M24nObjGAzA4jXJSs0t3gN8r8IxPwLeKiJdftPqrcCP/CZcUkQu8KNjf1g43xdfgd8HnpqvD2BYnixWxvHNwDdF5I+Bl4F3AojIecCfqurVqnpCRD6F5wQDcJOqnvDf/xnwz0AL8EP/BfA/RORsvCbai8C1C/BZDMuIukwwmh1jgmEoY9YmGAaDASMYgyEQRjAGQwCMYAyGABjBGAwBMIIxGAJgBGMwBMAIxmAIgBGMwRAAIxiDIQBGMAZDAIxgDIYAGMEYDAFoVNeYvxaRgyIyWnZ8VES+4bvJ/FJETpnfT2JYbjSqa8z3/W3l/DEwqKpbgM8Bt8xD2Q3LmIZzjQFQ1YcKJho1rnsn8OaCZ5nBMBc0omtMLYrn+EuQDwMrKx1oTDAMM2HepiiLyL3Amgq7/mu9l6iwbbrpoXWfY0wwDDOhEV1janEI2AAcEpEQ0AGcqH2KwVA/DecaE+C6VwL3qTEtMMwhiyWYm4G3iMjzwFv83xGR80TkDgDfIabgGvNrSlxjROR/iMghoFVEDonIJ/3r/hOwUkT2A39JheibwTAbjGsMxjXGMAXjGmMwzAVGMAZDAIxgDIYAGMEYDAEwgjEYAmAEYzAEwAjGYAiAEYzBEAAjGIMhAEYwBkMAjGAMhgAYwRgMAWg2E4z3iki/iPzGf10935/FsLxoNhMMgG+o6tn+6465L7phOdNsJhgGw7zSbCYYAP9RRJ4QkTtFZMPsi2owTNBsJhjfB76mqhkR+VO82uviKuW7BrgGYOPGjXUWybDcaSoTDFU9XvLrl6hh5GdcYwwzoalMMHzxFbgceHYOymowFGk2E4zrRORpEXkcuA547wJ+JsMywJhgYEwwDFMwJhgGw1xgBGMwBMAIxmAIgBGMwRAAIxiDIQBGMAZDAIxgDIYAGMEYDAEwgjEYAmAEYzAEwAjGYAiAEYzBEAAjGIMhAEYwBkMAjGAMhgCY+TCAiPQDL83zbVYBA/N8j6CYMlVmQFV3VtphBLNAiMjDqnreYpejFFOm4JgmmcEQACMYgyEARjALx+2LXYAKmDIFxPRhDIYAmBrGYAiAEYzBEAAjGIMhAEYwBkMAGk4wIrJTRJ4Tkf0iUmkhppNF5Cf+khe7RWT9dNfcuXOn4q0MYF7mpdSgoQQjIjbwD8ClwBnALhE5o+ywzwBfVdXtwE3A30x33YGBxc7EMDQKDSUYvGX69qtqr6pmga/jrWZWyhl4ywAC/LTCfoNhxjSaYOpZlexx4D/6738fSIjIygUom2EZ0GiCqWdVsg8DbxSRx4A3AoeB/JQLiVwjIg+LyMP9/f1zX1JDU9JogjkElK5buR54pfQAVX1FVd+hqufgLw+oqsPlF1LV21X1PFU9r7u7ez7LbGgiGk0wvwa2isgmEYkAV+GtZlZERFaJSOFzfRT48gKX0dDENJRgVDUPvB9v6b5ngW+q6tMicpOIXO4ftgN4TkT2AauBv16UwhqaEpN8iVmBzDAFswKZwTAXzNuy44bp2b23j9v29HJwMMWGrlauvWgzALfcs5f9faPkVbEFtnTHueHS09mxrYdb793HP/x0PxnHaxlEbOH9b9rC9vWdxWvFIzYiQjKTL153x7Yedu/t4+YfPsuB4ykANq9q4/qd29ixradqeQrnVdq+HDFNMhanSbZ7bx8fv+tpwrbQEoIrDZcAACAASURBVLYZzzkMj+fIOS6j6TxOyX+LBayIR3jDlpV89zdHKuZuJKI2Pe0x8o7L4aE0AOs6Y4Rsi5yjXHnuOr760EsMpXJYfoPDVehqDfPpK88CmFKewnl3Pnp4yvabLj+zmUVTtUlmBMPiCGbX7Q/Rl0zTGpmo5J/vS5LJuRMHCah6/3vRsPfgO27l/y9L4MyTOujtHyXveCeFLGFzd5xUNk9/MkPWcVEXLF8xrioCnLOxC2BKeQrndSeiU7b3JGJ87ZoL5u4PsrSoKhjTJFskDg6m6GwJT9rmuFqsPaTkv0z9fdXEAl5tAZB1XGwREO89QEvYZizrYAnevpJ75B2XQ4MpFKaUp3DexrA9ZfuhwVSgz9ssmE7/IrGhq5XxnDNpm20Jgv/1VqIN8ffZVtUvvmIzK2JbqHo1U8T2/nvHcw5tERvbEkobFKoQsizWd7VWLE/hvErb13e1BvzEzYERzCJx7UWbyTlKKptH1fsZj4ZobwlhiZ9n7j/cAsSjIS7fvqZqW6EtYpPK5lkVj+CoVxutikdIZfPkHOXqCzcRj4b8fa7/UhKxENdetLlieQrnVdpeCFAsN0yTbJHYsa2Hm4Db9vRyaDDF+q5WbrzMm6lQK0q2aVXtKNmhwRRbutsQEUYzXl+jENXavr5zUpRsa/fkKFl5eUrPq7R9OWI6/ZiBS8MUzMClwTAXGMEYDAEwgjEYAmAEYzAEwAjGYAiAEYzBEAAjGIMhAEYwBkMAjGAMhgAYwRgMATCCMRgCYARjMASg4QRTh3v/RhH5qYg85jv4/85ilNPQnDSUYOp07/8Ynl/ZOXhGf/9zYUtpaGYaSjDU596vQLv/voMyK1mDYTY0mmDqce//JPCfROQQcDfw55UuZMzIDTOh0QRTj3v/LuCfVXU98DvA/y7xWp44yZiRG2ZAowlmWvd+4I+BbwKo6oNADFi1IKUzND2NJphp3fuBl4E3A4jI6XiCMW0uw5zQUIKp073/Q8CfiMjjwNeA96oxLjDMEcYEA2OCYZiCcb5sZsrNwl+3eQUP9p6oah5eeny5cXnpuYloCFVlNOtUNSFfbkblpoahsWuYclPzgdEM/aNZehIRVrZFp5iHlx5fblyedVz6klm64xGiIauiqXmpCXklQ/UmMSo3NkvNym17egnbQmsk5NUU6TyWwMh4HhFve9gWbtvTO+X4gdEstngWtAOjWUbGvXOT6by3zxJs8faVX6fSvSsd02wYwTQ4BwdTtJSYhWcdF6vEiBwmm4eXHp91XEQ8U/Ks4046t3xf+XUq3bvSMc2GEUyDU24iHrEt3BIjcphsHl56fLlxeem51UzNS03IqxmYN7NRuRFMg1NuIp6IhXAV2ltCFc3DS48vNy5vb/HOTcRC3j5XcXSyqXmpCXk1A/NmNio3nX4au9MPE5Gqgll4IdJVzTy89Pg2P0o2mslPOTfuR8nGsk5VE/LyezdJlMysQFaLRheMYc4xUTKDYS4wA5dzRKFp8nxfkmzeJWwL3fFoxdWMy88pHySsNWBYa6Aw6ACmITimScbsm2SFAbyc4zCQzIJ4a1IKICIVB/6qDSB2tYYYTOWBqQOGUHml40r7jo9lioOQq+JTBzANNTFNstmSLxnXKKcwgDcynseyhJDlhWRdpTgoOO0Aoj9IeHwsV3XAsNZAYfm+0kHI5TKouBCYJlmdHB1J05OIEQlN/Y4prIicddziwq2lqyFXGvgrXUW59DxXJ1ZQLj+v2krHlfZNN4BpmBmmhqkTx1WODI+TyTtT9hUG8AqDfUBxNeRqA3/VBhAtoeqAYa2BwqADmIaZYQQTAMdVjgylSZc9tIUBvPaWEK6r5F0vrcTy+zKVBv6mDCD6g4Qr28JVBwxrDRSW7ysdhFwug4oLgen0U1+n/6XjYziu97cSEVa3R2mNTLRob713H3c8cIDRjN9nCAvrOlsnDQrWGkAsHSQsfd9WJf2+dKAQmBShi9jC1tXt0w5gVqLwOQr3vvrCTVx3yWkz/dNO+pwNFK0zA5e1mE4wzx1NcnR4nA0rJpozIkJPIkpbNDRvae71XHcu733rvfv4wn37sfza0fUDFx+4eMuMRdOgUwCMYGpRSzD9yQxX/MPPGUpl+fjvncFvnbJi0v7uRJRrvvoIfcn0pBonlc3Tk4jxtWsuqHrf8nGY5HiW/rEcubwL/gNbjXjUYkNXG70DY2TyLgJEQxZrOmJk8g5jGYf2lvCkb/TSsaJU1iGbd7Ati00rW7nh0tO57uuPMZ5zCFkTLfW869IStnnik2+r749Zxq7bH5rR32aRMTMuZ8rxsQx512Us6/DRbz/Jn1+8hbefPWGF1p/M8NLxMVa0RSadN11EqvSb1xbYdyyJUyqQab7HRjMuzx5NTtqWzru8fCJVHP/ZuKKVvmSaj9/1NFceGuLORw+TcxwGx7LFe6m67O8f48N3Ps5oJk/YnvysWAJj2amBjnopjQYWaORonen0T8O2Ne18730XsrUnjqvwhZ/s5+/u21/szwD0JGKMZvKTzpsuIlU+DlN9lKdOxPtadBUc9Wqb0vGXOx44UBwrcnXiK1QB2+9niciUWs1VaIvYzJRmmwLQcIKpw4z8cyLyG/+1T0SGZnvPNR0x/m7XObx+y0oAvvPYYf7rd59izBfJVb+1gUzeZSSdqzsiVT6Ra7oaZTpUJ19iVTxafN8SthnLOrSEbbKO6x0nE+eJH81rDXuCybsurrr+T7j6wk0zLlezTQFoqD6Mb0a+D3gLnqnfr4FdqvpMleP/HDhHVf+o1nXrjZLlHJc7fnaAr//ac6uNhSzisRDrO1s5Z0MHjx0c5uUT3nGRkFXMJetLphnPueTyLpYldMcj9CczZByd9E0/G6ySPk/Ygm1rO4r7Utk8/ckM3YkoR4fTpPwmlvrnhS0LseCcDV28bvOKKVGy7es7ZxXlasApAM3R6ReR1wGfVNW3+b9/FEBV/6bK8b8APqGqP6513aBh5X+4bz//9thhAGyBlfEItmWx84zV3PPMMSK2oKq8MpzB9ds/hYfZFib3VeYAW7wUHFehNWwRCdt0tIQnRaWuPHddsQ/TN5IplsEWr7/T2RrmM1eeVXG+SwNGuWZL03T6K5mR/3alA0XkZGATcN9sblj4djwwMOpFelQ5ODRefPAdhb5klkTU5v/86mVyJWqwAPVH7gv/A3MplojfQRc/l2bLKi/aBVT8Ri/UFF4TyYuSqXrNsRNjWa77+mNTxl1K+1oArZEQqWye2/b0NrNgqtJogqnHjLzAVcCdqloxxCMi1wDXAGzcuLHiBUq/XS3xahmo/NAnM1Nv45aWTmqUtAoChCxhVSJCXzLD+s4W2lsmonGqyvB4jp9df/GUcys9zDu29UzaXhh3CVle02w85/CF+/YDFEXTbFGu2dJonf56zMgLXIVnFVuRetz7S79dh1JeFrElUzVbYVOFG9ZxTIVTLMuLbIUti2PJzKT9s4023fHAASyBkGVhieX/9LYXaLYo12xpNMHUY0aOiLwK6AIenM3NSiNZOVeL+WHl2NMIplC5aB3HTjnXzzhe3R6d82jTWNaZ8nnKx12aLco1WxpKMHWakYO3RszXZ2tCXp5RXMhBFiYLp8ZUGfCPLcwKCNqHKWQth2yL03ri9CRiDI/n6EnEZt3xbovY04677NjWw02Xnzmn921kGipKNl9Ui5JVmxXZFrYY9vssth8Bq/VXbI/ZjGYcIraQzpcEBfxzIxZkK4iutA8Ttu05f1DnI3esSWiaKNmCsmNbDzcxEXHa2hNHVTlwPOVFqFSLHXsLqo7Wj6Q9cZWKBbyH0xJwEBJRIZXTSRkECuRd5cRYjk0rwzxxaGhOs34Lopjr7ORmxtQwBJ/Tf+Et99HZEi6Gc589MuzPboRISMjmg/1NLYHev7ls0jc+quR8BXbHw9iWVdNk3DCnmDn9c0l55Cgasov5WaVjLvVSEF5p1Mopuc7xsdy0JuOGhcEIZgZUsmdVhM6WEOpH06B+4bSGvSNLo1alFb+rZo7+UsEIZgaUR442rYrzgYu3sG1tB51tEdoiNm0Ri9aI7aWeUF08AmTyylW3PUjUn4cPk8d2LDFz9JcKptM/Q8pHzQGuK3nvuEp/MsPuvX3c8qO9jIznPOulsutYAqviEY4Mj2OLknYVcLEFcr54VrZN9GEKJuOFPsxMxkMqTRkGGm0a8aJgOv3Mr7fyUCrLPU8d5fb7X+Dg0Diu40XWCn/1eNRmbXsMESGTd8g7LsmMw1jWIWpbrGjzggv1mIzXQ6VkyuHxHAK0lyVsLuOAQnNkK88X821Gns459Ccz5Pz+x2g6z5X/+Auy/ihmPBpiTXsUEW/fz66/mJA9P63l8inDx4bH6RvNAl5t1x2P0tMeW5RpxIWab9+xkUnTIQpTqGci3koWvqetbp/uy8ZEyRaTWNhmXWdL8SGNx0Kcvqa9OKI+mslzaHCcsYzD6vYWjgyni+Kaa0rTfUrFAl6g4VgyQ99IesEDCoWa78DAKEPjOVJZh5yrOO7EFOrde/tmdM0Xj48ynMoxnnMYSec5MDDKx+96OvD1YBEFIyKfEpFQye/tIvK/Fqs8841lCWs6YsW5/7vO30giFipmAqfzLkdH0rzxtFXkHJdXhiqbBs6W0pD4wFh28k4/QNE/mlnwgEIh0TWZzuO6E4ESVyemUAcNoVey8LXw7jHTkPxi1jAh4Jcisl1E3oqXWPnIIpZnQehsjXBSZwv/Ycsq/uLNp3HKyjY6W0LF1JTbf3aAB184XtU0cLaUhsTL88gK05xdZcETLAs1X60p1EFrvNJrFkP9fmh+pjXookXJVPWjIvIT4JfAIHCRqu5frPIsJLGwzUmdMd7wqm7O3+zZNr3QP8p//c5T9CUzfOy7T/GnO07lynPXcWQ4XfQ/mwtK0316B8aKyZ2qnttmwUB9oTv8G7o8h5uIbZF3nGJURPwJeLYlgWu8Sdf0x8cKn3emNehiNskuAr4A3ATsBv5eRE5arPIsNCHb4qSOGImY1yQ7tTvO//yDc9m2JoECX9z9Ap+/93lyeYdjI2lG0rk5u/eObT187ZoL+OCbtwLeN27O1WKN84GLt0xx6Nx1+0NceMt97Lr9oRm1/aejUPMlYiEsa2I6hPX/s/fucXJV153vd59Hvav6/dAT1CAQBoONgQsJw8iOY4Pj2MlESSCTOM6NA544Jpk79piZ6/DJYCeBsWdssJ0YhZubOE4gY40TkwmQGQfLmAmKAWEwWEISLfRWvx/1rvPY88c+53RVdVV3dXe1ukuqn91IOnXqnF3Ve52911q/9VsCHClJhI0lr3i1JHxd1D2Wu4Ku5Zbs88DPSyn/UEr5S8BuVlhO3GoQQtCXDNOXDKMJQXc8xBd+4Rp2XqYK2v7ulTPc880fki5YjKeLzOSaZzQAR8czix73HefRdIHOqBnonDXbaPxk8LbeBF1Rk1hIx9QEuqZxaV+8pt5Ao9e8uCdBR0yFzDsiBtt6E8teQdcsrCyE0KvLh4UQPVLKiXM9lvXQ47Jku4ymCzx7aJxHv3+cI2OZoJBL1wSX9Sf41Zsu5r1XDdJVJRroY+/BUe5/8gBHxjI4EgwhuLQ/wadu3VGzS9nJqTxQySrwtz9v/MH7ALjti89wdDyLIyUhXaMvGUbXxHpXrlwp1mVYOeFpiL0ohHhBCPFfAHvRd52nCBkah8+m+dJ3jjCZK9ERNeaEM1zJ6yNpPvc/X+cfXj3LWFWpMihD+MSelzk0ksF21cS3XMmhkTSf9EKy1atFgKpnpl9isPfgKIdGM7hSomsC25Wcni5gO+4Fy2FbS4P5U2AW+HngF7y/n7dh5Uaw+3tHiZgayYjJVM7C8GRkQUWuJrIl/mjvG6QLFiOzBcp3Bw8/M0ymaFc0cvLDsumCXbNLmY/qPYbf3Mk/3/+fJgRCwMhs8YLlsK0ll+wSKeXPlf37PwkhfrBmo1kjlG+RxtJFBlNhHFeStyoTl74uwPGpHPf93Y/49PuvwHElA6kIuiY4MZXDcWXl5PeiQrbr1uxS1hHWg8rR8p15Z0R1JDgxlWMgGeb0TAFcP2IlsWVzQ86t1A5jLQ0mL4S4WUr5LIAQ4seB/BqOp2E0q1txOa+rM2oynilycipf8fT3IZkzmr2Hxhh7rMjndl2NKyUbOqJs6YoxniliO2VGI/0yZy1YEXxazGzeolhHYCBkatz7+GskQjqWK9nYEWU8UwxaCw51x5s2oau/Az+ocB+1paLWGmvp9L8N+HPA1zSdAn5VSvnKuR7LUpz+avLieKa47ErIal7XbN7i2GR930AAsZAeBAMuG0jw2Z+5ig0dUV4/O8s93/whE5lSxSqjoZQ5f+XGi3jy1bMcGs2goQig9dg38ZBOMmIwlbOCVhohXRAN6eQt1bBJCEHI0Njen6z7gGhk5Vin7TDWpdN/APjPKF/mm8DfAj+z2JsWEyP3zvkFIcSPhBCvCSH+qpmDrvYDVlIJWc7rAsUWLlejqf6tmbpgU2eUvoSKkh0ayfCbf7mfH52eYftAkl+6YQvVnE1dF9x8aQ979p+i5Lhs7owoxc4FqGrZksNYpkjRdgO1m6Ijmc7bGJqi8eQth5mcxZsTtXlZjYajq78DWN+FcWtpMN8CfhooAKeADJBd6A2eGPlXgNuAtwB3CCHeUnXOduA/AD8upbwS+J1mDrr6F7ySSshaInl+l+aIoRExdTRRzquSaJogYuoM9caJhXTGMyV++7Ef8MyhMZ45PMGW7hhv3dQR/GztjvGPB8cCI09FQ+iaCGRm68HxfBZT14mYejCGvOWi4fGyfJHBGg+IhVqkL/YdrOfCuLX0YTZLKW9d4ntuAI5IKYcBhBCPAR8EytX7fwP4ipRyCkBK2dQMm0+38LcQIV2j5LjLqoS865Yh7n38NXIlO6hDSYQNHNfCkRJdgCYEtpTomiIhvjmRpWS7XNwT585/McSjzx9nZLbIvd9S28RSubazUIZXsF22lrUbDOlaQ2xoU5sfSfO5XbAwL6tcYjZdsFS3Atvh5FSevQdHg61Zre9gPQsFruUK809CiLcu8T21xMg3VZ1zGXCZEOJ/CyH2CSGWapQLolY9vysJKiGXogxZSyTv87uu4ePvvBRNCNU2Qxd0x0wEKq+ChC1dUSSSv37hBL9x8xBv2ZBCQoWxgAopF2xFZpzIzuVuehPhBdsBAoGf4sNfYfy26LAwL8tfOdIFS+VuXBmEpcu3Zq0mFLiWTv+PgEuBo0ARX3RFyqsXeM/PA++VUn7E+/evADdIKT9eds7/ACxUbmcz8D3gKinldNW1ysXI33Hs2LGGx17d76QZlZCL3WM6V6LkuBXOcbZo0REN8Yf/6q381JeerdA0K0dn1CBvuWzuilZUWWaL9rzwNcCOgTgTWYupnBX4VI7HNeuIGnNSspK6IoOBDzNbwJUSgcBFRdwMfd0zBdalkN9ty3hPI2LkJ4F9UkoLOCqEeB3YjiofCCCl3I3ir3Hdddct6amxWD1/M1B9D18LrRyxkMFYukBnLITryoqmSuXY1BllZLZAfzJSUXn4ti1dTGULHByZcx11geprI91g6yaRhA0dQ1c9aCKGQAiNkKFxcU+i5gPCZ0Xf9fUXkaiARW8iQipqIuXSqfrrBWtJ72/8kT6HQIwcFSi4HfilqnP+FqWt/GdCiF7UFm1NxbvqhVcXE6NIhtU2byxTZDpvc2Y6T8TUSYQNMkVb1coIwU899AyijrEAjGYUcXPf8ESQz0mGNZ5/cxK77E1+z5vZgmIoaUJl/WOGTl8qsuR6/507+rl2a9e8sPF6duoXQ8vV9Ash3gd8EdCBP5VS/r4Q4j7gBSnl40JtvP8LcCvgAL8vpXxsoWuuJvmyXgcvvyNY+fHZvIUEOqJmoOXsuhKhKX/Bl5at/lPXBBqSGi1qmoawLnBRPkvSY/w2sqVq0Q5mbRGMhbCaBlMvMef3nCw/fngkDQK29ycZHstgu5KSrXyMiKljOQ52mcthaCrs67oSy1UvLObMLxcC1ZlZSUVJOiIGL/zuexp67/nU47KtS7bKqNfBK1ty2FqVsLNdN4hM+TSU8vlv6Bq26xI2BEVbBsoy/nYsbCgf4/KBpGdsDsPjzfEVJHhtySWWI5nIWdyxe19Dk7+Wz9eqaKvGrDLqJebiIX3ecUPTAqawKhuuVM2UVVux8vBu0DpD1xBCYHpKmTGzeb9iy3GDBK3mdYdejWKy9Yy2wawy6nXw+sjN2+YdT0YMEmHVdLU3EcJxVVtyTVOrj+tKOqIq79MZNSvKblM18kGuhI/cvG3J4uj14NfFG5ogYmgXpCB6e0u2yqjuMVOrq7F//Hd/SrF8qvvRKKawDMiOft7HDxGHdMH2gVTdfJAmBA8+fWRJbTbLjaz8faa3TexNhIH1zftaDbSdftZHifJq4zsHRvjyd97g2ESG6bxdEU6uhqEJdCHQvO2h5Tiqy5qEsKkxkFT5FFgXzOLVQNvpv9DxzisGeOcVA8zkLN4YS/Nv//rlmqUEN23r4vBYlumchQyMStATN/mVGy9iz/5TGLpYsSB6q6Ltw1xg6IiZXLGhg0d+9TrevqUzOB4P6fzu+67gwTuu5XM/dzWX9sURQvHJtvcn+Nyua7j73Ze1FO9rNdDeknF+b8ke+vahoIdlSBf0JsJIFF3mqg1J/v7VEc7Oqma3hiboiBpc1BPnYzsv5SfeMsBD3z7EV58ZJldyEAI2pcJ89mevXpGRtEBJcjtxuRBa1WDKjaG8oas/IX94aopM0UXX1Ayw6zD6fUpMNQwB9dp17hhILEtRv0Uy/20f5nxDeQNZQ1O5nQefPsLR8QwvHp/B1AU5r5e56y7cFr1OaX9dYwElbbuc2vvywjJQBNJcSanarCODqYu2wawTVPRGKbmqwMvLebjSxXJUYlII6ImZTGQV70z6q4OXuPybH5xhMBWmIxoJaDKrsYewXCWocf+TB5Y00esxH1olNN12+tcB5vVGsVRvFMtRcktFe44jJiWMe8YC6rhLJYdsIlviyMjsqo/bdSWHxzJLyvS3WklyNdoGsw5QqzfKclD+vvxC+6kmQaLKpu9+7KWGhcrrMR9aJTTdNph1gHm9UZaJQKjvHMVxLEd6k99pWKi81UqSq9H2YdYB5vVGaRC6JirKkk1d0BkziYY0zszM119eCAIWLEKr9x6Jov37yjDlDny98HErs5fbYWXWPqzs+zAlW+mBLaW9pT9pDU0xiF0JXTGTS/viPHd0aknXWYrB6KjqPICLumMBVUZKydmZPL2JMIfHMpiaRjKiky6q8PFlVd0E1inWpZBfGx7m9UYxVW8UlavQiFTtAzShKiB9mJrSEbMcVdffEw/x6F0/xs++bUPDY9C1OWPxjWch+DZtCEiWDXA8UyRddHhzMocuBLbrMpaxsB0lG3V0PNvSJQHtLdk6wWLbFF8Eo1z66EdnZnFciaZphHWvjNmVQbPXL9x+LX/zg79v6P7lSU0Z/GcOpqZCyeXnGJogHtaZLVgkwgZF22UqZ9EdNxnPlDyDURdypSp4c1wZlASs81WmJtoG0yKoFhAEgnYXmmdEQoAr5sqaH/r2oabdv4YaE7YrSRdsSrZLOm+xfSDFTN6iJx5mNm8rYfSycLivY1aedynPP1llJQzrkC4DtA2mZVBLIVJ1C1Orit/wFAhkYB959mhd6aVmwZVKPrZguYxninRGTfKWE8jYBoqZoITNDY2JbJHOaIjbvvhMhTg6EmYLMJWdYP/xKT628xLufvdlqzf4ZaBtMC2CWoVopiaYzlvqKe/J1SYjJtt6E4ASFTd1Vf+/2pDAsYksqahJyXYoWK7X0HXuHN1r8DoyWyRTUPkXXYA11zQ5CGK4UvKVvW9wdDzDPx4cm8eXWyu0nMF40q8PogI1j0gp7696/cPA51C6ZQBfllI+ck4HuUqo9nP86Npgh1FTl9jXDfAn4WrDkaru33ZViz9XShVVkr4RQETXKEnFZHC8VoAVVuW3GReCouPyNz84g6mLCr4csGZG01JRskbU+z38tZTybd7PeWEstbBYEvAjN2+b35XMQ7Pq/KuRKToUbcnmrihDfQk0oRo0hQ0NQxcM9SWQKOnZQOijqh7a3176W0xD09CE5v2ptpprhVZbYRpR77+gsFB07e53X8af/9NRJnLze+2GPVX/1cKJyTybu6KYXmQMOdfKw9BUvUFfMszp6UKFn+XTbXzOQ7Vha4I5bec1QEutMDSm3g/wc0KIV4QQe4QQW2q8jhDiTq978wtjY2OrMdY1x96Do0wXbEK6UnkxytpXrKax+J0Gjk3miId0HG/7FTUFh0fTFGyXouVyfDIXNK/136cLZcw98RBCKMWccrhSbTXXCq1mMLV2EtU7jr8DLva6AHwb1RZw/puk3C2lvE5KeV1fX1+Th7k+8PAzw5ia5gnwUVfdv5kwBAymIsGqMZ61SEQMeuMmkzkb21YFbZqXKLW9zk2bOyP0JELEwwZRU2Nbb4KfuWYDoJKfrnQp2spHAxoievrYe3CUO3bva5gguhBazWAWVe+XUk5IKX0i1Z8A7zhHY1t3ODGVYyAVRnrO+LlAZ8xkJF2gPxnG9MLbM3mbkgsbOyKYhoaOIKTrhA0N0/NjxrMlBlMRJZ8bNrnrliE++LbNbOyIYDuSoq3abXTHTLZ2xxoWEWy0dWCjaDWDCdT7hRAhlHr/4+UnCCHK+SAfQPXSvCCxpSuGoWts7IwExwSKpKmtgtcfMTQyRRXKTkVNtnbFgvaGUzmLmbylkqrCT7pKirYXfnZlRWu/+588wL2Pv0bI0LhyYyrYUiYj5pJ6iTbaOrBRtJTBSClt4LeAf0AZwn+TUr4mhLhPCPEB77S7vWawL6Patnx4bUa79vBrT3RNcdIMXWDogo1em/JmoytuYrkug6kIpq6h62qrlfK4Zumio8LLXuROyrn9dHnLGpDOJwAAIABJREFUw6ipc3QiVzHRHal4cuOZYsV5i1VqNrvpbKtFyZBSPgE8UXXs3rK//wdUU9gLHuXJzhkvwdkVM0lGjHlVjytF1FTNlToiJpbXns/UNWxPxtbQBJM5K6gQtW1fo1mtLhs6wsG1/LGVT3S/uVN5892JbJFs0eHmB56uqz5Ti1K0kgrPNr2ftaf3nytUt52o7j62EMKG6guT8VgF5czmzV1RvvepdwX3KFeFyZVsCpbLe98ywF99/zjFKsUNDWVsvakIiZBOwXaxHEk8pFe0KEwXLE5O5TF0waV9CSayRUbTJfoSIXoT4aC/Tk88RKbkVDSoWoZKTVtmaSFcKAZTC3c8/E8VdTNhHbYPpGpOrEYlkqoN8zdu3saX9x7h1dMzuI6sUKPRhV9PE2Ikneei7jgf/ZeXAPMnum8Q2ZLq0RkL6fQllX9WbVDlY4Pa2tYLoG0wC+FCNpi9B0d54KmDHDybBhRxc7AjSipqkivZhHSNzlgoqJq8aaibJ189y/C4Wpn6EiHVQrDsqV5rMv74/f/IyGwhYFZbzhwDIWZqfOu3bkbXBIam0Z8KEzH1BRsxVZc7DI9lvH6cSqRwLF2kYDvEQwYP3f72pTKf2wazEC4Ug/GNI5jscZN0ySFbdCrEyTWBFxSQnJwucHFPrKL7sgBSZW0FATZ1RjB0re52547d+9h/fBLpaaRZVTmh6y/u4nff/xYSYeXkd8dDdFTJMVVf7+h4JiCe2l7xnN8XR9mRxHFVqLsvESZdtBtV2mxXXF7o2HtwlE/ueZnDoxmklKqT8UyRmfxcA9jyxk3jmSIjs8V5IdlM0SZdsImFDFUk5in9j2dKC4Zs77pliGTExHblPGMBeP7NKT7+6EucmckjpWQiU2R0tkC9B/pNQ92MZVQrdk0oI3S8RKgQXo2QFOgCpnMWR8ezF2Qepo0lws9y3/X1F736FKkmbZnz7Uqp+F0eJIqvVbBdXMclXbCC1xyviROotoJSSkqOS7bkqL6cjlszZLtzRz+f33UN4bKOaCFdsLEjQnfMRADHJnJ87C9f4tVTMwBkijanpvM1k67PDU/SnwwR8laUiKGhB9K2EteVio8mhFdmIJuSh2m5sPKFiOWKd5c76a6UHkt4/nn1GDMCKLlqIvclQgx0RAON5oNnZyuMDpSR5SbzbOoI19V97kmEA9/DdlwcVxIPq/Cx7Uqm8xb/7hsv88n3Xs67rxigZLucmsrTmwyTCM9N1xNTOXriYXoTc0nZ2XyJ45N5HFf1++xNRDg9k0cwP89zweRhLjSUT/ryLUUjmsbVOsYLoVTDkvxSFQnB9scX2nDrWJkETs8W+cK3D6tEaVUdS3leJFdyGEsXKNouEVPn3/zLS/jrF05wYirPHzxxkBOTOT78YxfjAqOzBQpR0yNlCgqWw6tT+eC+nVGTnkSIHYPJoHAuauroaYHtSPqSlXme5eZh2luydY6lUjvKiYb7j08pciPMWw0agd9k1vcR0kWHwY4wm7tidQvSBHMrVq06Fp99MJYucHomj+X18YyFNP7y+8f5tR/bxrVbVd+av9h3nM/+/QGKXiJzNm/xzRdPcu1/eorxTKnivtN5izMzBT516w52XbuJ09N5Xj09S8FykUiKttMUpc22waxzLIXaUU00FAJOTRcqfJCF4BuHD4kSCzR1jbCuRAPH0kXGM0XVbKnGNWTVnz78Oha/6C1XcnClKiLb3B2jLxnF0ASPv3ya+//VW3n/1YoS+J3Xx/h/vvEyk9kS3x+e5PP/6xCT+doshbxXJ/O1fceUoIYuCOkC6cJ4psTZ2cKKlTbbW7J1jqVQO6q3YAPJCKem85ydKTRUplxrW+Y73NLjcjluYwVcAhWxcuScckykzOEv2m5gcPmSo/ImlsPp6Twf/fp+MkWLjR0RzswUOHAmzUf+/AWKllNzjD4k8MBTB5nMloLW7IamYRrKuLf3J1fci7O9wqxzLEW8+8RUDttxGR7LcPDsLOOZIjFT1cYvF7arQtBCCMK6aFgbwM+1eMWWSFTF5UPfPsS9j78WhH5LjstIukiu5OBI5TO9OZ5VjWk1JX1reGIfeXthpXZNwKHRTEWnA8uL5Nlu7ejdUtE2mHWOpYh3J0I6p6YLnsqkoGg5zBZdTE1w5cYU3bH6icCF4EhlOCvpCBAP6fQmwjzy7FFMXTCQjCij8nyr8iu7wJmZImdm8mSLNpqmypahdpTPR8zU0Mqu5Buq5aiweTNaarS3ZC2ARsW7A1VMoX78jZPmNXfd1BVjpjCzJO3mZiFXcpjNl5gt2OQtR1FuoiZjVc67DwlomkC6EsuBgWSIyZxVN3gRC2nkrdorkETJ2TajpUZ7hTmPkC7aiqLiq/pLT3e5LFse1tfmV65C05Zvy9iOyrn40ATzito0hPc/VYB2UXeMqFk5/g2pMJf1J9jUGcWRXoGcVhmQ0AR8btc1TVHSbBvMeQS/wnKoL8GOwRSxkA5CVCTtOpa5LWsW+pNhQPj/Dya2hmIul0NKcJF0xQxsV1VnbuqMVBjWRLZEyVbKm4YX2RACQoZQJdCa4qU1S3a2bTDnEaoDBMmIgSshFTWCgIGp62zujKyKLtli1wzrgv5UhI3eKqgoOYJkWMcwtAqBMl1T1aGbOmN0xkJs64nREw+TKTr0xc3AaEqOUqfJlRy29sTpiptB3xxdQG8yxPb+ZNM+Y9tgziNUBwi6YiE6IwZnZ4u8enqWM9MFdl27ic/+zFvZ0t3cEuWwLhhIhbliMMnmsurJsKExmAoTNjS6E6GK90ggGtL5jX8xxNu3dDGYirBjIEFfIsTFPTG29cYxdIHtwqd/6i08/KF38Ds/cRmartMTN/HVliQwlSvxjou6MHQVXNjWG6cnEUYTWlPbAbYN5jxF3nI4MpZhKmehoZ7+OcvhS985wisnp9l1bS05t+VDoiJpn7p1B8/+h3fzZx++npuGeuhPhtnWm+BjOy/B1HXGMwVOTeU9lrEgFtLZs/8Ud90yxGc+eBVd8TCuVAnS8kTjO68YYCAV4RsvnsTQBF2xMBf3JLi4J+atVvCNF09y+UCS7liIdMGmJx7m4++8lB0bUk2TmGpHyc4jlPPOckV7LqJUNlcsR4l8b+tZeIXRPV2xRqdZyZEVrOJakb2rN3dy92MvqTZ/ukZvIhwUqj3w1EHGMkUyRVttpzRByNDmEU1H0gUSIZ100WYyW8JyXOX7aKoXzd5DY4QNjcv7k9x+/RZuGOomV7I5NeXSlwwTXaEIYMutMEKIW4UQrwshjggh7lngvF1CCCmEuO5cjm8tUZ7pr645EWVOtu26HJ3ILehz+La2FF8nU1ATvx527ugnFTXZMZikLxlmZLbAq6dmeGMsy4GzaaayJaSrci62IxnPlPjI156vEN9TzIcip6YL5C1XdV5zFRMh7EnRFm2XV07P8Olv/ZC/+Kc3wfvMZ2byAbduuWgpg2lUjFwIkURJLP3zuR3h2qKcdxbStdqTXcyFluOhRX79Ymmq/46EI6OZBc/Z0hVjIlvk5FR+nlytz4wuV+l0XCqKvm4a6mYyNxeO9s+XEhyvmMyH7cJf/PMxvj88WXH+StBSBkOZGLmUsgT4YuTV+Azwn4HCuRzcWmNLVyyQKOpLhlUrCR9yTui7I2Yy1Buv2VWsAkuYXf6d7EVK3u+6ZYjJrBWURFefbbtuUKDmo5yh/dzwJBpzFaK+HrOLKh5TugCi7Hosu1isFlrNYBYVIxdCvB3YIqX8Hwtd6HwUIy8PKyfCBn3JUPDEVX6DoC8ZwtR1PnXrDpIRI2guK4SqgKzqPNEw/HOrcynV2Lmjn0RYn8u/CJVo9OHKyoI2X/HfZ2ifmMoRDemYmkbE1ImYOkbZTYXwGdZzx45OZPlvL5yoW+68FLSa07+gGLkQQgO+QANql1LK3cBuUCIYTRrfmqK6S9nFPQn+8GevBmrLDG3vTzKaLgS0/aKtVFc0vz9L1fVDuqLYSAmudLHduV4uQoCQNJTzuGwgxUvHp7x7qV+pRDVi8lnVfmnBYEpVVJYztG3HZSJbAneuVbqhzTXF1byL6ELRhWxX8tXvDnNiMs/nfv5qzBWwHVrNYBYTI08CVwF7PV7VIPC4EOIDUsrzXxaG+ryzWsf8vpmmLtjWGw/8j02dUUAJYRRtN0gwStRq0JcMU7Sdsk7JLoamhP4+deuORcd41y1DfHLPy0zlLKSYM8tkWGdzV4yxTLFCpbOaoX3v46/RE1eh46LtomuCj73zUmzX5avfHVbNmgyNeMjA0DUGUhFePjnD3//wDJPZEl/95Xcsm/HQUjJLQggDOAT8BKol3/PAL0kpX6tz/l7gE4sZy4Uis1QL5dpfo+kig6kwqehcglFKydmZPLGwOU/Ab9e1m3hueHIpAnkV9y2XfNrWE+Oe266oEA2sp0m20Gvf/tFZvvKdNzgzk2cwFeX267dw/bYu/vy5Y3ztuWMA/Mf37eDOWy5ZaHjnjy6ZEOJ9wBdRPS7/VEr5+0KI+4AXpJTVSv57aRtMw7hj9755xWq5kk1/MsJdtwwtVT1yzeC4kjMz+aD9uo9/PDDKK6emefAX3462cPuC88dgVgNtg1FoVAq2FeC4krOzhUAPwMeW7lgjPkxbyK+NxbGUYrX1Dl0TbEhFVpzZr0arOf1trDIaLVZrBWhelG00XSRbnN8Yd1nXbMpV2mhjnUIIQX+VCOBK0F5h2jjvIYSqwyG9cuJH22DauGDQn4ysONvf3pK1cUFBiEW4O4ugbTBttLEEtA2mjTaWgLbBtNHGEtA2mDbaWALaBtNGG0tA22DaaGMJaJMvASHEGHBslW/TC4yv8j2WivaYamNcSnlrrRfaBnOOIIR4QUq5rhRs2mNaOtpbsjbaWALaBtNGG0tA22DOHXav9QBqoD2mJaLtw7TRxhLQXmHaaGMJaBtMG20sAW2DaaONJaBtMG20sQS0DQa49dZbfXXS9k/7R7IA2gYDjI+vNROjjVZB22DaaGMJaBtMG20sAW2DaaONJaAts9TGeQdf3f/EVI4tTRZObxvMBY7VnFxrgXJB9c6oGfTHvI/aPXKWivaW7AKGP7lG04WKyeV3LG5FlHeSFkJU9MdsBtoGcwFjtSfXWqC8k7QPvz9mM9A2mAsYqz251gLlnaR9lPfHXCnaBnMBY0tXjIlskeGxDAfPzjI8lmEiW2za5FoLlHeSllLO64+5UrQN5gLGTUPdjKZLlBwXTUDJcRlNl7hpqHuth7ZsrHZTqHaU7ALGc8OT9CVUN+KS4xLSVSfk54YnuXutB7cCrGZTqLbBXMA4MZWjNxGmLxkJjkkpW9qHWW20t2QXMFbbQT4f0VIGI4S4XAjxg7KfWSHE71Sds1MIMVN2zr1rNd71jrtuGWI2b3F4JM2BMzMcHkkzm7ea5iCfj2ipLZmU8nXgbQBCCB04BfxNjVO/J6V8/7kcW6uiYDmUHBdXgitdClUrThuVaKkVpgo/AbwhpVxtidfzFvc/eYBcycEXDpISciWH+588sLYDW8doZYO5HXi0zms3CSFeFkI8KYS48lwOqpVwZCyL4xmL38jOkfDGWHbNxrTe0ZIGI4QIAR8AvlHj5f3ARVLKa4AvAX9b5xp3CiFeEEK8MDY2tnqDXcdw3DJr8X8A212wSveCRkv5MGW4DdgvpRypfkFKOVv29yeEEH8khOiVUo5XnbcbT2XxuuuuuyBniKELLEeqKnZBUM1u6CtrnNpM1GNT7z04ygNPHWR4XK2G23pi3HPbFavOtG5Vg7mDOtsxIcQgMCKllEKIG1Cr6MS5HNxao1HK/iW9cQ6PZnCl8l8EoAt1fD2gHlV/18lp/mLfMaZyFppn20fGsnxiz8t8ftc1q2o0LbclE0LEgJ8Evll27KNCiI96/9wFvCqEeBl4CLhdXkB6uEuh7N9z2xV0xUOETQ1TF4RNja54iHtuu2INRj4f9djUjzx7lHTBRtcEuqapHyHIFO1VZ1q33AojpcwBPVXHvlr29y8DXz7X41ovKJ9kALGQQa6kJlL1k3fnjn4+v+saHn5mmJNTOTavswKyE1M5OqNmxbGoqZMtOQgkhj73vBdC+WSrzVJoOYNpY2HUm2T1JtJq8q5Wii1dMUbThcD4QTER4iGdku2qbaS3JZMSdE2sOkuhbTDnGepNslaju+w9OMpUtsibE1lMTWMgFcbQNSxH8pGbtwU+jBRqt+1K6Ayb81gKzS7Bbjkf5kLG3oOj3LF7Hzc/8DR37N5X0y9Z7XqQcwHfD7NcyebOKAg4OV0gpGvc94Erufvdl/G5XdewvT+BEAIhBJf2xec5/KtRgt02mBZBo7/81a4HORco98NS0RDb+5Nc3BOjMxaq+BydsRB9yTDXbu2qGVJejRLs9pasRbBUZ76VDKQai/lhew+O8ok9L5Mp2jiuZDxT5BN7XuZDN17Ec8OTwfbr8GiawVSk7nWWg/YK0yI4H+vv62GxsoP7nzzAdM5CuqALgXRhKlvioacPV6zA6YLNRLZY9zrLQdtgWgQXUu3KQn7Y3oOjvD6awXYllqtY1pomcCU4LhXbr66YyWTWaqo/1zaYFsH54Mw3inp+GMC9j79Wwa62HBfHlTV7VPQmwiTDelP9uXZTWBSX7IUXXljrYSwKP0S6HpOM5wJ37N7HaLrAyak8RdulnPEmgZAuuHwwFRzLlWz6kxEevfPGpYaX65Lp2k5/C6HVnfmVwg8GDKYinJzO45atLB1RA+lKXj87S8mrWTB1wQev2dhU+di2wVzgaCVtZT8pm4qabAbGM0WKtksspPPrP76NR743rNjXqCXCcSRf23eMvsTZhiOMi6Htw1zAaDVtZd+PG88UGEsXKNgOuib4yM3beG54kpIjCRkaUVMnYuqYukamaHNkNMOZ6XwgVpguWMuOMLYN5gJGq2kr79zRz65rNzGZtSg5koih0xUz2bP/FIdGZrFdN+CWgeKZlWwXy5VYrkTXBLYrOT1dWLbCZ3tLdgFjqUTN1UYj28PnhifpipmB+GC6YJOMgOVIDE2bR8gEML1lQbrqNRfJZNbiD3926RHGtsFcwFgromYtwwAacswPjcwyW7DREOhCYDuSiWyJiKFUO6sJmQAbO6OAYDxTDBQ+o6a2LF+tbTAXMO66ZYh7H3+NXMkmaurkLWfJuZ2lBg3qRaxiXhHbYo6579RrXqmlEOC6EiEEn9t1TUXZ8qW9MYQQlBzX46Wp1dQPNy8HbYO5gLFzRz/3wbJzO8sJ1/p+k+NKjo5nKTmuWilcyY7BZMW5tbaHIUMjX3JwpUQIb9sl1fFaYXd/jCt5KJSjbTAXOFaS21kKIdTHiakcuoAzM0WEUEVfriuxPRJluc5zre3h9v4kb05kmM3PCain4iYX9ySA2ivefR+4smkJ35YyGCHE5cBflx0aAu6VUn6x7BwBPAi8D8gBH5ZS7j+nA20hrCQPs5ygwZauGC8dn0II0DzvXAAhHaZyFvGwge24jKSLWI4kpGvsPTgajMnfRg52GPNWjLor3geu5NE7b8RxJYK57dxy0FJhZSnl61LKt0kp3wa8A2UQ1VKxtwHbvZ87gT8+t6NsHaw0D7McQuhdtwxhuS5SSqSUuK7ERbKhI0IyYmBqgpPTeZCwuTNCyXErxlTOMzs7W2AsXSRbtHj4mWEeeOpg3TB5wXI4NZXHWSEVrKVWmCrUk4r9IPA1TylmnxCiUwixQUp55twPcQ7rMaP+8DPDWI7DRKZsexM1FtxSlX+OZNhgJm8BNOwf7NzRz/a+BG9O5nBctYLEQgYj6SJSqrxJX1ULjupt3s4d/bxycpr9x6dwXEnY0Dg6nmEsU6InZnJ2pkDBVkYpgBOTOf52/yluaEKjqFY2mHpSsZuAE2X/PukdWzODWe1W2MvF4dE0MzkLTRNBUm88XcJy0jXPr/4cectBAKYmmMlbFf7BQg+Ie267IriO7bicnMrjSNAEFG2XbMkmbOhBVKt6m7f34Chf2fsGrpQY2lxoWQCjmRKG5xf5a4kmJQ8+fZjfZjtbulcWMm+pLZmPRaRia21Q563D51Iqdr1m1Eu2i4vEclyKlovlqH+XbLfm+bU+Rypq0hUP871PvYtH77wxMJZP7nmZl45PcXYmz0vHp/jknpdrbqtOzxRwJBiaIGRonlwSjMwWgvtWb/MefmYY23XRNVXPr2kCDRFI3Nai+xua4K++f5yXjk+t6DtrSYNhAalY1Iqypezfm4HT1SdJKXdLKa+TUl7X19e3SsNUWK/VklJKHFcl+CQERVj1Sj4a/RwPPHVQJRABQ9eQKIf+gacOBufs3NHPo3feiCYEIV1g6hoCgampKelvqWrV/ZyYyhHWNcqH6Wf3w7oIjEUAhvCflpIfnZnlQ3/6fY5NLF9svVUNpq5ULPA48CGhcCMws9b+y3qtlhRCoAm1FRIQ/N12ZU11mkY/x/B41ruWQCDQvPv4CcWFoGsCQ1MGUK/oa0tXjI6YiZTgSolEBs58KmoSNTVMb8Xy9xsnpgrYrlo9n3tj+crBLWcwDUjFPgEMA0eAPwF+85wPsgrrtVrS1JXvYmoaYUMLnu5F260ZOVvu53BcieVIirY7Tx5qW09MNXNy56JmILi8P8FnPngVAJ/+1qsV77vrliFMXacnYaILVXUpgPdc0Yeha8RDOtLbatou+DvMwVSEb3z0Jm6/Yeuyv7N2xSXnpuJyPVZL3rF7H0fHMxVdlC3HRROC7QNzWfdalYsnp3LEQzpCCNJFu8Kxv/UL3+XIWBZdCFypmMKgtkubu2PM5C36EmHSRZtk2ODkVI6i7Qa0F12Dn756Ay8en8HURUUEzl9tgqDCZJbBjii7rt3MDUPdfH94kq//8zEOjaSDQjIBvPuKAT7x3ssY6ktg6ouuE3UTNW2DoXVKlJuN8qiXPynfnMixuTNCKhoKzpNSMpO3+N6n3rXge/0JDQQySEXLnYtWiTlCpAC2dkcxdI2x2QJ521U5GTl3XmfMYHPXXCeBcsMFFbQYyxQpettEKSXfPTTOl54+zFROhbuv2pji373nMi7qUdfZ0h1bkcG0clh5XWE18iyrnbupxSUL6RolpzJKVstPWYgW8+idNwYi5/uGJwL/yCl7NksUPWZjZ4SSl4HXNQ1DKP+lYLlM52w6ohbJyPzw8hOvnGb3945yZibPhlSU264a5JnDY/xvzz+Jmjp33rKNn75mY8AoaAbaKwwrX2EWetoud4KvxjWbed+bH3iazqiJKJuMtVaiq3/vH8hbjgr1ysr4ftjQMDTFJrYclYD0J7cfXBBALKTTlwyja4K+RJjbr9/CA//wOoYmCBuCiayldMq86+4YSKIJwUSuyIZUlNuv3xIkLbd2xypU/+ugroW1nNO/HtHMPIuvn3zX119kNF3AduQ5zd34VY1j6SIHzqYZSxfZde2meUa6UMSsXAM6bzk4jgy2YuUQAsVWLqPqQ1krQZSBWY7LickcxyayHDw7y//7t69i2Q66EJyaLgQhbF0T3H7dFqbzJdJFi1TEYCJb5MGnD/PS8Sk2dkYbMZYF0TaYJqBZeZZybpfjqj396Zk8s2X0k9XO3ew9OMqe/afoS4a5YjBJXzLMnv2n5vHL/IjZWLrA8FiGA2dmOTmVZzAV4t7HX+PNiQyTGUWg9Dd45TYjUJExXQgSYSOg/EupolugJqe/lXM8Gn9fMkyu5DCZs3hzMkfeUucmwzo9MZODZ9OYuqrrF6gHTcTQ2PPiKSJVv6PloO3DNAHNqlwsrxVxpcqHCODsrFJKORe5m4V8E/9136d6x9YOnnh1BNt1CesaHTGTJ14dIRbSyBZVfX1IF0G0SheKKey4itLiSLikL86nbt3BKyen+creN4JsvX/uhlSEsUwRG5W9L3oG4i9ChiYYSIbRNEFPPMyZ2TypiAECDE1DE2DqRtMeNO0VpgloVp7lxFQO23E5PV1QtA/UU7lou5yYzHJyKs/h0XTdVhfNQL3V8vBoeh6z+YlXR+iOm7xlQweX9CfpTUSwXZeZvB3Q93VNCyaZI1XFpCsVA2BDMkTaa7N39eZOPrbzEkwvU+9I5RPZrlpxfFf7+FS+IpN/UXcUzePB3X79FjZ0RIOyAJ8608wHTdtgmoBmtZjY0hVjZFYVVhma5tFFFGbyNt1xJWK3mnJI1b7JbN7iyFiGiUxpnk/luJIZL3zrwxBK57houxRth5LtUB5zU8lSKJQczqZL6AJG0wU+seflQFfMb+Jsu2p1dV2w5VwCMqRrdEZ1YiHVvq8nHua337Wdd17Rz2/tvARXqhV+NZLE7S1Zk9AMVcq7bhni17/2vFKkx+NC6QINsKWkN6Eo7wttk1Yaei6v87cdl1PTigTp186fnM5jzORxUbSUvDXnmaQLVrClAiocfd/wDU2jYDkglPL+eKbEUF+CU9N5SraLIQRC19A8aaTqYEF33CRm6jgS7nnXdm4Y6iZs6vTEQ0RMnYErBzF0bdWSxO2wMusrcXnrF75bUSvSmwhzajpPSBdc0j+XfZdScna2EETPlht6rtXv/n1v3cBzw5PsPz6FAAY7Ioyllcqk71eFDcUKcCQMpsL0JsIc8VT1Y6ZGuujMYwyHdLVFK1/BVAIzxumZvLeVUtsoxytb9rG1K0o0ZDCTLzHohYp/7NJeuuJmkKdpItqZ/oWwngymPA9iOy4js0UKtktIF55cEIylixRsBxD0JUJBsdVs3mIkXUBKuHZrV0MKLp/c83JFv3uVYTf5/K5r+PS3Xg1yLemCxbGJXGAEYUOxhRNhHduVdERNRtNFBlNhUtEQs3mL8UyRXEkZTsRQrGUpqUiMqoQl4EXCdIG3es2Nc1NnlD/7teuD8LMmBJ0xk46qPFAT0c7DtAp8fyika5ycLoCAvoSJK1Xl4InJHCWP7+W6qnBqNm8xm7c4PaMEuh3XbcjPefiZ4QX73W/pijGRLTI8luHUdD42Y8W6AAAgAElEQVR4n2CO3Tydt0gXbPKWQ9jQKFbV0vjnxkI6rivnsQgk4LrqT1MX2LLSWFIRg4+/89LAWJIRky3dqn3fKhnLgmgbzDqFmqAqTxEPm2zqjAbRo5CusbEjSiykolnjmSLjmSIaajsTNvSGEp0npnI15VX9fvc3DXUzmi55BjqXRxFC1asUbTeY3DM5C0MTjGVKnJjMcnomHyQlO2MG2ZJDNFQ7D+Kirl1yKnc7A8kQ//G2K7hhqJt42GBzVyzI+K8V2gazzjCno+Wo8ltPC9iXJDI0GOpLkIqa9CXD4EWkSo6LRNFP+pJhoDEFF19e1Yff7z4e0nnk2aPeiiUp2vOd+XJSpaYJirZLfzJEuqh0w0K6xqauKJu74mzuirKpM0q9RcG/ZiykM5AMETKU8T3y7DBHRjIMpCKqvmWNsfYjaKMCfuIwbGggVfGVEMpvUQYz9ytLRkx6kyFiId0r0hJs7IwETnAjCi7JiAoPO66rfqQEKXljPMtswQ4qMaH+xl4yR3PpiStjvWIwxVBfooI4OTyerVEsPgcN5etMZEvgKn/m5FSezz5xYN10FGiHldcZfK2v3kSY0zN5tV8RkoLt0hULIaBCxdHUdR66/WpAaRPrmkBK2bCCS7W86mDCZCRTAirp+FB/rvt5l7CuImDxkBpbOfPBT+qGDUHRrt1izwUmcxY6oJuaqqR0ZcXWcq2Vd9pRMs5tlGwxyr7fli4WMoJIk9806KHb3w5U0vFvGuoOWm0nvIKuTNFedv7hjt37eP7NSUVdceeKvxqBLqA7HuJXbryIPftPUbId0gWbguV42zyNmYJTk4hZDVNT4hZIiaFr5EoOIUOjO27SEw+vNnu7XQ+zHtCI3FJ54hCvVl2iQqtQmSCtJXtkOS6f+eBVy55EJ6ZyhA0N21ET1XKdxd+EmmGmodETD3H3uy8D4MvfOYLtSkxN6QdM5Ru7FqhEreaxClxHBSZcKZnIWIQNnWTEXHYXsZWg5XwYT5hvjxDioBDigBDipqrXdwohZoQQP/B+7l2rsVajkTIAP6y8mAJko9erh3IKfrXQRTJi4KLq680lRKRU5r4IwLNHJhjsiDCYimBLQcELN4cNjcsHknTFKpON1XeRHt9MCBBe9E8v8+dgbZR3WnGFeRB4Skq5y9Mnq+XVfk9K+f5zPK5F0agW8c4d/Tz8zDAXu3KeH/DAUweDLd2Ylyisd71627+FVjp/heuJh0gXbLKl2hpl1VBhYaVt9sATB9h/fFJJNnmvC6AnEUIX8Ccfuo6uuMlNf/htMkU3eL8u1Cpl2S7xsApFh3VBf0oxDWxHIrS5xOdaKO+01AojhEgBtwD/H4CUsiSlnF7bUTWORmSK/Cf/99+c5Mx0nnRhjtxoOy6HRjMBY1gAp6YLQb1M+fXq6SY/9O1D3P3YS5yeznN2pkC6YFesTP4Kt603QdRsfHoIAAlhQ7D7e8PYVcbS70XztnTH2dId5cU3p7AcAqIlqBxTyXYxdI2Hbn87N1zczYbOqIoGJsK4fhBAE2umvNNqK8wQMAb8/0KIa4AXgd+WUlYLXt0khHgZJeD3CSnla9UXEkLciRIrZ+vW5cvuLITqJ/xNQ93s2X8qiHJNZItMZi2mcyXu2L0veN3UBRFD1dafni6wsVOFkEdmixW1KoMdEU5O5RlJF0hGDMYzRaZyFjN5i7sfe4l4WKcjOkfYHM8UvJoTN5BYPT2jMvjJyPyakXSxcZ9DooiRY5lShVOve5pn0zmL/pTOb73zUoRQxtkdN5nIWAgpcaUMBAU/tvOSwC/x/blkxKDHDjGVs4iFDfqTkXaUbDEIIa4D9gE/LqX8ZyHEg8CslPJ3y85JAa6UMiOEeB/woJRy+0LXXU6UbLFoV73a+F3XbuK54UkOj6ZJF2y6YurpmbccTk7l6YqZ9CUjAdXFL9fVvKZDfQmTwQ61IqULFmem8xQd9dSVSPqSYXriYQ6eTSOATV3RIBfyxqiSHgobGrYrA3qNoQsGOyLBJPTHfXwyF0gfNQK/fgcgETaIh3RmCxaW46JrGg//8juCLeFdX38Rx3WDvJIj1WeIhQ1e+PRPzvuez7E81XkTJTsJnJRS/rP37z3APeUnSClny/7+hBDij4QQvVLK8WYNopFoV73KxeeGJ3n0zhsrwsf+6yXbZTRdZCJbUn0YjTnWb8RQ6pFTOZtYyEIIOD1dQDLHHHYlTGYtQrpO2FuhxtLFwGCKjkvEUIISp6cLuEgQKotvOZKbhrq5+7GXyJUUL8xZQkgZ5owlFdEZ7IhgaBr9qUggj1TuP/kFZj4hc1NnFF0T81rpNaNsoploKR9GSnkWOOE1VgLV8uJH5ecIIQa9pkoIIW5Afcbla4PWQCPRqcXq/P3X0wWL4bEMPzw1U6ZvLClaDumigyYgHtK5pD8ZsJVH0gVGZwtI1DbGNxZQCcRjkzmKlqKnFOy5QipDU41TkxGTjZ2RgHoTC+nsunYTe/afIl2wcVxJttRYvqQWTE3D9vhn1b6G/90NJCPKwLz/nJ0prAs10MXQaisMwMeBv/QiZMPAr/kysVLKrwK7gH8jhLCBPHC7bPK+s5FoVzJscGQ0g+NxqnzSoO/gb+mK8eZEhomMhSsrI1GuJKhSdMq4YaB8goI1F6LVkCA0j0s2B0ctHkRMPWhF8cFrNgY+VCJsoGsiSP49/MwwJXt+DctyEA3pDKSi87ZRew+Osv/4VMAz64ya5EoOJUflmlZbQqoZaDmDkVL+ALiu6vBXy17/MvDl1RzDYqIXew+OKuEGV6J52r++f/K7P/UWQIVv7/r6i8EqsRjSBSvYgsVDelBgpSbf/C23Lzt0UU+MJ3/nluD41Zs7a/oEn/7Wq6QL9oq+Fx9jmRLP3vMTFceCrRjKQbAdyXTeYmNHFEMXwZZtvaPlDGY94K5bhvjEnpc5Na2ccl1TUkG+MTz8zDAdUZN4yAh6wxu6oCcequiilQjrFCyXrLNwNOr0tKpG9MuWO6M68bDBySkV4XKlrAjhShQPbFNnhEyx0gjq+QRbumKcnSnMO94s+FuxwY4Ip706HyHV9tIPNrQC2gazTPh5ByklSFERVvG3bCIkgi5avipkOS4bSDGaLnB2phCU/1bfIxnWmPWSe0KAjiraioUMNnWqyed4rek0TzzDRVY8uX3UKke+57Yr2Lmjn7tuGWL/8al5Y1gOtvXMTyYG34kQbOwkKHkWUrTEVszHmhmMEOL9wGeAi7xxCEBKKVNrNaZG8fAzw6SiJoMd0eBYOa+pUZ0yP4SbjBiUsqWK1wTQm1AyRBGvDqTo1dDjqHr+7rhJNKRj6oK85VKwHIQGG5MRDF1UONG1ypGPjGX5+KP72eyNtxkwdcE9t10x73j5d5KMmAEXrFW2Yj7WMkr2ReBXgR4pZUpKmWwFY4HFI2CN6pSVZ9U7IoZX1wIRU2Nrd5RU1MRyJKmIge1pE8OcVtnZmSKxkM6GjigbOiL0xENc3K36rVRLPZWXI+O1t7NdSbrocGgkzXTemldevBy8/62DNQ1gvfbIWSrWckt2Ani12RGsc4GFVhA/0ZYr2ZQ88YrtAyluGurm4WeG+fS3Xg0SnTBX37F9IFVx7ORUjv5khJCucXQ8i64JL3k5J2pn6iIQwPDH0hUPc89tQ3P3ekbdyy9H1oSYl4z0ZVhXCg04O1uad9z/TrJFSynDGBrb+5ProkfOUrFmmX4hxPWoLdl3gaJ/XEr5X8/1WJaa6V8oi+9TWxY7PpO3EPgt5uZoMomwzmWe8fihWF+rTBNCtalD4jgSXRfsGJxblKWUnJ3JEwubwb386zpeqXFwbjO/QOaELrrjoUC9f+/BUe5/8gCHxzKYmsZAKqxKBs5BF4IVYl2qxvw+kAMiQLLsZ92jntLlc8OTNROaX31mmNHZAscncxwdz+K4kkzRDoiPmaLt5WMkBatS8cXva69pAkcqGsvGjighQ5snBpG3VE7DH0P5dX1OV5MWk3kQQvHRykPr9z7+Gm9O5gJhwjMzxXkVlK2GtdySdUsp37OG918RaoVnfR2vctiOq6oFvX6SRdup0Pc6NJJWbb6F6vhbctwKZcudO/or+tr7K1QyYiCpLFf2tzu24zI8lgk0wc4FXKnUa37J6x9ZLqyu6lgELpKxdJFtvfE17yC9XKylwXxbCPEeKeX/XMMxNBW1fJuR2aLXpVjgOJJqvzpwtCVYEsJeLMF2XJ5/c4LLP/0kris91XtFYtzWE+Nzu64BmJeEfOCpgxwezSDE6qwk9aBCnPC1fce4enNnEEYO6ZqnxzwnlLEeOkgvF2tiMB7X698D/14IUQQsWiisXA/l5cXBU9916YmbTOftBevjA6avEMzmLU5MKv1i2/UMymMN9MZMch41ptYqd/+TBwCVST9XMDTV/NWRMJktcf+TB9jSFePouJKOLTouwsFrPaG1ZHTMx5oYjJRSCiF+IKW8di3uv1rYuaOfXSeneeTZo2RLSj1lQypC2NSJhUyOTVZuQ8rp8KB4YrYrOTGVo1aA15WqrqQrDnc/9hKpqDmvtCBTcuiKGYxlrBpXaD40UdkxzJVweCzDBzYk+f6bJWUkGliuisZtSITmOfyr3cuzmVjLLdlzQojrpZTPr+EYmory7l1by6JhRdsl5VVI+vSWcgjgop4Yp6fz89Qfq1GwXcbTJSRKxNsPEOw6Oc1zw5OcncnP2/atJgLNMu/DCaHYyv94cIz+ZIjZvGppHg9ppKIGW7rjdeuG6pVKrBTNNMi1jJK9E9gnhHhDCPGKEOKHQohX1nA8K0Yt2n9H1KQnHqI/qej0oFpY+I2DgCDiJYRgMBUOMvt1IRRT2b+H5Th8Ze8bjKYL6Nrq/Eqrjbya7+lnJzRgIBUO+rYM9SXY4Yn69cTD85z9ZvYHrYV6pdrLFQZcyxXmtjW896qgHu1/Jm/x1L+9MaCnpAs2tquSmhLVn7E/GWE6V6I3EWZ0tlj7BmXoTcxR/mdyKs8SNXUVGAAaLy5uDOXrngBChmJM+4IUAtXOYoNXCFZLzK+Ws9+oMMhysVALwuWsMmtmMFLKY2t179XCYhwyX2myXsntHbv3cfDsTE3/xYdfUJYqm2QF2w00AHRNUGoCgbLWfcsvW7Acr2pSHR/qi1eEtz9y87YK/YJ6SpzN6g9aD802yDZbuYmoGSWrmiQLldzedcsQv/bn9V26sC7oToQYTZcYSxfoiYfIeqLlUVNjIlOqEA1vJlw5P/Hpb8NipkZ/MjLvIVCv9qb6My/2na0EzTbItsE0ETt39HMf83MjjS79O3f0z4uclUN4Le50AdO5EgIYSEW5akOKp340gu2q2pfy1WCh6y0V9a6Ts1ylB/DuGyuON1KPv9LvbDE02yBbSjVmtbCeOpBd/Xv/QN5yECiiZfk2KOy16vJzHr/3/it5+dQ039x/KpjMsZDOJb0J8pbNiakcSJUjWYpG8nKQihi88nvvXdV7LBfLUJ45b1RjEEJ0Ao8AV6Eeev+3lPK5stcFSh3zfSiu2oellPvXYqzLwUdu3saDTx9BE4pzVb7FKjlKTwwh0JB89okDgdM91BfnE++5jNm8zZ4XT3Jm1lKCGk5lw6RmQpQtX9lSs8MMzUMzlWdazmBYXCr2NmC79/N/AX/s/bksnOukmi/k/cfffYO8Nb+9neU1ZVXz1MXUBR+66SJ+8botvHxihq985wghQ2MwFcHUBSOzRVYr6S89v0bTVCDiQkBLGUyZVOyHQUnFAtUFGB8EvubV2ezzxMs3SCnPLPV+5yKpVn4v3zATIZ1E2MB1LW87VXmuP//jIZ2v/Otr2dodIxkx+e/7TxIytMDB7U1EODOzeIh6JZCA40IqrAfs6vMZLWUwNCYVuwlVnObjpHeswmAakYpdTgx/OStStWEeHk0HXDBdFxhSUh38SkUM7rl1Bxf3xOlNhkmEDU5O59EFDI9lVF/KBe/aHGgCeuIm4ZCxag+T9YSWEvJDGfi1wB9LKd8OZKlSvqS2wzZvUyKl3C2lvE5KeV1fX1/Nmy1WilyOvQdHufUL3+XXv/Y8Lx2fQhc0nFX2DTNqqhbelqOceiXOPd9YwoagNx7ioe8c5lP//RVeODoJQCKkc2q6gO0oSv1iNJuVIKQLIqbGlRs7GOyINT1Dv17RagZTSyq2msB5EthS9u/NKFHyJaMRtX1YebHU8ckspiYoOS6zeauuTpmuQWfUIBYycIHeeJjxTDEwSr8Nt4ucJ+zXTCitNclAsn6rjfMVLWUwjUjFAo8DHxIKNwIzy/FfoHHhBl81smi5lBzpSbcqXeOFJpGUkulcib5khPFMkROTOU4voA12UVeM7liIzphSXanmXqWLNt0xE9tpTBxwuVCJUh1Dr5w+rVzn0ihaymA8+FKxrwBvA/5ACPFRXy4WeAIlIXsE+BPgN5d7o3qlyNV79EMjs6rzrwdXgu2qCVRvEqULquZlMlvi7Zs7mMxZqvKyCpqAqKnRFTX4qztvoui4xEOVrqdvlFu6YkznLSWSt9wPXQe+YqWpC687mDgvVGCWilZz+huRipXAx5p1v+qektXKLzt39AcqLKo4aq6jFjBvEuVKNpPZUoVxvHhsmrChzQsjAwymIuiaYDAVYbAjwtbueF2qx2AqtGp+i39VX+kTCDSZz3ErijVFyxnMWmGhEHPI0MiXlIieqQuVVZeq5+N9H7gSgF98+DmOTeYYTEa4/fot3DDUDcD+Y1O8dmambq5kZLZAZ8zkY++8FKhP9bhpqJuv7H1j1b8HVyr1zZAu1l0rinOBtsE0iIVCzNv7k7w5kfGKpSQxUycVNbi4J4HjSu59/DU0oWj8E9kiDz59mN8oDfH8sUmefPVscA/Da7MthAioLL6/UL6y+U2ZyluPP/LsUSW9ylyR2mq5MT3xENt6E6t09fWNtsE0iIVo4p/54FXc+/hrDHYYwVO/ZLv86xu28qXvHPH8ED14z0S2xB88eSDQMd7aHSNXspnKlvDrv0xNsKkripSSk9N5wqYerGx79p8KfCm/xmbWU94PmMSr+F2EDP2891XqoRWd/jXBQiHm8uDAdK5EdzzEx991KW/ZlOLMTJ6I11zVdlxOz+SZyJawvYKvj7/rUv70w9fxiZ+8nIip47hzxpKMmIyki5iaVrci8YGnDjKVs+bxxQQqDN1s6FpriYc3G+0VpkEsRhPfuaOf67Z1M5UtBY4/wIZUlPFMgZIjGc8Ug3BvMmKw+1fewUBKSb3eMNTNZ3/mKv7r/zpEyNCImnoQedrcqc6ZzVtB+4yTU3n2HhxleDyLJkATKuBQvsIYmsYHrh7gwJk0B0cyi35GDaCqUKwav/2uSy9YY4G2wTSMheo2CpbDZLbEM6+P8djzJzgzm2dDKsrt12/h3Vf089DTRwJWsSYgFTH51HsvD4xFCEF3PMTPXruZrlio4h4hXQsSmqdn8miIIMR77+Ov4Xh6ySpypQUlAULAw7/8DgDOzg7TmygxkSktuFVzUT1b6kEXc+TQCxXtehiWXw/juJLJbIl0weL7w5M8+PRhDE1RRvIlh5mCTb7kBL5KxNS4tDfBL994URAlM3WN/lSYsFGb7Vsu4uC6KiAgJWzsVOHmM9MFVZoshBLvk6oj8aV9cd731g1Bm/GwrgV6ZvUQNjQ2d0UZHsuqwEGZEozhiXS8/tnzToqhFs6fepj1ACkls3mbqVwJ13vgPPb8iSCiVbAcxjKlQNWyPxnmd969nRuHeiqukwgb9CbCaJoIcjyHRmbnKdzf94ErvTbdEokymrF0kXhIx3JcHFfiCnXc1AWdYXPOWP4Pe+8eJkld3/u/vlXV98vcZ2dvuDvs4oDKHQTlkBUxAfXRGDcRftFjPPpAEhO8HA2e86gn0ZMnopwYSIxhczEac0CDFzjniCGAK5qACgsoyLK7zC7sfe4z3dPXqvr+/vhW1XT39HWmZ2Znpl7PsyzTU11d3Vuf/n4/t/fH2aY1MhYX0+mfkXKufN+W6s/Ovlg7P8ZVie/0t0g6b3JsMsv4bN4zFoCTM1mChmA0neflyaxnLNGgzj/8zqVlxiKEoCceoj8Z9ozl0/c/x+GxNDM5U+mZZYocGU/z6fufA2CwN+YYhEZAV3VnI+kCQsBZ3UqcHGB7T4zbd1/AY8MTypjkXO99Q6Tk2GTWG7gEcyHqrmiAW68bWsxHtybwDaZJckWLE1NZRmZyZU69SyIU4KXxLJMZpTgZ1AX9iSDn9CfKsvIBXWNjR5iOkhC1m+NJ5Uw0BIamoWmCmazpRcS8rbOjQuGW/6uRGUF29ifY1hOlM6rmaB6dzJQNYGpEXzzgtT6DIKDN7UsCmqA3HuKT9z3LjXseX7Cm11rAN5gmOT2TI1ec34abzpn8rwcPcGg07fkq3dEA/YkQuqZxw2VzhdPxkMHmzgjhipYBt42gUNJO7Ap3u7medMFic6caxWdJN6lJmSRTaaFnPKg3nYsJGxpTWRNniIBaOYUgGtTpiwewnOrndgjhrXZ8H2YR/PjgGHc8fNArvNzaFSEaNJjOFuiNz5XAuFGwjorEp4srBVSqdC8lBHWtrHhzJJVjsE9l2EubxNz/1zXBtm51rGjQyF9aCSCdMh6TuUnN7qCmgyMpLw8EixfCW+34BrMAJmYL3PnwQR49OAaob+j3/6ft/PqFm+cNOWoUBYPy4bDjswVspxYtGQuU5XrcPJBp2RQt2yv6NG0LXRMUTZsXx2a55LMPks5bdIQNZnJm9ZWmxGI055oDTggbVGDDzTW5eSCX9dD3UgvfYFpASsn3nz3Fl384TDqvSlEu29bFR649h4GO8Lzj42GDvnio4bd9aY7HtGYoOFGyzkgQKWVZDdk3nzjKsanynhlLgubUoFmWZHxW+VF50yaogSmrJCNLtJBtOTe/RRegCcF0tliWByqlUd/LalLjbxU/D0NzeZjHXhzjC//6AvtengJUT/3vv2EHbzq3f55BaELQEw+SCFffgjVDtTmaM9mi6ndBlajkirZTAqO0xwRUrXrWHWNwOwo0gTepLBkOkDdtCpZNUNe8otG7b7rCu45SPWhD00iEDb6w+4KqRlBr/ucqK6fx8zALxbRsvvLvR7j9wRe8UPEbXtnHH1yzg65ocN7xQUPJpgYbKfBT/5u4WnX08cksRUsSNlS+X3MTlbact+1y/SBwViBU8lEXAkMXDPbFGU3lmMwU2dIVqasK6QTO1BdDg8lm7Rb/PtPwDaYB+16e4k+/p6Z69caDfOTac7jy7J6qxza7Bas2XbhSwqladbRp295oPJV9n6sfqxQLr0TXnPIZibfF6o2HMC27qi6yy12PDtMRCbCxI+I9Vs8AllqNf6XxDaYBl2/v5p0Xb8G0bT5w1XZiofkfmRCC3niQJ49MNty7l5a6uIIZx6dyGJqgaNvccs9T3HnDRVVFtA1NQ2BjI8HGKbpUhhIL6qTylnM9lC0DmlARN9MJJgSdMuZs0WLnhqS3/apGqwaw1Gr8K82qy8MIIY44w5eeFkLMczyEELuEENPO758WQnx6sa/5hd3n89E3nVPVWAK6xubOCE8emWxqcE/pdGHNqQszbUneVDKwmYLFp+9/jisHu+f1zCfCBh3RID2xIIYuMG2JoWt85Nqd/OJPruMdF24E5rZi7jrXGQnQGw9i2RJLSnrjwaZ78JtVznFpVjhktbLqDMbhDVLKC6WUlb39Lj9yfn+hlPIzi30xTau+xUqEA2zpUmUpzU7ScpOUQV1zjMWe8zClIGSo0pfHhifmCXB8YfcF3L77Arb3xumOBblsWzd3vfsSr4L4izdczEev3UkybKBpgkTY4B0XbuSVA0lVC9YfZ0dfDFtSU9CjklYNoFnhkNWKvyVbAJoQntqkS7NbF3fL0hsPcWI6WzaWwkbSGw97z6vXM+9u/VyDdI+75dpz2lqCv5BxFGu51381GowEHhRCSOAuKeWeKsdcKYR4BiXg9zEp5XOVBzQjFVuNWlGwZvfubpIyoAs2dYQ5OqmMJmRobEiGSUYCZApmzS1Pu/Se3QjdwZEUBVOJmp+zIVnVGNayAbTKatySvd4ZV3498EEhxNUVv98HvEJKeQHwl8B3q52kGanYShLhAJs7I1VDxs1uXUq3LLaEc/rj9MWDTkuy0XDL044hqp5S53ia6UxR5XhyJofH0uu6TqwZVnXiUgjxx0BaSnl7nWOOAJdKKcdqHdNM4jJTML3Vo1b+ZAGDe8rOV6oC89jwRNVo21W3PUJnJFAWupZSMp0t8qNbr2n4Op974HleGEkj5VyULaDr2LbE0AUDHWH6E+GqkbO1nMGvYG0kLoUQMUCTUqac//9V4DMVxwwAp6WUUghxOWoVHV/sa5caS70tUbM3UD2jqzz/x+59hr54iFTeZCZbxLRs+hJzpTjNhG337h/hY/c+w0RJm7LbGCZwhsmWVEdXe/5yjf44k1ltW7INwI8d/+SnwP+TUn6/Qip2N/Csc8ydwA2yjctoO7dE1ULQlec3LclUpsjhsVk6IwFiIZ3RtBoK20rY9q5Hh5nOFKpOaC7asmp1dLvf91pgVa0wUsph4IIqj5dKxf4V8FdLdQ3tyGTXKx+pPP9YOo8mVJ++SpCqlWU2b3kFks1sjY5OZrxasmoif3nLRqKKLj/1lvOW5H2vBVaVwZwJtCOTXe/mqzx/wVJ5mmCJyFhPLIShNfZZKq/72GRW/SCUOkyp0bhVyrU272s9g98sq21LtuK0I5NdL3teeX5ViQx9JbNYFnKj3nz1IAHdMYeK5SVsaJy3qYOdGxIkI4Gq26y1nsFvFt9gWmShmey9+0e4cc/jXHXbI0zO5pnJFskUTGayBQ6eTnFkfJbJWTWPsvT827qjdEUD6JpY1I26a6ifP3zDDjWugjmb0QVlvTy1tllrPYPfLKs6rNwuFqJL1kqItVqPyHS2SCSgc2I6R0AXbEiEMHSN6WzRi4i554XWMu8drHkAACAASURBVO3NXPexyQzT2SKxkO75RaDC57XCyuuImmFl32Bo3WBabZK6cc/j8/b/mYLJaCpPXyLkPT6TLXJ8KouhCXb0x5e8+WqNNHstBTUNxt+SLYBWQ6y1hsvOFqyyxysjYksduvW3Wa3jR8kWQLt6RGJB9a1eLyK21KFbv06sNfwVZgG0q0fkA1dtX5KImM/S4a8wC6DR6ItK6pXIn7+l03t8W3eU8dmCFxFrdN5arKOar2XHd/pZXJSs3QNRF3te35FvC36UrB4LHXdxJlIrIueHilvCj5KtF2pF5NZbzddS4RvMGqPVgIRPa/gG0wZKy15WehyEX/O1tPgGs0jq9basBH4ycmnxw8qL5EyURvWTkUuHbzCLpF7W38+HrD1WncE4ohYpwALMSjE/odQh7gDeDGSA35FS7luq66lV9hIPGUvSA+8b4cqyWn2YesqX1wM7nT83AV9eygup5WRLKdveA3+m+UvrkdVqMPV4O/A1qXgc6BRCbFyqF6vlZKcrKpFh8fmQyippy5aMzOS4+etPrnh0br2w6rZkNFa+3AwcLfn5mPPYyaW6oGpO9tZH298DX+ovpXJFTkzlwJlL6W/5lofVuMI0Ur6sVtYwr/5HCHGTEOIJIcQTo6Ojbb/IpciHlCYlR1N5NWYPQVDX/C3fMrHqDEZKecL5ewT4DnB5xSHHgK0lP29BaSxXnqdlqdhWWIp8SKkR5k0LKaUjYK7aAdq95Vuv2mP1WFVbsmaUL4H7gT8QQtwDvBaYllIu2XasHo3yIa1uf8rbBLIIARsSSsAc2rvlc/Hr0MpZVQaDUr78jqMrbAD/21W+BE/Q73uokPIhVFj5fSt0rR7VDANYUNjZNUJ3+2Toi+udKcXXHmuMX97P0pb31+pPiQY0irZcVBl+u3ty/F4aj7UhRr4aqVU6c3g8w87+eNmxrW5/2l0Cs5DhSesN32CWmFp+AVAmgOH+vNLbH78OrT6rLkq22qjVnzLYG/PL8FchvsEsMbXyMbdeN+SX4a9C/C3ZEtPIL/ANZHXhG8wy4PsFawd/S+bj0wK+wfj4tIBvMD4+LeAbjI9PC/ilMYAQYhR4aYlfphcYW+LXaBX/mqozJqW8rtovfINZJoQQT9RoqV4x/GtqHX9L5uPTAr7B+Pi0gG8wy0el9sCZgH9NLeL7MD4+LeCvMD4+LeAbjI9PC/gG4+PTAr7B+Pi0gG8wwHXXXSdRYn/+H/+PpA6+wQBjYytdieGzWvANxsenBXyD8fFpAd9gfHxawDcYH58W8A3Gx6cFfINpEr/mzgd8g2makVQe2/aNZr3jG0yT5IoWp1M5f6VZ5/gG0wLZgsVIKr/Sl+GzgvgG0yKzeZORVG6lL8NnhfANpglyRYtMwfR+TudMRv2VZl3iG0wDipbNB/95Hx/5xjNMZ4re46lckfG0bzTrDd9gGvDEkUl+8MII+0+l+PA3ni5bWaazRSZmCyt4dT7LjW8wDbjy7B7++rcvIaALXprIcMs9T5WN1ZvKFHyjWUf4BtME1716gNveeT7hgMbpmTwfuudpXhxJe7+fyhSY9I1mXeAbTJNc8oou/tdvXkAybDCZKfLhbz7Ns8envd9PZgpMZXyjWeuc8QYjhPgHIcSIEOLZkse6hRD/JoQ46Pzd5TwuhBB3CiEOCSF+LoS4uJ3Xcu7GJF9814X0xILM5i0+fu/P+enhCe/3E7MFprPFOmfwWe2c8bpkQoirgTTwNSnlq53HPg9MSCk/J4T4BNAlpbxVCPFm4A+BNwOvBe6QUr620Wtceuml8oknnqj6u737R7jr0WEOj6UZSEa44bKtbOmO8Htf30cqr0LNIV3w/11+Fu953Tb+6T+OcO++Y2SKNrGgzgeu2g7A3/xwmEzRQgjoiQbojYcYTefJFmzylo0tJbqAHX1x3vyajTzw7CmGx2YBiAc1sqYkW1DPB9VHqwsYSIQQmqZKd6TE0AS6BpqY+y4M6IJzNiS9gbN3PTrM0ckMW7uiIG1++tIUli3RNcHbzh/gizeUf8/c+dAB/u7Hh5ktWMSCOm8c6uPUTME7R6PR5O5n2Oj4Zo9rhQWeU9T8xZluMABCiG3A/y0xmBeAXVLKk0KIjcBeKeUrhRB3Of9/d+Vx9c5fy2D27h/h0/c/R0AXaEKQK1qYtuRVGxM8vH+0rPlbANt7IgyPZ73HdAHWMn28moBapW66Bn3xEKYtEUAyEiAS0DkyliZdsOcd/44LN3pGc+dDB7jjkUNoQr1G0ZLYErqjATZ1RsgWLYqWrDnQtvQzjAT0msc3e1wrLOKcNQ3mjN+S1WCDawTO3+673wwcLTnumPPYgrjr0WECuiAaNDA09aEbmphnLKC+8UuNBcqNRVDnX6EN2LL2+S0bJjNFZrJFxtIFXp7IcHhstsxYhMBbve7/+Snv8b/78WE0AYamla1aU9kiQqjPJqAL7np0uOprl36G9Y5v9rhWWIpzrlaDqUW1e6bq964Q4iYhxBNCiCdGR0ernuzoZIZIQAfA0DUMXcOy7fqyInVY6sWm3vnzpk3BkkjAsiWzBav8uVL9wfm9SzpvYlqSXNEib1reKla6mkUCelmovZTSz7De8c0e1wpLcc7VajCnna0Yzt8jzuPHgK0lx20BTlQ7gZRyj5TyUinlpX19fVVfZGtXlGxx7sbSNcF4emGRsDNp49tMl8KNex7nzocOlOkOle7etZKvpmzRYktXtOp5Kj/DWsc3e1wrLMU5V6vB3A+81/n/9wL3lTz+n51o2RXAdCP/pR43Xz1I0ZJkCiZSqr/NVeDztYORVI4v7X2RWEDdIpWCXULATLZApmBStKQXUChl7/4RpjIFjoxnODiSqnt8tc+61nmbZSnOecY7/UKIu4FdqFFup4H/AXwX+CZwFvAy8JtSygkhhAD+CrgOyADvk1JWD3+V0EyU7Nhkhi1dUSZn8xyZyJAvNr81MwSYFf5MOz91DZjvui+O12zu4PmTMwR1QTxkMFKxsoYDGkVLck5/nFuvG5rnRJc63KZlc3omT9G22dkX5xPXn1s3SuZ+1pURrYVEvBqdswarO0q21NQzmEr27h/hY/c+w1SmiCagUOLZV7txBSpKJRD0JYLkixbnDHTwxJEJim3q4AzogmKbw3Gv6I5ydDKDLSEW1DEtGxAgwNAEg31xMgWT/kSYu2+6Yt7zb9zzOCOpHNGg4T1W7/hGLEUUrQ5rLkq2Yuwa6uf23Rewoy+GEIKAs5nXAMMQBPTyz1o52SCRjKULbO2J85X3XcZbzx9o2zWZSxC7PjGd9e6agmWTtySmbSMl9CVCQHuc/Vrs3T/CjXse56rbHuHGPY9z2/f3tz3itRCMxof4VLJrqL/sW+3S//lvzOaKFG1JQNewbInG3DZMAqat/u+GS7dyajrHQ8+P1M2dtIKk/ds8AF3T6I0GSOdNipaFBDZ1hkmEA0BjZ79yhWnW4S5dTTojAUZSOY6MZ9jSGS47brERr4XgrzBtYGd/gk1dUYYGkpzVHSNkaDUTlqdncthShXUNDYJ6m/4J2pzkCWiCTZ1h+pNhBvvivKI7ghACXRNNOdA3Xz3ITLbIwdMpnj85zcHTKWayxaYc7lr5k9Mz5f1Hi414LQTfYNqAG43JFpURJMIGEvXhBg1VquLyxYcPcvM/PUlAF9iyPDy7GAStncuo8S8f1FQErGBJTk3neP7ENM8en+aliSyGprag09ki/YlwQ/9BOhcmhPJ9ml0Bq23nNiRCFG27rRGvheBvydrArqF+PoP6Zjw4kqKg9l/YgGVJNOdmcQMCh0bShAIapl366MLRUCtVwWr+XGbJocL5j5TgJv9NKZ3rK3mOZTM+W+ALuy9o6Gjf9egwHZEAGzsi3mOZgsldjw43fG617Zyha+zsi9MVC7Ua8QLaV6fmG0ybcD/8T9//HB0RgWVL8qaFQCCEipRpSCcAALmiTWfEoGhJrIK1YP/DLVsZ6AhzaiZHvqju+FbOJ5t4QlDXEEJ1md5yz1MkI4G6N97RyQydkUDZY836HDdfPcin73+OTMEsi4h96i3nLegmr+YTffr+5/gMtHw+f0vWRkr33r3xEEIIJNIJPUsEgg3JEEEnkjaVNfngG3bw8H/9Fb7wzvO5Ynt3za2Si67NReLclUVKm5fGM+Sc3JAAgrrwztWObZ/ruxQsSaZgld14e/ePlB27d/8IM9kiz5+aYXg0TSqnWh6a9Tl2DfXzmbe9iv5EuOntXz3aWVPmrzBtpPRbNen8PZbOYzp1W0Konw1NYGgC05Z8/l9fIJ032X3JFq7c0cOBkyn+6Ns/ZypTREpZFjworSK+cc/jHBlPMzKTnx9gEKh2AU1jZ3+MW68b4n1f/RmLTbm5eaOQoXk3XuU2y/02jwbVylCwbI5PZulNWAR0vWmfozISuRgWs9pV4htMG6nceycjAQxdkC9anJzJI6RECDBttTUbSIY4NZPnr/e+SCpX5Hdet41zNib4/G+cz+f/dT+HxzMYwGBvjOtfPcBjwxNcddsjbO2KcuVgN/tenqwajbMlvHJDggc+fLX3mF5RbdAqpTVZseCcQ15547nf5gIdTQjPn5vKFPnyb5+/FEnGhiwmxF2Jn+mntUx/LfbuH+G27+/nwEiagC7YkAhh6Kp8JBrQmMoWSeVM8qZFQNeIBXU2dUaJhQweGx4HoDcWRNNgS1eUP9i1g2vO2zDvvImQTipnUbRtpF0eMnB3XhK1CrzwP6/3fvefbnuEo5Pl7Qet4gS7MDTNy8eMpXPM5i3Ppzk4kiIW1DkxnUNz/LeiZWNJ6I0H2dmfaEtjWCssoErAz/QvJe4/SMGyVXJNwrGpLAFN8Jm3vYp0waI3HmKwL865Gzs4uy9OdyzESCrHn7ztPC7a2gnA2GxBydHO5Pjkfc9yx7+9wKfvf47DY7NqhbAko+kipm2ju3evgyhpuKn2r126KrSKoanym75YUEXSLOUzHZ/MMJIqEA3qnk+TypmcdIxF01Tww10FM45qaDW/Zylpp0/kb8naQKlTCZCMBMkUTLpiIXYN9bP10fItgRAC07bZ3BnF0DVsWxIP6aTzFqm86jnpjAb48g+HkVKSd0PTJb0ohqa+vd0HSzcKuoDtPeXbjXTBIqQLryemGTQnh6K6LQVTWRNdU41xUsJktkhH2KAvoTLw0aBBVzTAqZk8Qd2pcHAuLKgLiras6vcsB+3yifwVpg00qpuq2iZgwx9es4PuWJBTqRwDyRDdUeWYzhYsRlN5cqaq4QJlJO6Nbjs3bNjQ6I8HgbmOzqAu6IoF+cT153rX4katXKfdEMqoGuFG5Nx0jBAQ0HWCmtpSui3LpfTGQwQ01dJtORcd0ARCCK+qYSVKWtqFv8K0AdeptGzJaCpPwVJbpu29MaA8sVkt6faK7hgnp7P0xkPommA0XSirgq5G0bYZ6Ihi6IKeeIjOaLDqud3tYiykky1Y2KgtUjORZk0ItnVHGZ8tMJEpYGgC2wYbSW88zGgqR94sT5ZmixZn98XIFG0CuuDUdI6CVV60OT6bZzZveQGM5fZpFoNvMG3g5qsH+fi9zzDplPwLVCRsNJ1n7/4RbztQ66b4/V1n86n7niVnWk6EqXHiMaBrGE5Z/6feMr8fBZSx/P4/71NqNYChCwKaRt5s3MsTMjTuevcl7BrqZ+/+EW655ynSOROERAjBWDpPKKBhSbtqghHUF8R0poBpS7pjAeIhg7F0jpFUgb54sGYScSnUY9qFvyVrA7uG+umJBTF0gUTdzJs7I3REAk0lx3YN9fPZt7+ajR0RxtKFeS0ClQhU5Kme8+r27WRKwsFFS1JwjKWewQjgg7vO9s67a6ifD1y1HaGp4ktDU47/TM7iza/eUNWZ3jXUz903XcETn/pV7nr3JWzriTOdLTKbt+iLB+lLhKsmEd0VcSSVq5scXSn8FaZNpAsWO/riqtDQQUrZ9F7dvcle/7mHiYUMDo+mKdYoDdM1VXpfT9/rlnueYiY3N6LD83+auBYBfGnvizzw7Cmvm/Kx4Qn6E0FmsiYFyyaoayQjBqdmCg0bwkpX16tue6RuErEygLJSQYJa+AbTJtqVHDurO8bpmSwbOiKcmMzOu8E1lMNvWTY3f/1JLj6rq6rPkqlQhWkFTVPGfnAkzS1376MjGuToZNYLKmzqiJCMBFr6QnBp9Dm1Myu/FPhbsjbRLsGFm68exLSVD7GpM+zVnbnYOBpkAizbnrdlcb+hQ4a24BYZW6oVDCQzectLeEogb0mOTmaYyRYX9IXQ6HNaCqWXduIbTJtoV3Ks9DxCCC7c2sXZvTE2JkOebyNRN3VA14gE9DIfwA1xq+LPhb0XN6dj1ti/2RJOp3IL+kKo9znt3T+iREbGZ52Gs/qqNCvBqt6SCSE+AnwAdQ/9AngfsBG4B+gG9gHvkVIui6x+OwsGwdFP1gRvec0A/7LvOH3xECem1XxNS6pK5aIlCRuat2VxtzzJSICtRHl5IlPm4LtFn/VQq1f9Y6Rkwdnyap9TafnKls4Ip1N5jk3lOKc/XjMKuBKs2hVGCLEZuAW41NFc1oEbgNuAL0opdwKTwPtX7ipbp1qU6LvPnOS3LtnChmQYQ5vLoUznTMbSeWZyRTZ3qkat0i1PImywIalyO7Gg5oW7obzkP6gL+uIB72ZQajj1wwMXn9XVUvNWqaBFtYhXqbOfjKias209UTqjwTPGWGAVG4yDAUSEEAYQBU4C1wD3Or//KvDrK3RtVWl089Tq3fjpkUnu/b3Xcds7z6c/GSLsNLuMzxaYmC3yGxdtxrTseVue7b1x3nb+gLe90pwsf0DXeMeFGzl3IIEQgpmcRXcsQECrvRVzCeii6S1Ss2HipZB1XQpW7ZZMSnlcCHE7SsgvCzwIPAlMSSndeGpNMXIhxE3ATQBnnXXW0l8wc7mRdN7EsiVj6Twfu/cZbi9p+a0XJdI1wW9cvAVdCP7h349w4HSKnGkzW7DYe2CUywd72NwVmbfluXHP42zpipRFpsbSOb737Gm6YwF0ATnTZmzWpitqsLkzyqGRtCrNr6Js84dv2NH0t36zYeJ2luAvJat2hXGGKL0d2A5sAmLA9VUOrboZb0ZbuZJmthb1+NwDz6vGMBt0IZC26hP53APPe8c0ihIJIfj1i7fwlfddxqffeh49MVVL9r1nT/EH/3sfL41lvB4Ul2rf3tOZourRTxfLemqmMibpvMlARxhNE+hCVTobmoq8ffTandxy7TlNv+ejkxlMy2Z4NM1+pwPTtOx5K8dSyLouBat2hQGuBQ5LKUcBhBDfBl4HdAohDGeVqSlG3iqN+sKbKec4PJ5Rlb+OAyEESFtyeHzu5qnVz1554/zi2DR/vfdFIgGNrmiAyUyRZ0/M8J//4Sf0xkOMz+Y5qzvGzVcPVv32zpuqR8Wq8FUkMJrKM9gXZ3On5NRMnu5YsKboROWwpQ9ctb3MoBIhg4MjaXSnSsC0Jcencuzsj5edp1a9HagV8kwpk1nNBvMycIUQIorakr0ReAL4AbAbFSkrFSpfFPW2FkDbRBYaFWqWXk8ooBEydKIhVew5NlvgxHSOsXSeLV1RTs1k+fT9z7H74s3cu++4Z4Tjs1XamktwHX5D17j4rK6amfzSYUuGplbCOx45BOAZjdeg6I0AoPzxivdea8jSYj/XdrFqt2RSyp+gnPt9qJCyBuwBbgU+KoQ4BPQAf9+O16vnlDYrsjDYG8OWqt9eIrGlmuY16FQ1u7h1WD+69RruvumKmqoskYDulOBrdMeDXp6mYEmOOZl5XYPHhifKAgGzeQujjjJGQBNNbYkqhy2pv9XjLumCxebOMIYusKTE0AWbO8Pz5tNUYykGIi2W1bzCIKX8Hyg1/1KGgcvb/Vr1nNJmyzluvW6Ij9/7DKmciWnZGJraTt163dCCrufwWJpUTtV2BTSBaUkCGhRttUocnciyuSvMyxOzZd/el3z2wbp5lmjIoD8R9lY2d7vpaq65MzPTeXNeoagmKDMG93Mb7Jvbgrmi5KVU29KeiWUyq3aFWW7qOaXNlnPsGurnC7sv4KKzutjYEeGis7qaEsWrxpWD3U7fjK0auWzVSRkNGmzuCKuKZlvy8kSWiXSB1/3Zw96QpHS++re7AM4dSHD77gsA+OR9z3LdF3/Ix+99hiPjaaYzqhxmJmdyeCztaEaXG56r9t/M5+ZSK/Qcd5RnGn2uy8mqXmGWk0a+RTOOunueduy/q1UPx0OC2bxFZzTA5s4wx6dy2FKFjHUNTk5n+dLeF4kGNUxHmKIUIWBoIF7mNxwaTWNaajqz5nRS2rZUvT+oyQRZ2yKgqRPYEm9ydDOfG9T2D4UQFK35/TYrGTnzVWNon2rMAgb3LBi3TL6yneDUdJYd/QlensgwMVsg73Q7CgGbOpQRlarLVCOgQWc0SKZglW2vwgENgRqQVLSl6tO3lHSULSEa0PndXxlsKexc771MZ4t89u2vXtbP1aGmg+evMG2i3XVkjajlU+3ckPSiWlf+2cMEdcHxqZwXzoXG3ZxFG0bTqiW5dCSHaUk1UcwZX64cca1suFKrxlLvvWzpitb9XFeiM9P3YVYpzfgG23rU0KetXZG6UTGo/pVqS6nknBxM2xmqBJ6KTbXhSq0meBeStFypzkx/hVlBFvMN2YxvcPPVg3zs3mecvvr656u26kgJmi7QpXRECW0CmkbRsrAkBKpMUq6XO8G53sr322zuqZSV6sz0fRja48O0ynLMbLzzoQP85Q8OLWr+pSaUImciEiCoa8wWLAqmxfis0zEhoTcRJKDrfOZtr+KuR4erzrZ0n9uu91vP7/nRrdcs+P06+MqXZxpLnZTbu3+EL+19EZjTLFsItoSRdIHRmRxSKh+mLxFmU0dETQ4AZvOWd+PXSvAOj83WfL8LqdFbqc5M32BWiKUuZ7/r0WEse84HqbfGaELdCPWMKpW3ODY1d83JSIDBvjhDAwk6IgFvlah1IwNV3+/B0zML8kVWqljTN5gVYqm/IY9OZggZaspZLWNxRwnaEqSgrryTWklsxtL150zWupG391R/vwVLUjAtTk3neOF0Sgn/mVbDlbbdM2SaxXf6V4hmq5IXytauKKZlk6kYpAoqz7K9N8b7Xr+dP/m/v1SDmCQN1TYlcDqlztcbD1W95npVx9Xer5SS8dkCGgJdqPKe8dkCpjXT8D0udygffINZMRYSGWoF1yArTaAjpLO1J8Z0tkh3NEgkoFMw7ebHn0uYdHppdm5IVr3mWjdy6fuNhwwCmuRowUJK1SatCSWwbtuyofGuFH6UjJWJki0Hdz50gC8+dNAb46c7iv89sSDbe1Ux5KmZLAFd48jYbNM36caOENt64g0F/GpRGiE8Mp7xCkGDuhItt21JRzTAE59804LO3wb8TP965LHhCQY6Qoyni6pZzZlReWomT0DXODmdVTeoJWlF9u/0TJ6RVIEb9zy+oFWxNEIYNjSnmU2q4VNBjWQswLaeeOMTrQC+07+GOTqZoScWYlOnql52VxBNwMnpHKattj+tamTaEkK6WHB2vTRC6OqnBTSBrsFAR7ilWZjLjW8waxg3EpcIB9CdnvyQExrTncG01XyXZm6K/mR4wbmj0ghhMhJgU0dE6Qdo2rJFuxaKvyVbw5RG4vKmhSaEFwRwJ/5V2kvAKeOvnPtSigASYdXYtZDc0ZWD3Xxp74tYtiRkaCTCRsuGslIjMfwVZg1TmqtQWslzYub5oirRF6LyJpBYtmpKS4bm3x4aqszfddRbzR3t3T/CvfuO0x0LENQFOdNiMlNk98WbWzKWVpKdi1X7KcWPkrF2o2SllApW2CWDWmH+SpMMG/yX121jc1eULzz4ApOZQlk9WkCbm7OZCBvc/psXNn2z37jn8aq1Zv2JcNNRt1rnCOoandFg2aoDLKRmb21GyYQQncDfAa9G/Zv/F+AF4BvANuAI8FtSyskVusQzhseGJ+iLB5nMFClWfElKlBqmrimhijtvuIhdQ/2YjnrMVx87wgunU57RuJs1KZTGs910Eqc94yyqncO0bI6MZ5S8bMmqEw1oba1qXu1bsjuA70sph4ALgOeBTwAPO9rKDzs/ryjt3BIs9NxHJzP0xkNKkE/XyrSV3RVGCDXSz3XiDV3jHRdv5svvvoT7Pvh6EmF101m28mFe0RUlHjL4yx8cIldsLtbWjpKgauc4PZOvWtx5eLy9NXsrYjBCiFjjoxqeIwlcjSOjJKUsSCmnUGqYX3UOW3Ft5aVsdGrm3K5BjabyHBpNky1aCEcaqRR3MvOGZKjsZjJ0jY0dYRLhAJGARjykbr6pbJFDo7OMpnIcGUtzcjpHOm/SiHYUTV452M2xySzPn1RKmqOpHEXbZoPTzObiGko7a/aW1WCEEK8TQvwStRIghLhACPHXCzzdIDAKfEUI8ZQQ4u8cQ9wgpTwJ4Py9ovHJpSzjb3RuV8v5qaOTmLYkX1QlMEXL9qJkMOe/uKr9lTeToWsMdITZ3BklVFKgKYGcKZnOmvzkxXFGZnJMZepPFtk11M/uizczmsrz/KkUo6l8yw5/taDBxkQIQy+/nbNFi8HeWFurmpd7hfki8GvAOICU8hnUKrEQDOBi4MtSyouAWVrYfgkhbhJCPCGEeGJ0dHSBl9CYpSzjb3TuUi3ngCPVCq7fYZcNXNIFWFIykipw5WD3vNcK6BoffMPZTGXnryI28Dc/VIqXE7MFRlK5qsqWoIIPX9r7IpmCRdjQiAZ17t13vOkV1/2S6I2HObs/wXkbO9jSFSERCVY1jFuvG2prVfOyO/1SyqOlXXLQcqLZ5RhwzFHABKWC+QngtBBio5TypBBiI1D1X0JKuQellMmll166ZKHCpVSlb3TuSi3ngC7QhJJX0jRB0cm1CJQRGULQEwvw2PAEt1R5vWvPG1BGVuXTemkiy3S2SEckQDpnYlqS/opvfbepzZZKzv5MYQAAIABJREFUtsmtTO6JBZt2wmsFDRopzLQrR7PcK8xRIcTrACmECAohPoazPWsVKeUp53yvdB56I/BL4H6UpjK0UVt5oSxlo9NCz207+RfAkXpVgQBDE/TGQ02vfoK5G0gCH/nG016/TK5ocWIqVxYMuOvRYUzbdopAHZ0zBKmc2fRr1gsaNCOxu1iWe4X5XVRkazNqhXgQ+OAizveHwD8LIYIoidj3of4NvymEeD9KsPw3F3XFi2Qpy/gbnXuwN8bBkTRCSqf4Uo3ikzhGA57Wc0CTFCxRdfVzs+oHTs9QKvYvKV9sjoxn+NA9T/P53edzfCLLPT87ysmZLK/ojvH7u85WTW26huXopIH6O2/O95tqsdR9RI3wE5es3cTl3v0jc1rOttJytqQKh2mahnQCAG75fygwv5artBT/1LRaMSxZnuw0NHjvldv455+8TM60SYQMQgE1sDYc0Mg5wYZESGc6V/Sqp91ZmpoQ3PXuS1oui1lCcb+aictlNRghxJ1VHp4GnpBSrtjWaa0aDMy/uQ6cniEeMjg5nS8r+QcY2hDnza/ZyPd+cdKbWaNrwivBny1YahumqdVK1wSGgHDQ4Fu/9zqeOzHNf/v2s6TzJkLAls5IWWg35JzHtG2mM0XyjiD7B3edvSABwFY/gxbqzs4Yg9kDDAH/4jz0TuA5YCswLKX88LJdTAlr2WAqcctKLFsymsqrXhRbogkIGWqL0+iOcJvRzt2YJFMw6YmFuG33+UgpeXE0zc3/9CS2swpt6ggTCxlIJKmcycd/9ZX8y5PHOD6VXRbp1wXKWZ0xpTE7gGvcGZRCiC+j/Jg3oWa8+Cwxrg8Q0AWxoO5pJ1sSMk1m6yVqK+UGGX5/19kMJMOcmslxdl+cV25IcGAkjWVLjk/n2JhU82EGkhEuekUXlw/20J8METL0hq+1WNot+LfcUbLNqFmULjFgk5TSAuarNfi0HbeCOahrjKTrJxnrIYGXJzJEA+oWigR1NiRDCCF475Xb6IkFPXnakzM5ZnJFbrhsK6D8ppNTOTKFxpUBi6XdebDlNpjPA08LIb4ihPhH4CngdidD/9AyX8u6ZddQP53R4ILF/TwkTOeKXjlONGjQnwjx2rN7+Oi15zC0IUHAMZrprMnw+Kz3VFtKTk3nmM4UF3sV8yitr5vJFhmfrS8N1QrLajBSyr8HXg/sB74DfBI4IKWclVJ+fDmvZb1zdDKDWITFBHUNTRPMZM2ycpxYyKAvEeLywW7efcUrGBpIEnTKafY8Oszf/mi4rApgfDZftzKgVSrr66JBnZFUgbF0ri15sGX1YYQQHwA+hJpu/DRwBfAYsGgxXJ/W2NoV5fhkdkHPdVsBJJKCZc/b4sRDBj86leKORw5iaIKt3RFOTOXIFm3u/ulR0nmTW67Z6ZXquJUBG5Jh77GFUumz9DmjAdVcz+KiAw3L7fR/CLgMeFxK+QYhxBDwJ8t8DT6oit/HhsebPl4AIUNtSLzByFKtNNW2OF977CXChkbAKY3Z0hnh+HSOTMHi/zxzknTO5BPXD3m/V5UB2YbBgEYh4mqlM73xULtEypfdh8lJKXMAQoiQlHI/8MoGz/FpgWb7Yx4bnqA7GpjnxwhQqvjOz8mwwUev3clXfucy+pNhOqMBbJS8a960yRUtjk1m5xVsHp3MEAsZXi2ZEIJNHSGizvzLH7wwyqfue66sdKZo2ZyYyjFbo02gdLulC3jq6CTv/9oTXP8Xj3rvc6kleJfbYI45XZLfBf5NCHEfcGKZr2HN0mzvzd79I+x7eZKZXJGQoeEEulRSUkBPPMjW7ij/+DuX8fM//jVuufYcL7rWGQlgWXMtzoauJkFXVhy7N66uCc9o8qZkZ1+c971uGwA/PTzBrd/6OencnIFIKTk9Uz0Y4G63TEtyYjqHtNX28PDYrPc+l1qkfMVKY4QQvwJ0oDomFx7fbANrJXFZq9c9oAm6YiHl6KOGw5q2MhBDFwgEnRGDmbyJlHDxWV1lW53SWrJ03vIcdIka46dpgoAm2N4b44EPX+09pzRhmM6b5E2bD12zk8sHu/nuU8e58xHVErCjL87n3vkaumPBsvcTDxv0xUPeDBh3JszhsVnvdSUSy5ac1R31dAHaUDpzxiQuPaSUP1yp116r1O51z7LNluhCleGD2lrYQNGSGJpkJmfSn5zfK+L2r1i2xJbSawXQS2ZfSimxJRwYSbN3/0jNqWLvfu1ZnLspCcCvX7SZeNjgcw/s59Bomg9/QxVtDiTD3munc2p12OC0CbjtDAXLnhvj4fhRpYGHpRQpX+09/T4lVO11T+UJaBrRoMFYaaLSUZsUgGmr0eRuEtKlsn/FlniFl6WqM1KCQMzrJK0st3/LBZvKVpFrz93AZ97+KoKGxrHJLLfc/RQvleRqAPJFi+NTWXJFy9tu6ZrAlpKiZVEwbXKmzaHRNLHg0lcO+Aazhqi1f9+QDJHKFcmUjBC3JWXj7kK64MhExnOiP3LPPt7/tSfImzZFS1IwbU84w7WV0vJ+G7USNMqgd0aDZUbzurN7ue03XkM0qDOWLvChe57mhVOpsudYtuTkdI6LXtHFZ972KrZ1RylaEtNWM250gdeMttRDYX2DWUNUGzJ0Tn+cghN9qqTglPYDmBLPiX7hVIrvPH3SE+sDtX2rVFNyzS1oaGzqiGDoWlPRqM5okK7onNFcsLWTP/+tC+iIBJjJmXz0m8/w9NGpsudIKRlP53nV5g4e+PDVDA0kCBuaUrrRNbZ0RUhGAm0beViLVa1L5jOfyv373v0j3Pz1J5GobVWx4q53HX8N4TjRYDcYe6GkYg3ypk1XNFBzuFI9umJBbGeIK8A5GxLc8a4L+aNv/ZyRVJ5bv/VzPv3W83j9jt6y56VyRYqWzUyuyI7++LyhsO0aeVgLf4VZ4+wa6ice0gnqGggIGxohXWCoHxnoUNJE7n1nNjEjZnNnmJ//8a9x17svoTMS4OBImmOT2ZZ9iJ54yNNoBjirJ8odN1zIlq4IRUvyP+5/jgd/eXre83JFi/5EeF7xpj8U1qctnLMhyUBHmKGBJDs3JDhnIMkremIMDSQI6LrnRNtSlm3DqhHUVIDAJVO02dIVYaez9WtVc60vESIentvobEiGueOGC9nRH8eW8LkH9vPtfcfnPe9dl24lW7RJ54r+UFif9lIrGOBKEMUCGgVLkjftus1jGiCFEq1wcx3t0FzrT6gmM5euaJA//60LeM1mFYL+qx8c4qv/caSsQPPywW4+dM1OOiJBJmYLyzYmw+/pZ+0kLutRK5nnipS7uZR6hHQNG+mN/HPzPpV+xELqtqSUnJrJkS2J5OWKFn/yf37JTw5PANAbD6IJ2NQR5YbLtnJ5STlOLKSSnNoiizcdzowW5aVACKEDTwDHpZRvFUJsB+4BuoF9wHsaVRKsB4Opxfl//K9kixaGppGr057s9vb3xkMkwgbTWVX5e2Q8zUzWpGDZBHWNZMRY8PxLKVX4uLS+zLRs/ujen/P0sWlABRs6wgaWxKsacAnoGhuSYYLGojdONQ1mLWzJPkS5ttltwBcdMfJJ4P0rclWrhNmChSbUjVnvq3NLZ4TBvjjJSMBzrq8c7GYkVaBg2Z7MbC3lzGYQQjCQDBMq6ZA0dKVuE3M0nVM5k8lMEV3APT87WvZ8VbyZrVm82Q5WtcEIIbYAb0GNvECovcE1KBVMOAPEyM90YkGdoiXnhZsrOZ2a34DljtAI6hq2U6LSFw/y2PDEgq9H05TRlK4Sp1I5NiZDdEdVRG22YDE+W+DE9PwQ8uMvjvPbf/sTrvyzh9s+KQFWucEAfwH8EXMjS3qAKVdkAyUWuHklLmy18Mahvoa+C6jyl+lskYCmxDM+ed+z7Ht5kpChMdgXZ2ggyWBfvCXlzFrommBjR8TrldmYjJA3Jb3xEL1xlfBUETLLy+MA/NN/HOFT9z/LL45PMZUpcGgkxafue7atRrNqDUYI8VZgREr5ZOnDVQ6tejsslxj5UrLYuTN3PnSA7z07P89Rje09UT779leTKdoULNtx9uH4VI5Ubu6mbVcuRBlNmICuccNlWzFtSbZo0RUN0OWsNJmixYfveZrRVJ6fDk/w9Z++jJSq1sy0JJOZAtmixZf3vrjo63FZtU6/EOLPgPcAJhAGkiidgF8DBqSUphDiSuCPpZS/Vu9cq9Hpr6W3tfvizTw2PNFQtO4j9+zjO0+fbPr1zh1I0BkNlrUPzGSLHJ/KYmiCHf3xZjW/6r6nym7Kq3b2cnI6x78fHOOenx3l1EyWgWSEV21K8s0nj3q1ct3RIC+cTnntCrY9t80M6II73nUhbz5/U7OXsnajZABCiF3Ax5wo2b8A35JS3iOE+Bvg51LKujNoVqPBVOt9GU3lmMwU2dIVqStad+dDB/jzhw429ToCCOqC/mTYG+03li54UbFoUGMmZ9GfCC2qX76arG0ibPCF3Rfw+p29nJzKYdrlk52ffGmST933LLmi7Yiqg0SApMwnC+qCnniIT1w3xNsu3FQWBq/ztquyardkdbgV+KgQ4hDKp/n7Fb6eJaGa3pZ7szVKJP7djw83PH9QF6obU9fojgfZ0hUlHtQ5PpXDtCS6EOSLFmPpIrYtFy0ucdv39zOZKSJxImPAZKbIbd/fT8AZ6FQpkHHJK7q4ffcFJMKGMyiKspXFpS+hRhV+5d+PYLYwj7Maa8JgpJR7pZRvdf5/WEp5uZRyh5TyN6WUa1IgsFrvS960CVVM4aomWudqJFdDE2oLY0nVcNYTDxDQdW6+enDum1mAZduqwtl5TmU7dKv+1fDYrJplI9SWShMCTajHQVVED3SE0SpWh/M2JfmLd11IImwoRc4Ke+iOBogFDcIBjVMzC1PJKft8Fn0GnxWhWrmLrgk6ouUdl6VOuHsT287Ii2p8+I07+dv3XMrl23roiYfY1hP3tnSpvMnmzrAahmTPbddsKFvNlmquZ8jQPaP56fAEH/3GM9z4t4/zlw8f4nevPrusz0bXlK5zb1wVl+aKNgPJyKJeH/zy/lVLtRbgt1+wiXv3Ha86O6U0SJAMG0zn5if33nHhRk9Fv9rWym0RHuyLs//UDLpQ7QCuuqW7mtXSM/7cA8/Pc+px3oNl25g2GNLG0ARSqv6bHb3lEbdwQOdAieZZMmwwPpvn6z95id+9epC7f3aUw2OzWLb6soiFdHJFG9OWnlTtYlgTTv9iWY1Ofy1q1YyVqvafmMphSbtsOFJvPEg4oNeNrFXOiilYNgLBpk41ZTlTMOlPhKvWmM1kCxybyrKtJ+YZ80xW+SwdkQCmZXN0Iqu2eJpqd46HDG7ffcG8a7lxz+OcmsmqPI1z+2aLFj2xEH/8tvP479/5Bb88qbo24yGdHX0Jr/Zsa3fUy+/U4cwTwfBZGmoJQLg38cHTKeUUS+V7uD7wWLqAJmBqNs/NX3+SeEjnnA3JeXMi3VVtOqMiZaCattyo1qfech53PTo8L4J3OpVHF3OGFtQ1cqblJUSDukZPPEjKUa65aGtXTcN134uUULRtkHg+SjIS4F2XbuX2Bw+Qypuk8xYdEYPLtne15fP1DWadsLUryuGxNPkSr7hyc2FLSBdsBJDThOd77D42NS+3A/Cxe58hnTeRNjjRXKD6WL2Cqc4rhFKeyRTmCj11qRrXprJFNnWEsSV1izdLh+EaaJiW7fkoPx2e4G8eHaYjYmAjmc1b/PDgGP/t27/gT9/xmkV/jv6WjLW1JauF26qcd25cqFEC4RDQBUMDyZq5nVhQp2DZ8zTQammDPXNsiqKzhStWFHoKVKWxmrlpEwkaJCOBmtvDeppn9/zsKOOzeSIBXYkCpvLMOP7ar5zTx1//9sVlvTc18Ldk651dQ/0kwgZki+QtOW98eOU08aCzzy/N7cCcA39oJO1UKKtnhQyNDclQTW2wSz77IEXLnmcsLqZte/JNvSG9LLr2GcqDENUCHr/92rM4b1OSLz58gKTTwSmEYEMipLaaWZMfHhjld7/+JHe955IyQ28F32DWETv7E2Xj+mYLtSeOueHYvGmjA8Oj6bLsfmVyMGfavDSRZWtX9dDtORuSHB5Lc3qmPC3mfpW7p1Oi57qXeK01LayarzaezrMxGfFWGFBGEw8ZRAIGJ2dy/OjgGF/59yN88A076nxStfHzMOuIUiG87b0xr1y+cv8RDSgHXolMSEypfA6V97EYTdcegnRyOls133Lz1YMEDZ2QoRHUhTedrHJl0wScKCnobGVaWE88xPtev80r1JSovy0JH3rjTj70xp286bwNi+r7930Y1ocP41LpWwwkgzy8f5TZgkUsqPPGoT5OzRS83x8cSZUrZjZA1+DybT1Vnfa9+0e47fv72X8q5anUuCuLO0rDnYFuaIK+RIhT0zkktfWeqxWZfnffMf7xP17yCjVL25m3dEUINp6tubaLLxfLejKYVtn537/XsLms1B+KBDR64qGaPf2VRZaueuWWTpWgPDGdVb6MLb08zubOMIaueYWkQN3JyGoCQL7qDE0/D+OzpJjOF2ppCZcs8Tck6j8StSp0RAN1+2HuenSYZCTAQIfydVzfaCydZ7AvDqjuzqIlCRmCDYkwSUdg3fVngLqTkYUQbEiGODUjy0Q12oFvMOuIRtO7qqELR0a2YpHRBGxKhjg2nUeitJm740GvULMWlRMG+hIhjk9mlcSTlBi68ET6BpLhsmoB15+RMG9KQaWvoyJkYU7O5Mg3OU69GXyDWSeU5i5KQ7bVkpKlRrSjL86B02lPeFw4f87pj/P9j/xKy7NYSpOOAIlwgN6ExWze8pRobr56sGq1QGkhab3fubj6ACensxTM8l6aheIbzDqhWkHkaCrHl/a+yJauSM28xyeuP9fL6Fu2irDFQwafuP5coPVZLNWqAAK6zp03nD/vPJXHlSpb1vtdKbpnNDmK1uKNxg8rrxMW2nC2a6if23dfwEVbuxhIhrloa1fVgshmqTZhoFpLc73jmj2Hi+E0oBna4m93P0rG+oiSVWtpfv7kDEFdcHZ/wnusFeXKhfhEK0nBtNE10cxocz9Kth4pvaHjQZ2Z7Fwy0B3Y2qjhrJZB1PKJKstYziTaoIjprzCwNleYaqoy09kiffEQ6bzpKVfeu+94VeWZB549xYGRNAFd1WMVLJuJ2aJX9j85m6doy5rFl4u99lJDF0KQypvLuYr5K8x6o5qTD2r6lzvpGOD8LZ1lUS7XiEZmcuhCTSU7PqVULzVNkCvajKRyHBmfZUtnhJlskbF03qszm84sbiB2qaHrAg6Nqp7+zZ3hM2IVW7UGI4TYCnwNGEApX+6RUt4hhOgGvgFsA44AvyWlnFyp61wpqk1UrlaXVRnlunHP43MiGJoSpCgUVQN/QAivpD+gaZx0ylY0BLrzO9OW3iTlhVBq6MOjaTUt2ZF2GuyL1yzGXC5Wc5TMBP6rlPJc4Argg0KI84BPAA87YuQPOz+vO6qpylTmKqopu7jRtKAjAg7O8Fc5N+IbYEMy5JX2C83N0Qi6Y4ubM1kazStYNkKoKoOCExJupRhzKVi1K4yU8iRw0vn/lBDieZSO8tuBXc5hXwX2orTK1hVuvmMsnWM6UyRvKXG8t1+g1B9rOe2JkEG2aNGXCHFiKoetpPEA1Q5sI3j2+LT3OkJKLNsRIk+EiIcMDp6e4cY9jzeMnlULKpQmNoO65o0QdA11Ocby1WNNOP1CiG3Ao8CrgZellJ0lv5uUUs5r6BZC3ATcBHDWWWdd8tJLLy3PxS4jdz50gC/tfRHLloQMVbIfNHQ+87ZXVc2kZwomAU2QKdoEdIFp2ZyeUf5JrfpLDVXQ6NZ7Nau+WU/q1g1EmJbNcWf6c7UCzCUMaa/damUhRBz4IfCnUspvCyGmmjGYUtZilAyq514qlV1SObPMadcEbO6McHhcbXsGe2Nc/+oB/vIHhyhWqOTpjohGKKCxo09pK788kfGKMt1VR9fEvOhZvWtzS2OOTWaIOVEyN7JXmumvVa3cBtZmlEwIEQC+BfyzlPLbzsOnhRAbpZQnhRAbgfYOCFlF1HP8XVGM8dmC57TnTAvLhqlskZ2OuPhsweKBZ0+VVSi7FmFLVa/lKr/EQwaWrcab65rAdCSdNnbMH4FR79oaldu4gYla1cpLyap1+p3hSX8PPC+l/POSX90PvNf5//cC9y33tZ0p1HP8b756kMlMEVtKirZNzlQ6ZRqqZKa0VGZ4bJaQoZV/7ToqMQFdcPFZXfzo1mvojAYJGhqCOblXIeD0TH6e39FMUKIW1cp8XGNb7AiQRqxagwFejxp3cY0Q4mnnz5uBzwFvEkIcBN7k/LwuqTU92d3vhwwNy3ZWCrcDkvKx4u6NmQgbajVhLmIGEA8Z3jbp6GSGDYkQNlLJ0Ur1p2jb8woj611bI2oZWyyo8/F7n+Gplyc5NZ3lqZcn+fi9z/gDlQCklD+WUgop5flSygudP9+TUo5LKd8opdzp/L3w+XGrnGaKFF0/IGTontGU+rXZosX2nihBQ6cvHpxrJQaCmkBK6ekpb+2KYugamzoiGE4uR9MEO/viLRVXNqKWsc0WrJoTANrFqvZhfBpTzx8I6IJsUY2IEI5yvi1V+6SU0nOmP/WW8wAnqTiZIR4yGE3n6YgEiAT0ud6akgjX9t6Y93y3FaCVa2tENKCVBSY+9ZYhbv76k94EAFD5GymkNwGgHfgGs45xpY9SOTU2PGRoJAyBZVPWzFUqFQtw3Rd/SDpvehKvvfEQAV3w2PCEF7JutqGsVUrD0aWBieXCN5h1jJvcHOgwmg7P7t0/wkGnZEUXapbkieksmzrCTUW4FkutyQB3PTrM9p4oh0ZnEc6KWWsCwGJYtT6Mz+JZiB9x16PDBDQNIQRCCDRNoCE4nZofCVsK6kXIPnH9uXRGAwgNLCkRGnRGAzW3hAvBX2HWOa2uCEcnM2xIhjg5nVdlMwIkEtNiUQJ5zVKpCQBz4Wi3O3Qpt4S+wfi0hHvDbuoMM5pSFQK6EJzdF2vpxlxot2Y1TYDScPRSbwl9g/Fpmr37R5iczXNkfJaApsTH3fquW68bauk8jbo1axlUNSHy5WyNXvW1ZO1grdaStZPSm9y0bE6n8uSLNpGgTjSos7M/0fSNW6+OzB2VscS1Yo1YV2PHfVqg2VKS0uhUMhJkQ0KNAbdtyUAy3NLg13qOe+Vr1RufvhL4BrOOaWXa8dHJDKZlMzyaZv+pGY5OZpBSqmhUizd1ozqyRga1kvgGs45p5Zs8HtQ5PpVTDV1SYks1/KhoSZ49Ps1zJ6Y5PDrLvpcnG64ylaUtY+kcxyazHHAaz+JBfcGFmUuNbzDrmFa+yWcLFqYtyVs2xQoBSYlKENqAbdsNt2al+Z9TMzkmZot0RQNs7IgwksoxPltgOltcUGHmUuMbzDqm2RL7vftHODGda+pm0TStqa3ZrqF+7r7pCnb2J9jSFaEvEfZWuWQkQF88tKDCzKXGDyuvYxrlNFzcrVu+wZyYgKaKN1vxN2o1kk1ni2VyUGcK/gqzjmm2NMbtc6lnLm6VcFDXWvI3FtNIthL4K8w6p5nMuJvdD+mCvFXbbGwkiXCgJX+j2VXuTMFfYXwa4ka1umJBArpAU9p66m+hxvTFQwYdYYPtvXFP1aWZ/M5iGslWAj/Tj5/pbwa3VOXg6RkKliRoaDWz+2dApn6xrE3VGJ/lo5Wixno9K6vEYGqyJrdkQojrhBAvCCEOCSHWpVTsSnImZ+oXy5ozGCGEDnwJuB44D7jR0Vz2WSZWW+SrFdacwQCXA4eklMNSygJwD0pv2WeZWIyE0pnOWjSYzcDRkp+POY/5LBOrLfLVCmvR6a8W4ZgXCqwQI1/qa1p3LHXn40qxFleYY8DWkp+3ACcqD5JS7pFSXiqlvLSvr2/ZLs5ndbMWDeZnwE4hxHYhRBC4AaW37OOzaNZk4tLRWP4LQAf+QUr5pw2OHwWWekBMLzC2xK/RKv41VWdMSnldtV+sSYM5ExFCPCGlvHSlr6MU/5paZy1uyXx8lgzfYHx8WsA3mOVjz0pfQBX8a2oR34fx8WkBf4Xx8WkB32B8fFrANxgfnxbwDcbHpwV8gwGuu+46iSrQ9P/4fyR18A0GGBtb6UoMn9WCbzA+Pi3gG4yPTwv4BuPj0wJrsePSZxEsdPbkcrKS1+gbjI9HM7MnK49f7hu31WtsN/6WzMejlQFLrUwvW6lrXAp8g/HxaEWAb6Vu3JUWCfQNxsejFQG+lbpxV1ok0DcYH49WBPhW6sZdaZFA3+lf51Q67rsv3sxjwxMcm8ywpY4j3865Lq0ED3YN9fMZ1Jaw0TUuBX4DGet33MVix1K4N/pibtwzdDSGP+7CZz7NjKWo9+1fT92y2VVjtY3G8H2YdUwjx32hoeNWnrfSUa9W8Q1mHdPIcV9o6LiV56101KtVfINZxzSKOC3027+V56101KtVfINZxzQaS7HQb/9WnrfaRmP4Tv86p57j7oaOR1M5UjmTvGmja4K3X7Cp7jlbDTmvptEY/grjU5NdQ/3svngzk5kiOdMiqAu6YwHu3Xe8ruO/2laNVvBXGJ+6PDY8wZauiBf2BZoK+66mVaMV/BXGpy6rLey71PgrjE9dtnZFGUnlylaYbNEiHjK4cc/jZ3Sj2VLgrzA+dakW9p3JFhlN55e9F+ZMwDcYn7pUc+B7YkE6IoEVa+JaSfwtmU9DKh34q257hM5IoOyY9eLX+CuMT8ustnKWduIbzDpm7/4RbtzzOFfd9gg37nm8aR9ktZWztJM1uSUTQnwE+ABKJ/cXwPuklLmVvarlodmy+sWor6x0E9dKsuYayIQQm4EfA+dJKbNCiG8C35NS/mOt56yVBrK9+0f42L3PkM6bWLZE1wQBTbClK0oqb5YZ0I17Hp8XLs4UTPoTYe6+6YqWXvNM1zFbADUbyNbqlswAIkIIA4gCJ1b4epaFzz2QTQiNAAAgAElEQVTwPFOZItIGXQhM0yaVt3hxND0v/NuOhORKSS2tJGvOYKSUx4HbgZeBk8C0lPLByuOEEDcJIZ4QQjwxOjq63Je5JBwez6AJ0DSBEALbebz4/7N35nGSVeXd/557b93ae5leZh9nYWDYlcUXlExG3EAUImIiSYwxMZLEvKCJKMbdaAQ1i/omCpq8Ma+JJEEMJAoq4DgS2QeBwRlmhh6Yvfel9qp773n/OPferqquqt6qV+6XT396uvoup5r71DnnWX6PLSe4f5uxcV9ojbCFYNkZjBCiHbgK2ASsAeJCiN+uPk5KeZuU8gIp5QVdXV3zPcx5odZq25tFZrtx37mvj8dfHKKnP8OeY6PsPzlGKl/Csh12Hx6e1JEwU4fDQrPsDAZ4HXBIStkvpSwBdwKvWuAxzQubO+M4EhwpkUh/JR42xv83e7PIbDKKd+7r48Y7nqJkS78DUcGWHB7McnQ4hxA0XKIt5aXccvSSHQYuEkLEgBzwWmDp7+inwIcv28aNdzxFKm9h2Q6GABtoj4eQUk6oS5lpRvGtu3pI5S0MTWA7ahqToJaAEtYlI/4SrVZm81ITvihn2RmMlPIRIcQdwG7AAp4EblvYUc0PO7Z188Vrzq1w9168ecWUdMamw5HhLJbjYOgamhBYjuMv/zQBLWVZALUcCUeGs7PKFGjkmZtrr92yMxgAKeUngU8u9DgWglqzxvVNvsf69hgDqQJSgq4JdE3HcSQlx8E0Klf5tRwJ9TKgp+JwaBQ/AuZc2X857mEC5pjrtm8mGTGwHYntOOpLShKmTiJsTOpImI3DoZFnbj68doHBBEwbb+m3tTuBEMqFfUpXnK9cex5fuubcSR0Js3E4NIofzUex27JckgXMPY0cBlN58GfqcJhsOTfTpd5UCQwmYNp4G+v9vWOUbIlpaGztTs5LWsxkijTNEkivR2AwLwFm4jkqPycZNpBSki7aJEydwUwRXROM5ErYbjrBWG6IG+9I8cVrzp2x0UxlnF7i58337OVAXxpQ8SePuKnTM5ABYFNHjI9fcUbgJQuYOjPJSi4/Rxf4D+batggvDGWxbIkQYDvjWYolRzKcLXHLvftm9IBOd5zZksO69qg/k9x4x1NIoDUaYmt3glzJJltyJpw3W4JN/zLnlnv30TeW5/BQlkMDGWxHTuo5Kj/niBu514VgIF3EdiSaUPlpwLjFSBWD8T7dp8t0PFy1jk3lLdIFa87z2gKDWcbs3NfH/r40jlSp/pYjOT6Sx7Kdup6j6nMcCZYtcaSkaDuYeu1HRtRNiJ8a0/Fw1TrWchw/62Cy82dDYDDLGO+T2PtPEwIhoHesUNdzNPEc9brlSExdozMRpvy5lFKlxWhCGdemjpl5pKaTPV3rWEPT0LVKq52LsunAYJYxR4azrEyGcZA4jkRK9VVynLqeo+pzdCH8BMvOhImhC9piIda3RxGoZZiuCf/1my4/fUZjnU4ws9axyYgxpaDpbAk2/csYL2axpjXKQLpA0VZi4ptXxOtuzNe3xzg0kEYDiq4LzNAEIV2QKVgUXTfyuvYYbz9/XdPy1KZa9ux50jKFUoVL++NXnAFTOH+2BAazjPFiFiFdsKkz7sclGs0CF29ewaMvDKEJMA3hlgvAZWeu5InDo7S6vSj7Unnu2H2sqSLjkwUzyz1pq1ujFXGW8jaCc0mwJFvG1EpBuea8tdy6q6du4dZDPUN0J01MXcORYOoa3UmT+/f1L3h15WKo8AxmmGVO+af2VGIdR4azdMTDdCYi/jWklPSlUmxYYFHy2ZYFNIPAYF5CVBduWbakL5Xnum8/wXkb2rlu++a6uVphXeNgXxpbKm9ZVzKMrol5FSWfTVlAswiWZC8hyuMXY7kSx0dzOG6KvjfbXLx5xQQP1GiuhKEp17IASrbD0eEcA+nCvIqSLwYBwcBgXkKUxy8G0gU0VGp+2ND9/cBDPUMT9j1diTBdLRHWtkUJ6RoSMHRB0XLmVZR8MXQ2C5ZkLyHKM32LtqOyWqSgKxkGxvcD9cTHhSn88mMpJXtPpua92dJCdzYLDOYlQK3MY00IBLCqNUIyooygUWT90ECaVN7y02OSEYO4qRIfF3JPMd8ES7JlTrWkUdF2yJYc3rdjC90tEXRNTLofuHjzCvrTRYq2gyZUQLM/XeS127oWfE8x3wQzzDKjuqZkOFOoKWnk7VVu3dXDgd4xP4J/664enj46wkM9QxXX6E6ajOXGZ5iWqMHJsaJ/jWZF1+vV4SwW3ebAYJYRteIsLwxmWNcWrTiufK/y9NERdh8edgUtJHtPjPJwzyAhXeWQDaQLFEoOG1ZE2dyV8K8hpay532nW+KvrcOZCAWYmBEuyZUTNSLim0ZsqVBzn7TN27uvj73Y+jyMlhiawbMlIzkKi6l10IZCOSrw8PpKreY25Gv9AWlV1enU4i0W3OZhhlhCTlfDWioSvbAlzdCQ/oc59VYvJ7//z434NiSMkpqErqUxc+VfLcYvHoOQwp7Xy1eP3EkW9f8PiaAsYGMwSoV5ayzVl+42xXAnbcSrSWgxd49TuBG0x099nrGoxufvpkxUFV7ZkQo0JQtW7OKgU/u5khAN9KYqWU/Fp36wlUnkk39Q1LEcV23hFa7Od1Rz3/WrazKvdgiXZEqHWcqtk2/zdzud9D1jM1OlLFRlI5yu8VpeftQpQswbAD3/ZhyYadA3yKCsUC+sa123fTMw06EqGWd0anXVkv1rBvzzLIG7qFCyHgu1QsmwG0vlZzWqW7XB8NIc9ywZiwQyzRKi13BrNlrAd6XvAupJqZskUbAyt5Gsr37H7WMXMlC3ahCb5qBQoe/GKxIq2zXv++TEcCUIIIoaqvvRmmunOMrVmzDt2H+Oa89Zyz56TDGZLmLqKFdkShjIl3rdjw4xms3zJpm+sgOXMXhQjMJglQq3Ew4LtEDEqI+2diTCjuRI/+/ClAFx728MT3MqauycRjBuGR1gXFG1JzNTVPkKoFBjhngOAlBQs9Ym9pjUyo31FPQX/h3qGaIuZbOyITWgn+FDP0LR1otMFi/5UgWa1pgwMZolQS8DO0DRCuqCnP10Rgd/UOe7+LZ+ZUvkS/amCX5Nf/Qh1JUx0TTCcLbGqNUI0pHOwL42mCdXVrOwT2pGSkFAeuFesb5/We9m5r4/dh4dx5LhOQEs05G/qJUwpjX8yJ8hwpshwtsijPUPc/tgRTozl2NgR549+dcuM913Lcg8jhGgTQtwhhNgnhNgrhLh4occ0W2olHr7prJWkCvaECPzFm1f453kJl6l8SSnGOBJTF2iM72E0AV2JEC3REKahqywA9z4SFQfxXM8eaj8up72v8JZi3uxm2ZLjoznGciV/Uz8VQYxGTZlU/U7eN5YvP3CAwUyBlohB/yz3Xct1hvkycK+U8hohhIlqDLvkqQ4SXnvbwzUj8OVLF29m6hvLAxKkCkiuXxHD0FWX5fZ4mKPDWbqTEf9T+vqye/Sl8sprZStNs5LjIKRSitnSVV8f4Cv37eebDx4iU7SJmzrvuWQTD/UMUbSUMRRtiRASDehN5f37w+SSr/WWdF//6fOcuipJ3jW42x87gqEJP0k05ua/zbR507IzGCFEC7Ad+F0AKWURKC7kmOaKetWR5UsXT1zium8/gQRCuqAzEaElqrqSnRzN0R4PT1ieeXgGl4wYDGbUn9EQgs4Wk5Cu8+HLttU87yv37efLDxxEE2Boaob48gMHMTSJIwUaylgtR2IDwnYqUvUnE8So5QQJGxovDmZ8YwE4MZajJTL+mEspZxXPWXYGA2wG+oH/K4Q4F3gCuEFKWSHJKIR4L/BegA0bNsz7IKdDvbX6VCsQd2zr5rwN7fSl8li2ZCBd4PhoTgVZhJiwrClPPylXc7Hs8ZyzjR2Jhrld33zwkGssatWvCSW2V7AgpKtYiIbA0NXr0ZBeca3JUm6q37vjSNIFi5UtlWlAq1uiDGYKRAyNoWyJTNFidWtkxvGc5biHMYDzgK9JKV8BZICbqg9aKl2UG63Vp6vlNZorcWwkR8mthbEc3IrLiW3Jy9mxrZvvvPciHv/4G3j6U2/k8Y+9nu+896KGD3SmaFMdH/R/Lmtc67hKgNWdyyaj/L1btsNYXskuvePC9RXHvePC9RQsh8PDOQYzRfIlh6FMacbxnOU4wxwFjkopH3F/voMaBrNUaNRA9TvvvWhKWl6gHvquRJh03vLr8m3poAvod3PN+lMFCpbN0eEcO/f11bxOrWzigUzRj/6furKF67ZvJmxoZIs2AhvhzjQSlTHQWb3viofY2JGYcK9G7NjWzael5P/85HmOjWRZ1RLlHReu55VlDg9QjpBU3qJgKQ/fqpYwn7nyrBl7yZadwUgpTwohjgghTpNSPofqovzLhR7XTJlMKWU62cKpgsUpbtcwgJ7+NCXbUTGVkTxC4MvJ1soMrpVNrNQ0QdcFuRIcGkhz4x1P4bguaIla+XmevKvOXc0Th0dZ1WrMKi/NdiSnrW7hi28/p+bvCyWbr/+0h7ueOg5AS8Tgw5dt49cvXE+ojj70VFh2BuPyv4F/cT1kPcC7F3g8M2a2SinlM0J1rllnQnnHlBC/ErjQNMHqZASjRgS/fLbr6U+ja4KiJcGdQRxHkspbKkdNCLoSIQYzRRxX2X9NS5i/ecd5/phmWkNTsh1OjuYp2bUj9y8MZvjsf+/1Owm8YkMbH7l8G52J8JTvUY9laTBSyl8AFyz0OJrBZB23GlGdfmLZDn0p5enqiIcp2jZVgvd+RHyyduFeNrFra4BS8C/aDlKqPdGq1iirWqP+dUdzJWB2dfn5kk3vWH6CUr93j/9++gR/t/N5ipaa0d796o2848INE4TKZ8qyNJjlxFQ1h2tRvf+pzjXLFGxWtoRJ5S0sR9X5O47yohm68Gtmas1QXjaxAD8CKt3MYjXDVI6lGfUzjdJcUvkSf/Wj/ew6MADAqpYIH71iG2euaZ3VPasJDGYJMNNP5Fr7n/JcM08NJhLSOT6SV4r90iFThOf7Mxzqz/D4i0N0Jkw64mEs2+HkaIHBdBFbjqfLC4mf2JiMhMiVbDIFi70nxggbKl3HNPRZ1c94aS4e5ekuyXCIgXSBEW8GO7WLP339qSQizX+8A4NZxky2//F+n4yEWNOG2heUbQscwLElvWMFwoZO2ND97mPeCsfLaA7pGrGQRnvMxEoX6EqGGc2WyFs2VlbOONNYSkl/ukA6b/mveekuulD7mYP9qpQ5pAtueO1WLj9rle/YaDaBwSxjJtv/lP8+ETZUTKQGjoQXB7OIshoaW1Z068N2JL9z8UaV+mI7xEzDdy54mcbnTLE5rbcMPDyUYWVLhF8/v9JdfPtjRwAYzBTJuRYe0gVbOhN0xsP82b8/zYmxHKvruJpng2hW2vNS5oILLpCPP/74Qg9jTpjMI1X++6MjOWb6OIR01eEsGTFY1RKp+IT3UnBi4RAht12GZ7zVypWeo0LXlOctX7KxHMkNl271H/y3/v3/kMpbvsOiLRqiIxFiKF0kYhoYmiAS0siXnIpzhRCsb49iTO5Wrjs9LWqDEUJ8AfgskAPuBc4F3i+l/HYz77OcDWY6nPaxe/wA33SJhDRKtkPcrcisrmXpTxVqvt6djPCd917kv3btbQ9zciynYiXuo5kr2XTEw3z+6rP4+q4e7vqFiq1oQm3uE2GDXMlmKFNkRdwkGtLJFC2GMkUKlkq7+cxVZ/Lmc9cQrqofqkNdg1nsS7I3SCk/JIR4KyqC/3bgJ0BTDealwmT1I93JMEeGcw2uUB/LdgjrGqYu/JSV8pnENLQpycq+OJghHtYrinUiIY2jwxne969P+rEVU9foSJjEw+oelqPuEQlpZIoWfWMFNz6kXNFfvv8gHfHwrPUHFnsumefieRPwHSnl0EIOZinTKCfNI27qdT9aDU1MyA0rx3agNRZi68qWmoLhW7uTDWtcpFTu7O5khHyZ50G9XmQwW6JnIIMm4PdevZFPveUMViYjpPIWHfEwN1y6lZetiLu5YkVwW6UjBZGQ3jSJpsU+w/yXEGIfakn2x0KILiC/wGNakty6q4eSbTOYVnlV3gb/j/91Nxvao6SLNv2pAp2JkJvnJStS/nUNcERdx4AmIKTr/qxV65PcczBYtkPvWIGS4xDSBA/s7eX0NS3kijbvuHA9X37gALmSTUgXnBjN+xv7lS1hPvqm0zlrrYqtXLSlY8I9vvzAAQqWg6GBlAIplCu9WRJNi3qGkVLeBFwMXCClLKEyj69a2FEtTQ70pRhIKX1k21H5X46EbNHmYH8G3fWADWctVrVGOWttK2evbWVVi2qcZDuq3iTkClOAiuxHDA1dg3jYaNh6wqsYNXWNoyN5ELCuLUrRdvjYf+7hp/v6AXjl5hXccOlWIobOC4NZ31h+9dQuvvHOC3xjqcXFp3Tw8StOdz1+qrPzmtYoLdFQ04QHF+UMI4S4VEr5gBDi6rLXyg+5c/5HtbQpWkr1wk8pKVO/0IXg5GgeIVRB15HhLOtR3iTT0Lnh0lN85RnLdjg2oib5tW0RDF2r6e2qxY5t3dy6q8cXuHCkpGQ76Lbk9seO8MrNK7AdyXN9KZ4fSONIZZDve80pvOnsxrGVlmiI9pjJyzrixEzDTwmKhvSmiqQvSoNBVUw+ALyF8dhY+ffAYKZJyM0m9lOwylZWjnQoOWqDrH6GF4dyrGsN89m3nsOObd2cs67Ndz+f0hVHCEG6YFWUNU8FL/vAdqTKDpBqU39yLEd/qsDn79nLL46MArC5K87Hrzidl3XE614vHNLpTJiEDb3CqZEwdYQQjOZKTW1BvlgNJiWE+FNgD+OGAhOFTgKmyKkrWzg0kKbPVY3RBK7GmCokAzX7CNRruiboz5T885slOr6uLcqJsTzhslhIvuQQDRn8wT8/zpgb0f+1l6/hD391S93CMk0I2uMmrW7qT3WiqfLOOfzFVTOvfanFYjUYr5roNOBC4C6U0bwF2LVQg1rKeFH9lS1hBlLKiySkRDoqBaYcQ9PckmI5Y7GIWli2w9vPX8eXfrwfx5FEQhq5os1QtkS2qDxoLRGDG994Gq8+pbPudRJhgz1HR/nGg4cmbevRzPHDIjUYKeWnAYQQPwLOk1Km3J8/BfzHAg5tyeEtUw70pcgWbIq2jUAQ0jV0odzBuZLtT90hXUPXVNZy2NCmrQVWDy8t/xUva+eGS7dy+2NHODqcIV20fTfyy9e38pHLT/dbCFYTcjXMHukZ5EN3Pk26oGpvyltylDMX4uWL0mDK2ECl4ksR2LgwQ1l67NzXx413PMVorkRRVYmha9CZMLEdSb5k4yDRNKE8Z6i4h+OAgyQZCdXUAiuXd73xjqfoiJsNmx6N5UsMpot+Wv6Fm9rpTxf4Pz85SMGtW3nXqzbym6+sXbcihKA9FqI1GkIIwc337GUkW0IXYkJLjpao6Z83Fy05FrvB/D/gUSHE91B/k7cC31rYIS0+6n3q33LvPoZd/WU/adKB4WwJx1Eb/bCuEdKUTL8toeRI4qZGMhKakJJfXV9jO5LhbEmVPnclaqrODKYLfuEYQDpv8Vc/3s9P9ys3cncyzMeuOL2uuzhmGnQkzIqy4kODWTQxrsIvBBhyflpyLGqDkVJ+TghxD/Ar7kvvllI+uZBjWmzUa4PxGfAj4zZUuE2KZfli3kNnGjol28aWsCJuTkkLrD9VUNcvU53x9g3bT+2iL1UgWxxPy99zbJTP/WAvvWNKdGP7qZ382etP9ZvSlqNrgo5EmER4ao+oJgQhDbqTkaa1D6zFojYYACnlbmD3Qo9jsdJIVcZDuH1eyvNearkbNSHQNeELmVdTXV/jtS43yz79oyGdI0MZjo/mfMO0Hcl3Hj3MP/38BRypAqDve80pXOHGVsqLwVa3Rvm9V23kinPX1C0r3twZ50BfGiGl/94cCVu7lVaaN9s2u38NLAGDCWhMI1WZTR0xDvZn0ITAcvW/wI23uOXITvVD1zUx5uEt+Z45NkymoPYcYUNDoM4pF5fIFC26khHfWCbEVjrjfOzNp7PRja14xWCGpmbIsVyRL/14Py3RUN0H/cOXbePGO55SpdW2g6FptMdCXH7WqrqzbbOMJjCYRUytQFyqYE1Z/XJVi8m+3nTFNQWwMhkmbzkMZErY7oOta2qG6Uvlufa2h/3r79zXxwfveIqxMseBLVU7P00TxEIahq5al2cKFnnL4Td+RYnp/fz5Ab5w73N+bOWql6/hj6piK7c/doSQLkiEQ+iawDT0Sd3BO7Z188Vrzp1Q59Notg0MZplTrQF2sF+lta9ti/DCYJrrvv0EibBOVyLMmLupru5heffTJ9HEuDYYwEWb2jnYn2EkZ6ELT4VfOQNsJLmizQuDaT54x1N0JcIc7EtjOXLCEs7QBOtWxHwx8xcHMyrqf+F6Xr6hjY99bw8/7xkE1H7kNy/cwLsv2Tjhffam8qyIhSra6E3FHVwrkPqxu/ZMqU3GbAgMZpEyQQPMrQ/uHSv4rSbyJYeS+zCbulaRBnL97U8qbWN9vAbFchwefXGEkKb2KppQCi9e01VNqNmjb6yABOUKrhqXt3wr2JLDQ1kEcMv2LZy7oQ1Q9Szv/qfHODGq8s2iIY22mMl9+3o5c02LXzVpuh3MNnbE3RlyfNaZqTvYm209/WhPCmrjiua5lhd1tvJLmSPDWb/gqmirDmBClHc2Fn7tfGs0RFvM5GcfvtTXPK6nbezlcHl5jOVt7KTbwsKR4zPPBMpfdKetL/zoOR55fpAfPHOCP/r2bt9YOuIm69qiJMOqbPj2x464MRWTtW1RIiF9WvrQk1FTP9qWDGaKM+4HU00wwyxSJnQUtsefVCFAOuPeqVrLjrjbB6XcaByplkeGJjzh/ooaftVqfDzq74ZnKm2k7N8qYVNStCxu+eFzvsyRJmBNa6RiXxUJafSmcqxti1bsYWaju1ZNLf3orqQqT2jWPiYwmEVCdfDRa+aaLVp0JkyVUi/B1IWfou+pstRawrznkk18+YGDWI7jJ1o6Eq48ZxUPHhxkOFtCiol7k3JBSa9VRbGOJCuoxM3BzHisZfvWToYyxYpgJQJKlmRjR6JmMmWzEjthon40TOyZMxsCg1kENOoo/FDPEAd6x1QtiiPVAy3UcicZMeouYa5/3akAEzqAXf+6U9m5r49b7t1Hz0AGgTIaDXXdcoPxMpcNt/HRZKxri3L5mSq24lVNxt3mso5kwhhnmpfWiNlqUU/GolaNmS8WWjXGa4tXS1Hluu2b+eAdT/mJhromMDXBmrYomaI964j2+X/xI9J5qyLXDNTMoQmVxxXSBXFTx5EqraYe69ujvqyRaWj82+NHOD6SqyvvVF7kVU92abp4+XNK/lbFaJIRgy9ec+50rrtkVWNmjBBCBx4Hjkkp37zQ42lEo+BjrUTDrLtEqheRb0T57KIqHqUfiLRsB8sBXYCpgeZWU25cEeP3L9nM13YerGsw0ZBShclbNnc+eYx//8OLufr8dXXHMZcxEwmqfMH1LDZzSli2BgPcAOwFWhZ6IJPRaBmx+/DwhERD6UgODdZfk9db6uzc18cN//Ykozmr4njHzS/zdiq2VEu+la1R0vkSEdPg7HWtDGTqtwpdETfRdUFSNzgxOrlU02R9b2bKrbt6aI2GWN06nurfzODlsjQYIcQ64Argc8CfLvBwJqWRpOt1336i7nm1DAOomx5yy737GM1ZNctXq7f1Q9kitiPJFC1eGMzy1r//uS+TJKrO1QS0xUw0IcgWrbr7hepOAJbt+B0FoDl7jbkyRI9laTDA3wIfApILPZCp0Mi1Wi/RcHVLuKZhxE297lLHE8GbSsG35cBg2fLLM5aYqdEWDTGcLVG0HGypnAICGsZQqh0btjPeq6YzEW5aOv5cb/qXncEIId4M9EkpnxBC7Ghw3KLqolzPtVov0TBu6pQcOcEwegYybO2u7BdZ/gkroFIlYYoYmiBuamSKNr1jhYr4TtGW7Ds5xtbuJB+/YlvN91G9Z/Fc4pmC3VShitk0oJoKy85ggFcDVwoh3gREgBYhxLellL9dfpCU8jbgNlBesvkfZm1qLbNqJRrWy5sC9YkaMw3GciVVvms5xEydroTJidG8atE3jXesCXjZihiaBj39GQxdqA7MUmK4SZuaJsgU7brXqLVU6oiHMbTSlJwXU3VBNzMQWotlZzBSyo8AHwFwZ5gPVhvLYsVbtpRsm9FsiROjOXYfHuZ9O7ZUCHYDrN9Ve+mxqSNGtuTQn8r7CjEAY3mLdN4iEtIo2nJKcRVQHjNQGQIFy0bgpuU4SudME5qfcuPJsdZ6OKeyVGrkrJhO2n4zA6HVBLlki4hxOdcStlSiD46U/N3O5yfkQtXLwbrp8tP5zJVnMporTehf6QDZklOzP2Q1mgDDdck6Eg72pzk+mkeCn/CJVFkAecvBsiUnR/Mc6B2reb3JcsbqaT9/5b79XH/7kxwfyXFyNE8qbxEzjaZpJU+XZTfDlCOl3AnsXOBhTJkjw1lGsyW//TeoT/hackeTLT0q2ky6bq1yM6n2dFWzMmnSmyr6RmfqGo6jIva2G+QsP9/QlPFYjmTnvr4Jn/DV402EDUKa5GN37WH9rhgj2eIEZ0V/Ks/f7XzeDUAKLFty3HVZJyNG0xVhpsKyNpilxvr2GCdGcxWCD9It6a31cEy29JDgZyXXS6CsRVvEoDdVREp8zeWi5TQ8T9M0pIQV8VDdZZk33lpLrBcGs6xri1Qc70XrI4aumtZqAhwqmtbON8GSbBFx3fbNGJrmioVLVUKMJBkxpv1wbO50S42nucEPaWBJycaOGIauWlxY9VL9yzA0wZq2CB3x8KSf/OUeM088I6QLXxzDo2CpnjNdybDrTpcgJAXLmRNFmKkQGMwiYse2bt63Y4uqwXckhi7oiJsz6kD84cu20Ro1atpLLY+y95rlQGLzZSAAACAASURBVLpgYzsqPb5UP1HZx9AEm7sSfgflyYy7vNbHY2UyTMlxKvY4uiZojYXcprURPwk0Zupcc95abt3VwyW3PMC1tz3ctHqXyQiSL1n45MtqJutLOZ3r3HLvPvaeTPmvVe9dPC+Y7S6/dPeh1IRgRSxEX7p+Okz5Nb2elFNJdLzk8/dxfGxc47kjbtISDfnlzt779kocqhM0rzlvbc3XZ5u4WfWWahLsYRYhzXKL7tjWzUVbOrj48/eTKZQo2jVmmzIxcsedjjrjJkPZEsPZyY0FVGcAL+Fxso/fD9y+m6Oj40svR0J/uki+ZPPVa8+r+b6rSxQe6hmaFx3lWgQGs4wZyRb5wTMnarqYBWq/Ur3kklISNQ3WmjovDk2eRCkY1zxuiYYaPrg79/Xxn0+d8M8rH5ItJ8ZUdu7r447dx+hKhtngziR37D5GplCqSK6EudFRrkVgMMsQy3boSxU4NpzlL3+wb4KxgOtB0zRM4VZUCghpqhPy4aEs4TptJqoxNCZ193pLzN2Hh8dLosV4mo5EdUK74LM/pmg5hHTBqStbarqavfiNl83gMRc6yjXf75zfIWBeSRcsBlIFfv78ALfc+xzpgkrlj5k6juOQt9QTq8qWlSeuPAjpUZ4JUCtmE9Y1io6qn4mE6rt7y13Ill0puFG+URDAaLYEAnIlODSQpj9dnOBqjoZ0TEOr2al5PrxmgZdsmeA4kv5UgaNDWb76wAH+/Ht7GM2pwrOOuMm69iibu5J+NnM0pCOlWgpVI4C1bdGJvyg/RkBIE24mQH13r+dCtr3y6jLKPXgSZaQCgYYglbdquppzJZut3cmanZrnev8CgcEsC/Ilm2MjOZ49PsqffOdJvrv7GABnr23hxjec6ldTqk7Hwv10tuvmk0nUbFH+84RjpKpojBhahbu3+sH1XMj9qQK6Juq6n7zXS7bq8Fy0nZquZs8gd2zr5rrtm1nXHvN1lOfDtRwsyZYwjiMZyhYZzRb54bO9fOWBA+RLyjB++6KX8c6LXsaKuMlpq5Lc9rNDHOgdI1dyMHXh1/DXo1HmMeBqm4lJG8N6SZdF23EDoYKSuzQTruhGWNcoOY6/v/GMz9A1tnYlKlzNM03IbBaBwSxRckWbgXSB4WyRv73vAA+4n65diTB/fsU2ztvQTlcyTMw0eM3pK3nN6Su59raHee7kGEMNhCwmQwCapnLLNnbEazaGrdaEHnOXho675PLagR8dyRLWhGrq5AmmuyQjBiVb8vErzphSfc18uZYDg1liOI5SckzlS+w9McZnv7/XV5q85JROPviGU+lqibAyGcbQK1fcR4azDVVfGiFQOW22lJy2MslorsQ9798+4bhazVkl0JUMc3w0T0iHNckIhi78YriwoTOQLiAtBymVKMemzkTDgO1clyLXI9jDLCGyRYujwzlGc0X+9ZHDXH/7Lzgxmsc0NG547VY+feUZrF8RY01rZIKx7NzXx1iuNGMFFQnkLcfvKVnPhVsrT6w1qlr//cPvXMAr1rfjSNX46H07tmAaOoYu6EyYhHSBEIKt3clJsxvWt8f8smmP+XAtBzPMEsBxJAOZAum8xWC6wM337OOJwyMAbOyI8fE3n8GWrgRdyTDxGh27vE/9Ov2Jpk1/ushvvnJFzd8dGc6iC9h/cszfJ5mGxmi2WDOD4Zx1bdx8z15eGMwR0jTWtUUo2k7N/Uj5Ui8ZNnx1zfl0LQcGswgpfzDWtEa55vy1OA7ctquHQ0MZf3P8lnNW80c7ttAaM+lKhOv2tL91Vw9Fy/b7tMyW1ojBQz1DXF/jdwlTZ39vukKFpmA5FC2HCz774wmzx45t3dy6q4eNZfoEMFEaqdZST2UriKZqAkxGYDCLDO/BMDQlKH5iNMdf/mAvuZJDwRr3LrVGQ7x6SyddyQidCbNCS7iaI8NZhjPFmhH/Rnhi5Kpthuar1qTyFgf6UjXPEUL4y75ysXMJZAtWTW/WVPYjtTb5AO3xMPd+oLJ8ey4J9jCLjFt39aC7D6gq4BKM5izfWKIhjY0rYiTDBt998ihdyXBDYwG13i9M4kauRcLUVbMlqWaJQsnBcUs5yxvLlpMqWGhevKXqlp7KTXV58VT2I7VKAuYrf6ycwGAWESXb4dCgUmWRjmQ0V+LF4az/3K2IhVjXFsU0dJIRg5Oud2wyZrquHytUPsRePb+XllIrULi+PUZIF5i6RiSk+wHJ8uax1Q/6VHrELNQmv5rAYBYJ33/qOG//+kMMpgu8MJDh6EiO3lTBX9IYmhK803WNkC4oWA7r2mPs3NfHtbc9XLeQytsPNRtD1/jE3c/WFOdIhA1sKbHLmjXpmqArqZrHVj/oO7Z1T5rqMpvGS5P9jaZDUEDGwhaQ5Us2//3Ucf7qx/sxNEGuaDGQGY+VREMapqFhWQ6WlH5TpETY4FdO6eAHe3qxHUnYUMVbpjGenlK+UX5xMEOdVdSM6E6YJKMhTF215KuWq735nr0cGsxiuxkBnQmTjni4ZrHXVDXHZlJYN8MuAXXXuIHBsDAGI6VkOFtiJFvkT//tKQbSefIlp0LwWxNw9ppWzn9ZG3c/dZx0wfZbOIRDGpmChfBU/SU4SDriJu0xk7aYye7DwwigJWIwMINNfz0EKvu5M2FydCTPxo5Yw4ex0YM+V20vPBq1EqnWeqt6izUJvGQLQL5k058q+DlVR0eyZAsWWbeay9Q1VrWGSeVK6Jrg248cRhOCVa0RkhHlTTrQm/JT6wVCqcO4KfYnxwoYmsoQ1oSKmzS15YMrqdQ7VphSekqjCtK5TnFpdkZAYDDziO1Ihty0Fo9HDg0yki35mcOtEYOuZJiRbJFM0WYkV/RT6I+P5GmP2aQLFnl3fZUvOX6nMOS4Cr9nMDNwjk2KEG4SpeOwrm12lY9zneLSbHHyYNM/T6QLFkeHs76xFC2Hr+18no/cucetA1FiEN0tylgGMiVsR3JsOOe2BpeUbIfeVGFCWr6nTukZi+mmmIT0ufnfa0vY1Blna1diQgrOdB/GufZ+NbNLMwQGM+dYtsPJ0Tx9Y3lfovXocJb//Z0n+Y8njgJw1poWPvTG01jfHmMgVWAsb6G7Qb+CPV545ZmJ3aBJK+DHZXRN+KowzeSGS0/hnvdv56bLT5/1w9jsB7qaqXjgpkOw6WduNv1SSsZyFsPZoqpIdF/78S97+dv7D/hLqe5kGIkkEQ6RLZQ4mZpcqcXLCfP0y7zXdE2l0OuaF5WXfj6XxsSmSTMhEtJ4xfp2f8PcDEmoZslKNZHAS9aIZhtM9aYeIFOw+PL9B7hvr4oBtEQMDF0jburYjsPJ0cKUH2hdE4Q04e9jtDIBC93N/B3NlnwnQmtYJ1W0m+IlC+kCKSWrWqNN63xczVx0V54mgZdsPvAqIMdylTUn1XUrr97SwWi2xGi+hCMlJ0YL0/JiOY6sKLbSBar1hCZYmQyTjIQYcmM5YV3QFg+Tt/N+es1sKLkzVt9oDtupnVU8Gxq1/PBaqS8ky24PI4RYL4T4iRBirxDiWSHEDfNxX7Wpz1UYiyMltz92xK9bCemCG157Cp+56kz6MwUyBYtjI/lpu3w9veOwoRHWBQiBoSmlypNjefb3pVTBly5wgOOjubq5X41otP0pSRhMlyjZdlMzCabT8mMhWI4zjAX8mZRytxAiCTwhhPixlPKXc3Gzku0wmC6SLVamzt//y17++r795NxlkQAihsZPnxtgdUuUhGnw/FhmRvf0XMVCwMqWKC3REKl8iaPDOSwlMUbemd1sYmhKiLy69t+XXJLq/qPZEke15riAd+7rY/fhYQqW46rSaGhC1G35sRAsO4ORUp4ATrj/Tgkh9gJrgaYajJSSkWyJkVyJ8n3goz1D/O19+zmZqpQHkihhief7U3zi7j3+0mY2lCyHYyM5QNI7Nu5ubsaudHVrhL5UASEkhgAHtXeRZcYqBBRspykuYG8p5ideS9w9oOaXR88mNtOsfdGyM5hyhBAbgVcAjzTzup4ARfmm/tGeIW7d9TyHBuv/T3UkpAqN1VimgwogwtHhXNMDlMdHc2ztSvCms1dzx+5j9I3lKdnSd0zobps+Q9Oa4gL2Iv4rkxEOD41naJdctZlkJDQjw/QE2ff3pd3rh2elMLNsDUYIkQC+C7xfSjmhj9xMuijbjmQwXSBdsHi0Z4jbHzvCibEcOA596anXy9dSkiwvtkqYGuli4yWV50a2HWdKxlLuVjY0Jk3E1IXghaEsd+w+xjXnreWePSfZ35fG1NT4bbdW5307tjQ1hUWYgq6EWZHOM9OWH34bwLG8ims5cHw0z5rWaMN+nI1YlgYjhAihjOVfpJR31jpmul2Ux/IlhtIqpvL/fv4C3370MI6bqzWVHiqTUe7dz7jaYo3cwNIt6poKAgiHdEq251oWREPC31/VQhPCb/R6z56TtMVM2qJK+khKiRAC09B4qGeIc2q06IPpLYPKU1hWtkaJhVW9j2RyBZl6+KqbUroiguOStps64zNa4i1HL5kA/gHYK6X862ZdV5X4Sh7tGeLbjx725YBmaix6jSpJDWgJa263rcbnT2cFplpaOAgEK1vCrGmL8rXfOr/h/3xPIWYsV2R/X5q+VJ7VrVFipk625BAP66xqifjLm1p1OLWavNbzdFVH/HVN0N0S4dbfPp/vvPeiGc1iXpWm6Vaven+Lou3MOP1m2RkM8GrgncClQohfuF9vatbFb3/siEpxmaaxlJuHKvutLWo8Vmhi0YpL3NSIhnRaYyE2diT81JBIVclvNRrQny6hIX3ZpFTeQhMwlrMq2u1Vu5brteWr54JudgoLjOeplbf8c1xjnGn6zbJbkkkpH6RxCGFWHB/NqjjIFPfuIU3FQnQxcb/hxhv9vcV0I/FelnKj8yKGRntcPXygHmSvc7GhC3RL3b+m/WoCbImmjX+uFl2N5nKl/1rZxeVZyGO5EgPpAkXb4ehwrmaXZWheIymP67Zv9mttVreGlSdRSjaviHPT5acHXrK5wFuHHxpI0xEPu519p36+I1WKvSOk3+KhXLF+WkursuN97+sULlCybW65dx+Zok3RsknlLU6O5rGlJB7SkKiS5+osaMuWGBp+0iioWp2i7fj1+VA7u9jbk3i9YzS1g0DAvGggw8RW56/Y0D7rNJsgl4z6uWTl1YC5os2JsfyUHtBG1PKQTYWQm75cbxkY0qAtprxLFfcTINyy5o6EyWCmqB5eoVy2tpzYiSykCQw3wi6l6h+ju/U1uB8AK1vCdUuOoXIP4zjKSSAlrGmLqP1J44rHhabuCmU57mGaxq27ejA0GM2VOD5a21hCGqytavpTi7J43LQRwJrWKE6DlWYkpDNYo4GrdOtkSo5U+w+EkkESAt1Ne652S0twg5QSy5FEDU11CpMqEzph6rRFzYZ7DW9PIqWaoZRxqh42lu3MuzxSswiWZA04MpwlpAkG3AdRoGIYJWf8U7nkwFCmcUp+LKT5mcMzQRWEVS6NygnrgtZoqGFQVKDc0EaZXqyXbeB3A3NnI28ZqWuCsCboaolMqIlvi5k1xcjL2bGtm82dcQ70pTE04XrrJMdG8mztTkz5/S8mghmmAevbY2iaoCsRVsaiA+5avPz5tx1Z8Yf01uqgIuKzMRZQRWQvNMggKNqS3lQBs061mC5UbpiuqZiERHmLqvdS3mwEsGFFjO5khHjYmJWAnr/kl1Rs2pbqViAwmAZ4sYFkRCdsqDW4RFZUMSrjEL7ao7dHEQJWJsNzUvFYjpdnZbmzRa3bCSE4pTvB+3Zs8RsaVY+rwu0t8ZdaW7uTsyohThdtt+mSMlZDV02YJmvYtFgJlmQNKPeyDGdLpAsWrRGD4WwJ3XXnCgGGLliVCHNyrMC69mjF8mUgU6h/AxcNlcZemKT0uBYStQE/PpJ3Ncsq014E0B4L8eHLtrFjWzfnrGvzvUa54ZwybvdAIdX1DE1UbMg/cfezM27A6nnLNneNL8E8maOlSGAwk+DFBl4czPDQwUFuf/wIY/lRt1grQosba8gWLTZ3xskU7YqHy9A0BNIXuoBK17CpCywJpRmm43tC4Vu64m6jJQvHcfwp47SVSd9Yyt8PwGkfu4eS5ahlmDsoDVWIVv7+y12z0y0h9mIhC9HxeC4IDGYavHprJ289fy0PHRxUCvtuua73EHz8im1A5cN11blr+OeHX/TV8z1j0Xz/siCkgZRiRjOMSoNXre2q7z3Zg90VD3F0tHIGdNzXy5lNQHG2BrfYCAxmikRDOh2JMLomJn0I6jUN8lL/N3fGSeVLnBwrVHgIGglVeIeZhkbJkX5tSiJiVLh1p/MgCq32Frbe6zOl2RH8hSQwmCnS3VK55p7OQ1Dr2EtueYC1bREG0kU/cr5qRZShTJGiLbEd6arAODgIVreEKVgOLdFQ0yRV+1IFDE3txaS7H9OEej2gNoHBLBD1NsNnrW3juu2ba85ecyFHpFUJ/tmzLG1e7gQGs0A02gzXm72avbTZ1BHjYH8G4Ui/gM2RcErn/PZcWUoEcZgFYi7S2afLTZefTlsshNBUuYHQoC0W4qbLT5+3MSw1guRLFrY/zEKzCFUnFwOBkF9AbZaTB2s+CJZkAQHTIDCYgIBpEBhMQMA0CDb9gBCiH3hxjm/TCQzM8T2mSzCm2gxIKS+r9YvAYOYJIcTjUsoLFnoc5QRjmj7BkiwgYBoEBhMQMA0Cg5k/blvoAdQgGNM0CfYwAQHTIJhhAgKmQWAwAQHTYMkaTL1elkKITwkhjs2FEHlAwJLdwwghVgOry3tZAr8G/DqQllJ+aUEHGLAsWbIzjJTyhJRyt/vvFOD1spw2l112WbnMXPAVfNVlyRpMOTV6Wf6JEOJpIcQ/CiHaJzt/YGChMzEClgpL3mBq9LL8GrAFeDmqm/Jf1TnvvUKIx4UQj/f398/beAOWNkvaYGr1spRS9kopbSmlA3wDeGWtc6WUt0kpL5BSXtDV1TV/gw5Y0izZist6vSyFEKullCfcH98K7JnNfcobmybDBlJK0kWbfMlm0O30q2uC1UmTY2OFWfePmS66mNiuopqwAQnTYChrNV6g1zpXh+qmAGEDztvQwXXbN/P00RG++eAhMkWbuKnznks2cf3rTq04/iv37W94zHSaxy40S9lLdgnwM+AZxvXv/hy4FrUck8ALwHVlBlSTqTRUsmyHYyN5QMm7zlaRf6kTC2nomiBTtNE14Xd9diTccOkpvkF85b79fPmBg2iu5ln1MeV/42bprTWB5ddQSUr5oJRSSCnPkVK+3P36gZTynVLKs93Xr5zMWBpR3th0IF1E1wS6CIwFVAuPTFG1MTc0DU1o7nf45oOH/OO++eAhpf9c55jpNo9daJaswcwHXttqUE1QhVDqkAGKWv2dNEFFK4tM0UYT9Y8p/xt7TKf/zHwTGEwDvLbVgN/rfYmuYOeEakMAZURxc9wA4qY+wbDKjyn/G3tMp//MfBMYTAO8hkrZokVnwsR2JLaUxELBny0W0oibumrB7jg40nG/w3su2eQf955LNuHI+seU/42lVN8XczuM4P98A8rVKR0JW7sTnNIVpyMRpjNhjrfl0wTrWsMLslybSoeziAEdMaNBS9n6hPWJr0UMOHd9O1+99jze/9qtREM6lqOWUuUbfoDrX3cqN1x6St1jFoMC6HRYsl6yZvJSVr4MqMny85LNN8EHSwAEBjNlvNbjAS9tAoOZItmixWi2tNDDCFhgAoOZBkPZIvnS0myXHdAcAoOZBlJK+sYK2LUidgEvCQKDmSaW49A7lg+cAC9RAoOZAfmSzVAmcAK8FAkMZoaM5kqk8oET4KVGYDCzYCBdpGAFToCXEoHBzILACfDSIzCYKfDEi8N8/5naZTUl26E/VZjnEQUsFEu2RHm+eOLFIX7rm49QKDnETJ3tWyfW/2eLFkOZIivi5gKMMGA+CWaYSTh9dQvbVrUggc99fy9PHx2pedxItkimYM3v4ALmncBgJiFmGvzj717I+vYoJVvysf98lkMDmZrH9qcKFK2gfHk5s2QNpoG28gohxI+FEAfc75MK+U3GirjJF685hxVxk3TB4qbvPkPfWH7CcY6U9I7lcQInwLJlyRoMYAF/JqU8HbgIeJ8Q4gzgJuB+KeVW4H7351mzui3KzVefTczU6U8XuOnOZ2rGYUq2Q386cAIsV5aswTTQVr4K+JZ72LdQAuVN4ZTuBJ+58kwMTfDCYJaP/eceCjWSMTMFi+EgE2BZsmQNppwqbeWVnrSS+72pta7nvaydmy7fBsAzx8b43A/21YzDDGeLZIuBE2C5seQNpoa28lTPm7G28qXbuvnjHVsAePDgAF954EDNZMz+VIGSHTgBlhNL2mBqaSsDvW7vGK+HTF+tc2errXzN+ev4jQvWAfBfT53g2w8fnnCM7Uj6UoUgs3kZsWQNpp62MnA38C733+8C7pqrMfzB9s287nS14vu/P3+B7z89MRugEGQ2LyuWrMEArwbeCVxa1Z7vZuD1QogDwOvdn+cETQhufONpnP8y5bn+m/v28/PnJ/aaGc2VgqDmMiGQWWJqMksvDmbqJllmixYf+LenONCXJmxofOnt53DmmtaKYzQhWNMWxTSW8mfUS4ZAZmm2aA1U+mKmweevPpvVrREKlsNHv7eHw4OV2sBBUHN5EBjMFOluCaPXEhN2WRE3+cLbzqEtGmIsb/HhO59moCqAGQQ1lz6BwUyRsKGzqjXS0GjWtkf5/NVnEwlp9I6pbIB01d4lU7AYyQZOgKVKYDDTIGzorG6NYmj1/2ynrUry6SvPRNcEPf0ZPnHXsxMSMocyQVBzqRIYzDQxDY3VbRFCev0/3YUbV3DjG08D4BdHRrj5nn04Vc6VvrEgqLkUCQxmBoR0jdWtjY3mDWes5L2/olo67Nzfz9//5PmKAKYjJSdHAyfAUiMwmBliTMFofuPC9Vx93loA7nzyGLc/dqTi94ETYOkRGMwsMHStYWxFCMEf79jCjlNV6s03fnaIHz17suKYILN5aREYzCzRNcHq1vpGownBTZdv4+Xr2wD44o/289gLQxXHDGeLE7xpAYuTwGCawGRGYxoan7nqTDZ3xbEdySfvfpbnTqYqjhlIFQKNsyVAYDBNYjKjSYQNbrn6bFa2hMmXHD5y5zMcG875v3dcjbPACbC4CQymiUxmNB2JMLdcfQ4tEYORXIkPfffpikzmku3QF2icLWoCg2kyntHU855t6IjxubeeRdjQODGa5yN3PlMRxAwaNy1uAoOZA3RNZSbXM5oz17TyiTefgSbgQF+aT979y4og5lC2SK4Y7GcWI4HBzBFqpqkfp7l4Swd/+nrVevuJF4f54g+f87MBpJT0pfJBJsAiJDCYOcSL04RDNZrdA286ezXvftVGAO7b28dtu3r839mODBo3LUICg5ljdE2wuiVCpI7R/PZFG3jLuasB+PfHj/IfTxz1f1e0gkyAxUZgMPOA5i7PouZEoxFCcP2lW7nklE4AvrbzeR7YN67bkc5bjOYCJ8BiITCYeUIIwaqW2kaja4KPvmkbZ69tAeDme/ax+8Vh//dDmcAJsFhYsgYjhPhHIUSfEGJP2WufEkIcqxLFWDR4RhMPT+wyEg7pfPbXzmJjRwzLkXzi7mc52JcGlBOgdywfCJ0vApaswQD/BFxW4/W/kVK+3P36wTyPaVKEEHQnwyRqGE0yEuKWt51DVyJMtmjz4e8+zYlRlQ0QaAIsDpaswUgpdwFDkx64CBFC0N0SqWk0XckwN7/tbBJhg+FsiQ9/9xm/pDnIBFh4lqzBNOBPhBBPu0u2Wbe6mEu6kuGay7NNnXE+92tnYRoaR4dz/Pn39pBzRc+zxaAcYCFZbgbzNWAL8HLgBPBX9Q6cjbZys/CWZ7WM5ux1rXz0TaejCdh3MsVn/uuXWG4gMxA6XziWlcFIKXullLaU0gG+AbyywbGz0lZuFo2M5le2dnL9a7cC8MihIf76x+Oi54EmwMKwrAzGEyF3eSuwp96xi4lGjoArz13DOy/aAMC9z57kH//nBWDcCRBkAswvS9ZghBDfAR4CThNCHBVC/D7wBSHEM0KIp4HXAB9Y0EFOA98REJloNL/7qo286axVAPzLI4e56xfHADcTIHACzCtLtu24lPLaGi//w7wPpMl0JyMIChXtAIUQfOD1pzKULfJwzxBfuf8g7XGT7Vu7SBcszGyRtljQ8nw+WLIzzHKmKxmmNRqqeE3XBJ948xmcsTrpt0B/ym2BPpQJWp7PF4HBLFI6EmHaq2aNSEjnc289u6wF+h56+lU2QH+gCTAvBAaziGmPm3QkwhWvtUZD3HLNOXTETTIFm5vufEZlAEhJ72jBdz0HzA2BwSxyWqMhupKVRrOqJcLNV59N3NQZSBe56bvPMJYrYTkOvUGLwDklMJglQDISorslUvHalu4En7nqTEK64MWhLB91W6AXSnbgOZtDAoNZIiTCBt0tEURZY6dXbGjnI5dvQwDPHh/js9/fi+1I0gUr6Ks5RwQGs4RIhA26k+EKo9lxWjd//BrVAv1/nh/ky/erbICRbLHCNR3QHAKDWWLEwwYrWyqN5m3nreMdF64H4L+fPsE/P/QiAAPpIvlS4DlrJoHBLEFi5kSj+YNf2cTrz1gJwLceepH/fvqEX3gWeM6aR2AwS5SYabCqbE8jhODGN5zKhRtVRcPf3ref/zk4gO1ITgY5Z00jMJglTNTUK4zG0DU+9ZYzOW1lEkfCX3x/L3uOjQbqM00kMJglTrXRRE2dv7z6LNa0RShaDh/7zz28OJghnQ+a0TaDwGCWAdVG0x4zueVt59Aec1ugf/cZ+lOFIOesCQQGs0zwjEZzjWZtm2qBHg3p9KUKfOTOZ0jnLfpShcBzNgsCg1lGRE2dVa3jRnPqyiSfvvIM1QJ9IMPH71LZAH1jBexAfWZGiIX0nggh/guoOwAp5ZXz88QKwAAAIABJREFUMY4LLrhAPv744/Nxq3khX7JVh2b3/+19e3v5yx/sA2D7qZ18/IoziIcNVrdWZg4E+NT9oyz0DPMllFDFISCHqsP/BpBmiZQXL0YiIZ2VZXua152+kuu2bwZg1/4B/n7n8+SKFgPpwAkwXRa04lJK+VMAIcRfSCm3l/3qv4QQuxZoWMsCb0/jxWB+/YJ1DGYK3PHEMb735DE64ia/+b82ENJFUK05DRZ6hvHoEkJs9n4QQmwCFk7KZZlQ7j0TQvCHv7qFS7d1A/DNBw/xw2dPMpQJcs6mw2IxmA8AO4UQO4UQO4GfAO+f7KQ6+sorhBA/FkIccL8vajG/uSZq6qx2HQGaEHzojadx3ga3BfoPn+ORQ4MMpAOds6myKAxGSnkvsBW4wf06TUr5wymc+k9M1Fe+CbhfSrkVuN/9+SVNJKS8Z7omMA2NT195Jqd0JXAkfPruX7L3xCi9Y4G7eSosCoNx2QqcBpwL/IYQ4ncmO6GOvvJVwLfcf38L+LVmDnKpEgnprG6NYmga8bDB568+i1UtEfKWw0fu3MPhwQwnR/OBLsAkLAqDEUJ8Eviq+/Ua4AvATF3KK6WUJwDc791NGeQywDQ0VrVGMDRNtUB/29m0RAxGcyVuuvMZBtIFekcDRc1GLAqDAa4BXguclFK+GzXLhBufMjsWg7byQmAaGmvaVLPa9StifP7qs4m4LdBvuvMZxvJFTo4GJQH1WCwGk3f1kC0hRAvQB2ye5Jx69HqSse73vloHLRZt5YXA0DW/w/Ppq1v4xFtUC/SDfWk+edezZIsWJ4NeNDVZcIMRKrr2tBCiDRW0fALYDTw6w0veDbzL/fe7gLtmPchliKGPL88u2tzBn73hNACeODzCLfc+R75kB71oarDgBiNVbs7LpZQjUsqvA68H3uUuzRpSR1/5ZuD1QogD7rVunsPhL2lCrtHomuDys1bxe6/eCMAD+/q49ac9ZIsWg0EdTQWLRVv5YSHEhVLKx6SUL0z1pDr6yqD2QwFTwDQ0VrZEODma57f+1wYGM0Xu+sVx/uOJo3QkTH79gvUYujZBuvalyoLPMC6vAR4SQjzvdg/zFPgD5gEv90zTNP7kNaewfatqgf71n/Zw/95eBtOFoI7GZbHMMJcv9ABe6pTnnv35m05n5LtP8/TRUW659znaYiYXbFzBak0QCU1sm/5SYlHMMFLKF2t9LfS4XmpETZ3uZFi1QL/qLDZ1xlUL9LueZf/JMXrH8i/5GM1imWEC5oid+/q4dVcPR4azrG+PcfHmFTzUM+T/fGQwzdHR8Y39utYwsXCIQ4MZpJTomiBXUqLnX732FTzaM8R3dx/l6EiO9e0xVrWY3L+vn0zRJm7qvOeSTVz/ulMr7psMG0gpSRdt1rfH/FKD8nHVe+3poyN888FDE66/UCxoAdliYbkVkHns3NfHJ+5+lpAuiIZ0BjMF+lJFuhImnYkwe4+PUS8RJuSuPWxHVfhJoCNuomuCSEgjGTY4NpJjJGeha2BoAkeCI+HKc1bxxOFRQrrAsh2OjeQBWNsWwdA1xnIlJEpoPRrSyZVsRnMlBNBS9lrfWJ5M0UbXBJrAv/4Nl54y10azaAvIAuaQW3f1ENIFMdNACMFYzkITkMpbCCHqGguAoevomoauCXRdPUGDmSIj2SKmpmFLGM0pR4CUoAkNQ9PQBNz99En/vgPporqGEAyki8RMg1TeIl2w/HHFTIN0wSKVr3wtU7RxJO51x6//zQcPzcvfrxaBwSxjjgxniZZt0ou2gybU96kghPpkR0Jr1HCvITk+lse2Hb+2vHyRogmwHenft2g7CAGi7L6W40zQFLAdieVUjqtWooEmIFNcuATRwGCWMevbY+TKUvZNXcOR6vvUEeiaYGNHgnVtUQCyRZvesiyAclkAR+Lve7x7SqmMyruv4c5c5eiawNAqx6XVWBg5EuLmwnnqgk3/MqN8s50wdQbSBQqlHJbjoAmB7UiScbUJdyePmpQbWjKs87uvehn5ksNnf/BL0gWbsfx4XMaR6njvAY+FNJ7vzwAQ0gW2LdE0QYup89zJMYq2uutzJ8dY3RqhYDlYtoMj4UBvipUtYQxdI27qZIq2O/bxPcx7LtnEzn193HLvPnoG1H02dcS46fLT2bFtbpPTgxlmGeFt8vtSedqiIUZyJcZyFo6UanmlCRKmTls0xMnRHPUmGu/BF6jNfySk0xoNsf20Lq55xdq6O2JHgi4gb0kM99olWyI0aI0YDGZKlGyJLsDQ1PLu8FCOgXSBrmSY9e1REHB0JI+pa3z12vN4/2u3Eg3pWA5EQzo3XHoK56xr48Y7nuJAXxopJVJKDvZn+OAdT7FzX81c26YRzDDLiPJNPqjNvaELQrrG5q4EANmiRXs8THs8zJNHhtEFaK6FOFJStBxMQ2Nrd9K/brZocdvPDvHt9/wvnjo2hqFDreJMAdgSQppA0zRCurqmAEqOxDQ0pDN+P11T9zN0jc6E6rDWEjXJFi3aYiY7tnWzY1v3BI/Ytbc9TCpvud4zV4zdbSR1666eOZ1lAoNZRhwZztJWlvNVa5MfDekcHc4iURttvWwDIgT+6+V45+iaoC+Vp14kQqL2KuV7GiHAsh1KRYkmmNb9Gr1Py1GGVn4t25ENz2sGwZJsGTGVTX6uZLOuPcb69hi6JioefinVLFG9IffOAdiwIj7h9+UIqKijka5bOG7qM7pfvfdpaNqEa+maaHheMwgMZhlx3fbNlGxJtmghpSQZMXAktETVJj9btCjZkuu2b+a67ZtJhA3+P3vvHidXXd//P9/nnLnP7CV7S0ISkkBiIFwDKnylNHKpYBVEsYK2+mtLoV9tQVtbUStSqgWqXxXstxbE9ovWytcvFUXlIhdjxILKHUICCZuE3Hez99m5n/P5/XHOmZ2Zndmd2d3szkzOM499zM6ZM+ecyZ7XfD6f9+f9fn1MpTAty/lRtIQMogEjf4zC97jniAV9ZW8cAYKGYCpFzjTzx4wFDa46Z9WMzlfpc8aCBqZVcCyliAaMKd83F3gz/TTXTL8bJds7lLC/bZXFb3YPY1p2lyji18mYCkspLEthlvnzl0bPykXT3KhVKV3RAGGfxoFRe3b/uK4on7poHRvXdbNpWx+3PLiVnQN2t2l1Z4RPXbQOoOiarzl39bTjkCMcJavYhHqCobkEU8jtj77GbY/vQBNQSpFzhjLVCKJaWoJ2acBwIku/Yz174pIWvvz+U4gGfCxx/AMaDC815mjkrid2ook9hihsDUrFMZuvzHjaxNA02sN+OiK25ewrB+wl0NM5s+kMNTzBNDHjmYnJxCPVkbCU7Q+gacKiiI9Y0A68/vfrA3zt0e1kciYHmkg0nmCamIhfz7csR2pVC1eQhiakcxbHdUa58i32Eug/fekAd//3brKm1TSiaVrBiMgup9T5eRFpvgFKFVx1ziosRT61xKVUO7PRUkvQjsAlsyZKwQffupyrzlnFO9bbS6B/+6nd/PiF/U0jmmafuHy7UurwQl9EJUqLu9yQ6K0PbWNHX5ycstNIju+Kcv3FJwDwuR+9zJ6hZP4YusDSthDJrEkmZ2EpC9OCnKXQRDAE0iWhsLkcwwwncwwnRwHojPppD/t5etcQB4dT+UjaVx/dztce3U7Yr7O2J8bvrunkoS0H2TmQwHKid1lTUUlKPk1Y3Bok4teLitDKRcTcSNyO/jimAlEQ9OsYzjeGTxfW9rRUFYkrR9NGyURkF3BmNYJZiChZaXGXW0SVNS3iqVxRuFcDIgEdU9mZwuUQnNT6Bf5zhv06IZ9GJmcxlp58rWGfRjJrS0PXyEfuqkEXWNYewtA1sqbipkvWF930m7b18cl7X2AwnikrPl0DTYSOiB+/oU96fwFHZZRMAT8TkWdE5OqFvphSSou73CIqO1nS/ou54w6FPYCvJBZ3n9JQ8UKQyJiMZ0ziZcQCkMha+WuttXdmKfJFaD5duGNzb9Hrd2zuJZ7OVWwxlQINYSyVK/v+amjmLtnblFL7RaQbeEREtjlu/4DtrQxcDbBixYp5v7jSvC+wc6HcP3bhIN3N0ZoOVaqYBWptCj/HVNR6eYqJvLhy+WZ7hhJTntvNc8uY1rT5apVo2hZGKbXfeewD7gPeUvL6gnorl+Z9gZ0LJTitQ8Ff3e1uTUdRJGwBu2ZuDf501NoKChN5ceXyzdz8uErHFZkoZJsuX60STdnCiEgE0JRSY87vvwfcNFfHn86JpZoB5TXnruaG+23jb9egIldQ9gvkb/pqW5ipJifnC58uRAMGOcNiODm1+V+t16iJHVhIZHL0j6Y4MJziuM88kHeTuebc1Xzy3hfIZDNljy0CFopY0DdtvlolmnLQ76yXeZ/z1AD+Uyn1xUr71zLoLx2sH46n6Y9n6I756YgESGbNsgPSSse6Y3Mv2/vG7PoOsfv4jc5lpy1h64ExXj0UnxPhFkbJxjMmSin2j6TKusmcsqxtyiiZXxfWTB8l83LJpqIWwVx551P0jaXyRVq9/XEypoW/pEirOxbke1efVdMxdx4eL5vQ2EgIEAsarF/aWvT/9PK+kSnFI8CKRSGWtIa455qzpzzHKTc+TDJrFnkA5Cx7XPLije+Y/Yc4SqNkR4RqnFhqHVC6x2x0scBERK/0/2m6j6awjdF3DyaY7ku8MOXHZb7cZDzB1EgtRVq1HrOagXK9I9gpOaX/T9V8tlTWoicW5NBoekrRFKb8uMyXm4wnmBqppUir1mO2BJsjBuMOwAv/n1xfs6mIp3Nc8eblJDK5KUVTmPJjKct5tLcfabwxDLXP9JcWablRsloKoCod8+V9Q4xnrCm7Z7GAxjFtYfaP2FaqpmV7IAcMe4Y9t4B9u+XtId5/xjK+//Qe9joWsYI9Q3/msW08tq2/yKKplDXdUc45roPn9oxwaCzFsYvC/PnvHpcvQLP/j4aJp82ibt7y9hD/cOlJvLh3mH/d3EsiYyICx7QEePOqRWX9n6fAG/RPRT0XkJVLoakUhauUbiPYk4mDiWzV59UEeloCRZG/yzccw7ef2s1wIotSxdWarvtMNKAznJg8264JfPz8NZyyrI0b7t+CoYGuaQyNpxkYz9ohXzVxp3ZEfLRH/E5+HLz/jGXc++w+xlIZhhKTBdceNjBNxViJkAqvz9ClKKI2hWi8QX+jUi6FplJaR6V0m7FUjmFHONViKRhN5orOedcTO4mnc+giZRM4NYSRZK4oW0HEMcZQdkGbe42RgA+frjlm4/b8jS4TKT7xdA5BCBg6IvDNX9rvG6kwtzOSzBHP2GKRgnMXXd8c+DN7gqlzSqNNUDkKV25f17N4Jr200sif2/1zZ8wLcdNOpjpPafRM14Ss471sWoqljhUt2GaArv1SwLCFFTS0isd3Ww6gbPtQ6v8804iaJ5g6p1wKTaUoXKV0G/dbtVZKI3+FVkmlBWmuiKY6T7noWcDQUcpeoDbk0/HrEwc4MJLCUopU1p5jGUvnKraSmhScu5yxR4n/80wjap5g6pzSaFMik2M0mWVoPM05tz7OlXc+lbdHPXv1IvYOJXnlwAiv941xOJ4iGjAI+LS8aV4tjGdMXto3wsv7Rtg7lOT8dV34NSFtTm6xLAVZy6I1ZORvateE3O4OTUTPRpJZtveNse3gKFnTImdBNGgQT2eLImOJrMm+YXvVsz84YxlZUxELlr/RfbrkZ/NVwbld7G7h7CNqnmDqnI3rurnpkvV0x4KMJLO2Gz629WpbyEffWIob7t/C7Y++xr3P7qM97CNo2FZKg+NZfuf4Dny6hk+fWSsD9g1oaPDEjgEUE4stueQTRoGeWJBPXLCGZW3B/Ld62Kfz8fPX5AfZbnKpUnaRW2vIwK8JB0fTiCa0hw3chiaZNTmuK8ofnn0s1523htWdsUnnB0jnFBlTTWqBon6Ny05bQiRgFPkzz3RBJi9KRn1HyUopTc0BOxWnf8w29K5m+/a+MdIFOWvV3AGaOF00gTXdMXr74+RMO6xlaMLqrmhVKUFTXf+iiD/fDVRKcWA0la+rufrc1VzxZtsr4N1ff4J0zk6NEUeVbjevcAw3i3QZL0rWLFQKAoxnzKq3uzUjCqrOsXcnCt2BeLmFkqpJCZrq+qMBI29ULiIsbgkQcJYBuHNzL4+8cgiwxeF2Maf6wj8S6TKeYBqMSkGAiF+venulupupcP3N9HzW7+SFkqpJCZru+g1N8q1GOqd4U0+MU5e1AvBPD7/Kb3cNEvLp+fHJVKI5EukynmAajHJBgKypuOqcVVVvjwYMWkKG7YhZ5XlbQwax4IQPcmfU7/gkq3yNSjUpQdNdvy0aSOVMcpbig29ZwT9cehKrOyOYluLz92/hvDd1YSkwC1JjXI50uow3hqGxxjBQnJoTLVjSO+rXERHi6VxRik5pKo97U//dD1/Kp6+4VKps9unCcZ0R2sO+vFezAB1RPyGfPiklqJwjTulr2/vGyOSsvJNLYYpR2K+TzVmMZ02WtIS4+KTFfOtXO+kbS2NogqEpMqbdwoX9Ole+ZTnRgMG//WrXXCxR7qXGTEWjCcallrSZcu/95L0vMJzI5qNnpqWwVHnB6AIhn0Y8Y02bZlLNdU21D8AN929BE1uoqaydH3fWykX88MX9zryN0BUNoIDrzlvDW1Yvwm9oLGkNTbkcR5V4g/5mpJa0mXLvddNc7OXFtYpiAVsY8Yzd9ZkuzaSa65pqH/e1WNCHodkTmoYm/GzrIbqifntFM1MxMJ5BE7jnt3sAyOQs9g8nj6hZoCeYBqaWtJly73XTXFym6msUvjZdmkk11zXVPoWvub7NQZ9tXNEa8rGk1V7eL52zGEpkOTAycdysabF/OEWmFsOzGvAE08DUkjZT7r2lK4JN1ZEpfG26NJNqrmuqfUpfc32bQz6dVNYiGjDojgUA2wctY6qiSFnOsjgwkiSdm/sKzKYUjIhcJCKvisgOEbl+oa/nSFEp4lRN8Vq5Fcg0qSwaTexZc5g+zaSa65pqn9LXXN/mD5y5nJylnJbGyBfcDSWyfPOXxd1C01IcHEmRKrd67SxoukG/iOjAa8CFwF7gt8CVSqlXKr2nUQf9MLmYrZbitXIrgl180mIeeOnAJNeVsF9nTXeMxS3+qoqxqrmuqfYp99pZx3Xww+f2cc9v9nBwNElPLEjQp/PrXYMA/MXbj+O9G5YVnUMT23Em6KtpPuboiZKJyNnAjUqpdzjPPw2glLq50nsaWTBHG/F0jr7RiVC4aSluvH8Lv3p9AAE+964T2PimYmGKCD0txelB03BURcmOAfYUPN/rbPNoAqIBg0XOSmdgZy383e+fwElLW1DAzQ9u47k3horeo5Ti0Gia8fTUxoLV0IyCKfftMKkZFZGrReRpEXm6v79/Hi7LY65oC/uJBiZai4BP5wvvOYljO8JkTcUNP9rC633xovcopegbS8865NyMgtkLLC94vgzYX7rTQnsre8yOrlgAvzFx+7aEfNz63pPpjPoZz5hc/4OXODhanMWgVHUm6VPRjIL5LbBGRFaJiB+4Arh/ga/JY46xxyVBtIIYd3dLkFvfdwqRgM7AeIZP3fsiIzUYf1RD0wlGKZUD/gJ4GNgKfF8ptWVhr8rjSODTNbpbAkXbVnVG+MJ7TsKnC3uGknz2hy/NaWi56QQDoJR6QCm1Vil13FQm5B6NT9hv0B72F207dVkbn33nCQjwyoExbvrJK/k6ntnSlILxOLpoj/gnhYzPXdvFtecfD8BTvYN89ZHXpvVsrgZPMB5NQXcsgE8vvp0vPe0YPvRWe3W5B14+yP/5712zPo8nGI+mQNOE7pZAvlrT5U/etjK/BPp3nnqD//z1G7M7z6ze7eFRRwQMna5YcRBARPjrC9fy1lWLAPj7H2/hoZcPzvgcnmA8mopowKC1ZLFdQ9e44d0nsm5xjNaQj56SyFotNMf6Ch4eBXREA/lsZ5eQT+fmy04mEjRY2xOb8bG9FsajKekqEwRoDftY1RmZ1XE9wXg0JbomdMUmBwFmiycYj6Yl6NPpiPqn37EGPMF4NDUtQR/ROVwK0ROMR9PTFS3ObJ4NnmA8mp5ymc0zxROMx1GBT9cmTWrOBG8exuOoIRKY/e3utTAeHjXgCcbDowY8wXh41IAnGA+PGvAE4+FRA55gPDxqwBOMh0cNNJ238kwQkX5g9xE+TSdw+Aifo1a8ayrPYaXUReVe8AQzT4jI00qpMxf6Ogrxrql2vC6Zh0cNeILx8KgBTzDzx50LfQFl8K6pRrwxjIdHDXgtjIdHDXiC8fCoAU8wHh414AnGw6MGPMEAF110kcJeB9P78X4UU+AJBjh8eKEzMTwaBU8wHh414AnGw6MGPNeYGbBpWx93bO5lz1CC5e1hzl69iCd7B/PPrzl3NRvXdc/pOebimPN5/GbFm+kHzjzzTPX0009Xte+mbX3ccP8WfLoQ8ukcjqfpj2fojvnpiARIZk2ypuKmS9bP+AYsPcdcHHM+j98EVHT887pkNXLH5l58uhD2G4gIY6kcmsBoMoeIvd2nC3ds7p2zc8zFMefz+M1M3QtGRN4kIs8X/IyKyMdFZJGIPCIi253Hdmd/EZHbRWSHiLwoIhvm8nr2DCUI+fT884xpoYn96BLy6ewdSszZOebimPN5/Gam7gWjlHpVKXWaUuo04AwgAdwHXA88ppRaAzzmPAe4GFjj/FwNfGMur2d5e5hk1sw/9+salrIfXZJZk2Xt4Tk7x1wccz6P38zUvWBKOB94XSm1G7gUuNvZfjfwHuf3S4FvK5ungDYRWTJXF3DNuavzy8EppYgFDSwFLSEDpeztWVNxzbmr5+wcc3HM+Tx+M9NogrkC+J7ze49S6gCA8+iOVo8B9hS8Z6+zrQgRuVpEnhaRp/v7+6u+gI3rurnpkvV0x4KMJLOs6oxy3XnHs7IjykgyS3csOOvBc+k55uKY83n8ZqZhomQi4gf2A+uVUodEZFgp1Vbw+pBSql1EfgrcrJR6wtn+GPC3SqlnKh27liiZx1FBU0TJLgaeVUodcp4fcrtazmOfs30vsLzgfcuwhebhMWsaSTBXMtEdA7gf+Ijz+0eAHxVs/7ATLTsLGHG7bh4es6UhZvpFJAxcCFxTsPkW4Psi8qfAG8D7ne0PAO8EdmBH1P54Lq4hmTEJ+fXpd/RoahpCMEqpBNBRsm0AO2pWuq8CPjbX19A/lqanNUDA8ERzNNMQgllI3JyrnYfjRPwGhgbjWYtU1mQgnkFhrwm/JOZn32ia+Y6h6ALmNOcMGBD1GwwmclMXe5R7rw5ps2SbARtWdHDNuat5ce8wdz2xk/GMScSvc9U5q7j2grVF+9/+6GtT7tNIeW0NEyU7klSKkhXmXCUzOQ6NpgHw60Iyd3T/v4V9GromjGdMdE3QBCxl/1x33vF5Qdz+6Gvc9vgONKHsPnWa19YUUbJ5pzDnaiiRRdMETTyxACSyFuMZE0uBoWloojmPcNcTO/P73fXETjSpvE+j5bV5gpmCwpyrrGkhAnOwcnXTYJX53tAExjMTfbjxjIkmlfdptLw2TzBT4OZcjadzCIJSzPsYpZ4pFQLYIooURBMjfn2SsAr3abS8Nk8wU3DNuasZS+XYeXicrKUwTYWlFEHDa2bCPo2IX0cTyFkWlrKcR7jqnFX5/a46ZxWWqrxPo+W1eYKZgo3ruvnCpScRddZ3V0BPLEBb2E972JffTxNY1hpYkO6aXsU5gwZ0hI3KI9kpCJSJogcNOHV5O1+/cgMfP38NIZ9OzrK7UoUDfoBrL1jLdecdX3GfRstr86JkTJ9LNjie4ZJ/foK9Q0lagga3X3k6KxZNdBmiAYPuluB8XKrH/OBFyWbDooifL11+Cm0hH6OpHJ/+wUsMjmfyr8fTOUaS2QW8Qo/5whNMlSxtC/HFy04iYGgcGEnx2R++XDRYHRzPkCoZvHo0H55gauCEJS187l0noAm8enCML/xkK6YTAlJKcWg0Ra6gVNmj+fAEUyP/47hO/vK8NQA82TvAPz++A3ccaFqKg6MpvHFh8+IJZgZcetpSrnizXXLzoxf2839/O1HgmclZ9I2lF+rSPI4wnmCqREoCJ1f9zire/qYuAO785U4e29qXf208nWOoICjg0Tx4gqmSrlgAKZho0UT41EXrOGVZKwD/9PA2XtgznH99KJFhPJ2b9+v0OLJ4gqmSkF+np6VYNH5D4x8uXc+xi8JkTcXnfrSFXQPj+df7x9JkvSBAU+EJpgbCfoPukpYmFvRx8/tOZlHETzyd4/r/eomBuD2GsZzImRcEaB4aQjAi0iYi94rINhHZKiJnL5TzZSRg0BULFG1b3BLkHy87iaBPo28szafve5mkk42byVn0x70gQLPQEIIBbgMeUkqtA04FtrJAzpdgp8KUimZtT4zPv/tENIEdfXH+/iev5Odo4qkcoykvE6AZqHvBiEgLcC7wLQClVEYpNcwCOV+6xII+OktE89ZVHXzcSSr8zc5Bvvroa/nu2EA8QzrnZQI0OnUvGGA10A/8u4g8JyJ3iUiEBXK+LKQl6KMjWiyad52yhA+9dQUAD7x0kP/49Rs418ihkXS+1fFoTBpBMAawAfiGUup0YJyJ7lc5ymWaTrpLlVJ3KqXOVEqd2dXVNeOLaw356IgUi+ZP3raSC0/sAeDff7WLn71iew/mLMsLAjQ4jSCYvcBepdSvnef3YguobpwvW8PFohERPvl7a9mwwnay/dLDr/Ls7iEAUlnTCwI0MHUvGKXUQWCPiLzJ2XQ+8Ap15nxZKhqfrnHjJetZ1RnBtBSfv38Lvf1xwA4CDCe8TIBGpO4F4/CXwHdF5EXgNOAfsZ0vLxSR7diumLc4+z4A9GI7X34T+Oh8XWRr2Ed72J9/Hg0Y3HzZSXRG/YxnTD79g5fpd/LMBse9TIBGxKu4ZO7d+4fGMwwVtCCv98W57v8+TyJjsrrnrYN4AAAgAElEQVQrwm0fOI1IwEATYUlb0HPTrD+8isv5pD3ipzU0UfN/XHeUz7/7RHRN6O0f58Yfv0LOtLCUom80jeVFzhoGTzBHiI5ogFhwQjRvXrmIv77QnqN5ZvcQ/+sRe44ma3rlAI2EJ5gjSFcsQDQ4YV990UmL+cjZxwLw8JZD3P3kbgASmVyRR4BH/eIJ5gjTHQvmbZoAPnz2sVy0fjEA335yNw++ZAfwhhMZ4l4QoO7xBDMPdLdMiEZE+KsL13Dmse0A/K9HXuO3uwYBuxzAS5+pbzzBzBOFojF0jc+/+0SO64pgKbjx/lfYfmjMS59pADzBzCOFookEDG5+78l0xwIksyafue9l23XGS5+pazzBzDOFoumMBrj5vScTCegMjGe4/gcvEU/lSGVNDse9IEA94glmAeiKBYg4olnVGeGmS9ZjaMLugQQ33L+FTM5iLJX1amjqEE8wC4CI0B0LEPbbojl9RTt/e5GdKvf8nmG+/LNXUUoxEPfcNOsNTzALhIjQ0xLIr8x8wQk9+SUgHt3ax7/9alfeTdMz0qgfPMEsICJCTyxI0FmB68q3LOfdp9jFod/99Rv8+IX9mJYtGi99pj7wBLPAaJqwuCWI39AQEa49fw1nrV4EwG2Pbeep3gHPSKOO8ARTB2iasKQ1hE+3Vyb+3O+fyNqeKJaCm378Cq8eHGM87aXP1AOeYOoEXROWtAbx6Rohv84/XnYyi1uCpHIWn7nvJQ6MJL30mTrAE0wdYegai1uDGJrGooifW957MrGgveT59f/1EqPJLP1jaS9ytoB4gqkzfI5odE1Y0RHmHy5dj08X9gwl+dyPXiadNb11aBaQhhCMiOwSkZdE5HkRedrZtiDOl/OB39DoaQmiiXDKsjauv2gdAC/tG+WWB7eRNS0OjaW99JkFoCEE4/B2pdRpSqkznecL5nw5HwR9OotbbdG8fV13fhnuTa/1c+fmXtJZM+8P4DF/NJJgSllQ58v5IOjT6WkJIiL8wZnLeM9pSwH4/tN7+eFz+4h7kbN5p1EEo4CficgzInK1s21WzpeNQsiv59em+djbj+dtx3UA8PXHd/CrHYcZTmS8nLN5pFEE8zal1Abs7tbHROTcKfatyvlyLqxi54towKAjGkDXhM/+/gmsWxxDAV/46Va2Hhj1cs7mkYYQjFJqv/PYB9wHvIVZOl/OlVXsfNEasj3Pgj6dL152Ektag6RzFp+972X2DiW8nLN5ou4FIyIREYm5vwO/B7xMnTlfzgftET8tjnBufd/JtAQNhpNZPv2DlxiMZzg44uWcHWnqXjBAD/CEiLwA/Ab4qVLqIerQ+XI+6IzaTjTL2sN84T0n4Tc09g4l+ewPXyaeynqWTUcYz/mSuXe+PNLYaf9pEpkcm1/r5+9//AoK+J01ndzwrhNpj/jpLFmGw6MmPOfLZsKtpQn4dM5d28VH334cAL/cfphv/OJ1RpPF1ZqbtvVx5Z1Pcc6tj3PlnU+xaVtfpUN7TIMnmAZFxC4L8Oka79uwjPdtsCPnP3h2H//vmb0MxDMkMyabtvVxw/1b6BtL0Rby0TeW4ob7t3iimSGeYBoYN8PZ0DT+58bjOHdNJwD/uul1Nr3aR99Yim/84nV8uhD2G4jYjz5duGNz7wJffWPiCabBMXSNntYAhqbx6YvXsX5pCwr4xwe28sKeYXYPjBM0iv/MIZ/O3qHEwlxwg+MJpgkIGHbeWchv8IVLT2JZe4isqfi7H75MW8hPPJ0rStRMZk2WtYcX8IobF08wTYKbd9bm1NG0hXyMpnL0jaVIZi3G0lmUUiQyObKmyidzetSGJ5gmIuTX6Yz6WdoW4ouXnUTA0BhMZPEbGi0BP4PjGbpjQW66ZD0b13VPf0CPSRjT7+LRSMSCPhRwAi187l0ncMOPtrB3KMny9jBf+cCp9LQGaSlYt8ajNjzB1BmbtvVxx+Ze9gwliAUMlFLEMybL28Ncc+7qKVuGTdv6uOXBrezoj5OzwBBoD/sZGM/wZO8A//z4Ds5atYj7nt/P/pFk1cd0r6ea/Zsdb6af+pnpd+dMfLqQMy32DacAOKYtiKFrZE1VsTu1aVsfn7z3BQbjGQpTMDXAZ2ikc/bWWNCgPewjGjBI56xpj+leT8ink8yaU+7fRFSc6Z+3FkZETlRKvVKybaNSatN8XUO9c8fm3vycSW9/HF0TUHA4nmF1V5REJscdm3vL3qx3bO61o2HOcxFAgQV5sQCMpXKMpWznGQEMDa75j2dY3RmZ1JrdsbmXTM5kIJ4jY1r4dY1Y0Kh4DUcD89kl+76IfAf4JyDoPJ4JnD2P11DX7BlK0OYsJpsxLVswzu8w9fzJnqEEpqWKCn+m6zsoIGuBWBbb++KA3Zq52QCD4ynSOYWGoIuQMxUD4xly5uhsPmZDM59Rsrdi16n8N/Bb7BqVt83j+eue5e1hkk4hmF/XUAqUsn+H8vMnbp5Y/5i9EFPFvsQUKOysAV2Ew/FMPhsgmbUlp2mCiKDlBXz0duPnUzBZIAmEsFuYnUopr+KpgGvOXU3WtOdKOqN+TEthKkVn1F92/qQwT2xxSwDURKtS69BUxP4pbM2Usg9oKYVCYTnP/cbROxsxn5/8t9iCeTNwDnCliNw7j+evezau6+amS9bTHQtiKVjTHeV4Z1m/cvMnhWOelpCf5YvC+Jy/qBQ0NT5t+nbHstSk1iwaMOiM+TE0wbQUhiZ0xvys6Y7N6eduJOYtSiYiZyqlni7Z9kdKqe/MywVMQb1EyWrlnFsfpy3kQwrUoZRiJJnll586j9sffY2vPbad6YowDU2wLIUILGsP5SNyl284hnuf3VcUJRtNZumI+KsOdTcoC18P44pFRLpFZIWIrAB+MV/nb0YKxzwuheOcU5a1EfHrVGpgwk5zlLMUkYDBivYQpqXyrdm1F6zNt3gjyaw9rgKyljpqSwXms4V5N/AVYCm2YcWxwFal1Poq368DTwP7lFLvEpFVwD3AIuBZ4I+UUhkRCQDfBs4ABoAPKKV2TXXshWphyk0KAtz60DZ29MXJKYUucHxXlOsvPoGN67q5/dHX+N8/30G6YODdFjJoDfk4NJomnbPwaYISyJkKn26vDABwcDSVDzHrAis7IgyMpxlOThich31CeyRALGAwnjHpG0tjKbs7ls5aKJyvX7Frcny6sHJRmIc+8btVfb65aI2mOu4cnbNiCzOfgnkBOA94VCl1uoi8HbhSKXX1NG913/9X2GHoFkcw3wd+oJS6R0T+FXhBKfUNEfkocIpS6s9F5ArgMqXUB6Y69kIIptyk4EgyS9a0iKdyFAaiNGBR1M/vHN/BD58/UDFc7NMgZ00OJ2tiBwFm8pfWhCm7dBogGnzrw28uujFrmfQsvMmjfh0RYSydK7rh3X22940xlsrRHvbRGQ0UHRfgb+59gbFUjpxlYWj2vNGXLj+1VtEsfJcMyCqlBgBNRDSl1M+B06p5o4gsA34fuMt5Ltjic4MGpc6XriPmvcD5UtjJrxMKB+xuYVc8nWM0mcNS9l/MvWoFxNM57n/xYMWbXhPwG3r+uRQ8WjMUC857p/rPs7BvotKCtHKfr1zhWmGkTxfY0T/O9r44upDv8t3+6Gv5fRLpHJay54PGUrmi49760DaGElkUdp2QAoYSWW59aNsMP/1k5lMwwyISBTYD3xWR27BDzdXwNeBvIZ/10QEMK6XcvkShu2Xe+dJ5fcTZv67YM5Qg5NOLtrkTjwqK7lLlvGZO8VVvKTsknN9jDr8iphObpmmTJlTLfb5yE6+Fwjocz6CLoGvF80F3PbEzv0/WUuiaoCEcdlZlc4/be3gcTUATQRA0ETSB3sPjs/4/yH/WOTvS9LwAJIBPAA8BrwPTSl9E3gX0KaWeKdxcZldVxWuFx11Q58tyA3ZdE7tlgaIrFuc1fYrwsCZ2SDi/h7K3GfqRb1xNS02aUJ0uIOFSKKyMaZWdDxrPmPl93Andwn3msyBuPgXzdqWUpZTKKaXuVkrdjj0nMx1vAy4RkV3Yg/zzsFucNhFxU3sK3S3zzpfO663AYOlBF9r5snCS0i3sigYMWkIGTgpZfvJRsO1iLzllccWGI+LXiQWNom6cO3ZpDRm0BPQK75w5tpBtMZdOqA6Np9k1MM72Q2McHEmwvW+MXQMJhhOZoqhaNdkNEb+e36crFkApMJXCr2tFE7qrOsJYyp1TUliWwlKwqmPuxHTEBSMi/1NEXgLWOeu1uD87gRene79S6tNKqWVKqZXAFcDjSqkPAT8HLnd2K3W+dB0xL3f2r7tcjsJJypFklu5YkC9ffiq3feB01vbE8GmCiJ0cubYnypcvP5WvXrGBT1ywhkBBq+HXhb+6YA1fv3IDqzqjLAr7CPk0fLqgaxpruqPc9oHTWb+0ZdbXXCpWTcDQND628biiKNUN928haymWtYUwLYv+eBbLUixrC5IxraJQ9KTsBmV3PQuzG646Z1V+H9tn2ocmQsinFU3oXn/xCbSFfYhmC0o0aAv7uP7iE2b92fP/B0f6XhKRVqAduJmJNVwAxpRSk775pznWRuCTTpRsNRNh5eeAP1RKpUUkCHwHOB27ZblCKTWlRUqjTlzWwnGfeWDKMdB0rOmO4Dd0xtM5Do6kUMCGFe2TwrZX3vkUfWMpwn678e/tj+cznVd3RQFIZHJ0x4J87+qzgIko2d6hBBEnShZP51hWJkq2dyhRtL2UavebhoUPK9czR4NgVl7/0ylf9+lCtiSp0qkQAKAlaLC4JUjOsshZVKyJKc0+2HZwNB+aXrfYbuUKsxHqlIWvh/FYWHQnH6wc7vinP57Ju8soBQFDUEA6pxhN5YAUXVE/YZ/G3/3oZZZvnvwNvrw9XNTC+HUt38K4VDtIr8dqz6M37fQo45JTFld8rSVk4Dd0rjvveJa1h1nVGWH90haWtIVoD/tZ0213peLpHEOJLMmsWTE1pjSYEQsaWMo+Ry2uNfXq2OkJ5ijhq1ds4LLTlhTllWlAZ9TPyo5o2dyxxS0hbnz3er7yB6dynJM1PZTI2lEqS5WdjCwNZqzqjHLdecezsiOaD25UU+Jc7cTnfOONYTg6xjCzYTSVZev+Ua785lNYyu7erWgPkbMUA/E0aVPxlpWLauoyTdfdmi4T+whTF6kxHg1KS9DHmp4Ya7pjiNity56hJAeGk2RMi6Ch1dRlqqa7Ve3E53zjCabJOBJLW2za1sfHvvssfaPJfJcuZylMZ5JxUcRfU5epmu5WuYndenDs9KJkTcSmbX1F2bqHx9L8zb0vTJmt63qZ7Rywc7xWd0a4+KTFPNk7mPdG64+naQ35WNoWwhpKMJKyv/ldL4CgT8NSqmqT80KzD5fS925c181NMBdzKnOKJ5gmws3W1TWxs3XVRLbuVF5mw4lsvuV49eAYrx4ao6clQEckYNflWIqI32DcMklkLAynjABsQ4yDIymWtoXJmtV1mUpDz1C+u7VxXfeCC6QUr0vWRNSaret6mdkZwhq6pqGcScbRZA4RwVQKTeziszcGE2QthbtYszsyHkub9I2lSGUt/uycVdNeZ712t6rBa2GaGNNSZE3b8eXKO5+a1KV57dBovopSs0AXySd8upnAugipnEVh+rT7W2vIYDSVy4ebLz17KWuXxLAsxebX+itGweq1u1UNXliZ5gkrX/TVX/DaofhETY1DYXnAxzYex7UXrGXTtj7+7DtPT0qHcYn4dbpiAfYOJclVmYPm1zWu/p1VPPjyAXYOJPDrGj0tgapsbutsRt/LJZuKZhFMJZcYXcCna073SrjjD8/g1oe2se3gWNniMMHOLZuJYZ9g9/PNguddUT+xkK8o4dKl1E/60FiarKlY2x3lUxetqyic2x99jbue2Ml4xk7/v+qcVZyyrG2uhOfNwxwNPNk7SE9LgIi/uPZFYRtW6JqQsyzu2Nw7ZRWiCHmXS/fOMTS7Nn+6cjTFhFjc5/3xDDnTKhtBc0PMOVOxfySFsmyB7zw8XnFe5/ZHX+O2x3eQzJoYmh0w+Npj2/nL7z17xFNpPME0EXuGEnREAqzuihaJxu1EKAUBfaKcuNC4XGRCHJoIa7pjRPw6fl3D0OzxkFXi3VzoOzAVCjg0li4bQXMrLg/H02jYdrSaZgcbKs3r3PXEznwtjiYahqZhKRjPmEc8lcYTTBNRODveFQtMGGGIY/eqoDXssxMsO8JF5cyFNrOWUmw7OErOtPLdOMF2h4HJ/RWh/PZCKkXB3Gt2y5NhouKy0rzOeMYs67VW2hU9EovfelGyBqKSj1nhAkwjSdtXJBowaAsbDCXsKJbrR3ZwJM1Zq+y8r7/83rOMpc0iMwSFfeNZpu2EqdTEdr+ucfH6Hn65Y4Ch8YxtBVVwkwZ0ezUA9xiF+Ct4C1xz7mpuuH8Luuu+iX3OrligYiqMW7JcKprS50cilcYb9FMfg35XDK8dGiWZsciaFohj46osMrmJe1MTu5+fs2yTi2hAJ5NTpHP2t3RP1I9oGsmsyeF4pug87s1fq1dZwNDs1QEEWgK6LcSSfXy6cOoxLTy/d4RcyYvuzby2O5ovGS70Iounc/YYxjHv8Dlr0ZxzfAePbesvGtwD3Pb4DmfOyRanaSkifp3uluBcLP7kRcmmYqEF40aKMjmT/ng6PzFYK3rBYD2gC/HM/CyOoGtOFM5pIc57UxcPvTJ5sK07LjYtzjqcrSFfkYlhJmuSceykdEfRGdOxVXKEYSm47rzjASpGyeZgbqdxBePU6G8GAthdyHuVUp9vBqtYF7cO/uBIikRmIk9rJugCM4gGzxq/rqGJnZQZ8mkknHFGtkSzhmZPhoomRasAbO8bAwVreia2bdk/gqUo8jfLWRYhn86LN77jSH6chg4rp4HzlFKnYjtlXiQiZwG3Al9VSq0BhoA/dfb/U2BIKXU88FVnv7rGjRQVGfHNkIVa6yhrWk5Zs0YiaxEwNKTMfWeHthU5pxkdS2Xp7Y+TylqkchavHBiltz/OaDJb1qJWE3vQv1DUvWCUTdx56nN+FA1uFVuIGykqMuKbBQux3pHC/vaPBQ0ifp2WkI9y8s9Z9k2vacJoMsP+4RTp3IQATMsei+0fSZY9j6WYNM80n9S9YMB27heR57Fd/x/Bds2clVXsQjtfFuImI8aCBpo28+7YBELImP/vCNMZfF91zir8hk40MDkIazp1NKap2D1oF6AVjtlsL2j7f0B3BvU5y8JSlvNIfuC/EDSEYJRSplLqNGyHy7cA5ZzZarKKXWjny0LcOvhVnVHaQz7CPh2fJo7zvUbQmIgyiUBnxEdnxK4ncVNR3A/dGfXTFvaxtD1MS2D+/7yWZXHtBWu5fMMxJLMWugZ+zV5ZwL1Gt8zZRWGLw69rzpyRvWpae8TPx89fQ8ink7Psscwlp9i1OnNZIFcLDTUPo5QaFpFNwFk4VrFOK1LOKnbvVFax9cZMaj8K86miTqTITay8Y3MvfaN2t0bX7PB01lTTrkY2WwYSOW5/9DWe7B1kWXuIsN92i8maioF4ioFx210/Yyo0QHf80EwFfk0Q0TA0YXFrkO5YkGsvWMu1F6wFivPOCtNfboJ5S9ZshChZF/ZSGcMiEgJ+hj2Q/wjwXwXrw7yolPoXEfkYcHLB+jDvVUr9wVTnWOgo2ZHilBsfJpk1ESTfnalEoWnfbGkJGrSEfEUmFiOJDHuHk5OuwTVft7DHXoK9jqZP1yfNoZS6asJkF805oqGN/JYAdzsrkGnA95VSPxGRV4B7ROQL2Fax33L2/xbwHRHZgWMVuxAXXQ+MZ0w0FNkqmpW5/Nocz5isX9padHPbK5mVP68moANBn07A0FjZES07h1JY2jyazHI4niZjWuwdSrJpW9+8tDJ1Lxil1IvYPsml23uxxzOl21PA++fh0uqeiF9nNJWb09aj2vO6KS+JTI6QT3eK0OxvvNLpVFPBO0/q4ZPvWEfAp7OkJZifgC3ELW22M5uTuIFrgXnrmjXEoN9jZrjRpPnudJ+/rmuSoZ+7EkGl3IMHXj7ET184QDprcmgsxc+3HprkfuNGEw+NpfLrbII93pkvk7+6H8PMB806hgE45+ZH2T9avjt0pDh7dcekMcVFX/0FO/rHp6ze1MRuRQ6PpRh3UgQEW2itYT9fvvxUAK75j2cwLYuAYVeFxoK+iiZ/hWtjZnIWPl1Y29MyXdpMQ8/0e8yCL1x2CsvawyxpDeBzcrKOFLrAsYtCZVPq3bVbpsJSsHswkRcL4CxzDoPxDLc8uJWN67rZsKKdYzsirO6KEgvaxyyXmexG1XYNxBlxPKFHUzl2Ho7PuLjME0yT43aNVnZEaQ37iAYMYgGNkG9u//QRv87yRWEMXSubUr9xXTdfvvxUwjOcpVeQ90675tzVHI6neXnfCC/tG+HlfSMcjqcn1du41ZyjyRyaJnbBGcJYKjfjLlzdD/o9Zk+lOZ7p1oypxLK2ICJCtMDkrzClvpJd0sZ13fzLBzfwN/e+QH9J2cF0FHbkXtw7zGgyV/T6aDLHi3uHgYmygf6xNItbAmRMKz9R6q6NOdPiMk8wHmVZ1xPl9YIxh67B8V1R3nnykrwrZlvYn3fJLE2pr+QEs3FdN1+6/FQ++p/PksiYiBNSzlUxxlrdGQHstH5Dt1sMl5xl8Y1fvE5XLJif2Dw8lmbfsL2cubuQrFvNOdPiMk8wRzE+TSrO0ewcSNAZ89MRsSsfR5NZ4qkstz2+HZ9m2yf1jaX4zlO76Yj4i1qAambk3ZoXpexZ/oAz418piibAX7zdroMZz5iTEkw1gWTWom80lV8wtjXkY2A8Y1dgWwpL7KuMBX0zNg70BHOUsmlbnz3XUUYwmuMBMBDPEjDsMcdQIoulFIZmr0p2YCRNe9jHUCLLWDrH8V3RvDAifj1vNg4Q9hskMrn8mOGG+7fYXmkCIhoWip6WIMmsWbarpgMtYR8nLG1hJJktW6LstoSWUvkSgqFElkVhHyOpHC0hg0zOwq8LqzrLT4xWgyeYo5Q7NvfSHra/gTUkX4tjO8GI7YIJ9I+lATdr2LGhFcFC0R9PYzhLAbpOLYlMjt7D4/lVy1zcMYM7EF/cGmT/cAoEREFfPE1nNMDqjjBZy24h9gwlyJgKS6AnFgRgIJ7mj85awb9u3knOsgpKlO18ufw/AQt7qcENK9rnLHXGE0wDMFfOkG6yZjxtG2MIjjmFTAyqFfbCRa5fgGsZK0z4ALi2TJbCsaK1qyPBFoZpWQyMpxlN5vLrW7aEDFZ2RPPpLSLC0jZbkOmchSjhC5eeRDyV44sPbgUslrYFeWPQzj87OJZiIJ6mIxrgfWcsB+A7T72RL1EOGBYdkQD7R1JgueMVRU7NrWezN3FJfU9cFo4HZmPu4Jrf4YwZXDSAgp6Z21XKKfsxYNieXzlL0R72MZzMojnJnOWqOzVXTI7gSmvxn+wdnDaB8r5n9nL3k7s5OJqkJehj10CCjGmxpjvK1z5wGiEnNN3TEiTi1Ny4iZk5U+VzzHRNWLkozEOf+N1a/svd/4ayePMwdc5s13q8/dHXOOXGh/nKo9vzxVuFWBQPYwqdk0ynBemKBWgL+2gJ+VjaGsRSk8VS6Cmmi13L49dtsfl1ja6onyd7B6ty7r/k9GP4+gdP5z//7Cz+9Y/O4MZLTkQT2N4X56afvJJfDbpvLE0iY4eX3eMautAZ9aOL2M47MKc1M16XrM6pZvGhSuRblRqzyVwx6AIrOsJkTcWHzzqWJ3sH2X5oFE3T0JWFoQtpJx7s+pdpmmApe0yzumtiHKOUYnvfGLc8uJW9g4l8NCzs0/nz3y3uYuqa0N0SYP9wCqUUZ63u4OMXrOErj2zn1zsH+dqj2/mrC9fwnf/exfef2UsyaxINGJy/rottB+PsGkjg04VlbSGyluKT975AVzTAWDo3a7Nzr4Wpc2az1qNrqTqTXrdgp9u7LdqTvYN87+qzWNPTwrL2EEGfDsrucrnjG7+uETRs61a9JAdnYDzNcCLD9r54Ueg4nTP59lO7J7UCbp6Yy7tOWcqH3roCgJ++dIBL//ev+PcndzOeMRHsbt39Lx5kLJmhO+ZHWYo3BpO83j/O4XiG1/vjc+K57AmmzpnN4kOupepMBKMgf8MWtmiuw01nNICFbSObd8vE9iWIBQ2iAaPomgfHs2gi+WCD6+VsKYinc2W7mNGAQWtB6/onb1vJ6cvbAIinC4wznH6koNg3kubQiL2yc+HHzpiKeDo3a89lTzB1TmmafLXr3IOd32WpiZuzFoKGVjax0W3x7PFMiIChoYvdjWoNGqzqjPKly0/ly5efWnTN0YA+ad0aNzpnWqpiF3NRxG+3ZtjhbtNSBMrY4piOY2bhOUq9gtwQ+Ww8l70xTAMw07UerzpnFbc9viMfAnZpCxn4dI3hRGaS0Z5Le8ROmS/NDyssDIsFDQxnhr6ciEvLi5/bM0TOLI4wCLbYKnUxRYTumD2eyVkWh8ZSHNMWpPdw8Q1f6OesCjcW4IbIZ+O5XPctjIgsF5Gfi8hWEdkiItc52xeJyCMist15bHe2i4jcLiI7RORFEdmwsJ9g4bj2grVcd97xRPyGXQasCbGAxglLWvnS5afyzQ+/mY5w8XdmR9jHX12whpUd0bIt2kxbvGvOXU00YEy0AmqiPDkaMKbsYhq6RndLABFhSUuIrKloC03+rrcU9ER9VErE9mky6/U0634eRkSWAEuUUs+KSAx4Btu07/8DBpVSt4jI9UC7UupTIvJO4C+BdwJvBW5TSr11qnPU8zzMkWY+l8tzlzh3kzoNXTiuM8L1F59Q1TlHElkefOkAtz2+HUMTRpJZRlN2WFmAD755OScva+PWh7cxmsw6c0L2Yk26LrSGfKzpjlXzGRvXBEMpdQA44Pw+JiJbsc36LgU2OrvdDWwCPuVs/7ayvwmeEpE2EVniHMejgE3b+rjmP57JL4WxdyjJs28McdSDe6AAACAASURBVMcfnjEr0UyVqVxpjcsr73xqWtE+98YQ/++ZvSSdVsJvaKzujLBrYBxLwba+OB9520o+9Y513Ln5dfYO2zZTx7SHiPh14nNgMVv3LUwhIrIS25j8JOANpVRbwWtDSql2EfkJcItS6gln+2PAp5RST5cc62rgaoAVK1acsXv37vn5EHXEKTc+nP+GLqQlaMzY7LvWzIRq93f3MzR75bFk1iRnKa47bw2DiQz/9PCrAFy0fjF/8461eXunp3cN8vXHd+A3tFoyJRq3hXERkSjwX8DHlVKjU9glV+18CdwJdpdsrq5zPqj0DV7LdqCsWNzt1Xzjl6MwMwGKM5XLHaNw/7FUlv6xNKmcybX3PMftV5yef0/hfsqZGE1kctzz2z185QOncmg0xd1P7uahLQfpaQnwkf+xEoD//PUeROzIWGGCaKXrmY6GEIyI+LDF8l2l1A+czYfcrpYzznFnolznS5dCV8yGp1KtyeV7h7n32X1Vbf/kvS/k00YqUbq4arUWRrVmJrj7j6Wy7B9OOe4yQiJjFp238LgigqFD0Kdx0HH3/PDZx3JwNMXDWw5x95O76W4JcvFJizkwmqQlaJA1FT7dfu9swsqNECUTbHO+rUqprxS8dD+2+yXO448Ktn/YiZadBYw00/ilUm7ZXU/srHp7PJ2bVOJbykxz12rNTHD37x9L26s3i4ASAoZWdN7S42pih7MXt4QAWwh/feFazji2HYCvPPIav901yJKWEKmslberdUPlTRtWBt4G/BFwnog87/y8E7gFuFBEtgMXOs8BHgB6gR3AN4GPLsA1HzHcmfZCQj6d8YxZ9XbTWQ25koNMuCQuW8s3cq2ZCe7+qZwJ2Cs1Wyg6o4Gi85Y7rqXgj9+2Mn8sQ9e48d0nsrorgmkp/v7Hr3Du2k5yli0SS1mzDivXvWCUUk8opUQpdYpS6jTn5wGl1IBS6nyl1BrncdDZXymlPqaUOk4pdXLpYL/RqfQN7lYhVrNd12zHSJ+zaljpa0vaQpOOU+03cq3zNO7+Eb9hF4HpwtLWEC0hX9F5Kx33ktOWEij4QogEDG6+7GS6ogESGZPv/uYNPnLWsXREAoylcnTVkClRjoaKkh0pGmkeplJU6fINx+THKtNtH0lmyZoW4+mJMl9LQVvYx4fPOrbscWZzk83mc1Vz3pxpsW84mU/7B+jtj3PdPc8znjFZ2RHm9itOJxo0WL4ojE+ftp3w6mGahUrftNdesLbq7V++/FRu+8DprOmOIk7J8fFdEb58+akVj3OkPYtnkzNn6Bo9LUEKI6eru6L8/aXrMTRh10CCG+7fMm2goxq8FobGamE8KjOSzDIQTxdte+SVQ9z84DYALjihm3/50Ab8xrRmgl4L49H8tIZ8RIPFMyUXntjDnziBgUe39vHVR7fP6hyeYDyaiq5oAH9J+v+H3rqC3z95CQDf2PQ63//tnhkfvyEmLj08qkVE6GkJsr8gCCAifPyCNRyOpzkwkuLNqxbN+PieYDyaDp+u0RULcHAkld+ma8IN7zqRjpg/P9k5E7wumUdTEvYbLIr4i7aF/DodkUCFd1SHJxiPpqUt7M/7ls0VnmA8mpquaKCaicqq8QTj0dRomh0E0CqXg9R2vDk5iodHHeM3tCKPs9ngCcbjqCASMGgP+6ffcRq8sLLHUUN7xM9sU8G8FsbjqGKK0vaq8ATj4VEDnmA8PGqg7gUjIv8mIn0i8nLBNs/10mNBqHvBAP8HuKhk2/XAY0qpNcBjznOAi4E1zs/VwDfm6Ro9jhLqXjBKqc3AYMnmS7HdLnEe31Ow/dtOXf9TQJtjweThMSfUvWAq0ONaJzmPbh3rMUBhscNeZ5uHx5zQbPMwVbleQrFVLBAXkVeP2FXZdAKHj/A5asW7pvI8pJQqHQYAjSuYWbteFlrFzgci8rRS6sz5Ol81eNdUO43aJTsqXS89Fp66b2FE5HvYy1p0ishe4PPYLpffF5E/Bd4A3u/s/gD2ujA7gATwx/N+wR5NTd0LRil1ZYWXzi+zrwI+dmSvaMbMW/evBrxrqhHPl8zDowYadQzj4bEgeILx8KgBTzAeHjXgCcbDowY8wQAXXXSRwlk+3vvxfpgCTzDA4cMLnYnh0Sh4gvHwqAFPMB4eNdCwghGR5SLycxHZKiJbROQ6Z/uXRGSbU3F5n4i0LfS1ejQPdZ8aMwU54K+VUs+KSAx4RkQeAR4BPq2UyonIrcCngU8t5IUuFJu29XHH5l72DCVY3h7mmnNXFy2BN93rHpNp2BZGKXVAKfWs8/sYsBU4Rin1M6WUuwj9U9gp/kcd7iKrfWMp2kI++sZS3HD/FjZt66vqdY/yNKxgChGRlcDpwK9LXvoT4MH5vp564I7Nvfh0Iew3ELEffbpwx+beql73KE/DC0ZEosB/AR9XSo0WbP8sdrftuxXed7WIPC0iT/f398/Pxc4je4YShHzFi5+GfDp7hxJVve5RnoYWjIj4sMXyXaXUDwq2fwR4F/AhVSEdWyl1p1LqTKXUmV1dXfNzwfPI8vYwyaxZtC2ZNVnWHq7qdY/yNKxgxPb8/BawVSn1lYLtF2EP8i9RSh21X5fXnLuarKlIZHIoZT9mTcU1566u6nWP8jRsPYyInAP8EngJsJzNnwFuBwLAgLPtKaXUn091rDPPPFM9/fTTR+pSFww3CrZ3KMGyKaJklV4/iqlowNywgplLmlUwHjOmomAatkvm4bEQeILx8KgBTzAeHjXgCcbDowY8wXh41IAnGA+PGmjkbOWmpDCDOBYwUEoRz5hVZRNv2tbHLQ9uZUd/HFOBIcLx3VE+ddG6/PtqzVD2MpqL8eZhqJ95GDeD2KcLOdNi33AKgGPaghi6RtZU3HTJ+rI37KZtfXzy3hcYjGfys7gAusCiiJ8vXX4qQP74IZ9OMmtOe8xa9m8ivHmYRqAwg/hwPIOuCboIh+OZabOJ79jcSzydyzs4iNh/dUvBcCLDtfc8xzX/8Qx9YylypqoqQ9nLaJ6MJ5g6ojCDOGNa9k0v9u8wdTbxnqEEpqWKLU/EtkDJWjCeyWFaFpal2D+SZDSZreqYXkZzMV6XjProkm3a1se19zzHWCqHiN0yVKIz4qMzGsiPbc5evYi7ntjJaCqX30cESv+0hmb3NHJlDh726YT8Gmt7Wjh79SIeeOkAr/bFUQoMDXRNw1IKAXRN6IgGmnlM4+WSTcVCC8YdK4wmMwwnc9O/AfsvumJRiHTOoj+eoTVoMJLMYs7iz6lrEAsYjCRzaE7rlisYEGnYWa66wLL20LTjqgamomC8KFkd4I4VsjXc7Qo4HM8AoAmkcxbLF4U5OJIiVXiX14BlwUjSHgeZyhaIMOFsZwE+XdCwx1Wru6IkMjnu2Nw7pVfA2asX8WTvYFNE2jzB1AF7hhK0hXz5sUrhTToV7v6aM86JBX3Egj6UUry8f3Sad0+m9JxKTd6ma/bAqNK4qjCy1hbysfNwnN/sGqQ75qcjEsh7B9wEDSkab9BfB7jVj35dq9wXKINf1/DrGpayf3cprKSUWg5YihT/qjnjIlVwvtIqzdLI2ljK7t6NJnNNEWnzBFMHuNWPsaCBplXXugjQGfUTCxpYClpCRlHl5Nmr2oHJA/9qjutS+F5NoDPix7QUplJ0Rv1lqzRLI2sZ08q3gC6NHGnzBFMlRzI4snFdNzddsp5VnVHaQz7CPh2fJs6EoUbQsG9YsFuMzoiPN/VEsRSs6oxy3XnHs7IjykgyS3csyE2XrOd71/wPLjttid2FqgJ3r4Ch0RMLENAlv82vC2t7YgR8Omu6oxzfFcFS5M9V2LUq9Qqo1AI2qneAFyWjuijZ/uEkiyJ+giXzEo3CJ+55lvueL7+g9JLWAD5d5/INx3Dvs/tmNbNfmh1wOJ6mP57Jj2EaJFvAi5LNlqxpcWAkRXvYR1vYv9CXUzNfvWID8Cw/euFAfo5HAxZF/azsiOYjV6csa5tVnf/Gdd3cBPljrOqM8sG32FGyZvAO8FoYqmthdg+MYzp3WtCn0xUL4NO9Hm2T4uWSzSWprMm+oSQjiexCX4rHPOMJZoZYSjEwnmbfcJLMDCcKPRoPTzBVcMuD2/jeb94ga04WRjprsm/Ya22OFrxB/zS8sn+UOze/jqXgJy8e4KMbj+Os1R1F+yintYlncnRFA/gN73uoWfH+stOwtC3Ih89eiS6wdyjJZ+57met/8BJvDE6eeHNbm+FEZgGu1GM+8FqYaXj+jWFePThGW9hHImOSzFr8Zucgv9k5mN9HE+iK+DgUn/9umS7MKkN5OsrltQUM2LCig2vOXc2Le4e564mdjGdMIn6dq85ZxbUXrC3a//ZHX5tyn0Yqg/bCylQOKxdOwiUzOQ6OpAHwhvgQ9mnomjCeMdE1QXNqeCwF1513fF4Qtz/6Grc9vgNNKLtPnZZBe2HlmVCYSDiUyKLrMrtkxiYikbUYz5hYCgxNQxPNeYS7ntiZ3++uJ3aiSeV9Gq0MumEFM8WisItE5BER2e48ts/0HIWJhFmnZPhIdn8ajXJVoZrAeGYil2w8Y1Kazla4T6OVQTesYJhYFPYE4CzgYyJyInA98JhSag3wmPN8RhQmEvp0rebM32anXF6npSDinxBAxK9PElbhPo22sFPDCqbSorDApcDdzm53A++Z6TkKFx1aFPZhTVVof5QR9mlE/DqaQM6ysJTlPMJV56zK73fVOauwVOV9Gm1hp6YY9DuLwm4GTgLeUEq1Fbw2pJSa1C0TkauBqwFWrFhxxu7du8seOx/BGRwn7DcYTWboi2fKViMuBAsRJQsacPoRiJLVUXJm85pgOIvC/gL4olLqByIyXI1gCqnFBEMpxUMvHeTOX/ZyYCTJ4pYQpy9v5bk9IxwctZ9f8eblLGkL8v+z9+5xktT1vff7W1V9757LzmXvy+6yC4siCAKuhuBmY3xAEkxeIRFOosZI8EQjGI+3PMd4PCbPOfLSEwMnPAohJl7OAxpyEZOgBnFFIisKBoSwsrAL7H1mdm7d09eq+j1//Kpqunu6e7rnPkt9oHdmquvy6+rft37f6+f7/+57nh967mdD4Fcu3MDvvH4r3YlI9fjpTkToTUaQKo/CYk+iFThJVxLOTIHxmsL+E/Atv8+liPwM2KOUOiEi64F9SqlzW51nrqwx2WKF8XylYcqMjx8ePs3t332eo2MFALriFu/8ua388gUbaoq7opbBQCZGzFqd9TZnGM48gfGawn4RGFVKvb9q+6eB00qpT4nIR4E1SqkPtzrXfGmWZhOciuPyDz85xpcfeTHwDm3vT/HeXzibi7ZML34imjiip261mQ/mwuBSfUw6aura/JLdcP9mQcfVFIxsgDNSYJo1hf0h8DVgC/AS8BtKqdGGJ/GwELxkSimyJZvxqQq221hwRqfKfOHhw9z/1MnALrhiZz//+Q1ns647HuwXtQz607F5V3fuOzDEh+59gmzRxnZdDBFsVzGYidGfjjGSKzGWr5CJW+wczASG9gfvfYJcyaZsawNd0GXKFVehFKRjJht7EuRKNscniiilVc6IaZCJW7xt91nzrtxcZpx5ArOQWEgiP6UUk0WbyULzFednJ7P8xXef42mPCiliCm+9dDPXX7alJibRk4zOsG06wVV//hAHh3KYhg64liouCl23v64rzvEJrSZGDGF9T4KKo3Adh5PZMqYIFc+j5aPaAVDtbPBHZ5kSMMqs74mTjE5nXuXLNoOZOHffuHtOn2WJEUb6lwq+Eb+pN9G0KvPcdRluu+7V/Nc376I/HaXiKL6y/yXe8YVH+c4zQwHhxni+zLHxAiXbmXGOdnBoZMpLSRGkag6UbZeRXAkDwTT0yuFH2I9NlvQxhrSMO9V42L1TO67CEMhXnFUVjOwEocAsEkSETDzC5jVJBrviM1L+RYRfPG8tX3znZfzWa7cQMTWb5P/zL89w8z3/zrOnsoCe3MfHi4xOlefNXFO9UPlk59UcY4mIWSMkrRa2GSOp4nIWYVUFIztBKDBLgHTMYlNvknXdcWL1T96oybsu38bfvPNSrtjZD8BTxyf5/a88zme+/TPG8lpQxvNljo4VKFbaX2229SV1sqOrUEpheBJgGVpIHKVtkoFMDNCTOulF5l2lMOsEpsGioreraWFxFWzsjq+qYGQnCG0Ylp6MvFB2GC+UKZRnTv7HXxrj9u8+z+GRKUCnkLz99Vv5tVdvwPJWgnZtG7/JUq5k47gK0xCihrChJ8FIrkS25LAmFamhP7r24o18ef+LgaNAKW2riGfAVP+sDt4qtGOgKxHhM17zplUc5wmN/lZYLvb+YsVholBhqlTL2O+4im88cZy//sELZL0WFlvWJHnPnrO5bNsaQHuk+tMxEtHWnrRWAcpm79Vv913RB09NUnaU9uKloogIw9lisM33tK0iwWiGUGBaYbnbXZRsh4l8hVyd4EwUKvzNv73AN548HhjZu7ev4T17zg7sgXTMoi8da5vhMkRbCAWmFZZbYHxUHJdxT3Cqv5fnh3Pc/t3n+fcj44BujPTrF2/kt3efRSpmYRpCbypKVzzS8Lz1gcipssNQVhfDbetL8uZXredffnqCw6fz2J69oxRk4hY3XL6NCzb1cMs3D3DIUxMHUhEyiSjDuRJl2yViCues7Wp7dVkFQc1QYFphpQiMD9txGS9UyBanBUcpxfcPjvC57z3PqUk92Q2BjT0Jfv8NZ7P77D5+8uIYdzz0PC+O6vjK9v4Uu9al+aefnpzRe8ZvjtQOoqbgesFJTUY+cx+fRfPtu89qmUnQqMJyslChLxVtu1v0EiAUmFZYaQLjo+K4jE2Va1S1fzs4wi3f+hlTVQ1gI6bwpvPW8oNDp5ksVII6FcdduHJqy4CIaVKsOE2ztHU7PzirL9U0wn/9nfsZyhaDoGa2WOHoWAHLFHYMpFdKVkAYuFyNiJgGg11xNvUmScd1Ce/fPX6M3mSErX1JMjE96SqO4p+fOslEoaL7uBgGhmHUCMt8U9NsV9tarR6vCi2kzcqN9x0Y4vGXxnhpNM+h4RyThQrD2VKwcq2GEuWQNWYVIGoZDGbiVJIup7JF0jETQVjfHaen7DCUK1Hy8r5cQLkzYygLgXbq5+p38SP8viom6Me37ehuzo6rsAypaYexkrMCwhVmFSFiGmztS2F7T2PQgc+BdJRolYQ4rqJcZ2go1ULPWEDUX8OP8PtkFzrJVPz/AS2I/enYjGNWIkKBWWV49xXbcVxd8msaQtF2cBT81mVbSFqtRWI+1monE6VRhN8nu8jEI2zoiWMZ4mUTCD3JiJe4ufKzAkKVbJWhvv/Kpt4kb999Fudv6uZ7B0c4PDLVUDB8XrAtvUn+y5vOJRk1+fh9T3PEK2wDr0OySJBlrRQgYEKQ0qNb8AmlOgL2mKld273JKD3J6Ixg6OaHkoGx7zev9TOY333F9lWTFRAKzCrEnl2DMyaUUoqxfAnTwMtMVrhqOgXfVTrIec1FGzlnXYZ4xOT+91/BlX/+ED2J6TSbAycniXhu5I09CY6PFwFF2XHpT0cZypbpS0WIWQbHxosAbOyJY5kGFUfxkSt3NZzs775iOx+/72nyZbvGg+YLx0oVkHqEAnOGQETwy29MQ1CIVqMcF8MQIqbBZNHmzx84yFd/dASUYmSqTMVRQfl0NSKmeOoTnJwoooCtfWl2b4vynQPDDOfKxEyDNalI0O+y1cpQvTIeHMoGAU/fGzYXgWk3ALqQgdIwDsPKjcN0ikv+9F+ZyFcwDL3CKC9TOZOI8Jdvv4S7vn+Ybz59Mti/ESNMNQbTUTKJSBAXAeZN69qKGtZnoMkWbcRzClimwba+JB+96ryaa9z2wLPcvu95bNclZhp0JyPYjpoRAH3y6Di373t+uphPQcQyeO+es2ew21QhDFy2wpkiMNffuZ8XTueYLNiUHZeoaZCJm2zsSfHp37iARw+N8olvPE1xDg2gNvXEvWTL0ozj+5IRHvv4m2Y9x74DQ9x0z0/Ilx1iXhl2V0LbMqWyzYmsLmWodl+b4nEdJHUW9J5dg9z2wLN89jsHg9JoHajVToOI1wX61GQpsLNEal3ifjn1Hb/9mmaCHjaFfTnAtxPWdVs1T+/37d3Bc6dy3PbgQcotGG5a4ahnrzTC6XyFP7znca/xrEYj8o17Hz/GVNnGMiSIw4DOWTs0MoVlyIy0G0dBzBByJTtQ327f93xN/Y0WBhUccGKiFARqFbWFbf7vtutyx0OHOlbNQrfyGYQ9uwb55DWvZDATZ6JQYTATD9Slv/7BCySiJvFFavZ035PTqp6vdg1li/QkIgxli9y+73nKtkPcMgHBMAQDYSRXolBxgtWikcIjXibA0bE8dzx0yCP00MtAfQaDUgrxyrKb6U6ugphpzCk4umJWGBG5BrjC+/N7SqlvLOd4VgNaMUr6T3f/qXxkLI8ptORQmw+cKp2nmpEfdKqM7bqM5Su4StUkglZcndqTjJoB4Xu90CilHRmbepMcGcsTMw3KjsJuQj/qC1EzG02A7mRkTsHRFSEwIvI/gcuA/+NtuklEXq+U+qNlHNaKRnXfFcvQ0fFbH3yOwyM5HntpgogpwdP94/c9DUpxZKy4aL1tqutxjozl6UnUlhpYDWI3oIXh2os3AnDrg8/NPK+AoxQ9sUgQr3Fcl+Fs4y5vliG4rgpWH0ME5SqdMuRlO/QkLSKmOafg6IoQGOBq4NVKKRdARL4I/AQIBaYJqvuuAAEp+H1PnmRrXzJ4ujuuYmiySMl2F5UL+poL1gW/b+5N1mQkQ3NvnGXAI4dGA/qlux4+zGRxOjvbBTZmovzpr10Q2Bsfv+/pms4BAvSno5iGMDpV9tKCFDHLIBExKFRcYp4qGjWFnR3U7swYb8dHLB56AJ9wr3s5B7IaMFV2qDdHDNHqjU9xlC1WgsBjM9VkIYRo19pUjcHfKEjpeHqWb6eI6NVDQWBL3PTGc7hgU09Dt7MPP57z7q88RsTUZB6+t22yUMZRivXdMSbyFUqOS6HCbC7kjrBSBOZ/Aj8Rke+iv8crCFeXlkhF9WSqftK6nq6v2V8shrOet0gJhqga0gqp+pmMmnpCe8dXbBdXKew2pEmAY+NFLr/lwZqgYH36TsQQXhjNo1y8OJFmphGosSUa2T/5sl3j0dqza5CLt/TOWMVOZUtEDIP+dJz+tGYSzZdtHjk0yk0d3+HGWBFeMqXU3eimSH/vvV6nlLpneUe1stGs78o1F6wLKI5KtqPjGuiAXrVHSXkvw9Bu3XTMIhPXL+Xn4M8Cf5epskMyYnJyssDH73uafQeG2LNrkLtv3M33P7KXu2/czUevOo90zMJRCsd1vZciE7dqbIl2O5I16yuztis267HzwbIKjIjs8n5eDKwHjgJHgA3ethBNcNMbz+HmvTtIRExsV0+Mm/fu4LPXXRy4lk3DwDCEDd0J1nUn2NybJGJodShiCMmISW8iwrb+NJ+59kI+fe2FbOtP0x23dCGXIUQMnXzZCL7QRbwVI2IYCIrP7Xt+xr57dg3ymWsvZMdAChFBRNg5mObTXjDSR7sdyRq50M8ZTAdUVK2OnQ+WNdIvIncqpW70VLF6KKXU3lmO/wLwy8CQUup8b9urgc8DcXRbv/copR5tdZ4zJdJfj046FDfKt/rY158KEjMdV5MJDmWLOC6kYia50vTE7opb9KeimKaQLdr843svpzcV6bh9R7tjbjRemH/qjoeVnRojInGlVHG2bQ2OuwLIAV+qEphvA59VSt0vIm8GPqyU2tPqPGeqwEB7jZOaTdJkxAh4l0EHBU9NFsmXHTJxi/G87lTge4sN0erdWWtS/Pl1rwZ0hnRvKtqQY3quY24lVLAgBIIrXmAeV0pdPNu2JsduBf6pSmC+BXxBKfVVEbke+BWl1H9qdY6VLjALlW3rBzpzJVvXz0cMzt/Yw9hUKWCpmc5Bs+hNRpkqO5Rth2zRpmTrorXfu3wbv3npFv764UN8+YcvUh9eycQtfu3VG3niyDgns0XWdyd45+u3cvUF62eoTHNBPZEGLHh3gJWZSyYi69CNXBMichHTA+0C5qp4vh/4loh8Bm2jvb7Jtat7XM7xUouP6qdpdSDyk3SWEu8HOvGTG5UiW3I4cHKC8byNYYAlBqboPK/TU2Vsx+Xtr9s6Iyv4vidPEDGFbz8zRCpqMVGsJSDMFm2+tP9F4pbB2q4Yp3MlPvXNAxQqDr/0irX0JKPzIh5sFBhdKh6A5bZh3gH8DnAJUP2IzwJ/o5T6+zbOsZXaFeY2dGrN34nIbwI3KqXe2OocK3mFme/T1F9VJusmdbvwYzWCJuNY1xXHMnXW8kAmxonxQsAx4LoKw4CyXRv3SUVNehIRBjJx/uytF/Lo4VHufewoJyYKbFmTaqsrGkyvtI+/NIYIrM3E6fIEJ1+2iZoGPcnoQnRDW/Eq2a8rpf5ujsdupVZgJoAepZTy2vpNKKW6Wp1jJQvM5bc8WFMRCdqWmChU+P5HWvpEatJn6on85grTEDb1xDk6XuS8dRl+dirrJULqGn3bVQ3ZZQzR9sxHr9zF//7uc1iGEI8YTBQqjOTKQVe0Vka+v9Lajjuj2nOyUEEB3YlIjV1z7cUb59INbWXzknmrwdUi8mER+bj/muPpjgNv8H7fCxxcmFEuD9p1szZCffrMfCHogrRT2VIQONX0SNpNjKpNnIyaEqheroLJos2f/PMzOK5LIqKporJFG0NgslABaMpLVh3Q7EpE2dSbwDKEk5MlBjNx+lJRuhORGZxodz18ODhuIXjPVoTAiMjngbcC70N/L78BnNXGcXcDjwDnishREXkX8HvA/xKRJ4D/gWenrFY0C9C1kzg4Va7NBFgIKPRqdcPl26g4iq6Ehesq3RrDu5YhemIpNBNmNZlNoeIwlC1zYqJIxXGDDOWy41J2XGzHJW7NTL2vD2hm4hF2DKYZzMS45heQfwAAIABJREFU+8bd5MqNu55NNdk+V3tnpaTGvF4pdYGIPKmU+u8i8r/QEf+WUEpd3+St1yzs8JYPjdJM2vWSVafPGNIeEV8r+IfHLIOvPXaUTMxCKU1+UbZdoqZQ9lL1Y5bBULZExeMU2N6b5L+86Rw+9LdPkq84ZEu2Jl33zinAVMkmFbXIVRzWdsX5zn+c4q6HD3NkLM9koYLtuAxkdMrL0GSRoWwJBVzwiW/RFTODlCAfhYoT3IP67XMNZq4UgfHjLXkR2QCcBrYt43hWFObKqnLD5du49cHngoIrX2AG01EMT51pF5Yx3UCpK27Rk4gE9sBnqqL1vq1hmcLZA2lyJe2OvvHnt3Pe+i4+dvV53PKtn5EtVmoEWAEnx4usSUewTJNXbejiY19/iqhl0B23cFyXIS+l33UVQ7lyMK5CxSFXsklFbQa74jW2yg2Xb+Pex481ZKuZC1aESgZ8Q0R6gE8DjwMvAHcv64jOAFSnzyiERMRgc2+CWMRkW3+aD7xxJ13x2memgGcgG2RiOj0+YgqmYRCLmAxmYgxk4k3tgfqUlfXdCT55zSv5+XMHANh9dh9/dOUu4pYxw7J2gFzR4ea9O/nJkQksQ4h59E3diSgD6Qj5ssNwrqzHaQgR08QyDEyvvLm+2vSmN57TtAp1Llh2L5mIGMBupdQPvL9jQFwpNbFUY1jJXrLFxpWf3ceBU1PB35u6Y2zuSzd0wV5+y4OYAiO5chDgTEVNJoo2A5lYU1euVt0UkyWbtZk4b71kM7d86wAFzx5T1KqLiYhBxXEZzMQo2S6jU5VAdUvHTPJlxyMdnH7e6wRUeP5/vHkhbsuKdys/opR63XJd/+UqMPXC4sMS2LW+a4YL9qo/f4iDQzlMQxDRhOK2q4iawjlrMw1dufUuYNMQxvMVJovaK+a3N3cc1XY1qOVlU1uGEbjbbc/z9uQn/q+FuDUr260MfFtEfl1m63IaYkHRSFgAbEVDlSt4uHppyra3LJQdxeGRKWxHzXDljuTKmIZgim6rnopptcpfMpTruau9a3fFrZaePQHEkKC0wXEdKo6Dq7TNtthYKQLzAeBvgZKITIpIVkQml3tQIWpdsLmy4wUKZQZdk0+bZDtujSu37LmNfdcx6IkuXtmBZeqAJ2hhWNcVZ2tfiu74TH+UCVimLrt+x+6ziFm6tCFmmfzu68/ixjecvXg3wsOK8JIppTLLPYYQjVHtgvVr9bcPpDk0nNMrBR7ZhCHgUhPUTEYtoqahVyJF0APGMgwQ6E5G6U5GcVzFc8PZYNWxDGFtV5yJYq5mLA7gOtrGedvrt/K212+tef/4eIF4xKQnGalxIy8kVsQKIyLfaWdbiIXFrrWphtstoWGQtDqIqln8/eCkoLz/qoOa+bJNfzrq9cVU9Kej5Mt2UOHpB2NLtkMmprcVKg4KpWMokWmCDx/+WvSv/3GKRvZ3seJwcqLI0bH8jHbuC4HlTr6Mo7OSvwvsoTZb+X6l1HlLMY6Xq9EPzb1krWpRggRIdO5WrqQFyBRhW3+K+99/RU1NS9rzkk2VneCcMDMYC3D7vuc4MppnXVeC6y7dzM9OTvK1x46SLzteTxkCQo1XrO/ifXt3cO665gpKxMuwzsQsOjCRV6aXTERuRqfjbwCOVb2VBf5SKfUXSzGOl7PAzBWdVHN2iorjag7nuhw60J0EPv/Q8zz07AigZ/aV56/jXZdvY00q2vSclmHQlbDorktkbYKVWQ+jlLoVuFVE3gdEgcvRq+73gbuWc2whZkcyYnD4tHYIbO9P8cdXN+4N0y7q0/B/+7VbeMXG7hrVa113nDe/cj3HRgu8OJrHdhX3P3WS7z07zNt2n8Xm3gT3PnaME5MF1nur1GXb12C7LqNTZVIx7fmbK1ZKHOZvgQmmmS+vR6fo/+ZSXP/lssLsOzDELd88wKERrYI1aiPR7nkWenVpds4/vvo8dq3vCihuHz00yq0PHtRZAJYwkqswUawEWdKmIfQmI/QmIxQrLraruHnvTi7bvgaAzWuS7ZRLr/g4zDlKqRuUUt/1XjcC5y73oM4k7DswxIfufYKDQzmUUiileG54ig/e+wT7Dgx1dK7qVPuFahXe7Jxf+LcX2NSbIBPXhWL3/OgIlqGFyhCDwUyM9V1x+tNaHXNcxUiuzLHxIqYIliHc86Mjcx5XPVaEWxlN4rdbKbUfQEReC/zbMo/pjMIdDx0iW7QxDd3HEsB1tJry7q88xsVbeltmQVerS8PZEus8/q/JQoWRXImy43J0rBBwknWKVmXHIsJAJkYyqrnPMnUxmlTMxC0q+lI6KFqouOTLDi+M5ulJWJTsmbbQXLFSVpjXAj8QkRdE5AV0jcsbROSnIvLk8g7tzMCRsbwOGHrKhuNOV0e6SgVcAY1Wm/r2FT7b5cmJghes9Mi/oek5ZkM7hXKpmMXWvhTlOtaNYsVlXVeCzb0p+lJR1nfHA6608YLN6FSF+396IgiQzgcrRWCuRKfzv8F7bQPejOYc+5VlHNcZg829SSzDqGkoBF6tvmm0VKvq1aV13bom5fSUzhr2/1nXHZ+zatZuodx/fsPZKISKN/5CxcF2FdddupnrLt2Mo3Tgc0tfgu64haBTeD797Wd5z/95nMdeHOt4bNVYEQKjlHqx1Wu5x3cm4N1XbCcTt3QQ0aOVBR2l709r9apZJWKjaseNPfFgdbIMYUNPnEw8MudqxlbNoBrtt64rEZCB+Eb9ZdvXcPPenfSlYkyVHLb1p/nolbt443n6HM+eynHdnfv58v65T6kV4SVbbrwcvWRlr/2FIVpQ+tMxLFMYzMR53fY1fO57z1OotJc/rFcpYX1PAtOQjvjBfNvo2VOTVBxF1DLYOZjpiHttslhhNFduqXI9dWyC27/7PC+N5nnwg29gfXdito/U+I1QYF4+AuPD95iN5StB2omroCcZ4ed39PGP/35iTm0wDKAvHZ3Bl9xqHB+/72nKtsPpKa9BkoL+TJSIaXbkpi7bLsO5EqUGwU4frlLkyw4XbOqZ7XQr3q0cYglxx0OH6EpE2NSbIGIaKLTeP5CO8Z0Dwx2fL8j1EuhLRdue5L5tlC3aGAiWR54+WbA7toWilsGG7jg9yebRfkOE89a3ZNyaFSvFrRxiCeG7cEUkiG/4XGfVxBTtImaZKKUTLKfKs7twfTXs0RdGiVsGRdsNvFp+GcBcbCERYU0qSiJiMpwtBY6NhUS4wrwM0cyFm45Zc+5IVt24tRWqXdQxr67G9Vzc/nmipjEvZpdE1GRDT5xEtLPOAe0gFJiXIZq5cJVS9CQ6Vzoc18VRinTMmpWNpdpFPdgVR5CgrbjtauHpSljzYnYBsEyD9d0JeluoaHNBKDAvQzRz4eqKyiSD6fYmWSZmELN0Xf2OgVQN3VIzVLuoM/EIG3rixL1mnYmISXcywta+9IJkPQP0pqKs704sGPtnaMO8TNGI62zzQ7qicm13grXdCQ4N55gqOwgQ9ya56yrEgIs2986ptUR9h+VMPNKxK7pTJKImG3sTnM61z8PWDOEKEyJAvaqW8QgpDGG6L2Wbqle71+iE+nY+MA1hsCveUWOnRghXmBABfFraT93/DAeHdD39hm5N2ndyooitFKbAQDrW8jyt2kvMh/q23WssJlZt4LJRf0tv+/uAP0D3t/xnpdSHZzvXyy1w2QqN6lImChUE6KprJdGsV+ZiVWIu4TXOyMDl36CTNgOIyC8AbwEuUEq9EvjMMoxrVWDfgSGuv3M/l9/yINffuT/IML7lmwcYmizy0miewyNTOK4iV7LJFm2SUYts0ebkRJHj4wVuuucnMzKTq71gzfZtdu12sRj1OO1i1apkSqmHvGZK1fh94FNKqZK3T+d55qsMc1FNmrUBvPboOM8O5TBF6/y2qzg+XsRRCkExWahwfKKAgWAaMFW2Z7QP9IOizfa99uh4wIo51xaEy9mybzWvMI1wDvDzIvJDEfmeiFy63ANaTNTXqbSqaalGsye0z1jp/2eIjpEopbAMg5FcCQPRHGQIccuc8WT3g6LN9l2IBkfzaTI1X5xpAmMBvcBu4EPA15rRz4rIjSLyYxH58fBw5/lTKwFzVU3q0/VhuvnQ2kwMF4XrqqCUWSndGblkuyAK19s2kInNeLL7XrBm+y5Eg6Pl8rTBmScwR4G/VxqPoil7+xvtqJS6Uyl1iVLqkoGBgSUd5EKh2cSfbfI1e0KnoiaWaQQUro5SGIZw7to0n772QpJRE9utrX+pf7L7QdFm+/qsmPXX7mR1aLd2ZjFwpgnMP6L7WiIi56Cpm0aWdUSLiLmqJs2e0D5jpWVqQr4ta5IMZuIBs8xt113Exp4k67rjAXNloyd7q32rWTHnszrs2TXI3Tfu5vsf2cvdN+5eEmGBVSwwTfpbfgHYLiJPAfcA71Cr1W/eBuaqmjR7Qs/WfKiTJ/tcr7HSsWrjMAuJ1RyHqaZknWsQcLnQysO3XIFJD2HFZSusZoFZrWgVfAQWPfg5C1YmVWyIly+qPXwAyai2c3wPX6v3lnHlWb02TIjVjVYevmbvHTw1Oae400IiFJgQy4JWHr5m75W9loDLkRLjIxSYEB1hvnlgPlp5+Jq9F7WMeQc954tQYEK0jbmm4jRCKxd1s/d2DmaWLSXGR2j0ryI0crXC7EbwbQ88y10PH2aqrCPtN1y+jZveeE5b13jd9jU8cmiUI2N5JgsVUjGT7oSmiq02xhsZ3rO5hn3h8Pf72NefIn2/iYiQLdls7k3yJ285P9hnPF/mhdN5IqawNhPDMo0ZcafFdkeHbmVWh1t5rnUqtz3wLLc++FxQOanpXeHmvTtmCE39NUZyJYZzZQYzUfpSMQ6czCLAxqr2Ez490/c/snfW8TZyDVfvZzsux8aLAF63Zi0Q1168Mchwth2XU5MlKq7LzoF0TX+bBayTOSPrYV5WaJRoWV2n0swIvuvhwxiiW9YZYng/9fbZrpEt2hgCkwUbESFm6e7Hw9np2vhmKlG7iaHV+43kypgimIYwkivPyKJORi26ElF2rs2wtS9FbypWIwhLUScTCswqQSNXq09NVI16I3iq7NR0IQa90jQi3Ku/ht8puex1//JJy4u2M2sqTruJodX7lR3djkOqrtlJhvNck1E7QSgwqwSNXK2mITPog2b0VImaAVO/D1fp7bNdI2oauB6xHmjVry8VJRW1Zs0DazcxtHq/qKnbcaiqa3aS4bwUdTKhwKwSNHK1pmMWmbjVMvnyhsu34SrdD8ZVrvdTb5/tGpm4haugK2EF549aJrddd9GsWcLtJoZW79efjuIoheMq+tPRjjOcl6JOxvzEJz6xYCdbrbjzzjs/ceONNy73MFpia3+KbX0pDpzMMpwtsb47wf991Xm86RXrarZ96E3n1kzi127vQ5Tip8cmKNmKZNTkPW84u6GXrP4aZ/WluPbijeRKTtPzdzLeRsdW7zdRqLCuK0ZfOkbJdoNj3nrZlo7O9cjzIzw7lGU0XyFfsnnmxCSbehJs7U+1e7v/e7M3Qi8Zq8NLthIxHxfuYrl/9x0Y4oP3PsF4XSuP3mSk7TYchF6yEAuN+QQxFzIAWo87HjpErmR73jbDe2mP30J4y8LA5TKiWSDylm8e4LmhXECct6Mq3nDbA89y+3efo+RozSBqCn/wCzu4YFNP0MkrX9Z9Hw0Rtven+MiVuxqed+dghqHJAqfzdjAmS2BdT4J0VHunhrKloC2faYDrCsWKg++bi1sGa7vidCUiM4KYzVaRVpnK811ljozlcVyFWUXlIAK24y6ItywUmGVCI6qjD977BBXHJVe0cfzmrUr3ZvzgvU807A5WdhR/9sBBMjGTVMxiLF8JvGKWoTg4lOPmr/4E5ereLdXnfeZkdsa4bAVHxwqYAo6aDnZWnMaqe9F2OTZeADRRhj8pm1E5fZLFpUna3JtkJFdCuQQdo5XScaiF8JaFKtkyoVkgcrJg4yqtRAdfOJAr2dz35Mmm/Vumyg7Zoh10SRb0RDe9jl65sl4Vqs/bCv4Y/J+t4LiKkVypxoXbKoi4mO7fd1+xnXTM8rxtHh+0qz1+C+EtCwVmmdAsEKnQAlI9S5X3nlMfUKmCq3SwL9hD9JNVRB/vBiduDzW7ziIxCijZbo0Lt1UQcTHdv3t2DfKZay9kx0AKEUFE2DmY7sTgb4lQJVsm1Ld9AI9t0ld9FMFEFe89V9FUaAzRwT7bcfRk94WlarXyt7eDGhlp45hktLaJa6PP568iC0VI3gyNWnksFEKBWSa8+4rtfPy+p8mX7SBRMB2ziFlVNkyVepWOWS07HKei2oYpVBwdLQdth3gdvQIbBtoSAKPOhmkGU2BNambn5Eafr3oVWcxJvZgIBWaZ0Ogp+8dXvwJo7SXb1t/aS2Y7LlMdeMmOjE6RK0/noxnobORUAy+ZZYDjecmUgCXCjsE0H7ly14zJv9iryHIhDFzy8g1cLkVrilWKMHAZYiaWs23EakUoMC9jLEU6/JmGUGBexljOthGrFaHAvIyxnG0jVitWtcCIyBdEZMgjH69/74MiokSkYbuLEMvbNmK1YrW7lf8G+AvgS9UbRWQz8EvAS8swplWF1RoPWS6s6hVGKfUQMNrgrc8CH6ajZJAQIWbHqhaYRhCRa4BjSqknlnssIc48rHaVrAYikgT+K/CmNva9EbgRYMuWLYs8shBnCs60FeZsYBvwhIi8AGwCHheRdfU7ngk9LkMsPc6oFUYp9VMgsGA9oblEKXXG9rkMsbRY1StMkz6XIUIsGlb1CqOUun6W97cu0VBWLZa5l+Sqw6peYULMD4vJ3nKmIhSYlzHCbOXOEQrMyxhhtnLnCAXmZYwwW7lzhALzMkaYrdw5QoF5GSPMVu4cq9qtHGL+CLOVO0O4woQI0QFCgQkRogOEAhMiRAcIeckAERkGXlzky/QDKy0JNBxTY4wopa5s9EYoMEsEEfmxUuqS5R5HNcIxdY5QJQsRogOEAhMiRAcIBWbpcOdyD6ABwjF1iNCGCRGiA4QrTIgQHSAUmBAhOkAoMCFCdIBQYEKE6AChwABXXnml31EyfIUvRQuEAgOMjCx3JkaI1YJQYEKE6AChwIQI0QFCgQkRogOEJcqzoBkz5G0PPMtdDx9mquyQiprccPk2bnrjOU2PRSlGpyoUbc3S4idYKMAU/Xczi9MUiEVMTAERQSmFiBAxhXPWdtWwVe47MMSn7n+Gw6c1VVImZjI6VcFdpPtTjagh/MHeHcF9qL9367qifOfAMNmiHXxO0xCSEYPzN/bwuu1reOTQaFMWzurzCXBqskjZUYjAxq4Yf/prF/Dk0XE+/71D5CuO3t4d59KtvXznwHDL76pdhKkxwCWXXKJ+/OMfz9jerI/9a7Z0c9+TJzEEDAFX6dfNdZPFP3ayUGY4V1mQsQpaqAwBEa0iuMDOgTRvftV6vrT/RcbzFQwB21FLIij1+MAbd3LBpp6ae3dsPM9Y3g7GX4901KBgKwbSUfrTseBe+6Qc1fczW6gwlCvPOEfUgHKTD2wKWKY0/K4aQJq9EapkLdCMGdIXFsswMMTwfsJdDx9ueOzpqYURFpiebEqB44KtwBThhdE8t+97nslCBVME0zCWRVgAPv+9QzPu3UTBrhl/PXJlF0MgW7QbsnBWn29kqlZYxJvevrCIt02qpr1+yDT+rjpBqJK1wJGxPD2JSM22RMTEcRWWVfsQMgSmyk7DY91FWMRV1S+GCI6rPCFSxKymD8glQb7izLh37dwDQ6DsuEwWKozkSpQdl6NjBfYdGJr3/axWpOq/q04QrjAt0IwZ0jRkxpfmKkhFzYbHGos4f8Wzf6KmQcwytB3kCc5yQYDJQoVnTk5yaDhHtlhp6x64nvAfnyhgO0qvFMDH73uaTMxq+37696BaSKpXm/rvqhOEAtMCzZghr7lgHa4C23Vxlev9hBsu39bw2L5UpMVVOkP9XNE2jKI/HSMTt7AMcJSi4iyXQqYnbDJqYohQdlyOjRVIRlpPNcGzBV1Xf0bvn3XdcSKmdnT497M/Fa29nicYrURAn7/xd9UJQoFpgWbMkJ+97mJu3ruDRMTEdrWaVm9EVh8bj1hs6omTjJiBo8B/eoI2SA2aW5qm6AmYiZlk4haZmEkyaiKAZRls6I5jmULUMrlp7052DKRa53csMgQYyMTZ0J0gaho4rqJgK5JNnuoCZOIWN+/dgWEYuEphGcKGnjiZeIRExGSq7PDJa15J1DSYKNqYdTcrZgobehOsSUZqViDTgP50lFTMavpddfTZQi9Zcy/ZSoHvTj04lKVs61XNkOlnXdQUdta5l6+/cz+PvTiq3a7MkiC1CHjVxm5Aq2bHJwq4SnHeui5GciWGc2UGM1H6UjO9YdffuZ+hbJFkdNq8zpdtBjNx3n3F9sBTZjsux8aLAGzsiWOZBi+czrOpJ05XYnoFUkoxUajw/Y/s7WT4TZW+0Ohf4fDdqRXHYSJfwVUKR4EhLqYI/ZkoEdMMCMSvv3M/R8byZGIWZccTkyWWmOon/EiuBEDcMhERBjJxSrbDULbMULYcxEV8QfeFIl+2a1z5r9u+hpvu+Qn5skPMMrBdhSl6qR7Jldk+kCZiCqcmSzUCs9DdCEKBWQLMpy2e7049nbMxDMFxpme+YQiTBZt13Ra3fPMAU2WHiCn0JCK1zoplUCL+48QEMdOgZLsYIgxkYgBkixVyRQcBdq3LUKg43Pv4MS7Y1BPwPH8S/bmPjuXZ1JvkddvXcO/jx5gq21iGYDuKkuMSMQTT0HYSwNpMjKPjhRnCtpDdCEIbZpEx37Z4ftOjsuMGHjHQP8VzwyYiJodGpmbGjLxvN2ou3dcswGAmRtwyKXuB00zcIhPXjo+TE0UqrsJxFYdHprAdNaPr2Z5dg7xu+xomChUefWGUWx98jlyxQtwyAcH1bkLFVRQrLhVHkS1WsEyDnQPpRe1GEK4wC4hGK0l1wA0gGbXIl23ueOhQW1/k5t4kQ9kiUVOrIb7QVLuT/dWkvpvYhp4EL40WEANwlkYzi5ha7RrIePbLeJ7RfIV8OUtX3KJo69XAMnQmwvGJAhu64zVdz2574FluffA5LzgMJVsxmq/Qk4hQrFRwGnyIl07nySQs1nfFF7XBbbjCLBCarSTPnpqcV1s83z3dlbCwHTeI/7gKKrZLV8Ki4ii29c2MGVmmwblr01y0uZeI51ZazJgQTFvLvrEvInqSCQzlygh60jlKr462ozg+XqixM+56+HBNJoU/5slihUjdaulfTwFTJZuKq2ru/3efOUXJdpgsVhjOlrDn6W4PBWaB0CyNpuKoebXF893TPYnodA4ZQZiC7niET17zSj561XkNY0ZvftV6xqZK2I5CsThZBzA9cf2n/8nJIrajtONBYF1XHNPw8rm8cfjJphUXXrd9TXCuqbJT6xr2oo6u0jEm/3pR0yAeMYlbRvD+ifECB05OcmQ0z/GxPDd+5THe+vn9/MsTJ8gWK/NeYUOVbIHQLI0mahnBRG7HEG2WBX3HQ4fY1p+a4W7tTcUCtaOZsTyULRIxZdprtsCwDEEE0jGTfNllOFuk5Klegs5IPj5exBKh5OgYi6tUYI9FTOGRQ6Nc4Km0rqsou2AZLpZpYJkGjnL0aiWCoDA9g18pheuqILpfcbQklr0ngziK01Mlbn3wIDezk81r5ucxCwVmgeDbGtUTulBx2DmYCWwZfyI3063rdfdCxeHWB58DmgtktWpX303s+jv3EzF1npl+Si+OwMQsg0zcImqZvPP1G2sSGxU6TadakzJEq4t++sr67hgHT00GMZaBdJShXJmKq1BoQRERbt67g/M3dvPhe59gLF/BdvTK7a+agvYclu3az+k/qO750RF+/ZJN8/qsocAsEJrFD3zhaMf4rNbdQU8s23W56+HDvHJDd0OBbKXaHRnLY4qesJUFDlAL0JeOMpCOkSvZNQ+CL+1/MSg7AC/lxVEYApt64ozkyjiuImoaDGRimIYwVXbIlZ1ge3fcYrJoY7uQiRn89mvP4tcv2UzZdvngm3Zx5/e9OiPgrN4Epyb1quYqVfNY8HPI4hGDk5OFeX/uUGAWCI3iB516aabKDladVeln1rYSyKZwXV6cKM3tA82CiCHELYNDI1MApGPVqqIzo7RA0CvRn/7qq2rqZE5PlbQx7nrqm0BFuZRQbOiO4Sj4/35vNwAlzxa8bPsaLquyeQA+8NUnODY+Ra6k74sPpWCqrOtw+lIxfvzCKBdt6SUemVvyZSgwC4j5NlhNRbUgVBu8fmZtJwLpV10eXQRhEXQVpwJOTpaCsR4cyvGhe5/gbbvPotAgdV4BxYrLHQ8d4tqLN/LIoVGePTWp61+q9rEVRAQEYXiqzCvWdTccx6OHRrnnR0c4MVlgfVeCizZ3cypbJBnVsRlVdU4/heboeJHr//KH3PcHP8cFm3rm9PlXvMCISBx4CIihx3uvUuq/iche4DNAFHgMeJdSyhYRAW4F3gzkgd9RSj2+PKPvDDdcvo1bH3wO23VRSuG4+gtf1xVh34GhtgSy2r3dDALEvVVqLuiKW4zkdaGa4UmMKEW2aHPXw4eJRQxs2w28YT4SEYOTEwW++uOjfOCXdvLl/Q6ncyVOTBSwRAsLgO0qL04D1126ecb1v3dgmL/Y9xy+8vXsUJanT0wgTEf9W+HoWOHMFRigBOxVSuVEJAI8LCLfAr4I/KJS6lkR+STwDuCvgKuAnd7rtcDnvJ8rHn4G7ee+9zyFik6aHExHiVoGH7/vaT4JMwSmPlg6ni8Hhr5fPt3I3Hfn4F/WRjUMT+mcNrOqyEQEbMelUlZs6olzdLw44xo9ySgR08B2Hb78yEucmCzQFbf0NkcRETxDX7uao5bwxNFxfjaU5dhYgaNjBY6NF5goNKtgnb6eKULEEqKmEdyPT197IZdtX0N3Itrk+Nmx4gVG6XTqnPdnxHs5QEkWJXETAAAgAElEQVQp9ay3/V+BP0ILzFuAL3nH7ReRHhFZr5Q6scRDnxNueuM5PHJotGHGbn12QHWdux+s8zN2o6ZBydW2RL1oGIYE0f+OIBAzDRylXcXK9TMOVCBAEcvQNkwLgfQN8LXpOKeyReIRkwm7Qr1fomwr7v7RkabnMUTHYiLWtFCszcSZKtuk6pwjfakYZw+ma+7pXLAqApciYorIvwNDaOF4FIiIiN8L8VrAX7s3AtV3+ai3bdXAzx+rRqPsgGbB0lOTJfrTMcSQmi9YgL5khA3dcS7a3NvxuERBV8Ji65okyaiJ7brYjoPjujiuIhmz+I2LNzFeqGAaeoXwYQBD2RKnJou8NFrg9FSZJ49PcCpbYixfCQKZM64p+rPv3TXI23efxR9dtYudA2n6UpaXtexiOy6mwLa+NL/7c9twlRYShQ4a265qqNrNBSt+hQFQSjnAq0WkB/gH4JXAdcBnRSQGfBuwvd0bJX/M+C5E5EbgRoAtW7YsxrDnjGYxnXoXcqPYjJ+xa5lCT8KqYauJmNrm+JO3nM+eXYNs++g/dxSZMQ0QMXjnz+lqxTsfep4j4wWUUqzvTvCLuwaJxywMESquwq6Kh7hoNXCiaM84ry6qExylSEVNUlHLWzkEQyBXcvjY1ecF+58cL/DF/S8GzDkVx+X0lMsvv6qby7av4WZ2cs+PjnByssC6rgTXXbp5hldtrlh1BWQi8t+AKaXUZ6q2vQm4QSn1myJyB7BPKXW3997PgD2tVLJ2C8iq7YVMzEIpRa7skI5qGqFsaabBaQiBcey4Lq5LINKmN7H0OJmhkrSCZch0hHuWfU1DP+Ftd/6hy4ihg46pmMWaVJTTuTKnp2ZSHjUdi8B567u48vx1bOxNsKknwZpUFBHhA199gtNTpZrV1Ven/uytFwbbPvDVJzg6NsVU2aHiuERMg1TUZFNvqma/Rti8JjkjH60BVi/NkogMeCsLIpIA3ggcEJFBb1sM+Ajwee+Q+4C3i8ZuYGIh7Jdq75Mp2o363PAUpYrNgVO5hsICXpKkqyjZLrZL4Dnyt/vo9Lllu6qhfdIIjquN6IV4NFZcKFRcRnJlnj2VmyEsliFs7k0Qs4wg0dKHIdCbjHB6qkx/KsaFm3roS8cQz3lw3aWbsV0VqFNj+RInJ4u8cDrHB776BI8eGgXgxGSB3lSUzb1Jtven2dybpDcVXZDA5GxYDSrZeuCLImKi7//XlFL/JCKfFpFf9rZ9Tin1oLf/v6Bdys+h3crvXIhBVNsLh4ZzmIaAYkE5x1YT/PiLoBMro5aBZQhF26UvFSNiGhwdywf5axHvgKmyQ3/U4p4fHZmhJlWrUy+OTpEr2XTHLXpTUUbzOh/sD42dbOhOeCuRnr4iUCg7bOxJko5bSIMF4gfPjfDl/S9yYqLAljWpOaf+rzqVbDHQjkp2+S0P0pOIICI8c2IiEJjSIiU0rlRETZ0u7XvBlIKzB9LB+woVUMF2xS0Oj0xprxxa53SUYsdAmmzR5v4/vEKvQqKTNw3xSxCEt//VDxnKFknFpm20RrX91VkPzYrFmjGYtiguC2v654uBdIyRnNavI14xF01iHGcyKl5OWNTS7C54LmYABApll81rkjpSn5sufDM8LreYZVBxFVv6UnR5VZiNCu+OjheaJpt2moY03yK+aoQC0yauv3Qzn/3OQQoVh95khFOTOu2kJ2kxlp/p+Vnt0Gn52lFQDYWueYlHDExD2yl+mXSh4uAqeO+eHYAm4OtORhjJlrFdfaJMPFKTA9collRN3NfMU9hJGlI7md7tIhSYNvHas/u4WRG4K8/qS4FS5CsO2/uinJosMFWZudb4CYXiebWq43lmVTrIYsGAmryqdpGOGYjo8mdfbbJdHaAUtCPhs7+pPVLNnvT+KlBxND1U1BS29adr9mn29K8m7psvoUW7bvp2ENowtGfDvHh6al70q8WKw7HxQpDiodM88hwdKzCWn91xYBqC5RVNabVQGMuXsR1F1DLY3JtkqmwznC2hgFeu7+aizd187bGjFCqammhNKkomHqFYcVjbFeexF8e0atkAW9Yk+eQ1r+RjX38qsN18zJHrq6Hq9bGvP4XpUSWVHZeoadCfjuIq+JO3nD+v7O/q6y6UDRMKDAsnMGXbDYTi2HitUIw0aM9Qj1TMZFNPUscnehNs7NE/N/UmyMQjXP+X++mq8gIdGskF8Zu1XXGGJks4nrvZFC1kUVPY0pfyDGt9nD/hles2zGiOGLClL8VgJs54vszhkSkcVVu/MpiJc/eNu2f9TD6aTVqlFCcmiphe1abPC71zMM3977+i7fO3c/0OhC80+hcKFcflxERRrxS+cIzlOTpeYGiyNKvak4iYQcCuXjC6657k9VjflagJ7EVMIwjcjU6VcdV0P5iIaeAoxVTZZXSqzEAmHpzHV0fG82XMydIMFhbTMEhETA4OZQEd8zG8iPrRsQK9yQh/fPUrWn7OZkmh9arXcS/1vl5vXOgH+XxLL3yEAjMLTudK3PadgzxzYpIjYwVOTRZnJZKIWkYgEL4w1Ee154LrLt3MrQ9qx4PmCxAKFXBct0ZQI4ZeTUzP/TuWr5CKWTNsgY99/SnSMasmXUUzuujgYdl2GcjESEWtoP2EZQp9qWjLydcqKbQamm9NBVWYvkq2Lh2bczuKxUYoMLMgYhl88ZEXZ243hQ3d08IwrT4l6UtHg5jCQsE0hL3nDZKJW3xp/4s8P5yjWFH0eDRL/gQz0KkroNWbmGWQjFkMZuIz1BH5OjNyu1zA8MgkfPVJokKX52Xy1blWaGTIN6NxTUVNLNNg+0A66AtzbLxIMmoGNUArCaHAzIKueIRrLtxAzDLY0BP3BCMZ6PKLBREhHtGqUdx7AVx94QauvnDDDNLubLHCi6fzXrqMCggmulMRtvalG9obpyYaF5nZrjaI73jo0Jy8S62SQuu9Xjdcvo17Hz/GcLYYpNm4rqJYcXjXl37MOYNpPnLlrqa9LheLsK8ZQoFpA7ddf9G8vWSzQUSIWlpAtJAYLVW3+kmZiUfoT0cYzlWoOC4x06A7FakhKq9HucXn8Sfgx+97mpFckYl8hZLjYhkGF2zsCkjPG03YRm5cn8a1NxWbsdJdsKmHm+75iW5zIYLyMgNM0XSy1cVzzeI2jYrrFgOhwCwjIqZBImoGQmJ0sGI1mpRdCd1CotGkbIRq2lkf1X/v2TXItUfHuX3f8ziuIm6ZQY9Pv13FULbIh+59gr5UlFzZCbolP/7SmNc+cJqC6Y+vfkXDsezZNUhXIsKWNUkOj0yBozMDfIomn3t5z67BBY3azwWhwCwh/BhK3BOSNtLMm6IZi0yzSdkIG7t1KXEjh9RtDzwbVH9u6k0EE/TQcA5DYLJg05+O43hOhWzJZsdAmhdO53j0hTJdcZNSxaVoO9h5xXv3bGk5Lv8BUHbcoPTZ546ujsp3GrVfaPUtFJhFRLUdkoiaxKy5Ufs0Qjv5VLNNlj/91Vdx092PM1mq9UgZQlMCwbLjBs1bAYazmjnGcRUiuv2GIbq8+OzBDKCTJh85NMpNTT7LvgNDjOfLvHA6j1IKJQrT0ER/A5lYjd3USdR+MdS3UGAWGBGvuKodO2S+aBVbaDRZPnjvEwykY2RLdiBAt11/Me/60o8D0gzLMDANaUogGDWNwP0LWnB8nmP/72qBgtlXAH+cm3riHB8vUHHBEMX67jimITUpMZ3wsy2G+rbiC8hWA2IRkzWpKJt6k2xek2RNKkoiai6qsMyG+np/21GM5yscHpmqedoGn8ESYpYZeP6qCQSrSc4zcQvXq+1XHvGFq6A/rRsmRU0DV9X2pGnlWaseZ1ciyq713azrihGPmLiKGT1emvUdbSQA7XIjdIJwhZkDqm2RZMQM4h4rCfWq1EjOU52UCggz/KdtJwSC2/rT/KfL1vDIoVHv7xTDuRKW1+m4K2ExlC2TiWuBmi1pspFN0p+OtcxVazdqv5BJlz5CgWkTiahJzDSJR40FtUUWC/WTpV51gumnbTWBoM9lVt2au36C7jswxCOHRlForrGrzl8XCNDWvjTXXzotULN56hZjUvuYE73uLAgFpk0MZuKz77SCUD9ZTK83pN9rEqYnpk8g2KjNRj0a2Ub3Pn5shlrUzMCfbZwL2ZdyIfiu6xFmK7Py247PFdUZuqmoyempMl2JSM3E9HmO23W7tmoL3kn2crNxLsSkXgCs3mzlFtzKvwh8Gu24yKE5lJ/zWGS+BLwGOA28VSn1wrIMfpnRSJVq1HDJb2l+YqLA4y+N8d49ZzdcXWBhqxebjbMay5kG0wgrXmBozK18P5oz+S1KqWdE5D3Ax4DfAd4FjCmldojIdcAtwFuXaezLikaTrXoVuP7O/VQch9O5CiJeSYCruH3f80Eb8Hosps3RaPzLmQbTCCvPvVMHpVHPrezz13V527uB497vb0ETlQPcC/yiLKd/dwGw78AQ19+5n8tveZDr79zfVsvydtqdHxnLM5GvBIwtOn9LcxRXtwGvRr2b2e+luRA2Rz2aUeE2G9tSYMULDMzkVlZK/RC4AfgXETkKvA34lLd7wK2slLKBCaBv6Ue9MGhn4jdC9WTLFm1OThQ5Pl7gpnt+Ehy7uTdJyXFn5JLFLKOhiuWvWHmvFPrkRKFlHGS+WIw4ynyxKgRGKeUopV4NbAIuE5HzgT8E3qyU2gT8NfBn3u5tcyuLyI9F5MfDw8OLNfR5Y65PWX+y+e2/bUf3mZwq24HAvfuK7QhQqrgUKg7FikPFdcnErRkqVrXgruuKM5CJkYxFFtWm2Nw7s5X6Yql/7WJVCIwPpdQ4sA/dA+ZCb6UB+Crweu/3o3hM/iJiodW10QbnulMpdYlS6pKBgYHFHvqcMdenrD/ZRnIlDPzGRxJkHPsCl4pZtT0h0fUw9SrWcqhHS6n+tYsVLzBNuJWfAbpFxHfl/JK3DTS38ju8368FHlSr2Hfe6VPWt3cODmU5OlbQ7fNEBW2+BzKxQOBu+eYBShUXy9As+aYhREyDgXRshnft8ZfGePH0FIeGc2SLuuJysdWjTtJglgqrwUvWjFv594C/ExEXGAN+19v/r4Avi8hz6JXluuUY9EKhk8CerzZVHId8ycZ2dNu8kq1IRTXjSyYeIV+2SUVNnh3KYQpeWot47DO6K3L9OX3HgO0qjo8X2dCjBWyx1aOFIq9YKKx4gVFKPQlc1GD7P6B7xdRvLwK/sQRDWxJ0Eq3WpHlVbmLLAMfFcSETt0jHdP7YZKHCRL6C4yrdhMyZbrlxYqLIa85aU3POiCmszcQ5PlFAFIDi5ESRwa74sqpHy4EVLzAh2n/K1ruJASKGAcolX3aYKFRIxyyKFadhebJSUHYUr6ti1fcDlTnXxmA6bd8y4dqLN3LHQ4f42NefWhFBxaVAmBrDyk+NmS3a7b//+EtjlGzXa3qkHQWuq7BMYU0qyvc/spfr79zPT46MUaq4DTnUTNGOgK5EJOATGy+Ug1VLKTXdwsIU+tO6VLkNNsmOP9cyYvU2VHq5Y7Y4TK27VydWVlywHd2Y1UXVuImPjOVxXIXVgj8gX3aCaw3nSozkyigUrjstLKCpmE7nKuRKdsdes7nGl5YboUq2zJjtKTtb1WD9+2szLqeyJWwXklEhE48QtaaZYzb3JhnJlVAuNKInNwzdqtt3HQOM58vELJN82UEErLpWg8PZEpl4pCOvWbvVkCttFQpXmGVEu+krreIw9e8PdsUZTGuyvKKtbZdrL94YTLJ3X7GddMyi4jZuMei4Kqie9K9lGgbruuNYphCzDCxTt7kQtMD4dk0nQcV24ksrcRUKBWYZ0U4wcLY4TP372WKF0XyFWMTgvHUZBjIx7n38WDDJ9uwa5DPXXti0p6YuP57ORi5UHLb1Jak4Xjmyq1UzEbxGt4qIIR0HFduJL4W5ZCFq0M5TdrZod/37Jz02y7WZeNNJtmfXIIYhRAxqVgofw9lizbU+etV5fPKaV7KtP4WjQAzY3JtgwKPE9aloOzH424nih7lkIWrQzlN2tmh3/fsK2NgTr1klGk2yVNSk4mtlVcIiELigq6+1Z9cgH7lyF+cMplEKjo0XmCzYZOIWOwczHdsW1eM+OVFgOFsKbJjq5NCVlksWupVZPrfyHBr9zIp2KyJve+BZ/uyBgzOO74oZdCdjMwgoqsdqOy7HvDYVa5IRJos2Fddl50Caj151Xkdjb3UPgAW/P20idCuvRCxGrlS7CYs3vfEc+pK1TlIDyFcUqehMko9qe2IkV8b0Oh8P58oowBThhdF8x0Z5KzslzCULMQMLnSvVCSOmz3hpGeLlk00zWNajujTZp3N1HIVCZxU04kFuB7OVPIe5ZCEWHe0yYgLodDOtlscsg3V1yZc+qkuTo6aB7egGt378sxEPcjtYypLnhcCSqmQisqbBtm1LOYblwFxKjBcL1SpQ1DQwxSBqGcQs3dTIMo2Gk7Va1etPR3E821cgyCjoT8c6nuwrsealFZZ6hfmGiFyllJoEEJFXAF8Dzl/icSwZlprIYbbIeLUK1J+OBRnIJdtlJFdkdKrC0GSRCz7xLSKmcM7aruAc1arejoEUU2WH4xNFxIANGR3Y7HSyLwZ32GJiSb1kInI18GHgauBcNB3Sbyml/n3JBtEAi+klWwwer2Zox+tWP57JQoVT2SKO15MlGTXIFZ3AT9SXihK1zKbG9grkFFsIrAxeMqXUP3tUSd8GMsCvKqVm+jbPICwGj1cztJOfVV+QZpm6hXgyYlBxdeDTMATDi+pnizbruq2mhvxKM8oXG0siMCLyv6nN9OsCDgHvExGUUu0yi646LKVR245wNlOBPvb1p+hJRLQHzLPk/TyxZgI+n8TIlZZU2S6WaoWp13ceW6LrLjsWkzu4Hu0KZ6NVYfND+tioaWB7uWK+56vROeZjm61Egr52sSReMqXUF5VSX0QT632l6u+vAH+7FGNYLixl8G0+Hif/2K6EhesqbNcNammqz+F7/N79lccYyhaxHdVxYuRKTKpsF0vtJfsOmvXFZ7JMoO2Z1zc94gzAUun58/E4VR9bcbKUbZeoKWzrTwfnqF4ZHNfFEOH4RAEgIDlvxzZbSrtuobHUAhOvon3F40tuqcy3ICP/PtpxADAIPKqU+lWPFvZW4M1AHk1S/vgifJZ5Y6H1+PmebzbBrl4ZYpapVTelmzV1JSJt22arLVhZjaXOJZsSkYv9P0TkNUBhlmN8MvILgVcDV4rIbqXUzyulXu0xYj4C/L23/1XATu91I5q0fMVhoYujlqLYqjrdfiATQylQKMqOOyf1b7UEK6ux1ALzfuBvReT73grxVeAPWh3QgowcABHJAHuBf/Q2vQX4knfcfqBHRNYv8OeYNxZaj18Ku6A63T4Tj7ChJ44h2gXdiW22EpMq28VSx2F+JCK70EFLAQ4opSqzHeeR+D0G7ABur6KIBfg14Dt+9gBVZOQejnrbTizAR1gwLLQeP9fzdaLGNepqNtg1t8m+WuM3y5F8eS7wCiAOXOTFYb7U6gCllAO82qOM/QcROV8p9ZT39vXAXVW7t01GjlbZ2LJlS+efYp5YaD1+tvM1Egzg/2fvzePkOqs77++5t7be1S21WrIlYckWFtjBxhbGTjxGGJgxYcLyjsmghOAwTuwkMIBIGJYxSzzDBzsBDE4YIrMMJosVXgjYL8FmsKExHttgIe9xIxnZlrV2S713137P+8e9Varurr1ru9XP9+N2d1fdqnpaXb9+nnOe8/xOReldv5Wx1INGl8Z8EtiBK5gf4MYbD6jq1RU+x5yqflZEVgP7gTM9x0tEZDcwrKp3eN//CtihqgVnmGYcIKv14bFyD2Kl0q6rTDKthAMWvZEAgzn9O+tVtuMzWuYA2dXA64Djqvpu4ALc7FdBCpiRj3h3vx34fkYsHncB7xKXS4GpYmJpFrVexxd7vkx8k0orR6diqOMa9s0n0pyaSzAdPb0q9kt6t1k0ekkWVVVHRFIi0ovbIKlUaiSvGbl33zs43Ugpww9wU8rP4qaV312z0deYehwey/d8mfjmuam5bOsLBcQz5cukhcE/6d1m0WjB7PVmi6/gBvGzwC+KPaCQGbl33448tynwnmWPtI3IxDeZk5JwutNY2lHiKQdVrWvZTrvQ0CWZqv6Zqk6q6t/h9nS5xluaGepIZt/DtgRHT/eKWdcXYU1PiM6Q7bv0brNoVLXyRcXua9Wd+HYhk9266e5nODA2S1CEdX1hr4GSza3veIURSZk0JEsmIj/J+XZxhzhV1StpIq3u3l9LFh/4umzLAA8dHPddmX2dKZgla3RauQP4M+ByXOH8DPjyoixXw1lJgsmlHr5obULLpJVvB14G3Ar8jfd10U1LQ/3wc5l9s2h0luxcr4gyw09E5PEGj8Hg4ecy+2bR6BnmUW8zEQAReTXwfxs8BoNHK3oXtzoNEYyIPCkiTwCvBh4UkedF5DncsvwrGjEGw1L8XGbfLBq1JPuPDXodQwWUW0zpV8OKemDc+1m5WbJyWKGZtNbwJTO0HsvtsbnSMIJpYeq9FCrH7shk0hZi+sO0KI04o1+LHpsrDSOYFqURm4q16LG50jCCaVEa0RC1Fj02VxomhmlRGuHdVa6NrV8NK+qBmWFalEYshczsUTlmH4bW3Ydp094rfsDsw/gRsxRqPVpeMEW8lQX4n7jOMWncczW3+slbeSXj13KblhcMp72VZ73uZQ+IyN24Z2k2Ats8J5rMv3aut/Krcb2VX92EcVeEX99A1WD6w9SRIt7KfwrcqKqOd11mR88X3sq5NGKTspXw88G1lhcMuN7KIvIYro/Zjzxv5bOB/ywie0XkbhHZ6l1eyFu5Zan0DdRKbcyroRF7TPXCF4JR1bTX1mIDcImInI8b08RUdTuuz9nXvcvL9lb2xLZ3bGysXkMvi0reQO0wG/m53MYXgsmgqpPAMHAV7szxHe+u7wKv8L4+jBvbZNgAHM3zXLep6nZV3T44OFi3MZdD7htoOprk4NgsI8dnmIomlwjBz8uZDH4ut2l5wRTxVv4ebl8YgNfgmpKDT7yVc8m8gcZmYhydipJIOwjQFbaXzB5+Xs5k8POGqR+yZHm9lUXkAeAfRWQXruXsH3nX+8ZbOUPm5OP79jyKo0okYDPYE6YnElxy9sTP7e5y8eseU8sLppC3src8e1Oe233prbxj21p6O4JsGuhE5HQYlq96uFFtzA1Lafkl2UrCVA+3Pi0/w6wkalU9vJI2QRuNmWFaiFrMHu2Qdm5lzAzTYiw3GDamFfXFzDBtRjuknVsZM8P4jFLxSbuknVsVM8P4iHLiEz/vovsBM8P4iHLik3LtXxtJO2XtjGB8RLmmestJHNT6zV3J2Rc/CMssyXxEvat8y01JV3K8oNxiUb+kw41gfES945Ny3tyVvrHLzdr5pQrbCMZH1Lssppw3d6Vv7HJnRb+kw00M4zPyxSe1WvuXk5Ku1Jy83HIfv6TDzQzjc2q59i9nyVdpHFXurOiXdLgx8qN1jfzKYedtDy/5yzyfSLG2J8Id111a5JH5KWUeWM8GSy1kXFjQyM8IBn8JZvHy68DoDOt6IwvO0KgqU9EkP/vwlUWeafljaIE3dr0wzpftQL49jZlYiqAdZ013JHtdvdf+fj0tWQtMDOMj8mWo+juDjM8lW37t3y6YGcZH5MtQrekOk0o7rO2JtPMSqWUwgvERi1Ov09EkJ2ZiZMLQ//GW88sSih9KUFqVll+SiUhERH4hIo+LyNMi8pfe7d8QkedE5DHv40LvdhGRW0XkWRF5QkQuau5PUDtyU6/T0QRHJqOk0sq63nDZ6WS/lKC0Ki0vGE6bkV8AXAhc5fmNAXxIVS/0Ph7zbss1I78O14y8Lcjd0zg+HSdgCRv6O+jtCJVdSuKXEpRWpeWXZJ5tUj4z8kJkzciBh0VklYisb1Uzv0qXR5kM1eU3/5hVHcGilkz5MG3El4cfZphCZuQAn/aWXbeISNi7zTdm5MtZHlVbuexnX+NWwBeCKWBG/lFgG/AqYAD4sHe5b8zIl7M8qraUZDklKH7vGlALfCGYDLlm5Kp6zOsBEwf+N3CJd5lvzMiXU6FbbeVytY8zyQKXlo9hRGQQSKrqZI4Z+c2ZuMRr0fdW4CnvIXcB7xWRPbidx1rWjHy5FbqV7LgvN5Vs7Jtc/DDDrAd+IiJPAI/gxjDfxzUifxJ4EliD2+8SXDPyg7hm5F8B/qzxQy6PRlXo1mJ28Mt5lXrT8jNMETPyvJWFfjIjb5RhRS1mB7+cV6k3LS+YdqcRhYy1SCWbrgEufliSGZZJLVLJpmuAi5lhVgC1mh1Wcll/BjPDrADM7FA7zAyzQjCzQ20wM4zBUAFGMAZDBRjBGAwVYGKYKjAnFlcuZoapEFOEuLIxgqkQc2JxZWOWZBXS7BOLZjnYXMwMUyHNPLFoloPNxwimQpppmm2Wg83HCKZCmllmYs6kNB8Tw1RBs8pMzJmU5mNmGB/hlx4q7YwRjI8wVcfNxyzJfIapOm4uZoYxGCrACMZgqADTsg8QkTHghTq/zBrgZJ1fo1LMmPJzUlWvyneHEUyDEJG9qrq92ePIxYypcsySzGCoACMYg6ECjGAax23NHkAezJgqxMQwBkMFmBnGYKgAIxiDoQKMYAyGCjCCMRgqwAgGuOqqqxS3D6b5MB9KEYxggJMnm12JYfALRjAGQwUYwRgMFWAEYzBUgDlxWSWNNNQz5n2tgxFMFWQM9YK2LDDUu9G7f/GbO99t5b7hi71WLURjxFgZppYM2L59u+7du7fs63fe9vASu6P5RIqQbTGXSBO0JdtLciqaRIDejuCC/pLlmlcUeq21PRHuuO7Sin7OxeSKsZqxtTFS6A7fxjAiEhGRX4jI4yLytIj8pXf7ZhH5uYgcEJF/FpFQrV+7kKHewZNzS5wpZ+MpZmKpqt0q65WrtP0AACAASURBVGneZ5w0K8fPS7I4cKWqzopIEHhARO4GPgjcoqp7ROTvgGuBL9fiBTPLl7GZOCdn4wz1ROj1jMkzfsuL39xpR1k8i1fyhi9l3recJVWzjdX9iG9nGHWZ9b4Neh8KXAl827v9duCttXi9XCPwdb1hUmnlyGSU6Wgia6i3efVSo3LbEgLWwn/mStwqi5n3LdecvJnG6n7Ft4IBEBFbRB4DRoEfAb8GJlU15V1yGDizFq+Vu3zp7Qixob+DgCUcn44Tsi06gxYn5xIcnogyNhPLvrm7wwF6IoGq3SqLmfctd0lVqZPm8MgoO297mMtv/jE7b3t4RXYN8POSDFVNAxeKyCrgu8DL8l2W77Eich1wHcCmTZtKvtbi5UtPJEh3OMDx6Vg20F/XGyFoxxmfS5JKO2wd6uXjb3o54Aru8MQ8G3KWTeUupwqZ9y13SbVj21puLDC2xdQ7W+cXfC2YDKo6KSLDwKXAKhEJeLPMBuBogcfchnccdvv27SVThYViiUTKoa9Dsrev6Y7QGQosyWItflPV4g1YC3Pycp00c2czgM6QO2vuvv/gihKMb5dkIjLozSyISAfweuAZ4CfA1d5l1wB31uL1Fi9fTs7GODwRZSaW4thklJlYMnttOX/la5GhaqQ5uWm14eJbwQDrgZ+IyBPAI8CPVPX7wIeBD4rIs8Bq4Gu1eLHcWOL4dIzxuST9nUE6QzZJRzk6GcuKppy/8rV4AzbSnNwkCFx8uyRT1SeAV+a5/SBwST1eM7N8yd1MDAeSHJ2Koiij0zFsS8r6K1+rXi+NMie//ootfOKup5lPpBZscq60Vhu+FUwzyQ22M/swJ2fjxFIOa3sieQPnxQH+ZVsG+Pa+I3V5A9aj3KWSBEE7Y0pjqF1pTKFylUIlKFdfdCYPHRyv6RvQlLvUhIKlMWaGqYJKlyeFMkwPHRxfdj1Yua+10rJZ9cIIpgoqXZ5Us19S7bLKlLvUFyOYKqkk2K40wF/OHo1pHFtf/JxWbjkKlY5Uul9Sao+mWImKaRxbX4xgakSxQshK90uK7dGUKrg0jWPri8mSUXmWLB+1POh11S0/5fnxedKOErIt1nSHCdjC2p4IQN0OlBmymCxZtZQbfJcKtst9nuGRUU7NJUilFUsgmXY4MhllVWeQj7/p5dxw51MmqG8iRjBFqCT4zgTbaUcZm4mTSDvYImxe01XR8+y+/yC9HUG6woHs8wQsYbA7zI5ta9l4fyfPn5plOpoikXYI2Ra9HQHOWt1tzuc3ABPDFKGSAsnrr9jCdDTJ4YkoybSDAClHGZuNc9Pdz5T9PJn4pScSZMtgN9vW9XLO2m5m4+4Rn8u2DDA6kyCRdrAEEmmH0ZkE63pDyzpMZigPI5giVFIguWPbWlZ3hQjYggJB2+LMVR30dQR57lT5z1OqyPGhg+MMdocI2RaOQsi2GOwOcd/ImDmf3wCMYIpQaYXubCLNOd6ssGWwO+sUk3lcOc9TKi384sQ8a7rD2dlny2A3a7rDzCXSpvy+ARjBFKHSPY3FApuOJnl2bBbH0SVHlws9T6m0cCERd4VsU37fAExameJp5UwgXU4JTG5wn0o7HJmMAXDmqgiJtMP4XJKesM3Wod6qA/JihZzffPgFZuMp0o5iW0J3OMBnr77ABP6V035pZRHZCHwTWAc4wG2q+kUR+RTwx8CYd+nHVPUH1b5OpgQm8yYsdW2mxmzfoQkClrCuL0JPxE0D5zu6XM148tWxAQgvgOLaOqkU/q0bqsa3M4yIrAfWq+o+EekBfolrqfS7wKyqfrbc5ypn4/LYVJShnghWCdFkuPzmH7OqI4jI6etVlalokp99+MrsbbVKBdfTIXMF0n7Ol6p6TFX3eV/P4J7nr4mlUj4SKYfj07ElpnyFKCdhsFxfsVzMmfvG4FvB5CIiZ+EeV/65d9N7ReQJEfm6iPTX6nViyTSjM/Gyri0nYZDZ50mlledOznFofJ7RmRg33f1MxWMzZ+4bg+8FIyLdwHeAD6jqNK4t7NnAhcAx4HMFHnediOwVkb1jY2P5LsniOErcezPOxVOM5RHN4gpioGQR5IsT86TSDkenoqTSii2C4ygHxmYrnmVMlXJj8G0MA+B5Kn8f+KGqfj7P/WcB31fV84s9T7EYJu0oH/nOEzw7Nsun33o+EW/Zs6ozxECX63OeL3M1HU2yuivEbCJdMDbZedvDPPriBOqQjY2S6TSOuhufW9Z0oapFnyOXSjJ6hqIUjGF8Kxhxo+nbgXFV/UDO7etV9Zj39S7g1ar6jmLPVUwwDz57kt/7qrvSu/gl/Xz6refz2KFJ9jzyIqMzMV6yuovJebdUJRNwz8TcEpmALZwz2F3wXP2t9+7n8/ceAMASQN10X8ACVbIJgzNXRQjY1rLP5ptas7Jpv6Af+C3gD4ArReQx7+O3gb8SkSc9v7LXAruW8yK/ec4abnzLeQD88oUJ3r/nMb5w335OzcXpCtscn4qyf3SWVNrJPmZsJo4l7uxUqExleGSUb+87Qsh2fzeOJxYLSDuQVvfxACdnE8sudallgmEl49t9GFV9gPx/CarecynEuy47ixPTMb70k1/zqxMzdAQtNqzqQBCCASFgwYnpOL0d7hIt4RVfhuzTf48Wl/q/b8+jzCVSBC2LgOW6/MdTDs6i1045iqacJc9RKcYcozb4eYZpKL+7fSN//O82AxBNOhybjnsbhLC6K0Qi7WQDblsER2FNdzj7+EzGKvOXfj6RxgLiaYeUoyRzZqjMLyWzWE47ysGxWU7OxqvOepm0c20wgqmAnZdsYl2ve+pxNp7iuCca27I4a6CTNd1hpqJJNq/pYlVn0K1cXpSxyvylty0h6QDqTpO5oeTiWQZgPpFmbDbBZVsGqhq7STvXBiOYCnn/lefQFXb/Us/EUxyZipFMO1x3xdl89u0XMPyh13L3B67gs1dfkDelnP1L7ylEcz6KocDanhAPHRyvatyF0s6XbRlY8T1fKsG3MUyj6e8KcXImzqvPXs0Nb3wZn7/3AGOzceYTac4/oxdHlf/6T49yfCbKWQNd/Mlrzs5bkpI5mekAQcsN7h11s2Sru4KMzSaXvrjH6q5w1UuofDVoGbvald7zpRJ8m1auJeWaYMzFU4zOuMswVeVLP/k1//LoEQA6QzYDnUE6QjaJlIMieVPAudkqx8uiqUJ/Z5CpaJJYauGCzMs2YwlsXtNV09owU39WkLZMKzecrnCAdb0RLBFEhPe89mx+54L1gBtjzMbToBAO2IiQNwWcOe9y1kAnaVUEWNURcI0vHKU3vPBXkvlz1tcRqPnOvUkEVI4RTIV0hGzW9UWwLVc073/dViJB959xMprk5FwCVSVkCy+cmsv7HDu2reWeXa/ha+96Fa/c1M9ULEXAFs5c1cFL1vSwtjtEpijatoSesM22dX019xcziYDKMTFMFUSCNuv7Ojg+FSPlOJy7tocDY7PMJ9JMzCcR3NlobU+EmViSXz4/kXeHPfOx+CjAUF8Ha3sjS44C1BrT86VyzAxTJaGAxRmrIgRti52XbKI3EqDTW96MzyeZnE/yjldt5F+fOMYNdz5VdIe9WX/pjUtm5Zign+U5X6Yd5dhUlAf2n+SOXxxi5MQMcS9wv/6KLfz84Djj83F6IkEsEaajSU7MxFCFizb1Z/+al9vTpd71YKbeDGjH4staslyr2IxoEimHZNrhU3f9Gw8dPAVAT9iNeUSEWCLNsekYAjiqvGR1V1YY4CYJnjoywXzSzcJ1hwP80eWbed/rXwqUbpZU7M1ejhBMM6YsJktWT2xLWN/XQShgEbQtPvk7L+eSs9xzazPxNCdnE6AwNhvHcZSko6QdOD4VI5lOZ+u5LtsywHzStYgN2kI0meaLP36WW+/dDxQ3FixWXJl7ny3w6KEJrv3mI1x1y08XLA1r0dm53TGCqRG5ogkFLP7yzedx0aZVAEzMJxmbjRNPOaTV3eS3LWE+kebYVJy9z48zPDLKVx94DksgYFlYYnmf4asPPAcUTwMXe7Nn7nNnwjgK2CI8Pz6/IJ4yaebSGMHUENsS9h+b4S++9Th/+I1HSKaUzau7AFc0XrU+trhVyBnSqnzirqeZjadY7LFhCcwl3IRAseRAsTd75r6xmTgiYIlgiSug3BnEpJlLY9LKVZIvJgD41Pf/jYAFfZEgk1H3YNlLBjp5Ydz9K22JWw4DC+vHgra7r+N4Nkkpx8ErhqYz5Arhsi0DfGn416QdJRyw6IkECAXsbFFnsc5jozMx1yDdU6R6NrO5M4hJM5fGtzOMiGwUkZ+IyDMi8rSIvN+7fUBEfiQiB7zPNTPByFAoXrj5nhGCttAVDhIKWHSGAq67fiTIuet6AMiZWBBO/wJeODWHOkoqrSTSjisc7z5b3NOZ3953hIGuICFbiKXcPZ+rLzqTHdvWFj3Tn7kv4xngOIqDsqY7vEBUJs1cGt9myYr4kv0h7rHlm0TkI0C/qn642HPVqu34oVPzBG0hmW2EFCIStJmKJtn9Bxfzp/+wj6NTrhumd9CStLpHki0RLEtIJJ1s9bJbkBmityPI2EycwZ5w0bqvYmf6h0dGufmeEfaPzhK0haGecE2OPbcp7ed86Z3bP+Z9PSMiGV+ytwA7vMtuB4aBooKplHzNk1Jph6TjHm6xLSHlBdgDXQHOXNVFTyTIl37/Iv70H/ZxfDqWXZZZgIXr+D/UE+Hw5DwdAZstg93Z556OJpiOpYgm09mOZBmj89yAvFij2sx9uaJa2xNpyD5LO+3t+FYwuSzyJRvKmGCo6jERqflvJl+n4hPTcbySMtQBEXBQJuZT3PT/nEOfJ7Av/f4r+eC3HueFU94bXcC2hTVdrgjCM1Z243MmluTYZJS4py5Vd8l2dCoKQMCWJcaApd6YlXR/rgXL6Qjdivg2hsmQx5es3MeV7Uu2mLzxguNwxqoOzujrIGALaXWXZT1h2+0d0x1mdVeY/s4Qn3v7BWzo7wDc4Ht1V5i0Kr86Ps180j2y/G9Hpzh0ap6EJxY3s+aKUIATM7EFAXmrmly0296OrwXj+ZJ9B/hHVf0X7+YTXnyTiXPyvmNU9TZV3a6q2wcHByt63XzB8dbBbgK2RW/H6c5h6/oibB3qzT6urzPI2t4Iq7vDfO7tFzDQFUKBw5NRjk3FFogj7bnIKBC0hFDAJmC5qWBHFVUWxB6t+MYcHhll36EJDo3Pc3BslumoezjOz3s7vl2Seb5kXwOeWWTidxdwDXCT9/nOerz+4qXNaXOL4inZ7nAgu9fyt7/3Sv7sH/YxGU0uSDFnMmkC2X0TcJdgaQc2DXSytieyxEWzlZrFZv49BPfnKLaU9BN+nmEK+ZLdBLxBRA4Ab/C+rzuVpGQ7Q+5BtPV9Hfzt770SWZST0UWfHZRkKk086ZBMKwdPzvHkkYkFZ/DLNT+v5vx+NY/LzHjr+iKAZP5bspT0G75NK9eS5RZfVks0kebEdIw3fvF+osl8XjEQCbpxUO5Zf1tca9nVXSFCATtbvJnbzOnETJxkWjmjL0JXyGZsNs5sPM1AV5DVXeGyCyurLcjMPeMzE0syNhMnnkpjWxa733lxqwf8pviyFcmc3gwHrIK/odUdAaZjaSIBi0jAIhywCAVsLISZWCobp2RmuKAlvDgRJZ50cBzlxYkoB0ZnmY2lcFQ5NZtkNp4qO8apNjbKnfEyHaFfsrqLizb1t7pYimIEU0fKWcpEgjbnDvWyujuU95dxZDpBPOUQ8z6SacezoHUdNnPjlB3b1iJenVgoYCHeMiitEE+friI4ND7PTCxZNMbJjP0Xz49zfCqWDdihvNioXbsJGMHUiUrSvH+642w6gjaBgBAo0eDMUUh6bpkh21oSpxw8OYflJQoWr7YVvLM4cHQyxtHJKFPR5BJB5449bAsJryVHRjTlFGS2a5mNb7NkrU4lXsY7tq3lf3A+1/393pKGfuC+8VOOIim3rcbH3/TyvNeJUFA0acdhfN5hXW94yYZi7tjX9kY4OhlDUU7OxgnYUvZM0ehN0kZgZpg6UenZkh3b1nLxSwZ4yerObJ1ZKWzbWiKwzas7STtKLJleUMCZi8hp4Qz2RJbEJrlj74kEWdURIO0oc4k0YzPxbMHnSsQIpk4sTvNOR5M8OzbL6Ey8YDxz/RVbmImlsnVmxRCBdb0RZmMprv+HX2af87d/Y/2CiuhcLIGAV+sG0BFc+OvvCNocODHNdDTJM8enOTg2y4mpKBPRJLYldAYtBnvCfHvfkaZXEDQLsySrE7lnS1JphyOTbpXymasi2eXP1Ycneejg+ILar0zGrKTXssKhU/Ou4Tlkn7MrZLOuL8x0NEXCSxBkBJSZcSxHUdzKg1xOzsaZiafp7wwSTabdjgSzaSwLbLFY2xtZ8W0yzAxTJ3KD3uPTcQKWsKG/g96OEJ2hAMl0mi8N/3pBUuBD336co1Mx7DJ/Kw6uCEK2lV1SHRidyYol03YjF8XNmkUCFkHbXpDFmphPMtAVZLAnwhl9HYS8JZ/jwBmrIvREXIH5ubRluRjB1JEd29Zyx3WXMtgT5py13dk3HMDUfJK0owv2N2ZiKVTdIstMWUwp0o5m+9Ck0g4pB2KpNKm05vVpzjxl0LaWZLF6IgFWd7nPlamJ6wrZWBYLxr6Sjy2bJVkDyHccIJ52iAROJwVmYguNyDX7v9KcnI1zdCpK2lG3cDN/0cCCp4t6PgG5puP5Dsb1RAKk5tUcW/YwM0wDyLeJF7DcM/lwuolsNSjumz+zv5JWysqyJR3lv9y+0Gop3zhDAZv37Di77fZTqqUlaslE5O9V9Q9K3VYvGlFLtvj4cG5vlsPj89lDYtUS8kw04ikHK2f/pdSzhmxhXV/HEjPAA6MzJFIOQVt46VCvr09JVkHLH1E+L/cbEbGBi5s0lrqQbxPvFRtWsfv+g/x6bC4bXxRYTQEUzJ4Jbsp4bU+YFyeiOFr42sUk0sroTIyb7n5mwRg/cdfT9HW4BZd+PyVZS5oqGBH5KPAxoENEMqclBUgAtzVtYDWm0NHhzMe5N9ztWSvp6Z6XeZ4n97awLaePLgPxlBIO2vR12EzF3IazjrqJA9tyd+cLkUw5HBibzS7N3rfnUeYTacKB0/4BKzmVnEtTBaOqnwE+IyKfUdWPNnMs9aKcM+1b1nRxYHS24IbjYsT7f9h2Y5HM/sqLE/P0dwZ5929u5uHnJrLLqpAtnJwr3AowrW4we8P3nsSyLOYSKQKWLDj01RMJrNhUci4tsSRT1Y96/mFbgUjO7fcXeoyIfB34j8Coqp7v3fYp4I+BzCH9j6nqD+o17nIoVlOWuX9sNr4khWwJBQXk7qUoZ66KEE263s2OQizpcHImwU/3n+R9r9u6YDbY+rEfuK42BbAEDk/GWNcbJhKwSTmKZQk4ZGvIVmoqOZeWyJKJyB8B9wM/BP7S+/ypEg/7BnBVnttvUdULvY+migUK15QdODGdrQhe1xthTXfIdb+E7OcMma8tcX9htiVusmAyRizpcNHGvuyx56SjPHV0io9998kF5StaJKIRwLbct8JMLMVgTxhVt8MAosRTzopOJefSEoIB3g+8CnhBVV+La5lU1MrFm32q68HdQAodHU6kdcHBrDXdETYNdLJtXQ+RoO2da3FrvyJBm3DAtXUd6gsTsIQzVnXwsnU9dIZs9h6aWjAbJdLKqdk4f/PjA4DrmllobwbAstysWth2s2w9kSBnrIq4yzJH6QzZDU0lV3uUuhG0xJIMiKlqTNxmq2FVHRGRc6t8rveKyLuAvcCfq+pEDcdZMYv9ik/OxpmYT7pnWtIOa3sXlpxMRZP0dgTZNNDJTCzF0akojuP+pY+lHFJzSn9nMLvEm5hL5H3deFp58sgUdz56mC8N/xrLKryh6TiwpieIZcH4XJL5RIrucCCbLLj6ojPZff9BbrjzKTZ6KfHFNXC1ElOr+5i1yj7Md4F3Ax8ArgQmgKCq/naJx50FfD8nhhkCTuIu8/8HrpXsfynw2OuA6wA2bdp08QsvvFCTnyUf2b2NE9PMeOfqM/VegmTrtDLWr0B2x306muSk1yqjM2QTtN22Gpl+mE8emSr62h1Bi1jSIRy0cBz3lGYuYdtCUSwR1vZGuPqiM/nBk8d4zjMaXNsTZnI+4fW0cT3RkmllqDec9Waupd1si7RCb+0z/ar6NlWdVNVPAR/HtU96SxXPc0JV06rqAF8BLilybdW+ZJWSqSnbOtTLhv4O1nRHsvVfijI6HctrHj6fSNETCbCuL8IZqzq49R2v5KVDvUuWeMWIJh33wJjn3L/4nRBPOyS8ujPHcfjWI4c4MDaLAOt6w5yYjjETT5NKucWcybQbDU3MJerif9bqPWpaYkmWu6uvqj/N3IZro1TJ86zP2MQCbwOequlAl0mud1iv9/nkbJxYylnic5w5+ZjPWDx3iVeMTKbNAXAg7aSLbmYenYxlN07TjsOh8WiO1RPZWQ3Img7C0jf0cryU89XdtVKxZ0sIhip2+kXkDlzT8TUichj4JLBDRC7EXZI9D1xfj8FWy+I3Q29HkIAteZcbhY737ti2doGYOoKuF3O+jLHtlcgoxSsIMuQ+xeKZKLNyz3fsOfcNvdwYpNV71Ph2p19Vd+a5+Wu1HWFtqdWbIVdMwyOj/MW3H2c6mlzwVz9gubVlgz0283GH2UTpZdwCHcjCGxWI5SwFg7agqkt+hkq8DAr9bMVm12bTKkF/U3f6G2nkV6yHS7mPXbzUydz+1JFJZuNpLIFwwKKvM0jQtvmd31jH//rpwXJPC5REgDP7wohlLfkZcg38MqgqU9EkP/vwlTUaQd1p+eLL74tIl6rOicg7gYuAL6pq/VJXTaIaJ5XhkVFuuvsZDozNErQshnrDS5Y6mee89d79fPWB55hLpJmLpzlvfSdf/b/PL1ssmaWYCIhCT0eIuz9wxZLrqolB/NQ/piWyZMCXgXkRuQD4b8ALwDebO6TWIBMTPD8+jy3u+f1jU/ElDV0z13573xEGe8LZTc2HnpsgVWzXskwC4lYuRwI2AVs4eHIu73WVGvi1apuOQrTKDJNSVRWRt+DOLF8TkWuaPahWILdluC1e41iUsZk4a7pD7Ds0weU3/5iN/Z1MzicWxA+T827B5TKP2gCZIs80oUDxzFylMchyY55G0yqCmfESAO8ErvCyZMESj2kp6rWsyKSiQ7ZFKu1axIpAPOU60QRyslHPn5pnoDPAkYnokvP8tSCtEE+msSzhnDWFl1iVLDtbrU1HKVplSfafgThwraoex+1V+dfNHVL51HNZkalFW9MdxkGzXZDTXh55KMeIz0IZm03WRSwZHNzqgY+88WU1eb5y2nS0Ei0hGFU9rqqfV9Wfed8fUlXfxDD17P6ViQkCtnBGXwRFSaQztcfK8akoI57pXuaMQJnGmVWzob+zZsslv5mWN1UwIjIjItN5PmZy9mVannqWc+T6m83FU4gI6/vChG0h5bhFlnjNYjOnKsuxZ6qGgAWdQYvZeKpmz+k30/Jmn7jsaebr14p6l3NkYoLcwsSJuSSZXcW0uiX6uZ5j6rn813aXTejrDNZtudT8HcHStMSSzO80almRO5OlVQl4p8YyLTB6wzYiePGNZg+V1YpM2/Na/lwmrbwCaVQ5R+5MZosQ8/ZXLHFnlbmkwxl97lGBgyfn3BOTNcISCAYsVneFavpzFUor33zPSEtuZrZEaUyzaVaPy0rJLWzM9TILWmCJRVqVcwa7uGfXaxgeGeXab+71CjCVAi00KyIgbsVyb0eAZFoJBSy2ru1Z1ps5XynNdDTB4ckYZ63urKivZg1p7fMwhvLIDZBT6taLhW13YyZgC2euijDnFVlm/nILQsAuvtlYLil1NzBPzSWZjqU4OZvgV8enl7WEypdWPjEdr1vWcbkYwfiMzGG0S84aYEN/By9d18u2db1sGewmYFvZgPzFiXmGesIkHWdBlTHUJu2c6Z/pHrdOV/1mzhv/OQ5DPeEF17XKZqYRjE8plGi4bMsAO297mLGZOEcno9nzMIsJ1CgjoLidCKp9M+dLK2/1xJ9Lq2xm+jroL+BNNgD8M3AW7iGy3222EUY9yJdoyPVrXtcb5oXx/AbnluV2WU4nip/ALEqOEOeTDoFokuGR0apijMWlNJlYrRUPkfk66BeRK4BZ4Js5gvkrYFxVbxKRjwD9qvrhYs/jp6C/WOYod59mJpbk+VONWcIIMNQbJhTIb8dUTZ3dcs4N1YCC06+vBQN5nWN+BexQ1WMish4YVtWilk1+EExuhqxQ5ig343RwbDabAKgnAgx2hxjq61jg7pLbBWAmlqK/M1gXl5k60fIHyGrJUMYIwxNNy/5WKqGcMvjcfZrFdkr1QoHR2QSjswlEYHQ6ukDc8/EUjiqn5hKEAza9HUHGZmK8b8+j9HYEW2qPpRxWbNAvIteJyF4R2Ts2VtRksyUop14tNxEQtKTs9uW1QhVm4g43fPeJrLiTzulatxfG53nq6BTHp+NMx1LYQkN29mvppNmOgjnhLcXwPuf912mkL1ktKKcMPjfj1BkO1K0IsxRHpuNZcVtA0jmdIMiNAI5OxUill54crSW1Lr1pR8HcBWROa14D3NnEsdSMcuvVMvs0e294A1vXNqe2VZWsuKWIalNp5cR0rK57LLU+euHrGKaAN9lNwLdE5FrgEPD25o2wdlRTrzYTT9EZtEg67pKoUemdkC0cnnCb1KYdLdi6Q4FYyuHUXJyzVnfXZSy1PtHpa8EU8CYDeF1DB9Ig8h39LZay3djfSdpxODWbJGBTtAtZLYkELbrCAabmk8w7iqrrY5ZPtIJrgP6Zt22pyzHvWh+9aMcl2Yqh1Pr8+iu2ELRtVncHCS5jZ7+SRwYsoTcSZHVXmLPX9vCSgU7XVJD8FQchW+gJu/FOPcr8a330wgjGx5SzPu8MWozPJUkrrOkOVfwaT00JEwAAIABJREFUgns4rRAhW3j15gFufPN5WAIpRxmbTRBLOqgqvR1Bzlzl+g4ELbfnjSUQ8QpHU+oeub75npGyY41Ksl6ZREjQEg6MznJ4IkpXqPpiVCMYH1Ms1ZyZfZKOsnVtNxv6O+gMBegIWhUdLFMK95URYH1fhKOTUf7zJRv5729yjTHiKYfDk/PEPdEEbIuLNvXzlXdtZ0N/J0O9YdKO4gCWCJ0hm/2js0v80/LFGtVmveaTDhv6O9i6tptE2ql69jKC8THFUs25fmbPnZzj0Pg8o9MxRITNa7roCtkErOVVLrumgjFOzSZ43ed+yg+fOsG/O2c14PbbPDA2y6+OTzM1n8jGIze++Tzm4m4NW8i2OKOvg8GeCEFbODEdz/uz5FJp1mt4ZJT37XmUo5NRjk/FmImllpUpM4LxMcXW5y9OzJNKOxydjJFyFNsSHFWiiTTT0SShgGuiUSgNUK6QEmllPplmbCbOofE5/u3YNKGcHdOUusu0lONkg/q5RS3NAYZ6wiTSDgdOzPDMsSkOnJhhOppcEmtUYjiSmY3mEilsi2xX6OlosupMma+zZCudYqnmjfd38uihCUTcZQ+4IggHhdVdIY5OxQoG4hS5vRCJlMOpuQSo182sO8zobBxVmIymeM8/7aM7HGBVZ4iwLSTSTraleW9HkHjKcZeK3qlOJP8YKsl6ZWajWnaFNoLxOYVcJq+/YgvXfvORrB+zKjgoZ/S4pzJ7O4LMxGpnl6SQTRsHLCUcsBbsv8RTSjyVZCaaZFVniMloipTj8OLEPNakkFZlVUeADf1d2efMZxlbScuQzB7MYE/YaxaV6QqtVWfKzJKsTdmxbS1bB7uxLPfN6BoBdmRPZW7s76z5Rmbm+SwRxucTBLxO0LkkHBifT9AREK+1uZtpQ2FiPsWTR6Z46sgU+49Pk0o7S5ZNlfiYZWK8WnaFNjNMG/ORN74s75GAzF/Whw6eKvjYRf2UKkJxM2W2BU6eSUwUpuNpArYQst1Y5oXx+YWPTysvjkd56ZBbAVDOpubiazIH6hZ3hV7O0QIjmDamVDlNd8hiNpE/Z1zt7NMRwOu4DLkWz7nxUsr7Wh1lcFWYsZmF2bFMLxrFjWcKtQG8+vBktv15d8jm1FyC3o4gtsCjhyb4xfOnWN8TJhQKMRVN1uQgmu8PkNUCPxwgqwdv/ML9jByfqfnSLGi5bpz56sdyEVxj83j6tLl65nZwj1Kf0RdhQ55A//DEHJPRFLYI4YBFIpVGcRMaE/NJT3RuoF+F/ayxWTIsZSaeYtNAB10hm6C9NN6oGhGClkVwUZvzoLgCySWechaIJWRbRII2Idsi6GWyFqeSp6NJJuZTqJeynk+k3SMEqozNxrOZQUskb+Op5WAEs4LZ2N9JwLbYMtjNtnW92DVSTDKtOKqkc1YvYVtIc7osBrwlWs5Luts3StpxSKvSHQ5w/RVblmzQHp+OZb/OHXFmVsucKFB1BVjL4wNGMCuYy7YMcHgiyjPHvHYZNVyeJ70qZXDf1GmFc4d6WNUZYqAzkD0NmnagK2SzKmJz9mA34nVZO2ewi89efQE7tq3NbtCOzcQ4ODZLfHFwJAu/zfTQcdCsj0CtLJpM0L9CyfTDHOgKMjWfJJZKexuctRNN7jOlHGUmmqAnEuTA6CwWoN4+zVwizaqOAH/3BxezpidMb2Th+ZUd29Zy9eFJvjT86yX1ZpozowCs7g5xcjYBKCELEuk0il0zi6a2DfpF5HlgBkjj9tDcXujalRj051oyZZhPpDh4cq6WEw3gLsMEb88lYC2cIXJY1xvhA6/byhtfsZ4+r2Qmkyred2gCVcVRtztBviGu6QrSGQ6SSKWZiaW81Lbw2+cPcXw6Uck5mxXlGpPLa1X1ZLMH0YpkdsFHp2OMzcbdtT+nZ4XlzDW25f7lD1qWW44CJNNpVCkoFnBjk0/f/QwA3ZEAf/vjA9lW66mcNoWZDcgMlsBAV4g1XSGSjtLXEWHQO509NhPjB0+dYEN/x4KUdKZde6W0u2AMBdjY38mvjk8z7nVahpydeligGHc/pLwQR3AzVElHiacdSJ/+cx2wTu/NFBLkTCzFX/9whFDQZnwuni3tcTyBuDOVLhCNAu+69CV865eHWdURZDqa5ORsnETazcAJ1KxLczsH/Qr8HxH5pYhc1+zBtBrXX7GFiRyx5OLgzg7hgEXG4rjcZVpnyCYScFPC4IklTyFlsac7NZ/k2FSMeMo9XJbImZUUd2mXEYstELYtvr3vCN0hNxt2aHyeuUTay9a5CYfRnMzacrJm7SyY31LVi4A3Au/xbGWz+M2XrNbs2La26Js2YEt2x96idLl/RiTr+tzTlau7QgS90pewbSG4s0smpVwJSmGBOQp9HUGCtjCXSDMZTeW9dnQmzkzM/QNhzvTnQVWPep9Hge8Clyy631e+ZI1m85ougrZge8blxUwBRdxlUqZWK2gLa7rDXrGnW/wZ8jZG+7uChZ+oDBbvFSmeGKJJRmfiBcepuLOMOdOfBxHpEpGezNfAvweeau6o/MVUNIkqnLkq4lU7W3nfLLbldiZLq3LWQCc3vvk8XjrUSzTpHiHIbIpuGOjkpWu7OWt1d9WGHCELxBNfLhm72tSiJri5WzSWuAWdy+3S3K5B/xDwXc9ELgD8k6re09wh+YufffjKbOo5ZFuk0ko4aJNMp7MZNUTo7wiwdah3Sao235mVj7/p5ezYttZrJ+ie1UlW4pcmgqqSLmAXlVZXwLnJCjjdXeCs1d3ccd2lVf17ZGjLGUZVD6rqBd7Hear66WaPyY9kdth7IgEc3GPGgjDUG+bM/k7ef+U5bB3q5cWJeXbffzBrKlHqzEruWR2rgtkm5QmlWE8CW5aafPR3Bgnatdm8bNcZxlADco8HpNLTJLxGsGet7l7QvCnf/kahk6DgbkaKN7vY4gqgnH0fB+gN20zHTksm99yOAGesijA2E19Qe3buuqUzYLUYwRiKUuiNv/O2h0u238hH7tmWDasiHPK6pIVsYf2qDnoibjuM+USa2XiKkC2s6gwxPpckkXaYiaWXiCtgn0429ESC9HilNbn9amqFEYyhKqr1LF7c5yZgu2YcAdvKvtHXdIeZiiY574w+jk9HCdoWnUGbFyejJNPuRmR32CaWSLudndNuhi4csOre5q8tYxhD/Smn/UY+Fp9tCXk7o7kNoDLPc/0VW0g7kEw72F6q2rbcnf9Y0kGzLprCYHeQSNAmaEnJs/7LwQjGUBXVehYvFtpgTxhH3f2Vxc+TSR6s6+1gPpFmqCfCh97wUtb1Rkg5iuPAmas62DTQRW9HiJ5IgP6uMD/78JXccd2ldelqZpZkhqqopv0GLLVJsi2hvzPI6q785+5zY6ip+SSn5uL8xsY+/uBrv8BRODIZZcOqDiJBG9uyODQ+V9ef2wjGUDXFMmHFHrNYaJn9mVL0dQZJOe7S7dyhHn51YgZH4fBklI2rOnCAwZ4I0USajmUYjhfDCGYFEwkIsdTSZG4kUN9ef9UILcPqbtfI/JrLzuJzP/oVp+YSOAovTkYZ6Arxyg197PyKu+H6koGumjecNTHMCuaVmwYIL/pDHLbd21uZwZ4wr9k2yJ+/4Vy2ru3xatlgLp7i+08e49RsnK6QzfGpaM0bzhrBrGAu2zJASoWgLYQD7ueUCpdtaW3BiAhDPRH+3bmDfPmdF3HbOy+mJxIgmnQYn0tgiyAIQdvd9a9lw1kjmBXMQwfHGewOEbItz7LVYrA7xEMHx5s9tJJYlrCuN0LQtjh7bTd/9Z9ekTXbODwZJemlqYO2cOhU7RIBJoZZwbw4Mc+a7jCDPZHsbapat47Gtca2hKHeCMemopy7rodzBrt5dmyWlKO8OBFlY38HKUcZ7IkwMZegv6vyDmyLMTPMCqbazcdWIhSwGOp1D61de/lmBrpC3mE1VzTxlMM7XrWRifkEp2bjJZ+vFEYwK5haN0xtFpGgzVBvmFefvZoP/ftz2bLGbZmR8rzRzvEMzaeiyexSrVqMYFYwlbSOaHU6QwHWdIe4ZMsAX7lmO3/1n36DoC2Mzcb5i//3cSbnEzV5nbb1JauElehL1q5MzicYn3PF8fDBU3zizqdJOcrZg1187u0XcN6ZfQTtkvPEyjIjF5GrRORXIvKsiHyk2eMxNI5VnaGsCeClW1bzyd95ObYl/Hpsjv/2nSeYjuZ3yimXthOMiNjAl3DdYl4O7BSRlzd3VIZGsro7THfETQD/1jlruOFNL8MS2H9ilmtv35t1j6mGthMMrjvMs94x5QSwB3hLk8dkaDCD3eFsPdlrXjrIR9+4DQEee3GSv3/4haqftx33Yc4EXsz5/jDw6sUXeeZ+1wFs2rSpMSMzNIxMNcCx6RjxZJrXvWyIlKM8f2qeP7ni7Kqftx0Fky9gW5LZUNXbgNvADfrrPShD48lUAxz1dv7/w3nr2DjQWZHxxpLnrOH4WoXDwMac7zcAR5s0FkOTsS3XjbNWzaLaUTCPAFtFZLOIhIB3AHc1eUyGJhK0Ldb1Rbz+N8uj7ZZkqpoSkfcCPwRs4Ouq+nSTh2VoMuGAzdrecEmP6FK0nWAAVPUHwA+aPQ5Da5HbPKpa2nFJZjDUDSMYg6ECjGAMhgowgjEYKsAIxmCoACMYg6ECjGAMhgowB8gAERkDqi9hLY81wMk6v0almDHl56SqXpXvDiOYBiEie1V1e7PHkYsZU+WYJZnBUAFGMAZDBRjBNI7bmj2APJgxVYiJYQyGCjAzjMFQAUYwBkMFGMEYDBVgBGMwVIARDHDVVVcprrOM+TAfShGMYICTJ5tdiWHwC0YwBkMFGMEYDBXQlq4xBsNihkdG2X3/QV6cmGdjf2fV7cjNDGNoe4ZHRvnEXU9zfDpKbyTA6Eys6nbkRjCGtufjdz7FofF5njs5z78dm2FyPknQlqrakZslmaGt2bVnHy9ORBfcdmougS2QSFXe79LMMIa2ZXhklO89dizvfWOziaq6RRvBGNqW3fcfLLgLqVBVt2gjGENbMjwyyi9fGC94f0fQqipL5tsYRkQiwP1AGPfn+LaqflJEvgG8BpjyLv1DVX2sOaM0NINde/bxvceOLZldhNN1L3/6muq6kPlWMEAcuFJVZ0UkCDwgInd7931IVb/dxLEZmsRVtwwzcmIu732KK5q3Xrie973+pVU9v28Fo+5R0Vnv26D3UbRwztDe7Nz9YEGxAIQDFrvfeXFVS7EMvo5hRMQWkceAUeBHqvpz765Pi8gTInKLiISbOERDgxgeGeWh5yaKXnPRpv5liQV8LhhVTavqhbh9LC8RkfOBjwLbgFcBA8CH8z1WRK4Tkb0isndsbKxhYzbUh5vufqbo/UJ1WbHF+FowGVR1EhgGrlLVY+oSB/43cEmBx9ymqttVdfvg4GADR2uoB8+dmi96/1svXL/s2QV8LBgRGRSRVd7XHcDrgRERWe/dJsBbgaeaN0pDoyjmfrRtqItb3nFRTV7Ht0E/sB64XURsXOF/S1W/LyI/FpFB3Fn4MeBPmjlIQ2PoCNkkoqklt/eEbe7ZtaNmr+NbwajqE8Ar89x+ZROGY2gi3/nlYaY8sQQsd7clYFn0RAL89dUX1PS1fCsYw8pmeGSUG773JIcnY9nb1vWGOWt1F0cmo2xYxpmXYhjBGHzH8Mgo7/7GI0s23U5Mx/m9SzZVvSlZDr4N+g0rlz/+5lKxgLtr/dUHnqvraxvBGHzFrj37SBY5xjKXSNf19Y1gDL7h1nv3890C51sydIXsuo7BCMbgC4ZHRvnS8K9LXvdHl2+u6ziMYAy+YPf9B0k5xY8Ub+gL1zXgByMYg084MDpDuoheNvSFeeCjr6/7OExa2dDSDI+McvM9I5ycTRS85m0Xrq9Z6UspjGAMLcvwyCgf+vbjjBUQiwC7Xr+17suwXIxgDC3LzfeMMDGfzHtfV8imI2g1VCxgBGNoUYZHRnnm+Eze+wRY1xdhbU+ksYPCCMbQgtx6736+cN+Botck01qTA2GVYrJkhpZieGSUL9x3AKeIO0MkaHHjm8+reWFlORjBGFqKG777RFGxWAJf/v3lGVksByMYQ8tw6737OTwVL3rNuUM9TRML+FgwIhIRkV+IyOMi8rSI/KV3+2YR+bmIHBCRfxaRULPHaihNZilWjKAtfPiqbQ0aUX58KxhOG/ldAFwIXCUilwI3A7eo6lZgAri2iWM0lMGt9+7nD7/xSNGlGMB/fe05TZ1dwMeC8Zxh8hn5XQlkXC9vxzXCMLQot967n8/fW3xmEeCDDd6gLIRvBQNLjfyAXwOTqppxQzgMnFngscaXrAX4mx8/W/KaRu/mF8PXglls5Ae8LN9lBR5rfMmazPDIKMlS6zBoGbFAm2xcquqkiAwDlwKrRCTgzTIbgKNNHZwhL7feu59bSizFwC2sbCV8O8MUMPJ7BvgJcLV32TXAnc0ZoaEQGbGUmlsu29zfsCrkcvHzDFPIyO/fgD0i8j+BR4GvNXOQhqV8oQyxNLJkvxJ8K5giRn4HKeCnbGg+V90yTKlWrK0qFvDxkszgP269d3/R/i0AnSG7ZcUCRjCGBjE8MsoXygjy/6QJFciVYARjaAg3fPeJkkuxVtmcLIYRjKEhHJkuXlTZE7ZbXixgBGNoADt3P0iR9i0ELPibna0bt+RiBGOoKzt3P1i096QIfPVdr2p6UWW5+DatbGh9du3ZV1QslsAHXrfVN2IBM8MY6sSuPftK+iB/4HWtH+QvxgjGUBdKiQVaq6iyXIxgDDXn4ht/WPKayzb3N2AktccIxlBTdu5+kFPzS5uz5nLZ5n7uuP43GzSi2mIEY6gZwyOjRYN8cOvE/CoWMIIx1JDd9x8seU0r14mVgxGMoWa8ODFf9H6/xi25GMEYakZvJFjwvtWdAV8vxTKYjUvDshkeGeVvf/IsI8enAdflJbcSxs9B/mJ8KxgR2Qh8E1gHOMBtqvpFEfkU8MdAxgrmY6r6g+aMsv05/xN3M5tYWIcctIXeSICtQ71cf8UWX+3kl8K3ggFSwJ+r6j4R6QF+KSI/8u67RVU/28SxrQi2fORf85bspxxl61Avd1x3acPHVG98KxhVPQYc876eEZFnKOBBZqg9l3/m3oLnWxyFwyUSAH6lLYJ+ETkL93z/z72b3isiT4jI10Ukb2rGGPlVz+WfubekafiG/s4Gjaax+F4wItINfAf4gKpOA18Gzsb1Wz4GfC7f44yRX3Xs3P1gSbEATWl21Ah8LRgRCeKK5R9V9V8AVPWE54jpAF/BOMjUlFI7+QDdIautAv1cfCsYERFcz7FnVPXzObfnWiW+DXiq0WNrV87/xN1lXffUjW+s80iah2+DfuC3gD8AnvQMyQE+BuwUkQtxtwKeB65vzvDai1179i1JH+ej1axda41vBaOqD+DukS3G7LnUgXLOt2wb6vJ9rVgpfLskMzSOcz76ryWvuWxzP/fs2lH/wTQZIxhDUc756L+SKt2Rom1KX0rREoIRkS+KyMr4F/cRu/bsK0ss24a66j+YFqElBAPsA24QkWdF5K9FZHuzB2QoL24JCCtiKZahJQSjqrer6m/j7pnsB24WkdJGvIa6ce5/Lx23dIcsnv3MmxowmtahJQSTwznANuAsYKS5Q1m5nP+Ju4mnS1/XzvsthWgJwYhIZka5EXgauFhVf6fJw1qRXHzjD8vab1nd6dsdiWXRKj/1c8Blqnqy2QNZyezas6+k40uGX37iP9R5NK1JUwUjIpldrl8Am0RkU+79qrqv8aNauZQT5FvAwZtWVtySS7NnmEwlcQTYDjyOu3v/CtxS/cubNK4VRznme7CyxQJNjmFU9bWq+lrgBeAir9z+YtyzLc82c2wriatuGS5rKfbB129twGham5YI+oFtqvpk5htVfQr3PIuhzgyPjJbsOwkQtv3phVxrmr0ky/CMiHwV+AfcKuN3As80d0grgz/8xiNlXferT6/spViGVhHMu4E/Bd7vfX8/7slJQx056yOlNycBnl/hcUsuLSEYVY2JyN8BP1DVXzV7PCuBLUYsVdESMYyIvBl4DLjH+/5CEbmrxGM2ishPROQZEXlaRN7v3T4gIj8SkQPeZ//7k9aYnbsfLNnRGFZWUWW5tIRggE/i1pFNAqjqY7jlMcXI+JK9DLgUeI+IvBz4CHCfqm4F7vO+N+RQ7rn8lVRUWS6tIpiUqk5V8gBVPZbZ2FTVGdwkwZnAW4DbvctuB95ay4H6nXLjlpVYJ1YOrSKYp0Tk9wBbRLaKyN8AD5b74EW+ZEOeyV/G7K897UuqoNzNSRO3FKZVBPNfgfOAOPBPwBSnM2ZFyeNLVhYrzciv3DoxszlZnFYRzMu9jwBumcxbgJIbBPl8yYATGasl7/NovseuNCO/curEVncGzOZkCVoirQz8I/AXuB5i5SRwCvqSAXcB1wA3eZ/vrO1Q/Ue5fmIrtQK5ElpFMGOq+v9V+JhCvmQ3Ad8SkWuBQ8DbazdM/1Hu+RYTt5RHqwjmk15pzH24cQwAOcusJRTxJQN4XW2H50/KjVvMfkv5tIpg3o17NDnI6SWZAgUFYyhNOXELrCwTi+XSKoK5QFV/o9mDaCduvXd/WdeZpVhltEqW7GFvl95QA4ZHRrnl3tKmO9/4w1c1YDTtRavMMJcD14jIc7gxjACqqq9o7rD8x/DIKNfe/gil/Pc++PqtbduSop60imCuavYA2oX/8o1HSublN/SFzX5LlbSEYFT1hWaPoR3YtWdfWZtYD3z09XUfS7vSKjGMYZkMj4yWlRVr9/4t9cYIpk34s3/8Zclr3nbh+rbv31JvjGDagF179jGfLL4YWwnNjhpBS8QwhurZufvBsg6Emc3J2mBmGB9z6737yxKLiVtqhxGMjylnc3J1Z8AsxWqIEYxP2bn7wZKbk9uGukzJfo0xgvEhwyOjJZdia7pDJm6pA0YwPmN4ZJQ/+6fiTQ0E+OzVFzRmQCsMkyXzGdf//V7i6eKLsV2mTqxu+HaGEZGvi8ioiDyVc9unROSIiDzmffx2M8dYa3bufrCkWLYNdZk6sTriW8EA3yB/0eYtqnqh9/GDBo+pbuzas69k3HLZ5n4Tt9QZ3wpGVe8Hxps9jkZw6737S9aJCXDH9b/ZmAGtYHwrmCK8V0Se8JZsbeGrXM5+y1vN5mRDaDfBfBk4G7cZ0zFOtwRcgl+M/K66ZbjkfkvQwmxONoi2EoyqnlDVtKo6wFdwDc4LXdvyRn47dz9YVnewr7zLHDVuFG0lmIzjpcfbcI0BfUk5QT64gb5JITcO3+7DiMgdwA5gjYgcxm2ZsUNELsS1aHoeuL5pA1wm5RwGu2xzvwn0G4xvBaOqO/Pc/LWGD6QO7NxdunFBZ9AyYmkCvhVMu3LVLcNlxS3/6/cvbsBoDItpqxjG75Qb5BuLpOZhBNMilFOBDG7cYkpfmocRTIvwvj2PlrzGxC3NxwimBdi5+0GmY6Vd9k3c0nyMYFqAcpZi24a6TNzSAhjBNJlde4ofBgPTAryVMGnlJlJOCtlsTrYWZoZpErv27Csplt5IwIilxTCCaRLlnG+59R2vbMxgDGVjBNMEyukOZs7ltyZGMA3m1nv3c8t9xQ+Eve3C9WZzskUxgmkgwyOjfPG+A2iRE2GWmMNgrYwRTAP5+J1PUcL0hQ+8bmtjBmOoCiOYBrFrzz5enIgWvcYsxVofsw/TAC7/zL0cnooXveaDr99qxOIDfD3DFDDzGxCRH4nIAe9zU51jdu3ZV1IsIVuMWHyCrwVDfjO/jwD3qepW4D7v+6Zx1xPHi94vwHtfe05jBmNYNr4WTAEzv7cAt3tf3w68taGDyuHWe/eTdkr7IJvZxT+0YwwzpKrHAFT1mIjk3f0TkeuA6wA2bdpU80Hs2rOv5G6+CfL9h69nmOVQT1+y4ZFRvvd4cbFs6Aub/RYf0o6COZHxJ/M+jzZ6ALvvP1h0c/JtF67ngY++vnEDMtSMdhTMXcA13tfXAHc28sVvvXc/Dz93asntIu7n3ojpOelnfC0Yz8zvIeBcETksItcCNwFvEJEDwBu87xvCrffu5wsFSl8yt/3R5ZsbNRxDHfB10F/AzA/gdQ0dCK5YPl/EZV8E3nqBCfL9jq8F0yqUEgvA/77mVaZcvw3w9ZKsVfjbHz9b9H4RjFjaBCOYZTI8MkqixObkmb3hBo3GUG+MYJbJ7vsPlrzmf77tFQ0YiaERGMEsk0Pjc0iR+9924XqzHGsjTNBfJbv27OOuJ44XrRV724XrzZ5Lm2EEUwU7dz+Y163SFhARbEt4z46zTQq5DTGCqZBiLvtphcs2D3D9FVvMMqxNMYKpkFJB/h3XXdqgkRiagQn6K+TFifmC99lWsfDf0A4YwVTA8MgoE3OJgve/+RXrGjgaQzMwgimT4ZFRbvjeU8RS6bz3X7a532TEVgAmhimTv/vpr5mIJkg77jn8SMAi4Th0hQLc+o5XmiB/hWAEU4LhkVF233+Qnz8/ni3RP2NVBwNdIVSVqWjSiGUFYQRThOGRUT5x19M4jpMVi4i73wIQTabZ0N/ZvAEaGk7bCkZEngdmgDSQUtXtlT7H7vsPYgscnzkd6NsCp+YSBAMWybRy/RVbajZmQ+vTtoLxeK2qnqz2wS9OzBOyLdKOIsC6vghT8wliKYe1PRGzQbkCaXfBLIuN/Z2MzsQ4Z2030WSavo4gnSGbtT0Rs0G5QmnntLIC/0dEful5kFXM9VdsIZlWUo5DbyTAfCJllmErnHaeYX5LVY96Rn4/EpERzykTKM/Ib8e2tdyIG8scnphnQ3+nWYatcESLGWi1CSLyKWBWVT+b7/7t27fr3r17GzsoQytTsMapLZdkItIlIj2Zr4F/DzxV/FEGQ2nadUk2BHxXXPe8APBPqnpPc4dkaAfaUjCqehC4oNnjMLQfKyKGKYWIjAEv1Pll1gBV7wnVCTOm/JxdWX+zAAADrUlEQVRU1cV9hwAjmIYhInurqTaoJ2ZMldOWQb/BUC+MYAyGCjCCaRy3NXsAeTBjqhATwxgMFWBmGIOhAoxg6oCIfF1ERkXkqZzbBkTkRyJywPvc3+AxbRSRn4jIMyLytIi8v9njEpGIiPxCRB73xvSX3u2bReTn3pj+WURCjRpTKYxg6sM3gMV5/I8A96nqVuA+7/tGkgL+XFVfBlwKvEdEXt7kccWBK1X1AuBC4CoRuRS4GbjFG9MEcG0Dx1QUI5g64FVFjy+6+S3A7d7XtwNvbfCYjqnqPu/rGeD/b+9uQmwK4ziOf39pypSFlCQTk5TUNJmNlSRZj4WXEuVlIwtlIQsbRTYWFixssDIZ8r6RLExeEsowY17kLRJhYZKNYn4Wz0M3jW5n4Zzbvf9P3ebc0zmd/+nOb+Y8c/7PmTFgXpV1OfmW37bll4FVwPkqaqonAlOeObY/QPrmBSqbIyCpE+gB7lddl6Rpkh6T/tv1DeAlMGH7R97kHSnYDSEC02IkzQAuALttf626Hts/bS8FOoBlwJKpNiu3qn+LwJTno6S5APnrp7ILkNRGCkuf7YuNUheA7QlggDS+minpd2NwB/C+ipqmEoEpz1VgS17eAlwp8+BKcx1OAmO2jzRCXZJmS5qZl9uB1aSx1U1gXRU11RM3Lv8DSWeAlaTO24/AfuAycA6YD7wF1tv++w8D/7Om5cBtYBiYzKv3kcYxldQlqZs0qJ9G+uF9zvYBSQuBfmAWMAhstv29jJrqicCEUEBckoVQQAQmhAIiMCEUEIEJoYAITAgFRGBCXZIGJDXsPPsyRWBCKCAC06QkdUoal3RC0lNJfZJWS7qb55ksy08IPSXpoaRBSWvyvu2S+iUNSToLtOf1OyUdrjnGVknHKjrFSsSNyyaVO5JfkLqSR4CHwBPS3JJeYBswCozaPp1bVB7k7XcAXba357vxj0g9Xm+Ae7YX5WNcAw7ZvlPiqVWqKZ98Gf54bXsYQNIIaaKYJQ0DnaTGxl5Je/L200ktMiuAowC2hyQN5eXPkl7lSV7PgcXA3TJPqGoRmOZW2381WfN+kvTZ/wTW2n5Wu1N+JvW/Lj3OAhuAceCSW+wSJcYwre06sCt3MiOpJ6+/BWzK67qA7pp9LpJmQG4khaelRGBa20HStOCh/MCOg3n9cWBGvhTbSxrbAGD7C2nss8D2A1pMDPpDKCB+w4RQQAQmhAIiMCEUEIEJoYAITAgFRGBCKCACE0IBEZgQCvgFUyI9X8oMSxsAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Your plots here\n",
+ "sns.pairplot(boston_df,y_vars=boston_df.columns, x_vars='medv',kind='reg')\n",
+ "plt.show()"
]
},
{
@@ -68,7 +897,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
@@ -84,11 +913,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "\n",
+ "fig, ax = plt.subplots(figsize=(14,14))\n",
+ "corrMatrix = boston_df.corr().abs()\n",
+ "upper = corrMatrix.where(np.triu(np.ones(corrMatrix.shape), k=1).astype(np.bool))\n",
+ "\n",
+ "sns.heatmap(upper, annot=True);"
]
},
{
@@ -102,11 +953,31 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 404.000000\n",
+ "mean 20.841379\n",
+ "std 6.229748\n",
+ "min 5.600000\n",
+ "25% 17.200000\n",
+ "50% 20.841379\n",
+ "75% 23.900000\n",
+ "max 36.500000\n",
+ "Name: medv, dtype: float64"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "boston_df['medv'].describe()"
]
},
{
@@ -128,7 +999,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -137,7 +1008,10 @@
"def performance_metric(y_true, y_predict):\n",
" \"\"\" Calculates and returns the performance score between \n",
" true and predicted values based on the metric chosen. \"\"\"\n",
- " # Your code here:"
+ " # Your code here:\n",
+ " performance = r2_score(y_true,y_predict)\n",
+ " \n",
+ " return performance"
]
},
{
@@ -150,11 +1024,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Your code here\n",
+ "from sklearn.ensemble import RandomForestClassifier\n",
+ "from sklearn.ensemble import RandomForestRegressor\n",
+ "from sklearn.feature_selection import RFECV\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.metrics import accuracy_score"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "X = boston_df.drop('medv', axis=1)\n",
+ "y = boston_df['medv']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size = 0.8, random_state = 42)"
]
},
{
@@ -175,13 +1073,78 @@
"Lets build the different models. Set the max_depth parameter to 2, 4, 6, 8, and 10 respectively. "
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Scores Train Set"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "For 2 : 0.6984702760345995\n",
+ "For 4 : 0.8467636887280627\n",
+ "For 6 : 0.9306041252324072\n",
+ "For 8 : 0.9580759797111459\n",
+ "For 10 : 0.9612814913043468\n"
+ ]
+ }
+ ],
+ "source": [
+ "parameter = [2, 4, 6, 8, 10]\n",
+ "tree_scores_train = []\n",
+ "\n",
+ "for par in parameter:\n",
+ " RFR = RandomForestRegressor(max_depth = par)\n",
+ " RFR.fit(X_train, y_train)\n",
+ " predictions_RFR = RFR.predict(X_train)\n",
+ " performance = performance_metric(y_train, predictions_RFR)\n",
+ " print('For', par, ':', performance)\n",
+ " tree_scores_train.append(performance)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Scores with Test Set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "For 2 : 0.6188556567508887\n",
+ "For 4 : 0.6645227829212885\n",
+ "For 6 : 0.6697996634974611\n",
+ "For 8 : 0.6801371597860748\n",
+ "For 10 : 0.6833350333898291\n"
+ ]
+ }
+ ],
"source": [
- "# Five separate RFR here with the given max depths"
+ "parameter = [2, 4, 6, 8, 10]\n",
+ "tree_scores_test = []\n",
+ "\n",
+ "for par in parameter:\n",
+ " RFR = RandomForestRegressor(max_depth = par)\n",
+ " RFR.fit(X_train, y_train)\n",
+ " predictions_RFR = RFR.predict(X_test)\n",
+ " performance = performance_metric(y_test, predictions_RFR)\n",
+ " print('For', par, ':', performance)\n",
+ " tree_scores_test.append(performance)"
]
},
{
@@ -193,13 +1156,51 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 28,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Produce a plot with the score for the testing and training for the different max depths"
+ "# Produce a plot with the score for the testing and training for the different max depths\n",
+ "plt.bar(parameter, tree_scores_test)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.bar(parameter, tree_scores_train)\n",
+ "plt.show()"
]
},
{
@@ -211,11 +1212,12 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "# The bigger the depth the higher the score"
]
},
{
@@ -292,7 +1294,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.7.6"
}
},
"nbformat": 4,
diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb
index 9739877..17f817d 100644
--- a/your-code/lab_overfitting.ipynb
+++ b/your-code/lab_overfitting.ipynb
@@ -21,7 +21,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -56,11 +56,14 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here\n"
+ "# Your code here\n",
+ "from sklearn.svm import SVC\n",
+ "\n",
+ "classifiers = [SVC(gamma =0.001), SVC(gamma =1), SVC(gamma =20)]"
]
},
{
@@ -72,9 +75,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"from matplotlib.colors import ListedColormap\n",
"\n",
@@ -86,7 +100,8 @@
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"cm = plt.cm.RdBu\n",
- "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
+ "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n",
+ "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n",
"\n",
"# iterate over classifiers\n",
"for name, clf in zip(names, classifiers):\n",
@@ -133,7 +148,9 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "# The higher the gamma the better the fit\n",
+ "# I would say gamma = 1 is better because it does not overfit"
]
},
{
@@ -146,11 +163,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.93"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "SVC7 = SVC(gamma = 0.7)\n",
+ "SVC7.fit(X, y)\n",
+ "SVC7.score(X, y)"
]
},
{
@@ -162,11 +193,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Train: 0.9875\n",
+ "Test: 0.7\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.metrics import accuracy_score\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=8)\n",
+ "\n",
+ "train_svm = accuracy_score(y_train, SVC(gamma=20).fit(X_train, y_train).predict(X_train))\n",
+ "print(\"Train:\", train_svm)\n",
+ "\n",
+ "test_svm = accuracy_score(y_test, SVC(gamma=20).fit(X_train, y_train).predict(X_test))\n",
+ "print(\"Test:\", test_svm)"
]
},
{
@@ -178,11 +228,80 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 23,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Gamma: 1 Train Accuracy_Score: 0.9375\n",
+ "Gamma: 1 Test Accuracy_Score: 0.85 \n",
+ "\n",
+ "Gamma: 2 Train Accuracy_Score: 0.9375\n",
+ "Gamma: 2 Test Accuracy_Score: 0.8 \n",
+ "\n",
+ "Gamma: 3 Train Accuracy_Score: 0.9375\n",
+ "Gamma: 3 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 4 Train Accuracy_Score: 0.9375\n",
+ "Gamma: 4 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 5 Train Accuracy_Score: 0.95\n",
+ "Gamma: 5 Test Accuracy_Score: 0.85 \n",
+ "\n",
+ "Gamma: 6 Train Accuracy_Score: 0.95\n",
+ "Gamma: 6 Test Accuracy_Score: 0.8 \n",
+ "\n",
+ "Gamma: 7 Train Accuracy_Score: 0.95\n",
+ "Gamma: 7 Test Accuracy_Score: 0.85 \n",
+ "\n",
+ "Gamma: 8 Train Accuracy_Score: 0.95\n",
+ "Gamma: 8 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 9 Train Accuracy_Score: 0.95\n",
+ "Gamma: 9 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 10 Train Accuracy_Score: 0.9625\n",
+ "Gamma: 10 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 11 Train Accuracy_Score: 0.9625\n",
+ "Gamma: 11 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 12 Train Accuracy_Score: 0.975\n",
+ "Gamma: 12 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 13 Train Accuracy_Score: 0.975\n",
+ "Gamma: 13 Test Accuracy_Score: 0.75 \n",
+ "\n",
+ "Gamma: 14 Train Accuracy_Score: 0.975\n",
+ "Gamma: 14 Test Accuracy_Score: 0.7 \n",
+ "\n",
+ "Gamma: 15 Train Accuracy_Score: 0.975\n",
+ "Gamma: 15 Test Accuracy_Score: 0.7 \n",
+ "\n",
+ "Gamma: 16 Train Accuracy_Score: 0.975\n",
+ "Gamma: 16 Test Accuracy_Score: 0.7 \n",
+ "\n",
+ "Gamma: 17 Train Accuracy_Score: 0.975\n",
+ "Gamma: 17 Test Accuracy_Score: 0.7 \n",
+ "\n",
+ "Gamma: 18 Train Accuracy_Score: 0.9875\n",
+ "Gamma: 18 Test Accuracy_Score: 0.7 \n",
+ "\n",
+ "Gamma: 19 Train Accuracy_Score: 0.9875\n",
+ "Gamma: 19 Test Accuracy_Score: 0.7 \n",
+ "\n"
+ ]
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "for i in range(1,20):\n",
+ " train_svm_range = accuracy_score(y_train, SVC(gamma=i).fit(X_train, y_train).predict(X_train))\n",
+ " test_svm_range = accuracy_score(y_test, SVC(gamma=i).fit(X_train, y_train).predict(X_test))\n",
+ " print(\"Gamma:\",i ,\"Train Accuracy_Score:\", train_svm_range)\n",
+ " print(\"Gamma:\",i ,\"Test Accuracy_Score:\", test_svm_range, \"\\n\")"
]
},
{
@@ -198,7 +317,9 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "# There is a huge difference between the train and the test\n",
+ "# Cross validation"
]
}
],
@@ -218,7 +339,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.7.6"
}
},
"nbformat": 4,