diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb
index 2c9c977..b74dc18 100644
--- a/your-code/lab_boston_housing.ipynb
+++ b/your-code/lab_boston_housing.ipynb
@@ -17,6 +17,18 @@
"We will build models with several different parameters, which will change the goodness of fit for each. "
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -35,11 +47,462 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "housing = pd.read_csv('../data/boston_data.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "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": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "housing.head(5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "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",
+ " | count | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.00000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ " 404.000000 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " 3.730912 | \n",
+ " 10.509901 | \n",
+ " 11.189901 | \n",
+ " 0.069307 | \n",
+ " 0.556710 | \n",
+ " 6.30145 | \n",
+ " 68.601733 | \n",
+ " 3.799666 | \n",
+ " 9.836634 | \n",
+ " 411.688119 | \n",
+ " 18.444554 | \n",
+ " 355.068243 | \n",
+ " 12.598936 | \n",
+ " 22.312376 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 8.943922 | \n",
+ " 22.053733 | \n",
+ " 6.814909 | \n",
+ " 0.254290 | \n",
+ " 0.117321 | \n",
+ " 0.67583 | \n",
+ " 28.066143 | \n",
+ " 2.109916 | \n",
+ " 8.834741 | \n",
+ " 171.073553 | \n",
+ " 2.150295 | \n",
+ " 94.489572 | \n",
+ " 6.925173 | \n",
+ " 8.837019 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " 0.006320 | \n",
+ " 0.000000 | \n",
+ " 0.460000 | \n",
+ " 0.000000 | \n",
+ " 0.392000 | \n",
+ " 3.56100 | \n",
+ " 2.900000 | \n",
+ " 1.169100 | \n",
+ " 1.000000 | \n",
+ " 187.000000 | \n",
+ " 12.600000 | \n",
+ " 0.320000 | \n",
+ " 1.730000 | \n",
+ " 5.000000 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 0.082382 | \n",
+ " 0.000000 | \n",
+ " 5.190000 | \n",
+ " 0.000000 | \n",
+ " 0.453000 | \n",
+ " 5.90275 | \n",
+ " 45.800000 | \n",
+ " 2.087875 | \n",
+ " 4.000000 | \n",
+ " 281.000000 | \n",
+ " 17.375000 | \n",
+ " 374.710000 | \n",
+ " 7.135000 | \n",
+ " 17.100000 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 0.253715 | \n",
+ " 0.000000 | \n",
+ " 9.795000 | \n",
+ " 0.000000 | \n",
+ " 0.538000 | \n",
+ " 6.23050 | \n",
+ " 76.600000 | \n",
+ " 3.207450 | \n",
+ " 5.000000 | \n",
+ " 330.000000 | \n",
+ " 19.000000 | \n",
+ " 391.065000 | \n",
+ " 11.265000 | \n",
+ " 21.400000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 4.053158 | \n",
+ " 12.500000 | \n",
+ " 18.100000 | \n",
+ " 0.000000 | \n",
+ " 0.631000 | \n",
+ " 6.62925 | \n",
+ " 94.150000 | \n",
+ " 5.222125 | \n",
+ " 24.000000 | \n",
+ " 666.000000 | \n",
+ " 20.200000 | \n",
+ " 396.007500 | \n",
+ " 16.910000 | \n",
+ " 25.000000 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 88.976200 | \n",
+ " 95.000000 | \n",
+ " 27.740000 | \n",
+ " 1.000000 | \n",
+ " 0.871000 | \n",
+ " 8.78000 | \n",
+ " 100.000000 | \n",
+ " 12.126500 | \n",
+ " 24.000000 | \n",
+ " 711.000000 | \n",
+ " 22.000000 | \n",
+ " 396.900000 | \n",
+ " 34.370000 | \n",
+ " 50.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " crim zn indus chas nox rm \\\n",
+ "count 404.000000 404.000000 404.000000 404.000000 404.000000 404.00000 \n",
+ "mean 3.730912 10.509901 11.189901 0.069307 0.556710 6.30145 \n",
+ "std 8.943922 22.053733 6.814909 0.254290 0.117321 0.67583 \n",
+ "min 0.006320 0.000000 0.460000 0.000000 0.392000 3.56100 \n",
+ "25% 0.082382 0.000000 5.190000 0.000000 0.453000 5.90275 \n",
+ "50% 0.253715 0.000000 9.795000 0.000000 0.538000 6.23050 \n",
+ "75% 4.053158 12.500000 18.100000 0.000000 0.631000 6.62925 \n",
+ "max 88.976200 95.000000 27.740000 1.000000 0.871000 8.78000 \n",
+ "\n",
+ " age dis rad tax ptratio black \\\n",
+ "count 404.000000 404.000000 404.000000 404.000000 404.000000 404.000000 \n",
+ "mean 68.601733 3.799666 9.836634 411.688119 18.444554 355.068243 \n",
+ "std 28.066143 2.109916 8.834741 171.073553 2.150295 94.489572 \n",
+ "min 2.900000 1.169100 1.000000 187.000000 12.600000 0.320000 \n",
+ "25% 45.800000 2.087875 4.000000 281.000000 17.375000 374.710000 \n",
+ "50% 76.600000 3.207450 5.000000 330.000000 19.000000 391.065000 \n",
+ "75% 94.150000 5.222125 24.000000 666.000000 20.200000 396.007500 \n",
+ "max 100.000000 12.126500 24.000000 711.000000 22.000000 396.900000 \n",
+ "\n",
+ " lstat medv \n",
+ "count 404.000000 404.000000 \n",
+ "mean 12.598936 22.312376 \n",
+ "std 6.925173 8.837019 \n",
+ "min 1.730000 5.000000 \n",
+ "25% 7.135000 17.100000 \n",
+ "50% 11.265000 21.400000 \n",
+ "75% 16.910000 25.000000 \n",
+ "max 34.370000 50.000000 "
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "housing.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "crim float64\n",
+ "zn float64\n",
+ "indus float64\n",
+ "chas float64\n",
+ "nox float64\n",
+ "rm float64\n",
+ "age float64\n",
+ "dis float64\n",
+ "rad float64\n",
+ "tax float64\n",
+ "ptratio float64\n",
+ "black float64\n",
+ "lstat float64\n",
+ "medv float64\n",
+ "dtype: object"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "housing.dtypes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "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": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "housing.isna().sum()"
]
},
{
@@ -51,11 +514,148 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "lstat -0.742695\n",
+ "ptratio -0.506313\n",
+ "indus -0.501698\n",
+ "tax -0.495792\n",
+ "nox -0.439225\n",
+ "rad -0.423508\n",
+ "crim -0.400956\n",
+ "age -0.390863\n",
+ "chas 0.141400\n",
+ "dis 0.264876\n",
+ "zn 0.355608\n",
+ "black 0.360071\n",
+ "rm 0.683541\n",
+ "medv 1.000000\n",
+ "Name: medv, dtype: float64"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Your plots here\n",
+ "\n",
+ "housing.corr()['medv'].sort_values()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 102,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "# Your plots here"
+ "sns.pairplot(data = housing, x_vars = 'medv', \n",
+ " y_vars = ['lstat', 'ptratio', 'indus', 'tax', 'rm'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.scatterplot(x = housing['medv'], y = housing['rm'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'INDUS')"
+ ]
+ },
+ "execution_count": 105,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig1, axes1 = plt.subplots(2, 2, figsize = (15,5))\n",
+ "\n",
+ "axes1[0, 0].scatter(x = housing['medv'], y = housing['rm'])\n",
+ "axes1[0, 0].set_title('RM')\n",
+ "\n",
+ "axes1[0, 1].scatter(x = housing['medv'], y = housing['lstat'])\n",
+ "axes1[0, 1].set_title('LSTAT')\n",
+ "\n",
+ "axes1[1, 0].scatter(x = housing['medv'], y = housing['ptratio'])\n",
+ "axes1[1, 0].set_title('PTRATIO')\n",
+ "\n",
+ "axes1[1, 1].scatter(x = housing['medv'], y = housing['indus'])\n",
+ "axes1[1, 1].set_title('INDUS')\n",
+ "\n"
]
},
{
@@ -83,11 +683,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 29,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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QyBMjbCERoRyLTTlj+11TV1K34BK1KyePrNT8aSEJmw+QdjCeSnXDPRsYOB6bQtkimctGhHL8LJmLTmWoc83FRC3ahJ3nJCspnfjVuwhrVdfjmf/mSknEqnyij1iVq+BKcZ/37EpOIG/tcnA6cSXE4ow5ghVeo9QyAjgTE7GqFMlZpQquRPecdno65OYXY1kzZ+DXoKHb/sAePcle+ic4Pd+X0+JSqFjkvaJCRGXS4k7tE/W7NqfXiKv56u63cObkFT6+8KPfeO/yp/l86KtgDAn7Yk459nzzxX6cFZtMUJHzHBQZSnas+3tySOMadPjlBS5Z/QEV2tWn9dePU/6kbBm7o3FmZBFSSvc3/S0zNpng6if9Tilyzv1CgijfuCbdf3mOy1a9S2jb+lz81WNU8tLvFI9zuS7MLy8p7pSbzrZtt7dte5ht23cUfN15psa2bU8oaN9++PDh5ynqhWvXxl1E1omkWs1q+Pn7cenAS1k5t3irDFiWRbmK5QCo3bg2tZvUZt2SdZ6Me4qUDXsJqRtOmVpVMP4OalzdhZg5J25ozDuayYxm9zK7w0hmdxhJ8ro9rBj2lsdXuVm3dhP16l1ErYtq4O/vz7XXXcGsme6Xv/+YOZ+bb70GgEHXDGDJ4vzzPn/enzRt1ojg4CAcDgddu3V0u5m2NFyo5/VMdm7cSY061QmvGY6fvx+9BvVg+dySrVLTe1Av5k8tnek2AHEb91Gxdjjla1bB8nfQ8KrO7J/r/vqpUPvENK3avVuTeiAWgKDQchjLAFC+VhUq1qlG2qF4PC1xwz7K1wknpCBznUGdOTzHPXO5Oicy1+jTmvT9+ZkzopKI6Jr/h6lfcCBV2tYnbU80pcW5dwdWeHWsKuHg8COgSy9y17r3kdw1S/Fr2hoAU648joga+XPuS1Hejh34Va+BFR4Ofn4E9uxF9vJlbm2s0BPFaECXrjgPud8wG9Szd6lMtwE4snEvlWuHU6lGFRz+DloN7ML2ue43lUc2q821r97NV3e/RUZSeuHjxjKUqRgCQHjjWkQ0rsXuPzd5PLMv9uP09XspUzec4IL35PCrLyZ+tvt78qKmw/mzw0P82eEh0tbuYcNtb5G+cV/+MY78kimoRhhl6keSebh0ryikbNhHSJ1wytTMz19zUGdiTso/vdl9zOr4CLM6PkLyuj0sv/1trXLz/0Rxp9ysMMY0tW17m0fT+CiX08Unz3/CuG/GYTks5kyZw6Fdhxgyagi7N+/mr7l/0aBlA57/9/OEVAihU59ODBk1hPv73I/D38GbP78JwPGjx3lr5Fu4Snlenu10seGZr+g66SmMw+LgpEUc3RlFk9HXkbphHzFzSvcPjL85nU5GP/YSP//2HxwOB9998yM7tu/m6edGsmHdFmbNnM83E3/g08/fZu3G+aSkpHLX7Y8AkJaazscffMn8Jb+CbTN39iLmzF4EwEsvj2bwDVdRpkwwW3Yu5ZuJP/DGq++f9/z/63ntv/o9/EOCsQL8iBzQjqU3vX7Kagbnk9Pp4r3nP+DN717HsixmTfmDA7sOcsfjw9i5cRfL566gUatGjPt8DCEVQujStwu3jxrGHb3zVwQJr1GNKpFV2LjC88XE32yni8XPT+Sqb0djOSy2TVlM8q4oOj02mPhN+9k/dx0tb+9HzW7NcOU5yU7LYN6j+Zejq3dqTKfHBuPKc2K7bBY+/R+yS2Eer+10sfK5ifT9fjTGstgzZTGpu6Jo/fhgkjbu5/DcdTS5vR8RlzTDLsi89JH8zDu+mku3fw1n0ILXMcawe8oSUrYfPsdPPI9cLjK/ep+yT48HyyJn0SxcRw4QdN0d5O3fSd7a5eRtXI1fiw6Ue/M/+e2/+xT7WPq5n/u85nRy9IN3qfjGWxjLInPWTJwHD1D29jvJ3bmDnBXLCb5mMIEXd8V2OrGPHiV9/OuFh1vVwrGqViV344ZSiuti6gtfcdfXT2M5LFb/sIi43Ufo++h1HNm8n+3z1nL507cQUCaIIR+PBCA1KomJ97yFw9+P+358EYDsY5lMfvSjUvkd4ov92Ha62PH0f2g7+RmMwyJq0kIydh6h3ujrSd+4j4TZZ16Zq2LHxtR56CpceU5w2Wx/6ktyk496PHNRf/9OuWTSk/lLIU9eTPquKJo+MZiUjfu99rtaLgymOHdqG2O6A9OAWCAbMIBt23bLYvwM7y4pUUKX17rc2xFK7O6cit6OUGJ3Hbuw5qWeyxchHb0docTe9/P8aPP5Nth4fsrL+VTuwpmqXGxXX1q6U/r+VznxvneS394b6e0IJdYk1+HtCCUSmZd37kYXmHTLt84xwHUx3xlvZziT7L0rL8j6MrBeZ6+cs+KO0H8BDAU2A7737ioiIiIi8g9V3II+wbbt03+cmoiIiIiIeE1xC/r1xpjvgenkT7kBtGyliIiIiHjBBbQ864WguAV9MPmFfL8ij9mACnoRERERES8qVkFv2/Ydng4iIiIiIiIld9aC3hgz2rbt8caYDzjNajW2bT/ssWQiIiIiIqdja8pNUecaod9e8N8L63PcRUREREQEOEdBb9v2dGOMA2hh2/bjpZRJRERERESK6Zxz6G3bdhpjupZGGBERERGRc3I5vZ3gglLcVW42GGOmAT8ChZ+NrmUrRURERES8q7gFfRCQBPQq8piWrRQRERER8bLiFvQWMNK27VQAY0wl4G1PhRIREREROSOtcuPGKma7ln8X8wC2bacAbTySSEREREREiq24Bb1VMCoPgDEmlOKP7ouIiIiIiIcUtyh/G1hhjPmxYPt64BXPRBIREREROQuXptwUVayC3rbtr40xazhxU+y1tm1v81wsEREREREpjmJPmyko4FXEi4iIiIhcQDQPXkRERER8i1a5cVPcm2JFREREROQCpIJeRERERMSHacqNiIiIiPgWrXLjRiP0IiIiIiI+TAW9iIiIiIgP05Sbf4B2kfHejlBimdtyvB2hRBqXTfN2hBLr5qzq7Qgldm1EtLcjlEiFSyt6O0KJvTU50tsRSuS48b3L6o3yHN6OUGITTZy3I5TII6aKtyOUWLyf8XaEfxTbdno7wgVFBf1JZh6a6e0IJXawbR9vRxARERERL9GUGxERERERH6YRehERERHxLfpgKTcaoRcRERER8WEq6EVEREREfJim3IiIiIiIb9EHS7nRCL2IiIiIiA9TQS8iIiIi4sM05UZEREREfItWuXGjEXoRERERER+mgl5ERERExIdpyo2IiIiI+BaX09sJLigaoRcRERER8WEq6EVEREREfJim3IiIiIiIb9EqN240Qi8iIiIi4sNU0IuIiIiI+DBNuRERERER3+LSlJuiNEIvIiIiIuLDVNCLiIiIiPgwTbkREREREd+iVW7caIReRERERMSHaYT+/6mgizsQ+vgD4LA49uss0r+a7La/7MB+VHpkOM74RACOTpnKsd9m4YioSpW3XsJYBvz8ODr5N479/LvHcvbt25233x6Dw+HgP/+ZzFtvfey2PyAggC+++Bdt27YgKSmFoUMf5ODBI7Rv34qPPnodAGMM48b9i2nTZtOgQV2+/fajwuPr1KnF2LHv8OGHX3js3/C3spe2I/z54RiHRcqUOSR99qPb/gqD+1DtyTvJi0sCIPmb6aT+MMfjuc6kQfeWXP7CbVgOi7VTFrLkk+lu+zvc2ptOQ/tiu1zkZGTz29Ofk7AnqtRzBnbuQIVHRmAcFhnTZnLsm0lu+8tc3p/yI+7FmZDflzN++o3j02cCELl0Lrl79wPgjIsnefRzpZLZ0bANgVfdCcYid/U8chf9ekobv5YXE9DnRmxsXNEHyJ78LgCmYhiBgx/AqhgGtk3mf8ZhpyR4NG/97i0Z8OJQLIfFusmLWHpSX2h/a2863NYX2+ki53gW05/+goTdUQRXDOGGT0dSvWVdNvy0hJkvTPRozqIadm/FoBduwzgsVk1ZyKJPprntv+Suy+l4U09ceS6OJafz4+jPSI3K7yOXPXUzTXq2AWD+B7+w8feVHs9bvUdLOr+Uf453TlrEpo/cz3HjIb1ocnv+Oc7NyGLZk1+QujuaetdcTIv7rihsF9qkJr8NeI7kbYc8nrlDj/aMeOkBHA6LGZNmMemjKW77W3ZqwYNj7qdek7qMffAVlsz4s3Dfvc/eTedenTCWxdo/1/LBCx+f/PQeUbVnS1q8fBs4LA59t5DdH04/bbuIKzrQ8YtHWdz/WVI37se/UggdPh9Jpdb1ODRlCZuf+apU8tbs0ZJuY/L7xbZJi1j/sXveZkN60XzYiX6x6KkvSNkdDUDlxjXp/vqdBIQEY9s2P135As7s3FLJLaVPBf3/R5ZF6JMPEf/Ak+TFJRDx7UdkLl5O7n73XwAZcxaR8saHbo85E5KJvf1hyM3FBAcR+ePnZC5egTMxyQMxLd57bxxXXHErR47EsGzZdH7/fS47duwubHP77TeSmppGs2aXcv31Axk37mmGDn2QrVt3cvHFV+J0OgkPr8qqVX8wY8Y8du/eR6dOlxU+/759q5g27Y/znv00/xgixtzPwWHPkRubSN1f/8XR+SvJ2XPYrVn6jCXEvvSp5/Ocg7EMA8fewX+GvEZ6bBL3TRvH9rnr3Ar2TVOXs/q7+QA07tOWy54fwtfD3ijdoJZFxcdGkjjyCZzxCVT98hOy/lxO3oGDbs0y5y8i7e33Tznczs4hYdjw0kqbz1gEXn0PmZ+/hJ2WRPCI8eRtW40df+REk8oR+Pe4luOfPAOZGZiyFQr3Bd3wMDkLf8a5eyMEBHn8srOxDJe/fDvf3Poa6bHJ3DPtZXbOW0fC7hN9YfPU5awp6AuN+rSl/3O38u2w8eRl57LwrR+p2qgmVRvV8GjOkzNfM/YO/j3kVdJik3ho2itsm7uW+CL9N3rbAd4f+Cy5WTl0HtKHK56+he9GvE/jnm2o3qwO717+FI4Af+6b/Dw7Fm0k+1imR/NePG4Yf9zyOhkxyVw1YyyH5qwltaAwA9j72wp2fLsAgFp929LpxSHMHjKevb8uZ++vywGo1LgGfT5/tFSKecuyGDnuIZ645UkSYhL5dMaHLJ+zgoO7T/zsuKh43hj1Jjfee73bsc3aNaV5++bc1fdeAN7/9V+06tKSjSs2eTi0oeVrd7D8htfIjEmi+x/jiJ2zjqO73Aci/MoGUffuASSvPfG7xpWdy443fqJ84xqUa1zTszkLGMtw6bhhTL/ldY7FJHPd72M5MHdtYcEOsOu3FWwt6Be1+7al6wtD+H3oeIzDos/79zNv5KckbT9EYMUQXLl5pZK71GiVGzeacvP/UEDzRuQdiSYvKgby8siYvYjgHl2Ld3BeHuTm/4VvAgLAeK4LdejQmr17D7B//yFyc3P58cfpDBzYz63NwIH9+PbbnwD45ZeZ9OyZ/+/IzMzC6XQCEBQUiG3bpzx/r15d2b//EIcOeX5UObhVQ3IORpN7OBZy80j7fQnl+nT2+M/9b9VoXZ+kg3GkHI7Hmetk8/QVNOnXzq1N0QInoEwgnOYce1pA08bkHYnCGZ3fl4/PW0DQpReXeo6SsGrWx5UUg50cB8488jYuxa9pR7c2/h37kLviD8jMAMDOSAPAVK0BliO/mAfIyYLcHI/mrd66HskH4kg5nIAz18mW6Stp1PfMfcG/TCB/94TczGwOrdlFXimPCtZsXZ/Eg7EkF/TfjdNX0Kxfe7c2e1dsIzcr/9wdWr+HCuGhAFRrUJ39q7bjcrrIzcwmZschGnVv5dG8VVrXI/1AHEcPJeDKdbJv6kpqnfR6yy1yjv3KnP49re6gi9k3zfNXEwAat25E9IFoYg7Fkpebx4Kpi+jaz/21F3ckjn3b9+NyuWe1bZuAQH/8AvzwD/DHz8+PlIRUj2eu1KY+GfvjOH4oHjvXSdRvKwjv3+6Udo2fvJ49H03HVaTfOo9nk7xqZ6mOcFdtXY+0A3GkF/SLPdNWUqeY/aLmpS1I2n6YpO35f2Blpx7DdpX+e7SUnmKN0BtjqgD3ALWLHmPb9p2eiSWe5FcljLzY+MJtZ3wCAc0bn9KuTK9LCGrbktyDR0h5+xOccfmX9R3VqlD1/VfwqxFJynsTPDI6DxAZGc6RIydGIqKiYujQofUZ2zidTtLTj1K5ciWSklLo0KE1n332FrVqVefOOx8pLPD/dv31VzFlylSPZD+ZX7XK5MYkFm7nxSYS3KrRKe3KDehKmY7NydkfRewr/yavyDGlqXy1SqRFn/j/mh6TTI3W9U9p12loX7refTkOfz++vOWV0owIgFUlDGd80b6cSECzJqe0C+5xCYGtW5B36Ahp732MMz6/L5uAAKp8+Qk4nRz9ZhJZS5Z5PLOpUBk79cS5tdOSsGo1cGtjVYnMz33/q2BZ5MydgnPXeqywSOysDIKGjsZUqopzzyZyZn3r0VH68uGhpMec1Bfa1DulXYfb+tLl7stw+Psx8ebS7wtFVTip/6bFJFHzNP33bx1u6MGORfl/JEVvP0jfkYNZ8u8Z+AcHUq9LU+J3e/aP/jIRlciISS7cPh6bTJXTnOMmw/rQ/J7LsAL8mHXjq6fsrzuwE/Pu+pdHs/4tLCKM+JgTU70SYhNp0ubU3yOns23ddtYv38jPa6eAMfz21VQO7fH8VYWgiEpkFukXmTHJVGrr3i8qtKhNcGRl4uZtoP4DV3o809mUDa/EsegT/eJYTDLVTtMvmg/rQ6t78l97Uwv6RcW64di2zZXfjiY4tDy7p61gw6czSi27lL7iDq9OBSoA84AZRb5Oyxgz3BizxhizZsKECf97Sil1mUtWEnXlEGJuHE7WX2sJGzu6cJ8zLoGYG4cTPWgYIVf2wwqt6L2gZ7F69Qbatu1D164DeeKJBwkMDCzc5+/vzxVX9OWXXy6cN7hj8/9iT/c72HfFCI4tW0/1N0d5O9I5/fXNXN7p/iizX59Ej4eu9nac08pauoLYa28hfug9ZK1eS6XnnyrcF3vtzSTceT/JL75ChUcexFE90otJi7AcWGGRZH72PFnfv0Pg4PshqAw4HDjqNCF7xkQyPxyNFVoNv/Y9vZ0WgNVfz+X9S0cx7/XJXHqB9oXTaXN1N2q0rMviCflzk3f/uZkdCzfw4C8vccv7D3Fo3W5cF8il/e0T5/Fjt8dY/epkWj98tdu+Km3qkZeVQ8rOI6c/+AISWTuSixrU4voON3N9+5to07U1LTo293YsMIbmLw1hy0vfejtJiWyZOI/vuj3Gitcm066gX1h+DiI6NGTeQx/z67VjqTugPdW7NvNu0PPN5bowv7ykuAV9Gdu2n7Rt+wfbtn/+++tMjW3bnmDbdnvbttsPH17K81PlnPISEvELr1q47ahaBWe8+yi7Ky29cGrNsV9nEdC44SnP40xMInfvAYLatPBIzujoWGrUOFFgVa8eQXR03BnbOBwOypcvR1JSilubnTv3kJGRQbNmJ0bE+/fvwYYNW4iPL50R8Ly4JPwjwgq3/cLDyI1zP+fO1KPYOflzHFOnzCGo+ZlHFD0tPS6FCpGVC7fLR4SSHpd8xvabp6+gSd/2Z9zvKa6ERBxVi/blMJwJ7jeIutJP9OXj02bi37iB2/EAzugYstdtwL+h58+5nZaEqXji3JoKlbHTkk9pk7d9Nbic2CnxuBKj80fn05JwRR/In67jcpG3dRVWZF2P5k2PTaZ8xEl9ITbljO23TFtB436l3xeKSjup/1aIqEx63KmZ63dtTq8RV/PV3W/hzDkxv3jBR7/x7uVP8/nQV8EYEvfFeDTv8ZgUykaEFm6XCQ8lI+bM53jf1JVcdNJUkbpXdWbfbys8lvFkiTGJVI2oUrhdJTyMxGJeUbxkQFe2rdtO1vEsso5nsWrhapq1a+qpqIWyYlIILtIvgiNCySpyZcQvJIhyjWrS7Zfn6bv6PSq1rU+niY9TsVUdj2c7nYzYFEIiT/SLkIhQMs7y2ts9dSV1CvrFsZhkov/aSVbKMfKycji4cCNVmtf2dGTxouIW9L8bYy73aBIpNTlbd+JXszp+keHg50fZ/j3IXLzcrY0j7MSbSHD3LuQeyL8c6qgahgkMAMAqF0Jg6+bkHvTMiNCaNRupX78OtWvXxN/fn+uvH8jvv891a/P773MZMuQ6AK699nIWLcr/d9SuXROHwwFArVrVadiwPgcPnrgB9YYbBvHDD6Uz3QYgc9MuAmpXx79GNfD3o8KVl3Js/l9ubfyqVCr8vlyfTmSfdMNsaYrauJfKtcOpVKMKDn8HLQZ2YcfctW5tKtcOL/y+Ya82JB2ILe2Y5GzfgV/N6jgi8vtymT69yPrTvaixKp/oy0GXXExeQV825ULA3z+/TYXyBLZsTt5+95tpPcF1ZA9W5QhMparg8MOvVTec21e7tcnbugpH3YLRtDLlsMIicSXH4jq8B4LKQtnyADjqt8CO92w/id64j8p1wqlYM78vNB/YmZ0n9YXQ2tUKv2/QqzXJXugLRR3ZuJewIv231cAubDspc2Sz2gx+9W4m3v0WGUnphY8by1CmYggA4Y1rEdG4Frv+9OzNmgkb91G+TjghNatg+TuoO6gzh+auc2tTvs6Jc1yzd2vS9hc5x8ZQZ2An9k0rvYJ+x8adVK9TnfCa4fj5+9FrUA+Wzy3ez4+PiqdV55ZYDguHn4NWnVu63UzrKakb9lK2bjhlalXB+DuofnUXYuec6Bd5RzP5o9m9zO0wkrkdRpKybg9/DXuL1I37PZ7tdOI37qNC7XDKFfSL+ld1Zv9J/aJCkdfeRb1bk1bw2ju8eBOVG9fELygA47CI7NSYFA9PHStttu28IL+8pbir3IwEnjbG5AI5gAFs27bLeyyZeI7TRfIbH1D1o9fBsjg27Q9y9x2kwn3DyNm2i8wlKyh30zUEd+8CTieutKMkvjgeAP86tag06r78GyCNIf2bH8nd45k3O6fTySOPPM/06d/gcDiYOHEK27fv4oUXRrF27WZmzJjLV19N4csv32Xr1iUkJ6dy220jALj44g48/vgD5Obm4nK5GDny2cKR+zJlgund+xJGjHjaI7lP/49xEfvSJ9T66mWMZZH601yydx+iyiNDyNy8m2Pz/yJ02FWE9O4ETifOtGNEjy6dubCn43K6+P2Frxj29VP5y1b+sIj43VH0fvQ6ojbvY8e8dXQa1o96XZvjyssjMy2Dnx/7pPSDOl2kvv0BYe++AZaDjN9nkbf/AOXuuZ3c7bvIWrqckBuuJajbxfl9OT2dlHH5K/H4176Iik8+Ci4bLMPRbyadsjqOR7hcZE/9nOC7XgDLInf1fFxxhwnoexPOI3txbl+Nc9d6HA1bUWbUe/nLgs6cCMePAZAzcyLB94wBDK6oveSumufZuE4XM1/4iqFfP4lxWKz/YTEJu6PoOWow0Zv2s3PeOjoO60fdbs1x5TrJTM/g11EnVmp6ZOm7BJYLxuHvR+N+7flm6OtuK+R4KvPUF77i7q+fxnJYrP5hEXG7j9Dv0es4snk/2+at5YqnbyGgTBBDPh4JQGpUEl/d8xYOfz/u//FFALKOZTLp0Y9wOT17Gd12uljx/EQGfDcaY1nsmrKY1F1RtH18MIkb93No7jqa3t6PyG7NcOU5yU7LYMmjnxUeH965MRnRyRw95NnlS4tyOV28//yHjP/uNSzLYtaU2RzYdZA7Hh/Gzo27WD53BY1aNeTlz8cQUiGELn07c8eo27ij9z0snvEnbbq25st5/8a2bVYvWs2KeZ6/mdd2utj0zFd0mfQUxmFxaNIiju6MovHo60jdsI/YOevOenzf1e/hFxKMFeBHxIB2rLjp9VNWyDnfef98fiIDvx2NcVjsmLKYlF1RdHhsMAmb9nNg7jpa3N6PGkX6xfyCfpGddpyN/57Fdb+Pxcbm0IKNHFywwWNZxfvM6e6UP6WRMQuAt23bnlHksX/btn1PMX6Gbqv2sINt+3g7Qok12rbL2xFKZF11z0wr8qTvnRXO3egCc3+Ed0d2S6rCpRW9HaHE3poc7O0IJXLcXBjz10uiUZ7D2xFK7Fvizt3oAvJIXpVzN7rARPn73sKCDxz+1ng7w5lkLvnqgqwvgy+93SvnrLgj9LWB0caYdrZtjy147NS1nkREREREPO0CuVn9QlHcPxdTgd5AuDFmujHG94b+RERERET+gYpb0BvbtvNs234A+BlYClQ9xzEiIiIiIuJhxZ1yU3iHk23bXxljNgMPeiaSiIiIiMhZePAD9XxRsQp627Y/O2l7LaBPiRURERER8TLfu+VaREREREQKFXfKjYiIiIjIhUGr3LjRCL2IiIiIiA9TQS8iIiIi4sM05UZEREREfItWuXGjEXoRERERkVJijBlgjNlpjNljjHnqNPtrGWMWGmPWG2M2GWMuP9dzqqAXERERESkFxhgH8BFwGdAUuNkY0/SkZs8BP9i23Qa4Cfj4XM+rKTciIiIi4lt8d5WbjsAe27b3ARhjJgODgG1F2thA+YLvKwDR53pSFfQiIiIiIqWjOnC4yPYRoNNJbcYAc4wxDwFlgT7nelJNuREREREROQ+MMcONMWuKfA3/L57mZuAr27ZrAJcD3xhjzlqza4ReRERERHzLBbrKjW3bE4AJZ2kSBdQssl2j4LGi7gIGFDzfCmNMEBAGxJ/pSTVCLyIiIiJSOlYDDYwxdYwxAeTf9DrtpDaHgN4AxpgmQBCQcLYnVUEvIiIiIlIKbNvOA0YAs4Ht5K9ms9UYM9YYc1VBs8eAe4wxG4FJwO22bdtne15NuRERERER3+K7q9xg2/ZMYOZJj71Q5PttQNeSPKdG6EVEREREfJgKehERERERH6YpNyIiIiLiW3x4yo0nqKAXrwj2C/B2hBKp82pHb0cosfDHd3s7QomVa+nv7QglYlUJ9XaEEnu0x35vRygR/84nfyL6he+rV1O8HaHEhrmqeTtCiXTvfc4PzrzgxK4O8nYE+QdTQf8PcNG6ed6OUHIh9b2dQEREROQfQQW9iIiIiPiWC/SDpbxFN8WKiIiIiPgwFfQiIiIiIj5MU25ERERExLdolRs3GqEXEREREfFhKuhFRERERHyYptyIiIiIiG/RKjduNEIvIiIiIuLDVNCLiIiIiPgwTbkREREREd+iVW7caIReRERERMSHqaAXEREREfFhmnIjIiIiIr5Fq9y40Qi9iIiIiIgPU0EvIiIiIuLDNOVGRERERHyLVrlxoxF6EREREREfpoJeRERERMSHacqNiIiIiPgWTblxoxF6EREREREfpoJeRERERMSHacqN+IzefS7ltfHP4XA4+GbiD7z7zmdu+wMCAvjk32/SunVzkpNTuHPYSA4figKgWbNGvPP+OMqVD8F2ueh16TVkZ+d4PPOy3dGMn7kWl21zTdt63HlpM7f9b85ay+r9cQBk5TpJzshi6TPXAxCTmsFLU/8iLu04xsAHQ3pQvVKIR/PW6tGSS8YMxTgstk1axLqPp7vtbzakFy2H9cXldJGbkcXCp74gZXc05WqEcevC8aTsjQEgbt0eFj3zH49m/ZujWXuCbrgPYznIWTqLnNk/nNLGr92lBF45BADXkX1kfvE6JrQqZe5/AYwFDj9yFk4ld8mMUslclFW7GQG9bgZjkbf5T/JWzXLb79/jRhy1GuVv+AVgypQn88OHSzWjX4sOBN36IFgWuYtnkj1j8ilt/Dt2J/DqYYCN89BeMj99FatWPYKHPYIJLgMuF9nTviN31aJSybzsQCJvLt6By2VzdfMa3Nmhjtv+txbvYPXhFACy8pwkH8/hzwd6sTM+nVcWbCcjJw+HZbirQ136Nwr3eN6aPVrSbcxQrILX3vrTvPaaD+uLXfDaW1Tw2gOo3Lgm3V+/k4CQYGzb5qcrX8CZnevxzNV7tKTj2KEYy2L3pEVs/sg9c6OhvWg8rC+2Kz/z8tFfkLY7GuPnoOtbd1O5eW2Mn8Xen5ay+cPpZ/gp55dfyw4EDx0BlkXOoplkT590Shv/Tt0JGjwMbHAe2svxj14BoOzo1/Gr35S8XZvJeOvZUsl7srKXtKPqs/diHBapP84mecKPbvsrXNOHKk/eRV5cIgAp3/5O2o+zvRHV82zb2wkuKCroxSdYlsWb74zhmquGER0Vy4IlvzBr5nx27thT2GbosOtJS02jXaveXHvdFYx5eTR3DRuJw+Hgsy/e5r67H2fLlh1UCq1Ibm6exzM7XS5e+30Nnw7rRbXywdz62Wy6N65BvaoVCts8cVm7wu8nrdzJjpiUwu3nflnB3Zc2o0v9CI5n52KM8WheYxm6jxvG1Fte51hMMjf8Ppb9c9cWFg0Au35bwdZvFwBQu29bur0whOlDxwOQdjCOKQNK+ZecsQi++UEy3n0aOyWRsk9/QN6mlbhiDhU2sapGEjjgRjLeHAXHj2HK5Z9/Oy2ZjDcehbxcCAwi5IXPyNu4AjstuRTzGwL63Er2j+9gH00haMhzOPduwE6KKWySu2gKf5dmfm16YVWtVXr5AIxF0G0PkzF+NHZyAiFjPiZ3/Qpc0QcLm1jVqhN45c0cG/dwwTmumL8jO5vMCa/jiovCVKxMyEufkLtlNRzP8Ghkp8vm9YXb+eTadlQLCeLWSSvpXrcK9Sqf+IP48e6NC7+ftOEQO+PTAQjyd/By/+ZcVKks8ceyuPX7lVx8UWXKBfl7LK+xDJeOG8b0gtfedb+P5cA5XntdXxjC70PHYxwWfd6/n3kjPyVp+yECK4bgKoX3N2MZOr0yjDk3v87xmGSunDmWQ3PWklYk875fV7Dzm/zMNfu2peOLQ5g7ZDy1r+yII8CPqX2exhEUwDWL3mD/bys4diTR06EJvn0kGa89gSs5gXIvf0LuuuW4ok7qy1fdwrExD2MfP4YpX7FwX/aMKWQHBBHY+0rP5jwTy6Laiw9w+I5nyY1NpPbP73Js/kpy9h52a3Z05hLixn7inYziNZpyIz6hXftW7Nt3kIMHDpObm8svP83g8iv6uLW57Io+TPruVwCm/voH3Xt0AaBX725s3bKTLVt2AJCSnIqrFG6m2XIkiZqhIdQIDcHfz0H/FhexaMeRM7aftfkgA1pcBMDe+DScLpsu9SMAKBPoT3CAZ//+rta6HmkH4kg/lIAr18nuaSup26+dW5vcY5mF3/uXCfT6CImjTiNc8dHYibHgzCN3zSL8WnVxa+Pf7TJyFk2H48cAsI+m5e9w5uUX84Dx8wer9N8OrfA62Cnx2GmJ4HKSt2MVjnqtz9je0bgjeTtWlV5AwFG3Ma64KOyEmPxz/NdC/Nte7NYmoPsVZM+fVuQcpwLgijuCKy7/KpmdmoSdnor1d7HvQVti06hZoQw1KpTB32HRv2E4i/bGn7H9HztjGNAo/7V2UaWyXFSpLABVQ4KoVCaA5EzPXs2retJrb8+0ldQ5y2vPr0wgdsFrr+alLUjafpik7fl/xGanHsN2ef51GdamHkcPxHGsIPP+qSup1b94mbHzt43Dwi84AGduHjlF2nqKo15+X3YV9OWclQvwb3dSX+51BTlzp2L/3ZfTUwv35W1dD1nHPZ7zTIJaNiTnYDS5h2MhN4/0GUsI6dPl3AfK/wvFqhCMMdcDf9i2fdQY8xzQFhhn2/Y6j6YTKRARWY2oIydGLaOjYmnXoZVbm8gibZxOJ+lpxwitXIl69evkX4b+7T+EhYXyy0+/8/67//Z45vijmYRXKFu4Xa18GTafYQQqOjWD6JRjdKxbDYCDSemUC/Jn1KQlRKVk0KleOCP7tsLhwaKzbHgljkafGJ0+FpNMtTb1TmnXYlgfWt9zGZa/H7/d+Grh4+VrVuHGWePIOZbJyjd/ImbVTo9l/ZupWBlXSkLhtp2SiKNOY7c2VrUaAJR54h2wLLJ//xbn1jX5x1eqQpkRY7GqRpL18+elOzoPmHKVsI+euCpjH0vBiqh7+rblQ7EqhOE6tL204uX/3Eph2MknzrErOQFHvSZubazw/HMc8Nx7YCyyf/uavM2r3do46jYCPz9c8dF4WnxGFtXKBRVuVysXxJbYtNO2jU7PJDotkw41Q0/ZtyU2jTynTc2KZTyWFfJfe8eK8dprPqwPre65DIe/H1MLXnsV64Zj2zZXfjua4NDy7J62gg2fen7qWJnwSmQUyZwRk0yV02RuPKwPTYdfhiPAjz9uyM98YMYqavVvy43rP8QRHMDqMd+Rk+rZqzYAVmgYrqQTf9i5khPxO6kvOwr6csiL74NlkfXzRPI2ufdlb/GvVpm82BO/Q/JiEwlu1eiUduX6dSW4fXNyDkQR/+oEt2P+UbTKjZviVgfPFxTz3YA+wBeArueIT/Dzc9C5SzuG3zWKy/reyBUD+3FpjwtrVGP25oP0aVarsGB3umzWH0xgVP+2fHdvf6JSjjFt/X4vp8y3eeI8vun2GCtem0yHh68GICM+lYmdHmHKZc+xdOx39PvgAfxDgr0b9G+WA6tqdY6//QSZn79G8JBHIDj/Dy07JYGMl+/n2HN3ENC574mpIhcgR+OO5O1a6/WrIqflcGCFVyfjtVEc/+QVgu8YBWVO/DFrKoQSPPxpMj9/84LLP3tnLL0bVMNhuU9pS8jI5rnZmxnTrxmWh6e7FdeWifP4ruC1167gtWf5OYjo0JB5D33Mr9eOpe6A9lTv2uzsT1SKdkycxy9dH2PNK5NpNfJqAKq0rovL6WJK24f4ufMomt17OSG1qng36N8cDqxqNTg27lGOfziOMnc/hinSly90Rxf+xd6et3Pgqgc5vmw9EW885u1IUkqKW9A7C/57BTDBtu0ZQMCZGhtjhhtj1hhj1kyYMOF/zShCTHQc1WtEFG5HVg8nJjrOrU10kTYOh4PyFUJITkohOjqW5ctWk5yUQmZmFnPnLKJVK8//wqtaLpjYtBOjTnHpx6la/vQjfX8UmW4D+aP5jcIrUSM0BD+HRc/GNdge49nR44zYFMpFnhilDIkIJSM25Yztd01dSZ2CS+yunDyyUvMvUSdsPkD6wXgq1fX8jYR2ahJWpROFgKkUhivVfTTKTkkkb9NKcDmxk+JwxR/BqlrdvU1aMs7oAzgaNPd4ZrefezQFU65S4bYJcR+xL8qvUUecpTzdBvLPnwk9cY6t0CrYKe7n2JWcQO765eB0YifG4oo9gqPgyghBZSg76lWyfvoS597SubpQtWwQcUezCrfjjmZRpWzgadvO3hVbON3mb8ey83j4t3U8eHF9WkZU9GRUIP+1F1KC197uIq+9YzHJRP+1k6yUY+Rl5XBw4UaqNK/t6cgcj02hbJHMZSNCOX6WzEWn5NS55mKiFm3CznOSlZRO/OpdhLU6/ZWp88mVnIhVuWrhthUa5naFL79NAnnr8vuyKyEWZ8yRwitQ3pYbl4RfeFjhtl94GLlxSW5tXKlHsQvuoUj9cTZBzeuXakbxnuIW9FHGmM+AG4GZxpjAsx1r2/YE27bb27bdfvjw4ecjp/w/t27tJurVu4haF9XA39+fa6+7glkz57u1+WPmfG6+9RoABl0zgCWLVwIwf96fNG3WiODgIBwOB127dXS7mdZTmlWvzKHko0SlHCM3z8nszQfp3rj6Ke32J6SRnpVDq5phRY4N5WhWDskZ+UXJqv1x1K1S4ZRjz6e4jfuoUDuccjWrYPk7aHBVZ/bPdZ9VV6F2tcLva/duTdqBWACCQsthCkY4y9eqQoU61Ug7dOY5y+eL88BOrKrVMZWrgcMP//Y9yNu40q1N7sblOBq2BMCULY9VtQZ2YgymYhj4F4xLlAnBUb8Zrtgz3+PgCa7YA5hK1TAVwsBy4Ne4I869G09pZ0LDIagMrui9pZoPwLl/B45q1TFh4fnnuFPP/OK9iLx1y/Br3Do/a0h5rPAauOJjwOFH2YdfImfZHPLWLCm1zM3Cy3Mo9ThRacfJdbqYvSuWHvWqntJuf3IG6Vm5tIo48drKdbp47PcNXNkkkr4NPP9HKUD8Sa+9+ud47V1U5LV3ePEmKjeuiV9QAMZhEdmpMSm7ozyeOXHDPsrXCSekIHOdQZ05PMc9c7k6JzLX6NOa9P35mTOikogouIrgFxxIlbb1Sdvj+alYzn07sMKrY1XJ78sBnXuRu3aFW5vcNcvwa5I/ndOElMcRUdCXLwBZm3cRUDsS/xrVwN+P8ldcyrH57u93jionBghCenc65YbZfxSX68L88pLi3mV3AzAAeMu27VRjTATwhOdiibhzOp2Mfuwlfv7tPzgcDr775kd2bN/N08+NZMO6LcyaOZ9vJv7Ap5+/zdqN80lJSeWu2x8BIC01nY8/+JL5S34F22bu7EXMmb3I45n9HBZPXdGe+79eiMtlM6htXepXrcjH8zfRtHooPRrnj/r8sfkgA5pf5LaKjcOyeLR/G+79agG2bdMkMpTB7U6dn3o+2U4XS56fyKBvR+cvWzllMcm7ouj42GDiN+3nwNx1tLy9HzW6NcOV5yQ7LYN5j+YvHVq9U2M6PjYYV54T22Wz6On/kF0Kc2Jxucia/BFlRr6KsSxyls3BFXOQwIG34Ty4i7xNK3FuXYNf07aUfXEC2C6yfv43dsZRHE0aEHTdPWADBnLm/oQr+oDnMxdlu8iZ/z2Bgx8ByyJv8zLspGj8uw7CFXugsLj3a9wR5w4vzeN1ucj85gPKPvFG/rKVS2bhijpI4DW34zywk7z1K8jbvBq/5u0JefVLcDnJmjIBOyMd/4v74GjUEhNSnoBu/QE4/vl4XIc8+4eJn2XxZM/GPPDrOly2zaBm1alXOYSPV+yhadXyhcX97J0x9G8U7vbam7MrlnVRKaRm5jJtW36RObZfMxpVLe+xvLbTxZ/PT2RgwWtvx5TFpOyKosNjg0koeO21OOm1N7/gtZeddpyN/57Fdb+Pxcbm0IKNHFywwWNZi2Ze+dxE+n4/GmNZ7JmymNRdUbR+fDBJG/dzeO46mtzej4hLmmEXZF76SH7mHV/Npdu/hjNowesYY9g9ZQkp20uh8HS5yPzqA8o++QZYDnIWz8IVdYCgwbeTt38XeeuWk7dpNX4t2lNu/Jf57b//DPtY/gpIIc+/ixVZCxMUTPkPpnB8wpvkbV7j+dx/c7qIG/sJNb8YBw6LtJ/mkLPnEGEPDyFry26OLfiL0NsGEdKrE7bTiTP1KDFPvVN6+cSrjF2M+YzGmNOuk2bb9qHTPX5ys5KGkn++SiG+dRkw+ouh3o5QYl88vtvbEUrstssTzt3oAuLXoKa3I5RY7uYL416M4vLv3NTbEUrsq1fPPPXkQlXGx+4vvLqH50f0z7fY1UHnbnSBabxr5oVxA8lpZH73/AVZXwbf+rJXzllxR+hnUDiORRBQB9gJXDh33oiIiIjI/w+2j/0V6mHFKuht225RdNsY0xZ4wCOJRERERESk2P6rRa0L1p/vdJ6ziIiIiIhICRX3g6VGFdm0yP9gKd+bwCYiIiIivk8fLOWmuHPoyxX5Po/8OfU/n/84IiIiIiJSEsWdQ/+Sp4OIiIiIiEjJnbWgN8ZM5yzLTtq2fdV5TyQiIiIicjbFWHb9/5NzjdC/VfDfa4Fw4NuC7ZuBOE+FEhERERGR4jlrQW/b9mIAY8zbtm23L7JrujGmFD8eTURERERETqe4N8WWNcbUtW17H4Axpg5Q1nOxRERERETOQKvcuCluQf8osMgYs4/8T4u9CLjXY6lERERERKRYirvKzR/GmAZA44KHdti2ne25WCIiIiIiUhzFHaEHaAfULjimlTEG27a/9kgqEREREZEz0ZQbN8X9pNhvgHrABsBZ8LANqKAXEREREfGi4o7Qtwea2rYW/RQRERERuZAUt6DfQv469DEezCIiIiIicm62ptwUVdyCPgzYZoxZBRTeDKtPihURERER8a7iFvRjPBlCRERERET+O8VdtnKxp4OIiIiIiBSH7dJtnUWdtaA3xiy1bbubMeYo+avaFO4CbNu2y3s0nYiIiIiInNVZC3rbtrsV/Ldc6cQREREREZGSKMkHS4mIiIiIeJ8+WMqNKYWl5TXJSU5RKaS+tyOUSKUg37tIlefK83aEEnP62DJkQY5Ab0cosYPpcd6OUCKBfv7ejlBitctV83aEEtuXHuvtCP94zSrW8naEElsT86fxdoYzOf7pyAuyvixz33teOWcaoRevSDm2x9sRSqRuWBtvRxARERE5LRX0IiIiIuJbfOyKrqdZ3g4gIiIiIiL/PRX0IiIiIiI+TFNuRERERMS36IOl3GiEXkRERETEh6mgFxERERHxYZpyIyIiIiK+RR8s5UYj9CIiIiIiPkwFvYiIiIiID9OUGxERERHxLZpy40Yj9CIiIiIiPkwFvYiIiIiID9OUGxERERHxLbY+WKoojdCLiIiIiPgwFfQiIiIiIj5MU25ERERExLdolRs3GqEXEREREfFhKuhFREREREqJMWaAMWanMWaPMeap0+z/lzFmQ8HXLmNM6rmeU1NuRERERMS3uHxzlRtjjAP4COgLHAFWG2Om2ba97e82tm0/WqT9Q0Cbcz2vRuhFREREREpHR2CPbdv7bNvOASYDg87S/mZg0rmeVAW9iIiIiEjpqA4cLrJ9pOCxUxhjLgLqAAvO9aQq6EVKyaW9Lmbeyl9ZsGoq9z18xyn7O3Rpy7QF37MrdjWXDezjhYTQvXdXFv41jSVrZvDAyLtO2R8Q4M9HX7zJkjUzmDr3O2rUjATA39+Ptz58mTlLf+GPJT/RuWt7j+bs0bsbS1b9ztK1s3jwkbtPm/OTL95i6dpZTJ87qTCnn58f7378KvOW/cqildMY8eiJY1dunMO8Zb8yZ8nPzFwwxaP5i7q018XMXfkLC1ZN5d6Hbz9lf4cubZm64Dt2xq5iwMDepZarf78ebN2yhB3bljL6iQdP2R8QEMD3333Cjm1LWb50OhddVAOAPr0v4a+Vs1i/bh5/rZxFzx5dC4+ZMf1b1q6Zy8YNC/jow9exrPP7K6hv3+6s3zCfTZsX8dhj958288SvP2TT5kUsWvwbtWrVcNtfo0YkcfFbGTnyHrfHLcti+YoZ/PTzF+c1b1Hdenbm92U/MGvlT9z90G2n7G/XuTU/zp3Ixqhl9LuyV+HjjZs14LsZnzN18SR+WfgtAwZ59r2jb9/ubNy4gC1bFvP446c/x9988yFbtixmyZJTz3HNmpEkJGzjkUeGAxAYGMiff07lr79msXbtXJ577tFTnvNCywzw6advcvDgWtasmXPe8xbVpWdHfv7zO35dPolhI249ZX+bzq34ds4XrDy8kN5X9Dhlf9mQMsxY+zOjX3nEozm9wnZdkF/GmOHGmDVFvoaf+x9zRjcBP9m27TxXQxX0IqXAsixeeuMp7rhxBP27DmbgtQOo37CuW5voIzGMHvEi037+w2sZx41/lmE3PEDvLoO4avBlNGjknvHGIdeSlprOpe2v4PNPvuHpMfm/fG++7ToA+nW7lluvHc7zLz+BMcZjOV9581mGXH8fPTtfxdWDL6dBo3pubW4eOpi0tHS6tbuMf3/yNc+OGQXAlVf3JyDQnz5dr2FAzxsYcvsNhcU+wPUD76DfpYO5vNeNHsl+un/LmDee5M4bHyrSL+q4tcnvF2OYXor9wrIs3n/vFa4cOIQWrXpy441X06RJA7c2d95xMykpaTRu2o133/83r736LACJSclcfc3ttGnbhzvveoSv/vNe4TE33XIf7dr3pVXrXlSpEsp11115XjO/86+xXHP17bRr25frr7+Kxo3ru7UZdvsNpKam0bJFDz784AteHud+L9rrbzzHnDmLTnnuBx+8g5079py3rKfL/uzrT3DfLY9w1SU3cfk1/ah3Uj+IiYrj2ZEvM+MX9wIyMzOLp0e8xKDuN3PvTY/w1MuPUq58iMdyvvvuywwaNIw2bfoUnGP3fnH77TeSkpJG8+bd+eCDL3jlFfdz/MYbz7ud4+zsbAYMuJlOnS6jU6fL6NevOx07nnO6sFczA3zzzY8MGjTsvOU8U/YnXx3Fw7c+zvXdh9L/6j7UaVjbrU3skTjGjHyV2b/OO+1z3Pfk3axfudGjOcWdbdsTbNtuX+RrwklNooCaRbZrFDx2OjdRjOk2oIJepFS0atucg/sPc/hgFLm5efz+62z6XtbDrU3U4Rh2bNuNy0tr67Zu14ID+w9x6OARcnPzmP7LLPpd1tOtTb/Le/LT5GkAzJw6l66XdgKgQaN6LF/yFwBJicmkp6XTsk0zj+Rs064FB/YdLsiZy9RfZtL/8pNyXtaLHydNBWDG1Dl0694ZANu2KVOmDA6Hg+CgQHJzcjl2NMMjOYsjv18ccesXfU7TL3aWcr/o2KENe/ceYP/+Q+Tm5vLDD1O5amB/tzZXDezHN9/8CMDPP8+gV89uAGzYsJWYmDgAtm7dSXBwEAEBAQAcPXoMyL9SEhAQcF4/ub19+9bs23uQAwcOk5uby08/TefKK/u5tbnyin589+3PAPz660x69Lj4xL6B/Th44DDbt+92OyayejgDBvTiq68mn7+wJ2nRtimH9x/hyMFocnPzmPnbXHoOuNStTfThGHZt24N9Uj84uO8wh/bnX71PiEskOTGFSpUreSRnhw6t2bv3QOE5/vHH6Vx5ZV+3Nlde2Zfvvss/x7/8MpMeRa7QDBzYjwMHDrNt2y63YzIyjgP5V/r8/Pyxz2PH8FTmZctWkZycet5ynk6zNk04fCCKqEMx5OXmMWfqfLr37+bWJuZILHu278V1mhtEG7dsSOWwUFYuXu3RnFJiq4EGxpg6xpgA8ov2aSc3MsY0BioBK4rzpCroRUpBeERVYqLjCrdjouOoFlHFi4lOFR5Rleio2MLt/IzVztjG6XRyNP0YlUIrsn3rTvpe1hOHw0HNWtVp3ropkdXDPZSzGtFRMW45w0/OGemeMz39KJVCKzJj6hyOHz/O+h2LWLV5Hp9++BWpqWlAfrE/6Zd/M2vhD9w67HqPZD9ZtYgqxESfOOex0fFUi6haKj/7bCKrh3P4SHTh9pGoGCIjw8/Yxul0kpaWTuWTCslrr72C9eu3kJOTU/jYzN+/IyZqI0ePHuPnn38/f5kjq3Ek6kTmqKgYIiKrnbHN3/2icuVKlC1bhlGj7uPVV9/jZOPHv8Czz7122oLpfKkW7v7+EBcdT7Xwkr8/tGjTFD9/Pw4fOHI+4xWKjAznyJETr72oqBiqn/Q6z29z+nP82GP388or757yvJZlsXLlTA4dWseCBX+yevWGCz5zaagaXoW4qPjC7fiYBKqGhxXrWGMMj744gnfHfuSpeN7nsi/Mr3OwbTsPGAHMBrYDP9i2vdUYM9YYc1WRpjcBk+1i/oVbrGUrjTHXA3/Ytn3UGPMc0BYYZ9v2uuIcLyL/bFO+/ZX6Devy+4LJRB2OYe2qjTidF96n+LVu1wKn00XbJj2pULE8v878mj8XreDQwSNcc9lQYmPiqRwWyuRfP2fP7n38tXyttyP7rKZNG/LaK89w2RW3uD1++ZW3EhgYyDdff0Cvnl2ZN/9PLyU84dlnH+HDD74oHCn+24DLepGQkMSG9Vu45JLOXkpXPGFVK/Pah2N45uGx53WE+3x57rlH+eCDz085xwAul4vOnS+nQoXyTJkygaZNG54yIu4NZ8t8obv+9mtYNn8l8TEJ3o4ip2Hb9kxg5kmPvXDS9piSPGdx16F/3rbtH40x3YA+wJvAJ0Cn0zUuuAFgOMBnn33G8OH/y/0AIr4vNibebbQwIrIacRfYG21sTLzbqHp+xrjTtomNjsPhcFCufAgpBZedxz47vrDdL398w/69BzyUM47I6hFuOWNPzhmdnzOmIGf58uVISU7lmuuuYNH8peTl5ZGUmMzqv9bTqk0zDh08QmxM/khYUmIys36fR+u2LTxe0MfFJBBRZOQ7PLIqcTHxZzmidERHxVKzxol7C2pUjyC6yJWEom2iomJwOBxUqFCepKQUAKpXj+CnH7/gjjtHsm/fwVOePzs7m2nT5zBwYP/zVtBHR8dRo/qJzNWrR7iNehdtEx0VW9gvkpJSaN+hNVdfcznjXnmaChXK43K5yMrOJjIinCuu6EP//j0JCgqkXLkQvvjiX9x11/m9cTMu1v39oVpkVeJii//+UDakLJ989w7vv/Ypm9ZuOa/ZioqOjqVGjROvverVI4iKij1Nm0iiTjrHHTq05pprLuOVwnNsk5WVzaefTiw8Ni0tncWLl9OvX4/zVtB7OrMnxccmUK36iSt2VSOqEB+bWKxjW7RvRptOrbju9qspUzYYP39/jmdk8uGrn3kqrnhZcafc/H137RXABNu2ZwABZ2pc9IYAFfMisGn9VmrXrUWNWpH4+/tx5TX9mffHIm/HcrNx3Rbq1L2ImrWq4+/vx8BrL2PuSRnnzlrEdTflXxG8fFBflv+5CoCg4CCCywQDcEmPLjjznOzeuc8jOTes20KderUKcvoz6NrLmTNroVubOX8s5Pqb85f1vWJQP5YVzO+POhJD10vyxyGCywTTtn0r9uzeT3CZYMqGlCl8vHuvi9m53XM3Qf4tv1/UdOsX8/9Y7PGfey6r12ygfv061K5dE39/f264YRDTf3e/GXP673MYOjR/atLgwVewcNEyACpUKM+0qV/zzLOvsnzFmsL2ZcuWITw8vzhxOBxcfllvdu48f+d47dqN1Ktfm4suqoG/vz/XXTeQGTPmurWZMXMutw4ZDMA111zO4sXLAejX9waaNulG0ybd+OijL3nrzY/47NOvefHF8TRs0IWmTbox7LaHWLx4+Xkv5gG2rN9Orbo1qV4rAn9/Py6/ui8LZy8p1rH+/n68/9UbTPtxFnN+P+fKdv+TNWs2Ur9+HS66KL9fXH/9ac7xjHncemv+Ob722hPnuE+f62ncuBuNG3fjww+/5M03P+LTTycSFhZKhQrlAQgKCqR370vOa7/wRObSsm3DDmrWqUFkzQj8/P3oN6g3S2YvLdaxzz/4Mle2v46rOt7Auy99zMwf//jHFfO2y3VBfnlLcUfoo4wxn5H/qVZvGGMC0fx7kWJzOp2MeeoNJv74MZZl8eP3U9m9cx+PPHU/mzdsY/4fi2nZpimfTHyHChXK07v/pYx88j4GdLuuVDM+P/pVvvnpUxwOB1O++5VdO/Yy6ukH2bx+K3P/WMSUb3/h3U9fY8maGaSmpDHi7tEAhIWF8s1Pn+KybeKi43nkvqc9mvO50a/w/c8TsBxWYc7Hnx7Bxg1bmTtrIZO/+Zn3P32dpWtnkZqSxgN3PQ7AV59P4l8fjmPB8qkYY5jy/a9s37qLWhfV4Itv3wfyi83ffp7BovnF+8X5v/5bXnrqDb768SMsy+Kn76cV9Iv7CvrFElq0aconE9+mQoXy9CroF5d18+wcf6fTychHnmPmjO9xWBZfTZzCtm27GPPi46xZu5Hff5/Ll/+ZzMSv3mfHtqWkpKRyy5AHAHjwgTuoX682zz37KM89m1/8Xnb5zRhj+PWX/xAYGIBlWSxatJzPJnxzXjM/NuoFpk77GofDwddf/8D27bt57vlHWbduMzNnzGPiVz/w+RfvsGnzIlJSUhl220Pn7ef/L5xOJ688/RYTJr+P5bD4ddJ09u7cz4jRw9m6cTsLZ/9J89ZNeO8/4ylfsRw9+l3Cg0/cw6DuN9P/qj6069yGipUqcPWNVwDw7MNj2bF19zl+6n+X89FHX2D69PxzPHFi/jl+/vlRrFu3iRkz5vHVV1P48st/sWXLYlJSUhk6dMRZnzM8vCr//vc7OBwWlmXx88+/M2vW+fvDxBOZASZOfJ9LLulCWFgl9uxZycsv/4uJE8/vcrdOp5M3n/kXH0x6G4fDYtrkGezbdYB7n7iL7Rt3sGTOMpq2asybX75C+YrluKTvxQx/4k5u7HHqsqfyz2eKM9fOGFMGGABstm17tzEmAmhh23ZxFmC98CbziZRQ3bDzt4xaaclz5Xk7Qok57Qtv3v3ZBDkCvR2hxA6mx5270QUk0M/f2xFKrHa5aududIHZlx577kbyP2lWsZa3I5TYmpg/PbP+8HmQ8cptF2R9WfbZr71yzoo1ym7b9nHbtn8B0owxtQB/YIdHk4mIiIiIyDkVq6A3xlxljNkN7AcWF/x3lieDiYiIiIjIuRV3Dv3LQGdgnm3bbYwxPYEhnoslIiIiInIGPjZF09OKe2Nrrm3bSYBljLFs214ItPdgLhERERERKYbijtCnGmNCgCXAd8aYeMB7n5cuIiIiIiJA8Qv6QUAW8ChwK1ABGOupUCIiIiIiZ+S6IBe58ZpiFfS2bRcdjS+9T1UQEREREZGzKu4qN9caY3YbY9KMMenGmKPGmHRPhxMRERERkbMr7pSb8cBA27a3ezKMiIiIiMg5ubTKTVHFXeUmTsW8iIiIiMiF56wj9MaYawu+XWOMmQL8BmT/vb/g02NFRERERMRLzjXlZmDBf23gONCvyD4bUEEvIiIiIqVLq9y4OWtBb9v2HQDGmInASNu2Uwu2KwFvezydiIiIiIicVXHn0Lf8u5gHsG07BWjjkUQiIiIiIlJsxV3lxjLGVCoo5DHGhJbgWBERERGR88fWKjdFFbcofxtYYYz5sWD7euAVz0QSEREREZHiKu4nxX5tjFkD9Cp46Frbtrd5LpaIiIiIiBRHsafNFBTwKuJFRERExLu0yo2b4t4UKyIiIiIiFyAV9CIiIiIiPkwr1YiIiIiIT7FdWuWmKI3Qi4iIiIj4MBX0IiIiIiI+TFNuRP6hrizfxNsRSuytZ6p7O0KJmAoVvR2hxHJ+X+LtCCXiiKzg7Qgldvm3ad6OUGIvVOzm7Qgl0rfjEW9HKLENK6t5O8I/i1a5caOCXqQY9iWu93aEEnug9g3ejiAiIiKlQFNuRERERER8mEboRURERMS3aMqNG43Qi4iIiIj4MBX0IiIiIiI+TFNuRERERMS32PpgqaI0Qi8iIiIi4sNU0IuIiIiI+DBNuRERERER36JVbtxohF5ERERExIepoBcRERER8WGaciMiIiIiPsXWlBs3GqEXEREREfFhKuhFRERERHyYptyIiIiIiG/RlBs3GqEXEREREfFhKuhFRERERHyYptyIiIiIiG9xubyd4IKiEXoRERERER+mgl5ERERExIdpyo2IiIiI+BatcuNGI/QiIiIiIj5MI/QiUqhp91Zc/8IdGIfF8inzmfPJVLf9ve66gq439caV5+Rocjrfjv6E5KhEGnZpxuDnhxW2C68XyZcPvcfGOas9nnnZ/gTeXLgNl21zdfOa3Nmpntv+txZuY/XhJACy8pwkH8/hzxH9iE7P5LGpa3HZNnkum5vaXMT1rS7yeF6AZbujGT8z/2df07Yed17azG3/m7PWsnp/XH7mXCfJGVksfeZ6AGJSM3hp6l/EpR3HGPhgSA+qVwrxaF6/Fh0IGvogWBa5i2aS/fvkU9r4d+xO4LXDwLZxHtpL5ievAlDmidfwq9eUvF1bOP7Osx7NWZSjYRsCr7oTjEXu6nnkLvr1lDZ+LS8moM+N2Ni4og+QPfldAEzFMAIHP4BVMQxsm8z/jMNOSfBo3o49OvDw2AexLIsZk2by3Ufu57hVpxY89NKD1G1Sl5ceGMfiGUsAaHNxa0aMub+wXa16tXjpgXEsnb3Mo3kBwnu2pM3YoRiHxb7vF7Hjw+lu++vd1pv6t/fFdrrIO57Fmie+IH1XFJa/g/bj76JSq7rgcrHu+W9IWLHd43kB/Nt0pMw9D4FlkT13Blk/f++2P6DXAMrcfj+upPz/39kzfyV77gwAgm+7F//2nQHI+uFrcpYu9Hje0J6taDAu/z055rv5HPxg6mnbVbmiEy2+fIzV/Z7i6MZ9hY8HVq9Mpz//xf43f+TwJ9NPe6z8M6igFxEAjGW4cexdvD9kHKmxSTw57TU2zV1D7J6owjZHth3g9YFPkZuVwyVD+nLN00P4YsS77FqxldcuHw1AmQpleWnxB2xbstHjmZ0um9fnb+WT6zpSrVwQt363jO71q1KvcrnCNo/3bFr4/aR1B9gZnw5AlbKBTLy5CwF+Do7n5HHdxD/pXq8aVUOCPJzZxWu/r+HTYb2oVj6YWz+bTffGNahXtUJhmycua3ci88qd7IhJKdx+7pcV3H1pM7rUj+B4di7GGI/mxVgEDXuYjDdGYycnEDL2Y3LXrcAVfbCwiVWtOoEDb+bY2Ifh+DFM+YqF+7Jn/EBOYBABPa/0bM6TMgdefQ+Zn7+EnZZE8Ijx5G1bjR1/5ESTyhH497iW4588A5kZmLInzn/QDQ+Ts/BnnLs3QkAQ2J5dTcOyLB595WFG3TyahJgEJsz8mKVzVnBw94lzHBcVz6uPjuem+653O3b98g3c1e9eAMpVLMekpV+zevEaj+aF/PeLdq/ezqIbXyMzJpm+s14mes460nedeL84+Mty9n49H4DIfm1pPeZWltwynrq39gJgdq+nCKxcnku/H83cAc+D7eEpFJZFmXsf4eiLj+FKSqD8W5+Rs2oZrsMH3ZrlLF3A8QnvuT3m364zfvUakv7I3eDvT/lX3iNn7V+QedyDeQ2NXr+L9TeMIzs6ifazXyNh9hqOFznHAI6yQdS85zLS1u465SkavDSM5PnrPZfRmzTlxo2m3IgIALVb1yfhYCxJh+Nx5jpZO305rfp1cGuza8VWcrNyANi/fjcVw0NPeZ42l3dm66L1he08aUtsKjUrlqFGxTL4Oyz6N4pg0Z64M7b/Y0c0AxpHAODvsAjwcwCQ43Rhe7qY+DvzkSRqhoZQIzQEfz8H/VtcxKIdR87YftbmgwxokX/lYG98Gk6XTZf6+f+GMoH+BAd4dlzGUa8xrrgo7IQYcOaRu3Ih/u0udmsT0PMKsudNg+PHALDTUwv3Obetx/Zk0XMaVs36uJJisJPjwJlH3sal+DXt6NbGv2Mfclf8AZkZANgZaQCYqjXAcuQX8wA5WZDr2b7cpE1jog5EEXMohrzcPOZPXUi3/u7nOPZIHPu278M+SxHT44pL+WvhKrKzsj2aFyC0TT2OHogj41ACrlwnh6aupHr/dm5t8o5lFn7vVyYQCqKXb1iduGXbAMhOSic3LYPQVnU8ntmvQRNcsVG44mIgL4+cPxcQ0LFbsY511KpN7taN4HJCdhbOA3sJaNvJo3nLt63P8f2xZB2Mx851Ev/bcqoM6HBKu7pP3cjBD6fiysp1ezzssg5kHoonY+eZ31/kn6NYBb0xps9pHht2urYi4psqVgslJTqpcDslJokK1U4t2P928Q292LpowymPtx/YlTXTPH+5HyD+WBbVyp0YUa9WLpiEY6cvZqLTM4lOz6RDrbDCx2LTM7lh4p9cNmEBt3eo6/HReYD4o5mEVyh7InP5MsSnn77gjU7NIDrlGB3rVgPgYFI65YL8GTVpCTd+PIt3Zq/H6eG1mE2lMOzkE9NNXMkJmEphbm2s8Bo4ImpQ9vn3KPviB/i1OLXoKE2mQmXs1BN92U5LwlRw78tWlUissAiC73+V4Adfx9GwTf7jYZHYWRkEDR1N8MNvEXD5bWA8O/YVFh5GfPSJc5wQk0CV8LCzHHF6vQf1ZN5Uz08DAQgODyUz6sQ5Ph6TTHB4pVPa1b+9L1eseIdWz93MuucmApC67SDV+7XFOCzK1qxCpZZ1KFO9ssczm8phOBPjC7ddSQlYlU89zwFdulP+vS8JefIlrLAqAOTt34N/244QEIgpVwG/Fm0K93lKYHgo2UXek7Ojkwg8aRAlpEUdAiPDSJrnPgrvKBPIRSMGceCtHz2aUS4cxX2XesEY84kxpqwxppoxZjow8EyNjTHDjTFrjDFrJkyYcH6SisgFo+PVl3BRy7rMmzDN7fHyVSoS2ahWqUy3KanZO6Lp3SAch3Viikp4+WB+GHYJU+/qwfRtUSRleH5ksyRmbz5In2a1cFj5b9VOl836gwmM6t+W7+7tT1TKMaat3+/llIDlwKpWnYxXR3H841cIvmsUlCl77uO8yXJghUWS+dnzZH3/DoGD74egMuBw4KjThOwZE8n8cDRWaDX82vf0dtpzqlw1lLqN67BqkefvWymJPV/NZUaXUWx8ZTJNH7kagP2TFnM8Jpm+f4yjzdihJK7Zje28MD4kKHf1clLvuZH0kXeSu2ENZUc+A0DehjXkrl1J+Tc+IuTxF8jbuRXb2x9sZAwNXrqNPWO+PmVXnSdu4PBnM3Aev7De084n27YvyC9vKe612u7AY8CGgu0XbNuedKbGtm1PAP6u5DXJScQHpMYlUynyxChZpYjKpMUln9KuUdcWDBhxDe/cOIa8nDy3fe2u7MLG2atw5Tk9nhegakgQcUezCrfjjmZSJSTwtG1n74jhqd7NTruvakgQ9SuXY11UMn0bRngka+HPKhdMbFpG4XZc+nGqli9z2rZ/bD7I01e2L9yuVr4MjcIrUSM0/ybYno1rsOlIItdQ77THnw92SiIm9MRIpBVaBTsl0a2NKzkB597t4HRiJ8Tiij2Co1oNnPt3eizX2dhpSZiKJ/qyqVAZOy35lDbOw7vB5cROiceVGJ0/Op+WhCv6QP50HSBv6yqsWg2B+R7LmxibSNXIE+e4SkQVEmITz3LEqXoO7MGSWUtxltJrLzM2meAio+plIkLJjE05Y/tDv62g3et3AJ9hO11sePHbwn29p73I0X2xnowLgJ2UiCOsauG2VbkKriT382wfTS/8PnvuDIKH3Ve4nfXjt2T9mJ+77KjncUUf9mje7NhkAou8JwdGViY79kQ/doQEUbZxTdr88iIAAVUr0vLr0Wy6bTzl29anypWdqPf8rfhVKAsuG1d2DlFfzvZoZvGe4o7QVwI6AnuBbOAi4/E7sUSkNB3cuJeqtSOoXKMKDn8H7QZezKa57jfX1WhWm1tevYdP7h7PsaT0U56j/VVdWTO9dKbbADQLr8Ch1Ayi0o6T63Qxe2cMPepVO6Xd/qRjpGfn0iqyYuFjcUczycrNL37Ss3JZH51M7UqeH1VuVr0yh5KPEpVyjNw8J7M3H6R74+qnZk5IIz0rh1Y1w4ocG8rRrBySM/L/iFm1P466VSqccuz55Ny3A0d4dUyVcHD44d+5J7nrlru1yVu7DL8mrQEwIeWxwmvgSojxaK6zcR3Zg1U5AlOpKjj88GvVDed295HrvK2rcNQt+AOvTDmssEhcybG4Du+BoLJQtjwAjvotsOM9W7jt2LCDGnWqE1EzHD9/P3oP6smyOcvPfWARva/uyfxSmm4DkLxhH+XqhFO2ZhUsfwe1BnUmavZatzYhdU68FiP7tObY/vyi3REcgCM4/w/vapc2x+V0ud1M6yl5u3dgRdTAqhoOfn4EXNKL3FXu71em0okpLf4du+I6UnDDrGVhyhX0iYvq4qhdl9z1nr35+Oj6vZSpG0FQrSoYfwdVr76YxNknfqbzaCZLm97Nig4jWNFhBOlrd7PptvEc3biPdYNeLHz8yISZHHjvVxXz/3DFHaFfCbxu2/aXxphg4A1gGXDx2Q8TEV/hcrqY8sKXjPj6WSyHxYofFhKz+whXPnoDBzfvZfO8tVz79BACywRx98ejAEiJSuTTe8YDEFqjCpUiwti9clupZfazLJ7s1YwHfl6FywWDmtegXlg5Pl62i6bVKtCjfn5BMXtnNP0bRbitCLM/6RjvLN4BBrDhtvZ1aVClvOczOyyeuqI993+9EJfLZlDbutSvWpGP52+iafVQejSuAeSPzg9ofpFbZodl8Wj/Ntz71QJs26ZJZCiD23ludB4Al4vMrz+g7BNv5C9buWQWrqiDBF57O879O8lbv4K8zavxa9GekNe/BJeTrMkTsI/l/8FX9rl3sSJqYoKCKffeZDI/f4u8zR5ehcXlInvq5wTf9UJ+5tXzccUdJqDvTTiP7MW5fTXOXetxNGxFmVHvYbtc5MycWHhTb87MiQTfMwYwuKL2krtqnkfjOp0u3n3uA976/g0sy2LmlFkc2HWQOx+/nZ0bd7Js7goat2rEuC9eolyFEC7u24U7HxvGsF53ARBeoxpVI6qyYUXpTXWznS7WPfMV3Sc9mb9s5eTFpO+KovkTg0neuJ/oOetocGc/ql3SHFeuk5y0DP56+FMAAiuXp/ukJ8G2OR6Twl8PfVI6oV1Ojk94l3Jj3spftnL+TJyHDxB8y53k7dlB7qrlBF05GP+OXfOvNh07yrH3Xs8/1uFH+dc+yP+3H88g41+v5N8g60G208Wup7+k9eRnMQ6L6EkLydh5hDqjb+Doxr0knvQH1P87WuXGjSnOfB9jTC3btg+d9Niltm0vKcbP0BkX8YIHat/g7Qgl9tYzp45UX8hMhYrejlBiOb8X5237wuGI9OwVCE+4/Ns0b0cosQdd4d6OUCJ9O/reyi0bVp569fBC1yvuhwt2Nkb6Pf0uyPqy/L/neOWcFXeEPs0Y8w75c+ltYDEw1mOpRERERESkWIpb0H8JbAH+/kSLocB/gGs9EUpERERE5Iw05cZNcQv6erZtDy6y/ZIxZoMH8oiIiIiISAkUd5WbTGNM4cepGWO6AplnaS8iIiIiIqWguCP09wMTjTF/352UAuiTYkVERESk1NmacuOmuAX9dmA8UA+oCKQBVwObPJJKRERERESKpbgF/VQgFVgHeP7TH0REREREpFiKW9DXsG17gEeTiIiIiIgUh6bcuCnuTbHLjTEtPJpERERERERKrLgj9N2A240x+4FsCj4s3bbtlh5LJiIiIiIi51Tcgv4yj6YQERERESkul7cDXFiKVdDbtn3Q00FERERERKTkijuHXkRERERELkDFnXIjIiIiInJB0AdLudMIvYiIiIiID1NBLyIiIiLiwzTlRkRERER8i6bcuNEIvYiIiIhIKTHGDDDG7DTG7DHGPHWGNjcYY7YZY7YaY74/13NqhF5EREREpBQYYxzAR0Bf4Aiw2hgzzbbtbUXaNACeBrratp1ijKl6rudVQS8iIiIivsV3P1iqI7DHtu19AMaYycAgYFuRNvcAH9m2nQJg23b8uZ5UU25EREREREpHdeBwke0jBY8V1RBoaIxZZoxZaYwZcK4n1Qi9iIiIiMh5YIwZDgwv8tAE27YnlPBp/IAGQA+gBrDEGNPCtu3Usx0gInJBuHXcHm9HKJF0V7a3I5SYy8cuzNbyM96OUGKX+UV4O0KJvZK919sRSqR3ToC3I5RYp4d8L/OF7EL9YKmC4v1sBXwUULPIdo2Cx4o6Avxl23YusN8Ys4v8An/1mZ5UBb3IP9THB37wdoQSu6bWQG9HEBER8aTVQANjTB3yC/mbgFtOavMbcDPwH2NMGPlTcPad7Ul9a6hGRERERMRH2badB4wAZgPbgR9s295qjBlrjLmqoNlsIMkYsw1YCDxh23bS2Z5XI/QiIiIi4lt8d5UbbNueCcw86bEXinxvA6MKvopFI/QiIiIiIj5MBb2IiIiIiA/TlBsRERER8SkX6io33qIRehERERERH6aCXkRERETEh2nKjYiIiIj4Fh9e5cYTNEIvIiIiIuLDVNCLiIiIiPgwTbkREREREZ9ia8qNG43Qi4iIiIj4MBX0IiIiIiI+TFNuRERERMS3aMqNG43Qi4iIiIj4MBX0IiIiIiI+TFNuRERERMSnaJUbdxqhFxERERHxYSroRURERER8mKbciIiIiIhv0ZQbNxqhFxERERHxYRqhFxGf1qZ7W+4acw+Ww2Le5Ln88vFPbvuvunsQfW7uhzPPSXpyOh8+/h4JUQkAPP/1GBq1acT2Ndt55Y6xpZa5Q4/2PPjS/VgOi5mT/mDyR1Pc9rfo1IIHx9xH3SZ1GffgqyyZ8WfhvuHP3k2nXh0xlsXaP9fx0Qsfl0reES89gMNhMWPSLCadlLdlpxY8OOZ+6jWpy9gHXynM2/riVjz44v2F7WrVq8nYB19h2ezlHs/contrbn3hTiyHxeIp85nxya9u+/vfNZDuN/XGleciPTmNL0Z/TFJBvwAICgnmtbnvsW7OKr558XOP563bvSV9XhyK5bDYMHkRKz+Z7ra/za29aHtbX2yni5zjWcx6+guSdkdTu1tzejx1Iw5/P5y5eSx8dRIHl2/zeF6Arj078+TLj2A5HPzy3TS+/PAbt/3tOrdm9NhHaNC0Hk/e9wJzf18IQESNcN798nWMZfDz92PSFz/x49e/nu5HnHf+7TpS9r6HMJZF1h8zyPzxe7f9gX0GUPbu+3El5veFzOm/kj17BgBl7ryPgI6dwVjkrl9Dxqfvezyvo25LAvoPBWORt2ERucunn9qmSScCLr0WsHHFHSL7t/z3BP9eN+HXoDUYg3PfFnLmfHPKsfLPoYJeRHyWZVkMH3cfY259nqSYJMZPf4dVc//iyO7DhW32bd3H41eMIicrm/5DLuO2Z+7g7QfHA/DbZ78QGBxI/1svK9XMD48bwehbniIhJpGPZ3zAijkrOLj7UGGb+Kh4xo96i+vvvc7t2KbtmtKsfTPu6XsfAO/9+g6turRk44pNHs07ctxDPHHLkyTEJPLpjA9ZflLeuKh43hj1Jjfee73bsRuWb+Se/vlZy1Usx7dLv2LN4rUey/o3Y1ncNvYexg8ZS3JsEmOmvcH6uauJ3nOksM3BbfsZM3A0OVk59BrSnxufHsrHI94p3D/4sZvZuap0CmNjGfq9PIzJt75Oemwyt08by+55a0naHV3YZuvUFaz/bgEA9fu0pc9zQ5gybDyZKUf56c63ORafSljDGtz0zWg+7PSwxzNblsUzrz3G8BtGEhcTz6Q/vmTRnD/Zt+tAYZuYqFieG/kytz9wq9uxCXGJDLnyHnJzcgkuE8wvi79j0ew/SYhL9HRoQh58hLRnHsOVmEDF9z4j569lOA8ddGuWvXgBGZ+85/aYX5Nm+DdtTuoDdwJQ4a0P8W/RmtzNGzyX1xgCLhtG1nevY6cnE3TXWPJ2rcVOPNEvTKVq+HcdSObElyDrOJQpn/9PrdEAR82GZE54GoCgYS9gXdQE18HtnstbyrTKjTtNuRERn9WgdQNiDsQQdyiOvNw8lk5fQsd+ndzabFmxmZysbAB2rd9J5YjKhfs2L9tE5rHMUs3cuHUjog5EE3MolrzcPBZOXczF/S52axN3JI592/dju2z3g22bgMAA/AL88A/wx+HnR0pCisfzRhfJu2DqIrqeIa/r5LxFdL/iElYtXE12wf8LT6rbuj5xB2NJOByHMzePv6YvpW2/Dm5tdqzYQk5WDgB71u8iNPxEv6jdvC7lwyqw5c+NHs8KENm6HikH4kg9nIAr18n26Stp2LedW5ucIv00oEwgNvnnOm7rQY7FpwKQuOsIfkEBOAI8P1bXvE1TDu0/QtShaPJy8/jjt3n07H+pW5vow7Hs3r4Xl8u98srLzSM3Jzf/3xLoj2WMx/MC+DVsgjM6CldsDOTlkb14AQGduxXvYBtMQAD4+YG/PzgcuFI9+9qzIuvhSo7DTk0AlxPn1pX4NXTvF35tepK3Zl5+MQ9wPL0grw1+/uDwA4c/WA7sY2kezSvepRF6EfFZoeGVSYw+MaqXFJNEw9YNz9i+z419WbfQ8yPEZxMWEUZCzImpHQmxCTRp07hYx25bt50Nyzfw49rJYAxTv5rKoT2Hz33g/yAsIox4t7yJxc5bVM+revDjhJ/PZ7QzqlQtlOQi/SI5Jpl6rRucsX33G3qzadE6AIwx3PTcMD575D2adWvl8awAIeGVSI9JLtw+GpNMZJt6p7Rre1sfOt59GQ5/P76/+dVT9je6vAOxWw7gzMnzaF6AahFViIuOL9yOi4mnRdtmxT8+siofffs2NWvX4J2XP/T86DxghYXhSjiR2ZWYgF+jJqe0C+zWHf8WrXBGHSbjsw9xJSaQt2MrOZvWE/rdL2AMWdN/xXn44CnHnk+mXCXs9BP9wj6ajBXp3i+syuG4yB+Bx1jkLvkF575NuKL24DqwjTKPfAgYctfMxU6KRv65ijVCb4xpb4z51RizzhizyRiz2RjjuWu8IiLnWfdrelCvZX1+++wXb0f5r0XWjqRWg1rc2OEWbmx/M226tqZFx+bejnVOoVVDqdu4DqsXr/F2lFNcfPWl1G5Zj5kTpgLQe+gANi1cR0ps8jmOLH3rvp7Hp5c+xsLXJ9P1oavd9oU1qE7Pp27ij6e/9E64EoqLjue6XkO5ssv1XHXD5YSGVfJ2JABy/lpO8u03kvrAneSuW0PIY88AYEVUx6/mRSQPvZ7kIdfh36otfs1aejktYDmwQsPJ+uYVsn/7iIAr74LAMphK1TBh1Tn+3sMcf+8hHLWbYtVs5O2055XtujC/vKW4U26+A/4DDAYGAlcW/Pe0jDHDjTFrjDFrJkyY8L+nFBE5jeTYJMIiwwq3K0dUJiku6ZR2Lbu14roRN/DaXePIK4XRy7NJjEmkSkSVwu0q4VVIjDk18+l0G9CV7et2kHU8i6zjWaxauJqm7U4dYTyfEmMSqeqWN4zEmJKNpvYc2J2lfyzDmec83/FOKyUumdAi/SI0IpSU0/SLpl1bMnDEYN69+7XCflGvbUP63HYZby39hJueuY2u13bn+ieHeDTvsdgUykeEFm6XiwjlaOyZp3Nsm7aSBv1OTL0oFx7K4AmPMH3Up6Qeij/jcedTXEwC1SKrFm5Xi6jqdiWnuBLiEtmzYx/tOrc+j+lOz5WYiFXlRGYrrAquJPe+bB9Nh9z86UBZs2fg1yD/il/gxZeQu2MbZGVCViY5a/7Cv0nxr0j8N+yjKZjyJ/qFKReKfdS9X9jpyTh3rwOXEzs1ATspFis0HL9G7XFF7YHcbMjNxrl3I44a9T2aV7yruAV9gm3b02zb3m/b9sG/v87U2LbtCbZtt7dtu/3w4cPPU1QREXe7N+4mok4kVWtWw8/fj24DL2X13FVubeo0q8v9rz3Iq3e9TFqS9+eQ7ti4k+p1qhNeMxw/fz96DurO8rkrinVsfFQ8LTu3wHJYOPwctOzckkO7PTvl5uS8vQb1KHbev/Ua1JP5Uxd6KOGp9m/cQ7XaEYTVqIrD349OA7uxfq771YFazepwx6v38u7dr3M0Kb3w8c8eeY9RXe/j8W73M/nVr1n2y2J+fONbj+aN3riPSnXCqVCzCpa/gyYDO7N77jq3NpVqVyv8vn6v1qQciAUgsHwZrv/PYyx8YwpRa3Z7NGdRWzds56K6NaleKwI/fz8GXN2HRXP+PPeB5E/XCQwKBKBchXK06diSA3sOneOo/13erh04ImtgVQsHPz8Cu/ciZ+Uytzam0okCOqBz18JpNc6EOPxbtALLAQ5H/pQcD0+5cUXvwwoNx1SsApYDR7PO5O1y7xfOnWuxLir4oz44BFM5HFdqPK70RBwXNQZj5R9bqwmuRE25+Scr7hz6F40xnwPzgcI7mmzb9t1r1yLi81xOF/9+/lNe/OYlLIfF/CnzOLzrEDePupU9m3ezeu4qhj17B0Flgnjik6cASIhO4LW7xgHwyk+vU71eDYLKBvHvv/7DR0+8z4Yl6z2e+YPnP+SN717FsixmTZnNwV0Huf3x29i5cRcr5q6kUauGvPT5i4RUKEeXvp0ZNmood/UezpIZf9Kma2s+nzcBbJvVi9awYt5Kj+d9//kPGf/da4V5D+w6yB2PD2Pnxl0sn7uCRq0a8vLnYwipEEKXvp25Y9Rt3NH7HgCq1ahGlcgqHl2J53SZv3nhc574+nksh8WSHxYQtfsw1zx6Ewc272H9vDXc9PRtBJYJ4sGPHwMgOSqRd+95vdQyFmU7Xcx9YSI3fT0a47DY9MNiEndHccmowcRs2s+eeetoN6wftbs1w5XrJCs9g99HfQZAu2F9qVS7Gt0evoZuD18DwOShb3C8yB8pnuB0Onn1mbf5ZNK7OBwWv036nb079/PA6HvYtmE7i+YspVnrJrz75euUr1iO7n27cf8Td3Nt91up06A2j495GNu2McYw8ZPv2b1jr0fzAuBycuyTd6kw7i1wWGTNmYnz0AHKDL2TvF07yPlrOcGDBhPQuSs4nbiOHuXY2/l9ImfpYvxbtaXiJ/8BbHLXrCLnLw8vv2q7yPljIkE3jwbLIm/DYuzEKPy7D8YVvR/n7nU4923CUbcFwfe+kd9+3iTIPIZz+yoctZsRfO9rYINz7yacuz373lbatMqNO2PbZ16VoLCRMd8CjYGtnPhsLtu27TuL8TPO/QNERIBrap1xJt8FKd3l+RVbzjeXj70l1/Ir7+0IJdbYDvZ2hBKblF0KBfV5tKBNgLcjlFhw15rejlBiZZ/7tnSWIPovxPXsfkG+mVVbuNgr56y4I/QdbNv+Z91NISIiIiK+yb5g/9bwiuLOoV9ujGnq0SQiIiIiIlJi5xyhN8YYoDtwqzFmP/lz6A35U24ugDWbRERERET+/zpnQW/btm2MqQqc+VM5RERERERKiW6KdVfcOfQ/A1Vt217tyTAiIiIiIlIyxS3oO5E/5eYgkIGm3IiIiIiIXBCKW9D392gKEREREZFisl1a5aaoYhX0Z/tUWBERERER8Z7iLlspIiIiIiIXoOJOuRERERERuSBolRt3GqEXEREREfFhKuhFRERERHyYptyIiIiIiE+xba1yU5RG6EVEREREfJgKehERERERH6YpNyIiIiLiU7TKjTuN0IuIiIiI+DAV9CIiIiIiPkxTbkRERETEp9gurXJTlEboRURERER8mAp6EREREREfpik3IiIiIuJTbNvbCS4sKuhFRP5Lv49p7u0IJbblxf3ejlAyuS7Klc32dooSGZvte+vp9Qy6yNsRSsSvfJy3I5TYtI99rwK9+TlvJ5DiUkEvIheMXw9N93aEEsn8fJS3I/zj+VoxLyLiDSroRURERMSnaJUbd7opVkRERETEh6mgFxERERHxYZpyIyIiIiI+RVNu3GmEXkRERETEh6mgFxERERHxYZpyIyIiIiI+RR8s5U4j9CIiIiIiPkwFvYiIiIiID9OUGxERERHxKVrlxp1G6EVEREREfJgKehERERERH6YpNyIiIiLiU2xbU26K0gi9iIiIiIgPU0EvIiIiIuLDNOVGRERERHyK7fJ2gguLRuhFRERERHyYCnoRERERER+mKTciIiIi4lNcWuXGjUboRURERER8mAp6EREREREfpik3IiIiIuJT9MFS7lTQi4iUsmX74xk/fxsu2+aaljW5s1N9t/1vLtjG6kNJAGTlOUk+ns3Sh/sTnXacUb+txWVDnsvFzW1rc33rizyet3yPNtQaexfGskiYNI/Yj345bbtKl3em/r+fZOtlj3N8015Cr7mUiPuvLtwf3OQitg54jMytBzyeuaiyl7Sj6rP3YhwWqT/OJnnCj277K1zThypP3kVeXCIAKd/+TtqPs0s1Y8vubbjtxbuwHBYLJ89j+ifu5/jyu6+ix019cOU5SU9OZ8ITH5IYlUBY9So8OuFJjLHw83cw+6uZzP+udLI37t6Ka18YhuWwWDllAfM+mea2v8ddl9Plpl648pwcSz7K96M/JSUq/xxf9dQtNO3VBmNZ7PxzE7+8NLFUMhfl16oDwbePAMtBzoIZZE+ddEob/849CLp+GNjgPLiX4x+MK9WMET1a0vbloRjLYu+kRWz/cLrb/vpDe9Pg9r7YLhd5GVmseuIL0ndHYfk76DD+LkJb1sV2uVj3wjfEr9heqtmldKmgFxEpRU6XzWtzt/LpDZ2oVi6IW79ZSvd61agXVq6wzRO9mhZ+P2ndfnbEpQNQJSSIr2+9mAA/B8dz8hj8nyV0r1+NqiFBngtsWVz0ynB23TyGnJgkms4cT+qcVWTtPuLerGwQ1e66kmPrdhY+lvzrEpJ/XQJAcONa1P/i6VIv5rEsqr34AIfveJbc2ERq//wux+avJGfvYbdmR2cuIW7sJ6WbrYCxLO54eTiv3TqGpNgkxk0bz7p5q4gqco4PbN3Hc1c+Tk5WDn2G9Ofmp2/jgxFvkxKfwovXPEVeTh6BZYIYP+c91s5dRWp8ioczG64feycfD3mF1NgkHpv2KpvnriVuT1RhmyPbDvDWwGfIzcqh65C+XPX0rUwc8R612zakTvtGvDFgNAAjf3qJ+p2bsmflNo9mPukfQPCdI8l45QlcSQmUe+1Tctcs/7/27jw+qup+4/jnO0kgYScBEgIIKJuIgOzuO+KK1larYsVqsbZa676j4lq01l/ritbdFreqoCgiIriAssgusu9JgASykIQsc35/zBAykGWizEwuPm9f82LunTN3nlxvJt85c+65+Detq2jiS2tHw3MvpmD0tbidBVizFtHLR2Af939oJNN++zBFGTkMnXQ/mybPI2/Fnn289r1vWPnaVADaDe1Hv3sv4YtLxnLIJScB8PHJt9EwpRknvHELk0+/G5yL6s8g0VOnMfRm1ihSQUREfgkWZ+ygQ8tGtG/RiIQ4H6f1SOeLlVnVtv/4h80MOzQdgIQ4Hw3i4wAoKffjovDHufERXdm1NoNd67NwpWXkfPAVLU8btE+7drdcTMbT7+EvLq1yO8nnHkvOhK8iHXcfib27UbJuM6UbMqG0jLyPZtDklCOjnqMmXfp2JWttBls2ZFFeWsbMiV/R/9TQfbx05mJKiksAWPH9cpLbpgBQXlpGWUkZAAkNEjBfdIYhdOzbha3rMsnesIXy0nLmTfyGw4cOCGmzcuZSSoOZ136/ghZpycFHHAkNE4hPiCe+QQJx8XHkb90Rldy7xXXpgT9rM/4tGVBeRsk3n5Mw8OiQNg1OPouST9/H7SwIpM6LbsbkIw6hYG0WO9dvxV9azvoPZtH+tP4hbcoKiiruxzdqWFGvN+vWjqyvAh+QdmXnUZK7k+Q+naOWPRqc3+rlLRxmNszMfjSzlWZ2WxWPjzSzrWY2P3i7srZthlXQm9lRZrYUWBZc7mNmT4eVWkREKmwpKCataVLFcmrTRLYUFFfZdnNuIZtzixh0UKuKdZl5RfzmpRkMe3YqIwcdEtneeaBBWjIlm7dVLJdkZJOQlhLSplGvg2nQthW5U+dWu53ks48h5/0vI5azOgmpKZRl7slflrmNhNSUfdo1HXo0nSY8Rfo/7yA+rdU+j0dSy7RksjP2ZMzJyCY5bd+Mu5144Sks+GJexXJy2xQe+eQf/GvW80x89r2I984DNE9NZsfm7IrlHRk5NE9Nrrb9kAtO5Icv5gOwdt4KVsxcypjZz3L/d8+ybMZCslZtjnTkEL7kVvizt1Qs+7O34msZ+v89rm17fG070GTMv2jywFPE9xkY1YyN0pIprLSPCzNySGrbcp92XUeeylnfPE6fuy5i7t2BoUs7lqyj3dB+WJyPxh1ak9y7M43Sqz+mJHrMLA54Cjgd6AlcZGY9q2j6pnOub/D2Qm3bDbeH/h/AaUA2gHNuAXBcDWFHmdkcM5szbty4MF9CREQqm7wsg1O6pRFXqdc1rVkSb19+HBP+cCITl2wke+euGCYEzOhwz+VsGPNStU0aH9EVf9Euin5cH8Vg4cuf9i2rThzJ2nP+TOHX39P2bzfGOlK1jj7veDoffggfPvd+xbqcjGxuG3Y91x93NcedfyLNWjWPXcAqDDj3GA7qfTBTxwXGf7fqmEpql3TuGfInRg+5mq5HHcbBA3vEOGUVfHH40tpRcN9fKfy/+2k06iasUeNYp9rHipen8OFRN7DgwfH0uu5cAFaPn05hRg6nffIA/cZcyrY5K3B+f2yDym6DgJXOudXOuRJgPDD852407CE3zrkNe60qr6HtOOfcAOfcgFGjRv3kcCIiB5o2TRLJzN/zNXlWfnG1veyfLNsz3Kaq7XRp1ZR5G3MiknO3kswcGqTv6bls0DaF0sw9vYZxTZJI6nEQPd55gN6znqNJv250fekOGvU+pKJN8vBjyPkg+r3zAKVZ2SE97vFprSjNyg5p49+RjysNDFvZ8fZkEnuFnqQcadszc0hpuydjctsUcjKz92nX6+jenHvNr/n7lQ9XDLOpbMeW7WxYvp4eg6rq7Nu/crNyaFGpx7dF22Rys/Y9Frsd3YtTrzmP5698lPJg5t6nDWTt9yspKdxFSeEufvhiPp36dY145sr8OdvwpbSpWPaltMa/fdtebbZSNvcbKC/HvzWT8oyN+Nq2j1rGwsyckF71Rm2TKcqo/tuXde/PpN2wwLAnV+7n+3tf55NT7+DLyx8noXkj8ldlRjxzNDlXP29haAdUrqk3Btft7XwzW2hm75hZh9o2Gm5Bv8HMjgKcmSWY2U2ATpcWEamjw9o2Z/32nWzaUUhpuZ/JyzZzfJfUfdqtyS4gr7iUPul7vmLPyi+iuDTQl5JXXMr3m7bTKTmyPYY756+gYee2NOjQBkuIJ3n4MWz/dHbF4+X5hcw//DIWDrmKhUOuomDeclZc/hCFC1cFGpiRfNbR5HwQ/fHzAMWLltOgUzoJ7VMhIZ5mZx5HwdRZIW3iWu/Zx01OHrzPCbORtmrBCtI6t6V1hzbEJcRz5NnHMHfK7JA2HQ/rzBUPX83fr3iIvOzcivXJaSkkNGwAQONmjek+4FAyVm0i0tYvWEXrTmkkt29NXEIc/c4+isVTQodctTusExc+9AdeuPJRCrLzKtZv35xNl8GH4ovz4YuPo8vgniEn00ZD+apl+NLa4WudBnHxNDjqJErnfBPSpnT2V8T37AuANW1GXNv2+LMyopYxZ/5qmnZOo3GH1vgS4jho+BA2fhq6j5t03vPekX5KX/LXBIr2uKQGxCU1BCDtuF64Mn/IybQSOZVHqQRvP6VneyLQyTnXG5gC1DoNVLiz3PwR+D8CnyA2AZ8Cf/4JAUVEftHifT5uO6UXV7/zHX6/Y/jh7enSqilPf/UjPdNacEKwuP9k2WaG9UjHbM9wm9XZBTw+7QfMAj1Bvxt4MF1bN4ts4HI/6+96nu7/uQd8Pra9OZXi5RtIv+kiChesZMdehefemg7pSUnGNnatr/7E34gq95M15hk6/PsBiPOR+86nlKxcT6u/jKB48QoKPv+W5N8Np8lJg3Hl5ZTvyCfjtsejGtFf7ufl0c9z26v34Ivz8cVbU9m0YgO/vuEiVi9cybzPZnPJHZeR2CiRvzx9MwDZm7fy9ysfJr1Le0bcNRLnHGbGR+PeZ0MUhjb5y/28O/olrn71jsC0lW9NI3PFRk6//jdsWLSaxZ/NZfjtl9CwUUNGPv1XALZv2sYLf3iM+ZNm0fWow7h18qPgHD9MX8CSqfNqfsH9/gP4KXrxnzS+Yyz4fJR88TH+jWtJ/M3llK3+kbK531C2YDbxvQfS9O8vBdq/8SyuIK/2be8nrtzPnDtf5oT/3IrF+Vg9fjp5yzdx+M3nk7NgDZs+nUe3y4eSdmwv/GXllOzYyazrngUgMaUZJ/z3VpzfUZS5nZnXxmYGp18i59w4oKbx5puAyj3u7YPrKm+j8ld0LwBja3tdi8IsCZojSUQOSEUv3BDrCHW2+J41sY5QJ00bx/gcgZ9gzK6GsY5QZ63NW5nvGxyjD4g/w8dfVj18rj67aPMb9fbqTUsPObNe1pc9V31U4z4zs3hgOXAygUJ+NnCxc25JpTZtnXMZwfvnAbc654bUtN2weujN7J9VrM4F5jjnPghnGyIiIiIiv2TOuTIzuwaYDMQBLzrnlpjZGAJ19QTgL2Z2DlAG5AAja9tuuENuEoEewO7L650PrAH6mNmJzrm/1uWHERERERH5JXLOTQIm7bVudKX7twO312Wb4Rb0vYGjnXPlAGb2DPAlcAywqC4vKCIiIiLyc/hdvR0NFBPhznLTEmhSabkxkBws8L03wFFERERE5AARbg/9WGC+mX0BGIGLSj1kZo2BzyKUTUREREREahFWQe+c+7eZfQxcSmD++U+Bjc65ncDNEcwnIiIiIhLCachNiHBnubkSuI7AXJnzgSHATOCkiCUTEREREZFahTuG/jpgILDOOXcicASwI1KhREREREQkPOGOoS92zhWbGWbW0Dm3zMy6RzSZiIiIiEgVIn9dVG8Jt6DfaGYtgPeBKWa2HVgXqVAiIiIiIhKecE+KPS94914zmwY0Bz6JWCoREREREQlLuD30FZxz0yMRREREREQkHLqwVKhwT4oVEREREZF6SAW9iIiIiIiH1XnIjYiIiIhILOnCUqHUQy8iIiIi4mEq6EVEREREPExDbkRERETEU3RhqVDqoRcRERER8TAV9CIiIiIiHqYhNyIiIiLiKbqwVCj10IuIiIiIeJh66EVEfkGaNt4V6wh1ktioNNYR6mxnsff6yrpYo1hHqJOMeUmxjlBnXzbw3rF8UawDSNhU0IuI/ERJVz4e6wh1N/aMWCcQEfnZdGGpUN7rRhARERERkQoq6EVEREREPExDbkRERETEUzTLTSj10IuIiIiIeJgKehERERERD9OQGxERERHxFBfrAPWMeuhFRERERDxMBb2IiIiIiIdpyI2IiIiIeIpmuQmlHnoREREREQ9TQS8iIiIi4mEaciMiIiIinuI05CaEeuhFRERERDxMBb2IiIiIiIdpyI2IiIiIeIo/1gHqGfXQi4iIiIh4mAp6EREREREP05AbEREREfEUh2a5qUw99CIiIiIiHqaCXkRERETEwzTkRkREREQ8xe9inaB+UUEvIiJha3xsf9rceRUW52PH25PJGfd2yOPNzzuF1rdeQVnWNgC2v/4huW9PjnrOpKMGkHzLn8Dno+C9j8l96c2Qx5ucM5SWf/0D5VuzAcgb/wEF731MXNs2tHn8Xszng/g48v/7AfnvfBjxvEcc348/3DsKX5yPKeM/5d2n3wl5/Jwrz2XoRUMpLysnNyePf930BFs3bQXgnlfvo9sR3flhzlIeuHxMxLPu1uX43pwx+lIszse8N7/gy2cmhjw+4JKTGXzpqfj9fkp2FjPh9n+zdeUmklo04bfPXEd674OZ/84MPrrnlahlrqzxsf1JvSt4LL81mey9j+VfnUKbysfyax+yI8rHcs/j+/Cb0ZdjcT6+eXMqnz7zQcjjJ11xJkf/9mT8ZeXk5+Tx+i3PkLMpkLdlegojHvkjLdNTcA6euvxhcjZujWp+iR4V9CIiEh6fj9R7/sSGy++kNHMbnd59goKpsyhZtSGkWf6kGWSNeSZGIQGfj+TbryXrj7dSlrWN9DeepHD6TEpXrw9ptvPT6eQ88mTIuvKtOWT87jooLcWSEmn37vMUTp9ZUfhHJq6Pqx64mnsuuYvsjGwem/gPvpvyLRtW7Nmva5as4oYzr6ekeBfDRpzOyDsu59E/jwXgvef+R8Okhpx2ybCIZdyb+YyzxozklREPk5eZw1UT7mfZlHlsXbmpos2iD75hzhtTAeh+Sj+G3X0Jr102lrJdpUz9+9u06d6B1G7to5Y5hM9H2r1/Yv3IwLHc+d0nyP98FiUrQ4/lvI9idyybz7hwzBX8c8QD7MjM5tYJD7NwyhwyK+3jjUvX8sjZt1FaXMKxI07lvNtH8O9rngDgssev4ZMn/8eyrxbRsFFD/OrSPqBpDL2IiIQlsXc3StZtpnRDJpSWkffRDJqccmSsY+2jYa/ulG3YTNmmTCgrY+fkL2h0wlHhPbmsDEpLAbAGCWCR/zPZtW83MtdmkLU+i7LSMr6cOINBQ4eEtFk0cxElxbsA+PH7H0lp26risYVfL6CooCjiOStr3/cQctZlsX3DVspLy1k0cRY9hvYPabOrUqYGjRpCsJ4sLdrF+jnLKdtVGs3IIZKqOJabnly/juVOfbuwdV0m2Ru2UF5aztyJ39Bn6MCQNstnLqG0uASANd+voEVaMgBpXdrhi4tj2VeLANhVuKui3YHCj9XLW6yE1UNvZmOBB4Ai4BOgN3C9c+71CGYTEZF6JCE1hbLMbRXLZZnbSOrTfZ92TYceTdKAXpSs3cSWh8aFPCca4tq0oixzz9CCsqxtNDy8xz7tGp18DIn9Dqd03UZyHnuW8qzAc+JSW5P6rweI75DO9ieej2jvPEBKWgrbNu/Jm52xjW59992vu5164VDmTpsb0Uy1aZqaTO7mPfslLyOH9n0P2afdoEtP5agrTycuIZ6XLn4wmhFrFJ+WQlnGnuOytJpjudlpR9NoYOBYznowusdyi9Rktlfax9szsunUt2u17Y+64CSWfDEfgNSD0ynK28moZ28kpUMbln21iPf/9gZOvfQHrHC7HoY65/KAs4C1QBfg5uoam9koM5tjZnPGjRv381OKiIgn5E/7llUnjmTtOX+m8Ovvafu3G2MdqUqF02ey8YxL2XzBVRTNmker+/f8SSvP2srmC65i0zkjaXL2qfiSW8Qu6F6OP+8EuvTuwnvPvRvrKGH57rUpPHH8DXz6yHiOv/bcWMepk4LPv2XliSNZc/af2fn196SPrZ/HMsCgc4+lY++D+WzcBAB8cT66DDyUdx98jb+dczutDkrlyF+fENuQElHhFvS7e/LPBN52zuXW1Ng5N845N8A5N2DUqFE/K6CIiNQPpVnZxKftGeoRn9aK0qzQ3mv/jnxcaRkAO96eTGKvLlHNCFC+ZRvxaa0rluNTW1G+JbRn1Z+bXzG0puC9j2l4aLd9t7M1m5KVa0nsd3hE82ZnZtMqfU/elLatyM7a91uBPsf04TfXXMiDV9xPWUlZRDPVJj8rh+bpKRXLzdomk5e1vdr2iyfO5NBTB0QjWljKMrOJrzRsKSGtFWV77fPyHfm44H7e8Vb0j+UdWTm0rLSPW7ZNITcrZ5923Y8+nGHXnMczV46tOC62Z+aw8Ye1ZG/Ygr/cz4JPv6NDr4Ojlj0aHFYvb7ESbkH/oZktA/oDU82sNVAcuVgiIlLfFC9aToNO6SS0T4WEeJqdeRwFU2eFtIlr3bLifpOTB+9zwmw07FryI/EHtSM+PQ3i42l82gkUTp8Z0iauVXLF/UbHH0npmsAJs3FtWmENGwDga9qExCN6Ubo2sj/DigXLads5nTYdUolPiOfYs4/juynfhrTpfNjBXP3wNTx4xf3kZtfYpxYVmxasJrlTGi3atyYuIY7Dzx7Csimhw4CSO6VW3O92Ul+y12ZGO2a1iqo4lvP3OpbjKx3LTWNwLK9bsIo2ndqSEtzH/c8+ioVT5oS0aX9YJy5+6A88c+VYCrLzKj13JUnNGtEkuSkA3Y/qRcaKjVHNL9EV1hh659xtwXH0uc65cjPbCQyPbDQREalXyv1kjXmGDv9+AOJ85L7zKSUr19PqLyMoXryCgs+/Jfl3w2ly0mBceTnlO/LJuO3xmOTMeeRJUp95ODBt5QeTKV21jhZXX8aupcspmj6TphedS6MTjoSycsrz8tk2+lEAEg4+iOQbrgLnwIzcV9+mdOXaiMb1l/sZd/ez3PvaGHxxPqa+OYUNy9dz8Q2XsHLRCr6b8h2X3/l7kholcssztwGwbfNWHrzifgAeeudvtD+kPYmNE/n3ty/z5M3/5PsZ8yKe+aPRL/O7V2/FF+dj3lvT2bpiEyddfz6bFq3hx8/mMfiyoRxydC/Ky8opzt3J/258tuL513/1BA2bJBGXEE+PoQN49dJHQmbIibhyP5n3PUOHFx8ITFu5+1i+bgTFiwLHcsvfDafpyYNxZeWU5+az+dboHsv+cj9vjn6Ra169E1+cj5lvTSNjxUbOuv4C1i1axaLP5vKr20fQsFEiVz59AwDbN23j2T+Mxfkd/3vwNa57YzSYsX7xar4e/1lU80t0mXPVnyBhZic55z43s19V9bhz7n9hvIbOwBARqSeWdTsj1hHqJLFR7GZC+amuy2kY6wh11sfXPNYR6uSihOqH99RX/yptEusIdfb02rdiN4akFlNSL6yX9eWpWW/GZJ/V1kN/HPA5cDaBwtz2+jecgl5ERERERCKktoI+38xuABazp5AH9bqLiIiISIzE8gTU+qi2gn7390PdgYHABwSK+rOB7yKYS0REREREwlBjQe+cuw/AzGYA/Zxz+cHle4GPIp5ORERERERqFNYsN0AqUPmawSXBdSIiIiIiUeWPdYB6JtyC/lXgOzN7L7h8LvByJAKJiIiIiEj4wp2H/kEz+xg4Nrjqcufc95GLJSIiIiIi4Qi3hx7n3DwgsleqEBERERGphYbchPLFOoCIiIiIiPx0KuhFRERERDws7CE3IiIiIiL1gS4sFUo99CIiIiIiHqaCXkRERETEwzTkRkREREQ8xa8RNyHUQy8iIiIi4mEq6EVEREREPExDbkRERETEU/ya5SaEeuhFRERERDxMBb2IiIiIiIdpyI2IiIiIeIqLdYB6Rj30IiIiIiIepoJeRERERMTDNORGRETqrXafPRfrCHX2wMDrYh2hzopLCmMdoW4SYh2g7s4qUh/q/uSPdYB6RgW9iMgvSI/lk2IdoU5Kt62OdQQRkXpPHxdFRERERKLEzIaZ2Y9mttLMbquh3flm5sxsQG3bVA+9iIiIiHiK37x5YSkziwOeAk4FNgKzzWyCc27pXu2aAtcB34azXfXQi4iIiIhExyBgpXNutXOuBBgPDK+i3f3A34DicDaqgl5EREREJDraARsqLW8MrqtgZv2ADs65j8LdqIbciIiIiIin1NcLS5nZKGBUpVXjnHPj6vB8H/A4MLIur6uCXkRERERkPwgW7zUV8JuADpWW2wfX7dYU6AV8YYHzBNKACWZ2jnNuTnUb1ZAbEREREZHomA10NbPOZtYA+C0wYfeDzrlc51wr51wn51wnYBZQYzEP6qEXEREREY/x6oWlnHNlZnYNMBmIA150zi0xszHAHOfchJq3UDUV9CIiIiIiUeKcmwRM2mvd6GranhDONjXkRkRERETEw9RDLyIiIiKe4vfmdaUiRj30IiIiIiIepoJeRERERMTDNORGRERERDzFj8bcVKYeehERERERD1NBLyIiIiLiYRpyIyIiIiKe4mIdoJ5RD72IiIiIiIepoBcRERER8TANuRERERERT9GFpUKph15ERERExMPUQy8iIgecr2bN4ZEnnqXc7+f8s4dx5aUXhDy+OTOLux/6Bzk7cmnerCmPjL6ZtDatWbZ8Ffc/9iQFOwvxxfkY9bvfcvopx0c8b5Pj+pF+zx/A52P7m1PY+uw7VbZrNuwoOj5zOyvPuZ6iRSuxhHjSH/wzjQ7vgnOOjPvGsfPbxRHPC9DshCM4aMwVmM/H1v9+RuZT/6uyXcszhtDl+VtZcvpNFC5cRfJ5x9H26nMrHk86tCNLht1I0ZK1Ucm9W+Nj+5N611VYnI8db00me9zbIY83/9UptLn1CsqytgGw/bUP2fH25KhmbHViH3o+cBkW52PDG5+z+l8TqmyXduYg+r14A18PvYPcBatpddzhdL/rInwN4vGXlLFszBtkf7UkqtklulTQi4jIAaW8vJwH/v4Uzz/xEGltWnHhlddx4jGDOaRzx4o2jz35AucMO5nhZ5zKt3Pn88SzL/PI6JtJTGzIQ3ffRMcO7diyNZsLrriWowf3p1nTJpEL7PORPuaPrLn0bsoysznkg8fJ++xbdq3cENqscRKtLj+bwu+XVaxr+duhAKw4/VriUprT+aV7WTn8BnARngPE56Pjg6NYftG9lGRk03PSWHZ8+h3FKzbulTmR1CvOomDejxXrct6bQc57MwBI6nEQXf59e9SLeXw+0u79E+tH3klp5jY6v/sE+Z/PomSvfZ730QyyxjwT3WwVGY3DHvk9313wIMWbszl68kNsmTyXguWbQprFNU6k0x9OZ/vcFRXrSnLymXPpo+zK2k6THu0ZNP4OPu/7p2j/BBHlj3WAekZDbkRE5ICy6IflHNQ+nQ7t2pKQkMDpJx/P51/OCmmzas16BvXvC8Cgfn2Y9uVMADod1J6OHdoB0KZ1CsktW7B9R25E8zbq05WSdRmUbsjClZaRO3EGzU4dvE+71BsuYeuz7+LfVVqxLrHrQeycuRCA8uxcyvN2ktS7S0TzAjQ+oiu71mawa30gc84HX9HytEH7tGt3y8VkPP0e/uLSKrYCyeceS86EryIddx9JvbtRsm4zpRsyobSMvI9m0PTkI6OeoyYt+nWhcE0mReu24ErLyXj/G1KHDdinXbfbLmDVkxNC9nHe4rXsytoOQMGyjfgSG+BroD7cA5kKehEROaBs2bqNtDatK5ZT27Riy9bskDbdux7MZ9O/BuCz6d+ws7CIHbl5IW0WLf2R0tIyOrRrG9G88WkplGZsq1guzcwmIS0lpE3iYYeQ0LY1+dPmhKwv+mENzU4ZBHE+EtqnknR4oF2kNUhLpmTznswlGftmbtTrYBq0bUXu1LnVbif57GPIef/LiOWsTnxaCmUh+3wb8akp+7RrdtrRdJ74FO3+dQfxaa2iGZHEtGSKN+85bos259AwLTk03+GdSEpPYetn31e7nbSzBpO3aA3+krKIZZXYq/HjmplNpIa5+51z5+z3RCIiIhF205+v5MHHn+aDSVPo3/dwUlun4PPt6ePaui2H28c8yoN33RiyPibMaHvXFWy86Yl9Htr+1hQSD+lAlwn/oHTTFgrnLoPyejAYwYwO91zOmuv/WW2Txkd0xV+0i6If10cxWPgKPv+WvA+/wJWU0eK3p5M+9kbW/+72WMfaw4xD7/sdC6+rfkhQk+7t6X73xcy+4KEoBosOXVgqVG3fvzwW/PdXQBrwenD5IiCruieZ2ShgFMBzzz3HqFGjfmZMERGR8LRp3YrMLVsrlrO2bKNN65S92qTwfw/fDUBhYRGfffFVxTj5gp07+dPNo/nLVZfRp9ehEc9blplNQts9vb8JaSmUZu7pmfU1SSKxW0cOHh8oyuJbt6Tj83ex7g8PULRoJRkPvFDR9uB3xrJrTegY60goycyhQfqezA3ahmaOa5JEUo+D6PHOAwAktG5B15fuYMXlD1G4cBUAycOPIeeD6PfOQ2Cfx4fs81aUZYV+i1O+I7/i/o63JtPmlt9HLR9AcWYOiel7jtuk9GR2ZeZULMc3SaRpj/YM/t9oABq2aU7/V29i7u8eI3fBahLbJtP/pRtZeM1TFK6rtmSTA0SNBb1zbjqAmf3dOVd54NZEM5tTzdNwzo0Dxu1e/NkpRUREwtSrRzfWb9zMxs2ZpLZO4eOp0xl7z60hbbYHZ7fx+Xw8/9qbnHdm4OTS0tJSrrv9fs4ZdjJDTzw2KnkLF66gYad0EtqnUpaVTfOzj2PDdY9VPO7PL+SH/pdULHf+70NkPvRiYJabxIZg4Ip20eSYvlBevs/JtJGwc/4KGnZuS4MObSjNzCF5+DGs+vM/Kh4vzy9k/uGXVSx3f/t+Ntz/ckUxjxnJZx3Nsl/dGfGsVSlatJwGwX1empVNszOPY9MNY0PaxLduSdnWwDj0picPpmRV5PdrZbnfr6LxwWkkHdSa4owc2p57FPOv/lfF42X5RXzWc0+H6eD/jWbZfa+Tu2A18c0aMeCNW1n2wH/YPnt5VHNLbIR7hkRjMzvYObcawMw6A40jF0tEROSniY+P447rr+aqG+6ivLyc884aSpeDO/Lk869yWI9unHjsEGZ/v5Annn0ZM6N/n17cdWNgBpBPPv+SufMXsyM3n/cnfQbAg3feQI9uh0QucLmfzfc8S+dX7wtMW/n2Z+xasZ42119C0aIV5H/2XfU/a0pzOr96H87vKMvMZsMNj0cu516Z19/1PN3/cw/4fGx7cyrFyzeQftNFFC5YyY4ps2t8etMhPSnJ2Mau9THqOS73k3nfM3R48YHAtJXvfErJyvW0um4ExYtWUPD5t7T83XCanjwYV1ZOeW4+m2+N0r4NcuV+ltz+EoPG3wFxPjb+dxoFP26k6y2/IXfBarZMrv7chI5XnEajzql0vfF8ut54PgDfXfgQJdvyqn2O1+jCUqHMhTG1lZkNI9DjvhowoCNwlXMunAlZ1UMvIiI/Sem21bGOUGfLBl4X6wh1VlzirRlQmjTaFesIdbYmr1msI9TZGVnj623Z/O/2I+plfXnFxtdjss/C+g12zn1iZl2BHsFVy5xz3vttEhERERE5wNTlI3lXoDuQCPQxM5xzr0YmloiIiIhI1erBXE71SlgFvZndA5wA9AQmAacDXwEq6EVEREREYijcyXV/DZwMZDrnLgf6AM0jlkpERERERMIS7pCbYuec38zKzKwZsAXoEMFcIiIiIiJV0pCbULUW9GZmwEIzawE8D8wFCoCZkY0mIiIiIiK1qbWgd845MxvknNsBPGtmnwDNnHMLI55ORERERERqFO6Qm3lmNtA5N9s5tzaSgUREREREauLq7Qz5sRFuQT8YuMTM1gE7CVxcyjnnekcsmYiIiIiI1Crcgv60iKYQEREREZGfJNwrxa6LdBARERERkXBolptQ4c5DLyIiIiIi9ZAKehERERERDwt3DL2IiIiISL2gITeh1EMvIiIiIuJhKuhFRERERDxMQ25ERERExFNcrAPUM+qhFxERERHxMBX0IiIiIiIepiE3IiIiIuIpfot1gvpFPfQiIiIiIh6mgl5ERERExMM05EZEREREPEUXlgqlgl5EROqthFYHxzpCnRXuSoh1hDrz2hSATZOLYx2hzjpp0LdEkIbciIiIiIh4mHroRURERMRTNOQmlHroRUREREQ8TAW9iIiIiIiHaciNiIiIiHiK107kjjT10IuIiIiIeJgKehERERERD9OQGxERERHxFE3rH0o99CIiIiIiHqaCXkRERETEwzTkRkREREQ8RReWCqUeehERERERD1NBLyIiIiLiYRpyIyIiIiKeogtLhVIPvYiIiIiIh6mgFxERERHxMA25ERERERFP8WvQTQj10IuIiIiIeJgKehERERERD9OQGxERERHxFF1YKpR66EVEREREPEwFvYiIiIiIh2nIjYiISIw1P+EIOt7/e8znY8t/PyPjyfeqbNfyjCF0e+EWFg+7mZ0LV5Fy3nG0/dPwiscbHdqRxafdROGStVHJ3KlS5s3VZE4OZl4UzLw7Z+e//ZG4pkngdyw64xbcrtKIZ244ZCAtbrgG8/nYOWES+a/+N+TxRmeeRvNrr6J86zYACt5+n8IJkyoet8aNSB3/EsXTv2bHY/+MeN69NT6uP2l3j8LifGx/81Oyn3s75PHm559C6q2/pywrG4Cc1yay461Po54zGjTHTSgV9CIiIrHk89HpoT+w7Lf3UZKRzWGTxrJj8myKVmwMbdY4kbQrz6Rg7vKKddnvzSD7vRkAJPU4iG4v3haVYh6fj84P/YEfgpl7TRrL9hoy51fKTJyPQ/51Hav+8k8Kl64lvmUTXGl5VDK3vPk6tl57M+VbttLm5Wco+vIbytasC2lW9NkX1Rbrza66nJLvF0Y+a1V8PtreezXrLruL0sxtHPzeP8ifOouSlRtCmuV9NIPM+56NTUaJmVqH3JhZzyrWnRCJMCIiIr80TY7oQvHaDHatz8KVlpHzwVe0PG3QPu3a33IxGU+9j39XSZXbSTn3WLI/+CrScYF9M2dXk7nDLRez+an3cZUytzi+L4U/rKNw6VoAyrYXgD/ypzg26NmDso2bKN+cAWVlFE35nKTjjgr7+Qk9uhKX3JLib+dEMGX1kvp0o2TdZko3ZEJpGbkfzqDpKUNikkXqn3DG0L9lZrdaQJKZ/Qt4ONLBREREfgkapKVQsjm7YrkkI5uEtskhbRodfjAN01PYMXVutdtJOedost+PTkFfVeYGVWRuUEXmxIPTwTl6/OduDp/8GG3/dG40IhPXphXlWVsqlsu3bCOudet92iWdeCxtXn+e5IfvIa5N8HEzWvzlanL/Gbue7/jUFEoztlUsl2VuIyE1ZZ92TYcdzcEfPUn7J28nvm2raEaMKn89vcVKOAX9YKAD8A0wG9gMHF3TE8xslJnNMbM548aN+/kpRUREfqnM6HjPSNbd93K1TRof0RV/0S6KflwfvVw1MaPTPSNZX0Vmi4+j6aBDWXnNEyw59w6Shw2m2TGHRz9jFYq/nEnGuRezZcQf2PXdXFrecxsAjc8fTtE331K+ZVstW4itgqnfsvL4y1l95jUUfP097R69IdaRJErCGUNfChQBSUAisMY5V+OHEOfcOGB3Ja/zFkRERKpRkplNg/Q9Pa0N2qZQmpFTsRzXJImkHgfR8937AUho3YJuL9/O8pEPV5xkmjL8mKj1zleXuaSWzN1fvp0fRz5MScY28mctpSwnH4Adn8+j8eEHk/fVoohmLt+yjbjUNnsytmlF+datIW38eXkV93d+MInm14wCoOHhPWnQ93CanD8ca5SEJcTjLywi7+nnI5q5srKsbBIq9bjHp7WiNCs7pE35jvyK+zve/JTUW38ftXwSW+EU9LOBD4CBQCvgWTM73zn3m4gmExER+QUomL+SxM5tadihDSWZOSQPP4ZVf/5HxePl+YXM6zWyYvnQd8awfswrFcU8ZqScfRRLz7srZplThh/Dyr0yz62Uuec7Y1gXzFy8LpP0P52HL6kB/pIymh3Zk4xxH0Y8c8kPy4jv0I64tmmUb91G0qknkXP3gyFtfCnJ+LMDH0wSjz2K0rWBbzxy7nmook2jM0+jwaHdo1rMAxQtXE6DTu1IaJ9KaVY2zc86jk3XPxrSJr51S8q2bgeg6SmD2bXXCbMHEr/FOkH9Ek5Bf4VzbvcZIBnAcDO7NIKZREREfjnK/ay98wW6/2c0Fudj6/ipFC3fQLubf8vOBavY8ensGp/edEhPSjZns2t9VpQCU5G5RzDzlmDm9sHM22vIXJ67k4znJtBr0lhwsOPzuTWeG7A/M+947F+0+uffMF8cOyd+TNmatTQbNZKSH5ZT/OU3NLnwVyQdexSuvBx/Xh7bx/wt8rnCVe4n875nOOjl+zGfjx3vTGHXivW0/usIihatoGDqtyRfdg5NTh4M5eWU5xaw+ZZ/1L5dOSCYc+GNiDGzNgSG3ADgnAt3oJ6G3IiIyC/Gt+m/inWEOvPaH+r2HXbEOkKd5W1LinWEOuu56qN62w8+utMl9fKwHbP2jZjss3CmrTzbzFYAa4DpwFrg4wjnEhERERGpkh9XL2/hMLNhZvajma00s9uqePyPZrbIzOab2VdVTSG/t3BmuXkAGAIsd851Bk4GZoWVWEREREREADCzOOAp4HSgJ3BRFQX7f5xzhzvn+gJjgcdr2244BX2pcy4b8JmZzzk3DRhQp/QiIiIiIvuJq6e3MAwCVjrnVjvnSoDxwPCQn825vEqLjcPZdDgnxe4wsybADOANM9sCFISXWUREREREgtoBlacf2kjgmk8hzOzPwA1AA+Ck2jYaTg/9AqAQuB74BFgFLAvjeSIiIiIivxiVL64avI36Kdtxzj3lnDsEuBWodU7acHroTwxeSMoPvBIMu/CnhBMRERER+blqvMJpDO11cdWqbAI6VFpuH1xXnfHAM7W9brU99GZ2tZktAnqY2cJKtzWACnoRERERkbqZDXQ1s85m1gD4LTChcgMz61pp8UxgRW0bramH/j8Epqd8GKg8pU6+cy6n6qeIiIiIiEhVnHNlZnYNMBmIA150zi0xszHAHOfcBOAaMzsFKAW2A5fVtt1qC3rnXC6QC1y0P34AEREREZH9Idw53+sj59wkYNJe60ZXun9dXbcZzkmxIiIiIiJST6mgFxERERHxsHBmuRERERERqTe8O+AmMtRDLyIiIiLiYSroRUREREQ8TENuRERERMRT6uuFpWJFPfQiIiIiIh6mgl5ERERExMM05EZEREREPMXLF5aKBPXQi4iIiIh4mAp6EREREREP05AbEREREfEUDbgJpR56EREREREPUw+9iIjIL9yY+OJYR6iTMzanxzpCnZ3aODvWEeQApoJeRERkPxq8+X+xjlB3B50R6wQidaILS4XSkBsREREREQ9TQS8iIiIi4mEaciMiIiIinuI0z00I9dCLiIiIiHiYCnoREREREQ/TkBsRERER8RTNchNKPfQiIiIiIh6mgl5ERERExMM05EZEREREPMWvWW5CqIdeRERERMTDVNCLiIiIiHiYhtyIiIiIiKdowE0o9dCLiIiIiHiYCnoREREREQ/TkBsRERER8RTNchNKPfQiIiIiIh6mgl5ERERExMM05EZEREREPMUf6wD1jHroRUREREQ8TAW9iIiIiIiHaciNiIiIiHiK0yw3IVTQi4iISJ31P74/V917Fb44H5PHT+btp98OebzXoF6MumcUnQ/tzCPXPMLXk76ueOzy2y9n4EkDARj/z/HMmDgjKpkPOqE3x957KRbnY+l/v2De0xNDHj9sxEn0vuxU/OV+SncWM+22f7N9xWaatm/FJdPGsn1VBgBZ81byxR0vRTxvo2P6k3rnH8HnI/edT8h5PnQfNzvvFFrffCVlWdsA2PHGRHLfmQxA++fvJ7FPD4rmLWHTH++NeFaJLRX0IiIiUic+n48/PfAn7rzkTrZlbOOJiU8wa8osNqzYUNFmy+YtPH7j45x/1fkhzx140kC69OrCNcOuIaFBAn9762/MnjabooKiiGY2n3H8A5fxwcWPUJCRwwUfjmHNlLlsX7G5os3y92ey5PXPAeh0aj+OGT2CiZeOBSB3XRZvDrszohlD+Hykjv4zG39/B6VZ2+j49v9R8Pm3lKxaH9Is/+PpbLn/mX2envPvd7GkhrS48PRoJZYY0hh6ERERqZNufbuxee1mMtdnUlZaxoyJMzhy6JEhbbZs3MLaZWvx+0PnIzmo60Es/nYx/nI/u4p2seaHNQw4YUDEM6f2PYTctVnkrd+Kv7ScFRNmcfDQ/iFtSit9qEho1BBc7IZ1JPbuRun6zZRuzITSMvInTafJyUPCfn7hrPn4dxZGMGFs+evpLVbCLujN7Bwzeyx4OzuSoURERKT+SklLYdvmbRXL2zK2kZKaEtZzVy9dTf8T+tMwsSHNWjaj91G9adW2VaSiVmic1pL8zTkVywUZOTROa7lPu8MvO4VLv/o7R93xW2aMfrVifbMOrbnw4wc47+07aTuoe8Tzxqe2ojRja8VyWeY24qvYx01PPYZOHzxN+v/dSXxa5Pej1E9hDbkxs4eBQcAbwVV/MbMjnXN3RCyZiIiIHHC+//J7uvXpxmPvPUZeTh7L5i7bpxc/lha98hmLXvmMbuceycC/nMtnNzzHzi07eGXwXyneUUDrwztxxgvX85+Tbwvp0Y+Fgmnfkv/hdFxpKc0vPJ20R25k48jbY5pJYiPcHvozgVOdcy86514EhgFnVdfYzEaZ2RwzmzNu3Lj9kVNERETqiezMbFql7+kNbtW2FdlZ2WE//80n3+Ta06/lzkvuxMzYtHpTJGKG2Jm5nabpyRXLTdomszNze7Xtl38wi86nBYbk+EvKKN5RAMDWRWvJW7eFlgenRTRvWdY2Etq2rliOT2tF2V772L8jH1daCkDu25NJPKxrRDPVJ66e/hcrdRlD36LS/eY1NXTOjXPODXDODRg1atRPCiYiIiL10/IFy0nvnE5qh1TiE+I57uzjmDVlVljP9fl8NG3RFIBOPTrR6dBOzJsxL5JxAchasJrmndJo2qE1voQ4up4zhDVTQl+3eafUivudTu5L7tpMABKTm2I+A6DZQa1p3jmV3PVbIpq3eNFyEjqmk9AuFRLiaXrG8RR8HrqP41rvGTLU5KQhlKzasPdm5Bci3FluHga+N7NpgAHHAbdFLJWIiIjUW/5yP8/c/QwPvPYAvjgfn775KeuXr2fEDSNYsWgF3075lq69u3L383fTpHkTBp8ymBE3jODqU64mLiGOR999FIDC/EIeu+4x/OWRH3Ljyv3MuPsVhr9+S2Dayjenk7N8E4NuPJ8tC9ewdso8eo8cSvtjDsNfVs6u3J18dv1zALQb3INBN56Pv6wc53d8cftL7NqxM7KBy/1suf8Z2v/7AfDFkfvup5SsXE/KtZdSvHg5O6d9S8tLh9PkxCG48nL8uflk3v73iqd3eP1RGhzcAV+jRA7+4jUy7/oHhV9F/oOTxIa5MM/gNrO2wMDg4nfOucwwX0Mz/4uIiNRjZxx0Rqwj1MkZLrn2RvXMqY3DH5JUX3Rf9rHFOkN1Lut0fr2sL19Z+25M9lmNQ27MrEfw335AW2Bj8JYeXCciIiIiIjFU25CbG4BRwN+reMwBJ+33RCIiIiIiErYaC3rn3O4zWk93zhVXfszMEiOWSkRERESkGv4YXvSrPgp3lptvwlwnIiIiIiJRVGMPvZmlAe2AJDM7gsAMNwDNgEYRziYiIiIiIrWobQz9acBIoD3weKX1+YCuEisiIiIiUacBN6FqG0P/CvCKmZ3vnHs3SplERERERCRMYV1Yyjn3rpmdCRwGJFZaPyZSwUREREREpHZhFfRm9iyBMfMnAi8Avwa+i2AuEREREZEq+TXoJkS4s9wc5Zz7HbDdOXcfcCTQLXKxREREREQkHOEW9LvnoC80s3SglMCVY0VEREREJIbCGnIDTDSzFsCjwDwCJxc/H6lQIiIiIiLVcRpyE6LWgt7MfMBU59wO4F0z+xBIdM7lRjqciIiIiIjUrNYhN845P/BUpeVdKuZFREREROqHcMfQTzWz883Mam8qIiIiIhI5/np6i5VwC/qrgLeBXWaWZ2b5ZpYXwVwiIiIiIhKGcC8s1TTSQUREREREpO7C6qE3s6nhrBMRERERiTQ/rl7eYqXGHnozSyRwhdhWZtYS2D2GvhnQLsLZRERERESkFrUNubkK+CuQDsyttD4feDJCmUREREREJEw1FvTOuf8D/s/MrgUaAMcQuKjUl8ALkY8nIiIiIhJKF5YKFe6VYo8DcoF/BpcvBl4FLohEKBERERERCU+4Bf1hzrmelZanmdnSSAQSERERqUnL8lgnqLtpO1NiHaHOusc6gIQt3IJ+npkNcc7NAjCzwcCcyMUSERGRaJm0flKsI9TJG+kjYh1BYiyWF3Gqj8It6PsD35jZ+uDyQcCPZrYIcM653hFJJyIiIiIiNQq3oB8W0RQiIiIiIvKThHul2HWRDiIiIiIiEg7nNMtNZWFdKVZEREREROonFfQiIiIiIh4W7hh6EREREZF6wa8LS4VQD72IiIiIiIepoBcRERERiRIzG2ZmP5rZSjO7rYrHbzCzpWa20MymmlnH2rapgl5EREREPMVfT2+1MbM44CngdKAncJGZ9dyr2ffAgOB1nt4Bxta2XRX0IiIiIiLRMQhY6Zxb7ZwrAcYDwys3cM5Nc84VBhdnAe1r26gKehERERGR6GgHbKi0vDG4rjpXAB/XtlHNciMiIiIinuLq6Sw3ZjYKGFVp1Tjn3LifuK0RwADg+NraqqAXEREREdkPgsV7TQX8JqBDpeX2wXUhzOwU4E7geOfcrtpeV0NuRERERESiYzbQ1cw6m1kD4LfAhMoNzOwI4DngHOfclnA2qh56EREREfEUr15YyjlXZmbXAJOBOOBF59wSMxsDzHHOTQAeBZoAb5sZwHrn3Dk1bVcFvYiIiIhIlDjnJgGT9lo3utL9U+q6TQ25ERERERHxMPXQi4iIiIinOOfNITeRoh56EREREREPU0EvIiIiIuJhGnIjIiIiIp7ij3WAekYFvYiIiPwitD2hNwPuvxTz+Vj53y9Y+uTEkMe7XnoS3Uaeit/vp2xnMd/e/G/yVmzGlxDHoLFXkNK7M87vZ87o19ky84eI5+1wQm+OvvdSLM7HD//9gvlPh+btOeIkDrvsVFy5n9Kdxcy47d9sX7EZgOQeHTjukd/ToEkSzjn+d9ZoyneVRjyzxIYKehERETngmc8Y+NBlfP7bRyjMyGHYpDFsnDyXvGABDLDmvZmseO1zANoN7Uf/e0cw7ZKxdLnkRAA+Ovl2GqY048Q3buaT00dDBE/MNJ9xzAOX8eHFj7AzI4dffTiGdVPmVhTsACven8nS1wN5O57ajyNHj2DSpWOxOB8n//NqPr/uWbJ/WE/DFk3wl5ZFLKvEnsbQi4iIyAEv5YhDyF+bRcH6rfhLy1n3wSw6nNY/pE1ZQVHF/fhGDSsK9ubd2pH11RIAdmXnUZpbSEqfzhHN26bvIeStzSI/mHfVhFl0Ghqat7RS3oRKeTscdzjZP2wg+4f1gcw7CnD+A2tWGFdP/4uVsHrozSzZOZez17rOzrk1kYklIiIisv8kpbWkcPOeUqYwI4eUfofs067byFPoMep0fA3imfqbhwDYvmQ97Yb2Y+37M2mUnkJy7040Sk8he/7qiOVtnNaSgkp5CzJySD1i37yHXXYKvf9wOnEJ8Uy8MJC3+cFp4Bxnvn4LicnNWDVhJvOf/ShiWSX2wu2hn2hmzXYvmFlPYGIN7UVEREQ8Z/nLnzHhqBuZ/+B4el13LgCrxk8PDNP55H76jxnB1jkrcP76cVrmklc+47/H3Mish8fT7y/nAuCLjyNtYDemXvs0H/xqDJ2GDaDd0YfFNqhEVLgF/UMEivomZtYfeBsYUV1jMxtlZnPMbM64ceP2R04RERGRn6woczuN0pMrlhu1TaYoY3u17de+P4v2wwJDXFy5n3n3vsHHp97JjMv/QYPmjchblRHRvDszt9OkUt4mbZPZmVl93pUfzKJTcAhRQUYOGd/+SPH2AsqKS1g/bQGtenWKaN5o8+Pq5S1WwironXMfAf8APgVeBs5zzs2vof0459wA59yAUaNG7Y+cIiIiIj9Z9vzVNO2cRuMOrfElxNFx+BA2fjovpE3TzqkV99ud0pf8NZkAxCU1IC6pIQBpx/XClflDTqaNhC0LVtO8UxpNg3kPOWcIa6eE5m3eaU/ejif3JXdtIO+G6QtJ7tGB+MQGWJyP9ME92L5iU0TzSmzVOIbezP4FIR83mgOrgGvMDOfcXyIZTkRERGR/cOV+5tz5Cif95xYszseq8dPJXb6J3jefT/aCNWz6dB7dLh9K2rGH4S8rp2THTmZe9xwAiSnNOOm/t+L8fgozt/PNtc9EJe9Xd7/Cma8H8v745nS2L9/EgBvPZ+vCNaybMo9eI4fS7phA3l25O5l2fSBvSW4hC5//mF99OAZwrP98Aes/nx/xzBI75mqYcsnMLqvpyc65V8J4jQPrtGoRERGJqTfSqx31W2/lx8U6Qd39ccPrFusM1Tm5/dB6WV9O3fhpTPZZjT30uwt2M2sMFDvnyoPLcUDDyMcTEREREZGahHtS7FQgqdJyEvDZ/o8jIiIiIlKzWJ/86smTYoFE51zB7oXg/UaRiSQiIiIiIuEKt6DfaWb9di8Ep64sqqG9iIiIiIhEQVhXigX+CrxtZpsBA9KACyMVSkRERESkOk5zroQIq6B3zs02sx5A9+CqH51zpZGLJSIiIiIi4Qi3hx4CxXxPIBHoF5yH/tXIxBIRERERkXCEVdCb2T3ACQQK+knA6cBXgAp6EREREYkqfw3XUfolCvek2F8DJwOZzrnLgT4ErhorIiIiIiIxFG5BX+Sc8wNlZtYM2AJ0iFwsEREREREJR7hj6OeYWQvgeWAuUADMjFQoEREREZHqaMBNqHBnuflT8O6zZvYJ0Mw5tzBysUREREREJBw1FvSVLyZV1WPOuXn7P5KIiIiIiISrth76v1e6X/nbDQsun7TfE4mIiIiI1MCvQTchaizonXMnAphZEvAn4BgChfyXwDMRTyciIiIiIjUK96TYV4A84J/B5YsJzEF/QSRCiYiIiIhIeMIt6Hs553pWWp5mZksjEUhEREREpCYachMq3Hno55nZkN0LZjYYmBOZSCIiIiIiEq7aZrlZRGDMfALwjZmtDy53BJZFPp6IiIiIiNSktiE3Z0UlhYiIiIhImJzTkJvKapvlZl20goiIiIiISN2FO4ZeRERERETqoXBnuRERERERqRc0y00oFfQiIiIiEXbZA+1jHUEOYCroRURExFMu2fx6rCPUWdErt8U6ghzAVNCLiIiIiKc4DbkJoZNiRUREREQ8TAW9iIiIiIiHaciNiIiIiHiKLiwVSj30IiIiIiIepoJeRERERMTDNORGRERERDxFF5YKpR56EREREREPU0EvIiIiIuJhGnIjIiIiIp6iWW5CqYdeRERERMTDVNCLiIiIiHiYhtyIiIiIiKdolptQ6qEXEREREfEwFfQiIiIiIh6mITciIiIi4ilOQ25CqIdeRERERMTDVNCLiIiIiHiYhtyIiIiIiKf4dWGpEOqhFxERERHxMBX0IiIiIiIepiE3IiIiIvXQ16uyGDtlIX7nOK9PR35/VPeQxx+dspDZ67YBUFxWRs7OEr668ayKxwt2lfKrcZ9xYrd0bj+tT1SzR5pmuQmlgl5ERESknin3Ox6evIBnLzqa1GZJXPLSNI7v2pZDWjeraHPzqb0r7v939iqWZe0I2cZT03+gX4dW0YosMaQhNyIiIiL1zOLNOXRo2Zj2LRuTEOfjtJ7t+WJFRrXtP166kWGHdahYXpqxnZydxRx5cJtoxJUYC6ugN7PXwlknIiIiIj/flvxi0polVSynNk1iS35xlW035xayecdOBnVsDQRmgPn71MXccPLhUckaC37n6uUtVsLtoT+s8oKZxQH9q2tsZqPMbI6ZzRk3btzPySciIiIiNZi8dCOn9GhHnM8AeGvuao45JJXUSh8I5MBW4xh6M7sduANIMrO83auBEqDaSt05N67S4zprQURERKQO2jRNJDOvqGI5K7+INk0Tq2z7ydKNISe9LtiUw/cbsnlr3hqKSsooLffTqEEc153YK+K5JTZqLOidcw8DD5vZw86526OUSUREROQX7bD0lqzfXsCmHTtp0zSJyUs38tDwgfu0W7Mtn7ziUvq0S65Y93Cldh8sXMfSjB0HXDGvWW5ChTXLjXPudjNrCXQFEiutnxGpYCIiIiK/VPE+H7cN7cPV47/G74fhfTrSpXUznp6+lJ5tW3JCt7ZAoHd+WM92mFmME0ssmQtjAL+ZXQlcB7QH5gNDgJnOuZPCeA19hBIREZFftKJXbot1hDpLuuyRevspoUebgfWyvly2ZXZM9lm489BfBwwEZjnnTjSzHsBDkYslIiIiIlK1WM4oUx+FO8tNsXOuGMDMGjrnlgHda3mOiIiIiIhEWLg99BvNrAXwPjDFzLYD6yIVSkREREREwhPuSbHnBe/ea2bTgObAxxFLJSIiIiJSDc1yE6rOV4p1zk13zk0AXoxYKhERERERCUtErhQrIiIiIiLREZErxYqIiIiIRIpmuQlVYw+9c+5h51xT4FHnXLPgralzLkVXjhURERERqRszG2ZmP5rZSjPb5wIFZnacmc0zszIz+3U42wx3yM2HZtY4+CIjzOxxM+tYh+wiIiIiIr9owWHrTwGnAz2Bi8ys517N1gMjgf+Eu91wC/pngEIz6wPcCKwCXg33RURERERE9hdXT/8LwyBgpXNutXOuBBgPDA/52Zxb65xbCPjD3R/hFvRlzjkXfMEnnXNPAU3DfREREREREaEdsKHS8sbgup8l3II+P3iC7AjgIzPzAQk/98VFRERERA4UZjbKzOZUuo2KxuuGe6XYC4GLgSucc5lmdhDwaORiiYiIiIhUzbmwR6NElXNuHDXPBLkJ6FBpuX1w3c8S7pViM4HHKy2vR2PoRURERETqYjbQ1cw6Eyjkf0ug0/xnqXHIjZnlm1leFbf8SvPSi4iIiIhILZxzZcA1wGTgB+At59wSMxtjZucAmNlAM9sI/AZ4zsyW1LbdGnvog3PQi4iIiIjUG/7wZpSpl5xzk4BJe60bXen+bAJDccIW7kmxIiIiIiJSD6mgFxERERHxsHBnuRERERERqRcCl0eS3dRDLyIiIiLiYSroRUREREQ8TENuRERERMRTvDzLTSSoh15ERERExMMsCicV6COUiIiIiPdYrANUp31yr3pZX27MWRyTfaYhNyIiIiLiKZrlJpSG3IiIiIiIeJgKehERERERD9OQGxERERHxFL+G3IRQD72IiIiIiIepoBcRERER8TANuRERERERT3GaFT2EeuhFRERERDxMBb2IiIiIiIdpyI2IiIiIeIouLBVKPfQiIiIiIh6mgl5ERERExMM05EZEREREPMWvWW5CqIdeRERERMTDVNCLiIiIiHiYhtyIiIiIiKdolptQ6qEXEREREfEwFfQiIiIiIh6mITciIiIi4il+DbkJoR56EREREREPU0EvIiIiIuJhGnIjIiIiIp6iWW5CqYdeRERERMTDVNCLiIiIiHhYWENuzOyfwHjn3DcRziMiIiIiUiM/GnJTWbg99HOBu8xslZk9ZmYDIhlKRERERETCE1ZB75x7xTl3BjAQ+BH4m5mtqK69mY0yszlmNmfcuHH7KaqIiIiIiOytrrPcdAF6AB2BH6pr5JwbB+yu5PWdiIiIiIjsN5rlJlRYPfRmNjbYIz8GWAwMcM6dHdFkIiIiIiJSq3B76FcBRzrntkUyjIiIiIiI1I3V9JWFmfWr6cnOuXlhvIa+ExERERHxHot1gOo0adS5XtaXBYVrYrLPauuh/3vw30RgALCAwP/c3sAc4MjIRRMRERERkdrUWNA7504EMLP/Af2cc4uCy72AeyOeTkRERERkL04DQEKEOw99993FPIBzbjFwaGQiiYiIiIhIuMI9KXahmb0AvB5cvgRYGJlIIiIiIiISrhpPiq1oZJYIXA0cF1w1A3jGOVccxmvoOxERERER76m3J8UmJXWsl/VlUdG6mOyzsAp6ADNLAg5yzv1Yx9eolztcRERERGqkgr6OYlXQh3thqXOA+cAnweW+ZjYhgrlERERERCQM4Y6hvwcYBHwB4Jybb2adIxVKRERERKQ64Y4w+aUId5abUudc7l7rtCdFRERERGIs3B76JWZ2MRBnZl2BvwDfRC6WiIiIiIiEI9we+muBw4BdwH+AXOC6SIUSEREREamOq6f/xUq4BX3P4C0eSASGA7MjFUpERERERMIT7pCbN4CbgMWAP3JxRERERESkLsIt6Lc65yZGNImIiIiISBg0y02osKetNLMXgKkExtED4Jz7X0RSiYiIiIhIWMIt6C8HegAJ7Bly4wAV9CIiIiIiMRRuQT/QOdc9oklERERERMKgITehwp3l5hsz6xnRJCIiIiIiUmfh9tAPAeab2RoCY+gNcM653hFLJiIiIiIitQq3oB8W0RQiIiIiImHSgJtQYRX0zrl1kQ4iIiIiIiJ1F+4YehERERERqYfMy2cJm9ko59y4WOcIl9fygvcyey0vKHM0eC0vKHM0eC0vKHM0eC0veDOz7F9e76EfFesAdeS1vOC9zF7LC8ocDV7LC8ocDV7LC8ocDV7LC97MLPuR1wt6EREREZFfNBX0IiIiIiIe5vWC3mvjxbyWF7yX2Wt5QZmjwWt5QZmjwWt5QZmjwWt5wZuZZT/y9EmxIiIiIiK/dF7voRcRERER+UXzZEFvZueY2W2xzuE1ZvZNHdufYGYfRirPz2FmL5vZr2OdQ2R/MrN7zewmMxtjZqfEOs/+EOv3ETNrYWZ/itXrh8vM/mpmjX7C80aaWXql5RfMrOf+TRfyep3MbHEV678wswE/YXsjzezJ/ZOu1tcqqOXxO8LcTljt6oOf+v9FvMdzBb2ZxTvnJjjnHol1Fq9xzh0V6wziXRbgufcML3LOjXbOfRbrHDXx0PHQAqj3BT3wV6DKgt7M4mp43kigoqB3zl3pnFu6X5P9coRbqHumoJdfjnr5ZmxmvzOzhWa2wMxeC/bGPmtm3wJjK3+iDz72jJnNMrPVwd6gF83sBzN7OYY/wx/NbH7wtsbMpplZgZk9GPy5ZplZapQzFQT/PSH4qf0dM1tmZm+YmQUfGxZcNw/4VaXn3mtmN1VaXhzsqWlsZh8Ff6bFZnZhhLKHHBPB1ceZ2TfB/++/DrZrYmZTzWyemS0ys+HB9VHJWU32TsHj8XkzW2Jmn5pZkpn1DR4HC83sPTNraWYdzWyFmbUyM5+ZfWlmQ6OVtZrsP5rZq0ABsCr4O7c8eNycYmZfBzMPilXOYNb3zWxucB+PCq67Ipj1u+D+3/2+0drM3jWz2cHb0THMfWcw41dA9+C6im+gzOwRM1saPE4ei1XOYJbKx8Ni4N9mNie4z++r1K7K95EYeQQ4JPhe/I9q3h8GBvdvYvC9YomZ9YpEmOA+3P2++0PwffgvBIryaWY2LdiuwMz+bmYLgCPNbHTwWF1sZuMs4NfAAOCN4M+XZJV6ZM3souDPudjM/rYff4z4vfKHfBCxwN/kqo6LgcH37AXB38mmez3vTDObaWat9mPWfZhZWzObEdxni83sWDN7BEgKrnsj2K6q95R92kUg3+5jpNr32uBx+mJwP35f6VhOMrPxwf837wFJwfV/NLNHK71G1L4ZkShxztWrG3AYsBxoFVxOBl4GPgTigutGAk8G778MjAcMGA7kAYcT+LAyF+gb458nAfgSOBtwwNnB9WOBu6KcpSD47wlALtA+uJ9mAscAicAGoGtwf74FfBh8zr3ATZW2tRjoBJwPPF9pffMoHhNvB/P3BFYGH4sHmgXvtwJWBn+WiOesIX8noGz3sRjcryOAhcDxwXVjgCeC968M/mw3A8/F+PjtBPiBIZV+jsq/Xy9W+t17P8ZZk4P/JgWPz3bA2uDxsvv3cPf7xn+AY4L3DwJ+iFHm/sAiAj2zzYLH603B4/vXQArwI3smMGhRX46HvfZ5HPAF0Lum95EYZl4cvF/l+0Nw+QHgMeAp4PYI53HA0cHlF4P/z9cSfI8LrnfABXsf38H7r7Hnb8kXwIBKj31BoMhPB9YDrYM/9+fAuRHMX5GjmuOiAbAaGBh8rFkw10jgSeC84O9oywju+91/A28E7qyUsWnlx/fe5+x5T0mpql2EjpEa32uBh4ARwfYtCPyNbAzcALwYXN87uJ0BweNgZaXX+Jjge6BuB8atPvbQnwS87ZzbBuCcywmuf9s5V17Ncya6wBG6CMhyzi1yzvmBJQR+MWLp/4DPnXMTgRICH0wg8AvaKVahgO+ccxuD+2l+MEsPYI1zbkVwf74exnYWAaea2d/M7FjnXG4EslZ3TLzvnPO7wNfLu7/tMOAhM1sIfEagqEuNUs6arHHOzQ/enwscQqA4mx5c9wpwHIBz7gUCf+z+SOAPZaytc87NCt5fs9fv19RKv3udYhUw6C/B3sxZQAfgUmC6cy7HOVdK4EPSbqcAT5rZfGAC0MzMmkQ7MHAs8J5zrtA5lxfMUlkuUEygJ/xXQGG0A1ah8vFwQbAX/nsCH7x78tPeR6KluvcHCHyoPpVA8TM2wjk2OOe+Dt5/nUCHyt7KgXcrLZ9oZt+a2SIC74mH1fIaA4EvnHNbnXNlwBsE32P2g9ryV3VcdAcynHOzAZxzecFcEPh5bgXOdM5t308ZazIbuNzM7gUOd87lV9Nu7/eUrlHItltt77VDgduC72FfEPggfRCB/8evAzjnFhLoOMI5txVYbWZDzCyFwO/p18gBoz4W9NXZWcNju4L/+ivd370cH7FEtTCzkUBHYPdXjqXBX0gIvFnHLBuh+ymcLGWEHi+JAM655UA/Am8yD5jZ6P0ZshaVfwYL/nsJgZ6I/s65vkAWkBjjnLDv/m5RXcPg19ftg4uxKDL3Vvl3b+/fr8q/e7H8XTuBQJF+pHOuD4FCYlkNT/ER6GXuG7y1c87VeMJcLAQLnkHAO8BZwCexTQQEjwcz60zgA+fJzrnewEcE3xfqsSrfH4KPpRD4fWtK5H+OveeLrmr+6OLdnVhmlgg8DfzaOXc48Dyx3dfV5v+Jx8UqAvu92/4MWR3n3AwChe8m4GUz+93ebap5T4nmPq/tvdaA8yu9hx3knPuhlm2OBy4g8I31e5XqETkA1MeC/nPgN8FPkJhZcozz/CRm1p/Am9qI4CdsL1gGdDKzQ4LLF1V6bC2Bghgz6wd0Dt5PBwqdc68Dj+5us5/V5ZhoDmxxzpWa2YkEPlBFK2dd5ALbzezY4PKlwO7e+r8R6E0bTeAPt9SuObDdOVdoZj0IDBFqDBxvgXMT4gn8EdvtU+Da3Qtm1jeaYSuZAZwbHPfalMDQvArBbw2aO+cmAdcDfWKQsTrNCBT3uRY4H+j04Pqa3kdiIZ9AsQjVvD8EPQfcTeB3b3+ON6/KQWZ2ZPD+xcBXe+Xc2+5CclvwmKg8w1d1z/uOwPHfygIn1V7EnveYn6uq/LtVd1z8CLQ1s4EAZtY0+HsJsI7A7+erZlbbNw8/m5l1JPBt/vPAC+z5e1BqZgnB+1W9p1BFu1iZDFxrVnH+2xHB9TMI/D/BAueB9K70nPcIDNm5iEBxLweQWPYQV8k5t8TMHgSmm1k5gU/FXnQNgbG704K/b3NiG6d2zrni4Ik/H5lZIYHxjLv/ULwL/M7MlgDfEhivB4Exfo+amR8oBa6OQK66HBNvABODX0vPYU8vbcRz/gSXAc8Ge+RXE/gK+HgCX5Uf7ZwrN7Pzzexy59xLMU1a/30C/NHMfiBQOMwi0Pv2EIHCJofAsbB7qNVfgKeCQy/iCfwR/GO0Qzvn5pnZm8ACYAuBoQCVNQU+CPbQGoHxsfWCc26Bme3+JmQDwa/va3kfiUXO7ODJhIsJ7N8ee78/BHtoS51z/wkWv9+Y2UnOuc8jFOtH4M9m9iKwFHiGwJDMT8xss3PuxL1+hh1m9jyBcdyZhB4nLxN4HykCjqz0nAwLTO88jcCx85Fz7oMI5j87+LrVHRclFpiM4F9mlgQUEegB3513mZldArxtZmc751btp6xVOQG42cxKCZzsv7uHfhywMDhc6Pfs+57C3u2cc5dEMGdN7geeCObwAWsIfIv3DPBSMPcPBIZ4AuCc2x5c39M59130I0sk6UqxInLAMrMmzrmCYE/gewROFnsv1rnkl8vMOhE4STgis+iIyC9TfRxyIyKyv9wbPGlsMYEerPdjmkZERCQC1EMvIiIiIuJh6qEXEREREfEwFfQiIiIiIh6mgl5ERERExMNU0IuIiIiIeJgKehERERERD1NBLyIiIiLiYf8Pe+RQkuY7hf8AAAAASUVORK5CYII=\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 = housing.corr().abs()\n",
+ "upper = corrMatrix.where(np.triu(np.ones(corrMatrix.shape), k=1).astype(np.bool))\n",
+ "\n",
+ "sns.heatmap(upper, annot=True);"
]
},
{
@@ -100,11 +722,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 97,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 404.000000\n",
+ "mean 22.312376\n",
+ "std 8.837019\n",
+ "min 5.000000\n",
+ "25% 17.100000\n",
+ "50% 21.400000\n",
+ "75% 25.000000\n",
+ "max 50.000000\n",
+ "Name: medv, dtype: float64"
+ ]
+ },
+ "execution_count": 97,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "housing['medv'].describe()"
]
},
{
@@ -126,7 +769,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 109,
"metadata": {},
"outputs": [],
"source": [
@@ -135,7 +778,11 @@
"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\n",
+ "\n"
]
},
{
@@ -148,13 +795,36 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 110,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "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": 116,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = housing.drop('medv', axis = 1)\n",
+ "y = housing['medv']\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size = 0.8, random_state = 123)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -173,13 +843,78 @@
"Lets build the different models. Set the max_depth parameter to 2, 4, 6, 8, and 10 respectively. "
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Try with TRAIN set"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 123,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "For 2 : 0.7714657418006683\n",
+ "For 4 : 0.9106586817159503\n",
+ "For 6 : 0.9526313601132389\n",
+ "For 8 : 0.9684629831841784\n",
+ "For 10 : 0.9740225929229804\n"
+ ]
+ }
+ ],
"source": [
- "# Five separate RFR here with the given max depths"
+ "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": [
+ "# Try with TEST set"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 124,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "For 2 : 0.7857991412705858\n",
+ "For 4 : 0.824293178079819\n",
+ "For 6 : 0.8517828348758374\n",
+ "For 8 : 0.8615348180164628\n",
+ "For 10 : 0.8613909528106314\n"
+ ]
+ }
+ ],
+ "source": [
+ "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)"
]
},
{
@@ -191,13 +926,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 126,
"metadata": {
"scrolled": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 126,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "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",
+ "\n",
+ "plt.bar(parameter, tree_scores_test)"
]
},
{
@@ -290,7 +1050,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.5"
}
},
"nbformat": 4,
diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb
index e0eafec..cfa9daa 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": [
@@ -55,11 +55,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here\n"
+ "from sklearn.svm import SVC\n",
+ "\n",
+ "classifiers = [SVC(gamma =0.001), SVC(gamma =1), SVC(gamma =20)]\n"
]
},
{
@@ -71,9 +73,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"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",
@@ -85,7 +98,8 @@
"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",
@@ -132,7 +146,8 @@
"metadata": {},
"outputs": [],
"source": [
- "# Your response here"
+ "# Your response here\n",
+ "\n"
]
},
{
@@ -144,11 +159,26 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.93"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "# Your code here"
+ "# Your code here\n",
+ "\n",
+ "SVC7 = SVC(gamma = 0.7)\n",
+ "SVC7.fit(X, y)\n",
+ "SVC7.score(X, y)"
]
},
{
@@ -158,13 +188,68 @@
"### Wow thats good accuracy! But is it generalizable? Make a test/train split and see how the model performs on the SVM with the gamma of 20. "
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "SVC(gamma=20)"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size = 0.8,\n",
+ " random_state = 123)\n",
+ "\n",
+ "SVC20 = SVC(gamma = 20)\n",
+ "SVC20.fit(X_train, y_train)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "SVC20_pred = SVC20.predict(X_test)"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "# Your code here"
+ "SVC20.score()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.95"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "SVC20.score(X_train, y_train)"
]
},
{
@@ -216,7 +301,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.2"
+ "version": "3.8.5"
}
},
"nbformat": 4,