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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.linear_model import LogisticRegression\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from sklearn.datasets import make_classification\n",
"import seaborn as sns\n",
"from sklearn import metrics as metrics\n",
"%matplotlib inline\n",
"df = pd.read_csv(\"validated_pairs.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Goal: Extend Sklearn Logistic Regression w/ Fisher Information for Active Learning\n",
"- coefficient p values, z scores and variance\n",
"- Fisher Information\n",
"- expected information gain for new sample or set of samples X\n",
"\n",
"### To do\n",
"- [ ] Show active learning spatial distribution (similar to D-optimal, E-optimal experimental design)\n",
"- [ ] Implement linear program for relaxed Optimal Experimental Design"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"import numpy as np\n",
"import scipy.stats as stat\n",
"\n",
"class LogisticReg(LogisticRegression):\n",
" \"\"\" Wrapper class for scikit-learn's Logistic Regression classifier.\n",
" \n",
" New Attributes:\n",
" --------------- \n",
" coef_sigma_: array, shape (1, n_features)\n",
" Expected Standard Deviation / confidence intervals of coefficients in\n",
" the decision function\n",
" \n",
" coef_z_scores_: array, shape (1, n_features)\n",
" Z-scores (z = beta/sigma_sigma) for the coefficients in decision function\n",
" \n",
" coef_p_values_: array, shape (1, n_features)\n",
" One-sided p-value estimates for coefficients\n",
" \n",
" F_ij_: array, shape(n_feature, n_features)\n",
" Fisher information matrix, represented as the hessian d/dx_i d/dx_j\n",
" of the log likelihood\n",
" \n",
" \n",
" Methods:\n",
" -------------\n",
" This class exposes an expected information gain for some new data\n",
" matrix of examples as well, through the following method:\n",
" \n",
" self.eig(X)\n",
" \n",
" The returned value is the difference in Fisher information between\n",
" prior (fitted values) and new values\n",
" \n",
" H(X_new + X_train) >= H(X_old)\n",
" \n",
" matrix (poster = prior + new_data X)\n",
" \"\"\"\n",
" \n",
" def __init__(self, penalty='l2', dual=False, tol=1e-4, C=1.0,\n",
" fit_intercept=True, intercept_scaling=1, class_weight=None,\n",
" random_state=None, solver='lbfgs', max_iter=100,\n",
" multi_class='ovr', verbose=0, warm_start=False, n_jobs=None):\n",
" super(LogisticReg, self).__init__(penalty=penalty, dual=dual, tol=tol, C=C,\n",
" fit_intercept=fit_intercept, intercept_scaling=intercept_scaling, class_weight=class_weight,\n",
" random_state=random_state, solver=solver, max_iter=max_iter,\n",
" multi_class=multi_class, verbose=verbose, warm_start=warm_start, n_jobs=n_jobs)\n",
"\n",
" def fit(self,X,y, fisher=True, pvalues=True):\n",
" super(LogisticReg, self).fit(X,y)\n",
" # Get p-values for the fitted model #\n",
" self.F_ij_ = self._get_fisher_information_matrix(X) if fisher else None\n",
" self.fisher_info = np.log(np.linalg.det(self.F_ij_)) if fisher else None\n",
" self.coef_p_values_, self.coef_sigma_, self.coef_z_scores_ = self._get_p_values(self.F_ij_) if pvalues else None\n",
" \n",
" def _get_p_values(self, F_ij):\n",
" Cramer_Rao = np.linalg.inv(F_ij) ## Inverse Information Matrix\n",
" sigma_estimates = np.sqrt(np.diagonal(Cramer_Rao))\n",
" z_scores = self.coef_[0]/sigma_estimates # z-score for each model coefficient\n",
" p_values = [stat.norm.sf(abs(x))*2 for x in z_scores] ### two tailed test for p-values\n",
" return p_values, sigma_estimates, z_scores\n",
" \n",
" def _get_fisher_information_matrix(self, X):\n",
" # to do - add in the appropriate prior\n",
" if len(X.shape)<2:\n",
" X=np.matrix(X)\n",
" D_ii = (2.0*(1.0+np.cosh(self.decision_function(X))))\n",
" D_ii = np.tile(D_ii,(X.shape[1],1)).T\n",
" F_ij = np.dot((X/D_ii).T,X) ## Fisher Information Matrix\n",
" F_ij += np.diag(np.ones(F_ij.shape[0])) / self.C # prior regularization\n",
" return F_ij\n",
" \n",
" def eig(self, X, single=False):\n",
" \"\"\"\n",
" EIG: Expected information gain for samples X\n",
" This X can be a numpy array, matrix or pandas Dataframe.\n",
" \n",
" Feature dimensions must match that of the training set for this model\n",
" \"\"\"\n",
" new_F_ij = self._get_fisher_information_matrix(X)\n",
" new_info = np.log(np.linalg.det(self.F_ij_ + new_F_ij))\n",
" return new_info-self.fisher_info"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show Spatial Prioritization in Standard Classification Problem\n"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import make_classification\n",
"import pandas as pd\n",
"from sklearn.preprocessing import PolynomialFeatures"
]
},
{
"cell_type": "code",
"execution_count": 354,
"metadata": {},
"outputs": [],
"source": [
"X, Y = make_classification(n_samples=10**4, n_features=6, n_informative=2, n_redundant=1, n_classes=2)\n",
"features = [\"feature_{}\".format(x) for x in range(X.shape[1])]\n",
"df = pd.DataFrame(X, columns=features).reset_index()\n",
"df[\"label\"] = Y"
]
},
{
"cell_type": "code",
"execution_count": 355,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('sample_data_no_skew.csv')"
]
},
{
"cell_type": "code",
"execution_count": 356,
"metadata": {},
"outputs": [],
"source": [
"m = LogisticReg()\n",
"m.fit(df[features][:100], df['label'][:100])"
]
},
{
"cell_type": "code",
"execution_count": 357,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=Y)\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_11')\n",
"plt.title(\"Class Distribution\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 358,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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pYWg0Go1Gs6ZYcSG+Z88ePPDAA7j66qtXeigajUaj0awpVlyI33bbbbjllltgmis+FI1Go9Fo1hT2Sh78a1/7GrZu3YrnPe95ePDBB2v/btu2uSM4qpVlvZ6bPq+1x3o9t/V6XsD6PTd9XmoMxhhbhrHMxF/91V/h/vvvh23b8H0fvV4PV1xxBe64447S3+3f3z1KIzy6bNs2ty7PTZ/X2mO9ntt6PS9g/Z6bPq9yYb+imvg73/lOvPOd7wQAPPjgg/jEJz5RKcA1Go1Go9FwVlSIazQajWbt4boWXJeLjyCIEATxCo9o47JqhPj555+P888/f6WHodFoNJoSOh0PjYYDwzAAAI2Gg9EoRK/nr/DINiY6JFyj0Wg0tXBdOyPAAcAwDDQaDlzXWsGRbVy0ENdoNBpNLVzXyghwwjCM1LyuObroq67RbCBs20Sj4QAwEMcxhsNwpYek0WiWgBbiGs0Godl00Gp5ME3SpBy4ro3FxSFWLtF0ZXBdG5ZlIo5jHZQ1BUEQo9FgBW2cMaav4wqhhbhGswEwDAPNpisIcI7r2mg2XQwGwQqNjOM4FjzPBmAgimKMRnILgWWZMAwgipKZj7VpUxOOw83CjDGEYYzFxRFWsGTGmiEIIvh+BM+zU0HOGIPvhwiCaIVHtzHRQlyjWceQ+dy2LViWPATGcVY2IKnVctFquYJ2N7EQEI5jod12Ydt8rFGUYDj04fvTa3+i75Z8uZ2Oh253tKTz2Ch0uyP4vp1LMdMCfKXQQlyjWWYMA8tunjZNA82mA9M0kSQJhsMQSVJ+ENe10Ok0lML7SGCaBgzDQBzX05Qti1sI8uZZz7PRanELgWEYmJvzYFmTxYbjWDDNBuJ4WFsrlwVkifs7EvdtvaIF9+pBC3GNZpnwPAuNhjsWmtxH2O/7SxYMtm1ifr6REWKe56DXG5X6IVstt5YAD8Ol+zJN00Cn00iFYRQlGI0CjEblE73nOQUTP2HbfOzNppM5d8KyuJWhbn5yiQxPFx/apK5Za2ghrpmKRoNPulGUrNuVuOdZ8DwHtm0iSQDfjzAclvuMHYdrvWI3vmbTgmkaWFxcmpmWC+OsELMsE62WhyAYSH9jmkZqei4jCKrPrQ5zc42MmdpxLFhWA0kylC40Gg0HlmXUWmSUadCqBYCMMstFFCWVlg2NZjWihbimFrZtppoWACEgaH1FNnuehU6nmQoHy+LnbpoG+n21xkem7jyua8O2zZkDsQwDSmFs2+Y4wrq4b8b4fzL5lyQJgiBGFPEUM9M00GpxvzkPUppucea6ttSvbpq8CIgoxE3TKAh8xorRzsAkeK1MuNY124skCcsI/yRhy7KQ0WhWAi3ENbVot73MRE0BQe22d8TLLbquBdM0EQTREdeWPK8YwW0YBjzPxmAQKM2tMgFOv3UcG1E0m5CYdYFEiywe8S0nDBOYpoH5+Wbm3k5btINHjMs14vy1bLe9wv7JjC3uw/ejNGJ+OAzgecWFQlmee7PpwnH4uKIoxmAQpveu2x2mFqU4pshqnR6lWZtoIa6pxLZNZQTzrJHNpmlUCmTL4lqbbfN0oCRJ4PvREV002LZcGFmWCde1lFpqkiQAiteCMYY4XpqAiKJYanZOkgStlos4TjAcBgWB3+uNYFnNgiZvmiYaDX4+YRgX7iEJ0zr3CODCVKVNx3H292XPy2gUgDF5itni4jCzkOSCOYBhAO22OxbWCUajEHNzHhoNN/0ttxTYOHyYR7sHgc4N16wftBDXVGIYhlLTKvNXymg0nHHKk4kkYQjDCN2uXCjPzTXgOJNH1DRNNJsukoQdsbzmJOEm9DyMsVKTuO9HcF27cD3CsFxgeJ6d+t65ECtu0+v5MM3sQooxBsuyUl+561o4fDjr2kgShoWFATZvbmauI2GaJuySGcDznFpm5iCIEYZxQcNOkiQjjA2jPLhsMAiV5vEkYYUUsEaDW4JEK0ijYUvdD45jodVyKs9Fo1lraCGuqSQMuf9UNjlGUX2NxvN4Pi4JOh7YxLWofPCX41hKX7DrWhjI47mWTBBEUm0xDONS/6vvRzBNP83JThKGKIqVuceGAczPNzOCr9Gw0e36hWuaJAyHDw/SyHfXLeZ8Ow5Pyer3s0LXMNSmfqA8MGyaSO3FxRE6HS8tosK16SAT+c4Yxib+4niiKJnKv20YPOAvf26yxQpRJ9BvJeHtPR2YJuXByxd1Go2IFuKaWgyHITqdrO8zjhMMBvVrb+e7HxGOYxcCtMr8rNNq/2WQvxtgGI24H9Y0+Wemaaa+5V6vOsJ8OAwxHIZwHBNxzEpN0Z1O0Tds2xY6HReHDg0L2zPGfcM83UquUcpN1WorCu1X9TVf0PCgvCphwhjXlPm+1Klaw2FYKDwjCywzTSPNgpDhefK0s6oxAtw91Gq5sG0TjPGFaK+39FRAot12U6tMHPNUu6qiNM2mg3Z7ssD1PKQFb3TUvKYMLcQ1tRiNQiRJkub10uQURfUnGJXWZ5oGHMfKCHEexJZItchZIpJlNJvuWChSPnKMwcBHr+djMAjgutZYWJjYvLmFMOSBVFV51WFYHJ9tm2mQme9HJRHnFhzHlO5jFrgboGjqJkxzInBJgMRxAssysWVLO73Xvh+VRudPjgcA6meCX0O+GCFhPxgEaawBRa+LGv1wGCrLsKrOWVXb2/OcQs69bfPASfKZL4W5uca4wQzHssxx1L881Q7giyhZwRvuAnB1n25NKVqIa2qz1IAglUZBgia/re9HaDbdzOc8iGvpnbdc10oDogjbttBuNxAEAyQJQ6PhZMyznscn5EOHBum5bNrUhGVx/34QRFJffavlZuqWN5uuUlPl8QcmALkQH41CNJvyIi6qezMaBeM0OXUEPRfUAZJkkro2SbMz0Ww6qcBdCsUSq1xzjeMEUZRgfj4bB8GtE2aaFkeU9a4Ogjg9B4CepXAc9NaQavBUu33a9DoRy5K345Sl2onQQlHGancBaFYeLcQ1Rw3fD1MNS4TnLBeFVq/nI44ZPM9KBU0dTbgOnic37VuWmQoVmX+VF1lx00UHTdqUT24Y2Xxy27YKQqvMvB1FcWkRHcaAwcAvBHSVFW3x/RhxPErNvDJoIeL7EVqtduF73kDFQaNhCyZodcqdDMOQu1Qsy0Kz6SotFIaRFYKeZyvPYxKHwNBouDAMfm2q8vQNw4Btm/CXoPQ6jq20Nh3N0reajcWGFuJkxp02qEYzG6NRBMOYBH/FcVLpbx4OAwyXbuUsUOZWpwh4FaRZFfdJ+eQT/2qjUYxYp23z7gLuG662MoxGEcIwTgUipVaVQYuDqhxwblpWuT3M3HbTmaDLNE7XtZRpavzYk88dR35NAW6up4XFtAVckiVOAWWpdmXP02gUotWS+/jDcH1WRdQsHxtWiM/N8cAiCl4Kghjd7vqqPrYaoeAv0vxWqlZ11aKtLGq7zDTNfaD1fNphGCNJorFfGlMVHYljVohEr8L3I7TbKiFDCwEj9YlX4bo2PM+B79dzb9D9lh2f5647NfPNl/bMyI5B0fRLIQwTaapdnSp4/X6AdtvLXHeVe0ajEdmQQrzdzhaDIA2KsYZuR3iUWGnLx2AQjkuiTh/hXBYVnSQsI3C4xiwXTEGg7pt9JCBNv9nMmrTJ101BaUFQjEVQYdtGqQnatnkcAVkCoihRFnzh1glWsJJQ1zYiCOTXlC/G1cKSGqrkzz2OE3S7yxOd3u2OMoF5cRxjNIoq77Pv560r8ZL885qNw4YU4qqgGK6Z16tSpVnbMMZw+PAQrZZbmpMuWgqShFVqqPnSsL4fwfMieF7W/O771RP7NFABHYCbZ1U+4H7fRxwnadnRJGHo9UaZ7Xs9H80m9/tPcvrl550kgOPwIDLfn5iyDQMZYUbWrn7fR6fjKa+3aRoIggiWZaSuguEwyAQ+BgG/dqJ/nTGG0YhbMrjv3R13U5sEY7bbXuF4NLZp6h2UwXP6h7AsA6ZpIori2ouDpRQx4koIw9ychyDQC4CNxIYT4rz4hdrvZllaiK8WaJIOguiIaO5iBHZZE45udwjAQLutbu1JWqDMv7+4OEKzOSlvGobJsjbc2LQpWzTG8xwMBoH0GI2GA9e1xtHe5QVFFhYGaQOW+flm4b2J4zgT5d9qTVLR8jXSJ9YuXkVuy5aWUpDTAof6e8ve117Pz/j4SZPlPdQnvcfpvnS7o9IIcMsyCiVil0IcL73cbl3m5rx0keh5DjzPgeuGykqImvXFhhPijHFTrjz/WB4lrTm68LaeE20tSVz4fris+bKOY43TjdSaNWl3fHJnpRrVYBCUalEUC7DctFrFiHPelYxfM3FBms9h9jx+HfLBabSWaTZdBAEXjv3+CM2mm3Y6y0fnA5NUtCRhSmsX9RsPAnWuvOPwKHFeAS5bNEXsTy5LeeR+5WyjHs9z1u177Xl2wcoD8PviupGuEb8B2HBCHODmRmqqQfAJO9KBbauAdjtrbjVNA82mizhevpaRYpEXEcZ4pTUe6JU1eY9GYepyEaFmHCtBWRGXTsdLy9nywjXFbV3XxtatrbF1IESzOUnf6nS8dAHFfdX8vA2Dm4plGjJPByumEYrj4ql7RqElKOE4NubmjIxwMk0Ltt0AYyOlqZjXoVe7ylSNZHhJ3bX54pfFFziOrYX4BmCDCvEIjI3QaDip+dz3oyOiKWmmo9GQ96YGuCBarnQzlQZuGAYGA1/qryaNtNFw0zEGQbGSmWWZ6WLgSEFR8CVl0TPWJll+/mRfvJGK5xVTt8R0OvG7MreCaapL5gLA/Hwj9UXLx6NeIHALg1yIV5XjHQyCgtYax9ULMNM0UmvA2mJtLkw007EhhTjAfWg6+GP1wauVqb5bvprpKosLRSur4No5rym+eXM7Y4rmxVAmDVC4j9yXCivHseA4Vmqyr2sBMgxeltR1qT2r+oeWZWDr1jaiKB63Sq3e9zSfT7sf+k7U6GWU5YvzqnqetAQsL1QjT4+LoiQ1qff7vCscpdWpriG3ZvDgPF7HvX4JWMsyxu6HSX12ymFfrpK6AF9EyhZfFEioWf9sWCGuWZ34fjjuTiUPMlsuyrqVhWE8Ngtzs6/oW/Y83qwlH83seXamgQVpsKZpFHzO8/ONTNvSRsNBr+fXqkQ3N9fImMXL8tlJE6fxqmrRH03qLAiqtskX1CFoQZSvkMfdHROhX9f1wRdLxRKwrmsVuu6JUP130bTvOBaaTf53GHLtfzkqD1KaoixSfzn2r1n9aCGuWVVQnet8ec44jjEcZrWvMpNsFWXdyhoNG63WpPBGq+UgDOOxRsY/o+NSmpZMGwImGjdNqK2WWzDpknZ56NBgHJTmwXH4ccIwhu+HiCLuP1YFjJVpr3QMXva2vDXpNPAiJmHahQ6Y/Z5QHAKNtQxubjelFpPBIEhTBg1jUoNf1LZ5Fgp1Z5OPldw6+etKgXJbt1rjexMVctObTaf0HChw8/Dh5elQ1u8HCIIYmzY1MRzyZjLrNZBPU0QLcU0KpdjVaT15JKGa6WQy5mbMIA0+ajbdVCPmqVLcxD2tz5K6lXmek+Y6b9rULPh0TdOE6xqFyRzg2trhw8PS5iK8glsxmluEGnA0m27GQmDbVtowhbcNVZu8eaEZdTEVxnjaWKPBa6DXbeWpWiDw9qM+5ueNJdUGZ4yh1xvC92Ns3tyq3D6OE6V7IN/i1bK4H52xSUnbLVta6SKAXB6EbfPa+aIQlp2/ZfHnxfNsDIdhxrxf51pYlolGw56qlW8ZZD2atopfXajuPe9qx45qkSJNOVqIa2AYQKfD/aw0udVtPQlMtNG6NJtOZc60qmZ6vgsWj1q20uIkg0EwlS+Q0qGqaoqrhCfXqhrK35GGP9mP+hiepw7q477k0iEK/bfl+0iSJC0o4vsh5uaaadOWMsoWDq5rFu69aNat2geA8fMWp3+rrgERBMUsEh58Jl8kkfZMxXBENwNfIHE/OS9Q40kXNzKNnfz7jYYztpYkym1llMV/rCZs2ywU6PE8G93uSNfUWAVoIa5Bp1PsgUzaS5n/kLQeEh6+X50LPT/fyJiTea6yWepjFFGZrSmlptMxcfjwoHbKEC9+MvtrQN29ALnGRhoSFS6JokRqao3j5bF+BEE8jjYusIk2AAAgAElEQVTPCoh8C9c4Zjh0aADPs9HpNEp96yoMgwd+9Xq+tDsZAGkZ1fy4oihGu82jzhlLCr578boyxsZtRrlGyDVnLzWfl6W2mab8PruuhX4fmSIxdaBxcTeHjSji74rvR5mYh7JzJzyPAh35M7OagtJaLbfwzDoOdwHpMtUrjxbiG5wyPysPIJIL8XzhEO6H5JG4KlMbVZOSfd5oVNcRJ19mGaRd5QvDkP87jrP1tZciwPNQZzJg4he2bQubN7fG2maIwcBP64kTFIi0VFc1NdqI4wStlpdqnlGUYDDwC1qT63Jhz4sfzda32rK4f1clsJIkGVdJLGr8vA79pO93s+lmhDW5EOh78Zp2Og0sLg4LAWTlY5VfYBrbLL27ZQu3IOAWIZ7CKj8mb7jCn/dOx8sEK1Jf8yNlGp8G6vQog1tx1JkemqODFuIbHKrxLEPUIEVI85Bt32jYSmFMwVoy+ARaLsQp+KlKW8prlXySdMbdwhiiKEnrhdt2PQ20KnCMoHxiqmxGv6WCNUmCtGY75ZNTcFSr5S4pgpzyqHlJ0kFGiOe3m59vZHLH656fjDLzc5lgzB8vH3NAQXKqFL18UaBy1B3U4jhJFzSzMOkAN4FS0eg94QGOFKyYpItjzysW4aEStUEQr3iEedkjsZwpn5rZ0UJ8g0O91GUTGG8dWfwN5c3KmMUsy6m3nPf9GK1W+cQtmilbLTfTkYub3bn22O/7ygWBWFqU0s5E7Zb2JYMEi8w3zAOhgoylwHG4tk6/W4pAFYWaKkI5H/xFY12uFLRZotNnOV+qxV7n96oCNBRhvxTCMJL6hnl7WW71UdWkKK+4Zq24EI9jpuw8N01zF82RQwvxDQ5NNK2Wm/tcHYHK+2DLS2aWBbr4fiT1nVa1kBTp9/00SlZG3verchXwphfFFCIiSRIcOpSNrAuCQWqZyDcdIVT+ehI2lsXLoVLDDqBYZnZpGo76+lPlsTLBUbpnRXDXSjHNsVXbBsGkUmOrFWcap9Q9FlmsxOht369fwOdIQ64kw8gGEdZlOAxgmtle53GcLFtkvWZpaCGuQb/Pq4pR0FiScAGuEuJUjUz0iQOT+vMqwpBXvBKFMKX+TBPIE4bF1p60r3znqKoqZLzzVfE1yGtAtPgIw2jsYw5m8qfzQDgXjYaD4TBEHMeV0djTkL+OhoG0oxgFfpGJusycnUelXeeDzmYV6kv5bdXvy74TrTY8CNHMBMiJLpGyZ2nTpmZmIdZo8OjtqgDLIIilQXDTLGzL4GmL2UWv60boduv724MgRhwPM+1rh0N1pTvN0UULcQ2ASReuskAVsV0jb7nJ4Dj2WPsoNgyR0e/78P0w9QPOUphiOAzHmnTW9MtTnhzMz5s4dGgAAKl/Og+3JGDc8nKinU6KvnBzNw+i8oTv3ZlK9oraOAkE3vFreV5BqtXeaNhoNOyx37XYEpTGIvu96vu65vE4ZjCMapO8ymyfF5SzFvLhY0nS55KnERavM5VA5aVsi9cJkN+34jbFuAAq4FOVdcE7sWWj2WkxvNSCLdw6UGzY4zg2mk02Va+IOGarItBOU0QLcU0G2bzZbrtpZbMk4ea4ft9Ht+vDMPzUhFgXXsd69gkhDGMsLo4wNycPbOIlLl0MhwEGA5XAB1otLxXa3W4AwzARx9xVQO4F17ULpm7SyqcxueaZpCdNc+ZqDIMX6iFM04TjmJUCVSYo6/qZ85Hk/Pjlv+HR6tNr/NPA0/Umke2GwS00eb84T+WKpDECImWCPI5jZb43pb1RMSHGuPk+by3p9QK4bpxJMZvFF54kCZpNexwwCQCspIf62shR11SjhbimAOVO0wpeNPdalpUGlnEzPEoFOEWELzdRFCu1bDquuJ1Ma6cJ2XVtJAlDr+cXismoxi6bBKtMwjITrfj/aRcBVb+ZRYDX+X4aM/y0Y5oV8dryey8uaPi/yXVCzUiomFFZ1oTqOEQcMzhFz854W4yzALLpY8NhWEjdzPdG9zwr1c4p+j2K1PeLW9BYJojzSLx3mtWHFuKaDO22h2ZTXrhDxPMsJAmfMHgXLpb73h539OIT5NxcQ9nRa1bKfHJUZGRurlnL58zLnlqF5hllxUNk5H3E+f2Unf+0fuEyH3AdluqHPlqI1440apFJHfuqGgJGWipWbGBT9xrItnMcS7mYpAJE+c+owptq8dtsOrl3kFcl7PV8pYk9H59Cx1LdY11bff2gbSqaFN55q7rSFN+Wl2LsdDxs2dIad/ziuC73B4p5yJ5nY27OW9bxjkaBtF46L6QRoN32lBXegOykbJom5uaayyLUZLnNqnznOvs6UtsvpwA/kosB7u9Pxlp2MVWszgIJmAj5+XkvbZKyeXNzSRYLLijrnIU4DqOQGz7Zn7wqIa+1rlD5oTaPy9w+YVhdWEmzdtCa+BqBKidRXveRgPzedRAnGcvipS+DIE47esk0Vcex4LrW1CUlya8IcJ8iaeBRxNDrjTJlIeM4RhQlaDScSg1cnNymyW8/kmZKsUwp+UXFxZB4/KOpSS9n0NmRgIrD1ME0eZMT0zRLLSp1EWMR6qLaveOoi86UFSYqGy8FYVIhorIMEs3aQwvxNQCVZaSWmUEQo9sdLftEOk1wWh7T5JoCb/Gp1gr4BFVfiHuenVY3A4AkcTAahWmOKvclDscVvNw0/9vzJtrvtNHYKwWNKQyTtJY6+WtXUmhOSqDWM1sfKco07mnvIQ94K49fUNVCEJnFwkLtUcv2J39m1fuMogSuW/yc6iassjWXZhnRQnyVI6s4xk1xvHb0chIEUdo3Ow/5IsmkKYMmHl4/XF6Ks9l04bo2fD8saASWNYn8pjaRpDERpmmmrTmHw8nvZT2cy3zGjE3qeqsKfJTtR51uxFunzlLCk/ZHPcir4GVo40KFuCPNclV2mwZZnIJ4v5YrnkCEsQSMmQWTdH4s9F7kvyM3QLaZCy+eoornKHtuyDJjGEgzRWhYo1GUNi2avIc8VU0L8PWNFuKrnLL+02Le9nLR6/mZvGhe2CVEt+uPfeYO2u2ib5tStcqgyla8fShPgyGNxPPsVGDThMiLVBQnNR4c5KZC3DDKa3TnJ3j+dzb9ZpqAM1pkyMyoR1Nj5hXY6p3DrMg0zdViuajrC58Vy7IQRdxFpGrZKot9EP9ffH7LtXtVDAdVSGu33bTscRwnCMM4tUqZJq+PQO+u78vLwWrWF1qIr3LKapTz3t/LW1s5imIcOjQoVCgDMK7UFMB1rTTqliYraiJRlpsqYhi8/Gir5aaaqyjAaRsVVEKUb780oTKLEAhDtbZNjU2OhrAri0CeBZVQmmU/yxUkOE2+ep3qcapeATIoz3yWc1FZahoNR+qbdhyzdDFK9RrEsVFO+HAYjq1AiY4832BoIb7KUU041If5SKGKXmVs0oWL+5/5YoImFLEpRRVUoKRsQq0ziTPGm5UsZ1vRsnHw4LkYjE2Ot5Tc6aUiq7C2XAI0f5x6ZujpA+9U5uhp9jO5P/zdME1jXHDFSAMeXdfGaBSg1fIKv1Pt0zDUfuqqsajgVfXijCWNNxxSH0flYnEcE8MpPGvGuJIbvXe0oNBm97WJTjFb5fh+mL7cBGM8MGalXjrGgH4/GPfALhZRORoCLG/m5XXI5RrIcmqplOokNoxZar72crLUY5JmT8KkTs582fHFoDjV2PLP9qzpeIRlmWmlPS6ggrS8LoBMjIl4zLokSZL+NysUIZ+t/saUWjQtSlT7Ut0axzHgeQYcZ7JBu+2m2RuOY6HRcNDpSKLiNGsCrYmvUgwj27iCBEiScF/XcLjydYxVHcImPuPlWSPKtJP8nBuGMQ4fHqbNHrjfMBvZnQ28Q+azaZAVG5FpwyrqRMzXHd+RMNuXCfKl7nPW7fL3UKa557cFRJPz5DpVLbpUqXSqcU0T+Ch+z1MzHfR6k3e53+cxKWJb2jguD5SkTAYRy8K4R/pkDLadIEnkXexsm/c1n7YngGbl0UJ8ldJue5niDjSZjkb+VI0LVLRaTurXjiIeHDN9YRH1d7wjlDFV/jU1rZAfq7rMaJLwJg22bRUqZfHv+WSn2kWdibcuKt++qPXJTPDT3gOZwKmrMdfdLh+rMOv4VAud/GJBFNR5bZfaxy4nqgVC/u9pf6+6H+I+bdtEo2Gn/vE4Zjh8eJTWWmCMlbbeVQWUOo5ZCLzkcSfq85gl312z8mghvgoxTUOp5bquPXUfX7FjGMDrOYv+Y6petbg4nMpEH4axtIoUn3yrc2xFeEpZPK48xdLAPbUGxZSFY+bmXOmxq7SxpWicdbXr6RdK9YXtNJQFxE1jEZjVEiBbzFQFNcoWOfnjzyLg616DOkzOy0AQRGCMZSLOZXEGpAGLX9G7mm8jmj8Wr06Y1Z55ExT5+Ayj2ITmSEf5i7guX0gwxushLMEjoRmzokJ89+7deNe73oUDBw7ANE289rWvxXXXXbeSQ1oVULCYDB6VXa4FE7xQipPmQbdavMmCzJzGO385Uy0QfD+C44SFSWo0qt9rmLQtwzDRbDrpZ2EYIY7ZuN71pMEDXRfLsjA318BoFGZaJLZa8rS0ozFBLaeZXPX7Omb7aQPKphGC+e3LflsVMFblcqhL3f0sZcFRJwtg4s/nsSzDYYh2e/JMq6BFu+8XF6RlmrNsn9zCNl3WCo152kqK02AYQLOZrUZn2yZ8Py5t7KKpZkWFuGVZeM973oPnPve56PV6uOqqq3DBBRfgWc961koOa8Wh0qryqHRWS4CbplEolMIrmakrVc3iw+71fARBNDZf82pyZEpvNh3pPqmzGM9BjzA318xoG4wxZapNXpvmzSR4GhzPY3cLgiUfhMSj6auLqeSp0liWSzDXPX6Z0JxGYNUJ0KojDEXBXMe0X2d8ZI1ZrkXYtIKccrEtq9jMRCSKknThGYax8I4alQsWPq7sv3lchzpgjf8me12SJBmX6C0/p/z58wpyca2aE4bBfe1co2cIgnqqtOeZhbmAFi9RpP3wS2FFhfj27duxfft2AECn08Fpp52GvXv3bnghzlfFkTSK1vfracqqQillJu6lzJPU3pE0cMZ4Tnmr5WWOyYtWBIhjhjhO0GrJTd/qMRY1Qc+zEUWB1HdIAkoUBmROLKs6VjbZyyblpfi3q44lbpf/TR3hWhV4V0crnsbKkN/nUgPj6prb646tjsWAPrNt7mqqWujw530ijCzLyFQRLLvGlP5GFrZGw8pYt2QV8mg8YZgdFz3/lmVJtXHZMx9FSa2ANu6/tzLvmG0nGA6rM2VU77hlGbBtQ2vjS2DV+MSfeOIJ/PjHP8aZZ5650kNZFfT7ARhjQk9hJi1VqqJM01RN6kmSoN32YFlGupqn0o2y4BnL4gVbqA41adZk3h6NIsRxgk2bWsJvTMzNNWAYxjjXenmKi9B48vsSr4OolctaWopUmU+rhEiZ1l5X0NbRYqsEeZUArzNWlfCsulfLKchJaOXHorqHy+0+qRo/vTPc9TN5L+pgWRbm53nRFt7W1Cxc53xQJlkI8iZ4ut9iZgb9xxu+zO5q8rxiwxjbNuF5FkajpZniDWPS4CWK6lkbNRyDHQ1nYQX9fh/XXnstbrjhBrzkJS9Z6eGsKvITdB5ZCtBSbmm57y5b4rNqW5n2ohqrKEiqxr+Uut08GIgvhCzLkl4/cdtZIr3Fc6DJs45mXiX06vp+ZcF7SwnUon3N+pyRJjnN7/PPgWpbcb/531T5r8WFWtV9rnuuKg24ah/i2GVatyxKn7YVF6oy07RofZKdp2VZle8UtxaoFQjPK28zHASBdD6gZ4O+o/FZlgVX1tFFU2DFhXgYhrjhhhtw4YUX4k1velOt3+zf3z3Co1oZtm2bU55bs+mg2XQKE/NgEBS0c168Qf5SJQnDwkIfAFItP47jcS9t9djCMMbi4ij9t+ta6HQ86aRA227a1KjVlGQabbxMmNQJPgL4hCRG6JIwV42r7gRPxy+bMMvIa8TTCr38fpZKfp+zLgpEl4Z4juI9KFvEVT0PdReM+X1y69FEeMgWP7QtCWbaTma9CMMYvV5QKI9a5zyAYv0CGp/q3GgMg0GIMEywbdscDhzootXiZnzTNMZNchJEUQTGDLjupE0wdVOTBdTlsW0DrZa8n3kcJ+j3yy2EhsHdBNT3XLQQqFxRo1GMOI7heSbCkI+fMRPrpUZZ2Xwv21bFiprTGWN473vfi9NOO622AN+o8GCS4sPuefZU/YHFwhDkB+MR3eWaIjeZUzCZnZazlMFfWLt2VzFxbGSaL/O1yj4TTeUkLKo07Krt8tvT31VjmkWAA8XUn/wYVpKlLgxIEIrXUSa461o/xP1OK8AJ8Xd5TVj0R8dx0e0jW/jZtpl5j8piCWTnkf+3SqPPP1+ua6W+ccaAfj+EYYTjJinZ/fp+nKavBoEYgFdOFLHSYNsqGAOGwxiOw2CafI7gLgi1a8m2ASBJ4wV4+dt4nJa2PgT5crCiQvx73/se7r//fpx++ul41ateBQB4xzvegYsvvnglh5WBBNdydQMiIchTp3h0Z1X3L9NU1xfnBRyy4/P9sDQyfBYY4xHj7bZb6esjv55sH2UTGk2ANEnJNEGZ6Tr/NwlDWVyA6B+sEvRl/1ad1yzCTuXTriu4j7QWnh/XtFBQIZWszWuy057vckDPkiw+QLSE0Jjz8CpqRUFO5Uv5YjnJ7EvmUlBRtojN78OyDHiemXuO5MKVMdTSvGUEQQLPyxZwiuNkqv3RYqPRqNMkSf6ZYSRjjVwDrLAQP+ecc/DTn/50JYegxLKMtMmHYfAIzuEwKESDToNpGpibczPCxXUZhsPygDU+ATJpRSVuLstPuJBGhodhhMGgWK7V9yM0Gm6pNh6GsXJhIMJrVYdwXbnprUwIyzTaMvJjpa5ueZN2XuPL9w+vayauK8iq/N/LcYyyfS1VqJftcxohJBOQecTPZhnrtNXkxEhvUZDnFxJ5c3udffGFo/gsmekigJ5JWaAlUXX+qkWnYRjS3HDb5pHfpIQEQbE86zSEYYI4ZnAcXrAljuunmM2CeiGjA99EVk10+mrCMJCpXwxgXIvbw+LiaGatnFdSKpqYq2oWk7YtQ6XFj0Y8d5pSVaIoUXYmi2OG0SgopLQBGFsL+DFk2jVtw/eTpE1IgiBEoyHvjTyrxiX6L8sCnSgAJ4qiVAOi31X501UsRROdhln96ITKgjDNflXXQhR4srQnGfn8/LKxTzsemcVGHKvs2uTN+rJxzHKvVb5dsV0wHVvlw5/GKpEkCcIwzLiG4jhGszmZX/LmassyMRpF0ippcRwijgMADIAJy3JhWbLSxWxmTV6En5/6GvOWqvI5UQvwLFqIS/C8oj8X4C9Bo+FItdk6lJnEVW0GAZQKw7I66vxFqDfWKEoQBBEsy0CScK09SbjZkFdzcysnNsqpdV270kUwDTItqWxbcZIkbafKlFk1aU4jDJfLLLwUs7rsu+UQVnV/R9/nMxrqWmHqjoMm+qrUqarFjuy3ZYuEuuT3EcdxKsjL/MFlY4rjGL7vS8clFqQp+vENuK6J0SgrxaPIRxRle5kmSQDGWrDtIxMhHkUMplkszZwkDFHEEIZJ6jsXYQzalJ5DC3EJZSbjJWQ3zYxqPNyMZi2581Cr5aDRmES+c2MBQ7frgzGg3ZYvIvJjEf8u6+3NNaLsC6qa0GjCy5shVb+hz0Xtm5Bpj9Nog3UQNb28EK5r+hV9+2K+b5kgOhpWApG6ro78cyHzi9P2Mu04b5anz8VocQAZ90l+HCr/dxXiQlCmZYvm9rJ89XzMQ9WCUtVXnPYVBIH0XMIwzPjpZQuQvNDkz6svHUcc+7As54g8W3HMfexk7gdI6aAtDCSJBdOM03mCC3ADOqgtixbiElR9qQEsqWB/GCZSDT+K4tK6xaq5h3zlS8E0DXhe8UV1HBuNRiLtGZ4fgzhRlWle4vZ1tEJRmNHkR0yzqKhznPxneXNn1fFE3yftU2UCrrIkiH/Lzl22r1m1RVHIHQ1EAaMaS/4aiD7l/H3Jm6DpWsliImTpZLMId5mGrtKg89vUYXLPxUUKg+8ncF15ND7tP+93rz5WDMZU+4vBzeuzCvEkbXbChW92P3FMwXeq62IiSQx0Og56PX/8+5UT4HEcIYpGSBJy0zlwnOZRX0Dn0UsaCbwWd1GoUtDWrAyH4TjfcfLQxnFS2VqUuiEBk8IPPPezOrK9Cmp5KMO2eRWpsklD5YPlf8uPWSZgxb/zKUBVv89vV+f7OgJc/J062GY6n7PsM9XnVfufRQDXES5lAm5Woa86z7J9VrkVRK1fNOPLTPeyRULZtaXvqdoZ/Sd7jsRI9vzitmz8kjMSUi15Kli/z2Nclrpoz/++6rk1TQbDkL3/3BxuWfz/WUHMYFkxbJt/z/+fKPZThYFmswnAwkqKqySJEQQ9xHEAxhIkSYwoGsH3u0dtAaxCa+ISGOONPVotN/VV8+j0+t25VHS7AVyXd/NhjBVaEMoYjaJxswBbMC2p80hVOI6ZOZ84TuA41S9GEMTppCIie3hFoVj0Z1ULWNl5TWPKnoa8FpqvGiXbPt8edZbji5N7HSFS5zhVvlRxf9No3ypzdv7fVS6Ousz6+zqLg7KFUtkCoq4/PW+JkW1f5h4Rjzk5Ns8D5wtqNk4nlQfGqcqqimOYjCUB15QNGIY11rqzWJYFxzHShXwckzbN4DhZ1yKPo+FaO/d158cGAGysea+s5joLUTSSWiySJEKShLCslasup4W4gjjmPmGxutFywU3n0wlgwyj6kF3XRpKgUpMHeGS8WDDGdS0wls3NzkNa/nAYjicTO1181BHI007IqpzcOvtaijm5ThevPGSuVZm689C2ed9tnWskuiDKLR/1rkGZz7TOWPJ1ucV9iguiaQRg3XEvxRIy7fMontM0v60zRtH0n/+taP4vvmsGbNtGEBQDVm072xJYNg4uREMASTqf2LY1rleezSRoNBrjcfM4Gf788iIsMiFt20AU8RQwGaZJ/v61J8STRD1fx3GkhfhqZjmF96wYBpStOV3XRBiaiCK1IOJRqbKKb1ltVJwAgiDO5K4PBiEGgxCdjlsaSQ9w4S9LRyubhBnj+dui/1PFLAsEQtUNqgraTqUB0bhkfl1g4t+uqiEuM+2XLZpk9061r7LfT/OdeB6ihiceT+waJ/q1q8Ylu7f0O7FozHIijpMQBWlV8JpsrNMcWybIVQtauvau66Y1EWisJNhV4+SdA6OCWdt1HTQaXhowxxWEYjYKCWHVZSBtuww+55RuAoAsjdGS+iQsL2Xv0souSrQQXwOYZrZKUvY7E52OizhmaYvPPLwvsdrUSOZrmphHIy6wZfR6AZpNO9MqcbIvnptN0fTTCNusCTEbiET7UgmrvCBRCR9xLDQ5lwVYiduqEAvHWJaV7lcUWLRNHXNuXuipSpWqfp8/D/G8p134zCKQyo5X9TzQtRMb08jM+bI86zIXR93zzmcDiP8Xo+qn6ZxW14UkUjVeGqe4qAmCAK7rliwISCEpPst0vUnzrjNucbvJ/GEBMFIhTec22RePOK/C9wcIw2Gq/SbJEIbRkOatHy0sy0WSyOZE84il4dVFC/E1APXeLks14w0KXHS78nSROpBQK9PqAWA45EE2vGd5Vnunxg+zNgEhxN/K/IyyoCX6W/w3paiJkzPVwwbKW7bm9101XtqfWHBGNKHXRRQcqkCqWZhGoNVxmUxDPspeZnGg78QUvaW4UcoEe/5vlRuAFmF57Th/T/Kac92xG4aRdggTF9O2XW9qjuMYYRjCNC3pszwZB6/4GIYsk4Y2zcKQ/pkk3LwehiHCMBQWVMZ43xbk4Tq0iFBr10EwhO/3Mp8NBgNYVohWa/PM88lSsW0XjPFgNsIwTDhOc7x4WTm0EF8jBEGMRqN8YrAsXn4xXxo2CHhqikqbF+HlGav99WGYIAyzMQOyLkezCgKZaTPvL8wfJ39taFJUdYIqo864yzTrfMGZWSafMt/zciHbt6h1yqgrWMU4gLzbRiZIiSoTqnj8vMDP+4RV9fNl+5SZtvMuAjE7JL9P1cKyDLHymvhZnYp4cRxjOBzBMKrLIdOYHMcppIHWgWvyANemeSMS388rDGQCN2AYxfHw8+Jpa6YpL8scRaqc9RBR5MNxGtLvjzTcxdCCbXuIomCsOMm7OB5ttBBfI4xGPIrdcUzYttw8zoVH8XNqOShWflO9vGUNUlzXTNPOeHqbOuWlruCqoy1VfZfXpvK+WBXTaKXTjjG/nRgIJ/62jum0arzTjkM1icuuq+o5qzpuPsNg1op5VeZ3EtJVxV7E30x7HPpetYAkQUwa9DTm+yrft+p3YRhiNBohSQDHaSBJ6h1zGh8znSZjGGvW5vhzA3GsLjBF1i+CMTZuhUrnGSNJIpimN1WMCq8eWXv4RwTTtOC6zZUdRA4txNcQvPcvr7Am61ecJEzZoMX3Y4RhgmbTzJiXi/uQH7vddjLBanwxEWM4nEzWUZSMo96r/YBlwUJlptwqXzch7respWMZ+eAsEarLXmb2JM1NvN6qSVtl1leZ0pfir676raiVqo6d9/uXmY/FY8qE7LQm8fw9oWPL3BZ1Su6K45xlGxLeZBZ3HEfqDhLHL1ppZJRp40EQYDQajcdDKaPq7IU6z0pxscMQRQZUQVvTPH9ZAU7EYMwHkBWI/J2R72clfeKrGX1V1iC+H8G2zYIJLQji0mj6JGHjFonyCGq+Ys7naPP0tHy0uWHwkq9hmCCKWHp8255EvVuWJdVMynzY+e9nIW+Kp4CzsgCiKh+mKIR4oR0+Mdl2salN3nScN1PLKNOQ8ybiuuRN5XU1RDF4S/abvDlZPEZZjMEsfnaZmVpmylaNlcabZxYzaJmFh64ZY6zQpjRvgZkmI0IMnJTdw0nWSozhMEqfR/K1V0FjE/3x/Hj0HqsWZibq3MryBTmvFs7YQ44AACAASURBVCea3h2nIe33YFnOigeQrVa0EF+DxDFDvx+MG7XwhiW8S1l5DXXDmOSa5ycaxti4Ut3khXMcE82m2jzIhZiJKOL1jV3XhLgppcBQsBdQP6VrORGFS1lUugyZqZ7OCwB834frupn90zHF49c9Tv7v/HmI31eZ12ddDFVpxlUV/JbTT5jXWpe6wJt1DFWuA/Ga0GLNtu3MYoiujWVZmcBK1fXMP1P0N/mieTEWb/zORuMyppMYgThOYNtOpgsiCec83W4XQRDAcRzMzc2N5wZ1y0/TdJEkEVTR7nXh12Tyb8dpgDGGIBiO92+g3W7BMBqrwv+8GtFCfI3CU8qmKwFLwSlUuIFMwgBfBPh+9o1VCXBRE7MsoNk0C/54UfvM5xXT33XMr/nPVdvz86s/wausA1VaH1A01Q+Hw8wipdVqSY95NATQNGZzkbyVQDURV+1z2przdcY1TXT+NLEY+fGJWQvkAlFp3WSRKStQlG+Eo8K27ULbTXLT5D+P4xi2bcO2bXieN66SFmYE4WQxxQuRxDEJcROMZYu10PNLOeZhGKLf72N+fl4q7MVrYFkN8G5nPFjNMMx0wU6XhILhIM0flwfAuW5zLMz5Ynv79k3Yv7+rHswGRwvxDUYcZxsr0Aufzy9XCXCZYOPRqPI3XlZmsqpJQ90JO3/M/ISr8qfSdnkTZV7jUpngaYLPa0h0vqIZVYzMnlawViEzNYvjzJ+v+LmILNqa5/sXCwRVkb+2S2GpFoWyfYqQ6TkMw8J2ZedA36niHcr83vlnIb8QVWn/XPt2xs8fy1jO8vufjJ0BYOOocgujUQLDiBCG/jg4LmvpGAwGGA6HsCwbrttCs9mRHsM0LZhmM3et6FniiwZa3CdJ0URuGGorHx+/fI4YDgfo9w+DsQSO42F+fusqKgpz9NFCfIMRRWQGn1RPimNu8vY8MsNlTVwi006ootZC/65CJgCm8efSZEQLDjFATXas/P7pMzJ75n3cFMiUL31pGMVANxIQJBBlYyBzbJ0ArFnjB1TWijK/adViq+w4S12wiPduYh6uV6o4//zkFzEy14Wo8Yr+bZUvmrYT90cLO9VzVnZv84soemZU58ezQ8jczQusMDZZMMoCLk2Tx8QkyQhRFKbBceIYsr77AGHIq7i1WnPKsWfPy0Q+D9w03fH+I2DcFc00bRjG9KHmhw8fxMLCAUw0+y4Ggx62bz+pdm79emNjnvUGZ9ICkEN11Qkyt8uYZWLOT4JlmqFsApaNQWUOl/2d1+hErVk0mebHRKZ/GXzR42WEPAXx0b5o36KQFsdPxwnDEHv27MEv//IvS89h2kUQnaNM+MiKmUxzr8sWRPSbsusmQ7XAyC9qqrRX8XPZokxWTY8+n+W5ll0HsYqaqrJc/t/TBt7x6HTejMkwuF+csUkEeLkwSwCwwqKy7J76fh/NZmdJlhXTdFNhPitRFOHw4aeRN80HwQiHDx/AMcccP37XYtj2kemDvhrRQnyDY5qGtJPZtP5qlaahEhYUeCN2R6OobwCZYDgZZVpifgLPC02qwEVCQmYGpe9VKXCAumsUTczD4RBJksC2bThCgmveDEtafRiGcF3SWiZ55fl0vLoLG9W1UWmldbEsq+CrlY2vzv6rFmwE3Q/SxmW/Uz2XdP3ymrzoRqg6tmwb1bmJCx3xmKThE2JAnMpCIBsLf+4YwtBHr9dL4zDa7TYAvigcDAZji5uNZrPY89owDDiOk1qTyu5THEfg/ulqq0wUBeOgNJ4rzgukVAtvxhj6/UVEUQDLctDpzCPvL+/3F6FqRDIY9NDv70S/30WSxGg0mti6dTu2bDm28thrHS3ENzi2PV1p1Gn8nXl/c960zYNu5Npd2aSS9zWrthXHmC+ZmTe7539Xdvw6go80dd/307zhPCSobdvGiSeemNl3XjDJamKrxlXlx80vbOpcP9l3dYSubPFGzwItxOo+f3W0fFkwmUrbBbIxG/njyLT5OvtUXde8hi4LAsyas+V54qZpwvO89Nk5cOAAFhcX04WvaCb3fR++72N+fh6maUFMGaMmJxTgqs46AHbu/AnCMITneWPheExhuzAcYTBYhNgNLQh8tFrzpQVSwjDAwYN7EIaTam39/mFs3Xo8XNdT/m4yPoZer5cpQDMcDrB79y7Yto25uc2V+1jLbNxoAA2A2czjYgAQkQ/oymupouk6P8HJCoeUTZK0bRzHqTm77DxkJlQRmUCqU/KyCgpConORTer0WbvdzphB8z548TdLSdOTLVjqbit+XvW7qmIw9P1yum1IwDPG0lrkqutVdR1IS5YtLGWlUlX7UR23agFA75i40BSPR++Tbdtot9uwLAuDwSBNPzMM3onM87z0uyQxwYPJJlYhx3HQbDYh1vvP0+/30OstwveHWFw8hMcf/zmefnpfYbvRqI9iz20G3+9Lr5Xvj7Bnzy7s3v1YRoADXLAfOnQg81m7PS+tU87vdXHsSRKP/efrGy3EZ4LBMBhMk/9fnj6xfNg20kC0pWKagOsaafnCMGTShicqTU9s7GFZVvofTSqisM5TNcGJ+zMMA0EQSH2KogCdVqiVmV7raoRRFKHf75dOxOK1qjPWuqba5absnGWpXXWsJRQHIIN+Q/c5n2MtLgCmFfDidad0MTGnvwpxsSFqy6J2TFXZgiBQlpad1cdORFFUWb6VxjkajcA7GXZg23a6wGo0GnBdF47jwHGcsQskHkfhB/B9/h8v7mSh1xsgCIJMdTXGGIbDIQ4dOpQ5dpIk2L9/b24hHiOO5Smv3OKWfReGwx527dqJhYUDEsHP8f1h5h2ybRubNh0z1YJbpnCsN7Q5fWoYHIcLVGMc3c0YxvmayxtIYVkYH4vv17YZ4hiofi7p5cqOp9EwMXneeb5oHPMiMY2GDcuiSHKGMIxhGGxcKMLMTIoAfzkMw8iYQ/OCS6aRi99lzzVrVqWiFlEUpcVUGGOpD09sm0jHVvmKZUxjws2PazAYpB2cPC9r7hP9+9McR3bcWZFdC5WZXjQdy+6TzKQrapP5uAQSYCQMZH2paRz0OQly0fogjo3+JgFK11xm7haft3yRoapSpwTtQ8xOEP8jLTwIqBHGRODSAq/Vai3p3ldZgmixQ8GVvu+n76lYfIjgZvPheOwToRnHEZLESDVhOifTNOH7Pg4fPiw9/mg0zN1/A+p88KygHQz6ePjhHyGOI6m/XjjLgg9806at8LwGej1utnddD3HMMBw+Kt2Dba9wsfWjgBbiUyIWSgAmwty2efrWcmEYWQHOPzNgWQxJQg0J8iQwDF54AcDY/2UBMOF5JvLzgmHwzmdRFKHXS9K+41HE+w+bZpQ71+zLNnnhLTDGOw2JExpNNKQhDIdD2LadTuw0ScrM2SQEqBhFdtzFl14MeCrzd6v8jCIqEyqZUWkBoxJQdcz7eV9slYlapGw7VXGU/HMk3qMq/zbdI9JASeCapolGo5GJyCYoDqDq/GQCOz/+KIoyGhVVyVPdR5k1SMwUqAtZm+i8SPsWNW0q9ON5Xirg6Tj5KHFZ4SPZYquOJi9mRdC16Pf7ANSFeqIoK8Ann48K96rqOvFqdNnra9uOsmQqnyMYfvSj72PPnqcQRfx+uq6LU045JRP4STiOC8cpBsU1Gi00GpOCSowxLCzsx3DYz2xnGCY2b95aeh7rgZnN6b/3e7+3nONYI7CCICT458tnArUstf9WPgZewMEwWLqw4OZ+av0nPw4XpkAUDRAEEcKQC3AASJLq+shcI4mwuNhVmtFHoxF2796NgwcPYu/evdi7d2/a9Uk2iY1Go0zUbH5CI20nCAL4Po/QFU1+4mQkvVIlubyq3wRBgCDgObONRgNzc3NSf2XdSThPPrBoVl91WRUx2fYqDVwch2maCMMQw+Ew42eOogij0ahgEhfHLwp8Ffl4CvH/NE4yC4v1ycvGXDf2gaDrlrc45U37smubJAlGo1G60KDofbIk0fWifXa7XTz88MPKMVIFN9UzSgtJ8TOxCEzZc69CVmWQV4WTt/6cm9uEfPR4szkH08wuXEzTQqPBc8x37vwpnnjisbEG7aYuswMHDkjv59xcvf7hhmHgpJN+GZ3OZEye18Dxx5+ETZvWvxAv1cTzGpDIww8/vOyDWe2QcFxp5GNIFJ+z8Xfq9BA+wSZIEh+mOXmZs01WJu0088Fnpknbqo8hvqT04m7fvj0VJPR/3/cLRVSArCZH5sM8QRCkKVo00cuCquh7QK4JyiCNzLIsNBqNgpARr40YOS9DdZy8oBO1I9W482OYtsqaSiPMo/Ityrp25SmzftB1p2smPkM0NjG6nwScym9cdR/F/Yrjy++DBLk4btu2lddBfAbEz8jMLVomvvnNb+L444+vHB9lNpArKV9VTjxO3vzv+z7CMEx/X4VhWGNNerJ/x/Fw8snHY/fux9Hvd9Oxzc9vxjOecSoAHpz29NP7xsdysXXrNjAWjVPMLHheKxWs+/fvTX33ZK0IggALCwtIkgSbNm1Ku8H1+304Thvt9qbKsQNcaJ966rMRhgHiOILnlZnp1xelQnzHjh2FB77uS78eYYzXApbNR0sIGJYdCUnCjye7zrJjGYYqYIomNvUCZOIrnHQVcl2kncu4FpEUnoNJABAgVosqnI1kUqVcVvKJ0XNVFogiaoCEaZpotVrpyl78vUqA075k41I91zSZy9LF6DrQ8VUmZDo/13Wlwlilmck0KFHAiH7tsoWDTOCJ2mOZoK2q7FanWpZsUZK/n1EUpVHX9Jv8PmzbTl0bYpMR8sXXmZvKqquJx8oz7fYkQMlasWvXLuzduxeu6yoXN3Sv4jhBvx+AL8KrrzHdp263mwpwcmWVEccxBoM+LMtNc7w3bdqC7dtPhGGY6HSei8XFQ/D9IdrtDtrteQBAt3sITz75WEbwLy4+jWc8g2vFxXNiGbM5LYjJ1ZZ/xvbv343jjz+xdOx5VCb49UzpU7Ft2zbcf//92Lq1aJK4+OKLj9igVi+TkqTi+0rCfamBbbzUYpzum3KoswUimML3rg4qAQyEIYPrynOV81qtMfaV05jESVacECYpYzSuSOrbkmnWwKQnt6hhl004rutmrEOmaWLLli2Z6yNqwWWTuUyglEH7yk+6ooCVFY0RtfPhcJj6TkULgLj/upDAEpFde9pWJsDF653XbMWyn6rUI6IqxiB/rlVUWTJEE7/oe867I2RBd+J4qlAtqqZ1lQATv/6BAzzladeuXdi3b19BIyezOz9HC4z5iKIQnlcumEirHQ6H6cKs2WxKLRt5q9ZoNEK320W3203P7dChQxgMhjj11GfBMAxs2rQFwJZ0X4wx7N+/JyPAAb44379/Nzqd+cznCwsHlQGujuNIF4n5srAaOaVC/Pzzz8fDDz+M888/v/DdGWecccQGtZrhkZwM4vwQxxREthR444H8c85rHSeIoni8WLCkuZKMmQBi5Ocd/k6aiCL+8tq2AWofSAJ88gKZAIzUH1+mgYmBZIwZsCw3TXcRJ44gCNDtyjsQiabvKqFL283Ncf8aLQBELUyWqjRNNy4x6CgPCYW87zv/e9lx6D/qPlVWBW4aASMztU9jwhcjtwE+AR86dAij0Sgdb6PRQLvdTjXXPNQzXiV4q+6ryk8rCwyTHVtcIIjH4sGaPTDG0Ol0pL7iOv71/LmoqtXVhQIBTzzxROzevTu1JJmmmQZ+UgU2WrCa5qSWu+xaRlGE4XCEE044Hj/5yU/SseavnxiASAsgWlyIAhzglrV9+57C3Nw8jj32uMIxg8DHYNCTnuNw2EcUhZnI8CBQC2TVIpDmB005pW/JHXfcofzu7rvvXvbBrBUYM5Y1Eh0ADIM3Jyh+DoRhlFnxMmbDNL3cC00CJhmb0AHAAGMWyEJANdOTJEIcF18qy3LHwmHyWZnWMQn2YWNzvoHhcJgxOTPGsHXr1tRfNxwOMRgM0kIU4r5IIMgmSTK9if8u82vSPvN908sQTewyYcQYQ7fbxebNm5VCUaaNEyoBTseW+bTzmpM4HgrEErX9qkWLuB+x+A4ALCwsZCwdJAiTJMkE8hFUlY72Jbtv5Pukv8XjywLi6iD60Wm/4nUdjUbYv39/qsnx/OJNOPbYYgnOaS0gpDXmLVL0eVWBopNPPhmu66aL0SAI0O/3sWvXLmzZsgUnnHACAKTtQfML3bwVJ0kS7Ny5E7btwHWdzCJTBl2rwWCAfr8P27bh+75y+4WFg1IhXk7xms7NbVIuBB3Hhe8X56Njjtk25XE3JsuSYnb11VfjvvvuW45dbVh40Rg5YioHAPBmByYMI79StccTHLUCpP/y+3MAmODtAXl+O29QQP67ScvSOvBczsnLSeY8x3HS8pAA0vQyEsb5dBvGWGpuFrWjvAAvHl8tCGS+b6pTTpoKaZ0kgFVmadu28dRTT8GyLGXPcDHgL09ecxQhsyb5MWlfqtztfLEREpbNZrOglVb5yqm6mSqQdTQaYW5uDo7jpOdFVgVR8yWhSYs43/cz2iBZacSiKCpM00zPsdnMluzMB3iJCxfGGPbu3Ztx4URRhIMHD8K2bWzenC3BKQbViVYY+jx//SlqXCxyRMe3LEtqAhaf5yiKUgFOOI6Dk08+OQ2mowpr4vMpLtDEZ6fX6433G2LXrl1otdppYZUwDKWLutFohH379tVyL6gKsbiuh1arI9XGW612IT+73Z6DaVqFe26aFk455Vk4cGAPDh9eQBzH8DwPxx57PJ7xjFMK+96582f4+c9/itFohEajOV5odmFZFk466RScd94LKt07641lEeJLMS9pCLVPW276jRVClnLDy6FewCqCgPvQy3yAEyEh34cqCMxxnDR6loQ2QUFSovlQZeKuk/MNZHO9FxcX03+LsQCe58FxnHTik+2XJpg9e/bg5JNPlgp7lXDKCz0aV74AiZg+RHnY/X4fg8EgneBd100LetDCQDSJi2PJW0Xy50NamJhWlYf8tLIgMvpePC5dQ1kQG90zVT15WnSRuZcsARQAlT9WnsXFRWUMBllRCDFtkKBrSoJdFJ5iVkSn0yncf7re+fGJ75BqrnQcB4uLixiNRjj++OPT7SgIstvtpvnoZP0YjUY4ePBgug/ypdN70+/309QzcZu9e/dmnruyxVS7LW9BahgGtm8/EU8++SjCcHK9XdfD9u3FYLRHH92JX/ziF9i0aT4NZuWLR4ZjjtmGbduOw2g0xGg0RKczL3Wl/L//9xD+53/+O1P9jZ4HxhieeOJxHDy4D7/+66+e2sKyllkWIb6RLtiRIkkMOE5RAMgCmMbfHNHxMAaMRjEYi6VNUrLCqPh7lRYJTDRS8smJLyydfz7yWuzwRZ+PRiNlwZXsubA0lzc/YVNKSxiGmchmqjlNkEBpt9tpHrtMiFO0Nf2WBKBokRCvEQlg2T1OkgSHDh1KtS0Aaf7x3Nwc5ucnwUMqP7sYbJhfkIkCzHEcbN68GWEYpkVDxH3n9583wea1fTpv2TUirZ0Cr8QFhLjgME0zPUcqoqJym4j7ViF+J+Z1i5CgbjQa0qDPKkzTlMZ6GIaBgwcPpoJWxnA4xNNPP404jnHMMcekPn2x/HC3202v6eHDhyULJeCpp3bjxBNPSBetjUYjjVIfDAYYDAbpuYquAXpn6V53OvM4/viTlOfa6czjtNN+BQcP7kMUBeMUs+Ok93zXLp4ffujQoUIZ18cffwSnnvpMNBpNNBpyxSIMQ/zoRz8olG+lTAa6lzt3PozHHnsEp556mnLc6w1dsW0JxHGMfft2I0liHHvsccrCCCoYIzO0CcOw0Gw20O32YYyj35OEjassyVKhjqzJaDTqYTjsIUn4pDM3N49GYyKIJkJWnvJWFlgmmrhFIS5bwIh/k+AU/cGj0SgVxrLyoHkzKUFaU16wA1y4k1Cnvw8fPowoirB582Zs37499e/JhKe42BADv1SLmmxwYXb8KhP3cDjE3NxcZbS0GHCWt3iQP50sBHQfWq0WDh48mAl8bDabqV9clkUgXmuCTOriQouOY1kWhsMher0eRqMR5ufnC2Zm2fVQBSSSAMqb3kXIb5/PuMhD16Mq3VGFeK7iPkkYy96JIAiwb98+MMbw1FNPYfPmzdi8ebO0Rn8YhlI/tmmaiOMABw8egGWZOOWUU9J3hRZstECTLRzp+jYaDWzZcixOPPGUyhxzx3FLBT2R93mLAZ87d/4M27Ydh3a7o/z9E088hsXFRel3+cXjrl2PaSE+LWUP9Hpl377dePzxX2A04pPsE088iuOOewZOPfVZlb/lfibyR9NnJmy7gzg2088ZMxT55wbETkSzk4BXeKPjmWDMQBgG6PcXhXEw9Ps9mKaRKXTCGJV/tQHE4//E85Q/F3lfLg+Mywpx2W9FjVzcB2kUVNiCJi4SXqT90EQKcEGr6kQVBEG6un/qqafSbSjKOb+dmM4kX3AZaV63ykwvQxU5TQFlYhpYGb7vp26LvECXBf25rotOp4OHH34Yw+EQjDHs378fmzZtwmmnnSY9R7JmkLnfNE202+2CpicKOHqWer1ebWueatFCx2k2m2g2m4XFD0WBD4fDyoUPwBdJlFUhq4OuCjhUQa6RbrdbsFJFUYQ9e/ak9zqOYxw6dAie5ylN3bIAUHpmTz75ZPi+j927d2Nubg7NZhOj0QgLCwvptmWuE1IqltO33Ol0sLBwMD2GeP3379+LL3/5Czj77F/DyScX/eAA0uItdWSNKqZlvbIsQvzMM89cjt2sGXx/hEceeTjjCwrDEE8++Rja7Q62bVNXYxpvjaI5PBlPGpNgNMMATLOBJAnGWjvXwA3DkaaZTUcCy8pWeeMFWwz4/iAzPtFESOVSAfLBeeNJyQNjMSyLpY1UxLQeegEpn5WIYwOGofLvS0YtaIcy8zBpKBSA5Hke5ubm0kmefJbkk1MdI0kSOI4D13Xh+z4sy0K73c5sR4sKYBK0VzV2mbWAxpSfoPL1xwFg06ZNaevIOtC1EDVtxhgOHz5cOmbXdVOzK419YWEBTz31VBpBTfvKm6Z930/z98VFhlh6VDzOcccdl/r4xbQ3maChhcD/Z+/NYyRJq3vRX+SeGbkvlVmZtVd1dVVv08w+MDuD7xiwB57hYlvXy7MMFrJ0MVj3D2wZYUuIZ/HGT7LkJ+SLBLLQxfjhQTDGMFwPhtnoYXq6p/fu6qquJbOW3Pd9ifdH1Pnyi8iIrOrp7pkemJ80mq5cIr74IvI73znnd35HK99OvbOJKU7ft1qtTBBoP6jVaojH4yyNYbVaEQgEEAjIPbTb7bbCEO3HuBBxEZCNdi6XYxGabDarSJmQ4R6Wq6b0R6fTQaFQYFGGXq+nyJvn83mcOXMGkiRhdnYWbrcbxWIJ8hqkjUwmhXh8HSsrV3Do0B0YGdlrPdsbMzMHkErt6DLhG406zp9/A7HYuOazPToaxchIGMnkzsB7/Dw5HCKOHPnVskf7MuL1eh1f/epXkUgk8PTTT2NlZQWrq6t44oknAAB//dd/fUsHebthZyehMOAESZKQzaaHGnHZC9f+ccohL2WOV/byrJqfvxGQxrryNQAgdnsftNjzeV4aW6/XgsFg2zUSBlY/zy+2ZBS1SnOMRoMuMU573AJT9ZLDh/2FXivPyRORKFQ4zMPhz0MsZLvdfkM1q/zmhQwbKXbxRDraeJBnT72eyZg6nc7r7o5F18nXXVOIdthxDAYDYrEYtre3FXNVLpcVRpyY/jzUhDr+mGoilSAIcDgcAxEB+ltro8VvIsmYVqtVxTgo8uB0OuF2u3f7aSvPqxeav3btmiIXTl4tPQvpdJo9R+oQf1+oRWmIqPMdoVAo6Oon2Gw2eDyeoSF/emYsFgtCoRAKhYImoc/pdGJqagqBQIBFb86fP49odFQ39UC/qUqljAsX3oDf/wTqdXmTIff03t8Gst1u4cSJV5DP5+B2e3D06F1YX1/Bzs6W5ueLxTx2djYRjY4PvCcIAh544GH89Kf/gUIhx17n0wJOpxMPPPAwnM7haZlfNuzLiH/xi19EKBRiQgKRSAR//ud/zoz4rxrkHrx67+3F1N+77vqtgF5JmyAARqNJ9dqwBhYSms0aut0WDAYBVqtF0dGJFgSeaQ5oh3H3A2Lq0iJKZU96nhsAloukHzyVYVHzDjV4j3BkZIQ1/xhWhw30vUd1yRN5bvQZ0v42m82oVqsQRZEZbTIKtGkKBoNIpVJoNBqa5Dj+PHQOYobTNfPgdcf5kiY1LBYL5ufnEYvFcOXKFdaSkkLf9Kxqzd+wSIHW+PWeBZ4URtdI5zUYDAqvTs9rr9frcDgcA6kavXlMpVKaZDZJkpDJZBAMBmG1WpHP5wcU0QBgZ2cHlUoFY2Nj7LzNZpMptRHcbremETeZTAgGgyiXy4wQqd5AEkudv06bzabLn3C73QpG+8bGOrLZDO64446BVrrUqa5/bODatUugdYv00T2egOa5CMnkDv75n/8JOzvb7LVQaAQf//jvolgsDnQcI2hpZRAikSg+9rHfxaVL51CrVREIjMDlcuPatWWYTCYcOXLHUE7ELyv2ZcSXlpbwt3/7t3jppZcAAKIovimRhl8WuFxubG9rv+dwiNpvMOjvYmU1qDc/rpsFm82BVqvBmKB6dcYy8aqmKDUyGg0D+shqD4gP6+qBcsi8cabcsqz1XGOMW4fDsafQBnnvRGridaX57/ELJOW7eUOhZfD4fLt6s6JlSOlYRPzqdrsKVTE+6mEymRCNRlGr1YbOF5VLAXLInY+W8Ear0Wgo7iXNi5bXDMi/9dnZWZw6dYr9zRuMG10Hhnl1NHYiFZLnabPZ0Gg02Bj0WOs0Piq10js+0K8+4PPGatBzaDKZUCwWIQgC3G43bDYbWq0WstksLl++zDaBfr9fwdfgQ/CBQAD1eh2FQkFRez8yMgKr1cq8dtqo0D0ihTUiWdJ9G5YHULE9kAAAIABJREFU5u8t1cvXajVcvnwZExMTcLlcmvNE4+Edj3a7hXR6GxaLDXa7/lr3ox/9m8KAA0A6ncJzz/0ACwuLSCQGjbjL5UY0OpwkZzKZcPToexSvhcM3Hu5/J2NfRlz9gAxT+PllhOxNNXcXawtCoQhSqS0UCsofvN3uQDQ6MfQ4chjTCLlFqBJyTfD++x3fCGQSm9wtiBYns9kMm80Og8EElyuAWq2MTqfFpF/VCyG1WpSPJxsfrZ0w6VzXajUIggC73T4g3lKr1dBsNlne2GKxaGoqUx05lc9Q3S+VmuiFX/mFjM5D3i956kQ+4kttiNkLKJtv8KVw6gWaNhTD8u5AP7fabDZRr9dhNBrhdDoHvCNAJlfxpUb8fAD9CBAvpsKnP+g89HmeBMjzBei7vHF1uVzw+XzI5/MIBALo9WRZUPLo1WHcWq3Gogtq8JstYqkPW0tqtRo7PkUx+MgGPwf7BaUu6Nqpqx69pwdehMdoNCKXyyGbzSrusc/nw8jICBwOB+M5SJLE8vWUojGZTAiHw/B6vawG3Ov1wmg0DkQC1KF4ACwyRHn6YaDNarVaxebmJmZmZtDpdFCr1ZBOp1m6AACmp6fZ97xer2a9dq/XQ7GY1zXi9XoN6+vXNN9bX1/FBz7w6ygWc4pIhNlsxujoGF566T9ZtcLRo3fC6dRnrL8LGfsy4nfffTe++tWvotVq4dVXX8XXv/51PP7447d6bLcF6vUKarUS80pNJgucTi8WF49jfX0FpVIevZ4Ep9OFsbEpTWUxSZJQKuV2jWKH5dY8Hs9uPtgAQFYBo5Z/txq9HlAo5GEyGRWLfaVSgc3mhtFogsvlY+PvdusDYUha9Kmnt8ej3zaQFpJ2u82UuERRZIuLmkRF3rLaoKnrQnmP02azKQhCBCpxou/ynhttCugYPIOcarJ5oyMIgqKJCc2H2pDxJTR6IDZ1rVaDw+GAKIqa7TX5ealUKmyzwUPNVtfKLxOhj3pz02f4NqtaRsxgMMDlcsHpdCIYDDIjQ4SvdDqtMGS9ntzsRRRFRSic6sNpnincrMf0poiLGnQdNFY9shsg3zO1E8Iz841Go6Iunrx89ebLYDAwg8LnYYk0p45u8JoDrVYLNpuNfb/ZbKJarcLlcsHlcsHv97NSRzWznuZNC6VSiREIy+Uy003g7yFtRJPJJFZWVthrbrcbhw8fZmNfXFxEvV7fDXXX2ef0IKs0aqPT6eqGxeVyRQcee+xJLC1dQrlcgtUq68mfOXMKrVZ/A7O2toonnngSodCvVo77erEvI/7Zz34WX/va1yCKIr7yla/g8ccfx6c+9albPba3Ha1WA+VyHnw4qdNpoVTKwecLY2Zmfl/HKZVyKBb7ykqdTg/lchuSZIDfP3Kzh70vVKslGI2DPcANBgGtVg02W/+HIy+YZnQ6DYUhJC/UbDajWCzuGRrlPeVqtcq8P71uRZ1OR1PMhV+8STQEAGOPU66bNktWq1UheqIOoRNowaQx8cppRDIjT1I9b+qwNf+6FomMNyRkwHnClloClBjMfE6Yz5XS5kPvHvARg2GkMy3QHKs3VNQr2+/3o1KpoNVqsU0CiaXw10BqdM1mk0l/GgwGjI6ODrTMlCRpaGhbDWpMwpfQUQMX/r5QxIX3MAOBAPN2KUReqVTYs2qz2RTXT+chFT41yPMmg6rOnTscjoFNmM1mY+psvAobHU8LlL82GAxIp9NsQ8RHwygCs7m5qfju2NiYotqCVABtNnkT0Wy24HYrJWp5DGv36XK5EIuNYXV1ZeC9WGwcodAIBEHA8eN3A5Cf9+98538pDDgAlEoFnDr1Gg4d2rts91cZexrxbreLZ555Bp/+9Kfx6U9/+q0Y022DRqMCLSJar9dBo1HZV8N62dPU9q5rtQq83sBNKBe7fnS7bVgs2rdf1mZXGqRer981TG0AKDzYaDQGyrD6xxzsMkYe0DCy1l61uBQOJWNPDO56va5YGNXH1QONkfcSyZOVJIkZKrXBJIOq5TWp23yqPXSr1ao4Fnl65BmXSiVF6JHme9j4tUAbqWGevjqU3uvJpY+VSoUp1vEhzna7DYfDwdoVq7kJ/HWaTCZUq9WBTVsmk4HP52NGkvLL+62Dp2sjjgFfWUA8iFqtpqt53+v14Pf7kclk2Dk9Hg/MZjOCwSCKxSKbm3w+j0KhwJ41PWlhagtKddpa4+XnhjZ71CdgP2046XpJO4EiCOpSRp4vAchGVu93ajIZYTabEA6PYmxsGvH48oBQS68nsZ7ienjooceQyaQUz60oOvHgg48OzFc8vq5gnPNIp5M3NXXb6/XwyisvYmnpEtrtFiKRKB5++HH4fIPttt8p2NOIG41GfO9738MnPvGJt2I8txWGLYjDwknqz6l77vbf66DdbsFqfesZlYJwvXK5SjlUNXw+H3K5HGw2m+bCq2a98tAy1BaLheVM6TNsJCqiXDabZQsqGdpGo8Fya2+GCU815wDYNfHEJq154PPDPAmJUgi8MAw/Hq2x8cxxNYt5WDc0QJ99vVfLTfKWKbxOaRL+/NVqlXltwHCVPTWMRiPC4TAajQaazSaT36xUKqhWq4ygSGQvp9OpyzbWimx0u1243W4W8SGPmYhgwyR6XS4XLBYLY4VbLBa43W40m012zHg8jmSyb1SoI184HB44LpUPDmPpq+eK7nc4HEYul2PRoGGpAooWkRGnaBJtXuPxOJtn+i3tR6q4UilBEAREo5M4ffoXSCTizOvvdrtYXl7BI498QFdlb3HxMNzuT+EXv3gFxWIBTqcL9977ACYmpjTmQn8cb6aCZRieeebbeO21E+zva9dWsLJyFX/4h3/CNqLvNOwrnP7e974XP/rRj/Dkk0/e6vHcVjAY9KfHaNyfKpAcutPuQSy/9/b0zDUYzEPY1lpGT79BCwDGqE0kEohEIixfTouoWo97GKisRmuhpsURADOsRHKjUC4AxkKnHucOh4OR2OTrN2iWbBkMcptGyi9SKVZ/bvTL7ShKQc1K1OFhGrdS9U5+XY9dXCwWB0hNxCnQ2yypw8U0H5VKhRHahsnhdjodbG5u6hp9MuRAXwKU7jd1YlPPkSAI7J6SF+jxeBCPx1nEg6//B8DU1SgsTeNTR4PodX4R5sv1yMDvZRCo0oEngtGzWKvVkEgkBoxptVpFoVCAz+dTzDU9Z3ttnLQgs8LDyGTSyGQyLK+tjmrwGxz+2qrVKlqtFvL5vIKwR/NWLBZZCkNrDoD+5mxlZQVvvHF64LqbzSbOnn0d73vfo7rXEYuN4aMf/a97Xm8yuc2uUY1IZPSmGfJEIo433jilcf4dvPDC8/jIRz5+U87zVmNfRvyb3/wmCoUCyw3RTv/nP//5rR7f2wqHw4lWqzbwcBmNZtjt+2NNCoIBNpsTlUph4D27XZvB+1ZAFN0ol3MwGKSBBdFiUXo/7XYTvV4HBoN23heQF1wyNtvbO5CkHoLBIAv57RUSo3ClXsiXJ5HJgikmmM02RStEWnzJA+OPTeFUHp1OR0G+IlUyMvx+v3/AuO4ldEHGW09MRW2AqOEGcQt4FItFnDt3DrFYTJFDpZwrdYPir5MiCLRpAcA2UfV6HY1Gg7HL1Zr1/JwNMz5qdjgJvtB3yOiSB8mnJHiIoohQKIRSqaTYXFAUBQDbUFGlAjWm4Uv42u02QqHQwO+Uzkfj6nQ6jJSYzWZZZYbFYoHP52McC3589Mwkk0ndOanX68yI073h37PZbAPPjdbvQZ4zAwAB9XoVpVKJbWyIxU8bS7UBpmeelOHK5bKCU8CnaOReACX4/b6B54d+w9QH4tSpVzXH2m63kU6nNOfjetDptJFMbjGCp3qjcvz4PTd8DsKlS+c1RboAYGtrU/P1dwL2ZcT/9V//9VaP47aEyWSB2x1ErVZCu92CIABmsxWi6L2u3aHPF4IkSayhiMwuFuHzhW/h6IdDEAxwuQKoVotMqMVkssBqdQEQkMnsoNGoQZLk2m+n0wlBkMUznE6nYhGhHCYgC32IogulUgHFYpEt6HK9t3wsLUPY6XRw8eJFOJ1O3HnnnbrjJrIaIG8uDAYjBMEAg0FQlEupoXdOMoatVgu5XE6Tta4G5RzVzwCFzvmyO/VneKIdMd1pY0weHOWhV1dXIUmybnk0GlVsQspludKBDASVDLXbbYiiiEKhwMLA+Xye1VqToSqXy0wpjYhrvGdH96zZbCKf7/d59vl8MJvN7FgkZ8pvntSpgmG/FafTqYhSSZIEr9eLfD7PjCGNA5ANa7VaVRzT7/frpr5oUwjIBtVqtSKbzTLxGkB+DmiDQzlzIrjx91wPFPGRf+Ny6RfNZaPRQLFYVKR79LgeDocPRqMJxWIaq6urbN4pakRaAurNaKPRwMrKyoB+h/p3QKWG8ubKgKWlJUSjUcb/oHx6q9VCpZJEKBRFuazddESODNy4VgiRHM1mM5xOJ9NaoGu2WG6eDvow1cV3st76vox4LBa71eO4bWGx2GCx2HYf2OELkh4EQUAgEEanE0Cn04LJZIbJ9NY8NLyHq0Y8vobNzTW2QNrtDkxOzu4S9/rh73YbipApqYxR/TflMB0OBzP2sjffZUa80+mgXM7DZDINlOT0ej2WuyMDoWdA+XA25W57vQ56va5uSZeWwSXQuTKZzIDoi16UhIyKOswLyLW1rVYLhUIBjUaDhc5p88ETq3imudlsRiKRYGVAPJrNJkqlEptbMvwk6lKtVpHL9YlBrVYLHo+H5c59Ph+MRiM2NjYgSXI7SrfbrYhskIGhe+pyuVAsFlGpVBTHLhaLOHjwIBs/dZHjDTFfykb3Ss9w6ZW0ORyOgXpp8tb5Z4Py88M6jtF9pPFolSHStVNahq6DzhUMBrG5ualpzDudDmPaA/3UAZ2X2n9SNGFkRGZnE/8AkB0Gk0muHlhZuapQeKOSPbpGSZLlgwOBADweD0RRxL//+7/D5XIhHA4jGo3BYpErLLSu1Wq1YnV1BfH4Oi5cuICRkRGMjo6yqgw5WiNhdvYgjEbTQPtPQiAQ0p3z/cJmkzf95XJRsUEH5F7mwwRlrhf33HM/Xn75BRSLg1HRubn9VRrdjtiXEb///vs1F8Ff9nA6j5vR+lOvJOVWoNGoo1zOo91uABBgtdrgcsk5Q7PZgnw+g7W1q4pFqV6vYWtrnQmo8CBPkYxWo9GA0+lEu91mYV1ZBKIIm82OdrsBv9/PFjar1QqTyYStrS30ej32N4XAnU4n5ubmdsdR1yXMaIeoBZASnl5uTQ9UJqUlKkMEITX4em3KmfIhXtKzJk+fjCnl1ylfytd00/zpodVqYWJigvUS5+eB2O208IuiqBi3yWRi6mGJRAKAXGPscrmYNy8IAlKpFLa3txEOh+FyuRAMBhEIBDA6OoorV67slh71u2MBfS9U/VzzBKth0DO+JBxE3AbKAVPNOs0hbQj1yF8UHSGBISIY6snt0ryS1j7B4/EgHA4zURQCHVN97bSB44mZ5XIZ1WqVaaObzWZkMhl84xvfwMrKNZjNFhw/fieOHz+y51xRC1dRFOHz+bC4uIiTJ0+i3W7jPe95D0wmEyMmqhGLTeDkyVfZ36lUCqlUPzQeCoUYyTASiWJzc2PgGFarDXfeea/mOK8HRqMRExNTuHDhzMB7ExNT17Venj37Bv7zP59HpVLG6GgMTz31fyjEcBwOEU8++WH88IfPolSSIzEk1/rII++/4Wt5u3Dd4fRms4lnn332LTNG73TIhi2HXq8Lt9s3tL7yZqHdbiKX22EMekmScPWqrH/d7XbhcIgwmy2aZB/ecyLwJCwCMa95EhUZ+lKpqDDgBKvVCr/fj3Q6jVqtxpTA1OStra0txGIxOByOPXPQFMbkvUr1gq7XlIK+T7lC9cJO3pPeHJFHrqWwRp4oibCQMQH6ZDDyhum/kZERbGxsKGRm+bwygIE8OMHpdDKPmfLd9F0Ko6r7j5Psp91uRzabxfLyMsbGxhSiPRRWnpubw7lz5wBAwVYnD1YLRMbinx81H0CP8Gg2m3HgwAHGZ9je3kY+n0e5XEYgEIDP52O5dopUaDWquXDhAiYmJmC321m0gBqGqA2cJEmoVCo4dOgQQqEQiyDRfM3Pz8PtdrNe606nE16vFxcvXhyINBBPgCcA0vnL5TI8Hg+LOGxsbGB5+eru/bXiyJEFzTlRP9edTgdbW1vw+XzMCz948CD7PY6NyRKmyWSSpUzGxqZwxx134cyZ0wBqms89KRm63R7cf/+D+M//fA65XL92XRRF/Jf/8ps3rdHI4cN3wGAwIh5fQ71e2x3nJA4dOrbvYzz77HfxzW9+QyGU89prJ/D5z/+VghF/55334ODBRbz66itotVqYn1/AzMw7uw79TYXTP/OZz+D3f//38ad/+qe3ZFC/LCiV5K48rZZMlkmltuHzBRGJDNcHvlFUKkVFCdzGxoZCQIJ2oXzLQgIRc+iHTUZai+1MXiaB8o9Wq1UhwsKDJ2jRv9Vh0263i42NDdjtduY11Wo1TE9PK2qU+XaT6jHwi2+pVILNZhtQEKNSNMrz82FjQF5szWYzU5Yjo0qKaSSVule5F4X9c7kc2u02nE4nU+miUDvVMEejUcTjccUxifG+trbGohVq0LyTIeONJRkjSmUEAgHmJWYyGWxvb6NUKqHb7epGQNxuNxwOh6aG+7AUEz9vgJJERykLrTI18oqNRiNcLhdMJhOWl5fh9XrRbDaRzWYRCARQrVZZTXmhUIAoimwerl69ysi4PMibJ8EhAjUuiUT6Wty8zG6320UoFEIoFFJ8h6AWAaIwuNac0LGDwSD+6q/+CqdPn8a5c+ewtLQ0kJ5Qf48H5eCPHz+OY8eOMU4F/S7GxsYQi8XQ6/Xg8QQYP2d0dBQeT78cj+aR1gSv14t6vYxweAwf/ehv4+LFc6hUynC7PVhcPDzQJOlGIAgCDh06isXFI6zq4nrSlo1GHd///ncH5npzM45vf/tb+B//4/OK10XRiccf/7WbMvbbAW/qTsTj8QEFoDeLF154AV/60pfQ6/Xw8Y9//JdGCa7b7WB7O65gQ3a7HWQyO7BabfD5gtdxrC4SifXdMLPcJGDYQ87nsGQmalHzc+QpSJKEQqGATqejYDUDfcYzX75FBB4t4Qygr5WuBX4hIi9Fj7ler9exvr7ODAFJf/avU5stTMYhnU7j8uXL+PGPf4xPfOITGB8fZ6FjiiTQ52KxGHw+HyqVChs7NUkB+qFvWmBEUWRe/LASMT6/Go/H2fh8Ph8mJydx+fJlhMNhlpceGxsbaP9JyGazmJmZ0S0PM5lMLG+uHgOxkicnJxUbqTvvvBOFQgH5fH5o+ZzRaITVakWtVmPpFvI+tRTs+HuhPi59r9VqwW63Mx5Eq9VCrVbD+vo6lpaW8OEPf5gZVLvdjnA4zLgGxEcoFAqK56BaraJarUKW8TyDxx57THNcZrN5V+ZYbvpRqVTgcDgwPj4+EEGgTRZvHAlq/W+v18tSJnpRBlEU2QbUZDJhamoKU1NTeOqpp3DixAndhi1a4FMylFOmTS/9rug94uGcP38a3W6HbeCNRiNLCTkcDkQiEYTDYbZ2mUwmHDv2Ho2z31zwJMTrwcsvv6jZZxwAlpev3Oiwbntcd06ccoV/8Rd/ccMn73a7+Ju/+Rt8/etfRzgcxsc+9jE8/vjjut7GOwnZbFq3nKFUKuzbiBcKeZw797qCJbqxcQ133nkfKwNRg1eAq9Vqmrt6oG+Md3Z20Gq14Pf7dcU1+IWadvt6G4lhGwzaLRMzGtDOKwL9HCAd7+rVq4jFYgrRFD30ej1897vfxfr6OgDg9OnTCAQCmuSqdruNXC6H0dFRRuja2dlBuVxGLpdDKBRiGwjaAPBeKy3uw8bDX1+v10M2m4UgCIhEIixMKpP/yrq58U6ng0qloqhJJgiCgFAopDv3tLHRKplzu92MoU8GUg3S1fZ4PDh69CiMRiMrZ6O0ymCpooX1Taf8LG02+Bp9ivRUKhU8++yz7Bl58cUX8fGPf5wd79q1ayzd4HQ6cccdd+gKCFE52TBYrVa43W5GjPP5fIp6bL5mWqtErFarIZPJ7IrSOGCzWVEulxmxz+/3D0R3qGxNrS1P9+L+++/H8vIyIpEIJEnu4La+vq4ZdQKg2a+Ab+xD1Q31ehPVagPT0zZsbiYGviMIAoLBIObm5jjiaN88VKsl5HJZSFIXNpuIYDC8Z6rretFqNXH27BsAgGPHjsNiGX7/CMN4F29XCe9bievOiVMI6GZMztmzZzE5OYnxcbkJ/Ic+9CE8//zzvxRGfJii237V3iRJwqVLZwfKPPL5LC5dOqdbQymKbtTrVUhSj+k2a/d9FpHJpNlCqF5UeMiMa3kRp3IkIroBSsNNtapE7iHQQu52u+H1BnbH1YLP51N0U5PnqKcIVQqCgLGxMUZc63Q6yOfzTKZSPW/1eh3Hjx9necPLly9jZmYGR45ok4Z4pTWv1wu73Y5MJoN8Po90Og1AVvWimnf14ksELD6UzefOSTWLXifiVKvVgtPphCiKaLfbsNlsut3YbDYbkskkCy/z4NMIWqCNBjGbeVBHrWKxiGQyybxjfj5rtRruueceBemRV6hrtVosSkGbEDIwpVIJhUJBEXExm83weDyKdcTv9yMWi2F5eRmAzI2oVCpwOp14/vnnceVK36vK5XI4ePCgLqGNzq8nL9put1lbzrm5Objdbt3IDl9/zTszsod6DBaLBZVKDRcvnlfUmU9OTsLj8bByPyIg0oZYvYZSnfbk5CQ7j81mQzAYRKFQwOrqKju+wSB3PZuY0O6aaDDIm6wrV66waMHmZhxXry6h3R7sl05z0n+GDXC75c1iMrmJnZ1NrqQsg2Ixh+npg2/Kc9bCyZMn8PLLL7DOkC+//DO8730P4+6779/zu/ff/z6Mj08gHh8k4C0sHLop47udsa878I1vfAN/+Zd/qXjtS1/60sBr14tkMqnIP4XDYZw9e/aGjnm7YFhpxH53mKVSUVdTOJfLaHoIAGC12uH1BlAuy2F0l8vFwo5E4pI3YyGsrvZbBhJJjDwsXhWKvmexaKtx8SQqQF7gf/zjH2N2dhbBYBBut5t5H71eDzs7WzCZzLs1wTmk02kmZEF5eYvFgtHRURgMBoRCIYyOjrJz0hjIu+NL2agBisvlwmc/+1msrKyg2WwiGo3qem48Q5wiDeS502aCBE20Ve4EVCoVJJNJhMNhZig7nQ7S6TRjjptMJvh8Prb4yUTAEoxGI9xuN3w+H4LBIHZ2BsODwWCQ1fKqNxEEPYPGi4HolXp5PB5Uq1Wsrq7iwIEDLN9vtVrh8XgGUiS0GaHICInK8HXS3W4XxWJxYFz0Wb4W22AwIBwOMyNOz9PW1hZ7jTA6Ogq/349sNjvAqaDzPvbYYzCZTKjX6woD3el02KaCfx6GCRLx88e3hK3X67BYLNjc3FIYcKrEmJ+fZ1UA/HXSd0mVzuPxsM+o6+xJ6GVycpI974FAAE6nE8VikV2L0+lEIBDYTT15ceXK0oBkb61W0ewnAPTTR2azBT5fCKIoVwGkUtsDNeHVahnJ5CZisUndOdsvNjcTeP755xTzVyjk8fzzzyEWG0MotDj0+2azGb/zO7+P//k//1/k8/31cn5+Ab/3e//nDY/vdse+jPjJkycHXnvttddu+ORaD9J+CA3vhNZ0waAT1Wp+IJxmt9tx4MCMrofAX1unUxmysEgIBETdnXAo5IIkxVCpVDA5OYnvf//7CjETr9eLqalxnDjxMvtOOp2G2+1mizV5H7Tw+3w+2O12xcILKFnHlB92OBwYGxvDpUuXMDs7yyICVA8uE208aDRq7G910wcyBoIgS0WaTCZGKiJvWxRFtrCRR0zn8nq9cDgcOHToECMnpVIpTY/L6XSyvt78nBNRqtFoMO1oPfBMcAqpyhuWvkFWC+XQ96jkSyb5HILJZGIGymazIRwOY3R0FBsbG0ygRg0SfLHZbIxVL0kS6+Wuh3q9jnK5DFEUMTIyAqfTyVIHVB6nZSj58RsMBraRIg4GGXC99IAWb4J/BiKRCBwOBy5cuDBwz6j23ePxIJfLDRhJr9fLwumiKLKWspIkYXt7m12PIAisgc4w0PHVanUAtRqVz2W329k9liQJm5ubipp8QqlUQq3WV4PM5XIDgj4EQRBgt9tx+vRp+P1+uN1uOJ1OxONxRWlYqVRCMplEoVCA0+lENpvV3LDRhlyNSCSCmZkZjI6OsvdXV1d168RbrZrmWky/TeJR7IWf/OSsZsOXRqOBy5fP4dixxT3X/I9+9EN44IG78Mwzz6BSqWBqagof+chH9ryvbzduhi0basR/+MMf4oc//CE2Nzfxmc98hr0u95zWzsdeDyKRiGKBSyaTGBnZuzVnOv3W9Ny+UUQiUxAEE6rVyq5BciAYjKBW66FWG7yGUMiluDZBsEMUnahWB2s9RdGFfH6Q+cojk0ntinVkkEwmFe8VCgW88soJ+P0BVj7i9XoVghLUDIJApWH33XefZgjbYDAoSqDm5+cxMTHBhEROnz7NwsputxuiKMLhcAyMjUDG0GKRy+HS6TRr25nNZrGxsYEjR44gEAgw42u1WploRSwWU3TVIm+TSu36cynX2pbL5YFNE7HzSXyElx1W48SJE9jY2MAf/MEfKGrhqawO0M/fkWoYldUtLCywOnPeIFssFmSz2YHWoLQRoPtXr9dZeJ03OmpPvFgs4vz5fhjYYrFgamqKbdTU+WEt8O+ZTCZFLlwvvK8FkpkF5OjRvffKdchaBoc2flarFSMjI6hUKiy90+12YTabUSqVWA6af14pLQKAPbOAdlMSoM8DIk+cSgbp+7RpJQEeteiL+lmp1WoD5W3EsxiWpiSjX6lUYTZb2TNltVoRiUSYAFO1WsXa2hoj+PHHFARht8zUwTYkRMgLhUK7m4A/abVsAAAgAElEQVQSAoEITCYzKhX9zVu73cXmZgap1DY6nQ7sdgdqtTouXTqHXC6728xlFPfc817dqgcAKBT01/N8Xk4l7mfNNxgceN/7HsXmZhySJOHs2cuYmJi6Lqb7Wwn1er/XZ/Uw1IhPT0/j0Ucfxblz5/Doo4+y151OJx544IH9jXQIjh49irW1NcTjcYTDYfzgBz/A008/fcPHvV1gMBgwOqqds9oPZCGEGSwtXWDGSF6ADajXa7h8+Tzm5w8NeIfFYgEnTryEdHqHeYZaSKV2sLBwGJVKedeb6C906hAkgRaIhQX9WlYedMzl5WVmwIkcRQZRL2cPDIaKSYpyeXkZ7XYb29vbiEajisiG3EBC3gyqjQgZP1oQJUlSLGha4Fta6ingxeNxPPPMMyxt8alPfYotntPT0zCbzQNRmWHXCvSNAD8Ol8uFbDaLeDyOQCAAq9XKZFqpmxv10FanDija0Wq1YLVa0Ww2cenSJbbYA/J9v3TpEiM58jXreoZcPW6LxcLuh81m0yxLo2MS6vU6NjY2MDk5CafTiePHj8Pr9UKSJBw4cAAXL15UsL23traQTqcRDoeZR04bT2oDWq/XUSqV4PV6dasaqMud3jUSH4By/uq2nkCfREcCP+o5V0OvzSjfWEY9BkrHyNyGDq5dW2YchLGxMZXSmYj5+Xkm+Wo2mzE1NQW/3w+j0YhqtYp4PI5cLoeJiQmMj48rokPNZh25XBIjI2Pw+4NIp7c1vXGj0YiLF99gBN5qtYqNjTj7bLsNrK9fQ61WxQc/+BHdKFYwqO+4hUJ7O3U0R6+/fgIrK0vsHl67dhWbmxt44IGHb1tDfjMw1IgvLCxgYWEBjz/+uKaK1w2f3GTCF77wBfzxH/8xut0ufuu3fgsHDhy46ed5J2N6eg52ux0bG6vIZNLodjuQpB7K5RLK5RJKpQLuued9ivrnl1/+KTKZfphNzzjJIW0vPvCBD+Hy5Qtotfqe/bAGGFqh2b2YqnxubnJyUuH9kGFSgy/xIrRaLbz++uvs752dHRSLRQSDQUSjUdZDnOZDa2GmXC6FnymvqQZ5cDQGrV7NhO3tbbZJOXXqFNMmp+8JgqBZ/kVjpH7sRCyi8iP+uu12O0KhEDNWOzs7rCxIkiSEQqEBgRm69na7zVIjvCcZjUY1pV6Xl5dx+PBhtnnRM+BUPkabRUmSYDabFSkFqqnnQV3BKM+fz+dx77334vjx44rPUXTl7rvvxsmTJ5khN5lMSCQSCIfDTFeg1WrB61X2NSBSId3HZrOJcrnMNhqUQ1ZvzChakc/nWbRQL5dMnjqVyvEgshh/L/V+jyS8o45y1et1RupTE0mJhKmG2WxGNBpFNpvFXXfdpVi/bTYb3G43er0ewuGwZkqu0aij3W7BYrEiFIogmdxUXLvDIUcI+QqcXC6naezT6SRWVq7gwAHt3Pb9978Xly+fx/b2luL10dEY7rvvfZrfUWNnZ0thwAkbG6sIh0cxO/vOlVXdC/vKiTudTnz729/GpUuXFLmxL3/5yzc8gEceeQSPPPLIDR/nnQ7ykrRCtZFIbDckvj3wvWRyGzs7WxgdlQV5NjbWFAZ8GMxmCyKRGHw+P8bHJ/Hqqy+i3W4yT07Pc9RiRg9Dp9NBqdRn2JOXRgZgYmJigABlMpk0eQMWi4U1vHC5XOj1eshkMgN64HogD1Vd81sulxWLpyAIijI4AMw4aeHIkSOIRqPY2tpCsVjE5uYmgsEg02UnVjttBOhcFI7lvTzK8VLVBhlEkhgNh8MIBoOM/Ef580QigXq9jrvuukuRjyRymJYBok2P2rtMJpMQRRGTk5OgnuaSJDHpU/qPhEl440UbBZo7URRhNpsZ5yCVSjHVM15v4syZM3jggQcYl4CPIs3MzDCOhcFgwOTkJPx+P1qtFk6cOIFMJoO5uTnN+0/68lRZcfDgQTSbTfZZ6mQGKEP3jUZDkerhtc7VoM2LlrhLrVZTdETjW+Kqj3H58mUEg0HWVjWbzWJ1dRWAso6a7uWwnK/FYoHT6dQMZZvN5gEPXDUadDrt3TVibDd9l2FpQZPJjGvXlDXYw/TrtfTK++O04rd/+/fx05/+BxIJWUthbGwcjz32xL5z2hRC10Iyuf2uEf/CF76AbreLV199Fb/zO7+Df/u3f8Pdd999q8f2K4Fer4fTp3+BeHwdzWYDDocT09OzOHz4DsWCxBtBNXK5NDPiWl2H9PTEJyYm4fP52ThCoSDbSVut/ZpXHhS6zOfzLP9M4XC9PtWFQkFxHFrw+UYmc3NzqFarzJjyoisEWpTI8ND3KSdKOXxepYtXBOOJemoQK53yz3wDi/3MJdUtb21twe12Y2RkBC+88AKOHz+uCCd3Oh1cvXqV8QFisdjAeWw2Gwvv87ruvBY5eeA09vX1dcTjcSbqQjwEYHg+W2/TMz8/rxCW8fv9TMmv3W7D4/EwRrpW3lst6Ut5covFgqWlJc05JAKdwWBAuVxGo9FgpVnED/B4PJibm2MbqgsXLrBQ87B8MtWn83lqakxCXcZ4L77dbiOZTA6dO/XYid2vJQjTaDRYORjVpasNucFgwOLiIkt17OzsYHNzE/V6nakE8nNKhEs9jkaz2UQkEtGdF7vdjkqlohOFMsFq7Xv4LpcHLle/Jj2bHXQUhpWbieJwApfb7cFv/uZvDf3MMAzrqLbfe/hOxb6M+Llz5/Dss8/iN37jN/Anf/In+N3f/V382Z/92a0e268EfvGLV7C0dJH93Ww2WVnZkSP90KLJpL9A8aIMIyORgRwz35hDXsSsiMUmcM89fV5DLpdShMJsNhumpqaYd0evRaNRuFyu3R+GAb2eLC9rNptZ0wp+0ajVarh2rV/GJkkSNjY20Gg0BkJ5oigy79vhcKBYLLKFzmKxMPa2HqmOIgfFYhF2u511iyLyjl6en0BGkrxMPWiF6Hu9HiMa3XXXXfD5fJienmbRBSLHGY1GhEIhFItFpFIpXYIohdT5c1HHMLW0Zz6fR71ex9zcHDweDzO2JKJCzHEthjltjPioSzQaxezsrGIO6Dg0BmoqshdrXT1XlDve2toa+LzVamVcB/p+Pp9n3b/o3mUyGVaayqdharWapvgJ0G+UAvQV2EgIxWw2o1qtMqlgi8WC9fV1zcYmegbTZrPB4XAgHA6zNqr0rJ44cYJVHBAHZHR0lPWup/vAs9NtNhtcLhdcLhfW1tZYKRo/V3Nzc7vRmzasVqUhbjabSKVSmJqaGhgz1cjXajVdzXlRdA39DXi9AVitNjSb/fw+KR6qN2g+XwDz8/plYpTnNxpNb1pAZnR0DCsrS5rvjYxENF+/FWg0Gshm0/D7A7DbtRUtbzb2ZcR5eT7qMMWXNryLN4dms4F4fG3gdUmSsLq6ovDGw+EotrcHpW4tFismJqbZ3yMjYcRi49jYUB7XZrPjwQcfY5Kt6oWo0RjMcwcCAYXqlM/nU/zIWq0GrFYRRqNpt6lHC5VKBS6XCxaLDcViHhcvXmS5UafTiWq1ikQigUQiAYfDgampKczOzmpcl2WAh1EqlbC2toZyucykSw8cOMBC1bzmMvU4DwQCzDAPM+AE3vDpgert+eYoy8vLuHbtGt7//vfjj/7oj9DtduHz+dDpdFAsFuFyuQaETYaJ6/BCOsQy73a7qFQqsFqtLMJAufJjx44pFk9SSSPGO4nJ8J8xGo3w+/0IBAIoFApM5nZ8fFzz+ompT2Ph66X1YLFY2OfpGPPz88hmsyxnTznjZrOpG2YmBAIBRd01f/6dnR1W9cBD3QKWYLPZBp4xalxiNBpZvpxv0KN1v4ij0Gw2EYvF4HK52AaMRGGoixyByJdUkqd+PmiuwuEwPB4v1tfXmJqfKIqIRqOMrCdHR7rodtssLVcul7GwsIB8Ps/U6Iixv729zebPYrEgHo9jYmIKdrsNBoMRDocTLpePXVujUUev14XdLiqiZyMjMWxurjHxKpfLhbGxcRSLJRSL+d3PRHDvve/VlQpOpTZRKhXR6bRgNlvgcnkxMhK9biJaLDaOqak5rK0tD7z+VoTSe70ufvSjH+Dy5Qsol+WqiLm5g/jwhz9yy9tO78uIU1nOQw89hE9+8pNMkOJd3Bjy+Rzq9Rrb4QN90ZFqtcxYxAAwNjaJYrGAeHyV/QCtVhsWFg7D4VAuWg8++Dhef/0Etrc30W634PH4cPDgYYyN9ZnynU4H8fgaJEnC+Li+YAPJR+rlGkul3IBxJKNfq9XY4uf3+1EqlRSeW61Ww+XLl2G32xGNRtkxSerUbDYzw1Or1XDmzBlFzpGMeTQa1TS8ZGT0yGhq8NKhlB5Qf69areI//uM/mPzpwsICotEozGYzvvKVr7AGHbxkJ9+SkgeFQ7XqxilMCvQ7otH18LXsfN5bDbqWfD4Ph8MBn8+32yu6x9IidO5wOAxAbpgxbAHlvVmKgOgZcuI8qAlhhUIB9957L1Oty+fzSCQSmlrjZOAFQUA0Gh0grgUCAeTzsspXu93G0tISq1Yg0lcwGNS8Jj3hH0mSEA6HmZEMBoPI5/NIJpPwer0wGAysuiGdTrMNCSBLA1NpJXFBpqenNaVy6XfvdDp1tfdlzoQF09MzkCTlc0xzKgvyGGAwWNFqddFsttHt9rC8vMzWimQyhWAwwGSYvV4vvF4vi3L0ehJGR5XlWPV6FZnMNhoN+TdnNlvg9Qbg9cprfyQS3e2AJ0fxLBYbjh2L7bY6zsJiscLlUmpK8EilNpHLpdnf7XYLuVwKgIRw+PqaRAmCgPvuex8ikVFsb8skvJGRCGZmDtx0eVgt/O///UO89lq/NXe1WsWZM6cgCAKeeupjt/Tc+zLi//iP/wij0YjPfvazePbZZ1Eul/GRj3zklg7sVwFut4fVbRIo9GWzKaUvBUHAkSPHMTk5g+3tBAwGuQ+vlvqbyWTCffc9yBYJ9UO8vr6Cy5cvoFaTF80rVy5idHQUojjIct0rn2QwGJjICf8dmQHuYp2vLBaLJqudSFfRaJQZ63q9jlwuxzx/o9GoCOvzaDQaQ8PfyWQSmUwGR48eVciEqmG32xW62YBsFPiWnqlUCq+//jozGqlUCoVCAQsLC4xdLggCM6x0L/kQuFbXNerpbTQakc1mWZlaLpeD0+lkevG0qSEPdpikLsFoNLIubFROp04Z0P3TCxUTSDiG0hN0bVrsddp48H/T9fNeJ20S7XY7zp49O7Ah4DcrWsTFQ4cOIZvNKgx5IpHA/Pw8QqEQarWa7rOh9yzQOAkkNU314IDMgUin00ilUoox1+t1XLhwQdEPnW8Pqgax7yny0mw2kUwmIQgCy2f3eh0IAiAIw5X5ZK9fgNPpwvLykkqlro2dnR0WFYhEImxe6D6VSjl4PAF2rFRqE61Wf9PdbreQyezAZLLA6ZSNs8fjg8czuEEJBEIDr6nHWippk91KpSJCoeh1G19BEDA1NYupqcHI3q1Ep9PBlSuXNN+7evUK6vW6bk+Km4F9GXHq8rO+vo6nnnrqlg3mVw2p1I5uy8HR0THNh9jlcsPl2p8esFbYvFQq4vz5NxQLWKNRw8bGOmZn52Cx9B8JYnKTTKvWOPkOTxSGFEWRGT+Px61QyNICr6ZFedZKpYJSqcQ6c+kpjmWz2aFa+6VSCefPn4cgCJiYmND0HA0GAytPom5a5D2SwVxbW8Orr746cPxWq4WVlRUmCVssFhGJRGCxWGC1Wlkomw9DqpnXVLuey+UUOV5i7DebTSwsLLAwPm2S9qtbTUQqXj+d0gH0b94oaJVcAVCw0MmbJ2PN6xhQAw76DH89JMSiBnUp296WKzCIf2Gz2di4taIZdrsdjz32GC5duoRCoQCLxYKxsTGmE0Df1zMItBlRi+Kor53SQfxnksmkZhSi0+lgY2ODtQYdZoz4zdPa2ho2NzeZVx+PxzE+Pq5ofcqPR2+DvbUV193YkVKi1pjqdVn50OsNoljMKgw4QU4d5JkRf7PodFrodLTZ7PQe76DQeeXIZW/Xy/fBbH77Fdnq9RoqFW3Rlmq1gkIh//Yb8Z/97Gf4whe+AKPRiJ/85Cc4d+4c/uEf/gFf/epXb9nAfhWwurqs+57Ndmtu+vr6NU0PpNvtoNFowmg0oNORDVez2WQ1zm63e2hpGZVKqUkyRqMRY2NjmlrgBPJuBEFANptVqFlRyZXegkWeqZ5BI++dcvMk7kG5ZCLLNZtNJnrCa8yT0VUrbPHgN2K9Xg/JZBLHjh3T/OFS5IJCzcQ4JoOtdw0/+tGP8Gu/9muMuV4qlVAsFpn8qF4tN795oHOSMVb3XSdIksRq5+keEzucwBtV3qunuSDPP5PJoNWSuRKbm5u48847dUPH9Looijh48KBi/viad63vTU1NaZIE+egL3zmNnmv6Dm106Bq1xsg/71Rax8NoNGJ8fJyV07XbbXi93qGSt7SBLZfLrO0uodVqYW1tjVUy8BgWIduL+6FXtmUwCMjlUjAYjCyE/maOvx+YTGaYTGZNQ24wGMF3YgSAbHZHoXLZajXQaNQRCkVvmSHvdjvI5zNoNusABDgcTni9gYENnsMhwuPxaZb2ut0e+P2BWzI+wr6M+N///d/jO9/5Dj75yU8CkJXWNjYGO8a8i+vDMO9Uaxd8M6DXHhWQc/TtthPAYEizVqshGh3f9VQb0OrERgZKC+FwGDs7O4puXkCfBQ/0tb+14HK5NI25zWaDx+PR3JgIgoBCoYCjR49ibm6OsYMlSWJELvLMbTabQqKVQswU6uYVv9RQe4jdbhfZbBZjY4N5PT50TWOk7+htROg6Tp48iTvvvJN9vlwus45mRAzjPSzeWyePkzw4Mm7DwufDjM8whT3ek2+1WvjWt77FrjcUCuHw4cOa81IulxUKZKRVQK+PjIzolksNk3dtNpusVptSC5SGIVDpGSnyaW0I+AYlxC0gRCIRHDp0iD0n/GcdDodmKogX3clkMpq/nW63i52dHfYs0cZSzxMf1secvq8XDaFomlw+pk9YvE7OmSYMBiNcLg/y+YzGewKy2W2EQjEYDAZUKhVNmepOp4VyOQ+/P3zjA1JBTvOto9GosWeiViuj0agiEpkY2NAdOnQYL7wwaMQXFg7tSz/+RrDvPnLqkM7tLiz/ToDL5dZknAO4Zbs3j0dfeU8OY8nGkGd6G40mRKOTGB2VF5JE4hrqde2FYpiHsLCwgBMnTqDT6UAURXg8HszMzMDj8aDb7aJer+uSpJxOJ2ZmZhCPx5nBdjqdOHToECvdIq8GkBdPURQxMzODaLTPdqX/U5vKTqezr6Ymk5OTuHr1qqYAjpaB15sHdd6dh9vt1tQDEAS5V/jiolymYzAY4Pf7YTKZsLGxsctnkFMYPIua98LVBstkMinmms+PU6SA0gr8s0DGSS3owvMv+AVudHQUH/zgB/GDH/wAAPCLX/wCk5OTcDgcintVr9dhNpsxMzMDt9sNSZKwsrKi2PQR+1ttgCgcrgc6D3EzhnEoKKLEXwOlWEjH32g0olgswmq1MoW5QCCg8Jb5DRlfSUDzROx+mjuqZqDNS7lcZtEfPo1BERQtI0xckkgkgkQiMeAkkE48NclRg1IurVZDof+gRrfbQbvdumEPOBwe2+3iVwDQ549YrVa0Wg2USjl4vcGhGhm3ytnJ59NIJDaQSqVYWaXb7cbExARcLi+cTmUp46OPfgCCYMCFC+dQKhXgdLpx8OAinnjiyVsyPh77MuKiKCKTybAH+9VXXx0qaP8u9ofFxaPY3IwPNDgJBEKo12vY2FjD+PjkUG9JjUqlhOXlJZTLBQiCAX5/EPPzh9iiMjU1h0RinTU9IZhMJoWONBnV8fEpjI1NKWoezWarrhHXKyUh7ycQCODatWuIxWKoVqu4du2awoN3OBxs0eRhMBgwOzuLiYkJ1raUF0qxWq0sJArIhLdCocBqxbXGSd4Mb0y0QJ7Lfffdh9OnTyOdTrNuaQ6HY6CrG9WCa2HYJofC1+rPiKLIyF+AzMpPp9OsxnhjYwOhUAjhcFiToKZ3XVTvrW7SQeVp1OucDDPluOl+tlotVkplNpsHjB9hdnaWbVByudxAqF6SJKYgRufnZWwJpVIJlUoFs7OzLDROkZRGo8FEbnh0u11mzCRJbhKjvl88BEFgEsFUF8+LDlGPgUAggEBAudHmq0nUsNlsTLNf3dmNyH284SdBJervrr4m4pwQ6L5TlYHH40EikUA2m0Wr1UIgEECn00EoFILf72eqjBT9otawuyOCIAhMDEb9PLbbbRQKGYRCUd153A/kjbYT3W6LPbP8NbVa/d7perhVzPPNzQ2sr68rhJbS6TTa7Tb8/pEBIy4IAh599Ak8/PBjqNVqu6TTm9NrfS8Yv/jFL35R7821tTV4vV7Mzs7ic5/7HBKJBF588UX8y7/8C7785S/vq+PYrUCtph8SfidB7moWRrMpa2Y7nbI8ZblcwuZmHKury9jaSiAUCu+LGFGv13Dy5M+Ry6XRajXRbDZQKORQKOQRi42zRS8QCKFUKjBPimqy+UXEYDDsCnqIiEbHFefpdtuo16sDP267XW7byYeK+fI5q9UKn8+HtbU1XLp0CclkEouLi4q6XmKjqxu3uN1uuFwumM1m+P1+phimNlYUbqRrI5lQNWgu6JopZKYF+hyF/qempjA9PY077riD6Z3zx41Go2yBVxtUfj7UoA5g1LecNlbhcBgul4vlsxOJhGKTQzl7Uqqj/DjPjh8G9fuCIDAxFzIWaqNDxyUjSp6b3obJ5XJhdXUVExMTOHr0qGazFx6pVEq3ZpxY9vSM8KV0/DjIMNEmhNjlw9I+fNc8Es1Rn1+PZEeRCPW18QZKEAQFv4LfIKnng5rb8BtRIkzSOej3wusK0Oterxc+nw8bGxsIh0dx8OAifD6PIhpB0Rt+w2S19iWB+QY46iiL2+3XnMPrQaNRQ6vV0CRSmkxmiKIbfr8bmUwWWqpsTqdHoSx3s3D69EnNtESz2YTfH0AgoG37BMEAi8W6r82FKFr3bctEUT8kP3Sr8LnPfQ7PPPMMnn76afzTP/0TTp06BQB4z3veM3Q3+y72j3A4gnD41yFJEi5ceH2gd3s6ncSJEy/iySd/c0+P/Nq1q6hWB3NH2WwKW1sJxGLjqFYruHr1IoxGAxO60Fvk5QVc+VqlUkK1WlQYWVpY2+02QqFRlEpZljNXL5anTp1iJLfR0VFd5i01kyC2Owlv7Ad8qHevEjn+XHolVuofpCiK6PV6+M53voN0Oo1HHnmElXvRBkOSJFQqFbzxxhs4fvz4UE8V6C/05OHxxDo+N03iHVrfz+fzrI6Z7s2w0rFheXi1p6cHMoiNRoP1Mdca2/z8PPx+PwqFwk31niiSQkptuVyOzRulHdSbKBq32nDSM1OpVFCv13XXONo4UEqCN/S8ga9Wq0wlkEiMJNRDmvdkKCmlwMNgMAyUgmmV7Q1L0fSb5nRhsWj/zvkeAXKo2I1MZluR11ej2+0iHl+FyWTGyMjonhtFPYiiC5VKUdNAk3GWW6UGUShkFKqSDoeLidLcbOiF6elZv50w1Ig3Gg0899xz2NraYgYcAE6fPg0A7zYuuYloNhu4evWq5oKbSiWRSu0gHB4degwtA04oFmVvPJFY01Rn00Kj0UAoNILt7Q30el2YTBYAXVYPTUQxYnNXq2WUSkWYzVY0m9rn4BtKkMHRgsVigcfjUXQRAwYXFLVX1O12Fa01qextmEGiayEGtJq0wi+cxLj++c9/ju3tbfh8PkxMTAzIfbbbbTz33HMol8s4cuQIk5Cla+LHRJruFosFZrOZCaRQ3TwZAb0cZafTYZrwExMTMJlMqNfrTD2PF0wh8E1BtLBfQ0seGnmuWgI5dF5qCLMf2O12Rec7Hnwqj08/+Hw+eL3eAXKiGjRGIjLSZyiKdPbsWRaW1gMZYqB//3iQlj+BoiWUhuHvv8lkYn+ryYT8XL4ZQ0lzMzo6qruZM5lMCIdjcDhcLM8tV0sMks4I5XKJRRSSyU1MTR2A13v9nrnZbIXL5UWplAfQ34jYbA643X0DLYpu2O0iKhXZgZCjfreubMvhcOo+fz7f7SV0tqcn/u1vfxuZTAZf+9rXFO8JgvCuEb8JaLfbeOWVn2JzM67I3QH9xU+SeqhUynsa8WHyfmRwtRqkaP245RCpBfl8WvE61U/zRDFamNvtNmq18sCPmUJlBoMBDz/8MNLpNN544w1kMpmBNo0E8sB5Q0c1yHwuNZfLMQ+FNhT0HgCmYc03TNECH86jsCFvkChvuLW1hcuXL6PX6+Guu+7Cfffdp8n4XVpaYqIdlUoFfr9fwUznw5SkotVqtRiLmsZBTWZoo8TnXIkARepu1WoVL730Eg4ePIher4eNjQ1MTU2xBVwdOSGmtt4GR13nrQX+uHx4W++YvCTpMASDMqFJbRy9Xi8Lias3JXzIlx8Hv/Gh54d/bnnE43EsLy/jwIEDik0TfV5NkKRjUtMS+o4es59kcNXXT+Fz9ffkvKpyPdCCFpcCkDcTvDKfHlwur6Ksy+sNwO32YWtrbbfEqg/iyxAajTrW1pZx7NjdbyrK4vEEYLM5dp0QCRaLDaI4KOxjMBhvSgh/Pxgfn0IqtTMwp8HgiEL58nbA0Dv7xBNP4IknnsCXv/xlfP7zn3+rxvQrhZde+umA3q8adrtjIC+thUgkhmRysOWk1WrDxMQMAO3yEF4MQxDk8pnNzc2B3s6AfmkRkaTk8zlQq5UGcqeCILfRDIfDiMVieO6555BKpZjkKg8i3lCtbKlUYrrRVqsVk5OTzLBTSJNyypQPJVDemgyiFrR6lxMot+p0OnH06FEcPXpU83P8okM135IkYXl5mbUH5Y2iIAi4ePEiYrGYIjRaqVQQCAQUBptquq1WK2w2GxqNBur1+kAItl6v49KlS5idnYXP52ObD34TQxsJek7UhpxnTpNh1EzrLqoAACAASURBVIOeWhv/bz7cqxXG1jI+MkfEyeqxyciRapteiJffMGqdc6+NydjYGH7v936PzSuVIarJf1QeRs8T5Zfp2ev1enC73ex9qpWnz2qB8tQ0VqfTBbfbhWq1OpR9D0AhUUygrnyxWGxg06OEAIPBiF6vi263CUmiDZAJsdgUcrk0arUKJEmW/C2XSwPrQKNRQyaTxMjIcEdDD1ar/ZZ61teL+flFNBoNXLt2FbVaBUajET6fDwcPLiCfT8Pl8t4WQjPAHsQ2wkMPPfQWDGX/+GUhtlUqZZw8+cpQ8QRBEDA/v4ipqRlUq1V861vfxGuvvYqZmZkBspvL5d712ivsmA6HiIWFo/D5/LteYYnJrfIoFAo4e/Ys0uk0zpw5g1hsHKOjg91/9BagvscjIJFYw/b2Nvx+PwsDqxcQIk2VSiWMjY0xo0LdvkgG9cqVKygUCmxxooYiZ86cYfXEvG46X+ZEiziFK/kIBz8e3nujcfD/UekbMbXVRCUto1IoFLC+vg4AjEnOK6QJgiwwY7PZsL6+ztp0AnLJmlYvdRojhX0LhYJuG1BqkuFwOFiagM49rC82r6pmMpkGCFM8iMXOzyPPGqfj8UaavDi+VSq9TpuxZrOJUqnExsIbN8pV642Jv/+U9lFvHPQ2JvxmplarsTnQK0mTZU773jkRMrvdLnuGaeNGqZJ6va7bYIeuz263w+cLwOFwwWiUNy90LK37TVGCPglRAiAxpUWj0Qyz2QJBGPTm5eiJgF6vjW63Cbk+XIIk9SBJHUgS4HR64fH44fEEsLm5oZsvVrcrvVm4HgLYzYIgCIhERjE3dxBer9wrJBIJA5DQbNZRrZZ3I4Bvvgb8LSG2vYtbi0IhN1S/ORQKY2pqBocP34F//uf/haef/r+wvr4GAPj7v/87fPKTn8Z//++fVXxnfv4wJiZmsb2dgNFoRCw2oViwJyZmUK9XVWVtAjKZHLa3t2E0GjE1NYM77jgOSdKWhNXa0fdZwj2YTEZWuTDMAwgEAmi1WqwuWF1mQoImgGzYqEa32+2yECG/gPI657RoqyVjqaMWX0NN4Wo9chDViNIirXdN/NwsLi5ic3MTOzs7qFarWFpawtLSEh588EHWV5okZRcXFxGPx/HGG2/Abrfj/e9/v+Y4aLGm5iWZTEaXZENcAfJOeTUyvfanNG/qaAHlj3mxHLUBB6DprarnlOqw1a/X6/UBNrAWgW+/4LkaVKHAe+Pqe0j3jp4Lr9fL5mwv2VTapPLlmVo6GiTDqxcNqNfraDabCIfDMBodALqQpH70jOaX7x7Hj5nSRhaLHZIkoNNpQg7FSwB66PX6nyciKu9A8M9X//ra6PUsLNTucIia5aWyp/r25Yr7xDj9VM6bgaxCaQWgfBZ7vQ4KhSzsdudNPd+bwbtG/G1EIBCCzWbXlDj0+4P49V9/CqdOncQ//MP/g7/7u/9bUZqSTO7g6af/FkeOHMPjjysXfZvNhulpbT1xm82OI0fuwvZ2Ao1GjZFaHnjgUeRy2V0hiywKhayilIWgtwACfVlLu93ODMUwdni7LTdl0KoRBcAMlCiKiqgDlY6Vy2X4fD5FGJ0fk55mNi3wVAttt9uHKrIRoxjAQF6aB20gBEFmvH/wgx9kDTnOnTuHkZERTExMDFynIAiIxWK6TV548OkAURQHaqkJJMeqXuTpPzXvAhgssyOvstPpMO9ZEARWW0xzTqVb/GaJDI2WsSJddb3rAvRJaXrpEDV49T09WV5+Q0IRIwJFFUhoRe85on7xZrOZqecNi6yZzWZUKhV2X2iD1Gg0WAqm1erCbgcMhr4Bp/uiZqjzmu/8b6jTod/doKQu3Vet8rl2u636fUvo9TrMiI+OjqNSKSn6iANAIBB+y/pn8+j1Ouh0mszhEAQjjEYrjMab0/5T3qxq8xtarQaazcYtk8jeL9414m8j7HYHxsencPWqugOOgOnpWfzrv/4zzp8/gxMnTmhqd9frNXz3u//fgBHXQ7lcwuuv/wLVagVutwd3332f4ocXCASRyeygUMiyfDTV3RL4UDVPECLvihqm0GeHGdNEIoFkMsmacfDgSzn0jGa9XofH49Es3aJx7VViRsfRU8Hix8ILneh9DlBGH8xmM6anpzE1NYVqtaobeTEajYhEIlhdXWWtQ/njVqtVtsCSOtvk5CTy+fwAGSoQCLDWl3qqbfyx1TlsoO9F0zVZLBaUSiXFtRORS6vKQE95j85RrVYVNfwUbua9bzVZy263s6jNsGPTpoN/ja6fwu280pyWRgCR9Oi51jpnr9djmxdJkhgpcT+eGa/WVi6XmUE1Go1wOGwAJMhTM/xY6tQRQTZqei1izZolXTSearXKNhmk7U9wOl2Ynz+M7e1N1OtVmEwmeL1+RCLX1zp0GLQ2mFqQZWLr4K9TkrrodOoQBAPU+uu/rHjXiL/NeO97H4LJZEQisYFmswFRdGJ6+gAAAefPnwEwXGNdrwxCjdXVa/j3f/+uosnGxYvn8NRTH0ck0iejlMsltgDTbr0fput7u/wPjNfltlgsTK6TQphqxrIkSVhfX8eJEydw7733Mh1q8pZoYff7/djZ2Rmak9XLV9IYhwlz8PlF8jT1QJ4dL6yhXmT4fCwxzWn+aDHk50APqVQKo6OjzEsj1S1CtVplLO1jx45hfX0d5XKZGdSpqakBw6w3R+Rlqo0Z/3+qChBFUSFuQ94nhWXJENN7ZOTVqNfr+P73vw+r1YqDBw/i8OHDEAQBHo8H5XKZEbTUOWDqBsfnyfm5p/vdarWYNjq/ydOaczLw6vd4foT6uzy7n39mbDYb61o2LApEJMVGo6HoGw/IokYWixmSBEiSfqcyfhz8fQL6uXmDwaDTOEa7rpyiU/wGTBY3cYC/jaLowtzcgu643izkjUUHAFWYGADoG+JerwXtjYqEbrcFg+HGPWQ5ImPXTCFYLDYmjPN24l0j/jbDYDDi/vsfQrfbhctlRqUiL6rf+9532GdCoRAuXdLuVzs3d2DPc0iShBdf/MlAl6xsNoOf/ex5fOIT/429pi4noe+3221Nj5iMIS1mfJiQFkgK35FhaDQacDqd+MM//ENWckTa1LVaDV6vl9VLT09PY3t7W3NXro4KqNFqtVCv1xX9q/nr4RcrKv3hw658uJX+Bvr64URQovA8EcK63a6CjAfICySJoRBBjQ/50nfm5+dx4MABtFotmEwmVl/Oo9froVQqwWazQRRFHDp0iI2PjA/pdKvr3LXuH+V96d6pSX8UsqWNHI2Z8qeNRoMZpmazyTYzemz/1dVV1Go11Go1nDx5Eg6HA9PT04wBTHMqSRK2trYUNfQEikrQZymVQ01dzGYzPB7PvmureSPIs+npWujfQF96VUvDnXgZFMlQz6Xb7Wb3nTTBKfrgdruZOpv8Nfm3oyaz6XnfWvwQflPT/5wBRqMJvZ7yuGoDDsjPeqmUQyAwSHLVQrfbhiT19RYMBgsMhr3NjHwtLSjD/z0APd3olV40of/dmwOPJ4h2W9k6Veal+DXXnbca7xrx2wS02EpSC4ByIT148CCWlpYG2nmOjIxgcnJcUzOaRzabxtZWQvO9zc04U9sCZFau1nNJiwktzLwwCdDPM9O18OA9EvKweCUt+jz9XSgUmAcliiJcLpemBCJPWNJarAuFAqrVKuspTQsf3z2KH1ej0WDhULXsK/85MmzEMqexkzGrVqsD31XzC2ghJk/JarXinnvuwdbWFi5evAhRFGGxWHRJaLK4TlVRc0zGm782GqfTqU3AofkgIpZWWqLb7SKRSMDr9TL5V7oGSZIlUPnz8k1TaDFvt9soFouIx+MKVcJOp4OVlRVMT0+z8DV/L8fHx1nfbrVR5KM8dD4Kf/M93PcL/l5SxIWeCzo/bUr1GkCRV0/Srep7Tv+nEjRKe1AZoBpazyCNg8bIG3n+N0njoXJNOaInwGSywGAwo9NpMUPIbyjVaLUakMvOhs9np9NCr9ffLEgSds/RT2OYzXqa4l2o8/cEOTWiJZ08bDw3TxXQZrMjEplAqZRHp9PelRH2Kfqdv51414jfBkiltrG0dGm3m4+AYDCE6ek5nD59koWDn3zySbz22mvY2dmBIAgYHx/HQw89hFKpgNde+zne+96HdY8vL3bDCGYt1Gql3V20/o+Vr8W22+0K48EvJGTktPKwFE7U28E6nU7W6IK8K5vNhmq1yhZFWuzJoJCXz9dBF4tFJBIJLC4uwuFwMO+bPEUeJLRCC9l+8uj89RgMBoURU28QyKipQZ4b5b8vXbrEPKZqtYpqtYpgMKi7QVNvNOga1SDi1P/f3psGSXKU9//fuqt6eu69JLHSsgJpMSDAIBv+BhuwOBRCAoP8woRxCAJbLwhkDiuMIQIbcEBgsHFgDosrBAEOHOIQRhgIzEIIh7gswBKEfrIBI7TS7mpXuzszfdX9f5H9VGdlZVZ3z/RMz4zyE7GxM31UZVX35JP5PN/necSURNXrRXzfh2maePDBB3HeeecVudr0OfCCOVF4BbDvw913310pKUzQ4ocWirw3gFzidVkc4utVKVx0zUB9vJV/Lx+vBgZ1EmQ6Dh76bFXPiUJO2WtVC0laeJEnZFiRHfpcaMzMg2Gh0ZhHGLaQZWoDTudjCyjlS/peoKrHSHTnR1EPQTALxxEXp8P6o1c/T9N0kaYxqrtuA5Y12Rxu23awtDSdXiHD0EZ8ypw7dwZ33vn9kkL9xIkHEQQNPPWpv4U77/xB4Yp91rOeBd/3i0mUfz0ZUpnh3Lt3Pw4cOA8nTjxYOf8ll1yC1dVBTWLXdZW5x+RSl6USySYBvvgGMJh86vrrUplV+kcT9J49e9DtdvGLX/wCZ8+eRZZlOHPmDJaXl3Hw4MHiXGEY4vjx4zh16hQuv/zySktIfqdMuxgyEHWGguDj3jQhkhHin+MZZjBol+r7Pg4ePFjoCh5++GGll4UWNzx1BUHos+MXOrRwGaUqG312x48fLxYddDzyJMhSx+hcS0vqSluUGUD3jjfkpmkWi49h/c9prLLrURWYqTuerAEK/5ysKRHvhudd8Tx8HL5OIzHMsBJ8DF50s/PeLvrc0pTqJ7iw7fm++5t9H2TfIccZpJipx5NCNKbUj0B4JcKwA9v2hHtf/zci+xhoZy9Tpz9SRG2ANuJT55e//HlhwMkwMDdZAscxccUVz8fZsyt46KHjOHv2TLE75Wk0Avz0pz9CGHb7na+WcOjQxcUX+dSp47jwwoOYm2siiiKcPHmyUHZfdtllSFP2x0ZFSWRlITudDkzTwvLyXunuWgUtLGiRwe90qd43u4ZG4QLllcMEuav5BiC0W11aWipiia7rotFo4ODBg5XdDU2etm2j1WpVBIM06dalCNGYyPiZplm4TgmKixN1kzE9Pzs7i7179xZjnpmZwdzcHO6//36poa3bbargFyn8DmlY2la32y3it/yijHaBBC+Q43PELcvCRRddhAMHDlRCQr7v4/GPf3zpMydPDs/Kygocx6m4nPkQiZgVQeMcZgxVhrxuUcQLAUVDnOd5IQCkkqxiwSPVvRs1xiqLh8t27rK/TcuiFDQDTDiWwzASzMzMVHQzpmmh2VwYYURVkafqvmdZgjSNYNv8Yt4CE7VVx+v7vtJjZJo2XNfG5PPEs0LMl+cAu5TNaXu6UbQRnzK86lGMB7L0kxUcOXIEz3rWs3HLLZ+p5GcuLS1hYWEenQ5LQUvTFKdOHUeaJnjsY38Da2sruPfen8G2LezZw4ox7Nu3D2tra3jiE58C02QVno4dO4YzZ84AYJNXo9EodlaGYWB2dhaGwep8e165c1CdEefjx8CgdjVfVQ4AVC1DO50Ozp49CwCF4phncZFVUxInSJVhIjEU7wqmnOD5+fnCE6GaNCgFh8Zu23aRF08LgEajUYq70266bscrNnqh69i3bx9+/etfF+ELWojwMVfelayCiqxQ+hXdB97VT0aJP04URSXDy4pfBBWx30DINGg8Q5Dr93nPe17ROCaOYywvL+Oyyy7Dox41SE+ia+QzG+6//360222cf/75Q1X2MsX6ehnmQSFDxefhp2la+m5TCIfKBYvHEMMH/JjpHqjGxue3kwdDhbhgcByKWQOGYSPPLczMOLAsF51OG1mWw7YtNBpzI5VDdRwLlhUgy9R/O3WwxZgDVlSFn09YC+C1tfpjDovXjzeWDLZdLlGdZUCSZNiOhlwb8SlDKQpiXW2e06cfwmMecwSXXfYU/OhHPygZv/PPv0A62Zw9exrt9ir+93/vqewsbdvG8vJy3wXmoNfrlYqGrK2tYW1tDfv376/kYHc6Ldi2jfl5eScpnjxnRTBYmVASfplF1TSCepm3Wi3cfffdSJIEF1xwAR796EeXJjLXdXHgwAHcf//9xWOsutV4rjPRzUmxYZoMabcnTka86ptIkqRI8+PDDM1ms1QoJAiCkieCF32RYZYRBAEOHjwoTYOiY9BxeLGT53lF4RHapZIewTTNQk/AK+Vp92yaJlqtFnq9XtGkhqBKebyQkb8/fOER3sBT5bQrrriiZNhU1033kerIHzx4sHhMtsii6yB4hXudMRfvKf+767pSxTY9x9+/OI5hGAZWVlaKRQtvmPniOLIxyOLZ/IJTdX8ofFC3gONDB9XsA4DdSrYrn5mZw/z8HCyLvBg5kgRSdzY7JmDb6O9aHQBOUV5WNXbTtKQxa8OwAFj9eQkQBb5bA8vPF09rmuwaa5x0U0Mb8Slz4YWPxvHjD6Be2MEm0d/6rf8P+/efj5///F4kSYQ9e/bDNFNpLDfPc9x33y/R7cqrDWVZhocfPo2LL34sTpw4Xvlj831fqcDtdFpoNAJYllk70URRVKi9fb+J+fk9aLXOYm2t7LJrNBr42c9+hjvuuKMoXPLjH/8Yhw8fxhVXXFF6reu6WFhYKLwG/B85VRLL81y5s5eVCwXYbnF1dRWLi4tFvJl2N7wiXeV1CMOwpPCmxQBN9nxBHBorX/BDNDS8ASLRlwi/GCCFPu2sSWxHBpgWTtTHmk/9o/PwimwySPR+0zSxuLiICy64oDh3HWTo6f2iZkMWT+aheyGm/QGDugSqJi2iYK9ukSTec/EaGo1G0RMcYPeBvCa896HdbuPs2bPFmKikLn0n6Hsn6hjos6NrFI0WLW5FASGfFTLM48C/r7pQIPc6M1yOA5gmb+QNOE6OLGM7d5GBAS+POQgayHMLYdhBORXMgOtWw3Xl8U4znk1FdqqYJukJpp9WxqON+JTZt+8AnvjEJ+N///f/IUli6Ze72Zwrfr7ookO46KJDxe8//emPlIKsJIn6VbDkzzODaUqFZjRJyFx1zGW4VsTw+XaZ5AJdWVnB6uoqFhYW+m74FhYXZ9BoNNFqDdqhep6HNE3xve99r1R5LM9z/OIXv8D8/Dwuvvji0th4V/mZM2dw8ODBomkGGTuKM4uTexRFyvtFEzUZbZpwqZjJKO5K2edH90QmeuNfI46Vf+8wSA1NE7VMZU/Xz+e28++nf7RrPnToEDqdTpEOFQRB8T6VEafn6ViUP85fE/9alQFSiQQJPi1R3OHK4sKjuNZFg07H5ivJ0XePd6V3Oh2cOnWqdF6WX71alL8Voc+VFjb8GEQtyMrKCg4cOLDhXanq/abJaqvHcQjflzfesSy2I2djY9XgDCOHaXqQGTW2oGzAsjzEcRdZlsAwzP5j2uxMEn03twGHDj0GF154GD/72Z144IEHSs/5fgOHDsnroAPA0tLefh/eMiTgCgJT2rWMTWwZTp48jsc97il46KFTpddRkxGK9VIhlk6nU5pAqbsSnRNgu9Jz587hwIEDxaTOKpi1EAQzaDRmilSqLMtw9913S8vKAqy/s2jEeePT6XQQhiFarVZpEqU+4vyOvNPp4OTJk8o66bx7lDe6FM+ui/UNE5nxE3Oe54WblnamfGyUd0OPasDF/GCKd4sVwWhnrxLv0S6PCtcsLy+XdnDDUvDEIif0XplSm4wrvY4gD0HdPaXXiztb1f1SVdkTz80/RmOmsBA/Xho/wER3dN4gCIrwEFVlE3PYxcYjtOjha93znhiq8V+X1QHUx9CHfT9PnjyG2dlZAFUjzu4H/R8X7m4m+FK1ds2R5xQmVPcl2H4wjZDsktit3V67cEAb8W2DaZp4znOegx/84Mc4ffokkiRGszmHQ4cuxtycWh163nmP4vr9DtTANLnNzs7h7NkzlXxi+j2KQti2jcsueyruuuu/it3w4cOHS/W7Hcep1K3mG4PwBEGAJz/5yYUrkVy5nc4aGo0mFhb2IwwjtNusxKaqExdQ7V9umqyK2+LiIhqNBvbs2YPV1VXpLrnX66HVaqHVahU78D179hRuYx4S79EEyt8rcgWTp0E2Iaqq2fETNimV6TrE2CnFVevcvzJEQRd/TbZtS2P7w9zhNF7RwNW9jzfw/CJIzN0WleP8IoEPDai0FsQwl7xsfASNbZgbehTou9dsNgsdCdFsNtHtdkuLQNk10aJJtvhxXRfnzp0rMjAIPkTBf2dUMXTVvUySuFD/qzAMwDTjyt8NLS7E7x/7W4lhWdunR/hoMCMuxsWzbHvGwwFtxLcVhmHg8OHH4vDh4aVU+fc86lEX4YEHflVa0QNMNLe4uAfnzp3Bww8/XJoo6f8oCvGjH30fhgEcOvRYdLtryLJUuls1DKOonw1UK7MRvu+XnmNpb3NYXV3rn3dQtjPPcxw4cKDIjRZZXl4ufnZdF0tLS2g2m9i7dy8AtrumymlkIMVWjWQoDh8+jKWlpcL1zrtIyV0sxlfpGDRh8jm5dA8onMDD77YJErrRIisIgkJxL/tsaCx1CmXZeMXXiIySmiaLMw9DJW6Uubv57lt8ahidmzdidWMcZVx17x/1dbJz0Xjps19aWqp8Dyg/m46hWrDyixfx3CTmDMOw1G6XBH78ApJv9GIY5fKvsnvFtDGs4dHp06eLxTH/+TPDnRXaHBFxDIMiL9XSszuBPDcRx1lhyHOdYqbZbBYWWF/uc+dOF/V9g6CB/fsfhSBoYO/efZW8aNqNra6uAGBCs1OnTmLv3gO48MKDSBJ53HjYxK6qTsbSuFwkSYxjx34JwxgYipmZGTz60Y/GvffeW3rP8vIynv70p2N+fh6AXGzHF6ChsXmeV9RNp9/5SmKe52FpaanYwVNhmTqoBCoZftHQ0ATMT57qPNmsEMnxxpruqfi4bALm3dN1hkx8jhTsqt04XQudc9QJWDwevU/czdMEzyNW3OPjzeMagWF5/pOCH+/i4mI/9VLdonbYrh9Qu6Z938fFF19c6BVo4Vo3NnFHL+oYeI/P3r170el00Gq1cN999+HIkSOVv4e6e0rplPSd4TM4WAXInVh4xcQIkaxtgTbiu4R9+87D8vI+tForsG0HjcagVvaePechSdJ++0Bm2CzLlvYxP3XqBBoNljMtm3T4lT11Kxt1kjVNEw899ABsu7rbeNrTnobl5WUcP34cSZJgcXERhw4dKrkZaRcixjbFAjiU900KbNrpAwMDevr06dLOX1VbnB+jGBenRYEs3loXy6YJkdTi/PtoIqSUN8p5pxQw0hfwCm8+hs/Dh01o/LyCXmX8KfdYZkBVCwrZLlUWg1YZH95w0++UGkfeFH4Mo2gFCN4w0qJtVLGb7Fiil8L3/aIGgwrea6Iae10IhZ6jRTIfhxfFcQS/IJQ9R4bXcRwcOnQI9957r7LM77D7JO+0aGCS+dsaOdqI7yKos46I5wW48MLH4LzzDiIMe/0V9y+kRhxgjUPE0q4AMxZra2ulNqOm6YBKHtLEoDLsWZYjy9SCqsOHD+M3f/M34TgOTpw4gU6ng3a7jWPHmOhm//79pRgy9TtXHS8IAmkd77W1tcKANxoNmKZZiv+rEGPlhsEae1BcnwRww3pK0y56mNDq5MmTmJubg+M4Rbw5yzJpRT0+Nip6B8jFKqqgedcsf210LDK4ojuZN7Y0LroftOjgXb5iHHeU+yveC95ojmvA+V0ln+MuekFUx6XQCC0qxFg8eZNUYQraCfPHED8/2WN110TfVz4OLnrJVCJEvtscwCryeZ6H/fv3S9NKVdoK/nn54+oeCZrJoY34FsJSr84gTVMsLCzBtuvLXU4StnvJ8eCD96PbbVcqv/HwLkk+Vks13NkfuoHZ2QXMzy9jdfUM2u0V5Hle9FQWXYtM4DWIMakIwxDtdrtUnY06dvE9v+M4LmppqwxDnudS13EYhmg0GlheXi528cNiqzQJ85BYzvf9wmVPymqqjla3ax0Wm6Z7KE6eURSVqqbxY1QdV0xx418jGml6jhTWYkyVLy7CV1YTq9LJPBT84kBEnPBlWgF6Hf87L+zjFeV1WgL6joseHNk9pRrz9DuVJpaFQ1RQ/QLxvpCBpIWG+H2RueFlOgN6XKykJ0ILEvF5Kr4jg8Yg062QRygMw6K9LwkZ03Tr5rdHMtqIbxErK2dx4sQxRBEznqdOHcfy8l7s23fBlo3hgQfuK8q8ep6ncIGxvsaAPA42N7dYuOtd1y+O1W4zQ0GFMEiRS3E8NvEPJoS6VBgx3Wz//v1F2g7tLvjYdJ1bWPYa0zSxb9++SjU6FVmWVVqhUloY1WrnjRoZA8dxSouRLGNNJlQpbuLxVe5VlYEig1C3A6MJVgbdJ94giUVbxA50YtxevM/i/aXQgMxYiYZQFfOnHT+vYhevgYyrepeoKn4ySO/qdDrSvwHKVOAXGKKmgT+P7HppfFRUSEXd+GWPDVuMil3FyteVwnVn+urs8uImzwfV/gYFhAy4rlMYcj7dL4rqOydqJoc24ltAHMc4fvw+oc9zjJMnj8N1AywsqDs8TYokidHpDPLJPc9DEARFjBxgk8DS0pJ0RU6xM8syYRhlt7htu5ifn0ccx4Xx4Y9BO8owZNevigvKCsvMz88Xuco8NBGpJjnTiSJ9RAAAIABJREFUNJWu9sXFxVIFLP54ImmaYmVlpWIobNtWptfQa8gQkDFL0xQzMzNDG44AqFR4E4njuNQOlq7ZNE3l4gwYnudN8K/hU+vqjIfozpW9lj4XfkcnM+CjuJeHjYc3auLryAjXxf3rxFxZNugpLhOMia+la6JyuPwYVKjGV8cwQz7suSwDwjCF65qwrPIiihZPg8VlhjDMYRgZLIsW5zmSJEccawO+VWgjvgWcOfOQIp6UY3X1zJYYcXLzEobB8qJpR+55PubmZqW7RCocwv5IE2QZqwaXZazZh2WlRYyuzkiQMIsENXRsgBktKizDG3lqvKKC35XR6yguyxdAIZdvnuelZiL8NfILizRN0e12C68A3QMqWUqP1cVBPc/DBRdcUOziReOtyjknozbM9cyL/sRdYV3cWKWCpl2kWH2O3L11x6zb9YrQvaSfyTMjU7fXsZF464MPPoh9+/ZJY8C86EsVpxdro6vgFwN8YSQASvEgnUPsdDYKojpfvIa6okWkIk+SvC+6ZAZa9R03TQNpmqPXy2AYVJZ0rOFqJoA24luAKr+SPbc133rHcdFoNItuZ4Trumg2m8WkRKroIAiKGJfoQiXCsI0gcCrGUObuTVPg7NkzlXtBIh2+FaXjOMVuUmZsyMiJymu6HrG4CB2HXIF17ncae5Zl6PV6mJubK3bbvLiMd12rIEPMhyf4HSi9V9xR0u+e51WMuGEYhfueNyL8TlhmxHljQTFZsWOeaMBlCx0VvAubF9XV3RvZsfmyufw4VOcctsATnw/DEA899FDRJEbm4eHj6jL42P8wr4ZhMIGlLPWS//xk3oD1MehVLoYU4jiFYdilUrgEW1h5yDKmWwkCG5ZlIMvUO3vqS86uYXwDbhiA65Ieg3UJ24zp0LIA17VgWSbynAlse72kVpuzk9BGfAtoNGbw8MPy5yiuvNkYhoG9ew/g2LFflQypZdloNGaK+uqO46DRaBR1srNM3jAEGOT8yno8AwaiKCxiwysrLelihhTmNNFkWYZms4k8Z/mmvV5P6h2Q7VJ4JbZqhztK3JDcnHv27KnEjyk+TK8hVbrsfOKkTR6CKIpKY6VzAmXjxqeEAYMWscNEVHmelwry0PXyx6LdGD3Px23HNSC8ap2Onee5NNQgLjgIlU5C9Xr+OZkhln0H+EXTRRddpNwBAwNVO7/IplCAWOpVjMPzxxnlXvILQ36XP2wXXl405XBdB0kiL1fLPuMMlsU62HW73eJzIi9YnpsIwwyeZ4K6mPGLV54sowIo68M0Ad+3SrF32zYQhlm/1/lkMAzA9+0iNAAAlmXANG202+rN1U5CG/EtYH5+GWfOnK7UOHddD3v27N+ycSwushzQ06dPIY5DOI6L5eV9CMMu1tbOYmlpqXCb86rbOsOnMihZNmgYEoYher1q/XaCdv90LMdxsLCw0K+33iny0WXnptgp7+auo273Q4+LteDF9/PiJ1rgBEFQakCiiunSokAmECPDS9ciqpB5xb/M9Uyhina7XXrecZxiIcQr0HkDr3Ibi7/LBFq0COj1eqXPKYqiwiPCGzqZARcFYSLi58V7DmTfUdUijlKp6owrGS4Ku1BuuWpBwh+fF1PKjskj5r7LHpc9Tz+HYQYgK4ypbWclo8iTJCzebVkDb071NbTIkYv96JqzLO+fe/04jlk5j2EYcBwTSTK57TjtwEUsy4TrmoiiHVLRpQZtxLcAwzBw4YWPwcmTD6DTWUOW5f1KaucV/cRF8pw6HFUnj43QbM6j2WQV0KIoRBh24Dg2lpaWSkZCdHXK3P627SiVzuPE8kzTLFpOUtyQYtJra2tYXV3FzMxMSUhExye3qJhHXKfspvfRdfJGhDdyqome360BbJFCDVccxynamarOLwtP0C4vjuMit1rlSpYZUv7YMzMzhYeDL4HL3zfRqPALE/64oxhyUt3Tjo1fKPHxV1Vr21FQGXnZmOt0CuPG7g3DKC1s6Rx1x1c9x6My4PScbMFQvq854nhwDN+XXzN7bVYY3TRVF7kh97js8gYu+WzDBhxAsdOXPW5ZLNbuOCYMQ10gaBTqps6NaCq2E9qIbxG2beOCCy4a+ro8z9FuryCKusiyFKx9n49mU20Y1kO7fa5QqxuGocwRBdjkK9YBtywHMzPzNOrS6/le2fSzKFgjDMPA4uIyZmbKhVls2y5EbSsrK2i1WqXWouKkyv8jIzhs58QbcjG/ljwDKpcrhR2iKCo1tiBXOx935nfldUZm1IWICop12rZdiPBkOzj+OsXrov/rPBXisUh1zYsL65AtGMaB/1xk36dRjztuTF12X8Zxm8sa74wD+35liOO8FI8GqrtnGhP7HuewrBTdLhOlxnEOxymPmY4LMGMuW5un6foMOLnn2d8ZW1SoPiL22eVoNAY7aNYa10Kvl44dx67bS6gWEjsNbcS3Ge32Cnq9gfgszzOEIessNjs7GRV7kkQlgRsJvsjwydydvu8Xxsl1G/B9KlOagfUXpoYMUaHsZW70QVEZMma88VxYWMbs7Jxyxez7PlZXV4v8cxIVkeEVjSIZ2EFuejl/lzcgNCHLJlaxw5h4P8g1u7y8jNOnTxf3j0RswEART+lIw4yGeI5xoVCALH+aP26dkRMNuex9/HeE392T0E/lyubHKQrZhl0vnV8U5InjVIkF6byynXvd+FTjUF3bMPiSr+tZxDCv2GBnatuG1DXNf/5sd8vu29paiCjKkKYGbJsWQuWUsChibnnbLmc95LkB0zTGyv/mjTEbP9tpM9e93Bsgc4HbtgnPA3q98RZBcZxK7w9Q3vXvZLQRryFNE6yunumLvgwEwQyaTXlN8UnAxFzySmpR1EOWpTBN9e6MxaF7yLIETKVqw7aDynh7vQ5o90yxPt49zQu12KTF3uc4HoLAh2XxqVImAOYmXVs7hywbGE+ZII7cxkEQYHZ2thKrFaFj+b5fpKDxxkR8LxlYEt3xuyma2MUdliotjq8NXxc/X1paKipyycILYgtTlTEfN51IBhnYYW5dmQuaf05V+UtWXIU+E6rcJbs+/nsmxq5VLn7+NaKhrjOkYqycf6yuT7lo0Ef5O99sl2x1sTN4znVZXFe1WBNhhtBCGKZI0+pufvA6UovnhaFjGR8GHMdCrxePFEsmhbtsbExrMMgvB5gBj6IMjYbcLK1n58wEeJl03jQMA7a9NQ1zNhNtxBUkSYJTpx5AHA8MUa/XRhT1sLx8YFPOySZ7+Rcqz1krQJURz7IUUdQCtfkEWAWmLEvhuvLmHvxOlYcqkQGAbQewbQ9ZliKOe4iiTv+9DhynvEBgBVCSQmBVJ4bjxUV1O5I0TREEATzPKwRUsuPxUByTKpSRURdLydK5VeenmC7vEpeN2XEczM/P1xZZoZrZfAiAPxbdMxqfmPvOX5t4ftXYR4mnA9V8d7pO/n7VpVzxz7uuWyxaaHHgOAPthCqkQq/n7xF/vaOUE+U/S/Ia8bXF6Z7IDL64+KoLKYhjGxX+sxvmEREXY3Tf+Dg4ixlXtRV143IcSrXKEYYpt6tmx/U8G65b9eIMxmHA82zEcVTr2rbtwU5fhmEY6HZTWBY7Ji0aJij/Kaj/U9nZu3BAG3ElbAdenZTb7TU0mwtKQdpGYEbV6u+kyxiGKeyAyyRJWDLgRJYlSNMYtj0QFblugG53rXZHYhgWbJvturMsRa+3hjwfGFBW9CWB5w2Ksfh+s+gjPMrqVqburV5XMrShiMyFy1bZdmkS5A2IKGBTTaiU3yvG4GWMEo+VHYcMOI2Rdq2iwRNj6+SqJ/g8cV4cx8Pfc5lR48fJu7DFBYxqkufvFS1GVDt33rBSExlqvCNep2qc4rWJiN9D0YAnSVKkOI5SXIUPy4yDuPjiF5e8B4D/DGX3LYrYQs+2DamKfNi4HGewCfA8G2ma9XUrCQwDyDLW40Bc1PB/Y5ZlwnEsRJH6b9y2h6dBAiy3nPcIsJ1zLt11r7eMa5LksO3qdzbL8l2hTtd94hSo3NpAjm53TfHcxmBx1kD6nOsGtX+gvIEVybJyhSbX9eB59V27HKdRLBriuCc9fprGRf9y9h4Ps7NLcN0AnqeuCS3m2Q6uofpHSrWlx4kfyuKcwGCSo50v5W2r7ivtIHn3ap0hqft8ZG52Op5lWUW4gO+LTgsR+ieb1PlFCn/9vJGkx3hvhLjzliELPaiQhTRUu0LycNCOnVzcQRCg1+sVnw/9G0dLUPcZiCEUMuC0aBrFuyFeq3h8/n4Nu3/i58unKKoWVq5LmQbVe76ehYVtW/B9D77vFdfGN3xZL3mu/ixo3L5vF9fDI6u7vhGDG8dZX0zHLxZyRNH4QrntiN6JK6ifDDZv7dNoMGFUGHaRZcx97jg+ms2FIe+sc11Vx9tsLqLVeli6e7csp+S2l3kGBs/FoJg4wCrDOQ4T4Pn+Cs6efbi0u/E8D0tL9QI93giIXZNGRRUzZbG4pFRBy/M89Hq9yi5sWKMQEdrJic/xCwXZ+9YbV1UZSpnLXWbsVTFo/j3jGnDZOMTXqlKGqLiN6C0Z14DTdYkxcX5cjuOMnfLGfy/5WHWdZ0ImohNfI752mDscYLtXwzD7QrPhxm3YQoh6AdAYVD3KARLC1Rv5KEqlBhqgzcpgUep5KVqtgXs+SXLkeVKEC1zXRrsdbqi4TK+XIooyOI4JgC0IdoMBB7QRV+J5jb4ArIxpmpiZmZO8YzIYhoGZmXk0GnOFkG2USYy5vWU1kQ1YlrxQShDMottdKxlywzDheeV0s/UuWhYW5tFoMHU5VW5bWFiovR5yVfLGhpTiG4GfQMmA849RihQfz63bQakeJ9cs7WT4IiHrUSOPGpcVY+wygZu4W6PfR1GUy8bF/z9sTERdbX2KidMiadRmLTJUeg9+fOOi2iWrjqe6R6rXR1EKw6ASqPKxW5YJ2y7XXB+2GGPfRaNWGEaqf1pg1X1GYTi8ZGmeA2GYwPNsYaHBdv88tm2h0XDQbg/mL+ZmZ+9pNhvIMrXeZFRYkZqdLWKToY24grm5RURRD90un4plYX5+eUv6gDM36+gfj217yPMUScJ/2U04jq8Uw7HnbERRp1gwuG6jcl7LcpCmsh2xAduu1wZ4noe9e/eWHhtnYqY66sNU18WIRnheVYmNSm2Ssr0OWc4vGSFy0wNlQVZdJ7A6VEaWjit7jPcWiIZc9b5xoHhu3fNA/dhF+PHyBl2M/avON0xfMYxhYZv1HLMuni8+lueUQpX2F4TqTBSVzqB6TEqlrB8nfT/F47PQRg7AQJ4niKJ05JSsKMoQx1GxI0+SHLOzcu+HrKqaZjSmZsTf/e5341vf+hYcx8GFF16Id73rXaUc22ljGAb27DkPvV4bvV4HhmFiZmZ+pDaS04LFsT2kKYlfqg0eRCzLRhDU33emTk+EBQLLk65b3VOZR9njhoHKxEL1mE2zPBm7roter1eJG6Ypm3h83y1eOwzVzpZ3bZqmKW2OwWOaJrrdbknkxDfG4F/Hrm10YyYbs2qCHuW9quvljb34ujqDNqqbfZxxAuX+7+N4L8TXjju+UVAdb5SQRBim8P2q+l3EcUyEIctrJtGYaMhH8Q6JOgj+Z9V3kDxQ3JX1DXaGjbQVZTtydi11cwX7zIYpyTUyjHyjS/J18p//+Z94+tOfDtu28Z73vAcAcOONN4703lOnNkdYNm327p3dxteWARgUciGDxQyvBVlM3jAA2y4bclYxCnCc8u6Auc+APGcPBoFV+qOnym95nvdrizt9Q1PuyDXKjk0Wgxx30jcMVkmOP9/MzEypdK2McXPBh7nTR40bj7KTF18jehpkx1iPkSXBmoiqO5jY2QxQf2b0mnHq6IuIWROiwl68Zt5QyhY/TOQ1/PvFxFx5aezrWYzUdeojwRlbKA36pne7vf51A1lmYrM0z7OzbsWdDrCiLK2WXP+yvefF9TPOde3dO6t8bmo78Wc+85nFz09+8pPxta99bVpD0YyAaWYwTVuSTwsYRl4YX548ZwY7CFx0Oky4kqaA5xlFXG9w/EEMDGBuxUE3pYGKl72Wd0nblRzgOsMiGqJx17DMvVtN7wJQdHTjd7diShFvpKqTvdygqgz/JNbfw4yheD5ZPHiYC1oUcA08KYM8dApD0Hlk92cUT8YoxnsUnQHvqRh2zXxoQXYvRjHg9Dpef7Jeb8Kwz8NxKLUsQ7cb9buG8feWBGd2Ue2MxZOTUp76egjDtB8aK2cKhOHu6Cg2DbZFTPzzn/88rrzyymkPQ7MO2DwjqrGZiIYZ8Qye52F1la2yLWvgViu7b9n7oohcgUCvlxW7dTaZMBGMOLmxUpSDVKRR1dKicRmVXi9BHKcVVyq1GKXCNPx5RGMgi02P47IVr3WcNCwRcZepEpRtNM7Mv59flIkMc0+rPl8xzU71fnEsqtcMC4GkKS0elS8Z6Z7VeQRkz9V91mmaoddL4LqWdPFAj1kWM6RJYvfTRMuv9X0bvj9QkLO/WxOdTrQhQx5FzG3vunZpcbDe0qemafSL07C5hjqxPZLYVHf6ddddh9OnT1cef93rXocrrrgCAPDhD38YP/3pT/GBD3xg4nEszeRotVpKsRd1GKMcU/ErxQu9oihSphhRedU0TRGGYSmnmXeZyyC3IG8w+d2yqhDGuGlM9FpWh3qtVKWN+jJT3F7chavGLfuZN/LirlQ0Vvw1qhj1ObqPIsNCDiqjL1s41Ym9hinSVWl8suPJXjPKookep1oCKkM6Si71MF2FbJyjvF/1vSU9QZIklb8zwygXQBLHQQwTEm40U2RS0MKdh67/kWRLphYTB4AvfvGL+OxnP4ubb74ZQSAvciJjN8ZHgO0e+8lgWYOdcfEoFxN3XVabWUarFSPPWYxc9Zo0zdHrZXBdeQvBup7hzJjlFZVrnrPCIqpmJnWqcX5HJhrSKMrh+xZ6vV5Rba3ZbFbGN84OWRZrrTOO4kKFf46OR8K7unQrmfETzz3MiMt0BirqVPqjGHFRSU2Pix4F1XHW1kIEgS2NzcquRXbv6gxdmuaI4wRhmGF21pUqr1nPbOZdMozRitTwCzq2iMjQ6w3U4uL8wbxbbMcdBPIeAGma4dy5bukx2zYxOyvXdqRphtXVjad7jYNsXjRNA7OzntTb0OlEOyKVbMfHxG+//XZ89KMfxac//emxDLhmWphIUxYbp3kgzw1kGYtZA/XqU6a4zZAkgG3LyypaloEgMCErQAPUt+dku2O5CpsmfpURF3+W1RLnq50BbDGS53mpMcu4uday1/JKcbU4qZyKJT5X5wofdSdKO15RtFXHqAsWup8yQz7KnoJ3idfFrVXHS5IMnU6MZlPe3Up2DFnIgYe/FstiqnLXZe5dw8hL50nTDO12jJkZd+QYvvi5sl21hSAw0G6zBXL1fSzNyzAM+L48Ni8rZZpl6p7jYuhsWqjCBQBbhOwEIz4ppmbE3/GOdyCKIrzyla8EADzpSU/C29/+9mkNRzMSZt9oE+tzWYVhhiCoFiIhQ8y38ORZr9OIFx7JnhNd37I67BSXHhjQ6vOTYD1ufZrg6wRwKmM3zlhUE/u42gK+xKlMhT7qeOhzU4VJZAucLMswM2MjjrOKEaiLqdPvfOii7p4yARlrNtLtRn3RmtEXcaV90djo/eJV333LMuG6FuI46xdUMisxa+aNSqVeKpmgjHp+q0qibgfqv2qPHFc6MEUj/o1vfGNap9ZsCPUfSJrmUIXLaHLJc/RdiIPjiDsy/ndZAYp1jXpI/HPYAoEMtdgJLc+HTSjjMepCRSaWo3rgsmOuR/jGL3BU94kvyDLusVV6gLr3iK8dRWsgQr21h7mwVR6NUQR0BBNe2VhbK7ughzUIEcmyXLnzdBwLjQarlTA76yNJMrTbYUks1m4zrYrjsB1smjIDrlKFdzoRDMOFbVOjFrYQ6PW2h4o8jtNS6VYePsvlkcD2UChodgVRxPoDyyYoyzLh+xa63YGba9gkOkyAI7o4ZQx2ZGoDFoYJoiiD56nLXarGyAx7BsvamEKcPyb9XxcfVu3+VMaHdqHirnnYePmWqLIWovT+YUVPhjHMGKo8DuIiA1Dv6Mv3Z/yFjWzXXxf2IEZNMaujbpy2PfAekQdgZsbD6mq5iVOnEwOor0RI5DnQakX9bmkmkqTalGSaJEle1Gfn7812WmhsFbrWnWaihGF1AuUnemDQfnCYCIpNkOz1gIE8N5CmWb/7UFWVKsILgFQNG5irkXkIer0MKmMvGg9Sy5smq2VNhm6SOlHVIqcu/i57nFdBj+vZyPMcSZIhSdINL1Dqzjns2FRRjB+/KPQa9/yT2rENG7vM+KnOvZ7vj+wzt22z4q53XbZjDwJn5M+SjOV2MuBEpxOj04n7i/AE3W6sLBizm9E7cc1Eoblh2CSRJBlMs1xqUyRNc0QRFY3Jwe8issyE71cnI7H9JsB2QqZZzfvNc5qg2O8UwxShdCI+bi62KGXXlNbuukS39LB7RMZabMc5TCXOi6VGTf2SEUUJOp0YrmshCFxQIwvVTrduNz5MwMaHKuqQudTHKdHKv6bXi+G6zMUsGx9/z8nojit9oHi0SK+XwLatktdqkGEhH4vY71wWUuGf8327yGWfnfVL1+n7DtrtsLYn+E4gitIdfw0bRRtxzURh9cwHE1F5ghlMoEnCJsa6SbSuXWAYZjAM1iVJRLZLr5YULafnAGp1vfh+Ve4wEztlSgO5npg0MMjL5RcnskWA6NmQGTW+Ktow4RrtanzfLhYnosEU3yOrYy4TscmuVeXJED0PWZZhZaWHRsOB562vlwHFeElkFgROsYBL07TvemY7WipIEgSOMi2Nh+4JeYBk7t08Z6luMzNu3x3OsjyYMpyJ0CiEwfprZ3BdpyQKHPZ9ooIqScKKq/BYlolGw0UUdRXv1uwUtBHXTJwwTBEE1aILts3yyCn9I8+BMGQTpO+zWun8xDWsihNrFlHePauMQPWx4ek24m5PVtdbPCbrhVzfdIT/uS62rRpLXeiA/50WH6pJX5WqlqYZbJsJoGRpULJiM+KYZT/Xxfcp3sy7x+mY4n03TeYqps9LPH5dWIN2xswwssdI4EVqbH5nx//c7cZ9N/Vg2syyvAg1DI6dwrKY8axzDrA0NLv0XbQsE2GYoNVinfviOC2O4boJXLcs5mKVAw1lFzBZhUP+Oc+za0ueOo4Jz3Ng20a/70GKbne0uLpma9BGXDNxWC1meUqQ61rSHE7WgnE88pzFxXzfLlS04gRetyu27bILN4pSeF7W331VRWXD2qGSy1N1PtV7NhJrVsWDRR0CUG7UIRsDLZ56vQRLSw3MznpDd57kXufPN6rqmw8PjJICx7/Xda2KQaPnxQUBkaY5HMcpSgCLkFCKKb1z9HpJaWGX58DqagjPS/q1/wHDyGEYZt+zExevHyWGzHs4eFzXQq+HipuYFanJilh3kjCDallmf0c/3nePPacen22baDa94vOk/HfTNNBuP/Jiz9sVbcQ1E8cw1KIsqtk8KaFMmuZot2NYFlsg2PboBtGygCBwkOd54fJstUJlz+NRypuOYpDFXXidEVY9PwpJwuL9tMCpOxaNp9eLixBFnVEQXeQql7moAVDldI+6kKFzk7tZ9bxYTCZJUnQ6IRYWZpTHnp31S2pnz3P61b/KO9UwZC06Z2f90qLN82y0WqFSREnjo5rkqt0zeR9k6YLdblzZCScJW3g1m+pqhjLStL7xCFtkVMfouja63Xhif8OajaGNuGbi5DmkAh1gUA1q0qRpjm43geOYcN1BDneW5f3dkmzH4xSTlO/bI6WnqNK3gNENOO8xUBmwUQ1bvSK+2iBl2L2fm/NHivuKu2iCN551LvX1eh/oOkYZYxwnAIyiY1ejwRrTzM/7heLastgu2jSNir5iEDdOKm7xIKiGGdjrHaysyI04S/2Sl2EVr3Fc5XwYJmg25aVSo4h9p/l7xhau8kpvhGqcpsnS2HTnse2BNuKaTSFJMmXN6E2w4QV5DiQJa3NJbn3fZ7E9UYBFucf0u+dRrFU9gbK4JzMOjmOh3Q77KvnRXOajxIrHrf4mU4Wz0MX4f96yGGqd4ZedO03TUpMM1cJH9DaMumgZBbFhDj8GpgovX6fqMydXNZ+6xBaK8ntr20zbIdNz8OK5OuI4XXc3LmraApA4lGUYdLsJgsCGZZnIc2bYh6m6VR+7mKqomS7aiGs2hW43gWGgEEhRPnans77VO8W9gUG7xUbDhW0PWp5SoRm2O7T754vQ66X9WN4gna0uB7tugmLCHjb5LS/PlFKvVIySGia+VnxsmLJ7lMfWS9l9Xo6jUrpdkiTcGEdLYVOJ8TaCKrY+TCtRt3ByXRuNRl4o1mdmvLHH6TjVvG0VKjc1C1ORgr36vGmaePjhNjyPxdrjOCkWsnk+GP+oRFFSCsUQSZJtuK+4ZnJoI67ZNDqdBKaZYmEhwLlz3XXH0GZmnNLOx3GsSo44ExqVJ2nXtZDnDjqdGIYhb2UqM5CsQpU85zsIPHjewN1JO6s6tfkkUBlyXlA2qsu85iy140/TFHGcVe49M4AkdmKLqsVFq6SMl6GKn/PP13VfExcAvFeljnE+I7qnvu8UfbrrXPlJkkp34eOc07JYFofnsZ07haBYuVizX/AoUYrLJuXm7vWSojY7fZZJkqHV2touZpp6tBHXbCos7mit24DLKk8Bo+9YB8U01IIu2XHCMIVtGyXVO8V6LasqSqozWOsxGrLH81xdwlO1++TfPwzVMCmEQC0o0zQrPBCEbTNVN7mdez2WV11/vnptwLD7No7bfxRkLn7+XCSCrHu/arcbRWnJ1V2HYQAzM35xf8W3WJaJIGDiy81WibfbEbpdowgz6R349kOXXdWsG8NgvcF934LjbM5XSYxljwszFOznUSd5chd2uyny3IBt27BtuVJXPBd/nmEpU2IzFUK1sBgHevSVAAAf+ElEQVSnBjcvoOPDB3U7W/Hc/O7Wti3Mz/sIAqcvFqy+33XtIte604nQbof9POf6+z7sPo1COb69fmPO56nLzsFyv+XH7/WSWmV6t5uMNDZymw9jPZqH9UDFbrQB357onfguhxlau4ilTao5gOOYlTxX1j1psoUgNtqjm1WFs/qCHnkxF/54lO/Ln2uc87GdZf0Y4zgpykUuLjZKu1FxPOtBNeZRXP5JkpRKyvLvZaIts98jW358x7EKwVSvl6DXS7C4GIy9q14PJNhK0xwzM17pu5lleb8fvam8B8NCESyPPkUcpxUDyprgGJif95EkObrdqGKwwzBBmmb97lvsMbqnbPysDPCosXNWTnhy6ZqanYk24rsY22YpL7zr13FMtNsbz/H0PKuyW7Bt1qlsPYVbVMg6otW5nHloB1HXOpKUwEx8xwxPuUDIeLsPVkELANQTcRimCEMm/KNUPNHwjuo1EIVmdQwzUnme91tWRlhYaEjbX4oeAZXCnmg03LHV9uKYRhXJsXtoIo4jrK524ftO0Xaz12NGdWlppl8z3S7+LurafBLsNUyp3m6HyLK8730a5K1bFptOHQdwXROrq71KfJw1kxm4wGmRbRhG8V2cnw8qLnT5mLZXZzHNdNBGfBfj+3YldmvbFnx/fKUqj+OYylQZ9vhkjLjjDDqEicjil3GcIM+p2UmOMCQDnSPL5NWxSOkuQkU/er0EjlMvZqLjRFGKbjdCs+kpJ2ESJbExM6M/StqRCtpdjiJoG/Y8y6fmS82q4+/8//zPZJCY+zWF51lSQz+KYaba43zf6LpdtGUZCAITtm1idbUrFWCZptmP8zJDnuc5bHsQYxbHyv5nGgj6DlDzkFYrhGEACwuNypgsizWNGSYCo4UjTxQlI+3GZZUP1wvlydP3WLNz0EZ8l6Lq6w3Id7eTYpLi7DwfKJRFQ06uR6rp3O1GJQPEk2V5v6RqOTc4SarFXRzHQqMxaHRBRjdJsr7IrZqixou+fN9WTsBpmqHbjUrpQb1e3P+s5MZOBb2WX1zw75cZO9HNL55HbCImdn0bvC+DytNgmiZ8n+VRdzohgKqhH4UkSdFq9ZAkeVFFjlXlG97wxHEsBIFTu1BloSX2fBQZlYWaYRjF5z4zUy6iYpomGg0PYZgUCnIZ6/0763ZjmKZReAuo+AuLlQ/U6RtZiPPMznr9wkdGX4GeYm2t6kXQbE+0EdeMTRxn/RigrJjL5MQvzPWYlXK8iV4vLilzKS0njuW9j7vdGGma9TumDXbgvB1jquByRS3LYi1P19bC4ny0a2k0XKyt9Uo7F7GeN5GmKVZXw1LTjtlZr+jgJtulqnKzhxnDPGcxWdd1YNtmkaPPxmdJd9JUGIQwTRO9XgzfNyvHZgua+qnDNA00Gu663b1xzLwCZMwodW1UxvFu5HmO1dVev+4AK4bCyrRGmJsLlMf3fac23CIbr2UZRYoeK5cqN8TtdoROJ4bjWEjTQdrapGPgjYYL3x+UGWa6BhvNpo+VFd3hbCegjfguJU3zohtV9bmNG9ooSuH7hrCzzSbq4gOYyrnZLJe4jGM2wQLMuDWbg5rXrMVkgrW1qhtT7D1MRnuQY55LJ3/DMIoFAsB2cd1ujGbTLx3PNNXeD3ERwnY/gz+/+oIt47mhKUWu202K3RWlp1mWX7lGKsEpLsBo0UJNL8goOY5dG6vmc9ejKFLWOVfBvC9As+kWO8RxGTfbLMtyqeu7btimaaDbZUI3mfdFVKr7vt0X3A3uv+fZWF3tSscrLqxonJNEpXB3HAuOY9Wq7TXbA23EdzGsqlnZ9ctcuhtXqLNWoXF/gmeLhkkbcIAtDFZWen2FPes6xp+n2fRLNa/ZLpmlQdXl0BoGMDcXVCbfjeR6s3KU8prxtPNmC4nRYp50zHGV22k6EDzxk36W5Th3rtvXSlj9dplsYaPyoHQ6MUwz7jf7GM8YU9ih04lKeeWy1qXi+8hDsR7VOvM8pGg2B13Y4jgpFn7jwAy0fJr0PAdJwqoC8l3EKNTDn88w5CI/Vg3OnVpXMNXtZRoDUxvxHYA24ruYOM6wthYVsWBSa2+wJkYB2+1vfhMEmfgHGDRikOG6Ftpt9TF93xnZkAKjeS9UQjUyRI5jF/9Uxol3oZP7fxxoV83OZxWdqLKMdayKItIBDG/0srQ0M/YuWJbzTl23Gg23MOwUe2WtS6vnWK+inXXmihEEbunejSJOlEEubZkhp6Ir5851isURK3eaVYwfi53Lz8+OPR0jXuetE70Amu2JNuK7HOb63Z1/jJQnK4OKvKgWLCq3t0zlzfo2j3YPO52oWFyodpKOYypFY3Gcot0Okfc7sC0sBEOND3kAqLVkGLLyoHwvaID1345jJloS7wsJ8gb3bRBaWG8ltDzP4Tg25uYG94OgnR4TLI5vXHmyLEO7HRWq+CCQL9DWUxwlz3OsrHSxuNiQGmFm4E3EsTzLgZik4HOSdLtxKVcdYNcchqMVptFMH23ENTuWJMmUpSzTVN4kgqh7jkR7ZHRYupA9kho4z4G1tRC2bWJmxlOWjGUFU8quclJM86rgbjfGzEx5t5plGdI058IYSaVedhA4lUUCVVWbn29gZaVbtM6kBY244FAtNMZhIEyrQoVxhjFMtU/lcMkDMensi/rv0WiGrteL++1L5Z39tgIKO/HfFVrU0feFQgHd7nQ8A5rx0UZcs6NhO69yrJZ3KauIoqSUf0www1XeQZumgSBwkSTqHFomfrOLql5JktXuMqMoQRjm8DwHpgkkSY4wjCvHpypfvs+awDBxmgXDYLtulRirrka3bZtoNt1+KVnlyzbEqMaN5aan/Wszi3g2EwlWd++qqnblRU79OYPAHWqk2GfuFGp1VuxFrk8YJRUrz1kaZKPhVbxHgy5pm2M4KZOCPDqkvCdjHsepjn3vYLQR1+xoOh1WfY6MoWpnKkK7DVbVa9DiNElSeF41F5l2sTIj3mg4Rb4wpWC122HfrV1dKJDbm9LZ2K4/K3ZBAJt4aZFBngF+F2eaLB6bZdXJfxT76Tg2586uR1wgDfpJD9TztBsW3zPMmCdJ1s+LpnQqllY4O+vDceoU+wPyPEcQuPA8ux/3j+H7at2B59m1Rtw0DczN+aUwRp3gMQickYRp3W6MJEkxNxeUPBzMI+IW34tJYlmGEFZhtQWaTU/ZcU2zs9BGXLPjoRrd49LpxOj12I48z1EIolTIbILn2QgCt5R77TgWZmY8rKx00e3GRflPgBnwTieq5OeSSIoK3JAIjFAZEVZUpWxAhsVfWdxb3uRjGOQCZ4K0gWFIkhSGkVc8AHWV5KIoKURvJLokxhkbxfFNk4nXaJfp+/LCMLZtYmGhgTBMpMac7cCr10HjqnoBRndn2Ha15gEdnxYhk4RfpPKwojyjLT402xttxDWPaCjnm0iSVJnWJUvDUhV3cRwLnscMLFUco4UCgEoVMMLzLMj6eqt2lTL7wQzF5jUcYccW6+bLy+PSucgop2mKJMn7YkF1yCOKkkrfciKOE1ApVNl1stzrTtEHWzYeplZnz4mGfFwV+zh1F+ru+ySawIjULTA2qnfQbA/0p6jRcIgFYQhWorVqdOqM5SAvmi0Uer242MWqKorVPSdD5g5N02xkMVZdI5lxXa3D0ubiOMG5c91+YRl1DNa2mSdDNbYsy2uriVmWibm5YGjrTNr9qsY7CnE8ngisrjXrJIowidRVUNyM82m2Hr0T12gE1tZ6SBKnSIsiIZBs7lXlcud5Dte1itaY4ntUqnrW0ES+ExQ9BEzNXjUgrGpdOrKBop0yNRwJwxiLi010OuFYeep1HdXa7QhZlmJ+vlEckxnAsFIkiC+cIhsrFVlhIkT56yzLQpom6HRCuK6tPB7rIFfWEURRIlXUs/uT9buXsToMnU44Vt2FOE77osqyq5++Y5Om14vgedV6/uMuPjTbF23ENRoJ3W5c6+4dvC6CbVuVtKZBDWqjsmtUxWpZYZQEvi936UYRa3NqmoO62yq1/NpaD4bhFwuRLMuVBjZNM7RaYUWh3O3KDYCqdSd1/BJhBV6AICiXfGXV/nzEcafISbYsc6SFw7C65XR8qm0/P6/uaS4a4V4vgW1HpZKvaZqi3Y7W3eGLhIoA9QQI4bosdEIGfDPysvMcWF3totFwS4sn1aJUs/PQRlyzYzEMNpmTyrrbTdYl1toIaZqj1er2y5LKi4GwHXla/M7qZ1crm3U6Ub8bW4rZWa84HtXQXl3tjTwuKlJi26w1ZxxnmJur1k0H6lOMVla6/XQ0MgCskpesnj1fIEZELChCMEHfQGA1aliY1PqqlDPCMIx+97nRDDjRakWwbVYel4qfqF7rulYRv6fe5bwbe2bGQxAM4vuex+7Xykp3S76vqrrwmt2BNuKaHYltGxXD6Xk21taiLSueQSRJjiyDsoc432OdpcLVp07FcYqzZzuFYdhIHi91ggMG6vuq6l1tSPI8lzaTOXs2LQwTW0DFaDRcqRua0tJUlFXug851o1CnfmcpVBmSxKgRK6rvK3/vVPi+U1mUuS7zALASvIZUoEctb7U6XLNRtLBNsyMJAq+y87UsNjFOA5Vrl/LGiTpBMD/Ps+IgMTqdaGKFODqduOhnTiVhWb65h9lZuVpeBXkO2u2wCDt0u3KX8DDVtXjv2HHGU3ynQjN0SuUD1J4G2mFvBFbprHx95F0AUNuFbT213DUaEb0T12x7mJDIKCZiw4Byp0ZtM7e67nOvx4qViC5j0YDUxXGTZPPHbFny9DPXdWBZ0YaKf/i+W6vWl7XslAms+Cp1/PFkfeUJ1nY16YdWyKU9uJa1tV6p4x1lG2zEiDuOqTTEg8d14FmzuWgjrtm2uK6FRsMrYpokAFqvuGgzSRImDgsCp2/I834zk7KB6nZjqVo6jpMih3wzUae2sYp0o4j51oNhGFhd7fbryQ/U3dTsRYTuJ0+z6SIIqh6DNM366Xtqg5llOVZXu9i7dxZnz7aHuslHIcvqWsWysdTVTNelTjWTQBtxzbbENA00m2UhFpWLXFnpFvW2ReI4nVr3pVFi12RMaHFC72u3t0Z4pDJ0LMVsY/ctihJkmXw3niTsc1lbG12cJ9Jus45bfFtQloMfjSUQm4QBB1Ck5Km+hwALi7TbIWZmvFJXuChaX39zjUZEG3HNtoRU5yJULrLTiWBZRikunqbZxHeSrmv1J+kcvV4yEQOQphszZhshipJKW1AA/eYuG4sPUy9vUcjFUpo2/rnkOVsA+b5bKNPZZzK9HW2r1cPc3KBdLDVw4b0I1MedCQFZqqDehWsmhTbimrFxXavf8MMoal5PuubzsEpoSZLh3LkegoB1v6I2npPchc/O+qVOZ77votOJdvQOijUbMeF5NtewJZ1YClKrFSJJMrguXyin3tU9DMNgTTzY4gNFjrzjWGg2XWTZ9IqXpGleZBKw76W84h8JATWaSaONuGYsPM+upNSQmGySu+B6ARh7jk2MmxPD9X2nUpSFdaxyEUWT2ZFPC6Yoj+C6g9ap64Vy9QFWJIXawA5rBTsOc3N+yWXtumbFm8AWJcbU8qEneb0azThoI64ZC1ExDAxqUE/SiHe7MTzPqaiZhzXOmBSsmlYV02TXmiTbZ1dFu2rVLlAGeS42gu87aDQGoq0gyNDtRhP9fFy3WjEOkKeteZ7Tr8u++QssyzKLRdCkvVAazThoI64ZGcMwhlbkmmRTBZmamdWq1mk7AKv7PTsbFEaO4rGrq91C8U3aAlbSdWNu7fK5TczMuJK+2B7iOJtYnLqu2pqIabJSt5u9wJqd9Ur53xQDn2ZsXvPIRRtxzcgMKm9VJ9UsyyeuCt+omnkjsAYi1cIxTFm8PSbrZtMv7VINg6WJNZseWq2o4oYOArZTnUSVMN+3FX2qDfi+jVZrMvdofMX85i7wxD7wAPqxeQ/nznU29dyjMDfn90V2eZHCN61sDc3WoCu2acZCpaqta7G4E+l2q4VAKN67HZTFdY1CSPAlpj6ZJtspz80FGz7/VvXFDkP5/ZZ919JU3i52kqjCLLZtSlPNtopBXXanX1ee1XOfn9/4Z63Z3mgjrhmLdjvsN4NgkyjlvLZa09kxbyarq12srfUKodbqam/bNJIwzTpjadSW9PQ8G42Gq3x+FOrizpOOSa+udhFFg+8c5ePzO0xS2G/2OrKu0UpdRsVmQ2VeRWzbQhBs7LPWbG+0O10zFnnOSliy7lgWkiTd0UrtYUxaaT0pKO4sM9ZJkiq1C4TYOnVcer0YnmdXdp9xnEw81SvLWEc20zT6ddLZ943EZUC+JWJHgC1QZPecqfynJ3Cr+zwta3qLC83mo424Zl2M0uFJs7l0uzGazbLwiwre+L6z6Q02VH2q62Bpeg5s2yxqDIwanmA778FWm13r1mYJdLtxpX88FZ2ZZuy57tw6Jr670UZco9mhsOI2g0Yhacp2pKzEaVZ4S2RMYgHGSoqObkRN08DcXFCK5Xueg04n3LKd9EZJkhRra92iHjp1Qpu2t4ZqtIuk6dakZGqmhzbiGs0OJorkueFpylzQs7N+pTDKtOp287t2wjSNQjW/U3SRSZJNLWtCBS3KqFMctcBlDWZ2yI3VrAttxDWaXQrFkh3HKsrHxvHmK7hVqLwClmUVhVo0G+PcuQ4cx0SeT15gqNmeaCOu0exyVN3VbNvod1NjxjVJWDe1jXYzWw96tzg54lgb70cS2ohrNI9ADINVe+N3xyy/2Ny0oiVJkkhz25Mk1aVLNZp1ovPENZpHIEwhXjWom5lX3G5HlTSsNGWldDUazfqYuhH/+Mc/jksvvRRnzpyZ9lA0mkcMdXnksnKqkyDPgZUVVkCn04nQboc4d66DMJx+BTyNZqcyVXf68ePHcccdd+D888+f5jA0mkccWaaOm9Y9Nwm0gE2jmRxT3Ym/613vwo033jjRWssajWY43W4s7TiXppk2shrNDmJqRvyb3/wm9u3bhyNHjkxrCBrNI5Ysy9Fq9YrGNayNaYK1tZ6u8KXR7CA21Z1+3XXX4fTp05XHX/e61+Gmm27CJz7xiXUdd+/e2Y0ObduyW69NX9f2x3FsLCwMpoTddG08u/W6gN17bfq61Bj5FBI07733Xlx33XUIAtYm78SJE9i3bx9uueUW7N27d+j7T51a2+whToW9e2d35bXp69p57NZr263XBezea9PXVW/spyJsu/TSS/Hd7363+P25z30uPve5z2FpaWkaw9FotgTXZZXJAJYbrWtaazSajaKLvWg0W8DMjIcgcDgRpwPXtbGy0p3quDQazc5mWxjxo0ePTnsIGs2mYdumYMAZrmsjCNwtb6ep0Wh2D1Mv9qLR7HZc11amUTqO/hPUaDTrR88gGo1Go9HsULQR12g2mV4vVuZey7qLaTQazahoI67RbDJZlqPTiUqGPM9zhGGsFeoajWZDbAthm0az2+l2I8RxAs+zARiI47TS0Uuj0WjGRRtxjWaLSJIMSaKV6BqNZnJod7pGo9FoNDsUbcQ1Go1Go9mhaCOu0Wg0Gs0ORRtxjUaj0Wh2KNqIazQajUazQ9FGXKPRaDSaHYo24hqNRqPR7FC0EddoNBqNZoeijbhGo9FoNDsUI89zeWcGjUaj0Wg02xq9E9doNBqNZoeijbhGo9FoNDsUbcQ1Go1Go9mhaCOu0Wg0Gs0ORRtxjUaj0Wh2KNqIazQajUazQ9nRRvzjH/84Lr30Upw5c2baQ5kY//iP/4irr74aL37xi/GqV70KJ0+enPaQJsK73/1uvPCFL8TVV1+N17zmNVhdXZ32kCbCV7/6VVx11VU4cuQI7r777mkPZ8PcfvvteMELXoDnPe95+MhHPjLt4UyMv/qrv8IznvEMvOhFL5r2UCbK8ePH8YpXvAJXXnklrrrqKnzyk5+c9pAmRhiGuPbaa3HNNdfgqquuwvvf//5pD2mipGmKl7zkJbj++us3dJwda8SPHz+OO+64A+eff/60hzJRXv3qV+PLX/4yvvSlL+HZz342PvjBD057SBPhd37nd3Dbbbfhy1/+Mg4dOoSbbrpp2kOaCJdccgn+6Z/+CZdffvm0h7Jh0jTF29/+dnzsYx/DV77yFdx22234+c9/Pu1hTYSXvvSl+NjHPjbtYUwcy7Lwpje9CV/96lfxr//6r/iXf/mXXfOZua6LT37yk/i3f/s33HrrrfjOd76Dn/zkJ9Me1sT41Kc+hYsvvnjDx9mxRvxd73oXbrzxRhiGMe2hTJRms1n83O12d831PfOZz4Rt2wCAJz/5yThx4sSURzQZLr74Yhw+fHjaw5gId911Fy666CIcPHgQruviqquuwje/+c1pD2siXH755Zifn5/2MCbOvn378PjHPx4AmzsOHz68a7x3hmFgZmYGAJAkCZIk2TXz4YkTJ/Dtb38b11577YaPZU9gPFvON7/5Tezbtw9HjhyZ9lA2hfe973249dZbMTs7i0996lPTHs7E+fznP48rr7xy2sPQCJw8eRIHDhwoft+/fz/uuuuuKY5IMw7Hjh3DPffcgyc96UnTHsrESNMUL33pS/HrX/8aL3/5y3fNtb3zne/EjTfeiHa7veFjbVsjft111+H06dOVx1/3utfhpptuwic+8YkpjGoy1F3bFVdcgde//vV4/etfj5tuugmf/vSnccMNN0xhlOMz7LoA4MMf/jAsy8I111yz1cNbN6Nc125AVoF5t+x8djvtdhs33HAD3vzmN5e8eTsdy7LwpS99Caurq3jNa16D//mf/8Ell1wy7WFtiG9961tYWlrCE57wBHz/+9/f8PG2rRG/+eabpY/fe++9OHbsGF784hcDYG6Jl770pbjllluwd+/eLRzh+lFdm8iLXvQiXH/99TvGiA+7ri9+8Yv49re/jZtvvnlHGYdRP6+dzoEDB0phjpMnT2Lfvn1THJFmFOI4xg033ICrr74az3/+86c9nE1hbm4Ov/3bv43vfOc7O96I/+hHP8LRo0dx++23IwxDtFot/MVf/AXe+973rut4Oy4mfumll+K73/0ujh49iqNHj+LAgQP4whe+sGMM+DB+9atfFT8fPXp018Rbb7/9dnz0ox/Fhz/8YQRBMO3haCQ88YlPxK9+9Svcf//9iKIIX/nKV/Dc5z532sPS1JDnOd7ylrfg8OHDeOUrXznt4UyUM2fOFFksvV4Pd9xxx66YD9/4xjfi9ttvx9GjR/EP//APePrTn75uAw5s4534I5W///u/x//93//BMAxccMEFeNvb3jbtIU2Ed7zjHYiiqJhonvSkJ+Htb3/7lEe1cb7xjW/gHe94B86cOYPrr78ej3vc4/Dxj3982sNaF7Zt461vfSte/epXI01TvOxlL8NjH/vYaQ9rIrzhDW/AD37wA5w9exa/+7u/i9e+9rX4wz/8w2kPa8Pceeed+NKXvoRLLrmk8E6+4Q1vwO/93u9NeWQb56GHHsKb3vQmpGmKPM/xwhe+EM95znOmPaxth25FqtFoNBrNDmXHudM1Go1Go9EwtBHXaDQajWaHoo24RqPRaDQ7FG3ENRqNRqPZoWgjrtFoNBrNDkUbcY1Go9FodijaiGs0u4D/+I//wJVXXomXvOQl+OUvfzn2+++55x78+7//+yaMTM1PfvITXHPNNXjBC16AV73qVXj44Ye39PwazW5AG3GNZhfw2c9+FjfccANuvfXWdVW1uueee/C1r31tXedOkmTs9+R5jhtvvBFvfetb8fWvfx1Pe9rTNlS1SqN5pKKLvWg0O5x3vvOduOWWW7C0tITzzz+/qMNMHZJuuOEGPPvZz0aSJLj++utx9uxZhGGIyy67DG9729vQbrfxB3/wB2i1Wrjgggtw+eWX47rrrsPLXvayokHDsWPHit/p5z/+4z/GHXfcgWuuuQYve9nL8L73vQ8//OEPEccxLrnkEvzN3/xN0UpS5K677sKb3/xm3HbbbQBYic3f//3fx49//OOtuWkazS5Bl13VaHY4b37zm3HPPffgVa96FZ761KfiT/7kT/CRj3wE+/btw0MPPYRrr70Wt912G2ZnZ/He974Xi4uLyPMcf/mXf4nPf/7z+KM/+iPccMMN+Pa3v433v//9AJjRruPcuXO4+OKL8drXvhYA8KEPfQizs7P43Oc+BwB4z3veg4985CN4/etfL33/8ePHcf755xe/Ly0tIcsynDt3DgsLC5O4LRrNIwJtxDWaXcSPf/xjHDt2DH/6p39aPGYYBu677z78xm/8Bj7xiU/g9ttvR5ZlWFlZge/76zqP53mlnvBHjx5Fq9XC17/+dQBAFEU4cuTIxi5Go9EMRRtxjWYXkec5Lr30UnzmM5+pPHfrrbfizjvvxGc+8xk0m0388z//c6lrHo9t26X+4mEYlp4PgqDUTjbPc/z1X/81nvGMZ4w0zvPOOw8PPvhg8fuZM2dgGIbehWs0Y6KFbRrNLuIpT3kK7rvvPnzve98rHrvrrruQ5znW1tawuLiIZrOJtbW1Ih4NoHiM2LNnD+I4xn333QcApdfKeO5zn4ubb74ZvV4PANBqtfCLX/xC+fonPOEJ6PV6+K//+i8ATJjH7+w1Gs1oaCOu0ewi5ufn8aEPfQgf/OAHcc011+DKK6/EBz7wAeR5jpe85CVot9u46qqr8Od//ud46lOfWrzvGc94BrrdLq655hr87d/+LWzbxlve8ha88pWvxCte8QpYllV73j/7sz/DkSNHcO211+Lqq6/Gy1/+8lojbpom/u7v/g5ve9vb8PznPx8//OEP8cY3vnFi90GjeaSg1ekajUaj0exQ9E5co9FoNJodiha2aTSaTeOtb30r/vu//7v0mGVZ+MIXvjClEWk0uwvtTtdoNBqNZoei3ekajUaj0exQtBHXaDQajWaHoo24RqPRaDQ7FG3ENRqNRqPZoWgjrtFoNBrNDuX/B+b6JnR4G0vyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=[m.eig(x) for x in X])\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_1')\n",
"plt.title(\"Expected Information Gain\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show Learning Curves in Skewed, Complex Classification Problem"
]
},
{
"cell_type": "code",
"execution_count": 331,
"metadata": {},
"outputs": [],
"source": [
"X, Y = make_classification(n_samples=10**3, n_features=5, n_informative=3, n_redundant=0, \n",
" n_clusters_per_class=3,n_classes=2, weights=(0.95, 0.05))\n",
"poly = PolynomialFeatures(2)\n",
"Xe = poly.fit_transform(X)\n",
"features = [\"feature_{}\".format(x) for x in range(Xe.shape[1])]\n",
"df = pd.DataFrame(Xe, columns=features).reset_index()\n",
"df[\"label\"] = Y"
]
},
{
"cell_type": "code",
"execution_count": 332,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('sample_data_95_05_skew.csv')"
]
},
{
"cell_type": "code",
"execution_count": 333,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>feature_0</th>\n",
" <th>feature_1</th>\n",
" <th>feature_2</th>\n",
" <th>feature_3</th>\n",
" <th>feature_4</th>\n",
" <th>feature_5</th>\n",
" <th>feature_6</th>\n",
" <th>feature_7</th>\n",
" <th>feature_8</th>\n",
" <th>...</th>\n",
" <th>feature_12</th>\n",
" <th>feature_13</th>\n",
" <th>feature_14</th>\n",
" <th>feature_15</th>\n",
" <th>feature_16</th>\n",
" <th>feature_17</th>\n",
" <th>feature_18</th>\n",
" <th>feature_19</th>\n",
" <th>feature_20</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.544194</td>\n",
" <td>0.306911</td>\n",
" <td>-0.898839</td>\n",
" <td>-0.541568</td>\n",
" <td>-0.261437</td>\n",
" <td>0.296147</td>\n",
" <td>-0.167019</td>\n",
" <td>0.489143</td>\n",
" <td>...</td>\n",
" <td>-0.275864</td>\n",
" <td>-0.166213</td>\n",
" <td>-0.080238</td>\n",
" <td>0.807912</td>\n",
" <td>0.486783</td>\n",
" <td>0.23499</td>\n",
" <td>0.293296</td>\n",
" <td>0.141586</td>\n",
" <td>0.068349</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" index feature_0 feature_1 feature_2 feature_3 feature_4 feature_5 \\\n",
"0 0 1.0 -0.544194 0.306911 -0.898839 -0.541568 -0.261437 \n",
"\n",
" feature_6 feature_7 feature_8 ... feature_12 feature_13 feature_14 \\\n",
"0 0.296147 -0.167019 0.489143 ... -0.275864 -0.166213 -0.080238 \n",
"\n",
" feature_15 feature_16 feature_17 feature_18 feature_19 feature_20 \\\n",
"0 0.807912 0.486783 0.23499 0.293296 0.141586 0.068349 \n",
"\n",
" label \n",
"0 0 \n",
"\n",
"[1 rows x 23 columns]"
]
},
"execution_count": 333,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(1)"
]
},
{
"cell_type": "code",
"execution_count": 334,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1000, 23), (1000, 23))"
]
},
"execution_count": 334,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape, df.dropna().shape"
]
},
{
"cell_type": "code",
"execution_count": 335,
"metadata": {},
"outputs": [],
"source": [
"m = LogisticReg()\n",
"m.fit(df[features][:100], df['label'][:100])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Distribution of Data - Colored by Class membership"
]
},
{
"cell_type": "code",
"execution_count": 336,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=Y)\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_11')\n",
"plt.title(\"Class Distribution\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Distribution of Data - Colored by Expected information Gain"
]
},
{
"cell_type": "code",
"execution_count": 337,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KdQ5CTFBqQtNUOH01YNsUtm3CMAjCkCMIGOp1Z8HGXNc1jIzYMAwCTdPAOYfnBbkFjgpFP5QRVyhWAYRQEFJd8PObzQYef/wROE4bpVIZp576Eth2aQlXeGJimgSVig1dFxsqXddgmhS1mo3Z2faCjjkyYsM0O5deTdNgWQaqVY5Gw12SdStOHJQRVyjWOIcPH8T99/832u1OlfszzxzA7t0vx/r1Eyu4srWPbRuxAU9iGBSWReG6wVDHI0SDYeS3yBbdrlD0QhW2KRRrGM45fvWrX6QMOCA881/+8hcrtKrjhzwDLiFk+MunrmuFaRKVPlEsBGXEFYo1TKNRx/T0kdz7ZmaOwHVVnnUxMJaf9+Zc5MaHxfdDMJb/PMZUcZtieJQRVyiOU1ZOxun4od32c42r7zN43sL07R0nQLfGVhiGcBxvQcdTnNionLhCsYapVkcwPr4+1xtft249LMtegVUdPwQBQ6PhoFQyQakOzoUBX0wBWqvlIQw5TJNC17XIgPsL3hQoTmyUEVco1jCapmHHjl/H/fffC8fp5MXL5Sp27Pj1FVzZ8YPnMXheG5q2dNENx/HhOP7SHExxQqOMuEKxxtm0aQsuuuhy7N+/D47jRC1m21EqVVZ6accVKj2hWI0oI65QHAdUKlWcccbZK70MhUJxjFGFbQqFQqFQrFGUEVcoFAqFYo2ijLhCoVAoFGsUZcQVCoVCoVijKCOuUCgUCsUaRRlxhUKxqtF1QMmKKxT5qBYzheI4Qsp5Hg/DNAjRYFkEhIj3whiH6wYokB5XKE5IlBFXKI4DGAsQBA7CMACgQdcpDMOGrq/N8Za6DpRKNDVFjFINmkbRbA43/lOhOJ5R4XSFYo0Thgye10QY+gA4gBBh6MHzmplBG2sFwyC5Y0AJ0WGa6rKlUEjUr0GhWOMw5gLITtrinCEIFj6oYyXRe1yZjodUgUKxVCgjrlCsccKwOEnM+dpMIIc9Rmuv1eiCQrEcKCOuyJAXxlSsXjSt+Ge8Vr1Wz2NgLGusGQvheT0svEJxgqEK2xQxlkVgmiSacczBWIhWSxURLQflsgHDED+/IGBotfwFe5iEmGDMy7lHAyHWIlY5OJxzeF4LjInvC6UGDKO04E0E54DjBDBNHYSITQpjIRxndUQWLIvCto34t+K6gRotqlgRlBFXAABMU4dt0/iiS4gWXzyVIV9aajUbptn56RkGgWEQzM21FzTukhBhMH2/kxvXNB2Ulo5JdTrnHO32HBjrGDHGPASBj1KptmBDzhhHu82gaWxVjQG1bQPVqpV6X4ZBoGlAu60MueLYooy4AoC8CGUvtqJKmCEMV9FVdA1jmsJgd0MpQalkoNVamBGg1AYhFhjzoWmArhvHLJTu++2UAZcIQ+7CMOxFHX81GXBAGPHuc6tpGmzbUEZcccxRRlwBoDgPrmkaKNXheasjjLnWoTR/swQgjnwsFPFZmYs6xkLIM+CSIPAXbcS7sW0K06RxKNv32TEznroufg95ECJC/4ypnL3i2KGMuAIAEIYcJCfyyjlHEKiL0tJR7FauNo9zKVjqYIBtU5TLZiLtA1CqQ9Ow4CjGMIQhj34r2Tcm7hv+t6JpQKlkghAdYRii3fZV5EsxMMqIKwAAvs+ii6HWdXu4qi4oruviwIEnEIYMW7eejEplZKWXNBSOE8CyjIzXLQrD1mbtAaUWgiBdWDc7O4vHH38cvs8wMjKKnTt/HdVqbdGvZZo0N5RtmvSYGHEA8P0AhGQjHr4vcveapkVRgrDvxkzXNdRqpVSKxbIMNJsOXFdFvxT9UUZcAQDwvBCaFqzq6vQnnngM+/b9LxynDQB47LF9eOELt2Hnzpet8MoGJww5Wi0P5bIBEoU+RNW1v2ZTFpRaMAwfvu8AAA4cOIAHHngArtsRmjlw4Am84hWXYePGTQt+HU0rTjkcy1B2ve5C0zQYRjKkH6DRcDAyYsEwaLQWBtcN0GzmdQ4IKhUrUyNBiI5SyYLrtgZaj2EQWBYBoMF1A/j+2vweKRaGMuKKGNdlcF0WX5hWE81mHb/61YPwvM4F0fc9PPbYPoyOjmPr1lMGOo6mAZSK/4chwNixD2O7bgDPC2BZFPLCu5YFTERR1wgoteB5bTzyyKMpAw4AjUYdDzxwP6644rULfh3OAc5DANm8TxiGCwplL5T5eQeEaDAMAt8PwViIkRELtt3x0AkhKJcJOAdarXxDXpRflx0L/QxypWKhVOoU2tm2Acfx0WhklfpW4+9asXiU2Isiw2r8oT/55OMpAy7hnOPgwWcHOoauA5YlBmmIC7AG01yZMZeyD9pxFt4fvtqg1ESj0cbs7Ezu/UePTsH3FxfyLopWeF7/0PVSwxiH4wRgLIw98zyS7YSAMKZLIahkGCRlwIFOlbxpdjY6lYqJ8fEy1q2rYHy8jHL52Bc/KpYP5Ykr1gRSRCSPIBgs5C888PTFU9c1GAZHzv5AsQCEepyG/AI+bdEbplbLjwwmiQrBRHV6q7WyGvFiY5jvE+l6532Pjnby30KVLgSl2ciC77O+XrhlZesDgE6NgOcxVCpWymhTShL6D+pLfzygjLhiTTA+vh7Ao7n31WqjfZ8veqfz7+s1bGM10mjU8eijDyMMQ2zbdhrGx9ct4ChJI5s2BCI07Uaha0DTKAgxC1vjkmzYMIGJiQk8//xU5r7JyU2g1FjAWtM0m17c+sjY6ii8DAIRUs8z5GHI43OX9MotiyIIhLFO5sUZC9FuL87AaprYOIhcefY+y6LKiB8nKCOuWBNs3XoKnn76SUxNHUrdPjo6hlNPfcmijr2WotkPPvh/8cAD/xeuK4rIHnroAezYsRPnnrtniKMwaFoIacg518CY8PrCMEQQtLoGpwTgnMEwyn2PrGkadu3ajZ/85B40m4349rGxdTjrrHOHWGNvOOerqoCLc8DzApRKZtftHK7ro1TK37xQStBsuvC8YOgWM89jsG2eu7nyfQZd1+PiyW50XVc58uMEZcQVawJN03DeeXvx8MMP4ejR58F5iLGxddi+/aWwrP764JyLQra8a9qxqocKwxD6Itz+I0em8POf/08qr+z7Hn7xi/+HycnNeOELtw2yCmgaS4W1NY2jXq8D0MGYmzv5LAx9MBaAkP6XjJNOOhn/5/+8Cfv2PYRWq4WRkRp27Ph1GEbvXKymIe6OEC13q8PLHpRGwwXnPBKiEVEC3w+ilE3xedN1LbcQrR+eF8B1A9h2eoPguj4cRyj3FUcH1ta5VRSjjLhizUAIwc6dZy74+cL2pYU6RE518WsrgnOOX/7yQTzzzAE4Thvlchknn/xrePGLdw59rEcf3ZdbGMY5x5NP7h/CiGdvlZ54r9GlYegPZMQ1DRgbq+D888+Ljim6AHqVLui6hkol3T9vmhzttg/fXztiQ82mF4f7KxUTpVL/NMRijGm97qTC8b7P4kEsRdEBQHRIKI4PlBFXnDCIixpACIemdYzLcvLggz/Hww//Iv7bcdqYmZlGGIbYsePXhzpWsoBP13Xs3r0bW7duhaZpaDbbAx1D03oZDBGaXWx6gdJ0nYFs6+t1vi2LZDxGXddgWWRNGXGJYZBcjfVugoAtOv/tOH7uBDVCNASB0CCQhYCyd13lw48flBFXnHAst+GWBEGAp59+InM75xxPPfU4XvzinUOF1zdu3IR9+/4XmqbhTW96E0499dTU/a4boF53eh6Dc62nIdc0AiDfS8tTKetG1/NTFvK+onNf1C9NKQGlAYJgbYV+iyrHgY7n7fvCmC5HTcbIiB3ry8v6gfn5tpJQPg5RRlyxonDO0Ww2YRjGQLnttUS9Pp8q7krSaNThug5Kpf7FYpJTT30x9u9/FOvXj2UMOCAMh+fRPqFSLZIGTd9KCEEY6tH/GTgPuu63QAgBIUhFMboNUC/HcyX68VcjnIfwPIZm01sWjYBKxUrlyWXLGefA/PxgERvF2kEZccWKsW/fL/Hggz/HkSPPwzAMbNmyFXv3XoyRkcVrbK8GyuUyTNOC52WLlizL7lvo1Y2u67j88teAsWI5TsMgfYw4iQxH0iPTUK1WMTPThqYBhlFGGAYIQ3EcQkxQSmAY6Wl3hIj++qQdYqyjiNdNrwLCIMgvwAoCtua8cECsG8ivSCeEoFQioJRgbq615J54UugliRgrrCrSjzeUEVf0hHOORx99GFNTB8GYGGZx2mkvWbShfeqpJ3DPPT+IDRxjAR5//FG0Wk1cddVvHrNZ2MuJZdnYtGkLDhzIhtQ3bToJlA7/86OUYnR0ovD+wQwCjQy5fLCeWoumaSDEACEdIyTy3IMJ5QRB1pBLidsiHCcAIVosfCJz84ytTYPTbvswDBpJ6+YjFNfMJc1Pa1pW0Eii60KpUBnx4wtlxBU9+fnP78WBA0/Gf8/MHMX09BTOO+8VizLkv/zlL3I91EOHnsOjjz6M7dt3LPjYx5a0Mezm7LN/A2EY4tCh5xAEPkzTxKZNWxfVM+15AWw7m3MdbhKahm6Rl8JHDimUI8PsMjdeFHpPIvTFfVgWj8ZyiieLCECA+fneuf4iDEMHYzzXcFFKUC4boJREI3cZGo2lC3HPz7dRKpmwbZqryibWsPCWQ8sSmwRd7/SX+z4rbCtjjKmc+HGIMuKKQqanj+LZZ5/O3N5oNPDYYw9j166FG6JGo15438zM9IKPeyzRtBC6HsY5Ys5DhKGOpDE3TRN79lyE+fk5zM3N4OSTX4BqtQxN0yJlruFnR/u+qGi2bTP2jsOQo91uw3GaAHRoGoWuF1SYHQPCcLD+e03TUK12JnmJDYOeut+yDFQqYc9pYN2Uy8J4ihy/mDJWr7uxgdZ1DSMjVsq4Ukqg6zrm5pYub9xue1F1/tJ+FqWSiUol2b4mBqbU6w4cx4/eS2eTxrnQeV9LwkaKwVBGXFGIDKHnMT8/u6hjVyrVwvtGR8cWdWxAKno5CMMgGmFpgdKlHPzQMeCADGOK28Mw6+XWaqPYtGlDpm/YMAjm552hDXmr5cN1xSQ0zkM4TivRghaCc4YwtADwOLet6+aCxGZ6CeUsttK/VrMzA0LyEGIpgxlx2zZQLnfOs2hVE+1e8/Nt6LqGUsnMNaxirGe/4sDhcBwftp0/Q34hM8N1XUO5nG1f03Udtm1EUYt2PLc+DDlcN8htQxvmNYHVORzpREcZcUUhhlGscz2I6EcvXvKSnXj66Scz4iUbN25adChdeB3zsfECgCDwwJgNy6os6tiSpAFP3y5en/Ns/jivb1iEdM0FKXYxxiOVsDzPkYMxJxZvsW0bhqFB03SEIeD7w0398n3RY5707hjjPQVc+mFZxkAGHBhO376ovcswCMbGyiBELwyZS012t8/HYZoUpkmhaSIy0mi00WrVI5GXWmqzJGbIuxgZKaVucxwfrjucYTVNgmrVKtyMdTYmIvcdhmxRM8YpJahUOhse2Ra3kmF5qQuvNhQCZcQVhZxyyjbs3/8IWq1m5r7JyU2LOva2badiz56L8Ytf/BxHjyar0y9ZlDQpAHheK2XAJUHggFJr0RuQ/mQvLlKKM4+ivurBKL44axoH50ClUoFlWSnDRqmGdpvFhrzfLG7OAdcFKO28t8UYcLmGQRnGaBSN+RQFe3r87yL6GYdq1UptyGzbQBi6OHjwCDjnmJ+fxujoelSrncE8jhNgZERIs2qa6OlnbHhDWKlYhXrogNhAyuhGcn2tljd0AZ2ua6jV0q8nvfvZ2aWvqh9kPdWqDcMQk/KkUE7ReNoTBWXEFYVQauD001+Ghx76f7EhJ4Rgy5YX4LTTFl94dvrpZ+ClLz0ds7MzsCyrZ4h9GPIMuCQI3CUx4sLTzl7FRG48ayB6FUuJSVbe0C1ng0ApzRhwACBEh2VxmKYBXRcDUGo1q6/M6SCGW0zPEkbE94uLqQb1pGTR1qAUjffs/gw4zw4PEd5r8bqKlNhGR0cxMTGBqakpMBZgdvZI1EaY1j5YjDqbZRUXyCXXb1npCJqmifSB5wVDbYZKJSN3w0CpqKr3fYZSyYjWxOH7YawfvxyMjpZS7980KQjRT3gRG2XEFT3ZsuUFmJzchKeeehy+72Pjxs3RWNClQdd1rFsnjtdo1LF//z7Mzc2AEIJ16yawfftLl+xlBusVAAAgAElEQVS1lhLOtcgIdN8O5FV9i0EVfm6KwnHa8P32wEbcdVtwnDZ0XUe5XEPR/O4wDHMNuMSyjFR0gBCh912vuwtu7TIMEX5N5n8ZC9FqZT2mdtuHZRmpMZyAMK5hGEZtZuLflGoDa9x7XgDDoIUeefdrJc+P8D5LUYjcjfq9O5gmKTyf1WoVU1NiBGsYMjQa8xgfL24HHJbuQSdJ+nUmiLoAiiAYfBPRKyJm2zRVdwCIDb6ua0taGNh5PSN3A0OIqANYSDqqG5FKEVK1a6kAUBlxRV8oNfCiF714WV+j1Wrivvt+mqpan5mZRr0+j9e85pVDHUvXaaE3TulSqcLpYCydG+dcyy1qk8zOzmNsrBYbcqlWNz09PZCkKecc09OH0W53VOAajTmMj2+IQow88djOc4rIM0bCa6NoNPxoqpgeVdLzgTTMkwZcHp9SgpERG62WlyryCkOOZtNBuSyq08XrsNhwJ6FUj7sAijAMUV8gNwWMyc4BHuVR8z+XPI/cMETueXa2WFgn7zjpc1FGrWbHLWCLwbazm53u156fd1Cr2Yt6nSS91lwU0jdNuqjCwErFijdKMgLjukFqaFE3g2zW+jEyYsEwaKQvH8LzgiXZGBwLlBFXrAoef/yR3LazqamDOHDgAMrldQMfyzTTimMSSu0lzofrUUuZvHj3vph4XoCnn34atZoofHIcB+228FoGqQOYn59OGXAAUej2KCYnt0LkxzkAeYF14LoubNvOXHTzjBpjDL7vRz3eol87eYE0jBDtdnGbkmXRwpyzponCvu4qbcYoGg039rzL5fyiNF3XYs88D0I0jIzYqWOLASAMs7MtlMtm7qzvXsY9r1LddYPCyWSNRuezmZiYwObNk4nPVZz/hRq4Xlrs4r2I//t+iDz1YlEJP9zrykhJXs95LwYpDMxjZMSCbXc+I0LkPPTe3RuLLXATNQ7p1y2VzGiTvfoHxSyugkihiJCTqhYgQgagd9/44cOHh1yLBtuuRV535ysu+rgXXwSjaYBtE5TLFKUSiTyk/t6AaZahaTrm5uYwMzMTG3BAg2mWej4XAFw3P0wZBD5arUbUQmZB10WPOCEWNI2i1WoXtgpKHMdBs9mE53nwfQ9AgCBIx68p1QslPYH+2ujioqxnbqtUzKjSvXjGNWOd+8plA6OjJYyOllCpWHHLWJ6xoZTAtk00m6KwS3r6QcAGKizr9vKCIIyGliSjHhzT09N4/vnn49s2bdqUuzErlYpD4r3op2Ao30u77WWMNedipOuweeMw5KjXHXheEEVH+EDnbCFGVde13E4F2dUhhWy6YSxcVOuciDblX7QG7ZxYadbGKhWrGsNANBhDXGgIETO6h4kg9vKQTXP4gq8wDMGYj6RGOGMeXJfBtkcXLOuq60CpRFMGg1Iee329lMmEpzmGdrserY2DEArLKg/Uw94rvCk3J6K9zQfAoGk8asUBmk2GcrnTgiQex6PiMx9et3YqAN/3o6EnSUEUrdDL8jyGUokPHd4URXbCQ/U8BttOe8ei51+895EROyVlahgEhqH3NBxyPaJCG7F+uGVRjIwUb0rCMD/PLPL7QZyjdhwXU1NHYRhiI7Ft27bC7ywhpGdEoQjGwsJwumxXk8zPt+Pwu8yVF1Vwi40Zjd5HVnjI9xnm5trxOSyXLZRKxb6fqBgf3qgKXfei7g3x2vV6G9WqDUoJNE281mLb3XQ9u7FM3rcWtOaVEVcsCkKyrUJSU3uYkNqmTVtw+PBzmdsty8aLX/xiNBrDhQKDwAHn2R93GDIEgQPD6O/55mGa2bnXmqbBMHQQIgwOYxyuWxT2pahWxyODzKFp+sAbCtM0cwuTRB5bVPYLA959rhg49+C6FgjpvB5jDISQTK9+kiAIerY0JZGiInmSsGJt2dyzXL/wxkN4XggggGHosbHzfXG7YZDcSAClJFOA1r2uvL99X0wSE5uy7HE9z88U+ElFOdmjL1m/XrRcdoeE887BQqq3PS+IR4smYUwU4HUbaTljXPa95xmjvFY5WbfQjXyu4/iwrKzBleNOFxp+FsVk+d8P+dqM8dSGYimMK2Nh/DvIu2+1G3BghY34wYMH8cEPfhBHjhyBrut4y1vegmuvvXYll6QYkuLZ0RooHVwMZOvWU1Cvz6UEYEqlCl7ykp0olUo9w+159AqbLyakXlRgIy8+ssI1DEP4fi/vcPhMVrU6Dtd1Iy++Q7k8AsMwI+NQ9N5YtLkIow2HWK/n9e5X1nUdhmGAMRZFN9LvSXrCAFKa3dJQdTYMYtOSd7EU/dsEo6NltNte5Olm1yQNex5i85TVDJcStUksi0bVzjo4R9xvbNtmapMjcuIkVlWrVMwo70/AWBi/pvCEAwQB61l8JtczLN3GVhb+OU7Qs/e7u1hLSs8CiOsT0tXlOspl0YoWhjzajBP4PouNmdCXdyPFOz2+La/7YBjEBo5lBsbk5fKX2rA6ToByWc9Ef5ZStW85WVEjTgjBhz/8YezcuRONRgNXXXUV9uzZkzsrWXF8o2kaXvrSM3HKKS/CwYPPglKCrVtfuKBJX/J4C7mvH4M6UYRoPY34QjBNC+vXb0KjMYsg8KBpOmy7jGo1KVNb/Jqch/B9Db4fwjC0yIDxnmIzlNLYyIZhmJIJLZeNVMuVrmeNLGMMjiMkP4Weefox3e1d5bLwyPMuoL3SM6LXXWwU5AZJaqZL75lzHuXgrdibkzlRGVbtbpmqVCx4Xgulkoly2Urcp0fnp1Ow1my66Fcb0WgMN8ilVDIyBXlijVrPsHVesRYhJjgXgjNFrXKyZYtSPW7TS1ZrU0qi2eTi3DpOsGTGrl53AFiJ1xXfnYWE54dBboRE37kWbXaDRfX0H0tW1IhPTk5icnISgOix3LZtGw4fPqyM+BqiSFNbeCnDH69SqeLUUxffzkapBcbyfoQ6KF14G44QEsl60d0h0uWapGqaFtat29jjEfk94537BMkNhqaJCvvu90ApjXO7IrStx5sY0yQpr6moyluEnsNoSpkHQjSYphE/J7PCSJgkzzC4rp8b+hbGmcRpnU6+X3icncpuESHJy9kXRVgIEYVxvUaKyvdp22bhBLEgYNG0tOT7lEI7HI7j5W4Qizx7aWyLDE1RAaJQcuud5zJNmnpdWa2taYg9+876KCqVEEEgNl6LMeiyTU6OTD2W/dpS0a5fG+NqZNXkxJ955hn86le/wplnnrnSSzmhMU090v8W7Sr9itOCANB1nroISgO+kj8GSk2EYTmVG9d1AsMoLWq6l+uG0DSWCu3m9TWvRC5NGFqCbE4cAIoLh8JQVAaHoQgR67qYL27bdsZTlgw6QlPmZD1PSLzOz7sYG9N7Ko/JHu3uPl3hRXopLe+8PGryc0n+LdrU8tfdO3IzWC8ypToaDSdThS+rw0dGSDx5TNRWJOVMKebn25nvTb915aHrWuFnLVv1gqC4Fa2o0CtPOlhGaQgh8QZhMdXiQH/VvOVkrRlwAND4cmnkDUGz2cQ111yD66+/HldccUXPx8odrWJpETlcP9cb6xfSDsMQnufFvb6EEBhGVppyJQjDEK1WC7quo1QqLdmaZKuS7/uYmpqC53nYsGEDrOjKaJrmQKmAbuPfq295EDjnaDQacBwn8jp1mKaJWq1WWGyWrFSXzylaQ7IoLvld0bRiw5F8nnzNvNsljuOg0WjAsixUq9XMY7JRj+L3lUSG1HuxGr6zCsUwrLgR930f119/PS644AK8853v7Pv4558frsBpuZmYGFl1a1oIlpXfA8wYR6u18BCZ73sIggCWZS94sMlqOsfCKxNphLm5WTz33FOxrjylFBMTkzjppFMi5bZiKBUymFK7HEDcvyzmXi9uncKIhX2r38vlbM4VyBozxkLU607czmOawqtMkmf8hdhKG5qGWE1NRHlYVG2e3uj4vo9nn3027msnxIBt1woL4tatK+d+r4Y14vJ9dYevHcdDve6iVDJQqRRL2AKI8sYOTJMiCMK4iK1cNlGp9FcKlO1grZYfV9trmobR0VJqXWJKn99TUSw7b1w8LzkIRdOQKlDzfQbH8TE+Xs4930XV492PmZ5urpgnvZquFUvJxMRI4X0rGk7nnOMjH/kItm3bNpABVywfxTlBqSc83I8yCAIcPXoQ7XYLnIcgxEC1WsP4+ETfC4Hvezhy5BA8T2iNV6vbhnrt5YJS2Q8vjNpzzz2JVqsjyxkEAQ4efA6UWpiY2Fx4HMsisG0a9wxLRKsaRanEh5441Y3w6PtHrIpyp2Eoqq5FP24YVV93ogaex0BpkCqQElEFLR71KSvDy2WRU5abFREdoNFADpkr5mi1Wjh69GhKmIYxH67bwOjouozYiGw/s6zBN4eyba3bIBGio912o35sMa41WdzUbvtRfjy/fS4IGDgPMTZWga5r8fuv152+FevJtVmW0Aifn3eiY4q2qnLZiM+T57G+IWu5bnneZftfMocu6xQ6veLifRVVa4vq+35ROXGdkKI2juOvyRD1WmJFjfj999+Pb33rW9i+fTte//rXAwDe//7348ILL1zJZSmWgCNHnkO73RlhypiPubmj0HUdY2MbCp/XbNZx4MB+eF7Hy6jXZ7BlyykYGRkrfF4xPPqvWNN8ELrV6Kanj6YMeJLZ2ekcIy7zsyLn2Kv/WrZsLTe9cqeapqFeb6daygjRYNs09mg9j0WV7qIwzvNEgZM0grouR2emX6MT5qdwXR+UEriui0OHDmXWUavVMDo6BtM0Er3IbryhaDQc6HrWU+0VcpftU8n7hFdqQdNkaoCDcwLXTfdXF7e4AZZlph5nmhS1ml2YYy5CFJIZqNc7Aj6D9l/LCn+xkRLFgL2qu0dGLFhWJ/VVKhloNl00m168ARDdAj5cl6FWs2Od+zzCkMcz2+XxRO/52mjXWousqBE/55xzsG/fvpVcgiKCsfwqc8bCob1w122j3c43cM1mvacRP3To2ZQBB0SO9NChZ1GtDqu0FkAotiW1zSny1IZF5a3se80W9HXbul4CKek+9DD23uVxgqh5PggCmKa5IEW6pUB6tnk1JkIEo/O5G0a6NUvcRuA4Plqt9LmQ6mp5BlzSycFztNterixsuVzG+vXr442GNIyapsWDScKQY3a2hVLJiEd15hlw+b0JgjA21N10G3bTpKhWbczPt6Pbct8KABS+T6EuNvzm0TAIKNUL1cgI0aLBMTIUHsJxvEg/Pjmuk6BUMhCGYv1S3U1qwHcL00gZ3JmZVqbyXQoddXvoHVEeljHwhBCUyxY8j61YiP14Z9VUpytWFs9j0PV01bGQnRxe0tB1HRS1OTHWa9a3nxnwIWm1GnBdB7Y9qNIag5AeTd4mJUlNJL1y09TjaV3yb98P4bqd9959HR4fH8dTTz2Vm2MtleQaOSjNbgDi1XAO13Uz0qaD6FMvFaJqPMT8/Dw456hWq7BtOyU3Wq2aMAyaOQfS0DlOdiiKLHCU/05KjSbD2dLL5DyApukolWyYpgnP81CtVnMjBXKmdzqkrMWbEuFJF7W8ablKfkVIlThhnPIfkzeSNnkeFgIhOmo1O5qVnd2U1Grp2dqyOry7ir5TPZ5+T7ruFkZ8RNrAyHjw0sPvPr7vix5y2zZy9cZlb77oAx8OqZ2uaSJnvxhBmeMVZcQVAEQ4sN1mMAyeajFbSD7LtsWgj7yLJaW9B0AsXf4szL2wij5QBvnV13WkDLh4jJBRFUM5xIK6++FHR0exYcOG1NALALAsCxs2bI6OzQsNeJJkaF2oXy2vuEWS6elZtFpzcfTg6NGjqFSqsb68yGcbhQVhhOgwDJJzceWxx5tUs0sivHAf7fY8OA+wadPGuIMgr20vSdJY1Wo2LCv9vZL5/LzneV5vgZvux9dqna6GvOIu1w2iCMFgx0yvM+yhGU5g21ZGIKZUyp+tPahmvaYJw9i7pjl9LEKK2wKlFkCv17csCschQynW2baBSsWMz49UUVvIZuB4RhlxRYpBZkb3wzQtlEpVtFrzmftGRkYLn0epgXK5gkYj+7xyuQrLGkakpdcFqnOfmFOdLzqSLOgTs8M7Hrnv+9i5cyeeeOIJTE9PgzGGSqWKycktsKxydIzBVirkTIWXIUZ9HpuwI2MBms3Z1GZLtKjVARCUSiNx4VrRmuR0q246imjFuVNRKT0PxjxMTEygXC7H9yc9+bzXlGFmIeaS3RgWGRQxw1yka3rldpOvVaQwJ+/3/aBwClcvhISpg5GRUkquNhmpoFSP0hKddMCwOfY8KCVot30YOXtqEYEbfCOp66Igr6j3HOiI2ySNeK/vlcztJzc4cvOx0CErxyvKiCuWhYmJzZie1tFuN6KKXxPV6ihGRsZ7Pm/jxpPgui58v5MXtywLGzeeNGRocjDlssENLeD7nep02SP+ghe8EKecsg2cC0nSZA5zUFvs+yFarWPvXThOszC07HltVCrlvt5dEISptjMp2QkUG3BN09Bue+A8RK1WAWM2bDt/g5bn+Yqwqgj353mHybB9t5fr+0E8EEQakcVI9IpohYXZ2RbGxkoDDYuRcrCMhSiVTDDG4u9UMvogRHf0VNGeZaHnsJdBEfoJXub4wtvNDn4RtTH51emapkXh8nbhMBH5fgDAtmmsU8+50EzvbpfrNcfcMIgy4gmUEVcsC7quY8OGzdGFiUHXByvwqVZrOPXUHThy5DB83wWlJrZv34ZmM3vhMk2Z+xQXxiBISr2SqE86/RzONQCdi0wQcBhG0fSk7N/p23hm5nb34znvvVEIQ0Te/rEXGent8XPoOo/CpHqu1ySHVpgmga5rqFTslNEv7slmUbueAUC4gkUXfk3T4HlBdEEXxVPpC373hLJ0VCEIGAjRI8MpWrNqtVLfSMEwiFGqJPKS89+HNG6u60ctXGYqgiC977y2w24oJZkK+2ERhWZh3/Y1KVsr2tTCQllZ6Y03m6K4Lv/3FMKyRLFg536CUkl8f+bnOxvZ3h+LEuRJooy4YlkRYdHhvmamaWHLlpPjv8vlMprNtICDZWmpIjyht8zhOLKyXAdAwTmLvGQ3yvtq0HUTllWGpmlx3tswukVKwgUV9aXRows7ovxwZxPAufhPiMKszEXJNC202/nCGFJtzve9VIV12svVUK1a8d+chwjDTttanqcrJHlZxhAUecTSMyxqURKjTw1ItbkksnXMdYUwCudiMMhijF8RlYrdM4fveQFKJdH/Xa1amd5xqXg36KbC9xkozU85yAlryVqE7s2V7wfxv4va18plE+WymTK4/ea2i8+DZVIL8nNMtrMlSU5bA+T5MnM/q6WIRBxPHJuGVIViidA0wDRFLru7qlvmsTsQcE7RarXheS6CIEAQ+PC8JtrtudggOQ6LR0l2ctMLvVDIvvToL64jCDQEgQjHi3/rYExHGOoY3ICnj7sUWFYJpVI5czulFJVKBQDgeR5cN90CJuV1u/OVQH6PdjLPWzwzOsw8Tj5WKKXJDWE2tC5FUXRdj/9LvkZyEzKo5vuwyBx+XvRBjipNrqfoGIMShiGmp1totdzYqMk2L9dNdwvkVayXy73bGjUNucI2UsgmD2mA63UHrhukxpc2my5cN7t5Sx43ubERAkNZGWjPWzvTxY4VyhNXrCkMQ4hyJMOOhJBY911csDo/fM9zMvO3ASAIPPi+C9O0oWmi71Ze7AjhsCwNrsuj/nGS6ZvOEqLTlw6I/TGJ/tOiMP7waFoIXUfcMdCZDrc4Y2TbFJZFUKttwfT0NJrNJsIwhGEYqFQqKd13SjubpWS1eXatxRf49OOyt+UZeKEaJzYMY2MlCAlZYSwcR3jncjPXvaakZy4/QzFhq/hz6FUpnlxnvxx6MtQtcs9+Yb/3QpBeLQA0mx6aTS8aDxpGGzCz74aAEDFkptnMl/iV5zX/9bOfofxMALFpmZ9vR2JCYtiKaYrX69Wm1+1hC1EfFlf+B0EY1VL0fGsnHMqIK9YMhCCSpUx/beXUrbwBLnkGXBIEHkzThmXpKQ9PevSmSUApTcmINhpuTkiRA/CR9pTD6D8NCze4ISjtXDCT/y/Ko1PamVLFOaKQq8wJS31wkcOVF/r169djfHwcvu9nRGzyBrn0MtbdRr47DF9kXPJCydKgisKvjhdOKUGlIueDk8LweHKd0ksURZbFnnAQSG0BrdBrlCpzRfeHYRh1GYjHdn9fRIHYwrXJWy0v00UiC/2q1XxZ2DxKJROmSaI2v/TnLjTu89eTvEn+LlotL7NRkdPIRkbsxDjY/PfpeaIotFw2444IUecSotnM+80pJMqIK9YMwmMumq9MwBjLVf6SLVzygq7r0ntD7OV2I6e3JfOKQsELqQIcAUNxqJtBGnHOOWZnj8BxWuCcw7JsjI5uKJx2llR6SyJCyzzl3eu66B8mRIsvgOL2tFpZq+WnWquS4WfLshAEARzHiTZEgGHkh12LDPkgBkTX9dz8ddHrAJ3K7WS+XbQbDebhGoYeDyXp7pFOfsaywKsov90Rkil+LRm+n593co1Ps+mCED2VN2YsjCIhxZdk0f7nFNYHiDkHw014JERsiGSRIiCU9kql4imEeZu0ov5v2zZg2+k+tmSthJiAKFrtqlUrM4zHNMUxZF3DakfTRBSDsWM3TlUZccWaoV8YTRSppW/T9ayHLvOvlYod51q7KSoyMgwCQoLIE5LzlXsZkk4h2OHDz4AQYMOGdeCcY2ZmBocPH8DGjScPNLZUIovkxAVbeNhCACRd6Ne9fkp1lEo0OkbHiKfzxxSlUikKY1pDGYVenmTydmmIPc+PN2aDGP/u4xsGBWNBYaV28jMX7yOA4/hxdENspLKTycTf+evhnPcdAgJ0K66lvx+cA3Nzbdi2EUd5ZP63WrWj71ieNLCoAC8y4lKxbtg+cnlcodqoFQ55Kfp8KSXxkJVuigbsyDbDVsuDZRkYHS0Vftd0XYuL3Op1Z9WG0ysVC5ZFo8hXZ3Oy3OtVRlyxZmBMGOA8b1yEMLPegOe5uR6j9MzFMbNGoJcxIkSH73sAGMLQGkiVrdWqY8OGcWzYsCFe/+TkJKampjA/P4116yZ7Pl9Wdcv54EICk6TeyyAIyU095dF2I7yzck/jmlyP/DsZ6Sg6trxdbh4YKx4EI49bhPDGKRzHjyvUJd2etDwOpVJ2VUudh+yx841Wv5bBJGKQiVmoMCZzyJrWGQnKuZhAVq3m980L7fL8DS3nog+ekGz0xPMCaJrWI5Ug/i/ayYbdBMjPejhrxTlHqWT29PqTyAlvYqDK6uoTL5fT70PXddi2OI/LrTCnjLhiTdFq+ahW056KVA0rlShcN0gVoAVBcSWr57VhGBZ8P8xIrxYVOYkdtjwmBxBEF7H0ejrGR1w0CdEwMTGROiYhBJOTk3CcZ3LXJyeBtdsttNvtODdcKpUwMTGROo40qv1IGuZennO/difGWDzIpcir7+eZy3PWy1BLQ5vcMGSPA8zPt2FZRqEeeGdeuJZ6/8VrFPlxEdEQoiRi7Olwl8x+XrGm5c0Lpz1b7nrt1+p1F4AW66hLj7Bed+KpakXe9Lp15Z7Fm0UbmCAIC/X+xTnLO5boSS/qKS9CDmgRYjmrxyWXg3nybi+KUiwVyogr1hRBwDE/78Th486Mag2WRWEYJFX40+sCIYq+gCBAVNkrhWOErGq1mi2aEv3mSVWt7MW2YyRkdTowMlLJNUKEEIyO1go8Kx2tVhPNZiNxm5i7ffjwYWzZsiWVz+1XHd5ddNbdDjbMxbSzYRCvKWsIuumtDa4jCDpjWYuMtHhscVSAEALPc+F5LFIDM+LPTRZeyRB09+aPMZa77k66QnjGspea0vKQKYaOmh0AjI6WIvWzAJ4n0iB5PeNF2u+DaI/X607csuX7nelhnhfA97M93EDnvBDSu2e/O83AOe/Z8tVuezAMktr8iOf4kbbD8EWfwss1Bh7PeiwoKq7UdVGnkBwotNQoI36CIn+jqzW/1Auhf+2hVjORVF8DOsbc91sARP4yKeHaeZyOkZGRKKTLoxay+F4AIp8l8pZa7IE3m83UcYrtXroqndLivlxKDRRNNnXd/GIex3HQarXifu70mmRxW5gx2km6jaa8eMsK9SLjK3rpfQAEQSBmTHc/NgzDuBahu0hQIsLNFhzHQ7PZRrlcyoy6TL6nIpKbKscJ4HksqoZGXMwGIGq9Sm9c5HuVm4S8TZBlGdFQGuE95o3jLFojIXo0yMOKqulFGN8wTNg2h64X54GFUFCnUFFOCxuEMORRS12a+fl2NMKURLMA9IwBkt8d+ZnKKvO8HnsRwu+9sZifF/l/UfEuNhOeF0Tpg/4V+Xks5DnLiUjzZc8PY+FAG6/FoIz4CYaQx7SiwR+y99Jf9i/aMIjQNuD7xRWeQqqxaIazDl0XCmLVaiUSeOns2nVdx9jYGCilUSGQDAt3erHDUIfnsWhUJwfn7YLXoiCEIAzDOLycR5GYlzAABEXFcb1VwLyUERcyr2KzIeeUS0MuDUGvwiff98EYg+u6KJfLuRfYMBTqdzJnLluyko/zPC8+37JrIAxDmGanfzlp+ERRVe8pWL3oDuUKA+bHvfC2TaLhHDT3c/J9H47joVzOD+2KSWY2CNHjoiX5vZSpHOlx5W2UymURGeiuXRCpguL37DiibYtSPRK1WXyvOeeIB8CUSkZh7p0xjmbTiTZ1QeHj5Ka5n5a56OtPP0ZusPIiA77P4g1PHkvZd78UiILJbLTI85Z/oJEy4icYtZqdCgeaprgwzc21V7wXU/YvSyNjWTw2okkIySp3JRGP7xiJsbExuK5QbDMMA7VaDVaUqPP9VsqbFv/m0LQwCofLlhgTgJd4nIZqtQrDMGIPjjGGVquVWG/nwGJcJclcsGR/rJDiFApujHU2VqIdK/99Wolko+f5mJ2dhes68euvX78elUolEZLuH253XReGYUDX9chAd/rMRV5aS0lxK98AACAASURBVG0cpIJXumXIg2xZS3q4RaF1XddRrfYXKMmjaKJVuZweoNFd0Jc05LLdsBfJz61zDBaN6ExvTLrRdT2TupC3F71nKZ4yiKe7ULrlWZPIinlAFG0VKd2J7/3Crxv1uoORETtuexSbxADNpovx8ayaICA2kqutsE2kaxzYthn/JjwvOCYhf2XEVxDxQTsIQxaFHLPtLkuJZdHcfJ4Ia65sjknTELVnpHtQTZOkCrZES1LvoqQgSO9+RRWzDUIILMtKGZr8XmfZh925TdcpOCfgXF7YyjBNI/EcLW7PajZb0QYgvbZ63YVts/gzCAKRq63V7JSRkB5fve7AMEq5xXmmacE0xQQs3+eYn5+F47S7HpM1jIN8v2SKQeiN82iDQeP3231uk39L42hZVirX3J2Pz3tNSffnWvQ5e56YLZ3cfGqa2AzmRRukNKthCMEguanIiw50Py+PYXuyk/Q6H6LuIV9JbSnxPJbrCQtFOPE5mibp0k9PI2YMLDzfG4Ycc3Pt6DMTueMw5NFvoOj8asteLLYQHCeA4wSF3QPLhTLiKwRjPlqteYSh+AF4npjqVC6PFubJFkuvIpLlGAoxDOJHnJ8LlRdRw+gIoEhDbJrpmcOMMThOtqVDGtnuKVcy3Jt8nPh/vpCJppnRWopEZyjEZK788yl27J2LnmGQ3GPJXGoQlKLNXiv6rmgwDBOWVcPcnBtFJTg8z+16PoGRNywaxUZRngfOOUyTYnRUiID0m5Ot63qc45Th+34jOZOfa/L/ecYtb61yApdEFrSJYrm0Uek21PI1utc4SI97koXmc+VzizehohKeUiFQI8VllqMau9sT7kjais2qaRa3fzEWotEYrH1KpLh0+H6Qa+B8P0yp0PWamJZMZ6xGjnWdkTLiK0S7XY8NuIQxH47TQLk8uiyv2euL3yP1mks/Gc1h6XccStE13ETgeV5cNCU8GB+MZUeQFlU3y1Cn8Po7EqMiTBvk5t66c8Dp48mWpPS5Nk0SRxpExbRQTxO1CUVV13L+chmWVUIYsqgQSUROOsVbQSZ3LlXq8ivGeVTU1HndIAjiIrpO+D2bs83L0cvQ+/y8g5ERE0Klrj8yfNptxAdB1DWUMDfXjpT0OvlsqQjXUeZbvg3qoGuWI127N5H530nEoWRZEd6pX/HgukEsYyqGnSzcakhPWGil65n0Va+WcdfN/32k34uWu0lotXpH/WQBXLeCm3xdRQdlxFeAIPALNb2DwFvUDr8XstinOwwo8lCD5ZgY8xGGHjgXYz01jYIQa2iBiG6E1neRVrPW82IiLowafF9WmBNwzmJDLvpbe59PGW6XGIYQvajXs7rNnMuLcr7+tW0TtFqdC02pZGRUsAghMM3eox3lBd80dRiGDl2XFc4kpRomteOTHqho42ljZGQkc1zfZ/B9L+5tFdXmnYtq0oNPrrmoyC5ZmSvXVyTK081iDJBhUIyNlTNV+MnXXy4Dnlx3v9+rNJTr11fhun68MWIsjLX55XHk+ZMkjyuU3KwoRy0eUy4PZhT7EQRhrkHu1ec9SK5+ZCSbKiqXzWiyW+9rjqzEN83OmFKhmEdQq9lw3UAZdCgjvkIU7147RVm9Lz5hyDA3N40g8GEYJmq18b5heM6BRsOJW0wAOfIvO7wg/zV9MJbMu3JwLj3f8qIumIzxSHQl/R6CIIRt9/6ael4I308aAwpAj3p0OQAdYSh6wvMwDCPX4BCiF1beum6Q8VTlRdgwCGxbaJvLTVOesRKFVkXKYDwqhtPj9y8FT7o3YbLIbnZ2NnX7zMwMDMOIpUU7UpDS4w7AWJA6TvfAE7m2fsa2U+wVolQye4aLk6Ht5GOGmactEbKlWR32vJa2hSJ6rXunFXqdpzBkcXW3ZRnRwBAflkWg6+I7KkP8/TbD8jsjkUZxsbnpIhzHKyjIDPq+nmnmp4pE0SMdqDit0XChaS4MQ0xBSxflUhDiLXoDs9ZRRnwFIMTMHQIh7qNIqn/l4TgtTE09lyp4qtdnMTl5Eiyr1PO5UixFamsXKS3lEYb5PzrOGcIwACH5OdhBabeDKAdL4vVJ1akiG8J5Vi9doCPZp80YQGm+URF57HyKagV8X1SQl0rp6UwSketOGxKpuNZ9oe7O1zLG4ur0UonAdd1Ue5Lv+yiVSqmNx+ioSMG0Wi0wxkAIQalUStUBJHtWNU0UxwEGgiCIq8mz/d68b1W7eJzwhj2PgdIgs3Hp1BqkNz2DeOz9lN+6ny/fb/L31a+wrogwDNFotGGaBszeI7h7FMDR1EbFsvS4Wn4pEIWbtKdRFZroRtx/Pmh1N+eyt7zj/cupZf0o6vmXax4UzsXmJ6+GwbYNtNvZ6YUnEsqIrwCapsEwynDdRvc9fY0wAExPT2Uqln3fw/T0FDZvPmWgNYgw7nBf/F49yyK8vjgjLkn++KUB0XXEximJ+CHrcF3WM68vcmzCkHfUvADP4wBYYaVxUbhbKmKJ42Qfk+wZnZqawtTUFNrtNiilqNVqOOWUU3KNl8gtt2GaOsplgiAIcvuaAaBaraZur9VqsTFPtnXJ9YkuBLFJME2hbheGnU1F94VV1AW4qFTye4TT50OP8rgizOq6QSpsbJo0GpTRabcS86JDjIxYfUPf+V0EnY1BssWt6PkLMeKiBZBD19lQx+j3uKUy4BJxfvXciJppElQqVqpIzLIo5uedgYyf6C0f3tuVanF5G+Fe15I8ilrcZLRstbWcHUuUEV8hbLsSVWs6UREOgWmWYBg5CagEQeDDcVq597luO9fQLRVSQ7rovqUgOSYTkEIcTkKnW4dpGrFMp/SwNA1otXrn6MJQGHJZeS6vX44jeri7z5sowsl6N0L8w4o1vbtJen1Hjx7Fk08+mfCGGZ5//nkEQYDt27fHRi157GrVTD0+D9/3EQRBHPrOa8sSx0uvUbbtdWQ20xsREdkQIjeO46NSsQr7nJPH7GiWa9F8dj0qmBLRFNeVfe9a3Pssq5GbTR/VajpMPAyapsFxvNR3x3EczM3NQdd1bNiwITbwyUJGiZQ47Ta8sl8fQCz8M6x2+lLTK0VRNGxFDMtJn1zDEK1jUvhlORBV9gEsK725F8OKhjO6vfYaq7lS/VigjPgKYpolmGZ/zztJb2+4+EK7FOg6TeVQE/dA15fGC0/u2qV4SrqiV7SWlcvllDcj5jNzeF7/HX73KRK1Al6kx56uFcg7n2Jud1IIJv2Y5EV2amoq9zObnZ1Fo9HIFJ4Jg2jEHnivz1NWn4uWm7BwnGm3xyorkZPnL+nFel6Adlt8ztID6pUXzzMqlIocZrL+Q0qBBkHnOKIHncQCGYP2aHcb4VbLA2Mco6MWXNfFyMgIymVR9Hbo0CFomoaNGzcCSBdRBoGUaM3uIMRaOxuget0BY0ZU9Nhf91tsiMLCdsRhESmV4v70PG/VNEnh44uGxcjKd88LQIi2qNnY8/MOKpUwPmdCG2F4hUjPC3LPo++zZdUlXwsoI77GMAwTpmnD87I7bssqDTWXelgIMaMQrYeOIhoBIcNNIuqFyMGKf3cPG5GIylg/J7S+8NcV4iZeV0U7IgU54T3K/t3kxVtWQifzzsnxnN3a55qmYfPmzahWq6C0eFqV7F8vqp0AEH/W/Qqiuu8vKiCTt9m2CU3T0Wp5qQ1PMmpQ1NOdXl86vKvrIgogoyq1mp3x0pLno5fKWxAEaLdFkSUhRtxD3Wq1MDY2llrzli1bsG/fvniKnGEQtNseGg0X1WpxZ0WeboEoSAtTLW3dGw0htSnefy+ls+HywmJoiBQCyntu/n5n8NcwDBF2T6aJ0gWRC5uNLULxiys+a7U8UKqnpoUFAVvWSMJaQRnxNYamaRgb24AjRw4iDDu7WUIIxsbWL/vrU2qBcxNhGETGgUYehwcxCWxxqnO+z+Le6V5Rh3zjvuCXzRxD04R0Z/IiLARpsh5EUs7TcRxoWsf7MgwjFp/RNA3bt29PGZkipIGUm4RukhX1/YxpUSFdkqQhEuMerdgbS3pAeUNTisi7jxAtmhan51Z7y8K+5MZIbjqE7jlHELiZCI2uW6jVqoXh7omJCezbtw87d+4EILzZ7hGgg6BpiFMMyTXL9yuHhXTPN5dI7zwIWNw6JW9PfufzzrP8TIrw/axH6nkimpDnjSc3WJqGTPV3shjvWM3G7sX8vBOLIw3SonaioIz4GqRarcEwTMzPT4OxAIRQ1GrrYFn9C5CWAmFchAcVBB6CoB3nyoPAAaUWDGO4NIHE80JoWhBVqPdSmEvfx1g4UCg9iaYJERlx8UxXuVsWyXhRMp/s+/mhvSBgUYEdjzci69atQ71eBwBMTk4OZMCBjgHsiM8EkLKhlFKUy/m60nnH6bepyjO2nHNYFsXMTDNKVdChVf2k5969CdE09Jwj3b2BkwpdjsPgeS4YyxqSMHRBSLWwHsQwjFQLXp6QTTd550UUiBUbflHlX6xyJkP4onXKi9sHHSeIpUTFBlJo6Ysl8JQuQN46PY8VFp+12z4qlfT77a4wt22jMOwuWcxsbNs2YJokfv+t1sIqykUtxeoZ1rQaOGGNuJhwZMRfStf1c4uYViuWZWNiYsuKriEMWTzyswNHEDjQdQJCRE9Ox1hKoZTeCnFCcpLANC14np9bTKfrnRYmxjhcd7gfNiFCRCV5YaOUw3VFO1vRBV62vbmuH+f5AEQXJi9ef7vtwbIoJicnsW7duqGrcZNV5ZRS2HZn3Gfe5qYo7NxrnjfQ25MWk7l0NBouCPFQqViZ8LfMlcthIN2iK0KStVNbEIY8iiLkr8lxHHieB0JIpl89CMKMyqGsapfhddd1UavVMsc9dOgQfu3Xfi313nohUiFpT09O7CpCFlj2IznrPFngJVMCUs9BMjaWv2ETxjuA4/jwvOLvv+uK1s1k6qB7Xvkg0TNZB5CMAA5CtWqlIhOiM4Jibq59QreGLRUnpBEvlYxMaEp4Vq4K0QwBY53ceDdB4EX98IBpouvizuH7QF7htQjrdXpSR0aqaLVaiTYrHQCF6yIuaFnIdUAooKUvXIRoME0Nrtv7gJTqmJ93oet+NCM5u4lwHBZpeWeNUfeFKylhKz3X7rYyeZ/neSiV0lGOIAjg+z5sO+3diuPkS68OgjCcnY1Sve5E0Yj08aRyVq1mx2tNrluMLA2i9Q8i3iM2Q6ZpxpPaRDRAB2Pi8zZNEyMjIzCj5m3RxeCi3W7BsqzUhLe5uTk888wzuPjii8E5j5TS+mu7GwZNKdn1yp8Pw7BjNIvsq1yjqNMIoxHDneE6jUZHbbBcNlPePCFCBXB2th1Fofq30DEWpgr9BoFSPTcyIarjxdAlSkWdQnL2u2JwTkgjnvelksIByogPTlG7WXQvgE64Oom4sPNcI94tC2sYBkZHR6O2FA+um6xUX9i6db1YE1oY9t5VxWL9IlQsZh6LPJ3oj2aJ/GJ+zlesPS3b6bpupt0rCWMs1kiXniogDF6r1YZtW7GYjDT4IvyuxW2Hg3g9aS3z7nUK4Y9SyYw2L0Ipr932UKn0GiWqxf3WnOcXjCXPhUTq4sv3SogGyzLhOAyjo6MpeVipNFerjeDAgQMIggCEEDQaDUxPT2Pv3r1gjKHR8ECIjmq1fy5cGL2OES8qUhsG3w/QbnvQdS3qchBjXtttr3DAiZgpnr9eMRrWzJx/WQA3O9uKolrZ7yIhos2s0XCjFrpsO1gSodOef5+ua3ErG+ccjiMU3XqlYSgl8QQ/+Z31fZaZTKfozQlnxGWIMA8xaWf1jbhbrYiWs/w8nGzZKTKWhGjoHvcpHp//g5dyo0kjPgzCy5YFaDwK7Rd/zp4XopST1hcXSi0ucMrOrA5ASPGUszwvXBrnfgVqpVIp7g9PeuqaRlP94t1KaYOGLJMGXDwXqFYNNBqdja3o8Q4AiGEsmsYxMmL1LBALghCuG6JUMlAqdS703e9VbNTa/5+9d421JS3LRZ+6X8YY87IuvVb3atpubfduxG4uElpRTiNpjxpiNFsSd0x0azZEiSEgurOjxxDFGEKU8wPdwQs7sA0/5ETwYKvg9ihK3DEcCXCaVlCQXt30dV3mmuNet6/q/HjrretXNWrMNeaca65ZT9LpNcf1GzVq1Pu97/u8z1N5bpQFccsyYNtkiypzaGMm/z333CNdB2fhYRhJPQSq2NDARQnj8RKapmFryyqRFk1Ty4JpFctlAF2vczTydTYHSTYQaXpM8fwtj4MBfJ7zaGCTSpumKdjacmqSqNXpBtnzimqJXOUZDm1MJsvmJ/Yo4dQFcWaQyrKBOD7cOeujAs9/Fq39DgOaZiKKfJBaWxEqdJ1KqzyqJYPj6FmG1gWKQllHkgCeF3bebKkqvVe+QaD/V4MWULZ7DIIYlqWVAg7bbpIjmYz41r3/zKNyxb51U0mTGfCGYZQkWAE2xmgnW3WRTZU9xjB02HaS8UVMU4VlaYXjoZUqCPXATL1l0vi2Spu04uNlmgBV8EaljdTX9jmJz0BtnMlkieHQzgiIsmNe/f3EMRr197siSWjqgQN4cb2DgYU49mrl9iiKMZ0uMByuz6Yna9bmEnX1eB1kHMxxrNqGiCub+/uLrOLQFXQ+83lBJNGiZOxpl1mt4hQGccokmHRVRJPX7UmBadLOm3fsbF3YRnq5GVDQGiKKlojjKCWEadB1G2zGEsfybJx+5CYMI8Zs5qc/ViCOo1RUQ2A0GpXGqGh+mckxKqbTeUayYca8omi1z8ta7LI1FC8GZMKS/71chhkjnSs0QRBhPg+y/m8TmvrexfdWFCVzH+MLbdUiNP9sWno/sdNZevUoUB2z47VX582rFQCSbaXzbzAwpd8BtxJms6oEMb+3XtIeX9W3Jf9t+Rw1ZeE8z0/OYqR0psN1rdpnoe+C/rZtA0kSI0nWN2kB2P5VSUme9QAO0HttbdmZo9hymWeyUUQjVesGcVZHk7HP6djfPJm3STSGpxrmc79UtaJye9hoKKOqCra33RJbnze5lkViNNPpsvPm/3bHqQviADvjKBm7OI4ThGGUuTudRFBvTFbetdIgu7kTnlWgKCMOoKqDxseGIcmc8gUMyFXJgFz7eLEIEQQerl69kQWoa9euYWdnB2fPnq1lmr5PFYD8eppACFJys20b87mfZdVNJX0aZUJmcSiLi4tFgOWSZEWJHZ2LnbSBy+NdXKloHUo2ImcYSZbtctCWzSXn75VkjHr2EefnMkP8ZkDmGXr6vZXlbps2K6yNnm+o2kRh9EzcpgjHcWokvrZgLoRIHfXk79U0SrdYhOksdM6VKY6KqSpK51/XsT1+TByTd/xwaBX6v3Jfdt6wWRbxQ3xfZEHP80JYlt7qplYEVxZNU69tQOKYWgs8c83/jiLR2Jtv/qztx8H3IwSBSI8vz67H2N5WGzP0XBZYrgbouhYmk+ObWb+VcCqDOBF0vJShSYSkddy8bkU0lazI9MI4kIGBDNz/5AuO4+iNvTxGEAC2rWaly6rZBdtJ7u/vlXq9URRlgbxIEhNC1JTQ8vcKMBwS0Wcyoce0XWSiqJx9y8BzuEXwGFz9sQBbSxbL3k0lW769eFcYJjAMElyRraUY7Kh6wPrvSilDpyqC2SmIt5XcqRTebTNQdBArMo3DsJn9rGkatre3sVwus89mWVbGPG8C9f9zvffFImwln9H8tVnKcBlFw5oiDiKZGscJ5nOvIABErZ/h0Mrm46ukTln1gIhn9P6OY2KxCDAek6MYb6Srzymeb7Sxt6XHXVVzQiZVGVBKaKbT7upsTboJbITD61ouy9cgzwtSUxx5i6UNq/gMpwmnMogzhIhPfPBmtJ34Byn/yeC6OpIk/2FqmgbDoHG9IJCbsjCSBFIyEoCUnTuvjVXlzy1fTdpKyRxEihs0CrhqKcviC+xgoKXEqygLOkXmcDGTKIIkMJWS6UYUxdnITF6CZwUuTcoNKM5Pl18/yJzGiuC54KpATRBEtdfnkTTOxilDl4uctJmctGXexfcqM9sT2LaeabAHQYQwjGCadA5US9eKomS97nX6nctlUCk7U8ZXPW78Ho5jwDDU1MGr+BmbdQHWWQ/rBTSVqdtEYNrA7O8gIILZYkFl5cHAzKoEVIXoptBXvZ8fQrPwFNS7qrPN53SOsZgLrWW1JCpVGZZpv5vW3H3T1JfSGac6iJ9M5CINSZL/ONs2I5vYqGgaamxyzjRpLldv7a/5voBl1eUfOcutiniUn+vDtvMedNfM0jSpXEdzzAKGQQ5o1axH1ykbmc8DBEGIrS27VD5lpm3VeWk2C6DrStrjzLN1Icjxaji0UhZ+swgIj9VUqwFJgjTrMjJv7jAUhTWUH99EuGL2u2VZSBIF+/sL7O66UJR6dUDWi1/FmG/riZsmLYoDeddYuM6mk7PxImYzL9MAL47bMfj7Ln6f5GteP6/WCeBCxNjflwuYVPvG624OgLytwVU12lxGadmfiZ/tLohdUTx2XUD2ueU2W5ensjscQJ9vd9ft9Ps+bNLuSUIfxE8MyBiEgmk+w0tJqZL1y6pBkl2Dbha6Lr+wssZ1F0nO+TyA65pZVsxWn6SXbgGYSp83m81g23Ym4FG8MFeDDGf7tLmggO04Bnw/TIVGmolJ5GKm1PrvzLT1vLB2YSIt7/oGxDC0VuYzwL1Sv3FsLo5j7O3tZbr0RBq0YJp1djZ9P81ZcvqvGsGsGuCaSGGrwNWNKrucy9tUAm52WYvjGJPJBJqmYTAYlNj61cfmSn3yczuKYozHSwyHVqPCWjVge17YWJ6WHY+qEh6rrzUFvWqfmY9VXolpV9Zj1NeH7BjwONkmwLK06/THiwH5IGDiqG2XP0f1O+iNT8rog/gJAZFrcrYs7bwBw6AeapIo6ZxnrnZGJ7t8R0y7egOqilSXOmolv7Vd2KmPufrHTqpffiqQopR205blwDBshGG5hKeqGnZ3dxEEYdYzLfaE+QfO41e2bZduA5gXYELTotbPQeVzeUpLr6EjDCNEEYvS8GaELTbj0uOL5fvieotoCuCqqsAwFAyHLHSzxGw2y9oWrjvIvLoNQ0970PLNGgu98HfetJa2fmSXXqUsiLP3umk264kDwN7eHnzfx5133tlK4iveFsft2X3TxpNQfiKN0Pmpyp6SVVaiSKSGJ9WND1e4ktS2tl36VPbb4s9J4i8qLGu1tWlbUPX9EK5rdNoMrAIR3I4229V10oqPIiZm0kafK3z897pe5Lc7+iB+QlAcdymCg3mS0IViOl29QyXLQbOUjZgmEdSaJCHpgt8sxGLbGjxPNGYiRQiRX4yomrBEHMdw3QF8X0MY+kiSBLpuwHW34DhOWlFYlmQwi3DdQaZ+JbNqJELdzV3cyIHLLGXXSUIkNMOwMJ8HWV+96TiUCX0aDENFGLIQCgVYHssrbgJc14VhGLhx4wZc14Rta4VglgvFyDJXgMlHZflX2dqqJfG2x3fFqgDOI2Y7OztrBSCS7jSlIiSm2Tw7TzyHesBlBjhtjokFbpo6fD/MWiKGUdcHSBIFUdQtM2RXOD7W1EpKYNvdesGuSz19GfGsiywsb0DayGSbGj1bB7Zt1DZLYRil+upHupQThz6InxA0XQOLQbwrZEx2ZrE3bQKiKIGm1bMxznhpJEdfq3QvRAjfn9UsVQeDO2pKTkTiaia+xbFIma7ymXAAmU1k0/3Uy46kZcmiclgRfDEWglTAOIj7vlwQpr5ucvSyrHwWWlWTUmbNjP7BYADP82oa6fxapmmWKhWU3VkZaY3lV9tQ3Bj4vg/DMNIgJbJyMzGb5TPfVawqz9OI16IzK7m6VtYLryp88QSFTDymypyvYjAoG3YASNsxIrPkLELX1Uy+dBXG42VmQRpFAqqqtDq6yTZlpqlje9vBZJLLk5qmXFoVQGrtirR9FSIMRTo3zmYocbo5UbKq3FHKT6sqpDoChqHDdc2NTdbcruiD+AlBU5CmDLz767TLzmqNGwIhcgWz/LWohJ1njN3XAQBBsKg5IiWJQBDM4TjbpdtXKbQRMUk+JpR/Brp4O079ghHHScYqZmZ7NdOl9ckzWF77cGhlOtiLRZCyoZv74qSAppfu541RsW8qBBmZDAaD1s/oOE7jGnnsrSmQF1+XNwA3btyA4wyxWOQXdV1Xa97TMmY7z6k3ochrAIDFYoHRaLR2Odiy9JrvAS9FXuJXsbVlp0z/8saQR66qx9iyjMbfDb1mE+u8/nti4x6AxF26BvDyOnXs7rrwfdK3aBqRY+zvl6dH6kH6eErUtq2nSn7yY3uQEb/Thj6InxAIIS+p0/VptfBErmzW9pW3p/NRBJhmrpxWvGhQ5tZegtM0JSW28eyrgvF4XCuRC0H2o6y/DhBppm2T0DS+lr8mMbtpDlbAsnIBFQ7SlmXANPVMN4B6dHTsTNNcaScqhIDrWqnGO5Vlg4D8j6uKYACXyeVs4ipRjEe4Vn3ONvCYWdP7yR5P2X2A7W0X4zFlu0wco+OlZQImmqYV+u/dA/FgMMB0OoXneZjP5xgOh2tn5YahwfPCTFDE98O0v61mlYjiZzVNNcvWi+X44phUFW0bkuoGczAwM/MPIZLGzHbdDUt1o+U45kq5aE3TMBxat5yYFQtUbaKHf5rRB/ETAippkhSkquYZeMM1OUMUBaliGz0wDHUYRoLRaCh5bLyyLL9cRtD1smoUM3PbiXFUNi5mb4PBAKZp4vnnn68FSMrQyq8Rx/Ifu2marcIgSUJcAV4fyVrShZuIV+V1maaese6L/eZVc9L8H2m158GWFeHaSFpdwK/RtIbipmRTF0ZFURAEAUYjCtZF+1fuIW9tOdk4GT+naf1RROdPlRG/s7ODGzdu4Nq1a1gul3BdF7qup97jq7MxVVVw5oxbmpnmknlTS4NbQDerxR3HcSmjHw6tUktGVZsd0Fgp7WZgmjrGY9Yol7+WZRkpr+Roe91tKM6HN6G3Jl2NbZfzfwAAIABJREFUfgt0ghDHCqJIQRAg9eNW0JaFU493XipZx3GE8Xi/pnjGIhWrkKRqd7OZB88LsVyGGI+XGWM0DAP4vle7KMq0mwHKoLe2tkq3qapeysIZiqIBMKHruU+34zgYjUbp2uQXYtogyO+jsTJ5r1tRSB5W1/VSSb0KtgltzuAO9jOrBjrZSF3xfk3TEIYhplP5qB5n80C3zQPJfXqFYyH/HJPJMnWsSkrPrb7WfD7H888/LyUnuq6LO++8Ezs7O1lbpGvVIUmS1Hoz/x5ZzjcIAoRhc5AmW9K8GkJ2m+0BnTdlAAUZIoTmGv6y3nQ5gyYjn+1tB5qmNLLAZZUb+ePodzmbBS0bPAWjkYOdHfeWKVGvOgdZ2KZHOw6cib/5zW/GBz/4wU2upUdndMvehPAgC15JkmBvb4Lt7e3SGMc6yQjt6PNd/WIxw5Urz2GxmANIYNsuzp27gK2tXQDtgazsu63AMJyWC5aGOEYqyKIWiGWUNet6uUTJWuKmKXdzasvSqnrZskyYNkp0oVklE9qUIcs+K/fBuTde7ckXAzIrsimKgvl8jq997Wt46KGHSkGQpUmLBY9qO6S6tuVyCd/3cf78+fQ15J+Ls3DfD1PLTM6Gi4QqH9PpDQDAeDwuSenynLiiKLUNney4FNfO34vse6SAamS8gqagyA5Z87mXcSNct9kf3fdDeB4p5FWnOXS9WQ8c4MpP2Y2Mv8umcyM/t+Wl/iThigmNObYFacOg0vqNG+0Ki0eBNileOleTVCa3u2PhaURrEK96+xbx1a9+deOL6bFZtGUUSbK5ecsoCvHcc5dLGZbnLfD889+AaVqwbbe1n5wkClTVSIlyNjStPQNLEmA89tIxIuobs091FEVZQCsGOrpNZIFIUZDNBHdBkeTGYG9vNimplolXgTYYSYPudFhi/svWU900cC86DEM8/vjj+LZve1kmc0rHggI594KLr6Wqamoqk6QjRj6WyyW2t7dhWVbGKSivARiNnKyPzO9R3Ox4XpiW0BXs7u6mI4Uhrly5guFwmPZ1HQDEgOdRxmIwLB7z5TJEGEYYjezsM3StKlSPXxEkcTtIj73AfO5JCVc8p9wUVCjgNk9AENGxLibUhigSqQaEBccpk+5oxFHD7q6LIIjg+1FJYlgGVqw7Sga6DEFAcsZVQR4aL803g5ZlYDr1+tJ6A1qD+Ctf+cpa5sF/r0s86XH0kJWku9y3Lm7cuCYtkQoRYW/vGu66657G84Z6l4DrbteevwokriGykbmi+UYVSVJkLNf74F3AZWXOGg3DgGma2efqUqou/pY8L4DvB9jZGdWeo2l6Su7LM07Z5ypuWJIkwXA4xD333INnn30uazkwSBhIIIrimu+5oiiwbTtVkVtA13VcuHABmqZlClnVQOi6uSIa31cMXjQWpyIIlNLaucIRhiF2d3ezv3VdS6tCAaIot6DkzxaG1PKhcaT1zl8+frxhkYGPNRPSZjO/RMTkllP7lASrjpU3onyONJ1zbecMiyLN58TrsCwtrb7krRUWNJrPfSwWQTbe2FzRujWu35NJbuhC53Kd7EcGPGZGrOxRRmsQP3/+PD7xiU/gzJkztfseeeSRQ1tUj81A1y0IQZKdRSiKmsqcbgZthiRRFGYjQNULRxwnmM38my6VceCg8q28LFnsOxZV7WRo26RWy+xVkJ+1XFimGJDH4zF838doVA/g/JmI80BomneWMcF3dnbg+wEsq17eJ8Z9fcY8n1FXMRwOs9u5VSFTI+OMsmkd/Jk1Taut37ZtmKZZO5aapsK2TURRlL0uk+jYqrVJ47x+fsWl9+1qDwsg1RxQcePGIutxM6mPz2eaq6Y+etGhazYj1UEOTNyucl1zbQJdEJRfm/zZVezu1qV36T117O8vsFgENYIdgzZE3QluioJsLJOqOTE0Tcmyfnq9g6u7JUmzixzDMLSUP9CX1atoDeIPP/wwvvrVr+Lhhx+u3ffQQw8d2qJ6bAaqqsE0B6kiGksX6jAMB6q6OXJLGwHJMMzGsR0KdorUxzt/Po+jybXLAQrQURRl41NVBbMoSuB5IrsYFZXLiuDybxzHGAxs6f2roOs0sqRpbL1KtxdL49PpNCMWruqj8+dpgmxNpmni7rtf0vicph58tUzLMAxyqKoGckWpB8qu7wfks/2yxxerC0DZV7ptQoCfz1wI2Xt2rSTy5rA4121ZekmcRdOQfc80lqgBIC/1+ZzWzVMfrmum442rCXtRJGqbA0Zbuby4PyEnvLpyHanG6VDVuPTZZNB1tTZVwsdvMMj5GeTg16z42AT6TbYr+vVoR2sQ/63f+q3G+377t39744vpsXlomgFNM7JsfJNldMaZM3dgPL6BICjrnuu6gd3dc439QVqPUpg1pkyWe69bW3aWBQ2HNmzbwGzm13pjnhdB08rM6CIBzPMoOyY2cFuLgQIt2YmG2fwzgFKfsxgsOGBUW06KUp7pLxLVipMB7RsDynBW9e2rQSmO2wO/EHXHrrbRNUVRMBxameAOS4VSdaMcXJs2CE2v2xXVc0j2XsVePGfbZe/11YJARciOoSzg0Lx/eTNmWeQ2VtVOIAtbVVqZKn6ONjvTIBDS7xAoG60IkWA8XsJxrCxjptl/HZalZC2K6ZQIfXT+l9nyxXZC8fMW/w/khLn9/fVK3qtUDRmk3dBn4TJs5Ir+pje96cDP/cxnPoPv//7vx/d93/fh93//9zexnB4SKIp6KAEcoB7npUv3YjAYgXyzVbjuEHfeeQ9s20EUNWdOmkayk7ZtwLJIP3lry8ZgYKYWi/mFQte10jhQEU0leSrnIpPnXHUBN00NZ864sCwjFYaJMJ/7qV+3ko1yFRnh1de0LB2WZWSPKX5e3w9LwWE2mzUGOd+PMJ36qe9y85qrGbTvk2ymbHQpDEVa0ShvRKqvUwULi7iuia0tG46j19j+ss/RZMyyqi1RD9C8jryv3DbSxmvWdR1BQEZAcYxaFaa6AWOUbV8JbLXZtN7qSCAx3OuPnc38rOQt2yiEoWgVTuLvuAqSTK2SDxV4Hr1fHCelLJ7H4YZDG6ORjTNnXJw5M8DurgvXpfJ5U9VKBl3XGl3jmtBFbVKIbuOvpxUbEXtp0rReBSEE3v3ud+NDH/oQLly4gDe96U14wxvegPvvv38Ty+pxhHAcF9/0Td+angtkXsKgsl5dgjMMhdQcg8VWZNB1DaORlV6UqxfxplGt7vKNxaBL3sgqgiBu7dsXhV6IpV7eLBVLu/Q6KgD6fEEQSPvJ5FxG7QMaeTJKgir8vlEUgwxTlEw1j809plOvMAefpDPNQYHkRRKsjuOULuyr2gbshlYtxRbJY0nqRkWBUKRz3DwOmCBJVMQxE7DqmR4rv/F/XKalPnO30jpXSfg4VnXPi99LMUNPkqRWxrYsCnZt2XPxfek11dRPoH59JMEhmi/n74inB7ooqxXJawz+Xnw/yuR8yZkvaRWVqba7dF3LnrdulbvrtAcjCMiKuPg83liGoUilcfsRszZsJIgftJ/x+OOP45u+6ZvwkpdQ/+6Nb3wj/vqv/7oP4icY5ZlvQhwnmEw8OI6Z2Q2GIc2lt3lMN8G2TZimgSAIM8MWUrOTsd+TWhbbFKiaRrksS8dkssxkPIvgMjkH4iZyV86yJl5CHFOQcBxHmpFy5ssZCGeFuq5mJU/KqgWadK/DUNRaDxRoPczn+e3z+RxbW1uZX3sX0IW2LEBTDIKLRVAKXmEYZ0qDdOhFJqXrOPK+OI3LRQCUtIq0WlGwiDiOEUVx9n0LEWG5jLI1F7+vav9c1xX4PnEoLEvrVMWRo/05tOmKoKpKdn50gevWz0WANquOo5cCM7Pim/Xdm8972mh3CxPFzVZX6LqCJImRJOWKVRQlNVObHnIcq+zqiy++iIsXL2Z/X7hwAY8//vgxrqjHYUGIpJZhFKVJq+iWDZJu9HwegIpBcRrkKFAIkSAIcmWt4kVP1k9tAmeQsxnNDnNGQ+SjMNVW16UBnN+r3Fs3039HraRAXq+mKRgObRiGlhHJgiCW2mmuQhwHSJLy86IowmQywblz57KAJzs+1WOUJDGiCLCs+siXaRq1DFReXGkfx6PKhgbbBgaDOGOttzHMmb/A5eLtbRWLhYckEYjj8sgel9xlcF1TKvois34tbmbK6+/Wwlo302wTKWJ+SRXrjgarqoLp1E+Pkfz9iucEZc7rnZOs71CFris4c2aQjfWtuzk4TdhIEF93bKLteatOst1dd+353sPG+fOj417CiUTbedN1Dth1rZKJCAcbWa+6Dav6wefO1b9jFqRomuGWvcfWllPrkzfBto3avDH34w9qhHLtmi+dBoiiCMvlErZtZxak1Rn0+vrqRjgMy9I7/S7aPn81uLJrHkvcNjO0ldrflPHVH9vEVmdOgwxNx0RGeHMcszTmdRTXiqJmQhHFzUe319GwsyMfZZNPRXT7zovrad88q2lLYr1z/bRdjzcSxF/+8pcf6HkXL17ECy+8kP394osv4o477mh9zq0gF1jE+fMjXL0q16o+jVAUJQs8lKVSgJvPp2n/tWylmVsR5hlSEBBjVlWJ9SubdWVUL8CKQspf4/FSUkZHatZRV4haLAKoqlJ7L76vSKypZmjcw+WyeluWv1wGJVtPVVWwu+vWNi3EqifRk9GoPu4G8Ox0hMHAKmUzQRBhMql/fgBS6VkGq8SxJ7kQakpuUmsEJ2I1+9jashsvsouFX/OCNk3iDBRJWOyn3gXFUb0qimS96u3NvfP6OUQZZYCdnUGnNcneswg6VkucOTNsvVYw56FLNmuaGra26vLEpCjnS78TriaVvcNZx6F+3k+nXiPBTlVpqoTaOnFKRNXT3wGNrsl6+zxx0oV7UYTsXJLhdr0et21MOv1ylsslfvd3fxfPPPMM3ve+9+Hf/u3f8OSTT+LRRx8FAPzar/3agRb24IMP4vLly/jGN76BCxcu4M///M/xvve970Cv1eP4YdsGXDcvj7muiSefvIwXXngeQUA/aMcZ4M47XwLXJUERzyNiCwV+BWEYFS5iCQxDzUazumYQhqGX+slFyIg33P/jDWJuIUlEserrFEfPimCrzypJii9WcVxnFVM7wC9ZMvLjKRtsvqDzJqdajqQSsovJZFkr01Ifu238TGRrIG1rwPMAx4mRK5flY4Bt12G+L0kSfOUr/4Tnn/8GRqMhvvd7vxeDgQPbNjCdLjGdelAUu3Pvtek8YEJd9e6284Y2aWHBmlZBkijpmJ5cPjXvscfp2FOSVkfkmbuuq9jakvu8A7SRLfItqIQctsqMEuPeL5WjWVkvDEVGTiuC59jpO42yTVQQiJSfQpMlpHUfls5V4gbomeCL74fZOUCb2rwaxupxAEqBfDi0SpuLdQL5QU2ETgM6/Wp+9Vd/FefPn8dXvvIVAJRB/8Iv/EIWxA/85rqOd73rXXjzm98MIQR+9Ed/FN/6rd96U6/Z43igaUpNDvP69Wt45pmnK9rXczz77GV8y7d8W4FUlNR22dQHpgtDsX9Z7Tk2XaBlPTweD5OBSE4K5vMgzT61jF2sKCitr40gVDVNKTKgg4Av+mX4fgTHMaEo9fLsqrZCU2vJMDRsbzsYj4uBPIGm6dJpkqrlpxDlAB2GCXSdxHkoWycVN98P02MkywhDhGGIP/zD/44gWOI1r3kNTNPEn/7pn+KBBx7Ay1/+cgyHNsbjpbSffBDEsYCqli9r1f518XYac9Rg2+Vzl0ldsgoBu2sVg6xt1zXRi5+jKQjpupqpoeW3aRgMFIzHdTfA/PMQ2ZEyaaM2dsYbE960KoqSZuC8Rpp2mExI24GDrew4VStPLHADKFgug8YqCs2jR1BVys6r0xWqqjaW1Os8hJ6d3oROQfxf//Vf8d73vhd///d/D4B8oLv0ALvgkUce6SVcbwPIvIFffPFF6Xni+x729q7i3LkLja/nOEZtlKjY02PmcVMpV3Z6UkCVi2QQYSwpCcwAeVYRx0mWecRxgqYR52ppn7Nz2oQkME01kw9lyLImhqqS+1o1WFMZM2rNXnVdg+MYmM+D1EY0hqJo0HW7ZM+pqhps287Y0XGMUt/cMDSMRnZpjaapYzbzM+es4vwxk5GSJMEnP/kY7r33JXjjG9+YGp0Qvva1ryGKotSMpXuftrpxKwYAlvEdDssa5TTzTQ53FID0rOefH4Py8dd1DVFE2SivkQiFUTYRUYTnhTAMrbShkQen8uaIs9sqSBBGL82qaxpVXgyDNpY8yy4zMhEiydo2uq5iZ8eV9v0dpzwPL1uzbJNGbTMdvh82bjQ1TcVo5LRm3Py6PK5oGFpt80p+7cdr1nIro1MQr5Jo2O2oR48c9QvRKk31xldSmvWx+SJOkpRhzZGLHxcE9ddPErpYyHrsvh9B09SWWdr8gup54UqnqPyz5Nrh3EcEkAVy9pauPif/N7m8BUGUGlpQOZsYuyItwzYTPUlER8/mrqMogud5tax7MBjg+vWZtDwuYxATacuQZqAcYADg2rUr+A//4c2lAA4A999/P5555hnce++9WeuCX6eovNaGqtgLawWMx0tYlpGVfvOyMZWMSchktQOaYajY21tkErphKFozQnLa0jEYWI2vKxt3bEL1PKjKn5omzYGXqy11yIIwwzC0VjdDTZP7ANB9uctck4xzkTfSdL8QcbYxIkGnnDBJG5Wend6GTkH81a9+NX73d38XQRDgs5/9LD70oQ/hDW94w2GvrccJgswbuG3u2LadxvuAel+zCBLjCLPxsmJfmMU9mshBXDbkC6AQAr4vMvGMZsZz/m/PC9M53fWnJGgu2sBwqGG5jKCqzSVxBlmsCuztzbPjQp9XwWIRYjBQG0v8VctRwyBxncViUbg97yfL0DRe1LRuKk8bWCwCPPjgyzAayUk5rutmrmr5hqxZQa5NoY02S7Qhmky8xsyNgvt6/VXqfXcLIp5H1ZGu/f12edz8HLYsQ3q8qVJkNJK+msx4uoKIqYmUS8LVK94Ad9nUyiopxe8qigT295fQNBoVvRljldOCTt/uz//8zyNJEgwGA/zmb/4mHnroIbztbW877LX1OEEgb+Byr/XSpUvSUSjXHWJ7u+6Mx6CSbnNmQSpldL/nhbhxY47ZzMNs5uPGjcVKiUZ63Bx7e3Ps7S0wn1NgJ31m+UWj2suWqXA1fx65JCipsNX7tzJwf34wMLG97WB728HOjgNdV6UEtqb3pdcqW5R2+ATyW1vHw9SUeb/b+JjRaAueR98VMfvjla+7CnycmtCm41/FQQMIGYGUN5FNrmHLZSidGCDp1fz2NiU0XVdh2yosSy21eUYjG7u7g6xnLsMqj26uXsnAG2We3mA/eJ7SkEFRFARBmH6+ENOpJ60EMOu9x2qs/CULIfDxj38cb33rW/HWt771KNbU44RiMvHgunlZVNdtXLp0L65dexHL5QKqqmJraxt33fUSVO0wqxCiue9cDbRJgtaSoAwkBlN+HS7rylTZNI0MVLjfS05lSk3fvf4+idRNC+Ceef3xsgxUVZWabryqKlnA4v54Wz+2/L7FnmPjQ9PXFtKqgxBEdpMhjmMMhxbuvvtuLBYLuG593phZ0kD7XDY9NjeQWYW276MrQYqZ3k3QdZphJmZ3+TWFSLC/v4Rt6xknwveFdEwoSYDp1E+lV+mzhWFck31tW7ei5LLChqHC8+KaxoDsnCKb09W/m9nMh6Lw1Iaa8TGKzHP+TXALY3u7PspJn01gPPZqt/c4OFYGcU3T8IlPfAI/9mM/dhTr6dECHimiHwploW1zv8cBLkvzReTuu+/EhQvnC4xvLRtfmkzk7FsA8H1RY7My1smCu4BEWOxSb7cYTLmvrWnIyEueRxex5TLEYEAysE2vret6xg+oMtir7yXDqsy02EsuPra5L0u9cdrI0H9tmM38VGglH50jHXYPW1t27fMwc300MnD33XdjPB4jiqJS9h+GAvN5kbRV3zjx/9lEhV9DVWlMqom/0FaiXi7DzOe7CNbppo1cXTudwZspPhY8Ey0rZ3c9T7kt1Aae566W1KubRFJsUxp/O1y+XmWyUgUptwXQdXJBMwwtVVSL4XlBlpXzZmO5DNJqTHGzWDdo6XHz6FRTe+1rX4tPfepT+IEf+IHDXk+PBpDxh13qT1qWjtmsWZDhOGBZGoZDOytbcuArgqUhh0ML06l8Vx5FIhuf4Qs8jy2tM27C87fcR5cFxNGo+4wykDtUmSZpqi8WYcoYbibvxHEMXddrzmarREu6TIE0lYibxE+ohKqmAZE0xYuvRQzo8kz4eLyEaWqphSbPHKuYTn0MBrldJZHu/NLI2Pb2dm2UaDarZprV6kqC+Xxeq2LQhIGK4bCNU9G8IWKDETYdoQ1ljNnM63ReDYdWbXrBto3S9MJhgDL2XPZXUcoGLkVQP7lZlnW5lDvcrUIcJ7Bts9SuYNLfZOKVEoogoIzbcYySsMy6sqw9VqPTlesjH/kI9vf3Yds2HMfJMod/+Id/OOz19UjhukaNYMQKY7dWEDc69x35YtSUaC6XETwvwpkzA8xmXiZK0QbHMTKCGmW9+THjiy2QpOXSsFSKXBeGoWEwoI1IEJTL2UXEcYzr16/jzjvv7FQOZiOJruuqzkHLCGCkTBZndpSGkQdB04yyx41G5YoES19OJhTEuTerqiRuEoY5EQnIWxQc6Pn24uf2/Xqw87wQtp3PMYdhKA1QpEeeZDryMhiG1vqbKJuOdO/B03GTm7UUpxf4Nh5L29QgjxBJpmQIkCtb0xQHC7tUEcekABiGUToG2P39DUOTZvhMrptOq5r8onZbj82jUxD/2Mc+dtjr6LECbaIehqHeMiSQroYPADImcttFNEkoAHQx+xgMzFQ0pZkcxpVfw9Ch6zoWC6/zpkMGmr8mPsCZM660r+v7fio9S25h3V53vQDO/2ZUjSkmkyVUVcH2dn1emDNLy9Kl76vrKoZDs3QO8utTe0GrfT9JwiI2Zc4AzfzWAyz3hrkK0DaeyBlzVeEuf59ugWNdAZG2scLizaORlQqrcD9cXm4/KHjdQkDKG+GqwHBYX6+qKtkGTNc1jMfdncLanNx6RbXjQ6cgfunSpcNeR4+VaGYIb0h3ZyNoE0Kposgyv1mQdGo7yawK2gDpJcJU1zGZ/P9KlpHOZlxaLvZ+Q4zHYwDtvVp+b1lPW7bJ6WryIkSM+dxHkjQLizDaLsSGUXZpK/Zi6Xn1wLlYBIjjuCRjyzK7MkRRjMnESwONaB0zLKK6eWliU98sgkA0SrHmlQyrpENOfgHqxrLxIqIogabl1Q4+f4gwGAJIsnaU7Ls1TeKudO1Tt5XgNyX+1WN9dAri3/md3ym9WPTl9KNDGMbSLK9tLOo44PtCumOvkrcoW9hcdkKl3vWygSRJ0iy0LuXaVCGozycjZa0TwefGjf3MmjOKIkyn0+wCpyi6lMRWVXmr/l1lZjPZq2lMjJ9D4zwiE8pYFUjaGdD1NbfJZjJIo3u9oBrHFIiapuDaCHu+f3h91zhOEIaRVCVQ17UaOZLB5fZ1wHoCfE6Td3yUvddgYELTlJqELmkBaBAiyY59VW2vvO7uv5kgiBCGUc0Mh497j+PB2uV03/fx2GOPrTln2uNmQQzh8sWA+rrrB0I2ewjDaONKSMtlkI0+KQqZ50RRjCRR4DhWxv6tXmzp4pccuC1A77GeXzLQrAy3jo43Xzg1zYKqxtjf369dXOm+uud4l34sE5iqPeJmZ64k+684AsYa7U3ZuO9TX1rGgJYdV94srJo1PgjIhCSRjOCRjjtzEIpr9Lxwo2XrKrgELQMH6maxoO7nJamzWaX3Yi3/xSLEaGRmrnn02nnZPN/g5fK+7e2q9UoEk4mX8SYURckIqAfxtu+xGRyonP72t78dP/mTP4mf+7mfO5RF9agjSRKMx8uUbZ2zPdf5Deq6WpJuTBIzta2sM8TZZOEg5e753MdsNkMcU0mP4fseVDWfdSZnJC1j0zKha7HwswDPF79VvXOaXRWdM54uF68uM9dFqKoK27axs7ODxWKRBXJVNaAoJqKoXo7tsuloKlU2ubsV18tZ23weZNWPYiCn8nOAMAwz7XHuS/NFuk2Ny/cFougwJJgVCKEASLKyOjmLKQCIDc09fBIkCUsbQDb/4N78Oudx07lWzIyb0LThWafNZNtydTYmlXFFjvQD1No5QBWSPDPmKY/qRqKJn9CGOKbrkKYRce9W4eKcZhwonf7GN76BZ599dtNr6dEBNzNnORyWd/fcR3bdOFM5ozlYG4ahphdxEp5YhwEfxwJJUs+IkiRCHKtQVUMqBsEZLTlbLeC6Vnbh2t11Gz2KGdNpOUtgJvq6MpuczRxEVlXTNFiWVXqu74vMwaypHNuGpgDK89NFVTxZwDdNDWGoIQhIqCYIlrBt2kyFYQjf52OqI4oUTCZeykKnPvbWlgPLqh/DKBKHOlYFqOkMOwfU8nFglnkRioJsjpthmprU2pMETDToOluYKqmanZaanYjsd6E06Pl3AVUrIui6it1dN9usMlehiqb3qU5bNPE4ci0C+m54Y1zUwBeCfvMHbcUJkUgd+XocPdbuiZN7VIRf/uVfPtSF9dgs2kqBpqlnF6vqzDSV8WzE8XKNsmlzwE8SAccZtGbMmqZie9spBd+im1iTrCpnCYZBlqNBEGVezuuU2Un4Q2A0ouPVxYyjvP78OFMpPD8ePBdPRDEKklUXr2o2x6pfVTBzv/heMpDgjJpWN2JEUYjZTBZ8BQDaELBPNpALdxQDCM3sH17puozu353j1A1ZNE2F6+oYj4uiKIDr6hJjF8r8dV1LuR1kQ9v1649jMt9hYx7aaIlCFk3vp+ukEy+rgrWda8WKQlfzFCC3LWUVt3WreD1uXazdE9d1HefOnTtQltLj+MA+0DLwzazEVIWqKrBto3MQb784JNm3bPL8AAAgAElEQVRYVhuqTGheu2XpK7XRwzDXXQ4CkZFxZISx+tqTLMNjh662IN7UKy5yRnZ2dOzvLyAEEbaYgc3GJuS7rBeIYmXnKVVVoesGkiQX96CyfLM/ejPaMq9EOrdPs+CLglpgkqoF3nql1CailqbRjDO3aUyzeca6WIXhDS714sXKbJzd6vhx1CqS//aaxvM46FefQ9mz3+q2l69Ddm6vL098EsFGOreSfsZholN96MMf/jAuXbqES5cu4cKFC9A0Db/xG79x2GvrsUH4fpu5B93eNgfbZsBQhaI0n1aK0uy41e21lc6jR4zx2FtZNqQSJ+ll84+fVLzirPcoX8vqxagqVRaKIKazyHq2k4mH/f0FJhMP0yn9OwjCbAOj6xoMw4BhGAjDGItF1Gj/KAN5llM/Wba+0WiEM2fOYHd3IGVZc798MiGjmS4BnGw/jVZDkk1AUZAaw9QlYJvQdg4WN2zF8az5nPzTV1VluprayCR4Adp4Vvv4FMBDxDFVc3w/TFn88rXcanLMRwE+Z7e3HWxtOThzxi3px9+u6PTr+tznPle77R//8R83vpgehwdm77puWQyFLw5AO8N7nf4XjVJFqGd9Ckaj0UrrzaYLEwfU4dDKssHiuljXnJS4iMHMWQ732Ek2VG51GcekOGfbZsHSNCoFNBmRrAvYnnOdmdwqoYyzcPocbI9Z5jg0HTtdV1ObzgRJoqE41z0ajWCa+Wwz27ROp0tEEWXneRm2HMRoFMrMqithSKN2xKvIs0nbJq31TfdRFQXY2nJqm46qjjzruef3d3t9siHNVe8mEw/DoVmaBS+vZ71zo4lwt1iEqa2plp7LuVphHCeZ/zbZr1rZBpw3h/ybPi1gRj/9myWfNQwGasZvuF3RGsQ/+clP4pOf/CSeffZZvP3tb89un81msG370BfXY7Mg8Y0kM4DgviZnVTQHWmd4E4u1+0WBZohtxHEACuQJAA2DgQvXlXuMr8puuN9bHLMzDA3zeZCVHwcDK8vSmSSnqmGqzpbPWDeVwMslTFK1CoKolHG3jbGtGnFrqmYQwZA+k+9H2fx6MUurMtHJkCUuGYus6t2zznUYGqA+s4BlmaUAXnysZZnQdZH6tdNaHIfOmeUyTAOoXdqU6bqWMsPLGT9L1Mp6wDcDbnm0gTZ85dIqydrKN2TFqgtVS8rHdD4PMkW2IvJSfDcCXBSJ1vlq2bqrECLBZOKlv2kl1Y043GY3+QZoYOJj8RpyXLBtU1rVoHFX4/QG8fvuuw+vf/3r8aUvfQmvf/3rs9uHwyG+67u+67DX1uMQ4Hlha0CeTj0MBlbWV2IG8rqzwFQqLAdsZkTLsFwG0jGYojpa9YJL5hN0ClOFofw8RVHgOMZKw5Gm+1RVranAKQpduFgbm/7dLUOXjWI5jpGZtPDfy2VQUuFrMjLhsbw4jkvVhbb+fd6fNaDrds3etAhdV2DbVo1g6LoWwjCGrivSqkpTqZpIkspGg0xTD5wnK8KQfO6rxz6KkswpLx+3QzayxSOLsmmIJKHSuuvmUrSkRhemn7N+WS2OFubs9PW0y9twVEGqqkjHhFmq2hxfIG8bQDlA4exEoTWIP/DAA3jggQfwhje8ATs7O0e1ph7HCCrVeVAUdtE6GgqrqiqSMRgqC7YHGg2DgdIohdk0Q9217CnP1Og2ynpErbTa9L6GocIvxARdV2viK5qmYjCwIESSkqTqBiLltZAyXJdeMAcmeh8ltRFtFp9hVbb6eyrp5mm9cyPf+GzunGoLgtWyMhPJOEj7foj5PCz5ePOGjAmGxHbPS9W+HyEIRPrfMiMg+n7O9iajkPzSyvP5g4GF8XiZBfGTBk1TpZa7uq7Ctk3MZsfnE97eCjx5x3oddOqJD4dDfPSjH8WXv/zlwkwp8J73vOfQFtbjeJGs4e7UFUKIxtIn9WCJVMYXQCIRoTWIN5HOgO7Es3XBr8kqWk3rqsKydPh+rh3epGVO2WDz61Th+wKOU64EyFTnin3V4mZJhjgmJyyjgRdEFYn1zo8oEhsXBwmCqMTkZ1RbQJalZ+x6gHXz83YMI0nyi77rmlmlByCzEbK1zZ8jY0CXhWgo8EdRjOHQPhR1u6MCa+DLsI5862GApknqrcDD1zI4fnQ68u9617vw+c9/Hn/7t3+Le++9F0888UTfE++xNtqMKagcDRiGAkWJoShxpp1NErHyi19bkGsL4NXd+UE3LOvJaVJ5v/i3DNVsOI7jxhlwyvA1TCZ+Kn8ZwfPCjMHMM++LRVC6mLUJigBIn9sccKMoRhDIvd15A1C97WaEipoQBCJtP+Tvx0ImxbXZdj0AFdsxVRD3oqnHujr38X0SJprPj79fvCm0mZxsesN/EEwm5MgWRSKTg51MlkdWTTwudMrEv/SlL+Gxxx7DD/3QD+FnfuZn8OM//uN4xzvecdhrO7VgsQkhNufydSsgDONWFyjbViulZQ2qSmWyxYI02Ys9WJYx1bT1JFJJwnaR9uCZvRplXICi2luXbL5Y9l4F09Sxu+tiNvNXaloXSWxhGNb67vx809QRhnUd/SgqB03T1LL++6rP5HkRhIhhWXotuwnDCJ4XpHPHQamnL4TAchlBCCLNkfRp0upedrNgJrdl6enIXlnIhAh98goQsbrrZXldbx6FXGfc8nYCV5FkkwCH5Ry3Dvg7vHFjcbwLOWJ0CuKWReVMTdOwXC4xGo1w5cqVQ13YaQWX8DRNy8ZFaF755AdzUrOKpLObxL4uE8hYzEQIkaqxebBtPctOfV/g7NlBLdCSShqx4mUX4iCIIERd+W08XmZuaGEostnuVX30IBBQFJEKyqw+DuR45SBJumVoFNDV7HMzOKiT0Un7JsI0Sc62eDyaeohFZ7zJZJlpqQNKZrrDF0x2yuKstUiwiqJmidxNgz20ZeBxM9lnpbaR7PWae6y3w2/xoJjN/JI5C+uv3+4l61sZnYL49vY2xuMxXve61+Etb3kLdnd3ce7cucNe26mDbRulOe7cDczGeLw80GsSG3m9Oe/DxGzmFca/OBhHiKIgy+Y4eBcvoKORhdksKI3cDAZmA/FKTUlIYWkuHOAxoOZjEQQCuo50XK1OTquraJFATBzn99m2DscxpFl88btNkm7ZO7nNiVSqc30XNFpTnflf/Ez8OlEkMmlYuh+dnMFu5REe3gzLpH6bWgZRJH/OYbm2nRREkcCNG4t0BFJZ21ymK0jTXs3EkE7zxmkVlKTDVUAIkWaGMR577DFMp1P8yI/8CIbD4VGssYSrV6dH/p5tOH9+tLE1yUxBgLz8uw4pSNPIyIT1nw9iZHKYyGeWKcu2LCXLJg3DkGZAvh+V2MZNxwvI+7IyudkkIfUx2bFQFAU7O6uVv0iGk9bTpI5lmioGA7sWPIu+4G1QFAXT6QzT6RSapuLs2bM1C2B+jThOsj6gLKDu7jqlzyR77zAUmE7by/yHDf6qNr0E+j3kGSQHY2prNK9lMMgd3Vgw5qBZ5yavFbczhsP8mAN5laXLtev8+RGuX5/ddkH//PlR432dMnFN0zCbzfDUU0/hh3/4hze2sB5lNPXgWJ5xnSC+teVI/IhpdOkoJRlVVUnFQtRMNS4IRKqElX+eKEqgaUnrvHW1ZNw2OkIViGbylmnq0ouC4+itATyOY8xmPsIwzoIdVUw0FMv8rmtlnupVrBKFiSKRHiOB6XQCgEaSrl+/juFwCMMwatUKTVPSESA9HZ0qE7viGCutMMlBzszUwI4ShqEWLDjzOepNXYyFoHZMccRsVfUgSYDZLEi10JV0jGkjy7nloetq1iLxvKPLhB2nzsHgkUaeVpHBto2MNLq7O7it2pCr0Kme93d/93d44xvfiLe97W0AiOj2sz/7s4e6sNOIpqBE5cDuGXSTHzH5XR+dlrCmKdjZceA4ZmryYWBri/6uQgiUAqMMfB+Tjljd7CCoeysLCOGjbfZZCIHJxE9HtehxhqFiODRTAhgRx7a37TSot3+OqvxtGBLTejxeYrEIMJ/PS+uJogj7+/u4evUqxuOx9LVJ/c3A1pZV+oxdiUck3nG0xC1VJelQHmFSVdqMsIzmJuH7IpXT7b6Rpd/f6Qngrmtia8uB61pwXQs7O25pquIw0URAJAVBec5pWXqpysJtyNHodExQdQri73//+/HHf/zH2NraAgA8+OCDePrppw91YacRnicf2WEiVle0sWfXtNa+KbiuVctqecxKFuDCEJjPhdR2k5+7u+tga8vG9rYN1zWwXIalQN41qNN4Edtu+ojjJZIkhBDNpVLq3ZfXRpndzRm6xHGCyWSJ8XjZWcXLNM3WbF7TtNKFd7kMsVyu9o+mqs/RzvwW2e1FsITrUa9lNLJSZbLb3zyjCtPUUpXD/Nziatpxz4I3QaYTALDozu3vttn5Wzl//nzpb5neco+bQxBQCYiCdowoovneItGoC9oC/lGWl5ptIUnOVAYKPGotGLMmdVFelCwZFUwmy1TPuyzc0RbkOPvTtBhJkgfuxWKBMMz/Jqa7QBRFUBQK2vnnaA54XT2h2TlN9p2t41ImAwucACzHykYgzeNenHUeJdo2Tke5oRiNSIbWsgxYloHh0Do12RzDNOUBsajvf5homqmnyRb5Odsm9nQaLLM7fSuDwQDXrl3LvtzPfvazGI2aG+09Dg72sr4ZeF4I29ZrGs5FfeejQFtGKdtM0AVUT++P09fgWe12swrWuC56gLeBLU2rY15EIhxjOBzWSGSs8qVpChaL5v4cv44MNCq3zEp/7QI4BjQthBDlx1CW7TQ8q1yuZ01509RLpK7q2BU/JwiOlgm8t3cNg4GB4dCV3t8mMLJJWJYuDVKmWfYhv93R/rM5/DaL54UwjPJcP6veNZ2XdI7UgzXbC9/uaA3ily9fxr333otf/MVfxFve8hY888wz+Imf+AlcvnwZH/jAB45qjT0OALJMtFJ2OhuZHK16VBhGUplVUhErB6YikQao767bLubkNkY/Vs8LUyJMLmrCDmBy1C8M3HseDEZwnHpflvrGAlHErlVy/oFMgIbH0br2qB1nBCBEEJAqmWmaGAwGpQ1GcUysunlQFCUdLysz4nn8rRjQ6XWoz1/Mxtk5rqi9vins7V3B/j5w7ty5WnWPRGWOZpqiSQ6YxiH1UxPEw1BIq2TE5j/87yJJgMnET7UyVAAJfD9uDcYU+OuKfEEgTsU4YGsQf+c734mPf/zjeN/73oc//MM/xOc//3kAwCtf+cqsP97j1gT1Wb10Z91uUXlYmM8DaJpWsvjkzUQ1UKzKnpOkOUtgZTEeV1ssAnheCMvSEcdJamShlY6BpmnQdR2apgOQs7HbHLLoIqNnimTV1646pyUJGcusGwzCUGB3d9haFvT9CLpeNyspth4AeXWAg7kQIpvf13U11RSPMRyaME0j82inOXK/c7bO4jmcTVWXEAQegiDAv/zLv+Cee+7BaDRCHMeYTCYYjxfY2trt9D43i/afxylhtAGpcE9UY4iz6ctRrqMruA1p20a62RSNDnS3I1qDuOd5+Mu//Es899xzWQAHgC984QsAgEceeeRwV9fjpkEXp+O7CE0my1S4gYKQYWgYjeysOuB5YY2cJkOT0huAbBab+72zmV9S8LJtrfb6QohU+EUBleKqFyitVYyFAlt+P+ubs5WlDAfZSJG0aYjBoN5OSJJ8Fr760l1lYBlFwRfuf+p6UnJo46x0OMRKX3BFQabslYvgGDXDEV03EAQBrly5gitXrsBxnHRMz8f993/bWp/hZhCGUaYGWARvPk4TJhMPjmOU3N2Osg13EHAb8vz5Efb2etnVDO985zvx0Y9+FNeuXcMHP/jB0n2KovRBvEcn8C5+Z8cp9enJRlTNVNtkLGUuFS8WVCavZuzFsrWmkbUnZ+MA69DLA1ocxzAMHVFkI0lCxLFIn6NCVc1UJ3q1zjivY5UZC5f9fd/H3t51DIcDjEbbK197uQzTaoNRUOCLoeta40hOEfzYdUCz0fLnEDdAbSXAkVRr+fJCNqtmKjpEx3p7+wwWi3n2mOWSlAmHwy0Mh0dX7WMRF1baA9i05fYxMJHh+vVr+Kd/ehyz2RSu6+KBB16Gixfv6mVUTxBag/ijjz6KRx99FO95z3vwS7/0S0e1ph63IYrEqiK4Z+v7pMntuvmMOwd316W+9GwWZEE5SYDtbVcaYE1Tz4K4ppW9xose2XEcw3EMCJEgDJXa+F0YknCLaeZjZHGcSOVP+bXbkCTA449/Hs888zQ8bwFN03Hu3B141ateA9d1s2xa1xW4bj73GkVUGgyCPPu1baPmY86g7FzNxslYhKa9XVGdBkigN1wdeDKgLYi3TSaQRzfZgN5xx12IohD7+9cRhiEURcVwOMLdd9/X+NqHhcUiQBBwKZky8FtFrvgw8MwzT+PTn/6fpU3U5ctfx2tf+7/h3/27lx7jynqsg07s9D6A97hZtDlnGQZ5L4ehwHgssh46i6oMBvmYD8mdxpn2ugzF24VIMuc0TdNKKmfcy7YsrZEAEwQiVUejwGYYaqObWPH/Mn/rf/7nf8bXvvaVwtqol20YSSZsEkUxTFODUTDy1jR6z/F4UQj0zZl1GAr4fgjHMWvr5GBeNYwpgiVJFUWRvg+5vrX3R1cVL3SdbECXywiXLt2LCxcuYT6fwjRtOI6cqX4UiKIYUbRaK/52wBe/+LlSAAcA3/fw+ONfwP33//u1WzI9jgdHq6TQ49QiikSj3CgLwHAg7UKgiSKRZZxVFAVNkoQuzJal10xVcjMS+cWKnb+K7yH7DEWWN/lsxyXDEfK39vH1r3+t9Lzd3V287nWvg+vmQYsZ+tX3MQwNjmMWnNeaM0TaBNX7uzwrvlwGmdEOu3UxyDgmgu8LxDFtFqqfn8d9eG6eWcRCJPA8+u6iSM7aLxMA8/XpuoHt7TPQdZSqHtHpakcfGXzfx7VrcifK69ev4tq1K7jjjotHvKoeB0EfxHscCcJQIAzjRgWldXu27G5U7GHS7UmNhON5ArYtVzjLRWPybJxML/Q0A5a7kDWBX2d/fw7TNNL3D1PP5TJb9qUvfWkpgBchG10rroXY93JnsrYMStNUfPnLT+Cee+7BHXecL7UW4jgpMc+Z4cvjPklCBMPlMoSiIG195O9FAVjFYkFkRV1Xa6YrbaOCRROcfL0xfP/2LWkfF4iAKf/NqaoKXT99anUnFX0Q73FkmM89GIa8j30Q5jY7lfHrsZiNjE0sRAKj4bqk6xp2dlyEIVULmpzR2lDMnA1Dy1zjinDdQal8ORgM1nqPstJbjPncz8xlqmtoApPqrl69gvvuuw8XL17EYDCEYejY35/XRsdo81WvjLBVZBGs675c+tA0DTs7Z3HHHefTykD9Oy4SxjRNLhes62qqmNf6sXqsCcMwcOHCRVy+/PXafRcu3Ind3TPHsKoeB0EfxHscGaIobvR1XncGtWpDSplu3DgORGIR7dmFYdRH0bqi+jwOcKqqpOM6Gh544AH8wz9cz7ThmYnd9fV9v1phCFNWv54qi63Onq5evYoojYhf//rX8fWvfx3f/M3/Hi996f1rKbVVA+7169fx1FNPlXTvF4sZPM/DXXfdWfMzD0ORld759Zo2IPS8PhvfNB5++HswnU5w/fq17Lbt7R285jWv7TSRsWkU2zM8gREE8W1NLtwE+iDe40gxm3kYjdjnXEmDb4T5vLswA7uiFZGz3Mu64IahpeYNWjbH3YaDXLyqfWWGqirY3s4tYV/2spciigI88cQT8DwvU0SU+RDIhFts28BiUTZISZIknbNHaxAPwwhXrryIJ554onYf2Z2uh2JVPEkSXLlyJQvgruvizJkzME0zm92PogSmqab6APGR67PfzjioB/vOzi5+5Ed+DF/+8pcwHu/DdYf49m9/CKa5efe4LnAcvVTdUVUK6Mvl7T0lcLPog3iPI4UQCfb3lzBNPR1TitaewzWMZiU1ZnkzQctxzAIxKy+7A8lGzBHm8zmuX78ORVFw9uzZLCBHUZxtHoq4ePFiugZivV+5cgVnz56FbdtIkqTmE85IkgSOQ683mSxrF2zPC7OMvwgSvfHxla98GS+88Jz0MxzEZCSKRBaU4zjOqgqj0QiXLl2qycIKIeB5zRfiKEqg6/V2AD23v4DLoGmsiMfndZL60Hd/DV3X8eCDrzykFa6zDkXaTiFtCLXR2bBHH8R7HBO6aoevCw7MmoaSWlj5MSp8P1w7iLP7l23rSJIETz75ZMnX+9q1a7hw4QJ2d8/C8yLs7NQz7J2dHZw5cwZxHGM2m+G5557DZDKBaZq45557VvbJubIwn9fHoKZTD4OBlQniRJGA70dQFAX33ffNsG0Tu7u72NraQhzH2Nvbw7/+61dx9uyFtY4DQEHX8yJYlp5tPIQQOHPmTM04hmbzuacvr3TEMY8OljXnoyhZKyidFlDpWa8w/KklsVy2m/PciljdTunRhD6I9zhxCALRaJlYRNv9QpAOeDVzjSKRMneV2u2TiZdqoM8xmVzHZDIuPUYIgRdeeAGACcOwIOvjWpZV+rdhGHjyySfTMTu5M1lTv72KKIoxHi9hWXrKKNeyUTLXtbC7u1U6JltbWzh79lxrhtyGIIgRhgF0XYXrDhGGN2DbcutOVQUUJUGSNH8nYUifgYIRUoMZ+WN1Pe/Lk3ZAcuIC183AMFRp5qpplLkGwclqV7TxMY7D9+EkoQ/iPU4cPC9MxUKMAxNw4jjGeBykmauazpOLLMMdjXg+nPy1Fwu/MAvuwfe9TONb1/VMnIUy7DF2d+9AEIia9GgVo9EI29vbGAwGncU12q5pNNtudVaUGw4HiOPuBDvZWsIwxtmzFxEEYeMIWXHNRZ12+eu1X7QNI886GaoKBEFz0L/d0HaqnESNljBMYBhxbYPKhNUezeiDeI8Th9yYQaQZW5z12KuQjV2Foci0oadTuZHHeCwPbHEcAIjx9NNP4/nnn4fnedA0Ddvb27jvvvtgGEYWoBaLILVYba4aKIqCl7zkJWuV9tvsFYu2o13Amu43C03Tcffd9yFJ5ATFJKGxJjJWURHHvDlaXx1NVnpVVQW6ToH8NKBts3JSNzLLZQTH0bPvt2end0MfxHucKFiWjsHAKgVsRRGIogiaVu9BB0GUXuC1LNuezYqBOwY5mPGFQkv/kyNJEjz11FO4fPlyFqyFENjb24MQAi996UthWXlfezLxYBha5u0uQ1UQRSbpyv8m4hKR3KKoPsO9rmgOsNmLvqIYiGPq2fLHiGNiGg8GueCOpinZKJGsv98ETWvukZ7EDPSgCMM4FdMpHwvyATiZUTxJgMUiSs8dZa2Rx9OMPoj3OFEos80Juq5BiBi+H8IwdKgqXQCCIMoy7aKUZ44YQIhy7zpO/5OPa6mqgW984xvScvB4PEYYRnDdMjktDAXmcx9bW46Ufc0laCZyqaqSWav6fpReqOlv2zawtWUXxvNEKqKjHch2luxgAwyHmxorUhFFCRQlSQVegCRRMBrJFfNYA7/rBZteTy5qc5pap6xYKGOnn/TjwN9xj27og3iPEwPDUBtLv7quYW9vntmVhqEoBQZ5kIggD3oClI3XUztV1eB5zTPttm3Bccya9CtZXfpwHKvCvq6y9GPMZqG0hFgVuMl9v10kSe5Y1gYOgKzzPp/7h3DRV5AkZY/zNrMaXVc7i/3EMf0n6z6ctsxNCGC5FAeeE+9xe6AP4j1uOfj+EsvlAooC2PYAwCi7r1lalK5gPB/eDW1XvRiyIA6QfOpsNq3drmkaLly4AMcxakEcAObzEJ4XYXd3kPb86oGLrTpns3KJmTcnMlDWnq46zoN5cbPA43Gkua4jjg9vzE+GOE6kgZfmwNcr/wZBAtNkxruSzZKHt5gFtqYpKR+CeBuHlV32wft0ow/iPW4ZJEmC8fg6FotcQWw+H0NRAgwGu2nwSaSjNUfZB7z33m/B9etXa0H40qVLuOuuu0rZbhVU8iTP6qaLOvWLlVI23jZHWwXbjRZ77dOpl13sPe/ohciDQEDX63a0YSjWJi5RKZk2BYpCc+SbCmRkwxpAiACaZh5Yvcy29ZLU7Crzlx49Doo+iPe4ZeB5i1IAZ5imie1tp5RZFoMBjYZ1l21lqKqGJBENwZQCIPd1i7jvvvshRIjLl/8NN27cgGVZuPvuu/HII4+kzyGJ1KoBCr/eKlAWXb4tDGPpXDuwun9I6zGl6zkqkOgMa2NrKTtdHIidzti0CIwQEebzGwjDfE2GYWE43G10/JJBVZWaVjyfr7atH8smqsfti2ML4u9973vx6U9/GoZh4J577sF73vMebG1tHddyetwC8Lx57bbBYICzZ89KfcCDIEp7zesFAhJDMbJRpygKMZvNCsFQx2hkp+VrIpQtl0Gpb3v//S/Fq1/9KiyXC1iWVRJxoTXW39dxDDiOkWXIzdl6jCiq3+55IQaDcjbblOHVR7CajsbRwfMieB5NC9DM/ernqKqSqsIx85q+g8MYO5rPx6UADgBh6GM+H2M06u7qReuV79aahHp69Dgoju2M+u7v/m782Z/9GR577DHce++9+L3f+73jWkqPWwTVgGbbNu68887GuWfSBV8vgBuGVpIm1TQVlmVhNNoCZd8mdnZGsG0TmkYGDKapZ6YtRYShwNbWVi2AMzO+CNPU0tG4/DWaPpfMxxwAlssQ06kH3w8RhgK+H0r72sV+OGNdffp1oShyspkMcdwtgFuWjq0tG45jwLIMuK6JrS07/c/ayHx7viaBMJRXc8LQz4iDPXrcaji2TPx7vud7sn+/4hWvwKc+9anjWkqPWwSW5WTZuGVZuHjxotTh62Zg2/IsyTB0mCaNbslK1qpKhLPpVKTr09PZ8/pct++HtaBpWXV1OQ7i7ILGwVdVVdh2nDqWJVgspogiD3GcQNd12PYwlXVFSv7LhW5oZKucrQdBVCL7UZTDsLcAAB6tSURBVH8d0mxf11VYlp4+T+4lXkWdZIabJpnx56p+V/y5dF3DYKBiOvU2kpXHcVEroIwkiRuJeTIEAdnDyjgM65L4bkXEcYQ4FlBVDarad2SPG7fEN/Cxj30MP/iDP3jcy+hxzHDdETxvDt9fYmdnB7quQwgBXZdfELsEmCqasl/Oyk1TbpoC5KVQzuaLpCWAgvFiEUqZ6U298GrAzW+n22azGwiCXD2OWOYBRqMzMAwLSUJKV/kaNbgutQpycRvKMDWNetKqyopYJAwShrSJGAzMkpStbSfwvLBVjMU0y97itAni8bnGp60EzT+3Fwq51L5Y3DwtXdMMqKqOOK4vWtP0tVTwhKAJCcuqn7fF7+qkIY5jRNESSUKfQQhAUXTourPW8emxWSjJIU7V/9RP/RSuXbtWu/0d73gHHn30UQDABz7wATzxxBP4nd/5nU7s2yZyT4/bA3Ec49q1azBNM9MjN02zMZCviy4ksKN4jS6v5Xkenn76aelj2PJznffxfb92W7GfrqoqTNPsrLsuhMgsSKugykVd3KYrmjzaZdiEpSwAXL9+HVevXq3dTs50u2u9Fuvs82fgKssmzuHjwvXr16Xft+M4OHv27DGsqAdwyEF8Ff7kT/4Ef/RHf4QPf/jDjQ5OVVy9Wp/PPU6cPz+65dZ0O8Cyyv7C1J+mi3UQiANnX4ahYTSya2XaMIwwHnsYjWzYtlytzfMCRFGMwaB57Gg+9zNd9iJUVcH2tiPx+44l/WuB8XiJ+XyC5VJ+bmmajp2dsoWooiD1HFcRxzGCQCAIROqzbtb6umEY1gIllfLtUmD0vBCzmZ+xrhWFqiBRJGBZTdaiCfz1BwZKn2Vry16ZjS+XofR4HxRUCVogjuP0WLglGd2bwUm+VpDWQH1yhGGaW7fEBuUkH+M2nD8/arzv2Mrpn/nMZ/AHf/AH+MhHPtI5gPc4PRAiyfqs9LeAEKTCdlDrTCCXQGV2Orlm5SNqvh/CNOu9WCHoMTs7zRf0NuGSOE4wmSzhulap1O15QRp4KWhGkUh74TQCp2kazp8/n/1GlstlWt0qBzdFoU2CpikIwxCKksCy1NSfuywIQ+uRZ7pxHCMM617rtq3DdXPN+iRJ4HkBwjCQcgxuNjVIEmKzO44hfX0AmSztJmHbg1RgqEcZq77QZq/4HoeLYwviv/7rv44gCPDTP/3TAICXv/zlePe7331cy+lxiyGKSMiDDS+o9LsZlyrfJ6IXvW65pE1a5D5cl0bBWJ50uQwwGFBm2FS8CkPRKh8qRCJ1TZtO5SmrZbk4f36n5NFtWRZs28aVKzdKjx0MzFS+NCitjyvj1TW3CY9URWyiSJQCOIDU/9yCEBGSpFxNuNl+OMP3ozTb11PCn5IFdBr7C0+d1OrxQQFtHGXnjYo+gB8fji2I/9Vf/dVxvXWPE4IwJJ/hnR0Lk4m3cYvFpgDgeWFBnjRBFAkMhyZ0nS5UsvnuOE4ag/E64JI1VQPk/V7btnHmzG6pjEwmME3CNaitW1GUjPkvK6szfD+EoqiNZW3DMLFYeFDV3PAkijbnjCZEshHiWo+bAxE/DQhRP8c1rT550ePocEuw03v0aINhGIhjue/3YYJLtaQypmZEMGaUFwOf70elvzVNha6rNSOWNui6hq0tqxNRi8rv5eDWFsCTJIFhGJnhimnmrmKGYSAMQwQBs9CVdAZdwPcjOE7zmJ+iKBvJunvc+tB1G4CCOA7T6osKVTWg65tywOtxEPRBvEePFSj2ZIUQJaYxaW0LLBaUoRCJzM5G1YSIEQRRNubVBi7hd0E1YIch2VI2g+bPmfFf/nzESmd/ct8XKJZNfT+E65rS3nQUbVj7tMctDQrYfdC+ldAP9/Xo0QLHMVInqqJWe5QR7TwvwHi8zIhco5Fdmg8mVzITrtsuWqMoCgyj2546juPaLPpiEUAIucMbkQGj1nI79Zz1NKtWJM+vl9zDMDqQ9jmNXrWX/nscHsbjfTz33DMSG9weJxF9Jt6jRwPIiars3w3k89VCxCUhFBaLkcE09Q4BbzXDN4pIK76qCJckwGTiwbIM5Ml2krqmxRAiwXwetGb79Pnk7z+f+whDJpkhI/utE4eTRIBaAPwkBUmiQ1H6y9BRYH//Bv7iL/4Uly9/HUHg4+zZ83jVq16N7/7uR457aT1uAv2vp0ePBrSVp2k8TJSCmKbJ1dcANI5JMbgsb1nNxTHPC6Xs9iJ8P8zms6sObNzjH43kn2uVAh4Zzhwse6OsuxjAkf47RJIoUJRewOkwkSQJ/uRP/i889dST2W3Xr1/F3/zN/4TrDvDKV7760NfwxS9+Hv/jf3wIL7zwHC5evAv/6T/9NF7xilcd+vve7uiDeI8TjSgKEIYekkRAUVTougnDuHndAUVpVl5TFAXLZVTT7CZv7FjK5O6imb1YBCkhrhzQSG0tWhnAq5BlySQHSn7msvsODxGaZ40jsPVrj81CCIG/+7u/xj//85dw7VpdjU4IgS996f879CD+F3/xGP7Lf3lHSRHvz/7s/8Z//a//B/7zf/6Znt1+E+iDeI8TizD04ftFdSYBIULEcXzTKltJgpSJXg8uQsRS0w0OttX+N/eUVyGKYuzvL+E4JETD8/FRFCEINjdfN5l4cBwjcwELQ9GqQrcZ9P3vo4QQApPJDfyv//UZfO5z/2/rY2ezZiW2TSBJEvy3//b+mqTteDzG+9//f8I0dbzpTf8Rrjs81HXcruiDeI8TizCU63ZHkQ/TdG96dx8EsbREHobNAXU+95EkSTbnLQQF8K5ZLrugkTtUTo6zbRI6IeY4OW4pSoIkYRGO9TiqVbnS4dCuPUbTlOwz3Pzcd9t30Wdhm8SVK89ib+8qwjDES15yCcPh6/G5z30Os9lM+vjt7Z1DXc+zzz6Dxx//ovS+K1eu4PHHv4jBYIgf/dH/eKjruF3Rs9N7nEgQuUzew02SGEKsz5quwvcjLJekGsaiL120uheLAPv7C+ztLTAeL9cuU5tm3U+c2OsqFCWCoggI4WNv7xr29q5guZxArqR1MJAGuwrbVmFZGhxHa+3Vd0O+Kaljc6V0XVfS8b6NveSJwo0b1/Dii88hTL1gVVXF2bNn8fDDD0sfbxgmXvGK7zjUNZmmJR1tBHJPhKeeerJm0NOjG/pMvMeJhUw5Lb9vM4GBJFrbH8PSpptSKWsmwSVQlBjj8RjXr1/PpFP39/cxHE5x/vzdG+ktWpZak1g1DCU1wThYWZy+KxNEbuMDpQLQNvJdqaoC1zXTjY6SGcCcNrW38XhPevvOzg7uuecePP300wDo+7jrrrvx6lc/jJe97KFDXdMdd9yB17zmO/E3f/P/1O67ePEiBoMBPG8J3/dgWf0M+rrog3iPEwmWgYyieoRVVR2advintqYppYBHPtJC2i/fBKIoQhRFpQDOmM2mMM3r2Nk5d1PvQVKv8o0A3V7+bIahZSS5MIxateMVRQVglTZemyI0DQZm1uMHKAO1LCWbkT8tEKL5sw6Hec/5e7/3f8frXvf6IyOU/cqv/CqeffYZ/Mu/fCW77cyZM3jta18LADh//gJGo2anrh7N6IN4jxML0xykpfM821IUDZZ1+AQZRQFsWytlrLpOfev5PLwpF68okjPcyQlt0mhesljMNxDE2zyvy7cPBmZqTUq327YO31+tTrfpwKHrJHErex/D0E5VEDdNG4vFvHZ7HMe4ceMGLMvGQw+98kgDOAB8+7c/hE996tP4tV/7FXzhC5/DYDDAgw8+CMMwYBgmvuM7XpNu8nqsiz6I9zixIL/nLQgRQogQqqpB160juTiZptwURFWpJ0sEtHYoigLb1lPbzXwj4vsxFEVkpWGAAjsZi7TtDm6+AhBFCeI4kZb0///27jU2qmpvA/izL7OnM20pbWnBogFBaSOEoqAJ0ajBCzYcCkI/HD1qgKh8MFa8EA0keA14wZgYRSFKqhGjARVf6wUjyOkH1CCgnJwXCeIB3x4Lim3ptHPbl/V+2J2hQ6fTTu3M7p55fp+c3U7nP9swz6y91/qvvq/t8SgJAR57P16vCl03hvT+R0qqLx6Drc/PNeXlleju7oJhnN9XX8L06bWoqZmOceMqHKmtsLAQzz//Eg4fPoR//etHBAIBlJSUoLb2Clx22QxHasoFDHFyNUmSoKoaVDV1W9NMvO5A5CEMKPx+exQb+yLg83kQDEbi4RcOm4hGLaiq1Dupzu7m5vcXobOzI+nf1LT+M8yHQ9ctaFrirHy7hnNXAGK94c8Xax+bzRA3DGvALx5DWZ+fS/z+Ilx44RT8+ecphEJByLKCwsJiTJhwIVR1dHzcz5x5OWbOvNzpMnLG6Pi/SuQyqUbEg01w0zQFfr+WEIKqqqCwsADRaDB+z9iy+k8kKygoRlFRCbq7z573N70YO7Y8zXeRnK4LCGF/gZAk+/0YhoW+24wP5YtKttjnyUxokRs7ntkGNqNTcfEYFBePgRDJe+lTbmGIEw1DNGrB4+l/79retSz1KNTrTb7/sr0e3INQKPXyuIqKKni99r1PISxoWgHGji2Hpmm9k8xE79aoab+tOMOIjf77U1V7Gd9AITFY+9ZMCAajvV88FMiyvXtcJGKkXNM/UizLhK6HYVkmZFmCqnqhKNm9MpQMAzw/MMSJhikUMuJ7jQOxALcGDc9Un61DGeFKkoSSknKUlJwbefv9HhQUeCDLscvzJoLBaEYua9sNYEwYhgFVTdzhLRodemObkRYKGbBbuGaPaRqIRAIQwv6yYF+1iMLj8UPT/nr7X6LBMMSJhsmygFAo1kFt6Aa6TxvbBCVdmqbA50u8PK8oCvx+L6LR0LC2/LQbvth7iFuWQCjUfyvSaDQK0zTju6KZptkbpPlD10PxAO/LMMLweAo4GqaMY4gTZVkwqEPT1H4bnUSj5qCX4pPpu395X/bleXXQDnPnk2UJY8b4EtZdFxSoCATs7UgtC4jtZhrbVx2w70GbaZYvSed2i4v9bTexrORfWoSwYBgReDwjM9mQaCAMcaIsE0Lg7NkQ/H6tN8hFb3ex4bWKTTXaG85IsKjImxDggD2yLyzU0NkZgmEAsiwgy+f+vj17Pb3X8XoVaJoSn1WuaQqiUTOrM9sziaNwygaGOJEDLEsM2hRlqAzDgpZkHpW9A1r6gXj+FYK+xxVF7r33b4/GJUn01pDea9jd7hKXqcmyfcyeCe+OXc9kWU3ap1+SlFExuY1yH0OcyOVCIR0ej9Jv9Kzrw7s8n0phoRafyBfbECa2ftyyLAgRhWWZkCQJkqRAlrWkI9K+jWz6im30YqZ7Xd4hmuZHOGxCiL71StA0H0filBUMcSKXi424VVXuN7KNTUwbitgmIgO9hmWJeJ90wL7nrqoKzp4NwTBMmGYQsa5xQgBCmBDCgqIkm+A1srcAnCLLCny+Euh6uDfIJXg8BUn3oSfKBIY40Shjj2IHa7F6jn0Zuv/ac1VV4PN50NMztHvtY8f64jPNzzdQRzRFkeHzedDVFUKytq9CGBDCgCQlbkVpz9BP/lp9O8O5gSRJXE5GjmGIE40SiiKhsLAAHo+9H7aumwiFokNoHqMO2CN8oPvbyV+//+/au4BFAUjw+ZLvCW2P9gcOXnuEmvhcXbeg62aSWwBWVhq0EOUKhjjRKFFcnLisS9NUKIqMrq5QytFpqhH7cNaI9xXrfpbqErdl2UvFBn6p5M8NBg14vVZCs5xIhAFOlA6GONEo4PN5+o1KgXOtWFPNZI9GjYSmK3391Rao9r1wQNd1eL3917ZbloVIRIckqedN7jpHkgb+mLFDm8FNNFyjaBsDovyVasvMwbbTFALo6YkmzOgWQiAS0dNu9HI+w7AQjdp92Lu7wzAMA0IICCFgmiaCwTAMw4Qse/rd97Zr93KSF1EGcSRONAqk3hVt8Evi0agJXQ/B6/VAlu3H6U4Qi0SMhC1GDcNET0/fKwAmgsFgvD977D64ogCmKUNVC2BZ50bkkqQywIkyjCFONAqEQjq83v6X1E3TQjg8tNG0EBjy7ybT1RWCpilQVQVCCITDep/73FZ845bzJ7HZx+39zmVZBT9WiLKH/9qIRolAIJR0dno2l1wN1L9dkuwdu06fPg2fz4fS0tL4iN1Fy7qJcg5DnGiUME2Brq5Q2uvEs+Gnn/4Xra0nEQwGIUkSysvLUVtbi7Fjx/ZuWsIkJ3ICJ7YRjTKx7mijxa+//oJjx35CMBgEYNd35swZHDx4EJYlXLfzGFEuYYgTUUq//daadL15R0cHTpz4PwjBjxEip/BfHxGlFI0OvEY9NjonImcwxIkoJZ+vMOlxSZJQWlqe5WqIqC+GOBGlNHnyVHg8/Xc3q6gYj3HjKh2oiIhiODudiFKqqBiPWbPm4D//+RmBwFmoqory8kpMnz7LVduGEuUihjgRDWrChImYMGEiLMvqXQLH8CYaDRjiRDQgWZZQUOCBosiwLAuhkD6qlr8R5TuGOBElpaoKxozxJuyO5vV6EAiE//LuaEQ0MhjiRHmuoECFEAKlpT5YlkAkYiAcNuD3e/ptb6ooMvx+DWfPhmCaBgwjDCEsABJUVYOqep15E0R5iiFOlMd8Pg/8fnvmuaIoUBTE9wxPtr/5ueMGIpEA7I1PbNGoDsuyoGm+TJdNRL24xIwoj3m9ar9JapIkwevtvzd4X5FICH0DPMYwIkm7uxFRZjDEifKULEtQlOQfAaoqD3jfW9dNmOZA98QtGMbAHd6IaGQxxInyVKqNVixLIBiMwDASw9o0TfT0RFNuPypJ/FghyhbeEyfKU0LYo+pko3FdN2EYAp2dQfh8GmRZgmUJhEI6hBCQZQ9Ms/+IW5IUKErqS/FENHIY4kR5rKcn0nsP3P4osCwBXTfQ3W0HtBBAMBjt9zyPxwchTFiWET8mSTI0zc9GMERZxBAnymNCAIFAGF5vUXz991CauciyDK+3GKYZhWWZACR4PAUMcKIsY4gTESRJQiRiDP6L5z2H68KJnMUZKERERC7FECciInIphjgREZFLMcSJiIhcyvEQf/PNN1FdXY329nanSyEiInIVR0O8ra0N+/btQ1VVlZNlEBERuZKjIb5hwwasXr2aa0uJiIiGwbF14rt370ZlZSVqamrSel5pqT++VeJoUVFR7HQJOY/nOPN4jjOP5zjz8u0cZzTEly1bhjNnzvQ7vmrVKmzevBlbt25N+292dARHorQRU1FRjD/+CDhdRk7jOc48nuPM4znOvFw9x6m+mGQ0xJuampIeP3r0KFpbW7Fo0SIAwKlTp7BkyRJs374dFRUVmSyJiIgoZzhyOb26uhrffPNN/PG8efOwY8cOlJWVOVEOEVFaTNNES8seHD9+DJFIBOXl5bjiiqswbVp6tweJ/ir2TiciStOnn+7Ev/99OP64q6sTbW3/hSwvwSWXVDtYGeUbx9eJA8CePXs4CiciV/jjj99x7NjRfsfD4TAOHtzvQEWUz0ZFiBMRucWJE8cRjUaS/qyjg02rKLsY4kREaSgtLRuwt4XP58tyNZTvGOJERGmYOnUaJk68MOnPLrmEE9souxjiRERpkCQJt9xSj4sumgRZtj9C/f5CXHHFVZg792qHq6N8w9npRERpqqioxD/+sRy//noCHR3tmDr1UhQXj3G6LMpDDHEiomGQJAmTJl2MSZMudroUymO8nE5ERORSDHEiIiKXYogTERG5FEOciIjIpRjiRERELsUQJyIicimGOBERkUsxxImIiFyKIU5ERORS7NhGRHnv6NGf8M9/7kYgEEBl5XjU1f0N48ZVOF0W0aAY4kSU1/bs+RLbtr2NYLAnfuzgwf1obHwEF188xcHKiAbHy+lElLd0XUdz8/8kBDgAnDrVhp07dzhUFdHQMcSJKG/98MMBtLX9N+nPjh8/BsuyslwRUXoY4kSUtzwebcCfybIMSZKyWA1R+hjiRJS3Zs6sxaRJk5P+bNq0GoY4jXoMcSLKW7KsoKHhNpSVlSccv/jiKfj73+9wqCqioePsdCLKa3PmXIUpU6bgyy+/QCAQQFVVFW666RZomtfp0ogGxRAnorxXVjaOI29yJV5OJyIicimGOBERkUsxxImIiFyKIU5ERORSDHEiIiKXYogTERG5FEOciIjIpRjiRERELsUQJyIicilJCCGcLoKIiIjSx5E4ERGRSzHEiYiIXIohTkRE5FIMcSIiIpdiiBMREbkUQ5yIiMilGOIj6M0330R1dTXa29udLiXnPPfcc7jllluwcOFC3Hfffejq6nK6pJzQ0tKC+fPn46abbsKWLVucLifntLW14c4770RdXR0WLFiAt956y+mScpZpmli8eDFWrlzpdClZxRAfIW1tbdi3bx+qqqqcLiUnXX311WhubsYnn3yCyZMnY/PmzU6X5HqmaeKpp57CG2+8gU8//RTNzc34+eefnS4rpyiKgsceewyff/453n//fbz77rs8xxny9ttvY+rUqU6XkXUM8RGyYcMGrF69GpIkOV1KTrrmmmugqioAYNasWTh16pTDFbnf4cOHMWnSJFx00UXQNA0LFizA7t27nS4rp1RWVmL69OkAgKKiIkyZMgWnT592uKrcc+rUKezduxcNDQ1Ol5J1DPERsHv3blRWVqKmpsbpUvLCBx98gGuvvdbpMlzv9OnTmDBhQvzx+PHjGTAZ1NraiiNHjqC2ttbpUnLO+vXrsXr1ashy/kWa6nQBbrFs2TKcOXOm3/FVq1Zh8+bN2Lp1qwNV5ZZU5/jGG28EALz22mtQFAX19fXZLi/nJOu4zCtJmdHT04PGxkasWbMGRUVFTpeTU77++muUlZVhxowZ+O6775wuJ+sY4kPU1NSU9PjRo0fR2tqKRYsWAbAv6yxZsgTbt29HRUVFFit0v4HOccxHH32EvXv3oqmpiWEzAiZMmJBwW+L06dOorKx0sKLcpOs6GhsbsXDhQtx8881Ol5NzDh48iD179qClpQWRSATd3d145JFHsHHjRqdLywpugDLC5s2bhx07dqCsrMzpUnJKS0sLnn32Wbzzzjs8tyPEMAzMnz8fTU1NGD9+PBoaGvDiiy/i0ksvdbq0nCGEwKOPPoqSkhKsXbvW6XJy3nfffYetW7fm1cRXjsTJFZ5++mlEo1EsX74cAFBbW4unnnrK4arcTVVVrFu3DnfffTdM08TSpUsZ4CPswIED+PjjjzFt2rT41bqHHnoI1113ncOVUa7gSJyIiMil8m8qHxERUY5giBMREbkUQ5yIiMilGOJEREQuxRAnIiJyKYY4ERGRSzHEiXLAV199hbq6OixevBi//PJL2s8/cuQIPvvsswxUNrAffvgB9fX1mD9/PlasWIE///wzq69PlAsY4kQ54L333kNjYyN27tyJKVOmpP38I0eO4IsvvhjWaxuGkfZzhBBYvXo11q1bh127dmHOnDl50yaTaCSx2QuRy61fvx7bt29HWVkZqqqq4n2je3p6AACNjY24/vrrYRgGVq5ciY6ODkQiEcycORNPPvkkenp6cOutt6K7uxsTJ07ElVdeiWXLlmHp0qXxDSVaW1vjj2P/fccdd2Dfvn2or6/H0qVL8dJLL2H//v3QdR3Tpk3DE088gcLCwqQ1Hz58GGvWrEFzczMAoL29HTfccAMOHTqUnZNGlCPYdpXI5dasWYMjR45gxYoVmD17Nu666y5s2bIFlZWV+P3339HQ0IDm5mYUFxdj48aNKC0tjff0/uCDD3DbbbehsbERe/fuxcsvvwzADu1UOjs7MXXqVNx///0AgE2bNqG4uBg7duwAALzwwgvYsmULHnzwwaTPb2trQ1VVVfxxWVkZLMtCZ2cnxo4dOxKnhSgvMMSJcsihQ4fQ2tqKe+65J35MkiScPHkSl112GbZu3YqWlhZYloWzZ8+ioKBgWK/j9XpRV1cXf7xnzx50d3dj165dAIBoNIqampq/9maIaFAMcaIcIoRAdXU1tm3b1u9nO3fuxIEDB7Bt2zYUFRXh9ddfx4kTJ5L+HVVVE/Ybj0QiCT/3+XwJ28EKIfD4449j7ty5Q6rzggsuwG+//RZ/3N7eDkmSOAonShMnthHlkMsvvxwnT57Et99+Gz92+PBhCCEQCARQWlqKoqIiBAKB+P1oAPFjMePGjYOu6zh58iQAJPxuMvPmzUNTUxPC4TAAoLu7G8ePHx/w92fMmIFwOIzvv/8egD0xr+/InoiGhiFOlENKSkqwadMmvPrqq6ivr0ddXR1eeeUVCCGwePFi9PT0YMGCBXjggQcwe/bs+PPmzp2LUCiE+vp6PPPMM1BVFWvXrsXy5ctx5513QlGUlK977733oqamBg0NDVi4cCFuv/32lCEuyzKef/55PPnkk7j55puxf/9+PPzwwyN2HojyBWenExERuRRH4kRERC7FiW1ElDHr1q3Djz/+mHBMURR8+OGHDlVElFt4OZ2IiMileDmdiIjIpRjiRERELsUQJyIicimGOBERkUsxxImIiFzq/wGOsaX1P2NApgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=[m.eig(x) for x in Xe])\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_1')\n",
"plt.title(\"Expected Information Gain\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Learning Curves: Active vs. Passive Learning\n"
]
},
{
"cell_type": "code",
"execution_count": 339,
"metadata": {},
"outputs": [],
"source": [
"N_simulation = 5\n",
"min_samples = 50\n",
"max_samples = 200"
]
},
{
"cell_type": "code",
"execution_count": 341,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>feature_0</th>\n",
" <th>feature_1</th>\n",
" <th>feature_2</th>\n",
" <th>feature_3</th>\n",
" <th>feature_4</th>\n",
" <th>feature_5</th>\n",
" <th>feature_6</th>\n",
" <th>feature_7</th>\n",
" <th>feature_8</th>\n",
" <th>...</th>\n",
" <th>feature_12</th>\n",
" <th>feature_13</th>\n",
" <th>feature_14</th>\n",
" <th>feature_15</th>\n",
" <th>feature_16</th>\n",
" <th>feature_17</th>\n",
" <th>feature_18</th>\n",
" <th>feature_19</th>\n",
" <th>feature_20</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.544194</td>\n",
" <td>0.306911</td>\n",
" <td>-0.898839</td>\n",
" <td>-0.541568</td>\n",
" <td>-0.261437</td>\n",
" <td>0.296147</td>\n",
" <td>-0.167019</td>\n",
" <td>0.489143</td>\n",
" <td>...</td>\n",
" <td>-0.275864</td>\n",
" <td>-0.166213</td>\n",
" <td>-0.080238</td>\n",
" <td>0.807912</td>\n",
" <td>0.486783</td>\n",
" <td>0.23499</td>\n",
" <td>0.293296</td>\n",
" <td>0.141586</td>\n",
" <td>0.068349</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" index feature_0 feature_1 feature_2 feature_3 feature_4 feature_5 \\\n",
"0 0 1.0 -0.544194 0.306911 -0.898839 -0.541568 -0.261437 \n",
"\n",
" feature_6 feature_7 feature_8 ... feature_12 feature_13 feature_14 \\\n",
"0 0.296147 -0.167019 0.489143 ... -0.275864 -0.166213 -0.080238 \n",
"\n",
" feature_15 feature_16 feature_17 feature_18 feature_19 feature_20 \\\n",
"0 0.807912 0.486783 0.23499 0.293296 0.141586 0.068349 \n",
"\n",
" label \n",
"0 0 \n",
"\n",
"[1 rows x 23 columns]"
]
},
"execution_count": 341,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(1)"
]
},
{
"cell_type": "code",
"execution_count": 342,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4e3a6a9eaf5843759ac63b94ece675be",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=5)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3243220c8bb247dc9bbd2e260e11735b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cec75a3e069e4747ad06274c4181f3f5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "03a3f7d112864cbda83d56e675692c0e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "1fdac62a4f064421ab1fd327478bcbd6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rspeare/anaconda/lib/python3.5/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 due to no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "44a1a5ec72574478b5dc946d8c3585aa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['sampled'] = False\n",
"model_trace = []\n",
"for j in log_progress(range(N_simulation)):\n",
" df[\"priority\"] = np.random.rand(df.shape[0])\n",
" df = df.sort_values(by='priority')\n",
" indices = list(range(min_samples))\n",
" for i in log_progress(range(min_samples, max_samples, 1)):\n",
" d = {\"n_sample\": i, 'simulation': j}\n",
" train = df.iloc[indices]\n",
" m = LogisticReg(n_jobs=1)\n",
" m.fit(train[features], train['label'])\n",
" d['f1'] = metrics.f1_score(df['label'], m.predict(df[features]))\n",
" d['auc'] = metrics.roc_auc_score(df['label'], m.predict(df[features]))\n",
" indices.append(np.argmax([m.eig(x[1]) for x in df[features].iterrows()]))\n",
" model_trace.append(d)\n",
" \n",
"active_learning_results = pd.DataFrame(model_trace)"
]
},
{
"cell_type": "code",
"execution_count": 359,
"metadata": {},
"outputs": [],
"source": [
"active_learning_results.to_csv('95_05_active_learning.csv')"
]
},
{
"cell_type": "code",
"execution_count": 372,
"metadata": {},
"outputs": [],
"source": [
"active_learning_report = active_learning_results.groupby('n_sample').agg({'auc':['mean', 'std', 'count']})['auc'].reset_index()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 345,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "fc19732b00b94133a1e51dec5a355a9b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=5)))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_trace = []\n",
"for j in log_progress(range(N_simulation)):\n",
" df[\"priority\"] = np.random.rand(df.shape[0])\n",
" df = df.sort_values(by='priority')\n",
" for i in range(min_samples, max_samples, 1):\n",
" d = {\"n_sample\": i, 'simulation': j}\n",
" train = df.iloc[:i]\n",
" m = LogisticReg(n_jobs=1)\n",
" m.fit(train[features], train['label'])\n",
" d['f1'] = metrics.f1_score(df['label'], m.predict(df[features]))\n",
" d['auc'] = metrics.roc_auc_score(df['label'], m.predict(df[features]))\n",
" model_trace.append(d)\n",
" \n",
"random_learning_results = pd.DataFrame(model_trace)\n",
"random_learning_report = random_learning_results.groupby('n_sample').agg({'auc':['mean', 'std', 'count']})['auc'].reset_index()\n"
]
},
{
"cell_type": "code",
"execution_count": 360,
"metadata": {},
"outputs": [],
"source": [
"random_learning_results.to_csv('95_05_random_learning.csv')"
]
},
{
"cell_type": "code",
"execution_count": 371,
"metadata": {},
"outputs": [],
"source": [
"random_learning_report = random_learning_results.groupby('n_sample').agg({'auc':['mean', 'std', 'count']})['auc'].reset_index()\n"
]
},
{
"cell_type": "code",
"execution_count": 373,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.fill_between(random_learning_report[\"n_sample\"], \n",
" random_learning_report[\"mean\"]-random_learning_report[\"std\"]/random_learning_report[\"count\"], \n",
" y2=random_learning_report[\"mean\"]+random_learning_report[\"std\"]/random_learning_report[\"count\"], \n",
" label='random learning curve', alpha=0.5)\n",
"plt.fill_between(active_learning_report[\"n_sample\"], \n",
" active_learning_report[\"mean\"]-active_learning_report[\"std\"]/active_learning_report[\"count\"], \n",
" y2=active_learning_report[\"mean\"]+active_learning_report[\"std\"]/active_learning_report[\"count\"], \n",
" label='active learning curve', alpha=0.5)\n",
"plt.ylabel(\"AUC Classifier Score\")\n",
"plt.xlabel('Number of Samples')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def log_progress(sequence, every=None, size=None, name='Items'):\n",
" from ipywidgets import IntProgress, HTML, VBox\n",
" from IPython.display import display\n",
"\n",
" is_iterator = False\n",
" if size is None:\n",
" try:\n",
" size = len(sequence)\n",
" except TypeError:\n",
" is_iterator = True\n",
" if size is not None:\n",
" if every is None:\n",
" if size <= 200:\n",
" every = 1\n",
" else:\n",
" every = int(size / 200) # every 0.5%\n",
" else:\n",
" assert every is not None, 'sequence is iterator, set every'\n",
"\n",
" if is_iterator:\n",
" progress = IntProgress(min=0, max=1, value=1)\n",
" progress.bar_style = 'info'\n",
" else:\n",
" progress = IntProgress(min=0, max=size, value=0)\n",
" label = HTML()\n",
" box = VBox(children=[label, progress])\n",
" display(box)\n",
"\n",
" index = 0\n",
" try:\n",
" for index, record in enumerate(sequence, 1):\n",
" if index == 1 or index % every == 0:\n",
" if is_iterator:\n",
" label.value = '{name}: {index} / ?'.format(\n",
" name=name,\n",
" index=index\n",
" )\n",
" else:\n",
" progress.value = index\n",
" label.value = u'{name}: {index} / {size}'.format(\n",
" name=name,\n",
" index=index,\n",
" size=size\n",
" )\n",
" yield record\n",
" except:\n",
" progress.bar_style = 'danger'\n",
" raise\n",
" else:\n",
" progress.bar_style = 'success'\n",
" progress.value = index\n",
" label.value = \"{name}: {index}\".format(\n",
" name=name,\n",
" index=str(index or '?')\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from sklearn.linear_model import LogisticRegression\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"from sklearn.datasets import make_classification\n",
"import seaborn as sns\n",
"from sklearn import metrics as metrics\n",
"%matplotlib inline\n",
"df = pd.read_csv(\"validated_pairs.csv\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Goal: Extend Sklearn Logistic Regression w/ Fisher Information for Active Learning\n",
"- coefficient p values, z scores and variance\n",
"- Fisher Information\n",
"- expected information gain for new sample or set of samples X\n",
"\n",
"### To do\n",
"- [ ] Show active learning spatial distribution (similar to D-optimal, E-optimal experimental design)\n",
"- [ ] Implement linear program for relaxed Optimal Experimental Design"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"import numpy as np\n",
"import scipy.stats as stat\n",
"\n",
"class LogisticReg(LogisticRegression):\n",
" \"\"\" Wrapper class for scikit-learn's Logistic Regression classifier.\n",
" \n",
" New Attributes:\n",
" --------------- \n",
" coef_sigma_: array, shape (1, n_features)\n",
" Expected Standard Deviation / confidence intervals of coefficients in\n",
" the decision function\n",
" \n",
" coef_z_scores_: array, shape (1, n_features)\n",
" Z-scores (z = beta/sigma_sigma) for the coefficients in decision function\n",
" \n",
" coef_p_values_: array, shape (1, n_features)\n",
" One-sided p-value estimates for coefficients\n",
" \n",
" F_ij_: array, shape(n_feature, n_features)\n",
" Fisher information matrix, represented as the hessian d/dx_i d/dx_j\n",
" of the log likelihood\n",
" \n",
" \n",
" Methods:\n",
" -------------\n",
" This class exposes an expected information gain for some new data\n",
" matrix of examples as well, through the following method:\n",
" \n",
" self.eig(X)\n",
" \n",
" The returned value is the difference in Fisher information between\n",
" prior (fitted values) and new values\n",
" \n",
" H(X_new + X_train) >= H(X_old)\n",
" \n",
" matrix (poster = prior + new_data X)\n",
" \"\"\"\n",
" \n",
" def __init__(self, penalty='l2', dual=False, tol=1e-4, C=1.0,\n",
" fit_intercept=True, intercept_scaling=1, class_weight=None,\n",
" random_state=None, solver='lbfgs', max_iter=100,\n",
" multi_class='ovr', verbose=0, warm_start=False, n_jobs=None):\n",
" super(LogisticReg, self).__init__(penalty=penalty, dual=dual, tol=tol, C=C,\n",
" fit_intercept=fit_intercept, intercept_scaling=intercept_scaling, class_weight=class_weight,\n",
" random_state=random_state, solver=solver, max_iter=max_iter,\n",
" multi_class=multi_class, verbose=verbose, warm_start=warm_start, n_jobs=n_jobs)\n",
"\n",
" def fit(self,X,y, fisher=True, pvalues=True):\n",
" super(LogisticReg, self).fit(X,y)\n",
" # Get p-values for the fitted model #\n",
" self.F_ij_ = self._get_fisher_information_matrix(X) if fisher else None\n",
" self.fisher_info = np.log(np.linalg.det(self.F_ij_)) if fisher else None\n",
" self.coef_p_values_, self.coef_sigma_, self.coef_z_scores_ = self._get_p_values(self.F_ij_) if pvalues else None\n",
" \n",
" def _get_p_values(self, F_ij):\n",
" Cramer_Rao = np.linalg.inv(F_ij) ## Inverse Information Matrix\n",
" sigma_estimates = np.sqrt(np.diagonal(Cramer_Rao))\n",
" z_scores = self.coef_[0]/sigma_estimates # z-score for each model coefficient\n",
" p_values = [stat.norm.sf(abs(x))*2 for x in z_scores] ### two tailed test for p-values\n",
" return p_values, sigma_estimates, z_scores\n",
" \n",
" def _get_fisher_information_matrix(self, X):\n",
" # to do - add in the appropriate prior\n",
" if len(X.shape)<2:\n",
" X=np.matrix(X)\n",
" D_ii = (2.0*(1.0+np.cosh(self.decision_function(X))))\n",
" D_ii = np.tile(D_ii,(X.shape[1],1)).T\n",
" F_ij = np.dot((X/D_ii).T,X) ## Fisher Information Matrix\n",
" F_ij += np.diag(np.ones(F_ij.shape[0])) / self.C # prior regularization\n",
" return F_ij\n",
" \n",
" def eig(self, X, single=False):\n",
" \"\"\"\n",
" EIG: Expected information gain for samples X\n",
" This X can be a numpy array, matrix or pandas Dataframe.\n",
" \n",
" Feature dimensions must match that of the training set for this model\n",
" \"\"\"\n",
" new_F_ij = self._get_fisher_information_matrix(X)\n",
" new_info = np.log(np.linalg.det(self.F_ij_ + new_F_ij))\n",
" return new_info-self.fisher_info"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show Spatial Prioritization in Standard Classification Problem\n"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.datasets import make_classification\n",
"import pandas as pd\n",
"from sklearn.preprocessing import PolynomialFeatures"
]
},
{
"cell_type": "code",
"execution_count": 354,
"metadata": {},
"outputs": [],
"source": [
"X, Y = make_classification(n_samples=10**4, n_features=6, n_informative=2, n_redundant=1, n_classes=2)\n",
"features = [\"feature_{}\".format(x) for x in range(X.shape[1])]\n",
"df = pd.DataFrame(X, columns=features).reset_index()\n",
"df[\"label\"] = Y"
]
},
{
"cell_type": "code",
"execution_count": 355,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('sample_data_no_skew.csv')"
]
},
{
"cell_type": "code",
"execution_count": 356,
"metadata": {},
"outputs": [],
"source": [
"m = LogisticReg()\n",
"m.fit(df[features][:100], df['label'][:100])"
]
},
{
"cell_type": "code",
"execution_count": 357,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=Y)\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_11')\n",
"plt.title(\"Class Distribution\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 358,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=[m.eig(x) for x in X])\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_1')\n",
"plt.title(\"Expected Information Gain\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Show Learning Curves in Skewed, Complex Classification Problem"
]
},
{
"cell_type": "code",
"execution_count": 331,
"metadata": {},
"outputs": [],
"source": [
"X, Y = make_classification(n_samples=10**3, n_features=5, n_informative=3, n_redundant=0, \n",
" n_clusters_per_class=3,n_classes=2, weights=(0.95, 0.05))\n",
"poly = PolynomialFeatures(2)\n",
"Xe = poly.fit_transform(X)\n",
"features = [\"feature_{}\".format(x) for x in range(Xe.shape[1])]\n",
"df = pd.DataFrame(Xe, columns=features).reset_index()\n",
"df[\"label\"] = Y"
]
},
{
"cell_type": "code",
"execution_count": 332,
"metadata": {},
"outputs": [],
"source": [
"df.to_csv('sample_data_95_05_skew.csv')"
]
},
{
"cell_type": "code",
"execution_count": 333,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>feature_0</th>\n",
" <th>feature_1</th>\n",
" <th>feature_2</th>\n",
" <th>feature_3</th>\n",
" <th>feature_4</th>\n",
" <th>feature_5</th>\n",
" <th>feature_6</th>\n",
" <th>feature_7</th>\n",
" <th>feature_8</th>\n",
" <th>...</th>\n",
" <th>feature_12</th>\n",
" <th>feature_13</th>\n",
" <th>feature_14</th>\n",
" <th>feature_15</th>\n",
" <th>feature_16</th>\n",
" <th>feature_17</th>\n",
" <th>feature_18</th>\n",
" <th>feature_19</th>\n",
" <th>feature_20</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.544194</td>\n",
" <td>0.306911</td>\n",
" <td>-0.898839</td>\n",
" <td>-0.541568</td>\n",
" <td>-0.261437</td>\n",
" <td>0.296147</td>\n",
" <td>-0.167019</td>\n",
" <td>0.489143</td>\n",
" <td>...</td>\n",
" <td>-0.275864</td>\n",
" <td>-0.166213</td>\n",
" <td>-0.080238</td>\n",
" <td>0.807912</td>\n",
" <td>0.486783</td>\n",
" <td>0.23499</td>\n",
" <td>0.293296</td>\n",
" <td>0.141586</td>\n",
" <td>0.068349</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" index feature_0 feature_1 feature_2 feature_3 feature_4 feature_5 \\\n",
"0 0 1.0 -0.544194 0.306911 -0.898839 -0.541568 -0.261437 \n",
"\n",
" feature_6 feature_7 feature_8 ... feature_12 feature_13 feature_14 \\\n",
"0 0.296147 -0.167019 0.489143 ... -0.275864 -0.166213 -0.080238 \n",
"\n",
" feature_15 feature_16 feature_17 feature_18 feature_19 feature_20 \\\n",
"0 0.807912 0.486783 0.23499 0.293296 0.141586 0.068349 \n",
"\n",
" label \n",
"0 0 \n",
"\n",
"[1 rows x 23 columns]"
]
},
"execution_count": 333,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(1)"
]
},
{
"cell_type": "code",
"execution_count": 334,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1000, 23), (1000, 23))"
]
},
"execution_count": 334,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape, df.dropna().shape"
]
},
{
"cell_type": "code",
"execution_count": 335,
"metadata": {},
"outputs": [],
"source": [
"m = LogisticReg()\n",
"m.fit(df[features][:100], df['label'][:100])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Distribution of Data - Colored by Class membership"
]
},
{
"cell_type": "code",
"execution_count": 336,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=Y)\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_11')\n",
"plt.title(\"Class Distribution\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Distribution of Data - Colored by Expected information Gain"
]
},
{
"cell_type": "code",
"execution_count": 337,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(X[:,0], X[:,1], c=[m.eig(x) for x in Xe])\n",
"plt.xlabel('feature_0')\n",
"plt.ylabel('feature_1')\n",
"plt.title(\"Expected Information Gain\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Learning Curves: Active vs. Passive Learning\n"
]
},
{
"cell_type": "code",
"execution_count": 339,
"metadata": {},
"outputs": [],
"source": [
"N_simulation = 5\n",
"min_samples = 50\n",
"max_samples = 200"
]
},
{
"cell_type": "code",
"execution_count": 341,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>feature_0</th>\n",
" <th>feature_1</th>\n",
" <th>feature_2</th>\n",
" <th>feature_3</th>\n",
" <th>feature_4</th>\n",
" <th>feature_5</th>\n",
" <th>feature_6</th>\n",
" <th>feature_7</th>\n",
" <th>feature_8</th>\n",
" <th>...</th>\n",
" <th>feature_12</th>\n",
" <th>feature_13</th>\n",
" <th>feature_14</th>\n",
" <th>feature_15</th>\n",
" <th>feature_16</th>\n",
" <th>feature_17</th>\n",
" <th>feature_18</th>\n",
" <th>feature_19</th>\n",
" <th>feature_20</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>1.0</td>\n",
" <td>-0.544194</td>\n",
" <td>0.306911</td>\n",
" <td>-0.898839</td>\n",
" <td>-0.541568</td>\n",
" <td>-0.261437</td>\n",
" <td>0.296147</td>\n",
" <td>-0.167019</td>\n",
" <td>0.489143</td>\n",
" <td>...</td>\n",
" <td>-0.275864</td>\n",
" <td>-0.166213</td>\n",
" <td>-0.080238</td>\n",
" <td>0.807912</td>\n",
" <td>0.486783</td>\n",
" <td>0.23499</td>\n",
" <td>0.293296</td>\n",
" <td>0.141586</td>\n",
" <td>0.068349</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" index feature_0 feature_1 feature_2 feature_3 feature_4 feature_5 \\\n",
"0 0 1.0 -0.544194 0.306911 -0.898839 -0.541568 -0.261437 \n",
"\n",
" feature_6 feature_7 feature_8 ... feature_12 feature_13 feature_14 \\\n",
"0 0.296147 -0.167019 0.489143 ... -0.275864 -0.166213 -0.080238 \n",
"\n",
" feature_15 feature_16 feature_17 feature_18 feature_19 feature_20 \\\n",
"0 0.807912 0.486783 0.23499 0.293296 0.141586 0.068349 \n",
"\n",
" label \n",
"0 0 \n",
"\n",
"[1 rows x 23 columns]"
]
},
"execution_count": 341,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(1)"
]
},
{
"cell_type": "code",
"execution_count": 342,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "4e3a6a9eaf5843759ac63b94ece675be",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=5)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3243220c8bb247dc9bbd2e260e11735b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cec75a3e069e4747ad06274c4181f3f5",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "03a3f7d112864cbda83d56e675692c0e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"model_id": "1fdac62a4f064421ab1fd327478bcbd6",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rspeare/anaconda/lib/python3.5/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 due to no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "44a1a5ec72574478b5dc946d8c3585aa",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=150)))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df['sampled'] = False\n",
"model_trace = []\n",
"for j in log_progress(range(N_simulation)):\n",
" df[\"priority\"] = np.random.rand(df.shape[0])\n",
" df = df.sort_values(by='priority')\n",
" indices = list(range(min_samples))\n",
" for i in log_progress(range(min_samples, max_samples, 1)):\n",
" d = {\"n_sample\": i, 'simulation': j}\n",
" train = df.iloc[indices]\n",
" m = LogisticReg(n_jobs=1)\n",
" m.fit(train[features], train['label'])\n",
" d['f1'] = metrics.f1_score(df['label'], m.predict(df[features]))\n",
" d['auc'] = metrics.roc_auc_score(df['label'], m.predict(df[features]))\n",
" indices.append(np.argmax([m.eig(x[1]) for x in df[features].iterrows()]))\n",
" model_trace.append(d)\n",
" \n",
"active_learning_results = pd.DataFrame(model_trace)"
]
},
{
"cell_type": "code",
"execution_count": 359,
"metadata": {},
"outputs": [],
"source": [
"active_learning_results.to_csv('95_05_active_learning.csv')"
]
},
{
"cell_type": "code",
"execution_count": 372,
"metadata": {},
"outputs": [],
"source": [
"active_learning_report = active_learning_results.groupby('n_sample').agg({'auc':['mean', 'std', 'count']})['auc'].reset_index()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 345,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "fc19732b00b94133a1e51dec5a355a9b",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value=''), IntProgress(value=0, max=5)))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model_trace = []\n",
"for j in log_progress(range(N_simulation)):\n",
" df[\"priority\"] = np.random.rand(df.shape[0])\n",
" df = df.sort_values(by='priority')\n",
" for i in range(min_samples, max_samples, 1):\n",
" d = {\"n_sample\": i, 'simulation': j}\n",
" train = df.iloc[:i]\n",
" m = LogisticReg(n_jobs=1)\n",
" m.fit(train[features], train['label'])\n",
" d['f1'] = metrics.f1_score(df['label'], m.predict(df[features]))\n",
" d['auc'] = metrics.roc_auc_score(df['label'], m.predict(df[features]))\n",
" model_trace.append(d)\n",
" \n",
"random_learning_results = pd.DataFrame(model_trace)\n",
"random_learning_report = random_learning_results.groupby('n_sample').agg({'auc':['mean', 'std', 'count']})['auc'].reset_index()\n"
]
},
{
"cell_type": "code",
"execution_count": 360,
"metadata": {},
"outputs": [],
"source": [
"random_learning_results.to_csv('95_05_random_learning.csv')"
]
},
{
"cell_type": "code",
"execution_count": 371,
"metadata": {},
"outputs": [],
"source": [
"random_learning_report = random_learning_results.groupby('n_sample').agg({'auc':['mean', 'std', 'count']})['auc'].reset_index()\n"
]
},
{
"cell_type": "code",
"execution_count": 373,
"metadata": {},
"outputs": [
{
"data": {
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1uHJu3riJPe/tiG4uVD2fSz/zCX79yC9Y89mrKJ07k4G+fp7+3k/48n/eR+3fP6Ju50Ei4QjhYAhrro2lF62kcnl0o6BXnnyBypqFzD9rMX/779doOnCMX8s/59prb+Saa64f1b+DkRCBXxCEKS2ohAhEgthNibs+m3wt9IZ9HOtpZF7+7HEtmy88QFu/e8yT1MJKGI/ipbkvPj2uVTIxEDrVJX7VF67FkmMlHArz9Pd+woKzl4Km8uenXuJ/f/d28p0F+H0DWHKs1Fy6alCXfP3e6NBA0YxilIiCp70bR3EB+7fUsmjVUpSIwuvP/okbvv6/seblsG9zLe/8z+usu33oYPbnDS/xic9dQ0FJES11Tbz2zB+56Tu3MXP+bG793p1IksTOv33I5o1/57Kboqnb2+pbuOORrxKOqNT+/SPaG1v5x4e+gl6v4+f/9BhnX3EeeYX5g96n293Fp778GdZ+4TpeeuI3HPxwD0svqGHjL17gqs9fy8yqCt7+778kLGPdroMc+mgft37vTgwmI35f8iXiLUca+cLDX8WSY+Xgtr3s31xL5fIFKJEI9fvquPJzn2LXO9swWU3c9tDX+FjZBdx55xdYtWo1TufCpNcfCxH4BUGYsjRNY2f7bvrCPs4vPQerwTroeVVTafG1ojPBYe9RynJKsAyzdjydvMEeWvvbEuY8yaRtf32fQx/tA6CvuwePu5OBvn7KF8wm3xmdRGfJsQ53CQAWrVrGgS27Oe+Tl7B/y26uueuzdLd10NHs5vn1GwDQVBVb/tBjzaFAkJbDjbz0xPOxY0o4EivbH37yPP3ePpSIgt15ajvayppFGEwGwpHoDU3F4nmYrdHPrWhGMT2d3rjAn+904KooA6Bk9gx6Oj0E+v2EAqHYUMaS85ZzZOeBuHLW762j+qKzMJiMKf9+Zi+tjJ03r3o+rz/3CpFwhKO1hyhfMBuD0cCxPYdpb2zj4Id7+Y3xF/T3+2hubmL5chH4BUEQRuWwt45Of3T295a27ZxftgqT7lSmz46BToKRIFaTCUWNsL/7ENVFiwmrYULKiR81REgJE1ZDBJUQc/IqyDHaxlSukBJme3vtuAf9hv1Hqd9bx/+5/0sYTEZ+/cgviIQjoA2dYG0oi85dxktPPM/8s5cgSVBQUkR7UxtFM4q59Xt3pnQNTdMwWS0Jc9+//uyfWPWJC6lauYiG/Ud596U3Y88ZTYOzteoMp0KZJEmoanwPiu607K2yLBMJhYfZSDi+nCT49ciyHPsMI+HB2wsbTiuj3mhg1sI5HNt9mP1ball83onNkDT4+C2fZMGKJYMm92WaCPyCIGTUcV8bQSUUd1zRlBNrvhN/AS8pWIBBZ0jwTGo6Bro47D0WezwQHmBr23bOca2IZYRr9g3uGm/1tSVd3qaX9SwqmD/oWEgJYdQNnzr8dLUde/CH/Smfny7BgQBmmwWDyUjX8XZa6poAmFFZzmu/+iPeju5BXf1Gi4mgP/HMeYerEEmWeO/lt1h0bjUAhaVFDPT103y4kZlVs1AiCt1tnThnuhJew2Qxk+90sH/rbhatWoamabQ3teGaVUpwIECOIzo3YPe72zPw2wCLzYLRbKTlSCMzKmexb0vitPJzllXx3h/eYsl5y2Nd/ZYcK3ang7b6FsrmlXNg655h32vx6mp2vbON1mMtXH3HDbHrbn9rC5VLoy38xsYGnM5iILMplkXgFwQhY1p8rexsH112TZfVSaltcMDY5t5J+2nrvAEkJCRJRi/r0Et61BNJaMJadOez0/UGe3n3+BbOKl6O1WAdVea3Vl8bCx1Vg1rI29w7me+oTLje/ExHvMcGrVUfT3Or57Pj7a3813d/TGFJETPmRTdRs+blcNU/XsOLj/8aTdOw5uXwv/7p81SuWMRLT/yGw9v38/Fbro673uJzq3nrt3/m4ke/BYBOr+e6r9zE68+9QnAggKqqnPPxC4YM/AD/cOen+cvTL/P+y2+jKAqLV1fjmlXKhddexh+e+A05jjxmzJtFT4cnI7+Ttbddz5+fegmD0UDFormYrPFDPfOq59Pe0MqG7/0EnV7PvOXz+diNV3LuVRfy0k9+y573dlKxeO6w7zNnaRV/+vn/ULVyETp9NPSuuORsejo9/OL/+xG/MTxJfr6DH/wgPtFduol1/FluOq4vnuymar1gZHXrDfXx/vGtKOroZquX586g2rkk9lhRFV5v/Nuor3c6WZIpMDtiwwCprAk/3erScyi0RMecvcEe3mvZgklv4sKy1Zj1Q28Y09jbzO7OfWMr/AiNtG6TRbrqFQoEMZqjn9kHf3oHX08vV/zvT475uiNh0pu4fNYlscdiHb8gCJNOSAnzkXvXmIJ0u39wa7zD35WWoA/RSX0ng/5oHO9vjQX++t5od3kwEmRHx27OLVmZcFlgc99xdnftjzsuTKwjOw/ywSvvoCoK9iIHVw+zAsFisDAnbxb7ug/F9SaNVr7ZzgrnsrRcK1Ui8AuCMGaqpnLEe5QWXxsRNUJEjYx5iVowEqQn2BdbhjdR3eOJtPa7WVK4kLAaodXnjh3v9nfzbsvmWG55WdJhlA3oZR0tvta0BQshfRavrmbx6uqUzq3Kn0d5bhmyJLOn68CoPk+bwYZRZ0QnyRRaCphrrxj3/BEi8AuCMCb+SICd7bvpDqR/DLbD34ndlBud9JVFgT+shOkY6KQv3I96RuKdkxn4hPEhSzpyT1tloWgqihpB0VR0J+Z9yKfNx1A1lYimoKgKWoJppYqqJLxpzTXmMDOnFICKvOjciMa+ZsJqBEVVMOmMWPQWjDpjNNuiGkE97foFZgelNhc2Q/KlgJkmAr8gCKPWPtDBro69hBLM2k+HjoFOKvPn4Al6M/Yeo9Xsa43tIidMnIUFVcyxz0rb9VRNJagE6Q8PsL/7ML3BXgAWOCoHTeisyCuP3QBMNiLwC8IUE1YjyEgJtzJNF1VTOeSpo66nPqPd156gl7ASzqpu/pPa+t3JTxIyqsBSwOw0B19ZkrHoLVj0Fi4oc3DIU4cn4MVlK07r+0wkEfgFYQrRNI1dHXuQJZmVxamNWybSPtCBLzxAWAkPyiFvCxno9PTSHx4Yly5tTdPoDHTj7s++wC+MXpVjXqy1HFbC7OnaT5e/O/Z8ee4MDLKB+t7GIeeKGGQ9ywuWjDjx0EjIkszCgqoxz1fJNiLwC8IUcsR7DHd/OwBHTXbm2itGfI3+8ADb3DsTZpWzRsZ/adixnkb6wxOze56QfjNySpnvmBd7bNIZObfkLOp66mnxtbKkcGEsH8KsvJkc9BzBF4r//GtKF2GNjM92uxOxeVMmicAvCJNYRI0gnejWbx/o5JD31P7qB7oPYTfmUphCUpnTHfLUjXsq2eF4MjBpUJgYDrODZUWL445LkkRl/hwq8+cMOm4zWIfsuXI6pm6+jEwTgV8QJqmQEubd45vxh/3oZF00WJ8WsDVN46P2XawqWUm+yZ7SNftCPo73D5+yVpg6DLLh1CxzCfSSHoPOgElnJMdgw2awYZANKFoERVXRONXlHZ09H50Zr5N06CQZnaw/8V9ddPa8qgwaKnKY8jM690RIjQj8gjAJaZrGzo7dsXzvQyW2CSthtrR+xNmumljCmeEc9BwRa82nA0miPKeMhQVVI9pjQJgaROAXhEnoiPcYHSnmmY+oET50b+ds1wqKLIVDnucN9sTmBwjjSy/rcZhPbSOraiqKFl1PHm1NR1vJyonjRtmA1WDBrDOjaAoRNYKGhkVvwaq3IEsSQSVESAmRn2/D1xscNE5tN+Wl3AskTD0i8AvCJOMe6Bg0lp8KRVXY5t7JOa6ahGP+vlA/H7l3pauIwghIkkRNcTXF1qKMXN/pzKVDEmPhwilTa6qiIExxHQNdbHfXjqo7XlEVPnTvxBPwDjreF/KxuW0bgUggXcUURmBhwfyMBX1BSES0+AVhkujye/iofWdcitiRUNQIH7btYLa9HAkJDWjobcq6rHjpVGApQEYa06Y8mTIzd8aollwKwliIwC8Ik4CiKnzk3pmW3enCapjDnqNpKFX2m5U3kyWFC9E0jQ/dOwYliZloFXnlLC5cMNHFEKYhEfgFYRLoDngJq+GJLsaEc1qLyDXkxB0/OcEtokaQZR0GWY/DlM/M3LLoCRKc7VrB1rYdCfMCyBnM/hb/XjKLCxdM2jzvwuQnAr8gTAId/tRm8E91iwrmk2uMD/yp0Mt6znGt4N3jWxgID8SO2015rFv4MfY1HqPF10qHvytjSxplSeYs1woxpi9MKBH4BWGCqJrK0Z4GVE1BQmJe/pwhU4N2ZOH4dKoMOkPCesmSHEv8kkhPqG9QALYZbKMO+qeXpaZ4GR8c/zC6VE7WscK5DKPOwIycUmbklNLl91DbuXfQzUEys+0VdPm76QsNM3tekljuXCqCvjDhROAXhAmyr+sgDb1Nscc2g42ynJK48/yRAL5Jtse7LMkUW51U5M2k0Fwwqo1UtrZtH5SrwGV1pqVs+SY7Cwqq2N91kEUF88k5bS93gEKLg4tnnMdh71EGIv7TstJF19O39rsHfR4WvZlFBVVomsZBzxGO9TYm7DFYUrgg4ecrCONNBH5BmAAtvtZBQR+is+sTBYbJ0s1fmlPCfMc8DLIBg6wf88YmFbkzBwX+4jQFfoC59gokGHKcXSfrWFhQlfC5Elsx77Vsie3YVuWYF62rBIsLFzDXXoF6IvBraERUBdCwm/LSVn5BGAsR+AVhnPWFfOzu3B93vDvgoTfUR54xd9DxjoHs7+Z3mPNZXrQkrXnYi61OLHoz/kgAo86Iw5zeTHNzRrmMLs+YS5VjHge7D2Mz2piRUzroebPenI7iCULGZDTwb9q0iYcffhhVVbnxxhu54447Bj3/yCOPsGXLFgACgQBdXV1s27YNgJdeeomf/vSnANx5551ce+21AOzZs4fvfOc7BAIBLrnkEr773e9mdD9mQUiHjoEu9ncfIqSGCCvhIff3buhtGrR7maqpWbUELRGrwcrZrhVp33xFkiTKc2dwyFOH01qUVVujzrPPpn2gk9l55VlVLkFIRcYCv6IoPPjgg2zYsAGXy8UNN9zAmjVrqKysjJ3zz//8z7H/f/bZZ9m3bx8AXq+XJ554gt///vdIksR1113HmjVrsNvtPPDAAzz44IOsWLGC22+/nU2bNnHJJZdkqhqCkBbugfbhJ36d0OJrZaGjCoPOAETz52fzMj6drOccV03GNnopz53BYe/RtI3vp4skSawsXoZJZ5roogjCiGXsVrW2tpaKigrKy8sxGo2sW7eON998c8jzN27cyNVXXw3Au+++ywUXXEB+fj52u50LLriAv//977S3t+Pz+aipqUGSJK655pphrykI2aIzkFqrXVEVGvtaCKsRwmqE9hQ34pkoSwoXxE2OSyez3kyZrQTnMJsLTRSz3ix6G4VJKWMtfrfbTUnJqYlKLpeL2trahOe2tLTQ3NzM6tWrh3yt2+2OO15SUoLb7U5aFofDil4/efeAdjpzk580SU3Vup1eL384gOaOYDWk1jpsDDbQ2NEQe2y1ZVer8mR5ZtnLWFm+MOPvd7HjbEz6zG8dO1X/LcLUrdtUrRdktm4ZC/xaguUsQ90db9y4kSuvvBKdTjfsa0dyzdN5PKmvx802TmcuHR1Tc2etqVq3M+vV4mtloD84gSVKH6vNxEB/EIvBwizD7HH8/DL7+5uq/xZh6tZtqtYL0lO34W4cMhb4S0pKaGtriz12u90UFxcnPPfVV1/l/vvvH/TarVu3DnrtqlWr4q7Z1tY25DUFIVuM9+Q8vaxHI7ohz2gtKlyAzWBFJ+kGpbN1FuXR0x3ApDPG5iEIgjC5ZGyMf9myZdTX19PU1EQoFGLjxo2sWbMm7ryjR4/S29tLTU1N7NiFF17Iu+++S09PDz09Pbz77rtceOGFFBcXY7PZ2LlzJ5qm8Yc//IHLLrssU1UQpiFVUxkID8T9hMcQRLsS5IbPFLPezHll53Bh2bmjznLnMOcz116By+qkyFJAgdlx6seST47RJoK+IExiGWvx6/V67r//fm677TYUReH666+nqqqKxx9/nKVLl8YC9saNG1m7du2gLvv8/Hy+/OUvc8MNNwDFBiy4AAAgAElEQVRw1113kZ+fD8ADDzwQW8538cUXc/HFF2eqCsI0dKD7MMd6GuKOl9hcnOVaPuLr+SP+EaV+HTFJimWJyzXmck5JDZYT68gvKDuX3V37aek7PqJLzrPPTncpBUHIIpKWaOB8ipnM40BiHGv8tPha2dm+O+FzkiRxafmFWPSW2LEuvwebwRKXsOX0ejX1Hae2Y09Gyuu0FrHcuRSDrEfRVHSSHLemXNM0trfvoq2/PaVr5hpzuGjGeUPOncm2zyxdpmq9YOrWbarWCzI/xi8yTwgC0BPsY3fnviGf1zSN+tNS7Kqayt6u/ezs2JNw0ulJXSku4xsJWZJZVLiAc1w1mHRGZEkeMkWuJEmscC4jL8V0sXPts8USNUGY4kTgFyalgbCfQCQwpmuElBCt/W72dR3kQ/d2FFUZ9vymvpbYOc19x+kL+ejyd3PEezTh+Zqm0Z3uiX2SRE3xsmiu+RQDtE7WcbZrBSb98MsCLQaL2ERGEKYBkatfmFRa+93UeY/RE+zFZrCxuvRszEkCWiJhJcx7x7eOaPw9rIRp8bVSllPCIW9d7Phh71EKzAUUWhyDzj/sPYp/jDcnZ1pauJASm2vEr7PozZzjWsnm1g+JJJioKEs6qosWi/SzgjANiL9yYVI52H2EnmAvAP3hfra2bSekjDyl7e6u/aOadFff28jRnnqCkVPryjVN4yP3TtwDHbFjrf1uDg/REzBaVY55Q+4mlwq7KZezXSuQpcHJrKQTvQhFWZgdTxCE9BMtfmHS6Av56A/3n3Gsjw/btifsojbqjJRYi+M2j2nobaLV1xZ3fqpl8J1RBoCwGmabeycLHJXocyrY1bEn4Z7so2XRm6nKnzvm6xRaCqgpXspH7bXR8kkSy51LKbGJfBiCMF2IwC9MGqe3qE/nDfbgDfYkfE4v6ym1ucg/saWrqqkc6D48pnIMOZlP0zjYfZjjoeak8wVGqiynNG2T7kpsLtbOvjz2WEzmE4TpRQR+YdJwp7gk7XQRNUJTXwtNfS0ZKFFiyhBb7p6p2OqkMn9OLPBuc+8cNIRwupk5ZWkrH4hgLwjTmQj8wqQQiATwhnonuhhpIUs6FhVWMTtv1qDjVflz2dO5P+78fJM9ozvgCYIwvYjAL0wK7oGOtI6ZjzeH2cF8xzz0sg6zzhSX9Aeie88f7WmIm3Q4I7d0vIopCMI0IGb1C5PCUOP7k4XTUkCRpYB8kz1h0IdoYp4zJ/DJkkyZTaytFwQhfUTgF7JeWI2M+w536WY32VM6b0ZO6aDNdZyWQoy6zO9FLwjC9CG6+oWspKgKOzuiefNDagQ1xQlz2So/xcAvSRLLncvwBr0AFJgdSV4hCIIwMiLwC1mpL+xLeWOZbGc1WDGOYBtbuykXu2noDTYEQRDGQnT1C1nJF4pPkjNZpdraFwRBGA8i8AtZKVF2vMkqP8Wd8QRBEMaDCPxCVuoL+Sa6CGkjWvyCIGQTEfiFrDRVWvySJJFnFOP1giBkDxH4hayjqAoDEf9EFyMpnayHJKlvc405cZsECYIgTCQxq1/IOr5w/4Rl6ZMlHTaDNe54UAkSUkKDjs3OK8duymNn+x5ULfGmPKKbXxCEbCMCv5B1Jmp83yAbOMu1gkJL/Nr5Ln83m1u3xR5LkkRFXjkWvRljiYGP3LsIq+G419nFxD5BELKM6OoXss54je/L0qkueIvezHll5yQM+hDdx77QUhB77LIWYzmRerfQUsCq0pUJu/RFi18QhGwjWvxC1vEN0+K36M04rUUUmgvwBL3U9zSO6j3yzXbOcdWgk3T4lQBG2ZA0Ne58xzw+OJE6eHZe+eDrmexUFy1hR3tt7JjLVkyOQeyqJwhCdhGBX8g6fcO0+BcXLqDE5gKg1OZiIOynfYQb+BRbnawsro610HPk1IJzgdlBkaWQoBIa1Po/qSynhL6Qj9ZwC1WOuVTlzxP73guCkHVE4BeySrIZ/acvjZMkiRXFy/jg+If0hfoSnm/QGSizlcS63GVJpsRWjCyNbpRrQUElvcHE7wXRXoGFtgq0gdRT9AqCIIwnEfiFCRWIBNjVsZeVxdUYdIZhZ/QbZAMWveWMY3rOKVlB+0Bn3PkmnRGnpSity+nyTfZh1+VLkkSRrYCOgaFvDgRBECaSCPzChAlGQmxp244v5GN3135WFlcPO7Ev15iTsOvcordQccaYeyaNtrdAEAQhG4jAL0yIkBJmU/3O2ES+Vl8bjZYCBsLDdPOLHesEQRDGTAR+ISNCSijhLHlVU2nqa+GQpw69eXDrfV/XwYTJc04SqW8FQRDGLqN9lps2beLKK6/kiiuu4Mknn0x4zquvvsratWtZt24d3/zmNwHYvHkzn/rUp2I/y5Yt44033gDg29/+NmvWrIk9t3///kxWQRilA92H8QS8g46FlBDvHd/Cns79cVnwIDqxb7iJc7nGnLSXUxAEYbrJWItfURQefPBBNmzYgMvl4oYbbmDNmjVUVlbGzqmvr+fJJ5/k+eefx26309XVBcDq1at5+eWXAfB6vXz84x/nggsuiL3uvvvu4xOf+ESmii6MkaZptPs76Qn1ckHZuciSjKZp7OzYM2xgH44kSeQaROAXBEEYq4y1+Gtra6moqKC8vByj0ci6det48803B53zu9/9jptvvhm7PbrUqrCwMO46r732GhdddBEWiyXuOSE79Yb6CEaC9Ab7aOhtAqCup56OBDPvU5VjsInNbgRBENIgY4Hf7XZTUlISe+xyuXC73YPOqa+v59ixY3z2s5/l05/+NJs2bYq7zsaNG7n66qsHHXvsscf45Cc/ySOPPEIoFN9lLEys0xPqHPLUcdzXxiHPkTFdU4zvC4IgpEfSrn6/38/PfvYzmpubefTRR6mrq+PYsWNcfvnlw75OS7AW+8ylWIqi0NDQwLPPPktbWxs333wzr7zyCnl50Y1N2tvbOXToEBdeeGHsNd/4xjdwOp2Ew2H+5V/+hSeffJK777572LI4HFb0+snbWnQ6J1fQq+31YbWZYo8P9h/EYk2cDvf084Yzy+XCWTR5fg+T7TMbialat6laL5i6dZuq9YLM1i1p4H/ggQdwOp0cOHAAgJKSEr75zW8mDfwlJSW0tbXFHrvdboqLiwed43K5WLFiBQaDgfLycubMmUN9fT3V1dUA/PnPf+aKK67AYDiVBe3kNYxGI9dddx1PPfVU0kp6PANJz8lWTmcuHR2TJxlMSAnR1NWe0ra6VpuJgf5gStdVB3ST5vcw2T6zkZiqdZuq9YKpW7epWi9IT92Gu3FI2tV/6NAh7r333ljwtdlsqKqa9E2XLVtGfX09TU1NhEIhNm7cyJo1awadc/nll7NlyxYAuru7qa+vp7z8VCKWjRs3sm7dukGvaW9vB6I9Cm+88QZVVVVJyyKMnw5/V0pBf6REV78gCEJ6JG3xn97aBggGgwm78eMurNdz//33c9ttt6EoCtdffz1VVVU8/vjjLF26lMsuu4yLLrqI9957j7Vr16LT6bjvvvtwOKLbojY3N9Pa2sqqVasGXffee+/F4/GgaRoLFy7k+9///kjqK2RYotS5Y2XWm5PunCcIgiCkRtKSRPH169eTl5fHH//4R773ve+xYcMGFixYwD333DNeZRyzydwdNJm6szRN443GdxKu0U9kuK5+naxnUUG0N8esM+GyFSc8LxtNps9spKZq3aZqvWDq1m2q1guyoKv/nnvuQdM0bDYbP/zhD6muruYrX/nKmAokTE0HPUdSDvrJ5JvyqMgrpyKvfFIFfUEQhGw3bFe/oii8+OKL3Hnnndx5553jVSZhEmrsbabOeyxt1ysw56ftWoIgCMIpw7b4dTpdLIOeIAylY6CLPV3pTZ2cbxKBXxAEIROSdvWff/75/OUvfxmPsgiTkC/Uz4722pQmfKZMknCIFr8gCEJGJJ3V/9xzz+H1ejGbzVgsFjRNQ5IkPvjgg/Eon5DFwmqEbe07CavhtF4315CDQRYbRwqCIGRC0m/X3//+9+NRDmGS0TSNXe276Q/1p/3aYnxfEAQhc5IG/hkzZhCJRDh27BiSJDF79mz0etEam+7qe5twn5aTP51EN78gCELmJI3gu3fv5qtf/SpGoxFN04hEIvzf//t/WbJkyXiUT8hSHf70J+o5ySEm9gmCIGRM0sD/8MMP88gjj3DeeecBsHnzZh566CF++9vfZrxwQvbqDaUvcYZO1qOoESCapc9qEFswC4IgZErSWf1+vz8W9AFWr16N3+/PaKGE7BaIBAhGUttcJxmDbODiGecxM3cGILr5BUEQMi1p4LdYLGzevDn2eOvWrVgsokU2nfWksbW/pGghVoOF5c4lVDnmiW5+QRCEDEva1f/P//zPfO1rX8NojG6SEg6H+fGPf5zxggnZqzfYO6rXWQ1WHCY7rf1uVE1llr2MGebS2PPzHfNQteQ7PwqCkJyiqvQNhNF0Orp6hu6lVTVQFBWTQUdBnnkcSyhMlKSBv7q6mr/+9a8cO3YMTdOYO3du3I59wvQymha/01rECucyjDoDCyKVNPQ2s7J0KT2ewUMGspS0E0oQprXu3gDNHb6446oGkYhKWFHxByP4BsKomobNZqJ/iM2wTme3Gbl05cxMFFnIMkkD//vvv8+yZcuYP38+AL29vWzbtm3QuL8wvaTS4s8z5eIw5aNqKlaDlXn22UiSBIBFb2FhQRVGvRFIz1wBQZgOwhGFbQfaGQhG0n7t3oEwobCC0aBL+7WF7JK0ebV+/XpycnJij3Nycli/fn1GCyVkr5ASwh8JJD2vKn8uS4sWUe1cQmX+nFjQFwRh9HYe6cpI0IdoUq6u3uR/28LwGtr62Fvfzd76bvoD6c1qmi5JW/wnU/SeJMsyiqJktFBC9uoJJu/mN8gGnJaicSiNIGTOkeYejh7viTs+uzSP+eXjPwm10d1HS4Iu/nTq7AlQWmjL6HtMdQebvAycCPhtXQNcvLwUgz67elGStvhtNhu7du2KPd61axdWqzWjhRKyV08oeTe/y1aMTs6uf+iCMBKKqnK4xctAMBL3s6++m/q25H8HBxs9HO9MT0rriKKy+2hXWq41nM4e0eIfi3BEiQV9gL6BENsOdKCmcxOzNEja4v/Wt77FXXfdRWVlJZqmUVdXxxNPPDEeZROyUCqJe8psJeNQEkFIXW9/CL1OxqCXoxlIFY2IGp0ENxCIIBsHfxU2un0EQ0P3bNYe6cKo11FWlLh1vOdYF0eae7Ca9BQ7LOh1Y5u06vb4CUcyv+Kltz8kxvnHoKc/FHfM7Rlgz9EuqudlTy9o0sBfU1PDxo0b2blzJ5qmUVNTg91uH4+yCVmoJ8nEPpPeRKHFMU6lEYTkPH1B3tnZMuw5zV1+zplfiNmojzZwWuK7+E+nahrbDraT32Ii12og12pEPjEk6ukL0NQe7ZIfCEY42ORlyeyCMdUhXT0HyZwc5xfd/aOTKPADHD3ei8mgY8Gs7PhuTOk21G63U1NTQyQSobW1NdNlErJIWI1Q39tISAkTVsIMhAeGPb/U5hJL8oSs0tCWvJcqEIrEumRbuwbw+ZNPylJVje7eAA1tfew52kVtXSe1dZ2xoH9SXUsPfQOJA0IqIoqKu3v4v7t06hLd/aPWO0TgB9jf4OHo8dHlQEm3IVv89957L7fddhsLFy7E6/XyqU99ipycHDweD/fccw833njjeJZTmCDHfa3s7TzA/q7D5JuT9/SIbn4hm0QUlZbO1CbEdfb4OdDgSfs4t6pqbD/UEWtFmww6ZrlyUl7p4u4eIKKMX2IrMc4/ekO1+E/afbSLcEQhz2bEoJex20wY9OPfUBoy8O/bt4+FCxcC8PLLLzNv3jyeeuop2tra+OIXvygC/zTR2BftIlU1hW5/97Dn5pvsIte+kFVaOvpHNDZ+qMmbkXJ4+oJ4+k7lrGh091Ez30mOJXkytJZx6uY/qac/RDiiZN1M9Gynahp9SQK/pmnsb/DEHhc7LJy3pGTclzsPGfhNJlPs/z/66CMuv/xyAEpKxr+QwsTwBntSTs+rk3Usdy7NcIkEYWQa3enbVyKdunoDvL2jhbJCa+z7VJJAJ8uYDDJzy+wY9HK0m98zvpuiaZrGoaaeuJsSSYoGKrMx6dSwacnnD6OoI5u93+7xc7DRy8KK8R37H/YTdLvd2O12tm7dyle/+tXY8WBQZFubDpr6hp8QdboFjipyjGJCkJA9+gZCWZ2QRlHUuPkAJzW4faycX0QgpKCMYzf/SYebE/d8yLLEjKIcKlw56FPsojYbdcPeLEQUNTaUIUkSBr0cmyg5mfT6RjeP42CTlwK7meL88dv8bshP44477uCaa67BYDBw1llnUVlZCcDOnTspKysbtwIKEyOiRmjxtaV0bpGlkNl55RkukSCMTKM7s8luMmkgEOa93W2YjdnV3a6qGk3tfTS1p96TYjMb+FhNWcKhg3BEZdOu43GTH/U6GZ0uPvhLSOhkCb1Owm630NcXQJIkaqqKyLUaR16hNEo2vj8UTdPYebiTj58zft+hQwb+q666irPPPpvOzs7YWD9AaWkpDz300LgUTsgMRVXwKwFyDEO30I/72lDU5KlBc4w5LHcuEcM/QtbJ5tZ+KjRNw5+h9LzjqT8QZsfhTlYtcsU9t+NwR8IVD9FegOGvG0GKbT700cEOLl5ehixP3PfQcDP6kwknq2yaDdtX43Q6WbRo0aAvdZfLJVr8k9whbx2HPHVDPq9qKsd6G5Nex2F2cF7pOZj1YitPIfuMZQmdkF7HO/s5ckZuhMPN3rTlJ/D6guyrH37ycaaNtsU/EcQsjWmmN9THsZ4GAPrDA9gM8emX63sb8YWG7yZ1Wos4q3j5lErN6w9G2FfvoaaqaEJbDsLYDQQi45LpTkjdvvpuevtDSES3EE73vgN1x3tx5ltw5JoIRaLzBs7MlCtLkGczpr2HMhhSCIQmT++MCPzTiKZp7O7ch3bir6HOe4xq55JB5/gjAQ55jia91lz77CkV9I8e72VffTcRRWXBrPyUllkJ2Uu09rOPqmoZXWWhaRof7E0+L8luM7KwwpHW7IQ9/ZNrwvuwgV9RFF544QU+85nPjOrimzZt4uGHH0ZVVW688UbuuOOOuHNeffVVnnjiCSRJYuHChTz66KMALFq0iPnz5wPReQU/+9nPAGhqauIb3/gGPT09LF68mPXr12M0Tuykjsmisa8Zb+BUd1uLr5Uqxzwsp3XV7+8+lHRsXyfrKZhi6/UPNXljM4sHAmER+Ce5XhH4hSH09IfYss9NrtWIMU3JcwLhybVj7bCBX6fT8fLLL48q8CuKwoMPPsiGDRtwuVzccMMNrFmzJrY6AKC+vp4nn3yS559/HrvdTlfXqd2nzGYzL7/8ctx1/+M//oPPfe5zrFu3jvvvv58XXniBm266acTlm24CkQAHu48MOqZqKsd6GlhcuIBAJEinv4vWFGbyF5kdUyotbyg8uJuuPzB5uuyExPoGsnMfdCF7TOdeoaTf3ueffz5/+ctfRnzh2tpaKioqKC8vx2g0sm7dOt58881B5/zud7/j5ptvjm36U1hYOOw1NU1j8+bNXHnllQBce+21cdcUEtvbdYCwGv9l2NDbxGv1b/Fm4zvs6tiT0rWc1uzZZSodzmwd9gdE0JjsRItfEIaWdIz/ueeew+v1YjabsVgsaJqGJEl88MEHw77O7XZTUnIqb7vL5aK2tnbQOfX19QB89rOfRVVV7r77bi6++GIgmiTouuuuQ6/Xc8cdd3D55Zfj8XjIy8tDr48Wu6SkBLfbPaIKT0dt/e209bcnfE7VVFRtZJOgnJbhb9AmmzNbhwOixT+paZomWvyCMIykgf/3v//9qC6snTmdEuJmUiqKQkNDA88++yxtbW3cfPPNvPLKK+Tl5fH222/jcrloamri1ltvZf78+eTk5CS9ZiIOhxX9JM477XTmjvq1YSXMlu5jWG2m5CenINdoo6Isfj3uaI2lbunS0DmA7bTfj6zXjblcY3n9oUYPvoEwVoue0kIb9pz0fHbpkg2fmaZp9PhC5OfG/276BkKYzSOfo2FL099IJkmSRFV5PgV58UtoJQmMBh0GnYzXF+RQoye2tnwy1G00srFe5a5crOZoaG1y96XUkDDo5bi/q0z+nSUN/DNmzMDn89HQ0MCSJUuSnR5TUlJCW9up8WK3201xcfGgc1wuFytWrMBgMFBeXs6cOXOor6+nuroalysaXMrLy1m1ahX79u3jyiuvpLe3l0gkgl6vp62tLe6aiXg847elZbo5nbl0dIx+JuwhzxE6vcPvLT4SxXrXmMpzurHWLV2aW3tiiUAAQsHwmMo1lno1t/vYdvBU74zVbODSmhkTsoNXItnyme2v7+Zwcw/zZthZMCsfve7U76e1q3/Q55kKm8004tckozuxJHSk+duH4sg1sbyykPxhbwQ1UBQcFj3nLnDS6fVjtpmG/A6UAJ1OwqjXEQgrfLh/8vSgZuIzGyudLFFZkhP795hv0fNebSvBJJP/DHp50N9VOv7OhrtxSPpt8s4777Bu3Tq+8pWvALB7926+9KUvJX3TZcuWUV9fT1NTE6FQiI0bN7JmzZpB51x++eVs2bIFgO7uburr6ykvL6enp4dQKBQ7vn37diorK5EkiXPPPZfXXnsNgJdeeinumsIpETVCfW9TWq+Z7d38yf7AEjmzWzgcUQmGxn+WbndvgB2HOwYdGwiE2XO0a4hXTE9uzwCHmntQNY3DzV7+tqNl0La16ermryjJ5eLlZXE/FSWptcTml+dT7IjPkzEasiRxYXVpkqAfryjfwpwyO+XFOQl/ZhbnUFpoo9BuZkaRjcIEPQlC6pwOy6Cb0DyrkfOWlmTNjftJSUvz4x//mBdeeIG8vDwgGtAbG5NnddPr9dx///3cdtttrF27lquuuoqqqioef/zx2IS8iy66iPz8fNauXcutt97Kfffdh8PhoK6ujuuvv55/+Id/4NZbb+X222+PrQb41re+xYYNG7jiiivwer1ie+BhNPW1EFbSN9YpSzoKzQVpu166RZRo3u/mITY+SeTMGf0njfcEv0Aowpb97oStwwZ3H61d47s160ioCYb1MmUgEGH7wY5BQ4k+f5ijx0/tIjmW1Kkn6XUyiysKKMgzx/2sqCyivHj44G/PMVFVns+MovSsFbdZDOjkzAePypn2jL/HVFZaEP955+eYWL24BJ0ue4J/Sgl8nE7noMeprpu/5JJLuOSSSwYd+9rXvhb7f0mS+M53vsN3vvOdQeesXLmSP/3pTwmvWV5ezgsvvJDS+09nJ5fqpdMc+6ysTtpzsMlLvz/M9sMdGI26lHa7Gqp1OBCIUJCX7hIO7XBzz7C9DDuPdMYy0cmSRFmRLSuyC3Z4/Rxq8nLekpJxKc/uo10Je3XqWnqYW5aHXienZZnWnLI8TENskCNJEjXzi1A1LWH2OVmSWFFZhCxJlBRa0enkMe+wl2cbn1wlJQVW8mzGtNw8TTcnP+9ECu1mVi0qZss+N2qahn7GIuktiM1mo7OzMzaJbsuWLeTmTvzkHmF4x31t+CPp2aTEIBs4y7WchQVVableJvT0h6hrjs5lUFWND/e76fElH/8batnXeLb4/cEI9a29w54TDClsP9TB9kMdbDvYznt7ko8bZlowrPDRwQ46vH52HO7M+Pv5/GHauhOPVQfDCkeP96JqGj7/2D47g16mcsbwLV9ZkjhrgZMLl5VSOdOOPceEzWzAZjZQVZ6P48SkQ71OxuUY+3aredbxSSglSVLSuguJFdrNmAxDN4xcDitnzXdmxYZmSVv89957L7fffjvNzc3ccsst1NfX89Of/nQ8yiaMwdGe+rRcx6gzckHZuVgN47dX9EhpmsauI52DupzDEZUPD7TzsZoZg8bczjRUi388k/gcbu4Z8QSwrp4Am3YdZ9UiF3lWQ0pfJpqmEY6ohCIqqqahlyX0OhnjMF9Ww9lxuCM2TNLU3ofVrGdRhSPh+/qDEXz+MPYc07BfjsM5erw34Wqhk+paenDmW+J+l3qdTPW8QhRVI6KoyHJ0MpvRIGM26rEYdeTkWfjbhw20e/zMKc1LqYyyJFGUb6EoSc9SWZFtzJvRjFeLH2CmM4cDDR4GpsDOgOMplRTAM5w5GA06egdCRCIqnr7gkDezmZQ08FdXV/OrX/2K7du3A1BTUxMb7xeyU8dAF31JNtlJ1aKC+Vkd9CE6ptudYAtWnz9MbV0XK+c7E7wqaqhu4fFq8fuDERrahm/tD6XfH+bt7c3IkoTBIGPU69DpJAw6GUXVCIQUgqHIsDcVkiRx9sLiQWPREUVl99EuIkr0dSaDDkeuifwcI4a+IO2eATq8Adq6Bn9hHWz0cLDRgyxJnH4fommn5gGUFto4d/HIl4OGI0rSPO/BsMLuBBMhZxTZmOVKPiZ//tJSjnf2U2RP7wS3koKxd/ePZ+CXZYkrzikn7l+NFu1Z6/D66eoJpHyz6g9F6B+mF0aWJKQTw0SapmVFV/hISZJE6RDd/Gdy5ltwnnaz6PYMcLDRm6miJZTSGH9ubm7cWL2QvRpS2FI3FQVmBzNzs38L5uFmcTe6+yh2WJjpjM8BMdxrxyuJz+Fm75iXe6maRjCkjGolgqZp7DjUQY7FgN1mRFU1tu530+7xJzw/lSVUqqYRHzWiWrv6aWr3UV4c/TyCYYUt+9wEghH0ejm2BA5gdklebAZ9g9s3aOb+UBLdAKY6Cx+irfN0O9ndP9pWv14nYzWN735qkiQR14ckRZcUOnJNUJ76tSKKys7DnTQnmA/hzLdw1gInZuOp+qmqRlhRE94AaBqEFZVwWCEv30p3d/R3eqjJm/CzHy+OXBOWUX5GLod10I3AeBiypLfeeivPPPMMq1evHtSNmGrmPmFiDIT9uP1jH2+VJImlRYvSUKLM60syprvrSCe5ViP2M1pNQ19Qye4AACAASURBVM3oBwiEFBRVHdNMak3T6A9ECJ0Yiz8z6UowpNDQNvFr4iOKytZ9bi5eUcbuuq4hg3667D7aRZHdjCTBe7vbTvW6nHE/4enrwOsLsnRuAceOj65XJNdqTJjsZrxVlOQSCkdvXAKhyIjmIWRiG9nxpNfJnL2wmFyrgYONXjSi+QPml+ezYFZ+XN1kWcKUwiRipzMH44k7TGe+mY8OdqR0cyVJEjOdNqpm5qdtmZ1eN7bPRx7nz3fIwP+DH/wAGH3mPmFiNPQ1EbcJ9SjMzptFrjFxKznbJPsSDUdU3tvdynlLSmKTrmD4noKTQTvPOrou1ui8gy7qT3TjS5LEpStnDLresdbetCV3Gav+QJi3tjePS/6CUDg6UfHkuP9wjrX20u7xxw296GSJqpn5HGj0DPv6kbT2M8nlsOI6saY/GFb4244W/CmOoeeO08S+TFswy8GCWfFzQNJBJ8ucs7CYQ01e+gMR9Dop4U27JEXH2c9sBEw3Qwb+u+++mxdffJEf/ehH/PCHPxzPMgmjpKgKTX0tY76OJEnMtc8ee4HGiS+F5VuhsML7e1o5d5ErNhkr2UYuA6MM/JqmseNw56AxaU3TONjo5ZyF0UyTiqpybJRj+5kynkmLOryp9yokmm/hzLewYFY+nr4g7iGy0smyFBtSyCYmg46zFxTz3u7WlHIgjOf4/mQmSVLGbiymmiEDv9/vZ8+ePezdu5e6urq42bSnb68rZIeW/ta0JOxxWoow67MvB3Yi2giWb4UjKu/vaYutN0/2pTuaCX4RReW92uMJJ6Id7+ynpz+E3Wakqd03IdkBp4rSQltsPf3bO1oS/i5LC22jXkGQaYV2MwsrHOyr70567mh7nQRhKEMG/ltuuYX77ruPxsZGbr/99kHPSZIktsPNQk29Y2/tA5RPggl9J/UHhp+1fiZV01CV1M7v98d3xaqahqKoRBQNRdWwmHSxLkVPX5CPDrajDTEvQNM0DjR4WLWomLqW7GrtTyaSJFFSEO02Nxv1rKxy8sHetrjzKlzZ19o/XdVMOyaDLnYDqigawYiCbyA8KFOjaPEL6TZk4L/pppu46aabuOeee3jsscfGs0zCKAyE/XiDqW/GY9KbCEbiZ2cbdUaKrUMvf8s2Y03WMpzWrn76BkKEwgrBsEpEUeNmlsuyRH6OCZtZT0tHP6qmDbtjWGtXPwcbvWnJLjddFeSaBmXVcxVYceSa8PSd+vdsNRvGfab0SEmSlHAOgqZpvL+njQ6vH7NRn7W9FsLklXRKowj6E8sX7Mc90EFjXzPugQ5ULfGSpraB9oTHE8k15rCqZCU6Of6+b0ZOKbKUPTmlk/FlcN91fzBCh9dPT3+IQCiScDmZqmp09wZoavelnLM+2YQ0YXiJ0qLOKR2cW6TClTNpZ8JLkkRNlRODXibPNjUm9gnZZcgW/7e+9S1++MMfcv311yf8AxL58sfH+03bON51anmeUWekLKeUJYULBp3X1p964C+1lZBnzGW5cwnb22sHrQIoz50x9kKPoz6/aDlPN4kypM1w2th7rJtgWEGWpKQJe7Kd1aynel5RSmmnBWGkhl3HD/BP//RP41YYYbCQEqYn0HfGsRD1PQ0UmR24bNEZ4oFIAE8w9cxPZTklAJTaXFTlz6HOW4+qqdhNeZNmCd9J6dqCVZgccq1GcizxrWCdLDOrJJfDTV6KHZZRJ1PJJuXFORTkTY5JtsLkMuRfx9KlSwFYtWpV7FgoFKKnpydutz4hMzwBz1AJ0DjkraPYGt3wwT3QkfLa/f+/vTsPb6pO9wD+PdmbNE33pIVQylqEAurIMgWBQstSahEocm8dFHWcmSsgIjLWBRVnBmGc8TrqM2MZlys6+IBsj9T76GMRKKNsF6WyyCIUitC0dEnbtNl/94/aQJqkTducrO/nL3LOycnv5UDe/HaVNAYK8c2m0mFxQzAsbggYY2AePy148dnHT4JPahfLoqZrlLhwVR80c/d9QSGjpn7ie9125j7xxBNobm6G0WhEfn4+8vLy8M477/ijbBGv3ui5Ft9kasZ1gw5Az5r5O2r7nXEcF1J9+0D7vHNzgHeo8zWBgMPYoYmYMFKDMUMSPS41HIk4jsOALpK6XCZGmkYJdbx3a6YTEqm6/aa/dOkSlEol9u3bh/Hjx2P//v3YtWuXP8oW8eqNXQ8CO9f4I0w2M+qM3c8FBgBwHFIUPd8gJViFW/++UMDhroxkDNTEQBMvR3pKDH6RkYwJIzVOa5lHKnV8VLc14NGDEvy+/CkhoabbbxOrtX0u89GjRzFlyhRERUVB0If1y4l3rHYr9OYmRIk8z+E1mA34rub7LrcqvVWcNBZRouCe4tQT4dS/LxBwGH+bGslxrrVVTbwc2Xf0c2zfyRhwqrI+7Fo7ujMotft94gUCSvqEdKfbxD948GA89NBDuHjxIp588kkYjYHbASmSNBj1XiX0G22u25C6IxVJMTh2YB9LxY+GZhPqm9v/XTE7YLK2N+GbLXZHcsvKTHH5Ug+n/v2UBIXbpN9BIhY6jVSXy0T45lQ1b1uYSsRCR83ZZLF1+W9RIOD6VI6OjVKsNubxc2IUEiQH+bx8QkJFt4l/w4YNOHjwIIYPHw65XA6dTocnn3zSH2WLaN0183srShyFobGD0S9aE7R9+FU1zbjYze5rl3XNLnO1+ZzD72/9k3q2HWxSbBTGDE7Et+drfV6WhBgZfpmpcaxIeL3OgGNna132kxcKOGQOTkC8UoZDp6rR6uWmM7cSiwSYMrYfoqPEYIzBesuqildqmnHqUj3sduby7AkhvedVU392djYEAgHOnTuH8+fPIycnxx9li2i+SvyjE0ciMSreJ/fii8HYfcI4X9WINLXSUetvNVocrQShTioWOnZu64k0jRJ2xtDYbILNzmC12WG22mGx2iEUcJDLRJDLRBD+XHPnOA5CIQeRsD2hW6x2mK02XKs1OJK2IkqMcbepnXY2S0lQYFKmCIdO31wWVymX4BfDk6CKbp9uNnlMKg6f0aGx2f28c5FQgNhoqdOWtBzH4Y5hSY7peRzHQSy62aozOFWFeKUMJy7cCMrNdggJVd0m/iVLluDDDz+EwWDAww8/jGHDhqG8vByvvPKKP8oXkWx2GxpNfV/LXS1PCvqkD7TvgtftNSaro9Zvtdlx+LQOFqv7VQxDTb8kRa/7ptNTYoCUvn3+iLQ4XLzWhMrrzZhwm9rtErFxSimmju0HpSoKRoPJ8eOhQ5RUhEmZKWgymMFxHG4dXycSCqCQicBxHGx2O3643Igff9JjcH+V28V4On/ulLGpIbsKHyHBqNvEzxiDXC5HaWkpFi1ahOXLlyM/P98fZYtYjaYm2FnfBm4JOAEyEob5qET8YYyh1ctd8M5VNUKbHI1jZ2ugN4TPiH5tcmDnnQsFAgztH4sh/VRdJtgoqQhxShlqPTwvkVCA+BhZt581Mj0e/ZOjvd5nnpI+Ib7VbaevyWSC2WxGeXk5Jk6c2P4mGtXPK1808w+I0SJa3LN+40Awmm1e767XZrKivOI6quvc778eiqKjxIhTBsfqbP5MsCqFhKbdERIg3WbwOXPmYMKECbh27RruuOMO1NbWQioNji+qcOX1vHwPRAIRhsYO8lFp+OVNM/+twm3tcuq7JoT4W7dN/cuWLcOSJUsQHR0NgUAAuVyON954wx9li0jt/fveb6/rTn9lKiTC0Fjq0+BlM7+/aJOVqGlohclPc+RTE4O/VYYQEl68Wg6M4zicPHkSJtPN2pZaHT4rwAWTRlMTbPa+JZ00pdZHpeFfWy+mgPFFLBJgZHocLFabY7EcPknFQijlnhdoIoQQPnSb+D/77DNs2LABTU1NSE5OxpUrV5CRkYGdO3f6o3wRp76PzfyJUQmIloROLdKbqXz+kjEgDjKJCHFKqV8Sf7D07RNCIku3ffz/+Mc/sGPHDqSlpeHzzz/HP//5T4wePdofZYtIN/o4sC8tpr+PSuIfwdLUr1JIkJ7avkhMdyPTfcVfn0MIIbfqNvGLRCIkJCTAZvt56dSsLJw9e5b3gkUim92GRmPv+/ejRDIky0Nry+SeDu7jy20D4x2jzOOUUr+MOI+nGj8hJAC6beqXSCRgjCEtLQ2bN29Gv3790NDgXa30wIED+OMf/wi73Y7CwkI8+uijLtd89tlnePPNN8FxHDIyMvCXv/wFZ86cwYsvvoiWlhYIBAL87ne/w5w5cwAATz/9NI4cOQKlsn3u8yuvvIIRI0b0JOag1WjS92n+/oAYbdAuy+uOzc5gNAfHRjPxMTeTsEgogFIh6fMMgjilFKMHJ0Io5GCzMRw4cc2xFr2A4xBLiZ8QEgDdJv7HH38cLS0tWL16NV588UU0NzfjhRde6PbGNpsN69atw3vvvQe1Wo2FCxciOzsbQ4YMcVxTWVmJkpISbNmyBSqVCnV17RvOyGQybNiwAQMHDoROp8OCBQswadIkxMS0N8WuWbMGs2bN6m3MQauuD838UpEUacoQa+Zvs3i9syCfZBIRxCLn1erildI+JX6pWIi7MtSQy27+F0tUyVDb2AYAiImWuKx+Rwgh/tBt4u9YtEepVOL999/3+sYVFRVIS0uDVts+wjwvLw9lZWVOiX/r1q0oKiqCStW+3WZCQgIAID093XGNWq1GfHw86uvrHYk/XPUl8WcmjIA4RKbwdWhpC47V99ytIBcfI8Ol671bNpnjONyZkeyU9IH2OfsdiT9eSf37hJDA8Jj4P/rooy7fWFRU1OV5nU4HjUbjeK1Wq1FRUeF0TWVlJQBg8eLFsNvtWLZsGe6++26nayoqKmCxWDBgwADHsddeew1vvfUWJk6ciNWrV0MiCf0pUX3p30+NToFakezjEvEvWHbXi1G4/vvpy4j70UMSkax0vWdqogLfX6yDxWp36loghBB/8pj4T5482acbu2vC7bwkqM1mw+XLl7F582ZUV1ejqKgIe/bscdTsa2pq8NRTT2HDhg2OZYJXrVqFpKQkWCwWPP/88ygpKcGyZcu6LEtcnBwikevGI8HkfN0lyOQiuHskcoVzkoiRtq/21mI2QCIUY8qQX0AqCr0fP1fP1kChCHwCHJAai6Qk5/XykwAk/FjX4zEIqUnRuC093uPytxmDEnHxJz2GpSdCERVaLTQdOv9dhYtwjQsI39jCNS6A39g8Jv7169f36cYajQbV1Te38dTpdEhOdq6VqtVqjB07FmKxGFqtFunp6aisrMTo0aPR0tKC3/zmN1i5ciXGjh3reE/HPSQSCebPn493332327I0NAT32u5WuxVHq07CbHNt+pYrpGg1mMBxHGKlKgxWDUSyPOnnnc5sMNstaGowAQi9pWxb2iwwGAJfbqvJgtraZpfjEgGHuh6UTy4TY6gmGhzHub0fAKhkQtitNrS2GNHaEnrbCiclKT3GFsrCNS4gfGML17gA38TW1Q8Hj6OLtm3bhq1bt7oc/+CDD7B9+/ZuPzQzMxOVlZWoqqqC2WxGaWkpsrOzna6ZMWMGDh8+DACor69HZWUltFotzGYzHnvsMRQUFGD27NlO76mpqQHQ3qLw5ZdfYujQod2WJdhd0l9xm/QBYOrACZiTnoM56Tn4Zeo4qBXJjtqkUCBElIjfvmKrzc7b6nod+7IHWozCfc27c3O8UCiATCKCUi5BgkqG1EQFVNFScBwHgYDDXRnJkLjZ0vZWCTEy9Kf1+QkhAeSxxr9lyxZ88MEHLsfnzZuHBx98EAsWLOj6xiIR1q5di0ceeQQ2mw0LFizA0KFD8frrr2PUqFGYPn06Jk+ejH//+9+YM2cOhEIh1qxZg7i4OOzevRvHjh1DY2OjY4XAjml7q1evRkNDAxhjyMjIwEsvvdTHv4LAMtssuKS/7PacUCBEojwedW0GP5fqpiaDGW0mK/ol+T5ZtbQGfnCfuxH9HdJTYtA/KRoiIQehQACBwH3zvcVqQ5vJ5nasQGccx2G4NrZPZSaEkL7wmPgtFguio12/7GNiYmC1elcDnDJlCqZMmeJ07PHHH3f8meM4FBcXo7i42OmagoICFBQUuL2nux8joeyivhIWu/uar0qqCvgWyI0tZhiMFp8nfrPFBovV7tN7xkZLMWJgHCou1Hm9ImBXe8KLhAKvptyJRUKPPx483ZcQQgLFY+Jva2vz+CaDIXA10HBzteWax3MJsjg/lsQ9fYsJTT6umdvtDBev9W6qnDsCjsPwAbEYqo2FgOOQlSnGwYrraPWii4I2ySGERBqPVY8777wTmzZtcjn+7rvv4o477uC1UJHCbDPDZPU8eCw+CBJ/o8EMvcEMm733tfM6vRF1eiNajRZU17di7/Gr+OFK3/YkuFWaRonhA+Icy+zKZWJkjU6BXNr95pOe+vcJISRcefxmfOqpp3D//fejrKwMY8aMAdA+p76+vh4ffvih3woYzprNLR7PCTgB4qQqP5bGlc1uR3OrGXY7Q0OzCYmqqB7fw2i24utT1bDZfNus30Eo4DDMTZ+5QibG1Nv74dSlelzWeR4dq4yiGj8hJLJ4rPEnJiZi165dWLBgAcxmM0wmE+bPn49du3YhKSm0NoIJVk1dJH6VVAWhILBrDzQZLLDb29djqG/q3bS7C1f1vU76QgEHiVgIaRcj5dM0SkR5qNlLxELcPiwJv8xMgVTi/h5d9fETQkg46rItVCaTobCw0F9liTgtFs+JP14W+JHfjbesVV/f3PM550azFZequ5+LOqS/CkP6tbducOAgFHIQCjjHtEWrzY4vj12F0ezcZy8UcBjav/u/p+TYKIzLUOPrk9dhs99cWEomEXU7/Y4QQsINDS8OoK6a+hNk8X4siXv6lpuD+hp6UeP3travkIkhk4ggk4gglQghEgqcVr4TCQUYPsA1wadpYjzW9jtLUMkwZkii0zGq7RNCIhEl/gBhjHlM/BzHIU4W2P59AGi8ZdU6k8XWowV3vK3tA+iyKb9DmkbpNAI/Okrc4/nwA9RKZAyIg0ImhkImRkIMbZRDCIk83lWXiM+1WY2w2t1PN1NJYiASBPbR2O0MzQbnaXz1TUZEe7m+/MmL9V737cs89L/fSsBxuG1gHA6f1kEVLcUvR2o89tt3JSMtDhlpgZ8tQQghgeKxxl9WVobdu3e7HN+2bRv27t3La6EiQbPZc204NkD9+/pbEn1zq9mpPxwA6pq86+e/dL0JV2s9d2N05m0CT0lQYEh/FSZl9i7pE0II6SLxb9q0CVlZWS7Hp0yZgpKSEl4LFQmaLZ4XQYqVxvixJO1qGlqx/7uf8N2FG2CMobHFddGen2oNOHDiGg6dqsbJS3WwWF13rtO3mHDyYl2PPtubGn+HUekJPVoljxBCiDOP7ckGgwGJiYkux5OTk9HaGty73YWCrgb2qST+TfwNzSYcOVMDu52h8noTLFY7xG6WlbXa7KjvqPXXA1drDBgzJAEpCQpYrDY0t1pw/FytS0tBV8QiAYQBXpaYEEIiicfEbzR6btbtajlf4h1PTf0igQgKsZzXz9YbzI4EzhhwtqoB1lv643/yspneaLbi8GkdpGIhTJae7VvfQSahYSaEEOJPHr91hw8fjk8//RT5+flOx0tLS8NiK9xAsjM7DBb3rSYx0hinqWy+VFXTgh9/0jvNz/eF3iZ9wLsR/YQQQnzHY+J/8skn8atf/Qr79u1zLNl74sQJHD58GJs3b/ZbAcNRi8UAO3M/4j2Wp2b+63UGHD9XC8a8b4b3h5707xNCCOk7j52r6enp2LFjB7RaLQ4ePIjy8nJotVrs2LED6enp/ixj2Omyf5+HgX3NreagTPqA9yP6CSGE+EaXHazJyclYuXKlv8oSMfyZ+C1WO46cqYHFys8mOX1FTf2EEOJfHhN/cXGx02uO45CQkICsrCxMmDCB94KFM0+JXywU+3xg34kLN9Dc6jo1L1hQUz8hhPiXx8Q/atQol2MNDQ1Yt24dlixZgsWLF/NasHDmaUS/r6fx/XTD0KOFdAKBmvoJIcS/PCb+oqIit8fvv/9+PPjgg5T4e8lis6DN6n6qpC+b+Y1mKyou3PDZ/fhC0/kIIcS/erxySmxsLG/TzSJBcxdb8foy8X934Uafptn5i4z6+AkhxK96nPh1Oh0l/j7wx4p9dXojquuCf3VFjuMgEdOqfYQQ4k8e21k3btzocqyxsREHDx50GfhHvNfUqX8/M/E22GGHyWqGXBzlk8+4ovNuO9xAk0mE9COSEEL8zGPil8tdR5f3798fDz/8MAYPHsxrocJZs/nm5jwcx6G/MhUCzne1XovVjp9ueN4AKJjIpNS/Twgh/ubxm3fZsmUe33Ts2DH84he/4KVA4e7WEf1RoiifJn0AuHbD4LTufjCLohH9hBDid15XuWpqarBr1y5s374djDF88cUXfJYrLLVa2mC1Wx2v+diM53KINPMDVOMnhJBA6PKb12q1Yu/evfjkk09w4sQJWK1WvPPOOxg7dqy/yhdWOo/ol4t806ffoemWXfdCQRRN5SOEEL/z2M68fv16TJ06FR9//DHy8/Oxf/9+qFQqSvp90HlEv0Ks8On9Q2VQX4coGSV+QgjxN4/fvFu2bMHtt9+ORx991LFEL43A7pvOI/oVPhjFf+pSPS78pAeAoNyEpyu0XC8hhPifx8R/8OBBfPrpp9i4cSP0ej3mzZsHmy34F4QJZi2davxyH/Txt7RZQi7hd5BJRYCV/k0RQog/eWzqj4mJQVFREXbs2IG33noLer0eRqMRRUVF+Pjjj726+YEDBzBz5kzk5OSgpKTE7TWfffYZ5syZg7y8PDz55JOO4zt37kRubi5yc3Oxc+dOx/GTJ08iPz8fOTk5+MMf/hAySc/O7GixOE/l80Uff0ubpc/3CJQoGtxHCCF+59VcsoyMDDz33HMoLy9HUVERysrKun2PzWbDunXr8M9//hOlpaXYs2cPLly44HRNZWUlSkpKsGXLFpSWluKZZ54B0L5Q0JtvvomtW7di27ZtePPNN6HXtzdnv/jii1i3bh2++OILVFZW4sCBAz2NOSCazQanHym+mMrHGEOrMXQTP63TTwgh/tejzCMWizFnzhxs2rSp22srKiqQlpYGrVYLiUSCvLw8lx8MW7duRVFREVQqFQAgISEBQHs3Q1ZWFmJjY6FSqZCVlYXy8nLU1NSgpaUFt99+OziOw7x587z6ERIMWiydB/b1vZm/zWSDzR4aLR6diYQCiEW0XC8hhPgbb9+8Op0OGo3G8VqtVkOn0zldU1lZiUuXLmHx4sVYtGiRo/bu6b2dj2s0Gpd7BqvOI/p90cxv8HFt319N7xzHIUYh8ctnEUIIccbbN727vvfOswJsNhsuX76MzZs3o7q6GkVFRdizZ4/H93pzT3fi4uQQiQI7gvxsqw1yhdTxul9SIpISlV69NynJ/XV6ow2KW+7ZW0IBhzFDkzBsQByOndHhwtXGPt/zVhMzUxCrlAIMEIkEkEtFEArbf3N6ii3UhWtcQPjGFq5xAeEbW7jGBfAbG2+JX6PRoLq62vFap9MhOTnZ6Rq1Wo2xY8dCLBZDq9UiPT0dlZWV0Gg0OHLkiNN7x40b53LP6upql3u609AQ+J3qrtXdQKvF5HhtMQC1rPt590lJStTWur/u6nU9DAaT23OeSCVCxCmlUMjEAAAOwACNEjFyMerqWjAwSQ59UxsqrzdBKhaif3I0rt8woNVk7frGHsilIihEHKw/t05YTYDx5zJ3FVsoC9e4gPCNLVzjAsI3tnCNC/BNbF39cOCtqT8zMxOVlZWoqqqC2WxGaWkpsrOzna6ZMWMGDh8+DACor69HZWUltFotJk2ahIMHD0Kv10Ov1+PgwYOYNGkSkpOToVAo8N1334Exhl27dmH69Ol8heAzNrsNrdY2p2O+mMrXk6Z+VbQU2Xf0x+zxaZhwmwaZgxKQOSgBowYlIEZ+s9md4ziMGZyArMwUzBw3AJmDEjC4n6rXZeyXHE3rPxBCSBDhrcYvEomwdu1aPPLII7DZbFiwYAGGDh2K119/HaNGjcL06dMxefJk/Pvf/8acOXMgFAqxZs0axMXFAQD+67/+CwsXLgQAPPbYY4iNjQXQPqq/uLgYRqMRd999N+6++26+QvCZZksLcEs3ha+m8hm8nMo3QK3E6MEJEAm9+53HcRySYm+WL02jxLmqRpgsPZ9zr02O7vF7CCGE8IdjoTIRvg8C3RxU1XwNFbUnHa/lYjmmaSd59V5PTT6MMez55jJs3ezEp02Oxp3Du+8O6c4Plxvww5WGHr0nVinF1LH9PJ4P16a6cI0LCN/YwjUuIHxjC9e4gBBu6ic38TGVz2i2dZv0AUCr9s0AkUGpMV63GDg+O4lq+4QQEmwo8fsBL1P5vGjml0qESFTJ+vxZACARC5Gm8f5HhIDj0J8SPyGEBB1aOs0Pbl2qF/DNrnwGY/ej7FMTFBD4cGBdxoA49E+Khs1uR3OrBd//WAe7h56i1EQFpLQJDyGEBB1K/Dyz2K1osxqdjiklfa8Jt3gxor9fkm+3/RWLBIhTtq8bkKiKgkQkwP+drXVJ/oNSYzAqPcGnn00IIcQ3KPHzrMXsPKIfAGJ8kPi7a+qPkoqQEOObZn5P+iVFw86A4+dqIRBwkIqFGK6N7VGXACGEEP+ixM+zzs38UpEUEmHfl6vtrqm/X6LCL/PntcnR6JeogEBAc/UJISQU0OA+nnUe2KcU+2bAW3c1/tRE3zbzd4WSPiGEhA5K/DzrnPijfdDM32aywtrFVD6ZRIR4npv5CSGEhCZK/Dzr3NSvlPhgRH83tf2OAXiEEEJIZ5T4eaQz1MDYeUS/D5r69a3mLs9T4ieEEOIJJX6etFmNqLhx2vkgx/lkKl+zoesafzwlfkIIIR5Q4ueBndnxbc33MNuca+ZyURREgr5PpGjqosYv4DjEUuInhBDiASV+HlxovIQGo+uGAA4BewAAGWVJREFUNkofrNjHGEOTwXPij1FIerymPiGEkMhBGYIH1w06t8d9MaLfYOx6RD/17xNCCOkKJX4fszM7Wi2tbs/FSPq+ol0zDewjhBDSB5T4fcxgaYWdua+R+2JgX1fN/ABo/j4hhJAuUeL3sc7z9jsIOAEUYnmf76/vIvFLxUJER4n7/BmEEELCFyV+H2sxu0/8CrEcAq7vf91d1fhpND8hhJDuUOL3MU81fl/U9q02e5eb89D8fUIIId2h3fl8rMXS4va4VNj3pNzcagHrtMVvbLQUsdHt99bE9/3HBSGEkPBGid+HGGNoMbsf0S8T9X3Qnbtmfq06GoNTVX2+NyGEkMhAid+HWq1tsDMbTBYb7Pafa+YcB44DYONnxT6ZhB4hIYQQ71HW8KGWn7fgvXbDAJPF5nTOWlMP5cgEqPvQHO+uxh8lEfb6foQQQiIPJX4farG0ggEwW13n8XNMjGNnazB5dCpiFBIAQJvJims3DLBY7bDa7LDf0n0vFHIQCwWob7WgobG9+8DdVD6q8RNCCOkJyho+1GJpgdVqdxmABwAiiGGx2nHotA5ZmRpU6Vpw4Sd9l8vvAoCi1gCDweT2HMdxkFGNnxBCSA9Q4vehFrPBbW1fABEEXHuCbjVa8OWxq25/HPSURCyAQMD1+T6EEEIiB83j96EWiwFmq83luAgSp9e+SPoANfMTQgjpOUr8PtJmbYPVboXZ4lrjF3H8LKNLzfyEEEJ6ihK/jzT/vFSvuxq/sFON31co8RNCCOkpXhP/gQMHMHPmTOTk5KCkpMTl/I4dOzBhwgQUFBSgoKAA27ZtAwAcOnTIcaygoACZmZn48ssvAQBPP/00srOzHefOnDnDZwheazA2AoD7Gj/4qfFHUVM/IYSQHuItc9hsNqxbtw7vvfce1Go1Fi5ciOzsbAwZMsTpujlz5mDt2rVOxyZMmIDdu3cDABobG5Gbm4usrCzH+TVr1mDWrFl8Fb1bJpsZUuHNWnxdWwN+1F8CY4DVzeA+EcdTjV9KNX5CCCE9w1uNv6KiAmlpadBqtZBIJMjLy0NZWVmP7/P5559j8uTJiIqK4qGUvXO0+jgaTXoAgNFqwre1FWCMwWy1gcHdVD6+mvqpxk8IIaRneMscOp0OGo3G8VqtVqOiosLlui+++AJHjx5Feno6iouLkZKS4nS+tLQUS5cudTr22muv4a233sLEiROxevVqSCRdJ9a4ODlEIt/VjsX1Anzf9D3G9RuLC82XIJQCcqkUVoMJYrHrX6lSqoBM0PtNehQK9+/tl6JCfEzf9wAIpKQkZaCLwItwjQsI39jCNS4gfGML17gAfmPjLfG7m7LGcc5zzqdNm4a5c+dCIpFgy5Yt+P3vf48PPvjAcb6mpgbnzp3DpEmTHMdWrVqFpKQkWCwWPP/88ygpKcGyZcu6LEtDg/uNc3rL0GJEm9WIL3/42ul4U5MJFovrtrlmG2Dj3C/C0x2FQupxAR9DcxtsJkuv7hsMkpKUqK1tDnQxfC5c4wLCN7ZwjQsI39jCNS7AN7F19cOBt6Z+jUaD6upqx2udTofk5GSna+Li4hy19UWLFuHUqVNO5//3f/8XOTk5EItvDo5LTk4Gx3GQSCSYP38+vv/+e75C6DF3I/o5CCDkfP/7SiDgIBVTHz8hhJCe4S3xZ2ZmorKyElVVVTCbzSgtLUV2drbTNTU1NY4/7927F4MHD3Y6X1pairy8PLfvYYzhyy+/xNChQ3mKoOfcj+jnqX9fLHRpQSGEEEK6w1tTv0gkwtq1a/HII4/AZrNhwYIFGDp0KF5//XWMGjUK06dPx+bNm7F3714IhUKoVCqsX7/e8f6rV6/i+vXrGDdunNN9V69ejYaGBjDGkJGRgZdeeomvEHrM7ap9fC3eI6WBfYQQQnqOY75aPzaI+bofaO+VA2izGp2O2RnDuapGl2ujuQSoBYN6/Vme+vhTExUYN0Ld6/sGg3DtowvXuIDwjS1c4wLCN7ZwjQsI4T7+SOOumR/gcyof9e8TQgjpOUr8PuKumR/gb9U+msNPCCGkNyjx+wBjQGOL2e053lbtoxo/IYSQXqDE30cMwLU6A1qN7ufTC/mq8dPgPkIIIb1Aib8XTFY7bPb2xXmr61rR3Oq+tg9QHz8hhJDgQtXGXqi81oRWaxs4jnO7QmEHESS81fijKPETQgjpBarx90F3MyFjOQ0vi+yIhAKIfbj3ACGEkMhBiZ8nIkig5JJ4uTc18xNCCOktSvw8ieVSIOD4+euNje79Tn+EEEIiGyV+HoggQQyXyNv9UxIVvN2bEEJIeKPEz4NYLgUcT7V9oYCDOi6Kl3sTQggJf5T4eSDjonm7d1JcFERCemyEEEJ6hzIID8Tgrw8+JZ6a+QkhhPQeJX4fE0IMAcfPqHsBx0GTIOfl3oQQQiIDJX4fE3My3u4dHyODVExT+QghhPQeJX4f47WZP5Fq+4QQQvqGluz1MVEPEr9QKED/RAUkYiHEIgEEt6zyZ7HZYbHaIVdIode3AQBSE6h/nxBCSN9Q4vcxMSdFfIwMYlF7YwrHAUKBAByAG3ojjGYrACBGIcEvMpIRI+96E5+kJCVqa5v5LjYhhJAIQYnfx6QCGSaOVLtdS9/OGGob29DYbMLgfiqalkcIIcTvKPH7mDpG5XEDHQHHQR0nhzqO+uoJIYQEBlU5fUgAIfonqAJdDEIIIcQjSvw+JIaM5tkTQggJapT4fUgplUMhEwe6GIQQQohHlPh9SK2KDXQRCCGEkC5R4veh/nGU+AkhhAQ3Svw+IhQKoFbRwD5CCCHBjRK/jyijxIiW0MA+QgghwY0Svw/ERkuRkqCATMjfBj2EEEKIL1Di7wV1TDxkEhGEAgHUcXJo4uWQi+XgbllrnxBCCAlGvCb+AwcOYObMmcjJyUFJSYnL+R07dmDChAkoKChAQUEBtm3b5jg3YsQIx/Hf/va3juNVVVUoLCxEbm4uVq5cCbPZzGcIbuWOuB3pKTEY2l+FOGX7pjxyUZTfy0EIIYT0FG9L9tpsNqxbtw7vvfce1Go1Fi5ciOzsbAwZMsTpujlz5mDt2rUu75fJZNi9e7fL8VdffRUPPvgg8vLysHbtWnzyySf4z//8T77CcCtarIBW2Q9Xmq46jsVJaUQ/IYSQ4Mdbjb+iogJpaWnQarWQSCTIy8tDWVlZn+7JGMOhQ4cwc+ZMAMC9997b53v21pDYQRAK2tfkHxDTH0Ni0wNSDkIIIaQneKvx63Q6aDQax2u1Wo2KigqX67744gscPXoU6enpKC4uRkpKCgDAZDJh/vz5EIlEePTRRzFjxgw0NDQgJiYGIlF7sTUaDXQ6XbdliYuTQ+Rh45zeU2IMNxx2ZsfYlJE+vrezpCQlr/cPpHCNLVzjAsI3tnCNCwjf2MI1LoDf2HhL/Iwxl2OdB79NmzYNc+fOhUQiwZYtW/D73/8eH3zwAQDgq6++glqtRlVVFR544AEMGzYM0dHR3d7TnYaG1l5G0bVkLgVCoRC1tc283B9of/h83j+QwjW2cI0LCN/YwjUuIHxjC9e4AN/E1tUPB96a+jUaDaqrqx2vdTodkpOTna6Ji4uDRCIBACxatAinTp1ynFOr1QAArVaLcePG4fTp04iLi0NTUxOsVisAoLq62uWe/tTR1E8IIYSECt4Sf2ZmJiorK1FVVQWz2YzS0lJkZ2c7XVNTU+P48969ezF48GAAgF6vd4zWr6+vx/HjxzFkyBBwHIfx48fj888/BwDs3LnT5Z6EEEII8Yy3pn6RSIS1a9fikUcegc1mw4IFCzB06FC8/vrrGDVqFKZPn47Nmzdj7969EAqFUKlUWL9+PQDgxx9/xAsvvACO48AYw69//WvHbICnnnoKTzzxBP77v/8bI0aMQGFhIV8hEEIIIWGHY+4648NMKPcDUT9W6AnXuIDwjS1c4wLCN7ZwjQsI4T5+QgghhAQfSvyEEEJIBKHETwghhEQQSvyEEEJIBKHETwghhEQQSvyEEEJIBKHETwghhEQQSvyEEEJIBKHETwghhESQiFi5jxBCCCHtqMZPCCGERBBK/IQQQkgEocRPCCGERBBK/IQQQkgEocRPCCGERBBK/IQQQkgEocQfZJqamrBixQrMmjULs2fPxrfffovGxkYsXboUubm5WLp0KfR6faCL2WPvv/8+8vLyMHfuXKxatQomkwlVVVUoLCxEbm4uVq5cCbPZHOhieqW4uBgTJ07E3LlzHcc8PSPGGP7whz8gJycH+fn5OHXqVKCK3S13cW3YsAGzZs1Cfn4+HnvsMTQ1NTnOvf3228jJycHMmTNRXl4eiCJ7zV1sHd555x0MHz4c9fX1AEL/mQHA5s2bMXPmTOTl5WHjxo2O46H+zM6cOYNFixahoKAA8+fPR0VFBYDQembXr1/Hr371K8yePRt5eXn4n//5HwB+/g5hJKisWbOGbd26lTHGmMlkYnq9nm3YsIG9/fbbjDHG3n77bbZx48ZAFrHHqqur2bRp01hbWxtjjLEVK1aw7du3sxUrVrA9e/Ywxhh7/vnn2UcffRTIYnrtyJEj7OTJkywvL89xzNMz2rdvH3v44YeZ3W5n3377LVu4cGFAyuwNd3GVl5czi8XCGGNs48aNjrjOnz/P8vPzmclkYleuXGHTp09nVqs1IOX2hrvYGGPs2rVr7KGHHmJTp05ldXV1jLHQf2bffPMNe+CBB5jJZGKMMXbjxg3GWHg8s6VLl7J9+/Yxxtqf0/333+/4c6g8M51Ox06ePMkYY6y5uZnl5uay8+fP+/U7hGr8QaSlpQVHjx7FwoULAQASiQQxMTEoKyvDvHnzAADz5s3Dl19+Gchi9orNZoPRaITVaoXRaERSUhIOHTqEmTNnAgDuvfdelJWVBbiU3rnrrrugUqmcjnl6Rh3HOY7D2LFj0dTUhJqaGr+X2Rvu4po0aRJEIhEAYOzYsaiurgbQHldeXh4kEgm0Wi3S0tIcta9g5C42AFi/fj2eeuopcBznOBbqz2zLli149NFHIZFIAAAJCQkAwuOZcRwHg8EAAGhubkZycjKA0HpmycnJGDlyJAAgOjoagwYNgk6n8+t3CCX+IFJVVYX4+HgUFxdj3rx5ePbZZ9Ha2oq6ujrHP/Dk5GRHk2SoUKvVeOihhzBt2jRMmjQJ0dHRGDlyJGJiYhxJRaPRQKfTBbikvefpGel0Omg0Gsd1oRzn9u3bcffddwNwjUutVodcXGVlZUhOTkZGRobT8VB/ZpWVlTh27BgKCwtx//33O5J7ODyzZ555Bhs3bsSUKVOwYcMGrFq1CkDoPrOrV6/izJkzGDNmjF+/QyjxBxGr1YrTp0/jP/7jP7Br1y5ERUWhpKQk0MXqM71ej7KyMpSVlaG8vBxtbW04cOCAy3W31rrCBXOzInYoxvn3v/8dQqEQ99xzD4DQj6utrQ3/+Mc/8Pjjj7ucC/XYbDYbmpqasHXrVqxZswYrV64EYyzk4wLaWzOKi4uxf/9+FBcX49lnnwUQms/MYDBgxYoVeOaZZxAdHe3xOj5io8QfRDQaDTQaDcaMGQMAmDVrFk6fPo2EhARH005NTQ3i4+MDWcwe+/rrr9G/f3/Ex8dDLBYjNzcX3377LZqammC1WgEA1dXVjl+7ocjTM9JoNI7mcSA049y5cyf27duHV1991fGF0zkunU4XUnFduXIFV69eRUFBAbKzs1FdXY358+ejtrY25J+ZWq1GTk4OOI7D6NGjIRAI0NDQEPLPDGj/t5ibmwsAmD17tqM1I9SemcViwYoVK5Cfn++Ix5/fIZT4g0hSUhI0Gg0uXrwIAPjmm28wePBgZGdnY9euXQCAXbt2Yfr06YEsZo+lpqbixIkTaGtrA2MM33zzDYYMGYLx48fj888/B9D+Hzo7OzvAJe09T8+o4zhjDN999x2USmVQfyF1duDAAWzatAl///vfERUV5TienZ2N0tJSmM1mVFVVobKyEqNHjw5gSXtm+PDh+Oabb7B3717s3bsXGo0GO3bsQFJSUsg/sxkzZuDQoUMAgEuXLsFisSAuLi7knxnQ3gR+5MgRAMChQ4cwcOBAAKH1/4wxhmeffRaDBg3C0qVLHcf9+R1Cu/MFmTNnzuDZZ5+FxWKBVqvF+vXrYbfbsXLlSly/fh0pKSl4/fXXERsbG+ii9sjf/vY3fPbZZxCJRBgxYgT++Mc/QqfT4YknnoBer8eIESPw6quvOgYkBbNVq1bhyJEjaGhoQEJCApYvX44ZM2a4fUaMMaxbtw7l5eWIiorCn/70J2RmZgY6BLfcxVVSUgKz2ez49zZmzBisW7cOQHvz//bt2yEUCvHMM89gypQpgSx+l9zFVlhY6DifnZ2NTz75BPHx8SH/zAoKCvDMM8/ghx9+gFgsxpo1azBx4kQAof/M0tPT8ac//QlWqxVSqRQvvPACRo0aFVLP7NixYygqKsKwYcMgELTXvVetWoXRo0f77TuEEj8hhBASQaipnxBCCIkglPgJIYSQCEKJnxBCCIkglPgJIYSQCEKJnxBCCIkglPgJCQLZ2dmYO3cu7Ha707Fz58757DOuXr2K8ePH++x+3iouLkZeXh5Wrlzpcu7QoUMoLCxEQUEBZs+ejSVLljj9HfBpx44dWLFihV8+i5BgIgp0AQgh7VpbW7F7927ce++9gS5Kl2w2G4RCoVfX3rhxA59//jmOHTvmmLPcwWq1YsWKFfjggw8c6+WfPn066JdaJSTUUY2fkCCxbNkyvPHGGzCbzS7nOtf+b32dnZ2N1157Dffddx+mTp2KTz/9FO+//z4WLlyInJwcHDt2zOleGzZswMKFC5Gfn+90bv/+/Vi8eDHmz5+P++67D9999x0A4PDhwygoKMDLL7+MRYsWud1nYdeuXcjPz0d+fj4ee+wx1NXVoaWlBUuWLIHRaMS9996L999/3+k9BoMBra2tSExMdBy77bbbHIl/w4YNWLBgAe655x488MAD+OmnnwDcbLn4y1/+gnnz5mHWrFk4efIknnvuOeTn56OwsBC1tbUA2mv1S5cuxfLly3HPPfdgyZIlHjc42blzJwoLCzF//nwsWbLEsYLm8ePHce+996KgoAB5eXnYs2eP2/cTEjL6vLEvIaTPpk2bxs6ePcuWL1/O3n//fadjnf/s7twrr7zCGGPsxIkTbMyYMezDDz9kjDFWWlrKFi9ezBhjrKqqig0bNozt3LmTMcbY4cOH2eTJk5nJZGKXL19mixYtYs3NzYwxxs6dO8emTJnCGGPs0KFDLCMjgx0/ftxt2c+ePcuysrKYTqdjjDH22muvsccff9zxmePGjfMY90svvcRuv/129pvf/Ia9/fbb7Nq1a45zdXV1jj9v3bqVrVy50imOr776ijHG2KZNm9idd97JTp8+zRhj7IUXXmB//etfGWOMbd++nWVmZrIff/yRMcbYG2+8wZYvX+441/Hno0ePsl//+teOPez37dvH7rvvPsYYY7/97W8df2d2u53p9XqP8RASCqipn5AgsnLlSixZsgQLFy7s0fvmzJkDABg5ciTa2towe/ZsAMCoUaNw5coVx3Visdixw964ceMgk8lw8eJF/N///R+uXLmCoqIix7VWqxU3btwAAKSlpeH22293+9mHDx/GlClTHOuHL168GAUFBV6Ve+3atVi6dCkOHTqEAwcO4O2338b27dsxcOBAHDhwAP/617/Q2trq2Mypg1wux9SpUx0xazQajBgxwvH666+/dlx75513YtCgQQCAwsJC5Ofnu5Rj7969+OGHHxzL+DLG0NTUBAAYP348SkpKcO3aNWRlZTk20SIkVFHiJySIDBo0CFOmTMF7773ndFwoFDoNejOZTE7npVKp47pbXwsEApekeSvGmKNpffLkydi4caPLNT/++CPkcrlX9+gNrVYLrVaLwsJCPPLII/jqq6+Qm5uL9evX45NPPoFWq8Xx48exevVqx3tu3dNBIBA4vRYKhbDZbD0qK2MMCxYscLtN74MPPojs7Gx8/fXXePnll5GVlYUnnnii1/ESEmjUx09IkFm+fDn+9a9/wWAwOI4NGDAA33//PYD2XRs7auI9ZbFY8OmnnwJo3yzEZDIhPT0dWVlZKC8vx/nz5x3Xdmx52p2JEydi//79jn71rVu34pe//GW37zMYDDh48KBjv/GmpiZcvXoV/fv3R0tLC8RiMZKSkmC32/Hxxx/3NFSH48ePo7KyEkB7n7+7mQ3Z2dnYvXu3Y/tTm82GkydPAmjf4W7AgAFYvHgxlixZ4ngOhIQqqvETEmQ0Gg0KCgrw7rvvOo49/vjjePrpp7Ft2zbccccdSE1N7dW9Y2NjcfnyZRQWFsJoNOKvf/0rJBIJBg4ciD//+c949tlnYTQaYbFYcMcdd3i1bevQoUPx5JNP4qGHHgLQXoPv2MGvK4wxfPTRR3j55ZchlUphs9mQn5+PnJwcAMCsWbOQl5eH1NRU3HXXXS6DFL1111134Y033sD58+cRGxuLP//5z26vWblyJX73u9/BZrPBYrFg1qxZGDVqFDZv3ozDhw9DLBZDIpHgueee61U5CAkWtDsfISRs7dixA/v27cPf/va3QBeFkKBBTf2EEEJIBKEaPyGEEBJBqMZPCCGERBBK/IQQQkgEocRPCCGERBBK/IQQQkgEocRPCCGERBBK/IQQQkgE+X/fGmD6bk1fJAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.fill_between(random_learning_report[\"n_sample\"], \n",
" random_learning_report[\"mean\"]-random_learning_report[\"std\"]/random_learning_report[\"count\"], \n",
" y2=random_learning_report[\"mean\"]+random_learning_report[\"std\"]/random_learning_report[\"count\"], \n",
" label='random learning curve', alpha=0.5)\n",
"plt.fill_between(active_learning_report[\"n_sample\"], \n",
" active_learning_report[\"mean\"]-active_learning_report[\"std\"]/active_learning_report[\"count\"], \n",
" y2=active_learning_report[\"mean\"]+active_learning_report[\"std\"]/active_learning_report[\"count\"], \n",
" label='active learning curve', alpha=0.5)\n",
"plt.ylabel(\"AUC Classifier Score\")\n",
"plt.xlabel('Number of Samples')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def log_progress(sequence, every=None, size=None, name='Items'):\n",
" from ipywidgets import IntProgress, HTML, VBox\n",
" from IPython.display import display\n",
"\n",
" is_iterator = False\n",
" if size is None:\n",
" try:\n",
" size = len(sequence)\n",
" except TypeError:\n",
" is_iterator = True\n",
" if size is not None:\n",
" if every is None:\n",
" if size <= 200:\n",
" every = 1\n",
" else:\n",
" every = int(size / 200) # every 0.5%\n",
" else:\n",
" assert every is not None, 'sequence is iterator, set every'\n",
"\n",
" if is_iterator:\n",
" progress = IntProgress(min=0, max=1, value=1)\n",
" progress.bar_style = 'info'\n",
" else:\n",
" progress = IntProgress(min=0, max=size, value=0)\n",
" label = HTML()\n",
" box = VBox(children=[label, progress])\n",
" display(box)\n",
"\n",
" index = 0\n",
" try:\n",
" for index, record in enumerate(sequence, 1):\n",
" if index == 1 or index % every == 0:\n",
" if is_iterator:\n",
" label.value = '{name}: {index} / ?'.format(\n",
" name=name,\n",
" index=index\n",
" )\n",
" else:\n",
" progress.value = index\n",
" label.value = u'{name}: {index} / {size}'.format(\n",
" name=name,\n",
" index=index,\n",
" size=size\n",
" )\n",
" yield record\n",
" except:\n",
" progress.bar_style = 'danger'\n",
" raise\n",
" else:\n",
" progress.bar_style = 'success'\n",
" progress.value = index\n",
" label.value = \"{name}: {index}\".format(\n",
" name=name,\n",
" index=str(index or '?')\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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