diff --git a/04_training_linear_models.ipynb b/04_training_linear_models.ipynb index 78876ebcc..5e065099f 100644 --- a/04_training_linear_models.ipynb +++ b/04_training_linear_models.ipynb @@ -590,11 +590,11 @@ "data": { "text/plain": [ "SGDRegressor(alpha=0.0001, average=False, early_stopping=False, epsilon=0.1,\n", - " eta0=0.1, fit_intercept=True, l1_ratio=0.15,\n", - " learning_rate='invscaling', loss='squared_loss', max_iter=1000,\n", - " n_iter=None, n_iter_no_change=5, penalty=None, power_t=0.25,\n", - " random_state=42, shuffle=True, tol=0.001, validation_fraction=0.1,\n", - " verbose=0, warm_start=False)" + " eta0=0.1, fit_intercept=True, l1_ratio=0.15,\n", + " learning_rate='invscaling', loss='squared_loss', max_iter=1000,\n", + " n_iter_no_change=5, penalty=None, power_t=0.25, random_state=42,\n", + " shuffle=True, tol=0.001, validation_fraction=0.1, verbose=0,\n", + " warm_start=False)" ] }, "execution_count": 21, @@ -921,7 +921,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1031,7 +1031,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1216,8 +1216,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/ageron/miniconda3/envs/tf2/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:492: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Fitting data with very small alpha may cause precision problems.\n", - " ConvergenceWarning)\n" + "/Users/ageron/miniconda3/envs/tf2/lib/python3.6/site-packages/sklearn/linear_model/coordinate_descent.py:475: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2.802867703827461, tolerance: 0.0009294783355207351\n", + " positive)\n" ] }, { @@ -1229,7 +1229,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1432,11 +1432,11 @@ "text/plain": [ "(239,\n", " SGDRegressor(alpha=0.0001, average=False, early_stopping=False, epsilon=0.1,\n", - " eta0=0.0005, fit_intercept=True, l1_ratio=0.15,\n", - " learning_rate='constant', loss='squared_loss', max_iter=1,\n", - " n_iter=None, n_iter_no_change=5, penalty=None, power_t=0.25,\n", - " random_state=42, shuffle=True, tol=-inf, validation_fraction=0.1,\n", - " verbose=0, warm_start=True))" + " eta0=0.0005, fit_intercept=True, l1_ratio=0.15,\n", + " learning_rate='constant', loss='squared_loss', max_iter=1,\n", + " n_iter_no_change=5, penalty=None, power_t=0.25, random_state=42,\n", + " shuffle=True, tol=-inf, validation_fraction=0.1, verbose=0,\n", + " warm_start=True))" ] }, "execution_count": 49, @@ -1588,7 +1588,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1723,7 +1723,7 @@ "outputs": [], "source": [ "X = iris[\"data\"][:, 3:] # petal width\n", - "y = (iris[\"target\"] == 2).astype(np.int) # 1 if Iris-Virginica, else 0" + "y = (iris[\"target\"] == 2).astype(np.int) # 1 if Iris virginica, else 0" ] }, { @@ -1742,9 +1742,10 @@ "data": { "text/plain": [ "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, max_iter=100, multi_class='warn',\n", - " n_jobs=None, penalty='l2', random_state=42, solver='lbfgs',\n", - " tol=0.0001, verbose=0, warm_start=False)" + " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", + " multi_class='warn', n_jobs=None, penalty='l2',\n", + " random_state=42, solver='lbfgs', tol=0.0001, verbose=0,\n", + " warm_start=False)" ] }, "execution_count": 57, @@ -1766,7 +1767,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 58, @@ -1775,7 +1776,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1790,8 +1791,8 @@ "X_new = np.linspace(0, 3, 1000).reshape(-1, 1)\n", "y_proba = log_reg.predict_proba(X_new)\n", "\n", - "plt.plot(X_new, y_proba[:, 1], \"g-\", linewidth=2, label=\"Iris-Virginica\")\n", - "plt.plot(X_new, y_proba[:, 0], \"b--\", linewidth=2, label=\"Not Iris-Virginica\")" + "plt.plot(X_new, y_proba[:, 1], \"g-\", linewidth=2, label=\"Iris virginica\")\n", + "plt.plot(X_new, y_proba[:, 0], \"b--\", linewidth=2, label=\"Not Iris virginica\")" ] }, { @@ -1815,7 +1816,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1835,8 +1836,8 @@ "plt.plot(X[y==0], y[y==0], \"bs\")\n", "plt.plot(X[y==1], y[y==1], \"g^\")\n", "plt.plot([decision_boundary, decision_boundary], [-1, 2], \"k:\", linewidth=2)\n", - "plt.plot(X_new, y_proba[:, 1], \"g-\", linewidth=2, label=\"Iris-Virginica\")\n", - "plt.plot(X_new, y_proba[:, 0], \"b--\", linewidth=2, label=\"Not Iris-Virginica\")\n", + "plt.plot(X_new, y_proba[:, 1], \"g-\", linewidth=2, label=\"Iris virginica\")\n", + "plt.plot(X_new, y_proba[:, 0], \"b--\", linewidth=2, label=\"Not Iris virginica\")\n", "plt.text(decision_boundary+0.02, 0.15, \"Decision boundary\", fontsize=14, color=\"k\", ha=\"center\")\n", "plt.arrow(decision_boundary, 0.08, -0.3, 0, head_width=0.05, head_length=0.1, fc='b', ec='b')\n", "plt.arrow(decision_boundary, 0.92, 0.3, 0, head_width=0.05, head_length=0.1, fc='g', ec='g')\n", @@ -1902,7 +1903,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1943,8 +1944,8 @@ "\n", "plt.clabel(contour, inline=1, fontsize=12)\n", "plt.plot(left_right, boundary, \"k--\", linewidth=3)\n", - "plt.text(3.5, 1.5, \"Not Iris-Virginica\", fontsize=14, color=\"b\", ha=\"center\")\n", - "plt.text(6.5, 2.3, \"Iris-Virginica\", fontsize=14, color=\"g\", ha=\"center\")\n", + "plt.text(3.5, 1.5, \"Not Iris virginica\", fontsize=14, color=\"b\", ha=\"center\")\n", + "plt.text(6.5, 2.3, \"Iris virginica\", fontsize=14, color=\"g\", ha=\"center\")\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.axis([2.9, 7, 0.8, 2.7])\n", @@ -1961,9 +1962,10 @@ "data": { "text/plain": [ "LogisticRegression(C=10, class_weight=None, dual=False, fit_intercept=True,\n", - " intercept_scaling=1, max_iter=100, multi_class='multinomial',\n", - " n_jobs=None, penalty='l2', random_state=42, solver='lbfgs',\n", - " tol=0.0001, verbose=0, warm_start=False)" + " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", + " multi_class='multinomial', n_jobs=None, penalty='l2',\n", + " random_state=42, solver='lbfgs', tol=0.0001, verbose=0,\n", + " warm_start=False)" ] }, "execution_count": 63, @@ -1993,7 +1995,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2019,9 +2021,9 @@ "zz = y_predict.reshape(x0.shape)\n", "\n", "plt.figure(figsize=(10, 4))\n", - "plt.plot(X[y==2, 0], X[y==2, 1], \"g^\", label=\"Iris-Virginica\")\n", - "plt.plot(X[y==1, 0], X[y==1, 1], \"bs\", label=\"Iris-Versicolor\")\n", - "plt.plot(X[y==0, 0], X[y==0, 1], \"yo\", label=\"Iris-Setosa\")\n", + "plt.plot(X[y==2, 0], X[y==2, 1], \"g^\", label=\"Iris virginica\")\n", + "plt.plot(X[y==1, 0], X[y==1, 1], \"bs\", label=\"Iris versicolor\")\n", + "plt.plot(X[y==0, 0], X[y==0, 1], \"yo\", label=\"Iris setosa\")\n", "\n", "from matplotlib.colors import ListedColormap\n", "custom_cmap = ListedColormap(['#fafab0','#9898ff','#a0faa0'])\n", @@ -2349,11 +2351,11 @@ "0 5.446205811872683\n", "500 0.8350062641405651\n", "1000 0.6878801447192402\n", - "1500 0.6012379137693314\n", - "2000 0.5444496861981872\n", + "1500 0.6012379137693313\n", + "2000 0.5444496861981873\n", "2500 0.5038530181431525\n", - "3000 0.47292289721922487\n", - "3500 0.44824244188957774\n", + "3000 0.4729228972192248\n", + "3500 0.4482424418895776\n", "4000 0.4278651093928793\n", "4500 0.41060071429187134\n", "5000 0.3956780375390374\n" @@ -2458,12 +2460,12 @@ "text": [ "0 6.629842469083912\n", "500 0.5339667976629505\n", - "1000 0.5036400750148942\n", + "1000 0.503640075014894\n", "1500 0.49468910594603216\n", - "2000 0.4912968418075476\n", - "2500 0.48989924700933296\n", - "3000 0.4892990598451198\n", - "3500 0.4890351244397859\n", + "2000 0.4912968418075477\n", + "2500 0.489899247009333\n", + "3000 0.48929905984511984\n", + "3500 0.48903512443978603\n", "4000 0.4889173621830818\n", "4500 0.4888643337449303\n", "5000 0.4888403120738818\n" @@ -2549,12 +2551,12 @@ "text": [ "0 4.7096017363419875\n", "500 0.5739711987633519\n", - "1000 0.5435638529109128\n", + "1000 0.5435638529109127\n", "1500 0.5355752782580262\n", - "2000 0.5331959249285545\n", - "2500 0.5325946767399382\n", + "2000 0.5331959249285544\n", + "2500 0.5325946767399383\n", "2765 0.5325460966791898\n", - "2766 0.5325460971327978 early stopping!\n" + "2766 0.5325460971327977 early stopping!\n" ] } ], @@ -2639,7 +2641,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2666,9 +2668,9 @@ "zz = y_predict.reshape(x0.shape)\n", "\n", "plt.figure(figsize=(10, 4))\n", - "plt.plot(X[y==2, 0], X[y==2, 1], \"g^\", label=\"Iris-Virginica\")\n", - "plt.plot(X[y==1, 0], X[y==1, 1], \"bs\", label=\"Iris-Versicolor\")\n", - "plt.plot(X[y==0, 0], X[y==0, 1], \"yo\", label=\"Iris-Setosa\")\n", + "plt.plot(X[y==2, 0], X[y==2, 1], \"g^\", label=\"Iris virginica\")\n", + "plt.plot(X[y==1, 0], X[y==1, 1], \"bs\", label=\"Iris versicolor\")\n", + "plt.plot(X[y==0, 0], X[y==0, 1], \"yo\", label=\"Iris setosa\")\n", "\n", "from matplotlib.colors import ListedColormap\n", "custom_cmap = ListedColormap(['#fafab0','#9898ff','#a0faa0'])\n", diff --git a/05_support_vector_machines.ipynb b/05_support_vector_machines.ipynb index f59eb2154..be0b7b73f 100644 --- a/05_support_vector_machines.ipynb +++ b/05_support_vector_machines.ipynb @@ -89,9 +89,9 @@ "data": { "text/plain": [ "SVC(C=inf, cache_size=200, class_weight=None, coef0=0.0,\n", - " decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n", - " kernel='linear', max_iter=-1, probability=False, random_state=None,\n", - " shrinking=True, tol=0.001, verbose=False)" + " decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n", + " kernel='linear', max_iter=-1, probability=False, random_state=None,\n", + " shrinking=True, tol=0.001, verbose=False)" ] }, "execution_count": 2, @@ -130,7 +130,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -173,8 +173,8 @@ "plt.plot(x0, pred_1, \"g--\", linewidth=2)\n", "plt.plot(x0, pred_2, \"m-\", linewidth=2)\n", "plt.plot(x0, pred_3, \"r-\", linewidth=2)\n", - "plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\", label=\"Iris-Versicolor\")\n", - "plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\", label=\"Iris-Setosa\")\n", + "plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\", label=\"Iris versicolor\")\n", + "plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\", label=\"Iris setosa\")\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.legend(loc=\"upper left\", fontsize=14)\n", @@ -212,7 +212,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -276,7 +276,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAC7CAYAAAB4pz8ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XdYVNfWwOHfAQTELiCI3diuNQqW2HtFnUk0pphY8qUnN90UY9QbY9qNxnRjTIzRNK+ZsXfFrhF71yh2RcCGjbq/P44cGJozw9DX+zzzwJyyzz4ksliz915HU0ohhBBCCCGEECLn3PK7A0IIIYQQQghRVEiCJYQQQgghhBAuIgmWEEIIIYQQQriIJFhCCCGEEEII4SKSYAkhhBBCCCGEi0iCJYQQQgghhBAuIgmWEEIIIYQQQrhIniVYmqZ5aZo2XdO0k5qmxWqatkvTtD7ZHP+KpmkXNE27pmnaj5qmeeVVX4UQQhQ9EoeEEELkhbwcwfIATgOdgHLAu8CfmqbVTH+gpmm9gLeAbkANoDYwPq86KoQQokiSOCSEECLXaUqp/Lu4pu0Bxiul5qbb/itwQin1zp333YDZSqnAfOimEEKIIkrikBBCCFfLtzVYmqYFAPWA/ZnsbgTsTvN+NxCgaZpvXvRNCCFE0SdxSAghRG7wyI+LappWApgN/KyUOpTJIaWBq2nep3xfBohJ19ZTwFMApUqVCm7QoIHrOyyEEKJA2L59e7RSyj+n7eRWHHJ3dw+uWrUq5cqVo0SJEjnqY2xsLEeOHEl7HcqUKUP58uUpX758jtsXQgjhGHtjUJ4nWJqmuQG/APHAC1kcdh0om+Z9yvex6Q9USn0PfA8QEhKiwsPDXddZIYQQBYqmaSdd0EauxSFN09TJkyfRNI127dphMpkwm83Url3bqb6eOHECq9WKxWJhw4YNXLt2jWvXrnH69GlOnjxJtWrVnGpXCCGE4+yNQXm6BkvTNA34EagJ9FVK3criuF+BCKXU6DvvuwK/3m3uuyRYQghRtGmatl0pFZKD83M1DtWsWVM1atSIlStXEh8fb2xv2rSpkWw1a9YMvRuOiYqKYsGCBVgsFs6fP0/aePfggw/SoEEDTCYTzZs3d6p9IYQQ2bM3BuV1gvUdcC/QXSl1PZvjegMzgK7AOeAv4G+l1FvZtS8JlhBCFG0uSLDyJA5du3aNJUuWYLVaWbRoEbGxqQNfNWvWxGw2YzKZaNeuHe7u7g7fR3JyMm5u+jLqY8eOUadOHWNfjRo1MJlMmEwm2rdvj4dHvqwGEEKIIqfAJViaptUATgBxQGKaXU8D64EDQEOl1Kk7x78KvAmUBOYCzyil4rK7hiRYQghRtOUkwcqvOBQXF8fq1auxWq3MmzePyMhIY5+/vz8DBgzAZDLRvXt3vL29Hb6v+Ph4wsLCsFgsWK1WLly4YOzz9fVl+fLltGjRwuF2hRBC2CpwCVZekARLCCGKtpyOYOW2u8WhpKQktmzZgsViwWKxcPz4cWNf6dKl6dOnD2azmb59+1KuXDmHr5+cnMzWrVuNdVtnzpwhOjoaHx8fAKZMmYKfnx/9+vWjfPnyjt+gEEIUY5JgCSGEKHIKe4KVllKKffv2GSNPO3fuNPaVKFGCrl27YjabGTBgAJUrV3a4L0opzp49S9WqVQF9JM3f35/Y2Fg8PDzo0qULZrOZgQMHEhQU5HD7QghR3EiCJYQQosgp6AlWkyZN1N69e506N6VioNVqZf369SQnJwN6efY2bdpgNpsxm802660ccfPmTaZPn47FYmHdunUkJSUZ+1q3bs2kSZNo27atU20LIURxYG8MyrcHDQtR0C1fvpw+ffrg6+uLt7c39erV48033+Ty5ctOtff555/z119/Zdg+bty4DBW/NE1j3LhxTl1HCJF/9u3bR9OmTRk7diy7du3CkQ8xa9asycsvv0xYWBgXLlxg+vTp9O/fH09PTzZv3syoUaOoW7cujRs3ZsyYMezYscOh9n18fHjxxRdZvXo1kZGRzJgxg4EDB+Lt7c3WrVttpgyuWbOGbdu2OdS+EEIInYxgCZGJiRMnMnr0aEwmE48//jgVK1Zk+/btfPzxx5QpU4Y1a9Y4/PyZmjVr0r59e2bNmmWzfdy4cYwfP97mD5ktW7ZQtWpVY2qPEEJX0Eew3N3dVcrIE+j/7lPKs3fo0MGp8unXr19n6dKlWK1WFi5cyNWrqc8/rl69utG+sxUDb9y4wdq1a+nTp4/Rv5CQELZv307VqlWNioQdO3aUhxsLIYo1mSIohJPWrFlDt27deOmll5g8ebLNvoiICIKDg2nWrBlr1qxxqF1HEixXiouLw8vLK1faFgVfYCCkKVpnCAiANMXmCo2CnmAFBwerDz74AIvFYlMxsE6dOhw5csRIYOLj4/H09HS4/bQVA+fNm8f58+eNfb6+vvTv3x+z2UyPHj0oWbKkU/eQlJTESy+9hNVq5ezZs8b2ChUq0L9/f1544QVatmzpVNtCiOKnKMUhmSIohJM++eQTKlasyIcffphhX61atXjrrbcICwtj69atnDhxAk3TmDFjhs1xYWFhaJpGWFgYoCdXJ0+eZPbs2WiahqZpDB8+PMs+ZDZFcPfu3QwYMIAKFSpQsmRJ2rVrx/r1622OGT58OFWrVmXz5s20bduWkiVLMmrUKGd+DKKIyCyoZbdd5IymafTu3ZupU6dy7tw5Nm7cyOuvv86zzz5rJFenT5/Gz8+PBx98kF9//dVmROpuPD096dmzJ99++y1nzpyxmToYExNjTPvz8/PjgQceYNasWQ5Pa3Z3d+err77i1KlTbN26lbfffpsGDRpw+fJlZs6cyYkTJ4xjT506xaVLlxxqXwhRvBTHOCQJlhBpJCYmsnbtWnr06JHl82gGDBgAwOrVq+1u12KxEBgYSK9evdi8eTObN29mzJgxdp+/Y8cO2rZty6VLl5g2bRpz587F19eX7t27s337dptjr169ykMPPcTDDz/MkiVLeOSRR+y+jhDCddzc3Gjbti2ffvopr776qrF93bp1xMbGMmfOHB599FH8/f2NpCztiJQ97bdp04aPP/6Yw4cPs3//fiZMmEBwcDA3b97kr7/+4rHHHqNSpUr06NGDb775xmZEyp72W7VqxcSJEzl48CAHDx7kww8/pHfv3sYxY8aMoVKlSnTr1o2vvvqKM2fO2N2+EEIUVfJ4dyHSiImJ4datW9SsWTPLY1L2nT592u52mzdvjpeXF35+frRp08bhfr3xxhtUr16d1atXG9OKevXqRePGjXn//fexWq3GsdevX2fWrFkMHDjQ4esIIXLfo48+Srt27WwqBi5btoxly5bx8ssvExMTYzy3yl6aptGwYUMaNmzI6NGjOX36tPEsrHXr1rFy5UpWrlzJ888/T+vWrY11W/Xr17f7Gg0aNOCtt96y2Xbr1i1A/8Bp9erVvPjii4SEhGA2mxk8eDB169Z16D6EEKIokBEsIQq4W7dusXbtWgYPHoybmxuJiYkkJiailKJ79+6sW7fO5vgSJUoQGhqaT70VQtgjfcXAH3/8kf79+9OvXz8juUpMTKRDhw68++67bN++3aF1mtWqVcu2YmDKtL+GDRvyzjvvOF0x8M8//+TixYvMnDkTs9lMyZIlCQ8PZ/To0TbrTW/fvk3a4h9CCFGUSYIlRBopJdnTrjFIL2Wfo1UEnXXp0iWSkpJ4//33KVGihM3rq6++4vLlyzZ/uPj7++Pu7p4nfRNC5Jy/vz8jRoxg/vz5zJkzx9i+bt06NmzYwAcffEBISAg1a9bkpZdeIiwsjMTERLvb9/X1ZdiwYVitVqKjo42pg+XLlzem/bVq1Yrq1avzwgsvsGrVKhISEuxuv2LFijz22GP89ddfREdHY7VaGT58OIMGDTKO+eKLL6hWrRrPPfccK1ascKh9IYQobCTBEiINDw8POnXqxIoVK7h9+3amx8yfPx+Arl27Guu04uPjbY6JiYlxWZ/Kly+Pm5sbL774Itu2bcv05eaW+k/ZmTLQougKCHBse4rAQNC0jK/AQNf3UaRK+++3ffv2LF++nGeffZbKlStz6tQpvvjiC7p06UJgYKBD05RTlCpVCrPZzMyZM7l48aIxbbBKlSqcOXOGr7/+mu7duxMQEMDjjz+OxWLh5s2bdrfv4+PDwIED+emnn2jSpImxffPmzZw7d45vv/2Wnj17UqlSJYYOHcrcuXO5ceOGw/chhCg8imMckgRLiHRef/11YmJieOeddzLsi4iI4OOPP6Zjx460bt2agIAAvLy82Ldvn81xixYtynCul5eXsV7BEaVKlaJDhw7s3r2bFi1aEBISkuElRFYuXAClMr7uVhq3OFZ9Kmg8PT2N4hRnzpxhy5YtvPnmm9SrV4/SpUvbPCfvnXfecbhiYIkSJYziFKdOneLvv/+2qRj4yy+/cP/99+Pn54fJZOLnn392umLgX3/9ZUwdbNSoEVeuXGH27NkMGjSIkSNHOtWmEKJwKI5xSIpcCJFO9+7dGT9+PGPHjuXEiRM8/vjjVKhQgR07dvDRRx9Rrlw5fvnlF0D/tHnIkCFMnz6devXqUb9+fRYtWmSUZ0+rYcOGrF+/noULFxIYGIifn1+2xTTSmjRpEh07dqRXr1488cQTVK5cmejoaHbs2EFSUhIfffSRC38CQoiCxs3NjdatW9O6dWs+/PBDYmJijNGu8+fPG4+V8PDwoHPnzpjNZgYOHEiVKlXsbr9ly5a0bNmSiRMncujQIaNIxt9//828efOYN28e7u7udOrUyXj4sL1TpTVNIzg4mODgYCZMmMDRo0exWCxYrVZMJpNx3NKlS/noo48wm82YTCZq1Kjh4E9KCCEKAKVUkXkFBwcrIVxlyZIlqmfPnqp8+fLK09NT1alTR73++usqJibG5rjLly+roUOHKl9fX1WhQgX19NNPq4ULFypArVmzxjju4MGDqn379qpkyZIKUMOGDVNKKTV27Fil/1NMBaixY8fabDtw4IAaMmSI8vf3V56enqpKlSqqf//+atGiRcYxw4YNU1WqVHHpz0EUT5l/3qi/8rdfhKsCEG+yeuVHHLp8+bL68ssvVdeuXZW7u7sCjFfr1q3Vvn37ctT+6dOn1ddff626d++uPDw8bNoPCQlREyZMUPv371fJyck5vpf/+7//s2m/RYsW6v3331d79+51SftCiMKjIMYhe2OQppyoGlRQhYSEqPDw8PzuhhBCFHrZLeXLz7Chadp2pVSBnReb33EoJiaGhQsXYrVaWbZsGQkJCVy8eJEKFSoA+jP5qlatSkhIiFPrNS9fvmy0v3TpUpv1WfXq1TNGnlq1amWzNtReV65cYfHixVgsFpYsWWKzPqtv376ZTr8WQhRNBTEO2RuDJMESQgiRQUEMbCAJliNu3LjBjh076NChAwBJSUkEBQVx8eJFqlSpYjwLq2PHjpQoUcLh9m/evMmKFSuwWq3Mnz/fZn1WUFAQAwcOxGQy0blzZ+P5fY64ffs2K1euxGKxMH/+fJ588kkmTpwI6NVcP/roI0wmE127dnWqfSFEwVYQ45AkWEIIIZwWGJj5QuKAgLsvTM5NkmA579q1a7zzzjtYrVbOnj1rbK9QoQKhoaG88cYbNpX/HJGYmMj69euNdVtpKxyWK1eO0NBQzGYzvXr1onTp0k61f/v2bePcyZMn8+qrrwJQtmxZ+vXrh8lkok+fPpQpU8apexBCFCwFMQ5JgiWEuKukpCR5ZlYB42xAyctAlJ9BTxKsnFNKER4ejsViwWKxcOjQIQC2bt1Kq1atADh48CABAQFUrFjRqfZ37NhhJFv79+839nl7e9OjRw/MZjP9+/fHz8/PqXs4dOgQv/32GxaLhb179xrbPT096d+/P3PmzJFHVgjhhMIQg/LjeikkwRJCZGvPnj20adOGl156ifHjx8sUmwLC2SkReTmVIj+nbUiC5XqHDh1iyZIlvPTSS8a6qc6dO7NhwwanKgamd/ToUSPZ2rx5s7Hdzc2NDh065Lhi4LFjx4z2N23aRP/+/Zk3bx6gP6Pw22+/ZcCAAdSqVcup9oUoTgpDDMqP66VeVxIsIUQWEhISaNy4MUeOHMHHx4egoCDmzJnDvffem99dK/YKQ3CTBCtrRSEOJSUlERoaysqVK0lMTDS2BwcHYzabefjhh6ldu7ZTbZ8/f5558+ZhtVpZvXo1CQkJxr7mzZtjNpsxm800atTIqRGoCxcucO3aNerVqwfA8uXL6dWrFwDNmjUz2m/SpImMcAmRicIQg/LjeqnXlQRLCJGF9957j88++8ymAljJkiV5+eWXGTdunIxm5aPCENwkwcpaUYpDly9fZtGiRVgsFpuKgT/++CMjRowAIDY2llKlSuWoYqDVamXx4sU2FQPvueceIxlq06aNU+0DhIeH89///pfFixcTGxtrbK9duzYmk4kPPvgAb29vp9oWoigqDDEoP66Xel0XJ1iapvkA9wKVAJvfdEqpv5zppKsVpcAmRG45e/YsNWrUICkpKcM+Gc3Kf4UhuEmClbWiGodu3brFihUrsFgsfPLJJ/j7+wPw/PPPY7VaGThwIGazmU6dOrmkYmB0dLSxLyAgwGjf2YqBcXFxrFq1CovFwrx584iKiuKee+7h6NGjxkjW+vXradWqFV5eXg63L0RRURhiUH5cL/W6LkywNE3rDvwG+GayWymlCsQq+aIa2IRwpaSkJEaPHs0XX3zBrVu3Mj1GRrPyT2EIbpJgZa24xaG2bdvarKtKqRhoMpno3bu3UxUDk5KS2Lhxo1GE4+TJk8a+smXL0rdvX8xms9MVA5OSkti8eTOXL1+mf//+AJw5c4Zq1apRunRpo/2+fftStmxZh9sXojArDDEoP66Xel07Y5A9TyMG9gMzgCB7js+mnReAcCAOmJHNccOBJOB6mlfnu7UfHBzsxDOZhSietm/frmrXrq18fHwUkOHl4+Oj6tSpo3bu3JnfXS2wAgIyf8J8QIDzbWb35Prsrufmlvk+N7esr+XMObl13/YCwlUBjUGqGMah5ORkFR4ert59913VqFEjm98hr732mkva37lzp3rvvfdUkyZNbNr39PRUffv2VdOmTVORkZE5us7ff/+tmjVrZtN+iRIlVO/evdXUqVNVbGxsju9FiNzg6t/HeRmDlCp8ccjeGGTvCNYNoKlS6thdD86+nfuBZKAXUFIpNTyL44YD/6eUau9I+8Xtk0Mhcio+Pp4xY8bw5Zdf5mg0SylVLBeM58YnaLnxY8yqLwXxIY53k5MRrNyOQSBxKKVioNVq5ZNPPqFdu3YATJ06lV9//dWoGFizZk2n2k9fMTDlbxg3NzfatWtnPDzZ2YqBERERRvsbNmxAKUWJEiWIjo42RrNiYmLw9c1sQo8Qec/Vv8fzMgbd7XoFMQ65eorgcuBzpdRiF3VuAlBVEiwhCoYdO3YwePBgLly4YFP4IkV2a7Pmzp3LmDFj2LVrV7GbTigJVt5zxRTB3IpBIHEoK71792bZsmXG++bNmxvJUOPGjZ36gCYyMpL58+djsVhYtWoV8fHxxr5mzZoZ7Tdt2tSp9i9evMiCBQs4ffo048aNA/QHHgcGBlK5cmWjCMe9995bLD9gEgWDJFh5K8cJlqZpLdK8rQlMACYBe4GEtMcqpXY42Dl7gtvXwC3gEvAL8KFSKjGTY58CngKoXr16cNq52kII+9k7mpX2uVlRUVHUqVOH27dvM2HCBN5444087nX+kgQr7+VhgmVXDLpzvMShu8iuYuDw4cP56aefctT+tWvXWLJkCRaLJUPFwFq1ahnJVtu2bXP0cPWDBw/Spk0brl27ZmyrUaOG0X779u3l4e0iT0mClbdckWAlo89DvtuPWikHi1zYEdxq37n2SaAR8Afwi1Lqw+zalU8Ohcg5R0azxowZw7Jly0hISKBUqVJEREQY1cWKA0mw8l4eJVhOxSCQOGSP27dvGxX95s+fz/vvv8/TTz8NwJYtW/jpp58wmUx07drVqYp+cXFxrF692qgYePHiRWOfv78/AwYMwGw2061bN6dKtMfHx7NmzRqj/QsXLhj7wsPDCQ4OBorv1GmRtyTByluuSLBq2HsxpZRDH9fdLbhlcvxDwBtKqeDsjpPAJoRr2DOa5e3tjZubm5GEeXp68sgjj+T4k+jCRBKsvJcXCVYmx9sVg0DikKOSkpJITEw0EqmXX36ZKVOmAK6rGLhlyxajIuHx48eNfaVLl6ZPnz5GxcBy5co53H5ycjJbt27FarUSHh7OypUrjaQqpYqi2WymX79+lC9f3uH2hbgbSbDylqvXYHUENqWfHqFpmgfQVim1zsHOORrchgBvKqVaZHecBDYhXOtuo1nplSxZkq1bt9KkSZM86F3+CwyEyMiM2wMCIM2H2g7JLtgEBGR9PXC8L+7ukJyccbubG2TymLQCIZ8SLLtiEEgcyql9+/YxZ84crFYre/bsMbZ7enoybNgwvv/+e6fbVkqxd+9eo4jFrl27jH0lSpSgW7dumEwmBg4cSGBgYI7uIyYmhkqVKpF85x+Yh4cHXbp0wWw2M3DgQIKCgnLUvhApXB2H8jIGQeGLQ/bGIHsfjb4GqJjJ9nJ39tnbKQ9N07wBd8Bd0zTvO0la+uP6aJoWcOf7BsAYYJ691xFCuEaLFi04ePAgL7zwAiVLlrzr8bdv3+bJJ5/Eng9u8kNgoB480r+c/VvqwoXMi9neLai5u2feD3f37ArkZt9mVFTm2yMjs77npKTMr1MQg5orSAwq+Bo3bsz48ePZvXs3//zzD5999hnt27cnISHBZjrfxYsXmTRpEhEREXa3rWkaTZs25b333mPnzp0cP36cyZMn07FjR5KSkli6dCnPPPMMQUFBtGvXjk8//ZR//vnHqfvw9fXl+PHjTJkyhc6dO5OcnMyKFSt47rnnqFKlCgsXLnSqXVG4uToGgevjkJuba2NQVFT2911U45C9I1jJQIBSKird9nro9eDtehKfpmnjgLHpNo8HfgQOAA2VUqc0Tfsv8BhQGogEZgHvK6USyIZ8cihE7rF3NKtUqVLMnj2bgQMH5mHv7FNQpiLkxoMcnVFA8+Bs5bBM+zhyMQaBxKHcEhkZSWJiIlWqVAFg2rRpPPXUUwA0bdrUqOjnbMXAqKgoFixYgMViYcWKFcTFxRn7GjdubJSXb968uVPtR0dHs3DhQiwWC2vWrOHEiRNUrKh/bv3BBx9w8+ZNzGYzwcHBsm6rCCsoMQic60teTx8siFwyRVDTtPl3vu0HrER/OGMKd6AxcFAp1TsHfXUZCWxC5K6zZ89Sq1YtEhKy/zuzcuXKnDhxosCVbS8owU0SLOe5YopgbpI4lDfWrVvHN998k2nFwEGDBvHxxx87najExsaybNkyLBYLCxcuzLRioMlkon379nh4ZBgAvau4uDhjzVlSUhJVqlQh8s7cqmrVqhntd+zY0an2RcFVUGIQSILlLFdNEYy589KAy2nexwBngO+AoTnrqhCisHjmmWfsOu7q1at8/vnnudwbIURx1bFjR37//XeioqJYvHgxTz75JJUqVSIiIoLt27cbyVVycjJLlizh9u3bdrddpkwZBg0axOzZs4mKimLZsmU888wzBAYGcvLkSaZMmUKXLl0IDAxk5MiRLFiwIMtiQJlJXxnxl19+4bnnniMoKIjTp0/z5Zdf0q1bNwICAvjzzz/tblcIUXDYO0VwLPBfpdSNux6cj+STQyFyz5w5cxg+fLhdxS6AAlm2vaB8eigjWM6TESyRlZSKgUop2rfXnxG9adMm2rVr5/KKgRaLhaNHjxr7SpUqRe/evXNUMTA5OZlt27YZ7R8+fJjNmzfTpk0bABYvXkx0dDShoaHG9EJRuBSUGAQyguUsl1YRLCwksAmRezp16sTmzZvx8fFBKcXNmzdJTMz0uatAwSzbXlCCmyRYzpMESzhi5cqVjBo1ip07dxrb0lYMHDFihFNTmZVSHDhwwEiGtm/fbuxzVcXAQ4cOUa9ePdzc9MlGXbp0ISwsDHd3dzp37mysC0tZlyYKvoISg0ASLGe54jlYEegPWrwrpVRtx7qXOySwCZF7lFLExMRw4sQJTpw4QUREBIcPH+bw4cOcOHGCixcvommaMf3l5s2bJCUlsWfPHvz9d3P8+Gji4k7h5VWd2rU/ICDg0Wyvlxsl0LNrM7Pt2bnzN0+W5WWz25fZ9rv1JSBAr8bk6PWyu46zP8f8JAmWcMaJEyewWq1YrVbWr19PcnIygYGBnD171khgzp0753QydOrUKaP9devWkZSmBFrr1q2NIhz16tVz+h6+++47/ve//xEWFmbTfsuWLRk1ahSDBg1yum2ROVfHIWdjUFZxI7fiUGacjUFubuDv7/p4nl9ckWC9luZtaeBV4G9g851t9wGtgM+UUv/JWXddQwKbEPknswTsyJEjPPxwLTw8PiA5OXVqoZubD/Xrf59tkpXXn/QV9sJdhe1TQGdJgiVyKqViYFxcHM8++yygP7cqICCAf/3rXzmuGBgTE8OCBQuwWq0sW7bMZv1XSvs5qRh46dIlFi1ahMViYenSpdy6dYsffviBJ554AoAjR45w5coVQkJCjORROCcv45DEoMLB1Q8angEcUUpNTLf9baCRUqpAFLqQwCZEwbN5c03i4k5m2O7lVYP77juR5XmSYDlGglvBIHGocFq3bh0DBgzg6tWrxraUioFms5l27do5VdHvxo0bNhUJr1y5YuyrWrWq0b6zFQNv3rzJ8uXL6dChA76+vgC8+OKLfPXVV1SpUoWBAwdiNpvp1KkTJUqUcLj94k4SLPtJDEp3nJ0J1jWghVLqn3Tb6wA77H0OVm6TwCZEwRMW5kbms401OnfOeo6CJFiOkeBWMEgcKrzi4+MJCwvDYrEwb948zp8/D+gPKD5//jwBAQGAXozCmZGhhIQE1q5di8ViwWq1cu7cOWNfxYoVCQ0NxWw207NnT3x8fJy+jwkTJvD9999z+vRpY1v58uUJDQ3l8ccfp0ePHk63XdxIgmU/iUG27P0NcQPonMn2zoB9JcWESGvGDP23SefOGffVrKnvCwtzvN1x4/Rzhw/PSe/3agxmAAAgAElEQVSEC3l5VXdouxBC5AdPT0969uzJt99+y5kzZ9i8eTOjRo1i6NChRnKllKJRo0ZGGfe0I1J3U6JECbp3787XX3/N6dOn2bp1K2+99Rb169fn0qVLzJw5E7PZjJ+fH2azmZkzZ3Lp0iWH7+Pdd9/l5MmTbNu2jdGjR9OwYUOuXLnCrFmzWLJkiXFcbGws0dHRDrcvhLg7exOsycDXmqZ9p2na8Duv74Av7+wr+oYPzzohEMVDyv8D48bld08Kldq1P8DNzfbTWDc3H2rX/iCfeiSEENlzc3OjTZs2fPzxx8ycOdPYfuDAAQ4dOsTcuXMZOnQo/v7+9OzZk2+++YazZ8861H6rVq348MMPOXToEAcPHmTixIm0bNmSW7duYbVaGTZsGJUqVaJbt2589dVXnDlzxu72NU0jJCSECRMmsH//fg4fPsxHH33EY489Zhwze/ZsAgMD6dKlC1988QWnTp2yu30hRPbsSrCUUp8AjwFNgEl3Xk2AYUqpj3Ove6LIKlcO6teH6jKKUdQFBDxK/frf4+VVA9Dw8qpx1wIX+nmObc9rbm6plZMc3ZfdvTm7TwiR+xo1asTJkyf54osv6NKlC0opVqxYwfPPP0/VqlVtyrU7okGDBrz99tv8/fffnD59mq+++opu3boBsHr1al588UWqVatGy5YtmThxIgcPHnSo/Xr16vHmm2/SvHlzY9uZM2fQNI2wsDBeeuklatSoQXBwsJGUiYLzO9fZWONMHMrqHIlBDlJKFZlXcHCwyjXDhikFSnXqlHvXELoaNfSf9Zo1jp87dqx+7rBhru2TUqn/D4wd6/q2RZ4ICND/E6Z/BQRkv8+Z9pztR27cW1EChKsCEG+yeuVqHBIFTnR0tPrpp5/UwIEDVfXq1VViYqKx77nnnlPvvPOO2rZtm0pOTnaq/ZiYGDVz5kxlNptVyZIlFfqCVgWo+vXrqzfffFNt2bJFJSUlOdX+5cuX1axZs9QDDzygfHx8jLZ79uxpHJOUlOR0+8KWq2PQ3drMjfPyqr2Cyt4YJPU7hRDFRlbPGYmMzH6fM+052w9n5UabQojs+fr6Mnz4cKxWK8ePH8fd3R2Aq1evMm3aNGPaX/Xq1XnxxRdZvXo1CQkJdrdfsWJFHnvsMf766y+io6ONqYMVK1bk8OHDfPzxx7Rp04Zq1arx3HPPsWLFCofaL1++PI8++ij/+9//iI6OZv78+YwYMcJmKuHGjRupUqUKzzzzDMuWLSM+Pt7+H5Cw4eoYdLc2c+O8vGqvsMsywdI07ZqmaX53vo+98z7TV951twDq3FlflzNjBly7BqNGwT33QMmSULs2vPcepHkGBqtWQa9e4OcHpUpBx46wfn3mbact2JCcDJMnQ7Nm+nm+vjBgAPz9d/b9u3ZNb6dZMyhdWn81bQpjx0KacrQZrF0LgwZB1arg6alP6atbF0wmmDo149PkYmPh/fchOBjKlNHPCQqCkBB44w3Yt8/2+OyKXKR16hT83/9BtWrg7Q21asHrr2ff97vZsAEeeki/Ny8v/WfZvTv89lvxKYMjhBDCpVKSK4BSpUqxePFinnvuOYKCgjhz5owx7S8gIIBVq1Y53L6Pjw8DBw5kxowZREZG2kwdPHfuHN9++y09e/akUqVKDB06lLlz53Ljxg272y9ZsiT9+/fnxx9/ZOjQ1KfvrFq1igsXLjB16lR69+6Nv78/jzzyCHPmzOH69esO34chMREiImDjRlizRv8aEaFvF6Kwy2poCxgGeN35fvid95m+7Bkqy4tXvkwR7NRJ3z5pklL16+vflyqlVIkSqeOj/fvrx379tVKappSbm1Jly6bu9/RUasOGjNdMme72+ONKmc369x4eSpUrl3quu7tSv/+eeZ+PHk2dbgdK+fjor5T31asrdeRIxvOmTrUd3/Xx0e8p7bZbt1KPv3JFqYYNU/e5uSlVoYL+NWXbm2/aXuOnnzL/eSqV2udp05Ty99e/L11aKW/v1Pbq1FHq3Lmsf2ZZTREcNcr2PsqW1f+bpLx/6CGlspoKIVMEC73Mpi/Y83KmPWf7kRv3VpQgUwRFIZOUlKS2bt2q3nrrLVW/fn0FqDNnzhj7Z8yYoX7++WcVExPjVPvJyclq27ZtavTo0aphw4Y20wi9vb3VgAED1I8//qiioqKcbn/Hjh1qzJgxqnHjxjbt33PPPY5Pf0xOVmrPHqXmztVff/6Z+krZtmePflwR4+oYdLc2c+O8vGqvoLI3BmU5gqWU+lkpFXfn+xl33mf6yo3Er9AZP17/un49XL+uv6ZNAw8PWLBAH915+WV46y2IidFHYE6cgPvug/h4eOWVrNueNw/mz4dJk/QRqStX4J9/oEcPSEqCESPg2DHbc+Lj4YEH4ORJffRn+fLUfq1cqReXOHUKzGaIi0s97+ZNeO01/fuRI/VjbtzQz4uJgSVL4OGHbVdBTpkCBw6Avz8sXKi3d+mSPnJ35Ah89JE+queo11/XR87Wr9dHyG7cAKtVH/375x8YNsyx9qZMgU8+0Vdjfv+9/nO8elVv9/ffITBQ//qx1G0RQgjhGukrBh4/fpwqVaoA+ofc48ePNyoGdu/e3SUVA1OmDt6+fZv58+czcuRIAgIC6NKlC1OmTOHkyYwPf8+u/ebNm/Of//yHvXv3cvToUT799FPatm1L37590e48wCkqKoouXbrw+eefc+LEicwbU0ofqTp6VP/7JSnJdn/KtqNH9eOUsrufQhQo9mRhwDvAfYCHPcfn1ytfR7A8PPQRo/RGjkxN4UeMyLj/xInUEZSTJ233pYzGgFITJmQ899at1FGzJ56w3Tdzpr69RAml9u7NeO6+famjbNOnp27fulUZo3BpFutmq08f/ZyPPrLveKXsG8Hy9s78Z7p6derPZf16231ZjWBdvpw6CrZrV+Z92rRJ/29RoYJScXEZ98sIVqEnI1iFHzKCJYqQhIQE9dVXX6nu3bsrDw8Pm9GhkJAQtXTp0hy1f/bsWfXtt9+qnj17Zmi/RYsW6v3331d79+51ughH2uIX06dPt2n/3nvvVePHj1e7d+9ObT9l5CrtqFVWr5SRrCJERrAKP3tjkL1FLvoAa4DLmqYt1zTtHU3T2mqa5uHKZK9QGzwY6tTJuL1799Tv33474/4aNVLPS79OKYWPjz76lZ63d+po09y5tp/0/O9/+teBA6Fx44znNmqkr7EC+PPP1O1ly+pfExL0ESt7pJxz56n3LvPgg5n/TLt0gbZt9e9T7vNu5s7VR+G6d9fXo2Xmvvv0NV6XL4OTpXYLi8BAfQlc+ldgYH73LOeyuzdnS6dnxdmStblR6lbK5wpR+Hh4ePD888+zYsUKLl68yMyZM7n//vvx8fEhPDzcZl3Xtm3b2LJlC8np10BnIygoyChOERUVxezZsxk0aBClSpVix44djBkzhiZNmlCvXj1GjRrFpk2bHGrfLc0v1UGDBvHbb7/x4IMPUrp0aXbt2sXYsWNp1qwZDRo0IP7mzdSRKyDwyf5oDw7O8Ap8sr/eYMpIViFbk5WXMSi7/XkdhyQG2bL3OVgdgAqAGdiKnnCtQk+4luVe9wqRJk0y316pkv7V2zvzZAFS/++7fDnz/SEhemGLzHTqpH+9ckVfHJpixw79a5cuWfe5a1fbY0EvZFG3rj7F8L779MIahw5lP0zft6/+9Ysv4LHH9GmEsbFZH2+v7ApgpNx32r5nZ9Mm/evq1fpvuaxep0/rx6V8LaKKcrWf7O4tq78bkpPhwoXMP3u7cCHrazlzTk7Oy+s2hRB5p0KFCjz22GPMnTuXqKgo5s2bR6eUWAf85z//4b777rOpGOhIRb/y5csbxSmioqJYsGABI0eOxM/Pj3/++YdPP/2Udu3aOV0xsGzZsjz00EP88ccfREVFsWjRIv7v//4Pf39/goKC8Lzzyzk5OZlXf/6ZyKurgbgM7URe9bbdUMjicV7GICg4cUhikC27y7QrpW4ppVYCXwHfAHMBL6BDLvWtcKlcOfPtKZ8+BQToH2Fkd0xWpVXvzNW+676oqIzfZ3du1ar615iY1ATK3R1+/VU/7/hxePVV+Ne/9HVPgwfra8HSJ1uPPw5PPaVvnzVLT7jKl4fmzfUqis6ObNlz32nvOTspfbh5M7UeamavlP8GN28612chhBAih3x8fBgwYAAlSpQwtv3rX//KsmLgunXrHGq/ZMmShIaGMn36dM6fP09YWBgvv/wyNWrUyLJiYKwDH5x6e3vTt29fpk2bxvnz5/n999/h3DlISmLbsWNMXrQI6Af4AUOA34FMilInJennCVHI2JVgaZr2oKZp32iadhA4DjwJHAV6oI9siYIqbYl4e4WE6MPys2bpyVPt2nrRiv/9T59y2K9fxoWpU6fqUxzfe08fefLygl279OIedevCihUuuR2npXxs9NJL9k15Hj48X7srhBBCpPXJJ59w8uRJwsPDGT16NI0aNeLq1avMnj2bnTt3GsdFRkYSHR1td7seHh506tSJyZMnExERwY4dO3jvvfdo0qQJ165dM6b9+fv7G0nZxYsX7W7f3d2dgIAAfWYMEFShAuMGDwaaAdeBP4GHAX+gL5Dug1N7n+slZd9FAWLvCNbvwAPAj4C/UqqrUmq8UmqtulNpUOSi7D69SbvP3z/j96dOZX1uSpUiX9+Mo2slS8Kjj8LPP+sVCo8f19eQaZo+BfC77zK216iRXk1xzRp9yuKCBfrUyRs39Ip/Djz8MMO9ZbUv7T1nJ2UaZnY/j7uZMUNPvsaNc74NIYQQwkmaphEcHMyECRPYt28fR44c4eOPP+b+++83jvn8888JCAigc+fOTlcMHD9+PHv27DEqBrZr1474+Hhj2l/lypXp2LGjkZTZxdMTgGp+fowdPBjYBRwDJqFPhkoAdgC+xil/bNrEsbslc0rB3r36DJudO/W/D6Kj9a87d+rb9+7NfqmDEC5mb4L1FLAceBE4p2naAk3TXtM0rYWmZTXvTbhMeHjWU9bWrtW/li+vF2hI0aKF/nXNmqzbXb3a9tjs1KoFEyfCkCG2182KpyeEhsKcOfr78+f1UTFHZHeNlH329B309WQAYWFw65Zj/RBCCCEKoLp16zJq1CiqVatmbLty5Qpubm6sXbuWl19+mZo1axpJ2cGDBx1qv06dOrz++uts2LCBc+fOMXXqVPr06YO7uzvr16/n1VdfpXbt2tx7771GUqaySmSCglKXRBhqA68A64ALwP9I+dP08vXrDP3yS+oMGULTpk0ZO3YsO3futG1fKSn7Lgoke4tc/KCUekwpVR0IBqxAS2AzYPc4tKZpL2iaFq5pWpymaTPucuwrmqZd0DTtmqZpP2qa5mXvdYqcGzf0ZzilFxenPxsL9IqAaXPdlAqBS5bon+Ckt39/agW+Bx9M3X63Ba0lS6Ze255zUo5Pf449/vhDHzlLb906/Rcl6OvC7DF4sF4o5PJl+M9/sj82q2IjRUhRrvaT3b0V5fsWdycxSBQH3377bZYVAydPnmwcl5CQ4FDFwMDAQJ566ikWL15MdHS0TcXA3bt3M27cOJo1a0adOnV47bXX2LBhA0lpE540SSBAQLn0SxgqAe2N7ddu3WLwffdRtmxZ9u7dy3/+8x9atGhB7dq1eeWVVzh37py+NOHixYyJVXpJSfpxWVVrdiGJQQIcKHKhaZqbpmmtgUHAg0AooAFHHLjeOWAC+lTD7K7VC3gL6AbUQP+IY7wD1ylaypWDMWP0JCtl9OX4cX091MGDeoXCt96yPWfIEGjaVP/eZNIfLpzyyc2qVXohioQEfVrfo4+mnrd4sT7aM22a/pDiFDdv6ttmz9bf9+qVuq97d/j3v/XEJ+3o0P79qWuZKlfOutJiVjw9oU+f1AqAycn6tMOU5LFHD2jXzr62fH3hww/17z/6CJ58Un8Icopbt/QHGj/7bGoJ+PQ6d9aT2CKwPis3qv24u2demjbDB5Y5PAeyL4Ob3b1lty+rNrPqY1EoaV8MSQwSxULaioHR0dFGxcCHH37YOOaPP/4gKCiIp59+mqVLlzpdMTA6OtqmYuDx48eZNGkSHTp0ICgoiCeffJLFixcTl5Skr8m+8wv+wrQFqD/nZHhdmLYAgBqBgfz6zTdcvHiRJUuW8PTTTxMYGMiJEyeYMmUKbsnJxsjVgTNncHswNNOy7+5D7vzNkEXZd1fHIXBtDEopcixxqHCx6zlWmqYtAdoCJYHtQBj6pNkNSqkb9l5MKfXXnfZCgKrZHDoMmK6U2n/n+PeB2egBr/gZOFAve/7yy/DGG/pIzJUr+j53d/jpJ7jnHttzPD31Zz91764nSj166M/TgtTphtWrw19/6QUp0tqyRX+BPgLl7a1fLyVB69tXrxqY4to1+PJL/eXmpieEt26lFtjw8YFffgEPBx+b9t//wjvv6ElU6dL6L8eUBK5OHX19mCNefBGuXtULcfzwg/4qVUr/WV29mloIo2ZNx9oVQPblZ115DuROmfmszs2qL0WhpH1xIzFIFEfe3t6EhoYSGhpqs339+vVERkby/fff8/3331O2bFn69euHyWSiT58+lClTxq72vby86Nu3L3379uW7775j8+bNWCwWLBYLERER/PDDD/zwww+ULl2avn37Yv7Xv+hbpw5l0//tkZa7u/6Ym8aN8dI0evfuTe/evfnmm2/YunUr4eHhBN5Z162Uos/EiSjGoD9FyIxeobAcAMkq3UqW06dtllQUlDjkTHsShwoue0ewdqGPWlVQSt2nlHpbKbXMkeTKQY2A3Wne7wYCNE3zzeL4ok3T9LVMkybpJdPj46FCBX2N06ZN8NBDmZ9Xpw7s3q0nFGkfNty4sT4itmcP1Ktne07XrnoyNGyYPuLk46Mnd76+epI2c6Y+ipQ2WfrhB724RZcuetKWkgQ1aAAvvKAPyXfr5vh916mjrz8bOVJP2pKS9OTntdf07VmVxs/Ou+/qP5OnntI/SUtO1qdgVq6sj8p98ok+kiWEKM4kBoki77vvvsu0YuCQIUMyJGP2cnd3p3379nz22WccO3bMZurg9evX+fPPP3l4/Hj8Roygz4cf8v2qVUSmfGAM+t8W7u56fG7XLkMBLjc3N+677z5efPFFo+x7dGwsvmXKADfQ13A9il6RsBfwHTYrWaTsu8gjWpaLEXPzopo2AaiqlBqexf5jwPNKqaV33pcA4oFaSqkT6Y59Cr0IB9WrVw92pFpOgTdunJ64DBumV7ATogDLrtxNVr9mnDknJ+dlx5lyPbJeOu9pmrZdKRWSwzZcFoPu7C+6cUgUG//88w/z5s3DYrFgNpt57bXXANi1axf//ve/MZlMmM1maqUtqOWAiIgIrFYrFouFDRs2GMUqNE3jvoYNMXfqhHnwYO5p396+GS9r1ujVAu/QHmyFXiLAAqwHUoag1qD+1Eu/34yLw6dqVX3Kf8p5BSQOOVsyTuJQ3rI3Btm9BiuPXQfKpnmf8n2Gp9wppb5XSoUopUL87S3ZLYQQQmTN7hgEEodE0ZC2OMWrr75qbLdYLKxfv57XXnvN/oqBmahVqxavvPIK69at48KFC/zwww/069ePEiVKsGn/ft745hvqdOlCk+bNee+99zJWDEzvTtn3VDWAl9BXsUSiL7V8CGhvHDFo0iQajRjBu+++y/bt2x3qvxCOKKgJ1n70J9ClaAZEKqVi8qk/Qgghig+JQaJYS/sEntdee43ff/+dIUOGUKZMGZtpf61bt3YqSalUqRJPPPEECxcuJDo6Wp86+PDDlC1bln379vH+++/TokULatWqxcsvv8zatWttKxJCFmXfU/gBI4DfSCk3EJ+YyI6ICA6cOMEHH3xASEgINWrUAP4NrAHkgcTCdfI0wdI0zUPTNG/AHXDXNM1b07TMxoFnAk9omtZQ07TywLvAjDzsqhDCQW5Z/DbJaruz50DulLrN6tys+iJldQsfiUFCOK5s2bIMGTKE33//naioKBYvXsyTTz5JpUqVaNiwoZGMxcbG8vTTT+sVAx14LEuZMmUYPHgwv/76K1FRUSxdutSoGHjy5EmmTJlC586dCQwMZOTIkSxYsIDbt29nKPvupmWe6KVs9/Tw4PTUqSxfsoRnn32WypUrc/r0aeBLoCswzfa8PI5DUt69aMnTNViapo0DxqbbPB59HPcA0FApderOsa8Cb6JXLpwLPKOUyvZfbEhIiAoPD3d1t/OPrMESQggbOVmDldsxCIpgHBIiC0lJScTGxlK+fHkA/vzzT4YMGQKQWjHQbKZv376ULVs2u6YylZyczNatW42KhP/884+xr1SpUvTp0wdTcDD9qlShvLf33RtMKZ5x55ExycnJbNu2DYvFgtVqZcWKFcYDm8eNG8eePXswm82EhoZSoUIFh/sviiZ7Y1C+FLnILRLYhBCiaHNFkYvcJHFIFFfHjx9n1qxZWCwWdu3aZWz39PSke/fuWCwWPDOsm7KPUooDBw4YydaOHTuMfR7u7nRt3BhTy5YMDAkhqGLFjA2klH3PpDJhZurVq8fRo0f19j086Ny5M2azmYEDB1KlShWn7kEUDTlOsDRNiwXsyr6UUo5/NJELJLAJIUTRJgmWEAVfSsVAq9XKhg0baNGiBdu2bQP0ZOn777+ne/fu3JP+GZ53k5gIp09zascOrGFhWDZuZN3u3SSneWhVm7p1MbdqhallS+pVr66X2atbV39EjZ2l+k6fPm1UVEy//mvixIm8/fbbjvVbFBmuSLCG2XsxpZSDT3zNHRLYhBCiaJMES4jC5eLFi5w/f55mzfS6Mfv376fxnWdzNm7cGLPZjNls5t5777UprmFDKf2ZmndGlUiT8ETfuMHC8HAs+/ezfPNmbqdZ/9Wwbl3MgwZhuv9+goODs24/G5cuXWLhwoVYLBaWLVuG1WqlZ8+eAMyfP58tW7ZgMpkICQnB7W4Lt0ShJ1MEhRBCFDmSYAlRuB04cIAJEyawaNEirl27ZmyvUaMGJpOJsWPH2q55Ugo2boSLF20Sqwzc3blRpgzLrl3DYrWycOFCrqR5iHG1atWMZ3l16NABD3uetZXOzZs38fT0NM41mUzMmzcPgCpVqmAymTCZTHTq1IkSJUo43L4o+CTBEkIIUeRIgiVE0RAfH8+aNWuwWCzMmzePCxcuUK5cOS5evGis1dq2bRtNNA3vU6eyT65SpClkkZCQQFhYmDFV8dy5c8ZhFStWpH///pjNZnr06IGPj49T97Bu3TrmzJmD1WrlzJkzxvby5cszatQomUpYBLk0wdI0zRMYDTwMVAds0nKlVFYPIshTEtiEEKJokwRLiKInpWJgREQEjzzyCKCPFvn5+eGmFH3uvRdTy5b0a9GCuIo7OF7qN+LcYvBK9qX2jYcJiOuQ2pi7OwwYAGlGqFIqBlqtViwWC4cPHzb2+fj40KtXL8xmM/369aNiZkUy7kIpRXh4uNH+wYMHmTRpEq+88goAhw8fZsuWLYSGhuLr6+vkT0kUBK5OsD4GhgAfApPRnwlSE/0R2WOUUlNz1FsXkcAmhBBFmyRYQhQPR44c4ZEHHmD7vn3GNg93N5o3V7Rrr+jWDUqXBjflSf3Yp1OTLHd3aN4catXKsu2DBw8a5dlTim/op7obFQNNJpPTFQMPHz5MxYoV8ff3B2D06NFMnDgRd3d3OnbsaFQkrF69ulPti/zj6gQrAnhWKbX0TnXBe5VSxzRNexboppQalPMu55wENiGEKNokwRKiGNm4kVN79mD9+28s27ax7uB+UgoGzp4NQUH69wlXK9Ij/rvU84KC9JLsdkipGGi1WgkLC7OpGNiyZUujCEeDBg2cvo05c+Ywbdo01qxZQ2JiorE9ODiY4cOH88ILLzjdtshbrk6wbgINlFKnNE07D4QqpbZrmlYL2C1l2oUQQuQFSbCEKEbWrIHoaOPtvBIPsnkLHDkC//536mHDh0OppKpGefbg1q3RunRx+HLpKwbeunXL2Fe/fn0j2XK2YuDly5dZtGgRVquVJUuWcPPmTUaOHMn06dMBiI2NZf/+/bRq1UoqEhZQrk6wDgHDlVJbNE1bDyxRSk3UNO0RYLJSKiDnXc45CWxCCFG0SYIlRDGycSOkKU6xueJzxLlH2xxy5Qo8/phG7PXUv2erVaqEacgQTCYTHTt2dLpi4PLly7FYLCxYsIDLly8b+6pUqcLAgQMxm81OVwy8desWK1asoFq1ajRv3hyAX3/9lUcffZTKlSsb7Xfu3NnpBzQL13N1gvUhcF0p9YGmaYOA34AzQBXgU6XU6Jx22BUksAkhRNEmCZYQxUhEBOzcaVQQjPRaz+EyU0nW4omLAy8vfQ1W7cv/x6GdFbH8/TfW8HDOXbpkNLFgwQJCQ0Nz1I2EhATWr19vrNtKXzEwNDQUs9lMr169KFWqlNPX+fnnn3nvvfc4deqUsa1cuXL069eP+++/nwceeCBH9yFyLlfLtGua1hpoBxxRSi10on+5QgKbEEIUbZJgCVGMJCbC/Pk2Jdojvdbzzeaf+Hradf6a5Uv9+EdsqggmaxrhQUFYFixg+fLlbNiwgZIlSwIwYsQIrly5gtlsJjQ01OmKgdu3b8disRgVA1N4e3vTs2dPzGYz/fv3d6pioFKKnTt3GhUJ990p8tG6dWu2bNliHBMTE4Ofn5/D7YuccfUIVkdgk1IqMd12D6CtUmqd0z11IQlsQghRtEmCJUQxs3cvHD1qJFmJSUnUeO45oq5d44sRI3imZ8/UY9M8Byu9+Ph4/Pz8iI2NvXOoXjEw5eHAVatWdap7hw8fNpKhrVu3pumKOx06dDAqEjpbMfCff/7BarVSpUoVHn74YQB2795NixYtaN++vdF+zZo1nWpfOMbVCVYSUFkpdTHddl/gojwHSwghRF6QBEuIYkYpfS3WxYuQlMTMtWt5fvp0rt++jV+ZMpydOhVPDw89uapUSSDH6bQAACAASURBVK8eqGmZNnX69Gnmz5+PxWLJUDFw+vTpjBw5MkddPXfuHPPmzcNisWSoGNiiRQujSEbDhg3RsuijPX755ReeeOIJEhISjG333nuv0X7jxo1z1L7ImqsTrGQgQCkVlW57PSBcqggKIYTIC5JgCVEMKQX79pF46BA1nn6ac3cKTpTy8uK/w4bxTK9e+shV48ZZJlfpXbp0iUWLFmGxWFi6dCk7d+6kfv36AEydOpWIiAjMZjMtW7Z0umLg4sWLsVgsRsXAFHXr1sVkMmE2m2ndurVT7V+9etWm/evXrwNQoUIFIiMjjcIbSilJtlzIJQmWpmnz73zbD1gJxKXZ7Q40Bg4qpXrnoK8uI4FNCCGKNkmwhCi+Zv70E8+/8ALX0yQrfhUqcPbMGTx9fJxu99atW8Y6LYDmzZuza9cuAIKCgoxkKCcVA1euXInFYmH+/PnExMQY+wIDA42KgV26dHGqYuDt27dZtWoVVquVMmXKMGnSJEAv+96kSRNjXVjXrl3x8vJyuH2RylUJ1k93vh0G/AncSrM7HjgBTFNKRVMASGATQoiiTRIsIYqnxMREatSowbk0ZdsBSpUqxX//+1+eeeYZl11r9erVWVYM/Oijj3j66aedbjsxMZGNGzcaRTIyqxhoMpno06cPpUuXztF9zJs3D5PJZLwvU6YMffv2xWw206dPH8qWLRAT0AoVV08RHAv8Vyl1wxWdyy0S2IQQomiTBEuI4mnmzJk8//zzxlS4tPz8/Dh79qzLnxeVUjEwpYjFgQMHmDt3Lvfffz8AmzZt4siRI4SGhjpV0U8pxa5du4xkK6ViIICXlxc9evTAZDIxYMAA/P39nWp/z549Rvt79uyxaf/MmTNSidBBuVKmXdO0EOAeYKFS6oamaaWAuPTVBfOLBLbCJTJyNsePjyYu7hReXtWpXfsDAgIeze9uCSEKMEmwhKtIDCo8shq9SpEbo1iZOXLkCFWrVsXnznTEoUOHMnv2bNzc3OjYsaPLKgZaLBY2b95Myt/obm5uLqkYePz4caxWK1arldu3b/P3338DeiI2dOhQoxBH7dq1nWq/OHD1CFYAMA9oBSigrlLquKZpU4HbSqmXctphV5DAVnhERs7m8OGnSE5OnUft5uZD/frfS4ATQmRJEizhChKDCpfsRq9S5NYoVnZ++eUXZs2axerVqzNUDHzhhRcYMWKE021fuHDBqHi4atWqTCsGmkwmmjRp4lQRi/j4eONndeDAARo1amTsa9q0qdF+s2bNpEhGGvbGIHvLlkwGIgFf4Gaa7XOAnpmeIUQ2jh8fbRPYAJKTb3L8+Oh86pEQQojiQmJQ4ZGYmMjbb7+dbXIFeiGJH3/8MY96pXvsscdYtmwZUVFRzJ49m0GDBlGqVCl27NjB6dOnjePOnj3L5s2bSU5OtrvtwMBAnnrqKZYsWUJUVBS//fYbDz74IKVLl2bXrl2MHTuWZs2aUadOHV5//XU2btxoU3b+btImojVq1OD333/noYceokyZMuzZs4fx48fTvHlz7rnnHg4fPmx3u0Jn7whWJNBNKbVP07RYoNmdEaxawD6lVKnc7qg95JPDwiMszA19MDQ9jc6d7f8FJIQoXmQES7iCxKDCw57RqxT5MYqVXkrFwCZNmhhT+T788EPeeecdl1cMnDdvHlFRqU9QqlSpktG+sxUD4+LiWL16tdH+zZs3iYqKMtr65ptvqF69Ot27d8fb29vh9gs7V08RvAaEKKWOpEuwWgFLlFK+Oe9yzklgKzw2b65JXNzJDNu9vGpw330n8r5DQohCQRIs4QoSgwqHu629Ss/b25vJkyfn+losR33xxRdMmjSJkydT/59LqRj40EMP0b9/f6faTUpKYtOmTca6rYiICGOfKyoGJiUlcezYMerVqwfAzZs38fPz49atW5QuXZo+ffpgNpvp27cv5cqVc+oeChtXTxFcBwxP815pmuYOvAmscrx7orirXfsD3Nxsn1nh5uZD7dof5FOPhBBCFBcSgwqHCxcu4OnpSUBAAAEBAVSoUMEoMJHC3d3d2F+uXDmbSnwFxb///W8iIiLYsWMHY8aMoUmTJly9epVff/2VWbNmGcfFxcXZjEjdjbu7Ox06dOCzzz7j2LFjNlMHY2Nj+eOPP3jooYfw9/enb9++TJs2jcjISIfaT0muABISEnj77bdp3rw5169fZ86cOTzyyCP4+/vTu3dvdu/ebXfbRZ29I1gNgbXALqATsBBoBJQD2imljtl1MU2rCExHX7cVDbytlPo1k+PGAaOxfbBxU6XU8ezal08OC5fsKjhJdSch/r+9ew+Pqrr3P/7+hoQQLgICBsJVECiBiiCKSoEoAVRAElEL1VKrHiwq0lKreAWkKvLrRfSIVIvFAyKepxpULkIRAkiRq1iLF6gIFPCEixQFQrit3x8zGTLJJJmZTDKT5PN6nnk0+7Jm7W0yH9fstb9bAinrFSzlkORTBlU+a9asYdCgQRw5csS3LDU1la1bt0axV+HJrxjYrVs3+vXrB8C7775LZmZmxCsGfvjhh76KhGbGVVdd5Wu/Xbt2YbW/c+dO3nnnHbKysli9ejVnz55l+/btXHTRRQB8+OGHJCcn0759+7Daj1URL9NuZs2A0UB3PFe+NgMvOue+CaFTb3j3vRO4BFgIXOWc21pou4nARc6524JtGxRsVYWqO4lIcSIwwFIOSYmUQbGrKg2wAvnDH/7A+PHji60YePHFF4fV7v79+30VCZctW8bJkyd96374wx+SmZlJZmZm2BUDDxw4QHZ2NjfffLNvWZcuXdi6dSudO3f2td+tW7dKX5GwXJ6DVRbeZ2YdBro457Z5l80G9jrnxhfadiIKtmpLc+NFpDhlGWAphyQYyqDYVdUHWADfffcdixYtIisri0WLFvmKe3Tu3Nlv+uPZs2eJiwv2Tp9zvv/+exYvXkxWVhYLFy7k+++/961r06YNGRkZZGZm0qtXL2rUqBHWMeTl5XHnnXeyYMECv/9WrVq1IiMjg7vvvpvU1NSw2o62iNyDZWa1zexFM9trZvvNbK6ZhfvI5w7A6fxQ8/oEz1TDQIaY2bdmttXMRpfQx1FmttHMNoYyb1ViV17e7pCWi4gESTkkpVIGSTSdd955DB8+nDfffJMDBw6wcOFC7rrrLu644w7fNl999RUpKSmMGjWKRYsWkZeXV0KL/urVq8ctt9zCG2+8wYEDB1i8eDGjRo0iOTmZnTt38txzz9G3b1+aNm3qGySdOHEipGNITExkzpw57N+/nyVLljB69GiaNWvG7t27ef7559m+fbtv23379pGbmxtS+5VBaUPfSXiKWywE5gH9gZfCfK+6wHeFlh0B6gXY9n+BTkAT4L+AJ8xsRKBGnXMvO+d6OOd6NGnSJMyuSSxJTAz8BPTilouIBEk5JKVSBkmsqFWrlq84xbhx43zLly5dSk5ODq+88gqDBg2iSZMmDB8+nHnz5vHdd4U/4oqXmJjItddey5/+9Cf27dvHmjVreOCBB2jXrh0HDx7k1VdfZciQITRu3Jibb76ZuXPn+l2RKk3NmjUZMGAA06dPZ8+ePaxdu5bx48czYMC5R+iOGzeOxo0bM2zYMObMmcPhw4eDbj+WlThF0My+Ah51zs3z/nw5sAao5ZwL/mlmnn27AWucc7ULLPs1kOacK7E+pZmNBy5zzg0raTtNzagaNP9dRIpTximCyiEplTIodlWHKYLBcM7xj3/8w1eevWD1vgYNGrB//34SEhLK1P7WrVvJyspi/vz5bN682bcuISGBq6++mszMTIYOHUqzZs3K9D7p6eksX77ctyw+Pp60tDTffWcpKSlht18eIlWmvSWwOv8H59x64DQQztFuA+LNrGA5ka5AMH8VDqjcd8VJ0JKTb6Vjx5dJTGwNGImJrRVsIhIJyiEplTJIYp2Z0bVrVyZMmMCWLVv46quv+P3vf0/v3r1JT0/3Da7y8vIYOHCgr4x7KO136dKFxx9/nE2bNvlNHTxz5gxLly5l9OjRpKSkcOWVVzJ16lS/aX+hvM8HH3zgmzp49dVX45xj2bJl3Hvvvbz22mu+bU+fPh1y+9FU2gCrBnCy0LLTQHyob+ScOwa8DTxpZnXMrBcwFJhdeFszG2pmDc3jcuB+4J1Q31MiJyfnddaubUN2dhxr17YhJ+f1oPbbsiWd7GzzvbZsSS9zm5Huo4hUD8qhyi3SOVQemaEckmho27Yt48aNY9WqVcybN8+3fPny5SxdupQHHniAiy66iIsvvpgJEybw8ccfU9IMtsJat27N2LFjyc7OJicnxzd1MDExkY8++oiHHnqIDh060KVLFx577DE2bdoUUvstW7ZkzJgxLF++nJycHGbNmsXQoUPJzMz0bfPMM8+QmprKo48+yoYNG0JqPxpKmyJ4Fvgb/s8BuQ7PM7F8186dczcE9Wae54+8iuderkPAeOfcXDPrDSx2ztX1bvcGnmeUJAJ7gOnOuedLa19TM8pHuNMltmxJ5z//Kfoc6gYN+tGs2c+LbRMI+f00pUOkeojQc7CUQ5VMpHMoKSmVvLydEcugsvRRgqcpgqHJrxg4f/58Fi5c6Hd/Vps2bdiwYQONG4dbuw6OHj3KkiVLyMrKKlIxsGXLlr6KhL179yY+PuRrM36uvvpqsrOzfT+3aNHCNwjr06dPmaZEhiIiZdrN7C/BvJlz7uch9K3cKNjKR7gla7Ozi59Nk5jYutg2gZDfT2V1RaqHsg6wyptyqHyURw4FEm4GlaWPEjwNsMKXl5fHihUryMrK4p133qF+/fp88cUXvudSTZo0iUsvvZT09HRq1aoVcvsnT55k5cqVvvu2vvnm3GNyGzVqxJAhQ8jIyGDAgAEkJSWF3P6pU6dYtWqVr/29e/f61t1xxx3MnDkz5DbDEXPPwaoICrbykZ0dh+f2g8KMtLSzJexXUrBZsW16hPZ+4fZRRCoXDbCqp/LJoUDCyyDPeymHypsGWJFx9uxZ9u7dS8uWLQHYtWsXbdq0AaBOnTpcd911ZGZmMmjQIOrXrx9W+xs2bCArK4usrCy2bTv3ZIzatWtz7bXXkpGRweDBg2nYsGFY7W/cuNFX5GPy5MncdNNNACxYsICZM2eSmZnJ4MGDOf/880NuvySRKnIhUi4la0tqM5z3U1ldEZGqq6I+48PNoJLWK4ck1sTFxfkGV+ApB//kk0/SvXt3jh07xl//+lduvfVWmjRpwsCBA9mxY0fI7ffs2ZMpU6bwxRdf8Nlnn/HUU0/Ro0cPjh8/zttvv83IkSO54IIL6N+/P9OnT/e7IhVM+5dffjlPP/00n3/+OcOGnSvu+uabbzJ//nx+9rOfccEFF9CvXz/++7//m3//+98hHUNZaYAlpWrb9ini4mr7LYuLq03btk+VuF+DBv2KXV5Sm+G8X7h9FBGR2BfpHEpKSo1oBpWljxKakycL116TskpOTi5SMTAtLY0zZ86wcuVKLrjgAt+2CxYs8LsiVRozo1OnTjzyyCNs2LCB3bt388ILL3DNNdf4VQxs0aKF36AsFPnTHAGmTJnCiy++SHp6OmbG8uXLGTNmDK1atWLkyJEhtVsWmiIoQSl8o3CDBv245JJlpa5bt64zubmf+dYlJaXSs6fnUn5Ozuvs2PEoeXm7SUxsRdu2T/luBN627R727XsZOAPUICVlFB06TC+xjyW1JyJVg6YIVl+RzqFIZxAoh8pbTk4O9913n98gq2/fvn4P4ZXIOXjwIB9//DH9+/cHPPdBJScnc/jwYVJTU8nMzCQzM5Pu3bv7DXKCdejQIRYuXEhWVhZLliwhNzfXt+4HP/iB71lYl112WVjtHz582Nf++++/z4MPPsiECRMA+Ne//sUrr7xCZmYml19+OXFxwV1z0j1YEjGeoHmpyPKUlNEcP74trEqBqsQkIuHQAKt6qsgcUgaJBHbw4EF++ctfFlsxcOzYsbRr1y6sto8fP86SJUuYP38+7733HocPH/ata968ORkZGWRkZNC3b9+wKgbm5uZy8uRJ3z1lU6ZM4eGHHwagWbNmvoqEaWlp1KxZs9h2NMCSiMnOjsfzLV5hNYpZ7lFSpUBVYhKRcGiAVT1VZA4pg0RKVlzFwC1bttC1a1cAvvrqK1JSUspUMXD+/PnMnz+fPXv2+NY1bNiQwYMHk5GRwcCBA6lTp05Yx7Bx40Zmz55NVlaW3/1Z9evXZ8SIEbz0UtEvdEBFLiSiiguv4kMNIC9vd0jLy7qfiIhUVRWXQ8ogkZLVrFnTV5xiz549fPTRR/z2t7/l4osv9m1z22230bhxY2688UZmz57td0WqNAkJCfTr148XXniB3bt3s379eh5++GE6derE4cOHmT17NsOGDaNJkyZkZGTw2muvcejQoZCOoUePHkybNo1du3axceNGHnvsMTp37syRI0f82srNzeUvf/kLBw8eDKl9XcGSUukKlojECl3Bqp50BUuk8sjLy6NPnz6sX7/etyw+Pp60tDQyMjIYNmwYTZs2DavtL7/80nflbN26db7lNWrUoE+fPmRmZjJ06FBatQqveuf27ds5deoUqampALz33nvccMMNxMXF0bt3b1auXKkrWBIZKSmjil0ebqXAkqgSk4iIFFSROaQMEimbxMRE1q1bF7Bi4H333ccHH5y7ZzIvLy+ktjt27Mj48eP56KOP2LNnDy+++CL9+/fHzFixYgX3338/rVu3pkePHjz11FN89tlnhHIxqX379r7BFUC9evUYMGAAcXFxrFy5Muh2NMCSUnXoMJ2UlNF4vikET0Wl0XToMJ1LLllWJNzyqzclJ99Kx44vk5jYGjASE1sHdZNwuPuJiEjVVJE5pAyKnKVLl3LdddfRqFEjatWqRYcOHXjooYdCmi5W0HPPPcfbb79dZPnEiROLVJkzMyZOnBjW+0hktGzZ0jeg2r9/P6+99ho33ngjgwYN8m1z77330qlTJx5++GHWr1/P2bPBP5S7efPm3HPPPSxdupT9+/cze/ZsbrzxRmrXrs2mTZt80/46duzIQw89xEcffRRS+wBpaWksWbKEAwcOsHDhwqD30wCrisrJeZ21a9uQnR3H2rVtyMl5vdR9tm27h+zseLKzjezseLZtu8e37vDhlZybhnHG+7PHf/6zyq+dgj9//vl/eadaOPLydvH55//lW7dmTXPve3lea9Y0D+tY84VzzCIiEnnhfh5XZA5FOoNAOVTQ008/zcCBA6lVqxZ//vOfWbJkCb/4xS+YNWsWl112WVgPfi1ugBXI2rVrueuuu0J+Dykf559/PiNHjuStt96iQYMGADjnWLNmDV988QVTpkyhZ8+etGrVivvuu49ly5Zx6tSpoNtv2LAht912G2+99RYHDx7knXfe4fbbb6dRo0Zs376dqVOncuWVV9KiRQtGjx7N0qVLQ3qmWoMGDbj++uuD3l73YFVB4ZSYLakE7uHDK/2eIZIvKSmV3NztQKA/gAQgHsgNsC6JhISGnDq1r+heCSlcdNFUldUVkYB0D1bsC/fzuGJzKLBwMwiUQwWtWLGCfv36MXbsWP74xz/6rfv666+59NJL6dq1KytWrAip3TZt2vCjH/2IOXPm+C2fOHEikyZNCmkqWCjy8vJITEwsl7aru1OnTrF69WrffVUFKwY+8cQTTJo0qUztnz59mg8//NDX/u7d54rV1K9fn0GDBpGZmcm1115L3bp1S21PVQSrsR07HvX7gAc4e/Y4O3Y8Wuw+ngcqBl4eKNQA7/Livl04RfGhlhtwcAVw6tS+sPofzj4iIhJ54X4eV2wOFbNHmBkEyqGCpk6dyvnnn88zzzxTZN2FF17I+PHjyc7OZt26dezcuRMzY9asWX7bZWdnY2ZkZ2cDnsHVrl27eP311zEzzIzbb7+92D4EmiL4ySefcMMNN9CwYUOSkpLo1asXq1ev9tvm9ttvp0WLFqxdu5arrrqKpKQkHnzwwXBOgwQhISGBa665xlcxcMOGDTzyyCN06tSJwYMH+7Z76aWXwqoYmF9cY9q0aezcudM3dbBLly4cOXKEuXPncvPNN9O4cWOGDBnCq6++yoEDB8p8XBpgVUHhlZgNrwRueVBZXRGRyiv8z+PYyCE9YqRsTp8+zcqVK+nfvz+1atUKuM0NN9wAwPLly4NuNysri6ZNmzJw4EDWrl3L2rVrefzxx4Pef/PmzVx11VV8++23vPLKK7z11ls0atSI9PR0Nm3a5LftkSNHGD58OCNGjGDx4sX85Cc/Cfp9JHxm5lecokePcxeK5s2b55v2l5yc7BuUhTLV1Mzo3r07kydP5tNPP2Xbtm2+qYMnT55kwYIF3HnnnTRt2pS+ffvy3HPPsXPnzrCORQOsKigxMXBpyuKWe9QIcXn5Caf/4R2ziIhEWvifx7GRQ+H2XznkcejQIXJzc2nTpk2x2+SvC+V/jrt160ZiYiKNGzfmiiuu4IorrqBdu3ZB7/+b3/yGVq1asXz5cm666Sauv/56srKyaNu2LZMnT/bb9ujRozz//POMGTOGtLQ0evbsGfT7SOQULFwyd+5cpk+fXqRiYKtWrfj1r38dVvvt27fnN7/5DX//+9/Zu3cvM2bMYODAgdSoUYNVq1bxq1/9igsvvJDu3bvz5JNP8umnnwbdtgZYVVA4JWZLKoGblJQacJ1neUIxLSYAxT29O4mEhJTAeyWkqKyuiEglFu7nccXmUDF7hJlBoByKZbm5uaxcuZKbb76ZuLg4Tp8+zenTp3HOkZ6ezqpV/kVSEhIS/KanSfQ1b97cV5wiv2LgsGHDqF27Nj/84Q99261ZsyasioHNmjXj7rvv5v333+fAgQO+qYN169bl448/ZsKECX4PUi5NfEhHJ5VC/s20O3Y8Sl7ebhITW9G27VO+5Tk5rxdZ16HDdCB/DvwZPCVwR/mWr1vX2W8OfFJSKj17bgUgO9u/NCpAWtpJ77oaQMFf8DjS0jxz1Nesae53L1ZCQgq9eu31/Vxc/8M5ZhERqRjhZFBy8q0VnENnIppBwRx3dZFfkr2kqVX561q2bFkhffr22285c+YMkydPLnK1Kt/Zs2eJi/Ncd2jSpAk1alT8DB4JTn7FwNtuu43cXP/7LOfMmcOMGTOYOnUqzZo1Y+jQoWRmZpKWlkbNmjWDar9+/fqMGDGCESNGcOLECT744AOysrJ49913g74/SwOsKio5+daAH+qFqxzl5e3iyy893xp26DDdF2SF5YdYYQVL6AZeXvjbg7Ns23YPHTpM9wuyYPtfknD2ERGRyAsng/IHWRWVQ5HOoLLsV5XEx8fTt29f/va3v3HixImA92G9++67AFxzzTW+9YVLZodSyKA0DRo0IC4ujnvvvZeRI0cG3CZ/cAUUeaaWxK6kJP+r1CNHjiQxMZGsrCx2797NjBkzmDFjBvXr1+cXv/gFU6ZMCan9WrVqMWjQIAYNGsSZM2eIjw9u6KQpgtVMpKsclVT1qaR1IiJS/ZRHpT3lUOx54IEHOHToEI888kiRdV9//TXPPvssffr0oWfPniQnJ5OYmMg///lPv+0CPdQ1MTGxyBWLYNSpU4fevXvzySef0L17d3r06FHkJVXDlVde6StOUbhi4Jkz5wrmfPPNNyFXDAzlqqauYFUzka9yFE7Vp4qvTCgiItFXPpX2lEOxJj09nUmTJjFhwgR27tzJyJEjadiwIZs3b2bKlCnUr1+f2bNnA56rRT/+8Y+ZOXMmHTp0oGPHjixcuNBXnr2g1NRUVq9ezYIFC2jatCmNGzcusZhGQX/4wx/o06cPAwcO5M4776RZs2YcPHiQzZs3c+bMmZCvbEhsy68YmF81cPv27X5XU9966y3GjBlDXFwcP/rRj8jMzCQjIyPo36fS6ApWNRP5KkclVX2KjYpQIiISG8qn0p5yKBY98cQTLF68mGPHjvHzn/+cAQMGMH36dEaOHMnGjRtp1ercf/Np06Zx4403MnHiRH784x9z4sQJXnjhhSJtPvPMM3Ts2JFbbrmFyy67rMhzrkrSvXt3NmzYQKNGjbj//vsZMGAAY8eO5dNPP6VPnz6ROGSJYe3bt/e75+/CCy8MWDGwW7duPPvss2V+Pyuvp15HQ48ePdzGjRuj3Y2YFuknzW/bdg/79r1UZHlKymiAYtcVN8deRKQkZrbJORez83mUQyWLdAaBckhEwnfkyBEWLVpEVlYWixcv5ujRo1x33XUsWrQI8DzXbf369VxxxRXExcUFnUEVOkXQzM4HZgIDgIPAw865uQG2M2AKcJd30Z+B8a4qjQajJNJVjkqr+lTaOhGRiqQciq7yqLSnHBKRcAWqGFivXj3f+tWrV3PNNdeQnJzse0B2MCr0CpaZvYFnWuKdwCXAQuAq59zWQtvdDYwD+gEO+BvwvHNuRknt65tDEZGqraxXsJRDIiISrKysLMaNG1fwsQNBZVCF3YNlZnWAYcDjzrmjzrkPgXeBnwbY/GfA751ze5xze4HfA7dXVF9FRKTqUQ6JiEgoMjMz2bFjB1u2bGHatGlB71eRRS46AKedc9sKLPsE6Bxg287edaVtJyIiEizlkIiIhMTM6Nq1K/fff3/Q+1TkPVh1ge8KLTsC1Ctm2yOFtqtrZlZ4/ruZjQJGeX/MMzP/BylIYzz3GYiHzkdROidF6Zz4i6Xz0boM+yqHKl4s/e7ECp2TonRO/Ol8FBUr5ySoDKrIAdZR4LxCy84Dvg9i2/OAo4FuLnbOvQy8DGBmG2O5ulQ06Jz40/koSuekKJ0Tf1XofCiHKpjOR1E6J0XpnPjT+Siqsp2TipwiuA2IN7P2BZZ1BbYG2Hard11p24mIiARLOSQiIuWuwgZYzrljwNvAk2ZWx8x6AUOB2QE2/x9gnJk1N7MU4NfArIrqq4iIVD3KIRERqQgVeQUL4B4gCdgPvAGMds5tNbPeZna0wHZ/At4DPgX+MH6uvgAACKRJREFUiaeM7p+CaP/lCPe3KtA58afzUZTOSVE6J/6q0vlQDlUsnY+idE6K0jnxp/NRVKU6JxX6HCwREREREZGqrKKvYImIiIiIiFRZGmCJiIiIiIhESJUYYJnZ+WaWZWbHzGyXmf0k2n2KJjO7z8w2mlmemc2Kdn+izcwSzWym93fjezPbYmbXRbtf0WZmc8zsGzP7zsy2mdld0e5TLDCz9mZ2wszmRLsv0WZm2d5zcdT7+jLafYpVyiF/yiF/yqHAlEOBKYfOqaw5VCUGWMCLwEkgGbgVeMnMOke3S1G1D/gt8Gq0OxIj4oF/A32B+sBjwP+aWZso9ikWPAO0cc6dB9wA/NbMLo1yn2LBi8CGaHcihtznnKvrfXWMdmdimHLIn3LIn3IoMOVQYMohf5Uuhyr9AMvM6gDDgMedc0edcx8C7wI/jW7Posc597Zzbj5wKNp9iQXOuWPOuYnOuZ3OubPOuQXA10C1/hB3zm11zuXl/+h9tYtil6LOzIYD/wE+iHZfpPJQDhWlHPKnHApMOVSUcqhqqPQDLKADcNo5t63Ask+A6vzNoZTAzJLx/N5U+4eGmtl0MzsOfAF8AyyKcpeixszOA54ExkW7LzHmGTM7aGZrzCwt2p2JUcohCYly6Bzl0DnKoWJVuhyqCgOsusB3hZYdAepFoS8S48wsAXgdeM0590W0+xNtzrl78Pyt9MbzANa8kveo0iYDM51ze6LdkRjyENAWaI7nGSTvmVm1/na5GMohCZpyyJ9yyI9yqKhKmUNVYYB1FDiv0LLzgO+j0BeJYWYWB8zGc5/EfVHuTsxwzp3xTmlqAYyOdn+iwcwuAdKBP0a7L7HEObfOOfe9cy7POfcasAa4Ptr9ikHKIQmKcigw5ZByqDiVNYfio92BCNgGxJtZe+fcdu+yruiyuxRgZgbMxHMD+vXOuVNR7lIsiqf6zn1PA9oAuz2/KtQFaphZqnOuexT7FWscYNHuRAxSDkmplENBUQ4ph0pTKXKo0l/Bcs4dw3NJ+Ukzq2NmvYCheL4hqpbMLN7MagE18Pxx1jKzqjCYLouXgE7AEOdcbrQ7E21mdoGZDTezumZWw8wGAiOovjfVvown1C/xvmYAC4GB0exUNJlZAzMbmP/5YWa3An2A96Pdt1ijHCpKORSQcqgA5VARyqFCKnMOVfoBltc9QBKwH3gDGO2cq87fHD4G5ALjgdu8//5YVHsURWbWGrgbzwfW/xV4lsKtUe5aNDk80zD2AIeB3wG/dM69G9VeRYlz7rhz7v/yX3imfJ1wzh2Idt+iKAFPme0DwEFgDJBRqJCDnKMc8qccKkA5FJByqADlUECVNofMORftPoiIiIiIiFQJVeUKloiIiIiISNRpgCUiIiIiIhIhGmCJiIiIiIhEiAZYIiIiIiIiEaIBloiIiIiISIRogCUiIiIiIhIhGmCJxCAzu93MjpayzU4ze6Ci+lQSM2tjZs7MekS7LyIiUjbKIJGy0QBLpBhmNsv7ge3M7JSZ7TCz35lZnRDbWFCe/axoVfGYRERijTIosKp4TFL1xEe7AyIxbhnwUzxPE+8N/Bmog+fp8yIiIuVJGSRSCekKlkjJ8pxz/+ec+7dzbi7wOpCRv9LMUs1soZl9b2b7zewNM2vqXTcR+BkwqMC3kGnedVPM7Eszy/VOs5hqZrXK0lEzq29mL3v78b2ZrSw4XSJ/yoeZ9TOzf5rZMTNbYWYXFmrnYTPL8W77P2Y2wcx2lnZMXq3N7G9mdtzMPjOz/mU5JhGRak4ZpAySSkgDLJHQ5OL5JhEzawasAv4JXA6kA3WBd8wsDvgd8L94voFs5n393dvOMeAOoBNwDzAceDTcTpmZAQuB5sBgoJu3b8u9/cyXCDzsfe8rgQbAjALtDAcmePvSHfgcGFdg/5KOCeAp4HmgK7ABmGdmdcM9LhER8aMMUgZJJaApgiJBMrPLgZ8AH3gXjQY+cc49VGCbkcC3QA/n3Hozy8X7DWTBtpxzkwv8uNPMngYeAB4Ps3tXA5cATZxzud5lj5vZEDzTS6Z6l8UD9zrnvvT293fAq2ZmzjkHjAVmOef+7N3+GTO7Gujg7ffRQMfkyVYA/uice8+77BFgpLdfH4Z5XCIigjLI229lkFQKGmCJlOxa81RSisfzreE7wBjvukuBPha40lI7YH1xjZrZTcAvgYvwfONYw/sK16VAbeBAgaABqOXtS768/GDz2gfUBBriCeUfAK8Uansd3nALwj8KtQ1wQZD7ioiIP2WQMkgqIQ2wREq2ChgFnAL2OedOFVgXh2dKRKAytTnFNWhmVwDzgEnAr4D/ADfgmfoQrjjve/YOsO67Av9+utA6V2D/SPCdH+ec8watpiKLiIRHGRQaZZDEBA2wREp23Dn3r2LWbQZuAXYVCr2CTlL0W8FewN6CUzTMrHUZ+7kZSAbOOud2lKGdL4DLgFcLLLu80DaBjklERCJPGaQMkkpIo3qR8L0I1AfeNLOeZtbWzNK9VZTqebfZCXQxs45m1tjMEoBtQHMzu9W7z2hgRBn7sgxYg+fm5uvM7EIzu9LMJplZoG8UizMNuN3M7jCz9mb2INCTc98yFndMIiJSsZRByiCJURpgiYTJObcPzzeBZ4H3ga14Ai/P+wLPXPLPgY3AAaCX9wbc/wc8h2e+eH/giTL2xQHXA8u97/klnkpLHTk3Dz2YduYBk4EpwMdAFzwVnk4U2KzIMZWl7yIiEjplkDJIYpd5/iZERAIzsywg3jk3JNp9ERGR6kUZJJWR7sESER8zq42n9O/7eG5GHgYM9f5TRESk3CiDpKrQFSwR8TGzJOA9PA+JTAK2A8865+ZGtWMiIlLlKYOkqtAAS0REREREJEJU5EJERERERCRCNMASERERERGJEA2wREREREREIkQDLBERERERkQjRAEtERERERCRCNMASERERERGJkP8PQaNTEfHFWUAAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -356,9 +356,15 @@ "data": { "text/plain": [ "Pipeline(memory=None,\n", - " steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('linear_svc', LinearSVC(C=1, class_weight=None, dual=True, fit_intercept=True,\n", - " intercept_scaling=1, loss='hinge', max_iter=1000, multi_class='ovr',\n", - " penalty='l2', random_state=42, tol=0.0001, verbose=0))])" + " steps=[('scaler',\n", + " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", + " ('linear_svc',\n", + " LinearSVC(C=1, class_weight=None, dual=True,\n", + " fit_intercept=True, intercept_scaling=1,\n", + " loss='hinge', max_iter=1000, multi_class='ovr',\n", + " penalty='l2', random_state=42, tol=0.0001,\n", + " verbose=0))],\n", + " verbose=False)" ] }, "execution_count": 6, @@ -375,7 +381,7 @@ "\n", "iris = datasets.load_iris()\n", "X = iris[\"data\"][:, (2, 3)] # petal length, petal width\n", - "y = (iris[\"target\"] == 2).astype(np.float64) # Iris-Virginica\n", + "y = (iris[\"target\"] == 2).astype(np.float64) # Iris virginica\n", "\n", "svm_clf = Pipeline([\n", " (\"scaler\", StandardScaler()),\n", @@ -421,7 +427,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/ageron/.virtualenvs/tf2/lib/python3.6/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", + "/Users/ageron/miniconda3/envs/tf2/lib/python3.6/site-packages/sklearn/svm/base.py:929: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n", " \"the number of iterations.\", ConvergenceWarning)\n" ] }, @@ -429,9 +435,15 @@ "data": { "text/plain": [ "Pipeline(memory=None,\n", - " steps=[('scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('linear_svc', LinearSVC(C=100, class_weight=None, dual=True, fit_intercept=True,\n", - " intercept_scaling=1, loss='hinge', max_iter=1000, multi_class='ovr',\n", - " penalty='l2', random_state=42, tol=0.0001, verbose=0))])" + " steps=[('scaler',\n", + " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", + " ('linear_svc',\n", + " LinearSVC(C=100, class_weight=None, dual=True,\n", + " fit_intercept=True, intercept_scaling=1,\n", + " loss='hinge', max_iter=1000, multi_class='ovr',\n", + " penalty='l2', random_state=42, tol=0.0001,\n", + " verbose=0))],\n", + " verbose=False)" ] }, "execution_count": 8, @@ -495,7 +507,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -509,8 +521,8 @@ "source": [ "plt.figure(figsize=(12,3.2))\n", "plt.subplot(121)\n", - "plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"g^\", label=\"Iris-Virginica\")\n", - "plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"bs\", label=\"Iris-Versicolor\")\n", + "plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"g^\", label=\"Iris virginica\")\n", + "plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"bs\", label=\"Iris versicolor\")\n", "plot_svc_decision_boundary(svm_clf1, 4, 6)\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", @@ -1246,7 +1258,7 @@ "source": [ "iris = datasets.load_iris()\n", "X = iris[\"data\"][:, (2, 3)] # petal length, petal width\n", - "y = (iris[\"target\"] == 2).astype(np.float64) # Iris-Virginica" + "y = (iris[\"target\"] == 2).astype(np.float64) # Iris virginica" ] }, { @@ -1396,7 +1408,7 @@ "\n", "iris = datasets.load_iris()\n", "X = iris[\"data\"][:, (2, 3)] # petal length, petal width\n", - "y = (iris[\"target\"] == 2).astype(np.float64) # Iris-Virginica\n", + "y = (iris[\"target\"] == 2).astype(np.float64) # Iris virginica\n", "\n", "svm_clf = SVC(kernel=\"linear\", C=1)\n", "svm_clf.fit(X, y)\n", @@ -1565,18 +1577,18 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Training set\n", "X = iris[\"data\"][:, (2, 3)] # petal length, petal width\n", - "y = (iris[\"target\"] == 2).astype(np.float64).reshape(-1, 1) # Iris-Virginica" + "y = (iris[\"target\"] == 2).astype(np.float64).reshape(-1, 1) # Iris virginica" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1586,7 +1598,7 @@ " [0.]])" ] }, - "execution_count": 38, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1653,7 +1665,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1662,13 +1674,13 @@ "[0, 60000, 0, 100]" ] }, - "execution_count": 39, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1686,7 +1698,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1704,7 +1716,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1723,7 +1735,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1732,13 +1744,13 @@ "[4, 6, 0.8, 2.8]" ] }, - "execution_count": 42, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuUAAADzCAYAAAAhKmhRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XlYVNUbwPHvYRP3XVHLAZHEcNfUNJdcSi01tTSscM8tzTUVUhND3FLJokVzqSRzSXLtZ5palGlqguIaCuaOiooisp3fHxcmQFCEYe4MnM/z3Efnzl3eOdnL4cy55xVSShRFURRFURRF0Y+N3gEoiqIoiqIoSmGnOuWKoiiKoiiKojPVKVcURVEURVEUnalOuaIoiqIoiqLoTHXKFUVRFEVRFEVnqlOuKIqiKIqiKDpTnXKlUBBCfCCEOKp3HIqiKIqiKFlRnXJFN0KIFUIIKYT4Kov35qS+tzmH12qbenyFbA6ZD7TJS7ymJISoKIQIFEJECiHuCyGuCCF2CiE6pr4fllW7pL7XOfWzPpVuX08hxC9CiJtCiLtCiCNCCD8hRCVzfSZFUZT89LC8qXKmUhCoTrmit3+B3kKI4mk7hBB2gBdwzlQ3kVLekVJeN9X1cksIYSeEEMB6oCkwCHgKeBnYBpRPPfQrMrVLOoOA36SUp1Kv6QesBQ6nXudp4F3ABRief59GURTFrB6WN1XOVKyflFJtatNlA1YAm4FDwIB0+7sDZ4GVqe+3BhIBp0zn+wFhqX9vC0igQjb3+gA4msW93wUuADHAcqBYumME8B4QAdwDjgBvZrrubOBk6vuRwFzAMfN9gf6p10kGnkiNtcND2qYcEJ++XVL3VwQSAK/U101TrzUum+uU0fu/s9rUpja15XUDyjwsb6qcqbaCsKmRcsUSfAUMTPd6IFoHWQJIKX9F69B6pR0ghLBJfZ3l15U51AqoA3QA+gA90DrpaT5EG2EZiTaS4g98IYR4Kd0xd1PjrQ2MAF4HfDLdxwXoC7wG1AcuA3eAbkIIx6wCk1LeAILJ2C4AbwFxwLrU12+kxrA4m+vczGq/oiiKlbnDQ/KmyplKQaA65YolCAKaCCHchBBOQCe0kez0lgID0r1+EagEfJuH+94Ghkkpj0spt6N9ndkeIPUr0HHAYCnlT1LKs1LKIGAJWicdACnlTCnl71LKSCnlVmAW4JnpPg7AW1LKQ1LKo1LKJLSR8zeBm0KIvUKI+UKIZll85ufSz4NE+4HznZQyLvW1GxAhpUzMQzsoiqJYtBzmTZUzFaumOuWK7qSUMcAGtOTZD9gtpcw8n3wlUEMI0SL19UAgWOZtnvgxKWVyutcX0Tr6oI2MOwI/CSHupG1o8w1d004QQrwqhAgRQlxOfX8hUD3Tfc5LKa+k3yGlXA9UBbqizYlsAfwphPBOd9hOtGk8A1Pv1QzwIOO3AyIXn1tRFMXq5CBvqpypWDXVKVcsxTK06SgDU/+egZQyGtgIDBRClAe6kbepK6DNU89wG/77fyLtz65Ag3SbB/ACgBCiObAa+F/qcQ2B9wH7TNe9m9XNpZTxUsqfpZS+UsoWaJ/nAyGEQ+r7Em0aj5cQwhZtKk2olPJAusucAlzTzlEURSnIHpY3Vc5UrJ3qlCuWYifawzgV0OYFZmUJ0BsYijYve0c+xnMMuA8YpJT/ZNqiUo9pCVxIncLyl5TyNGDI4z3t0Ebo0ywHKqPNR38d7evZ9IKA4sA7WV1QCFEmD/EoiqJYusx5U+VMxWrZ6R2AooA2KiyEqAcIKeX9bA77GbgOTAdmSylTsjimjhAi84M6YbmIJ1YIMR+Yn7qE4a9ACaA5kCKl/BJtxKWaEOINYC/aPPfM88kfkDrSvxbtG4EwIBZogrbSy04p5e10cZwXQvwPCEQbgV+VKc59Qoi5wDwhxBNoS4adR3u4dBDwDzDjcT+/oiiKJclp3lQ5U7FmqlOuWAwpZewj3pdCiOVoywwuz+awXVnsK5nLkKYCV4AJwGdoD4YeRlv2ECnlJiHEPGARUBTYDkxD+2HwMHeAP9FWeqkJFEFbljEIbcWXzJYCnYGg1Pn3GUgpJwkhDqA9gDoI7f/rs8CPOYhFURTFGjxO3lQ5U7FKQpuCpSjWQQjxGVBTStlR71gURVEURVFMRY2UK1ZBCFEabUUUL7R55YqiKIqiKAWG6pQr1uJHtEpsX0kpt+gdjKIoiqIoiimp6SuKoiiKoiiKojO1JKKiKIqiKIqi6Ex1yhVFURRFURRFZwVqTnmFChWks7Oz3mEoiqI8toMHD16TUlbUOw5zUjlbURRrZuq8XaA65c7Ozhw4cODRByqKolgYIUTUo48qWFTOVhTFmpk6b6vpK4qiKIqiKIqiM9UpVxRFURRFURSdFahO+fnz51mxYgWJiYl6h6IoiqI8wo0bN1i0aBF3797VOxRFURTdFahO+ZUrVxgwYABubm4EBgYSHx+vd0iKoihKNi5cuMDYsWNxdnbGz8+Pmzdv6h2SoiiKbgpUp9zZ2ZlatWoRFRXFyJEjcXFxYf78+dy5c0fv0BRFUZRMnnzySZo2bcq1a9d4//33MRgMeHt7Ex0drXdoiqIoZlegOuXly5cnPDycNWvW0KBBAy5fvszEiRNxdXVVX48qiqJYmDJlyvDnn3+yY8cO2rVrx+3bt/H398dgMPDXX3/pHZ6iKIpZFahOOYCtrS2vvfYahw4dYsuWLbRo0YJOnTpRvHhxAFJSUrh69arOUSqKoigAQgjat2/Pzp072bt3L127dsXJyYkGDRoYj4mJidExQkVRFPMocJ3yNEIIunTpQkhICJ9//rlx/+bNmzEYDIwaNYpz587pGKGiKIqSXvPmzdm4cSOHDx/G3t4egKtXr1K9enU8PT05cuSIzhEqiqLknwLbKU8jhKBo0aLG1/v27SM+Pp5PPvkEV1dXBg0axOnTp3WMUFEURUmvVKlSxr+HhIRw//59Vq9eTb169ejWrRv79u3TMTpFUZT8UeA75Zn5+fkRFhaGp6cnKSkpLFu2DHd3d15//XU1CqMoimJhevbsSUREBKNHj6Zo0aJs2rSJ5s2b0759e3755Re9w1MURTGZQtcpB6hbty5BQUGcOHGCQYMGYWtry/fff8/WrVv1Dk1RFEXJ5MknnyQgIIDIyEimTJlCqVKl+OWXX5g9e7beoSmKophMoeyUp3Fzc2Pp0qVEREQwfvx4hg8fbnxv7dq17Nq1CymljhEqiqIoaSpVqsSsWbOIioriww8/ZNq0acb3QkND+e6770hOTtYxQkVRlNwTBanT2aRJE3ngwIE8XycuLg4XFxeuXr3Ks88+i4+PD126dEEIYYIoFUVRHiSEOCilbKJ3HOZkqpwN0KNHD4KDg6lZsyaTJk3Cy8sLBwcHk1xbURQlK6bO24V6pDw7UkreeecdypUrx969e3n55Zdp2LAha9asUaMwiqIoFuill16iRo0a/PPPPwwZMgRXV1cCAgKIi4vTOzRFUZQcUZ3yLBQvXpypU6cSFRXF/PnzcXJyIjQ0lD59+uDh4cGFCxf0DlFRFEVJZ/DgwZw8eZJVq1bh4eHB+fPnGTNmDAaDgZ9//lnv8BRFUR5JdcofokSJEowfP56zZ88SGBiIwWDAwcGBKlWqGI9RI+eKoiiWwc7Ojr59+xIWFkZwcDDPPPMMt27dwt3d3XhMSkqKjhEqiqJkT3XKc8DR0ZHhw4dz+vRpNm7ciI2N1myRkZG4uLgwf/587ty5o3OUiqIoCoCNjQ3du3dn3759hIaG8uSTTwJah7xp06aMHTuW8+fP6xyloihKRqpT/hjs7e1xdnY2vv7222/5999/mThxIgaDAV9fX1UOWlEUxUIIIahdu7bx9e+//87BgwdZtGgRNWrU4O233+aff/7RMUJFUZT/qE55Hvj4+LBlyxZatGjBjRs3mD59OgaDgcmTJ3PlyhW9w1MURVHSadWqFX///Te9e/cmKSmJJUuWUKtWLfr27auKxymKojvVKc8DIQRdunQhJCSEXbt20bFjR2JjY5kzZw5jx47VOzxFURQlkwYNGvD9999z4sQJBgwYgI2NDd999x2dO3cmKSlJ7/AURSnEzNYpF0IUEUJ8JYSIEkLECiEOCyE6Z3NsfyFEshDiTrqtrblifVxCCNq2bcv27dvZt28f3bt357333jO+HxYWxunTp3WMUFEU5fEU5JwN8NRTT7Fs2TIiIiIYNWoU3t7e2NnZARATE6OKxymKYnbmHCm3A/4F2gClgfeBNUII52yO3yulLJFu222WKPOoadOmBAcH06BBA+O+0aNH4+7ujqenp/qKVFHy2aXYS7RZ0YbLdy7rHUqOXYq9BBWopXccmRSKnF29enU+/vhjRowYYdy3ePFi2rVrR8uWLdm8ebPqnCtKPrLGnA35k7fN1imXUt6VUn4gpYyUUqZIKTcDZ4HG5opBDwkJCdSsWRNbW1tWr15NvXr1jKsCKIpiejN/nUnIuRBm7pmpdyg5NvPXmWBPCb3jSK+w5myA0qVLG4vHde3a1TjlRS2BqyimZ405G/Inb+s2p1wIURl4CgjP5pCGQohrQohTQoipQgg7M4ZnMg4ODixdutT4FamjoyMbN26kefPmdOjQQT35rygmdCn2EssPLydFprD88HKrGHlJi9nSFZacDfDuu+8SFRXFRx99RJUqVQgLC+P111+ndu3abNu2Te/wFKXAsMacDfmXt3XplAsh7IFVwEop5YksDvkVqANUAnoBnsDEbK71thDigBDiQHR0dH6FnGdPPvkkH3/8MZGRkUyaNImSJUvy559/Uq5cOb1DU5QCY+avM0mRWnGYZJlsFSMv6WO2VIUxZ5coUYJx48Zx5swZPv/8c1xcXDh9+jRCCL1DU5QCwxpzNuRf3hbmnisnhLABgoBSQHcpZWIOznkdmCilfOjXpk2aNJEHDhwwTaD5LCYmhoMHD9KhQwcA7t+/T8+ePenXrx+9evXC1tZW5wgVxbpcir1EjY9rEJ8Ub9xX1K4oZ949g1MJJx0jy16GmL8AeVFaXI9P5WxNUlISmzdvpnv37saO+ejRo6latSrDhw+ndOnSOkeoKNbFGnM25G/eNutIudAy2VdAZaBXTpJ7KglY3A+rvChbtqyxQw4QFBTE1q1b6dOnDx4eHqxYsYLExJw2j6IoWY1cWPrIi6WPkquc/R87OzteeeUVY4c8MjKSTz/9lClTpmAwGJg6dSrXrl3TOUpFsR7WmLMhf/O2uaevfAbUBrpKKe9ld5AQonPq/EWEEO7AVOBH84SoD09PTwIDAzEYDJw8eZIBAwbg5uZGYGAg8fHxj76AohRye8/vJSE5IcO+hOQE/jj/h04RPVpWMVsYlbOzYTAY2LZtG23atOHWrVt8+OGHGAwGxo0bx4ULF/QOT1EsnjXmbMjfvG226StCCAMQCdwH0ldoGAr8BhwDnpZSnhNCzAfeAkoAV4BvgZmPGqWxpq9Cs5OYmEhQUBD+/v6cPHkSgNatW7Nnzx6dI1MUJT8JIQ5KKZvoHUcalbNz7vfff2fWrFls3boVgGLFinH+/HnKli2rc2SKouQnU+dts88pz08FJcEDJCcns2HDBvz8/Bg9ejQDBgwA4MaNGwghVLJXlALG0jrl5lCQcjbA33//jb+/P46Ojnz99dcASCk5deoUtWpZ2jL0iqLklanztm5LIioPZ2try6uvvsqhQ4fw8vIy7k/7inTy5MlcuXJFxwiVnLLWwgh6OnzpMGVmlyHsSpjeoShKjjVs2JA1a9awYsUK476tW7fi7u5Ojx49+Ouvv/QLTnksKm8/HpWzTUN1yi2cEMK4EouUkrNnzxIbG8ucOXNwdnZm1KhRnDt3TucolYex1sIIenpzw5vcun+Lvuv76h2Kojw2G5v/frRGRERQpEgRgoODadq0KS+88AK7d+9WVUItnMrbj0flbNNQnXIrIoRgw4YN7N+/n+7duxMfH88nn3yCq6srgwYNIjIyUu8QlUystTCCng5fOkx4tFafJjw6XI28KFZt9OjRREZG8t5771GiRAl+/vlnnn/+eZ577jl27Nihd3hKFlTefjwqZ5uO6pRboWeeeYbg4GDCwsLw9PQkJSWFZcuWcfmyShyWxloLI+jpzQ1vZnitRl4Ua+fk5MScOXM4d+4cM2bMoFy5cvzxxx/s379f79CULKi8/XhUzjadAtUpDw8PJygoiKSkpEcfXADUrVuXoKAgTp48ybx582jevLnxvZkzZ7Jv3z4do1PSRlvSlk5KSE5Qoy6PkH7EJY0aeSm4jh49yvLlywtNTYayZcsybdo0oqKiWLBgASNHjjS+t3LlykLVFpZK5e3Ho3K2aRWoTnl8fDxvvPEG7u7uLFmyhPv37+sdklnUrFmTCRMmGF8fPHiQadOm0bx5czp06MCuXbvU/EUdWGthBD1lHnFJo0ZeCqb79+8zcOBAatasySeffMK9e9kuhV6glChRgrFjxxqrgMbHxzNp0qRC2RaWRuXtx6NytmkVqE65wWCgZs2aRERE8Pbbb+Pq6kpAQABxcXF6h2ZW1atXZ/LkyZQsWZKdO3fSrl07WrZsyZYtW1Tn3IystTCCniJiIh5rv2LdnJ2dqV27NufOnWPUqFE4OzszZ84cbt++rXdoZmVnZ8e8efNUW1gAlbcfj8rZplXg1in/888/Wbt2LbNmzeLo0aMAVKxYkbFjxzJixAjjyERhEBMTwyeffMKiRYu4ceMGAM8++ywhISEZVgdQFEV/hXWd8v379xMcHIyfnx+HDh0CoEyZMowaNYp3332X8uXL6xyl+aSkpBAcHMysWbM4ePAgoLXF3r17cXd31zk6RVEyU+uUP4KdnR2enp6EhoYSHBzMM888Q3R0NN7e3hgMBqZOncq1a9f0DtMsypYty9SpU4mKiuKjjz6iSpUqNG7c2NghT0pKUvMXzSCv693m5Xy9ztWTXnFba3vpzcbGhp49e3LgwAF++uknWrVqxc2bN5k5cyYGg4Hx48dz8eJFvcM0i7S2+Ouvv/jpp59o3bo11apV46mnnjIeExsbq2OEhYc15l1rzUEqZ6cjpSwwW+PGjWVmKSkpcvv27bJNmzYSkIAsVqyYHDt2rLxw4cIDxxdk9+7dkzExMcbX33zzjTQYDPLTTz+V9+7d0zGygm345uHSZoaNHLF5hNnP1+tcPekVd17vCxyQFpBHzblllbOllPLXX3+VnTp1MuZsBwcHOXToUBkREZGLlrVuN27cMP49MjJSlihRotC2hTlZY95VOdv89zV13tY9KZtyyy7BpwkJCZGdO3d+INGfOXPmkQ1fEL3yyivGtnBycpLz5s2TsbGxeodVoFy8fVE6fugo+QBZ9MOi8lLsJbOdr9e5etIrblPcV3XKH3Tw4EHZq1cvKYSQgLS1tZVvvvmmDA8Pf4yWLTiWLl2q2sIMrDHvqpytz31NnbcL3PSVh2nZsiVbt27l0KFDvPrqqyQmJvLFF1/g5uaGl5cXx48f1ztEs1q3bh1r1qyhQYMGXL58mYkTJ2IwGPD19SUmJkbv8AqEvK53m5fz9TpXT3rFba3tZekaNWrEunXrCA8Px8vLC4Bvv/0WDw8P45SXwmTQoEGqLczAGvOuteYglbMzKnAPej5OYjp+/DizZ89m1apVJCcnI4SgZ8+eeHt706hRo3yM1LJIKdm2bRt+fn788Yf2hHlgYCDDhw/XOTLrdin2EjU+rkF8UrxxX1G7opx59wxOJZzy9Xy9ztWTXnGb6r6F9UHPx8nZkZGRzJ07l2XLlhmXvH3hhRfw8fGhVatWCCHyK1SLk7ktevbsyfr16/UOy+pZY95VOVu/+6oHPU2odu3arFy5ktOnTzNs2DDs7e1Zv349jRs3pnPnzoSEhOgdolkIIejSpQshISHs2rWLPn36MGDAAOP7mzdv5ty5czpGaJ3yut5tXs7X61w96RW3tbaXNXJ2diYwMJCzZ88yYcIEihcvzvbt22nTpg2tWrVi27ZtFKSBpodJ3xYTJ07Ex8fH+N7+/fvZunVroWkLU7LGvGutOUjl7AcV6k55GhcXFz777DPOnj3LuHHjKFasmHEVgDZt2rB9+/ZCkdyEELRt25bVq1fj6OgIwM2bN3njjTdwdXVl4MCBnDp1SucorUde17vNy/l6nasnveK21vayZlWqVGHevHmcO3eO6dOnU7ZsWX7//Xe6dOlC48aNWbduHcnJyXqHaRZVqlRh7ty5Gb7dnTx5Mi+99FKhawtTsMa8a605SOXsLJhygrre26MeGsqp6OhoOXXqVFmmTBnjg5BNmjSRGzZskMnJySa5h7W4cOGC9PT0lDY2NhKQNjY2sk+fPjI0NFTv0BSlQEE96Jlrt2/flnPnzpWVK1c25uxatWrJFStWyISEBJPcw1okJyfLefPmSScnp0LfFoqS30ydt3VPyqbcTJXg09y6dUv6+/vLihUrGpObh4eHXLVqlUxMTDTpvSzd6dOn5aBBg6S9vb2xLbp27apWa1EUE1Gd8ry7d++eDAwMlAaDwZin0pZ9jYuLM+m9LF12bbFv3z69Q1OUAsPUeTvH01eEEMWEEC2EEK8IIXqm30w2bG9hSpUqxeTJk4mMjCQgIIAnnniC8PBw3njjDdzd3VmyZInxYaOCrmbNmixdupSIiAhGjRqFo6Mj169fp3jx4nqHphRAqpiEkhuOjo4MHz6c06dPs3LlStzd3YmKimLkyJG4uLgwd+7cQlN8J6u2uHbtGq6ursZjtD6FouSdytkmkpOeO9ABiAZSstiSTflbQl42U4+6ZHb//n25ZMkS6erqahx5qFatmly0aJG8e/duvt7b0ly5ciXD+rhHjx6VLVu2lJs3b5YpKSk6RqYUBNZcTCK3UCPlJpeUlCTXrVsnGzZsaMzZZcuWldOmTZPXrl3L13tbmqSkJBkWFmZ8ff/+fVm/fn05ffr0QtcWiukVxpwtpenzdk475eHACqCqKW9u6i2/E3yaxMREGRQUJOvUqWNM9BUrVpSzZs2SN2/eNEsMlmbw4MHGtqhfv778/vvvZVJSkt5hKVbI2otJ5JbqlOeflJQUuW3bNvncc88Z81Tx4sXl+PHj5cWLF80Sg6UJDg7O0BYTJkwotG2h5E1hzdlSmj5v53T6ijMwU0p5MU/D8gWEnZ0dnp6ehIaGEhwczDPPPEN0dDTe3t4YDAamTp3KtWvX9A7TrBYuXMj8+fNxcnIiNDSUPn364OHhwYoVK0hMTNQ7PMWKqGISiqkJIejUqRO//fYbv/76Ky+++CJ3797lo48+wsXFheHDh3P27Fm9wzSr7t278+uvv9KpUyfu3r3L/PnzC21bKHmjcrbp5Kh4kBBiO7BISrk1/0PKvcctRGEqUkp27NiBn58fe/bsAaBYsWIMHTqUCRMmULVqVbPHpJf4+HhWrFjBnDlziIyMBGD8+PHMnz9f38AUq1AQiknklioeZF4HDx5k1qxZ/PDDDwDY2trSt29fpkyZQu3atXWJSS8HDx7E39+fH374ASkltWvXJjw8vFAVY1JypzDnbDBj8SAhRKO0DfgcmC+EGCyEaJb+vdT3CzUhBB07dmT37t2EhITQuXNn4uLiWLhwIS4uLgwbNqzQjDw4OjoybNgwTp06xcqVK/Hw8GDYsGHG90+ePMmdO3d0jFCxZKqYhGIujRs3Zv369YSHh/PWW28B8M033+Dh4UGvXr04ePCgzhGaT9p65kePHsXLy4v33nvP2CG/cuUKhw4d0jlCxVKpnG1aD5u+cgD4K/XPdYA78CWwN3XfgXTHKKlatmzJ1q1bOXToEK+++iqJiYl88cUXuLm54eXlxfHjx/UO0Szs7e3x8vLiyJEj1KxZE9C+UfD09MRgMODr60tMTIzOUSqWRhWTUMzt6aef5uuvv85Q2fmHH36gSZMmxikvhcXTTz/NypUr6d+/v3Hf/PnzjVWuC1NbKDmjcraJZTfZHDDkdDPlJPe8bOZ6aOhxHDt2THp5eUlbW1sJSCGE7NWrlzx48KDeoZndtWvXZIsWLYwPF5UsWVJOmjRJXr58We/QFEV3qAc9LcKFCxfk+PHjZfHixY256rnnnpPbtm0rlCtLTZs2LUNbtGrVqtC2haJkZuq8nbODoDVgl8V+O6C1KQPKy2aJCT7NmTNn5LBhw6SDg4MxuXXq1En+9ttveodmVikpKXLXrl2yY8eOxnZwdHSU77zzjrx+/bre4SmKblSn3LJcu3ZNTps2LUNl50aNGsl169YVusrO2bVFYfv5pSiZmTpv53T1lV1AuSz2l059T3kEFxcXPvvsM86ePcu4ceMoVqwYP/30E61ataJNmzZs37497RedAk0IQdu2bdm+fTv79u2je/fuxMfH891331GkSBG9w1PSyUtRhrwWdNDz3rlV4IpYFHLly5dnxowZREVFMWfOHCpXrmyclujh4cHXX39daFaWSmuLc+fOMXfuXGNb2NjkuP6gYgbWmndVzk4nJz13tCJBFbPY/xRw25S/JeRls+RRl8yio6Pl1KlTM4w8NGnSRG7YsKHQjcKEhYXJDRs2GF/HxsbKgQMHytDQUB2jUvJSlCGvBR30vHdu5fW+qJFyixYXFyc/+eQTWb16dWPOdnZ2loGBgfLevXt6h2dWcXFxct26dRn2DR06tFC2hSWx1rxrrTlbStPn7YcuiSiE2Jj615eAHUD6mvK2QB3guJSyk0l/U8glPZfXyq3bt28TGBjIggULiI6OBsDDwwNvb2969+6NnZ2dzhGa34IFCxg/fjwAXbt2xcfHh2bNmukcVeGSfrmpx11mKi/n6n3v3DLFfdWSiNYhMTGRVatW4e/vz6lTpwBwcnJi/PjxDB06lJIlS+ocofmFhYVRv359QLWFXqw171pzzgYzLomY6nrqJoCYdK+vA+fRlkp801TBFEalSpVi8uTJREZGEhAQwBNPPEF4eDhvvPEG7u7uLFmyhPv37z/6QgXIa6+9xqhRo3B0dGTTpk00b96cDh06sGvXrkIxxccS5KUoQ14LOuh579wqiEUslKzZ29vTv39/jh07xpo1a2jQoAGXL19m4sSJGAwGZsyYwY0bN/QO06w8PDxUW+jMWvPApQ7hAAAgAElEQVSuytkZ5bR40HRgvpTybv6HlHvWOOqSWUJCAl9//TWzZ88mIiICgGrVqjFx4kSGDBlCsWLFdI7QfK5evcrChQv59NNPiY2NBWDIkCF8+eWXOkdWsOWlKENeCzroee/cMtV91Ui5dZJSsm3bNvz8/PjjD205thIlSjB8+HDGjRuHk5P5CpnoLau2qFChAufOnaNo0aI6R1dwWWvetfacDeYfKQdASjnD0jvkBYWDgwODBw/mxIkTBAUFUadOHS5cuMCYMWNwdnbG39+fW7du6R2mWVSqVAl/f3+ioqLw9fWlXLlyvPjii8b3b9++TXJyso4RFkx5KcqQ14IOet47twpqEQslZ4QQdOnShZCQEHbv3s0LL7zAnTt3mDdvHs7OzowcOdJY3bigy6otXnvtNWOHPCkpiaioKJ2jLHisNe+qnP2gh1X0PCuEOJOTzZwBFxZ2dnZ4enoSGhpKcHAwzzzzDNHR0Xh7e2MwGJg6dSrXrl3TO0yzKFu2LFOnTiUqKooePXoY948bNw4PDw9WrFhRaFZBMIe8FGXIa0EHPe+dWwW2iIXyWIQQtGnThv/973/s37+fHj16cP/+fQIDA3Fzc6N///6cOHFC7zDNIn1bfPzxx8b9a9euxdXVlX79+hWatjAHa827Kmc/KNvpK0KI8elelgDGAfvRKnoCPAs0BT6SUvrmZ5A5VRC+Cs2OlJIdO3bg5+fHnj17AChWrBhDhw5lwoQJVK1aVecIzSshIYG6desaH7QyGAy89957DBgwQH1NqlglNX2l4AkPD2f27Nl89913JCcnI4SgV69eeHt707BhQ73DM7sPPviADz/80NgWPXv2xNvbm0aNGukdmqLkisnzdk6WaAFWAN5Z7J8CfJvDaxQBvgKigFjgMND5IcePBS4Dt4FlQJFH3cOaltfKi5CQENm5c2fjslwODg5y6NCh8syZM3qHZlYJCQly5cqV0t3d3dgWlStXlnPnzpW3b99+4PiLty/K1stby0uxlx77Xnqda4rzFeuAhS2JqHK26URERMihQ4dmKB7XuXPnQll8J6u26NSpk/zzzz8fONZa867K2YWHqfN2TpPzbaBmFvtrksN1yoHiwAeAM9q0mZdTE71zFse+CFwBPICywG5g9qPuUVgSfJpDhw7JV199VQohJCBtbW3lW2+9JY8dO6Z3aGaVlJQk165dKxs0aGBM8keOHHngOGtdg1WvNVwV87LATrnK2SZ2/vx5OW7cOFmsWDFjrmrdurX86aefCl3Z+gsXLmRoi8WLFz9wjLXmXZWzCw+9OuWXgMFZ7B8MXM71zSEM6JXF/iBgVrrX7XNynypVqsg1a9bIpKQk07S2lTh27Jj08vKStra2EpBCCNmrVy958OBBvUMzq5SUFLllyxY5derUDPs+/vhjGfpPqHT80FHyAbLoh0UfawTj4u2LupxrivMV62FpnfKsNlPnbDc3N/nDDz8UuoJpWRWPa9y4sVy/fn2hbIuZM2fKuLg4474lS5bIr1Z9JYv4FrG6vKtyduFi6ryd0xq5C4FPhRCfCyH6p26fA4tT33tsQojKaBVBw7N42wMITfc6FKgshCifxXXeFkIcEEIcuHTpEr1798bDw4OVK1cWmof/ateuzcqVKzl9+jTDhg3D3t6e9evX07hxYzp37kxISIjeIZpF2pP/vr7/PeKwZ88eRo8eTaOnG5GwKQFuWtcarJa6lqpS+ORHzo6MjKRnz57UrVuXb7/9lqSkpPwJ3sJUqFABX19foqKimD17NpUqVeLgwYP06tWLOnXq8M033xSqtnj//feNzwLdvn2bCRMmMOiNQSQsToBQbdUWa8m7KmcreZGjdcoBhBC9gXeB2qm7jgMBUso1j31TIeyBbUCElHJoFu9HACOllD+lOz4BcJFSRmZ3XYPBIIUQxiWXnJ2djQ//OTo6Pm6YVuvixYssWLCAzz//nLt3tZUsW7dujY+PDx07dkQIoXOE5nP06FEmTJ7A/7b8T9thA9SHIm2KEDkz0qLXYNVrDVdFH5b8oGd+5ezUkvX8+++/ALi4uDBp0iT69+9PkSJFTP45LFVcXBzLli1j7ty5Gdrivffeo3///oXq51d8fDwfffIR73/4PqSt/lsG7Fvbc+qrUzhXcH7o+da6ZrdinXRZpxxASrlGStlSSlkudWuZyw65DfANWsJ+J5vD7gCl0r1O+3vsw65dsWJFTp8+zYoVK6hVqxaRkZGMGDECNzc3Y+e0MKhatSrz588nKiqKqVOnUqZMGX799VdefPFFmjZtSnBwMCkpKY++UAFQp04dagyvgd1IO6iD9kXx33A/4D7tX2v/yPNn7p5BSkrGtdCTU5KYuXvGo8/Vce1YRTGV/MzZlSpV4p9//mHZsmW4ublx9uxZhg0bRo0aNfj777/zHLu1KFasGO+8884DbTF8+HBq1KjBRx99xJ07d/QO0ywcHR25UPsC9mPsoTtQDrgJiRsT8ajlwcWLFx96fl5yNljnuttKwZHjTrkpCG2I9iugMtq8xOzml4QD9dO9rg9ckVJef9Q97O3t6devH+Hh4cayv61ataJ48eKANof+5s2befsgVqJ8+fLGr0j9/f2pWLEiBw4coEePHtSrV4+goKBC8RXp3vN7SaqYBK+idSkaAQKu898/pwe+MZISjhxh77H/kZCS8Z9pQkoif4T/BEeOaMc95L56rR2rKKZgjpzt4ODAgAEDOH78ON9//z3169cnMTGRWrVqGY8pDHkKsm6LS5cuMWHCBAwGA76+vsTExOgdZr7be34viSIRGqLl7FfR/gWWhipVqhiPi4uL++8kE+TstHtb27rbSsHxsHXKbwM1pJTXhBCxaGOMWZJSlsruvUzX/BxoAHSQUmb7a78QohPaMoztgIvAD8B+KeXkh10/qzVvpZTcuXOHkiVLArBt2zb69OnDiBEjGDt2LJUrV85J6AVCXFwcS5cuZd68eZw/fx4AV1dXJk2ahJeXV6H6uvjff/+lePHilCtXDoDAwEB++OEHfHx8aNumDeKPP+DqVXhYxVBbW6hUCVq2hEI0JUjJH5Y4fUWvnB0ZGYmLiwugzTGuW7cunp6ehS5nSynZunUrfn5+7N2rlQgpUaIEI0aMYNy4cYWuLa5du0bFihUBOHbsGC1atGDYsGGMHTOGyv/8o3K2YnamztsP65T3A1ZLKe8LIfrz8E75ykfeSAgDEAncB9IPewwFfgOOAU9LKc+lHj8OmAQUBdYDw6SU9x92j5wUopg4cSLz588HtK/JhgwZwsSJE3nyyScf9REKjISEBL755htmz57NP//8A0C1atWYOHEiQ4YMoVixYjpHaF5SSurXr8+RI0cAeLZ+fXxeeoku9es/ev69rS24uUHdumaIVCnILK1Tbik5OygoiDfeeAPQcvbgwYOZOHEi1atXz83HskpSSvbs2YOfnx87duwAtLYYNGgQEydOxGAw6Byh+c2ZM4fJk7Xf+RyLFGFwu3ZM7NqV6hUqPPxElbMVE9KleJC1bDld8/bPP/+U3bp1My5FZW9vLwcOHChPnTqVo/MLisTERBkUFCTr1KljbIuKFSvKWbNmyZs3b+odnlnduHFD+vr6ynLlyhnbor7BIL8fM0YmrV4tL676QraeW1teCvpSyjVrMm7r10uZmJjttf+++Lcs7V9ahl4ONeMn0qgiFtYDK1gS0dTb4+Ts7t27G//ftLOzkwMGDJAnT57M0fkFyb59+x5oi/79+8sTJ07oHZrZ7du3T76Svi1sbeWAtm3liUWL8pSzpdQvb6ucbV1MnbdzNKdcCOEthHhWCGFnst8GdNSsWTN+/PFHwsLCeP3110lOTmbZsmWsXr1a79DMys7ODk9PT0JDQwkODuaZZ54hOjoab29vDAYDU6dO5dq1a3qHaRZly5Zl6tSpRO3Zw/x+/XAqU4bQqCj6LFrEhv37mXltPSFxJ5gZvS7rC6SumJCVNze8ya37t+i7vm8+RZ+9mb/OJORciHrQSLFqzZo1Izg4mLCwMPr27UtKSgrLly+nX79+eodmdmkP6x85csTYFitWrKB27dr07t2bw4cP6x2i2TRt2pQNCxdyZOFC3njuOe3fxe7dzAkOzlPOBv3ytsrZhVuOlkQUQvwGPAMkAnvRqrXtRpszaDFP4OTkq9CsnD59mgULFjBr1izKli0LwMaNG6lcuTLNmjUzdZgWS0rJjh078PPzY8+ePYC2KsDQoUOZMGECVatW1TlCM/j9d7h4kfiEBFbs3s26fftYPnE4T519l3iZiMM5O062DsC5WMWM51Wtqs1TzOTwpcM0/LKh8XXosFDqVa6X358CyLg8l1qWy/JZ2vQVc8htzv7nn3+YO3cu3bp14+WXXwYgIiKCK1eu0KJFC1OHadEiIiKYM2cOK1asMNbm6NKlCz4+PoWjLVJzNkDE5cvM+fFHvDq3oePdmVrO/teOdU+Op+vTjTOel03OBv3ytsrZ1keXJRGllK3QSif3APYBnYGdQIwQ4n+mCkYvbm5ufPbZZ8YOeXx8PMOGDaN58+Z06NCBXbt2kZNfXqydEIKOHTuye/duQkJC6Ny5M3FxcSxcuBAXFxeGDRvG2bNn9Q4zfyVoT847Ojgw7IUX2DF1Kv4xwaRICbGQsDIJj9Fjmb9xI3fi/1uLlmwKVb254c0Mr8056qKKWCgFVc2aNfnyyy+NHXIAX19fWrZsSdu2bfn5558LRc4G7WH9L7/8kjNnzjBmzBiKFi3K1q1bC09bJPy32omrkxNfDh1KkH2IlrMlJG5NotsHc2j7wQf8HBb2X1s8pLigXnlb5WzlcdYpvyel3AF8AgSiPchTBGiVT7HpJjExES8vL0qWLMnOnTtp164dLVu2ZMuWLQU7uaXTsmVLtm7dyqFDh3j11VdJTEzkiy++wM3NDS8vL44fP653iPnDwSHDy0uJMSy/uYsEkuAuUBHibicw8dtvMYwYge+6ddy4cwfs7R+41OFLhwmPzlj8MDw6nLArYfn5CbS4Yy+x/PBy4/JcCckJLD+8nMt3Luf7vRVFDzVq1KB06dLs2bOHF154wTjlpbDUZHjiiSdYuHAhUVFR+Pj4FJ62eFjOTgbpBjjCnmPHeOHDD2nm7U3w/v2k2NpmeTm98rbK2QrkfPpKb6At8DxQHW20fA/aFJY/5SOesDeX3H4Vmp2YmBgWL15MQEAAN27cAKBBgwZs3ryZatWqmew+1uD48ePMnj2bVatWkZycjBCCnj174u3tTaNGjfI/gDt3YP9+iImBlBSwsYGyZaFpUyhR4uHnxsdr69NeuqQtl2VrC1WqaE/fZ66Ud/Ys/P23cVmtEZeW8lXML1qCB5Bgd9qGCntLcfmstt59CUdHRvbrx6zAQGxs/vs9t86nHoRfO/ZAOB4VPDg68mju2yIHRmwZwVd/f5VhzVwHWwcGNxzMpy99mq/3VnJHTV/Ju1u3bhEYGMjChQuJjo4GwMPDgy+//LJwTOVIJ7u2mDJlCn369MHOLp8fEbOUnA3Yx9vS6KgLZ369SvTt2wB4PPUUazZs4Omnn85wOb3ytsrZ1kmvip6rgV7AMqCilLKdlHKGlHKPpXTI80PZsmWZNm0aUVFRzJ8/HycnJ+Lj4zMULygsI+e1a9dm5cqVnD59mmHDhmFvb8/69etp3LgxnTt3JiQkJH9unJwMmzbBtm1w/bqW3EH78/p1bf+mTVmvTZuSAjt3au9HRsL9+5CUpP0ZGant37nzv2sCZFoac2/cqQzJHQFJT6VQeUhpdk2fToe6dbkTH09oZOR/HXKpFbGIuH46y48Ucf1UjopY5IUqYqEURqVLl2bKlClERkYSEBDAE088wbFjxyhfvrzeoZldVm0RHh7Om2++Sa1atfjyyy+5fz8ffnxbWs4GEh2Tud8yichPPyWgf3+eKF+ei9HRGZZClikpuuZtlbMVyPlI+WCgTepWCm2N2t3ALuBvaSE9U1OPumQWHx9PVFSUsdLcv//+S4cOHRgzZgwDBgzAMfNv8AXYxYsXWbBgAZ9//jl3794FoHXr1vj4+NCxY8dHr++dE8nJEBycMQFnx8YGXnlFG1EB7ZzNm7Vk/ihFisDLL2vXAC3xnj798CIUaWxt2R8fj2OdOtSrVw+k5M8vv+TLNWuY3K0bT2X3cKwqYqFkokbKTS8hIYFff/2VDh06ANogSs+ePWndujVvv/22sdJzYZBVfYqqVasyYcIE07WFleTsBGdnwoWgYUPtYc67d+7QsmFDvFq2ZGj79hTP7me5yttKJmYrHvSQAFzRprJ0RHvw846U0iKGIfI7wWfm6+vL9OnTAa307/jx4xk6dCglHvXVXAFy/fp1AgICWLx4MTdvatM5mjRpgo+PD926dcswneOxbdqkfY2ZU46O0LWr9vedOyF1ylGOlCsH7dtrf5dSe6I/N9Xhjhyh+6BBbPzrL2yE4LVnn8W7Rw/qZVXcQxWxUNJRnfL899tvv9G6dWsAypcvz5gxY3jnnXcoU6aM2WLQW3JyMmvXrmXWrFnGgmkmawtrzNnA8pkzGThtGgDlS5bk3c6deadTJ8pm9bNc5W0lHb2mryCEsBFCNANeBXoDLwMCOGWqYKyNj48Pa9eupUGDBly6dIkJEyZgMBjw9fUlJiZG7/DMonz58vj6+hIVFYW/vz8VK1bkwIED9OjRg3r16rFq1SqSknKxauadOxmSu9OQrojerz2wOQ3p+t858fH/nZdFcj98L5IyJ/oRFh/14P1u3PjvfkJoSdvNTUvAmR8IsrP7LzGnT+5JSXD6NB+99RaD2rXD1saG7//4g/oTJ1J++kC2njiU8TrJydroTm7ax8IdvnSYMrPL5PrhqEuxl2izoo3ZH3LS875UoJZZb1oItWzZko0bN9KsWTOuX7/O1KlTqV69OlOmTOHq1at6h2cWtra2vP7664SGhmbbFleuXHn8C1tjzgZISqL/00+zadIkmru5cT02lmlr1lB9xAiqBw7nyPVzGa+l8naWClvOTru3qfN2TosHbQNi0KatvAIcQptjXlZK+awpA7Imtra2vPrqqxw6dIgtW7bQokULbty4wfTp0xkxYoTe4ZlVqVKlmDx5cpbzF93d3VmyZMnjzV/cvz/Dyyu3sv468YH9+/drX2Vm4c0LH3Mr5R59zwdkfc/05wmhjYR06wYNG2pr2lasqP3ZoIG2v27djMk9tRhFTScnlg4bRsTixYzq1AlbextuHL/DS9NmE/i/LFYQfUQRC2uU18IbehXQ0PO+2FN4vmLTiY2NDV27dmXv3r3GlbViY2OZPXs2jRo1yt0AgpUSQmRoi/bt2xvbwtnZmdGjR3Pu3LlHXyiNNeZsgH//RQjBy40b88eHH/LLtGm0T31W6N/d1+k4J5tcoPJ2BoUtZ6fd29R5O6cj5YfRRsfLSimflVJOkVL+T0p515TBWCshBF26dCEkJIRdu3bRoUMHxo8fb3z/xIkT/FsA/wfOSrFixRg9ejQREREsXbqUmjVrEhERwdtvv42rqysBAQHExcU9+kK5/aYhJkZ7Yj+Tw/ciCU84D0B4wvmsR16yOA87O3Bx0UZX2rbV/nRx0fZndvFihq9On6xQgSlv9cBujA08BxSHFo3++6X64o0byKQkY+GLgiL9kmK5WUosbWmwFJli1iXB9L6vYj5CCNq1a8fOnTvZu3cvXbt2ZciQIcYVSeLi4jh9OusH/gqatLbYsWMHe/fupVu3bsTHx7N48WJcXV0ZNGgQp07l4Atxa8zZkCFvCyF4vk4dvpn8Dg5DbKEWxDS9y+UkbWrm+evXOZV2vMrbRnrnTnPfN/29TS2nxYNUJzwHhBDGYg1Nmvw3xWjUqFG4uroyePBg4wM2BZ2DgwODBg3i+PHjBAUFUadOHS5cuMCYMWNwdnbG39+fW7duZX+B3K6nK2WWcwrfvPBxhtdZjrzkdQ3fhIQHds28th5ZHOgA9mNtWZK0A4DklBTazphBw/feY8327STn5AElK5HXwht6FdCwhPsq5te8eXM2btzItNQ5xQBLlizB3d0dT09PwsLyv66ApWjevDk//vgjoaGheHp6kpKSwrJly6hdu7Zxyku2rDFnQ7Z5m2oCPIGnYWb0Om3/+vXUHjuW1xctIrSA1erIS962hNxp7mJL+ZW38/AUnpITCQkJVKhQgeTkZL766itq1apF3759jQ/YFHR2dnZ4enoSGhpKcHAwzzzzDNHR0Xh7e2MwGHj//fe5du3agyfm9gFRIR6YT5h+xCVNliMveXkoFR5exAJItEtm+c3dXE66yZkrV7SlFKOi6OPri4eHR4Yy2dYqr4U39CqgYSn3VfSTfsWo6OhobG1tWb16NfXr16dbt278+eefOkZnXvXq1SMoKIgTJ04wePBgbG1t+f7772nQoIFxyssDrDFnwyPzdgJJLL+5m0uJMdjb2hqfFWowZEj2bWFl8pK3LSV3mrPYUn7mbdUpz2cODg589913nDhxgkGDBmFra8t3331HvXr16N69u/nL1iclacUWfv8ddu3S/jx7Nt8fWrGxsaF79+7s27eP7du306ZNG27duoWfnx8Gg4Fx48ZxMf3XgWXL5u5GZctqRSbSyTzikuaBkZdM5wGP115Vq2b44TLz2nqt1HM6yTKFmdHrcKtShTOLF/PZ22/j/MQTnDx5kgEDBuDm5kZgYCAJWYzeWIPMoy1pcjrqktXogzlGQCzpvor+PvzwQyIiIhg9ejRFixZl06ZNPPvss7Rv3978nXOdcjaAm5sbS5YsISIignfffZeiRYuyefNmWrRoYZzyYlzBzRpzNuQ4b394bT2fDBpExOLFvPvSSxR1dDS2xfPPP8/hw4cf/VktVF7ytiXlTnONludn3ladcjNxc3Nj6dKlREREMGrUKBwdHfn555/Nt3xiakEbNm7Uqp9dvAjXrml//v23tj+fC9qANhrVsWNHdu/eTUhICJ07dyYuLo6FCxfi4uLCsGHDtF9UmjbNeGLxbH77zby/adMHlqqKSMx6JYEH9qc/LzftlYMiFgkk8UecNj/T0cGBYS++yKlTp1i5ciXu7u7GVWysVURMxGPtz0yvAhqWdF/FMjz55JMEBAQQGRnJlClTKFWqFL/88svjPfyYFxaSs0Fri0WLFhEZGYm3tzelSpVi165ddOzY0TjlJaVJplXhrCFnax8uw8tH5e0nK1Rg0cCBRJ05Y2yL3bt3Y5t5xRcrkpe8bUm501zFlvIzbz/2OuWWzNxr3ubF1atX2b9/Py+//DIAiYmJ9O3bl/79+9OlSxfTFN9Jk8c1XPPb33//zaxZs1i/fj1SSmxtbenbty9TmjendsWKOb+QJax5+5hFLNKvd5ucnMyGDRtISUmhd+/egLYO/GeffcbIkSMpm9uRKMUqqHXKLdvNmzdZuXIl77zzjrEDNnv2bAwGA6+99pppy9ZbeM6+efMmgYGBLFy40Dj9sE6dOkx58UV6N2mCXU47qJaQsyFPefvWrVv89NNP9OnTx3jIkCFDeP755+ndu7dp/10oFkf34kGWzJoSfGZff/01/fr1A6BBgwZ4e3vTs2dP0/z2nYeEY07Hjx9n9uzZrFq1iuTkZIQQ9GzWDO9XXqFRjRoPP1nH6nAZ2svEP0w/+OADZsyYQcmSJRkxYgRjx46lcuXKj45LsTqqU25dLly4QI0aNUhISMDV1ZXJkyfz1ltvUaRIkbxf3Epy9t27d1m6dCnz5s3jwoULALg6OTGpWze82rShiL199idbSs4Gk+btkJAQWrVqBYCrqyuTJk3Cy8vLNP8uFItjtk65ECIWyFGPXUpZylQB5YU1J/g7d+7w+eef89FHH3H5svb1Xq1atZgyZQp9+/bF/mHJ7WGSkrSv7TIlmkuJMbx+YRHfPzEWJ7tMFdxsbbU1XXX6Df/s2bPMnTuXZcuWGedWd2rQAJ+ePXnO3f3BE4oWhc6dHywYkZKizSl82OhL+fLasllpyT1TezkN6ZrleruVS8dzeckm7UXm9pISjh7VfkhAxra3s9Ped3ODOnUeOboVEhKCr68vP//8MwCOjo4MHjyYiRMnUr169Yeeq1gX1Sm3Lvfv3+frr79m9uzZnDlzBoBq1aoxceJEhgwZQrFixXJ3YSvM2ffv3+ebb75h9uzZRERoUx6qlSvHhK5dGZJV2XpLy9lgsrydZVtUq8aECRMYMmQIxYsXz/6zKVbHnJ3yfjm9iJRypakCygtrTvBp4uPjWbZsGXPnziUqSnvSPG093Vw5e1abT5cpwY+4tJQvYn5mWNmOfFplcMZzbG214gsuLrm7p4lcvHiRBQsW8Pnnn3P3rrYaZ+unn8anZ0861q+PKFdOm4/4qHn58fHaSMqlS1rSt7HRHhCqW1f7+jS9TO0ler+W7WXlmrXaX7Jrr6QkrcDExYuQmAj29tpDRU8++dg/PPfv38+sWbP48ccfAW1Vmzlz5jBu3LjHuo5iuVSn3DolJSWxZs0aZs2aRXi4toJFpUqVOHHiRO6mnFlxzk5KSmLt2rXMmjWLo0ePAlChVCnGdOnCyM6dKfPEE5ads7UPYZK8nVVbuLq6cvLkSauef65kpKavPERBSPBpEhMTCQoKwt/fn3HjxvH2228D2vw1W1vbnD8g+vvvDxQ5uJQYQ41/3iFeJlJUOHDG7ZMHR16qVtW+orMA169fJyAggMWLF3PzplbEoUmTJvj4+NCtWzdsTLEsVppM7ZWjBA9ma68jR47g7+/P999/z08//UTHjh0B7QeAmrto3VSn3LqlpKSwadMm/Pz8cHJyYuPGjcb3YmJict5BLwA5OyUlhc2bN+Pn58f+1EqfpUqVYuTIkYwZM4ZKlSqZ7mYWnrPTt0W7du2MD/LHx8dz+/Zt07aFYnamzttq9RULZW9vT79+/QgPD2fgwIHG/bNmzcJgMODr60tMTiqoZVMYIW3Jp6h9L/wAACAASURBVLQl+h5gQetlly9fHl9fX+PKJBUrVuTAgQP06NGDevXqsWrVKtOVx87tUoRmaq+6desSFBREREQEHTp0MO5/44036NatG/v27TNLHIqiZJR+2ddVq1YZ9//2229Uq1aNMWPGcP78+YdcIVUByNk2NjbGtd137NjB888/z+3bt/H398fZ2Zl3333XdFWuLTxnp2+LGTNmGPevWLHC9G2hWL0cdcqFEA5CiBlCiFNCiHghRHL6Lb+DLMxsbW2NI6BSSsLCwrhx4wbTp0/HYDAwefJkrlzJevkoIMeFEdLKCBvldg77w+Rxvd1SpUoxefJkIiMjCQgI4IknniA8PJw333wTd3d3lixZwv2cPCT0MJnaK8eyaq98XF/Y2dnZuELP9evX2bJlC5s2baJ58+Z06NCBXbt2UZC+BVMUayGEoGTJksbXu3bt4t69ewQEBFCjRg2GDBny8MrOBShnCyFo3749v/zyC3/88Qcvv/wy9+7d4+OPPzZdlWtT5mzIt7wthMAhXaxHjhwxfVsoVi+nI+UzgX7AR0AKMBH4FLgOjMif0JTMhBBs3bqVXbt20aFDB2JjY5kzZw7Ozs6MGjXK+PR7Bo9R0MbI1lY7z1RMvN5usWLFGD16NBERESxdupSaNWsSERHB22+/jaurKwEBAcTFxeUu1kztlSOZ28vM6wuXL1+eM2fOMHnyZEqWLMnOnTtp164dLVu2ZMuWLapzrig6mjZtGocPH6ZPnz4kJSWxdOnSh1d2LoA5G+DZZ59l06ZNGdoircq1p6dn7qtcmyJng9nz9qeffkpoaCivv/56horfnp6eHDt2zCT3UKxPTjvlvYFhUsovgGTgRynlaGA60DG/glMeJISgbdu2/Pzzz+zbt49u3boRHx/PJ598knV10McsjJDdebmWttRU2nJVmZebStt3+rR23GMkPAcHBwYNGsTx48cJCgqiTp06XLhwgTFjxuDs7Iy/vz+3bt16vHgzfe7KpeOzPOyB/Wnn5ePnfZhKlSrh7+9PVFQUvr6+lCtXjr1799K9e/ecfWWuKEq+qV+/PqtXr+bEiRMMHDgQGxsbvvvuO7799tsHDy7AORuybovVq1dTr1693E3By2vOBt3ydr169YwVv9O3RUF5zkJ5fDl60FMIEQe4SynPCSEuAS9LKQ8KIVyAULUkor6OHDnCDz/8wPTp0437PvroI1544QXq1q2bt6IMeQ/ObOvtpn/Q6q+//gKgdOnSvPPOO4wZM4YKFSrkf8wWsr7wnTt3+OKLL7h8+TLz5s0DtPZZv349r7zySu6X2FTyjXrQs/A4d+4cCxYsYMqUKca6A1u3bsXR0ZHnn38e8csvhSJng9YW8+fPZ8mSJcTHax3ndu3a4ePjo7VFTooi5TVmC8nb586dY8mSJUybNs2Yo7/44gvc3Nxy3haKWemy+ooQ4gTQX0r5pxDiN2CblHKWEKIvsFBKaRHVTAprgs8sLCyM+vXrA9Cta1d8WrSgqasrkMM1XG1soHv3vK95a6r1Yx+TlJIdO3bg5+fHnj17AG3Ky9ChQ5kwYQJVH/U1b24LSej0eXPqxx9/5JVXXqF69eq89957DBw4kKJFi+b7fa3JpdhLvL7+db5/9XucSjiZ9d6qU154JSUlUatWLc6cOUPzZs3wfv55Xm7YECFEocjZoFW5XrhwIZ9++imxsbEANGvWDB8fH15++eWHd0jzUvzHgvP21atXcXZ25t69ezRv3hxvb+9Ht0Uho2fOBv1WX9kApP0aHgDMEEKcBVYAS00VjGIaFSpUYNSoUTg6OrJx0yaaTZlCx5kz2XX06P/bO/c4m8r9j7+fmWFcBoMcRMY1ahC5FCp+RaSi5BSnSDiikEvMcTtELg1yCZUIJ6mo6EKFk1wi0ij3cRkzQpwZl3GZMTNmf39/rD3bnpk9Y++ZPXvt2ft5v17rxV5rPWt91nfW+uxnP+t5ni/nEh1nFctkQkoZ87TmlyzHcGR0Dtfn89xKKdq1a8dPP/3Etm3beOyxx0hKSmLWrFnUqFGD/v37O+7qc/MAhmnXqWOYb9b+ikFBN1tL7M3dpOt1lqJFi1KvXj1OnjzJwIEDqVGjBtOnT7d9AWpg0pZJbDu5jUmbJ5ktReNHpKWl8dJLL1G+fHl+2bmTTtOm0WjkSD79+WfOJTp+q+VLng03u+CdPHmSSZMmUb58eVsXzYwuL+k5Vbjz6tkOtHuTbxcrVowxY8YY98UvvzgXCz/D1zzbqUq5iIwSkcnW/38OPAC8A3QRkTEFqE+TB26//Xbmzp1LbGwsEc8/T6nixdm4bx8PT5yI8dvKkvsB0tOzzZObJ86cce51YEGc20qrVq1Yt24dUVFRdO3albS0NNvrwJ49e3Lo0CHHBZUyXk926mQkmbj9dqhQwfi3USNjfYMGmc3dC643Nx577DH279/PqlWraNSoEefOnWPkyJGEhYUxd+5cj2jwZv668hdLfl+CRSws+X0JZ6+eNVuSxk8oXrw4Y8eOJTY2lrcHDeL2smXZGxdH9zlzgHrALWbl8CHPDg0NZezYscTFxfH2229z++23s2/fPrp37069evVYvHixLdNzJvLi2eAV15wTpUuXZsyYMcTFxTFr1qxsscjI2+Gv+KJnOzsl4kNKKdt7GhHZKSJvA98rpR4qMHWafFGxYkWm9elD3Pz5THz2WcqFhAB3cvPPbsEYt+sAd8zh6kXzxzZu3JhVq1Zx4MABevbsCcBHH31EeHg4Xbt2JSoqynHBoCAj61urVkZq51atjM+OXlt60fXmRGBgoO16165dS8uWLbl48SLJycke0+CtTNoyCYsYP1jTJd1nWl40hYeQkBCGPv00MfPm8X6/ftSsWBFIA8Ls9sqhUcXHPLtkyZIMHTqUmJgY3n//fWrWrMmxY8fo27cvtWrVYu7cuY5n2XLFs8GrrjknSpYsyZAhQ4iJiWHhwoXUrFmTmjVrEhp6M4FUvqcDLoT4omc7231lE1DOwfoy1m0ab6VoUcqGhDCua1fiFiwA3rTbuAoIB5ZhGL8d7hgI6O75Y93AXXfdxbJlyzh69Cj9+/enSJEifPHFFzRp0oTHHnuMbdu25f3gXni9OaGUomPHjmzbto1NmzYxYMAA27bZs2czaNAgTp486XFdZpHR4pKabnxBp6an+kzLi6aQUbQowUWK0K9tW6JnzwY2ABkeEQ/UAqYCWWaW8lHPDg4Opl+/fkRHR7N8+XLCw8M5deoUr732Wt5n2bLHC685J4KDg/nnP/9JdHQ0//nPf2zrd+3axR133JH/WBQifNWzna2UK8DRiNDywDX3ydG4Hbs5XEOKFQPsZyBZDkQDvYA7eXf9eq6npuY8562rSRXcNX9sfrl+HX791RjMs3o1fP01NRISeHfWLE6cOMHw4cMpWbIk33//PQ8++CCtW7dm/fr1xvzerlyzt1yvC2RMsVm6tDGBUlpaGtOmTWPevHnUqlWLPn36cPToUdP0eQr7FpcMfKXlRVPIsPORoMBAoI7dxk+BWGA0EMbYTz8l4fLl3H2kMHqYA88O2rOH5595hr1797J69WqaNm1KfHw8o0ePJiwsjLFjxxIfH194v6dcICgoyDZrD8CqVauyxSIhIcE0fZ7AVz0710q5UuprpdTXGBXy5RmfrctajJ/w2z0hVJNHcp3D9UuMsbp1gVheWbSImoMGMfPrr7latuzN3fKaVMEd88fmB4vFmA7ym28gNhZSUgxjTkkxPn/zDbcfOsSMyEji4uIYN24coaGhbNmyhfbt29O8QQPWjBmD5bffnLtms6/XDRQpUoQNGzbwj3/8A4vFwocffki9evXo1q0be/fuNVtegbHj1A5bi0sGqempbD+l7U3jYXL1kYHAeqANkMjkL78k7NVXGbpkCacDsnyd58W3zfYwJzw7YNMmnurUiV27drF+/XratGlDYmIikydPpnq1agx9+mlObdxYeL6n3EBkZCQbNmzIFIuwsDCGDh3qOKmgD+Crnp3rlIhKqSXW/74IrATsO56mYvxk/0BEvOInmZ5eKwduMQdrusXClzt3MmX1an6PjQXgnXfeYeDAgfmbagpg716IjnZea9260LCh8/vnhMUC335rmPmtCA6GJ56AgAAuX77MgvnzeTsyknjrIJrwO+5g1FNP8VzLltaWKyuOrtms6y0Ajh07xltvvcWyZctIs/af3LFjB/fff7/JynwTPSWixoYT82Zvj45m8pdfsm7PHgA6dOjAd999Z2zMj28XMs8G2P7zz0wZMYK1O3YAUCQwkF5t2jCyc2dqV7KbJs/bvqcKgO3btzNlyhTWrl0LwJAhQ5g1a5bJqnwXj06JKCIvichLwBtAn4zP1uVlEZnqSoVcKTVQKbVbKZWilFqay369lFLpSqmrdksbZ8+jyUL9+oYR5fCKLjAggL+3aEHUjBmsjYzkiSeeoHfv3sbG/fvZuGED586fz/0c6enGF8D+/dm3OTunqjvnXt20yTlzB2O/TcbQiNKlS/OvJ54gdsEC5vTqRdXy5Tnw55+88M471BsyhA82biQlY4BPTtdsxvUWALVr1+aDDz7g+PHjDB48mPvuu4/mzZvbth8+fBhn8hxoCi/as03iFp4N0LJuXdaOHcueDz/k2WefZeTIkbZth7/5hv27d996VhFv8rA8ejZAy9Kl+fb119kTGcmzLVpww2Lhg//+l7qvvcbzc+eyP2N8jLd9TxUALVu25Ntvv2XPnj10796d4cOH27Zt2bKF/Y6uXeM1OJU8yLazUk0xRpl8KyLXlFIlgRQRyaGzVrbyXTCGjrcHiotIrxz26wX0FZEHnBaH51tdKlWCc+eyr69YEc5621gDEdi/H9WwPsYQgWw7IHv3G18GdkkVrnz2GdVefpnrqako1Yfk1FFAtUwlc0yqYFZShuvXjdefVgKf64pFsl9zgBLSP/v85oonnzTOa6c59cYNPtqyhcmrv+TEuf8BUKVcOUZ06sQ/H3mEEsHBNzVDprIZ/JV2kW6nZ/NZ1aFUCgrNtM2TyYPyi8ViIcDaMnXixAnq1KlD8+bNGTNmDB07dtQJLfKJN7aUa882kbx4NsCNGzzdqhVrdu2ic9OmbD00iwvXsv9ZHPouFHrPBog+c4bxq1eycut2Mrodd27alNFdutC8du1cv6cy8BXfziA9PZ3w8HCio6Pp3Lkzo0ePztTIoskbpiQPUkpVVEr9AuwCVgAZIwzeBmY6ezIR+VJE1gC3aHYtHDgy99zWm0rGHK4OzR1jfdY5XP/8k0vXrvHQXXdxPS2N5NT3gNpAH+Dm4L8ckyqYlZRh375MHx2Zu8P1+/ZlO3fRoCD6PPwwj0Y0RD0D5SqHcPrCBYYsXUr1V19l6urVJF67ZpTLQfekhC/YlnSYSfGfO9zuqeRB+SXArs/q4cOHCQ0NZceOHTzxxBM0btyYlStX6oQWPob2bBPJi2cDlrg47rjtNooVKcJXu3dz4dqDQDvgJ+zna3Douz7g2QB1b7+dcl1CYDA0ePAOWyzuGz3aSKS3bx+S0Xru476dQXJyMu3ataNYsWJ89dVX3HfffbRr145NmzbpN55ehLOzr8wCzmHMtmI/Megq4FF3i7LSWCmVoJQ6opQaZz9PusZDnDnDHWXL8tXIkeydMQPohjGv+YcYCS26k23yHfukCmYlZfjrr7yXc6D5r7SLLLuyGWkASf1SWDLsFZrVqkX85cuM/uQTwvr3Z+yECSQcPOiw7JJLm7AgLLn0E2dvZEn24MHkQe7kscceIzY2lpkzZ1K5cmX++OMPnnvuOcLDwzNN1aXxK7RnewEBZ88yt1cvTsyfz8hOnYAQYCPwf0ArYF/2Qhk+5EOeveTSJiQUjrU9x665U4no3PlmIr0JE2jVuTPffvstcvq0X/h2SEgI77zzjpFUMCKCUqVKsXHjRh5++GFatWpFXFyc2RI1OF8pfwQYIyIXs6w/Tta+DO5hC1Af+BvwDEbtb4SjHZVS/ax9HnfHx8cXgBQ/xi6pQoNq1YBPgMNAb4xb5zhQInu5jD7XZiVlyGtrrcXiUPOkhC+wWFsSLEr4NewYO6dMYf3YsbS++24Sk5KY/J//ENa1K8OWLePMhQsOy6aLxXGriweTULiTkJAQhg0bRkxMDO+++y7Vq1cnOjraNsBI41doz/YWrB5WKTSUt154ATiJMSysHLAbCHVcLi3NJz07XSy8l7qeac8/nymR3o79+3nyySdp9OKLfLZ9O+kWS47lfcm3K1asyLRp04iLi2PixImUK1eO2NhYKtkPiNWYhrOV8uIYs61kpQLgeP6gfCAiMSJyQkQsIrIPmAh0zWHfhSLSVESaVqhQwd1S/BuHSRXqAIsxKuQLyXi1Gn3mDI+++Sab9u9HMvrZmZWUwdU5ZzMICMimOaPFJBVj2EQqN1hy6SfOpSfSrmFDfpowgW0TJ/LY/feTdP06s9aupcbAgfRfuJCdp486LJut1cWEJBTupFixYvTv358jR46wbNkyxo0bZ9u2efNmpk+fzpUrV0xUqClotGd7Edl8tyzwbyAO+AbImMrPQufISJZs2kTajRuGD/mwZ5+9cSlTIr2ZAwdSuXJl9sbE0G32bO4aOpQPf/yRuOR4v/DtsmXLMm7cOOLi4vjmm28IDg4G4OLFizRp0oTFixeTmtcfaZo842ylfAtGhpkMRCkVCEQA/3W3KAcIOXes0xQUuSZVqAY0sn2a+c03bNi7l4cnTqTVa6+xdu1apHJl9yVlcCUhROXKrp3TvlyWa7ZvMckga8tJq/Bw1q1YQdQ339C1RQvS0tN5f+NGWgwfS+oXN4wkfDmUNTsJhTspUqQIPXv2pH79+rZ148ePZ+TIkYSFhfHGG29wwe4tgsan0Z5tFjn6dgjGeN0MvuHr3bvp/e671B48mHkbN5JcrpxfeHZIyZK2t3zvvfkmNf72N47+9Rd93nuP+q8NJ+2X9ExJrn3Zt0NCQmjSpInt85IlS4iKiqJv377Url2bd955h+Tk5JwP4GqyJk2uOFspHwn8Uym1AQjGGNx5EKOD2ihnT6aUClJKFQMCgUClVDFH/Q6VUo8ppSpa/18PGAd85ex5PIVdQi2n1hc6XEiq8Nbzz998LRgVZQz+e/ppVv78s+21YJ6SMuQlAUaDBpkOF6AcD2LJtr5Bg2zXvCPpiK3FJINUbrA96Ug2zY07dGDV669zYOZMej70EIJg2SswH/gMOJNzWV9ERIiIiKBVq1ZcvHiRCRMmEBYWRkREBOe8cmSdJivaswshTvr230o/wkcDB3J31aqcTEhg0IQJVG/ThrdWr+ZyUlKuZX3Fs4sVK8bLEREcmTfPFourl66T/p0FZgNbgev+5duDBw9m+fLl3H333fz5558MHjyY6tWrM23aNC5fvnxzx7wmFdTkitNTIiqlKgMDgHsxKvNRwHwRcXqEhlJqAjA+y+o3MEYOHgTuFpGTSqkZQA+Mn/bnMPLBTxKRXDtx6UQUBYATSSxsBAZytUoV3t+2jRkzZnDWOsfYiM6diXz+eafKU6fOTYPOTwKM//4XXGmVLVcOHnnE+L+L15xJs13ZE//7H5FffcWHmzaRam016NCoEWO6dOGBevWyl/VRRIQtW7bw5ptvsnHjRsDo8vLFF1/QsWNHk9V5D146JeIEtGcXPlzwMItSfHXqFJOXL+e3334D4O6qVdk/c+atpzn1Bc+2K29JS+Or3buZ/OWX/BYTA0CZEiUY1KEDr3XsyG2lS/uNb1ssFr766ismT55suy8ef/xxvv322/wnFfQh3O3bLs1T7u1ogy8A8vjwXb9+nSVLljBjxgzWTpxIveLFbRXVyqGhFMvad9HRw5sfo81Hdrh8GY6DsmcuXODtb7/lvQ0buGbV89DddzOmTx/aDRmCypoe24fZtWsXkydPZtOmTcTGxlKuXDkArl27RsmSJU1WZy7eWCkvaLRnFxB58DABNmzYwOTJk+ncoAHDHn4Y0tNJTEri2vXr3G59Vh2VLdSe7aC8iLBh714mf/klWw4dAqBEcDAvt2vH8N69qfLUUz5bycyKiNjui9GjR9O+fXvYt4+4n3+miFLZ74us+PiPGI9WypVSJYDpwFNAEYx5lQa7ksXTk/iLwQcGGv6VlYCAvA9izxVrEotKD9Xh3CUHiSRCr3N2y9HsSSywJpxRCvbvJ6BhOEIL4E9gOPAyEGIkhPgje+KifCexsFiMPm65tb6ULw9t2tw09yzXzFHrfOz2gQ0KMrbXqePwmnMqe/7KFeZ8/z3vrFvHpWvGVJJNmzZlzJgxdOrUKdM84L5OQkICt912GwApKSnceeedtGjRgtGjR9OwYUP+uvIX3b7oxmddP6NSiH/MCqAr5b6Lxz0b8ufb6ekEHDxI4D31scibwJvASxg9WWv6nmfnUn7b4cNMWbOG76KiAChatCi9evUiIiKCmjVr5qzTBxERVHo6fP013WbOZPWuXfRq04aIzp0pXq6oTyVbchZPV8qnA68AH2PMstId+ElE/u4uAe7EXww+tx/oBfniI7/nVeo80Bb43bqmHPAaMAiRspl3PnHC6JdmNUb1bM63nKxcZfwnMBAaN4YaNTLvcP260YLz11+G6QcEGAOEGjSAYo6TY9i4ccNIEnHmjDEFVpEixgCfO+64tcHkUPZymTIsWLiQt99+m4wp4cLDwxk1ahTPPfccQT5oXLmxZcsW2rZtS5p1irEnn3ySIm2KsObqGvo36c/8x+ebrNAz6Eq572KWZ+f33EbZ/hgzbQnG0ILuwChE7s68sy94di7l9yQkMCUyki+++AIRISAggO7duzNq1CjCw8NvfVxf4cQJ0nfv5oXZs/lsxw4jFkpR695KHLvvLwbUfZT5lftmLpPT39kH8HSl/DjG/OSfWj83B34GiomI16Xu0wbv7ZVyMIz9O2AysN26JYSRI19h1KhRhIZaf2H//HOm5AxOGTwY5tuq1a3FeAFJSUksXryYyMhITp06BUCtWrWIiIigZ8+etimq/IE///yTGTNm8MEHH9wc6V8Div5fUWJnx1K5VB5nZyhE6Eq571K4K+Vg5KeYhjFUwPjqf/rpp5k4ceLN2Zb8wLPByGY8bdo0li9fbstg/NRTTzF69GiaNWtmsjoPYPd3jj5zhmlr1rB86xZupBuvggLqKbb+cyIt76ibuVwh+zs7i7t9+1bvy+/AGH8MgIjsAm4AvjEXkMYEFNAR2AZswmg5v8rChQszd98wK4mFBylRogSDBg3i+PHjLFq0iNq1a3P8+HH69etHrVq1mDNnDklJSbc+kA9wxx13MGfOHGJjY2nctbExx9MJSP0qlYmbJpotT6Pxc+oBS4FjGC/Pg1m9ejV/2qea9wPPBqhXrx5Lly7l2LFjvPLKKwQHB7NmzRqaN2/Oo48+yubNm307bb3d37nu7bez5JVX6Da2FQHNFASCJVpYcOmH7OUK2d/ZLG5VKQ8ke9KgG4B/vV/XFAAKaANsAHby7rvvUrp0aQCSk5MZvGABR/OSerkQJnQoWrQoffr04dChQ6xYsYL69etz+vRphgwZQvXq1Zk6dSqJiYlmy/QI6cXTOdToEAzByAr+f7Bs3zLOXj3L6dOnWblypa11SqPReJrqGHO8xjJz5kw6dOhg2zL5k09YFxXleoW0EHo2QPXq1Zk/fz6xsbGMGDGCkJAQNmzYQJs2bXjggQdYt26db1bOHSRr+jzgFyyPi+HbXeDLoF2cvXEJEaH3ggWsjYq6mVRQkyu3qpQrYLlS6uuMBSgGfJBlnUaTD5rTrVs326dFixbxzuefU2/oULrPns2+kyedO0whT+gQFBRE9+7d+eOPP1izZg3NmjUjPj6e0aNHExYWxtixY0lI8Mox1m5j0pZJWMRi5BBuDdSHdEln0uZJzJgxg+eee47w8HCWLl1q64Ou0Wg8TSWGDRtmmzLx2LFj/HvxYh6fNo17IyJYtWMHGd1ccqWQezZApUqViIyMJC4ujgkTJlC2bFm2b9/O448/zr333suqVat8qyEht2RNpYAGN5MtrduzhyU//cQT06Zx78sv+14sCoBbVcqXAWeA83bLcozpM+zXaTxITpN0FPTkHflNvOGs7g4dOtC7Vy8ClOLT7dtp+PrrBAc9CezKfu7cklgUUgICAujcuTM7d+5k/fr1tG7dmsTERCZPnkxYWBjDhg3jjF3fTV9ix6kdpKZnfjmXmp7K9lPbadiwIdWrVyc6OpqXXnqJOnXqsGDBgtyzzWk0XoBZng35821ndVeqVIm3pk6lUmgov8fG8uysWQQG3I3R5SXzj2df9GyAcuXKMX78eOLi4pg+fTqVKlXi999/59lnn/WthgQXkjU9dNddzOjRw7gvDh70vVgUAHqeco3XcnL9embMmcMHGzZw3foAv9q+PfP69Mm+s4/Phfrzzz8zZcoU1q1bBxhdXl566SUiIiKo4YMj2nMiLS2NTz75hKlTp3L48GEAKlasyHvvvcdTTz1lsrr8oQd6ago713fvZsnChby1Zg1x1pmlalasyP6ZMynuKDeFD3t2Rq6OyMhIYmNjAahWrRojR46kd+/eFC9e3FyB+cHF+eivV6vG0t27eeutt2yxaNq0Kbt27bp1giovx9MDPQsVv/1mjBbPWG5FYGDm/TMWuzczBVY+P2UrVXJctpIT0zmbVTYvVGvXjrmjRhH73ntEdO5MqeLFjUyYVpJSUow+exkJITJmAfBBWrVqxdq1a4mKiqJr166kpaXx/vvvU6dOHXr27Mkha4ILX6dIkSL07NmT/fv3s2rVKho3bsy5c+eoXNn3Z2fxRVz1bDDPdwujZ7ujvCsUa9KEAT17cnTePJa9+ir1qlTh/jp1bBVyEeFKcrJfeHaxYsUYMGAAR44cYdmyZdSrV4+TJ08ycOBAatSoQWRkZOa09YWJ+vWNv9+tbn7r37lYkyb079+fCMJDUgAAIABJREFUI0eO8J///Ie77rqLLl262CrkSUlJhTcWbsanWsqVaipws9XF+emesuP8FH95K+9vZfOMXUKHi1evUjo4mEDru9MBixfzy5EjjH71Vbq89hqBfjSQ5NChQ0ybNo2PP/6Y9PR0lFJ06dKF0aNHc++995otz2OICL/88gstWrSwrXv22WepUaMGw4YNo6Kzfau8AH9sKXfVs40yOW/zVv8z03c97tt2nm2xWLhy7RplSpQAYN0ff/D87NkMfuEFBr/5JuWtCcT8AYvFwurVq5kyZQpR1kREoaGhDB48mMGDB1O+fHmTFbpIPpI1WSwW0tLSbNP+Tp8+nSlTpjBo0CBee+21QhULt/u2iPjMAk3EuBOM5VbY75t1cYb8lPe3svkmLU0kJkZk2zaRTZskZdMmqV61qmBMfC5169aVpUuXSmpqqgfEeA8xMTEyYMAACQ4OtsWiQ4cOsnXrVrOlmUJ0dLQtDsWKFZOBAwdKXFyc2bKcAtgtXuCjnlxc9WwjToXP/8z0XdN8O4tny7ZtMrhXL9vzWbJkSRk+fLicPn26gIV4FxaLRb777jt58MEHfSMWDv7OEhNjrHeSv//974U2Fu72bdNN2a0XoyvlXlu2IEhOTpYFCxZIWFiY7YEOCwuT+fPnS3JysjmiTOLMmTMyfPhwKVmypC0WDz30kPzwww9isVjMludRdu3aJU899ZQtDkFBQdK7d285cuSI2dJyRVfKnY1T4fM/v6yU58CWLVukQ4cOtuezaNGi0r9/f4mJiTFHkInoWNzEUSxefvllOXHihNnSckVXyt1o8LpS7tkvh4IiNTVVli5dKnXr1rU90Hv27DFXlEkkJCTIuHHjJDQ01BaLpk2byurVqyU9Pd1seR5l37598o9//EMCAgIkowXm8uXLZsvKEV0pdzZOhc//dKU8O7t375ZnnnlGlFICyJtvvmmuIBPJGovAwEDp0aOHHDhwwGxpHue3337LFIvVq1ebLSlXdKXcjQavK+We/XIoaG7cuCErV66U4cOHZ1q/ePFiuXDhgkmqzCExMVGmTp0qFSpUsFXOw8PDZfny5ZLmwmtFX+Do0aPSt2/fTPdFWlqa7Nq1y0RV2dGVcmfjVPj8T1fKc+bgwYPSt29fuXjxom3d119/Lbt37zZRlTkcPHhQevbsKYGBgTbf7tKli9/GIiIiIlNj0vz58+XXX381UVV2dKXcjQYfEODYqAICbl02v+XzU7ZiRcdlK1b03rJmsXXrVgGkVKlSEhERIWfPnjVbkke5du2azJ07V6ra9b+vVauWLFy4UK5fv262PI9i343no48+EkAeeeQR+fHHH72ii4+ulDsXJ7N8tzB6tjvKe5rk5GSpVKmSANK+fXvZsmWL2ZI8jqOxQu3bt5fNmzebLc00YmNjJSgoSAB59NFHZfPmzT7p26absjuXJk2a5Ce2Gh8kKipK2rZtazO2wjb4z12kpKTIokWLpHbt2rZYVKlSRWbPni3Xrl0zW57HmTdvnpQqVcoWixYtWsi3335rqsn7Y6Vce7YmK4mJifL6669nGh/zwAMPyLp167yiEuZJzpw5o2NhJT4+XkaMGCEhISG2WLRq1cr0WOhKuTZ4TR7YuXOndOrUyfYwFylSRF577TWzZXmctLQ0WbFihdSvX98WiwoVKsiUKVPk0qVLZsvzKBcuXJCJEydKuXLlbLG45557ZN26dabo0ZVyjeYmCQkJMn78eClbtqzt+WzcuLGcOXPGbGkeJ6dYrFq1Sm7cuGG2PI9y/vx5mTBhQqZYNGnSxLTJHXSlPLeLsXsV6olXc2a9FixsryMz8Abde/fule7du0tAQICMGDHCcyf2MtLT02XNmjXSrFkzm7GVKVNGxowZI/Hx8WbL8yhXrlyRmTNnSuXKlQWQBQsWmKLDHyvl2rML9rz5xRt0X758WSIjI6VixYoSHh6eqY+xv7UW28ciw7fr1avnl9MBX758WaZPny6VKlWSZ555xrbeYrF4NBa6Uu6kwTvbPzE/ODIrT5zbrPPmF2/SfeTIEfnf//5n+7xo0SLp1KmT7Ny50/NiTMRiscj69euldevWNpMvUaKEDB06tNDME+sukpOT5YMPPsjU4jJr1iyZN2+eJCUlFfj5/b1Srj3b+/Am3UlJSRIdHW37HBsbK3Xq1JEFCxb43RS4SUlJMn/+fIfTAXvCq7yJ5ORk+euvv2yfN27c6NFY6Eq5NnivMkpX8FbdFoslU3eOtm3bes3gP0+ybds26dixoy0OGfPE+uOcuSIiFy9elNKlSwsgFStWlMjIyAKdUlFXyt0Tx9zQnu0a3qx7/PjxNq+qVKmSTJ8+3aunPC0IHE0H7Amv8mZeeuklj8ZCV8q1wXu1UeaGN+s+d+6c/Otf//K6wX9mEBUVJV27ds02Z+7BgwfNluZRbty4IatWrZJGjRrZ7omyZcvKhAkT5Pz5824/n66UuyeOuaE92zW8WXfG89m4cWOPPJ/eTE6xGD9+vCQkJJgtz6PcuHFDPv/882yx+Pe//10gsdCVcm3wXm2UuVEYdDsa/Ldq1SqzZZlC1jlzlVLyzDPPyG+//Wa2NI9isVhk7dq10rJlS9s9ERIS4vZMc7pS7p445ob2bNcoDLotFousW7dOWrVqZXs+u3fvbrYsU3AUi5IlS8rrr7/udwNkLRaLfPfdd/LAAw/YYjF+/Hi3n0dXyrXBFwqjdERh0n3lyhWZMWOG3H///ZkGjfz6669+N6DG0Zy5HTp0kK1bt5otzaNYLBbZtGmTtGvXTlq2bJnpDYo7WmB0pTzfIbwl2rNdo7Dp3rx5szz66KOZku0cOHDA61O1FwSbN2+W9u3b2zw7ODhYBgwY4Jex2LJli3Tu3DmTT//4449uiYWulDtp8Hokv/dRGHXbV7zi4+OlRIkSUr16db8cXHTmzBkZPnx4pjlzH3roIfnhhx/8rovP1atXbf/ft2+fFC1aVHr37i1HjhzJ8zH9vVKuPdv7KKy67Xn44YclMDBQevbsKYcOHTJbjsf59ddfpUuXLjbPzoiFv3VHtCclJUWqVq3qlljoSnkui57zVlOQ/Pbbb5kG1GQMLrpy5YrZ0jxKQkKCjBs3TkJDQ22xaNq0qaxevTrTdGX+woIFCyQgIEAACQgIkOeee07++OMPl4/jj5Vy7dmagiQlJUV69Ojh913wRIw3BjoWBgkJCW6Lha6Ua4PXmMiNGzdk5cqVmQb/lStXTt544w2/q5AmJibK1KlTpUKFCrZYhIeHy/LlyyUtLc1seR7l6NGj0rdvXylSpIgtFk8++aT88ssvTh9DV8o1moLh+PHj0r9/fylatGimLnjHjh0zW5rHySkWW7ZsMVuax8kpFvbTJd8KXSnXBq/xArIO/nvkkUfMlmQa165dk7lz50rVqlVtxlarVi1ZuHChXL9+3Wx5HuXkyZMyePBgKV68uADSt29fp8vqSrlGU7CcPn1ahg0bJiVKlJASJUr4XaI0e06fPp2tO+KDDz4o3333nd91R7SPRe3atV3Kkqor5drgNV5ExuA/+4FFu3fvloEDB0pcXJyJyjxPSkqKLFq0SGrXrm0z+SpVqsjs2bPl2rVrZsvzKBlTbB49etS27scff8x1ik1dKddoPEN8fLx89913ts8pKSnSqVMn+fzzz/3ujWdCQoL8+9//ztQd8d577/XbWNh/l58+fVpatGiRayx0pVwbvMbLyRhUU6RIkXwP/iuMpKWlyYoVKzIlZKpQoYJMmTJFLl26ZLY8U7BYLLZ5c++55x757LPPsrXG6Eq5RmMOy5Yts3nVXXfdJcuWLfO7WbYSExPlrbfekr/97W9+H4sMxowZY4tFvXr1HMZCV8q1wWu8nL1790q3bt0yDf7r1q2b7N2712xpHiU9PV3WrFkjzZo1sxlbmTJlZMyYMX732jgtLU1mzpwplStXtsWibt26smTJEpvJ60q5RmMOSUlJMm/ePKlWrZrt+fTXWbZ0LG7iTCx0pVwbvKaQcOTIEendu7cEBQXZHuj333/fbFkex2KxyPr166V169a2OJQoUUKGDh0qp0+fNlueR0lOTpZ3331XqlevbotFWFiY/P7777pSrtGYTEpKiixZskTuvPPOTP2s/RFHsfDXGcdSU1OzxeKFF14QEdGV8twWbfAabyQuLk4GDRokpUuXztTPPD4+3u8G1Gzbtk06duxoM7aiRYvKyy+/LDExMWZL8yipqamybNkyqVevnpQvX16uXr2qK+UajZeQMcvWPffcIx988IFt/fnz5+X8+fMmKvM89rGwn3FswoQJfhuLRo0ayfbt20VEdKU8t0UbvMabsU84k56eLnfffbe0aNEi18F/vkpUVJR07dpVlFK2hBY9evTwu4QW6enpcvjwYRFxv7kXhkV7tsabsVgsmcZ+jBgxQkJCQmTkyJHy119/majM82SdcQyQkJAQGTFihF/GIgN3+3YAGo3GI5QsWdL2/2PHjnH27Fl27NjBE088QePGjVm5ciXp6ekmKvQcjRs3ZtWqVRw4cICePXsC8NFHHxEeHk7Xrl2JiooyWaFnCAgIoG7dumbL0Gg0DlBKERgYCBgNmMePH+fq1atERkZSvXp1Xn31VeLi4kxW6RmUUnTs2JFt27bx008/0a5dO65evcr06dP9MhYFhjtr+LdagIHAbiAFWHqLfYcCZ4HLwIdA8K2P71rKZl9IIawpvFy5ckVmzJghlSpVynHwn78QExMjAwYMkODg4ExJHLZu3Wq2NI+BF7aUe5tni2jf1pjLrl275KmnnrL5VFBQkLz44oty/Phxs6V5nJxicejQIbOleQx3+7anDb4L8BTwbm4GD7QHzgHhQFngJ2DarY/fJJNJ3zqYOS8ajadITk6WBQsWSFhYmG0wjb+Ncs/gzJkz2RJaPPTQQ/LDDz/4fBcfL62Ue5VnG3HSvq0xn/3798sLL7xgS9W+bds2syWZxv79++X555+3zTimlJKuXbtKVFSU2dIKHHf7tjKO6VmUUm8CVUWkVw7bVwCxIjLa+vkR4GMRqZT7cZuK0ahjcKtLy+0NhAlh0fg5aWlprFixAqWUrUvHpUuX+PDDD+nXrx8hISEmK/Qc58+fZ86cObzzzjtcunQJgKZNmzJmzBg6depEQIDv9bxTSv0mIk3N1uEIb/Fso0zO27RvazxNTEwMX375Ja+//rpt3aRJk3j44Ydp1aqVico8z/Hjx4mMjGTp0qWkpqYC8NhjjzFmzBifjYXbfdudNXxnF+BNcm91+QN4zu7zbRitZuUd7NsPw9V365Zyja/x5ptv2ka7v/HGG3LhwgWzJXmUxMREmTp1qlSoUMHWch4eHi7Lly+XtLQ0s+W5FbywpTxj8RbPNuKkfVvjvezZs8fmVa1bt/aLt3xZOXXqlAwdOlRKlCjh82883e3b3trcFAIk2n3O+H+prDuKyEIRaSpe2sKk0eSH+++/n5YtW3LhwgXGjx9PtWrViIiI4Ny5c2ZL8wilS5fmX//6F7GxscydO5eqVaty4MABXnjhBerVq8cHH3xASkqK2TI12rM1GgDuuOMOxo4dS5kyZdi8eTPt27enefPmrFmzBovFYrY8j1ClShXefvtt4uLibLHYsmWLLRarV6/2m1i4irdWyq8Cpe0+Z/z/iglaNBrTeOSRR9i2bRubNm2ibdu2mUb+v/POO2bL8xglSpRg0KBBHD9+nEWLFlG7dm2OHz9Ov379qFWrFnPmzCEpKclsmf6M9myNBihfvjyTJk3i5MmTTJ06lQoVKrB7926efvppmjdv7jczbAHcdtttDmPRpUsXGjRowPLly7lx44bZMr0Kb62UHwDusft8D3BORM47e4CKFfO+jzNlNRpPoZSiTZs2bNiwgZ07d9KpUyeuX79OrVq1bPv4S6tD0aJF6dOnD4cOHWLFihXUr1+f06dPM2TIEKpXr87UqVNJTEy89YE07sYjnp3bftq3Nd6Eo7d8zZs3t02xmJ6e7jdv+bLG4o477uDgwYP06NGDO++8k/fff5/r16+bLdM7cGdfmFstQBBQDJgKfGT9f5CD/TpgTK11NxAK/IgTI/l1IgqNv3Dw4MFMffN69Ogh3bp1k71795qoyvOkp6fLmjVrpFmzZra+i2XKlJExY8ZIfHy82fJcAi/sU649W6NxDykpKXLx4kXb5xUrVsjtt98uM2fOzJRYzh9ISUmRxYsXS506dWy+XblyZZk5c6ZcuXLFbHku4W7f9rTBT8j4A9gtE4BqGK8/q9ntOwxjiq3LwBKcmPNWG7zGH0lISJBixYrZnqlOnTrJzp07zZblUSwWi6xfv15at25ti0OJEiVk6NChcvr0abPlOYWXVsq1Z2s0BUC3bt1sz1T58uVl4sSJfjeQ/8aNG/Lpp59Kw4YNC20sCnWlvKAXbfAafyUuLk4GDRqUqXLetm1b2bRpk8+Ndr8V27Ztk44dO9riULRoUXn55ZclJibGbGm54o2V8oJetGdr/BWLxSLffPON3H///TavKlWqlERERMjZs2fNludRCnMsdKVcG7xGkyNnz56ViIgIKVWqlAASEBAgcXFxZssyhaioKOnatasopQSQwMBA6dGjhxw8eNBsaQ7RlXKNxv+wWCzy448/Stu2bW0V0rlz55otyxQcxaJYsWIycOBAr/0ec7dve+tAT41GkwcqVqzItGnTiIuLY+LEiQwYMIBq1aoBxg/wdevW+c3o/8aNG7Nq1SoOHDhgS8b00UcfER4eTteuXYmKijJZoUaj8XeUUvzf//0fGzZs4JdffqFHjx707dvXtv2rr77iyJEjJir0HFlj0blzZ65fv868efOoVasWvXv3Jjo62myZBYs7a/hmL7rVRaPJmbVr1wogdevWlSVLlkhqaqrZkjxKTEyMDBgwQIKDg22tMB06dJCtW7eaLU1E3N/iUhgW7dkaTc4kJiZKaGioBAQEyHPPPSe///672ZI8zt69e+Uf//iHBAQECCBKKXn22Wdlz549ZksTEff7tm4p12j8hLS0NMLCwoiOjuall16iTp06LFiwwG+moqpRowYLFizgxIkTDB8+nJIlS/L999/z4IMP0rp1a9avX4/hsRqNRmM+KSkp/P3vfycwMJDPPvuMRo0a8cQTT7Bjxw6zpXmMBg0a8PHHHxMdHc0///lPgoKCWLlyJY0bN+aJJ55g+/btZkt0L+6s4Zu96FYXjSZ3UlNTZenSpVK3bl1ba3GlSpXk/fffN1uax0lISJBx48ZJaGioLRZNmzaV1atXS3p6usf1oFvKNRqNA/78808ZMmSIFC9e3OZVbdq0kUuXLpktzePkFIv169ebMqmBu31bt5RrNH5EkSJFePHFFzlw4AArV67knnvu4ezZs/zvf/8zW5rHKV++PBMnTiQuLi5b5r2GDRvy8ccf62xzGo3GdKpWrcqsWbOIi4tjzJgxlC5dmuTkZEqXvplE16gf+j6OYvHTTz/x6KOPct9997FmzZpCnUxP+dIfsmnTprJ7926zZWg0hQYRY/Bnq1atCA0NBeDdd98lNjaWYcOGUdGP0iQmJSWxePFiIiMjOXXqFAC1atUiIiKCnj17EhwcXKDnV0r9JiJNC/QkXob2bI3GdRITEzl79ix169YF4NChQ3Tr1o2IiAieffZZgoKCTFboORITE1mwYAGzZs0iPj4egPDwcEaNGsVzzz1X4LFwu2+7s9nd7EW/CtVo8kdqaqpUrly5UExFVVCkpKTIokWLpHbt2rbXo1WqVJHZs2fLtWvXCuy86O4rGo0mDwwePNjmVbVq1ZKFCxfK9evXzZblUa5duyZz5syRqlWr2mJRs2ZNef/99ws0Fu72bd19RaPR2ChSpAhr1qzJNhVVnz59OHr0qNnyPELRokXp06cPhw4dYsWKFdSvX5/Tp08zZMgQqlevztSpU0lMTDRbpkaj0QAwffp0Fi1aRO3atTl+/Dj9+vWjZs2azJo1i2vXrpktzyOUKFGCwYMHc/z4cVssYmJiePnllwtXLNxZwzd70a0uGo372Lt3r3Tv3t02FVVAQID88ssvZsvyOOnp6bJmzRpp1qyZrQWmTJkyMmbMGImPj3fbedAt5RqNJh+kpaXJJ598Ig0aNLB51SuvvGK2LFNwFIvy5cvLpEmT5OLFi247j7t9W7eUazQahzRo0IAVK1Zw+PBh+vTpQ8OGDWnWrJlte1xcnInqPEdAQACdO3dm586dbNiwgTZt2pCYmMjkyZMJCwtj2LBhnDlzxmyZGo3GzwkKCqJbt2788ccffP3117Rs2ZLBgwfbtu/fv99vBvVnxOL333/n66+/5r777uP8+fOMGzeOatWqMWrUKK+MhU8N9FRKXQG8Md3TbUCC2SIcoHW5htblGlqXa9QVkVJmi/Ak2rNdRutyDW/VBd6rTetyDbf6tq8N0Y0WL5y9QCm1W+tyHq3LNbQu1/BmXWZrMAHt2S6gdbmGt+oC79WmdbmGu31bd1/RaDQajUaj0WhMRlfKNRqNRqPRaDQak/G1SvlCswXkgNblGlqXa2hdrqF1eQ/ees1al2toXa7jrdq0Ltdwqy6fGuip0Wg0Go1Go9EURnytpVyj0Wg0Go1Goyl06Eq5RqPRaDQajUZjMoWmUq6UqqOUuq6UWp7DdqWUekspdd66vKWUUnbbGymlflNKJVn/beQBTSOUUvuVUleUUieUUiOybI9VSiUrpa5al/X51eSCtglKqTS7c19VStW02+72eDmp67ssmlKVUvvstrs1Zkqpn6x6Mo7ncM5kT99fLujy6D3mgi6P3l8u6PLo/WU9Zjel1CGl1DWl1HGl1IM57DdUKXVWKXVZKfWhUirYblt1pdQma7wOK6Xa5ldXQePEs+7RZ8oFXab4thO6tGejPbsAdWnPvnlM8zzbnelBC3IB1gNbgeU5bH8ZIwlFVaAKcBDob91WFIgDhgLBwGDr56IFrGkkcC/GfPB1refsZrc9FmhrUrwm5LKtQOLljC4H+/8E/LugYmY9fl8n9vPo/eWCLo/eYy7o8uj95awuE+6vdtZrux+jEaQKUMXBfu2Bc0A4UNaqa5rd9h3A20Bx4BngElDBXToLYnHCgzzu2U7qMsW3ndDl0WfKWV0O9i/oZ8pZD9Ke7Zouj95fzuoy4f4y1bMLRUu5UqobxgX9N5fdXgRmisgpETkNzAR6Wbe1wXgAZotIiojMBRTwcEFqEpFIEYkSkRsiEg18BbTK6zndqe0WtMHN8cqLLqVUdeBB4D/5Oa+b8Oj95Sxm3WP5pA0mxcseD91fbwATReQXEbGIyGnr/ZOVF4HFInJARC4Ck7DeX0qpOzG+xMeLSLKIfAHswzB6r8QbPdtZXWY8U9qzCwTt2e6jDdqzs1Ignu31lXKlVGlgIjDsFruGA3/Yff7Dui5j216x/nyxstdue0Fpsi+jMG6mA1k2fayUildKrVdK3ZMXPfnQ9qRS6oJS6oBSaoDderfGKw+6MugJbBWR2Czr3RozYKpSKkEp9bNSqk0O+3js/nJRlw1P3WMu6PLY/eWirgwK9P5SSgUCTYEKSqljSqlTSql5SqniDnZ3dH9VVEqVt26LEZErWbbnN14Fgjd6tou67MsU+DOlPTtPaM8uGF3as032bK+vlGP8+lgsIqdusV8IkGj3OREIsd70WbdlbC9VwJrsmYAR7yV2654HqgNhwCbgB6VUaB41uaptJXAXUAH4J/BvpVR36zZ3x8sVXfb0BJZmWefumEUANTFeUS0EvlFK1XKwnyfvL1d02TOBgr/HnNXl6fsrL/Eq6PurIlAE6IrxxdsIaAyMdbCvo/sLjJgURLwKEm/0bFd02TOBgn+mtGe7hvbsgtGlPdsLPNurK+XKGEjQFpjlxO5XgdJ2n0sDV62/7LJuy9h+BRdxUVNGmYEYN9PjIpKSsV5Efra+2kgSkakYrwkdDihwtzYROSgiZ0QkXUS2A3MwbkRwY7xc1WVX5gGgEvB5Ft1ujZmI7BSRK9ZXcsuAn4GODnb1yP2VB12A5+4xZ3V58v5yRVcGHrq/kq3/viMif4lIAkYfQ2fvLzBi4vZ4FRTe6Nl50JVRpsCfKe3ZrqM9u2B0ac8GvMCzvbpSjtGPqTpwUil1FngdeEYpFeVg3wOA/WuLe7j5SugA0ND6CzmDhmR/ZeRuTSilegP/Ah5xosVBMPpp5RWXtOVybnfGK6+6XgS+FJGrtzh2fmPm7PE8dX+5qsvT91hej1eQ91dedBX4/SVGP8NT1mPYH88Rju6vcyJy3rqtplKqVJbt7oyXu2iD93m2q7o8+Uy5pCuX82rPzo727PwdT3v2zeM5omA8W9w0YrUgFqAExi+jjGUGxq+kbCNYgf7AIYxXIbdbLz7rSOvXMEYODySPI4dd1PQ8cBa4y8G2ahiDO4oCxYARQDxQ3kPx6owxYlgBzYHTwIvujperuqz7F8d41fNwQcYMCMUYQV0MYxDL88A14E6z7q886PLYPeaiLk/eX07r8uT9ZT3mROBX4G/WeGwFJjnYr4P173i39Xp+JPNI/l+sz00x4Gm8dPYVV551Dz9TXunbLurSnq09uyB1ac8W8z07T6LNWrCbsgfj9cRVu20KiAQuWJdIQNltbwz8hvF6Igpo7AFNJ4A0jFcZGct71m3hGAMlrgHnMUa3N/VgvD6xnvcqcBgYnKVsgcTrVrqs67pbH3iVZb1bY4bRd+5XjFdKl6wPUTuz7y8XdXnsHnNRl8fuL1d0efL+sh6zCLDAqussMBfDpKtZY1PNbt9hGFNsXcboYxpst606xpRbyRjTvBXIVKruXvBCz3ZCl2m+fQtd2rO1ZxekLu3ZYr5nK2thjUaj0Wg0Go1GYxLe3qdco9FoNBqNRqPxeXSlXKPRaDQajUajMRldKddoNBqNRqPRaExGV8o1Go1Go9FoNBqT0ZVyjUaj0Wg0Go3GZHSlXKOwAVJiAAAEmklEQVTRaDQajUajMRldKdf4PUqpXkqpXLOEKaVilVKve0pTbiilqiulRCnV1GwtGo1G42m0Z2t8FV0p13gFSqmlVtMSpVSaUipGKTVDKVXSxWN8W5A6PY0vXpNGoyn8aM92jC9ek8ZzBJktQKOxYyPQAyOj1oPAIqAkMMBMURqNRqNxiPZsjcaN6JZyjTeRIiJnReRPEVkBfAw8lbFRKXW3UmqtUuqKUup/SqlPlFKVrNsmAC8Cj9u13rSxbpumlIpWSiVbX2lGKqWK5UeoUqqMUmqhVccVpdRm+1eTGa9XlVKPKKX2K6WuKaU2KaVqZDnOKKXUOeu+/1FKjVdKxd7qmqyEKaU2KKWSlFIHlVLt8nNNGo1G4yLas7Vna9yIrpRrvJlkjBYYlFKVgS3AfqA50BYIAb5SSgUAM4CVGC03la3LdutxrgG9gbuAV4BuwJi8ilJKKWAtUAV4Amhs1fajVWcGwcAo67lbAKHAe3bH6QaMt2q5FzgEDLMrn9s1AUwG5gL3AL8CnyqlQvJ6XRqNRpNPtGdrz9bkBxHRi15MX4ClwLd2n5sDCcBn1s8Tgf9mKVMWEKC5o2Pkcq7+wDG7z72Aq7coEwu8bv3/w8BVoHiWfX4HRtodU4C6dtufB1IAZf28A3gvyzHWA7E5xcW6rrr12C/bratiXfeA2X9LvehFL76/aM+27aM9Wy9uW3Sfco030UEZI+qDMFpbvgIGWbc1AR5Sjkfc1wJ25XRQpVRXYAhQG6OlJtC65JUmQAkg3miAsVHMqiWDFBGJtvt8BiiK8cV0AagHfJDl2DuBO53UsTfLsQH+5mRZjUajyS/as7Vna9yIrpRrvIktQD8gDTgjIml22wIwXj86muLqXE4HVErdD3wKvAEMBS4BnTBeM+aVAOs5H3Sw7bLd/29k2SZ25d2BLT4iItYvG90lTaPReArt2a6hPVuTK7pSrvEmkkTkWA7booBngbgsxm9PKtlbU1oBp0VkUsYKpVRYPnVGARUBi4jE5OM4h4FmwId265pn2cfRNWk0Go03oD1be7bGjehfaJrCwnygDPCZUuo+pVRNpVRb62j6UtZ9YoH6Sqm6SqnblFJFgCNAFaXU89YyA4Du+dSyEfgZY8DSY0qpGkqpFkqpN5RSjlpicmIO0Esp1VspVUcpNRK4j5utMzldk0aj0Xg72rO1Z2tcRFfKNYUCETmD0YJiAb4HDmCYfop1AaOv3yFgNxAPtBKRb4DpwGyM/nztgH/nU4sAHYEfreeMxhhxX5eb/QSdOc6nwCRgGrAHqI8x0v+63W7Zrik/2jUajcYTaM/Wnq1xnYwRxRqNxgtQSq0GgkTkSbO1aDQajSZ3tGdr3InuU67RmIRSqgRG5rvvMQYYPQN0tv6r0Wg0Gi9Ce7amoNEt5RqNSSiligPfYCSyKA4cBd4SIzOeRqPRaLwI7dmagkZXyjUajUaj0Wg0GpPRAz01Go1Go9FoNBqT0ZVyjUaj0Wg0Go3GZHSlXKPRaDQajUajMRldKddoNBqNRqPRaExGV8o1Go1Go9FoNBqT0ZVyjUaj0Wg0Go3GZP4fpShzKfo85E0AAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1753,13 +1765,14 @@ "yr = y.ravel()\n", "plt.figure(figsize=(12,3.2))\n", "plt.subplot(121)\n", - "plt.plot(X[:, 0][yr==1], X[:, 1][yr==1], \"g^\", label=\"Iris-Virginica\")\n", - "plt.plot(X[:, 0][yr==0], X[:, 1][yr==0], \"bs\", label=\"Not Iris-Virginica\")\n", + "plt.plot(X[:, 0][yr==1], X[:, 1][yr==1], \"g^\", label=\"Iris virginica\")\n", + "plt.plot(X[:, 0][yr==0], X[:, 1][yr==0], \"bs\", label=\"Not Iris virginica\")\n", "plot_svc_decision_boundary(svm_clf, 4, 6)\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.title(\"MyLinearSVC\", fontsize=14)\n", "plt.axis([4, 6, 0.8, 2.8])\n", + "plt.legend(loc=\"upper left\")\n", "\n", "plt.subplot(122)\n", "plt.plot(X[:, 0][yr==1], X[:, 1][yr==1], \"g^\")\n", @@ -1978,8 +1991,8 @@ "plt.plot(line1[:, 0], line1[:, 1], \"k:\", label=\"LinearSVC\")\n", "plt.plot(line2[:, 0], line2[:, 1], \"b--\", linewidth=2, label=\"SVC\")\n", "plt.plot(line3[:, 0], line3[:, 1], \"r-\", label=\"SGDClassifier\")\n", - "plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\") # label=\"Iris-Versicolor\"\n", - "plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\") # label=\"Iris-Setosa\"\n", + "plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\") # label=\"Iris versicolor\"\n", + "plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\") # label=\"Iris setosa\"\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.legend(loc=\"upper center\", fontsize=14)\n", diff --git a/06_decision_trees.ipynb b/06_decision_trees.ipynb index f84774dee..5a2e1c324 100644 --- a/06_decision_trees.ipynb +++ b/06_decision_trees.ipynb @@ -271,9 +271,9 @@ " custom_cmap2 = ListedColormap(['#7d7d58','#4c4c7f','#507d50'])\n", " plt.contour(x1, x2, y_pred, cmap=custom_cmap2, alpha=0.8)\n", " if plot_training:\n", - " plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\", label=\"Iris-Setosa\")\n", - " plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\", label=\"Iris-Versicolor\")\n", - " plt.plot(X[:, 0][y==2], X[:, 1][y==2], \"g^\", label=\"Iris-Virginica\")\n", + " plt.plot(X[:, 0][y==0], X[:, 1][y==0], \"yo\", label=\"Iris setosa\")\n", + " plt.plot(X[:, 0][y==1], X[:, 1][y==1], \"bs\", label=\"Iris versicolor\")\n", + " plt.plot(X[:, 0][y==2], X[:, 1][y==2], \"g^\", label=\"Iris virginica\")\n", " plt.axis(axes)\n", " if iris:\n", " plt.xlabel(\"Petal length\", fontsize=14)\n", @@ -369,7 +369,7 @@ } ], "source": [ - "X[(X[:, 1]==X[:, 1][y==1].max()) & (y==1)] # widest Iris-Versicolor flower" + "X[(X[:, 1]==X[:, 1][y==1].max()) & (y==1)] # widest Iris versicolor flower" ] }, { diff --git a/09_unsupervised_learning.ipynb b/09_unsupervised_learning.ipynb index b1a162898..e2187b2db 100644 --- a/09_unsupervised_learning.ipynb +++ b/09_unsupervised_learning.ipynb @@ -130,7 +130,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -145,9 +145,9 @@ "plt.figure(figsize=(9, 3.5))\n", "\n", "plt.subplot(121)\n", - "plt.plot(X[y==0, 2], X[y==0, 3], \"yo\", label=\"Iris-Setosa\")\n", - "plt.plot(X[y==1, 2], X[y==1, 3], \"bs\", label=\"Iris-Versicolor\")\n", - "plt.plot(X[y==2, 2], X[y==2, 3], \"g^\", label=\"Iris-Virginica\")\n", + "plt.plot(X[y==0, 2], X[y==0, 3], \"yo\", label=\"Iris setosa\")\n", + "plt.plot(X[y==1, 2], X[y==1, 3], \"bs\", label=\"Iris versicolor\")\n", + "plt.plot(X[y==2, 2], X[y==2, 3], \"g^\", label=\"Iris virginica\")\n", "plt.xlabel(\"Petal length\", fontsize=14)\n", "plt.ylabel(\"Petal width\", fontsize=14)\n", "plt.legend(fontsize=12)\n",