diff --git a/wyk/02_Regresja_liniowa.ipynb b/wyk/02_Regresja_liniowa.ipynb index 8d481a7..5268f3d 100644 --- a/wyk/02_Regresja_liniowa.ipynb +++ b/wyk/02_Regresja_liniowa.ipynb @@ -1523,7 +1523,9 @@ "source": [ "Funkcję kosztu zdefiniujemy w taki sposób, żeby odzwierciedlała ona różnicę między przewidywaniami modelu a obserwacjami.\n", "\n", - "Jedną z możliwosci jest zdefiniowanie funkcji kosztu jako wartość **błędu średniokwadratowego** (metoda najmniejszych kwadratów, *mean-square error, MSE*):" + "Jedną z możliwosci jest zdefiniowanie funkcji kosztu jako wartość **błędu średniokwadratowego** (metoda najmniejszych kwadratów, *mean-square error, MSE*).\n", + "\n", + "My zdefiniujemy funkcję kosztu jako *połowę* błędu średniokwadratowego w celu ułatwienia późniejszych obliczeń (obliczenie pochodnej funkcji kosztu w dalszej części wykładu). Możemy tak zrobić, ponieważ $\\frac{1}{2}$ jest stałą, a pomnożenie przez stałą nie wpływa na przebieg zmienności funkcji." ] }, { diff --git a/wyk/05_Regresja_wielomianowa.ipynb b/wyk/05_Regresja_wielomianowa.ipynb index 2197d52..7069523 100644 --- a/wyk/05_Regresja_wielomianowa.ipynb +++ b/wyk/05_Regresja_wielomianowa.ipynb @@ -1728,6 +1728,18 @@ "language": "python", "name": "python3" }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + }, "livereveal": { "start_slideshow_at": "selected", "theme": "white" diff --git a/wyk/07_KNN.ipynb b/wyk/07_KNN.ipynb index 313b95f..e6ffdf7 100644 --- a/wyk/07_KNN.ipynb +++ b/wyk/07_KNN.ipynb @@ -136,7 +136,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlwAAAFkCAYAAAD13eXtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dfZRddX3v8c83mYAhGURJbIAQw0PEAtVJJiJWLOAzYGEyhQRqK7YsU1psR7QrEG/lqr01rNx7nQ6WYilayL2KITIEFmDxAdRwhUoSEiQ8BZSUNCCCApPISjLnfO8f+xzmzMw5Z++Zs5/OOe/XWnvN7Ifz29/9myzOl71/+/c1dxcAAACSMyXrAAAAAFodCRcAAEDCSLgAAAASRsIFAACQMBIuAACAhJFwAQAAJKwj6wAmatasWT5//vyswwAAABhl06ZNL7j77Gr7mi7hmj9/vjZu3Jh1GAAAAKOY2Y5a+3ikCAAAkDASLgAAgISRcAEAACSMhAsAACBhJFwAAAAJI+ECAABIGAkXAABAwki4AAAAEpZYwmVmR5rZPWb2qJltM7O+KsecZmYvm9mW0nJFUvEAAJAId+mWW4KfUbYndY404sCkJXmHa1jSZ9z9dyWdLOkSMzu+ynEb3L2rtHwxwXgAAIjf+vVSb6906aUjSY17sN7bG+xP4xxpxIFJS6y0j7s/K+nZ0u9DZvaopCMkPZLUOQEASF1Pj9TXJw0MBOv9/UGSMzAQbO/pSe8cSceBSTNP4Rajmc2X9GNJJ7r7KxXbT5N0s6SdknZJ+lt331avrcWLFzu1FAEAuVK+k1ROdqQgyenvl8zSO0cacaAmM9vk7our7ks64TKzmZJ+JOkf3H1wzL6DJRXdfbeZnSlpwN0XVGljuaTlkjRv3rzuHTtq1oYEACAb7tKUipE6xWL8SU6Uc6QRB6qql3Al+paimU1TcAfrG2OTLUly91fcfXfp9zslTTOzWVWOu9bdF7v74tmzZycZMgAAE1e+s1SpcixVWudIIw5MSpJvKZqkr0l61N2/XOOYOaXjZGYnleJ5MamYAACIXeVjvL6+4I5SeSxVXMlOlHOkEQcmLbFB85LeLelPJf3MzLaUtn1W0jxJcvevSjpX0l+a2bCkVyWd72kMKgMAIC7r148kOeWxUv39wb6BAenUU6UlS5I/R/n3JOPApKUyaD5ODJoHAOSKe5AQ9fSMHitVa3tS55CSjwN1ZTpoPm4kXAAAII8yGzQPAAAAEi4AAIDEkXABANLXLHX/ikXpssuCn1G2AzWQcAEA0tcsdf9WrpRWr5a6u0eSq2IxWF+9OtgPREDCBQBIX2VtwHLSlce6f6tWSV1d0pYtI0lXd3ew3tUV7AciSHIeLgAAqhs7R1S59l/e6v5NmSJt2jSSZE2dGmzv6gq2T+G+BaJhWggAQHaape5fsTiSbElSoUCyhXGYFgIAkD/NUvev/BixUuWYLiACEi4AQPqape7f2DFbhcL4MV1ABCRcAID01aoNWE668vSWYjnZKo/Z2rRpJOniLUVExBguAED60qg/GIdiMUiqVq0aP9as2na0NWopAgAAJIxB8wAAABki4QIApC+stE+xGF76J4420riWKOfJSxutJG/94e5NtXR3dzsAoMkNDgYpU1+fe7EYbCsWg3XJfcWK+vsHB+NpI41riXKevLTRSjLoD0kbvUb+knkCNdGFhAsAWkDlF1/5C7FyvVCov79YjKeNNK4lynny0kYryaA/SLgAAPlT+QVYXmrdjai2P6420riWZmqjlaTcH/USLt5SBABkx0NK+4Ttj6uNOMRxnry00UpS7A/eUgQA5I+HlPYJ2x9XG3GI4zx5aaOV5Kk/at36yuvCI0UAaAGM4cpnG62EMVwkXADQ9nhLMZ9ttBLeUiThAoC2VywGX3hj7zKUtxcK9feX73A12kYa1xL17lQe2mglGfRHvYSLQfMAAAAxYNA8AABAhki4AAAAEkbCBQBALR5DPb442mg3LdhnJFwAANSyfr3U21t9bq/e3mB/Gm20mxbss46sAwAAILd6eqS+PmlgIFjv7w++9AcGgu09Pem00W5asM94SxEAgHrKd1bKX/5S8KXf3x+9REwcbbSbJuyzem8pknABABDGqXGYiSbrM6aFAABgssp3WipR4zB5LdZnJFwAANRS+Virry+4w1IeWxT1yz+ONtpNC/YZg+YBAKhl/fqRL/3y2KH+/mDfwIB06qnSkiXJt9FuWrDPGMMFAEAt7sGXf0/P6LFDtbYn1Ua7adI+Y9A8AABAwhg0DwAAkCESLgAAgISRcAEAWlOUenxhxxSLjbdBvcXR2ulaK5BwAQBaU5R6fGHHrFzZeBvUWxytna61krs31dLd3e0AAIQqFt37+oJ7UH191dfDjikUGm+jWIwn1lbRwtcqaaPXyF8yT6AmupBwAQAiq/wyLy9jv9TDjomjjbhibRUteq31Ei6mhQAAtDaPUI8v7Jg42ogr1lbRgtfKtBAAgPbkEerxhR0TRxtxxdoq2ulay2rd+srrwiNFAEAkjOHKpxa+VjGGCwDQdgYHx3+JV365Dw6GH7NiReNtDA7GE2uraOFrrZdwMYYLANCaPEI9Pqn+MeecI916a2NtUG9xtBa+VmopAgAAJIxB8wAAABki4QIAAEhYYgmXmR1pZveY2aNmts3M+qocY2Z2lZk9aWYPmdmipOIBAMTEU6g/GKUNpC/s7xbX3yWt86QoyTtcw5I+4+6/K+lkSZeY2fFjjjlD0oLSslzSNQnGAwCIQxr1B6O0gfSlVQexFest1np9Me5F0q2SPjBm279IuqBi/XFJh9Vrh2khACBjacxdFaUNpC+tObSadK4uZT0Pl6T5kv5T0sFjtt8u6ZSK9R9IWlyvLRIuAMiBNOoPtmi9vaaX1t+lCf/+9RKuxKeFMLOZkn4k6R/cfXDMvjskrXL3e0vrP5C0wt03jTluuYJHjpo3b173jh07Eo0ZABCBp1B/MEobSF9af5cm+/tnNi2EmU2TdLOkb4xNtkp2SjqyYn2upF1jD3L3a919sbsvnj17djLBAgCiK4+nqRR3/cEobSB9af1dWu3vX+vWV6OLJJO0RtI/1jnmLEnfKR17sqSfhrXLI0UAyBhjuNoXY7jqUhZjuCSdIsklPSRpS2k5U9LFki72kaTsaklPSfqZQsZvOQkXAGQvjfqDUdpA+tKqg9ik9RbrJVyU9gEATIyH1MKLo/5glDZyPJanZYX97eP6u6R1nphRSxEAACBh1FIEAADIEAkXAABAwki4AADx8gh18IpF6bLLgp+Vam2f7HnaCf2RayRcAIB4RamDt3KltHq11N09klwVi8H66tXB/jjO007oj3yr9fpiXhemhQCAnIsyh1Kh4N7VFWzr6qq+Hsd52gn9kTkxLQQAIFXlOysDAyPb+vqk/v6R1/nLd7S2bBk5pqtL2rRpdDmXRs/TTuiPTDEtBAAgfR6hDl6xKE2dOrJeKERPtiZynnZCf2SGaSEAAOkq32mpNLYOXvkOV6XKMV1xnaed0B+5RcIFAIhX5WOtvr4ggerrC9bLX/6VjxO7uoI7W11dwXrUpCvKedoJ/ZFvtQZ35XVh0DwA5FyUOnjlWomVA+QrB86vWBHPedoJ/ZE5MWgeAJAaj1AHzz2Y+mHVqvHjjaptn+x52mnsEv2ROQbNAwAAJIxB8wAAABki4QIAjCgUpCVLgp+1trdSWZ6waykUGo8zjmtNq7/y8ndpRbUGd+V1YdA8ACSopycYYD1rlvvwcLBteDhYl4L9rTTgPexayv3RSJxxXGta/ZWXv0uTUp1B85knUBNdSLgAIEGVyVU56Rq73kplecKuZXi48TjjuNa0+isvf5cmRcIFAIiuMskqL5V3vNxHJyblJWqyVVb5ZV5esvhSD7uWOOLMSxt5Ok8Lqpdw8ZYiAGC8QkHq6BhZHx4eXYJHaq2yPGHXEkeceWkjT+dpMbylCACIrlCQ5swZvW3OnNED6VupLE/YtcQRZ17ayNN52k2tW195XXikCAAJYgwXY7jy8HdpUmIMFwAgEt5S5C3FPPxdmhQJFwAgmuHhIMmoHCA/dnuhECQqY+9k1dpeTbEYfHmPvWNSa3tSwq5leLjxOOO41rT6Ky9/lyZVL+Fi0DwAAEAMGDQPAACQIRIuAACAhJFwAUCz8Capc9cscQIpIuECgGaxfr3U2zt6TiQvzZnU2xvsz4NmiRNIUUf4IQCAXOjpkfr6pIGBYL2/P0hiBgaC7T092cZX1ixxAiniLUUAaCblO0XlZEYKkpj+/nyVXmmWOIEY1XtLkYQLAJqNN0mdu2aJE4gJ00IAQKso3zmqlMc6d80SJ5ASEi4AaBaVj+n6+oI7RuWxUnlKZpolTiBFDJoHgGaxfv1IElMeC9XfH+wbGJBOPVVasiTbGKXmiRNIEWO4AKBZuAfJTE/P6LFQtbZnpVniBGLGoHkAAICEMWgeAAAgQyRcAAAACSPhAoBmEUeNwrzUOcxLHGlop2tFTSRcANAs4qhRmJc6h3mJIw3tdK2ozd2baunu7nYAaEvFontfn7sU/Ky2nkYbcchLHGlop2ttc5I2eo38hbcUAaCZxFGjMC91DvMSRxra6VrbGNNCAEAriaNGYV7qHOYljjS007W2KaaFAIBWEUeNwrzUOcxLHGlop2tFVSRcANAs4qhRmJc6h3mJIw3tdK2ordbgrrwuDJoH0LYGB8cPtK4cgD04mE4bcchLHGlop2ttc2LQPAC0AI+hRmEcbcQhL3GkoZ2utc0xaB4AACBhDJoHAADIEAkXAABAwiInXGb2JjObV14iHP91M3vezB6usf80M3vZzLaUlismEjgA5IanVCtv/35pwYLgZ7Xt+/aFxxFHrMWidNllwc9q2wuFdOIAmkmt0fTlRdLZkrZL2iPpF5KKkrZF+NwfSFok6eEa+0+TdHtYO2MX3lIEkDtpvYV27LFBe1Onuu/bF2zbty9Yl9znzAmPI45YV6wIju3qci8Ugm2FQrAuuff0pBMHkDOq85ZilIRrq6RDJT1YWj9d0rVhnysdO5+EC0DLS6tWXmVyVU66Ktf37g2PI45YK5OrctJVuT48nE4cQM40mnBt9JHEa0rp95+Gfc6jJVwvltr9jqQTorRJwgUglyoThvKSROJQmWSVl8o7XlHiiCPWyiSrvFTe8UorDiBH6iVcodNCmNn3JfVIWiVplqTnJb3D3X8/7HGlmc0v3cU6scq+gyUV3X23mZ0pacDdF9RoZ7mk5ZI0b9687h07doSdGgDS5ynVytu/XzrggJH1ffukadMmFkccsRaL0tSpI+uFwug204oDyIlGp4U4R9Krki6V9O+SnpL0kUaDcvdX3H136fc7JU0zs1k1jr3W3Re7++LZs2c3emoAiJ+nVCtv/35p+vTR26ZPHxlIHyWOOGItFqXu7tHburtHBtKnFQfQLGrd+iovki6qsu3KsM95+CPFORqZePUkSf9ZXq+38EgRQO4whosxXIDXf6QYJWn6jqSPVqxfLelrET53o6RnJe2XtFPSRZIulnRxaf8nJW1TMIbrfkm/H9amk3AByCPeUuQtRcAbT7imS/qepAskrZH0j2GfSXIh4QKQO8VikCCMvStTa/tk7dsXJF3lZGvs9r17w+OII9ZCIUi6ysnW2O3Dw+nEAeRMvYSr5qB5M3tjxWqnpPWS/p+kK0qPIn89qWeYDaKWIgAAyKN6g+Y76nxukySXZBU/zyotLunomOMEAABoSTXfUnT3o9z9aEm/6+5Hl9aPcvejJB2fXogAMEnuzVM+Jqxcztjt1US53jjK8rSTZvo3hFyLMi3ETyJuA4B8Wb9e6u0dPdWAl6Yi6O0N9ufFypXS6tWjp1YoT72wenWwP0yU6w07z7nnNk+fpaGZ/g0h32oN7lIwbUO3pEclLVRQF3GRghniH6v1uaQXBs0DiKyZph4Im2ph7AD1aqJcbxxTOrSTZvo3hMxpMm8pSrpQ0j2Shko/y8ttknprfS7phYQLwIQ0U/mYsHI5UUS53jjK8rQT+gMR1Uu4opT2+SN3vzn+e2uTw1uKACbMm6h8TFi5nCiiXG8cZXnaCf2BCBoq7ePuN5vZWWa2wsyuKC/xhwkACSiPt6mU1/IxYeVyoohyvXGU5Wkn9AdiEJpwmdlXJS2T9NcKpoY4T9KbE44LABpX/qIcGJD6+oKEoq8vWM/bF2Y5CdqyRerqCu44dXUF61GTrijXG3aeQqF5+iwNzfRvCPlW61ljeZH00JifMyV9N+xzSS2M4QIQWTOVjwkrl7NiRXgbUa43jrI87aSZ/g0hc2qwtM9/lH7eL+lwSQdK2h72uaQWEi4AkTVT+ZiwcjlR31IMu944yvK0k2b6N4TM1Uu4ogya/5ykr0h6n4LC1S7pOnf/XPz328IxaB4AAOTRZEv7lF0paaYHg+dvl/Q6d3851ggBAABaWM2Ey8x6S7/OldRrZldV7JO7DyYdHAAAQCuo95biH5aWhZKek3RVxbaPJB8agJbmOalRVyhIS5YEP6tt378/vMZhlDqIcdQwDOuzYjEffQpgvFqDu8Yuks6NemySC4PmgRaRl7e/ym/lzZoVDBh3D37OmhVsP/bY8LcHo7xhGMfbgWF9Vj5H1n0KtCk1+JbioQrubj0oaZOkAUmHhn0uqYWEC2gRealRV5lclZOuyvV9+8JrHEapgxhHDcOwPisU8tGnQJtqNOH6nqTPSTqqtPydpO+HfS6phYQLaCF5qVFXmWSVl8o7XlFqHMZxTJT+CDsmL30KtKF6CVeUaSE2uXv3mG0bvcZrj0ljWgigxXhOatQVClJHxXtEw8Ojaw1GqXEYxzFR+iPsmLz0KdBmGqqlKOkeMzvfzKaUlqWS7og3RABtyXNSo65QkObMGb1tzpyRgfRRahzGcUyU/gg7Ji99CmC0Wre+youkIUlFSftLS7G0bUjSK2Gfj3vhkSLQIhjDxRguoMWokTFceVtIuIAWwVuKvKUItBgSLgD5k5cadcPDQbJTTrbGbt+3L7zGYZQ6iHHUMAzrs0IhH30KtKl6CVfooPm8YdA8AADIo0YHzQMAAKABJFwAAAAJm1TCZWa3xx0IAMTOQ2oPeoT6hFGGXeSljSjSOg+AUeomXGY21cz+Z5Vdn0goHgCIz/r1Um9v9XmqenuD/VGOieM8abQRRVrnATBardH05UXS3VIwuD4PC28pAogsylxfccwHlpc2osjL/GdAC1KDpX3+t6QFktZJ2lORqA0mlwbWxluKACakfPdmYGBkW1+f1N8/Uu4myjFxnCeNNvJ0HqDN1HtLMUrC9W9VNru7/3kcwU0UCReACfMY6hPGdZ402sjTeYA20tC0EO7+Z1WWTJItAJiw8t2cShOtTxjXedJoI0/nAfCa0ITLzN5iZj8ws4dL628zs79LPjQAaFDlo7O+vuAuTl9fsF5OMKIcE8d50mgjirTOA2C0WoO7youkH0k6SdKDFdseDvtcUguD5gFEFqVeYxw1HfPSRhR5qWEJtCA1OGj+AXd/h5k96O4LS9u2uHtXsqlgdYzhAhCZezDNQU/P6PFJldul8GPCxjZFOU8abUSR1nmANtTooPnvSPqkpHXuvsjMzpV0kbufEX+o4Ui4AABAHtVLuDoifP4SSddKequZ/ZekX0j6kxjjAwAAaGmhCZe7/1zS+81shqQp7j6UfFgAAACtI8pbigUzu1LSb8vJlpltTjwyAOM5dfBGCeuPYpH+ApALUYpXbysd910ze2NpGyMqgSxQB2+0sP5YuZL+ApALUcZwDbv7CjNbKmmDmX1MEv9bCGShp2dkziQpKMVSOadS+a27dhHWH6tWSXv30l8AMhflLcXK6SBOkHSjpHnufkgK8Y3DW4poe9TBGy2sP+gvAClpdFqIbnffVLF+sKQed18Tb5jRkHABog7eWGH9QX8BSEFDtRQlHW1mnaWG/k7S9ZIeji88ABNCHbzRwvqD/gKQA1ESrs+5+5CZnSLpQ5JukHRNsmEBqIo6eKOF9UexSH8ByIUog+YLpZ9nSbrG3W81s88nFxKAmtavH0keymOQ+vuDfQMD0qmnSkuWZBtjmsL648AD6S8AuRBlDNftkv5L0vsldUt6VdJP3f3tyYc3HmO40NaogzdaWH+cc4506630F4BUNDpo/iBJH5b0M3ffbmaHSfo9d/9u/KGGI+ECAAB51FAtRXf/raTBivVnJT0bX3gAAACtLcqgeQAAADQgsYTLzL5uZs+bWdUpJCxwlZk9aWYPmdmipGIBMAHFonTZZcHPKNuTaiOtupHUYwSQgiTvcF2vYOxXLWdIWlBaloupJoB8WLlSWr1a6u4eSYyKxWB99epgfxptpFU3knqMANLg7oktkuZLerjGvn+RdEHF+uOSDgtrs7u72wEkqFBw7+pyl4Kf1dbTaKNYdO/rCz7T11d9PQ5h5ykU0okDQNOTtNFr5C9R5uFKyhGSnqlY31naxoB8IEtTpkibNgV3o7ZskaZODbZ3dQXbp0S4MR5HG2PnzCrXQoy7DmKU86QRB4CWFjotREONm82XdLu7n1hl3x2SVrn7vaX1H0ha4RV1GyuOXa7gsaPmzZvXvWPHjsRiBlBSLI4kSpJUKERLlOJuI606iNRjBNCgRmspJmWnpCMr1udK2lXtQHe/1t0Xu/vi2bNnpxIc0NbK460qVY7HSquNtOogUo8RQMKyTLhuk/Sx0tuKJ0t62YM5vgBkqZwobdkSPAIsFIKfW7ZET5jiaCOtupHUYwSQhlqDuxpdJN2oYDzWfgV3sy6SdLGki0v7TdLVkp6S9DNJi6O0y6B5IGErVowf3F456H3FinTaGBwcPzC9csD64ODkrm+i5ylfS9JxAGh6qjNoPtExXEmgtA+QsGIxmAph1arxY5aqbU+qDU+pbmTYeajHCCCihmop5g0JFwAAyKO8DpoH2tbLL7+sE044QS+//HLWoQAAUkDCBWTg9ttv1yOPPKI77rgj61AAACkg4QIycMMNN4z6CQBobVnONA+0jcHBQf3whz98bf3HP/6xJOlHP/qR/uZv/ua17aeddpp6e3vTDg8AkDASLiAF+/fv1zXXXKPh4eFR2/fu3auvfOUrkqSOjg6dcsopWYQHAEgYjxSBFCxbtkxbt27V0UcfrenTp4/aN336dB199NHaunWrli5dmlGEAIAkcYcLSMnxxx+vTZs2adasWaO279u3T5s3b9brX//6jCIDACSNO1xAijZs2KCDDjpIHR0dmjp1qjo6OnTQQQdpw4YNWYcGAEgQCReQojVr1mj37t1auHChfvKTn2jhwoXavXu31qxZk3VoAIAEkXABKdq+fbuuuOIK3XfffTrppJN033336YorrtD27duzDg0AkCBK+wAAAMSA0j4AAAAZIuECAABIGAkXAABAwki4AAAAEkbCBQAAkDASLgAAgISRcAEAACSMhAsAACBhJFwAAAAJI+ECAABIGAkXAABAwki4AAAAEkbCBQAAkDASLgAAgISRcAEAACSMhAsAACBhJFwAAAAJI+ECAABIGAkXAABAwki4AAAAEkbCBQAAkDASLgAAgISRcAEAACSMhAsAACBhJFwAAAAJI+ECAABIWEfWASAZQ3uHtHbbWm1/cbsWHLpAy05Yps4DO7MOCwCAtkTC1YLu/c97deY3zlTRi9qzf49mTJuhT9/1ad350Tt1yrxTsg4PAIC2wyPFFjO0d0hnfuNMDe0b0p79eyRJe/bv0dC+YPvufbszjhAAgPZDwtVi1m5bq6IXq+4relFrH16bckQAAICEq8Vsf3H7a3e2xtqzf4+e/PWTKUcEAABIuFrMgkMXaMa0GVX3zZg2Q8e+8diUIwIAACRcLWbZCcs0xar/WafYFC07cVnKEQEAABKuFtN5YKfu/Oid6jyg87U7XTOmzVDnAcH2mQfMzDhCAADaD9NCtKBT5p2iXZ/ZpbUPr9WTv35Sx77xWC07cRnJFgAAGSHhalEzD5ipixZdlHUYAABAPFIEAABIHAkXAABAwhJNuMzsw2b2uJk9aWaXV9l/mpm9bGZbSssVScaD0Yb2Dum6zdfpsu9dpus2X6ehvUNZhwQAQEtKbAyXmU2VdLWkD0jaKekBM7vN3R8Zc+gGd/9IUnGgOuotAgCQniTvcJ0k6Ul3/7m775P0LUnnJHg+RES9RQAA0pVkwnWEpGcq1neWto31LjPbambfMbMTEowHJdRbBAAgXUlOC2FVtvmY9c2S3uzuu83sTEnrJS0Y15DZcknLJWnevHlxx9l2qLcIAEC6krzDtVPSkRXrcyXtqjzA3V9x992l3++UNM3MZo1tyN2vdffF7r549uzZCYbcHqi3CABAupJMuB6QtMDMjjKzAySdL+m2ygPMbI6ZWen3k0rxvJhgTBD1FgEASFtiCZe7D0v6pKS7JD0q6SZ332ZmF5vZxaXDzpX0sJltlXSVpPPdfexjR8SMeosAAKTLmi2/Wbx4sW/cuDHrMFrC7n27qbcIAEBMzGyTuy+uto9aim2MeosAAKSD0j4AAAAJ4w5XBob2DmnttrXa/uJ2LTh0gZadsEydB3ZOqI0nXnhCH1//cf3ipV/oqEOO0vU91+sts94yoXPEEUccbQAA0OoYw5WyaiV1ptiUCZXU+fRdn1b//f3jtl968qX68oe+HOkcccQRRxsAALSKemO4SLhSNLR3SEd8+QgN7RtfJLrzgE7t+syu0EHrT7zwhI67+ria+7cs36L3XP+euudw94bjiONaAABoJfUSLsZwpSiOkjofX//xuvt71/WGniOOOCgPBABAdIzhSlEcJXV+8dIv6u7/5e5fhp6j/AiwkTgoDwQAQHTc4UpRHCV1jjrkqLr7f2fm74SeI444KA8EAEB0JFwpiqOkzvU919fdP3jeYOg54oiD8kAAAERHwpWiOErqvGXWW3TpyZdW3XfpyZfq7Ye9PfQcccRBeSAAAKLjLcUMxFFS56lfP6WP3fIxPf3S05p/yHytWbJGx7zxmAmdI444KA8EAECAaSEAAAASxrQQAAAAGSLhAgAASBjzcGVg1yu7tPIHK/XYC4/prbPeqlXvW6XDDz78tf1hdWmn8N4AAAvLSURBVBIl6iACANBMGMOVsn9+4J91yZ2XjNt+9ZlX66/e8VehdRIl6iACAJBHDJrPiV2v7NIR/UfU3H/vx+/VKdfXTnae/Osn9aYZb6IOIgAAOcSg+ZxY+YOVdff33NRTd//HbvkYdRABAGhCJFwpeuyFx+ruf+nVl+ruf/qlp2OpYUgdRAAA0kXClaK3znpr3f2HTD+k7v75h8ynDiIAAE2IhCtFq963qu7+9UvX192/Zska6iACANCESLhSdPjBh+vqM6+uuu/qM6/Wu9/87rp1Eo954zHUQQQAoAnxlmIGntv9nC7//uV6/IXHddys43Tl+6/UnJlzXtsfVidRog4iAAB5w7QQAAAACWNaCAAAgAyRcAEAACSMhKvC0N4hXbf5Ol32vct03ebrNLR3/EzsYXa9sksX3nKh3vmv79SFt1yoXa/sGnfM5l2bdczAMZrxDzN0zMAx2rxr86j939z6TU374jTZF0zTvjhN39z6zXFt3LX9LnV+qVNTvjBFnV/q1F3b7xq1f8PTGzR79WxN++I0zV49Wxue3pDI9cbRBgAArY4xXCVx1BYMq5MoScvWLdNNj9w07pilxy/V2vPW6sgvH6mdQzvH7Z/bOVfPfPoZSdKif1mkB597cNwxC+cs1Oa/2Kz33vBe3fP0PeP2nz7/dN194d2xXS/1GAEAGMGg+RBx1BYMq5P47Gee1a5Xdqn7X7trHvOl076kz/7wszX3r/ujdeo8sFMf/uaHax7T/8F+Xfrd6lNLSNJ9f36fTnjTCdRjBAAgZgyaDxFHbcGwOomXf/9ynbfuvLrH1Eu2JOmCwQt07rpz6x5TL9mSpLO/dTb1GAEASBkJl+KpLRhWJ/HxFx7Xc7ufm1R8ZcM+XDPOqH7z6m+oxwgAQMpIuBRPbcGwOonHzTpu1OSmk9FhHTXjjOoN099APUYAAFJGwqV4aguG1Um88v1Xat156+oe86XTvlR3/429N+rb53277jH9H+yvu/+282+jHiMAACkj4VI8tQXD6iTOmTlHiw5fpKXHL616zNLjl2rlqSs1t3Nu1f1zO+fq3BPP1YcWfEgL5yyseszCOQv1qXd9SqfPP73q/tPnn66TjzyZeowAAKSMtxQrxFFbMKxOoiQ99NxD6r2pV8/tfk5zZs7R4NJBvW3O217b/+2Hv60LBi/QsA+rwzp0Y++NOvfE0YPl7/753Tpn7Tnas2+PZhwwQ7cuu1XvPfq9r+2//5n7dfa3ztZvXv2N3jD9Dbrt/Nt08pEnx3691GMEACDAtBAAAAAJY1oIAACADJFwAQAAJKwj6wCazdDeIa3dtlbbX9yuBYcu0LITlqnzwM7Uz7F512adt+6818aBrTtvnRYdvijWOAAAQDwYwzUBadQOjHKOsHqMAAAgfQyaj0EatQOjnOOJF56oW49x619sHfXGIwAASAeD5mOQRu3AKOcIq8fYe1Nvw3EAAIB4kXBFlEbtwCjnCKvH2Gi9RgAAED8SrojSqB0Y5Rxh9RgbrdcIAADiR8IVURq1A6OcI6we4+DSwYbjAAAA8SLhiiiN2oFRzhFWj5EB8wAA5A9vKU5QGrUDo5wjrB4jAABIF9NCAAAAJIxpIQAAADJEwgUAAJCwRBMuM/uwmT1uZk+a2eVV9puZXVXa/5CZUQwQAAC0nMQSLjObKulqSWdIOl7SBWZ2/JjDzpC0oLQsl3RNUvEAAABkJck7XCdJetLdf+7u+yR9S9I5Y445R9IaD9wv6RAzOyzBmAAAAFKXZMJ1hKRnKtZ3lrZN9BiZ2XIz22hmG3/1q1/FHigAAECSkky4rMq2sXNQRDlG7n6tuy9298WzZ8+OJTgAAIC0JJlw7ZR0ZMX6XEm7JnEMAABAU0ts4lMz65D0hKT3SfovSQ9I+mN331ZxzFmSPinpTEnvlHSVu58U0u6vJO1IJOgRsyS9kPA52hH9Gj/6NH70afzo0/jRp8lotF/f7O5VH8V1NNBoXe4+bGaflHSXpKmSvu7u28zs4tL+r0q6U0Gy9aSk30r6swjtJv5M0cw21popFpNHv8aPPo0ffRo/+jR+9GkykuzXxBIuSXL3OxUkVZXbvlrxu0u6JMkYAAAAssZM8wAAAAkj4aru2qwDaFH0a/zo0/jRp/GjT+NHnyYjsX5NbNA8AAAAAtzhAgAASBgJVwUz+7qZPW9mD2cdS6swsyPN7B4ze9TMtplZX9YxNTsze52Z/dTMtpb69AtZx9QqzGyqmT1oZrdnHUurMLOnzexnZrbFzDZmHU8rMLNDzOzbZvZY6b+t78o6pmZmZseV/n2Wl1fM7FOxn4dHiiPM7A8k7VZQ3/HErONpBaXamIe5+2Yz65S0SVKPuz+ScWhNy8xM0gx3321m0yTdK6mvVI8UDTCzT0taLOlgd/9I1vG0AjN7WtJid2fOqJiY2Q2SNrj7dWZ2gKSD3P2lrONqBWY2VcHcoe9091jn/OQOVwV3/7GkX2cdRytx92fdfXPp9yFJj6pKvUxEVyr2vru0Oq208H9ODTKzuZLOknRd1rEAtZjZwZL+QNLXJMnd95Fsxep9kp6KO9mSSLiQIjObL2mhpP/INpLmV3r0tUXS85K+5+70aeP+UdIKScWsA2kxLum7ZrbJzJZnHUwLOFrSryT9W+nx93VmNiProFrI+ZJuTKJhEi6kwsxmSrpZ0qfc/ZWs42l27l5w9y4F9UdPMjMegTfAzD4i6Xl335R1LC3o3e6+SNIZki4pDd3A5HVIWiTpGndfKGmPpMuzDak1lB7Pni1pXRLtk3AhcaVxRjdL+oa7D2YdTyspPUr4oaQPZxxKs3u3pLNL442+Jem9ZvZ/sw2pNbj7rtLP5yXdIqluvVyE2ilpZ8Vd7W8rSMDQuDMkbXb3XybROAkXElUa4P01SY+6+5ezjqcVmNlsMzuk9Pt0Se+X9Fi2UTU3d1/p7nPdfb6CRwp3u/ufZBxW0zOzGaWXZVR67PVBSbwF3gB3f07SM2Z2XGnT+yTxElI8LlBCjxOlhGspNhszu1HSaZJmmdlOSf/d3b+WbVRN792S/lTSz0pjjiTps6U6m5icwyTdUHqbZoqkm9ydaQyQR78j6Zbg/7vUIemb7v7v2YbUEv5a0jdKj8B+LunPMo6n6ZnZQZI+IOkvEjsH00IAAAAki0eKAAAACSPhAgAASBgJFwAAQMJIuAAAABJGwgUAAJAwEi4ATcXMPm9mf1v6/XozO3eS7cw3s7pzQpWO+eOK9Y+b2T9N5nwA2hsJFwDUNl/SH4cdBABhSLgA5J6Z/Tcze9zMvi/puDG755YmgKz12c+b2f8xs7vNbLuZfWLM/qNLd7I2mNnm0vL7pd1XSnqPmW0xs0vHfO4sM7vPzGaZ2SfM7AEz22pmN5cmUQSA15BwAcg1M+tWUG5noaReSe+o2D29tK0zpJm3STpL0rskXWFmh5c+e4ykUyQ9L+kDpSLLyyRdVfrc5ZI2uHuXu/dXxLSktO9Md39B0qC7v8Pd3y7pUUkXNXDJAFoQpX0A5N17JN3i7r+VJDO7rfTzPAXJUp+7vxjSxq3u/qqkV83sHkknS/qEpKfcfY2ZvV7SP5lZl6SCpLfUaet0SYslfdDdXyltO9HM/oekQyTNlHTXZC4UQOviDheAZjCuBpm7r5P0vUl+viDpLyvWL5X0S0lvV5BM1XxEqaB2XadGJ2XXS/qku/+epC9Iel3EuAC0CRIuAHn3Y0lLzGy6mXVK+sNJtHGOmb3OzA5VUKD+gTH7Xy/pWXcvKii2PrW0fUjjH1fuUPAYc42ZnVDa1inpWTObJumjk4gPQIsj4QKQa+6+WdJaSVsk3SxpQ7XjzOyLZnZ2jWZ+KukOSfdL+nt33zVm/z9LutDM7ldw52pPaftDkoZLg+FfGzTv7o8rSKzWmdkxkj4n6T8U3HF7bOJXCaDVmfu4O/UA0DLM7POSdrv7/8o6FgDtiztcAAAACeMOFwAAQMK4wwUAAJAwEi4AAICEkXABAAAkjIQLAAAgYSRcAAAACSPhAgAASNj/B5pGrglDXWeqAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -171,14 +171,14 @@ } }, "source": [ - "* Algorytm oparty na tej intuicji nazywamy algorytmem **$k$ najbliższych sąsiadów** (_$k$ nearest neighbors_, KNN)." + "* Algorytm oparty na tej intuicji nazywamy algorytmem **$k$ najbliższych sąsiadów** (*$k$ nearest neighbors*, KNN)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { - "slide_type": "fragment" + "slide_type": "subslide" } }, "source": [ @@ -228,7 +228,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -249,18 +249,18 @@ "cell_type": "markdown", "metadata": { "slideshow": { - "slide_type": "fragment" + "slide_type": "subslide" } }, "source": [ - "* Podział płaszczyzny jak na powyższym wykresie nazywamy **diagramem Woronoja** (_Voronoi diagram_)." + "* Podział płaszczyzny jak na powyższym wykresie nazywamy **diagramem Woronoja** (*Voronoi diagram*)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "fragment" } }, "source": [ @@ -271,7 +271,7 @@ "cell_type": "markdown", "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "fragment" } }, "source": [ @@ -297,13 +297,13 @@ "execution_count": 9, "metadata": { "slideshow": { - "slide_type": "fragment" + "slide_type": "subslide" } }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl8AAAFkCAYAAAAe6l7uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOydd5hURdaH356BIachDDkKikRhUKKAggoqgooB06K74gZFVz9dV9dVN7i6rq6r7ooRAyg5CUjOeYacM0MOk5g8093n+6MYJ3W4t/t234ap93n6ge5bt+rU7Z6+p6vOOT+HiKDRaDQajUajCQ9Rdhug0Wg0Go1GU57QzpdGo9FoNBpNGNHOl0aj0Wg0Gk0Y0c6XRqPRaDQaTRjRzpdGo9FoNBpNGNHOl0aj0Wg0Gk0YqWC3AWapV6+etGzZ0m4zIo+0HVDjKoiuYrclVyb5KZB7DmpeY7clmkim4CLknIaa7SD3LOScgSqNoXIDuy3TAOScAnFC1ebqeUoiVGsOBRlQvbX/88UNF/dA5YZQqW5obdUoMg5ATF2oFOu9jbsA0ndB7c7gsHdNKTEx8YKI1PfX7rJzvlq2bElCQoLdZkQeG8cox+Ca5+y25MrE7YJ5naD736HRLXZbo4lUCi7CjMZwzzqIjoH0PbD+cYiuBDd8ATXa2G1h+UXcMLsN9PsRYrup1yY64N5tMKslDFtgzKFK2wVLBsDNc6B2x1BarMk+AfM6w/CdUKGq77bLhkDLh6DVw+GxzQsOh+OYkXZ62/FKoeFgOL3IbiuuXKKioeNrsP3PoAsTa7xRsSZUbwOpW9XzWu1h8GpoMgwW3gB7/60ceU34ObdCvT91riv5ekxtaDwUjk401k/tDnDdu7D6XijItN5OTRFHvoFm9/p3vABaj4bDX4XeJovQzteVQtxNcH41uPLstuTKpflIcGbA6QV2W6KJZOr1hgtri55HRUP738PgdXB8Oiy+ES7us8++8sqhr9QN2uEoe8zsjbv1Y1C/r9px0D/GQoNI0XtmhKbDIG0bZB4NqVlWoZ2vK4VKsepXdvEvfY21REVDpz/D9tf0F67GO/V7e/47rNkWBi2HFg/Aoj6w+596FSxcFFyEk7PVtpQn4m6CvAuQus14n90/hPSdcPBTa2zUlOT8GvWdW6+nsfbRlaH5A3Dk69DaZRHa+bqS0FuPoafZPeDOhVPz7LZEE6nU661uHJ4cdEcUXP003LoRTs+HRb0hfXf4bSxvHJusHKzKXuKgo6Kh1WPmVr8qVIG+U2D7q5Cy2Ro7NUUc9rFS6Y02o+HweBXfF+Fo5+tKouFgOKOdr5DiiIJOr8MOHful8UL11iAuyE7y3eamxermsrg/7Pq7ytjShIbDBravWv9CxX258o33W7MdxH8Eq++D/PSgTNQUw5mltuhbPmLuvDrdoGINFd8X4Wjn60qiXi/I2A95yXZbcmXTdDi4nXByjt2WaCIRh+PS6pefEABHFLR9Cm5LhLMrYEFPSN0eHhvLExf3QeZhaDzEd7sabVToxqkfzfXf4n5odBtseFz/ILOKpKlq+75qY3PnORzKyT4U+YH3IXO+HA5HM4fDsczhcOxxOBy7HA7HWA9tBjgcjnSHw7H10uO1UNlTLoiOgfr94MwSuy25svl59et1/WWr8Yy3uC9PVGsOA3+Cdr+FpTfD9tfNrb5ofHN4vCo/EGWgslKgN+5u/4KsY7DvP97biMCMGWW/M7y9HixGxgu3TUYxslLpjZYPq/i+govW2mQxoVz5cgLPi0h7oCfwW4fDca2HdqtEpOulx5shtKd8oLcew0PTu9S/J2bZa4cmIsmIbkLega9Jycw1doLDAW0ehyFbISUBFvTQcURW4HapcgVGb+TN7lVZ4zlnzI0TXUnFf+36G1xY77nNzJlw993w3HNFTo2Ien733eq4lRgZL9w2GSHzsCqY2uTOwM6vXB/iBqo4vwgmZM6XiJwWkc2X/p8B7AGahGo8zSUa3aKcL70iE1ocDuj0xqXYr8gP7tSElx9OdqaSZLBl1X/NnVi1CfSfA+1fgGW3wbZXdPmYYDizEKo2hVqefvd7oGJ1aDYCjnxrfqzqreCGz2DNA55DP4YPh7Fj4YMPipyd555Tz8eOVcetxMh44bbJCIfHQ4sHlUMbKJdDzS8RCfkDaAkkATVLvT4ASAa2AfOBDv766t69u2h84HaLTG8ikr7PbkuufNxukfnxIsem2m2JJsJIzswTmYA4pzUVKcgKrJPsUyIrhov8eK3I+Q3WGlheWDVSZP//vB+fQNnXzq4UmdNe/X0HQuLzIsuGirhdZY+53SJjxxZu+KnH2LGBj+UPI+OF2yaf9rpEZjQXSd4cXD+ufJFpcSLpe62xywRAghjwixwS4hUSh8NRHVgB/E1Eppc6VhNwi0imw+EYCnwgIm099PEk8CRA8+bNux87Zqh6f/ll/WiIjVcxJJrQcnIubP0DDN1mu6aYJsKY6FCFeWt1hE4BhrOKwLFJsPlZaPWoWm2toPVbDZGXArNbw11HVRV7T0x0wCgP8U5z2kHv76DeDebHdReoDNamd8G1L5U9LgJRxb4r3G5z5RTMYmS8cNvkjTOLYfMLMHRr8H1tfgGiKkLXt4LvywQOhyNRROL9tQvp3cLhcFQEpgETSjteACJyUUQyL/1/HlDR4XDU89DuUxGJF5H4+vX96lVqdNxX+Gg8VElfJE212xJNJNL1bdj3AWSfDOx8hwNaPgBDt0PWUZjf1X8WpUZxdKL6+/TmeHnD4VBlJwLdtoqqCH0mwd734dzKkscKt/WKUzzeymqMjBdum3xhpqK9P1qPVvF+EVrIOJTZjg7gC2CPiLznpU3DS+1wOBzXX7JH10kIloaD4OxyXTcoHBTGfu18I2L/yDU2Ur0VXPUkbPtjcP1UbgB9J0OXvytNwcTnVC0kjXeCyZhr9SgkTQZnTmDnV2sGPcfDmlGQe069Vjqeyu0uG29lJUbGC7dNvshPU2U+vKkQmKV2B6jSRMX9RSJG9iYDeQB9AQG2A1svPYYCTwFPXWrzO2AXKuZrPdDbX7865ssg87qKnFtttxXlA7db5KeeIke+t9sSTSRRGE+Uny4yvZHIhU3W9Jt7QWTNQyKz2oicWW5Nn1caKdtEZjQTcTl9t/MU81XIkltEjkwIzo6tr4gsGaTsmD69bDxV8Xir6dODG6s0RsYLt02+2P+JyMq7Le7zvyruL4wQKTFfVhMfHy8JCQl2mxH5bHkRoqtC59fttqR8cHoRJD4DQ3cqqRKNpng80cHP4ch4GLTKuliaE7Nh029UbFHXt1WmnkaR+BxUqA5d/uK7naeYr0KO/gCHv4CbggjhcDth6WCIGwAdX1OlG4YPL/kZEPH8erB467f46xBem3yxoCd0fBWa3GFdn/mpMKsVDDus9I/DQETEfGlsRMd9hZeGg6BSXTj2g92WaCKR1qOhIBOOWxgb2HQY3L4DXNkwr5MKVtZA9mlk/8dMOXc9KVlBFKttNlzVWsvyIRPlj6gK0GciHBwHZ5fAiBFlnRmHw/PrHiiY35ND028j5WKG/7G99Vv8dSNtwkH6HlWkttFt1vYbU0cpGxydaG2/FqCdryuV+n0hbbvWGwsXP8d+val+7Wo0xYmKhu7vqxVpl8HCq0aIqQM9v4Ie/4X1j8OGJyO+sndIETds/CX7K9/ByPPDmJJwPPC+oisr6aDDXwdnU5VG0HsCrH0Esk8F3k/SNPIuJpF09gL81B2SNwVnVyRx+Cto9YgxFQKzRGjNL+18XalUqKK0Hs8us9uS8kPcTVClYUT+ytJEAHEDoU5X2Ptv6/tuPASG7lD/n9sRTv1k/RiXA7vfgfxU6g9SRVJHxjcLrr/Wo9V2cbCFlOMGqtI/ax4I7MdZxkHY9BSuPlPZ3/4HYrq8CivuUGVurHTm7cDtVEVtrcpyLE3czZB3LuJ0U7XzdSWjtx7Dy8+rX3/Rq18az1z3T9j7rnn5GiPE1IIbPoWeX8KmX6t6f/mp1o8TaiRAvcFzK2Hfv6HPJGJrVAMgtlpMcLbExkN0FTi3ync7txteekn96+31Dn9UZWm2/8mcDa5cWD0SOv6ZWk17M2bAVVS/+lEYsl05ZfOvg/PrzPUZSZz+Caq1UKLmoSAqGlo9FnGrX9r5upIplBrShI+4AUrO5Oh3dluiiURqXAWtfmH+BmyGhoNUXbDoajC3E5yYE7qxQkEgeoO551RZh57jVZkHq3A4jG1bvfwyvPMOdO9e5IC53er5O++o444o6PWt+m44Ode4DYnPQo22ZYtmV4mDflOh85uw6m7Y/Dw4s83NLxIIpiSIUVr/Ao5OiCjBeu18XcnU7gQF6ZB51G5Lyhed34Adb+o6axrPdHwVTs6GVAuqeHujYg3o8ZGKNdr8HKx92LPeYCRiVm/Q7YK1D6kbbGOLA7YBWj4MJ2ZCgY8g97fegq5dYevWIgese3f1vGtXdRyU6HOfH2DD48a+l49MgDNL4IbPvQe/Nx+pnO2cU6oIr79VukIiodJB7gWVKNLigdCOU+MqqHkNnDLh9IYY7XxdyTiiIG6QXv0KNw1uhOqtVXVljaY0MbWh0+uqHEKob4Bx/ZX0VaX6KiPyeBmhkcjD4YD33y9ywKKiihyv998v64Ts+qva5u/0emjsqRIHDfpD0hTvbaKiIDGxyAGLji5yvBITS0r31O9DTqOR5M7pSkqG93it1AuHydnwNOnx30PFmr5trFwf+nwPXd9RcWUJz3gvwuvMInf902yc+0Jw2aAWkLf+N5ynOSkFYZDMirDAe13n60rn8Hg4NU9Vx9aEj/Nr1GrDHfsgOsi4E83lia8aUm6nWqXo/FdV0iAcnF+jMiLrdIX4j9QNO5Ixojd4ZjGsexRuS1RZhcXxdf3NtAE4PhP2/gsGG4j9ii5W58/lKjkHgPxULk7vTE33Cf/jAuOaHGRM/zaG2gJK0zLxWTi/Gnp+oYL9Czm7AjY8wQFXB9rmzDbeZ4gxPcdAKMiEmc3gjj0qMSpEGK3zFYK8Tk1E0XCwigVwu3Txz3BSv4+K0zgyXsnLaDTFiaoA3d6DTb9VmYrRlUI/Zv0+MGQr7PizWgXr/gE0v88eAWV/eNMbLL7ylX1KlW/oM7Gs42U1TW6HTWPg4gGo2dZzm8KtxuJ0715y5UsE1o8mpuVdjMt7jpHxzbwmBaRk5RM7q5L5jM1KsdD7GxVXtu5RaHyHEnbf+Vc4MQt6/Je6dW5jXMJxn+OHg9zZXRifeg+Dr40L/WAVq6sfOke/g/YvhH48P+htxyudqk2Ul5+62W5Lyh+d3oCdf4uoIE9NBNHoFqjZDvZ/FL4xK1SB696BG2epmnSr7glN5mUwGNEbdDvV9lq735Zc2QkVURWhxUPqx5QnSsd4uVxlY8BAiW3nnKZyj/cY07+NT8en8FjAzlGT21X5EVcOMrM5+0+cIHVAIjQdRmy1GL/jhxwRYjJ30ixrAYt3nw3PmIVbjxGw46edr/KALjlhD/V7Qa1r4fCXdluiiVSu+xfs/gfkng/vuPVugNs2q/T++V1UnaUIuCEBKpuxdIxX8RiwmTNVtmiFqqp8Q7hoM1oVXHW7yh57+eWyMV7FY8BefhnOr4U9b0OfSeELRYipDb3GM6/OONrlzGby9szwjGuE1K1I1eb0jz3EqKY7wjNm/X7gyouIArXa+SoPNLxFaQ9qwk+nN2DX39QfvEZTmlrXQIsH1VZguImuBF3+BgPmw553YcUwyDIWhxRShg+H6dNLbjEWOmDTp0OPimrrqNe3KqkoXNTupHYRPMk4vfUWvPhiyS3GQgfsxRfh9efVSt0NX0D1luGz+RK9+j0MWFB01kpOzia6+d1Uv3kaNbaNUfJCocbhUFmxERB4r52v8kBcf0hJUAGHmvBS73qo3QUOfW63JZpIpdOfIWkqpO20Z/zYbnDrJojtjsxuzfJ5b9mbBedDbzB1YB+yV4/mYrdv7UkY8JYxFxUFb79dNrg+Kgr+8Rasf0w52VaKRpsg6C3MUHByDjS5U8Uitv8/WH1/eEI0Wj0GSZPBmRP6sXygA+7LAxWqQWx3VQG6yVC7rSl/dHodVg6HNk8ovTiNpjiV6kKHV1RizMCf7AmAj46Bzq+z+GRdBqc+A7PCuJ1ngjqX/h13pBljmttgQIsHYdsrSjkgpo7/9qC2lZ2Z0OWvobXtciL7JGQeUY4XwDXPq/vT1peUBmooqdZM3Q9PzISWD4Z2LB9o56u8UBj3pZ2v8FM3Xq0uHPwUrn7Gbms0kUi738DB/8Gp+bb+jXa/cQw/rGvPyKwxRLd6SG2bR1A2ZMAZgFZRKRYa3QpHv1fvmT/OLod9H8JtCSpoX6M4+SM0uq3omjgc0OtrmN8NGvSDZneHdvzCFUwbnS+97Vhe0FJD9tLpDdj9tu1L3ZoIJaoiXPcubHneVmWE2GoxPDBoENG3rlPi3OtHhz9b14e2Y+xCVaE8tmpFY/qPVrUpjtFinTlnVOX9Xl+rrPNANStLY1U/VvdlhpOzoemwkq/F1FH1KDc+BRmHQjNuIU2HQ0oiZCX5bhfC66Odr/JCnW6Qc1ot92rCT+x1UPd6ODjObks0kUrj26FqMzjwid2WQOUGMGgZ5KfAituh4GL4xvan7WikTaH+o1VtitNwsPou9RWj53bB2lEq1KDRLeZsDvb6GO3H6r6M4sxSEkiNPEhB1e0BHV9TQuIu79X/g6ZCFVXjzp8KSSivj4hcVo/u3buLJkBW3ityaLzdVpRfUraKTGsoUpBltyWacDAB8+ek7hCZWl8kN9l6ewLBVSCy8dciczuLZJ0Iz5hut8jYsSKg/i39fAL+27jdqp0VbTyx5WWRxN97n8PWV0UWDxRxOY3Py9NYnj5DgfRjdV/BkDRDZPHN3o+73SKrRopseMr6sYtzfoPIrDa+5xjA9QESxIAvY7szZfahna8gODBOZM1DdltRvll5j8jud+22QhMOAnG+RNRNJ2GstbYEg9stsvMtkRnNlXMYrjELb3KFj+IOk782ImWdtEDbeCDt+BpxTYiW5LT0Mscydn8uBRNiJOXcIXPzKkX64XkiE5Dk1HNB9fMz3j6PgfQVDOtGi+z9wHeb/HSRWVeJHJkYGhtE1Px+vFbk7Ar/7UxcH6POl9Z2LE9kHoGFPWHE6fDWx9EUkbYDlg6GYYdUFqrmysWobmBpcs/D3Gth8GqoebX1dgXK0YlKM7DvpPBUlRcv2o7Fr6u3NlDULtg2Hlg19036pfuuzba5+q/pNuy/xudVnIIMUmd0pY7zMAer3MFVw2eXbWPSZp+fR7N9BYrbBTMaw63roXor321Tt8HSQTBolaqHFwr2vAvpu6Cnnxg+E9fHqLajvgOXJ6q3ggo1lQOgsYfanaDBjbD/Y7st0UQqlevDtS/BZvv150rQcpRyvNY8oByxUCJetB2LLxaEs00pejnmMK/uF6TclaccmmKPlLvy+LrhBro456js1UDmtfFJqjQZwOeNd9KyYlLZWNEAbPaKlX35IXvj87jzkklxNPHfuE4X6PKWiv9yZltuCwAtH1ai6b5qYIbq+hhZHoukh952DJKNvxbZ/U+7rSjfpO4UmdZAJD/Dbks0oSTQbUcREWeuikc5tdA6e6widYfagtz5Vmi2piI95it1p8j0xiXjuTxxdpXItDiRzCRj8yoca///VIxdQbZ6nr5fxQEmJ5rrpzR2x3xlnZDMCXUl45vK8t3i5cbOcbtF1jystipDxfI7RQ5+6X18HfOlnS9LSJohsuQWu63QrH5A3bw0Vy7BOF8iIknTRX7sqILeI42sE8pB2Phr6+2bPr3sza34TW8C/ttMn67aWdGmNInPi2z5g7G57Hpb5KeeIs48YzYnJ4pMrSeSvq9kP0cnicxqLZKXaqwfT3j6PAbal1lc+SIL+0pW4huyY+bDkpXwJ+Pn5meIzGnv3UEKlqTpIgv7eT4WwPXRzpfGM3lpIpOqizhz7LakfJO2W/2azS8bsKu5QgjW+XK7RRb1F9n/iSXmWE5+usiSwWrloCDTun7dbnVTK72qUPh64cqXrzaFq1pWtCmOK1+tZpV2jrzOxSWy7A6VGenP5twU5WAdneS5r02/E1kxQsTlMmdzId5WvgLpyyybXxRZequ6HskJIjNbqv8bJW2XckpTt1tjT3Gceeq7+OKBsscCuD5GnS8dcF8eWdgbOr8JDQfZbUn5Zs1DUOta6PiK3ZZoQkGgAffFSdkCy4fAHfsgppY1dlmJuwA2/ArSd8OAH1V9sFBj9LoaaWf2PToxWxVLvmWN8XPyUuCnbtDtfWg2wnMbEVh1jyrGGv+h5zauPFjUF1o+BNc8a3z8Qqz4PAbCiTmQ8Fu4bTNUrqfmOr8LdP/AXOLGkW9h19+UDmnFGtbamPicSoCyQAJKB9xrvNNwMJzW1e5tp9NrsO/fkJ9utyWaSCX2OlV8ddff7LbEM1EVVaZY4yGwsBdc3G+3RaHl8HhV4d4MlWKhzyTYOAYyD3tus+8DyD6uVA68EV1JVYDf/RZcWG/OBrvIPAobfwl9flCOF6gswdaj4ZCfDMPStHoE6veDjU9anwzQejQc+VplY4YJ7XyVR7TUUGRQ82poNER98Wo03ujyVzj8ZeglVwLF4YDOb0CHP8LiG+H8WrstCg255+HsUmhxn/lz690AHV+FVR4qt19YrxyqvpOVg+WL6q3g+s9g9f2Ql2zejnDiyofV90H7F6F+75LHWj6sJIbMKid0/49aZbVaKaROZ6jUAM4usbZfH2jnqzxS93r1Cyz3nN2WaDr+Cfb/B/LT7LZEE6lUaQTX/B62vmi3Jb5p84RaBVs5HI7PsNsa6znyDTQZBhVrlj0m4l8DsN3Tynna/HzR8bxk5Uhd/5k6ZqSfpsOUA7juURC39fO0ii3/B1Ubq89uaSrXV1uOxyab67NCFeg7Bbb/CVI2e29n5DqWxqhmp0Vo56s8ElURGvSHM+Hz8jVeqNkWmtwJe/9ttyWaSObq55QQ8Nnldlvim8ZDYOBPkPA72Pcfu62xjvNrkS0vknChBilZHoTGjWgAOhxwwxdwegEc/UE5TuseVY5Uoci0US3BLn9XP9h2vxP6uQdC0lQ4OUc5496KtQbq7NRsB/Efq/pf3n60BqLJ2HKUqsuWn2repkAwEpUfSQ+d7WgR+z4Kbe0UjXEuHhSZWlckL8VuSzRWEmy2Y2mO/iAy7zr/9aUigYwjqjxA4u/NZbUZweh19dfO7fLfpiBLzWFaQ9k+42E5+VVdGb9kg4e+TNSDSt6sMvc2PiOyoLfKoAykn6zjKvPy9BL/18LltP7z6I2LB9T8LmzyY1Nh5ujewMYpzP70lJEZaP2yVSNF9v83MHsugS41ofFJ+j6R6U1Cp9+lMce6x5UYr+bKweqbndutbtYHv7C231CRlyKy6EZ1Q7OytI0VztfJn8Q5q53STszM89zG7ZaCedfLgel3SEryCUnOzJPNs8ZI/sJBnh1KExqAuUvuEvcEJOWUh9IJJvrJ2PlfcU6oKMlpPoTYC7KkYHYH33O1ioJskXld1Y97I5ipmVYaZ67I/HiRPe97Ph6IZuXJeSLzewRmzyWMOl+61ER5RQRmtVRbBLXa222NJvMI/BQPd+6HSnXttkZjBaFI7U/eBCvvUqUnrE63DwWuXFj3GOScgn4zijLegiGYUhP5aSrm6uwS5lZ+nduTjWUujmtykDH924DbCUtuUklLHV8t21AMaADmnCVrVmcOZNSkcv2uXDN8SmD9OLNJnn4ddZ3GM0w/a7ybXw0I4ff9xjHqGvf5wZg2ZNouWHYL3JUEUdHmxyvUK75xFtTrWfa4ketYHLcLZjWHgQuhdgfz9qBLTWj84XBAo8E66zFSqN4Kmt0De/5ltyWaSKZuD4gbpGpNXQ5EV4Y+35Nb5Sqc05uQte1fUJBhjy0nf4S5HVVG4dAd9Oo7inFNDnrUZyyu0wgwMr6Z6iOqgnIsDvwXziwt2b8Y0AB0u2DtKKKu+iWJV02jbdSOsiUXjPQDkPA7qjfszrjGB3zOgVFCyrBcjlQexCOVQ6gpe2QCnF0GN3xmXJS7dgeo0gTOLAxsTF/Zn0avY3GioqHVo+EJvDeyPBZJD73taCFHJ6nqy5rIIPOoyJRYkZzzdluisYJQxdhkHVefk8yjoek/BHyy7IDIBOTgtNuU7Ym/V3FhgWB22zE3WWTNI6p6/Jml1ox3epHI9EYi2afUc6MxRtteE1k8sChuL3VnycrtRvs5+KXInGvM6cPmpYjMbCVybIr5a+CPtN1qHilbzZ+7/79qazoYNr8gsmxo0XZwMJqV6ftULFrxWDwToGO+NH7JvSAyuaaSV9BEBhvGiGx5yW4rNFYQygDn7a8rfdDLhOTMvKKYo4wjKtZnSqzIyntFzq02F3tqxvlKmqFEsDc9E7gEkrfxtr+u5J9cBcY0AE8tULZkny7Zz6HxInOuFsm/aKyf1O2XHLad5udyYZN3KZ1AKcgU+bGDyMHPAzs/L0Vkci3lJAeKK1/FQxbq5QarWbmgt8jxWQGZop0vjTHmdxc5u8JuKzSFZB4TmVJHJOes3ZZogiWUzldBpsiMpiLn1oRuDKspfT3yL4rs/Y/IrDYqyPnIBGOrDUaua/Y51W52W5GzqwKz1994LqfIkkEiW1/xrwGYeVxkWkORM8s897X+CeVM+9NtzEtXjtqh8YHPZ9/HKii+IDvwPorbtfZR9QgmeWv1AyJ7PwzOlsLszzPLg9esPPCZyIrhAZlh1PnSMV/lHS01FFlUaw4tHoQ9/7TbEk0kU6EadHkLNj8X2YU2fVGxBlz9tEoe6PgKBfs/JWVqB1Iyc72eUlhjy2OtrULyLyIzG6t2N26EBn0tNftnoqKh9wTch8YzZclcUm65vWysk8MBI0aQv/FpNsaMIqV6b899df9QVW4/9CmMGOG5n+HDYdNTUL8vtH4scLvb/hpqXA2bA9CHLM3hryAlAXr813iclyesKHBatSn0HA9rH1IFxL1dR0+vl6bFfSp+Lfd8cDb5oELIetZcHjS6Bbb+Abr8xW5LNIV0eBnmdYZrXoAqcXZbo4lUWo5ShUyPToRWD9ttTeBERQKv120AACAASURBVEPTu/jyUEfGOK+C2VW8No0t/HeWbxmewlvrlK3JjOlf2xo7PVG5Ad/VnsajZ3rCLO/NYoDrgXEJv1FZk6UprNy+qI9SIIntVrbNwU8hfRfcEqSuo8OhguJ/iocj3wX+2UndDltfgkEr1Y+BYIi7GfLOqT7rdA68n8a3KUdu7UMwcEFgGZSgVAyaDIOjEwITMTeAdr7KO/V6Q/oeVdU3po7d1mhA/YJr+bDKaOv+nt3WaCIVRxR0/zesuR+ajQj+BmgzI+ObwUlIuSuP2GoxHtukZOUTO6uSzzYAGYdmkr35jaIsxRByxw3XwSxjdvu0p2Y7iP9I6SHelggxtYp1sBm2vwqD1yhHLVgq1lDO3tKblaNX61pz5xdcVBXmu71vTamiqGho9Zha/er+fnB9dXodlg2GnX+Bzq8H3k+b0ZD4LFw9NrhVPS/obcfyTnQlqN+nbNq0xl6u/QMcGQ85p+22RBPJ1O8N9frAnnfttiRoCh0XX06VkTYANVrdQVyFs8Q6/YiRi0ENQB9tYqtWVDYtnBtUG0Sgxf3Q6DbY8HhRu/x05ZDFf6QcNKM2+6NOZ+j6tnKinFnGzikcZ8OTEDfA2hXX1r9QK00uH1vKheP7mr8jCnpPhEOfBRdS06C/cjJTtwTehw+086VRW4+63ldkUbWxqjdzudRz0tjHdW+r7cfsE3ZbEjlEVYCWj8Dh8b7bGdUADGebbv+CrGPqPRVRjlij25RjZsZmI7QeDbE9YOOvjTttB/4HGfug+wfGxzFCjaug5jVwaq7vdkbmX6Uh9P5OaWdmnwzMHkeUcghDVfPLSFR+JD10tmMISN2h6r9oIovs0yrzMeuE3ZZoAiFcWnoiIlv/qGpZRTJGrodVbURE0vaoWlyuAu9tjNSDmkD42hSScViVhEh4VmWkO3PN2WyGwlIR+z/x3/b8RutLVRTn4Jciy+/03cbM/Hf8VZWNcAZWs0syjijd3eLX3w/oUhMaw7jd6kvq4kG7LdGUJvH3SkBWc/kRTucr/6L6G76wMXxjmiXczpeIyE89RU786LuNPw3ACYSvTTEydn0irgnRknpmt3mbzXJmhbgnRsv3i37yqXXp/r6KrPrxtdBpROZniEyuXbYWmgdbDM3f7RLntMZyYNrQgG3OXzBA5s//n+HzjTpfWttRo1j7qIofafuU3ZZoipNzFua2h6HbVSC+5vIhFNqOvjj0JRz+EgatCkmAcNAYuR5WtSnk4KdweiH0m+q7nfjQACwcLxxtijFuxSHGnLyqSFfSjM1mcLtg6SC2ZrWha9YXhk7xapMVrH9cJQC0f8F3OyPzP/w1aZtep7braNBmGZ2z1nbUmEPHfUUmVeKgzROw6+92W6KJdFo9Bs5sSPIg1FxeaX4/nFkMuRe8txEDGoDhbHOJwsxIjxmSJvrxy47XwRFF85s/9Kt1mdX1fxyoMiy0WaSFNb98zcXI/NN2wpYXcNw4ze+8fOpi3pXHuCYHrZ+zkeWxSHrobccQkX1aLff6io/Q2EPOORX7lXnMbks0ZgjntmMhZ5aLzGwh4swJ/9j+sGPbUURkzUMiez/wfCxSY758zdXKmK+T8y9JHp0x1v7iQdU+mGr2/nC7RWZdJXJ+g/fj/uafn6G0Lw99FTo7vYCO+dKYZm4nkfPr7LZC44ktLyndR83lgx3Ol4jIyrtFdv7dnrF9YZfzdXqxktPxhBENwAmEr42RuQarW1hIZlKRHI9R3G4la5W+z/g5gbDjryIbnvJ8zN/8p01TDve60aG10Qva+dKYJ/F5ke1v2m2FxhM550Um1xFJ22u3JRqj2OV8XTyoRKszj9szvjfscr7cLrUamLLFwzEDGoATCF8bI3MNVrdQpJgQdQBO+ppHRA6MM3+eGTKT1GfYk/6kv/nvHyfyY0eRgqzQ2ugFo86XjvnSFNFwMJxZaLcVGk9UroezchPy5sWTcjHDbms0kUyNNjhj4siffTVpZ3fbbY39OKJUPNwhD/WavGn9lX49nG38zsegzb7Y9keIqQ3XvmRszOLEDVS6h6GkWjOIjYcTHmqW+Zr/gFaw/RWVYFGhamhtDBLtfGmKaNAPUrdCgb65RyJzY14i3+kiY9EwcHkXH9Zo5sb8kbT8GCot6wt731cZbeWZ1r+AYxP9V08vD5yYBccmQ69vlGNqlrgByvmSEGfymhXbzk+HVSOh+3+g5tWhs8sitPOlKaJCVSXqena53ZZoPNCv993EVKhAw9rVYOUI7YBpvNKvz93UinGS32cWHJ8Bi2+Ei/vsNss+qreCWh3h5By7LbGXzCOw8UnoOwkq1Q2sj+qtILpy6D9PzYZDSiJkJflvKwIbfgmNBkPLB0Nrl0WEzPlyOBzNHA7HMofDscfhcOxyOBxjPbRxOByO/zgcjoMOh2O7w+HwIOWuCSu65ETEElujKpUa9adSm4fVlsGKYeDMsdssTQSiPis3UkvOwqDl0OJBWNQHdr8DbmdoBhXxrbkXzjaeVmVaj4aDnwU2tysBV57SiLz2ZajXM7i+4gbCOZNbj2bfs+jKSlLpyDf++97/EWQehm7vBTaWDYRy5csJPC8i7YGewG8dDkdp6fQhQNtLjyeB/4XQHo0RdNxXZBM3AM6vhF7fQqX6sHKYqu2k0ZSmMDbHEQVX/w5u3QSnF8DC3pC2y/rx/GnuhbONJ33DOt2QMwtInP1rUjLL4Y+WLS9A1WZwdZl1EPM0GGA+7iuQ96z1aKXP6ctZurARdv4F+k1RDlugY4UbI1H5VjyAWcDgUq+NAx4s9nwf0MhXPzrbMcS4XSJT66lsE03kkZyo6teIiLicImseFll8k9Jn00QWdmU7FnJhk8ic9iVfc7uVht/Ueiqd3xWg5p0n/NVfKi2vE8o2pTPhXPkiC3rJ9pkPy/pxHeX0lOuU9qMR7MrSDPQcTxydJDKrtUheqjX9ZR5TGo9m6n0FUp/M7Va6k2dXeO4zN1llsiaVKq9htf6lCYikUhNASyAJqFnq9R+BvsWeLwHiffWlna8wsOp+kYNf2G2FxhMuZ0ntM5dTZO1jIosGaAcs0rDb+fr5s+KhgGbmMZElt4jMu04kZat1Y/rS3Cu8HuFoU5rE50WWDpHkjBz5ZNl+ydz+vhJM3vW2/8LSl7vzlb5POdvJicH3VZxZrUVSd5o7JxBNyt3viqz7hYe+XCLL7hBJeM66sSwgYpwvoDqQCNzt4dhcD85Xdw/tngQSgITmzZuH6JJpfubgF8oB00Qmy4eJHPm+6LnLqQoKLrpRVXbWRAZ2O18iIsvvFDn6g+djbrf6W59aT2Tbn0WcFoklu90lb3jFhaXD1aY4x2eKzGguknuh5OsZh9Wq8fweIqk7vM/ncna+CrJF5nYW2f+/4PrxxLrHRfZ+aP48I+9ZcbLPqB8Rpb/bdr2jhNN9fW7NjmUBRp2vkGY7OhyOisA0YIKITPfQ5ARQXDCpKXCqdCMR+VRE4kUkvn79+qExVlNEw8FwdgmI225LNJ4oHewaFQ03fA412sLyIbpUiKYIX7E5Dge0eRyGbIWUBFjQQ2WXBYNIZOkkZh6GDb+CPj+Uze6r3gpuWgxX/RKWDISdfwV3gbF5Xi4kPgO1OsBVY6zvO24gnFtu7hwj71lpqsRBgxtLapaeWw17/6WyNqNjrBsrnBjx0AJ5AA7gG+DfPtrcDsy/1LYnsNFfv3rbMUzMudr6ZWqNNaRsFZndruzrbpfIhidV5er89PDbpSlJJKx8JW9Wf8v+cLtFDn8rMq2ByJaXRZy55seKtJgvZ67I/O4ie97zb3vmMZGlt3rehr1cV74Ofa3e+/yLgffhi6zjauvW7TLWPpg4rKQZIgv7qf/nnFMSRyfmhmasIMHubUegLyDAdmDrpcdQ4CngKSly0D4GDgE78BPvJdr5Ch+bnhbZ9Q+7rdB4wu1S0htZJz0f2/CUyIJeInlp4bdNU0QkOF9ulxJl9/RZ8UT2aZEVI1Sg/vn15sbyp7lXKK8TjjbTp4ts/K3IiuHGb7Rut8jBL1Ug+bbXiraz7HC+khMkd+lwkQlI9vrnlaNjhtSdajs5dbu588wy6yqRlG3G2gajSenKVz8M0veqWMUtL4durCCx3fkK1UM7X2Hi+GwVD6GJTFaMEDn8nedjbrfIxt+I/HSDdsDsJBKcLxGRFXeJHJlgvL3breLEpsWJbH7Bs76et/N8ae4VrliFo82R7wPP7ss6oQK553YSObfWGsfKmeu/jcupsvYW9hOZ0UzWzXlJZAKyfeYvlAO9+gGR8xv825KTKjL7apFDX/lvGyxrHxfZ9U9jbYPVpEx4TmThjSq21V+ShBX6lwFi1PnSFe41nokbAMkbdQ2pSMVXvIXDAfEfKbWCpYMhPy2spmkijAYDzalWOByquOXQHaq6+PyucH6NsfO8aO5ldFG3mpSsfK9tUm65XbXJLvDaJnVgHwDSzu/zru93cwdIfBr6TlbFiM1StQn0nw3t/w9Z3K/Ibi8UHvPVJn/FfQBcPDK3bMxRwUXY+2+Y01YVwW33Oxh2mHYD32Rck4M0GTQOhh1Rf89r7oeFfVT8U+liua5cOPQl7llNyc48T0rcKPNzN0l+9ilcW18m/fhq/42D1KS8GHsz7vNrSO06HqIqhHSscOCQ0h+ECCc+Pl4SEhLsNqN8sKgfdHgVGt9qtyWa0qTtUBJDww56byMCm59TN86bFkJMnfDZp4GJDhgVAd+vqdth1T0w7EBg5x+fDgm/g+b3QZe/QYVq5s7PSiJ7Tnequi8ENr4HzlfsQP27E4qKahbizIGFN0DbX6tHMJxZSvKKp6jrCvC6eSC5wtXUrRYNVz8L9fvCwU9VBfeGg+GaZ/1Xnnc74eRspdeZfRzaPQ2N71S6lQc/gTrXsTBnKG3PvsWhhi8yaMizltnuiZNTe7LgZAMeiFtH1XaPQee/QIUqIRlr3IpDjDl5FeOaHGRM/zYhGcMKHA5HoojE+22nnS+NV3b8BQrSodu7dluiKY24YXoc3LYZqjXz0U5UZeuzy+GmRVApNmwmlnsixfkSN0xvoLIaqzYNrI+8ZEgcCxfWq8zauAHGznPlw+L+ZMcN49v0+xgZ34zYap6z01Ky8omdVYmUu/J8tpmyKYnRvERMtYbQ4+OSDTb8EpxZ0Hti8Ksbax8hq3oXvksdYY3dCccZ2b0psZmrKdj2JlHJa8i/6lmqdHgGqjU3b19yAnnb36Li6Znkt/gFlTs+D7WuJSUrnyXrFnJP2miiBq+CWteY79sImUdx/xTPl/VWck/nWtTZ/TykboYbvoQGfS0fzsh1jgSMOl9621HjnUZaaihicUSpMgL+Ur0dDrjuXWh4Myy9Wd1ENeULRxQ06G9u67E0lepC7++g2/uw9mHY9FtjJU22/gEq16dql5cY078NsVUretXci104F4DYKhXgpZfAXarUjdtN7Jt/YsyNrYnp/aWSSjr6Q9Hxw1/DuVVw/afqcy8SuL5ffjqcnEO1do8pu33c7AuP+Wszpn8bYqtXgoY382WlL4jGxTc5vw7M8QKoG8/4qHeIws3Xzj9CrWt/HmvkoDuI6voWrB7pO3QkmGt05GuiWjzALwdcS53YJtD3B+j6ttoaTRirnGALMXKdLye086XxTmw8ZB2HnDN2W6LxRNwAY/pqDof6Umx0Kyy5GXKt2/7RXCY0GGhei88TTe+E23eCKwfmdYIzi723PT4dTsyAnuOVAwjGdBtffhneeQe6dy9ywNxu9fydd9TxmFrQd4qK7bq4D9J2wpbnod9UqFjD2Fi+9P2SJkPcTVA5NHUlR/ZQDtfIeB+r1kb6uXS+x37aPAF1uqotY28Eeo3ErZzdNqNLvt5shIoVzE+FeZ2Dc/ivdIxE5UfSQ2c7hpmVd6v6P5rII22XyMyWxtu73SJb/6iyuHLOhc4ujSJSsh1FVAX3ma2s7fPkfJEZzUTW/7JsVm3qdlXqoHR2npEaXi6XSNeu6rWuXT0/L+TAOJE516q6dwe/NDeWr4y3Bb1UxrdR7NRt9NVPfoYqG1L62hQS6DU6s0x9j/i6hifmqHpcG39tXa2xSPqb8gK61ITGEvb/T2TNI3ZbofGE261q32QcMXfOtj8psdqcsyEzTSORdaNwu1X9qsyj1vabny45q5+QpKn9JDmzSObFOa2JHJx2W4nXStjiT7exuMNV+CjteF3qq2BOZzk7uZP5sbyRtkdkWkP/5QyKE6nOl4j6kear5lcg12jto8aK1+alKhmimS1ETi30394fkfQ35QWjzpfedtT4puFgOLs4ciQZNEU4HMbivkqf0/lNaHavklTJORsq6zSRhMNxaZt6ubX9VqzJ186XaZa3ithZlVSSwUQH0bknaZP7E8vXzvVsy/vvl3zt/fdLBshHRUFiKamjxET1eqm+vq72DQ0KdjAl4XhgY5XmyHho9bD/cgaXC7WuhW7vqfgvT3F6Zq9RQQacmA0tH/Y/dkxt6PkF9BinkiE2/ErF02m086XxQ402EFUZ0nfZbYnGE3EBxvJ0fh2a3w9LBkDOaaut0kQiZh11gxTGG6XclaeyO0cJKXflsTD2Y+7Kek7F/xRHDGjuFcZ4Fad4DFgxRlzfvoQdpscqjtupSj+0Hu35+OVKq0egfj/Y+KTn4Hoz1yhpsnLkzcTDNb4Vbt8BjmiY1xFOzjNl/pWIdr40/ml0C5xZZLcVGk/EXSqgGcjKZKfX1K/XJQMhu4yeveZKI1BH3Q+estBiq8Vwy22/IbrZCFj3WNlg7g8+gLFjlTM1dqx6XugAFDpeW7dC167gcql/t2716IB5zYLzN5anv5nTC6Fqs58zB68ouv8H0nfDwXFFrwVyjQ5/FZhzWrEmXP8J9PxaJQGse6ysY16eMLI3GUkPHfNlA8emiiy9zW4rNJ5wu1V8SsahwPvY+XeR2W2VrIrGOiItPsXtVpJBGYet79vbXJ15SuZq9yUJGiO6jS++WDbGq3gM2IsvGhs/EH2/lfeqOFezRHLMV3HS96n4r+RE9dzsNUrfpz5DrvzgbM7PUPrB0xuLHJ9p/LxI+5vyADrgXmMZeSkik2oofTJN5LH6QZGDnwfXx663lUiuWQFfjXci8Uax6n7vmW/B4GuumcdUYsi51T4195InKd3G5Is5ysEqHVzvcnl8PTkjR51XOuDerL5f7gWRybUC04O8XJwvEZGjk4p0L81eoy0viyQ+H5y9xTm7Un3vrH5QJOe8//aR+DdVCqPOl9521Pgnpg7Uag8X1tpticYThVuPwXDti9D2KVg8QOn5aa5MQrT16JNqzVXV8zUPQN4Fr5p7a2tlAhA7pwp0eQd+iP45gJ+JDvXcw+uxs5WcTZmAe7P6fkcnQuOhgelBXk60uE/Nc/3j6rnRa+R2WR8P16AfDN0GVRqpunFJU63rO8K5QtI5NCGn4S0qHiJuoN2WaErTYADseEPFZwQjqdL+eVUMc8lAuHkpVGthmYmaCCFuIOz6a/CfFbM0uR3OP6yq4w+cX1R0tZDsUwzNfIkf635D7773m6pinnZmGxWX38rIbo2Cs/HwV6oYcXngundhUV/Y94HSlDTCmUVQpTHU7mCtLRWqQrd/qQzsDY/DsUlKNqpyA2vHiTD0ypfGGI0G66D7SKXGVerfzEPB93XNc9DuGbUClnk0+P7KKSlZ+SX+jRhqtFXVyTMPmzvP5VIrIS6X59dBBWt7kQXipZeg4xuqMv6uv5c67oS1DxLV7tfccesjPiWIPL1eu2EXqtVpSezF5ebmVJzUbWpVLu6mssf8zavw9UBleoy0N9uPv75mz4M+k2D3W0qv0wiHvypb0d5Ku+v3giFbVIb9vM5w9Psru8SRkb3JSHromC+bcOaJTK6p4iI0kceah0UOfGpdf3s/VIURQxGcXQ5YNO99kQnIZ0t32m1KWVaPEjnwmblzhg9XIcL16ok4neo1p1M9NxMon3VSZHojkdNLivre8rLIkltE3JfOCSRQfv8nKlg+UBLGimx91fMxI/OagHmbrUoS8BYHZaSv47NEZjT3/72em3wpHi4l8LHMcGGjKgS94i6R7FP+5xpBoAPuNZaz7A4VrKmJPA5+roJWrWTfx+qL+eJBa/stB+QvGCAXJl0tmdvft9uUshz4TDlgZijuaBU6YMWfm5EFOr1IOWDZp0VOzFUSNMXlrgKRvMlLU85BID8OnXmq+r+3z7mReU3AvM2eHIlA5u7NITHa1+YXRJYNLXJ+PbHvI5HVD3g/HoyUkzecucohnlpf5ND4kgoIEYx2vjTWs/cDkfVP2G2FxhMZh9QNLZAvOV/s/0Tp9108YG2/VzJnlqtssvPrRaY3EXHm2G1RSS4eVCn+Zj8rxR2uwkehI2ZWFmj765L/43WS9X1dST+2tOxYgUjerB4lsvc/5uYkIpI0TWTRjb7b+JvXBMzbbMRpCqYfo3258kUW9BbZ+Zb3fuZ3Fzm1wPvxQOw2SvJmkbldJG/xbZ6zWiMM7XxprCdtt1oJsfoGrwket1u9N+l7re/7wKdqdSJ9v/V9X2m43epGfugr9Xz5MPWjJZJwuy+9n/vMn+t0lry5Fm5BFncAXK6SbUo7XiIi+dnimuCQ41/Vl0+We1lxcrtL9uPve+f0IpF515mf07I7it4vX/iaV+H8zdjsz2myoh+jfWUdV/W7ziwveyx1u/q8uJy+xzFrtxlc+bJ15uMiE5BxS3db02eIMOp86YB7jXFqXgPigowDdluiKc3P2n0hKCNw1a+g0+sqC/LiPuv7v5I4u0ypBRTq3nV6HXb/A5w5tppVAocDGgRQcsLlgoYNS77WsGHJIHyjskA7XsVZtx+1KzkY1Wx32bFEzEnegAqWz0tWwfNGyTkD51erTDtfGJlXIDZ7wqp+zPRVtSn0HA9rHyqr93roK2j1GERFh8/u0kRVpNmg/3G2YmcebL43+P4iASMeWiQ99MqXzawbrfb/NZHHoa9UEc1Q9j+9sVoB1ZTF7RZZ2Ffk8DclX18xXGTPe/bY5I2DX/qO4SmNlTFfSdNVMkdussjZFWrFJTOpaKxg4oe2/UkFzxtl1zvqO80XV3rMV3G2viqy+OaiVS5XviqQ6y/sIBQxX57Y/4nIyrut6StEoLcdNSHhyES1laKJPDKOqBtZKLeFD319yQHbFboxLldOLxKZ3U7EVVDy9ZStSgKqINMeuzyRcdjcZ8WqbMeMQyqA+vz6or53vqVijgola4LJnCvs32kgLsjtFpnTXlVZ98WVnO1YGpdTZPFAkW1/Vs+TZogs7Of10gQ1ViDkpamseyPV8G1CO1+a0JBzVmUVBavtpQkNM1uG3jE6/K0K7k/dEdpxLifcbuVAHP7O8/GV9xTpG0YKM1sYX8V0OpUD5nR6fr1w5cuXLFB+lsi8bmVj4NwulW23+YVLz01K3pRmUX8VRO+P8+uVtI2//vzNq3Dly6zN3la+rOgn0L5EVBbq9MYipxaqH9pG5KiCfc/MsHqUyJ5/W9efxRh1vhyq7eVDfHy8JCQk2G1G+Wb+dRD/EdTvY7clmtKsfxxi46Hdb0I7ztGJsPl5uGkh1O4U2rEuB04tgM3PwtCdnmNj0nbA0sEw7BBUqBZ++zyQt+IBEjNacs3AN01VlPfIRAeM8nMv2fRbyD0LfaeUra6flwzzu0H8f6DpXcHZcvhrJVMzYI7vdhufgqrNoOMrwY0HxuZvxTmh7Kc4Z5fhXnU/BQU5ZA09RmytWGv7D4Yzi2HzCzB0q92WeMThcCSKSLy/djrgXmOeQqkhTeTRYEB4tPtajoLu/4alt5gLcL4SEYEdf4aOf/YelFy7EzToD/s/Dq9tPkg+f5geae+yZs3k0A929Ac4vQBu+MKzrFGlutB3Emz4FWQeCW6s5veqIPqcM97bOHMgaTK0ejS4sa5U4gZyOLoHlSSTKVtT7bamJHE3QX4qpGyx25Kg0M6XxjxaaihyiRsI55aDuP02DZoW96uVimW3Qmpk/goNC6d/AmcGNB/pu12nP8Oed6EgIzx2+aFB5Xy21HqaoZkvq1WggouhGejiPkh8Wq14xdTy3q5eT+jwR1g9Elx5gY9XoRo0uxuOfOu9zYkZENsDqjULfJwrnNjB0wAYGR9h18gRBa0fU3JHlzHa+dKYp35ftY2Sn263JZrSVGsGFWtBuof0/VDQfCTEfwzLboOUzeEZMwAy8jL4fPPnvLToJT7f/DkZeRY5QCKw/TVVUsJfKn6ta6HhzbD/I+vGDlRPL3UbFZwpXH/7u0TfsRPECXM7qe1TK3FmK2eqy98g9jr/Nrd7Bqo2V1vawdD6F+rm7O0aHP4KWnvRKdQAEFu9svo32C3pUND6F3Ds++CcdJvRzpfGPNGVoV7v8GxvacwTqnpf3mh+D/T4HywfAimJ4RvXIKuTVtPkvSY8+9OzvLP2HZ796VmavNeE1Umrg+/81Fxw50Gze4y17/ga7H3fmlWmmTPh7rtL1lKSS7WW7r5bHffG4WK1m2JqwQ2fww2fwaYxsP4JyE8L3j6AhKehdmdo8ytjNs+aBT2/hNPz4dikwMet3xfcBZC8seyxrCT1Q6HZ8MD719hL9dZQqwOc9BPXF8Fo50sTGI0Gwxkd9xWRBFJAM1iajYDrP4XlQyF5U3jH9kFGXgZDJwwlIz+DrIIsALIKssjIV69n5mcG3rkIbL8U6+Uw+FVaqz00ugX2/SfwcQsZPhzGjoUPPihyZp57Tj0fO1Yd94QrXyVMtP5Fydcb3QJDd0B0JZjbEU7+GJx9h8fDhbXQ45OiOC8jNsfUVluUCb+Di/sDG9vhKFr9KmPX12rLPLpyoDPTRAKtR1/WW4/a+dIERsPBcFrHfUUkcQPg3IrwxH0Vp+ldcP3nsPx2uLAhvGN7YdKuSbi9XAe3uJm0M4jVlZOzleJDsxHmzuv4Guz7IPhte4cD3n+/yJmJiipyYt5/33NgO8CpH5UTLnui1QAAIABJREFUWKNN2WMVa0CP/0LvbyFxLKx9BPJSzNuWthO2/B/0nQoVq5u3ObYbdP4LzhXD+WLZNlKy8s3b0OpR3Ed/4PNlO4vOFzccGW/7lmOhPQHNKwT9XJY0vxfOr1WKEpchFew2QHOZUrsTOC+qzKTqrey2RlOcqk1U9ljaDqjTJbxjN70THF/BijvhxllQv1d4xy/FgeQDP694lSarIIuDKQcD61gEdryuYr2MrnoVUrMdNBqiHLBOrwU2fiGFzswHHxS95svxAiUX48/5iBsIQ7fD1j/CvI4qrs+ok1mQAavvhevehdodAre59RPkJ77CExldYZaxoUsTBfzydCc+27SHXw24Bs6tgugqqhyLjWxb8QEDgdhZlYLqp7AAxOJ1S7hv0JCg7bqsKEysOPotXPuS3daYRjtfmsBwRKnVrzOL4Kon7bZGU5q4S1uP4Xa+AJrcDr2+hpV3wY0zoX7v8NtwibZ121KtYjWPDli1itW4KvaqwDo+MRNwBF6TquOfYFEvuPoZtc0WKIXbdsV57jnvDlihlmGf7/33XaEaxH+gkio2PK5isOI/hMr1fduz8UkVc9X6seBs3vkGFet04tNKn3Jvj5YBBX6npJ0nY8l9POZ8BgqmFQXa+3JOQ03aTvpnv8PkBvMY1OvmoALaU7Ly2bbiA+7Jfg4K+pVcZSwPtB4NG38J7V+09z0NAL3tqAkcvfUYuTS4VHLCLhoPgV7fwsrhcM6CwPYAub/D/UR5WZmKckRxf8f7zXcqblXXq9MbgX/h12wLTe5UwfeBUjpeyu0uG09VmiPfqhUsMzfpBn1hyFYlvjyvMxyb7D2L8OA4lWnb/cPgbD41Hw6Pp+KNk3hyQLuAHZTY2vVpMWIRMTVa4lzQh7wjk0lt4KckSCgpyITVI4nq9i73DRoSdCZhbLUYBg79P6Ib9IGNY6wRsb6cqN9H/T1eWG+3JabRzpcmcBoOgrNLwe2y2xJNaeL6w7mV9r43jW+F3hNg1Qhliw3UqFSDeQ/No0ZMDapVVJXlq1WsRo0Y9Xr1mABWCo5Ph6hK0OSO4Izr8Coc+DiwmCpQmYOl46WKx1OVznYUCbzEQoWq0O1duHGGcjxX3ws5Z0u2SdkM2/+kguUrVAnc5qzjsH409JkIVeLM21qaqApw/ThO59YAt5PJOwuC7zMQRJSDVK+391XBQIn/ENJ3wKHPrO030vGVWBHpGNEgiqSH1naMMH7sIHJho91WaDwx5xqR5ES7rRA5vViJHZ9ZZpsJGXkZ8nni5/KHRX+QzxM/l4y8jMA6crvUZ/7Ej9YYtu5xka2vBGiLST09o1qG/nDmiGz5g8i0BkrL0u1W+oKzWosc/SE4m515Igt6KbFti0m+mCHZE+tI6lmDepZm8KavWJwD40TmdhIpyLJ+fBGR9L0iU+uJJG+2rk8j87KbrOMik2uH7rqaBIPajnrlSxMcDQdrqaFIJW4gnF1utxWqsGjfSbD6Pjiz1BYTqsdU54luT/DWoLd4otsTga14ASRNUbFQjYdaY1jHV3Hv+y8TFi83n7HmcMCIEWW3Pr28nrv/czZGDSMlO8iVn+jK0PUt6D8Xdv+D/MXqWuTWv0WVcAjG5m1/hJg6cO2Lwdnogdga1anS7lFqn55oed9+SdkC2165tCpYNTRj1Lxaae6uHlm+CmBXbQr1blAr0pcROuBeExwNB8Oed6wRp9VYS4MBKsan/e/ttkQ5gn2nqO2qPt+rLevLDbcLdrwB3d6zLri3eitSqcdD5wYGnNFnlMrA9cC4hN8wpr+HMhNmqRsPtyWSMv16GgIbUpvSXyTwa3NiFhyfCrclms8gNUrr0SoT14gigVXkpyuHKP4j5SCFkhb3qy3+DU94FjC/Umk9Gg5+Cq0ettsSw2jnSxMccf1hzf0qkLS8ZdpEOnEDVOaZ26niXuwmrj/0mw6r7oHe36minpcTSZOVdFOjWy3tNqbrGyTtGEf12xaGVMolJTOX2NlVrNXqi44htm5zEjN700emwPLVqtiuWc3EzMNKVLv/HFUmJVTU6QKV6qlY1UaDQzdOISLKEWp0q/9VQavo9h4s6gP7P1TZtOWBpnfBpt9A5lGo3tJuawyhtx01wVGhmqqZY1NAtcYHlRuoJflIEr1u0E8Fba99GE79ZLc1xnG7YOcb0PlNy1cTajQfTHP3FmKrmPw6Nqnt6FWrLxiNyNxzxCSvpPuQt6kwZJPKPvupm1qFMJp558pTW9IdXlHbR8HYY4RwVkbf/yFkHVUOkRGsmHt0Jeg7GXb+NWKKHYec6MrQ4gE48rXdlhhGO1+a4NFSQ5FLgwGRp8FZv4+q/7XuUTg5z25rjHHse7ViEort0sr1oFoL87qYwWg7WtXPke/UqkPFGhBVETq+Cjcvg4OfwdLBaiXCH5ufV/MvXKWxal7eaDkKTs2zTr/SGxc2KAeo72TlEBnBqrlXb61WINfcH3g27eVG69FK0ircyh6BYiQqP5IeOtsxArmwUeTHa+22QuOJY1NFlg6x2wrPnF+nsiBPzLHbEt+4CkRmt1VZm6Fi0zPmM/zcbpGxY0VA/evpeWk8Za8F0k/heT929JzF6ioQ2fUPkal1RfZ9pLJEPXH0B5FZbUTy0oK3xwwr7xXZ/7/g+ymk9HXNTRaZ2UIkaYa5fqyee+LvRZbd4f36++NyyHYs5OfP41JbzcBgtqPtzpTZh3a+IhCXU2RKrEjWCbst0ZQm57zI5JrqZhiJnN+gShYcn2W3Jd45NF5k0Y3W3PS9kTRDZOmt5s8rfnMufHi5SaceXy8yAUnOzAuqn5+5sElkZivfN/a0PSILekn+TzfKxMWLS4ydlrRSsr+vI2kn1ltjjxlOzBX56XpLukpJPlHiuiZfzJbjU/tI9vqxgXVo5dxd+ap0x663A7PlcnK+RER2/0tkzSO2mmDU+XKotpcP8fHxkpCQYLcZmtKsvk+l37f+hd2WaEozrzNc/5mKp4lEkhNgxe3QYxw0G263NSVxO+HHa+CGz1UCQ6jIS4FZLeHeZLV9ZwYRJVBdiNtdNi4tbSfueV2Iws24Jgc9Zzsa6ac4m34LleP861O6Xayd/xq90//u8bBl9pjB7YRZLeCmRVDrWvPn55yFE9MhaSp55zZRSTLKNPkmbi2P3hygtqmVc886Dgt6qOzHBv3MnTvRAaMuIx8h9xzMaQfDk6BiTVtMcDgciSLiVzxUx3xprEFLDUUudksN+aNuPAyYB5vGRF6tniPfQtVmoXW8ACrFQo02yhE1g3jRSSz+o9qZBWseILft/5ETFcv97T3U+TLST3FcuXDsB2OV2qOiuWbAnwFIuStP3cxHCalDTpEe1ZRRjTcFb49ZoipAq0fMBd7nnIb9H8PiAfDj1Uqku93vyLr9OOOaHPx5bil35bG12i95QN4ILP7I6rlXawY9v4I1Dyrn5EqmcgP1t3psst2W+MfI8lgkPfS2Y4SScURtHwUaW6AJHYFuaYWb5M0i0+JEjk2x2xKFK19tq51dEZ7xEp4T2fk34+2NxAe53SJrH1UPt1tk7wci87qpKvVm+inN0R9EFt9sbn6etrCSE1Tc38UDwdkTCOl7RaY1VO+zN7JOqGu2sJ+qor7mYZHjM0teP0+48kUW9hXZ+XdzNoVy7lv/KLJkkAoTMcrltu0oot6fBb1tGx4d86UJO7PbiqRstdsKTWlyk0Um1fB9k4kUUrYqB+zoJLstETnwmXkHIxiOz1I3R6NMn172plz8Zj19usjBL1QyTEFm0fGV94hs/I25fkqz9FYlLWQGbzfyfR+LzOsqUpAduD2BsqCXyPHZJV/LTBLZ8766gU+pI7L2MZUU4sw113fWCeXcnVlu/JxQzt1VILKov8j2N4yfczk6X658tRCQvteW4bXzpQk/G38jsusdu63QeGJeV5Fza+22whgp29RN68j39tngzFPZaudWh2/MvFSRSdXV2Ebwp5OYvEVp/aWV0jLMS1MZhoXX16xGZNZx5ZSY1dLzdiN3u0VW3S+y/leB2RMMBz4VWTFCJPOoyO53RX7qqZKH1o0WOTnP+HvhjVMLRKY3Fsk+Y6x9qOeefUpkeiPjmbuXo/MlorI8t/zBlqGNOl865ktjHQ0Hwxkd9xWRNBgI5yKs3pc36nRWgdCbnyNr+3uMW3HIvO5hkGTv+BfHC5qQUrVH+AaNqY2zcjPmL/za2Hx96CSmDOxH2qIRZHb4J9RqX2qcWtB3Cu6Ep5m0eKHSejShEZm97yt2V7iVlDyLVBMcDrjhM1xnlrN0/rum7QmGlDp3IidmkD2rE7kpu5Xs0N1noOeX0HgIRAepONDoFmjzS1g7ShXq9YdJvU7TVGkEvb6DdY9A9qng+opkWo+GI98Yu+Y2obMdNf/P3nnHR1Wl//99UyGdUAKEXqWooQgICNjBhg2xsKJrd3etK8oP17brrrK7uurXdVVsKCqgKEhTkd57C72XQEIS0kPanN8fJ0PaJHNn5t65U8779bqvMHfOfc4zN0PmmXOe5/kYR2ku/NgGbs2AsMZWe6Oozok5stv2FX4UHGdvxbawHyFY1zSx3ko8kyj+JpHG4qxh9hryf/n81xmW86Ipth3ipHJu5qJ5jMm4wW1/PKHb9u94dlSKOb9rWwUsuQaaD4WLXjXevjvs+CukL4IrfmtYeszfqh2rs/ASqUjRepRXp9Vb7egDgm+KgCEiHhIugjMrvaObptBPi2Gw+h6oKPX827y3SEyhotkIfrGNYcBlvzdV97A2xRsnsictx1gdRGeU5hAZUkGW1o1GPR4n+sIn3TaVXVhK4uzIBv3vPezPMOdFskeXuHRvswtKSJzTyPB7c+WlV8NsXPbHE/IP/cTZTX/nsSt7m/e7DgmFwV9L2aXmQ3xD07T3JPl3evtLkOK4BYjfY5eR8nLwpRe17agwFrX16JtEJEBsN8hab7UnLhGefCUjm+/xauAF0LjN1fSJ3OravMJDXb6j3xLS+hqajppH9L7XIctBC4bqlJVB167yZ63ziSm9AEiMCq/Xp8Rf5zsd41gjUkrl1Lk3Nhs8/7z86eh8AzYRgsRf5rnljyfElh2mXYc+PH11d3PfY42TYPA0WDMeik6aN49etBApbn/kS/+R+HKVDnfBqZ99Vl5Jd/ClaVoLTdPa2Q8d4z/VNC1D07Sd9Tw/QtO0XE3TtlYeTjr1KfyCVir48lmSLvc9nUdntLgc0pd6f95ml0LuDigr0H+Np7p8hz6T39Zju8AlH8jGxaUNbEH27AkHDkDjxlUBWFmZfHzggD6fjPDbzsSJMHky9OtXFYDZbPLx5Mne90cPeXshtrtx9hoiaQR0/xOsuhNsDnqteZtGzWHwN7Dufig8ZrU3xhPRBFqNgiNfW+2JY5xl5AM3AfuBQuAwYANSdVw3DOgL7Kzn+RHAXD1VAdUPVe3o41SUCjEjXojidKs9UdTmxFwhFl1htReuUVEq22Scy/T+3L8OE+LkAv3jPenRlJMqq+Kqy0BtfFKIpTfVf11pqRChodJ+aGjdx9Nw7pOeMXo1IisqhEhJkdelpNR9bKY/7rLoStd+x55iqxBi8UghNk/w3pzOSJ0sqzwdVXb6a7WjnZMLZV87L4JRrSaAbUBTYEvl48uBj3QZhw4q+ApClo0W4vA0q71Q1KYkp7KVgYv9iqxm8bVCHPve+/Nue1mILc+7do27unyb/1x3rvISqT+461/1X1c94LIf9kDM/sHZkE96xtQi5+ji+jUiqwdc9sMeiJnkj0f80EaI/IPG2nRG8Rkhfmhbt7+YVdgqhFh6o2zyWxt/D74qyuXvOHub16bUG3zp2XYsE0JkASGapoUIIZYAKR4uuNm5VNO0bZqmLdA0rVd9gzRNe1jTtI2apm08c+aMQVMrTEPlffkmEfEQ1wMy11rtiWskWbT16M42rabB22/XPPf22w23CLCVweGv5JZjdUIjYOgM2D0ZzqxyfG14OBQX1zxXXCzPu+KTXr+L0oheORKAmRuP1/UnJAQ2bap5btOmmjqFRvrjCeWFUJIJUe2Ns6mHRs1gyLew/kEoOOLduR2hhcCgz+HED3D8B6u9MZaQUOh4r2syUl5CT/CVo2laDLAcmKZp2jtAuQFzbwbaCyEuBt4D6t3IF0J8JIToL4To37x5cwOmVpiKXefRnq+h8B2SfFzn0REtLMpVazYQclOhLE//NfbcpOo40+VLWwgxHSHOQe5RdHsY+EmlLp+DL572HK/qVM8B0+uTnjG2clh9F2WdH6copBl3dThc1x97jld1queAGemPp+Tvh5jO8gPa2zQfDD2el3l9Fd7tYeeQyEQYMh3WPwL5B632xlg63gdHpvnGfa6GnuBrNFAEPA0sBA4CHjdjEULkCSEKKv89HwjXNK2Zp3YVPkBsV9k7Jm+P1Z4oapM0wv+S7hP7QtExx8GHmYQ2gqYDIGOlvvH2gOGdd+DJJ2XA8eST8nFDgYM90b4+km+ADnfLxpjVhZrtgVdFBYSGQmmp/FlRURWQOfPJFb+3vwQhjWg84N9EDfuSuM33QXF6lT/2wGvrVkhJkX6kpMjH9oDMSH88JW+v44DXW1zwNES1hi3PWedDdZoNgN5/qQwIz1ntjXHEdZW/5zQfq+p0ti8JjHJw7lE9e5o0nPPVkqomrwOAY/bHDR0q58tPWPugELv/Y7UXitqU5gkxPbpKR89fWHKdNYLb21+T+Vh6cEeXrzhDFqiU5jZsu6JMijvv+FvVuS5dauZ4CVEzB2wazn3SM2bWLCFOzJO5M8UZVfNvnSQT1u1CzRMm1MzxEqJmDpiR/hjB9leF2DLRGFvuUpItxdt9RUzeZhNi+e1CrH9MPvb3nC87Bz6RxSteAAMT7lcDV1R7PAFYoOO6b4BTQBlwAngAeNQeuAF/BFKRCf1rgcF6HFbBl59wZLoQS6632guFIxYOEuL0Yqu9cI1d/6wpBu0t0pcLsUDn3xx3dPl2vy3EqnH67J8Xaq783ZWWygCstJZguv28vXKwIZ/0jMk/IoWK01fUfL6iTIhfR8jCBCFkoDVhQlXgdX5c5Xmj/DEq6X7l3UIc/MwYW56QuUGI75oLkbffak8kJTlCzO4itT8DJfgqzZNfcvRqbHqA3uDLqbxQ5VbgXOA5YCRwAXCnEMKSRiVKXshPKMmC2R3htkz/6ageLGydCCHhUnrDX8jaCGvHw/Wp3p23ogQxM4HPmy9n9KCLjW3EKQQsSIG+b0PLK/Rdc+pXWHsfjNwEjVvWO+xsTgZN5ic12C3e3gW/wTH5BZQtvIzYrncQlTKx7oDiU7CwHwz6wrmqhR6pGm/K2SzsD/3eg+aXeme+htj3Xzj4MVy92jek2c5uxbboakLKMr2qOGAqa+6DhAuhx7OmTqNXXshpzpcQIhPZ6+t9oDVwu1WBl8KPiGwq99kz11jtiaI2/thstUkfKQRcPcfIG5RkIWyl3J8+gJ/XrjDW9tktMpk/aYT+a1pdDZ0fkgn49YkGC0HO4nEAJM6OlAGNgyNxdqTzMT/FklS2lS9zbnc8V+NWlZ3b7/WNzu16EQLy9lmb81Wdro/JZq+bn7LaE0mTFPaFDwfqqWr1R+xyQz5SCFZv8KVpWr6maXmapuUDB4BuwBggT9M0F8p/FEGLajnhmzQfIj/4y4us9kQ/IaHQ4jLvVmpWVved6z4JgLFnx8Lut+oPelzl0GfQcbws9XeF3n8BLRR2vOL4+b3/oW2js3zcOpXs0SVyJcnBkT26BEDXmDGXNNCOIely6PaHys7tRhTCe4FzpyE0Ulb5+QKaBgM/li1VDn9ltTcAJF32DiVaDGP6BEiHgRbDoKIYsn1j56ze//VCiFghRFy1n42EEDH2x950UuGnKKkh3yQsGhIuhszVVnviGi1GuN7vSwj3dQIrq/ui+r4CQMi16+DkHPh1KOTuds2P2lSUwNFvoNP4us851UjU5GrToc9km4rqnFkDu94gbNhMHhrRs2FtR7uWYuOweudLfO0vcowzvcWeE+X7avuLLt4IizC60tGT95md8FgYOhM2Pw25u4zzzU2aNE0mslkKiQX19JjzNzRNtp3wkZ5fTr9yaZr2m55zCkUdmg2WH1I+Kmwa1Pjj1mPS5ZDhos/u6gSenC9Fhwd/VbUyFdsZrlwMHX8Hi4ZB6htur/QU7niL07Z2ZGvJdZ90ppE4caIUah7ytcz/KqzcFjqXKVefBnwMMR30vX498+mxM3sOXPql7Kd0cq5b98Sr5O2VQvNGYZQeZZOLIOVNWDlGNoG1muSb4MQcq70wjk7j4eh032ilUV8mPtAIKSu0DWgCJFYeHYDderL5zThUtaOfsXiU75RRK6o4tUiInwdb7YVr2CqEmNlEiMKTLlzjhk5gwdG61X21q77yDwvx21VCLOgvxNkdrvlz6EtRPi1MHPiktfjfEgcVbs40EqtXE+78h/w9lp+T/9c2P+fa65+GMZqM9vuYsVLeu4IjdV+Xnso5b1XXbXxaiNQ3jLNnpB6lzSbE6vFCrPqd8XJKrpKzW4hZydb7YSS/XSUrOU0CT1tNAE8ihbRLgEOV/z5cGYz9UY9xMw4VfPkZu98SYt3DVnuhqE1Zoez3VZpvtSeusWy0EIe/du0aV3QCy0tkK47UyTXPOwoKbDYh9n8sxHfNROGml8VHS3Y71jusJPvMYXHk+8tF2U+9Rc7RpeLMjB6iYMc7jgc3pJFYw4cKIZZcJ8rm9BRpM/uJrLwC116//XV5qslYnV3/lJqUtYWafSn4WnK9EMd+MNamkXqUZQVCzO0lxIEpxvroKjabEHO6CpG1yVo/jOTwNCF+u8Y083qDLz2tJv4khHjP+DU391CtJvyMnJ2w7Ea46ZCxumwKz/l1GPSaBK2vtdoT/ex5R0r+DPzIteuEqKkvaLM5fj9uegYKDsCwH2smwjfUAqHwOMcW/o52Jct0ufJx6108NKIH5B+AXwbDiPnQ1EFlus0mO9bbqaio+RrsHP4aseYe/n7yfpoNmMQjwzvXHVPf66/+uuqbr/oYPfdRCFg+GmI6Qb//VJ33pVYTc7rC8DkQ38NYu3rfZ3rI3S23t69YBE0uNsY/d9j8ZwiLgYtesc4HIykvhh+TYdQ2iG5ruHkjW028p2lab03T7tA07V77YYybioAnvhfYSqAgwPTCAgF/1Hl0J1dNCH06gcd/kOLCgz53rQIxui0x1/4MOKkcvEnmmdx2SWVwFNsFLvmvlHMpPVvTph6NRJCtN7Y+R1HPyTzddg5jezjIQdPz+o3SZAQZbFz6BZyYDce+r+uP1VSUSrmqGAdBqifovT96ie8B/d6R+V+u6IsaTfKNcPIn6+Y3mrDG0O4OODzVUjf0JNy/jBS+fg+4HJiM7PulUDhH01TLCV/FH3UeE3pD2VkoOqFvvP0D0ZlOYP5BKSo8ZLpb7QcSYyp7ZjXQjNLhmHa3yw+3tfdX+eJMI/F8UnwFrL4bOj9AdMpzRKW8SMLmcbKSUu/r1zOfK/fRTkQTGDoDNjwqV/h8iYKDENXW2ObPrt4fvXS4G5KugHUPWtefqvkQKDyi//+cP9Dpfjj0ubU9v5ztSwI7kEHatsrHScBPevY0zThUzpcfcuhLIZbdYrUXitqUF1fmfeVZ7YlrLL9Vvqf0oEcnsLxYiPl9hdjzbv12jMpXcjSmvETmSO36t3zsTCNxwgR5bttLQiy6vEpb0WaT/882/LHKth4tRSM0GevTW9zznhDzU+Q99pWcr2M/SK1QIzFTj7K8WN7Dvf9njK/usOoeIfZ9YN38RmOzCfFTDykfZjAYqO24vvLnJiAO0IBUPcbNOFTw5YcUnRJiRoLUglP4Fr+OEOLkfKu9cI097wmx5vf6xurRCVz/mBQTbigx2szgSwhZPfl9CyEyVjnXSKyoECLtZyFmtZb/t6pTclaI2Z2ktqoQ+rQUjdBkrO/e2WxCrBgjxLpHfCf4Sn1TVjsaidl6lHn7pf5j5nrP7LjLkemymjaQSJ0sxJr7DTerN/jSk9iwUdO0BODjygBsM7De0OU3RWDTuCVEt4OsDVZ7oqhFUVw/Dq59j+zCUqtd0U/SCP25apoGt9xSN+nZfv7ot1IvceAUawtCYjrAwE+oWHknXyzdRPZLf62bXB8SAm++ydnsoxQuG0de38/r6jtGJMDQmdg2/IFvFy0iu6is3teffaXUk8wuLoc336x3Pvv4Bu9jffdO02DgFCpOLZJz+cL7zOgGq+D+/dFLbBe45APH+YHeoNW1cGYllBV4f26z6Pg7medp0WvSk3D/OFAohPgfcDUwXghxv+meKQILlfflkxxNO0b74p+Zt26T1a7oJ74XlOVD4THP7OTugU1PwGUzISLeGN88IfkGtodex/jTAxrUW2zySyeibWf45kgnx3YS+7Iy6gnuzLi6Yd3GuQkAzF5vcjf18Dh+iXwegO/X+0D+V74JwZc3aHcbtBktBaK9nasUEQ/NBgbW3/DGLaH5UDj+nSXTN6Tt2LfyuB34RtO0Psgmq2GapvX1moeKwEAFXz5Jx+ZxpDUawp1lL/iPLp+mVRYLLHXfRnkRrLwdLv47NEkxyjOPaX/lu4BOvcX+9ZfJ9x7+vC47qdF3cw+vmf5hPvCy8aRFXMKdbXaaOo8ujO5u701SJktdyj1veX/u5JukvFYg0fl+y+SGGlr5+nfl8QegDbCw2rl/me+aIqBocRmc3WptybSiDo2yV9Du8v8QHh4BO172zqTCAB28FiNclxqqzsY/QJM+0PlBWd13yy3yZ3Vqn29Ib9F+3sMxiY3DAKTuYj33JzEqXI7Ro9voZEyv66cQce4o7DO3lWNidASt+z5O7MkvTZ3HKSXZshq0cStr/XCX0AhZRbp7MpzxsuZi8o1wcp5xwvK+QOsbZD+1fAtaIelJDJM5ZDyhd6yZh0q492MWXSnE8dlWe6GwU3hSiJmJskt6cbr67asFAAAgAElEQVSUEfFG8r0RlWE5u4T4sb178x/4VFY62bv733yznLdZMyHKKysHy8vlY5DPT8N5BaLRYxq6P3oqEPVWKeYflMncZ9Y6vl9GJcGX5svCm9pFAmbMVR9n1gixIAA+Q078JMQPbYUozvDuvPMulEUhgcTGJ4XY+qJh5jCw2rER8AzwA/A98BTQSI9xMw4VfPkxqW/ULINXWMuhr2q2AElfJsT3SUIUHDN3XiN08Gw26Wv+Ydfmzt4mxHfNhMhJrTpXPdCyB2C1H0/Dud6ikWOc3R89eouuaDIemyWD2XNZde+ZkQHRmvvrSjeZNZcjDn4uxMq7zZ3DW2x5XojF18ovT95i6yQhtrzgvfm8QfZWGcjaW7Z4iJHB1wzgE2SD1cuBj4CZeoybcajgy4/J2iTET92t9kJhZ+2DdXtbpb4htQ1r6/IZjQE6eOd+u0Gs/umFBvUUq5OVeUzkfttG5O/+tO6T1QMu+1F9Jay2ALUjvUUjxzi7P3r0Fl3VZNz4tChdMFT8b/Ge8/c0K+esENPQfY+dkr5crjrW93s2O/jaMlGI7a+aO4e3qCgT4pfLhNjxN+/NeWatEHN7em8+bzG/jxBpvxhiSm/wpUfbcZsQ4mJn57yF0nb0Y4QNZiXByE2y9YTCWuZ0kRqGCb2rzgkbLLtJVoP1/be58wvhkQ7e4VlX0/HcIpen/azVJu6/3EHNUEUFhIVVPS4vr9I6tGsONqS3aPSYhu6PHr1FVzUZs7ZQ8fNAQimrc2vWxj3HoOv+DiFhdZ5zCSHgp24w+CtZPVcbs7UdV9wGbcdAhzvNm8ObFJ2Ehf1hyNdSestshA1+aA1Xr4JYg+WZrGTve5C5Rt5HDzFM2xHYomnaoGqGBwJezvRTBARaCLS8SlU9+gKFx6EsF+J71jyvhUhdvuPfyx44ZiGExzp4baKKmNv08wYr+mpX922Pvo97xEt156mogJa1ema1bFkzCV+P/qFRY/TeHz3j9IwpK4A1d1Hc5wM+TD5w/p5mjy7h66Ql9IvYKEXAczysVtQ06HSfZRVm5O3zzzYT9RGVDJdOhdXjoPi0+fNpIZB8Q2BpPYKUcUqbD6U53pvT2dIYsBuwAUcqDxuQipQd2q5nec3IQ207+jkHPhFixVirvVAcmiq7utfHmbUyCTv/oPFzG5HzVVYgpZHKCl2bu7xEiIUDhdj1z2rngjzny2aTeVBrH2j4d7b/Q5kvt+OvQlSUunbfq1NwTIiZTYQoK6r7nJnbjhXlQnzbSL53Ao1tL9eUmjKT47PlXIHG8tsNkVDCwJyv9g0deiYx8lDBl59TcEz+AfdmkqiiLmvud64Vt/s/UvOwvNjYuY2odkz7WYhfhro3f8HRSimflfJxsFc77vufEPMuchwM1bl3x4RYPFJqDWZvce/+CyHEb9cIcXha3fNmBl/5h4T4oY159q2kolxWk2/7i/lzlRUKMT1WiJJs8+fyJifmSY1VDzEs+PK1QwVfAcBPFwiRtdFqL4KbHzvUrPhzhM0mRazXP27s3Ebo4G2Z6Fl5+Im58oO4OEMGWjffXBV42al+3i5A3ZDeopFjnN0fPXqLesZkbpRfhnL36r93NpsQBz+T1237i3vFGYe/EeK3q+qeNzP4OrlABiiBStHpynYxC82fa8kNQhz+2vx5vElFmdRLdfZ30Ql6gy89OV8KhbG0vFrq6SmsoeAIVBRBXI+Gx2kaDPwUTv0MR741bn4DdPDKj0znp9Pd3NcKTL4eOoyjbMXdfLjiENlfTa+ZAA/y8Q8/kJu+BaBBvcXc9O1Ox+Sc2eN8TOY+Oeaa6+u9P2ezT8gxDeg2csstNf/taMz1V8CqsdD//yDOhY7v9rytUVshewss7AdZLhZBtb0Zsjd7LhHlCnl7XXud/kbjJJkwvvY+KDph7lxtArDbfUiY1Hv0Uj6ih6UrCoUbtLwa9v4Her1gtSfBScZS2SFeT2VhRLzsqL3kWkjs4xvJyifmElp0iA37VpLWaDCPDHez6uqiv3L8xxt45Fw3mF3/MLvq48yNxx3PVXyasGUjAaSWYj0k2O1sOMYjI7rUHVBeiG3pTU7tNKn8+f2Ggzw0wkkAXR9CwLrfQ6uR0H6sezaikmH4HDgyDZZdD51+Dxe+DKGNnF8b2kjOe+gLuPAv7s3vKvn7INYH3r9m0mIYdH8SVt0JVy6BkHBz5km+AbY+D7Yy8+awgk73w6IRUnbM5NelVr4U3idpBGStl/p6Cu+TvsS1svTEvnDR32DlGOt/Z0UnYf1DFKZ8yMR2MxnbrcB9WyFhJFwrv703VDF5dtQp8kOTuTt5S10btgpYdRda14drVAk6rLa8IY+M8IsYl/hjXTtCwIbHiW41iA9b72/Yzk3nONzoan7X6H33X/ved6HwqOftRDQNOo6DUdvkytKCvpC5Vt+1ne6Hw5/L9gXeIM9PBbVdpecECI+HbZPMm6NxK4jpAhkrzJvDCuK6Q0xHSFto+lRuBV+apn1ktCOKICI8VurqZSy32pPgQwgpSO1qT6AuD0P8hbDxT6a4pQtbufxG3+2PxPR8mMaX/JuEzXdDeWH91wjRoI7keZ3EBrQUmyQkEXvl98RuexwKDtUcs+MVCAkjqs/LPDKsU8OajLExtBg1m+gD/6wboBz6DLI3EnnpBzwyvHPDdqIj6HjDDBplLIBj3zV8zxyRuRZSX5crmqGRTu9RnfOOaNwSLvseLnwFlt8Mm/8M5cUNX5PYH0Ibe+8DPD9Igi8tRLafODodTpi4NdjmpsBrOQHyS4E3th71JIbVPoB+7lxnxKES7gOE7a8JsekZq70IPvIPCvF9S5c6yZ+nNF8WSxz8zHC3dOFITmX1eCFW/a7+16On2k9PdaEQsvpzQb+q6s+TC2SCc9Fp/XMJIUv1f2gnxLlM+Th7a6Xk0S7X7GRtlO1A8vY7fu2OktfPZcq5j/3g2j1yheIM2U5mTlch0lc0PHbXv+TvsCGfjaCsQLaZ8EYrBl/hzBpZ1euqBJdesrcK8WNH9/6W+DKluULMiHdbNxMjqh2BUOCfegx561DBV4BwZq0UaVV4lwNThFh5l/vXn90hA4WzO4zzSQ/nhYTP1DxfViDE3F7ydTlCT58rPX217Lbs1Z8Fx6S2ZPoy1+ays/nPQiweJUTJWRmkHPrSPTt735dtH/T0zLJVCLHkurpfeozou+aIY7OEmNVKiA1P1N9bq+i0/KArzXPss1FkbRZibm9zbPsyu98WYsElQpSfM962zSYD+bM7jbdtNavGyXvnBoYEX9IOi0HKEPnCoYKvAKGiXDZaLEqz2pPgYtU4IfZ/5JmNg5+L8lntxReLVhqn+dcQBUcq+3Ktcvx8zi4ZEGZvdfy8Hp1EvfqHJTmi/IdO4uy3HUThZgeaenrtVJSK0vmDROb0bqJ4pYPmpnrt2GxylWndw3Vt1A5kUt8Q4udLHTdINUBr0yHnMuV7bnYnIU4vcTxm6U2y+bIjn43iyLcycA42bDYhlt0ixIY/mWN//R+E2PkPc2xbyanfZO87N97/eoMvXfJCwGxN036nadqt9sOUPVBF8BASKvOOTruuzadwEyFksn2LEZ7Z6TSerPI47k0fyslFD0P+QUPcc0hFKay8A3pMgOaDHY+J7wH93pEFAWV5dZ/XNHj77Zrn3n67ZrWnnjEAEfH8Fvk0CRVH+DL3DvfmAggJZ3bYRJqW72NaqYM8Or12NA0Gfizz+A5/VdeOnYzlsOdtGDLdcRWX3vlcJbIpDP5S/n5Wj4MNj0NZfs0x3sixydsb+JWOjtA0GPQppM2DYzONtx+ILSdAFoWV5cFZB0U2BqEn+EoEsoArgBsrjxtM80gRPKh+X94l/4D8GeugzYGLhF0n+zp1ad0Cfhkkk6zTl7mkzaiLrRNkZdUFzzQ8rsPdkHQFrHvQPP3DSvoPexiAMZe0r+uHC3auGCzbU9wywEG7CBfsEB4LQ2fC5qchd1fd589lwKq7YdBnEN227vOuzucOyTfA9Tuh4hzMv7Dm//vk62UbiLz9xszliGCpdHRERIJ8f2z4g/H3uMVw+Z47l2GsXavRQqDjeHO/FOhZHvOlQ207BhCeJH8rXGf/R3ILyCjsW0RlBVIT7afuQszvI8TBL4zJMTn6nUzo1StjUl4s85+qyyYZmfPl6LVXx53cKaPsCCG37ub2rMqvmobc3v/tKiG2/r/675tZOV/1cXKBzBVa+6AQJTny3ManpY9mbTsu6CcT0IOZfR8IMe9ifTJSrrD8diEOfGqsTV8g/5AQ3zV1+W8ZBuZ8dQN+A3ZWPr4IeFGPcTMOFXwFGLM7CXF2u9VeBAcr76o/Md0dHCV0n5gnxG9Xy0Tr7a+5XTEk8vbLSr7MDW5et14+NrLasTqOggR3qgaNsmMfU736cxpCbH9FiF+HS+mU+jC62lEPpblCrHtESjydmCf/BsxKNif4stmEmB4jxLks4237EzabECvvFGLtQ8baPTRViGU3G2vTV1h0uRBHZ7h0iZHB1zJgALCl2rmdeoybcajgK7AoWTRSHPj+Wu8kbgczNptcZcw/aJzNhj4oz+4QYu0DQsxIkD9dqY50tILlCke/k9qVJdn6dCT1aCnWpr4VK6vs2Kle/TkNGQQ7K2oxQmvTXU4tkr+r1ffKVRkzgq+iNFmQoZBVpXO6yYDJKM5lCjEjrqoFSyBxaKqsSnYBvcGXnpyvKCHE+lrnyo3Y8lQo8rIO0bxgBTM3HLXalcAmfx+EREB0R+/Ml9AbBk6BG/dBVHtYfLU8Ts5vsKN5dl4hp34YQknjLtD1cffmbncbtBlN6cp7+XDZwQZ1EvNOyEa/DY3RnXRugGalx3bComHoTGybnwMgr89nMmfOG367Q8sr4bodEBaLreAwgPt6nfURzPletQmPhcu+g83POM4PdIfIppBwMZxebIw9X6LtbZC5RiprGIye4CtT07TOgADQNO124JThniiCj5wdJIbkUNK4I3cnb7Xam8AmfYms4DHzg9QRjZpL7b7RR6DD72D7JJjXE/Z/ULMzfWkO7P4X4fM60aJkC6uL+nnma8pkjufaeCStq9RJ/FpzeMStGAFI3caAIb4HOyNGA/DNUc+LK0wnPAYu+T+WxLwEwK+rDf4QD9ZKx/pIuBBSJsOK2xtWh3CFQO12HxYF7W6Hw18ablpP8PUH4EPgAk3TTgJPAY8Z7oki+NjxKiG9nqf5pa8Te+AN4yvlFFW4qudoNKGR0OleGLkZLvkQTv0Ms9tzbuWD7PnxNmyzO0H2FmyX/cjsFt8zvOjfVdWZbs0XQZNrfgCc6DaOPE5BSBJ3t0016IX6Bm2u+hCAMf3rqW70QfoM/xNr4yZwS6gHmpWOUCtfdel8PzQbCOsfM+bvbvKNsuVEIP4Nt7dCMfi1OQ2+hBCHhBBXAc2BC4QQQ4UQRwz1QhF8nN0Kmauh66PyP66tVH4gK6oQBmju2cdnLPW8v5cRaBokDYdhP8I168g6vZMLimYxrelPMGQa8W0u5darbyHkwpdl366Kc/XbcnJ/dOk2Nkkm5ooZxG59GAr1rX5ln5Vl9YZvjxlIYnREjZ/+QGJ0BINGvUZEwS44/ZtxhvP3qeDLEf3fl32sDn7iua247hAWA2c3e27L12h2qfy7lbnGULNOgy9N0yo0TXsDKBJC5FeeC8A7rPAqO16VjTPDomRPlV6TIPVvgfnNyV1+/BFuvbVmvyVR2Y/p1lvl83rI2w2hURDTwTRX3SK2M41HyZyr6wdeUvO5bn+A2K6w6an6r9d7f5yNaTEMLngaVo0FW1nDPp9ZTdgv/QBIW/QAlBW4+qoVDREaKbfENj8NtgpjbObthdhuxtgKJMKiZP+vbRPll2FPSb4RTgTg1qOmQcf7DO/5pWfbMbVy3C+apiXa3THUC0Vwkb0ZstZDl0eqzrUbIxv1ZSy3zi9f4+ab4ckn4Z13qoKHp5+Wj598Uj6vB6u3HBug3hUaTZMJ+6d/g8PTHF+s9/7oGdPjOYhIhK0THc9VXgSbnoYVt6H1/ReftdpE18QQ2TDUyFUaBbS9FSKawCEDVmQqSqHoOMR09txWIBJ/gVQfWFGPOoQrBGq3e4CO98Kx74zLkQNdrSY2V/68AxmI9bOfs+JQrSYCgKU3CrHn3brnD3wqG0IqqjBCc2/57caWltsxqi1AQ3ayt8o2ATm7HD9vpG7juUxRPqutWPPThBqtT3KP/Cpyvm0nzi27s66w98n5UvB73cNVDUONeu2eYqZts8naJFujuHNPq5OzS4jZXYzxKZBZ96gQK8Z41lakokw2JS08bpxfvsTiUbr+jmJgqwmtMkibURmAfQZ0Mi78UwQVWRvlyleXh+o+13Ec5O2DzHXe98tX8VRzT9h8J9/LHZpcDBf/Q+Z/OfrWaahuYyInbR0YlDe5RoVk3Kqria84xufib9CoWc1rWo+SrRKEkKtgaQvdf62KKhL7ynub+nfP7Khke330e1sWuOzzoNghJAxajQrMqkeQRQoGbj3qCb4etP9DCJEKDAWeMMwDRXCx42XoNRFCG9V9LiQcek6A1Ne975evYt8mq44rmnu5qRAeX7+mnz/Q+QFo0leKMjtKnDdKt/Hgx7SOyOaTVjtqVEhmjy4BGqgcjIiHgR9JAeMNj8Ha+6H0rBsvVFGDi1+Hg1Og4JD7NlSyvT5CG8n8r52vQdYG9+20uQlOBOjWY/JNkLMdKvvReYqe4KuTpmmxAJqmvQh8Duw0ZHZFcJG5DnJ2QOcH6x/T6feQvRHObveeX75K7fwkm61u/pIz0pf6bL6XbjQNBnwg3xfVv3nqvT96xmRvgW2TCBv+PQ9c3rtGDpruysGWV8F12yE0GuZdGJjJx97ELqi+ZYL7NlSyvX5iO8OA/8HKO9z/8tDqWjizKjALUUIjof1dcOgLY+w525cEtlf+HAqsAEYD6/TsaZpxqJwvP2bxSCnu6oxd/xRixVjz/fF1jNDcW3aLEIe+Msc/b+R8VScnVeZ/ZW+Tj43SbSzJEWJ2ZyEOf+25j3ZOL5U2V94t5VeMsusK/pzzZaesSIpwpy9z7/pfhghxeomhLgU8G5+Sebnu5n/9drUQx7431idfIWuTED+2lzq29YCBOV/2et/rgQ+EELMB/2keo/ANzqyRchadfu98bJdHIX2x/NYazNx8M8yaVTM/yZ6/NGuW82pHYYOMZf6/8mUnvif0fRtW3i4rs/Ten4bGjB4N6x6AVtdAh7uM8zVpOFy3DRq1kLlgx743znYwEdYYUt6UlaYNyFLVi8r5cp2UN2Xl+Z5/u3d9coB2uwdo0kemcaQv9diUnuDrpKZpHyKT7edrmhap8zqFooodL0PvSRCqI24Pj4Fuf4Jdb5jvly/jqeZezg6IbAZRrc3z0dt0HCeLB9Y9LB/ruT8Njdn/fzKHo+9bxvsaFi0TmYfOhG3/T27nnMswfp5Ap/1YueVzeKpr15VkQ0UJNGppjl+BSmgEDJ0Bu/8ptxBdpc2NcHKucX3afAlNq+p47yF6gqg7gJ+BkUKIHCAReM7jmRXBQ8ZKyN8vG9XppfufZOJmwRGzvAp87HqOgUa/dyBvj9SH9ITMdbDzb3DZTMcFIEbRfAiM2grRHWD+RXDkW9VM2BU0Ta54bpvkWi6RPdne23qmgUB0Oxj4Kay6E86dcfHa9tC4NWStNcc3q+lwj1zZK831yIweeaEiIcQsIcT+ysenhBC/eDSrIrjY8TL0flHfqpediATZhHX3ZPP8CnTSl0CLANlyrE5YY7matONl2brEHUqyZUf7AR9CjBc654Q1hj6TYdhsSP0rrLgVik+bP2+g0Gyg3D7f9ab+a1SyvWckXw8dxsHqca5v+SbfGLhbj42aQ9IVcGyGR2bU9qHCXDKWQ+ER2SHYVS54Go5+C0VphrsV8Ngq5L3Xu/Jls8Hzz8ufes6bbUc40bWM7QKX/Ne9yixhgzXjoc2t0PYW/RqaRuhsNhsoxcXje2KbdxEA2QUlrvkfrFz8D9j/Xyg8pm+8yvfynIv+ChXFrvdbSw7glhNgyNajacGXpmmfapqWoWmaw7YUmuRdTdMOaJq2XdO0vmb5orCQ7S9D77/IHl6u0qg5dBzvfuJnMJOzDRq3lIceJk6EyZOhX7+qAMlmk48nT5bPe9OOHt3GdmMg+QbZV8uVbbzd/4KSTEh5Q/9cYIzOJsj8pYtfZ26sbPz6y9pl+q8NZqLbQrc/wtYX9I3PV8GXx4SEwZBvZdB7erH+65r2l1+K8g+Y55uVtB4lc0Vz97hvQ09JpDsHMAzoC+ys5/nrgAXIDvqD0Nm+QrWa8CNOL5bSHhVl7tsoPCHEzCZ1ZV0UDbPrX0Ksf0z/+IoKIVJSZPuFlBTHj2vjqJWBUXaqt4Owt4mo/VgIIcrPCbHgEiF2/dvx66ptO325EN+3EKLgqGtzTUOfPy6QVVAi1s95Spxbdo/L1+oiEFpN1KasQIhZyUJkrHY+dm4vIbK3mO9TMHDqVyFmtRKiKE3/NWsfFGL3W+b5ZDWb/yzElufrnEZnqwlTe3IBHRoIvj4E7qr2eC/QyplNFXz5CTabEL9cJsTBLzy3te4RIbZO8txOMLHkBiGOznDtmuqBkv2oL2ASov4Pd6Ps6NVkzD8sA6qMVQ3bLk6XH9wn5rk+lysaka5Qmit7l+Xucd9GfQRi8CWE/JuycGCDvZZERbkQ3zaSwZrCGLa/IsSvw/V/mT4+R4hfR5jqkqXkpMqAtNb90Bt8WZnzlQwcr/b4ROW5Omia9rCmaRs1Tdt45oyLlRcKa0hfDOdOQ4e7PbfV83k48D8ozfHcVjBgK4czK6DFcNeuCwmBTZtqntu0SZ63wo5eTcaYDjDg48rKrEzHtmwVsPoemXuYfJ17c3mqs+mI8Djo/hTseM19G8FGx3EgKmQ+aH0UHZNtVsKivedXoNPrRZk+suMVfeNbXgnZmwJXaiu+J0S1hVPu1R9aGXw5+ovlMHFDCPGREKK/EKJ/8+bNTXZL4TFCwPaXoPfLMmfAU2I6QuvrPRN9DSbOboWoNrLBpyvYc7OqUz13y9t27DlV1alPVqnNTdD+TljzO8eVWamvg60ULqonyNEzlyv+uEL3J+D0r5C72zM7wYIWIltPbH0Byoscj8nbC7Eq38tQQkJh8DQ49DmkLXA+PixKFvzoGeuveJB4b2XwdQKorlTbBlBlbYHA6V+hNFt+GBpFz4mw710oLzTOZqCSvsT1rvb2gGnrVkhJgYoK+XPrVtcCJ6Ps2AMdV3QtL34dyvPrNuc9/ZtcOR38jeMvA3rn8lRnsz7CY6WG4Y5X3bcRbLQYCs0uhd31FOOoSkdzaNQChnwti1wKjzsfH8jd7kF+xp3+FUqyXL9Wz96kuwcN53xdT82E+/V6bKqcLx/HZhNi4aCGdfLcZcWY+hOrFVUsHiXE0e9cu2bChLq5WdVztyZMqHuNo5wio+y4q2tZeFyI75Oq9PymIfMyTi2q/7UbpRHpCaX5Mm/t7E7P7FQnUHO+7OQfFmJmoizKqc36x4TY847XXQoaUt8Q4udLhagobXhcUZoQMxKEKC/xjl9WsPIuIfa8e/4hVifcA98Ap4Ay5CrXA8CjwKOVz2vA+8BBYAfQX49dFXz5OCfnCzG3p0x4NZrsLULMai1EebHxtgOFijIhZsS5Xh1aUSEDo9pJ8fWdF6L+akcj7NhsMqCpncxe3/nqpP0s3ycFx6Xt7a/WP1bvXNNw3x+9pE6WXzCMItCDLyGE2DJRiNXj655fdKUQJxd63Z2gwVYhxJLrhdj0rPOxCwc0/OXH30n7RYj5fc4/1Bt8acLTfAUv079/f7Fxo5tdrRWmkp1XTOT8doiUt4i54HfmTLL0Rpkw3fUxc+z7O5nrYP3DUtTZbL7W4G4D/n4YZac621+i4uAXhBYfI/umIhJjGntmzwwfa1NeCHM6w+W/QJOLPLfnDZ+tpiwf5naHYXNkbyk7P7aFq5bLfFGFOZRkwcJ+Uu6rzej6x+38m+yr1+8/3vPNm9gqYE5HGP4TNLkYTdM2CSH6O7tMdbhXGMbp335Po4psvknrY94kvSdJiRFbmXlz+DPpS6TwdLDT6y/klkk5q5mb/CSVNCwaejwHO1Xul27CY2UX9s3V8u7KC+WHfVQ7a30LdCKbwpDpsO4hKDhU/zh7t3s/W+jRTUiobAbuYuK9Cr4UxnBmNT1KfmR77APcNtBEPbVmgyCmMxyZZt4cBpGbm0uvXr3IzfVMgNUlMpa6nmwfiISGw/WpAIzp39bJYB+i62OQuUZWrCr00fE+KC+A49/Jx3n7IKaL/FBUmEuzgdBrkpT5qqhHJivhQsAGubu86ppX6XQfHPkaKkp1X6KCL4XnnMuEVWPRQkLpc9UrJEa7IKDtDr1fhNR/yOVeH2bu3Lns2rWLefPmeWdCWxmcWQ0thnlnPh/H/j40/f1oJGFR0GOC/l5KChlk9X0LtkyAinOQv09VOnqT7k9AdHvY/Kzj5zWtUmg7gLUeYztDfA9Im6v7EhV8KTxD2GRvpYSLofkwiGpt/pwtRsgl7+Pfmz+XB3zxxRc1fppO1gb5RyAy0TvzKcyhyyPyd5m92WpP/Ieky6FJCux9R7WZ8DaaBgM/hVML4eh0x2MCXWgbZM+vg/q3Hg3ogKkIana9IZf8tTDo9rh35tQ02W1520QpruxJh3EDmTVrFkuXLj3/ePny5QAsW7aMJ5544vz5ESNGcOuttxrvQMZSaKG2HP2esMbQ8wW5+jU8wD+wjKTPP+GXQfJLYEMJ4ArjiYiHoTNgyUho0gfiaqWetBgOebuhOB0aJ1njo9m0vR02Pe18XCUq+FK4T/pS2PseXPYDLL9RfrvxFq1HwfYX4eRcaHOj9+ZtgLKyMj744APKy8trnC8pKeG9994DICwsjKFDh5rjQPoS6PaE83EK36fLQ7KwJGsDNL3Eam/8g4JgWDQAACAASURBVNgu0PE+bAc/Y3bJ3QxPKvWvLWd/J7GvLH5YOQauWSu/RNgJjYBW10DaPOj8e+t8NJPwGGh7C6Bv9UttOyrco/i01Mq79As4/bPs9Bsa6b35NU0meqb+zWeqaMaOHcu2bdvo1KkTjRvXbG3QuHFjOnXqxLZt27jjjjuMn7yiBDLXQovLjLet8D6hjaDXRJX75Sq9JqGVZfPZqmPM3KijA7vCWLo8DPG9YZODL4GB3u0e5NajTlTwpXAdWwWsvhs6Pwgtr5JaXy686Qyj7S2yz0/6b96fux569uzJpk2bKC2tWfVSWlrK5s2b6dmzpzkTZ22QeS4RCebYV3ifzg9Czg7Zu02hj8gmlCcM5KHBLfyryjVQ0DQY8CGcWQmHptZ8rvUoKfVVXmyNb96guf5dDRV8KVxn56uABr1fgoxlEB4n9/m9jRYCvf6fbOLnQ6xYsYKoqCjCwsIIDQ0lLCyMqKgoVqxYYd6kqr9X4BEaKd/fO1622hO/IrzZxdzYPkdtOVpFeAwMnQlbnoWc1KrzkU0hsQ+kL7bON7NxIf9YBV8K10j7GQ5+AoO/liXeBz+Tq15WJb23vxOKjsOZVdbM74CpU6dSUFBAnz59WL16NX369KGgoICpU6c6v9hdMtwQ01b4Pp1+D7m74cwaqz3xH+J7QW6q83EK80joDX3+JfO/ygqqziffGPhbjzpRwZdCP0UnYO19MvBqnARlebJ3S4d7rPMpJAx6Pg87X7fOh1rs37+fl156iTVr1jBgwADWrFnDSy+9xP79+82ZsOIcZK1X+V6BSGiE7GunVr/0E99bBV++QKfx0OxS2PBoVV6uPe/LR/J0rUQFXwp92Mpg1Z2yoV7ScHnu6AxIugIaNbfWt47jIXcHZG+y1o9Ktm7dyiuvvEJoqOywHRoayiuvvMKWLVvMmTBzHcT1lNu/isCj032Qvx8yVlrtiX8Q3wtyd6oPeF+g/3uQsx0OTpGP47pJSaizqoedCr4U+tg2CcLi5CqTnUOfWZNoX5vQSLjgz5D6d6s9sYZ0teUY0ISEq9UvV2jUQuaDnjtttSeKsCiZ/7VtUpVkVvKNgd9wVQcq+FI458Qc2bl48JfyjxrILtIFh2QFiy/Q5SGZ95UThNsNSs8x8Ol4LxQegfRlVnvi+2iayvvyJeK6yxWwFWOgNLdy61EFXyr4UjRMwRFY/xAM+VZWq9g59Dl0HCdzrnyBsCjo/hTs+ofVnniX8mLI3gjNh1jticJMQsKh91/U6pde4nsF5xcxX6X9WNlkdd2D0HSQLJIqDO4+bCr4UtRPRYlUq+/5AjS/tOq8rQIOT/WNLcfqdHscTv0M+Qes9sR7ZK6B+AtlHoUisOkwDopOym1mRcOolS/fo+9bUHgYDvwPWl0X9FWPKvhS1M+W5yAqWa4oVef0LxDVBuJNahjqLuFx0PVxKcsSLKgtx+AhJEyufm1/WSWTO0MFX75HaKTUf9z5V4jvoYIvqx1Q+CjHZkodrkGf1e3h5SuJ9o7o/gQcnxU8S9rpSyBphNVeKLxFh7vhXLpPqTr4JPbgSwWpvkVMJ9kBf///ZPVuWb7VHlmGCr4UdcnbDxsel99SasvVlGTDqV9kc1NfJLIpdH4Adv/Tak/Mp7wIzm5R+V7BREiYVJZQq18N06g5hERAcZrVnihq0/YWaHsbhDWCtIVWe2MZKvhS1KS8WHYlvug1SOxX9/kjX0Pr63xbQ/CCZ+DIV1CcbrUn5pK5GpqkQFi01Z4ovEn7O6E0G07/arUnvo3aevRdUt6gQmtEzto/k11Y6nx8AKKCL0VNNj0p9+O7POr4eV/ecrTTuKXsur/nLas9MRel5xichIRC75fV6pczEnpDzk6rvVA4IjSCXxq/SHT5SWav32W1N5aggi9FFYe/lELZAz5yrNV4djuUnJFd7X2dHs/Jrsol2VZ7Yh6quWrw0m4MlOfBqeDdtnGKWvnyaQYOu5+jUSO5o+kiq12xBBV8KSS5u2DzM3DZd/W3LTj0mZTyCQn1rm/uEN1O5hbsfddqT8yhrEDKdjS71PlYReChVr+co4IvnyYxOoIuQycRfeQD2b4oyFDBlwLKC2HF7ZAyGRIudDymohSOTJM6c/5Czxdg//tSADzQOLMKmvSVzWUVwUm726GiGNLmW+2JbxLfS36pVMGp79JsEEQ0lZX1QYYKvoIdIWD9Y9BsIHRuIJcrbZ7MBYvt7D3fPCW2C7S8BvZ/YLUnxpOhthyDHi0ELnxFdr1XAUZdIhNlMUpRkLSd8Uc0Dbo/Gbg7FA2ggq9g5+Ansl1B//cbHucPifaO6DUR9rwt2zIEEulLVfClkFvrtrKgb1hZL2rr0fdpNwbydgVdcYQKvoKZs1th20SpOt/Q9lXxachYAW1v955vRpHQG5oNlsn3gUJZPuTulEv2iuBGC4ELX1WrX/Whgi/fJzQCujwWdKtfKvgKVsrypMp8v3cg/oKGxx75Sn7DDo/xjm9G03uSbLpaESD9ZDJWQOIlENrIak8UvkCb0YAGJ3602hPfI0EFX35Bl4elqkpJltWeeA0VfAUjQkh1+ZZXSbkSZ2P9dcvRTmI/+Q348FSrPTEGpeeoqI6mVeZ+vQLCZrU3vkV8L8hRwZfP0zhJfok48LHVnngNFXwFI/veh/wD0O9t52OzNsgVo+ZDzffLTHq9CLv+AbZyqz3xHKXnqKhN8o0QEg7Hf7DaE98ivpfMJ1JBqe/T/UlZnW4rs9oTr6CCr2AjawPsfE3meenZtjr0mWwv4ajpqj/RYihEtYGj0632xDNKcyFvDzQdaLUnCl9C0ypzv15RgUZ1IhIgPAEKj1rticIZiX0gumPQfIFQwVcwUXoWVt4BA/6nr2VEeTEcmwEd7zXfN2/Q60XY9Xf//nA6s0IGXqGRVnui8DVaXycLZ459Z7UnvoVKuvcfuj8J+4Ij8V4FX8GCELBmPLS5Gdrequ+aEz9CYn+Ibmuub96i5VUQGu3ficlqy1FRH/bVr52vBmXH8HpRwZf/0GY0FB6H7E1We2I6KvgKFvb8G85lQMqb+q/x90T72mga9H4Rdv7Nf8vylZ6joiFaXQthcXLFWiFJUEn3fkNIGHT7A+x5x2pPTEcFX8HAmVWy1cLQGbKnih4Kj8lvH21vNtc3b5N8A4hy/xQkLj0L+ftlmwmFwhGaBhe9KvM6FRK18uVfdH5QNg0uPm21J6aigq9A59wZWHUnDPxUik3r5fBUaD828HpJaSHQa5J/rn5lLJdC2noDaEVw0vJqypDvkezCAOlt5wnxPWWRij/negYTkYnys2f//6z2xFRU8BXICBusHgcdxkHy9S5cJ+DQ54G15VidtrdDSSZkLLPaE9dQW44KPWgaW8QVAMzcqHQNCY+DyKZQcNhqTxR66f4EHPgfVJRY7YlpqOArkEn9O1QUw0V/de26Myvkildif3P8spqQUOj5AqS+brUnrqH0HBU66TrkWUq0WMb0bWW1K76B2nr0L+J7QsJFAZ27qIIvPyG/JJ8pm6fw/K/PM2XzFPJL8hu+4PRi2P9fGPKtTGJ0BXuivb/39mqIjuNk/lTmOqs90UdJFhQckt36FQonNElsQ2RcOxJLVcABSI1XFXz5F92fhL3v+F96iE5U8OUHrDy2kuS3knlq4VNMXj2ZpxY+RfJbyaw8ttLxBcWnYM04uHQqRLV2bbKyAjj+o9yqDGRCwqHHBP9Z/cpYBs2HSL8VCj20GCG3qhWVMkM7rfZC4QqtR8mm0pmrrfbEFFTw5ePkl+Rz3bTryC/Np7CsEIDCskLyS+X5gtKCmhfYymHVXdDlEdnXylWOzYQWw6TWVqDT+feQvRHObrPaE+eoLUeFqyRdLt83CrXt6I9oIdD9T3L1KwBRwZePMz11OrZ6qnRswsb0nbXkcna8IldHer3o3oSB1turIUIbwQXPytw4Xyd9iVzJUCj00mI4ZK4KGq28BonrAfn7VPNZf6PTfXB6kWy8GmCo4MvH2Z+1//yKV20Kywo5kH2g6kTaAlmlOHiaTCp3lfwDkL/XtcpIf6fLIzKwyd1jtSf1c+4MFB2HxL5We6LwJxo1g+j2QdEt3CnhMdAoCQoOWu2JwhXC46S83f73rfbEcFTw5eN0bdqV6PBoh89Fh0fTJbGLfFB4HNbeD0O+hkYt3Jvs0OfQ/p7gyisKj5FlzbvesNqT+slYBs2Hul44oVC0UFuP51Fbj/5Jtz/BwU+gvMhqTwxFBV9mIwRF2ybz2ZKtbjU8HNtrLCGa419TiBbC2N5j5bbCqrFwwdMyX8sdbBVw+AvoHCRbjtXp9kfZUdlX+wApPUeFuyRdrpLu7ajgyz+J7SybSx+ZZrUnhqKCL7OxlXLk8FbuP9WHtSu/cvny2MhY5t8zn9iI2PMrYNHh0cRGyPMxETGwdSJEJEKP59z3M/03uSyfcKH7NvyViATo+ijsmmy1J47JWKqS7RXu0WKYrBarUJ3uVfDlxwRg2wkVfJlNaCQtr/4cgGuL/wpr7pMafS4wtN1Q0p5N452R7/DCkBd4Z+Q7pD2bxtB2Q+HEbDj+HVz6hawOcZdgSrR3RPen4Nh0KEqz2pOaFKdLnxJSrPZE4Y9EJkJsF1nVG+wkqODLb0mSig2kL7bWDwNRwZcXSIyWOmuh1++A8FiYdyGcmOOSjZiIGB7o+wD/uOofPND3AbniVXAI1j0EQ6ZL+Qx3KT0rk/Xb3+W+DX+nUXPoeB/s/pfVntQkYym0uMy9AgqFAirzvtTWo6x43K+qP/0RTZO5uQHUdkIFX94kPAb6vyeT4jc/C6vukZ3L3aGiBFbeIUWimw30zK+j30Kra+W35GCmx5/h8OeyutBXUP29FJ6SNEIFXwBhUdA4WVZ1K/yPDuMgcw3kB0bFqgq+rKDFMLhum8yxmn8hHPvedRubn5Vl5N2f8Nyfg0G+5WgnqjW0Gwt7/2O1J1VkKDFthYe0GAZZ6wJapFg3Ku/LfwmLgs4PwL73rPbEEEwNvjRNG6lp2l5N0w5omvaCg+fv0zTtjKZpWyuPB830x6cIi4J+b8HQ72D7JFgxBs5l6Lv26HQ4tRAGflpDf9Fl/UeAnFQoToOWV7v5QgKMnhPgwIdQmmO1JzLX61yGFJhVKNwlIgHiukPWeqs9sR4VfPk3Xf8Ah7+EMh2fbT6OacGXpmmhwPvAKKAncJemaT0dDJ0uhEipPKaY5Y/P0nwwjNwCMZ1g/kVw5JuGKzry9sHGP8LQGRARf/60y/qPdg59JpvYqZwiSUxHaH0D7Ps/qz2R/b1aDPeskEKhAKXzaEcFX/5NdFtoeaXsSennmPlXfQBwQAhxSAhRCnwLjDZxPv8lrDH0eROG/ySFnlfcIsWxa1NeDCtvh4v+VqPbucv6j3ZsZXDkKynhoKii10TY+64UGbeSdLXlqDCIpMtl8Uawoyoe/Z9uT8itx3pk9/wFM4OvZKC6INOJynO1uU3TtO2apn2naVpbE/3xfZpeAiM3QfyF2OansGjBu1WNWYWg/JfLOHiuDdmt7qtxmcv6j3bSFkBMZ4jrZuCLCADiussk5QMfWuuH0nNUGEWLy+S2Y8U5qz2xlrgLZMK26nvmvzQfAmGx8vPLjzEz+NIcnKu9n/YT0EEIcRGwCPjCoSFNe1jTtI2apm08c8aHKtHMIDQSLv4rs+I+5qqzT5I4OxK+1uCbEMJyNtH53AJmbqwpMuqS/mN1gr23V0P0mgR73rLuw6roBJTlQEJva+ZXBBbhcRDXEzLXWu2JtYQ2guh2suWEwj/RtKqmq36MmcHXCaD6SlYboEYHSyFElhDCXoLzMdDPkSEhxEdCiP5CiP7Nmzc3xVlf44rBIwHIHl0Cdwu4W5B9Qy5nwnsxrulPNcbq1n+szrkMubLS/g7DfQ8ImlwMTfrKANUK0peqfC+FsSQpnUdA5X0FAu3HQs4OyN1ltSduY+Zf9g1AV03TOmqaFgHcCdToLKppWqtqD28Cdpvoj19hb8xq/wmQGBdH81FziN73D8isqlzSpf9YmyPTIPkm+Y1Y4Zjek2DXm9Y0ZVRbjgqjSbpcti4JdlTw5f+ERkKXR2Cv/7adMC34EkKUA38EfkYGVTOEEKmapr2madpNlcOe0DQtVdO0bcATwH1m+RMwxHSCAR/CqjugJBvQqf9YHSHkik4wimi7QrNBENPFGkFXpeeoMJrmQyB7kyzcCWbie6vgKxDo+qhsEO6iXJ+vEGamcSHEfGB+rXMvVfv3RGCimT4EJG1vgYwVsGY8DJ8NWsh5/cfpO6dzIPsAXRK7MLb32LqBF8DZzbJPSovh3vfd3+j9Iqx/GDr8znvtOAqPyd9PvKPOLAqFm4THQvyFskt4yyus9sY6EnrBzles9kLhKY1bQvINcGAK9HzOam9cRiWU+Cspb1BefIa18/7f+YpIh/qPDji39xM2htxEdlG5Nz32T1oMh8jmUrzcW6QvkdWWmqOaFYXCA5KUziOx3aDgiOr4Hwh0f1L2ZLT532eZqStfChMJjWB6xD+5J30YzH7TpUsbAf2BDzc+wSPDO5viXsCgaXL1a+vz0G6MdxLg1ZajwiySRsDO16z2wlpCI2Uz5by90ESpR/g1TftDVBs4MRva3Wa1Ny6hgi8/ZtSggTBbVkRWT8x3RnZhKYmzIxnTP7jbqumm1UjY9iKcnAttbnI+3lPSl0CPCebPowg+mg+Bs1uhvBDCHFdIBwX2pHsVfPk/9rYTKvgKDvJL8pmeOp39Wfvp2rQrY3uNJTYy1i1b+zL3cd+P93E45zAdEzry+c2f061ZzcanjuZLjJbz2QMvvT45qqQ067UFBJoGvf4f7PwbJN9o7nZgwWG5HRJ3gXlzKIKXsGhokgJnVkOrINZzVRWPgUPbW2DLs5C9BRL7WO2NblTw5QYrj63kumnXYRM2CssKiQ6P5pmfn2H+PfMZ2m6oS7ae+fkZ3l779vnHpwtP0/397jw96Gne0jOfwT4Z+doCira3wPa/wOlF5n5opS9V+V4Kc7HrPAZ78HX0G6u9UBhBSLgU3N73LgyyqC+jG6iEexdxW0fRAfsy99UIvKpjP+9sPiN9MvK1BRxaiFz9Sn3d3HlUfy+F2SidR7XyFWh0eQiO/yibh/sJKvhyEZd1FMsKKFs4BKBKp7GS+368z+P53PLJzbn02glY2t8JRcchY6U59oWQTTBVsr3CTJpdCjnbrReOt5LYrrKlS7BrXQYKkU2h3e2w32I9XhdQwZeLuKyjmPo65Tl7AOpoMh7OOezxfG755OZceu0ELCFh0PMF81a/Cg6BsMkPBoXCLMKipHTWGZO+RPgDoREQ2xny9ljticIouj8BBz7wG9F0FXy5iEs6iifnw+EvKRmxjLzQttzdan2N8R0TOno8n8s+eTCXXjsBTcd7IXcnZG003rZ9y1HleynMRm09yk73OTut9kJhFAkXQlwPODbTak90EZTB19mzp9j00x/Jzs1x+VrdOoqFx2Dd/TDkGxJa9ibuqlnE7ngC8vafH//5zZ97PJ9LPnk4l147AU1oJPR4DlL/brztdLXlqPASqtmqyvsKROxtJ4Sw2hOnBGXwNXvLSfrlv0/Iwj5SpscFdOkoVpTCyrFwwbPQ4jJ5YdP+cOGrUpOxUlutW7NuPD3oaYfz2M87m0+3T0a9NgV0fhAyVxv7rVkI1VxV4T2aDZKBR1me1Z5Yhwq+Ao/W10NpFmSts9oTp2jCDyLE6vTv319s3OjZlo+9yWj+gBnE7ngK2t4GKf9wqelgQWlB/TqKm5+FvH3ndRfPIwSsugsi4qU4diUHsw9y7w/3ciTnCB0SOjD1lql0TuwMX2twt2h4Pj1jHFHtOpdem0Ky6004ux2GGCS6nbcPFl8Jo4/5z7ZjA+8hS+yYadtMH61i0eVyFTf5Oqs9sYbcPbDserjpoNWeKIxkz39k8DXEmlYimqZtEkL0dzYuKPt82ZuLxnYZA22vhE1PYfuxA0ujnidl+BO6usXbdRRrk79/JuyfTvk1G2lSewtP02Dgx1TM78eyBf8mZdifSIyOoHNiZ1Y9sKrG0NzjK4mnMlCMjnA4X86pbSQ4GeOIwu1vEV3tOr2vTVGNro/BnM6QfwBiDciFS18CLS73n8BL4f8kXS6ra4M1+IrtAsVpUF4kixAUgUGn+6WEVtFJiEq22pt6CcrgqwaRiTB4KtvmPMIVOc/BbM/U0e194D/cXsgjwx0MCI9lVvR/GJNxPcz+c7124it/Ll09j1uvvqXugPJCxAopp5A4O9IlH+3rezM3Hlfaju4SHicb++16AwZO8dxexlJoeY3ndhQKvSSNkKv0wUpImKwsztsNif2s9kZhFBHx0OEe2P9fuNjkvoweoIKvStpf+R47FxXRLa6AiBGz3F6B0KObeOWlVznVZMwuLGXjiimMLnwaSkdARJOqJ4WA9Y8R1WoIH9p+Zkz/ti5pO+ac3kb40msY07eV7msUDuj+BPzUFXq/BNHt3LcjhFz5utiEJH6Foj6aDpStFkpz5QdWMBLfC3JSVfAVaHT7E/w6FHq9CGGNrfbGIUGZcO+IxOgIet8whYiS47D3Xafj0/LSGP/DeAZ+PJDxP4wnLS/tvJ3qP/dl7mPwlMG0+lcrBk8ZzL7MfXXG5JfkM2XzFJ7/9XmmbJ5Cfkk+idERXDPycULb3gJrxtes3jj4CZzdQuSlH/DI8M4N2nFEQsuLiW7SicS8IK928pTIRJl8v/ufntnJ2wOhjSDGeesRhcIwQiNlAJax3GpPrEMl3Qcmcd2g6SVw9GurPakXFXxVJzQShs6UTTQz19Y77L8b/kvy28lM3T6V9Wnrmbp9KslvJ/PfDf+tMe6Zn5+h+/vdWXNyDacLT7Pm5Bq6v9+dZ35+5vyYlcdWkvxWMk8tfIrJqyfz1MKnSH4rmZXHKhsgprwpJRP2/Fs+PrsVtk2UflbLU3Bqpzad74dD/qOD5bNc8AwcmQbFp923oaocFVaRNCK4+32p4Ctw6f6kXEjx0aJCFXzVJqYjDPwY/n97dx4fVXk1cPx3JguBJBAjS8CAAZQgUBQIyBKUxRUrKCVs2qKl1VasYNvX0vqpVbv52r5YF2zRakVaFIL6gpWKUqQSZBEjICqb7MSwiBHDItvTP+4dzDKZJcnMndx7vp8Pn0zuPPPcM9eYnLnPcpaPha8+q/Z0yeESJi2cFPClkxZOorTc+iNcH3Uby0+UWzsx58+17q58+gYsK4Bej0Kzzmf7q1VNxnZjrCLRxw+Gf21UdY1bQc7NsHFa6LY10XqOyile3++rWTdNvtwq60o4cxL2/8fpSALS5CuQ7BHQdhSs+I5V7qWCn//750FfOnXxVKB+6jaeraWY2g7ynsa8dQ3bT57PoRajatdPRcnNONGsBxtf/0G1mpMqQp1/itn0OC8sXhz5tTQG9i3VO1/KGZm94cst8NUhpyNxRloHOL7P23Uu3UoEcn9kbboah3TCfU0u+T0svty649TlZ2cPbzwYvBbYpoOboEn91G2sVEvx2E5O0YjSz0p5492d3D7o6/p/ta3J+NnhL+l8YilEuFpSVSfAuP1XMmPN1shWkH7xESSl123CvlK1lZBsFdo+sMz60Ok1vgRommv9f9i8j9PRqPrW/juw/pdQvj3u5tRq8lUTXxIMmAOLelu/nFpeBkDn5p1ZXbK6xpflNs+Foytpn9Ge0iPB5wH5aykGSpwq1VL87F3Y8GuODHmXnKLvcnHT2cCvIu+noqN7aWU+4ZnWH3Bjn04RrZZU1R0q+4zkRd0Yl7MdiCD50iFH5TT/0KMXky/4et6XJl/uk5hq7fu1+Qno+X9OR1OJDjsGk9oW+j4Hy8fDsX0A/H7o74O+5KErHgLqp27jmG5j4MTnUDQa+vyFjKxutB72/zTZOQNKl0TWT1XbZ+FrN4qJg7tp4lUPMjPOJa3/dJp+cJdVXipc+7Weo3KY5+d96aR7V+t0J2x7Lu6GljX5CqXNNdDhFnjnJjhzmjZN2zB92PSATacPm05WWhZQP3Ub05JSrW0msm+AtiOtFzdpA/2ehxU3w7FPw+unamkgY6yVjh1urcuVUVVl32jNIQl36wlzxpoM2mpQVMNSKqjMXtawTIAFRp6gyZe7pZ5v/Y7dPtPpSCrRYcdwfON+WHIlbPg1dL+fO3rfwciLRjJ18VQ2HdxEbvNcHrriobOJl9+0q6cxqfekGuo2Wise89vlU/KTksC1FD/+ozUZNH9e5XiyroCOt1l1IocsBl9i8H6qOrjCmozYvF+ULphHiUDeE7AoD84fC+khhh/LNkDSOdAkOzbxKRWILwlaDLA+CPg/5HmJJl/ulzsZVt9mlYWrYZQo1jT5CocvEQbM5szCXiz8tD3988eRlZYVcGjx0JETZPJ13cRAdRurtglUS/HwrqUkrnuIE0NXkJEQYFiw2y85ufhtPvjnXeQM/VNEtR2Pb36GtQyn09GTOuRY39Jy4KJ7YM0kGPSv4JUS9umQo4oT/qFHLyZfae2tu34nD1tlw5T7tBgIvhRru6Y21zgdDaDJV/gat2ZB+qPccHA0zL+lxmaZ/q9BVhCG08b/K2DWR77ANSJ9CcxOfIgJ5ZfC/D8Hi7yaFKAvMGPN7VrbMRo63w3bZ8GuuXB+gPl2fvuXQrvRMQtLqRq1HASrQn9wcyXxQdPO9orHvk5Ho6JBxN509VFNvhqiywaMCKsmY+b8RvXWJliNyOsvvSRkPLXtW9WBLwn6zICiAmh9TeC6ef75Xr2frP6cUrGW2ROO7objByClhdPRxF6GvdmqJl/ulTMO1k2FLzZW2qTcKfEx+FlPwq1tGEo4dRuLS4rp+GhHUn+bSsdHO1JcUlytDcDsdbNJejAJeUBIejCJ2etmV2uzaMsi0n+Xju8BH+m/S2fRlkXV2izbsYwWD7cg6cEkWjzcgmU7loVVIzKQqq+L1nX0tBb9oc11in5UoAAAEWJJREFUsO7ewM9/vg5SWkJjLW6u4oAvEVrke7fUULOu1hxM5V4JKdZc6c2POx0JAGLitO5RTfLy8syaNWuqHS/aVcSwfwzjjDnDkZNHSE1KxSc+Ft60kPx2+dU7mi0wvvp7f/LdJwOWD5o+bDp39L4DZgtjkkYz96O51dqM7jKaOQVzzvbddlpb9ny5p1q77PRsdmftgfGGnjN68n7p+9Xa9MjqQXH6+zDeMGTmEN7aUX0p+OCcwSxJegvGm3p7/xH3o2r21SF4rStcNr/6HkIbH4HDm6FPZEPGcaWGnyHH+olm39GMMV58/Edr1WPvwKu5XW3va9aQ1JA3nI5ERdPREut38ojtkJwRlVOIyHvGmLxQ7Vxx56tWtQ0DCLduY6DEy398fel6wLrjFSjxAs4eX7RlUcDECzh7fNmOZQETL+Ds8fp6//XVj7I1yoQef4B3b4czpyo/t+8t3WJCxRcv7/elKx69oUkbaDMMPnnW6UjckXxFWtuw7IBVbudQ+VeVjodbtzGYkXOt1UIT5k8I2XZU4aiQbfz9BVOr2o5R7EdVkHMTJGdaOyz7nTkN+5fpzvYqvmRcYu0deCx4ZQ5XSm1nrXY8UeZ0JCracidbQ49nTjsahiuSr0hrGxZ+aO1A/vF/flvpeFh1G0Pw3x07ZU6FaEmNMVdUdjz0L4Pa1naMVj+qAhFrUv2Hv4Gj9p3QsrXWJ7DGrZyNTamKfAnQcqC1EMRrxAdNL9K7X17QvA+ktIK9rzoahiuSL39tw0AC1Tb8Vu8LmN1qCf2O/QUOrjp7vHPz4CsgcpvnhozFv9FqooReSFpTzBVlpIQel470/Ue7H1VF01y48E5Yc5f1vdZzVPHKy0OPGTr06Bn+bScc5IrkK9LahpmpyYwfOhjfpU/B8jHWxGjCr9sYzMujXwZg5ojQpQzmFcwL2cbfXzC1qu0YxX5UAF2nwhcbYM+rsG+pbq6q4pOXk69mXaFMky9PaDcKvtwMn693LARXJF8R1zb0a3sDtP2WVT/RnAm7buPoLoE3xhzdZTTds7oDMP7i8WSnBy4b4z9+9YVX0yOrR8A2/uMDcwYyOCfwH2r/8Vq//yrqqx8VQEKKNfy45kf2fK9AO+cq5bCM7vDVAWtVmNfopHvv8CXBhXc4evfLNVtNAJSfKA+vtmFFZ07C4sut4tVd7gGseVs11m20l5yvL13PyLkjKS0vJSsti5dHv3w28aq4LH3ehnmMe3kcp8wpEiWRF0a+wKhuoyq1WbJtCSPmjODIiSOkJqcyf8x8hnQYUqnNyt0rGf7icD4/9jnnND6HBWMX0Ldt30ptInr/QZbO1+o6qrCc/Fd/zOdrKR9R1vBLOzWEbRwaQozx5u0boV0B5Ix3OpLYOrILFl0KIz91OhIVC8cPwKud4PotkNK83roNd6sJVyVftXZkNyzqDfmF1oTTYEL8Ei7fOJO04lvqvMP94Z2Labr8ytC719f2j4KX/pjEkddef5ohBybxYvZqbh18idPh1E1DSGwaQozxZtNjUPYBXPq005HEljFQ2MzaA6rRuU5Ho2Jh5URI7whdf1FvXYabfGl5IYDUttD3b7B8HFxbbO08XhtlG0hYezdQf7Udi5YXMvyqm2oXj4o7/QZOYO8b8xl97mKggSdfyp1aDoJN8bELeEyJfD302PIyp6NRsZB7Fyy9Di76H2soMoY0+fJrcy10mADv3ASDXreWXUfiZDkUFXD64j8wY/8gCvLaBr3zVbhmd8g2K4pm883ye+DYUGicFek7UnEoMzWZzPx7YcXN0O3uyH/OlIq2jG5wsszaGqVJ4HmrrpWhyZennHMxpF8Au16CnLExPbUrJtxHImjdwm88YM0B+/C3NXcQiDGw+nZo3p+0iyZy++Udg9ZbzExNrtQmUJ3IzNRkrrv6FnwXfA/eGe/4hnCqHjXvC8nnQslrTkeiVHXisxaEeHHVo6549B6Htp3wVPJVtKuI86adx5TXp/DwOw8z5fUpnDftPIp2FVkNfIkw4AXY+hco/Xf4HX/yNHzxAeRVvlUf8nzAmMIx9Hq6F9vKtnH01FG2lW2j19O9GFNob+vQ7T5AYMMDdXz3Km6I2P/DP+Z0JEoF1nKQtSWK1+iKR+85bzgcL4WDq2N6Ws8kX2HXLWzcGvr9HVZ8O7zl1ofeh3X3WpP1E5tEdL7ikuLQdSJ9CdB/NnzyDJQsqttFUPGjXQEc/gjKNjgdiVLVeXW/L02+vMeXAJ3ujPndL88kXxHVLcwaAhf8EN4ZV70gckUnvoCiAsh7wtrFPMLzFRQWBI35bF3Hxq2sBGzlLV+XqFENW0IyXPADvful4lOzLnCqHI7sdDqS2GrcBs6csLYhUN7RcSKULIzp/naeSb4irlvY7V7wpcD6+wJ3aAysmgitr4bzq+/8Hs75/HUga1Lp+VaXWyszlo+15qWphu+C22FXIXz1mdORKFWZCLQa5L2hx4orHpV3JGdAzjhrylGMeCb5irhuofig/99hxyzYu7D6izY/Dkd2QM9ptT7f2Y1ba1Dt+S4/g8Sm1jCnavgat4LsEbDVY/spqYZBhx6Vl3S6C7bOgNPHY3I6zyRftapbmNIC+r8Aq261dj/2O7gKNvwG8udCQuC9usI5X2FBYdCYq9V1FB/0nwU758CeBUFfqxqI3MmwZbrezVTxp6WdfDWwjbjrLKObJl9e1KwznNMDdr4Yk9N5Jvmqdd3ClvnQ+adQNAZOn7COLR8DfZ6CtA51Ol/PNj3DqhNZSaNzYcCLsPr7UL4j7Pev4lRmD0htD7tfcToSpSprmmvNfzqyw+lIYqtZV10I41X+bSdi8IHDU5us5rfLp+QnJZHXLbzoJ3BgGbz/M+v7tt+yinLXw/nmFMzh3tJ7a64TGUiLftBlKhQFTtxUA5M7GTY9Aufrf08VR87O+3oL0to7HU3s+IcdjbGugfKO1lfDe1Osv/dR3mjXU8kXQFpyGhN7TozsReKDvs9xZkFHfMChCx88WyKoPs7XPas7W+/aGrRNNblTOLnzFZKwa0U29CLNXpY9Aop/DIfeg8xeTkej1Nf88746ftfpSGInpZX19fg+rSziNeKzFrZteizqyZdnhh3rrFEmb6ZbO98XFgdfpRgTIryUYBUDfWX1ZoeDUXXiS4ROk2Bj7HdZViqoloNg/1JvzfvSFY/e1v471geOKG+zoslXBHoP/B4zzttKQV5bp0MB4Kp+Q9jV6DLGtF7jdCiqrjp+D/a+CsfiILFXyi/9QjBnoPwTpyOJLU2+vCspHdpPgM3To3qaqCZfInKNiGwSka0iMjXA841EZI79/CoRyYlmPHVVtSaj0zJTk2mXN4m0vbOcDkXVVaNMa7+4LbHbZ0apkES8ueWEJl/elnsnbHsWTgXeq7M+RC35EpEEYDpwLdAFGCciXao0mwh8boy5AHgE+N9oxeNa2cOhbJ2ufHSD3LusTf5Of+V0JEp9zYt1HjM0+fK0tA7QIh+2R+/GRjTvfPUBthpjthljTgAvAiOqtBkBzLQfzwOGiujykogkpEC7sbB9Zui2Kr416wIZ3a193JSKF60Gw36P7ffVrCuUfeit96wqy51sTbyP0s9ANJOv84DdFb7fYx8L2MYYcwr4Ajg3ijG5U8fvwrbnrLkZqmGL4T4zSoUlrQNIInzpoYU9KS3BlwTHPnU6EuWUloOsn4HSN6PSfTS3mgh0B6vqX5Rw2iAitwG32d+Wi8imEOduDhwMGaHrJETW/KZ6ucno0WsdbQE/F8Xfta6fn6H666d++g58naMZY4PQORqdxt/PdCVV7xc0aHF+rePV1ZG+IDecRtFMvvYAFZcFZgNVS4b72+wRkUSgGXCoakfGmKeAp8I9sYisMcbkRRyxiphe69jRax0bep1jR6917Oi1jg0RCWv7gWgOO74LXCgi7UUkGRgLVC1IuACYYD8eBSwxRsdblFJKKeVeUbvzZYw5JSJ3AouwxsOeNcZ8KCIPAmuMMQuAZ4BZIrIV647X2GjFo5RSSikVD6JaXsgYsxBYWOXYfRUeHwcKonDqsIcoVZ3ptY4dvdaxodc5dvRax45e69gI6zqLjvIppZRSSsWOlhdSSimllIohVyVfIvKsiOwXkQ1Ox+JmItJWRN4SkY9F5EMRmex0TG4lIikislpE1tnX+gGnY3I7EUkQkfdF5J9Ox+JWIrJDRD4QkbXhrg5TtSMiGSIyT0Q22r+z+zkdkxuJSK798+z/d1hEptTY3k3DjiJyGVAOPG+M6eZ0PG4lIq2B1saYYhFJB94DbjDGfORwaK5jV3xINcaUi0gSUARMNsasdDg01xKRHwN5QFNjzDedjseNRGQHkGeM0X2nokxEZgLLjDF/tXceaGKMKXM6LjezyyvuBS41xuwM1MZVd76MMW8TYJ8wVb+MMZ8aY4rtx18CH+Oy3QjjhbGU298m2f/c84kpzohINnAd8FenY1GqrkSkKXAZ1s4CGGNOaOIVE0OBT2pKvMBlyZeKPRHJAXoAq5yNxL3sYbC1wH7gTWOMXuvo+RNwD6C1uqLLAG+IyHt2BRMVHR2AA8Df7KH0v4pIqtNBecBY4IVgDTT5UrUmImnAS8AUY8xhp+NxK2PMaWPMJVhVIvqIiA6pR4GIfBPYb4x5z+lYPGCAMaYncC0wyZ4youpfItAT+LMxpgdwBJjqbEjuZg/tDgcKg7XT5EvVij3/6CXgH8aYl52Oxwvs4YKlwDUOh+JWA4Dh9nykF4EhIvJ3Z0NyJ2NMif11P/AK0MfZiFxrD7Cnwt3yeVjJmIqea4FiY8y+YI00+VIRsyeBPwN8bIyZ5nQ8biYiLUQkw37cGLgC2OhsVO5kjPm5MSbbGJODNWywxBhzs8NhuY6IpNoLdbCHwK4CdIV6FBhjSoHdIuIv9jwU0IVR0TWOEEOOEOUd7mNNRF4ABgHNRWQP8CtjzDPORuVKA4BvAx/Yc5EAfmFXNFD1qzUw01494wPmGmN0CwTVkLUCXrE+w5EIzDbGvO5sSK72I+Af9nDYNuBWh+NxLRFpAlwJ3B6yrZu2mlBKKaWUinc67KiUUkopFUOafCmllFJKxZAmX0oppZRSMaTJl1JKKaVUDGnypZRSSikVQ5p8KaUaFBG5X0R+aj9+TkRG1bKfHBEJur+U3WZ8he9vEZEnanM+pZTy0+RLKaVqlgOMD9VIKaUiocmXUiruici9IrJJRBYDuVWezrY3kKzptfeLyCwRWSIiW0Tk+1We72Df4VomIsX2v/720w8BA0VkrYjcXeV114nIChFpLiLXi8gqu3jxYhFpVR/vWynlTpp8KaXimoj0wir30wMYCfSu8HRj+1h6iG66A9cB/YD7RKSN/dqOQD6wH7jSLvY8BnjMft1UYJkx5hJjzCMVYrrRfm6YMeYgUAT0tYsXvwjcU/t3rJRyO1eVF1JKudJA4BVjzFEAEVlgfy3ASpwmG2M+C9HHfGPMMeCYiLwF9AW+D3xijHleRJoBT4jIJcBpoFOQvgYDecBVxpjD9rFsYI6ItAaSge21eaNKKW/QO19KqYagWh00Y0wh8GYtX38a+GGF7+8G9gEXYyVWNQ5jYtXHS6dygvY48IQx5htYdd1SwoxLKeVBmnwppeLd28CNItJYRNKB62vRxwgRSRGRc4FBwLtVnm8GfGqMOYNVND7BPv4l1Yc0d2INdT4vIl0rvH6v/XhCLeJTSnmIJl9KqbhmjCkG5gBrgZeAZYHaiciDIjK8hm5WA68BK4FfG2NKqjz/JDBBRFZi3dE6Yh9fD5wSkXUVJ9wbYzYBNwGFItIRuN9+vAw4GPm7VEp5iRhT7W6+Ukq5hojcD5QbY/7odCxKKQV650sppZRSKqb0zpdSSimlVAzpnS+llFJKqRjS5EsppZRSKoY0+VJKKaWUiiFNvpRSSimlYkiTL6WUUkqpGNLkSymllFIqhv4LtoiXrF9f9gAAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -464,7 +464,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f17d13b7c8634fcb9ca571208f1c9212", + "model_id": "4edcfd52a18e4381867255f3eaf06f7c", "version_major": 2, "version_minor": 0 }, @@ -524,7 +524,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -561,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" @@ -571,7 +571,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6c38b927db174f9f9ddb05513daf2612", + "model_id": "55c13a313b8046ebbf77be896397a52f", "version_major": 2, "version_minor": 0 }, @@ -588,7 +588,7 @@ "" ] }, - "execution_count": 18, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } diff --git a/wyk/08_Uczenie_nienadzorowane.ipynb b/wyk/08_Uczenie_nienadzorowane.ipynb index aee0405..c1489e0 100644 --- a/wyk/08_Uczenie_nienadzorowane.ipynb +++ b/wyk/08_Uczenie_nienadzorowane.ipynb @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 16, "metadata": { "slideshow": { "slide_type": "notes" @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 17, "metadata": { "slideshow": { "slide_type": "notes" @@ -94,7 +94,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 18, "metadata": { "slideshow": { "slide_type": "notes" @@ -118,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "metadata": { "slideshow": { "slide_type": "notes" @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" @@ -147,14 +147,16 @@ "outputs": [ { "data": { - "image/png": "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\n", + "application/vnd.jupyter.widget-view+json": { + "model_id": "45625984fec24b809709cb7ef9877684", + "version_major": 2, + "version_minor": 0 + }, "text/plain": [ - "
" + "interactive(children=(Dropdown(description='arg1', index=2, options=(0, 1, 2, 3), value=2), Dropdown(descripti…" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" }, { @@ -163,7 +165,7 @@ "" ] }, - "execution_count": 5, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -190,10 +192,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "metadata": { "slideshow": { - "slide_type": "subslide" + "slide_type": "skip" } }, "outputs": [ @@ -201,23 +203,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/pawel/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n", + "C:\\Users\\pawel\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:2071: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -234,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "metadata": { "slideshow": { "slide_type": "notes" @@ -249,7 +251,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 45, "metadata": { "slideshow": { "slide_type": "notes" @@ -266,6 +268,7 @@ " centroids = [[random.uniform(X.min(axis=0)[f], X.max(axis=0)[f])\n", " for f in range(X.shape[1])]\n", " for c in range(k)]\n", + " history.append((centroids, Y))\n", "\n", " # Powtarzaj, dopóki klasy się zmieniają\n", " while True:\n", @@ -274,6 +277,7 @@ " if Y_new == Y:\n", " break\n", " Y = Y_new\n", + " history.append((centroids, Y))\n", " XY = np.asarray(np.concatenate((X, np.matrix(Y).T), axis=1))\n", " Xc = [XY[XY[:, 2] == c][:, :-1] for c in range(k)]\n", " centroids = [[Xc[c].mean(axis=0)[f] for f in range(X.shape[1])]\n", @@ -286,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 74, "metadata": { "slideshow": { "slide_type": "notes" @@ -301,16 +305,17 @@ " ax = fig.add_subplot(111)\n", " fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n", "\n", - " X1 = X[:, 0].tolist()\n", - " X2 = X[:, 1].tolist()\n", - " X1 = [[x for x, y in zip(X1, Y) if y == c] for c in range(k)]\n", - " X2 = [[x for x, y in zip(X2, Y) if y == c] for c in range(k)]\n", + " if not Y:\n", + " ax.scatter(X[:, 0], X[:, 1], c='gray', marker='o', s=25, label='Dane')\n", + "\n", + " X1 = [[x for x, y in zip(X[:, 0].tolist(), Y) if y == c] for c in range(k)]\n", + " X2 = [[x for x, y in zip(X[:, 1].tolist(), Y) if y == c] for c in range(k)]\n", "\n", " for c in range(k):\n", " ax.scatter(X1[c], X2[c], c=color[c], marker='o', s=25, label='Dane')\n", " if centroids:\n", " ax.scatter([centroids[c][0]], [centroids[c][1]], c=color[c], marker='+', s=500, label='Centroid')\n", - "\n", + " \n", " ax.set_xlabel(r'$x_1$')\n", " ax.set_ylabel(r'$x_2$')\n", " ax.margins(.05, .05)\n", @@ -319,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 75, "metadata": { "slideshow": { "slide_type": "subslide" @@ -328,7 +333,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -346,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 82, "metadata": { "slideshow": { "slide_type": "notes" @@ -356,15 +361,17 @@ "source": [ "# Przygotowanie interaktywnego wykresu\n", "\n", + "MAXSTEPS = 15\n", + "\n", "slider_k = widgets.IntSlider(min=1, max=7, step=1, value=2, description=r'$k$', width=300)\n", "\n", "def interactive_kmeans_k(steps, history, k):\n", - " if steps >= len(history) or steps == 10:\n", + " if steps >= len(history) or steps == MAXSTEPS:\n", " steps = len(history) - 1\n", " fig = plot_clusters(Xs, history[steps][1], k, centroids=history[steps][0])\n", " \n", "def interactive_kmeans(k):\n", - " slider_steps = widgets.IntSlider(min=1, max=10, step=1, value=1, description=r'steps', width=300)\n", + " slider_steps = widgets.IntSlider(min=0, max=MAXSTEPS, step=1, value=0, description=r'steps', width=300)\n", " _, history = k_means(Xs, k)\n", " widgets.interact(interactive_kmeans_k, steps=slider_steps,\n", " history=widgets.fixed(history), k=widgets.fixed(k))" @@ -372,7 +379,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 83, "metadata": { "slideshow": { "slide_type": "subslide" @@ -382,7 +389,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d848eb486dd04d669b73755d43a99fb1", + "model_id": "d9ada8d382b34f43afa654e6a0b83ced", "version_major": 2, "version_minor": 0 }, @@ -399,7 +406,7 @@ "" ] }, - "execution_count": 12, + "execution_count": 83, "metadata": {}, "output_type": "execute_result" } @@ -549,8 +556,7 @@ } }, "source": [ - "* Aby temu zaradzić, można uruchomić algorytm $k$ średnich wiele razy, za każdym razem z innym losowym położeniem centroidów (tzw. **wielokrotna losowa inicjalizacja** – _multiple random initialization_).\n", - "* Za każdym razem obliczamy koszt $J$. Wybieramy ten wynik, który ma najniższy koszt." + "* Aby temu zaradzić, można uruchomić algorytm $k$ średnich wiele razy, za każdym razem z innym losowym położeniem centroidów (tzw. **wielokrotna losowa inicjalizacja** – *multiple random initialization*). Za każdym razem obliczamy koszt $J$. Wybieramy ten wynik, który ma najniższy koszt." ] }, { @@ -671,7 +677,7 @@ "source": [ "### Sformułowanie problemu\n", "\n", - "**Analiza głównych składowych** (_Principal Component Analysis_, PCA):\n", + "**Analiza głównych składowych** (*Principal Component Analysis*, PCA):\n", "\n", "Zredukować liczbę wymiarów z $n$ do $k$, czyli znaleźć $k$ wektorów $u^{(1)}, u^{(2)}, \\ldots, u^{(k)}$ takich, że rzutowanie danych na podprzeztrzeń rozpiętą na tych wektorach minimalizuje błąd rzutowania." ] @@ -746,7 +752,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -772,7 +778,7 @@ } }, "source": [ - "Analiza głównych składowych umożliwiła stowrzenie powyższego wykresu, który wizualizuje 4-wymiarowe dane ze zbioru *iris* na 2-wymiarowej płaszczyźnie.\n", + "Analiza głównych składowych umożliwiła stworzenie powyższego wykresu, który wizualizuje 4-wymiarowe dane ze zbioru *iris* na 2-wymiarowej płaszczyźnie.\n", "\n", "Współrzędne $x_1$ i $x_2$, stanowiące osi wykresu, zostały uzyskane w wyniku działania algorytmu PCA (nie są to żadne z oryginalnych cech ze zbioru *iris* – długość płatka, szerokość płatka itp.)." ]