From 8a2958254739ebde8f6b129e344668221aaa58ba Mon Sep 17 00:00:00 2001 From: bushuhui Date: Mon, 2 Nov 2020 17:51:39 +0800 Subject: [PATCH] Improve notebook --- 2_knn/knn_classification.ipynb | 24 +- 3_kmeans/1-k-means.ipynb | 275 +- 3_kmeans/2-kmeans-color-vq.ipynb | 109 +- 3_kmeans/3-ClusteringAlgorithms.ipynb | 53 +- 3_kmeans/README.md | 4 + 4_logistic_regression/1-Least_squares.ipynb | 4837 ++--------------- .../2-Logistic_regression.ipynb | 61 +- .../3-PCA_and_Logistic_Regression.ipynb | 105 +- 4_logistic_regression/PCA.ipynb | 2 +- 5_nn/1-Perceptron.ipynb | 38 +- 5_nn/2-mlp_bp.ipynb | 104 +- 11 files changed, 1036 insertions(+), 4576 deletions(-) diff --git a/2_knn/knn_classification.ipynb b/2_knn/knn_classification.ipynb index 40f693e..ed10166 100644 --- a/2_knn/knn_classification.ipynb +++ b/2_knn/knn_classification.ipynb @@ -80,7 +80,7 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", - "# data generation\n", + "# data generation (FIXME: feature name not good)\n", "np.random.seed(314)\n", "data_size_1 = 300\n", "x1_1 = np.random.normal(loc=5.0, scale=1.0, size=data_size_1)\n", @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -147,6 +147,7 @@ "\n", "def knn_vote(ys):\n", " vote_dict = {}\n", + " \n", " for y in ys:\n", " if y not in vote_dict.keys():\n", " vote_dict[y] = 1\n", @@ -166,13 +167,14 @@ " \n", "\n", "#a = knn_predict(x_train[0], x_train, y_train)\n", + "\n", "y_train_est = [knn_predict(x_train[i], x_train, y_train) for i in range(len(x_train))]\n", "print(y_train_est)" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -194,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -224,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -278,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -298,6 +300,8 @@ "# knn classifier\n", "clf = KNN(k=3)\n", "train_acc = clf.fit(x_train, y_train).score() * 100.0\n", + "\n", + "y_test_pred = clf.predict(x_test)\n", "test_acc = clf.score(y_test, y_test_pred) * 100.0\n", "\n", "print('train accuracy: %f %%' % train_acc)\n", @@ -313,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -342,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -371,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -387,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 14, "metadata": {}, "outputs": [ { diff --git a/3_kmeans/1-k-means.ipynb b/3_kmeans/1-k-means.ipynb index 680285a..b94e78e 100644 --- a/3_kmeans/1-k-means.ipynb +++ b/3_kmeans/1-k-means.ipynb @@ -33,30 +33,33 @@ "成本函数是各个类畸变程度(distortions)之和。每个类的畸变程度等于该类重心与其内部成员位置距离的平方和。若类内部的成员彼此间越紧凑则类的畸变程度越小,反之,若类内部的成员彼此间越分散则类的畸变程度越大。\n", "\n", "求解成本函数最小化的参数就是一个重复配置每个类包含的观测值,并不断移动类重心的过程。\n", - "1. 首先,类的重心是随机确定的位置。实际上,重心位置等于随机选择的观测值的位置。\n", - "2. 每次迭代的时候,K-Means会把观测值分配到离它们最近的类,然后把重心移动到该类全部成员位置的平均值那里。\n", - "3. 若达到最大迭代步数或两次迭代差小于设定的阈值则算法结束,否则重复步骤2。\n", + "1. 首先,类的重心是随机确定的位置。实际上,重心位置等于随机选择的观测值的位置;\n", + "2. 每次迭代的时候,K-Means会把观测值分配到离它们最近的类;\n", + "3. 然后把重心移动到该类全部成员位置的平均值那里;\n", + "4. 若达到最大迭代步数或两次迭代差小于设定的阈值则算法结束,否则重复步骤2。\n", "\n" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "% matplotlib inline\n", + "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", @@ -82,17 +85,19 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
\n
" + ] }, + "execution_count": 12, "metadata": {}, - "execution_count": 1 + "output_type": "execute_result" } ], "source": [ @@ -251,13 +326,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 13, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { - "output_type": "execute_result", "data": { "text/plain": [ "0 0\n", @@ -274,8 +348,9 @@ "Name: class, Length: 150, dtype: int64" ] }, + "execution_count": 13, "metadata": {}, - "execution_count": 2 + "output_type": "execute_result" } ], "source": [ @@ -287,32 +362,34 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 14, "metadata": { "lines_to_next_cell": 2 }, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
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\n" + "image/png": 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\n" 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\n", 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" + ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" } ], "source": [ @@ -331,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -395,9 +472,10 @@ " min_index_list = []\n", " for point in self.feature_points:\n", " # 计算所有点和重心距离,存入distance_array\n", - " dis = np.array([])\n", + " dis = np.zeros(self.k)\n", + " #dis = np.array([])\n", " for i in range(self.k):\n", - " dis = np.append(dis, self.__distance(self.centroids[i], point))\n", + " dis[i] = self.__distance(self.centroids[i], point)\n", "\n", " # 找出最小值的索引\n", " min_index = np.argmin(dis)\n", @@ -425,91 +503,110 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "metadata": {}, "outputs": [ { - "output_type": "display_data", "data": { - "text/plain": "
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\n" + "image/png": 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\n" + "image/png": 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\n" + "image/png": 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\n" 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\n" + "image/png": 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\n" 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\n" 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "迭代了 7 次\n" + "迭代了 8 次\n" ] } ], @@ -530,7 +627,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -544,7 +641,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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" ] @@ -583,12 +680,12 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -635,14 +732,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "ari_train = 0.687021\n" + "ari_train = 0.686581\n" ] } ], @@ -683,12 +780,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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xZlZhZm+a2VmdXss0s8rw8fOimFMOwR8Ikp7qo7S4n9dRJExD30VEko/XW3ekAmOBjwEXAw+aWd/wayOcc6XAJcDdZvah2+DM7OpwoavcuXNnb2VOGhVVIU4c3o/MtBSvo0gnGvouIpJcolnWtgHDOj0fGj7W2Vbgeedci3NuA7COjvKGc25b+Gs18CpQcuAPcM494Jwrdc6V9u/fv+d/B0mspr6Z1e/s0Xq1GHVFeTFfOGk4979WzR8XbfY6joiIRFE0y9oiYKyZjTSzdOAi4MC7Op+j46waZlZEx2XRajPrZ2YZnY6XA6ujmFUO8GZ1x4ipsjFarxaLNPRdRCR5RK2sOedaga8BLwFvA08551aZ2W1mtv/uzpeAkJmtBv4NfNs5FwKOByrNbFn4+B3OOZW1XlRRFSQ3I5UpQ/O9jiKHoKHvIiLJwRJlhE1paamrrKz0OkbCOOWXrzKyKIe5s6d5HUW6sTnUwHm/rSA/K40HLjuR7z+3kt9cUqJZriIiMczMFofX5nfL6xsMJAZtr21kQ7Be69XiROeh75f+fgGLNtZwzz/Xex1LRER6iMZNyYf4Ax3r1cq1Xi1uXPr7BTS3tbNjbxMAjy3YzGMLNpOR6mPt7Wd7nE5ERI6GzqzJh/irghTkpHPcwD5eR5EIvfGdUzhn6mBSfAZAWopx7tTBvHHjKR4nExGRo6WyJh/gnKMiEGTm6EJ84T/4JfYNyMukT0Yq7c5hQEtbx1etWxMRiX8qa/IB1cF63tvTpBFTcShY18SlM0bw0KxppPqMV9fupLWt3etYIiJylFTW5AP8VR37dZWP0c0F8eb+y0q5/byJnHr8AO68cAq1jS3c8y/daCAiEu9U1uQDKqpCDOmbxfCCbK+jyFE4d+oQLjhxKPf+u4r54RtGREQkPqmsyfva2x3zq0OUjS7ETOvV4t0Pz5nAyMIcrv/jEmrqm72OIyIiR0hlTd63+p097G5s0ZYdCSInI5V7Li5hV30L33lmGYmyAbaISLJRWZP3VYTXq83UZrgJY+KQfG48exz/fHsHj87f5HUcERE5Aipr8r6KQIgxA3IZmKftHhLJnPJiTh03gB///W1Wb9/jdRwRETlMKmsCQHNrO4s21FCus2oJx8z4xQWTyc9K49on3qKhudXrSCIichhU1gSApVtqaWxpo0zr1RJSYW4Gd39+KtXBem7762qv44iIyGFQWROgY72az+CkkTqzlqjKxxTx5ZNH8+SiLfx12Xav44iISIRU1gSA+YEQE4fkk5+d5nUUiaJvfPxYSob35Xt/WsGWmgav44iISARU1oSG5laWbNlFmUZMJby0FB/3XFQCwHVPLqFF46hERGKeypqwcEMNLW2OMt1ckBSGFWTzk89MYsnmWu7+5zqv44iISDdU1gR/IER6io9pxQVeR5Fe8ukpg7mwdCi/fTXw/jxYERGJTSprgj8QpGR4X7LSU7yOIr3o1nMmMLIoh+v/uJRQXZPXcURE5BBU1pJcbUMzq7bv0YipJJSdnsq9F5dQ29DCt59ZrnFUIiIxSmUtyc0PhHAOrVdLUhMG5/O9T4zjlTU7eMS/0es4IiJyECprSc4fCJGTnsKUYX29jiIemVVWzGnjBvDTv69h5bbdXscREZEDqKwluYpAkOkjC0hL0f8UkpWZ8YvPTaFfThrXPbGE+iaNoxIRiSX6EzqJvbt7H9U767W/mlCQk86vPj+VDaF6bn1+lddxRESkE5W1JFYR3rKhbIzWqwmUjS7iqx8bw9OLt/KXpdu8jiMiImEqa0nMHwjRLzuN44/J8zqKxIjrTx/LCcP7cvOfV7I5pHFUIiKxQGUtSTnn8AeCzBxdiM9nXseRGJGa4uPXF5WAaRyViEisUFlLUhuC9byze5/Wq8mHDCvI5o7PTGbpllruelnjqEREvKaylqT8gRCANsOVg/rk5EFcPH0Yv3stwH/WaxyViIiXVNaSlD8QZHB+JsWF2V5HkRj1g09NYHT/XL7x1FKCGkclIuIZlbUk1N7umB8IMXN0EWZaryYHl5Wewr0Xl7C7sYVvPb2M9naNoxIR8YLKWhJ6+9097GpooVxbdkg3jh+Ux82fPJ5X1+5kbsUGr+OIiCQllbUk5K/qWK+mmwskEpedNIKPjx/Iz17UOCoRES+orCWhikCQUf1zOCY/0+soEgfMjJ9/djKFORlc+8QS6jSOSkSkV6msJZnm1nYWbqihXGfV5DD0y0nn7oumsilUzy1/0TgqEZHepLKWZJZvraWhuU3r1eSwnTSqkK+dOpZn39rKc0s0jkpEpLeorCWZiqoQZh1/8IocrutOHcO04n7c/NxKNoXqvY4jIpIUVNaSTEUgyITBefTNTvc6isSh1BQfd19Ugs/guieW0NyqcVQiItGmspZEGpvbWLJ5l9aryVEZ0jeLn312Msu27ubOf6z1Oo6ISMJTWUsiizbW0NLmKNOIKTlKZ08axCUzhnP/69W8vm6n13FERBKayloSqQgESUsxphX38zqKJIAffGo8xw7M5ZtPLWPnXo2jEhGJFpW1JOKvClEyrB/Z6aleR5EEkJmWwr0Xn8DefS3coHFUIiJRo7KWJHY3tLBy+27KtGWH9KDjjunDf39qPK+v28lD/9E4KhGRaFBZSxLzq0M4B+VaryY97NIZwzlzwkB+/tIalm+t9TqOiEjCUVlLEv5AkKy0FKYM7et1FEkwZsbPPjuZ/rkaRyUiEg0qa0nCHwgxfWQB6an6Vy49r292OndfVMKWmgZ+8NxKr+OIiCQU/cmdBN7bs4+qHXUaMSVRNX1kAdedNpY/LdnGn97a6nUcEZGEobKWBPyBIABl2gxXouzaU8cyfWQB//3cSjYENY5KRKQnqKwlgYqqEH2z0xg/KM/rKJLgUnzG3Z+fSmqKT+OoRER6iMpagnPOMT8QYuaoQnw+8zqOJIHBfbP4+QWTWbFtN794aY3XcURE4p7KWoLbFGpgW20jZaO1Xk16z5kTjuGyk0bw4BsbeHXtDq/jiIjENZW1BFexf72a9leTXvb9Tx7PuGP68K2nl7Fj7z6v44iIxC2VtQTnD4Q4Ji+TUUU5XkeRJNMxjqqEuqZWbnhK46hERI6UyloCa2/vWK9WNqYQM61Xk943dmAffvCpCbyxPsgDb1R7HUdEJC6prCWwNe/upaa+WVt2iKcunj6MT0w6hl++tJalWzSOSkTkcKmsJbD9+6tpM1zxkpnx0/MnMzAvk+ueWMLefS1eRxIRiStRLWtmdpaZrTWzKjO76RDvudDMVpvZKjN7vNPxWWa2PvyYFc2cicofCDGqKIdB+VleR5Ekl5+dxq8vmsq22kZufm4lzmn9mohIpKJW1swsBbgPOBsYD1xsZuMPeM9Y4LtAuXNuAnB9+HgBcAswA5gO3GJm/aKVNRG1tLWzoDrETG3ZITGitLiA608by1+WbufZt7Z5HUdEJG5E88zadKDKOVftnGsGngTOPeA9VwH3Oed2ATjn9m/IdCbwsnOuJvzay8BZUcyacJZvraW+uY1ybdkhMeQrp4zhpFEF/OAvK6neWed1HBGRuBDNsjYE2NLp+dbwsc6OBY41swoze9PMzjqMz2JmV5tZpZlV7ty5swejxz9/VQgzmDlKZ9YkdnSMoyohPdXHtU8soam1zetIIiIxz+sbDFKBscDHgIuBB82sb6Qfds494Jwrdc6V9u/fP0oR41NFIMj4QXn0y0n3OorIBxyTn8kvLpjCqu17+PmLa72OIyIS86JZ1rYBwzo9Hxo+1tlW4HnnXItzbgOwjo7yFsln5RAam9t4a1OtRkxJzPr4+IHMmjmCh/6zgX+v0TgqEZGuRLOsLQLGmtlIM0sHLgKeP+A9z9FxVg0zK6Ljsmg18BJwhpn1C99YcEb4mERg8aZdNLe1a8SUxLTvfqJjHNUNTy9jxx6NoxIROZSolTXnXCvwNTpK1tvAU865VWZ2m5mdE37bS0DIzFYD/wa+7ZwLOedqgB/RUfgWAbeFj0kEKgJBUn3G9OICr6OIHFJmWgq/uaSExuY2vvHUUo2jEhE5BEuU/Y5KS0tdZWWl1zFiwrm/+Q9pKT6e+XKZ11FEuvXHRZu58dkVfOes4/jKx8Z4HUdEpFeY2WLnXGkk7/X6BgPpYbsbW1ixbbcugUrcuLB0GJ+cPIg7/7GOtzbv8jqOiEjMUVlLMAuqQ7Q7KNfNBRInzIyfnD+JY8LjqPZoHJWIyAeorCUYfyBEZpqPkuEa+CDxIz8rjXsuLuGd3fv43p9WaByViEgnKmsJpqIqyLTiAtJT9a9W4suJI/rxzY8fy9+Wv8PTlVu9jiMiEjP0J3oC2bF3H+t31GnElMSta04eTdnoQm55fhVVOzSOSkQEVNYSyvxACIDy0SprEp9SfMavPj+VzLSOcVT7WjSOSkREZS2BVFQFyctMZfzgPK+jiByxgXmZ/PJzU3j7nT3c8cIar+OIiHhOZS1BOOeoqAoxc3QhKT7zOo7IUTnt+IFcUV7MI/6N/HP1e17HERHxlMpagthS08i22katV5OEcdPZ4xg/KI9vP7OMd3drHJWIJC+VtQRREQgCaHi7JIyM1BTuvaSEfS3tfOOPS2nTOCoRSVIqawmioirIgD4ZjO6f63UUkR4zun8uPzx3AvOrQ/zutYDXcUREPKGylgCcc8wPhCgfU4SZ1qtJYvnciUP59JTB3PXyOhZvqvE6johIr1NZSwBr39tLqL5Zl0AlIZkZPz5/IoP7ZnLdE0vZ3ahxVCKSXFTWEkBFVcf+ahreLokqLzONey4q4b09GkclIslHZS0B+KuCFBdmM6RvltdRRKKmZHg/bjjjOP53xTv8cdEWr+OIiPQalbU419rWzoINNTqrJknhSx8dxUfGFHHrX1dRtWOv13FERHpFRGXNzEaY2enhX2eZWZ/oxpJILd+2m7qmVq1Xk6Tg8xl3XTiFnPRUvva4xlGJSHLotqyZ2VXAM8D94UNDgeeiGUoi56/q2F9t5iiVNUkOA8LjqNa8u5ef/v1tr+OIiERdJGfWvgqUA3sAnHPrgQHRDCWR8wdCHD8oj8LcDK+jiPSaU8YN4MqPjGTe/E28rHFUIpLgIilrTc655v1PzCwV0K1YMWBfSxuVm3ZRrkugkoS+c9ZxTBzSMY7qnd2NXscREYmaSMraa2b2PSDLzD4OPA38NbqxJBKLN+2iubWdsjEqa5J8MlJTuOeiEppb27n+SY2jEpHEFUlZuwnYCawAvgT8Hbg5mqEkMv5AkFSfMX2kypokp1H9c/nRuRNZsKGG+/5d5XUcEZGoSO3qRTNLAR51zl0KPNg7kSRSFVUhpgzrS25Gl/8aRRLaZ04Ywhvrd3L3P9dRNrqQ0uICryOJiPSoLs+sOefagBFmlt5LeSRCe/a1sHxrrbbskKRnZvzovIkMK8jm608uZXeDxlGJSGKJ5DJoNVBhZv9tZt/c/4h2MOnaguoa2h2UjdZmuCJ9Oo2juulPyzWOSkQSSiRlLQD8LfzePp0e4iF/IEhmmo8TRvT1OopITJgyrC/fPvM4Xlj5Lk8s1DgqEUkc3S52cs79EMDMcsPP66IdSrrnrwoxrbiAjNQUr6OIxIyr/msU/6kK8sO/rqK0uB/HDtTfK0Uk/kUywWCimS0BVgGrzGyxmU2IfjQ5lJ17m1j73l5mar2ayAf4fMadF06hT2Yq12oclYgkiEgugz4AfNM5N8I5NwK4Ad0Z6qn51SEAyrVeTeRDBvTJ5M4Lp7L2vb38+H81jkpE4l8kZS3HOffv/U+cc68COVFLJN3yVwXpk5nKxCH5XkcRiUknH9ufqz86ij+8uYkXV77rdRwRkaMS0d2g4TtBi8OPm+m4Q1Q8UhEIctKoQlJ85nUUkZj1rTOOY/LQfG58djnbazWOSkTiVyRlbQ7QH/gT8CxQFD4mHthS08CWmkbNAxXpRnqqj3suKqG1rWMcVWtbu9eRRESOSLdlzTm3yzl3nXPuBOfcic65651zu3ojnHyYPxAEoHyM1quJdKe4KIfbz5/Iwo01/EbjqEQkTkVyN+jLZta30/N+ZvZSdGPJoVRUhejfJ4MxA3K9jiISF84vGcpnSoZwz7/Ws3BDjddxREQOWySXQYucc7X7n4Qr9zZ2AAAgAElEQVTPqg2IXiQ5FOcc/kCIstGFmGm9mkikbjtvIsMLsrn+ySXUNjR7HUdE5LBEUtbazWz4/idmNgLQLBcPrN9RR7CuSVt2iBym3IxU7r34BHbWNXHjsxpHJSLxJZKy9n3gP2b2BzN7DHgd+G50Y8nBVFR1rFcrG6ObC0QO16Sh+dx41jheWvUejy3Y7HUcEZGIRTJu6kUzOwE4iY4zatc754JRTyYfUlEVYnhBNkP7ZXsdRSQuzSkfyRvrg/zob6uZVtyPccfkeR1JRKRbhzyzZmYjzCwfIFzO6oEzgMvNLL2X8klYa1s7C6pDlOusmsgR8/mMX35uCnmZaVz3xBIamzWOSkRiX1eXQZ8iPKnAzKYCTwObgSnAb6MfTTpbuX0Pe5taKdN6NZGj0r9PBr/6/BTWvVfHj/53tddxRES61VVZy3LObQ//+gvAXOfcncAVwPSoJ5MP2L9eTcPbRY7ef43tz5dOHsXjCzbzwop3vI4jItKlrspa570hTgX+BeCc0zbgHvAHgow7pg9FuRleRxFJCN864zimDOvLjc8uZ+uuBq/jiIgcUldl7RUze8rMfg30A14BMLNBgDYq6kX7Wtqo3LhLl0BFelBaio97Lyqh3aFxVCIS07oqa9fTMQ90I/AR51xL+PgxdGznIb3krc27aGpt180FIj1seGE2Pz5/IpWbdnHPKxpHJSKx6ZBbd7iOXSOfPMjxJVFNJB/irwqR4jOmjyzwOopIwjl36hDeWB/kN6+sp2x0ISeN0l+KRCS2RLIprnisIhBk8tB8+mSmeR1FJCH98JwJFBfmcP2TS9lVr1UeIhJbVNZi3N59LSzfulsjpkSiKCcjlXsuLqGmvplvP6NxVCISW7ota2b29UiOSXQs3FBDW7ujTFt2iETVxCH53Hj2OP759nv84c1NXscREXlfJGfWZh3k2OweziGHUFEVIiPVxwkj+nkdRSThzSkv5tRxA7j9f9/m7Xf2eB1HRAToetzUxWb2V2CkmT3f6fFvoKb3IiY3fyBIaXE/MtNSvI4ikvDMjF9cMJn8rDSufWIJDc2tXkcSEelykLsfeAcoAu7sdHwvsDyaoaRDsK6JNe/u5dtnHud1FJGkUZibwd2fn8oXHlrA9/60gu279/GbS0oY0CfT62gikqS62rpjE7AJmNl7caSz+YEQgNarifSy8jFFfPnk0fz21QAG3PPP9dx+/iSvY4lIkurqzBoAZvYZ4GfAADpGUBkd27DlRTlb0vMHQvTJSGXSkHyvo4gkleNufoGm1o6JBg54bMFmHluwmYxUH2tvP9vbcCKSdCK5weDnwDnOuXznXJ5zro+KWu/wB4LMGFVIaop2WBHpTW985xTOmTqYjNT/+2/vzAkDeePGUzxMJSLJKpIW8J5z7u2oJ5EP2LqrgU2hBl0CFfHAgLxM+mSk0tzWTlqKAfBmdQ0ZKbrRR0R6XyRlrdLM/hi+O/Qz+x9RT5bk/FUd69XKx2gzXBEvBOuauHTGCP7y1Y9w+vED2NPYwpXzFtHY3OZ1NBFJMpGUtTygATgD+HT48alIvrmZnWVma82sysxuOsjrs81sp5ktDT++2Om1tk7Hn4/st5M4/IEgRbnpHDsw1+soIknp/stKuf28iYwfnMfvZ03jvktPYPHmXXzt8bdoaWv3Op6IJJFubzBwzl1xJN/YzFKA+4CPA1uBRWb2vHNu9QFv/aNz7msH+RaNzrmpR/Kz451zjopAiJmjizAzr+OICPCJSYO47dyJ/PdzK/nun1bwiwsm679PEekVkYybOtbM/mVmK8PPJ5vZzRF87+lAlXOu2jnXDDwJnHt0cZND1Y46du5tolzr1URiymUnjeD608fyzOKt3PHiGq/jiEiSiOQy6IPAd4EWAOfccuCiCD43BNjS6fnW8LEDfdbMlpvZM2Y2rNPxTDOrNLM3zey8g/0AM7s6/J7KnTt3RhApPvgDWq8mEqu+ftpYLjtpBPe/Vs2Dr1d7HUdEkkAkZS3bObfwgGM9NYPlr0Cxc24y8DIwr9NrI5xzpcAlwN1mNvrADzvnHnDOlTrnSvv3799DkbxXURVkWEEWwwqyvY4iIgcwM249ZwKfnDSIH//9bZ5dvNXrSCKS4CIpa8FwUXIAZnYBHWOourMN6HymbGj42PuccyHnXFP46e+BEzu9ti38tRp4FSiJ4GfGvbZ2x5vVIcpG6ayaSKxK8Rl3fX4K5WMK+c6zy3llzXteRxKRBBZJWfsqcD8wzsy2AdcDX47gc4uAsWY20szS6bh0+oG7Os1sUKen5wBvh4/3M7OM8K+LgHLgwBsTEtLKbbvZs6+VsjFaryYSyzJSU7j/slLGD8rjK//zFos31XgdSUQSVLdlLXyDwOlAf2Ccc+4jzrmNEXyuFfga8BIdJewp59wqM7vNzM4Jv+06M1tlZsuA64DZ4ePH07G/2zLg38AdB7mLNCH5358HqjNrIrEuNyOVh6+YxqD8LOY8Usm69/Z6HUlEEpA55w7+gtkXnHOPmdk3D/a6c+6uqCY7TKWlpa6ystLrGEftsocW8N6effzjGyd7HUVEIrSlpoHP/j8/PjOe+fJMhvbTelMR6ZqZLQ6vze9WV2fWcsJf+xziIT2sqbWNRRtrdFZNJM4MK8hm3pzp1De3cvnchdTUN3sdSUQSyCE3xXXO3R/++sPei5PclmyuZV9Lu7bsEIlDxw/K46FZ07jsoQVc8fBCHr/qJHIyut13XESkW5FsijvPzPp2et7PzOZGN1Zy8lcF8RnMGFXgdRQROQLTRxbwm0tOYOX2PVzz2GKaWzWWSkSOXiR3g052ztXuf+Kc20WSbKPR2yoCISYN7UteZprXUUTkCH18/EB+ev4k3lgf5FtPL6O9/eDrgkVEIhVJWfOZWb/9T8ysgAhmisrhqWtqZdmWWo2YEkkAF04bxo1njeP5Zdu57W+rOdSNXCIikYikdN0JzDezpwEDLgB+HNVUSWjRhhpa253Wq4kkiGtOHkWwromH/rOBotx0vnbqWK8jiUic6rasOeceNbNK4NTwoc8ky55nvamiKkh6qo8TR/Tr/s0iEvPMjO9/4nhq6pv55T/WUZibwcXTh3sdS0Ti0CHLmpnlOef2hC97vgs83um1AuectuvuQRWBECcO70dmWorXUUSkh/h8xs8vmMyuhma+/+cV9MtO46yJg7r/oIhIJ12tWdtfzhYDlZ0e+59LD6mpb+btd/ZQrhFTIgknLcXHby89gSnD+nLdk0t5szrkdSQRiTNdlbU7wl+Pd86N6vQY6Zwb1RvhksX88IipmdoMVyQhZaenMnfWNIYXZHPVvEpWbd/tdSQRiSNdlbVfh7/6eyNIMqsIBMnNSGXK0Hyvo4hIlPTLSefROdPJzUxl1txFbArVex1JROJEV2WtxcweAIaa2T0HPnorYDLwVwWZMbKA1JRIdlIRkXg1uG8Wf7hyOq3t7Vw+dyE79u7zOpKIxIGu2sGngFeARjrWqR34kB6wrbaRjaEGyrRlh0hSGDOgDw/PnsaOPU3MnruIPftavI4kIjGuq607vu2cu9HMhjvn5vVaoiTjrwoCUKbNcEWSRsnwfvy/L5zAF+dVcvWjlTxyxXTdCS4ih9TVmbVPmJkBF/VWmGTkD4QozEnnuIF9vI4iIr3oY8cN4Jefm8Kb1TVc/+RS2jSWSkQOoauy9iKwC5hsZnvMbG/nr72UL6E55/AHgswcXYjPZ17HEZFedl7JEH7wqfG8uOpdbn5upcZSichBHbKsOee+7ZzrC/yvcy7POden89dezJiwAjvreW9PE2XaskMkac35yEi+8rHRPLFwM796eZ3XcUQkBkUybupcMxsBjHXO/dPMsoBU59ze6MdLbP5Ax3o1bYYrkty+feZxhOqaueeVKgpy0pldPtLrSCISQ7ota2Z2FXA1UACMBoYCvwNOi260xOevCjGkbxbDC7K9jiIiHjIzfnz+RHY1NPPDv62mIDeDc6YM9jqWiMSISDb2+ipQDuwBcM6tBwZEM1QyaGt3zK8OUT6mkI77OEQkmaWm+Ljn4hKmjSjghqeW8sb6nV5HEpEYEUlZa3LONe9/YmapgFbBHqXV2/ewu7FF69VE5H2ZaSk8OKuU0f1z+dIfFrNsS63XkUQkBkRS1l4zs+8BWWb2ceBp4K/RjZX4KgLaX01EPiw/K41H50ynMDed2Q8vJLCzzutIIuKxSMraTcBOYAXwJeDvwM3RDJUM/IEQYwfkMiAv0+soIhJjBuRl8uicGaT4jMsfWsi7uzWWSiSZdVvWnHPtwDzgh8CtwCNOmwEdlebWdhZtqNFZNRE5pJFFOTxyxXR2N7Zw+dwF1DY0d/8hEUlI3ZY1M/sYsB64D/gtsM7MPhrlXAltyeZdNLa0aR6oiHRp4pB8HrjsRDYGG7hyXiWNzW1eRxIRD0RyGfRO4Azn3MnOuY8CZwK/im6sxOYPhPAZnDRKZ9ZEpGtlY4q4+6KpvLV5F199/C1a2tq9jiQivSySspbmnFu7/4lzbh2QFr1Iic8fCDJpSD75WfrHKCLd+8SkQfzo3Im8smYHNz27QmOpRJJMt5viApVm9nvgsfDzLwCV0YuU2OqbWlmyuZYv/tcor6OISBz5wkkjCNU186t/rqMoN53vfuJ4ryOJSC+JpKx9mY6Nca8LP38d+H9RS5TgFm6sobXdacSUiBy2604bQ6i+iftfr6YwN52rPzra60gi0gsOWdbMrD/Q3zm3Grgr/MDMJgB5dGznIYdpfiBEeoqP0hEFXkcRkThjZtzy6QmE6pv5yd/XUJCTwQUnDvU6lohEWVdr1u4FDna7YgHw6+jESXwVVUFKhvclKz3F6ygiEodSfMZdF06hfEwhNz67nH+9/Z7XkUQkyroqa2Occ68feNA59wYwOXqREteu+mZWv7OHcm3ZISJHISM1hfsvK2X8oDy++vhbLN5U43UkEYmirspany5e022MR+DN6hDOofVqInLUcjNSeeSKaQzKz+KKhxex9t29XkcSkSjpqqxVmdknDjxoZmcD1dGLlLgqAkFy0lOYPLSv11FEJAEU5mbw6JzpZKalcPncBWzd1eB1JBGJgq7K2vXA3Wb2iJldG37Mo2O92td7J15i8VeFmD6ygLSUSLa3ExHp3rCCbB69cjqNzW1c/tBCQnVNXkcSkR52yNbgnFsPTAJeA4rDj9eAyeGNceUwvLO7kepgvdariUiPG3dMHg/Nnsa22kbmPLKI+qZWryOJSA/q8hSPc67JOfewc+6G8GOuc25fb4VLJP6qEABlo1XWRKTnTSsu4L5LTmDl9j1c89himls1lkokUeh6XC+pCAQpyEln3DFd3bchInLkTh8/kJ9+ZhJvrA9yw9PLaG/XWCqRRBDJBAM5Ss45/FUhZo4qxOczr+OISAK7sHQYNfXN3PHCGgpz0rnl0+Mx0//viMSziMqamWUBwzsPdJfIbQjW8+6efZRpyw4R6QVf+ugognub+P1/NlCUm87XTh3rdSQROQrdXgY1s08DS4EXw8+nmtnz0Q6WSCoCWq8mIr3HzPjeJ47nMyVD+OU/1vH4gs1eRxKRoxDJmbVbgenAqwDOuaVmNjKKmRKOvyrI4PxMiguzvY4iIknC5zN+dsFkdjU0c/NzKyjISeOsiYO8jiUiRyCSGwxanHO7DzimVasRam93zK8OUTamSOtGRKRXpaX4uO/SE5gyrC/XPbGU+eGz/CISXyIpa6vM7BIgxczGmtm9gD/KuRLG6nf2UNvQohFTIuKJ7PRUHp49jRGF2Vz1aCUrtx34d28RiXWRlLVrgQlAE/A4sBtNMIiYPxAEtF5NRLzTNzudR6+cTl5mKrMfXsSmUL3XkUTkMERS1j7pnPu+c25a+HEzcE60gyWKiqoQo/vnMDAv0+soIpLEBuVn8eiVM2hrb+eyhxayY6/2NxeJF5GUte9GeEwO0NzazqKNNRoxJSIxYcyAXObOnsbOvU3MnruIPftavI4kIhE4ZFkzs7PD69OGmNk9nR6PABo8F4FlW2tpaG6jbLTWq4lIbCgZ3o/fXXYi697by1XzKtnX0uZ1JBHpRldn1rYDlcA+YHGnx/PAmdGPFv8qqoKYwUmjVNZEJHacfGx/7rxwCgs21PD1J5fQprFUIjHtkPusOeeWAcvMbKBzbl7n18zs68Cvox0u3vkDISYOzqdvdrrXUUREPuDcqUMI1TVz299Wc/NzK/jJ+ZO0vZBIjIpkzdpFBzk2u4dzJJyG5laWbN6lEVMiErPmfGQkXz1lNE8s3MJdL6/zOo6IHMIhz6yZ2cXAJcDIA8ZL9QFqoh0s3i3auIuWNqctO0Qkpn3rjOMI1TVz7ytVFOakM7tcA2pEYk1X46b8wDtAEXBnp+N7geXRDJUI/FVB0lKMacX9vI4iInJIZsbt502kpr6ZH/5tNQW5GZwzZbDXsUSkk0NeBnXObXLOveqcmwlsBNKcc68BbwNZvZQvbvkDIUqG9yM7PZLxqyIi3klN8XHPxSVMKy7ghqeW8vq6nV5HEpFOul2zZmZXAc8A94cPDQWei2aoeFfb0MzK7bu1ZYeIxI3MtBR+P6uUMQP6cM1ji1m6pdbrSCISFskNBl8FyoE9AM659cCASL65mZ1lZmvNrMrMbjrI67PNbKeZLQ0/vtjptVlmtj78mBXZbyc2vFkdwjm0Ga6IxJW8zDTmXTGNwtx0rnh4IVU76ryOJCJEVtaanHPN+5+YWSrQ7aY8ZpYC3AecDYwHLjaz8Qd56x+dc1PDj9+HP1sA3ALMAKYDt5hZ3Cz+8gdCZKenMGVoX6+jiIgclgF5mfxhzgxSfMasuQt5Z3ej15FEkl4kZe01M/sekGVmHweeBv4aweemA1XOuepw2XsSODfCXGcCLzvnapxzu4CXgbMi/KznKqqCTCsuID01kn+8IiKxpbgoh0eumM7uxhZmzV1IbUNz9x8SkaiJpE3cBOwEVgBfAv4O3BzB54YAWzo93xo+dqDPmtlyM3vGzIYd5mdjzru79xHYWU+59lcTkTg2cUg+D1x+IhuDDVw5r5LGZo2lEvFKt2XNOdfunHvQOfc559wF4V/31GySvwLFzrnJdJw9m9fN+z/AzK42s0ozq9y5MzbuXvIHggDaX01E4l7Z6CJ+fdFU3tq8i68+/hYtbe1eRxJJSpHcDbrBzKoPfETwvbcBwzo9Hxo+9j7nXMg51xR++nvgxEg/G/78A865Uudcaf/+/SOIFH3+QIi+2WmMH5TndRQRkaN29qRB3H7eRF5Zs4Mbn11Ou+aIivS6SDYBK+3060zgc0BBBJ9bBIw1s5F0FK2L6JiI8D4zG+Sceyf89Bw69nADeAn4SaebCs4AvhvBz/SUcw5/VZCZowrx+TRjT0QSw6UzRhCqa+aul9dRlJvB9z5xvNeRRJJKt2XNORc64NDdZrYY+EE3n2s1s6/RUbxSgLnOuVVmdhtQ6Zx7HrjOzM4BWukYYTU7/NkaM/sRHYUP4DbnXMyPuNoYamD77n18+RRdAhWRxHLtqWMI1jXxwOvVFOak86WTR3sdSSRpdFvWzOyETk99dJxpi2hbfufc3+m4IaHzsR90+vV3OcQZM+fcXGBuJD8nVuxfr1auzXBFJMGYGbd+egI19c389IU1FOZmcMGJQ72OJZIUIildneeCttIxeurCqKSJc/6qEMfkZTKyKMfrKCIiPc7nM+68cAq1DS3c+Oxy+mWncdrxA72OJZLwIrkb9JROj487565yzq3tjXDxpL3d4Q8EKRtTiJnWq4lIYspITeF3l53IhMF5fOV/3qJyY8yvUBGJe5HcDZpvZnft3yLDzO40s/zeCBdP3n53D7saWijXlh0ikuByM1J5ePY0hvTNYs4ji1j77l6vI4kktEg2xZ0L7KXj0ueFdMwIfTiaoeLR/EDHfRhl2gxXRJJAYW4G8+ZMJys9hcvnLmDrrgavI4kkrEjK2mjn3C3hsVHVzrkfAqOiHSzeVFQFGVWUw6D8LK+jiIj0imEF2cybM53G5jYuf2ghobqm7j8kIoctkrLWaGYf2f/EzMoBTfbtpKWtnYUbanRWTUSSzrhj8nho9jS21TZyxSOLqGtq9TqSSMKJpKxdA9xnZhvNbBPwm/AxCVu+tZb65jatVxORpDStuID7LjmBVdv3cM0fFtPcqrFUIj0pkrtBlznnpgCTgUnOuRLn3LLoR4sfFVUhzOCkUTqzJiLJ6fTxA7njM5P4T1WQbz61VGOpRHpQJJviZgCfBYqB1P3bUjjnbotqsjhSURVk/KA8+uWkex1FRMQznysdRqi+mTteWENhTjq3njNBWxmJ9IBINsX9C7AbWAxo9egBGpvbWLK5ltnlxV5HERHx3Jc+OopQXRMPvrGBotwMrj1trNeRROJeJGVtqHPurKgniVOVm2pobmtnpkZMiYhgZnz37OMJ1TVz58vrKMhN59IZI7yOJRLXIilrfjOb5JxbEfU0caiiKkSqz5heXOB1FBGRmODzGT+7YDK7Gpr57+dWUpiTzlkTB3kdSyRuHfIGAzNbYWbLgY8Ab5nZWjNb3um40DG8vWR4X3IyIpptLyKSFNJSfPz20hOZOqwv1z2xFH8g6HUkkbjV1d2gnwI+DZwNjAHOCD/ffzzp7W5oYeW23ZRpyw4RkQ/JSk9h7uxpjCjM5upHF7Ny226vI4nEpa7K2t5uHknvzQ0h2h2Uab2aiMhB9c1O59Erp5OXmcrshxeyMVjvdSSRuNNVWVsMVIa/HviojH602OevCpKVlkLJ8H5eRxERiVmD8rN49MoZtLU7Lp+7kB1793kdSSSuHLKsOedGOudGhb8e+NBsUMAfCDFtZAHpqZEMghARSV5jBuTy8BXTCdY1MWvuIvbsa/E6kkjc6OoGg3Hhrycc7NF7EWPTjj37WL+jTpdARUQiNHVYX373hRNZ/95erppXyb6WNq8jicSFrm5hvAG4CrjzIK854NSoJIoT/kAIQPNARUQOw0eP7c+dF07h608u5etPLuG3l55Iik9TDkS6csiy5py7Kvz1lN6LEz8qqoLkZ6UxfnCe11FEROLKuVOHUFPfzA//upqbn1vBT86fpLFUIl04ZFkzs2nAFufcu+Hnl9MxI3QTcKtzrqZ3IsYe5xz+QIiZowr1N0IRkSNwRflIQnXN/ObfVRTmZPCtM4/zOpJIzOpqZfz9QDOAmX0UuAN4lI45oQ9EP1rs2lzTwLbaRsrGaL2aiMiRuuGMY7l4+jB+8+8qHq7Y4HUckZjV1Zq1lE5nzz4PPOCcexZ41syWRj9a7Kqo6livps1wRUSOnJnxo3Mnvn9JtCAnnXOnDvE6lkjM6erMWoqZ7S9zpwGvdHotqWcr+QNBBuZlMLp/jtdRRETiWmqKj19fVMKMkQXc8NQyXlu30+tIIjGnq7L2BPCamf0FaATeADCzMXRcCk1K7e2O+YEQZaOLtCBWRKQHZKal8OCsUsYO7MOXH1vM0i21XkcSiSldbYr7Yzq273gE+IhzznX6zLXRjxab1r63l1B9s/ZXExHpQXmZacybM42i3AyueHghVTvqvI4kEjO63HrfOfemc+7Pzrn6TsfWOefein602FRRFQSgfIzWq4mI9KQBfTL5w5XTSfEZs+Yu5J3djV5HEokJmpN0mOYHQowsymFw3yyvo4iIJJwRhTk8csV0dje2cPlDC6ltaPY6kojnVNYOQ2tbOws21DBTl0BFRKJm4pB8Hrj8RDaFGpjzyCIamzWWSpKbytpheHXtTuqaWpk4ON/rKCIiCa1sdBH3XDyVpVtq+cr/LKalrd3rSCKeUVk7DPe+sh6AJZt3eZxERCTxnTVxELefN4l/r93Jjc8sp73ddf8hkQSU1PulReq4m1+gqfX//lb39OKtPL14KxmpPtbefraHyUREEtslM4YTrGvirpfXUZibzvc/Od7rSCK9TmfWIvDGd07h05MHvf88M83HuVMH88aNmnEvIhJt1546hlkzR/DgGxu4/7WA13FEep3OrEVgQF4meVlpmEFaio+m1nb6ZKQyoE+m19FERBKemXHLpycQqm/mpy+soSAnnc+VDvM6lkivUVmLULCuiUtnjOCS6cN5fOFmdu7d53UkEZGk4fMZd104ld2NLdz0pxX0y07n9PEDvY4l0ivs/wYTxLfS0lJXWVnpdQwREYmiuqZWLnnwTda+u5fHvjiDacUFXkcSOSJmttg5VxrJe7VmTURE4kZuRioPz57GkL5ZXPnIIta8u8frSCJRp7ImIiJxpTA3g0evnE5Wegqz5i5kS02D15FEokplTURE4s7Qftk8OmcGjc1tzJq7kFBdk9eRRKJGZU1EROLSccf0Ye7saWyrbeSKRxZR19TqdSSRqFBZExGRuFVaXMBvLz2BVdv3cM0fFtPUqjmiknhU1kREJK6ddvxAfvbZyfynKsgNTy3TWCpJONpnTURE4t4FJw4lVNfET19YQ2FOOreeMwEz8zqWSI9QWRMRkYTwpZNHE6pv5oHXqynMzeC608Z6HUmkR6isiYhIwrjprHEfGPx+6YwRXkcSOWoqayIikjB8PuNnn51MbUMLNz+3koLsdM6eNMjrWCJHRTcYiIhIQklL8XHfJSdwwvB+fP3JpfgDQa8jiRwVlTUREUk4WekpPDSrlOKibK5+dDErt+32OpLIEVNZExGRhNQ3O515c6aTn5XG7IcXsjFY73UkkSOisiYiIglrUH4W8+ZMp63dcfnchezYs8/rSCKHTWVNREQS2pgBuTx8xXSCdU3MengRe/a1eB3p/7d35+FR1vf6x+9PEiaBJGwhguxLQWWRLQSt1aNWq1YPWK2KC7t7rVsXbU/radXT1qXVY2td2RXX6tFT+1PrqdpqW5KwCAiiIBRQKlnYkkCGkM/5I4O/yEHZZvKdmbxf15XLeZ55nsmdRy64832WL3BAKGsAgLQ3rEd7PXjJSDhwBCcAAB2VSURBVK3cuE2XzirTjp1MS4XUQVkDALQIJwwo1N3nDVXpmipd+8RC1e9qCB0J2C+UNQBAizF2WDf9+1kD9eqyT/Sj/1oqd+YRRfLjobgAgBZl0nF9VFEd1W9eX6mCvIi+d9qRoSMBX4iyBgBocb7ztQGqrKnT/a+vUqe8bE0+rk/oSMDnSuhpUDM73cxWmNlKM7v5C7Y718zczIpiy73NbLuZLYp9PZjInACAlsXMdPvZQ3TaoM766X8v0wuLPgodCfhcCStrZpYp6X5JZ0gaKOlCMxu4l+3yJV0nad4eb61y92GxrysTlRMA0DJlZpj+c9xwje7TUd95+h29+X556EjAXiVyZK1Y0kp3/9Ddo5KelDR2L9vdJukOSTypEADQrHJaZeqRiUXq3zlfVz02XwvXbgodCfg/ElnWukla12R5fWzdp8xshKQe7v7SXvbvY2YLzexNMzs+gTkBAC1Y25xWmjVllDrlZWvKzFKt3FgdOhLwGcEe3WFmGZJ+Jek7e3l7g6Se7j5c0o2S5ppZ2718xuVmVmZmZeXlDF8DAA7OYfk5mjO1WJkZGZowbZ42bNkeOhLwqUSWtY8k9Wiy3D22brd8SYMlvWFmayQdI+lFMyty9zp3r5Qkd58vaZWkAXt+A3d/2N2L3L2osLAwQT8GAKAl6FWQq5mTR2nbjnpNmFaizbXR0JEASYkta6WS+ptZHzOLSBon6cXdb7r7Fnfv5O693b23pL9LGuPuZWZWGLtBQWbWV1J/SR8mMCsAABrcrZ0enlCkf1TVasrMUtVG60NHAhJX1ty9XtI1kl6RtFzS0+7+rpndamZj9rH7CZIWm9kiSc9KutLdqxKVFQCA3Y7tV6D7xg3TonWbdfXjC7STaakQmKXLVBtFRUVeVlYWOgYAIE3MnbdWP3x+ic4Z3k13nzdUGRkWOhLSiJnNd/ei/dmWGQwAANiLi0b3VGV1nX75x/fVMTeifzvzKJlR2ND8KGsAAHyOa07+kipronr0rdXqlJ+tK/+lX+hIaIEoawAAfA4z0y1nDVRlTVS/+H/vqWNuROcX9dj3jkAcUdYAAPgCGRmmX543VJtro/rBc0vUsU1EpwzsHDoWWpBgD8UFACBVRLIy9OAlIzW4a1t9a+4Cla7hAQVoPpQ1AAD2Q252lqZPGqVu7VtrysxSvffPraEjoYWgrAEAsJ8K8rI1e2qx2kQyNWFaidZV1YaOhBaAsgYAwAHo3qGNZk8ZrR07d2nC9BJVVNeFjoQ0R1kDAOAAHdElX9MnjdKGLds1eUapquuYlgqJQ1kDAOAgFPXuqN9ePELLNmzVFXPKVFe/K3QkpCnKGgAAB+nkIzvrznOP1tsrK3Xj0+9oV0N6TOGI5MJz1gAAOATnjuyuypo6/ewP76kgN6KfjhnEtFSIK8oaAACH6PIT+qmyOqqH/vyhCnKzdd0p/UNHQhqhrAEAEAc3n3GkKqqjuue191WQF9Elx/QKHQlpgrIGAEAcmJl+ce4QbaqN6scvLFXH3Ii+PuTw0LGQBrjBAACAOGmVmaH7LxqhET076PonF+mvKytCR0IaoKwBABBHrSOZmj5xlHp3aqPL58zX0o+2hI6EFEdZAwAgztq1aaXZU0arXetWmjSjRGsqakJHQgqjrAEAkABd2uVo9tRiNbg0fvo8bdy6I3QkpCjKGgAACdKvME8zJo1SZXVUE6aXaMv2naEjIQVR1gAASKChPdrrofEjtaq8WpfNLtOOnUxLhQNDWQMAIMGO71+oX54/TKVrqnTtEwtVv6shdCSkEMoaAADNYMzQrvr3swbq1WWf6N+eXyp35hHF/uGhuAAANJNJx/VRZU1Uv/7TSnXKj+h7px0ZOhJSAGUNAIBmdOOpA1RRHdX9r69SQW62pnylT+hISHKUNQAAmpGZ6fazB2tTTVS3/n6ZOuZGdPbwbqFjIYlxzRoAAM0sM8N077hhOqZvR333mXf0xoqNoSMhiVHWAAAIIKdVph6ZUKQBnfN11WMLtHDtptCRkKQoawAABJKf00ozp4xSYX62psws1cqN20JHQhKirAEAENBh+TmaM7VYmRkZmjCtRB9v3h46EpIMZQ0AgMB6FeRq1pRR2rajXhOml2hTTTR0JCQRyhoAAElgUNd2enhCkdZW1WrKrFLVRutDR0KSoKwBAJAkju1XoPvGDdc76zbr6scXaCfTUkGUNQAAksrpg7voP74xRG+sKNf3n12shgampWrpeCguAABJ5sLinqqsrtPdr76vjrkR/ejMo2RmoWMhEMoaAABJ6FsnfUkV1VFNe2u1OuVl66oT+4WOhEAoawAAJCEz0y1nDVRVTVR3vPyeCvIiOr+oR+hYCICyBgBAksrIMN193lBtqo3qB88tUYc2EZ06sHPoWGhm3GAAAEASi2Rl6MFLRmpwt3a6Zu4ClayuCh0JzYyyBgBAksvNztKMSaPUrUNrTZ1VquUbtoaOhGZEWQMAIAV0zI1o9pRi5UayNHF6idZV1YaOhGZCWQMAIEV079BGs6cWq66+QROml6iiui50JDQDyhoAAClkQOd8TZ9UpA1btmvyjFJV1zEtVbqjrAEAkGJG9uqo3148Qss2bNUVc8pUV78rdCQkEGUNAIAUdPKRnXXnuUfr7ZWVuvGpd7SLaanSFs9ZAwAgRZ07sruqaqL6jz8sV8fciG4dO4hpqdIQZQ0AgBR22Ql9VVFdp4f+/KE65WXrulP6h46EOKOsAQCQ4m4+40hV1kR1z2vvqyAvokuO6RU6EuKIsgYAQIozM/3inCHaVBPVj19Yqo65EX19yOGhYyFOuMEAAIA0kJWZod9cNEIje3bQ9U8u0l9XVoSOhDihrAEAkCZaRzI1beIo9emUq8tml2npR1tCR0IcUNYAAEgj7dq00qwpxWrfJqKJ00u0uqImdCQcIsoaAABppku7HM2eWiyXNH7aPG3cuiN0JBwCyhoAAGmoX2GeZkwapaqaqCZML9GW7TtDR8JBoqwBAJCmhvZor4fGj9Sq8mpdNqtMO3YyLVUqoqwBAJDGju9fqF+dP0yl/6jSt59YqPpdDaEj4QAltKyZ2elmtsLMVprZzV+w3blm5mZW1GTdD2L7rTCz0xKZEwCAdPavQ7vqJ/86SH9c9ol++PwSuTOPaCpJ2ENxzSxT0v2STpW0XlKpmb3o7sv22C5f0nWS5jVZN1DSOEmDJHWV9JqZDXB3xm8BADgIE7/cW5XVdbrvTyvVKS9b3z/9yNCRsJ8SObJWLGmlu3/o7lFJT0oau5ftbpN0h6Smt6qMlfSku9e5+2pJK2OfBwAADtINpw7QRaN76rdvrNK0t1aHjoP9lMiy1k3SuibL62PrPmVmIyT1cPeXDnRfAABwYMxMt40drDMGd9Ftv1+m/1r4UehI2A/BbjAwswxJv5L0nUP4jMvNrMzMysrLy+MXDgCANJWZYbrngmE6pm9HffeZd/TGio2hI2EfElnWPpLUo8ly99i63fIlDZb0hpmtkXSMpBdjNxnsa19Jkrs/7O5F7l5UWFgY5/gAAKSnnFaZemRCkY7okq+rHlughWs3hY6EL5DIslYqqb+Z9TGziBpvGHhx95vuvsXdO7l7b3fvLenvksa4e1lsu3Fmlm1mfST1l1SSwKwAALQo+TmtNHNysQ5rm63JM0u1cuO20JHwORJW1ty9XtI1kl6RtFzS0+7+rpndamZj9rHvu5KelrRM0suSvsWdoAAAxFdhfrbmTBmtVpkZGj+tRB9v3h46EvbC0uVZK0VFRV5WVhY6BgAAKWfZx1t1wUN/U+d2OXrmimPVITcSOlLaM7P57l607y2ZwQAAgBZvYNe2emRikdZW1WryzFLVRutDR0ITlDUAAKBj+hbo1xcO1+L1m3X14wu0k2mpkgZlDQAASJJOG9RFP/vGEL2xolzff3axGhrS41KpVJew6aYAAEDqGVfcU5U1Ud31ygp1zI3oR2ceJTMLHatFo6wBAIDPuPrEfirfVqdpb61Wp7xsXXViv9CRWjTKGgAA+Awz0y1nDVRVTVR3vPyeCnIjOn9Uj33viISgrAEAgP8jI8N093lDtXn7Tt383GJ1yI3o1IGdQ8dqkbjBAAAA7FUkK0MPXDxCQ7q31zVzF6hkdVXoSC0SZQ0AAHyu3OwszZg0St06tNbUWaVavmFr6EgtDmUNAAB8oY65Ec2ZOlq5kSxNnF6idVW1oSO1KJQ1AACwT93at9acqcWqq2/Q+GnzVFFdFzpSi0FZAwAA+6V/53xNnzRK/9y6Q5NmlGjbjp2hI7UIlDUAALDfRvbqoAcuHqnlG7bpijnzVVe/K3SktEdZAwAAB+SkIw/TXd88Wn9dVakbnlqkXUxLlVA8Zw0AABywc0Z0V1VNVLe/tFwdc5fqtrGDmZYqQShrAADgoFx6fF+VV9fpoTc/VKe8bF1/yoDQkdISZQ0AABy0m08/UlXVUd372gcqyMvW+GN6hY6UdihrAADgoJmZfn7OEG2qjeqWF5aqY5uIzjz68NCx0go3GAAAgEOSlZmhX184QiN7dtANTy3S2ysrQkdKK5Q1AABwyFpHMjVt4ij16ZSry2eXacn6LaEjpQ3KGgAAiIt2bVpp9tRitW8T0aQZJVpdURM6UlqgrAEAgLjp3DZHc6YWyyWNnzZPn2zdETpSyqOsAQCAuOpbmKeZk0dpU01UE6eXaMt2pqU6FJQ1AAAQd0d3b6+HxhdpVXm1LptVph07mZbqYFHWAABAQnylfyfdc8Ewlf6jStfMXaj6XQ2hI6UkyhoAAEiYs47uqp+OGaTXln+iHz6/RO7MI3qgeCguAABIqAnH9lZFdVT3/U/jLAc3nX5k6EgphbIGAAAS7oZT+quiuk4PvLFKBbkRXXp839CRUgZlDQAAJJyZ6baxg7WpJqrbX1qugryIvjG8e+hYKYFr1gAAQLPIzDDdO26Yju1boO89s1ivr9gYOlJKoKwBAIBmk52VqYcnjNQRXfJ19WMLtGDtptCRkh5lDQAANKv8nFaaOblYh7XN1pSZpVq5cVvoSEmNsgYAAJpdYX625kwZrVaZGRo/rUQfb94eOlLSoqwBAIAgeha00azJxareUa/x0+ZpU000dKSkRFkDAADBDOzaVo9OLNK6Tds1eWapaqP1oSMlHcoaAAAIanTfAv36wuFavH6zrnpsgXYyLdVnUNYAAEBwpw3qop99Y4jefL9c33vmHTU0MC3VbjwUFwAAJIVxxT1VWRPVXa+sUMfcbP34rKNkZqFjBUdZAwAASePqE/uporpO099erU75EV194pdCRwqOsgYAAJKGmenHZw5UVU1Ud768QgW5EV0wqmfoWEFR1gAAQFLJyDDd9c2h2lS7Uz94bok6tInoa4O6hI4VDDcYAACApBPJytADF4/QkO7t9e0nFmreh5WhIwVDWQMAAEkpNztLMyaNUvcOrXXp7DIt37A1dKQgKGsAACBpdcyNaPbU0crLztKE6SVaV1UbOlKzo6wBAICk1q19a82eUqxofYPGT5uniuq60JGaFWUNAAAkvf6d8zV90ij9c+sOTZpRom07doaO1GwoawAAICWM7NVBD1wyUu9t2KYr5sxXXf2u0JGaBWUNAACkjJOOOEx3nXe0/rqqUjc8tUi7WsC0VDxnDQAApJRvDO+uyuqobn9puTq0Warbzx6c1tNSUdYAAEDKufT4vqqojurBN1epU162bjh1QOhICUNZAwAAKemm049QZXWd/vN/PlCnvIjGH9s7dKSEoKwBAICUZGb6+TlDtKl2p2558V11yI3orKO7ho4Vd9xgAAAAUlZWZoZ+c9FwFfXqoBueWqS3V1aEjhR3lDUAAJDSclpl6tEJo9SvME+Xzy7TkvVbQkeKK8oaAABIee3atNKsKcXqkBvRpBklWl1REzpS3FDWAABAWujcNkezpxRLksZPm6dPtu4InCg+ElrWzOx0M1thZivN7Oa9vH+lmS0xs0Vm9paZDYyt721m22PrF5nZg4nMCQAA0kPfwjzNnFysTTVRTZxeoi3bU39aqoSVNTPLlHS/pDMkDZR04e4y1sRcdx/i7sMk3SnpV03eW+Xuw2JfVyYqJwAASC9DurfTQ+OLtKq8WpfOKtWOnak9LVUiR9aKJa109w/dPSrpSUljm27g7lubLOZKSv85IwAAQMJ9pX8n3XPBMJX9Y5OumbtA9bsaQkc6aIksa90krWuyvD627jPM7FtmtkqNI2vXNnmrj5ktNLM3zez4vX0DM7vczMrMrKy8vDye2QEAQIo76+iuunXMIL22fKN++PwSuafmmFDwGwzc/X537yfpJkk/iq3eIKmnuw+XdKOkuWbWdi/7PuzuRe5eVFhY2HyhAQBAShh/bG9d99X+erpsve58ZUXoOAclkTMYfCSpR5Pl7rF1n+dJSQ9IkrvXSaqLvZ4fG3kbIKksMVEBAEC6uv6U/qqortMDb6xSQW5Elx7fN3SkA5LIkbVSSf3NrI+ZRSSNk/Ri0w3MrH+TxTMlfRBbXxi7QUFm1ldSf0kfJjArAABIU2amW8cO1teHdNHtLy3X8wvXh450QBI2subu9WZ2jaRXJGVKmu7u75rZrZLK3P1FSdeY2SmSdkraJGlibPcTJN1qZjslNUi60t2rEpUVAACkt8wM0z0XDNPm2lJ975nFat8mopOOOCx0rP1iqXqx3Z6Kioq8rIyzpAAA4PNt27FTFz7yd63cWK3HLz1GI3t1CJLDzOa7e9H+bBv8BgMAAIDmkp/TSjMmFatL2xxNmVmqDz7ZFjrSPlHWAABAi1KYn605U0crkpWhCdNL9NHm7aEjfSHKGgAAaHF6dGyj2VOKVV1XrwnT5qmqJho60ueirAEAgBbpqMPb6tEJRVq3abumzCxVbbQ+dKS9oqwBAIAWa3TfAv3mwuFavH6zrnxsgdZvqtX5D/1NG7ftCB3tU5Q1AADQon1tUBf9/Jwh+vP75brk0XkqXVOl+177IHSsTyVyBgMAAICUcMsL70qS1lTWSpIem7dWj81bq+ysDK24/YyQ0RhZAwAA+Mv3T9KYoV2VmWGSpJxWGRo7rKv+ctNJgZNR1gAAAHRY2xzl52SpwV3ZWRmqq29QfnaWDsvPCR2N06AAAACSVFFdp4tH99JFxT01t2StypPkJgOmmwIAAGhmTDcFAACQJihrAAAASYyyBgAAkMQoawAAAEmMsgYAAJDEKGsAAABJjLIGAACQxChrAAAASYyyBgAAkMQoawAAAEmMsgYAAJDEKGsAAABJjLIGAACQxChrAAAASYyyBgAAkMQoawAAAEmMsgYAAJDEKGsAAABJjLIGAACQxChrAAAASYyyBgAAkMTM3UNniAszK5f0j2b4Vp0kVTTD92kpOJ7xxzGNL45n/HFM449jGl/NcTx7uXvh/myYNmWtuZhZmbsXhc6RLjie8ccxjS+OZ/xxTOOPYxpfyXY8OQ0KAACQxChrAAAASYyyduAeDh0gzXA8449jGl8cz/jjmMYfxzS+kup4cs0aAABAEmNkDQAAIIlR1vaDmfUws9fNbJmZvWtm14XOlOrMLMfMSszsndgx/WnoTOnAzDLNbKGZ/T50lnRgZmvMbImZLTKzstB50oGZtTezZ83sPTNbbmbHhs6UqszsiNifzd1fW83s+tC5Up2Z3RD7d2mpmT1hZjnBM3EadN/M7HBJh7v7AjPLlzRf0tnuvixwtJRlZiYp192rzayVpLckXefufw8cLaWZ2Y2SiiS1dfezQudJdWa2RlKRu/P8qjgxs1mS/uLuj5pZRFIbd98cOleqM7NMSR9JGu3uzfHM0bRkZt3U+O/RQHffbmZPS/qDu88MmYuRtf3g7hvcfUHs9TZJyyV1C5sqtXmj6thiq9gXvzkcAjPrLulMSY+GzgLsjZm1k3SCpGmS5O5RilrcfFXSKopaXGRJam1mWZLaSPo4cB7K2oEys96ShkuaFzZJ6oudslskaaOkP7o7x/TQ3Cvp+5IaQgdJIy7pVTObb2aXhw6TBvpIKpc0I3a6/lEzyw0dKk2Mk/RE6BCpzt0/knS3pLWSNkja4u6vhk1FWTsgZpYn6XeSrnf3raHzpDp33+XuwyR1l1RsZoNDZ0pVZnaWpI3uPj90ljTzFXcfIekMSd8ysxNCB0pxWZJGSHrA3YdLqpF0c9hIqS92OnmMpGdCZ0l1ZtZB0lg1/mLRVVKumV0SNhVlbb/Frqv6naTH3f250HnSSew0yOuSTg+dJYUdJ2lM7BqrJyWdbGaPhY2U+mK/ZcvdN0p6XlJx2EQpb72k9U1G0Z9VY3nDoTlD0gJ3/yR0kDRwiqTV7l7u7jslPSfpy4EzUdb2R+xi+GmSlrv7r0LnSQdmVmhm7WOvW0s6VdJ7YVOlLnf/gbt3d/feajwd8id3D/7bYCozs9zYDUWKnar7mqSlYVOlNnf/p6R1ZnZEbNVXJXGj1qG7UJwCjZe1ko4xszaxf/u/qsbr1IPKCh0gRRwnabykJbFrrCTph+7+h4CZUt3hkmbF7mDKkPS0u/O4CSSTzpKeb/z7WlmS5rr7y2EjpYVvS3o8duruQ0mTA+dJabFfJE6VdEXoLOnA3eeZ2bOSFkiql7RQSTCbAY/uAAAASGKcBgUAAEhilDUAAIAkRlkDAABIYpQ1AACAJEZZAwAASGKUNQAJZ2ZuZr9ssvxdM/tJnD57ppl9Mx6ftY/vc56ZLTez1/fy3gAz+4OZfWBmC8zsaTPrbGYnmtlBPZLGzK43szaHnhxAqqOsAWgOdZLOMbNOoYM0FZuoeX9NlXSZu5+0x2fkSHpJjVMo9Y9NT/VbSYWHGO96NU4ivd9izy0EkGYoawCaQ70aHyx5w55v7DkyZmbVsf+eaGZvmtkLZvahmf3CzC42sxIzW2Jm/Zp8zClmVmZm78fmSZWZZZrZXWZWamaLzeyKJp/7FzN7UXt5er6ZXRj7/KVmdkds3S2SviJpmpndtccuF0n6m7v/9+4V7v6Gu39mtgMz+4mZfbfJ8lIz6x2bKeElM3sntu4CM7tWjfMSvr57JM/MvmZmf4uN3D0Tm6tYZrbGzO4wswWSzjOza81sWexnfnIf/18ApABmMADQXO6XtNjM7jyAfYZKOkpSlRqfdv+ouxeb2XVqfBL+9bHteqtx3s5+aiw4X5I0QdIWdx9lZtmS3jazV2Pbj5A02N1XN/1mZtZV0h2SRkraJOlVMzvb3W81s5Mlfdfdy/bIOFjS/AP4mfZ0uqSP3f3MWIZ27r7FzG6UdJK7V8RGJH8k6RR3rzGzmyTdKOnW2GdUxkb0ZGYfS+rj7nW7p3QDkNoYWQPQLNx9q6TZkq49gN1K3X2Du9dJWiVpd9laosaCttvT7t7g7h+osdQdqca5PCfEpoibJ6lAUv/Y9iV7FrWYUZLeiE3iXC/pcUknHEDeg7FE0qmx0bHj3X3LXrY5RtJANRbORZImSurV5P2nmrxerMbpnC5R44gmgBRHWQPQnO5V47VfuU3W1Sv2d5GZZUiKNHmvrsnrhibLDfrsmYE9581zSSbp2+4+LPbVx913l72aQ/opPutdNY7E7cunP2dMjiS5+/tqHOlbIun22CnXPZmkPzb5WQa6+9Qm7zf9ec5U4yjmCEmlB3hdHoAkRFkD0GzcvUrS02osbLut0f8vO2MktTqIjz7PzDJi17H1lbRC0iuSrjKzVtKnd2zmftGHSCqR9C9m1il2sf6Fkt7cxz5zJX3ZzM7cvcLMTjCzwXtst0aNBUpmNkJSn9jrrpJq3f0xSXft3kbSNkn5sdd/l3Rc7PSuYte5DdgzSKzs9nD31yXdJKmdpLx95AeQ5PiNC0Bz+6Wka5osPyLpBTN7R9LLOrhRr7VqLFptJV3p7jvM7FE1nipdYGYmqVzS2V/0Ie6+wcxulvS6GkezXnL3F/axz/bYTQ33mtm9knaq8VTkdZKa3v36OzWeln1Xjadl34+tHyLpLjNriO17VWz9w5JeNrOP3f0kM5sk6YnY9XdS4zVs7+uzMiU9ZmbtYvnvc/fNX5QfQPIz9z3PHgAAACBZcBoUAAAgiVHWAAAAkhhlDQAAIIlR1gAAAJIYZQ0AACCJUdYAAACSGGUNAAAgiVHWAAAAktj/Atf4T0IOQpEyAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -771,17 +868,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -861,9 +962,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.9-final" + "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 -} \ No newline at end of file +} diff --git a/3_kmeans/2-kmeans-color-vq.ipynb b/3_kmeans/2-kmeans-color-vq.ipynb index 31f99ea..b74a55e 100644 --- a/3_kmeans/2-kmeans-color-vq.ipynb +++ b/3_kmeans/2-kmeans-color-vq.ipynb @@ -6,10 +6,10 @@ "source": [ "# 用K-means进行颜色量化\n", "\n", - "对圆明园的图像进行**像素矢量量化(VQ)**,将显示图像所需的颜色从96,615种减少到64种,同时保持整体外观质量。\n", + "对给定的图像进行**像素矢量量化(VQ)**,将显示图像所需的颜色从96,615种减少到64种,同时保持整体外观质量。\n", "\n", "\n", - "在本例中,像素在3d空间中表示,使用K-means找到64个颜色簇。在图像处理文献中,由K-means(聚类中心)得到的码本称为调色板。使用单个字节,最多可以寻址256种颜色,而RGB编码需要每个像素3个字节。例如,GIF文件格式就使用了这样一个调色板。\n", + "在本例中,像素在3D空间中表示,使用K-means找到64个颜色簇。在图像处理文献中,由K-means(聚类中心)得到的码本称为调色板。使用单个字节,最多可以寻址256种颜色,而RGB编码需要每个像素3个字节。例如,GIF文件格式就使用了这样一个调色板。\n", "\n" ] }, @@ -19,7 +19,7 @@ "metadata": {}, "outputs": [], "source": [ - "% matplotlib inline\n", + "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.cluster import KMeans\n", @@ -31,56 +31,46 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/bushuhui/.virtualenv/dl/lib/python3.5/site-packages/sklearn/datasets/base.py:762: DeprecationWarning: `imread` is deprecated!\n", - "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", - "Use ``imageio.imread`` instead.\n", - " images = [imread(filename) for filename in filenames]\n", - "/home/bushuhui/.virtualenv/dl/lib/python3.5/site-packages/sklearn/datasets/base.py:762: DeprecationWarning: `imread` is deprecated!\n", - "`imread` is deprecated in SciPy 1.0.0, and will be removed in 1.2.0.\n", - "Use ``imageio.imread`` instead.\n", - " images = [imread(filename) for filename in filenames]\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ "Fitting model on a small sub-sample of the data\n", - " done in 0.185s.\n", + " done in 0.252s.\n", "Predicting color indices on the full image (k-means)\n", - " done in 0.128s.\n", + " done in 0.013s.\n", "Predicting color indices on the full image (random)\n", - " done in 0.095s.\n" + "(273280,)\n", + " done in 0.163s.\n" ] } ], "source": [ "n_colors = 64\n", "\n", - "# 加载圆明园的图像\n", - "china = load_sample_image(\"china.jpg\")\n", + "# 加载图像\n", + "img = load_sample_image(\"china.jpg\")\n", "\n", "# 转化为浮点数而不是默认的8位整数编码。\n", "# 除以255是重要的这样plt.imshow在浮点数(需要在[0-1]的范围)上的表现会很好 \n", "\n", - "china = np.array(china, dtype=np.float64) / 255\n", + "img = np.array(img, dtype=np.float64) / 255\n", "\n", "# 加载图像并转化成2D的numpy数组。\n", - "w, h, d = original_shape = tuple(china.shape)\n", + "w, h, d = original_shape = tuple(img.shape)\n", "assert d == 3\n", - "image_array = np.reshape(china, (w * h, d))\n", + "image_array = np.reshape(img, (w * h, d))\n", "\n", "print(\"Fitting model on a small sub-sample of the data\")\n", "t0 = time()\n", - "image_array_sample = shuffle(image_array, random_state=0)[:1000]\n", - "kmeans = KMeans(n_clusters=n_colors, random_state=0).fit(image_array_sample)\n", + "image_array_sample = shuffle(image_array, \n", + " random_state=0)[:1000]\n", + "#image_array_sample = image_array[:1000]\n", + "kmeans = KMeans(n_clusters=n_colors, random_state=0).fit(\n", + " image_array_sample)\n", "print(\" done in %0.3fs.\" % (time() - t0))\n", "\n", "# 获得所有点的标签\n", @@ -90,12 +80,15 @@ "print(\" done in %0.3fs.\" % (time() - t0))\n", "\n", "\n", - "codebook_random = shuffle(image_array, random_state=0)[:n_colors + 1]\n", + "codebook_random = shuffle(image_array, \n", + " random_state=0)[:n_colors + 1]\n", "print(\"Predicting color indices on the full image (random)\")\n", "t0 = time()\n", + "# FIXME: 需要确认这个函数的具体操作,和手册的不一致\n", "labels_random = pairwise_distances_argmin(codebook_random,\n", " image_array,\n", " axis=0)\n", + "print(labels_random.shape)\n", "print(\" done in %0.3fs.\" % (time() - t0))\n", "\n", "\n", @@ -113,22 +106,22 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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OvhdWSp/XN0pLT4hIxoy72tBVbisTaNGyc8bd1q5I9FSRhEbfaW1P19E2tqM03Ekg7bu4qE6lrLzMrna0CXtd5bX939VXhlNCKeZOZveCer4MpPqXMGU2CAU46yl5Al/AE5EwpXhGxuxAuJBRebM5rJhn2p/+daI1dc1hA9ZMHm4dW+GO/mHYAy60TM/ZWgrR7SaKTLfFalFcJ8YJJzEpIyXoaR2N/CPmqH5d1nabAovDYnIgrwzJWJ8qOMEMneU0BMuAQ7ruEr5C5DVUmekImisFi4eN78iEfOPQg03BYMnUBeJewRG2XPuqQGQxrCOBzhlkXMjUSqR1R7MftYbGRRQ0IwHrV5RRdTMYZCMx0nUBCKZaY4xzIEgmuEiVytnG11k2JVrInlVCQG20f+V7r1XVlLDiHlqu4XnmDALXDC5IDFVBOMgFpPxdaRzc+JqAiy1MWI27FhwaQopeNFk7S4KGftemIce8BKAGiBuLu004031Sep/3RwnPLgbZMB8TwdrambbkOSGY5hkMGIIFR0ld4SljTsYzBRuJmZjQYt1wmqpU7TYvYQxQ175P/GsicUwB3F52tCJEbaTO+kkxPj//KncvgMPT+Dpi02FtU1gW5yr2AgAA1F4bcmWlxLhGbLNFedykPgAgtmBE+hCmo2j/5Ii1jIWrOZ9AcQzCo7rpdyAWpdwXgLx9Wxy1SlbYkvWri9nFeagfMkj2pNuzZvRPMeeWTKQypZYHR2OHXt4hkzN+JbwkVhOA/DoNv/3/XDEMnLNd3D9PhQlpReVN4jI3OVgwXIeLguDoUHt/bAoG641S4VdJOoiLQTQKk07KpIeaBDUndrp8JYz7PUHHDGH96swYYvAo8yaZVjyoWW/X/7rtyTOZgJRjm5WVpGtCiWGXiHzehknKGUeLbNPcSpW1mYLy8shT0tHSe5npOQZTqlutntCx0VGqrd2jLB+CL7fgMw4kY0fkHJdAfoWgOHZt5QQiE7iW1+gMAmGN7SnjIVoGgIagmWtDyN5HSKmVCcywW/1pru8Woq4YrNSaCzYyF2w2hs11WYMIqKoo0BKR36+MzmCh6o45od+ZbA22rxcELkYdg51rbZNqko4EjmauaZ1jlg0RAh0D1zYMUUScwhQrT60ZXrAQQQYWRCacMolt8IJlIPSRUUphcQ7FPorv5TsKes7a033SdVMwWEIVOksIrUg2ubTtGmad43RYGFbNGkWE5ZsoSJK5BBlNAwxYDusvmdSKwFRQ2i84+b8B1tVnjIGtw5kYZNtIyWIyIHC2ZwrpE0NZPjW4tYWWQaTNmmEyonaK8LxkJudkEgMIe8nSh5Je73dPyiRKwkVbmqIpTRYYA7CeQXrRNzJmi7hHEgWzUQQ7vi+YLalCFOJS9xdN6Esas3wLATBZu7tMxG19QURO02Og9sdlWDlz9ShqjtbaoP0Tkd9XI9iwhNxMrvwarBpzNRJP0RDl6IS17XttucYueGstI+8nIGqwWuhmi6gRNphgxDPvT2b2Ju5IudmrTW4pSH73vgplAHDGY99u8SQ1od/iVkI6/ok3tsvt/28XBi2idJAIcIGBeFqghX+pq0XodWM13vqUIrQriyyz2I5uyDVX5vIxHX2si0ysg73nu9D/aHFzECyIgGeW4QcMMYw/Y0SGgcpASCWRUIPKrwXrrWRtAogiqoh9GOdJWTEQ2BQMtg1yBgA2cCZjNdqIk6ho2gjldP9voCateqdNASEfx64djX/8X5t/S3WJ1NvQslh0ku6pHfaLCA3mJ+W3QZsZXcrgbMG3lTGKyZ5O/pLZTD/XgkRkrkCbh/KpgL/CNIGciI+jxXc9ayt/nPErMuSagwqgz5USAyymMNRx3OFp1rhayBjjnuOWgBdsHZG1IFZrQ7nptwkiqXYW2QB5ghvAEKgWiu80n4QGyHLL8XaVhPJFCWB22zVGLAc53dHMdQxhsutdeKaFEoqnFWTccsuBZhpFelOsK6WhCRlSv7ugmWYEXVAkXTNT3T75UXlzOIV6pGxPq2qGUVtLBA5ytvFCCFGkc+WjgGlvRsY6mfq/6Rhsbs6QZ+6fXJtoEpWuDiC3DsrMQs0qKiwmjYtjd7rz0/8lv7U28W4dhadIqaF+iloaM7eafnV53uk1MPOutDkxDvVoU1mjL5qgtYu2urrwEEI3au7m/ZcvjDBvSHAPbg5JvnEYQhtDa9NY899d/eEELJOkK6UfZXbXUHmrhJRjvbYGaK/R2MeVp1cc0phgQmMg2YlITMgJfjFvKxQOi47sf+0tlRG2hGmo8gSMobAfGxkCJQTcsPOl0O8B78bQJgMklhpHE8gTFKnPmNLYm5Z+ax/bUv+En9nzoNW1rJ1IizQ9Td/ldbJXoHPUSn0zLtPN6aguM5QhdMsnNewC+TB5BcjKqQXpO//tcRerjMNF0hinxQKwdcSZE4Gt2UfxeT4W8r/mIe2N3xQMNjF1uidom4DSnFGmvrZ3bRpsqLXE2KG1424ukGhTimmVBIekXeQPjEPt3XjCME6MAyJyEnqp7JK5SeUT79EuPBta9ZigNfccH52GKD0+0MmsFS6p5UKbcQI5BTJhSEutSbta2tzE2YKoj+jw0B0Mo2vO5c/bmOyotLkQl2g5tskkrXcM0X1uvZndzxLf0pQwRwXRQu8/dQlI5FWNUQKDo4t52ybTGCLTp+Q3Z0YMrRmJqdsv2WI7tLOjOA8Oh0MY04MxBsaIRstItyXa8CzPQ8EpByH+Ekkoh1RbbrZBr2nNSIxJtf/WcSQG2+Z60ExZ6p4Ewvg4M4q3XgCGOfgRBF8XAGJacfW6zC4SWlquqQRH7ZhIoX3yaVq38gao/ijw0lH0cFMwWFaHqB0h5ux95vAEE0YmlbTSfcXS+cESwbJkYdh5NRqk3qx53aMYbVn6bGqBOeMNrNwPYjD/2DiquTLQ0PTV+5JZsW0yGLG3tOCscdVmbkl3KkzXfRtVbrRJFstT+JgWShjxZL+AnBd6kFaN2kNG+9gWCRhVgXg6T3bxVGyXYCftlzaQvs7ncxJIxKujoU4WhuWc8qiidK2QE0QsI0j4YIapTCDA4kmbmhk9I/JnSJmFSJdxF2WULQVzbz6HnEdxDW2VbmpPmVDIrNI0BQ2ND4e+QBBaDSQgRDqNrG3WHYV6eeF38SoR8ms42iPr28/r2IvQDmBdcyapN6d72W9jCLV1UbkqRCbbJZI0y9PhB8mXi6z/OD36IOUo5ihHW0qab15vES8W/DmIJkSEnowPWX96wfUzEVCRcT4M6WEC1wOcd4SJz0ja7WiQyt2CnQg3+hzueOt7UzDYUZAsLjaKiaTpItH3RIPi/qEwXqK8yTaJramVn5KmNYkNvotgFzXEzEblzuU1hY22MjRzbYNxzKOjcD3VckbWU3gmw5FomGwQtwsK5Wh8RZOR8mRMSnV1tsedSznVvssFM5lLiaCSz8MJoU0LioR98jLbQBPSCZZEC6RjeTrzqitvoi0pzStvhzzT7SpZM8alB00zoiIy6GakI7V+L4jruMjj0qiStmpplO6dli+OlOKX1TBGjgk6spjgRob9FpmvSUzCxuFoKF+PSpgOIIIcB6ctETZdWwoCVYfyNClsCgbrjnc7T0jZ2ySqALLgmoP24SR2DpJomISZdIVGx/vHRAA3z9yGzfH8iIDaJ5M9GHkWFmXYm1GaqJdeKTO/JBqrmOb8USA9dA2TpxcWDbm9trDo6iaTKZkKcy00Jwxt+39Fc2PWjhznEoT8rImN10A4Lq4ipabKzQkvbRoGiGyYAy6bPkfJqCieIw5OLciYlixkNUYWzTY3+0OENnmepi8RR6MyJGQ2q0uCq4u5TCA/cpDXU4LU4uP+NLVCeG2AfOQmAlmEPTDR3bRpWbcLoGyelHERDURaX7KsdO7jngYkpnGCoyeAd+qSIxcurUQbjbh1b+3EsuNef9IHCe23vp64J1uaKy4FAg0JzyROro3pjdeKK7WGck/iLmBmGEsw7E8nGLf/OSrolD7ZQZDxlTK9cKLeh/oI4YxwyE8MYglMiGBNCdsuFOe/m6/xIwtajlM5r24LMm77IlqxXLro9R7bTxT30N08jGbkiCMaZek+bNd8NwmDFSDWg2cb79y3HEfxKwYIDiMhbYe0N67U2VZGu/Ta1DQ1E2porFzK1ay39DvmTZkHdeQ5XejSxkflY86OK+R9xxKyrjwumngIE3XQTgqKAtZpaVqpW23JRJ6PsQTW18Jgnm6k6WxEv4f+Vc+6mG8usVfeI7+ta3JNbpw6GmVABKJyOaajDx9vCEJwrqeFc5GxvW1Cer5nmQtXpTbENOXnArkgF9OhaNYozelRfajnFIkHNwOofRUmTRfq74CmFi5idAQXTjKlB646G0zwoqUaYwBSMQcoxUN6qGgJZOENuWDoP8pBqYR3qU0UeM5ksLkYrGqoVQtPnlfoAWQTt/lJoH3ijT7GUZZcugmfpGvT9sIAWkbnHVV5vSItqvLy3OMKEqcLowhtl0k7h1I5zIPYNi+6kuUkIP3kZaZjN4q4dzHEcRnkOKB947tCgbbBpONdMo81y8uJT/f5nVFl5uDmafdtT5NCc2895U0i9JRMs20EVhie8xvQ/3P4raNTjQUU6U6sq8lcpRGspBQ3R5SgrtrXFXQinyO6JinDFMYhMMuWaDbp2DnaredCKbQy1HWE7tw1OTpIsr9OwfKiBR9mRs2l9evy6Hq10MNwzFWX0yXANml4kwGPgk3BYEuNq0Lnqg4ohKoDyh2Vm0V12rxuor43P3eXXXquGVmJUJcGsMF0Ow7ndzHKybXsFJ9T0eTzssfVPFiVxRh6S4VfSLqO2h38ruGdNyxjWPdgKsD621hM34IHLrgdEaFHM9jAGggGZCqQZdQ9L8FmtKrE8PMx0t91zX6BN+dQ3geluZD3c7d2qeZNYqMKf5K0EnoTyvLTNQ6R8DDAQjDSeZzPXWZ964jN3uVWGxUuMAGJfBUZiq7PkPefn1BAiP3fNOElpmGkmp6wqWQc2PhETWHblVWhGd5f3ss7PxgZjoBsP6jIxl5Qbm7pNOcVAFhye61GBWCowcn2QWQq4wtb4T5WJaRr5zm9HZBkQGR6ul5ib63wjoSa2YeIYGzR805uQag0AJSHdPSLsUHz1EcemcVJKd1Pdd9uhLWlQSD1Bk+9kV2ZFky5xYnCsIqnuJ5ns98Jwf4FiOG8PZH1WgbjmKiaxKJ8XKSNCbWV00yjPQTbJaJx8c5hnPSjBIk8rZTbpYG3CRZ5bOOSdt7ELRKf4BiR4WmthamMY67MQM1Yt0DVc/UZtjBksFYTjOmhMmtgy6hlryyb6G0XL7ThKfjkmgtRe3jKLphU2xUoeb/rbymLmRN6XrKWMHMjGlobTrnWJ/OayBtUCx4sp2ol6dpeyQl8W7/VwQdhfCuKFlSkm+W1aJAxuUXTKTLBtFFmqe7mWpJ+7RX7r3QbmIv9zCGIDCAXNmhhL9Y5CgJeYUgVE1LjrBl/XmxirbCxF3I6m0NF5Pu+CnGXnUd2FA5iuyItkjmZ45PjVaLfpfmUCAZBEMqF6fRbex3nFo8SbAoGmzRIGl0ZkGUYdfVbqs2W85eejUPYiChf5wCixJNrxLFM0QRSJ6gumJTJjo1/IW1Ju+9iMrI4dWjELlykb8qEROeJTCIecanS9JWLPNszFYbDIXjIoNkZDHkVAMPxWYtZrmBpCPYnx60ZAErTtBT3eHIrAFHzAoe2tnUJIKX0+hkRJbpQ0DgLfRrzqh+Wk3zu2E2GX+F4leSJL7qIvw6I70LZNbUBHw8468Ou8W7U49EopQxzQzxElYY7ysqSaqspk1E1S+rG//pIDrP80cIfAFhYm65rkg3LJJatqpWb75yJ1AZHSk0/8iZqE22YT378mQA2FK4TdF6/4wlyTeZSENh0ObkMFJQI9dz3oVwC6OakmGkp6V9xqIP11+sRgSod2zeOey78iBabMHW0BYdI26b7mP04JH1kGTVsCIbZnHNa6439NQ5sCgZbMpHKBNIDHyJ6ZAw25MmJf+GbC2mL/1F6ILl9nTf3beS7SzscFyZJO4oZdpV3qppISZDpJowlV/qABAiEjfUhLBi2x6AeMFPNoGfIOWEMa5i6hou6O+/EWiDsAAAgAElEQVRXN6Pm2hFxy2lwDkq15a7+zOMql9pQ2g7QDEfXkYtaY5vtOIaKy/u0pPlrnCeFEsHQmkS7hjt5Xd2IuEEraeut45BoGmHAE4FO5UBKfDUTBUC20RfxWwTIWFqkD7qeNNJc0keNvtR4pWC0d3bJCiO0kX1N2VC0zbMoPBNEMbB1Mxqa/GyMcCCk3pM+kOEY1cqQzB9NbX172QahUOI5pzhFhqnP5rZrqhHLVKhM84dAIkFIpXDPcChI0/DSWSMlmIjhKG1hGTYFg3UEMwUit8dQK+YboqUAWuiNxDDXQEy6UNxlzXL9kErIAOTCKn/GMmECJvwBQGBE0ZclpmnGNB4P5joptDE7h+fos3WpacTvjyHvQ4Q+TPNxUFVKhCo+S6+f04xjYQAMAKz2Bthx1iLec/07cfKuT6C/chy8vo49O87AtvkZXPG083D2jl1YvPwaLNE2HOPdWJpdwBkbG84Zg+LZZm9ZC5Aft0rNrpX/FscVcle1oWyudOs7ivXMsu8Ef3yB/fGDqIXkGrX0jxCo0PdFk7S2FITRcL+ZAVgY01zSuv0pk0jngmh0zE4zIiPBTkjFGXBHOSbRYAPYyPhCXgbEB9rRPJuMTZhDeVkNpiB91zQvNzUuLwAlOwrNraN4JI/cZd1u09Rp2ew0Taa4R12hp46iwV1AodeNQtsEZJrrrjZxLkhOKbLH/hRB5Rmcn+DkcdF1NMcmX99oteYwA0bfT8JA1Yw86v9XwkfQMpvzolLR92R9STox90dLQVRwIr5x/zVZK+GZWjPGBAZoi8cZc1pJqIXpjjqnBL1uviNu03GQB3wwDNd5bRNm1CIP4cVcGluYSAEHt/mLEEoJQIg7SzKTgeb1RGWniHHNkKOgtLdaNkuV+6KUvpQmf55rEgkRK+A5ilnn74TRaaa/VAFmpo8d2+Zw++c/hRv++Dqcu7COy3bvhLFDnByug+b7OLplGXRoAatzi6i2X4jt2+cxHBgQVagYGBbwy/Eqj00z9nSxTSMCXWiznr7OUIiE7pdSP40SziKR0ia/GL0qTRuleQ0ij+Zm39B2JdRL8BWXnlDDTnx1gj5qJcEQ8rHItZ6xy1YCS7flSH0nd4bK2eaMEyc3KAUqFZ6JsM8Kh9S/oKl1xfLa51mSheI/BMB4gV4EMNF2vWW2aJGI+KbbRdJ0ksGWMIW9Uno9V3QbUmHIOSI6YaNkko54pUJQLlSVxlPSlIPzN9uatzsOr0m6PqS0erzL5Uofp7fqtMOmYLDSGkvlDgZLOD83kaDMx5JGM5g2k1IbY4n/5/lk0N0k1AsJEE3F7yEgnRB6EnSZEdugjWGOIr5dZY9TbygvuX835ueMaeRll8yKJWadtsURuNXZGugB7/q9/4Sb/vK/4fKtMzAz8zhy6CTO3LoNDz98DIY3MDvYwH7sx7OYMDt/N8542hrOOP8FWMZOsK3BzLAg52FZ0Bjzvu1ibHIoxeh2tTDXUWOQ15n3Q5fgo02UZXybIUZdWiHNkTgQeSKdW4B0SZ7mEpCkBWTPbzJG6LZ3GP7mbESzazMoioZJxFFXTvNyjUgUpT3pXIhakx5Xgjb5unRa5WUwGx8Uwu3eGaSaVL4OXH0ASNiQVipcbzMzeknQ5HSOul1cApi8tcbXxgwp1PnkjRasE6s50Jhf3It0TZ67kIbOezkN/+j+CeELqelcx0wxpjJFeqLLFzqsGXGuxbr/rR8dueMuq0vxiXB8ygekZh9XWQStGP8arcBIFaxx46JsDgaroEF0YvvD71JP5MxoFCPLTXTuWbyEt6jhQDFzqIndAiUpvQRljWQS0jIedDHnURpASrTK/V+qIxd+unCrLFAPazz0wL04c8ciemsnwGs9rPIalizQn+9jttcD1xZbtm/F+snjmKnXcOyhu7DjgmdjmQGD2kW2KWiGXW3KtctR7ZoEugS7NpzK9XcztdY+7kB90nYJBo5JPz5zdBLBb1Se8txVwgQQNDWJGhS240jWgmOurAhvzqylU105aZ3x6IwN57WD2RlR4IkIpT/a5mHXvEnbO77wUxQqPeM0hGRdhHCGklcbPMgFiRDhgHyn6/L1xlLONLvWYMALua2wncuJVp+0VayPWvtUQkJ7WQhlMdJLLkbBpmKwmpgkDideagLc2UidNr9tRpscusxxQNNTlr1k7ZLpZ9Hb1WQTfdwLvLvSlEyok0DXgszNL6PwazMpJ20uOaWNwLnLuiCwfYMwGGzg2Zdegvd96SbMba2xrRrC2gFm5gmmz9gyX4HqAaq5bdi/ZHFOVaFa28DOajuwwTBg1DAufGYIu1Y+FtSmaUuf5ZaIUdClvedQVVVjfpbmQVp3O5M9FQFAM47xM1mQ35mfTIct1X/6DDqsSzUnx+Evuu22dnlM5VoVGWi+jVEq2wZrDwcfYZkH3r7Fai60CNwm0DVTjs7kbzoiovYtmujZN37f2sj2NI0DA1RLsB9/ksK49hE7vwIJM0pEshUbLXkB70jH62KA7cC5/P/6dxM0kw4KasGilAjYEl4yvJtMNnRDmWt5SYrWvJuCwXZJsMEFPSMGFqlmK+UAauHoUfJjl/dNSXNrEDotwdTRg84/mVgCH6XJyfepSqKT4NJuth2vrEnaPlJz6/VhB4xzz7nQpa0tYAzW1zawPhxgcX4W/X4fs2YN84ZwcsPCmhls33qmE8Iso2aCrQBQGgxPCxD5NkRbWxPT9oTj66wccT51abGlMUg0h8a8nFzj64Jxx5D1Pa2PI5xuWybZetGvk9uIAn3RdCDte8lLau0LYSCicC8poI6JCd3QahC61nf5bOVIS5wibHKzUgka5RToRo8oaG2imYLUqV/VZ1qTBygwwEAfNaMrHAuaJHxp69WdBY1yAtI5ul5nqgQw+VzdFAy2zZw3jtYDNBmtFVc2nSbYJLo1F0fYaq8Bq3Qxu8vPnDhfNR1JRBpWRNo/b29Put+giUY7sXX5RMp07zQOhPSy5bx+vUA4Iyij943zsWtzVii2NitvHcBwZgZXvOAqUH8Bc8MTqGwf27fuwrGjK5iZncfx4TrOPXsXFqttqHAY83NbsWPvxdjwlgaYGQx7GzC2dl6QImxlTlVt0KbhjgPpft5oKFkNGtaCIg6TnUNtw9VP47YUCJt8LfkbWE14BVD3nG7Pk89RzehGgb4yLzi1kF6bBAk0H0Mh1nDeon4Pr+CpLO0gBqw/BiKRtmLs9AyXAu1J0Ekb7r6ozJzlFIO7TH5EH6j3pfla+3PkPaENPkOl9oPdR85RKytg5v3cjQfJlvx41r2GfOe828MNPOrNsHTSxqcz8FYp1rRrNK7p7yYNLcGmYLAA0EbMUykzNqTigjQtEz1jUv4lwIA1TULmHPPUIvHRW6JU22RwYhZhsi5ucuWcTKTjXXq3KNM2tYdkBAAy8YB6lJq91xszjPVHKJAvjhpaypLFVhsdwVRc4UfsTxNAZFD5mL8Ao+q5I1JO8ChlcsecODnC4/LEtuiV7YUPw1ioLVb6QH9YoWd7sHvPRm9xOxbn+6gGR3FyfQ4nB0B1dAnzWMXJHVvw4Npx7BzOo1q+D4Odl2B9sIjZocVqf4CKLfrcA/eGwJCDWZ/ZR6FSY98gMFpgsDYunQ4NIpopc1O8vtBcM03AhVyTsZJngpOuKwppaVg8L1CpNaOJkW5XHZ77IzBEYNRe25D5xuFe19r6vcJEcofnuYShih1MRAkPrgr3qUYTnjApQn4sJq7vdktMLqzqtT16iyb/TYgnxvyZUJ+wtuK6OHRCG6psW0QMwb5gX7UFPMNo9ksDLAefTY9CnCKFLZgwN/xcsew4N5m0n4S5ypySvG1rveSvR74/2Mi4u/CAHoOkL9zc4njBuZhjR3D5INIEIU+Pe6okxHbIE1+3XzO2IJGUhBS90tlSUo4B4r3ISTl+bcid5ZbcNXqdrYuwaRishpK5s8u0ERZcW7oR5pJxzBTjaz7CHIWRGsTV00WkRVrWRGYyO0cunIiUmVMXFieP5AyXIoIc84Y1P2ofl/w5QaQEv6T9knXE3JJFVQMrvT6q2gkrlRninIU5XPuaV+PQ5z+M/QcH6FWzmDOEfk0wMFheWsUGr2Pbtlk8tr+PvdvOxsGNDWydXcEsKgztjMPVGoToMZhMI20S8dEwqXl9knLzfj+V7YPA9pM5oss8NXxyR8QGJMeaRBBtrt9x6j0d4PYlCOZ47Zkx/syA9epVOL6XgSHIHc4iOoTLvBmoOtY8ETVedVl84hz2VRvtLV1KL+1qlpduTzTrCO8krDARiCkzdws0jzhNMDUbaWP73Hddc7DASXAKp2u4o2JshJYVPOHbhGjAjZNP3gMA8hq6n6cSMtEEb3fvvFUJnuNt4U16nO0Jh0RDzDTXVilsFPNTn5I23EifaQN67670TuMbcRp1bXHM3z5YBo/vEDXLizh316W1h1LflNKU3kmdTlh0GuLQB/LY4AGMAY4eXsbLX/M6LK8wesMejK3R7xHq4ToqZizYIWbXBpjZUmFmzwVYtRY9qkFmiNoMXB0ADJvGfJoUJmFkur2PF3NNKygzpZFbKJNQvFOE1NEwfrrMZ6dVX0GYebz63Iwr2Arhdz9QUTRZt63+fP1ovOPcaX7ciyb9SZvsqFwMSI9G2brOEo0F5LikOz9trdNKmZ32pue3MXm/y3GYJr0MAnvj02yT1B80VlKOmrCufcKI4WMb+2/55H1bamd85p1bTbSkVBTngTg8yl2x6f2/3wGBJkrQJnlpjSg3K+fpNITfNh1IAP4Sbx+txlBiNhHppbkIxnOqGBfG2buTxTsK0j4ZX5DIJ58xqZQd+13EFb3AU9N3l1BkyWmxBANr3PEc5hroV1izwMmlDey97HJ88Wv78MwLd2P55EO49IpL8eBD+zGzuAWLe7Zhp6kAbMfCBc/H0fUe+v0+esMhVnqOsPQsUJuyefqJZjiluTIutOdplpFuJYyu4/Gcsw1tp0OLcgmiFtil6ecWmK53Sf0FQbdhOaGuMm0MfJ+YTY2/hLxgPiQKIimxgeXae9hKZTYs17AeRPOULSm17IPRshFfV+ITx/UozNNpb7kw477rOk/bLNcWnpPf20ToR0nr+oMtA2GDQXdX7YRa1T+hTAbqIonz/WBjkBftS0cmCi2SPg/eUhS2WMchcOMQ0vkGVcZZU2QjSBdjwqW47pYkK1Y/MRl72jhqKW1aBjsKcgI+LtGQoSJSd6+ESSsiY7s20vi/wIDy/3NoLvzHh0mfjqmtSPQa5pu0r3X/lAJrtLbfCzJgRk2MvrVgqgEQah6iWpjDybUhjhw+iCWs4urLzsZlW3Zi9eE7QfUhrKwcw0VPfQoOmTNx1VUvwEMWWNgAQPMgWwMU945lgHSfj2PeaSPkpwKTMto8/ShBSeAJ0ZoVtLWjcdeqS+XTPqEopXhk+GnzaWRCMW2MyesJOwFxj9iBbMsVeQO7fUlhKQaVy+r37htOkiZsosTnwlPlcgdfV6OPM0E4andNtCgbj9gHTSHTPeoepOAZrEInErljZmJKFQ/fUFKwXCFhmDloz+BRU6WhRPn68vtrCW5vWGiQ9KcIAlHDdalFwSKNS5QSACirBkm52mmyHXP6dpiPRsGHbj2YIEF+NTDQ8EqV/9PbLQh1XfuGV3Bef4R4UFwT1rpIPIP2StQ8ykNusci7EOqNvTnDULj1R+OlHbS6YNR7Ia/OU1CWYJo/10Y1LsHfoCC9h371eObSJ9k8FBrD0KAFU29mZuMdBmx02NCXN0glNjoeMTNqtuijh+P2Mdxy/Z/i6bOPYbFfoXfyIbziJ38I1eIZ4KFBjwdYPvAwZmcux5GVHh7rPQ3LWxYwxBb0hmswZFETwfAQUNeNaQ1OxqZkOSitiVK6No0wPve/uTnGOcPPnwU8DHlpmpNRL1lxxEkphzqMsT7T6/ea1E0xKY62OFeSdIYC4wDcPOvXkZkZH1GIQWBYmHCkrSr2hys7Y5JZW6z1jlqeMkv7nfnOxbTtWnMVcaGfUuFQwg9WDIQjIBWH+quqgg51KGVJGwyaAmZpTumxIxP7jbjpeZQfUUlomgWc+dgJxc7hSOVtIfHMDFQttIeRxFJO8S4/l+hJpmVrwGq7eRaNr+Bf5NZPFnVL+pWU5q4dS6VPe8oRa5Sw4hHyZ34FL7fmxrH4UEeCTaHB6gYnjLMjbUlbFFOPy9z01g3TP9OwRAapgWwviUNGQxKSSyQ1Z6oQ040OlRjwzxbYqWoYKdNr1tOmMYY0GSHX+CWadLFyt5/jnbABklB6JbO897TD0Jdm43CoPemedemtccy2Jhfcfpb7qOsan/3oDXjori/goqdux3rf4kzaQDXYAB8/BlvNYLCxho2NDSxesAtnrA5w8JGjsDwDrlcwC4ONugZm+mDuh4vLJ7F0aA33VMZMz1HXZZOZZoOlklynM5TqoHB0leg5MRqvoqWimK7ZnhyIPWGsncXABBxE4BNOC2dpI1PUuNpw1Tg25njhLjXmspbd1F7HxIFUXq5BVCmBX88RrQ06dHI82oSflEb4vh/hCyFMVfdl7JfR7aPQrnLQCimn7R7hrnksGqOUO842lftOK++af8zsAm8EZopESQDF0wt6LcdgHqV2GFCyN1CyIjVjSTXLSWFTMFiT9iYAPWGko9zHWxZhbZ0EZ44Tv0bVMjGYGWRMciYy3a9UE5hcpRLAAFwHL2UO+LFzUydSnvWa6QgR9Eahtpk/JtGRCKYlCZKV1BtMIwx3GTl81CBuMo/wm40/wiExN4Wxepd9jbsVbTcKKG4ZedMJyUSMBHFo5RYjhu31YC2jB3ZxTX10/tWNNdi+xcGvfgTPPrfC0ROrOHPHIurFBVQzW1CfXMHMLGNoGdt2nonB/DpqfhSXP2UX7lk2qDfOxPI6oZqZB9l12M7LsseDsZhids5Y9zGAZM9I+qC1Pj9HgRgoI3jpctQUIwT1CQjzQ2k3zJ5QciD87r2sHWeadzj5s8RgF1Q+aPueQAWm7vFCjGxWscOzrigx+TG8RkbiTR/rdCC7eN0afU4k3c/0diHm2P/5sAn9IKTjULQ+wKWz7JxfGBJ7t21rJ9snlLSI56/bBLbQPnW6rS6yPd83LUyR9JzqOLssx3okuWleZBbnV0aWpQ+TMimVdcg6VaOW/vAaMhPC7Twa1cRSQWkYQqfNSzSpGLxF6JJzsjKBiZFEmiLAphvpPr9WKGyrVUGUsPjbzU+N77iwKRhsyVzmQPZDpCOUNFLYYY5mrMIMaalXvmVS6VMyzGKmjnb6IAAorGTgcyibV9qDR7SlVU9a21Ja+HI7GLELb5fsNSMSI9eGpuaiCXGkrSLJpYvD0RHpBU9M2UTty4MxBlXtnEbkAHtduXqWaA3WDrBnzx6sHD8Anj8Dj560YJrFF754P3bu2oZq0WLn9h3AYAPb2IDqGZh6HbsIOIwhZvqLWGeLChagKOk+UTDqiFdzDOPztvRdldm2OUBNgjKyvATSvUeBHPem8KDSjlGVEGoH+RnkpvZWYmp6/ej5K+/HbfO46WJwh6z9wUwtZ8MDRQi4h5aOcGJMcMnDQOl0bfmVA1RrIqvPXPsqSidYivi1lNkBTBIroFmWnlaGAZD1gmQ08TuLiIE7W08wPgiIhMs1iXnbzwlYL+g3eYOoAW2Q0judLurkk6xlYJMwWD35mkxHmRD8wWr3vrk3655XSb4SlLQMw+7AMTFgfICFEHeY4AZVLvEtlF5iliVCkEu0Gqe8HB2PWdokl87ndY/2Qm6aTABltqKoOaX4F3CAFzBEQAHCHlgygVXeoKcwY2g8MbdO4jR1D8PhEHMLNX7pzf8M5514BIO1NRyp7sUGA2dun8X8J74BgDA4uYwztg6xdXERR48dwDXXXIPnvuhZuPIZixgOZlHXM8DMDNCbBQ0HYJixCamGNsbYlrbt2SjTcP7OAo0jHsEQQkqMU9cnas2tNL9KAlUTj+a+aAly4RBAtOiwm59+S1A1isAkWwhi2dGWEb+iOG615AKCaKVu79y09muuvaYMvX088ufK8q7e62hp3mLAgIyYpknICH2rmb3U5x2SSpnORO1y1JRlC4jlPgjNiUZZqjO+y/uzuKUGOLrhLWPk8SVl6Qne18ZpqAYAvCDj9MUaBgRTmWgp62V9TGmdTBbwtNvWTYVDrnSMv0ttLdNY927yo2CbgsFqZ6DWgAbsNDAhIBU1JY04mdsDtJfMwRJeTPaUCHDBEMgdPjdGud5rlOTbD0gb09S/24hCHlS+tK/qr4JMLpoH4qHzBqgjR217w6HPKJp70r3VzIZEjhizMsOLBCpCfDQ3CiF14yqLSuI5WzBqAEOy2LAWv/HvfxMPH96H2Y0BNjY2cKQ3wFl2BjMzszh5bBnrO7Zhw8xgdXUeZq3CYnUGThyzuPOWL+PAHUdx4Q/8JOo5H6puo8acqTBITPaTabNPlOZ7yuX6wUzkcLLJk1zQ0gS5NEdSkzE5IuXXg8nmWStanvHbxHqkwTgrSpgzpTWLxrN0/kfnNBTGNDq6pIwnljleW4rtYwCUmg2NcASPW/wWga5C2GbJy5tAyx4HnPUJ6NApCjik/+eMMwd3VCnU6OtN6WciW/sttfAb7sxoHIe0fkMxAIlTTCswu0veQ19Z11A5MpWrOiSb5qUKEHdySNNqsuGWHQ7E0m+tkRaQTAjrOAlsCgabT7j4f5RoHSFpl7KdmbZC9JRsLnYxIefSce0lpwqSxbg9VeVxXMS70A79v45PXNKaNV56D1m9gdZnyiEgo9AhG8FBqvQ24hJjyTWRiuFCjoV0TdMu+/0QsBNAkvaiD2GZ5PuwFUzcT+kxsLyxjD17z8KBz92KZ2w7A0uPLoOrbdhTnYRZXMCei8/D2Vu24sHDR1DbHk4uWSzM9PHCS3dg3wP7MbjgXNDMQQzuuBXPecmP4sTqOqhnMLBls6n+v2lq7GJCsWdG2QvE3C5jO6423AbE+YhICM50LicmW9lOyea7/5EJddGqAMSz4eNC0GIha1GItjfbkabAaV/oOZ+vE4ZMawofWd9yzKbUtWGrx2u8FuL133Qh0tfSFdtGgOtvrTkzLKqOeVAWmDUNmlTga+AVGH4+t+V9mt4tXUcXnTUgTS95REZLNFdy1NjhLc894yIlZJG7j7nnLSLMziubiGDItlraRAMPYJ0WbDn6ekiCMIvCvPGnJbg8lrEftDAnnVTF2chVmoeU6KT6YhLYFJGc8omYQ5BSjZYqLHKSk5VaLLON0ZTgdEiitW7Dni2lnxZCG/ePNZ6m9b2Gdm09cFqkRxFqxP5zn+g4096vbaY1MYlJGgnMoT9JOWwQTiEbwszsLE6sruLoYweAeohVSzi+McDi4gKGSxZbBhUWZvvg1RXU62tYqY9huT6Cy8/diVe95HvxwLcewpdu/hSe+9zn4/jyEqhXYVAPATPaPJxq66P71xGMxx/IE/5S2ZSvcjhRxnpyGZSXgsUE6n3y6WhraY3o7852KCuQ4NkFuaVGz3PNqKXEVDAqaBRZJ4YLOTrQGGXGdfmNvzYzfrohNSd3rd9xIM9fLCsI4PLJo6khdIjObjh+0vw6XZufTBP0uq8I3hmJUVWAMQxjGJV8SGwnzqRMcJ9ikGTVTC8GIkSYkmhT3MT/VD6tdU+QFtgkGmxO0LWUR0wwKrB5AIqSrHziuEu6dEK483POdGHhqIDbO9SmHPdWJDJX72hpM2gL6kxhNDm4FcmAN8Hm90xyimMBolAh7UyvtdIRYeR5Ovha+o7SpWa6un35Yfek5aY0+d1NrIS0TXmfWQBVxaiHQ/SrPqy16FEfa0sDvPTlr8L9d3wZ5+7dibXBECdpiG3bGWtbZrGyVuOCZ1+OE8tLuGTDYPcFZ4J3bsPOuUW8+qUvxH0P7MHs1j1YOTzEwgzBmAp2MHSXMHg1KMdJ9384Xxn6kEMakcIBT/C9NiT/l8Ht2ZXPmJYFveAqlxMXn7RigK31Bwr0RQIuco3cGdqAurllosdftgVIS+wtrRoFxqaXPZBT4xt1AymTEC3bKw7uWbZdpM3FTe3M7716cmAsQnsM+SNPaNcoIi0pvGNgqFynLZw3Ltvy6Ie+zXAn8uPmTZSt18old9tm81B5UTe6lmKeplUQoOx8rLyuVTnO0YjT8iIyiXWh8pqwc77zHrymgvFe15KXPJ1NOJJi3IbcHr0r1wne4Qy/X5u+YwLeUeiijDjF/mreIoaJoNTHYpVKOqgDNgmDdVAyoeamvFKeCB0SaMjvB4DZT2S9pPMyKJi4xr3FPsUzHjGK5ZbL6dKy8zQlk6M+qF3LfpSNmnCbWar0O6+z00wuE46iU0fJESPgiShAWWthLUAzPdRr61gbALNbd2Bj5SiIgHVUMOsnMD8/D7OwBY+cOAxrh7B1D0cefgRfvut2/ODVz8PlTzkftLgAJhdvhQ3BDoVhRhy0A9E4UngKanw4nZfyPXp++pI6+pRzegEV0tPfwMJeyCI1J0eZrhqvPQMYRSLyrYRRFh/KDOjjXCE7jtUtrdMLOxmjTgihlOufTWx1KIQr1KBviyn1iQgW5efeZ2MMMaZ1nvrtHCeQNfPobLnAXWKywkhEkQlaKKc0gZnDHd1kOIxvRaJTSqQk3TY/J/QRnICAhfh16Dxpn+Z+BTFNs92U/C61dRxItxKb77veadhUDLYEqWOBCcQ5fZ9GxFRH9ZMyHCgv48x+FPZILDmPWh++b5JLgRMoXNlkC3dJTnKHKNDGFAVPgwqOyaBKJb8Cgv471eqCBIwKVNRWRbQ16tcIE5gmWNyDOzZEoD7hsZXj2Hn2mThw9DEsrS1hzvawunwSPM+AMfiJN/0T/O2nb8aBrzyGlaU1nOQaM6sVLjjrbDxULeLgfQ/j4nPOw8H992B26zmAYQxBMKaHObaokR4W0nth+RjkDCUn4kQEF3xjvDHTe7BtTFigYtYg5DwAACAASURBVDiPW/cP4OPgEsTZTkfmMi6OrN92MB6vUkSckvA29POwpwmSaXpxjGsWlDRUYNttJtiSwBdIqrSbJJ3bA1W5i30pVzmK2MyixY7AXTT48H/2vlJtEG07HCLMtExdRsDROoE+eMTK+4Ilo/TbNZ0jRWeAgs9EQY1FHEqjokTlYGpkATXIWWuiLhLHT+ik4ARCZXy4RB8FT0hOHKo4H5iGETchvei5qkRLlXVF1s1timecpQ/dum3OSWvLc7f0bhSkmmpeXqod99qiYWGTMNg27QpIO6ldy7NJmtTkGyUba935yBCnVhaKjYsCcJMjmjsZYdfNvxcPS4L7ZjURwwIjFMUbDkzJlx1MHbbR/sj/Wzyrk3LZywy1W7SJ/KBwQtMF3VqLntKK4/GkGrmQnTIJ5Zwi5hvpCygBAi5whzEGg8EAc2yx0evjpF3FnKnQ37kVd37rbrzg6hfj8H334u67bsfuC8/FiWNH0VsA9g+PY9veC7FnSNg6v4i1ehW0tIGlex/BB276DF756qtw4MRxrD14L668+mIcObGBuYUZDDeGGLBBr+qB6wGsYRjTDy7jxgslPshQsmiNIoRsLYwP5+jaVkUZI2cQBSYqv5vHrlJwJwus70k3Hl7Ei+sjTFsLosr1M2zD6SwfM/0NAD3ZdqGYZiwtNZHsSw5ikeDnjNUJCPl2jFtf+s5eIvKMVdcnWisQ2WfKTII2xgoLNt7LXfVHNqdZeWJLlDYQwEz+DHlsu/7OWZsGEu1SoAdAHfOQQAgmMzcS9P29saz0ZIREqfPHn6I6mOWLfaO/07brdwwYFyTCOXz69oZ7pN0+tCGhKe5on4si6eMvk1NQ/I0eCc7QN4wFohmIZ/KbOZ7bZ1mjJPmawW/SrR+91sYQENMh8HVKKNXyXv84AiewSRhsrtrLs3GhyySpn5/q+1zDDGe24PZmiFSUGwGbEx7JK1JgHE8mcmaXXJoNUpKfqP4+RGEEJXz1ApW5G5wXpJ1W9gfFlDSeM5W879wnzrPa6FY/GAzQ6/WAegbrWMGWuS04cvQQ7tp3H/7496/DBbu2Yt83vo61lRXMz85i6bGDOP/SvbCW8JXPfRq333cP6uU1XLDzAvT7s3jwwQcxv2sOF118JZbvexAPP/wgXjBbYUjrWDqxgh1btgOmwmBjAzMzFSqyGAw2YGBAfm/Wwt94wgal2KvS19Ivedv1OJTmYc6Eus3t5S2ScWXvUYwx35vTY51YLsbUVkt1VNWoMH8G8Wy1/5+jsXQSjXlCw0/EQ9FyDvO/BmB8PF1PXL1FqM3hpqkU2Lg+Gf7sr3AJ1R4bF380cnFgwIlCFAQgL3Z57c0Kg2HFH8jPx4K2RqDEoBb4mdXP0j6PgnjluiFYtoK3ALiWtmi6IdHhSO1defelMN9E2Gqfr+5b2dlC+U0BNrcKTsI/ynsUToCLmmpqbk7XaXtdm4bBNvYUC0H+x8nXlY4ojTYpUArKr01GHiNJHd6L8snkmCFnC6OnJMs2cwPDTeS8hcEUpS+rDoTRNsspaBaCd5Sm5X2V4ROdRnQZbQS/DHFBSF5S/ePyGmwMaqz31tHDDJZwFGvzK/jkjR8Fzx7H/GAe9dIKsG6xcugoZlfX8bJnPB9z9Tq+99IrsP7QYzj7rPNwxfOejfd88AbUKxv4xv7H8NZffwfe9COvxXBwFNdf/27sOPdivPD5V+HY4WOYr7ZjdrYPHtYwvQq9ysLWrA62C+HS+nizX+u69gykShhTfulEaYGPv9jjEZBQnn7rCaqbB2m9bo6loRJLUMIr33IJWlYgwk0tXQt6be0s9ZEDk/0frTeG4S/R7j7KErXlySHqNrU3ZCntJ/Qv4m9/eUVYpYHO+33scH5OymV35tf6NBr/oP3KuUqlhRlC+yEwDmEIiaJpPxQdXc1BvYLgrXhdYF5WQryWaajhqIWSVwDYmwqCuRjk0VXaaSJLpFY9x7CEtqdzvbSlJ4GDiKKCkLdLbgV0p7YItbXRQoN2/lGGoI0gnWKqfydg4JuCwQqMIujlvcdTL18k2MAQGsxKVoxViwdhkofF4ke3wSRLGlHeLvZRo7I9vXBezRBk8rKtk6NKbcSNWLtPONce9nU5IYODBi6Qe2yWNNnRkyr2WUK0rQUMoa4tTH8GNSpsbCzh/kcfxMc/cTN2nb0NB/Y/gr175jBbAbNzs7jsgvNx8P4Btp2zDUePH8EZZ89gcGQF9x09gnuP7Mejhw5gptqORZ7BOWeei799/wfw6te+DO/6yz/Dy176SmzfvhVXPP1ZOP7IaiTWGxuo+n0wNQMA1Kp98i16DTM7zdv/X7qarwRd78rMwWuZxR5FEFpSzG3yfbrCqIZAkHMsC8ytVHZXv+TvNVNP2q8EUW3OziVltRxHgnhsuDXECGIup2km661JBCkIJ2/kbbeiUdh20RB/tp/ldmMPCPMOdVXCl9N8EuuchAaR0nhDWT4PiaVNaEsqHEnULochIAE72EemSFUeyr6lzmKXZO1P26u/JwNpqPRF4d0InJIcky66JwI+8mV3XZ02xcnvyIc4YwIUro3LnUhCUIQOCTc3K7SDTLIKQcIip3UaBobEiczZvk+cgkSiskj3KbsgLKDCsQsddNsYE/oGEFOPCceGTFhQ1tdJiXl0lIRW6i/pc+sbYfR9iXYIogp1VaEmwvDYUTy0bYBv3vlx3HPwYfSWGbO9Grf96XuxtG8frnj+s3D3LZ/HtT/zU3jeq78XW/vn4WMfeC9edR6wPN/H3Z87gZu/9AkcnTsLqBZw78EHsO2svZjb1sPP//P/Bf/xd96Bga3xyle9Gm/+2V/AkcPHsTi7FXa9xszcLNY2Bt7kJcRWjk80BTpjDOq6bj1uk4xLYU45LbQOz0LfFpyknAexdccfOM4NwDGentcoGE76J8qJrV43TcE0N3EXBQDZN9PXCxZMcCVwRLlpXcmpUc5gJQB9kgaenFlW2gglKTjcUKOYi/FnOr0Hkle4AEoZUNp10aEMgDr+pPJZDownzH95x9nYQixQWQfp+2HFl6ckGChfMyWHpwJANn0oO5KS7n9maHQIzokmn6TRlrOydbFMR/Oxl/KUsI/m+IfcRQYKiDCq69Vl5GvZPUvnTyyvUDdlAmsHca567YxmUwSa0BA7zSamUAGistdt04SlJS9Wn2aeNoaSTp5w7bBML7fAmN25L+ucdnveC08uP9IfznBitupcvCtLnAcc0bBw8U6H7rm1YR+kgatqGjM7guAJiTtEbj1DSXWgcHA+Iw5tH21Ob2rSGfHmGrAWPePuz6ztECeWl3FgrsZn/+BPcNfB+3Hy/odhjx7CowcO4/L5RTxr95nY99Xb8IrvuQpbd81j9/ZdWF/6Jv7hM8/C1953PZ6za4Ddh/bjh599Kc7o19jaq7Fj6wIOHTmKWZ7B3/7N+8BzM9i6sAU33Xgj7r33G9h55jYsryxhdraP4cYAdT2Mgpz1WqnCWwt5mnCWiElJKBw1v5yZzTY/SAUgHdQgD1uYM1cNrdsRHTi2QZPQtpeVPw/tJgZLaAwxBWuBhbwpXH0D6WolwcUfVcp0HEi2Llk5roukVMR5634zp+W4GLbKoc+UhYIEo8IakTtfo4dtdv7fuk89ZNha5qGU59DUDFdKsF7YSOYZG8f4rfKY9wEZAoVS6dO8ngKpfnDfzVAoIeCJKD1M4TsP/KDJdqTPE+6XFiBfnzK/yjQKoV5j3IcMNz9EYdyZ67AQdXvyeVKCTcFgS8SsqnpoBtfWpku3WIzXvuTybsBreBlj6KpXoDQg6dEAQBag0zUIRAYGxknT/iN5K6Lg3i9Tk8K1XYR4C4da2ETqtwFQAaSDiafmD/k2xoRPbEM81jFkvb8R2yZRl4C4F51bBfJPifFSZVDzEFWPQD0CVRVsbwa2rrBiCBurFrPz27Bij2Ltqzdi4dJzcO7xAZ46exZeeAbhjWf30Ft+BM984Xm45sUvxK133o6zzz0b37z7a5gfruCc3gq++a19mD+yjps+/He49gXbceSuO3H52YTtszvwlMU5HHzwEZzY9whe/tyr8BM//qPYsTiLX/ylt+IPr3sHeB44SSswsxXm+7PuzCwRer0KFTOqXnpmtm1xtmmJ8ixhPIFxtkn3ZXA3DcEdSSB4s5sLXGI7yhnJLDPmqP9nuO2HIi7FOlNNVT56/sW9PoBgghYgglqo3+9VsnXe0KhtoF6VmEWJHIPxoX8YztO1R+5jvMzSs0i9hskGhlYau1RBiV7aFDg6YC1QVVUoQxhhCOANhHaD4pqorWOUyUeeWRsYUOhHz7hNRTCVFngBW8cPW/c9DAHZ3AmJIVt/tlw+KWN1dXocLMNmYcbruoatgbpmaId39kNirfuWz4CBoQVqJlgmWHae8EO4Y2VarWEAtarPWvc7BpXjlI6r/yPtl/nWXH+aDrr/09pFQIGBm+dkI4NU8zL9NNe3qQBTAVUvfrpgU+zBjiPBjJWG9T9lyXrcsiRd9z7aeCDmioQpjk9vgcLOWy5wjGpfrqGW0iVEsaPdJYZjh7Xb0x4M0DM9DD1hHMwb1IMh6gXCVx6+HR/5q3fimWdtx51fvwcXXHgmFvtLePr8LC6+5hrc95mv4qO33oYzd1+MHs3gzEsvwb1fvwd33nUQq2sP455lxpduuwcLu/u4/e7HMGOXMLe8hKXDS7jsqRdj6egJHNr3KL669inM9QjPeN5z8KU77sDNH/og9u45B694zWtw4P6HcPbOszGohzBUoWZCVVWoW/Yw24SwUn9EBiXfo84hp2DJn4Vt9HdzsZ8KTDKfu9PGfV9W1o+2SzZEZMzLDgKc8krV23D5pRbd+I5M0lh3wrdjHWVCDsA59WR1aHIThYm4fowx8DeGhC0bHaSEnUQdCgmm/ALeuZAgkM+w/K7gVBBvli1GQvZ3sTIYNdz9vok3gLLyyNlkCL2giEc49lM4G1rV49EUNxJNGmW0R7Lvh7I1U44aqjmk2xwGOHUeLeGWy5Yps3cCi/hnlGBTM9hcIyBKr3DrqU0Ot3jIX1bcdS+slIeQTjS9fOHri9lPl8mG2v0ig2qbDtOXR04JbYMmYLknW6YxhFCMhX2+jGjquoy/jL5rv9HhG8MqphOcgV6FAXHQtHpzjOXBYXzh059EvdCD7Vsc2H8STzvrfOzcvYCDn/wwnvbW/x2/+4afx51zNV517atw20dvxw+85afxwOGDmMcqbvvE57D/sXvw8h+7Fn/xwRvwQz/+CvzRH9+Mn33TP8Yt7/8Qnrv3Ynz1ga9gY24Xztt9Jpb3P4RjDz6EL+77Fl7z+h/DJ95/I276q7/AYOkInnHlc/GMpz8FS48cRjWzAB44yZ3MEKbqoyTIaOKbEuJR1wRObiBqk7v0+OpnpwJ5WEhdVslkmAd4caa1/FJqjz/bAq7aaqJNxyQqhOtn7RRoKFvDpwdEbsuGVDscHh5/47xm49EdOM0PQGM/DjIe7mhPfG4Vycm3DuA9cX1v+Jtl5BhI8NL13ZX0H0Ht2bYc29K4+QRM/kQQp4xCXzpj2QlwBBOmK3nmlB7bjv4wleBonWkaqvyu0aoqPU+yuay2A5ko0PZUaJPtBVdTih9n/3rxgJqvQc2xLOEEAMaIc2OtBC9ZGwZdWzXAJjERjwtxwUXTa3wOuOABfpGSHMaOZgJjuhlll8n4lEH2jCKKDSKWE6Rx6yuZ+nS545TV1r4uk2bJDGitRb/fx2AwRGV6WF1fxdLaEvY9eA8+cPP12Oit4rM3fxwbh5Zw7vnbsLZ2GLsOfR1Xz8/ij37zt3DllVfihZdciZtv+iSeeuWV2HLWGdjNPWxd6OOZZwAnTh7FP3rBJZijGbzohedhxxmLePmLL8Py4UP4pz/yUixuDHBmz2KjXsHs9kV86lOfxJUXXgwa1Lj2h1+Hs/buwf/9O7+ND9xwPd7/d+9HzQOsrS+jP9Nz5rxBth82wqSbbl3E/dM0kcG4ITYFRo58RxD004KOYCa5kKtNvEUUs3WjhZJYpk2ofn57D1kuRqVK6il8Yvlp2iTOW6FcMRfqj8gATniPQoa0nzPTYiSnvi8pmvsto3nxAeVrVb1qoT1Rh2ufK8H0Cd0GtwdKVV6PzsdirXcfiQBl4rnbVCB3kZv0ZQGGnS9Kxe7TA9ADo58hq9unP8aYhLYLDU+sCY3xaS8vzNmsryOUtzr0XNd+A5oZj1oHAFC97W1v60zw7YD7Dp5sINFuqvRSNaXpkjRhBbl9JReS1oK5hqFeI31uDssHokvCyd8nREXRFWO8e1GLeTbHRe9/5u+7cM9x6sqb7KFS1EqSCwsKbc4JAQBIzKEBCKsba9h21iI+9umbQQtr+NahfRgePIwLrrwIK/USXnJ0Bf/yh16Bi89awOzlL8LO/hBf/OqduOvWr+NllzwT5rkXYOGSs/B91U587OsH8JqnAzd+8Sv4p9dehW8+vAX/4AXnY8PM4IqnLKB/9nZ8z7MuweJwDnu2bcPD6ydxmAc4/7w9qB89iRNHT+CWO2/F973m5Xjo7q/h/m/eg2/efw+W11dx6WWXYrg+RAW354+WPizNBbcDyH7RyaEO+dRxTJTpLymrND7+UzEF6TvudojGxN5JpTC2UAS4ZX7l80+nS7xnE0FQtMyIqSZ4jTa0zBtAM43YJznDy7XnNhmx4aUb8utfqdlVoneFoCtB44TjgixpXceLUF8bq7dcAaJ4QYG6FlKpsJ6piTDq9vgZ5Myf+hgI5UyxtHazB2IJiz/VdW3CfaQHlA0hNwoERqWZEAKtClV4/xIQQXcZyMKQ3zc2voWK8WkwbQPmim+sM8Erd1jSfdL6CYEsVXmG3OUBwRIThT9n9WvHz5VbssQYENHbW9vVWuK3EcRj2FpPQMJMYPSrChVRCCJdEUKkE82ENKOAvw6N0YPlCrWtwOgDNOMYAbl7S2XDWrzJoucyA1SHwZJn8lvSu6g1nLwP+cE+IoxMLG60DdlklHRStkRakvqANNyeJpKmApxDh9tFsTwEmSHIWF9epSY9J/VUlYGpvFezZ64VAZW/YYcqA64MrHH/n+wBvY2B7+8eKiaY/hyoMlg+cRy9vbvwlx/8U+w84yRu+ej1WLr/IWw9/1I8dtvteG69jGtf93247+g+zJ+7HQ9/5m9w72134tJLL8H3v/RluO/Qo3jmM78Xu9Z3Y+dFZ+ELH78Flz7lYlx2yfNx7PhxXHn1Au795L14yUuegXs+/Tk856Irse8TN+IfPH8PTp58DIurQ+w6+1ysHD+KR0/sx21f/iwu370L3/raPXjLb/wSnnPZs0DLAzyybx/++7v/FLvO2QkyNebMDAgVDBvMUB+VBexgA0TOC0OcRWLnp+E5xYPCHZ/pwwXzcHndwrTokTuRbNii5x1y9KcPRgXGkGoMqUaN+F1jAEuANRVsRagJqCsKHyEaBLf/JMzafYYwVIMw9K55Fu5WKadFEiwMsd9Ht95cFz+ieRlidwF2xS4knj/nRCY0H6iM03aU0x8q53zXAzDDAFmLqqpQIQlPkMzp0cDBL0aLNm48pB8QvbAtw4jTTIhg5syg1nUHUBG4x0Af4J7bbmLjIiD1wOiB0PPWMxPGHTCVhTFCsOUoT9xGYW8Gl751OBFgEZyfElAOP8HZZ8jeWSx0lGN26lOB3BwTeuk/PWb0mEHWur63HD9wjmQVgD7It5NRUfz0DNAn9+kZ7+Tj2xuYH8M5fxFgDQUHvSCUGIKBBfEQBnVSfqWEjeDZ65lrBULPAn4ZJp714XfJIb8AQjsrI6E5xevZgKjy7bHFjxtHQvDb9t7F6f3dTdgkDDaVqkeZ50qgpRtR3eVYikitctazaXZxTDd5N8K0l+6vtLmDlyTR8UzOZc0xDUpf+k7r0McPmiaetML0iE3NjNoAIigYazEDgIYWO9YMqD+LGVQwhrHOGxisncTszgXccO9H8M73/A6G39iHL91wG8494zxcbPrYtfQtPM8s4xUX7sHXPvVRXL5zK+zRVfRnFrC+dREnTixh36MHccGLnofjgyHuWTuGjWPH8YYffDa+8ZUH8ebXvwLX/c0X8fKrXorrbvw45sngD//qDmw76wxc9ye3YjfOwF0f/RTe9eNX4+u3fBwX796LLTt3g7ZvxwP3PIz9X/kG3vV7f4yrfuD7sLBnBzYOPYoP/dd34rN//0Hc9MkPwe7tY3l4AugzNniAmi16vRmAZ8DWswGy2SXlTShpb2ImrE38JF3viZB1p5oaGl1yX6cQXcj/5Oa1r6kNhJAIjvGjLUUtQUy0pvT/M/feYXIU1/73p7p7ctik3VWOKAsEAkROIpkcjQm2MTjiaxsb2xgHrgH7OmOcrxPBxolokiyiACGEkECggHKWVtqgDbOTQ3e9f3SemV3BfZ/f86j0tHZmurq6urrqnPM9qbzPCn40Y9lRq1WG3tGyZZSh5mH17wfTGrn16lbz1R8KAfnbcJ1j3j+zrw1fGYoO1KMRXoQ2XD2vw46TC906qtGsedhITfiFaYeJCVRVWMDAOgxheSqbQMXe09qwPH7twxZM7B2xdF2aDl6GROiG47HsLVKCoqh4fUPqvRf/NabTlfddVdMxaQ9KHdTsLf77GNZ8tzi16ftc5/42E7aLUucYuhwSDPaDlDqhsQcttjTkRbpQu3hdyO8P2Ri+bTHk92rGO9RkqhYs6hGZamb+fnbgMdWGqoXMa0NuvO37yaV0xUBhoFgJ6KVuoKkKChEkFYygQio1SL6cR4oK/3nxGRRZICzL9BoFZo+fTLqvk9aYYOCdFcxujzN/4iimHTOBdStWsnXZi0ybMZuu8n46cwVGjxxDqTVJb6VAOVeio6eHIye08NryVYwZnWTvzgzdO7voLpTYtGo7ea3MmndWkRYBXn97N5FYmMVvLGVWIkx5IEcsrJFUo+QHCuzavItiWuee3/+WBQtOZ8XS1znn1FP46ffuordnH2+seI2W1iYOpHogYGbXKusSRVGdsbQl9v+LAAhV0rc90sL/2as2NaMJ/PdyGZdiHXYd17PXe9iOON454dbzloPboKt/qZnH0r3We3ivH2rkhrrmYKput14tcX2/r8m+ztEmyarvQ5CCambtJ7i1G65X97saFNQTgL11qn0WvYyx3nO47eI77DAd/7n6NMfXd2uK2GpWQ9rRzXrNu7WBjQ/gVD+PEL6+1tJF7xdP24pLy3XdcJ4DPNqMqvG2GanLVL39qTXhuHG8/rCd6nE5GC04JGywu7qydyhC+FRb9mdvURTF2RbJLrUDY+bwrW5PWF5lQhU117hleGTi/Vz9vR4Dq4uWPfZO30RTTClNEWqdNhRfPVsNbQZJDz1BpSWK2x6Lpk3FCpq2bHn1xwFTBQgEVdtmDaqmUNDLlIMqeQYplLLsyB3g7Q0r2LtvO3t3vAf7u6g0NdG+q4NILMv1R0zm5EmtnDKpjeZUGoRESxfJhffQEpuMnu1nyTsHaI/Hab/wDEbNmU5mWyfjRo3kjs9cz9UL5vOXfy1kglFhXXea1Wve44z5s/j3U8/xzZv/iz/d8wCf+sHN/PH+f3LHN7/Ej/73MR77y93c+5d/ceK0sSxbvRYtnqRklAlGE6iVCuVslhNPPpnLr76SpavfIqsXee7JheTTgwTDGhMnjqerp5tIJISQqiXMSNfjcwiK68xBayap2ChDuAxTWiRYKHWmm3kfVbEXPaiKaqp1TYjo2riw57Q97/z98BMxW2Vp985RpvrUcYqiMFQKP3/b7jM6523kqqqeelY/JO4eoi7lf19aoOGYrqstcP86a8FtYcj35S9uKJTLcNzrFM+41GOCgC/qwPxbNW6ImnfjO+8Zr+pi/26/+9rznidxrreon8NEa1Gl9971+uI9p1tZ60yNiwGKqW4VQoBq2jgVa64qUiAs+6zAzGplm9QAZ975+1MtsJg3E1UP6J0zitcOYM1tiWHlUbDHuXbdmp+9QMpaUQ4cNs/VAi6Xo7h5BLizZlCtckggWBem1x7SjUSuOoZrb2jk6L6GOhJ1PWW+ddhqZNvOWX3e/s3OBDJUO06QMzp2cH+9AP+Dj9nwRBA8krO3z57x8T2fdTh1reIuAIOSLGOokmKuC9qb6Sll6NixlhGtCd5buYJdWzfQesRElJ5upswdw4ciYSLpPQxu30BmZw/tk0czkOph/4AgOvZ0Ark9QIFo2EAPBIknmgj3Z8mkDzBRUZh6WBsrn3udyTNnsvztDZxz1nHs6U1xzOGz0QMwcexY4uNbmT93KmPaw8yaNprjj5qBplY477SjWL9iGadNGUV+cC8NYejvPYCGYP3adTz74vPcdtedHDPvGN57azXBYJi/3PtHNqxdzT///lcmTBxLOpdGUQ0QFXOrQ1VFVdUaQlo7Vu68Gk795X1H5rW2rUf3SOCeDEI+4ix9h/tbPeL4PtU+Hld3rz6jXlGEqAkpE1BfRWzUl/Z94yWHIoL167vn3g/zPHhx14yrKhYOgh0aVQ5XhkM71ULRwdC7fc7OnGRg2mTdTErVz+Me7m82s3CPevcYqj+mrVZYdlPTXmvblR0TvDBt1P6c6X4QMDQzd+vZ78EW/kxm7NdKCMUGEP757jppVgkuvuf0hjWKOkfVuzP8WbGqx2uocmgg2M7MHa5c4JMRTEm5ShoXQvjQhJCWdOiR2ESd1qTEF+t1sOJlyFh/haJUMWWPVGt/tk/Z10k3h6m0rhGe2SQ99RBuujjrqc2ctEhUoWPnR5HSQFUVDEM3nU0M1ZUIhUBiIiTv5LLbNTy7WDh9Q0e30FUAhYqho4QCiJKOVCV92T6CiQiD+TTrtqxlV/86Xl21jC1vvkOolCE+Js6ZrbPI7thMaP9Gbj1yJoY6QFtzM4V8jmAcChhUlAhFpUAi1Y2utvHG7h6K2QTa9MlMGjmaaH+a+IRG7v7Wt/npTZfx9wde4Pa7jaolTAAAIABJREFU7+LeRxfxlRtOIdsVZsTEJMdecDHPPfkvPnXDJ1j44F+56Utf4q6f/YJvfudLfPPLt3PXnbfQV8rxzU/eQLhiMK2tiUzPbgZzoCfCZPQ8+WyBvQN9jJo6nfGtrWR7Bujs2887a1exadNmUv09HHv6fIrd/chAiLAWQDcslx9pevcEpUEZHQIaqi5NJGc59dhak+r5ZBIAG99WS8m2fcz97hUDqwlGLRP12qvc2XswDYt0mLstlGFuNCHcmSylND2HDDxbl4Fi1GqevIe0fvcvm/qmEnud1D6fWbwZxqzp7I6t1T0knrR8/vzBw617/7jZdaWlFTPH4WAE1du+KiwtmiJQhb/f1XWHQrDO79a6FoqLhFHc825UhZ+pgoXFfIzWy8jc916tVTMdK4UlcEszy5QiUJAEFFtLaL5bBTNE0g2FFM741RNepJTgMDK/Ctv3jiyaaf8uBKYWUhE+bls9p20bsKvhACEtnY/0Nu/9otjw3OQ9UlhqcY+whXnejDIz66jqIY5gP0ixB8278AzFVF/oQmJ4Duoc9Rn58Ed9lfPBj7r2lINdZ2s7rFzC0skhbL9Q/7Obiw+kUvHdQ0OvQSH2d00166iqiqKqGFKiCo2QIUCoFDXQAgGMQglZrlAYzHHY2MmUMiVWrF1DXDV44flX6d60g9OOm4fWHEVs2c3Ani3M1nTOmzaBHfs20BBQ2bt/L60tIwiFVPKpXjKZHh59dRUDpQgpkWFgoI98SOGwSdOI5QvMaBlJLp9B6R9gypQjmXL0TKJBgzMvOp2+jt2cdM7RPLPoaY6YNJ731mwil+/n9VffpSwNNq3fz45tO9nRmeHpxxdy+ZXn8MJDf+L6S46nd9cWzpg9i1JrHIoKyWAT4VCS0ECB7J4uxk2dzFWfuoaQLDFt1GhWvfk2Bw708eqzL9E4uo1spUh/ehBZMW2aRsB8RwXDQFMCaGUDqQiUgEa5UqFUKpnzFaoWuzkvDKOElGWg4vxVhI4iXI2Ni1DrqxarCbSXQFaXete/H3VhvXqyChF7tUM++5x9+HnGsOX92F+9df1q5nq1TBJ3sBj4D1LqoaJaoedg6PX990VKactzSPufjWjt9IdO27VIr953u5jpVe25U2cMPZsG2LSmqkINg3SZYfUYuQKMsIhdvXF0Pg/Rjn2u7jgNpwX4AK/fbqJaOPAvhYPP6kNiN52X3+ms6oRnASuuRGLnAwV/SjDvxQLPSzH8Dh5SSmcXm/dbbMnO/jzUwrDH0VvXoHanH++kGa4dWyQ16ylW7J5hPrfwhCUBIUWjLApII2A6viBBVJDY9lNr3AzLWxpTzakFA+i6TqVSgVAItWJQUQUqCplMGiURIh/X2bplLd17N5IY38Zb/1hIc5NBy8zj6Fq/nwgBJpdSfOqcsXRu3c6YphaKhQHS+gBN0WZEtImBgX0klQoDgST7w2PYMVhk7ECevV1b2NgPE664hObBPPPjFTYUS4zYs4NxLRFWLHuH004+jp//8ud8+2t38s2v3cxXv3wD3/3tfzju8Il0Z6Ps2b2Kiy++lOf/+RgfuuICHvzzY3z9+1/le9//KTdecyWPPvIK048cxZbV2zl23iSe3rQPLdhCZyRBoRJG1wyyukFzJE44PpKWWQ0cN+8Y/vWD/2XC2Fb2pAeYdvLxzD78GM780AXoAyWMdJH2ZBMFFIxIgHx6gLJeoSERRwgVWZEEtQClYhYt4CabsOeBgUSrjryvNwfARxWkpYKpxyCHyyjjJZDeuejM1zrX1kOX1gekYbgbEgh//0SdDdcllge07s8gVX3tUPev6a9VX1WEhxB67udBsHZUm3297TVr16tXDMMcTzs0TkrDCiXx5+d2nrlmLVsRCd7wG6VWOPaljRqi2D4WDoobop5DDySYifxxKiu2d5JaS8cUw33O6sfwvHJf1iTVmS/SM/7CeST7Hu7vFuMTHmFMWsKj9GcEU4SLboXwD4+w0LlXmAAbzPjvK4eJuX0/pd4e4UOVwKG+m45fNVE/VMBban63GA3SDRMQno19fVXF/+2gTmzXwY56/fdmd/G1T+13d7LWxlvZSFVFUKlUEBUFFdVUaSgqhhQIjBraqaAipUBRNIySgWIoBLUQBjqaIjBKRfqzg7SPH4mG5K3XX6J7YDfdq1aw7S+PMv/IuRw190y2v7GCRP9ukjtWMre5RM/O7YwakaSkZxEKJBoaUUQAffAAyWiEUCSBVELc/7d/sGF9B8nDZ7CnN8M553yIeC5Aixags89gbEM7Lz38d0bEYMW7O1EqJfb0GLy1/GWy0QZeWLKG448+jDWbtnHuZceR6q5wwuwZZEIxjjvpGMKjWpk96wTaJx/NoqeWcfJlJ7ByxVau/dS5/PuVNdx600fYuHkjhzeFyfd1sbc/jR7WSO3rZ+Nbm9i+tYO/PfEkx114JqGIRjBosPLl5+jZtJ777vsd0bGNJMY2kSlmQRgUMimoFJkyoZViNkMxO0gllyM/mCKkaii6RLOy02iKQkBVCakaAsVJGm8fdkyk77snebsXtfjmgQ851VcBV593fzy4gF1tK/VqkarXVT3FkX3+/RCs4frvvb/5Gc+YuKpG+5y3eBFsLRKp7sOwXfxAxUuBqsd9OCG7+jn9FdzDZYKmGlpRFBTVZcymoGD+ZkYDGL74UzuJiF9Asd8vzv3rAzGv3dRsx46P9r87+126Zg/ze3UUtLdp17ZsHwag13nndiy0vcEAQlgeLvWPerZx/+HX8lSf+yCY9JBAsK+8u18OaSPxJFjQNM2nZhuqeKWk6lK9H2b1ddXl/w+Ctdusd91Q9xpSXYKBbjFnDEFAUR00bNpog5T0IlZUCQFFBb1ixl9azagETDuEMGeliTYMSnqJQiFHcnQzPT372buvg75MJwGjwBv/fpEkCtdeeRk9eoY3XnuFUycmuGz2RLr7d9FgVOjLVMhqDcSRqNEcRiaDUdYo6waptEFDQxJV6DRMnMO37n2Csy79CPvIMjkRo5hsYO3qtSyYPY6nF61gdmovLzy3lIvOP4ldO/eSTXVx0ukLePzpF/je1z/P7b/4DT/7n6/y47uf4pOXH0Z3qZnyzrVMOv0Ennv6aa765Ff5xi1f4p7f/Jyf/vTvfPTyBXR35ohHGshVUmR69jFm8mieffg15lxwDt+971lGtLWydP1uaBKMEFEG0hnih40jHIlw0cmnohRL3PuPv1AqGcw77VRizY3cfPPNjGlpo5It8suf381jDz/Ci4tfYu/evUwZfxgKKuWKtAKcDN+8lVKiaCrVadaGevfVxZ5T3rlpo6a6c8rjd+CN4/0gQuxQCNZ7zu5P9VrWMZMZKIY/q9JQ9xpqHXh/l1KiqUoNsZMGPs966WFCVvedv9Ve4S49sNCdg4J1NAVsBGuOuYEX0Xr7Z3uAm7sCCWeN1nvWocbAzgBWE47n3afXYm6ms5k7l2yPbalIh8F7NWdeuufNrlQ9lkK442cYQ9E+974HQ2v1NCm1dfzf65F5G/g7XgdDVaoqEvPNDu1T6t5cUWzV91DaHbf/hzyC9apODi7l2tlyvIesObwZdPztfjCPZLt//y8EkaHadTLrOMHaLnqxx0pBUC6VKBYKZluqRlkvocsSlUrJ8fC0vbClMKwtthQnJ2lJL5EuZCgrOoGxI9jctZulr77IYLqH7r5dvPrS04wdN5GWeXN4YPFCli59hePbWzm5BQ50vkdooEApEENVFEY1hzlQGkBBRUGjZcxomkJB2sePQG+IUm5uptKcYMaRM1mx8EWSaox4g0Ium2J8+3hSfZJNW99k8RvvcsJFF/L8a4s584LT6BrMc/IJ82idMJGGYJr5xxzL4O5eLv3oubz+6hqOPWYWDz23lFBGZ/3yHXSvWU5poMjixxby8Y9fzFP/eo55px3On/5yP0fNO4WFDy1m3MR23lj1Bi0iS++2d2lXJNNnTkTLZVFjYcINCWQqh5Er88iji1ixdjPn33gDcw4/kp2vr+LA2i387Y9/5O+PP0QwGSJtlMhQYSA7aOY9UnSypQxlaVA2dCqG7tNaoAh0WTHjB4WZWcL8KxyB0p0b1RmjXEb2fmKhYXhUWGNf9amdXYLsQ1Wymvi4ffQibYfRVs33g62noQQAP13wO6v4H8K+X+0JWxug68Ml5XD/etuwtUgflBZIgYlYLackxfOO6xWBrPLF8ArsLo2ztfvCox3QhGKmh1VBs7ewZGi6qkszqYwVs+HmTsZKNiMNNzSnSkg0D9fzVrcOadSn3zbadftbZ6ysIRkObRpUfa6ncfS16UGfhnUPY3hNhv27PW5mog7hEUj8HsVDlUMGwUKVhGNpRKXqJyqu1GjtXylr96kfDmkOnyjAdjavl9GjTj7ZqvN2+84zyOq+W58xCamOBN20q2qW0CA1ELphiXIKhipRdFMFbkhTBS4rupkeTxVk9BJ6xXS2GezayPJlS7nlk7dyoGeQYHOIgl4iSRBdaKT0MqVSiWwxx2FTJ3BgXydbt29j7eb1jJ/UQiY1yMp1q2hvSDBdJIm3jmDlisUc0drMsUGd0aOShEkRjEcplXPEGmPoA4OEAkGKhkYiHGQgm6e5uY3C/i6yzVGeX91FIdlGh0wTjTcgCy1sXbaSz33qE7z+5gscNm02ZT3P8rXb+Om5Y/n6zx7nv792Ka+/vIlR7e1EmiLsXrmSw89YwEP3/JL/+vJ1XHfz77jt5o9z568f4dQZCbTDjmLPs//mks/dwv0P/oFv3X4H3/r8nZx90XG8t24/MeUAk6bMZO2GtUyfvYDXlz/KDZ/7Ev/62R+5+7Hf8fFrvsmRF53An//9EnOP/wi79m6lKShIGyr5gR7GNMRQGlvYeWCASUdOZ+b4yWxesYLdPT1MO/tstq5ZS6GYpVlRMRTBn3/9R4KBGAVdoGmaE9pTsdCjLg2o6C5R1DQqlQqBQMCcI3rFM68EipBIy/ZaPQ+9qKlekVKiDLGLyVDzuQZR4pHthQsd3Bhci2E4aMpdC951oBjSbWOIe1WX4TRGNoL1IS2LbnhdLezz5me/utsrRPjRnZ8BqMJlrvZaNlA8CMWrtjev927uLu2wFWq9iWueuQrju+8JFCnB2lpOWA8mhCdVphBDhv3V0xJKQ7jj9wGucz7b2/NZ714V0kGYNhBwJB4PpXYQvbSZuXDOmAnkLDqq1GoIvH0y723TVrfPCvVD6YYq1QzfO2fs+5ran1qhNhg4xBFsdeopKQV2bGZtGT4GUXgOu1Tr073XvF+purqt/2tRsOy4UpgOSYpC0JP1xZl4QMmQqIaCrkAFHc0AQ1MoGzplFTPva7lCwajQ0hbn7WXLiOiSSiaLphgYukZIDZPKZihk0pQVgzGtrTRpBjs2vMObG5Yj1QJBrcBfFz3B65vXcHTrSBrCITqCedL9PVw0ezaXHDebo2aOYGRCYEQjFLMGTW2j0HRB2dBRAxqRlmZyeoVAIAL5EmpEoEYk7+3qYvXePEsWvcPaN96jc3cHb+x5j31dexgzazqxlkbOnDePae0aG9fs5Ys3f4rnH3+KBReezKLFzzJm9HhefGMdSkBj7YFBnnx+CePGJVj45ItcefV5vL12D5+++nK6gklOPGEuI8ePJtnSxCVXnM/yl5fzyS9dR+eubj567QVk8yU+etOlNCfGc/QRs5h10lx2rF/N1/77Rq49agq/+NjVjNayzB/dCEqenZmdtIxsJVEpMY4SrWQp9u3jpRefZdy48ZxxwgK6t+0nPVhAlsw8vnqxwJMPPUpLOE4+m0PXdYrZInqxjGKY+2xGVJVYLEYwGHSYrxcp+hGcPR88MczSs06ceTxE/N6QKq4PVuqtDCfFo4V86rXvW29V5wTuGjQEDAF83n8fpcVYRdWzD7Os/QKHq3q19EYe27LiO5Qa0ukV3Ktok6AGWjn9s6MbLC/h2mxNLnN1L3YZiglyrTlixdTr1f8clGpaYXUP2vS3Wwf+VY2VK5R41PACbC2ZECZ4kIZA6u7G74YhMTz/nPzzNS/HshRb88Hsr9t/b9/tVI7OLj64CF/BsknjySZVR5PjHtXPWk+T8cEn6KGBYFd3OAjWZZSmMdFmsi7hsd3ucSQ5/3l/qSfxVJ9zv6ueurWp4+zztTYXe6eT6jaVmnrCkOiqcPa+NAwDpWKApprqGFUSVjSkbhCqQDYsCJZNBJsLqkQMhXKpgBYMkG5RWbjwceYoMTa9tRx5VBtiIMd1530aXcTo6S8w6rDR9Gd62Nmzi+KqdSiKwpOF/ezdvIFL8g0UIiotc6aRHhykmB1goLuHhpHNzO3cwIknTqE9GiNfylMWgrCimZO3lCekKpQrRUIhld7BAVqbx5It6FAwSA92ERk/nXwhwcW/+QelTB/3/PLXlCpF1IpOXFPo2b2RztIB5k2eyjcuuonv334dD/z+MT521aksXPwOUya2U2hop2vVcs64+BKeeWIJ/3X77fziWz/m17+9lYdfWc2sOSr5UoyVryzmpqsv479v/xU3f/VG7rj1Hm760rUYsVY63nqd+Zdczv33/IYvfudrfPm/buGe+3/LF664kZ/f90u+9YXvcOT8mWze3MvIJkFajGLXvt2kQyHe7BMEmxJQUpgW00grksJghaltDeSFRhdl3u7czeRkO8WyTl4xKPYP8JP7f48eDnPkmGl07e9kypiJBDUol3SCsQT9B1Igy6hqAC0YqPELMIwKmqK6BE3VPPPRQoMHMaV8EMm93m/V60WxVGKKopi5SaSXFrtrz1Br14Zd0XsnQ1pxlYiafMVuq8M/h6Os8zChmmVew/NqbdX286p14lyFsIX9+g5XCl56oPvq2Gpee5x8vhxKrVbMQfrUJ/g2ghVC+IQRA4lquELYkLiprubN+eRRXXuvqQ9ofLRaCHwIXrqo0qtY8dl+rY9ObmphX+t/du89nDoWA7UzEvj75k3MD/aLf398zvfgPq2GPZf1Ou1EgkNP0kMEwbrFYViWFt5b6tmk6qkvvO1Uf69nh3KL3y5biwLqZ5vyej4P3Z5l5RCG4zZvbnwNSkhFqAqqqhLA8tBQBEYAKooBqkJAUQkrCpo0SASDKBWDhx5/mG1bNhIopbjw8Knsf6+Dcn+EQNtoMiNCSK2D9S8/yYp1S9nbs4fBiMYbmzay762VnNnWzMxjpzBx1gTI9aOXe5kSVrnjjGO4oU3jykuPZVxUJZ87QEAU0LKDBCp58gPdVCpZ+vQUOSNPb7pEe/s08iWByOlEkyFGj2sjVKrQmmhk3/5drNu4jb1rt7Bp62a27t3Bzq3rkeUKk4wQ9911DxefN5+nHnqRj15zOf9+9GWu/8JnWPrORj5z7XXk1SQnnHMWo6bPIq4anPe5y3jk6SVccNIsXv3bEuaOH8/qt7azbslKigf6eOHp1xg7fxxP/P0lZh1+DE89u5renV3s2Jfj0XsfwWgayZ/u+AWts+fyk+/dzfyzjuW1N1fw5Tu/zNtbuvjWbZ+kkjC4/2tf5uzpDXzspBM5dkySPQ1hdhXKGIkA7wz0U8yXyO7roa25CSUcRIYC5IplTj/ldJY9/gwv//Vf6L197Fm/nnt//1siqiSfG+Cd9e9RCQkCmqBYyhEMalWL37JhCtecIS3p3RTYBbKOKq9akBzOnFFvfdSt4wIsn2OI/d1J1Uit1mi4e9dDslDrfFKvTaeNg9BLB12ZWWcsxPX+wIQZdy783tBVqLw+wXZNWAdD48PZvocr1Ujf8c4GFEuzMVRYg4tALRJTRf3rdsFO+F81r2oBjefZPYzKbxd1aa+5S5H73Zuv2EaMtUKeJ5mFJ8mG+z68qSD9s2c49Oo+l3v4tUgfhEn7yyGBYF9d3SlrbCCW5DSU16/9s+3wVP3Ch1Ihe0stEvX3QXoQaD0brCPR+15y/XvbL6oiJJrhevaiG+RlBaNYBkUQEUHKCgQ0jWhFkNUkETWEKJfRo0UyqQEaw00k1Di5RpVAKcs9n7me886dRndvH9lMge2ZMq2z5pAlxv7OHrb19JCMhlgwdSaD7WG097YxId5Ib/4AakQn27ubTx0xiWApR6RRkpeCxsBoshUIBQ1yg/0EFJXiQBYZCtAQjlLSDUJCUCznEUEIJhvozfXTFIyT2nWA3JwjWb+1mzv//Cw3XHkR+UiMYDJGpVhg1Xtv842PfZTtT/6Lk047g3TfIHsqBfJvLeWY8y/hiUce5Mbrv8T/3P0DbvvurXz7Y1/j1rtu4iffv5ezTziCV1a8ybS2JKEJx7D2lUXc8NO7+PHnbuPXj/yW3/zqT5w3fx4D5QD3/uTn/OCB3/GFa/6Lf73yd+668yd88fqPs37jXkZObgS1jd1bNjL7qKO449t3cecPv81XbriRr/70q9x38+8549J5PPvaesY3tlOYPJO/LXqOc08+i3cHOij2VUhGGkEJkEtoVBRBWzxJcmSSZC7D7i07WT+Q4uxzPoQqAlx+7gKOOnwOl13/OZKNCd59cwXL31pFrlBB0UJIaW6HZqATCAQolUqUy2UioTBCsUIQnDkoHPunO8msOWkhtOr465q5X8cDFnBQpXnOmv8WYjCseyp2OmtnDXrWhhxmDTooBedeTv/s62t6atWp6r35f7UwUZ9J2Ayleh07RRFgmAgWw43XdOoKo65DmSEMi6nVnEEqAs16VomfPskhULTTnTotVj+XEG4/UUAtWcloXIVBnTZc9a5nyJ3v9m8OCa6RmFyt29BtW4es0w/Ds4WfMxdqmbf7jH5Pb0VawoUineQ7tg3Xe301PT5osd+hqNVaaprqeFAPNb+Gs8EeEqkSd+wfvMMZHMWWsGolbL/UIZ04T8O2YVixWOZAGGYmJE/quOoDpFPP+gpSIjBHUmIuLic5vkcKqy4+lRh4rvNLQgoCDB1FFYSUAMVSkWJUI6ZqEBREmxIkRQBFkUQDCmV0UsUCzYEQPaUMgWSUnn3dtMWb2VfME4loPPfIX7lk/ixEKscJbVNYvmsbB7bs5vhyklw2zbzjTmb8+Cls7e4hWQwQLx1gVKPChROnMGJ/F8eMSDBifJhCIU2TaEVqLeTUEqqWRaYzRAIqqqITimqEFUGBEKFEhGIuTbw5RlEWyRZzoEBvn0K4YRQffeAF/rJyE5NHtZEZ7Kdp9mSWvLQErT/NyPHjeGnVCp55dQnxmdN55YG/ceblZ/K3H9/PafPm8ehT/2EMKm+sWElLrp+12zai7uwlPS7G+rVb+PjVV/LMG8v47E2fYdWmDcyfNZ1Jx81g1QvPc9XHP8xDP/8DV152AaoSYuRhzRw26yhWLV/KRz7/KR78zt2cc/UZ/Oir3+eCCxbw7W98l/lzD2fJkpc5sLubOcfO55Hf/4Xrv/AJHn58IT/60e3888nn+PEdnyYZCFDqzTBhwhjWpQcxdIX+wh4GVUkuX8bIZ9ixZQvtjSMIRmM0tLagSkE8nuQnv/gV6bJBd2cnnbv2cfY5ZzH/2OMQioIRCCAqOkGpIXSdjNQpFgeJJRrJZdIEgkE0a7NNRVXRjTKq4s+JbM9zHA2Qh0lISzL3TFt7/gsL0diKE/uk8IYs2ExQSjNVnwRV4tvR0V2/wgEC3s94150DLux+C7eaTYANa0E6C9ZcTy5qttau/RzuAnbse/Z5B81WCRTOWpX2c0p3HOxQG0c7JX3tmyTIqmMYVv8lEsO0/VnVpXOdl2a4atC6dI7aUk27TOc3a3ylK7Q4bsV1i0U3hfCMiZ9pmKBB+NCtE6LjETzcfomav3bdmiLdWFj7n/8Zax2NvPTTEeis9IXmaHvNJXa/bOZaK+zZwqe3r+641kO1pu7Ret11i6YOveH6IYFgl6zeJ011qQeteiZgTR+lglDszaxFjXdEtZTkLbaxG3BUcd7rfHp3W2Xha8dv56heIF41dq3d1kAoQZRymXJAIVA2OKDnaVaD3PvYX5kaTNJ+0lw6X36H8666nPt//0euveF6Hn1pIROiTWTzaRrbR2BUJPm+FPMuOYOeXC+blr7Ai/e+wGm3XsO+zr20Fg1ChooRUdnWs4szGkYyM9nKs0sfZryqcN3l55HO9FEMDaBlC7TFRtCdEsSTcYx8Fi0cwkAlHoyjDxxAhIMgVJRwmP7+ASKRCsIQ6EKlJGJkSwYi0EjKCPHp+/5NpjnIrpc3oGfKTDh8Ip/7yue57yc/Zvu2LXzjG9/g32+8yqQZ0/jh1/+b3/7jn8ydNYdf/ubnfP7aq/nz737PzV+/iWcffJhrPnEtbz70H4675lzWLFrBvJNn0tGTJv3yM5xy3Wf5989u4/KP38iv732ac+e08fz6NM16mjMvPI3Hfn8fV3/8Iv729GLOnDqd3apC95oNfPgbN/H7O3/Mrx5/gD/d9hO+9Ksf8MAPfsX1n/4MTz29iFyuyOUXXsw377qZe374Gz5z3Q184mvXsPB/n2TKhDFk4+08u/Rlrr3hJn57/4NcuOBcRkxt5zcP/ovQ+Gm0jx3HinfXEItEUY0yiqEzcuRIiiUDKTSKxSKRYIiO7k28sOgVWkeNY/OeLkKKRlANEA1qZEo5jHKG/7n7V3z/zjtIZbLE43GQAcolHaNUJhoLOc5RNuL0zXOl2ummCiUorkrO8QcQZgxltV0McBCJoiiIimnzs7fJ9TIr733tv2p1/m67R9IOqfOiFwNvGJ4TGlPHplcXVVpjYmd9q0Zb3kTw3thRKc2EIHZ8a3VxxqqucK1bzlWuQGPbWO1rhtOu2f1xH6KWR3oZov1XUdx3ZGsVzHSK9Yt5rWtrHap4kaz9V7FzRFT16QOxjyFjae37Dq0BtH+v1kDYc6h6fDWlVniw+1sPgVffrzrt6HDWhUDwEEewu7szd1QjwHrb0pnERLWkc1sytOQhb11VcSR5L3K069kCPaJWWvFLYrYUq3jass9Z8WVVk9U+Z28R599P1ErwLk2nJmEYFBWdeCLOL34HO8L1AAAgAElEQVT3M8Y0JDny7BNJbdvF2g2r6Ut1EY0GUKNhlr22mGOPPIy+np1MHBtGFnrp3LOVYGqAoydN5pgZE3nireXs29lFaf1eFBXaywVmqYJLp42hJapz+NSxnHzEdLrTu+kt9jK6OUE8lqRU0VBFI5mKQTggUWMGRraHXKaHaCRCUS8hQyEqQY2SoqDH43RWBIMNLaypBOlpHMX+xFiW95fYtG+QdU+9xGgVFLWCqOjMOeFEdj6/jCljx5Ea7GfO1DlsencdL7+6jJlHHMW6rTv50IWXsD3VxaiJM9m7bz8zTjqFNRu3Mu1D5/HEk0uZfcHJ/PmP/+ToM07jyceeZpemkTpQZMnaLcy+5gqefXwxl95xGyvfWcfpN1xJR07wxH9e46o7b+fZp1/hsz/4Hq+u3cq5V15K48yj2bDxbU648iP847e/44qvfpm7vnorn7zjZr73rR/TNinJivU7WbN8GceeeT5PPPI43/zhT3jqmZf57M++Q7cMEdBUPnbn13jwDw8yf94xTD/peN54ez3BSIRsNkOur5/Zs2aSKRQgHKRsSKKxBKn+fvKZQb5w4w28+MoStm7fxQmnnESiKUaqWKJvMIUWbiIcjfOHBx9k+VsruerqK9i+aRPN0Tia5fCkqNaclPVRkFdKr2Gu1poBfPvN2kTE9nSvAl0WARdYobt1EayvD941aC85T7O2uttGVWZxVdNmHRxEpODfmHwoYl2fgdnXuajXLo5zkScFYM0xxDib17paN4mbvKEa1dUzM3mf02zPIU11nqHOdxuIDHNdvbEY/nztZ/teQzmTvq8ia+9dPSbVKNb7u/nuak2GDir2jq2UNczfVX0fzKO4zjsa5rmHS/Z/aDDYrtwdptrFSwBUa27bqgSbaZkqXEV4Vcm4Lu6Oqsua+Nbheiu455w6dX7zLkBhpSAzmbNA2PlgRX2vQ/ewiZzqtGcYOkJVTDUTgrLUSVNm4rgW1BD093bSlIxToUxiUhtasUwgGWVEazPZ3i4CYZVmo0KzYdDWmKCQ6qdn61b6GaQv1cvhkTgXnnQ0zW0B1O49nDJpNCHRT7RcpmTkCAckemqAia3jCOYCIDRKQDQRpKTnCSRDFFMZ1MY2jFAjhUgTAyLMPiXMPhliMD6C9woR0s1jWXYgS2XybHqjLTyz/E2ee3kx40aMoOOtzYyOKEw/aw4bV2/k8JNPYPv69Vx46YX84ZEHyfcOUsnlSSZivLfuXfZ1dRBrjLHs5Vf40Fkf4qGH/8Ws2Udw31//SnJSO2tfXkKhMczu93ZSKubpjzfxzltrueKLX+U/S1ew4Oor6ZIR0oE88846h5eXrOW8j93AS2+uJzFvLrNPOpt/LXuDY67/OL/8we+YcdYF3H/PfXDYFF5b9Abv9vSQykmeX76acZMn8ewLr/GJH9zFohde4pwbr2PXYJlMUjBmwen8/IG/MP/88/nZz39BTzDE7kI3D7+wkKZZM9jW1cf2zZv57A0fI9XfS7EsmXncfLZu3U5ndzez5x5OU0sjq9etZs7h09jZsZ9CucLzL71K0RBMnjSaeDSIVAMUsoMsf/sdUgP9zDliNqNGjqIp2UixUCQQCiB1iSJc+7+K3+7lI+iKrQNzmZvNgKuTECjWvDazg7kXuHZT4ZqqqrQ/9vU1vNk6J2sv8zBZd73415OtUvSraM369das93m8KmKPQD4UY3YYfS1c8e6dXMNkRHUyG2o+V4+Fty3v7/Vu772VpR11tOf/Lxhszb2F4QCJ/zNzhboMdrg+1TLzg9dx5yE1tNkRpBTF976GYrC+/oFlT8dqw1UtK8Mw2ENCRfzqu3ucTtip/mzngboSo1RAVPDaNurV80vxtQNerWrw/l59zj5vq9Gcc9bGvtVZXqSUqHUSmysSdEWiKxqiaFBSdBqScS467Rhu/vQnWbVvE1MizYhQiDSgaQqEoJwrsKujG1GSpBqgpzzAxIEMV5x2KmdMnczyVx7i7HmHI2KSBlkh1dNLohJnb1TSpjeiRmIMVipkNR1VaWZ3LsdgQwupA4M0t7XTK3KEkk0MpHTKsTB6sYRR0VE0FU0qdBdKxJONFAydlliYzZs3M2XKVIRu8LPvfh/0IMXd+wkN7iCmxegPKnTuHiDaGkONhBjRNoKtm7agZ8t868s388RjjzJr8kTeXP8u37z9dh5Y9ASj2qeRzqeZNHkOry1fyhe+dAv//uf9XHTFlSx86XmuuvLDvLLsDcLJKPOmzeF/f/tzvvuV2/j2rbfz4Wsv46F/PkPrhBaOPOJIlr+2lAUfOoNnX3yBtkmjUPoN1u3exE0fvoFf/+UP/PhHP+VH376d23/6fVY89yLts6czYcRYnnr0cW787A18/su38JGrLmfRky8wcsYoRodH85/lS7jtO1/n3u/dzWduu4UXnn2OlknjmTNxJk888jCjp0/ilBOO54ffu5NEcyOXXXYNTz78BIXsAKPbWunv2E9IDdDe3E5Haj/nXn0VyWQjTz3wBOgaYyeNJt6YJBVL0NocY8fmDcQ1we6dewlHw3z1pi9zyvyTGRxMWw4YGoqiYJtXdF1HaKpvzhmG4Qs/cdaCIvzoVQjfmhkKqUgbwSIwcON3XcJWn544miNwkhNUpxX1htC4IXO6LxTG15c669fuS23b/nVY7zc7fcRQ572fvcxR9dzX+3t12sgaVaeXjnhV32rtGNrt245mtrrVSejwf1ARS+kkDvMV3bG5Gg5ts5P82H1xwxJrQxellDWbQciqmw05v6zr7U1ZhlIb28UCqz7BQkrQlFoE672Ht03f+3Wu8YxvnXbssQQIDBOmc0gg2D2d/XeY/hCGsy2c30HBllolturVFMhNe4ciVNdoLk1p006mjoMkzb+qYUnLCLw+5N5/SIEiFFOVKzHVA5isXBW2NGO9WcWeN9KRIE3QUH8yKUKgGwZqKISmw0A2QyIvWbb1bXp27iaZiKMrCs2TJ7Bx7w527dpBixJiUlMLjROamHjkZBb+82+MDke55LoPo7U1saFzN6OnTWd/JkW+vZk9mTKFxlF0GFG2oKG2jmNVNsOusWNYrwaIt01l4pxjWd/Xz95KiUKygeiI0XSnsuxLpRnROJLNO3YxrnU0PeksYSVMfzZNMh5jw6b1tMRUWlta2LR6LU2BJGtfWY6+vYPezABnz5vHtv0H6C+UMNQQiqEzbexkoslmmpNN5LMZ3nx7JX2DKc48/kR2H+hk1uTpvLtqNZ+57mreXrWKXCGLLivs7NqJDATJFQqMmn4Yixc9x8Ufu5YHfvEzYpMns2P1enoGemkbP4Hta9Zx6dWX8uqKV7n+059lx5YNvP3eu3zqo5/g2aef49Y7/puOd7Zz2nUX0qA2UYoKTrv8fP72p/u55LM3cs8t36X96On848mn2DvQR1tjMyveXMk1N93I268u5dovfJagbhAICY4560Qe+ds/+eJNX+BPd99NS2OUBWecytN/fpBiPs9Rx86na/s+OjbvQKlIKukBsv0HOPeMM9izcw8bN26lgMYbzy1mxpgJbOzYiTaygUz3Rnq7dzCyqZHXFj1FqSRQ1RBqJU05m+GH37qdge4eQppGoaL7JHGbmNsIEuuzNAxnLprz07PtYrXEriq+eevXKJnFIZweByW7rsk0qrxJvUTMbsSBAVXOiYqddUo4610VNkOoFZLr0c8PirDMPqqWRslu1aUX7l/bocwrgAu8jyWEuROVId0ICJueCOFnwsMldKibR9f2DbGf0UKDVnp7U4MB9UBe3Wd2P9et4cug5KrwvUzUHg87L0HV+6mHVoeYW/X6Vs8BqpphOnzAV9XSSHrs69WIdbj7I6s+DPGevPPgkEewr727S3ol6FrngGqp2u+cMNSg1Xj2HqTUU9lUt+f5ZtUbOpTYUITjzOGkVzMMRCiAqBgUckUCE5pp1kLMPWYGF88/ia4Na/nJ//6C7Ru3skztZ/bYSfSnUgSzZQBCqkZPUwj6U4xtiNNSNjhz5pG8mdNZuWcTCTWIjs6EUIK8AKFqGGUNhKAiCxjlEpFYmKxRpBKPkSDI2ytXcPpJx/Pyiy8x74h5rHh7FbNGj2PKjMNY/trrXHX5FfzqV7/h9jvv4Mxzz+EnP/0lF5++gPaRbTQZoIQ0SGWYPHsWz7zyKsmGBMcdezxbt25lx64dTD18OkVDMnXSYby06FnGjhrDuAmTONDVjayUOfvk4+jcu4fNu3dx2LRpSKFw6eWX89N77ubmL9/G//zkR5xzyum8+M5KIobCzGPnsWH1GhacegqvLltKrKGRqTOmM7B7P73pFCISZMqosQxmshgYjBjZzo4dOzhmzhG8+PISxh9/FHuXrSI5pp1R7a28/eZKfvjDH/Kn3/+J0y76EJEyPLdsKZd9+Aqef/ARZp99Ik888hihSJiZM6ax7JUlfPi6a3ji8cc5/uzTWbtqNcVUBhRBdmCQOBoNLc00lCu8t34tLahcdNEF/Ox3v2X2cfPpSGfRcwbl7H6OPnom5x13LOvefY83d6aITp4IsQiqYWCkssSiSc45+VS+/vkbWd3dg17WaBwRJdtbIBgAWVEIRgWFtEQROhXDzLcbDIQxZIVQKIRe8SeNHzosYghigkt3vIi1unb12qwumt0FK82f4wWtyJq1athhetKPZIYK2zvYs9TrldMdq64qBMKTXciHSj1b7Tn0xlGb++/rV0ViOdsM3VdvMWlF/d8By7wkfQ5DTqKOg9A5t1/DIVhPeIsi6tLXYcdd1p9fQ/EZG9k6dQ3z/prpJYZU/YzVbdJN8lEvJEdVFcf72baT49hp62s1hkqKMdSzgun8pahDizWHBILd3Zm6o96LshGpdJCruYCrX3qtHt7f/nCqYO9vNeok6714f7WdpXAkmKH1+d5hdyRMRWAYOhgG5UqZ/yxbTKVcJFvK8uqTC5nR3k58wkgef+hh5p+3gH2bd6BLyajGFjYZKaJqEC0cZvBALydNns7EppFIRaHY2EBHXy9BAsSUIPF4gt0du2icMJaNAwcYN3kSm7p3ccRRc+nZuZMJI0fT1d1HoTfFxPHjWfzMIj5yxYd55B8Pc8tXvsLHLv8wV1x8CXfd/HUWnHcu3/zCLUQakyx+6j+8sWgxCaHSHAyza9dORo5qozM1yN7ebpRQmBNPPJm1q9eQSqWQVJgwcQKNjQ2MGT2SfXs66DnQS1dXN4oSJh5P0NvfTaaYRQtFSCYaWP7qUjq27WDPpm2UkOzes4N0by8nnHYC61eu4oSzTmGgYx/HnjyfQCxEWIeppx7Nuy++yty5c1i5fg2qIRk3fiyb165j99ZtZIt5koEQoWiEjs4Opo+bSEdXB01NTTQlkry2ZAmFSpHN27ewefMmdnXspudANzs2b+fdDe/RFI1RKJXJd6Up64KVr71JoqGRNavWoJUh1dOLJmDyqFHI3i5y/V3kuw9wySUX8/JLi5k6cwapQo7WtlEUyxWK/Xn+/pvv8+LLL3PxqSdxdFuUil5hf2+KmA5kcoSSQRpiMUaNmkgl3sKYcaMYmYjwn/+8wBGHz2ZwoJe2ES3s27uX9pFtVCpFQsEAsViE3lQGTRgUdMPxV8DxW8D57j3q/WaHxnjrOKE9w/ot+NGKiZz9C8tuoy6ykNaOPSaQNb0whKNjshiKe1+7LRv5Vh+i3iFNnardnrBRmXOYToy2Ore6j3YffEJHDRH25yQ/KILCHtchikcLIIRwknO8HwZb03+vUsFuR3j65qvvdzAaErgcRKVbr082yzMZnIGmCCSG9Z4UZ6MBRdrCkPuepPSHdfr75Z3vLnOtX9czCNS2N5yKWiiHOIJd+s4upxPVk3VIRCmGnqzuIq3nkFDf1vp+x8HbnrnwhkmGpVSnPzMXRFkFqUAxl2d/rpsvfuazjG5vQ8tk6Mh3M9jZQyhfZMJxh7PtpZX87KH7ePKxR7nwmivozQ4w8+hjeOPFJYw58Wi2rFtPY1szenaQ2WormdYYTQRZv38nV519Ft988A/88pO3cc3lH+Er37mN6867hP996EFu+tiN3Pnd/+FH3/4uh82dxcD2nUTDQfr7zSxFCVUjGzZoKAnCo1opDGRJJpOEA0HW7tzI4VOnsmXLFqZMm8nOfftQonEy6TRRoWFUdEq5tDlOWoBKpUI0ESQaCdDQ0ERP1yDFfJ6gFiCbz1FQBHqpaC52Q9LS0kRA04gnEsTiYZriEbSgyoHuHsaPGc/Wnk6atAjpcoF0LktDUyODPX20tLSyZ8dOxh42mT1bttEYS5BKDVIplDjylOPY/MbbjD3mSHK7OknOmMCciYfx+htLOemEE7n/d39kwQXnsG/bLjpTfZx96uk88ejj3Pj1L/LKP//NCR8+n/7eXtL7+ph0+EwefeBvnH/ehbzywnPIconTTz+dZ59cxNkXXMDfn3qc737ja7yzfgPvrFhFy+ypBGIRGiONvPDEQqa1j2cAydyJDXz3tm/x4MJFjE7Cx49rprJtJ6meLBklwHO7Dd7csosdoQbGT55KMB4kpoZpbW4gbOjkBw3OO/8UVq7YwBe/9ml+++v7+MLNn+OWW77OHf/9HZ5e+CyXXHQh2cEikUjkoPasmrlu01lpqUgV4aiITS/i2nUnqvYt9t7PDtYx21WQUvdlSfIJwjbmlPXXuJTSl8f5/azjg6FcacXVS4/90KFHSq3Q4Ns6rgphOypdWT+5hbvlnb94tV32d69mTwhzgwPF4xTqtFznvZrXugxVSqwN5a1+2KRS+jM7+W2mhjXO6sHnjlF/jkkBil7/3RjCvbdi3Vs1s6sgVeH026lvaT7Uun2x5priXlPjf/C+aH3tfc027DadJzv0bbBeBFtXarDsMA66r4qdq3nplk21noOBLcFUT3qfbWc4QuSZ1Ob5YSacVzJXTNJk6DqKqlIxdKKBIGPHjWXfjl1s3LAeJaQSDkQoHRgkHonStbeDOBpdxSwvvLIEtadIi0zy8MJn+PCpZ/GHX/2CL33mc2x5ZimXXXU1m958lwUfOp9nfv8gbWNGk9nRxdrNW9i1Yj1b1m6gY+UGjEKFxYuXIhCseG0JIqxQ6u/DyOSIBIIIQ9Lc0MSIZAMD+QzokrYRI0gbZWKxGDISIFPMU5EGieZGOvbtJ53LkR5Io1QkpWzGdFpVBMlEAjUQJhyOMKqthVAgSLlUQdUiFEtFDFWnrJdoircQVkJIRRCJxsiXSwxkMvSlB0l1dNI7cIBiKo0WCrK/Yz8VodLXP0BUVwgYClnFIFlRCcRjIATN8QRCgoZCIp6gqbGRjdu2MGnCRHq27yU+upVdG7dg5Ets37uLhBIkmAiTrZSIhsJoyRiabiCDgoHufXR3dtC3t5O96zayP9tLasdulHiUtStWMmPaRFJ9B5g6ZgIrO3Yw9Yg59Hb3UFRg79599BaKpAt55s6bx3sbNnDGqafx3rr3iEZ08gM9hJQszy96ltEz5pI8YjJyZJJoOUt+cBdnH9bOGUe2sXHLZgJ9GXKagqaXURVJItFCqZJj85Zd5CoFNmzeRlNTA+s3biIYCjFrxlRu+fqtfO4znyI9mCMUCnmmZe2crauFsf/ZCMCuZ6nelKrED15+672Ho1p1F5ipAZL+e/vXpB2HLpw2qulCvXXsLfXW/7DE1Zq3Nlr13Qv86NmnthzC87Sqr0II7Pgn0yu3fl+8qmhvMhG7k6o9PsJV00vqv1f33l6G4zIK4UuGU8WjPe/CZu4HZbCed+r8JE01oKJ4EaXdvDVvhAtVnP3RpLXZggdd+zSQnqe3BQ/vM/u6JYcen3rFh/JF7dh4kfGhb4NdtVM6Uq7trGFLgnVUwnapr6KoP9HdL7UI1itl+pmx1aT3s7cvQ9zPKUqtZGtucWUQkAJR0OlS8xQrRaYeNZ1bb7mZpfc9RjqXJZwIEQmrTGhvZyDdT1sozrZML9IQ5Mp5WiJxcvkyjTLAoCxTUgSqrBALh4goGlquDPEmyrk0miihNcdIyCAdHR2kmwK0F1VSuQxTJk9l/cYtEAsRTsbIHhigGA1SyRaIZiukIoJwVkckIpSKFQxhENEjiJBOOKYRDAbJprNoapRCJk0kHmDMhPFs2rENIQWNiUaygyUaGmNIKQkEo5QqOlJKItEg+/d3EI2b6Ero0JhsoJwvUKlUGBxIYUTDJMIqSlAjriukFYN8Z55SPIiRLxJMxChnsrQ0NpFK9RNIRMn0DZBIJs0czjmdgqgQVDXKpRKVUJCwIcgaRUqlEnE1yGAhx+jGJlL9A+QC0CwD9OsZJo4dTUINkq/obO7oItTUhKzo5iYMQqJFw5QH+wnEIhSyBqMakgzmsmhageaAQripjUpBkKuUyJeKlLN5pID5C05m7fJ3EeEQRibH9eefwuKlS7jha19hw/4CwbHtTGprJZnIUejrZ1v3IHokQDFfJKREKWGw7D+vEQyHKVYARWHcqNEoho4sl5k4cSJvvbuGMa0jOOu8i7jojDMZHBxECHNrPF3X626MfrDiIlELjXpivGs8ZEWt9kl4UZcQmLv/mOnzaraRtJNfUB8ZGoaBqqq+79XPUo/5+u2j9QRoN3GBj5jLoZlLPWRkI2zPAyGEiqFbiFQV1MuNXI1gdd0/PopULKDh2V1JmNvV1eufS9fqIFhhqeERDoIVwk1PaNIv3RnfD4JgbWnLa5NV6+6OZo+h4rve1hCYCNZBVv53atTflN4ce9d2a9vA7VDQoej8wYp/bjmfDn0Eu7c7dYcQlvHdkmqEYnrIaZ4thzTLmqwgUKVwtikyLzHVCvae1f5DOJ+rJ2I1Yai20dpqXSGltd+hQBXC6YNUwFBcicZMRC2cTDmKUHyenSDQ0dEMHTUYBhRyYUFIEbz43EJ2rN+A0CvIcpnUQB8lo0K8qYlUucLkMaPp797PqBFt9HR2YhSLJBsTJKMxDFEmGgkTCgbJ5LNERzQSiwXp7O0iVSrQ0jqSzlSGVNlAlFUGywbZkqCrP026WKZYNMgOFimUBZRMe4ceUAhrYZRwGIFCIh6lkE0TTCbJpAcIBoIYug5CRVcEBd0gFAxTyORoiMRoSjRSLBYJBANIKclmBigVM2hBSW/fAMFIklgsQmFwkFg4gSEglUqRjMXRNIV0KU9IV1FCGrl0GqSChkJ/qUg0EKQhkUDDQBGGma9XNxC6TjAIsWgQTZGIQIBUPkMwESIY1Bgzool8OUskGgYpaWtOIsoFWsa0UypLNE1ghATxRIRgOERAUxCKBkqARDQClQpNzQ2Ew2ECGoxrbycsFPRyjlGjRhLQVBqTYY6aN5dUtkBJUQgFVBQpKRULqIqgmMkxe9YM9uzYSiAExx49j4ZolJ61m2iNBehM9bFl1w60Ee3ItlZCDc0EZZioiNKbyaArClPnzKAUkEwcO5JsaoC3V79LqVJBLRTp7N5HojHCmlXv8Otvf4eu3j6i4Shgho5Jo4KqqI7HvsAfv2p/9x6qorjfbc9ayzaJZw2aQbKm3dOJFcQwtRrWKemsLZdo1TBI80JLNevGHdopIRVV8SSMsZCnRTO8fxVVca4RnnoOnalqw7qJxXBUnKQx1jPZ0Q1SGmjCTVFp237tfiqWr4VrE7bvJy2nKOnYFZ3EHh6aVK1atv/aUQwSQDVTOXm9uauLFwz8f9S9d7AkyX2g92WWbd/93uvnx5udmZ3Z2cX6xRosLEHQgEZ0Jx4jTqcLMhRiyPAuKFHSXejijoo4MUhRPJ0oCUfiCBAicAQZBGEJYgnsLrB+dmd3vH3zvG9vyqX+qK7uavNml5QUsZcR9bpeVWVWZlbmzxvZid4aGmqrrh436lunRo9gCFSnfTocYviMHhBm71HDR7Q+wqRzCilUF/aOsleRUYiooN9tKep0tL6iQ9A7h9HRvEKCoJNgPYZDNW04tvx7USkMMl9hv2Mc7PtdB/viW6EONr5IdNFP0Y6iVOJllJHBKMtDb4CKjtcd/I2KVLH2FX3UmR/5nQ3qYKAv8Hm3L0rSFi4JDzxdIyim+R/++T/lX/yDX+ZmaZFf/dm/T6lUQlgG+E1M02T/4UPUqw3u3LxBOpXA7xiAWLqF53k0Gi1020IpvyOOUXieQyaTIZ1OE6DY3t5G6Da+r0iYCZrNJtlsmnK5TCqVQgpFpVIhk8lRKu0wMzOF73koYdBqhRyl1ECXGj4GgddGk2BaYRagnd0yumkzXiiQTSXxnTa2bVNuNmm2Qwto33VxnBZGwsZXBoZhovwWhbSN2/ZpBQ5pO4GhBI7jsLFbIpcZw9d9NARThXHW1tZoeeG3cBwHpRSHDuxnYWEB0zawEklWlhaZmZkjodts7mziKRgbG6NWrpCyE+iWTqXaJAgC8ukUtXqFdD5Hxk6zurGO1DU0LeT2hIJEIsXa2gapTJJUOovjOJgJk1whz+byKoZhMDM9x+LyMoZl0axtE7gtjhw7wXhxhiuXL7K7vYNQimw6Qzafo9528AKXbDbN+u0bzBWLfOTRx6nXa7zx2vc5c/9ZTj71IRZ3t7lVLdGydM5+4BEO7TuIV2ny9s2reLUmMpvFt0wqC6tMpLKUVYObC9cpJNJ86MFH+fTjz6KsfPj9OlyQPhDOcBB4DHN+/UFgIhGeGqkf7fnGdvddh1OLeU4Mc6ydMoQoBtRB3b4JMZR9565lhMPnIJAdhC99fQn8vuv9etEOggz6YdQg0TCSmx4VwKEb+nXA1SRQ3bjQivc2h0qprutVF4XGJy7o/+aDdUcJ6PSO3DbinLvvFL1sNnERK4OIc1QZEUZxlATivUpbRtft3XsvZWjN7dGufpdg/+8LBPuDN4cR7ODieTcEGy+DIps+kcsIS8dRgCXO0coYpbcXghUDbe5VZCBoawGW1DFqLhfm4Jv/7W9xfe0mbd3j+vdfw6k1SJoGnhX2dXe3jCY1hPJJ2olwIXfyVnmdDBWaoWMYBrrUqNfrQEDCttF1iWlbVCoVWk2SgmIAACAASURBVK7C9xXpRJpms0k6nWR3dxcrmaCQy9BsNmm326H4TUhs26bpOjSbTSzDIAgCDM2k0fDIZJMYhobecYpvuw5+J+l3JhUmAmg2mxh2Al/IEBn6AWPjeSw7SdsX1KtVVLtGPpPCcVwCGTqoH5s/wPb2NuVWG8tMsV3bxjZMJjIZPDeg2mwhNInUDDRdkEkm2NzcxE5aOK6PruvYhkk2lebK9WtkcwXafkA+laNc2uLQkcO8885FpiZnGCvkWF5cYHJykvFikUuXLqHrJvV6nWKxiGkbSKlT3i1h2zau76HpOulMknK1itf2yGazOI5HvV4nlc2gBx6nThxFScGdxWWSySQry8soxyOTyVCt1hFSJ5nLYFg6maRFs1qlOJ7j4P59FG2dK6+/RcsVnP7AAxz+4MOs7GzzxtoiVVNy/PRpDhamSWsJ7ty4w8ruFmOzU6xvbbKwcJPDs7PcM72PS+cv8q/+p9/EqUvq9TqmaaP8AF3SMVyiG7igh2iGs1gNrWH69008rd6ofdi1tA1iYmYpCaJgBTFDwb0Q7FARohOFXY18PN6nPqQx2PweRPlgX0SMOhiFYEfVGSW2HiXCHoyHLn3BoAFU3M8Z+nWufdfjyIA4XIqu9CPOyMhsLwQ72D+lFLrqWf5252tE9rO/VRlAsHsRDu8VwY4qf5eqg+th+HuDpr/PEezLb95RoxZqnMKLX9uL0hm8P0rHFOk9BpH33Silfuqy16eono/qmcvHF4mM62A61whFLL4mMdoexvEJ/vhvvsZzn/l3NL025TcvUW03cVotMoU8juPRarQJAo+pYoFSqUKjUSMIIJ1O4zo+VjLUYRpSw3VdTNPEabdptVpAgGnquK5LoDRc1yeVSNJut2m322TzOXzfR8mQI9Q0gWVZ6EIPxyN9NBEi+UKhwM5ulbydZqtSQjM0UqkEuqah41JvO+jJNLVKmWI+g/J8AqlRa9RJJ1PYlsX29ja6mSaVy1He3iYhAxKJ0K3Ep8XJY8dwqxXGx4tcW7iD52kk8gnGx/LU1rfIZbNsl3YptxqMTc8gvQDddQmCgIbnojQd12sxlk2RT4YERKleR0/mKdeqzE2OMV2cYGVlg/XNLcyETXlnh6fPPsTNrdtUqg6JRJqd7RITY3k0Cxr1NtnMGBubayRTKUBSLpcRQpAey1Jt1NGFpJjPoZTizMl7SCQSrG9u02w2WVxeopDL02600HWTra0diuOT7FTKKAEeIVGQSlhIqYM0Q5ef6RwHZ2dpbG3RajQwDZvi/BxHP3CGN1eXaONjJTOMz8zgq4Cg0abRaHHnrQvkSBAYBu+UVnE26nzxi18klcrgO+FcRXF9B8ue654ecpIMA2HoIE16ey6O+0Jup5eubHCPDvWhL4ROjJOjF71I9WHLDjJTUeCDQR3zQCqyqHnZa0d0VE4RA9kvxRpOZdZF4h14MAoGjCpxrrn/2U7fh4iKoJf3VQ3Du8EST9jQ1694/zvvDkTQJW+GvncghizFAWTE9RKXKPQSnPQ9+14R7rskAojaHqVvHYWYR0oLutdH47x3a2c0rhTv/2D/y6P8YLvU7/CG3wsw7EXh9CPeERSvCmX9kS4jPrlD7YUrs193S2cRi5gFoIJg0HqyU6QSuEIRCIVUPl9/4/scnp1mLJdn7cIVWoGHbSdQmka1XKPZaHBo/348p0271SKTzWLbCWzbJhACwwh1nLVGnUw2S61apVqtohsWpmVhGAaJVIpKpY6VSHa50VQqjUDgeh62YdFuNMlk0jTqdTSh0Ww0EELRbjUBRaAgmUyjuS5WyiadTtFstdAFmAKSyRRKGviOi658lOvhug7tdgsNKGSzJHSdesNBBQoNyCdtCvkJfDRMU2NleYkzJ08yNTXJ9vYumm6zvbvF1sYGx+bneegDZ1ldXUVqAjuR4ODcPEGzwYH5eRqtNps7O9xz4ji6AHyfYj6P57pslsrMzc6A28ZvNlCOh2FamJkkM9OTyJaDUg6GYVOuVilOTpIvFEjbEnxFvemQTKTI5/KMFcZotds8/PCDlCq7CAHKdbB0g4lCjrXVZc6/fZ75fQeYm5vHTiTY2NxE6iZBIMjmCtSbDcrVCqlUCqftoITAcX0aLZdm06fdarJV3ma7WSFdHGNseppxPcHVS5e58tZFpqwUR2bmaQQut65fpb5TZmlhkTE7yX0n7+WdN85TrdS5ffMW/8k/+IccOnwUU9ORUkOOyhYT21tDezHaI0L0cUqj6tJxchEiXPiKnq5vUFcYf5dSquNjTp+1riCInceiIwnQAoVU0RHZY3R0ftBJQ9kJSBC+JKYNjd4TRUNSaEp1+q9AdfwwVecYmJO+iFeqn+gYnJfofBSX2DuPfxMfIYgdok/vuNd30oi5UXUqRzEQBpFrr41RHHs0O7Jv7kWsnbBuT8cpkF3XqlBNJfs4xr2Jit4r74ZgB+veTSX4bgyTlCMs5kc8L0S/8dwwcRg+q+nv83R1L51bUPHOR7FVVQeZhTdUN+7q4GT4nY3bXUwDlF0/wuwfr1KqGyR9tAignxoUXZ1F9C6FwocBK0MhBP4I4s3wA1whqDsefkIwf2ia3/wv/jH5j57lS3/0WWZv7XJneQVf11HCoNFo4DdaBL5LOm3TdppMFIsYhkW77WLaNvV6HWUK/GYT39OoNcpk0znaDY9ms0mqoKM8C6mZOHUX3XYp2Bl2q02k5pJNJqg2KmSSeeqNgPyYzuZmHU1YpFMdXaRQ7JQqaGaCKVvDSFvUmw4N10MFHtO5Aq16QGAnSViS2zcvoGsmum2RNBI8dPYI+bEczUqLtkjz+puXOHzoAAlDUN2F3VoLw26Syyka23Wk1FjeWWZ6dh7hJUmnBO9cukjCNPBqZayxNNLIMTtR5MY75yjmx9kOFPmJSRLpBDkrzZ3L19g3N8HK6jqN7Cyau8tDJ49R3dhmo10DZbDRahE4be6dmePY4X1867vPM77/BJdvLeLWN/n0hz5IG7i1sMLqdpWx8QzNao22cjEtncXlRQ7MHieT0MlmJnjr7Zd4+JHHMVM6um5x++YCO+UKhmGQSmao15s4vkc+m0T5AaVSiYnxaYQS1Opldta3mZmbZnVrjemJApamsbrTQOo6wtCxEwa5XIpH7zmN8gPq5V3qTovU3BSelFx+6VXm9h/mM1/6IrVGk3G9wFatFPqMErfOHwZEogMx43tx0Ahw1G8o7u3sq07Eoz7A1z0N+vdmxB0Fqiuq7PaxYyEqtFgEtAEgJ7x+sW0cdgzu8W7ReqLxbhzfyDo1IiK6XGI8rvMoEXgvXjIMR5nqJgjp1IuP4W7IRo5AemrAv3iwnX6f0F7b3fkIYmLhvmdHcG0dzr773Mik8qNLF0WrEKj2vn0ksI6sqPulHHdFvrH78TkODatCS2MIraOVAk0DgnC+pS7x/QBddiI7aT3VX9S3wHdDv1tNDw1tg9EIfXANRuVuVsT6u0/Z//8lii8cDSJcFBCSNb1FHC76HocYFU10aNEuear66cmIOlKdTxzbKLJDWUd2gn0AJ4RCffkTe9RfrANK9hL1RPcH+hgVz1eIlI0dQMn0+bmnP8yu2+CjRydpbeyiaRqaaWCkktRrbQzDwBUNrISJlKFBkRSCVCrF2JjFzk6JRqNBc8fDNhSmnSWTGsPUNBpenfHCGJgeqXSaSnWLRCEJmk69WUZTOgW7QCppstvYodH0GRvT0EwNpQdIU2GYgnTSolauYusGupHEbVepuQ2EboHv4Dsu64sr6EaCdDpJq+Vy7OAxsokciXyCRq3OqX37mDswz43rt/GSRco7dVK2TkJCen8BuV0ilR3n0oWX+PQnfpjS7i4Ppc7y0ju3efgD93Nn6Ro//WM/wfVLb3H80IfZbdWpNlu0G22eeORx0obFxe1tPN/CUi5OvYzfdtnY2qThtplPpzCNHOdeO8fmdolcLkvgeew/e4aUneD8917k9o3LtKTN2toaB/cfwNRnuPjmeRp+Cy0/QbqYJTuRxFcNnJqB8AT3nz7LeG6GRqnEzsYtpN/i2uXbbJRWefSJR9na3SKZTFIo5NneLqMUFAoZJLC2uU42naFWr6BrJslEjuThLLX6NpYpSSWTbG/tkstn2C1VcNpNLDPP0u1FqrUyQsHJY8cZn59mfXuberNBvjDOf/Mb/x27OxXQJNu1HYTRQxRdyr93YYggjT876nzkc11RYT+H0V93AIiqvp+wTrRvIkDWQXZR8Pduz9+FL9hLRBjdixKih7ABNDWq3bhYeDiYRaSzHry+F1f13vs7SmwefcNgaCwqEswFo4ySBEINiHNjjEjkFhMRG0R3VSh9iLxu30tRkYRAhFIHJTt/IvecvgQug8TK3tzr4Du6YwaUEAQqQPkBylehNM9XoapC9JLFK0WYCCEI50/TtPA+oAkLKcDzg062tNH9GS15uHt5X3Cw3z93W2lSDwOTRxSK5oWTGXQobrEHxUNPnxAhz7sNfq97ceDQLYEgSn4ZfiQflN6xwuuIQwKNMEH08EaKqG/oIVtfQtD2aRsC2azx67/xayxfu04hl2OnustYPkuz3qChAjY3tjE0QbteQ5caqaRNq9UgmcpQq9VIplMUCgU0w2Jns4RhNyhXPDSRxjRcSrtbWEYBXZPYaCR0RSuZZXurhmnqCHcXWyZQXoA+plHaFCTFBrWWxtzYHLoM0+tlUybjBYtULstWucH8zBwqnebilTvM5SVbW7vUsWgHJqcPjqGUhaZptOoN0mkHU2qkucUzzz7J+HiRP/zaN3nygcd49e1zHJ+a5YUrF8gnsvzcDz1Lbizgm9/bIZU9QD7b5PP//jK//OkTrDguW+s6Y6JKZirJ0lIZV0G5bmPLNYqmxoaRZnOjRt5u0/YVupFgY32LfQcOsLWxyPTMPlaXqpw+cpCr197mwMwR7uwscc/xwyxfWKdwqMid6ib5Qo7yioGWlBiazmQyjOl7884ihYksP3j5dQKvRTFXIJW7h9u3lnnq8SepOTdJ55J86S++TyZv4zQ2sHSfbDaP03apN33m9+/jys2L6MoikTBwHIdarcb+/QdZWdlBSUUhb+O22uDpJNMZAuFQrTUoTk/RatSolSoU0wkCBUYiGVpcb67xxKOP8Vv/22dwfA3PCH1E9SCELIP7XBOhvnQwju67lQgoD4k/OzBUyGDoXe8ls010LlUokYp0pDpiSC/a5WY0ra/dQaQe19kNI/t+gjgqCkYbLw200d/2sC/uoL4wqhs9M8jdjpqfqF6fREH0I/LoPDI8YkQ/tNgcRH3vlRHZgzoSPUVvHoZE23vMXc9Na7gI1WOW3gsnv1fp1QsJskCXBK6DpWu02y66YfX8pzs99X0fQ9fxfB9D1/AdDyUkmtGRlAYQDMS4j/crHlc6fh/+A+BgCXwU0YT3xEgqiEYUmuoqKbrfLu4CI2SMCu8gymEaKSzxjTO46IdKjKLrLUyfeHaM8IhJsuNi5lg6sOjMCsBJGuTQaTkOn//cn7C5uIouHP7Jb/w6b736OutbGxw4fgwZKAjAlDqB52FKgYfAdV00TcO2bVoth5XbS2jKZmrWIpPOUC671BtNNJEgUBoZO8n2xgZtJNs7LXKZNEnLoIaLKwMyKZtEXieXyLI/O409XsSp++QKBXThsrWxSs2rkcglWN3dxiyt4DQtjJTNTukmBw4eJTV/jLcurvDwA0c4f+ktilPj+M00M5Nj5GyDrZ02jm1TcuvQqpIyPTB8ZMpkdt8MSWGyWqtwfuEqRmYfpfpNEgkTQ1McnIaUlWG1vIuvKhw5cZDi1DS3b6+QL45z5OABcnh86/JtTpw5il6/Qr44yc3btzh772HWljaYOZHHcbYJDt1LKqHxo5+8n6t3dpkfO4tpahw7scV2e5tHzz7E8y89z5m5o2hZmwtXd0nlBAsLb7JvIodu1pjOawhpcGw+S7meYOz0fUi1w4FZl3zB44mTRXxh8NLLN/BNwYGZORZ3V9ndbnD40EncumBiJkWpVCIIAubm9rG4uEgmmwelcFtQrrY5deII25tbmJbFRMFkZ3eDIAhI55M0G21mZma4dXMRJTX++Etf5vR9Z9jaaSF1A5TEkKACb0isC3QBUHxfREK83vJ/d6DXBcBybzHfKH3tXoR9IOjqRaMoPmpQgtQZxyAiGSz9+7xjhRvP64rfazOq09dCHEGO9ksdHONeCHMvY5z3wuD0PStHt/Fe+KRRVs2jUGUvulM/EhxkavrrCEIB/16zGV2/u+vSeymROD/Us4PXdjFMnWa7GVr6ex660DvpG/WeypGQcHA9H8PU8QFHBWhIpITAC5/TdYnv9495cP/8B8XBPv/8qyqVKeAHAqXp4WeSHTFOEPmejoiu0vkdFO3KOJKLlcHJies3hBAjfeXuVu4mGhr1HIArfFLKoBJ4pDQdjwDhC9q0kQpmxyZIjKX5xte+zre/8XX+4P/8fbKZFIYmCZSDpmm4XhjFxgkUum7SaDrkAp17T88jRQKsFJMzE3z5i39ObnyKuXSK42fuA7fOtuuiq4BKuU6jpvBbDcZTFiIlMdQ4Z44FvLK4zdzYYQzbwGu1sDTIZ2xUAE3HJavdoSIM6t4YM/IWhcwB1lKCVy84fPrkJK9ceoupQ2dRjQTT0xPMT+f46l9/k1JTMTlmkRlr4DZrnLrnA3z2M5/nh3/oExyYP8CRQ3NYySaLi012Sy2m5tP83hfP8UOnDRIzeWgcIO07PPbsYV556RymytHwwbQ9Hj5xht/6s29y6NAhnjzUYnl1Hc3QWd1YZt/MLKYwyBSn+cqbDuntJZ48Mc5KkGKj5DAmXDI5ndR0i9XrY7y9tsSHTzuMFw/x5W9v8+TpAsuei2gsMzE5zpvXtnj15XfYZzd47Mk5PvDAI+yurFOYzLO63mBj5yy3F5exlcOxfft44+LLbGxscGt5mdtLi9z34FksTXLz5hqOFxrDKaHIF5JUq3WKEzNYCZuV1TvYtonWdjh1zz1cvH6V3Pg4qVSGldV1/uNf+Hv8l7/6X9NyXNZ3qmiGjisAZBhpSYW5YP0RyO/d9kb8vOuW05EiKT8Si0bAsj9i0WCbo3Sie0ma9uL+opy2cUA3KmZvVPbyaX0v8E5qkbi6N65RMKV3PprzGcXJDyKsvcSOe3H7Q5IDFRIi78bBjhbZR8i0v3SZHPolBPGQl702AuizSB/NrER+wnFi7++CsPrmTAWEcZI7vIwElM/CjatM7DtEwrYxpNaLChYESF0D5WOaOm3fQ3R8bLyWh6HpXX/xwTLIwce/oWntjTjeFxzslYsXeOTxJ/F9Hz9QIDSUAh/QIsWpiOT7vXrRJ44y7/QmIIyuIkdsJp+I4+yF0oJIj9T/7GD6oj7ulDCUhxCq86Fl38KLqM2hjSYknudhGRLfbRNoAt1X2KYFgWK5tA1b6zz+6BOk00nWtjZ56fnnyGRSuG6TZrOJEAJfhdktWi0H31fMzSS499gMQhokxyYoVcrcd+owm/UGScOiWmkylrW4c+Uy9508SrMpuf90HtV0mZ/JU66Y6MYseuElDqZz2BubHJ3az82VRugiNFXE8xXL65so6aNZaUTbwDISTM/PUaZGzVulUtplamaaIK3haxrfeeMWfrPG+HiBen2LDadOdbXEQw/fR20VdIos7Xi8fOlF1je2OXH6CFvrO0zPzpLbniKDQyK/j/R4lufOXSNhWPzxbz5Hwkxy9tizbFV2wGhw4c6ruLmjbGpZXl3cwlNH0TSdVvIAb1fapIwAsZlAH89j4HD4mYd46asvkbWnmZ3OUEpscPTQMwSlNW43fa5ceYH9zQIJq01C83HX2hzMjWGpNLpXp1X1WN/Zpe6dYmFXp0mCRgMqbcmx/UlwGwhPUK4tcfTIOEePTXFv/TSrG7ssrqxy4/p5EnaR+bkZbq2s0HZbEAi2d3dQAkxNIpVPKpWj2W6wtHCbYwcPc/XWTbymz/e/+yJWMsHC6iqeD5qdxiOMtuQFAYIATXX8pUeIKofCzHX2RFdC1DnvQwjxvUIkLApVJ6MQXtTOKGTRJ/aMiyGDDicdhcyTEiUEKuhFN4pKXPIkhOhDYPH3h9xLlCA81hE1PC9dKRUd9VB3PMNj671jmFPdi4AIOjrAUaEaRxEe74kwCFTXyGzwO8TbHYXMRvUzEkVHALf3nYelHvGq4f3ogk8/sO7dGxS1v1fkKgUo1TM6jfyoLdMkENBoOWRTNs9969t8+Gd/hknTAMAUod0KUqL8MASV43i8du41HOXz4IMPY+oaKAbCW/aP7e/CjL4vONiv/OlfqX1HDtHyPNASAGjKA2QnHFioKO//EP1U46Df214fbhSVG+lQI2ARJmBWnY0T118IlIj87Xpt7kXZjHx/Z7F2dcndR4I+670AgSMUO5sbrC0uUCxkee657/B7//p3cVptcrkMTqNJMmHh+w6G6/Er/+hjXL+1xuZOHdd3KJfbPPzIR8h5VS5vNJjdN8m3X/wOP/rRZ3n+xbd49IE0Sb1NPjfOUsmhtp3hgx+a5eVXSiTGMqF+0A1wmy5m20dYFneWt2hU12i6AcrT2N1cIPBsytU1Hn/6WXZbFdZXltHqNZJWkrlUAhn4uIZFKpHG8xxKuzXOfOA+mitbOO0yB+emqDgOgeujHImpt0EZrFYaLCxvcPqBMzzx5CO88dVvUpzdz05zh5QW0PYMlGYgRY2iMFisQislSQsdryVoItDQEI6Dp2mUGw20AEzHoZ5MoJoSq7XJTm0TJo/RcDbYbPi0Wg6nT+T4lV/5Rf7xr/1r5vM6TQx2Vq6i2Rr7D9xHcXaCpK4xkdGYmtzP3Nw+hBDce+ZRFpdrfPuFz3D88CQnjx9kd3ObwweOc/nSNo0G7GzVMSyPpuuhmwbLq5tITedr33qOY/uPcHvrFrnUOJbXQk8nePjhRzh+8gRjhWk++cM/QqXRoFRvhUFTNB2lht1EhIzWaNBZ36IPsA8Ct9EisH5uZGg9SzFkyDcojlaCrpVu/JnBd8VTasY9BQaRRfxevI3wuWg/+33Rit4NHrwXcaXoM9AZIDxiOsVRXg53a38Q6Y2CZX1txWL1Dkn0Br5l95vvcT3srzeifypMC7eH9XD3KaVAyYG5VjCkbOgbcV9L0Xy9N39ZEab59F1M08L1XQxD47VXX2anVuLxZ54hYyS59NwPOPPsY1TcFrLaQhbSpNqKTStgzLe58OZ5/uQLn+Xexx9gbHaK/fuOMD8zj+lJTEMnUMMETThfMpybgbX0vtfBJg0b1/Gw7AQtT6FLrfMdQs4Q6HzsfqpysAjRsw5UihEWdXuVoMPNRokFOq8M7bW7CDeuk+gzNmAEgBsBoMJXibBCxwAq3DCRSEZ1rZEFoEvJ/v0Hee2llxkfL/Ktbz+HZtj87E/8BG+9dY6d1VVq5QpK98mlc5jJNL4hQ/E6Bg1XsrvlkMmkkcJCN4t4jkW1VEXXUljpfayvb1FxJvHSNRKFcX7wg2u8c2ULNTPNTrVOs+6hGk2C7XWE9MHzQXlMWkkUHjPFSfAER/M55O42KSmZlCkCPDKaot1q4CmddmmDreYd9h88QlB3ef47L/Chkw+wWF3HVAZvvnUeTxhIT8dr7HDoyFG224q2IVi+doevbmwxZgWgKrz66qvYAjQjyW61wngxSbLpkszO4dqSUquGp1v4UieRkmR1k7byKI7l0RoO+YRB1Wph2zYJzULZB2kbWfBS3N4tsXbnDmJLsM+c5p7kJFMJDU+3sO+fxmm32NyusbF6i+X1NSaOT3Nz6Tk++SOfZPHyddzmF/m1f/LPeebJj1EpLZMwp9l0d1ldXmF2qkgqPcbO1jZr27v4mmBlZYViIc1YYZpf+rlf5I03zrG8tM7xx0+zfPUdPvjQYzz+2FO4Ep79oU9yZeEOmmWjDLMbPi8K0RcEIXUeEnB3X/xSBX1iUNVZd0EXGEccX8xiEzWEYAbJ88j/MmR+ohjcw++PAyiN0SLmgZY7+63r1UrEXfWu/+3Le+We/q6l68rTsawdLF3CIiK44xKEWInH3egjYPYQw+9V+qQFA9xxH+ccE+gppUIGB534xwwRtOp1WkmEtjfDNsjxjlwYd+u776PrGugWnu+D8nHaDgfmp1DrLuutbZKmSX58jM/+/r/hF3/5l7l69W12szpnC3NUZmz8RouUpuHVm2Tyad54/XVOnDrD1tYa8xP7cAOF73oYhjE01uj/v82aeV9wsK+eX1YycPDcNlIzCDQBorPBg87mk6OptVGlu4AGhjbM4fY/oGlG55mgu2m7iDICXMGwGEiNEOPsJdqRdEBILNxidE0p1c0QElGyruuSHxtHKcWf/N+fZ2pqiv/r936HYwcO8cynPsntpUV+51/+S9xGnV/5z3+BrUqJ6tYOrXqLalXg+ZKbly8xNjnFxtoS//BX/lM++7k/ZHZ2loVLl5kqHMC2bZSsk07oTCQyVL02tgaab+H5bRr1JouNGoZp4zgued1id3uTVCGDssaRQnCoaFHaXUcEBTzPw2m2yOY0GkLjkSefxnEcdrY2uXn1GoHjYwu4Z988jXKZZE4hklPc88SHaJabrO+scOH576Inp1jfuso9Y9Okx7PojkDTXI5/5JNUmw7tls/ZB05TrTdI6QluX7zAF7/2p/ziT/0UDz/0BH/13b9m+uBRquUKUrUZ1wysXJqF1WU2a00efvhh3jl/gXtPneLi9as89/nPMTNfZHujyng+xWQ+T6Xpsm+2wMpug123jWh4lMvrHN13iHNXb7OvME7e1jhw+CCkNWZyGf78uRcYmypgTGb5yZ/5eV783vOMjaU5ePgM8/sOYxg6zvYqzfIqO+u3mJxOYWfzXL3mMjV/mD/+sy/yCz/1KSYm0jzx7E+zuu5RcZokTIOm76JpBiDAD9Cl1nHw74+kMwgsh/ZN334atHbvWLpGYuMB5NVD0mU90QAAIABJREFUssPJMfbao0qpKPlOj3uKtdzdLyLM8RrFIu/FMw766sbP+zizjvww4qrupufca74Gn1Wq5yY0WHeY64/pqmMO9GHS+7hOc3g83fd26Y0YJ9sx05bdO72IVt0yIhdrbw5DBmFYXN8/lr66ogejev0e7K+ItQFCRmtxxHwFo/WYozn+aO4j8/QgJPqEBmgIBYYuaLfb/NHn/oCF6+fR0j5NX+PDD/4kKSvg7GMP8tn/+X9lyagx1g64M+7yM5/8KdSbm0gEmzNZ8laaI0eOMFfI0zY0NKEj2wFm0JkzGUbqiwY5Cuvo7/dsOndWSv8M5WCZBn7gh6x49FWDkOpRqM5kjzAZ71DfKkZhiIh6Hig9EcaI6Czd0IYdvymhdeZV9VJ0RZFSOlFgEJEvLXtu5Ph59GyoWu59NBV7Nlp4uhRoUqPRqNNqNnnskUdoNZocP3qEjzz1Ic7fuoWdz3N0dobVpVUOHjnM8sY61966xHimwPkLl3Bdj6nxMfxWnVTWJD+ew60pNF+geR5T43mStg4e+M06Vzd2aNQ9lkorlMsVtl2F6wfk52co5PNMzhepb+3yc7/0SxjJLI8/+kEOzM4xMTnBhcvX8TWdVuAglYMuFW1fUpyaIpufoFSpUN7dQXgNLBSGYRJ4Cpc2h+55EFkco+56ZOYmWLp+kUDotBotJm0b09JwAxBGwNOf+BRL29vc/9D9/MU3v86pU/exuLaC43i8fvFtZo8dw5yZQZscZ3djm9mjh7m1tojwfOpBk81GjSNHT7G2U6M4OYGt66ztVLj6zmXStkGt7pNMeOTsFI1ag3TC4MFnPsaxe05y8t57EZ6Pp+qslssUrTQzY2kminmWN9bZXrxF2RNkzBxnjx4mEyjuXLjM1Xfe4o0LN3jz0jVcXdFIKA4cPkggfQzhsbC0iCELCGXw6ssv06iskptIMn/gNNW2RLct3JaDpstwzQVRRJpIbBpxScO6PRnbL917fUgqWoUgYsi1u5c60Y2iI9o/fe12d07v6IqjO/d6hEAoEgyRDn3vDxPdqO6+E5GpaEiCdq9H54P/AwziwlFIMH6vO4YOHEEw9Kw2wmiqH1nFIhdFiK9PitAvNhVieDx0YFyUQaaLZuJi7F4DfVzVnow//Ug0Xu6mGw/fFYehg9wnHa5WdH474xd+rDOq/1Dann2J9yH+G05ERy2nCQJfoWsSQyq2yhvYuQQL5y5R2t4gNZUkMT7Oz3z0Z/j+Sy9Qbda4/8wpNkqraMKjSoObFy7z1KMfYmFpkVOPPsjc3D5sIXCrNb798t8QyIDJ8QmEFyLVrgX7XRCs1PaO5PS+EBGnAkWTgFbgo7DQPB20Vig+iShSLfZRegRFeK/z2wtCHv6JI63BMkpEEnKOPX1sFxh03qJUh+qOAQ1fqZ5oN6KiOxyo3olwE0egoWOz6IafQwp81UHgmkYQ+IgOAArQQsLCdUkkktSqTWbm9nPi3lPIwOdj+4r87u/+Nm889y0OnZjh69/8Bsl0CluZ0FScnD9IMqFzY3kFK5kiY+vcev0cym2HwfyFRSaV4MbtG/zyr/1XXDh3hR8/eoRrt28TuB5vvvQ6n/qJHyVjWdxyGpw8cIzXX32JVh22S00efPhpbm0souUSaIFOyzdJuk10V8cLfFSQoNYss1OrYCXDXKmtwCcRCHxNQw8UytSYToJb30RVJhgbG6dc2UI1qyBAw8EL2jgtgWoYmEWN9YUNNM1gaX2RJ55+grcvXGD6YJHtO9fRaDM9WWRjaQWhwaGDs5x/+zyFwgRbN28jTMH4ZJFqs8GRw/u5duk2bd3B8WuYOAhPQ3gtfD+LAjTh03aqLLcdDHQc3SHIjKHaLVpNRdsWlJtN7EqL+5/+BH/5B5+hrWtkxg32j2XZvLpAxlHcNz2LaY9TyBYpLN1id9Hk3/7Bl7ly8zKnHzrGY08+S9VPEUjBpz7xQ7zwwjexshN4pAhEC6/tkNFMGr7XAdUda9Eo9VoQyvSUjDie3lqPu+R0iTcV1/P1uNEIoIj4vhjYQ9H1YATSiq//XmpIiRBBx2811An3G8QAKgosEcQQS/x9A4ixqwLqGSsq1as0CKgHRaqDbUU1+zjK2M9onVwIL3q63464Nsq3OiAC7fHsARGTNmTEK2JoLfbOSOQe9ykOcx2Ez2ij4p6r/u8+Cg6O8seN4JVSg1i7N5f9kg0NYlC4/3e4T4Mi6tFl8JsHSFfD1HUuvPUybb/GH/3Vl2hKxacPPsaDH32aC6++DI06f/bSX7K5tc5TH36M3/83v4cy4cqNK4yPF9naqfCv1v93zh47jnX1TaYnJ3npG9+lmBnjlrHDKxdf4qc/9h9x/MgZpJQYAqQv0FQY4jYQw2v+buXvmPrg/9vyzuXXSKUEpuaiGz5KephRxoZOoIchakt2wm3JoEPOB6E/rFSdXIQRtRyKFpTykZ2g2VHp02EAQvlIvI7+KUAoHxGlgOuUwQmTEE4+hLG6gjB4dmTwEL0n/nxXhys6IpxOT72gx6ErpZBB+H47mQzbCTwMTVAqV6hW28wfPMSBew8zntYpFHJhejojg9uWBL7A0Dw2V1f4R7/09/jkJz7Exz/2EUqlCpqjo4sESQu8VhOpGVy5eIMT957i1u1VHn74gyQzacZmx1nZ3cLVJNlEinPnz+FLSaXaZHN7hysLCxQnZintNlm4vUgiaREok8DsbETfITc1w2S2QLlRwzRNstksUpjoKGzdRA+AwCPpWSR8gVQmuVQWS6SwHQfpGWhCxxA6m06Tw6dPI/QwQINlZpAYpAyNO5ducerYKYxAo75VZW1pGROJH0im85MkfYNnP/gUjzz2OKaWQtMEjueTSScouTUOHjxKIE3awkMFOoFycRUQ6BhWAjtQJDMZksksu7tlWrUqpq4ROC6aaaBch1t3bmNbGiYSwwF54DAzH3kG6/ABVkoVqs0ml29eZ/3SDbwby3zs9EP8/Mc+zYWXrvGnX/gK63fWqOyusXprgycf+ig/+sM/R8t3Q7CsQZsATYAe+CipELpAyCAE9AKE1uNehSaJEnHGAVp0BD3atbtGw7gqYVzfUb7hg1zgKCDp+3GkI8Nz4YV7U9FNXB4/JIKwu2rI8j6K8ztYR4lgqB/9SLVfbB7v++ARTx4dBofpwAnZ0T8Lbcieo9eeQhM+mvDQRIAmenBISYXSApQWhHBK+Ajpd+dCdvXJ/UfU3/AV4TXRkTQoFRDlmNU6cyN7KBEYtLaOnSvVf3QuxXOnKkXk/YJQonvIDocaZ0pUVCEgrKSCbl7Y0WXYoGwkwSMi2O+jCxekj69pSFunVaqxeOMGAU0q1y4zP57if/nLz/K9y6/zyvdexBQG04fn+ehHP4IWwP5jB7B0n0997OOMTUzy5AOPkAgkK7dvY+g+q7ev8TfnvseNKxdwt3YxBPzV839F2jLwlYMZaAgl0IjE7GEq1SAUcYap++5S3hcc7J2FV7h4+Ts8+MjjvPPWHT71wz9J6BIuwuTJIz5CL5PGqAH2NucgEJCx4A89nUkktu0g227T70Zl9S8UIXqpu4RSIwOA9/ZBbwMI0R+QLOK9FaE4MFzIsXdqOkoatBtNVm8vUyLgxNQsweuXyI9lqOOhG5JWtYmOYH2nwo7rslFyyM8ewdnc6fgch2SILySGmebajQWKB2d55a3XoFTB3a7Q2N2lnMyQmZ/hZqXCPUeOsXrjPIFbJZOxcNo1LCOgrdokREjYeAFo0sD1FZWdElvrOyQnp0gbaSpqJwxfFkg0T6B8CIwUDUswns/RdFsYKQ2SCZq4BMEuyk8gA4l026zdvM7DT/8oV1ZvUpya5NU33+Lo0eO0FxaxxrK08LEyFgUjhZYA5TRRlmCtViZTM6hsbaNrJi1hY1oJlBDousHK8hq2FOhSRxNeGOfW8zEU5OwkWiAxCJOvtyoVxpDY+FgaKM+l1qgjajVsFE3Hx2t5LL99jQee/Dhzc8e59c5V7n/24xTm5rjxwnOceuZJvvGVL3Ph9TdJOJJj5hjGO5eopSQXFza5lUmz889cPvrJnye/v4gOXcSnSUngd+UzvXWjFLLj8xp3URtpKduBjaG9enhNEvl7BmiafleuL176LHtlLN5wRCiKfg5P0ItIFBnTdK1jO32MLF/9TttqMNtKX7Yd+q/HuB8h6BN0Sr+HaPcSGysVBrYJieFQnCt8v9d8Z5667+giwl4RdFwMY13sGgt16kYuI3fj5rpcpBIdrr03T6EoL0rL1yMm+gyeRDz+cTyesQxFzyNYrFHzokZcj76xiMUtDh8ZHbkrIh4G740SVYfrUIDSCQgIBKh2QGIizflXX+fcF17h/nvneel738F0TfITCYqnj2Ltn2WmauKj+NMvfIniwWmef+sqN+6sMJmY4PW1JX77v/8X/Nvf/yxZI8fn//3ncC0oPnSM9VqJTz3wOGYyS6VcJ5VKID0f4SoCWyL8cB7avtfZgz6OEJh34VPfFxzszKEJ7ixcIZvQKWazJA1JQDyPxoiPoAZFu9H5cFqp+DFKNBwZ+If3eu3/vylx4BQ/Yj0jvvt6TgYh5RgFnI63E50bSmE6HluVCr/6679OoxVw8cIVDs3MIdoegfKoN+uApJAfp1ZtYNlJdsoltrZ28Nw2KB/PbeO6LqlEgqXlZTTTwDZNGrUa+/fP4wU+6VQChUulUiKTSfLaKy9T2ioxVZymVa1j6iaV3TKzUzMhZaJJfNfrjNDH0AUHDsyRTNlk0zZus4awNHxd0sLHM0Czk2xXd0mlLVqtCiurC7S8Jo4KMEy7C8CzSRuCNu+8/Qa2LVm8fQVTczE1j7npApevXiIwNMqNGgeOHiQ/Mc6NhSXuOXUvjh8gNYNicRqFzn0nT3D9ykWOHNjHoX1zPPzQB1Cug+cF+L4f6giljhe0qVbrFPJ52u02vqt49NHHCXSJpzw0GYqPLKHhux4Jy0bXNDzl0qpWMKTBwu1lLN1mat9+VnfLbJQqVFyYPLgPkTCRVhJPSnaCGpduXkW4LqLp8Bv/9H+kUJzoW1Pd9SJUqMPscAzdjC4dlUTfMaTXYmSb8T0FjFizozmOvcSPdytxzjSe/3uIQ+qNmHh6ulGc6LDosr+PSkWxzkNhU08UPczZxcfa149gYD8Hw3tcdHSpo/d91HbQBTKD9YPYEYcS3VB+Iui4C/b0uF1pQOTzKwLiCdBHz+nwu+9GTA3paIWIzWnQ9fGNfofr9FZlGH9+2A+5Hzb3i4iF5+M0XZZuLZAtFPB1HUszOJjN8dff+Cqp6Uk+/JFPkEqkabVdpiZn+eBjT9GqtFBK8MSzT/LjP/IJri9c48ix47TWayTMFL7nkZIajUqD/NQs+2cPkUukwPEQIiSKXD90Zwo6sAE/6HMt26u8LzjYbz//IhNj03zzG89xZu5BDE/HFz6g0EVIC/bUIhGlFhARiN0P1dHfdDfJKAZy1GaOItPI+HOqW38UANmL+n23MkgAdEV2A+u6a8DQSREhO2I9XwWYvochbWQgeO5b38PMzqBKTUqNJpbUsQwD123jeT6aDLAtC0eBbSjSlsJ0XQyp03LcMHVdo42esNF1g/JWmf3z+2kFAaSTpLJFDt9zgvPXr/GBR56gUfsbdkubmJkMQTLNRmWX8bk5/HqFZjtcqFJKpHLAD6iXmty8do2Vyi4ZYYAf4DkNdAxcp4WZkuRkDne3ymuf+3fY+RyOFnBmYprrC9us+xIlLQKl43k1hGZy/fU32WpWySVtmr5L+c3z1Go1xjNJ7hvLYW6u8/ZX/xLH9RAtjeduLNB2mmxvlNlp19F0nZurS+Tzeb761a/yxNNPce3aFaCFNLMI0+8i9SAIyGRyaKpN4FWxx2fZWN3FlhIdhUNAQ3nkbJ1nzt7HX5x7A8fzcGULK2lBwsOyw+T1dirH9vXrVNa3yJFh68oq01qBXblDe7PET/3K3+f/+J3fJpkCrVXnzq0b6FqGABlypIHqhAVV+NEyGtIJ9dxnBtftKBFvH4sVuxcoDwZ8PwfbidfpiSE7Ys8IQEbvVMP1uvUH2u4X90ZIJNIZx8cQQx6i11YcEQ+2J2VkdQx9mH2gPxF3FrWhIhgjevxwN7l7TyjQ30ZsfqLfCD515yzKLR2vO8AAiI6ETQwQ5UqKLjzs738/EuzNQ2TGHcHLQSRG99lorPE2RrlI9tZGz986nux+oOXhdwz833c94sxFGIRfJnVWbtzg0P0nSe0rsHrnOrJpcfjwLKULZZ598Clef+0dfuzjn6TYOsDi8hLFyf08dO8TfOWVb/PH9S9QFTV+4hM/zuGTD/HcZ7/GiYNnOHvqSU4evYc/e/EHJDNjrJerZM0UbT3AlkmUpmELSdttInQTAh9PhaoUXbs7Cn1fINif/7FfoFGpcn1pGd1O4nsgDNGJfNXTpUCEUCPdTfzqQFE9sVJ8g3mxpM/R5pd0DDZUbEENiKb7FvtIQBFeCwK/2/QoEfGQLqdjjdk1LY4V0XHqDWFJuBmkhACNinJJonFqch/zRw9ReeNNHN8Ls+0ECktoOJGJuQ+B55FMJkkkErjleugK0YnTaRg6E2NjHD56hFdef4szZ+/jtRefp1qukc+muHTpIplshtdeeZlDB/dx4fWX2Ddd5LtvvMZEscjK0jpjAhKGjnK9UE+IpOm0uP/eYzi1HTIJidFsk7IFWxjIpkA3LBzpcOnmLRL5PDkB7VoVzbIwhInyJQQBnueBSmGaNnfubFGcsbE0QVqTBJ6L36xhadCqVzl6aD+qXQXfJSl1Ks4GeTODprtsLp0HXcMPAlLShW2T/cC5L7yKaep88PGHubywgiIgkqbpuknaSPDOd59DMzUcdR4qZTRLDwFJR9Jg6RqXXn0Zy0ygiSaBgKmpfbR9lyNnjrB2+yZCaOhKo4CJMCXT8weorm2BcJGa4tI7lxEeVKtlJlJ5JiYmWdosI/VkF+gHIoxQNix2hV7owogQVV1xbHdNdRBTiLR7ktYhX9dQbhtb2WIIFnfNCIXqqVM6xlYdPiXsixoA1FH9LlBlz/uiY3ss8bttRpXiz3cJVNEJ8Kd64QFVJKpW4RyJaFAxJfTguyNL3u75QACJPgTch9L6jb/2Fv3G5nn4Zv8Yu2OV8cnqMhiDpe+dMS62R2zErHxH9k/F/oYzEL8wimgblDQOEgnhu2MtvgtjEinNZBDqdaWCzRsLLF2+wgtvvoR2zWTu4Az3PPQB1q9cYOrgPuq2SbYpabTq+KUmgSZYXdvATmR49kMfp+mUmJqfYGdtE23/FofzE1xaW2TDvcmh2QP8Z099ii//4WdJ75/men6C048+SNJVXL1zh2wywWajxKHDRxlL53ECH18FuI0mmpHYcxzvCwT78nd+wOF7j1Oc20fSy2BoGpLQuKjrOBPpZERoZSf77HIHRA0qBAYyqh0j/GQnwENUIy4mHrKZ20O0FiHZQXFJvARB0A0m0Vd3oI1ukdHdDpCMjatL+XaKh0IaBsLxOTI/z/3338+ffOVrFIvjWAKU44Hn4vkOrhIkk0nq7SYegqbrYusmUph4XoBt2+yur3H8+Axvvf0Djpy8h++/8l3u2T/Fa8+vk5GKW4u38HJ5yhvrbF69QDGV5Ot//qc4ps7a7RtYeoJqpYItFR4Kx3cRWghc1hbXQAVUlUvClwRK4JqClGeScAR1XJJGmlqpguu0qUuouwpLGOiJCWyvjBACwzARjoMQFsvXltDTFs32Bpgargr9h33fx18vI1sOGAJdSAzDoOqXcSVoAShTkJAWDgGeXyOrG/iBjm8atJtbVKvVUB+oFMr30NNpbi7dIV8cR9cVrUadQs7ixvo2LaeNSAqCtovbaPDBp59hpjDJV195ERUI7ESOluPhVmo0SiVurywxe+wQK899m8B3Ke9WqFcbaCa02jVSxTHayidl2fieg48iQIS5Pv2gByBjxjC9PdCv+hgNBPvXaiBCg7xQbdnzN43XH+QAR5XBd0VrezCLzijOLOx9x36BkCCUMe5HiE6u0yi+bvw9McvZrt2EovNsj1uUKhJLhi2Eet8ghqv693PXR6CncEWFpGonKpXo7FTVH041NifR+EepeKKBDQaP6M5n7FcQg2n0JAERR92NLNf3jeKGTf3c57CarD/PbNRWfBzR2lIjDHoE2kjOdrS0ZO/3DDcQIGRv3StlUK9W+cELL1KYnyRhSDZXV7jng49z7ZZE8+GdNy/w8x/5SdxmAx3FyZMnee21N2g5Acubq5AIYENySsvy6nMv8Ggjx7mVGzw0dpKvf/krnLj/fvw7q5w7f47Co/eRO7kfa2MHVMCL3/0bGknJyftOU6nu4GoaQpOkR8D4eHlfINivfOvP+ZjzFKcefgTbGKPZbBCkEuiBIhAeSoCmFIEMren6KenhsGJRZg8l/D6WUXSRWAyZxhd9EC3mgQ72vS+i50WXABylb/h/mHvvMDmqK+//U6lznpyVUUABJFAkiQxLMtgGbEwwNtjryDrsi43BXsd1Wpv12muMMWBsMJjF5CiQUM5ZGmk0o8mxZzp3dVd6/+jpmZ5RtyT293vehztPP9NVdevWvdX33HPO95x7jihKmIZ5QiNjE7swq0QhcY39XiKyIJI1csGnNdNEkmUMQ8cB6EYWRbQDIh2JFB6nC8EySRoZLIeCblhIAtidNmTJJBMZRBDA53KRiiUwjCyiriNpOsvnzOGlP/wJn89H69ot2BwKOw/vo9Lv5PlnnsQwDEwrF79TkiRkwyAlymhGLo1b2gLZ4UZVVRRRQhBldEtAsnnREclKIpmETtO8ecS0LCMjw3STZIokYhe8DJc50DJOnCMRXLqJwyMiSCIaKbx+F6IBmqkTT0ZRHHZEl4IgCKQlGVmwIYgWkqJgYiDpFqJNyeWFFEwymIg2GRkZh92OIhuYlo5HtGGMmhlskoSpG3g0g0WN8xiORokO92JkDcKZGFWhSvSMSDYFCgpJQ6A81MDKmqns2LiWeVVnctHCczna24vdbkOMZdAkG7H9B+nat4fymjIuP2cZ5kAvLjOE2+nCY5nMnT2V43t3YEgSiuKk2ufDLtnQLAOfYkfTdeySCHpusRElAcvKJzcvjMOb3/4yEXEZm5dFMrBgjYbIOwn8l5+fk+G+PDOcfE4AhILUaJPDBp7AaEcZTA6oyYdVnCh8jt1fkCg+/98oMLeM7SkX8nVHs3EJo163logpgJzXN4WJ+FIhk7XyMPto0PucejxqyinoU345yUPyhQJFfvzF2h8rBTGES6XVs2BCX3K/ZaEgnn+34wLDCXGOR2H2PIMs7JdYZHtPYSkE+yb/3vm283ZXyMXyLY3yTSylbL55SBzTQpNHBS81Q1VNHZdecTmv/uAb+Gu89LQO0LLnMMtWLGRwJM51TY0YRhzLphAsq6ayvIrDO/Zx66dvoePYUdoG2zjafpwBE/woGFNDLKo+i6999ev4ZRd94UHqbrmbbS++zjce/hHTFy2iIu5meCRK9dRGNm3ZTHdHJ21tbZRVVFHbWI8f10nH+KFgsNfeeDmZ8CCWFmFgGJoapyGYo9KhkIe88mroxEkMxaGlcWIxwRJGmS7jaMekyVJqQljC+D2Troy3P4aeWePRT4Tx/Xm547HOTbD95CHiwqgv+f7p5BwH8pNW100Umx1F03Jpl7QsatbAX1ZOOpXC67LjsNmJ6vHchNcsaioqeeeNV7EUCVGxIRq5FyqKIjann+PdA0h9YWx2mZFwF7JiJ55Kk7ZU3G43pmGhGyaK7MDpyHlPiqKIpmaxy3YwcgkUkulULrqKZSHoBorbSSabsxWalkCgsRHX9CZaDh/GUV7G1KXnEt3ZjCXoML0eGzbiW/ZQjoAl6JiyhOhQEEY0BNPMZcUAHA5HLmeooeGyK2CqCLKAaWawO+0AGNkMAhoiAk7Zjmnq6LqKJWQwrFyIQd2yyGRy2YnQDLAsJElE0zI5zdGysDAQdJNUIomCQm4/Zw6qTGfTmDaF2oWzcYkOHJpJ46zppIdTXP+Jj/P+W69T2VCDMTxCMpNEkO2khnoY6u1k1tRGju7ZizPoxmazYTNcJBMZREQcNgdJM4mlG4imlfMPGBW6TFMf7UNugR0P4Vli8cuXPH4qji/ep4QuC8oJx8VNd6P3G+Rtffl+jreZlx7N8XYAYZIrazHTTLG+nLKfYkFHhbzzV16APnEQJ2iZJUox7axwzTkV/Dm5FD6zGHpwOv05OWIx/pxSY5ncl5MJRpPHDUzwXD7d91eqT/n2TNPMCVGmhcfjAckiqxn4nS6CvgA90jAzZ8xH8ZWzZP4SnKrJ/g1bsRp9eEIhauwBdJdFwgWrLryQjic6GGkbZETVSJLl0huvZUosA7IdVZQYDieQ3XGClbVcvvxCEj2DVM8/g3Xr11GzYDaNjY0cP3oMUc5t24oMR6mp8p90rB+KSE4P/PD2h6rdToaHw1SGpjJzznySRgaRUW9OQLBykmV+K8Fk6bCwjE/y3IbuCZNFtHLENsq4RXE0BrCQ3y5tjTrD5iLYiIAkFHgaW1bBcT7CU26rgwAFHp25+/Kf/P2ikEsllndtl8jv+Rp3mc9PQFmWkWV5bMJrloUpCNgE0NGwiQoZTeP9o4fpWr8ep8tBRtexDJAQkSyRWCyGZmQwNQ0tq5PNZhAsCcuwSFoZTMVCdtnQtCyGDLqc67BbVhA0g6ymYxMVMHPh4gRLQDNVMHVEQcCwDAxGrwGWaKIaOumsQSKVQpMlBCQGNRXdaccVDBATBHSfCyFjoioSw5aJpIs0zphJcOo05LpaPDV1uKrqCTY2kTRNBI8PX1MjmsuF4K/AcHoxHF4SKKg2D4K3DNPhw3L6USUnmt2LZvcSt0CzOdEkJwlDRDU1NFkgnUqNarAChmlhmhbRrE7aFMkaJvHBIRyyHZfoIj4SR3H70IRccPR0Mk1fKsbB9iPMveFiGv1llHmUieK0AAAgAElEQVS9PPHuSzhmNvD3zWv4xhfu5fvPPcWRtMpMTwB/Ios3OoQtE0dVUxjROMnIMDNq6znWdhynaKO+tprpDQ0cbW9BVjWuvON2MhkTQRSRJEbhjZygOR7+LvcpXNjz3/OfQnvfmLw4emvhd6zRqE+ANQqTT76OlYufK4zWFUe/C6NaqChYYzQkjAqPwqjWmN9uKozSWb4vFhaF/g8TxzJOE5PHWMxRppDRTSyjAV/MnDZnmnnnqcJ2CoWVQv+N0hBnYb9OJbhM7mMpM1Op/5PvL3xfxZiWZeXfX6GT2EQtufTaWfzc5P5PPnc6MZEnz83JfSpsU1Yk7DY7ajJFOpqktfUYc2dN4fDhZhKiSs/gEDfffjezaqfzq4d+QiSdxC3b2PLXvxJLDvPo3x7nkjtvQ8DO/KUruOyq66h1hKjwhdjb3Ybld7N06nzskg1/VTlOUcGd0ti8fw+RoTBLFy/E43Gxv6edW669EVkQmT13DtVVNfjtbmRZQpDE75Ya64dCgz1/9UpcYYFA5RQsSyGRVEHOUb9gCeMefEA+1GExu0/++4lZQPLHE92iBGAykRaWUhLkxMk8SiiFdQriDBdvk3GvytE6kphb0ExhHN4xshqmMAq7iCLZTAZJEogn4zjdTnRdRxFzsVuTmoYXC7vHQyZrktJMZFNHMEE3cwnaBdlCyxoYkoFXVrDpOoosIaRTWKaIJEmkUxkESSSDBWIOqtUFA9MATc/m4CfRQBAFNHRkhx1ZllCzFrKikDJ1bB4bVZV1aJrGcCJBVs3S2FjOsiVng2TnlS2bkdMaliQTVZMkshl0JDoHEji8bkbiCeymgJbJ4lbsLFmwgMhImEgyhqe2mvBIFMnto6a8ktRgGE3TEYJB4sPDBINBLMsiraoAOOxONNPE5XKhAKlUCslhI5tKYldsZE2DrKoS9AcwkyOYgkJDZTUDrZVo6RS+xkZqPF5aDh7G7XaSziZxVIWY6nDxsZWf5b2Og3ToBmRTzF26nPOuvJpB0aAjGaOsso63XlnLTx+5HbG1nRozSXdkgCFBJJFSiasJFDXD0tkzaTl0FJtgYrfLDA0MYnP60LMahfaKnL0sN4c1TQPMMTgwF9bz1NrOqRbX0y2ltK5i8330GwWAZsl2S7U1eQEudW78/ETNfjymca4XYpHFvVjJw9yl6hRDz05W91TrTan2S4212D3j5/IhX0troYX1T9W/Uu/hZNrz6ZRiAookSWSzWXTdQMtkUSQZe8DDuatW8Lc//w67ZMfjlvC4AlQEfDiSJvNXLMbRUMlF564gtnsX27dv59bbPskDD3yby1Zewu033Irf6+TFfZv54YPf5cV3XmLGogWYGAhWFlEXwCnhbqph5cqVpF0C3/vG/TSWVbFVTtLkK8fpdNE5PMDipcvwOZy8/Lfnuebmm0qO7UPBYHfu3MaFUy+mrSXM5z57NSlDwBBSyIIw6t1rIAg5JpZ3exLFHOSUx/8nSr6TCX88RFkhLFQ4Fca+m1ZO5eTkBDw+qQTAAMkYq5uHicWC1ztuszBGPaFHI7PkQ0HmUTzAEnMaupbVcbkcaKaBmk4zY+4Z3P/gA1y+4CwWLjkbu8fHSDJFJBkFv4fZK5ezbd9uRJ+bWN8wPlHA0C0kQUJBRjIEBEnKjVVyofv8xE0DWZBRFAXFYSehazjdHvR0FpfDSdowyGhZbA4HmayGKMtIWTBsIllMMqaOjITDLiMJAjZRJpXNcDir4g/60X1+7IpE87G97Pv1TqqbplJ94UrKBCf9zhEyuptqwUnIF8QpOpEdDmKpNGUuL3bFQcTKks1mCNWWIaYSiLLElJqZJJNJNFGg+owqMqqKYFqUNUwhmUzm9vMCI5EIhkvG6/EzPBxBtMBT5iMSieCoqERxOrC0LKKhE02nUF0+3N4yDkZjEKogFArRHI4TsGxYs2dSf8YZzJk5DcvUaevu5Ff/eIFqXyXJqjLaBZOhfZ385c2vY/cKNPt9SPYAQnmQ1fd/ieVnz+InN19N9phIVcrJFJ+ITSnDKThI2e3skWD61BoES+SxRx/l19/9CbIs4fXaiaVzghZ5bcqCdDonQLhcrlE47fQY5JhLQgmb2uloOWPnKbCXjbc08Whs0RYm1bFywrM1bvYp1o+TjqWUWaeI+WiCsDz6EibnAirGfE7GPIppoMXeaSGEXGoMJ4NYJ2t6+e+TU/dNLCdqtsWeW/zeE8sHhb1Pt5Tqn67ryLKMrqu4XS7SiTR/fesF6nwVJIdjeL0+Lj23gip7gM1vvcRwJEYsmWTN/7zJ9IY60o110KXR1DiNe2xlrNm9jUPBSnYfaeaHP/guyWSSf1p9FaYkkBwKs2/HDuoDIXZlwkxrmsbC2bN594WX+fnTT9C+ex9nRocwdYupVQ10hQfwKA46Dx+lblrTScf3oWCwTUoNq6/4FKblJY6KKRkopiO3zYa8l5uIJOSizABgmQijKaDye9tEchCQJU6UhnL7s3K3ScaJP+gYSx7FsCbbgIoR0USIRspBamM9zU1uh2aRtAt4dIERm4nbEMlY4NIF0qJF0qvgT49uHzB0RFFG0LOodgFJkvBgQ9dMdvYdw+nx8vD3/pWXnnyS6776EGaZh6GWPnrjccr8PtSswcBQnHTCQE+rOHx+EqqGw+nGdNhRBQGXw05TfQNDQ2FEu41MPIwgQDKr41CcxE0DXTbJahkqAz68bg/R/m5cXjfxdBqX38NwNIbP5UAwNRTTJBDwE4sl8Pp9WIksg5KG3WnHo9vJ9KVxVbpoO3yIhXUNKCvP4d1n/kHt6gs5fuwIWF5sXieyZdDW3UxLV4RyWwUDJCgPNaB2HENzOclmI7iUIPa6EF67nehQAsnmxKGIaJLMTMlJ+3AYQQHF7iOpqFRIAnUVZbR2JpDFKIbhRiJOIBVAqnPR0SOQSsapyghkJJOg30vCyDKkJnC6LFTTRVpIEPP50CydlUuXIOoGLSPDRGPDNPjrueTmm+l4ZweSXcRTVsXht7YwkIwQ8FZy4FgCLdWOy+XBqfh58x8b+cOPfk0qeBRvUiUTi9Dd3YHNSiKpOgOJONOSaTRZwj0cZlqFB0OQ+OVfH+WWT9yMNaLj85aTUWN4PB4CFWXYvW4Gj/fglOyYGIiyjCiCYeTSbeW03FzSiHyRRrPV5CL8SJiGAKaQC+1njWvElmlhjkUdsiZs9cknXhNGEZhC+pDyTod57XbM0zaPMRe0M7aHtzCkaA44HmuxIMLTBJrN4bYT6LSwWMZEBpKDyEdpWcgLCKfnjDP2vEnHpeDNyX0qClsXeP8CjCeEH1cQRk+MvrlxrXTMrDzhFZRgysLYT1G0j6cSJk6mkRcrH1SDHWvbNLCEvNHNHJ174HC4iLT30NHcQuvRZnYNbWLOrNkk9o1w6Mggl9x9FR1P/YXkyACqaKOmwkXz3rW0HG7lznu+iiMNI343Pa3tPDL0DB+5+WP0dw3gDrkZivThtNy0bt9JZ28nM885k2nHNPoO7OP93Zvp7Rui+6kIVpdKr0tgxZnLGTnezZHD20lF97Fhy2ZmrryUszmn9Pj+Nyr9/9/lVz++08KczrKllyN5PYjy+KZooWA/Wz7Bc+54IgHlJWprFBPJu/7nr4/VLZDcJ0MeE3K8Tr52Ui22uEQoWqCLYNchgY4dEctpw8xqOJFQRQu3bMMUIKalcAk2EkaWtGHgE+zINoWkX+G6K69mRDEJSgp2l51HP/l5zrnrY7Ttb+Zvf32GP29YS63DzqGjLQhIVJZXY2omPo+XWCKOxxcgnU7jkHOwi83lJplJ4wp60QydRDKDkdWwdAPTyCBJEpF0GkGWyGaM3N7aUdd/QZbwub0Yho5ggWEYWAI4bHaGh0dy6dMMHVeFHz2a5NmHf8Jru95lONLNsjmLefr3f6bhE//E5jf3saChAU86jOqvJDkSR/U5UJIWA5aKzxdAjqUQ5Awj/SoOVxYhOINKt42+RBbTiuIUfBiyhizbONrSSoXPg5kVMTwWTn8FwaCLnqN9aDYJWyqBInrxepP4vdMYSXRgJbIk3U48iQTB6kai8QThgRh2u4mhC1T4Ajhr/EyrrGEwmySjZpnvdhNOpEkIAl4tzZGePqZXVrP3+GGau3ugo4Ne2cIrGDTYKomn4kQzEb7w2XtpSQzQ2FSPNRxj1aWrCTjsGGqSkChSGQiQjaZQdY1kVxsuNYNRPY/rb72Zx595lGXLL+RIay+yaaJpBlt37+RbD36Hnc0HGR4Ko2RN3F43akod298sCAKWYYzmthxf6CVJImeHtMhvzzEtPbdvOw81Fyz4hftk8zQkjNJYMfqaTAeT6fSEe0poz6OUdVL4+XSh22LnT8U8ivWrFLR6uvePXSt0dDwNpney91asnWKwa7G6hXVOxUhPB1L/oJpuTvaycun4RAksEQETWRYJDw/Sumcf/3jtZeaes5Cd6zdx1jlLeGHtW3zpE3expW0v8sAwqYE+hjJxduw9yLnnryQ80oPPU044onP9jTdzybRFJIcjSPOn8+pvH2XZRWczSIakJlEdKMPdN0xSi7On93BuS5fNRjBQwTlLV9C8fzcutxe5LEiZ7Kfr7Z2s2fgGcVeYQTVO46JlfP8LPyw56A+Fk9MfHvnXh269+V7c7hCWYMOwDERpPCH0OLwqjO8L40SGlj+bh62KMljGJ98JxFJwvtjiUGpCl5r0Jha20UDhdsWGU7GRkUEwTHRTQ9ZNUmmVmKZiiSIpTcdhgjkSp9zlI5PJ4K4M8Yef/pKa+lpEwyKRzXBu0wyeW/M6Dz30XfYeOoimW+ipBNFYFLvTgYWIYneQzWhkdYNoMkpazxBNJTBlkZ7BPuLpJOmMSjqdJhaLkUplSWdUZIcNUVHIpnUs3SLgD+KQbdgEEYckE3S4cQf82BUblmXhsCtYhkZtKITksOG32XE7ZWxOBacgMNLbRtOi6STbO0ke6WJu/XTwSTR3DBOKJgnKFuu37mdepZ13N+7HHB4hHuuj7VAbtQ6Z8GAn1YIbt2LS0tKOONRH9+AQcjyMYJjEO3uREkNk0hrTvSFQM8jpFI54jKHOdhpsDqzhERQzTi0y8XQUYShBSotjV0HPxFB0CyGZYDgaw2HPoKsWghkmHY1QVluHMdiOFfThzKjEhgdQJIv+tiPYHC5IDhKwO4hF+zCH4rhRMG06spVB0wUsl8SK+Uu47KMf4T/+7d+58eZbObBjL15vOTsPNvPyW+8i+H28sv597MEg3WqSbMiLo6aCXR19hOpriaaGiGSzlNXUEQwF8Pv9jMRivPPee3SODHPe+ecTtDnIZDO5aE/k0qsJ5qiT0ahHZj7CTg5SzgdrH53XQs7xbtwBsGDLmSAw4S9Pf0UWU1EQiy6yxehq8taUE+ueivkW1x4Ln3M654uVUmOYfK1Ue4XPKsp0hIkKQOGnlAPnyfpU7JnF3tkH6Wcpu+3Jxjz52aX6Ovm8NWqjF0ZjSdvtNsSsjmZqnHPuYv76zJ9x1JazY+06bG4nsWyGqtp6Vi9azqE9e3nnvfc4c/5CBrq6yThg7vyFuN0hosk0TtWiKzbMm2+8w1VXX8HWTW/S29vNiGbQ09XBGXU1bN74NklBxeX1crS1FRweIpE4dQ4v7+7ZyMrzzqepop49GzZx4Oh+wnqErGly2w230VA347tFB8aHhMG+se6Bh9a8+Ta6pjJ9ygJkyU52NHLLuEt9YYzPifAKjDPIsfMWBR9r/FOkjMM04+V0jP2nktby2UlUy0C0oCc8SCaTJallqJSdqIKJ4nbgE+25faZehTpBIS6rbO4+yKypUxjo7OT+n/+Ajt17GejtJ5s12NvVyf72NgyHnUTIhZxQqaysp6d3AJfLTzSjk8ho4PBgKTKCJWCTZdyKG8mSCJSVY3M4CXjd+Ox2gv4ALoeCTRIIuV2YGRW7U8LlcZBVI0hCBgkVLJXwUBfK8DCp/h7cmkq6rwM5PgzDfcjZOJlIL0I6ijIcQVJV6hfOZun8BUyffgbeWVOgNoCkBPHraQ6//jL2dIZ4byfprhYWVTaR7evlvLoAlZYLs7+ZMyocdK7fTL0H+o8fY67XgT3Vj95xiOpyBbWjl3NCUcyohhDeSlONQM+WVs52xKhWLNq37+Mcb5y2jn5CI92YWoahfftoKLfRsnsnl1U66e3uwN9/lNl6hvCeXTx4/ZW8+qcn+OrF5/PGX37LUo+P7nVr6XnjZT5/xVx++YOf8dI37+LF3z/Ml25YTfR4M2uffo35DY0093RTJ9vwuqqIpePIgpPWQ4d44dm/01BZxebXXufyi87n1f95iXs/cw+vvvgqO3ccYMH8c/jcXV+hvy9Ff9bBG9v3siOcIK7YqfRX8PTLb/L7vz7Lus3beH/rTg62tCK63QyMRHjs939g39atrFy+AsPQ0TJZrFGGaujaGDKTY64CiqKg68Zo3Npxb9piGXTywur4J/dniuPY4wRmaFlj7QkC4+fHaHecgeezwuTaGKO80bqnTjIwmR5LHY+No8SiX4zRFX0PJ1k/SgntxRh8XqApVSbvYz0ZY8s/o/BTqj+nKoVtnKyUEgwK2zjd5xaMBEHI5QaSgO0bNnKstYXaUBnr168lZajEzBTzF5xJ8+ZdDKhJ5i84iwvmLWHXnq2oosmieWcy1NlN3KWR1lU+9tFbqfUFcNYGqQn6aNuznxfXvkpaTzD7rIUoAzFSss6uXRsZHOkmnExxxqyFTG+aTV9nL+csXsiz//lLmqPNVDdO59jeZra+8h6eqkqWXHAJ9TUz2b5rLxdfeGlJBvuhCPbvCziZM6+Jd959iWRiJAcXCBKmkM/Eyik9fk+3nLAJm9IEUuw6nHyCF94jaya6NGqz9TmJSyYhpwdDAN00SLhATGYJ62m8ko1Kt5+1a9cy+6wFdIz0YXPb8Sg2mvft45X17yIZAlPrmzAEAVFQSEaTlDv9GIZBJp2iqaYWtyxRG/BT6fHgckjYJQstG0OUDCLJQQSHRTw2hEiG+FA3sp6k/eBO3JkExmAPIQxSXW140jGEwU5C2RTiQB8BTSWUVam3Sbj1FFMDbtx6mjMqg1TaRRrKfJQLJg1eBz5Jp8kfQs+obNq6hZ9//2f0DQ5zcN9BdCND6/4DzJZNzGSa7p5erllcS2/UoNY2iCCEsWfjhOQkWTVKma6Dw01ssB8xZnCkrZ8ZARtOwckiQaYsOcJI5whnVbpJdyTxDKaQEjH6BiJ4dRE9PUJ6JIYtHuF4Xw8Ndh1dTzDD5WJmdZCe9l7m11bQ39nNjf+0ksGuXvq6D3JGXSWPPv4Y37zmcl597lV+8427OPOMahotiafuv4dnnn6KX3z7K/zyp//B2TNCLJ4WIDbYy/xqBX1ERQ3HyQ4PkBoOUxby4PO7sZsWpLP87he/Yt+ebXz+7ruIDQ3S3tJKT3snTl+AGTNmsHTeHK6/fDXL5s+nTLbj87sIej0kkzGOtB5m+44dbN29i9buLiTdxNJ0/uWb38DhdiLbbQg2mVB5GSY5z25FUXJRrgyDSCTC8PBwjhFrWQpjY58Qechi3AZqjX8gZ/44kZmYRRfbyYHviy3Ck2kol2whH9P2FMyKE9eGyX4Sk+2hxei21LXJzz4VIyqlCZZ65uTxlGq/WN1inw8ypmL355GFfAD/Uu/7g35O1e/C4g35qKmv4yc/+CGaodPR3c0nrryGcGcXVdMaaaipo6mpiUce+yNb9uykduYUEpEoGV0jG08x1N7Na6+8TM9gLxvffZvdu7aC08DrkNFdHuzBAP3HWtm7fguHDjczFE8gOb2oWYPurn7KnQHi8Tg94W6mNlaQ0VQywMXXXYqvzMeiRYuIJoZZvHJB0TmQLx8KDfZoy7sP9fXGuXDVlcyadRZq1sASJERBArJI0mjeCCWb+yFEawy2Aop4ERefhPnzJScBBURp5aT1yW76eaIvnHjFoC5RFHEiMOySkNIGT214jTc2vs8c3FQtmcP2l17n3MvO5w//9mM+deet3HrP56ivrefWT9xKd2cXi2cv5FOfvI0XXn6Z559/Aa/gZCgdp6enC93UiQz0MbeyCr2rh5qQj+6D+6h2OzBjwwQlCyMyiNdKog90USMD/b00KBL+dAJ/NoU3lcBvpAkKJrVuO/ZUgjJFwGVlCMkWNZJJuWVQYVeolEXKFAdyNkO524FXsRFy20FL4nM5UEwTj1PBpRn4bAEUWaZ9ZIBAeS1zqmuYVV5GwmkxVbQhdnZw51kz+evjT/GH+79Mz1AHn/vUVTTW1LI4IHD9Fav423Nv8NC9n+J7T7zMipCLuXMqee/9A6z97bd4Z8f7/MslFzCzKYjZ28YDD93Nr379HJcucdHaliDdM8ztn1zFH//nfeZVOmiYUcm6LXt59ZHvsGb7Fr5w2QVctGAO7695j7OmV/D2e3tYUOWi2uPkHy+8xC+/9xX+6/dP8vOv38VwWmVZjcY1H/kI//3TB/jWV+/iK1/7HbOro7x7qIvX3lnHeWedwcuPvMA9N1zL22++T0WVys2XXc2rb77F4z95gPaWw7hVFaeV4nD3AGplGT7ThizbMG02kskU06Y0sWPfDoJ+F8fampntSzFV1uhvPkSDXyGYGUCO95OOpBHTGbwuO8GKSux2heRQPyvmz+XWm2+iZ3iAWCJFoCzE4YP7WDh/Hk/8+SkuWH0+kcFhqquqSagpgoEAkjSamk8UyZp6Dh4e0y7H42jnzDQUzG9hLFiDWSRxhWWeuKCO0aNojaWzQ8gzZIDRXQLC+DXT0nIatyAVaMETmVX+/+TFuxQjPpVWl2fqxdaRUzH3UzGS8ftz2nx+TMXaKBXVqZhAUXhtcpksrBR7HycTFkpp5KdilJO172LPGmuL3PotkotQZlgGgiQSHRwkkUpy+SduxJUBM5KgP9yLEY4TXDQTBYkD2/dz6023sKvtAN/51kM8859/RK8KEOvuYfaZS2jdf5wFS87lf/70GKqscWTPTuKpNOfdeAezKup494UX2HxwK+FohIHBflwVdfgDVazbsI7ErsO8vfNd5KBEqMzN3v1dXLz6CpauWsVZK1eh9KfZ+eo7vLLmeW6+5bMfbg22fyBGIFCJms6SHo7jsTnRJQFDBksQMEeTNFu6MGoEl8acM/IT8nQhiULGmP9fakLkmWdhnfz9hc+cnK4pf05SdQRRJKFnqKytZt2mDfTHotQEK/nefd9CPDbCC9s288or79KfjfAfv/8PzrhgJRtajnLP179J/VmLySoOVEugZaAbwSbjctpJ9/ehqBmine14BZNITxeVQS9qPIpsGthMDRs6ipGhyufEjkqZ34bbJSGQwYOOy8xS6bbjJYszm8Rm6HhlgaAEFQ4bPpcbj8eDw2UjKxvEhDS6XUDXddRMFEFX8TpsSIaBQ5FJpZIoHhk1FUVKGtgqKwhHh6mtCnDXPbeTFXS6RRWxKsQ//vEMq66/iH2bd/KFT3+K3z78EresXMy7L2/GHlEpC5bzsx/+kLuvu5ztuzr59EcvZMGqs+nYsoGvfOIS/vPxx1i9eAEvrjnIq395k8vPmcWrT+7j03deRvdImNXzp3DnjZdydOdhvnfvpVx47lkcXLeBX3/7Mzz1h7+yqM7BwUM96GmJxUvOZM07e7jt9psRRZhX5uam665k45q3+Mad1/P405uocEbpijj4y5+eIzgjyNOvH+Cu626k40iYmz92HeVzZvDzvzzPHfddy6EDMZaeUc2tq8/i9Wf+zI9uvY6B5Ahz7VXUewNkuwewBIg7DSKRYRySjfaDR1GiWVymytkzm1hWV01dLMx11eWcJ4n42ntZJHqY5/UwK+RmeshNvLcdJxoXnHce02bM4nvf/yEPP/wwjU3T+PtzL3D+ylXs2L6HCy+/lHB4mIqKMrp7OvF4PBxsPoxgk4mrqRz9WDlTRj5oRGFqp5NpmcXo41SaZX5r3UQNNp+KrjAYglTymScrpTTZYhpwsbrFaLkY8zkZYyqm7RZcLdrOZO3xVELB5PWp1PgLx3W6WuWpNNBi/S9sv7B/xcZY+NFHnfAEQRhHzQUBh9eL3e7EbsnUBMuZ2zST7v4h4m4FvSfKxrfXMWvKNKSgi/ppswgPRzEkC1dtiNuu/jhfvONOFCvD6y8+x2e++HmCkgtfmZ+aGfX89KHvUDG1inQmiyNUjmhByBfk6PEWVD1FqDxIecjPgaNH6R5Osm3zfqbXNfLM00+wp+sorR3trHnhFSRJIVhVc8L7nvA7lYI5/l+WPz/ybevI0HFMM8aKaauZP+8Kei0BBA3JsCMhIqKhawLIo4Q5GmkG4UQvuJJEaFkgjm/7yZexiVBYD07dXpFSOKliikFlys5wuZ1lF63i2tWX0dHaQcbQKJ82FS2jIwzFiScT2OwWaSHDcEYlPRjFLUpMD4WIxiOIgk5IkNEVkUQ2S6x3kPJQGVY6ic/nIamrGJKCqBmIuo4MqJqK3+8nGY9ilyUymQySzU48maYiGCCrqXgdIugaCjKGaUNwKQyODFHjD2ClNBSnCwcpRNlGJGUi2Z2k0hp2txuvV0FPRGkf6aGmvJYG1cLtcJKds5DD4STrDu0m4LbTfrCZ2z9xC8fjI8xpmsax7jZWL1lOjxKj5f0NhDfuZuXiOSjRDsoqFnJoz3a+84Ov8+APf8WP7/s8W5NJ4u+u4arLlvOt7/2GL951Nd/4wzucMbeMmQtX8Mpjz/Hi77/A7/++g/oqkXkrzuHX336Crz14G1uO9bF/0x6+8umbuekLD3LHZct4vzVG/NBBPv/gv/CLn/6O33z/Pna09dO1dzPX3PIx7vv8gzzw0D38833/xWVLp+CuKmPXuh389Pc/45/v/gE//unHeW9NGIUOLrhqNXd/7sf86ecPsGPvAQ4193D3Z27izi//iLmzp9EV7cRM6txwy81840cP8/EbrmXG/LN5/O/PEUZmzrxFbN6yDZz4OPYAACAASURBVBOLq664kvfWvoUgydx30xXM84oExASC3Y6ppnD4AnQcaSGTVknpOhXT52PzuHn0L89ypOU4/roZpE0Jb+MsfLXVJDJpvHaF4YEBDEVi1rQZ9Pb1cO6qlbjcXnqPHeXKiy+lPliVi4yW15zG8ntPDt4yUSM61fwvxsAm31dKa5pMRyCQJ8EJtDgp32mpvhXTQPNtn0zzyzOwUjGVT97nE8vJ1pHJDOlkmnapvhbTeIsdn4ohT27vdJ6dPy40M5SqX1hMaxSNNHQMw+CPT/6Zj996C263EzWRJFBeBrpGIjLCkV27aBkeYNfOvcyZfgYtRw8xfeFcls5YxKZXX+XZHc/irAlwlns2A91dRIMZapoaWFR3Jvv27kbwZekbjLD5lX0svmQVA13DVHn99A90MjwUJtQQxAq6OH/xKmKxBLOXnE3qSC/z5s7k768/j2VZ3PavX8fqT+HPehg41oZ7fgXLFl1Q8kV9KCDinW9tfKhpwXlkBB1BTpJMGAT9VQiWDpY86qBkIEk2rLH0E6VtpyedGGNiUh6iGpcAC+8qRXz58Ivj9+cdNE6U1rIyKIqDgWQU0evgzceexifIGIqMLIkc6W5nxEqhiBDp7UGNxJjhUGhwK3jQUMMjOC2Drs5WBMMimzWI9YVpqqgkNRwh5Pfj9bhRM1kEu4ipqpiZNF6HjF0WMMwMYOBx2nDYbciSRF11JVZaRbF0fLKEV1Hw2uwkk2m8/gCRWAK7pOB2SUiKiahmsMt2PN4yNM3CWxaiPGSjq3uY3uEIjRVeXMkh7rzlalRRZ0M0xnvHmrG1DeIcifHzJ3/FK2vfZN+GDSydP5ebPnYDezbsIKynmHf5RST7Ulxw9RU899zbfO3eO3ltwyaWL12ARw7x1Fv/w5U3XsMvv/8os+qdHO6O0ne8k6s/dxW+6TNZOHc6idgIgUyGs1ZfxBN/fJbFS1bwzKvvIwoaC85awpN/fpFMNoIs2Ni29wj/+pU7eWPPHpbNm02Z30VzVz8XLV3Igz/+C1XTm1h/6CDN7X3c8PHLeGf9Ju689y4OtHQRKLMxZdZ0nvvHG1x36cU89senqaj0su3wAJ3Nh/noJz/Cr/70PJYW5khPmmO9XVx73XW8ubOFy1auIDSlie2bm9EDNt7d0cqQmqC8sY7b776T5//yNDWVFcyZdwaLlpzDlq3bWDjvDPzGMJaZIWnpZIUMHslOmTeIXZaRJJF0pI/zz2zkkqULMQQHNsXOll27OXzgAGXl5XT0dJOSFar9ZXR19WBTbBw+eITjbcdpPriPimCImVOmY+g6sk3BME0kQRyjkVJa08k0q1PS34Q6xetNvlZqwS72mFJa5Qcp/1vBuhQqNrnN03lnxQSVYoLC6fT1dK+dLlMv9sxTCReliihJiIKAIokkYnGyWhZZkQiGQoiiwHB4kPe2bmTj7m2snL2IV156hS99635WLVnO+s0bqZxSx9Lly7G5FcKtBxAyGeZNn0ssaxLODNFQX8eaN95gJB0hG+ulT42yqnoJQ9kM37n/e1wwbxGb9u/leGsH55y3GFXPsuKsc/jVTx9GDvq58dpr0SJJ9uzYguR2UD9jJnafn1p/LfPqp/Krv/2Ryy+8vCRE/KHQYH/743usZZfdxY7m3QRDKp2HuplTfx419VPQZRnT0pElG8D43jsrb82YWE42SSzLmrD/LF9EJubMLJTUi8FIpyvdKVmTjCTTZ6T40W9/ztC+ZkSXA92u0DMSw58VSMkm6USchooyZFWj3EpgZhLYsgaSJZBMJ7GHPCTDERxuD7Isk8rq+LwBsNmIJOIkDA2bYCAl0lT5grgEE8syEJ0CDrcHzVQID0co8/sYHBzE7/ZgaFmSqQjIMv5AOSJeookECBKGnsVCxePzkNI1koZFw4wzaNl/gIClIdgFrl++kkULZtM+0IPh8PLbg0eJWhIDb29BSKdYsXAOPW3NqA0V3Pr5e2l94h/UTannmXfXkJFlbv/s53ji7VdZuXw5jpEsF197Kf9135f52pe+zB8eeZyb7/wkT/7kMeqrfTjrGji2bRt3fP0mNj63iYuuW8YeNYrzYBu33PAxvv7lr7JwZi1GTRUHN7bynT/+hi9/9t8IBhJcddUNPPWb5/nBg9ex9kAPXUdbuf2L3+T/fPFmvnDvvfzid39lQVOIs5ddz6uvvcCvHn2Yr/34J1x95kLsDVP4/nd/xPO//U/u/tIn+ei1H+ON7XsJH9nPHV99gGPtLSxeNZ+X/rGF7ZvX87Pf3M83P/sL/vzSf/Hv3/8Fhr+MeZdfxBM//in+6gqO9sdQwmEW3/QJ5k+p5YlH/osZjfU0VlYRHomwaW8zDo8DV6Cc2SE/31gxjXKXDUeZH8XKoKfDxHQLECn3OIgmsqRSFsmRKD7FgU1W6E6PIDscpLMCxzuGaB/Q2F9ZyZ7WY8QTCa6+aDVGJo3f6eZ733kQM62jadro3tgTTSilzhU7LnleMMdMOie7txgjLaTXYs8/HW3xdDXBQoi01DMmt/u/uTZ2bImYo1mNTvfdTq5TDDrPj+V0NNfTYfYna+f/a7EME8UuY2lZhnp6ePXlV2jvbGf/8WNkMhnqZTe630Hj7JkEwxnmr15JaMmZBGw++nfsJ51JEckkqJtWT8+GzcxubOC7LzxKbDBKfVmI4e4ujDo3yaEw555zNi37DjKrdhEbdm7nK9/9MWJrH4+++SJzl5yJK5rAV1XO488+xx2f+WeWLluJL5qheVcz25rXkfXbuO2LX6TWXYWYtuFzuHj6sd9zy+c+++HWYN9a86eHdGuEysoAAwNdVJa5mT11JYrNg6pncTjtaJqVy0KVl5zz+/GEE+0QJ5fYToRTREEoJUyP1ZnYxokQUzG4xCnbyJgmjoZK1q17j95DLcSyKWRDQDJFfBUVjEgakteN0R/B63Li8roxUzAUiVJWUY2e0plaVYcDGcEmY5PFUa9qA0GWkB02+gcHUVUdwRCwDAuPw4XT6UE1TVyeMvY1tyM7fWQNgWhCxenwk8qYaKKM4A4gestJWTbah4YRvF7643GWLFxOIpIhYmh0Dw0TKK/ELgk8dN8XCFRXMeecBazZ8B5VV66m1eHlb798ipA7gNHWgVez8Myexp6OFqx0ivnTZ/P2pjVceuFqBnoG6R2IcPE5S9n+/jaqnFW8t3sNvsaZ7Hx/I4uWL+VPzz/HiCQgllWxs7OVCz91Dds7h2k6M4jpruTpHS1Mv3Apjz/9Eu02J2nDTavkZOGqi2iPZNiYNpk2tYlth3cy558uJSHE2d7aRmDRKl7fvZ0Dfb1EZT8be/tZes31vHSwmaUfuZKsZvD4lg1cdP0l/PEf65AWTGGguYOdkQFMm8GhIZXZy84iGh1CKSsjRpoD/WHOW34BrYODqC4f9U1TePadtVx80yd55OnnaaytZv3a7YzYJP7lu99k60sb6eprY7ClFbdgEu7tpOVoM2cvOov2rkFsdgnR70awi8yZWY3hU4infSQiKl4zidvhwibbUBMCgiXjC3jwVQQ5EotwPJ1ENwUcHg+prEX7cBS1soaUJFFRX8uiRYs4sm8X6UiY+sYpzJs3Dz2dyygkAKJpYeS8+06Y74W21smMqBTtjdNNbuuNgFiUmSCYo1pzLuFFjhxHaTpnFOakBHoa5WSa7ekwjtMJYv/BOjSal1o8NYM73WuT65yM4X/Q9v63TPVU98mShKZnUWwyiiBgZrLU1tTw3qb1VNfXMj1UhRJ04wr50NNZDrQfoys8hEM1URSF2lA5tdMbqamtwyu76Ozs5fX338Ku6Nx7z700HzxMb6SfGdOmc+DgUYyUSiarMpQewe8vB8Fi047NHOpuZeGMOVT5K9h0YC/fe+AhZNNGU2UdluCk+cgOOvt7WLr6IiqcIUzLhgOJcocdb01lSQ32Q8FgH/7DVx4a6mrh0J52ptYv4r03n6czfIjN2zezaMH5aBbIgkVayqAYErIooZu5fXwCuf2mE6OLTWZ60qhZVUAUx4l1bMJNsu8Ug5xLnZtcCiHisGhwYKCDj91wA/F0AiOZRkyrmIZOJp3GSKawIeH3eBlJqBiyRNySiTucREWBxrkLSAgyGUuiP5kGwUE4ohJTTWyeCtp6hrBsLjyhWkynn6RiQwpWcCSZxKys4VBvlI60ScLmxPCG6MuCUFaD7vaTkh1Yig/D6Ue3exACQYRQkB5RwzNzKuuOHMI5YwrffuDrLFh4Jpd95BoSdpF4hZ8+S2FddwdX/vN93HD+LWx4ezuNYgpHfzuV9Y146qrZu3Mn2bjGvAVns33PFjwVlby27n36Ijo333wdr7z2Fo6BIewhCU1x0Lr5fZZecC2PvvJ3Viy/lLfWbuFj99xJZeU0du3ezUW338r3f/gbzl51Le+/u56DOzpZdP5qXnnxHe66/0t0tITZ0NrBRz9zN0889hw9WozbvvCv/PY/Hub8a67nL0+9yrqt67nsmtvZ9N4G7vyX+2npDqNqGksvvpZf/u6/mX72Ut5a8wavrd/LmcvO5sknHueOB37K+u1bmbf4MpT6etbu2MFH7/gy//7EIyg1Uzl0sINnN7/P3Esu4C9PvkC7kSWt6jzx7PPcfMcd/PaXP+S2++6js7mPTdveobqihpDDRB/qYWBgmM/cczt93X1s2LiJrKkhpAye/MkPePqPj5CaVotzzmKOqCatfg/7QjM4INezX/PRLdppkzx0qSIRwUdvVkb1lCEK5RhCiKjgQpg6h60ZjQqXQmXjbMLhCH3Ne/nMbbewae1m2o4cZfmylYhiLjG9bho5e9gHWHRLaV45GhDHhOF8QIuiWupkfisIE/bngkAuDR7kmXV+3+Sp7I3F+l3quJjgnC8n00ZP1V7xa1BqL2wp4eWEYuUzKp3euD4o5H06507X+axkW5aFIQpYhklaFGiqa0BBQs9kqKupwVcX4u0N7xIsD3D9TTex+toruHrBcrraO+geGaSsqYa9Rw4ykkxzRvVsQs4g3ceaqW2q5cCx40w7cy56JEKZL0g2AfZAgGQigeT1M2/mTPZv3UJGSxBw2LE31XHDlddzxozZRJNpfN4ACUUg2nyU/ckBPnf9J9jZcpS5c89E1EVsiIhlLmw2+4ebwb723C8fctsdzJg5l97+BHMWzEUdiSEJHubPXopumuh6FtEuIegCgmGCJOYS8RoGoiCPMdBxohwvE+ysRRjsB/FCHm/zRNvICQxYkmlYOIeNmzfhcNuJ9Q8xZ+5sjre1okXieF0OdMtAz2ZJplSqqyqIpdIkUwlmTJ1K6/Eemju7kfwBOiNxdJebfjWL6AsSt4CAl6gJquJETWnoHg94vEQQSFsSKdGBI1BOWhRxBEOogoS3sooRLYvucpAUTVRRYEQwkJwuhoeGmD+libMWzGXFyiU01JQT7e9BAp7687M0TZnOf/73I6y+4Sp+9s8P0H+kD1ONU6bIKLEI1dOn0NLXTUf/AKZucckVVzOUTGAZKpmsgi6IOBQJweNl67ZdfPSKy9m+azeRvj5irZ3MP28FzQcPM7dpJuGhYZoP7sRpd3Ls0H56u45jS4sMxgbxKSpDkQyzliykpaUbm9eLy1vDwe520qLAwP79eAJBIpksvft2Es5kiA5GCXrceBrr6G1vJ+OxkzV1oj29CF4PXS1HSBkGRiyOaco0zJhGoidMb2YYh2DS2t9DoCrA7vWHwCPT3tZF1rQzbeYUWg4fR5EFnD4nVsqkdkoNPSODVM6ZxUBbH8lYBC2V4ExZorm5Bb9m8qk7P8NgYojmY8fwhxo43taDJAt4JScaES48bzlSsJJt25qZu2A2ugXDSQtVENGdDoY0g85wnJQnQIcsMSQIeCvqiLtdGCEX7fEhomqc8lCQ8romDnf0ohk6Fy4/m5GhfjZv3U1KzXL77XeQiCeAXAaTQt437mAkjP4/NZ3kcrtOXNCLOeJMOBbGnagmC7mFWvCJMKh4AvMopl0X07on0/Lk/6Wcp4qNqdizTvWMk5XJ7ZRsXygNa59uKYZMTB5X4bNPt0z+PYo9I1fBRJBEJMPC4/MjiBKhmmp2vb8exWZj7/YtnLtqOftaDnP+OcvZsXM7B/Yd4K331rBi6RLWrnmDYDBAR0cXZy5ahs1pQ02NEFUz7NpzkIb6Bg7v3EF4cAB3qIKImqQ8UElaM3no/gfobe8kGoswMNTP/PPPY7Cth82btnHrRz+JpJvEtSRNgQre27udQCBIZV0t9WVVpBHIqCqGG5zih5zBHu956aHN73USHWhnas1UYt0mt376+9Q1LUSSTbKSgSXKGAhIpoGMgGEIiKKMaTIKMRkg6IwlZcUYPQ85iCkX4DznnPTB+ldsUTiZ7SV/7EtaDIQH+Pg/XYfNaWfzuvfRsin8bjfRgR6qQn7621rxIeCWoKP3OGX8X+beO7ru67rz/fz67/YKXHSwd7GpkKJIS7IkS5ZsK3J3yjhOMp54Eue9ZE3a5HnGzpu0N4kTO4ljx44T2+Ma9yLLtiyqUJQoSmIHARIkese9F7ffXz3zxwUIkARA2u+tt3TW+q0L/O6p+55z9t7fs8/eGl2mycTkKMnNG/Fcl2ogQD1oYpgGFXyMaIJstUIkmSA7VySZaKXu1dFNg6nxKVJNTYi6S011MOp1bK8Gtk06Gqfv3HlMYTM6fImulhbG+gfIpJoYfOUVdqzp5pnnn+Wu3fv46//6P0DW+NLnvoEvGTz93DGG+oYwy4KXvvVj2gJJKpeGaQsoVMtFzM0tzHiCDZ0bUaIhLMtjcniAja0eMoKe2SJhXyEtXGZGexnJFnm5t4fxqTy3HbyHeAis8SlalBBDk32sX9NF+dVTrO3OcOrMOVJVjaRucvGVoxy85/UUxqaJ6GUyvk7Ps0/R1B7EOzfBpWOH6V63hunTZ8gOXmDz9u0MHX6FO950CHyZuHDJbGnh2Be+yX179vDCS0fwsjnilsPI6ZMc3LaT4tQ47aEILYkMg88e5i2PPcKrX/s+1b4LJDJrmDr3Kq+/cy+XXz3CfevuZMvaDl565giPvOURglMF2mPNRPQIfd/6NNszUcb7Rji4Pc2Zniy337EVLaHzpW99h671QVrjab7znZ+wbedW5KJPSUg8/dwRtu3o4it//nkObdnK3MQFcmMzZAuz6Ficfuk4KB5Vq8pMsUTFdkHTmKkUyek6VkjHSWbQE03UahK2X6MlFkS3inj5PG9/9J3ctmcfb/uFx6jXLUzTvALTNiDaxnGMLDMfo7jxnRAeAh9pST5pHsJd+F8IjwWPFNJioNgrn2LBSHD+HuxSl4HLraclb1lg8ovC9M9uVLPiRj+fVmMqq11XWdgTbhaGXaxjwZvV0uf6gCKLyWfx/vBi+StowXVCiHSDtlZ+JGkBXRDXoQc3U+ZGjxA+niSDJ3CmZnnve94FJnzss//A7bftZ+PGjTTbKp/81D9R8Gwy4QD9vT1MjYyRbm3h1AsvMjk6QiaW5sUXX6DHnuHWfXtJKWF27r+THVtuYXZ0jNbWJlChpjkUa0Xsqsv4dBa3YnH50kWms5NU7CqbW9O8eu4Y+coUA+PnmXOytMab8dIR9kY7mSkX2Nu1iR9+/wfE1rQRiYZRLBtDD7y2Gey/ffGPPmxXNNZ1thBWOnnDG95D0a3hSQJF8pF0BVmT0HSff/7EP9CSihOMhtAVpQE9XRVEfeGsxF+4xXPlfWMRrHyec0Np65q8135eO7kdTYKgwVQhz5bbdvL9r/w7lelZhi4PYLs+maY05XIJFLAtD01XqNdc7FoJ2dSo+eCXKgTDMSq5AjHPxSqVCAc1nGoJzbOp5HMkQ1Fcr4rk2miORTCgUZueAtciUKiiKlDP5pGrFnapRFLxkKoVKJcJegI7P4chXAqTEyiazMvPv0h7c5qBkcu0JqOcPX2cTCpKqTCDpNSoyw6OX6KpI4FIxlAjMc6e6yMaS3Ly9GmqbgHNV0jHNB56aDfRpgQVxyOTDpNO6Eiaie3bpBMbCQc0RmZHmM3m2NDehCMqxCNhevtO0dXSwelzp+kIB5gYHCKUlHGdOpXCHKpU5czZYwjPpTg6zGhugGq2SLpZZ2IyR3cySiU7RnNTC0bFxpJK5MbGKQwOYXs1utA5/soRutvTnO85yZY13ZQrZQIGFK0SteIcQ6PDKK7LS68cQdJkZN+inh0npnv0Dl5gfVcbr7zyKjWmKJRmqOWK9J4/xcXeE1j1HFHJJxpLULQdIrEYl4bH6e85w70PbqNp/UYQBr5rM5arc3lsgk2b1mIrIRJBiWqpzh17tnDq/CvsumUvhmmSaeqgJd5MR1MbXe1rMY0g3W1dxFUdt1hC9TyUbIny+DSz4xM4lTKmoZIfGUSuVWiLx3jLGx6hs3MNGzZuIRqNosgSitaIsKOq6rJ3FhtxaBc3xsa5oVhhHflLNuWr73Qut3ZWgnZXY5wrCbnLCbor1b/w7tp6VtK2V+rDtXUul2/5tHADYbn9ZrWjqKVjXkqn1fq7cls3e01ntbw/b5IkCRUZz3UJ6RobNm7g//mLP6W3r5c/+9jHSKaakMt1ip7D3Y+8kUQgwKULF5iammFsJsfI5WF6LvRiGgHCTXG27NhAyLIZn5ngM//yaZ567kkyHc2cePUYP3nmaRzPJhIOk0m1kkinGLvUT/eaDnLZaTyrjlctMSdXuWX3VvrOnmR4YpCBUoGWjZvZ3NLF2rZ2Dj99mJdPHCfZ1cro4DCtZoxALLoig31NWBG/630bhVyo8cb7Xk+aDaw5+A5cC2x8TNWhKLk8e+wwkZCgI9WEWnfZuG0n9ZpAeCZCMgEXT/gIdBSpERR8IdbqQhJCoGogxLXh7K63FIblYZ3VFtPSOn3fx8Wjmgrwkb/6c/p+dIQNyQzn58Zwaw7V2Sy6roJXZ/vWLfT0nmPHjh2cOdnHls4mpgtzFC2PWCpFNlslE49TL08QS8Up5ssEAgGQBdm5PIYewZRVpJBJuVgk1pKgMjxOTZfYJEcpRlRKMznaMxkmszMUK3V2btmMbdtM5GYJyQaWVWXN1k2USzUuD4zSnEng1krkKyW27dhKoVChmC8TS8SpDk4jNUtY1RK+lCZoymBHMIJ5Sko7kWANoQZxanXuuWs9AS3Epad6UTZGmVbGydib2Lihm7NDRWJNJfKTdSojQ3gxHdk3qEzmkGJJcsODOEaARDrCdLkCwgItSOn8KOs3tnLxUpFb1nRQkopkIhqz9TCaYpG1iyRjQUpWnloR5jyZtWmDarlKIpRmfKZAKBFDUQWpkk9OWExZLkYY1mmNs3PDVYg4Jv2yRLNkYrsWo6Oj3L55E8Mzk3Sub6c0U8YPGzSHY+jVWUKGiRTLULQ9YpJEINbFdH2A27du5sJYBcstMdx3lh17DtFilJiYdZC9ObxEgmrZp5QdQLIszk4Y2OUy27tTmIZMV2snvmcR0h2KcxUCkTguXiMCji2QUZgqV1HCIaRamUhzJ+FIANUIo8sSqUiEsxcH+JP//hF8WUMID19uGC7JgIyC73qoqgpLHDwsTvrrPTY1Ml3vwUzgLcu0lh7DLGXi16YbMa2l9TYgbXHd++XqXGmtL0C/1/bnZ73De+0Yl+ZZjlk3hJblkyyrS/JdK0RcTdfFcV2vUS9+d/1vstK4lhvbzwoPXwv1r5QH5sEORUazfaZGR/jeV7/Ki+dP8rpH38jjP3iC33nP+wgkItTwiCoGpdkJPvTpv8OLJbg11c26DWvQ8KiUirz80ycgptNx2xaCRag6ZVQkXn7pVbZu3Iqr6dRqFfp6+tiyaydT/RdJtSaJhQzC6WYmL/QjrU3THIkSRuHypYuQaWXfbffhjwo27dqBnPCRcnP0z0yypnMDkXqAA2+8f0XivCY02O9++58+vKazg1RTC2FzLa0ta3FtGctQ8d06fgjKxTE8vw7FOUYGTxEPr0PXkg3QSYTwZRsZHUXyEb6KJDfcbwmpobHKKCgIhLzww89DVEsk8ZW01xtpswt5liYBeLpEUNOJt7Tw5De+R65UohZRsKfnUDQdz/JwcZjOZ0mEFKqlIsFggFhrmkujU8TCARzhYNgeoWiUZFRm9HIezRCkU0k0ZCr5Kq6k0hGLMVdz2NieRhUyhVIFJIc1kU5qho0eCRNOxsiWqwjFJZZpxnOqyIbGnO1SFzb1WoVZu4wiJBxPo+zK+K5LqVqnVnPJF0rYnosI68iKCYZKKNEMio6kB9E1Bc0MUisW0JQouinzwuFnUWoVbtm2jXse2Y6TrTKen+J8/xilusrg1CyV2TyRaIIzg2XmPANLBJiuC7pTJqrsUdUzeHoI3XPRPY/uSJCdB2/HnhggpEYox1sxJJuaHCWfL9IpK8w4Jdo3b8d0YsitTUizWbpibeQKBsm2DHYgTi6fZXs0zkylStO6TQTNIFZdkCvmiIoodTdAsKmdiNFEsVRie1sr+7a3kFGTjNRL2KFmzJCBr4QYHpohqCuczUrIdDJnhZGKM3Sko0zjUVSjjIxP0pGJwmiBPfu3Es9ksOQgOdeiLdSFK7XhKD4hOUyt7rBz1yaMgITsB8lOF5ny6hSlANmqzXSlxmyhTMWCWaEQCXlo8RBBNYSLRcWpMJEdo5yfY6C3l3/6539F0QO4koonJExZQpUW/P2CJDfMdxfg20XkZ2Vk5wocOA8FN+Df5dfSamvmWo3qZjTH5TTTm0GgbmYt3yjfz4J0rVz/AsS+3Bnoypr4dSbeV/ItrWcRal5oa2ldN2Nz8vOOa6HsjX7HhXyu7KN6IJtBRM2hPRzi8thlSr7H2tt28sb7H2JkeobiTI5KPstY/yWePPY8G/bs5uG9dzE2PkpsbSv7Nu3guZ88zazq4RfqdLY30XPyNJFYnHAshF2vYpWLWKUyUsDgwXvv56ljz7Gps4u5UpYTfb0cOnQ/+WwJXwvgZKsga9z1wH20RJt47vBT9F88w3MncQdQRQAAIABJREFUDnPspWd4y33386mv/S/e8roHSLa2v7Yh4iee+uyHb9m2g/EpQI0RTQewzSiO55LVbY48+33Onnuep771U9pjOoWZUR6895ewHBNf1vB9tzHBVB9F9RB4eL41L1UqyPjYXg1JaUDEQjAPH8sshbFgZWvBlc9Erk+SJDUuT/sgVTwSgRjv++AH+OOP/F988vOfJwh4hVk0VSGUTKGoGpvWb2D33r1ky3mqjkyxXCYYCJCMhWlKaMgUkePNhCJRDKlGrpTD1qMogRCyXUCWBMO5GZySQ9Wr4kd0okYI6lVqkori+FQKZXRNp1ZycRy5EZ6u6mPqIRLhGLqqYyoBWuPtzNUdkvEkhiKTikVpT8ZxqxVS0ThCjxMxfZSKT0KCiBkm0SyRq9XY357CCoaR1RKGsHjrA/chygXODU/R3RRj/MQIW/d3E2jfx8Xzg1hzFQ7c2sH+Vo9gbDdVN0JEK5NpbeWXN8i0dSQ4OjxLSAqRMHQeXJuiWhlmTSrI7l1NJFPNvFpyaIqGaevciVIpcteeGG0b9jJ6aRLfs2nXw6yJ13jDLbejBlsYzeYJKzqHbr+DOzpbSbal6Tk/QHMkTHRnG9VShV1rtyB3xkl7NhVnDsUp8IZH95BsbkbXAkTiMrJkIwcjRAIJDL3O1s07cEwNySxgJAQZUeDWjWmODBeRRIJUJo1SLZBQ5sisC7EmFeKFnnF2xnRQTOSyRlsKCtUiWzfFkLU0p18dYN3OToYn59izcxeXRy9jmEF0FVLROAFVwy7McejgbczVXTa0psjXdPbu28fUxAx/89H/ydve9xtMlYvUHBexEHJu3oBpYff9eTfTmym7HNy4GgNcDvpdXgu8sWHPclDozzLOlaDU1dpb3VjrSu9ZCda9NuvS8pJ0tVCxqIFK15Rf+v/1Hq8Wv1td87/ZvEvLrDYfrkU2FEnD9QWO5xGLRrg0MsyufQc4ffYsWjDAXKHMwYOvw5krk0wm6e+7wDeOH+aDH/xd7li3lXggiAiF8OMR3njgAYJeiI98+KOUp4o8/uOnyFfKnDl/iqnsFNs2ryWsaRBJcPiZZ2nLxNESGooCwVSENTv3s69zN888/lNKssXpU2cxa2HOvdLH5OQgll1kZHyAA3v2cOTVY8zVi5y/3MfDDzy2IoNVV/ri/88Uish0dDcTjSdp79zLUz/+Afe995cxLYsfPP4dek8/TXtYomNNnE1bt9LX7zM5NYERagEkUFRkRcF3KkgKuK6LZhjgLwQE99B1Hd9fOKxfgLyk+cl4vUMJuH4BLzDZG0lni/CHT8AMobo++UKJMydOs6lzHSf6B2jLJJnJl5iensVUFU6fvcjkxAR33LaL0dkaQ5cuk45EaEqnKM3liJs6AzmbgAmxZDOiXEKOppDwiaVVgnKckXKBzpYuap5E2XCIC4fmtI5TcJCFjWsJWtrbcMo+ASWM8CU2tLWSr9WZreRIhELUXJtMIkXJcvB9h4jq05EIomsy9WQYxxcEYxKGESIYiKDZJqUaxKUo3V1r8USJQrHO5o1bCSO4PFZj7aa9dEQztK41kNwwFwpFZsvDvP1ND1IvjXF2oI/mUBPTuTn27rkNuxIBKcxEqY+c5PDI/QdR7RR1kaX/9Elatx9g277NjI/mmOkdZd+O3Zi5GYQSQ1g6Wc/gdN8Eh+56EwWyGKKF8cvfZtDOY+lx1u+9hRgavf09tK5vZ3Bqlje+9X1Uc8PkvXGCWhhX10jFDOJahLXrQ8wWLM4PZnnd9hT1UIlAfS3bNtUoSTJRPcSAPIkaNOlWAyRbNuE4HsZUH2U3yqFDXbi2z8RMlZC6mfJ4D2vW7cTwdB64fwOTLx+nKZWk59wFHrprL5fG83S2tJMrusQTYZBryJpPseyjugHa4msYn+ghnGhispSlo3sjrq8xMpLnlkwLF/sHUM0Abc3dlOcsyl4F4TegX3neKEkwr7nOz9Vrg1osncsraXErnV1em651VLGS44obrafV+vCzHHXdTN7lnDUsN96bLf+z9WVlxnZt/sUQg9cLEIt0XvkMdbU+/rzHhze6b7z0b+H5yIqCK1xcSaJtw3pSmRZ2DV7i7jc9SDHXsHCv1OrUs2WeO/oc73z3u7DyRUI702yMR1Anp9izazeGrGMk0mQn81RyFZqbW7FUh22796BpCrW5KtOTM4zXHMLhMK2ZDIohY8biyNUqiVSc/ECW1lSK5IYE+dkJnGKW7/7gx/z67/wGp0+9TDrVwuULQyhBE7nuMTQ5uCotXhNnsL/+nzuEL+VJ65vp2PxO1kQinLb7+Mq/fJI9+zegWgV2b7+N2UGL2w69mXODFxl84RVu33eAOw7ej6k14/g6jlTHrksE1CD5uWkU1SMcMpEwEf580GlVmW91/uwFlgRxX35yLDcxrk/Xx9JUbI9a2EBTdLxSmYQepBbVkVT41j99gvf9x/cjglFOnDjBY+96B2HZ4ZFbt3GhIqO6NvVshWRTEt/PsWnDRs5ezJOMmMTDDtlsnmi6m0IxT0Aqk0gLnnx+nG1rtlMvFom3pvHrVVRTYtatE0+nUFwdz3YYm5qmtbUTyao0oqboJlVRJ6IKhKFQm6sTCurgWyiyycT0DMnObnr7Bzi0717yl/tpW9tKqTaBbdtEozp+DUIRl+FihCYRxI1C39QUiWCM0csnObh3C+vWRgg0refkd8Pc9fohLk+ZdMVdSq5EztLZHa0RNgNM1zIYepmBIniVGJnW58kXTJyghprYw9HP/5gDD7Tzt596kv/2m7/F7NwA6xMZhmoeNTeLInRaMx3E0j695/uRwjuJapM4DNOsRci7HjGnmZrkUpRrKHqM3jkNueBwZzDJsxdeItzWTquvYZFDCQUxmg2OHL/IA/c349QLzL7Uwpo9HoWCRaepUNRCBFPrCJdqTFYdWoIGlWaNC5dtbm+aYWB2hmjQZDIXY2j8PB/4hddRaVrLxNmTxNfspz0hUbcmGJ9wKdVkXnn5JR48tJa21hiTwzpVaYZySSKoN2MEZMq1SdLBAK4sc+Spl9h+xy4mSw5GzWK8orBt6wb6e8/zyCOPEDJTOG4dw9CwnGrDmMnXGnNd8q/zWHYzCM1yaeEccqX8y2mBN9qMV2Pc1zLA1fssuFaQ/lk12Zt5t7RfS8eweHa6aIS5cr3KCnTxr8t/vbc5+TqhaOm57dK03NXChfdLx7Hc+Jbr+2q/xXKKiSRJyEi4uPiyhCbJKJJOrVYD1+HFl4+RaGvnwC17KZYL/OsffYifDJ/gDz/+Vwy8cJ7W9RvpWtfNplAzjuvimAqSJGGPTfPCMz/ic9/8EgOlaTo729m4Zh3OeJaB0SFcu0pZONx6yy1c7r1AU0czk9UKCJukaTA0OkBLLErJq9La3kZ713paWrbxhZ/8kD/9/T8h7hqcevUcL75whJd7X+b4sYEVJ9JrQoOV1Rpu3aVrg8qRFz9EafNWjEwrb3vLAS4ODGJR4/z5c7SEujESdZSJAtt2dLJh+1rqssOPn/gCmzbsZt36bqKxNvKOzWhljKce/zodyTjvfdt/puop1A0F5cp88RHSPHMVypW+rCa1wnIM+HrGCvPhvgI6olbHx0IzNKq1GtQr1MIav/Hbv8dMdprqVJ7WRAv//sQTvPetD3PLLdvJTcwxeP4C61u7iHa14kpZpooV0mkDDJU5x0eNpJENjWhLE2Mli9mhPKWawkzZYvNGDV3P44oOfNdjg2pRsD0c2ceMhNiZ3kK5UCfR0kS9ZhOOp5nITWCEZAIRHeH4BJNBDFtCD8Uo1asYoTCbNm1CWHUEKnbJQVUT+KZPMBLDC+XQPI163UaJGFAqsyloYkke7c2d1FwVUW7G90pU/Sy2m8SLWEhhwdjlIlVMLsTXYLgaFTRCIkrVtHFnR9GUTdQkl5idpVSYZWZuAGF1sWdrGiHncGSXGdchpst0hFoZqmU51nOZgJrg3OAEsaYAIxcHMEwX3Rmj5knYlV7kgIbj2gR0E6GEKWRHeNl1efSth1BVn6gqoYkghGKEyPO2XU188cvP8+u/+A7W3qJwudBDvSBjdu3iD/7bX5JqbsfUDQxFp26XUFWf6VmF7v/jUdxKGV+k2Nqq8uz3+vjw+fNsPXSQB+7bx5e/+lWK2Tyd8Q52b+7GCkuEhMFwqY4aiBBKBwgZXSSMFpRsnWAgTqkuUZkaI7mpk2AqQltrhlp1gttedwjPDDI9Noy+pYugIRMKm1QqTiPCk6LheT7gNuayuH5jvWmEZtmN9HrjnQZytFx9Kwu1S+0iGnmuXmcLzHxRU1x8v3JbHkKsbPC02N7VzE8IcdUYFjXEleggXfW5FNaFRfqsLGBcTcNGvuX7vKjBLpZt5F+EhW/WAf9qhl43txeu/l5S5EYY0CXHbQJohP9WsF0PU7gYmo5Vq5NKJrF8BzyPQqGAourk5gocPfYiIUthtxnCsF2+e+S7fO+ZZ/jE//wYl86dYeBiH4NjYxTnCmy7ZRtxw8BwXc6MDTKXyxLUTHpGRnj7Q29lZniWY5dHePhNj/DCT54iW5ogE2ui6tWxZQXd9Th+4hiqfJmpnn7+7m/+nIunL3H/vY/RPzCC5i471CvpNcFgI2o3VanCXD5OR2QHMaOTC8emaM50Yk0NsvHALQwdH+DQIxv4+Kf+Oxua17Dn9jv49tM/ZHP3RvLSKN/7yVG2H1/Pgft+FXtNiKHcBG8++DDF/DhOdhol0Yolg1IPoKgqnuehqD4CB58GleR5ckgsMNzG5F12QxEySIuw2rUTVUgNeFqX560yPR/fkJGQ0GyYmM2hCgkjEqJeqOPpYMg6M9NzdLRlOHbyOAc2r6dUydHWkmBG0mlNxZAci6LjYpfqJCNRKnUPS+uiEg+zoWsCXZnD0DtxfYEUUJGFRN/ACKWihaSHcT2BVS5hGAa53PR8jE4Vq+jgiTkqJZtffs+7uXjuNMFQE9vXmmQSQaK6zre//gSPPLSVWCpEsT7JdHaOV89cJDebJxyK4tSqGAEwDxwg05Lk/Csn2bN9PVaxRBNhTv3o+2heju0PHmJDyxp6njvHbExnc1MXv/2h/0EqlWpslJ6C53lMTI7zRx/4BS4cC5DOdDNz4Sxtmx06I0Ge++qzvPM/vJneMz186kvf4a4D9/DgWw5y/PRx9r/+Lj78f/8uHZnNhMMwffkkqtqEnauiyxKyLFEoVPCB2VwWIQSZ5jSz1RKtepB/+Me/5S8+8meYiSgR1eBC7xCpjgyvXDjK5aOv8D3f5OH7DrK95Vbiu7r5L3/4f6LhMDo6jiY8WlqbuXh5nHTKQHMN/vmjH+cTf/OnDIyUyCSgKxxg+MwJ3v2fPkC1aPPC00+wfct+nj13jIhcZeu6JMe/+6+0ZH6Tb/zoefqn6zz97GHUlgThvIurmlTmJvnCJz7Ojz/zJba0buIrn/tf7Nl3gIuD44yPDdEdMelItPCPf/wnrL3jIA8++lhjnko+vpCQpauhxNWg4dWs6ldKN2Pksty6ulnIdzV4eDnr3cU8i9rlclrmcs3erEa/Giy8HD1WotHyY18dWbtR+Zu1IVlOw79ZxnqjuiVx9fGALMvIvodQZHxP4AR0YjWBFVBxh8uMjU5w98P3M1edIxwOYxVqaI6GHoqxc/1WTp8+TYdi8t1XnuD+t72FvsmL+G4dJR2m1VxP7MUIowMDxDdsZHomRyjTxr6d+5n2Lf781z7Nn77vNxksTdO+fi1nj7xI3rKIOBrjUwUefs/DZEcnyE2O41sGW+7azv4D+xmcHOBXfvW93LX1jZx66QQf/esPrzheeI0wWENRMCIp+vsvMDU1hePCtk2bOfrCGWShMjWSxTQ0vv61r7Dn9s0Usjme/OGP6G7ZQm70LGZLiqlsnXt3tZGrXWDqlTnWtLWSUJt58oUf8fr7H6ZaUogIE1+u4ro+iqbiuA0pT1alaxbJolhy9XxZepFcwHw0nqV3a1cyhrgy8SRp3sTYR0LgIXB9j6JTR40EGSsVyJcqtMsGyaiOoUGuMElNKHzmCz9G9SUq1SrbN62jLa0iFJfNt25F4na+9fmPse+2nURDcS4NTmFLI2iBAMdP9mBVHYJGBMuuYZo6vmi03ohQJhMOhFEkE90STE/PsGvvPianCxQqVVzH4+izR4kYBoovUa3WSKZaybR08dRzx0mmUph6AD0eY2xqiMuDAzg47Nx7K25lFkMzOfr0S7TqJtFIFEsSTM5Ms3vnRp584jDZ0gh1y6dWdZmdzjeCLyCIR1J8/csv8sjbb0e3c2zauhcRTdDWPMdPj36HbRs+yMz4GH//t7/Lpo3r+dhnv8jOzV382+c/h6amqNTq1Lwaii4QloepCSTHRZIEshlCEgJdU6jX6+RyOWxLo6T7zOVcjjx7nB8/8yTBkMG73vYOpqYL3Lrndl791gmCWYEIhXju1Rd4/PG/YzY7h2/o6IqOis/kyBR21UFEdbJT0+w6sIW//Mu/prljC2+8fzcT09OkzRCq7XLm/Dlc2+FSXy9qAk6ePMqb7v4twjXBPbcdIhaP8/hf/COdmXZEQCWp6TiGyWxAMJsv8uD9b0QpC3bfuZvjZ/u4576HyGWnGDzxPIlUit/4D7/I2kMPMprNITx/3q5pZaOf5TbhaxnxakxhcZovf567oHmuVMe1fbm2P0v7fTP+gRfqXCx/fd3XjnO5Pl+blgrWS5nGzTLM1ZjUja7O3MiIaCVB6Eaa+3L5lxO0VqP7ajT1PO+qdhzHQdFkhG0jqRqS5zI1PU3Oq+PO5vnhjx7n0MP3ooUC6I5Ebz3L2979TtKOQXM0wZSsc/jZZ9h9507OnnqFpkiUtkCUx7/6fcZHhlm3dTOVvh7K2RKvnO9h37330nOqh3X7dvMvf/dJJqtlDu3dz9PD54hJKvFAkEhQI9Oc4tTLpzB8QcA08SslhvoHuVSzmZqbJBJIY1pNdHe1s2vXrhVpAa8RK+JPfeI/fXjvbXfgiDqJZIzhoWHWdzTT29vPgYMH6LvQy7aN7cRDIVpiMTRFIjsxS3FiglDAI5xqI53ajh6QUWJVshdP0d7ajm+4uFoJlxIzgxOkoq14ShVVE7iuharqyLLSgI0WnItfuSgPyzPNhVPbRUbbKHe11eD15bjyvRCNKw2qJGMr4Dk+M3aRnp4z6LbF4cefZlMySVvG4GxvL9GOdspll/7B0StuI2uVCo889BZkX8O3VU72HsfPzdIWawO9iVfP9HDnnbtZs34DTz13nGA4heb5NMdjuJKHGQzgCYHt+GiaTsg0EJ4gapgMDwwhPIU1a9eTCUvovsNQzwUCwmL7pi7UVCvf/94TnOvpw/YEnuvjOHXqVoVQJEi5UOTi5QHyc0V27diKVbGRqhbhqMF0fpi1h3biKxLv/92/om9gkmhQprstQsyMEDcNooZGOhJCFS7CL/Hs6Uv88PDLvOHhO6n7Hi+/3EPC0Fi7pZu8Izh2/BJf+NdvMjQMfSeHSQYsdm7sYl06SEc6TEciSHs8TldTkFTSJJUIEYtKpGIakYAgGVEw5DrBiItTL9LUHOf06R6cus9EweWZZ17kfe99HzYaQ8+eQnFcNr9hP0/99Kdk0mk62ptoSkUIByEclJnLT1Kv1xFWDadqs3/PDgzdYHB0mtbWNMeOnuaeteu5bf8+esdGOTswzvjgEIrmEZYV7rrzAAlHYrxS5/c+8keUy4JYMEBLKkUYBUM3uTg0QHY6x2D/JW7dvotibpqaC9Hmtbiuzxc//xk6uzox60WccAahKriOgyJLiGWY59LPlTbvlRjj1e+uQXJukjFc+921WuhSRrlaPdeus6V1Nf6+ur2V+r5S/5Zb36ut+aXfrUa7lcZ1raBzZf9YRZC/Ge3/Zuj4/8Y+Z7m6FUlGIECWcFyHYChI1aqRDEcxAgbnz57l+LGj9Jw/x9Zd2znX20N7ezv902O0pDLkXYtffPQxBoeHCYfiXDhxmlQozFe++yX6By/iC0FENfjKv3+FHbv3cvc997Cuo5tnnnyaRHsbmhkiqYf4rx/6EOePvsKWu28n1zfC85O9ZJIpoorOHXfup14vMz0xRTIUpVKrEksksCwPFQVN1xkdn+DQwbsZGLjIrbftZM367R9ZkQ6vBSOnj//jATE57tB3fpR4OES9kuOeu2+l7mqcPtNLIt5EXcpRni3SabTjSoIL05ew5Qi+rLArmWH36x7ixHgP+WyO6vRZhKUx69p0JwPsv/0e2jruJB2+HV/VEBhIkorvO5gBFdu1ruvTzU6+1ZjpcpfYfXyk+XMgRXhUNQVsiQceuQ8jHaJjdg7TN4mnA3Sua+O2ex7G6M5gVVze/5sfYMemLVy6cB5NVnBdF9fx+JPf/z2eO/pDsudnOXjX6/BSAZ596SXmZnMUKmXqNZegaaJ4HsGAjm5quJ6gWneo1208z0HGx/V0FN1F10FxdHRdJZoI8tY3vZPvfuPfgSpvfNev8tyRpynniwwPj4Iu4+EjeYJwOMxMpUBI1rE8H0nIbF3bRVCT6ZBMZEXg2D4ThkJCZDg1dBwzrmGXfdR0CqdSw7FsAoEQQgiq9RpzlSwt8RjjY1nCYZn2zlaSVohNSoBN9+3hidMnmJtRiBgVciFBRAmRHZ6htXU9QSOKHKswPDBIUKTI5Ya4bf8+LlweIhiKIMsylwaHCAXDaIZJVNjMlWqYkQTJhGD88mWmcjXCmkFXRyduXGdH0SIWNPl2PUt7rJXpkWESiRghM4wmCc5f7Gfzhi5ePXeJhGHgui6P/cKb+Mb3v0+mrZ3syCCZcJr/eNcuNt12Kx//zvf45gsn2dHcwpve/ijHn3uRI5d6OZAKkZVNIk0G/ecm2HfgVl4+9iq7Nm6g92w/VkijrbWbz33p33jH2x/liU/9PWr7GubMJry6zdzcIO94x9t45m8/Sn3tLqLNLXiui+NYqIaO565+eHQjDXTlfMvbJCxX/mdhBkvruHZN3UzfF8uvxsCWh0KFEFc5tVha7tr+Lxficmn+5Wh6bVpK39UY9kr13AyUf7Na7HJlVqt/Vc0cCdt358fno6sap557nqnSHHcfvJMv/fNn+P7J59i9ZSuivYmtrV189mOf5OC738bBe15Pd1XFqdc4mR3BKlnsaOokPzrOkae/Rz0d4KeHn6KjuYWRkSG6X3cXyokhpuol7n7TG5gYGqK5u4NwOMqFl88SKDtsePNB6r0jHB3uYdaqoGcLqAEd13W5c/tWzpx4lY27t3L7vv186wvfwnI8lJhKMBmhqaMVfJdapcoXP/30ikT7/zgG08+XRmfm6O0fZHwsy84de7n/9Q9w7PhpZgt5QuFmnn7qJRQ9zuRMEbuqUMz7mKkmxrNFclM1mtqj5IvnKc/0Q7VGrLmJUCpMNChoTgUJG4Be5vDxLzA+2Y8iOxhawxOM43gNqPcqf5uwYI230rOQGl6hVl4810445Yorx/n3vkACvvzVr6DbLqFgBMtxcRwf27Z59M2Pcectd/FL7/11cASzkzmCahynroBqIJsq4xPDBIRKXSgUfcHpM+cYHx0FSUNBQcfDED6qKmGEDIpzBQpzOYTjossShiKRzjTR2t5GpqMN1dToWNNOqimF4zj8wyf+Hk2ViQSifOazn+bMmbPgCwxNRRGgCwnf9ghrJr4N4XCYWCyBrCoMDY4zOzuLVZhDs2oktQCnT58hrAcwkRFCImxESOhhWuMJUuEwUUMjGY0QD4eISUHi4QiGGiRsx8gNZvHqVeIBC13xsesO8YjKxk3NBINrEDShy2AqDqZWpSOVZtv6LaiSjq6ZFGsVUpkWOjIJYkGVZMjAlH0ipkq6KUY6kwBZIRaLoOsaOCEkTScRMFmT6URVTeq2x9buXezYvB1dFuiShu36hOJh0DXCwRCSgJBqEjACrF27lu71G+joaENRDHAdBKCosP/AnXhCIWQaTE2OcNf+fWQiTahCIRhtQnIUArqGXa2ytns9yaYUmdZmDEVunCejMFOpYuiB+flsIdH4DSamZ4gGEjQ3N1Ov16nX68iyjG3b163BlTS0pc+1G/BK+RYe3/evMsJZqoEtlFut/dX6cCN4+Ebr9mbyr6Td/zwa7Ep9WU2QWY7mK/V1JfreiAY3U/dKdFuJZis9Qkjouo6qqmiqTKUwRy1f5Jvf+DrVcglVl1E1n7liliPPPc3ZnrO0dLVRHB1nuKcXVxJUZJc9mQ4evedeYmtbOfSWhygXqqTCSXAE1WoV2ZBZ39GNGQpSci3au1sxFfCcKiPjl5kr5ZETAb79ta/z5e9+k+yFUfK5Mnff8wY2rNnMWx97B3ftP0RHWydClTny4vOEAiZCCDTVQJFU+s6f43L/APff+8CKcwpeIwyWgE57WzePPvogk1ND5Ctl4ukU4VSII0cu0Bxbzwsv9dGcaeWZw73s3H4rYwNZ7uzsZncqysXJAkMTgmhEQYnmEHNZIsEAoWCCk7Nz/PT0eb7ztX8l536ZifLn+dHRP+C5E3+B5faBMofwG5Zsi0kghAvXOKa+6sFF4NKw+PNvOBGv/O37jcN+RMOtnO+jyxJV38XwfCquhZlu5uL4NJ/95FcYK3lU52xy2TKm5yOcKikTdN/C1AP4luDwD55m4tQkblTjm0efpO/iMK3xVkKmhKZKDVeKgQQ+EAyHQTdoa+8i09yKJMuE4mE8v0YqbhLxNPau38b09DSxdBuBSIING7rQLI1ALcbG5iAt7QkCQRVcF12o6EIjKhsYQsLQZAKajiwJZEnQmW5MfE0OEEJFRmJr2CQQ1giZPprjEGpKk4glMfUAwUCAaDRKPB4nlkojxwNk4hHkoI8U1AgHFGRFx3ckZKNMukUiokYY7B8gKVdpjwVRXJvmZIhAUMXyChTKs8RSSSr1CtGgiaFAuVzG83w810VRNIKBMI5wMQI60XQaQZVIUiWq+ei6T7QGcUsgRAVJd9FLHoWRMtg9qhM7AAAgAElEQVQ+GoJQLIQtZGxZRZchHlQxRJ2gaTF5uZ/Lly4yNT6AIasIp0YCCNQqXDp7ilAkSN0qs3fnZo6/fJSAJKjlJ9CCOpptEbJ1wokmBnJzFGSXweFL6FEDVfOIuAJdCWCVLZAlhKRg+D5RRSOsm7izNTzHRde0hnYlrXzGdzMb6rWfq5Vb+H+B0f4sDG7F9bOEef88aSUGspo21sjjXfdcW99q7a0E796I6d1IMFiurdXGvHRc1/7986bVFJHl2nYcCx2ZoKqRLRV4/a37+e0PfoAvP/09aqUCZ8+f5O4tt7Au00qXFmZqaJCxyRHatq7jwg8OM1wc4w137OWZl4/yk2cOU1Jkjhx+gUAsTr5SIr2hmbPfPcwpb47H3v9env3qNynMzXCm9xXyly4z0N9LPqby3nf/Mp/63L+hFgRuVeaDH/gD7r3rQdav24GdFazLbGZ4appL4yMUnCLBliCyHiAYiFMYrbJv4yH++g8/uSptXhMM9tIz53CrVV7uv0CpNsXwRC8DWRu7H9ZvTdG6MYzju0wOz7LhzijP977A6/a+ie1vfidOa4Y9tz/EscsXMM0mrEqU/uE8/aN9jZh91TpWeRDMAm49xeEjjzN2oZ/hnrOElRiaE0KWdTwBFg512WUpiiSEwPNAlgwECkKSkBQF32tsVD4CXwHZd1EVcGhYxaksBBZoaMa+7+H788xYAdX3EZKEOu/NJRgOUfEkdM8HyQLLRfIdXL+Cq/iUhUAzg8i+h6sqoDVMyCXfQ5JtHMlCLVlEbQlJATWogyOhehKeXUNVPDQBIdkgYIao2y4luwIqKL6MKQXRdY267DKZK9PS3Ibs2biuy1yhhqZDReSQ9SReBTy3EUPUVCQ0CSRDo66oeJ5PTfbQHAndlZmzawRCYVzPwlc0HEUgjCCOGCckJdEdgVWZRUKHkMaM5WCXilhOHYSCV5HRFZeQrKKpHgEUQrpKVdFxinX0qoKbUjCa1pDWTUrVSWKaTnGmSF3AzESBaCTIVGGUVChCvVAlaOpEzSChUAjZ9UnU6iihMpYaJKybBFQXzQHNNqmqFqarUlUsJNXBESZ1z0QyBH5ERXZMJFTCZpBwJEM80I6seMjCxEYlSAjDcohpOgERxLBtZg2FnBBoZoSBC4OkPI+ALDF58SJ7Nm9BM1wogu7VUPU4lm9jVAUht0bGV6mFQqRjTSiujmNnkYSPNpcFxSfsg607OHKAsB7HEgVk2cbxy6AZ4Dd8F8uKixAODT+14sqn69pXQaWyLCN8icbUFQjPvcIsFz49z7vytxAenufAfNQdeT4azwJz8YUE8x6QfRY3XZ/G40ngSYB8tXYs04gZii+uPI37oov1gXzlnSQpjTb8lS1jZdlHkjwaV5acxliEf936l2XwhXLds9DOVYzNF1y5Y38NY1kQChbee97VV3YWfgdfqPhCBUnHFyqerzSihs0jPss9S2lwpT1PRviNu6FC8pEU8PHw8UAWeMJlwU8xNIyQGn1qtKP4MppQkD0JHIHiy0hCRnjM07XRtiRkZBQkIeMLBZcG7cX8nMGfH69w8R0bGQ3L0ajUJe69+3XMFnOUZYHsyDz26FuJhWIMDl4iW8nRsmkbv/b+3+eWO+4jY6Z5z9t+iT/7rT+kaX0HulIlotmcHx5kIpslFDIJKBqT4xJv/Z0P8se/9l9IaQnuvf8RNq3Zwa88+n4mp2z2330fOzq6Gbt0mlxxjtaODUyNDTN9qYeiW2Dnwe2MXTqNpkuULAgGYrTs3EZX9xZ2btiI7LrEY2FIGzz40OtX5W2vCSviX/mF9/DD4y/RFUxQLuTwRYTKhVnKm8P4XgeZ5Fo6ykmClse2tW1EY6088OivM1jJEXr9WpqjKg/f7+NVpnjy6R+zZc1aqladsbHL6ESIr0sQi4apTws2x97MyNxxYkGdU6e+SGvLLsKZfeiaieoZyAI8f2GTkVEVCUmRcfw6kiThuR6SoqCpMogG5Ou7PrKs4ro+siLjehayB7KmXyfFqZqCL0n4kgzCRSAQvk8wGGxoFvOTUVE0XM9FURRwHCThokgqqqKjKAqyLBMIBKjUihimimdZaJqKX6vhux6FXJ6gqaEoCgFDQ50XpYLBIO7EONFQej5QvYdnOaBLZLNZXCGYzk8S0AJMjk+AISPZHpavYBga41MTNLV24NqNvqly426xJRqbrCbLRKNhZAkcu048HkdzfRQhgyLjex4GEtg2hqyCHkALR4maJhVZpiWtE6qXCcYy2J7KXDSPSkMbViQJQ1XxPAfPVfAtB1PRiLdkyM+OoaLS1tbG5UvDRENhopkMhQKoqkw6pTKbzxKPBmnubuPS+T7CyST6vFDQ3dLNTLZASBK4jodfswkZDVhISI3LXNV6DdnzMUyZoC7hCxtd8fCsGq5VRVFNcG2cWoMRqJqCqioEAga6KhEwdGaARCLRsKgUHvvvuJ2z33wCwwyiySHOXR4lEopSlSa4e+NWnjx3kqCpseAfxXVtMpKOUq0i+wa1coXu7m5sv0EfFwVHyJiBAIFIlFKpRFhWEa6PI1wU30MWEsJf8EMs4fk0NkcPNM3A9QQo8zYDTiOkHBIoCObj1zVYoyQ1TP7mN2hZlvHceQbmy7iue0UIFcJDUbQrzHQBFQK5cb7pC1zRsHKWJQlXCFSp8Z0rfDwkPATCX9QIda9xrUaSFhjhvP25EPje/JWZeY9VzAf4QF48+vHmma8sYCEuiC8kFLE4HkmWEL5gqZBwJUlSQ7CYd86/8J0yzwyvJLHAVOeFcmnxneJJ832XAAXfl1Dw5rV+6cq4HHc+5CaLkKsnFs+GPc9d7PMVTdlFWeijEGiazILif+W3FzKeJ+brVefH4M7Tw1+kqyQhXO8K7RfeL6AhMgJPgCcchJAwlIVz9nlmL4FAQZEb0XM0BJFIhJ6Lp8jmplCDKrPZAl//9rfoamtlYGSUE73n+Nznvsbpnr7/Td17B0lyXWe+v3tvZlaWa2/He8wAgxlgCAIE6ECAFEFPSRStzGIlcUMrEwwpNkK7b3dD+/bthnZlQl5amSdDUQSNKNGTIEiCAGEJDOxgvOmemfa2bJpr3h83q3tASvwbryIyorurOqsqzT3nfN93vsP8/CKd66/n8anjbL1+mNOXL3D8iaf56tI6OyYmsEmHs4unKZdDdJDz0KP386ZbXsuxGw7we7/53/ix972HX/+N/8Dhw7ewdXycwOVMbg343iOf5pFnHmF0YoSP/cZ/JR4qc/rEcY7s2M7C9Czzq/P07dlBY3qFO99xF6vdBtftuY7/011jy803ULbrPzS2vSIC7IX5y5RklaeePsn77nkdy+0GW+66k+VL89xweC8xgpH+QVqLaxy6+VYuX5jm0tXLDOyQTKXnGBv/UU5OL/HUc0+wY/cke3dfx55DA5w+9z2ee+wSaWsbJ68uYYVkIJZE2+qstTq8eOIRsIqdI7cjhCOWCuc0QgiCKMZhsXlW3PgSBARRBHg1orUWKQVSqmIN8jeBEAIVQG7MZgZeXIjGGAzO53hSefUyCiH8awOlNhrYNy5uafziBoVZgPI8hhQIAWEYkoqsCOCSIC5Rq9UoB5Juq40u9qW1Bnwwr9UrBFFMnqQsNFegaBfqGxxECUmr1WDLxAQdp4kQlDJ/Y4VSMTQ0xNrKms92hZ/+UZIR1nrzgrSbUKOM0wad5YQCjCuydASBVGRpF4nFZDm60yLXKalt02ysUQsD8rSNUBU63RZxPEKIJA5CIgw6TSj19zPQ30964Qrp2ipRGOAyw/raGjrLsdqwtrqKsxm5ceS5D2hGZ5w6+SJ7d+zm0swMAEqGrCytkqcdljot+sa3oZsZtUoVFUgoFjKfAGkUgixp47AYnVOrxIwMDmBUiShUjAz3Y/UVRBwTBgFZxzvTBDjW2y3GmUCiKIUhp06eoFatAoLh7TuwK20GQsNpLEszM2StDoNO0VldZd+OHaAkQ2PDlMIIckluHH0Dg76isA5nBVpJhAyI4wpYSzdJMUKAk+Ak1llEFOCEwGiLBGwPzjWQ5xoK8xXjBPSEKb1F07qN69BXZm6jOu15exvn0LbYt3U+NCiBtj4QKKUwFjDa30vFWqCL95IIcmHJjUVbgwjUyypAAOVe3sPrnAPlA6r7vtf2Kk1Z6CwcDpO/nCfufYZA+ms1CIJi5rRDXEMDbXLARVVazLT9l2BrX+Ftip+kdC+r3GXxXrLYd57niCwvPvO/JAKTIAu42Qpkcc9twNDOIlAeD3AOLXyF6ZwDI3DFz8IWa9jG/sXGMRPefQQjvepXOZ/0mCJQq14yYh1BgTSY4lzkxh/fqMgIhfRHWwCIElp3/D4CxdPPHOePf/e32LN/DwsLcyAsM4vzlEshlVqZ7dUqv/V7v8vHfu0/sm3LGr/5P3+LqrIYFeNcyOmzF1ifXedt73s39vQUp9bOQEkxFEe88MKz3HrDUT718Y+T6ZS//9QnePNdb2Alg0vnpzh35gXees9BTr94ij37dnNqaQntoBSUePyJJxm/s4+Xzpxjz65dLM/Mc/er38T06XP82C/9HJcee5KBkWFGhyaoj9V/4Jxf+3hFBNgnzl/gtUdfT1NVeO7x73Hg5r188+L9vGHnDcyvPUan2SJIdnD7m17PenOFq5euMHz0WVbPrDIzM80Xr/wtW7du5fWvv5eBwRIvPvxlZk7MMDXd5R13fxhtJUEFps8cJ+lcJg52EiqHEjvZuesNGEIWllvUKyFSWZwV5B1NXAKlJGFQoZvmWCDJ2/4CQXnBkrBIB7GUhHGIKW4aYwxSbWa2vWBpjEGGEmusv6MlGxmmlBKMRSEJgohGJ6WTa0rW33hRAIFyCAzKWaT1F3+AI8MRKoFJMoIwIs8SAhP4SkoqhHOUlMRmOXk3xWpDq9sAYTHaMNDfT6VaxQmBNA4dhJTLZTLdhdyidU4gQRnH6voaWZZ4iDVLyHRGKY4xAsphRKVcxq7lVMolqrUKZQeulZAbTRCWcZmhEpbohI5ODn1DNaxrs21yiDzt0gfYIKc6EFCrVBmq1/28RhEQlAJKUYTJNQSKwaEhXK1MOSgRiRKrczOYPKOkJAbHjj07kM6hzTqr+RkCoL9eZcvkMInJuHxmiqTdYaJaZdtwjWa7QlsI6nGFwEQIo1GhI3AOk2UEDpw29NVKiHJMHIHOUtKkQ2JSokCRdLo4YwkFJO0WUhtedfgQu3fs4fzMLNp5AdvFC2f4Nx95P7/4n3+HtBKx2s0IEsVkpc7jDkZrVTJrWDUdxrIMHRhCHTMSlIj6asxOLbLWbDE4MEy35SmCZtYliVKqUUypUqbTatK6PEd921Y6SUbocoQQaJMBgkBF/netkQqcLYKkEaR5RhiGUEyjSjOzAdf6wLYZUKSjgFyvTSYFgVBF4BV0895kK0AIcivACbQugokUHt0p0k5BD1aWqNwHlCDYVOnmRVCXohdAPBrkn+9Nl5FFRVvAsRtOUz24VSJlWAQzT+lofLKSZQ4pjU+er9kXgLACJ8C5a0WL3yeKcptwLcYHtEB4y1ZbvF4J5avZoopEREhxTf+p8PvrBeVrH0JKD2lfU1Xii3Sckz54OlCyGPAgKFrwbVGVgww8/OwrTb8WhSrwqENxeg0OrR2CYAOB8EmBIEu91aZUEuvACYdAkppNUwlXXCci61CtK9I8RwvLjr3bue6mG7l0/hwBjmanTVQNmZqaYnh4mOZ6i04740/+9A/4wIfv5aM/+2+ZO3+B751+nqM3vI7atnEq1TXe9os/Rfalp/j48YdIuiHXRcMEZcP6aouB/lGeWX8aEQm2BRGNxgr//b/9Jg8/8Bhf+PxfsbBg0EsdiCR33vkjxH013v3bv49Y7DC850mePf4E1ThianGOHVEf/+U/fYxWe40bD+znzNe/SDkr8w4+8q/GtlcEB0s34o/+4jN87QvfJeyPmF65xM6xOkEFrszNsrK0yvZt+9gyuZvHn3qGPNecOnWS5558jsCWkLZNZCV33vl6nnn+O5w9+zTHH3mRd7/nXvZcd4yF2ZDu+hhrjWGi6iQHDuwiUjkTk0dpd2sY3aQUSwgiMuOhKCF9Bt7uJjTaDZIkIc8zkiRDa0uapuR5TiBkkekWUIn0PJDAt9FkWUaWFdVlEBBFkedxhSDX2ottioxVKdGb/OUPS5LT6WZ0c0NmfKYu8Tepp7b8YhdIhUKAdSgpiSIvJoqjgFApQiU3TnSe+/cyxpDnuQ+SQlCNyz5wGUO1WqVcLiOlLBZYf5OXwojt27bQ7Xb9d8ZXz6VAgXPoborVmjxJNyqcNE19pcOmylE56DSaBEISKYkwGaXAsbi4jHABOtWEKiJpdQmK/s1AKbCOUAXkeY4MFEEUYiRkWUan1WD68iV2796NKiD8bZMTZEmb02dOoqTE5pqtW7fiDFyZvszMzBWUEmRZSrlc5urUJZaXlxkZHfXn1hVuM8Jhc43NclQBi3W7XUqlkCzLMFZjrWFoaAil1AbC0G13qJRLkBtGhwepl8sFZCloNpt0Oh0ipcBqhIOoHCOUYnBsGKugXK8xtGUc4pD15RUOHz5MOQy55ZZXedjcGqzJqZcrmDzD6rxYvH1wKZVC0JotW/w5S3NNZqxfUAlwVpBpU0B7kGaWbpqRZDlIH0SNMRscnys2oQJkEG5sSIWRksw5MqPJrSG3HqnRzm6gNlmWYS1o681NQOKEwhSGKxs8rDEblWWPQ7WCIgBLrJA4qdAWnFBYJMYJcuPQ2qK1JdOGNNf+O2tDbopqWIM2Am0c1jmsA+N8lWyMIbc9tEriLFjj0MZuHCPjQFuHtg5j3L/Igfb4yY0g5QQOgXX4fVm3Iaw02v7App1DO0du7camjSXX5mVbpnOyXKONf36Dnrb+Z0NPgmmKzf3gZu0G8tTj4S0+kfI7E2B8QtF7A2v857eux8Nufh9n/fsbu3lsrYcvqJUrHP/ek3z205/i4tQFrs7OsNpssbS6Qp6k1KoVtoxPcOONNzBzeRohc6phzne++Xn+x//6T7T1Ks89/wTNtVlm5i/w0kvP4iqCj//hH/KJr3+Bg9sOc9MNr+Udb38/kwOjTJ27xHcffRypShjreOL480it+X8/+w+M7z/A3/zV57jznR+kElXpLK4wvnUb33niaWbm1/jKQ4+y3Mn5wPt+hlo8RApE5RJ5S2OCCkEj5Zb9h3j+1FM/NLS9IipYnaW851338PWvfYehHcNUqnWurMywrT7GJ19YZe+uXYy4YSqVIRqdNjsm9nJp/goHK+OUZZ2wmvDSY8d57NSLzF7+FsduezXv/JUP8/GnT3JTf5lAVKiGW3nDsRXknnuYe/wRdo7dTH1PRDa4zOUzZ9i+9QDr+TBKKUrOkuqcshLs3rad+ZlZZE2Rmy71qIotWeqmhBE5S+0M8oT+/lEWlhYxAqwUjPYPYk1GRoZziqyd0tdfY3F+iVaaMtQ3SFwqsb7eIK7ETE9fRWgwzlCWjrAIyMaGrK23aK8nBAKcs34UXhgiilaNuBLR1sa7QxUZb1wuEYYhnU4LJQIMOSApVcpenBTHxJUyayurnufFt3Y4BOura7RbXQYHhhkfH6RxZR7RbGOcYCCK2TEyxuL8Ik46dOoTjhCDMgoRhVhtiGWANgYRCoZGBqGTE8iQPM2w2mDaCUILrNMICXmesnPLbl5qnKYcSLTuUhkYQwhBf1in206olxU2Fb5SRhEWC2qgUyrVmMhFLC6skjXaxGHE2uoq20YryN07WV0MyLGkrS4AgwN9LKwsU69XWZpfot1ZJxIlstCxtLRKnwuJ45DI+N5R2+mSVALqTvnpTWGF6fllykFEmnYZmxhlpW2Iy378VdJuoKplslYHkzW4MHWJqYF51psr7Nu3nW6e0xeHDPfXsCYlEJq8mxMPVukHchMwVIlwTpAnOfFoje89+CiHdk3yxfu/zGsO7eFK0iFZ7zIyMkDWWKEsLJlOqVKhFNToq9bIuy2fFBKQ5Y64HCKrZZy1pEmC1hqle45kykOD2mKMIwgi8jxFEZLYDoQK6SBLskKE5Cs6g/GJiANrMmq1GlmWEQQB2hqU8nyswWsYAqUgN4WYSGCd6ZG6GOcIlUIXFafucanOV36iEFkppQilROe5T26dw5icIIh8MCsgca/4dQQiQGtNUEC1xuQEkeeEvW9YL5ALktzTRM5Y7ykOiNCLha51IzLGv070KB0BCD+qsqhzN7hdWdAMee4h8kCqgoffXAd71bGWwcvac3x1aV72Gv93n3C7l7UXgnQSg96Az4301IBjs99/g35yuYfr0RvvZ4uqeEPsJXrfpodMOA9FC4G2OaVSGWtAFJSVyS1WZzijqQ0N0kkyknaDyKyTZx0G+ypMTZ8lyTOef/EkBJa11Q59ff1UXMjVK5f42Xt/Eu00Fy6fZvfRnXTaho/+1E+w1m1Q2zrC6257PZ+57x857jLGunVmVzp86Cc+yvj4OEeOXE+9X/FXv/3HXGquc+ToIebnp9m+ZyuthXnmXJdGHPDHf/kP3P1TP8b5x59mR7bAC5dO8iv/4VdIlOC1P/Furpy4xJ6DR7j3l3+V41PP88bX30Xj9z7Oq957D5UzJ/mbv/8k1iY/NLa9IirYKxeW6M7NsGPvELKraC6vYkWZf/76A0TlQbpJwmqyRq5TAtOl3bxKtRzynQcexGrHi5cex4QrvPrIq2ktpYi+qzz8wj9SUhmr7QVec+dNDG2p0De+nYnx3RgdcNNNd6HdNDPzD9PfF+B0h0iEdLspwhpG+/uxzjAzN8PkSB+VUFIKI6TTCC1Z7iyxttagFFf8dJI0Y9+O7WhtQYToLCNJM9JWRl+1hlQR0xevMD4+6hce40gzg7Ugg4gkz8h0jnaWNMuQgcJZQZrmBGEJ0VMsI5AOhHPYgs8yTuKkv/nDMCRNUyYmJgCIomiDH8qSFIzFOj++TylFrVZDKUW1WmZxcR5jNOPj46hA0Ndfpbm27ivwgltrNBosLy9TLpcx2icB3mPUkWoPP9arVaJyBakCqqUyly5dIstSjEmRwuCEIwwDjNP+M6OYHNvKynqbwdFxQhUx0DdAbiT1vipCuoKX9hCkQpFlCZ1mFyVDsrzD3Owia+1VwpImUGXa7SalimB5vclao0Wnu04cR6S5IU1TynEVk2Z0dYYNJJUgIggiqqWyr8LzjLwQ5li8elZZMM7z2NVqnbGxMaQMUFayMD9PEIYsLy8zUO8j1zkBgghJXylGWEe/iCmrEghLICJKUZ3z56coRzElQozT1JwidYayCqmGJVw3I3KSfmPJTUa1XsOFiiiKSXROnufEcYwlABNghKRjMihBqVIiTzwfnejMq3PxKEaz2SRLsg1uuadqNcZ45CX1+zbGkRvtj4E2RUXrsNqA9VaboVS+2kd4cZ72VYsxvsrLdI62pqhuLVmu6WYZ3SQlSVOMBY3wLmXWkBuDsfi/O1tUwRpjPFLQ+zlN001tQSFoyrXGGIvOrQ/q2mG0I9Oa3BhyZ8mdJbOObpqT6aL6s75q1FoXRVtP1exwSqB1vtEJYIwurmcPeasgRIUBokA3vr9/1jmHkxLD5vexOITyfOq1W08Q9vJ2ILuBkPUq+14AtrBxznrnxsmX9+VuoAFGbiiLnVXgAnpQ+bXnS1tH7txG1Z9qR6pdwYdvHheNJYhC8jwnzbpk2hvXeI43pVKRnDr9AlNXziJqirY2PPfU81y4PMNXPvd51mfmKfeXObBvDx/48Af4pV/6BeZXlhjsHyFZa9Feb9A1joXFNSrlOh+69+c4dPhmJse3kXdT9uzdzf69+zGrmqWL8+w5dB3X943yl5/6W5598ThhFNM/UCe3CXEloNFosHV4G7u27qJSL9NorvD808/wU/f8KO21dV5z9xvJWi1e+NbDiEDx1rvfTBSXuf66Q9x+82tgaIC7776bV736Fj7zyU8RVuvc/oa7f2hse0VUsEF/mU9/9QSlsmHu5EVefeuNiErKiulw8y3bqZYG+Ox3PsMd7iLXHb2JteUG8y8+iupv8+Bz/8gd7znI1XPTnD71WfbtCqlyB6pqWHr+QebyIWorTzE8WqGUBqw+fD9D/eN84pN/yaI2lPsjDgy0GR/Ywt5bB+lGikaqGBgsI90y3axLVZXpdFKcrBDaDi4NaMuAMM/9SLdMgW0T546wWkKGdYRukSlHnJRRxtDs5FRVBZu3cUbTaGukMCBCTKYZGR3FSUGpHEMYkDuLSbr0hTU6eQeVG0Qp9ApXa8mSLsoVSkACrJTEYQhJiggU01evUFfSVxdCbQg1lASTpSTdFsbC2toaaZay1mwwMDTI+lqLbnsJnGZtdRkVh3TabSSSwAmUzbFZQKqtrwa0D+rOOZK8Q1Qq02m0qFRGSIggd0RBCUQhiDCGLgaTJlhinIaomMITVPpYXpuhmiaEQuBqfdh8ChUpSoGv3vM8oxLVQAnKVJFmhTvvvoMXnruIFR2qEyO80M0RErZuG+HsuTniuA81lCFlgipXecsdR3nmsSfZt2c/l2YfR2vNvu07WO0bIGmvsP3AjRy/cBJGhsEKEuEIjKNsHS3XJbYlhHBkzpBpCLVhpH+YVhkG6n0IY7EIIkrUnODNx45waW2JJKqADKipAFqGelTjsbPnGR4YJezkNFaWCcoxdRvTtBm74yqiFFLRObePD7O8MsPrxrfRHp6jMljBpCnZegtZjVlvrFJZW6dV0vSFA6ysraPCiFa7C11NIwaHpdRJSVNPuEkR4DLfqmGKoBISoFxA2s02Wlac8hqCOAiRFnKTI5Qk0w6RZ4SF1kBah5UCo9OCAtlc8L0YSCGEJSuqsA11qtk0vnBSkF8zCUYFntvzYimLxGGd9SphB1iLwleTnjoIAFPwo4X4x/kqz0lBluUvayvqXbta6w0kpze551rxkBLmBwJnqCK0dmQ62YT5g4CeXEqpcEI47JwAACAASURBVMOWUruCnw682CrJrvU7vyYg9upp5xA9rtsKn7jjxWG9boYf8EB2DrQGmb9MIOWTY4srpvT0+Fete61G3zesRPB9/y82BFSbojH/tyTThKHConGZoaQCsJovfeHv6HabdKVlemmZt7z/vdyy51be/aMfJOkvcfILX+DE88dxkeXC2Sn27jvCo196iMM338aW/hEe+M7nKI2XmaiPQgKzrau8aOuElQF2jPRx/vSzHDtyI695yzuo/egAf/Znf45dW+F///VfsNSZZbmzjsshiCRj44MsLHZ53Wvu4tEvfoPP/dkf0HjrGVwcsnPHDl736oMc/cynuO93/pC+iSGWA8GOT5S4b+US1+/cyoUXX+TY3fcgp67y7U98jhf/4rf58Xe+mW9+7SucTX54P/YrIsDu3L+fjLPs3tXPsGrx+ttv4rtPPIfNMvImBLGgXh/nc/c9xIc/OMA//fMX+PH33sbCpQvs2rObM2cvkDYc06fm2bd1kJXLDYzo0FlNGdumGBkZYGigzCMPf42JgUEqlTpD9YCbbtpHXKsTGIVI2mzZXiFf0ui0QimPEEIRCkluJMZCZhLfCxYadBKjZI7DoITyI6ylpJs6dLtDKbbkMiOyEm0ygigg7yTU4hqlKGBlPaEUSQQ+u/T8lMVYgxO66D/MKSlBO+sgTYLRGcKKl0nxN2GdIpMvFoVyuYwydoMjEaYQhqQZpbgIiElGqEIipSiXq6yurHszinKZtaUlwjBkZb1BrdqHW2/iBJ7Ls5I4jlFKYbO04FlDonKMdpaRwSFSGxDHMUEQkqc5tqhCSzJAihCQVOISy22Nw1Cvl2mJABWAUp6PdmiECjHac0GugBGFEGjhCHDFVKC1YtZvRNZxxCVJnmmuXlnCGMPK/DJBSZB2OzRa65w5dRaT5cwuLxMLhbGS6avTNDpdYpfz3NNP+XapAs7rHWtl/SIdqoBunqNKZZxSqEiwsrKECYZZbzURagQnIdU5SsXk3RYizRAmIUs6BJUY1paweYd6HNBsrTFZH6S/v440IXHunbe2Xb8bvvsg+wYG6egGP//T72f53DT3vuedvLB6iT4gXe9QmxiGpA22TSS3knciglKNajwIYU4UKpSCHIFwm20bVhjygntDeYQkEMoHIyRC4fHJaz0YpPD8rRAgHMZKlFRIQCiJyZLiNaJozXBIp7DGIgOv8DVGbwj+Nh89jYHcgGvBc5QAWcEXSrkZ9EIhsdbgpBcN5toS9gZh9WDO3j3iQBS8Ye+cqjAC4Vt/ek5D/t56eXAVQoCMNmBrY4yHVbXXM2hXBEtri0BoCxXyZotLT8UsTAGNW/cD1W5PnWwLIRQFxykQG90LxphrhFzFtYmHoMHDtB7tMTgprvkeaoM+2ujdxSddvvp/uYjKuWvEWnixlDGbvc+iQD6U9GK4YhFCWc38/Bz1/gqPPvEgu6/bz0AtphYIajXJp7/1Nd75Mx/h5NQlapMTHJroI0gCPvDee/k/z02TVQWzVxYIRgfpr4dcuXSJ7bv2MRQGHH/2Md76xnt46IGvsX3bEJemp2nc/w12jm7Htlrc96X7WE/XUNqvpWEcstps8rZ73snv/v4f8PjD3yMNDBXZ5MQjD3ChI5nrtPnE42fpdLvMnJ3hzbvexPXHDnPx0hT9oUPn84SVhLMnjvP5x5/g5vo2RsOAl6bOceyOOxi77tAPjW2viABbNXN89P3XcWFunvbVEmur5+kbVezpTLB9Yoy5xTlmLp3lF37pXfz9X3+R/ddvpbF6gX1HtrHeWaGTKi5fvUJFjlOPJrj+wDZSO8T267bw3NNfZnY24CtfPMFHPvij2DSkeXmV173htcwuCXaO7MfqhLIMCEyVsuqwRptGuoYOStBaQ4djrOanESTk0QGMyolSyFGUnFf0JjiMKuGyJmUCLBopQzJrMJTJ8yZxYHHCForgCkIYMq3RCLACKQJwGoFCyoA072BciT1bhxneNYlSEqN7F77cECII63nZIPCn0xTZtLW+pUI44cU3OBCGtJtQKpVRQZnmegNrBGhFKSxTG6jSWl/DCQjCmLhsGarUWFppgDZYJ+jvr9NudwlKAWnXZ/blMGKl3SSuVVmYn6cyPIbOm7RajhiIgxKxEQTWoIzAOFsYZTi006RJh1baIZIBXWMoWY1K2ogoQDhDSfiGd0GIIMfICCValGLJ2fMzXJ09y9joTkoyop03KNeq1MpDVMsdsrjEXLPLh376w7SA6fNXObx3H89cOsfI4AirL1ygnWaU8H3C7aUOOgwY6R/2gVU7bBgSqYB212EtrC/NMxhMEMUlctOgomCt3WKkfwiL8VWddBiZUc8sH7znrTSDKo9dPUmdMvPtJjbpsKVW4cDurWRTV2muLdI3MoHRkhzH3MIU68vL1PtL5CZhS1/Erht2YGSHyeEhVF+JebNGVBpBGEEnN1gNxmXISFCplZAmY37+KuHkGJLIJ0PlyM/tDQQyiHxANQYBpDrZuL5UoeQ1eY5DkJi0oON8EOxBlZ3Mi9rCIEBYL1h6mV+xzQolbb4RSISz11Rgvhe1R2W4gq/s7ce/rtdXufm8pifO8de3lRandVEtb3KK0vnq3D96bXE+OTSF1sG3HG222mwEkuLzams2gpDFgbOoQhQojEKp4n+V72U3vfYdikBZCIn8YfE9x8JaNiZjUgT9jdanzb5bWaiFN1+3+U89mujax+Zs996xBt8G2KuUr2lt4uXVbu9z9AJz7yHdZg+vLVpyRTGu05icKPBoSN5e5PTzj3Fh5hQ5Ge9661tYmJ/nD//jr7P78EHMrOX4i4/xmre9mYH+EW6Px3juu0/Saq8wemgHC/kiO/dsY/7KEoP1Et3L63RWWzSEd4D65H1/x+6d27l0dYb5pTbx1Xlauw/SzRq8dPw0cZIgao6ynKQ6aqluqfM3f/NPHD5wB1OXzrLvxhux5zWN+Q4/ee8v8L4738Ynkj9lYN9Wvvj5z/Lw00+zY3GRuJszkzV519veyuTWg3zlO99gTznm9Mpp6FpuPfYq2rHk4a/fz69+5Of/1dj2iuBgJ/trJDZkZTrh6edahLVdjE7uo1qbIDUNhobrvPENh/jE3z7A5GQfUQD79+5icsck1x26nqWlDoGK2To5RruzzjPPvsTs+ik+96X7SLrLHH/6ImEwxonTT/LShcfo6g4vvPQiK0sLVMIK/SOD7N5/GGEHEHlEPZRIl2CUQwhDLg0vnHicM6cfxwlLp50RihS0wKbGG0aoHENOgMZkTbwuX3pONfXtDknS9dkjslAiWlQQkeab/Iko4FytNU4KtLNeZJOllEolAhUDbFQZ4A0Aer2JzhnK5TKdTsdnlCrcOM7aerGElJLxkVFqlSrj4+NIKalWqwghGBjsI4h8z2FfXx9hqUypFG/sI88McclDpBuqYKWwuhBLFCpk4QylMCBUgihQWKOR+EAs8QuLcpZAKeoDgzSbbbZt3QrGIVREUrTyKCXQhWBCKUGmU7/lhnZnDWNTrAk4cvMNjI6PcGV2mihWrK6vMjs/Q1wO2bp1ktmFFS5OTbG8voSxjrgcMTY2xtr6OkEYEkURfdUKzjmGBobJsRuKYKznEXO7ufAN9fWhjCHPM6zT1OISw7V+apUKYRj6VgkM2uY00i4r01dpLM1jdUZYrbLcbDM3M8/NNx5hZnqKvkqZehgTN301cMOWrZhWm9t2HSTMDaKrKU0Oc+r8ScJayGBc84t30qWmFGUbMqCroNYRcYtGukBuUkIbEcYBRmdkSYoxhnJUQqf+9yRJ6Ha7aJMhnAHhFbsy9Op4FfgqyzrjVbe4jUpOyKIsFBap8Ktwr1dWFkG4gIhlGGws3NY5tPULuwoCPzsZ/75hFPie16Jq7imXe1zktbykVxy7DbXzxmY957upRLYY57c8z8ky71AmhCBUm+KlHo9pzMsdrozJMSbF2gxrsyJY5aTFflxhsmIKxbRF4IRHvbQx/ngVlWaqc3KtfTAXvEzR21Mzb3DexfN5Iezqqao3XbP+ZQtGJ3rmHm7je+W5wdgUbRJy3SXXXf9znvuhIddsxlrMNcfOC9m8mM053y+/sWmfOGRZRqlU4lP3/QPfffjBDROK5557jpMvnuCmGw5SHapidJeZ6YucOX+W48efYn5uhfHRMaaunOa7zz/MxauXGBkfpTO3iuxA1zhcXCZJHHG5TrlW5/LsHJ1M02q1aa6t88AD32K53WawWmf/9t10BbQaCRcunmFwuI+LFy9y4+Gj3PPOd1Ip9TG2/QA33vpaDh24gQsvnaVZj9i2dycvnDnDj7z7vdz7y7/C7q27ee3b38XP/9tf4+iB2zl47FW84cabGRoaIK9FnDxxit/97/+L/r7/H/TBLtmXmIzfxpHXHGXH1sssXzzD1u3baA6scn62RVxVDIwM8+8++jbOnHiGbeNDrGYNdMty8sxpWmsxVuas6Evs2X0DZbnA0pUpJiol5lda7NpVplaOuTS9wq7d4zx97kGOXX87Y8EgV+ZnqQ5sZ7U1TzuzCCUQUiEiSdstY0yDpZc+w8F9e3noq0+wlP4R9b5hbt33LroLhmiwTCPNKImYVjtFyBJqoMpychUX1agGFXIraWcZQdjHuakFVjuWEIt1mjwQSJlxZWEOmeekEsrCgcjpJhmtkiFb7LDqZkgSMKaJjHxQRPi5ts1me2ORAQ+P9g+UydPEZ9hWYpxBAs1mk3o15uTJE1TrAzS7bVwcMr80T60Sc/H8GfrqFaJ6xMkzp6jXq8x0G3TSDtXKAC6UrLZWOHT9AZ56/Am0EFjhYabAGgIRkGYZ9WqN1PnKRBIwWFMc3jJCbBTfvHge5QKSENLEEiYZW8aHmbt4hhoS3cmZKPWzurZAv7aUoxhTKWGcI1aSgC67qhUObNnH/IVZnlpa4IXzVwmsZaB/lKF4lM7SMg2nufDCS3RsTivrsHfwRvLpZS5MX2XqzGlWkoRR2c/QwDBPPvgEIwODkDVoizLXVWu4TtdXP6GiEimSvEVFWSpCYzsNqpVh8rzFZClk9sVzvOsjH+YTz36VSI9RCyL6pfcLpr3GLbffxlTW5lff/3Y++89PsXdwEqNCXCrZMTrB/OU5jmUtOotXCfqH2VqpMej6CbKUgf5BagM16mmFu975AcL1NtPtnN/4uZ+mevAmUlJm5k8xuryL6qKimqV0SzX+/a0388TnPslteUaSJMS1En0mop20GR4b9d8tyzAGVBjQbrcxSFKTk5k2UjgCKSmHgU8aMoPWhlAKJJpaXKHT6VCt99FstYgrJVYbbcD3WlbKZR9wcu0FTGaTx5RCkOluESSuqRSDyBsW5GmRvPkKVvX+rzetxhqs1UgZYJwjz3vmDZlPbgSYnhCoMIRxRRUmsRjb9UYX3/e4Nlh5WFX4AMpmANuEdXOU8B27zgBCkmsPHzsB6E0oV6M2go61BqQ/FjqzG393zoEGLQKg536lPFzr3xBrTfGdemYfcqPi9e1hqoCQC4MHsTkYQRux8TopZCHS8ravPeoFwOQv/669z5dmGonDFZCyALQ2lCoxWbuLKgkmJrZw5Oj1fPH+fybt5jz+yHHK1TJnTzzN2977bq66K5TrMSvTF9iz9xDL3UUy1+Avf/NPaUUZch7++slHYGKM81eusDrfZmH+Ive89a0cf+kJduwYJ8k6DI6M0ErPEA8NMNo3zOLyIhPbJ2llGelyzrHrJ/nSk+d46FvHeed73o8tGVbm1hncdR2T7ggHjh3hmfsf4ruf/yo3/9gbOfHMCWQW8Kn7PsfbP/STjO+/iReai3z2y99m/+AWnv/2C9w/fY6b3/hqll3Ij/zsL/Cuu36cM/nZHxrbXhEB9rptt3L25IuUKjGmuULkAk5NNZBhQEdrlA6Zn1tBcZXl2QV2jw2iK4pUNukbKDPa7Sc30F91HDq8k0fvfxwVOGpRhXOXLbFqE4mIainAppLRkX5mZy5x4NY3ocolGiIiTw2OZYK8hLN9dG3CQr7KaL/lq5/6AtvqO7h+/1G+8OTfcOCGQ1zgYWqDR1laLeOCftbW2+i1NRpZhM7WKUWSPMtRJqfVSElcQGChvd4kUxWsNAhnSTWQG+K+PggVeadNWSlCqTDSIqQiSTRSBAinwFpsZnC5wUjAeSOJKAgJghBjWiilaLe79KsA5STCgRKCXIHOElABlXqFVtLxRvDWUi6XcHlOu9NksK9K6ByDlQrtPENnhnKthBaaermPuU6btbVVSiokM5mf2BPG6GaLvnrE0uIiq6urhE7QXlihL67yhtuOEJiMpfkVxsohnWSZcn0ClScstTMe/OY3GOwbZWVtmW0DQ5x6ZJqgUmFldoUbt99GhiUTBikiKllAqHLWzs2yfPI8/XsmGFDbqY9GqKDK+ZPL6PYq2w6OcPOtb8VaODt/gUe/8R0Goxrvf9972Do4QGosX/76AyyuXeVj995L/8gQa3PnMP1b+PTf/Rk7S+MkmKIfUiHDCib1fO/ObVup7doJX/gW82tdRH2IF8+fYW1tjcQM0tUGm67R7eRENqZrLN35BrOz8wyXB+m0lwiyFJM0eOddt5OvJdz99rezuLiCMhHbJ7cwNFDnl//NTxKgsaFCVWMuN5cYH++jNDTEzuccnzt5nHvuuIOpdpdwchTdP8FcmpKoEqOdFuU4BG18giUl3VYLHQqWVtaJpKSmfKXaSQXaaFIt0AhMEZiCQDDY30+epzTaCWEQUY5LtFoNyvUIIsPw4ACdTotKXGZlvVW0o+R+Jq5zOJ1jhW+5CYIIU7iliY2qy3sH9gJFj5sVAmxhJ/r9/r499NI5gxK+PUQpRaZN4bRgN17ned8eLCo2qltRqHNtQQX3EBgfUHww81wkGz3mvufTbXCYsqj4PReqscYWAb1wAOtx0UV1HYbKWw6GsuByPcJkbY+7ldcEYp8BbBjUCL8vKQVSSbASCkSlF6C11gRF33nPmcm6lwfMa5XFL4OBC+i551LVO37GWnp+Gk5sNgRZIdA4SFMkkCc5QanEiydOMjI4wqXVJm958zt48Fv3c8+730N3qcni3DxL7QarS4vMn5vm6Gvv4cgth1icncNVBLnN6Q9j2lLTXWuzbWKSwS3bMM2Eib46d7zuVuauTvH8qbOM1CqYSHDrkVfxzGNP0MkS3vWu93DgwgXKAn7x338MvZ7z0sUzXLh0lsZSwvZjRzk4sI2Tz5/kpeef5eyplzj7twsszcwxODhIaCSnr0yz7diNdC+cZaBU4uTsBUJXZvuOg2zZs5NavULf1mHEekrzmYUfGtteEQPXZ1746m9s2TJIf71M1wWUx0f53uWLLKeC7kqAyi1vfO2NtFsd+gfGOX9umSWT8Z1vn0W3YvZMlhivV7E64sr0ZXTeZXl+nZPnlrn54B4aC23KZUetGjDbSMnzJqLUItXDDAweZN0scGnpKywsfRnXyQgix1p6lVMvneGLn/kcb3vbj2NszLe+9U0m9u9kfnaJh5/+Goe2HUFWd1ATKZYMq6AVQio0AaH33bQ5InQQgpAGtEPKEGdSFBZlQ4SGlkl49CtfpW40QnoRz6e/8Q0uTF/kTz7+F1yemuLs2eepZCFROaCbtFGhBAlj4yPkLY1QkiBQpDrlpsMHuTJ/Fa1TnNVIKUh0hggCMimQMmC0NkAawHLeZasrEZdKZH0BFkvaShBGMDS+nU6W09/0/Nua0ZQG+tg6sZWpmavYTJMmXcI4JE0TLBodKKqDgzTW16mEikotorrWZN/oJJEStLMWV5fXMUqx2EkoTwxQmenSCDQVpYjWuwyW6wSNnFJNMzy4hRPnL5AqSVmWqUvL7v4hto2PEsUBF1Y62FTTXJmlcXWa644dZu/oJHUX46bmSZdWGKxWOHboMHfceJh09RKL56dQ601uvOk63nj7zZTmF+HyHJNjI8Q24zUDWwgX17jz6C3cc/QY3TQly3OyvEF/NeT6wUH2xgPs37+X2/bs48CR6ykTcv1wH2EU8+Z3vJm+Uh87JgeYOryH5mpO2l6lNTDJ6iOnqJegbzDm4LFj7P7QO/jD+z7LldFx5p3DioTd28bYpfr4f750H1t3H+SnPvZrvPTA44i4RH8WsrK6xslnTvL04hzLF68wSUyUWjqzC6ipS4zPr9A/t8jK9CyVnfto1Oq0WilKCmQ5xiW+RaRpEjIBFgUiJLO+/QIhiAKBM4ZGp0mj00EoRZLntLMumdWsN1p0si4LC0tkuabRamFMUjgOGDDaG2BIXZRghkBJpM1R1oAUPpAVs6WkdAiRIZUlED54FfoaHxTxKtzcaDKdA4os12S52YA188S7lPUCoTUGo7UXXRmLznPf/2PthpuaKWBRXznnBUXjIVBjDVlmcAX8q/XmsIOewMjidQS+qhP4piNv5+wDscNJi5Bgci8o04YNa0lt9TV9s46xurc5rZcjKqGiFodUQkVfpUS9UqIaBVTigEoYIDEE0hEphbAGpwvawhrcxoCRXsuOwQdOS8+1KigSAdF7vqiWnbOFP3KhaBYUVpw+aIfGf1NnMmqB4urMRTpZm6N3vJr+So2lhTlu3HWAhVBw/W3HmHvuGWZX56kM9rMQasL6IO96x4/RurLEo99+kJt37qXTzehYw9DoOPONq0zUa9TDkOWFBdIkJeyrMr8yz/TSFZRTLHa88U9V5Rzcs4OFpSUuTp1lYrhCyySUTMTl82eYmz3H9j3bWZeSD//8z3Dh/oe5eOZ53v7zH+TuD7+H3f3X8+v/9Tc48e2HODtzlafOnOCjH/05bt67n6WpywzVqlw88ThiVJAicGnKt7/2jzTyFSaCId5w113/7V+Lba+ICvbhZ07Q1x8yODjIQGWC/pEhapUlVpcMtXJA2lpmYWGKo8cOMb++xLa9+7ncXKfZyKnLiLTRpW94grnVZerlCvXBMiIIUX0Bg3GVrM+yZXIPZy9dZX1liWolZXJgiCMH9rC2+Az1HY7h2izTC0uIiUUeevgRBke2c2Tfbbz2untZbl2E0hwTe0OeffQJbtq/nXDPTVSrW1mzOW1nUbaEDb0peyANqpPgwghr/M0dhd7r0wURMgwxUqJ15vkV4QhUgJFeglFykizRzC5c4c//5M/5xd/4v/h3H/gw3/nCZyi5AdCGUCpCFZB2ugQ2wBQ3ixCCKFQ888wzjI2OsprmSCtIO11qpSrVcg0nBYOVPuIgImg06C8Uv1Iqam1LrV4mq/YTuRCjM5AOnXnIrFSNEJkjbWXEIsZEUA5iYhWhyyVufvUtEMXML69wYHIrJSFYWpwjz0E7STdNuWnvHoa37icKq+S7U7YerNO/ex/1XVtorzYZyAJWO+vEgxU6yxmZqPOWD/4s7XKVl6Yv8OyLT5IpRbq8xO64TP2mG0kD2CKh4zJOhZpKVxAnYAYbZBE0aoLWlQZ6LWdZxIzccZjl+WXmvneapfVVxt/3RsbKQ3zpvs+jm02Ovf8diKPb+drvfYpmc53//Pv/m0/9yV8QrWRcV6nR7XZ5cekKf/vAV7l5+z5uv+tN9A2N0Zk6R9rXz+t//B5+53/+EcMq56//x//Nc48+zn4iRvq3c059DSFCqqUKjSRBzy5yeWmNu+t1vvL5f+KDb3k9Qgd0U0V3tUXYWOHOfQd4+41H2bt9J6NjQzRtxuFX38aNxtIXKM49/BATkaQ9f5Vu0qatAhabTaLAIp2mkyZUq8O0kg621SIgKuDEiAQIjO+T9kNofDDKrV8gdAE1avAKV6fpGUQEzi/GoQxJ0i5RFGyobAV+slNvqIQQFuFyAhWAtbSyjCDwhinggxjC+ok71uFt7zcrLths7elVmz2o1OLbjjyo4zYGyvdabzYEVRacLByJ2LQvBRBhhDEWVbQd9VpjpAw2BD3Xcp5Cec9k52xhauGtAp31LTFCFm5QAjSGQAYYa1FaYnqiIVsMrjQ5Ugj6a31USsGGuElrRxD4IQDgjRxVpKBQAtcr/f7c5N5dLssyerIn7a4xlCjETdc+eq5qG5aGxXCBnsGEP+4b9SpSKpywGByxlySjAkE9EKyvXOXUygor3WXSizOMTU5w8tHjBLWDvG7oCMd1jpUhc7OLHu0i4AMf+gj/5f+j7s2D7Lru+87POXe/b+3XezeWxr4QIEiIpGhKonZL8iJL9qhie+yUncnIGsdxearsSmar8ThVU+Nxkkmc+WMSZ5TxxLHHFVmyZa0mRYkiKYqLQBAr0QC6G43e+3W/9e73nDt/3Ecw/kd/K390AYUHoLv6dd1zfsv38/mHv8XpE8f43ivf4cQjD7H5ne+w3esw4dXIkpR2FjPRmCLLU+r+FAUprckDLL+5RKPeomZb2LaF8B1qjSZaa3YHQ3Jd0NteJFcpCwdnuX9viYeefD8TzToXH3+E1ft3+eYL3+TdT76XRqPBy6+9yMNnT3Fl+x7DjTVqlsW924tUalWevHCRf/oH/5iaVePg/AKzB46wvbzCT7z3Pbz43e//0LPtR6KCfeYbf/m70jO5en2RezfXqBnQckI+8r4n2NhbYr/d56knH2GzfY9+onj59ddJEhe3MGmvb3L87CRBGKBljYPNcZTr4jenYX+PKSE4fHye6myFPQZUSXno1Bm2tjbpRfcJ02WK5Cbrd69x4MAxcnsd0wxpeg7ri9e4e/sHrN1+g9kpTZi22Y26VK2COafFxPxxhn6BWfSwtEU8jMmThCSJ0NIkyiWpgCjVRFHOMMpIooLhICUa9Eh6A6wkQwV9gizg5W8+S0OXN98sT5mdnePy9UWq0y2uX73F5vYWT37kfay322Sy4Nwj72Jjb5+pAwforG9i2haJ0jz9459geW0Db2KKj3/y07z8ymtI3+VX/sGvsdbZZe3mMvOHjmAfmmDrzgp5P+Djn/1FTN9j69Yye1HIQx/+ANdfuoxnDzj98FH2N/vktkPW3sJpNbm6vQZxzqc+8hi6owAAIABJREFU91levnaVT/7kZ3j/T/wE//bf/zGNsUmOHTvGN599lp/58E/wxuvXGHc1sy0fM8/xnCapafIfb77Bm0vX+Mx/97+xe/44/+//9K/508WbPPwH/5gly+b/+Jf/D8ZTZ6n8zAf5/T/+PKJe5e/+5m/xxl98iXpFcGJiDMPSzP7O5/iLq5f43rPf5otXr/LLv/e/8Hv/8l+xcX2VpbUdvnb7BubEAV569kXub97nxr01fvXXf5P/8X//p3RXttnMcy48+V629gd8+8tfYTfMmT5+DAeX51/6PkWcsZ6FPNo4RNzb4/zBIxDnPPquH+P5F1+ipm2e+da32VjfYufqHW688SaHm9Pkgx6HDi1wLExp3t6mloas3VzmjcE9PJ1zZLLC3FgVGXb55IUnOJiE/MTMISb3AuTmBkWvy8mqw3ZvjWMzE3iuYnV/jXC7Q399g7C7i1jrs7m0SFb0aNg2m/0+IlfkeUZqQ+h52DWfYGaWONEUUtBTEaHK2R/0KZKcIlOkSUKWpw+y0mKU+5SWTTiMyDNFFCXEcUoch5S5jRzXtbEcCaYgVQmqMImTnDhOCeIEDIkhzLIlaxSkKiVVgk5vgEqLsjpEokYAByFtslQhCkmaZoRRVC5FZdmDyvHt1rMBpHmKFCXRSeUZmEZ5YBvv8Hv1qJ3LiJNciLKCM4Txt+IpBSV7XKmyWjVtE9O0SPNy9vj2gtuDJSMtRtVg2UrVukArTVEYMJrLCiFBGhhGSTuypVFWtyaoPMWWIAqFbQgsQ1KvetiWIFMpucowLIlpGSiVIUSBa1mIokDpMpKndTJ6TWGaYNuydEBbEs8z8T0bx5LYlsC3TBxT4tnmgw/fsXFtk4rn4LkmvmdR9Wx818KyBL5n0aj5VHybmmtRqVpUKjYTjkPNNZkcH8OOBvzP/+S3OfnIKT7+4U9wUjbonZ/l05/6NE+eewyjE/PGrauYTotf/63f4Td+/rNcuvImW4u3efZ7L3HuySd499Pv5/3v/yh2V6F6Kd00oz0YMDs3CTonR6Nzxf1Bhw89+Sk+8qH/gnx/izzrEgQBuWFxvx3jN+cZBCnt9TsYNYetnW32w5DGRIvTJ05z/bVrXH1rnanGGMfOzlFTCc999W/Y2bpBv7+LNCQTNZtvf+OLvPbKc3z71e/w+f/rD+lWCybHxvjKX3yFe6tvUY81V199jaHZ4zOf+pUf7Qq27rZwPc3MlMafTsnykGqzRnv3HvWqw8//wqe58oNrzM5Pc2dplZV7MVVrl+7OPgsHpxhvTfHW4nepyqPIqUNE7X2u3X6VU5MT7BHQU5poq8tgt43KLbQ1xcmL89zff4G9jsf09EmefPxpfvDG62yzys79gjNTNptL9zn18JOsXBswN/M415e+RVP6sAutiw6L959D7c5R5BGnDr6PqtUkkgaG8ElEyE6eU0nLmQ+6wLNsAhJ8baG1ZMytUKsapJnJ7IFJUp0RSVWizj0HZdscOnWE77x+iQ998COEz2uSXBHmKWGmaM3Psf2d5zlXqT9oWWmtabTGCJMUpx9gmDa9PMYxTNaLiFRIAimIhCbIYpyxBr1un+VOh9zQeI0a9/a26HWGGIbFo6ePYPsm11SBR0pSwKHaBIvbO3jaYGNljXiY8trlS5wdfw8GDotr9ykcB41JjxhRM0ikxhQWTRTRoMsn/s7P8S++9QzHZ+dZfOlFxk8fo2tp7DDn9HbO//B7/ytTtsO/+6M/5ae3+gxXVvn80ipWvcZer8eF6UkmlcUgGbD2vcv8yb/4N8xgkUsQt7dI2wN2UkHDsoh293EHObZXxRxzmZCC+9ev8a75g3jnx6lWqzQ6fRqe4Bc/8hEatodbSGQU8V9+9AOsLi5T2+qwLQakpkGuFQfcCndeeo1fffrDpHHG+y5cRKugzD8mit73X+fQTAs/g+svfp+W75B0NEkqsbRJJFIahUt/Z49bd27haYuxxgzBfhfLM7GFwG/YVKVkUrlkuWZOuthhjFGJME2LIInpOSlJHuPHFplhotKEVEFhaKQwMCxIpCAKh5jWBHGWIRWIOCGzHXIVI4RBzbUpHAOVazRlntO2y0oqSUcRk5FuzpQecaiwbEkeJOUmriEZDFOkUBiGM8rKKoZBRM33EEVJXlIFI1ZxTs11S5xoXsZwtCqxh3mmibK03Hj2baQEOUIdKq0f8LHTt3WO/2llpjXIgkKBbTmkWdmezvIU27RBQJGXl4c0z/6Wcq1AkI0wie/MNRWGLIlND0hJRfHga8jzt61CZQu75G6bSMNAirT8typHqxTHNEZayxxTGBimxK84JEmC61hli1alFFpgSLDkaNkpS0mzGM92CIMBQRDQaLZKunAhKEa5nEJphCww5ChzW5R/ZgrxTq717VyvLlOwmUhHS1n6wWVBq3KG7JhGiV1McwwpSzuSMFBSEWUpruky7Oxy7XsvUhSab33z6zw6cYwvfOmrfPb3/wlxKjjVavDlV7+Eyg3qMy0W7y1TkT6//Olf5s3vfJef/2//Ace9JnOtWb719Wc4/+MfxJob58af/Qnj9XH6vRTbMzlyYIZe0KfhuKyurqJTwSsvv4pVk9TGWviVSYJom1/7zM/y+T/45xiOz8rddbxWAwPBwvwCV16/xKkTj7Jwos6h6TlevvQ1IpVQrbnsD0Ju3VvCtl1EDGyF4Dgsrm8y25wkud9Fzy5QkQIVZiiRc/Lhk7xw77Uferb9SFSwrz/z8u8WtsP0zAnmD53mjRuXkfUAv1FjtnWOLIal+5tMzJ3luW8/y8Uz76IQbSo1k3rVY2zCo9sPmZg4yJuXLzE/dZhqpUkv2CaoxXhTNjcWFznoLTDmWSQdSNM+R+aniAcRx72LfPWvX0CNDZmbexcvfP0OH/7A0+wNtnjjyiJRLyJJ+mT9Ln3RpBj0marPcHjuJJv795mptTALm4OT0wQr24hwiGXbHJIOZhhStyzqucDLM47UW5hpTKPhYpPR6+4jYsVeEvDss9+klWscJGkUU/ErvPraK3zg6Q/wgxdewEpTdLeHkSisHHbvb9C0XUScYqgMQXmL3tjZYdDtkmQ5W2sbeKFm2vK5u7yE6g1paAMVx1jDBN0d0nB98pV1sqUNBmFAzXDY2dyiapl0epvcvnsfETlYlsDOUopYI12bRm7QT0NUEOEnOUG/h5fk2EIg45SW67O3tEJNGVRVxkPzcxhBwFS9QieKOHP6YS4sHGY+H1Ks3uH0qUN84sJZupdf5+NnT/Ouo7P89IULPBRavPdd5/nUmfNE9zfJu7uYnuBwYxzR8PnWn3+Znz54lPkxiycmx7n2zNc5V/eYrWlONqssmJrZYI/DrmA8h1YnhJU13E6HlgXVXg938R5bi3ewZE6nvU41VaS7e1x77XvYJgz6fUhSVN7mkYkarYbH+s4W+6rPWrBLToqjFVu7G2RpH6dQxCpld22T03NjCDujlyRMjzfY2IxJioJDU1McPHEUx67RHUbMT07Ti4aEgx71qTGMNKGQgkEcERY52nMYDIPRAaY5fOQoTVnh4Ow8dy/f5MCpU2xkMWmlQnF4GjXdYKdSMH/0BKdPnWTSdajYBXackPUKhoWJJ8oZJGY5sxOFJE1y4iQvf43TcoZYSMBAYKJUgZQmWVJG0aI4J45yNB5pnKKEiUag87ych6YxWhWkqY0hy9af7zgUZoxlgWUaoBlZcQwMwyIbqRD1CHBQFGBZNmmeo8peLFqrB21W36+QpqUhSCAwZCmJKHRBoRRZUv5eKUWe5UhpIIVBrkr0pRCSfIRo1GiELNGPhS6Xi4CSDa5KzKhSCsuxytcpjVrWiGzmmKXW0LbAtgx836Xqe1QqHqZpUKtVcFyHsVYTWxY0alV8x8Y2TWzDRBejQ1uIB5EdyyqRnZZhYpomvX6XOIzxPa9caFISKW0oStEIhYQR0EXKEon4toSgGMkHEBKrsBDaQIwwiqIwHyxUyqL8f8o2vYGBJEkStGVhKEmOxCgEluOAqTl89izPfuE/kthDJk6eJez0uPPi99jOQ8woYVcOGOy32cn7rL18g512n4//N3+P4I0Van6FRx96mEv37nD44nl++5O/wI1L11C+jWe7LN65S15o9nfb5MU+G/evcezcw+Ta48zpczz3/N9gGiG7q7cZ7LSZmG4RxTkowTCI6A8Dlm/fo9vroc2Yr3/lr/HGDLIs5q3LGyxvDRifHGevvU+qClSe0U8yPvvb/4iz5y6y+9YKOyvrWFWXo40DvHLzHmJsAtUf8vf/q9/40a5g3XqdwE5ZvL+EqUMOH5uhM7zBXmeN/v4WcZihhcXirascO3iQndVV6tN19uIuR46c4sbNq0xOTxMMJHnhcvvuNY4cPsfJh55g3wwYJLvYhsvsTJ39tT63bi5iNk027kkarQqDYIdKA5rNJmuL9zl8cIZLV25we2mHuVaL0wfP4TZDXF9yZvIxvLDPm8uLWJV5ROzjFi2EZdPp7TNbq1MITaIUVpETRTFaacY8j6pXJYv2mXItch1RPoYsqo5Pb9DDSBU6Vzi2RZIXbN9f5/DCQb70H/6EZn0MmecEQQha4AqN6iUIIEgSPLtEcVumZGftPlXXRUiDzvoGTdsjGQbokQGnalh0un3yICROI6Rrk++FFHFG1qyQRTGhpfGVwPQqDMKIqSIvZQKOw6CzD1UbR7js3F7CkwYq7rLZ36dSlC2tIu5DnqNURrNWw1LlPOz42dPs93ZYuXmDrVBj5jk7RUQYhpjTk9zd2OXR0w/x0uuvMH18gUTk2BsFYwfHSVTGzVtLVGomuAZmkeMZLkKA36zixTGDOGP2yHH29/Zo2g1c18U3Jcq2kdJgDB+qKUjJ1PwBUkuQhhGm7zBdr7DT38PxquwMB4Rxju9P0BmGzI6PEUcRgYbh6JDxXZf9fpcsCvHdSbIopB8GOL6HocsZZp4rLMcmIccoqpgNj1IvXGAqRdgbsLm3Q+FYtHe36CdDHN9hq73HOFXq89O4EwVxUVBtNRmbmSHTBfvdjOc3d+gMuuwnA2otg8W8x/jFs1iVKgcunMGtuViTFbxAI0QVpIuqWujc4S/+w3MPCD66UMRxjlkYSNcjSRSZNh5EwZQq95aEKDDNcrNXilLXpjQgSyUdmBiWBwgyXVC1HXQmmZ1sEgQRUVqQZBmu55FlSenWNQ2kKUq1ozBJ4hzLkaMc6iiaY1gUupz7ZiPE4NssbEbAiszIMU0LrUufrSFKIoIaxVIeVKWAME0E8sGs2DRHAIVcEEUxpgVhGFIfcbrTOMYaZcGFEMRxjOd5FKON43q1SqFyHMfDNEtsqWEY2E5BlqfkSUzV8TBMk1SVcSXLMMnTDNe2S8NVoTGlgS5yTGmP9IDpAz2fysvMsWGWbPFqtfoOk7h02lFW8u9gtx7kYt+mdb0dxflP8IhvbzwXYrS0VBSjDWqNlm/PfSmFDAIsx0aNvp8AruvSmGgSDIa4tkFl3OHS1VdQwYDdjR5nTh5iVh7ji5v3ad+7z/mP/jiNIwtU4nGGtxdxbYezs4fpj5u0BwNe+PJXsQ6O45x/EkcYfOJnPsX3n3uWquUhC5Opxji9zi5HZsbpBNs0x8e4v7LE1MQYW1tLbG4WOH6F7mCfRr3C5tom737fk9xeuktBys7mCvfuv8XRqQU63R0Wjs3h1SSnDi9Qsww2V9fIrALPMjkwM82B+VmGO32Gwz61qo+esOi0h7z76adp93fwOv8ZCNd1fZ6hkuiqzd7GMndWNvjMp9/L8uou9+6vcvvuBo+dP83q2nWOzLXw6jXqE8fZ37/Ey69f5twjj/KVv36Rw3NH6OxlPPXYSQ4tjFNsbvL4ycN8/94G73/8MXbWe9jzNufnfxKV1Vk4PM9Xvvos69t3wByy90aF80dO0Di8wp31lPUbVQIroqauMDk9zlStzgFfc+XmXZ56/BTmYJs4ybB0xO3bKVev3uVXPvXrpNohHRYYdZ/ajEsuIbVS7KrHZLWJjDJi6RK0BzRFnf4gZLezTxSnpI5JT2UUvk29VuX3/tnv82uf+xxV16O9s4vjV0iLMiNbPi00nuPi57rElkUxUmeopECSYgrBTtjGc0w8KYjDiMBxyZyyRYZtkOcpyiofDmmSjEzWKRVhs74VlIaQog8YhH6FAI0oFOuqT9U10WlG5GmEgp5KMaRJIQUxKa2Kwx4hTccuYyJGihpzmZlaYHd3h52Ve8wdP051O2I37DJ2aJZ4qs7xD76X6/eWeNfhg7xm7BGTYEyMoXtjOP0Mv5+jpxLsIdhHDnGrH3LemmE4rtlcWWd8YR6imL2giy9NZr0W7TQgtRIsNGESYdku/UIhTE2SpYRKY0nIVU5asQhUjN8waLjTdHoBwSDB0xmtSJOPCTpBB9/zmbE84v2AZqPK2OQsRpqQGiaxBLfWxHQ9aoVHtdFkJdvFshIsS4BpUWuOc7BeJ4gjvL0hd8KAqyLkcHOSG0WKPSYwJsdpTkwydvo485UaplfBkB5GxYM0BqnIlu4xLDIGQZ9CKYbr94jzlO7GGnudVWyrhmU5bEf7CKuOaj2KcGoYtoepzPKhXsjS0SrLyi1KSiOOaUgMq0TtKRWXiEXKZTitNVFYEpEAHEOSjSg/SZJhScHmxh6ubeG6kmqzwtbOPq7rIbRJoUAXGULmKCCJI1QeY1gmplFmNFWaYZkeKtXIXOJ5DlJLUl1gWQZCSNI0L7nCeYYlZBk/s+3SgaxzDGGXh6pO3xFHSKM8qJVCKU2vt4/juWQjqYEQEsuy2d/vUJMWWmv6/T55nhPHMWEYY1klJlKpjM7G2ghxOLLOZAkVz+f82fO8/toPyh1jq8z5Oo6FZZoMwyEnjh1laqJZdhAwSOKcKEnwfZ80TREFmGbZQYgyVSIppYkwBGnZt6IQpcRDypIkVYyq/Hdwqm9njWXZJqfMySpL8ABYqYtRO71Et7qe97cO4Tx7e4Zd6ilN0yYRGSLX3Fm6TfhqG2/O5cn3PMlrf/UV3Klp1HCPIE45e+ocTz98kT/++l/zXuGwubPNxJEWwQ8u8cKLz/Pc+nXOHDrKu44c5Y033uCfLd/mkx/7BH/43/8u44emOXnqOG/duEnu+ly8eIHOzirB4D7teIXVW6u858Pv5+hcjcxzee2VWxyYqjFbaVKtmOSDfdL+PhMHaogQxlOH3tY60xMed9+6zBOPv4e9bsLdN1dIgpgk11QnK4SDNl/6/P8JykJ4ivlTsxSzNZ5++mM8OXWRrVt3+OJXPv9Dz7YfiQPWkC1aYy6RXsWgSy6qvHl9lfurXcBkerrFjTsbzE5P0R8E5I5B0R8QhgkHDh/j3vI+f+fn/j5//Zd/hu9W8J0mtumQ10xQEVMHWvSyiDDM2W1v8b73fZQXv3sFp5qADHn5e2t85pcuUqlGdNq32G8n3L65ik4yTK/KdGWaMJAUB2fo7mwwMznDMPDYW90m8mo8++LLdHuCiw8/wcn5aQqzicxhz4aqKuMQG9mQPEm5u7WLj2Bx2CUexDTscXLD4Mtf/jJjMzOYnT2EgH4WYwwEn/vc5yiynESFZTuMovSlmiXQwbYs0ihFCYM0i8tcmmUgDZMsVRjSoOp45WtpVvoZgxjbtsklmNJEqALXd4kGAQUKaZrYuUlmmHiAISzSIit9rAosTNQojxdlOQYaW5s4smxPqUxh2nIURDdxR9k/pRTLy3dQszWE28RSBrb0cDKbylyLiXQCqQqkLmj6PhdPn0WaOYf6DdwM+kqQxUkJ8XMscgpUzWPv8lvUZqZY7u3R6e1TbzbY2t2h1+/QHG+wM+wxSENy04DUJukGWEaOpz28apOEnLhmYYuMUJeOXFsqcCS+4aMSjTc5TccNUD2J7VRwDIf5yVn2RPng80UFlQeMSZfJVpXb125x5MLD+ActvnntErvBkMdPnMauelzauoc7SFn1p6kGMd/YXuTYmZNMLhxj2jnN+88/Rr02zlhrFio1sA20TBFFF5FERO022WCb3WGHvZVVdja3sLTCNiS2HGDrgl6W4o432LNi7LkWovAIuxFTlTqxdujKEmDQ78elTcmWFIaBLcE0CmzbIs8NTMMmzUJMQ+B6FioXJLlC5SW6znUsMgGGNEpPaFEgtR6RfzSmtNGWSaI1Ks4xVMlDLnGdDloYqDTCfDvTLcDAQGWaPMkQRUGWZdSmaqU1yHUo/aUap1YnjmNs22Jh4QiO43Dt2jW01timxLVshkkE6DJ/qxQV3y1nutJEF4JqtcYwjNhe30QYZQvUNE0EJV88HRmikrQkdmWjGF2aqVHMxmBnZ2dkFpJl3nx0KLlVl0EwpN3bI4gVjbEm/TDCsixyLcmznEKYbG23qTeq3F9Z5tjxowhp4rteiUEUAtuxS1xlARub22RKU2nUqdfrULxt2im/Hp2pUV6X8oAdHa4gMITD2xJ7KGvdTOelSxoegJqFBpRAYqC0ghykOSJ0FYIs18hMl5eVIqU21uIj7/sI9+/cYDXfZxCk7Oyu0SoEj508QTVX/OD11xmvQHv9Gss3DFwhMIsm/e4BLr77IktXYh559AlufPlZQk/ySx/5Sd565RJDQ+P2Axav3CTVKeMzUwhtEMYK366RENCaniMWOd31FcZOn2A4CBFigp3NNnajyptXb5AV4Pk+Tb/BXn+No8cXiPUeJ+ZPsr2+R6U+jbYkicpxzSphkKGiUu83PT1PpVZna3uXiyfn2Fu5zWqk+O73n8Gs7//Qs+1H4oDtx/vkStJwFmiedGk1bV77/tc5NnuUv/yr5zl29gCq2MPwTa4ttzlz8TTXXr3NwyfPsrm3zMHJE7zy8jc5MOkT54KN/WVqt3N68Q7dKKCrVjk4Ns+GTjnkHWDnzWc4PNegt/EWqtjgt3/n53j+0ivM2C5FAWNTCxwOBMa5KjXP5mt3XuU9506ROgXPXr7C2fkfY+8HXbQxRTQzzc5Wm6ceO8O4rDM3f4rnr93lAx98iqXXXuGh06fJLJN20OHyN16kZnscu/gohVvwhb/4Ms5gQCQKKtUmyf11iA1c2ybR4Bg2SaioVMeIs5TxaokzLEQpeHedApTGtCRGobGEgSrAkqCKAscxSZIEYUls20MIsAyFsGwylVMxTPI4RdoWWhlYdnljlQgSLArTw86HWNIgLQTCEFh5gSEcdJZjYGDZbhkNUALp2nTjLsKUmFJz5sJZ3rp2g0xbLDSm2YkURQStcYfMyyiaKZWiwuREjUBn7Ot9vAaIqkBakkrDpnfP5siBGYZKMmPVcAqTO2/dYtiJiMcCQt9jaqbBVhHRdQ360qDmWGRBgvDq7PUN0iBjbsxidWODXIuy/WeapKZJPJ/jKsGUIWiOTRJOuNRcH99WHD1wgMnmBFlYMH60Ra4kx04fwRsm1CcqHKtVKKwyP+o0JlCZRBkJpqP5OBaFrpIX8GlXkkQhaZpjmxZ/79/+IVp1Ge6HiKzgVLdDb2+P9mab2YNzuGbI/tY97l3ZxpIGnd0tDOkQxh1c18a1fbq9gGa1ThoNODjZZDPok/s+ce4SDQOksihCTQOXWRRvBXu41Qp4BmlcRjoqRY0UiY1BmligI1zPR0cphZFQaI0ixbYk5DlmbiJ1ge+5DKMhrmHh2JLWdB2twXUqpLlmOBwSBBGuN5qLijIWY0uJYwma9TE6vUGZ2c5SPL/GWLOO4zjstrtYpkMYRkjLJM8zfCFIkqREOqYJtYqHyjPiZCTFyAtuv3W73Pw1ylmmVhlRmlD1qxSAZZV4T9OQOKZVqvMKweUr1/EqDQpRMpl1ockU6ELS6ZcoQdO0yOMcaYDrVUiiFGnY2I7LgdlJ3GSIUShSlQIa1/BIKcgcB10XxP2cit9kMExRpo3KCpI8L1nVWYEqUl57Y5E8TWj3b5CNlr183yfs9/B9H98QI2ykSZJGDMIBOzs75GnZ5q60KoyPj+GYNhQSneclIQsBo+eF1uVSWJ6XbmatNYYpHlS8D6AThcC2Xba3d8myjNnZWeBtE5DA0oBdbnD7tk2QZEy1Zvne5nPEFZef+uw/5LUvfoNjJ4/wwrVL/PN/9Lt8+8vPcPjx0zz12BNYKqXX6RB2Ql5oP8Mrl15n/NgC6tRDXLq7yIWnn+a7f/MSvW6bRy88wurSPbRrkQYB0aDHzcU+vu+y044JA83aXpv3/swHWNlfIk13OXKwxfZ6xOFWi2p9nNS4j1KKpJ8TZG0Wzp2iyGOCbUXbyFha2qPbuUulalEbk/hVh0E/RzgwMTHFzWu3ePjMBRaOHODP/t0XOHz4EJdrddbWlzl5/sAPPdt+JA5Y18/RYgxMweLiIttr9/C9Got332JuocnO3jrNmsay25w9d5haw0I4ijALOHXqFMtXt2nv7HDyaIuZ+hxLy1c4PNbi/MOPs9Vd4/61kO3FFVpHZmhvbvOuRx7iytoaD51+F9ZYA619fuzdH2Lt2jUqvs/tpV2ErlGbmCIOehw+foj79+/RzzQHDryP8akzTI/FhGrIumcRuD5ObZat/ZCtMEFLg63NVbxqje39Hj2dcWt/m/1BRP3gBK9fucaBpx4mDAM8WcEw4PDhg/QH+0Rxwlq/h3ANttQQYQhULyiRcNloDjoKIJQc0QzfdJB5ueCh0CgkpmlR5AWmYZQLEjrHMsxScC7ckRYswRxl27IkfCcDZxpoKUnSGAyJGFFvXNOmmyQ4jkS4FpZdirFt20elCYnOqXrVUQWQM9Oa5K5lUpUGrYVZlre28ZKQ3bUQd67KxFgFadT56gsvsXBgnsq0oBOkrLdzLl15i4/8zEd48W4bGe0QpVkpKkgD0oogsl02McEbY6eRsZeltA4d5+BEi7GpOp5jU61W8dwqwik4UvOJXJMJt0lsFMxMTGAZDrZXpxDQlAW556DdMaxCIkUKxKgiQwqHEipn0F1ZRsp9bNchGAyJgwGOYXLntVdoVFq099dp79x4z72BAAAgAElEQVQnTQoGmcHKxgaVukMaJ7R3tqjaNjWzQOoMuzrGxv0NxqoOaZpi+xU++rEf5/aNdVQeYrkG1XodYUu8io3yHFqTYzz3nRf4wHt+knanTWKZBCIi0RY1XUUEKZ6okIkAWYTEVs6GqOHOjpNnGm0U7IdDLENCqnGkhWvahAIqjTqu4WA5NoYhHlCNDKOscDzXKbOnBVQLQbPmI2VpaJqenkLp0jS0MYK/u77/wAdrCGjVKmV71PdxKz7dbrfkTmcpd++tYpomUtgkyT6GYf4tFGCexqXMQivytKxasxRc1yJLFaZZVpNhGJKrFMtxCPd7+NWYNE1Lu5RhYJklucp2HO7d38S0HJI8L5ebcoU03qEdCSEBQRwnmEJijVrRb/OAyTQ7m21aFWvE43ZB5URmwSAIsP2CMIjJU0Wqy9FDYZStWdOQaFEKOgphkGZJmTPFRIgy35tlGZbjMQxjUqPAcf0RD1nj2i6ZyjGsciu53W5Trfq4vlOKCCxZqilVabbN8xxDyAfC+HJeq8lT9c4W9SgzK0fv/czMDGmaEkURpvn2tnX54bsunmehkhhpmlx4+GEOzDf5V//+j+nu7PDTH/wghmcwf26B/++Lf44/VuV7r7yKWQyZnqyztbVFL84Q1h6PPnqBl958kzeuvMkv/d1f5PraMuMTNVJCdrMBDz92kV53D8+SHD96nDgOWLl/lzyTZHGBhSAY9JmfnaCnCypuwplzj/H81/4Gd2+7HFVYFnmUMIgSTjebrK3cpTAM3lq8zYWHfozFW8tkKmJyqsEgiDh0eAZNQjLCjH7wQ+/j5vUr1Koeve4+x2YPQGFw+87aDz3bfiQO2PW1FY4caBCEq3SDH1AZt6gb02zmIdNHa2T5DEcmhjRrNqme49riImYtpKj2MfCZnpzlkz/1Ka4ufYuKLxhvvpvYFnzlpefJ8hjHuIA3OcbCgT7BzDi9wR6PPHKcJGyT6YA/+b//iMkDB3DMGo+dPc6Zx59kpjLJXmXA9sZtrnxnjQV7kjOzJ8lsD1FNMGPNdOMMSb/LQ+/9MNvtCLPlcHv3JqvtLuN1jyv319jwfYqqz+2NTWanZ9kZDKlZJpcvX6K3vwWBxmxUqGaK950+jvPo2VGWDxqVagklt+wSmD4ybYyNtx4sOWhd6uHIE8IwLmXttodj2SRZ+kDI7dgmeRxh2zZxHGOYJnbFK2+2RUGaljD+NC7h344lGAx7CMMqN1mELjcYbRMrL1F4jVqNWqNBnufIrLxJuxWXSqNJbaJBlET8rjLQOmPm4CzkZdg+YJ9U7VE36xjuXBn8lV1IKFms3YQsTMkp+FWlSC1wg4QeGUmesXvzHhuDXZp+Gd94IkuJtcYPcvIwIAvW8bXHxs1tGo1ZiuGAH+zvUWjoBTFpnJBGXYIsI7dt8izGyQIqxZDG5AxRENDdGqC0gWdLpO+x3w7w7YKxQ0cpjIjVzgDHrSKEiTRNwizCqdWouTZzYy12O10qc1Noqeh0uwTBEN82iAY7DHc3qR08Tnu4QZQGpJ2YcNjDnJ2hLyWZXcNyK2R6SKQ0jmURDyJ0vwsYLDgN8s4edWWQZA5ZHiDDDnMNwUZRUNgWncIiMyQDJahIA5lozExgRBZVMUnLH0P4Y6wlAyIRAQZRHBKJ8r01jJI/nEbpaGs2pzssZ4RgYEiLKGwDMDM5yc3bd8qYihYlqSjP6YcBhRREYYJjWbT3dnBMi2wkHX97/imkTSENTMcts6OGRJoSy7AwpcCvuAx7gqmpKeI4ZGZ6mtu3b3Py7FGWlpawPZsTJ45z584d5mdmmJ6e4dKl6ywcOcHW9gamaVOp1FhbW+PA3Dxr9zfxKxXiJMewbBIlRoo9jUG5RZvlGakGrQWm6ZFmEQCFzsr4E4Ik04RpyLCwQFjorFToFUSlG3fYQRRQ8XwKMydXBYmI0SrHsmoUWpHEObm2ME2TTOtyvGLYozZ0ud1s2D5JHhOECY5nYZiCYZoipQECTNtmvF7HNi0K1IO5qxrFbbTWSFEgZEGaJri2A2hsx8QR1jtA/5EMQZgmtVqV/b0utu3iOM7Im/vO1nans4cucqbGpyHLmJyc5Gtf+wKPnz/H8pU32V/v8Nzrz/Ph3/wl3j13AuFKnFaLGjUcx0C6bXa2tpk6OkUqFN2tXWzX4s+/8qdMTk/Q7t2mr2KmDh/n7NkzPHziHF/44z9ienycZ75zFdNzUSLF8iQ/dv5hjhw8wOvfvI0/MUbV9An6PWrj4+y3O9Qb45w+c4r28jLDoM8rL79KlKXMzhzCqRtMzx6j18vY3lojTiMENlqk5UXNc/jYTz7Nmz94niyJaDQsqrUa/cEuUhQcP/yfga5ubKLOtcvfZWJeMDc7wd2VRa5fLcPAwpXU6uPsrvfRY2N4doGvGjx0ehyhI5ZXFmlaF0myBL8hGKv4mLU5NqM2O72AoBPxX//qJ9nutrGq19naXibbX+fe4B7HDx9DWhmf/NjjGG6Nl165y/7+PsfOPE4e5Ez4DQq/yky9wdFJB8+KuLe0ysrNa3zwqY+zudnFm6qyvPoWG0u3OHp4jrW7Gba3wM1bm2hTs5nuoYcdqoWg0DlzU+OcO3mSLXq88O3nuHXzClGRUxESGZXB/DRN8Sz7AZ7N8l2UUqSjHF6jVrbT8jxHZTmuZeM6JlmSUBgmuS6wbZf93TatVuvBQkXFccjTjLGJcTr9HsqQVOs1+v0+pmlimQ7CtMp5k8zo97s4pkMSl8scrl1GBKTtYAhJlmXlw9gyGWQlFs/INI1qnTga4nll0Pvo2CRP/cInIFd4MUizQBYpwdVVLKNOZhdkXk6aRKgoQPT3kLogTXJ03iMOY4ooJwwKMiUYsyICkdGpWqSdHnndJxIFeqtPzbfYGKTUx2exhMeLV79KdcKnYpnQahDuD6i2mrRMUDqhb+bM2w6G6dCozRNKKOoVjh6eRRSKGJ/1bpvjJw9C0qGo1ejnBfWajaEVjrLQhkW90qLd7ZCTsjPokqBIO/tEQQ/DU5i2RZgJkjhg4dAB1gdbTMwdZj3sMD0xwUa8T9OR6MEefpGhowhpxhh5hkptHNsmcS3wPdp5wqRhE0QxjiUJU03mtQgqs2z3tsl1yljDo6Jh3mixn0n2CkVeccjdGkibW9ubNNComg0ILAWmZWK7Dlq5hGGMMAS1Rq1U0VFe7gzDoMjLLVLL9JASQpXTnJhAFQqVlS5iIQTd3gClFM2WT5rGuI6H4zioosyyBsOIaq38u2NjDVzHIYpLQ02WpKW/Jc2IgyFSwtbWBoXWdDsdPM/l7t3FEX+3YHt7A60z2u0d0jRF6YRh0C8/r+uSRCG2aTzYHD506DDXb71FrVYj2O8hTQOpSxau6xpYlkGSJEgpSdMYUwrytDRGCSlG2EZBvVJHCk1jrEkQhkghiPsh4xMNep0uhmExPz/P8toKRZZiWSYKk0JlGFIizHeqSSFKmXyWaYQusCyTLEsxLVnmcw0LpTS5znCkWWY2DUm73ebc2XeTxgG+bZNESRktEgamaRJHKZ7jkaoE3/XK/Ys8xxRyJIIfbQ3n5QHabrdZWVnhyMKxUebXQErI81LVqJSiVqthWpJ0BP1Ya+9y7fp1trs7TJw5jkXGp37253j5u9/nwvsn+O53nufnfvVXeO3Zr3Pxwlk2ru5hjDKtST9CSsmX/+pLiDwkzkOEDrEtwdmjCzx+4QJRN6LRrHD79i1s16E21mR5eYl6rcL29ib9/pBbt9d58tBJbi1dJt7Y5KMf/BiXvvcqoc7Y3Nyk7nncXL7F2YfPsrqxRRhlgEkU92iO+Qz6DlLCINjHcSr4psOgvw1TTU6dPsnSrbs4ThmR83xBo+HQ2fvhLOIfiQN2+d51djZXWNsaMHXGp1bzOXbsJO3VLQ5Vm7R3NqkbFWanT7GxssXxo8dYD9fpdLrMzLY4ODXH5Ruvc+iMSzzogza4dfcWvjtOaMS0t7aIrYjIrKEtB9tzOffoedbvLFOtNzlamebl19/k2MIClm9x9c1XmZtfoHt5iZMHajx0apyFSYk76eEv1SFMaYw1SIRmpb3Et5/9BqcOtpB5lWGv4LGLH2LpcsRMs8bKcIsiy6glBXEecXd3nd7mGu1qgeHabG9vgwOF51HECbkhygNWlRuQpmmWOUKticKQLMsIw6AEAESjtllRIFT5YMopKKRFmqZMNMfpB310UT6oyDMkgkgppDAoLIt+EFLzKxSy/LxiBA2vVB201qTDkEJpqr6HpKBSKed4cRih85GaqygwbI88TXBdl3q9Ti/sYphgW4I7wT71rxUku22crGAt2sFpNrB3E/aHAaGokmcFLc8kD7ucOOSTJAOEZdMcrxK3t6lMNjhY9RmGEfmYj5OZFIOQI8ePsNzr4NsmU6fGUfkQd6HJTjcmswQ/9bPvIUiHJCpjO4mYOTiP67rsBD1ajSncMMYwJXao2U1ics9DFQJLGKRBSlZLiZsutzYXmaibxLtD6pOT9DodKkLjOz7DIAMVQd7FcqokSR8sF0dqmmMOw71NGnaTwjCIbVBxFycc0oojhGmS9/bwihg/3MPLuqRS0MsGWMoi1+BVLfZ6XTKR0s0CDpw4WkrGhaRwXNAxwjTpphEtp07dd9lcvUucwTOvXSGTKXNPPMKFpz5MOy1/PsYrBa5hEescx3HwbRdkGbHSqmB21B7MM02m0gexDJDovKyQsiTDsuxSxZjGJFmKLEyGQVBuH5sSIRWOU17epqam6Pf7VN0KYRwzNjZGGIa4joUlDYo8Y3ayRRRFJEkCosC1HYbD4QMtWjnuKMESrmeWP7NCkGYxlm2MWpoBQhT0entUKh5JHEGhcFyLwaCHEAUrK8t4XrkFLQsgU0hDUKicPI1H27ilrceyTUxp4NgVhIAwikd2mZRg2Gem0WDzzhKmZyFNg4ppsL66RGtimixX3L17G9stRxZKWhSqlA2keVp6VLUgTpOyY5DEuG4FlabkusAwy++3Y7moQpPGGb5tUmQpSoDje0xNjCO1omq7hP0hnueX75RZXhJ83y+/Z7qgUqsQRRFCFyR58uB9fZt6JYSg2WzSaDQeHLhaly3mEg2tkSPDURyn2KJUPbaDgMeeeDdvXH+Nx596gotHz3Pz5k0el3Dr+ls8dP4cxxaO8YXVDfrdDpHQJEqjYs3N7VvUnSrdzR6HDs+ycPQkt6+9yumFYyxducru8gr3V1Z58slHGERDgtUAZZqcv/AIWRKzu7nExuYurelJ3rhyE50n9PoZn/uN3+BbM1/hL5/5/5l70zDJrvu873fOuXvtvff07PuCwUqQAEiAIgiuorhIJCVuFslISeQPomMrj2JZT8I4kmNGjuXEimNbCSNLkWSLIiFuIEgAJEBiGxCDATDADGbr6el9q6696q7n5MOtboCKwq9hPc883VPL7Vu36t73/N///33fb7OyuYJdKHDgxFGaWw1KhSJhlkujPMfh7MWL3HHr7fTDmLlHHmV5eRnHNbzr/ttYmptnNpnj8R88ycSR/WQmI037hP0Wvc3GT8W2nwmjiS/8k1/9Ylxvcu9b3o2xK3jFMs889jKjQZl33nuEmSmPq9e26GYbTB72uHDjeTY2Btx08jRpOiDM1ri8coXx0QqdlSYzh1wquwJOT76To3ffT+PGI2Cv8MzFOhefXGaPO8mll9aYqB5hsZ0x+9wc9739PWy06+w+to/J2iRdUvTSWQ5NJGwNurw8f4UbccTs06t85iO/SENdptNdJZWbnD40gV3cR2n6MBOT+2l3EnwTkfRs5tItysrinbuOcOTUUeKwg+c5XI0GtMOEuZdfwViKMMvBLTGawPMhMziuT5ylZELQjkJkKaCXJeA5pFJgBS5uuUCz10FJBa6FCgJiRyE8h8x3SGyJdhSh1KiCSyg00hdYBRftKIRnYZRA2gYncDCuQfoKGTiEJsH4FsK3cAoe2hFoBQ1jaIcRqeXQ15o+ksS20J5DKgz9KELomCyKSbBobjSZODqNXVFUdpWYPHmCjfUtpIkw1QHjpQHjxZS9JycZmSxQmRklLUiysSK16i4ut7YIClU2RMqgVKCVWLzSblCsjbDUahBOVVisNzGOoJ5FKM9Ck9FoNDBkrLc3SeIB3XCA289whcHpZeh+TLjVYyS16Nc3kCJjZWEBEw8YExk66aB8l3PPXuCde4+ht3qUSh6NRg/bCZis1lDKJ0o1xpIkmaEclCjZFcJU4VfGSFIJykcVRlgPNW1hcaPZxt41Q5S6LHf6LMqELcfCUTX2nDxNw6Rs9PoYe5SQgK0kRhaKKFvg2C4ilRQrk2yu14k6DdZWF3juzEXmZjdYaPbpYkirAU3b59lrLerRBn2jMKLK9NhJ6OV91dFymfagh+t4+ChEBq70CZyAxsYqrqUQJkMZg9k2jdcaJVKUSAlshe9YeJ5DuRiQT+tKAldhqYySpyj7Do5IKQcO3cYW5aJHGvZROkXomHLJY3VlmaDg4boWSb8NOqFc9Om3O5gspVQIiMMBo6NVBJrAd3EdiyCoUCnXKJerWJZDpVwjCAKKxSLVWoWJiTHKxQKVSpWC75DpjOnpacbHR6mO1ahvbmJJiYWgWiqjpMZ1LRzLxnNdXMcZ/rTRcYotBeFgQKJTjACnUCDNMjphiCqUMcIHXJrNJl6hRJQIXKdEt90jTROSBLqdlKinSaIYhQTjoKSdT8YbScErkIQhtVKZibFR+t0eiBxopVI4wmKqVmWq6DEzWqXVbtJtNQmkzebaKtNj47iWIooGxGmM6zps1De4fmOWibEJWq0Wtsz9mbcHGi3bwlbWkCbPrSWVUrnZv8i1xrZtDTOONZlJh8HxILCxlOSFZ55iZXkB0pBr165wfmGdU295K+lSm6O33Uo2WePik2eJel2u35jDLxeR2CRbEff//PsISh6djTq2CmhnGe9778d4+bmXWJufJQtDtjZvkHkuXuCztLrB6nKdPXsPsby8Thbmxi2DVopXKhFtdBFVi14v5MqPX2Zpc4Nu1Ger06QrI/ZVRnDdIvWNFq3NBu+4762sLM5y7fJFlpeWMKQkhPieRVH59JsRZ89cZGx8N8INqFaqTIyUOXXsFCJ2+cTn/ov/T6OJnwmAvfDSy18slarccufbePrFP6HoD9hdUZy8ZYx+FJNsZPQLPXpra5w+eYr5QUxt4HDjaovLywtU3Qqm26M0MUmnB+O1KkVVICucZD4yzL/2LJNOwOPff463vfU41+ZWieM+TrCbwq13MD7Xx7/lDs5fe41r119i3+QEs3Ov8XPHjrI6kFx/7TqTo+Mkjs+YP01aGiWSHbaaGTMTIzRXN/jIuz9EuTDF2XnoJAHddpt6OEAJG8KMtXaTuZUl4jSjbTKKpQKYhMUzZ7A9Cw9JrAyOkeg4xtiSgqtI4hAl8/xMQT6Gn1uySVzfwqQJAo2rIJUQpjGucJCJQSQZ45USYZZilI2lNZ4ylFwPZbk40sa1JFkaY1t2HjgQ5360vuOgkxBlJI7lIoVCIlBIHGmh45RaqYRJUxxhKDluvl1jKNgWbpbhaoGjNH7gcvrAOFUnYGt1g8CxEEZTtGxKusOIDBgtu9RbdSxPUbV84nqDqaLmysoa474itdogXEbjhM2JgGP9lCjKGPNt1jc3SKKImcoIdBQ4Pa5u1EliyXjBp2D5FK2YXqtHpRCAVJigQHMwYGN9jaAcgGtRcMfZjLso4aBEhZ5dIOppqoGibRe5GKWMl8ZotkPWpELYRZbbbbqmAAWXuD2gVC6wHFvE6QBHJnkvjwChXHZP+VihYNS1kdrGGx2jGwkmanshimj1Bhw4foKok5BSZfdkQMEV3Dy2i0I/oz1o09zoELVgdWGdy/ObtGxBogpYNZ+pY8exS1MUxiagZKGcEu1Nl8uXX2H8wAmuLyxRDgrsP3SAbqSpjtT47/7Jf82dd95OtTJCEsYk/Q4OAq8UkOgsZ1BM7o+EGQaiK4kbBMNwcUOr2cD1XaQweEIyURvBFoo00vhukcuXrqNjQxbHVCvVPB0nNThuPrlbLhfxfZdauUSURXiuh8Hgei6WZ2OEYZBG6DTFdxxc20YbjTApWRphKZBkZEmIY0tcx0JHEY4UkGpcx8J1LSrlIrYwWDLXiDe36mRZbjqidZ6AYwmT9zaNgWG4u9EZlhC4rpvLlWwbVyk8UjxX4QcODhnjlQBLRFRLAbYtKZQ8pDQERR/LsXPqHIPrSqYmxqgEBXSa4Lk2nudjW/mwk7Ik5UKBguMwOVrBEZDomKrvMFWwKHkS3/PJtAFLgmOz/+A+ikGA7bmsrKyQJAkjtRpZklIOSuyamMK2rJw6VhIhBUKK12P4dB7moYRC61yOo8gDDWzbGlpSitytypJobfL4zCzFkxLXhfX1Feolxa1vuZu5Z17Arjo88ZWvsNRc4+q586xv9Wl1WnkffHUNv1pj9pVr3PehDzB3fYlPffwzrNXXKI2N8M7jN/Ptv3kQNVGiUPTZtWuabrNJ2OuxtrJOqVBkenqahYU5jp0+TWOjz76Jw+we2YWxBiRxRm2kxjcefZhqtUzY69PTGWOVMpo2njWG7zocP36U5fXzNLsbbC5toQR4bgVluQTFIqnpI3TC1PQ4ONDq9jh58iZeu3adrc4m/X7M537tN3+2Afa/+d1/8MX15XWanTXueusR5q5f4S23v4/NlQaimaE7CT+6usx032L3LXdy4dIWfpyy98gBdh2oovsSxx7FeNNcvrTAyFiRC6/MsjzfYO/4FGpUE1sxbz52lO8/cZax/Ucojpe56fBpanv34MYQjlQoVixm9u5n0IrAS9CdJm6xxma7hS9d9u3ZS31xHlEuoYv3Mjff45sP/Tssy+LqtSX6icAEFaTSkA7oK4UTpmjL0EsjjJC0dYzvFVhd2UBVCjz9ne9i2w5Ga/Sw75MkOqcTE+gOkpwOVIJ+GpKSUQiKGCNIQ4NrF4h6EVF/QKwFluXg20Heq7FsslRjZwKZCqw0Q2lDFoaoTNIMQ1JAKRsxzJAMoxghLBAS1w3o9mMQiiSOsW0bJQWpgBRJlGiEsgmTjNSkDAYDNOQB3FFIqgQhmsSknN4/RtppUCjbec9scxWjuuzaM8pqK8KUamxEMZGQDKKYzU6XJtBPbSraw8ocitYY1zebBH7AQqPOQuLgliepUKNojbKYCl5d3cTRhn17bmZs/1E2wi0WUo9GlFGePsBsVxA6Ba73QFamKY/vI3GK9IUHImVVW6ROiZk9M2SWQJSrrK+3qbk+pF2CdEBV+vSzkCmpCeImCo8wFFQczXiQEvhVhG0wgYUlipQqFuMjJdJGikwaeHGAqxWDZpeqXSBrbuKlPaxUECiLhY3rrC1u8WePPErUbXNuM6EZdMicEXDKlCZmMLVdTBw6wK4900xOjRJUDxKJIqtbXdbrijPPh6zWU2aO23zol97P5tYmZ84+zfF7b2bXaJXp0QL7Jmo8+Od/ydL8Arfe9SYiM6AvJX00vm1jkeeOSvJIM8eykUags5R+p0vRD5BAtVbDaEOapVi2xaWrV0h0hl8q0Y9yuU037mHQFCslkBLPd1FKoWQesaizjG63iz3MRzXGoMR2Uo0hcP3cPYm8wsonjsH3c4clrTXFYoG1tTU2NzeZnppCSoEQJl8UDM2OXGXh2DauZeP5Pr7rkGUxli2wLZBK41pgK4NtgWVluI5AWRlSpQiZoiyDsnKjinziNrdbTKMI17FJ04TMJCRxmNtMosl0SpoleUWIod9v0e23yXREmkVEYS+PrTMZWqT0Ok0Ggy5RHBJnEbYjMRjiJCSKEzrdPv1BSCZVfu5mOdVvMk2pWCQIApI07xmnScba2lp+zLa19MPYPUGu8TVKECdxPuk8jOEz5Gk6aaJJkiz3qc7SYQ6uQBqJsBRRGOEHAU8+8yz33v1m7G5EvdPjvgfu59EffZ9qtUqkFGpqin/75T+mkBre+ZFfIM0MH//5j/Cdr3ydj/7qZ/jwpz7Oiz/4Ia++9CJXrr7G4uI8tVqFlYVFdk9O8epLF5BGMlYdp+QXufDaRfyCx2/+1hf41K98mpuOnuKR7z3MxuYyWZbguQ7xoEdgueyf3sWNxTmi/oCJsUkCv8jy0iKvvXaJg0dLJCJk974T6GzAxz/4QeYvnsVXGukrFut1ipVpmq0QYVx+9KOnePt993DfPe/g5bOv8Gu/8YWfbYD9n//1F7/48+/9MFLYOJ6LNA6L169RrXg8/egzlMarXLixyrtufRMNR/D4D57mTScOc2XuOn5RkQ0kxco4dmkPu2eOUG/MYQuLW44fo9ncoDTts7A8y8K1q9QbhpO330G55rG7MMKZ8y9y9MBxOo6iWHCxrQKdrR6TM6OsL88xOj7OCxdeZvV6h+mJ/TSXX8WujtIRY5w//ziuarO2XMdRZfYfOUlf516ikhSjJcrKaV8NKMfmxvwC33zwG9x5+50Y1+aZ734Py7FRWYa2c6NzIXKZjE7BiOEJLBW27xJGMZZ0yBKNMgqZgUliPNeQSbAdB4QgSRMsx0MDkRLEtkCLDNu36WQRA8fKJx+BTMmhw4vEINCpxghJt9dHG0UUJZQrRdI0IRxE4LkM4gzhOPTCCC0lIjMYJLblYNkWvbCLthQqTbGlohpYKNejNUhopRGhhL4tSJVNfSMiyiwKY1NYtksaa4RbIHaK7N13mOtLi2jHJ5QODQSHjxwiiwaMFgrgKfqeYiAlxbJmz+4peqrOWtqlsbnOQa/KCIo0KHF1eZNRy2bEtTFCI9KI5dkLTNR8BmGdGinSdnGBqkixTQw6ZaxcoiZSxguKNIZieQxtF1BYFJIBaBvLc3GEJupustZMabV7hGg2NwZcu7zE0kKdV86/xKWL12nUm1y8Okdxcg+PPfVj6hF0jGDs0CkSb5ysNsH0zEmsqRLvuvsEhhrVskaW9tETNsYr01UFTC7uLigAACAASURBVMFjozVgYWWd5358nZW1FqpQxCkVeMv9Rzl2yxjHTu1hRJc5uv8ge44cJNQxNTfg1StXOXzsCF/+0/8Dv1zi0sULtOp17rzlTkSS5mktliIKw5xGtSyUkggBvusSeB7WMDJN64w0y9DGkOmMkdFRHNfNzwNpMQj7TO+axPVclG3n0htyU/o8ci7DkgrHtocstEZsSzJ1HiAuhSTJEowUCCURw9dvT9J7nkeSJBSLRaampnbMKGzbGmaimjwL14idTNMkTQCTZzZLgZQapQSGDIQeTuTmualiCIxv/KeklcfSobFtlQeda42yFUoJlMqlMgawLJX7H0uJlOAXXIqFANtWFAIf13MpBC6+6+AFLoXAx3GsfLuWRDkKqSRCCZRt4TguvufjBj6O5+I5Nq5jYVs22TDMQFn58XEcF9d1KRQKuS5+aOWYpikiT1LIlQBWPsBlKTt/vbSQUu3EA+bZtgIpct9oclsalADHcTl64hR2PED0Q/7j17/OSmODLIt533vfz7MvvUzm+PzCu95N59oS33v4e6S+g2UsDo3P8KV/8SUuX7mMH8csLS9zy+2nuX5tFiM1k6OjHD18jE67S6fTzYflPJ9Gt0FGxpkfP8f5cy/zyLe+w769M8wvXKdQCrg6O0sUhYxUalx+7TLaKIp+iUazxfraKrVaTsPX20ucPHmEsJ+hox5zr83ywDveRKEYMLfRZGJmP3EUk0QDHLfIpz79q0yMVRn0E3zH54O/+Ms/217Eew/1mJt/gsNH7mBjNebci5e563SJWnWUvTfPwOFp3upaPL24gGkuUbFBVTVT6RQ17VI8fBDl2nzvmVep+IdYWIlor8yyu3ac43e+hRcvnufm/ffgn9zNHf0unmsRZz2ee/wxbrv7Lja0TT+CXligvdlnbPQYy6tzjB97M5kRdJ2Y9a5h+etn+I2P3Mz1sIGlX2Fmss1E8V4OzBwhzoo02go8QaoTjLDJwgTjObkedaTAC2fP8dDD30FtdvF6KbPNTe5+2wP84LuPcOzALuphi067iSUspOfhS49Mp3jKxiSCtfoWQikqBZfBoJtTPrbEWOALK18ha4Pj52JzaQuyOKGU2pANkzVSTS0rQCRoWYJQC6SWuJ6PJSVhlCGUIs0MthOgEcgso9MNcR0LZbkMmn2UsonafSy5TR8ppAahJWhBFCUooxFGorRA+yW2IoPSHmGvx/panalaBdGx2O1YpFGfwWwDy5ZMjtYwSFr9BK5e4ZiyGEtSMmWYNJoTtqbiGMaslK4xSM8iCUP6CxsUgwIFf5TlgSQsV1heXGTQj7neyAeSljPFqm1Y7rbJjEakhsXlKwxMSuj4pM0mAKWxCfr9PtKKSMIMKTwmjxzlleuXqEXz3H/vCb762Fne//YHSKwM25KMKI8wGmNh4OFGfW7ac4qN3haMeigLRm4/QtQuc/nqU6RJj7E3n+LkuI9lxeyeGWXXwVPsmdnP8lKdICtTcHzmtzpsuROcv75OP5yl0+mB7VKZ2sOR/fs5sOs0+4/eTmn/NYKiT7fbxrYUI45HSVboXu7yTHuT9bDJwuXL3FSd4Lf+4IvMTEzzw79+mN3SptTrkEmHn/ule3F9hys3rjE9MsZIUCYN/Jy5UIqtrSadTjsfDPEdHNvL2wbKQmGI0zR3ZMpSHKWI4xRjUsZqZaQxOI4ztAnK3YV0FucXaxTbqXFpnGsWc0DTWCqna9fWFqmNjuSglhlSY9AmH8hzHIc4GuQgoAVJHCJ07mikMKDEzkIgtwvMXcgsacBVVGQhn1xO853IeD33dXsIaCdg3Rh0xk4ebJbGeW/SGJSyd1yRjBF5lSflUF6XT+r2o5AsA9fNgcsaLjjU0MQ/DEMSkwfC27aNY9n5tH6WAKClIhO5VlW7FrZj7xxbrTWofBo5TWN0aobDWJpMZ3S6rXyQamhk4Xo2rWYHoSTFYpE4TkCCzuIhRS53rtFi6FuNHCb4DDXzRmfEaNLUIJRDhQJ/+dffoLfe5NqVWU6fPMJ3vvUQR+54E+9+1wfQs3XM5oCNoqLY6vOp3/4dll64wEZ3E2MZfvT0M6AECzcWue3Nb6Le3mJtbZ3vfP+H9LttxsfHWWlsQaudz60kGnfg096qY9spTz39fVIEreU6wpMkGNZaW4zv3sXqapNeN8Vgcdvth1lcmKMyHlAsjrG2PM/bb7uDG9cynnvmMn/98PNoR4APy6+cZ2ZiijjpU6yOsr6xQKtdp9sKedMdb/2p2PYzAbDjY1WyXoiRdc5feAU3EHjBJF978Ck+8MG3M98KmZzaRSzLvHrhHLceOA6uJI079LohpWnB/NINDh7cy4E9d2BdahAcGae2Z4YQTa+xwczMTVzvJ7w2O0vabjK9/wAnbr6V/QeO8PK8Q5rFiMjHtgKa3S2KpWmMK5ibPc/uPbfgO33OPfsSjz2Rcct7TvPjK2fZWulz9G2HSU2NKFO5aH4QI22LKNK4UrJVbxIUfZ559Ac0NjaxlUUviSkUPQ7Yu/jBha9y6MhxChWXlYUmtm1TLZYItWZpcR1HiZ0PyVh5ZNT1bj+XG1h5kLIWmmImCckwYgC08xPAVpgopWKXMCbDtgQ6jXEUWI5FG0EmJI7jYOLckbTdaeE4zs6KNcnyMf7As0mznDJybI8ozV1hPM/HUgIp81B3y7JwbA/PDvJcExMSxxEHxsr06g0IQwqFMjcdHaFg23S2uvTtCKtYgw6MjIywtr5CojOEKjKIU1qNNdK4Scf0odfmhbogDNvUk00SWcUYRbLRJxQx/bSOrVJCyyHWDoVunwnHoz4ygyEhieeJUkOxWMKSChVBEJQoBCWS2m4OqAip4EZPc3xyD/2VV9g1OcagG9HIAmS9zMHRaW592wl+tLjBzImj3Fi+SCWwKNsa+lVc26MqPdZXl5g5MsKGgTDtY6wOViFgYLoc3bN/+H1wcG1Flko6ITzz/GWOnbiLjaUVWo01Wl7EtcU1SqUyN5/aQ2W0iF2sUO/GRP2ITrbJoGWo2oaqZVOdPEBqLC4vXCZO57h+Y4sNZZg6NM2xN5/imF1m4sfjNBc2mSrupuAEKC25/c47+eY3v87v/N7v842Hvs1dt93GKy+9zLW567i+x769ByiXqwRBbi6hlCJOI2zLyi39AFsJrKGZgUkznOHiK81iLCXzeDkxlMoIibIUcRRhuxZJkiC1xLFzb2zLyo0mUp3rZZvNJpVKBWAH9IQQO7pu181NMJTMKVrXyr+/2xFzQgjkEDOEYUcqhN5+XLFdNjvD7athJQcQp3oHYKWzfeWSSNdDCENGRpoZHNtGmtybOEvTNwB1fszKVpE4i3dC0LMsw7JUTpcLgS0VjuPgOA4SMTSIANtYQxC3hiHxKbZtYauheQQaoYZB7YCReYWZV8zWTsW6E65ucprY8x2kyKexc3OP1yP5pDRvON5muCySmGFerkZjtEQ4kjhMcIxFo95kZu8+BudeoBjHPPnU09x721t4/Ow5Th45jdjSvHz5IrXJMW7atZ+52es8/sRj2ElK3BvQNTFFL2BtZY1CpcjF2avsmpki6vZRto+0PCLdh+HQXRwm9GTEfH+ZqWqJw0eP8MSzLzBaGUE6Cp3miVQLy0u4fpXdkxOsr7WIwow4yuj0erhCMlCa2dnLHDt4ik5P8OdfO8fE/imOHtrN3olJlpYWKI4USdI+lge6A/e8/R7O/vi1n4ptYsce6//H2yc/c9i8dmkOLWBtVVAaKRJvRYyNjzDhdXI6QCkqxVH2jM1wav8RXh48gVlq8o6Tb2PdUmyFbeJBlUFUQ5UUM8UZlk1Ge9DCnX8G048Yu/ld9HxYO/ca1fFD2GoLLIel5jRV4WBkgvQlUdxmRDo0TJvzT32V937sE7x8ZR5tSS5866u87wPvwRs/TqYCytoQSZd2N8GWNoiIFEMvFLjRgOr4CJkyXLh0nse+8zAOEh1HxOEAyyvwwJt/jl6gWOltsrV8g6khuBX8Is+++CqTY+P4lofWKZVSBEkHJcoY5ZIIn36csNHYwmysc9sdx7l89RJjY1M4CrpJD0v52I6DsgxhZ4DQNrYK6EUtDBpXlUizEE021NbmejhBAiojShVCqB1/1PXlJbzqCEJJ4iQlGmoEpUlACxLbQsUZljLoOGZqeoQ7bnsTf/LNJ5go1MDkYvviZAHLq+Ah2Vvu42iXLjOkWlNy8p5V1leEE5JdA015V592fQzp9vm/n1zhUDrPr3z4JorjB/nRi5eZHBljximBHDAIJRu9jIG0OOaDibZ4vj3JxGSN0+WL9IRNBrQ6A0aqM1i2x2Z/wGaym5ukBZbiQrfNWFCh31qgWLSw4oheBl97aRbVWOEf/sZ7+F///Gk+9YFP0O+tYheKOFadjW6JjlUkcGyyQURm94gHRXqtTQJZJ+oWubF0kSvX1rnt7jtIoz6Hd9eIBnUOHTrFyGiFf/qlf8Uf/PM/xi006Xa7TO7aT6uzyn53nDCRuH6AGvWIm5pzl1+hIzRnLr7CzPghal6NA3vHOThVpei5tOrz2PVNrpx/CjXoMO6XcIIS890tfvjcq6TVA1iOxa6ZKbqDlOMHjua0ru5hAZ/51c/zF3/6V3z6P/8sX/r9f8qvfPazfOPr3+G9730vSdgjcD2EHmYRD68lWut8OGpoIy+kzGlZbfBsZwf0SqUSW1tbKMfduRbYQ9rYsnLQTUye2ILMcnkQr1eT27c3Au521SWH+ac7zxM5sOjXX0acJENd59BoQb8OosBOCg/knr0MJWnbBvhCCIQWKGHlYKnyxa5FDuY6zYa90IgkTdFZtpNpKyyFGVbvjpL4nofWuV83kD82pHLRBpK8+jZyWBVbYqjJNTtgrYTEMgL1hvc9VNiSYRDaoAU7+6+NQWT6bx07gRlW5GZ4rLadnrJhXiyAyYafNRrHcXI3zDTjzCPfRfR6vNhYRvb6rPebfPrnP0739GFKzS4//sZjOHunuOfgcX70ygtMSptv/c2DHDt5iKuLs5x5/gynDx3ltc0NpOVz88njnP/xGWZmdtHshviZYb2xTo+Y3ZPTRElMfaWFFinjtQDpBnzkk5/j6tMvcX15jsWNeW5+002sX1vm/e/7EGu9BjcduYnFxRUe+sZ/pFixKJZt6isZBB3ecf+9PPLN5whbEXbJ46773oFI4dq1JzlyfJr5G1skWtOJBvh+lSOH7uD/+l++/IZv1U/efiYqWIxLpTSFZVmMBCX27Z/i4quv0aqHdNyEw7cfwyMhSS1mpmeIdMLoyEHaW/MICzwro1QtMfBdnK7mlWsLVE+PsdHu4JLSaK6A6VIRK4RtxZ1338PKekKrlxBHAtu2yRKNRuCQV3RRnNJsryOdjKjnsG/iFK2wwb7jp8i8MdK+TyfTRGRkSYugNIWVJzph2wK/4FKPenjFAs+/cJaP/uJHUWHKj374BHYhIJUa0hSjJHOLS4iajbYsllt1quUKZX8MT5UI3DISTWWkgiU3sQtlepGF6wbEsYdnl7D6hr61RSfLaCUZE0EBpCCwACyMsvKeo3KpjU4gjEFFAkdKHDyiyCMVBq1jpK0RMiBN+5SLLt1ehpD54MnMrinSuI/rl7EDh3a7zWgtoD9o4ZcqJBqULuZOTzIla7U4cOgAsa05Oq44eLBEliqWVpcYqUn8EZ/xwGd3yWHQjlmMPfqDAb6OGZmoMju7zMHKbpTVI9EtMqeMozpUrSqDxixdralvbeKVarhBDXt0As9KaV1eo1yuMVKoUSyvMRJMM3sjw6+USYLDxJkhzQRGxfSsElkiSOwyo8VRmp2EUqnKiFMmsCS9Zper7RZKCALXo7JvD4XxCq0s5dDRPdRX1lja2qTrt5Hti0TWNGvGJez28VRAKrtYXYHjCpTpoEObeCDYu2+SlaVZ0rDHx9//OZrtNe648z2cu/QS7a0uf/5Xf8avf/YBDh/dzUZXM7X3GI2NBhRd2gIe+qsn8GRCaWISq1jmvlNv5qbDU+jBKiOFkM3XXmBjq00WtinEK3zs1lMMNjZZvXwZL+xRdCTT97yZL/3NU+zfv5/lxQWKE5Nc2ZhDGsF4ocwgzfi3/9u/IRaaBx/8KruPnODMj5/nytwFPuK9l6ivkeTTqNsmFEmS7GgnDcMotKFTkJK5mb7jOMzPzzM1NbUDgtsX/YS8N2qk4MbiAgjB3v0HyKI0ZxyEzC0FjUHLnRyY16lcsiGrk6fX6iEgbj+eDblow3aMm/5/beONtPD2z533ZIbuSkrtDE4Jkc9NCGFQYtibHYJrvV5ncmqcpNNBSIll23n/WKmdv6uEzEEXhmk17PyeW5kalHj9+fn+D6tMw86CJZOSlJxF2AbFfJ//1mJkG6Qh923WDOne4fOUzPvP26/ZPgZGoLXB6DxEQBrI1OuMBMDk5CRXXnqJKEux0pTMc3j0hz/ATRr84pveRr3Z4PBNh3jyyR9y+cZVSidOsn/3br72ja/zng++D3/2NQ4cPsSTL5/nN//Rb/Pv/uAPGZsa4fLsLFWvQjjcD8vxWFteY2xygm4WU3QsbMej3+vz9rfdSyWV1B/b4GjhIElrAGGK7fksXX2Vo/uOctOpmznz+HdZWZmjH1lgyiRRzLWrN1DCwhDRbDZJTcjZM89hsiZBwaVUqLDZqrM4O88D7zrBrkP7fyq0/UxUsKdOVE11pIalDGN+hf3TVQqOzeTBO3jwyb8g7fR5601voV5fx5sYY9eh/VxevMHW0iqH/DIf++Wb+cG1K3zv4Vc5EJSp7r4fU9xDP41Jsi7FYAXbLFPuV5EjAak8SKsjCZ0yvV4f12iyKCNBMhIEZCJEGUOlmpClPTY7ZQIt8dwiqJRU9Mg6KT3fJYp76K2E2dkr/L1f/Dh/8Rdf5hN///P8+3/1b/jApz/KV/7qq9x79z1878FvkmiNMzVG3BsQtdaYNJLRg0dYDzOarS7NZoO436FYKFBwAqIsF9ZHqcR1PaI4N/B2TR7+bCuJ41oYkdFvr7Bn9xStTk4Px2GILcAPShhlIWyB0TaeW8BSAZayUWpAmGq0cInSDhYDMCGWUyZudCg7hlaYUilPsboxz+6ZcTrNEMcawfUC2t0OhcDBcQUyamI8l07oII3L1WyDQa/Ju48e4Pm5G1i2y5GaR0qRi5fPEJTGUIU9vOP2W5kubtJOMjocISalKhLCpIccHyXrKkR9iwm/xeqgShgv8IMLPnbzCh96/2mMV2H+ehuZKWbXrqN0TEUWSGyXPrDZ7xH3DcIUKVVqLK/NoWWMVRqh2+2ATnFdGy00Jo0oT+wjjDLC3haVmoNJMnQ3orp3mk6nRbzRRWOouT6DgqaTKizbxXY1oh/TkS7FTOKJjMyWFIWhnSa4QmF5Pt1+B196NBsrvP/e+3DshItXrnJiai/pqOHdD9zPr3/41xgZmeCjn/ow9z3wbv7mse9SGalR8iYp+gGH9+/GEX0K0iI1KSuNmK2Xn6W3ucLR/TWOjI+il+co2oqllauUgykqlQqZhKDoEA46pN0OOkqJum0sxyMr7iKTAf/4j/8aWamSBQ6bYQiFMXYdOkp3c43dI0WyyJDZHh/75C8zUihRLpZyKZnarpLyi7frukRR9Lr7k8l2jCKSJMkp0CHg5jSm3IlFy8EhH7TTWucOY1maD+IghhRphlB/V30wrEZ34tler0gBeANQbVeh2wD1Og7Jn9ji9r4BP7Gt7W1n25XesHertcZR+fvcBmch8uNjht7KtpA7lb+Qb6gSs4xtyFdCYCGHlfJwkbCdkyvFUKs6fNwaVtuZRou8gs+PFTv7/bev9Zp8P3b6y9sLHcxPLDbMsMLfPj7bRiPSSBKZB9/n9qoKtpqcvXCOy6tLDJTg7mOnufDsWYL7TnJ873EOWxXacY//9Ef/O91+l0sbc3z4He/lqfMv84XPfJ5/+C//WzqNOmG9Tz3W/PavfJ7/9PWvMLl/D9cuXqKtMsqZRSIM/bCPVfJwEoNbLnDnXXfy6vPnCPwyt7//Xqb6UKmW+d65M9x90x2cvfgan/zMp+k3O5gwY/HyZbYa63zl+3/NVG2SyNIcO3SIxdcW6UYJm40txnZVicMOUWfA6Ztu5dwzTzEyU+KW2w4zMXOArr+Xf/87f/izXcGm2YBBZKhWS9xYvEaluJ/q/lvZs/8Wut9+kBG3wuLyIjghkPLy5U0mpw9RDYpMCpuNjQ3GR0YRfZ/p3VPYhZTE0gjHxfVdVDjAs2OEERw/eIQXr4V4ysH1ZE5nihTlKZRXJO1HWEriWYrAMqhCiebAIRskpMmAQlDKU0eqEuNnfPs/fJ3BXJdb3n0P//qP/pDQ0jzx7LNcmr9O4z/8Kesbdf7kyjWkFlRGx/ITwrLZVx5DbtWJkz7drRZxL8LEPYoln8BziaM+Fj5Sa8oFh96gmfeIpCQRgihJETGYviFJI1zX5vLCGkIIuv0eSkg8JZH9NrHWaAyW8jBmizTJsG0XbVo5+CoPaUtE1sW1ITMhTgqNLCJTNqmJsYIqg1TSiQ1pt43tpnS6IZXUYRB2cG2BVhFO0Sau19H2gMZWk/fd9wCf/Oxh/rP/6neRgy4jIwGuN0O7FVMtQrszQA1sGolDw4roDLp42YBO3GP16iLlXoKlNHayTqTGsHQL6R2gMDPNM+cXGOglwrbGUQ6tBGxl0+q3yBxFZEsKo6OUxnyyQUSzt4iu9RFGMzaWMTVVYn29SaKTPBnI9akUXbxCRqPg0hUJlidJHAsnG9AyIVN7RxlxilyfvUHNKuJUysS6g2tlHDlygka3z7Hd+xktBPTbDSp+AWeyhu25VKpVtBK0wz69bspjf/oXNMJVDp84yVajxfe+9yivnb9EdWocvxDw3Uce5YVXXuHTv/5riFhQKwU4FhRLhs78Gq0wYdDcoNlqc++UTxxUSJKI9YuvcnrPHqJOk5MzR7i6tk7JCRBpRH9zgGvZTE1M0N5qsRkbNvsdJgoh/bUV/sXf+xCracxA9JlfbvHklTpPPP5Djtx+CN3v4JUnmJtb5a677uLSyy+TW/zl4euWVCjL2qlSlVJ0Op0hqGbI4bQqMPQ7Vj8BglLKHBgMeb9W2VhS4XsOvXbuOpQJEJYkGxpgvJEqzm9573H7bkNeDkphhqHww/v/ztdu3//6/7efo5TaWQDshJTvABM7+avSCKSVy4Jcz8n141Lm7klD+QuAMHnFihjOE23vz7B3KoYUtxxWhtK2kMbktO5QlyzM63Sv0iafDt7WquYbBZPT1n/X+5XktPI2pOs0RQtNroDNgXY7aUcCWg4/K5HLe4zM82WFEPiujUliFm/McWn+Gvd//GP4IQjHZ+++Q6yoHpPjU1idhOniGHfedjvPPPUkgVT8T//yD/jyQw9x48yrFFLF1iCmj+HnfuG93Hz6Vv7ywb/i/p97gLmLl/Glw/L6BmXH51c++ylWttapWT6PfOe7/P3f+cc8/bVv8aX//p/x7l/6AGcfeRjLtbn17W+h09rCVoL5a1dZXVpDJBmPP/oYh48ewbV9pKW4dOkavu2QpDGra6u5CiOBo4eP8+Lzz3Ht2hWKxQIucG3+Mj0Fn/jcp38qtv1MAOzRU1PYbgHPC1BasdbdYuP8o3z3R49z693voChteosvEJTLHDryNqziCdY35wjtRW6szuMuBWwkDkXLIUlaHD0B6/UOgSkxyBo4QYBvT/P8+Ycw7ghGB1hSIESDWjFfZcs090RuNmJSY7CNoNeNcfqCAzMBYWzotxNaSRtHWhhh0+8OiFt9imXB+RfOUlYurUHMt7/5bQIpac3O47kuJ44fpzKzh7kbi3QbTWzPZrRQxa5NcIOEvSf38NLTz1Moj2F5Dvv27Ger2UCbiDQTFMolKozQHYQMkiSPjwsjCsWAMAyxswwRg8gg1ZqRsTEAeoPucLJRD0+63A5xZHKaXreNSotgbIR2kKkmSTMiDZkWDIzAdctEg5TNcAtkgrWVr/bJUgJTANtmeXmdYsGHvqJUdAgXl5CJYLm7zk03n+DL/+ef8eH/8vPsOXUTMs7YjGMSL8AoGy0lZy8t4HgZKQJ/VJLqHvV+Cy0VBRFQc3xi3yKRY0RbfYLyOE4Y0jZg+aP0s5hqyaFWrVJfmydJNaPVGsaCwC9QHZ1ifXOD2p4qY8UpslhTsl2matPUgiLSlti+R6vXwap4KAS+lByanGD28lWyyKaf9OkkTVbqXXaNFXjq3DlOTTsk7QYiHJCRMTo6yfMPP4qdZjwvzmBbDm+ZnqHZHeDaoC1JYbRMEibYBZcNS/DWW47z+HMtrl+8ymCtR3ctol5eYa8T0Gl3yfwyn/rkL+M2FoiaqyS2jekMGK8UqF55jcLugP7KAlnJZjQ5wXrSZ2LM4+rqKu2+IlQWa6JAZXoXab9B1c3lNlGiaXZD+lIwdmgvE4nk2tU5NjttrOo6+xyLtaUWMydv52p2jWO1CQ4fP0p46SpPn32K3/7CF7jw4x9SKI/SC9s4XoDUEpkYBtmAJElYX1+nVCrlg3JJPhmsyXZAYbuaklLC0JSeLKduoyQagm5Gs9Pm3HMvcPMttyFti8XFBfbt25cDwI505ifpXMhlJNtDTnn1mN/ETgX7ej81p1C3f74hL/UN1PU2oG7/DqAzg5B53xgxBMQ3PE/rFOUI0iRFKoMwJp+YFiL3ITbk2VfS2hnqyvlackkRYqdqNCbvn24DbmryhCslFK7tvD7AJCVJmtP0aojeBoEcSpqAnWo4r771jtn/jjxKDvvLw6O7UyVrnUcY6oSMXAsba4Hv2FhxhDLwyEPf4unmLB/5/OcZUZKe75EZw+m0Ct2YuN2m3zXs3rsbzgg2Vjeolkf59re/g9WJGNR73Hh1mVt+4T46CsZnpnnPhz7EkVMn+NwvfYI/fvhr/I+/90/5o//hn7O6uMTfPPxt7rnlDg7s2kdpbJSP/sIvUQxdnnryKc7MXSEVdwzxWgAAIABJREFUhheXF7nzlls4ceIIf/j7v8f3HnuE3/1Hv8VbH7iH9WaPuJEx11rh8L593P22u3jooYcJPB/P8+g22rzcaFMpT2BJRVZwsEVCseJx2513Ea/Ufyq2/UwA7PTMPq5dW+Klc1fZNTGKsmJG9pYY2eUS0KDmHOTUmz5IL+0yVtnDcnOLqYmD3Fhv8MqV88zUbqfZz9h3uMygt4iwbLRwiKMY11G0mymRpThw5FYy6ZLGKUJ5uLZFUPbRScqg0abfb1MseWy1WzhOgJEeFoY46RFmUCz49Jugoy6tOGPi0F56cZ/Mr1HoZ2ykTdwMEmKCOGW05FAcqWK6DS6+vIYUNn5m0Q37NDODoyzWun0W2nMgcxH5IAo5t/48URxjuxZC2pQrNTY31vA8D2E71CpFdJzQ2gxBSBzfQ5Ylrc0WURShcCiXy4jEBilJo3joQiOxlIvrGnqDmF17dtFqhvTjBJ0I/GINQa5dzLRGqHyIYWSkyuLKDRzHI036kOYr2SjuMzZeodfrICxDN+pjopQo1MhSiUsXLnL/b/8Dlsc8JB1uLF4nEpqJ4i4mJwvEyQAhLEIEleoo9cYqrq0Zq5SIjCFqJIRBgbpJGSA4dOgo1YLL/8Pce4bJcZbp/r9KnfN0T85ZM6NRTrYkB5wwmLgYY6IBY/I5LLCwsMSFXcIucMBwWIIxGAM2zjbOlpWsZFlZ8mhyTj3TOXeF86G6R5KX5f/tf1HXVdd093S/9VbNdD3v/Tz3fT+2YgpBFKkwRDJ6lgZfAI/PR013G06HhwrByuxymKIoI3mctBTAYsnR2trMgacOYERSTI4cJiwpVFRUUNA1xqenmFFTpDQdikVqFAuJaByrYkPQimhSgZToYqYpyGwmieKswlFXSXVVBcWCwOVXXIH9xDEkCfJWF3anhTqnjqJLGFYHdkkhVyxQRCdo9TAamWG1z0mw0s9Tjz+K6LLgcYfIJfMYTQGEmEFf7xoe+dMf+MhVO4mMzlDT6MPtsFJMRsiLTnSlHmdTkMmlaepcGtZUFt1w0NS1geVYjNaWemYmhzAcFdhFK0ahSLyYR1asIDpw+f0sLkzjEh0EfB7cXheZZIxwskCsuot7Tp9jyeEgZO9geSSGohl8/zvf4Kn7nyD0lpuxOgpmzU/XTeRWKl1YrVbTq7iUCi572RrChZqsLFxIu0rmP9qK9EUSFHTBJOi4XC66V/UiyQaqniediZPLp0poTP5vac8yRisHT0EsIVJDXJHKmL9jJZ1LKSVaCkUIZRvA1yC+clByu92m/+6S2U1IKNVxDcz4WF4cmH7NhVK900R8UF5cmIYPphpJw9AAQyjVMs3aNpRqqKVIJ4oCugigo2sXase6oqCWCEgSoKEjlNPQpTVIOR1eujgr10jXDTS13IC9nE8WyuAXMC4KzAJ6WTpFOa1tnqvNaiWbSDI7O81cep4Xdj3HB975fjLTYey6gGFVkNUcYwMDHD97io1r1/DIM0/y/V/8lEPP7KYQSfH03t285cYbqGxpINDWROvGjdQ0N3DHHXfg9HmYOXic5s42xHiKxooQk5MTvO/2D3Hgvr8wtjiLmDIXZvt37ea9H34vzx7ZgzdUQTaR5cC+I+T1LFs2beLksVfIZhI8/PBDKG4fNcFq6ntaCFV5mJqawO6yszAaNt3yrFZSqTSyWE02naCpqQFRS5oOZWcGad++/m/Gtr+LGuyOa6qNXMGJ1WolYLMSqihQ3yISXhRxpNYQClXQ2tZBWk0xHz/DQjRClb+PhDzC6OQQXd4O0qJMhXsZq6xSdGwml7GAbJCIp/F7asjllgi6vcRyMYqaiM3mwO1ysLAwj9tRgSxILIUj2JwObHYLelHFp0h4HS5ihkg2msMiWilaNRySQD6fIWEXufPff4Ql4MFWsBLVClQaApKao81hIydmUZxuEtkc4YJOVger4kN0SrhcLmanljDsNgwKqPMLZHM53FVVOBU7ktVCKp9G103pyuLioknaUA0CQT/xeJxcNg2A4nIRrPAyNTGJiIGqG7g8bgxNpJjLY5QcYiRJIZPOYbdKZLNZJKebXD4LkgKCgICIUVRBVEuNARSsThfZbBQEC4LkRrKlcOb9xJMxbBYrulXE73STySewWd0IuThWXwhFLOIqFvmHL34alRztVUEWCnBo/x72HjzHlevaqWlq48lH91Lj9pDMJdC0IkZRJm+kSYkyksdCqqBCOk+2kKJCl7DaRGxWN4ohIKBQ0ArkHS5E2YKn0o0iQIPNiarlkWwOtBxokkJVyMbazTt5et9uvG4PCEUoFHD7rNTVV6NlVJScgCEZ2AURR6CCZL4AqSRkY6S1WrLxceJFCfQisVgEh6YTi44gyW7i+RxCNkkmL1JviXNqYBavt4YKt8bRU+NsvayfJ3cf4oYNPTx/bBBRzfOV976VL9/1OLe+cT2P7D6CzVlHo1dnKA4BuwtBUejuq2JpZJw3bOtlz9Ez3P3Nz/GXp55mW2WAaX8lzmgUm0+hKqMRCFYwMjlE0B8kWyiiiSJLxQIdDdVkFiMIRY2CppNWi8gOK6lUlpDbQa3XTnxhDL2oM2VvIRdq4vfLOsv5NLm5KdaHujg+MsiON+6gMDrG44/8hYGRaR56+H5cLtdK2tRUuZg36dfWPk10Zz4uB7kLZCIzdVpOF5fbq+k6IEgracjyZ1cIQob632usKweUVt5fRpav1bSW67XmJqJdRHi6eH4rNd/SsWZnZ1EUhZqamlL69ELAMowL51lGusBKGzkz2pcC7l9J25q1ztI1NC69jiaqvPR8BEFgaWkJSZZxedylvrTayvEvEJRM1Hvx36Nc273w9zHnVfYqLjOvVwhipf7A5fS+z+cjkkiapKBCggZnkOve/XqS6QTf+vcf8erYOFvXrsWfM5gsRNCyeWZOD3Hf04+zae1G9h08SEGWaKip5mMfuoPPfP0rfPYfP83dv/wVH7j9w2Syeeprm4ikYvQ3tvCnn/6cPeeOU2W18I5b38lD9z3EiegCnoyOUuXnu1/+Bp//3OfQMkWkpgD6bARbcw1f/OWP2Vx08eE7PsSZ5XnERISaOh9FVWZ0cIa1GzcS8nuZnRpnOjyHYBFxigIL00t4vV7SOY2KCid60WBpOU11rYcrrl7HoQPHiSxZmJgY+/uuwfb1bePAkcPEUwvYgz7yWYFE1IdF9POGa65GcVgxvArjsznmppZA1qmrMkhMRmkIVBKPRrD6qijkNQRVRHLJ2D0ihpbEU+ejmM1id6tYZRm/1000kUFTsxSzGvXVVSSWMjicXras3cbc/Az5QoxEJkFFZSsuxUKhmCYU8iAKEku5CMlkEp/bx/qdl/G9r3wHyW5HtTqQChozaprmqgDhWBRdy9AQDJLJq1SHArxy5hyr13cSyydYTiSRbVYKxQK6VqDCIVPZ3sHozByFQoZMLI/F7sDtcJOLRXArphhdkU3HIMXrRPC5sdntJNJJossJHIoTTTPQiimyiQKi1WRTKrKMqukgGjjcVvKajux04vB5UJOskCUkUUG2ysSi88huOxbJQrW3kmikQL5oQxQdCLKK3eFAEwsUCwVUCeL5FJqqkcwsE3DKLM5PYi8WecON15HPRHFXBzCsFk6dPcWxsyO4BImleJiqTDM2twXNruBzBnBXuIkkEjiC69DEPIJbRhRUar0hlpZnqfDWktBS1Hp8ZDWN/pogg+cncHlqsVhlskoGu6HQ6q4kZhTIqxL2gJdYNE10eZFoJMKb1mxkdnGKoqqQ1SWMcIF4eAhZMRnZLxx9EV2QmJqYJhtLEqryEInGsegenC6RkxPjrAk1MxidQBAt3LS1gT+/uA+rv4J/aG/lnpdP8vidn+KRe5/EJhf43pffS98bvs7X3riaR555iUAmwa1XbOKZF17i1vXtPPC0G4eusr69hZG5DBmtgMfvx+l2ko7B4NAy3TX1NHZvJr3vLJmsxtD5aW6+7AY+873v8N3b34UuJbHrEEvEsLhcLGfSKHkNj9OFy+4kFw0jWEwE7bQpyBq4KyvR3EmcqRjhkRmk2naW8hpzvm6mdBuJ+BK5VIH1vZczcvYQoUorj//uF9z2lney6bIr6NkIbo8PXdXQNL3Uz7SwgrzgAitVkk2Uo1+4v68EDqFExV1BngIgCmZTc0MHwUBAB+1CqrIc7ASBSwIvcPHRV44DvCYI6xjGhQD42pTwxXv5NVk2taKiKFJfXw+YdWRBMBBKAckMUq+5176m/mmOp5cCrQFIl8zBDMIXrsXFo72W9SyKZt/d6upqcvk8kmg6XklyaWFQOmWtpO+VjAsp7/J4K7Ilw2yRJ5UkRn9t7uXrZVVsKIrCyNAokt2KvyKEVBSYW1zA5zVJbw/86Y/c9vGPcf8f/kB2cgY56CSezfKRm9/PzUE3f3noCWw2G529vZw8coQ/PfQAC+F52kO1CEWNLddeia0o8tuf/5pwLsFV3X3E8hneeMP1/Ne9v6Rp6DQjY8MUikUsLfUIssDRXXtoa25m78uHMM5FKORzbF3dRV3eAtkilZU1XNXYxvFzBxEcAs2uGtZ0rCemFXjTG27kgXvvZXx6ErvTRXWomi3rtvD0U8/iCfjZeeUmhKLEU8/+BW9Iojrg4t1vu4lzoxn+1vZ3gWBrOySjwhrC7/Niset4/SJBr4Aag3++47u461Umkzl2n9xHZGCaHWvXs+fY8/ga6skkZbxuFU2wYMk7CXl8aLYsmWKSXbv30dG5lprqdkTBgqYZ6HoGxeExBdya6bOZzuoookJ0doHenk5aGurwe7wIukEklkXwVJBeWEYRNcZTi6xr6GLP4DCf+epXqbT5ULwecm4LBU0laIiIhTzL2WX6qhqZi6ewub0URbOtV2x5Ea/diiOfoaWmkqWZSQTBILW8TFZVkSXQiyqBmmqWkzk0TSeXyVNZGWR4fILGxkbGRybp6O5idHyEYMCP1dDJOkWyiTzZbBqr1U88vYQiWtEMkGQb2UwKQVbI5os4bXZ0TUMXBawuG5pWRJUFRCSsWJEU2VzN66DrJhPSHwgRTSRx2V1ISg7DqpiSpIRGRhLQMjpOu5WEqBGdneG2m2/hrt/ezXU37SS+uMjbbr0GVa7Hag2gZsbJRUVSQpqM6sKlZ8AGyaUUPtnK9MwSabsFQy8Sz6ZJLEyjFGyEDcgYGt5shvjSDJUWCwVHkNHwHDu62nl693Eam7ykJAuR5QiXNwYYS2cxilZ+8rGr+ebdz/PVd7+dtCjyne/+jPt+9gW23/41rm4NcdmVb+MrP/k5ud138pFv/Ir/9da3kww5+Pn//gq/+MYtrP/Yb/jn62r5zZyb7KlX+e0f/oVbPvsj/vzBa0n7AnzxO7/liT//O0+8eIL48Blu/fjbuOHGr/Hpm+o4NSVwainJtz71If7l2z/gj//5Eb7z80O85TI/akUF//zT3VQHqjm6sERjXZBDZ5bJiBlcfidutUDS14BVEvHIMpPTg1x7xVWceGE3t952G9/+zx/y4y99g8s9Y1QHbeixWbwBN9FsDnQ7toyF2WQeubWVaHiRVlTSmRh17e1MR3MMaV6WrDbGZA/nIjFqaqooZNLYDAvzsSjhWJhqu0CV1cr2tl76t2zn1ZkZREnHaXGVUpCmTaKZyixpX1fSrxehpb8S7EwyTkmaUtJylglPhmGAKJRqo+ZYFyO/FUchw0CSSkGgHCQvYgKXxytvgnDpPe/icS6859L5iuIF9FwoFMygazGNKEQuDaqv1d6Cudgw67dlTFM6n4uQ6IrBw0XzK6P1lXZyK+5KF8Y20++YhjGajlQiQMmlsYul9LFxUfBfYQSXpIWCcAG5GloZJZcWDRfNxTS1ME0rVFU1CYJ2Oz7JYG58lhMDh3jwsYc4PTDMZddcS0dNDZtbO/jqD77Flhuux5I16F67lpu2X8+Dv/kD9+97jsq6GtLRCEkjQ0VRYmpxno/825eZPzPCv33yixw/cpTo0jJ3H32eKo+fPff8gYyikVFVIksxWrvbKaTzdHf2cu7cOSq8PhbmFmhb30daMrh22zWMvHySPz7wALWhEDaPg3w+y/TCLCGvl4KkUdAK+G126pubWI6FyRZTVDgqkREZnZjluqs3MjF8nrq6GiprfMSTixRzBqfOTTE4mPgfEaz4P/3i/9dNtBDweBB1jY7uNqob6kxRs6AyMnaIZ55/mi9/9VMcPfgM4YVBBk4f59pr3kg6phOdi5FO57EqEoqiMDQ0hNMiMHxugM62LhRRYnk5SiJZIF/MIWL2e0zFU2ilVJXN7aaoa3T0tGN3WpmamiCdTjM6PcVsZJkXDx/llVcHOXTyHN3da3nqxAkODw+x5vqr0RSFgqrjiBYoTixRTKpoigNPVSM5mxdXXSOG2008FWd6cgKvy0oxHqHSLlKMzBGw6jTXVKBh0Nvfi5bNsmZVFyGXC4uhYcWg2ufGyKVoqa6gmIiyqrOZdCJMa1M1ajZGbchHLhylKRTCVjRor6lASBW4bF0PWjpJR2M1Fr1IX1sjkpqltjZALhvH65BJL89TH/JiLC7R7HGRiixAIUc2vEydywPpONVuB+PnTuJTiixNjKBF40yNjZMPJ0jMh2E5TiQ2hx4LEx+b4vI1q/nVr3/B2r7V9G7fQMvqZkhBT1czB198DM+ZYwiz+9j3+weoG3yW//v9n7H3Z9/n9K5n+dZ3vkcoNsqJh35PZvcRdhDj9P4jdKoxfMY0hfHT3P3eq6jz6bx/RyePfOPDVEg679zWRnu9FV8hy08+/Q6UZIQ+TzUfuOEy5iZGePu2dbzjmrWcf+kQN2xqIhJL8+Jjz7KtvY3Fcwt8/k1reO+Vaxg+8DT//P7t3P+re6iR08wv5Nj/0gmuX9fOM6/M8d0P7ESyKtjjcT79jmt5eeA4fZss7Liyg9PPvMD122rZ8/IEg7tepqmrktNH51mztpfZmTRt9fWs2djH6OA5PvCu1Ty56xT1sh27KHPL9TuoluKk5ye5+dp1WBJJ1vhtRNJpirkkuqGSEnTqm9s4cvgYts567n/xGVr6mhgVopxNShwdy5AVq5ifyWAYNnKySLbKTmO/nzPHDiEUDEbzCvGGXp7z1fOCs5oTopezBZmsKtLW2YmajGBTdKanx/H5fGzechk+q5dMskBdYwdDU7M47FYsokE2m6Wg5imUtK+vDVJlyY0oSabnrSCVhaMmar1oFxEuBE+AEtIyg6lRkvloaIaKjmY2Yzd0NENf8SN+Lfq8eD6XvlZCyDorddn/r8+X9b25XI6amhqCwSCappW8lOFirelfG698LVbOV5QveQ78t8cXz/vCYw0uShOX0bWiKCvXfEVWUyZlldjCEgJSmdyl6WhF1WwyouumvEfXMbRL0+S6rlPUNIqaRq5QoKhpIJmGHaIiY7fbkUtjNjQ2M3F+GIug0NHRxdzUNGs3beLQqZOoqSJ1VbVk0jl++eu7iETjNDa3cnZqlG/86PssTM2wODFNLBmjd90azh47wZp1a/m/P/kJd9/zO951xwdpb26ht7d3ZV6y047VquC2O8im0pwdOo+qa9icNvKGyvpVPfhcbj582wf5/W/uoW1VE+/79qf57le/xPtufRef+8Jn6Ottw2634vI4SWfTjIwOIwoGxWIeQRZZiizhdDoZHByhtbWV+roapiem8XlDnBscIRj0/c3Q9ndh9r9335Gvz04N09nTgGCPksksYSOE4HMQHjyA3WPn7PwIaxobqG+oweOSefCR+1ienmfr6jVYFYNCSmBgaIzxmXEKOiRyOerq62lsbsNqcWKxgSiBWsih2AJk8xqqIWIIEkVBo6DqZAo6iUKenJpjMb5EUk1jWAyyVokTgwPMaxo/+P29zIwuokg2MuEodcFKKlsaSVQ6qerqoK6mDr2okpZElgpZiukE2fAcdRSo0PNIiSgbmhqZGztLwOtgdmKBaDRPsLqe0YlpmqurGDo/SGVVDbl8Aa/Xw9ziPLJFwu/1UF9TTWZxmva6auKRRVrq69Eyedat6Sc6P8u2Tb1El+a4/tpNvHzoKGv7ezByefpam7DredrqKiERo6OygmqbhY7KEPnZOfq7WohMjNERCqJFluhrqiU5P8G6jibS8+Ps3LgBIR2jt6mKGiS8sgW7KFLhsqI4oM1nIxCysnPbVSwmZ/jHT34Sb8CL7pdZ39FDd12IzswQt/X18Px3f8iX393Dfc++wuWOPD1repk9Pcmz334b8bDGLVXLfPqNa3j0oQN8rLdAx5qdvPTibl588BOEVCv1+Tw3f/CtPPy1n3F9m05sdpKRXYf42b9/nv0vHOI7r6/ius3reOq3j/GTT23npss2c/9v7+UL73sn7/vWL6ghT2N7NY8+dJQf//TznDs/zFbnID3r1nDPzx7m6p5W7nruRYzpWXbecBk/vnsfd3/v/bwykuDmbRotq1fxxF928anbr+ELX3mc7ko377j1Dr7+vR9wWbudo+enmRkc4dOfeBO7DpzjE+/ciKjrLM+f49ab/4EvfOV+1jSH+PkTZ/EWI4xGIpx49TBf+sfPcnL3Mb5+UzsyOj11Mo2VjYTno9QpMucHxlmOJxGQcCgBXHYXIPDyS/v59E29rGrwMbUUJSpK4GlmeiaPnrUQzlmh90rOVzXwrChwbKkIYiOTqTy+pjoKTgfhmXmmo3N0t3cjWV2k5qeoDfmIh5d4/c4r6enpQVB1ChKIhoiKhCSYdTnK8hPdwPTGF0x5iC6YyE3TMfQSUiqRYrgoBVs2lH8tQckQzBu5qpv0YuPiHXNsSS6Z4Jc+u1LHNf57eth8Xn7twuu6/t81ouVthRFsmEFRVXV27drN4OAwDQ0NZn145dhiae1QMqFYWTaI5qJAN7jAUtZL5g6XBmMwiYWU5D86Zf1piYzFpci6jHANwXTM0lXNbG0pXtC1SkZJ4ScICIY5hmiYiNQoBWpEc9FTbotpjm/K+wzz5NB003xC0zVyagGLzUIxn0Uv6Bi5LJIgM3nsOOeHh8lJEjark1giyZvf+GaafDUsTM1ycP9BltIpXp0YZz4c5oOf/Ci6YsVlc/Lmm9/BR255L+09q8jEM2y6fCv3/erX3PfM43zqu/9CemAcIRrnaGYa1CKSKGKVFOLRKK1dHUyOjqJrRZZjS1j8Hg4+v4vezi7u/M4P+c87f4zDaWU0PEdX0M3EzCBr16xneipMODZPLpfDY7UiiaaPc3OwFsMoki0m8TidrOqp58z5QdLZAovhGLFwhnxOJ6dpfOLj//SN/ym2/V0gWKGQQ/baUawykYk57IIFm1UhPruIv7aFvK7SVtdNPAmS6COja4RCIZoaq4imZshnRSZnFkkZGorXRzSZQMaDpNiJJ1Jkcmae3OW24A56mFtaJFvUSWWKCKIFA8gWs2TyaRKJGNlcnmg8RR4JoQBVmTzvumInP/vXb+OrqsES8jOtxogaaZaFHJFUDHdRIBdfZmLuPPliFNf8LIXRMSKnTxHIJNhUHaA4P8Xr121Az2QJ+IMImtmgenVfJ5HIPDs2rSccnmPrto2ohQxNDbU4JYm2lia8ihObzcbi7CyhKj+p+WmqPXamx84jWSTOnHuFgEvm8P59NIRCHDtynob6ZhZnlwg5/eTiGRwWG3quQGXQS2xxgaamJl4dG8Xu9jA1t4DN7WQhFcPqc1JIJQh6fCQicdy+Cpanpsimwzg1kYVsFEPVmJiYwG5zEpueI+hWWDw1TmJsiAaXlYGlKZwemZqmBhzVTkRbluThV0mOv8K8RWTu/Dne1FdLMmvnI6/voqXJh6gkeM+b1zMbzlJbJ4NHYTqcZMfqSuwOEcv8Aq1+nQMnxhCiUWYEgdMnx9m0uZHhjIHf7uGKyzdy/twIlRUi1X1tLM7M0drgYmR4kqnxMYI+yIWn6O+oJCvlqXPJbN6+mdHpON2t9UxnRZZieYoVAeZnY2zr9WANGkjuHNesr2ZxrMD2bT3I0QSZiXnUKjix5yDhVx8jmlZ4bvcxNvSsYnhGpbICXBWVjA5OctUV2zhycgDZUmRyIctMLENdpZdXh6e56trNzC3JNDU1U9UY4uy5ZT729tdx8uVBPrG9mvnZBbySl2DIiw0rNq8TvagTnpjHUZR5/cbLCWpxjNkhmisqcCgBZiUv07WNHKhrYX9FG7vicCIO8bxCqLaRgpEhEPRzfmiI6akJQm219HZ3cfbIMYYPHcZVVFkaGcWlayY7WBUoICHqSin1a1ofluv35YB48c1f04rk86Y/taZpqLpGNp8z05KCgG4IaLpOUSug6kXUEiItxWczbaoWEfRLHZsupGBLQUm/wMotFosUSgYPmqajqhqqqq2gStOOUC0FTrNbzoUU7YXgruslv92yC1UpPaooCv39/axbtw5RkEqM24s/Y0qDVPVS+YuumuQmE32WDCZKMf1ipFtS6aCXPlcwNAqaStEATS/xJcr6Vy6gfFkQLwRN0eRelJFsGemXDTXE8nU0QIEV7bFo6CsIWddVDNnU7EuSgmCIyLIFQVZAkbDYrBiCjsVqxe2yIaAgygKD42Nkslmqu1rRHQqf/tRn8FRUMT47z8NPPoGrupK8ReId73gHRpUbp91Dky+Ems3T0tSORbBSEQhRjKU5+uIBhqeGCDR6eOzJP+Oz25hcmMJIZciqGlJRRXJIWKxWpicnkKwyy8kEmmCi+CRwzdveSiDo5cnHH+B3j/2RL9zxYSbODHJw3xFsskg2vUA+m0EsmnkRQQKH3UY4GcPlcWPVdHo7WhkYHGbDhm2El2MIokI8kyJQGaKvt/1vxra/CwT7xOO/+Hp7Qyfh6QgCMjXeCiZj4zTVVFHTVMP07DINVXU0djUxOnwSv09hPhxHNQooFpF9p0YINfaCy4nV4aGtrReXP4hNdiDLNgzDQiZfIF8oIOoGsuIilc7g9XixOawsLS+hqgaiYEcUrWTTGVQN7KIo1HXfAAAgAElEQVROKh9Htxn4XH6ePv4Kpw+cRs/GMeZnIZ0nNhthOZEgOTOHMb1ARWyZLr8TrxbBqyV4141XISaXyaUTrOrp4sD5s1icThJLMWRkMtksmlGkqsJJJDxFMV0EXUZXDWYXZgn6fMTjUeqrK5mZmaCxoYroxAyNTY0k0xlq6+oRCyoW2Q6ijY7ObgaHx+npaiEajtLd3cnQyHkaGmqIxeM0t3SQWFqmrqmegaFBejq7WIwt09TazOJslO6eDrKJPKGQj0xBxen14bS68dosBCubWYzNojvsuASZjq521HicdVvWkBie4KG9j3Dnr+5i23WXkcsqVPV1IOQiKIkEDdEU9/7xCfx+J2mbxvlolOu2vZ2Tx09w3eYqKusaWNx3jHVXtPDt/9zN+tpqqOvkpd0DfPD2fs7NRmhwpNm4pYG77/4L3TVBxqZTnB8Y5n3/0M/zp4bZ0Rpiy9oWvv2rg6zrX0t7XzsPP7SP/iYvT+wZx5KOs+W6nRx8YC9ffs9aYtE82bkE2zZv5eu/ephOm4P98zH2nA7zhc/dzh8f3sUdt3bi8fg5f/gI1916Gf/4v+7nxh4Ldz81QGZkghvfcyPPvXAaWzpFxcbX8fj+E3zzX97OUHiZ+sU0a95wHb+7ay9rN3Xwm0cPU23Jo9ngxKkhvvnNj3HX48f4t89/hOT8Mu2+KNe8roJ7HniR7roGnj0V5aWxFDd+9N3c++ST7HzPzWCVmJ2dJuxQaFu3lumxVwn0tPFyVMKy/WaeTMAB3c6xWIGoxUXR4SWvq2QUncXJCTwFhawsUXTKOAMVLEwsYGRUvMkoemwJy/Q4RniO2257D5s3bCTgCSJIVgQEVNGstUqYZBihhJSAkqzGQDBEDMNEhSBQWVlFIpFEUSzk8nlAwGK1moQhhBXLv3Id1ISeF6FOjFJdVTd5QRe1i1NL3VYNXWMlWpnhA02/oFktGzyUkaqhi6YphCibqd2S/vVi0pSJNM1HhmGaVJjPBWRZQZJkyvIeUbgYFZePU/5ZTnOzQlC6WF+7wt5dqRGbLf8skrkokUUJq6IgGVxIm7Py1kuCeznYrsy5vEgpn2J5kqWfAoBUcnwSSoFdME0+BFlCL6oYetEMuoJeQsc6hqoiIpZa/2mIhojT6eTE2VNEImHOjA0RNnQ+/rWvYE8bDJ06S9/rtvG2m95CWM/zLz/8PquaOtja2kNHfT3C+DwNfZ1U11Rx4IU9TJ0dIpmK8+cH70f1W6gNVpCZXuTwqWPMLC+QTqVxulwsR+Lo2QIFrUihUEQQJZwOJx6vF1kzWIrEcCLT3NXCb+/6L4aPvsq+3z/AU8f3sHZ9P3ff/0dmhiYQ7C50XaOvpx2vz8Oa1f0cP3YSu0UiX9DI5jSsDoGG+kZeevEoPm8FDo9KZb2L0ckh7vjwl/6+EazLZmF1bw/9a9YRcPioDFTjsbvw+F0YYpHoUoKxkUFmZgZYiC2w9/BxQu5qOlpbcHqcbNt6LV5/MwFfPW5nJXpeIZ9WyWQ1Esk8OiKaan4x8vk8VocVj8eBKOkUChlcDjfooKoimi6VbigWipqG3W3H7rQxNjpcqndIaItxNNWgkFLp6FxF3+rV5HSVtEMisLEXf2cTyfASDU0dHHzlGENjk7T3dDMyPUF9cyNOnxWPx0JHRwOtbfX09q4mkkjQ2d2F1Wpl9erV5LUs/f19JNJR1vevZnhwiM3rNrAwPcuqVT2cHRujorKS8PISCiKJxTQ+b4h4PE+oKsjhE0fo7/QyMXiY+qoKRgfPI0tw9JWDBBsqOTc8yNXrN6DFE9hzOmokjaLnkFJ5jHgURSuSi0epCVXisNoJVPqYnxllTf8q8ksxrrpiA8dPvUJ3VxPJ82e497H7mT15gmqfn866Jry1AfwuG40OJzUWC91ijI5aG8cOvsjWdU1ML2g0rtuAs7aLwvQ8q2tEzoylEJYlJJ+Xo8cn2d4XIm7XkKYneONlnex9ZoT8YJS4zcHUZIz+DR2ENbDZvWxZt4bJ4TN4LWmGZ8LMjk/SWuVmaDhCfEpj8+punnj0BNs2t5NzKuBx0L+pkdMT41Q0SEwnbIxHx2muCRKPxwjVNuCta2RkLMPl61dzZjxGPKkiuGVOD8wSaOvmfLjIti0tWKpqee7wDLdcvolKbz3Z6CxXbFzL4ROTVHoN9o8uEc9msVskjhweYPP2NSQTedx+ka1vXMfYZJjLb7yWs3ufJ+B3sJDR2TsyTaGnll2LNtpaewg1t/CXJ3ezZvs26nvaUPJJmj1+2ps6OPfSK3i6unnw6EEmM1mqW9rZ0L2eansliYUk4xNhsvkMq9d0UtdSSWtrNWODR5l59Qjtbo2t9X6cCY35c9NUN3YRau9gMZ4glcqg5rKIhohulHi5ohnwVshEhmlLePGNXhBMG7/p6WnGx8cRBNPgZG52nmeff4GipiFISummL15CMiq7Iq2MV9rhUqZtmUCl6ybyKNdUdd0w5/pX669mWrn8XFX1i+qol6Zp4QJaNhn2mBIZdAxdBUNbqRVfSF1fnPY2/YplUUGRzW42ZXP+i8e/eH7lrdzowCIrqMUimUzGDHavQdeGql0yTnm7+Fw0zEBbXgBpr0mFa5q20pShvNkcdnQMU5Orl2RFpcWIYIhmcwMDMwMnyBTzBXRB5/zgINt3XklXTz9r1q6ntb6R+MISfq+Xzu5OYtkMTY0tLE7OQTKL0+7ApUN4cJSpyDzPP/cM7ds30tXYwnO7dxH0B0hGU8xOLWDRJZw+F44KD36fDwXZ7GOrGeiCSFHXSCbTxONJUok00dgyqzetZ2xsjBefe5aBiSEef+JBMvksDo+PSDyFJkpIilkLd7u9eNxB0sk8jzz8ONXVIdLZAqKikM5laWtp5Py5E/R0t5NIxMlkBY6+/Cqq/rdJwn8XCPYvjz709f2v7EfQs4RnxrE5BLraezl+ZpZMOIwsyQxMjPPqwUnWbnobLn8Hrf4gFcEAGjaw9jKzWCCTB6voRBFAlK0UDYFcQSeVzqHpBtlsHsn02Df7WpZqSIJsR5AdZDWJvG5+yZ1eH6lC0rzAWVBxYvFX8dv/+iXWoA/F6yXlczEfjzA7MUltyyqsTh/HDp8glgLJW0s6n6WppoWKYC2jJ4dZ19nPmf37qHf6yCUXSSdiRLIFUvk00VQBwZBJRJLouk59XR3nz5/BH/AzMnCexuYmwrMzOBx2lhYztK1dz8TEPFVVdTgFmbqQSiS7jEURyBdgbX8vsVfH6GrvZm55kbbmBtKpFOs3rOfogSNccfl2jpw5xuo1PaTVFPX1lQiyhbqaAA11ITQhT31DDXY9g2xE0fI52qtqmRp4meauVpqzeX774++Ry45DOsvuJ5/i0O6XqNm2GovbhqWli2g0y9ZqN8ce3ctVHXkSLi9njgxxy1u3cmowxVXBSVwdFmbPxKnd0MSdfz5IheJEb6li99FTfPz1XYzaXHSTo63Hx92/PEZXhYq9uolXdx3kU1++mYGxBTa3W1h/1Wqe/+keOv0S45qANj/JNZcFefDQKMtjU2y6aT1Hpsf4h1qQWto4v/sYb3lDP//5f57HqRoUZDh4YJB//KeP8tz+4+wMQvvWfh753fPsWNfOnb85iD+To26rn98/OsCd//peHj57gGv719Gy9TKeOHSAW7ZV0N6+gZeef4jXre/ih/cdpiPoYMLr4NQT+/n8Z2/n0UcG+OTXP05ccRM5cZbrNt/ED375X1z9tjdz5c92c9+UH7W2j1Pnl7ntRz/l1eMv8ae9T/Gp//NN9vzsceLT02RjEdZ2dpOaHuH4ySEsQT/hsSm29G3GXxVAFkQWo2GwChh2DYemkxgYZPTwIRw2FXl2gdBilvDp85w4cRocDvwNLXRs2Uh/awNNLg+PPfQIJ0fG6Ozpx2qxmClHTIarYAgYmgk2dcNUdRolI3hd1RFLbFS3270SaERZwulx09BQbz6XQCtZeJpNYS/UAREFkyMriivt5OA10h4AASRMMwVJkFZqh4iszEHXzc5MZgDUL0F9ZXQJoBtqyYwC0yTwomOW9wsG/SYi1fWLkeMFstWFAKejahqabqykpQVRMOVHJUQqiBdjHLORgYKBIkqmZMYik06nsdntK3rj8jyElQYEl7KyL1msYKycs15CtQjm9TUEUORyI3Vzvrqho6k6iiCgF802g4KhI4imllcQpVIlGGRJAL3cf1ala1U3A6cHaGjr4PVvvJFQUUJLxFmMLxGwO+jr6GVVVzcBnxd/AdLk8aPw05/+mF/ueZyeqnrOphaokR0cOXkcwevkim07iUbizE7OYvO6SGayRCMJcvEU1XU1FAQNi2wlkUwjiQqGYeB0u6hvqqV/8yY+88lPc/eP7kQJesgpeZYokA3niCYzSBYZSVLQZQF0mZPHz6JpBpIgY7U5WIrESWeyiKKMzZpncnyC5YhKJJJhdj5BR3s3N1x3A9dc/ea/bwRbUV/Lxo3r2dTbS/vmPvw+Ly6Pk1W93QSCVQiKj+rGWpraqnAKNVTY64llXWSTQeyWVYxNT5PMZtAFmXSmSCQeI6caZPMqgmRBEG0gWkmncmSTOnbZSUNVE7JhwSG6KCYLuGUbxWQap6QQcnkR8iqSaEVNqRSzoCoOHC4fFYFK4qkkkZER/Ik4Tklk9YZ1jA2eZmb4LDfu2EFPcwsDM5OczsGBdJYDQ1NUr1/HwPI8DZ0tVLeFwG6hfXUfPr+dxtoaKpwyfpcVm6QT8ruYn55me1c/+fkIV65dTy4cpre5HjUbZ21vO6lEGLfHRi4bRZByRGMFJJuThflZ7B4XA6eP4/JVMDg+iccfZGZukWAwyKlTp+jsauXU0CCb164lOb/ExMgUuUyexcVlrFYrY8MzNNWHKKY1VnV3ImQUupoVlNw4//HNj3Ld+27htnfuRK2Es3sGySXzLM6ESeTsDEWS7Nt1hEZDoz3kJpBz8qZrrmX+/DQbut24q1w4rRqdfS1oMZ0aV579Z6YoLmikdZXBkXFWr+8jGQc1naaFIiOTEZR4lrQFjg9OELLITKhWktElerf2c+ZcmApJYSqfZmY+Sp3PwfHhKWanxqhorOboSJzVtfWEXF4KehV1q/s4ODANmRiaW2R0KsVbr99MRoRe3wjXbwwyNj/JdVs6GYjPMvLyKwR6ghw5P8aWPj8pJ1iWJnhTTx9nD47Sv3UTwb71TO4apa+9nWOvJplbLFJwydy/9wxb1vVyWM1Tu/Uyqrb3cNe+IVo2XMkvji8w2bGaB08v8tnHnsHd2IGRTVK1vo9T0WWe3/0i3VdsosoaYPDZI7idVhS9iCWWoFgw8DtkEC1EY2kkXeeeX/+G+NQ41nQKjyBSiMcZOHIYWV/i8v7VdAdrEBJ5Tr18mnNnT7Fm3Tquu/b1dLV30FZbgVNLcebkIZKzk9R6/dx0000UdAOMIrppjoegCxQpBUbM3KOhm4oU0RAQJQm9VPcTJBFRNrvMaFoREbP1nCQY6EV15ftvpm11MIwVDWYZHYpCyVaw9FoZPYuCSR0C05RCFLmwU2L1lHcw+8CKmBMVLrgaCWLZ7UlYeV03yvVhUDWDoqpTLGim45Ehoqlg6OLK4kGSSmxp8UIzd6Gk5xWk0sLhNZt5zItYW7pgksQ0g3SxSFbTmFle4vn9+zly5jR5tYiqa5cGcOFSmc9fM60ob6LBCot4ZWWkGxhqCT0LOiqqudBQixTyWRxOBYdTQrEWyWbC2B0iRTVjcrgNUHUTFVttNjOzochs2LCFtes3Uu0NIgsiExPjzM3NceLEaWZmpti1dxez8TB5owjhOF/7xlextdWyvn81fb2rGD03wHh4llwmw46rdnLN9iuILkaoaWhkfnEZp9VJMVcgpxZRJNF0v8tlsFhk7HYrNpuF+vpqHDYrFQ4n3/r2NwlWVrE8uUC+aJBN5xAVkGQdj8O0mk2lMuQLWXr7OnF5HXR2d6BrGj63B4uioKoq2aLOmg2bCIUCeEMSdruFY68MEF5c/Jux7e8CwT7x5CNfP3fyFC7DRUwoQjrCUjpGMOChLqAT6pS5/0+D5JZTpNVTTE2cZseWtzAfzdHa2o4kyDRUBSikY/jQaG6pwy2LaEgUczqpSAqLaMVr99Hf2ELQ7cfIFgl6K1CQsQgCfocTl2EhYLHhFCQ8Fiv1vhCbVm9grlDkpVOn+MF//BDD70ZPpghIIGgq8zPTRJbnsHld1La1cujUWSbzOaq7e5F0C26LDzFUw+7BWbJV7cwWRCZUB7MFgcmEQUyzM5HMMzEbp2DxMLocJyXI1HX3MhLP4g/WMpHLY/grmFAjtDTXEZ6eoFZRkESdkNdNWsvQ6AmgF1Q2rN1MZGCInupq8ktTdDS0MJxM0ltVz2R4hA2tDQwMn+UNq9fxzJ49GC4XV7/ucqJLEXZcfznDB47y5rdczcsHTrBt6xYGjx7li1/6KAsHT7N9ey+5+Ty+QoFfPPgUPRVt/OSRB2nwaLznf9/BS8kCw8cHSAkWPnH1DSyR5/Vf+BwL1UFe2HUIh30V9Te9nfCuPVx//Y3cc/+vWNPm4qF9MWq8y9Rt38mDfzrEl750I0mnSG9uhjWX9/Cv/7GfG9Z7eXLJRX4yzTvfv5Onjw/z9roIHe1tPPXb3XQ54jw3aZBeTPHum3fy7MEx0gtLfPAtG3lsMMINqyxUru3kid/t44Ydq/nxr/dRIRTo3XE9j77wJJ/94mc5MBLGlXWw46P/yG9+8EsK7ir2Dy8yPxzmLf/8T9xz3/O8+YNfZMMVV/GJPz3D5q9+jQ995Qc8+fIAt77vdj5316OMW6w8O53g6dEwm99+O/e+MkDr2z5I3lrFH06OEth+BX98ZBdiXxMP7D7CudlRLHXtHN97ii+8923c+/DjbH/z9VStX8PRP73I6NgIQiaHNjLBkhahkF3khmsv58TQKPOTYxRcLmRB542bNnLLjj5G9x6ip7Ianz+IkStSnAsze+Ykh/ecZGPfKoZnBunuX0M0mqCpv51AsIKGxh78wQr8Lh/z4Vl2XnEV0aFRatdvoICCaBRQJRWL5kAVdKSyZ2+J2Wpg1k2FcmC5mPUqmIFNEEQMQzdrfeWUqGEyVkXdMDvRoINh5npF4cLqv0yqMmuYZv3VMHQEQymxksukqgto16wxiohSKVUrSSvdbkzpkIAkiyW9rulQZCCiapci5vJP4yL/XnP4UmpYB70U+AQzgpcPj6RdWHgIOqCB0+nBZrGTTCQQZRG9pMUvp6nNlLWOgoTDaqeyuoba+nocitU8nmCs6FYxXuP0VAqa5XWFWNLDlt9ffgymRhbDQNAMDE1DMAQUQ8QqiCi6gaLoFKUML7/8MtlEEUMFxepEFh1mcC4hdkk0FyMIErlsBlUBq9uOUUq99/T0UF1TQ9+mdUycGWB8apIKi4NVTa3c97vfk5BUkokko2eG+O0D95Mam6Xn8s3Ikoy3pZ5mm4/09BwHz5/m9g99hF1PPItYKGJx2fAE/RSzeYpFlUyqgCxLFNQ8OVXj8it3UGFxcMet7+fcwDk2bt5MMhKlmCvS0NZEsZChOlSJ2+1nfmoGr8uOzWYlFomwvLyMIooUiykMwUAUFJbjYeYWIqSzUbw+O4l4ke7uVYhShlvfdcf/iGD/LgLsPff+4uuKJOOzBciKBl1NzQTrQszMTHLgmUNUNXSiGhbW93SxnIywft3VyFQSrKphOZ7AV+FlZmaWUKAaRReRnVYkQSQWTZGIJmluambg3DncFiuoefLFAoGKCnyBAPX1dah5FVmUcbo9yDYbaS3LUjxKPBVndmGOuUyaxs5OzgwMIhoyYqFIwG0jGo2SXl4m4HSY/2DpNB6Xl4amJgaHB8jG4gRqg8zPzVHV00U0FSchFZEddiLLCSra2phWi6StdtIVPrI+PzmLG80TZHgxzqzfS3gpg6Wzm0ReobKhi1MDU4Tqujg3tkh72wYmUjoebzPn5idYt/UKTs9O4RFtZLFhd4eYWgpTWRWkWMhw+23vJm2V+Oj1NzIaG+SybVfR0Rji/nse45Z33MDeB57jAx+7lRceeoQ7f/8T0g4v797YQ6ivk1CFQPeVNzJ/+kW6NvQzPT/I6Rd38eFfvsjEq7P805/v59TIDDt61rF+Ux/j0Tle3PM87mAlLfVtnNFs7D09jqu7jZee2Yulrp1Tuw6wumMj52ayZIpx1m3eyfGXz/DmDb2MzqjYzp4nUO/i7kdH6Q0ZZKvaCJ8c4k1vXc38HLjFKHWr+7nzdy9TUVXFpLeKsdOjXP+hWzg1E2F5eJztt32SkYlp6qs6aNh0Bb978Dm6tq7h6MkxhtI5Lnvvu9l/YC+23rXIXav4zkN/RO/o5MXnX+KZ9BJtvRvZd/Iknbe/l5dmxplZLpKtCfDHU+c5qauo8wXshgsxUMHo+DSZeJbAlo2cOj/I7R/9PEfPn8fjreKqN7yBpx9/kuuufT133fV7nG4n+UiBkbNnWX3jdZw/9DI/+OznyGRyDM0sYJVEBvft5/8x995xcl313f/7nFun7872XrSrsuqSJcsNdxvbmBIgYFqABGJ4EggheZLwJASeEEiekEJLCC0EQgBjg43BDVdJtiXLkm31ukXb6+z0uf33x50tMoQ/fy/u67XS7M7OzLln77nf8/1+P8UMHGpTUZxSnoReQ1d7B7F0iqGJSbo7mvGlwHfLnDxyiFRCY2RmiuMnjjN3foyLJ89wcXSYPeu2UtveQyod5/IbdiOEwuzgONn8PEY0wZoNW1gsFLGdgFIhw9iFIWShhNrSjCt1NAm+9FH9CIH0qoFqRV5vtW2a5zlIuRq4s5Qthhnv6r7mCiU2qAbhYPlnS4LAcvl3V75YDqqvUkCCS/i4QRDSgwI/qApgiFVjCQOkrDrEuK5LgFh2zVldavU8D/kqucalXmiY/a1Y0q0ei7Ic4EK0dCwWA0XF83x8z7vk3JY5w1KiagpyCfGMH46xCtBSfg1ndjUq+VcdSxQfrepi5HkeKkFI1REqrmMj8fHdAs8efJZsEaLRFjxLIIRKqWihCIluajiuhR84qFUZSVkFYxkRHct2WJJhHL84xtDgIDV1aRKxGE65QmVukX379zMyO0WqtYnFkUkOnniFnv4+Nq5ZS7K5kXgyjozo3LbzSp7b+ywnhs7x0Y98jPz8AguL89iBhxE1Q5cwoVHIF0IdbFOntq6Ovm0bed8db2Xv409z4Ngr5Ao5pqemUPUok1MT1KZSbBrYwvlzQzQ2NmHbZYrFUJpWVRUU6SFUiapL3MAiHtexy5Luzn4MI4KqSGamJ8ks5vjYR//iNzvA/vzx+z7V2bMNNVZPIFLMzLlE6ps5fuQQHXWbGBkOCOJFArtMf/8b0bV1FIolphbnWSguML2wwOJCgVJZZXRmgfH5DPmMhUmEXTt2sXHzOjZuWEdvSyu1TWnMRJzx2WkWy2WGxycYGhtlLrfIglVirlJgwbPI4xJEdDwpicWS+A5cf80NXHnZbm648Xq2X7mHrv51vHTwBWKaxvzYBEmhkJ+cwJmfptHQaO7rYmrkAmaNwfjgIPV1KZhZRPgBOVVlpmThC51AMZkZzxCN15CxLYjFaFm/lkrBwm5JU1goMqEpDE/nCSL1HK9UyJhxnsgvMB9JsX94lsnuAZ44M4HVOcBTB0/Q//rb+NHpk3zgc59kZvwCN9xxOycnp8gXLKZcBalGidS38MzR5/mv++7jm1/7An/31a/wxc9+mg/96Z+x/9GfkxKSidwUJ4+8TLKhlf1PPsCQbaIZzRxeEFz2ic/w4S/8I/pV65h4ZhJrPk856fHAjx7izrvezJG9x9i4bhOnRmfYdPuNTJ88z+Fj40yl2nh8dIzU5bfw/544x7Z3vIVHT+do3LSG2q4OHp91uO5Nd/DGz3+PA5e/CzfdwMefGOKKz3yZZ4dmeIB6rvyd3+PD/+eHTJFklAa+N+Lxmj/9MD8dnuRU6zqUy2/h3uFpMnVNGJdfy+e//zSHCoIpO+CJY+fovOsPeOHkMKlt1xPbcwuPP/ALrrv5Du75zmPoogZ61/PykXPcffdHOTxbYixbZs/r3sa9X/4mWuMmzu0/iHZ0kpvf9VYe+PmDPDd0mmvf/mb2Pfksez72fuYKJR6+/wHe8Rcf4TMf/hiyM80LTz3GkaNH2L57N8/+9/3877/9Gw4deIlkZysbN23gr/75b7CmJ/DcgOyBl+nb3MLc4Chbu1uIrm3DDBYxKVGwCqQTtTS3d7GhtZeon6BnTQ+nx8do6+xm17VXMuTN0XPlRnbf8BqazFbMzg6UiMLsyAVyC4uIbJEmVbDzda8nV7YQRAmERlNLE3e//4N8+u67KZk6gRbD9zzcwEd6KrZwCHwXn7Bf5/oujufgei6e713CZV1SG/IDdxmB+6tARAiWNXaXgm8VSrwi6+eLFWTuUgNRiiVybZg9S7mSTS8H89UV2oDVscd1neWSazig5X+We67L4CRYzjJfvbEAsbypWDn3ldK3E7gopsG5kRHODI5w+uw5ujraIADX9S7pKy+VrDXCcatVY3c17HSHDjyrfn91MF8dpH/5KyyfKyyhmYNQ1lH1UBUdz6O6ifDRTI98Jc/OK3eiaRLhOzQ1p+jo1Hn+4INMjg+RikeplAucPHuC5tZGCtlFyqUs5VKeeEQPx+MFzA6Pk1/M8cILB/nc5z/Hm37rTZw7cox7H/05Y9kFLr/9JtY1d3JmbIS2rk42rFvPs089w4c+8ad0pRr42he+zJEzJ+hs7eDxXzzOjst3s//QARRVQSgKdsUmu5ihqbGBpvpa6hvqePnwKQZes4vvfPaLjF24yLHRIfrW9HPu1AWkULjxppsY2LiRe++5j+uuvZEPf+hujh09RqlYwnNdypUSng/NLY288bfu5NTx81x39dV4FciWyszNLpKKJshmMxipKH/0B7/hPNhS0cHyNYr4pGsbMZJ1nIMvDJoAACAASURBVDo/yKkz52jsSVHf2UDRiqJGG6l4AXOleQIVAqmi6AmkEcP2JINjY7gS9HgSyxVs3rqNhqYmxmamQJccOXaY4+fOc/TcWRbLZeZzRfIVi0iyBmlGyFsWhVIJp2yjBQrCBXyISIPaSBLNDUjFYkgpMcwYl119HW/6wAcpJpKhJZgqUQwFAofAyjM1Mk0smUbzNQY2bwJVkG6pQzEVVMXDVAKipoLjFujubKJSXERTfRy3xKEXn6WYm2f+zDmK2Xly0xNEYyqlSp5NTW2U84vccNllOIUse27agzs+z/Y1a8gPjfCDr/0773z3W/jqJ/4PXe2t7Fy/g+2XX8vkfJl3/K+PMWoHvO9j/8ADR47z2x/5W3768su8/1Nf5HB2nnd94vPU79qB0ryGrW96Fy9OZLj+nR/niZdGuP7NH8XouoJMxx5u+MOP890jZ3BPjXL0np9SsBYpVeYxzSgta/sZPHoWTapccdl2CgtTnHnpCAldEFMXuWxbPwvT8xQS9cxZRTq3b8XXa3luKsuEkeSRVy7wjWdPUGzdzMx0maIZkGwKXZRqB/pxslmO5cuI9g4mbIdg6wZyFR11TSc1AxsoTGZp795IR88W6mIpegZ2cfLEKyxmspjtTRw4doxoawtWLODAMwco19Zw4ehxfvKj+yjFJEeOHyO2voNA9Xnixee55c47eOHJJ8G3mJ4Z5aFH7+emN76OwZFhrthzNbu27MEZL9DfPUDJVamcnWFL/w4KmQKP/+wx6tp7eOmJg2we2EFuMkN9op727ev54YPfo2/rBkYfegJrfJTaphbKpRxdtUmiQsXKVCjbLp6dZ21bioSeIKK0UFuzng3tfeRzFQrZEXL5ca65/iZ27bmViJHGqgTcduPNdDY0k5tfxG1M0Nq3ht96y9swHI3dm3cRURTsiUlENRCqqiRQQlRmIBS8SgXpe5RKJbxV2RyscDRXI2ZXS/0tBadl9SKUX1IrCkuzVEuiAZ4v8XxJ4Cv4ngxpMb7A98Bzg18BIAqqnNOgKoFKlXu64miznEWHDVGCQCwHSdd1l4MnsKwzvCSD+OrPE0KgaRq6HkqeLr12xbqOZfnAkL4kEYok0BTQNTwCWlpb6e3rYdPWTfhBgOt7K++jsNwLXkZiC1ml6eiXfNaSXvBq7eAlFabAC+k0vuuFqkx+UEU/V7muq/5WvutRti0sp4LtWri+gxbR+c4P/pvtuy4nM+uCk8JUUpQWK9x/30+JmxG62ps5+Pw+4rEInV0dOI7F2nW97N+/l9raJPMLs6hSQUWwpqubjpZmpsfHsawyDzz4UxYqRRYrJd5819u45pprueNdd1HJF+lr66TiOWzs7OWn9/6Yz37ir9i0awc9G9fT1taO63t86etfI5pMhDQiAhKRKA119fhuhXKpwNzMFFu2r6U0l2Fg+3aUmIkWCJ588kk8z2V2egG7lOfCubOk0zUMDw/yxS99iZGREQqFArlCHkVR6OpuI1dc5KN/8HFMLc7CzCyjw0Ncf+PlvP1dN7OubwNtTX109rX/2tj2G5HBnjtz4VOtnWvREjqa7eIJyfmR8zQlo2zdtQ1fNfCNWiJKjGJQRo8JFBFQti2EoeC5Aqfk8L73vJd163oYm5uhVCiTz86TLeYx0xHGpqeYm5ogV3aIJJJo0RjFsoVQdGYmZ8nlixjRKIZmoPgSU6gYiopUFHQ9ilQ1NN0MnSoEOK5PqWSzcddOXnPjzbz+9W+grbubndfs4eEHHqRkWdQmWshn5kloJvOLi9hFC7OxhqmLF9lW38b02UG6m5vIT00hVUlmfo66unoymSz16SZK04u41URAVzSsisVEKUvmzBCivY6jB14gmq5h6MxJuuMqgZ+nt8Hgjtfu4Zvf/gbX7NjKvT/4ETfdfjv//oMf8ft/+HG++u1v8qGP/zl//5V/4bfuej/nzgzywpN72bZxF//8le9w+21v5qvf/AHv/sM/5qs/+iHvfvtH+crP7mfL697EN7//ODfeeQuf/I/v8NDPf8b0yDSZE0NcPDNErVBQ/RL//OWvc/MbXsvn/vpvmZocZFvPenZ0rKGnpYFoU5IXT7+MmfHIWAV+567f4fmjL6KKOEUjwoa+Ley45kYe+fFDvPZtd7Hv8X30traz7eZdHD56hj9829soKZJTT/2Cnet28vDPfkrBLnPV69/M4Yf3YrZHiRDn5b1PUvRdelubuOcb/4WWiDI9P8rI+BTtN+9m/IWXaLhiHU3dLRzcv4/X3HYtv/j+f1NbW09dYytD50b43X/4M848/SxtzW2s39DP6Seeo77WZL5YQjN92vr6WJie44XTp6lJ1zF/fpy5/Dzrd+3k0Pfuo7GugeGTx9EXStS3NlE8M8Rlt1zD6PAwVw5s49zUCKWJUbxskeTUDEE5T8TV6DbiuMkYUT1FQZOYmobiFOlpayXdkCZZ10ahIvEXM4xmyly/ewuRZCO+r1CbbmJkbpzu9ja6NBO15LJp+x4S6RpKvkRTJV/+7Oc4c/osWzaup1PXMDZsBikRblD1SPa5/wc/5N3XX49bkyDjgtBVfDxUz8CVTpUPI1ghWFZ5pEikkFUEb7DMB13B3rxak5jl1y6/h1zypglrxWEmKlktcr98/ApQz0rZtsp99ZY4qasy1erR1dVNR0cHo6Oj6LqO44amBas3CktfnrvSm12i9jiOc4lwfqjqJMPzhiUNJHxB+PoqOlnXNSK6HvaMV5WZl8vcikRDQsCyFGSIkg5nWVVCUf/QN3YFAPZqsNPK99XpClZ6sUtkWqmqBJ5LPBYNq/JS0N7dzdjkFMlEEukHlLJzFAoLjI2do1wsUFdbz+kz5xgeGWN8cpp4PE5uMU8uu0hHZwcTk5PUpOrQFY0Xnn2O+bk5nj24j8GJMTZv2MiDjz3MomNx9U3XMz40Stlz2LZmLXa+iBcEXH3Zbrq6ulDLDlPZeZSIgXR85jKLpOpqmJ4YQ1EV8sUCihsQjUcoFXN0d3US+AEtbc2cfOUUXuDz5DP70KQkEjOJxSLEEwZzc1M0NjYwN7/AfGaOwQvDGBGN2bk8/f296KaGF1i0trTzJ3/0lzgVl4a6FMIzKfsK42MTNNc1cPbcObKWxUc/9Me/2SXie7794Ke277ycaCNkL5zExkXTfa7auonh8ToqMmDectG9Vogp2AFoaGgRDaHrGBaYjk+imMGeHaJSKylrLprvY+Mxms0zny+iBgboOmYshe1DxEigK1E2DGyjZ+065qwijiKJGFGE0NDiJkFUJxpPovoqiivRCFGSOgGaC17JQxZt/IJLNJrCjcZ4x/t/n/d88A9xKsMMnzhEbmIQb3KGWl2SP3Ue3cpz/uJpoqZgYWwE3bPJDA0R8x3chXnijkVlcgyCIrFiAWdxgQZdIT89RrumYRuglh1a6+uoyZf44J238De//7t4bp6//J0P858/uIffe91vcd/zT/PG17+FZ554ittuu5lnHnuUt775t/mnf/573n7Lzfznj/6Thp5G0u0pXj59hHe9+/X821f/lU9+6s/58Pvey5//2V/xoU/dzfvf8wH+64df411vuBGCFMOHj/HiM8+yeH6YeG6UejNBIhVQn07xtW9/k4ptoW/vx5wqcfDwc/z46ccYff45Wpwo+pzPzW+9mnNnZ/npf36P17z2OubHBqnbvJYff+tbJNd08tADT3Hi2GH6rrqaR77+DW786N1MTc1z+rGfs/GOO/j+P/wzmiJp7b2C/fse5sN33cWCJqkMjXLjba/jvm/cQ6JZUNNgcPKZIyi+S19TDWNHz2MsWjR3Xs7C0cMUBqcZHhvj3JPPUrd9MzNjR7nylnczWs4w+9D93PLbb+LQ4/sR8xcRhsmhnz/Nu95xB/mxWVrLHs0N9Yw8/BSxligD/S1UDh9ndmKY/qjKs48/xtVb+zjx4gEafIdyJcPZIwfYkEzy0nPPMJA0aNEidHTEyPa24kRjrLMkBbWWvJpARBPousZa2+Ps2Dix1h4aUjUY8SYita30t9SR6N9CQ41k89U3kNIc6hNRDu59iv1PPM5VN13FoRMnuObaO1jMzCFlnPqaNJ/5i0+Qrq/jwQd/yt233U6xcy2KoqAFAi9wiUQkP/vhj3n7lXtwa5PkFR2pS3xcVM/AU0JbOhVJsEqUYUnyMPB8Aj/A94KQhuNfylH1PB/Pc0NrwmAJFbsqY/RChSUvCPA9h8D38KtKTqvLy6F84arHy246q/u0EicIEa+O51fHFOBWA+O+ffsYHh4mnU7juh5CSBzHWwlI1QehwP1KAF9dKg4/Pzy3pX6uqGouK4FAEUpYyQ5A+D6mKtEF4FR72dXScoDLEijMCwJ8ywl7x1LgEqAEIbgpRAGHmWpo4L7Uew2fD1jpES/NmR9Uy9BLma6/ch4R30AXLhMjQ4yPjVGfrufYybN0dXQxOzFDbayGxoYmpufmMGQU6Uc5cfwYiqbR1NjMlVfeyJZN2zl96ixr+9dz6uxZmtrbUXUD04yQX1xk37N7GRw/z7xb5uDT+xi48Wo6WzrobGxjU+9acrks12zeTkMkwUvPHWBR9fjBl77K3MwMmqJx6LmDPPHcs9xx550MvvgKpiFx8EhEYwhDIxHTiUQ0RoaGmZ1boKbGpDyZ5fj4MPF0AmnblColFFUjETPxykVSqSQXRkexHTcUCpHQ2JTGcm1c3+bi6Axdna289U130N3SiZSCl4+cZnxhHFM3efG5Q+zavYep3Dwfvftj/2OA/Y2wq5P1aZ7a/zQVq0xv/xoink1zbZzhoo2jFgkwqI0reH4JPTBQfTAisRACLxT0uhglM8e8LojqKUSxhOHrOJqPj4/muii+DxEdBRXXB92MECgmFc/n0YMv0d+3hppILYXsIpoZwVUDqGYQgaPiIwkUUAjQhBryyRQIcHBFQKAqBG5AvR5nbmKKaMQk0dFLU8WlpKXRYmXSSRNUGF4YpUWN0VijESuqnK1kaHPCC6DslpGoeLkKrjQI5vPYKZPJwXnq6hoZPXMUM5YibztYsQSqhH/5ylfYd+AAF4cuYpc0Hn7kCXbtuZIHv/1jNrX0MXx6mO1bN1GYnqNUWqQj3YKMaKxJNnDVwBb+/etf5e7f/X3uf+TnfPqvP8nLR17iH7/wRfY+/zR/+eE/Z+/+ffzR2z/GLbfdSlNTlKGpDC2BiSzkaaytZzK7yGyQYPTcNK0dtYwMnmB0aJ7AUlDVgIG+Tlpqa/jvnz3Mxp4uTj1+jvTMNNvufB193X18+9AhgqODuPEGHrr3Ubp7O7Bm57BzZRQzyvC+U7TEO5g5eYhH/unzaLE4Zy6cp3st1NR38yd/9Vl27xngwvFBvvDJvyaIJsi9PMPxwYvMRyJYUyU6rl+DEY9yxcYd5GtrGXrgKDuuuZxcYGONX+Ta7lbOXziPP3qe23as58lvfYPu2lYmXzlF/sjzbNh1Ba0Ji3u+9h/0Njdz75PPc/N1u8mKCq25i0xOjrJp006OnRijrrOFLYGN70NtxCCuSGythkg6YLA8TVyvh/w0QbKffc9fpKg6rO9qJdWWplGJ8bPxs0ijjXXxLuYXR9GT82giz5qu7ZxdtImoKlJr4IrWWuobdzNx8SxYNhPnjqM7FtdvH0A10zz9i4O8+70VXD8GwTwyaEKoGkGxQsTXyAUS37fxAo0ANeQ5VnykEuALH03TsBWFGl8hUCSe4aMhlrmTCqtKw37oAuWLJZbkyrH0nectOcgohCsJfG/FqzgIvLBMbTloatUmTixJMS4hZsP3ChB4gcBzHXRFRVTdblCralKOj6Joofa4poHnVpG3EqGEhu5KIsqibSF1E6dURgZLdB9ZHW+IRAYFJ7BXMkIZjm3JP1YEsmodF/bcFC1E8Hoi7FULqn1TReIjQlt3qSKC0Nw9kB6KhJAGZYAs4uuArAZWz8OpRk+/Cv4KCClNflXqMfR8DidH07SwhCxCVyEhQpEI23dRFUHg2iHKOJB4kYDs1DRz0xfRhcfCjEF+6iLJK7aiWjUIbL719W8gDYVjLx9g66YNqNE2Nm/ZScRU6W5OcPrlg8zMTHJ+5DTvfufbsS2L/GwF17fJZh36123hpVPHUQK4/vobefKnj3LZLdcRS0ZpStSQTCQYGh9nLr/A6MgQjz/zBKPZOQzNxDr2Er6h0r95PRFTI+9b+IqkZLlEa5LMTU/RlF6DX+Uwm6pA2ALLt4m6AjtTDOlimo5pGHieTWAanBw6i2+ppGtrKCxmMKVKrhLSFK1CmY6mekaGhnnzrXci8hUeeuRFipqFYevMTM3S1tfNgZcO0N7R9Wtj22+EXd1XvvvjQIqASqWMrqsUywVy5TwSQaVQJBKL4roOqlSWidZSVZGqHk6eMAAP3asgPBdLUSk6VmhQ7oc3iuVeESqGYQDgBwJdN/EDFcex8Nwyll1GVw0CXxCJGqgCVGmwtEtfXTpaehwQoh0VRcHyXJACMxHl4ace4tSP7yFPlMBZIJVsQC8uopsK5ybzxJMaLUGUUkxn8eI8dsSkNuohfY/ZfAklbmAE0GXWMmdZZHLzrOvvxa44lK0StueSyxdxHJ+mtV2UcyV8HwrlElJCfm6RVG0ttiPRIwruQgnPlPioZHILdKVbmMllaGxMo+smuVKR1sYmRicnGBgYYHBmisLUHHpDGpGxqKlNkZ2+SI2h4bsBGzav49T4OeYWs7iuUZ1Xj3xhkW07+pmZmaKYVZmfy6DEIngVn7oGjSALV2xt5InnR1mzvo6Rc3n61zYyXywwMTrLaz/0fs4cOcoNV27myJGXsfMVtl15C488eQ/SNalNNlDOFOi4rJfM5DyVqQmM5naMsSlOjs5y9V238sKTe4lnsoi2bpqTCU6dPcT61i7OzYzTbCQoSZutbWt47tBRtu+8muGxcXrbBEeHZ1gTTVJ08sQbO5hZyIFXQuoadYkUthUwk8lhNqVx0LlcemQK81zIVWg2m+nuNRj0TbIySVdjgsELh9jQ0Ml81iPe3YsaUTj/4in6W9LE6iSJplYKThKvXCIlpqlTPeapIVA6qI/Mkqhv5G//7nne/3tdXLamE7u2Ec+O8eITe3ny6YeZmMzQ25jmi9/+d/Y+v58DDzzA+++4iT/71x/RFlf5wo8eYzyzgCfydLb1c83mDezqX8fYhXP8y598BHnjrfiqihLoeIFDYyLCm2+9nfs/8b/xtwxwXo8TcwOE6uIQQxJen77vVq3XXhVkRXBJmfLSY7XV3Oq+brWP6fu4BOi6Dn643vFW0MGvpskoq0Qa/Gr51bOcULJRhoFZ13Uqlcpy0FxysfEFlJ2w76pLBekFIQdUCBRFq46H5c9aAmz9SgOBV5mWrwjw+0tg6EtnQQgkSzZ7GuAjpIMU4HtKmDiw0lddPZdSqksM5CpATFRr7f6qcwx1ifFDveLQfGClbKwpEpB4tkfUKXN25gIFO8fw+DAtsRrKixV2DAxwemSQ+dFpgniUrr5exobHKedLFN0ZjJgkFYtSG60hkUqyUPIxY2kSUYWJiUEu27YHzYjy/N4DFApF8uUSjz1/kIQW4eTpU9z6/rczPj7B4IMH2POW21hb30C6ro5H7r2fp/bvxYoKpCfYtK6P4bFRXNdnY38/pVye0ckxPF1QX19D4Li4gUvMjDE/O0dbWxuZ+QWskku+4FCxLdL1KVzXJZmIYeiCTK5ENBUln/Xobm/lxPGjNDTVY8aMMF4IifQkW3fs5qGf3Mfrb7uGZ58fZGhmnHhco64hzdT8DK2tzWzbOsC9//X4r7rYw7/F//TE/5+H7Ycap5FojFLFQigGhplEN2LUNdRjlSu4JQvpQyyRQDVNtEg0BAhIDUVVQSoEmgZm2C81NAOERCoqiqqhqBqIULB6qbxjmiYAIvDRVImqa+hGBF3XiZomik/Vf/HSRbX6sb8Kyu+6Lnq1t6LrOu0DfZRdm7m5BeobWlAiUfxAUC7apBubUDQDVwmwK0USUYFhgsDFtWyKBQchNCq+h7WQpWyX0QyTc0MjTM/OkMsvYpgKmiohUFGLFolAkAT6mppQSmVSEnobakmq0JzQWb+mCdPNYdglBtqbyGRmGejuQqlUWJyZxvQ8hkcuIJWAE4deJL8wi2ZZRD0HxS5SWZimJRZB8Vxs12J4aoLpwiJSU6lN6uiKQ0ebwXVX9+KWCxgyQlNLjK1bG+htTVGbqkGqBqZez+nxBWrjSZpr6uiob6FRTZDybd6wYwtzx05T41U4cf/DdOiNxGYXeOlnP2FjQ5JEfpGBJLTHy8Tn55HnLnBNX5rCiaNsG6gn4ecQFwfxCkU2X7aD4uwMUUWlJypR/AVaWvrp7dyAiNUyNDnLlb19FDNZbEVyYnaKmoYWYqZCS/sa5rMOsfoW9La1SC1Fc6KW/q4etuy5gZb1V9K3ZiMZLYqnKOxY20Z9f5ypbInWBpX+NpOoJ9jU1kMkoRNPxYhEaxCqyY7rt9LYvQ49niSbzeJVbFoamzFSNcRbE6RaK6j1ZWTco2SUiSYLXLalD+G7rG1rYviVIxw59AI10Sh1qQTZxQW27NhOrlzm5ltvp76mHq/iogQ+qqpfUtrED0IhBs/DsyoseZYulVmFEJiajuc4FAoFPM9ZuuKr1/2KPF8YIFdkBhHBJcHg1Tq5v0qWcIW3GmaBuirBd5eBSEIIVFX9pb6ilBKvOl7P83BtB00orF3TR0tTMxDaqZXLZdQl5aNVPUopJaqQv7LnGgTeqqAaCuCv1g++RE2KFceb5Xn2HTzfqfKEqQKX3Gp5tvoi4ROiKJeCvgpCJRDg+RLH9UEoyGVJSZbvN0t/jSAIljf2y/65S28vVsrVS3Pvui6e52E5Lo7rIzWVwFTJzC9gKgZNqQbW9W/guecOMDk7h6oKrrr2CrLZLC8cepGZzDxSVXni0SN4pTT3/WA/yVgHiqjnxPEJmpvX0tnVT1trD/FUihOnTjK3ME9jYyOqMGlua2Pr2o1EjCh7rn0NqViK9evXc+cbXs/i4iI/fuAndHZ3sWnTJjwfLNumsbEeKUGVPrt3X0Y2m6G+oY6OtlbKpRKOVQn74b5HqWwxPjFFqexQKlbQquAwz/MolooEVdODXLZAJptnYGCAyy7fTWt7M/FUAlUxsEo22zbvQFF9Hn70fmrStZixOK4oV/vUEh+J4wVIVWdyeurXxrbfiBIxUEUUuigylGUzdBXPc7Ati86OXjqbWxkdHWXByqMaJjoqQoCmGbgE+CIkPAciQAkEptTx1Et3nYqioKlq9UIXCI+wLIRPIASOB4YWApmEIlCkiqhy3EJT6F8GSrx64dvlCpoRogx1oK+nnfyJURrjMRLxRsx0hFwuxzQmihpDqhatUgGhUBYKXsUlEalhi2cy5VUolzMsTo9S39LO0RfP0NLSRqBYBLhYqoZakyIeNyhiQ+AjhML09BTx+npKiznmiyVGshkW/SK+JahPtzAzlyHI5pBphZmpc9RGDcy0TmF6jnh9jGhSozFmsiAdehvrOT4+RGM8QTodozw2zJSnkGhopug41MsYwvPxHYNEvBatDGLeoDcd41T2LG3pAbxZi00N9ZwIArSUjtepkp/Nk45OMT4yi9/YxNkEePpaDpUXSU8NEVgKkTVrOZedJIiB73hoixbxWAM/2H+cltoEcmaI1roUL700RTGn8MSLB7lx9+UMFSUtfVcybFfYdNUNVIYWuaL/Sk7YBZpq1+LXBPS29XD06BHWJxsIKho1rc0IvRlv+jyVGkm81qG+ycCxdFqMAu27d2K7UbKj09SqgpaEz0TG46ASY3JshrdvXsO4Jxgfa+K2tEeypoV8LkpcF0RjHtNTKpregBbVmV4YxnXnWJhYJJ/PMzt/hFwpS2a2wA3X7sHW6iFVQk7b9A0ssrNphK/96f9jz41baWvvoiXVzNToOXpaG/GtCooSkJ2a57XXvpaPvOf3eebf/omooaPrUTJOBl94SCnQVYkiwx6eoUKpmKPG8/BxUH0FVQ1BRvFoDLtiYcZMNBFK5RGEGZ6swndWl2tXzMPVUGdYXErHWelXikueWxLjDzeoNroiSSXiGIbBzPwcUqjLQvpLmeAlGbAqwiDhOeSzec5MnOHgwRdo7+ygvqEhRNlWvWhVscJ3dQPAC6UyPMdClVqYbQqBV/XFE6tUGXzhVR1oljYZ/nLJOqTohHxaCGUWhVSXAU1L94tQyzeUTPQDgaqGZV7hKfjeans6Cb6Npqi4trN83xKrHItYvSFYDvgr8xIKblTN6QUoSxmxC77roRuSSERw+swxXjx+mHe89k6mR8dZnC5zOn+W337rXbx45igv7NtLvmTh2QFbdmznmWce4nWvvZWmZpOe3iTbtr6bRx77b1o7W0g1uTz61D9yy2vuQlNSVCwFNzAZG5/nxutu5/lnDnPzTTcQny1zuKWJnZs2c1lNO5nXZ7l4/jxx3eBNb7iTyXNDXHvVFUyX5kila8nms7iBi4PP9+/7EXd/8IMcO3aURDrJ/qefIqIolBwf3wMjHqdsObgVCxGoKL5HJBLF91w0TaFoV1Acj1gygdQVjrzyEieOH0aLCSzbJT+ZR0cydO48WgS6u9vJ5hY4c/EUs7NZpKbieS5uVQ7UMEzS6fSvjWu/EQFWVRSEH8LGFUVB+D6OayGkRNE0Tp48w+iFEQYGBij5FrbvVblhCoHrIVUZXmCBQCjq8o5ZVcMFutI7kQjPRZMqshpoJeGiU1UVXQ21LBVNw/M8lCAsxoSC2Ctlol91KIqC64Y7Usdx+NKXvsTxoRNEjp8iWdeIU1ikophMjM/R07+Wy294A/nSPOenzjN24DDRaBRUjampccaYpSmaxGyOEVcSzBYNop5N3BDUJXXiiQSqBo7nYlsuSIOFkoeqRjD0CFqqBsuyiKd1NE2lbU2UwMpDoOMSYLs2NY21pM0IQaFCJbApVzx83SAzV2Sx6FByhNIWigAAIABJREFUFaYrZbR6l7KvEtGiHB++yM7OVvRsmWzJor4mheGCogq8ZBzH8whwmJuaxYzV0ticYOumdsaPTzA2eRIztY2OTeuYmL5IzGzBzp6iocHEqmvm6aNHMYw6kA67WtpxbYUD4xkqboY606Al0UJP1EXxfHYObCQaS5CMOAyfPURLaj0N7T6tnRvJTjsYqSZqSWBYOXJFGxlIMmYSPdaEYrvYBQdX8bhm2wYa1TI1gcFMUpLyx2nfkqBgh8GkotSxMCHY2NLGQmBiIdGSUQwWKC/YRI04AzWSWGOEStFiW1MT8UQO34b8goddklzI5ClaGQ4+f4py6WeYEUGxXKSuPoG1aJGMJSk7BQqlCmYEDj75DJ/87AfIVYrkkgWi8RgXZJpkqsJrd11DUonwyEM/IRrRUGXINayNRXFLFdrb23FtD63KT9UEqGYoNO8FVe9WQj4kgOeEggCKrIJwpETRNZLJZJjpSjUELSHwPS/0KSXMAoQMECi82mh8dVb666T7VgcfVdURvoeQMDV+kaaWZgLXI9AErguaqi+/7hI6EALHspBSEonHqGtsoFKpkMvnSaZSK62g6rjkqpKyEGKZtuIFblWWMZR29N1LbezCDfalm+lf1VrzRXi/8IOleV6RMfSqG4+VOZFIoaAIP+yXygB3uT8bcoeFDPC9lQ1KWIYP70RCVJWvVpXXl85v9byHj5cSDdA0BbtSYPDccVI1Ua7euYXJhUlG5sYZy86SGV7khquuo6OhmZf1ON11bfT297H32f3sueIy1q7ro1gY48Bzezl+/CS79uxieHCSd773Pezdt5+52Um62rv413/7Am97xzu56ebr8JwCPT2NvPD0PmbPDmPWRdEdm1xmkWRLHQPlLk4ffZncYpZTJ47jBy7lSoHcaI6kYYbGB9EouWKR737ve/iuS1N7C1fsupyjhw6TTCaZnJnFchxklU7le5CIx7EsC8f1CHyBZTskE1ECO+xdR00dTQHbq2BbFf7+7z7LM48+xtp13dz/2E8oFHPYrsXZwWHa29dwbvACDS1pfN8nEjG4MHiWd7zj9v8xJsBvSIAVrsTHQqgenhsGXDNQcFWBpkTp6O5DCod8oUxMMzA8Cy8wsAMb1dDwvZA64wsd3AClSi4P5diqmPRqr0QIL9RP9UAQlo5UPfS41KrlBAhvNkvi437gLwM1/MBDoiCEUl3kAQrgVIOrqihEdJ0PfvCDTFll/uN970LFJWaqSE1Fbejgzvd/gILtESvFKDUneOxb91CiQpPU+crXvoNoSPPCzAUe/b9/jetV2H3Zbi5OzNAaq6EhHsGXKrYbohBrauKcH5sgFsTp7u4NtVKDsLRmyHAB5g0XLZ9lkkXabY3u5gQSG8etQbZFOXP+DF2d3bx84gy7d+8gu1hB1zxSwiZS9KgVddi+T6K5nXk/QHdU1OY6yoFAi6houkLRh0RdE0rBIWHGcLwIsxlBbsGkWM7RUTfARLyNBT9BQ7oNLzAZP+VT393MWLKZa9ZvJ+mUkF4OZ3YSLV7DHi+FJT3USIJ5Ako8w6Z4kqTbSEEmqPc0mjc38J3vzrPHyHIx2sljJ37GH/zB2xg9eoS+lMm4qhFPG0Q6Omkym2kRARfGp6hp7ESRHqa7gO1UkGUHp6Jz1ipjFRbIDWbIF6YZmX2Fp1SVoJjnd99+O2dmp3DTfVQ0QVC4SDQvuWrrTp585lmufvNbMJsjLCgeESWNXXiK3t4avvrvB2lsrMWOWpjRCPZ0lPZUI6PZC9TGXbrq13L07BARxcesifEP//de1nRt5JWz+3nHu++kpaOLibnnafbg1HNH8BezNDW1UKw42K5DNDCZHp9j7+mXyDo5PNfC01RUz8awfHK2DUo5BDRJFaXio9kedjHA1zU0BDZueKuuWERrklilLKrrITSBlNVyJQEiCFACH4S2nDmFHNMA33cBZXldr8SgJZEInyAQy5nfkk9ssZgH30NK0HTJ2OgIqZr6MANVFVzP+qUe7FL25voeXiAQukqiPo1mOxiaiiKV5aAWKg3JFaTyqrgvgpX2j+/7BM6SmpSolnFD6pLwA6RQL8VeVN/HwyMQPorQq+calol9T0MqHkFQQQShYISimRBUkEEUghICG8fJ4QYuKFGEiOH4ZeJmHMcJy8x+IHEsUc2qvWp5W8N1PBAV1KrKVCCC5ZI3VZ5t1IxiezYBHjII0DVBbTJGbbKTB+//Pg1dndS1dbL1qq0kkkmu3n0ln/7LPyMzPo9I17Pv2QN09nTTuaaHSiHLQz/5KV09TVQUhzWbNtCUbiQWq+fg3v1cf+0tvHJgH9mZGfrXruHH9z3AFbt2YtuSxqjHc2NjHB48TnfQwQ+/9TUK+Qrv+513km5JMTx4AaU8x0x+hmI2RySpYyoqwYKN7htUshUiZpT+nj7KpTzt7R3YOYtrd1/PN37wffSYTiRpEjFM7HyZkmuTSiWYnbUxzDi+71JyCwhFpbe/ndHREd77nvfyyCOPMDQ6iud4jI1NEIunOXtymMD26e3tY3KuxOSFcbykgyogu5BHqoLG1lp61qwjn5v/tbHtNyLAqtKl7AuiXoxiUMGpIhE9x0YIFV3REQq4noPn2ghUAumG5HgPRPU05HLTPwx2r97JLS3sJeXvZcCEf6nc2upjZUe+xM5bVkhd/pkvAlRZtU9yPHzXoZK1qeBguR51zW2okQRvvuudlJU4Oc/GU1TMZIKgnMc3DUSpSKFSIp/NYSsBXS1t6Ik0raaJV7aQro+jBmTtItm5CkY0huf7dHU1ceHcS0gxxdFz51EVlbqGNKqqEolEMIwIImng53KI2ggyWU/czpPPV/Bcm7gSQ3oOQpckk3FiikCJG5gRjaJdQPVcGhNxAqnhBw4J36K+xiejKpQdn1RUx7FshBsQoGApDoGns6bBQEskaOvTMLQtWBcTiHIJA7D8FJ6YZddrbqSszlKxPRpMQdTyiegmkZoGPHQCYWCrBURMRY8ZdLmdaLkSaTWJqsSJ1Fo4FEm50NocQVc9OtNxbGeWhohC4FiUPZW0oVJYWKCsuvziuUdxbQPFMKlUSvjFRUqlEtOZAhoBQVTi+xUitoblBxiGpGTZRIDzQyPc+NrbCbQGJsdHySy6TMssatKjuz7C8MwQNXXddK1rY3SoyHcfPIEtJDGRxC0ncCybiGmgSwuEj5RhVikRWFaZaMQgqhtEU0lKXpGOhhjDLx1hJuNzZU8/ufE5zp46i+kJnKhBZqGAIRRUIWnpbOH23gY+/xefCkEujocuDPxymd6aJBMlG88LUAOLcmDjRhVc10avOARCoutRVF+gJeJ46lK500NTBKxUS8NNqfSXlZLCY0WecHWNZ/l5f6m/uVrGMCAI5HJ2pmoauq4yevE8ADXpZlRVpVIJUcCry8osf2ooIBEua4EiBBFDD1eoF9oRrAYdLY1pqZz7asDS8hpfkkVcdc+Q1crYCow5WJZPlEJd9T4BhqbheyqWnwNhIr0IigSPMr6nISS4QQlFDfC9EopmMzMziarGaWruwy3ZTEycx4zGMCO1aKq6zKkNA7gX8mFlgKqauK6LrDoQWZYVgjoVFV1RsSwHTVPxPIEmPHzbpeLbnDxxAkNNsFio0O6rGOWAM/sP892v/icy8ChbFVpTET76x/+L86fOUcrk6O5cw3177yEwNXZftp2hwfOUBZwfOs+uLRv48j/9Pb/91rfS17+B0xcW2b3zFk6fPIFfm+AX+17hwqlTaDVx8pUS0g/Q41HOnhpk8OBR+vp6eXHwOEW7hK8EFItFatP1JOqTKEqWimPT2NJKqVRiYP0ALx99hUImj9fbhx7TUTSJY9m4toNbttEiJoqm4gUudskmEjEgUCjlbS5eGEZqgvvv/zEL81lkIBGBx5Ytm/jmV79BIZ/lDW+/nsNHjjM5Vmbzpm08t28/8doYruVjuw5X7r6CocFTvPzsoV+KGauP34gA61UEXkxScsqktHnKnoEl4+gKqIxi6JJSUUPIWnypg3AwNIHr+FWStU7V7TAMe8sLZrU+KIBACmN50SyBF2RVZsz3fdTqzldVwqkRQizD8YPq6/zAR8iwtBMESpVc7uK7PooIMIWkp7mZ5y6cIp6s5fTQMBmnGaHGsXyBdKqbAdclqcewbQctEKBLDF9gGwbWdJFbP/1JPvOmd3HXG28lf+YlErVx+tp7eCl/lgujQ6RTaaZmplE1I4Tp+y6u7zE9PYsQAl0Ls2xNhuXrwPUYVlT6u5oQ0qWcy6KUFtmztpdJy6eYXSRezqNKnVLZIo4g3dPDgaNHQWhomoJWW4siXBoTjVhBKPCh4hLTXWqiEbJmgB9pYqY8i14KWJj1CVI9xNa0cWvnIAulefLWBjxvhrpgFCeawMx00mwmqOiSfDFLVlGZzswxPHIM1fcpFG1s22LYcLj++iuYnslSrExQtA029Ca5YvMs+w8P8hcDO6jZuIXkzFmmXIchpYb2lh6Suk1lZJD77v0vXOkgbEFdXR35QgHTCBGjUrUxFZ2IYlJwHZJN9cxOz6GpAt0FPRLjkacP89yhkwRBwGKhQkssyr9+7UvsP/gMQ/5x7LkcHbvX8ul//Dq2XcEKKsTR0HSbiKmSqqnDKlkYaoCuhgA64QsSsQiGKYnqkjpVYGcXiHWmqBQMEmotr2QHsbweIpEIXX1d7B8a5sKJEdobm7HwqYkYfP4DH6F/oBcPl9nCfChg4Pt4hQx/93efY0NLmpo73oRvBUgvoKYS4gVczUcKlbIMqx41tkU0mcQul0hJgWtbGLoKQqAiWSJbetX1Ex4rUoOKIn8Zp6CGWa7ihcYArgypNFIBQzOQVbS/kAHpxjai0Si+gIrtglSXlZmoBtTl+0a137h0yFX/Sxle+2HwWaVeVG0lhWt7xX5OVsmqS5ZtAoGsbgiEkFTscH6kwnLA9j0XIZSQciMEgRJuJFwnQCoe0omjmw6eyCCpw/dMXObRFQ3bUZCaAr6JYwckzVY0zcAplLCzk/x/zL13dKTHeeb7q6ovdUQGZgaTA2eGM5xhzhSDKFGUGCRZsiytbTmtr+3de9Y+e23vPfbu2pZsS3KQvU57VsnyWrZkWRIlKlGimMlJ5EROxgTMIAMNNDp+ser+UQ3MkD6r+y/7nD4YNoEG0Oj63qr3fZ7fY8w8s/OCzZvuQ2cJnq8x2gVctAlRIsbBzgRdV9FO44462HYJMJIoSy2Qp15FAGnUYHJqjMtTY2zfvp2zp86x65prOPjCXmTgUa3M8VP//uf5T//ulyltWsnozCT7D+yj5JXZtv4aTp48yerN6xleu46zZ89zzeatnDp/hny+yPlLMzz20Dv5xJ/+HQ/c/yA33bGb51/4Ops2bGPbjs1MzM/y+Ed/im989QnCZsj508fYeN1W8mmbm+/ezVe//HWOvrKX0qpepDFE7ZjADRgqDTE2OobjO0xcvkRlbpGzp0dwfI8wazN1ZN+y1kZ1WhPl7i5SBTML0xR7CszNtPByJaKshckiivkCO3ds4NVDr1Orhvj5XhrVJr/yK7+CziTl/m4mxuo8+I5HaQuoZAkjf/U57r7nPlpei3a7zcd+/w/4m7/+U7725X/4sbXtLVFghXRxHE1N1pk6/DQ37n6Ai21DFlfoLdUJazUGetYQJZq4XUBJRWo0jutitESYdHn4L41Fvb3h+d8wC1oSZ1w5tb6ZIfrmne3yR65Ks9DWniO0wghh/baej4qaFJWmW8bs2r6Fr+kMQQY4FII8DWPTN9JYW2KUG2CkIMs0qlMQTZoRN1pErkKkmlMnTpIPAqabTXb09HP63DO4OZep2VkmZ2YRbg7TSSShMzMyxnSg2yBkRmoMDpCQsmX7TtphnaQeIpIm1blZ5uYNA4Uy0ggWFxcpD6+iOjVLt5BcvDRKElvT+xkBUrlkmQGhcI1hsFjipu1bkW5KAQ8nbeAHHjpXwHcNRR/Gpi4zN32RhXZCqNZSr7eJk24iV/H9H36NZnuSKIkxmSZLU8tHTVJcV9JONbl8wGyrxe133c5AuYe1w+s5/do+Fmo95JyAFZ7DE1//Brfcfx9apXh5j819azk7MsLei8fIag3KOZ9KI8HrZG26jrRWjCwlpxQJCTICR0mazTpGJ/iyQN1EtNKUglcgcH3CLKSvt5t2O+J///0/MzY9iQk9anGB//bJPyWKYnwHtNCkJsUVOQQurXaEp5SdgXbmgq7ymJueAp3iqQKucvBLBRaqVYwR9A2tIjl6grjVxk0NOQS+I8kHPmkS4qcGkWTEQnN+/DIF1yWp15FRRBAF9GaCn/zFd7Hvn35AUp2np+QRmwwpAjvqSBJczyWOQiJPYNwSYRoTJrHVHiyB5tWVtWCMBRxkb7KuAMspLm9a4AhjG0fGgEJdpYzVsIxSNASBnbkhBDk/TxRFKKX+TXfJtkHFlY5Sh4TkLK1lfcUTutQmXvpZr6iF9RseY2ndL10drmpJqw4g/+qvk1fNN9+gilYhqYkoBEM0miG5YolG08URLm7QxmQJeVcRtyMKvs/iXIPe3gHitE1lfhLTrDG4eYBi6qCxsXkmAVep5Zm48DzSTOP6gjiLCQIPKcEXLmmoIdN4EnxXEGtYXFxkbuIMhVIeL2/47g+/xa033E4zbTNULlFpL3L9PTfzmb/8S3bdsJOqSCgHRc5eusT7f+Zhnv/BMzz6/vfy2c9/lr7uLnr7+hibrZDPfLp6S/StXUHPwCD/4dd+nWJ3DzOz4xzYd5C33/Eg3/yXr/P4ex7lE5/8FI988APsOfASi5fPE63pYmbc5fToOL/zO7/DC6+8RJRp2mHExo2bGRsbQ5QSHN92MJXU5HKSIPCYnpvF78rTClv0FLtI4wSTZURhQhjX8EoBaJsF3N3TRbvdxncC0gQK+W6yWFCthHhumTRO6Sl30WrWiRPD4PAQvSu7OHT0VW664W523XInfaU8b7/vDp566Rm0ho9/6o84dGQvq7ddw4+7vSUKbCyb5PKKvT96inu39DA9tw+nWGTy3ElWbV5LY3aMRnyePUde54F3/RYLlTJ4JcI0QjkaKWJMJtA4SHNlwV0tiACWF/HVDFW4Mn+5er6y5LcVQtiAaWGX0tLnuGJJUGDzJTMnT5IlCBTVag0ZLnA6TdFJSNkXmFjTmF+gXcjjuS6RzHCRODmXrlUDhBdaGMehqSP6gzzByjy05yh2lRkdHWd10EWznfIvX34Sr5AjjmN8IVAKEh2RCUlKJ9VDSbI0RZgORcYRyDgjlQ7SaL76nacoFgOiRsyqlV28/9GHmX/iKUxs6N+8Bd1OeeLJb6G14fiFUZSQKGnIlCBJM0p5n0bYxvMhMDCzOMfAxp006m1mRyZZu6afF57by+ZNW5g4foGVKEobd2BKK5gdrXHbewIqcyWCcCOf/l9/Sa3apNxbhDYo4yA73sWuQp7MVbitxDJqTcDffv6rSB9k5tAtDWuvfQ8by9dTH10g11pg09qNdO24jt/+zf/CyPkvs3agj7BWIZfroRVHKGVbiEka4jkCKVxS4xImCV4hhyc9Sl15aq02secjXYE0krxUZGEbmSviCU293abo+CxevgQ6Jk0jtBT0DPYzOzuLjjOKeR8aNp80JzzSpInrKxAenusihMEV4GosGEFLSvkCC/U5htet58KZeXQ7xvUUhpCw0aTg5/CR3LhzF4fPHSd0NXgOb3vXQ5QCyeeffpZmvU41qbOybz1//F9+k6JUXHPztSgnY7Eec223w3EvohZoZp/Zw/qbb6Rnw1qSxSpuO6W7WCZstmhXFzElBa6NKBNSI0TnpGhSnGVl75UTq9HmivJ3qfB2WseiA83XaYbTQSuKzklYY9BZiiMUwrGPxUnLbgKWZ7xvtPZcba2xSMQlzUXHJ+tY9VamrapWSDooxsy2j9XSmdd0auub/LumQ0fqoArt75demcHKTgdMdGa9y5dTl3Kum5ee+0tuuuFW9rx0kVvuuoPFakS3XIWDwcm9zsTMBVT3Zgo5n5m5MTJiKvNT5HAZOTdDz+B6HBnaQHnlkoV16oszJNKl1LMSJRxrX5SSiYmLlMoFKpVZNq5fh+/kUFnG1OhFBgaGWJyZ48jBc0zNTNI9PMS7H/kZzp+5gDc9xv4Th6g0qiRTr5Bbu4IH77qPqXOX+ew//APX7d7NgcOvMtda4Pf/+x/Q29XN0NA61qxbzdTkGPMLc5QHSly3dSt//9kvsWrlIDiK5mKVwd4e9u55hRuv383howe46Y7d7N/7IqbdYPND99FTKjM0NMT4bJXb778D6QTkgm7Cesi0nsR3FDPzc5R6eqjW6rztjjs5efIk589fRElJtNiiUMhbxbCStKOIVGeYzOAkgiQKUYUcURRRKOaRmaGlIqYrk2Q65KMf/Sjf+d7T1BohUbNFkkJ37wD/+dd/k8/+3afp6u3iS1/5Bx5PmlS23Mx1G7Zy7NxJjCN4af9zGGK6e9f+2Nr2liiwju8yM3eOu67dRD4XMdOa4sCL32Yg38O5E3UEc/T1Xcu2zTuoL6RImZDpOgiHNBH2oqUkQts5qMKKj7TWb6DKXD03ejOgfOmxNyj2rj7BCmHB6J2PBmODo4mtfkqnNoRYOjQbLZq1Jt1bNwD2giI7u3RXg4wSPCkRcYyb+XT7eaZFh2wjYWZikldOHOfpH32X2mKVHBq31I+uZxQKBRZbNYSwpzCRZighEUaQIdCpRciZTOO4ymLSlMRIQyo0TgbCUUSpQbgel2YWOHF6BKOtFcEpFjh2eL99PRxBGsWQZbhKgZSk0hDXrVggbsdWqe1KvvT150kjySMP3oHvOwyUSlRGF+jO+aQ5jdPto3IxN9/Qz+c/8wXOnTlNyQuoxRlGYO0gQuAohzBLcBxJalICI0klOFoTiRDXtWZ8ZVJqseY7P3iNDz3URdRcpOTkeOq5Zzj2lW9w6dI0hUI3Oktw/ByqUMAzCVkNYtOgWCxidEKURUjlkJBSUjkMmkxYBSfSYBS4SpK2WgQ5lzSLCVyXtm7jIIjaEcYx+MpDOSkmS1EyQMqMKKqS84pINNIIfFfYGCypO6cthed57L5uF2O1KsbJSOI2BSEhTjGuQ8t0AO5ZgkkyvMAjaSd09Qes6hpgcq5OoAUDw0Nce91me1IMLaknLyXregcZbbR48rXX6d1yLcPKwW+0Kcaa6YVZTl8+QfH0Ke7ZfTebbriWwcE8A0GJkmjRXS6x4LodYD5oYUPOhekwhpfBEVedbKVtub9Z/2CMIRMdNa8QnRlip41rNBJtW746QwizfMKVnTi0pXX4Zs/qmzfGy5vpN9l6pFqiJhm0ftMJ+6rPAzqjnyvfx2iNkZIlm86SMtdxOpdPozHGJvlIqRBoGrU6OdehUb/A5s1FdJbRboYMlVu0GiFxElCbU5RkxPjYGH1DK8mX++jdtJbK5BGyIKCrVOwEyysQkiDvc/H8JIkM6Fu5nrDdxJUeJksZ6O4jiltsWLeWUiHg4vlRBstdNOoLRK0ERwX09XazYfM6cn09hGGLh971IF/4qz+h2N3DDbtvZHR8jm8/+UOGfvoXOLn/GBs2r6O6OMM1W29neOUKdm/dwkJlHqcomJg4z227d/LZQ8+zretaXn/1AF6Q587bb+YbT36Tf/ehx3GUxxe/+DUWFqtkWUTvQJmLE2Os27aZ+lyN88fPsDjRJDOCrr5e2mlKO4qJU5CZtTRJIUjQuIHP2bPnqMxX7WYmydAGolZCFGa4rtshhdmDU71ax/MlaZqiU+sB7i32Y3SCcn3mKjWmJmeZmpqxDhLPIwWUdPnYH3ycZjJFvloiSyWf/9sv0hqrMXVxlPGJCWari+R6SqxcOcCFM+d+bG17S4AmtCzz3I++ygvf+QdefvUlXnj1WQKd58DzY5w5M8btt70DT4YMD2TUqsfxTYijBJ6KKHgJvi7g6wKOcZHZEtnkzdmTV06sV8v14UqbeCmw+Q272Exb83dn4WaJ3THGrTbKKNIwpbVQxxEaKVJSKcgNrMD0DBNnkkQLMq24fPkCL738CqV8nhVDAyQmZDGs8e2vfY2GTsgphZfBQqvGd779TR66/15W5AoYz8X1PUKZ4kpNvuBhvblX5PuuyJBXmfyXUkSyzCCFQmT2dVCpwRiBTDWOHcqQ97t4bt9RpC9wyPjcP32DixcvoQXIDJQQ+EJitIDMFm7pGPI5g+9qDNZAH6eGxGi++cOX2D9yEZUvkzOasnJp1BMeePg9rBrYzh9+8vOcO3MaRwqiepNCFiMBz0gcqXE9QeAIlNH4SpI4hpIr0DK2StTUJowIJQkch3C2yte+/G1SPIyfMjM2T7XRRIrMWrj8HE6hjPIDHBWg3JTAyxH4Lp7nUwhyeELhShcl7YlVZxBIh5yjyMkcUqdIz1rJ8q6xEV8ixlMJuVzOzlOzGBF7FIICgXJBxahMIWSMLwWChEIuT6sR0tfXhUhTTGoggeGhQUIBIpN4KiOXLzM/P4+vFfWFKrRtOsrC3AQ9vqKnO8e61b2k9QX8sk+r1eLw5AU+8ov/kbKnqEkXkUKoU+67721s37yJLdrnxaefYQbBfFeelIzu1Odt23fxkd/+DQYeu51nz7zK//1LHyWeuUCzukgUt/GlQ2KijgI3xWQaF8ciCa1WcDn1xXOsdciRllS0FPit0wzSjLTZJm22ER3tQ5LF1iJDB2iPVcoKISwEQkg75xX2LqTVPigHEBaejzAd7yksJY0vFdclqIXlFl+BXEBH0dwB+GdL9qLUvmeWgBhXt4d1miwHtruOtMIjnSCw6udUJ7hS4+kEJw4ZLMHdt30QJ7uekaNtLh47wuLkCY4ePMLs3AQm7aK3tJ3XT5xhrjLG4FAPOT/AdwNW9vSzYcMwr588SldXF+36PEQLtFvzDAwPs33HTkZPHUHFC1Smz9JszDN6aYQkbtKqz7N37160SThx/BD79r5+XbwLAAAgAElEQVTMk89+DdEVMrU4QqV+jlDPUKme4/z5V9m2ewc3b9pK1mhzcm6Sn//wz/Lx//r7VMMmvit517vvZ3r0PO1alZlGnYsz02y963r6VvRweP9e1q8foB5O4KmYemsc2lV27VzL/Pwse/fuZfWaAeaq41yemaE2P0tOuRzcd5ijJ8Y5MxMxtGk3Lx86TTMxZDi0F6soN2XDijUUVRGv3EN9pkJYWWByaoowarFl62aMtAcA11WoJVFe5zoepwnS88jni/hOroPV1LTDGsZkzM/PU6+12LvvMF4uwGhJlmlMDI3qAjPT0+zecSNRM2Kwe4gbdt/A6vXrGa/O0Qgj/JzDrTfdSBJF3HnH/T+2tr0lCmwqZtm+ZSfDW3fgth3Wd2/lxMnz7L7pVlwnz+mTI7SaFZJknjiZJ47mcZ02nhchRIRAI4xGmRQpos7c0blKOfzGHfXVdJml2/+fZ2/p7kiXOIzwfZ/Feo2HH36UB9/5CBvWrbcXw7Rjd5AOnl+wuyKlyEhZv2EN3/v+k3zrX77Md7/zJL/7W/8PD7/rHaRJG2U0rhR09fVw+0230FxYpNFuoHVCkiQ4joNOUzzHRTouSGUN7UKixRW/3RJRBjqFVtiZs9B2PmWzLQ3SLJ1EDOgODQZBGltEnRCK1Fgcndc5LTvG9gO0FB3LxdLpBHuSVSAcyciFyzTqTYQnSE2KUyjxiU//DZ/45J+xsq8PZXxMqlDCwRMB0kgkDqqTW6mUQAqDr3yrkpUKV0gcwBEOJkmtME1nmHaEijOyMCVwCyShVVz3dXWThk0cV9GOExwJ5cBBpjE6SUmTJbi8pW7pNENoQyHIE3geXeUeHOXZn0nYKXomJKJD3bEcAlsEVEdFKrLY2jmkJEkSqxzVCdJocp6iu6sMaBwlieOO+CbLmJ2esTxdIXCVg44jyoWiJdSEEd1dOcJWC9/3MDohbbcZvXyRh+9/OwtzDQtQybt86pMfR8QZab0NjiTVGifnkluxinTFABt230BXLkDLDNeXZBhe+9dv852/+GsWjx+n4KZ86Bd/gv/wG79EZbGC0QKpO3oDu7tB6gxhDEJnHeD8lTWyXJiW1LYmA5PhuQrQrFoxxKZNGyiXy8RR+w3rben967oujuMsx7g5jrNMcrpaEew4DkpgLXkYhNFIDEoJ+/5Zeh91Pl69xpc3qML6eul8NNI+bklOGUskJyEMnutiSPBcAzKzVjgcdCag04kwSZva4hyVymnm51/n2LEDLFbnGR7qI24tMDc5yu4dOxAGxicvk+tycZRPoVDiR09/n7MjJ1hYGGfs4jkOHzyE6yoOvrYPk8U4MiMKW8SJw+J8m8GeMvW5Cer1acJwHs8RdJdyjJ49i5Qu7UaE7+cYuzzJo49+kENHT9NqZ7z26lHq8zUmRid57gcv0KpWOXjmCN19RWQWMzs5wX/+zd9iZmqSD33kQ7y65wC6bZiZrnDk4HEG+9cx9vpFXj9ynLfdfx/nj5/l+nXbaRrDfKXOV7/7LDXtkWbwrnc/xJ2334XCoVoZAxPwwfd/mHc+8B5a9QYIzd/+3V8xcukS1YUmXt4jF3ggHJIspV6vIzJNV6kb388RhjH5XJGR8+dRnsL3c+T8gGazjespO7sHXOXZGMPUdkIc1/59AHJeDsexkYNTU1OYNENnKXEYkqVtVgz1o7Xm4sXLfPADH6G3u8gD993LrbfcSCHIkWpDlKbU24tcGhtnplr/sbXtLZGm85V//f3fK3bt5sDxs+SieVzTplnTnDx1gWZzhv6ePLWmYHpW02hWqFRO4jo+aSzwvR5i5ZCpECXDznxIkJpkSce0fDPGIE1HnCRkp5EMV+T5V3BosJTYYdBLu1ytyVL7WLPdRvoeP3r2RS6OjSPShOEVQ0StBgKIjMTz4Zl//VcC3yNMMr737DN89kv/mzOzY/zGR3+Z1avX0BPkmBo5S22+QjuK8HMFKrOz7Dl4gPm5GaqLi/hGU3Q8Yq1pxG3COEZnBg+Bp6RtO2pBbLQlWXUsBUZolFRIJUAotNFkHaW0dG2R0NKKJFblCqANtTSj2WyCsoi1ou93DO0GpCTUGUJ4SOkj8exsylghjESQInBcn7LOUKR0+XlUTnHm4nncOGUgX2aiVbUg88z6B5GawFdkQuD4AUiXJNWUghJaC7SEqNFGSovVzIE16EtD4Ah6cnmMSCm5HsbPk+bzxFGdJGoz0L+CnmKBsNXECQKajQY5R9EztAKlXPKei5EOUatOEORtO9YkGOORppouxxA2IlKpcBxJt+fhSYdaGJJ3fXpzAREZcTNkIJ8nVpJGJMjSFirRCKEJPJccinKpRKPRwBhDTiha9Rb9+Rye5zIyMUVeKbqVJPByTDRqzLeq3HrLLUw0arhRyl3DKxjsHWDtyrW8eOoUcc7hnTfehiMEv/xLH2Z4wwB/9j8+z/133813X3qFW7vKHJk+w+Fn97BiZ54b7t7Nt771NMOFQXZu2sLWTRupijlUl8PPbb+TcqXF5Uxx9PhZuidmWLFjI/WixEkDW4yEQYqMREKCPTlmJuvQibRVEVsZ//J9aZySZSnTs9O89OKLrBgcwvPcDk7QngCVtIVPk9nQgU7wuK3g1tIkFVcVTI10BEiDzQ6QGIvYJTN2pCGlFSQJAdrEIGwnAC2QSHSqrQCrk8BjqZECIROUNChlNRbGWL64JMBohywyBJ5HqiP7M6cpjpLkFCij8aRg4vJl+vqGmZoax/MyRk6fxXeLnDl7gEa1xZbNG4lbFYpBkYMHXqO33I0jDHGzxkJzDscE9JeHGOhewcjIGcIw4/yFS6zbuAWTZvTnFZfPn2HNqlVMjk8w0NfHwX37mJ2cZvOatQz2dfHUU0/wwZ98L/v372fD6jUsVqYYHOzFkQ433XAboxcmGO7uYfTyGRbb8/zaL/0SPb3d/PXf/U9+/Vf/I088+X0eef8HGFus8OCd97Kyq8TqNR4//b7HePu73s7p88e48aadjFcn2bRhEw8/9igFEXDmtaP4hTJ7XjlMudxDK2xx8NBh1qxZzwMfeZRVA92cOnqCS/MzhO2Mm2++mX7pcnFsnFq1Qdf6AUwakSQxSZqQJBGlriKQoTyF67sWUZtJ2q2Qcnc3rVaI4yjedvfdjI9dIp+ThHFoN0zKoFONyBwWFhqkWUq+WLKt+ighl8tTzhcpl3Ms1Cv09vWwcriHPS/tIUtg4/pr+djH/hvtRkgYhhQKOYYG+6lV6yy2mvz6j4mre0vMYHO+YKBrJTfcfjOXXvgiZYaI21VuuOladLZAI4zYvnUz7bhKpjxcUaK7r5daTeJJnzBzMdIyQ53UA6mQIrti3uvchFjKl7zy2JJ4QlwNp4BlJa4xZpn7qY0FmqdpCq6iFbap1qu0o4iFmQny+YANG9YRxgnaQHMxtEb4zCLdfMdlYmKCWqvJN7/xBD/4wdO857GHkHFGGEXgKiozFe666x782Sn6usqcGxlBKQfXdUmSBL9QQvkB1WoVYRQmy1COecNGQUqJErKzQ8diHjt8Vfv7OWjTSQXB7tg9zydstjFkOK4HSqKT5I2vnVzaiGRWpdl5ITUJnusSt2MyrBBEeX5nHm5Pmk6cUvDzSG2N8kZYVXIHfoN0FCa2QINMp9hDkCHw80REy3M0Oh5ABSANmQTpAMKK0kyWEKUpSZyRYTCpIQpDlFIkRmKEohmGFMOkc+Jqo1WOLMkoFnIWuVZSVOsxrusjZdiBiYilDiQuchlSoiQ2oclA0m4h/BwoRZYZlJDEmTWQOUotK2KbrYhy3rGQ+DTj0ugFdJxYxrZUiCxlzfBK5htzLC4uEEgPoRPaJkMELtFckxuv2UYziaidH2VifpJSuYhb8AiBuslQBoqexzs+9AH2Vxq8tmcvta/tpdBdRHghQ4HLgKfYdufbWLdrN0emK4yVXV7de4h7tm5GeIqoHVKL2/TKckdAlFqqE1eIQaKjehJmaY2kV9aW7lCMdAJIJicnGR4exg88arWa7XrIjo+1o92VV74Y2yOw89/sqrnokviQDuL06s8XCuRV9ryl2xXK0ZV1L4SyUHxjbTrL5j5TwOIQO6MVBCaLKHVnzEyNMzS4iihM8NwcUhjqC7NksSYyLUwaotOMWq3KqbOn6OlZyfDqbQivyMmzJ3jskQ9x5OhrfPKP/xjfDfjJn3yEy6NnWbd+BauGhzh08FX8skdZpMyOT4Eu4joWyrF27WpMWoc04czpi0xPTxOUi2ilmVmYYWxmipUrhmg0F7k8ep7+QpHjB15DpClT4xdJohrHj59l166bmZ2Z5N2PPMyz336SO2+6nW898x0+9alP8Y4H3827H3qANWvWMDs9zdDKIqu29vHO++/iDz/+e/T39rDv0HEGh3q4/+7bOX3iNYbXruHCxXO88tJeAjfPqqFujDHk83k++WefplAusm3nTvbuP0Tz77/A3bt2MXl5nNJAnpbWfPB9j/Pp//4HlIM83T1duMUcsh2RK+Wo19o4joMb+BQdTRylRMnSTN5S/KIoJJ/PsXbdau655y6OHT5ESpssc+18v9NdcT0fKROEa98njitYv24tWaJxhGR8dpRCKU/vUDfvfOhupq+dxpUFDrz2DL39PSgtqcwvkqWaMycvsmnzNew7eujf1LOrb2+JE+zffP4Tv7diVcxLr/wj545UOXNuhsce28naa9ez79AB1m8Y5Nixo9QWKxjpo4zDa6+epjLXYHjVWiQlhHGtT8xIDAlaat5AyYblYpmmaQfKfUWmbwuqXv63vur/Lcn2l5imNs3HIxfk6e/roae7SE9vL8VyCYBUW1Rd7+AQ3//qVykFORqtBlEcs2v7dZw7P4KnBVOLFcpS8vzeFzDNEM/3WbdpCzk3YHx8nO/+8AekGpw0pqdQQOuMZhiSSUkSZ3gdTqzjCgQOobbGCSkt39R0kiGUkIjMzraUEBaj5zlkUYZyA4SEAc9HGMFsGkHn66XUFJSLNLYYZkCcZQS+jytt6xYEqekIU1KbaulKTVlIlOMx6PpknsPU4iI5L6Do55hqNTCAj0J1fMa5nEIYSXdPL0kGSRSRd6FQLJEITdxoIrWxaSuOi2tzXRDKY2WhAHHE6q4+ImGYzmx4Q3W+ytqhPoQbkOsdIk1jonqLNDEMb9hAZgwyiyn1DbE4N4lyPYqFLvxAIhzrTy7mMuq1JqkRSGXo9jwCz6feCik6HoPFPEY6JM2QVT3dhJ7PfAjtVhWZWLxgwVX0uC74Ds0kJtYZZekStSL6fI8dN+5idGYeXwh6MKwfXMlUZYGdW7Yg6k0uzczhpxlbVpRZu2ENjUad148cJWcS/FTjGKirjMPHj/PiD/ew69qtvHboCLsHenjfr/8q97/tAc6OTnPXLW/n29/+Mg/feCOPPfQYpw4d57Zf+FmePX2eVV6eYpZwS5zSO3qGuVhS2LIDp5TDzZXQLqBTVGoLj5NJMr10IuxY1zqSwiuaB9GZjQqUcujt6yPwc6Sd6DiJFRAtOVzpbGCX6q02mjTNOloCK44yOrOiok57X2JVzEZ3hI0IpLK4Q90hOVmtgvXTKiUtlMEkFtEqwHTQq1Jo+32cFKkyMBFCJCBinCThlZd+yAsv/ICF5gL9QwMEQQ6ymPmpCUyqGb0wxuj5SRqL41Tmz7HrxmEiPc+xE4e5/+0/Sam8AT+fw/ULOH7Irhu3cfDIMa69bjf1OOTw60e5+Y7b2bVzOydOnkTLjJFzJ7lw7hQPPnQvxjRpLsziZjGnXj9Ob38vtYVR2q15vv4vX2btmlUUSyVe2fcK1aiBLHu4ZZ8XX3iazZs3EIcJjz76GFEr4eyps7z++lFy+RyXxyYIgiIHjh1n65otHDw8wjPPP4XntBkISqzbuIOu0ME1Bqes6Osv0aUVFycmuP6aHRTcEmuGN3N8/1Hue8cDjFanyOVylLt7aYYpmYaHH32UoYFBZCsmR5EoNVwam8O4GccPvYpTcGiFIY16E91OAINULmEroh2GTE3OsWbNMHNz82SJZWv3DBQJCg7SyRAqpd2o8eILz5NzfZLYsFhtkSLo6SvhuA71hTphO6Z3sES1XmXFih62XbOB+coikzNTbNi+ml/81V9g1ZphKpdmaS4u8K2v/5DN27Zz5PA5oigkTDLizAZmjF26zB/+yR9xx033/B9PsG+JGey6NWWkt8i2NTsY7C9x9213c3Fhhpmpc+TyRQzd3LRzO30DvSijUHhEcYPV61YgXUnaQY5FWZPEDUmJLIC+M2e9eoaqtf3jSGlzLdVy4PGVWKirVYvLvFQpO4s5A2kXozYJSIETBPaj52OUg1EWAdcIIzwkRqeEJiPIBxx4+WVu23Edk7Mz6DBmYNUwm9ZswAl8Wo0mrx9+jedefpZ9B/aSaI3UBtd3SYWdbS2Z5HOFPJoMhL3gGWNwjMRBdU6FGiHFFSzcEoy8Y5mQBhvk7GRoZedNEvCk/fpM2Dg/k2lcqTrFWqENxHFMFEWd1zRDIchQOB2qTtZRPhqtSVONLx08o8ljLUSOUmRG2/meETgaMHa+FkcpQeDhuoqcl1tOJlqazWVL+FUpMJlBCeuJlo4iTkJ8R9DT1W0xddIh391DGLXIwibGCOI4JnAEjoCcZ0Ojo7iOlLKjRLQtKdIEXylMCo500XQCsrVBGdBK0ybC1S6esJ5dhEvgOeTzeZT0MUrY+bXu4PrSFE8IBnt6WIwTXAGp1JT9HEUvwE9hIayze+MwOmwxPXaRVf2DtOs1fE92yEwZtJoYGdGKI1JP4TUT7r/vHfzMR3+aKoJIR6QCmgamDh7h6af+kbft3sjEuf38/cf/gJ/78PtY4WuoLvK53/9TNvQG9M+OsuLiKCKp0nQlul2nr6To8gtEC03cNCNRklj6BMJDOXam7yplvac2ddyq6bOENI1J0xitLexASDvXFJ28Vc/zbAdDyeV1Js1SAewAHgxIZTc2FhmYdWw3qX0eJchM1lnT9m1uspQkCjvqX7FstVlKs9FaI4WwmzQHHCVQyiBVgiu6Ou9bB526GO3hOB5Z5BCnhsXFhHvufA/vvu+DyNAlqc3ypc9/jsXJKvXZBbRpMzEzio7z9PmbGDl7mXaUsjDfZOT0COuH13Hk4B5efuEpBnsG+cG3X2RiYoZ6vUlvoYu4HnHwlVeZnlsklyvh+zkW5yv09ZQZOX2KQ6++zPFje/jnL3+RFSu7WbmiyMkTRwibFT7y8x9m7bZNZJ7mvT/xKPW5GeKJedRCzEBXN2fPHqdSmWV6epqpmSoDKweYmrzM/v2H2XrtDczONrnthruYrdcoFg3X79yOk+/H719JjyjwxBNPMx1Pcd2tG1m5eoB6EjI4uIrTF8d5/dBZXnh5P9t37OB7z/yA1uwil85fYMv6jbz//e/l5372Fzl79iwrVvZz7ZadHD55BiF8KtPTlHMuFycmmJqfY/uObejYMrSFkUTtGOlKlCMZGCxjZEou71pSXjuh2WyTGjs7V1KS8wv0dvdSqS6wWKvhBgE5x8MTUHAcSqUCQc7CUwZ7y0idkssHFPJQygvuu/de5qaa3HHDbex/6QiDPVvI54ucOnWK3/6tX+ORd70TXwZgMqTv8sjjj/OVf/zmj61tb4kC22qN8M9//iQrRMbmTT6rBqxqcezSRR685zbuvfMWRk9Oo6J+Lo5McuFChVVDu5ibaqNjB4xHHGl7QUxiBB5p5r5B5LQs7VeWMawxZJm29zSxs7erhE9Xn2DfYJx3PJDStj01eELhSBcpFFmSIYwtxo7jWMuGsQVGSock1Tz66OO8+NyLCOD4kaN89jOfYXTkPEkco6RgamqK0dFRwjCmUOxmYGgVQ0OrUNL+Po5rxR9BEJBkKbqjnBOdjxrbbu0udQMQBIG1QnSSOYwx+I4FWHhS4SDIKZvvCuB5Ho6UBJ7X+VpYihJzO8ITKSWFcmk5CsqYDp9WdnB4WnQ8ngbf9Wy6RUdwgjY4QuJq2zoWAjxXIeIUZSBwlG27KkUmJOVi1zJpy3EcHAki06Dt80ud4kmXNM5w8EgSRdxq01XI2RDv1Nq35itVfN/Hz/toZYi1vbdaLZQqoFON0QlBkMd1FUGQp9TVhcQC0l2hOnYbsyyIcpVEiQQpNEqALw0edk5psMxroRxQgpzrsXbVSvqLeYb7exle1YvpbB78Yo5UJGBStg+vpDl1kRuu20ia1iCrIXRCqmOMSXDIKKgAN4YCHkJDtKKbb3znSfY9/woGQzjVJC8CMhVTMDE7utZRnBtn12CRv3r6GS70r6bu5CiXJD9/3zUU9+2nMTFLpVohaKes6V9B3dOk7UWu37KSd963i5t2bKSYCOYnx6llbd6AR9RXwPie5/0bcVKaapLYnnaF0WRJTBy2MVkK2m7ujMlITYpOY3Qao4Tp3K2ISaeZ3cR0Zv06zXCMVRt7ysGRCkcKXAWB59gxhWOu+NnROCoDHaOzCJ0lhO0WDobjR19jduISOq0wN3UcV82Rc0PmF05TWTyJdCWRNPzEh9+HcUIunH+NauUUoyP7uHZLN0FxkUY4iog1MvYQjsP+Y2coe7upjuZZ17ed82f28U//+GlcoSnnujl88CyPPfp+KhMt4rrg7MlxVq/awtTEIv/jLz6H0ZLJsUnWrl3Pddft5uzJU7TrDS6MnCSOFrkwdonnX96LnwvIwpSyVtTOnUfMVtjzvacY7Orm2puu56VDr3LPA+9k48ZtrN98A1/9yrNEYYs9L+3H933qtRbfeOJJ8l19VBstWmHM5k1rGRro5Wd/9ud49oVn6V+TZ3Cdx2ycZ//eGbasv5F1qzezZsUqbr35Xjbs2IHjODy3fz+rin0oV7Jt9WoOvrqHrLJAdWqMtLbAzOlRnnpxP3ue28t8rsbf/PNfsGXNej7w+Pu4ZutOTp4+h+lcP3SckMURwlh9husJGrUmvu+jhcb3XUwqSOox7cWELFMs1Fs0wwyER6FUJG6HdHWX8JSDlBAU8vQO9NPXN4CjAuIo49jRE0iV8OD9d3LPDTtI5y7yJ//v73LTzu18/Zv/QtNTiLxDuST55Kf+GJnPKA/2QabZ89LLvP3Bu39sbXtLFNjTZ+fYsrWXnC8I3G5KRY8siukpdTE1folDr+4h0xG1RpXFJgysWodQZbZtux7pAiaxvNLYxdF5jNEoR1/xxF1l1VmOYxR2FvumUc1VN2EtOlcTWoDMdHIzTYYyqZ39ZEu5jlbubdW7hlLORt+ZziLPNHzyT/+EkZERXtt/ANfxSaIYz7XewSVfXVdXD4VCAd/P4XpBBzKucDuB82/8vZzl5CDb9rYXsjiOcZQijuOOUV3hKgclJCZ74yZCa738uNBmmY+bJvZ11drOKLIsXU7tWAKoL6nz3vTKAVhakuviqiusVnvBtCeLJVuGknQKVie9JbPBC47nUq1WcV2XXC53ZT6OoGP2RerMBm8biTaCNBMUcx5x1ESalOpChZ7uMoMDfaSx5bTGcWyFRrm8PfHEdkaqM6ugDtstpJQsVOZxPVvwtbnSCnWEtC3INEObzEq7jH0N67UagetZ24rrEEcROrHq27DdYkVfH2tXDlGbnSEQCpFkjF+4QNJo0Y5amCQl77nEcZtiT4lKbQFXdVTOmbXJZJnB9coY5RMph6y/zIkL53nt8GH6FTTrFZIsZKQySXWmzsypCc62Er575jQP3v82fB3hztfx0wQ9MUZQncckKc1U07VhPSPJIr1bVrMoUw7se5X69AQmanLr9s287x332tNpZjBCvOFuWbiJVXBmphNYLvF9n8DzyPk+uc6/fddd7goJY2evEuzftZOsdbVdxtp33nhf6qBonaLNFQuOTQKyoilkhhEpQnZEWupKPqofCJLUekd7yiWUTIjjKkokTI6PkyZtGotzeMrDwyFszlGZHWFghU+zPUez3SZfKPD9H36LsYmztMNJ5uZOcfzMcS5XJqg3F1m7ZjVpktBYbHHx4kW++eS3kMpldGKBP/7zv6ZrYAX57l5eO3SQtavXkMQxt9xyE/PzFbq6C9QbCywszLJyxQC93X1cs2UHd97xNqZmpthwzUbqzTaHjh5ncnKSufkKUzOTrNmwnoGhQeq1JpvWX8NzP3yZMycvEcV1Hnrvg8wuLnDLbbfy0L2PcOd9D3B5coofPfcsO67dTt5zKXoBaVxjdvYI127pI2wZDh4eZcO2a7jnrtvoKpVYv3IdlYUGP/rh00zNTtHbO8jG1duYXaxTLOQp9nVRXZzjW099m68+8VV+9v/6OW6+83Y+8Ud/wqPvfZzHH3uQwVLArbuu58LJEc6eOEO9WsNzfNqtBoHn2mScjkK7WCyitSaKIuI0o95skcYxaWyvSUmSoFxJrVlDd7zUff1lrrt2u+06Gk29USWKW7iuwncVvm+vL/V6nbnKOF/8wt+yZriHnlKZ188cptJo0dWXsHq1RGcZX//GV3BdF1RKUIhpRXOcu3Tsx9a2t4TIae1AF6q1josXL7Jl00pGjl2ia4WHJzRdRZdAGYY3rqeuHe6/8Z2cPHuWvN9mul6hkAa4/hBh7NJdupYkBikkmmyZAAMsz2JsS/Wq/8ai2zAGLa4IN4wx1gqDFaksPYcU2lJotCW8CJXZ2ZERRHGMkHD+/FkmLl8g0xoPQRYn9qKOw4ULF5BKkQ/yBH5Ab0+R1vwcZJ0wMK2J4xjl+QTCMo5jMpyORYgwQhUUBkmqIdIpge+TJholwc3AD1xcqYjSiLwfkEQxJs2WZexGQIbB8VyMFIStCAodHJy2vkRYAm9k+NICMIRwMSZEaEMcx8RgoR7Czt6M0LgaGzeIJtGGSKc4wp6MjTF42uBLQV3TEaNppNZoDUmUUOwtkmUpRjdpLizQN7weXKgmCa7vYVotpKKjPpX2YpzFGJkihMF3JKnR+EGAQBN4Ckca6vUG+XyO0FGs3roVIw1x1MbzfIrKZ5vocGoAACAASURBVEYoEA7KEXQF/WhtyHsShCJJ7cbDlY6NOOu0KTG5zuZGItG4SuIKzdToeXICjCNxhEJmKUoIrlk9zPlLlxHtFo+862E+8/l/pmQCtm3dxJl6i9r5UXwjcf0C9YUFvFI345VFtm/ZyeylcziZQ5bYvNH28CrqrmJw/QAfePA+cvkipd4in/nS97lrzTr+8Cu/iugW7D9+iNvfcwfyTIVtvWvoOneW5o++TzOsE/gJjbqHUAG5oSJzYZOtb9vN2upWNq8aorRygJLrICoL6Czi3JE9HDx2itKND2CUhZhYcdNVmz4jydIlTKHlNUWhfd8tebWXNrtL4oYl5q/FDFqs4jJlTSz5G99EYpOCLEutfaYT67YU5GMMyxvCwPNIYoNy0873dC0VKUswaQLasGblSs6dOwGmyZp1Rc6NHOGWG+/l+0+9CiKj2xsnJxp8/+lXWLdhM2dPNGm0SqxcM0wcZuza9W4OHDhAu3YSJXwefOwhdtzcQGZtxiem2PPqQYaHN3Hj7Q9wzfbN5HyP54+c5rGf+Snuv+MOKrMz/ETv+8mclJ7BEq8efoGbr98FeMRRg/7eAiPnRjHa4X/9z3/i8fe9l01btjA+fpn+gVXcdMPd+L7P3iee5PrrdjE6Pk291WTb9TdzaOQcN91wK/v37+fyTI1qdZ75mTqSHH/2V3/DzmtuZv369dz7wP3s2f88eV8ycuok64ZXoi/E7N65hWOvP82KjYaDh37Eijtv4/UT8/zoa98lv2WQ4WKJc8dO8F8/9kk+9pu/y8ZbtzAzP8uzL32eQqHET33o3zM7X+ELX/gc/+nXfosvfOrPOTxygEXdzfEQpi+0WL9+AydPnyZpJ+R7CignYHFxkSTTFIpFwjikHUkWFhbI5/MEnk8rjHCET6NVQ7gQ+A5R0sQPJEYqWs0m69at5rXX9lAq5dAmw+1YN6cnZigWAlqtFps3b+by+XHmFzJ8V/Hy/oM4fRmzsw1K3SVoZqzpGuZ7T36fuXoT34M4ixhYPcBtt9zE6XMjP7a2vSVOsOcOGW64t5/p1jzf+dYZ6qZFobSGVstQr9fp6emithjR27MGJXqoN+cwsc/0xTrtxTpP/+DrHD+2DyNgOUZOLEkn7N2uf4HS0voujY18cqX3bwguS4XXiCs6qWVSTWaLKTgYcWV/4rgK4SiqtRrT09PkHI/uUtn6JDvtUd+zCTeup/A7jNRqtYaj7ClwCRCRz+ftc3ZoUUbYWC5FR9Go7WxVuR7GQJJkHSW0JbMmYUS73UYarC2kY6iXpgOnMG+k1Sx93yRJOgpNq9RMkoQ0izunBN25MF4JEFDKzj+XXh8AR3ae+/9j7j2j5DrvM8/fzbdydc4BDTSARs6BAEgBzBQlUaJFUbJsaT2yPGNZ3vV4bY/2jNeSd3Zsj8OOx15pbCWPZcmSSAXLCswASYAJAJG7ATS60TlUdXV3xZvvOx9uAYR8dv2Z9xwc9IdCndOoe+t93+f/PL+HiEIQdfdGr5Ooz9nq8ahQAlnUS7eBRDqFahjEEkkMI0YmGSORSoJ8h/Qo/zx1B4hm0YToiiChKghFR2gJZD1BMt2E60soajRPSyYTBIEHrk06bpDKZFGJ5G3Pj26CluZ2dE0hm0kgywqKVs8bh/Xc5K0WJST8UALqRRGSjakE9LQ349tVPN/HlyGm6ggJCgs5Nm3YiAhCLrx2mjUDa8i2NGGaJvGGdD0vCppqUi3bpI002XQTrh9S8yNajYpA9wNa1vTR0NDAE48/SmtKxy8voZfKdLU3YAnBn3//e0w7VZamF7CXHBJTE5iT17DnZghLNRRLQXIVGrJNZDu7GItB/7GjTFfKKOk0rQ1tmPkSlRsT0Bgnd+M6l19+HSsICVQNyQtu567v/PxDCUR99u+LEC+MeMYi2pkgpGj274mQEFFHkNbJTXI9JscdqlFYn8Wi3P6jSGpUlCBFQAsljOIxcihQEZiKihyGqASoQYgaBAS+X4/ZuQS+Q0wX6MTRZYUrV15gZXWYRDzAqq4S2Dneev3HvP7aS+zbvwc3qFAoz3Pg0F00NLYyPjZF4IVUKw61qsPs7DTt3c10D3aSaDJZKozhe/NcH71MqWIxMLCFsakcdiAzOzfOa689w+/+1m+zad0QZ8+e5vtPP0Vlpcjrr56ktlpiYN1atm/bQzrVQsLM8M1v/iOKppHKZPk//uD3eezxx8gtLNCQbuCtsxc4d/4KVy5f55H7HuXy2StcHr7BG29fYmppkXVbh3jz9Gs88sgDPPze97BrxzYOHDhAbrnEr/7Gb7H77n2U7RpTU1N88iMfZ2jNerZt6KVirzK6sMr1qRWscsD77n+M3Zu2olrQ1dRA37o+mjG4eu0mE8vLnL16mvc/+SBN7U0UV6u856H72bJtM+cuXCIdS7B7aAuf+9//A2/cOMdHP/lRBht7aUu0YSkKx998i8WVCg8+/ADlchFFU7Fd5x3DaQC25UYbZ8NA+NF3WGNjI7IsEfjgWpESaNs2laqFaWrMzs6iaybVqoPvCVynTDZj0t6WRVY8du0ZYnl1lj371tPY1EqpUkPRmrhwcQ6n6hO4FiIwuXRlinPDw0xNLaDpJqoi2LBpLauVPJn4v35GfVe4iAme+/zxkRtMTK/S15dlx5G7uTw2SltTD0VnmUJxkfWDeznx/MskEvP41QW0WIX27izVosxDxz5DT+8WbOEiSQGKbIJQb8u/txYQIQRhcIc7+Pb8SKmfaOunUYnbmMUg9JFQUOR6/2VAhI2jbhaSIAw8gojXQK1axanUEFUXy6kxc2UYTddYdm0kIWMqBoEsiMcThIpO3NAAH7dSrUu8EMoKoaoSOi5B4BMID9UNEK6Di4+USCBCGQ0Z4XlRPVYo8MIIH6YoaiQV16VjKRS3F8iIriPqZhEZSdPRVIlmWUGTJCoSWK6P47kkEgmEbyPJAk1EQcRVx0ZWJCQ1km4SRgzPdSLqThDW4zuQUBQUCVozKWpOlaVajbQcw5RkSgQsOA4xVWCgIKlRw4knQmKpJJZtE1MFLWmDogfCCQh8D2RBtVxFQ0aRFGRZQxISjUlwXYmORBzJNAkaMiQzSSYnJunr7kQ3dRQVcotz+HaFZCJOYWmJxflZlvJzVIt5dE1HDR0aUwmqy0vENFgt5PBdF03RKFo1FBkyqoFpxMgXS2iyQbOpkIiZlKwy/WYCT4PAzLJ+bR8TM/Mga8RkhUYtia5qLORytDa1EjdC4macZkWQUlUmJmcpVFdoaTRYP7iFickcLAd4SozW3gEmpkfY1NdHU0sjK6LEzYRCMp7g4hsnuPjcSbY2NUF+kY/c+zAnf/RTfvE3PsHNhUV2FxtJ5JcojIxgF5awYgpVx6OpZwMjN2/Sf+8uan1NqGsH6F+7noG+zWRSaZQWGeEscvbEz5g5c4mZ2Qlyho1tmiRaBvBVCdt38eV3FsdQhJE8J0v1fa2oT1oir8Ct8cqt65Y7P6hjTak79sM74nHyHYrSnfAXSZJQ5RieF4CQ0SQjMqBJGpIEC7kLyPoUswvnaG5JoYlGNEklnkhgxF1uTl+MABBekbn5Wdpb+zHUGk3pJJfOnmNtXy/zU3Mgaly7NooQPolkmtnZGeKJBKOj1/Ecj9NvvUnNLhOGgsbGBtrbm3G8KuVcDllLc8/dx8jPzXD/g/uRDJn+vk4KM0vMTF1D8nysms3hQ4d56/wZHClg590HccsOu7fv5dmfPIOQAuLxFJeGh+nuHuDUydc4efIV1vT3gRSgGzGujY0Tb+viwugYdz/wABfODvPIox/AsGpIK6u0pdJIdo0Llxf40JNPkGwMOLBnG099+RsUlpZY29tNf38PT//gh5y7coWzN8ZoaOmgt60dL/S5dH6Y2dl5spk2KtUqk1MTvH76NPO5FTZt307MjHHo0F4Kc1M8++KL2L4gkzJZKRRZ19NLtbzCT3/0IkY8xvT4OMXcMoFi8MzLr5BMN7KwmCfTbHJtbIRUMoMqh7ghCEWluOpCIOF6LqmmFK7jgw8iVPA8NzK/oSJrCp7rkIonUIRMKAJMM0alVsU045GnJZ1mbqZAZ3sr+VyRxcUlEokU42OLTIxP4Xk2ucU8iUQGy418BiEBbmBjWwGg0dTcwvLyMrIMzY0Z3j5zmf/1s//x3Z2DnZ2ZYmhTK/jzdKXb0bUYnR3duFYFy8qQbmhhIV8mkUwyMb7Iug1ryZVr1KoaqplkYvo6TW296GoDvuNGEXgRRgF03pk1ijqZ6E660+083a0TnVyXO+8wcERyZL2SSq47E2+bpyKDR+gHBER9jIoqgSohh/WogiRFJ0xZ4IoAFHBcF1+VSOh6tMu/JXuFPo7jIEkyhpCRlHdMWpGEK+H7PpKs/1yhtBACTdNQiKRtRVNvn/RkWdx+HURfamF9IdS0qIZOBNHsVVIUTN0g9CMqkRAROlBS3skJ3soFF4tFmrOZn5PVFUUmJLx9yhVCkEgkCJdyUUxIUVB8OZrF3solyzJBCJoqY1crhEC1Wqa7oQW/XCOuadTwQbgI6lL2HffPrUyjJivYnsOFN06hGSpp1WPswtkoA6yEqLpGxXKpVco0ptNs3DqE61ioksyFy8OoMRPPsfE8j/xSDhFCKpOiVq3VVYhIfhaArBEZMBQNKRR4ls2agR6orjI8mmdhpoLkh3iej4gb+L5PW1MzasKgsJCjxS7iGglMVaZo1bBsH1yZmCvRoBk4vkdsQx+KaWBLEkKVyfoKXWaawsIUQ+uHiEsJErsGaIs1Mfn6RXo+cDfTwxN0NWQJr46yMWZybfRtuhsSqLpESfikks0ovVmuXrhBZl0fs7KHVy5x5P6H8FWVYHoRJW2QO3mZuTdfI/BKzDc2surUSNV8aErgSD4EUeOR69ig6iiqRhCAWm++uTPqdueY5k43O0SehigKJ6C+CYRbHTs/3/9667r17DmOhSSB7weEwo9cxV40X21r6SeXv0nS7GZuLkdbc4bQ99DjTTh2lTW9/SznfRQ1xratg1jlZUauvsXF8zdYyRW5fm0K3YixOLfE5k17+cHT3yO8SyMWz9DR1sVXvvIVCisFBtev5Vd/9X9BAl45fpyqJrP/wE6uXrxMZ1cnL798nN3btzA2eZOrk5PcvB6Q1k1aultxfHjthVMRVWhukQ9/+IMUlnIIXzB2fYzt27ezsDiNAA4dupdDd93DwnwOyy4zPjnFzp3bmMtd5dEP/gKmbECpwvF/fpat2zbzk5/9mIG+VnIzc3iOytH33M0THznCD5/6FqpQ2LZlA7nladpjjVweGebSyDCFlRK9azrZcWAvN6/fYNuGLbx44kV81yaZznLy1CkEAQ2ZLOsGN9Dc3MIbZ07z5BMfoVBYxdBT/Oqnfp3T5y5y5uJFHv+FR1mYGSUg5MgDD5OfmuXs+StMzed55OEPcM+hY3z1H77Gnn07mJ69hmOv4joVNC1S9CzLQoQabiCIpwxkFIy4QWF5hSAIWS2VMUwJ2xK0djSRy8+DbSF8Bc3U8MMA1w9xPA9F1/B8h97+Flpb25maXkBCYblQxrVCRChRq7pIhJTLAbIu09CURdFkKpUKhhFSLls8+PBd1KzNPPvCi7hehVj8XxeB3xUL7PJcSCE/Tlu2hemJMjduTLN1ey9xvcj8VJU1Ox+kWJ4n2+HQ1TbEXC7Hth0PYTkWilaHPyPwahKhrKMoUT7u/+vh9EUI4h1u5a1LiKgrUtQNP7ce4lsYvCiBWYdNECLXgadRsD5AlmMoEqysFgg9CxHaTExdQ1ZCgsAjnc5QKlYQUgTjDwMPZIVy2UEKnei9woi8ZMRMZMNAdiPGKUQL461TuCyrBLcYq6EPqoImq7jRABpdVSLIAtyu7bqTU0y9l1OEIaViERF6dKeyGLJK4Hu4lk0iGY9Qf76KHFKXxaPvx1sydjwemYRkAYHvR3ALIQgF9Yws4NdhPMgEdXOJLkvo9UVZRkXSJGwnQA18DASFpTymKjM/v8hSsYYuJHzfpbmjKYq2BF4dOhG1qICMCCJ3tKPIpNNpKsUKxaqDkU4hFAMRS+DJAf0tOoYmkUxlUFUZXVaR/JC7dm3FQsO1PSyrSq1cIRCClUIRBQWpbl5D1DdZsoIv/KgvVc2iKRpNCRNLpEjJFYQRx2wENZtiYXwcJZFgdW4GR9g0x5JUYjJaIKG54BZrSKsVYl6KcsXFwaZ970bmbRdVDzl79ixaCCPFBdqWm8D32GKk8TSDiinR2NdLLZlh5OI4Q3kLajUqU8NYXo246RHGY6gdzbSUUkzFVNZv2szKQA/Zthb27j1AULEIfAcNn4uv/DN+WGZKDghjFrqhknYM/LKCG0shih6GHSDpEoouEyKQQwEBaIqG41tR3ElEMTFJkiIT2h1NOLc9DbzTrXq7WEOR6oTCSCFS5J9vuImKN6LnTjXf2eiqUtROJPCRPAFhjM7WrTz77PPsP7iPq1feZnVlgaS5hkDUULQqg+t6KCyWkZhiaiJPW1czkpTg6LEHmZm/THPDGg4deoDjp77DkcOHefPNN3nokcf41j9+k0cefR+qGaNQyKMoGtNTEzx473184Q8+T0uyifxCiXPnv8vHPvbLPP/icbZvP4TiLvGBx+/n7NnT9K/p4sc/e44de3fy9b/7ez77bz6FVAkYf/M8Ip7kxNyrlMsltu3ayLVLl1mzYT9f/to3SZsqfV1refHlVzl6bx/F1df44VPP8dCjRxjcvo7zl87x4gsniKXSpM1mencMMHJznNcvvM2j7/0gWgCqWePshbM8/stPkEx3MD09yfCV6xw4eITBdQNs376dpU17+fSnP8PX/sdfsbAwww9+8E+sH9zEzckJRm7c5Nc+/WmGL11m8+bNVCoVnnrqLfITMywUV0kkEgys385//ZMv8YufuJtSuUQYyHz4/Y8Qa29hJpfjC//5j3CrFfqHtnDh4otsGdqKXZmluV2lVpXwQ4GCRlA/JHh2QLlSQNf0CJvoVmloTtHQnEFCpVQuks0msS0LXwgcz7t9b1iWQyodx7ZtDMXgzTcv4DgBmiYzuHY9+aUZKuU8j3/wQ8zOFXjpxCtkkmlWK2VK5TLNzQ2sX9vD7Mw0zU1pTp66zuJ8lb41zQRe5l9d294VC2x3V5q00gXC5/ryZdBkcuM6qzNj9G3ayLWrp0hkm7k5Pk1rey9mLMXMbJ7O3h6WclW6urMQqAjfw5MkPN+PHur69XNc4Vs/3GFyisjRURhHkt6Z8b0T1RFRBEcWBPUIigjq0rL8Tr9sGIYsLMyQScYw1YA1a/opXrxSj8lENVee4wIRohBJQdU0NNWgVgddiPoXke/76Ki3T4aqqqIDwop+DuosW/8Ol7OiKHiBj23bhNI7ruRbNV+3/i8iKhPIQomwdFL0RSfCaOF1PJfqiosGxHQVXVGQ6gH+W3NcAE1VMU0Dz7IRIoK6S7IUyeb1Wa+hamjSv9jQhHd8HkJETUOhj1ezyVkLdHR0sDg/T6FapaklwYY1G7h29TqSf2u+e+emQdQl/hAtDJE8m65MgmxXR4RXkwW6ohB6VRAqsyseK5UaK6sFNE1jtbCELELsmoOWNNAUEyECTN1EUSIZXEZCLilUyxWUuE5hZZkgDFEMlVCJ8JCBJNOYTFMJYDm/BIGFGVPwKqDJEooKYeCgaaDJPoarI1QdUw4I9QRGNsuSV6aqg2oazMzeYOuefWzZtYOy7XFu6gbNSozeWJb0tk7OxT1aYlmWl2aJN+Zpn1tGWV6hPDqFqUNaT9CkJHhtZZKW9mau53Ms6nBo//1cmJ/mwH0P0tjeTVj28CWZWC1P4fooCzeGyXRkSWUaqPi1CM6fUfAzCbKaybxucGl0jPUDfZiqj66bkQcgiNy8hmncLjmP7r3wjudIqj9jP1/EcWfuPPp8668R9Q1tHZBy5xUttC6GGRWWW04VXVdx3RKyZKBrKoIC73v8IJMTywg5RibdypULZxlc30E2bXD+7VNocjP5/BWqVRlJa6KxpZuyU2X4Wg5dq7G06rNmsIPCfJne3n5efPFFDh48yOiNMQrFCnfddRdf+tLf0N/XxdVzF9g0NMTo6Ci+H9LZ3sM/fONbvP+DT/KTf36WX/+3n+Xq6DkCoTF3fYawUGXL9vVkfvGXuHZjjLsO7KYmQrAs1qxZS0uzi6Ka/MKHnwQ1xv0PHOXP/+i/8qlPfYqevkHOvn2J6ck5fvMzv8mJUz/m0OG9fO73foeXXnid5068gp5MM7dUYOO6QVaLOT76K/+OuYVZ3nPvIA/edz/f++6LdAwsM7h2DbXaed773nv54l/9Nadff4ORq9dp72xkYmKCV189TrlcZvv2HRy++27+ry/8Id/+x++wZ9cuduzYxbe/9U3+y1/8GeX8Mq++cYpyucyD9z3An/7ZBdQQWtINjN+c5vLkGK888yz5lRK+AmU3YLC/kyvnL9DT24ov1lAolhFqDatko8gqQd174HkBuqpi6jqrpTKqqmO5Fqal4jgBsZiBIsuYqka+WkSRZDzPJ27q+F6IaznIqk4qlWXq5k3MmEZbWyuub7O8UiCdNGltbeXVk6cJQ0EiqeH6kCVk84a1xBSNa1eu861/+DGhEGiqFlGl/gVT+19e74oZ7Asv/eXnV6urCEemXKvQ1q8hii6NUhPCX6CjO8PCwgQdDU30NXXT3bWGZTtPyckzm1vAqcicfu0MQ+vWUnNLKLpB6EfF5nfKVHcutMBtKTgyNIooikFEjJFFFN0QQdQ3KwuHwLMxdB1VElHGUUj4QUBIEJldVLhy7RyLCzc5e/o4N0bHSHvguwGYcTKpDNlEAsNUyepxFFVHQRA4NrZVwwtCPAS6YSCpGipKvbPSxwghHUtQsqt4qoqiaPiOA76PoWmIOuVIhAJJipqtb0VebkV77jyxS3VQg6orxEyFZkVFlSRWQxvfD0ikEgjPQ5VVFDmyJSmKiuXZyMiIMMSxbUrFVRRNxXMiMo6QFAQh2VgMQ1FojccRrstctUgMlbim4KgKi5UqpqagChlFA98TJJMquhahFhsb0rR3dJBOGYS2T2M2Q9WyWClVMTQNXY2yxSIIaYzLiEDhvs3r6F/Tz4+ujLDqhEzmVinWyswtLZNbtcmtVHDKJQK7QuhZuLZF6DsIPIQUIgXgOx6B5+M7NoHj4jsebqWCpspYFYtsKoXluNiqQCDRnsoSolCpltiRTZDp7uDZty7R3NJAGIbomkmuVsGIxVEFzC4tINsuebdCQo/jJRRiezfR2tvLwUPbObh5kJZEMzvXbUMZGWXi1be4fnWaJhvWdrWhpFTaNvaR2bGL61fHyK6u0jO2TG36BrncTVAl8vYq3Q1NmP2tTIYlEl39uOv6SWZb2HbsKEObd2JIAY5VhdwM868+x8Qbz1NcnmKuVmFV0UgpDSw5JYKWBJZlkw5lKq7ATLURxBoYH5+gob0D5AiqEiIi9SMIUDWNIAzxgwCpXpZw2z0sS3UVSOAHwW2VRZHkiBgWRpEdVYr+3S1nf3AHFzwkel8/9Bi+PIznhSRjSarVMp5tkYwnkWVBKmWwXC6TymbxHZO21g6MmMN8fhzN0Ni74zFWll3SmSyzc3msUpqWlmaWl+fp7uzHSFaoVfK8fjzP+M0xylWXmxPTDI9cRVUUHnroAZ76zne5+8jdpFNp5qcn6e7u5ti9j3BldJLGVCeqYbLn8F5mcldQwiptXe1kmjvpau3DKgtOnnoLoUjsObCH6bkZ2jp62LtvF09/7yds3rqH+VyePbv24tplatUqQ0Pb+Yu//CuaW1vQ1AS//ImP8pWvf5nGWBNX3r5Gb89aFgozNLY3sXXHBgb6e/jhd3/E4MAG+rf28olPPUl3+1baW/tRZJe9m4fQNY3F+Tnm5vNcHb7KsXsOk2rIsmvvLgJhs2vHDuLxONlEBrtaY/vWbTiWi2kmePr7T/PRj36E5195njOnT7Nz93Ymxq4TS0gMrO1h8maBXH6VtRsHaenuI2kmyGZS/NvPfIbf/dzvcObV0ySSKucvX0CoEktLeTw3RJNUlFBC0yVUHXzXwzR0kCQs20U3NNqasuiaTKVi47kOeB4KCqEjMEwDQ9dwbAdElNeXhGB2epmOjhbWru8hl7tJtbaCYwcYmsmlS29H3OzQx/EsEjEDTTgU84usLC2hKjL5JZtKrYBuZEDSmVmY53P//vPv7hlsPNVMst3i5nABSYkWg/aeFIvnVojpISMXRlHSgvamDDeHJ1mpXadoppgu5Fm/ZYCnn/4u7ZkOQv/WjtiL5IX6+992OIYhcp1jeuvEd4vupGjRSS0yMkVSpu/fwrP5zM/PEAQB/Ws2EIQhkpBvzyIlFDRDR9IhkU5QXV3AsqqEjoaipiKJNAhJZVNR+DmVQbFDajWXbCYV0XhkCdf3sVwPXdcJJIkwiEwjsiTj+14Uc9F1HCGImSZ+HcrveV4dhABClm9X6/Evfv93/o76SSUpItwIpChLKMmoqoyqyZiaBoYR1TgJEUWZAMLItRs303ieRxB49UxsBO+QJIlARDGeQJfqwI3ok/BCD0mKoSjyHUpCRKKSJcG6tT2ESJRqFpWaRaVSwnFscANCz6fseyRiMTzbRdJURPCOyhCGIS2xOL4foFk1GuMpSpUqdi2KPWmyhOcGCFQkqV7nJ4GsJiNPsxJgSD4gQxjcPoUHvosKhEFk40fIJFJJVqwisqQjhIRVqSH5IfGEiSd5WG6NlbKM47goVZc1Q1vozKTZ0tRMLKlxeP1GahrEZAOcGr7jU3OrGGWBUyvzE2+ersH1bHnsHm5ePE8pX8BcVUikM2iSxvyVURqz/awvKoS5IstyiZXZOTbevZsbr19HWfXxe7K8VRtj7bFBass6mbZWNu3ag7Hq4ysV1KyOUa7w3DNPoZs+KcUjzFdQPQkkk3nPIaMYxFY8hJnilUtvU/RVSi2LLJU1gYYYDQAAIABJREFUBro6sF0PIUU+AVmAGtOQUG4b6m49X7d4wbeAFLc/+vpMPtrYRvfnrY5YwrC+uL4z87+l5FCPfa0Wi6xduwHbcpBllUy6kZvjwwS+iqHFGLu6SnvPGlwh6O3Nkl+cobdnOy3t/WiGz2p1haI9h1Mrctddx/jxD04RUmDjpm7MeIz8Yg+rQRWrdoWphUU2b90c0cFSSRYXFzlx4kV+8eMf5ac//hlbNm8kk8kwPn6D02eusf/I3Zx8/iWe/OUPc/7SRbbtHsBaWuaZn54n2byWX/rYJ9lQDRlfLrDjwD7mZ8Z5z+Ej/OjbP+Ct06+yYcMQNyenKCwv8Cd//KcMDvZg2zYf/8Sn2bJ1iIGBNSTijSwuzNKcTfOeRx+jWKrwxX/4e973wFF2rxugsjCK7/skUzHGZyYZH5smq2eo+fNcvmLz6AeeYOT4y7x06gybd25jw9a1nHrtOCdff4W3zo2w99B+Ll94i8OHDvBvfuXTXD47TLFY5NKlyyiKhqrqpNNpVldX6e3tpZoq4/sh733v+5gYO8PIhaskzC727t9NqiUkrcrIaYXmWAeLuRmunD/D5OQUkpbEdkPcpRXk0KwDSKLOYcNQcX0HTY/GAqEXpSksy2J1NUDTJQI3KpxoaGsk9KN7xHUd4vE4mqZh1SLiHr7Pzh1D5JeWmZqaJJlOosgym4f6Gb06RjJp4vo+ihriuCG6LlOtOLS3d1CtWsiyzOyiS4iGlqiyXHCImcl/dW17V8R0fFNge0k8TUXxkmgrCokQtm/rJJtNEs6VGZDTJByLLfft4sTcDfTODJmGFv7pB6+xfe9WfNlBlzNongR+gBcE+EgIWUcIHQkNQxEkjQDZU9FJ4/kg6RJazKNWmUNz8niFCUJ7CU2xSRkSUmAThjnieoE4iyi1GeKawCGGkCXUmIZsJPB8wVK+SMqMR1hBNUYQCAQqiqTiezbN3R2UHI/3v+8XuDI7xeZ921goFbGEgpaIkYwbxFIRdrEplUKRBKlYjLjvE1dULNcicD0MSSFwHRRNxgtcDE1DQ0VCiaDzt4wjigApRFWUqHYOGVNWiaOiBTK2FCKpGkqgYocyIRqGqyD5UHVtHFng+SG+Hxm0hOTjKhKqAoYIyRh6tPiEIXIoIQkZQ9dJp7LEDBMzhG4zRpspcFUVW5EICEj4EoEGwpcJPB85gLQkce7KJOeuTjI9Nk8pV2bFsUEYxGINpDNttDf30tTZg5pIINke6DUC1cN0YhRlD1ELMfUE5bKLs1yhulLG992oOtBLkJAzxNQYgaYRyhKpQEaEDh41FFHG11xc1cHFRpVkzFgcyYyjxFKoSgzVTFCslCn7HtWaR86xKFo1dGSCUMYITUJZZ1PfGjZv2cqvPvkwX/z9z/Dnv/gY/+VD72P37rW0dGS5dOIkV166xFMrs3z95g2+/PobPJXy+dzrL/P7f/80ux4+ituS4utf/w6aEyNeCFB0Hd9apFabp2tNG/LMDAujF0GyyS1NMZBq5MpLJ3BTMTyzkWUC5rwFzs5dZsbPsffIIWQ/jBzxcZPlN9/gzFP/nTBwiTc24gQFfN8GJUlFVhhMVDGyHvPVMsV4M3ftPULr2p3U9CbaW1tYXK2gyRqeZaP5EpIXkZWk8FYpuxfV2xGNIhRRN7aJEF1oGMJEk3QkfIIgRhiaSDoEOAgp5MTx11lZWSEUVYQQBJ6JLGs4Th7HzuPaZXQzhVezaWkQGJxBrr2B4ZzBWn6eiYmTzC1dIJ0GVVTw3TKphMH09cssT86yeDNHULW5dnaMvtY1rORzlKUFtEaTkZGbvHz8NM89d5KLly/wK7/2ST72iY+ztLzCpm3b2LlnDw2trVRr8Pkv/DFbdu5lvlBmtuDS0r2FY48c48L5N/jYrz3J8OQNCvkKXq2VrnU7OfieI+zf3cPwyHMM7ezioft3kYyFKLWQr371G8zm88wuFnj5jRMszI6zXFllcPt2kg1thLEEX/3rL2EaMV586RSabvDF//Zlmhq76d84gK979PS2s3vzJmbGJzh9cZyFgkMi28zJsxfZsWcfz7/0DB3dXXSv7aQmaSzWXCQzZGr2Bi+++Dz3HfsAV68vYFc1tm1eR093G1fPTfEff+cPUCSJV195i4sjN3jm+MsYmQyzi6ss1Xy0UOf+Ywd5/wMf5O//9ptU9Qy77z5K34423KDMuZHLnL/0BvGyjLdiE1pF9u/chpYw6WxsI5tpwC57CFUGUyFQAVXUC9MFmqbebl0KfYHkg66aECrYvo+eSeFJCo4b8QAQBjXbqsfBJCRC1vU2snd3G20tJq3ZLHNTRQ4dPISmVuhpb2R2psJq2UbWQjraDR564DC+B8VKlULRxvZkdENCNUCJu0iGQFK1f3Vte1dIxN/9xh9/fqC3k/LKCg8ePUomHuf0my+DX6Wtew2xmMH2e7bjx22G597Ek/Ns2pBhaXaU7RvWozhVFudeY2hDDEMvU16YptkIUSSLhAGKJuP4Fd4+f5yV2SnSCYUwKBMzXMrFeU6/9gIzk9coLM0wMzvO7Nw4czPjVGtFbtwYYWZiisB2SGgynlVkZWmBpKGAt4IiZBbmFlg7sIYL58+SWxynVF6iUlzFs32a9ARe1UJNxBGyxPTkLFbNZn6hQKFQJBBQrVVJp7OMT07x+JMfIbe0xNTUNA8+/DBXb1xj/foBbt64TjIRw/YczHgSgUy2sQlJUWht7ySlKVF9FxH6URMCO4hkTJ8QXw4RpoIlPEJdwpUCNNNE8kNkz6cpHo8gCrrOaq2KHwQgS5ihRFzVMKUARZZwvRA7jPoxPc/H9f1IAgxDBALXD7BcByUM0WWZw+sHUaSQaT/EXinToJsEisKEVybtyki6QSkICISC0Ay8ENwQwkBCKfsEVpHFsIznVVFLJUS1hIqDEgTYahw7UGiKJ6kIm48c2IdllZiWDXKrKyR1nbgRiwJVqZCyZqEJH+wqi0GNohxSFGAFEn5NoBgp+noH6OlbQ19PN7uGhnhw/y4euOcQH7jvHj7w8L1sHFrHkYN7eHzvPu5fN0TjznVMLeYolcvs7WnEcwIqRpoP/W+f5Q8+94fIe3bz/PQkX/nWD1HWD9H68IO8dnOWVyvTfOiB95IVClt276RPSvKzZ59ncF0/21uaGOjtwYgbXL9+k1ixhre6yFCyiY50IykzxtjZK8SVkMC1aE21Y3d3E7akKOgubluaU7nXiXW28+u//A22DB6ASjQCmHjub3nzG3+BpywSOAJPUzFinawUfCqihtTag6YmuTyW5YXxPO0btmNpaa4ZPotmPxWniZWZCd589QU++sQTFPJLxM04qqZRKlVQ1QgbChE2U1MNlLpzOCIz+Xgi4oUHYUgYhKiqRBBUUXDRlYis9cyLP2ZuYYb9e/dRXi2yUhomGbcplwoszs/R2dZEdWGWqfFzjF1/namZaywvu8TSW7A9jYG1a1B1H6vmkMvNUVmZZWJ0mOHR6+zYvx80k2defIEjx47wlb/7Cg4OiqFw6tXT7Nt+D5cvX8P2FTZv2cW161P0dnXx9tnzDF+6ws6du5ianOLgwd309/dw9vQb7Nm1je7uLPGYwDR0errbQdTwamXk0OebX/sOl84OE1dbmL2xwOLCOPncLJXVGlkjiSRULlwboVwq0bVhExvbB2hq76TJyDA2Mc2GD97P4cNHaYynKTkWe7dsZ3RslKN334VVWmVxvsB9R45SmJ1nqbDEn//lX5FqzHJ19Abbd+3EcqrMTs7S19PN+TfP8tChw3z5//5/OPrIYVo7olJyWXNJZRI8eP9BHn7oAGndYH3/+oheo/qcvzZDJXDo6OnkicffR2tzjPvv2sTede382V/8DS1dffzlF/6UlZllPvT4h7hx/iKTY9N41SITM8ts2rCR3PwKsUyGgc4ulpcXuPvuu/nBU98FQ4+agCoVVEWNiiAkMDUDWY4IAIiI2BYEIZ4nUFUJ13FQYjq2F/WAB66PbXsgB8hqSCqZxNANOjo6UGSPxVyOrq5WNF1h1+6DxJIaFy+MkslkKdXKBAKO3neYK5fGQQpZXCyQaWhkqWBhey6+kPBCn3giikZqms5vf/b3/n8l4nfFAvvNL/2fn29raWNNXz+WVUPRId1s0NbRxKotM5NbpKRYkPQAl9LyAmta+tgztIczr59jbXcvfZ1tyJKK69XwrVU0qUyoCGpOjdxKEXCZmbmGKUGxXECWXeYXppiaGCOTNHGsGmZMxfFqaLqEwKNYqlAqlmlpbMFzLHyngkQVRRV4TglNDckvraKpBqffepPjJ54nk9XwnAq2bSEChbgvkIXACnxqtktrYzO+49KQbiARj0fcVN9DBSqlIrJuMjM1F0HwFYWpqUk6WpqoFosEtoMZj3HgyD1ULJtCscSOXTsZHRtH832kmIEWj9HS2UE8k0aJR6CGuB6ZPkLbjRjAXhjV7oVBJKlKEmkzmrWiG1i+i5AkPDvq+YzY+lE11KrtoUhyXbYNotJrpKgHVJaQkFFlmZSskFE1trY3I4Ue47ZHULNJGTGUUKFg1dAlFaErOIqIDAkIdEmgaBKKAglJJkb9xOmBIWkEyBQ9QehLJJUEmi+IqwHxJpN92UYMKeSfrk4zZzkoRoxKoUDRtgn0JEGyESUWx1c19m/axtbNm/iF+47xvqOHeeKhY+zcv4GDGwc4unkTuzraaNNUZLvG5YtnGH3hVZ567kds2rGLXLXEf/ri1/nn02/y+C99lDdffg3ftXliwxAxRaOczPD29WHmwyrDb18gbkHTugHspRKbUm3oksK//8yTtBWr7Nm2Ebu6QmV2hnv372Vo0xoW377A6PQkXdkUGUlj7Po4rltma1MnTck4qhyQaWghtzhLqqcRGjMUxmaZVUuEm3qYqy7xyU/8Nne/5zFEqYgnNNS0oHrlFUae+T7Jjh4maz5BWEEW7cQzCtVaBTcEjy7CVDsXLZWa49GQMvn6j77HR5/8CDcXatiBTO7Sm4R2maXCCq1t7WSbmimVqwhJRasjOyNnd4jv+1G9o4jujUCArAiQJDwvgmqEQYAUOgxfOkdjk0ZrW4bv//CHSMjs3XGYWnWFpcIYHR2NLMwt05RtI/RDzo5cQ9FkYnEN4bik403EApnc7CyO0HG9kJ6OfmK6wsTYOG1NbYxOTZPIZimWqnzve/9Ea3s7+fwykiKRiCfo6xniysXziEAn1dDGwPoBXN+iubGJqyMjtLS1sGv3Hm6MjrKyXKCztY2pmxO0tzRjaCG18jKLszmOHrmLhfwcm3ZspmSXqHoOPWubqdRWsUSJDdsGGBraxpae9RRmFvnZi8dZLpb59L/7DAtzOXL5HOevXuHG+Bi/95+/QFNzC7XcKpVikWvj40imyvotQzz+5GPs3ruDz/z6b/HKiVfZMNDPufNvc/DQQfYc2E8yHufC+bfZum0Lg4ObqXg++coiZ4cv8gd/9B8YG5lkeWmVn/30BB/60OP84Ps/pb2pl7EbIxx/4RVGhieQ5YD9e3fw3e+8QKW0zJEDh7hw5iz3HDnC1776Dd54/TwPPvIYQ1s209ndwfTcNFv3bSehK9ycmqGlPc2uw0dINKaYOjOMIZu8OnKee++/h5VCnn27dvE/vvVDhPAxYyZWzSKs08EitrnA92+huqT6TNVH05XISKMpSHKUXPBcj9APUVRBIh4jCAX79h5gbmaa4orHyuoKCEgksvzkp6dYmF/CDyr09GxkanqKlRUHyypTLFpYVY+mlhTlUkC5UiEUCrqu4VguTc0ZUok4xdUS/+G3f//dvcB+/xtf+vzc7AJz03kUQzA6NkqxYqFqKpu2DdC7rodZy2Z11cJbXKVFNNPfalKtXEeLFYmnJFRFRUglPGWG/OoiQnM4O/w2y6U8Kysl5udm0AIPoUo4YYmVWoGl5SKW41CtWqi6jiMicpGZ0FBVGU0zUBSFbEMTrudi+y4dXQ34YZmaO4/lVjh+8jTlUplTr77K2oEeDMOnVFqmVrPRJB05DMk0ZvFEgBu4BJZN6NSQXQdrtUB1JUc2plPJ52hKpSgsFDBkjZiqUyutkE0lcKsVsF0Suk6xWESNJxmfmKRm1xBByMTEBJIbsOfAQVxgam4R1YgxsHMncws5kmacnbt241Ud0vEU7ZlGsplGGhtbyCaSSIFPo6pFC5iqEWgyjiShxDQMI4HrusQNBdvz8IREVQmRYwa2CPBUGWGoBK5HoMlRXZgkYyCIqyp3bVmHYlms27Ob4ckb1CwXM5NmsrKMryloIkA3ZBQ/oCGRRIGo6UiR8R0HzzCwbRdLkVj0aiy5LrGGBsKGGEZrAjI6jh+1pzzY0YdiBTy4s4/3PbyJPQMt/Ob293Bs63r6GtPs6O9j6do1WoOQjm3radrQx9/943d485lXeOqFlziybz+jMwv8+f/7ZV67PMb33zjLQ7/+W/zeX/4Nte41KP3r2XLfe3nu9BVm5vMY6SyJvE2nmqE4OcOx3jZWgxq1wOXgxnUcHujkQFcH65Iq3TGJoa5Wxi+f5uiWIYLSIst2nmp5idrIJKXKCqe+9g0S43kat29i/dZtlKUq6wYHOXfyPMJx2dXUTEKXaOtppNKi07qpjyvuPA3rB1ha00VsTT+PPPpxdg0dwAxtZN8lsGuUbvwTr33xT6hYqyz7DkulRbJaM66SZjYABQ9V60Ju3sSPr1aZ1dPcd2w/63YP0Ll/A30dm7l67jLe3BJdjXGunDzBuu5BxicnOPna6+zYvQ8zmQJZxVAUfD/Esex6LWRA6Hv1IjuNIJAjtQIVwogMlls6SRgusGnjID/54fPYTpVEIkDR5lg/2MfVq2cIghpTYwsc2H0viwvz+P4sTmmEo0fu4sTxk/T0b8WVYL40xej0DVqa2hGhw+TUFNeuX+WBY4/x9ttXOXPhIk0tzeQXFxno7yedjnH34bsIvBBTj3N1ZARChXRTgrcvjDC3OENrcwuDg4MMjwyTXy5w8dIFHnjoAcq2y9TMFPG4iWGarNu4jtmFGUKi2sj8TAHN0zh36jy9rb1cOH2RVKaBPdv3ce70RUwzgS40MpkGnv7+P9Pc3sl/++v/zvTICOt2bebeB47y3o89hqrBU//pr2lKprk+McburVuZLszx/ae/zebNG3j2Zz9jdbVK/7oBzlw6z6FDB9i5cwfHf/YsOgrTMzPUalWq9gqVUpEPP/Qon/rIY1w48RJ6KsH161e45+huJEnn47/0YX7y3A95/PH3cu99H8TxVO4+cgBT09gxuJO2dIw3Xn0JQ41z/KWTrN+zj09+9ndZzE3w7W89zY38Ar2b+qkGq1TLRRo7O8g0prk2M4ExX2bg2CGuj42jVn2e/v736O5spLyyxEx+mb6efnRTY3p6HgkJ2/YJfQnXDbCdCFbi+wFIMkJAEESVpKHwyGTSSIFP0ozjei6xmB6xsAOYnZlBlmUcJ0TRJPJ5m7GJWTIZg1KpSHNzhpuT45SrNs3NTSiKjKaB6/j4gUOxVCaejaPoOpWiHaU8HJ9sOknSTPMbn/mtd/cC+9W//cPPrxnsIdEooydM9KSBIkx2bNvB+M3rOFbIy2dep7RSZHNfP3poIowqIuEjmSq2r5NK6VwdPUNTe5pKFZpaGlm7fpBSpczKchVZSHi2i4+M49sISWJubgXL8kimTPQ6v1eWFFRZRZJlwlAik8nihC75wgLpbJblpSXyS0t09bRiJpv4zrdfYObmHIlknPb2FvKFWSQZamUbz/FwqhYBAsupIUkynh+QyWawqxUUWSKViiECD91QqdVqyJKMbVmYejTct50adqmMGm36kTUVpx6mN80YpiJTLRYRhoqZTjMxM4Ohxyjkl0mZcar5FeJGjPaubmYWc9Qcl/ueeJwwZjI2PYWkyAytX0dhaQFF1ShZNno8QTqZIaHHiYU667t7kW2LpmQGVTIIDBVVSAgvwPV8NECrxys8P0DXNDQpQEWwt7eTaj7Hlv4NXBm/AU5AuzC4GVSQFY1AFVQ8B8sOWSJkRYSEsRhCN9FiCRpb4Mi2TezfuI6H9u3j/bv38Im9e7hv0wY+eeQ+9vWvo7qUR1TKbOtsp+I5LMzlGCmXyK7/n8y9V7hl512n+a68ds4n51SncpUqqUpSqUrBQZZtCYwTGBtssI17ugewDUwPjTsNbmigoYHGBsPggCzJlixbshWtVJIq53Dq5LzP3mfnuPKai+O5mefherwu17Ou1/f9/t/3e99D/P5ffI0nrl7kY7/1WYZ37eax7z5BUAuyLrp8+nNf4FvfeZx0ZzdOJMCZxUVOXbmOkojjKjKOLLJv1yS10iYTg12MhUL0tetsD8o8umechw/uwdrMs7m0Qs1ucNd4Bs31KFdsrtxeoLRWZXV+k3q9glO3yfR1YTRb3Dz1Dhu312hvljn70imuTc1x8/YsH/n8ZyAapPPABAOTI2iSy/Kl29yeXcVwbY4MDWA5dTpGe5guF7i0MMOee4/QlEWGJg6y747DlFcWCWg1RDmKGEoz/a0/pXLxHaSuAaq1OknZxgmFqalhIgEPRxQQu3ZwMy9xbfomyaPH2H94H112E88xyK4WcMJJam6Dv/gvX6VaKOG3m1TrLSqNKrF4jK6ebiyjTToWZXFxkVgshiQKhMMhHNtGVwWa7SbNpoUoSviigusKyJKDLInMT5+nsyNNq9pG131mZq/RPxBH8D06O0Moio9ttAjqQcxWndXV62Q3bqDJHouLy/ieSqlqsZFbYWA0SaWSR1ckSqUVxia2EYiohAJRfvLSS1y7fo3+vh4kUUBC4tLFi2TX1wjqYS5dvUUsGaG/u5tqrULPYB+dnR1Mjuzg1DtvUW+1WFld5dFf+AW279zBn/73vwDXQRJcLl+5yh0H9nPp0iX6e4a5cvkmdq3NpYuXiSajmFh0dEdZXi3yL089w3s/cD+L88vklzZ55+2z7Dp8EKdtUMUiGNR5z3seQPE8nEadq2+eQZAkeru6+PKXfpczb5zij//rf2T3yARmuUJMC/LmG6cYGR3jzdOnCAYC3Lxxg+GePlaX19GDERQ9QNtocead83zmk79MqVDj5s1LdPSNE4kkOXPuPIIkcPX6Ta7dnmZtdZEDu7dz49YU33nyCaqtOps1l9fPnubT/9uvU2rW6Rvp5uqlt7h64W1CEY3jJx9k5+QIlVyOsYlBRju7uX79MttGJlhf2aB7fJzmfJGPfOiXmCuvsn18jHgsxNVLlxjdvpejR45RKBdYmF/BcbZY8iIinuvhev+v5EFAln/WmnCcnwFgBFqtFh3JBNVyGVXZ4gsE9QChYJhCoYRlmfi+iGW71Go+qqbjOAYdHSEMo46qqciiBqKH55s0GyahYBDXltm+fZxSubk17ZN1LNveQm8KJtVag9//8r+eYIX/b3Xl/4/n81/e76+uzXBw715mbt5mealIOBgl4GmkhoM0S03GDw1gVJsYhQIDQ70sLeaQwiAmJNxmhsXZNR68bx+3ri0SErpwnSI7Du8j36xz7WoZz1Wo12RkycdTPdqNOpXyVjoLaBVcoY2mpUik4mDLyKpNo7ZONB4kHe3FtVUQdTbmVomGZJp2kbE9e9EiGV555VXqJZNdu7YjSBZL8wtks1uYPLvRxLMtwlqIRqtFQA1jtkx0XadZbxAKB3BdG8+Wga1Kja4qBAMaLhKNZh0cE9+0CctbF6sqrRbBUBTb+pkazWkTIEBbEhBlHykQRQQsVUWWW3iORiQisdlsoxtBhkd7qFXb5GsFjHqT3RODXLlwjp5UnFLNYXjvfk7PXKa3f5jdu/fwo+89wSc/9iEUTeU7332S4wcOUsnmyW/kSHd1U6yUCQRCGIaBIotIrovYqBLSFT6wbYikYZLZuZ1l18SLRtmn9tFOxKlUi0g49Eg6+dY6hXwFv2FQWlpjeHKcxZEA57/xKsHD2zj+6Pt48u++zbWLV/nq4/9MsyvMn3zoC6ipFHs64+RnbvL7u/eD4pKvO4z8xif43a99A26VUBMyif4uHn34o/z05RdRQj5B0+Xorn3ky0VisTAhy8ZanUcyXMx6A6deRhFFSljkV9epKmEsxyXR24NpibSbm4jBDAtL84RDOs1Snf9w3w4cy6DgaCTHR4mPdqEP99M0bWJyEL3h8cILL/GuR94PAY9q08H1bJrzy4QSSfp6oqzm1qjncsyXs4R7uhmR4/zp159B8uCRnSOgGYzs34G45y5cq8rF+XN86pc/hdgS8AIKWmcGod7khf/0n/D9JnpGplWDCHmIBLltJYnpOlFXQtQDXPe7KeRbxEf7iR/eidgyyMhhaLUxVY9Tp1c4ds8+lPlXeeqJF1H6B6gs52gZPuP7dqBpKvFIjD2HD/PcEz/g0Y9/iGeffZZHPvgL/ODxx+np76DVLtJs1Th+/3txxSCtio0mKSDXadfzrMys09mRQBRsXn/te9x57yi+paIIKrlCkfXcOru27UbAw/HqjE9M8NZPzxLoDhKOh1DEKIXFFq5bIZ9fZmR4nOWVHB1dGQzH49aNBSZ27SWkJYjG0nzta19j/959rGU3COlRbl6ZIqDp1IwW4zsmWV9cxvgZka0zk2bX5CQzM/N0dXWwuLxEtVzm7mPHeOP0aT7w3vvQAcfzeerHL+B7Mr/2K+/hwplTDHYk6En1oCAzs34TQgo3spvceehOrpxe43Of/zRf+OIf0Nndw+2LN3no448Ql2OcnbrGQ/feRTwV4dUfvoQnS8RTnYwOj5GIKVw4e45SrU7fRB9333E3guPz+Dcf58Of+DhPPPd9aoaNUa1SXN8gHImRK5ZIpVKIEZ+J4VF++KNXuP8997Lv6ASsOrz86tv09HeQSPTz1tuvsXffAYJhA7VYJpgOsPvIg8ycvYwn1pmamqJ/zw7CAZFWs0hnpoPp2U0ObLuD2fUGJ9/7ENPnz/HNxx7n/nfv48CuA8zcuolRe0mmAAAgAElEQVTkSfyvb3yfP/vrr/Dj0y8TKtgkMxmurkwjWT6qFuPy5SuEOzIUNnLUWxaKpmEbHpIsIEkCjmvi4RMIBHBtB6u1BZMIh1VkWcTzTUKhwFbzQ/AxWzqhQBjbqNIymjRNEd8XUINbi/Nwby/3Hj/EqVPvEAqEGdk2wNz8EtevzaDrIElBGo02qYyC4TuoIQWzKaHrBgPDcUTVZnO9ydRZ9191sv1cJNjHn/ujr9ieie/UyK+WyKQyKGIAURVwDB1FlWn6OUSxRTqdJNXVSbNoI2g26DWGBia5df0GPb1x2laLZt1CFERCSQ3LM1nJmrieTGEtj++ZWJ6EY/k4hoosygx0R9m3bZKNcharVcdw2iiWyd33HCOgyWyWa6xvFDEtl7ffOkVvXx9Lc2t0dQ3y4x/9lCN3HKWQzdGdTlPIbeD5Hs1WC0VWEH4Gs28ZBp7n48gqDh6KpCBLEoosIcoigiIiygJG28BzbPBdbLGN5RgIaGiyjudtjSxEWUNRZTRdxvdsfNdCFBxM18L0TERRwG61sa0GjUqFhKRQrzdIiSoiFpv5PC4WZtuhZZnkGyXed+QoLaNNvlwm3ZGmWmrSzFaoLK0hty0GkymsUp3i0gbxyVEqlslaqcjRd99P78Qo+UKBsZ3bKVYqtG0T1XfxXYf9vb2ERYirKsGKAabN1K05nr96ESetY8QkvvwnX6OY6OLuL3ya//Hjn/DS+hp7H/ogxXiSb73yE2JtiUff80H+/B+/wcjQGJTaTGS6uHX7BldvXOMjJx9i4fRV7unOgNnC90HqSqAEA7xn/24OTA4xKXqk1ta5K6Iz7rbQNytYM/MUp2+RvX6F7NXLTFWqrNTz3Mgt0YoEKAo+uhpC00IEohFSoQBBWvTFwvRpYSKyiJZJowVU9IjCvnQMxRVQu3ooRRUigSBLV24TqreQTJtz01ewPIONq9fIzq3ihaHayBJU26wtTVPP5igVCuSrOdSgQDO7zvTpC2RNl2Jlk7HRfvJOnY4dE2yasLSZ5ZGHH0HWY3gE0cUQ9XMvM/v0N5CSGQwtjNNYQ9Ed1l0Rx1fJ+DqapGPQydX1NnNmECcR5Nh9u5CrdbxIlEo1T92VeePmRcbHxojN3UTP3+Derj5urOZYN1w6uzrRo2E0JGbWlrh94wJjfaOsb26S6UjQ3ZEkHAtgGwbr6+vU6zWiWpBIIIjpCqhKAFloosjgsU6lUmCwf4Qb5xdwHQ8taNHZG+T1n77D/n2HqBQdgmqA+YU5fF8hEumnlc8SjdtkUiFu3Fxleb1KLNDN6nKLUKCDkaFJrl2f5t4Tx4nHB8HXmJ2bAdknX8wTUUK0DYONQgEtEGBlaYP77r2Xc+fO43o+k9smqdfrLC8v0jRMUpkMnV2dzC8uIogikhQkGdeJhGUuXr1JqwXLy2uMjmfYuWsCVZfYsXeM+bUZsvkilXqbxZU26yt15mYXefWVV6Ftk19ZZ/yOvcRVjbrnceLwMXYc3omITN/kAJ/5/Kf5u6//Ex/68EdYmbqFZRt8+jc/zdyVK7z80mvEtBArsyu8deptFpaXEWSBE3fdRbvZRA0EWVhdY3RklMVbUxy/8y46EkkWpmdolTY5sP8g169fZsfkKNdvTnPfPceQ1Bar6xssb5axBJlYIs70yhq/9pm7EKUqTlMnv7RKSE9gWSKvnXqHcDjGRP8QoiCyffdOpldW6Rsa5Btf+2cCoQg10yUc1rl6/SqT2/fwqY9+goWFBSZ27eTVF37Kl/7g3/P226dZ3dxgsH+AXL6Epms/Q7zaW2pREfBBEreMTZIo4TgusiIiyQKhoA5sIWMbDRMBlXbLABzapoHjblHo0h0JLGur415v1pibWabd8pBUkbmFWXwfREHFdnwca6uGufuOCVbX83i+RX9/Gk+wUXVIJeN84pe++POdYD/3xSG/ZlcIiwpmTaBZsRjO7OTMVJkTR7tYKa1hWFl6h7oxcgZ93Sp6OMJ6tsCe/XvIZVtcv3GB3qE0tWaTSKgLXQ6iSQbFVp3T12zwAjywfxglLPPsW01aJRMqFtEU3HNnBK9kInbFCcd7uT4/S8QO0K61CMcTOK7C2PgI3//BYwzsGOPi2Wlyax6+4GG6BhISv/rhj2G1DdSAiuHauApY1TzLy8tE4jGKpRrNVmureuB5BAMBrFaTkKLg2g6St7W7qlfLBCM6htEmEAptXRCxbATHA8NDkzUaloWkBmi0DUK6hiCYBKUQddlFlkXsgs3uI3vp7zExKREIdPPcy2/x8Yc+wE/fuoRrBJleW+DffvoEHdvCvPHWTSaULqbWSty4MLtFrgpEEF0HXQvj+1tj32goTKVUxdFCeJIPssT2HRPMz85RzWXZvWMfZ29cI5QI0a0L1FbX+PDkJF14DPX1c2VugeO//W/53G/8DqE7DvC5z3+KJ197ifr8GjO3bvDFL/0+f/jH/xeJdIZUweS+B96FayyR1sPoispAOk04FGLz1jyaLFGJaJh1k5sXzmK0qzwyuYuIb9NWJS7mltksG6S1KJYGciKC6IsgKiiaTrNRwbMdMokUjVqNVEcaURVxihtEkzHWsIklUnj5AhElyGqtidFokozHaDXayKqCbDuo28c5e/s6aSQeHO1AblqolkJqcgxbDnBzfhGrZlBpt1kt5Ehm0tSsJqbrofeEGRnpISCryFKA4YH9tEQw9RyV2hwT2/fR0TVBJDKMpvuomoQo+DhGC9GLgO2ytr5EVypC5doFrr/2JlaoTSgSplnIEkslqTZNGqZD2A2jujL24E4uLW7QDKSpBGwe+sAvMX17iVhKQW83SYphrq5W6D88jHH7Is70DQ7oAhpx8vlFtKBNYuwQs80qoZLIc6U1nnj+dYb7e9g/sp9GNILnFYjEEsxfWCIcieJHfYKmgOuJ9I73cGByFLPpc/3Gj5HVCr5Zp6+vD9OSuHRphnbL4fiD9xBJSpx+9S26k93Egx202wbxhMbl6xcIRoMIqsBg/xC3rt4iIEXo6urBFoOsLM1x+PAo0zPX6eoZIhSJk1srce3GDIYZ4NbUAj39I8SCUcKRIGcvXiIUjtKqNmg1m/T2DXD79gw7to/T3d1BOh1lZTVLvdZElCWGB0eZmpri0MG9LC7NsTS/gOc5ZLq6qVctPKlIrVRmcnKSwcFBzrxzlsMHx1lfzbN77x3MLOUYGRnGrnl87Z//gZHhMZaXNhCCMpKrcfx9R/jkQx/EbLV57oVnuT03i2aGaBs2dcGkv6eb7PoK47tHOLj/MLIS4K/+4mtkszliyQQ4YDSrHLlzH1enbnDXyRPEIlGmrk4xOz9DIpNEFkU+9P6H+O7Tz/De9x0nt77CL3/4c/zVX/wtD3/wPSws3ua1V9/GNmp84MMfZueRnfzZ7/45h47sQgza3HX4AWZnr9MTTZLNZ/nbx37Er//6R6HaZHlxFvQQgUgHjqcw3N9NOp7gj//qv5EIRbnjwCHOX71MJKSjKBKlXJFcvckdu/dSblUpZrPkS1UkWcUy20RDQXzfp2UaW65hR0SWZRzLQFUltLBOQFfwnBZBfSvBSmKSSqWM0a4Sj4ZwPIFipY6iKPz2b/82f/M3/4t2c+t7wzDxcUDzCAZD1GpNMukUrZZFJt3D+soyltAmmhI4cKiLjbUSmcwgrl+lVlI4//rKz3eCffEnf/2VRFeGerGBJIZJJboRDJVwKsToyDBSBEJA90g/02/NkQwoZIY7mJ2exWrUCekB2s021VqVkZE+VleyVEomJ++5n1q9hp6I4bstxnoUbLXMXLZFrVpAQ0VRPRQFNhY3iSbTbNRMmhXYyJrEo33kSiYXTl+nmC8jSDKzSwvk83WapoIvumiiR1BRGR/sJRYKEg0GCGkyqiQQisdpWw7prh56BkfpHxqho7uXREcnNcOkbXv4lo/ZNjEcj5phkc6ksD0HWVdABscFy9a2epaajmE7KGEQNYf9B/dg2AaBUBKn1qDVqiGaBkOZXn7xXSd47eYrbBhtdu3LsPvQKDFVpL+7l05N4j0njmDXc1ybnmZto85QOsm1mzOIDQHR8hCkIEFBpV2v4RoGvmnRrFYJiDKSKyLgo/geTqOJ5nuYlkEsEt262OJaDMXjNLMFJtIJOjSNVDzGWrFAz949vPjSSyhqiD293cR8kUEkhns7OJrq5Nj+ndy7ezv7uztJxER6dB85l8cuZFm4foFb187hbCxx48Y5VuYWuDY9TdXx0GMxBmIhQh44SJi6hh5PEwqkCHR1Um5WCegBMrEIxbVVNM/Fd21E1cf027gBH6PaJIjC7OISckeQdE8Co9bk6tXrjO+axDGbjAz3EYuoxMIa6XSCdb1I90iCfGGNkXiMcrVCtVbl6toSN+YXuTk3hR3R8BMheg/tIjTaxf6HTrL34QfoP7gDta+Du48d49Chw/SNdtGzYwzPk5gcGmNoaIRMpgu94aO06zi5Iv5mFb1hUVqZp7i6RHZpmrjqcPV7j6F067QcETNboDcTp2a1EPQoMTQMAZKDY/x0uUo1EKBrKM3RI4fYzGfpG+7DFQFV5ezsbfRECO/cKdLVInf0prh86jVKVh4tlSLXrOPN3MCulQjV82QSCj3pLs689iqZaIC56WusF+ooYoAmAlXHwmy6OL6E0ygSFxuk3TyU15C0Eo3GBobZZmFhjlQiw8bGJuVyge6+Hs6cPkdPqhOjatM2ZGZmF2jWiwwNDNKumyihLs6fuU5P1yCZTDeFUp3p2VlO3nuCxcXbREMhYtEMRsvi/LkbeILAqz+9SCrZw/j2ndy6Mc309CyHjh7mxtQUeiCA0W5x6NAR4vEY9fqWvPvKlYs4lktHRydW26ZWrZGIp3jlldfRdIlavYaPyLZtY5QqBcYm+pgY3cb+/Xfw8quvMDgwyMLSPMn4AD95/lWmZ5dJJlK8+tPXCERiBEIhIrEok7vGuf/+Ezx49G5yi2vUi1V83SWWCnF6eZoGFicOHkZWZXoG+ti3fZKbN64jINDTNcDC3AL1ep2R8SHuPHKYllHH9X1++WO/wpl33magu4d2q0Eik6azo4OLZy+SiMW5+/0n6e7v4+qrb2PJIlfevsDjT73EY898g3/4+uOMjgUo59qkYyLhpEZ2+Qbzt9c4f+ESLVVHiIW558gBNAzMmkmrVSPXrmMAZy6eZu+BbdQbRepWk8X5Ff74v/4x333mCYIRnalbU5i2TUdPNwfvuIOBvh52Tkxya2aWdrNNJhXHMFvYjoXrCTi2R1ALYBlbI3xB2GrvWI5JRzqBDyiSSqnQYGCgk3azhiKLyJK0RWAzHBzHpVap0mg0aDUtfMEjFotTqRp4ePQPdJBIRtF1jdnbc1uTQ0di/+Fh2q1NAnKUlcUN2oZJOtXBJz/+b36+E+xX/3C3//r0DKlwhOUVg/5UH9dfmqJ7+yS9kxvUjBY7RvuYW86SDHbRm8qgh8E0fQq5DTYKeRLxDFa7QWd3lL6REQzPwW/HKVYrNFp1bENipGeci/PXmVr0UEQBxe0kGBJ44L5+Sus59FCMQr3K+WsryLZI25PR9RBnL95AkGRE18eoNEnGkkRlgXatRGdHmnKpjiTJVEpFNE0jHA4TjSeIBkOMTIyjagGSyTSyKOH5EnooiOm7+IqEp8lb/kPFw/UFzr3zMq1aeYuAZMuossbi8hKmY2I3bJyWx+c++37yuVnKlRVyhTqFkoye6KK2eJNG3cRvBdgel/j93/tlbuaXMDc3uLa+yYHD2/ju81fQJI+9O8Zw/RYH7zrAhXO3qM0LnD9/kUi8k2xuk2QsiG84aJEIvuPjOhZGq008HsUzf4ZdFLeIKp7nEYmE8D0Jw3UIhlWsSoWAqvO+nl7GdJXBmE6lUuNGpUqt2kYzIkxF8zR9nYCnsI7PfZ0jXKuv06+ECKsaiXCIrNim0xZZ2VxnLNHFmtdkW2yAnF9leWOeTNcAuY0KhXaVX+rrpVuVsSWFKaNK3QYLFz8iI5kekqVQltpEEip93f3cnppieHQIXdcZGhgkv5Ll1q0sFaNC3/4wsgyNgszZ188xee9eovEIq/UGpmcR7OmnK5EmYVrkjDphLUBf9wiRRJrOTILNVpU9O/YSieqE1SiC4+EaJpKsQK2Jo+iItrElxGo1kQSPWrOCaxrYJYNits658xfJFXIUyyXsZpum4RCJRLly8zZOPEMiGGHXaIz3ntjLQnOGaNMDScYNBwg4Crag4RphxEwfby9bVASHvSc6OLSvn+p8nXDPKFev3Wagr5eXry4zsX0f3HyHaPYaO2NthLZIq50j0juGL0WpOR7V+SLRRIv88hJCpI/i8jrBsV4uzeR4+Nhh3nzxFT748EfIxjr44reeJNKsc98jx1gs5pn/yZt8/7/9Z9zmBU5ffQfL6KGzfwenLz7HnUcOk8sXkUIdbBQN0r0p3n7jDH0jXQRiEV584wquIBLUPFKJIGOjvbx1aZ5tk0Pk1hfRZJdoNIysBFDkIE8/+TT3n7wXTXZZW5sh3L2NbKGG3Q7gOrC8soFnweTECLV2DS0c55WXX6enI0OhVCWdTLC+uoKmqgwPD2KaJpsbmySTSYZGxigWi6zncjRbDSbG+jl+10G+/Z3vYLkKJ+4+xq7tY3zn+9/k137jN3jz1Quc+ulZgpEgY5MjFDZX2bHtIC+8+Aqf/8InOPXWO2hKgExnikqhSv/YAN2D/XzvySf5x9/+DHapSNXXuT23yLnZm3R09vCTF14lM9TFzm27EVA5f+YGs4tLBMIBJiaGWJyfQ1V1Wm2T3/+93+PZp58hm19l27Zt7Dmwh6///d/z6U//Jm+fvUDIa9I3MoYa9nnwxLv5q//x5/zGFz7Nv3zvef7oD77En//H/8nLr5/l3/3ux+nsSrE90sFafo3FYo7nXvkhHzzxIN/6+tP0T+xnrrFKpreT1kKO9z36IJIaYXF1kYYncPviy3Qmx2lbPgguiUSEYrFKMBhkdm2Z6sYmA8MTmA2D1fU1TNtFVTxkWcJo23ieiKZpjI2Ok0wmOX3mHRRFotpokUwFQXCIR6I06i1ET6Knt5Ps2gqO5RIIBtFCMUyzTbNukEjEaDRqtFsetbrJ0bsPsJCdo9mq0pFKEw8GSaVSvP7aWSKRCLYXYWDSpi+j0C6IlAo1PDrQ0uucfa35rybYn4sF9j//3l6/GJTxGw6yHGX+xjRpN8Zn/8O/4Z/+6S9RgwEQPNoNh3KrTXGjxJ6BFE3Xo9WsEkslEd0IjVqOvXu7kGM6bdvBqAZotD36e+O0m21i0QwXZmZZ3whRLVcY7j9Mvb7CgUM2S9OLJJJ7CGkqJUnHWt/g8tQq60tFakKYUrlKQFJJqRoBRSYh2yiKR7llEAjHUDSdhYU5BFnCcRwsy0Fr+fiiiKQoKKJMIpIg0ZUiEYky2tOPLMtEOtOImkLFcTFwWVq5ST63wdDwCDt27cOzBBwfRM2l3SwxNzXN0JBDLjvH6FgPkqZTNwXscBf/9EdPEUtHefD+HXQpIbpVWFlfYKRrjKJjQxyullY4cXQ7C8tLTM8u0h0Zw2u0GE0NkMtu8PKbc9hyiFw+SyocQ5FFXMtGEkVs20QPKPiejCRsvbe9LfS+gIcoqEgIKKKDZNpocoB7+9Ps1MN0dYTZNNucWs8SlnSkqoY6ECDop3DlCsWoT/dqC3+kg/LcEp3dHXiWxUyjSq+ocn1plnftPMS1yjp7xveyMDOF6ApooRjzCwuYIYGTyTg9ukqkO8PZdo61WouMHCfUFUEqOUSVJHXFQFYtApEI+UIeO6qzWsiTTCZ57a2LOM0AkajMriMJunr70OjHb7ioaZlYNIiezBCNRxCjSdqiyUC4h0gihqj5pOMD+JKG5DZxBA8pX8FvVXGdn2ECTZvNXJb5pXkSkSDFfJbyap5YOMPK7UVyG1ny60uUkGlZGprkEYqJ5NstJE0nlIgxOjjAyuo6iAG0UJC43ODIHcOENgsQDrPiOsgxlSACai2AETvArfos+VYn8Z4E97y3k1ZhjrDZxaYn0mhEyWab9A8nEUrzpOfO0NedhuYSVtFHjMrU6i6GHCakCOiizEYhS+fIGJXlBUa3b2fu7DwDx/fz6k8u8uChAb78neeo6jHe8+u/xtL0NIvzV+hMxbljuJ9BRUIp57BDOstreSqFNq21Op/45Id468JpkCzWCjAw2UurahDvGWapsMEPnnuR3pEBlpev0dPRgWVYdHZ3kStsEI9E6cp0sHf/Hn78wg/o6+tjM1uiVW+xc2IITVERogl++OO3eOjdD1MqlLl9a5FoOsml86c5fuwom7U2m3WD8dFhNjeKXDx/DjwXTVXBFxkZH2R2eo6JiQmyG3lkWUYUw1y6fIb77z3MrskJZleu8vAjj/Lmqy9RyzusFitcuTHNrl2TJLU4M8vTFMs2ybhMrVIlnkjR25EhEo1y5dYlHv/2P3D2/BmefuY1+vYf5vKbb/ILJw6xc9sIl25epFSu0TTabOSKBNQIY4P9LK2u4XgSszM5VtaypDtSOK5FMp5geWWRkfFRPKfN6GAfly7f4NCBgwyNDKAGVD7zm5/l2R+8yhOP/yO3bk7zyAdOkoonqNUaaHgsmTaJdIL/8pu/yVNPP86fffuHxINd7BwexFTKzM4tIxoGB8aGWKk2uT1f4C+/+iVsy+fjn/0D7jw+zlB/D5/51CeZvnmLx596jErFwRNk+rv7uHTxCslMB4VCHj0ewjMcVjYq7N6xm5nbNxnftp2F+VvAlv/VsX10Xcdot1E0Zct3rclICExsG2FxdY6Ojg5mpxbIpFJIskCjVsdsmATDOuF4mlajTiQYo9Vq4AoO66s1VE3ho7/yCN9+4ml6ejuIRWUkCyYnd3Dh0kXWVkq4osruQynEVp38Yo3dO8eJJcdZqL3IWy+YP98L7GP/fNJ/6fQ0vbF+bk6vYpUM/GaTePcIXjhHu1rk+ImTYJssFvJcuDzHSGeGYtlDUkQeeGiCV34yQzLSprerE03rp+U1qJdcOtLDzM1dIZqU6eiPYAgW/bEeLl6/iqv34dYMmvUZUp09hNsjLBU36e0aZLFZYTA9wjM/epbe3u2sLedoN8oEBIeIKuN7DQR8IpEUZrWNo0qU6lUcx0ETZXzHx5EdkHxEAriehY+Fpuk4lonvSUiCjyooWG0IhKDZEEG10fUQPekBVMehf6ifWNpD1gWIKaAGqNfW0YMSo+NdXL1ylkBQJqb3EFUH2aiUsQIGqiBRzxWYGE6xUlhk/8F9vP7SS3R2jtJq1innXPRwA8UI0RkeIhPvgEaWru1DPPPKBUYHDvD8T16k3dri87rGFmw9ENSoO82fSexlDMPC8xyCgoooq4iej+A6WE6b4bFR+toljvZ0MRbQWS5vUg3qtG0X3wiQ2tnLxmKJpcocd3z0A5QfexUyMbIbefoGB2hu1tm+d5zcyhJSQCSUiKJmEtjVNoqnU8i22XAbpLoTVEWHvvkc/a5DNmLh9Xew6diIKsysrVJ0LXDjDI520tXfQbtcIxEMs2dyB54AXb09RLt6yKR70BSNciWLrgYISEEcR0B0HBBc2nNZDHw0OYhge+TXlqg0ymyurVEv1RE8h/LmBka5wXqzQrVapdL2MVotZGcLPbl9IoPgmIRiQXzRxVZU4plOZsoNyvUKEg6C5SKJIQRFQzPBsU2UkEBnZ4YbN64RS6ZoNBr0B0R+4YGTTK9s4mhxYgkZ3YRpS6Mlh1nHJxqN8uEH9tE2DcqyxmrdodEUyG8USY0McCQRp/TS19jRE6NYaVIrNhjZ1kGj2sA1XVwxSFgLUCvW0KNxqp6F7/tY2RVCokBxo8rg3v1cvXyRsZ3H+fc/PEV0dILOzl6uT11iINPBxz7zKf7Pz/4WyajCVz/6ATTf4gfnf8Sdu3czPHSMN89cINWRYaa6Rm//KJdvXKCvv5dwKMGTj/8QPaAiywKRhEJf7wBvv30N0xJJxVPUqkV0ScP2Ld778EkUGc6ePY8gaAz0diALFrHOCNl1g/X1EpVyk2vX5xkZ7uZ9734fz/74SUxb5uKNWeLJKJFkHM+xkWWVUqnEzp3b2bMtzZlz09xz4ghvvPEa+Br3Hryb67dnuD23yPsfOsnZi8/TbAv80iMf5MVnX6HlWyQ74/i2wqGDd7E8v0g5X2Lbju089cMfkdso0tWb4MiRI9y5f5Jqqcyli6cY3XuA4aEJGuUqP/7+d9m3e5J3zl7g0Ud/kf/5d9/i4Uffi6ppBAJhvvvE9+jrHGBlfZN8ocz49jFkWaVcKBLQVer1Gr2daSQR5ldXSaVSfPiD7+bMmTOcvjSH1TT5xj/+CVMXr2FhUcm1OfnQu5g6+xrPn73Jcm4Jqeny67/yiwwdO0BYsQmpOpcvnObG+SVqrkLbKuO5MqmERrWU5Z57jrK8tMSJ4/dSrNT51jefZ//BnVjNIqIYZ2Fplen5GRRNwXU92qaBomm4to3Z2qrkJJJhLN8mFgpRK9Vpt00EUUFRFJrNOoGAjuXYOL6HKm/hEwNRjbZpomkqgi/imBaRcJB6tYEiq3j+VvhRZBFd10lEE8iyyvTcND6w/8BBLpy7wK4dO8hkFDzq1Gwb14NatUQkDLt2jLOyMIsipnCdOCv5y9y+5v98n8F++7v//SulQpu4EEVTwjRqFYb6uhkY7WJtc4UdE5N06x3U63XqzQbhSAxftKnUHdLdKTq6Q7z8wi3GJxLYVp2RoX3EkjKzi/NUaw5DA9twXYum26LWaGOXyvT2ZVhaL6D5Cnv3jXNrbg7fDBFMJMluVsmVyuTXGzSrLuvFEq4iEYmF0CQLGR9NEoipQURJR5VUfFWgUq9vdTt/Jld3cJGEAI635ZCVJBW7veXQRPKwPQGPLZ6xJInoEYVS3QAUsvkNmu0mS2uLCLJFOCyzmr1NrbqB5TZptposLs3S35Mmovp4LZdbhWXyxXW0hoqfamAAACAASURBVEciHqDpu6ys1DBbFtO3FunvT+G6EpGkRLYyh9LZx+2pPE5Nom2VsKolarg0TYEXfnqNheUaeihAtdGi7To4go/lNLF9FTwFRdbBdpFFhWgshKiKeIKLrqp4skDVavLew4cJ2C0ykoJjexRqDVQPTNsh0B1jfWaFzsEUTkJBslwSg31EkhlCkRgpMYCRClCRTNSghBP1yZbz2PUmlUaNF25dJ7u5Rm9/nJV2Ba0p4MgayR27uN6qUlI8xrt72HXkAPuO38O9976bwYlhekb7efR9H6Czo5vJ8R1MjO0g1TFIXArh1crYtQoRU0TItTAKOTaXlrDOzrJ0+SqvP/19nnnscWbPX+PV51/k+e8/xdlTp1icX+L8W+8wuzTP3PQcsqtS8i18VSA91EkwGSLZE2dgcpCqUKMlq4gdKRarReSgzMLyKqoaJJvNocsyiu9h15vYTZOgLCM7Ni3bQnYkRMMmEYiguAKRZAopHqepgRiTGYjEQI/T6JxkdqPA9rsGOLprJ6vZGRKZbuZzNonMEOfenmHg4HY6NpaY+9FT3L2tl1y2AlIUzQ/RMpuku/tw2j4BUcS26sh2G6fVJt3ZQToSouXXUVSRrp27eP2NMxx98CHmZrLE3vMeKm4bs1Hi6NEjPPb4N7Edk+Xpmxw/fAcTPUHKuSXkhkw6MMT5Sxdw7BpXr13k+u0syXiadsMku7qM5MpMT93k0L7d/OrHPkS9nKNabrC6UWctn2VkbDsn7z/Ov3z7KY7ceYC3z75MqZxncnIb5XIZw6kTSwZZX17l/Jnz5Eom5YaFpCjsvWOcb//fP+RXP/khalUPR2jj+wHuPXE3/f19RKMxBEVmeX2V3qDK7fnbeJKDZTrs27WXh+4+wZmzp7h8fZ5KsYDnmfT1T6DKLj1dHVTrNW7PTCMiMb5tAFUBRZCZvT3D/FKe0bEdPPqRX6TSKJDLr5LNznPyvjsJRlNMDmzj8oXrKOkkWm8nvX39lOt1Bge3sbqyQblW4Y1Tp4mkUmxu1rBtm2g8DILAxuYagaCG73hIksDIWD+m2cR2XCTR5+gd9/D093/EyfccoVSvY7bqXL59g3KhzNTiDO2KwZX5Kfbsv4e4GuJWfolNq4yXy/HKM68zfWuOdqHGzp3j9HXHObx/F8899TSCW+Phk/cTkcKUa3WuXLrIZqXB+OQhop1JupJpvvf9H1NtGigBnZZposgqviBiOQ627WObDrbj0dfXhWG1adTrBINhbNtD1yJb/1XXQNNlTMtGADRdRZYEBFmEn9mXPBFaDYfurg4836DRsHBcAcuxicejVCs1Pv4rH2N5dYGAJjM+MczJ++4ml1/loYfu56033iQcDbC8uYYnwL5dw4wN7GF9cwrDbjE6vofN0gZWo8Vv/dbPeQ/2639zzH/mzZv0xzoZ6u5hc6NMTybJa9OXSQaCrOU9OnyTpWKJ+48ewhc1bi5PUSkXeeD4MRaWL9DZM4QoCCSCSVbWVxAjTQL6GPVNlWTUIdkR5eb8NJZokwgN024KKGIQ124jaZCJhDh9YR5NUJAiXcwvLFP2VNbWNpCEKI6goPgeY7KFaBokepO4NQNRVqi3WwihAEtrGxiWjSD4KKqAYEYQ9Qatpk1Aj+L5Jj4uvu/TbhsIyCSjEQQcdt65h4MH7+BfHvsOQS3K3NQiiXAM169y9/GD5HI5entHmJm7Tl9/hvHRMW5On2VgKI2o2ZSXa5higvHxcZ765rPsPbADNwz1eo6T++7kzKlTTBzeS82sERVa2HWRXKvISO8ImDbJTJIzV68QlXT2dk2idIwwv7TIdLZKW9a5srCK7Cg0Fyq0AjYBOYQkgmAbSD5EhNCWOsKzaJWrHDt+iEvXL/KpB/czBGyXejh3+QrNiMr1WhZFFUgMD/DGG5eIZQJM7J+kX49Ra1l4yTiteoOh0RFCwRaxZDelXBGCApMjwwjBCH3pURKpQYKKiBOIEBRUkFxcwUeSFfxyHUF0qC/OoGk+rUKeiB6mkq3gWC2qZol8sUG9XqNWrbK6XMKs+dSr6ziGSS5bpe2YDPd4FGptxHgCXxTxowJOMEha1Ak5AhVPY8MwCYSixCpNBNmjqghkAgnqiwv0dydYya0TCXVQNQukwjpVf8vA4ZhZxoZ7aZQMJC1MLm+xvLFBqKOHgBbEdxoIAtQ1MNoumWCcvq4M+ewypuVSbDfYvXeCAxPj+JZMvKuXy/kma/U6A6Mp9hzejl6qg9bJcrlGpLuf10+dY9eu7QQq63iLF9mLgRsKY9crLK+vkQ5EabgW2zsz3K7XaMcCDHmd6GENRahTX10i1d/L+cVFdo8fQjXqbGxOI4TSzGZ28vTtLCk9SDIY49bsZU6+9wGe+u43efD4uzDrPqrnEUoHiYo6OzIxXnntaTKjYbyWx8r0ytYGVfIx0Chu5tHkTuaWp9DUNv0DXdhWmLGR3WyWNvD9Om1cUokeZm7fZGR4kGSqi+zaOmuLFdY3ioiBJg8+cBTJFrhw6hpCNEO5XmN9aY0/+cMv88RT/8IbZ2/TdkD0FQZ7+6iZZVzRYdvkBLgehewqu0dHefvyRUq1Oh/9xfdzbN9RfudLXyGd6eKjv/YA77w9w7Eje9g20cfzLz6DJAZ48omfsnf/XjrSGU69eQ5RFujtS9OoNXE9ianZeX7nd36HWDTA1LUznDxxjH/4p7/l4LET9IVCbGTXiKaTpNMdBKI6qVSKv//2j1gvVKHV5v/433+PL/2732VgbIRTl64wODIEvsFffvUr/OVf/jWNuoUvSWyW8phmm1A4jirr6IJCMKgSTmrkNxqUinnUYJhmq8JmscGObXu4dPEyg8O9fPC9dxOMCzSqBdam5hnaPYCiSRgtifOXbnHfXYdpVqsUG2VMCXaP7WD9Vo6ZtXXuemAvrqizbWgSzbC5fPsyPb3jXLwyxZM/eBbHdxgYGMB2HVbWcuB5hLUQgiCwbXKApaUlMpkMuVyB0maVkZExyuUiXd1pbNtmcWkN3xNRRYuOziQrawXCsRCNdgtN02i3HBKJCD19KZaWNyiXGsiCgmvbBPQtprHnCoyO7GBmbppIPEKz2SQcDKDqJvWSiOW2uOPIdnp7YvzkuXd4/yN7WVtcJl+wkUMugZjEuRfqP98J9htPfPErXclJ2psVCBv/D3Pv3STbYZ/pPSefPp3D9ExPTw53bk4IF7jIJEAwgZmiqEzK65XE3bJ2t2ytq9Ze1q5LjmuvXKJX2rIkypIIkZRIkSAgEsAFQOSb08zcyXl6pnPuE/oE/3Ht78BP8dZbv9/7PChhmUqlz9ZhFUGLcO9eBVe7/3Er9HqEtDDJfI5oSEMLBBLROK12ja2tIkbIoE+Pbt9idvIUvisQNix8oYduhNHCMYpll8GhI9y6Os/BYYVHHjrLex9+iG1DfmyMdquObshULZ+O1ce3+vgi6GGNsAhxScX3HZzAB0lCEsDzZRrNNp53H4qvqTKdfh/TdTAyLnoiQrHSJJIwcByZwVyGpz96nt3COqIEI2MhDg/WyedHsO0+lWIV14rR9yyW7u3T6bkUdiv0unXOPjCL49YIGR7RWITDqolZ71Cp97lz9zaOLdAyO2i6RtfscffWMifPTHHl+hozszM0Kzv0RZHhkSHqBzXcjszosVFWmztcGJlhYWGR5EiGfmDx8CPHmRhJc/GhBzl/9iRzZ85zdOYouhYjmckSTsXQE1EagURb9Gn0HWxJxsjECA8kmRwyqJkt4nIIRwnoD4apD6WIjw+SmRjm6LnTnDt/hOMzE4zOHuPo4xc4df405x97mNHRHKdOHWUwPcbM7HFOzh1nZCDL5MRJUvERQuEokqCCbSF1WtA2CWo13EoV2TIxC3u8+Fd/TfXgkNs3bvPeB+9z9f0PuPzOO1y+NM/ld+a5eeU69xZXWN7a51a9gG7I1LU+R46NMzqZpZIKYRhhNClMPJpC7Cv4fYlSy8T2FWyzjaqDrIrYZg/B9+l4PcxeE0n38dQAVRAIfBXRkND8AE9LIcsSFbtL1fLYKprYkkF8JEXPt5D9AMe2UOMGgSLgSzq+pOEjULMatDHxXAslkEkSJx4dYPyBi6weNrhTLZFJRDl9ZoY7t28QHx5gvdAgNzjCzbuLpManiMg+1be+w6NHB6h1atQPCoSiArncKHXBJh6Jstkqcnr0GNG2z6pfQvZt5E4TPSRQKVeYGZ+kuLGL3e/iKAEHeog3yw56ZIDlyzcwmw0evPA4P3rlJR4/NkMunCA5kMLq1Nnf3aNxUGGjsIPtwdvXr1Kt93jg/KN898XvEoghmm0TxxKYmT5BIhmm3q7QsixOnX2ab//l3/LFz32KRrmOHomysrJHSFdYWdqg1WzQ63QoHtRottrUW2Vmj05y4/INZqaP8cbb75AZSJJM6LSKde7OL+NIMqlsDFnSqTd2QdXo9Tosz9/jyPgEs4M5lvY2sCyPsKFxsFPmoFDksN3jK1/9OHs7VcIJlT/6D3/GxUcfZmHxDp984fO8f+UO5WKRkKSSScdQRB+71eLrv/41/p/v/gOBouPhcv3Keyzcuk1+fJzY+DCLN9cQFYEnn32acqWKY7rEEgZtu8fzn/gkzz50kUs//BlvvnEJL6qxW9ql2/H42m/9Jl/50hd469VXKRYqLC2vUyxV8RDQtTCNZgPHafPVr/4al6/e5Ku/8mWqe2Xm11fJRmJkpwY5df44v/yVX+LwYIP/6l9+natXPqRRaRP0+mTGMzT7JnE9juO4SGKI/fVdTp89S71WQBUUMtlJ/uyvfszXfu8r3Lpzk6nxY/z1n/8YReqTTMvUGw2OnzjO62+8A8DxY0cpVkqIsowsioQMnbPnzmCZXTqtLq7nU6818YMAAahUapw8dQzf99nfL6IqKqoMA5kUzXYbz/WRRAnLdIiGoyiKSLPTptnuIgCyqCARAD6RSBTLcvnqr32Fu/fuIMoytmPjBx6u1+f8ufMc7h3y0MMnuLe6iKSaHJ+bodfyqNU7qIbCx164yLMXf+0Xu8F+4/fmAjOzxbCRpLafIBlL06tukR7Kc+3qBjs1m1NjIwxHRYS+wvBYnh/fvYwcSEykI0xOJdFiOjvFLUaHsly/0uXu6jrPPH6avZ0CZ+YuoOg92l0RQa2RzZ5nabmKJwmIgcPaxruMpwa5vWby8PHTHHt0HM9qcH2lxPJilXsLDfrhEHbQ5Xw4RsKysMUuPjJSoBK4Hq4o4osCLg6e5/LlX/4CgTfPwEiYn716lURilCeeeILv/O1PyA4qjI/7yEGUvUIXjy6pAREjDgt3NX728iKGFuf0bIaHL07R9auEYgr7Gy6O3aXZKHDi1CSSqLO5sUcmk8F0LCKRAVpWjdGhB/nww7eo1ZskRwYI2TKKV8TuhWi2KvzT33mcpUqV4qpLSHOI5cJYrkp3q0mjZfLUyTPcq84T9FtMz56k0++DIBGT4+i9FI889jQDwzMoukYiH0VRVRA8RFHCbNuYtsfBzgK1wjaappEykliKhCh4GIKKIevEwiJ6IoUtgqLq9GtdxGaHXqtH1e2guT7dehPJM6nXOjRbHRRdZGdvD9HXqXQPMUsV2h2fm9t1wlqMfmUfx20zNZrD9+7LDKYzUUTFp9ftkx1McuDYhFIGu70+HUdFck1ikofX9PFlkUCyiBsKHcciHM9gr25TjkjkPY++KLLdtVAUgVQsTlzQqZk++70OPj7j6SFEQaZcL5HOROn6AW6tTyjmYDse+sAwRqtJMyQQWCEUq8FQQkNyTWQ1yn7PoFKpkM0a6DrgxOi0IGg28P0OSjqJ7zqMjQxQkhz04WGmn/8KG6sVDjZ2Gc6nee6BUUpug7ncJJtrFUhOs7q/gBwfxgtaTF75kNmkQuNgg9xInmarxvTkMDvzK7RE6f42OJ2lWy2ixeO0Wi0GEjnElMb+4SbjqSGcXg9R8mn0y5hOmN3xZ5iv9LA9kbCs0bb2OGw1sLfLPHPuUV780z/h5OQYckLksFzhoFBjcHKCltMlpulMzqQIhaOkwilWdtYxkgaF/SoZY4hHHxpmZWObn/30ffLDk1SrDSq1Bg+cv0itsomrqGSHBpF8h5gR5s1L79Nq1zl64gittkNID7O1ucpHnrzA7s4+mcHjVGplEimFgfQYrXaVM6cf5ObdRTb2t/jsZz7P5vxdbly+iijK5Mcn+ODmNR569CyGK1Mt1rm9dJOxIxPoIYl2u01MHiRqhLl8+w6e6PO//S//lj/7428ROBZySGHyyHE8ReE3fvvX+fD9d7CbPQaiA6ysr3Hh4jmsvsXf/MV38ZyAbqfHb/+z36LertM3bSq7h9y+e5cHTx3lcP2A2SMjnHz8Ir/7B3/I7Mwok0em+NpXfpMrb1wlmU7xP/xP/yNf+y++TqVS4dbiPKVK5T4yUNPpdWtIioTrKiiKhoyJnhyguLmDJQb8H//+v6bWrCEnVHavbxEfGeHq1eu88eo7fOZzn6dXL5CIulS3TURF5PbSHSaPzdDqmExOTnP98i2+8ftfo9npc/2Dd/ADh25fwHFkMhkNv73D4MgEomjw7b++xHB+EMtqEYgiTdMBIBrWcPo2OCAi0ek6IIl4jst/92/+Nd/61rfo921M0yGZjiLLMp5rMzc3wfr6HqbVR9EVOs0eqiZimg6ypOA4ffz74EXSaYPRkQlu37pH3wuIJ+P0vT6i5GNZFo9dvMDynSVkWWZsKs31q7s89WyO+RsdTp2MYFkuN24UiCQ9Pv3Zi/zpH737i91gX/7H//RNTS2ha2FkL4rXsQgpOkvzB1ScHn5PIh6xSIXS5BIpOnaBVHaUw0KBiKZz5swMvV6L/eIWyXSWte17iBhocgtFFhgbH8LzAEEgEw2xvbtHsVpDDAsUyxtoYgCKit8Lk0oPsrF0D1FwSAyGiMbivHetQCQRI0aIiFgjcHuIYdB9CcESsQUb3/UwdBnHMUkkDFTN4Y1X30ZTA1YXDzB7Prt7u6RSAqO5BNGwyvbhOl/6jReotPbpmzaqp9FRbZ555iy10jqaYmP3q4xNaPT8Oqonc/KhOYaHUoiBTKXRIDeaZXdvE1XSeePdWwiizbW37+G5bULhMOlMhM2VPSwzwPdCqJpHFJCEOKM5HdsIc215h6NqlonjadwxhevvXufJM+eID8U52O9RrlWZn1+isu+QUAWuvXWL9155h/kPLtO8t0FpYR1/36R9WCUZtAi7PQZyw0QllfzUKVLZCVKWRyaRwHV9PLuJZinYByVa+1XK88scrO0z//YHXHn3Cutbayxdvcb7H17l1dev8e6VW9y4eYedlSWW7t6lsrdLbXkX96BNRJHREhJGxCN1PIM7pBJK6SSzIdLDOhXDJ4hoFCyLsmQiKQKHlTV0NUu31sO3eiiSSMft02+5jI3lUHQRTQgIiRpL5RaZUIhoNIohqriCz2G9hzI6xLLZotPXGIilSEYT9Gyftg1GSCMznMLvNFAiAiHPJhwOs33YIuxFCbsyjpxiKJVFC3zS2HhtC11Oo5sBcj2A/RZ7zTblrk+1WcM0LMInpmm6DmOnp+/fqsIx6gWXZqHCR597lKfOn6F0sMZALMnKRoXhibP89NoVND1MKmIzYLeZs/do3V0nPBjnzto2+UyatZVlxocHaNInIWgYhkF/IIbQ7hAKxSmYJtmwgjJ1hOU7ixzND1MuHjKYO0IzPMy7QpR+aph+vY7ne2hJnQcfOs+Z8SP85MW/B6tHrdMiFDaoVauce+gCkmYS1SUcu04uG6dcLpAZHuDKrSuksnHMTpdWuUujVaBSq9Gu61RqPYykTN+FiBHh7IkHWFi6g2V1ufT6dR67eJHtjW3GxnKMjOQ4Mn2MD969gYhCIpHk+Y9/mrffvUQ8EccNQvzjpUsIksQD52Zo1yqMDU8yNzdJp92m0WqxvbdFNBrj1OwMy3v7bG/usbtbQNJ0Ov0uv/TJp5k9MsVHH3+CxMg4r732OmPDOQbDMnNnZtiqN3nuuU8zNT6B0Wzyk79+ieFUnJFMHlfxufDUw4TjId596xK/99u/w8mHH2S/0+T9n71F7WCDydE8gSrTdSXmjs1iZNMce+QM127dYur4DEdOTfPk6Yf4wbe/g67o3LxzBytwuLNwh+zQEDvb20QMnXKpQCqd4NSpaY6eOML1W3coV6pkIvcDSk9qCI7MbmEFQdBQnD6aEeLDD+dZXFzH9W2OzI3x6j++RpgBirUSJdsklc4yOz1FPBHjxvwSzzz3LD96+e/RQiJLS0s88tCjlAqHtJotFtc3MbQQmcE8xVILUQkwXZt6rYPvg+f16ds+I7ksntXHtgJc10cQRDzbRRRBFKHTrQEimirzjW98neLhAb1Wh16nR7HUxDBU+o6HIPqE9DCiINFuWgQeBG5AJGIgSh6e79JsmfgeCLKIogaIokRuaIB0Ikm5XMF2LE6dOEkiKdNuthnKRVlaLODR5syZOdp1my/+8mM8eOZzv9gN9rO/IQQfHX2QitNGTsWR3SrBvYCz+Yd56f3XCCXzdDUHBI9HzjzNn/z5t3nkmZMcFndJpVQeOn0EVVcoWkVQYHmtQTwt0lwNUy7tMXN+DoIs1b1VIqpOcmyAsZkZ5tdu4voilZJHr2mh2QZzk6MMDua4du0aVrDJ6cfP8cMfXGPq3Em02Bj3/uEmcU+AUA9w6dtghMLYTo9MNslB5YAzZ08xOjFIpb1JZlAGwSU1kKDb7dK0Wmyvb3Bi+iy72xWK5Q6jE+OsrtwgnQ4zOJqm1zQJaTE6JRPbc5maybFRKJIeSNNsVWnXyxB4jE2Ms7O9Tyo5RFqNslY9ZHr6LNevvMPmYsDTH7vIT19/g7CoYHf7/MY//zS1eo/WB7vEDJd5e5PpEyP0/D5JQSCejvLhzU0eOToLcXB7ISJmgC7rHHSqDI3n+OFbd9i4U0XsSaiBgO5JiEKLsBpFjSRR9TDhUAi3UeRzH3+cXDxKu92la3fZ2dmh1+wj9nysZpm66CKGFMLDE/jlGqIhgK4g4BFOxukU6ySjBo1mBUFRabQdBM9nKKnSsGy6YQMtYlBd2WMgnKTdqqPKkBuSCRk6sqRgeX1S8QHmVzfI53NIZh/f77LR6iOFh1F0cLp1xI5AxfcZGdQwlABFDWH2XDKREHdLh6hCHMcVCFyPrgbpUASh59C2HUTJQ7RdMiEF1QPJFRhKZbAOy0jxKILV4sC2qMcG7mMw3X18v0NbTBLIKnrYAEGjq4XwYmMcrtY5GQ6z65qouUHqi3fQe0U++6WPcWd1hVPnzmE5KoPxQe4crPDCF5+ntn/I0OgUe+u7HJk6yz8sLNGVfB6aSNO6Ps9Q7RaPZzMcNj3So5OUdu7hixZeJs/O3S0Gh0NUV5s8+OQJDmpNPMvByISprG1zYmwEayjO0s9uMXHiBBWphWAHzKeOsYlG3HFJGCH2mmWUZJLa9ipBy+bKTz7g6Mxxrt58Bysw+dXf/Qw/f/sNvvjpL/Ht//t7KKqHbweMDQ3fn9xUKwgSPPnkg3SbDn/1nb9haGAIzxGx+zqC6DJzdAjXlqkUSzRrJnPnjtPstIlGdLZXthkaGuKgeIisqRT2D9AFhY8+8xHeevMSc8fmWN/Zo2c75PJZtnd3cBybwWQG17KIhDVOnDxLca+ErErcWF7A9QIcy+Ozn/8Mr796iRNnj3L59i2effwJZmMGt967yrEnT7O/UccL6fz9D37Gb//OZxDtDulQinQija4KzM0eodZp8cpbN/jh37/CC198gnrL5uzZaaxOi2ce/Rhf/a1voMdS/NLnLnJ3YZv8ZI4X/+pVjp/I8Qf/7e9juT0guI9GvLWAFMB/+M8/wJFl4imdz37mS7x3+SpLy3eZGZtie2WFz//SZzG9Jqomk82luHNrmU9/7Ff42Ssv4yBijLbprNq8c22BP/+f/w33ljd55fX36PseR44fY3V9jXKlgShIJI0wc0cnWaseYJUdRrJDiP02uzslVg52OfnISXIDA3QrVWq1Gj2zw4nTx7l65Rb/4l/9Pn/z4ndoNwJUTcALJNY3NzASKr2OhW9BPBLl777/fV588Tt858W/vX9ukyQEQUDXNDzPpdfrEYmqeJ7L6WMzFA93UCQRTQuh6FEEQWJldR1FMzBNG1GUMS0HVdWwbYuZmSnW1jcYHExwUGjcx8oGAVIIjFAMr29itvp89KPnuX5tkV7bRdEDHrn4IJpm8OEHb5PPjZAbNTl5apRYQuK//28u/2I32Cvv/ek39w5LrFRqtHcbDMhhXFPkzR+8y1PPHuXmrdscPz3N7tYG2zt1FCmg73cYGhjC79vkB1L0nT7pwSzFapVAUGjWqgzqaQazYXzDID92hGxSYX9vh55jsbw0jyy79Ps+ra6IpocIPI9SpYwYSMiyRuFgE8lQeeLicfITaSRdZ+t2mXAg4wUeqhGl73vYnRbVZonZI5M88czDDOUz9JwOkg3l3UNyqRG6JYHafhO71yLoB/RdhYHBPEsrK0xMjREKq8zMTHC4v8fQQJ5qtYeHixRKUm9W2doq4SGiKjKDw3EG0lEkSUH4/76WQ3IPVxR54+336PU8JFmmWlkjFFFplFqkUjnKZpml5SIDYhbbaZJ9cIhoyGcuP85Oo8x2tcGnH/w45Xab6Zk8y8vzrCyvY+HREqDZrvHo+cfYnD/AN01USUXSRAJZoxe4lC2TRq9P2XZot+v09gsUli6zuX6HlYMSbTPAsl1MTCKZFImkTDI9gKf4lN0esWgEx+4hhES6gc1esQBdm16vTqFYZmhsgmatTkySCXw42C9jt2zCWgxFUomGQkhyBEX3iMUjOJ6FYcTomH3WNvfRQ2E6roWeMggEnVbPpy9DpV1DkFKIg3EiGvi6hCBr2IHHnZt7RBIJMpZJEPTQ+wGRQCHsCSRkhcBzUCMK4WgU56BM0O+xXanR6gm0RY1CSMFs1TCjhCrQwwAAIABJREFUBveEOIzNYOk+ZAaIpIZQQyFiqSiuKhE3Uji+RNJJMKqlOAx6hJMJNtZX8AQFOZXEUwxOH32QvZ1Dzn/kSYrlPY4NDTMxPsXS9hZHjp3jg6u3kQYiHB8bpPz+TzgXdjirKxT2DrAdmeuHKySlHma9jxyymc3nqe9XOD6U58rdW0wOjRAENo7dJTuUY299lZggEM1leXd+kZNzZ1gzRe4JaUxBIUEP0bTY63Q5MXeE1toBE9lxipU6bmBRrtX53d//CgurVxAEiY21ApNTY2xtFfD7CvHoEG+89QHlWhtFVnng9Cn+r//zOxjhFPW6ScSIkM0Ncuz4DKpssLqyg6rIKIrB5VvXaHY7HBxs8KUvfZW3332HubkTyFqERrPOZz75CW5cv4nru2xub6JqUdrdNl//+q+zvH6LkB5HFg3OnTvFnZtL7O0WuTu/RDSi8tHnnkPRIuwUSyzevsuDF84wNJYnN5SAvsmNd68RTUTYrlSptRsUy02+/IXPkIwbHOwdcmdxkX7g8/a773Pi2DjbeyX2Gy3qHZMHHn6I7Z0thgfztOsd3vjHN/n8V36JutmgVGkjKTYDqTQhNcT09AjOYZXiwS7pWJKlqzc5qOyTGBvmN3/3n5DUwhzUCthCj5HxLJ1ii063h2nZVA4P0DWB9Y11stkcVsXGo0OpVuBXf+0TaKKCocaoFIogwkv/+BqoIXIjKaaP5FhcWEEWYhyZPcrNhZt49Ln42MMs3VqAPgxNDtH3fZ786BOcOXsEUQoIGylOnjhC1+qyV9glHI7yzttvoYVSfPZzz6BIGqrmkUym2S/soysavu3zwqc+w7/79/+OpZUlPM9HVVWSySStVguEAHwPPWQQ0EcURRqlMpFwCKcfkMuNc/vuCs1WB1FWcdw+fgAgEAQQBMF9RG1Yw7I66LpOr2chywqCHOAFIEgCjuNjGDKddgPP9QgEH1kWKNVqlMs1apUu8ViK4n6DRr1EPjfAsx/5L3+xdXXfvfSH33xg+kGOzE2zUypR2OuTtF2eOD7JvaUFUiNHmTh/hOGhGaLtJBdPj4EhUG21Eb2Ayfwggg/1VgcXDVHwae2rhHyHmelRmpaIEQ14/c1/IJ4FLTB54MxJAnzy+TzNeodMJkJqMIIWDiNILpvbS+QnT9DtJLnx8xKbKzZLdxf5z//xd7DY5O7yIqqvMjQ5xOBUkp7ZRlDgsLqLHhZZ21yGuI/jBaxsLNBzmoRiOhE1zPjMHFcX7nBvcYXZ0XH2t7YZGx+ibTZpNeoooTC+KFJ1PIr1Q9bWWsRUDTXqUCxarC3vIQoZFu+ukEwnMcIiqgqRgSSyIXPsxHl2d3dIJiexXQdZirG7ucupo3PIbo+StU81aNNp1Nkr9fEE8CyBkBzw/e+9i2cqtBM9stlB8vFJFFdmKJpka6vImz9f4ZlPXGT+1iZIHqLg4ghdXAl0Q0NRAkyzjSsIdHCZPDaHEo7haSLoErHhDKvFQwgJ1NotkGxamorY6RKXfVTZwevatIsVxiIG+fQAgqERTWfY3S0iKyqi6yDJOr2+j+t5aAmdmtmk7QaUgjajc4OUK01i8QE6fpe2JyKrGppmEGhh6j2otU0CX0SwVTRXJR2MkHO6JEMJ/LKFVjMJKl2OZJNE+j4IIopsUJA12lGNjc4eXixC3ZJx4jlW6yoh3yA6NsjVtkV08gJuehYvO8FAepxQahzHmCWWmmEmPkBYGafdP07VmWWvEaPZi3NYDdF3VEw6FPptfB2EXousJ1ELxbAwaHb7eBGVyYdP0FV97I6HERnm+pVFnjn5CNdvXSE+kKD37jvkthY4bR5gKDqB5dCu1hh7/CxSpYJnutTLMoMjIHoinUYHe/i+crEbkogoMSKJQTrtBn44QFQyHOyVmDh7nh8bCd7YL5NMpAhLPmt72/jpJEnbYff2O0xH0rRbXfatFg2nzuysxs1r79Peb6O74+wXN9jaWuKpp59iKJ/noFhmIJclEo9y9/Y6fbdHKpXixt0VPvXCp7ly7RqtTolbt+aRxCTXrt1hZGyE5fVNFF3k7LnTRGJRIuEoy6vLVGo1ErEMRijE5uoakihhBh6pgSyFgyKB6yIK0Gu1eOSREyiqygcf3MZXZeZOn+Tjn3+OD69fpbC3xW/+8i8TVIsMDqY5ODhkJB3D6PWxai2KIY/JRx/l5pvvYrV9nnrsAq/87DU6ps3zzz3H8bmjZAaSXHjgNPMr6xTKTeKDU9R7PpNHJgjFY3zvB69wb3UTUVe4s3yXRx95GN1SWVre5uwDj/D9H7zM6uYB0ZEsueE86ztrmIbImQsXuPTaG5R2WvzFX/4dYxMTbK4esHRnlWK1iO+LxNI5eh4MD06wfm+Hg90WkcwAfsfisUeOs7u5yMt/9zaDmQHyo8O89uqrPPvxR6l22iAo3L25xsbqFs88dR6rU8H2PAZyeR4cHqHdaVDt1Gn3XC5fvc3xqVGOjYzyJ//x22xuHdJoWjiORGZgiJWVDTKpBJmswot/8RpPPnmEn770DsXDQxLhBJ59H184v7BALG5gWV0QRCLRCM16nWgkQt9xGM4P0Go3Sacz+K6AZduIskq1bbK8UUQJq/QDD1EVCDQR2+kjSiKicJ8EpYVkLMskGo8gSiKdlgWBiNsHWQ5QVBXPtwmHozRaLfwAZEnH7HhYfZvhkQTtuk2pVGNsJsS5B86wtHjAr//qL7gP9nvf+9+/eXNxif1SCd+xiKezrB2WWLNLNJI5uqqHEo7y8stXuPD0GbaKq/jRHvG0RrtVYXJ0mr3tXdK5JA2zS2G3yejgCNNTcUrVKl5gIKHRbtkUigecmzvB9vo+i3u7HFZqNKpdxodHCCsBvmUynMuSSKQ4d+4YQdBlfGoYQfaxezWWbl5nenqKa9cXsTo2ejpGOB7BduucOXeCQnGN7HCcWDrE0tIOni0goTA9MYFnO6THhvng9jWGclkiisrRI8dJZNLs72xw/oHTuK5HJJVleXmXnUKHVrnDwW6L88cnEdSA3d0qc0emOHd+AIGAbsun3+/i+R08X8IyA5aWFoiFMsykohw9NkIgSiTTSXpegB5RscwqRjxCbjTFmZNHsG2XvijRaXgcO3OcuC4TSUU4XF/kwqMPUdpfY0jL03U8Zk6M8sbbC1i2Q88TEIQ+pqgTcQSEQCKVTSMgEFcUYopIyGqRTkYIBBNdFwh8B8lSCEciBLZHJm6w6/QQJIVETAPHxWqBn0hhNXpkEkn2Wh1sD0aHctRKJWqxELudHtF0lkg0hiaKhHUDX5XQYgl2ijsMDGTAa0K3Sx+dnWKRhBEnbnYZFGTGwmFyegS/ESDbDv22Sdvqs1g0WWnZVFsWJVfhtpHjphYnrnUphj0cfYp212N4UEaWVLQgRHhojF4Q4aBcIT4YZqVUZGj6LB0EMtkBVjaKdESDomPhBBZrW2vsVpq4VgO/t09YbRPTA8IhiUzCIZ8dISyqeEETxdNYr+1Qr9ZwwzIJI8JDs8e4ubnI9OQMKcKMj07yrT/+FqeOn2Aknyfle5xJQG1ljZH8CEuFCprXwk/E2FnaJRwZp+Y2OTWWp9KF2GiStB5mea9McnCC5XcWGJwZorG/iyF76AmZRrtBc/A4b+5XcKNphkIxCsUSRkhjLJNkOj9KUKhQa7TZXq/S60kMjw0yPZ3hpR/9hFQ8T35wirv37uEELrFYmlqlw852kZHhEWKx6P1phdWj3W1yWCwSMmJkc0n29ouICLhugO9JdK0O+wf7ZNNZAvooskC7YbG8fI+RyTyCKHJvYYGdrR2ef/ZZVpZX2Ns/IJ0ZwLIttJCOJKkcHJbZ2Nrk3sIyn/3U57lx4wayJDA9lqVZKqMrKj966Q28kEx6MMXwRJ7vfe8VRMVHCGnUtyscmxmnb/oE/Q7RzBiW5BEz4jgtm/LuCvG4htlqMTiVo1TZZ2goxmR+gL2N2zxw9Dhj+UHm7y5Sb1hosRgjI0OcOH2St9+9wvrmMrncMGMjI0zkh7l99y5Nq8qjDz/E2q1FPv3c80QSBqmRBNNnJ7Bsi3BIIy6IEPj0LY9sJMXb718FNYIoqXiByK988ll+8Hcv0/EbjOZH2d3rsbi6Szod44knTzE+OcoDZ05jdk3Onz/K1ESOZDLF0uYeh/uHNMweyVSWuZlpxmeGUFSd1y69y/y9VSZnJ3n2E09Tqzew+w6mZfOxj32c4mGBTrfLFz/3BV5++XUCQUZSVRzHBBE83yM7mCGXy9Fs1HG9AFVWcByHZDJJt9tFN3R838f3RFqNNh4+gRAQBGCEVZy+gygJCD6IYoAiqUiSTN92CfCRZQXfd4nHw7RabQhkbNslPRAmQEBVRVwb/MBCDcVxfRe/b+H798Xuhp6gVq2TH4uxv9MhmcyghVt89cv/6hc7YF/6+z/+Zr3VBFljd7PL9nKF0dEpLNdgb2+XdsvnjUvzdPs9EkmJnuUTG9KRFAmCEOMjkyQyScrVEpMT0+wVSgSBT6HcIJOf5dq9O8wvXyc/bHDs6Cxup8/YeJ7zF8/iCx7PP/Y8y4sLjOVTBLbD6lKBldUSb1y6TuD1GRlTIWjgWjWOTp2m2ajw6OPnyU8PMjeTQhP7HJuboe9afOTjT/Le1WsoUQMlSDKYHWJgME9+bBCrL+L1LM4+eIHD6ibtpk3psIEigJEc5KUfvsb6bp/b17Y4dWSMdrdJNqXgeB7H5rKY3T4XHx6j125QLZkoaoCs2qST45QLTQgCarUSc3PHyUTj3Lu1w+LCOtfndxFVBUkyCesB8bREJKSwslRi/vYh+xsVkskQhzsVXvrxCn2rhVK1aXUEGq0qscgEbTvJxk6Ny3c26VVa+J5NxEhg9WwC2UMIJPzAw7E8LC/Ak/vUzTonj03gan1USyQmRej1RApdCyMSoWO16HoOE7kcnqtSkjNs2D1SSR0hEaYX8sBX6MsOKALr97bRBJ3JTIR8OIReb+P0TUaFELrrE5IFst0eWSNBabFNtJmi2NynVCjhGiEKlQJmaoqSolAQt1mSTUqDT1GMR0iFXdThOJtdk1R+GCNpkJmeQAkPcHTsCMNpASORIanMocbjVPeqCGKKw3YTQgqNXpdwIkzP95iN5jk4rOF7bWrVNTTNoOeYaKqG5/Tx/DBVoU/ZtWjIDmIqyUGnTSiZZL3ZpSA3cKIKdSWBNZim60pEk3HOTU1z6rmnWNheZcAU+LP/9T8xfP4k+0uLvPnTV7n94Q0+dSGLvPIuw8ohWweHjE/Msbtwk1OnznLn9hpH5wZphiu4W2Vix+do1aqEQiaFTZsjukLP88nEJNivsVqqMTxwlA/eW2Do5EP8tJKiJSUAG6tt49ltxrN51m9+QFrT+P1/+Yd06h52v8Da+gq7ewe8/OP3+MKXv86dO/ew7R5ds8n5Bx7m8OCQTsuk3Wixv7uFbZl0um00XSIeT7GzfcjU1CRLS/fQNZnhwQmikSRbW3t89atfRlA8ttfLjI1kCKshGnUTqyciSwK1UgtN05meHqdZK1Eplzl15hzLqyugSIQjMbY2tjH0KEMDeR48c4LlxXtEwileeOGTfPdv/oZHH3mKY8ePMjqeQdUlpscyHOyVOXFilm7XZ2vrAFkLMX/9LhefvMDxh88wOj5Mr9bkw/eusV0sMHF0mmrTYnO3xI9efJ0zp85SKJQZGMxSOehiddsMp4d44Mwp6t06UUPn9NwYq4W7xCMqn/vEp/npS68yOzPK+7eucfbceZ559CzhIMyLf/USb733Ghcff5h0Nk5h/haffOJhPvrEE3hGjEq9T/bRETLHx/njb/0BB4vzFDplSlurZPJTfP9Hr+KVRbSowfzmLpV6m8efOM/tWwtoRPjgwzu8/uZ7mJbJwWGJaq2L59/3PStKhOmZGWZmp9heWaVerVMsVRElmXgyhmWbrK1tE4knCICbt2/wkWcexzRb3L17hVAITNfEdKBveXg+iIpAq92l3WziugFBEOB5PrbVxzB0stlBbMui1bTwgz6KJqLrGromEY3FqFZahHQdr++BKCEhIIsKltVF01T6fRdBUhBliMeiEEiYPZtUMobl2GghnUatAwH4voiHReD7CK6ILMpk0kk8zyIcU6iWu5g9n0QqwtrmNv/in3/zFztgv/+3//ab4ZiMbXqMD52iUjzg9NEHaLarjE7nqdcEIuEIE1Npzp4+Doh0elU0VSGkR2k2m9iODfjo4SjNRot8LkciOUDX9FBCGkZYQwpMJFmj02jTt/vIYR0/CHDNPpqu8t7PF7A6fZpdl1a3wpHj40TjKvnhHPVqg2x6hG7bYmd/j7BhUG3UsHoWjuOQy42iKDpXr98km8mjqVE0V6K0t0ciHqPbrbO6sEICmcATMEWHWrPJUHIQXdTYLh4QeAEDg6PU6ofgNchmx5kam8aihGv59Mwut6+vEU9oEITIj46AKLBwb4NMcpCQESY7lKXTabGyukouO0ar1yUSN5g9MkskopJKxSgWGsSiOXpdkaiRYXdrn6PHRtA1A0kXiYZDBGbA2LFhrLZAIjzCt//yZQ72i7TNFp5lIgYCgRegBCEkUcIXPRB8fOk+bN92+qRTGWSxhy8I9PoOXUWkHAj0JQ3bvf/Rq4eTdLs+7bqNJrrE+10MWyQwdcSKTVrUiPR7JCSJUyePEzYUDLNJLHBwWlX8sIzclBBVg/fuLZHQQ+wn03z31hZ7SgprIIwyOIieHkEdSNJgglhqkpjeRVaS+Npp/L5D2HfpG2nU5ARabIDM1DSmHqUfy7JfbdN3Sxw265RLAqVaAy8IEIghaTEatS6qHKbabtB1XQIjQVVRKfdcGpZHR1CpElBVfDqKT1/xkAwFNSKQSqaQBBctE6cmQjKVZCplENOyzB5L8/CxY3z5yefxFZE33r1Mp98llU9z6ft/x8nz53jlb7+HW61SblVQ3YCHnniG2ckMC2++zejEEPPLa5z/1EkuvTLP4596jHqxxNF8lvhQjM3bK+QevsDu1bsgBNQXW0RGdVSnj2A4DMZz7FWqdD/yFN+5eZdjJyYpVsqkwwaxRISErpHUDVLhBO/9/AbrS4tMHMngO31isThrmwf0/S4HhztIosnTT59BUQVu3lzlkQtP0u20cB2HTrvHcH6EZrvNwUEFSRA4eWIWTZMol+v0uj4CATs7m5w5e4Z33vk5PdPmuWef5OBgH9u0eOGFz7Kxtc32ziYTE9MEgYDjOETCBhcuPMSlN98ik80Qicdptdqosszu1j7Pf+wpXvvp6yiSQbfXZXtrH12XuHTpAx668AC3bt9m9ugczUqH1y99gBGKYESSZAeHOXFsGimksr+/gxJA46CG2TZZWt1ibmIaVwBDjxN4AgeFbT7/+c/zo1feoO/J3Lh2hy9+7ots7+2hREUu/ex9Kgd1BvIwGM7w+qvvsbZ2SDgpgi+yvrJHa7/Alz7yKV7+yStMzI1w4uhpWp0iIUWm2mwwOTvJ9u42akjkn/2TX6dWOWTayJB1fM4em+Gjn/scl39+g9u3bjE0mmPowhRWvYoSjvCFL3yBVv2AE0fnqJbLvP3Oe6QHhojGDU6dOMb6+gadnkc0HuHYkSMMZjLcvn6DpuPwzlvXOHvsJN1eF8d3cB2H5eUtdE3F7ts0qhUmxkZZXb/H889+hLs375GMD9HrtTFNF8/3ESSQBYF+30MURYIgwHU9FOX/Z7v3EUWJdqfNxOQo7VYXy+yRziQpV6r3FZuej+f5aLqGLImYpoUs33fGCoJIIHhICLTbJoYeIQhcBCnAD3xUXb8/7XM9PNdDkAVkWQI3wHN9LMuk3+8T4CFJGp4X0Go1GBiI8o1/+q9/wQP2r//om76v0a671EtFMgMqA3mN5aUCmcw47W6Z/JjOYHqEOwvXkHWBSEjBtQO2d4vYBNy8eRcJjd2dffYKm3ieST53iuzgOBsb+4zk8pw7cpLtQokTRx/ANH1qlQaKpLO0tE44kuDI0Tyzs1PoUZVas0OlUUUMFOQgzOzscVp1i1MPHGVoaIz9Qpm+LbGyVKFa6mE6Xe7ML3D6+Fk8y4degGk2OHr+KHu1Ap4uYns+9Z7Jh5cvE04pbO3uEZENhoYHSU3kKBzs4zgu4USffC6G4oEkSaxtlZhfLXLizCCTY0naPQPT9lnZLLC0dsjqdoNOTUSRXVy3A6JPPBljaPwYC8tbNJsi7VYH226zvrGLLMRYmN+h022hqRLTMzkUxeGty/cwtDBPPPsgsThYgofh+dRbJUr1DtF+QC6SRpUgJBhIXh8jpOP1eohyGLtroqsKtmMj+S5+p8NoJk7E1fH7FpIgYVoQ1+N0CgVOSBHUepdYMkGxXKLZ6FGwTIqSSLFexxGLLAY1WqLDgRDwYVunasxSbmRwjGmKSp7W0cepdwycoRGulDYYnh0mM5JnebnM0NAMoyMGUVXGbGnoWhQ1N4qeGsI2awS2hlnTsHod1p0e5WaTftukVWuy0yhTaNXZO9ii02xR7ck0elD3PCrNLhXfphdJstDt0w4U2qZLW5VpeTKGGkZPqDhpHS09QGJAZWIySyYGc+MZHjs3w+kTk7zwkY/w2EMnGcsMMWLEiNgN4rU6r11Zpb64w52lBW4uLVM+qCIkwFNdtA4kgK2tEpsr28TDSXYLRab1JI4m89Pv/pCNdkAm5BMPJ6i32wyLOQJth5FImI7TRYmMUru8yeyZYYRKgVrN58z5STbaRQaA27e2yZ04z6arcn1ogj0vhl32iGUHaTb2iOgx0un/l7n3fLPsLs8177XWzjnv2rVrV47dFbo6qFtSB0WkFkISIAkQiGRjONgYwzhx8Ngcz8yZw7nAYMbnGAfABAsLG4ECQq3cOVRXd3VVV1fOVbt2znHttdc6H9rXfPN8nIvfP/G8v/d9nvtxsnLxXTxik1+/8CKJ3Rgf//hTJBJJmrUGXn+VT3/+PvaMBcgmi7S1uNlYWadYqOFwBJi6Pg0ooDWwWJ1ogoRer8cXtJGIJ3Fa3RgNJqrVKm6vm2gsisVmxWITEQXo6ugCscZdhw9hsen55QsvEo/u8t5H3ss775ymJdjK9PQcJjP4W/yMjR/AZrOztLR625GqyAx2hqmWZWSlSVuknanpWfr7IiTSKdxuN7O3ViiUG1ybmmFlbROXx0e+kmUnGuPW/CxLq5uUy3U+/JGnKNQyDAx1oNerNNBTNUicvXKRndg2okFHpDXAi6+8xcd+66P8y/M/5XNf+ATf/M7fkEzmuPDOVdwtLoxWPb/9sc8TTWxRTBcY3zvIkfGDZFN1Hnr0Xh589AnO3bzGbqrEO29dYWR8kOHefkwGKKoa5y5OUk3XaIge/uQrf47X1cry7Dx/9cOfc2lph8lzV3Cadfzef/ptljZnqcaT2J027rrrbv75x8+xt6+Xm1MzLC5usr1T4Et//AUkvcrExARtkS7K5Qoul5vobpyllQ1uzCywsrqOxWZGEKC9q5O1tQ0UpYnJbEIQRLweL93dPVy9cpVgKMzq0hx337UXxCaCaECns1IqlxAlCTQQRQm1qd02HwGSJKCqTRoNmc72TpKJBINDPWxvbeN2ewEFpSlQLjfQGyQ08Xb7jiILKE0ZtanhdjkIh1vQ68BucyJhwmiUqMl5LFYThXIZRW3SqN8WdY/HTb1Sx2w00ajLiJJIXdHQGw3oLRpoIjpJT6mgYDHZ+IMv/tFvtsD+7F/+9mvRZIpqRaMjMkShlMfX2sHC/CrvufduquUMCDJ7hvaSTkQZHR3EZRfx+VuwOnxkCyUcVhv1ahVFU3G4LNhtVi5fnKNWb6IhkE1lcBgc+FpDXDg3iU40kognCfrDmMxO3G4v6xtz1CoVRkbH6OzsoVap06hV8fnMRHe3cLhsvPLSG0g6I5euvEFHRxi7tQVVkKg1Ktx19xGMeiP1coV8Kk05lcbusLBncA9zN6aRi3X2dLSxp7uHkSMDhNu7kAsypWKRfL1IZ0eY3ViallY3se0oUtNEKp+jJdxLLBXHYjKRS1bZjpWpN2RS6Rpmmxd0AjtrOY4eHyXU6iK6GyWXq3FxYp5sroYo2LDZzCAoBANtzM9tks/XMVn0KIpMTS4zdrgVk0fj8UfuI7aTZPrmJC0dPoSqHofbx42Zedo8PprVCproQNJXUKoqNQWcZjMIFUJuOzq1CYjYjTaMSHT47TQLFRyihFCqUcuU8YcCJLJZklUF1ahjI1WgpDoQugcoGUWCDgmfy4bOacZi8ROwezGa7DTtfkSDhWo9j8OtQykmUC0G9Hobmt3KzMpV/B4r3SNDzK2lUQ0WcDfI7hQoVk1oBgfJnQxKWmN+d4FYPk+lpJKp5ajqdJhMBgQV0AkUxAZNk45qtUa6kEM0OKg1mjSQEfUmFEMdq8UCIrhMetxWK66AEY/DTiTowKKXGegIMdbeyQOH9jE+2EdPRycRV5DqepyNrV3Ov3WOS2+8w9un3ubyzHV0Zid5vcje/QfpGTvO6OEIJ+66m57uATLRFe7cs4dAIEw1m2J5ZpGqUcRaUNDrDFidFnTlOk8++zifuncvAz4TtXKBoT13USlmGOhpZ23yOiZPK7srG+jsPmaTs5TrNhx2E9Pru/T0RVjbKXLkjoP83XKSYqefRFqmWC1jM5uBKnljld5AN418AWrLdHd7SG6nsdsdvHTqPA05ScgXYGs1g95k5LWX5/nilz6GpNNQZBVF06jVGyhNmb6+PvaO7GF65iY6nUQThUK+AILA009+EEWpsb6xRTSapq0jjKoKuL1OypUyDzxwgsX5DRrNPKLQYGsrgd/nxWSyUiwWMJrM1BtVPD4XyVSC8+cuYrFYkXQGKpUSpVKBoaE9XLh0FbnZZGNrnT3D/fT0dzLQP8D8whzlskI8nqa/vx9ZUfEEfNQbDaolGZfDzcc//jhDQ/2g1Ji+doVWt5+zb5zjyQ9/nFAgTKmR4pkPfZDetg4QJW4HSHGjAAAgAElEQVTNL2O1W/H7fPgCTjRN4M7Do1Q1mUsXZ0nG8+zsbLERjfOjH/2Ai5cvMbe4TiKd5/r8DbbXo4QCbl594xRlFH7ndz/OxOWzaPUaox0jdLf1Iyt63nznAtVUjchwN4G2VpKpGA63G61RZycWp8Pm5frVW/zBl75AKl7mez94DrvVxcWzV3E5/OiMTpAEVKHGyvICjbrG+vouFpuFp57+IPOLi9jsDgqlMo994FHW11bp6emiqWlIRiMmi4VsvkihVKRULmOyWKhVKsSTGQ4fHEMUVCSDEZs9yPLSGhoaoqRDFERq1QaiKPw7QELBbDbicjswGPTU60VKpRqdkXZsVgObW1GUxm3OO6iYLEZESUKWZZoNDbvDhNJootNJNJQ6mXSeQr6M0+Wkqdao1ercPq8KyA0VtSGiqSA3ajjtNkqFEnq9iKrexq9a7BY0tYZOLyFoImpDw2I286Uv/YYL7F//w5e+dmO+QaWhceyebowmiV+9PsngUIT8TplQKEjIFyTosdLf3opFNKE3aWQKRZbmd/DaO1hbXmff4UHSlSypQgFFE9nTN0CtlmF2/jpmsxmTKcClyfMUik0QjYzuGSa2kyDQFmBi4gr9HftBEZi/OU82E6UrEmJ5boqWiI+GJnDj1jpLqwVqisKRwweQtCblYgrUJk6vkUIxyff+6UVkpUG+0MDZ4aehSkxeX6RQbTAzv4zmrLGezKOv6Emuxgl0dGFy+bhx8TK5ZBSDr5XUbonRPcdZXb+Bv28vizM7SE0XlVKZhYUGj5x8mHQiy8pinKai0t7aTqFsYObmDOsbu7SF2lGxUldtpDNlJJNGvpxiz9Ao6VSBcGsnHq+d3kgLw4NDCDQplDMMdHdz63SUHq+TrsN7MAtWri3cQAb2HT5CDh2SZOTDn76X9h47/YNtrCXjGJEJ9rcQ29zGbhAp1SqYgg68rU6WNrbBJrGWb5JTb7M7lWAb25oRW3gQk0mH7LSRdwZwOQP0BPx4XDZ8/gHy/iGMzn6aum6ahh7ydTsV1cxWvEayYWKnYUSRbKTzMUqlNF1tvejNQXZ385jMXkSzkUxZJqs5yHtNJBsltiWVKAq4PCQFPduaQs6ooDV1pCQdYtjHdr1CINiB2eSgiUigx4/T4iHS2cEDR4bp6u7n6JFxxscGGBjto3W4nXBXC702B34RLlw9z+7KDqm1BDevTbG8skGxUGQ6miCuCVS8LoJdYR546B58rWHuODjGnaPDLNyYos9i5dbEO8RmLhPMZujTJ/nTL/wFn3n4Lr7zf3+d2JlT/MH77uO510/hQaPptlDRK5hQict5Thzaz5/9H9/j/Q8f49Ll83T0dVGNbaGnQZoKvnAb+UQVU9hGfidBwNtJrJTEYbDRlGSylghRXxtr1QIHxl34XetYnGFIVuhqDzHs7WJt8k3cpgxKPYteaPKrV64hCzp8HUFag520tYuMjkdIpGWsLgPf+ubPoGkkV0jRt7eHnWgCDRG5LrK5GcMXsHP0xJ0YTSYy+RKqIjA9PYndbmFxMYreYKO/vxtFq1FXZOx2O7Vqg2qtxtLSIk6Hj2K+hs3hY3NzC5PZiNmqI5PNkUzmyWYr9PUMINcVtqMbGI0Gnn76Sa5dmyWZTlOvC3j8HkSjxsTULIcOHaFUK7KwuI6k05HPZ/GHAmxurWHQaRzau4cH7j7A2uQkVy9PoBp0yEqF+Y1VZKsZb7CFXDmDrlhj7vo8ZyeukkhtM7C3G4/TjqQ2cNksHDq0l7GRbnx6O+VCma9/679ybfYmtXyNH/7kOfbfMU6kx8H4/j0U4is89eRDSDqBT37kKfw6B2d+NUGgPcSNxRXipTSCsY7cTPL5T7yf3dICakUmYndhaQtx4sQBDvaHuOfOA5TRuL4yy63JNLlikZaIl9F9e6nLNaqyQrKQwetz47Lp6O3qolpW2NzaxeNvZWLyKiajSj6ThqaKrIHFoCOfjJMvFFnfiqIoTQLBELVaHYvFjM1sYWF+GdFiYHVphYW5HcwWD4vrK1SqDepKAzRoKgqaevv+atDrqFYamM16jEYTxUKJzs4Q5WKRzs4wxWKeo3fdg17SUa4WaTYVEEADGs0mRsmExSIg16GpNmiqCnrJQlNtIEkC1YqMLDepVGRaIyEKlQKK0sRg0OhsD1Gv1pFlGU3VMOjN1Ot1bBYzNqsBs0mmlJcRALlW4k+/8he/2QL76umvfe3o/ccJdRhx26tE2lowWzyEg24undlkeWWVY4fHaVQzlHJZsrE8mlHlzIVLtIa6aFQk9HqBjv4gZruZeDqLw+HCZbWQyydp745gsdnYiWbo6Q8zv7CKz+tDh0p3TyfXZiYZGzvA2uosWkOltSVIIp5HL+qxGHx09x0gnioyPbNGuDNCR0c7z33/JQxYKBfSVMtlHjx5CF/QgcXmQm4oON0BtjdWMEtW6iWVQ/sP4nW6ePDYnYRaOsnHszRrEt5IC9HYNmJNIxz2kleN3JiYZeHmBofu3EO6LjM7uUKlUMdkbFKqKjjNRjLp5G13YWeInc0iqUKVYMiP2Wgik4rjD4RY28wgSBL5QpG2SAgUjUwyj8FgZW1tGeQGu5sJyvkCDbWAzVpie7bK2vQWhHSUs3ns3tu/alUSmIsm2FrboaOzQbFUJhBwYAnYGOpuY//dh2jxWjl64AglWUWw2DBZbCRTWVxuC7HqbUNFpZamc89hjN4WMtkmYZcXua6noblxm7qpqk4Wk2a2ViQ2czWiGzFW1qIk0znkyjZ6NUXQpseor1OWylTrJTSDhSp60gWZZFVlUSiTsZio6XVUmwIVyYLJZEPVZKqKDrsmYZVEdFUNs9+P02XDZrbQ5nNiceloCwcYGxjE77Bw5/4hxo/0098xQmtnB8X8Nju5DDtT00y9e5ab70wyefka1y9OQlmgXCqjG+mhe98hRscOMrh/H0fuOkTPQCeCqmKSG4TrCvWJSa6ducD2zSne/sXLvPrzX3D3wSF++OMXuPHaN9mJr9NTT/PFL9zF1M9u4NmZ41tf+y0uX1vk4q15rBU9sqhRspjQC3oatRoGo4ELl2d56ImDPP/CKYL+dhJbG7jtAstzMbxKkGJxEftQBDHVxH/wTprFNK1BP5LLjdHvp2Dp4aXVBCWpn9Pv3sRmsZNY36TZbsKtN7Jw9XUGhrx0dAc49dI5qlkd1aaBT//uZ4h0uuke0KPWjVw6v0C6UCQUCaKX9Ow/OEa4PUC1VqJYbFCvNVhf20VVNdw+K0ajkUAoRCaX5/777yccCmGyGJmZncOgt7CyvkStWaK9PUIqkWJ9LYrHZ0bESDJWwOX20Ne7B4BYPMp7HzvJ+sYGkmjD6fAgChrRaBSr3cLAYB/lUglJ0lHMyzzxxGOkUnFqiobRYiSeyLK+tYooSEiSAY/XgaSzU8rn6WiLEF1Zp7M1gFzLUsgXKJbK9Pf1c/TwvVw5N8WJew+zub6AQW/h3XcvMD46wtx8nNHRUSwmE52RMBISCA2UUoWWzjZu3LrB7s46rb4wAwcGkFB5+qn3kIntcGD/PmRgdWmL4cEuVFHg//r6dxGMdQ4cHscb9DB8YAx3wEexJPPdv3mevuExNlNl3vf++ykV6lw58y46s4mpy5dp93tJbCXxtLu5MTvD0QfG6e6LYDQI3PfAvRSrBT75qWfxOGxsrKwST2aoVCucOHocRVaolMuUKzVcbh/J7QTlUoGaUkMnGSjkSogi+P1BtjY3cTsd2Gw2wq0hPEEf+/buZXxfH9M3p6krDYrlCoLIbXOSpiEIAl6vl3K5jKpqRNrbiEZ3EAUBs9mA0+5gdnaWRqNOLHb79prNZgi1tpLJZhBEEQ0BQRUItjgpl27XaVptFsrlCqIIkmigIYMoCIhiE0VQUTUVo1FEkgQ0VcFuc1Ao3K65q9dldJKEyaTDoNcjSFUU2YDZoEeuyXzlq/+xyek3guT0ze8Ma6+9vszdR/ZhbGkyca6CIVHD1R3k6ulbGPRWIiGVtjYPBl0Eu9NGubqJ0egmlsmhySaUssLQaA1ZFNjeqaMTZFS5jqIZ2C6l8Xvb8Og6uXT5Mkfu6kMQVWTZzo3pBUKhNnZ3d7CKRvaOdIEg09LSytkLk6QySRaXspiMNlKJGjarjnA4Qv+eNlK5NMvz83RF2un0SrR1dpE2KkxcXqYeL7GdTPLsh04S8PmRzDVmphcZ6G7n1vI8QX8LYl2mq28QV8DGleuX8VpVspqZt96+RHe4h2wugSgZMZoNtAQj3JyeQW3oaGoqnV0RNndSeFwhpqenuWO8jUZDJhgMsriYJl9IceRYB6lMjERCRzIh0xpxEGxxkY6LSGKTgT2dvHv6LQK+FtpDejQhwfDQMEa9ndmlaazmAG0tVsqNIrOLNToigywtvkW7vxunQ8QXNFBMa0R3EkxOFVhcSKFpLaiUMOgFDh3az8rSAj6fhyPH7mUzmmRzfQuT3YiqqshNaGqgE3S0tbSyG5sh0OZGr1QIB9p4deYGLtcA+byMZLRQkmVEnYCmCdjtVqpyFU0SqaoNJIsJs8GM12Wk2aij6azoKmUCgQDNpkCkw4MnFELaTFINhxBVAY/RSm5nDqGcJxbXsVPOkFtaRScorJRqlExW7m4xUpckdDYz1pYAXsdhHM0ihq4KSk2lKTfQlxqoOYlkfo3szjalvEg1E6dUKFPeifLMp5/mb/7nj/nl//gkJrePv/qz7/Nv//SXtD34OX53bIxn/micr/6XX/GjPz1Bzejnub/6Zz77l5/j/qe/zmffuwdn2xjf+s7zPPfdD/L5//YmW9kmf/fSZ3nz8g3OXdkmnt0gYD/K6Tcm+cSnHkMy5Tl+zxAzVy6yPLvC3ZEIoboLr1ljfjuGz2tGLhYZ6B4mFd+ka+AEr6tFiqKR6aV1/JFOfME2EpuzuHUZDgy2cXZyjv2j3Vx7e5Yr15aQRZVDo/tYXLjO+x59kOmbM2xtp3Dr3TQkD+++M4fVoTE82gWWMvV6ndhGg1tzG+wdGcZk0hOLb6LXm3nskYe4cmmSUimHz+FieLSP8xcnyBcr7L/zbvLFGudef4PuEQejB0aYubrKHfv2kY+lmVjYQlYhIOjp6+ji/MwcdrudeDKO1W4nnkwiSnoCrV78HjcPHDvKudNnqTUUak2BQMBPKh2lWq3yuc99np/+9J/JZSvYHU6KxSIH7jjE4tw84/cfZfLVU1RzWSSTA73FQE+Xh7ZQhFPvnied3sGuc+FuaSWWj9He4iPscWJ3eFnZjtMa7uaFF1/gq3/yn9hdXQBVQdMZaDuwj8Gwnx9899+4OjHFc//167x66Qzfe+FV+vcN8IHH7qG7pYXF6xv89d/+kEMnRkiu5+jrD5BIVsjl0wQCDvYO99Hf38fpt97m6Y9+gh//+GUGurqoFDJEdzNs7q7jdJsYGe1HaYJWVbCFOymlC7R2tXLtxiVuTs7i97aQyZRQVZWh4TBLSysMDt1JS9jP1M1ZaDSZnbmFIOmIxRJ0h4M0NNBbrOzsRGkNtpFIJG5Df+JJWgN+NFXGaTWyd6iDF3/5JiajgaIsozfp0YwiNKFeqhPwe4juZBAE8HodeDw+kqld2tpaMRkNrK9tkExW8HjMNBT131GKGqp2mzlsdxhRBRW9XsJnMhFL5bA7nRRLFURRRBC126tnTaGpCRSLdYxGCZvDTLFYwut2Y9BJ6PUS9UqZ9vZ2ZmcX0JAo12Xe+76H+fVLr2G3gcfnolxUMekarKxVfrNJTj/4uy98rbdvPztrKwgmjVK5jkUyoZhU1ld36R3ox+GEhlohX2tQqKUxG11kc3msNgFZK7I4t4vL16BYybCzmie2tcPw4AgLqwk28wmy+TLVksChwwfY2oyxu1OgkFAY6BqmWdOw6txoFNHpm2AUmZ5b5NCRUaweD1VJwuZsw+U0ocop7jqyn4tnrxGJtFBvKhgtDqqlAkW5TvdgN50d7Zy7eJ5nn34MqwGajQbb8W1uLd6it6uP1kgvnqCdmakpRFEjmo6RTcZIZdJooo5KRcbpsSBoemT5tsvOavOwtLgCmp5KrUCwxY0gKKyuznP8+J0sL8wi4iQWzSNKInK9STKWwGy2YjRrtIYdDA4OotcZ2FzPk0qncLhE5EYVnWbF49Lj9/tJxGJU5Cp9fUMUylV2dmIgmXF7BtjeKDA+3kEitYPdIzJx8QZ2XRtvn53lyD3HiXS78HgN7B3pZGx8nGK9QKFSxNfSwvJ2iq2dJJVqE5sd7DaNveNOao1tbE4rZotIKGSlIWdocUqE/S6auiYr1RqpYp2mZMRoc2H3uBBNDSSLjNklYffZOdLqZ09bkKDDSzhooqevlX0DYTr6WnCFwviCZpwVA7V0gdW5SeqZBtffOsOlN9/i9TNTRNezFLJZ8vUK7YPdWPt6OTg+wtCeO3js5AEcvhCdQTudFisL8VW8FYXdy5eo72SYOvMulbkpLp46RW51luOddn76y9N85FAvu6U4qe00b3z/v5Bq1mheeZ0n7m/h+/94kbb4BMc+9j7e/uc3+Z2nxojXTQQqBVr8Dv7h+9c4vm+Ad26tI2WqHL7nOAvzu3zwg8eotTjoGAtit6lcnl7j7ju6cSJS1uvIbmqUClEef88+zr71Lr984wKf+vDDnF2cJWwP8uDDj7GVzxPuHaQ90Ep2M0GwP8zF9RQTuRw7uzXaOpy4DEZK1WUEdZvDB7p55efP01QFbl6ZYnVmi9Gxwwz0DyFqJfwBK9VyFoNRx/pKmqqkI9LXxcOP38n8wizhrlbmpybQayJ61Y3PJzI4OkQyWyQeLaEode49foRSIYXFbCMRz7CztUJnTze5cpG+zghX3jhPSyiCqJXQaQXcdgfXry/gtjnZ3Elx4NAh/E4ngiiwEU8g6iQ0BPR6A5lcDpvNSiqR5ekPfYiXX3wZWYH5pVXCbWHMVhPRxC4dXT1cOXuJtfllipkCyXgCq9nGzvoW5UKJ3c11JFlm5OAo56auUygVODa6j6tnJ3j8yY9w6dIkNouBRK7El/74y9gsRlYW5jAYTHhcHtYXF2j1eQnazYTcHhLZEiubMY4fvhOjVifibEWqKPzkZz9mO5nkkfc/zslHH+Hc6TM8cvI+PF4P1UYdt9PG7voGI/t6UQSNhdU1PvM7n2Qnuk64o5UHTt7PxJUrdHf3UC6UuHL5Ag6HC5PNSO+eLtZXlhkeGKDWrLO2sYtOD79++VXec889BINhjBYXVyYmUGplzEjs33eY53/+c2LRBA8+fB8Olx2XzcFAZw97B/pp6QgzNLSX02+dxiAZGDmwD6PDTFNu0N/fS61aol6vUcxnCXR2cuPmMi6/l6NHj5HLF1GbMsVCDZ0o0FQ1rBYjogiNRpN8Po8ogdFoIF/IozRULBaJSq0GSDSbKsD/W6LeUBT0OglVuQ3ttztdKGqTar2OzW7H5/OSy+cplm9XigoCNBUNnVHAbDZhMOjRiRIGgxFJ1LO0tIbZZKapqpgsBkRRozPix2q3YrH4qNTTCJj4gy/+yW/2ivi1V//H18o1lcGeLqwuE1aTn9NvXSVdyyCpLpKJLGaris3mpqwUiHS1cOXcDH19Pdic4G2xU6s0aCgNIh1tJOMpxoaPYnNpCEYjXfv62d6pUc5VWdrIodO58Ljb2dpYY3l+CYulyvWrE3z0mfdjNOpRdTK1epOmAEMjXYT7u7n7xN2kMzlWbi6xsbFJe0s32fQGT3/0Mc5dPEuotYW1rS0sopP+3ghLq3HUWoa2YIi2cCvzy+u85+QDzM8sYLa6mV2+zubqJnW5Rv/eAbraIxj0LbjdNnr7+1lc3KaQLSMIGoqiI5NOEt3K43Q6MVsUiqU4oyODhFqczN+aw2IwEYtWkIwCTpeNUjlHrSywZ283Zked3XiUhYV1ypUSXR2DFApxbFYRoalQKxfpaO/AavFhtIiEw92sb8eoyml0Ojdods6dm0UQdawtbRLsUjHVSsSjGsHh+7l0bY1DB1tw2mVclgzlYhpPazvTc6uoejsNyUy1sU0wIBBuM7F3OITRVKWr3YzZ1KTRKCLpKvR2BgiHHdQycUqZDHVBh2K209Uepj0cwO82E3Bb8Fgk/F4XvZE+uu0tDPb34vR78OpdtOoM9IX9KGu7lCp1Xn33HFOnz7Jw5iaLM9OsZfOUtDq2DiehsIeu+z9M2/4x+gfb6R0cw+PX8IRCaOkclUyG+KVr1FNb3JrY5N133kaf2ObUC8/ze08cI5VY5srbs/zwj59m9I59aGtJvv2dz/CLn04yYsnxlT//JPqGQk9xmfufvIcXv/1v3LfHxdsLRcw5mUc+fB+vnZnh6fceI1NPUt4uEN43wvd+eJ5jd3ZQr+W5ubjNs8+e5NzUOqq5SDNso+m0E7u4TKlUpbRWY5/ZRyNkI31rF4/dzuLMLA63hfZ9B1Cz29i8vQx29zAfhWpmh0BkH/GlTYxGPdOChhLqoGoPI+nNpHfWsWoC5UoBg2BgaXqF7pZhRNGFy+RCLjfo6m2nJRyiIReRJAmfO0wyUWFv/32YvXYS2Vvcf3IfqeI6PQPdRBNpEK2MDe2nv7+Dalkj6OtE1InccfggVy5cBk0m0hphaW2LYw8c58y77+J3eJm9MYtktNDX30kimsBlNXDjxipPfuRJfv3KmwiSkaGhPVTzeZZWlik1ZFxuN9nsbaNTb18PyWSSF3/xMt/4xn+n2VQ5fNddXLoySalcIhqPs2//PmK7ccZH9rG5uY3eYEDS6chmc6TTaRRFIaS3UhYqVMQKgihyZP8BqjsJbs4vMXtjnvvuOMZmaoNEqkx3KMgrr/yKAwcPUK02WJxboinA8aN3MxDpJLabYHJumf7Rg1z51a/Z3F7C5/MxMT1Jz/uP0NHVy8v/+jLp9TS70S12sxtUYml6+zvRDAIdg2EuTV0jVcry7ONPktvZZO7qFAfH9/HSKz9HE2XuPnKES1PXCHSGUXXg83lRdA3a2yMUd9NoBgm9ycLeg/uYvnqNG5evEdvcYXF+lVJV5vFHTjI9OcPS2gYPPfE+2jt7sBokcrEkB4b3UyuVuTY5SaS9g/MXL1Gqyxw9epTlhXnSsTgnjp7ggfvvpVavcuTwEU6fPstuJs3YvjHmFhapVCtYLRaqpRJytYEqiNQqDdxuB6Iooqqg1xtQlDqK0qDRaFCXG+gNOuR6k3K5gclkoFKR0TSQJBG1qSHpJJpNBVEUCIaCVOtVFFXF7rSjNrXbcR21gdFkul1S77SB0EQQoFyq0Gg0ket1CvkSgihSKdcRJQFRL5LO3I5L1msa2UIRr99FNpfhj778Hxeu/0YI7Er8xa9NLi4yf2uDrtZWZq5MMdjfgTdsZ+r8Dqh6nK4m8d0MXb1WioUKgmJibn6Bzs4u4skd2rta2Y7t4A96SBfyvPbmDEeOdeBvs2Jz63FZjIQcZg490s3U9Xky6Rx6qcCHP/oAV6ev89D77uPq1etUq3XaQn50TRMjAz2Ud4sY1R30zQpOt543zs9i9Tgx6GSQS+hVDbvVyloyQU/nAGPtA/RG2lmMLuPydPDOOxN4g63k8yUMog2rpKGoNUxmEw8+fBKo0eILcuq1d9mMZvF7OthYTxLbzZDL5jFbXKiqQjJWpi3iR2nI2KwmhnqHmJ2eJ7Gbpivch9FkxGQ2oWkGQuEw73nkALnyDpWSilFnZM9gN/v2HmVuKoantcGViSXaOm2Ieg2dSeLypWUSmV1MDoWt2DKdHUPM3kyyu72FzqAg6Uwszi/w/qeG2F7JsbdrDxa9Qu+AH09Lk9PnbhFs62B6PoHLH2BkpJXBQQt3joZpcRQZP+Kl2ljGKKUxCLs4LVXcJgGfw4xNV6fNpyOfTuDzOtleWqWjtYOWnmH2+dxEXE06fFBJJihFYyxMrrBxdY316ZusXbvK5UyK1GacSLNO06DQWrKC34XV6qDN66N/bJi9o2N4Iw7u6O/gQHs7frGNRmGX6Llfs/vCS9ycmuDSiz/l2RNDnHv5X3FcOs23vvIQz3z+WzysEzD31dk+e5NX/uzjPPaxk+T/9Sf8508eYmO5xOZrb/F7J0W+906MxTPX+PPf/xgv/OI8nz0pcX9fK//y4mnuGQvx45/Pk6PJkx/+AP/84hl+66lnSYsKq9cWeP8Tz/LHf/73dPmd7OpFzr55nj/8wm/z3VPneebJI3SNtvOrVybRV+BH//IiDVHmkbG9XJleIndtmVZDCxdeu073cB+vvnGTiqzHnBVZipa4/vYiz52a4PnT0wTbxvn77z+HOj5K0efkl3GJqNJka6PGveP9nLk2RaVaQ98MUsrpmJtZprVNx+jBfi6ev4DVbmFxa41wWxff+MZPEEQ3Ln+QelPm2uwZ8skSQXs/czMLPPr+p3j99bdQRQf5Sp10MUdN0bGyNk2hUKGt3cHrp97i4P4Rsqky589PIhtUKo0GZouDQrHO0MAoIHB9bopIWx+lkhmDTUNvgbbQME25jtGo5/q1KbZ2Y9QUhXKlgiwr7ER3sVotFEsFlhdvsrRwE5PViMVm4dChQ+yksvR0dXPm9XdpDYa4PD2FatbT1It8+U//mFdeexW9xUi92eToE+/FJzY52BXi8MgoreEIF6ZnuPO+o2xlEpybvsLw0CAnDh/nuz/4CQ+cfJiBvjEuX77B6laUld0YM7ML5LJFrlyfJpkvMnXtBn/0h19l7soV7jtynP0dfcTnbzG7mqAii/jCLQQ8DpR8g7/76S9Z297EIJqxW/U0MyJhR4hri0usJndp6Rvi1Okz5EpFdKKOt8++wz3HHubkve/hly+9zPnL1xgbGkLOlfnR8y+TUwXknRTTNxYQFPC725HVBtFUikJJZnpmHiSIxnO8974HMQFj7QP0+dr4hx/+iNOTk6xGd1nf3ObIkbt4+L6H8DtdHB4bpyfSwZm3T/P2W2+TSKT48EeeYfL6FOVMnmw6g8vpwBXu7tsAACAASURBVBfwEt3dplZtoCgqoiRitpqo16vIjSY2q418Po/VYkHSSXg8PmLRDEqjQV//IJqmIkkSLpcd0DCZTOj0eoqlGoGAD8kskS1lMZr1WG0WioUC2XSRarWGxWJBr5OwWox43C7qdRk0AVUDi9lGNldE1CRUlduRH/V2XrZ3oJtcqkwykSObK5Mt5PH7zfz+7/7n32yBfff0N7+WlusYDRpypUa91KSz3c/qziaDnf3YHUaKxRxWixWnS0RVTdRqMjrBwuzMCpKpTKksY7EYaPEFGT9wiFqzSH9PmO3oOqqqp1mD+w6eINStcmj/MCfuGSOdjbO6tYnPHmHy2jXMVgtmu55iWaNaF9A19UiSzPXzE/T2tGB32nn73C10Rh1Dg+1kYllGxobZ3t1k5mYGpaZw5eINsvksx+89wfmJm+RzDapyk2qlRq2Wxm32MtjXxak3zmMwmamUcqR3k5TLdU7cc4Rv/PefYTAbGRndRyy5C0iUKyVSyRy1egG5UWV4zygXL11FkRVqlSbxRJK+/ggrKyvIjSaFUoqbU9vEomWKBRlJLCJXKxhED/lsnoaWxm4zUSrmGRwMEgh6eP/TDyKIOhx2O7JcYm0lSiTczmB/Fx3tPsoVGYNeorvHTSWewe5s5dzZRQIBlWw2itXhIBR2YXdZqVQq7K6lCPsCSEoVm0EkmtjB7w3itrrJxtIEvB48bjupZJKmLKHDzNLKOlaHk93tTbq7Iuzk4swtzoHJwMT1GVJZDaVpwh3qwdndhr8nwlj/Xvy9XezffwC/RcDqE0jvNNhMb5BJbCDvaszfmubm6TdYvr5GQNzl1C9e4/w7v+bLDw7z1z95kxGXxJc/+15em1zg7z+6h6GeEa68fZ339XeQrRaZv3yDb/zhQ+zuNhiWFLr6e3nuX19g7K4eKCis3YgzOhhgW7ES3U7z7O+8n9PXpzg+3o7Z0s7/8+M3OL5vhOmtKDd31/nQBz7MxXcnOPnY3bT1DHH91V9xx53D/NOPztJlEXD39XH2wjxP/dajrMkqldwcer2Ivm+Mra0q2/EatrANm1nk0vQSDk3iofcc4oXJW3zg/l6SsRgLsRoOh4lrSwkaOnCZnGD2sbw8SzIt86W//Cr5gkzF6qFWVekd72fl1hL3PHI/hVKd7OYy5ewOH3r6AywvJnnhhdfQCR5OPvpedrMLtIW9KJqRYKsXk1VPZ2+YXD7G1cmbdHd0MD+/gNxY5L6jY4jVNuZm5ljdXqWtq53zp6dxOX2gicSiGQw6G021Qk9fB0pF4YETx1jd3MbfEUHSQ7lQQlF1xFIFVKOGqK9gUJwoGGnUSkzP3mBkzyjt7d0oCDz66KNcOn8Js8mETi9RKOTxuNwM9vUzMLiXN15/m4nL19E0mWI+h17QKFeqON1uPvz000xPXaNRq1EplnA5HISDLcho+BDIJ2M4QkFOvfU2NqOHsT1hTp++ykMPP8Dk1UucvThD90AEud5kc2Ob69emaGltoau/A4vVRF1Q0WxmnK0Bjhy7i29/+5uYIw52t5P8z5/+BL3HRnS9wNieEV596Veki3maBhMHB4Z55skP8uar59mOrtDSPUhFqzE3vcjGxgbPPvMB/B4HpVKZod49tIZD/Lf/89vMTE9Rb5QQRD0PnriHiYkpkrEMJ+64i9cuXcImGFjbTrGwsU4snaNcKlGXNcKdQXZiaZ76wOMY6w2ckpUf/PCHTMzc4NLCPFW5RqgzTLFQxGoxEVtdY2NpmbmFOTai25SaDbZ3dmlrbSPo9RNwuHjyqac5d/o0Op2Oaq2E3Gggqwo2hwNoIooaJrOFSqnCkSN3srG+TjgcolwpgSYyMryHQiHH9tYuSlOhVKrcrgf1OGkoMpVqGaPFQKMpU5dr6Ex6avUadpudSrmKKquoTRW1qdzmU9dqNGQFVAENAafLRbVWvR3tEXU4HA7K5RJmi4m2zjCpTIpqXgG4PQTYjFisGr//u3/2my2wN8/84GvWUBfnzm3i9jmpyllOX0mgKCYO3uGmWqoTiwmEWl1YLHaUmh13i5n5uQSaYqat00qtrKGX3Ci5IjdvXqUt1MrWQorx8f1cvLCIoJhxGPUkYw7eevHXHBw5xNTpSU6eeIjdrR32HujA7G7HaBeRzA62t6Kcv3IZQW9mcTvPVjRLraJy3+E7MAgCLoubU+8uMTAY5PrUMk8+/R5y5Qzt3d2kSpv87d++jtXQJB6L4vbaKNUbpAsFVm6t8M6FGdrae9nYiFJrauhEHceP7OXa/DR/8OXPkkxssRpbYnUziirocfpq+MMd7D8wQGdLJxcuTuPxe2mqGqPjA0gGyJV3sOh9mAx2ssU8UEeULJTyTZ5+8kEqxTzlbIlqsUS50OCOQ3dAJY9RFdFj4Nwb55C0Kh63maDTj0lygthAkeO0tQdYWV2FZolyXibc0kd6d41j9+zl2som8ZyGTdWjr5dotxmx6UtEumyUK7tk5BR1owaNJrGVXQyiiWCwk1uzi1RliXLdgCLoEUx6cpUaqk6lI+hGbRZJJJO3p1i7A7PJwvihcQQE/KKenc0N5NUEC4u36F67yjuv/YLJf3uLP7n3AT7+J19l9tIkf/GBUb7zT79AWNzmxb/+DHOzl/mkmuJrX3mA117e4piywde/+QVef/kMX//EUb7wqY/xk//9G3xgxMLzk8vsLM7xv332JOfWEzzzwCDtnT7O/vJfuStS5u9+tUUjI/DEp44zlUpx/q0bfPHzj/LWlQmeOHI//cPDvPyPL7J31Mcb785SWtrkM1/5KD9/4RafenKQnDdA4eJrjPRb+cvvvUGLNo/UaeeXpzf4xlffy9nlNR7qbmVkOMjCushursTMzVkuXDrLQx8YZ2NnifxCgU9/8dNUI0YSsSRWSSLy6CFMPTaklImu/iGKsszGZpyG3oZUy1FUJPRuB5fPncK6ZwCr14cXA4mqgipZMVIhv7RCr8mM2pSJLs0yeKgNpzlNb8c+llaXGd0bQNYyjO7vZSc2h8fl5/rEDfaP3E/H6AE2tuKk0hViWyrLS3lEi45jx+5mbKCbowf7cNmglM3gCwQolErUCnk++bFP0airnD93nbpaYzexiNfmYeLCZfSmBpreRiqVx+NsUivnKRcsvHvuEsNj7ewfHSSeSvPGO5ewO2xcvXKVe4/fj9lspKurk1KhwtBwP0sryyRiKXaju+wfH6dcKtLd1YE34CKejJMvlZmevUk2mSHgdaHTNPweLxMTN/CGWlHlEjeX1+jzdeCUJNr6eyiaqgwZzLQ4nZyZWef5H32bf/rH52nIKosra3zy859EMkJjJ82evjAOi5VPPP4wrmqZicsT+L0mDg0PktzOYBAs5JIFNL2Fd85cQNLrkOoC+mad3UKMX7/5JtFcgY997mO89MNfMBIJ43J7Gd03SCq+ilor8dSjz/L2W2exWVXGj40QTUV56PFHGYi08LMf/JShoSEWFzeQRIX+oUEkq426opLdiYNeRyDopr+nnc7BMM888wj1Wo7nXnuFmq6Btd3LHQf24O8K8sRDJ8jvxHGZzSjVCjqLmeszs5w4PM49R8a5evECPZ0R0uU0ixuLnL5ykctXLmBzWrA5zWQyaRRZIRRqJZNOIMsCVruBXL6I129nbW0JVdUolcugQjqdRxRVdDoDhUL53+lLAjaHmVwpj6QTMZmNqDSpKTKaotESDqLXiyiNGh63F7lSpb0jTKFQQqfToTRBVSGXrWCULGSyWewOO9VaDZHbfORqrUFdUcAgEYvnMIgSVbmBiobJLGG3GvjC57/yHwqs+P+XiP5/vWbdxuT5izjMTVYWtwhH2nng4RFCrRZ6+7ro3xNGpzfjcHgQBT2pRJJENM+RI0f4wz/8MksLOzRliUa1SiGfYnh0P+l0EZczyOZ6GrPew/S1RcplmLq2iKKa+O53voPZ6eUHP30Vpdkk4AuxsbRDudSknM6RzCTAaMPREqRtoBOjM8yPf/IOb/76NKvLCwiSic9/8SR6i4CMwBunLmMwuLg1d/N/Mfeeb5Ie9JnuXfW+lXPsrqqu6py7p3umJ48mSaOAEiAUkBCYZIJ3bbANBtvk9RpwwMt6HQg2HJKQEAilkUYz0miCJodO0zlUhwpdOeeq93wYrnM+rT/zVzzX87ue332jEd109WkwWxX42uzY7GYC4RBWu4v9R+6ks7OTli4vCp0GsS4RCAWIZ5Lcfded/NsPf8y5S9fZNbIdT4uSv/zbj5GK5HHblZx/+yLXr17HatUS3UrQ5u1Gp7TiXwxj1PqIRAokkkWMRiNajZFcLke5kuPMmdP4/et0dXXQ1GwhFYlx/q23WVvZRJQrSMcS7Dncw0YgQK1c5+LVG4hqiYWZdcrlKuPXLjHYPUhso0Brkx3/xhzO1hZSZYkTr66hFS1YXRaipSSBcoaiQkUoViWZU9Bs6yW5VSafqqHTmwhuhVkOzNDS1Uy2EMPp1lJsRCjVYywuraIQdZjNZpaXNhnu70FWlGOTFWky5rl19teU197hh9/7T0pz0+zeLrK+scTfffZeTv3os3Spa6gnXuH/fPkuBtoVXPzJTzj1g09hshRxFWb45p8+wXRWhmJriR29duYyKYqhRbo7XMQz82gSs8yu5cgmUrS2dxNNxslrCvR7Woi/cxGvo8rcpsTEVABHRxtT08vo9G40ZiNrUTl2k42jO3ZRzi7haYJUMEomu0nXQB8zG1GsajVju7chrUS5Y/8wU+fnkbaWMWmNRCbS7Bw7gFYlR6aGg3v72FpaxGNU8dNfnqKqsNOgiZrCjphUssc1Rqu1B5dBwZVLE7x+K0ujycHpn7+IMaxATpbvP/8CQXmeJnsThYaEzOqgkqsiL0qM3HWM7p4e0qUQ/oifVD6NQq9k8dwU3pKMqZlVjuy9m8N3f5i1iTyluJGr56cRJZGbV1aYPJvAvxghEc0xNNyH3mjl5JvvoKlXyCSWUKmSdPe7mbx1E4Vcw+rKEhqdmu/9+wuUSyLuVg3xZJZivkq1KOP8WxdYX/UjiRKDg8PYTF5SyTxqrQFnUysOpwyDTsbmWoh0vEYymeQDTz6GHInNYIRYModGqyKTy6HW67h49SLRRJzpW7OUKmW6O3uoVqusrKzQ09dLNpdDLojMLSwyO7fE0NA2DAYDWo2eZqeTiYkJYskYa8F1PN4mgmtTyAX4wNPv51okzPFbk4x22lAtbdK+b4SVUpH9Xe380z9+hxp1lFoNNGq8+ptXaPe1MjzoQ15rcPr8aUZ27ELWbKS1q42yXIW9zYdo13FuepGCSsPG2gKf/qNH8LU0ccfRXTjcrXTYWrh/71GUxRonXzxF384dqFpsXLl1HY1Tg7vXS3NPN3/zz9/h05/5A3SaJqRCmsH2Jl7+9W9YWZ5l/45t5DbClBR1YrU0rU0ebly5TjaZpSiX8PW1E83kePzxB3ny7mN0xePUwiE+8vA9uJtsbPe4sOQFlq/fYOKdc7zr8P1kEzF2bBvmzkNj/OmfPM3Ru/YwOTmOoFJTqklYbQ6yqSwqQcRut2MwGCgUCmi1WkSVkmQsjoCMRqWGq6kZnUpAqtUxGS10dXXhcDhwuVwolXIqlQqCICDJQK/XISgVlKtVROXvcIq1KiqVCoNBh0qrQKNU3XbKygSSsSTIFPhXN3/nmBXIZ8toNTqQIF9II5PJqFbqSJL0O70dqNUqZDIol8vIZYAACoUCuQwqxQrl0n/9hfN70WC/9oU/+trevaO0e7oIhlcRlBXmJgO0NHnZWF+mKlYwWJU02Yycfm2JZoeN9i4vZ09P8Ovf/JqeNi8alLgcCrYNtPPs8ZOodUZESY2sqiQVyrBz1xj+SBSNIYOMGnVBQzKZYvuOIQLrSXzuNi5NTGLQqhHrKiZvzDDQ58LmUFKJFPjQE4+TyW/RNtJNMlJkeXOWqZtTlGQKjFo5sS3oGHJx6cwM5cIWiVgFGgpUajW1uoxULsbK8iaRzSBGvY5EI00+W6TP1UOFGmI1h1IoMzywn1yxwoWbV6lETdy88A6f+fjD1DRl4qEybo+ZyRsBzHolUX+WfHILt6uNZo+JTCGDxiAhimrK5QK79w3jcTUjUEdnkGOyWlhbS9AwiKhtWgSdgWw1j6+7jempaXo6fdgsHtra+njjxAX6+l0EQjFUgoZIKEhfewfVXI1MJYHcALlaEbNVJBXPYpTraG3t4PqNSdqbfCgbGsw6I7FcgeBaELWoQWcy0VDK0Bi0SBUlmXgRrcGIUq0hkypgM+vRqVWszK5htZjxrwfoHG7GoqxjE4woixk+0q7n3gfu4tZrl/n5n3Ty5KMH+MEXf87dXRXeGvcT3wzw0cd3ElKbuHp2hY/d3YJC7UJMZugY9PJP33uL7W0deO7o58SJeT7xeBc7jxzkhe8+w2CbguOXyqwub/LhP3qQl04v8uFuE2133MGJ/3yNXUNe/uNmCGEtw0OfPsaZKxs81p3Ds6Ofmbkod7UE8N0xxI+/8a8cGILvnwkhW01y56ee4qWLazy2Q8DdaeOFn57g2KCFf/jpMlZZgP6n7+E/n7vJl7/xGRbiMQz+Re770NP85Vf/md0OOafnG+SzRaaTqzia3KhDATR6JbOzcWJbfrQyFYXiFu9+3yf42Y9fZDnlZ/+xZj7/xfeRLbjwDg7hn5inrbMLtU5NMZfhQ+8+RuzGdbQyOUNaG+euvMkOr4vc+YvURYl0LsHls2/x0SfvQa9T89qb86iKVYRclAOHH2HPzmOUy2VGto2xML/A2O5h6lS4MXkVncLJfXc9ztp8CBE5S8u3qNckLryzRKWiIJ+vkU0puXFzBofdSSQaJZrNsBoIYXXYiIUiJLdSFKo1MsU8NqsdjcJCi8fD/Mwabo+b0bEeBrqtTNxcoVHXMLe4RGtHEwpRRSgcpsnlJpPNUsjnyWXyXLxwgVqljkyuIJPNkctnsNhtaHV6to2Msra+QTAQpFws0eZpQaKOr9VLo16mUszy5Ps/yNkT5zCiJJyKY5A3+NgduyhcucxK3c2lKzNYTSK7x9rRO50MjI4QDqzT3dWFzaLlxKkzHDg0jE3v4s//8u+YvbpAolhgeWqD8EqQRDRBLi2BssKOoe2cOnGGSqXB6kaUeCbL5MoSM0shanJYWQnwoacewayVs3QryPk3xzlyYDu3xhdQK6v415aZWbzJ9ZtlOnu7kDc0VBPQKNW4PD9HT8cod+49wPzNRbRmBXmjnJYeF3e2NdNutXB9fAKby05L7w527h/gyUEfT44c4s1LN0jkQoTCdW7MLeFoM2K36Ni9a4xqWcf0XPj2G43JQShdJJEpshGJodGqKRcyZDMFcvkMcplAPJlGJoiUC0WUCpFqqUGz00I8nrz9a4qMleUgcnmNcqWEyWTE5/WRTKao1GtUGw0q9SoyhYBCFFCoFAhKBaVqGQkJmVhDLSqQyhLxaJpspoJKp8bqsAJlVGoBpDqCXI7DocNs1hKP5KlVGzSqNbRaLZVylVKpSqMGoiijUatjs1uolCtI1QaCTMThbOK/ffqzv98N1tXtIBiIEY9HESUdA/09PPzug8iBUrHM7PQSdqeGdKqERmOjp6cHUS6Qz2Vw2LWI8iKVQoaGVCWaitHZ3Uq1lkenM6DWGBDVSmwOKx2treRzFVq9Q9TrMsxGPev+FVR6K/lklUghhUqSc3PtFvcfPYjD6UNnsHL24gZf+Oq38HU1o1RZWNuMki3IsNvcXD2/xMZ6AYsrj61Zjs0JLa0mml0mqpRJZ2J4PU5sZi1WiwbI0Le9lc52B2M7h3jj0hnszU0sbhZZTZUILE4wOOqjd7SVjk4vX/zjv2DiwlVG+0eYn4mSz+bo6+ymWqrjcdkx6PWEQ+tks1nsTabbp49ahq2tFAaDgZm5KUZHt1Op1PCvbbCxGURq1CgXUqgEGRa9jmIiTW9bL2srGaYm5zj12mmMBg2Vspbh7gF0BiNWu4VwLkiknCabEtAprKiF2+8/PQMeLkz6mV1NoNFbWFrfIFYocWN5kWq5SGerj/WlFVpdHnQKFTaTjY2VTaRSg1ggikZmJrqeRiHJECUY3TGCq9VDT38f2byM1egqS1E/3r52ZtI5Wo0VXF1OagoVTknGVrZMIlmlpbuFuXwdZa3GA2O70Jg0ENiiv0vJjavTSPEKMYWWC5c3GexrRe9xUvJnEOsZ5parlPMFrO0i86tFvGoZoyNekpsFnLIMK/Ec5egWO3aOsBAp0e+RY9NBYTNLm0qiZ5uP1FIRi6LM+hZk17J0bPMRDcYxksbX10sik6K9z83NuS0yE+ewttu4fjWB124kbrZRWg0wun8foRk/9egq8bzAzEqJ9r4WxiNBLE4jqUaSMlUefPgQB45uZ/ehMbaNvotkGo6ff513PXkvf/LJP2QjHuX4i9eZXnwFZ58bo01BYnWGYjaJ2anl61/9e8qlEqpcivDkOO/Zd5DyaoxyLMf+HcOEEgnUShWf/etvc+DQe1leD2OWlNgLat5+4yRvnD9PNpNk/OZVYtEIz/3i15w/M41SZWV6bp53Lr1DOLJFudig1ddJvaokm8uxEVgjny+TK2TJZovk83ky+RzlaoV0JkM6VWBrawudXo7FpsXZZMNiNbIZnmcrGsLZYmUjFGZiao315TIKUU0wGKajzcXa8jqyhsS9dx0jHU+Qiido1OooBBGNRkO5XEGpVGLUG6hUyyRiUdZX/XS2t2HUa1EJMvRqJYtL86TTaUrFIvt27ebw3r0UsxmiuRTXFubx+DqYWwvx5Jf+iVBzO8vrS6wGlghs5Sjk65SLCn7z3DN4W7vQm7RcOH+TTBVSsTrP/fZtnDYTOouFwHIMSZSzspmgf9tO+kc68ba1YLRaUGp1aA0KdHoVClWZ++/bi1xeplgsY7Bb+PZ3/zc/e+FVGtocZVmeaxMLHHvXEQ4e24XWKWF2SujUZbaCq0QzEZwdLk5cuEBfeyv+RJCluZvcf3SAIXcXVq2F97/rPUiiBsGgpmmwhWotw1N/8df8wWe+ymYkQiA+x6cfPcyRw4cxWeHxB+5EW2rQ4mllIxQkmtpEFMtYbXo6B7pYXV0DuUBfXx+lSo2qBPV6HUmSkclkUCoVyOVyahI0u1wARCIRVCoV1XoNQRBwNhlQKAQcDhtyORQKBcrlMoIgACCKIlqV9vZAqdGgIdWQ0fhdqkj/nzSgUpJQKmUolSKJRAyFRkGpXMBg0KHVqYlGE2SSGVpb25DLRBSC8jaDWCajUZPYvXs3uUQZpUxAKapQiSoUCgWCIBAKbv2X2fb70WC/9WdfE8QcZVmNYj6HVC+g1VZYWo6zb88w3iYriwvzaHQ6XO5upqf9bG2F0KrVuOwG+rtbmR1foH2onWKjwuTsOkaNHqlqoCGTky3XuXZjipvvTHLmzRUOHz5CIZalrqjidLvQCSVmY6v4HE5kJhNelY21aBSbWeL8mQvc8+Aunn76KX76H6/z2svnUChVCHKJYCxJ/4CNnXt7mLqRZPJWGA0G1pejyDRq0pUy9XwVp8XC/t170esErM0GzHYLQ21eDAYVzV0e4lub1A0KDAoD24ePklwNoZcMDIx2EAltcO7mJAbRRDYFrVYDUxMLtLV5WdtYRa0T8XjbqNTrTN5awON1kUpmsdqMXLw4g81mIh7dpFqvsbSUxOywEY1FaWrWoVRLdHX1Eo+lWZ1PsX37XhZmt0imI/h8/WwG/NhNBpRagRuTkzS3tlEUc1TKAhabwLo/yGBPB7MzS/i3MtTqNSLhGDZnC6+9OU4yV6bP14pYB7HaoFws0eRycOr4FXyOdvbsHqEuA6miIbQaolwqMdjTzTtX36RSa+BfW8PdOsRqYAZRp0VoyFEZ7RxsNZO3FEjNrtHX3MypoJ3lty/xx998P8cvLLLPVqF1oJ2o3ERLKEzbnn6++c9vc19PB5r2Jt58eYKnjhlpGh0iM1em9dAxvn/qDLL1BPd/9F5Ojgd4rEeOaewoz3zv53h1Vc5HFaRDAR77wL2cuL7Eg/scuAe7uH5+g/6BNrSDQ/zoxycZUhQ4Hzcwfm2Rjz0xxovnQjzQ3cruu7r53t/+grFt+3jlzCThiMRHPvdJ/sdzp/nSo0O0tvSweuYlHnj0Lj7/ld/SbqyTkJU5cS3K977zV7xz/Cz/8pE/5e47j3D8N2coeIYp+hz86JXXqXY4SVQ2UKhyhJbzXLx6hUN37MHlMvPIA/dgaBSYWZxBVa6T28qyFdrgve9+lOZWD2tvXWZ+fYur64vks5tsH+ollKwjFMvkC0Uee+A+vv7tv0MmV5BYW8Zrd3L/U3eSbyRo823j+z94lgceeoALF2a54+B+Ll+cIJupYLW5WAtGiaQSOOztlMpVSvkSlVIZUZBQKfW0dXqo1qoMDAzxhx//OOfPvMl3//5vCGysIRcaaBQC4eAm6WQSk9lGW5uHrXCIhx46xlB/P2uBEOPjt2j19VCvl8nnCwRCcTY21lEqbp8KNQYdcoUcjVGPxqBDEFVIUgOdVoNep+HP/vTP+Pa3vkOxmGZ0aIDdO3fetkJJdSKRLeqlMl1NXs5dmqJz2wDTi7fQqrT4WttxdbVxbTnC4tIKuVqNeqXMI0++m1dfPc2OHdu48s4N/Kt+Dh08QiIY5vL4PC6nmpbObhaX5lFZtXR0dbJr/15efeM4lWqRdLzA+OQEap0al7sdSZYln6ni9RppdupJhKtkUyne+573Mbe4QJNTy6OPPcJmfJZnnvstGwE/81eCCBUfi2sRAoEw23YoMEgNHFYtLoeGIVsXDrsaj1zNM6+8TbSe4/TFd8hlMoSDfo7t2kFhK0WTw4tMlHH46EEy9SyRpSDziQyLsXmWNjepVQr0dLtAIXBzYgGlTMHU7AyBWIJ8sYT4O99rNpOEBiAXyBdKVOsSOp2WQiaPQiNQLhcRG3IMBjXxZA4ECUF222ZTKZUpF/IUIZT2igAAIABJREFUcnkaCLjdbtRqLdlMllK+QilfAkGi3qihVoqoFAqUooBcEGnUqqhVKgqFAhqNinKtQr5QpSHd5qVLDYlsJocMCVGhJRiKsGPnMA6nlVg0QT5XRqNR4fev83ff/gZvvnEaGhJSo06pVEIuChQKZb7y5f87yen3osEaDHpqtQaDg70U8wo0Gg0+Tw+PPv4uxscnaZSUqEQDShWcOXeaixdnUKo0bG6GKGRrbK5Fcbva0eqN3JpfQFRoiccypIppbs1M0mS1o1XrCCfTPP7kfl5+4TnMbgvZXIp8LolC24QWA0PbB5BLBSKJDRKpECODO3nooYdQlFK8dfw33PO+I/QOu3n/k/s5dnA7vhETlYKNxRshjj0wyP0P7yCVjrP/ju0M7bax51A/RrMCvUHBqTfepFKsEN0qkI9XWJ1axaQ0UM8VGe0fQlGvcePqNT78x1/n5twqypoOSlUqySLGrmZOnp2klC7QZPPhtDuxOzWUKw1UWhmbgRByuRyVSoV/dQNJkojFkqjVSjRqHW6PF7lcRq0hZ3ZujSZHM+1tPhQKOalMllA0gc6sZmFujXQyg1w0Mj07Tq3SYD2aoFLR0t/bQToepFnfTGArw/mLC8STNeam12l1t3D04Da62ppw2twsLW7gdFg5emAX4XiIianruNpaiGfT+INBUskSgc0I6VwSjU7J8soie/buwG63k8unMZss6A1q6hWBlcVpjDo7dlcrgtLExNoa6XyKukzGhsnNUrLOo+9/CLN3BH0djEY9wXwJoZFh51Af8+EoQkykKKiZ2phj11gPol2kFk4y2qLlzKUb5Mbncfb3sryeoduqZ2RsJ/WKimadwGxRxOQewtTXwUSgisNQoHXHdpIzSwzt6OH01DrRpQ36TEomMypWQ3l2HxghnJPw+ESatrUgpvM4m+qsx5RkN2bo7d/LZFaJz2ahr3eQ/OIcO71NnLm8Qdo/Sc4s581bAQ49cCexdJ6oUKX74CjfOv0c4Q47lW0DPHvmAuaOUdanVghenabH4WWwbS8DXW5Gd+wgsRElFMhw5cRFslPjfPKJJ0ASkak0qAQ1L/7iOV54/jiDTg9rc1N47C1E5zZZeuMKs68cJ52NU6sm+cXx44zs2EelniNeK7BZyRCMRTn52k1+89Kv2L1vlHcuncfr8/CLZ14GOYztGuXInYdoSBUatTpL/ptkcgn27t1LV0cXgY0YGo0Gv3+der3M4voS//DP30FrNrMyP4FGKdDa0sXYyA6Mai1HDhwmEgzgsDo4emgPqXiQUOg6h4+N0dXbyqNP3sXE5AKVmkBHZzsNSUY8maBcryGoFdRFSOWylOs1RKWCYChEMp0gEonwrW//HcPbBtDqdCwuLjI5OUk8Hmd0x3ZavF4KhRLXblxndc2PKKg4evgOcqk0Ql2GPxqgfaSVeDLJWI+bPfcd4ezJcxRKUQxmFQadDE+Tg7PnT7K8EYFqCbOziccfvguDRk02mWFxfo433ngduUyBQtTS5mlFpVATDuS5MX6DQk7DffcfJZ8VcftaSRcLSALMTN/EopXz9b/6Ei8+d4q58RQCZgKrZZo7OonnS4iSnFIui0bj4vVTFxk7upNyvsgz77zDZqzID98aZzYaI7AcQJ4TCE+ukU1XWA3HSQopsuUka4ENfvKLM1SDVRRSmc8+8BifvPf9PHFsJ53tTp777du8dfICGo2KKf8iwXicaGyLR594FLe7mXQqQb1ao15vICoVqDUiGo2CbCrHwYMHgf8/hDKpNG63E6newOFwEIulUSlE9Ho9nZ2dxONx5ucXEQQBvd6IIJOjVIjoNFp0Wj2VSgWkOvVaDYVcoFgskC/lAahTR6dXYzAqcDgsqLUKtFoVGo0SUalALhMRBBgc6qa7px2VQglAtVamu7uNL3/5KygEgXKpQLlUArmMRl1CLvuvI/T3osGevfLLrwUjYVaW1nH7dKiNWeLpDOuBOdLrVQrxLNmsRCS5hrW9BYPJirKmQ6nUEEvUyFZrTC2lyZYj2GzNdHe0otVaCEfK3P/wI/zyuV9SrSiQKjXuvfNuLk9ex7+6yPa9Q6hUchwmCw2hyOpGgMmJK5ibTOwaaGVjdQm1QobobSKRTRKaX+TjT32I19+6wmp4CfwZHnzYy+h2N4JWRSxZpxgPsH24mRIx8iXIRiLIJMhVZYRjMaKhGFJdoiGvkExt0eKxkExFUAo6HrzvXXTZtZgcBiydHsZvTLCeSGGQJRna3svkdJLJ8ZtYmq2s+TdANBJPJdEaraRLVawmM2gUNFst5HJZOtv7mZpaxajMIqgVZLJZ2jq8mI0CtVqOPWOHCG3ECKxmKOQyyGQCJoscp92E2aikXi2jNKsopBKEU1kctmZcRjtVKcb2gT1QrRIJFGlv93J41z4Cq5tQkzAotBw6cJibU1dv+027+1lYWMDosKI1WTl6aIBavoTZYGIzGiSYTFCjBI0qZrOZUq5CJlXE1+5lbT3A8PB2gqEoBr0eg9PKzVt+THYr01sFVjIFhgc8vH75bQ60qdm9dw9nr67SJitg0Rb40venWJ2foX//bs6cucTTH9lLGCualWU8TgX/9LMpvJU59t19J6+/scr79qrp3TbMD370MoeHOvnPazOUC0UefuwBLp+5zqEuOdsP7OT5H7zJ3m1O/s/xebShICM+Nae35ERm1vmDJwe5PLvKXV0qunb186sfP8/2lhov32gwd22cT33jc/zqhWv0H7EwOLafZ1+/zMgH7uMrPzjH5WCZBz/+Yb77/Ovc+6dfRG8z85dvzvOez36ez/3Pb5GVG+h46CjTvzqOQpegUbMxubTF2Eg3r//gOPvvPMS1a5dpaXXT0t3K5swSwbkNZs9PcWTvHdz/yaM8/Yn309qsZcDhoXPfHp5/4xzKWhpPux3HQCsyhw3/SpLesTHkGjVKQ41yMYnb40TSKFhLbNGzvYuF1S0MJidXri6wGQii1arJJSQeeM99/OqF32CwKsnmi7ib21hf3+DW9CyHjhxhZPs2csUswa0gZVkRV3cLHV3tdPhc1OtyNuJR3nr7LEanC7PWyfMvHcfd7ECqy1jb2EAqF1hZytGoltFqYCuyidfrxdfSwtzcKpVaHpvTjSiKjG0fJbAaJ5dJIW8IlAsxHnvsYepViWBwC4vZzPr6GhaLiVKpSDKeZP/efdyanCaZzqFQqdiK59BarMxPT6JSqpmeXqJWKdDmc5CNpfE4zTz1xMOEgmkCiRgui4hOJZLM5YknkuzYNkpoaxOX14DVaOWlV14lW5BTq1Ux6PW0uJwYTQrqFKlJWRQq2L5jBLerCVGhZmlpAbVKx6nXLyBJDSRJ4umnPkA8GuYXzz5DviTjM3/+BE6bEWtTGa1ejlTPcu3GOkP7hunQirzv0AFKugi5HDjNXqZm5mjr6SNMhm27hmkowGM209Tp4wvv/yBvPvcGjh4rXZ4WlqN5Xptf4NxCivM33iYyO0+13KDJ1cr44grxYglFUzOT0xO4HSZmphfR6RVcvXYZZAJakw69vZlDe3czOjTAyvwqTz35ONeuX6TJ0YRSIaNSrCCTi1QaZZSinmq1iEop8LnPfYlQKMalyxNY7CaQZGSSaSx6Aw2qNBo1JFGiIZOQZFCv1CkXqhQKFVSCCpkkIJfLKJWrVOp1CqUaOq1AvV6lWKwgQ0Y6XaFYLOFosrIwv8TlCxPI61VUCiWSTCRfyiFRvy0TkKBeb/wOaiHHYDDyF5//PSc5/frVr3/N5bQgigJd3T7au9zkK2WUSg1Nug58TU1U6hXqFGno9FSrEvPXFkllb+PtJFHA3dqBqCrTbHPetiDI5BQKap595nXi8Sz1GkiSQDETIy9V2DE8iD+0Rl0SKOezRNNlNDI5okJisM+HSqXFqNeiUKioqJVsLm1RjtR59eQ5xnb3odLmcDqaUaocpLeyDI82o7U0GD+9isvaRP9QJ9Nzs/R09IFYYW4xQKFY4Gtf/u8M9bWzGQ+j0WnJx7KE4mk2V+JkciUkyYwkyHn75AlmbiVxeRyEI2HOv7NIPp+m1eNiPRKlyW1Ga1ZSyINKK2d9M4jdoWUrtEm+liNdLKHTKSnminhdBvK1EqloiXy1gbyRw+XREQ/k6evpIJuKITYkRLmERi2Sy2TZt28HxXyBXC3PZiSC1dlMJpWjlMyjlotkk3mkWo32LhcyeYVgOEoklsOgs+C02WgIVUSlingqxrVrU8iqNfq29RJPxqnk0lQSNZLJKBaTgYVIAJUWmm1uisUqJr2FYr5EvV5CNMsY6ugmGA6QToVpUGZxM0KTxc7s1CIDXh9tphKhxBZtNivleoy3T03RbjTR3tnOj966wQce2E5Ll4uz1+c4tl2G2zLK5ZMnGe02cmIqj5BOcdc9B7gRyLCnAxQuE8/99DJ7h62c9+eQx/I89t4e5pYDdIgCTV1mfvIfl+nzeQlZPSxcnWVfp4lq617OnbvCUx8bZD2lQluT0b79Hr7/8xP0jW1DsA1w7dws+z72fpa34hTNSjyDe/nKd39MvW+M9WCAsxMrfOozn+LNc9cxdtrpa/Vx/OxVzDqRbp+JidPv0LljmBGvnY3AIu3aDnLpdezNVpKlJJ0+O0a7imQuitNipZxO8KuXFuhvMuLfWKetvUQ5E+bqzTkcShXyao2W9lZWNtZwNDloRkmjrgGNEkS4fGGcNrcBu8NIOBhAlFTobR7Gp2epVJTIZHJ27hxkeTaIXBI4dHQPr77+KnZ7C8urC/T19dPp6+bSpescPHQHhWIBhVLgzdOn8Hg8uD0eQrEgw/199LW0Y5BrmBofx+ft5Pr1SRLJBIJKTTgSJxyJ8uUvfh2VxszS/DL1fAWhIaOYztPe2smOke34A6s88t5HkSplDh8YY+fOETo6XMhqMiKhJMVSAb9/FZPZiFajJxwMoVKryeYL6PUGisUq9UqdzdAW7V3tTN9aQFAIqFRaOr0tVEolUrkyaq2WzfUt5ubXee9D9yMvFagozGjUZqRKmkQ0S1dHDysrQVLpMkaTkp27RqmWG2i0VtY217HZzdQqBQ4f3IN/fYnHH38Ug0FDu8/Nmj+MXBC4fn2SfDGD1WImGIiCJKFSqQmHA8RiEd796F3cvLHEwsIi1y+vs2vXGNlCiddemsbXoyVXKmMsF/DpPRSlKB6dEpfFy+5tHbx98hzZSAJJA33dA/jcLiYnJ9hKlBjq76fL18zjdxzhxVNvMHVtlp98438yt7WG2N1O5+AYl69t4rTK8bZ76B/q484De5FJEvlMjng8islgIJvJIzUaVCowPzfB/n07mJyYxNXcgn91A6VawaFDB7hyefK2CadRoVppoFIpKBQKZFJ5zp+/iMGkpVItI8hFcukcZrORcqFAtVyhKtWp00AAREGBHKjWGlTLNQRBpFgpU6+BSqNCqRQplAqoVSpEQYmEDDlyGvUGyMCg0+PzuckkMxRLVeSiQLFYBkAURKq1OoIoIhcEZMjIZvN89Sv/9xPx70XAPvvzf/uaUG5w16E7CEX9qLVVMv4UtZwMAdAbLcTrQRKVIipJglSG4ZF2FI40+++8gytXpzl8eIDhHj3haBSpbmBlYYNWn40jR3YjKgyUqzUy2TIqvQZ5rsj6mp+O5iaMGjVWdy+paJxqusJWzM+De++mmCmwshGigoIBbwvZShHJoaPdp6UYilOvVdEo7RgVAvK8SLmuJRas8O6nD3JhZhyDrUqtoUIhgNPhYHTUyeCglUoqTiC4TEUqkM3HKFRiKDQ1XnhhhcGxft787QlGtrVx912HaPJKuDV6rE0GxnYfILKaRFLlGN3Tx43rK+zadZhwKIzNpKLda2Zg2ICrVcmIo5XRoSFOXbhJvdbArjdy37130EiXMNu0nHt7i5amFlSCgUvnLuF2uajmS2g1WtytLiSZyNzqHDUZePVW3K0+hEaNcjFHliLtOiu1msT1qwtozVV8vlYmpxYxm/Wg0zO9GSYvJVCKOir5Mtu6umkzyLFZZUhyGZtrOfQKFW2tLbi1enL1PO5mL+vrWyAp2AhsYbaZSBUCaNUGrl2dxWKxYbKYQaNhSN1KRqchtZpi/85eovk0O8YeYOL7v+DYLg/PnI5QimwwYi5xImxkZXqKTzx4hJWSnZ7UTVq6u/n2jy4z2Cwi7D/AC69O8weP78De4SR+Y5HWFhP/fnae8lyAB7/wKV757Uke65HTfOcuXvruGUbtBs4ns4xfifKRb3yal9+8wcWNCMc+83EmV7a4VVPTd88HeeIff06ltYMbeT3/67nLfOCv/zvP35pDUDaxfedOPvufP0XjclGL17k8dYVjH/4ksYAfT5+P4V4Tb7x0Hk37CG/++0/ZWFjggw82cfSgF1U6wS9+dJ61W2GOPjHG2B4v+dgqgx1WnE1yquUMRx/6MPKSiflbEaLJGO/+xP0M7DcTX6/SkJcYOzDMhZsXyVW01OQ5rlxdZWhbL73JEo8MDNO6vZV0tUBVKbI2tcZWpsShQ/tRyRQUGgJObwv5TB273crFi2fR6BQkkzEWl6OsLkfo6fbQ5evEpFEiygX6e7s4e/oMriYnExNT3H//g7S7rARXl/ijjzyJf/4W1668w8p6ktmZJWpSnZ7uLjp97diNWv7kz+6hq93AD37wDHq5gYnZGUoygVgshFZr4Levvs1rb53jL77wJyQyAeKlHDt37cTYKNLd1MzE5AxLK8tUa1CrSkQjCeRKEY1WTa1eQxRFkrE0riYHNUlPV1cv+VKUbC7F977/9+zr7uPq4grJcp7udh8yQQl1GX/4sadIxiPMBYI8+8yrTN2aosPdRae3i0q2yPahUaIhPzqDlUqxQf9AF/6VAGP7Pai1Jf7wIx8nsLbB/LyfeCyDqFIQXi+RymbJ5RMM97Whlos8+fSTLC+tk8unqZRr3Hn0MNOz88xMb9DarefwoYOsrC5z6sQELb4m9t3VR6WeJBmoseeenQQaJSZubJGpiBSFGrlGg1fOzVGVSyQiCW5NzLPnjl0cveMQb5w6wflL51iLRdk7NIK+luPfv/lNHv/C31IpwlotTmYzyuTERa7OrtLd200jFGBhYoGbc34aUoNkqkBRErB29LLv2L1oVQpUeiNr/lWGBodIJfw0anJCkTArK4sgyZDLBIwWPUajhXK1Tr0hY2trC41OB8huQ4hKZSxWC/FEElGtotZooNCISHIZ1WoNURQolqvUZCKNunQbr4iIKMgQZQKiIKBUisiQUylUkDdk1Gs1RFFOb3cnkXAQqVYnnStRqzcwGI3IkH7XgmuYzSby+SKiIFCpVAF+/wP2teP/+rVCKoLHYyKaCmK3ulieDJPLlUBQ42lrJpQKoTZqSQcbOPVGGvI64USBYlGg2amHSpQ2t52GTEN0K42cEkaLiuX1RTxtzeSLCVYWo0SCCawGK57mFnKFLDqTHoNdQK2Hq+eu4DG30pCLZOsF3DoLHo+HleUwHa5OVEoRr1aHzeeBZi2iooHdqSaRDLGaiVHM5ygl0vQPt9PvGUJRN1CsiqDUsrG5gFVnwmJ2ksrlGRvdjtlkpFAvMNTXR09XH0fv28vKgp96XeTVF6+QSKVJR4MotEpWA8uYdHbsHgNmRwO7tZk3jk/gdduwmhS0DwyQ2QpRq9aookarc5Aqlchk6lg0AkpRwG7W4HR5kMtEwsEoCkUduSgnsJkjEAyxuhbH4TXj39igIW+QK8UQMzUcahVD/e243XYi6wEahQT5ohyjpRmVXiQSidPR0k5gM4zGZGFgZIh0Mk1gdYNjB4YwK5V4jRaK2Qw3J+Yo5hQksreF3Jvzy4h6DYWanPWVTZqcbirVCrlCim07eri1uonGakcuyMimUwiiEntJwGiRkS0omVxawG1R4i9mSNzy02FQkfQOsR6M49XWqQ6MsnB9nUcfbkfpaka1EMPqVPHC5XWclOjdP8D8rXXuaVXhHG7j2R+f4ECfmasFB5HZCB99egdvTybocxtxNHfxL8+eQ7NvmGqbh5+9dpWdj9xPua7np2fe4b33P0pHs5vvvn4CzVA/r/3kFBq7FnWTj63gJn/wh0/x9q016uU4vQcO8+Of/oxmZzOxrS3W52a4+9j7uHrlIlOr46gdNq6+cI2dO3dy68ZN9HYDlUSMm+NLeMytLGyu8MGP38f8+BTbd7g5//p5zlxcxKo30t/ch9vmYSsbZmLhLP/43U+Ri6Uo1PNsbITp6hggncyxa1cXFy/ECQWWcGq8RDJRPvb4Ea7f8mNqBrNZw0B/G1q3ibUNP8Pbejl59iSbsSwboRAtHhuVSomtcI6nnn6c+QU/hw4dwmhUEotkaPVZWVxYxL+6xvDgMGtra4S3IuzctZtnf/kbHE1a2nzNTFyf4+zZ64gqHWN7djOybYQd+3bT3OzklTde5dFHHyaYD2GwOxjoGeDG0ixtbT388ac/yvGT5/AHojz6+Hu4/95jXLx8A5ezgz//9MfRCyVeef43DA8OozFZmZ5epFgugEyiXpMoFApUarfXor29vdhMRr74F5/nhRdfpVIrk06mUSu0vPzCcXZv6yOJgkQ2SWB5kcGBYWZmlshlQjz5yHtJFYo0SnWShQwb/hDXpyaJZTMkcxkqlQIer5f1DT8XL14ikcgQDAdo9Xkol6oolRqCwSTvffRxLl+6RC5Xotqo09PTzsbSAj6vjd++eIJcvkKhVEEug3g8RjKVRZIatHd4OX92msB6ltEdA5jsSpKpTQShzuiuNiKBAJlkhPHrYZQ66O/sZyWwSblQoiJX0+r1ISprrG5solaraW6yMDm9zB999Enu7Ojnaz/+CaJS4MaSn0s3buKw6Ll5dRpXRwsHRobIlUq8ceEC23btIhyOY3c4SCWTVBoNBJMWZ5OLyGYAnV6PWiXx9sl32DY4SCweAUFAoQCNWkM6m0OiQiyaoSHdXgNLSBQLBSxmE6ViBYPBSDafRQJypSJ1SYZMLlGX6sgAqS4BEnJReXtRLElQb/wOhdhAqRQRlCKlUhmlXAkNCbkgp9Goo9WqqZbLyEWBXL5IvS4BDURRRJJAp9dQqzaoVG5L4QVBQKo3+Mrve8C++NI/fO3OQwNE435SWSXLyyvYWuSY3RZ6Rr2MX5+ikiuSCsoY3f5BWtq9nD51DrerFbW2TJOlglxWJRaSI6ur6B/oo72jg1S1QJPHx9TUKlaHiWQqws6xFvQOJ29fuEkoWCWTEtmajTDo7KJutBGK5TAr7Yx096J0mJE1BNQ+FQVdka1ggl/84gILE5s0anmWp5bpbvcR2IjT4jGQyae5dH6VwdERzr86QU2qEvSvc8fuMfKVBjeWb7Eey+P1dFDLFFBpdcTDSZZvraCUxciF4/SPdqH3qtgqzGC1a7G725iYWCEYklGVlVmd2iKYSGHQWZmbXadeKXHo0Ahj+0aZD8doafLi6G1mZWsRjVJHU6udXmcfJqMK/0aYfF5GYC2KwSAjHEwSjRawOJxs5fJo7FpSmQJr6wnafE6yCYnRYReHetvpUskobWzRYvSSr1QJxGNEs2kaajVbsSJLs3MM7+5ALTdglUt0tTsR1ArG3BZuXLqGrGrkvoN309+1jVdvXMZqd1PMVlgr5LA4XaTTCdSK285Gg86AXqtDkNVwqq04LXrU9QZ1NUiCSKORweByoRYbOByd7Epu8MhIH9/8+RRN6To7H9nB0oJIIhzmg4/cw4VgnGPlBL6OZr74w9fZ2Wom5mvnV28u8blPP05eYyeSk9Pa9S6+/KNThAt1hj7xUX76xgVkR3bSs2cX3//JTVJtbbx4bZ6f3Vrlrj//K0JLIdbyRQbvPUQlUWDNrKXqcnP2lVc46uvD6Glm9uXzfOmrX+bWxgKn3zjF+/7bR/ibv/oGeW8Tqfk1Zq+P89V//V8888Nn+fSHPsDQUDeXnx9n7cYCWr2e1194ns9/YT9Gi47lqIBCLnL54mWeeuogqnKUng4TC+PTlHChVNb54JMfIVEvcv6153HKJSz9A/zbv/0Q/8wKpdkypr4eNrMhejUt/O9//iVlbZb5xXU0BiP9oy5S6/OY3WaSaojH15mausW24W2EV9awmTVkM1nszjZ83V7efusc4XCcUrHMmdPXGBgYYGCgj7NnLiNRZm7ej1qnRaVWM35zHJPVwraRYV4/+Tr33Hsnc7f8uJ2dpPLzfOyTD9DVbaV/cIi1pVu89PLbjF+b4MCRUeS1Mr/611eopyqUcwJDfW7OnL/If/z4V3QOdnLg8F6efuoJxm+c58F338OSf47P/+X/4OVX32L7tl6CoU2+8y//Dw2pTqMhp15r3PaCokApCMhkEmv+ANVqmQsXzqLRNFCIdYq5KpVKEavJRSAR4dKV62wb7MViMLG4tMR7H3ng/6XuvZ4sy+4rve/4633e9N5XZnlfXdUe1Q10o+GaDoYkgBlCAmJCEkPDIYfkDEITGj2MTEgzEklxhiJAC4AgTDcIdKNtdfnKLJNl0ntz783r/T1eD4lnPUP/wIkTJ3actffav/UtBI+Pv/jhd9hPpdnYKTGQjGOYRSRRRBAdyvUSJiKLy1tUazVauoCiqbiuTS5bp5At0mg1qOk1bty6htmyEByDnoE+JiZGmZ4YYi+VJuCNE4wEKdVbmJZBvdokEvEiIrKynOJr/+JVXLHK3KMlXAHKeYmejj721h08wSrTR4c4f2kSr+ZhJy3yo+9eZWi6k8W5TQ4dGaVcrKPJCrP37rO+k6UtFOHHV2a4upPBbLaYX9vk4eMM8Q4vRsNBRySznmenWaG0W+aTz14kW9jHNGX294sEQjA4GGZkqofNrV06O0Y5PT3G9//mexw/NsTO1jalagXDMunt7aDWKKOqgGCTTCbRmya4LocPTdLT3kZqe4daw+C55y6xvrGObds8c/FZMqk0qiIhSRKaJKNKEqZpITg2AY8X17ERJQkEMGwby3WoNA/Rh9/BAAAgAElEQVQmgOu1FqbpIGsqLcukUilj2BYWApYLogSqohAORWjpDRzXxbRMREnAtm0EEVSPyr/+g19yVOKbP/7WNx2rRqNhUWvauNh0jUYoFfP0Ro/i2Bo9w9M8WsghNEQaRYtMZocv/ebLHD3aRaPqoa+/n5GhY0RCYa688yaCLlJpVGlZFoKsYjSboCvk8xm295o0dIWJo8PML69RzubYqxqIks3iSg7VYyA2FZZ3Fzlz8iyL95fY38xTKzT551/9NYLdYVJbKboHurn5/m30uosYdZiaPIzm1FE9GqgCSBZ+weHOvVl8UZX+sV7Cls6h0UkS7R1sbaepNAt4Aio+JUFPXw+pps7d+6tc+3CLrm4Pk5Pj6KZJZj/DfqpMQ28yMBJla73M8MAkff09lKppAmKMjx49YPtJgZH+HqLJNmzLw4nJ43z49k3+2T//Om/+9C2CIT+LW3tUqnX8Pi8N3WY3kyHeG6e7L0nSq3ByehR/RCURUzk1NkUhlUHKZzk6cYSfbTzBo0aoIFC3JRoG+HwSY4MdtPe2oSBiNmxCQZM2b4T7s6uUanWiYR+ZnSxXPrjNTr0AmoWkyzi2SkNoYlV0TEchEe1md2OLaCSARxEJh0N4NA2PT0EUbRTZwTANLKFBSAzjCUmE83uEJZdrlsp6apcvXZokFwmQLdY4Pd6P2ekjvdZg4OJ5/qfvvU88oNH/3Cu8MztD8vQlxL5u/o//8hMW2jrJ7W7yvYdFRn/9JA/ubmCLCoNH+/iH71ynrDU5On2Ite0Kv/qxi+RT+xgNm2en+2mUqtz9+T1OTQ7zd3/5Q27tzfNrr7/Cz69c4fSZCximQzMmc/kTr/C3/+EvOXF6GiNbxsjVMetNov4gf/sXf4rP9XNt5gpTY4cpVlKcPHeITsFLLpclHgzT4Q/QEeskn9vnyr2HGDU/waSPyQtHaFQrdPmjzN/4iEuffIaC62Ht9h6Hx6ZZW9mjHvVycaifTp9KK57AVQPUgzodQwMIpSampTM+2sHGXgYxEsYfirJ6f4fR0Wlc2yG9W2BzJ0NyqJOPrn2ETwujaR4UWaWzs4NSsc6H71/luefPUauVOX7iOPNPFjBMC9Wr0tWZZHltBUXycu/BIxxbYHl5lQtPHUGVvfzZ//kGXckoC/Pr3H+8ybPnn2Z74THLmS0cI8j02ATJcJ1EKMn3/+kan/7yZzlyaRgjs8mp6eP86I0fMjHcyfb6Ci++8jRTx47z3R/e4J3rMyBK6JaD5fxiWAUB17WxLBvbFnEdeP3Tr1ErVSlmirhui+72JMfOneL67Rm2dzL0jAww1j/IR+99iG62mF+Zp5raZzedxzBAME0KpQrVloEhQTASJRyO4QCWZdDUdRBdNI8XyxZRVR+VWomxiVE2N3YQkOjo6sOyPWT2d6hVLdY3ljl5Yoof/ewasqRQzBYRBYEv/OZnOXp0GkvW0XxeOhJJbl2/g2PKtCWTFEtZRsd66B+I0Gw2KBRr7G6ts7yyx/pSFdM2eP6FM1TLFWxXYWFhmfaOCLKs4vf4WN/Z5Rtf+g1uvP0uQiCIrWmoQSjvl3jp8ks8nrnPkelx0rsZTn5sivm5WQbGJ/FHQwx2hbl8+RVuXH9CtdJAcmzGxwYY6+3AtWtUSgVcRyRfKOPzq1gmOBhYlk2x4CDL4Al6QIRavsDRI0eIRGOkMvssLC0hyi6KqrC1sYNtu/j8CqapI3JQ2G60bCQRJOGg9s4X0HAVF0F0UGQFy3YQXAFFEnABRdGQRBHTsXAkEdu1UTweXMFFr7X46le+zJWPbqAoEpZhYxoOgihgWS5+v5ff/71fctj/T3/0n77pS7g0mgoBLUwkEmdwcAQFL2/84DG3Z7b46O3HnDs2TKP2CJ+3jD8Y5Affu45Ei0dz69y8vUG5lkc0Clw8d4z+Q+3EogEG+9s4ejiCpWdJJnykUja+sE2wrUq0LUlNL+MJdbOeypDfzzI+2o8/2YXWHuPeg3muzj5g16iiajZPnTnNT6/9hLhH5cb1B2wul3j1M58Bqcz8ao1r7z9iKJEgl5eYn1mhVqnhjfcxPH6INkklt5wiEGjHNLysFVcQfQrri1soQGdHJ7WmS7G5x+BohGcuTrC3ViSaiOEPJujq6OLI8X6mj48QiUSIxcOUSmkkpc4rn7xAuVUgqYT53OsfZ2d7CZ8kMtDex4OHD7l+a4mbd27zqdc/i+tViCYVXn7leQzL5r/9va/TO9LB8tImQ+3t3L06R1wLcHkqQq8/wpur2/zTw2VSpSYzSys8NznER8uL6K5MoqONdKbC7l6WI8f78YgSjze22c5lqO8WCKkawbE2svtl5tbXqNoaifYelDYPRtXGq2l4AjL1pksmV0Jv2LR3tiFrFggOzZbN8s4yYdVLoVSmvTNJPV+k3qjS600ge3V2zG0ydR1T9NE50o3clWQxbtMV6ecns7Nsj9isLZb4kWbxBJ2hgTj/eK3Cy59+Advn4bupVYyhMT584yaxkErowglyG2kuXTzLpade5qPvfY+Xnvokf/6f/x5RF3jhK5/m0U/u0X65j8TRIb79P/wp41O9vPDsZf7kL77H8Nlp9raz2HWHiO2hf3iMN994k2Qsxk+//UN+/h//lo6xJNfefYeXLz9LqV7GbxrMl9P0JOJ4JYeOniRBXxU9b7PxeIPoMS87uzke30vxYGuHxYV1Tpy7wMr8BsWCSjIa573vfo+udh+bjRbS8DhXf3KDs8Mn+Q//6/e5deMux3tPcLxzmL5Th3i4kWN44AwnDw/Q7RTxkGfuySb1osP+/Swnxo/TcGpkdzIEfB0EdYf23n6+N3MDy+tndWmDYCCCYTjUqzrNhkW1WqdUPAC/ax6ZsbFxbt+Zod5s0tc3yO5umlbLYGcnheOCJMlIogfL1SnnNeaf5MlkizyaW0fUgoQDHqJhP2gag4NjnHjxBDP37vOlz36B//ifv89/9a/+JcfiMivv3uLU5AlCXomXzp2nsLYFFZufvPE+H7z3IfWajtlyGRkewbLAMFtIkogsK6ia9osOUQFwWFxZYTeTo7MrwsWnn8MWHFbWtwn4VCJBD3rdYWtxkRefu8S58+do6Q0+/vzHqOGQTCTJpbOYlo7tuLiWS7OhU8yVCEci5HI1RFFGFBRsW6DVMmnUWwSDIba30hiGc/DjBjraQrxw+RLNZgFZNtja2KWzY4gn8ytMH54i0RbD7/Vw/do1+gfizN5eRBRLhCN+OntiGJZJV0cHtaLFxkaGQqHFzl4ZjxqlXpdYX8tgWjYbO6somkhbe5RY1MfpE8fY2NjAqBn4ggpvv3+LnoEeSpUijWqF3/vClwmrfraKe2ynd2hKEAoptKom3vYYX/z11/iH7/+YWDzKrRuPeOXlj/Pe2+9x6tRZFL/A1sIKnd3tPHj4EEcUESWZZqOJZdlEImFaLZPe3gFMU6dSrKBpXmzL5uHcY1KZfeotHV9AIxjyIEkH+EKPR6beaIIgIOCCK2JZNo4t4NouqirTbOhoqoKJiyLJeGQNHBfDsjjwlS0kRcI0TWzHRVIkVFGg1WzR3dnF1avX6O3t4nOf/TS3b91FUSRUVUJTZSTZ5fd/75f9BPt3//6bvZN9LKzkMZot9rM5ZE0ls9lkYmyMdC5LW2SEeqXBoal2smmH5549QrNisb6eIRj1sr1V4NVPfJyujjCxWCe2q3D1gwesrjwhGeujp3uQtZ05xg6Pohs1krEe0jsperuiRNv9bKztMjk1xo1bT/jMxy+T31rl6FNj+H0izz39HI1sGdfQOfn8UXQdSuky589f4C//+vv87r/4NVqGw90HK3g1H2/feoIa99KyZaqFEudOX+LnH7xFoVKlO9JFWzzKRzfv4fHIiLZET8cAQZ+f1bVt+sbaSUQSaJJMR1svriggil5S69ucOXGIer0Iboug10+jUiUWkRFsi4W9FJ+7cJb1vVWu3Z7j8OA0d24+4Mz587zx02uIgonHa/Jwfo5EJEGj3iISirK4uMlPfvozBMlgP5UlGQnh8bq4Xp2ffbhIT+84tb0Kqkdgq1jFCXhI13WKNRtf0M/c3AZDQ8M0GyXKtTJbO1WyuRw9bZ3MPZ5HjDfZy+wxMnCEaqtJZ+8A9+7cJ6QlUEIGtqJz5+omoUiCwf4hItEgllAjGA4Qi7Ux2t6NXDVo1hs0jBbJWIQ1t0RM9rO1u0NE1TjUOcnCdoGqUyY51sWTnRybqztIukzb4CCJYBzXyNAbFNBCHXQkOtCbRXJumY2lJZLhPmbfnqGV0vnyv/nvefM7/0S9VMbT08m7f/MG78zOEp0cY+PREp///f+Gt998B1EsMTRwhA/fvH5QhfZknaXlHKsP7vHSyx/nxo0bDPaF6erv5MnMLAMTg9xdeMjJiUH6enuZjrUhlWpMHRpl68kiE+1dbK1scvzEWYrlNt768dts5wt87vWXGB4I0TvYiW26tHd14w8EWd7cwmw18bk+pLrGMyfOs7i8w7EXTjM02M2dnz+hsF+loRc5e+Ewc9eu87lPvo4S78RVFKb7O7ELNsu5R/SOjfHo3h7gYVIOcLgzyePKPkMnj/Lnf/UdOhNhctUC9+fm8Koa5WoVw9Ip5Gp85au/w+zsXQzTRNFE4rEwrVaLQiFPuVLBBVotG8Mw8PoC1OoNJOmAgtPekSAWCyEiIEsG4YiAIZi0DJtm3ebR4iJnjhzlhaMXmD5zlBsf3uHH3/sOS+kS3/zGl9m3d+jsGMASBYK2xu0Pr/Nv/uJ7VGSVmcV1Tjx1jo4ejXhMxaMFyRcygIhluoiSQFs8xumTJ6lXiji2iWG6iJJGIV/i8cIayfYYD+fmOXx0gN2dFLohoFcr7GY2ufdwjqjPR2pji518gRdf+BjXr15D01Rcx8F1QJFVLMvE5/dRrZSRRDBNE1wbRBfXtanXmzSbOv39PcTjMUZGB0gmoszem0PTFFqNKi8+d5nsfo2tzS0ERURRFK5fm+HUiWlECY4dfo6lpQV2t/Mk22M0mg75bJ6nzj9Fo94kk6tSrVlEY3EOTRxl5tZ9fH4/pm1QKlXp7u4kFApQzBdRZQ3VG8a0GkycnEYOwPyDTU5eOMLje/c5MjFCw6tRLdbZ2d6lVNOpU6NTjNHe1UWp0uLu7BylYpW52Xt88fO/wvWrV5k8PMb08BR/9Td/RSgcYmMrg2XbaJqMbhg0mjXi8TZK5dIBB9gWCPj9mIYBiDiOgytBvC1Gs1EDwDQOHAjDBld0kWUZwzSx7INPHAwdtOh4PAog4Iguiqwg2CKuY+MKDjbgURREQcC2bOCgW1aVJFzbJpetcOGpc6RTu2xsrmEaB2tZlkVs28a2Tf7oD3/J72Df/M7/9s3VTJ61nV2++JXngDLl9AaiAYpc4/DJLootgcXVDOcPTzD/4CGFnEaxnMexavT3DRNIyMzM3mPp3iYPF7bZLjbQVJP+gQFURSKRDGPJOuFEgKHBAcr5LD5bpDPk49S4n6fOJBkcGuDys9MkIz60aIvK/j6XX3qaN26+i6rqdHW0cev6Orfv36M96Ofq3Uf0DXj51reukWyPkPAn6O7s5JmXprh65T5OrUWwLUGjmiMWVegeSFLzSvzgzat87au/zUfvzlLOlIkGwyRiAopHZ3L0GPVSmc3VZcLhCOurW3gUH2bDoJZtUc1VcBt+PKKHernI+WOX6O3spj2uMpO6h6PLpHdL7GYqOKZOMBSkWGhy/tQR5mZv0JVIoLeKNGslrn54C2yTUDCAX5NoOhr+tgQVx6BgNAlHI5TrZdZze+y2bDo7OkltGzzY3kWQNfazGaYnxkntbHH06DRiQKCYKjA12o+nz0/ZgcUbuwwfmma8Z4RUpsyffOttfuv117g/O8+lT71I0zY5Mnyc/b0MxUqFtdVFzj91jFI5T6VeptkUcQyXkckxCo0yDx49Zmh4gI6ODrJ5l/a2PnbMOsH2Ueb2VnmyuEc06KdpVAgFwjxef8R2ZR2v6Md0BPyqw+2Z+9yuF+h+4WWiD3cZKJU59rlzvPvBB3z9d17D55osLa5hmrssz2zQFYlz7rlztJo1vv2H/57zz49wxGySebiBp9TCny3gcRSmxtoJZLYYG+7n1MQEG3feo0PxI3khvb9LW6PF8Y4gf/ujG5jpffZNg9b+PnPLWwTKVe6m9nn9/GWqLR+zj6+gqjJP7i+A5OXx7gbcrdEfbSMYVgl0B5k8PsB2aouGUEQLxBmfHiEoBPn2n/2Agb7zuEqUN966wtZ8gddefZG6WiVSK3BubJy//l/+jOmhCPnlHKp/gCdru7z06ksEBJvVzcfcSJfJrm8Tdv3YvR3cfbSAUTMwHQlB8+PVguxs77O7s4fmlUl2xBAkqOsN8vk8oXCYcqmEbblUyzUs06LVMgj4g5imgc/nIxIVKBWa/MYXP8345CHe/tkH/Ns//HdcuXoDjw/GJ/q4MnOPH/78fd74+x+wk8rx1D/7BF/7ymcge4ObV5bIref53//07/mbt95n6OQ5cF3uz97nD/7Vl1AEna3lLPVKkYXlLTra2zl8eIzTpw+zu71FLCyR2V3nt7/0acqlLT5x+UUe3X+EAUxNTjF79yEewYPbMHn1V1/nzp0ZYvEQsY4EhWqN0Z5+Bjq7ebK2xP17s7QlElRrFSLhEKapo3kV2jvb6OxK4g84nDt/hOeeOUuxnCMcDSOIDq2mA65IpVbDMizW17YQRAd/KIg3ILK+so4meXj75x/hCHDk8DRGvcbwYBcrqyu0dJNms8JeKoPPF6NSNjHNFp0d/Tx8sMLa2jaNlo6IQrVUJhgI4TgHkZRqrYksBGg2mmT3i0xOH2VpaY2t7W1ioQjzs/NYNQtPSOXx/BqffOZZ3ns4w+L8PI7bQot5+MLnPoViifQd7mfu5mM2N1KcPH2aT7x6lhdeOMHV999jZHCIf/zuT7l28yaTRw6xtr6BZTk4NgT8PoIhL6riZX8/hySJ2LZDo2HQ0JvUmzo2YLkOoiLQaNbxB3y4jguugmWDqAgIkogruti2i+rVcB2oN1pIqojl2BimjSarmE0LU7fAdbFxMS0XVQRLt1AkBUkA13FQNBXdMOhoi7OxvorjuCiKSrFYQlEkNE07KAcwbf74/4Pk9EshsH/1D//jN2vVAMVsC9wWtbJBbrdEsrOdXC3H2s46Hp+HWtVkbmEJQ9FJb5To6u2mZOjYsgdRFDEbLRBEzp49SX9PJ5bT4o1/nOH5i5dYW51D9hTIlwuUizYb61vEokFq9TydnX1Ua3keze1x9+oyVkNHDVhQyRH0S7haG620Q0ekD0mUkOsCF46cZnJwBMuxeOrp89TrLZbm5+iMJFmZ30HtCtOqVvnyN36Ft958l4n+Ccb7B/nWD35OvF1lfbXI0tIKX/z8K3R0+mjUdUqlfTRviPW1NSLhMNlsib7+ARaWl6k1GqT2ijQbLgtLK5x9eghVc9nP5VlYuc+NG4t0xr206ga5zRr9XYPcmLlNW3uQnY00p09NUmukCPqj+II+Go0q5XIVr9/DpWee5sqHD7j0zPPsZNcwLIux7lE8koI/FqBcrxP0+9nc2qZstRgbaeeZp0/j9YHrVAkGFYqlPPFIBL8mEo6GsF2DZsOm3T+EJEjIPijXquzup6gbNRq2y6PFZUL+CKmtFPFEiL1UFtcSkQSRa1cfMTI+Qsu1kGWHFiZ110Tz+mnTvEgFnYCrki9l8YcC7O7sMhgdojsZpFBvsJpJYxDCF/ayu7HG6FAbuWoDn+JndLyHWFuIoF4l6JSIdkX4YHaepDbK//3nf87Thy/yozd+xOa9eUbOTjE/t8anLl5kYWGRvtEYk31JssUCrugSH4xRr+cY7oijKCKdvQFsp8nc4kNCssv6aoEne5uYlsDh3hGEusGaXiOpKqAqJMIBMrtZurwai1WTl46epiLK3Ll/FckVUF2X8eOjaE0LoW7y9vwcW/l9Jo+c4ec/+RkRWaOQsqDZRNAlfPFuBI+Paq2J4krMzz2gKxgis7nF8VMnWS5sYpg1BqYm+MHbd3lr8R4do3EWdjIsby7S0dsHYQgEAtT0Ful8iY2dHYKBAM+++CyVWpWNzW0CPh+vfOJVNjbW0fUGkiiRyxexMBEEiVgshqnr1GstFEkBAZrNFpVKFcM0EEXwevx0tLcRUqPcuzmLZOvsprcIqDJe1cfm9j7lcouzZ87SlEy+/o3Pc/nCALn1NHvrdU4eP8XNtVXWUim8fg1PT5C6UOYTn7lAbmMFryqxtLWNKwfIZSoEQzK7O2mePJ7HtXUioRj1WoOejiS1agkRgZ7OJJ//0q9TLKbZ3kojI+D6Pcw/eUKz2SAaDrC1s4csSdQNnfZkG5uZHUZGh9la38YyHbxeD6qqEmmL0dXTSTq1SylfoT3ZxZOHD2g2mvj8XhwsTAMkScJxTRrNBnrLRJRd9tJ5Hj1Y58VnXqBaLJHOFmnqFs8+fYHbN65Rr1eIxKJsbO2TyWQZGOonm9+jqdfxejUGBobY3NzDcU08mkqtUkGRZY4fO87MzCxtbQlKxSIezUetWgEBFlfXD6ar8xXGezvZLRSo6U0O9Q9jY2C0WmxtbuJNhPAFfchhDT8G+f1duvv7OTQWZz+T5lO/cplv/5cf8P3vvsO582e5fusO5UadVz/1GWq1CpnMPo7pYpkWoihSr1dRtIM1K4kCesvGQUBvWXh8HhRVxf1FVGZgoJ9SqYBpW7gIWLYN7oEVLLi/mCAWwDBsvAEVWRGxHRtBFFEEGRCRRAnLskEWUWQJQRBwnQNLGUFAkAQcQUAWJT5x+TLNZoNqpUmxXEaRZWRZxrYPTs848Md//G9/uQX2ys1vf3N3eYeQT0G3KmhamOXHVSTJR76ZR2l5GJx2efr5Kbb2FD796qs0lBbzCyt87fPPsZd5TFtXhInpAUQzy8hYElOrUW9scvGpEWJhjaHBIco5gzNHRrBqZSaHeojHetC8Gnv5DTR/mCOjcaI9nfzJD65x7MQpfvLedVQtwT++91PGRqY4fGSKv/7b7/PkwTzDp45hAY+vPqJWL3NlZhndVdCbOqePnuLetRk++6VPEdI0vH6RGzdnKeUbvPLKCXY2Noi3x5l7uMOzl3soV1NYpks40kYmvYrjmAQifgrFHRr1AmpA4ezFKRrNArt7u+xkinT19FEsbhOPBzh98TCHpg+zupTi+ocLDE10kynsMT19nr2tMgG/ytzDe0wfH2J5dY+modMz3IGLhkeNsrQ+R6I3wvXrVxkdasejqMzPL1FtpIkmPAR8CrE2mYmJw4QjApntArn9HKsLW5w4OYokCJw7cQbbbdA92E2llmF3OYNVN3nrnUWUYIvUXpZ6s8Hrv/pJWsiMT02w/GSdqbFpXKGJ5ZgMjgyT2U9TLqZ5/vlLPFyaI94WRhVb+DSBgE9loLeL/e11PD4Nx+/H8ILlGiRiCRYfLaD5ItiyQdDbzvlzLzB3ZYYj49NkszlcW8bn91Ap5xCNBit3bzExcYhcOUtHRw+2nKXP40eTHboTHYR1H22REPH2KLM33yIRdwkGDDqSDqNDvfSO+lh6VGB45AQ/m/2ID9fWqXlqBAMSw9MJ8usQCMF/+oM/4q2fv8vNuQ1SW2VCLiiihCccJuLTyO7kSIRCrJQaXDp5jJoc4u7MBwiigibY3H+8Q6jpQSrp2IpNsruNYnYXr6OwtZhGs2D88Hkc14/leNlc2wdRwh8Kcmf2HrIj8o3Xn6VPVbj0/BlC/hj+xCm+/941Pv/xV2g26kzYfnySn2wzh1iu097bhtlyyZbqjIxNkErt8cGVK3i8fjyKh/Z4G/NPHhALBSjmC3z88ssszi8gaSp9XT2kdnfZ3c5z7NgRdvf28Hp9iJJAV3cbA/3dZDP7vPbyM2wszdPAxhsPs5vJsb6+wtpujqc+9xLhWBzNtXjw4CH/8zf/JU5+l9TcfdZXN/izH1zn7vImN67PYZgOn3juKNOdXjpkgwtD09xfWme3WCG9lUUQZVS/H8eRiYRhaqKP4cEuivt1LEHh7NmTtCydUrbGwNgE12ZvMtbZjavJlMw6yWicdH6feDRKuVjkS59/naGBAQ4dPsabb/+MZDKBoducO3mBkeFhKrUKumkgCiLZdAbLMhgc6CeVylCtWRRLDTKZEl5vGEOv49g2XT1t+EISH3v1IoIt8rWv/zqVUp5irk6pWqFcLaEbDoYFh49N09JruK6ALximVq1hGAIvPP8xioU8suhhcWGR7q52KuUKzbpBq9lCljVmZ+6haRKlcp5w2I/PH6FcLmBZJtWmScCj8e3/61/z/ocfcuTEIXSnSu9QH6X9OsVaHklRado1ssUCTqOBbRmUyga7GxvM3H6M7LGxjBp3Z1Y4ff44P37zfSLxCMFYkFypTDq9y+lTp1leXEVRZVq2gapq2GYD13GxzIN4jqCISJqMJIBjW7SaJh5FJbWXJRqPAqBKAqLogOggiSKu6YDtYtsCmkdGt01sbBRVQlVU6vUWuDaqpqAbBon2NjRNQ2+amIaJ6B5gD23XRVBEPB4Pj+bmqFXrlIpNRFHCwT54T8PGNB1EReaP/+jf/HIL7Oajt795Y+4RWlClryOMB4X9UpVUMUt7IsGhQ/0oksCjRwvUmwbekMXCgzSiU6FUanDyXDftHTHchkghlaWvu4dGzWB4YALRkfngww8QNZkna6vsbe/hmD6adQgGgviCEv1jXjLFTYIBBdOs8fIrzxCQqzx1+TjjUwOUSga3fnqH3ZV18o6XfL6Ix3G4fWeepd09VtcrfPELr9Fo1nnmqadotqps7G5y890H1Mp59tMFLl06g1eGW0trHD12nO4uPxsrm2jeJp6AQmY7g6YJB1xmRyQcjjE2NcrckwcEvGEcS8BuVfD7XD7++msoQZnuzn7Se1vo2SJr6RJ7OxkGh4Yw7AqZ/V00rfNgoT/VQ7G6Q0NYXB8AACAASURBVLVVZfLQYRRNxuMH25AQlRapdAYUh4mxSQq5Ks26RaNeBVGnszuMx6eS3ssRCHnweX10dyXZ39+gvSNJR7uPnp4u7t2fwevzkMltYhkqnYkkfX1xgtEEA2MJbMtkP5NncGiU9z68zqGJYzyYXeTKezOcu9QHjkwkGaJWLdCoHmyuUvkizVqZgHbQ7aip3gPEXSZDd3cfm3s7xNvirDzcICyFSUZjRGNRFJ/NwuIyV96/QiAg4/XJOGKN0Yk+drbTZFJZhgaGibb5eLj4gL1MjgsnTxANbWFndVbml3FsHY/tMju7wsbmJqeP9NEyc+i2xaWLZ3gy9xAkFbdsE9YUzp09jRoPcPToNCO9A9SaEoahE4xF0KtpqhiUTQvZ9CG6On6vj6qp45VFivkqIVVho97i7OQhTH8bt26/h4iLKrggifTGEigtAynkpabrTB+ZIrOdRjBs2iJxYt29aKqXw8dOsbOTRpYlHMfm/oM5Lj13lqGkSiTWwTu377E9v8G7t24gdib4ux/8hKUHq6SK+yzsLDMsR9nL5BidmGI7nQXNQzFfpVatY1kW+dKB87G5uU1XRyelUhm/L8Ds7CwIB52duXQGTfUiSyKFfB5JEajX64gCmKbOa598BUkWyZWyjIwPsre4zv5GimyuSCia4FdfvIinXieoSgz1duC6dTLbOR7Pr3Pz3gZ3Hm3z0qc/RXdMJes2GZnop8vjYXFnh0tTz/H+7QeYqCwvrGAgYzZtHFdAcBzOnBpnY3MRRXbxSCKya/FgYZ3OZDcrmRTzC6sMT/ZRqdfRBJOOeBtqJIzs2iS7uggnoiwvLbG6tolhuPQNDZBJ71EqFREc0JsNmo0mzVaLcqWE16vR19tDOp2lUqnSbBk4DoiizJGjx1hfX8UXcsjsNjh19jira3PIosDs7cfYtsjedo7NrT0EUUOUJCqVEr29XZhGi9WNLaLRNsqlKvVGhcePF2g0GzQbDbxeL6ZpY9s29VoDOHAQJFkgFAogKxKNRp2RyUk2t7YRRZHh4RF8ksuA5qG/LcxPr3yEoEg06iaXP/4Mjx8uIqkSjmji96mIrkwuXaG/b5iV5U1cV+K//sZXWFhYIp0uUq1VGZvoYmRknMePN2mZVSTRZWdnC9d2MR0TWVHQVAlJFPD7fbgOiKKArMq4gkskFCLg9WIaOl6vB8c2kWUJ2zpIEwiiiCzL6LoJzkGHq4iIYVlIIogiiKKIqiiIDgdDT80WoiKgeVROnDjO5sYGgg2WeRDpMR0bSRZQRJlGrUVbIgq4NOoGAuA4LpIkI4oCCMIvv8B+46uf/+bnfuVpjh4fomlk0e0mqf0mZ58+Q6NUZHy8m9RKi2bLZuxoL9GEhlW0GOjtoX0gTrWq8PjBCoW9BgPDo2ztrqK6Gu+9NUujZnDh6VHa+zW8nS0S7T3s7VZZWU5RLeikUrsoHh+WYzKUPERA6uCdn75FVI2wXzX5/k/eYrQnxIXTxzjz9BmebK8R84W4fn+eQDhOOBLEjsPN9+9glAt8dOsBTanOocNj/O7vvo4hV+kc7KFUrKDYEvvLG4z2JtEbFfp7RvCqMn5NozveR39ykPWNXTa29hEEjVxGpz3Rg+yqqIKK7ZicPX+R2Zm79A8mWXpylbGhYURDZHDyGA0jh+pv0mhZpDNFstkMvYNBDGmd3qEOQvEYu6kiDx8tsbpUpasnzKNHS0iKRrMqsLq4wbFj/bQlZSan+glHffgDYVTZT63aolVvIGGxn84Ti3TQaFTweXzs7ewRjvhQPSpmU2KwaxDFEfHKER4+vkuj6rC1nQLXw9ZaHlkQKOfyFHL7vPba8+yl1lE0kycLyxw/MYkme8kXm9jYBHxBVFkmny+hin7qVQubILLkpyMeQHFEOiMDdHd0Umw12K8V+Oj2LJVCk1ZFZ2zyFFdv3GJgdIBmzSKdzTA01s/2xjqGrfBkY5ez5y8w88471HSdrniSw2fHkeLQd2iUf7o2gxAOMDHcgz/go7e7j2x2h5AvSrVukgi6FEqbCKqNr6ljllIsr6yjGy494xH2Smk0j0ydJorPZGspheyNImGh+Ly0h0Ps7e7THgiwXGtyYmoKJdTBrTsfIgo2oiDTtG2SfoUwKuvpHK5lk9vfx4eG35bpTXZRUyQ20ynSqQICEqJokyumiHd6Wbs9x+vj/URFL8c+81mOnJrm4oVhjvTFkEMy06dPsKFnGB5N4PNa1CyXG7P3QNE4OjxNNNlFMBCm1XLYS+UIBhNcvPg0a2ubaKoPyzq4yyqWKyTCEaLBKIIDpWIJBIkTp08cZAhbFn6PD1GwKRdLDHQk8XmiPFzfY3Bqiq7uLjrjPvomBsjaLVzBQs+22NjcYfSpp0g3ylx6+SRPv3Ca8cF+bt9/QCNdxmnWee3Ln6GWrdPqG6TUgP2dCt5AlMGhERZX15BsF8ey2dzaxbFFqqUmsuhnLZVmfHySxa1VvvArv85H1++wv5XCZ7so/jDLqyt87NwlQu0hVlaXGBse4fqN+5TLDYq1OvVGnanJKYL+EIvzT2jpTcqlCq1mk2AoiCyL7O2lME2Ber2FbrtoXh+ScLD5OPN0Jz093VSrBsVykXisE9eA3Y192hJ9rG6tY7sOL33yJaKREFvrO9SKVUrlAl/6zS8yO3MTv8eDYzv4Az50/cAutW2XSqVKtdJCEMC2XTSPhGHYNBpNBEBVVbbXt1A0jb7+PtZWlvGrIv/db73CubFB+npGWV9dI5cuc3XmEbJHxVFccGxEU8FsCni0CGtrOyQ7QliOwd7eBtVqDcsFyeOhq7eT7p526q19fFoYyzARbAFdN9B1G1mR0A2dwf7eA9iD14tp6iiqiqoqlPJFdKNJOBI8EEpVo1qq0WqZCJKE6tGoVlpo8kHNnGMf3O0qkntgC8sHFCdVVlFkGV3X0YIqvoAXvdkik05jtXRwD6JbsqKCIGLqJgF/iJbewHSbREJRqqU6siIiK/IviiNkROCP/vCXXGC/9f0//Wav36A7HmK5vEtBr2I2TNqjPurNBqWMwW6ujKqp7BVLNCt1NjcqBIIaXXGNYyf6sKQWqYxJei9POO7D9WjkCgZ9fSM4dZ3TR09S2NulIfiwdJdDh46QL+Tp6OpCEEUc3cIpG/j9UQqNBoIg8sJzpwn7BQZHe7l7aw5XE/nZlUcMD42zvbpJtlgiGAyQ2shw4sQIF199hnv35jl9rI+drSX2lhd45mMv89YH77ObyZHNFsk0G2zvNbl49hztyRC3Zz6g0Sogm1Huzz5i6vAxbGQ0jx9VU8jlirTKcO/OQ44dPcSdmdv09w2gyRZdySCWCWt7Za5dm6Ozz09XTwTX0Th69BiG3uCzrz99EHlpOKQyBbp7u9nezNLTE8QVKnT1tVGrWLTFwwR8PgIBH4gua6vrOKZDT18HoWCE9G6DeCKMa3vZ2dtBUwKMDE/SalhsbWQ5PD3Ezu4GsqiyvrJBeltHFqKMjowTiwc5fuwo9WoNvVUnEe6iWZHweSCfqeDxtBjo62djM0VXRzfZdIbBgSH28/vEEgE8IRFfUEOWJcBmeXuLjc01ZMuiVqyjmwKOCNlylWK9RCzRSTgYZWxknI+uXscf1Cg3Cvi8fianJ2iaLXb3UkyOj5CItXH1/fu88NxFBDPK9soOWkCgadWwTJm5uxsYloJfrRGLJClUNtnPVElEg+hOCzHso6bAw61VdjIpekejGCEfomIS9kiImsNARz87+zscG+nk+OAUP781R1swgG5btEUPBDasKqzUWxwbGqOrb4R3PvgnZEXCdSVM16Yj5MFjijQkEUFxMG0Ht2kSkFT8mp89o4UgqcQiUVRVwXYbDA50MTLay9pOmeNtPqLtIbJqiy6/zF/8zZ+z3bTwVr38xkuvcu3WR0SDcZyFNCf6jlGTBUqFMiXLxbQMvF6N1dUNwqEoOztpDk8fZWb2Dh7t4I5MNwxcUcQxTVwgk87h8XlptVqUyg1y2RIjQ6NEwyFsp0k4EkBTArx39RamIBBPxMlk00higI+uXOWrv/NbTI0d49GTWcaPjZHf3SK7uYlXskgkgtx8eIcXjp9FC0YYHx9jQPXy4QcfcfjYM7gVnf3dXWLxEOnNbRp1E91o0mg0iSeSyLKHVtOkUqjiiCod7XE0j8SV9z9CUVUiQZGJkTG0kILXo7D0+CHzy2uEQyH8Pj8eTUPzqpSrVV56+TLvv/seoyPjvxC06oGACQKNVhNNkxgcHDqwJJMJSpUiut7Cti0c20aQHCKREMWiQzjUyaHpfpr1Bp0dMb729d9m5tEtXEUg6DepVGpk0xVkUcBxbVq6ydjwCEePTLG4uIJlWRyaHGcvlcLn89Fs6MiyhCzLqKrCuXNnSKf3aGtLIAgiuWyV4eEhCuUcplEjGe8gs7NPs77P7n6Rt96/ieOVKbRaeLx+WmYdBxevHMQxBSwLEFwUFQyrSjwR48yZaTweP2ub+7T0BtXaPndn73P82FHu33uAR9HweDWKhTKhoBdRlrEMk86ONiqlKqqq0WrptAyLeqOB4IAgiMiSgmmatFo6oqhgGBayKtJs6PR0dtBotA4yrpYFroCqySiKQks3DkrUbQvbtBEEAcs2D9ar7eI4DrblIEsHzzRNC9O2kQWJlm6A5GA7YOsOlmkBIoIIknyASvSo/z8ATbzz1v/zzUOnYqTyKSpFE1nWKFXq7OwVkVVY30qjRmSOXxjFqQU4NDDBzI00U5Pt6HmHnu42ku2dxLpDHJ7qQnZanDt1jIEjMaIdfm5feczi/U0EU6a71yXgF1jbXGbq6HESyW7ef+sRxTQMjhxm5v4Mg4NJanoNJ6dTyTYwhCITbR14ZAlsF5/r0tI0kpF2TrR7OHtynJeeO8pwIsrUkXFcsclE1yTThw6Ry2bo7Woj7HF44cxx1leyPPfiILfv3mZxuUTAE6a/c5RCSyLfarCxvkgyHmd4cJj5pVVswebCmeP0dSbxqiLJeJK9tI3lyqxsrJLJbtHX10WjuU9/bx/FYoNIKIrXK1HK79Jq1OnpHSAUiVAq66xvrjI1PcD+Xo5GzaavZ4ThkXZwKxw/McLq5hOiiQiD/XGGh9u4fuUBW5tpas0m62tpXMGlVhEoFJrMzMzj9Xvwhzwk2nxkc1W6evtIdASptUwqrSobq2v0DQjk0iVGh8dp1CtMT4yzv5clHo2z8GSBQtrmyOFh8vs1Nlf2mR6f4P7sXcIRH/Vcjp6RLtSAgqPrtCfa6QpFGB8eoT3eT8gXob93kNXlbQxTQHWBgkRpb5+2oMzEeCeuaDB5ZJz/l7o3e5LsvM/0nrPnvmdWVmXte1Wj926gu9FAYwcJbqIoUUGKokeURpYse8YXI4/ksSTYHnkJhUO2Y2xrQpZlbRxSEheBIkCCJEASaKAb6L27qrv2Nfd9z7P7ohAO/wl05GVmnJM353zf93vf93n9HpdyocTBQYnF5UmEvkDaTjE3OsRbd67iDLlMzI1RtZpIioovpPDSC89QbHfYyxW59+CAVDKC0YVet8nBQZbFsUl21vfpty3mEmncZgcl5GNQqFHOddnPV9C7BkMjY1x940Nya03EWIBarYoDDMejVIt1QoLIvq5zIj7CD/7ub1F8Cm1dRJYFTNsl5QsQ93nZrlWwJJBFmWQkjtvRCXh9OKEgkVgSR7QxnT5zs2Nk93a5d+0ml04/DysfEPG6/P2jD7m1t8WzL7zCycV5cgc3+T+++r8z1xaZcmEzKvFXP3qbqclpar0BpUKNRxuPKJfKRCNxNjY2SSXi7Gyu8+d/9qf8+O0fsbgwz/7BNl/5tV/hx+9cw6t5yYyN0qjXCYfDBINhUskkqZEEpWqel198nsX5eTbX95mYnuLc2BROpcaZpceIjPr4zOXLbH+wyo9/+FMEReMnV+/QaFfpdOtH/3nvkDMnlnlY2ifpj7B+4y4EQyiuxsrKBo5HYad6SLFVYnVni6mFWZLJBKmROJ6wj4PsHqoGI3E/qXAIjy9CMhwjOj5Cu9elnG3h+BR+8uYHGK0eRcMh4tVIpBK4uDy6/wjXMpE1jcO9PXwejY2NDaZmJ5A9As+9+DzPv/wy9+7dZGp6Gs3rB0lClEVc0+B3/4vf4cHqHS5cPM/9u1usrRZ46ZVLHOYfUqlWKdRLDDp9VtfuIQcV2v02ly6cZGJyklt3HjAxOU4+X6ZcbrB3cEClXELziCwsz7Gzs8mnPvVzPHjwgLGxcQDm5qeJRsPcunWLhYUFHMelUqmiaQr5cpnzZ4+D2eXlFz6GonnodhVe/9FV3JCf1WwWyxtkYNbQZJVkNEruoIgkyyiqQK/XAgRcUaHeGFAtV9jfL+FYAoYpMpFJ88KVZ1m5/SGqpuCYLpIA4YgfQRSoVtuIInTbR2D/VrOPbQtYlo0gyBimg+bxohvWka4tSei2jqIomD0LTZSwbQe/z0+r1UKQhCP9VoBe30ASQFFlLMvGclxwjlIJiqBhOhaKpqHrJg4uoiAgSkeFJ4qq0OsaSLKCIIioqhfLdY9gFLaDKAhHWqxl84d/8DNucjIKD17tJ1s4qgwVSAajeEfC1DomC7PDiF6X7FadQq2Kq/e58+4OWjdBLBIimlTYzq9SK1Sxuy6HhSq1rSZxN4bt0bl/7yGSnKQ3ENip5HDqNpFIhsnxRQTF4dr1d4hEVUJJkWypTKvWJx0cwqNGuPbeDXTFJhyF7fU9PNEQXW+AldUHpKJD7O1tIMgSF58+w83v3yIY8nN79Q7RcJTrb69QrfdIjw5RqjUJJ1VKxQIXPn0BT0jFowaYX1jk0cN1ApEAhqTSHJjMTaQ4e2KZXCGHzytRKVX54NpdFMlmenaU/XyBSuEI0jA+FiYUjNAddDH1Prdu7uDxRghHBeIxlbnZGXb3dqk2igQiPrzBILISZO3+FpnhJM1WBcsSeHj/kMRQm26/Qb0BrabFoFdB7zdoNvvMzs1RKjdIZ9JUqjUUTcIyNbw+DztbWRAgFNJodTuofoFOx2Z9exXN7yG3W+bxJ45zsNvi0cMdKuUWQe8oG+tbNNt5VMXD8dMpRFFEFkNoYpD9/TVmZydodmoMajYXnrlEIp6kVWxjtEwEvBhIvPvgDuvZbTYLW9zZ3GQoPcbM5ATlrRai6ZJOJOh0u0SiMbb3c3RqffrdNv6AhgMsTc/w2l98G6/so2r16XYHzGXiKKKG1PHiVwSKjw6p1Xt0On0sU0PvCdy/m2Vmaoi1jQKffPECtUGdhm3g9frRwiGy7Rb5/QrJ8WUe7O/i2k20sAfTCrKwuEjHqbI4uczhYZbJTIp8tkw6FOLA1FHrXUYTEfKtGn1XxXL62K7LRCRFULZJzcwxs7hMs1UlGY4yOTRCKpnECPjx+vwYjoMsi/Q6TTRJ4fpPPuCwWGWRNuefu0R7apqTsRkSxgAlEOf7t+/ij4ZR+zA1s0CpouOdmqJdaPL0Cy9gODaNZgfTsHi0uoVHU5mcHGOgd7F0nft37rCwMMu9+4/47Gc/gW64bK6v0+v1iEaiuK7D8vIiG5vrBIJezp4/TadVxRwMyFbK9PsGf/+9N4mND/HJn/803/76dwilE/S1AP/hG6/x+BNXCKQ0ujg0uha/+uu/yc9/7pf4iz/9Ov2WyNLySWyPhndg8oMb7/DYyycx3QFWX2RhcRHD6jA/N8Xe3j6SCL5QBNcV+cTHX2Z/cxtXFVmeWcBwLRzLYD9X5NmnTzM3MUVwOEAgHsYymjRaHU4+doyttQ1KxTrhWIxAMIDf70dTFVwswhEfkiYSiSf4v/7iL/mVL/0y773/Pormpd5skB4aQnBd1tceIogioVCIQdfBwSAaS7C4NMfOzgHttsZjCwu0GgNcjwfbcVAFiesffkhqaIhKpU6/a4Ig8unPvkgkHGV8MkOz1ePwsESxWODkyRO0mm3q9Tr1Ro1ut02vd5TftCwbVfHg9frAHdBuNHENg5XNDR5tbDO5NIFpy9hOj67l0uj00HxerL6BYJu4goNu6CiKhGMbDHoyuqWjyD5qlS6ua+LzJUE0mJ6aotMsUy3nqTV0cBQMw0ZRPNSrLWRN/v/kUAFX+ggfbOG4LqqqEg6HaXc72JaDIAt4/X5s20QTJHAcNM1Lt9PFdGxkWUZUjpCJCALgHo1yRRnHBsu0UEQVSZYwbQtJlrAdFxBx7aMcrD+g4fd7EAXhSNsVbWzXQRQ82LaJIsvguliWi/z/B5PTW3/+376q+WTuXr/PYzMLBDwah8X7LM2nqHayjGYCjIwEUUWBhzcNIrEwk8cybB0UcLsWb9zYJ7tdp1mrEw0FCafGaA108jt5Qr44Q2NpTl86TbGxTyQ1gVGByl6Lu5t3MbAR9CCtbJ/0cJB0ZoqtXA7T7iFYOosnZ4mOZghHJ1nfH/Ctv32PL37yCssLC9y5VyYcGbC91eQX//nHMSWXyckhen0dJ6jw1hs3+fKXP8nO5iqjkRgKXlwGNKsWb7zxHoIhU8jniScmWL19n9FElMbBDv/05rvsZUtofZHHz5+monRYK1R5960HjE8f48STc9S7ZYy2zdh4hly9RLPsYTQWJqyCxzKZH5/hm9/9LsMjCUJBmU6jTmZ4iFYjx9LSHH6vwNnTy5w8mSGeNEgkImDpxJNeknEPC2PTDDoWnuQAV9JoZJtYXQklnOLJ84/z5veuoSgKL3xsmWhMI5XyEgxoeFUPq7d3mZ70kUkk0ORx1nd3qHWr+IMKwaDIwD7EFgu8+HPPcuyJDLpZIRLx8vq37rK7f8ALn3mKH199h/HMBL6QyHe+dRURC9dxcBDY294kGk0ynMkwnJ5nf2/A88+/QH7/gEcPtxAHHdShAE3XZWI0Q6fVR4km2c2WOXX8GNl8h3qtzUH2kNPPnqWt2WzsWpRzXRZPTHH/wQqmaHN7ZY0T58+iWy7dgcHISJBSoc6JM5M8fHTI1OQoH965TrvZJeaPERwZIl8pMhLKMJGeRpE1yvkGlqThNAccPzeNOiLiSF32bqwRyYyhdC1ypo7HUcl32kwko9iuQdm2qZt9FE0hJIvEomGUdIqK0aHfb1PO5Tk4zCLoJk29jxKL0rcdVNmLZQtoloOKyG/8q39JKGmgZDt0Oh1OPXGOg0GVgcfLt771T+zdPQDTxpIE3l874EG9yM6jdeZmF3FNl7X1dfLlAtgumqwyPjFKrVxBVTw0Oj0y45OcPnWO5YVF/viP/mfSkSiZ8QkE2WU/V8Qf8LGyvs1QMsXTT5zH6PU43D3k3MnzHBRymJbFL33yFQq7m9z84BbnLp6n3zf52le/TigR5tH6CrlalcW5UcaTceZiaf7uL/+a537uebAcNFWmXiiz12rikYPYph+973L/+k1ye/vMLM9y+94dXvr0s4wvTyB0GlQODtnY2MYyLKYmZ3j/p9fY3spya3WTT338Zf7p698FbKxej7jq5e72AarXx717Gwy6HU4vn2BtexdbEEASqDeP4i69dpuzZ87w7b/7Rx5bWmbt0SYnT52h121z4tgJYpEogiDRaLbI5bMc5nN8/oufplGv0i23eXh3BVkNILg1TiwdIxjwEfUG2Lj9kHarT69lUNipsDi9RKmSR5RdFhcXabYaXH//NpZ9VMkmSyIuBqbdxnJ02u0BjgNDqST1eg3BBdexqdZq2CacOnmOQrmBYwvYpkWpUKRQqWAqEqKq4Fg2en+AV1Hx+0N0B31Mx2UwMInFw6hem4A3SL/XIhQ66mA1jTauY9Mo13i0ukvPlBHw4fV6eOLC49y9exef30vA76Neb2EYNpblYNk2jmsfRZcsB8e26Q36SJJAKORHsG06jT6C62KaNoIk0u31ESWIx2K0mh0c08J2TQRVAlnCFsDrP6KG+QMeBn0dyxWwHOeoAECW8MgSQyPDROJhytUqouTi8/vQezqyoGKbFvpAR7DBdY7KIkQBbMvh1Vd/xnOwu+9/81U9XKHlNig02hTLDdLJBFsbh4xPp6mXaoh6jHq5yW/8y6fQDZ3dzSqy7KLKPnYGBXpFi6efPc/8UJyV7R1cBlSbKpHkCKHAKIOWQ8KfIpzK4HRbHD93nOGhJPf398jvNrm3vkVmVKXW67G3X2HqoxfJ8PQUDFoIjkJ6YpRXnnsK2enz3/zJVxkZFZDVCMuLU9y8foPi7j7tSh2/XwZN4uITSxQKWySTcTqNBuubW4zPzqLIPspFgY2dbcbHllAEjWcuPcHA7DOztIAj+am1B9SyZYrVPFNLGeZmJhlPxXhsaYxaM4skWHhEmUG/w9Vr77C7W2Nydpxmt0mj26RYqxFPpFA1D6IoARKILvVmFVUNoPd0Nte3kVWV4ZFxOu0mXs2HZQnEIknKhzn8fpWDQhvVqyELSeqNNgNKSK5AX9eZmU8y0CuEQho4EsVSHgwBv5pkJBOjVm3QbLj4/TGSyRAnTszg9dkcPz3M0rFxssUSB/k8g4HNYa7AqdOzqJpGq1dmbn6C9ZU8Tz1zkUazjSKDpojc/XCDZy4+T7/b5bHlE2QPN/n4p54gu18GeYBuuiT8o5w+/zjFSpXNezn6+oDFc5OsrqwRjQX44Q9WWVo8Tq3aoNvP4wv48fhS1JpZAiEvjjBgamaKZrvLg5tdDg4P2d4qEosqrN4vkYgNUy5ViMd9KD6FzMw4noCPTqdPoZhleyVHr21Q7GYZOAaDWh3Z1gmEFBBcOt0+mfQIbkQgGQlwd7/BsdE0K+UiQVXCdmzqpoHq93FueYmQqDI+MYHk8+IPhWh3uwgtneXpeUKqSiqVYBD20BcskL14tSCmYNK2uvzlX/0NOztFlkWdkakMbibJdGoWn+slHI7zxk+u4knEqFXrVPsDRNFLJj2GKGlsrG/QqjawVAVJUek0GkQiEar1GtZHTsrjx4/z+ndfZ+X+Ctgmiubj4eoqXk3j8pNPcfL0CarlLItz06zeuY3f76HRbpLL5ylXKuzv3/Z5UgAAIABJREFUH/Lg9gNMXSdfqrBxcMja5jpPX7pMs93hlZde4vd+/3e5u/6QUrVOrlAhGolTb9VJhZKEgiG+//03SaWG0Hs9RscmyWVz9JI+okMJwj0dTZEJ+1QS/gCSqpIZHSORiJPJxMgWD+kaEnIwiumaBH1+DLdHU++jiRqp9AgjmUm6RgevR+YLX/5FvvHaGywuTtPpDzCMPslohHAwQqXVRFAUBpZFrlJhcWmJsbExKuUSH354k26ng6apbG9vYroOrgvLJ06zsrJOLnuAbrhMzs0SDmgYXYP11YdkRkbJ7h/Q6VsoisbJE8vksgc020exlitPX8axjlCVjutSrFRwHdjZztFu6/S6JgIQjoQoFisoskxmdBRZUWi3W2iKl1w+R6fTxeP3Hj1/jS6SJDMwBqiKjOOCi8Xo+CjtbgdV9eDxaISDIZKpCIZh4NgCiqKA69Ju9xkaSqJqGsViFZ/Xi6KpdLotIuEIuXwWWRZpNo9wiP1+/8j9+xEbWJIFLPOIhqVqEoqqAi6DgX7k9P2oyca2HPgoHwsulmVhWUffC8oRsN91j/K2hqnjURVURcHUbRBEXBwEBBzbxjZtVEWj2+1imTqqomEYBob50Ula03Ac+2hz4h7pwoIgIkkSf/AHP+Mn2K//9b97tedv03L6ZBs9VlcqLC9NkBqNsblWYFCL0i+ZHJubolSFnUODQdfl0pkLGK4H1Q1z6fwxRMdgbWOP29e2OXXqFHfu3+Dpl2ZxAuv4403anTb17ha7q212tqu4zoCZY+MkhiXOv3yKocAo9brL5sM9mpUDXvrkS3QrDYycTaFc5513f4xhNfAmVT72ynEuPvsk6ekY1YMm77z7gLMnznJ8YYZETMOliSzK+LwKhm2gCkFOnT6F6fhp1ssM9A6//Tu/yZ//2f/NE+eOIVoNLKHN3uEuC4sjjM8mCSaTTMzP0sz3aB8OONzaxeh3sQSBt966SiCQAlHh+LETnD+VYGC06Q26DGyZzgCmZsZxRZFWr0G308CwewyPDpM7qFIsVJmZGyMcCeJYFoJoY3QF9ndbhEMhKrkciVialc0sO7sVGt0eI+NDVPcstne2uHThEkvH0oQiLmdOneHN168TDaapHZqs3tkjOXxE9inXSjx2Jgpum7t37hD0JaiUK1SqdTJjo9i2yIPVHVoDHVWpMjalMDH6GCsr24yMhDk4qKBoOmfPnGbj4SOSiQCWbiMIQVZuZZnOzFDMZ/HIEqVSldn5ZfyBIfL7WaqlKvc2V9gt1lF9Gj4tTqXW4vTZs6w+vMbk2CijQ/NoXg/b+yvMzswSDJvE41GajS66bpEcmuHuzSzzs0nSQyk0KcHswjCNfJ7nLp9jfCHJ2tYjBoMuMY+GV4a5xSEExWRQl6geNIjPhAhMD9PPNgj0JRbmlwlaAzyRAePTXi6MTPCZYwt40pNs3rqDX5JJjaRJpSK0qzmev/IcbRsOSmUM3cAfDpE9yNLp9bDbDaZiMfZaZYJeL8GIw8nj4/R3tklIHnY3dvCrfuKNLqMnlvh33/hL/vzbr1FR4GvffRMHHz5BRg4FyO3WUVyV0+ef4LFLT/CpL32BH157j06jRb/dZXZsHMF1qNYb2LZDKBTmgw8+4PiJEyiqSqVaolCv8uSTFwl4fWQ316hls8ymhwl5Q1x67jkerj2iVKuzncvzwjPPkIym2M6XsAJe4qMTFCo1QuEg/8l/9Kvcu3mXx49N89b3vsmVxVM8Pnecl1/4GGem5hBcHTUxxFe/8Q/oro1hWizMz/P+1Z8Sj0ZQvV4Cqod2vsTnP/+L3Lj6Dts7u0wujbKycg/TEbh144DDwzJexUOlWuG5p8/zypUr/OMPv08kM8zKvS3KjTbFSoVB2yGeCHPr3ff59KXzpIeSbO1kaTWa6OaA/b08qWiKZqVFzB8k5AtSLpXJ53OUi0WGR+IUCoc0mzWmZyYZzYyRzxbYWrnL5SfPEhpOcuzcPFd//B4vXXmBlfsPqTdaPPvc87z51lUk2SUVS3Dn3iN0wWJ+bpJMKslwaog79+5RqJTJ58vEk0manR4ev4dY0svnfuHjFIp5ovHER8XyHXqDAaVimVA4gqNaBMN+JqenyB4cMujpCBIIgowoumQy47SbDabGx9jaO6DTG2D0BwwGOralUyrWsC2Hbqd35LCVBRzHptxo0+53icZjSLJMq9XBFwjTHzSxLYt6rYvPF0BVPfQGOrIiYztHLGbXBY+m4Pd70Q0dSZZxOcrHyh85iU3TRJU1DN1GEI6iOLZtIQhH7mhRlZFk+Yha5TiIjoAmSQw6fQRBxrKPCgNUTSYc8uFYFunUCMeWT1ApVujpA1xXIBj0g+DQ6w0QBAFJEHFdABfHcVE9Cv/Vv/kZNzm99aPXXi13thn0dcLeIQYtC82rce3mKqITgEGQsMePIEjodoz5xcu8/cabaEKfaquD0Df44NYKQ6kETavM7OgSx88tcPr5BCuP7rO92qSWlRmNDbH85DB3b+6wvDCHQ53HT83Q0CtEPQIxNcLm3g4XL14kqIlYXYlgwMdP793DFlTSqSAvvXiZQjVH6aDJ8afGWLnWxKlXaPWPMqCKIDA9nUHGRh8YaKpMfChJr9Wk1WyxvpPl2tUPCIZdRMWLLJu06g3iXi/ZfIGTly9w/+4Gh1t7nJhawCvKuA7EMsN0HVDkAJJXYG1jA0uA9c0VhtMperUevmAMQZCZXpjAFXqkMxIDu8PG+hqLC7MgWYiKy+FhjtHMMKYBobCf7OEhN67dZWc7z6VL5ykU84wNjaMPYHv/kMuXL9DoN2jUXNq1DrprMDcfwXG69HsdarUKzz79PF6vymh6hHv3H5AaCeGgE4+niSRsakWdWCTN9tYBY5NRhoczbG/vIkv+jzipCUYSGmv3CwylMng9HmqVBogWtVqVWDRCq9nh9NklJEUnEPGQy3dYOjbGYe4evqDL2FACMLmzdpvD7B7NdoMv/LOXyMxFUDQH2ylQKHTp9cqcPnUCnxqm3Wzij4hofoXxUT+ua+L1WcSjcRwjyNe++jbHj00xP5dhfHyIH799C8vSuXDmLI1GkdiQhEdTmBgbA1p4wyq6YDKzOE+91uTkqQWK2QOSkTBOs4MoSsjDaUqlBgOPS7PY55vfX+fs2QXef3DIoNNHtWyiwSD1WpHxzDAD1cejjS28gQCyR8W0bFqlChouMdPkufNn2QsYCGEPZ0/MIgRhw6zRDkiMTI9DQGNhLMZGp8qGAuOZBZRSF6vewXEkErMZVFFiZHKO5VOPMZFIUdvJ4jQ6/PS1N3AdC01SKTeqlKoVPIJMJpbisFRkMBjQ6XRQNZWB3sXRbfbzh1RaDX77X/zW0WbK6rC6sU6lVGPzYIuBbSJLCr1en1K1Sq1cp14sM+gMuLB8AlmQ+NaP3oCAxlw8xoUzp3l09z5Br5dOsc784hybqw+wRQ+jY5Mkk0NYoks2l0Pza6ysrvKlz3+Rve1trq3eptppsH1/C6cF/9lXvsDc2DDlbJ3dcgvdMYhEgjQHLZ588jyvv/ZtFpaXubPyAJ+ioWlech9Vovk0H+m5UbTRIdY2t0lFhijXKsiKjN/nRxVlup0Wjm5Qr9coV6rE43GefvoK27v7KLJKo9Egmy3zS5//OZ56+glCMT/FcpljM6OIpsHxs6e4df0GwUgQUXRxBIee0cUbjxNOxBEti26tzUDX2T0s0O11MQY6uAK9QY92u4PiV/CoHgY9naXFRba3t/FqHuqNJpZlcfbsOfYP9/H6vfTMLoFAkFq1DrZDKBimP+gzlErT7rQQBYdBv08g4MGwONI1bRfBPWqScW2IxWO0Wl28Po2B3kcUJDS/l0A4hOCCYdoMDJ1ut0/Ar+Hxemk1uoiyRN8wALAsC9d1kUQB1z66jSAIiJKEJB9lTm3LxbFtZPmokk5EAlwkSQBAUWRc18V1wRUEXARAwNJtIpEQ9kfkKH1ggXDkBlYkAdPSEYFKpcHu9i4uDoZhHP1OBNM8cibbloskSMBR7EmQwLJsXv3Dn/ER8R/9D7/3qm23efLMRdbv3md2dp79/AEen0g6mWR8OMHW+iNCkRA7uTbFaoHG/jZOD2p6jaXUAkpCYTQ1xOzUEnNjIzx8dIOJ8WFOLl+iN1BodTtUzXUK2TL+kJ9eN0upWcBsNelLA2hYGDpMLvjJHVSZSJ8kv1ejUK8RmJ5k4+4adrtPxCuDq3Dj9hqnzo3zvb95l3QsiSU77B8W+eIv/xyvfetHeBwZWRXZ3SuSHBqncFgnFEjQ7hvMTI4hiArJdJK1tR38fpVkaAzTlnn73Wus39vHg0oqHkMUJKrVLE2zQngkys2b15meTTExm6FUzRFP+Shkd3i0UaDV6yB5ZBLDAZIjQfxel06/Q6fbZ9Br4vUrRJJRpqcmUWSRXsclFIygCAqZkXF8Hgl/SKHXt8nuFQmFwzx+bppwyMtBucatD/N86pWXkWQF3dhHEgXqlRaKJJHNHXJwsEWvW2dyZohAKMjAPELjmWafeGQYSRLI5vYYGcmgegK4rkEkFKTdNag3GownIyTiEW7fOMDoW2iqTKvdIxIOUK2VuHjpHLVaDZ/Hjys36fcS3L2/wfDIUcGzporcuPGA2fMzlA7yhHwRPCGbvfwGqUSSyYk4+WKDcqmKLHnR+zYuNbSAQ6lWZ38zh8+nIAk+KqU2ji2QSAyz+TDHSy9fZmurhj/g4ROffoq//atvUyzmeOx0Bq/PQ6mSp9O3KZYKOAiMj09SKFSIRZK0Bh2CgRABQUMWJSzHxLUtmpJA3JdiPK1SLDf4p7dvEfR4GYlG0dt9ZmYXeOzsWX5w8wMSsTQDfYAtCwgu1KsVJMdhKRpkaSjJE59/iY2tR9T0Nqlogi89/wpfeOWTfLixQiIscmtlk1tbKxxPjXLl+Gl++PY1HFlk4Fqsr2/wu7/1n3Pzg5sEg178AS/fePOf2MjtE8sMoaoyxXIJXyiMNxTgiHfjImsamqZhuzb9XpdPvPIy9XYfTZKolhp87nOf4qt//w1e/vgVgv4gpu2SLeZIplI0Gx28Hi/ZXI5oJMFv/fZv0ev0uXX/Fhtbu4xmMmxsrRNWFcanJpGHvOBTyWcLpBMJhFaHkycv8OYbb1IuVVjdWGM3e8jozDhaMMDdqx8SkVTGkHh2apHbhX2afpN+Z8CgM2CgtwmqEp948Tn2d7YIBsOous1kKELTMLny8rPUSxUmxyepD9pItkMuV2AoHkfo2ezs7BGKJHn2uWe5f+8+Tz15hY2tLcamx3Bl0PxeFhYW2djYYHNz62iErZtcuvgks7MTXHv/PVrNJhcuP8V3v/M9nrxwil6zh2HpHD/xONs7W6iaSqVaYWFpAV80RTQWZe3eAyKhIJV6h+Rwmv3dAzKjoxweHqB5NE6fO0ehVECRJcYnEty9c/2Iab5zyNBwkkAwwOzcDKVSGcdxmJ2dJbufQ9M0LNNCUzVs28QwLGzLwHVNBAGi0SCdno6uGzimiyJKDAYGmqqSHk4fbbJUDUEUkEQFxePFMgx63QF6r49tuoiSRLejI4oc9aqKAggSHo+Gbh5dS3AFJFFEFAUcx8FxXQzzow5WxwKXo1E0wlFn7EcnSYSjqjoAARkXF9uyEFyOdFZFRu+buDYYhoOLiyDYwNFmQUAk4A8hKRLdTgdZEgj4vQz6Oj5/AMMwUGQRw7BxbBdJ4Shv65f5/f/yZ3xE/O//t3/1ql9M0CjYCG4LCQO/GkETVAZmDU/AotNrkUgnaZllipUSUf8wM8en2dpuc+WJKWxZRQwG+cfX3uWtm6u0uxoP7zV4/0fbDIeTdBs1XnjqGbytAJu7u9iCRnIog23EaDVcXCOKTIwP3l1je3MbLSpSyO0ztiww7Q8jaRLHLi2yt3GIY4M/rKBZXprtPOPzowg+GBrzsb/9iNmZBb7//j2EZo9nnv44OxuHOI5BpVSj1eyxtV0hngjx4Pp9Fo9leOzcFO88vM3qo3UunXuRna0HHFuYoiD1ePMnP+XY3BTDyRCpET9L5yfQhDa5/Cbp6TTxZIywbbEwP0W/0yITixNyVeiIhH0Z7t5+gBoX8QbC+DSZwl6ZvWwJNeCwvVHkwe1HTIzFqVVzRMMRbMOm022QmUxj2gNWrz3Eo8ikp/wsPzHBtfe3iIYVJieTbG/tc/7sMYrFPJmxYcKhAHMLExTLOdC87O23se0ex5cvkC1uIPnDTC+M8fo/fkCz2kKkRSLmQdV0ZFwW08fQ2wKS3GRkLIhtwtJj8xhWi0g0wu07qziCTKl0SHpomXJjn3I5T3pkiL5dwPQGee/dbd5775CxyBiTvgg/+OkWPjnI3Z8WiAbHqDTqnDt+hd2DdYaGAkRiKvWGiRoNkhmJYFoaa+uHeEN+lpbP8/aP36NerZKIaDz19CkanToDp8XsdIqRiTSNdp6fvnuXtu4ytziB47i4edAqQRajo4yG4vzVP/yUgJbk1s42u60GnoCEfyKOr9ui3amTmcrgekJcv35A2NumAiycPMWBbXLv4RaeWAxRtpEtB084iSu7NPMVoq7KfFDi/NQYf7p6g2q3hCcHHz93Ckf1c/WtN3j3J+v8wze+Ty/X4rG5GX7ZiZFJTbE6IpJvdpidOcb++gZEw2ysb9MtVYhHg4QcmT/5w3/L4fomPlReev4Z7t+7jVdUqbXreKM+huIJcvkCHs1LoVAj4JVY2zqkWakTC/tZvfWAmeEM5VyDgEeh03cZTic5f+w8v/rPvsJ33nidS+dOcWNzkx/98EfMLExz6sw5Lj/5BN12D9V1KTku49OzSOU8p2ZnWKtXiC3Pc2BYXF97wOtXrzJ9bJnUSBpddyjtlXlseZHNrYcYGEw9scBPtu4ylZrg8mNnod6n3zJYfbhDuWXgCXqIj2ZYfbRGND5EV/BQKuc4yO0RT6QpbR3SEU0G1S6pmVEsx+XB1haCIOHzaPzgvbfRXIm97X3Ov3AGOajyJ//jf8c/fPNbHGzv47gurVaPYr7E8Ngo137yHlPjs3x4+wGb2wesrW3RNw22drN4vEEe3rrPD390jWQ8yNTIOPVijv2tQ/S+RW53j/RIiqXjyxyUDmg1W0TSUQzXQLCh3x2Qzx2yeGwW7aNnPRRIHi14skIoFKWYL5LLFdF1k3AoRr1YJRgMEAqGwBGo1SukhxK09B6Pn1qm3avx85/9BIZoo7f6JKMxms02gijhui6C5ODxeGk2WmiaRrero+sWlmHR6vSQFAm/14fVNfAE/IQCIQK+ALreRpBAtwxkRQZXxLQsJMFBEI9YwhG/B8sFQZbRPB6swQCfz4vp2EfasONg2y7hiB+fz4dhmAC4roPZt5FEAUVVEGWOxs8fZWoFF2RBRPPJeLwKfs1DqznAtBx6vS6KKuPaEt2ujixIdNsDJEFEVo/oaKIEkiqj+lRcyeb3//XP+AJ748d//urk5CyTE0mK+RK4Dh5PjGyuQCAYwjYVOoMOrtRnenEO25LptqFvOkzO+KnutLEkDw83tmk1bV545QyPXzgDuk7AayH6WvS7Nfo2vPveNS5c/BS65SOX7WCpEPUNIYkQiPaodCqcOPUUqujwzEvnqDV1rr37IWcvH2N0ZoL08CT1To+JRIZetcHo6BiuKzA2FiXgEXCcPu2ujRJIUtmvoYUErl2/gzfq4ftvXufXf/vXKJYKlA/2mZ4aZuLkEJV+lyFvmJFACNuvMn9qhk67zOLcAheWziObMDk7S65ziCAbTA6lqVRqFIo9mpUaoi7hj6TY3Nkl4PORiIfwBDWKrQZ4ZD7+4mW27m/g8YYwRYGx8THqpSpjE/Okx9OYQg9BkHFcB1c4Al7HIlHqpSYXTp9iamySd957n4mJBTANRqeSXH//Q0bH0sxOT7G3nycxpNFsNcgdNml1WvQHAmfOHKeaO2B0JEStJLFyd5tH97NMzw2zuDBBrdGiXrOJx7w0213Key36/S6oJkPpIVQ1gOK12dnNEvCHyOWKWKaLrKoUyhUMs08imSKVjCCLCpVGlUg8ztlj5zhYfUQle0DUF2PgmAzPjJLbL5E/rFIoZTl18gTF0gHxeIjtzQJj46MM6n3m56a4+uM9PB4N2/Cw/ijH8aVzlAt7LCwu8M7V61SrOSzbYm+/yPHjC0zPjiKKMt5wgmQyxs69PDev73F3Z5XjVxa4c3+dbrvB3PIMut5jdjpNIuxH64jYhQHTUyfJ5XsMNrcYTR5nZHaUzUKXfK2Bx6MQ8Mv09S4ToxnqrSZ+v5fc3jatdpXjYZX5eILysWmOHT/Fsx9/jrGpEaIdgfmJcf74z/6W05dPMHpiirPnFrh+7wH//vUf8PILz/L0lWcwNPiVX/0yX/s//xKfqLKfzdMfwKd+5VN8/53vsVs8pGnB6sYGzX6fjm2RTiaIeL2cuXiRdq9JNpvnc5/7JKoo0jNAUQQsXCxJIjU2wi/+xpdwRBi0ujz77LN89403WX+4QSoQodZq43FcxlJp/ujf/tdossJ3vvttkEQsvc/ps+cpHhwwOz9Du9Xmyccvkgkn2Lu5QiQwwvtXrxLwaYxPjCDikt3fp1g6RNBEioUCzz99heXZRWTFy1f//tuML4yyvrfJuYsX2TvMcu/ePbqNNqrkITk+xtTCHLJlo6kaa482mciMkRobYWd3n1/5ypeIKSEq1TKGYPCZj7/IxYuXONytInslppITfPFjz/Gtv32Nzk6ZlmMgqDJ+r4ezFx5nUKqTnJvg1t3baLLI/MQkiZE4Xo+HQa+DPtDR+wbpTJJ4PEg8GmV/f4+B1WdgCJRKRUZHR4lGI7iOQCIRZ2pykkAwxNzUDBvrW6geD93BEc4y4AvQ6/exTJtms0Gj2cKwLAThCEvYH/QRFBnT6COKAoalM+j3efzMBUrFAqIsU6/VqO82yO3k6Ro9Gs0WjuPg8WhYloUki5iGjeMcoRh13cTQHWSPiEdTESUJj6rR7w3w+L0osowkihimjiQdvXMGuoGAgKLIKJKIIAjEYyFM06TT07FtG4+mYVsmgiDgUY/ubRgWkihhmga6ruM4DqbpIorguiKSx0HSXARZRBBlBAcsy8S2HGzbwRFsJEnEtZ0j05MjYNs2puUgS8LRdRwH4aNyAJ9PY6AfLeKIYDs2qkfh3/zOz7gG+52v/y+v7pfW6ehVvKoPrxRCDbUY2GVMW8J2TfrAvQdNwlEP3U4OWYuxvrlFWBkmQAhZsHnpE6eJR0ViftjZ3Mfx93j3xgecXDjPt792ja/88y/www/v8+D2Dm+/cZNUKsFsZpydwy38CZVeU6ZV6VHt58nMLlDuwIc3dnj62HmyhSZ7j7LkHqzRtSB3WODxJ87xoHzIXqnIjXdXGYokGUmEmJoYYu/BHtsVl829bRSfjxOPp/jsL1/ha3/3Uw6zZY4dG2Z2Yo7163scruwSCCWQA16isojcHZCMpzj12BKP1u5A3OXajbcY9fko7meRHAF/MI1VUXj+yicQNB99p8fy0iyK7FKqlLFFhUg4jNAx8KgS1QHkWj02N3aYHxpBNETiqQiGUSGdCtGp6szPT7G1nkVExtWbZIZGePMn17h5c42nzn+Gv/ubnyBKfbLFGsPDEyB2ufrOOh4txc5aA2QBb1jA50vi99m0my0Wp0dZu79OOOYwNzWFa8aZXUyxsvYAy/QSi2YIBiSOz57BwCSYCFPv2WwfFnBVm9VHu6QzQ+TLRc4+fgFbsNja3SWeHKZSLzO7lMBtO/iFJLtrVVqVEj9+Z4WFqQk02WL68jShUY1ioU+vIXD5ymPk8x0++GATf1Tj2rUNJiYn6TbrjE34WLlXZP1Rgwf3D7l7d430UAZ/0Itl1dHNJql0CMPusXTyHO2exbe/9R7Xr+Z5eDfP5fMZOnqFyMIMcxdHmJgZpt6pMbCy/PKXP8fO1h6iq9Co5olHgkjBANd2skRTowiuwoODEhuFHTzxIJ945QItO8fHXnyKVi9HOhzC0+ojB4LIsg9Z63Lh4hJG3aFR6/Frv/olprQgm9v3SCkBykaHJgbdgc6oP4jvzipLxS698BAt2eU//aUvU6/mOS75+MVPfQa72uVz/+IrhEIBvvjZj/HY1BJf+dXf5MzsEqIt8/DBQxxBxCtqTE+P4A+rfPf7bzI5NczlC2e4f+tD9ra3+IVfeJmo38OxhRmMbo+th2u8/a3vMBacYP3hPd794Ba5RpXD3Sw//9nP8N6Na1xYnGA4EeL8E+f5X/+nP+HS5cdpNKrMj2f48OYtnrvyFEbLYGd3n61Ha/yHr36dq7fucCt7gC/uRdIcBq19xpIBnn3mRRr1Br/1H/86pqlz/9YWNz64g+yRmJmdpFBoMT69wIf377J0fJGDbAlJ9VKrN1FcmXff/iGdbofc3iEL88vcu3cPr1dCC2usPNiiWigQj6bYe7hNRAnx11/9Bq1unZHpUUZTHrqWh9de/0fygxYdWycQjdDu9fjv//Uf8HB1ld2tTUaicQzDoGfqJBJhOs0Gfq+Xx889zgc37iAILj6vRK1ZIzkyzsP1PQLh6EetMAKiILJ2d4V6sczu7j7Zgyy5w9yRBomLYVhYFpiWQ7vbw+f1AgKq14OsKhhWD9sxcRyDZrfLcCRGuVKh0e0QCgYY1zTGgwZCLMrZ88dJpv3Impd2v42iKkfVbR+xrrHBtlxURcOxHQaDI43Udi18PhXXtDAsFyQZY9DHGOjU601CES89/chw5Pf5sWwdQXTRPBq4YBg6CODYLpbhYps6iiriug6O4yIIEo4g4eCiyRqaqmHoBrIkIssq5y6dJpsrYVpHCQpdNxBsC0EQPzI3KUiyTK+nY9pgWzaSdGRiEj5yJgsCWPZRQ4+qHem+/6/G+9FHAH7/937GT7Df/M4fv5oYnmPvsELEH2JmZgI5oCLIDuvbVXoDGJ2OYTgmltnCdWVkwebi2bOk43FyuQJLx8cmM2KcAAAgAElEQVS5dusOk2OjbK5scempBcpVkcphlnR8jIHVYmXn8KgLVffRs3RKzQO67QrT6VESapBHd+4Q9HoZDw2h6CYRf5C4X6PfNLi1cZux2REOtnfxRWIYFROP7MU3EsEXChKLCtx/cJfN3RYr62V0eYBryCwtjrFya4fnrpxHdYPk13KoogxEuXf/kEq3wNj0FGfOH2ckE+Y7r73OyZNn6fW65Ptt1jYeEv9/2LuvIMny677z3+vS+8zy3puuNtW+p8d0z/TMYOCGxMCQICliGaQIMbgURSNR0hKCtIyQGLuSNlYiEfQwJEGCFAEQg8FgMAZju6d9d3V579P7zJvX70M2GfuysbEROxF4yM9TRVRVRFa9nHvP//x/xy3Q09PNYaFCtWRhSV4yZZu5O9uUMhWifb3UqoeE/D7KxTzdXT04tojs9uH3+ckVS3T0DTB7dIJOfxfr61skMxkc1cIjiPgVHw8W1unr7yWZUZlbWGBougu80DXWztxSmmvXb+N4bGoNEZcsEApZ+P0SuuoDQeOpZ0+ytpwlFPNQb1RYmd/H53ezsrKD4o6wu54BOUQoFsHrMdhO5piducjy4gaRhIf8Xoo3377P0PAgLp9AOnvIQF833pBGQ3PweD24fW6KBZtqvcrJUyM0VJ2Tp8bJ7G1SLpZoODb7+0nOnT/KwcoajZRJuLuNUt3g+vX7dMTjxDoUqlWNbC1D3arx1Icu0tbehqRU2Ngq8exHL+MNNbh76xCRIG6PQKI9RKGQplAoEgz52dxIsb2zz8LCGoFokFjCh9ut0DnsQ5AFJN1GMivoqo076AZsECSGh0ZoNMqMjnWguDwYNZnHL52mcFiip7Odof4Q506eplw5JOTSGelxU6rs0+74mBqdZD6dpqYL+CwfOw9Wydxfor6fw9RqXH7hWQ7yefxRPx2hGIIs0qsE+MaffgWlPYRRLOFSPOQDMa6nV+hQFS4fO8l3v/1tDM3hxuoSR2Zm+PVf+7d86PxFPD6Rv/uTP8Ff0/mVf/dFDAz84TC7ezsMjfai2Sonp0/gk11sLK7SlmjDsQW8IYX9dJpqtU5PTz/37i3QNtDH4088w3dfeRF/OMyxI9P85Gd/iq999SvYjo1fcLh19x5l0yaXK/PMU09y491rzN+9w/knnmBifISXXn8VOewnr5a5vbxK//FZoj1djExM0d3Tx/2b1xEtgft3FlhZWOb1N1/H4/WxvLqN1++nWi4iySab6ylWVrbo7u1mcGIQRfZROEzjc7lRvF4M0cLrUrAMk5OnT1GqlDANjSeefJo8GlvLO0SG45TVHF6fRMqsMzY+zX/9/f/IS3/3PS5enOWlF79PKBGmJx5nsLODM8ePcuHiSbZWF5jfXKGgV5k+NsPIwAAP5hawLIt4LAbAzt4uZ07NcPPGHNWqTL5QAUek0agTCYfJZbL4/QGqxRJ+jxdbaEYtlspVbMfGdGwUxYVtWWi6jizL+L0+quUqumVgY+LxKASDASrlEqGAn6cfe4KNjU00BCzTxhZ1ttYy5Bs6ubRKJp9he/cQxSWhqg3cLs//7Q1SwDIfro4zdbwPW7WhoBetoaKqFpZp4nK7m8sQNL059StZmLaNS3JhmCamZeJ2u9AajeZqw4aBJApIotx8s1UUnIf3YzXNQBBEdMPCNi0EQWouuW/enwFRoFIrY5gNHNHCtiwkRCRBQBQl1IaBoZuID5emK4oLxaWgyDINVUMQhIeDVBayLGI7Dl63G61hgNh8s7UBUQAEkS/8qJ/BvvrO73/xB99bo6urg52DbQ7yKQwgFB/i5v1dAsEQ1ZJKOefw/IevsLdRZ2OxgNuW0Q2dm0s5HL/Nt759h2vXlhkfGSMc6OHGu69y6fIVDstrHD3ex7V35ph95CwbS8t86tM/hT/hIVuXKa6s4It1Yse7qDk2gycnSTkO/+1Pv0w6XSXWFuPJK1coJXOce/QR6mqDfNkhEhtg/dptxGwBl+zl/tw2kcAYp44fJZfJMXNhhEK5xhPPneT+/Cbf/f57DE0PkUwWeeTCIIk2hWiigxs3byHg5s7yGrWcTDrZQPC7CQgaH3nyItvVHIne5iaYnmPHESoGR87OomgNPB4dQ83hCG5qJY1UqkhbvI1MKsfVt66zt5Mkkoiws7HFbmqLhmCSzWewELl9dRNF8nKYKvP8lY+ysbzNeM8wM0NjRMMuBMfgu288IFut8+ijF4gnOiiVk8TDMpFQAKNhE/T3Uy5WGZvoYnl1gbk7Gc6dmyEcd0i0dZHO1KjpdRpqEE/AoaZl+Pa35pEFD+5wkeW1DQ7W62TzGsND/ayurCFJNolEDLVcxu+K0Bb1cnb2KFurewhUefLyh3j1Ozc4Nt2LYdTw+Vx0dLvo7vFz/PQl/uKrbzA1PYgqFvDaOpl8nieff4allUV2totMTffzyFPDBAJecocFivk9QqEwnd3tfPVPXqNUMHni8gU6ujxMTCXY3F5iZHQEWZRZW9lmdGyMzEEDQxepajUUuY29nTw+t5v9rQbVjEp3vJdCcR9JsglHgoxPjLG+skEo5KJQLdMWj/HKGwt4/RVciod7c1cJxkT++3/9Dr/3G5/kb//q2/iELpY3Dli+tkLYE8Xu7cNrNiPeDit5Vit54p1duEJurlyepSYWODjI4JVl/uDf/S7zb79Pz2QPhseNNxZnq1rif9y9wS/84i/z4ve/yZHzZ/jf/uzLXN/f5tzjj/IL/+TncKX3uX33Bm2JDr75xut87fZb/NNf/5/ZT+6jFovIooxh6uSSaebvrBHy+alWNRaW1xiamGbnwQ51FZYW11leWUJwy+TzBVY37lGuqEgK3Lu7wL27N8llcyDLLK3v0TAENrf32Ts45KXXXmVsaoazs6f5ytf+Fq1SIuGP8vxzH6NcrzI8OszhzgG9EqwvPuBgZ4NYIkhdVSkUciiyyIWLl2loJl1D/fh8YfaSSco1g0wxQ6zdj2iBlqkzNjhEz3AfHYMd3Ll/m/7uQda2Nujo6SEY8KEbGruHGRIJP++/+A6dER9yQSXqCzB2dJguv5tnHp+htLrBeCTGH/3Z35Eua0Q9EfayOTZ3dpkYGeI73/hzAh4Pednm7NlzFPJVkgcpDg6SaJqJZTlUa3VkCR7cXeNDH3mGSq2MatYYHx8nHokSDASoVirs7e4xPDpKKpdFUhRqah1fKASi3MzctSwE20FyBEQHatUaoiijag1kWUCUoVQu4Q/4UfUGbkWmva2dw4MUJ0+doqCqDEwPcfLoKPcX76F4JBzZTb2iYjxskZqmiculYFrN+7mSJDavxDg2oWAQTasTDgVpqDqSKKHINm63GwDbtggEfZiGgaaZuORmJKLWMHF5milJiAKmY+GRPaiqiiDYyIrUjDMUZCzTxtD/YaLYwBIsbMFBkAWi4TChmIgoydimiUdxYWoGPp8fW7CxBAvBJWCZFo7dnD4WBIF6tY4sSziOjUtpJjxZpoMgQqNh4gBO80/E5VIQEHFMhy/8qO+DfbD4e18sZqFeK3PkRAI8OgcHeXYOt0hnTWwbujv9VKs1uttG2Vrf5OLFR+jsaqNc0ekdaWf+/j7lco2B/k4kPYQs2QT7+vm7v3+N5x+Z5fHzo8yt7xD3x3nvnWVWVjdZXd7m9EQHG/slkoUKPUE3ybVdthe3mexpx2e4cOsNtre2iEQC2I6K1x/DrQj09nezc7hHVVcZmR4nXS7TOzbJzvI6U8O9TA120N3fi4yXarlGMCTS1RNiayeL1+0QD4jYmsNgzwB2wyEY6yJX0Nle2kARBC5dfow3r75LrlZEquvkU3lQgvgNL7eWlkgubxKMesgWMwwOtLG5e0C9onLvziId7e20JTrwR0KcPX2BcvWQ3sEhovEIfZ1xhnoShHwRTNuLxy+xsrRKNN7GnXv3Cft9bKwt4wt4CYcCKCEPZx4Zp5rJUcgkOX9mku7+GB3tvRhmlUJeY3szTUdXgOWlA06fHSV5UGBrcx9FgUjYi67JZNIGpfwe8TYbw25DQaNr1M/U9CyiKrOXS+N1+fH4XQxMxElnDvB4Q9RzdUYGBxEdkUzukMGBBJrm58GNPY6eCOL2qayurtPTMcF2bo9SJY1FO/dvLnP65CD9Z0Yo2xk210vIbpETsyNIQoWGoZM6yDE81IZtlTh6op/N1QUs00XyIIXiabC5vcxPfOaT3L69SH/vCIItodYcNrc2UOsWmWSJUxeOEk148boVuhJB2jq8dHbF2N7aQbWKVFWIBMJoavOcybDKuL0ebEkgeVChZyhBuZDDH5QQ3V462kKYlspOKUNguBvb1OkfP0kokWB5+wDFAtyQXNrGU6ly5ewsP/HPfpLX5t7lwd46Pb44yYN9MtUaKdkgkYhRXcpzdek+m/k0V0ZO4DYkBka6ub+/jbZbonNymE8cPc/SzTv8p698FV9ngt3sLmvJdc5MTXDjnVvEOhKkHZ0jp05y9Y3rfO5nf4ZPfeZTzdacoZHN5ZE8Ct0dvVy9dYep6QkGR7ro6Erw7IeeolhP87O/9M9Jqzk+/08/z0R3P8995sfwuBQCfZ34Y0EqyRQCIon+Lm7en8cjycweOYbkwMrGFl5fgMP0Hn6/l6DiRk2XkD1u4u0xkskDkodpLj9zmXAkwPztRQqlIslSnmKtTiwawScrDHS3o6kNMpkcuWKNSCLC4vx9nr50iaWlJeLxLsChUC4zPjTSTPVRXIgJP3I0QHI/DTGFSHuMg7UUlz/+cV767kscnZzkO7fvoXd7GRnuINodAtHmsz/1Sa6++wZ9A3H8IS9PHz/Nwe4O5y6eI3m4R13VcRzw+YNcvnyJvd0dxsfGefX1t2nvjKCaNdR6AbWskUmnsUyT3u5eDMciXyxgmM0gBEGSEUWJUDhCIOCnWq7gdrnRGnqzkSkKNKPUTRBtFEWhXm8QjAXp6e5hZGSErs4uDMtga3sRwWVTOEgRiEQp5ioIokGlrKFICoZu4vX4MA0Ly262ShFEbMsiGAxSqVQJ+LxYtkW1auBWZGTZwbRMAv4AktycIhaQEASxGdAvStiWjSQ3wyZkWcFywDGbub+iKODxNtvTOOI/Thhbpk17dxt9A32E42G6uzvR641mDrEk0NHVwf5WFhwBwzab/y+hOYlsmzaiJOBxu2k0Gg/X3TmYJgz095DLlhBEAZ/fi66ZCILEw0HlZvvathEE4Ue/wH7r5f/8xfRaiePTx5B9LjY3D4n6ErR3dBCIyfT3dJLZ0WiPDnL/zh7xeCfFusjbV++ws1vD6/KRKxU5NnOExcVNylaWck1lfWkTwXC4s7jB3fkSN9/eRvRAtVbm+PQIj5w4wfTxU7x88z0uXLrE8voygWgnwfYgb1x7n3hvF4fZQ6aOTeF2ZPoSfdxbWWNj4R5Z0yRXqxGP+VEtgf7xGVZW53nq448wtzXP+k6Sw7vrGLUqVq3EudmzLN86pCPsIuB3s53K4/IF2VhbIXlYZPzIELffv0lXIk7faA/hiJeV+U1i4TCyG3wBP6Yls7WX43A3RUBox/EIRDoSHDyoEIlFCHkjXLl8md2dbVZXV/B4RLp6e8HlQlRttu7cwed3yNVKrK7uEtUE/K4ITz7+BCX9kP62bhbTa9SoE9Q9uEWFcNDL4eYOLlsHq0AwBpHOMN9+6Q38PhmEAEvzh/T2RIh1BHn/vSWGhoaxGlWCIQnJLRKOhlGcCmevPMr6lsW5YxFcoQhv/v0aaAKp2j7HJ6a5e38O3TCJR7ycO/0IG2s7DHSNkEur5As7VBrbjI4c4bUf3uCpZ6cp5Ddo64yT2nWIhWN4vSoed4iGVebomRG2MkkUIcPY0CCWS0V0eamkNKyGxsr6IuPj/cjuKhOjwzRy0NEZIdEuEvQbGJrGY4+e57f/1V8xMtbD669eJ13YYWs7R6VkojsGhmgQjQh0RPx4lTqSRyeZ26Wu1Rid7EISZWzDoW8wgVqzAJlgMMzB7gGOKeAVJMyKxuL9Q0LBTvbSKdIZg1du3KFzZIDM6k26AgLmUB97msrO/CH35+9x7uQEx4+e4MXr17nyqfN8+cW/5uzxWZ555BluvHKVg711zkeOcOPWNXzRIW5urtBu+Xhi8BgrgsC5y5cIusHQLHKyRrwnwWGuwGYtQ7FQ4N0Ht1EkF+2+dhqGQKVa5PFTF5h/5U1O9M+Q6I5w5dlnWZif49XX3+Ta+3N86Uv/ha9/7c/51Kc/xMljk4QjAUoVncWFDQxN5PbtBX7rJz+DmStz/84NTp0+gZFJkjo4ZGdvm53NHcqmzh//4R/w9qtvUs0WydYqbBdTpGtlSvUqmUqWaFuIcq3MbirNZjVHRi1SLGU5MzlCb6wZ03n95jwDR2c5euwkK4tLWKZBqVSkr78fW1QQBJn+nh4SPi+1dAHTbvCtb3wPbziModlsra2iVuv4fH7cLg+1hkoqleP5i5eIB/288ORlnGqVejHDbM8YaA7eWJBrN25j10wWrq2S3clTKmRBqyBLEhF/Ozffu8nHPvnzHJ2Y4Nb7d/nJn/o0P/bpFxgeHGd7bYU33n0HWXaxd5DhkYvHufjYaQJ+EY/iIV+sUanVqas6hVKZhqYjSSKGZqK43DRqKqLgYGgNSvlSM+1IVLAdB1kWwbGR3BLDY4PUGnUUWcbn9mJZAsVckVIpz3vvvN8MbfGC3+2mWnUoFnIgurBt+2EAv4MkSzhS84xSUVyoavOzSLKMbmjYjoUoi9TqzXNUX8CDqpk4gonaMKnXdTr7OsjnVVxuF/WGTlBy4fIoSLoDDxeamw0Lw7IxrWZqWLWm4fE0H+hEScKlKLjdCoVSmWwyCwJsr+8iigLR7iiVosbeVoqO7jixRAgkAc3UQQCPx4WhmjgWGA0DTAeBZgtZFB0qZRVZlv8xVUoQmqlQ0OxC25aDLEngwBd+1MP+v/I3/+GLouZHq2sc7O6TT9Voc0WQFQFPO6TSOT725KcQLAvLVLh44TSvv3eb7f19vO4QP/3ZD1OqlPn+K+9i2wptbW4k26RcznHsxCgbezlqDYG6VUYSJNbWi0SjcUrlfepqkSMDk/REYsyO9bPxYIXL55+ku60d0WjQ1xGh4RIIBWIsza8j+2ysusO5Z07S0A+5+tY+hp4m6PXT3xlnf2+LXDrPlSc/zBs/eJ1IVxvjk8N85c+/y7ETxzEqFSplA1wKWB5cLgVcCropI/s8bG0tUCqlGRtuo6szQXd3gERnmEKpyH4qz9b2Ln39/WSLFarVEl5XgGC0AzVfJB4NUygV6BseZmCgn46OMGtL27z6+puIts2HPnSZjeQmaknEaggU8nnW1pLMLd2nd9iP2nDoH+pgbGyA7F6VYq1MzdKp1FTyuQzReISO0R6qmorX46dSKbPwoIpjg+yuszKfYngqxNzdTfr7IkQCUVYXlnBMD26XhD8QYuH+Pv29IQbGBtleS1GrVVD8AkajQVfXAD29bVhWhe2dNUK+HtaWK7hjBWpWHUkaQlL6qNTTxGIOGytpDrOF5oLlRpVERwDdcJhbXEdSBDq7E9j1HLlMDX8wzPZ6mmK+wflzM2SyKrWKD4+vRqmYZqDnGIf7KoWMwfBIPw3NYGNvg1h7B7ZjotabS6FlfPT1DiH7XQyNdmPqFqvzWSzDZmS8g3g8xN52AdvUcbv8mLZJV0cX83NrWKZDJntIoVBECbupV1yUyg229wrYssDMyRGKlRojvcdYub/C8WOjIPiIujtx1xR6nnuOmbNH+fDkNBtvXCNvNBiZHqJHUXByEm++c421xWVuL22hemwOaxJD/eNMdfVxa2OVgZERbq5tsHz3Af1RP5VSDbWqsja/jKXbvPzqqzhuiXCinakTU1y7e4dUpYCkuHnznau09/ZwWCrTM9DNk5evsLA4x+2bc/zWv/x1cqkDZo8M86Xf/zKf/PSn+IM//GP6+ns52N3B41VIpgucmx1ht5DhqeceQzIc3D43I0dmeO4jz3Hn+i0+/fEfJ53cw3aJJJOHWA2NaHuAjq4EE+MT5PI5qvUqHo+P3t4Bop4YjqXhdXlZ3VqhrbuPpe0sNcsmXSoxONjPwv05+rp7qFVruP1+ujo6MDWNeqmMVzB57MIp3r9xn5HBfioNjXqtQk9nJ4oiUyyVKNeqiKKCvy2EXGkw0NOHVFMZ7u/jlVv3GJsapRh2GJoY5a+/9wp2w0VPIkyqkOWrf/ElEiGBnb0NgoO9uASD4sEm19/5IZ/9uZ/hN37z3xALBxnsGeTrf/s3tA30ojU0unt6WF9dprOzk4O9Q4YHRtja3eTUqVnW17aRZReiJFKt1XEeLgoHCPh9uF0udFNHEAR0w8RxbBBpruR0rOaUPja2aWE0TDwuP5ViiVq9TH/fAJbZIBZr3lOu1urNN0pbwDRtPF4XXo8XwzSb57suBcuw8Ho91OsNvF4PpmlgmjbRaJh6vY7P50YUBaoVDduQULxePCEf2UyWaDhGqVzB5VYwGs0pYMkRCASbE8QIzZ2uDg4WDgjNN1+XLONYzXuvpm5g2wKBcBBFcRMKh8CGSHucRkPFcWyqlRrlWgVV05Dl5nmuLAjNIimIWJaDY4MkiYhiMwLRMJqxi//wluo4QvOs12kW22YrufkZfvu3f8TPYFP5b33RqDfwuiTi0SheV3Ml0dB4Ak9Ex+eN8id/9EN2dus0tBzhWBsXnzhFbyzBxuo8ustAcbuZ7B+jWqlgChb1Oti2guLzg1tgbXMHrergc0mcOn2U3f0NKlWNu3eX2UoXyBaqvP3OXbb3dtlLp7k1t0TVNthc2WF4rJ+bq3fpGummVK+wvJPkaM8Eai2Mu94gGJOZGewgWz6kP96D2/ZSTatc+sgVhoaGef36LXq7I9TVEtv5LWLhEB1HhnHcInatwvX1BbTDCt1BHz6/yBOXnmV/O49gC+xu7VCpVMjnK3TG4pycnkJrVJg4PsT+foF333qA4BO5du021ZpKoVrn9tx9sG1GBnrJaybHx2aoFjLcWl4g5Eowe/I0t1bu8ZFnnsYT8RBNBLh44hRiUCa/scncrSU2UgUylTJdkQjjfcMEIhFMERzHINiQGO8NMTA0wOJKEcF04VhVPJ1+OqOdzD46hatqYAdjbM+rYPkJuPwMjHVSKBqsbya59voKFx6fZXF9k1rRpGuwix+8uIxt2riUOpbp4FY6aZSyVIoWekPn1nvbnJ4dQxZNVpayDIzGGOztw6N4uXXnPt0Dg6xtbjI2PoWh66QOihzkwO0Lgi7Q3hbiwdo6q1sVcoUsciDFubOnMEzI5zT2HmyjSRptvXEa9Sh23cULn51mcDjExtYO+byNYYqMTwxx5tQI05Pd/PCNNRqOgWo6rM4fkM8XOXfyHKKjkU8bOIaHnZ0UguMjndkj4Bd55qlL3Hlzl52tMn5vG/n9IrmDEvl8BtMxsLxuOofaENpjtB2ZZf7GKjnDJFJT2F9aY3V/H7PPxc72HnrxkMHuPkZm2jj/2AzvLN7lE89e5uqtZUa7EgTPTZL0C9zZ2EKN+7ECfpKpA5aXd7i3tkoo1MH1m4v8zv/5v/Pq3/+AcDyKXqlx8407HB2fIeYJEo748Hr9RBNxlpbXqJVr/Jf//N/YW18hVyjT0LIM9Y2TT+VI56u88fZVLFFBFD1US3UyyQxtiU7GJnq4c2eRuCATlCN0R6Ncf/c6sVCAtmiMr/z5X9Ifa2d25Agvv/E2ugD97W08f+UZ7t26gVGvkzpMEQ9GSO8dsJc+ZHtzkxMnJtjbPqRumIhKiMkj0wz0dXG4vw26wcbSJol4lEImR5vXS3s4RCqZ4kMffo5oPMzi+g5utwfFE2J8eADTccjnCyhBN9lSAaNh0MgWSWpFtvZ3eO3BPZR4GydnjjAw2El3w4tP9bG5vQT1LLW6xkB3iM9/7BmGwjFuP1jk6vwCAW8vP1x8wFZRBaHCUE+cykGNp86c5QebiziywumOAVRbY2pyhmpVp1I3KRTLuCULCYtLjz/C9MQoS0vrmIaNKEvIiozz8A3Tsmws28DndWPZJuFwEEcE3TDw+byIDvg9PgRHxDAMatU6tmAhSm7yuQzlokEhX8FwBDw+BVN3MHQLtaHjkl0UCxUcq3kOKSIhSzKGbiDJApIEum4QiYSpqRZurwtDqOMLKjz1zCVOnj6OoaSZ6uplezcDikgwFkar1lBCLjTbRPGIVIw6is+F5HKR6GpDtxrIbglBUXBk6Onuo1KtNYMpJBG3z42q1lHVOj6fl2w6SyFXYWCgm0w+j8fvR5AEREHA0E0ER0AQBSzNQJKbSwVkuXm+axgWjmMjySCIYNugKOI/1qpmUX3YERCbQ1L/7kc9yena+1/6olrS0RoWPm+IWDxKxayiW83zAtOyGZ88z34ySeZwn2AwwA9eucr0yDjPXnmKr377G6T2y6Q3D0geJnE8Aj6Pm/aOBDW1gmk5FHJljo4fIRaLMz48TKNexZEEZLdCoWjjDdroNYdCrsDAcJx8sUi6UmZ8cJT2aJCO3jaq+TyzZ0+Cq879N1d4sL6HlcmAT2C4PUIwHOGbL79OvGeAernEzTu3qWRTTJ+Zwq64OHr0GHu5A05MDvONb3+fgE+h3R9icTVLPWlyfKyTUsPg3sJddB00vUG5WgBBRG2YOJbB3tYmg0MzqJbDwXYKv8uPKxLE5faSz1SwBJH+0V6uv3eTK09fpCw43HrrGo1ahWOnz6KoIlVLxfHKoDvcm7vL2fPnKG8foPst0ns5Ng+KaJrIselZ3KJA+iCFPxFkZHKE5P46CamHnfUtDnNFljdTtEUjRNos+iY6yO+kubu4yrnxYZKazvb8FuUCZAu7zQv2N7fweD14PBq2rVNv1HAEiXMXRijlKpw4MUNnl5tcrsKDuTz5ZIOKWiES7ufRpwbp60+QyexRqqpoTgGj7lCvVuntH8ajuDEMEVMQSKVTGKaAxy2jamU6eoYwHIZkigUAABNGSURBVJOujm7WFw/p6m3j6IkexkaGSMR6CYQcjowmICBx98EiB9tV9rc3GR73Ui5n2NkwuXzlEVIHZe7emwO9QiIWwRQsSrUC1UoDyVHo6Oxk7s4DTMOkVjNZ29hDNVX29jMMj3QSCATwejxcfOwxXnvvXQSPQqlQ5dyFswxODLK0tMmx8WlOTk9hVKsEvTbyXp4XPvJhbLcbQzd5+sIV3nrvJpuLm/QMteMVLIR8hgdf/y49Z45Tyes8f/lpRmOD9I92M9g3xkvfexlRFohH28juJ7H9bsK+KIPxNsIeL6+98w6XnniEuY01Tp0/wcTIEO/fuEomleLSk8+xs3OASxFJJw8ZHO7mV3/tV7j6/vt097XjCB5eeuUlVla3SWWKVGo1enq7WVldplpVGZ+aJFcsEA67ufDo45RSaUQU3r92jZqmk6lkuX7nFr/4a/+CCyNHKebyXJ27zfiRcfa3N6iqNSKhII4oIogi0USETDrFQTZD0B/ANHXUikZ/zxD7e0luXb+DYGvUKiX0hobX48Lr81Iv1ehsj3P7zh2K5QpPXnqSd996h/vLWxQrKslyjp2dTVyyB5fi5olnHse0Dfa29hmfPcWJ2TFGR/vYXd7CqpksLi7yO//qPxAWLA5yOyxt75HNFjh66ggTff2UN3eRdR0EH954CLclkc+mcXI652cf5ZWX3+Kd1SVe+cGLPHfpGYqHhyxtLpBPZtFNk82dHQLRCI5jo5YK9HR2Ewp4qZTKLC2vI0gyptWcrBUECUESHl4esZqFBOju7qZQLiFKAlg2um7g83jRDZO6piPJACKiCJFgZzPzV7Bx+7wIkgWWiCRKmKaNKEpYhtnM4hUE3G4P1WoNy7Lx+lw4joOiyJRLNfSGiWHqiC6H/sFetne2uD+/wed++uOU9sukchlqVR1Tsgi53FhScyl6IOjDG/AhCBKKqzmBL4rNhwGvL4AoShSyeWzLQRREdF3DtJt3ez0+D5ZpYhk6pmFy/Pgx6rUaxUoJSZEwNB3BEZBlBSwHy7TAabZ7/3ECGQdRFEFoXsfxel0IgkBHRyfgoOsGsizj2Faz/e6SfvTX1f3B//FrX4y3t6NqOoYu8GB+Hpc7xOrKDpNHe+nvn+Dvv/EuAz1hPvzcNFhldJfIN//2TQYGokzNHqOSN3n0/CnWNjeRpCjpvSS6U8cXcFO3GiiyRLWQI1koISsm+VKOStVkYGgEvaLiEgX6e2MMDnZw8/YGTz17iaX5e5haBbc7wP33FuiN9mHbEmIpzGFDZWX3gLDipaLpREQ31UaDgVA3HltmaXkZXxhKBdjb3eH96zeZe7BMpmCi1tzMTh+hWq3y0veWOHYsjCSbeH2daK4y584/idvrsLy7z9kLp9k+TKL4o9iOSHt7D519YTKlMnffnyMUFnAcLyhlLp2/wsraIuOzXTz7zAXymR0ahgF2gJ29LOFElFKlTFfvIKVUgUIpR1dvL73dI+T2i6xW6lT2S3R09TIyOUI6mcSolwjHooyPjJPaO+Awecj921kCvgi7uToVTeDUkSm29w/o60rQ2SUz0B/EI2oUrDrRQICDwyIhj59yNc+J80dZ3FqjKxpHtTQGR8fRqjUWVtdIxG2uvbvC5PgkP3xtm/Z+H+FelUACSvUDxme6KGtlDvMFDLuBxxNGcEmo1RqO6XB7cQnNhGo9xfFj44i2QDjm42AvTdhvc/TIKCvrW1T0DMeP9RHw+sjsl/ibv3yNWCSKYZt09Q8huaocme5ndKKbSjlJLNqN4oW29gBryxuINnT39nDn+hrtPTKXL10k4Jbo6PVTLuVwuYIUSwaeeJC8qtHd20u+1KC7L0R37wjLS0tcu/k6M8cHGe5NcH5mltXlO7z72hLDfVGOT03xg5e/y8zoIFtLi9RXDojrIrntHfrcCeydHI1ogVOPHefl16+xv5zisXCMuCvGN7fXmH7kDH/8999k7mCTN96/xYM7D/jCP/t1CskUs9PHePX7r3Nscob15CYNU6e7vY0XfuajvPatb9LfO4SaqjMw3EZ7d5xELIjpNEjl0rR3JtANHQmZP/vTr/PZn/gEB4c7nDxxiqHeUf6nz32GH/+J5zk1O8F//J0v8KlPf4b3r1/nYDtNQ6/x2Rc+zcz503z5q3/L3voWbSP9eDvibO/OM3tkiq/+4ZcRFD+/+8dfone4k0ouzYXHLnLn7l2OT05RKpU5TB9QrRaJJUIM9o+yvrrF8aMTFLNlevt6iCfamDkyhW07VKpVREGgs6OTvf1D2rt62MwfYrsVanUNMSDTNzhG50AH9ZpJsZhFNiWq1TrZbIZg3M/o6DBHhidYvH0bGZPN1U1+/mc/x6/88s9Tzhzw0vdf5KBW4nf/4I8JBbxICT+PDbZzYnKct7dS/N7XvkFRcnj1+jyf/+Vf5JWrb/HLv/nPOTozwUj/EO++eY2njx/h9u4iA73tfP7jH2Jzp4gtmjQMjYaqITsCs8eOc+/ufdZWtlhaXCUQi1MolpElCUtvTrgKODi2SUdHJ/V6HduCeq0BYrPFaWgGoiBgmiaabuDyeLAEg5DHh1Yz0PQyIOIPeyjVarQlQji6SLFcQVTcWIKNrpnNJCNFaqaWWWJzWbkCsizgVhQkwXm4jcfk1JmTZHMlctkav/BrT3HzxavkyiJf+u9foJxcZm77gMn+IfZSSVy2QNDjQREgnysjCTKVahXT1AmGIiiigld2odc0DNVA13Rs28FybARJJBqN0VAb+L1eXB6Rre19LNvC1FVkmtd8PG4varWBaVm43C50w2xOVgv/8BDRnGKyzOaksGWZmIZNo9GgVlORJAlRFDl67Ci+gBfNavCv/+W//dEusH/1tf/1i+FgkHKlwV5yh1i8G1tu0NEeZ+bIFD5/mG//9RzFTJ2RIRlfsEFBNfH44lx9/TptbXGWFtc52E2RShcwbJP2Th9TkxMMj/YgiC4CQR/5bAkHiVKlTiZb5MknHqNSzNMeD+BgcHhQIeL1khjsJJvJ4arrmIaBP9wGloXgmBwdn6ZvoBfBbWGbRdzxdsI9HkYSw8xv7VHQbCoyZAtZ+vu6qKhlRgdG6RqIsXewRTCSYGf7kEA4QqPRQBF1Dg63Ge4c5u7SKlVUwh6HkCvOwHgX3qCPu/ceYGkGpWIOR3YoV2oM9ffS1RXl6NFJggGd3b002VKdcjmL41RJHWbojMeoVTR2UkVKuTzPf+KjVOtlAm6RWCzE4PAgg8NDFMpF6jkDVyTBwr152rs72FxZo6e7n6PHZvD7/dSLJUxLo2CUyWRLHD/TSyAW5MW/2SPiD9HbG2J+PcnMSA9xbxCCPuJuL6s7RWJtMXa3DvH5ohhGlbZYlExxHwdoVOr4QiK9Pe3odZsjkxe5O3cXTdeYmmqnb7SToaEEhpZnuG+SUCDGjdvXwZGIhEL4PR4aZo1MoUhbWycLS9uMjQwSCnjY399ldKQXj1tAkCx6BtvZ2z2kry/GsWOjLC/cpS3RxuhUN/lcibJWw+N1YRsu1jaXyKRyeGSZcjnDzMw02Z0Sjz9yEQ2B+3dXSLTHyR7uU8lXmT05jWWbqI0iiB52D5JMTfdy6sQY4ZBEX2+I/b0DKpUqfQMTOGKDvs5ugl4flWoDfyBAKVtmcnQKX4/E3Ooy+VyKWr2ColYZGu5jsHOK7kQH337vfW5lDrg9t0TtIM/xcIBnJo7ynQdL/PhTT9If6eCTP/s5Ngo55vZ2yNRK7GeS5Cs11HqN0xdOEY1EsQWLT3z4wxQzGWZPTCF4YSjWzfzaAl6fi6WFRWYmxllb2eX4uZPcu7lAZj+D5BKQHQufYxFT3MyMjtKoq6zcX+QvvvENOqMhXnjuYzh6lXdu3MMfclGv19la3qWWr/P6u2+jS3B65igXzpyhaJdRTJmOQIL51Q32kklmTx9je3EVWXHhqCpdnX1kcyVKVY0nnrhCKV2gUNZJJZMYDY1SIUU+l2Owf4KtzS0MzUCWXBSLZX7x87/E9Rt32d3boYGAbVh0+PykC82s8UqmQjZzgCNJGKaBx+ei3tBIpfcIev2sLywTaYuxtXuAx+UhGvLz3e98j45ImLn5OWgPIoUUnjp5hs31+4xWPXzi0mX20g1ifg/J9DqC4Wa6f4z337zOxOgYL/7ZV0iXs0yfPMbMYxOcHh/nP/3Ov+fGD7+P5A0yt7BMJlOgVq5QKtawDAeXW2FwsIsj08eZW1hDN3VsnH+8tykp4sOWZ/NqiWU7WBbIkoQiSZimgcfjwbJAQAQcXIKEx+VB03Q03cbn91CtqcTiASzVQm9oiJKAYTXPIx3HwfcwDMIwdAzL5uG2OGxbaM6U4FCuaHg9AoWySqGQx7JMPvKTZ1n6/jpqoM69d5f4uV/6Kd58aw7bECjkSziCg9nQsGwBXTPRdQOv148kSNRqVdyyi3KlAJZAOBRGt1Qe7kon2t4Otk2lWEREolZRkSUJrWHicbsRBAW90WgGSoiu5hSwYSEKIpIsIEsilmAjuWQsy8blarZ/JUlCEAEEEHk4uWzSP9CNbjTI5jL89r/5EW8Rv//DL3+xpjXY3UvSN9jL9k6KC4+cYWs1z/KDPIZpYVkGpl5lciRBQysyv1zn/t1Dzh49zhtv3cTUIR6TaOuKkcupHJ8+xubaGjYODc1m4cEyjiFz8eJpisVc8wKxabK+sY5hGqSzaRxHIZdOockO2UyKo719PPLYY7x75wGWaXJkZpJbt+/xnZd/iE92ONITp3SYQXJMJF2hZ3iE17//OlWtymB/gmg4hmXJ3L05R6mWYWS0H7c7QFnT+PjHnmFx+Q6TRwa4eH6Yer3AQqrGh0+cpVFV0Z06hm2wu71DT3snzz39DPF4DNuxUbUaqeQhAa+fQiFPOOBlcKAbUTB47pkLyH43sredu9cfoJV1rIDIqRPT1Ep5XH4fucwh9XoVRFjbWKVcrhH1Jri2cJ/c3gG+gAcB2N8/RLU01jbWKedzWNhkG0XcboVoWCRf0Tl+wYvo1AlFvaztJgl5XCw9WOAwX6NeMvEFu7l7b4PjM2NMTQ2ys7NCuV5ldHwQEDANC7dbplato/gc3nt3mac+MoLHL9HRb1LI6Ah6Hbeo4JNCfO87rzAyNEGtoKJWizTUKtGEG5dLIBj1cWL2CG6XBlRwuQRMu0F7e5yKWqbeKKKqKtGYB1lUiYQDbG7ugwiFQpVQPM73Xn6L/b0sLrfE+MQ4LkHCsSSi8TjbG5tIoocfvHoNQfSRS9Up5KpMTY+Tzm4heVOMT3XR19fJiZOTVMppAj6JkN+FYBtIuBBsF6V8nfGJSfa290kfZikXa4yNjXH/7hzRQJCJ8Xa21jeYnhhjfLKPK8fOcW9xk8HPfo7P/otfpS/ex7OTY2yvb/Ob//5XyWfX8NjQMdTL9JkzHNarfP2P/hKPP8zNuUWmO3r5pZ/4J+R3khzvHEBL5bAUD6sbazz5+AXuvH+DnqEBHFngF37683iCHu7dvkl3Zxe3b91m8vgJljc3ScTjdPd0gUtgZmaSX//Cv+YgnaZm6nzvtR/wJ1/5I7xuD1//6p+SOUySCIVZXd1l7tZduvsHefozH+XpH/swf/nnf0l/Rydvv/4WV2/c4uiRCU4OzrCzuUeymKKmVvjEC8/jwcX2QQ6tYXD3/gJ7BxmqDZ311XUkR8JQ6zx24SThgMzkyAAOArfvLbGzs0OlVmd//wDN0Hn9jTeo1mpMTY5hWyaf/bEXiD9c0bextkE+k0NV62i2gWXZmLqO7HZz5bknUVWVjbVNGqJIRTVxJBdv/fA9dEvn7dv3cSluJEPj0QuzZLOHPPHCZX7jxz7EQa3B//K1/8HGzi5HT0xjyT6uX79J2dEIt4c5NT1JqKMNOeThc5/6KG99/Xt8+5vf4amPPofH60WzbK48/TTz8/MoiszhQZpUKotg61SrKlv7SaSH+1N5uPfUsi0Mw8QyDQb6+6mrNfx+P7VaBcsysG0QZAFHELFsG1MzUBSZaq1OwB/AMHQkUaSvrxdNV9EMm0qpTiDoRxQlbMdGlgUcs7k6ThBETKv5taJIaIaJbRmIAoQjYQTRQvF4qao1rjx3iUfPnuE7f/YyZqCNrbUV/uLrr3D2sdPoapVqrYHikrE0h0rFIOB3I4oSDV3H7XYhKRINTSUcDaA3TMrFCtFIELfbjS8YwOPzodZqqKrGYP8ALrdMpVLGtEwQHCzbwbZNoHmu2nwiaF7LkWQBURIxHr7BCqKAJAjYD79v281hq+YvN6/n5As54h0JVL3Kb/3G/3NUovAPo8ctLS0tLS0t//8R/99/pKWlpaWlpeX/q1aBbWlpaWlp+QC0CmxLS0tLS8sHoFVgW1paWlpaPgCtAtvS0tLS0vIBaBXYlpaWlpaWD0CrwLa0tLS0tHwAWgW2paWlpaXlA9AqsC0tLS0tLR+AVoFtaWlpaWn5ALQKbEtLS0tLywegVWBbWlpaWlo+AK0C29LS0tLS8gFoFdiWlpaWlpYPQKvAtrS0tLS0fABaBbalpaWlpeUD0CqwLS0tLS0t/1d7dSwAAAAAMMjfehT7SqKBYAFgIFgAGAgWAAaCBYCBYAFgIFgAGATL1goeQXAfDAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -137,36 +130,10 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "# 画出原始图像\n", - "plt.figure(1)\n", - "plt.clf()\n", - "ax = plt.axes([0, 0, 1, 1])\n", - "plt.axis('off')\n", - "plt.title('Original image (96,615 colors)')\n", - "plt.imshow(china)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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qCZQY0oodCk1xL4evpPPRZcZuV4iAmwOR59whCvD3+CYXgk4KZ7IWXoO9Mq/dpuB+5B2+Q7dJ3Ntvuy8EHuBy7W5/EiGLAMX+XWF32ojt0IsuGmvzh3b7PdbabdqlLDOkaY+/8z/+ZTavnWOkFDLrKzakRa2Ooa5cJDjwMo0zn0TOvoB5gOV01jqhHKeaYLuKxd3/27Jo9ilCT+T3mF1Bloc7/DsFsKQQueBwGr/K54C3jwgjIB+z2BE0hfB7mCg2BCVc2zd3n3JhnN83bXciwqm5tyWwfwTeEIo6WiHkUIR2/+JO91fmBfeFsLbWbldTSOkK7oeFiLUw6G2xsXgZv98jwSBlGWEE7cUW6whOcp1e+B3Ks+9/oALPjVjc4mPcji7ugwWpxFtXLRRlXLtTIh728J2QcGVwBTJjsaJgdBHbm8h+CsEVAQjvAQUh7iiU7pLeUOQoSnErZRQ4Aaetayh8Pw6AfSnwCjgNKA9cvMeww3Mnth9neifhePfXo5RgpFSiEkT0kBAnDAKfehTh0UOIOl2tCcMaRngPLN9CCgg8lwIk94N0uwOUFI6h5b6Pf6DDuSdM7gMtKKAYMhH3w+0tTFSLSwwutLlA7UReHwQSc/umVWhpw8QLkXJjuY1xaOivzN97PxUc+1Lg7ZAJFDbJcFrm7ivfdYnbibx3eO0B4vaRWbQuysa2n7rlDUP6E0JYbFClNjpBsrGC8n06vR5KSaZFSD0GNRoRjk8hrcY8oK9OKRc93l6k+xAFDZOSbpz7w7V/O4Y1yyAnhrA45/9+urdCQJSPyeI0u7tFXN+K4294HRT/D/sph88j2BFUAIPs9nNnFmT+pLY7tQbgvGCZvTVC/Fb3dR8KvB29VkgPo1N3Icp3gtBoEAohlWM9vi2YMUT3/pBGOxx9vfWVW8c1XBSibqlJdRFb5YeMzR6if/0cvW6bVT+CVpONYJTL9ZhT/ZRy9SDZAzR+pIB+khH56o55d/sBhWZQRDW1AatuveOZufXx7uDFw4Avxa3apXARxFi7qPdeV34UZuswzdSwu7wIAnhiJyXoTrRXw8hyHaUwP41111x8RhG7S/L6Am1B5OccFpTFeLR15xQ487UYb3Ggn/+93692Hwq8HamxXXWRU0QJ4UHBdCzknX17QiBU8FCdNfaOWobFGFDK7pB8cmttiPPpue2pSDw+e+ZZLn/982gvxMeg0hhPDAiSCpX6COH4EVLrbGPzLgs+IZz2pKRwAnkfaSH3QkEHJcRO6oQxt5qyexFZTI29TUB4UqCk2BeJxBaIi2BErjkVOY+FYPLyYAG5sEvvk8Vf4I4vWIuLwAPWnc8TO0LQDmlw4Co17qSpvRukA3ss8G41BIt8PFdOJsE6iqjtpj1C5M+bnbcXKEzZhxyGK0Yvxa2pJ9uv5wd4nsBacUsdakH2WWh/1liOnv0gaVRmtLfCaFWRbgnKfoWDgcIefgKjali74xt8V6/FuvST/cB393ZhrEXY2z3/e0mjdCcTy9/JQ983MHZIqOEEUabZXk67iQ3u95yCXPvG+eIQO5q3ny9pJRxJgmCn/8iDvD37S8MTbjYU5qjVOqeIys1UL3Am7R1DPNYJQvFw7ITClC1Kr6y1ZNmOIC5e3ykPk7dNfld+ZhBCkGXG7Yq9Nh84fYynRg7y4SeeomUFQXeNpG+Qxx/DZgOsqjzw64tTjRQC/z1AvLaTx2YJrMBXeZWCZU+Yo6VwtPjFrSvM6fdCSo9lVzDhHTpIC0tGiJ1mO6nZIf6U7MQiH6Zlv8cCb5ebP9fsRL6jWGNwD/LtIufFE9IbepzfNSEemrArRj5c/H/L43y4nrfT8CZN9XYXMhd9djO/yMdDwMb6HN/9/b/D0YMWbTXjByaYKY/gmSN0awfo1Q/Tz3pklB5YWooFenG23bDHU7cL6v2A3U1yCr9R4S8KvLf2Nz0oCNguBSyIO3elA74nUQiut0oJgh3BqXK/XWp2ghR7OZ/2x/a97YuzYPR2oMKpQNlOV7JiyuxKht0LCO7sF3JCQiBy4eby7iSeL1HKaXJa2+0ysqKCwWrN+fPfxOut0u95rLRgbqtFGvfpW4hNhh1sUNWrlOmhyG7/8HfpuorqCmthkN6Z1GGvIbjVRze8Bn1150z8hwXnqHd+3SRPRfph6D9RRFzfCpKcVn/ougPpghh7fQ/2RsMb9sPB0P/CmbDWgvQQJssjs44T7zaqpL2+e7t9kIDIect2djK7/drwNRSMKUo5wbe+Ps9Xf/+38ZavEyPJkoRL8zG+Z6nWI0ZCy9HHzvD02Q9QOzBFX4cPbEUrKYh8hbEWbz9Hau+w+Fzgxf0UvqeHzXvgtP0doWxszmtnna/3vdqH4k6ybngKSrGj0W0HUvd6ie7CQ7z1Q71k71hGRk79dLtgE0LlHcxy4XE/9kER+HhAd3y3SSsA31eIoS+7KBmzFEGNIrDhWjIWpU9ZFvPPfuPvcf3VV7BZggfUSyWWF9foa+ezlAKe2ILNrXVGJm/y2Ef+dYT/7qbeuLQZ55f0lSTOzD2L8PcaTqCI7fQUJcV2lNG/gzaRmQcXxCg0/mFzr4hOGgNRno+53wTAO0FxCZ7McwqHX9vn1/fwBJ4Aa283j1yTbUf86SiS5G7FKReCLqxzp3Pc+fMebjjM4vx0QaBcaodygtv377TCdnpXFMHntNtlrFpmeVBiRGpKlZAjh6bp9vv0+gmBrzg8OcL1a1scyBY5JdW7nnBrLdh8XPdskrNPYLl1nIU2VRAE7MaDjr/clbrqLuN5r6EQ6kFOJLCXvSneKR6ewLtLRe8tLCmF9rcrv87x5VmEUPdfV/uQZpinbq85LfxyO2Vkt6OI3EkpEPgcPnaM9Te/w7hIyaxPdaTG9IEJBkag+gle1Wd6eoTJySmqU4+h5Lvvxbs1omnx9zGR5p0QZ27MeyFc7jS7h+tnrRXbeW7vFeEn2Am6GLujzb1Xxn8n7BNvwrBKl7dYH0bRtcxJk135d7l9ez9fwrvYA6NIOwExVD7m/qrbIpu32+AiHw5YrDFoYCkRWOMhjWF0YpbriUdvq4nn+chME5U0x2ZHqYw3MLlZ/G5RwAsBvlLbhJ/G7m/m4Dthm1VjnyinxTgEYPP0jNTsv9KyuwV4hhtj/zBEmWGfCDzn23PhLGttHqxwt1jkqSZC5E4ZdachWzejuIftYMkZWN6+B7sIRmDtzmJysg5jLWlapJnsrDRjRK4x7V59dqge0KLTlEuXX+La3BUGVqGCiMAkHH/mea5srNPqa6JKmU67w9Z8G1WfpjE/R/1wD+NVUF6e0fkDIr8cPOW6kr2XJvctpVH5nmj3gRnpS4G2t5aRab1/BEeRZhKoncL9u2G/jPkHxb4QeIVfTkg/TzTOb/D9yKbtSuK3Oo7tc98virIXpSSeJ8gyi9EuQdilmxSx1+L4O02LW5/bTtXL6aIWV27wz37rH7C2tka7MyCQPUajmJnJMd68dpXm8go9CzduzGGDMqP1Bh997iivn/sah09+kFp9PG9I/vbhe5I0MwgBpcC7JQCwn7W73YSrgXICxVgYpJbA2zteuR3CTBdAUdxaRvYgIsZFVkCBIkqamlv78loLsXZjKLS6dysmNawH7GfsqcAT0nP1ssNpKu/UHLmHv+wdI08tMLm2qZRAKeU6j+VZr9bmqSj3ucJcxNbV0S4tX+Y7L3+RwaDPoNWiZAeM+4IjswcplcqMShjrb5FYgbKGfpLxtW+9RL1SY3l9jRNXr/PZn/5lvLCOVCof61uPQYiCYsndc2ud819JQapNTim/f3E3gkdrIfJvFTAPU9NzBfNim6QSHp4AKPIeit6vlh3/27bAE1AS754fbjj9JskHEKj9LfT2VOBtkwPkws6alO2GPUUDbp3c+h52+RTy47aDGT9ALVHR3BmKNBO5XfaVJGabPsdTcrvovxjV/TWndqZilqWsL9/k3IUXmVueo14rI3pNDo8oBu0+z549jbYS0Vrhk4+Ncu7cPAkJrVLEYqfLV7/7fZ4+c4Yvf+trIODTP/XLhKUGynMUsOY+KgyM2THPVW6OJ5lx2sk+1u7g9j1RW1D2zsm9D0vY7cyEh09UUAgegCT/60mn9SVD5VzDAup++Phs/mu3ESV2/UUMBTTehet5kNgXJu02rGW7lAxASIQXDh8AOnVsKDoFa1yZ2bs3gFvCJ0VZmO+7htlFtzGXQzdsNgmk3L0Mbc48slNFYoyrJFlfucmli9+ktXSDA56kUYf2aEQ70WxRZWRsDNtv8omZiM7qOs9PBZw6PM4Xrm0wiDx6zRavvvoKp48d52uvfI9e0udzn/ll6o0plO9jsNuL7k4aX1GSVfAsRIEizQyp1gSeek95qAMl9kUGP7j6WUkugPd4LNpAXv+/Hc0vBJKvipSeHQ24oIDSxh2kjdMazVDu4p3M1oJufT/c//vBvhB4Qsh8N7F5Skp+13ebqdtbWe47y2mj3tFnDv2/HR+2hV9DIJUz+axlmwXF+fTstrC4+xmL63Li0+bjTuIBc/MXuHT5JVavvU4sFc9EAw5NjPGiNaRWMjY9S33yCO2tdao6ZX1zwOz0KFNeiZNXFwCYM4JseY2+bzj4+Cm+98ZrZN4/5jM/8fNMNWZA+iBcIx5zj8LHwJNOwOHKyUJfvScmbrEpeXkUUeeNuPdyPAiw2Lxxttjzzmh3+tZt/pPo24/Ruelb8NkNv5bcw2LYiz4XPwj21lkjio5d7i4L6eV1sx7b/WiLb2l7BilcKscPWOMpuMUELfwaBcOJU+V3KJ+2m2qLwgTc/S0XA905o8iHbbKMZNDi4vXv8r2LX+PGwmUiCceDmNM1j5uvX6VnMtLUcPojH0BIyUz/Jqs3F6iVAxpln87GOmcPN/jM848x7YMXllhbX2NzcYHTpx7j5txVfvVX/zpvnn8Rm8WI3E1wNwtfCGeaG2vp52yM7wVhBzvjDJQLDOx1FkrBCKLyTaaouIi1Jc7Y/ik0qr3uvrh7poITdMlQAxyB0/r8omFO/uNLx1dX/Oxz78dt2FsNL1+Urn7W0SRZk+3o2flfIdQ2i7HjxhsSdoXDqljZ95mXZ20ejBBDWp10/UGLqjQpRB6gKIShE2P3FgzD9qAlSzP6/SYXLn+HGws3aLWbjAjNhw+UOVWv0I01mb6JtD7T0xOEjWkatCgNmlxc3+DEY0fZbA0Y9AfMzo6TCsNZ0efloETLGLz5G1xBMnP4COvXrvKP/+mv8lOf6fDUUy9Qqoy51ooF396uWS6Gfr8XUIx0mGtNszcUUMMo3AZGu4EZ7eaO2zd3brqwO/1mQ7W3JKC7AxfFPS2ek+z4+YJdrM3vnRlzO/ZI4A17ynaqLSx5eoqQgNP0TJZgrdNAbDbYOYP0XDpLIRTfgbIqhMuVk1KSZYZMG8JAbdNwmCJF4z5rkoxhO/dOZwZhMxaXL3PjxjmW1xfwk5TjkeLZEcWzE3V6gxjdXEG2u/hRwMEnTqKiEmKwwcVL1xht1BlrlHntjauMjU/jl0I2l9c4erBBqZfx+YWETpaRXr9Okmoen51hfmWZv/uP/i6f+ckFfvwjP0upOooQCk9JpBBoY8i0xZNiuwSu0Dr2u4ZX0CxhndkY7AuHzK1Qwmly2lpK3q0U76kmz8fbiQLc2T3y7mGbAdru/PXlrb7dYYNldzBDMNQ1DDdPEnN7Y+73CvZ2ygiZ18jqocY9BSwYk+fj+bn2p7FGI72AbWKA29SWu88egTNj9S2efLGtvXnq1iReeUfTNR/drioHkQcKjDZgDJubS8wtXODi4gXi5WVGhM9kJWY2a/HE9AGESfHTFrpaoS986hMNaifPsBH3OWQNWQJHTx5mZa1LKYioVyQbq5vEXc3xE7PMLC+y2vO5lpZYbPXoXrvMfHON2pEz1O0y3/jtX2d5bp6PfvyznDrxLGiJlr7riSp2ginvpTlbuCN9KYj2WV92ZyXscPDd0rvJ3qW+9yFoS9rc/rmWPCBhh57IkeZBit1cg4idfhIF7dN7EXsk8PJbac0dBJ2TPjtNePKsf+F6VQh1e63t/U6bbfJNIfB8OVQexnb6SZGKYrFYwx1TTbQ2ZJkhDNW2ZpRlBqszOr1NVjeucfHKmzSX59GeYkKmnK13eW52nCjJkHSQ0kdEgmy1Q2IUh8+coRwFSCl49Q++zZGDk9DvsbLU4vTpw2yuLGK8gLHj08TNJpu9hI89cZLRi9foNQf0tGV5Y4stLnD26AnKB4/y6sXzXF1e5LOf+SmefeJDVMvjCM8j8Bz1k9MwzH2k0+wfFPRD+w2WW5lShv+3uLpa12xIbDfeLv4+SA2voG4fxr36Utih1wuzVqldkdj3znS5DcLew4P6+ZeX36F7dceHddsrUjkm49tec2Zu0dcCmcfObRFcF3nO3TtHYUirnJjzVuZhu22SSlmknrj3yZwdwg7tloVwxFp0lpGmMcvLV3n50ot0Oy1Cqwm7TYxI+HhV8cQYBIGH1RkqLJMlA7JE8/2La1yhzmM/+gmSXgvW50muvMSUX+HGzTlGRkdRoWLu2g1mTxyjlGquLm0yPdEAEbC+vk7WmOTr569zbXmNrbBK5pVozMxy6uQxbiwt4fuC2QOH+emf+FlOHn4M6ZUgT+cpami1NXgyrwHO/Zv7URAKXHLxfhR6u1HydgIY4JK7i6AG7GhSe+lKKD666DBm7a3VIPtwCtwXwuDOI39AGt7d5eTdoqtFdLSI2KKHuUCKROShU2/L1LvH/4efkVJs++SMtZCnnBhjt3uxWpPtlLbtxEycozlzOXhCgNZOGKRxgs4GrG/c5ObNS9xcukpPJ4RKMWK6fPBIhfog4UijBGnfmeRYlrcGrLQHHBuVXB3A2JMnOeANyGohr/3udzlzYpxLV1bwJsaYqgW8cnmNIyceI91cZz2zHDx+mCzpsXhjnqMHZzE24cSIpB5M8s3VPmmW0lu4xmvdFseeOo1JEm5efIO/ffMGn/qRH+P9H/4kUXmaKAoA0NZsmzCuw5q7T7JI1NsHEOxw3+0XcoD7QUFX5UscC7bY5SPbg/vr5VqyZcfnqMQO8cJ7VcjdDx6QhvfO4AgC7rR1520ZlZ+HUMXOcbbI2bu7wCvSTVxqyXBTFXdE0WtCZxneLaSaOxHaQvsT1pJkGpPGLK9f5+qNVxisrdDMUtIspZz1mBz0+ewTDSa8FJ3GGF0kLANC8ttzAq9RZyxdZ2PkDOPjkxwv9fn6t7/P8c4Nms0uvX7G4UMHmb90iXJ9hLHxcV4/f4VjRybRqeH66iaHD05jTcD1hTkOTFawKuILL19jyUa80Y7RQRmlBFOHDjI9NUm6voTp9Zg8dpIPfeQznH36BUpBhPIDkjTDFxojA4QQKGERyts3kz/ynFbXS+127ex+Rymv88oMt7EcFxvMw7i/w+ug8L+9FzTkHwR30/D2l8BTvovQ7jJdiyjuO22uvbtkzGl0O6wlZpuwU97yuJgqxhisMViTMei32GiusnT1Da7PnaeSpRw+foy19UWeDLo80Qjwek2qIzV0GlOE4oy1xP2U8ugYf/V3X2fmmY8xU9HIqUOEJkV0NpCXXybobLG0tsXJ44eZn58DIzl2aIbzFxcYHW9g+y22ejHj01NoIVhZbnL08AT9QZ+t9Q5j0w2+d2Ger7ctPQKWuhleEACCJ544wWgkSZpt5geGJ84+wSc/9lkeO/wESytzLM7d4LmnnyWIygRSYMP6O/wm3z0UszbMBV4/tfs2QrsbJS9Pc7K3kwY8SIF3i6tNQDhEILAd59ulvBfR7/0eqb9fPGST9v7gaKGKnDvjBFuecCzku1MvJHNTWWK3hZ5OU9y3KxE6QacdRNjAD3zSRCM9D2sdHb3VBmMM/cEm6+s3uTR/kfXVFXrdNmG/TTkKSOff4OMjmmMjPoI+thygkwHxICWMXIQ5NYKLXWj2V+grQXdjHjF2mK2tDnWZEb/xPSZ0xvLyFkePTtNsN0m0ZKpR5fy1eSozU3hSs7Dc4diRI/RtwsZKk4OnT7G5PI/ppRw4PEGrGTNTL/PvnJnhG69c4VXPZ66bkSSaC+cvUSqFHDo0w4GJBkuXr/K/XvufOPX4aSYnp/nSv/o9bNbj+Wc/iKhOgLbbzCSONoq8/MgRDTyMxVGkogwym2f1CxJt0VZQGtr/9uuC3c733OUbeLe9BUVpWGpuTwguEo2Lp1KzI/i2uflsXt/0yKR9gB+e96oY9vltBy2EoiADteY+NTzr0kNsLsxgR+Apm2LIP08IjM5Ikx5r69d446Wv85mf/EVkdXI78dlYgdV9tppLrK2vce76a2ysruB7gsBa6jLghNfmEydH8LobBNsdli1Fs+0i6VQgWOpLfu1Sm9ZgAEEVD3jqzHECP6K3vEB04wq21+bAzAQbrU16fTh2aJJrly8RVUaJxie5fOECT5w6TnNjmTjRHJ6ZYXG9hdQpM2MjbHRjeknCxKEJli5eRTfG6fRivnijRQLMtWI8JThREiRBiaw+RrUUobVgPc3YWF0jCn1++dOf41N/9E+R2AAhJUFu/2itkUo53x53jmA/SLiouvtOlXz4zXneLoqghbG3dlh7ECjSYsCZq3ooEmtgu43l8HGWWzuLJdoFWJy/9L2ZZ1dgX2p42/Qju2CNQUiB0QmyyMHbfdwdfXd5zwshkbim3KFMiY3niv2ldOQD0uO1i9+hPX+BTnedWlQl8g29ZECWxcSDDqur81y6eZ6VpauMSfDDOkdrIb7NKMVdni61OT3h4SdNssJcwDpxpzys0YjtAIvk8y9d5pX5Nj/7M5+jMTFF0tki66wie22Cm1cw3Q6zkzVWt9bJTMCRyYCVlSbVA8cIPM3VpSWOnjrGwtI8kedxcKzO4vwiQa3GxNgYV+cXODwzTVT2aS6sMzl7kE7cx/cUv/TMMb5//hpRzWOeEptSk3X6iNZNorE6C92Epnb+ulaziw4lN+YuMN6YwvcrJJ6j1s+MQHo+ge/jDfXVLb7KB4lioZZ8sa+5DXaEjtgWdIKdVI8HJUSKtBglHOfdbgznTaSG7VpknScSF6+/2zx5+w37gx5q+DnrCvoKrQ4A4SHYqaoAsFma19zm23xeYiaFwBZ+CpMRpylWCSQW0i1KniQBVuduMph7k5NHxtnaaPHK69+nYxNWVpZYWF0nGfQxWD52cpbeoM9gsM6HJyqcbpQQnR7KK2PySHJRibGj2+XXkv+VYZnpU09TWf8unV6P/tICY6Gk0WqSbGxgpSGqS1biAV40xvRUg/kr16iNT1CScO3aHGdPTrO22ib0aoyOCG7OrzE6NYUsV7kyt8SxYwfZXN3EegHjU2PE7R6DQcz4xBj99XWePFrjOS/iuxfm0V7A1zZionKJq2sdyoHAt4J+YpicneTF3/8tLr7xBtHUAZ4/9hilsTpeWGJucZmPf+gTCH80D/zspPRY++A0vt2Mxu+FtVhoSZBH+Y0Ltjxo7O6ctj0eAZFy2l5mijGxHfwphlY0WBDc3sj8vUYUcCfsq6DFMIqWji4dxbU2dBEF7YIaRuemr0TZBCM8rDEYnSJ115EdVkYYdJr0jUc1EKRxH7I2tbHDaCRf+od/jZlSm4bI+NZizHS5wiJVjB8Q24R6ZHlhTHHAM5jOGjMjZbx7ZF/abd0jp5kSkjUd8r989QLXNmPOnj5O48hJ1i+fZ3Rmlqy1Rk0YxlTKwtUbzM5MMWIz1tc6TIz4yEyw2OpzeHaE9ZU2UTUAT7K6uMaBAzO01ttE5YBoosbK1UWqY6PUI4+NVova6Cgm6TF3c50DJ47SWVtBDfoE5YjVXszAq/Dq3BbzOmFxywVXYq+M8AOOj5dpG4XwPaIgoj4yhhQea5vr/F//7P+RYyfPQlAFq9FISLpkOkN6ZaQSWKHwlXzXivpVbsYaLGV/f664YQEHrhrkFsrEh4S8E8Eds1xDtSMQjXUCrYjYShyBwHB6Spq/nttSjkhgf97+2/CeiNLeLwrfX5GbJ3B5ZFIp1tcWePN7v89zT78fjGF5c4WpwydZXpqDXofx8TqBH4IKuXHxO1y9coWmgIaEKPQoeZIzdYs36DEbWkbrZXxpt71y7rfAC0suCmsMKA8rJCZLia2g71UwXokbfZ//4Te/xIVXXwdp+cRn/gg3X3+FM2fP0MoMhyfHaCOxRpHqBNHdZMJXjJQrdFtbeImhNFZm8/oVGlNHqKZbtBPLbKPCwvwKjdEqSsKg1aIyMUmvtYmnPCoT47Q3NglVSFUprs4tcPDoUeLOFlKnlGoRm80uA1Xm/MI6q9an7Gkur7ZolUfo9zJQEj/pUw492vgkccJoIPjpn/4jfPpTf5SoPuNSfXTGhQuv8dXvfY1f+tk/QbUUgVfKmWb8d7zgVZ42VFDOC1xa0H4VeL7cHw22PbGrbGwIkRritrM7wQxrd7Q5T/5wpKzsa4EnhrOJpbpHcrJ0kdXcp+eULeP8c1g8Bd/53tdobl5lLCxTKQVspoZqucbGxgJ+HFOODJ4Z0M4UprXG3FaHk37K2RMz9HsdTjVCKh7IXMM0QuFXR0l7rbx3rqBnJYPSBDKqkfR7dIxgq3yAdrfJQEMaVllZ3+APfvt3WXr9HCNZyjqaJz/0YQara3SaLepK8cT7n2Gl0yOYmqEXGyYnJ0l6A2ITM1MusTVI8XVKqVJhbXGeaqVCuV5jY3WVsdEZTNJhMOhTGp+itbhCpV5BCU233ebQ9Cy9zWWQPpGCrW6HWqWGzTQ26UOtzsLiKjKMiC20213MaIO1tSYj5ZCtVgvjhUgh2VhdZ2S0ylRgefK5D3JxYZlDs0d4+qn3c+rEGa5cvcD/9Pf+BqdOPMknPvpRnn/6R1B+xA/SUU0AvhKkQ/aZkrdGZvcThund1R5qQm8l8AofXRGl1bngK6oshgXe7vSV3Tn/b4W9rCJ5YAJP4FI+9D3K0AUWhdk+ZrgnlsBSEQN8MhJ8R22e31qNwqgwFzTk73VfSGoEjVDjK8vWwAMvRGC4eu1l/tWv/SpeJWR2+iDLW2uUlWA0imgB66uriFTz9KnTPFa11NvLVCbqVIjxMQzwiKIS/WAUq3z8+gQ3uhlxYgiDkHZsyDSkSpElGUp6xCZFKIUwsLK1xo2Ll/n2V75AZ+kmZQ3NLKXV7TN7YAqhfFqbTcZHqoyO1BkZH6NcqSEbDQbasBVrxicmyJIYIwUzEzNcn5vj0MwsadIntYbHDx7hlQsXmBhrECBo9vpUanWaG1t4ylKv11heWWdqpEpsNUliqTdqrK+u4JfKRH5IezCgXi2xvr5BLYxoDVKyLCUMFWutLtZquuubpK1NqpUy7UGCHvSZPnGScqXMjZuL1EaqjE9OMYhT2u1NhJAcnz3Mv//n/j2q9UmnNeQU/MVXficf550Qejt8gp7aWcDWsi+Tjouct4JC3Vc75W8PS/gVwYZCgOXZJtuvlTwXifXztJVCu0uKXH5ykzZnU4m1M2OL6yh8f/cbHS+CKHuBB6rhDd9YwOW87doHfDJM7ovTOQG2h/MB1UUXhSHBZ2ADPDRKGBf1FIqQdPsTNJKmKQNQ9Y1jvLWSQSbRGJZXrvIrf+9/pKJjPvaJT7MSt1lZWeLxyXFkWCZVAUEgmIoixmt1ltoJJkmJPEGl5NHOBKHv0+mlJDZlfKRGqzdwPkWd4kuPpN9DBgG9zTUIKgz6bS5fuc7C0jxLNy/RnF8gaPVJSx4bnS5RFBKGIUEYEZbLrG1sQdIn8H1AMDs1QVQu0+11eeqZs1xZ2qSXGerliM1YMz4xQhKn6DSjOtagu9VEBCGNeoNOp8XI5BjtzQ61KKJUKbOxus70wVmWV1eoVmpUwjKtzVVK9RGagy6VUhmhIe61sYGH7vToJSmD7oBuv4Pne3jCIjdXKWvNxlaTYHKapY0Wvqf48ReepttsstBN6QiF9kM8JZlsjPGf/4X/gKg2QavbpVSuugWkvDxPzrgmSCiksKRW3TZ3wC2S4SbgxWK8U8+K/QIlHQFoZpwnN1TiNr/eg8bubm7DjwuBl5md5j6wk79ocQIuUkPJyTmKe77XLM5vBw9M4EksASkGgUYhMVTFgAyFucPxd4pjuiVgSPKgsYdG5iLTC8Nb2hBaCwMt0WlKOXKtBVuJRFvJ+euv84U/+G1e+foXqVmNH/icfuHDHDx2mEpQw4YhwvPI0oSZRp3QD9BGkcaGUjmin/QxWUYv04jM0Oq0GKyvEFRqGCtYuHGRuN9GBBFXz71GZ3UVv1Ki3e3Tam6hjEYZyATIICJNE4SwZFlGEidEUYlGo0bc67OyvoXnu3SPSuAjlYe1lqnGCPFggF+p4HkS3w+J6lXW1zeYOjBLe2uLsNbAE5bVZpeZyVFWllYZnRgHXxGnhsbEOO1mm6haJm13SKyLUg/aTfzGOP6gQ1AbIfJCLl27yeT4CO2tJmVSdGYIpaEURlhhWV3bZKQxQrPdpj1IOXv6BLXQ55NPHmCk3+Ubcy2ux4bVgWHiwAGOn3kfj88eIkMzWxulVquhtcEvR4yPTjhtAgiiKnghcshPtx3VFgWr9K0o2gvuBxStGId9jN7Q4La7lu3xeCVOoyt8dAWP3e77WJi3UPhPH+ow33W8awIvICMQKdpKLIJIJCjMDndWLtLE3QwWIRBSYHPK9G2ygLuhSAMvdhcp8aOQLEnwggBrLYmRxFrR7bf5m//DX+HS+YvQWaXd3MJD8r73PYf1yxw8dJja1BQiMMSpINMxfrdHpTHD3PwVWs0uW801SkHEYGuT+YV51y8hELTaXUhTF5nMND4CaQFforXGWkk/jvF8RTJI6fVjZN67VmtDEHgIIajWKvi+T6fTJY5jkjjD8xRpmuEHHljwlYdUkmotwlcenX7stAXPQ0mJxJIZSxgEeL5C92PCcgmbZVilCMMAk2rKIzU6zQ5eGJBIhZfGlEoleq0OjSgiERYjFT7Q7XSoNWq0Oz0yY4jCiM2tDSrTB6nOHmT56mXaKytMVEp88PmnMKUyn/74hzmarNNfWWGj1eGb66ssmRFafgPphUzVR6g06hyfPUJUKWERHB4b59WXX+Nnf+5fQ5TqZGZnC7TsaHeFiVig8C89zIU47Ou6U9TTk2I7uVxbCPLqk/0kMII8gdgA/cz9f69oaz9z79nnnTrfEu9I4H3p5YVbXpQYKmJwd2EGmPsReEX1Q955RaeZE4K5fi3EzoyxCEcEmo9fCIEXBGRJiuf7aKHItKuk6GqPdNDh7/+Tv8s/+9t/E5RHRQK+h+8FCGGwUlIpR648yVhMmhIEHkmnh45TAgSZFGjhprJvLEJKMm2IjcEaTQro1GCsQQiL1pYs0wigWi9hrWXQT/F8xWitQneQEEUhSRoThgFCKDKtnRw3hjRLMdYSBj7WWnq9mCjyUEohpaTV6hH4/nYfWYzG5PfQ85XLgzMWz/O2WWEcFb1A+j5pnOAJhR9IJhsjbPRjdK8P0iVJZzpzJVtpmtcUw8GZKdrdAb4fgJQ0ewOqvmSr2eR9Zx4nNJKZZ5+hceQIM41RGjaj322y5PusbQ64urxKt9PFGIMyFiEs1UrVcRFaxV/4s/8e41OH3BiFKxWziJyglDsKPP8ha3iFGT1M3jlsIgZqaKwUVSAPb3zDKPxv2a5lp4RLR4Edn9zd8umKVJT9yjn4dvCOKi3qovu2P+gts6+KGhdj0elO4rGQCpHTQ0lPoXLWkizT6Dhxi9nbGa4XOmojZQ1xZvKMccu3X/sep0+ewhhD3G3TF4JDs5Nsttp4nuvMtdHtuV4IApI0Q0qJ0RqMxZQjet0+cep4+ApKKeUpslSjPIk1ljD0sNoJl1I5IE0yDBDHGVIKlO+O7/RjSlGA5wmSBJIkRZs0Tyk0lMshQVhGZxlKSrQVKOWiwcZYQs9zG4EE31NEfkCz1SEIFEIIyuXy9mOlJFFUotPtoZRCSUkQOIaZJEkIZMRGu4WVCnynfXqehxlowijEWEsUBVhrODAzy1arzY2bN+kNBgSeh/BqTDUaXLqxyJnjh9l443Xi1WW6hw4iG+OUwjKV+jQTQUqpXiPFEGearcV1mltbGN8jCH3GwjpTjRK+7YAIctIIkLqPURFW7I+oRJG2gSiim2JbeMCO8EuN61Gxl1qd5XZhVzyfGhe9LXm31tTeclxeceHnZWl7zdP3oLAnmUN2uNBPuPw5kznhJ4t+e0P+BBn6rixs6NsaNoMS6xFKzcrqKl//wr9kAIRRgDYaJSVbnTb9fowf+FgREA8GZKne7kSmfEUaZwShB0mMEY4hRXkSTzo7yhhDVPJJ4gxrrWM4zseRJNnO0KTA9yRxopFKYrHESYZJHcVV3I9RvqJUrtBud4jjjNCHOE6p15yTP4ldtYhSPp5ShFGAyrnUPN8niHwC38MaS9nz6UjhiFWR+L6PFApfuo5kUW4+R5HLiYvKZfr9vhMwUuF7Er9WJvB9hPLQaZ9apUKv38ezlsbICNYaSqUygyQlVZqRWp3FlXUq9SrTnQ7puVcZKZfZaIwTzy7TlyGVxhTj5QZZaJET4FcjzKCPEIpSqcR33jjPE48/SbVcItBJ/v1ahEkcTRi4ihsVDk+HB4Y7BU8gJ07IS7AcAcWQP5m8FjUXdnspJIp0k0LLK4YRqJ3/i2Rj/w6ugaISAxzD8Q8r9j5V0uZ9IHIYbUAbTLaTi1f0jxB5zN2Lwp3JKaAeauLUMj0SwOgYvdUlotBHYPD9gHa7S32kipTSLXYEfuAjsDlVu+/KoqwlSw1KCaSSKCUdIaYxSOUa/cicKdnkVPGWnJgyr7q22pAKQakUkmUZaZohAhCBIhukBJGPzgxxEiOkIPI9d63GEAUhI40ai8aSZBkjpTKNSgkpBd04plGvEwhXzN/p96mWS0Sez9hoIxdiHiU/QFciBnHsBJqUlMslsizF9wM8IbdNY18a4jihXC7RH/QZxBmNWoWR+ghGa1QYILuCKCqRaYOwlkE8IE1TrDXI5iZzS0tEUchUo8FYP8ZuriGCiMHUOoOwhK3UKVUraJ1Q9SBpbXHhwkWuXb7Cf/4f/mdEoo+0FrK89liDFeQlg3KngZP0sTIYSrOwt6Q3vRNsm6JYSiQkKGdW7xJ90rrG2kqAyokpbB6k2zZprUEYc4sgsWKH8UdYg70j1+MPDl/mLSDZCUoUQe7CD1lgvxMuPGjsvcCDW4MW+f+3+RZl7vsbekoARmusha4OGKSSerXE5qpApm7ypWlCmmRY6zqe1evl3MeWgLBI43gIsiRDSIlSYK1A5b4wpQRZap25nfsXfd8nyzRBoPA8Rb8XEwSKcqlEmmb0B46VRAkPpTyyLCWOE6QUNOoj1MKAntYoqSiFPu04pZIklAKfuNkmRDBSH0EqiZGSshEY3ydQPiUEXlBCZ5ZapUpFeVR0wIaBsFphvFal4fvc2NxkfHyURrVK1Gyy3ulgjWC6VkNYS7ffRQhBkqSUsgCdao5OT2GlIAxcO8yVpSWQEqk8lAdJCuUwINOGFIXJBvT6fVrtDv1Oj/mVdcLQZ3J0lPHBgNDzCGtVvFqDNLasNLf40Z/4ND/zx87SaIxSL4VOuFiLlQFCJ1ipsMJDmBTtlxEmxUoPadJcgLhUFqETUIELklkNQt23FujElTvaQ2OQaKHwrEGhb3fL2F1/BRgVYawB4+aKcMXbCK2dy6Cwg4u3PiBhlw/HXZfYaan4w2iOvhu4Z9Di+69cfNCWxO3IvyipnI9KZ3ooAchFKsUtk8dRfjcHKf/tf/OXuHz1dbIkxm6tMchSOp0e8SDFaIP0JNVqRKVSxRhNr9cnHiRIKZFKMugleKHrpeH5bmFlmUYphe8pur0B5XKEks40lUoSBAEWg9QGT0hM6COtQBpLVApRYYgAylGJQRLz8fedph6WuLi6hdAZI5UyG3FMJQoxcZ+UgFYcEzbGSdIY2e1RlYbUQi8x1EIfScZ6s4cKAwZbLZSBcuijSyFZdwDWkEjBeLVMr9Nno9NBlUsQlpCtNonJIAzItGZzY4PpiQnK1Spbm5t0uj3I73Ea9ymXy6RpSqI1SgXodIDyPNIsQ0ZVMBqZ9PE9n0SnpJkm8AKU5whVR0dqjNTqaGP5uZ//ZT75U3+MIAjwhMmFxO2wQmClh5U+CA9hEowKc/+vn3/rQ1MmpxiTOgacMBImyU3iYFsjAyfsQhI0igDnipBDCVT3JSeK8Q2ZsEXjc/eZ/s7f4i0mwwpv23bOuwXnNddvXzoNu3S8HVWVMI/IvtcaZL/b2J/0UDmElDkv3o7j1xqLFTvTWuS2g9HmFhZ4IQWpVZQC+JP/5p/k4oU3uPj6S7zx6vdYX1+n1x+4zdaThJFPmmk21reo1SuOtl1JlFJorXNmY0noe3hItFKEeY+LqBRQqVQIkXhhQGPW1YtKayAMGCQp9UpIi4BK2seGJTa6PR4/OE6caCphgK8EJuhz+NgsbbVJFPoMmh3K3oBnThwmk222Og02u02CXkoSgahOcGymwlY7YyAjqqGgUqmwsLxF6LfpJzWk8mGgsSrEVyNMlDRLHZ9yqJCDLTaNZbPVpzIyxvLmBscaFXSW0Y8TLlxSnD1xkrRe54SJqUaKc5cW6HY6rK4mhJ5Hp91ldKxBe2uLcqlMP+5T8n1MOiC1FqM8/HKVQKcuRcc4r3cpDEkTTWN8kl/8pT/F+z/wYWIilDSIu5QP5t8qwlqETjGe801uP29SrMircURuguoBQjsCBGEtWO1MSBkgsj5CemgZ5OewxCLYNl0D0ruM4U7DEs6naHU+Vw2i6L2yLflym/GODacKS0Egshi2BaK69Rz3NxR3RrsTrCg+8b0m7NyaFj9QKeL94p4Crxv3qYSlBz4Ia4odNu8UJlyPCSElVhiM1i4qm3uGbVE3k7/XJ0MowcnDx3j82AnMT3yWZnuT1869yr/63V/nxa99hSRJgLy5toRms02WGmamJ6iEISMjFTY2W3QHAw5MTxKVy/TihHLgI7QmlALj+UxVArbSjFKpjJYKoTOq9Rq9JGOs0qSXlDjkldgK67z08hyTfki3WiYTkrBUYm71JoN0iW7cZqLR4NrCJkeOHiI2BhmMEASWIKuw2VwnUpZKWEdWQmpJl9BXlGoVNB7lapXjU2PEpsUgaTNRnWJzINhcj3n8SJ3usqYuDQdGqmxlghdfu8hj0xqRKQ4fnUSIASoTrKxtEEZdnjo2js0yJhpTHJieZX2zQ6/fY/7mDcZrZZabHUZGRuh0e1TLVZIkoaQURmcEvke/28ZXikMzU2xutQjLZd7/3If4+Kc+zdlnnicMI4wVBEIj7O20YMMQNvczAMJ4O746qcCkCJ0gTYrxSjiGbLPzNw8fGa+MFQqp+6BjVC4QEQpUiJUeKcrNnbcREhEmcwLvll0XrPR2XtsObMideZp3iXOlZ7lqaB0Zk9TO3WK8yJ3sPtb9cEWFEnlNrN0pKdsvCdr3BSlpNjcJoxJRGN0m9+MkxliIguAHFor3NGn/ye/8gT0+e3Cb92wvIPKWicN1LV4QbOflWWOdHy/XGLwg2BaIQsDc2jp/87/7i2wuzzF38ybNZhMAnbkI7uc+9SF8ndDNPLqdAcL3GKtWMEHI5sYavvKo1gwjviChyliUspr4zEQjDCzE8QBRLtPc3CAspXT6CttpMxCSQdigmvRZ3thioA2DtTZe5FJgDk+NUY4imqsbeEGAtgYpFdJCL0upliOeePIJrrx5mZ6UlIQgjMpYa0gzgyxV8YiJS2VCC4Ey9KRPSfkEZdfDojTokUYR1UCytNbk5OEal29scvLYASLpGo+/fGGOQXOFH33+CajC9NghRDSBjZukRkLaoh2nrKwKNjaabK7Os7jRwqQDNre2HG2TlNTKJRqjDcJyhZMnTvEzP/fHOXbitEs3wmniBoE0+m0JGGfuCWcCiryjXMGjWAgT4TkhOuwKlgrjlfPj05yyygm4+yauyskqMENa3J3WixD5cbdqrVYFjgxjSDjKrI8l11BzqjMrpDsW7jvUK8gTsYeGZSzbxnnp3emQ8K6jyLW1CNIsZdDvUqqM8NJL3+TgoZNMTUxgtcbP09LWNtZ47Y2XCUtVnj3zDJXy/Slg7yjx+MsvvmRrUeVtX9QPCqHkrakrbwHpuyRdo/PG3taltwgpMcZw+eJ5uvGAX/v1f8T63BVef/0NBoMYJQWf/sQHCeqCuWtN+r2Yp588BZkhicqszN0g8BTlsk9sMwQSqS1bW326NqTVSwnSFiZLSNIUkaRYKYitJUwNs4cPsdXtYNs9AquJU4OUEqEkwlimZsYoJ32iqE7HCrTJkCJjo93DasvUoSlqSUYrkRhPulw6o5HCEgpN6ock1lLWMYmxZGEZr9snLUWoLMMkKV65RM9oluZX+fCPf5T1xTlsPybr90mxGC+kudmmOtXgRz7yQTbbPcZmjzERDRibOUjFc64Gq0JaW13iLKO5sUqmM67f6PLN73+d6ckpJscn+eiPf4LTZ57hyJGTKOW7VJoHnlACRjlfXwGhY4Q1+fMKoyKUzShJV59dRNjvCSGcD9GaHQH7NmHzz7dDLUZl1rvlvNYLAbFzzDtAoeGpPLUkszs9LvYbtgWeMaxvbnD+8jkOzh4jCkNu3LzK6Ng0q80NaqHPkcOP8/pr3+XNS28wfuAgL5z9ANOTU0j51gGgdyTwvvvyeSsfYHTpXUORspKnxFtr8QIfa0we5LBsrK1yff4m33vpm+hej25f85Wv/B4HR6pMHZhgbm6ZuJ8gfEk2SJC+z9Hjh7h++Srt9TZhuez8dVmMthBmBuu7AEUWeSgEFc9DRSV0pURNKVavzzkSN22xWnPgieOoKOLGm5exrR5T0w1GbMzooWPMPPujxEmf11/8MhtLK/jCMtmoUDKSifd9hPqJk8T9HnXP0t7scPHSOZ59/9PoTBD3ILGGKy+/yoETBwlrNWySkeiYqxcuweYaS3OrHDsxQ8mTlMIS3dII/W6XoL3O9dUOI40SZ08eRWvDtdVNwtE6z3/gOVrrG3hjDQ4dPkJ5dAZvsAatRTKt6dgRLs838cWAFz70Uc48+zFHb28NoSfvmOLxYOcBLok85zpyVoBASA+BdaSkQpEZw13Ww7uLIncUdkxum/f7tNal2hR+vF2andCJu6B8/bkI9R0+who8JbfL2d7qsor1/jD8ZfcaQ5qmvPLad/it3/xHhPUqP/GJnyKOB9jE8saVc6wtXef59/8YjXqVzU5CfXyWkwdmwWSMjk0RBsE9P+MdBy0cqdP+Sd4ROWWGI5/MU8KtxWrrIrtSOs1OZ0iltpttN8YmaYyOcfToERZv3uRrr3yf8dER/FLE4sIag5UtsjRFVUugNTpJmH/zCl6cMeKHCCuZOHSAsFIjDCRr62scP3kKTwpEIFidX2RkrEFYHkEGAf3mOsuLS9j2wGkTniAoRUT1GkpJMkDHA4QPVlsyC7Fw1SfaaqSx2CQl8wMEMaYfMz5aptOzEGpMqOjrEpVqg7ChidsDKtWAsemDVGpVjKiQ9jq0twYsbqw56u5UYwREI6McOfsjNJvrXP7WFzCZJtRQr4+ysLiCLwSHShF2YYEwjhl0W7yxvEQsFEFQouEZxg4fRinL0WOzvPmdr6Ck3jZffe8tygsfxJzIPyrwAmJtEDbDbdYWpxDsRGkfirAj/0ybm7m5z85KD5SPSPvbmqP7a7FeNGT+5uFcqxHWunQpJMa4gAlSOSEnpat7tXeUh3cf1x4hSRKuXD/PK6+/wUjJMj0zTalaotmJ2VqZR0lD3FxnsNXiK1/6HR47/Sy+pzhx9BjXr17k5Ze/yY9+4qc5eeIMvhJv21d5T4F34+ZFJicm8P0agX9vifqwUPjz7qSYWusqea3RCCGRyjkyhMtkBSSjIxM0RiZZaq3xvSwlSyWd9U2XYqIVvpWc+fBZ+t2EKy+/6ZKejaFWLXHsiccxVuArQ1+nIDWlkRlaaYcMSxrHVEdKeMKnpUGnGplqCJzjPRn08ctlsizDpBofiS+h6kkCGdKzPULPJzASk8SIUYVXqVIvBcRZjBeMoLs9opJHWbsaVGUTrC2RJm0EFmEUg1hSnqgQN9vINM9rRNBTHiMCF7XUAuVFJF6IEaCVxJSqmHITOm2E5zP+wY8yf+FVGn5Ar9lGDXoM0oSluSVe+f4bnDrzJL1+hygaJaMC1jUclw95QRVmEhYGaQrWIpXA97ztJHEhHk4UcBtCuGiyyDfl3L8nbAZFUn1hLhcBmmwAKkBYg7Qaaw1Kebk/WgM6r0QSrlkV1rVVxMMK0DrLNVuXeXDnYe2tZre2tspr3/8q5177GhvaZ7pSxyzGBMEI1ZFpOhs3WZi7RhCEbDW73Ji7yvEjh/nqH/wGS0vLVBtVXn3je4yOTjA1MfW2x3BPgXfx/DdYXqxTLU3z5NMf2dObBdyafHQHWGMx6O3XTZahfN/V4BYbZr44xmujGD+g0x/gez6mO8iJCTxQAVo5QSWSDKsNWeiTGstU4xDLa5fxshSTxHgqIOhppBeSpq7sTAqXDBtY0FLkTbxdKZfne0RBwMDrY7H0rSQRkiC0VGwZK9lm4PCTjP5mi2SgqR6s0OrEVGp1ums9stAjiqoQSIRN0IEL2HieT22kTJKmyHKADSQqX2C+NpSiwI0PgZIevnFJH1WdEuseIkuoSItsdwikhLBOfXYK6n2CtEvZkyzdWKQiJXptiWSrRbsUorUjU8DKh69ADO9+uWDRGhJr8T0/bzLkBMFDm8N5Ws3tz2//yh8P+aqtdekqcAu1mhjyWaVJkldUiO0KJAWuJjoX7jZLkXmwT4hcK7QW5e11FpogSQd858Xv4kearfkrMHWExx97gbNnX2B+/io2g2yg6bRbHDw4w9mzT9Hq9rh86SJCKsJSmSdOP08YBPegHL477nkH2lubdNbXefr9BzBY1B6qwm6Xyw0le5eAhnCpLMNlaVrr3BUiXZOfzD2uN6YgGmGwfoWqkHkOnsUKkF6AEANIM3SSOkqqTKOkpZ92kJ5PbMCvVNFZn6jWwN9YJQorWJEwsIaoXCMj1yqsE3a9TpdMa2yaYYwlw9BH0UtTls99j0wJwjzHC8+RKQhP0FpaopN08cIIrI+0FrW+RbZ0nZa0lKwk9BS236Pf3SBjgFKuxljG8TaZqvFdT9lAgqcSjD8gs05L6FvLWLlMVh9hudVGC4vwPVeKloBnfSQeolIj8H1ku01jvEJrbZ2a9jhy+KgjGNjrTbGABa0N1rrFX8yd9xqyvMa8CG64yLGHNclOpz6lcvYhD2Uh0xnGmO3vQoq8S88ewxhNs7nKkePHWVy6wux4HSMSThw5wpFDx5gYG+fqyChbW6t858VvsbK5wuLSHKPjJ/AymDx6AOOVqVVHCDw/N+/d9qGzlCCI8oj13V0p9xR4szNHSFWJ5sBjz4MXtriQO19Mkb4ilVP5TZbdkrdnTW4OCDcRRut13v/cs3z56gV0vvNZ4zK+FBCEITrJkJ5yaS5YyqWQJG7jCw8yjcKntbFKN+7T7fTJejFrK8voNEV3eqgkJcvc5/rG0rm+RColJkmxAioIpNb0FudIFucYCI++UmhhSVOLRGKTPktzVwmWPaRSaGOwUuALyfXvv4jOTTlPOl6+xW+v4akMJTy8FEIEpZx8QSUuZy7e3GDle1+lm6WMhR7L1jAwltbmGuMVn6YSiCBABh5hyccGJZRnEc0ungogDDCbCSbVRIGH6A/wlbrfFLIHimKR5+m9GGswmWu8qoXeds0I4Qgi5A8QHX2YKDQ/AM8DlHRzQUCaGbK0hxDOlBU52UWh+brrlPi5oz/Lsp3gBaA8H5cDa+8rAvp24T5LsLq2xhd+97e4cPkiUaQ42DhAXwcYPJqtTWqVKkJVaTSOUKm/wfjYBMqm+MbQVz5eFDAzNcVv/vP/mZGRcT772V+g3emwuHSTIKpy+sQJgiAiCiO4S9zhngLva1/5Mu9/4QVGZma2eTj3K6xxk9rmnHWFRieKYn+d+zzyio1afYxwbBpjDQkWD7DaFYD32i36ceKaKViLMgY5iHnjq98kzgxJptFxytrlG5h0Z/JYY7HauDK2IrVGughyv9PHKIkaKaNGRsm6PfpIhIZuvUa508azA0oGTMmjm2kslk5mqYg+JIrUd9FGohJxMiDGZagJIUh8H88PyJRHKhzDiIgE3iAhCiMaYzUinZFaQ7PXQcYuWjmwgvrMOPU05aiCdKRGrVqi5Ak2X/0ekdSossSLymTKMcaEnkemJFEpAAHZIMWk7yx1493GcBRSSok2ets6EOJWCqd9o42+TehC68t/CVxTCmNcWpYQEs/3tiO8Be1amjoTW6lbNXH3793zWKy1aK3z9729sVrrrKwimKWUobmxThsLWZn66GEqpRLLq/ME4UnCUHHo2BGeab+P5Y0l1ptd0uwmj595hs995nNsbGwy1hjnN3/913nhI5+is7XE+tYqU1Nlrly/wMT4IQ4fOHjX8dxT4EWVTVYX32RyYioPCOwDvfheyLVAO+QnsWaHaFRI197RaI0UCs/zct4fsx3xjbe6vP7l7wJgUo31JQNf0dtq4601sdqgpUDu6lK8rVkUu2pWOKndc5k1oBRqfIxk4gDCGFpZj6w3wJ+dQS/NM6H7zo+IRxZvYT2fDEXfxxGSGkNiBUG/tz1JVR6t1kmMj6QUVbCRh9cbgHJCUku1rR1mRmOVjw0jpDGEWcbE1BiPHz/KyKRPa2KG6WqDcHGR1c0tRqTA6/XQQqCjEp35PqP1Mr0VH6vcwmrrZIecdJ+gWKRArnmKW/xa4F635P5Nz2Pv9dP7w269wwXyiv9d8C5NXB8YJ+Rlfg/c2tBZ6hL4d7kgdl+93T6hS/d5J7enYJMxxhD4IUmaUSpFrK1tcGLmGd737LMs3jzPuVc7dHr/EongU5/74/zCL/8ZXn/zNVbm3mSpmXH2mfdTLjdQqsLE2CRHD5/jzfOvYZMEjSFOUsZHJymXSk67vQvuKfB8LyEKjTNjENtmwn7Gtv+uSEHHMaqgJDpLEdLkjlzLIM1cUEEJjCcJ45S4F99yPh0bZOx21OI2CiUx/g47h8BVLRQZ9yJQZEKglUSGIYF0vT5k4FGuljl49DCX5hfBg/bAoNoxeuIAaeiTJY5AtHpEsipgkGnamd3uJKUzx+oS+B5ISTqI8cOdxSoEBMbVs9okpREo+sYQTMzQHXQRI3W6/QFKQCkICKMAowLmNfh9id/36XuK6hOP8/m//+v8ic98jA+PJjS3BnQHbXr9NqNlhTc6wsz0GJUg5JVWD71rklkgTjW+J1F7rUlZMBjQzpwLgmCI2stt4sUiEeIhBjYeMLaTfPPmSVI6X5/A+fmytHABOQgcLdrOCciD33b7fW8XhS9RSonyfH7k459mY30NKwcoP6BSivj2i+f52Mc+wStf/iILnQ7/+J//Kr/48/8mT5x5Gp2mHHmsSr0xyUitRlo2xHGf5z70QS5euYBtrpONTHH8qGBxZZWD0we5cfMSZ04/ecfx3FPg1cojTE+e5djpD76DS32w2KGEx0W3xJBAFkPHGEuqU+JY8+L3X2TzxjV+4Zf+BMYKF9GqVcmERyduEoUSX3oILVGBT+hJMilJlSTRBhUGGOEhogDh+zmPn5sI1go8T5Jqt+MKzzUYslLRSVJKlYg0SemurUH5KhMHDrK50cKrK6LIRwYRqhyiE02aZmxkLo8wqgT4xmBwPSycQHf+BekpCAdIP0Jr55z3PEV/EOcR4YAtUkBgjCaKptk0BjnmMXngAIcnDmDMgNfOX6TV6bLSMiyd+x7Sap4+Os1qd8Df+e0v4f/MR3j2yBGmdI+k28HzJJM1j5mapfHUWcxWjzTt0+11qZQquX/MglRk2qC8fSRAcreHFm7rNkN0ZHKXyfteRsEfWczRHbcOeZRXbgs7a4zTEosE/nwNiVxpeLtKjvPYsR1FzrSm22nypa99iXZ7Hc8LefLkcUarKd/+yu+wsLDGxWvX6XqSJ548Q7Vc4tzL36C9OstTT79AuVzFU4rLV17HIugPBgSegLhHaaROP+kgpEe/Oce1S+e4vLj0zgTe8SPPcfzsR/E8H20TvNw3tB8g81IyIE82dl+uUHKbjMAYg/ACLt9c5He/8Hm+8uU/4KeeP42SkoW5eVZWVuiqKs1uSqk+jfYlVil6sUuirZQ8BokmjAKs1mhryazbrZzvbihdINNECFpdR1IQhYI4SbeF8kTJ56M/9gKDTpNLi2tkmaZcCV1FgoBuu421KUliaG82SRJNFHqMTU/Qa7UJw4DUSzBCsrK4hudJqpWISrVEa3WZOM3wPUVjbIRB11HzZ9oQVcr02l2SVBNFPpVqlXq9yuXzV1m+tkCr3aMceNTqESvLq9y4MUeSZCzOzxHrkIiI5OALnBurcSAyREoxnnUoTbdY1gnricfksWleP/d1mi99iz/6s/8Gxjrt6V98/rf4+Id/nHqthFIegfewM/SGYHFpM0Bi0u1NMfCDbSe/sRajs9y8HcZ7UwraIa1ba71j4udQef02dkfTS5PEsX0rt2EO4342A2MMWZoShKFzK2QZN+ev8o2vfZGNrS3WmxsIT7LajBmvV2h1mgg9YGPhEp4KqY1MUqmMsHD9Ar3RMdrtdfpxTOB7LC5cZn2zQ9pvkemUbruF8caYnD7IoNfj5vlv843P/wpq9AS/9HM/f8fx3VPgXZ37DkdPfwglD2Nstn9MWiGcI1RAqlOXU2bySKtOUcon0xnKpaLz3Ze/w5e/8Dt0Ysu5a9f5j//if8n8jevMtxKqvsDqjMwEpCh63SIIYRjEzsmbGYvODFmmsUDgKSyuCVBhEpVDha8EjWpAt5cQeQZfKhSGzAh83SeIAnQHPvX+p3lzvcnVi5cI4xhrNK2BpZx16fRhqh7RiTWVUgD9PoHV1ELFZrtPNZBMNMpI3yPwPdI4oVEL6XRhvBrQ1a63xkStzOb6OlWvTCY0njJM1CK0UkxVFIl0zNIjDY/VZge/laDiAZXQReRV0sJan9nDs/zet7/FWK3OWFSiH0VMjI6CTpkdG6EUTjD6zAH0RpfOwhW++K0vMXvwJMdmZvney6/w6vXr/OwnP837Tp3KKfW53W+0BwExJdX2OIzW29U7WmvSLMtrs3NCCs+/16n2Je7lxyoghNuArBC5q8Sldbl6YxcAKYSkS2TOgyD3EAG3uAMstDpdrt+8zlZzkxuLN6hIUEHIyePP4zPgyuXvUq6VeOX893jqzPtodtucfeoZlJRsrDX5nd/4FWZOnKFan8V21nnz+99gbHoWPxzh8JFDrLc7TEwewssGXL0yh/Y9Do/cnWDgngIvEet86+v/G5/63AGq1Zm3vIEPDdZirEZjXV6bNZQDjzhLSbo9omqJxdUl2oMBE9U6P/fJn+C7X/8qV5dXudmKyTauYIXCWItSisBX212aqpFybCTSqf3u+7MEIsH6glBokrTvWG7zVBAhJKrVpaxcdn3QHRAlPspTDJIYJT3MyAF0t8uTz76fNOkz1m3R3Fylnsas9Xu8r1xnab7F8dEGg/kFynhEStHTlmOTDTYvz3PAWDAGaQwTY2U6WwPqOclnIwqpblriXsxspUx8rcvBSkTQ2aChDc89dYIrV25yaLJGsLxGc7XFkeMTrKx2OGVjSH3E/BJenLHcTojrNWi1eeOl7+LVJ6nJlPGxURqHj9OsjdHOYn7vxnU+/tN/FJmmtNMeQVTn7//Wb9PrDjhx+DBzWxvEa0vodosTf+7PE5WqhIG3HTXU1nX+yjKLp8RDZuVxcwctts0vOZSYbI1B26IHX2Gk/XAhS9PtDchaC1o4X1/ux3S5qWa7yZU2yfZrxf60O/AxnAOnjeb6wnVarT5p3GZqfJy006LTjzlw8DGun3uRw8eOoMjorazR6wyo10e5ev0Sm4sLXLh8mWpVMmtiXvv277K5vkqSCk5MHice9GlvrTB38RXGx0cxMcwcOkF9ZpaVlfm7XvM9Bd5EfQKhPQb9NpXqFAK5XVu79zW2gktLcyxcukB9ZJSZyUmuLl3Hk1VU4PPdL3+B2cee4Fe+9DvUGpNcun4DjaI5SAg9QVVqxjDo1U1GLHhaYbIyvk3wtStNknlCsicF0loyY5DC6blV47x3qXVh/8xYApGXe5U8LFAlpe1J1pKE5uICNy6e58hMnWRrmcb8HB8/3GBpZYMnTh7D6w+I6HHq1ARf/M4WP3p2mqsXFhmfqVMWA+Y9yzNnjvB7L77G+49N0N+K6VcCGlWfNztdnjk+xZuvvcknjs7wxrVVapUKZx+bpr2wwrOnDnDzxk3OHqhSJ+HawibPnJzh2pVrPHFwnM2BYmNtjY89Ns1X3pjn6TOHuLC6xWCmzspaEzlo0bSQdbvcvDkHYRn8iBTF2uvf532Pz9ALQyKRsRHB5Y02c3PX6FlJYAy/+DM/S7vTZn2ridEJY2PjzseofDJPOoJP4SEQ+A+pIao2jlVHyKHIes6042aXIAgC15ckc35Qz/N2WTjDYav3Jlxqa1HbY115Gi43z5XmGciDDlKpXHN0yerGGrIs27n6IfqsNE2wFuJBwthohe7kQS5cfJPu1ga1iQmuXHwd2+/xkR/7Cb73lS8QemUqQcilC28S2AElKZi/cplj7/sQWzdv8qXf+wqZ7TN24DDTy+vYzRVW26sEQZeVtU0+95lf5NkP9Ln40kt8+wv/4q7Xe0+BVw1HyBLD2vXXGZ88SWZjJ+TyMP+eQQgybfj6iy/y+vlznD71OKtf/gKdNMVmmvVWm2QwoP/Sq3jSMrh0DT8bgJWUe1tUSyXq0kMLSBBEFkw/RdLP8/EsUihA40uoCZfj10PgYSlLiy8gw9LWkgRBIGBUWapS0E0SOjLEaDdJdBRwYHKU5z/wAS5enUeiqZerbHXWOXB8FjvQLG+s88kPnuG7L1/gU88dwzZbnDo2zmgUcunmPD/5o2d57aUL/Oz7TtJq9Vj2NM89PsOF81f5xY8+zitvzvPx950iaXfoTdZ46vA0569d57knj3H5ygLj4yNEVrPe7PD0Y7NcuDxHfWyMtoG1rQ6PHT3IwvwCzz52gE67x+N1n2O1iG9lhrHDk3zjygKdfoYfBHQyzexYia3lRQ43PJ5IFlFKIozhsQMe16vjzKeW1xaaZH6ZL/zOrxMGAcHEDI1qDSE0J06cQWjDWnODqckZknjAc089+/Dm0HYax05Kxy0VX1i3mLfXsL3FB+ZcGT8cQY5hb0KhoFljnD/PGqxxrh3P87cT/F15sMEPdjS84RK+Xr+H73k88fhppIB6tcTWxgozzz/Dd7/9XY4ce4zR+nN8+/O/iybjwx/+STaWFpi7/gYffOEjrC7c4Nn3PcP5azcwdVcemrYE64vrrC9fpYRhYWmdkbpHdX2Bz//eP+WjH/sM3e4yR48ev+u13lPgHTj6aTbbG2RZi2ZzhUptBKS359pdEZHtbK7TXpzjK8ur4Pmk/QGDTgelUxqhot4f4JPhDbrUPJ+BTUD5eAONVwvwrGvi42mD8D18KSDTVENJhsHHUQyFAiIhqZLSzJyvTkhNZCVVBX0hoFzFxn16KEYrko8/cYSVxONLC5v0r15D1Wu8/vpFFm7c5OwzZ1i3Fdozo1SaawTtLmcfP8jK6gqN6Wky47MwEHxgNODSjWU++PRJ1rOMqak6gS/o9QY8+8whXnvzBgdOHuLijTlmx2p4ScpSs8OZw5NcW1zjA08f59WrK6j6KEopbq5scuDIJNeuLTEzMUozhX6zw8mpBt+7ss5jh2fZbK6TZCnT46OcW2ry2LOP8Z3vXeLZp57g++dvoCanqacJgU157PFTvHRtnRPPTPCcnyCspVbzKVvNM1HAxw7WWJhfZ7k3z+XFAVdff5msPk4mFOpb32ayXqMPNMIy45USZ0+fQckQ72HS9d7Dd6i1a7VZbO7DBATOyLV5mtpO4/MfFuwOcBTPiaGyTiEFaZrsaMUCpPLQWcbFy+cJgohDswdY2dyg1decfeEn6LU2+YVf+rd57dybHDx8kpNnn2b9K+cZtJZYXlmkFAmuXn6JrdYGI40yE2GViSOnea5U47vffpGpqQmaG2vMtQd88CM/xsHpcb7zta8wNjpFqg3v++hnWVpt3/W67inwlBJMz5yhtXqdq69/hbMv/PTOFrCn361FKZ/GSI1uL6GnM7qDFK0tftalVi0R9VpUdEYiJCOhj04dTXsS+K4Kwvdo9fsoaxgPoBQJlLCoapluklHCoDNNIKAZG7Kyh/ZKZKFH01oCmaH7GanyEFHEVLXMyGiFp58/g1+v8+bSFp//zhusXrzEdK3G6uIqM88/i28T3nz9HF65SlwZpRr5HD3xGN+8fpFS2KA2PsbL569w5PFjfPXmHBMHDvLKFqyXYj5w9BQvv/QKJx8/zPdvbmCOPs3NjXm6/hiRELy+3GTixFNcWrlO+bETvHZzCTMxS7VS56tvXuX4k0/wldev8tShQ2xGPleWexw7MMPLrU3U8cO8MUjR5UM0Do3wvUs3mXj+Q3z1e99h5Iln+Ma5Vzhx5mmuvXmOsFHFE4YLb57DnznO12qSE2fHaJQUlTDFDxQ6MzQij4ZocHKQ8oHJKhsDzVqryxsbKee7Hm+srFEfG6eZLHL06adRXojaZ9zkRt85wbz4v0htkUI4ZpMfYhhjbmU1AJS6tcmttZZUazbXFpifX+DXb1wjDDy66YAjsycRkeL46Wd4/NTjLC4vMHPsOB8JfoZvf+ObCK9Er93i6uIlaqUAI2qUrGRzc4UjBw6w8fhxGvUyy0ubPPXcj/ChFz5Gv7fF+MQY49NHmRybol6t88RTT931Gu75DX3ly3+Hav0whw88j8o2WJi7xOGjTwICbROUePiUURZLkqR88eXv8/2XX6O7vow/Mk6tViZNUqQYJbWWdZURhx71io/sdRHGUI77NFOwUjLo9OmbFBEGbHgB1ZJPFqcM+imZ9FFKkUlNPfTxImiVy/SrI7QXFvDro9TQTB+oMDYxysTsDEcOTNBJDd1McHVhhW986zUGV64zO9pgbmMTpQTBi98kzVJ6zS7Hjh6lf2OJox/9Ea7PLyNVFVsb49ULF5k8fZZzi9fo+HUerxzk3PwqR6aO8ncu3OTk0ee53N6kPnqMde2RxiUmD07x5sWLTJ96kmvzS0wffIr2YMC6P82R2gRLN64x/cQzfHl5lcMnz/BqPKDT7DJ+6DG+eP4VDh49ymJnQK1SI/AjLtxcYObJZ3jl9Tews8eZa7YJxmeZv3CecR/qgUdra4soDCn3t7h0Bb55/DjVYJKIFpUowzeGMdsjKUeEZcNWK0amXfz6CJONSQZZRllYvG6f8brH2EidTquJGhnB98S+LGPcqdwQeHnBvpQu0imkJM1SF+He9kPuL+H9IDBcYVNU//hK8b73fRhjvsbC9Xm0zvCVT2N8nHK1wvLqCv1BxoHpSerVKo3aCN/50jcwtk1jbALrdyj7dZrtPqv966QrC6zVplncXKE3Mc2TZz7AqSeeoD4yhbCSSqWO0jFRqYbnB/zoj332ruO9dxOfXptSpcNmawmd9PGayxw0TyHFtkL/0H15AoEWcPnSJW7Oz3P84DRLa5u015ZQ1VEG1kP5AbGNMOUKPZ1iRMVF1KXCjwxWCOJSCT8MSRGsZRkLgwSlyuBZLK5kyh8J6SUxWEvJr6CNR+3QUT75oz9Ke3OVsbLH2Ng0Fy6+yRe++TprnQ6y2+HqhfOU+wnVRp2VzSZBEFCqRAxilxzcjhMW1teoovjuV79MgOXomce59MY5EunRXFlma71LuVbh5UvXqDVq3LyxRKc9QJb6LC00OXLsEKs3r1ObmuXVNy5QqlXpr6474txBn5WVFUampvn++UucmJ3i6uIy5dBjPRmwut5kYnqKV6/N0Zg9wqV2ijUevdTSWpxndGqCC9fm6PYSZHeRWtbHt4ZaKaRvJVGlzNz8IgvLqxw+OMOR2QZvzq9SNxFBpYIsRQhpUTrGVjw8AaVAIqYMg94mBkF5ACPWYksdDpQFn//df4nRgp/7+X8jb3Szj2HtNosJnkLmvXI9pUizjCx3/Puelxfj7+ureddgrWtUnuqMIKxw6onnWJxbZm3tOqtLK7SP9ihVQ65eeh0hJckWzPsN3vf0B/jsL/wy3/zaH6D9CrWtEktLl0h0SqUyzsTYAY4fGqfzUof65CjlWsiJk2dI4za+r6iMTxCOTGF1gtaK29TQIdy7lrZcZn7+OpGo8/yP/DIHjp5B4njPkiyl01picvIgwj7cGttASn7ppz9HNZL83j/9VfrtNmYwwDcpVeXRtxLPj7BZm151HDHoEVsf5ZXwA5+s34NsQCoUfhSi4wFh6JOgIBlgsphABvTW2zDoUC6X6MVdbNJHex5vfMtnYf4aOkuoVCosLq8Alqw/IEoM9VKELkdspjEi9MnSlBPjVUwJVrZijkyNsrHeZsMYrMkYq9W4fO4CNskIGlX6m2uORDPukrXbiGyKrN2mEQasLlxh+uAMq69+FyUVveYGUZKClHQXFqjPTLP5+iuUojKtzTVKVhOLhGR5jfrkGJ1en/FGneabr+AbRdxZprfV5sDhQywvrjNZrTK40UR2e4xgETZDIRikKbYu8AXEgwGDJGOqMcraVovOegex+Ca1rE9vpIE/MkE/TtBRCYlEGU3dF/QsxCKgHASEsstEmhHVSjzzzAd5+pmPcPzEkyi5T3I97xOZ1gjMjkyzEPiOg08bQ6ozPKl+6M3dAsYY1tbX+P3f+x1eu3aJz336s0zMjLF441/Q3bjJ1179GpXGJL1OD6MNiafIfI8XTj3G6Vafazcu0VxJWdlq4vk+1sCFixeIwsdJbRc/a3HxjW/Rbl7h+LHTPHX2k3z0wx8nMQG///l/zumnf4TZiQnqtfIdx3fPb2FtvcXB6XFOn36aQ0fPYsjIbMr80iLdzSX63S1KkaBUGUeJEG1TlAge6IQtAugXr15k8/oVbJbSabdI4oy4rzh65ACm3Sbp9tC6hO61UVIiM4iEJtMZPpBhsG1FDASZdhQ5JsOLM0TkQQcC46jjbdYnGGi0EqRJymtr6yhXiElHbIAxeIFPGIYMVJe+SRDKIxQCP/SJ6jWqMyVmJ6eZWOzQ8TpMH5rBGEWqWyzPt1BSIrQh6XYZWEtVKbbiAUmWsnTjBmHo02o7yu+NhTl8I0jjFEOGDkJY7CGsYe3GdTzfx2916AmLERKvn9Af9FhciPGCgHa7Tbvbp+Z5dNGMRSW2NhapxF18esiKT2MiRIoKU9NjzC+s0V+c54kzT9MfaIRO6Saadnsd1Q954+Yix6cnWLpxk3B8k+DGTaznkUnJmBeQCkFWiQiFoFKugB/hq4xUCz72o5/jxPHTbjIW9cLW7n397f0iD1oMZ6gkOStJEeSwuJy0YaJSldOY/fDBMtpoMDlVY/VLl1iev4wXlHjhx3+KQXed0voa3790nfefeY6DUxXOv/kGr37xN7n0HY9kENPcaHFz4SblUoPAjxAGdJzR6S4xWa3R2lxibLzB0s1L3LjxOpstzXNnP8BAJ0hlmL/xBhsbDWamPnHH0d1T4JUjj0btAIPuAEGMwCPLLHqwwdL176K8lNU5jyOnPuFqFK3BkOUpHQXefi3eW0IYykGJm+vLeAdOItabiDQjzTLmFpY4ODuJsZatZgffE5RxvS48pZBSMtAZ2oJJMrTEESkKl+jrRxIT+liTubZ3niMu7AQ42qmSzE15F4L3PQV4xGlMJEICWSIMfWRUpmoNmZLUamU2VlPCzWVmj86SpT6L2tDUVWwPjkwGLIgS/doAm2UcU5oNI5BhhYn2GjVhiMZDkrU+a7VZVBIjTMJYrUIPQV9bhE4YiUqsxSkD4TFOn3KlzEZsSBTUPImUHm0VUsp6jEUBtZESA53Qij2UtdQq4+hylT6SXmo4PRmynBnE6ASnaiEqS3j82AGurnQ5/dgYq91pRHOLQRoT1SsIqej1BrRi1+ksTlMW+jHCGMamx6mO1Bkh4/LVc5x9+iyf+fQvMXvoCAKLUm6e7FP33f3D7mzK27x0gO/5aKu3Uzfgh1PoWQRBWOLI0dM8c+oU565c5dM/+dMo4dFeL/HGK+dojI7x1FNPsr50g9NPPM83/uC3qYzV6LdW6ffbeFHMRH2cRPdpbnmUKiH9uEur2ePY0afwgojm8hxGdhm0N/mNf/6rLK7d5MiBKRIh+dALH7/r+O4p8MZHx5kcP040fpzlxTfxypOce+O7XL/4JbrdPmeOHqdWqqGkY1PxZIixGmMLvi7Xt0qK3Qmb7xwCgRI+z5w5y1/6L/4aX3rxRf7W0nWaKxnlco1+vwdSUS1HtFpdKn7ASL1ONojJpESlGcZzX4rX7ZF6gkG3j1TS/WiLJyUy82iLDKQg8ENKSJR0da+OeUVTUp6LACMZGE1QKhHpnF+vUkIZ4+jjqxXKnkcpsFAqMTY6SqoNouvU+YPTHo3MsiFCZNrnpE5YFJI1ETI+XmNEpFTrEel4hidKyGRAkGkaUUTPKLSSJPEStdIYXgYKSdjepDI+RmNg8YTBzxKEkiTWEPoHyLIuk5N1mlsZs4GPUECWEkZVtCmT2phZlSErVYQA1StTtW3Gx0fomwqq28P3LNRLeAKyTOMJQTvO0JGgFEl6vR42M4w3ahggqkSMjtQ5cPQAP/vz/xZ+aYQ005RD75bZ8cMiAqy1eQmihl10gRanCcp8I3Ze8VuTmoeJe7c56/Y9HJnG+MQMP/aTP82VuZuM1saJAo+ku0EqBGdOPMFjJx6jUQuZnD7G0888h1AhX/iNX+H3/+CL9OgyUkqh26GfWHSW4MkyY2MlDBE2k/gBxGmJ73zjm5TqNfAFEsXa8hz/9Nd+hV/4uT99x9HdU+Bt6DlGuxNE/WmWkzYvv/QrdM0NDtRHOTJ+mPr4Cd64+DLP1ifxSlNEgY8VEmM8Wu11Al9SKddcCde7GNG11hV6SwQf+8AHsH/2/0R7ZZkf/cSn+Pv/8O/ye7/9L3lq5BCPHzuCjGMSJamUI1JtqUhB1VqMEJTrFWKZ0eqUqCqPsF4lSzOSTON5ioa1eJ5HEAROdAuL73sMBjEIgRKSdquFH0U0ojJjo1WM1qRJSqkkCSNBnIaYqMp6qulu3WRkKuTmQFCOKjzz2BgVOUIzDTnh+6RIEJZeLJm0q6RK0Boc4uWXXuXUdAmCgA/O1EmTCKs0QVBDCMFKMkAkhyjJLrPakooQY8dIqOBnMBnV0XGHKKziBwMUPucW51GexnoeZ84cJ7B9Vjs9gmgcMoHnKzpIng66aGE5P+9jU0sU1Hn2uYNorXky69GnxNrNixw+OANRhTSBfgzWxGRpl0GvS7fTplYfR1hJEJYQYRUhVa5xC+Isr2aRD8Qe2DO4ki3A2tvy2ooCfRf8cGVunvJQeS9lY2/Vcz2l3ht5ftbVJtdrNSae/SAHDh1lo7nK5NhjXHjxi9RrZR47dYqtbpenz36INBlQPXiI1Y1VonoVWZJMlaephg2WV7vEyYCJsTFamy2imsfm1g3MoItUPYLAUKpPUBsZo1ZvcPTADO1OxvKF83cd3r1NWllhs3mdreY8EyMTSFr02i3OLWzxzOkK6dqr1KIS89fOsdb8KpXA5/iZj9C1Zb72pV/jyGSZH/nIH0GLyi0RXZtHUd4JoajF1dGKnM01kAGf/uRP50QCCf/nv/B/ZzDo0VtbZLnT4/FjBynVRkj6PcphgDGaTHoYIVjYaFFOBhgVc2y6hjYG4ZdI4oSBVYS+h7UahcX4EUm3jTSG0ZE6EkPkCaLQp9OLGa1XsbmfZmFlDXRGnBkOHzpItTfgYBiw2Ze0llIa3oATRw9wfb2N8gzz6xt8fW4eoQK0MYzUyzx5eJxmKhmJNhkPLYcnJqhEHvMrG2TeANvVdP2Yr37pWzSTBCsFZjCgLC1bmWXQj1GBj1KSQMAvfPajbA620FnMRODzTBku3VzlY889xoVrlxGVEf7lb/8BcRwT+j7aaGIj+Jkf/zFKkeCZyQZf/vwFVNrn8POCv/+PfpNKZYSf/+yHmXvtAkLVGB2TfOvrL2K9ACkkp04fY3pyjFcXbnDq8dMMkgTlR1gT01pbxD9Yw/PUNnVhzlD0Q4N7FfBba10010Ka5X9NSjpUuusNBTrSPCpcuGX2u7bne77jwVMhIyOz+J6k3dzg2vV5Dj+5Sj0U/MZv/n1MVOHHP/xxXn3l60xNTxN6IZPjdVq9Hqmn8EWdA0dO8Pq3X6ZUmWR9dZO43+Tg0Qq+lCyvzLPRipEm4fyFKR4/9QHqN5fuOq57Cjw9KDFIYHNzk0AGNFsJXhYhgoxWdx36y6zYiNLqDcKowUYcMTF5kET4PHnmOZrzr9HtNImqFTI7QObd4Z3As3giuuPnWu7OrlyYtMMwpuDn90jTAZVag3RzlQhDyfMw3T4LK6ssr6yi04wzjx+nVBMcHAu5dr7NKGCtxyBNUTbhq9/4PgNt8XGTsqgvlJ5CWsuHPvAMlXqDRGvKUrFyc4kp36Mf+sTacOniNTKToZOM5voWJ48d4tDEGH5vwOK1OWbOHMJLBwy6W1wbaF56+U0Wlpfo9QZ4CKpRxMiP/wh+yWO8MU4z6HLj69/n+Z/8MBVfsdTZIrKSy+fOk3Q2qUkQnkegLLHnMSI1gRH0u02MhUQJfu8PvsWh2WkSC5XTjzFeL7F+82UGzzxBhs/F759D/P/J+68n2db0vBP7fWa59JXla3t3zj6uz+nTfdoB3QBBEgABkBwOnUiJFxMKjUKhCylCV7rSvf4ChRSjmNBIExqOSBAACRCEaaAt0H28397Url0+fS77GV2srNr7WELQzEghfREVuypz7ZUrM9d61mue93moa5JFkTOazmk1m+zfv0t3dQV5Zpm2m/Pti2d569ZNyvEEn6YMHj5ks6VpqpKf/uXb/PCHP0JLgROS0eAFXnvtVShr1ZoXX/keH773U8LZhGR+jFa1EKt1HmPrCC/S/78jwPkfXZ8z0vb0Y6fUF3jiVXEi4GmqGlDEicLJ/6c/s1r7zrpaYHcynTAcjnm095il5T69dgsXJvzS3/ibbK2f49H2Q95742e0N9d5v9fjzt17TI52ubB1lv2jozpranU5d/UStz/6ECMEt+/eY2NlhYZeQdoAW2Z4mRCHMUVV8MIL13n11dfY7H9+hxb+I4C3sdpkNE7RWpJlOWc32jzezxdS2RaVWQ7nxzgM59Yus3X5q/z0J79HXg25dO45joZ3uPkRvPDq/wixcAsWLMx2hFpITrn/DtNdz3w+Z284ZbZzQAfDEgK7ucn7D/fY3tlHCo8pKs6dO8Oly31mu0dcvXwOKyT7B0cMRmPGkxlaCYKgnht23lMVBiHrQemf/sU7tFotnnv2IhvdDrasaC13uPHRbW7fe0SeFUglieKA4WTMG++MGZ2/yEariRSG7UmKSw3f/8HPCZViludEoQYigswyG8/4/T/9Eaay/PL3vkk7TvCzMQd7B/zhT95ldDQikvVkSJBEWOdQ3pFVJQKPtJ7Eg0LjnKV0nt3He8wHYx4fDbj74U2++vILBNMZP/qTv+DOdIqcZHTCiFRAs91meDwmDAwqSdh+uMNwOGAzTpDHe3x0Y49iMuXslfP87J3b/OoLF/jwZz/nxz9+m9X1FbqNmNFkxhs/f5N2s831rWWuXX2ZsLHCcy98mz+/dYv+Sh8jaiNlL0BKUFJgna+NiQApxSe6tf5zKl3//7JOUuITCasTAKysQTp5qumiFoovJxnQf//Ln0bmR6MRaZ6RBJo//P1/w/7hI8498wr3d+5QZBnf+ZXfZDgdsXs8Jdaa8uiY9x7e4M77H4L3FMbSkJLhYMLq+YQzV5/Fpo6zV67TX5/xk9d/SFkYkjAkTz3VJGXj4jKP93JG6ZTB9N9z9/bHXL74zBce7ZcC3sFwQDoTXLlwgcHoGKUE8xkUVc7u4xmXG8sE7ZDHezOunavY2/4+h8M9rMl4Nz1iY62Lq+Z8/Ma/5OzlX6C/uoWnBrfKZQAIoRBC8Ql/TqD2GhD183/FU9x5QxRFNIXjcDwmasQ8+9Vv8urf+cc89+33+N/9b/6XCGd4tH/EzsEReTbHO8eDPGP/g30Ojg7JC4O2DofAKIlQCq1rU+3lXguhA4qyIAokN+7e56GBGMmf/fgtMmdIvMAgUAgaQcAsrwVBP7pzl0mvzXOtmOnuiD/+N9+nowOSbgshJEFbc3Q8oLPURqcpgVIc7R7y9p//nLNnN3hWGj748D5JGNK8coFHgwm6ytjaWCOMQibDCel4wvrmGioMOByMmI2n9HpdtNZsHwzoeMd4MIKiYHR8zKrxTEvDSn+Fo/KA1voydjqhHUR0rGBZhQQqJssyssMhy6tdMh1Qyjr+PrO+wu5oyns3HzBTmm6zyVqnxWyWEiJYShosb1xg+87b9FstJt6jVMif/ckP+I2/9bexzmG9RAooKlfL02t5qpgiAOtqr1Ul/+OzqmYR6f8POov7P/A66fDWCi61pt2JsOnJ5IcxphY3eOrzkv89S9c778E7fvLj/0CZG97+2fchCDg8HhBIwWw44Bvf+iUCWbLRDcnDTf7G3/0tfvtf/zfc/PgW7U6LsxcvsL/9iGdevE46O+bxw7sMj0bEjRZmXhtPnb94iZWlZdbWl/j5D/89s3xONi+hiDDCsH+8SzPufuFxfingpXNDo9FhOk+RKuDoeM58PMNi6DSazGnST3rEl9uUok1eTVGJIRsaNvpt9g4HjLPvkySK3cO3aDfOce2Fv01v7ZknGlw4jMsWctAAJ3erRZrqFbBoeiy+sBoAF+7rQtSyVd7gvCUMA1rNGO88o/GYi8+/Ah6CRhvvoReGTFWt+zXeOSSOI9754CZWKxKtCLH4JEB5gVeKRivGe08UBbSShDAIqZKYQGlSayimI5IwIXCWXDm0hyWpUFoRqIAysPXJYB1R5dFIpNK0AbQmyg3NZhM8NFRA0mzgVN25Gw7GCK2Iwlqmp9kKGDmPrSrWkoCqzIlELWOvpER4CKIIW1X1dEcQoIOAKAppJwGx9SRS0VaKlqlQUtFoxGShInD1ZIDWmpia3K0CjZkMCCtLFIZoLWhmU8rjMdJYWhLaeUlpLaobsd5tI50jrypirdBSoE2GzHOgNo92SqOUrAsWC4MjoQRaCYz1VKaexcSDFJCEJ5GMR4g6mgj0E3l/7+vI8CQ1/rxZ3KfV7E7lx/n/9irYZ9eJaMbJtVFTYNyT8XYpeCJ1VRusW+ewztZTH09FfbWjWw2U6v/NmqD3tUR8nk1xWckf/O6/Iqsymj3N2eQarWaXKApRgeLNH/w5b/3sDbauv0CiHIeLaG+ezwlVyPNf+xr9puZRdszjvQeYSvCLv/Q9trYu8F/+H/6P/PLf/k28N5jRIc7G7I/2aHabnO1cZHA0Qnp4/OjoC4/1y1Pa/hY7B0dMxiWTqWRNL7N+5jIORbF/yPmr67z8S/8px9MRrso5OHjIO+/uoJRFq5Qst3R7AXlWcv94m07rmH53ld7KJZB1Ydt5cyq0WccNHiEU1lcLy7k6DTY+xzuPFBolNHZBfRFeoGR4SoWRAqSSmMWbc95ibYXA1R6rSqKVRJyoYBhLWDpSJUAHxJXECU+oNHbh4+kBWTpkJ8B4y7ws6UYSX1a1x4RyVLZEt6NaPVYIpFIIVddeGmFATgFB/XFrKRDOI7WkISQ2ihBxxGwwpdFqIAKFmM4JBQS+/qGq0JWgs9wnSFNm1jAYTFhZX2OeZwgVkB4OWFvbYDQZYJXGj6esL/coy4pWq4GazVFSEKugZvgCjUDjwgCxAPUwD6nmaR1VhZrEODKpaHZiTKtFECrW+ivsPzpiNqwnXLwvWY3amG4Dm1ckDhqhorKGlioYLc4nIWpQjQJFOa9HzBY+MdjF8VhfG76LBR9vVhgCJU+H9CvrcU5in+piaimw/gmQGefrVHkBqM7XkSNAVtbGQt574kBh3RMx0pN9PQ2aJ/v89Pqix59+nv/INv+x//fpfXyewbQSNS/Ue49zHi/9qUFR3emtm4XGWqTwpykxcCp4+mXG1U+vE4+Kp5fzfuFoKOj1VhASKl9SuZRYbHLr5g2++c1f4JlnXmZraY0PpWVnsE1/ts7BYIjwAhFCq9Hk8jPPsr7eZ/f+XdbXLjAeOV786lVmo5vcGT9mMJvwB7/322yd2aBVZhwejqiakn7/DM1ml1azQy49z1196Qvfw5fP0uZDhNCsrXW5eG6ZYuppr/TIK8HSM9/kzHJCaQuqYoKK13FiQKd/lucuthlm94nnXfJ5iC3HTEZ10+Lj2z/j3LXv4OJNIh0svlgN1EKDJzZzT74DCUIivFh0aM0TBrt3Nc/JV0/VLOrQGu8pvaDy9RfUbYUIqVAImkrjnK+BZHGmJ3FIMwopKgPWoqgLS40oBKXYOZ4QzDN0qKlmOXnlEUmECgKcsSitaTZazCcF0jqEA6EUQlpCHVC6HLnI2mPhkUVGkAQEoSYIAypbd4PDKMQ4C4EmlpJYB3jr8FJhq5KqkDRbDcxgQiwl2XxOYAxpWaERjIdHNFoJo+MRSkqyoqSRxIhjQ0cKNBIRPCGGh5VFhg7hHYIaAHUY4pxHlhXdKGC1nRBrhTCWsrTkw0GNJr0G3U6D8fZDXFHg5wWdKEAsdwmdx6TTOvISmqqqKJxBWIOUIdPS0nD1d16WtY8wUMv3L5yugFOajzwp2htLajj1YBBQ22aKuv736cjt5DQqjTvtBJuy9kktzZPz7KlBidNMMFD1jbgyT0VVLMRBtcB5qD7HnvJp0KxsnZIHC3/kus4mKD9l8ykX9cxAS6yrI91An6ix1K8jhSBQNZhVxuF5kr4rWUfBSlq0qo+NRSlAqzr6N9TEZ7MwnBeijswCJWs/j0VU7RY1uU8rUFfW1ftbeMh4D9bXssACwZ//8I94542fUlYVx4cpxjwmaWk+fO89Ll1/lePBhBv39ygyz6MHjwhX1nnphef4wes/QvqSmzdvMJtt8NE7bxI0LFG8zP2H+2TZDlo7zGxO0OjyePeQhvCkpaG/1CKWIUGjiXAVZzc36PV6n/lOTr+bL3wGuH13jJIRSVxyNDhgdbnP9qM7qHCFtc1n+PjDe6yenTGb7+HY5vzlV9GhZPv2z4jiiyxfvkKZWwYHN+n2D+h0YrpLF3G6TV4ZKru4E5OiZE0cNM5SLlRUlZJIYQmURKv6RJNCnobQCLEY3NY4X1IYW2vVIRCLMzlNB6TVFuVCRlxUlsQKSr8w/9EKJcALgbAQVWC9RAmQRYmKQ0rnUAh6cVwbHAclYRygopCpEEit0IGksAa3aHI0tMaWhlAFNL1kJgU6Dk4vKuk8Op+jlrrIQNNJYkZyH0k9ixlgEdYjlMeVBTLwBI0GoV4AoZJkzpHEEUnYIhuM8NYRizo9TKKQPK8Io4B4YReppEIJic3KWskWT+UdQmm0tYTWUiIIpCTSGmlqYmxHKogCjC1Jc8uVq2e58/gIJfsEdojSiriREHUs1WRGo9ejLTx7A01ROVyZk022MY0EKTyVhdlwSlCWnxi3AtCLlPxESFKw8JzwvjY6927hsbtI3Wzt7lYD4pNoxy+MaT4pP/7JyMn5z0ZqC5wAoDAn9KmT/+9Po5ys+iQYPJ0ml9aD9Z/Yd2Hc6d/VU8+d/HvSfa2echazlf/Evk+juKeOtVzs6+Rf4zzlp0jOSVgDYlrauvyhnpQEnPfEQQ3+J2yHkyVlHWmHSuKpbTfDQCFwlJVfgK3n0c5doriNRzMvS9J5SqsdIKVgOixQvSP+6E//Df/gt/4JSytdlpd7hHGESwc0Lz7D8vpFGs025WzM4/spx48OkR3o9xq88je+y9mNv8+//b3fpsgf0d5a5+zGa/TjNtdf/gbvv/s6pS0oB/uM0zHdZsX9o3vAf87nrS+faPYl1ko8mma7JooeHResr8Py8iq33n6HeElSZlPSdA9jYHv3A569do1273lmWcHQGzZWHJ3mdTw7nFm7wt27H7Oyfh4Z9ogjTWUsqACkQysItT6lpWSlQYcBaZFjnaURBiCgqPwiPZJM0gntOCIrS6zWzNO8rmcphXGKrDSkFajSnfopJELUDmcLAjNCoLQkcxYqi/Wg4xitFGEUcihAS0ncbiInMzzQ67TJDoY4Y1laajDTmox6aLwoSiIdIaRDK0noQIUBLIyfLQ6NQ+i6aK+FRzpLDFilIIjq6KU0VGkOvQipJRJPGGp8IAl03YVthAne1XdfYS1a1CZDGkgQdDoJ+lDiPZTWACE2nYOICIIApUKQkiiJySqDr0qs91SVwboKbwu8DOs5O29YjYKF/psiEAFFaYmUIm7GzI/GDA+HpB7UPCOq5lQVVGWBjSt0GBIEGuE81pUYD1EQ1dQf5xBVXZN0zoIFpYKFt8KTi/GknHFy1VeuQLsnnX4hF34M/inf1QUhVi4u3pNwzy1Qz1m3ELCs3fCU1lhrakbCUz4XUHdMlda1K94ClK21n8bu2gBeiMXrKqwxn2wkyMWEhTzhpz6VNn5KY+7kBu+fjroWL/jk+Or3cvL3yZZZ+YT07AFnnxyoWDz/eUmtX4CreQqEi8pSGTBocJbh8JCPPvqQ+WxKPssZHo8RQhPFIStrCZe2LrC9fwvyPf74d/9r7j96yNrqEgcHe3R7CbuPd/nV3/iHxGHAnbd+zE//4meIKMCJirIasDc45uq1V/j7//x/yujomINHhzz3zKsEUczXX/wqG+eu8Xj4mIYK0FGLw1t/ya3d9z7n3dTrSwFvfFjR22xxtJ+zfiHmxq1tnJPMZjMeP/yQPN/n/oOHBEC8ZGk2+8SBhWqf472C7spztOKC0lru722z2d9kd+cuR9PXWe3+pxC0KCtBEkbkxYylbox1YL0iLeoZTKlCymLMUqvHYJbWUuuFJQlj5kVGHCR4nzEvC6xzSATWu9pY2wucN7VqhQMbSNSkqLl1CCJnkbZOV5SufSi8dVjnMN7VsuVCoqUiEBInJdLVxWCsWxTX6/t0butPM/SSUtQpQhWGWAxG1B+0yQuI649ceE/pJPE0xzdhjlh0ujwoRXBysnlX07SdRxtHIGBeFLjK1s2CQDIYTwm0xlYWEccURU4UBoysRYaK4d4ArQKicobzHlOVKKMotKatFU7Un4cQsubp+ZoO0tGCrYZi9zhDRDGdVkwSaO7dO0QUBSYdIdoRlYO2Nzz2nrNrLQ5HGVIF5HGM8harFRWyHqerSuIkwtiKaZ6jdYz0OcYWaBXgncY4W9+YsDjjTh20AhUBNRgKTrqOdWbwxHO1jq48Hm8dhoKn5zds9eRKF0J+wsqwfn5huu7qxol1FZ9eFklRFRhvUTJEegc4zMLGVGPAe4SpFmZPAmcN3oEKQ6wpUQs9PSHrNN1Ze5omCgHyxCrSe2xlcK4GWXiSzpty0alV9ay4LUuUrn93T012CFm/T7nY7un1GaA7aSQ95U/rTzYU9eext/eQj29/xNL6eS6sX8AXEm8tt2++z8p6Dx1HzCYjEt1md2cfGWmWlje4dOFFglaXcjJgtRdy5foL7B2M2Vhd4U9+779hb/cx+WxOc73D+uYqwsTMJkM+uvshm1ubvPK1r/PmrTv8/K2/5JXnX2F4fMDg4BG9/gZhEJAZx3RmWFl/9nPxrP5uvmQF7QBnc9Y2u6w0VzkO5nQ6Labzgg/f+wBjJWYyYmU5RAaSj26/jnKKbHaJe9sPWD0qWVoJoRyz2pF4M8eHfVaWlpjt3GLzhRVmrr2od0jEosbgvML6upYRKKi8pqqm5KXHWIdH4Be2kYHM6xQjL5FSULkTHwIHKEJVpxKK2m/TLe5m7nQ8rX5lZd0nJHy093hjsHmB9Q7rPWVZkqaLArCSlPP0FPDKNMeoGMWTYrEWEAqJDDQ+qNOuclFTFMbQIMJXFYkIsVFQixOIOpWrFtQW6yxBUEfXAZ5Gr4WzklYbRt7RCENyb0hc/bpRMyGbzRFa4o2pAU5KtDMU3i7qoJ5EaEocoqwQzdrWzllbN12AXHlWG3C+3+CdRxqtFb60WOuIe13ONCSdWLBmCx4ZR6sTsY5gJZR8pddjj5AsT6m8xwsPxlC6OrqwMiRPDQ3vKKqMisV3YSyCAus9gRIEStcdOSsoraUV1dxD48E4gxKeUIU477DuZH7b4b2g9AKlWgg3Q8oA6Z/w2KQIcL467fYbZ9CqvrJPfFoVEYWtUCpGYU7PN4HAiISZS8DbRVhWN9sQitoVSIKvyUlSAmaC0B2ECHCTIc4V9bz2ou6cBGFNyrd1g84hENVT5jgASpEvUlxZVUgd4FCUVtaRsKhvAlXlOckiNHWt0uFrWTfzWdn2T68T83oPlCJCC4fCnjaR3v/gJ7zx0z+FMOFclhMZS7fXwc0N/dUNDPCLf/MlPnzjR8yzGY8OPqYaz8HtsLv7kNXueYp0TBC38M02cTThT/7gX3H7zsdUVT2yudJb5eDhISqQ7Ozd43B3m0vPvsL9997l0b0brHZCdkPBh6//IU1tIO5jjOedj26yubzC0pkLX/j+vhTwXn5xDalhPExpNwO63TZCSKpiQuEeM5qOuXKxSa/XYH96yOCo5NzmWfpLyzTbS+wd/Zybd2ZcuLCCMYpus0+7t8LFZ58jCBok7T7zUUFWlkhKStNldHSb9vKl0wJvTTcQIJs4N8bXA5dU1tSjXFSn2mMIWXfoPOjK43WdsgRKcabTQwmFiRRkLGgPT1kDGouInk4FBJEVSK3RYYSUklAIooWNnRSSQCjCOIK0QnpoaM0o1tjUEak6Yqyco/KO3FjAE0pfgyB1ETkONE4qUJpFKbk2CFoclxQSZyzSe2IJD0Yp3XaDNM+x1pBNUtrLPXbzId/6xZcZjiY0uk3GhzlOa0rraHZaDKczOjpAUE9BVEIDtU2lrgxa13fpYFG1DhwY7+n0Ep65uMGxE/iyRFjHWiPksBmw2gloOkcoJa6oONdqUI0zts6v0rKeBzt7mLzk4nIXm+dUDYMXms2VPs6mWGsQUoOQOGdwCzCu52sFpSnruuviG5kVGVKC8/VtyntDLswpiD/57url7GDxm/lUullwuvHicWkWQcxiB5IKB7jKIil5OhYSFCAikBHCzPBBH1wFPgdXgstBhngRYKsMvAE3AdWqtxOayi+oOa5ACIsU9TifkpJCdOr+tXxifO8rj6UGVOkrXKkXlKwazKx/su3if6Cx4EocCkkdDSohEN6ihKPwuv5baE7UDUJboYQk8yGFr2fImyIjFhWPdx/wwduvc3w84KWXv8LjO2/x8M7bTIZT1Mp5Xn3p64Re0U4ChoMxyxurLM1W2MtnzPOCyTRj//4HJC3LcGJ4uDdEO8FgNCZSBWkOUTNib++QC5euUJYT0kqysn6WC1tbTB8/QO8kzMbT2vUsCumeWefORx/hhMJPJ6jVNYbj4y/EtC8FPN02dNQS82mBQNBuBRwcjdjaTIjDJUZTx9ZGHyss4yPY3FwlDDSP9u/y8a0bCJXS7bW4+/gBcRvSec5ra+cIkxY6WuZ47nC2giAkTTPmuzfJxgdMxsckrRV0c61OI71BiHrsyZkUS4hEY60nqwKcL06P2RiLMfXFY50lLSvaxpBVKSgwwZOQvqoMMlyMqQWqVrVgwUvynmYjqROiRZ7hvMcbS3+lx2A+x1uLqwzCe5T3BGFA5AUpdeAXS4XJCmRSA0joHHHSZG2tz/ZkhLD1XdwXFU6mhEoSG4OpDJzejWsYjJuNumZWOnye40uJdx6be8b7R5RpQdSMEUqQHw9x+QxRVmSDKSVjqumcRXCJ8B7pqzoimWf4NEWaCjcYULNsPAGyvuCLiq9f6vHBoyE3Hx8x6K7y3Etn+PAtScs6QgEXN/o0Q0VlS9LC0Vldoq0Dnt87YqA1LWHJH71PefyIKunxypkYrS3OOTpxQGUsUdSkMDVfz3mHsQ5jLXnpCLSmJqELTOWQ0uN9hVrUKo01C6CUiznTBfv/JA17qpMqFyndyZzrCS2jlmUXp7hmF1GSdxXG+4WU08myQAp2jhCK0E2oTP5JeofNqO+si+VKvBvUgOwtHoETCjzklQPKkzMYxHiBvE+Z0XgPugkywlUjUAkg8HaOlVH9XboCTqaWXIEJuoAG73DlAHQLpxKcrf1ovdBYJN4ZpJ2CalDKGJzDy6A+85whcxXGV9x78IAsm5NOM2598CFa5qgw5mjvEDHLya9dZ1YV/P6/+h2O5nscHS4zL4bkRUS81CVSgjyc0u0tM5gcUmY5+8MJS90OppK0eoIsLVlfWeXcpcuoQENleOalr/PHv/MvOf/MNaLwQ8L+GiudJhe+/j2CbMq923cJs5JnXvk6/f46b/zojz+DZSfry3l4rTPsjXZprsDO4S5pmpOlZe05wJxer4EVhkF+TLsdUzFBBIrR5C69nmP/wCLVjCiRVLGnFGPm5ZyjiaUye7hyTNDapJjNuXv3Q2Y7P2e5tczR/Z+x3Gty4dqv4TtXMZVhPD+iKA3NRgQ45rZOYR8dDEBAGGqKssJZR+U9TgqkcYyGU8LlKcPxAFcYgqfoANItXMukpCrKBdDV55ZwjmYckpUlRVUhfR1FWAmdRswsz3CBrh3sqV3PsnmGX7T8I11TTYx1FFmJLyvmWcnSOqw0YKupGTlBguMor0jihDItmY3n+GZEYgqslojS0VWGC52Qw90ddNyiTQdbzhmWOWJyzMrqMnjLj/7sDZ579iJLZ/p4HLtFyVIzYDkQ3DcVorAEWqEDTRlIQgSNOGT57BrKOjaW2rS9QqUZ/sIW7QaIIKCVRDS7fXS5T1sqtlpN/uGvfoOls5t4DEFg2dpaIW10yecFebtJWyu++cvf4eNC0h/usxS3GHUuUomIztkx6ThFVQXTXKKEYJplBFoQBxGVsZSVPfVADRbE5KysaMcJhamIdEAYhBRl7RkrBJSVQcnawvPpfqxflBjgacCrH5OyrrcqWz+ulDptBiglMSeNiqo65bCdyDkZY1FSUJQF+qSJ8VTDwC0aEKciAouMQsoTLpypR8Tqo3wK3KrPFNeEbtZ0KzMFFdXbQJ1C4/DVAhxFAbpT/14ewtMz6WaOs9kCcAGR4nULhMbJRg0HztURqUjqY/IVzhUoCVEQ0uyt0GpN6C73Ody9j05ThqMxQZHysz/9A559+VuMZjNGxzlZvAuBY7W5RqRDkiDh3JkmWZHTbFWsLS/TSppE7ZCza8vsHu2zuXWN/Uc7DEeHrF+8zkary/b2XWajCbc+uMk8zchmKS/91j/GFSOmpScvJUJHrG9ucfXa8wQ+/0JM+/IurZMst5eRQnLkB0wOKozzLPeXaLfa5HlFOpsyO5ZsrbUYTCr2J4OFm1PI8pKgqCx4y3DHItcLpvMB4XCfw52fYMoBQp8hamwwOTgiTLZ4ePiIIhsxmuzT2ZjRiKuaoe/q0nOa1cCkg3okTSzKJ1VpTtMa6UAWBus9/+53fpvnv3OICAMoLS4r6js/oKIAbE0yVk4SWYGRT6gNqTE47wiFwIVqQdYVFKVBWr/o4C34St7TjCJSlS4iElDG0l/u1YOi1iKRuPmYMF6i1etQFgLiBpuuIrIl8dllmsGCDLqxShAFzEtHOR5QOM9zGx1C1cJ5T7OpWXvtqyjv0Upzpt9n7ZUETR1JeiP4tZeu0D+3xmTvgJd7McH6CroR4kRAy1Xku/e4tKxQnZhqZYnNrzzL2tERIpCckSF33/iAwfmrhMN9Cu/BGqxUiHab7dhwax6wvLzB2sqM8Tjn7qAkH86ZyIr1tS5xI0bNSzJniR7eJQj26caaYDbBNjfJqxLnFUpJrHVYB0Vpqaz9hP5bVjyJ4MdpCniyokSIFLcYPdOLjvunBUpOibViwdlzNWfsJJ2twWgRPRr7iWiQ6rO9y7rM4k7h1Nj6NcxJl/bTfBNRZwzWOQKlsTjKyp1OOkQLEHRPUV5Ollw0G7TWLDXjhVBADUTe+ScNCO+xpo7sClNhTY5XUNJEYdG4T13qT4lviAKosELgXIr1smY3VHsEuokRElel3Nx5SNJuIWXA2voW8XKfy3HMg5s3aPXaBJ1VXvvmt/n4o/fotFqUeUnOtJ6RjsekmaHVaBNowTSviIM+OnRcvbLJo4M9Dse7KA+jgz2m1SGMFC+sbjLauc3j3T1+5Z/+C3Ra8tzz1/m//87v8o/+xx5FSNiPCITACU91uM17h9t0kv4XANp/TOJ95BhPB0RhxLmzZ+gmZ/n43rs4o8jchLQsyaaWOIxJi5Sjo4q11T6NJGbnwR5b7YRgM+F4fkwgA9pxi93RuxwNbxLFGjwMx3fojs+Qzxx7kx2ihufgcMKli2eQMiSdTesawyfuzCAynirYCIwpCbSirGqneIdHI7CTKePHDxgPh3S6TcJuG+sM+TwnCkPMPEOHAfF6h2xesHH5IsePd9k4d57RdEgURCgV0JcBa5srDB8c4LttZBBRDsac2HnY0uCikHavTXNtk0k+p5m0yExGd3mZaXCEmhXMXIYzBa9d3uSDKuJonLL1wlf56Gc/59xLX8Pbgvvvf8hXf+17PPjDP+TKa1/hzk9/TgzEWrL8/PP8/m//EY1GxJXvvMxb//YPaKx0eP7b3+Ht3/59bBTyvX/8n/DWT/9bKu/57td/kR/8+VsoB1+/+hrv3X8LHQZ869nz9GZdzgWCR8Kwff8h9NpMb9+BMCQ5c5bpYECyt0MxHNEtAelQQFRmnNUZxAnt8SPcdI528JUwQq4EeCuphmOqeUqrtFAVlFGASEdUoaKwHnd2iWI+RTUC8smiwy5rx68TvpmSEqXr1L0on3RLw0AjpCCO6ovcWncKVmGg6/+zuPmZypCmOY1GjFaL+m9lkKqO5uVCtt95TVVZwrAWI62MJcsKWq3kEwTcT7Lv6nXCoQNOI7OT7FaePONrmfeTTvzJeVyUVX1cCxCWLPh23hNJiZCSSIcEOqgnjU5AbiG24BYoe9LBDf0TBaIa2v3nHvOn14lMfV3HrG/gNfh6/uKtD3j/xjtcuPYcDZ3w2q9+D6c1P/pX/xXd85d45fKzPDjc43g8oL28QrR6nuvlhJ//7CccDgcc+5xGWzErBCJNeO21v8fdD99j5/gWO8cVaRGQV5JWMOdgcp/MWDbPtRlPDhEyIlEw3r3FwfZjHBlt7fjjf/1fY7IxVSXZfniPXrfDYDKg14oW3fzPX18KeGtrr9BoPGA0HTAYHZDEEWc312iqLsejEffuD5HKI0TI1Ss9Gg1NVZWMKo9TFZPYE5icdGbYWt5kbWmFR/ObqLIkCtfYneywt2fYWtohLyDPHMu9VR67KUoqdu/9KbNCsLr6LFuXv0pWCoyTVFV5ym1yzqKUxjtLEoZ4rZBIpBcY6cmc5Wgwp6oMuTGYQKOCgNTN6xEv4/DCI73gKJ3TW11jlGUsJ4Lpfkqr3WZpucfeo13KMGZprcdISnRqubDZZ280Zp4ajAS0ZJYXuChkkKXQbXN0OCLqdDgcjtlqtEAHrMkA0Y2588EBdx8d0b18hVv7B9Dp4ARsT+dcON5lVhoe3bxDi7qbrPBUezv0Qk3Le8K9Hc71uzRwtB/d46UzfSopsB++yTcvrxFiSG6/ydcurKNcif74LX5hq894PCN78JhOEiKqkvLONt+5tszBwS6bawGmcmSjPZ6/ssL0/m1CGSCrikAH4D2PP76PSy06mjBOC7SGINTM98f4MCYKJWWaIeME4Sxa1vOvzXaIWYhBjKoSm00ofUiZFyAUMggxxpIkEY1GQJ6XVJU9BcCTlRd1DapYuMAZY08DqjwvCQNdPyYFzrp61NBY0nmO0rUYbFFWNYAoiZSCLCvRWmEqiw7UAnxVzQmU4jQ69M7X/DpOMeopYvKTxxZPL3TvFt1Sv4j2bG36E5xq29UlO600oZIoGSAWjS0hQAcLbTktFxGmqbvFhrpTLBVCnhzTUxHi4ihOj++pa/uzgah4cuwnvD8pKYucnZ077O1uk4QBsrXE6vIW2XiHuNck6S7TWV7mxeUz3L77Mb/43d8gPdrlwf27/No/+s94+PGbvPHGT7HWk5fHzKuIO/dvMJvPifwSR6Mx3aUlVFUynhomM4dTAlla7rz1M86dvchsNqR8POb+gwPu3LtPVVb88Pt/TNJsEkcxeTojzXKSOERVbUx88NcDPBU0ieJVlqMG89mQQX6E8iGPh/cxZQcdaOJY4qxiNndEUYPRaE67DWvdVdY3mxwcD1nvN5nOc/YPH6JjwcUzfR4f7SOUxqSOicw4PJ6z3O9RmAlXLl3FmhRjKtqNFZTz2HxKM4poxjHGhkwyTzPydJpxffe0jlleEUoDrj7BtBPMdw9pdVrkaUkwL6CYYfDorMDnph4B857Z4yOWlOTgzl1WgpjhzYfEzlPOj9kfTkisZ/DRHRR1hFAJuD0YYyuLFhJVWob3dlDGk6UFHQf+4S5LlSW7v0M7M2TVjOaaRumQfDDmhaUOX+8kzD9+h18+t8GSnWK94+zZNcL723xja4npJGVW5QjRxTjL7nsfs6YctoTxrXsk1oEo2L93jyIDoSTDWYoOPdNUEuUGl1Y4HKU0FJMJGo+SmqpMQSzRjktupzkqDJhUBifhrHbcnVb0GjEaqEqFsvWlY0oDur4ok0RhjMdLRXO5g/EgpAfdQTZjhjZAK4Fa6uC668TrZwiCgNVWn/7KRp2y25KPHhwyyepOYZbmlGVVTxV8ms37FLjUQFjX+k7mQoNAEUchhawoivI0bRUC4qSOCMvKkOfVabNCSVl/p5VBK0VR1kAqRV0PFM4t5r5rMnas6qZWTVw/OR7PfF5TpIJQ114nixFI59xp2UNrRTOO0SKo58elREpfU3Coo1mtFM7Vatv1ZFHtoYJf0GrkE46eswZTFoRRsujafg637gse+7zHT2qPdcrsSeKYjY1NCp+zc+cmcx/z/PUXCXzG6plnOd69w2g4ZGvjMmc2LtGMYuLVFUZpynA64srF89y7fQsCwzA3mJnjcP99uo0tussXOfrwDY73P8BXIUtrDYJMEoQJH3zwAaYSPHrwkDiGVldQupiXX/s2r//oz5Bac/bcBb717W/xx//u3zF3UxqdHjS7mOFfs4ZXhctMphN2Ht6jFVQ0Gw1u3d0nnRuUmrO2FhMnPe7f30fIJgcHBXkhWOrGLCvJRmMdhWaaTqlKz1LvCkjPe+/dJohywjihGcNHN+cUxyXLr1oasWat0USKFjNSymyH4eARO9u3+NZ3fx0nNFHU5EzDYK1nvd9Fi4zxZI4AtvfmjAfDxWygo7+6zmw+Jz0YUk1TrIDKWZwxmBK6Oqojg6JcqEf4miJSgq1ZXYgir0dwnMO4uuCrtGJclSQqQC8kesrc4IwjMppiQYc5uUiarYQyK3EEpN6hdYQTOUd5jowjXOE4yj1Jr4lIczLnyYYzcg35YrIgFoKG1MxmVT0PWxmEMNhSEK2GlFVKGGuqosKUQV0YX3QtdaywVUGQhMQqpkhnCKXxOiAtKhphQBQoGtSgd+AkKmkz8NBKYkIq8APmZcVyb43CCKyEPO4hfEQraVL0eiQrZwiihETFNHtNVrxEuxkNBB1b4Lwjmw/I733I9C48qjxZZZjoC7hkDb3oyJ7U0pytuYMnHElrzWcsD0/TPOpIJS9KhBQEgaaq6tnrIq9OmwcnF7nWquYVLlLjIKwjw3qksVassb7+uxaerdPpU68WKVBSUlaG2TyjqhZcv4VqSaA0UgomkzlKKayxtFoNvBcUeYrHYqynEUeEUcj+0THe1TYCHlhd6rK5so5DUFblgkpVp7lSqbo77TxBGOHdyVzwQiBgQYOqj0eigk+K5p5Gd95jyvKU6FzPK9cTISc10Varz8HDHzKZ7NNZ2eKjj97h7Poak+NDktYSjx7dIY4i1lc32L3zAR9u36en4YO33kQ122RFjktLbKFY6XWIVMZ4coebN26ztCJI4ia7RwVR5FndDMmyiryYEzabmCzHxxZTVZw/c5VsnlFVDqXheH+PD955iziJWV3Z4tt/+9c501vlz3//X/71AE+EMY2Ni5xTjqPtA/YO54xGFlMZ4tgxGkHD5Bir0LrF2lqD+XhIHMckyxHT0SE+hsPjCavLfarimP3jOTrWeB/gTUoUR0gFYSsgnQisk2wPHtNU61R5gyNfMTi8x6/90t9haWUNoUJMOqS9tM7u48eMhpZOp82dR0Pu3b3H/mjEbjavO3tGcPhojyKWxAZ0oLF5Wat2SIVa1KdrQVI+wUIXgPTgZP144DklngJ442rS8lPKGn7RHcyrinhxgnkJRSBQErxzFEGDYV7RbrdxAchI4SzEnRKnLZWd0F5fZfLwiLiRkKY5nNzREShlCVqa0FsIFB2pEdahjCeMYvKgQekdOtFUpaGKQ0gkRV7QXm5yaXOJgJC7gxlVWnLYbNBa30KrJbzSxHHMSiAJOk10s8twmFI1IpaXlvjOZEK7kxC0uyzHMVJ6usvrdJI23pSkZUaWjYmyMXsHH3M8cITDA0rnGAeSe6Wj8oJSBzRtgXWQ6xDlHSIQtfx+5VELeXB4MlUAYExJGEYYY9C6lpk6nZQQi7Q1y1CqrsPJBbn3RFap1UrqFHiRYkopUbL21YjjEGMtSRjUXVulCMOQvMgXZOVaSEBKufDfqIv749m8tgTI8trqkzoDyDJz6krmnMc5U7vZSUFW5HhvsE4sOIcV0zQlz4qadL6gJO1Wx8zTok5/A00UhGR5TriQDNs7GlAZR6/bQiBZ7nZJoqROSZ8arTu9IZyoA9Qn/ZPusYeyKGraUxjW9UAh8M7hPDzzwqvc+Pgd8rwg7J6nLAsCLcE47mzfwuUTBo/e4cLFr1AYiSEg3DjH5rXrkM7YFwGP9ndpNhOm5ZRyXOGLAJsXnNk4zzzdQ+DZ2y5odZs82t7HOkkSWtrLkjAyhHGbB7f3KG2thlSWFeAZHh1zZmuTKIm5//qP+YuHu6ju7K8HePnBDsHSCkfTKXnRoKqmKOVZWWnR7ydUYcp4P2N9vY1UBc5aWl3PcDTmwsp1Hs7vcnDriHasGe0PaK9UXDzfYZIqRrMGsXY4As6f30IEkM0fMJ1ldDrX6Pc38F5THg9YXd2gt3GV0kqE88xdl45qM85DjmaWTlYw8wH5vKChQq5evUamFUVVkCBxSiC8wApHWFkq6/BlUY8RqTqNiHwTY109Y/tUgcOKGvieLvx6JSm8RXhQxtcXA542DUwUoysDtiIMAox3dJoxrU4LlZVES122B4ZOL6d1LeL4vkPbhG5PQ2g5mHvY3CRoriKFYMU4KiPQyzEsdVieSzSg2i2ajYRAgouWWGoESCVRSuBsRZh08UA/EKTOghQkUVDf1VXEc/OCfDpCmGMKr+kay5ELEOkx6TxlOhozOxjghUPvZIyMINCKY1FRVjmyHNBqhFx75WV2KoM2KXMvkc6iXckoP2SlfYZSwFxqtINUaeIsJcRTBCHWgZOSzIKQAWEQgTjxbQDvBVLV4CIQKJXUZO7KEIUBcRjUUZSQzPK0nsJZFPzjQC8ATZObkjwrKcvqSZ1NiFotxFWIk5hNCjK3aJgoiXOzGizEgtqyGPuK47CmpjjPwfGwBmNrTlPYk5uTMfYT0WdVVgtbzxP5Kkee19vUnV//iQZJZSzHo/Hp31IKAq0x1hIENQ3GWsdkliKEYDSZcmFrg26rC6qes5ZS4qwDa08B8GRu2LtFWo7DYZFOYMqSk661w6J1SBhGXHv2OabjI7767e8y2r3FNJ2Szg+RzmErz+Foj8HEstTb4mA4YXVljV6zwc3bN1hdWWJltVP7zUYtyvSYfFYyT3O0MjRiRb/tmbomk6McawVxGOGKkiRuMy1GHA/nUASk84wg0Gg8nU6D4WDI5auXeHDvPofDI5QIMPslX7S+HPBshR1vY/M7FOUuWsOZrYSkL1hrdxlNJWM3QipJM1nh6oU+abGDNTEfbN9hNk5Z6r5I3NqncjOSdkAkFa+//YD+ygZV1ebCta8SXmwwzg658/GYWAdIBbGSFHqJ/mpElR1z89ZHnJmVyKRHWggOxhmH8xFtkRBUAYdHR9y/9T6h0qwKj72wCUFAIwnxSITQOG8JwhAZ95C2oNmox4ZGkzkELbx1BJRonSBdQbsRMiscSbcJQFbJxZC4o8qmyDIDKdAe/ILAHDfbKK1wVYUKNHEUEQdthHYsJSEbZ64Q+4KKGbIqcN9arb8IDy4r8TbHeYN5pr5LuUqQz1PKMmVYViQrIXqWYvMh1WSPYp7hnGNiPAhNmWVU0xE+iijmU9qBozBzqspiK4MOu6TzGb5KiRpNSjzVrCIAZirGh5rVJESqiCr0TBoTtNW0h3NMLjHrIWImCLI54eoKzYsTtFI18RXBhjQkRUFexsTCY5QiSEuWYkHqY451SFNrhDU4qZFSEyVtTBRgwwBjTK2EsuCrlaUhDAIQvubZLbqrRVmhlGKezRdab/UcqllQWoqiIgg0UlZ1FChOxsZOb1s1cCzqZNY5kqjWaMzLklajQVrkREFAXpYEYcxsOqWRxBRlwaxM6+/HWbxzWFOhF5MsVVWePncitx4EIZUxTGcpWtV1uMoY4nDRqIkj8qKkqkqCIKhrj97Vx7xYztWfAXjyhZK2ECyAVdDrtIjDGLcQN5CLmVohavVjpRRCKaTypxGcrUwtZCEVQRgturMS5yy2qlBSo6THe4PUghsf/Iz5wSP6588SxgIRBAipcDZhb3CI9A2G+/v8yR/8DhvLPYbZY5a6Pb7xzV/Ff//PMNYwmg6Yp4aNc31KAweHHmc7JEkTIUKchHNnz7D/cIfpoKAQgLec27zA3uPHFFWJCjWz7JhzF9eR5QxbTYhbDl9aYv6aXdq3X/8xzUbFuQs9MlsSW8Xmerd+80LSTlp0WhVCOjqtgPvbtziz2UQJQ1pYNjZfYmtznTTz7A+n4AVllXNuTYOcEEYRZTHkaHxMJxzx6rNnyc2A8f4Rttmht3KFvVu3uHP7LS6c32JjrU/l1imwTEaPWA01ZeHxsWBcTvnwxsfk8ymxU3glUBaiJH4yoF0uahOL+oR0DuccqV0UqRE04xjpqWdrA01pLU4IIq3IFxddpGtOXlaWBF7QjmNUEmGLClfUxfBKS5T1hM0IFtplm/0OL17bImLIJE9oYhjMJ0gZ4U1OUOWErRZOOISrCKSkqWMGlBgEK1YwVIIodzhhMMJSRQJRKFRRgZZ4C1kS4oQkyEukgXkEaeRYVRJjRoxEwVKsKfOSUmqi0BMlEi8VqDnK5xiToEVFf1ZRkkPoiQJHYkKszMkblhVR0HclMwdCSGwQM/AaF3axEXUd0DtmQURqPPOiwKQlBzrgo7ff5/KLX+HK17+ND9o0KnBCAjFxFNYGP4u06yQNPVnWOqQUhEFQq0Fz0ot8on4SKL2ge7AgItfEWWvreeV6c4f1daPTUfPojHMkqhZ9CAJFYUqEBGNydFADYxiEp5GcsY6yKHDek2dzgjCiqkriuHFaa5SyBpcwCE5pNx4Iw6AWRsCTF2XdpJBPUVSEoqrKBRm6JkWfGkrJWvoqDDXOOpqNiOVOhzCo65HT+ZRmo4EKglr1RdTGWN5axKJM4BcRsfB1R9oZAwi8q8f1Qh3X36tzWGsZDoZ84/rLdJ97ho/fe527D3c5c/VFfvDm7zCajJBS8cHRh4Raczw8pr+8xOrKBoP9AT/8k/+AqWYIHVOUnvW1FZwfMRppDgc5rtC0u5bf+I3f4Hf/zb/mzr0HtDqK2IeMBymNRsIsS1lfXcaYiuF4wspGmzCes7NnmRzNSfrQ7gdMxn/NCG909IC1Z75ClgkaUYyoLN12i8PxgP3DAzq9FpXPCX3EPNslijyjyZSt1U2+9vxlUrvMzt67PHh0QCfp8O7jx/SXzjObJrzw7AvsT3ZRKkNUM5KmZTAZcjQ9QuariBgGh2/RjQquX3ue9vJlJqaNODygUAHeQ9KMiAOYzGc0dC3Lrpyg0ACeROs6HXWeSkIe1koqUmqEEFSTOTGKKvCAAyRCLVR3JWhTQqiprGFSlQilMFjyqhYcrYQlCAK8gqgqmbkSR0XpDKFICENNaSrErBYgCKKASZARFZagEeKNICxLdO7QiUd2YipZIZ3Culo8Ye4LrIbKV6ROkU8tVQDtUFEVgvTAsLQkINaMbMVSoBGl5fggo9HWWANVZlAOxJLGCY/fE6QtTTP0TIoawHWhKSJBs1IMaOBVQEe0EBaMqqhihzUzrAyoVEjhZmilmYYJszIl0RErjQY2G3NkQAYhs8yR25x5NmM6BNHp0272MQQcqYRG7hE7+1y81CdpBNy8+THN9hKbG2s1IGhdj/udyB8t6BJBFCzSXIh0hHGOKAiojME5mGcp3lYkrQbGCQK98Hp1dSpsnSFQiso6tPAY4YjCCLVoPlmnkKIWIUD4RdnL4b1aaOrVkdt4lpFmJWEUE4Qn8lSCIIhOAVErRVVVIOrup63qaCwIavCKogjlXM0NlJKyLEmSCO/rxk2jkZw2Q+I4JNCKLC9BCKJQs7rUqqPSoiAtCpQKaSYxSta3AWsrKlMR6PBUAOBEK1LWIpNg/BN1FgBfp8HOeaT0GFOQZUPiJOHoYBfr1xEyodnrU+UZ7U6XPC9QcUyj12O52WR37zGljllrNLi1f5fm0hAdOPJJzHySs76kEWqVPIOVXoPpMMWUc37++o/J8oI8L5CRpNsJ2Fxdo9PvogPDnQ/vMMvqxmHlBPPUk01ynA6Iox66YejyxaZgXwp4Ra44PD7ick/TayfEOiQflhQTQVO3MVlMkWrinqIwhlayxqPdQ5pxRl4OWTlzHq2h3YDRpEInXXqtNXAG0Vij6RxFOsbZY7TcYjxT9FvL2IZgYrZ4fHCP3QdvsrZ+kcbSNSZSopihygSRztguj5FO4MKEIAnxnR5+MkbKgLLMyZTD2YUOWqAx1qB0SD1YLbFKURUWoSUqCKGqcIvURxcVwjicq6iEIVIhXgeY0mA5aXIIKlsRKIWSGoNHLNIv4wzWO5ZaHbyQyNLglSDOUvQsxyynKF8SBRIvPYe2pOcDZK5Io4oqszSlpLSesgVeOKZESOsoQgdW1j89zVQ4jNSooME4dYyshuUlTGUofMo8DmiHMZXS5FFKs2vJncR4S9gUNJ1gVmgqo/FOEbdiJqJkntSqv4GLKI8GJEqRKYOuHB0PSewY7A+oENwrh+Rjx8aSohl30d0QGksIsUonmpCHFhcuc+gDpMm59txXsN7UpYqzV+g2Whzcu81kPiL6pV+n31vG4olDTeVq2f/T5epOZK3SXKez8ywnjgKcM0xnc6qypNdqkIQ1dcS6GkC8M8SBwntHpGtQClUNBuKkduXq5lQURMzzAh2EnFDvpKj9RYRQyFZAaSzTaYp1ny+VbheaeSdgKAREUYDWiqpccAkXtT9rHUEQoHWw6JCegE59nLP5jCiKay+SZkSoPHmRL0RBJUEIkdZ1DTNuLPT2JGU2Iwri0w6sMWZBdVlEkqqW1xLUKuLWWJRWqEAjEIRhg17/PJtnp5gs5+j4gHffegvr4NLXNvkn//x/wk9+8mPWN9a5feMeL3zrO3xblPz5n/4RHz6ckPRaBCJHUVObllptdh495vmvvsC3f+FXGB/t8ed/8B/ISsPtm/epqpJISfI8J2kGxCImy6doZlx5donZRDI7npHlGYeFII462FwyHBc0e328+Kyk118J8NY3JefPbNJqRty+tcv6Ojw+GjGew9W1gMd7Y5Z6LRw5jbhFoHs0mi3efO8m1y9b7HiPbmeFyWiGjXtsnGtS5hMuP/MVRLtHOwgZjSfoUJJbSZ6nPLyf8o3rPbJ0yt7OffJKsX9csHlBoNMpoffY3OC1Z2oEu7sH7N6+zTd+5ReJW01yW4sxGlvXPzJXy0Ip608FGIUQeClpVIKZ8AuFFUfpHL7ICVVYC4EKizEWtGRucgK5IJcupKLqDpyj1BZD7SNan6T2NLVwZUlmCrxz9F3tjVEoT5EdUwYJSjtMJXFWUzpIBAgUh6pA6ZjSJ2ghaJs5obTs9gWhgJ5QzAMLNiSpCnKvGduMhkhoCI8uj2lQc7Och2o2Z5wbrAuo8hSL5XapCcIG22aEdAoTxYzzgkxOSLEEUYK1lhBBNpmhhOfctYukaUnQFFzZOM886SM7mzDcR4QQr/UY06CIFbNpiatKIqsJoj5Rq81Wt0W3WafcDsH7d+/x+l/8KZ2ox+NHdzg+OuDx4R7/7J/9z+j1V8grV99cRN1gFIAOT7Twal9byYlpdS1pvrXWPxUScB6UAKQgOEnlTh3yPIJ6Lra2C6hT8ygI8N7hfEUS10R2j0WykJVfkKcjHdBpJSglqSr7ibT7E6Bn6wjulN6iajqMVJIkrMEt0Io0KxYTI/V+gkDX9VHq6LbTbpzq6CHAuBoI4zAi0IpQ16rPUgWnox4CQbvRqYnT5km0jPen9JoTcVV/Mkju62tFLgRmvfdcf+HrnD+/wX/1f/4/cX/3iMvnzvPg0R6dlU26Syt0lzqI9iovvdLmxhtvUbmULE1Z39zk1sc3WVnpQi6YDoaUeEpT8eGH75NOZvjKMZ7PqbDMZnOajRamqsgzx+PxiNV1QWgVG03PlQtrvPfmY86dWWYvG5JXFZWdEamAq9eucfHqGZLW8l8P8KSaMZvf4cH2jCgq2N+vWOq36S0FZFZh7IS11VWKPGRz9QyHY0dz+Sy9siSJGzQ6q5jS8+Lzv8hHdx6Rl5KW9sRhzGxmEEVIopfxcYKtRkjR4dHjHdq+ZOnKewglefHFb9NIzkAeoyqHtRK8oAoVb925wcc/+jFNLbh2cJ1uu0lwdpPBZMwszRHCkmcLAUhRLO6gddFXCAmVQXtBYQxVWbfgKQqkWRgGAdJ78kjhA3CuoDKmJoEuLhfwFHmxiAzqk0PrEOEElTcUytX+BcaQTlMGro+fFpQTSaMfoCcebysoY2a5YCpdLR2UwqHPEHaGUgFzUUuxF5njwHkOfUGhJFMhCeeGaZQjlMTZMYXQKCGJnaFqNIm8Q0lN0V6ComCl0WQuNLf3J/zCmYDb9zMuXbnGaiSQyjGkyab0hKGidII4mLO3n7K7vUu82uDC9YvMywnx0hpq9RppmiKDiHYYsjcrCVpttIjpNTusLi8TaxBUTEqY5zN20zHj2RwVShoq4p0795nv3KeVRERlxaVzZ5FVyt3bH7C1vlmzKcIEJT0ORRKFKFlL9sun5MqFACXUQg+xpiCeTDicsjEW53b9eD31kBY53Wb0FBj6xVAWKIIFofeJCvcTFhskgcL7CBN81tuCp7b+jBzyp/aklCJagJ9nMUfr/Sng1bO44rSmJha7FALioOZQBjI5jSb9wi/k5N06709FRvMiQ0lJGMZ1EPAFTGVbLriLvhYEzdKcw/19YqXIi5K42+H65WsMdh8wLg0r7ZjVZIViOuTf/rvfo8hL0umMuNHiwaNDrCmJg4h5UbsUFqOSbb9Lu9EgLStm6RytJFme0QxCkm6XMIwoTE4YCSZZxWQ+ZnWryY9+cI/VrVXiBpSuJFUWFTgOdg9YXv1iT94vBTwvFNuPHzMaesIwokrnnLtkkaGk0drg/NlnUYGlrUoQEAaCpLRcvfw8cbvDjcf7xOUOm2dbWO/QLqYKu9wc5iQiIaAe1A+qkAfHxzx79Rl2jebwwTZnojV6G1sIHWOKhAAFlWLqCoSoa1r58RGz4SEp8K//r/83ut0urXOXoIItqdBJzO7+Ic3+CrEt0dJijUAGATmC0XBMt9VgNJnSisJaNcV7YlHTExKlyKuK0FvUQj+uFUYUzlFVJQJBlhU0k4h8lhE2Y4y1FGVFRQVCMKomeOdZCiLi9T4/+Og+Pnc4ASsllFVMN66orEBWC+NsoUi6m7RUhiPm1t6MXjHi3LNrPHo05+K5szRjiTACFTc5rwy7JXS6Aa34mCxzKBWiZY9JFRKWgjCMybTAzUf0YsnUCA7Zo9dTJEuK/vo5Wk1NZuY4kzB1lkB6ytJQOsFUSw58wl/enPDVl9ZZbq4jgjY3bt2lRPDy9Wfp97tYK2gmirlRDCYzDtIBk9kE6aDdbaAqaAeSc8sRarxPtbtHs+85kKt8PJgRry5jkHx47wZREDIZHrC6eh6hjtnb32Mwy/jl7/wiUZyc0kSeYnKgnmSP9TnsPUGQYG1RX7gn57aXZHlZk6qDBjVVpE5XEQItIjzuKZB7ep3YJdbRZyNUZNUT4I2CWhCgsh5jP4smJ4B8YvSjhMa4CiefeMdKWfuqnLitnUS43ovF73WqLvBoGdcCoqIedPP2iWrLk5uBOJWtj6PkNGX+tAIyLMDS8wnVZDxkacUrr36Ne492kMLzzDPP4IqC3eMR1y+/SDcSvP0Xf874+LC2WAgDhuMx62trBErSafaYjCeUZUkYJThj2d07IOs0OXfpMljL0cE+URxz4dp1okCwsrzC22+/y+joPvMiZDo4ptlIyExFZTwduUQpDlhajfj47vtEYcJr/b+meMCD+xVbmz3ObEC7E1KlIZNin63lLt4K2q0NhK/Y3r7BL14/z7GbMzq+Sav9AmmkMWGCdJ5seodL5y+QumWOs4LMezwGiWBZRmgJvaSH1W2+culrqIvP0wza3Hc5PrM0VUEoNL6aM8gLJjj0dEY/btDob+GTmGL3ARjL7tEU50Pmsxk+rTDNVUzcxUQBlbJoGdXzmUFIFI5J7AwpBI0oAmOI2228c0RC0ohqTbDQO0okrqoI6n4eflF8fnx4zMrKEkWnpB0nWH9SXyqwXoETHMmIps1YOrtGGTgaScjReETc7nBtY412q2BW9mklAX4wIQsCyjCiGxSUlWLPDVDHFa1Gg+56g2hjE1GOSGyDIGqwXU2ZCMe0UBTjNkVmKZ3H2jmhLhHGYIUg0CFFOiNbFO1zFfDmcUYZtXl/+xFhHJIWhsK4BedLUWQFUimqylCImP5Sn7IsycOApNFjcvCQ13/+Bhc21wniBoPZkEle0Oh2cHnFUrNFu79ClB0Tzx6gJxOS+YheC6LcICIQ6zGj0PFMJ2A/taQH93nv5keITo9W0uQvb9yl1QjRWrN7uM/a5iZfe/6lT5IjEYtI7pMAU1YVZVUShZ+kKjhfqxiLBaG4Bp4QLxYX+2K6xfiCzwuBakWdhd2hgDiQp5udRJZKC8zC6OYkYvS+TrtP9iiFYDLPaTdCpBT1fDef3M/Tq27W1NYDUtQp7Akon05JADLQC5WhBRdQiHpCI/hygSRcbQHgrDuNMmvfDk+cNMkrh4ki1vpr3L53n1e/8Stcf/Ya77/7c979y3dZWu6zPxpz/aXr3L15B+/h0pVnuH/7BpPplFme4p1jNp3SajbryRat6fW6dNY2eOXlF3iwvY+ZT+ltrLG0cZlf+Hafn//Fn7G7t8/AFLVDnXWU1ZzxzJGnnkREhNpx+dwKPvhr0lKyvKCqhgjZYqW/Svf8M7z18bvMjyzt5TnD6TaRbrC6skUcNrn/6CM2eh02VhrMK2j12sjyLOV8l24AvoCtXhdblDghkWi0dSRhQNw9z7zSNEWFipoEiaPvND/4wz+jv3oGpCRzMB0ckM2mzIdjCuuJl1YJJax2eyTNhOlkn2I2Q+gQEbVwYYPjWQWzhcaYKGrdOzdDljMKrfAiwY+mtbquzVFYUt0hmhc4HdIoR8yiZXRZ0bZj5nqZmAolIGuvkwkooiap1JSVJQoV0KrHfrQjn6XoTswLL32N9x7/kBUryEzJbh7SpUE2i5gEAWZUkJcSWXrK8ZzQ5BR5QYlC99a5eSwZzCu2P34AeU4URxQOonYLj6fKcrJZRqPbZnw8IQg1QkCr06zTpKokCDW9zhJSCHpe4yvLZqTRQUDSCOu0XgliJWiJiDIS6KCBN57j8ZDRbMxAeAaP93n97Q/xzpAfHfLbv/Pb/P1/+s/YWuqz1ioJlQQ7JhjtIpUiGW2TlAUrTUUVO8q5wQFRXE8frK63iY8mXGjUFprPRzCh4Hg04IdVyMNC8Gy/iTAVm/1VrHOntBOANK9oxEkt1y6fAFRNIfnsuS2lpJHElNYRKIeUAcblOP9kJAvqJgV8EuA+b6k6uPrsBSb51BPiqX/rm2Ov1QAs8eccaN2s8ad1R4lCy/j0mMSnXlQG+hPTKUqeGNt/drmFgK1cdGTsAizFCfkeahFOX5PrgwA2L1zmu3/r7xIEEaUxrK9sEmpJYDMe373Jz15/n7/7T/8FOx+9UX+2nTa/9Ov/APvv/g0fvP8GDo3Ecenqeb7+6kvcvPGAX/+t3+LnP/0B+XjIR4f7REnIUn+ZdrvH8HiP7Y8/ZGVthdxmPN45oCprgYfZNEfLiPk8p0grWl3DaCJ4fqXzhd/TlwLetWfapLkgLWYIkXPjzo+4cPY5VjpdHAN6qy+SmYjH93/Au48/ohG0qdycVrMiNwblHSrqMZsekPkIEVeECoQWOOEIlaMyBhsl+ErQSjylc4gywOSO3cmYvZ099vcHlPMpOSFxNSFG0FhZJ2z1GE1K2hE0V5aYioiqDKkKj2r2aGiLcIvBalNQibA+GbynMhIbtrFiITkVR0B9h3ULmfjUawILM9WhyCtyp0l9F+Ekc9EA6/BC8nBqcVjq6VuPmJuaCyaBYobwjuDSJcpA0z2zwdHxGN8KiIKAm7uDmqPVLBDyid+ukgITJgSNFi0hiOKYPC84vxLU35pXJGGMUQ4VLU5KL5jN5/SlRj17kSCJydKUEoVz1IY9aU4B+EghVUg6HBGYmlaSyIhHBwNyD7EvWF1fZT43iCglDAIcjgv9NgcHI97bPmZ2eMiZpKY5hDja8z305DYdWRGVBZEwdEUdCatAQKBIZwVJI1xw6SRhpMmzijgJaCy10IHi+PGI5YZmGU/VWCFJYzZkQGhyVq1CVnOM9ShZi4M6D0JCUeWfUibmc0HoZHkvmczGLLXbHAzHrPYan4EGj4MvhIy/2nJIlArw9olUvFjYjdbRWW1U9OklhEDLuB5Do0IKXftxLBoo4iS19halAoSSdd1N1NaVT967qN3anFuQkGuwM4vxLF/50xE9qVXNz1vs1xsPeIpyzg//8PcoWqt85ztbRGFSAyOOg70HLPX7TEZj+v0V7t+9gSKg0+qwdOUaZ86d49f/3j/g+etXeLCzzfGjfXJn2H54SGYdV69/jcBL/uz7/54PPrpJp9tma6NgOJ7y1a++wjuDI9xIMh+n9Pp9kmaA2d5HCMnBwRE60ARJjHaCTqdN0lr5wu/iSwGvtFB5QbvZY3k5IQo1rWiZpLNFVTYZHz+iVBHGF6RGE0aWpY4mszWoWOsROmFl/SUcCoc/dUqPpCDNc7SWqKqgEQRYBN7UHCURGy7Fy/xQRxRFSSki2m7GZqddp2a+ZHj0iEbSp7Kax5lnXJaUeYWqMpxtU+UTSiuQkcc7i6+mqLiJTUf4skS1l6DKEEWKDxJc3MVmc0SZQdSAMq2pJo0e2PrEV3GMSUcEShI2mvhyjg8SpDS13LszqEYLp2NEMUPEtan1hfVNqm6H7337W/z8zbeYjcdcuXiGo2mGVPWgep7VKg+dpEEcNzg8HIACHUg6UcLebM40L0AK4mYTkY7JjMULSRjFxGFCPs85FNDwMf0wqLX+pCLULZpRTBpPWfcV00qg4gYqECwphawyAhlydrVLUxjGU0XPG1Q2JZhlOF9w/3jIRi+i2DlEHT0itoZpCo1WC43h/t17qDjHVoJzKw2yICR2Dl0ZZBygA0GUBLXiSBJQlZaqNDXopSXGOHSg6G90GU1KbosmP5tJZEPTVIrBzHOu1ea//C//C/75f/a/4MK5s/VFKiAJP/9U/iK8EwDCsdRpIRF0mgE1F/OTy38OEP2/uqbznLKas9xNnhpltaf/+i8BU+er0/RaUHd5na/9j09TWanIy4LdwSFnVzbQUn2y/gZ8Yl6yfmWkqvmoCPDuqTlypWq3NVE3U4ypa8637tzFho948/JFrpy5hBYWj+XHf/KnHB/tInVAIwqY7G0Tddf5xve+R9zsIL3h3LkLTA92madTAmcYHB/R6m9yPL7Fn/zBv+bejVuErZB2p8/f/Cf/DHEw4M9//MccHh4gKBgcZmilsWnGcHCE1oo8L4hCjbOe2WxOGCiOBzP+/e/9Dv+r//x//bmf55fz8LKQfDam2c85PA5o6i2+8d3vUjnJaNRj58HrhOUxdBMCndCK+7QTS0qAzfaJ4y6RMOigiZQhk7IgVJK8rM1K1lbOUFYpsXQs9ZZoJBH5elXPJeKZ3dmhpT0T2cRUDuUhSiKE0jSEQCYJR06BDihLS2xmNPyc9c0+o9GAwjk0Hm0MzhicqvNqE4bopC5KZ17gdYIo5gseVp1CBHaOlwKcqRsUQULkc6SZE5oplQkodICYDihbWwCo+QhpUmxhcCpCeouwJRtLTY72tlmbnCNo9Gk1GjhTsdJsMskq4jhitd9lnNVipKGz9Jodes2YyjvakSKSio2lBBmHVKVBGQMEpFZQOoMzBbKChjYUWY5JJ0xGhwRESFFx42DAUrOJSydYDCtacPtwyNefvco7H97g+vk+B6OcVhizvLXM3u1tfvm1Z/nRjY95+aVr3Lv1kG8mIc+ETR5PjrnaCHkwKiEMmJeGne0dDoYp59f7PLfWoEoS7u7vs9Xv8NqZDt6leF+DN0CZG8K49iUBiBshFsi84ljFfNhrceRa6LhATCZ0TMFWQ/HMC6/wzMvfYXNjEyXFyX1oUdCvjahPFIQFT9KzE6A5udydP+ly+jpiUvIT3dz/LtbJ/tqNAO+Dz933l4Gd9x7r6ygMxGmUB2Bcfvq7IiAIFOdW1z8xi/upnZ2+4unxmToTUVrXNo76SdSIkEznEybphM3lTfIiJ4xC3nv/Q/qr6+wuf0A23KPwAZcvXsZHZ/j41k0OByPazZg1HbJvU771t77KdHAABNz+6F3uPnrIfD7l/v2HBOpjnnnhRXbv3mBeznjjp7dZWloiqSom1YwLZze49+gBzlm63Q7d3jLpdMJOXrDcb9HUAUeTMc8+e5HB/ojGmmdtdYPj3fQLP9MvBbyd7SFnNpbpdBPyIqUa71Du3ebO4JDtx/dYTSI2ljd4ODwgCnyd7ztFgyF3dt/l/NazuGSVtKroBIaGBGdLlIoobEEwPWB5ZYX19VXSrORgmOOqimY74mCQ8rvf/wGHuUQ0GohyjOz0OZKOTrfLaF6S5VU9A5kPuBxKOollogKYlQRW0Gw3OZwX4B06CKjKisIWOAS2cLSBIQ5pPD7SOBYMbyHRVmI8eGeJ7BBRzfCmwuNRgSLGUY33UBJCO6GqDIGGIAixfk5WloQKGo2YfjMmCQLs3g7PvNAgbwa0GxGPdu7xTCTY257iB03kNGVMRagCjsZTlvsttmdznu10ePvGHb7x6ov8+P2P+IUXrnLv4T6N/hIN4HA04uWLq7x7a5/vvfos//6Pf86v/8rX+Oj1j3nxhatUszFbPXjmbIM33nzEL3zteW7fuslzz56hHxrijT7fPrfCW/kjvvPaNd576yP+xfde5NbHd3jt0hrtACah5YVrK9y88ZhXz/WZTQu6UnJmY5k/uXkflGD/eMi4hPtHI968t09WSVB7qH/4m7yQ36ET1NFcnAQQB0ymBdYLRKKZttZ5OK8YiIQDFZEJCMOQYFab+Cy3G3zjla8Tt9dr9RIFpVn4jDx1LQtR181OuHvO+Xq21tb/Rgvj8ycXfz1+oBZ8Revq/UkBofqrod/TVJdPP16DariwIvhiQuznrZMU1vqi5gl6h3UlSobU/VmHEmENUs5QR6jqS/fpvDnlEZ4cpDW1v7J39YdWT5MYIh2y1OzgnEOHEVeuXeH9Dz/m3v0HbKx/h9t3d+gsr/D6G2/yje/+GmfOnOPKsy+yv/+YyXCIsQX3P/4AvXWGe/fucDCf0Wh0uPHuexTeIqXiw/ffIQxCgjCkFQZceP45zl06z+v3b2LiNl/76je59/Ahw8NDHrz3Ds46kkaDyWRMGSfEUYSpPP2VgKTt2D/Y5/Bo8oXv/8tNfNZX6a1ImkmO1vVJ+vGtH/N4PmeWzllqrbA/sjinCHTEzu4Oo/mIpXZIq7lCv71K7gNCl4ERFDQpnUBLsB5y7zk42GEy3EfpBoeFYZwbdt474M7Dx/i4QX9rE+M87XOrSG8p0oxRYSgmY3omRVeG5W4b5nPQik5/iTIt6EWSJInqGUEH8yynu9RF5jlCOPLCkjQielIiXH1hZFlB1gpoxyEBjqI0FJVDCVHLCJWS3IGlnuPUzmClJoo1ShrGlScTCmstsc/RTrG1vkl/dYWt689ypt9lo5Gg4yn24T2yNOc7W2f4o48e85vXn+F3//Qef+P5M9y485ivvnKVRzv7/NJL57AHx2y+eJlnkgLdCfnaakj+wPCb19d45+2P+XvfeY6fvnmLf/CN59h9vMtrV86xgWU3ibjelvzRjQO+8/xFHjx4wLef3aQ42KWnAq5tdPj+G3f41qsXuHv7MZcuXuLxzi7ddpPIFVS24sxmhw/fvc+1K2fZeTzAyYDnNnr8bPSQ33rtKtv3tvmNZzc4nGX89NEUOz9gNCgpmy3ypE/iptz7+AO+/kIPURaklafILCoMGG1c5kYRMUxLQrvEJLQ4IJ1NCcKE+WhCIgWt9XW+evVF2t0O1rFQEf6CC9p5DCe0j9NKBJESC0n0OgpcWFlQLbw0nl6BemLf6T4nAJPik8lhXtX70EoswLbuwjpX89f2jo5w0nOm3/uykuJn34u3iybKyaojPu9O0mCxiPLEU82VE7+Nz3+lT4Dd6W7rN/m0b63HIaRAofDOEQQx0cL83JUFSLh86RqP93d54+13GQYdXrx8lRde/joH9++wsblBOh+TFzl7Dx7zxltv8t3vfIsbH76Lbkc0SkNe5HQaLQaTKUJAI4xI9/f56Oc/wwcJG8ubXFtJkM5wEGp29w8QwpMXGf2kiRceITxe5BSloxiFTAZT0uyLo+YvN+JWCi0azPI5jUThlMY2NGeaa4zmOVEkyIoxRZnxaN6lMk287VI6wYWVDQpTn8BCSpwMKav67mRMxTydU0URAktqBd0o5+Jyj+7Wdf73/8X/BWcNxSzFOwjjiPnOQyJTshYIjiczrjYSekoQr65wOMvxQW2JGBYFywHMC4stUhpRg9wYVsIG08qxEtb8pzSMcEFAw3tMUVIlMXhH3EjoCofEM5ea0GT1aFOoKa1HNBUtoRCVIWi1aCchWWmRSUJSzTFK0xCStjO019ZYXe3S2Vih3+3RW1phfrDD823Fm7M5v/7sOfYeH/Odr2wxPxxwcavPldUOk4MJZxqC+4MjXnztCt//aJ/v/OJr/OX33+bbz53l5t1DXrqyye7+IcYrAutJMFxfibj31j6/8PIl3rlxnyvXr3LnwTatXh8bSqaF4GvrHd58fZ9r18+xvXfM5nqThtJY6Tjbhp98OOKXv3aJdz68x8UzGxQTg4iabK0tc+PWI159/iKPHu2xvNRhqZNwqyz45lfO89Ybt/jH332Z333rNq7ZZpaWBMKTJA2uvvg8uTvguNFg2zZ5oELSClqmXyvyBCHNeUYhag/fWDjKw226ztNfO8+Vqy/SanW+EOSeXMwQqgDnbc37VCHW1d35YlF8f3rbLyrP1Yq/UFn/GTAE6sbWgl6ilSBQcmEteQLEi1lVUYNrq9UExClR+K++nr5wxeK4F1w775BCYVy2ePapzqwI6i4O4jPg9nlA+HndXoFcvIZGSoWxFcdHQ3LnaV99nle/9gsM9rYpXv8Jr37zm3zt29+mv7TGxtIa88GYtfXzPLzzLu/9xV/yo7/4CVZZfvSDnLwqyXODs74m1OcZLFRhdBiQFyWFqVhdXaHXinnn/bfY2T5gPBotJpgCzpxdZTKdEgchkdJMx3M21rd48OA+7eUGndX4M+/xZH0p4D3zzBlC0WGy+4CNiz0yNwbv2D7YRsmQ/aMZvWabZruFEUvE3fMkrYJON6YKFEYEWOeJbEFD1i1y592C7W0JZIARHiUrrKmYDise5YLIGvxkwDQrEa0lxsMZPrNsdBMaacrSxjp2PEa1mgznOU4KlhKNDANEFFLkKUmo0UowcY52kjAaz1mKAlSQUDpPrDy2NMhAweoKg8MBK33IqoJy7om0IJESkpi21nVXS+q61mMsUkO73axVO7QFJ4gELEnN2lKT175yFZOnPMgFqxeusL55lujwBp3xI+7tz2ivrtDqrzPfHvDSxjLvfXSXF65ssvNglwuXNhgcDNg4v87e8ZjVVpumqIvqzXbI6J1dXn52nR+9cZ9nLq9x6+PbXDu3xOM791juRUShZDqreGWtw5+8PeMbr1zgzdtDLpzb5N7eEN0IiJOI6XDMCy9c4aNb21y+cIndgwFb68sMJylVbljpN/nxOw95+aWL3Lq5zXK7Bc4wygteffkaD28+ZPXCGncGBXf7l2g2VnDJDq21c7C/T9LvkdiMP/rZu+y8+nXySqHCkApLIQooC1Rhka5iWGT0Ak81S7FpSVMK4qbi5Refr31XvwQKYCEs4FztaREGlFXFzvYuG2c2PqFJ92T7z+7r5JKvQe7T3don25hF2Oecp3L+NJU+2U5w6jmFdSyM2+vXfBqzT0bl/irrxFCn9ruoozH3VIrsTxsui2kMmyGERMuafeB9bfb9GcA7IW5/DrALFELWHd7jwz22rl3mK1nO3/mbv4lUGpl0eeXr36WQgq8+91VCrdj+4CeMJ2MODjVCKvZ3H6OjACkCHjzaIWyGeA9pltZRsHVUpaGRxIxnc5bWN3m8v89f/sVPMVlOZiq0VswmU6IwZHN5BZPV7+XoeEIj1GxcaLF3eJfSCEaDGUp8cQ3vi2cwAGMVlpzWckh/aRnrWxyNJhwcTrn/wZh+6yt0WmdZal1Fx5s8ygyWBpVVWBHVJ4ZLScuSSTGvHZkQOATtdoussKTzCo8kNYZRaagqyf7RMbvTmkaSznO8Mcgg5CivGLZa7OeWIoo4NqB1wHqgSTCESUBW5qRCY8MIFSQE3pPNUpYaITEVpZDE6ytYoenpiFiAmc9YbsV0jWJNQrcZEUUhoVY0k5iwESFVLcUj8ay3AtY7MctK0JlPOastV3sBVzZa/G//53+fb1xYZXTnEe+/cYuo3WRj6xxlOafaPyDMC0aHe6z2E2aHR2gVkucl07ygv77G9mjG+nKTB3sDNlZWuPPxNhvLXbZv3+L8hWXyzBC3m/jS0I7h6vllDqc566t9Pr65y8rqGg/u7HLpTJf0+JhWK6GhNdnomLV+m/fuHHD58ia7O8dsbawyn8ypipL1M6tsD8ZcubDO7vYxq2dW2DtMSfotIODh/pD+Cy/yk48PkWtnuT3V/NtpxNurL/I796a4C8/yw7c/5uyLX2e+c59+6OjOh+w/2GbncMDe9n2CSFIpz7zK0UUGhweY3XvM7t3C3r3D4M5dimnK6plLXH7+FbpRyHtvv8GJlbB/6kc89XOi3Kukwi/SzUBrllb7iL9CF+ILKHSnqesXbeOfChpPJxqe2j6QgkiLU5WSrHJk5ad+Kk9pPYXxn5s+nyznHd4pjiZjhukXezaAx7qaLO29pbIZlU0XHMNqQZ862dJR2QxrKxwGRA6iAOkXFKl6O2stG2sXee75V/lH//Cfc+38BWwxp9MIeP76czx3+TpaSrLJgHdff5s/+/H3ef2tn3Fv94DcWl745ndoBA2Ek5gcZrM5URwgTsbotCKKQrY21njh+WfZvX+f6WzG4WTCdJ4ihESFtczV3QePmMxTtAxwzlHYgrzMsF5zcDDieD/l+pWvfuGn86URXrO3QlOULC2tgZixubxCaTTjcUE5TxGi5MzZlyhFm0vLIdHOEdoKartXR5YbtGpiXclSHNNor+NcgSlKZlRE3tHprlAZS6MpSSvP+w/u4rwn23/IxsYGw6yg8AklEp00MCoiLQ0hmq6GfqQ5tpZeq4myBqjwpcHhyCuD9YKltsYJgQhC2jbEzqYkkUBXDpohPd+gyqaEDmzYoGGhkgrrJzRoY7xCRTVtJkbQSAKUsMTC88o3rzIez/jed7/BcHDM7Xs3eOP9Bzx7bpX41a/xH370czbXViiiLuOkg9o/RHe7NBstPnjvHsurLR7e3qG/2SedTYnW+uAgLaHXjjkYp7zSbXLn3X2uf+UqN99/wAuX1zl6fMRqr8Hx/hFhs8H+cEwUBaysrPLn79/nb3z7GX723m2ef/E6j7Yfc+HKBbJiTrvbZiok7z864ld/6av8+K2PuPD8M/zl/QPy9cvcnFreqjTfXDnHH7/7kDOvvsT/48ZdWldf5u5Qsts8wzNnnuf9N15n69J17m4fUEYJe/v7SG959P7rqHyGDwWpsVjnGG5vcyQrOlWJXtsgqBy6nJIODjG5Iey08BqeeeFlGv0zLPXa7Ny/gZqmrD//DEopyqoi0PpUIkp/ilx7suITmSYhSOIvTm2eXPRfHGWdPPdF23zeYyfbWlc3QD69pKwbJE8v6+p6Y2Vr0Iba6e2kk7zwDMK6isF4gpCKaHWJQH1pvFK/nlAIZF37wyG8xAtXU1u8WUSZJXk2Is8zRuMBmxuXiaKlRV2wDl+d9KysXWDJ1WpCzThhlqfs728znqc8e/VF/vB3/1ve+ehdev0u7/7sp5w9f5koSbj67DWO7txBxjHHu3sURUVrKWQ6rTUItZJYPGfPrqMwtJsN0jRj6j1JI6DTbuCcYzbLeO6Zy8g4ZGdnlyiKKYqU0VFFJ4potxuUpeXmnftf+Hl8eQ0Px2zuKKXl2uYSe0f3OD46otXukecl82pGYUN0FFBYQztRmEwQitqsWjsIlUc2O/T7PRrtDkGoSaczgtQxm1n+n7T9V7MkWXbni/323q49dBwtUosSXVVdrYFGX8i5Y8S95Fwjn2ik0YzGL8MPwA9Ao90X3jGbGWDmApgZDNAAWovqEpmVmZWZJ4+WoSNcu+/NB4/MqhZV09MXXA9VcfL4ifAI375i7bX+otJTiqxiLiE1gtOzK66upmxcv83k9IA0SQkCn0Q10J7FbJ5jW5JSucwti0muqQqBrS0cI6kqqwbiYmpwc2Dj2AphW4QUiCRFUdCwbApH4AmDG4ZoyyIrK5qtJq3Q5t5GiyKaIJKSLNxiNBgQ+oLWyirR8SFfeuceXhaxvb6G3/CYDWaMFjMwDbb+5F/y/Z98j+ef/IBvvv0mhetxfnXFIi/4edTk+kabw8NLgm6Xja0tRsNPePf6dT55/xl3713n5OqKxrV1Di/nhGtrDOKSKyT3hOQsq1jtX+MXT97j3T/8A370/s+4++V3ePTxY8LX3+K9qznFzTv80HR57neZuVu8Pzjn9W+/zX9576fs3Hmbh/tnuHe+zl9eas6b1zjyb/D0k494643X+dnDR2y98Q3+zZNnmPUbxIOUS+Oz4/X55PEDbt69xwcPHiCUzYbKeXz4ArfX4+LhLwhsG1speisruE2X4+MrQtfGExVkOS/2X+CfntLu98mNotm9xuaKjRu2+fijBySLCdfuv43lhGxu3eTDxx+xYdWcz1cuZcYshwKGqtKoX6I//Xr8pmT12X/7ovrvV6u2LwptzCuJqS96fa1ZjhU+DWspgJAmJVUe02wHlMvnfJkchaiP21lfrT01fsu9sDYVQmhs6b2S2Cp1ikAihY0lFxwdPGEwqVjdvE67s0laFkg5QSkXIT2EERR5jGUHdX/QQGlKHMdnNoup0pi//6t/zSjPafZ7/OLn77N5/QbdbpvtO7e5s7XLL3yfb//Zv+SDH3yf0eQHVHntGZIlGSzf/8ate+y0Wzz3n7Ox1ifKklrK3/OxopQg9Dg6O1uCtAVB4CPwsJTNNMrY2OoxHsbMk9/VtayyWFm7TpJnXKaKg5OE9XCT8cKwutag2/gy0wEgZ2R2zGJaUlKRRyVtv8Fb734bzzVE00tKo7kaDinynChNKbWhyAukkvW2IzeIsMuf/cEf8sdf/X2UEswuzvlPf/+fOH/xDM+ZUl2NaxK8v0HgQ56DpNami+MMGXq1A3lZ1U5Nlk1iJHFaIXLNQimUCoiSFEfagIWuSkLH5stf+j3KxYSv/d7XkNkZpoCGH+BWFoNFTO/N1/HyBGMK7r55A1d6qHjOzLVZzBIGTpfo1jaHqc0//uiHtcJzqfl47xD8gHmcoXurmHabT4YpiWmy1bnO83FKsHqTqyvBmfb5evcmf/3BiDe/9Xv8+x/9lDdf/zo/3nvGzde/yb89OCLaucuLscNw7T4RfZ7To2xu8738iFutTV48+Rk33n2XHz94wMbdL/Ng75Skv87ROGJo92nJkIMo5u69+/zTD37E69/4Fg9+8T4729u8v3eE5TcZ5QV7l0Nuddd58OARd+7e4enzZyjHYTaNGIwXrDZs/vP3fkrDc3GGA1qey4qycNbaJHlFo+Vx5+YugrrnKRyXdt9nfW2DVn8V1+8SNDcYHr4P9py+ZfHazV3EUtwVN+ThBw/4l//yT5lKQV5UmKJE64q6T8WrIYAQL025fwM16zes638OqJ2hJtkrpWqRUuohyK9uoX+b1yqXkJl5smAeL5CexHfrvuUru9nlf11L/QrF7YtZIFKouncn1CsAM7DkEEuyLMdyQ7Z3V2k3W0TRBdOTJ4wxWH4XYyTrmzdYRDNce4rvr2FbHqbMOTzY44c/+DE3b1zju//lP7P95jv80R//DyzmKarTJa0k1zrrXBzuYaH5h//wlwyjpL52SyxRp9fAdVyyXFMIxY9+8EOeHxxiIYjjjPv37jCbLQgCn2sru3z40QPKUhM2XL7+5be5nEzJszmDyynNoEGVGi4mg8/9PL4w4b319T8CYXF1+Ix5ltAOu6zduE0yTHGUzTCb0hKgHIMqHa7d2OTG7fs8fPyY+fkVVyeHaBui0TGFqP1Cqwo8p4+xKko9RqYKKolpaXyribI8hO1jMLTvvsb/4/6bFGnCeDbgxbPHfPDzX5ANx1SFpCg1wvWRZYptW5SiICnqPqHv25RpRVHV37GtdkCepJSlRsqaS3ljc5Xrt27QdSW7q11Ks0mUpbiyQyahzCWBoyiaDeIswrUkzWbIXlpApfHDa8ziCcJ49Hp9Hh8O+d7f/w0X+8+oxlM2Ntb59h//d/zs0TMmT56xtX2NN16/xrP5EFlJ7HaDvYMjbr7+JfYGI9z+Ld67qlh4LUaFIRWS1Ak4Op9w/faX+OmLH/D2d/6In/3sQ+7eu897P/oh62tr/PzhHmF3nYMX5yQi4ORizMXlmNa1koPzAbdee41PPnnBeq/D3scf0e2ucPToIc2VHvOLIzJjMckypmcnrN66xbP33uPG9R0mjz9kI2gQHz1D5xDYFmfPn9JttzAXOR0BbVdR9jcQkxnzywvuXt+ifa3H8eWY9bU+jmMIu9v0uz2urg64c3Ob8Szi1r03kG6L0xcf872/+Qf+7Mv36IYNpp+RNMrLgmIxInV2lkY3y8SC+UzvTGCplyKf1a9td3/rWOaNlxXky6h0XUW+Uh/5zGtnVYlj9Kve20v59lpO6tN4+TdCfFZY7FcqQQOtVpN2q1nTCvVLox/xmcnup5xa+DSZVabWZjRm6V+x1LqDT6EtSlhI6XwqilAkLOIY3wtANXGsDFuV5FnC+cUJvusxOxvQ7q0uqXGSSRaxueXi+h6Di1P++i/+HY+fP+fBwzaV1vz5W1/GarT5P/2f/+9cHB6TFguiywHPXzzFCgLOnrxgliVU2pCmNQ1QILGVRW+twSc//REX55dMJlO0Mfiew/7+IXGSURQ5JydnFGWF67kEXsjjp89ZxAmBUiRRxub6OmVlOLkafu5l/sKENzw8o7naRnVaqGnGxvZ9ijSkGdhUWhAIjSOWTlNeQDaOuNp/AGT4oWKWXEFqENJDuRbG7+BJj3Gc0Au6GFuRBSkGC8sPUOIlKboeRpRliS0VXhCyFTTY3LjOt7/9J/y//1//T86e7hPYNiRTyqqsm59KYWHQeUXl1WoRrjZoKVksAgySfGl4gispZc5pfIazc5v3jg6oioL2xi5tXxIvhvQ6G7jdJvPRIVVREW6sMBxdsrKyQVkK4nTKIjPMBxc8/2SPn/3gR5ztH+Iaid/wOJuO+MH3f4DX72NEwSfPPmY6OkNojb+2ynuHh7Rv32X/+Ih5lLB77QYfPHxE4NUGxFI5HD57QdjweX58TGqHnJ0NMNmCLM8ZTyPcIObyaszNjRbT4zOaG1tcffKU3uoqpw8/Zj1wmB8/x61K5PwKES8ILcnk4pRWp8Xw2YhWM2B09gm+MOQPpnh5wWAxxUpS5GLCXFlIBKYouNZpMHUMqeVz05LErR5zY7HaCumyirYt+pu7+P27rK2t4riC+TzBLoYcfvKUrfU++8+PuP8VG0xBguT542eIwRXv/PH/SKkFUmq0MVhSEGvxy76zr7Z4YjmwMFRaU2TZq0SUlyX/rVFPUgXl0sS9fg35SsJJCPHK20Ev1YLTNOViPmdrY73+3TI5GmpIV7n0THlpxv3ynNWSuvWrUTNCRC2qYL3kdS+3xZ9NeiyHNUZjTPYqiQK/QXW5/rkyBVVVq8NQaaL5CYvZnNxrU+kC47RYzFPOTw8YTwumomBlbYV+dx3Xc5nMp6xt3kNZFlmWkJWCeL4gXswptODGG68TuIpmI6Th2ZzsPecf/u6vOTo4QQlDIRRf+vq7/OSf/gnbkrXfhwTPUVyNRni+5PjshNk0fWVKJKWgqkqqqsRxnDof2AqBJo1iuu0mv/faPX78k/cYzmb87KcfIJWi3/4dxQO8/irGcbFsD1+CSaaITBAWDia0wTKUTgiugycbFFVErgu07ZL3bGRZopcy0Z4KCVTt/tVQFUUcY4UNKs9HGYnHp0bB4uVYC1MbkEhnqV6rWSQFleUhQ49SGJrGIq00kTSEBgpT83QrozFpRW5L2kZSRQvKssRbjtvMHPYmE7St+Pi9jylNhaSGDXiug6oASyIth1LXlotr62uYuKCyodtbIc0Ljo6OyJMIneTYaUWr1WCWpWhHURaG48N9vNEJ0riMoxnTJKbXDGE2ANehfJhgWzYFipHOKRcxjnE5f7pH+9ouF/tHtDo9Lp59jOM1uHrxnKajOXrwPq12i/LwOQ0geX5O02iqvTkiTWiWM8wiJhFQCkELmKUF2nc4HlyilEV8NSCxLJL5gn5lKKSN79qkjsPE8XAtidtsYLXaVJaFM1vQDh0avVUcZSFml1zb6FFaXWQZ8eDogrf6HVY6Hrm/zYc//RE//6cf8NW3X+Od7/weN7d6fPjeB8xPBwhjgSlxLRulDZU2SFW8uv62FCySGqNpi0/7aWa5LpauiRjMUuL8M9vH/xaevxCv+oCVNlhSYlm1BaJeOnh9VslYL8s5x7GQ0q+5plrX1KylynKW57WcvNGv+ouv/HOppeCNUssK5zOnwqeaenlp0LIGQRs+3fa+BE5LIbBkjQX89a7hbw4pau6slDllZbi6vCAIJmR5ycVpwcX5JWF7FcsNKdOIq9MXZJNT/KCBDjfpti+Jhgu8Rpckm/LtP/42uZLMxiMWkwlJKfjx9/+em7ubVEXE3vMXXFwOafk+pTCcPntO7YjGUpoL0rLEVpLZOCZa5OTZp850QkgWcYolJYHvM55McT2XViOkGdRSbJdnF6R5RlVqojxDIFnb/B0TnnRrtVfbKJTbo3BbGGPYClos0oSBSfCwcVAoJMJqkBmJJzRGlOSUBMZGInA/81J+GH76GkaiXqFjlt5TRr9ymnppgyeUja5KWp0m/ZUu84tTNtdWsaRkMY8JpMSpcpy4Nk4utaYyGa5vY0U52IppmmBLieUoKilQCFygzHLk0nHeQpAUMWEJlueQZRHad7CTgpPZC0xZYRyLi8NTrCSjVIpACHwtiHyHSZWTmwryDM/zuLnWwZYWp9OUuzstTO4yqTSZVrhZRRxPcYIAzwjiBw9pug7Kc3HShOnzxzSqiiJeIKsCZzxBGU3pJfTygHgxYyZBGOiWGbO2y6R0kX4TRUTQcJhZCm08PGL01hY6aCBnM5pCowQsWivYpuL0+T5vXO9xMtPc2u5Ddx07m2DrCZV3HelauMKgkwJpSYpSkIdNAlcyyDM829BxBcO9I6brm0SXT/jge//IfDhmde33kZZD23H42S9+zsruds1fNYaXowaZZKh4gQh6VFWtGuMgccu81uNbOmp9ekOb5Yrhl/7/q5PVXx0a1ObcdbVW3/wS27Je4dyKoqR8acWZFXiyFowtl9zczxqvW0qBu3RCk3Jpo1i8WrevzlL/KshNUCx9JSzL+s3DliXNrU7sNQC6VnSuk2K1ZJtIUSe9l/4cXxTGlGgDk3mEKWsjoCTNOLu4YD4aMRyOcMNLvEZItxlgTI8oWzBJruhZIUWe47c6jMdTFtGCwjh89Zvf5PDZU+589Tv0eqt4to80KZoLru3ukKYZG2srnF5eIR2b+3dvMZ2PuTwb1pYIJSzinCyvakfAJb9aiNp/OEtzGit9NjY3sW2LKIpAlyyiBePJAv/+LiV15V0UFZalWN/c/NzP4L+iBvjphauTls00W/Dk/Dkbq1s0LJ/PzsYsaukZhaRhHPgC96CXoT4DBRTAq270r0ReZGhd8ejRUw72j6iyAlkU5ELwzle/SnP7JpfjEx7/6CeUWcHqygquY5FFC0bRADmvaOqA1ZUuaVniWLXDfG40FCVZWSJNjTlyqpLSNhTKkOcap6pITYUykiovyaTG0YKmbZOmKaltYTsWCyocZdOqJFCbQE/OE7qhYGvLJUxXWeQCv9llmFc0r85xleFcOFzg0U8GBLpkKFxi18atNOuu4ioIMALsPIK0Ym1jk2IOsrdKoyxJbZcgi9H9VVZNSaJc+uUcZSsit0GDkpYtyewGM+OwtlmycB2yxZRtnRNrWLQCtAzYWlGEvkFiKBHsHQy4GpxQFJq8zKjihI7jcDaZEBcl/9OffIPGzhqm8vF1QXx8Qk9p/vFvv4tIUgKj0bOYxSLn4NkRju/gq09J84FVsxAqU2NfXyYhjFVru1VlDV0wCZWo2TDmFY3qM+vmVx7/cg+tDikkwmgcJSilolxOeYFXcJfylXy6YTKZkaUJnX6/dhLj5fbakOUFv1RNmToZvpRf/9XzeSmmCbVXRVmWWEsdut/0PpSsGR0AWfnpbVG+9KpYHqwNGG1wEORl3QZALPX5fiXmUYwuplxdHuO7Ho6jGJyf0Al8nj64wPY9hpfnNNI2q+2bHF98QJ5kbF3bwZI5g7MXhK0+WnlsbV1n3hjyi5/+lPl0Tn9lldVuF9Fy+ehH/0RalLhKEgQe4+mULMt5sbfHvTu3aYUd7v7+PX7+058R5TlKScqywlQG5dTWlFobAt/QCD2KPOHFi+eA4d0vv0O3HbD34jlBWzGazvDdEKNnZHlOUZV02u1ff/PL+K8mvF+Nhu1Bx6bSFdJY/zwjr2W8MhH5lSjLAtt2sRyL3c0tVrtdoqsBjWaDlduv8dpXv03QXqE53eIv/ud/jY4T/m9/9q8IVtv80//3f6bX7BJlcywtcJWNsh2UbTOaTLEsCzcMCUVNObOkRWXAUSkSlyiLkMblajrCcVwEgjXfq/0xSo1vwpq/KBVBWeIpGz+UzNMUu9vHKjJyVWLLDu2GwhEeB80eXZ3TEjmoiu3N2+wohTW6wrMtwnYXpGIeR6w656yrPoNgg5aOeP/hCTvdBh9e7fP2+ibdcsZYKnpWn4n00HHEmt9GZjazdEqVzBiLiqtowTjSjEZTTJHw7tt36K/2iXMXRy/Y7YWML674yt1dEuUwmAyZj4959OSApnCIqtrjVqUFrTWPS6lwdcHzvWPE00PCVoPXvvQ6nZ5Ha3FOUC6wnFoxOokTZvGMTAi80MfKMhT1t7gRFQjIEWRYNU2r5jOgHIt6SZRIU8tgKTIqatNv+PXK7uXjl797+W/aQJrlmCphmuc0Oysoq8b31e2STyEgL4HM3ZUuZdn6TGIyrwqA37R6a7ezT+PlFlcsHwshXhmF12bb5pUOXq3qsqx2Rb1tLbMp6BysEK3rSg7lYz6z9YX6lkmLlxt8sF71OdUrj46yKBDFmPHpJ0xnEZ2bd1gsHPxghX/67t8xjWJu99YplmbgH3/wAY2WR6vTIl6UFBVY5ZxYOmQKAmUop+e8ePSIo4sR+w9/SMeV7PZCLo4PObq64uSs1qxzbIUwtWFQnua01ldxPI9SG6IowbYVSlgYI3Ach6rUy36pod0K6a+tkkQLLq9G7F7f5fDFAUlaEQRNxsMBcZQvh1Uuu7ureF9Q7f4WCU9Qu7HWZsA2FdqqEJaD+WdMdl94BlJSlDm2cPAaHtJRJLZFuLLO7//p/540K5ay1HXCLIyhLGJ2t7/C3W//ES/e+wGL4ZR+K0A4FvPJjCD0OTg8pSjKpe6XXDapJUZILGXY3dzAFQJBzvbmFrPFAs8Y/DBEUwMmbV3hOg6uNlRSglKURe0Pq1yXNM1Js5yuHxBZHm2/w9fWVqi0jVzXZNpGWJsIobH6DeL5nEI7VCYlKUuM1aPSEn8xRRARlhFom2/e30WamIG0Ucphkcf87d/+J+J5hLRtdJ5RaY2uNPbSrNpoQ1XWk0wdx6xvrNLs9nj99hrN5hb5/iEFtxjOE/7zf/k+k9GMtmvT3W0RlBYiKSCrMLaNE3qIvCDAYmxKkosRf/f8b/lXX7mFmswxyqZKFwSWoDg9xqz2KKocz3PRWcHx4x/TbjYoqjEKsKWiyDNMmaBlgEWtspultadIncY0lXB/bcb5ecnus4+VlEjPxlQSaXl1H3eJ9K+q6hWD45fWHWBb6pd+/tXXe/nzZ4cFr44zUJZ1ghNLCItj25/+XtR4uqoqEUiMqIn6hdFQZZBHpNGc/ophEUXE8YJg9Q7S9n/pPD1bvJLKEqKuli1Zc2Fr856Sq4sjLk9f4AU+a2sNzo+PGV8MqZTPYDRCWZLz82O6nVVOTg/prPTRwubydIzb9Fi/POH55RXX775Dq+cyHEWMRxnNRgN9MeDsxR7vvvsVBpMCGTocvH8IjsESsLO2Tl5kVGXF4cERLw6OMabewhZFRbVUtPFcm8B3saQiTmOKqsKoEmlFXF2NyPOCv/u7HzCbjllbXaHd3+Srf/jnXO7v8xf/9t9hO4rX773BT3/43ufmki9MeEJKjoaHmPOfc+v2HzCbjwnlFGU0ld2Fxq0lSfn/X1EvW4FAKoVtSXb7Hba6q3wy/Bln4zmVqQVFq7LE0fX0xwCySrGVwg4DXuwd0SkhcR3KOGHv6BRhoChfijBCWWpA85KdmAFnlwPWVvt4RhDmBelsQcNxKLIUYdmUQvD+B49qIvTLb3MhsKXknXs3EE2Di6CMFjibbdKFoQjm6PmUpOggS3j67DlHRz+myCo0JXmWLY1f6gnf9NY1bt7eQVseru+y4TmcvP+UL3/rLXAU03HF8fFjovmMeDYnz8u612Y+vS310sfVGIPlWORpwcVgRDyeMjea/Qct7u7uQAa/ePCAj48vEGmKBBxq2UmrMlRCIJTCBoooJXBdbNeGqsRTFpXrIIsKVy0NDUuNRFOagv2HD1FVjAhC2qpglQQzmjF6/BhjauykW2YU5FBpBOWS4G9qytgSt6VMTiW8XwMPv/z5V7eTn3b8lrsHIbHtuqIznxlGfF4y+/xV+cXbZ3iJEZTLitFQliVKyk+ZIaaCKkEhl9LnEiGhSqaUWQzKo1BthoMR0+ERRmv83jVwaiFRtcQgvtz6KimYRwme62IJUUuxyZLLs32O9/dIkpgsC4lmDvPxHoUIOT++IlokoDV5pgEL23G5urjCv7bD+tYulc7Q+AjVw/U7PPzFL7h19z7CrSfS66t9un04O/gpaVRguwGmlEzHC8Kmy9H5RS0KkBV4rkOepORFheNaWLaizGtrSktJJtP50qS8prc13JDZOCdOarvVwxeHbG+usdLvMBhe8p31bf77P/gj/um7f0+0iDm5PKa71f3ca/eFCU8bjVOl9NsBo9PvMZ+PyQKQVkkjuIYXbJCrxn9lefxuIYXEsh3yPEXIWh0ii2ecp5dEaYoDVGVBWRa8XHKe6+O3WkTzOWVZMJyPOD04ZjqdETRCzk/O6/F28V+R3VjGdBYxnUW4tsVX3nkdO6kIrq1yOZ3z/Mk+AFla1JO4Vy5R9eO98yt6ccpaq8HkYsSRgV6V47Vfo/CbRJMh48GMhw9fkBd5Dc5dmpPYjrV0lTJ8/HSfR88OaNg2X/7qW1zf2SI72EPoisPLCd/97vdxAGXVAG4pBcqqBzN5VgISP3AQQhBH2av3ZrTBsiV2rinmCVdXQ9Ysi4ra+tDRkkgIXCNopSmz3FBY4LgWShg6jo3KCnqWYuY6yEIjKo0pancw33VY6zcZDHJc1+HO77/LT7/7fRrKZiUQfPTX/4iz3ocyx9cFRamYvnjMbLigs71Ls9uk02stk14OaAQGaQq0sHmp+yZNXldGv1EHrpazrPtnNcPhJQDgV5Pab0qYv03y+9VjPps49Suyba1HYin1ap1ATdGKJldEVwcEvW3sYBWlBNl8QDo6xW5voIuSpExJozmO62G5Nc0KCYvJBcYKaTTaGAxKaIpsDrqgJKfKZsTxgnlUMh5NaPTX6W1c5+KTn3B1NWc+vSBXLl/+5jf5+fe+x86NawyuLhkPxzS7PformxztP2ZrvcNwHiOF4ODJz1hd2WRwdU6VxuRlyXy+wFSrXF1coHOLv/n7vyPPCrIsx+gKber33uoGZGXFaDSvzYyURMoaslOVmiQplv8Gtl1fs/F0zu72Not2znhS69y1u02OD0/Jq5K/+Xf/C4tv/QG+67OIYg6ODpfqNL85vjDhjRdjpkfvYXzDLNnnxYcLVrdD3n7zOo6yKNIRBOFnQUL/bKFNbWjt2g7KsonTGLRE0wBdW9HNhwMkJZXWxHnCbDqk1DW17fnTPdz+OmfPn1Bqg1UJPCVpthqMRlNq8ZxfVq/4vMiKkvc+esw1J+DjD55wlab1ZO4zx3x2S2OM4fDkguOzK+7duUa302YxnnFzPWBlbYV//PlH/PS9h2R5UW+bPBsstcQd1WoyUkgoK6qyhjdMy4qf/Ph9nj18xht9n3/83nscRjF5XuC1glrKXdRijr5vYymbmY4ptEEqiWNbr/BNeVoQCIGDoLmcTLuWQBiDjUDZimrJ0xQIXKlwHYFwJFWRIHVJt9MkupzgWwIrrUizWnq+rEpkVdK2HXQYMBmOSCvDzz98TiEshB1iijne9hoHL04ZJynaKCoDrmNTKpfnL/Y5fhqxFngoqprCUHNq0OKXl2yd/H696rKkQQpDocUrKMnL+E2rdfl1RS2rKT/3OPj86u6zvxPLz04ufUpegqFraElt70iV4TkWqbI5Ojwg9M4QKNwgZJoqisnHtHq7iGCFQp5gqpwsSbBkjlYWZVXheA55OsWxBIW2QBcsRlcgNMOzc05ODvG8Bp5voXRMNj+ht7ZKM3R4dnDOPK6Yz8fcfO02tm3RCAOaYUh/bYOVrsds5OGFNVj/3puvsX/wmCIdcXo64vxizNVsRFVWPH50QV5WbGxskOcFcVILGFjKoqg0WVGwiBMspXBti7yqTcHLsm67QK2c4no2xVItwhhYLFKePHuBlKIezrgWe/vHNBs+Bjg9PuYv/+rfc351RaMR0uk4JIvPx2F+cYUXnSGFzXh2RZ7a+L0mRmZcLS4J8wg7K7GNwPLXMOrzrdF+l3gJBO34PjII0MqQxxmWZVNJSSng4vSSf/jbv6JMF7jtNa6tb9FwLbSUBI0Ak2dkRV4/oQElPuP7ybJ/8huGJL8xigphGfIsf4V2D5eyP7Nfgx3UobXm6fNDdoKQ1U6Tk3nGP/7rv0bGOaasE6atZN0sl9TlfVFh22oJQzT1YjDQlBJXG6wkw1QeSoraKDsTWJaqlZbLcglsrbf1vu9R5hFN36cyGs/zIM0R1OKr69LGVPXN5wqDqAxOlmHL5ZaivhD4vkdRaKQxRNTVYUlVS30BpqiwhMEIEHmGqEqErgjbTVbaIZ2VHne//DY//cu/RhX1e9rc6FA0WhTHxwSHJxhLMTo64cnVHu985XV213zufudtsiRH6wpFhavH1Bi8DINcTmsNwmi0sNDCxQCOrFBSUZX148yoV32/L67aBC/HDl907BdVgTVsuE6YllXj7D4FS9fX1BgwxYx8esx8eMYkyjBpTKIttPDAa9NoNbhaDDjZf0S710UnV8zyiiodMFsssByXRmeVJImwywGHx8e4YbfeJktJWgrGowmrG5tURnN1fgJljOv6lGmMTqeEoWKeGvygi5Rjnj5+RqPpM5vNuX3/Lo7v03NdjDYUpeF73/sx7VaTbqfDtZt9Tk+/x/raCuHNDqdHp8TpjOd7z2vz7KxYVueasqxwlraR1hJ07OqSJC1QCOzAoyirGpy9nJbrujFKrg3k9aestabpB4TtJpUpub67i0HiKo/nT56R5xnxwsfzfrnH+dn4woTn5Oe0utc42n9Ons5IMlCqQuctCpGT53uEeGC3UP/MCU8bzTye8/x4j5WgSbPRQViKsiwohKQSMJ9N6Xd72M0diDWXgwFWmVMYw3wyIovmNP36vATU24OkFky0BXhCUpjqt8KpGksiPAuVy1cVg6DucX22V/SrUVWaLCugKEBJimlEYNdwHUMNM3AFOJ6DUpIszrEthe3YJPOEz7AfEYAla88NoRSW5WBMiue4tdOZZWFJheO4GK0xutYSQ4iahiQrZGmwhcD5DHvBteoqSWOQgC8tSsdC5XXFqYqKIsnIygph2+isJIqT5W2t8R2LuWXTW2szo8C2FK/trPHwbMLNjQ08y+L1+/f5bvOfaIYKMYPhNObicoRSkrkRfGtrje2monv9DiJ0eTYp2MyGhGVJVGSoT3HpCCoEFZ+VTJcmB1NfW6MV07hiMl+wsbGBRU4pguXf1lvMT0leL2t9g5RqOWn9ZYzfy2v1edXcy8dKCtBVXSGKug3jiJJkPsEO+5QGLD0HJFk6o8grkjRFSUVZCk4ujuh11plNHyIQXJ1f0Ag0aTojCFyafpPZ+Ioi11SVi98o8UTM8+dP0JUCMSWNp6xuXmN0eUBRLphPpijLJo3P8JwtHMdhOr5kPhmhbZvr13fxW6vsPfqQb37rqyhL8r1/+gHnZ/v4Xo72E0K/SRi26Td8sDwuLy/Y2z8jnibIMOD+67tcnJyzWCS8+fprRIuYZ4sFnZUuWZaRTms/E89zyfOMqtKvdhu9lR737t5mNp3x8aPHSwc6iTSGIi0Rot5x2JaN41qURQkSdrdWkVS0220ePf4EhKAoKsoMRPA7JrzFYkpVjTg+nNBsKt58bYUX+xcUpSEqJgSORzTYo+/dJnQ/H/vyu4ZruWyubdVOllKgl9QY5QdUjkLnBS8efkhzd5doMsXSFXGWoi1JnMSMR1dcnF+8er4iL5jPF4il1LcEbCHIf4sqT+taMPRXd+9KCDwhST5HPrdG5BmE1ghdH2+5NiKVKK0JjEBUNcLf84PaaxOJ49hkJnmVSW2gZAk+RdKxJDOpiJyYQCmEZTE1KUZJPMtBKIHUEBETWDZaCCptKFWBpAZmS0sitEIvk67AYDkuoijJlFg2xeukrFRdzVaAkdAKfObTBQ1p2PBd+pbDfBGjXZBK4lULrPmYykDhWBztPUJEKW6/QGL41p/+GdFHjxkcjfj9L814684W3soqk+YKJk25U1wihhPydg/b+rRq+uJ4mahKGr5BChvKGKU04hXhvlbakNS930q4aBwEFaaSWCZ/lfBK6S8T4mfRpp/qA8tlUgODFGqJL3ZQFLWBU1ny/PkDXLdBu8qQVpOiXCBMyeHeJ/giYjx9RuA2CFr3uN7sUBYls8Ulxyd7WCJgtoBJNOYr736DJJtx9uD7uH6LN9/6GtPzEWkaI4o5VZFzuchoNdeZT4eMBxeUpoYDNZ0m69115knKxx/8HL/hI0SXxXhOw025OH7KfDHm2uodqlyztblKvJjx5MGE2/dvI4zD6GxCaQxhIwXHR2vDrTffwHEVSTxhc3uTg+NjHj9+QtvxcGyHIi0pC01RVmRZydpmh3kUgzb4vg0I0CVn5+dMBjXh32iN7zvkeUVmwPNqYPb21irD8ZRr17b49h9+m5PDQ6LpkDiJabVbCHlBluaMJ3O+/tWvfu4K+eItbXnG5eWEtTWJ13A4n1wQNnxsyyZNFFFe0O70sRW/XYf3vzXEEswMn+KVgJYtcZREWQorcHHIGaUzZtMUWyp0WfHkyXOOT45JsoJGq6avOSyd4D2HMsnrreQyoby0qxPL0vmzIZVccvgEylI40qbIPq0ufCFIlsBThHjVk2D5seRLR6iXmuLKs/HmEi0knhRUlcExoHVZm2dbtZu8MWbpWvopyl6p2u7ScxR+WeOxpLIwRYkUNdFcY7AqEPZSoVkIiqrCEgJT1OfgCYnRpmYBKLBEfdM2PRe3KsnU0vlUShq+j91QxEXObL7AsxW212A+j3n92hrPhzGHwwlhM6TKFmhtaCyn97YHTT/gtftv8O/l3+FjEEVOkFzxL261mK9anL29y+rgBenJMTurETpKSaOcqqpYbTWQ62sskoLJfIbW+pfYDp+7dIQg9J0lMs0gyV8tqk8HHAZlUhTZMol9et0q4QESZfJln7NFOAAAr7tJREFU79BBmRQtauFKRYag7psVyQQ36NS1oqhvBGXZFAU02us0Gw0sUXB++CFKVRweHeM6PngucdoiShe0GaONx9npGZZnEy8UjigpdYVt+zx89ITtlQ7d0KPSkg/f+z5ax5SFS7flMpyesLuyTpEvGC2tEItKkKdzUi05mKcEbshoPOPq6SE7O1s4ts1oMsbzFG+8822SaMA8GhFHKffevInOC46OL8lTwcpKi3argSML2o2Qt955k8lsQZGnfPzoGWVRcO/2bY7PL6iEIKhsLiczbFthKYlyBFmSoaQkywukrOEoWVYQJbXhfFFUuK5DEDYwRIRC0lsLmU8SpKxYW3P57779tZrWWCiOX1ySGM2/+p/+nPk85uj4lI3tdQaT0eeuiy9MeA8fvWB3a4VOp7ZZHM8y1lcaTGezuklvAizRwlT1N6gRv4NKxX9DGGMoqHCo8DPDuKx49vQ56jlM53PiOEblFWqJ2pdK4bY7tKwKOU2xlcS2JEIayuSXn1sIlpzH31ztiVIjZF2J6UIjpPw1WWzbs5FSkqdF7QS1DMlSNjx0kVZWa5uxZBUgsJG4RlHZDkpl2JaNlAI3dOvnqWoKlhIC23exkVSmlt5+eZvavkdQFIwBJeoeoBYKqhoaY5RCGYPV8lkM62mt0XW/pPgsmDbP6hu6HgRimQrXVFiBh59LysUCz1Qs4hhHSEJL0O/7TJOIcWRQoq5oC2mhLQvle2StkIdPHuELaOcZ4UoTd3ZJFHaZhmu0ygJ3UDuKJSdXSM/DcixmrQ4Tz2ejyuh32rRaXc4uzijKT6fN/7UQv3qRMAh+tan96Tb2ZSiTvVrTBoFlYgyiTpAmRWOBkdg6Iy9TqnRKOj7Bbu+QxTOCwMfxfBwRcfT8KRYW8fyS5yeHrPTaXAzOkLKJUjadcIfJZML77z0kygpsy8d2HLa2t8jmU8q4oNVSZEVOWuV4TsV6b4VZJJgWCZN5TFGWHA/PkWqB1gWmcjCFjaNXyYuc/sYG0Syi02+zyODBR4/40jtfYnd1jaZbUHJOIXLOL4cErQ6rvW0m50dUmeTGjR3msznn5xO2V2wKAxdXC27cuEbYXae/dp3p+IJvvvsa//rf/Ac+ePAJRZbXIGhVD8ssy0JXNXskWqIkqkpj2wqqEntpEbnW72J5qu6V6wJVWNhKMZzM6XZsjk8/JHQ7nB+cE+mEnett2j2fdqPJmaU4OznDVp+f1r4w4a2sddBCkOYFWZLi9QTKNbSFRxjuskglUXKAGYxIZ12Clbeww/5vuxb/m8IAk/ElB5dHnJ6dUFS1QdDRwTHKlriuRRh45EX8quHpeR5CiWViEjjSYlpWvxEwXVdgBqHEr1MfAaNq4JMwL81YBIhfvknytPi1CvFln44lkt5WilWTcipAvzyPJZzESKvGG2YVXqtDMlugLYn1GbxYleYQWDgIXGVhA55lURmDryw2u21CAakwhCjGy6qw5bkkSUpVGVwhXw1rlJBL+EQduirJkqRGxgvwpKZpKQoJdq/JMIrRRUxzrcfVZIFCkE0zSi+EdI6t6y+9wm/g7V5n6417vPvVL6F1wd4vPuLbb14n6PVIXR9t+9waHZNdXDI7G2K1A3Bdqm4fe/cWr9+4jejt1CYy4yPmzx8RN7awvc+HHfzzhVlue1nCYXIq4aCWAxMtbKQpERJUlRBPFrgsYP6C4WiI6V8jWSwYXQ1I84oK8P012i3D3t4LirLk9devYymL2XxCvMjpX7vDTQeePDvm9v37tNttOpHDfLLAqJxOp0GSzIgXl0RBg8FFycrGBrP5JQgfoUNG4wFlkrMofRrNLllmUAYmD54xTzKMkLhhyJ37d2g1G4zHA07nM4qi4Ma1Ta5d6zIeT7k4O2b/6SFOGDIaT9lcX2c6GzMYXeE0Pe7cvUUcxxSDMyYXQ7yGzS9+9iHj8ZwkSemv9JlNR6R5voSdVEsanH7lk1HkJU7g1UIfusJ1XaI4QZUCSc0zzooC2wHPDxFGcHwc0Whl7F1dIoQgiSr+17/4e/aPTvACm5vXt7A/v4X3xQlvd73H0/0Tyszi9s0VBqMJcyJWW+uUlUARkxRT8mKB7Qb47eSLnu5/U0gpifI5YVlhynLZvKfuVSmJbSksyyYFSgxSG/I8w1IVVZljU/MclZK114YQvzSh1aX+ta1s/br181uy9pZU9rJ/Y9WV3mdDLcVMpRavsH6CZd9OV7hGIEyFbernS0VtLi7Ekobk+vh2gicUmdEYJVBKUlF+CqBdVqDKspBegFG1mnPg2CRJirBqGIAEsixDlZrJfIFKEohzdKVr8vwyuTvCpqg+rXgCLWgbSdlqcDWbg1DkuqTUknIec2u1Rzk1RFWBNlBoyXSeoDKN4/sklSYyCq0U22/dZKfhUzx7n92uw5+8eY3EckgF7EwukQd7jAcThB+gpaEUAmtjg/Zb3yDYfRvb7yMXF2SPfsToxQM+mi/ofmlt+UHwz99CAYSwMabACAdBiZAWOp2TRZcot4UKOggEvswZXp1jOzZXp88IGj1Ox48QZY4uHXJLEBcOYbPDYmS4vLzERBP29o/Z2V2l223g2hlCV3RXN6nMFT3l0BAx3YZHt9fk7OiIeD6n0Qpp+W1K7TEen5JVKeXgnGZvm8PzJ1hSMplETCdTdrZWOTg5YHWrwVbbIUorCu1Ap83Nls2zZ6d4jRYGzccfPyFoOEgEeVJwfjnn2u1dHOUxnUxYZCmiyFnZWKcqpkTzAcoK6Xa6ZNmcsii4uLhguojpVAFXp1Nms4hWI6TVbjGbDCmW90GSFQS+S5LXuNU8K6gqTZJmuK5DVlRUJidJNbajcG0bx3FpN0IqFZOmBdJxOToe47seVVVr/p2dzkmTIUjJtd11nEZONp9/7vX94imtK+ntKHzRp9W4geGQUreodIvLwRGuDbbTptPcwuvewWlt/fOuvs+ErjT5PCYvUooir0neAoq8RCpJVmo07rKlXA8Z4iTDsWuohqUV1UvcD3V1lZtPjVOM0a+I4Z/FbenanRls9eoGc/2aHlRqw2fFZ+VSALJ+nk/VMvTy2M/KkNtSketiOc2rPUDsIiNwLHwvQOmKDEhN3VcU1GKURVXTrFRWsRid48YZ45ML3EZIqUumgwl+6OO3QqSuWLEdQmWDNiS2BcpQLPTyfBUlJaI02JXG8kPWdlp89ElCFmc0woC8yCk0NKRARAU6yhBaMl/kWEAeJThBgL3WQtg23vOn2LrkVl8x69tIneH3r/MCQWKuuM4CM0m4PB/X4gCAHXikKxuk7TZbX/om3fVbVGUCpx8w+PC77M2mRFWMm3zaNy21QEnzzw4BNUuBTGFKwGB0jpSSZLGgmkb0dwKKoiQuc6QssVRAGHhcXrzPYHzFbJHiOk0ai5jBbEYQdFhZuc/p0Smz6Zjbt27Q9Bwm4ylGKxoehLZi9/oWg0mMSTLu3N3B6IKVtQ1GtoUkJ0kzzNUQSyry0sKxesxmY6bThJXmOlVVcvP2BvPBlPtvv87B8z3OXcPl6Qyv1eC1+3cYjUZ0GiFnV+fMxwvcMCCOCoSU7OxsMhzNOXhxzGy+YLXfYWtnEyQ0O218z2Z4dUSsM1bXt7BMQqPd4uGHT9k/veD6jRtYtmBnZ5PRdMbe3h5K1mu7yMsaFiZr+ubLVorj2gSBR5KktcRXUVEWJVrX0CXP86i05uBwguNYrK5YtVd0vqAsK3rdDotogQY6QYBlK8aDCG0+v7X2hQmvqko86XO4NyRa3cTFYNkCZAstAhqt63RXv4RBo+x6Kyd/C2OR3yXyKmeaLCBaUM4XOEriSZs0L6mWfEUzH1JVGlmDFrCW51It9dIQYonsrhOaBFwhKE0NztWV/k3aBehKkyY5xncg0xRFgVE13eolXOQl3spxrF9jchhjMFJifuXuLKn5AkIITKlJ4phyFlOwwGkG2HGFVwkm5lO9N4NBlCW2KwglqLUejqUQno1UHr60EAakBsoCHbi1gVFWIvMCbEkrqE1SdPWpu4JdaVxfsdFsUWYniNLQczyELrCLjCqaYpmazC+VDXlKXuUUeYK7ssnqtW3WZcgvHj7hPMr5yv0mVqdN5HZY5DHB4BgxGbOQClsKHAe0Y1OsrtG/extn9RZr17+MbbmI80eMfvq3XMYDIqPRUYq0G+QdwWSeQGzotkOsz2JV/rnCLCETSta4RiGwLJuwv814ljIdDRic7xOnMddWmiTmhMvBIVkJZdXDcSOSVNBqrdBpe8zmGceHL+i0Q3aubVKVFW4YEF0OmE8vyHTK6soCoSw2NreQnQ7xfMLlxQmVDGk3fYpxxsnpxbJ6L9nc6eM5DU6PB6z3bzCZxlxdzOm1+vT7IWeXI0bzlJWNbSwVEScZP/7J+wShpt9ZZ3trnWHQJPBcbFeRpSWPn+zz2hv3+OTpFbvXrjG4uKTTdkgXEedn5xTtNmmRcfPGTT5+8DH3X1tnfHjF1s4uk3nEhx98xLWdbYqypNUK8HyHqqjvzWoJJI4WNWtKa40fuDQaAcZogsBlOonrtS0EVVnhuIo0yxkOpgghWOm0mc8j3nrzBnt7lxRVwSKa0+s18cOAbJ6SpzmzyYxG63f0pQUg9fC8BMwz7NkqwUbMfPYMUZV4SrCYXzIvJUorhBiydfON/w2LDcjnCNvDyF9ezKnOOHqxx9XzZ1RLkw7HUdiuXW9rl32wdLmtfEmzghofJaxlhWZqE6BCCqqyJjdjeHVRPi+keZnaeDWJzSsNysISooa3pAVFVvzGwYf5zOT2ZYP80w/fYANBYciUDUqgyoqgEZJHMW7+y2T5pmez2mvwQRRRlJoiLyBKqPIKXVY4UlIqsSTFl+gi+vTvc3BkveWsypJRntKxHDLHxiWjb2k6vscgnSOVQtsumZRIJK5fgWhg+Q7XGxtsbPfprPbo379Bw/H50fsf45cJtiUZiQDHb7IyuyQ5OSYbTogmC4JOC6/pIpWDtbGNuvtVvK3X6QQd7HRK/MHfMHjwU8ZXM+L1JpFvowMHlEOJzXgyJ8+GKPs+PatuB6SFxLf1P8sWtyhKzk7O6K2t4chaBqrVtiEe0gzbGNVjY0dy8uLHTLOAOK2YJ4JonqFRYBSdRsDR8TnTcUy30yWJZ8wXC+69fp/peISDptdpglEcn54hhWLnxnXmw3OyUnHv9Xe5PP8nbFdTGQthuTiuz/HVAN91WV3ZYW21T5wWnBye4gQe165fA2ExmUTcuX2D1fVVWr0VpqMR2XRB0G4RNjyCsIEuC9qtBlJJotmMxXTBjeu7uMJwa/cGvZUVut0G+y9OODm95Ks726RZymtv3mUyGLC93mM6yjGlIE4jGs2Ad7/+ddbXVvnk0UM+efGcstSkL3F0lqR6uf5N3b6xbUVRFJSVwXMtlK1Qqh74lUVJmVdkOsdxLYQUDGdzpBAcHZ8xj5Ja5ch1yYsCs0i5GoxBgm3Z1Oq9vzm+MOHFaV5PxLREFhVtVxAdT3Acl5X1NS5OJpzFF0zxqHTJOzffROp6xG/kp1p4RtdaV9Kq5aSM0cSzC0RVIKQiCDtobNL5Ocn0lGZ3G9XcQAgLI+rydzafUlUFl1cDrKSkSe2RYQc+u1u7XFyeYbk2ZVmRzuagand4A1RFLbaoXkI77NpguEL/kh4f8AoG8qvxEqYqlscYUVeRlalle4wAC4HnWURx/qpysmyFoyx6rmDFCzhQEVQFmE+rK6MNlqw9GXRR819VqamsGo/n6ApRVFRLlH7Lcbiz0uBvHx2g84q8LF/5MBRVRSHAVrVqb7H0eZBCoKSqJ9FL+Iy0LdpeE4QgLjQNU9P4Nvot2oHHazdXafWaNJREhQ3UfMZs5zrm8oLt9gqHzw85LAwdFbI/T9kfTEmqWtuslS8Qzx6QzmbMB/Oag2u5FBo+1GNu3vwKm2/972h2VrG1oHj+U4Yf/hOLdIZIElKtmSqb7iJjsFhAy+bRbM6FqWjaAWvaJa8Mnq3xfqtkJ6hwajiJtDg7HrK20UZIC4NAmpyyKFGWw+buNarJHlkxI04SRNKnkAHtsFsLOkxj/GATaTe4fP4AaUOSVyBSLGFxcHqJqWyKKufxk08IwxDbtjnY30dLi8FgjGsrev0uaxt9HN/n8uQYv+HiqYrFbMjXv/k1Ls/OOLu4IF7E7J+eoasKF3j00SPOV9dwbMl0NuXutW2GF+fY2mL1+k1G8wWh65AvRrSbIRdXI9ZDl/uvbRGlIcOLM4YXp7R7XS7GY04OTriW5zyYj7mxfQ3Hdbm8GpDlBf1+jyROaLfb7Oze4cmTZ+jVioYT8Pq9PvPMo3nZYmN7i+HZFbooKZKKKM7qe53P8LyVpMwryrwgz0vKskJJiWNROxFWGstZ9uaBe/dWmIwSJrOMW7d3WERzzk7HSEviupKVfsh8GhNFKa7tMp3OqTyDkp+vw/nFisfS0GqE3Nq8zXw0Ip0NCTsB3dYOZT9GV0eshyFd4yMyB1k+pxwnVCi8YI0Cj1QqLp8/QhpJf3sDWzlcnp9wefQCTIGyHFrdFapKkudzQqvElAvcdI4XdtFakKI4PTrCFLN6vG1KSlNhaYvZZM6Vc8E8TvFsF8dx0CLm+rVrHOwfsr7WI4sSmMaQVzRCFyMl7opLmRbYWYXUJWmlQetaSdaYV32GVwnP1BfPlgpZaYql0KMSAmHqgW0pQZem3rou/7YsKnIjCSzBtfU2B6MFOkkRCFJjaAhBJQRRXoEp0WWJ1oIJGivWCASWVU9kJ0WOxpAUMev9Jr1+m+OTQa2CqwSVJZElYNkoz6Xp2diWInAdwm6THuA1fKyGg6gEjbUeaZZTzTLi6ZxseAkYblzf4Nk858rvcllK9MWQu996nav5IV9a28G0mxivxcUvHrDtubRbDUyZ05rH2CbD0prxxQydpliBV6uTWDZxQ3EhCjbuf5O3vv1/RbhtFi9+zPyHf8VsMgMMxUoPWRmqZoDldfnodIBp7SKEzdi3IS14/vFH3L52h4bXw5gaEO3aX1yhg0HohNFkQr/f52c//Xu+/Z3v0Gq2yeI5eTQDy0XaNvH0lHj8gKzSdMKbVDLBkiWj82OmsxHT4TlO0OHs+VOMVnzy8AFeS2JVTao8Zzyacf+1G/RXN4jnj7A9D9+3WV3b4OTgiGbXpxuEdHstDCXSlDzZOwLLYW2ty3j4c+7cukuz6TMYe3zyyYd0mg10VRG0mtx68yus3rzD4PARr4chlq147d5NXhycYbtNps+f8/D4lLW1VdKiQCmFQXJyOOPWjSaxnbC63mIwvWJns8+7b9xgNk+459/lwYOPONg/otPrcv/127hCk06nnF5ckMznqMrGFT5pvOD8wqa73iaZRmTtlO2NDsdrqxwcHBF6NlFaLO0aln1tY5a7rprBUxYa6UqyoiJNCpSlUErQaodICaWOaa24rPRXyXVFklRYjkWj6RFFMSrQJFeG+SLCsS0s26phYfnvyKUdjyLazZBET6hc6N3eIE8FIz1kMZmQZRFvba7w9HIfO2ghqhbjyXPyfIGlAuaLkDSD6WiC6znMJ8cUJeTpsn+kcgInYj6JyDMbYTkUIiZoxswGV5hylYuh4Oh0TpZNEWWJ69qYpsHLYBKnSFsxOx9iuRbp8IpcSkgLzvcPkEqymMzq3kCaUxYFq6sbXKZz1tdWuDwbIJXF5so6l4Mha90u0XCCsRSFAJ1kpFrXPb4kR1JXjcJSNWVxmRztl8KRlSapfhOmxRBXEoym2Qw5STNs3yCT2oClqiqKtG7Al1ojtMABpLSojEZqgXYkoeUiLQsLg5/H3N/us7Ozius6eIGP9B3SJKGnbFYCj/HVGQs7pL+1xY9+9B7jsuLd3/sD/uN/+Cuk0fx3997i7//DXzE7u+QPv/YOZVpBtMARDbo2hKT0wg5GtGifH3Jvp4kZPKatbE73n7Fra6KrjPL0BWEzIGi5pBeaRlUgigzHVQSdgJHpYXUarN/7Km+tbhPYFnJ8xOD5f2Ty4U/IZnNKFKw2yE1B0AwYqVVOFwFrX/9jDvcPCZyC7UaDw6dPWZwc8m//l/8Pv/f7f8jb734DRUlSSBwFStWy5wJIS4mrXgLWNdH4itHVOelgn9BJubw8oswWTIbHuP4qRqQk8ytanRVGi4SyspktntFqbtLvbYJVUVQZg8sxpZkwGs9p9dpsb9zgbHxC4PnMkpjSaPb3T1jf3kYKSbRYAAGL2YxWy2Ojv4awUiaTIVvbfTpBh7yy2D/5hJOLMa7lcstIsnjO8PyUZqeD41hMpnNcK+T6a+9QJQtUKZlGCUU558t/+odcDef8p//1L3j7rTf49h/+Psrx+Mt/+5d0wpD9/SN2bu2QlGM8y0VYglutVR59ssfq2jqNXpvL80u+9dWv8njvCJ3nTEdjHj54wttvv0MncHF9hbTHSANHZyMa7TUaeUGnE3ByckK53uX6zXWq8i0ePHxEks3I83IJxP90rC5E3UJSVi0OihD1TshRWJaFbdXCCC9eLDA6QoopBkOzFbJYxGRZhhCC+SRDqKUwqoEszekEjd9gZPRbJrzLyxwpHWw7I8lijBa0Wg2qRFFlgn6rz8wktLsSRcFscURVOVRVSTNwOL86YTaTVIWF7UqiOGU8iDHG0Gz7ONKjzCuksPGbbZTrkoxzRuMKZc/JRpr/+NcfkuWGezd3iZIIrTW50RhfIVE4sq5+zCLDaE2lQFam9qm1LeYShJLYeYUtFYPhiNyBs/NL0jTDUhZmNqcqK1SjRRZFbKyukKQ5hZNwbX2Vg8MD+r0uZrjAGM1Kr0VhKdwKTJxhaYOSsMiyekJcaiqjayFSXW9dhWujBHxju8O/OR/QNDlD38ELA4SBpuMQdEOUJQmUZD3wcWwf27FoWgJHCca+y9nTQ5gPqfKct3dCXpQe7//iCdfffodiXvLDv/85u196jdUbO/z0wxc0ux2+1b9BXJTYts18OODujU06joc63uN/3F0h7dgMr85QRYkrDWvlFJGBzjOi8YTrK01Uabg6nyIsn7PZApmWvH7vBqGouH57m6d7x8SzGKPqwYbdDEjcgNyFzjt/RGPtOqHno5Ix2ekxF9/7GybjBZqaBVK2JbIsGZlVLgpB5ve5e+t1GqFNo9nj8YtH/MNf/nscXaCMQecp7aZHkWcs5leUTpte6FJVBVkWIZUDqgb22kpj0gnF+Jh2aLO//5BWMyUbP+F0kOP7bXRVMUsPyYshk6mPTptYjkBZc/L8guHVCN/bwAlXOTy9xHcdet0+k8GIRruNTmwinZNmGZaluLia4ocdxpMZbqPBtRvX+d4//oiN1S6NVouw5ZMnCz744WP6vRa5qUiTBckC7FbI84MroumUeVIyGk0oleIbX3uLrY1VHv74P1Nmhruv36HRCXAsON7fI42nuE4N8Tg5OePg2R6i0oymc9Is40tvvUG+mLNIIuIyY6W3Sui67L94zB9+61vMRhYPHz1hOotwAoGbGr7zna/jWTaTrETaio2dTW5ev0HYswhth7iUaBwQBWUakecpfmBz8+ZNptOHRNkvQ9Ve9vSKvMR2a1ByEHpIIZcy+zCZzinyehCpK43nOzRbHlWV4DgWrqeI44LxVUKz0SCzc9KkwHZqMYkvIop+sWtZQ6Blxv7JgiwuEXJCu+XTWnHIZIpndRjNIlIrolH1sZSgMCmVrvflnZYgSQx5WhBHhqyMuEwtHEvjmojFrBb7a4Y+ooqpIkVW2pztjXC9evt58+Yt9vcOabWaVJVmYsUIIcjzDG3LumldFdjBUh3DtdBpCZXB8V20rMUqMbV9X7XIkbYCnVFraxRkSYblKoYHh4Bmcn619DeomI5GVFVJIcFpusgoo9XrcDWd07yxy8WzPe7dvc3esxe888Z9TvcOaKz3mU7GOK5DMlkQZBqTJVhOwabf40+/8zVsW7NoNLHKHBnltHdu8fMf/Zh3vvQ6oyLlwXsP+ZP/45/w13/x19y4c5/U83n+4D3ubG7AfIgwEHT7nBxHeI0WWTRnzXf5F995m9yW9HTE1tffptQlzeNP+MaaixQ2+cfv04litBJEjk1GjWuMprVhjTCwHfj0Vxp0t/oUjoetYRpnbHZb7GU5vc0+Tpzghm2aes6z9x4wyGK8VsBoZDFG0uitkGzcpLJKdtd3cBwPmWRc/uC/EJ+8YDGaYwzkUpL1XezK47CyOJla3Ll5E6+7i61KrsYDZrnhLWuBe7PP+4OIwrXobe1wNR6irH2qPKU0F+jeRs0LnV6xsbHL7dfeJS4dBJosGhNVksc//5hOM2JjpcHl8JJKV/h+wDTaw7MdCuPT9RuMy4q0SDFZSitsUaA4PX4O4op3vvIOH374IY8eP6EsKkaPnzKfzdna2uLq6oqVXofAd9k/PMB3LLJozscffcxav807b95gOIr56KNHfPmtHTZ2PbaaIYPJBbEeU8SK86sULI9PPn5Mu93k7t2bVF6btfUNyjzFcSySPOPRwweUaYrjOzTDJnmc02u1OHzxgkYYMpzMKCqDMRWtZsiPf/hTbt/boswN46sJ540YoRShb/OTn7zPjXu3MDpnfU2SpTleExxnxnyeIVWLVnON/eef8MH0IbbSHE4uSLWi3Q1Z6XQ4G57X/TS3w96Lg3r4pj4zsIBf6rVWpUZ4di0D51gkSUGpqyVH2aBLjePVxuz9TpfJZMJKr8k8jagqQ1oWCJHg+g5lqVlddeh2FFn6Ow4twq4hNTHSF/gEXA4qmg2L8WxK2KgVORqNgKrIcTzBOJmAgXbYIc7mzOIp45lDv9XADUPef1riknN312FnvY0RmuPLK1xLo6TDZFxiVMHG1gYfvP+YJBuRJAmdVgvbCwnakl3HZTEZUxYFWZ6TlSVZlqOkQOlaYqawJVoYtKgVZitbwlJ7rpZPUrUck5B1ElSCprEIOw02rwXsPxtQVZIgaDCazvnyl66zth7gFIrD5yMOL8bIqiDZP0YXFbOrITrNiYuMzFWsNQNmiynb25scmlMaRjGdzElmmqpa0Lr1Nn/5X77Hm9/4CmfjiPnpGV+7cZf3LwdEz47prraJSs30asjNzS6NcsaOgs7OJunZOZ40NWXq+IT1iWFNKbgcIpUhcC30bE7qhJiyQAUepZNjGwfj2Kx3JZltETkuUqe0gxqA7PZ8ssshCKiUReEFfHIaMZldUGUJjlAMdUbUbOA1fGZpQuEuCFsrBL0Et3Obr/3+mzgout0mfneVne46xiR4yif++d9y9fEvSMoYVyqQFkLK+uaVLX6hW5Ttda7v3KIZ2EDKPCqYxgtupWd0x4f0WoqtRosPRiBEytXhPqcHe7RX1imM5vzihFmSYirN8Qcf0V9Zp9FZpZgPSaMX5NEl3ZbibBBjW4rBdE4jWGGWCCQ25+MJQlok6TmVdrDsBsO5oKxmeK6k1XAojSBezDk7uUAaRVFVtFptLCk5OztDa0Oa5Gxtb2Cm8/qLGZhOZvT6XX7xcI/ZNGal3eTp/jFFpkmvSbIqZz61KKuAKssYnJ8wnkxwPIe953vcf/drbG/ucPD0IfPJlMV0wf7BAdeubxMlMdPZgiePnjEajXnznTeJloDeW7s7KMvi4UcP6HW7dJo9EIJbN68zmkSEXpMomTMZDphNI9I0J4pTjMmx3RXiymJwPCBVCVubN9hY22A0nTGbjnEbbS6fv8DzXa7Gc8aXcwpT8fjJQ167f4ePn3xCkqSYrMB27SUTiVe0S6MN1pIeaYBGq8VsMsVxbSqtyVPD5vYGRwcnPN87oSgr2u2KNCuwLElRVKRpgRsq3n5rlflsTiUt/NbvSC2TpSS0faZxSZUJfMuh1bGpTBMr80mLCt+uibxSSUwh6LY6lGVJs9Hh5paHLkdsrEJlMlruDJl5YCpG8wGh36HIXD7+8Jy17R2evjij7Rtm8wWj4YwyL/E8B6/VwnN9eu02FYaivIbvNlC2w6TMyFPD+XRKNr9iPp1RFCUmjdFpRF4UVJZF2RCoosISiq3bmziBYDZNmLwY4BaG7U6Dmzt90k7Cv/jz1ykri/29C77S2MDNZlxF5zTkKk+fn9Qy5lKSVSmWqRgcntG2XZIXp3iuZPzsEFsJhofnlEVOJm08A44jEApkOuZL2328bMa7niBZaeMcPuN/eOce5XiGNc7prIUsPvwJbqbRhWamckptcTlLEK5FYQyYCkfmiI6DLg2O36LIc8JmgO1VSKFwfU1RQpUJmltNktEUW/l0GgGBsTFFRVJKghsSAo9xGJL1QxJjYYRi/cZtmq02XifAb/Wwwi6ehGa3hRQKP1whOfkAYQx+sEJ6/gQ9uORq/xETDVE8Z1svmA/HZIsMy7WpLLBCj6kXsofFAo9b9+/hdzfRRrGoKibpnG664K3FU1bSKdPpAtdR3I4TNvs+lRZcrfg8PR6QLY45mxa8KASZlgTSECjNerRPo9jjMp1wdbWP1Abf6dFtBIwmOd3ODqOrGVcn57RXDY6do02B7/YYzoYoVaCEQ5olKAmB32T/aJ+D/QllWRuGCwFlnjGeLpBC0GwEzKMF5+cXFGmO7bm0wwaT8ZQXLw7Z2d4gaAbM8xktr8nmVp/BbMpkkrCIDEkyYWNtlePTc1baLYq8IGyEOGXKhz/5AabKyOMRArhzc5s4y5DSYONz//4t/vF7P+GDX3xIr9emqjRrWUaW5OzubGOE4PmLI9ZWVtje3aYqNYPBFZYlWN1c48XBC964vcvxeYk2CUkcEVuK/t1brHda7H30EReDMRvXd7gaDtjcWMcLLIbjCUEjZJEtmI5TLCUoteErX36H7//wpyxYvPJSEULgei5pkqEsSV5USxc3jeMYQt/DyNpc3WhDEiXYtvXKyDyOUzzfpRV4zKKUPM+JFymd3ipZkTMcZDju54/svzDhtVsNJqMcJT2Gl1Ou3bpHkh0Rug7TxQKtYb5IcD3FIJ6SxNBwK3qtHlkZo7Vkc7VBM2jw6PkxrguOG9DvSmwnR1mSTifg7r1Nzi6GFNGU/fMFSgp67SZuUqJthc4z/vqv/oaGZWFZNn4Y0GmEtPwGfiOk2e7zbruB2lhBhiGpTtk/OkYsZnRX+uSVRZZNSaMJaz2byozxfFikbXBsZqMpYtNhvdPA73WYJTGVl+KFKc0NjyJTtIom6VCzudlhlpXMopigtGkgiZOkLsPzEqeoSdFKSsp5TmgrdJmhbJs1ZdNxFI8ePsNNDSKNGSPJdIV1OcK4Nq7JwA+wAN8UdEOXxArQVYZtLHRl8K2amymVwGvYCG1h2wajS+yGh9fyiXWCsj0kFRfTKVkacb3t0/RXyCaC5t11KsfCa67TDzqEocF1m6w21rGaHVzHwYsH2MrFlBVZmTAcDrCu9mB0wbiomE/GDCYxcR5xcjIhmoyI4gzbb3AaZ/iuxa0Vh/D1G+RlyaQJRmnaKuTcaXFadQg3Vvjqdg9lO6S6ZDidU5Yp29Epm8kJfhKjLUl3vUkc5VQyIEgyjNQ0TE772hpVvmDoW/yk6JJlMaFn8IVDkKU0FnNmZcXtag1bZGSigRQOwjfkcUKj2eXw+JBZWdFuaIxQSJkR+iH9VotFljBfZEznOUIM2OyvMB5rNvsdnh+csLLSx2hNXglWV1Y42N9jvliQFyWNoFZ81mVFVZaU1Ao03UAxK30QmsFgyiKOWMQZo/EMWykGwwm9VgvftkmF4Dt/9Pt8/PETCiG41W/wzbff4eryhIPpBZNZiq4Kcrvi6PCs9oFd7ZFECaU2pGXFZDTEVopbN7YxokfYDPn+332f19++z5tv3OPk4pTBxYR3v/wNnn7yiMF4zN3rN8nzhPOLE/xU85MHz7lz7zrHJ5ecnR9y68Y1ep0uxkw4OpyzGM+YxhFGa+aLBfPRBNtzKfK89vWoagsD27bothqMjEFIahMgXZLnBVUVYUlBlhb4vo9tWWR5RtjwmU0j1ld7GFFL5/uBT6vf5HD/EiE0Dc/nNL6iGXYRKvrdEp7j2rhBrWq04vmkyQhRCZqexe0bfZ7tXzEczbBsWF1vMZ1ltNouCzur30BpY0yC7RiuX2uxte6yf3ZFUdnEswLQzBeaJIXAb9DtpliWBUVOoxTISuCEHlleoLKCJCsQJiYZjhmJeoMqLUlhDJ6Q+J6LHQYErk0GdHtt3Lxgpd+jfd0H4VEWM7IiwHcrmp2C9f4WWbaG60ieHJzRTV3CUCGlYnXVR5sMvyGxxja9FZ/rW/eZJIbHH59x9vSIlLoRW6CJXQjSGk9n2RJbC0xRUQkQoUMkDC1jsFsCx9b4nTaLUYy/0sAaj6kshZQtPMulUhlaKwK/gTKQJA7zStC8FpLPr0iMIXFDTJCjPZ9xnLJIfW5eW0GTsr1xH2M3aDVb3PRWcG3ouIabO6+h7YCyyGByiXBbqCIli2ZcXl4wefiIvMiJ85jx6RXn0xliOiMxFenCIO0KbZdI4zArYabnBMZBlB7aCIwWVFVBqDJMlqDTFnlWMVAC5dqUhc0nTsBctrh7d4dOf420UJxNEmITsyYqVi8+oJ1PqYoS6dnoSpOVNQ/ashS2axGNY1Sa0CFlUQnO7Q7jzCAsG9sKsMqS7x9NeGc94Gp2zl2/wUkeMIoFkS5JTIxQFnGa0+g5SJNgOU2ePxkSNCSWSjlRU+7eu4auZrT8NTzHRghDSMB8kbC20mNlfZ0Xj54wGw2xHQvLUoRhg1anw9Z6k8HFhPWdFgdPz3nrzg1yKWh3POLBgG67wXyUgA2379xhZTJGlyX7h8dkRcHq7Ru8dXuHNBpy+/YOrc4qk7MjjicDRuOIy0HO+voKutQ8eLBHvlQZXiQxldbYlsPzp89wLUWhDZuraxye7OM1Q3bWVslmc366d8Stu9c4Pzrj4yfP+cobN7l1c5ckSygLjRv0GKUFlayoVMGXv34fxzNEM8PR8TkbK9vMJuc8fPwJVVUbYpdVRZ4WMI8IQxfLdl4JCAglGE1nyx4dzKZzlFULWORFiWNZ2LbDeFwDjV3Ppio1YRiQ5yXXb2wxGY7p9EOwS7av94jmcyazGZ21kOmsYDj8HWEpeVmLIa6vriBbikF6gTYuonA4Orqk1/Hw3R5K1ePlIDDgVChhyKuY4RV4riRaDEGWdFt9Gp6i2XCZTjVxXCGlx2g24OhgykIEKGPTlRqVVvgdvzagFhbGUehS1wIlRtTepVIgdG1FN1GQ6RyRaWxtM5tGvDg9x5OSa9fXeMPrcHU1qie304Tbt3q024pKTxlPIlQuCXshRjks0gpBRKvZQpMRVTGVDgm6GY7UbHf6PD0wVC2PpKzQWY5QtdWeNDUIVggoA4mdaaRt4fgevSDEEiWikthhE9f3SPyI9obEeG3SyKKsSqqGRyIt+v0+xssp0xjf36RlN1nvNLCbXbb6HZTr0sti1gJJ4PVxWpsYnaBEhRVPsfK68ojHJywuBlTDIY+/930uoojh1ZRoPmMyn1PlBdMox+t2YZFhfB+DwilSclVRYRNWKTkK31NUjoKZpsgMslQI1yJNZ4igg2sUWgpkpSh1SdEKOWladCtFHnbYiy3a3U2+evsGGEFSeQzjjDjOWM/P6J0/oSnLV4o2ZVnhNhxMrkmiGnnvejbORouqrDiLC/YTh30auC0waYJHQYHGabVYWIqd1goDK2WiE/Q8q4UgMricDpkkM+7fuUY33Ob0Ika5U7xGQByVdJsexyeHOMLi8dEx/Q0Hy3I42rugcgOa7QaHe/tkukIoyeDsnDffep3xcIxlC6QxNHqKVC/4xu+/xeAyZf/ZHoNTwde+/iU6XYvp9IA0yjlPD0EJ8qKiKCtu3t6ls7bKdDamLEfcuH6HUCZUoYftutgCktzw/OkZQgqyJKUwmlYrZK2/ymQ+ocgKlBQkWYrv+5xfDIlmc4qyIGm22D855vj4kovhlHe++iaz8RARwvnRE2ynhYthc7fNfBJTmIQqGTExiugqYWPzFt/4vW/wycOPODs/JY7TpSeFQ5YW9RTWtui2WwyHYwLfodXpMrwa0gw9LocTLKe+lmlW1N4fiBqV0KtBxGVl0FVFt99FGk0QhmzvbGJ0xWQek2UlZZFy42abw6M5zVBjtIvv/46wFC3rrZmyUrLSZjResIhKJqOclRWbVW1jKYVtV7iBotUxuIScjs/oNbvsbPqEoSTNc0bTmCzvMY+m2DYkOYzTFN+psGyB5ftUkwVF0MdISeBWVEtiPaLmouZSYymJ5fqstgKQFWlcMk9S7l5bp9AJDU+xtbvG3otLXjwbIi2H0+GY4qMUE1X0tnxu32qidcn5RUJRwtl5xWSa0enkWDJnpRPghx46NORlhud4yK6ksgXTIsIfav7oO9dIvn6bTHvMM0UWwVW8IEkLkmhBkmvmsxlpNGOj18Dr+Bx4FZtuC+W2KewSub6Ov7tBc8WjG6ziNHbwOi6OY9Py/XoiZ3IajQ26qztYlovAkCUR0XxBlGesnexx9uOf4cYLJqUhmQ2ZDmPmWUI1X3CZCXAFRmU0LUEpSrKTCqvpUxWC1CkJhU3eskgwNIwk0wU6i/GFxso1M6vALl0KzyWOUlzLwdg5RkhmcVpX8mETy7YZqqrmUZop1UJTGJ/Mu86hZTPNKq7duUYjDElKRW4UF9GEBoat+TPumnMyUYCpbTMLqZB5RbxICUOHVtcnSwu0rgGs2naYdHscuz7ZNMJFY3d6NKop3c4GRkpezCc8T10sp2A6XyAqyYcfHyKVTbe1Rrdlc3DwjGFzjelI8cbd+xRlznkxYx4v8ByXMneYRxlBCms9h87mJsPRBKM1AYLTyfwVE+eTx5/QbbbYWN1kOlswmxqUNOQNmM4nvHn3Jp/sH1OUCiyf115/i7OzH7O51uHpo+dsbG0SNkKuLoc0WiEiSbl28xr7zwdMO3OChqDlr+A1fL781XfY2r3Fd//j31OY2rj6zt173L1znV/8/AMOD04wsuaken5Iq+viBlukScL7Dz6m025x/95teq2AxXRMWsSkFzntNY+tzR5Hx5dcXk3ptpusrkNuFJdnUza2O8STMZf5Aa5f8Mff+Trf/d77HB6d0QgD0iRDujbb2+s4loXrOEymEcZM8DyHRqvJYDJDa4OrFEmVUZaGstRYSjAb6VfA/7KsmE5nGAOW5/M3//EfgNrDNgwD1jZXuLyc1zL5uExGc+7caf1uCW8Rz2u7v8JBm4pOyyWaZ9i2YrvdoeP4XGZTJtOcZnMV5RssF9JzwdFkipQxN3fXMNpia3WF0dClHXQYTo6wJUjdZKXTYnejoBNM+cdf5FRC4Fk2nspIC1XbBgrJtV6XTBvuvrHF2qohzwuksklLTVrNuH29TZFIvECTVwVZ7nNxqrhxs8vuToNGxzA4LynzHNdxSdJy6YQE3ZZLo9VlMbskyl30MMdcLDC6xfZ2nziN0KZCG4fROGbdcYnSAcp28A0EVkC3c521a+8ShE0avRUC18MISZZlJNGAMp2wsrJKIEq+IQQuFZXXQrTWKNKIcjxAZSVlVRAd77OYxiSLGWY+Yx7nLIqUaJYyykoo5kSzMcJpUsUJjqtZTEvsvkCmFalqkRWKllRYxhB4Nl5gUeSGeLjA67pIo1gkCypHkVSaAo3JE4zt4aqKKoCpqfBLRe5bZKmmcAs8fDqhBu0wmFc0jEfXKZlUkE5T/KbETQsaXgN9p0f73h/wVAt2wwZfutWn2QxJtcvRbIGsSrz5FRuXD2jEC2JL0Or6RLOMstCEDYsk0qhKEDQUaVwAhkpXJELxxO1wLJvYTslmM6AqJNngiCcPHrLaa7MoShAG27NwGoLQE0yjKY2OQ5YqPDRlNefsRFMUJ8QJCCPRpmIWx6x0Oux98oJmv0Houew9v0InBiFdwsBnMpvSdAPeeecNTs+u6He7TCcjJILRYMwoinBtm4PDE+ZRxuZWD2PVE8j/8g8/5P/w539Gls7YWO/Tabf49h/9Hp6l+VrvXRbjhP5KyMHzU/aenmB3Q6w4wnH7/PwXewSOYWejIEVSeopvfuXrNFSTvf0jfvjDn+M6Fsqx8AMfJQVh4PHk2RFVpbGWUmmbKyts7fZYX13l4MUpH76/z+7uBtrYzM9GXI7mtJsNppczClPSaSuCsMXgLGM4uMAJrmi0ZjSCtaWpueZqMCFLchzP4eJyiK4MWZqhteHa7jVOL844Pr1gc3OF4dUEadtYlqKsNI5T08uiUYRZfqmFjQAERIuEy/NLlCVZW+ljO5LKaJI4x3FKwkbIfBqR5QI/7P1uCc+SNj2vhy1sqqqkN25CXjLyctzSZhJlFBRUlaHTaKOznFwXON0KmTrkWUEU5aRZjGmFdDsNSubIOGE4kvRbWwTC4uzsii+91ka4Pp8cxHhJzqKUtZOAlDXmLPBpWgqvAa5XsbPRJysrFmlEnEkktfvWZByBqHj9XpPNVUWea8KwQnqGtVWJ6zSZL2KCwAcjCHybwahkcnVOs9GgmMTMZjkb612KFJppm5Kc0/GE1Z5Ff91jcrVgy22TZznzUUwhFuwnY57/27/DLgzrvYC1IKS5vkKn02Bjd52v3txEzRdE00v2z88YThLOT65I45xFtmBwFVGhafmKPI7RhWJepmA0ru0DhsxTyFIQCkOsC0JvTrfrkqaSol3iNBysEkRSUmYZcwlpWVBWOQ4OniOZWIqBMJAmOI6PcFwSXVIaRdOzMZWpe3ROSTdu4FQVnjG49tIEydEcXaUIy2GmPSaNTS4WIzLL4TQe8eXVFbq3+/iWi2z1kOR85eZt+r02wlTMS4thmlMVKWvjQ3qzA4I0rnnJpWE+XOA4Cq/rES1yvKDGYaVxgR+GlGXKItUctNY41CGZ5WPI8TTEsyFHj59xdnyOaYCwBSsrHcaTIaPziKDZJC8zfDfE61icDo9Iz0qyyCJYtRlNFozGU3SZkxQl8TQm8BqYSjGOFrhWyNlFQq/nMZsuuBpNsLctjo6P+fo3vkk8n+NYmp998DGeH+I1msTRnH6/S7vX5Cu372CCAIHg2fN9ynTBSi9gd+cNhpcTri7OmVou6dmIXqtJq52yubvNNE6YnQ9ZvXuD87MZoyRn+9ZNKj9gs9Hg//Lnf8o/fPfHPBg8xG2EnJyc0mk1CBs+Dd/ha99+jagsmA9Lnu0d0uu6rKxvEkqHyXDG5HLCOM6xVM0FP7+YUxY5UZqiLJf940M63Raj4ZSmH9DtthC2xG96nJzNqIpzAt+nKnWtVqQk12/s0vAD3nvvo1fT2aPjI7TReJ7LzvbGK/JFLwyYpSlxUsvw1zAVgx/6FEWtm2e0QWuNLRWLRUTY8BmP57XsvKu4PBvhuJI33uzy/+PsP5osS8w0Tew5Wt5ztXAd7qEyMiIFkFAlUS2qZ6bLZsbIMQ5pNGsatzTu5s9w00ab1XDBERyKZlt3VxW6qlBIAJlAIjIzdIRrv1odrQ8XxzO7y8hCsxErjwj3a27u9773E+/3vEf7v+MtrYTM5cWSPCvYFZp0fJHf63Y511PCALJlQf9+kyD3EQSBhtgll2PcMsAwdGxLwNBtEBPcIGTr3mCaMpWgIZsSbjZDDdrklcr1NOJoqHD38D6f/vVXlJ5MpchQlDQMjfaOQ3ffIS19JEXBT0LkSsMyVSoU0lhmPF7T6TaQRNhufWTZxPUTwigjzzIUVaTdFuj0LHw3ArlAlAqo0vrURSxQFIG0tFENkyhKePXyHHVPYdhrkhQBVmnT7av4WUSRFeRygaEqbN2Qy+UKA4nJekNBhfLyHZWq0JDgHz/okW8DIklnnZWUVYSeCzRUg0CvkAQJQ1MpbRkvDdHCCAmBVNMoshxJVijCEEHUCAGhqBBViRIB0xaJphUlEr6WEyUiuaUQ5mE9j2sLxGpZI6ga0EgUclkgo0DYeliiwlLJmMYRLbEij0tUwyHVTcwqYoZG1XKwhTWlIiGpPTTdQi1tpFxC3ZqkpYApqdygIqQOdgajvX3CSqDbNEjCAD8XWJcp/cyjN3tJbzlBKCoCUUIpcjRNRrdUgpVPuXQx2o2agBPlIOUEArhRyZvmkNdlC7PMETdrVLuLv7nhi1/+kjyO6R4P2dm38cOY1WZN6GYsJwVZtcJp6Bztqbx+OSGIQ2zDRNZk/FWGLsm4no8fhhRFzvsPjlmsPISkTjRzTJ3Jas3q7Axd1bn/4JjFbEGZF/z0r/6a6XxJ27L54Xc/4HKyYjabc7C3w2DQI4ljvnj9Al1rUJRwdLgHosLbd2N2e30aKpj3DvjsN6esZ2vibkSaNQnDBUkU4rQ6TOZTxEyiSFO2mzWWKnHx4pJ21+DuRw94/S9/Qlvv8IPvf8z19RjP92kMLCazBWks0m11ePRkHw0BKhVBFHDDhDiK2d0dcH5+hbsJWG1d/uD3vseXT79m5XoYpskPfvARs/mc+XjNYrFhEwfYbR1RgKOjPd6dX9MftJnP16iSgkzF5fXNbeKYSHYL2JVVmbKquDy7JClzDNVkFURkeY4o17SUb2lDVX1+Jkn17W2Rl7fzwQKEiiiKyfIcy9QJw4Qdp818GrE7dH83wfODGENtso423MRbdAwuQw+h2ySMMw53e0SFyyauyP2UahtR9SR0wYJAYOd4RBgVvJus0Ruw39mjqgQahkyvbdX04byEKqKhD5lNExIu+P7v3+PlV1+zvskZ3tnDbMRUQkR+G2A8X3qkaUGv7dBSTCzd4uxyiWkqmLqIqIBQSkQbAS9MKJKSQc8gCGMmk5D9PZskztEsGd2SGe6BKEhkeUGn2SQPAqI0RpFSxllILzKoBBNREZm6MY4FWrOk3+5zs5kjKRaiIHH3/iGn7y4RRRArgUwEoSoJcjid5+y1TIy0ojIEbjwFDYG8qkkbXUDKKqKFS1NVSPUSKhldzElViawUqCoBUZZJ8xS/q1DaBY6qICGQ6zJSAqWgoZJQxBV6qVJVIvJMYR7VWRW5ZeElBaoOrtwgbboYskSWt3g7XvO+oxIZApKzh2A1EPKMNEpRmy2i0AFVpcwSNgEkioxeFQTIUOU0xIpNIVBFIt873sHsHdIyDP77/+lf8A//+AcIKAy2K/qTZ2hFRhHFaEa92UySAkkFQVCpRAm15VAWBYau1M+TNGNRybzpDHgdihRCiZDn9Dp9NmevCddTJFmku9dn689YLQIWy5DF2mM0aGE6NoqskCQJX724JEtz2u02s9WSKIoxTRvfDTCSFFWR2BvtsN7GeIGHKNYAVYk69nV3/5CLd6dEbkC7qbNxU9Zbj26vR6/dZDbfoikyu4MeaZbizRakVYVk1uHRUZzghwHb7ZbvfvyYVkMm2C4pK5GTB8ds+0MaqsivvniKu/G49+gEUZM5e7ugTkERaCw8wshjZ9ijFErWmymmrZDlGVfvJmRpiiTAeutxeunTaLWwbId2T2dyukbUBNarFQ/fPyAIYqaTLXePD7B1nfXKZeN7NJoN8jxhtfJZzBZ4XkQliMRBgCorzMdbmj0TPwlw/S3rVZ0IGMUx8/mS7TZAFKCqBGRJxDA0kjSjKApmKxdNU/DcVW3jkiUqqlsi+S0lOUpxmgZhkNb5yXJNUimKku02+BYuGpJQVTCbbLDutria+L+b4CWuzNxboukiZ5OYZTupuXPvBDw3RvtER9EKmoaOoEsgqxR5wXYb0mlazJYrZvMNhq5iyjKiWFFSMug3icKKQafJdL1hkzr44YJ7dw+4vrwi9rbce7iD/J6EZph4XoEqG9imxtb3mIUVhmxhaB3KwsdQTFR9SlWJCILBaulTFgbL1ZIsrSgK8PyEwcCkrHLCMKXVM6lykCWJqMxodizWU59SyMnFhNk05uGDNnpHJ40z3rxdsX/Q5PraZdA1aKQmkhOSugZZavLq7RXTdysEQ65tKZKEKcsIWUleFuRZjKTpCKpA6Yrosk4mwoYQUVYZVxJGUaD1d0iTLbFWQ0YdV0csJVJRJvILGqKCRIXl1SlssVRRFLVXbZPkKJJCqReM1TaVoNKLPZaViNzrYckyha5TKqCoW1TpEMGdQ5KRVSJat4dnazSkgpuwxA6XbBCJVAPRi8iTnNKNURQZQQBFqmrPVKsJRUkuahhVxWh/h6s4Zf7Lv+bOvfd58/olZbDlTx/f4U48pcxyFFkk0lWMlkGWgypBmldk67Ce30gKAiXubEuUZqT7uzzNR5y6MY6tkeQ5ZlEye/2Cf/2v/hx/65HmBbquMtgZ4C5c8rLCVBtcni9QELFabbqdFmmckiY5iBJ5XtK0HVw/pNFqoIkipqywdb0aOlFUxFmMoRls/QBJELg4O6ek4t3FFU3bxjQ0Dg8PiNMEw5TpNLv88ouv+PjxQzYblyiK8eMYMZLY2xsx2j1kPJ4wHk/5yV99yt07B+RFyHC4gyYXqEWKqSr8/u9/yBe/fMVwOEJSCw4PWvT6e7x89o75csN/+r0f4i/XTGdb7hz1OTwYYOkOv3l+zeefP0Vxmnzw3j2evT4l9jxuFi5FZiJIGr/56gUff/SQ7dZDlSwQKtIyRlItsizn62dvOLxzxEFvCFzxy8+/5uGjB2zcGZIgoiBh2TaapCJJGu42Io5SyqJeNmy9gLz4xmxc4TQtLEPH96OaVykIGKpCktRLKKEsMU2VuKpBQ99cY0iygihmiLJYB9WnNRFZVmXy2+RAUVPqv+c5m21Bu/M75tLKWoGDRhBK7OyICILAbBpTZDHvPxlSId0G6lasfQ8/8Gk5NratY9kDqlJC0UoajbTms1UVrUaLm9mMrKj4zYs5tt0gTQOanR7b9YJWu0GWVyRpTi4INfPeMEAUCNOCEpmWYVKJGWGyxp1vuXMwQlNMilyiKBWyomTremh6xd3jEYvVivUmIowEZBXyvCIJJdbrHFESaLZlMtHFaum8O40Iw4qGo5ClFYGfk6QVjtOmLGpWnheXyGrKNM2ZLEsuX74lzFO0rESSIQHyPCPOIZdqDmBmGMy8DCGXydsOQZhg4AMqcq6hpAlKVlJufMgzzDxDUDIyxSH1M3QlxzN1VorBKknoGRleZhPlMu2BjC7qRI6C3NzBKm6QxF1QLNI4QFQV0hLiUiCKU6okw1xXzIs5UpqgNmziJKZUDN5Mfdq9Jlmasc1LVE1AlSsURaHZtJAFCUVR0Q29nrVJdSZCHnsoOwJXqxWr5ZrY89g+/w1f/vxTqjwn2mx4cnfIA11DUZV6AxdHeHGKjkAlSLf5sxC6MWlVIsgiomlwZnb5wncQVIGebpEVFd3EZzWd8vOf/ZJe1+LksEUQRZxfjrm5ueLkqIlpOwTbHKVsYTVslluXL589xzQNWq0GnuchSxLrjcdo0CWIY0Z7Q4Igoohi1msXy9DRVJUgDDk+3GcbBJSCwGK5wLEbHN3ZZ3o14fLykp3hkKdfvePRQxFRkKgUldOrGxRZxjJ00ihBUQ3ywEcRKqIgpN1u8eb8ipPjQ5ZrnzhJmS/WOHaDdsfi/uMH9YxSVnh6vmRndEKS5SiiwJvnY5I4JslS8r2CKk+JywzLyvlf/dkf8+56CpHLDz98j6fP34JYsg09ZCXjk+8/od8bogoZP/3ZU8oSHj084fnzV+RVQUOWCFyXd9stV5c3iKLA019/CYDTdKjKks0qochNuu0GH398xMtnY5ZrlzwrSOKsvr4CyqLA8wJkudYQSayruRyBPCtrVqUskqQFZVUhy2JtUxEFfDdAFARUrfZjlmWtiOVtVVjkBWGYoOoyVQXz2RZV+B1neOtFRhiUlIJMpyWz2ZbcvX9AmszptnWKIqHVbOMHAdPZCsOQmM5Xt5j1DbbdwzJt9nsOfhiz2Lh4/hJd17BNnY7jYOktbgyXhRvgNB1kxSEI11SlQiWWLOYZleqxM2hg6AZZmqDbErbRYePOEUUNKcsZ2n1eXS1QlC22KeP7dfTeZD7H8wpm8wJZyyjcGt19fpWQJ4As8d1OG03PEXONINxQViIiKeOxynoVY2gS+0d1xsfBbptGwyYKVyiqgtoIsR2DIRaVqpD5MXGWEqYZmqESJzllVpJsY5ArKAu00sXRdEoPFLHEk1ICwyZXPXTdpxRztKpJKcv4+g55s+RYKpBMm1wScW90BHVJy2rhphaJ75JIIolmksZQzcEvpsSSBkWOrCrkSVoHF+UFoqoiVRp5mVOVIo6ik0klpmOj2za9roOqKFiygGO1MCynPqQXC5KowMhSxqs1qSyylSREQcGUSmS7yXBvSLxa8u58zirM0aQKWxIogpjzV6ds7jnogoAmyjQVhTwrQVWoihxFkYhyGdU2idOCuCg5w+SrTAPdpCmJIEm0Ch/yK+TUp9swCcuCIheRlIz3H+/TchzCeMt8FrNahkiqSrRZE8YpLdsmjGMODkY8e/aGMErQjPoFosgyeZrjNAxsRycJY9qtBqvVlizL8D0fy2lQ3eYtyJLI27fnxGmGqaroioxlqvz8sy+o8pL1eo2qaQRlTJnl7O7vYugKihpjxRLHd4/Jy4yWqLF1Pfwg5PBwj8c7bVazLe7a5emXb9B1lSfv3eUPfvAJIgWOpmJ1WmzCgLPzG06O9vC8AEMXSasmi9mCv/qrP+fu8THPX51x/4mIEPnce3QHL0ghL3jz8oKnv37Bo3vHhGHEnZNj5rMFWVnS7fXodDvMJhOsRgNFU7DsBgVr8qJgs93SbjfJ4wynaSOpFZosYtoGq41XRxbcilJdpYmoqkSWZJiGzqjTZrJaUVYloiQgiNLfETNNV9BUmTBMahzcbRJgUdTi+E1OdHpb4QliLYg1Y69gtvgdc2lXy4IoEjg40hAkFcMIkZMSzWrUx9SNHqJYEUUCut5CEjJQUpK0xrikeUAQpIwXsNpOcYOKB3f2yLKcLIsxzfp0p2HJSIKBYYrcTOa8eLZi59DiwUGfZLlBUFXCMOHlmzEdu4dqZownc5I0Y9DRmAcJpinx3qMPePPuDUW2JC0k4rBEEAtWLsiKyPQ65ejogIvxNduNSL9n8eb1DF3NOTrocTlPSBKJNIlBtVhOA9pmm3ZXRFEKKjnFEm3EUqDXbXJ5s6bVbVHczzFyjcffGbBe+rx9s6DhGLhnM5ZbmdxQSTSFcbogSTXadoHc7OO3B3TjgLmgYe2OaEdTVEVkjUGRQi6IVJVEFsW8iEKEKqNMYiwKJLq4scwminELiayCzA2QtBxJMFhtfEoybEvF7ljksozZrP1JqqZhWga2plAqCpoEFRJSVaJUJe5sTpYmbJKEsl0RZDFBnOHYOqamkesaXdkh97bkgU+apfT1kuuvP+PDkz6ff/GWe8M+V2mAYtvEWUyzYyKYGkEuE/geI8ciiVM0x6rf4RUZqhJVlylykVi3+XVhE+ceR5pLpnaRFYEk8hGTt6TljMvJgnWYMxx2sRolUd7E82LmL9cM9yxGuyXeNkWVFEzL5NDQmG98lDgiCiN0UUFoNTFkGaqKZtskz3PEuCRIUxxDx3U9VFHETWKubiY0XQ8/jGl3W6iGztnpJbqq0uq2cKMYp9nh/GJKVZY4sk2WZzx+cJ/dYZfpmzOe/mKCMzIRBIF27w55EuJu4rrKHA7otR0sS2Gv26HT7fDp5y+ZzpZMJnO2Xsjjx8d894cf4G0XiIqILB0QhgFJbHI+vuYH393j0d0hcXyF01B5/8Exd48HlLs6vpdxcTVn1G6wN+hwvSh5e36JZmhEkY+KSBAEUFZcRS5lJaAmCqpuEETRLdJJRRDEOkgrL3l7PmG2VGlYBsvlpi52xNuoU6EGBGiaSh17KaCbGqoi0Ww6aLpKlmSUVGRJnaYnqzJZWtTzuazOFonDFFES0Q2NPM0xDA3d0EiiDaJUV4MHu0Mm0xl+mhOn2d+racJvg+X9H/+b96oyklAMgcu39dHu5GLLzn6Dg8MepugQVkv8UCLdCvR7EoIR4fsxkiQRRjGybCBLHW7mU3SlouG0adt95ssJmm6jGxJbLyCOEoKlwNnVNWmucnQ0YhtsiLceHx8csf+4x2cv31AlDS4uL/nOh++zc9CkyEJUWSTJczTFYL32gQ2O2eInP3tGq2uwmHt0WhpemCErGlQVQSCwmUfsHXYQ1ApDKbFtyFOFq+sAJBBKmaqATgvCNObwUGE4aGBILeabDYNei8vJAkXpcP7ukkcP2zQdu46kkx1efLXh+mpFKgiohkaebLF7DmUG3fYOrtEmXCzJNQ3baRAHW3Rg7qfkVT3nkKoSTRapNB1/W797xmmBKEtUVW3ANHQVRVVRTBNFFrFsA1VWcBybTBAo8gxRlKASUDKfVVQSeyGSULcQhqEhCBJOs40iy6RVhh75ZHGCJauEkU/sbVCTmJv5kj9+dIfPfvMV//RH3+Hl02d89/v3OX95wwdP7vHuNy9w9kf8y1+/QBlZvB1nKLLMxXhBp23yp398Ql+FY8mmn9Y4rzQDo6FRCSJ5JbBsGJzGOq+kDqG34T0rRhAtdHHD69evaTsW8+2S3d4+862HIWpcXM+4mns1BKDSQZKZzNakqQB1BAo7h310pYFuSFycXpCmFaZpMF1PGAwtfD+la3eIgoLlZsuDO/u8O78mKgryPEMSJbwgpD9oczAaEkU5FRWqIqHpOrPFkizNWKyWGLpBo9lktVgilmWNc284XE6m9PsdSqm+K1clkaKsmM8W2I7NJ989YTmbo1sGH927x1//8gW5qDLodfj057/i/nsjjvb6/ObpOxTFQBc1rsZjnjw6odWQ6Q13uLi6vuVSpiiqwfhmwsn9EeEm5ux6ymQ+4/jOIVEcMZ+7ZGnGyck+69maShYp84LAD9gmOXHg3YbUy1SVgCTVY6Yqz9kZ9fn4Ox9z+uIV5+Mxy/W2RkFVwO0CQtVUdF0nCSMkVUZTVNYbF4Q6MD4vasKRosj0+x0WyzVFltdJf7eCV2TFt5h4SarbYtPQsU2Tq+spmqZyfLzDzWRGVYEowPX15v8nQeC3X1rkFaqiYJgShRyQ5xFRKbD1fbRFhmluETAQxIpM2vDuJmZ0oLNcx7SbJpKoMJu7aLqAKtkUecbkNGJhzIjclNFBTMOyoMrptJq4/gZNabHZLCiTAkuxUFoas2zD5m3A8cFdPvvsOb/3g7t0Oxbz5QRBFHAaHbbuGlXy6bdtlm5JkG5odU2SyKMURAoMlvMYWY44ud9FoMA2JQRSvGXJNkkJsoj3n7TpdHKajsN2KxN4GZJR1ls60WS7TlE6AbZl4PkuqiSRpRWHJw0sR2W5WeO6KlE4w8tD9IHEyN7hxeszLKtNXDUQNaCK2dU3bNspoijR1APMTo5QlQiXIfOsjUCF0bBBEGg6FsNhF6fZAlml7eiYdoMgCvGjBClLiLZbElmjKErWK5fE9ykVBUEUMVSVAoGR06QnRQhCRlKp6IlPJaZkqw2z11+zbytcTLb8Lz95wN/84tf84z/9Q/7iq+f8lz+4x4svV/zTH99l/eqS/+qT95CjDXfvNNk3FN7lOQNb42deRLct8ejHB+iqxe6dgJai8T//RcDJ8T6qDmfemq0Vshf3GJgGh8ZtIn1ZMpdVnq5l/NSn3xSQzRU6PotNwDzySVclSdOh3bGp5AWKWnA1XmA7DvuqAKLEfD6mZe/QUHWMVp/5bMFo2MbWVGbLLTIqDdVAaRlcjSfYqoRjFciSjJhVeFHIg/t3SNYuUZbgRwkgkMQ+h3fucHyyy/jshrenl4xGPRRJpN1qMp3OCcMYw9CIohRZiuqLGUokQUJTFRq9LpsoYrvd8v3vfofldoIi6piGgS7JCKUAhcR8mbEcRRzutXnz9JSr9YrhcIBUmewOdkkfKXz11XPKNKDdtbi4mdD7zkOqElRbJggFwnVAGq2wbI3A9+m120RFzE6/x3K5RKrq3OUsTQhcn43nMtjd4fCwzp2+ubhCNe6wWKw5P7tisDMgSzMOd0f4Uchyseb51884v7iuKSiaShjEFHmBYWm3VzEpaZrj2CZeGBEE8beLh6q69d2JdUjVzfUU3dRIbqGfqiITx+m3VZykyGiqhKZpqIrCcr1B0WR0W6HR0TBWKpKikKTp36tpv1Xweo0+L16NOdRt9gdN5ss1glCSlRJJmgMhs/mS46M+nYHCbByjijplWWLrHe4dnOCGIVc3a86uZ1xOQgZNma6TowgC3XYTQah/GA27zU7P5G0rZvFXS168fMv3P7iD2FU5vXCxApF7Q537J3tcXfuEkVj39sQ0rRhTNwnDKStfIEolJGzyLGe1XNJoKlxfrGoB1yWqoqJhprhuiKSaCIWI1bI46FiIgoChl5SIKCoUSkaepQz7LZbLgnt3W5QiuBsfQZARxBanZzP29ioSU0YzRPp6m+l8zWi3RRiFOGbJneOPuVnNsLUYyxRQ9Dpjod8SMAyJLAvIs5gKhe89PgatBYJCkIosghQpTIjyiOV8iU1GtpGJNY2iEFhGGYqhUeYVu20HzdTw2hFSGJAGPmUUsZps6ckln//kkj9+dMKvXrzgf/tPfo9fvXjOP/zhA75+c8Of/eiEmzdL/sk/+Zjw7Rv+2R+8R7y44h+c9GiLJU294F5nwP9tc8p/8kGbn/zkM+794APevRlzOGpzdbNkeHLINkpYL32cbkoRxpjFkGYGi8mSOK3otocsc51xnHH18jn/4OF9jg+7+Mi8xiS1dXJ3TTQ9xdQ7pFJGt9FmDbjykvVii++53Dk5QJIymo5D09ZwijleDHHRYLNeocgN1t6MztBh68UEUYrr+4hig8XWp1HB4f4Oq82W1TKm4WQEcUQYRkynS2Y3E/y8Nr6apoHSMPngyXv84ue/ZHdnhNUwcdptQtflYjwlSVNsx8bbemR5jm4YfPjde/RMjek6Jthsuby45uhgF6Ov8vbVWw5Pjjg7uyTJcsIw5MsvCiazJc1Bl7fn1zw53qXzR+/xL/7i13iLNYFvk8ZrwqQGDuhKxeXNhCJIefnyFZ1OE6cp0LBtbGOXF8/esVms6fcOmM6XrGceSl4yns2ZbVwabYckyXhzdkFZwO/94Qmtdpv16RtOTy+JkoS7Jyf82T/9z5mML5hOZ/hBSKvdQVU0xuMJmqax9bw6gvE26jSOUiRZgtvQ7UBOKPKChmVQGBWyLOG5AYgCZV5TwQ1LR5IlNK2sZ3pVhaLKlEVdAZZUxHFGHGeURfmtIVk3FYosY7F0kRUZp/U7xjRapk6jB0t3S+rWsMadXQV3E5BnFoYuYBoa19drBgOTOC4oUpnDYQ9FklmF12RFxmjH5GDvLmkK0+WYZZDi5wFfvXpOx2nSbvbwMpd5seHu0QFnxy28KOfN2xu6oxZRlGA6Db78+hV21+bFi2u67SayJiKLGb1Gh/F0SntgcXW9wm40mI5rm0qUKOSrEs/P6Pd0mh2d8dSDIsE2Zahitl6CmlkEXkWSF9y/Z+BtYpIURp0K0zRptSzo6FRVwtpdEIYyg75JngUc3VHR5RTfT9AUFcmc0m5WGJpGmmtUQkq3FWEaFVFSR9flKdiGwXLrIYiw2YZIYsXuoEWYzMiSBbnY5WolsUpKLNtgYNk0NJVWw6BZRFxcrRFlgWK1ZL8p8/zFKbv3Rly+HvPBg32WkxXvffyQ2eycH94Zoq0Cfvzjx4iLBQf3dtgtQsJOk31TYeso7IsiV3nIvX6bf/Ezj4++9z7/9ief8Z0ffcynn7/gvfsPeHs65eB4jzAvEXWLoSzyr6c+v/+PP+ZseU2rp/FuC0Ep0dZt8nXOjiVxMLIoVIln1zPyrM3b01dkcU5uOpxPPuM//bP/DHnYZRGmKHKF1epjaRab6VeEpch6NUEQK4YHPSoxJS9VvCCgYSpczk55805g1GvQ6Yk4Ypvz7QWPH+5yceGjiybjzSXtZptW06HVcSgrgbwoOL+Z4rkBDcckjFMcq81oYNSLjGqEFidMbibEUYKpa7x6+hW7ox6z+Zyt5yFdXVNJIlEQcefeCVUS0XFqcKwoiVy9vMTe6VPJAlGecrA/pBQEprMVkigwXW7wg4BBv0ueF2SywujuCVUcsPa2/Pprn5vFGjeMydOKZ89fY3z3AyzT4OLtKfsHu+yNjvjbn/6cxx+eYHcdZvM1RX7DfBZg2Rq9ToeL8wXnZzekkoC/2bIJoppEHtXXPN1hn/tHe0wuLvni55/j+T5VJZFmOYap8+bll3QaNqoAV5MpgqjQG3RBEnn+1XN0Q8P3I0RZQihvg97FWnj1W0FsddvESXo7moFW2yGMYpKsqC0neV63t6pSt81FVRPMy4osK6gPr4Rvc59FQUBQRGRJZnLpkeUlFQWK/PdnY/9WwXNDl9itSNPbiMAS7p/0+dufBAhdibxU0AwZXTGI4y0CEkHso6s6WVJiOw1uxiHtlsrF1TWOVZHkOWqm8/h+n8U6wrZkvvrqEstyUI2M87PnOHoDWS3IVY2qqtgb7rPcbPHLkq/eXXJwMCL0MqowJxUqfv75O5pOk0QM6DR1jndbNC2TF6c3dFo2pi7TaAZoksFiuqEo4PBohyRZo6kipiYSpSmyVKLpCqahIUk5wTSgzA2CIKFhh4Thmkajga045HpFnGxxHJPNNgBJpaxKBv02X764otXSkGQfSyuRJIHpdgJlTuDHlLmELKsEwQJJVIiKiDBM6HZtotSv0VqlgWZKjCyZapvQSQXeTqZ81Ld5djblf/17d3l+c8U/unOIlS74x/tHNKfwn510+HTj8yf3uny6mvGnRw7/r1cp3+vY/OTlKf/o8QE/OT/lk/dOePrVa+7e2eXV+ZyDJ3d5/fIdd9o2q9WKTq+D6waUIlT+pp7ndVQ++/w5P/r9Q958+Zyjoz5vTq8YtTSMyGM5jtgeiJzdTPnovbssT2f86P4xPzt/i7irYlkmP9rv8eVpRqw6pFlAGYcIEpyPJzx+7xENyaux1FlCU65FNc4jRFEjLySS0sNUFfaGFqKscnrjcnx4n5evT5nMPSYbgeP9e/zw448oY59uU8ENtsxXGw5394irisliRRKGzBZrLNugEHKur+c0WxZl7jEatgnDlIvrCaVYYTfMuh2MI/RWi9l8huv6NKzaLqXIMrks8vbVawxVwzI05KrECyKapopbVESJxwcnI9ZuxOV4w8M7h0yWK64ur+j1ewR+SFdX2d0bsd9r8aunLzE1FT/ImN1sqYTayoEgcHp+ia6pJGHC0o04Gg1oWSYVKaoicGd3Hz+8ASGiKAooElIvIkpTLNui6nTYxhNEuaTTbfLxk/fp2TrT9RY3ijk6HLFwQzRR5MWbdwhliUiFadbZEpooMplc8e7sHbqmYRg6YRjVVhJBoBIEWk0bLwwJw4goiinLijAOKfK6chMFgTCKybK8vr4oavyXZem11Q0RWZfq6wxJoCgr8qwgL+stbXH7+TVhOmEb1wy8qqzIir8f8f73SyHw6uWUfrdBGBTouki/Y1EUBcMjDUHUmE5TBEnl+nLCfOayP9qnYVms1i7LYEMQVGjlLtN1zrDXZh2EIEhkYkqcyZxejhnPXSzdoj9UKYqMvBCJy5DZ1ZZKLkHP8MINO3sDVmuPCpHVyiMrC9KqYrFykUSFbbRhNc2Jk5w490AoyBOBnZHFR0/afPeDEZIUoBgqgZ+xulqRhBJhKCJrJYYlUgJpWrDdbqiqgqQQuJ56zFYxbpCTJSkCGVEqk0QuvpcT+CGSoFJmIqJUstoGxFlOmkKc5LhuRlnK6GKDzbKiLDTStCJLY2RBQZJkJAFUVSSO68xTWRJQlAixWvNQ2PAPOhXfkWL+99/bYZD6/B/+6CHe9Yx/9uP3CSdj/uzDfbzZmt9/8pDZbM2Du0Om4wV37+/w6tkrdttNFpMtXdsidn0MVcE0FdK4pNFzWF1OcCyFxSplMOjy9ulL7h91Ob+acXj3LtfjFXdHbaLJkk5Do1nIeEHOnaO73Iw3PHnvmOfPLthRDFZXPoGXoly4FGHO28WYq8WSx/eeMF96NJtwsO9w8Pg9RF1n8PAJkm7Ra2iIywkPTBstiFGvzrn625+Tzlw+evAe/kbn8jc37DYO6HaeIEoOrp/RsVWmi1MabY3uqE/iloRJxtOv3vI3v3zNbFzw6tUVaZrxt7/8NS9en7JdbpkvXaI4Jc9KmpaDKIqYssbHHz4g8UJc16vPoiSJvMi5XqxYrFwuLq6ZTGaEUUQUpaRZjiiIbNyQsuT2d6eSlgW7ww5SXqI0TDRB4w93Gqg5jNcuzabIzu6AJx8+Jo1j8qpg5/6I12/e8Bd/9XMW2y2vX06ZzUPmyy2CCGEcU5Q5k/Gc8/MbLm+muH5Eq9vAaOg8+/oNSZDg+VP+9mfPWVxmzGcxm0XEdLVCVhWazQaaKLAz6vBf/S/+AfcORmhaRpLn/Nkfv89/81//KQe2yif7PW6mM+7du4MiqeiyziaMkGQNSZZI84IszQiCiCRLQaiXDGVe1pRyXUO6DdxOkgxBFJBF+dvA+7IoKcoSWZFu53O31PSqIghisqzmZdZfn6PrCo5jAjUyTNHkbxckSVJ8y0rM8wJ3/ffP8H6r4Gm336xhKNw9HmIYEls3orUjIIoqttpDrAoqJWU4bBEkaySpot22KIsSd1VQFilCUZFmJf32PgUqtuwwX3iIGEiSyO6widMw6ThDBEHF3yrk5MyuI25uXHSrIgzX5FlEFESs1h66qtBpN+n0Vd5/0uGPfnifRsMk8ARevvWwTJXhUEDHIQwTBq0hRWLRVB0sTUapBCigkkFSC4q8DmhWJIF2u4Ub1Vw7VamwTBFDFQk2Aot5yIsXl6zdgryUiSIBRRPJhBxBkGg0RPYPNZbLiLN3ASUaV9drLi6XDAc9ZLFiOKgPu9O0oCoKAldEllVaTYtOp0ElqMRFBmJJLgk8MDXCLOaTg13UoqLbbxD4EUdGh6xSaegapxdTRoc7vL2ec3g04NXlgp3dAZeXCw72B1zdzDi+t8ubV1fs73S5vpyxf3cP93qBrhpk6xCl06SMYtIowdQkJhcT9vdHXE62jO7v8+b5G+4cDnh7OqF9cMhiNkVuNNGkCtdL2D8aMpvGPLh7l+XK4/DoGHdroMgWT09f0Op2iYWAljnn/eM2w2GL8PQ5mmFCVpBdvWN2+iVXX/6ci89+xdGTh5yeXvPy2TXbbY5/tqC1iPHcAMfus1pvmCxCFquK8zcul+82xEHB9ekEGZnFas3NYoFtW+zu7rK7M0Su6uP2frdNv9uBqkLXdJoNi1yo+PXTl5yPF3hBSFUW9VA/yUl8D9/zGd+Ma8tFWXF454hOq8XOaMig3eRo/5ASEUkSef/kDrau8e56ysINOZ9v+e9+fsYiTpnPlhRlxWa5xt1sqcoSDZHryzWuG6AYOs9fvuXdxRXjyQRJVcjLiqzIUVWF0V6b4V6TNM2Yz+b88ouvmK1XJJnA5dWK8eKKfl/GTUJsG+IqpDvS6TZtfnhnlx3LQJY0shx6wy5SKfPlyzd89sUzdoSQhw2Zs9WM46GDJGVYhkwhlnhuQJhWJGUBUs29i8KYOEzJsvqqwm6YVEXJ1vMo8hJRklBUGUWWqIp66ypJt7JTQZbkVHXh+m0rmmfF7eVEiSiK2A0dUZSIk4zBqItlGggVSKJIq+lwuL8DCOi6VrMBk7/flvJbBc/1EqI4Q1Jgm69omE0sw6ChOuhGwsXNgvOLAFVRKSqRzIP5MuTtuzlhkuNmMas04e2bJePxkiQMkIUMq6VgmAL3HwxQVI3ZYkORSwhSTK9n4cVbPvnoPr2RzW6vi4zFxekGTTV5/4MB7a6OqlcYhkSv0yHNSmzD5IPHu+wdDUiSjC+/WiHSxhkarPyMZ69vEEUIfZd+Xwc1QXd0NquQMAbh9jwmSismU4+zV1vcVcygZ9Hv2sxmEVklMxnnJLmG76UURY4gaqRpjKwKbDcx4xuXKtHodS1aLYnric/NPEe6XcdLsspq7fH2ncud/T1kWSVJSpI4piwiFssl8/mKOMrI8hRfz0kcmfxQ4nSzgl4ff7pBMRwW11MavRbbxQbDttECl6YqkbguqlJhNltErQaKLOJWIt1ui4u1x8GdE97erNkbtng3XbPz4Jjzyxmjuzu8ejdh93CH67MJpmPij28oZQkxiAg0m96gz9nU5eF+kzevzth9cMCX5zPad/aZ+SmtVoN7d+7zRVDxNHf45cUEVBNJFglCD1IF23AYiit++GjEQbdL7m1YTRbkccKn/+ZvWFxeYQsFT//6p+Slz/X0jMnVJaEAizRksbrgxZvnVILGcpWxWWSYlkUpV7hpTJgkyKJCr9VEl1VkSWC72aCoCk8+eI9hv0fLcXBsC9M0MQ2N4dDhez844vGTE+4+OGDQbhPHKdttgOsGIIoYpoaqytgNA1mRuDg7A0ng/OKifsUKOe2Gycbz8f2I8/Nr+oMeq+Uaw9DZZBXvbub0mg5JItR5J1HAZrtlMl/WM2rT5PT8qt50GgZ5UWLbOrPZkiTKkEQFXdNo2FZdacUJkijx+Mkjes0mL1695PnzFVHcZDKtxwOyntFp6KhlyfViyZcv3nF+ccXP/vZXXM+uMUyJncGQp++WfHq5oN9v8YcfPsRsCcxmM87Pr5itVswXC2RFpNlqk4YBVCCKYl1xKQoNu86NjZIUWZK+XSzUbalInNah4KapI4rirfG4Th4UEMiLsvbeiSKyLNZVY1Fj3KIooShK3K3PJ999gqZp5HlBDaUSKIqCMIxrjl7591vtfusMb7BjMp35qIqMiMi2mOO5Ao5jEWYzrLZC5lnEfslmvcKQDPbuyhwc7vPu7RK5lBiPJ1SihGU3ma/n3DlqkxY5uqKx2S5R5JLDu210LUdULDbemI/ev0eUuAwckd5eE0lQkBUJipyjI51fJBck+ZazywiZEgGZsjjncL9N6G/pOD2yos7DfHt6wZ29BlkuMr3aICGimgpLv6AK15RVRX9HJ80repbDZh7XVZ0to2gGzaaJZnYZTy4JQx9Vk+iaUFT1qdxquUHTQDMMBKkky3OCWOT9e7u8vdIoypD7Rz3W2xnoFkkSIQgK905sricLBCEnTSOchkYQFuR5hW5olGXBehGi9BU+T67JFYPfJFsOmwZT1+fxo10uxgsOd/t89rfPuP/kIW9PJwwOd7k6H3Ow3+f1r55x3HGYzBYc9Cxmc5fGfo9SkdFtA10VQRAYdA1efL3lDz+6x09yeDRwePp8zZMPH/L1F29574MTXr++5s79e5xOtsi9DiulwbnYQOsc8bdfnPLdP/0e/9d/9bd88L0f8d9/9ppi9w7L+TW21WI2XiI0JNr7OxREaILE8xdPMTKH733/CX/cblCGAW1J5zNZJIsjxHt94kVOmqk1yXcIZUvn62hNFstsNgmxL7Bah8RJQqfXYeVf0WjZyKLK169f1oE5psV0NqPTaSIpcGd/l1999gV+kiECV+MJg0GX0W6Lq/MpRaZiNyWkjslj+wGn51eoqsxo2EWUVJbLNRvX5WhvxGbjcnl5haEb6LpGuPVotZtYRckmCgnThGSRYDs2sihgWA1G/Q73fu+Ym5s5klRvhWVZAkmk1WkRhjFpXB/DV2VJp+1QCQI7OyqqrJCkGZt1SBTEZGmOJMkkUcHP/voX3H14wAd7xxRFxbOXF5RUGJrO48ddzt8uUQSR89UG2Ta402ohFwWG3MBAp2X4iKXN//TpC/a6fXaEgiNlyKvKY7JeY5gWkm6yWq/xPY+qqmi2LR7cv8fW9YijCM/1aTo2W9fHDyLKqqLIc957eJ/5fEGSZVQC6KqGrqmsXe82e7airAqyFCS5JqSkab3co4IKoSaIZzmKLHE1npKlGVQVfhCy3rjIikSZ1mh3RZV+twrvZuzhOBrdvo6tNEiSjEbDIMkCZFXA0jNEYYus5iSFimipjHojgjBAs1SW7hbfT7m5HLMer9hpD1huPKpK5ma8xdQVdgYOSbIlzUsEIIxlfvGLL8m9NSgG7rRCyDOGgxJNF5E1kwcnfY7v7nJ4bPLhd/r86AcDnKbI+fUNnutzM47IIgNNiui3VAbODufnEaUhIzkKVsOhP+rQbOp02yqOkdIxSpqWgKKLWJbJ4W4HU1IochFvucE2Srqtil5HQ9Vkui0TVZEQVJMMlc3aZ9jtEEewt9PkerogjgJ6nR5ZlRJkAr/5zTVBmNaop6IgigtkWUBTZYpSY7PNsSyTKPUxDPH2XRACKqKkgDzDaalsiphuw2R+s6RvmaAKHAwtTs+W7HebvLlcMBh2eXOzZG/QYTZzGRwPePvinP3eHq9/+WtO9jucvhmz32uzvF7R3NtnPXcRh0Muopyx3sDtjPgqE0l2H/FvriOuGwP+u6+vKd//Hv/t11OCBx/x5y8uaNx7yCaI0G2bLNrycE/m/n6HItogygLtjsT9RyPu7Gjoqoypt7i5LIkDhZa1pmNOsPSEKHU52OvVJ1hpwR89PmC02+fy7RhNEtFVFdmzefFqzmaSIssiSZygihKL8ZKPH37AydF9mk2HeydH5HmJaagcHu7xxz/+Y/Z227jbBTkiQRigmybtdouyTFivArZbmExWLC9DvEXAdL5if3+H0WDA++8/5H/zX//n/KN/9MekUcrl1ZT9wx3StMDzAxaLNfP1lqvpnLyCPCvZGQzZ398hLwrcMMILfG7GCz79xVMux1NUvU230UORFQbtNr1Om5OTI2RV4snH+3z4wQPSLEcoK3Y6bZIkIYxiBEGk260hl4amsF1vEGWRyXjDV0+nvHwxRpdNLF1B0xxmi4T2UOHj7x/TsCrcrUcahjitJl8/e8evnr6gZ5n8YGRgKTnn4zn/4+fP+dVyg6SqHB/s8YffeY9dQ2VyfUmSZbT392kMRszWLqNRnyzLCcL4dg4HRVaiqvX87eL8iu3WI4kzvG1QU08EieyWXl1n1QpkaU4SpWRpTpEVKIpUV85VVQMGBAGhEpCoUG7b4vI2MOub2aAoiiTx79jSHu62ONwb0uqYbCOX3BcQxYxCSVFVmdjP2D0Q6fY0Hj/u8sl3HJIyIi8VWo6GacboTfDjlBcvJ/z60zMuXi+Rq5KGnXP99QSlamPbLQxNhqJgb2DwJ3/yHsO7h7QcgWY3Y+OVyLLKaGhRRGApLZKgQlcSdK1iPLtBETNMreD+UY9PPn5AXsByI7DaBrwan9LsiLQ7No8/aJPGJcE64+RkyN6BQ6ejMRh1CTIB36tx062eSCnC63cJs1nEbFowPi1xtxXLdc5q7VJmOfd2bO4dNGk3dcLYxQ8j3r69oKoydEND0STCJMPQBf7oD/Y4bJqIZcnV2K2pKrKGpom42w2yohCGKf1Wh/UmxzQt4vj2JAeBZRgzFmJcU2c73yIPhvhugNxoUQYRuiVDntPp2EhZRl4lCEmCF0JbM7mJCnZaOs8nLv3dHX52syD/4D3+z7+5ZLv3kH/+9QLp3kf886dTJv27/I+fvyM9uM/z6Ypg94jzdcJa1hh7KbPLCwxF59XLF4iKyC8/+4p2r8fzr7/Cdyd0WaLoCR++3+XBcYeL8QJKgT/54I/oOA5/8OOP+M4fHoMis9yCYcIqX7PZxPh+wv3dXVq6yR88OeCf/umP0HSD/t4OL2evycKKgor5asN7j47oj7rkec74Zkq4WSCW9YsASnw/RJdl8mDDYrwhyVIePDjikx/+HmEU8PDBPv/Jn36PByd7NJsO9+/d4Wo+YxWG3D2+Q7PZ4jvf/YAf/+i7sJ2xXU9RVJkgiPjV588oihJNVbFtiycfPaaqYDpbIIkC9052SYqchtPAUGqu4cP3TiirgvHVmC+fvebZm1PSLGPl+oxnc37xiy/I8ux2E1kgixKaYbF0fWRNwTQUrIZIENeB9FleEGU5cZYSxAHb9QbD0Ng5NBnu6Pj+NbPtmvNJxjjZ8vJ6SyEKLD0PL0kY7Y9YRAnvFmvSVKVtt5hOp8RZxNXNDZJQMhg1eHM+5ma9pdFwEGQVe+cI++gearvPfLbC0FQ0TUWkpNk0EUS+tZIoqoJp6giCyM5On+Vije8HiLdb1jzNyZOag1fe3sMWec2/EwQIwxRBrC8tVFVmMl8QxAmCJCJJErIiI8l1t1KW5W+TtN/e0mqqClXJahogW9DoKzQ1h3RdcnGeMhq9T1GMGXUb6FZOkYlIokO/0yTL6o1rkMXcOx5hNlTevZ6TuSXz8Qs+enRIqjj89aenfPjeDs1Rj8pcM1ms8VYZ7b5ORQp+jqDFRCFUlYVMRSkWGIaGKLRYrrc02wNaqkGe54SJR6e54P6DJj/7xQWWo2JrXZ5f3rCYb4l8H7HSccOYspRAtBFKlUazQ9uKkI8GtJq7+OGENC9J0wB3U4EgI8gKXpxBWtFqKgz6TT5U23RFmVftJr+6uSDNSqKkIE7WPHn/GEOXGba7LNYbAj/mIG7QcSyui9d4YYYfuOgalJLMau2zt2NRITLsNxEoyIuMsoCGY6FFIv1xxE63x+xqxnuPD5lczzh6sMPpeEn/3j7PLmYoRwO+PF8inpzwxbwgO77L//x6xbh7wL+cZVz3jvjLWcGZPiSaaiTNPtOkziwYBznbVORkp8/ffP0VT370iJ/8zV/y6Ds/4PMvvuDo4ICb8wusRpd4fsnA1Li6mOBt19w7klirLuu1TuS9YtRWEas1iAJOw6KldvjNy08pFYcsjzi7uUarGnR2dPJMZrrZsg439LptFmZIbuhkyYJt7DPot1is5pgNizCpOL++oaoq1guXJx/ep9VqsFhsEEQo04KkqGdg6/W2tkYkESfHJvs7LdxA5fOnryjygs3S54v5lgd3DlB6Ms/eXfC9H3zEg0cPCJYeeVXw9vwt/4/5DPKcn3/+Ndlt61SWFVVe4Hshe3s206tr8iRGVxSQZZ5++ZpSgHazySwMGewM+cu/+jmSItfbSD9CEMDIUkAgDCIEQUBWJM7erhj1RaIsYXqxwDYNOr0ehztD4mRDvJ4jSSJJkjLa6ZOXMR2nQ56VzGYeiNBs2PhhyN2BSuzDV19M6LbbVEVNLAnjlOXlNaoq8+aspDzSefPqDUsvQNFVNrGPpWt1nGLbQVZEwiSnUQSU+ZJU6PBgv8fZV3PyOK65gmodRCXJErqu3pq2NWzDwvdCur0urhvS67U5P79ClkRESSCN6xGDIIpUZYUgQJrk9VKDCrL657L1gtvLC5GyyOn0OqyXmzol7ZsqTvz7c2l/6y3t/+6f3a0EQaQowO6JtCyHi1OXyNcYjTqcXlyiqfDeyR1ulhOSVGI0bONYOo6lE8UCUboiCgr+8m+uSFKfSlRx1xFlWtLtOOyMupjIiGKBs99BECt293r84qe/Zm/3kEJIcYMZlBVpXCF6IkpXRlJN2t2cUbvNNoS8zHjx/JST4y53D+9wM5+wdeuMDFUyWC4TGrZGy2nw6vWYdqdFpy2y3gZoukGvI6EINquVwOX1jKIISKsE29HIIxHb1lltV8RuyA/undA+FFkFKdFsw7Fh44xavNqsuZyuGY8jTu432e1ZbNyIQdegzAUuLjdIuYhZKKzMkrJIsS2T1SZHlSHPY/odg3ZbIYkzTFNB0xSoBGRZopIqDlyZYW+fr79+w6MnD3h6+Y7BsMPbixXfe/IRn/7sKY9+/I/4H/7FX3LvR3/Ms5/+lE9++CN+/qtP+eh7f8jl0095/L0f8dlPf8L9R99lNh0z3N3h4uUzHNshUTXWQcmemuGGAYOj9/j6s0+59959vvziKXfvnTB+c4rd67CYTrlzdMB6u6YhSlgdn00k4gYpuQ+6IfD+k/tI1Zxc9JGLBmUl4zRGvHs5xtA0Pvz4kKjwENQeliqyXZ7x8vkGdRsyPNnD7quEsxLf9fhyc4Pr5lDIrFYucRKjyjKm3cAxdbqDIVeXlyiihBt4hG6EnyRQVXRbDqIioGkyO/1dsiQhjGNEVafj2Hx4b5+ffvGCP/qjT+hoAo12k9hLkcqE6XLN2M3413/+twRxQhRG37ZYAFQVpmWgKjI7gw5NxyEX4O27c7rdFpZpYjaayGXO1WzFfDrHc2tIpSRLGIZGlmUkcYYgCLcEkRqYiQBlXjLoNXEaFgIV/UGL88stN+Mx9++fcOdoH9+fk2cpV+MpYiXTsGwUTaTX1SiknPU84MWLFZ2Gyf7hHnlWIGkqr9+8A0FAVQ0cQ8GPQz5+co/Ay3nx9hRNkjCaGsPhiO3aZ9DvIckKn/3qCx588AQhS5GFip///NeEUc3LtCwd09LrJYMbAALDXpfLqwmartanqGlBnhff+ukEUaxndGptNJYViaqsvuXi5VmBehvZKSkSkihSliW6btDutEijmOvrKQCqrrDdhP/xt7SGrhHHJXZDIS9CsgRMQ+XqasV2GXP8oAV5ycuLc2RRxI9ETo5Ues0dvj59RV5k7Pe6ZNqWO8cqSd4hjEo++LCHvwnxNgKWY3ByZ4AgJRhoRMGWlqLSHtmE6ZLMF3j83vv87NevifyEreezp/VxLJ3lwmV2Oac/6hAmPt1em8Fgl20Q0+802emXrH2IAonMyNnf7bJ2AwZDnVYzo9fp0rBlklRludgiCQF5LvPm3Rl373fRqhhVUahymZubOaJYUEki18EGf1oiSDbLUOLd7JruZsF4EdDfHZBVEb4XsZRKfD9FEitkVUIyoSpsrmcpQiRSCgJJFrBagI5Mb09GVlXiuMJRGxRFTBjFaLZMUeTIlcLKlJmM37EdCHzm3lCaBisxR+yJXGc3NI+H3Ixfc3Rsk/sTkizEz0uiqCSj4myy5U4M42XMfc1iurpG73S5uLzmyaMGN89/w8nxPd69ecnOaI8XP/9r1IZDeHHBgW2RXFyhCQKb00sU3eD9H/5D/tt//n9CTBL+i3/6Ad1RiL+FycRnvNjy9NfPuD86oDQFDvZHLNcxX31xReaFNAcid+99TCmqDHSF5fKcLzcTwgpWq4iH+zDzM169u6E/NJhde4iCRpJ4tQXhVnDCIEAsK9brFyRpSpFDJQogS0iFhKmrGLoKikhVwpuzc0RBxFA1vv/gfSoh49/8xac8+b3vsdduoGgak8WWrz/7DW4l18FKYcDh3SGL8YabLEMUBBoNC0WRKLIcioql65PlOd0wZrTbodV0uLya4Bg6GWMeHR2QJTHDUZ8wCG99ZBV5lmNbJqpSz+v8KKbMc4K8wLQNTu7uYcgqUZIQxB6PBie8fHVDq2WzWCyJAp9+1yHICsIoR1dlbqYr+v0BX341R9UkTEWHqmTuuqxfRDx+9JAsSRi026y3G4QqIq0EZEGmSATcIMQPInJdR0pUdN3mzfKC6WLGo0eH/Pj3P+Hlu2saDYuvXr4iSWuvnaJK5GWFf3vJUQuVzOnZNaIooBsaaZaS5zWurCor8rJAkiokUaDIinpu901FJgq3MII6//mbRcY3vr9G1ySJQzYb/9vq7pt53n+04M2XEXGUcNfp3w7aczSr4uiOycVZwnicUaxklH6J3W6C6PPqxRnefkW3ZTK5XuFYJrIe8vj9LutlysZP6bQEjve6zMcFDb0BYoCtK2wCF8UyeHu2QIxECgUKOeM3Ly5J45I7Ox1eA1kWUhYag9aAspnz/NU5luagyiKmWhElCU2zy2wzR5U1MlVks/HxNhVxHrC738E0dbIkIwxX5HnOelsQeyJNx+bR/UP8cILe0glDn9k4Zv9oSOQnWC0NL4mQMx2tTPCSADeGjZsy2utS5NDvqpDXQ1vDNJAUjekyR5MtTMvg+XrOzmCAKGsoSkW7UTKdbRHnBUUGzZYOQo5tWrjrDR1FxihkMjEn0HJSQ8H3QrzIw7TazK6uaNo655MzVGy2vkR3eIIWzFkPDGanL9izdb78t3/JsKHzxd/8Bd1Ogy9/9n/n+I6NEr5hvyMjz8Y8tmScImIri1SLJQgZlVuQRjlfjWeolk4RxThFAZ0uA8dBLCvmizV//dN33D20WU0TlKbK3l6PzWbOPPfpiX22oczWFVCdJl8+fYVaFFxfvWToNHkx2xLnBZLYoNmLuTMcsio2XEy2pHnF+TSk3+4zW2/RTKumuqQpVDV7Lc2y26VXSpaViGJNs6aq0NXaynH37j7z8ZqsUbLZbHB9n7/8+S/YGXb4h//lP0YjZDkZc3q14Se/+IKPP3kfXYjq5LrA4umXVxQV2A2TluNgNmyW4zEfPDoARebqco1mqLx9e8V0sWK4O0REwLRMlhuPtCyoypIoDJEkEd1QydKCfr9Nlhfs7g5JkgTPD9hsPeIwIQ4SXjw/4/hwhKKrqIrCs68vmM1XPHxwTBwnrDduzaPUFKIsI/ATWs0m55eXZGmGaep07/XolUMuTi8QTYnXb97SME1WGxdNVsjinCBw6bQabLYu15MbdEPh7v1D3MWCNPBo2Cr37j/B38yYRDdcX10x2t1B03SybE1V1qZjTZHZbHyqqt6sFrfVcFXWsYtZmlNVFUVWfCtogiSSpznSrfn4G5ZeWZSURa14aVzP8momnkCzZaHpKstVSBwn35KUv6kK/+MrPE1gs85ZLF1s0yKuUlw/oL9r8LjR42ZckJDS6zdQlBzLNqiqgmG/AKFkZ0+nrHKqTOKgfUjL9MmLgrOrG0pDotXROX3tImkVqpxTKDJSKXP17oLjo33CNEEXdc6XU1wvodl0sBWdh+/fZXpzwavn53zw8QPu3O3w5vWSe8dN3GCDpjTYBiskSaAqY9Ik4uDI5M27FUUmoqoFWeZjWhaq5nB+fklWVihal7OLOaOdBlZDIU0KDMugP5CJwxBVtzCUCs/PWcw8DvYtOk0Rp2kTeAmqUj+h7xz2KYsUSRJoNXOiKKfIRRbrDXIYcf/hHobWZbqeYKomqb5i77DJ9HxKs91ku43otlQkKWFn2GW9XaLKNkgVZQktu4Mf5fh+ymg0II23SALEcYKoloh5QOE9A8Ngf8dmM/YRHZPEL9AUCUnMQPHY27XodTREISSLGrx9PcdoZDy0LfpHLeKzgMe7B/ybT5/iZwVaBbYg4YsCGQpSVSCLVZ0yVVXMlls6YcIqShHzBoofUq5KCkEgUgFFQpYV8qpEAvqGyr7hEIQR40zi/HLM8X6LfcPibD2n2wTbUJllAaDgBwGarEAFDcMgTRJMy+L65ppSlkizjGbDIQhD4iRFUVQMRaDVayIjM59umK3XGIZJc2+X7GpMWVb8yY++S6OY81efnTFfR5TIHB3tcbRjYNk2QZQyW84Io4A0rbfD/WGDOEgRZAVB1ojjGLuh0mi02LRc3CBktVxjWjqSIvH4/XuIqo642RBHCXs7Q7KyYLXe4Achtq5zczMhSpL6rEqqLw9ajkmz3UJUJLqDLuOza/woIM8KlssNnVYDXdcoS1huPE6O97kej1ks10Btwk3ijFcvTwnjGEEQsC2TyI+4duc8fv8B+02LyXJLXGSkWc6zN2/RTJk0Lbk8v6bIU7aej9PUSdOAF69uMAyVoiyZLzcIRYKqSERRQRwl9Tnbv79ZFeqKrBIEAj9EVmu0mXSbUVGVFWVem7wR6hvZPCvqWZ4ooOoysigSBAlVUQLirXjeYvqz8luBLPj7R3T/QcGTRYVez6bZ1ojCkOkkZjRq0DIcZuWMgzsOixkYhsTuqEUcx1SVSJolKIKJIauIYoFpaLy9OSMrFZqWxsnhkEUyxTEtHn9kI0opZd7ier7B28RkFXz+1SviLGe98jjeG9KxbNyNR1q5TCanuGuPg6MWSbpBEhQ++vCIhizgWCJhXCKUIqJYIUoazQYUJfzeJ4d4sUglCjSNeo4QBAGmLeJ5MVm+xLIrHMdju00QJI3tKqFEQiAjSTb4bs2W0/XaGa6pAg2twrFtfD9mvgzZHco1yUWIKSoRTTU53nd4fRGTpwmpnBAlLh2nS+huaDVkojSn2RdZb102q5g4CtjZsTg5smlYDrJeQyq9oMLUdSQKkDzevvmahi2w3gaYpo7rrmg4BvNwgRHa9FsizqFE6lYElsTTp+/QmyaDHShziSDIMAyT/UZF+/sD4jwjTEuyRKTxwEIst3z4oz3Wrz3SqyVFniOVBUZZEQOVbCIJEhWw2XgUlg5ZQbzyoWWTJRnNtoOoqNi6ipeGUJU4XYfH9w548eKcSLGw2y2cVpc3l2suzl7y4aM9xhcrKs0gKtck29rnFcUJqqqQJDF5VTFbLBEEgaCIaDkO48n8FjgJkiDw4OE9LKMenr979Y60qvjk4yMcQSbY6/Pi2Vt++vNfE8URe4eHHLQEzk7f0Wq1eft2Qn90QFrovHvj43kJcZxy/8EJml5iKQKBCy9eXVEJArIsEIY5DdusqSCSSFWUSFScvrtgd3dYWyjKkqoqicKI4XBEErhoioIbRKRJPfA/2BkSJTFRkGBYGtvVhmfLLYFf36OqqsJ0tsSydDq9PsHFJXle8PrNBUVeoBnKbYVVn115ro9laRSVSFmURGmNXdrrOxxZMnLl8PmL1/RHfa7ygjKs713nsxWmaZAXGXcfDHn27DVhHGE7BlTgbdZomkz+jeDcxgIoqgR5WS9h5FqgEOr0sTSulz6yUlOQq6rim1WCKAiIooCq1WJYh66LqJpGnGR1u3qbeZFUFavFAstU8f69oLJvfv//0YK33cZ89zt3WBYzNnFCd0cjKzLOzucIIohOgmVIKGqJodicX6woqei2TU5vZjiOwAejPQTDJGwGbN2UtVfiBiWlVNFvO1ytlhiahaXDbl8lbSnMFiLxMiXNSnb3eiCCqFQEWcDjR7uMBjazvoG72ELVwI1COncGjBdXLMMULW+gdzRkWaQoMkI3wTKaVA0Z8Ok3G2S5y9oHP8w52ne4mapkOewNDcIoIMsr0kImDCNGA5n1qiTJwWnoNBwdsUopcwHXF2nKGq6bUAoS7XaTq5uQbktDriTyqvYIWVabhr4lRcRdbigp8WcLup0mWZ4TBQHNTgvPlxjtipi2hiBUjGdrkjin026gyCWaahCEC6I0J/BkZKni7emWVlPEMGA46OCFPj27x3QcYOoJm63LsN/gpO1wNrGYLdfckXcJk4yG0yTNQLBVgpWHLJcYtoCmlVQoqJrAcU+h6bVYzrYkUYIg1dkeZVWRJz58G6sHpefX5u6soooyHE0lcj3yJEOR688b9VqkJwdMrq/45I8+ZPfuMednZ2yVir37d9i6ZxTeGqMQGY+3GKrF4X6P1y/f4gch+7uHrLZbijRDVVSiOEKWJG7G82/hkKEfsTvqE/kBYpJwsVgwOtih3elxNZ7z0UcfsD09pd1poagqutWh2VaJ4oxet82Dk7tcn10imQ7ri0sGnTaJH7GNUp599RK7odNQdRBE2u0msiSS5Bm2otDtd9isXdI8I4hTBEmmoGK5dmk5No5tc355Vds2NhuoCoIoJi/qF3eZlwRhTLOrEccpZV7h2A59U0fTRd6eXdLptnjz4prz6wn375kc7o/otBw2a5e8yPHDWjwFwDA1qITbywSBMI6RFRlZkrkZz/nOR/fIMgE5g9dvL8mKkuq20iqriiCKaDRMsjQly+uLhzwvaHcsPK9GQqm3ywZBqKvvMEmoKMiynChIUTQZSeTbRYQgALd5tQjCbeXGrciVlGn9XBFFgYKSKKnDvL/5f/J6VpfnAar6d2UsSX5HHl5/dwdRFqjSkoZlMJ+GlDkkQcnOrkMeqazGGaM7ErIg8dGD+8y3c2xTZ9Te5XpxzW/eXLOz0+HOzoCLYoVhNLgYr1muQsSkxillaYJXVjQcmUqI6Q00gtAkdXMe7/S4c7+HYqm8u54iiTJZIbDTbbDbkwn8gmZpMJuMSaqKslRZhhltIeX+yX3Obq5pdYb00LHbEvF1xXIdocj1O3GZhwiSze7IwtY1tsGSXtchTjL85ZpuS0SoSnr9JrKUQ1WSZjHdgc1quUXTdK6v1sRpSRgI+F5OqyPRaZtUVYph2MyXAWcXr3BsDcuyKSmRaeC6W07f3PD+hz1yVWK7isnyBE3OUdAQBYuqBNNUCVMRrZDIswIvTHGcFla5odkQaFhNOq02YbLierzEaWnIuc7QqdiEWwxToShzdD3lBz+4w5//25BfPb+m1dGJghhdlznc7yCIIpYlE2U5oHAz3tJq6kiyitNo0uw1uL5ZYMoyVZGR+RGf/g//F9L18t89aVQNW5EpTYs4y1Gp36UVpSZfqJpMmsYoyKzXMWmR8edffcbx7n327YrPfvFv6bo5ktbi3XKGYZnMbqYs13UrSAV+EPDBx5/gbxZkacLaDXj7+hRNVymLHF1TMUwDUZHZ2R3hrrb02226nQ6UFR+8f49o47LcemRZhChUPBjcodFQqKqCuyd3CLwQd+vjFle4acZmvaEURfZ3+sS3BOlmu0kSRCiyVJ9DUSIoCpOrKVEQEksC7WYTzw1I04yqCkjikAqRbq9Nt9OlqES2izluGGJKEq12mygI6HQ6XJ5fsr8/Is0y1q6LI+QUokRv4NBpWcybNmEU8/LFG7ptB8PQ6PU7hFFEVYGiFMiAeNtCyqLCeuOhVRXttkOr0ybO4V/96hVUsMwz8qpCkiREah9dnhfIssR24/Ob3yT1LA5odk1it8ATQvKiQFZEpKye022DgCioRaeqKr5ZQURhiqJK32ZeFEX9fIij7NsFVFmUt3O9CqgoSwEBAUn5dydjoiigqDJpklMWJVlefPuY/6E/v1XwvndyzLqY09UGKI4MyhkFGYWvEwU5aaBiOw2iTcW5vCYtl0QJHO7cQdcT2k2b3c4BC3fMs/GYoXEAVYKh5liGTJxEWNKI9fYMxympCpuztx7ZEr770SGf/eqKqevR9Vuk0Zp+T+PdmwhZMGgf1HmlugZ+mBDdbBBKFU+oCLcxJ802m9UWRVCJgpjPF3P0awXdkNFUhe6OzfnNmI2fYNspe4MBQiWyDRZ4vsveqIGAjaZVlFVGkmQM91RcP0SLNRqWSpapJFGBqgokqYZjV0RhhmVKiFKFrkl4XoAq5TRaXZZrnyz3sEyH6/Mxhqlz8tjGbMDW1UnjhFKsabCLRU6rLZPmCVUlUgk5/rZkttgQhXB4ZFPGBZONwOihzYvTa7K4YHfHpEgUwqpg66Vs0xJdiShaOUUukWQRh7tDrudr4qBkMhEw7AjL9CkRWKwF0kKgymPSVGLrVWhaxGC3zYd6D0UU8JYumlaxLQom55dIt080WZERdB3ZsdA7baTJlCqvMw1UXUMQRdIkJxdLvMTFKWIMs4MqaizOb9j4GaWg4KkxF2cLFn7IQctBlkSW6zVJUmBoKnmecfnmJZ3+gKKCfrdFFAxYrbb0u02KouLOwW7thwOsdhMpU/G2LmmeI8kifhyjGwZVnrF7uMOwO2C78hELk2avyfOvXnK+WjEyDTqWgbU7ZDZfYjeaNJsWzYbI5emMytAoo4S573J4eECr0SDVNM6SmCAIKYqKJEmQZbm2YQgClinT73fRShmlZbOaz+g0HVRVZTxdEAYhZVlydLxPFMbolsVIM2iaBoVQMpuvePN6jCCALIokWcJw2Ge+XFNUEUEQcnLvmMurG9brDYaso8gSfhBh2yZpmuH5AfPFmp1Rn5sgRBDA9eusV1EUUVSJLM2xLY04yesQbCGvsyU0hZvzOauVR16UtFo21Td3sbJAEmV/R3wqIE/rr6WiNlXnRW0yRkDV5NrbKNTiVi8x+BbSUFJBXgtdbTSW6pa3qkiSnCrN+f9D6/7Dgidttrjqhm3gkU8FrEYDSSvZZB5N2cDsqVzdbNEqi9fnMQ1LZ9DXmW0WbNySg50uSVbgNA/wNhskUyLNZCYLjyyT2B3C1fgttm2gKBaqanDv/iFuNyWII9oti27DZhUEtCwJW1V4+Egh8mtT82S5wbZMgkgjL+qsCFGsGI0cJmHCdjFGiHPe+6jPe/dHpHFE0zEJIp+8yAm9EFFUmC9WhGFCw3IIowpdU1E1AcOoKMsSSVQZ9AwsTaRIoLg9i8mzkijMieNa9KpSZfeoyf5IRqCgKCrSSKaSVYIgQdNNho6JKGX0+yaqJrPdFqxXGzo9C93WmC9KVMNEVUsWyyWVYLE37KLIKT3HYa83JJdEXrx4R0fpkSsxr197dAcasZhzdpmhahndZoGsl5SxgGbYKEbO2ou4uCxIExHH0nDTlMl4y8l9g40bohktVEVAFRNSSUXVErIkpd91EI2cWAkYvG+j3ki05QaLr8+Jg5gcONgb0NINzGGXEoE4TnG3EV1LQxIEsqIkFRUMIWcw3KfIoZXkTM8v6J7cZ7m+4enZNav1DLFUWGwCVE1jPJ4TRRFQIYoCsirWbzqqzs34Bs/zECuJ/aMD7j14wGI6Raao4arrDeXGpcoyOsMeb85OQRZJs4wsz9k/OOLJJ98h3G6pRAvLkUAo8KOEJE5wLBu5LLkKcvRKRhMlTEPFtGwm0ynNbovkZsnZeEJOhb1c8erNW9qNBhQ1ALbb62A3W8zHE67HYwxNRRFEJuM5YZRgmgYH+3u4gY+hagwHcHF5Q5rmlJXAzXiGLEsc391l5bqoskIcJWRpxaDbYT5f1DELikwcJeRFQZoknL09RTN0DE0nTTMCL8S0DaIo+XYhoGsaURyzXrm3cE0RqNANFUkERZKwNYOqimvwZl5SFAW5KLL06zMyTZaRRIksCb/djhbF/7ctpI65qMiyf791rTNrv/lYkoS/42+sZ3y3Ju+iFtRGw0LVNTabDUVZ3S46/m5LLPwW4/FvFbyXqzFJu466izawr0ts/Ygy0ukNehSCTZQHSKZGkaWYqs3GW6KmDnf2e2hGSFLGyFILUY64mFV0HYnvvH+CgEgQxSyWCrJUYho6528WoFYc7w9YuCF/NDphsUj5m7/5ioeHuxze6dDVcsJGgiiKSFIfUWqwXJ1zcq/LmzdzdocNijIgLHIGloCujhBKg/lFQJZ7JEXIeh1gWRoHB33KMmK5KilJiWIPRavIixQ3ytENlSDwsC0HXYf1MiFOC4oixzRt4gDWa5FSUNnMY5y2znuHbUw9Y7tJKGSV9XxDb6SRZj69nkUc1zBL06BeAEgqcVLQbBU0dY0kk4nTiDQsaTsNBBKKJGRyk3Oy20HUfcoq42B/D9+NWc98RLEgSqEgR9VFREEEScU0BKrKp2EVSKKEZeqUZUAepewcNSljH0WR2R20sZyCNC3Q9QzFqPC2BV5ZIesCiBrbrUev18eMNmiiyPv2HoqscvblS45GXWRZob83JKwq4iRFlkTyJEMwdXYUlZVpMhw2id0tpbdltV6RBhHeYsbNuyvkyuDs8gZDk1ANBcWy+PGP/4QkLfhX/+//5y3zTCIIEjrNBuvNlqbTQBREFss1kiwjKzJKWaLpGouVS5JmrNYrHty/y/X1DZssQ5d19CSj227R1iWGcoGx38Hp7dDrtfjiN88Yv7rCjxPa3TbbrcdwMGQ9nWLZDYKtS8uQOTxo8vmv3xKFGaIiM+q0ODjYww8TvCihqnKiOEPVVO4Me1SmzkxWcL0QseWQBgFQWyyurq9pt1tc3YypsoIPP3hEEEfoisyPvv8RYRLgujGuF3D3+Iir8QxVN9m4HnlZ1QHXrkeSpWS37Lm0KDgYdDFMHz+I6/Q1RSHPi9rsrCsIlYi7DW4zYOtUMAGBIAi/zX3NsgK7YZKkWZ0dG2VImYBuKkRRvUTwqpAkyZBV+e8IzzfiI9wuIsqihNuPvxHFoij4htf5TbZFVZQomvp3hFNW6iVGluVohkaeFQiiiHSL7/q76vo70lJ+9WbM7qjLTm+Hm3jGcumj6QqVnLNar9lEEf52S77NMDSLMIo5OXyPNMiYXEy4/3APjJis9Nkd9fBjnyJPCZKUJK6/KadZouYdbi5W9Ac7TOfXxFmO70eU6poiL7l/f4Cow9VsihJX9A6axLmM5yeU2ZZRu83cd5G1grW3pkgMFkuftqHQeqhBUaK1YqS8QlUquj2NLI1YrTYgWJiGzMFeF0MxWIULvKhCUHOaso1pCbjbHE1TkOSSKs7RNYOyFNjd6dAaBLx4ntLstmlYMapSe4KabZsgjNg/0agEk5ubJa1WhizrbLcBitJBqCIajQrLklElyPIc29KBgoISd+tycryDIMZIssibyxmGHtLuSwRRTCYUWI6FrgYYuoJpK7x+tyTLJWTFx9RlVEXBNA3KMiVMoajqxLOe02OmRZRSzvJmS7vbgCqjKkvIDQZNA10RuJlOmY03mGZJmtVthGHrvMvnfPHqgqak0hRFOkd7zMKIrCxRFIWyyMmlikND5MOjFj/PfCyzxY9+/8/Igg1+5XHqunQKmUcy/NXba5BEJN2g2+2h6gFJuEJWTO7dP2GxXHF5fU1VVIRxQp7VePK93SEtx+HV61M+/t73KRsOhiby6u0ps8WKdrvF5dWYssx58vgxV5fnRFHMSvQoBYHBjoHjDAlDj9PzDYpqU5YFumFwdn6FY1vMry7RJJGBbrKkJJUsxCBl96BHv93n1Yv6MZONx9HxIa7rMV8sSLOI+WzFW11jPJkzHPSYTZekaYasqFimQZZlLDce7sal4TQ4fv8e29WK/f0R786v0TUFU7UQmjqx61PmKa2mjSRJTMezW2xSwfY6rDFNsoQk13kv15MZll7f8LacBoqqEEYRlmESJzF5VpBmtVjYmkKW5fS7bQQRAj8iz2pfnKlppGlKkmb19rcoCby6UhSEWrSqijrGUZUh+3c+uKqs6j3AbStbFiWiLH4rZt/+27+Hbhdut7nFv/c435iJozgmiuPbxUdZi54s3t7d1rO/39be/lbB63Z1mraN6/u0WybrdUAh5RRCiaaJaEKKaUvIok5bsmkOdD7/zTs6HYtS0Pn62SX9gcnebpPJzKesVCQlZ7WNcByHLItYr11azob+UKEsNzx6sI8XpnQ7LRRZRDVz7hwfsHAnxEnGZAOhN0dtNfGiNYbcZ3zjo9sBHzxo44UJ01nMcWNEJazJipA0LukNbOxGiaJUbIMNq6VQr7uVmsoqSQJZkZMmIg3dJkoixuFNXa5nKmkqUpYZqgqSlKFrKnkGbdPmwd2Ci5uaBhuFCU3HIU5yFBVkQcQLIhoNDUlQcYOUIJDw/RUNB/J2iW5W5KVAURbocoHRNkmSiLWncXZ+g25IWKZNmLo0jCZhmLLxBIJlQbXcsrRKBiML15WRhQ7tdoEo56w3KTujNrKk8Op8w6Dr3G63UnRDpDmsFx5xUOcHJ5nC7kjn6myJNC/Ze9Lhy3lFu60zni6537CpSpBjHdFsIUiXVGaDqt3kYr1FkiR0U0dTFbJCRlYVREEgTVKUZpfdwTFDS8eLct69GSNKKk4U425CDt+7g9XqU6Y5b9+9ZTFfsdPv8Oi9HfLiDmWRcz0e8/9p77yaIzvM9PycnE8ndANoAIPJiaJISlSwglerrbJrXVtb/iu+tH+Sy/bF1treWtO1SpQocyUxc4bkzGCQGp375HyOLw5mJNklWnb5aoX3stHdOFdff+ENqqIgyzKj4Ra+56MqrWWSbhn87Cc/4isP7+IObmEYU7aGIk63z2JyhiwpBIHHN998nTAIWXsBpm2x2RRc69c4XQPZ7PHrXz/m6PlTbt25TSGIrOdTLNsmyTIqU0esK4LlgqipWcURvleC1LplR4JAulpRVhWjrQFlUXPtxjWefv4EVVPo9HqsNxvyrOCHf/YdDMPkb/7j35CmOY2mIkkSZ5MZy9mM1WaDqmrM1x5NXhClWRsNGScEYURRFIz3drBcl+dHp9i2SVXmnJ7OqAFJksjznKYqEUSJIIxAaNA0hbzM0PTWQNfzI3pdp71sVnVrABAJyLJMVVbkWcHFYk1dVRRZiXDpXyeKwkvBvq63h4cXhUkQ2r81dRuq/cIc9IWM7MXx4SVHD15eYNtusyUPN81veXyqrtLU9Uv5XWsU0Abbv+giX+wNX/D7/q8Lnu3IJOUaqKkqjbyoyXIoy5oTP2R3W+dgvMVmoSAUoCs6r7zaJU0bTiYbsjgk9yt02eKtX36KURiMb2+j6CUdt0KSDMa7DZrW4/RiSR3FCJJEHJakZcHN3RFRHXJ2vkbVa3quRjIo+fwjH/Hc57U3h1RZxup0xddvXCeabojw2Rn0KIsE0x2gSxrnxQXz1ZoKi65rouYmHV0lzAsEKaXblQnjBEO1sXUTVdKYTnxqVaBrdzAGNY4u4vs6VZlSliVmV+d0uSJJbU6OUxAKgjiFSmS62SA2JbpSMejr1GXNeMemKDKoK6papdcV8bwAVZUZ9gwuFimapjOZeWh6Q5lliMgousHk3Gc0Vum6MqoGQtqliM+IY4HdsYXVV5itU+RCIa9y3nu2ZHzNomOJ0JREiczpScXTJ0fQiGhGzXxzhmtBWeasfHj82QwamZ47RlRcjLsyqyLg4QMX03A5X9WUZYmqymQo6JWO7iqoto09MugoBkINUqWjSxJR03D/1UNqP2G4PeRfv/lNorykrCrWecNw2KVee4zHLu/PE75x7yHXRg77h/f46c9/wa8/+IRXv/4mO1vbuL1dHn38OZqq0XFsiionbxIO9kY0jcDOoMu9u7e4mMw4Oz2nLmquH+zz47d/wWy2YHywx+3DPXbcDjNv0+ak7O4gqzJpmfPZyRLzbMPa95kV4Gxt4/kzbt9wmRoqpqYh0PD02XOQ2x/JKhfQDZ3laoMoCmRxyqqpiZOY7cGQoqzo9lxWqxWmZSJUNU0cU5Q13/3O17BMnZ/+7B1yAWzb4MHDV8iTmDSNcR2b0XCLsiqp8pwwL5FFgbos2fghQRhTFgWTZs4oL8mzjKBqScx5VtJkbe6DrEhktCoGUWq7rDhK2wxjReT8fM71gzFfe3CTR0dnKGZNEJbtjrNoR+O6bijyovXnoyUItwFHDfXlLBqHFYqmUF2Sh5u6LTpN3SBKEk3eXlObuqGq2wkD2gtuUwsvi59p6ERxgojwexfZpqEN7H6h2Ggf5iX+V8PP/2elhR8UJJmI1BT0+gI7uz0efTJFMwR6vXb/EEchumwhKhYnFxfEZU5fVDnYG7CZ6tBkfD6bcP3aFlGkUJAy0jWajcBFtmZ7OMD31piijuRoeGGCLMkUS52LOKdz0EXqLHnyJKAUKmxHppFrbMPg+RcLZNngYGefyaygqSvsThdJ1Vj5a+xOj7JJ2N/ug1Dy/HzBxSInzxuIdXq7Jh3dIkkTbMvADwtMXeR8fsH2oMcmjDk+XgAie3sjJMnkYO+AyXRCQYTTF3n7Z0cIik5TZYx3NRxbYxk2bHcdFl5MUemUTczFxCeOBbxljO7arFYysu7w5JnP6UlN2Ujcu63QMQXcfoMo6ER+RVIaKHpBWYr0uiZVFSI5DVbSZ7VYMj1a40YayxwMMcPqK2xtmQhic/l+gSTIuX4w4uQ0IMkjZLVhsVihWRaBl7GZ1kRRgyTlrIMC0zUYdASKsiZNEkSpomOpdGyZJKmwTagbnz/7wW2ijYIpZghSxmoe0tccjosKVTf4zU/fZVeUUL6bUcYeepHgqhLR7JReGXBUhizKIUHTUIYBSk/nv731Fvde/Rq6blF4a+ZBwN++9d85ni7JiwJZERAVma++8hqJv+bTx0eUVY3oh4RJxnS2xA8S3v/4Eaom0nF6PP3iCevJhCwr6HZdtse75ElKmlfce/U+SRSxSTasNiGK7dId9Dk++ozFeok3S9A1DVmWEGUF3w8oqwLLspANmWv7BxyfHFM2FXJdo6o6hqGhCVAjsvFCbEeBsmSx2fD6t77OX//1D/nb//B3rFcbqqJir9fn9XuHzC/mPD4+Y2s4YDqfE4YRN67vYwsipqVzNpkRJQmG0oYGVVVJEEeEcUxZlKiaTJNdHgGqmloUaAQos6KdZnTlZYaErqh4gB9FvPvRYzq9HgIiFxdHl5mxrXOJULc7v6qsUHUVTVVaRc/l3k9VpTaq4FJZAe1ny7wEAeKourR0FxBFWvLx7xSk37VzaoQay9Zedovw+wcQ8XJ8bUffF8/Y7v3q+o870375SDu0efLZir09h7zO8E5z/Aj2Oyp11WC6LlkOlqOzWK558sWCPKu5vr+Nnnlkfsobr4w49aZ4gUQQxJSlwJPNGpouulUhJgFuX+bk/IROx+TwcIiuuWz0lLPTlMXRFNMtKUobR7fZsQU6Xx2g6OCFPqdnazzvjAd3RkSByHqRY1oGy/MKXc6ppIiOo9E0Irq2TSOU9G2JupdgOyJ+nHNx7jEe10iCjEQXx+5R1yX7O2NkBRarkuUyot/tMptPSNKIg/EeSpnxz74lMVtEyLKJougITUISpqzE9sKUxDmaIWJ2HKpliBjqaHrFYiEwGgU4hssmCDFtiTgucF2DNEywLJ398Qgv2tC391msPDRNJs9lOq5AEKWkZc7udZHxjo6dyXz2ZMXQkNENFcN1kMQY2zEJwoi0SBjvSdy+9go/+vmHmN0u55MlQiWz8iKGOxZFURNmDVWTUqQJgljS7/VxbRVRzKmqinWQYDs6kT+lrFXSpUBs11SNxKYAWWj3SFVVISLT2R1wYeR4X7yLoXf56B8/4MNHj1BQSYKYtz9+wvbumLAoeff9L3gym3Lj+j4XZyc8e3KE2euwe7hHf3uXo7ML8iyn2+kgIvD4ySm1ICCrKrPpHFWSODjYx+7oFHnBcLCFpig4g29yfHzGs7Mpfhgwef9jel2HbqfLow8fYdsGZZnhOg7BcoFX1UhNShYV7G5vEWcFq80aUVbxo4SeZRIGEVXVINQiDx7cZblcs5ivCKOQNM+Io4TOaBtJ19icTzg43GK8d4feoMO7P3mbVZrSHTlsNz0ETefDx+/S07fY29kiq2C1bPMtTs4uGPb7rFYeDaCqoIg6SV4QxgmdbofVJqC4lJBpuoKmqYR+/HInBrzs1gQBNE1kb28bVZVRFBlBFkAUODo+RRQhv1Q/iLSj4gvZVpmXCLQ2TVlaoKgyVf3bKMUXIyhCW6heBGhXVU3TNCia/NLzDkDTZHTTQFNVojhCAGRZRhJlgiBui2Dz205PlFqTUEFou+skTpEV6XK/9/+h4IlqzmjYwbG6XCzOsbsi1x0dKdcIQxnfaxfyx8/nHOwMQVjRNCVfHJ3guBZyXfPWOz5lkiBrFqbl0u91SQIP2XQJNysMVcDbFNgdDcvSaHKd4/UEQxFZRSsEGqzOIbq7QFJzNnENaUQdOViqw0Cp0F2FtZ9RhiWSJJBGJUUN3YFN5BW4lsHFfM583pCkNUO7i+4KZGGDZDUt0TRaYegSmqZSlgmyrKAqDUXRdn2yqFLWCWEcomsGm8BDURUqP8O2GtyBwGQSQFkTBwWO6dCINfNlzqBboysSHUfBsXXmy5x79wZ89vk5qhpgGA1pUJE6FV23g59LFJVAVS/RNZvz+YKdnTY7oyolRFHHshsOb1vIQoVsiEhVRq8jkuUVcZpwbc9BNSRUScAywbElirLhoyfPSSr49NMLkrjND2ikCii4eWijyVmr7BiZeF5KWeVMFxscy8DzVliWzXS+ZLnKsO2SaVYzNl10Nebw2jbrpYgXZfyrH3yPi6NTzC2T948mHI4fcvrJU+QoIAtrclmiiWVGfZuyEXAdneMwRtYU3v7HD5jM5kSxT18SSFONjm2wpSkkksDD+3cv83wlvv+9b7FZznntlbv88t33WHsBaRLzL37wDTTVpKRhtNPHtW18P+D6K3eZXMx4/OhTwjjGdR2YQ9c1CTYhcdnaRg26HXaHPY5PZ2yKAsPQWKwDFFVDdx3Mpmkvo17AZ2uPIAoxLZMsLfD8kLKqEYKAh/fvIlzfpSkyxKpi27b4/MmS6WzBehPQUXR2XIsyVYmanDu3ruH5Pod//n3iqObv//6/MpnNEASR7a0+jmthaV0++fwZddFw9PyUPM9fdkolUJYJiAJUv92VGYZG2dSUeUWa5jw9OqEoSqqqwu1aXFwsKC/Dr1taSKtjFWk5c6LcEsfLsqQpeLlHK4tWzdGSvtsMCwEud33Cy7BsaAN7FE1+WYAbIE0yRKElOdu2QRQm6LrWuq4UvyUh13VDXVcvi2ASpwBUl/vBPxZfWvA6lktpR0znF4iCwHg0ZJ0vmR3JJJmMJpl4oc9y5eF0NZxeG5xyMVsS+THdnsPp+YKyrLh+2GUynfH87JSh7WK7JX3LRBNVZvMNB/s90jTkyeaMQoDrY4d7+3usgoKmWnC4oxB4Nbq+RXdk8fj5hNnJjK5pUOUJKy+DSOJ0vqRruly7M6AsEhRLJEoS8qLmxnWLstKYzkPOTxckvky/p7I1Kul3u9i2Sphk+J7HsG+T5TJlriIrOlGy5MZgjCDkNDWcnW8QxRrXMWhoMBWL+7ddjo98kjikyhNoKvpbDo6ZE4QVUQq2CVkm8fnnM2zVYemvMAwYbvdQFYHnp3PqosNwaJLEIc++SLh1Z0iatf+vqlp+XlE06HKr2biYenR7HcoyY7nMKGuFs6nP/p7JJ08D6qphMFIQBTjcVzE0nd+8d0TXstne66G7Ap98eIK/WnLtuoXTs/G8EFlxCIKMulGA9oL5zv+Y4romgZdx/4GK1uRM5zEPHuwzm+fUooagwHu/fIcgj7HTigfVkKOnz1GNmnVjInQ1DsYjVl88x7pxyHsffornb9jfO+DifM1gqyKPIqq04iJdcvfubR4/fY6IwNr3uFXd4fz4ObIApgaTOOOLL56j6SbCxiOOEoqNj6Tl9K+P0MScPPX4zptfpWlUYj9oNa6ixPZowGIyZ75YoogqjmkiNRKiIBCJDYVhoggJsqhg6TqmY5EXOXVRops6d+9c4/hsQVEXWLpB94bLdDYnCBOSvOBYFknSlL7rcO/VO1j9AcpkReYFCFnFX/7Vd3EMhX//dz/B1XJ+8vN3GO/2ccsEy+ljGhoNMNoatLbmlcR0sWbQ6aLrOsvFpuXVvVD31c3L8U4QhZcC/LwsL6Vc7Y4rjGLqqi1u61UIQkOZV0iyiKa3foxFViIp0svvfsFvEy6VDrZl0JgNdVUQxQWdQQ9/tWmlYVVNAy8jGMvLK6t0SX/Js6J1i9YVDF0nDBNMXUcAfD9uO0aaS987+EMd3B87yv5RBa8RahRZZDweEscZnheg9xS2hgbTqYe3CegPenz/O1/hi+enTE83yIQ0EliOjW6aCIKIrSk0NWx1uyw9j6PJjGExYLUOMXwfWVYIHoXcvGZgWRK9zpDjs3MmT1L6I4mdOw620SPNE9Ii5fSk7cC2djpIEnhLn3UYc+NgzNlmwbjr4C0WLC5kFLvCNEsaRCbzlPHWHrKokq5FbFdjvcxZL2b0dj2GlkMhltRVCIKIFOkIgkxVehiSSZblVBWcnC6RZZ1OxyYvSq6N98mblDqUKKsax5YRlYbtHZnIi1EUm8++8IjDmu0dhSROaaSMnAZFUmkQmM8TMkvDdjscTxKSIKW77fDgYYcgnLXuvF6JLKtoqkqclC0zfxEhAVomohkqGy9k0Be4ec1FlLa4fs2jaSqOTtcgSrz20EKRU4RmzLu/mqFtfL59f58y2+PJ0zmTaUXox7gdkSiOKUnpdzSu7RsMOjrjsUldKZC6rGaQ1yr37+2iK9CpJPbuXONs7tGxhiinFyzDhCqvuVGlnMo1A6vHwc0RlW6iztctFUVqOJ3OiZKMNApxbu5R1Q33H+7w8cePefToc2zDIq9y9vb3yZOcoq6xLYN33nmPsmr5WYPRuE2uEuC9owmHB3ukT6dEfkCtaohyzOHde8hHbeyfoetQ11iOxWYas7XvcHG+oKlqVEmiKEpiP6CuawQaNpsNAK6p45UloiizCQtOzi4Io4h5vWFnd8j+3h4rP6QWJJxuB6OyKeMUy+rgCAXe9JySmu1hn+xijdiz0CSJpKqZ+yE3b93k0eNnbO0k3L9/hzAOSKKCi+WSRhCxdB1dVbixtYuuanz66OnvFQBZlqjrBlVXWqqI0koSFVUmS4vLY0I7ilZlTV238jGAIm/t1YtLq6a6fHEF/a3XnCS3hrhbgy5b2x3G/T5Lv+DdX72PbqjtKC3QJo/RjreK2naNkiQQ+tllMa7J0gxPaHMtliufQb+D50Uv6Sq/O5b/IWi6Qp61BZ3/g8TsSzMtAi9DkiTWq6DNmY1jhuaIzTJDEBIePtDQzQ2PP3uCY7qMd3Ypm5o4TqmrCkGsGQxtUAVOzqdcLFaYhk7HsZHqGtM0yNISWZBZb0Lm64pgWSEJFl13D8kRKSuZ+anAapnTrBSOj58R1QF5HeL5Gz789JgwEXHtPh9/8pyDcZ9VElKKGcOdDrZroqkaaSFQVRJ5VQAVu/s6g4GGIhVUSLimiDsoUXSBMBYRSwOfiK1+j63uDn1nmyiROT4JcBwdVRWRxRrXtsiLlCdPJ6yCNYIgoGkmlmUgIbF3XcMwS+7cczAdhfU0ZnukoSgaYRTj9GoEsUBXcurK5NmzGKcjsHfTxnVqul1ompq6qdBUhThOKAtYLmMkSWB7oLO9ZUCV8/BOh8FAZHfXZu0VPD8+Z+VFlFXGwZ7N7lBhE3rolszevsX1W1ukRcw7bx8jCgVvvLHF/lihLHLOJimmLdPvO/S6HcpK4/Riwd1bFq8+HDLaUZk8W3D/1pjp5JTz83MUApzNnAMxZTN9Qq/f5/x0g7jyCeIUVbZoHI3/8stf85/+848xdYOdQZfhVo9Bv4uoqbzxta9w5/CAYddlPVuwPRxw59YBpqWjajplnvP8+THj0ZBev8vtW4d8/asP+Yu/+A7/9t/9G779ve8gIOKvI5AUfvHrjwhrAclxkJWGNAp578P36PQ62KrCarlGUxSKvCBJEjo9hxoBRVGIw5jdUZ/dUZ8iyxnvbgMNZxdzgiAgCAPSsmA07FM3DXlecHExZzZb8M0330Crc85OJyiixNe+8RqriymPTxaUQs3WdofX7va4eW+X37z3OaBw9+5t7ty7y8OvPGS0O2Jgq9y8sctf/ct/zq3xkCzJWC9XBEFIkeccHZ/j+cHvWZoLQK/vIkoCWdqOuu2YKVAV9WWxa8m/WZK33ZosX1pMNb9XZNqIxfa1NmNWfNk1SoLMbLbkGw+vs5xO0FWJrz7cxdJUyrJ8SStJkpw0Kdq9XQNZUrRWUXX7LIauosgSddVQViWz+aottFX1pYqJ38WLnaPtWFw/2G25gH8AX9rhKYjMlwFFWRNGreXL02dzZvPNpQ2OS56LnHoVi9UZdQ1xliOLEoIIfadPEhUUmsBotM3x8TFOqVM1FY2gEoYhsqoQ+B639oaczkNeebDNxdkEQTN44/Ud1msf/1lEXioIkoRidbB6ButZjGVXHFwzOHq6ZKz3uXajw73bXT74cIZt2MhSQyMJNOiMBwaIKpPpKW63i9txMDSFUsrZ6m3jb2ZczCMMw2Aw7LK91yPJUnRDRFdtwiRGT1yWPpiWRJ7llEVKnMT0+2a75zAqerpIJQqkYcRibmIoIlmRo8kudRMi6e3+oSlyBl2drBExzBJJUNisN7hbEr0eaGoNlCyWKYZu0qQt0XO4YxL5Oft7LqKaI5Qlw55DmCREqcerDxy6XZOL6QbHVonilOW6oevoNE3FYWebtT+ja+vcPHQ4fb68NDGNeeUVg5u3De7c3mEyjdC1ikGvS5LXnM/XjPoOUSqRZUsEVcNwXA5djaJ2sW2drmKwCCs+PF9gCgIP791iPHQJV09xjB0OD28yj0pmvYiP4ylWr8dwNOIvv+vy8w8+ohIUxuMd0jpmuNsHRnz0wSdEcYLr2KSbhO2dEWkasrs74oP3P6YWhvQHQz74xXu8/sqr3L59k1+980tkU2Xl+QRZwWoVsgoCvv31r/AP//BjBGru3b3Gxx9/xmoZIAgXGKbOyfEcRRFxHYemKGiKik8+e4IoSiSXaWFNU2NaGrdu3ma9XPL82TGz2ZKqrtE05XKcq3jrrR9RlRmiJJGkKR998im9bpdux2VnR6W/u80P717nVycJodggiCKT8wkbPyIOA8Y7O7z6+qsk8xnhbM4bb97ndLXhk0+eMJstWS7WbA1ckij9vUtmAyzmG3p9l8CPKMvyZQaHwIvBsO1zNEPBMi1kWSSK4svDgPS/Kxdor75l07QuK4pIFIXYlkVdKJw8X+JXC77+2g00K0DwQsqypsgzZFVCFKERIL/sNouiQjdVyqrGckx8P2pDly5/NIQX3gF/JF68NwxbF+kv4+F9aabFFa5whSv8U8KXjrRXuMIVrvBPCVcF7wpXuMKfDK4K3hWucIU/GVwVvCtc4Qp/MrgqeFe4whX+ZHBV8K5whSv8yeB/AnQ52vwIxBSMAAAAAElFTkSuQmCC\n", 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" ] @@ -178,23 +145,29 @@ } ], "source": [ + "# 原始图像\n", + "plt.figure(1)\n", + "ax = plt.axes([0, 0, 0.7, 0.7])\n", + "plt.axis('off')\n", + "plt.title('Original')\n", + "plt.imshow(img)\n", + "\n", "# 64 VQ 图像\n", "plt.figure(2)\n", - "plt.clf()\n", - "ax = plt.axes([0, 0, 1, 1])\n", + "ax = plt.axes([0, 0, 0.7, 0.7])\n", "plt.axis('off')\n", - "plt.title('Quantized image (64 colors, K-Means)')\n", - "plt.imshow(recreate_image(kmeans.cluster_centers_, labels, w, h))" + "plt.title('Quantized (64 colors)')\n", + "plt.imshow(recreate_image(kmeans.cluster_centers_, labels, w, h))\n" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+VmBOuTHvNx+zS80x74sHJ+Q6EMFLKsxK1QmZWiERgZrNziohq6RqRaZ2JJsszGpYqlszCVuZdc0+1+NNmdphMBWrGRmCzcAx0kGm8eY4XlNyJNQc2J6dzs2YVuk38Y5ZkWh/+mfTAadpOankwSaCnaK12m9Wo4nINFVzsfk8O3VrRZ7xgp6OFyTyqwYDg1tiIUOwGaQMJ4T7STEHO0UvNSsVq5VyjaNmzVDVrV0ubDJQlWsiM/FAqtf+RLygKLPahR5iNX/HS1OxhJkkzcf7E2qRCPO+4YpkgpX6W70GAxojcu2PZwg2g36FXfCSeYzV4/EC1b8qqzf1HuSKfZRwYDKGHmJNt0LtSwGJ4QJJmPF8suoxScShYMSSbN1abAELK0iSHSiyVdXs8US2MLgm4ETXztQiziBpHE+Rvv0Jl8ednuClSKQnKEpBKBw2lKpLRKL5rhivU0EyyjVdCEfchPqpAIcVPF6XLala+XPtfLPquZIo3Vo3YeGxVLUSMhCqr0iFHHPdYWOT6AoNj0q12ZoWU1lJbkMZGQWbQQb9CHMksaFepVkYkjIFx4Pb5bV8PtThdoWtfj/0G+xyZeV+uS/V4CkzEvln061infpdh4N6tTIHD3VSVZEh2AyShlVKjhMT8CcNBrm6hEGmRvSw/iI+uaaBdNOBgVCx3n6uchUPVlHCVq/toJJjxOWxDL1SfbXmtB4nkGk5srJSV0gDt7ANbnICGXns1SKks9JXXzBYhBoMaP1ynQzBZpBBP8HlEkQiCeRLH0lUBjSpvB2OhBwrWHPZQ6dId2qOWkiivxEvJSdd6TVmmItQJIIkVIlkShYmUrBq2o6I1q4MB/V9skPQQGMwUmtkhHGmklMGQxbHe2pNXxGjWJ0iRZOx6oPtL/RXzmt/pN3YIZ7p10m6TboI2C4YykyuEl0hradeskWTAYl4CtZMvt3hnpsZLHJVMRBRvwN53QzBZpAyVHJNlI5jVRoxAxNUR6T63IpsIxG83t4+12RJVgYyyapNVkpW7vO6enqipkKy5trDZgyEerWD0wYBVohHuFZVnhKdI5sMqDmvHWHA1UO+skayHZk69cMONqnGK77fH0hEpFaqNlEubSZNJ4O0Itmerk7HWhHvcUXGamBTonEOxphzXZMxDUvEK9gvX/fsH1r5riohp6J+nZRKTJV0JczEKiEEtqk8al9aCUm68rmEVYccJ+Q62AX9B9IknKx/NRlyTYQMwWZgCyelEOMV8bcb76ResTpWXiNbhMkr8BnH29v8ADH7hgqM9BwzocYjTxul6iQPtq8YqJScRHAjDOJUn9uNhdSVrzmC2CmZujWd6MLCYxmk5Ip0Wx5zWotYhdHc3agnnLjBezxVO9hlE9PZa9UpzNcxE66ZRNNZ/WkI/EtlMJyRbM/XbBGmvc0flxSdkvZQJNYYpCP3JEqu5g45VpWa+pKaY0Wug0G6KlkmQ5yp+nDtIojt9klEXB4wVXFSidcKTkk1xyuURufxi/hbEa6dgnVFuukgtSbwTuHU5DsQvla7a2RlixgSNb92CtmgfUScMUIbYBu4Fda/1zT4i8ggLpz6Wq3OSRbNR9sYVezjn1tf4FDNOry1GnX+dxnr+zQTtBayKkqYfOoVlJTmINryCfmmpHSdvsIcwCQjhm0Dm9S0nEQ+VhPU8ofmIhKq/zVVkjUTaSJy7a9gJ7taxE7J066dnYRVyUM7qIQoVand8VRgZfJN1Kou1x0mHAwPuu/UDvEI1qwarVRkPOKNR5pmgkzFzBtI8Q/qG+G2PXFoJNplMGzglDSdmIrNZC1fjyr2ceij13jk3od4/a1XqfO/C2A8Aux7+ymaGrpo7Gqk2NuRzC0MHtTCEinAJSK4RMQg0YiW3n9fc4CTDHpSg5/sAqHShYGo6KRWcnIKK1Uqc1tT1ShWXXGcwEyuMsVmoGFFpgEhbInKrBpV2FVlsjrHCWEGA5qxpRPJBmVlTMQZJIW+FO83F6iwIuHmo208+Jdf8cH9jzC6NI9wUR7aIT9ivA/tkJ+th/ycTiUA+3gqetYVTJl4Is2hOOF8A4CEKTnmtnRJQM11lZHCdko2FZhJ09wLVj2u7+tbFLFdRLG54ESyZl/pt03mPCeRvW6tt7JU6wmnCquUHLum6bZrGyQ1a0WkainDVGBWslb+U/UxFaSqVFM5N6NgM3CERA3VnZ7r5PyGqmpGl+ZRFPQwzR/BfyBkkKwY39vvuu/tpyxmGUJwufpErjD028wNNJwEP6noDkV6lUiUsKqyZN5v51eNV43JijzN+1QVKx87wu5e21Asa6iqOVknONn6wKrKVElTVaCpqFGppNVtMJBRsBk4Rjz1mo5UmuKRBbS3+Zk3ZxybqrdCFvjw0jrxGD6Keo0PVjeRVVHS5+umC5GI5riwhNfr7R2oJIlXIWOVWN0ub9qLSQyFyOHBgJVf1uN1xVWjyVRhMpt/c93h2EIRlpWa9Ehhu8CmoUKyZmKNB6ek2Jcgo/4anw5kFGwGQwoBzc348iUx+yJHcuKeM/rEy/pzSX2HTSecXjArXdO4UDhMRHP1u+/1eIZdtHAin6yMEIaevNZ4XXGsOtaohJuK73WwoHaxSYR4itOsJocDQfYVGYLNIG1IV3P12VMqYl5PGTsC/wF75ZabPTzNp4Y6jWMytjMNS5Lta9eceOQ6FNWtVRpPX/Jg7aCSpzmCOBHXRFweowWcJFkrQrUj2XAwbLsNJMzE6oRorUyzdiZada5455lJeTBNvhLyvUj0fgzBf6EM0oVsESagpU4+Vuc7KT6hor3Nj5VLJn6xiQI6xlZyotgPwN66Tt1cfEgvLEHhCTHnjMoZNWgBTqpZ2NI8bJWCE91nqFPTGDV4KRyJGGTam2zTX2hCEm68qk52YxIhHHEbwU3xSibanm8iVOlrdRLQlCjP1RysZDROd3mICOsOOYkQLzDJFemOdrGRUFwBDoOWBiNdJyBEL2KE5KNrB5sgnaKvpRwzCvY4Rl/I1QwnebBWpJlKMYixxVlcsHgKYryPvXWdTBkbm8r9VusB3mo9AOh+2OyyKTQfbTMqOw0ZpKndXKrN05OFU1NxX5RtKsQq4UbEbMkimSL/QmA0Tk/lO1YtbWiFHK/AneU2tlTQ3+RqZ9JV9ydjPk4G8eZN1zVVFWq3qdHMagCX00CuDMFm4AhOVKs6pr3Nb2x2MB+Tr+uag3z2wpvRDvkpClp/m58WVbFZFSV0BIRB7kOOZPsJA9E555OKVMSVmUztyNUV6Y5LvEMVZsXZX8SqXi+eyk1WATsx6ZpJVN1v9dpJxHTGRJyBLfIKfAQsiNVJLWEnytU8Rr5uPtrG5PHTeOO9Rs44eRR76zqZOqeMfQf3MkkUGeQKeoCTrKCUV+AbWgRrERXs6DTNNWCqNVUMhn+2ry3tnBaXsFKzVt/L5kbrVsX5zY3Se+oJD42I4FSRCsGlyyycaJ5ExK/m6vZ3+7qMgs0gLVCJLRWSk+dIFXwsEKYu2GmYiE8rPIHCj/PJqYP3NlQZ502ckBczz5CsTxyJJJ37qkYKpztqOFX0dxWnvsIq2Ckeqcrv6XhRwfK1W+vutZnVqJqaY06pUQOUhkq6zUCiP3yudmZdK6iEaTb1Jpu7mwwytYgziAtzMf/mo21kC/sviIDmTionVi38r17jpb//kJm+ng/9nKUrbOdo7Zg4KMTqcgnnua9mFZtEU3Wv292rznBf6g47hapSrYg1WRXrdoUJdYfj1jA21yI2K9Z4KtbjdREIheOqXI/XZalIzX1bZZCThJq/mijFxhXp7lGsGaQdTkzTA9WpB8Dttq9FnDERZxAXql/ViR9WFoswm2vtCFDdL4m55qPXaKp5h2DhCXELSYzJnQiAaGshxNBTrjHF/5MgVGkelspVjzZ2xcQM9ze5qkiXag1H3LhcyQXmSEKNR6zymAxiMo/1eF29Kjc5hZlYrcjVyqfa0w0ng3TDHMkM9iUVB5JorZAh2OMYyabpmHuvWiHefHY+VaAX2Uq1qu6Xc1f9+WfMnJULtYnXfKTjY8aMmciRjveIeCtpa20ZcDUriRSsU3V6qdw45mK1mL/Tv5w54ClV8vW6goQiWcZz/TdBFl5X0OYMZ/WIzXWHVZUqU3dsz1WI0kycarqOSqLytQqn/lfVbBxGT8+R3+Xx1Ku5Ibp8LvNh7TCQJDyUu/DYIZFajdeSbihgaDh3hiHimUmHCpJN07FSqAHNHbOpyCvwGZt5vx3kMfX9M89RUn4KBbWj2DuumD01+pfmtrUraWrosp13TO5EfO72IeeDjdu6bgjBLio5Eokl13S2qHOSspOoiIQkXJVcBxpm0rUi1xyvsNwGEkOdXJMtajFUSDQeMj7YTxhUVauSXEBzO/rRYDcuEbFZmYvlPmlODmhubv3Wlxh1ZKcxtkMLkl3eU4fY29LEJFGEGO9j38G9XHXZFxh94mWcNmMW9UdaBrQ3rBMfbMxxSaoJzMXJFvZX/bHp8s3aq1adZFPpByuVqhWxJuoDqxJtIhI11xlOVr1KmP2x5r6tEvHMxpJE7ZRssiQrg6WGOlkmA5VIrZqhD3VkfLAJ0NeKR4ONZNYfj0idkKw8bibUeJHDZoVqHqsrZzf/70dfo2HnFnJ9sZHB7p3tADSOmQVMJOT7GNqPQlEJe2oiBKsfpL6ihNPm3xh37UMGfVSv8Ug0WXK1mysUiWcaHhxIX6wKaTaWJGrXMaevMJuAVViRrRxvRazpVq7Dyd/rNMr3eMHQslMNEoYzuUJq6zefky3CSZm9zSRpZSq2g9W4stIS/M0BSmfNI1f0KKOOsZVMnVPG/HPPZ+6EVnzF2WhiGpqYxpXjTqLO/y4Hha5wN+79gPwRvaYefKTJHByOhAxTrpNCE+p4O9gRstelK1SrLVXYlUhMFDlst8/jdZHttf/sJ9tUPR6s/K8y6End1PFmU3AiNZssZH3i2JKLQw/mykhW2/GKDMEex1AJ00yg6fIhm6s1qX7ZeKQr9+cV+HQFHgjSsHMLRUUf06Hpyim7vCjGXCzhbw4AehWn+fNmU+d/l9dWv8LCKTM5Uj+ECk0kAZeIGJtTJCLQdEUaSz+s2R/bX3Da69Xc4xX6RqqJvGXJVGBSC/6bH9OBgS78nwrMftTjmUjt8IkzEUtiURWclYnVatxQhtmfqj6qz9MZnGVV6lD1r8ZTtOpxGVU8ff5CWpoD+Cqm4W8O0NECjIH5vskAjPV9mrE+YByEynr+WefPm02wuomC0jH4mwfOrCmjh9UoYlB8sx43LpxVc4opJpFEGURJol5XkK5umzSWSIgcT/Jf7qkQqnpOMmpX9bWmI1BJ+l7TpWLVbjoC5+3mzIFOqjnXjiTj+VeHuu9VrZIEuj/1k0isEsNewTo1baZKLEMxWtiJnzSVNJu+IpUIXivfrVSoQC8FW+d/FwBvrcbmLdsBvVyizJcdrB9ESUULJ1nVyQ5mhZrj0Wy3vmKgVWxfYeWTTQbJxH4mKuqvmomHUx9YJ5CEqqrVTzKhmjHs/9rJBPckGq8qWTXgZ6gFQZmDkezW1tcfB4lq+1oFOiXrh5XqdVSxL4ZYc+uq6BhbSYcWZNHVV7F2w5Ns2XYYGM2HHTJBdjTzgfr3n+FY2WLqmvaTLcqSucW0waxilQNJF5iwg53JVzcT9+SvmtHVLXqRbFe3wO3yxoyX0cGWa0tCjSYdXawo1kTFJJyiLwo2Xt1hV6SbiHD+tWk2C+d69f9JEY7gcQs0d+z6hqLpVxKnVWu6rGwBcVTqJ51shz3BOoUkSSvTbyLyHUrkKuFkTX0l3kQ1heNVarIjWqvSiABHDn3A9IWzAdi1cTsdYysBPcipIxBmfPkSSkNv9ppv5cvVrDh3PPm169nKYhbMraC+6WhS5RrTCWketkQC5SrNxHZEG6+gRDwzsNV+fV8smTpRp07Sc+Q8VuOs0nHCJDYRJyJXczqOqmCTJVm1bKIROSzit5+zQrzIXkmsImzyIbtFiu3j+x92RfKHIon21TSdLtP2J4JgnRJKsoovncrW6tpmP3E65kwHnJQ9tIJd3eGaj17jkXsfwlecHaNiG3ZuYca8CQBsqnqTXRt1k7CvOBvQTcm+4mxGn3gZ9e8/A0BBjovEYXj6AAAgAElEQVR6Ysm7vyHNwzGlEXsOxqrYfiwwYaVU1WMQS7bxxieCFXk6IV+1cpNVFadkVGo6o4RVyPxXIZwRq1pOUb52RbrpiliTrFpRSVWwQ63SklVKjbkf6kD4WO063pghiT8dkcnpuqdhTbDJElwyhOMkJzTRtftSuMHp+anM77Stm9W4ZEjUbr68Al9MWcZNVbHKVJqHS7qzOGv8WQAsqJxLQ1U1Z48rY2q5i3ue2QPArs0bub05wAWLp4B/HX+PzrF0/vkcqdevFVdVJgnzXCqZxhSeUIm0n6s2qUUmkiHNROPUsolO4NQ0rKbqSJK1U67pCnpKBmrBCUmaKskmIlyZoqOn0Ti/brrINVEFJLWzTV8L5ydLRE7J0ims1HQ6SN+ulnGycw/rIKe+qsd4BGaX0tLXVBerkoPmcoR2pQlTgdUarcjVKqUmXb1V5TxmBRtoeZ8H//KrXuM7xlbqyrQ0j6nlLvY096zjuR37WPnyIXLrelrW+YqzeXH9XgAeufchDtWsY+++3UwYpwc+pYtcreaKO3eagpmcQJqPkzETJ4LXFRywYhN2JGpVySmdiNeqLlkMVglEM2Szcrum5U6aj4OzhuISKsnJ58GA1mszr6+vSDdhS9jde7LEfVyXSkzUVi1dJlQ73+5QjEB2ikQpNsmON1dyCmhuaj56LUa9tvzpSeob2ik+ez4fr3+Zq69ZzuhFS5la7OP11X9iarn+ezBY3cTTG96IVnbSTcmls+YBcO1N1/HIvQ8BMH3hbO6+/g6O1PspKCwiEtHweAXdacxHhFgTsaFe1WbrkQguN0TCIJvJ2PV4jRfoJIOS7NJxVFiZgvtiEnYClysrbuH+eLBrS5esgjWbjZ34YN1aN2HhMdrTJSp9aE69geFVTSkenCjavsAcKGUVOJUuDJRv+LgqlegkP3Wgo37tVK3VGoYL6SYTPZzofDU3Vn9P3Gx6+A5qRhXFnDNl7AiKgh4+eHUzi06bSKhMcFJZCTtqm5ha7mLb/a8w58ZzALh80Rk8eXgHmpgGs+YZJLt61Upjvl0bt7P3/N1MmTyNI/UtFBYX9Qu5xqhYC9OwVYe2RETqpFKTU/Q3qarBUaHuMF5P8v97VoSarGqVHXWS9c3KHFf5mOhr+XggUjNSJTgrwszWNFvlnK7rJsJQCbwadiZiJ6ZTp2ks/Q01HzXZUoSDDTWNxlyVSVZvUje5Xz3frFoLikoIdx6h5qPXGL1oKdO8fqZ5/VxU2spFpa3k1EHRvFI+c/403nivkZk+wb63n+q1tvVrtpFVUULTP+uZkVsPoJdYrKvC3xxg+sLZXHvTdfiKs/nu97/D7Q/eBUB3SFewZr9pqjCfa/R91V8kXZlJwo5cpY91qEEtoZgKuUpIQnVa2F+m4cTLeU2GbN1ad0yTdRWqUpWb1XEzZDlD8zYUEc+0bD5mHqO+tjP9Wo23GpvIdBzPdD3USi8OO4JNFen0ayaL4USsThCvDKJVUFTz0TYCmpsjhz7g4TVPcKhmXYzSBJizdAUnL6pkz7ZatEN+8kd5GX3iZQAcqllHsLqJumCIYHUTgPEIelCUrzibjrGV5NZVsWvjdg7VrKO0sgJfcTa7Nm7nnd2v4/EKag/uilGcibrhWMHl6k3SLpfA5dbVaqrEamc2Thf6Q8lGIkEikSBuV7hPRSjcCMvNKcxkm250hHt/b3SE3b32mwlYBi65s9yExND9urUjunT5SpOBE1WrBiEN5ZrGQ/cvbgEzUUlVqG4SiQj1eCO9dCCZXFa5mYnW7pyaj17jw8O7Ab0K07w54wBoqnmHOUtX8NuLr2H1+5u4fNEZACz4t88ZwU2NL23kvQ1VLD5/DuvXbDMeb/ziIrK3+TmxrJBg9VYAg2S9tRq7Nm5n2fIV+IqzWb1qJZvefJHurkbKSrJifggkEwSlEmskovWQaj//bktXXWEgaRVsFR2sKtVkVasViVqZg/srsEmFGuBkV2XJFek2iv2rm/TLSqI1q1pJtJJYc7wCd5Z7SKXiDCTU4KpEgVYqYZqfm/cNZQwrgnUSQGRHuOqxDBLDSfs5swlYTetpPtpG89E2Go7sNiKFV69aSUNVNaEygbdWY8rhZk4rPIH77vwWJy+qZPKEKax+fxNlJy5gpq/nn+f0ikrqgiGyKkoYm+U1yiJmVZRQFwxx5jLdLyvLKuaKLF566TkjX3bZ8hWUVlbwn99Ywe83rmP1S88Za/ak6E8z6hDH+ThFNFe/q9KBgJUyDXX37f/ITJ6pFJeIh3glEu3MwHZQCVXdrMapjyqszMrHAxL5VZ1GLEtYEaddysxwwLALckoWGUJNHipRJpuqE9DcBKKlD/+59QVj/6aqN1m2fAWbqt5kyuE9zLvlVpoauugIhMl6/xleW/0Ke+s6uXzRAvaWCY6VLeakshLW1mjMrCiBNfo8Jy/SKzwtPn+O8Tj51CtYca5uMn7y8A4amWWQqzRFL1u+gl2ztrNr43Yaqqo5NGcdF118B63NLSnVUDZyXm3EiB4xHFGeO5gzBbOyhDT/JlKn/eHD7SvZOmmgnmxN4VRMxZI01QbrUrlqmqngv7A+19wP1ky2HeHezdiHO9IRvHS8lloc8j+vrczATkmzP/JKhyPs2sfZ7TM/mrfmo22WbeokVHKVaTgLKueyqepNpnn9BrmWlOZw8JkHCVY3cXpFJZcvOoOt1VWcdeblAJSU5rBl22Emn3oFRfNKAV21BqubYh4/XPUAWRUlvNV6gGn+CL7ibIS2G0/NuwSrt3L2uDI2Vb1pBD75mwPsDvn49Z/vpWzsaCDW9JuqqoUeRSvTcuRz9TEVJIoqVokznq+1r8X/zeZgr8cds8WDahJOV8ecRMRrdVwlSk3r2aRSleZiSaqScM35svGKUKjkqu4zk6uVsh2KgVFOzLtmn208H+5Q952mC0OeYFOBSqbJkvLxDDMpqjCbe+ONLR5ZYBlVnJ2dRc1Hr/Hj3/2QQzXrDEKd5vVzqGYdixv2MNMn2LZ2JSWlOTQ1dMXM+1brAcpOXBBTWGLFuePZ9/ZTzJ83m9dWv8KcpSt4b4NeZGL9mm0xj6+v2c2Zy86h+qWXmZ43ksYxs+gYW8lzO/bRUFXN6lUrDZ9sQ1U1mx/8DS/+6zle276G/BFew2QsU3msgp/iqVawJtF4ZuThhnhqta9Kti9ItWuOilQzRszN1q2OS5gLUdgVpjD7avvLb+tUacaLIlafS+K1C4w63gnVjOOSYO3wSSRZae5VA5Ks/Kd2UI9ZjZMRwgAbXn/O2L875GOat2d8U807ZFWUMGfpCiafegXb1q5k39tPGcrzrdYDnFZ4Qkyf148PtgN6xPCcpSvIqYNta1daRhMHq5uYWVhIsLqJaeNGoh3yG2Zi/fhW/M0BHrn3Id1cvHkjX112pVH56YPqVykbO5rW5hZDwcqerhIyWvh4Isy+wErNDhbSET1s5oREFZ7MpKoSrRoEpSrXRH5Y8/H+Dorqa4Sw3flOApnSgf6q5JQuDIlKTq/uqB/8RRzHUJWm1X4z4nXJMQczdXQ0GtHBUrHuDvkob2whVCY468zLyc3WvyCscloBXlv9CqdXVBI89wqmFvuM9nO//frX+faPLuOFX65j8flz2FqtK9fTKypZv2YbF317CS/8cl3M4y9/+Az3Pv8st3/5Ck46bRIvvFRt5MjKDj2+4mzmzRnH0kVXcvNtdxtm4wsWT2F8+RKWzj+f+toD5PpOAOzrD5tTfIwqTQ59rk4gKzA5GQd9K+CfCpyS6kDVE06lkpMTSJ8s9K5FrO5XSVcdF3F5yHU7+2VmZQ4eLpHH8aKCj1fEq+T0iVKwn1TYKVSrghFO1GyH/wAFRSW9yLWhqprx5UsAmFruYqZPUP/+M+x7+yn2vf0Uk0+9wphLfS7Gx5L4B36NqcU+zjh5FMHqJnwneHlvQxWnV1TiPxAyoognn3oFY7O8zFm6wnhcUDoKgBXnnkXLlgYuLB9HZMc2ckWWUb84WL2VF9fv5ebb7uaCxVOMDj5/uE/P0V27eQ3jJ07pFWXscgk8XmHdNYdYU3C6VK4dudo1VB9ocjWbhePlspojhwciDacvsFOwiUzCVnBFupOOIlZJdSj4Yc1wknJzPBOrE2QUbAa9oHa9kY8NR3ZTOmaa0V4OekhV5rSOL1/CoZp1NNW8w1U3/NQgVTvlCj0m3r3jio3gpj3Nfv76g1tYfuOFbLv/Fb7+/GPctfQqLvr2EiOwSZ4rg51mLL+Bx2+/jpsefozfXnwNX3/+Mbb86hfMWH4DH656AICnN7xBhxY0cmVVRVtaWcGujdsNNTt94WwWVM7l0nMv4aP99eQV+MjOziIUCsUQrMutV4hyedxGFaf+zIkdSAJNBCv1Gq8jzkB0xkmnglX7wqpRxWbYKVipWDvCbnLdYcf1ilUilSQr9w22klV7wkJvE21fu88MR2QUbAYxMEcIm/fJRzVV51NTK2hv88eQK+jpL6AXj6jfsJaZPsH8ebMNUjUrV4DNW7bHvD4oigzlm5vtJr92PR1akDlLVxCYo69HpuVkVZT0CnaSj/4DIcNHq5LrjOU3sLW6issXnRHTyF3C3xxgmtfPtTddB2BUf9pU9SbPvvwcE8aV0N7mp7mxvodcPW4iEc0ovygL+kvCVWseR8K9Fa0ThWtWqUOJXO0QRuu1DSYkuaazGJFabMK8X0Iq1q6QlnSjdjNkn9jBIldJqqko1OOdXBMho2CPAyTq72r2warKVO4375O9WgGDVKHHzzq+fIlBsuWNLSy6+ipLpWpWsGpz9GB1EwdFEaMXLQXgpLISOgLhmOMzlt/As1+5jksffYhnv3Idc248h233v2Lkw763oYqTF1Uaj6pvdvH5c3hvQxVdYyGnDuM4QGNlNi0tE2PWKpXsgsq5/PUHt9Bd/ukYNbtg7gW0NrcAMGa0j46AwOv10tyo10MuLNabF0TC4PV6CQSCtik/qZCluWm609ScdEKahVMNaEqngk1GmcooY4/XFaNM48FOwSYyD8sx2UozWHeWe8h23HHSts7ccxVIuC/RfOZzhhIZJ6O8Mwr2OEcyTdHN5l+rfc1H2ygrLSFbhA1yPVSzjvoNa1lQOdcg1/LGFop2b2RqucvWDGze/9dHbmdPTcRQtZ9Z9kUAphb76AiEyc12s+3+V5h86hVsra4yzpdm3mB1k0GospLTjOU3ADBj+Q2GL1b6bU9epPtt59x4Dvf/aQMXfXsJb9fXMT1vJLl1VTTs3ALo9YybX91spPMUffFKY82HnnqMQzXruOuRH1E2djSFxUUcqdffu0BA/xKdNlmPQG5tbqGttYVAIEj+CBhJu2Ml2tUt4m7qOImBVrbS52qVkjMYaToyFzZRmo5ap1jmvQ40hhu5JiJNlYDUfq/x5jOXPByqSNf6Mgp2mMOKMNX95rESZgUrwkcZWTqJ2oO7jMAl0Cshzcit5/PX3s2eZj/1G9YytdzFnKUr2LZ2ZVJrnXzqFTzxwPeo/MJ3AZ1UAf752tOcdeblvL76T0zQWox6w1urqwzl+d6GKkO9XvroQzx++3VGiUTVFzvvllsNH+x9d36L+fNmW65FnrPq/n/QXf5pdm3eaPSUla3vZLQxwKY//o39/nbmX/8NAG6/5g7KSrLoCob5zv0/ZPODv2HzW3v44OBhpkyeZlzHKkipr1HGamTxQJuNh7qCdepzFcK5glWrNEl1mkjJ5rpjg5LUesSDgf7u8+oE/UWq6UrVSXV9GQV7HMIu9SaZ89Wo4VzfCTHkKjvezJszjpLyU/j9xnUGuQK9yNXsZzW/Br0y0/x5s6nfsNbYt6dZNzfvafbzz0P/jCnmLwl0xvIb6Bqrjz95USX73n6KM5edY+THqr5Yua4tv/oFV93wU2PMtvtfiXmUpuL6hnZm5NYzff5CQ81KovU3B3hx/V62bDvM+CuuYfr8hUapxbsfu4vVLz1HjuIXO9jQaDzP6u6gq1tY+l/7GgQlU3EGwyerKthUFOtA+GbjqVmpdkPBxIUpzEo3VV+q9J2aybW/axM7yUO1KxhhVUxiqMGJah5sZBTsMIcs8hDuPMKHh3ezqepN7rj2h7QfOUS3N9cYJ0scyrFlE6bT2tzCO7tfZ1PVmyyonAv0BC9JP2vVn3/GWN+nDWJNFlIpfuDv+RM31bzD56+9m3++9jTjy5eQX7uePTURLrv5K9z7tWu4+u6HjPKHcg7pi51z4zkxua++E7ycXtFb4T6w/CuGDxaw9dPesfYJ7lp6FYvPn8OPnl3D9PkLjbQdwIg2ltHFUtVu2XbY8M/u2tgTtOUrzuaxex8FoDmUi8creuWyRsKxHXxk9aj8Efprp/WC5byDGfyUipJNl4q1U7B2x6zGOvXjWjUIsMt5lcdckW68mr6ekHANSRNxqrAqk2je50QROvXZyrHJ+HqdrsEp7PyyGQV7HCPceYRw5xFyc0cZAUgc2RszRoSPEmg+DMDokpHkZWfx8e4tvLP7dUAn09WrVsaUNgRdxc6fN5tFV1+V8vreaj3AnpoIr7/1Kk017+Ct1djx1n7q33+G8eVLmFrsY87SFUwtd7Ft7UqDXOfdcmuvaGHQyXZslpdt97/C4vPn4D8QYt4tt1IXDDFn6QpD6UoVPOfGc2L8tPNuuZWxWV4mn3oFi8+fw7a1K7no20vIqijhh5eez4zceuZOaKWo6GMadm6hY2wl0z/ezYzceqNbz4vr93L2uDIuOWkyDVXVMffrbw7w4GP/zoj8fNrb/HSHNI516pHFUsnmZutkmj+ip+6xx9vb15oIcmy8c/q7QbtUsk7VrB25pkvVqs3XnZRPVMc4FWkRl6cXWapkazYdD+U+sKkgHrmqflapMONtTqCOTea8dJukU5kvo2CHGczBSa9t19vM1G9Ya5QZvPrCbxLyTTGClZob6znavNOo8SvzV88eVwbA6EVLOVSzDtDTbUJlgimHmw0FmQqkifjm2+4mt66Kf3/wceNYbrbbCF4afeJlfH/Z5TEVm6TShNgoYRlJLHNc7RTutvtfYc6N5/Q69vXne3Jk71p6FTesepRnv3KdMb8k55w6qAuG2NzeYJiLRx3ZSeOYWYw6spMpY0ewq2gG/uaA4a+VaNi5hYef+isAZZM+Q8OR3TE+Wa/HTUtb2PCBp9pYYLBUq1VxCblfRTJ+2r4q2ngq1Kxo46lWIeyVqJPCElYmZK8WGXT/a39ArTecDv9usnP1hz/XHBUtFWsi5Twi15NRsMMdVjmrdz92l2HSnVruYndI3z9i/ExcHjfujp1seP053tn9ei9ynTdnHFPLXUwtd5Ffux6AmT7BoquvYqZPGIrPCaz8rfvefoqS0hwadm5h+77D1L//jLGpkcV/+dE3uPGLiwxFKk2969dsY94ttwK66pSEO+fGc4wcV1XhqlHGLBaGr/W9DT2RyFt+9Qu6xsK9X7sG3wleg1zXr9nGpY8+hP9AiJsefoyusXDDqke5sHwcl5w0mbkTWmkcMwuAxjGzeL+2FX9zgNy6ql7kOn3+Qn6/cR2/37iODv8BPjy8m0d/920Kc1w0HTrMh7s/MP6G7W1+S6KUObQ5Hm3I1j0ezLrDyaIvpRKT8buaaxEPNJIlulSIUZ5jZRLuC5LtGdsfsOvu05frZRTsEEBAcxPuPAJAbu4oAprbtjFBR0cjubmjmFicxVHyGEk7P/n+Z5k/b7ZRFemt1gOUlJ8C6EX3pRlz3pxxRrWlmT5h+EVHaR9SUjQz5joyfzVRJSY7yPNW3f8Plt94IQDHyhaTX7uezVu2c9UNPzWKQIBOyFJtShPxfXd+i2/e+Wt+e/E1hnpVfamAoWwfWP4V7lj7RIyyfeGX67hh1aPGsfvu/JZRYcp8jzLX9oHlX+Giby8xcm2lebro3AU8/tgqzv3cybx5sDCmEpSEzKMt2r2RNw8W0rBzixF1/OWFS5g9s4ILrrxGL2SxeSMb36njWGfv9njSt6r6ZWHg6wyrsFKukmTt1KpZmUoTcLqrOSWbD+tEwSYTMWyGHO+09nC6oJJfsuc5PcfJ2IGKWLbLz5VIRwCUE3KN54N133nnnX1eRF+xv749pUV4Qh1E3N40r2bgEcbFiKwReL255BX4GJGdTSjYRV6Bj1Cwi4DmpnBkId2d9XizizjavJPRxWP4uKkLT24Bbzz2a06omIK7NBd3aS4fH6yjs7GOE0NZZHfC6Z9bRkXlKWyvbcLb/D4Ao3IEp82/Ek/L++SOGNVrTf7aHTGPyeKeVWvZuK2RrBPG03HkI4rmfonVq1YyMpBP9pQyPtq7g5dfX8PE4jAv3HcfZy+/jY33/I6Kz13Mxnt+ByWt1P9tJ8Eje6jfewRP2wHqp9VT//IR5tx4Du/86Q3O+o+72P7G36k892JGT+5k//MvM++WW/n7Lb9i/vW34es4SEnlXOPYpbfdxaorvsr862/j5R/cR8XnLubx7/yS0ZM72f6vXfg6DvKpaeNY88d/seBb57Hmj//imsce4ZVn/sI3HvgxkzobORxoZc4Js9jRoXfqya2rIpQ/BoCuzjBdr6/D75tBzggPJRMn03Gkgbwxpfzm+7fSldVEo78Tf3OAU5ZdwgWnnE7InWW8ZzkejdxIB60BL22tfop9ORyp95OflwOAJ8oLXd3CeD4QiEeuoAdsuV29F+QyEakL0WtfOhCJaHE3V/T7TyXX7lDE2C+hBjKJaHCS0CIGyQot4mjL8Qq8roH/IRQWgnAK0b5W52RrmuV+j81485iBQDj6kczKFrg9OtmGwxibiqxsQTjcMzbRJs+X87rtrcC4XK4f2R7r812mCZ5Qx2AvYVDQ0dFItgjz6z/fywvP30Xt/td5+olv4wu38Jdf3IIn1MFLf/8hr21fw/a91Ya59/k3XyUn0kLtwV2MOm8h9zyzh2Nli3mhoZCS8lMoKT+FveOKqRlVRH7tevJr11O0eyNTDjezdJFeRCGRMnWSeqMeG33iZdzzzB5WvnyIXZs3cvjtf+FvDlD5he/yxO038PbGFwiVCV5/61V2h3w89uS7fODX+PQ37+bm2+5m5k/u5kc/+z/M/MndbN6ynQv+5zcAXPA/v+GgKGLOzIXMuVFPz5GK9sxl5/D47dcRrG5ia3UVv734GubceA7PfkUve/jsV/Rjb7UeMI49sPwrfP35x3j89uu4Y+0TBKubuGPtE8a93LH2Cbbd/wp3rH3CULS/vfga3ttQxWmFJ/DXp57lGycWEtmxjfPOu8R4DpBVcTq7Nm/E3xwgWL2VYPVWdm3cTumseby4fq8Robz5Qf3eJhW5aG1uMYKhgh498tsXbuH2B+9izGifUdQCoCMgYsowDgRUcnXSVF0iUeBSf6bqqIUlrAKevFmxX31qtxy1FKJdSzq749CTfmPVTH24wKxSVROuXfP1/m5NZwdz4JO5mbu5uIWT4Kt0FcUYMgSbKoY7MedlZ5FX4GPXxu14azUKC3Uz7uP/uA+At/ZXMb58CatXrQQgv3Y9U4t95NeuZ9fmX/Ph4d0sXXQl1950neFf3bLtMN5aDW+txuKGPUw+9Qomn3oF8+fNZsbyGxybfO3GSaKVj6NPvIyOQJg9zXoP1rfXrKOkO4sCDYN4ckUWc8dMoKnmHc4afxaN7z7HlTd83agKJesAf+a0szlUs47KL3yXf772NMFzr+D3G9cxetFSVr58iGNli1m/ZhsbHn+CrrF6q7szl+k+209/8266xurrKjp3gRFF/N6GKr5556+NYxd9e4kRsbzlV79g3i23cu/XrmHeLbeyfs02tq1dafhqF58/x0j9Ad0f/PkrLgXg3uefZfPLa8iqKOHbP7rMeH9KZ82jYecWsipOjzEjy/60uXVV/OQ/ruZ3//UD/rD2BT41aTRlJbqSPVLvx+USZJdNYdfG7dz+4F1Mmzyavft2k9XdQW720P7CToY0B6qFHfQQrlSpKg/Ifeb+repmB/WYDGIyPx5PGIr5sMnCioCtCFlFqubmIWMidkVCSZt7I27vsDcRCy1AW9DFCTNG4+/aQ7tnJAAjSz9F3pSe6NOKylOMYKT2Bt2nOvrEywjteR5/7Q6yju3Bc6CTSQUFnDO3kKJSQV6DHgnsr92R0OQ7+dQr8NfusH0EyCoup3RiJTtqm5gwaQ6Hqp5m9Ik6sfx+4zreWr+e0soKDr2xlXy3l7M/W85b1YeYNjOfw1W7OX35Bfz+D88Tqa/H1RgiUjqW6qp36DjSQKG3nnVr/8lnzr2Up598iVPPOI2//+qXFI/z8saGGtpGRDhcc5AJ7U3U5I1g1xuvsPj2X/L3N3ZzyeVfJxDqxN+1h+kXfZ3tW//G4s9dxT8+2s20My9l1Lnnsnnjs0y/6Ov85sH/YcnFX+WhH/43J0wMsOaP/6K+qZVjDft58+2NjJiYR9Uz73HlLx9i7cZVLLnhv2jqOobofp9xc6fw7KrfM/XCa/if/7qXPSUjaQ/v5ZnHX6Or4iya99Xx8fZ/sezKszl8NJ+uzjDTF86meV8dDTu3MOuiC4kcbWHPrl1M+PTJvPZhLQ0EefH1DXS0H6Ni6jTy83III2hq9LP5jTV0HGlgxoyTKZswnZEj8wiGwmQN4kfe7XIZpldpFrYzEUv0h1k4EVxugVvrxuPS8Lg0XERwoatYzZQ2I/c7gSZcuCLdxhzSlAzgcQs8JrOz+fVwhcf0OJQRDmNpMpZbPHNvvDnt5ohnIh4SQU6bt++zXYRaLAF0xdrtzXWkXM3nDlUUFBZx4Rlj+NI3r4ppVm7Glm2He+1bce54Jp96RUxhBiuowUryuSy8P/rEy9jT7Gdqsc+INo4H87hH7tXVXcPOLeS0h8nLHkGTJ0hzbSsFhfl4c91M8uWxfd9h6ITvfPN6/vrUs5xx8ij+UXOYn/zH1Tz20iY0of+gkK3jrr3pOlavWsmy5SuMRxk1vaByLo/c+xB339jUW0EAACAASURBVPk9br/zp1yweAovrt8b03pO3QcYTdX/cN8T3PablTxx+w1cdfcD1G9YazQcWL1qJd+96WbbOa+96ToeufchY22yOYD6XL4fcixgFKpQn8sG7+qY0soK432VwWmywMV3b7qZ2bPPprEtBAxOqo5aKtH8GA+yXZ15n1Nke3qTYKDbntTlePMYq3nCQqcNq2ISdlBb1+V4hdHxZrjByqRrpVLVcfGOO023sYtCTlfqTzyzbrqbCwzrQhOeUEfMZkWa3d5cY1NfW5FwKiZl8xrkHH0xT8tUm46ORjobDzF9/kK2bDtMeaPerWV8+RJ2h3yGuXemTzBvzjiWLV/Brs0bAb1V3LGyxex7+6mYJuTqo3wuCfVY2WIALvzf/8GeZj/Hyhb3IldZI1g+qthU9aYxTubOgm4KDnWEWXSa3qEm1BHGmzeCru4w5UVFdIytZOZnzqegMJ97Hn2MXccaKDtxAZN8eXzg1wjUtBit7ySxSLP4pqo3Ka2sYPWqlXx54RKjlRzoynn6wtls2XaYa2+6Dn9zgC8vXIKvOJsX1+819n33ppvxFWdz1pmXG5G9V939AKtXreQzy77IE7fr0cy7Nm/kZ/fe0+v8Ly9cwvSFel1jSa7fvelmoxHAsuUrOPTUY6xetdIYJ4kzt66KYPVWLjlpsnGNhp1b+N1P/2iUjZSkK6tC7dq4PaailL85wP86/UyCbX5G0t5vfti+pN+ovlqrhutOYCbAbE8kZl+g22Vs8WA3Rj1fPR6PXK38rLnusG1k8WA1Rx8K9Yadwm6t6bqHeMUs7MzAic5LBUNewUKPEk2kXu3U7lCFJ9RB3pjxFOS4OPOkUqbPX4in5l3+/dE/sKO2iUM164w+qfFw+Wc+wzsHGmOK9FuRo0qgklRBL7a/dNGVrN3wpJHGM758CSeVlbB2w5Nc9cUv88w9j3LzD/+TRZddyd13fo9Lzz+HYl8hJd1Z5I/ycqwxRMlZo3n9z+9TUJhPxXnn0vzqZnY1NDC7XC+Yn1VxOm/8428U+wopnTWP3LoqjjWG+PwVl1L7/iber20lq+J0QP/xIBXmf35jBV9ddiUvvfScMY+/OcAlJ03muR37AJi+cDYNVdWG2jt7XBmvHq4FdEUsc39fXL/XKG+oKtO77/weP7v3HoPkzcr5kXsfslTH6nVVSNXc/Opm8kd5Oe+8S/j5fQ8y85zzya2rYr+/HYAZ8yZwzXkL2LxlO28eLDTOU7Fs+QpuuPgiDhxpozmUS1GBm7auCCPR59ByCmJeN4dyyR+h10OWQVPpQl+K/TshW7PytHudTkgFa1VoIh5kGcThqFwlEtUpthqr7k9XkYlU5jF387E7Jo/3V/7ssFaw0KMUE5mG060y+xthVzeb3nyR6h2vMf/6b7Br80amjB3BjtomVq9aaZCdFQ7VrOOkshIWVI7nSMfHlI3q7DVGEuqeZj+eHD0VZ/aUCvY0+zmprIQ9zX72NPs568zLWbvhST7/2a+xqepNrr/mx/znN1bQEQjzh/ueoKmhi1/9biU//+3tNOzcwo+vv5rp+aVM8uWxq6EBgLpgJx9uOWiQ667NG6kLdsIIvbm5DPYp9hXS7G/lozc2st/fTv4oL5tfXsPeuk5yhR7oU/3Sy/z1B7fw4f46Q8W+9NJznHfeJez3txsdbqaWu5i+cDa+4mwWVM41SDdYvZVXD9dSWlmBvznAoacew98cwFur4SvOpqGqmktOmhxjsv3ZvfcAOrGuXrUSf3PAeJTk6m8OGOr6xfV6OUqz0vQVZzPqyE4jgvjzV1zKh/vr9Pe+fBy+4mzjvXj4qb/ibdFzl+fPm83cCa29iFritZomskf6+NRoN39/9QVKR+qO2OyRPg59vNd4DTCqwGNEHh/r1Il2MJGKkgWdTFWl2R/kCrp6dWvxg5kSYTAUazqhFva3gpkA0xkxnEwergqrqF9zqUaJwWqPNywUbKqQhKyqWJVwU1G36nx9VcgifJTW1sN87YrPx7RKawu2k9UZYcIZS/jglTX8/C9/MZQUYChLGYErC/VLSIW6oHI8d636C/dedzMXXHmNoTx//sRfuP3ay7jh1q/xwE9WMnXuAhp2bmGSL4/dh4/S1R2m1O2mTUCBBmPGj2S/v51JvjxyRRZvHjjI3BMm8M6+A5wy+QRqWnSzdqgjjDfXTagjTGdI/7ISQqBpGiO8HsMXu9/fTqhD/0KS47o7uoz1q35bgOxyvZF5oKaFrIrTCVZvJVdk0aH1NLQ+1hhidGkeNS0tRhRvSXcWdcFOIqEOTrrgYj5e/zIFc/4XuXVVZFWcztnjygzi/vl9D3LGpZ8jWL2V/f52Ljqvgj8/+wZf+/fr2PTHv3HeeZdQ53+XDztGc/a4Mn63+km+uuxK/vrUs7QHOjn3cyfz52ff4AuXnsEf/7iF73zzel49XEvzq5txnTTHUKbbXlzLlLwCmjxBZsybwA+/+z9seFxPEZINFWTBkIOiiM0vr6FxzKxe/tlpXj+7Qz6+vHAJ/3ztaW67+df85z3f4rabf81Xf/5D/vva/8vzb77KZ8++CNHVljYlG0+5JiLRZPyiQx3S7wq6glWfmzFU/LNWROa0MlM6yyLGg12JQhVDrUH7kC808XGdP+2LUNVuxO3FE+rAFQnFjFEjkOVxdbOKUFb3pRLBHFMcw5XNCZOm8SEdNO/TVU7eqIl0HjpMVkEOrQf243V309jZydsbX6DlaAejGo/w2Np1XHXZV3n44Qf54fXfYOvmZ7j43LPZf6SNpfPP5x8P/oK8KdPYf6SN/UcOsatqDbv3+NlW9RajQ2289/I/6AzBu2++R3a2m47Gg4Q6wmQFXASyNca5R1A8NpfmtgBBARNGFtDY1YUvJwuvcHM0Eqaxq4tPjS2m5nALre1tdHYFiERctLe0o3ncCCEYWZhNdrab7BwPU0sL8OXoCtVzTHAsrBNrmCAjR47A4/YScbvIy82hM9RNe1c7df426mrbaNnfhKdWIyvXTWvNfrJy3ez2HzXmA/RjY0+ktLuF/IlB8o+Fycp1U1yQTYkvnw/e3cmsCaM4tm8/vrwRfLBrJ121h9jtP8ox3yhG00Z2YyNe4SYvx43fNwNf6CgN7+3l4KEW6hv3saeqkYOHPqL58F58OVms+9dWpo714T/awdRZY3h3ZyMnlY/lYEMbx3yjCFZvpTbYRUfjQWZddCGHaw4ytXIme3d9yGiRQ+eBdrK1MC+99BxTp85k5sLLyRt9Il3sJdzQyaiKPCrnTidc8w4lXU18fDRiFK4odnfRHMnhnX0f0RzJofVYByNLP8W7H+1i8pjxzBw/ie9+73a+cc2VHG7zpC3y2O1yEeoO43a5cEcLRzgtIOGJFl8IR4Tl/qEOrxbBjYYbDS3cs2aX24XL7UILa7jcFgU3lH3hYNh2XH/CTiVKL3JYiLgRwrK4RH9GEUvCVAtFmCN+VVVqjupVo4atzksletgJhnUUcTrgRMEOhr+2MOTnqMtFeyDIyeUV3PSrf2fTL++jM9RtKL7yoiLqG9oNdQbQFmynIEtXdyXdWTR5gjHzlnTrxCN9o/J5rshi78FGuvLclHRn0R7oZMqEUbyz7wAub66hPrs8XWidHrIJ0q5FoBO8eSPQNI1urQuPyEEIQcFI/TqqGh3h9TBt3Eh21NdDAAoK8gxla17vJF8eOw60GPPIfccaQzR5grQdDZLjcfc6V16vqztMwcgs2o4GYx6PtgYYWZgdszZ5bxJd3WFDWbe1HqO4rJBAaxvtWoSCrHzaWo8xvbTUeA93NTRQUJhPV3eYHI/buPbR1gAjvB46Q92MLMw2riGVv7wXgLaj+uOp5y8xAtUAw7/89W9+nhcaCgFirBJmN8HukM/wIUtIdSt9zVu2HTaimpeddwmBo7rJOOjJTdlkLFWwPN+VMzLpOcwBS+Z9QwVqkX51nxWkOjU3WLfKg42ndK2QTvU7lBWsXTH9VKKBrZRvf5qL4ynYTwTBOoGVf1c1BdvtT5WUPaEOsovH0d7mJ6C5GV0ykm/e9EWqX3o5xmxaXFYYYyr9cMtBJvnyDL/euLwS8kd52e9vNwKOVHNu1SG9CXjl+FHUtLTEmHElWbS1HsOTm2O5zhFe/TerJBSZetPWeoyCwvyYsZJkJMzkr5KdJEO5X5JoqCPM2Cy9AO++jmMGwapjJKmp55gJVB6T4+W6pIlavVZdsJNp40bGmK69uW7j/QSMc8z3JX8QyDmONYbIH+XlpNMmseOt/cY56txjs0ZQfPZ8ql96GW+um68uu5I6/7toh/yUnbiAmlG6Sdxs+ofYfr2yuYMaZKWSrr85wGt/e9pI6+kLtJwC43lf/KnqaxWBbteQJFoJK3L1uAXd4divLpUMzX5ZM1GGg2E8boE2QGo2VXK0I+Vk4YQs0zWnXfSwesxcyzje+HhrzxCsDayikxP5ba3OSwXy3MLiIu565EfccfGX+Litjq9d8XmOtgZifJfyi3tXQwPevBEgQqB5yYn6w9pajxkKE0C4ugkd6zZ8mQBtbe2geY05JRlKsgJoCx4z1FtxWaGxVknGgHFNSc5y/mZ/K17XCApGZhk/CIAYBSfnUskPYlWrPPdYY4h9Hcdi1G15UZGh4uVcANPGjWT34aM9a6ltpbis0PDByh8H8tpyP2AQ7NisEcaPEzOkb1r6hSWJdoytJLJjW6/nco7SWfPwFWcbfl05l+o/zhVZ1LS0UF5UxPxzz6fO/y473trPSadNYv682Xzg1wwiXVA51/CvH6pZF7NfEi/ohCvV66Xz5nNMjOyXQCcrBRvpOoorZySRrqOMyI/9ARaPYIc67NSrhPTDJkuwg+2bdZKvmuw5ZqSr8brTueR8A+WjzRCsDewIVoVVFHK6gpwKQ37qPSVsevgOI6Vk1+aNvUyjzf5W4xyva0TMHAapCmGc03Y0GBNYBMQEHqkE21zbijdvhEFA0nQqTcBtR4OEIp14RI5xnVB7Zwx5y/mNNUqFHO4ix62fJ6+tKlx5PZX8AMMs3uQJUtKdZRCtSsQqVFUqIdXne/ubjWtKYq0cP4o39tUxsjDbIM9p40bSMbaShp1bAN2cOzk3P0bBSuWqWgrk9eUY+VymG3lq3qVxzCyjZKSV2T48Kw/3znbCs/I4a/xZANS+vwn/gRDlF5xn9OtVCVWFDHSTpTIluW6qepMHbr6Tjm5hBDr1B9GOyM8n0O0i0nU0Zr9KwFLBDjdilUhEsBLxCNbquB3BinDs9fqqcq2apFvtT4REpuRUSW2wmqinAxmCHSQkIt/CkJ+CSZ/i76++YKSjNL+62fAzquQIutpq8gQ52qqbA6XPz6wIJaTPT/oMAYN4u7rDBlFKyDGqapSQZlapeKVZWSVxKx+oul8+V82+0GMyRoQ4aeJooEfZSai+6PqGdsMkK2EmXqkUJVHL93HauJFklxcRqGkxVGmzv5Uzp0yOGSsJFjCUtaqS1bWr1wSdXGfk1rOrXSccadaXkERs/lGgjgHdJXDW+LMM8zFA2YkLmFruMloNAr3SubZsO8zZ48oAePVwLf7mAH9b9bihLPsLkmiN9Q8hM7CZIEPCZetnNe+zOj8eUi2PaEeiIhyJOSZf2wUuDaWCE8kozlTmMyvVeH7ZZNaTDD6RUcRDAYmijAPuHAq9YR5+8Rk+PcFLoHQigT3v0doVwh3tBNJ2NEgoHKF8oo9gR4SjXUFyC7xk50TLuym9Lf8/e28e19Z55/u/JSEJJBaJXYAXKNgGbBzHK3ZjEuItS1NPYjtOmr2dblma2/ubtE3bm2TaprfJ73bSLG1npouTSdIsTusm48T7WoMdmzjGGBnjgLEBsSMWCSSBdP84PA9HQmDsOA5u7+f10kvnPOc5iwQ6n/P5rj3dXoxGhbi6XD3oNHpJZkajDk//cPCU1zOIecjv2j8wSFS0Hk//sNlY69fg7htAOwjuPlEEXYMpRo/fFyA6PgpjZISco9NrMRoVsvF6/WgHwe8L4PcF6BtwE+HXk5UUg8kXQe/gADq9Fr8vQKohiuT4SPoCfoxGA/WtTiYtyiB7SiIdp7ow+XW09PbR0O1kWloii69fRX3TaQweLQaTDkPefIxtbcz8QhzeAT9tHf3kLp2MsV25IZrNBsyROto6+iUhD7YpKUEGj5bk+Ehslhj0Gh0akxLh3N3vZUaGBYs5Su5f53SRrIkkOT4Sw9R59Hc1MKOomJieVrr6FUUa0avBYo6iv/UcJUfOkfSFeUwzD0BqPoOtw2UuLZEGett8dPd7lWhirULWXf2+oFd7fTf9jgasaTHYJi8kJnkq9g92UF36CSmpWeRM0tLeD0cd7XT4I6n6uIZJaTEsy4vlr+WN1PX0Ul2yh+/8609JM0RiMH62RYz1BoOMEFan5Az6NURoA/I9HDwD2rDbQqP71b8pdVTv+V4CPo0W/xApiW1iXRaOGGP/8cAfUF5abfB9d2AwMGJMIJRANYEAiLlajRzTCPLUaka0jjMGAhOuVnC4KN9w0byh7eVGg9hXRAWrj6Um6dBziBZ0F1qLeKzoY/F59Pp/8CjizwvhFKxlsJNev5FB7QABXSwZaQn84clHSC5eye+e/3cSm08GKTdh7h1w9yvBRd5eWUFJmCvVCg2GfalCpeoTIqBfIds+30CQ+RcUxdrT4wqK+FVvU19LZIRuhL9SKEO16fPomUbMGq2MTr4xNw1NuoVAg5Nq67Sg/FBnh4fE5pPyPO6AN8g3KVDe0EZMALoG3BjjYkgYMJCcZObjM2dJMydIpWnSGKRZViheYZpdtCqbmjKH9IGKz5BrtZI118bBLafRzpyr5CN3e1l/q9K4vuJInVSeQi0nDBio7m1lzlSl8IU7tYD6Q9uYecOX5DUL/2s4BSuWxWdUK3NhtlZfIygq151aIMsuqnNzQSnIYcibz19+/wbdLjfxsWY6ukf6lS8l1MrV399NjFEb9n8/tBLbWEGE4eaM5b7RRCgPi4GBfrk8Fj6tSg0HtXIdGAzIACZh7hVjFwJBvKEmYwCDVoPXH5DLVxrOF2Q02j5jQa1oQ/NpQ7ddzLHDzft/JuLPCWPdZAA8AR3/8zv3AMjyfaEE63MP0uPtRa+NUky9g/3ExJiDTKBn3L3SFysClvQm3ajRtmJZ+D8TBgyc6eskUhcpg4DUEbzq4hB6k45I1yD95mBTqd/nJi7CJFNTQv2Li69fRVaulpLSo6RaZvNuxRks8UZyOk9RbZ0mSxxWl+yRUbVi3i0zp7Kv0cHSNBslO7eQNVchk0CDk9qmPjJTFb90bVNwNava+jbMxiiZjiRIt9HVTtxQyknM3C9iiTdS8cF7xEWYZAqTduZc5XOpfKeANC8Ln2xykpmB3NlE2I/hDng5VddEmjmBWlcP81Z9QZqH3akFsjSk2q+rJl5RyUqYqoVZPNTfG+rrVZeFdHZ4eO7nj5M5Kf98/56XDML0LN5jjEN9WMX/+RD5mgO9QeMCowURqreP9lsSuFCC/SwhootDyXQsgg1VsOHGQ7cJUr3YUoOfNy6GYMV+aoSm4JyPPMcqYHExaUH/j2AvEaK1Hnr9RrkMyPXxQh1MpRns5oc/eYyOfSVSaSUnmaW6Ot2o+MtCVaf6Xa2EIJhEO5xdxBgUP6IgTnV+qRpCtRoCHlxuPzlJScOfe4gsM1OjqG3qI2uujVPuZCLsxxicYcZjH34gEME9AtNMLYBChkvWXAfA/g+3cM2CVZSUHmVe3GQ2ntjL1IxMFhcqRfJr7H58Ng3TLRqee7uGR9dmUeVU+tuCUvGoxj58o2lyHmNe3GTqNVb2NTrkOQGp7gRhC6IW66O9h4PYVrJzCwCDM8wENNmyRKPApjfeQTtzrowqVkcNi4bs6hrO7RFeWX0KGEG67oCX3jYf2plzJUknJwX7a+2dndy0LI+nnt2Ed/DyGgpjjFp6PH657BkIDkIzRoz06V8sNBGRBAb65fJYuFxkK0hTpOyMRrAjrk+lbs83D8YuKXglEuzFQk2iY6nVC9ku5ox1ztEwFsFONJP9hMaFkmk4WAY7ceqtmGMseDrcvPz8H+hubkGjDfDQT36AvWQPHY4uWSAfhssNghKw5HMPSoLsbfNR6+qRBKzOcRURx6mGKGq7evDQgweDVLU9XheRA5HDZQmHVPFA7mypKKeZWqgpG4pwtk7D6zhMTZkDzYxu2lJmYLKXk2+Lw5ZfxLsVZ1g2RF4CqZbZZAQ6OR4/HAmtPWuEoUDYHlsbU7sy5bb2ziogRyFTy/D/7XSLhhpHgIxAJ5AQRLKCmLH7KZybRmZjJIa8BEpKj3Lf9enU2P3Mi5tMT2o1S8mR+9TY/ZJM58VNpn5ofMPOBpam2fDZNDJgSE28QjFrzLGkWmww/KciK1fLolXZnHIbOefpgzYwXmMFu5c6p2vo7ASRa67Vin2oVKVAndNFzuJrcQ+VhTQlGXA3lct93QEvxlwr7fuVh4nX3nuP+XlXXZKc14uBmmQvJaHCSCJVk+yF7He5EJobOxrGQ67qeV6Av5P+sp8Go5Gn292PyRQ5gkRDiTOcGVmN8ZLueDAhFOyuQwcCCYYkXFzaH+ZEgVC7oJC0UMJqRSxgS7FgtcbwytbNtOzayrMv/HZEQQcBdVWhyAgdBelKQX9Ru/bQO3+VhSpClaXwewp/p9hvQUYX1a5u2ZsVFBUqyEVNngLz4iZzpOssH9bHccvMqThO7MWWXyS3Z+Vq2bCzAWeHhwUZw0SbkHsVm/9tI6vX3ybr8ApUOQNSwX47P47atHhAIVp1b1uBqVevZ9drr0vlK9DeWUWCdXrQcfWOgDyfOI8aNXa/3K5eFseqsfvZ37CfbKefGdenBR1ffQzx2Wvsfhwn9lLb1Ed5Qxv5108BlNrKwm8Nw6QrzNOmIUIFZOEKY66VgCabCPsx7nroRu79+nN4PQGanL0jruGzgDoS2aBTgt9GI1ShZMNt9wx4x03EA3qT9I8KVRpOnapJ93IqVzVCVez55l8o1CZjtaL9R1Kw50N19SekZdgwR410K4xVmGIsk/VY+0WZRo+amhAKtsLRzrWZiZj93ktKsma8I8YuNYkL8gz4NWi0AQJDUZTq84SSaCCkFqsZL5qhCEpHsxNHs5MvLVjKiXgLCxsd0qSoLhMIw+k3gUCA7LRY6ZtcbJlKk/MY3tw06pwuRZWiEOXBLaeJX7oYgKy5NgINTjTpFrlfp3YfOcQBLdJkej4Y8hJIcMZDfS1NzmPyeKCkibxb4ZEVhj6sjyOx+SSLr18FQybfJucx9u/olsX8NYHTBDTZ6NNsWOKN1KbFM92iYcPOBvRpNl7e8S0CmmwZ2ANQY39dqYDkA5yqpvGaabSpUlpO+yzk0snUq9ezddefgj7H1KvXU+FoB/vWEcSsEO3wusfeyQlghlq+DqHXtpwstsv9MgKdZK25Dpvdz+Kh70S0sRNm3zqni2j0SpCTiliF77amzCFJ1qQ5xl8PlmMyRdLU1nlZTcKhaT7GCAOeAS/ewQjpe4WxyXW08XDV1NREKQg09F3Mu9yKdSylOpaJ+GKCnQTUqtejCoBS3+muxICn8WC0QCWx3tvnJzpKy5GSF7nuyz9BbwzI70Lsq95n75GDAFxdsIgYoyboWKG4WCU7IRTsf+/bF5gUk0q3VovO//lxvpqQXRiI1nokGWq0gSCiVM/VqNIL1AQ7FsGH+nDVKleMD+hNuN1Kn9eseAsHN77Jv/1+g4woFrV/QQky+sEPr+PkzkbqAopPtLdJO6ILjOgeI4KFjPFdTE22UXVSubEtLpwjA5EAGTwj4OzwBCkrEfzU09XL9OtWAUhfoggCCoU74GXmvCkEGpw4z/qwFibJPM+gc531UdXVxcJZiSxZcx0HNu6Wkcjyux9aV78Dox5PoHpSNjnnlP65VV1dQUQHw31af/iT15SG8QEvzQ0KuWRmJMqHGVDM4ELlTr16PW7PIAc3vhmkytWqW6hi4WsWvmURAeytPIw7tYDE5pOy+ERy8Uqy4i3csGQJbnf/52YKDoVQsQKCcEOJV+2XvRAT8vlU6nj9sZcaoynUcKR7KZRrOKijiMU6gNcf+Lsk2VDfqSDbvUcO4vYM8sX5S4gxwN4jBymat4geLwy4XViHXC89XogxQEX5J7z9x1/J39TkuBQmT8vGGBg9yGkss/IV44ON9fv5tAkFoSR5qRCqOoOO7R9JkGpVGgR/8DWG7qced2JiekYau3f+mqwl63i34gwajSaorZqo8hRvUUobatItUD8cdKQE9czmlFshyjqniyanUl1osWUqTR3H6PLnAEMBPKVHqThSx4epw6USBWEKqOsFT0k0gwVIi8U0lGpjUpcTHAru6W3zyWje3jYfO/96nOJ5k+g0DGAFDh1vG/5uPX1cnZxKp0G5edc29VH74vvS9xk098g5JXL5eBvT4+LgbKvcT0DsZ5k8nEM5nzoYWl9IIpr0LsiYQn6Dk0PH29CddJH8nbXkWsV5o8gfKh9Z29RHTZmD2vo2MjMS2dRwnNW3zBryVb/Pd3/zR5KLV4JjO8n5a2k58TZnPnqD5Py1mIw6QCFatR85K1fLMm5hX6OD043d5OUZoRmuSb+GRWtuB+D6eYs5UXGamKSUsP8zFwKDbuCSKN/QYxgjhgnUGGHAOI5ThFOp453/eUcMnw+XilzDBUSFI9e/Z4RTr253P3lTcqisq8bV3UlMopXEyEReem8zD37pJk6cclDd2E9mkg1M8Qy43fK+nBVvYf+Bt3jkgSflvqHnEVCvX0ixigmhYEuOngkI0hHENahVbpKfpaINVZjCxCvehQoNS5SXCQG/htgUpbrRb1/+Eem5K2QD8DV33UeDfRsv/WwDPlcf//LwN2lyHpMVhHQnlceV8oY2JdDJ1cP/+Op9/PaVV8lOi5UpJQLRiXrSfSZJUFZvBJ2GAanezMYomf/p8vRhNg6XbRTRz+qo8pjb9gAAIABJREFUVzGmVtHeysOSfPNtcTjP+iTxJS67NkjNiTSk6XFxWCbriWyC/lSC/LvJxSuJdmyn17acll1b2fTGO6xefxuL1twuVaSaxGDYP5pcvJKWXVvl+6Y33mF6XBwNejfpPhOWyfoghV3b1IfVG0GD3k2+LY5DgtQBa2GSDOh6a9chMlOj0KRbKLj1MVp2bcVn05Ceu4KseAsmow63Z5CWE2+P+Hv32pZT/udnKLj1MalYO50uGUB0uTEWEYdTpqMpVbXPVa1wz6dm1ek350M4sv280nZC1ezFmIvHijIW6vUfgVhHg1Cx/7ntffkbA7hmyToAFuVfxXNP/UBaiXw2DSuL78DtGXazmYw6pk+dTnyMBY9GQ4zhwusYXzEKFhTSG015DmoHPjXhhhJ5OAhynQjQaAN0NyuRot+896ecOF3O1x75hnz6Ss9dwaMPBNj0xjuAkpbSsf80CdckU97Qht6kk0UgMs0xNDmPUZCeiDvgJS7CJE24ghQ/8jRhNkbJXFFBopkZSgBVwoxk2ve38JV77xqR0rLpjXcgERm4I9SrmCdUtIAw2Yqau8Lo6bNpZOCVGv2pyruaGEUj+gb7NtR1imo6nCQXr6RGRaDq1J6sXC1V9m1Mz9WiDg/qNAzQ2+qDYQEvU4yWDK2XlB4NMkFbJuuZFzeZwyf2ov6EqZbZRDu2U+48RuCEk4NH9hHQZFM4N4303BXMDBOsBVDt6iZ111aic7W458ylx+MnEBmDpr9nxNzLgVAzsGpLEKmGpueE4mLSd8ZDrKFzRyPa0baNB+EIc7zRwjA6kY6VKztWlPE/IrmG+mBbW9tJShoWCCJYsWjOXP64cyec+Jh1X32EIyUvgkVDlTPA1l1/4is3Psye2iqKCtJJNE9BF/DT1d3BkVMnmZRhZuaUqy5Zs4AJQbBmvHRrFXUhCDSUSM14cfkNQeujYTzkGG5/tWodLy6X0tVoA/S0NjMpJpX87AIAEqxxfO+pp+jYV0LCNcn8fuOfZKqH7qRLRhW3tCpKNjpRH9RCTZBnbX0bP/7f90jfqxLYlM3BLadZvf42OV9EAycnKcdLyL1KBioJqKNixfopdzKpliH/bZjPZpmsV0iY2fJpUx3dDMNkbJmsJ9qxnRYg2rFdScPZtZXpuVpqhq7FZ9PI2rzpQ+Sq9nWCEj2cnruCml1b8TmDyRkUorWoRgU5+2waUi2zcTTsldsim+BI+lmWrLmOzb/chvj3y8rV4q1sBxTT/R1xk5UNjR3Q+Aavd50N6pwjcO+yIkpKj5JsewyvXw/40PT3XDKzbjiEHns85zpflLAalzp1ZyyoVav6fTSyHm1cTcahZDoecj2feVgbGHmfMWghQjsyHTBcxaZ/VBPxh5UV9Ll7ZZBieu4KFq25nf0H3gLgjzt30mDfRtHt9/PWc88Dw9kPp9zJ6B3Pk5Wr5Vz8Wsioo2zrBnpty4l2bGf/gQCrb/5ncrNn4vEOR2dfLNlenkaE58HeupPEMUgcw9LdjPei/amh+6rHxzqORhuQPlFxjPORpthHHUF8qaG+BkG0Pa3NpKTPpHBuGtGJenLMsbK6kxotrS5Wr7+N1etvY9myW+ht840gQbMxihq7XyFMoODWx0i1zCY5yRwU5CRIxh3wsq/RIc0uoPh6RYUiNaIT9UwztdDkPIYl3hh0fakGZX5kE0FKOJyCTTXo6TQMMD+vIGi817ZcXpswAesdSiqOeKIV15hcvJLk4pVyXWxTp+2MBfVnVUMoa7VCFvBev55Uy2wCDU6OdJ3lSNdZuW1e3GTuu/4aKo7UcWDjbmrsfqId26mx+1lcOIcHv3RT0M3/s4wWvlByBeFjDf479Xj89Hj8QfufT9leaggyVUcbj6WERQSyOhL5QpSuQesb8RLkqQ14g15qROiM+DWGES+vPyBfw+fQjCBRMfb3Rq4Go0YSWqjv0+3up71TiTtpt38MwDv/9SP2H3iLth17mG7RMNOWwOqb/xlQHnJ9Ng2LC+eQkHsVhXOVqH/xWz1X76Kk9Cgtu7bKBhqb/vs/iTEw4vxqjDeqeEIQbIN9G6+9/wJ7aqv465b/P4gcBdGFvsaDcPuMtW/Ar5E+WPG6EFwuX22v34hTZ0XT3yNbmKVaZgcRp9UbfINsch5jX6OD5CSzJMJQQhQKr2XX1hHpOT6bRlZBUpOf2EddPUle5xCZn3Inc8qdHPazpBr0kqDUxDcaDleWk5y/Vjm+bTkN9m2SNHtty4frMg8dK9qxXe4b7dhOy66tQUpWzK2x+8M+IAAyMnm6Rcmxzek8NWJOoMEpvzOrN4LIpiHSj7dI8l5cOIfVX3sagIy136ReY2X7ljJMGgOadIuSWlXZjuPEXg5s3M3jz3yH6sba834nnwYG3cCIlxhXp92MBc+AV77UxxFjl1O9QrAiDSXW8RJv6Hg4EhWv0RBOoaqJdmDQI9fVZKl+DQx65Gs8GO+8Sw01KX5ahCMvj0YxD5tMkRzc+Cavv/Q95sVN5uCRfYDy27TlF9FrW05ipGK5e/3NPyr3BPvHlJQeRe8I0G7/mLWPPgAo/tdNv3scUB6+AVYW38Hqm/+ZTqdLkmzotalzZs9HtBOCYKdbNLTbPyYr3sJ0i+ayBxWpCfXzDGgaL6K1HiyDndS3tvGdWx+hzuni3YozQSkxIlApOckc5CttaXVJIlYTslBlgkhTLbNxB7ySOAUpvVtxBnfAK3NQ1fNhJGkDLE2zsTTNJo8l5jR5fTR5lWtoch5jukUj1ScM+3AFxEPDwY1vAgS1aEvPXUHLrq1B67225dTY/TLoAYYDna5Zso4G+zbSc1eQnruC5OKVoz6gBBqcskVclTMQFGQFigIXEKpcjRq7H026heT8tdR0OKnXWOW1qCObQXmAEObwpx/7FakJU0Yc73JhvMrTOxhx2Ul0LFyon1UQ7fmULoDHO4gnTJ/XC0Uo+aqJdDRSFetjkW6Ezhg0Hrr8WRHweMjmQo832rh4kK1NiyfHHEuOOZaXd+zFZ9NQVJAOQJ+7l/TcFRQVpMt4ieTilRTc+hjtrf0kF6/E7Rkcig0ZfvhPSIokM8mG1WIOuoaxqkGNhQnhgxW+v4Mb35RPEsKUeyH+0IuFOtdVPTbRyVbnj+BI7UGSZhQGdaMREH5MtflVVAsyaQz0MvLpW+8ISPIU+4pI3DV33cfGVzfgbQo/X13IXsDl6ZNVjMQ1SSIbCiQSOaxlL+6WajYzNQrn2Qiq6CIUjhND/s8Tylu7/WOZA7vYrNRQLv/zM3L+pt8pP8ga1fdwcOOb6IEWx1bZ0FwNtQ9WKFhhSq4JUcD9qcqcxYVz2Fy6jU7DAKnoh8o6DsNk1MmgJ7hdmqms3giMZU7mPqT4cEXEdGtrO4RxaXyWvlg1xDlGD3Iavh6PakpoLqzA+YpPXCqMJzAqMNCPcZRm56AQqVCnHu8gDM0da59LBf+QhUiQsHpdTZARuvClW9Xjoy1fKQgt5H+i4jQJuVcxfShoCRRXC5zlmiXr2FvewD0rbyJzIIMKx06ykmZgyy8aqh/+DNWubqKXFZGVv1ZmGSQX30dRQToPv9rIIw9ModlVh9k91EyDyFE78IyHZCcEwa7+2tPUdDjlTU4Q3uUgVzXURKtO2ZmoiNZ6yIq3YIk34m5Svqtw0bcC00wt1AwRq1odRifqWZpmk0FMhXPTKC1rpGMoOEoQwcZXN7A0zcamfb6gOr2iwH449Vo8b5KiyIYuy6QxBEUaA3SWtkolJ1JxRoM6rUcQs3hCDTQ4sRYmBZm31cUnJDEPQY6/oIwvWpVNZ2krocbueXGTZZGLptKRRSycZ31Y04ceFA168EL/ZKXCFShPzk1/PhZ0vKBrONsKDH/PzrM+Ug16zGYzLTX14857PR8RqjEegj7f8UZTuKNFFYcS6+Ui3NGgVqKhxKleNxp0eLyDQWOh65cSoepWG/AOkeOwOr0YshwY9FyRJAtKsFFrawdnu5oVky9KkGVC7lUcsX8sRURWvIUBt4t+n/KQVVtTD6BUjgMSchVi7u1wDhd7cW6j3XYHjz3yKFv//BS9tuWci3cxZ3qePEZyipXaVgczp2ZjMg1bSNxupbvZaJgQBCuUa3ruCkAhOLP/syVXQZxjBSZ9GnK9XOQ8OS6Fwrlp/H7HcP9Qgd42HyQOr59yJ+MN1MkOL734sHojqG1pk63kCudeJYnzNY+iOocJK5mSnVtITjJz+NUPiABK7MeIAGogqGuMwAlHF71d4f1UqQY9TV6FTJpUVZY6mwZG+JDVkBWZhogpCOMYE2bcprOtcrk/VSFOdZGKyCYlavn4rnI0c4crRGnSLXSWBh9TpPJ449pp2lIWZDaOdmwn0OCkwtFOVv5aNpU+ToZqP4GsXC32D0b92GNiLDIMDWAaa86FkPT5oM57Pd/6521iHg9hqucI0hXLF3O88SJUhQ4MeoICoOD8UcRq87L6eKOZmdXbPy9SFn5OcQ0tzZ0c3PjmcF10+8dK5bmh+fsPvMVXbnyYgSFyvTZzOntqq5S5Q/ewVJRc9Vq2kdnYwT5HP4W2NHa99rqSzmf301T6DA25VzEp437am5Q68G8dVMoqLsibids9/tSxCUGwO3a8yzKQpasuJl1GjdEietXjYxHreEg3nFk53LzQY34WpHvaZ5GVlUKVqVC0Tc5jTDNBzVDxBjXxFs+bxKsvvo/VG0FN2TBxmo1RMr926EyjXoMwPYdCjLk8fRTPm8ThwBRZklCQa39qMKmqyTU5yYz4N+g0jE2854NQvuLnYUGP+qcS2aSYpnOJUnzDhmHFrIERSnkRSRzccpqipERm5RXIlBxQ/MveynbqK3+LIS+B+XkFGBzbqWG5VLBZuVocJ0a/Xo93MKx6vVDzsJo0vYMRQYFM4eZcKoQq2NEU6+dNrjBSpY7mZw0lWfXcUNV7MRBkNpofNUJnDEt44zEdX8zc8ZLrp1HWo0GYZMVDRVqGjeKv3MlTz3yLHHMsNWUOKo7UyUI2BcWPEYjpZVCTQGqilaSkBPbUVrHuq49wtquZlhNvU2P3U6+xoncEMOQlUJgW4F++/jTmKBNd3R0kfekmPjhwgGd/9ZCSq25LwO0ZlHUHKgrSOVfvIsEaR05aZtiGAmpMCIItuvvL4AgoUZ4OmLTo4U91vNEI8mLTaMKR4kSJMJa1jz19RDOsTIWvM39WHDt2vAuENx9XdXXBcWU51DQ6GmmGGw9dD52TmZFItXUadHhwpxaQk2eEYydo8vpoteaDFTrtx4II1DJZT2fTp7vxS7Xq9Y0wP5/PHC3gPOvDQrBZWJDtwlmJkqSFSXg5czm+qxxDXgLeynZJvN7KdgyVSmEJdRUny+RhBS9U/fkQ6ocdj0pVz/0sCPXvBecLYgolVLWa/bS4mCCk8arMz1KJXupjq9UrgMkUiWmIy3LMw5a6mfOmKGk4uXNIjrewt7wBaCAr3kKCVQnyCMT0UpQ1l7dPvB3kPiq++hcke4YfmFqaO4nQRzI5LoVF85YCkDclh/f/8hN6bctJz13BufrhYr6N9Q7yZw53HQuHCUGwZdv/wtSMTOI6TSRYp18yE3E4M/BE9qleCqhr/8KQiVZEDauCmsK1SQtFuLGxxkPnqMsp2js7SRrqMevsUH401ZOG/jmHxoWfRA1bvuI79aRbyMISFPGX03kK51kfnYYBBnJnB40LNAmf7VmFZDmLLIEIwFBaqiS2ofWqri6IU5VzUiGyCez0UVvfxrrv301mYweGvAQObNxN4rJrOdhYwb/85tc8+6uHCGiyudM2MqpVkO78vAKO7yqXDwKzigto2lIGwICvnygt9PkNkhDPR6Th1O1oqvVyQB3oNFZbu89bxQqCvFCiFIo2nJ/2s0AoAQtFG06VimpPgoBDVealNP9eagUr1Kvwd7rd/Xi8g7g9gxTc+hjlf36GwRlmql3drF6yDpNRx2uPfwNbfhFZuVo2/fkoiwvn8M6OvRQ9+0e63X3cdvcvWXuXl71Hy2g58TZbd/2J9NwVXK8zYjBqyJ+ZjdcTIDlFifJvsG+DRYtko45b1v2MxnoHmVkZmEyR4zIVTwiCXbksH0C2Bwv4Nbgj+jANRI2123kRapb9rApBXC50oUPnjwhbAKNHA+YwUbyjkaGaVMdDmGNBHEv97k4tIHOo32xvm4+kGYXcsFxprP7B9pG5nc4OD+92nAkiYIGca1fTWl45cp+i8OPV1mnDK1ZoBZKKlICF1vJKWofG1chNs3F8KFVpaZoNq/MYgQanTMkRgVyn3MlMS28hCwt3PXQjm1vj0GsCYPdjyy+iuPgOQFGoAU02H23ZxmPvvy8Vq9qMLDCrWCFZUFRww043eMc2PV2IYv08cbmLTFxuXI6o4rEQTvHKsaGiFVrCE2CoOfrTkONnoWDd7n4G3MPHj4hS6gu3vPVDOS/HHDvUQEOpUe6zKf2ivZXtlJQe5d5lRTz82M9Yc9d9fOW6VViiI9l/4C2efuxXfHDggKyKB8NRwXGx8TK170eP3UqqZTb2RCu9+/eQFW+hrbKN+XlXYTJF8sGBA9y8dOmon2NCFPtfVpweWJNfRL3GyrqvPkLAr6FbqyXWf2kKnF+Iap1IkcPqawn4NUyZ8QW++uwTFBUs4NrM6cQkpdDd3MK/vvcKJb/9NTmLr8VbeRhQuuYkDIyuCkQhfnVqjeg96k4tGHW/i0XryVJ6ur3MnGzFkDefpIK8IHJMKsi75Occ9VrKK0ecT1yL+rrEspibrXfKQDxANl0Q21vLK+XDgeh/W12yBxhufzcavJXtZKz9JqCk87zzwDf48c5dROgj6fH4R5Boe5NC1AmpCcHHCWP+/TxNwuNRsH8vuFwqdjzwawyyIYA6KvlKiyIeGPRItfjHnTtl204Yzmmvciq5803OY1QcqePOp1+iwb6NdvvHMkOlZddWFq25nZYTb3Pv15/D7e6X6ri1tZ0jp04yOS6Fs13NTI5LITnFyvt/+Qn3fv05Kuo+lqZhMeeGJUs4UXEal7afwlmzJ3ax/6kZmUy760GmMawyLxW5wkiiCoU6JedykqtTZ8Uy2DnqdnEtZ7uaAfjXZxUivenHXcQsWEp3cwvnepRwVdGIXfQzBWTnGzWBCoUoGr5pU0Hd4lpNruHU5MWg9WQpSTMKyYk3cuj9v3Lz+jyq9xyV5wDk+lj7j3ZN6jGxLIgvnMINNy7Gwo0DFBUskGN7yz+kqGABX3vkG2x8dYMcd3Z45LWKZYApFjMH/3yC55/9I+2tilkpXDcdsT716vXMKlb+Ds/+x+N8896f0t7ULgOeYoxa0jJsRJjMdHYONwAQFZQEoY4VGawL+BnUKDeoS0nAxgiDjOIExcytUy2HQ4Q+Um4Xy1cSzhcYJbZdTuJVcmZHVhIay8c7VnTx5SZmYb42mSJpbW2nsq6aBvs2WhyBoOYdax99AO+//R9ZgtSYaw0iV1BSdzY2Omj63eOs/trTtLa2YzabaW1tJ0IfSWVdNTUdTuZNm0Fbfxtnu5o5UvIiNXY/L//Ho4BC4tcsWSeDpV4+8basZ144a/aon2NCKNg//ObhACg3lgRD0iU/friG6OG2fZYYTRmLm2ZPa7Mc60JHrN+PRhvAZ8nk/vv/KYhknn7ye3xx/hLOnjrNa++/IE2u4oYu5n0ahPaAVWO046v3SZpRSOvJUv7zjU2yCHd67gre+a8fkTj7Fqr3HCXn2jnktnViT7QGKcXQZXnMMVRu9Z6jkqzVc0cj2NGOHW6sqGABe8s/lMsN9m2c9lnI1jvle2lZYxCpiu/AX1FGe4SXex6+U84FpZKUMG2BUkFGQDwtm4w6HvnSbTz/3jsUzVvEiYrhKO49tVX8/Nv3cfRkC329Sj8gNbleDNSkO9a4LqA8/I42dzRE6CMlyV6JRHqhGCvKeCJivNHHnwXZhvqDDUaNJFaZQqPqoPXYI4/SMkRyQr3WlDlYfP0qWbmuyXmMglsfY92iRbQ0d5KWYePdt37I1KvXA8pDboI1jj638vtRd7bqtS1n3aJFHDl1EpNRJ3+f5+pdHNz4pgyWSsi9il/84MVRFeyEINj7788J3P3NDSRGJgb5TS+Vz3Q0gr3clZtiklKCiFSc1x3Rx4BfSVaO9ftp97bK7yIyfSrXXpUaRGqPrs2iyhlg73/9FRg27Qr1OhYBCuJTzwslBfXYpyXrBRldsieqgM+m4YPttVjijSxNs/FuxRkWZHTxYX1wUJFajQJyOZxadXZ4yLl2TlhC/TQIR+qCUJMK8sht65RFN8R1qb/PKRYzhrz5PPbIo/zz+tX84NcbpAJusG+jtKxRttu7Zsk6ajqcsmdshaOdBvs2pls0JOevJT+7QNYHPnjiY376za+Qvv5env7m/yJB1z/C3zkWEV4IRiPNiyFY4B+GZEMLU4y2LRSfl5k5lDjDEaqaCC+lyg1HsG53P7U19QRienn7uT/gs2lkgf+E3KtkGs2u115nx453mTlvuKzo4sI5stKT8KeKPNkjJS8Cw41Crs2cLsdguNOW+B2e+egNVt76BKmJVl7+j0cpKR22tt354C8oXrhkYhPst36UFehv0HHNglXMW/zQZQ9G+qyrNoljt/W3EWWKpqtPT5px5A+oCx05KbHUtjo4/EkdX1qwlKb2OqZkzubXjz/IuxVnwh5f+E0bP/obetPwcT9rJZswYJDF9YUpWpC88P+uXn+bLH+pxt7yD6l68XdMj4ujqqtLNmCvbeoja66NU+5kIuzHyJpr4+CW0yyclcih420snJVIbVMf7oCXmfOmUFPmIGuujWpXN/rOdqZmZFJT5pANz8XyCUcX6T4TbQVGPPZOZs6bwsEtp1m0KpuaMgdWbwSWyXpOOLr4+sOr+cn3X+F799zEi2/u4qHbizlcWc6h421896m1/OT7r/D7be/z0l0PcNN3V+CtbOcXr2ymeN4kDh1vIznJTFvKDFpPljLFYg568DE1lVN095cpLWvkF088wfeeegpnh4evPfINfvCVO5h7w8oRpF5UsICNr24IMn3DsNp2dni4ZeZUvvr9n8kHuJikFKK0yt8mlAhDSxheSoxFsGMhlHxDx/8eMNEV7HgxFpFerMoNJdjS44dwewaZHJfCkZIXJVlOt2h4ecdeApps1tx1H+sWLeLFp5+iyXmMhNyraNuxh9MWLTnmWO588Be4PYNSgb793B/k8YU/VjQMEfXPRS2GlhNvM3flfbzw5HcA5LGE/ze5eCXRju1UOQNjKtgJUewfIC8nkwMbd9PW33b+yZ8C4y0McakRk5SC2zOI2T98w+ga8k6J94ykRN46eJDc7JmAYvIz+yOpqz0myVVtBhUQN/C0q79I0oxC+RIQJBlKlqHj6ndTU7kkCFCU2BSLmYQBAwkDBjmea7WSMGCQjQbEPLH+bsUZfvf8vwPDxfn3ln9Ibpvie67q6mLhrESaG7oBJc0o0OAMSrWJThxOqznh6CIzNUrm9Fq9Ecp8cyy9TVoCDU5aWl1yfkurS1ZVqurqItvpl1HTyUlmpZD/XBtVXV0sWXMdzQ3deCvbuTo5VZLrL17ZzFee/ncWzlKqc/z4f9/DqVdf4sFX/8DmX27DkJfAjRlKScjkJDMtrS5MTeX43IPUOV3yu0psPklvm49XXnid6pI9fOM7j0uz8t7yD4mNU8izqGCBfAkIUnV2eKjec5TqPUeDfNHrvvoIBt0ACakJxCSlkBijDyJW4Y9tb2qnsT643d5o0AX8kjDF8sUS6Pkw4OsPItcIfWSQSTl0+5UI0ShA3TDgfH7bzwPhyFGkA6nV61jNCc7XuOB850yMTGRyXApv/V7p59pu/5iVxXdQY/eTY45laZqNmbYE3v/LT3Cc2EuqZXZQl6xqVzdbd/2Jmg4nZz56g7KtG2SHLfFeY/dT/udnaLd/TJPz2PB4h1PpwtPaT6DByfQZJtwe5W+xaM3tZOVqKSpIl37ZsaB78sknx5xwOWA/uPnJMy0OFi69juzMayEQbMbVaICAYko1EIFGgxy7YITbJ6AZ86UJt4s//HgonDorkf5+tlWWsenQPrJsqeROzWbbiY9YsXAB//nMk9xzz53c/vA3mJaTyddW3YCmuxVzZjY/vucW3nvnFbZufB1fdAqmpnJqqqsxJ06i9WQp5sRJmJrKMUydR+NHfyNT66b3TB1JgW56z9Rh9rfhOVNPcnwknjP1TE2IxeRqg95G9L3NWCINxLk6SYqKwuRqC3rXa3RB78k+I4MRGsxmA2azgWSfEU+MH71Gh9lswOqNINavJ9avZzBCQ0uri+QkM4bJ6RQkdDCAS+nP+uFhim66ne3/51fc+/gt+NtbWLLmOgrTMkhPSmHBzVezZecx/un+G/jNhu0sGIghYV4qJR/V8P2f3Yn9cA0337eCGdHxNNTU8dWXfsevfvEb1i2cT+upNvq7/Nyxegm/33eAGXHRTLo6jW2Hq3n+nb9QtmMzN9+3gsLr8il/+zhpC1LYtbuazBgj2QETb2w+wvd/die/f2Mbdzx6E/72FtKTUii+o5CdP3yBhfcpxfinxlk4vquc3W//heWr5rLlv/5G4fI5fFB2kgy9iTtWL+GtPR/y7DNfxXG8XvmOInXYGzvxGAMkDBgw+XWY/W3oe5tJvnoJzt3vY4k00FNxjBRNBCmRtdTWf0JhggdDbw0RZ/toHuijv28QS7yRyKgIIqMipHpdffud1J9toM3dSXxMNOXVJ5iZncOGXbspnlNA/ZlzZNjS6OhQfFEM+tASQEuAQJh/ZDWRagl++Bxrv9C5Fwu/fwC/f0AqWK0uQo6Jl1YXwYCvXy5faYjQaYnQKQ9BHu8gg4MBBgcDcky8X274AyOJ3R8YlC+tNuK8L3GMCJ1Rjg0MeoKOI441MOgJ2q7VRtDR0Ulbfxs3felWfKY0Wqtb0QycoLMtgDHThj9Gw9mS4yz/8sOcrW/mocef4K8TystIAAAgAElEQVS//Vc06RZ6WhpZkr2SA6cc5BVcxZ82/ZFYz2RaDu3FZehi5epHmJRhZteWDVQcqaOlsQu3v5MpphmYM7Mp//MzNNsPcPzwDjSxkSQm6jl5rokvLl7AklkLyJu5kg6Hi5P7DvGn7b/l/tu/9dRo3+WEUbBTk5WOLG39baOWGVQvf5bNzcX5x4oqvhDF6/ApQSfVe45S0+HEao3h3+69m/6udt6tOMMHBw7g7PDwzPPPMf26VbxbcYaff/s+DHnzcacW4E4toPVkKe7UAqZYzFJpmprKMWkMmJrKyU6LVUoghkAoSXV+rEljwKQxkO4zBVVOsnoj5CszNUoug1KmUBSxEO8mjSFou/o40Yl6WlpdLE2zceeDvwAU34YhL4FNv3tcmla/8vS/c2Djbqbd9aDMBU33mdj8y23cfXche1vbWFw4h+J5k/BWtiu5p0Oq8dDxNk69+hI3ZkzixTd3sXzVXKq6ujDkJXDrbQs5dLxN8ZHMm8SpV1/irodupOzF3QB81KLI2uJ5k9h15BxzH7pOXv99118jr01cU5PXR9mLu0k16Nm+pYy5D11HVVcX0+56UI49dHsxH7U0YchL4J8WTefAxt3c9dCNtLS6mKuJI9UQJaO92yO80vJQXbJHqmpD3nyZfiAaxnsr28kIdDLN1MKCjC6mmVqker1heSZZuVqe/NWjvPX758mcks87pSUUzVvEh5UVXJs5nU6ni8ysDKqrPyEhNYHy08eJ0EfS5w9Om/msVerFQCjXK129jgahZkWxiivNjDyaUg2ndtUqWF0gYzRzcpRJqQOcGJlIcvFKpTD/kMo8eGQfycUrSU6x4rNpaHafA5S+2HeuvZW1jz7ANFML5X9+htvu/imgNNZItczm8Sd/QXpcDqBEHQP4rAnsb9hPtGM7CblXkWqZTcWROqpd3fx3WRPTLRpef/OPVNR9THX1J9Jnq64qFQ4Twgf7h988HKhyBkgMnCLBOl36YdXFJi5V0NPlTMNxafsxDUTRpbdw+4oZ5Cy+dkSeJDAi7UQdYGRqUm7wwiQamrsarsC+GAt9B6WohMiBVZtZBRr0btJ9wUUOwpXvE9WQxHxRich6fRH7Gh1Ul+xhisXMUXsjd99dyCl3suy8Uzg3DVB+JO37W1g4K5HIJqXgwvYtZdz03RVs/uU2bvquknPqrWzHkJfA5l9uY/mquWzfUoZlsp75eQW8+OYuvvvUWlnAwZCXQNmLu5n70HV4K9s5XFnOkjXX8csn3pa+VOdZ35jnuOm7K/jlE28rNYaHrunBV/8Q5HMV5/rlE2/L8x+uLOcrT/87L931QFC1qJu+u4KffP8Vrv/yLBYXzuHVF9/HHfBiyJsv82S/uuYOdux4F3dqAY+uzQr7/6QuUiHKMh7YuJsTji7pvx7InR3kwxV+2sK5aZz2WaTZucG+jdU3/zOZSbaw55qoUPtkw5HuleyzVUcdX2lEKzAe/+xYePvV77Py1ieINUXhcrlISlL+z0VEcYWjXUYTi/eiKTMoO/gCL+/YS445VkYQA7K1nSDndvvHMvbilDuZaaYWql3deOydkmxFmcT03BVEO7aTPNTaDmDtow/Q3tpPgiGJcz1NmIy6MYOcJoyCvWbJOlnJ6WxX81C5xOEfy+UOfLoU5xvwm9FoA7jdbSz+5repLtkjCRMUYlVHnraeLCWx+SS5Viu5Vquce6quiZZWF+6Al+aGbpKTzLKnq/BHCrIUSii07rCYs3BWIlZvhFSfuURJcgxt/q2G2GaZrMcyWU9tUx9VXV2SjOc+dB2zigskuXq6emhu6ObZv/yFalc3H23dDMBjjzyK3hHgtM/CbXf/lPili1my5jr2trZJ0gBYvmouBzbuZurV63nxzV14K9tJNSidbW767gqWrLkOQ14CC2clSnJUq00x5jyrLBclJbJ9SxlL1lwXdA5BWuIcDXo3Bzbu5qHbi2ny+jDkJZBq0HPmozdYvmouZS/uxpCXwPYtZXgr20lOMlP2oqLAnWd9nHr1JQAOHW+TihrgK/feRWdpKzV2P/bOTqlef/DrDXR3edjX6GDZslu4YXkmG3Y2hP0bGPIS5EtgyZrr+PrDq5mfV0DWXBveysOU/PbXtJZXytzipII8SssaAaXl4N7yDykta+TwJ3XyOIMa7aeONr4cOJ+iVW+/0pTvpWrm/nliNN/saOSqVrMul4vk/LWyiIrIVf3gwAHeOniQxMhEWnZt5Vs/fIoHv3STVLNZ2elMvXq9VJNZudqgHtgv79jL/ob9tJzaSrWrW5Lrk//yP7nzwV8Q0GRT53SRY44loMkmPXcFr7zwOnvLP5QpPYKwz9W7iDJFk2KzMG/aDLbu+tOY38eEUbC5X/ya/MGLp4ZJMeOoxH6BuJwKVpC0wzfA08/8aNSiDeoc18Sh8oKCIIUvs6XVJbvjqLer1atQp6EF8wFqm/rITI2itqlPbm/QuyXRCtJUw+qNkKbhmfOmUHGkTp53XfFCWczekJcgSaG6ZA8+9yBfnqtE1EYn6vn6w6s5sHE3tvwiNr3xjswL/WB7rcyFXbTmdn75rfu566EbObBxN0vWDDcfF+3hbvruCrmtyhkgs7GDaXc9KBWjmCfUpmWyXh5HKE+hMn/6wD3c9dCNvPri+2SmRjE/T1Gq/2vr67zw5HdYXDgHgF8+8TbPv/cOj9+/nvuuvyYomrjG7pdt/g5uOc3/3vgW31+zjtcObpbRhwW3Psbrjz+IMdfKqdKh3pTf/DbZeievvPA60wozyDHHcsqdLNVs0oxCLPFG7rs+fVz/Z+JvoF4WDw5Hus5yyp0sg6kWf/PbAOS2dfLoEz+/ogjoYjEeVTvRilxcqQr2YiBMxbU19bLAw76hsqXTTEoLkoTcq9A7AixaczuTMswkmqdQdaYKt2eQmg4nM20JnPnoDaZevZ7XX/oe1a5uhTCH2ktWu7pZNG8pLae2kh6zgoMVm3j0SSUIauOrGyicm4beESArV8urL77P6p/9G/O/MAWzP5I9tVW07NqKz6bhztvvJytpBqDUSX7pvc08svqWia1g2zursP/td2TFW4h2bAeUklRqX+hnhc9SGYvrTkpRitr7K8rCpr2oc1MHZ5gxiZZyKL7TzNQopsfFSXJTq1OTxkCd0yUVkSBctRo9dFyJzBbpLaD4TMVxBLmKc7a0usiaO2w6rHO6OOVOxqQxcNdDN0pyLSk9ivf69fTalvPRlm04OzxEugaJCSj1gM/4FaVW5QxwwtFFVq5W+oSnWzRKpHJ5JTt2vMv+A2/Ja3vf3siGnQ20zs7nhKOLxYVzZGMAW34RG3Y2kJ67gg0797PrtdexTNZz2qJlceEcrIVJvLT1A3JvWMYJh6IerYVJlJQexZCXQG1TH6+/9D0GZ5h5ecde5t91AyccXXivX0/uDct4+LGfUXDrYzz3dg1VzgDJSWZ2vfY6+bY4/tRYgS2/iNSZOtkcvcbup+DWx4hfupj9B95i9frb5DE276ikwb6NOqcLj72TH/x6AwkDBkp++2s+2F5LrtVK+/4WNu+oZGmaLSg6+0KgJtdQiCf5nGvnKFaUPUdpLa/EZ9PQ4/HT0hxcSexKULEXinCqdqIr3NCI478HdRsOaj9scoqV5Py1LFpzO5rAaaaZWki1zA5Sowc3vsne8gaOVimuj8lxKRQVpFOQPYt5ix+iwtFOtUvJSFj9taclueaYYzl4ZB/n6txSje4/8BbRju1oAqc5eGSfVMSDM8ysW7SIzCQbmVkZFE1RCFXk4IJSihKUHNqxMCEU7P335wQAdIMpSgPd0qPyiWXt/d+R84RP9tP4Y8MVnfisCLwLHUdrK/n5t+8LIlGBKRazLE2oVrFiXfhsrdZzeOydUr0KpSpUrbrQhDiPeBd5mMKfqy6FmNh8krYU5Z8ntAShOL+omJKcv5b9B94iPXeFrGT0//3TWq5deDV6bRRJOuWJOzNDSWX5+MxZXG4/i27Nl/4NoeC+uuYOSnZuoaXVRfzSxTg7PJiaylm27BZ27HhX+iZFUYbW8krW3HUfP//2fdzz8J3s/a+/Ki3vrp1DyW9/zQ9+vUGWLFxz130yLehrj3yD1x9/kKK7v8wrL7wOKOqx4Y2XufPpl9j46gaSCvLI1jv5YHstNyzPDJqnPrbwYVbvOcrXHvkGP//2fUE+dXEt6kIdi7/5bbY+/ywrH/mXoFKQ4u/Z3NDNuu/fzeFXP6C8oU3mMP/nG5v4/pp13PQ/1gTVPlZDPIieD5tb42QxjNM+Cw1vvMzXH17Nhp0NLE2z8dDjT4zrOH+vCFemcaKp2fHg70HxCt9zbU09r73/ggzye3nHXhbNW8rqm/+ZycnpxJqi2Hu0jJoOJ0VD/VlNRh15U3Joae6UqT2AtDCp/bKCgO9dVkRJ6VG5vmjeUu68/X55vMTIRBJSEzhaVcn+A2+xsvgOKhztPPilm2RjALe7n5gY88RWsACmuEhZfUOY50bDldIVJ45BVi5eRc7ia+WYWO7pVtRaOEWrJtfWk6V0dk6izumiLWUGdc4hUg140c6cG7SfuLmr392pBXJd1CIWEOSqhiXeyA3LM7nn4TspnJsmyxw+8/xzAPz82/eRnruC/37i53zvqaeIt8QxdSjaLzMjkdr6Nj48qxDpwtu+TGfnJAA89k6ZI7uv0UF5Qxur19+Gt/IwrSdLOVXXJJ8gl6bZmGIx87vn/53W8kq8lYcVMpxRSGlZowxGEJ9xb/mHJBXk4ezwsLf8Q0xN5VjijbK8ofA/qtWh2Ke1vJLTPoucJ65RzBfELY4hclZhuLJU68lSpbyjql6yQIzBLMl1vqaO1pOleOydfP3h1UxeNoWDR/YFtdpLGDBwcOOb3PQ/1sjrDIde23KqnAGqnAG53GtbLl9iW7beSXLxSvkZi+7+MlXOAN7Kw+xrdGA2m0dEE/8jYbRAqYmqckMjjdWt8q50lWu1mInQGcmfmS3JVXTEKS1rpM/dyzulJfxx504ObnyTmbYEyrZuoKbDSYWjHX2UheQUK1m5Wnw2Dfsb9lPlDHCmvpaDFZsApJoFuPGffsziwjnkmGPRd7Yz3aJhb3kDBze+SUH2LJJTrLS56pg3TblPuj2DSgN2dz9ef4BO58isjVBMiDzY6sr/fvJQ6Vm67U3kR8ZS1xbJ1x/6Gdk5s5QgIV0/fRjxBwwYx6m41fmzQeMaVQ7r0Lbx5LNeDAJ+Dd19DlYvXUX89Kn8bfMmYnpasUQaaOnuITnOzLnmXizOdkx+HbVNlaQHekmLiqaq+iTp07LRmRVTrTlRISp3W72S91pfgzlxknz3RSs1jUV+rBrqsXNH/0bSQKfcT2w7d/RvpE/LpnLHTq7+4myee/w3dPoT2fqnTbTokvloyzb66uqI6NVQ9t57JJjN9NWdY2pCLC63j/hUEz4GSViYSoJXRy8a3Cc/YVJaBxEuI6ed3UT0ajCYdAy2NlLX3k7JR0docvRQsHIVaQP9GFsaMHTqqD57Ck3e1bgPf8jsXCOHKxtJ6e3CHZ1I69/2cvM1X6L9+EHSIttxRcTh3P0+C1On0H78IGf3HCJ63iI69pXgqTmOIW8+HftKyPjiNeiS0snoOUFymoWSP75H8bRpVB/aTXNbgMTmk1RVn+SLX8yhpbGLKZFOnJZpdOwrofjWhZS/uRVdbRWaqXPoP7iNNTevwb5rJysLF3B13ix2bP1v1tyxlDZnH0vTbPRaEql69Q1yUhLoPVPHwqvNHCqpp3jFdLritLz92gESJsWSY47l/Td2MP8LaQR6/bRHeNm58wDX5M3jjZdepXjaNFy1n+Cq/YQjPR3oO06wbet+WvHS4Y+kwx9JXXODfK9rbmBqSjqxSV8gNukL9LR9Qk/bJ8Tr+onX9aN3BFj+5TspvOGfuGXVSlwdbiwx/7gEC0rOrXgXL1CIVuTfTpScW5ErG7puNOiC8mpBUYSfVy7thcLlcnHzA/fSbzaz+bcvMv3adSRNKiAmop3/eGETEYl9TI3qpf7waVy1n+CzKXmw9tMf8wWLm/rDp6nRwILp0zFFz6AgZyEzryoiqqcSs3Y6EQbF0tTh89Dh8+CxdxIb2yIVrK6/D0P6DM7sf4fe/maOnj3BOY+RqSmxRBmsZNtm0eVxMfsL03lt/34mJ6Zhjo1G6x/AaDSMmgc7IUzE3/pRVqC6xMP0gnhmDc5i2l0PyhwoYRIWeOv3z7Noze0kWOMw+yNH7fk6VvnD0RTwZ2Eq7kKHy+PFZErksXVzqXO66BjyDc7JTaPibCcxsSNvcMJ8rDb3jsf8G1pvWF3OUMwX7+Ha2bVHePG5B0k1RNHk7SPVEEV1byvxljh87sGgUoxTLGbpxz1Qe4Y5U9M4eqYRvSmCyIFIUg1R3PtoAVUn3dIMk+30Uxfo5MTJvqAygiIwqi7QyRSNVZYcFGbw5oZuMjMSZdAXwPG+c3whMoXmhm76zTpZrlFtQhelEAdnmPHYFX+jMddKYrmHqq4uUmfq+KSsl+J5k2S6ywlHV5A5vj3CK1WtOs3JmGsNMn9PK8yQZnAxPzrVT2+TlnxbHO/bG/F09XDrbQuDvvPNOyrp7vKwcGoqbSkz8FeUkZxkJmuuTRYwF+p+NJOxqJIloG4soHcE5P4ri+8gb0pOUJWk/4fwuNLKN4aaia+UJgMChys/5qcP3IM74GVL2Rl0A/0crvxYFvuPdmynxu6nyXmMU+5kNIHTeOydLFt2Cz6bhvTcFdJkLAryJ+ReRbv9Y/76tw+ZPTUJnzUhKHdVmI7P1NcyNUPpVy32EcsisMnlcvHWwYO07NpK8VfuxO0ZZN60GaSmJk/sWsTCB3vNglUAQfWINdoALm0/9r/9Dhgu0FxUkI7bFRFEsuNp0q4m4vE2Yr8Y4lUX8f/hTx6jumRPEPF1d3mI0kfQP9jPgskZfHzmLFdNncyhM03MmhJPc0M3PRqCiM7l6SMlPZbmhm7MRuVzNrraMcbFSLIUZKDeXxCU2LdrwM1VUycDYO/sJGHAgMvTx+RlU9CddFHe0EZ2Wiy9bT4aXe1cvTCZ3iZtUFN1AJenD7MxKqjRuoAgqJnzpigNiz/YgbUwSZpoUi2zg5qYR9iPMThDISXhb1YHeqnb8Hm6epg2JZWKs50smJIyas4vDJeRFIRn0hiwd3YGrbsD3hHzws09VdfEVVMn09LqIuGaZHmdgzPM6DvbmaKxokm3yPw68eMVQRrqjh9iXQ1RT7m3SUud00Wu1SprKp/3/20oWlLdJF4gK1dLjd3/D+9v/TQIJdUrIQc3NK82nPl4IpGviCIuKT1Kwa2Pya456q5Tbs8gz/7qIQKabJam2YJ6wrbt2IMm3SLjdwQOVmyS5AlQcaSOmfOmBJFqqmU2jhN75f6JgVNUnVQaeQqXZXL+WkxGnWw1KdbHyoOdECbiv/71hSfzcjIxRSkBMmmTFkBAgwsDPp1y4zvjS8DQW4Oht4aecx9gsBSSqLdKM+94yBWGzcFBZuHAMJmLMozqcowXY0LWaMCnGSAmoMM0eRJ/27wJd5uibnq6vUTpI+jzDTDg99LU04spNpq2/n6MkRGkRUVT7ewgKtpIn3YQszdAfKqJ6Fgjp+qaiNTqiU81YTDpaO/qJeCPIDXFhMPbT67Vil6jw9ntxquBufGJ9Oh8RMcaMWkMNA16CPgjSIk14Q54sUQacHj7GTBo4Uw/Z70udHotEb0a2iO8BPwRtHcN0tXvo7vfS8/gACa/TiFTr1aSqsGkw6Qx0JWaj763ma7UfOJcnewurWTQcI45S26kYE4a7uZOql3dNBy206Gz0tAdibb2KNrcWE6V1qONVvY/7exmakIsGpPiOzYnTiJpoBNLpIEESzQz502ht64Xs1k5p8nVRldqPr1n6rCYo/AxiCFvPjqzDXPiJPS9zZJMDVPn4YtOobG+hgWZ8dSe6SU6b4GcV+d0YYk0KMcYmqvvbWaSNZ6suTbSo7R0nXHTlZqPOzqRSFMyrYfP4gtoqPZn0N83SEN3JM0DfSToXURHpmJPtHK8vJOZM/T0fFLF7KIsJk2y4etNobe/mVTLbKbETqFmII4eXSJJA51Mn5eBJla5aQcanJzWeWkfmES7z0yH1yHNXe0Dk0hMUG6emthIevubg15nD53kxy/9Ca0uAl/Aj8evR6+5cn11nwdCSzSGe000qM3HMFyaUf2aKIjQGYnQI8siOvtrWHT9bSyffRV1La1UtXbS0tuHr+Y9Ptz8ManXLyd/URG19Z8QmbmCxQUL/i97bx7eVnnnfX8kW4sl25Is73bipXEcO4lD4gSS0CzNQgK0ZSlbAxTa6fTpTIG3feYt7UNn3nbedvp06LxtZ6AzXaDDmlJIGcoAzV6SQBLIRoJjxbHxktiWN1mSY8nWYun949Z9+0iWnUBpJ/Nc/K5Ll6Rz7nOfoyPpfM/3t3x/vLvnFdoywmT5vZiqSpQ0oj13Mmcj3uNjZJaFT61ZzqG9LRSW2pnI6Ke59V3mbLyWsaE+bNEiuroTJXUrFlM4/1Z2vfwsvvYhDh14hjPH99C4+QFeeuwhPrH6sxQV50/rIr4sAHbX67/8zsfKl9Lii5Nv1mEsqMaSYWVcH+fCOGzf8XM6D/yWA4cPUasr5OzYe6xf/oWk+KohZpiiWxzRR9XyYMY4hpghvc5wPIXNpqy7mC7xdGaMZxKP6cjLK+RrX/tf/N/f+Fue3/kG0QtuosEARoOJ7JwsTCYjc1eUs3xeOeHhIBEmGAgFMGWIso3sXJE0Y9EZybVlQViPOzxO5qiOsCUTazgOYT09I8NMBKL0TYSIGvUU6sx4QiGMCbeud2gcSyyD0YkoulCccDBGOBijMM+M3WzEaMnAbjZSmpVNIBihMM+MMaSnMM9MaVY2ulBcLEvMJ0HVoMtAX5fL+GCAxfPM+G16csc70GVHuWnznWQM9vPuu2eUfvDKq0vw1G9muLMPS98pFiytYFNBDb0OAU6R7CLK5s7hjoZKok4d3rNniWQXYQsI0Bl1j+EozWH9J8uJGc30jJgxzi7DnJVJTnCY6sYSGurXcLLLQ37/GYyzy5iXGeCaKxvJ/9gVtAwI1+ln166irsBG6cIlnD+1n+xZYTIKF5JzYZAFSyvw2eeycLydMccFJobGWbPhehoWlxLVVWDICxDMGMRsKRTfzewQH1+0nv7omNIJrvGeZdmsubzi9hHsH2TWVQ1kDXfChXFm14s7Z1fbOyy1zWZEJ24OK3Jy6I+OUVdhoNi+iFNvvkNd/cc5ETWxumw+50beAV0ec61RnEYTTqOJvIEert60gshoEfNMJmJZlTQsLuV8dx/fe/hFPv25vyY0PkYkHlOi/x8B7Ae3i8Vho5HxPxvgmowZSTHZdCaBNlXrGJI1kKcb8+ewWHwCS1YO3QM91C9fwXv7juEbb+d8yMSNK68mOj5CYY4Fn7uJ5/fv43Of+xprq2qxF1biyDJjyNTTsP5TxDpH+Nv//e90BTPY+7sXCca87DvVSnQgSmGpHV2uGafRxIHDh9DNysNpNKGPZ2PPdbC4pgTHlZ+j7ZVfocs103S0C0fuXI4e3EprYARTzEdndwcfu+oTnNj5LABdri7WXXv9tAB7Wd121dp1VC65gx17f82W2z9PLvDKa/+Ox/UOpjw/lVRhrHdS6S1haHxoSnN26fYNZo4pFag4QrLQGjMTZ3p3bzo3cWrv2HhM975Le3T6ODYm6B4cos/ThT3PRG9wglKrk77wGMM+P5k6M6f3dOExZrF88xzRF/X8bioKrZjqHGScSa5xLSywkh0X5TkVfaewOIR7uHPMS1V5fpKLNNVlWlhghUGUW7fWZsOri6rYZjAepqo4S20j28hJk27YiXlWdVwAcd0cjPUAA3i9s7iyXMQ5+nwnKZm/hpL5YKzTs4wGuvscDPY2c+3GKgzuSvb3uim2OwC3Ep4Qk4rnDRs+Ld4vqMR9eh/VjSWsXLGYcLOHeM8patauxdH2OsX2RRx0Cbfry02dfHpBJSyoxJXvQNc2kBBdGFf7kGP297pZc/cNk42bE3HluZYBsNhZZV9En/Ukfb6TVCPcRaI+TxyWkGATBfGrS0tUvNPgLqEbWNEo3rdFEjEfxDEWzr+VhpKNdO/dQXWdnif29HDv+jL6fAPKrZya6e31zuLTC0o40NOmBCpWzxdj9/e6uXd9GS+/0M6nqaTYvoj+4HnydRWQqG81ZkQvK63h/642Xfz6z13q80GyhrXbTOc6/q+w6ESI+ooarFYrR9ZtYsuqtVwIid+q7Gbz5rY/8IW//BKAqJstctDc1cqy+iuwWMzkm/Pp7XaT7d6Fqc5BBLhB4x7u7O5gtE9PdvGkjnDtPAstZ4KMlmwUdbEJzeLO4g76fCd58bdv8dd/8SUO9BwAhzOpHjY1zJNql1UM1mIz01i7VvXo2/f072i8xk7QP059jThJpvr76HHtxON6h5UrFlO55A7yzcK1HNCLH70lmoUnPAgIwWgZp71UN/JM9n7isalxXp0+Tk6ByPZ9/Aff4r6Hvs2ETs+JlmbuuO46zJkZ3NA4iyPxiimKTtWNJbzdbcOeZ2KuZSCpD+ocX4zY7BDbd3gomLeC/P4zROsWqZZvbXY9cd0cdVyZrpNJpSHSpGqKNpUdoP2Ym2jdIsLNR9iw4dPs73WzurQk7Y9Lag4DSo3FOPwWleVVKpYhFZBafHGVjq99rbXU5aMlG9n2zBPcu76Mb333Wf7h7+6cMg+ImzX5O5KaojPZq4PiJuL6Ar8SkZAWKdFRa9cpANR+Bq3J/IBs9y71Wr7XWrsrxro7t+AsMHNsxxNULrkDZ4G4GJ/vFjctB958nlVX38ascqtaJpuxp74+vO03queu7FG56urbGDj9AktX3kdhkYOP7M9nMoEsXZLU5dx0Xhuzle8/zLjtpWgsZ2aYCIwFiUbGOXr2DE6HjSvrFxAMjvPsQwlIOp8AACAASURBVH/Jr3ub+MF3nubIe10sKHFSNWs+xfbspCYD/pFhnj98mFMvPqzirDIu6z69j67EjfvyBTequKtMwqyx5tLZ3UGFzkFX3EtleRW18yw4HbU8uXsf337w3wDoPP4cBw+doOloF4ebz0/r17wsGKy5bILxngwqC0s48PZ26mtayAc+c1cdza0dAHQOuKksLBFqT3YdnnkWCuffCsCzrz2iMsh0F7IJZI7R1OXh1IsP46y7gjuvu1/t6/1kFaez1LEzAa5M0NKKY4z0D6DTx7nvoW8z0O8loB9nVk4xz732Gn95x42UzF+DvddNsE+IwUdBJQLZ88S8Z4OFUFcIDFBjzaWVETLejhEJTpDffyahwiTYF4DoGyHmABINzVEgKROO1GfUzRHbIxhX6zzx4zPWL0v6fKlJPOLYJueRgH2Wq9R86UyCIpAETAAG1w6w6xSIZrt3kek6CevLmLuifMpctYmx7a4YuHZwqNdNQeRtWl9vV/Wp6SQrpdDGM/1nWHbXtWourd27vownd+/jng1rFLi2u2IUrtvEL770JfQL2jVz/RyH4zxe76wp4v3u0/t49qF95G9Yy6Z1n2Xvs1vVeZRAaXDHGTj9AhbTHSrJY01DGZ7BcfLN+SrZYla5lYE6PZUlTprcHho33Usj4Bkcp3D+rRQWOT7KGP4zm7aH7XTrpnsP/3WgmwqmHzbT1YKrFmyTkrCMIUzGDKIRsJgyGAuOAqKMp1snvHlH3usi272L/Kr7yNKH+eXO1xjYu4Nv/eCfaW19j3P+fpFxfMxNdWOVuD654xzoOUBG3xhg5t2x82y5VU+fz05ndwfLN97E4aP7k8AVwJTn55VjI9RYg4RcXrb+9Bs0He1iw4ZPK1CeyS4LgNWPWoEE+7SJH5cEVBDN2JtbO3DW1vKT73yW2oY8GmvX4nrje6pBwKkXH8a4Z3ZSiU/DzQ+S7d7F0PiQYrnpAPJSs4k/iFljZkgj+Sgl6qwxM4HMSQ3gPt9JVpcu4vGDAa5PAKsAsORsVJiUwTsbdBOtgznxI2mPQXaLCBYLltbU3AV08fhB6eJtJhKcoCkSJBCMcffdK1RpS7GdRNZvCc8++Qx9NyxkrgX6fKILxek9XVzwH8JgzSISGMOQnUnNlTXoyuwqW6/GexYsdtUqbuG6BsCJwR0n3DtMbb2TBx78BTk5VuBZddzDbj9fv//LtLti1CYUWZbaZlNVnMWrP9rJPf/zGtpdMX75+C9YcO2nuHd9mRr7V9/9N2qyC8jON9DTfASKGwQwA/lMutvbesWfxFKay6AvgMVu5fkfPM3f/eBzSYwUBJie293FQesJVq5YzGjJRtYtcfK9L3wOmBQNyXc4GPR6sditWPDyi0dO8f1/f47O489ROP9WdIdO4D00yJ3rPgvA7t0vs2BphXBZI9zF+36/m+q6a9j77Fb297o5/vqr5BgnM5xD/gt859nfcnjbb6iu07P32a1U1+k5n3drUobjo9//e6rr9Fx309/N9DP9yC4juxzLgrTgOhPQXoyhTlc6FApPEDVYMCFkEwf6u2lye9iyai1eX2DKOahccgevd7RQ7bczsHcHy2+5nbN9JwnqBaSNlmykulHUuBbbxTWzxppL8fpVAPz4q1/g/920hR5DEFOdk8NH92Pweoj1mzkd97Pm7pvwuN4hNAwwgrPuCr6UUBnc8v2fctvy5Sw/e4Yf/dXnZ/y8lwXAggDW5tYOzncFoUH0h9WyV4CtL7xIbYOgcYLpVuHxtoBuLq2BEVaucBIMTdB5/DEo2Uh1np3De2M0bjLDBZR7WMZo4zGdcitrO/fMxEr/FCAs79Kk7e91U2G3KmDt8wn297OnngHgQniUxZWldBaL8/OpDfPx99Xw7K4R1i2dRbF9kYgXINjo8Z1HiIxGMZzzChC0ZpEaGsi1mYAc4IJw864XrFaC+e7dL6vSIJiMQR72nybHlo3BkoHTkk3r4KCoJwUWLK1Q4w9vb6PWZlOde0DKmJ3j7J5xIhOiuF/WCAPk2LJ56bnfsnzzHHAtUi5mnd/O8aPv8vn5txJu/hn/9E9fViLfS22zeXJ3EznGbDyZYTw+AaTOoWNJHFpmPxssGUSCE3T5AkSCE4xGI/SOjHLw0Ale3f0szqiRG+/4DNV1eqrr9CwpLMZ0zAcrYGDvDh7a/XJSHS6I0qcLI2FGo0b6wmPc0DiLZx/6H+jK7KwEvIcG1XnoPP4cINzwjnkjuE93se7OnwM7WbryPuBRdu8+woLCRDKVbAIRNZLt3kX1LbcDULkkg87jz3Ht1VczOHceR8+eId+cz7o7t7Bi4VX4R4bT/PI+ssvR0gFqOjfzn9o+iIs4dXwqa9UuS3UZZ0aCBCLjDPR3MzQ+xMDeHbBqbUJEw0Sf7yR33Xcdo5AgTB51gymlDJ0FZl795W+UR6g1cIA+30nFOt2nhefohZ/8ih5DUDUxyS6OEXE4wQELrCVJcVYQOsQHEWTF6drJ0Tw7s21FquRuOrsssoh//PA/fGfpwmoCE+PkF2XRcmqYOdWFHD/Ry4plc3nr0DlWLJtLZvYElYUl2K05DA77GBz2EZgYZ2F5FVl5FeSbdQQGm/F4W5hbKwryjXEXrcECOn0eKu35BBNsMaKLYiQTw4RhMrs4YamZwkmZxfr4jGM/iMWNek739tPyXj/BjEHeevEAHyt0YsgLiAtvaQ5ng4WcP9tGNBYnFo9ywR/gps13kmkM4RmKcMLTSrQnTHmRhYDRT+ve82xauZnSubkcfP1tcqzZRGNx7PlW9BNgyTEQDscSn0GHKeGGzDSb6G95j/BQLx9ftJhsczGj4/20nxINA8rn5FFsX8Tj237NieYmIjEdE/E44dAEvkgYe76VoeFxXOf68J8bZ+nSTxAw+rEOTqi+sh+bU0pGgYW/+pt/xXXGw6zIKLMddgqysjBjwGm14rRa0UWjRCaivO06x4E33uaT1wsX9bm3zuCIWiibEyKjwMLBQyf43c+epqd3mHc6zjHPYGJeqY2aghz1KC+yJD3GsseoybGTOZFJTk6myKIO6QmExijOtXG0uYdYJM7g+DhvvHmYtV98iHDOx+jatYvsjAxyb/gSba/8iqJ5xVTPK6LGZCAS12G1Ghn1BAjEYoSIEYsEqb9qDrpcM/EeH7Prq3j7WAvr1jXibLgSn7sJ15F2OrqHMIfiFOaYmfPx6ygI99I/3sR3v/kUnlgUu9mIqc6BszdOYH4WHW1D9OJjsOkN5i1ZT88pIWmZV341Bt0EL/78pxTVfwyA3CzRUnCg34s1+4/LQfjI/vSWWhIkl0llqT+XotR02cnpso5TFaakspTWMjP0KkM5FJ7AmmXhwugITqeNLLORd9vPsuvd0wy5nmNO1VpOn3gL59yP0dV7jpL8AtzmUm7ceCenu7spcGYz0rwNR4GOJ3fvo7u3i1DoAnb7XLY9/w/Mm72W5bfcTk1OgH2/O4GufgkVOTnkFFbyfz3wbd4+sI9ZV89jbKiPQ+1ncVYJXYDlS1czNtQngNRoIt7jw+mcTPJ0Gk2c6jrL1cuv44S7h4WNS5lbUXF5Kzn98PvXxDsH3LScGmZWhbgYyKSm5tYO5TYO+sfV65ZTk3fk0mXs8bbQOeAm6Bd3e+e7gsyqsLDqys0Uzr8Vp8M2JclppsYBl8JkZ3IvX0pClIzRbr5+OYBiQVLJR7oiAb6+5aZJtaSMTMH6xuDr93+Zw00v0dc0wfLNcyi2L2L37pfp8gW4cCEg2Ks1C2M8hC3TgtWUpRSbxiJRokGNSyoLrImMU73BQrExixvv+AwvPfdbAG684zMc3LOdYDzMCVcvhmzxJ49MRMkxZnMhPDp5bMDiylLVEk+a1xjFEc7k+ECfOhatqpNWNGPY5yfPbmPY7cdq0TO3ohiLzkgdWSxc18Dze99S88qksIHBAPoFjSrmGm4+opZLZSeZnSsVsQA1prDAysQ8K54DA/QGPNgyLaqJQR3i93Ms7idY3KBUl6R1dA9RVZ7PqZ4hJQ5y5z138eyTzyit5qKyXO5dvwpjvZM3t/2BZ/a6qCko4MY7PoPr97vZ4e5JEtDo6B5i3dJZ7D16niWFxRwf6AOE9vNPtr7Glz67gZ+/8hJFllmMxYxcGOxnaHyIO2/6FM/+x3+Sb87/KNHp/yC7XBjuH2smY4YS7b9t+XJe+4/v8uTufawqW6WUmV761tdYdte1bFr3WfLN+QyND9HkFl2jqvPstA/7OPXiw+qaJ9XVjPXLyHSdJBgPs2HDpxWjlU3X4z0+8jesxZCIzYIQuJHKa5LZLlhawcoVi9n6wovE+s3oi8anqEE99tQbl7fYf3uwTYFifU0Vq67crNzDFpuZYztF3eL5riChYRuhYZsCYkDFaqUr2WIzY7GZmVVhwVw26bJwvfEY5y+Ii5MWGCWrTQVEWZaT7pE6Jt3278d++ZwQo9ZerOM9Pq676e9YW1XLVz51PYwJZaIcYzbxWCaZOjNkifhChW7yAnpwz3YVWyQuXJHmzAz0BgGuvQEPIf8FYpEgJsJYLXrySmzUFBRQk12A3mBhbkUxc0pz8WSG+eEjPwOEW/Unv3qSNzs6GR2KYLXoMcZiGGMxGBOqUYxBTo6VPLuNTJ1ZNYuXVmw08GZzZ1I7PWdUNIOvczhE3W++gex8A86okRxjNhV2K5kWM7ZMC2e7+pLKjqRVN5YQLG5QwJnffwYQiVZaV/XZYCHRukVcWe7HnmdKAteq4ix1/uUfSG8QvzNHODOphZ+xfhmfXlCZpF5V3ViC1ZRFVfHkTZzVlEV1nZ6q8ny1XiphASyrb1Dfe5/vJHXXbqDSko0jnKncwdI1X1Wej2NFAVXl+Unu+q4U0fGcgiKcBWaGff4kcE1tTfeR/fe06VruZRrMl31Cm2xOYDJmEAiI3+2pFx+mP3hejenzneTw0f30uHaq/1yT26PCeQtKnNy2fDmzbUXctnx50vyydHBFY6n6H2qz/T2ud2gNjKArs7Pv6d/x+LZfE3J5leRiZXkVa+6+gZUrFqvyxIOHTqjrqwTXzu6ORFhy5sY0lwXAggDFTRvm0zngxuNtUUz12E4f2cUxxW4Pb29jqW22YqcVOofaprKwhFh2QIE1wHhPBsdaXuf3L36FIz2vMnD6BXb+/j6OHnwUT3hQgWs6kwlQ6YAzmDlGMHMsbfu7VLtUKUZndJJBdXQP8Q/P7qXf7SMe06nODVInOBocJ8uQCWMivil7vr708ruKPTmjRsyZGSpGCgIk9QYLpVYnpVYneoMFky1HrcvON9BQlk9b74ios7VbWVxXKr4jnZEFsx3k2W1JwAJgtSR+SlkkaRyXWp0EQuIcy7hjTUEBujK7AonCAqsCRotOgG2wuAH9gkYMCTELXcIXb8u0JPXDnZhnpao4S7jSHecVa61uLEkqO4rWLSIQGpvMbE5kVEsbKppHm13PxDxxLPEeH9n5BnLiAuC0sWNp+3vdCiyjdYs4GyxUus/Fxix1TttdMTq6h2g/5p4yx1H/OXJs2QwMBli5YjGu3+8GoMXvV9KRALoyu7pReafzXNL5d0aN6C5kq/dZenEMOcZshsaH1PKPWOz/2TZd55/LrSuQNk7bPuxj5YrFPPD1z/Pk7n2AqFVdvnQ1tXYdxfZFHDrWS49rJzWlVXQef45gaIINDQ283tHC84cPA4JUAEoj/Mgzv+e028+au2/gzW1/IN7j40DPAVoDI3gOiOTRL91/I7987iVGhyJ0+QLc9hcPsHLFYqX3XTJ/Da2BETq7O+iKe5P+j6N9elaVreJH335hxs96WQBs60FRNqFNapIgWXeVWbHV811Bll2fw1ujR1i+4EZWXbkZXZmdxtq1vHJMMFP9qJXzXcEkkA36x4llJ+oL395O54CbYy2vAyLxyRLNIpg5RkA/roBTWipj1YKqNWZW2wBK5CIVlGditjK5ymLKUBdnrcm5PRNmDFYNM7JMfnUSwAByErvSXoBjkaACPYvOqMBW7s8cmFAscnQoQjAeZk5pLvn9ZxgditDfM0J2viGJiUqzZVqwZVoU02NMzGsOTGAijCcznMS2pEkAg8mM3qGieQwMBgjGw4qBRoIT6IvGMWeKY06da44vRqtjLhPzrNRYc9HF28jON+A9NMjZYKGq6c10naSoLJd4j4+5lgEFtKNDEeHCTpTUxHVzFEhbdEYuJL76vnCES7HUhukWnZHyuDftOQCR8JQTF99XuNlD3bUb1HnJOBPAEc5M+n5BsGp5kxHPEQlyEkiz9GEG+r3oLmQnNWYALqkt3Ucs97/eMg1mJnR69Tyhu/hlWrLXmWpvtW345BjtuD8HCKcmQa2tqk2qO79nwxoiCTGHFp9oUvHgA19l1dW34bBbue6mv+N7X75TeZqq80S1ggRWEK7eG//hx2z5/k+pteu4+pZPUDJ/DfdsWEPGGREmWtFYSrsrRvuwj1qbjWGfX/2H1jSUEW72qGOKOJxUlldRY81lVZnIQs4ujhEp0XHjHZ+Z8fNeFlnEW269mQNvb8diM6s46/muIBkTQTIooti+iIxykc26NHs2xnonS1fex9D4EKMlGynMs3NPYq6HH3ud+sXzON81eYJmVVgSpUBQXyOyk+trEndDidhsatMAbXN3mIyVggBdK+JHK7dTsVw9SbWv0qQrWputrF0nS4vSWTBzjNxoULBRDVYXG7O4wChWU5YS3peA0OUL4MRIThwuGCxJ80WCE2SXGsjGQBcBCIgfvQTQtt4Rio1ZtIVHMFgyMIdQYv79PSNUlAn3qS1zcl51XFkCZEajES7oNICTBp8sOiPki2ejrFFd0IglIZRhB2IJJiiZZDoT9bwCMGusuTThxT7bQJ1mebRuETQfUSot7tP7mFsGTQkwq7HmclZnUjXHQFLcGMRNgTQJ0IcT72u8Z2l1zE17fNIc4UwGSL752bi5keNPvaoA0316Hxadkf7QCCvXi3i39nPHe3yKHTvCmXgGx5P6AksQLSwS7vbO489RXzFZojPQ7yWnoEixXDlevi8sckwLxHLMpdpYzJi0zYROr6Qa5XxjMSPGDBGv164D1HJpF1sPKJWqi4FSeCIz7fbTLZ9J/epSAPD92ERUnLNQNPncXco2gFLtSl02EQ0nr0sdl267D2DTnUMAU6Yx8bmMWK1WhsZb1bqQy8uT7BO1/YERmp7+HT/+zSscea+LHtdO1ixu5OjZM5jqHARdXgb27mBbrxtj/TJqvGc57Zq8OZRiNIXzb+WH/3wf92xYwzd++HPqF88TsViE69jT/CivtLWRV2Lje1/4HBPzrBw8JMrwcMVUt6zWwAj3bBBNNKpZTOvuESFgY59ZwOayAFjpEm45NcymDfMBcCxYrdoNRQAS1zZjvROAc/5+LKYMst27mF11H+0lGzn14sMsqiyg0prLyg1rONLzqmLHMilqXBfHstBM54CbzgE3jYBlyR1gAUtMXLgUOCZAU7JIBZAp6kwSSFNZq3ZbOTdMSjemM9lMXdp04yRjtFqE4H6gR+wnJw7j1gwFbHI5CCYLApjlBd0ZjdAbFTcjsvtOTlx06ZlbUSxcoKZkUJDyjf5oMAlkPZlhFSd2YiQWCTI6lDXFnQzgOxcBowBu8sGIEICw9J0CjQvYkxnmKl0p7zFZyhSMh0E3eT61ilJng4WMDrVBSfJy33CIWMKd6z69j5L5a6Zsp4u30X4swNxGodJon22AwbSnX3WvAQF0ujI7cxmgXWdEV2YncPT8lBsC+2wDgaNjFOomWe67e0+pccZ6Jzq/nSqgo1scZzAeptZmI94j7rR1ZXYK+8aSwF/b4F1a6gVZAivAhcF+SLyWpgXVC4P96T+0dntInk/zPmmegqKk9drXki1rt7sw2K/eS0CVy1KPK3V/xoyo+typYJzOtPPPNK+cWzvndDcFH8S0YPRhzPfntIsd+ySgQkaWndDY5E3qkeZ32PrTb1BsX6RaSYZcXlrrEtvWOfjG3/89//jtb1Oddxv/+K0Hk+Y+0HOAsMubkDkt4bT7ZbKLxY3QaPMRWF/GS489hMHrYesLL3LDx6/kbLBQlO3s7iL/rjp27D6t2oaSiKA0He1SN+GmOgcGr4flC26k3RXj1q9+gX2neojrekSSFcnCOKl2WXybza0drLpyM6HhE5zZ08u89aUc6DnAJxuL6ezfR9A/TgZFSVJ7IHzfHm8Lz772CLV2HQ03P0gDoj7x4KETdHaHaNx4EwCFc2Hg7A5ihCDBPisLSyicfythnYOgd4gx0+iUY8uyZCsXsn/MwFh8iGBoIqmFknacdLoH9ONYMSdpIkuXspb1pprsNwoopScQFarvx7Tt4yS7lGAYCI0RjE+CXiAYo7QgiyIJhEOCLUqGOToUSUrMkX8GbXzVasrCGoWQRS8Y7FAEW6aF7HxDUsxUmn22Ac4JfSeLzkgUuLLcT3u/SDbCexZdmZ3hqAAsjookiNT5JMhpRTe0Jpfbg26GU7aRFoyHWWAZAHKhUej71iTu6HKm8e7LObLzDVPYuWS62pulqxbms6y+gbfeHVLLws0eGu/7BK998ymCcYNylenK7PgPt4h9uP20+P2s6ctXczvCmdhnG+joGyMYmmB1aYloodXvFWph+gxyJjIJFosEquauVvLN+QkVMXGM04LoDJa6zcXeX2z71OXpgC3V0oF4KiC/X7uU/abO/WEC4X83UNXadMcul4cnYiiYGR0lxzQJuPUVNUoNTmbvQnI2r6mujX/6jxf4/NpruO+hb9Pc1cr+H7pZsDTRDtJ6ki23f57z3QEe3/ZrKhD67SaHUIgrti+i6WiX2H856OJt/MXXn8b1xmNsfeFF1YbTnJmh+i5v+eHn8QyO03lcj+7QCVpBZSE/8HUhLLG6bBUH3nxetMW78dPTnp/LIgYL8I0f/pzfvfE2sdkhmls7WDBLXNmC/nHOdwUpti9itGQjBw+doM93khZfHI+3hSHdpFvuU1eupse1E/fpfXR2d7Dl1pupteswuOMY3HEyJsQfSWYdSxUoY9yLxZRBWDc1CWQsOIonPMhYcBRj3KtEp4OhCfU6nXtXgql8SCarZaQB/XhSEko6GwuOThGigKkXfi1b0iYZTedWhWQQ1gJXOsYJIhlJlqukm1+CrRaMpzPfuUjSvmq8Z2kNjDBUNE+tOxssJDvfkOSaTQfWIP4A7tP7lA4yTIKr+/Q+5dLVqmHJeeXxxnt8xHt8SXNMZ/Een/hNDkXwGqNJcwMqW7gsIm5qUkH93b2nkt5rP5ecZ6lttoor9YUj1F27AV2ZnY2bG0m1gdMvqHgsJDOL+gohlhnAeNGEOz8ZaV9/UHs/QC7HXhjsT3o9k6Wy3w/y0G5/fjic9P79foaPbHrLMek5fPoddrz497T2dtDcJdzDrYERBa6mOgcLllZwsnPSdbT/iYf54T/fR3/wPJ3Hn0MXb6M1MKLKa7b+5t956bGHqFm5FmP9Mu7ZsIYaa64Qh9izXf23JNC+9MovGS3ZyI9+vFc1ErngH6W6Ts+hY72c7w6wY++vafHFufGL308qyZHW5ztJrV13UbH/y+LW6XxXkAe/uJbfPuPCYjNTWVhC54Abp6OWV/a9zqLKAsrjXsrz7JwioYHreocq22yc9eKC0e6K0eL7WwbO7qB+fRV3rv85O/b+WmSEuXYQKdGxsk4wYI+3hcbatWr/UsIOhkiNHMy2FTE0PkSWJZux4ChOh0jdlkA5ND7EWHCUfHM+5xIlQACWHMFmteBoNZsZGhcMeFZOMdaYGU/IT5ZljCPvdSXtVwJXWOcgOj5E9+BQUgKT1vUrY3ZasJOA2R8S5TraRBnJTi0FImtZJkxNzLNiOSNisWK8uBvE5VXJT2URCxMNVsVi5bypiThaqyrOUqCZaqNDESwF4g9QY82l/cwZ7LPF55hrGaCJSUYHMJD439UVJOLhGletrsxOn+8kgdCYer3UNhtS3MEw2dXG0jfGqIaCttn1tPa6E/rNyeY7F1HZxLoyO/t73eoGQd6JDxXNo7rMr1zEXmOUI82n8J2LcGS2j0BoDGddIZxJH9Mrti+iPJ4+0ejgnu1UFWfx6PY2rlqYz8BggPZh35RxNiYwZRqV61gy2wl9FGKTrtrRmEksAzJi4lKQAfj1Yg4bE/jJICOWyYQ+qsakbiPfA2TqA9OGNUZj4niy9aFLAi3tGHe/DzAx2j/5ebP1UzWltfuKGixkJsIi8nW2PpR0HKn7yYwEcfdrxv2RIJu6L2npXN7SfBl/vmxv+4T3khj8dKb1IKQzvTmX2PgIFwb7yUpksY+WbFTXu5ebOnE4RFhJhrU6uztUxxyP6x1qPn4lAF/71G0E42Gyi2M0bryJpx7ZCivKIVF6c8vdwoXc2CAacjzz6Gu4vF6hWe4KK3dvW8ROGfD84//C8ltu5+WmTkqPvUG7K8aDD3wVgE9e91VOdDQzf04DfPH7tA/7WPaxCvglFK7bRLZ7F29u+8NFz89lwWBH+/S0nAmqu3WtNOLHzOLL69Y51MWkz3eS2nkWtp0Wad3HWl6nz3eSsrprhNQikxJ02e5dFK7bpFKvC+ffir+vRjUKGDj9whSBeUABqdQxtsbMSUx1aHxIAS+IeOxs2+QPLZg5xlhwlGBoQukgn/P3Twq1Z44pNpEqfqGNwUY1DPfCJapGeTInM+q05o8G1Xpp0h1t0RkVaBYWWLGasqa0pAMhEpFxJoBFZ1SJVakmy30kkJ/WyB+mMxnDlDWqgHqfjrFqGbYEV8k+QdxASIZ51H8uCVy1zFXLjKWlu1ud7uZhdWmJOj7pQrL0CWYqz7UjnKlqXeWxTXcOpHVrPCny/BcbhbtZV2ZP+vzZ7l2qPZ7uQjYjen0S85TZkNrM+AuD/fjJUKCpBUoJlqMxk5pHLtOu1y6Xc2TEMonGrGr7VJPbj8ZMSQ/t+FTWrB2jPQ7tNtpn7XgJrtrXhIZOewAAIABJREFU2uNKPY7UdRfbR7rPOJ2Nxkz4Mhxqu5kAW3vc6dalW69dZs2xT1mfzmYad344nPaRui41Dq99NmZEea/1EB3nT6uY+4E3n6fHtZNTLz5MtnsX9jwTq8pW8bn7t/Cl+2/E4PUQcTiV11FasX0Rd913HQuWVlBZXoXBHWfuinKVEOU5MEB1np0FJU62/ubfVbhFgnZ2cQyD10OFzsEcQ3JXqq/eWo0/GqRw3Sbah30ceFOoot227joAls6dx4ISJxFdCctvuZ1NKzfz5rY/oCuzk79h7Yzn+LJgsNnFMV56+V10eWOEXEXUXWVWdbCN14gTsXvnyyxIJD0Z3HGaW3cCk5rE7dlthJofZVaFRbl+pX5k7bxJV7Lnje9hK4aXHntI7X+pzcNAvZPKJXcot68lmoUHv3ivuSEfC46SZclW40gk33jCgwo8wzoHY0EBVjJWq43bCveyHw+TwCO/cMk8JavKNOcrkDVYMiAwwehQRF3A05k5MKHAcrr1OASQjw5FCARjSjVIC+7y4p7q8pVjU8HCHw2iN1iU69mTGaaQ5LKVdKYVnQDBFB1l048vi1hEVlTCVq5YTLsrpkAuEHoXEG3m8E2ySxCvq1eIxgEl89dw2v2yWk5CFHxFYyltvzqNY0WBiv0CSupRstg+30lVtywt3Q2Bsd6JvdkgbgbeHWKOL6aWh5s9wu2uSdwsj3sJBJMZ7sJ1DfRtPybcxjofocRcMNn1R5XqWLJVH00QN3/+kAEIk5kVwT9mACawmowKrAIhcQBWkzj+CX1ULZNmNRkVm5U2EgmqbaT5yQB9dFoXs3b7dOOTtksZmwqyfjLIAMXG07HqdJb6eQOh8JTPIceMAFZTVB2ntIxYZpIXQC5LZfjStCB4MXCeCWS1zDzdNqHh4CVd2EPDQUIpXgFlKexfmrvfR6ZmmbvfJ44nJubJTlC2owcfVV2y2iJ2Pr92gvlzGtiy+QH8Bjtt9u8qEDzQc4DlJas5eOgEyxfcCMDhppeSFJOEO1iUyMgEpFXz17A8ocX9sO4nAGz96TdoDYxg8HoIxsXBiI5jQgbxyDO/57VHtiaB99KV93FF5Wv89um/VW09a+3/zI7HRUtK2TELRIe2t7ttXLtxLYeP7sd5kXN8WTDYyvIqrliSzSfXVFB3lZlVV04KKMt61uziGL97420M7jg/f+WXSqmpvqaK9mAbADt2nwaEu1h+ec66KxjSzaXWrmPg7A46B9zkuPMptgvx+JUrFqvMZGeBeUryknwf0I+njYWmWjA0oQBRgnBAP67aixUWOabsQ/auVXNos4g1F4BIcIILuuljpKk2XbwyFRitFn0SuEp2Ko9Fuz9ZyiPHatmdTKIqLLBi0RmTYsEzmXQfy9hnKuBezOR3LWOX8vPJP5EE10BoTDRUT4zv851MYqBynBT6TsdwU017bvp8J9OqTAGY+8R80n0Nk+wyXX2x1aJn7l1fAWBNQT7v7j2lYq+N931CuL7TWFjnIB4V3hd5Pqerww6EwuqRzqwmo3pciqUCSuq+0r3+MEwy40AoPIVlz2SX+rm0/0HtQ7tf+RiJBKesTz2eix1j1GBRj9T304HrdHap5yLVUtm/ljlP6KNTXO9aO90mvDjyfzTHIP5Hxowoxw4/wqw8I+0uUUe6orGUVWWr+PI930vKj4g4xDW5s1toI9RYcznc9BLOuis43PSSCgEd3vYbxThfeuwhBa7SunwBGm5+kJDLy+Gj+9EXjVNht3K46SUe3/Zrtj3zBF/dIpjq2UPdzLUMqBpZrfW4dvLYv/wcEFn7BnecVWWrlGd02vN48VP9p7eJjH42bZhPe7CN8Z4M0SEHFIA2t3ZwsnOQB7+4locf+yWLKgtUE/bOATdkT4pVWGxmqmv1ol2RW68EJbbuGmbLrTcDIgZbnfgCpat4OtCTDNbj9atx0wFtYZGDc/5k108wNEGWZRJstZJg0kRy1dRkJ8lIZtuKKC0vUZ1fILkG9f2ajK/KLGES13eLzijUSjRuYQlAo0xmEqcyXUBJMNoyLQwMBqaISFyKyZ60ksHOtQzwdtE8qvHP+Hn7fCdVY2XBYMemZBf3+U5y5z13qdeS1VYVZ9HRnXzuJbCWzF8DR59Ju08Z+009F/J8aY9XZgsDnHa/NGWuWpttyrJAMCbqtDUlSfJGUL4uLLASbvYoJswSsW4kEqSESfff0PgQJNzOY8FR9TqdzQR+Yt3U9ZPbzPxd/ylB9v3OazUZk1jsdOz1UueV82nn1ZoE4mTGnH4u3cSIZrvk93LZ+7F0IHupTH+mOXUTI0nx+Ql9VHTBOf0C7a4YrYERtqz7LE1uDz/85/sUGz146JM03CzipdV5dg68+TwXBvtVqMNZcgUkwLnT61F9Vw3Avqd/h6nOSWd3B6N9epoQesG6+AhNRxOlPgjCYKqzMhcH2555ggVLK2gNjFBZXkUnYtvP3b+FGz/5l7z6y18QKdERfPp3NB3twpTYX8jlZU3JDdTW6Xly9z4cDmgNQOYZN5FGoW637ZkneOByzyKW7uDxngxcb43jdNRSWVhCxkQRnQNuLDYzn1xTwcOPiYQnEJrFTkctjbVrGe8R4Chb2bW7YvS4dvLkblHiI2tgj/S8ypGeV4FJ9mAxZWAxZVBfUaPk5lLBFkSsduC0KA2adA8nv55OBWcsOKrmLLLMmrLeOE1Si9akwopU55nJRZyqd5vOqhtLRFJTCsuVLhJAxUO12rrTmWSy6Rj2dExamn224ZKzd0HICKba8gU3Jrfp6/EpRloe99IaGEliqSDAt6Nvanw1NeM3nckxqTcQ0bpFadlluNlDuNmjvhepDGWsd6rPUx73qgQnKU8p9VC186SaNofAGPdijHunxPi0vzGryUh0fEh5WrSvtfZ+2Ot/N0vnIp6O0U8Hrtqxqc+pc063Tbr9ptv/TJ6G1HlTjyfdYyQSTAoDXMo+0p0Prcs+I5bJ3me3cvDQCUCwzs7jz9Hj2smqslU4664ARNZwj2snPa6dtA/7KKu7hnP+fg4d68Xjeodauy5tM3PJakMuL6N9et4bF7/xV3c3k3EmgKnOof4vwXiY5hNnhHv44Os4665g+dLVFNsXUVlexYKlFZTVXaOSrcrqruFEZy9r7r6Bz9z9PVaVrWLN3Tfwtc//PxTOv5XlS1crFaeJeVYOHevlJ9/9t4tesy4LgJUyhvU1VTReY1cM1pTnJ+gfV+pOD35xLbMqLEmaxQfe3q4Sm6Q72Vbcymj/Pqpzx5RmcW1DnmK5O3af5kKJuKA0uT0EQxM0d7Vyzt+fVH4DIgh+9OCjFM6/lXZXjGN7/p6B0y8owJSuX61lmvOnLJPvm7ta066TCVxSuk+5aEMTnPP3q5T2VAYrGaPWAqGxKYIV0gYGA1hNWRze3kbGGSFLqDdYNLWZomn7uDWD4f0HCcbDnHb71ZyQqBvVCOhrLSeevkyn2Ghg4bqGRLP1qaYrs+M+vU80Z9dYzfm2tOOlLbXNJt7jY/fulzm4ZztzfDGWFBbjOxeh/Zibg3u288SeA3gOiDKdeI+PpqNd7N79suoQVFWez+HtbbQfc9N+zC0KzY2GKZnH2virtsSnLGLBe2iQlSsWU3DydNrjNNY7MdY7ue/2dUn9YEEw2NSbBlneI02eN+k2Brjrvusov/XLKn4PJPohP8c5f7+KT8nlIOKzgVAYm60Um60Uq8mI02HD6bBhjHsV2EbHh/D7e/H7exU4a9cb415sWRGMcS9Wk1E9TwfWwJTl2n2lbpduXeq46ca/H7tUUPlj7VL3cTHAmw4wp5sD0t8oaZn2xfaRujzd8cnnSInQI9jf66Y1MMLBQyfwuN7hcFOy5ya13+pPvvNZjMNv0dndwS8eEWNl+U7I5VXgZqpzqFKej5mLMNU5qHM4cHnFb7TNrqfLF2DB0grGRnS8uruZv7jls2o/kRIdzroruPGL32dg7w5e+tbXiJToRO9Z4KlHtjK3dA6REh1tEbvSOv79rg5eeu631FhzievmcMtd9/LDrf+hWPd0dlm4iKstc1QclezJLGKtBf3jdOLmfFeQ+prJWlZz2QSzmLwYNdau5cDbQvjZYjMz2jfOeYLMqpCSiWZmVWQkxC1q1cVJgly6979//XUqvS1U19Vy4O0O6muARGmPti72XEjcUaX+yadjvNNZMD5Vvze1RleropSdb0jyMEsGO1OsVgLw6FCEWCSIRScynWXZjDNqpLDAqsZohfkHBgNT4pNWUxb+aFC5igkI8A/0iEzjqoVi+3f3nqLWZqPHEKQsYiEQGsN3LsLxo+9SVJZLf88IRWW5tGwXmsL9AyOspyDp82pdqu/uPYWu0c58NMzznHDvVxVnqQzeo/5zqun7vZtXKbfqru3HaPH7ue/2dWqZsd7JM4++RjXJTFab5LSsvgFjvZPD29s4PtDHksJi2l0xvMYoR/3nAHGjc3xgbIrWS2rjgI2bG9mIAE+Z/b4REW+96dv/Ckx6VTqPP0flkjvU6+4XfpYEuhZTxrRhDxDeFCPg908kbQPT/zYN5iKy9AE83gkyzflYTUb8/l7yzWawQLEzn47z/crtKBPzMhPZ86lAeDG7lDHGuJcok8w8SnJC4HRzpDsm7TrtcV/KMaaOvdTtL2bTuZovZunc1OnmeT9zX2xs6vqBvTuYaxmgNQANNz/IqRcfpnHjTRjccdqPuQnFw3QWC9fvcgR77GuaIDvfwHvj/apyRMoUStdyjTWXlSsW4/G28MqxPqEHDKLp+Z7t6L0eGjfexKoykXPwlb8RCbH7e93oetrwemdRs3YxcwwiU/hQr5umznO4HtnKsNtPXoL9nu1tS5R3ikRaSX70Cxpx1lVRELEzt3QOZ3vbkpKl0tll0Q/2V/92fxxQzBUmhf8lA1XxVmD83Tix2SHFXKVrWJoUp5B9/Tq7O5La20mrr6nCVH8fIILY+fGzOB21yuXW49rJ4aP7uWfDGlp8cYZ2v8689aXI3rVbbr1ZXcykyS9DyyouxdqHffzvv753SmJQ3uqVtB58nZqVazm+fScFGRlJ8U4QDEzLYgOhMdYtncVb7w4lJSFpQaqoLFfFD9t6R2goExcFyWQlQAeLG7D0nUpipdn5BhYsreDw9jYCoTH80SClVqc6Jn80iMmWQ8h/QfWfrbXZ2Li5UQks7BscUl2DUo8fJoEchArSfyTqYEutTmptNsWIAY40T4o2+M5FcKwoYKltNkf95zAdE99HKnM+0nwqqXxGmoxzprpi5XFLgF24rmEy9pnGjPVODh46QbzHR8n8NUm1rXKuhesamHvXV3AWmPmXv7yH/A1rVUYwQOWSO9j602+wcsVivvvNp1hSWMzGzY1Jx3jUf065pLUxWmnhZg/lt345aVk6r8tH9uHaHwOypWlujFLNl+EgM+HmlfbnYOLpzGoycqKjmeo8OzZbKSc6mhUjlH1dB/buUB4h6f69Z8Ma2l0x9ve6mWsZoP2YW4n2N584w6LKAlGykyjdkUDbqomRAixYWkGxfdGUzGOZZyHzM84GC7nlrnsZ2LuD/b1ubrnrXkDcECy/5XZ+9Fef563OPj521Vp++uN/xsYEr3eI687JRx6iza6nxpqLd85aBk81s6KxFIM7zvf+5afT0tjLgsHKRKRkhaUO2keyqK4QIGuxuVVTddbLLQUISxeydBGLDGOgApgQzFWul6Bcs9Ik9uMWYs358bO0B9twOmppef1bVBaWUOuopezu76kx5oU6duw+TW1DHrUNeYyWbGQ0BVDfL7ACU8QCsvMNjA5FaB0c5LcPfJWHhkM8+MBXuWPHq5AoYZBAmS4WazVlsffoeYrKchWzDYTGFNhBclw0VRVKK8Jv6T+Ddg+SFWtrTuWctkwL65aKGHNH3xg4HDjCmfQYgklyggvXNcDeU4Qa7apx+sVMy0S9hwbTrgOgfvLlUttsWDcZD5VgdNR/jpL5a+gGvHtELXX2XQLcjj36B6WaVF2n59Uf7aTF7+dLv/gFJx95CM5NgnW42cMTew4wv8TG1bd8Qi0z1jtp3HQv3/3mUwA8/v0tipkCsHfyZefx52DJHXT0jXG1Xceb2/6g5tKe5+vKZylQr1xyB53Hn2PuXV/BmPCkdL/wM7VNOtBP9c58ZH+8zcSG3y9DlsutJiM5BZPrU4Uc5HshnZp8My7rm//UFgiFyU1kOI9EgtgQv6cDbz4vBPDdu+hJNDb35q9lVZ6dUyng6vXOYtPN3+bbX7+R1aWLONDTRk1jCU1Huwi5vCrXRoKr1mQ/VuqSl6eOkzXvleVVtAZGKFi0luo8O9l1eqCEfafeZk3DlRSu28SBN5+nurGEUz1DDJ45RG6On3PdAarz7CydO4+tD/kx2R0U2xfhNPgYirex6uqvcnjbb2Y8V5cFg/3i5z4er51nobm1g/NdQZVRvKzsehVjlU0AQMRQtS3salaaVLccCdIgWLBUhgJUlrIEW9mMXbqoqy1z1LhqyxzFmLUZy7IvrZb9fliWymCz8w0Y65ep95LJDu8/iCczTM3KtZzftYeq8nw6uocU0C3fPIfD29soLLCycv1mfvbUM+TE4c577uLgnu2803mOKypnE61bxPD+gwRCY9z2zbtFrGS7cNXnrV7J+V17KCrLVWwVBFBXlefj8npxRo1c/7VbeOqRrfzFLZ8lUqLjJw/9G1fXV1LdWMLTTx/i6/d/mWeffIYlhcXKNSoB6tHf7CUQGuOR//xP2od97Pv61zk+0MfXnnyaHtdOnv/B09x5z10UrtvE1oe+woKlFWz5yj/y07u+kMRgV3ztb3jhJ7/C9fvd9BiCfP/fn+Ohz9+h4pgtfr86J9J+sO157v/Up9Q5u/5rt2Bwx3n2SZE1LDOOZZx2+eY5LLXN5t29p9R+jfVOXv3RToqNBvYNDrEmcWHsC0e4/n9ew7FH/8B4MVx9yyeSQG/X9mNJLDidTceMZ7LpGLWx3ilyCBIgm079SWupN4kzjU93Q6kdP90N56WMkeMu9ab1/Yz9c9p0bFaCqhZ0S00ZU5oiwPSKSZciJTndmIspOF2KRrQxI4qnz8NXt1zHsruu5cv3fI+R/gHOX+hjVrkV3QXRk3jvs1sBWHfnFuoravjKL/6FOQYf+57+HWvuvoGyumuozrOLspueA4RcXrp8AaHClGL3bFjDaMlGxYplS8rWwIhK0jQOv6XYLwjwXb50NQCHjvWyurRENWJ/Yk8Pcy0DxHt8ShRHK9QjmbKpzsHh359mcWUp2cUxKnQOdGV2HnvqjWkZ7GWR5CRLKSw2M7UNeXQOuKm2zMHjbcFcNsGWW29WYKd1Hb+yT2SAVVvm0HJqWDHYljNBVRMb9I+rzjky27iysIT6mioAtWxZ2fV0DrgVCMuetKm6xbMqLOjPifz6UPOjKhsOPhh7rc6zKwWSdLa6tATfcIjVpSUqwcmTKWpiV5eW0DsyqrJ9tefTkxlW7t4LflFWJAPyWhGD7HwD/miQtohQTiossCYpPaVLZnKEM4kEJwiExjh0rJdIcIKXmzoBUb/p8np5u3syTipBTALTu3tPYawXLuWislx1FygTfarz7Dz+j09jNWXxw0d+xqkXH+ZsVx9PP32Ivc9unZIQdGzHE/zwkZ9xfKCP/p4RgiEhxtHi9+M1RpPc5IUFVmptNgZOv8CSwmKuWpjP8s1zqOodpjzuZf0NC/nG565XGb333b6ONQX5mI75pugHh5s9bNzcyMJ1Ddx3+zqVxLVxcyPhZg8L1zWwrL6BY48mS6ppY7Ayuzj18WHbxcBV/g61CjeXOq/2dep26danhlFSl2uXXY6AeSkmAdNiykhKDIPk+K3VZCTTnI8tK4ItS7h5ZgK2C4P99Hm6pugoT2fpxmhBO13DBvnIKShKAuh0WtGePo9yox4+up//fHs/9//DN7HZShm5YKO0vER5byIlOprcHjoG3Xx+ragf3fL9n1JWdw0LSpwcePN5CtdtYvnS1Uo6UQKkVmGt3RUj272L3btfVnWyxfZFeL2zuOWue8l0CbasFdtZVbaKQ8d6AVjRWErhuk0cPHSCg4dOqBaVr7l61fiQy0vI5eXYvhbVkB3AqhNJVLF+MyXz16j9T2eXBYP92we+Eo+U6FT86cDb2zGXTVBtmaOA7cDb2ymcu4l9T/9OxVUhuVZWtryrLBfgOZEhfgTmsglaD4aUqzg0bMOU56eysCSJKct9/vYZF1+6/8akDOXahjyC/nHaR7KY44sxb30pTkctHm+LOsbKJXfQ5J68OKa7oMll6S5kqQxWxigl85T1paNDEbQyhdp4pXY72bZOxk/lttpxcjvVwSclFpq6TbrtpJrRUNE8Yk3HkraTz9oY7KW4hKczqeurZbCpwPdhmJxbss1066RpP5M2vnqk+RTmvvTj5Rgt65wpppvOtOw3qR42ZV3h/FuT2IQ2az3VLoXhfph2KQxXO24m0P2g6z6oaZOq0plMHpNyqtaYGT8ZSuO5vCB/RpBMZbLatn2yy5ZW9zl1TNr2gSnzX4pp57ow2I8vw6E0jC8M9jM0PsSOvb8GYGj36+jK7DTc/KD6LWW7d9HuiuHKFzKFMiYLcNPf/Jg3T2xnQYkTp7GAfV1nAITkYUKVCSYTnuQzCNDc3+tmdWkJu3cLRbYFSytoP+ZmYp41CWC129ZYc2k62qXIQ9PRLgXoEkilfe7+LYCovx0diuDJDFPncPBWZx+N127COPwWu/f2XN4x2Oo6PS2+uJK7q58n1JnkQ7JMj+sd6q4y09klkpZERvEkuIaGbcCwCmpLlirYb0i5eTu7O6AbghXjQAYey2RyVeeAG1Odg2MtryclWAF04uaeK9fg8baoLOQh3VyciFrEYGhi2j+xdnnqmNSLmgQtmQD0r4//YrI1XOL/LJusw6QAvjTpLrZGob9nsgmAFigDoTEGBkmaQ4K2lvFlYyBVc1gLwnJfA4MBGDymlst9SXCVdimguHBdw7TrfeH09b3abcaLhXLS+zXtHPJ5ijxiOMJCzTba40w95ks5Bi2gTufenW47OT410UkCKkzWXVutViiAKoTLrX3PnrTz/inAdSZWnAp86YAw3U2pdpl8/jAA9FJd1zA1k1grJRnPyMU+kWiIgWhRmVNQpJoH2Ji4ZHCFSXA0ZkST5tHaTPPN1LN3OqYsl2sBezL+K9YVFjmgX6imRUp06MrsNB3touHmye/JUnIH7a6tDJ5q5vr1ZYwiBPMH9u4g06BjQYmTLEs2nuAg2555QhxAIgHpng1rROvRYg8RUIL9leVV9PlOMtcCfb4BBaCd3R3oi0DvHYc6JyGXV4lMdPkCVLjgVV83c1eUK9eyRWekZmUiFHfwdXUO5q4oVzHlVxNkIRtRfdF47aZE/+qZncCXBYP9l5dejks3q8f1jmo15/G2sGP3aU52DvLJNRUK8EBkAEs3cG1DHs+/3MKiygKVOVw7T4xzOmo51vK66tADkF20BoM7TnVCoQNEMF2brdx0XsfZQ904o0aWXZ+jYrlyPpVwldiHBN3FN/x/SZ9N+ye1mDJwFpjxDIq7T5ls0j7so8e1k8f/8WmKjckdcf72Z8/yzVtuEyUrGrBM7Y6jtenE6VPB82LrraYs+sLivfa4LrZv7THK15LBak1m+YYa7SrbF5JBWMsEQ432pBpSbRaxlim+u/fUFJCV4Jm6fDowTrdcikPIzyGPbzrWeqkMVtp0gAmTLDQJMDXWPnhGvZa/LyA5uUpj6Rpc/KltOqBNBVjt8nTu5Ethsx/ELoU1p7tJuJhbfW1VrXKjpm7XPuxjcVU95SmJTTB9/HSmuOqHZbJv9UymZbX3ffd/oYuLHIcaay7F9kVIr2SLL64kBbc98wS33HUvPa6d1Np1FM6/lcPbfsP+XrfKynWf3kebXc/ypat56pGtVNitLFhaQdPRLiw6oxDJyeinfSQLg9fDyc5Bbkh03AHBSCVTlSDadLRrshm7pjWeBGuA9mNuTvUMMZ45To7RSoXdqtiy58AAzlWFqgZ2QYmTJreHk488xON7mi5vBguiFqrHtRNn3RVMZPRzrOV1gv7xBKAWKFettJYz4v2sCgtN53X8j0/+pXITwCToQXLiU9A/TmOtjoOud4j4hLLI6T1d3H6vuKDJ2GvINY45MEF2mWGSHReKUiLtfEBSItZ0sVQJpue7BfuTrhN5ofv9rg7mlOYq5ifZ6jdvuQ2Yyj61lgpqqXYxYJ1pTLqG49p9aRuua5+1pm1Kns5FnJrtKy113HTawBIItQwyFRzlutTl07HMdMuncxVrj3NZfQPUi/0tWzf5Wjtu3+CQYPV7T9FY/wnl3pVgev+mv6HIMgur1YrFMnmRCwYFcLYPnkGmdp/vDiiFsT+1/bHu45nY6XTjtZZpzqdaU5GnnSs3bx6z8oxKB/diJkuVbLZSAqEwZ3tnFjSZ6XNf7Jz0TpO1Lbfz+3uxIQRl5s8Rv5F07mEQspfn2vpxOmwXBcB09mGA82jMlNRyMKegiHvXl9HuKlGlOPt73fD/c/fmYW2dZ97/R4CEEAIkdrGDWYxsEzvY2Dj1vmRxJ0lbZ2niNm6bLvM2TdN22uk6zUzazEzzm3YmSydr6zR74jZLszkmjokd4w07xqwGs9iA2CUBEkIC9P5xeB6OZIHtJE39/u7r0qWjc56zaDvf53sv37sb0rdtJ92CdAnrhg7Rt8eCFmgCkoEVW2/CN52B3GfbRYspTDJXYaKX6+R8ZWLZOhwlRfznTQOm8Fx2OFwUYlY8leaEmYbrTGca98y4mQW4ChvzTRBrUM4hGG9ksRljopbxBjsbN1roangHo01DTdVxprJmb5kIlxCDFctG226aHH4OHn2fguhYXt1/WDLT4uV6Gg555LOIxeZk5AYEmzOzDSw3LuNk+EkZZ1VnBQsbH4qjvbON0k2f4+DR98mLVcAifDJF+v5FSnhRSTyElq3nAAAgAElEQVQ5yRbqm9uwFuRKgE8oXszBo++zKn0VecVhXPO5X3D0VCNrlpRSebyapYXzAWjrt9Gw/3FGLZtYm1uEK8zDK68/JguV3++2KZJeIQTy1fFMuLCG5h/X1O7iuZq2h9pP2PqlmeyZ7osqaldBAZoRy4CSeHbSH1CCszQuS6psAcTYAjMwRZlOqBisJ1WpgzVlac/pP5uq01Ltd4aMJ4MiShGsXyyyDGGG8a0pSWew30NCkj5A9jKYUarNYNDjdntwuVwB41wuZbLV6z7LYL9HdlwSXo7Z2OcnYR+FwZ7PlauOSYZKqgq1v3hWC1jMZaHY5FwsNlQGr1oe8XzAej4rTMuXyUuyE1dQHetcMe+5LNg1fj6Li0uTJTOfhIl4vboN52y2t61JSUZU1ZqKTjR3/fLf+fH3rpGd0ICA7lb7uvZJZrjz6R2Ul6ZRVd1NRMOJgFhqh8PFgvnKvUhkCAvJxK9+/Rv0nVJAXGggqOOtahMuY1ECJDKWQ8VgC8szlCYA5RmsSl/Ffz/7OAuTk4ksNktWW/nnmkufwQprcvgZbPiQvNgx2jsGuSwniRPt/bIuqni5Hn36JMbUKSbDeykqicdz0sFoTxgLLHFo0k20d7RhKDkp3biernAaz3SjX6SRJTf1zW1Y51somr+AAZRWRkK+Sw2uoAB2U80Q7mwP6TGbSTCHsbIc2Y6pIDpW/pj6Vio/htb+RgyR4fT12nGFeThyuoMuh590i/JjXDYvmxafiWLs+CwaVmPBMb+cqdrqAF1frSGcnu5p0Jp+nlJ1r3C5p2TD9NnWCfGHi20QENxM/UIAV71Nk24ierqlmilLC9Os8Eh9DfpwDTnJFprS3ex+uxpTltLO7ajzDP56JV3+C9uKea67NqAnrdvvVVS/vQaYZsOeVGWbZcEaLAuUbMUrphPmBJDkxZu4mpmb32wAqWaMoLBG9br+/kFIUho2qBs3nD3lkqxIzShbG6akyITa9SsseF3GDd+ifdeOWT9fULwopRt++YkD8MW4W/PiTQEKUFlxKQqziUzhjLNXgqaacSaY43COaYmO1FE4DcYzIHzhABQqU3l2N+25IOz0KMD7ccEVFNWf4M9NrQL3cRm/+nk217jYvswcBx+B1c5muZkLZG1tMHAH94Fdm1vEwm//J88+9M8AUqYzeQE8u28vqabLeL+6G42/RZEb7HLQMa0Rvip9Ffu69tHV8I50Hxca+jhVfBkafws66zI0/hYW2Kck4xRi/2oTmvY+cxQbF66iouI1arEHNHMPnmCLGC3TICxAVozX2gfxuSdZsXQ1PQ0fEqNTtm+JzmaQvjnbgsIlwmB/fue3/aJLvBCdgBltYUBm+AKyXladFbyyfImMtTY1uqWO8dkOt/xSRFy2vc8m3bztfTYZv/WZE1iVviogdgBQvftlsjVm5m9Ik63vhDU5/AFjV11xI61DDumjh9ndYDuf3kGhoU8ypmCbTeeyyKQJYCAf9Y88W+xLmHBhG6eFNmAGsMS24JuLITKcKIMRQ3Rgl468pPmSwblcLnrdZ6UbVG1qVhfKLoTZBWfUqu2o8wz+Lod0AV9oTFYkOgkw1/cgl9WmSTdJMQs1cAr5RJjpxKNeFs/X337veV2+4v19HBMKZJ9EUpP6t34xdqG/WzGuMC2fCc+AVAtakmuVCkLxMVkMjZwhQp9IUUYafz38vpSzUx/j086S/lub+v93sQw2GCSDt83lShZZzKkJ2Yz095KcYubNl+8BlHui1uanouI11nzpOlZdcaOMs4r7nah1jSw2syp9FU/sfI4vf+cWqqq7p2UWFZLj1+RTXppGevFmav7yG1JNl1FR8RrG1CkJsAuXZrOyfAn7Dr9N+OQM226ttsnKC+HtFPuc9vRiXTJ/2u17Le9326QOuxpg1VKNok5WHcuNLDZf+gxWiC13WTTSDStirlKFqctDe9wMMBaVxDNldNF0YIicjMCOI0vjshhJHmBXTR2jPWGsvGGJAoDTak0eZzj1zjaZHXzjtUr3nl0VdfREn6Bk/Y9oanhHxoV95gQ00x+yaOK+snxJALgONnxI0XwDfXUvYQRqVQq0wX/otblFDHgG2InyI6j1dwQoK4mG5sEm6lqPaHTkpr4nO8GYvREBPVSFm7StZyygE47aBdrjOEENgc3ICfEajgcAAhwP2BYc8QocO/N6ZfmSc95PcEnJbCUqQgoxGPgEGKpBT26rV56Fq1iAo/hs1OAoljXpJjTAeDoB4HikvgZzehKeLgfLrCUcdZ7Bo2JcarCEGTAVYB78eSyzlnBo9AjWglwauxwsjcviSJeDyHjnx4qnJi+44bz7iwnS6CwgczHuV2HB2fOhFI5mc3WKdWpXbnDpi7gWyTinj3W8rT5gu9i3rmVuPWIgAHw/rgm2Hso9rpYP/KRN/V39Q9nqgBIdYcGlO2Kd2oL3EXFetWs4eIzIihbr2vptHKg6LhkpwJovXcdgw4f0mTQSbA8ebSHVpDDDcRQh/33sI9sUTeVTrwLQrBJ5KC9Nk6QFlMbrxtQpfOYEOho7yTZF097ZRoJj8XTYcCZeu3Hjtezr2kd4o0sBbHMCp9sbsS6Zz7yGwDrZQkMfrarWkyJGq7UPwnTSVg8nYFqIQsRy1b1nQ9klw2BFm7GFmcr1CPYp6k8BmeErMoKFRKJgrYKhgsJyW4ej5AxFsNLqpr1MGV3nqDfVN7fJ2Y/IgBOZxoIZJ5iLZOBdAEaTw0/17pfJyciV5y/d8MuQM3qRKS0YaGXNYZoefJzBCG9AvaqwYLH+4O1zJTcJfeBQdayzuXxDZQcHJzGprylYn1jEiUP1SM0rtZyTpKTvmcnMhZmSGFOWVgKnfpEGdvvxpCoJREfqa5R1IOO3Yt2iyUWcDD/JoslFEpRFfPdk+EncTg/hkykzOsXxzunSLqVzk+ekf9ZWdeprF4xzLgsGVXHN4jcrrl1ch+ekH/0iDaVFa+c87sWa+veac/nNs8okBscNtfoUqW17PvH989WDCouLS8Pp7A5QLwqWDozVGgLaqF1IXFZtfw+WGirW/GldhwBZkRw1G7iKbQmpCXgnI84Z+3EsJimFtrN1tB97ngNVxyn5/I+kV6Or4R0puL9123ae/em3A+4PHQ4XE/pRIjxKrXC2KVoCo1pcotk1LMN4IiNYSCCKTOD2zraAmOrb+3dTvWsHT1ZUBtTPBrt1N268loqK12Rd7CuvnZRtQbdstMpM5HdfVRqSqBns6ICP2r6eWRnsJQGwSXk6/zx9Chs3Ko1rfRYNlU+9ijF1SkokCgUnET8VWbsicampZki+DlZfEm7n2rMa6XP3dzmYvyGNpkY3/i4HV2xdx4Gq47JnISBZqRrMG3a72XbHNcp2VXMCtetY7b7tmmbCotZL9B/saniHFp+JAw//Xo4VCU7BSU0wI77f4XAFjAOl1hVmQFAoMSVM6OQY4fYIBtvBCG9AYpXYNzjgL1wmwsR1qFWfgseohSZWXKVMZMQkpPHdc2+aAoQEUIplAaDiOxDJaUr8XQEm0QACkFKYQnEr1Hk8J2d+92rA7PDbyVZ1LtIv0lD9joPtG1bJMh/1fnAu+AoTQB68HOwiFtcdPpkSkumHMjVbFaL/oEwO1clZO97tosB+KqD4X5ghMpxa22BAPNWrMUtQU4NuKGBWCylMTEXj8/TKRK1Q5h6fJMEcx5h7VB4vwRzHkdMd8v8x5lZUxxL1iZxx9sqQw6DdKfcVwg0TU6qEMVUXmehIHRFhLrndNe5F57fjHp/pBgT8TVhlsH3c8M1sZUHqz0WEpNzjkzKpUvSmjklKoWewg0G7c9ZkpblcxRdiMUkp/PXw+zJTuMdxgoTixay64kb66l4iecEN7PvgRbQ2P/u69nGqqlPeKzocLrZstHLKnUzzgb1km6LRWZdRXprGwaPvM95gl+7gYGGIgpVrpVtXlNwIgIUZBi2aCAhTA22Hw8WXv3ML1btflu5jAfqiHZ7WPsjp6lHZIGVyfnSA23iuMp1LQirxm5/9OguXZpNXHMbB2lcY7a2keLk+QH9Ybfr0STKzDeyqqAuQSAzV5q7J4Zfb6483Sl98h99OU6ObhOLFATfFg0ffBxRwFTc7cWMHpVG5iLfCDIhfuf6LJC+4QW4z2nZLcO1qeIda26AEV1DKkvK1DhImdGSbogPASc0EhQmgDJVlrBbcF4Cpd01nNE4fQxzfmKgNeKjPa0zUkjChk+cQy8HAKbapx2ebzm3eLq7ZmKilaL6BpXFZNDW6ibElKu5Y1eceDHqek35yki0cqa9hKms8IB4fGe8kW2MOAFdQgDXsTGRIcBXgLUyc23HGJwFSk24KAFdxHQsscRypr6EpxX4Ow1XvG7xeHXdVx2TF2KVxWWjSTaTHbCZ8MmVWViza06mtr+6lALGJovkGVpYvIa84bMYNbNnE6jQLbT1jpJouo2/PLlqHHCSYFdau1afw+P2P0DrkIMpgxD0+yYRnAJ+nV44Rpu5/bIgMD9g+aHcSEeYiymAkwRxHoj5RgqBWnyJ7LgebITKcMfeoBNfoKT1RBqPSszbMQ4I5Th4HkOAqylMiwlzyERflw+fpJS7KR0SYK2B7XJRPXpvYLsZcjJ1PREYtN6kWvgh+rV4323ZQPAOFafnnjBPgKj7DvHgTuZkLyIpLYVITRn1Hs/L5pSYw0t9LakI2C/JLAlzDswlOhBKdmG292hZaEvBZNLIf7GDDh7QOOfhg53sc3PkCVdXdvN9tI7xR0RcWk/chm5OE4sU4hsb58ndukdrr6cWbJbj6zAky81cKRpiiKTQoPZ4F8Hrjl7MqfdWMe9fm542KmUlUh8OFMXVKunUji81s2WiV9/zermFGB3xkm6IloxZj55UaMaZO4fZ7ZWVJe2ebDNPNZuF33333nAM+DfvpD751d1+3k/GpMZaXpdPdPcCqsqtoOFOLwzWKwzVK66lhzMNGikqX0trYCkD5skIijJNo9RHEaFOZHNNzutlGfl4y9c1tdJ0ZwZCUSnRCPl5XB1tWLaLy7RY0mfHMS0xlZfkS9Lmb0dhGMSdpcMekkpGWjdbmZ9TTi8E4TIK5iK4zI0yO6cnPjmdwwIchKRV97maGTtp56flXIWqUukNVxEcOoc9VCqrbOk8DMDIw85w20Upb52lik+ZJd/G+96vRjYfhdU8xGOFlLGySsbBJIkY1uNw+bF4PEaMadIZwOhwuxsImSY7XozOEMzrgQ2cIx+uewjU+hm9yggldGIapcHQRWgYjvPhHp+RYr3tKPtTrYAYMbV6Psr9BeYjzi32EieOAAurier3uKUzRUfiCki2sJUmcGjtNRNQ4htRwBk70M2V2Urw0i4G2ESJSNEz0gVc/Tpe3G40zgr7JATTOCPkoS7+cM3W9cizApNaEJlYPIx4m+hQGah42ssxaQnpSCp1RZwgzJjLR4lGAbcTDpHYmqSgqMxpNrF45BsCIAuTLrCXYdOPy2AAmTZRcVo9VL+tzxpkcUx0PBUjT9AogDUafYYmukDR9nATdU85TElxTicURcZae9nje2vsyI8Me+pv7MScFThBGLZuYzFtI9tLPELtgKSPGErwx82jrPM3IwGkOjZjo6O3CFDdO2U3fxuFp5UDTPqyXrSdeH0GqxUCWOZnX9zxI/ckzfKZsKb5JZaLim/RjiNIz4fMSZTCi1eqY8HnRRszMx4dHx4iNjWXC5yU2VpnNj7lH0Wp1HGg9jV6jITY2lvExO0ZdJK1DDuxjHtLjTWi1OgxRerRanXwADI855HKwifEAPs1MAl30lF6+NoXH0uMYZMwzTlKkCZ0/Ap9mgugp/TnLOn8Exigw6iKxj3kCzpUXb8Icpcccpcc+5iEv3oR9zBPwWmw3R+klyxRjhLUOOeRr8f6F2cc88rVYDt4+ODJEnFb5j6mP65v0M+YZZ8wzLr+zKb8HnT+CsdExUiy5GA0mHH390k3cPdRBhHdmAut1u85Z9rpdAevV20OtV283RBhofP8QlrIrAdDYRlm+cjkvV79Jdmw2HSOjJJVYeei/nyTO18rym39AiiaCsuuXUfnUq9z203/h1i1fob7yMWwn6jnVXUVryyDJiVrG2sdJTjPRvOcs4W4vGTkR6Ix+Pjhsw6TX8Y1/+T03b72BRcWlPFtRgbdBueca4j14h9xoNeEULc2gobuNwZ4wzAWp+DX5eBtOc6S+m2ULtAw7fcQssBDu9rJx47UMdSseU53Rz4n2fhJysxhrVzxNuw40sGbFIq65cj0HD9Vx+7e//6+zfTaXjIv4m5/9unQtjPZWynKaPz/dQPFyPa9XdvCj29cC8JvH93LjtUUBzBIUhSaA0V5Fnam0aC2tDVP4LBpGeytpqhlitCeMjRuvJS61WcZUg91y6n1Ki9by7Et/AWDFwuux1VViWbCGhkQzAydek7VYIpNNzW6DLb14M5U1h2nee5zb7/wmAP+2/UtoDeHnuFuBgHWCMQa7etUxVnU8NZTrV30McUy1iWOJscHuX/U5Q7mIxTiDRiez94SJEiphQidaxCPhXBYICjiJeKpw5YokIXXGICjMFmayz8PORJ4TCw0+j6ijVm8LTkxSH18dO1Ufcy5r6xmTbfuEdKS6w09yUjS5qVFYFii/X3UWuzpjXWR0B9ewCq1XsS8gu5Oo3bXBWe1fKF/JF9YtQWddpjSTsGi4/rNfl25atamZpNoEq1TvEzw2lHv3k7DoKX2AJm+wPq9QIwql2yu2q93VwTabjrj6tRh3MSVOn5QClZrJwrmJR8EJTgmpCQz2fPKNJIS5wjzSZf3np34utYJFfSvAcw89yp+rDlDzl99gz19L8YDizv3dEzsovfpKCg19Uif4jYp6sk3RGFOnWLHwesW72RMmWa1wNavjsWrVprpGhV0umB8ll9WhL1FTC0rSrAg9TfXqufrWeTQ1uqUqFCguZYNGx7JtV8v9Bhs+nLObziUBsBvXp/tFiUyP4wS1Rzso3WySGcXqXq5Cg1gdfxUJSE9WVOLX5KPxtzDeYGf7hlXorAkS9NQ3LdFA/Yqt6+YExSKThmdf+ov0z39hWzHtfTaMKWvoO7WL8MmUgLjtbCbA9cDDv2dk2Mv9932FN/rj6K+pp/qtXSzKjqfD4WLcOQJAZFyM3FcAoZAtzE+LlQAXKokpWGhfLVARvE0dc4XA2GowgIrrCN4WDNTJSdE02O1ym0iTFyZq4ILdscLUSUxqEwlNoRqlQ2iVKCFX2BOkYdyldcvPRG0iqSslPVb+EfWuSTzR4STNL6e/sQq9a5IN1y3iqZ1VfGlr+TnXccqdDCidkHocJ+Rr4dISWY4iRgSKizfBXCRjq6OWTVJOTiy3+AJvymtKyiSIBifVifWiJrOy5jCAbBEmXHERDSfIK1VyFq6//V6y4lLY29bEQksCiUEiDeIGCufe3IFzAFSA7sWA6mwgLED6YiwUoKrXCYCFv22PXHW98PnGBY8JtU69Td1IAC5eqWm2ycdHtQHPAM8+9M/UHu2QsdTBhg9lTDYrLoWjBx5kx7tdADx5/x+oa6nhlcd/CiBduoXlGVLqUC00oQ5XnfYo71PESoGAsYCMpRo0OnlPEsdXJz7lxY7JJNrqdwInVqc9vczTK5N5UVYk2uStWLqa//zJg5d2mY4ihzhGXGozB2vbME4nkuyqqJNAai3IJXzSTe2hDoqXK4kyagZb3bSXFUvXUGTScKCqD5bGyvIPEU8V5TQHUBSYQt2oW3wm8rUzH3Brw/TsyDzMqapOeU2vH30frd1N6abzgysoNa+OIcXF4Pf7GbVsYo0FHn3wcRZlx+NOLQFHFWFag8xgG5pOCR+aPobWGIFvcoLj7aMwBkNRoB1T1kVrlAmAyz8l12nHIvCNThDjVf6EMX7o7hgkLsKAq2uMEQ3gVcQsxA/S555k0KAAp2iLB8hrgkBmHSp2LMao16uTfJZZS5jpcosETeEyPXIykLGCEivdfUZpJnAEpaOOAElxDoA3//SGXOeJDkfvmiQ6Miog2WtCP8o8rfKHEesji834NfmsmAbBU+5kCkAWxivrIulHicesLF9C7dGOEGVNihUa+uhxKDV/qSbOGbPAEidVbQDZNEI0rVZb355dYNGwpkTRW1UzqbmUkgAJrGJfAJ21G8fQOGUZTvzTZVwry5dwcOcLrPjlv9P15gP8Q9mvqGupkWAvAFud2BQMhsHAeCHAer5jqN9PKFCfzUIBRqh14n3MlpjlDTEJFMpNXo1ZLgPnJHiFAkv1egGewedWv8+5ri3UZ3GxNa2fFLCKyYt7fJJU02UcHGghwd/CwaMtCpOt7ia9WGlB2NcwRVKJlXytg7qWmnOalmebFPWm5mIlb0aAGxAIlNOXLiQNjalTUJxAdWWT1BLucCjjxD4CWIWJxKizHW4M02Wg40vjeGpnFfGmOArLM7BilvFg7IOQruy7Yulq2QJvNrskGOxXvlLgbzikzKTEbEHMVkRKNCi1RwXRsawsX8KRrjfwdIWzquwqQMnoHdAUyrGCpbb4TJhb9gJIpilmVMKCmQEoM/0Wnwnn3j9SuulzcsyBh38vm4urLRiYW3wmigfsclxVdTfNB5Tr8LknGfNNEKWNwLpxAwCOoXH6G6uki3VyfjTVu1qJiQ2dZCQSitx+r2S+i3OyaOscICU99pzxwRbKxXw+KcbghgPB7uFg07smZcP25//yITGxM6CbbYpWJhWA2XyWfMcUzebCkMcRzE/YGxX1JEzoWHNLEsaUNVJWUy3YIZijmkWuTrMQl9osxzQ1ugP2aUg0S5fVbPZabTv9jVX8+he38ugDr7DmS9fJTiKgJFY0JIZm5uaWvZxyJ8vvumDlWmCG6SYUL6bIpOFn9zzDT36/Q+4XSjJPzU5hBkghkNmKMbp3Z8Q5hAjHkfoa+ZmvTlNYbLDIyp1fvZv7/3A3P/zGvdz36E+5/rNf55XXH5Ou5I/j8o2e0jPgGQh5jNncvxdyzAu14GMGu7tDsfFQFgzCoq+r+vNR7x8KVD/K5/hJgePHsWCvwNEDDwLIkIVwEQuREDGBzIs3se+DFykyaXiyolK6k5sP7JUuXZFR3HxgbwAwqrN8xesRr4uFyYqnaM2XrpNSiw12u9xX/FeF6p7QrleLVqz50nVUPvWqxB9R2XKw9hXphoYZYF6Vvopf3f/Qpc1gAQmkl5FEToYiXaXc6BX34mR4L+GTsRIY8wz5tMfNZA0nmIsYmL4pVFV3Q2maBL2+8MDZW8nnfySTjEKBq7D+mnoEJAjALSzPkDdTcXytzU++JdCtkK910JBoZk1xmewgsRNoPrAXrSEcj9eDx6McRzBbEG4Q0GkuQx/RIcHVnVpCMoo7cbQnjMn50djt01J/jiq8GiVrtl/rIYXYc2pRhUUWmwlvdGFImgE7sSzGC6ANPkZksRkxlzRodBj9gXW6wTY64ZOu4YVZ5gA3jjF1ikjzWQqiY4mM9zMebaIQpfGxAFQRUwGmv3/l7Enzyxmp3g8okyV19w5QQE4wR1DYmb0/jgYgXzUJSzX5Zb0zICdI6smTqOEDBYRM8ZEwv5wmhx+dddnM9m6F7fo1+Timm8+fa3HAuHwPSrurGvI2XI/PobjQ9n3wIkMOp/zNiPIL8SzsoV1vyeU1JWUSVAUQqwUndPWDFG77Nu3Hng/IPF5mLaHu3X3orMtkX00gIGRy/x/uBhS5u/TizRw53UFVdTfXf3aWt3iBNmh3Quh5iAJGBqQ7Wj0u2MUbbOp1oQBoLqAWIBcK7ILjzGoTgBpqH1EeM8bMvh8FXEO5u4Nf/z0AN/ico5ZNslxHWN+eXbAels1TEkgpVjw1VdXdFG1Il0pOX9v6RZpRBPj3Haziy9+5hYfufYyYmGjZ2UxM6iM8Rjo8CgiOeF3E6GZCXKuuuBF4kYP+FgoJJCfvd9vIK04nef2VGN59mwa7nWzVGJFRLI4lQpYQRrN5WLqtT7T3c11G7qxqe8IuCQa7wprpFwCbrTHLBJOV5UtkgpG668HK8iUcqDoub7ory5fI1naZ2QbSYzbjs2gkeOZrHST6TwEEsNy5wDWYjapfw7lMpb+mnq3btvP4/Y9w+53f5PH7H+HqTbm8tbuNgrVL6Hr+STocLpLmKzG7/sYqEiZ0hC2caeHW31jFyLA3gOkJE/E/9Wu19TdWkTS/HENPoLaSQaNjIGV+wDpT/Ln1oQLkzeaz2O2ZJPY2Mjk/mvBGFxPFl+GtPyLBeSBlPqb4SBxD4/JYElym1wmWtmWjldqjHbhTSzCbz+LX5NNw7HXm6VNwp5Zw7cIc4lKb5feinrSoAVNYj+MEhzuVWNy1C3PwWTRUVXezOs3Ca9PApn5/6snLxzHxnj5JK1irJNf119SzOs1CQ6KZr6zdzM3XXENMrI4vf+cWVl1xI3/c+45sVA0zrmA1QxUF/eoaWDi/rGKwmtbTD74JIEXW3aklIX8vP7rzLunKnIv5fRKmTloSry+U0f7/xS4FtnqhtretSRIY0Vw9ef2VFKblkxYZjivMwxuPPSrjmLdtXMOOd7v40Z13cd//3CHrUwG+tvWLVFS8RmSxmVNVnQHn8bknZegquKXdsm1Xy//Djne7ZAOBrdN9ZmGmw88jrz8m2bBo2C48g4LgCGlF4bJeuDRbkr1LPgZ72tPLvJ4UJfPL5qQ4a5z0mM3T2ZIKwIqCfEOcPkAQQgCnUo9ahyFOjy9Feb/BoAgEuL9CbQ81vqWfgBs+KCwnH4d0JxSsXKuolKC46/obq3gLBfj6G6sCfgwAxWYzbr8XN2DoqaHD4cLnnrwgcGX6uMEWah24wB607xzvV9nWST+QsE/JBHYPjUNqCW47os+yBJsZ0MlEsDM1EK0sX8L1t9/L12++HoMpGp0VGQJImo61O3sK0KJMWPpr6uX1OWqV45jiI9H4W7DbMzGbh1GYoDIbFWNeG2qX51Sff31c3wwAACAASURBVC6wDQWaYnzw+uBjhgLbgrVL6K+pl/ElMVkIjqkKe/z+R+Tx3u+20bzzOfpr6mVYoPKpVwNuCmpgFUlNRttujCi/U6YzjtWgKtzBF6Jd7K0flCIq3vpBSFPi428e6KZg5VqpI/tabTtLiqwcb6onStU/Qu0OFQlSs7mAL9bUgPr/Grh+nAnB3xpYk1PMUpTik7Azzl66Gt7h+s9+fWblvG8waHdiMCTCpJ3cJAvJ66+EPdDs2sfP7nmGZ17+6zmJegUr1yrjKl5TVJz27WQwwsuQw0mMzsi3vrxN6hu/UVHP7374EK+8/hiP/eoRlgG2ukpsdVC+ca2cpKsz7oV6U4THiDFnioM1Axg7p3D7w6jt65OsOLLYDMd7GW+wK/WxeqX6YDK8ly985Yk5P49LgsFuXJ/uz8w2ED6ZEtB2TpTUgMJcIuOdlBatlVmVoJTkCOWm16t7WJjpl3JzaldXkUnDvsNvk1x45azXIUQhgk0NymoLVmIKVj8SoJo0v3zWm7lgfCI+C8oP66OwJQGwapYcykIB9kexUKxavB4Z9pJXtobE3kau//XvZJr+XO9LDW6zsWz156gek1RipXnvjE6y2JZUYqW/pl4uq00NfpU1hwMSgUSMSJjaG/LW7rYA0BfnE+0GhRsr+HsMfk9q1t3fWMWwc5xF2fEBrvlb7n0ooNmCMHVDg2Dw/CjNAELpQuusCbQ2TPF+t42kEivmlr3UHu3glnsfCigBmi1WGSoR6mJtzD1KrW2QZfOUUINwuf6/BrLns9lAeDaA/Xu5hM93HS8+cT/7uvZx/31/RDMS+nsX2egHd75ARcVrjA742PK9rWhtfg68+zYf1LdTtO4qTPGR3P3DH7DnmWdJXn8lfXt28cTO5/j1L27lnh//icxNGzj05qtckZsDwBO7qxnp7+XogQc5UHVcZiQLdptQvJg/PfAsb+/fzf1fvw3LgjX0OE4EjAuOwYr7eXAeTGSxmRVLV5NevJk7r7/20mawORm5tHe0caL9sGxLl5ltgGwFWFNNlwXUqhptuyUYNtUMkbNR0SZemBnYgUdtTQ5/SHAVdYZNDr8siwgG01DgqrX5WbO+jAMoAJswoQvIxAVI1UVhNGkx9Dbi7vEiJvsdDhfFZjMDKK7bYNCpr3gXz8Qk+ohwyXrVruMLdRcH21z7zbaPWB8MyNmmaDqCtqnHxMTqaK2p4OofzMxkxSQi1IRjNuBUm3CpJgWtVzwRDli7RIKkOulHAOuakjK5XjDl1TbFTdTfbeNxFUCD4lkQiVhiuV91bX5NPgVrVccOAeBASAZbWXOY5JIyrra8w1u725TPvrFqOoxQgqGnBp11GTuf3sH2DemzguaFrjufBTdc0FkTOFB1nFPuZDlJ6SeZnz98Lwd3vkDedDsyJS48Omv88uOy1yiDkYWWmddqJaq/l4l6057BjvMPvkCbzf09VxnNpQCywee31VUybnNSWdPFLavW0t2p5C+ITOa9bU307dnFiq038cTO5/jJ73cortrp7jsbN17LRLEyoVtTUkaiPpEbv3YnySlmHtyzi4KVirZBbkYiNJzgh7d/i1ee/zPN/f0Me06jwcgHO9/jsu/cyxsV2yVIdlTUU+BOZstGK5U1XXT47by58zmpoidqwXumy+ZGRlzUTsd2R0ZciG9aeB5Byf+YzTsl7JJhsDDdoQClJkmfPknYaDTmqdXKuunYkii1SSheTKL/lGyAPqApDHAXhwLFYPBUvw4FrGptYQG+amty+PnTA88CgX0EhZiAXTejOKP26YubdjB4CRAVY9SMdDamONe6UCbOoX6ey4LHCJAfGfYGTACCr0XEgm+596GAbUJoo2DtkgA2eD7GLjKsxWcXyoJZazBjVQOssLlcuMKEuENwLWrxgD2gzlUw2mWaDg6dHCA5KZqwFA8fHhvlutJMnq5qYFt5Mc8fbGPC7+F/vnYT333wBbatL+blg01ExsXI35GoH9ZZl+GtP8L2Dat4cc8hfv6HP3Hq6YdmBdGLYa/BY9Wv3+hXQKy/pj4gftXV8A5Hnn6Lwx29PP/mm393sPt7mEi++nu+dzWwDUw3WlDLSIay8yWAXawFu5eTU8zc9O2NjDfY+fnDz9BX95KU+RQJen11L8ms4QPvvg3ARPFl/OjOu/jVt27llnsfknksMJNBv9CSwJ5nnqWi4jUMGh3b7riGD3a+x5sN3fK/8vOHn+FX37qV0QEfYQtL5aT4N/9xH2mR4Xzn326QcVzBSGvP9pG3bCOm+EiZdSy2n+roITIuBp97kvy0WEYHfPR4x8hPi5Xx3g6HC1v30KXPYGuPdnC6vVFhsLEGwkajGR+KY8XtN8lxfXUvMdpbSWS8An6DdkX8X9EUDjxmMBiq188GsuJGa7TtpsnhD+h9ml68mVHVtiKTonrz0K93BMRNOxwushOj6cINfqXesa1nDHdqCSNnKnGrWKIaFBMmdCSVKa87HC5wKOuzTdHQUxOQTSz2VZsaXIPjvWoT1xr8rDZ1Vp5gVqGOI5i63G8atFsPK0pal1+1Weoxwwy4gnLjzi9Nk/sGu3uDTbBXta0pKQtIplCfC5W7V5w7eB9h6teirs1bf0R6GhrsdrJNrwBQe8bOwiwztX19HNBFs2WjlWN73yBGF801xWm8cLiSu+77CvAeAHc+9iLXL1nPFVvX8fSeBvQ9cPOKXF4+2ITOmkBBksLHF+dk0WC3K5nzETOZ3CK5TGdNwP2uF/f4JEfqa7h12yP86qtfljFTYRfDXoPdweL1qGUT9Cuf19Zt26msOUxSiYk/P/Vzbtu4Bu2GqzAnmiXAqJOcPskEp0/6eJ+UXQqTCrVKlRQEmZp7n+BksVDHu1BLTjFT39FMlMEoe8KqwfaVx3/KLd/+T/Y882xADfj1t9/LbShNKDTzo1mVrjRGP7jzBTocLkWG0nyWNSXpJEZnc/8f7kZr85P4tTvpcZxg48ZreWLnc7Q2THHo5ID8r0QWmzm48wV01mX0VLwLx/bjmfRwuTVSyfKeClcavU83CBBqUDcvzeaUO5Kt27bz56d+DlXKe4gsNvP5pdmys46ohnh1/2GMqUZFGKb4uoAEzFB2STBY0U1HZBIrwhOKfelbO0hI0stG24P2JhLMRbKFXDBzVdu+w29jLcg9Z32wCYAVWWfJC24IKApXq6mom6n/dNstAYxTmEhaEvVXwdvcqSUk9jaSV2qhtVpxobj93oD60+Sk6IB1yUnRfNh+hsLsVE519LA4J4uargHFDa0SURDgOuJ1oZ9Q/jBaQ7hkoX6/nyhtBJ4J5f2EAthQpmbowaaOU3Q4XIwMe7nrq7dx3+MPs/ya69D4W7ht45qACctc6lkiQ1vETkOxWzWjFTWl1W/tIjZOAeqRYS9l2SlyRirqVr/xnesBuOfHf+IX//Fl/umfHmZdWh7FV2/kvgce5vDpw9z/9du4Yus6AN747Tts+f5m7vnxn7gmI5MGxmjrHOAX//FlfvvLl7jjpvXorAn89pcv8czBN6j63X8BUP69H3Drii3ccdN6Tu6pocfrY8v3N8vjVT/4HovWl6CzJvDGb98hVaelsl9hvTVdA3gmlIQ3EdMV77X72H6sGzdwdve73HrbNu574GH+9/f/Z87v7kJYrWifKFi+SNISJpj+jStWcPRU4zmiD3PViV6MfRRA/bSB+G+VLR3KQmVQq18Hj/203cbq8w14Bmg/9jxPVlRyqqqTgpVrKS9No8ik4dEHXpH5NHnFYSxdeQcvPnE/r9W2y3wGYeMNdm659yG6Gt7h53f8J0fqP8Q9Pimz6d/43U4AmfC0JEeZqOusyxh6/4BUkhN15sIDc+jPrxJviZP/KZEs5YlQPssYXbS8Z6vVm1q6h7n+2kXUHu2Qkq+T4b2EnYnkzYbuORnsJdFNB2bqYHMycgP0hduPPU/1rh3c+5Mb2Xf4beqb2xi0N8lEJiE1J0BUZIhVN+2VDdWbHP4546qC7YpOJKKGsNY2SOuQg117nmPfBy+y74MXWWhJYNee56isOczlVylsqcPhwtBTQ39jlQTQpPnl2O2ZAeDa31iFO1WJr+WmRuHvcmD2RpCbGsXogI/li5SZ6PJFibJRujFRK8G2MDuV0QEfi3OycPu9lKQr4w0aHb1dwxSbzcT4lTiBbmyK60ozmfK5ldf+ccqyU5hwe8hPi8XnGiMmVseQw0m2KVo+DzsVMBsZVm7qPvck2aZojjcozO5kxxAdDhe1fX10OFy0dA/L8aMDPoad4+SVreG+Bx7mitwcykvTZC1rXryJmr/8Bm/9IIn+Uxx5+i1yu4d44j+fovKpVzny9Fv890//lx7HCY791wMknajjFoue1iMVLNN0kMyH9DdWcdcNeWSbotm+YRX//e+KxNotFj250TEkTOj49S9uxTelNJv/2tYvMmRzUnrldrZvWMWBquPkXH4zzgk33vpBFudkcayvhxvu+irb1hdTvWsHV2xdR/WDCgNtcjrx1g9yTUYmPV4f2+64Rgpt3HHTevndrrkliarf/Rc6awIn99RQ9bv/Yk1SopRvbHI6ybn8ZkxZWrz1g5TesY6Te2ZKqkrvWKdkbPu9XH/tInT+cYrNZrpdgZmVaZd/huYDe0lJj6Wi4jWWFKfR5PAH1LcGm0iGUpuY7Kj/G4Ldq8F1TUmZjCUvm5dNfUeznHyOuUflYy6wER1yxGOucWpTg7b6XMHrPw0T5xlzj5KbueAcGcm/lbnCPOfEZAWoqYFULF8ouIrjBB//Yk19Pmt2gbz/FpZnoPG3kF68mdaGKUYHfPgsGnocJ3j0gVcY8AyQvP5KWmsqeOA3P2O8wc6pqk7GG+zorMukN+qlp3/Mnmee5ctXbwgI54hEQq0hgshiMx0OF976IwxGeJmcr5AAUdd951fvZtefXmRJcRpf/s4tfOPRR/na1i9y1y/+kQUbsonRRSuxVq/rnFKgDocLrSFc6iNr0k20dyq9w19rOxWgZxzKLgkGu3rr5/3e+iMsXJpNZLxTNsYWy9aCXHZV1FFUEi8zhndV1AFwyw2fl31ZRW/X+RvSaO+zzdm8ejYGNZtrWcSkhIszuA40eFltgm0JW2CJo87mZIEljkMnBzAmakn3GejSukn3GWhyOlm+KFG2QhLC+QaNjtzUKLmveHac8WEuT6K12iZZcV6phYNvt8jj5KZG4Tjjw66bwO33SiUoszeCJqeT5KRoqQLV2zVMbkYiff0uKUy/fFEidTYn6T7Fu6CWKRQmGquL2jbRNKHIpJEauzmX38yfv/pNSu9Yx6MPvEKpJo7xUhMH327h+/96Ax/sfI9l1hLJCgWIPfjCHskQddYEci6/mYe2fVWyQcEQn37wTek2/e0vX+L7/3oDAB/sfI87H3uSdYtWcO9Xb+Co8wzvvnqSB/76V/74ta+z6apSdNYEqh98j9I71klWuWh9CQ++sIfv/+sNcpu3fpCTe2r4wh8e4c5/+AJ33LSe8u/9gEf/4TZK75gBZ7Es9gEo3PZtHtr2VTZdVcqDL+xhTVKi1ElWM9wPdr4nW/GJeO6h9h40Gk2A10R4S379i1tD/m6FJS+4QWoSixtVsPseCEgSE4B75fovznnsi7FQgg1zAeuFHO+TsLmuSc1YRVYzIDOb/54WqrHBp8FgZzvPi0/cz4F332ZyfjR+TT6r0yys2HqTlEOsqHhNljWuTlPKdUTGvuib7R6fZN8HL3L9Z7/O43fdytNVDdz1i3+U7th9XfvO0RwuLM+g7t2OgNDYuHOEz39hObXTokXGRC3u1BLuuiFPNobf+fQOmg/sDWj6rlaJEkxWxFyF6pM60/9g/dlLn8EKa6oZkssCXEHpdqC2opJ4ikriA8AVFP3apkY340Ozx0lCsVf1tlCMd01JGTu+9xNM8ZHn1Faqy0cEuApG23qkgoQJHQsscfR2DUtfvgAqIYTfpXXLZ8Fkc1OjyE2NIjkpWoJrW8+YBNV0n0GJQ6AIyJu9ERx8u4Xc1Chaq20kJ0VTZ3NKcDVlaeW5+/pd5KZGcayvB2Oilr5+F9GRUVIK0e33kpwUjV03gTFRS1vPGKMDyjEEuJ7q6JHs2Zg6RVvnAP4uB/mOKZocSt1wevFmyZa89YO0H3teLi+wKN/RyvIlrElS3rNwzQo7uacGnTUBY6KW6l07JBtrP/a8ZJdqhnjj+uUSzMQxAfQ9UL1rB2nRCRypr5G9WQ2R4Wy6ShH7yLn8Znq8Prz1gzJBTWdNoChOuc5F60vwTqsigeJdMSZqObmnhupdO+jx+qhu2sui9SUBzQWEi1Yw1iankiQjjrvpqlJ5/ak6heFesXUdPW94uWLrOrpdg5i9EcTGRaKPmLmBTNVWY9Do2LLx3Ji12kYtmwI0iwWoigYUAkyFe1iAcKiStYs19/jkeV3Js7HTj+ounu0RfA1znSt4P3WWdF68iYWWi8/U/iQsmLmqGa3Y/mldhz/m3O9SxFv9mnwAbrjrqzJm/cTO56RHb+u27VKoJysuRQnPqeq8tTY/Dfsfp87mJDY1XCos9ThOBAhRZJuiSZjQcaqqE60hnCGHU16Lyz9Fyed/RGSxmWd3V/LI669w+53fpLVhSjbcEK7pYHDtcLik8pwA14VLs6WkotvvxZg6FdDEJJRdEv1gP3j9gbuT00w0u4bJG9cTZkxkMrwXQ5weU3QM7X2KCPO8jKU0nKnFFB1Dd/cAvvEJXJMe9je6WJBcRmSuhbiJFEqWpOGOSSVRPwOeTQ6/fJ2o1zA47RVRLweben9vzDw+bGvjwN5DeMYmMbbXwWg33Z2tuAc6GTrbjnugk6QJO4tjPLhcfqL14azfYCW6fxKPc4riYjN1p3pJjtFjG/OiGYKRcB/aDh9ZGQYcdSOMhPvQ2cPxOKc47R4lOUaPY3RCMtdCi5E6m5OsDAMe5xT5hTF4nFPETingWbAuk7pTvRQtzcBuG6VoaQZ1p3qV45/xkVaWgqfTTX5hDHU2J8uLkmlrH2X5okS6+tysWmLBOaWA91CYB60mnGRfJFGTYeQXxtDWM4aPSQwaHeXzU3GMTlC6bh7+ugn+d/9r/OHRJ7F+7iq0Nj+Wsisx2najG23F1V/Phy8cItEYy5mxXjqjzvCZTZuwHW4nrSyXtLJcvPWDhCcZePup/eTEmShbmEtNUyeF5fPwnLWRZVUmW+I4UX0j9LX1krnFyum6DrIyxwlPMvDhC4fkMasffI+0slyO72+Wx6yv7qT42kVEOIbQ286gsybw9lP7Mbk7aW2x0dpiY+t3r+L4/mYKy+eRE2disn9MjkvOGeP4/mZGqs9w5YYyapo6yYkzMS8/jZq3lGOPxJ8lsS+GzC1WeT3H9zdjcneiCRth6GQva767keP7m7n67l8zVLuHWLOLtLJc+f5aW2w0V51m03dv5Lm39rDuu3fhG9fhHujE6fGR8ZlVNDU3QuoCYseNFK29kWPNdQx64NCICb/PI/sTwwxL7ejtIiclXS4DaIfqGBk4TUrfGJPdh/jcTd9jedkyTKbCgD6wF2sWYzLDYwq4u8cn8U36ZR/Z89mFjlE/LmSsWA4GVdGbNtRxxL5arQ6Nf0KO/zRM3fPWp5kI6IcrTKwPfuj8F5/H6grzXNB+Gu/M+09OMdPQ3YGjdYCm1npGwhP5l3/+JybGp/jwjI1FpUu5duvN6LTd/PKe+ynINLI2dxk55kQGPAPkliwi1WKgYf/TOGy12Af8Sq9twLIok/EGO+8dO4Z3yB1Qo+r0+BgLm0m2jNLryTZFY9Lr6HGMMDzmYXX6Ah5+/f9jtH6I3Y8/xJv177F6xQL+8MBjdNd1EaFXCFNheQZJlkSKc1I41thOwlg4I6MavENujKlTmGLN7K9qIsFklElStpqeOfvBXjIMdmX5Elalr0KTbpLsQriD3U6PjL26nR52VSiKTdaCXHKSLaxYulqqLPksM1nBoZio2mZzBwtT76su9k/sbZTugYKVa2UwHZRAuybdhNvvZYEljtZqG8f6ejCXJ0n2CYpr1lyexAJLHMVXb1R6hpYnYdDoJKNauDQbxxkfeaUW6mxOFi7NlseoszkxZSnMMlWnxa6bwJSlxd/lYIElLoDJivEwzXTLkzh0ckAeHwh4FolVowM+clOjMGVpMWVpqbM5ySu1MDrg48b1y9lz9Cx5pRbsVf38y65nqd61A4NGR5FJE1Kj05OqMNJl1hLCzkRSeuX2gPZy6pikYK7ClllLpOtVsEM1U8wrtUjmWtk/IJcFIzVladn9dvU5xzxSX0PO5TdLVmnKUj5LUV6gfKcJAdfmrR8kVaeV21J1Cost3PZtub60aK3cp7J/IOB9LbPOXPemq0ppP/Y8V2xdF3DNAAMlkRxw9Suus8xkDjz8ewrWLgnIIE+aX463/gg+i4Y/7lXKiNKLN7OmpCyAoapZqmCqIt66JcmJ1uaXamUJxYtxj08y2P/xxBxqbYOccc7ogLcOOdj3wYufWtz0fHY+pqu2v2c288eJkX6UOOtHZcH7PniRFVtvQmddRsHaJcTFpcnk0CVFVulFGbQ7pQhFcoqZWtsgtbZBKmu6yLn8ZkYtm6Q8YofDFVBaY0ydCploCUr1w4jXpdS9OlwUrbgKx9A4FRWvcaqqk4f/9DSgsFUh2h8XMZNQWxAdy3iDneffPMLC5OQA0aCcjFzaO9sozE6lw+FitCeM+uON5/1MLgkG+9rLf7h7T9MpIqcctHe24Y4Mo7gomaZGN332TgxxelpPDXPiwCCLi68hI3k+C+bnYohKxBCVSKJew6ERE0NTeuLDz/0hCYY66Jl5qF/PZYLFNjn8xCbNY+cDvyWyaCk+Ywo+YwqesUnOHt9P0vxyohMzqa/cgzumCJ8xBW9vD3mlFnJjInHUjZBWlsKhA51kpCjs09PpxjbmJWKsC8foBCb/JI7RCdxjQ0RZE2ittmFJj6St2U6hxYijboSoyTA8zimyl6fR1mwnNzWKCSOYjTPC+44zPgrWZaJv9hBbmoSjbkQy3uzlaRx8u4UVV+VTe7SD7OVpeJ3jWNIjMY4rQJqRYkAfF05GiiHgs0iO0eOoGyG/MIb0pBR+uOMRpo7XM+Qd4NBfX6F/TzuFGzZiTtJI5lRYWEbfu5WEJxlIJVYyzrP17UREOglPMkjmKljmvPw0yVwFE9RZEwK2n9xTw6pf/BvNR98ky5pLZqZFMj/BENPKcmmuOo37zADLt6+juer0OYx05wtHmTc1gCZshPrqTjZ8bSM1h5vJyhynsHyeZMDPv3GU0pRUklfpeH9nA2u+u5G2M+1kWXMlO03OGVNYc9Ne0hJz5PVqwkbo39MuGeu2h/4L3UC7vIbqB99j5bd+wp2/vIeTfUamci00HKnmn+55lIO1Hex68kH+z28f463nXiTqbBPdna0UrFxLRMMJWk41Eh8TSUNfJMsLoli0cHXAd5aTko52qI6UvjHe+mA/cdo+yVT7O09Q03GK2PEsktdfSXRuPouLSsnOWsArj/+U/uZ+MqwLL4rBuscn5fjkGAO+SX/A67Q068dixH8PE+AqGKuaBV/M42IYb/SUHp0/Ap9mgjH36CfCli+E1brCPHLMhTJZAJfLQ0nBco7burCWLOaGlSuJ8YfjHHdhH/NgjAzjM0XFlF2+Dm2UG41Xhz9mFKM2jufuv5O/7q4lJXaI0221xCbN4/SeCqaSrHxueTmuOAetLYOY9DqaO904PT6cHh/ZpmicHmUyOuKdAcPIcB2F5RlkrljLP22/jccf+j0R+kj8MW76JoaZHA7H0atMpCZ0M7/FQ8da8BJGZLgOk15H57AD76SPMR/odKOcaO9nZFTDyIiLrm4nVouFNV+6jk2rrrm0GWxC8WJWLF3NyvIl5GTkyubTCcWLsRbkMj4UR2a2QWYa+ywama0GBCyLmfhcVmTSSPaqZrGh9gtmwTGxOqkvLKxg5Vq57vKrNmOKj6S/sYoGu53DnUoik7k8CX+Xg6K4ONnMwFyeRG5qFJp0E2ZvRMCzv8tBXqkFxxmFLYpEJrGfv8shM41BiTECtPWMYcrS0lptw5MK9qp+TFlaGYNtrbaxfFEirdU2Fi7Nxt/loK1TYVhNTieadBOOMz55jcusJeh7Zpqgb/n+Zq7Yuk4ywZN7lIbmggH3OE7wwc73Aj7Dwm3fPqdURN2LNxRzFYxy0eSigGOJsT1eH+3HnmeZtSRk9qxggaYsrVxWs05xHGOiliP1NVyxdZ08Z/EmBfRLr9wuGbDICE4wF8kYtDh36ZXbMZcn4a0fVJjv7pnfi2Cslf0Dclz1rh1k3PAtdr9dTc7lN/NcexPPPvTPkpkmlVhpsNv54953JGOtrDksS6oSJnQ4hsbl9y9m2pVPvRoQN+1qeEdKVOYVh7E6zYLW5qequhtbXSUry5ewYulqRe912vrqXqKv7iVSTZexYutMDfqFWqjepnO9/qTsfBnKH8dmY7cXkhX9Ua/LFebhjLOXI6c7ztHo/VuYP2b0nGxlQ/QE/phR/DGjDHgGzhkTvD/Amuz5LJuXTWqCEpsUjSiOnO6grd/Gn6sOSM/IYL+HB+/9V1JNl2GKjyS9eDMtPhNG227cfi/lpWms2HoT4w12sk3RnPb0yu45AlAn9DPficgGLizPAJTSsvv+5w7SohNkbHZseOZ+L5iwONaSnDSyTcr+owM+YnTRRMXO/Jev+0wZ2aZoopL8aI0RHG/ollUss9klwWArX3rj7gNN+4gdz2LU08vo1AC2wXYWZeQy5hkkMVHL+2/14B3V0OduwNbayOo1VpocfqylN6LzN5CWvxrtUB3ho8rNRB1b1dr8TMUoH2x68Wa8MfPQjbaiz92MbrSVRL2GRL0Gc5JGLifqFRa2sqQMjz6N47ZBHv3BD4mcvkEkTOiInhqg41Qzjh6lkXjS/HLOHt/P0Nl2yWgBNMlpfHj4OI7EhQzFxdM1rMczjyKAzQAAIABJREFU1kn7VDbdmOga1jNwto0xSwRnTw3hdY4TX6SAaVRmNF2tHURZE2h2DZOeFy+bkKttYvo/vLmslKGTvcSkatH3QER6OB1+O5YF6XQM28idr8Rob92wkr+8Wk1GioEbN66iu7+Xz61bQd3eFjZdVUrd3hZWlS+R2bIRJzpIT0phsn+M8CQDH+x8j4hIJ68fOkGaRs+a726kfdJB7dEOhjMN3HjVDfSNjvGdb2yhLyaFoaOVpBJL5harTBR692cPkFaWi+1wO4nGWOblp/HS4Tru+I/7iDHWEtGmkXHPnDgTQ94BIkYhc4uV5qrT5MSZ0FkTJHPta+ulr61XstWR6jMs376Ow9VNlJQVBMRkBSNdnJfNy3uUc3Z3HiZlRMf1d/2Gt+59BBKcHK5uYqptiNI71vH8G0f54g/uYV7WBM++9Beu//593PnLezjc8B7rbv4FTz3+v2hcXj5oraHpTD0Lt26h6sQJrF//Z0azU9j59F8oLCng6b+2odN28/r+Q5w8a0OXkMOHh4/zs39cw7PPv0T+8ivIXLqM5r3HGWrvwdBTw2RdAwMeD06Pj/Wbi7CfOsXRziHCtcoc+YtrV7FxSzFNr+8lP2sKb8w80iZaiR030t95gspXj5OZl0+P4wSFJQWMjTvIzLSgz1V6c6abokmOMeCw1VJ65XY8zhMkZZbgm/TLhzYiLIChXkp2vhhslMF4zvZQ6y7kPBd6TjVzFcum8Fh0/giGxxySlY65R0OyXUOUnnh9BNkpyRd1jbOZYMWhTOPVofNHyIfWqNw8K2u6CPeF45v0ExerQzdumHV/AHe4AszjE3Y0Xh1l8wtIzSikfP4CWjs78bX+FV18MQXZmbzwe6V3bI/jBM6aFl7+8/OEtdRjLCqiILmIqRgN2VkLGOqp5kh9N9v/cTtvvLEPnW8KQ7SRlCUp2NuV6/S6fURG6hjxuhi1ebh+xRamYjR8bduPOdy5l3WL85nom2DMB3lJMTg9PlKWpJDsCqe9f4govR6TXpG7HewcxjAVzljYJFMRXsImdNhGHTSd6cI+4WKePoW+YReXzUvFGRfGV276x0ubwfY4TshaSVDiV6VFa2ULOlDikSJja8VCRSwgvXizou6kkjIMjv0J8YjBhg/R2vxK95Fp6bu8eJP0+asfMKNN3H7seboa3lH6bZatkSzDmKhVRBWcMzMoIX2oZrTCgpWXOhyugGzksIWl2O2ZhC0sZSBlPoc74+Sj2VzIKXcyq9JX0VptQ5Nuoq1nDMuCNWjSTQGvjzrP4JnuUuNJVZhttsaMv8vBLTd8nqVxWVJs4Y6b1rPMqpShLLOWsPvtarZ8fzMn99TwL7ueRWdNoPSOdSQk6dFZEyj/3g8AJdt2/oY0qh98j0eeeZdF60v42T3P8EZFPQuXZrMqfRW79jxHzV9+Q/HlnyVf66DZXMjv65w0Ofwcqa+R2cTCToaflBm71bt2EGObyQAWzFLNekWcGmbY6nipiR6vj5zLb5ZsP+fym8krtchlMbYoLo7db1eTccO3ZIbyyvIl7Hh3H5U1XVT7nTxZUUleqYU3O88yatlEwqpk9jyjSGP2sZiHdr0l6527Gt7BoNFhq6sk/ebbqGscY9UVN6KzLqOy5jBfWbsZx9C4Uhd4uJKq6m6S5pfTfGAvBWuX4HNPknP5zdx1y+1SYENdV+32e+XsWlhheYachT/z5NMcqDpOh9/O0w++Sc1ffsMHO9/jwLtvK1reG64irziMks//SHptWhumMNp2k2COwz0+KeNl1bt2ADPydmrWeT4Gqu5ZeynZbNnLn6bNVjsbXCf8acV7Q/WUBYWNVu/aQWVNl8zsBTjb6ZJjRFw3OJPYEB2YgFXf0cyR0x0MuDpIMMfJjPbf/fHfgJneyw12O0nzy+U9XqzPilPKZXzuSVZdcSOXX7mFyLgYAMlsAXyTynljdIq2sM+i4ZabvkL7secJb3TR7BqWnp7avj6yTdEURMfi9nulUIU65irqbGGGJUd4jFyWk6RkD2cm09I9fE7dbLBdEgz2tZf/cHdC8WKmYjTETaRgH/BjTtJQffIo8TEZDKoUjuYtX8dUjIbhNj8OTyuDHhgZOI3W5sc+4Cd8FOwDM8vJ66+ksLCMeZetJ8O6kOjkBUQnL8DX+ldc/fU4bLX8X/bOPLyt6s77H9mSLEtyJHmLZSfYMXESOcZZCbFpliaGpGSGJSQsIdBQKJ2nLNN2WjpDy1vmbYcO9J23FMoMFGhZQhJIgMCwJGRpEoMdEjuLY1txHLwk8RKvki3JsiVb7x9H51jyEkJnpoTneX/P40fW1dXRvVdX53t+2/dbf+5zejuG/yLzsvL/CSmXM/eq+cy9aj6LVt3IFctXkZ1tpPxgFXFxojw83mDAfaYRV+sZQSCdNZ/2k6WYkiePejQlT8bfNzwZye3ScpbOYainG0O8WHG6uvqpaXPhMyfT1GPAZ06mps1FU48h6rlXa+GzoydIWXMnJxr6uPaRn9LWVM7VKwTASw9U5v8+O13DExtf450/Ps/Db27k/R/+lnkPfJPG/9xDbIpYrcr/G/9zDwC9wTpaGxJZ9egj/PRff0lr9jR8B4/T4x8g2OvnrQ/+zLdvXsDemlMszpjJp6daWLN+A3W1lVRWdeBLnMix+l4uX3kFG/+zntV3z2XXsUZmZ2eRZbFyWhfPVTd8h4d//BieWYsJGQy88v67LP3B/2Zfy1maEiazZNWtPP6LJ5mY5iA4cJZdFacoeuBxdp+s5/NBD1ctvYXtVafRxJwjZ/Fd/PufdvP5oIfa7gFqWiowXrua2u4BpuTnccXyVWx6t5hr//YeXtv4Gue7XcSmZFBbWsGaH/+GqrPt9MYP8a1r7+Tp3/wKf+4iana8Q8zpaopuWkjphx9x/NAJpm34Dnt37GX9d+7nfLeLDz7az/rv3svzP/oxnkmp1Ox4h5rPzzPliukc2fExP3ni13zywXYmz7+SrIKr+N1PfkRXcz29scn4D37MxDkTcZ/sZcHEABNniNWyrruT9thYtCnx5JgmkJ+7BI81Gcvl2bgrTjNlxmSmLl9EX0cryVctZMGt9zPRUI8uX0Rr6s+J+7uvo5UZcXFcvuI79Hj61H2XMjmf+zY8zHcf/jWBQREei3z8oj/gkvRw/xo2nkcsK5ZL6j6nwdVJg6tTeaXSex0vx/rfkXsdz3PVh7SEEjzK+1T7xA1Q60thSX4Gulgjff5+Jk8yYZmgp+LPf6T57CHMydPo8fRxrKGdzMsMdPb04Av66PMFMZrEOJoBPR3eXrr7/JTse4vnH/0FN6y9g5oP3uWzd3dw1Kdl6d/cyuVWHyfazFgT45iWn0NpeTM//eFDpE908P4rL1Lx6TGSF6Tw2StbuWrlXD755CBxsXqVi+0d8GI1CR7viXMmUlZWR3LhNWz/2S84+0k9R3s6SbxsLo3VVcTF6clbdC3fnDWfF99+n2VLcil64HE6S/bT4ReTfe+Al7hY0Wt+0913cKKkhr9dOhttdxCvZ4jacz6sBj0dXd1oDXH8+B9+eml7sJEWsGtUjtX5mZ/pM4ykWWep1yOrHUfagWZBOyj7q1KXrVC0hiCq3NqqtlL86Zvj9ruOZeORwS+6+hZWPPwDABKt0X23no5AlEKNrDQeS7FmrO21+46qvtqRKjPyUfLzykfZi/vClu38+Ka1PP7YT8mzJ1FYMId5KzZQ5xyi4If/QI0rxJrHnqOk9Cg33vs4+yuauOPx5zl7zsu3/uPfmbdiA/rcJK676VEGqju58WdPMVDdScEP/wF9bhKpM9ey6rv38ezOj3B19dNx/D06tQP0uj3EOWwk2i0qLy7ze7JFxGY7S8G8dFxd/ZwOWDG2VpA6cy0hzVRqXCHq0xM5WHaAnXs3kzDvG+p6KG7kMJF/XZcLc7KOVtdxXEtuVP11kVEBmdeZlj6VukP7aa+oxpoYR/n+GkWoIHOUXQdKePLppwCxmJF8yPsrDnHvQ99TBCNdLje1+45S+Hff50RjF4uuvoWcwqX09gxEkTREvn+CJU4IHIQjGyn5uWQvWMK2jS+TU7iUpi2vCHGCGQV4OgIsmOTGqNETe9JL64AAvyTHbKa6hsjU2MgxTWBRxiJO+VJpdR1H6zzOhuUZFC5fqc69sGAO060ampwfq2jNitW/YLpVw6KrbyHNOosy95lR96H0QC9VT/R/yr7MeY+nHPRFHvG09KlkJ1qVVygZsL7KCmWfVxtVaRxK8LDpjT+xJD8Dn1cApTEuls52v4pspM5cS8ORLRjjYgUxhFdLbmYODUe2KFpbaZdZJpKdaFX1LZJwwhca4Adrs1mSn8H1t/wLxtYKCsLc5IvT7Wx640889pt/I9sRQ/Y8u/I2n/23F9RcACKPGvn8VOk55ZEWLl+pev+P7PwAgK5wN0VxUzEJehO13h7eeu3nOLu7CfgG6e31Ki8Y4Id3/y8yrWI/Z3c3RUXXc9eD68ibn8m0zLSoiNJYdkkAbJJjNhmOa8lwXKvCVweaW4hz2EiyTVetAxJoJbiOLEp67Cf/wMI1typqNxniBZFs17UMA+rI4qYvKoway+q6XNy99Fr+6d9f5oUt27nrwXXc89M76Wpx09AnwhcyTBzJ7tR+slQVQsnnkY/jmRxDyr5JLVo5+UvCC2NcLB+88AeMcbHsfX0TWXNvY9Mbf2LtD77Dpjf+xEPfeYzf/EGQcdd1uYRcFPDk00+RZLOw9ak/ct1Nj/LbP/1vCu/9Bb/90/9m2vr72frUH3F8416efPopfvrP/0x7RTVDleWUf1yDwTuIyRjDT/7+97ywZTsvbdtM1Z5G2vbuZMPyDFaluNUPSBLqL8lfgC8tnz/t+5iU/FwyHNeyYtntdHdPjlrUrFm/gZQZBUxLn8qS/AWqObzR5aWyrJEl+QtoP1mqgK1231H1/4tPP88LOzaRvWDJKODMWTpHXdOGIcEMI0HwuyvXRS16jK0V7K84xPSFwyA2wRLHI489AYjit20bX6bw775P05ZX1PcpgXWospyU/FwyrSZ1fw5UH8bV1Y+nI4DWeZzk8yeZbrFwypdK0DGLjokzmJo+gfrWPtFXPHMJ9plLSLPOEguLrn6SHLMpXL5SsWZJZR9pK5bdrkgROls72fj7D9n+4iOCD9Zy2QUB5X+qIOlSsSmTZzJrxpVRfOORHOTj2VhEFV9kfT4P+pC4x7QRoeILtQZF2khaxIsllvii12VI12gKqv9XLLuds+e86rlMH0Q6I3XOIXbu3czOvZvp7HZT3VirXou8dvvqa4RT01SsQrCSzUnwXzdxsOpYlOpW6rIVLLr6Fhan26lzDpFmnUWadRa+tHyy84tUUZJsycm0mggaxOI+02oizmGjacsrFDcVs3Gvk4BvkIQEEwkJJhLtlijt7VOl5yj/WJAV9bo95E1OVeAa57CRmW1XdLCZVhMHmlsU6YWnI6AYpcazS4Iq8ecP3R+SFYtS5FrmTuWXejpgxdHRPabnGrm/tC/qf61xhaIm8ZEC2zC+53oxNi19Kp9sfJaXtm2m390LQLopidaBPkXGH7nyitR7Hcuk8s5YHvC3rpnCHdc9yOsfPsMd1z3Imy89zbI71rFz72ZWLLtdPTYc2cK8FRvY+tQfWXbHOiVkLMn3Vyy7nU3P/pRfPfk2P7tjGf/y+l5+/vBq7vnJs2x//wVFmbf39U28tG0zgADWuGHBgVONray++SpO+VIZqD6MpyNAw1A3WTE2Fq6cSndpO6t+dC1Pba2j/WQphX/3fSUtV7vvKPc+9D1+/X0BqDlL57Djid/y69c3K09zzfoNPHLvWuYuXUVKfi7v/+uv+c2md9hfcYj2imrWrN/Ar7+/gZzCpaTk54re0XD0oLZk3ygt2pGSgIV/931q9x3FZjvLwvmL+WhXPQsmuTnlS6W2ZB93PbguatvZXXuYfM1yQAAmCKasPzfXcdPC6bxzsIbZWZfR1u6lUzuAw2ajrd2r2Lo0GVZO+VJxdfVzpaaRw6HMKC88p/sUn53oYOHKqaRZZ6n7X97DkoZS9hi+9drP6Sxu40f/vJY65xC33POQ6kW9zDKRK2fncnVulhIsSJ0pqCQjAeaOm/6Wf3n0DrLm3va19GQjFwYXOn55zSQ933jjRAJv5JgjwfgvXZBE0kdKb3Y8fueRerEXIv8fzyLHkO8/4z5PXZeLpVOms6++hisvz1Ti9pGvm1t2RVGgZs29jdzMHCUAUdnSSZ49iaQUAxONkyk7dZKD296gZM8OnN3d9PZ6mbtiFQAblmeoe3fplOmccZ/n4LY3CNg1gqc83GFRWdbIicYufnjPBrZveSsqPwrD1cCf+8/T16NhYX4yrZWDNAx1k6AXfOr+QT8JCSZF9D+tYBLl+2vUGJFzMYhI1cJvzWRRxiLFTiWVdTKtJk4395BbtJyB6sMXpEq8JOTqnMk2Ap++ia4lRMayFTQ5P44ijABRcj0euGY4rqUJ0Z4gC54uZCPBdX/FIQg35kdJnv0XLOjvEJ53UI9Xa8QUJygPzSEd55t6MGBgYqr4UhtdXlJiYzGFv3wYlpzrd/cyEB9D4MgnpOnjqTu8m4QEUxQgv3TkE0rLm9UEv3/3e6QuW8H+194lw3EtupYQvv5B6pxDOL6hjSLlyLMnsento6y7/wl27t3Mg4/9jrJTJ3nohVd48+BB1t3/BM5PXuSO6x5kxbcKovRKvf19iru40zVAV4ubRLuFhnP11J4UhTpoIc+ayky7hbff+ozZWZdRUnqU5PMtXL/mdlLzF/DivqO4wl74to0vKz3Z9oo4NBqN8kY7jr/Hto0vk6A3CYCsqCbRamHTI/ejz70SV1c/Lz79PCC8ec3x99T/37pmCrUlcH1eFs5kG9o3NlO4fCXvIUD2+rwsSs6fxNHRDUvnUPJcKTmmY7SfrGZP+SCTr1lOptXEq89swmGz8dqfG1i/zEFl0MflXZ/haY1RlGq2ghRml4vVf7pJeI/mZB1mBJm/OXm4beqD3dVAtSBHN1lZgJvKskZ8afliIXAmoBYvkQtOEPd9VjgFYm7ZxUB1J1NdQ+SsnCqa9Z+5n1vueSjqvjQZxw5a/aVAGqk0danYfxXwxvJixzrHyG0jPeAvsr9UmH68wiS4eJWfkWN0+Dtoq9qKGTiTKNpkjPkb6POJc3nzpacJ2DUcLDvAooxFBOwizQCQlGKgurFWCaTcctOjnPedRdNrpq23m7ouF9mOGEpE+QZzV6ziyL4PmLt0FR77NThsFpJsFs50CwBvqdrPZ1s6aBjqxtltove48Iwvv6oIGC4+6h3wkpeaSmVbG+a0eEVhKNtqOrUDGHwGevu9EIdCOvn+6qMnwa8flt3UR7f8JFotnCo9x7cfjQHnLF7atlmo7vgMNOJlavoEakv24bDZLnitLwkP9unt7406iIvhQR0LCCPFsb9o37HsvwtgQQB3ze9fVF+qFGM3J+s43dyDzhirxILPN/XQq4E0vehtbPZ2qmo5+b5mb6dS0gERovD29+EO+pTSDgzfRP3uXiUYrDPGRum39ro95KSkUO/tZYopQVVFS/1TCXLyOOVxSK5iEKo/n50QPwZD0KD263K5WbQwjeMN7Wj9ZrpcbnRGLQFfkESrhYBvkNlzzRz5rE3J78njr/W08zf/+E/U7jvK9XlZFDcVE3vSS+Hylby0bXMUyb0EVVlpa2ytoPJMN3NXXkttyT4M3kEmZkzAqNFz6Pw58lJT+dx/nomeRDq1A1znSI/yMNPyYqk62aeud2qKibZ2EY6SYgswLL4AME9joXUgoAQTpqTFc9oaQ3f3ZKyJcQxUH2am3cJpa4ziZ9U6jxN0zGKasY006yycyTYl3j7fchnnNMM/2mxHDD/75evcs+Z2pfYE0LZ3J9u3vKW+v6f/8y127t3M4Y0fsf6B6/i/v9hKaoqJpzZ9GOXBLi3MY3bWZeN6sEk2C+u+sZhH//WuS96DvRhPdawFwBctCi4mTHwxx/SXWqQXO95r/xUbGTaW3qnsxACUOIf0VjMc16pIl6yBGcmEJ3P9UtQjKcVA+c6X1aLwo131WBPjqC3ZpyJXXQdKmP7AvUzVuZhu1fDyniaRL40D+iFvsmBU6h3wsmDiJHyhAU439+DX+qPYlmSfrOQRBujt9RIYHJ5zpPcZWS3ssNn4tL6BRKtlFENU3vxM3n7rM1bffBUHd5ymtr0dXZJWKe/kpaaSNz+TF1/95OtD9i9N5mRHgt1426XJCSjy9S8DmP9d4JqdaGWqziWKf8LSb+oYOwIKSM3JOjwdAUxx8QqgvP19eH1hUg3foAJSi9ZI/bkOzjf1CIL9ZF3UZ5qTdZiTdThsNgxeMTk4bDbS9PFkWk3kZyQzFPCREIKclBSavZ1ckSlEFGSeoaJJkE40H/lE3YhJQT0G72AUuHr7+6hqcXPe3EWC3hQFwosWpuFpjeFyw0QyrSbmZKWTl5qqCsHS9PG0Vg5i0QrykHRTkhI/WF/goOP4eySfP0nJnh2quGH37veYOUPI+l2pacSo0aMJncbYWsFMu4WhynLy5meiD/WjCZ0m4BvksqJMGl1eBmeYyIoRoHW5YSJXXZFMplUIIXwzPVtdv+MN7WRahbDCVVckK8GDmDzREjQlLZ7seXYSFxeiz71SiDsPCIUiKTFY39pHjmkCCya5mWZsUxJXIc1UUvJzScnPpXD5Shan21UuVaY+0qyz6LV3YEmrVcV+Na4QSUG9Sn/k2ZNo27uTkj07MCfrmGCJw9vfR25mDoAqdPL2D1cGj2eRBB2RYCK/40sFXMcDrZGFSca4WGZOzY8SRL8Q8I5nkS1LX9b+kveN1Z4zXgHUf0dr0UjqRBkqlyHfktKjatuyO9ahawnRtnenAsqSPTsA2Pj7D1VrY51ziDx7EpMnmUiduZakFAP7K5pUGgNE0eHidDuZVhNL8heQkp9L4uJC7l4qomwv72licbqdBZdNIuALEhgMKsJ9EPd2o0t4j5HgKj3Pvh6N2tbv7sUQO7yQ6B0Yvm5dLjdBg4eUGQUULl8ZBa6NLq9qFdry4WHl5HRqB9CZhol9Aj4RoZKUi+PZJREi/iLLcIhm+EhFkIt931dtM2fEc+zIIHEOGyHNVK7qPqVk6FIxETPRjzktTF5hm4Suu5OALZNlriEOhzIxtlYITuBJyXxa3UBOSkpUDsIUF68mROnBNmq9JIW3tbV7qfW0kzAgfqjppiSavZ30amAgPkaBZpo+Hq+3D0xilWe0CTmmDJORI22tKsTd1u6l2dtJuikJT0eAiQyrHEnAHzpvYKZdiBPEOWzEnhTKPZHauACmynJaKwcxJ+uoTZtKzGSoaqnAc0KcR9KiVCVIL8dNTYEtB+uFsHpptwJKb38f735yiJsWTudw92TS506muxtyCqfS3dXPVVcMKS+yFtDbRE52psNCbWgqMRPBEc7N+oCgLQ69DYKAFVicJ8SiDzS3KJ3JA80t1E6eSs3BHWTPKxC51FA/2bijKt8tabVwso20Drva1uo6Hs69WjCWiaKPHnc/81deHvZ0RSHY4nQ7aXmx/OGZ7eTNzyR15lqyHTG8/koHUyYlYwj/wM/7zrLo6lv4xzW38PR/voUpToTs/hIeW/k9fhXhXwmOnd1udQyRj5EWeWxybti59+dqvhhp8nwulYUDwIDGBr7oQpnx1H4uRgXoYs1oCnLm3HmKP32TdbfezdlzXtpahEJU/uqHaXJ+zMGyA8T+/kNAgNv+196lqOh6BmeYBBveA9dR8vaTJDlmk5xWS/mef8bxjZ9HfY6uJUTWstupe30Ta9ZvwNyyi7gmG0vyM7jy8rX0rRiW/9uwPIM65xCFy1fiDEerIAygAxpe2raZux5cp9iTGndXhz1SwIDyLOkHYmIgOEiC3hz2XgXUfe4/Lxb6fqir2M1LJ0WBVKNLhJ0NQYOacySIN5yrF1G4WK0YW48a74vsawGw+ysO0RQhtvt1sCefforakn30u3tJNyURe9LL4IzTirRf3sSnA1a639jM4AwT3d2TMbZ246lsIzbFhG3GWbDZaCw9hzmkw2SMEQLsGgHMMATolDahnBjNRD/OSU4fDosEhYxTojGWqdbUqLCyoV+s7noHvKQEDDQHPHjMKeqcjjWcYXbWZXRqB+hkYFRIRVpbuze8cIAV89I46WoWi4qJIgcq26kGwjq47bkzaSzZp95/3RXpuM4EKAk3cScF9Sr86joT4KqsNDomzsBmO0tncZt4bVIy2fPshJpco+QEQRQThUZU2OYULkVjbGMBomBpmrGNtPRZUftEAqoz2cZihiW5IBVrYhyJVgu13h6mmeDQCJnEA80taJpaqdrTSK+7FJ0pXojdW8wMBXxYtEbOBX14fUOYjDGc2OHk//yfJSoUJy0jYKSwYA7GuFg+3fZntagCscjS9Jq5zBI92doGvtzP2xgXK6pJNX8dlZixrLPbPSr0eyFwlY9yAX6hOeJSAlZplvgAMFojd6RdzOsXC7Z9Pg+HP+8kO9HKoqtvEeBatVXdc6l24c2WaqaSPa+NJMdsissOkDc/k2xHDK2uCZSUHqXhXD0L826k1XmMRfc+TvGnb1LX5SLPnsTWp/4oqDbDbXoBu4aKt5+k1tujUiV9Pg9JKQbySGIvojamo2q/Os5GlxdKvfQNaBR4vvqMIHqZVjCJVUW5gk89HPZVfMThn3+CXtzHEnR78ZLA8DWKLGwKGjw8/ej3KCk9Spp1Frt3v8fn/vNggOMNHnLMKdS2t5NoH/59V7a1cf+dN1zwWn8tAFb2F36dbM36DbB+A7/99p0AxEz0E9TMwpfWT/7q7wHCwz5dcYhDjecJ1PeRrmvk3ldeU5PFpkfux9MRYNXKXGq9PaR3BNTkN3RehD/iHCbaitswJ+vQ514ZdQw53aeotU0D4LruUzSG2wTSSAuPoSdukY1Tpedw2Gwc6jn24bR6AAAgAElEQVTPwm/NpN/ZjVGjZ2JoQhi8BVBPS07DFxpQeWNpEuB9afkknz+JMUVPpkZ4sFKnd0paPEFbnOhRbm4hJT+XpurD2ApSaPdB4d99H4D2imo0xjZsGZDjmwkM974OJZwg7QoDtq4UbFPn4OjIgtuEzqTDZuOUL5Ujxw+z4qEbaa+oZnG6nQO0qFxnkmO4vWu41UuAZ5oVwI4z2UZ7RbUC5uYjn1AbLjb7/j33UdxUrCYITeg0U11DTCvKZc+7J7j9rlXAcG9pq+s404zw2rYqEq0W0kNm/KZYekIhpqZP4FSjD1NcPFMmJXOo8TyW2FhMcfH88h9fZcqkZI41nGH1zVeRNWkKdefFoqThyBZcZ0R+WObiQeTRij99U/XNjmf96LENaKmP2Bbp2cV7tQQds0T4eO4Fh/ofs8qWzigP9GKBcSyv9b/bxipmGquoKnLbWK8PaGzoQ90KOEe2CCXZLBcVDh6pczsyzJxsSI6KYoh2HANLUjLY9MafVBX6vBUb8FQ0ccvdC/n5w6sFHattGh/sruYe6yzFtPfK7v3q/6xJU0Rqg1kUf/omi66+hbaqrTS0iNqBg9veIHXZCnz9g0y3anjF2xOea7xseuNPAKy79W6SUgxi0eoSXOqStQwEyBqCBgGOETzD8hiKiq7nNy8+h86oje7KGBiWtEvQm0A/zDk8rWASp0rPcdeD6zi88SOc3QJgZQhcLqBz58yg39kt0mfhNaf0ZBMSTF/YAwtfE4D9ultqiolMTTyz1m8Y9dqS/AXsDP/f3CN+LDLcZdTomXmFWDHFnhQ3hy80oAqlAPSaWdS2V0E74BT6iXKVNWA1QcthfGn5VLW6gRgllyfD1NIGZ5hI6BZ3UZzDxiAQhwlOCuHh7u7J2GxnmeoaAjuctsaoY4q0jokzSD5/Ek2GlZnA9BlG3OFwaW3Yc5WAOVKs2NHRjSPdDkSCHtDRDfm55Go9JLQkc85qIy2ct/Sc309SUIjRa4xt1OpFn6kj3R7+oaSqcO3pgFX1qMqiKE9HgNaBPkV5qTUaCIb8EL48OrOW3haRb2mp2s+3w4Lwdc4hWl1tnNKkMo02JmZMoMx9hjTrLLIdMdQ5h9j8lqiM1sXEkxTU06rpIy2op1czmu0n4O2j12LGBEzMEJNHukkoKknpw5GiBjL6YE7WcZllIutuvZsXfvV81D59Pg9JNgud3W68MX7iGFBi8tIiJ/eRVHd/bYtMA11KFcojw8tR12wMD/uLgFX2xEqLbBkyxsVy+PNGshOtX1g0FRk6hmiQjTea8RKdIvB5tRhNQfZXNI0qUmrbu5NbXwuHeK0xTDO2seHRO6hzDnHKl8ridDsf7N5MqHApBfPSVai21XWcJPts3vnn73P1mm+SNfc2Kls6WTZ3mOSnpPQoncVtoCVqYbi/oom2vTtJs86iuKmY/vBrsmAp02rCEwzQqY1VoLsoYxEle3aIceYPh2t7B7zETwjR16NRYBvZoiNN0hvuf+3dqIKnDMe1vPrMJvrdvay++Soqyxo53dxD+txvUPPnHSRYzPQFggQG/awqyqWuvIWDHLjg93PJA6zUYZXFS18Xk16oKS6eYw1naGtPYtY4+8pK7pEtFDf+y2/5yU03ceedBapyVbaCnGpsJc6SgMN5XICCb/iHJNlKpIKEtrFLvX7U2cwchyB88HQESAWuc6RzGtGLO9UliqskAGfPs3Nwx2nMyd30t8LpcNFBSDOVoEN8nvT2ZG9oMHEWtd7TTAXcrTnquDYsz6DGJQg/HOl2umNqyUq1k9ZqJxBuw5Jh0QPNLbi6+pX2rqcjQFOyjqKi61X+kmZYnL6Yq67Yz4fOZn6Rmw9FwkOV+yxOtxOwa+h0HuP9F8NEHn2QGM55xuuGfwJao4F4nZbeAbFI6Wpxox8aIgDoTPFs3Ovk3fKzDAVESDd9gpkfvvIabXt3UkmjUEAqEFW/Ad8gQZ9ffKchADNT0yfg6Qhg0EZPmlPS4jnWEENCCJXnNqbo1Wt7yzqYabegz01SIFt/TuRg68/1kREw8vy6m5W27khQevEHd6DJsHLjvY+r4rnIEHMkGCTx1dpf4rn+NWxkS07kti9TORz0d6Afg9Ri5HmbW3bR1gKOb9w7bi4WhgH1Qt5u5GuypSt75lqKnSEWXX2L6v/vdB3n5jt/xWN33EycJYHOoJ7KMlFQOG2enQPNwvtblG6n1XmMJMdsBbK6lhBXr/kmf3hmO0VFQ6QuW8HOvZvJcFzL5Ekm6spbWPXDNQrUOsPvB1i45la2v/gI1UdPcrlhYtSxxzlEigyEN9v1UTOnrMP8v427q6PPNQJcG11edMZY/BHr2cjq33c/OaTCzz2tgzxyr6ioT7AkUOvtoajoeooQqaGNv/2/3LB4Aei09Lrhwcd+x9an/sjz778w7nWHSxBg+6t/T1zuA0C0yLlsv/m6mDEuNupHY07WXbhQqw8GzGMXdVeWNQLhCjcESOrMWrwtbj5tcaM1jsPWEvbCgiNWsXnzM6n19mAMe6D1rX10nvCSFV751rf2MTjDpDzUWk+78JABnM0QD/RVqfHSJ5hZNn8yohwIphnbgAkwIkXb2V1D50kf3VOX0l5RzTSjhZouHx/s3kxvzwCBob7h444XjzXhR63RQLDdT1ERYWYX4VG2GtsAUb385t7PVBWt3OdAcwvaPcfxhQZI0JuFpxrGFo1GrOD9wUF0Zi2BQT9DgRhMmhh6e8SvMkZnBDwEhvrQmeJJCEGvzkiiPRa3u5fjzzwSFQ14+J9eZSjgU8+9viESwrlRTwSndqRVhRdEEvQiw7+aDCvugzVKjlCaKS4+yhPwp8Hh6gosWiNtVVvDVcQiWnH1mm/y6bY/01a1lfQJ5qj3/X/78nYxwC/DvDKnPBBuvTLGdYcfx5bxkwA4VovUSEKKSHAdL/9qNAXp84njaavaCuE59OC2N5juiKGuyzXsyRbMYePPfqhaAeMctnAo9QYOb/yIgvWz2f/aYQ5oWphmHGbSkwQoHvs13PegcIbMLbs4WHaAXyy7nfKdL7P+gev48Y+fY/XNV0FZIw3n6pk+w4i5RcPBvUM8+NjvOLhwFRjEPDdrRgrHG85zuTP6fHSxArK6XG4mpMVGAWpkrlX2w2r9ZvW6JJ0AUf07eD6EQRdPIDhIotWi2noyU4UQQHFTMYsyFrEkfwGpE20sv+EKtr93AoBnHvt7KssamZWVwoXskgLYirefpLBgDoSBtbxmn1LVAag+tIM5N/zbV3mIF22RGo4WrRFPR2BccJ1giaMr5Cc0JL6OSCBOsJg53dxDmj6egG+QzW8dRWs0EBgMM7EYY/CGRlSKhkFpvOevvVYqAMUTJNFu4Z41t7N9y1t4+/vQZFgJ2qbx2YfvQt9w207kOLqYeALxfWg1BuIYoLnHo/Rjtc7jhNLi2Vt2limTkqmjBduANqxuM4tTvhY2pLipmZeOrsXOc69upNftIcFiJjAAWo0BjBD0+VVZfMg4XOzzm2eeU8dhMsaw+uarsM9cguvMbnHtwr2if7jvPlWU0O/uxaI14h/yQ7z4kQZ8gxi0saK9yAe9bgGgMdpY0UY00EcoYuGiixHFSUwwkxACd3hM15kA6MPgaYep6RM43QxDAZ/4bnxDAnD1wx4jEFVIFPm/bUBLk87HTLuFzzo6CDW5sGhFC1NkiFj2IEu7Ohy63rhX0Ge6gz7S9Dre+o7I918Z9m7dQR9zA2kc6ReI3Va1VbRVROT8xALpwjSK/98ubEk2C85PXiR15lrFpObrH0QfAawNR7aoPmQ5X0inouHIFjz2a6KAuM/nifhOoiuKZdW1LDKKN5oxmoKC8jAuVlCiOodoLX1Saf1KZqaSUpHKCDW5CDpmqWre517dyMzlmYLEJjTAs4+/QEKCiXvS7QTs6RBRhLfo6lvY/uIjIh3j3ElFWCFt597NKjd7xUoHlWWNeDoCFBXdTIdGQxKiAKqoqACt1qwKM6tO9qHFTKN/OJcqi5qONjSji9XS0xocs5pXtNCI7fETPGj9w4sPnTFWhJ+d8P177lPMUJE9s+sef5ZNj9xPnMPG8++/wPeAtinTSbPOYmp6I43GWOX0BGwXjvlcMgDb5PxYgGvYig/twGgxUF6zjyGzl2zjVHJzpnwtPNmRYW130BcVkhtpmVYTPe5hruK6Lhf7Kw5R8ty/q9xgWko8QwEf8Tqj6ulSIeWRdS3y+QWANjAYRGs00NXipripWO2SZp1FZdl7av+hgE+BmTcU7s31ikGC+NGYtRA/xGvbSqEP1i9zoMmwYjrRQVu7l9SUaDd2nd3AH57ZztGGZuFRRvSnaTUGNBqN8mRDoRDxOi19gYi8YMQ5eH1DHNxxmhtvm0W3PohtQMun2/5MVct26r296EzxGLyDGMJMWr0DEBoKEvD4SbAL4o1I8g0Zuu3UDqDTxtLr8qAzWsAtzlleb1NcPO6g8FK79cGoCm7ppcaEvyedKR5L7PghRHOyjux5diV6D6ieYGnys0badIuFI23iYnjs17AkPwP496h9pHThm3s/Y33udQqsQXi8GrcVSo9SWDCHrLm3oek1i0ky1P0/ngO9lHKsf4ldKDQsAa+taivTrRrBpBYGv5HtReaWXRAmaSBxrWJFGlm0FW80U9kiJvYrL8+MCv3KaylpCs+ec9Pni41a1AfsGgodc9S8tCQ/g617h6LqBqp2v4dn/QZaS59kavoE+p3dFBXZIf168lzHVd+npKY9uLVeVBmHw8zZjhhKSo+Sv/phshOtbH/xEQ6GgTjHNIFKuklaJEQqapt60GUsQofoT2/0C25hSQoRNESDY2VZowj7xmqVPB390NvvFT2v4csqFtByztACIhInPVmtXwB3q+s4DX3dEIdgx+sV+/36+xvEZ5d60WLmNy8+R6vrOHXlLZxu7qHX7SFo8DArK4WqL5Cru2SIJg6WHWDT1rcpr9lH8SHRyFz+sYuaii6uzFil9rsY9Zuv2iJ1ZWXDf217uyLVj/zhbNv4Mo0uL/E6LXEM0OT8mG0bXxaN2DMKID46NysJHYDhfNpI+juJ5X0R/48AW63GoLzEsh2fi3Hi4nnqj69worFr+P3h8b2+oaj368xaiA/rMPYN77txr5PKskYFOLJVJH/1w2Q7Yvj737+hVqC9bg8mjTj2hBBoYoIYtLHCiwWVH43XadHEBNUxaY0GTMYYcVz9fWzf8pY6rvrWPlW4EAqF8Jti8Ztio66dDKnrjLFR13Pkc3lskdd45ELJNqCN8kDNybrhMfpAH+qPes3b38fU9AlRY6RZZ6ljjDwPQHjIDGve6nOTSNPruDI3n259UB1Pk/Njfvi3t4y6F65e802uzM3HQTyfbvsz7qBPFTkZWoXqzrr7nyBr7m00HNnC7350s6qi/LIkDca4WPV3MfZ1BdexznHkuUyeZCJr7m2kzlxLjSskqAhbdtFwZIsCPck4V+MKqTnBGBdL6sy1ZM29jbaqrSQbktXYfT4P2YlW8uxJHP68EV//IJUtnepRHodUvWk4soW2vTupePtJpWhT4xKa2G1VWzl7zivUasIkJgeaW7jvwRvZ9Mj9nPKlYtToWXLnDRQ3FQtA9PbQ7+wmddkKAnYNJaVHyZo0BRBtPRJ8kxyzRYh42xuKTKU1ApxP7HBSV95Cv7ObbEdMlBBAwDeIJrEPh82mwFWCrmzFyZsc0W4Xh2rLkSbBN9FqGcUxDCKU3Dvg5YPd1aL4ya8j4BskNKSlt2eALpeb3DkzCBo8ZFpNXD0lS4gNhAbEYj8ebvjGAjytMawqyr3gvXLJAOzC+YuZnp9If5cFo8WA8zM/efMzmZxpVCFigOTQqajc7Fdtf7tgMUunTGda+tRx95FeQ8CuoW3vTg5ue4NtG1/mn+64XbTzIDzFGJ2RDMe1SnXG2FoBfQJIJWAlBfVoNQa0GkPUZBo1sY7VqTFimwKssMnxQ6GQyk1GWtT48cM3scyJEIE7RxuaR+Ubt//sh/zyH18lJyUFrcZAaEg7Cgz0Q2LBMNbny9eAqIIud9CHt79PUB3qh1uHJljiCPr8JAX16vySgnqCPn/U+2EYeAO+QZKCepKCQgsyRmckKaiP8t4vxpKCehUilhZJtQiiklLeF8N9tcMW2cMa6XVKO1xdwS3LrlILuOlWDT/6D9H6MLLaGIQYvX3mkqix/GlQ/vs/s/f1TWqCvnrNN1l3/xMXfa6RJqtsx6ImBBE2nTzJFMW09HWxkRXD452jBLuz57wKTGWOs7O7hqy5twHCc5WgOt2qUVKaMlcqVcD21Q/PfZEVzDKNZG7ZNdx1EBdLW9VWJWoO4t66Mdyj2uo6roqSalwhJR0npSWnGduocw6x7vFn0YROs/6B65RyTK23h6o9giO7yfkxpeXN5K9+mMqyRiU8oevuVOFmECxQUq5SguuSO29g9c1XqTqAPzyznVOl51Rbjc4Yi9YfXSeQFNRHCaRUtrWF23LM4bxqUFDBhuckuUCPjE7JnKw0Q9BAl8st9tEE8A/6CYb8qg7lVOk5vvc33yXOYaNw+Up1HsFwOq7W28Pn/vOj1KtG2iUBsJI3+MS5HAZjBW+qOU2E/5yf+Wloa4n6K6/ZR5Pz40sCaJ975efsq6/hVPPpMfvwesNYYTLG8NQj/8Gq795HwK7hiV/8ggd+fjcglFwsWiNDAR/bNr5Mp/OYUo+RwOXpCGDRGmkd6CMY8qsvekwbEY3WxWpHbZP53lAoRNDnV4Co0WhUCBhkkc/wOQDCiwyDPOEe2ZHe8UiqvsgQaNAnjl964JGfpTPGCi/WaBjTW486DgT4SC+udSCAbUCryvklMUckB7T0fDOtJgWmEkR1xlhBoqEVVcuRny9/tJEW6c16OgIYWofzqZHXTb5uG9BiiouPWnwYNXpCTS5FbSmtSScWDraCFNW2I+2KZfm4zgQoc5/hp3etIk2vY96KDUyeNHq1/um2P7NrRzkgwnfuoA/bgJZl8ydzZW4+/jQxCUtJOxBqSReyL+t5yv0Pf97Ipjf+NIpM4utgI6t+I8PbIyuMJR9v6sy1ao6qcw7hbs1h7+ubaHJ+rAByulUTBUoyPCxNjlXZ0klb1dYooDe37FKfkZ1oZefezQossxOtSu+5+NM3mW7VKNm3GldIkfWD+P47u2tYd/8TpC5bwVuv/Zyb7/wVL+9p4uY7f0VIM5VvFy3hxuuvYMEkNyuW3c4zT/4Mc8su7nvwRkWH+IPHNlNYMIdO5zFqXCH2vr4Jc8su0qyz6Hd2Cx3jq28RhCkaPZ/7z9Po8pJTuJQFEyeJKuFw50OkdWoHonRfo/pde72qQEln1DJ3xSo0MSI32zvgiWrdCfgGw6AaVL/t3gEPhliDkLKzWmgY6ibRamHmjHhe2rZZtBYBj9y5VtHJRuZ9pcDKeHZJAGxy6JTy3M42DuebFq6ciuMqAz63n6xUe9TfyB6ur8pOB6yCacr58Si5u0gb0MShNRro7HZzOmBl+/sv8NGuepqcH5N8/mRUni3JMZvF6XZBHNE3DCjuoA+dMXaUuPtIU2AQnv8lmI6yCNBVfbWhfogfG1Ai3xcM+YUXrBFgEQl6mpjgBXPO8nMj3zMyRCotTT/M0TyeEkykRfZ4Sq9TApqnI0A/ery+oVHCCF7fUJT3OlISK44vrryVYdyxzJysU8cWufhoa/dS39o3Ks8q+5VDTa4xmZWuWSn4kU/srVCfO9E4edSi5eo132Tqd0S6oqT0KOmmpKhrJD1WpZvsHFIhw7aqrV+anvRCZm7ZRYbj2q9d7lWCWrzRPG7/61jeu/QQZbqo1XWcbEcMupYQTz12O2+Fe04bzg3TftQ5h6J1VyOuv8d+jRq/4cgWFXoG8V1JAhUZAk6zzuLc1udUaLjVdZyDldsFt3DVVpbdsU5QExbMoeakj03P/hRzyy4Wzl9Mnj0JrVNEVgrmpZM19zbefuszDu44zeP/dAsP/UQ4ByWlR0kOnaLGFWL7i48o/VZp//cXW9m9+z3y5mfywe5qtr/4iDjedq9qyVmzfoPyWMci3Zc2crtfK5yM3gEvCQkmFkycRMG8dKH9qjcpIOzrCZPKGEX6KRIg52SlK652CcaZVhPzrrmJVUW53HjbzZTs2UFCgknwx/cB/cLDzZ0zg8q2tjGPVdolAbDVtfWYW3ZRvusdjje08+Z7NUzPT2T6DCNnG30YLQZ27q6iuraehjZBVlBSejRq5fdV2ZL8BSwJS92NRdPmDwq9VH2on6DPT/Gnb9JeUa1K3HUtIZzdonRfej26lhAHmls4suNjiB/23ixaI/3uXhHW+GIu9+h9xgkbazQaiB8GoYGYGJGfDflHeb3StBoDuph44b2GdBAv3ictMBgck2xe8hlH5jalSQ9Ohokit8H44NqrQRVSpel1KrSaFNSrczYn64jJm4c5WafyuqkpJhU2louLTu1wsZL8MY8UVJDbIkOt8jMjP/9ibbrFQvY8u5K1k+O4zgRYNn8yhlYxGdW4o1f2J/ZWEFfuUvuX73yZD9/55ajrNG/FBn549/8iyTGb/NUP4+3vI3ueXVUdz1uxIaqaNdsRExVivhiyg4u11JlryU60fq3AFYY91O3vv8D2Fx9h597NowqV6rpcQlg8HOrt7K5RC5X+6t+zcM2tFBaIAqNsRwxZk6awcP5iSkqPMu+am9C1hCgpPUq2I4ZFV99CjUuAYtvenZSUHiXPnhTVXVDnHIpyMjZtfRtAecQlpUcJ2DXUpydysHK78mDXrV1NwK6hzjmkIhUSFGVlbKfzGI/95t8YnGFSiyJf/yDfv+c+khalkjVpCjkmQZeY5JhNkm26OpZITe5sRwyJiwtFmLVgDvesEXrSNa4QSYuGyfo3PXJ/1PVudA0LqYMA0KMNzVH7JOgFiCYkmIifECJo8ODs7ubZfxvuSw10Bgn4giToxT69vV6CPr+iXUy0Wohz2DAn66hsayMvNZUnfvI9ltx5gwql//tLfyDomEWPu5+GcFFZwBOkd8DLwY+qePqX913w3rkkANZoMdDZLUB1VlYKN3xjAT63X4EpwIqimRgyhm/qwdjzqlH5UjaDNlap42iNBkrLmymYl674eAN2DQ6bTVSduj10HShh9+73qC3ZJwgo+sYGlwTLlyT5voBDGWmRuU76UHy5kRb0+YfDyGEPVlX1/QUmzy8hRFSoWnrBMo86liWEGNXXObIFxtMRIPn8SXFKgWDU9ZTgbDLGkBTUR4VvI5+P9AxhbMUa62W6UZXTEN0DOzFjgno+Ejhr3G5FGOE6E6B/nhVvfx/TLReOWsxbsYHrbnoUr28oSu5OAu+iq29Bv2cLj/7rXSrHemJvBc889vdKmgyi87dZc2/72nmbX8bG60W90Lb81Q9z4998FxDAK8OgMhQsF85Jtumi77u7hpqTPhUyloCZ5JhN+a53qPX2RFF31jmH1Hcx3aqh1XWcNOssGo5sofjTN2lyfsz2Fx9RQFZSelSEd9euVtvyVz8MCKCc0txF1qQplJQeVbl++XmtruMUNxWH+YWPkzc/U4WYF6fbFSUoCG+81XWchfMXk2adRa23hzTrLDqdxxSgp1lnqc/pdB7DY7+GNes3cPOdv1Kyd4UFcygtbyakmUqXy02mVeRUP/efZ1rBJEVnOFJWLjJqJ4uUIvVbQfxes2Js9PaKULNIM4kFr9ZvFgVN8YIWUYaZJeVi/IQQRUXXK63wyrJG0qyziLMkUFuyjwd+fje3rZ6tCiQT9CbuXFPAU1vrRt0zkXZJAOyQ2ctbG51kpdqZnGkkLlFMOj63nxVFM5k3fSnVtfXEeEz43H5qTvrISLg2igz9UjZTXLwKq65Zv4HScrEaqzu0n1ef2URFU4cqiqltb+d0cw8B3yATLHEk2i1R3o3yco2xY0760iQAJ+jNIpQ7AgtkyNOgjRXeaMT4Go0GXUx8lDwTRBTbxIvxDdrY0cVOF2sX8MCTgnrVMiPBKkZnHJXXlDYyhCrbZiIJOKSuq/RgJSjLR69vKMqDhWH5P4vWGAXKEhwvGAYfYVKsIDXFxEy7RZ3XdIuF+ZbL1H5LUpI5sbcCW0EK3fqg4ISFUfSGI630t/9G2SmxiGh1HY9aFMmKVH1uEiWlR/H1D5I6cy1XLMunsGAO57Y+x0B1pwJXfa643xqObCE3M4clc+Yxf9oMgP/WkPFXbTLcK0PhspUGUL2jkf3s6269G3PLLg5/3khb1VbaqrZGeWyRVlJ6lCTbdNytOQp4ZHgUBPitW7uafme3ei4rbqU3WuccIskxm2xHjCLi73QeI9Tkos45pMBQmvwOK95+EhAV4pubKyksmCM8TcdsNv7+QxEqDhcvxZ708sru/VFhXfmZa9ZvUN5zwK7hlC+V0vJm4WWHhdfl2JLqUI4z33IZbXt3Ym7ZRZPzY1pdx5UkXW3JPjSh0/xm0zvEOWzcdt2V5M6ZoSgMgShwjSxQkl5tgt6kqoz7ejRo/WZVP0FIR4LerLzVyNByotUSxRYlvfYbvrGAbEcMnc5jbHrkfvLmZ/LSts3qM6dbNfzqybfRxAjugIBvkA92V/Ota6aM+f1LuyQAtrakH8dVw5NhVuqwrFdDW4uqIva5/Zxt9DF9hpg8xru5LyWTrD5ajQH6RDhkoPowXQdKFIhEFtNAdN5xvPFG2kgv0x8chHjwDw4TWIzL+KSJzh1K6sbAUJ8a16I1qjxhJJhGgvP/hEmKyPGux1gmvdY4BpSmqwS0yIVJJDCbjDEYvINqmxxjLEtNManq5ZEm22oSQowZRp6SFo8mw6oAH0RFsLe/T413xbJ8Qk0ubANaxeAUuf9I659npcx9hnNbn8NkjCHU5MId9KncbGR+Vfaaj+WxAlF0jABlp05S136S876zzJ82g1sWLhz3OMazL9O689c2X/+gEgoHkSc2xsUqRiX5HKCz3R/VUiOt+NAO4amG8/Do3vsAACAASURBVJwlpUep9faIfSPmqMqyRnbvFj3mdeUt/OyXryu908qyRrXvwrwblZeZHDoFCG822xFDkmM2V6/5psrnAuzcLVjVytxnKHOfUaAHYd7e0qMq5Hnl+m+Jz5i/mMKCORQuX0m/s5vtW95S75HhXnPLLpIcs/H1D9LpPEbBvHTV4SBzySWlR9WxLspYpDxufW4Sra7jvLJ7P/tfe5d19z9BtiOG3z/6a+5ZczvfLloi1HwyFlEbFgGQVcIQnW/V+s1R5P8wrPolPd6ox/B8lmi3kFO4dJRubOT4n/vP87n/PA3n6tm09W2mzzBi1AiKyN5e4SWb00Re/MN3fqk0ZjWJfQQNHnVdx7NLgmhicqaR2MGJVNfWk5szhera+uFwcPia5OZMoaGthXVrV4Zzr8exdBvpCFewSdf+UjBZxg5ikvX296nWENljGq/TojPGjgqFwHDhTVJQP0r7VRY6SZOcuJFFMtJLCwyAIdZA35DwfiLbU7yhIQW4I8O7mpgghHSjCp0sWiNePOH9w2ONVWvWB4xOXQICaOQ4Y5kUoAcRgpUVtAHfoKApHHvYMcfBOwyivtAARo2epGCATEe6UgCC4X1kodV4cm1jtcuMZZEV05GmybASV+6iPwMeuHUZT7z6ATVuNw/kLqO+tW8UiFov09F6JsDc1LRRoeT+eWKSl6w8xrhYklIMpL+xlytz87nj8edJSjFQvvNl5q3YQGe7n9SZogXk3NbnRh2bBNZ5KzbQOddPUoqBicbJUftUN9ZG5Wsv1i71EHOePUkp+KTOXEvDkS0sWbEBKUUsX9v7+iamO2LU4kRSAqZOW0GN8xi1XuEV3nznrygMh4xrXCEONhWTY5pAUdH1ChQryxq5Z83tpC5bgbllF0vsw7JnByu3kzVpCtPTjNSc9FFYIFp8OjTTePNfX2P5DVeQ5Jitcqdy0dRwrl4oLzmH6HQdh4I5iu6vuKmY2rID9Du78XQEWAg89OFhFkychD73Sn60PEPVtLSWorzpwoI5qmCquOwAC+cvps45xO7d7xHnsJFjmkBL1X7uuON5nl3/HRzfKqLVdZzdzzRiThvi22tXUzM/xKZnf8qDj/2ON596mpI9O2h12aH0KHXlLeTMs3MKlNYqCCCVRBNSrzVo8IABGBCTToLeFKVuEzR4iDdAqCue3gEPc9LTcR55H21Yoi6yrxYYJos42cfQeQMxE/28X96KbqKfxpN9Ykw8ZE2aQvmud9jfGqPahfKsExXl7IXsknABnZ/5VUGTXI3FeEz4myJoxdpalGcrW3lqTvpIDp1i09a3v3Al8dcyqfG6ON2udERliFiSyWs0GgWSjS7vqBzjhXKOkSYBUoKrDGP2Dnjwh6kUe92eMStgxyo0gmFv2qCNJejzj8siJAucJDj/V3KwErhMcfEYNXrlsZrihkXadcbYcSuNI3OwaXodHRNnYNToxwwpyxCwBNyxwDToEGGukbnUca/FCJsyKXnM7aEml/JOd+0oZ8qkZJVbnZIWHQmQnqv1srFXKvMtl5FmncWyO9apPGlnu18d86mNz9LZ7lfeaMORLbRVbR2zR1aGhKetv5/O9mFwPe87y3nfWUCA66mNz17U+f81bSzvOPL5F5FigLg2MocqwbN858sUH9qhFhNtVVtZuOZW0WMaDs1G5l3TwpJuOaYJUa05upYQizIWceic+J5rXMLrW/f4s2Q7Ymhyfswru/crbxCEDFxhwRxRPDTDyKatb9OhmcZ0q4ZH//Uubrz3ceU1HqzcTknpUeqcQyzMu5G68haKm4qpLGsU7ThhcF04fzHfLlpC3vxMFq6cSq23h/v/4bsULl+JJnSaOucQN977uAr3SmIIWdW8cM2tLMpYpBicZtotTHUNUVnWSFWLm4YjW1j1o2tVLnnJnTcosJ9uFaHkh35yNyV7drD+getUy9DgDBMHd5ymy+XmtpuuHOWRAgpkZShYWqbVpFid5P59PRrBoGbUUnm2LWp/2WsrvdfcOTPwtMYwrWASgzNMeFpjyDFNoOpkn9pf6zdTWdbIkc/aqDwrKobjJ4RGKYGNZ5eEB3vzegfVtaJUfXKmUXmxRoto0akznyY7dSo7d1cxPV8sK+MS3Qpwr3/oP76yY7+QyUKmC9lYYCq91sjHpKB+VEgyXqeN8uhk6FOrMRDwhD3M+HEKdHxDgB+/KT4qzGvwDtIzpKV30KNEwd3B0YVOksYwwWihy+XGpInBS/TnRBLOR5rIXQoPNnJcb3+f0p6VIuu+1gr1fGTrzHgepTUxjmDiLPyNHzM4Q/yYjCeHw6zmZB3nm3oUYFq0RjGWdxBsordNq9Gr/SOpEceyNL2Omoj/GYAp8yezt+ysAPlwCsnQCidaK9DMs2LFhRWdAlIZWo40+ZqtIAV2CA9WAqQsZDq18VkVFgT4+R9f5a3vfI+b//g8DUe2oM9Nonzny+OGgvW5SaTOXKs8YOm1mkwm8KFYgQB67R0kfeV6O8M2UhIusoUmsp9Unl+kNRzZokgfpLVVbSVr7m2U7/lnkmzTiR2cKHKtziHMYWJ8c8su8X+4aCdyYS9J72W+FIRSzMFtb/CDtdmqX7QEwbueZp2FDvh20RIVVl44f7EQPZ+5VuVspQfFNTfR6TxG7e79LJy/WL3WcK5e5UAXrv8W+197lyV33qBUpXJMEwSAO49x472P01a1lUIEyYP0QgN2Db/53QPoujvxtMaQNz+TRRmLAMGyJ9Vv5ELgQ6eI0OUULkUTOq28+fJd7wh+3vB1kRXLJXt2wAyhFCU1ZT/YXc20gkl0agdItFp495NDJOjDUnsTQmj9ZnoHhB6sf0AjqoXxwIAGXaxW9KXGga5/uB0nQW8iEBzEj5Cok2Fn+Xi0oZk5WSLMLdV7TpWeo9/dS+xEDY27R+jIIsLIA/Ex0E+4KMurogXVR09e8B69JDzYOt9pcnOmMDnTiNFiIMk2HaNlODwZ4xEnOjnTiM/tJzdnOLHcoZmmiCouFXN0iMIF6cEC0CeKnPzBwVFyZSOBI5KBJNJMcfGjQGUkm5PJGCM8ZJMoUtLFxKvtY5lBG0vChGGQ95tiiddpL9wHG7Zet0fwho5T4PRlioCkeToCeDoCo67Jl7Gzu/ZwdtceUmJjObO7kTO7G6k/14G3v49mbyenGlsxxcUzO+syZmddxpRJyQpApTcs95f0hhdjVywTxA3d+qAi4o/MmfvTRGg3rtyFoXUYQMvcZ8YsYuqfZ1WhYGnS25QUd/rcJFUVLOkOr1iWr/KukcVLkWNEbmur2kpuZg7ZKTPUtsPVx6LAFSChRXjmsi1F/v9VWWToOZL0QRZxSZMMSZH7RKrVyH07u2t47bkN7NxdpehaZbvNK7v3q3nGY7+G3bvf49VnNlHr7RG5zII5qno2smXl4LY3VJGSrLhNs84iyTGbgF3D7t3viYKl8ha+XbQEEEVqbVVbKSyYo4qG5l1zEyuW3a48Zfk5td4eVUGcY5rA4Y0fkTc/k/2vvSu4ds/Vq0Ke/NUPs/3FR5Sn/Ln/PLEnvdSVt3B440d0FrcRsCVRVHQ9td4eAnYNxU3F6Lo7SbPO4mDZAcVbPq1gEquKcqkt2ceijEXKa7/+of9QeVW56AvYNVy5/lssylhEp3aAfmc3hQVz+JdH7wAESEuvMjJPKtVx/IN+VdQU7ZF6oF+0zUQq6qjo3YBXcRIn6EUIeU5Wusp7a/1mRcMIMHg+RL+7VxFKSG9XKvIEBoMUFV3PbdddyfGGdirLGkfJ6420S8KD9TfFUo3Iu/qa/OEy9iWigbnLx7zpc6hxhYgd9JHkmI27JcT0ZULSbrok1v8qTyDCTgesOBAA+15lAyA8swRLWCrNFC5A8qGYg0bahQp63EEfcSQAYpyAb0iBpzf8vwRwf/CLc1+9bg+4ISlFyC4ZvIP0B4WogM4YS/9oYhUgnOcNVyrrh4YuWNF8MSa9ZHOyjtPNPST0Q1vQS7O3UxVYpZuS6BrjPSPNFBcvwLTHQ/oEs9oGokXGqNFHhWRdZwLctHB6lOycHON804VzLCPtytx8XGfKsVks1LgJa7YKsDW0Aq2jASmuXBQ0tSHIKq4AbMuXqLYKOUGe2FvBFeRHvTd15lqSUgwQBtfx9pPADGEgRnhwV+bOxusVnrrX6+XDd3455nlJbxdGk9BfCjaS9AHEeUaquUgPcizr7K4Je60+1q2do55Lj1Z6mRTMYdvGlykqul7pF0tO4fzVD7PpkftViPXg1nrWrV1NSVhMoQQBck3Oj1W/alHR9Tz36kb+7q711LhCdOzehybDqjzaRRmLaDhXT2HBHDY9+1NAVPkeLDtAYfjYXwl7tEmO2VSWNfLB7moFWAvzbqTYVkxxUzG/sK+jIvyektKjfO9vvqu88IZz9SycN5Ukx2wWXn0LqV0r+MlNN/Gbd96hyfkxB3e9Q86kKdR6e6gsa+S+B2+kpPQoOYVL1TH0O7s53fwqOmMsOYVL+dkvX+euB9epCumFa25Vn/ezX75Ov/v/Uffm4XGVV7rvr0aVqkpSaS4NtgZb1mgZI08yeMAWNgRCGOwkECCkSTiEkJx0+iTpznCb3KTpm/SQnDCEkKZDwCEQDBgSAwbbYAyWsS0PsiVZgzXYmqWSqqSax/PHru+rXZLs9O17bx/ueh4/LlXt2lW1q/Z+v3etd71rlmUlds6N72VNfjG+CQ2puQrzF+YQIkLeiEz9phktTHldSaYUA86EY9PcmJ1VjCh8MxoG/B5CB2bwR/yYdCbqi3LoYJqAC26/Yy3dnhla3unEgEV6H6cZLdRWpdJ2XlksdA/NMDMawbruL1/zPhEAq2ak+wbaCGXOQMdpJoec8seWXX0V/YN9Uuk21PEORdXbPlHiJoCJ1naor6F6cpo1xS6OnlMu5BPxJmWh0AXk1Ij/bJj0OtSJRWnKH19uXFY1/BdC7sOl7PNyqViDWUd22MiwajTbQqH2CP5L0TUwyrISO10DoxJU1y7P4eCJS/O2vdz7UlpiEnVQTZFNtrsIEP347KRMFQMQN2RRs25LSmqibWcoUYO9kqIXkntb/7OzV0edZ8iuvipuafc9DryuzKFUA6XoXzWnJFKdwXaH7KMVoWasy+7+Gv0nX6Rh+32U51ZJcB3zXpI1W/VriL/V9x3+6I8UVW+jPMv2vx1sr+QN7A1E2L7lTkURTMKEQTArIRxyjx0iMJVBdnVMWgkebRmlwuKNO1tV0umMyXabxoarGO04TddwHvdtLeJ3z/9Assq6VSVyYVRaXMYLL7/KXTtv59kDQ3znG49Kt7dOZ4zYkJPyRi0P3nu3IiiqXslRmxbiwArKfu7aeTuABPAHGlfisKQrYqbD43zrRzvl56r8+q30dkTZ8+IrEuiFuvcLt32aKaeLDevs3LXzdnY9/iblDQUSmOu/8R3e+OVXaW4ZZuqDI2QVZCjgeuIDAqNa1u9cyXrg+82/Z9fjb7J+6w1kV2vY8/PdPPD000mj79Y3FvF0u0VRQVcrx2u8TSsHroMitKxbVcKp3cOUNxTgjQWluCnkjGAwK/VVg06PP+JPgGtc2DQb9DCgWq8qTFOZrgPELRH1ysQdVX/tqRFlpnVpqjJTeTboIS0jTTkOz7+uzIRVpYmXNRZTaknn5Mcfc+j514GEXaJ79MpJYI36gv+/K772zeXyTXS2TrGoRLlw6iL5RHRj1FSU0XleubiJk0PYifWEbCw1OGluGZbG+f87Y/euZ9HEemg/dR693yprp0KgI2qJovbq0AcxeSJK20ccoNIyrPOAVzgOjQ3NyH2FvBFlIo0q/ft/l0karHqM0ajstRXMTzBusW8BZsMzyeAd9voluKqZdGG6FUtKqhTxnBwflX93ulx0T0xcFrwFsM0VII1PeBZ8njBuePhzWwB4/KWD8rGFnJjU7Td/Kf0rmKwlJZVhj4NCSzaegE+y56vzlHlwnS6XfP2fPrdXKn/zci30DU6SX5ROUchMp8slj4lYeGRuVVKDxTEl8yHATICi8BIW9ojGmmwatt+XlMK9nHhpLmB+6rYfJm0z5r00bz/q7RcKwdgEyArjepEu/q8EXWFuL15TvJe5wCvuFy5L2ZmVSQYbInUrWCnAtPYDAlMZdHnz0MR6lHFr8WyCsWa1Aq5x9mgYiTHSdoiC2k3kbdnO7l3PsrGwgFHnGepv/w6tr/6M7OqrqLRppHXi+MF9HI4rjNc3rkz4CFdrefqxPTQ13SKfr/Zd//6Pf89NTTXYbSvI27KdPd//a8obCuj2zCSYNolrpdiX2LcgJeMH98m/j574gApLenz84x2y3SZUoJELE7Wxj2Clz+z+g2SpooZ8NK42FjVgUFi3eE3xmeoKsnnhie/S2zLCWd8llpjyk60HA8hJOYojk3JdnHK6JNiW2Cxc8I/Jp+j9VgKuWVIylCyfGEEHyr5CDqWPtTozk7M+ZdHum9AoJhTxEJaJS0z5ct/57iwc+iAhbwS/PtFfe258HPdk4LK+vZ8IBivESmrnJnOGCf9ZJyyG8weGiS4OUFNRJn88Xd48nFMBKjav5NDzr0u16f9XIeov/1G2rKQqPGRrEyAhTOfVaY0SmwV3WLngZ6Qr1n8LsVpPwCeHEYMCuKP45tVWr8QkF4pQJIxRM38fBrMOS+jyqzPRCjQrbRKjSSArwm40zPPoteYYYGL+Pq/Os8tapDem9LCqW3bEe1OHK+wln2QzfE/AR1lxDuMTHtyToSuCqGCsl9tGfb9a7TyrQYqXFopOlys+5UdJE5fZU1ldU8/1sCCAqQFSgFzxzgc5/NEf5axb9eOOq/3znicA9ezBVhoevi4JLEuv/jw1JRXzXvcvgbQItS1pl3dI9kOqa7D/lcAqGGpe7U7cKnMI68i79HJ9EvCDqhUnvr0bcE85GYoLktY3ruTZA0Msc46rFvGbyIzG6G15W7EzbSzGrDESqbKg6zjDEfM4X2zaxLMHhthYWICmyMbhocPovv82G7feIBWznfFZ10JBbLdF2fKFuzi3ZTuxXSOsb1QGnK/b8TllfurLfdStKuOD4RE0sRl64wAKcOuXH2VZ4yEJfkMdipCv/vbvkN3xjgRTdf+tWWPk8NBhZbYrt+CI14rrb/8OvQf3cfzA21Q0FLC+cSV797dz9NweDh8dZd2NM7S80EnDpkq+/d8f5/BHf8QwElPNjz6jKHnjKmrBuL/YtInejqhcPMiFBUqKNbvgKoY63mH8YIzelhEm86vwtQ5ygTHm9v2JtK/BrMePH388IRTyhpnFwwW/W6aFRR1WmcUcFymlIOuwhoCeldWFDDg9dExPy/adhm3FdDUPStYqU83xBOASUz6YwIqBs64pwkHltQec86f0zI1PhMhpoSjNK6BqayHmDBPOiyEpelrfuJJzJwbIra/BlpXCkaeeVEzx/x+GmM6jtj0Tof77ShN8hjreIbdemQ+Ymh5TVmAoF+SQN4LXXo9DH6Sp6RZO9Q8nNUFbUlKxpCQMJgQIZ4eNmDyReVNY1Cb1kLj4J4HrHFN9IXZSg9TlxEwB1yxB7eXBOi2m/LNotEktOlqDmbQMa1KqVTA1AVZFIfOC1o0nx0fpG5ykb3CSsaGZpP7g/KJ08ovSWVZin9d+UxQyJwGhK+xlfMKTZN4gju/cFLB6G3Wot1c/R2wbDXmZiPoZMsxXF1+dZ2ft8hy+e+9NfOtHO7n74U9xzY7rkphpsN1BpzNGb0eUj3a/R19hFn88+DGPv3RQbrfn376HYSQ2z9/YWJNN/8kX5wGi+FukiGcLJqVJy+qaZFvR9oHupHqreiTkQvsU5gXTSzeTW19DTygBpmr2+v9WHP7oj1fcpzolXFeQnTTiTZjdD3W8k8RkBYNVn+OOjtOSxWliPTINfKT5FC3vvsbRc3u4++FPce/X70J33kN5QwEbijYQrl5BlzeP7//493Kx0eXNY0PRBlbffSOHhw5z98Ofkq06ov67vnEl5dVa+k++SF1BNvdtLZKf42e//AXdnhnco1r27m9H33FGmZnaUCDFTv/0Px9WfIAPKCKs5x57gQpLulxIGGtWk7dluwTz3o4okSoLbQcGqFtVwv79b0hXJ1BKEdp8P92eGX63/xD377hTaVPxKSYVdXl5OA6P85MHFUHSkQNv09U8yNG32rDbVjDg9MhuifWNK7n15q+w6/E3CRVoZF0YlAXaUMc7GEYSCuu8LduJVFmwZaWQZrQwM6p8pxK0UhK12NT02DwwE8KnkDec9JjBrMMUNiW1+gDULcqjblWJFC9NOV3c1FSDYdpBic1C18CoFFkJ60QRwh9Zo1VS1sL/WC26Wih0jzzyyBU3+K+IF1752SM2SxpOj5vtG2/Eao6wb38bwYiHisWLCBf5aKjcjM/voG3qY9zTYTYvDdE9fJF1VcVkGzxMd3XRWGPE6O6lb/ACheFejO5egmlL5Ou0vvozNCNunP5eZicvkJ67hKGOd+g//Aq+yVEuDSb+jXV8hGbEzYVTr3JpcBTf5CgZ4XymJ2N4+i6Qb+qT+x/qeIf03CWcGnEw0dqOhikmRicJezXYDMpFPCslFUt0kr6+STTuSS6NOPE5FRnpjD+IPd9M28AYD3/pS0wN93Hu4jR1121lcOgC5ZsWc6HjImlGM6FImAytCXNUhz3fTNCgZYk9C4Ja0oxmAvgJhWJYzFpCvrgjU0j8YHX4oxFCxMAAeqNi6m/UaEgzKqBl1BuYDSneyTqjllR9cq0zqgsr+zMZCWrA7Q5gMWrlawQDQYKBIAH8pBnNfPrT6xjvG2MmDTyzAQos8XmLs1MYNRpMWgOusBeTVgHhWQ3443/rQzFCkTCTgRnCniie2QCe2UDSfOVANEQwqoD8tSuWKe9xzM/FGacyZEFvwKhPALxRr/TuusJeZkM+ZmNavLEY4agfk9ZAWXEOVy/LpjjfzKKrC7m14Squ/ewqGq+rZVPTChoLi7n2s6vYXFzGtqtqyFlyFZM9vTgCAdbUKVqCqeAkt/39k3z/b3/EoqLldPSc5tDrp7CmLaFm5320d1xg7/AJ1m79CvmmPhbXlJFj0rB/72kqMzJY1riEvNqdZKVM0dFzGtt4CHckivfiJPll+ehyzQsqg3W5ZiITygLg9NQxbJY0Hvz6a9TWN8la65uv/Zi2V19jNpzsoWpOzSEy4ZPg3tsRpaPnNKVXlwNKSUaA6kRrO2dee5kv3nMf0z4/makmMlNN9E45yUz9z9X958ZLe94l3PMOVzduo3NimlDvn7Dk1TLe9jKeiXYsebX0TjkJ9f6JC+2v4PM78PkdmFOV2nte7U5SZ9sZpIBQ75/wTLTjmWjnSPMpMtfcSzBtCa2v/oz1jSt5+rE9pBn9ZBtTeOnP77Hx6iZaPzpNzKOncd3NdPScxpxrp+dMO8fbh7m6ZjkXZ07TuKqOVYvrONJ5mMLKUhYVphFNUwChuLAEhx90cfXls8/+gQutvWSmL6Oj5zSXBkcZdk/i8EOOScO4AYaGT6E770FTczWNlWYyC9PIK7RxbDCD8hWZVGy8lwxjmIxwPovKlzIxeIbGm67HNzmKs3eS6z9zF9H+fjx9F/jXXzyFuSSD7mNnuO6qbQQnhxkaniKlOpMLB06zfVM1z/7jv3LrHddhLKoi1TVNtjEFq8nO8q31fPGONYwboCKvEltxCG90mjO9JnAPk78ynx137iCapuGz2+u5qjydf/zX51lStJxf/ezvGRya5vabr6Lr1Gm8Z87jCzjp9sxQXFgij0fFIi1Gdy9Lr/kKp1/8DTaTkQJbGr4QaMNGdJYg4YDSdpOiM6ING4nM6NBH9QQjQaUrIyVCMBJCZ9ASDmjQWYJow0bFgcmYUA+nmkxU2ZXf9fiwi5TqTFL1XjatWw7AYNcMVnuUKbeWqD7IZ65dQ+fFIcLBS4w5vWTprUxO+fHGfKCHUDBMilUhKdqwkf/xN9/90eV+x5+IFHFn6xSlTQU0VG6W921vqpW3vS5/0gpb1Gi/2LSJ3+0/pAgCViF703JiXQTbczDWZM9r4Rl1nsHOCjn83LHAsGv1tl3ePFlLGXWeobLKjGu0Qq5Ixf7HD+7jyO4/sKyxGMN0/OKnQgJPwIfDGaQiN5fxCQ8VublYbYprkcOcSIW+ca6f4eEZTHodzqkAM64AuvMe6QhlSUll3Q1L6W0ZoWN6mor1m+k+8j7ZcQuUQks21hIFUNQMMOSNEA15CanIWjjuxuQhCnP86S1mLR53WBFRmb3zGLJoP1GzY/G4ukZ69qCiWzRrjMnsUZNcRxU1zbQYMKcuO7dOO69/FZJmpna6XMxqlI+krpeK17ekpLJl1SI0RTbsthWXtdwUIPbR7vcwjcKhiUke/twWejui/P65vQzPuPnVkw9x5EByi83qmnqO7n6J/KJ09rz4CmuX51DeoPyGeqe2U16tZec3f6uYOtTfx6VBD+NtL/OtH+2UrzvY/hTGmmxWZSzmLAqTE8z0Sm03xppsHNOdPPD5Z5XxdXFgtVgs9E6cl9sF2x1KX2tm5YKfPVSgwY7Cmn63/xDf/u+P0/O+8lt3TgUosVk4uvslOYj6P8Ng1SlcUFjrhms+izlFhybWQ5d36YIuUO6C65X0bvzcq4wb64vPEmx3MI5SWy3PskHWTjkTFRJZqL372xVD9+pMuj0zVFjSuamphqPn9gAmwtUr5HEot2k4hNKeUl6t5fBQog6pO+/BUBST9VtRYxzqeEey42WNxVRY0ufVJAWrPhp3Wbrr0SfYvetZaR8I8HdPPpv0+T8YHmFjoSJOuutzyti4a1asZ//+N2hquoXDQ4e5Z0ej0rdaFOPouT2UN5Rht62Is83jvPDyq/zgqT9wdPdLOJxn2Lu/nX/44RdkivlIx2lZb7baFROLf3rsKQxWPZ9fVcLxXW9x98Of4unH9gDw4L13U16tZVPBZ6QQKLv6Ko56PqACZAvSkfgxOJTrkgAAIABJREFUe/bAEDvuvk/OlP3qQ0+SFR/ROBv0SLcmQNY9TfGcrUGnJ5S6sLGNmrVKQ//4NRKUzNwygOpsnn++mayCDMImN9VZNxPyHmDWqXgM+4Ia2s77WGLLZ8AZb/3RK4PaQ7ilfeO5mSuPq/tEiJzu31oXA2SdVZhO1FSUyZPGMd2ZVKMVddtebw/l5qVJ+xOuT+3dfegil+9TUk+jX2a+/IESajxA+iCL19i3v41g1lq6j7zPssZiAAId01zwj6H3WzF5IlKEo05FivSkUMqKdpRZTTz1OqeHVC20uap0MR3T04S8EZYWpnOqYxiLWUvdjZ9G33GG1qFJ7MZUsjauV8A3bCRr43qmPjiStE9hSyj2rY7RYOK9iok6UogVnxcrhr4bdHpC7rCS9vUllMeWlFQe/twWpW1kS70UH1VmZPDesMKgBECK47BQulYAqgB3cSKKmrYIITK6Ujz+0kEqMzLIbMyVIg0hMnv0r3YyqMnk97/bJb+fv/7d83z7ttu4pqaUyfwqvvyN/6ZcAI+8D8CnqguTwFfE3F5TdVyuBisWI8u31Cdt0/L4e4wGQ0kiJ/Xz1H/vvPv/wuPxSAcmQBpNiPc0WzApe1rn7q+3I0pHTiZf2qxoDYQvr3qheuj51zHWrMY5FcA82spdjyYcni6XLr5SfVYIjfJqd8q+UXG+33j7E0lzlrdvuVOmgh3TnTRs/XteeOK7ScpgxV4wIYY0jMTY8oW7OPj7F6SrkUhTChGPEBgdPbeH6JiJSJVF1uXqVpWwvnGlbEUB5EgzIYDaULSB8mqtrFULU4byai0f7X4PTZGNcycGSKnOZN2qjdK4QYienn5AGQV39NU2eS43NhRKzccrz/8g6XmOjtPs3d/O3z35LOMH97F//xsYa1YTbD8ua7DC0EG8rogvNm0ir3Yngy8/RV9hFpP736dqayGTmmUUVW/jled/wBebNuEuuF4KocRvY9R5hgOvn5XXtKyN69lx933yPXjt9diyUmhsKEw6xmIxoj5G504MSEMMYb0Y6JjmVP+woiD2hqVTEyR7oCfdl5LocxXmFMKoQh2ia2N21kMoooimZoNKb6wY9i6m9qj7cX0zGrk/MRDeYNZTl6fgx9H2S59skdNAbJrK+ixEVVn4DouRT5AwtFYzWxFqQFW3/GxYcwMtne8TmFp41Jcm1gOQNJZpbqinTABSzVxZVcCkZhmHjx7AoH2HtHQjMc1Sgu3Hsdqj0K9s7wp78Tt1mOIr8VmNYuYvgESAigAwtam+2F49Mi5Db1baRPTJYqigJgXnVICJ6WkMZh39M260U4F5n8ehD3L/jjv5YHhEMt/FTSU4DisLDAG2SwsTI9XyihTBkCUlFSwJ8J0V3SjW+eKqhZyPhIJYhNZgxhVKgGe/dppYVE96hkL9hXJ6S4HCNtVTZyBZ1NOhGs9z9mArgQYb6xtX8uO/fQ5X2Ms///ODuAuux/PcXjpdkNcS5tZfPcpTz+2ipCgdv1PHswcO0zM8g8GiwxKOq5lH3uWamlLKGwoox4XxwIvcVWCCO24AFJOIhXpbWx5/b959goG2PP6evC1AFUgSJgnTiMuB9NzJNw3b7yPfvIjeCcVZRjgyvfnaj5PAde7xEyGAKG/LdtbFVbjeQCRpmszjP/ktS9ZuxozidmUGvPb6eYpiEQspjNUhQFdkg8R0mpbO9ynNK6A0r4DxtpeTelf7T76YlM1qOfAjKqvM8uK/vnElKVnvy20qMyvBpsEbiCgZqeZBNhQlSMXREx/gsKRLJyQys6koTlcY7frNLDOPk119lQSFAadH8RCu3sYTj/6GukV5WO1Rnmn+A//wwy/I3tXRuJPRkcdHpECpblUJvS0j/OKtX/HNH34VR8dpem0rGG3+Gbd+/g4+GB4hq0BhraKuO9TxDo6O03Ks2k9+9iqPP/ojfv7EPm491aLUlKu1uF8Msc48zvP9w6QMHebwENImUQ2uR99q4457fgJtLysOYDXZ0LSZfe++RmmxF0fHaQId0/yOQ3yxCVqdZ3jmx4rjUkyzlPb9Z7n/b+/h6IkPqLOks3f/+7zQfpy6VSVsukfxU1bcrQolmK6vVnqAhavTXV/7KQd//wL2JiUz8NH+96lbVUJ29VU0a4ah/3UpTFKHBFWzHuZcXoQ/8LmZcVLTY8yMRsiyKdeQbvcEFo1WET/Negi5w+jNJmaDbrJsGYpS2EQSuApXKICGTcUym5BlU5zrQt4wF/xjC/bdquMTwWC/9s3lsc7WKbY31dLe3celgcTRE+ngmooyer0KIJablyYNBBBj7AQwi2io3CxXtKAwVsFUuz0zTE8rF6HMzEsYph2EMrOpsKTL7UTaSIQ4CSss6VKSDsj0jrFmtXyeevQSJFv9CdHSaNCH3ZgqW3VELCSqUcflDBYWer4Ia45B+h5r6xrIGTsvWXB9UQ6n+y9KsE9ruJbeY4eoW5yJsWY1H7/5OvfsaMRuW8Ev/v13NGwvR3feQ9/gpFTrqk361bEpV2FKV+rNnHvxF4wXlBaVzMZc1jeuZNfjb3K6/yKP/P4VAP7xofsosSnj3z4+m8wgi3c+yPce+SnRcy3k5VqIVFm4456fsHvXs/I3IFojRHuMOtTAJ2I0GJKCLXH70MSkXDjMZdDChlDMAgUYfPkplt2tDJj2BiJJln5zQVUA4N5/VdijmsGqPXIbtt8n9yF6W/f8wzfnvf+5oa63lldryavdOS9t+9v33+FLm7cx3vaybGURopaNhQXSe3bDNZ/l6O6XWLfjcxz+6I9s33InB3//gnxcbAPz08nCeAGUyTQLZa5E+UikggUIA0kLcbHIVnuX/7llVJ6rlTYNTz+2J8movat5UJ6fyxqLcRwel+dqdWYm5Q0F9LYoQHnuxIBiln/DUtnSIuKZ3X8gO2zk1s/fIQ37xaLwY/dxAC4NeNneVMufW0a5456fyN/wqf5heY69ca5fjkETY+Uq4osAwQbFtUkw9V2Pv8ndD3+K3+0/BChZNNGl0DM8w9LC9Ph3rpzP626slUxesMeYZindR96XC4tY3IdgfeNKucAQFoEiKquUgQSCiORt2c74wX3sefEV1t2wNKn96J8ee0opqTSfkvvu9szIa2/bgQGWFqZzbnw8ib3qNSY02nAywAaSAdcUNsn2GUCyWfG9BlyzBOJlNE1qGAIJ0dO5EwOYNUbKGwroH+zj6PFJyYqnnC7S7fO7OlaUKsY8Z/onmOgNXhZlPxEipz9/+M+PWLQpzKY66DvnZ1GJmQybgQxboi1lNjVxAc40ZOGJ+IkZlQt6ma2Ek6eGWVqex5RmDE1QOZApOoXBOeIX/qngCFOhAFMh5X6/X1mx1OdA1eLNXJy9yFQogIYppkIB1q3ayOKcGRyTIbo9Mwy4jZw81ExdRREjraNU5FXy3p43uO6qbYz29bG0RCtPWqs7gs1kxOVXXtunjRDyRpSCvFGLT6vcNkd1mKM6Zk0x5f5wDE1Y+THNmmL4wrEkUQ+ASWuQAh61gtcV9hKIhtDGNIQiYaaiYWb8M6QZzUxPe8jQKhkC96VeQoEYPm2EaCjG2KyXW9eU44qGGJ6eptwQwuHxMzztJdzXTzQWpirDintigPHRWdKXrGJKl8nQYB/5jdeQWrKIyMQw1lXr0HlGGQn6MUeVH6V9iRm9G/LLEqn6swdbOfVhNykVtcxoUvmHn/6aMfsSbvyrh/m3x5/g8PQEJU1rcKal8tyf3yHNp6fpS9/jV088xrISOzFXG/nV1+A4cohjHZfYfvMOzp/rkCIjAD995GkzaKotoLasmOVpeej6zrE8TU+hKQPHkQFGjvXj7xtgvG8s6V9r5yBW3fyTSn2fuG1fYsbm02EyGFiytDBpe12umelDh4lM+PDTx/Qhpb3B0XocR+tx/PTJbYPtDhytx6VICSAy4eP0Sx/jjkTpdLlYU1fG8fZWFteUSdGOYK5WQwZWQwZnetr56IkfzxM9zRZMkuKOC9nij/V2RJmeVGqHNQ0K+Amx0rTPz56PP2BT/RpCvX8CYNGiAjp6TuMIWVhmHielTAGw5pZhJs6+QUpZARcvtVFp02ArqMOTW0hhuJeZvhgTg2fISpliTK+oZsuzbEz7lBJDYbiXTmcMU9k2JtrP4JgMYbbOYE7NoeXsCSoWL5ICpo6L50jRBVhSvAqfX7kmmFNzOH36Eo7JENqYFcdkiIjPRGVFHadPX+LTm9aRY9KQY1IY1FDKOLPjw0RTlePhGJwhL8tEX98kdzbdwdvHj6CN6KjeuBj/hIfxYRchIjhty6guMXCmfxRNfgppPjBkebCa7BweOozVHaFtYIwllQbWrikiJ8dA2uJFnJ46RqRbx0XnLO5RLR2tk/T2OPhw7x5MngjD09OsKSshszCNk1Mxrrt2MUXV20jPXcKavAj3f/UR/v2ff826L38D/9ke3P4x7n/oXzh/8oAUz13q6+Hox2309jiwuiM0Nd2Cf2QIg0ZHj2OcjKpr6Gs7w45Nm4nYiwh2XGA0NM51a8toOXae6tJ8XK09fObm20iJ9NLtmWGkz4krQ0tqVglnLkb59MZlFBZqcUyGFIBMN+GYDPH6h8coztNjNdnJN/VRufmznBwdojZ3Kf/81AsUFkZx+8dIC+tpPdZNdc21XP/Qd3H2TlJYWcr+N0/xwPd+Seebb9PldlCXl8eocxZdqhZt2Eg45ken1RKNKUCtM2ghgvK3D3RmLWFtwi4RwOMNkaIzMuMPojNo8YXChKNBtBo96ZZUgpoQvhAEp7x0DYwyHYuiyU/h3PmLhCMKXgYjIaKhKNGojhXrqpgYVRzZBLgC2G0W7v3i31xW5PSJYLBf/UF5zD+kw1QUwT+kU2a+1mehZrUApqIIWreFqNVDuXkpvd4eVhfdhGO6M3nEHci6bK+3h/YOJRd/c4NiCvCnk1acUwFyxs4TqbJwc4NdrngnNcvmGXiD0qD9wsuvUlpcxrkTA1JAJMyoH7z37qTP1JGTSWbP+3R7Zohplsp61dzRdHONJ0aDPgxmXZLLk5rdAkmpZDWTFQYUAdcsxWu3sabYRUQ3hi6Sz+sfHuMz166RwgWxYq6sMvPnllEqLOn0D/ZxocUt9yWYtoi8XEuSi5E1xyDrPmNDMyy6fivt+w/IMXxjQzN8qljJEizfUs/Zg63c+Ksn+fqnP01aw7WynumcCjBxvpl/+OEX+M7fPScdokTDuzo1vFCq8+zB1qQapbjvcuG3J3yAxW11ynb5lnpOuC4mve7x9lZMo4nt1c873q681uqaBEufaxahfr4IddpbbC9M00GpSS4qtswbG6cOUWt1TPjltBu1wcRCaWEhBgS4butDdA33yMfnpnXVbWlzmTUo7PeZuLhvQ9EGOnIyWWpQGKoY2ZgbdzYDJU0o6opDHe/IeaeCsR5pPkVEN8aGNUoKXjDVbJWQqaXzffn6DZWbZRmossosz9/1jSvnPbe9u4/emVQCHdOSsS0zj8tzApQUcG5VI8MnP6Tw6muxZaWwsbAg3pOqHKcNRRs4cuBt1m+9gQ+GRwi2K+w0pToT3XkP3liQC/4xalZWyRpo3aoSYkNOCmo3SZcuw0iMJ595mmUldqU0ET/fb2qqof727wBK50P/YB/RMWVx7I0FZa1SpFUrbRq+/+PfMzXiksPA/RE/Ddsq6WoelIy0t2WE1qFJyWabmm6RwighzBL1VzGSzj0Z4qa/3kFR9TY5iBwS2Z/y+OADYfcIMNJ2CE1RIgsiaq/f//HvZU1bLaAaPReR2QPdeaVHdXbWI3tYs2yJzyQIhdCALFSDBWRPq9p0QjhAfe17X+GZnz4v7RLFftVOUSJdXGKzcO7iNKGoj3S7ToJrKDNbiln3Hxz6ZNdgtW4LpiKPHE9XWZ9FYCqD0uIMsjMrqamI11nNBew70qbUa82Kh/Fx9lJuXirBWaSS27v75EmqXTSC15WYhaqJ9WAenYa4U1DneS+xoRhsRRbmhXpYnEApQ5mQmS3BdXYmqBjlmy1yhqE6qienCVVfRVfLMBsLC+iozwRWYmxtB5Cgop6YE/JGlJQxwaT66mz860uLr4UEqC6/oTqpdhpwKbN1lpXYua82g91tp+PH08V3vrwZALtNOZnESbVvf5tiX2FJT7L9yg4bISU5Rd03mCyGck+GyOs4gz6uENZ3nMFuTIWw0ps6xnwfX5ESzRk7j3XkXWUgQiGMFiu12Z/9471A/GIem6Y4DkASMOMmTXPNK64UAtz9dgUE1eArgFYAoHwtlcn+2YOtrN5Sz3FaFRCtiT9QozDDqoJCzh8YTtqehJkUfrsCpstrFktwEine3iknm+oTvZD55kW0D2Qr/sKQBK5q4RIooCpsD7t2PSEBVQ2uc1PxAlwrbRryanfSNdxDXUG2VOsKG8TxtpcREpG5qXw1aJfXZHP/jjv5/e92MfqZdCaHZuieXoQtK5F3mWhtl74iGynAalNAOyfWJUs6IrUb0Y1xacBL57IY4137pIub3RZl1OkFTlFZVUD/+AjWfKWL4OaGAibzl+EaieFwKuDqmO6U4Cr2D9ByqJO6vLw48B1nr9PDTU01Sf69a4pddGVtRd9xhkimhT0vHpGLSU2sh8NDh4lVr5ALCxEVlnR68VC3qoQ6FPA79Pzr1K0qkanVZ3b/AYCbgKNv90gHtaWF6RhrVrOxsEDOiIXEAn/veeW6cVNT/Me3Kl2KnXptK7h/x5089dwuppwuVpYWYqzZCrEeSmyWuONUDxVxO0JRk92//w0lNVqtpZyV9B7cR4UlnV2Pv8lH7f28dfQDbmnagqPjNIaRxIi2/sE+aFZESnXOEuy2Fdz/3XtgJEHWBLHoPvI+935dmV27rLGYtgMD/ODLj7J3/62KEr11ElPYxNKcdKUbpAjWo6TbBdDNBj2yPQbAoE0lFFWuS6FIGAN6WYMd8CenxXtUg1NEyvnoiQ8UsZMzTMjthtREbXUWj5y2AwoREVGzsgrioCom8ajr2wvFJ4LB/tOj22L79rexqESZCbuoxMz7r46zpMEqa7ACQM0ZJllbAQV4vS6/HG1nKoosqCoGpBCqd0YBien4heC+rUWyhtM/PsK5OaKwlkOdMv0w4wqQnpEiLRDzi9IZG5qRCl+hnhVWf+om8bmhrk+JaG4Zlitl8f6C7ccl8w15I9K7VNQv3KNavPZ6Js43S5AttGTzrR/tlDUskQ14ZVcHVnuU0uIyyRRETeTgiUvkF6XTNTAq67Fz68EL1Xfn3q+ux27KzUmqv6rBTQ2S08Yw1aQm1TkhmW2KEKxRzSSvxGAFa1QzyNU1yj4E6xTgIdho1VblJOs872W6eYLMxlxZbwIkWyobnmK2QEkdiYt56dWf59yIg031RVdknyIuB5xz2a+IQxOT5OVayAzqsS02cM2O63BMdyYpg9UhgBWUGtmm+iIuDXpYVGzhUOtQ0sBxdU0Y5quUL8eMxci8j3a/xzU7riOvdiffe+SnZGZekvXP47ve4gf//pwUKqWNKK10LZ3vJ7Xoidc40nyKVRnKokTUFoUmQnwXAmTU4ysBXtnVQcM2ZZEkrg+BqQxZwhFqYFGLjWmWcvL9vZRqM6U2ots9kaQW7Rmekep8fceZJCV/U9Mt/PrPv8E3o+Hzn1qN3baCX//5N/zVVx7g6IkPOPpWG2lGK7VbSySr/PjN1/n2lx9MGl4uaqsCnB/4+q1Jx+V4eyuaIptU8grQO3digFP9w6QZrdQX5dA6NCkzYfd/9x6O73qL8QkP2RvyWLdqI0/8y2/42t98JanGC4rf8Ru//Kr0T37k23/DC098lz1vnOX+794jF2ZieELLu6+xo3YTj790kLXLc2gbcUmGnSx6Yp6aWR2BjmnOjY/LYy3rsHHPX+nGFP8+jDWrOblvLyZdQqw01/hhLosVf0siEyc1sy43626vpat5kLDJLSfkpFRncvStNslma6tU5CJORqz26BUZ7CcCYNVexKD0xZZoMvnCo7/m+afuky5OgoUKEFaHAFi1ihiSB7WL9JIAUGGCXVllTlIgizRT/2BfYvhunLGK9KXwuHVPhiSYnu6/iNZgThpRJkIAr2JEn0pB7aYFj4VIRYmTbG6Ii8lCY/ueePQ3pKVZpE9pcWyaj93HWWtVnK5mCyYlsxcpM3HhWZWxmBOuixx9uwdrjkGCrDouB7BXirkip7mpWwGWmiJljJtgm+rUqxpAxWOXSwGrwXyh1O1CIdLBzx5QaqRFITP2m4yU5hVI0Jprsi9UtouKE3Uf9bg3YF67DCTAU4QasBZafKitJm2LDXJhAMg03PrGlfMsE9X7FgrhUIFGtrkIQdPcmJsSXsjPeCGGrP7/o93v0WPTcsc9P5EqWPE+1aFeQFyz47oFbR/F+z++6y0pQhHpOTELVYhu1jeu5PCxt+W1QHsxRS6UQOlEaLj+Nmn3p07fAlIBLBT26ljWqChJlzUWS3D22uvpfO9t1t1eKxW76tmuouVEjEjrah5kdiZIWrpRTnipzswkUmWh/dR5fvvsfg5/9EeO73qLzM/dydCLv5MtN0JkpBYFCUAGRailThGLBYJgY+L1RSofYOc3/4qWfc/y9GN76BoY5fY71ia1JAqx59cf+Z80//xf+NErb1Nis0gmL45DbUEGA7Fp2s775Ai6rz70JBuus1NaXCZn0L7w8qsSmMT7EaAnQjDwc5fGqVuUl/AmjouaRGuNEDqRovSm1m4tkazy3KXxJG/huQCrfs2pERekwj07Gnl+d3PShJ66VSXs3d/O7KyHWFRP41ob7lEtY0MzLGmwyt/fJx5g/+nRbTFxse9sTQwkK9FkEl0ckMo7QLIxwXZBad0RDFgw3LmsVdwv+mbVA90BCTTqEH2SuVWNRM+1yHSueki6mq2pTQ0g2RBBtNukZKRJlnklJXBZsXJhFxJ/9XsadZ6RK3ZRexasvfO8Vz7Wed5LZZVZqjDFxQdISpnrIvlJtcCPdr9HQe0mWYO5UqitCOfeX1acQzWpfxFcTaNKi0rL4+8l1TbVauLLxdxaqToEsxTK9BJNJqblmiSmo2adYuC4MGVYiH1eCTDnsjrx2eams22LDfPqsatrlLqvmPpzudAU2egf7KNEk2ACc8FJxKAmU2ZJtm+5E1CUywJYRXtNXUH2gqD/l+JygPiLl3uxZaWQW1+jTJcCvvONb/KTB7+AWWPk7oc/BSCZq+jJVO9DPfXmhZdfJZSZzVJnFE2RjcoqM/v2t8l+Vd15D9p85ffccP1t0pwelPMlw94NgGu0QmZ+upoHqc7MZPXdN3J811t4Y0FO9Q/LC6z6QixMIs6dGJB1S0CaOnQ1D3L/jjvl/ZvuSZgtCMYmFvMCxJ/Z/QcJiDc11cia7NFze1hXd6s0qBApZvHaTz7zNLffsVZ+tmd2/0G+z6kRFyurFUAVHQMOfVACxrnxcUq1mVLlfPT4JCF3mF89+ZDMcIharOhrFYzvwXvvlqlrd8H1BNofp/O8VwI8IHUcDfHB8OphA2IRA0iTHBHqoegCSAVrBGT9FZCMVa0kFqnfdLtuXttMmtEi67mABGVh1g+JNPC6G2s5+labXBBJwyAUtfCK0lwJqqDUYdtPnb+iivgTAbBf++bymDqN0z/Yx6ISMzUVZezbr9Rc1QMB5jLZmooyfvZv73PzJuVLVDM0XSRfgow6BDgB0txCbUoh2njUwKo2NhAMVkx88caCdA2MJplFCLBV97KK2yLUICvSzIIFi8fUq6WFmHvU6pGtSkDSZ1YDqQDXqNUj0+0iWyBGulVtLaTzvJejb/fQ73VTarZe1qtXHXMZvThOc1tX1CCrro1WbS28bIoz6fm6syyPLOeE6yK9Lcp3+tktayU4CbZ6wnURSGZN6iHci4otipNSHFRFzAVQUEAUkGlbNcNWp27VQGo3GiSAqsflLXQ7ujiA9qJyBRiITUvwdF5MMFd1qMF5bn/wXAFSebVWtv+I1HV5lo3fvv8Om+rXKM858OJ/CFCvFGoWG9z6eQ61HgNgqcHJc4+9wPoHH0piZAu1aAlmLrI7YqKLEOKs2/E5Oj78CZ3nvTK7dFNTDesbV/I//sdT3H7H2qRrhzqd33nemyRmAoWhiNRnc8uwLMWIOmeXNy/pvtc/PEbNyirJnkU69fB7o4ozW45BpnpBqVWe6Z9giSlfGiqMOs/Q2zLCsYEx6hZnSsMKQE7DUU+7EcdgVOU4p2at6rSn0G1Io/t4CNYtWNu9X7+L3/zk19x+x1r27m/npqYaCRruUa2sGa+ru5UPhkc4+f5e6vLyZB9vmT1VuqCBIgD98d8+R35ROvdtVdixOB/FdsLlStSg54ZwYAp5w+BDmvJL8I0zflBYrmCykBgdN3cebMgbZmVpIRf8Y9LnGBL1VpGed0+GsNfpaLj+Ng49/zpNTbfwzO4/UFuVKr+/6rUmdJF8eZzE9dg9qr2i0cQnAmDVNVh1D5u6LitCMaRAMl2hMhYK4nLzUvrHR6TSWJ0iFvdr3coXFZjKICVLEdeU5hXw55ZRuUoWB2+u6leAbF5u4gfsjQUxa4yyJqMOZWi5kqJQPzYbdGPRaEnJSMPkibC4qYR1qzbKle+p/mEKDVZcYa+8cAgFc0p1Jjc32OXiAxKMVCw2bilblsT+9+1vY3tTbdJCQ907rF5wrLWuliwCEhcaUOpQ4nOpQ83qPQEfW1YtmtebOrcuqimycfTtHvJyLZQ3FMg0tbigzE0pipirrrVYkn0ezWYTXq9yPITxggg1WIoQF/gTrouktCjgNzdFK+rCatZ5pRAp77k15LnPNy3X4D+bOAf7Rn2ytqoOAbxzZ9uWx6egiBDpYAGs3kBEujGVZ9mkiAnmD664HCOdu83cx9S3905kJKmId9x9H7t3Pct9W4vkiEnhXlSeZZPMFRITe1KyXEnZJPVFDRIuSWrbQeEUpLYr7G0ZQZvvp+H62wBQrbimAAAgAElEQVTkMPNuz0zSHNW9+9vla1VnZsoZvmKISDBupHDuxAAX/GP8t5u/kgQqm+75DM0twzQ2FCax5z1vnKV2awkVlnT5Gur9n+of5ttfflD2tq5vXMkLL7/KurpbKY5Ny3NBbeWp7nO969En+PkX76GsOIeP+vqlI9HfPfksb/zyq1J5LNiiYGyAnAqk7pcVbkbXlJXyUXs/WQUZ3L9DyXyMOs/QP9gnyY5Y5GxvqpULGfV3IZis+L4hseA70nyKF99UrifqmisBJIiKlLz6fYnPJxn5JSV9LMZtdrsnEqIokPtThqX7pIpYzXoBVpYWyuyFAPKwyY1v3Ego6mPdjbVUWNJ58c3j7Pz0Yi4NeP//VYP96g/KY4KBiVYcSMyG/fOhAVaU5uIe1WK1R5NAZSFWFrUqB3iu2EmEUCC2vPsaoAw0fuHlV4HESSwY7MT55qTnltgsSaxVPbO0dWiSaMiL1mBWVGozQdCESM1N2GwJybndqHgKv/7hMfR+q1QjijTLyY/HJZP1eKPSHjBscvOZa9fIOqxIc4tFiHtUywX/mFS4CRFUwzbbvLYn8VxdJF/Wr2oqyjh/YFjWruZ61YoLuDAbcMbdotTHKeSNUHj1tWRmXuLOwrp5aVzBLiurzFLoIkLUN0UINa06RBpXhPDbnRtj3ks0//xfkliSWFkL0BNAOm0M440FqY0fZ1HfjOjGJLtUh5pp/kcem5sSVm/XN+qTrKB/sI+MS4pQYy7Iqp8HkHHJSmZjLqsyFlO880HG216WKuEN13xWGlws5KakZq1XAtKF4nK1WTEQQKSFBbgK4BFzZA0jydcc9UzUpx/bI78DSLBZxR9YSQHv/fluvvWjnUlpTUg2QehtGZHtMn/1lQdoefc11tXdmqT8FWlfkXUB5tUD79nRKPetVtnXrSrh6Ns93PTXOyQDfX53M7/6l4ek0Ovpx/bIFDMkhFXCe5dUqFx3A+bRVroGRnno/gfmHQ/1ggkSWZifPPgFmSUas04x0xfh219/kLwt22l99Wf0toxwul85z0SbimC59379Limg+mj3e7x0rJu6RXmSfYvv4YGv3yrtFtWhFvvFhpxcs+O6JIvIZ376PD/7x3tlml8MZ8+wd+MaraC8Wss3fvi08n1uqpxnylOxfjPGqY8T+pegR7brTDldrLuxFt15Dx/19WPQpmLS66RBhQixvQixD7XdYlqaRTLZX7zwb4lh7nFG3LCpkpZ3Ovn8bavl4uoz165JykzccXc13/7eO59sgP3aN5fHBChq3ZYk28N9+9twj2qpXmuSYCrYLSBZL5BUX+342E/DNtuCwqfszMqkk1OklS4NeCktLpOMQIgV1D+A6swry7LF6nTTPZ+RPX4i/SxWqItKzLJuqu7xBaX16OXdF+XKS806A1MZso1h7iJD/X/esu20vPsa7lGtrAGJeoJ7VMsdd1fT6+2RbVHquuylAS87ajdJ55m5xy5tJIdld38tqY1kIbBrH+iWYho1YAJ/sQVlIZYpQs2yREpRsD5QjP6FsGpuyLTuHNZ4uRAstDN/msqxTPz2BLipAbRvVLkQlNmVtLnzYkiCo/r2fyQW2l7UccX96h5DYSrfE7Kx1OBkwzWfpXfKmaQMVgOrYK0LCZdELCRcutJzhBBJHQJo79taJEFTnRkSiz8h1lG7FKlDtNy8sqtDqlNFylYIntQAcPTtHoY9Dq5em4d7VItZY+Ss75K8MAaz1koRociUZFdfJdX7wu9XPVhd7W4kgGtZiR2rPSpfI1JloWVfL5hC/PLHD0gTfEDWH2/98qNypqqatQJye/dkiG/9aKcE1lHnGSnEEmr29Y0r+cYPn5Zp21u//ChHd79EqEDDb37yax66/wH5PLFgEExwbl1WZN4AKVCCxOCU5pZhTu7by+dvWy1TviKDcvDEJZY0WGVaWQwMEAPcRejOe4hUWWRqHZBG+yIE65S12HhIy0QffPPRr8r+1bl1WsFS1Sll0UerZqugpIirMzP5qK8ffJCWYcWv98vXW3djrbzm11al0vyxk1U3LKGreVAqiY8enyQ1N8Znb6nkiV+c/WQ7Ob359q8eEa5MmqARp8eNwaTn42ZlBRZ0a8gt1mMw6aWAKSc/FceYjwybgaql6/D5HUyHpsg0ZHHy1DBGawyzSfncudnJoNhx8RyuaSdu/xgR3Zh0jHJo06nNW6OMp7LOkJNjIDaj5eTpIYpXXIslZxG4hwkRwaBJgIY3FpT3hYhg1hgxGTwcersHsz1M6wduvNFpnJ4BMmwGairKyDRkSUXvOAlv1fCslp2fuYrhLhdGa4xgxIMuJ0DMGMKgi1KxeBFLy/MQ4/0MJj2drVNk2Ay89s4FUjVGTr3RBlG90o6Tr2H0tJugW0PQrcFqj6K3RiizlZCbnYkn4qezdYpVy8vJzc5Ea5/hw5MXaFy9jNzsTPrHRxgenuTkqWHCfWGKcvPZd/gVjr3/NtFT7fQ6jtPeuh+vPofhiVGiRi+e0AxluWWkl5SzzL6EXFs2UaMXs0WP2aLHMeHHbNHjCc1wcXicCdcUHR/uYuBPBxg82iydjo4e+piJg/2c+rCb7uYLzLZcpLVzEO/FScb7xtC7Qe+GNLsBU4YO4/Iwi0zphK0QtoK+UYM3J0CoKEIkomd4Ykw5xpeZ62AahUilDVNpgPA4aNJNTA7MYrdZCMfV/zZNKkOjQfLSTAzEpnHhpzQtjUxrAhRNGToFBGf9mDISv5OB2DQ2TaJ2LbYRrx22gs2nk59rcirEiC/IxZiXiF5DVmUuzPqpWpOFYzKE3bYCp78Xw0iM2nWb2LpuC23DY5Rn2eicmKauIJunD+yjND/RZ2t09yaBpxh9Z6zJlq5Pulxz0v1iO3Gf+jFdrlnWDE+NOMjSKZ9ned1Gauqv4g97fkuKI4rTHcYWizA9BpWrisk2pmBLz2R2fJj8Ui1TM51YspfScbqZ/FIt5yeDTIUCeMemGZ8eZHIoTGTSj9UexRxOwZWh5Zql2+k+dgZvdJo/vXOe7etvZnC0h5Iqs1IjrdnEOyePow0b0eSncM+nb+TY3oPoc1NxhBfx1muvY3RH2bJxGd6xC9TmraFgzXY0I26GUsbp7XGQUxxmXVUxI/FRdSNTHjQ6A7ORMLds3kl5eSWbblpGalYJR95uZok1m3x7NeXllQyljHPtjdtZWVFAyJ3PHx/7F0pzlyrDDPxQsVEZm3fi3Vd44P94kuL1W+lzOTi29yCO8Q6K86qwmuwMpYyzbMVa8u3l1K8s5EjzKeoqiqjeupmVFQW886snSMsr5aOuEWyhGd47eRLstfR2d1NiszA44yTPYuHaaysoXprFyfP9DE24KLClEUJxnNO7NXRFJkkPLGbcANE0BVynPjiCPwZVlfm89u4ZUnw6hme9TLgD5GWkUVa1iLxCZZDBjpt38PKLr5Nm9DPSOsp1V21j5OIpPO4oXYMDWP3K+L1uzwy5GHD5Q0w5XYRDEULBMNFQlCp7tuKw5A3JvldpM57hwznmJiXFiD5q4EvfuhtnVy8uf4iJyTBTThc2S5rsm00zWtBHDfhm/RAGwpBmsRJL8zLljuLzByAMMWvCQ31FkV35fQzOEPJGWLe6krR0P77+AMWletrO+zCHU1i0rpjpfj93334LK1d/6pPt5NS0pSgmmJpQ+mrdFpZHlkuWEl2spCI3rLmBf/37l1l3w9IkQYM6RE1W7Qqlnq5TWWVOcoQR/XFiVSvqBBHdmGTRpcVlTC/dzPRLCxfpQWEwbSMu6bDiHjuUpFhVvz9R+xTMU6TD1SlymF8nVQuX1Mx1IdZft6qE1z88xhJTPu7JEF/8piIAEqYIiSELSojMwJUGKuzb38aZ/gmsjsToN9G+I+rSgk1ef0PDPBHLXFGQEAMt5HK0kKJ2oVSrYH2XFQX9BxmrOrUrhEcLqXbV26nTteJ1F3J8gsT7HljA+7hEk0mPTStdv2xZKfJ/Uf++b+sGTrguyvYtMQVm3Y7PJaWDBXs91HqMTfVrsI68+x+qp/6lVPFCjwvmWlS9TaqSRRpYTHiZ+uAIDn2Qe79+Fy3vvsZdO29PYnjqHlBACn3+/TdPy9KQCMEGRQpY9LGqp8YEOqYlMxOOYHtefIXsDXkEOqZxT4bI3pAnWYq6NjnXoxgSvefP7P6DHH0mWuGEo5NIUz//fDP33KOklUWrnPqYHWk+xauvfMztd6yVfuZiyMIjX7iDlIw0yc5Li8t4/vlmVlYXJvXDiu8C4KfP7ZUDRG79/B28ca6f3tb9rMkv5nT/Rak4hvj4uBMf8MWmTTx7YAhAeqe3HOrklz9+QDo4iWMxlwWL4yO81zWxHhyHx+l2T7DuxlpimqWyhUekx7uaB+UoPHU6Xj01ByDNaOXZN/7E0d0v8Yvf/puslYKiHgYSCmJgXX0OZ/onyHdnyX0CdA2MkpKRprBYkpXG6nqraNERIXtuHWHW3V5Ly6FOyYAbtlXKXum6vDxZqizNK7hiivgTwWCbu594ZKTfRW/XDMGIB6NWUcq2vjXIVbcvoufQFCu3lnLy1DAzHaNE8gI4Z5xSUSsYanZmJW1TH6NPj8l6bE6+cgSXFK/Cao4wPj3IxJSTi0M9GEzKAY34TGQblTrbKUc36YHFuP1jXLw0gd4aYdXycior6oiF/Ay39sx9+3hjQaYn/Sy6ulCuKjW+LmyWNPrHR7BZlBpI//gITo+bUCCMJ+KnNK+Ak6eGWbW8HL01QsXiRbimA5TmFeD0xBVyJj1Oj5vO1imCEQ8Gkx5dTgB9eowyWwmeuHx9IdbvjU5jt1nomBzHnp5ObyhCX/uAZFH2ejNRq4cyWwlTmjFG+l3cvO3TdFw8x5LiVbScPcHJU8MEIx75nrdvvJG+k4N4ZgNSSSwGmo9PzxAKxHAEAjgCAVyDU8y2XJT+vjZfgs357QrTE8wwnDxZCmb9DMSmsY+lMjkV4oLXTV6aicmpkGR53W4fmnhXlylDhylDh82n7NO0XEPQFCB1sQH/2RhtIy7y0uL1+sUBNK5ELUYwy8lMC7Y8P7GMCLpIPtFMF/0nZilNS0t6a2oWatOkYtOkYsrQKUDv09GB8r6sOuW96N3K5z0eK8GblU/U5CeaamZJjh1beia29Ew06cpv0BGyYErVs7GwgM5xJ6ZUPb3d3ejdGrSLlOO3sqKAmb4YlZs/S990OyWLa6m6eg2n+yckuAJsqa7l3Mk3yDFpJOuMTPjkP7g8WxWhZq3q25CouWbp/BSGe3H4IT13CbOTF6hYpOWsWzluvoFL7Pzvn2O8ax8ObTpnegeoLs3nePswercGc4mFQ386jWsiQJ5HR/2aCn7+Ty9QZs2ke9BLYaoVbXU61aWKyl+oxw0aHftOn8c94qdjuI/bvvQFLhw4Td2qEiZsS9D0DXPr5+/gyIG30Ziht8eBzWRkJOjnW1/6NBdae7GZFA1F3aoSzh6/xHj/LK0t/eRiYMfNO3DbcnCOXuSDoydZvrmEjUW1FBbGR9t9eIwUe4jB8fNMdfsZGp7inju/gNVkx+0f4+iHxwhna3hrz8c0rK2it0Px5HVd9LNq1XVcnL1ImWaxMmt6/162bL8DT4aTqVAAnd+HLT2TtLCeylXFhNz5dPScZtGiAno7onS5ugiUl/Hgd/8Bu0HH4GgPQynj1OcArjDTk348aHD2zeIr0Evv9JSok5A7n4szp7mvaTneNDtlmsW4xwYJRH3s3/MRRrOOlOpMavPW0Nvbic1kJO/qazhz8jR4wlx31TZaj51D5xmlujSfoCvA5qZqlq1Yi9l1gWxjCvU1m/BkOAl0TGMzGXn1nRZsJiPX/7fbSTP6cWVoKYlY6J+YwmDWEw1FWbn9Rh77P3/I6bPthGNhdJoU0tJT8fh8xIgSjoWxGMyEtQogj/e7KSAbhz5Icamec21jOFxutAazMhw9rimNxqLSyziIlnAoQkqKEV8kgEGnT/I4DnnDGDL0uEf8yjD3qBZSwD3iZ+pSP55ZHwW2NLoHvWgjYfTWCDfd8NBlGewnAmD3HvyfjyyzL2FpeR4TU056u2awjpvY0LiSrjd60BfpqGxYRaUmj6LcfGrySokUzBIKKAdaAKzP7yDTkIVrOkAoEJYpZZslDZ/fwb79bTIdXFNRhs2Shs2ShmMyREqWi6UlWcRmtLj9Y3IFGfGZOL7vIidnzYy37ef7j72AxdpKa+sYBo2O8oYC8gptOJ2z5MbAHe7Eao7Q3t0nwW94eJKJKad8P7nZmTLtWlmfxfDwJBWLF0l2Kp7ndfnpnDAwPaCgSIbNQG/XDFOXIli0KZw8NUxOfipRq4eYMUSZrYRgxEPj6mVcGh8nlJmNzu/D6k+ja2CUa1cswTnjxIUfF34cYz6mLkXQWyP4JpQf2ZMvHEAf0OK39SK+E0/ET8XiRQwPT7Lv1XM0Nd3C2TOtElg9AR+zppgcJuDQB4n5gsyEI9iXmBXAi4NppNJG98g0mVaFcapTqOpwXgxR6rdIIM5LM0mGKoz2I0FFnFRQlELfqAJqQ4Uz2OvN+M/GSF1swOvyo3HpJbgCaFz65HTtJT02n450fQytNQfNYBhTtx/DkJ40+3w172SmhVnfFDZNKgOxaSayVtDrs5I9M4VhTTZDw1MEll/FeG42U6nZVK2oIy2vlLGwj9z6Ghr0eZSkl3CpuJpLg14cIQuOkIULY3r+F3XvHR3XfZ7rPtM7MAUdGPQOEGATCRaRokiJkqhCVatYLnFJ4sQ+sZM4/URObnxT7kk5krsV+9qOLUWNlEmJpEixgJ0EUYjey6BN730G54/NvQnQsnPXWXfdpbvXwhoAA+zp+7e/732/59XqlPi9CUacfgk3WBgOEKtuYz6oZT6oxVJqpnjLfnyxOCH3BBljKRfPvMXejnsZv/ITkqYanB8eh4HzWEIxaUHMuGJrWsHAmuvERfTOTfyduAiHi+/jgymhHWxVxBlPmVlJCe/Z+M1x6uwCn3YmFEa2Mk57czFDPZdYGMmgzBdYwJcmR3nknvWU1VoJ3PSS31FCQUTB1VkHTlkYmz2H69cneerhjZy9Po1/OUx/9yShnBa6r12n9O5SRsacaBRq6rbfQ0GRnCpZOadv3CDpjaLIL0VfnmD+2hAAKTKU6IyM+4XWn8GQxbkgdJsKSswcPTlIWi2nbOfdPL9vD6dv3MC7MMXnnt2C1uVB22oVKmOr8DhX5v24wgl2dTzG8XPdrISzbNxVzetHThPJ9fPI7g42bW0kaipi/+4mLl7qJhxfpsjczih6qtstVMnKefXNXzA26SKZzjI5OcKe9fejyfoZvuhh8+Y9vHb0JH1jDjJFpbTk1zI03kM4vsz2bRs4ev4cCkeIf3n1x5RvK8HT6aR3egmHy09Gp6A638RiMo61fCOTY2N4F6bwm+vRZCZ5ZHcHHt8I7//sPHprXHoO7r2/gWjWR1anZ+xqL93TC9y3rxVvcpGwM07hhkIqcirwM0oyLCO8GOPC4DTt7XY21BXzb/92mJFxH0n3AnJ3CnlTDiN9TqrzTRiLsvznq2dob7dz9pc9TPh8WM25JKMpsitZ5vtGMNtMBCIhFHI5phwdoVAEc66JZDJFq72ABX8Ak96ARqEmk0iS1CsJhSJMjQYhR0FGJSMtTwsjO6EMCp0cRVZOKiysB0lZSsDbArF4QgoMQCUssNlUFrPBhNcfQKGSo0VLLB4nFk/QWGTDE4oxvxCg0W6jvrGSibHF3wj7/1gssG/99JWXxEoJhIVk1h9i0DWDvkXOSm4Goz7D4XdvsuFAOz1eYcZOpVWSSqQlrVCsFBcW3NICunpLZiLMzUTZdlc9g2NTUnU2O+di87pqAMJZN7UVVmqrC2ioa0VvDGJp70AfmMClUDB3800aazvoujqMzx0nVqzEptYQzfro2Fcjpfrk2yxcuTQr6cDNdVX4I2HMBpMEudBrZdSV28m3WRgcm6KjfR9GfQazwcTCgpu5mSiKeIzeaRd3tQuQ6WAgJbXFlcYM0UCcdEiOMmcFX8pLOiTnRrfQAq7JK2LrllIUagPKihy8qQSVhTKCAWGhamizsnldtVT9phJp1rcXkVeoo8pcweDYFI21HSx6prEHq1iKZbC3yrjwQS+ebJqYPENMniGtlktjOgX5BgxaBcYcDWq9gvKIdm11GopTHFZJemPa+KvapHYJlKVClbr6f7W5CuKBLPMlQWbCScrL9JL2aTEKOqxZpmNi2UdOhZxUIr1mvvTOylO8LXHBdntTLDqDLISiBGQruEkzbqhlATOlsgAzKz7BJIOXykIZcmMeuSEZebYMEWUufu8MBSVmrg0uYLNXAgLofmh8ipmQ0JGILrvonfEw4vSTDfrwexNodbfaYLcu76+xs5y+vQjGXXMsOCYx5AnoTHuJie5FD5WFpeTk19BabOOV7/+S7R2bybe3YVRrUK8MSQuqWLnC2kX2N+mrv26hHfGvEHJPSAurVRFnmy2Btup+Qu4JFGEYGu/BqC2iwmSipKGS1w69S5HZQH1jJZfPTRCIp6gyWohmfThGg8iaN1JvSOPOXSHsjGMMZ5gc96DTaqmvzmdiTqjIV7JKCmV+PPEYs6PLlClziMkzFBuWiU0nmJwcoXBDITpllOHucaaHFnn6iWcYmRxkdGaJInMu7ngchUqOrFDD5LiHsUkX/d2T/PYnP8O5K1ewJQNUVzfgXRDMh2+f6CKZzqLM19FUWchP37yEIpolaNcTGA7R2NpMfHEemR4KSszICjWsyGqJLk8w51iiJaUm44pRubGaOccSmqpi6moseIZ6aNtQQlVBK92D/QTiKcxaNdXVDWiqirl8vYfuwX4a7TZqLDZqK+R0e8bwphI8sruDi5e6eWR3B5Z8GWYT1LdvxatyUxBRYMnREoinCMRTVJgNXD93HeUt3VhhKObp/c387JX3SOkCFBWXCsk5fUuU6IwceHIX6tJG9jZXksjGaG+2U2RupyKnAu/CFJPjHiK5fmryiigoMdPUvJNsWYz3Xr/BpRujrCsu4vHHn2Bas0jcFSHjjvPM408zOTlCMizjxede4PUjp1FqNSizKqHSVEI2lcWaL0A+PKEYqUwanVZLMplCo1GTTKaIrYA8o0ChkguZrKyQlmdAKSTqpKJpIWkHUGkgeyvRK5VMCwuoXEjh0WjUhJIRFFk52VsTGmm5UO5mU1nScuEYnMykiMVvcwSSyIl4Y1iLc3G4/GjKTVQWyjh48Csfbw32s5+tW7lzzOTRqnpmVnyS/jIRFwwqj+0UhuMbGoUDwEdlRa4mFona5Goohagn3pnQIeql4oyXqGOuhjbcqffeua2+fXGWT9R8Rd6xzdLAtfmja1y8q53Rq8dq7BX6X3FEr55lFed9V5OpxMc+0uclvCSXGJ/GouwaUMXqea6mrVrmZqJ0Xl5iQ2WJhD8TdYbAUh2LA2cZWAxImozIYw7bYms0WXFbNnqledzVoy7iWIqonYp662q986M02IHFAKUp/Rqt884ZVVH39M+m1mAGA/Yw4SW5NAIi6qBJq6BR1flGkZWaJR1PnIcWQx9EjU3MQ5WtjLMiq0U51Eu6qV3SS8VNHF8C1vz+111/p+76UX9rtmp46pOf4WzfVZrcPl598xd86svPA/CTl39Ok8UiUZLgN2usvykQ4DchC0W3sriJQITqJjm/+6Vvs6GpBL1MLY2wXZ1Z5g9+69Mceu0tKZP4wL7mNdoerNVBjUVZLl9zs6W8THK4iu59cX8XTx2TkmFWu4tXu2UL8g3IC+MMDMckLVC8LZErLM5gi5quCBkQNdbVr7s4PiOSiMTbEklMIKBMD717E5VecRvMD5w6fJMXPv1JybV859xu57yA6RRdzKI++4P/43use6CJ0UsOCaoB8M9//QbLRi//8Me/DbCGfDU5lOXiqWOkmwQQxNe/8gf807/9PqOXHCQCIb70uS/yTy9/l7r8/DVa9IF9zZKePRYJ0nViRAqUT1ls0piRXqZm+94HJCf0ZNciF6amJQ5yptHA6CUH+Y3bpNzpzz31HJ3zndI+xLByiTH8EfOpKoWSVDiNtfg2XSsYSAh5rgiIRHEeXxqvuUVqAj7STYxGmL2d8UekmVfReez1B6TXazUDWaVQrkEvev0BCYYxEV/++OfBHj788ku5ZhXBQIr6xkpGZudpbBXamTUtOqILckxKHeVleilnUaxYxfbv6mxId9ghtYYBIpm4VElGMnGpDSvmxcbiHswGE8dPDpDMRJA50gSIU99YCUBDXSuLnmnqyu2MDEdx97rIqzYxMhwlnHXjj4SpKduMXpfHxUvdNDUUSK3njGKZfJuFWNwjtY01igQWlRWX17/GoBQMpKgsqyKa9eFZjlFZVkVTQwHowlI7/Eb3AnqtjFQiLWm2Vy7NUlwhPFZRVxYX53gmiXnFSOvmCkyWJPpcLZOjQaymMvxBPzK7lVHHDOvbi9BrZZhNGtTGFQLEaWizEg3EqU7W8Z2fvMXUQpBltZ+UJ4Exo5TawomsgrRajjK1glqpwqNMEpNnqDJaiBljWIJrBdagIUyAOEXiQTUUF9rF8tTtKjMUl5y14uWBrVvwJt1ChSsUhGsyWi9Muak0CC3pNwdHCaVlqOrSJHKTVJZVEciV49HV4dXZqCzwYTWVIW+6i+iyizybcAbrN9eDzEprTStzZU0YCvMZGp/CpopImcB+b4J4PBetTkk2v2jN4hiPZdDqlMRjt6Ei8VhmzZdWp1zzBay5zG9rxlCYT3uZio69T/LUg/uYJcrCkIPJsX4Mhfm8+5MfUbf9Hk6/9UtiCh8eRxCDVkHDwS9TX78F56mzv5YX/FG6q7itzpC9E11Yt+tTzCzPS05hEDTXQu0UFy9109fnoKbAtga8kkzGGZgYISbPsHNnHbJCDZfPTbBzZx1Jb5RAPEUiEMJusZIiQ7/TiXnFiL2jjJU8teTmNJmUDMzMsz2FC+wAACAASURBVP6Bet4/1Ik3k+DRB1txLgTIuOPs2/co3oUp+p1O1ucVItMLbWGZ3crBjgO8f6iT6nwTZq2aGX8EhUrO/LKXex5o4tThm2hMSsLuFI6lccxaNcdPDbFj62b6LvTQ1LyTJX8vZ3/ZgyamIN3Ujs1eSVOFClmhhsBNL1pVhJh7iZV5P9dnFthYXIw7d0XydjinQzz0dCvvH7rCYjqHsVO9PPR0K8EpYWTnw7cu4HEEKcvJUGRu59i5EwQHHdjMRjSeLKNLyzgWQuzd3caFN09j31hCY3kpemOQuYSNmHsJu72YEf8KWZOM3/qD/04iMYO9xIQuNMj66kq2PvuHjB4/xYXhXhrtNkyb8lD5POjTGh77wtPE3Eu0FGwhHF/m7C97sOutqPUK6hsrWewTnHpigIlRW4TLIaAfL50bY0d9Jd5MAndc6EBMTbmxRgLI9OAI+qm0K1jsW2Lfvkc5feMGVUYLzkiEbEqQpkQdVLyUvldBOpUhdqsOjMQjtJcW4YxEiMXjlClzcKaDglaaEQxNCpV8LSIxIVSvqUwaRVaOMxhBo1FL1XAyI2THplOZ2/cjlZVaxtkVwXGcTmVIylIYZHqS8iSeZIzG3EI+/3tf+/hXsMCvEJu6TvglbJe9Qi+hqlY7X1e7cMUFQXQOi5XtxUvda5zDmxrukVJmVrtvAanSXD1nW2q6X8o9FAe+xcHqO9FZogNX5J6uxjTeOccqLoLibR8/OSCBzFc/xpE+L73TLp55tEF6zKufL5GTKVanq6v3t342JJ3Zi3N7xqIsA8Mx0tow7ZX5pCw2qnNiHDk7Iw1P30l8GroSlwhWd2bCimlCoptYREtqIxnu3fzRaTJTSzGabln4xIpThD2IFdDq+wsC+1N02W4pC7Ay72fMUg8IbsijJwd5qKkEWamZQ+/epGTjTrbcisETz8x9tcJ7wjJ+BhAoVbC2ovx/Y7uzCs1vu13N1Kr8Ek1JnFMVZ1kt42e46sj9lX2t5vrmtzVz8bvfBm7PN4qEoOX5IHsfWyel0IgLpNipEbdfV82Km3id6BIeT5nZ3baF+aETgFC59r39j9Jsd3ZZy/a9D9A53ymxgZ9/+gnpsyS+r8W50dUV4OrwDEB6PCJpCJDyUkWSmu1u4XUTGb9HTw5KYIifvnlJcIsOLbChqYTWzRVSNSrG0t15G5omC5ffHmBHc6XkPgak9zLczm6G27g+EdzgGeqRCFMXTx3DXdjIyOVjWM25EmjC0+nkwFef4icv/5xPffl5fvLyz9dwjwGe/+a3cH54nIunjklJXJ3zndxderc03TAWCXLz2BBf+twXpePR5FBWqrCLzO18+9Xv0/rgI8hWxqVKFJBY0CJ4X9NkkdjIons5vCSne2iBP/jm70ozwWKXQMy8BQGsI2aqFql1yFs3MXnt5JpqT3yOVwclrHYii5SmO7fVFa24tdoL6J5eoOPBFrpOjEi3k4pmBHex+D93JPCs5kuv3lZXrqvdzCLQYvXvQKhqRRyjNq0lFAhjLc5lccH78a5gf/ny91+a9YcIL8mpb6zEH/STV6jj/MAMj91fJ2mzTQ0FJDMR6srtUvWab7Pgj4Slqg4EDVelVXLm9A1CQWEx8rhT6I1Baso203n1mFTJ5tsskklq2rmIRpHAZmlgXUsToWCcFXkEe0WWnp45SitDHDpyjlAwTv91QW8TXaAANVv3YLfkEYt7mHE4WJn3k1dtoqZsMxOTw6zIIzTXVVFbXUBN2WZKSuREMnH8kTD+SJjN66oZXQzTXK9jpM8rPSarqYy0M405DyZHgwQDKYKBFOElOWrjCkVmA73TLg7et0EyUKUSac69v8REfBl5Wo1Zq0ZtXEFmt9I/PEskmkKlAWPchE4p6NIW0wpPPPEwQ7P9jPR5JQd2XbmdI1cHqM7NI7qSRK1XoNYrSEazJKNZrEV66VKtV6AMyyiwaiEpp6xQL1Wc4mynrtmGbzFMJilUoG6vsLimm9pR5sVYyVPTqNJglukoMGklp65HVwcIFWFpTgJCcbw6YSHwpAzMTAxgKpRTs3UP/d0DGPLsRBUuAje9eBU1RJS5LAw5yAZ9LPYO4lwIEFLkrak2P2pzDV8SZqD/i81s1aypSvPbmqUqtLKwVPoKuSfoXvRw/YMPuHDlMj2v/YCZvhESWTWelAH71jZslcXYKot54tHHaG5bz8zyPO1lKuwlJgqdMboH+wEEF25WgcGgJkWGg088TduGEklDFS/1urw1GiuAXzmHcko4NtypzU4OZXHeWvPEtnDIPcF4ysy61l0YFz9Abwyi1+URCsaxlJh4/chpjOEM9cVG5peSJLIxzh4b5zOffRy7JUEmaSSa9REJZwnEUxRuKKSjsYzzoxPoY2rUeoV0EHzoC0+gC/iY7HMz649QW5KDMizDtCkPRTTJnvX3MxuaRZMV2tVjky5Bky1WEnUnMWvVRFIrWE0anAsB3r3ciabEhDGckdi9tq3b6D92gTAyFgbmaa0tpmFzGfXV+fROLxGMJwm4QzTabQTiKSptORi0CgLxFDqtli8+9wIbm9ehCEP/+GUq9I2cPPkun/3yIxTIc1GoHTz43DOUlVSgC/jonV6iLCcDRS3YS0zEFD72rL+fSK6f652TLLlDRG9eYT7azz+/9jZXzxyj2zOGYjjCiRvXcKR82NQaPjjaRzyb4cUXtnDxUjd6Y5BSez7rqytJhQs5efJdfNEs+dXV7CptYWBiBHXlZlThZcb9QaoKWrn+4QC//ydPEl328Z2fHUKn1XLlwjg2XQ56mZqIcoWo0sZir3BSJzqwP/fcA3QHF1jJU+NfDvOlFz5N79gA9h3F6HRBbEkFZq0atzdOJJrCG4lTnFThjsfxOILs3Cl8hm1qDX5zPcsjE6wguHwVckETFfXS7EoWg0qPzqhBo1ETiKeIxROU1RVgSyqYWnKTlmdIy4UZWoVOLmiwCUF3tZpzJcdwIJ4iFIoQicXQaYUCJJlJIU8oWNFk1wAtYpkEJrWRWDwuuYxVCiUmvYGsMolKA8RUJOVJdFotf/SHf/LxrmD33Vu6crnPjS5HIGNEA3EJjyjqcWIFKm6injk4NkWp6X4u9x9agwEEJL1SrBTFvwOh4hSRX3fG1a1OpFnN8O2fk0lnYg9vKlrD4BS3w+evSqn3q7GLIIT0Pry7gsmgjoc3Fa3hJK+umMXrRdawqKWKleenvvw8l6+fWxP6mxjySYjEpq3CG2gyqGOw+zaLV6TZiNWE+NyORYJU58R+BZMo3i+xeyBGZYmVCQi5myDoZhNdYSkft7A0B2NRlqX+DEWtCqlykRfGqSyrkjI463wC7eraSgVmq0bSO4vM7QzlrQWEuFaF1Yub2JoVvxe3/92K9E4ddPX3+W3N1Kr80oIjVqGrwfbi/OeMP0J+4zb0S31Ei9qou2ctV3l325Y1lCXj4gf8+NQ89XqnRBFq3VzB5txy/tsrr/Odb3+Jv/3TnwDwV3//Kf7oj74rIfDgdiX7qS8/L6EE/6tYuY/SX8VtxL8iMWTFn8XHK2quq98DIs3ozrzWsUiQy+8P0PFgi0TyuRO6D0IyzZ30ITGgW6VXULf9Hmke2FiUlYhMqysjvUwtdVeMeSqJb8uKii0VhURXktK+xfSb7ukFlDItObkaKswG+p1O/uD5z9M538nlt4XPpFKvZV2FlX6nE5PaIEW+LQ6c5cpNtzSTL26rI/EUwxGpWl8dBCDO24vZqj975T0O/t2/8NZP/1Kq2sU8VUCaHxZfl4uXupnsWpS6BmK8Zd7KKDZLg8QsFiv8O2enX33zF2uodNWbiiVspEh6Wj2fvLoKFjtLYidBMRwhupIk7E4xFQlJz6XYdWiyWLgwOI3KJpx4qmNZSVe+s/oUoRIqo6C/mnKFLkEoFKHVXsDozBLrHmiSKmFRD7+T/qSS66RYQFGT1aa1xDNxTCaDlNAjzsaK+bMgsInHF4K3wwRuBbyL5Ki0NiyECiQEDrI3kvp4V7Cnz3z3pbu2FFJVZESRl6C+qIY8fQGFlXIunHLjGPdyd0ULfuXcGr31+MkBiitMBHx+zDkW8vJU5NsskrYpunGLK0yotEoCPj9bt5QyMemS/r6hrpWum9elRJ1IJk5thZXlOQV5eSoySSMNda1Mj/lY7FuicEMhdYYcfvC98+hyUviDfvxBPw/tvxe7vRiDXIFLoaAmr4hpxxTmHAtWV4z6nbsp1yvY2XE366sr6emZIxPT0lDXytBsP3qtjOIKE9mojfNXe7lwY5rdu+wkvLmc7RsjFJahT2vw4KNcryDkXMBWVU5TZSGLfUvM+COsq81FbVwhGEhhNZWx2LeEVWnEl47QXpmPS6EgNp1Ama9juMdLMp2VNKx4Jom8KMj49TTjN32oihL4I2FMqiJm51wSdWdgOIa5yCs5ovVFaUpqtOzf9SBGu4/9lXehUcUJ2vVkdXpisxGMBXKSYRkqmYJIOEtb824qciqYCYVprWmlO62RtEe3XsecI0rvjAfv9NKaL1HDFCtF8WdxW61z/u9s4kJq39qGoTAfQ2E+W+t0dOx9kua29VL16c1qGemZ5OKZKwwf/hH95y8yd/0aUaWNmVAYRX4pjQcewlZZTE7rep549DEqC0tReQek0Zb4zXGuX/w5nV1j9Lz2A37xxhl2tlv46U8v8e6VU0yPCmznJ//sb1h87zShrlme/fODhPuWudo1gjylRJ9VELvlfgzEU9jSai5f7+He+xs4e7iblqqyNe5h8VJcSFdXuatdw0dduXizWi5enkRnNeG5JbmWpCcJzb1PqV04gew+ehNPUkE06+OxP3+ZLQUZ7HaBWnT2cqfgocgrQhHNsmf9/ZQVNBKOLxPN+kiGZcJBLJOmrFKJUp2gyNzOvMbJwY4DlJRksak19AzOotGomRkcIKQJU7zOLjiGx8aw2XMwhjNk3HFJG1zQVuH2ClShgZERNBo1JQodMr3QZlao5NRvK2MmrEaZFyPqTvKlT74ouYZjKYgvzjMy5iS9IkehVpGTq8GsVRMMZGgtsOEe8mMuS0EoTiCbwrkQoL6xkpqte+h+d4BHHmxhaLwHm1rDkYv9tO+pZaTPyY515RSZ29FUFaMIgyVfRsQlnDR2BxdIT1ynpWAL9h2NmNRx9h/8CrNzA9y94xlSqiyj3T1sqBNOyL/5r++gTauoua+FspIKNtQVk6eVMZew8fYPDtNUWYg3lWDP1ipS4UIujnSiC/jovHyJsoJGvAtTyJty6O9dZNueGmxN6zGp47Q/ci8xhY/PPfcAOmsFMfcSi31LxFbgqYefYl7jJDZ964TWoMM95Gc2GSEQT6HPKnAngyizKqwmDTMewQmer9NRnm9GU7OFqqYmdrZbuHxuQnjfRoToTkl7VYE1P5dILAZpaKnOY2rJjUIupyDXgM1sZKhrmjAyvKO3Nd7WggKcXoHgpFDJIZOlvtCCMyFE4Jn0BqJx4TOg0aiJxtIgEyrn2IpQzSpUQgUcSwn7iMWFOdlUVpAFxMo3q0yijOjQGTVkEkn+5C/++8e7ghXTdET9cnBsCvmsBu06GV0nbp3h3yJnJLy5kq4ppjqI22pnMazVKhvarFiyu7jcf0jSN8VovNUZf5VlVVL1eqRrCZXPQ++0C2XcSDCQQKdSUluSI+kIIp+yQmahcW+JVDGL7t1nH7pLOrNcXS2L0Xii8090MU87F+k64V+TRyjyVlef+a/WRAa7h9dUzSKY+uHdFZJOOzAco6VRR8pyu0oR97naXSxW8aszdMWfRcax+Pytvm7oSpzRmSWSMmGR0ioVtOytwNPppCDfwPa9D3BuYfHXVpZmq0Zy5tbrnVJMmbr5rv/H1ehHuXVXa5+ihihWYoCkKYrs3Dtva/U+79RR79xW7yNveVjSRF/49Cf5p5e/y3e+/SUAjv7zCf778Z+zZ10Hz1U2sOn393D0n09w4GvC/ep65TRP/vv3+MojT0ppRK+8/iFf+8bTHP3nE4wEAnztG09LkYwiQ/voyUHJVdxglknXN9dVfWQU4K8D9sNtMpNYEYka7mp/gvi5ef7pJ+gaObMm+vDoyUFsaTUdD9SSUSwzGdRJAeQ7qiolXa7CbJByVcX3892ld3Px1DGJ1DQaLaD//V+ycWvBr4Ssr/5MiAB+0a1sS6uZjvnQKrSS21jcNwiAGHXzXVJl/MUvH+Rnr7y3xgcgVkl3ffJBzv708BoSkajtnjz5LhPxZQrDVgryDQz5fLQ06tZ0sOoMObz2zjV+78+/sIa3vH3bBsLF9/HWT/9SIh5NDmX57k9+RsveCj69Twg7WP07xXCE6k3Fko4pPi5Ro2174uv0vf2PUpycmCyUaTRIYeuA5GAW/2+11io+PpGDLGrBcJtw5fUHqDPmSxWvFJI+66NSb2Q6Gqa13CI9Z62bK3j7rSsARFayklYKt+H83kVBjxWdw+MLQWpLciTd3rsYENjBmdtGO0CYc7WtAvmrDVKKmUh0EsPZV3OH4bbmKlaoYjeopVHH5T639LdbH3qMK+8dRqVXrokD/NhrsD/89795qbhCqDZDOg/pkDD7qtIqOT8ww66OFkyWJKlEmhV5RII2LM8p0FgDKHUJxs4LVZdXtszo9TCe5Rjb7qqXZkI9yzGmUi521O4n4PMz7E5idcVoan2AcHwZc46F3JAMWY4WpS7B+eEID28qIpM0orCZkBtbKFMG8an87Opo4fIxYYA+6Y0is1sJxbykp9KY2+6hpKaJD6+e4/ef/AKllSFSS1ZmHA6mHVPUVhcgy9vKhrpiOi9fIqlcZtEzTTQQlx5XKBKlslCGR56DIh6TqC6XJkexKo1MxJfJL85Dp4zSPzzLYzu3cLZvjCKzAceo0I62Ko2459OojcIB01JXRE1eETa1hsW+JTJuYbg8mvWRstiwaNLoc7UsLLglsIQ/EpZ+tlTsxTPUw9YtpSwsuFHkJbh6dhGlMcM7JybY1dFCU3MZmnI9u9sraGwQzqAV0STyphx6Z1eIxzLol/pIGQuxWOZoy4OowoVWL7Se6g1pvMlFbGoNpZUhFGoBvrB6M1s1a6pYrU4paZZi1SnqnmLVKVaOIfcEl7oWcJHk5OtHuHGli0vvvc9C0ChVyHX3bJD0T1tlMQ/dd4DmtvXkqpxYFXG8WS1Nbh8uRy8x9xJ9M6MsD9zg5HvdRC/30t6k4cPDZ7jngSacCwEWfD7+8SffwryiYPDsGcqbqzhy7AYloSUefGEXrx29zrY9LVTmmiXYQ/f5MQoqY3i754nOurEfaEY94GT77/wZitwe1ncUotflMTTbT0f7PpLKZTIxLUlvlKWUk73NlXSNnOH7v+jic888S9fN65SpS9n21T/EGRz9SBfxuEpHcEpwoDaYZUw5JqTFVfQsTEwOc6N7gY7WgxS2N1GeF0RpzKBRJDAbTExMunBbDLQUbOGpJ9u52T9GQYmZwWsedMooyoiGPLOehs1leFMJPI4ggXiKdXvb0AV8FJSYWexbYnJyhIbNZTgXArQ176b76AmKS3IlOpm9Qs/gNQ/5K3Dd4aVg4w6aKoRFr3d6CbNW0NwKrFrmfQGMJh1zy2GeePYgpw+9S4oM3XOL2DvKQGYl41pA3XwX/e+dp2/ejdvrY8kfwGY2MtnnJhJNsTguhLZv3FXNhz1jOCMR9t31kIBKfPFhbpwcxKhQMZuM8Hd/9QIGeQP945cx51iwqTVMdi1SmptDZX4tjRoNC4kAY5Eg66srUYcnWV9didbl4c3Xr+NYGueZx5/mroNf5PoHb3H3Y1+lsKEZIv3Y1BrmF7y0Ne9Gk/VzbXCBr332EYnytOmBr9B/41021BXjcwuGK0uJCUuJiZaCLSwOnKV9dzU+9wouRy9GbRFvvHaYg0/uwZJTjybr5+L1OUKZNEpfmt37DvDDXxwh7HGw88H9AvXJnMe2Bj3tzXbKaq3s2riPt46eRqHSULZtFzprGYasG2PDVlThZRaTcQLxFBS1MNU3jCkvh7Z7HyC8sIBGoSYSEirLtDyDQa1nRZUlmUzhDEZIq9MUGAyM+4XjmlKhIpQM33YF37pEddv5SwKIJyQJJRKLYc41UW+zsBALkIqmJfeyeLtGmwz5LWObWSt4Vm4MuTDpDVJ1a4sGqGs0YF4xUqIzsoQbeVr9GzXYj8UCe/jwyy+lEmkJgp9vs/Cjd3pRJuQY4yacCwHimSTFFSbEv7tyaZatW0ols1NKFyCVSFNfVCPRjAAJdTgx6UIRj+FwDuNSKKgz5DAwuszk5Aj5K/Dh6TE++ZWD6I1BzAaTQHTKutm6fhs6awUPb7KSyMYYvOZgYcxHWbGZ+QUvu198jIlTPcjsVhan/JjUcTbUFTN1w4EzOkRtdQGl9nzmHEs8tP9eenrmyE0X0j91nIWRDKFIVALt59ssmA0maqsLuDKdkCpYAH/Qz/RsjAKDAavSSMYdZ912C1VFRgavebAqjYw5opi1aoxFWYbcTkJhGVvW12OyJAkvBXGMBolmfdQ3VuJcCBDIlUsLuNVURm2FVUI4il0Acezn0ju9BHLlTA3OUNgiOBe9cxkq2x7g5sURHnmognDWTUEuJJMBSnJ3MHZVmCEMKevRL/VhtCdR5uvYc/d6dAEfDY161MoQppUF8pUyGhr11JcYpdGnTExLRJn7K4vonYvputZdkoGoNTuItup+jIsfMOWY4MTxTvoH3CxcPMdM3wghRR7ZoE9anMVWrmgoUnkHWNe6i5llgdWqH+gnMjXBhdFFJk99SDIzy9E3jvPitu0sJAJ0Hhvla195lr2721APOPnS97/HmV8coiYg55EvP4jRpECZWGbfJz9L7w8OUbKlSlo4xe/rt9XgV86hCQsL35FjN9i2pwXX/Cxub4r7f+8v6L5yhBQ3sFka0Ovy8PhG8EfCLHqmWZdZh6kqxczNIDVKJXOD0ygLZWzd9SSy2Cj5NgumcjuLEz0kBz0U3/NpIq7BNS1iT1wAvHuGeoiaBGiyHg9Ds/2SqTDfZiE9laasLSWZ+cwGEzZLAz09czSW30NFTgXzoRNUlNaCeYnaCitzt2LEtnU8THV1A+H4Mi0FW4jk+jnYcYCLI514UwlsasGQtG/fo5w8dAFrtYzrHw5I1Y9zQQjA6Oxd4PHPvsCR/+wkrZbz+NZthOPL9F+fIRBPUaIz4o7HMWvV5DbuIDA7wzsnj/Hvf/N3gKD3dp6/SmAhhn9ploKNO0gOXmP3vgP0jg0IEAStBoczgssfIKWSYzUJnYxo1od5xci9u5sJTYzQPbzE9LUx9h1owjHuZTkUpdHezqtv/oIt64VjUP/1GVJk2L3vANVNcmbcWvou9LCzfS+DZ8/gCPix24s5P9BN68Ya2pp38+qbv8Dpvc5i3xLL89fwT7pp21BC1FREZXsj1y4fwh/08+BzzxCcWqF//DLrWpr44N3/oDwvSOXm3+X6xZ/T1LxTIkgBaNurCE4JJ91GbRHVTXK6rg7TdXWYpakpRvqWCWfSPPpgKyN9ywz3D/GZFz9JdXUDWZMMl6OXR3bVkwoXcvn8VQpKzFw+fxVPLM3GB+7He+4ibu8MO3fW8fT+Zm6GTTy+dRunLl4g5lqi/K49OMYHiLmWqDAbcHvjJDNCCzYbzGK06gSwRAK0SjXpVFoa0QklI+i0GiEc4BaZKRVOCyD/W4Y8RVZYcNUyGTVFVgLxFGl5Bo1COOkSx3EUOmEEx2rOJZkRDJ+RaEqAS6SEtjNKiIRiwgiQEpyRCAGfjEA8hTsep8powYOPr/+3v/p4L7Bjg0deutG9wMSki9rqAo6fHOCu9nxyzSquTMwTCssoyFPhWY5RXCGkyBidWromZ6mtLmDauUhduR2X1y9psD96p5cdGyulWVilMUNeoY7N66qZGpzBH/SjNq7wyMFmuiZnee5TGyRNKS9PhcedYuv6bXh8I+jxoNfloTcG+fD6LAqdBoNWmL80qePkr8DilF9qpVjyZfSHlqnJK+LssXEsOfWE48ukwoWE48uE48voLBkeeegBksplaso2c+jIOSYmXeTrdzDjcBByLkguYRBavBtbcqVEnPrGSno7l3HPp9E0WVDm6ygypkiGZdQ3VvLY/XUEgz78QT+5ZhXFFSbqt+9n7OIoNnuCM90LlFTmkdXpUcRjnO0bI+yNoNfKcHn91JXbOT8cwTcjuJlDOSYGu4f59FNbWJwOUF9Ug9KYYV1ZFeYiL1cuzZJXqJOSfdavr6OyXkZzWz65xnm2b6siHXFh0aTJaEdR5IawqKyYDSZJ9xZnm0V0JPkt7GvOQWc1YVXEWRm9zJwjiv/0e/Sfv4h8fJCZvhGuDAjzoXnuZZwqQSsMF99HTn4NuSondTUWKtsbSTd3sLVOh73EhL3EhD4wgWOuj7k3Oxm9cZn3X/sPXnxkM7849COqzw7xtb//Mz77wm/THI5grshw89ocX/niY9x//2Z6Xr/C1ie3ofd7cX04TcmWKrrPj9F77l0+8XsH6D4/Rv22Guz2Yi68eRqlJkD3+TFC1jl2P7KX7vNjPPfS36J2T5NxxbjnC3/Fj156hcpcMzJ5CNeH02z9zB6OHLvBg89/ghxLhO6jNykih1dfOwG6MB3t+5g6M4X35jL2/CqOdPZSfVcF73zQS9KjxOha4rIvws0P53j7RBcfnrtJbctd/OfL/wNNfS15WhlHXbmMRbV4s1rWte6is2sMfWCC3HQhibCN645Z6kuMwojbzevIjXk4fQ4qSmv5xitv4VvRorNWUJ4X5OzlTqZSLvKUNuYcS2xdv42um9elTsxUyoUm62faMcVUykWdIYfXj5ymo1GoaEXKUyTXj77CQGw6wcZd1YQXY1wcnKNwQyGymRVMSh0mdZzqxkKUvjQqa4TLx8aZdrmIydMEUxlS0QwzDg/luijeUILBxfOSdhc253HvZisTcx7yG7fR+95RagpsnLhxTTom/d1fGhM5/gAAIABJREFUvcC7xy+h0iqJpeO8+NQL6GJLWMqKheqxqphrF3rpuLcevz/E8YtD1O+tYnd7Jd/5wSHa9j9AfVsdA8e7GVrwMePxcG24B2c2TPd715lNRrh6vZdP/J/fYunkUcqbq1jX0sScY4luzxjGcAZFwTqpMv/Ozw6xMDqPSR0nN12IUp3AnGOhb2aU2dAsNXlFdF6+hD/oJ5M08svOd3hkdwcb9j/H22fe5uSJi5Lj+duvfp94YRT13DSnF2bReLLUFxvxh9PMJiNEoil6BqdJIWfR62fH1s0A1Nnl2O3F/OyV9zh6/jIzDg9TM36Ktu7kE7t2UmEy0djazMbmdZw8dIEj53vwzk3zwO//EV2njhEKJoktOzCadJKhLJ1KS85hVa6SZDRFMpnClKMjEAlhUOlRqORUmA3MzwaIZRK0VxSRVMnRaNToTFrSK3IMKi0ahZpYKI41P1c4QQr60SjUaBQCuSkSihGLJwRnslaDTqulwmwglgJ5Wk0yk5LGdsS5WqlSVsnpaMuTUntivgRLkRAao/zjv8Be7PzpS8lMhFyzCpfXTzCQorjCxORokLva89GswsGKoyNJbYJgIMXEpEtaFEDgEjfWdqBVucm3WZiMjksHchEGsa6liXUtTSSVyywsuLGayjh7bJyYUWjFem4FGReG1CRNUYZPLVDeXIVel8eZruvI02oKNxSSccdpa97NgLOHwdEQ6VCcvqv9rGiTPLK7gw9HRsm448xrnHhTCTRZP0Xmdto2lEgjRJmYljnHEv6gn/37WviHl9/BaBLACOIZe3hJjiPoxxOL4EtH6Ght5fD5q/jSws+uJTfba6s52zeGVWnEuRBgqM/NmCOKy51GoxJa5JpkgmjWRzCQoqxQWFib63XkFer41KNPkVQuS8hEl9dPntLG1i2l5NssrATlaOVJiRctoiBLSuR4ZcsY5Brqyu0ojRlSiTSz8+PS+JMYeqDSCpGDMVcWtVyP2WBiMjqOLKmWFtZ8m0XCTTqd/UxMDlNhzfJh1wDeVAJkVhT5pdjslSjyS9nTvplscxUP3XeAQu0UeVqZhPMLuSdQLa5I1WeovxeTOs7pn53n7KlOXty2nR/+36epqDDz9T9+hvfPdfHgvZtYX11J9/kxjAUhLLEwF6bcPPPiXpR+L0XkULP/txg6fISSLVUUkYNzapk8Yw6+fIFh/MhffYPec+9S3ixocDePCYuta36WiWUfj7z4DeaOvMem5x9HX7uRM//6Kpuef5zvf+vf2dJaRWl+IW9cHeC5P/xbfL4bJEMX0evyKG+uIuOKMTq9hLlUhlGfoWtylryIDvuBZs6d7OXBg1U4Z+OMLwTRFWcZ7vFKyDyzVs3k5Ajj/iBf/7Nv4qBYqtRFfbpj75OkieBy9BKOL/PI7g6Wpq28f+YdLEEjO/Zvwx12UJJXiUGuwKbWoM8vwm7Jwx+Z4cLlCRrLS4XsVeUyHe37yEmUM9w3yqhjhsbyUn55YpiKjAF37goeRxBZoQaVz8OW9fUkvVFpBEdRsA6bKoJvMYxBq2By3COd2AZy5XjSduTuZS4OzmHfUUxB3TZs0QBPPfwUp69dRKnWEidLIBKiImMgv6OEjsYyOt+/zLWrk6Q1GdK+ZZQKFd5Mggqzgce+8DS9V28yl7YRcy1RojBSUWLGoc0hz5ZhZd6PqaCSK4ePoZIpaGreyYnz1/jE45s4f7WXa2dn2dBUQkiRx/ikn+7+67TY86jcVo4tpiDjjqPWKyjcUMiOdeX82//4V7SN+USXffz4Wx+Qseskh+x7r53E4QohK9SwZ30tB5/cw9nD3cxH+6XRwLEP5xiadvDFTz2MurQRTTKBrWk9ZSUV/P1ffo/x4fdQxIWItX0Hmhg8e4bFpRib15Vz+MwYuYkVxv1Bbkx6mA9EiMTCZGNprPm5BNwhXnxxG0at0NF447XDDF2b5MLgNMlEEmtxLpFoCr3NjufmZeamxhmZHGRycoTFZBzvosDsLZQp2di8juef38gHp3pRqOQE4kK1mEoKtyWiCk16A5FYjLZ7H2B+bIQWex5ub5xQJk37/bUEZmPMODykyRDxxohlEphzDWRTK4IbOVdJMiPsW5ezQiSaot62FmqRzCQFTGM8JlXHABqF0CJOp27dF5NwX1R6Ja0FBQy5nWSCClbIkk1mUeUqUWn4/8cCKx5YRaLTh1dmKTIbKGyRY5BrWBjJUNOiQ6VVkvDmorNkmOlNSFmxAIpMIeGsm4nJYfS5WmG2tOp+um5eJ5KJU5JXCUDn1WNUlNYydWaKnffdx5xjibvvLSFfv4OUfpRMTCtY06+OoFAbGBhdZmR2kFAwzj1tD0kOx+OnhqhpUHHh6iJffO4FnNEhWjfWMO2Y4tvfOk0+KkZnliizyYlNJ3AuBJicHOHsezfRNOQTci7gUggHqa1bShkcm+J3PvMJQsE4044phtxOjHEBkl3YaGd7bTWN5aUcPTlIldGCVWlkx448dDI1/qCfIrMBZUTDcHwBXzpCldFCIJ7ixWfXk8xEWJFHJA5xZVkV/qAfvVYmzQyL39eV24lk4ih1Cckt7PQ5CAZSJDMRafxp87pqBsemGJ03YNHcTggSNdzJ6LiU0euPhIkG4tL+r1yaRWnMIEve0j0MJlxeP5FMnLxC3Roes9KYITeTS337VqplRipMJnpnPMRjGeb6zlHumebdV1/n5PEudu9r5+//8nvcONfF84/exY9eeZPYzBz/1+tvsHT1A+6y17Pzmc30X5hC5wzxhW88Q9fVYTZtbeQv/+Fljnz1XyjZUiXlz279zB6yHiflzVWUN1fR8/oV9PYI3efHcM3PUrW7manZabw3l9n65DYWr06z6fnHUWoCdL1y+lf2NXt8ji1PPIbeHmHml6cIpSc5cqUXjbwXc3WWN14bYOczm8l6nORYItjtxSinZPiVc/T0zHHiQh+PfrJeyuc98PRDaOqSxOIeTAk5DZs2U1kvw69VsqN2P46sieWFEWIp1vBpz4+eIledltrrZ/uu4s1qqSwsJX5zXEqEmXMs0bahhKRymdp1JfT0zFFbYSUW99BQ14ozOkKJIUlPzxw7O+6mvGUTMfcSjtEgoUiUG4tONFk/TXvvYUvJRto2lGDNURLIuqnJKyLpjZJxx/nMZx8nFS7kxPlrxPICDHYPU1Ak5/K5CWlRdXvjWE0aJuLL5PgVXD8nQP/FCvjK252YZFrO3LjBhv0PUp6OYNnYQcy1hGVjB8mhCZwLAWYcHnY0VxJMZWiyWCjM0TMV9OCMRBjuGsHrD2CvVWIMZzBtyuN65yTGoiqiChdj11w0tjajskZoat5JqlhGedyHLEdLz3UX//Cfb/CTV37ISsLF0sQEf/j5z+PQ5qAcnqNhcxkFJWYOPrmH6LJPmKU3GGiqLBSwoHI18VtjRsdPDYEOlFkVivkkfn+It090seiNcOBTn+DN1z6kvjqfslorrXWlzDmWiLmXOPj5b9J9QmgT372riolJF5vue5zK9kbe/sFhChuLmBpxIjdG6birAb+5HlPIxfyCD7lKidlsEBbFDYU89eJTxNxL/PDtI6SsEZT5Ona27yVjL+X5fXuIL85jzVWjCgvBJxemprlvXyttzbsZutZLbXWeAJJYmOKtD09z7syQBAtxBP2QAHOuANZfDdm3mnOZmRggm8riCcVIq9NEnDGi/qTg7g0nyCqEqlc0KK1oshI/WNRYm/OKiaXAg4/G3EI8yRjtpUV4QjGUciXplTRJWYqIM4ZSoSIQCUn8YxC4x8lMkmxKSOHxu2PCzKzINlbJ/8sFVv7rrvj/ehOdiXMzUeq2a3jm0QbsFXruKj0gOVtF5+20Y4poIE7r5gq++OWDklM2o1iWeL3RgHCw9/hGUGQKGenz4vGNSASmn7/xNrJSMz9/423pPnTOd0r8YFH/LDK307q5gsqyKt5+6wonT74rORfF3EeAkyffJWWxcfnYOCmLjZwqhdDKrSgiZbEx44+gabKwb9+j2O4u4O7SuyVHr+hgvnvLA/z8jbc5fP4q+/e10F6Zzxe/fJDeaRfVOTEOn7/K4fNXqTAbmIgvC1SVTCG90y5SFhtL/RmiK0lqtIXUaAuZiC8TSkY4fnKAuZkozXVVVJZV0TvtEmbebnGIo4E4+/e1SM+j+FqM9AkpPqITNbwkl8aZRAfxkbMzVOfEJA6yqN1OOxeRhw1U62t/hQo1ODYlUbcqC4rJGiNMRsel27+TrgWgsQZwjh5nPnSCf3r5u2T7u9hSFqB/zsmOp/bwP3/5FhsLikgOevizv9hDfUURXa+c5n/+8i0K8g1M33iNHU/t4eaHQr7w7vzbrlqRT9x1/MfS71ZnyspKzWsoR8lBD0VqFdol2LT/M2jXyVhKpqjc+Czr7m2j6/iPqdz47K/sq3Ljs1i25TN94zUqNz4r3ZfSlJ7p/1hgU8M9NOTmsmn/Z2jcWyLd5o9Pdf6KC3j/vhYhsP3W63WkawlZqZnOq8ek9+8//fC76Jf6qJQL1U6FWZj/C7tT5LU/KjmFxTleEGZcARYHzrJ92wbanvg6k0NZEt5chk8tSC74keEoHt8I0UBcmk8XZy+nHVMYi7JUllUx2D1Mkbkdz1APqWKZlANrr9AL6El/hLA7xcVL3SwO3J7dXKezS8QgTZNFcNXrFYzOCMi+GX9E+vyJblqVUYlHmUSlVzB28QxDPh9jF88AsKukmLA7Rf+ckw1NJURXBN2vb97N1WUHm3Y3SM5QqzmXrrMjzPgjjF5yYC3OxTUsjE0dfPZJOuc7OXpyUJgFHuohb989AGypKOTQX3xVei7TK3FeffMX7CoppnqT8Hl57b1rVG58FlvTeinb1ta0HlmpmQuD04CQZ/rii9uoM+bTvG8vtrsL0MvUHNjXTDYV5fL1c9Rtv4cicztHTw5SZG7H1rQeW9N6/vWl5zj4+W/ilgn6b0Obla4P3sEzJMT4rcz7iRuEufQiczuDJ09Js8HrKqyEkhF2v/gYn963m6oFLyvzfp596C7qDDmSAzk5eI3L/YfYvvcBlueDtG6uYPveB/jjz/8O27dtYHHgLHGDQnrPzfgjqPTC9IX4s0ltuMUIvjVSFxP+VnQWm9QGNlSWYDIZaC0okHJbRcKWQNFSEkpGpP8RyUw5RQrpd2ltGGXcyIw/gjatpXt6QXp9UuG09JqLM6+AxEKOK+MSSSqtvX29+LvVlKdft30sKti//us/fWn/vhZqqwuYmHRhkGuYHA0KqTrz44R0Hiw5apoaCjj1joM6k5mmzeWcPTbOf547y1ZLGbKAEl25irpyuxRL53VpyMtT4e510bGvRgJIpBJpYd9zLvbva8Hd66Jh02YGu25IrZezfWMUr7OTY54hE9OyfdsGjCaF5Lx1jAa5NDmKwmaiyJhizBGlo7GM05dGiPqTpDwJZH4tar0CnTLKYtjP7KiHpYEp9BUGZkNCbmudIQeXQoFaGUKjSLB1090sxCIceu86OLTc7B/jT7/6SdxhB/+LuvcMj+M87H1/2zuwi0UHFr0XgiTAAopVpERSlExZkqvEWIoTO3FsHyc5cRwnSmwrTuzEKTe2FUeWEtuSLSmqlCWZkimKFCk0EgQBovdF28X23sv9MNohGZ/j+1V3ngcPyg5mBzODeef//ps8LqXUqGN8YhOpXkJ0IkwkFKOqUugW9fmC6EszKPVZEiEJ+3e3oyo3IPvA/9VQV8zwtVlKjTqU+qzomS2rNjDYvyIG+zfUCce5c49J5FSdHh/V7fpb+mx94RC1pXpWrREMilJam4sZ7F+hp7NOFJ/lShKScUGlnPsMiNuRJJRIEkoRQW9suERFc1m1QcyVziHjjz1wnP7zk3z81GGO39HN8A/eRWsJM9e/QGTFRf0BAcVND3soronSoi8g7Yyy86Ev8MZPX6Am34jlRJvIk1a11Ypo0za0jG1I4D9v5lGvPT8o8qyRFRfdXzwkTiOXF9YQHF5BawkjK9KK+zNyaU5ErjllsMVSdsvrNflGWj/SyXNvXOGL3/lHxhbeIzMyeQsn65x14Um4sAZsSCwFZKYChPQhXOeCBAtW0aolhOwB7jp6Oz/7fh8ry0E695j4/U9/DHvdLgp3bmf1ymWKt9+GwliBy2PlD443sbQmeBF7zXH6BhbpqlTgGLxAWOmHYIz3zk3xwEMPIklNcG5mloJYFtdSkL133EH3sS+TDW5SXdGA2ztDc2MHFlOcc8MT1BeWctfR21lds6N0SplZnMSfL2XhHcGeErJF8a9nuTK8RlNJHiu+ML6lIGMeH3VFBuxLSzicYSTaD/y9ljyykgbMlhqW5qZpKyxj795GzK1bsZ2bROpKMrJqo8NSjFGtZMnuoqVUSF9KRtL4w0H63r9CUiEllZEQCCfZ8EZoKsmjwKCicsdBElMLLNldJOMSmkrziSaFoAt9KI0/luSzD3yKS69cpEjhxb8cQaeW0b2rBcfpaXRF1QxcGhLrK7UN+dy7+wTTi3M09VZSnVfN86+/y/7tR6ixyPjqlx9j4so0vqUgE9ZN3GNWfL4grkiSGBnaDtVz4ZfXCCPBubiEbzPErH2TySkXaWSsjNn42KnbyRgk+GYXefvSZbbvFR5iDKYEs8ODjFlnuX5ulfbaO5Er4wJCDsYYvO5C37aT47t3YZu4gEqqRKeWUbNf8NS3a3VM9E2hamqgxKKlqq2WfSf/mIMn7uHcmZ8Qim3i2PAzOG6jvk5BrUHFbUd78bqyvLdhIy+ux1Bcg2djCasvzJojjEolIxERVMGOeBiVTCnWwYlpSYkMZUUG1p1+0W+6tOQSW4A0ajWtJhMriTAp0qSyKZKJG+05mrysKFRKxQXXTLFORzAkEROc9AYNGrUalUqJTCElRVrkcTVqNVFvnGhasOnpFFpSyZQoosrIZCLKTkiSZJJCulOL+bdnEX8oEKylWngqziGdtsZa0RMLMNcXR5uvZtlhQytRUtYueMNCriT16hIyVfHf2B7c8MVKKoyYTc2i5zSHjHLvK6kwsjiVYXTZCQhP4Cf37qRRl0dNcRlvnJ3kie+/SnOLllJjFxPTUay+MPXqEgZ+NcHEdFRIPinwk1cro71FQ7lOKAJeiG1SU1lLvboEg1LHpt5Doy5PfCIcv2KlUZfHzJhH8MDOnOfu7lLuPlCNeV8xn/vSvVwcOkN380HRk9VUXYo8pqe2shCtRIl9PM1cOICqVXg4yDUSgZAedbO/OIdabz5WEX9MTIx66+wEb52dQF8qoJbmLQVCtd4HCDWX9ZxDnuqKNM1bChi/YhU9yblzmUvV0uarxd/JeWtnxjysWiMiis2h5dz5qSkuu8WTe3PqFUBz/o28XnsiSWLSjbHqRnvOzalfyjYz18+NMfzWT1hXRETkeDNKzS2xUsRtlJ5Q3oJcAe441i1+XapUiK933r7lN1CuqbdI/D73dffRh8X9LVUqxH3RFypwO2Ps6d3G9XNjuJ2xW353wua/xcPc3XyQO4510918kH07jwFCPvbhk5187kv3EvHHGJ45j//8f9Gg8FFt1JGYvIzWPka1UcdfPvZzFDaBgFqcyvDw4QoUtixqu+DNnLD5MSXk/N1ffJy7Pvoo7osO8b37+kcYePF53N4ZhmfOs+ywcXHoDG+dnRC91bmkoUg2IV6XVl+Y8VUHkWyCSDZBMhwl5EoSTIRwyxMEg2GsPiH5SF+oQCtRUm0U0qESk5eRT41SYMxn3CGkXeX8pA7njZQfgF13nRQzbmOpNHKJGoVOQzARQi2XodDKSGaizG8EGFneYH+5cF0pZHLy8lWMrzoIJsIiF5prxdlIhhi87iLV2sWs1c5jX/sZ8W4jF9cvMrK8IaJigH/9xZMUtfSSlTRw9uxrwnXqG+Xpp/spKMunVKlhzincb5bCQTp6qtlVU0pTbyWNujxU+QYUWpnYFrP7eDsSaYpUJIYhX88P/+nHXHj6NCCgL/fUNfb0bmPfzmM0t2ipy4sKSWo+IZC/rP0ArwzMsKuzEK19DNvEBXa0baGuu4xI6RZ29+wHhHtlDm1/+dEn+MvHfs7y1ecYfusnfPqPvsue3m1oJUpOPdArrr84dcPyAlDXKmV+Q7DV1O0U7tU5VAgQDIZv8cDmEqJySDeXylRQli9OKQM3ju8H1vSb/ajRwP/Vinrre3+w7ZQ6JGYZe3x+4v4gjUVFyCVq5BL1LT7b5kPHSLqFXORqow6DUiei2HGHg9+2fCgQ7He+/o/fiKUTaNUSkecLatwsjcfo3dFEQ10xGxsuFGo5eaZCRtxzLE1a0RdLaTQY0VQpGB31U14v8K459OtxqkTB0sWBfvrPzXDh3DKtB44Sc4TISsNo89Wko2r8yTFaLcJN2ZhnYi4cwKxUceHMPIc/Usw9dx3jmScv8dK5d8UnrLWAj66KUvbubeTy5AZTE0GkKSVrC16hCDgRRurLIq/O49DWOykvzyAzC360LdvKMRVJ0Dc3E3XZccpk5Kfz2bW1F/tyAZFoiKauXUiis1wd2aC8XIp7IUqjwcj7E1Y6y0pZWnOhMsgxdAvTh5Mj05hrq0i7YhTI9fQvzlKvLhFtEhdHN6iq1DK67BSbbHLWp8XZALs77mXNMc3ospPdHR0sry2JorKZMY+4bsCfFEvam0rr2dhwMbiwjlqaIGSXUlQp55W3F5i1+mlvFvZNq5aIHG0ufrF3RxPhdEz0UAb8SXo668RWo5ya2enxISuM4/cKfkutphBzS4poTFB3O9dXBA704UPM9S9Qk29EVqT9DW9pU289nYYixmbWROSamHSLyDaHNuf6F2jqrae8sIZrzw9SqBeETLahZSwn2rANCarh8p21txSV37yuY+kGJ1u+s1ZErpj9ItLu/uIhnnr5IgeOdAlo6J0L7HzoC/zzvz1JfUZArZPDa3z1qScZ+elr/Nk//ZiDt93Nxf96habeemRFWn569gKagmpWvE6MGh8LoQyTw1fp3dGEUWdgV/c+CtWCqj3tigmowunjCw9+hrpWKTOvnyfktPLuxgorwRUOb+nE6lKjidqxRRM8+MhH+OZjX0Gb1TK75KeyRMttR3vJyAWP7HPfv8z9D5zg/b4xdnfcy8ClIWHKsbSdmHMVqy9MQdV2JHhgOUYsC8q4FKVWRn2xGYkWanqr+JNH7uGdty7z6H8K9hSNPIJEn2JuLULCE0FfmqG2xYJn1s+x451saTvAVU+W8dEJ8rp2owht4o1ksK65cawuCMhErUalkqFSy1GpZGjU6huIR62mWKLmd/78M/zz3/8IdzbKzopKdu2tQxuREkimcXliKEMZTOUGBi4NUdNbxdjkMjWpOEW7y8mr78E2OsnivJtoLE44kuV3Hz7GCz9/n869dUxcGMG+OENl70EkSxtcmVxHX6ChqKWX2cUxDDo97XWFWPbs59evnyeQSeNeCzB4dV5EbLnsY7Mlj+oCCTZnmmgwwo677mFxbo7KGjn3PXKKMessz770Fs6NFUb73ATzDExf8zC36GRHu4JINERLvh5JhVHorc1TU67O5+XTw7g8VkaHrpPwRHBs+LmrdQsLazN0NFagVIbobG8FwGcbJzHpZiqyIFr+WqoOCveW9YsgKWB96H2uBrXI1uwUF6hRhDZZC/gEVS5CRnAmm0En0QroVSvHEQ4jkwmq4HAwikwhFQVHwUSYgD9NKhImhIRWkwmTTo0jECbpTxENxZFpb3TA3vyR06G4g1FkGqnIz6akaVJxiSCGiiSRSaUo5BpsHh+9jZVUGvWs+wMkQynkWjXOuWm+8nd/SN/5IcKRLJlklmgqJiiMEyke/cu/+XAj2FxbSg6xqCvS1Gkb+PTH7rslWxgET9n1M1MkTWZGl51Ys15i17O0l+XfgoRWrRHSsk2W15aEwmCJic31APfdv4sLT5+m1NjFqjVC3JNPqbELWbpEzOtcXlsiPuVlT+827n9IuLj6+kc4cOok22rKOXGkjRNH2ti9pVDcp9zPgsEwncdaaeqtpPtAM7ISCY26PM6efU3M8rX7RkUuWGHLYm7dSl1elOW1Jf7wTx/n4vpF0bc2Mx0haTKLmb+SCiNN1aXUlmrwp4QbTy55BRCzh3MINseFAchjegbGXHTVFN3S1rNqFd7j4vpFQnYp9eoSTl8SeLnxVeHJMMeZavPVhOxSEYHmEp9ynLm+NMPUYIx6dQkn9+4k4o8JxQU3cbSjy87f4FuPHmkXZx4s1VoR9ebOf522QVz3fy63PXBI/PpmVHpzQhHwG6lFgIhsb0abN6NUeyKJss1MvNso/iyHVruPPiwi0Bwyzb2eW2KCAPOW13Pb7z768C1tQ7l9Abg8OcZtDxxixu8Xf+cXP/xzQEC0Pz17gVDZHUyOTDNw5T06LFmKm44Ksy6VNzqD3d4Z3N4ZMREIQC1T86OfPcMzP3iTHW1bGLzuIitpID7l5fq5MaZ+dVZc9xcvvMzujnuJZBOE4zdK4N86O0Ff/wi7jzXQ1z9CTWUtT734LCD0ij58uEJcd67vPPEpL7uPNbClopA5p1NM5gm5ksz2r/GXj/0cVb4Bx7m3aPAJ1+zujnupNuro6KlmYjpKqbGL3ccaAFgPvs3DhyvYUlHIVz5Wx8iUwK1tay0nm5GLiUC55easWo/NTzAYZjnq5Yff/gnbWssxKHWMrbsYv2Jlyuulcc9BGsrziGQTjF+xMr7iJStpYPfxdhFJJSYv09FTjcfmZ1tNOW1HDtPXP0JKHaJRl4dGIadGY2Ku7zxzTieZZIRqo46vfKwOg1JPMBFiZHmDq2+9IaKyVpMJhUzY//eXlsW+WRCEiclwVHzvaqOOr3zjWd74lxeZ7V9DHtMzMR0VG2/MKSUpdQhtvprTl4ZoOVxOdt3HG2eFeMb/PjfInNOJx+YnGUkza7WzuR7gil+gr+bCASamo+K9CqD3j/+UT3/sPu5/qJWaylpefe4lEaEnJi/sadqvAAAgAElEQVQz5fUinxrl3k/eT6R0i/CwFf8ARaqEWQKFTE4wEWL38RuzlABxf5ACYz7JSIpqo+6DxiIdCq2MpupSgsEwQytCipTY2KMR+FqDUvd/RLG5+yDwwbYE1KvJywq/ZxC44NxMQV23wJerZQKISmVjbGst518f+3cUMjmxdOw3UqR+2/KhQLCDIz/5hnszysKiE0u1FnleFm/Sw0ZwjqXxGIl0mFVrBPdmlPp2DTq9koxGS6lfQziUIRzO0r/qJBAQUl7Kqg0YFKUshDKcuuc4Lzx3mnA4SzKe5eOnDjM8NM3i4gyde0zINXFKSxKEMi6Cqz7Gr1iRWArYul3NwuK0GP4QyrgIDCzz0UeOc25mFtuYHc9yit57zezprRW9swvudfY01GHU+PDGFTjtLtTSBImQhLQrxpTLgVqawJhnYnXNTkVNEC1uPE4Vdx29nYI8OWalClVtGQNX3sOTjFOXF6W6Xc/AsJvxkUXMRj0DrhWUcgO2kE8Mnqiq1FJq1CGxFOC0u2jb1sLloVX0GuGGYAv56GkWBhKtWkLvjiY2V2WszQZIu2Jo5BGxcaf8g/7cjEaLnpg4K9BYZQFNiN4dTeJ56emso76yh/WVIAZTglg6wf7dJxmfHyDfqKB3R9MtnbUn9nWSSIcpMpvEqL9cY1LOx5yMp0SrVu+OJtEjW2Q2MbUyLvK7Nvcy5YU1LK0s31D6eoZExfiZpy8RHF6h9w5h6vWeR78pek9zyLYm30jN9joR5eZ41PKdtQwNz5DMX2fX1htoNIdWMft5fXAULtvA7BeR9M0oN8fvYvYTHF7BNrTMvke/xbsvvIK+OEhVWy3vv/guH/3jb/LP//YkGbeDT/zRCX74xts8+LnvoqrI8sTP3uSeL3yDv/7GX+MpLGbXwY9z7fmXKChXEM8KQpwdt9/DG//yIl333M7UtX56OuvEAAjXqJNLEyPs332SB+7v4sH/9beYq+TUFDWgPnwv773435gTQZp7KkmXq9FYdCzNeanrLsOYZxLzg7dVCCJDa2iG3h1NDFjdmJUqxq9YuTy5IQpYek/cwcs/Po2+NIPTlaKpt5LFeTdXR5fZd3szRw/czbLKhn3WSzg/SMuOOgqqttPbrEWvLuVacpVfvzFGoqQMWVEFb54+S0upmXWVA/91D/6Mi42ZNPFMFFO5gdU1O9qGfIrrjMyMOYilIxQUCRRC456DeFaXCQejgjUjG+XBB3ZBOMW6148xX8eS3YVGrSaTzOLyeDl59zbm3hnFloiJ/bEqlYz566MUpRSMTG0Q8SUo2SaklVVLdDzypXuIbC4wFw5QrpZgzDPhWwqynPHSubeOzVUvrVUlaCVKnn9riHAkSSaawqDT01JZQLFOhz+WRKeWEc1C150NVDYWUxyWMTO2ibZax5uvXRVCFYBTn3oQ+9IST7z4A+IZGd9+9EE0yjT1jRlMqhTBVJSRCQfbbm8jP53PQ529JAwR3AkZTXVFjF+x0txTyZozSNedDeTHs5iNesy7SvnsF/6J/h8+R0VdAU11RcyFA4wuWhldtDLf9y4rg9O4EzJ68qsYmljClogh1bczPj5CS6mZoalV0pYKJgffQhqXodELntOOfXdyYIuR+TkP/+uR3+Xs2300mU1Ek0AsjlShJZKNopNoRd71248+yFrSy5WLixjNBqRpGZ5gnGKJmqRCSpYMCYlgywFIxSWkAhKiwTSZjAxNVk9CcgO5JiMpFEbhIOaCJZKRFFFvnIKyfOYWnQy+P09CmkCuVCOVyHEGg2SymVs+QPDIGvMNH/4kpxef/5dv5Ow4OfTqTQpItMiUT2OVhZxPFsAtzWPlrJU1hRtvKoxBrqFkW4mYSCTXxElH1XiScV74+fs4Nj14sxm0GRkZtwNnKE5HTzULczZx6jKnHo5kvLQ1aagpLhN9nACXpsMEox76z83QWlOC2RLHos4jrTDidiVpbuxAqw8w+utNag0qWnuqWJq0Yq6tQhaLcnXRiSMc5p//6vOioRyEGj23K8ny2pJYrQdw+cwgi/NuzJY8QvYA5waFirnWihKxNceoVhIMSTCqlYw7HFSWCNO/TrvA1ZarJfi9QkgHwKYvwqYvQqlRJwqXWpuLWXU4xEALAFksytEj7STSYUJ2oR4vaTITsgfEgTDnO84Ff6hkcRzeNWTpEox5JipqgqQTehZCGV598wqlRh09nXViNV/Oa6vNV+PejJJvVIjWqpwXNydGa2nYjc29LEZpzl4JCWlXHwiqtJpCnDKrOKjanluiUJ+HrEjL+SvXOXp4J8o2syhKyg2Q5TtrCQ6v4FjapHxnLc71FdG7mhsggytryMfgnke/ybDrNIUOA7IiLbahZQr1eaTMElzWIDX5RmoP3BBOFerzbhFW5X42NrPGzvtOMm/rw2Ipo2b7J/nuD56gtSLDbNrFrwdn+cyXvsP4mbeQmNI0GyWcH3Yhl8yzc08313/xPJ2HT1BQrsA9dY324p0kMguoEnFSaj9b6mTI9Wl84RDlhTU4IjO88NoMuy2VrA3PY25JkQ1uMjtyjRaVCo3GhqWik5nFSYrLb6B0YzaNJE/NwJl5KhsKMOaZsAZsGCUapPpChq/NIotFccpkgm91bBalVibQJWcGUbWaGJ9eoWVHHY26PAbfn2fHPffgTupQpRf59RtjtFQWUNZpYXJkmtvqjZhbtyILwdzQKDVGE+OjE/jsK2jUatacPrzLYT7//f/AFFawuDhDyBbFmE1jDdi4reEo5c01BJeWOfXAg2JK1KGd+dQWd+BWFhK0rRCNxZhatlOs02FIqVkPeFDI5CQSSTR6FdFkCsIpZt1utpaWMLS8KlhlFFK2l5WRJI0rkkSllmOf9bJ4bZ1PfvKTeF1Z9OpSrCElGXUM/3UPnfurmZ/y4NsMoVIp2bu3EVd+luKwDOuGi4KyfCKxKLcfbuPy5Aa/86VPY1DGaKorwjZmR+XO8P7kMp5shKKUArtNCMaXa9Vszi6wkghzz8GtTI7bWZpa4vLkBs21tUizen759jR5Fhne5RiNKgUVRSUkDBEKCxXUJsvYWlfN2++PEXfHUMezKNt20FqtYOC9BTK+MWo797BlWzndx77M4E9fYOzKAt/7/vNMX32HsqpdbNlWztNjXrbkRWnaamHLrlZ2H9iBQRljzRnEs7pMeVaPKx5HmhYsLdbJCY703sWliSES5jI8q8sY1cJxuTK8SlYhWGCyZFCphCYchyTEwMsTKHQaEokYcqmcoD+EWacjlE4RTcVuRCTmFrkQm5hJZpBnFEKYRTYjhvmn4hIUKtBk9UKykzRNhoyY+NRiMRP0h4lHkkgVclLhhBCEcVN1XSYrFAWEPVEe/cb/fYr4QzHAnj79/W+kglL27TzGRnAOk6JAHGBzIQQ5TjbfqCBkD9DVa0QjUXJgv4VLE1b2NNSxa2cFDu8amYiZ5bUl6gtL6T1xB0ltBH0ojS0RQ56WkySNY8NPfbtGGBBqdhN12cmu+/AT4+j+40RjbibnlvA4VTQ3dpBOLmNQlFJcbiS77iObn0aqv2GdSIZKsK6t8dAjx7g0MYJcn8aeEMQGBYZKunfp2brFjM29jM29TCLhJysNix9vvLpKV5eFd05fp66lhHvvP4Sx1EN+Oh9jnomDW+4itClMj+zf3c65a3PcfqBN6MGskVNZoqV5SwG1pXq2dpXSUFTPhbE5MvIEpUYdR4+0E/KEKTXquPiuHV1dOYVyMxfOzIsdvNUSE6bKMgymBFdHNgj4k1iqtRQYKjFqfGIPbY6Lff2CldpSPY1VFnGqOOchToWdSLN6PMk4exrqMJgSYndvroShrbH2A+9aWJxCzvHBufcAeL9vjMISwQMtSSjp6awDILWUorm7B7d3hvrKHhF15pS+hfo8nLMuMZbwf3KyNflGSmqFUIfeQ+0iJysr0nJuaIrk0JqoAM6phXMDc877+olv/z9cfvk0kRUXe/7gL5i39Qm9w8f/hD997G9prcjQF1Hzws9/yUN/8z3ePfMKUUOMxv2/wzf//DH0xRIicjOjiyPcf+pv8fnHKGvaQ0G5goEr76EpqOatZ18lal3h6IFWune1oAwt8vKPT3N5coMH7u+is70VR2RGPC5GnYHeo98l7Jxkec6LfyXGJ/7oBE299WIbVXNjB31L75EO1GH3jXJ5coOmuiJ68quo2V5HVZvQwuI0ubGN2QnZovTuvltQGCPoFHKRowOXhlBqZSzENlmY9bO05KKytZg9DXWYlcLcZ1eXhQuvnaOkQcbAewvcd2KrmD38tT9+iNU1O5fPDGJfWmLCuo43m6F1fxUFVdsprEzxF5+/n+3dav7zL5/EWJnk8uQG2VCGdUcEbVbLc2+cZeCdK/zNt07hdWVZCa5waJfwsGQqkjBjG2Px2rqgCI1msLuCkK8QfI+SJGrU+F1BjGYD8pCEgm17IbSBOxjlWz97luPbdZyzythYW2RrWRE6tYxgOsUXH3kEu2+UEfcc//3TX7E+NUNlazEN1YVk13207qjGM+unuEBNyBZlb9dhZhYnqdlfRak+ycmHHyTqsjM5bie4tIw/X4r/uockaeZ9AXp2mDDL8zhw6iTuMSuebIRMNEXj8TuwTk4wP+ehoTyPI0c+wsjkOIPvz6NtyOfQ1gbU0gROV4p7PtnM9XUXw9dmSSf0bMT9ZDQ1vHZ+gAgJ1r1+1sdmOHrgbjoPb+HymUH6L15m3btAXVGWFn0Bf/hPj/M3v/9p/PlSVoIrRDa9zL0zyvlFK11tFqIuOxNvjdA3uQpAMJAgrYHKrr1s/9RJYiE5poo6Vsfeo3LHQZSeQbQpFeMOBwub62RSwhStMd+ASiXwrwlJEttMAJ1WjVwqJZqKkQgJAReOcAC5VC50yWpuZTpvts8k0gmxaxa5ME0s0wkzeuGI0AebSgqZxjsrKrF5wgTTKQKxGKRAp1WTkUnJICROGXR6osHYjZhG+K0D7IeCgwWBB8z1SwLE1mXE1mXizRigcY+KVWtE5OpA4Ai7aopIy4S5dm2+WpCkc8M72agTukmDwTDXlgV+ob0sX+QBC7OzqAr8DF4XkF9f/wjLDhttjbXs6d1GX/+I4FFs0dLcoqXlcDltjULrTnOLlrRsk/Xg26Rlm/T1j3D0SLug7qzYJ3p3c9xwTgm7b+cx2hpr0earaWus5dSpXvb0bqO+Ww/AE99/VVAWry2Rlm0yMP6q6AdUFfjpPtDMcy9fExV2NZW14rHKfe6qKUIeE7Y3My00rtRU1rLvUCnxKa/oVxy/YmV02ckrAzOkZZviccmdl7Rs8xZld8QfQ7qiEht8coNr7n139+xHli5heW2Ju7tLaW7R3uja/YC7XbVGmJkWUrJy21y1RpClS7BUa5kZ89DWWHvL+b75WgBu8X3mrp3EpPsWDvWOY90i9/l/4l+VbeZbPLE5TjWnpKzZ/kmMVTfUwrlttRwu5821VSLxNK3Hj/Ds8gyReJo9vdt4fdjOosdHwB+nr3+Eoi1tVBt1WCp1pFoFO0VdgZFgIsx80ogkOy9y516vhZee/ivgRmtJXr4wSF0cOsMvXngZt3cGfWmGbz/6oMiPzYx5+IcnBUXvzQrqtGyTf/vlS+Ixuvn1fTuPYfeNsry2xB6dMBV4cz9sXauUzxw5wJEjH0FaEiNZJhH4yA8+ct2mIHSX1qtLBG3Cfe2iLiC3bqmxC1W+gdn+NRr3HOTpp/uZCwseyp+evSC2rOw5fIwvfPZz/M6XPs2+in3M9Z1nd89+ZnxZXJImTvzxA0I7zZ6DfO6JJ3DLEwxZNzl1qpc/+9If8JN3hGSqv/nqvxMqu4P3X3xX+Fsr9lFQdkN5DgIX6/H5IQ5bKgrZ1lrOXzz+E+yJKJnxYcGvadDxrYdPsTiVwVgg9JyOrbtQtu0g4I9z9uxrgnq3Yh/bWsuRa9VcObPA00/38+bUhuiZV7WacDjDPP7UE4yvOhi+MEPSZBaV0AqtjAOnThKf8ordqk29ldjH0+hLMzz13aexJ6JiX+pc33mSoRTBRAhVq4mnXnxW4IJbhS7nnLf+vo8LATbLa0tMTEdFTYrdN0pHlQmDQfCbFpTl89SLz4p+WX8qwqc/dh812z/JT965yOwzPwQQ0KTXzauvXae0Q8apB3qZCwd47s3L4v9M7p4UDCRwTveLPc654zD40mlhRswlRBPKY3qhozWdIpgQ1N9iA45aUJkrtDKh9Dxfj8fn/2Dd0C0K4ZuXW5p60ilhvQ/MJvKYnmhAIiqQ1TI1qASVco6LzS3BRAiJRIJcohZafFJpcZs5b+5vWz40CLZ3RxOLkXmkIR0bGy7UFWnkeVmaSuuZnFsiFZSyNB6j+46PojM3cOXNCSSWAuryouLUsdPjIxMx07KzgIa6YnzhEI1VFgasbuoLS1lwr7OtoxiJpYAL56exrYdJR9JYrwe4vWY7UosMz1wMU7mBXVt70WqEG6/FIgRWzExH+Nlzo8z2udgMubCOxmnbUoT7WhRNlYJkPMXQr+xU9u5j5vXzhJV+lteWuOvo7QQDMRbmbCwsOjEoStHqBRn7xoaLqyMbGEwJXKE1ejrrKCxUsOpwkDSZqS8sZfKym7k1AYUvzru5vmCjqKyQlbENwsksu3cIFqT1lSAaU5rGKgsO7xpuaR5mSx71hYLSJrvuQ5KnFht3PMsprJ445Ro9jlQAqV5CelPN1UUnlSVaQnYpnXtMNFZZMJuaicbcbNO0sZ7YYMUXJGSXEksnCPiTWEfjVLfraaguQIuAkHI5y8PXr4gzAZ3trVyfFERqBc4o1qyXAkOlmDKVy07ONyrEVKdc4UDucy5dKtf/a7AVYqiy8NwbV9A4glhO3EhXspxow7m+QinClPGZpy9Rk2+kvqGcF4Ym+OJ3/pHE5qI4nZvjQbse/mtefv55WluyVLXVMnBhUGzCefXKJW5/6HtshK4yG5PTvvsArmiUTGoFde2dnP6Pn3F8uw6HrJi5d0b5s69+jYHFVc68/V88cOpP+N5j3yNSWY5jZJTVK5f5zvd+xrP/8Syf+/3fo3ZLB9eefwnr2AxGtZJXX3uXv/zfe4VmoVCGjEbL9XOr3HNvm4hEh2fOY1CUopYmOLr/OADvXXoclSxOS8NuHv+3b3F9corUUoqGznJRff2LF17GF/AxuuwkT22goVrI286VDri9M1y7tsqWbeUEpuxU1SZYdThoaqmhuNzI6UtDLMz68ceSXDl/jbKdpTR17eLcS+8jD0nEZhuAd69epdqoY+/eRt48fZZdJ08y1z9GU52QaPbwwztp21JEhaWIqflrvPjcOUYmxzlxpI2oy87P/+M0xFdRJeK0F+/k7Fuv89qTP6XFYub2wy3c+3t/x5W+X3DoE39EeGmBP/+zP6fv7ddo2mphdc3Ov//4VVKkySRutZTIlWokkgzL6x7CySx9b7+GTCFFm5ERiCVIRcKUafLwbK4wPjpB6a69FNdmmOsf4wsPnWJNnccLP/8lno0l5jcCtFqM+P1+lAqJILYKxomrsixNOHElAiSjWWQKFcgzhGwxEp4IIVsUVyzG6NB1MW3LclsZ+yr20dLRxppjmmJpHgaDHHc0RSYpqGcN+XqyZFgZ3eTzX/9dFJk1BsdtFKUUJEISJJYCHAEJJlWK3h1N9O4sR65P4/f6ePalEepbVMxcd1Ozvwr3WoBqo45z1+awWv2UyA08e+59ZtcHSLtizC7buWp1YizU4XQJ/tPFxQjWdUEdfux4J3PhAPpQWuSst3fpMTbtxeeJYyxQcWhvFS/+4E22tZazOO8mEEsQyUZpMguJcwpjilRcInpNicPOikqqTEbWN53Ewmm23X2c9TnhYbp59zH862tIFLee09z0sEEpHJ8cgk2mBR42p1QOB6Mk0gkhnSmSwh2MinyuLCMlI8uIxe2JZFzw3mYSYrFA7p709a9/yKMST5/+/jdygQM5lCLPEzjBhuJe9No0RWYTC4tOVIk4UZcdx4afz37qGNUVDeLrLQ27sVjKePX190gn9CQSfjxOFWalirlwgDyfjERIIsjqExK6ayq4anXi8nlY9XiIZLxMrgVRKkMEAzFW1+xYLGX09Y+Idp+HH7yTktJW1hzTNLXUcOHMPM5QHGOhMOWpNEfIptZJKwQ+Kz8o4dLECAaT0AakVUvYu3sfWk0h166tkpUK3LIsXUJDdQEuSRPnhifoO79EbaGMXTsrWEym2XRtsOGJkIgk6WkvYvqah+1VZRTuLMKTjJMXr2J8fkAc9CWFu9D4vTR17eLymUE+99eP89Jzv6C43MjlyQ3ceCnNy8MfS7IUcNOSX0JZpwWNPMLebqEesKhSiDUEkC9JMFRZ6Ft6D1m6RCxLyC317RpxXUBsWrl2bRXJWgp1TZxCh4GBC4Os2xNo5BH8COfaKZMRsguDfk1lLSurTvKNChRquRgyYdQJXG9u8Ug2MSkEJXRuQMi4HchDiBnBK9FNUfiUG0Bzeb/KNjPXx+coN8eIbjnJS089hUcWwr9gpX/Vyb4T9zKytIGpwoi69k7OnX6ZeCZKT88hfCvrnPzYg8jWgqQ3Bum97QSyVStvDCyzfVcPr/38p1wcu8qfPXSI1y9do+P2Y+QrHMSKuvjMHTv58eM/pmnvPmIhORHXGtMbdrRmC8/96Hs0azS8duEi+uZeFKFNanqraCrX4/CuUSg3Y1aqKC4XeP/ha7MEA0JRQu6BprxQqKrrbj6IVlNIX/8Iu3ZWiFVyve3d4oOjTtqMRLNCq6UZV34Ws1IIZpmNLlBeWINWU8jK4DRVbbWkJNVY19ZYmw2Ig2tOB2BUKykwqEi7Yrxz5jIfOd6BzxcU7Wu5eEZVqwnbmJ0EUuavjyLPKLg2YWPvrlYKCxX8/bffpcGynfH5AWauu9ly9Bi20UkcG35UKRUd2+sBaFGpeOXcMLvuP8neYzuIuuy0bD/MmdeepLtKxdT8NW679yhduzp58blzDF6dF+rMIrfeiAEyyZQ46H7i490kPBFcnhhxVZa6IgNlew4xduUqq04f7XWFtFYrBAGWJMnA9auENjbw+PyEI1liqTSbvijxSJKkPIveoKGuyCDk7iYyZCIC6tEp1KQSElQqGWsBH6U9ZbjXhOtfzIyedwvF74uTNLXU8HrfOAmkhD3C/8CpU70c3HUnKFYwa/IwKGMCJRSVUZwviM12t1RiVqrEik+nx8firNCqFYwkufeOjxMNbqByZ5hd2qSsyEA0KezDhGOTP/3M57j0ykX0eSqSpIkhzALed2IrwyNr7KopxeYJc+REK+NXrLTWlOAzNtHbrKX3xB2MvDaBLGxHEdrkUFcPjRYpbpUQjSkPSbBFfRh1wvHJJSVFvWnBXiVTolIpccVi7Npbh7w6D7s1yOrYhMiHOlZnyZASIxJvnFPhfOZiDWUa6Y0idm7U2skUUjE8IiVNw83NmB+sn/Qn+OIjj3Dx0hAypVS4hlKIHzqNlq9+7S8+/AOsrDCOJKEUA+F7au9Enc7y6uvvMdrn5vWhCXZ3dJCWbZKVhimqlPPWy+NgtDPYL3i/IpJlEQU2N3ag16aFhBlLGenkMuX1amwLgjKwOF+DtDUPX9BBGWZmnH7cjhQdxWaSVd20FzUwcGmI4aFp/PlSjBofe3fv4+LQGSzVGV4+N8nCrBAsriqyMjUY48x7VpqUJlIOmJjdJGSLUtBcREvVQSLREKn5GFJ9IclQCYueCzRUF4j5y63Ngtna4RhnZ2MZt+8XKvZyObwtVRV0NFbQ0VqBMc9EU10R6xseNPIIp+45TkYu8Cv33n+IqZVxynUJmhs7mB25xrmBZaYvvsmBUyfJT5VQXp7htqMnMChjPPzgndRt3451TBBvDb+7Joq0iswmXh+2c/3cKvPRZQJTdlp7qhi+NgsIdpqNmTRTLgdbu0ox6gxMzi0xuBwnFXZSZDZRWKjAkXaxOBsg7AoIoR+WuJiJnDSZUXjdhOxSEiEJxeVGDCaBI0nGU1wd2RBFOzXFZSKH21Qq3GwXI/M4U15UsjiFdQaMWwxCLm+VhUsTI5SXS5laGefcuhOv18ue3XJOv3adI498HWUsxemxDdq2bOWVl56jMi8N++9BOj9J5+ETbN/Vw/lnv8fx4w/x+ONPQTjO7t/7MtffeZPKPYfR1TbwH9/9EXu2KNh29FM8/cN/oK5OS3xlg2BIgkaZhtJ2rj33YxqLm3npR0/yyo9+SkNVIf3nfs1nDt+OZ2MJeWEU6bKVkm0lqDI+VFUGOuM+nKE4G6MOippkLM4GmO5zM7psZ27Ryf7tR5gemyWS8dJQV8yrr79HYYkGm3sZfckBpsbeorqigZ/88NecvTDHbkslR+s6kRVpmfFlUdfeSWd3D4XKBFp9gOvnVnFs+AkMR+it34pPvko05kah3Y7O6aGwTcfFgX6U+ixrswEK5AL1YPWFRdTl8sRQaGVISlS01pSI9XE5FbE+lGZkeQN5RkFWlUGekZPKJiCcYmrMxYovwOjIVQxyAwaJGm1VHJU7Q3NPJV333M7lM4Pce/8hnnrubT75Jw9xpC2PmdfPs8PSRIwlDn/8r/FeuEi5Op/Tr77Nr395gUgcMtEU2xrLCSezJOIJYWpPIaDXTPKDqb4UTM672LB5qc7L5/Y7m/HnS0lMLZBQSNEY1PhjSeYWndx3YitHdtxFxuHg5N0fJerZQN24A++6lVTkAxojBdF0HLstiMagFgZGDcglalKZDKlIjGgojtFowD7rJZPMEommiGYzlGv0nLz7oyyrbGjkEdZmA9SbzMwubbKttZyyIgM+YxNn33odU2MpV64sIotkKJDrqWvWkAhJRIWzbcyOaz2Faz1FMM9AdDnO+IqXVCbL6PplCuR6pK15FCFUAs4tOvHHkmjUat55530xT9gfS/LtRx8kXy9lLhxgZc5GmCwyhZSEJ4Kq1cQ9B3Yz9MY54SH+zCB3feSjvL0rbWYAACAASURBVHbhIpW9B6k2GJiaF0R57169SlQqDKTBYBhpWkaDyUwwJBETuILBMCqVkmQkzeXri2wueUmFEyj0coz5t6YphaPRW4ROuQE2kxRK3ZOR1C0iqNzXOa42VzSQyzC++fWConzeGxykPt/Mw6ceom/oCmgE5CpTSkkpU3z9q/8/yCKu0zaISUERf0zki44eaUdfmqGrpojlNYHrk66o2LfzGO1l+SK3uRDbpLjpKN3NB0WOaWY6wsWhM7i9M3Q3HyTij9F9pxF9aQZVq4n4lJeumiLM+4pJZWNsqSjk/cll9peXYfeNcv9DrXT0VPOZIweQpUtwe2fE1JyumiJOHGnj8aeeYN/OY3T0VBNMhFmyR3mmfwqrLyx66JJlEoEDucmbNzPmET2uIk87LaQd5fb/6JF2aorLKDV2MRcOsKd3G6oCP6oCYTv60gyWai3DM+d5fdjOnt5twlT2mAeXpIm+/hH29G4jmRGSp9xT1xgYF7Jgc9xPX/8I//njJwCBLyupyMOa9bLssPHSM1O38GwTNv8tPtTFgIZxh4OumiJmxjyi5SbHv711dkLMGK6prCVTFafU2MXUoHATslQLIrCrg0IQRi7xBxDTo27mfXNpTuoK4R8ity8399eaTc1iIla1RNhed/NBOixZCrPCg8Gew8dwTLxAfukckuw861Nvi3//IwfvxOoL8+IzPxH+5ukof/sHD1K38wDjK17qCoxESrcw9vI/AAJ39sT3XxU9qheePs2RIx8RfZe93eWEPpj9iMlj1Hfr6eip5hNdjdh9oxw58hFk02E6eqpxX3RQauwiK2ngmXNTjExtcPhkJzXFZRw90o55XzFNvZU09VaK5zGzqWZmOsID7QeIXc8KWgGjhMWAhr7+EUoq8rjv/l2cu7KKss1McfvHaDZK6CgT+Gi3dwazqRl9aQatREmpUiFei2ZTM0+9+CxX/Cti0lkuJWwhtsm4w8HvfOnTgJApm0vdiU95WRy2iRm3OS4ZbuS4qlNqGsrzxBQfgG015ajyDVh9YeyJKAMvT1DXXcae3m1UtN6JVqLksa/9jJGpDfbd9nFA8EDnuPW1F37E//7JS/z3uUFGljfoPNZKz7F6trWWo5UohVQnrVrkMfPyVTQfOkaBMR+FXk4qEkOuVTPndPL00/3IpsOMTG3Q3qIhGREq8OL+IK++dp1//cWTRLIJ+t45g9UX5iMdNSTDUWH7HyxyyY2vc0sqErsxCPOBJ9cfEo5FlYnGPQep6y4TvaUg9NemWwS+MHdMB186TVNvJXAjuSqXZJU75vsq9t2SogXQ0VNNMhxFLZcRDUgYX73xvzcXDtBqMokc6u772lG1mvDY/DT1VvLMD94Ur89GfREen8BhL8Q2kU2HmfEJauQ3zk5i9YX50c+e4SuP/B6e9/oAIXP5qRefFT2uwWAYVBBLxxh3OESbl7BDN45Z7ppBI/hfb/Y0/08OVhQ4RYW84mQkdQsfC8K1B/zGz8X34YZn1mPz031nM255gqdefPaW6yeZTv1/5hF/aBCs0+Nj1Rrh7jvvwcEM3qSHqDNDOB2jp7OOdELP2myAPb21DC+uEAzEsAaEm2pNZS2NtXKmr17n+uQU1yenRMtLDhlqNYXotWmx0DwVdhJLJ7BUa7mtw0Jdi4YdvVXcfriOCksRWn2AmekIe3q3cXHoDBpTWpzyHL42S7XExJtDi3RtNfLT/7qAvDoPS0xDXXcZXW0Wro4u4/MFMRv1GJQxDKYEpWWC+f7519/lK3/4CS4O9BNdjlNcbqSwUEEo46K+skd8uDDqDMxMR9CrS1FlfKyu2UlHBaUuCCXsbZYTtLfUYjHFmVoZxxcO4d6MsuJ1ilPHUc8Ge/c2cvrSEKVGHb6AD1/Ax4WxOdTShJhNnAhJBJN6LIp7M4pSn8UX8DHlcrDpi1BVqcU3K2PMZUMfMzC7ZqVrdwvj0yvs7uhAY0qLXmVtvhp7QsvaxTBNLTU0t2jxOFX8+zOvcuqBB5kem6X99hPEHCFa2ypxbPhJu2I4NvwcONTIxoaLZDyFx6kiHVXT2ixw6oP9K5gtckwKoRy+1igEpufQ88r6vMjVykskbGy4xJ/luoEvDFzkqs1B55GvkVq4QntSSfWRnbz33lX+6CufRapLs74xQmrhCpPjdirzDFTcfQfZpIrHv/Mod+0uQlXgZ+PqMHJviiRpFNYkWw7UELJFsdQ1sLtzO2PvX0OtCBMtk7MSXMEcldFoMPLM6RFc7hiRUAz70hLXlldIR9JMODa5bXsP1QaD+KQ8NrxGxKhladKKxJqloboQs1KFMc+EpUOCJxzEF/ARUUlp2Vkgcqu3NRxFry7lpTfeZWF+gxMf3U5JUEmMJWq2f5Kff/3zmIsiyJckyIq0XLU52HXsCM2FeVyeHMMasBGYsiNPyzGVGxifH4A1IVu7QK6nQK5n3elndmwOgLoig+gZXQv4MOkExAdCNF4ikSQQTqPRq8gksyi0MnH9k7//MWq6WnjjjYt8728f4dx71wVbTFUZbw1O89org/z6+edZdfpou/s4f/Wlw4Sdk/T1j7C6Zufv/v4V3njjMp279pHxOHh/cpmvfOsP0fi92MbswuBj38SYr6PzUA2HehpYmhdyjzfWFvnsA58i5F7jjuMdXBteBoTAiqEpQRGrCmt46MFP8u7lPgzGPOqKDDjCYSw9lTRUFzI5bufSxBBGo4FwLIxBpycRTyBTKjAW6mg1mSgs1FLTW8WhngaitjhmnY6kQiogasAeDhKOZFmdnYdwXBwYx6dXqCyW8+bzVwHBH5t2xagvNjMz50AfSqNyuVgKuNHq9DhdKfyxJK0mE8NDoyzNu/AE48gUUmEaurSdYoIE0ykSkSRqmRrfZgj3WoDdLZXMjG0y63bTVGLiysVFIr4EGoOaufFVDh5pZeDSEItzc0SlaRTGFF/+5OeJ6iI0VBcyZp0lMbVA8fbbuPvePXzq7q386vwrdGyv58lnX+d63ySt+6sYnVwReNKsMD2rUgmdrWtOn2DPSYQF32oyLdhwbvKeRmNxcUpYllaRyd4Y4HJTvgqtnAyZG0XuH3CyMoUU4pDKpiAtpErlfo84oLqBbmW6BFFvmoKifJanbEjTMoG39YY/mObXCrV12cxvTXL60Aywq9aIkJNrtBN1Zlgaj1FWbSDij+H0+MhKw8TSCUb73OI0VaPBiJ8YTpkMkyolTjsePdIORe1kMjOc/vESh4/vF1Wmi5F5/N44i7MBLNVaVq0RURCVm2qOrdoI6UMkEn702jSSwl0EV300N3aQDAllxzssTTS070CujHNozwlUGR99k6s0qhQszXkx5anxqcN89JEHefG5czTX1tKTX8W/v/NravUmxoObTF/z8MDdD1BRI/jbNjZc6LVpEanNTEdobtFydmYSTzKO/7oHry3EzNgmh++uJJ3QE4ptsmwb5b1f2SmvVxP35OOZi9FQXciloVEqi+U4NvxsaTtAKrFKtcREXrWUgD8pemK77/goZ98cYe/eRoIOQdVbU1mLMc+EMc8kDsKjy04cqQBdNUXcc28bJkOWkD0gDtqFJRq0aokY5q8nJj5U5II4lj02UolVEiEJ1rEZisuNLK8tIbEUsDjvxh9L4pZJeX9gQYyuVBX4Rf5Vq5aI08O5sInc58Yqi2gFmhnzYFCUojGlWZwNUFiiEcVRDXXFNJXr2XT5qCoMkDBEODc8QUHVdv7tm4/RtauTcy+9z9XpZboO1XNleI1jB1vw9Q9Q0VuBWakSH3JM5QYiGS9l7RXi96HYJuPzA0j0KTxzMSZWF8nzycTWnrVYknypMFg1lemZXnOzRVfMrMMjllv3DV0RQwUO9TTglMmQupK82z/JrGeDg1vu4me/fJtSo46QXUok4+X/pe49gyQ5zzvPX1WWN122q72d9t3jbQ/GARhiAAIgCEOKIgmRXGmpvdXqTmZPt9LG7jFidYpYcW9PEbyTKBchLikuSdAAJEEYDgZmBhhvemba97Strq4u701mmfuQne90k7uK+3TBzYiJnuqqysrKrK7n/T/P31RlBx0dLdj1g4RTEzgszXx07Qbdbj/BhQRHxnq4ujCL0xCnc6SHjy7f5qMHdzC1DREMrRAMreBpGKTSvIrT2MyCJFOK5omE0ug6vJw7/iTr5ghzwRW8Bgcvv/Q5bk/dV6/FlhZbsstY6w5arQ5ipRJZOY8Fi6pflHMUk2VVxF8z4nWaadrfRI+uU81XlSXmqjECeQm7RWIhlSGfKDL46JPUy1F++0/+mdoWTtXJLNXZs7+VC7NzbK4lkZx6ZF8LdX9OLWIxFc1FQmncFpNo1YbnktyZWkVflfG5HZTjJQLddQq1JK6sDttWTFtYiRCcVr2CcRm5PXWfYqmM1WJhKRxDMurJbaia1Qdrcfb5m1iKxqkVapgtJswWE1aHkYHxdmbnIwQzKVq7/WzcDbMhlwh4LWSrFZSaDr3RQI0Kck6mplSQjXqhsf30s8eYz2dIrsRRlDqPHurj0uVZInmF3kYn99ciLCcS7G1rJphJIRcUzGYTngPHCK4/EIsZreX6/NFx3r50XV0kZPIY9AYKpSJms4mp+2HK5jr5RJFdAR9ruRTFUpkDLS3kqWNIVpgOJcViymtwsG6OUJ5OEmh1M7D3KPHINC8/c5Qf/u1r/N33LnD62G5ePz9Fvlhk/7mn0JFgYyWukojqqvZUO+Z8sai2a8uoRbWgZq5KRj1STY9k1Yv3CYChJtrBGhrVCqlWaLX/w1bxrAJ1I0pNxigZHkp8qtv+GVTDCsmo54Vz+yBfIZEtk85n1dawXq8SnrbQ8698gf35e3/7FQ0xaaYDodkqbr8qE8mkFZpG9RweHGJRqfLys09R0C0zNZPni196nmxMzX89tLtXOATZiJPQbfLoyWFsVj82q59iKU5fYByzVKavN0Cjz4PBURU+x4d292JrrvAPr00z2tPHTy5O4bcF+M6rP2aos42OjhZe+c5rXLo8y+CBEwDc/fAO64X7vPdeUJ1HVNSZ0b3ra3zp01+i5tTR3lDlypsLrOpW+cJLR1iLRKhZbczfX+PjH3exHNkQjGet1allsOarJQIuONLfgmJNsxEssxyNEgg0UZU2sXqqHNt7loNHh3iwOMMbP1/lSI+XlcwGx8bGmM9nsBoKzNydY2CoW0UmaYXu9h4sehnF42Nz8hae/mYuXZvA19NJzWpj426YQi2J0yMLVu9wxyCST53jrEUiXJwIcfpUh3CF0t6DVuAyaYWfvD2Dq6HCg8UoqUyKpz/1ecxymT0jp3n31i0GehtxN3hIKGWODbWLfNBTx0ZZDi7h9MgCkWrmH1pRhYeMYg3BagXW32Tl6L5x3nv3lrB5VMoV8fxUPkcqNCvMRAZaHZBOMdDbKObUtoyevi4/5k4bD965g7lZQSoVaerW09flFYuGoc4zXLl0jQt35nFYZUFoc0QseBxG/s1ffJcPfvpDPpxcYSNcxKDUMRmMuO1WPA4jG+EiLXYHc4lfKLCA3abnxs01rLEt3V5dR4fXR6QwjaPk5P7k5g4CkJJr4oPQBnHFLpCwxaDnDz53Tj2HB1StbGD0U/z40j1efuYo8RKcxEm5ViJX2qRatDA4ZKOe0RMJpRk71MXG3TA/vnIRX1FFsOZhD/PXJnBbTKRLCi898xJ3bk9h1FnocttZSGVIbKQZ7+lkJZXA6jBjqBnpanDR1eomlErz2OMjbNwNs26OUGscIbj+gNDkOg9CSbpOP4avo5sAWe5fv81//vPfpGExwdWFWQoTM/z96+dZm1njxsVFanKNz44P4vdV8ZnMHB/fz4XZORJKWSzarE51QSQZ9RzY68K/u5P0TJaspc6pA2cxmMoszSfp6/Izfecyu/zNSEqNvKKSnZbCMbxuF9lsns+9eJSx/jZOHTjLt753nt5GJwpV2sfP0D4yhBQMk6tWHqJGUJmyM1k25BLZbJ71UBqr06KyU2syXrcLq9PCS88fwJCs8Id/8hKZwhqJ+RKlaJ54Ooei1JGUGi3HH8VVUqVUNsVEtipTrMPYySfIbS2QV6YmGWjykMiWKRQrKHkZg2Tk3esfYZZMhIppnDY7AZ2FaDkn0KLVYuE///lvcuXqJN3jnRRiMt79fuLBDLFSSX1PJAklCmSlHA0piZVUHjlR4IMPbmGrmCnXinx0Y40DT/Tzs+/eEmk1zmyUxYU4YyefYHVuGqNkECQkuaoIpFmrbxXHLY9hzWpRqulV961tpCatgEpGvWjXarNZRa7sKLRKYcsH2WhBrsqq5lYyIRcUdf/6h37JklGP02Tn1swykXyeYrKkEuU0NyeN7GT8H6DATt169SsaMtV8aLP5gghZHz88QFJJsLGcVt2EDJsszmXUFmZ+RRgWgCrV0b40+wLjFEtxbt67gcNWZWp+iVguKB4LCPs9jZWayud44ak9+P1GHjnQzWD/GKFinjtvzLGefICc0xFP52g357h69y6TK+ssryv87pd+g0RoibNnP0GutMl0MM4773yItBFjPZTgwKle3A0ebt6Zo7u9h+N7PNyYW8XjrGO0GCikS8IMXysaQ33HeLA4I9qb0USKxnYDp57/NWyNzdh9faRCs8RyQZbnk6yuRTmyb4CVzAa5sJ6Ue4D5y3c5sm+AQi1JKpMSyNTsTROWVX3p/ZlVWi06fD2dGJNxpFJRhL1rYfZrKwWcHpm2gAGfp0kEvPubrMJoQoua02wO/U1WTIEAIwNWwrKN4nKZ7r1DXH/zKh2PDDFx7R5XP1xg794OYUhQqCWZjkVEIddCILa3eEOhmCiUmj9xo88jrrvbrsbv3ZtS/Zv9TVaUckUExRfSJYF2p+aXiCZSDPUdw+bIEEkGmZq/hyurw+MwcuHdeVbnNjg13CZYz+dOPcXNezdo9HnUAms2s6+3C2+ng11HH+XArn7MUpm4LKFrsOB4MI9SSpNJgslgRKlWMBmM5AsKSl1HKlPA4rGwFk39UoE1GXUoSp3h7gD5goK32UYupjB2YBeRUJpKvoa32Uag1U2zey+Bx84xdVedr5uri9y9G2T06X52OwOYRnzqXDZr4sLlHxJX7Lzyjz8hNbfI3HKY9VCCxjqsZDbYbx0hVE6TdulJKGWqsZIIrw4lCqxOb9LiVuelXW47b1+6rl6/epFIQkVLBsnIZraAQW8gnc9Sp0apDp9+/lMogTwJpcxwdxMbd8Okp1dIZVOYXU5eev4APmMenzFPoNWNpNQorW3w4b1lZu9ucn1pjb1PPsNwl5FgNMtQh4+A08JKZoOzHXu58v5VEhbdjtmvtj19doTgnLrotNVt2C0Sd6/dp73Py3oowfWpEEf2DTCfz2BotBLodZM1DOBNpen2NeBpsBAJpbk+FSJYc9Ix2s/i/DzpkoIzG8Uci5EvKOSqFRHgrc0WMyWZQrFCva5HbzTQvu8kkbU5jDYD+UiRvU/0sXE3jEKVm9dmkHM6FlIZlpZi1I1m9EYDkXSRtj6oxkrcXg7R1epmM1UmX8qzfneWYrVMRanidKrWizWlTjGr6trlsioxcTitmCW1FevdfYJ4cIFavcb+7lbcFhO7nY1UfDouXZugZpBpSEm89MxLoltRM8gYt2akoUSBff6Hjlf/5k9+jQuzc6LtfOiwB/fACTZnH5DdQnyJtWUqShWlunM+qrF5txOSnCY7ZrNJvCeti7CdNby9uGqb1lLW7gcECi6W1L9jq8VC//EzbATn1cJeqKlM4S3XJ7Okhg+47U4q5iq1zDYG8RZRDv4HKLB/+Nt/8pUXPz9MX2+ArDVO3aSQWKuy+7hHoI50soxSroiUELmap6XLKaQh2hel9iXqtjt59acfIFfzjPT3qESOrRnscmSDq5dXqcqq/KHR5yGpJAS6fev8pGCuvvfuLUYGrHzs3BBHD57kfnYTt2Lg7ftLtLid+NwOStR456MPyabzvPfhdSSlRtP+Jv7t734KxbWOz9Mk3qsmc1CRTxv6ugODtUx/Zwe72g9x584aD+Y3qMoO1oJhMXvU8lCP7T2rMkS9NZbnb4jFxWD/GNlMiaq0SVzfwFxwhdjGHLv7XKQyKeHRPBOTuXRtgtmJMr6OBqZuz7DL0oSc0zEXXOHw3kZcbqPKCvarZCOjxUB8s0gmrWCz6FhdUwPepVIRm0UnbBM1i0PtmNx2J0tTK8Q3ixSXVZX3yl21VR9WIsSDGV56/oBAqqtrUQb3eKnbGjEm48g5HSZHHZfbyOJcRlyTWsGH328UBbfR5xE6Xe3aghrbNzDUzQ9/fpd9e5sFA1nLms1XS8Lr+Oa9G+Lz09cbwN/rxN/r5GcXH2BrcDCwr0O0zCOFWYwWA6l8jr4uL3fCk7i61OSmXHKC1fUFVfc7ZCOSDJK0JpAtZWrmKnNLMXxWlTjm8BsZaHGwFMrQa2n4byJYRVGlUBaMDLpcLITjKNUKkeUsJpsEsp79u7zMGzpZzdxh6p763gdsEeYKAXqb0yx/GOXE3gGq0SJnfutP8O05wu4jH6PbukpPYIyOR4ZYkzcY7m5C12DBldXx87tzpF16TradpKuhC5tX1WyGNgo4bXb2PPYki/PzdLnt5GIKZXOddD6L2+6kVXJQ1FdFUd37sV1Yw1Cqq6SwvCtFeTrJcLf6d3F9KkT7iZME+gfxt1cYDRwht82kffFujMOPPcWyeYNzx59k39OHODvSwIXZOeLBDIacjl/7nafJZkqUe3uYSJpIJe10VfN4DhxjZWoSfVWiptSZmY2QrVaIxirYLWqAe/fj3WzcDXP65ee48d4dHqzFCeQl6n4Tc5eD/PqZk7jbFT6aWiNw4BFufHCDYq6MnAyTCq/Sf/wM/vYK0zeXSdZrZEoyWTmH1701Eoim0FclsnKOWr2C3WTBKOkppdc5tM9D01AHhZRMPJgRuuGFUIb2Bidz4U2owOFPPI3N10F0foZCSiaWKPG/fOmf8e6tW5gtBipKFbvVJpyL5DLkiznk3MMIPaxAEYq5MhWqWLAQDc6J1uvt5RAyep546SgdHS2c9vSwuhZncz3DhdvXhMNSzSBjKDnQV9TZ6Vx4E6/bRaFeZG1yjWqsJKRZug4vp9pGSUWXRbcDQJYVUciUQoW9bc2kS4qKKKuqAYWWG6sVV1CLYiKVVlFrTZXfKAU1Sk7Sq8WRIqL4bQ9wN5tVtCpZ9ao7oJwnFwohF9RjwQiSzoykV1Gs1WKhWCpT0VfVMIFceUdh1bZf+QL7nR/8n18xONTil1QSlNYlMmlFIA9Nv6X552q2iTaLTny5OmxVookU8TtFDE06QfYZPzwAIFrEgIjx0goYQDpZxiyV8XkGSeVXqBV8HN03TmurXrQfHbYqr/7sBi27OwguRAmnssLP9OSxZsaPjXF3Pkj3eCfl6SSzq1OcO/UUF69cJjiXIRJSGXeVSIXhx89ga2xm+s5l4ptFqrKD1aszHO4YoGBWV1yDQzZmZwpUixbef3NBJXjduyFckTTENjtT4OKVyzR16+nv7KCe0fPcE/3kEnk++6kXkA2bwoJwl7+Z2dV1dve5kEpFEW/naK4Jj2KAxbmMuAbdgRZmkjV2+ZvR1x2kMilqVpu4vboWZfzwAKGQ6oR163aIB4tRqrKDoc4zGExlTj7WyqJSVWPIOrxIM3nsFolIKI3JUcfrbCc4l8HnaSIbCdHd3iNmfx5zRehiAWHYoUXa5aslzFJZoFNNb9zc0sZrl66xt7uR+Ka6GBjp7xFeyP2dHRgcVa5eXmX88IBAtNvb0Jc/WKJeM2CxF3A3eKhKm2Kmq32W8tUSVy+vksqkaOlyYrQYMFjL4r7uQAvRRIrxwwMEAk28e3kWn92OXKjR3mRjKZSh5tYTjmXZNWhUgx7euSHkIwA+ux2/xcLG1ixaqVZA1uPwGzElJeTkBglpFxargVOtLeRKm4w29tG0d5jY0jL7elUyWLayiLtljB/813+BWSpTzvn42HOf5f0PX1c1k+spDo/sQSmlyRYTLFZcmKuLgDrPDGyZ47f3D7FwbwIZPQGvSmiq6KvoyxJlc53ERhqj2YpSkynEZDazBYY73LRaHRikLLoOLz6TWSS7+Dq6kaeukzUMcOmDN/ji557Ac+Q32Jz+kPY+L7fj85Snk1iLquHFKx9OcrLtJK2tNdr7vHR0tPDGq1fp3jtEr85B/N4VKsN7kaeuk8lXKVVLFLMlHN6H9juRzQR6o41ArxurocD5n91GMurpctsZPKRqSHVNZuavTYgwA6mxjQBZZKOefEHhhWf2cPGNKzTuOkQ6ukE5nSWXK4MRgbYGmjxkqxXaDQ0k5AJyVUauyihlHR6DDUOjVRg9jB3qIu3SE+h188Lv/zk333mTirlKV0OSejhCOJbFIBmpKQWUZBTPgWOMD9qYmwpSpsrermbWk2m1DZrbKUk68tQgweUo3kYXZrOJdCzL3l3NrEfTxGUVqSU20niKOZpp4HsXrmLUSYSrZUE+kuyycIdTCira1EIUxgIBxg51EWh1M78YJU6SaDjGpRu3eez0CBfuzIsYunyxuGNu2uJW9bC+iomSonZC8lmVrivp9eL1tXg5DW0qcgWv24Usq4QtufrQN1iy6oX0Rpv1AmBAIGC5qqDIaoGuFWqqLlpS0W9Fqart4K3n14q1XyquRumfNprQ1ev1/959/79tX/pSf32kv4fFwgKldQlLW5X5j8q/9LhzZ0dFW/AH35rm4BOqmcPBwTM7HqdJD7Tt4rU3kapNIoAdYDmyIZ73jfPv05eqqdFduesCBW8nGmnbT2+G6UvVhORmtMWFrs0twtwXp9WQY4BDrk6yLWrRmZpfYqS/Rxy3Ji9SPD4hhdHszbrbH1o0AkJ+o22zMwWa3XtZz6rykpH+Ht46P7nj/IAqkxnc4xW3NRmNRu7KhfWMHerC7E1TSJfEfrQ2vZbdqm25sB5Hc02Etj8obbK3uxHFIniLgQAAIABJREFU42Osoy7QIaiymsWMFWMyzuAerxrePmTjpzfDnGw7yUfvvEl1yM7kOys46/D4c7tZDi6JY7p/Y0XEGG6P1tMkOdvD132ewR2RWtq51J63/bi029oixbnhJ9sSU8PCj5vptfUJRzFNMvWN8+8zdXuGYkYnIgq17dzZ0R3nFdhhG6lJlAaHbPzgW9PYdCYi0byIfnvsUAcXbqxhN6sB3J9/bJir92Lky0VCmRwGm4VKoUR/YyODLhfvhhZxGdTX6Wn3E4nmGXS5iO0xU9f1iePSpGaLNzc4/viTJN95n92PqZ9vqdrE8fH9BEY/xfSlP+Wt85N06Tzo2txUpU1++v4Kz504Iq6H1ga26UxcWw0KNPHHf/kP/M2Xv4z31HGmzr/Dv/iNz/PVv/s6XreLLred+2sRnE47vopJXQiMHEaeus7Zs59AadFx5cYH1HV9DNgi1NdTtIyqkXq9w3o+unxbdR5rc/P6+Sl8FRObjgTPnThCfT3F0OOt4u/go3fe5Pjjqu3jtaALt9eMPKW2rG8vh9jf3brjmt2PRLA21NllURG0edhDv72BuUIAeeo6C6GMkOy1Njgo2SV8FRO+k+pi/N6b0+iN6jXQrPWUQpU9bX4KdZmxQ100u/fyF9/+O8YCASEJBBWZ/ub/9jL/5Wvfpv/4GW699TpKrsLLL4/z+vkp0U72VUw0j6n7nliO8tyJIwB88/uX2d/dyu3pEAabBZ2+Iq7HwHg7c5eDPH12hO/86DrdVg9xg8ywx0OhLotzkYspzOei6pyyWuHYU6PMXQ7ymy/9OhfXLyLNqJayA13N3I9EcJpUaYzTZKfLbef2cginySHIU9slNZr9oLaNDlnpbu/h/o2VhxKcbVsild46jwbR5tWOS/y0GcQcVnucUdryArYijkXsa0tuo5GQtu9b27bv+791H2ZQ4ur+jZIBi6SGsCvVioqQt7oBAOV69b+b9v4rgWATG/NfKZbiO6QX+uYMibUq/cfN2PVmMmmFB4tRbBadaj6QN9Pg8dPX5WV69T4b8WXMkipVCYVidLWpXzY3Z9+jVlB1chppyG13sqv9kLg/4FIlHWupMrpgRTUssDt56/wkTo9MvloSc796Rs/k3CbmYQ9zwRUqJQPDj59h9qfv0UwDr4duiAgvpZTGaDvASjCI1aO2N5/9+JOYpTIGR5XuPU+yOXkLd4OKRKOSxC5/syio8ZhCfT3FpcnbVGUHg/1jTK/ep1q0kCttMjwYEGhLOy9OYzP+rfScowdP8mBxRsyl89USTqNqvajr8FKNlSjUkqxMlGlsNxBNPDT0j28WkauqfeHgHi/xzSK6Di/F5TKO5hpyTofX4ODWYhRfURKENA3ZLc5lqFnVuevx8R7hPFRcLmPzllgPJajGSpjKeloebRPSk7RLz8bdMGOHukhlUuTCeo6P9wgnp801iWrRgt9v5K3zkzxYjHJvalq03geHbMQmorh1VqpGN9WiBaunKkhOWoBAvlpiV/sh/v47byOZVBa0XW+m0efBY/SK9vP06n2SKwniYXUmUwvruT0ZoavHwcRylE88fo5YLrgjEUjzVdZQeaGWxOCokjBZ6evyU7Gk2d/WxFIoQ0+ri6VQht0+P0tyhnyizqDLxUY+R1HSC81kV5ebhpoRt8+J8+g41fUwdruJsV0urCM+4pUOBmwR4or6BaehzncvT7E+t0y33UbH0yOU7LvY368uTuyBUT58+03185ctcbhjgHCxiuRzkr6X4NDzz7JRacCZjapSl6VNJJOefc1NxEolXOU5rk3Mc2Kvh+v3Fnn5c0dYyPgILkwSz1RwNqifhfYTJ1mcn6cpl+b02acJpyZwVZpYza6iI8HPvnsL2/4mDn/yy7z2t/8XnoYBHJZmvv7dNzl3+hlybj9SPkw2p+Olf/1Vzn7y0/zt979LQinTOtiNxZgnV9rk9fNTPLqvAZ8xz3KtC3tnJwEli2nkMIvz87gtJszDHnIbJf75J7/A4qK6aNVa1Ql5g8WFOJ94aozhkRPU2ou4et3EgxmK+irHhtrZuBtmdSODw2sloLMQ8FrUVKtqhaZudaThbvDwV996lT/8wpd5+9J1XOU6K6k8pu5DNOlSrNydxZDTYessk4uUqJirmFudHBtq5/qUSlLqeKSF4nIZXYeX5HIJXZOZS9cmGPG3sJLKU8yVqRkqfO7Fo9A8yvigjfS9BEvROCvraXaf6aW4mmczWyCUSZHJV5FzMrJRL0wetNlmcjmPXa5zfWGS+ftrtI234VYM5GIKqXqJfLaIw6cjX1AoKqoxQ0WpqC3jUplKxUhFkZGqZvLFnEilAfD0N4sZfpwk+opJfO9ns3kkq+qoZKlYhOxFm59qyTVOm518cQvNbs1RqSLmpWbJRKFUFI/HDBYe7m+7axNsFdC6kVq9suP32iZZVYJTxVwVpKu6uQYV9TkCxW7NYv+pFvGvBIL96p89UYeHKA9UOc0vbqV1iemrJREivhxcokvn4cdLc+yyNOForu1AbNuRjs8zyM3Z98Rt54afqzl1lStVm6ivp7Ds1gnUCoiVsrbNzhT4zo+u85nnD+Mb3sd/+dq3xcr+8//q4+JxGpr65jcv81d/+S/56PLtHSgY4M//7j2eO3GE+zdWBGIbbXGxUk8ysRxll6WJ0RaXQNUa4jx79hP0DuuFN/Lx8f3cnH2P+2s6gYTN3jQHB8/w7Vd++EvoTzPm125r56nmeLi61NDbdlMJLQBA8fg42XZSIJWnz45QlTZ3IMTZuwmBgssJl0Dmv7hpJhLaMX33H1apKQVeePEor126xsj+IYzJOBPLUZ453SWu1XJwSaDCdLifi+sXOXboFPHpO+IzoWtTuxtamx1UVPuLiFPrVszeTZAL63nx88PieGbvJjh3dpTZmYJ4D5MzRUaHrOKntmnvt5AuCeMQYAcS3/5+p6+WsOlMeGQDtyJhgWAfGekWv9MQrBmZga5mbDoThbqMTWdiKRgjXSnQavcRaFRDBLZvAzbVQGDPC39E5MJbAsFuDzz46PJtFm9u0NOsvo+lcJFCXeZBaZPhA88wYIuoZv1bKEYpVOlrbRAIy+E3Yh72cLLtJABf/drXeWSkm1jTELbwXW4vh/C6XWTSZXrsTj75mRcJpyaYz2f4wtnTfOP8+wCiowGqCQjAX/7932B2OYWBhWaq8IWzp4WByuK0el7DqQnmCgEM0xPiPEydf0c8T0NnGmreTn4aGG9n9fwKWR1k0zlefnmcb37zMo+MdAPQ02zluxPzKorL5jHVauzr7uTDpWUxY92+PX12RKDMXEzBe+o48tR1TCOHAdDVFyhPJ1WDBzP83md/S5hKaAivYskJxArwwx9cFecim87xyEg3H04tg1U1mdDVF5h8Z4Vmk5W4QZ25akhY05QaJYNq0pDNizDxbFodNww++iShW5fU38k5ge609yf2sRVWrt0G8LpdVCw5DCXVhF8NTK+KYzfaJMrpLHqjTaB9DblryFtDnoBAhQIhbjPU97pd6mtvIcsdSNKq3p/YSIvnbCdQaccN/DJi3Tan1RB6Q7Mk3pN2PsSx/cL2K49g733vja/IzgJZa1ywhQ0NdUrrkvAk1ufsKOUKL7zwDLJhkwfzW3IWnZXZlJoLe/pUhygMWsar328U7WLNX1Wz0utq62N1fYHVtSgfLK/R0+wgmkixuhYV+Zd9vQ+dZgb7x3jqYwexOTL82Z9+j6Fm9ctq8FA7F69cJjMdJphOYfamqRYt7N3bQaQwS1+XV5BvtP0l6xaufPCApv1N+Exm9oycJm9KM9R5hqJdlaosLedY1alB5Yd29yKZ7OzZ3yraxX6/kWIpztXLq2r2ZmcbVUmdt8ZyQYEmtU1jImuzzKuXV1UkHWghnVStKnWyaUch1mbfcX0DxeUyVkMBg6lMMJRlYLydbCQk5qMaStyO5B7k1Nmtu8HD0SNtGBxVDu3upa83wHJkQ8xtF+cyHDs8iLVBNfw/vLeR8J0cz35yhFxCRdIut5Gp63FOHXuOXGlTRfQLd3j29DEyS3VypU2ikoTP5+L4+H7WgmFiE1HIlhg64hXWkz96+wHHxsZYXVPnuEaLAaexWSBNbT4rV/NcXVbt5uaDBQJ+I7P34nTY/Gwk8jS3qKvxji4bUrUJWU6ztlIQqFXza86F9ZgcdUHSUsoVmlvaiLnqtPV6mQ7G2e/0MpdIYMFIvFxW/6AtJg52BmhwWRltcRHrGEVqbEMf20Qp1znU2ILfYqGlzUzCujMpKK7YiSt2Xvv6X5AILdGqs9DU04TUaCMw+iny0Sk6Olo4//odSoMONpZSKKhfjO1GL3V/To2piylUjeoXY6FUJOCyC69et8XEcHcT51/9kA9nJtDXFBpcVu7fv42Mnj2PPcnzR8eZWpym45EW5q9NEGh1k76X4HYmpDo+LcS5PXWfeq5GJJnh+sIkt6fuM/zYOZzZKJ9+/lP8y3//p3x4bQ4dCe4sGfEZ8yg5dRHTO6znjVevivNyYu9+JlbiOFs6sfs7sFpVA3qbt4SrolpRDvQ2in8bd8PEaxUCOgtZXR1zp00lEZVK2C0STUPNmNr248xGKdbhtz//Rb5z4Tz7u1sFYUfzD06XFHRNZgoxmWAmxa5TXZxqGyW8tMSNm3fxyQkMjVYmbq8K2cmx/Qd499YtlsIxKkqV9r2naSrlSbv0zF9Yo73Py+xCUuhZD3S2MJ1MqoSbCnz27KOs5Ey4SnHkQo1IPoO+KrESjFOsllXmq1GNgUtspJFMeobavZjKehL1AgaTheT6MqVcQdXvSiaK2ZKYIWs2gjWltoOIZLVYBEM6m1Pri9WiFu50PkuX1aXO4lNpLCa7aCe3Sg6C6w8wm1UCk0YkEptx61/x4W2NwKRZIu5AkNrj2ZqZyg/vF7IfpUaxVBbSmx2vt+1xVovKJSiWytgNDWTl/A7ZUI2a4ERs3/6puLpfCQT7W79xom7sVFsjpXWJtZXCjtU+gH7VLNDk1PwSixkrJ9tOihWxht6q0ibXX8/yhd/bw1vnJ/nsp14QM1mtMGmIZnDItuP32n0a6tCOYTsC0pATqKh4NlUnPn2HV398j09+YjeHXJ2YRnw79qlt2uP99TmBPv/nf/c3fObjh8Vj5vMZnjnYLF5Xi5b6xdd/6/zkjmMBBMkHVBtDbT/a77W5qobgtqN97XGzdxNCN6qhOA1Ra7OkB6VNnjtxhMEhm5hlf/uVH4rZ7oObOc68oC4ktNcBduwb2IEetU1DgrN3E8KnGFT0p82Du9vVLoc2t3M1z+84X6Cimvp6ih8vqfaIz504wnxe1ST22xtYDi4JBAsP59XwcM6rodHXz0+JWdLizQ16D7Zw5c0Fjj3ZJ66FduzAjjZx+H6V5jFJnJvtr6l1WJwb6lz3RnqVd167h91sJdCoru4LdZmzZz8h5qkAleG9rP38HexmdQF1dLefpXBRxIX5hvcJK8wrby7g8Bs5qHOx+7E9/MM7F8X1u39jhVxMIdBopzpkZ+5yEF/FxCc/8yJKi4624Sf49p/8jkBCYwH1mt5fi2CRVKvD+6tJDjz5BIbpCe4sr5Kv1zj21CjSTJ5INI/DbxQ8Bd/wPq7c+IDydJKVVJ7ffOnXCacmBNGpcWic6Mxlutx2Pvtn/w+v/tvfF7NVjeMQGP0UAJHJVwD41v/9M4Hqew+2cP/GCuZhD8lkh5jFnn75OW7+/Efkwnrxf8XjY+5ykGxWjaTLpMscenIXXzh7mv/pD/9SzDm3R9xpqPDjw63o2ty8+uN7W1FqBpR4hf7GRuIGWVgNarNr7afWCdCCD668MYldp+eFF4+K77Bvfv8yL780zpU3FwjLRXWu/bWvY3QY6LZ6mI9GMToMwmLy7NlPcP78j1kIZcimc3hb1I6BTqfD2WDi6bMjO2a7iVRaHK/T5aBkKO1Abr+IGvd3t3I/EmEsEFDv37aJeei2nxrS1+afAgVvnWdtlptIpXfMTgVK1Pa9NffUEDUg5rKYVRRq0Fke2k5uO2btMbATre6Y327bl3bMYx0BTCOHmf/oPTFb/kXEDuxAsgabhXw+/6uNYK+9e/MrRbNKcLK5LMQ3i4LdmUkreDIOap1l8tUSm2sSJ46d5MI3ruPSRVmQZPpSNa5+FKS9z0tdn6dzV6eIRru+/jrpZJmN+DK72g9hs/pZ3pjgxLGTIrZLYxf7PIMsb0xw+tF+qrKDeEzB7zdy884crqyOhi69eN5yZINWf7dATpWsavNX8eno6GgR+9T2qwVdr82s8f6bCxRqSUxtQ9RMqh5QY3AOnDjNhZuTLE2tMNR5BoBcaZNm914MJnXlFY8pAiU9WIwKNNgdaCFfVTWeJkNWzBE1lmxCt0lSSbB0vySKyXbZUnyzyLmzo4RCMdHyXZko87GPt5PNF5BKReaDBWoGmf4eA/mq6hsdywU5d+opHLYqfb0B3p1ZYKB7K03IbUTylylGa0Juo8mrNO1sfLOI4vHR3aRT9bZGFfFqrlK5sF7MSc+dHSVXi6nJQ0tZ9p7uFZpUv9+IxZHg/OwU2UiI9bDMP//iYdrazRisZRyUyIUzpDIpBvd4qRV84hprSF7TQ2sM4H/8wT12n+hll1/Ntf3JB4vIiQIHTvVSX0/h73UKVJ6vlkR3QEPAnbs6RQSfhsIbfR5mZwoYrGVCoRiv/miWI2M9rC+uEImrqKjdaGM1kWX/Li95U1o1zm8epeDwUypWkTdWMRnUpfrzjx7jrjklTBb8Fh1rQdXJqL3PS9qlx9XlIlROU6gl8fV04o0WiebKmGwS+mF1certPMC5cbU1KeUgVVrk5z95n6K+gqViIZRKs55MYwVarA3MxTIotSLFaBi7RSJZUO3pggtRwnKOz/3By4SVCOnlAh9NrSHPB5mdjwjkV9pYZz2UIJYokc5nkSNhhk4/hjkW40c/+A52i0Rv7yB79rcK/W6JJRo79hB5532kRhvmgT76A4MsWewk5A0MjVYm31nh079xmvXQbW7cWAR7kYn3V6jka7zwzD52jw6rgeGLUWSdQmvdQbpa4PSeXpWJPN7JjRuLGC0GFWltpDFID52nfD4X92+s0N7gJJzNYcGCw2ulqFf9irPVivqeYllaGp2cONHP4t0YVaNaTMKpLL9+5kWOPH2Y7kbDDoCwd6SD+zdWcNutOJ0GgpYGiqkwZrMJx8gR6uUo+USRvFJXUWo2JGRSxWqZYrKM1ABOm1VdFPW3Mb8YxW0xEUuUqFOj98BZ4psLOJxW8tkiVotF3Ge32tRQ80YXxVJZTfDJFmlxO4nLxR0zS023qqFCTfqiJdFs9xvIF4viMaCi47q5JqLhdngKF6Em1UTUHGbAgECT2jHUqDzUpKIWVm2Gq0l4tMd63S71tYx6YZGo7UuuKmCA9Wia9flZKrIepSZTy9SomKs7/I0xsgPF1pTKP4lgfyUK7J999ctfSaxVGT88wNXLqwzu8Yo5XkuXE0OTTkgjZmIyhc0kwYUESl1HKZqnaaiZYouB0cARrN197O9v4ebse7T6u2lrGMAslUnlc6yXJ7FU6zT6PMK31yw9bBcUS/GHEo3uYxRjYeIxBXeDh8m5TUpVmdZWlUF79fIqu0eHeeO9HwlyzuJCnC9+7gk+/P67xGUJv9/I1PwSXW193LmzRo/SQqicJtDqxt3gwdbYzObkLWpWG6OBI+RNaa6/eZXZuxEcOgs2bwmHpZlcaVPoAu/fWOHkY63YmivEN4t0dNm4dTtEfLMoSGCNPo/4IC8WFrDrzUQTKQwNdXptffT1BgRpSNOrGhxVbBYd+WpJSHr8TVZBMHqwGOXK3RgvnNuH5HOSC2ewWdSCaLPoWF1f4NbtEHI1z0C3G5vLglKusLZSwK4379DT+pusOyQscjVPLpwR8pqp63EKtaS4LponssaSBtXBqWp0c2F2Dr/hYaF86/wkHz+hJhFpbdlCWi18/Z0dPFhUDesTJqtqeShtioXCrdshGj0usegAGG7vZeNumE+++Kgavddk5sRT5/jp3/+cpVCGwyfahYxLO2/aNYgmUsKf2etsFylB+WpJeEpbPVVa2loJldP86OcTOE02Bl3qqr9vwEnL6GmuXLpGoXkP/s0ZCg4V7WYy69SLMrt9fnb1tXLw6DBrwbCIWDz53O9z5ulnebAZpkenRhm+f3eeox41VedHFyYx2SRyMYXp5SB//FsvMrF4G3MthcPSzKvf+QEbC/O0jnfgK0qsxOO4XU6sFgsGi5mivorZLD1sC5YUPvHUGFKhpn4pR4p84cUjvPKPH/LcM8/T2loj5qqzvLgh8j/tFtUFqLfRyWd+9/NsFhtY/PB9FoIRhjp83F4O0WvO0znSQ8HZTFOHjcXpGk2DI8JT+drPvsWtRB156jqLC3F8HQ0Eet2q81a8RqfHTV+Xn8VQhlJDAbteQsk1kSttomsy82uPPE8wvEDAZSft0jNkNJOw6Pj1My+Siwdp2t9EISVT2ypoXTo7MVedxYU4uu79fOHcY1y6dY2xR59gc/YBfa0NuC0mTGU9jUdPMTt9j4X5BM1NNtIlhT2PPUl7/xDzV98lrEREfu6pA2fF3/iekdPMLqqovhoNETjwCL6ObixWAytTk7h9TtKxLN4WF0tLMbq63CyFYxglA/2PPEFycxGzZGLA5+Hy4hw9Dg+3l0OMdvgp1qFtoI9iNIxSqDLa4ScYTWF1mJFlBavDTIUqchlqddUPWNLrCbjsRPL5HUzffFEtuAM+D3G5qEbMbfsH6vxWk9uo37FlDDWjqtfdKoIWVHmNViC1trBSrQiZzC9aHko1/cP4wa1W8XZzCe152nMqerVQiudtayNLNZU05XY5MdSMFCtqx9LoUhGv0+QQ8p8dM+L/DySnX4kC+5f/8S++YnLUqSxVaOjSizkeqJFlkr9MYq2Kv8mKgxKra1EcAT09Qx1EQmk+PryHck0tRu+++mN++PZN9NUKtzYi5G8tYbQdIJ1McWzkFDarn+lV1ZFke3sUVOLTnfAki3MZGhwRKgslLN1l+rq8SCY7R4+0MTW/RCJqxumRcdiqyNU8w4MB6hk9u/prrK4v0Nr+OFcuXUMfVTjxsY8J0lOonKa+nlK9iludTN+5LFydzs9OCfbsbHSFkx1tLEgyb37wNkOdbQwO2fD7jYzsaVT3FYoJzaXNohPFyeayiOLq8wyyOLMowusBMePOWuPM3ciJueR2KYvmxAQP57TeXTX2D7UwcXETQ6OVkQEri3MZzp0dJZpIYXNZhKuTNudd3Ap21zSyRosBf5OV7/14llwiLwpR1hrHrjfT39mh5vd2lIU9o1aYXG4jt26HsFnUxdah3b1EkkHCd3IEWt2iUH7wfoK3L83Tipdup5MP34lRM1eZfCeH1e0klUlx6thzbKzext3gEQxj7fi19+xvsnJw8AxvvHqVB6VN7HqJ4+P7KWwmqdVm6ezqpHeoiUgyyAdvhClVH+b96lfNxGWJIw0jNNWb+NZPr2PoauDDKw+YW0nT0+zA6qlisJYppEsMDwbw+41cuLSBsVYlU6nS/2gHC5LM+vVp0s2jeDxr6GMKps42LFYDibVlXHoLYw1OmnqauLowy3w+gzdapHOkB5N3mIXL3+b1Sx/wve+9QXy9wP6xAB8bPQrAgq+FajSE49Ax4tOzOJySOnPdCitw6aL8/te+QejORRrrcO7Jl7h2YwLJqBezsy63XRi0JzbSOCsGbq/GyCdyOF0O7l2co9vXwNrSAp5WJw8iAXqHjDy67wme/Ff/mp/+4BWePqvqIz965xp9e0Zp7O3ls2cf5X7BTKehQDRXxjE4SE8ogdRoIxmrIze3Y8otcnX6HtffVOevUmObsOLzdh5gcX4eu0Vi8FC7mhK1v4njfWrXQesIVGMlbN6SyEj2dTTwoNiJfnmFxcVZzMMe4hcjqmnGVkGzWyQmplYxSyYaK0l+cOFdJL2ejYVl9n6sB0Ojlf/w1X/gW698i80ldUxUzJYIx1THqRsf3KB9ZIgb128QvBdlbmqerJxncnZW1dxeWOMnVz6gxe1k7FAXkVCaxfl59b3NzzPQ5CFw4BEikQfks0W8jS7SJUUtDNkS8c0F9rY147aYWAhlaK42YLJJyOgFik2FVwV5LF1SfYC73HaKdZVw5HY5keUS492dJExpXjp3hLRL9V4eavYRTmWFqYNk1BOw24V7lxbsIMuKKMBuu5NisozRpbqxSUY9FaUqWr11c20HitWK6/bAdKdNRcmaZAczYibqdDlwOK07Z6tbaFOb32oIWNLrhc7VaDPg8OmwSg7yxSJKWUepWhC70ObXcu6htrYmPSzOmk/yPxVX9ytRYD+88VdfGT88gL/XKVyBthNsKlm9cBEa6e8R8pGoJDGwCzYW4ugaLNyOz1ONlThxop9dRx/Fmk6ia7Cg2OaEcf/t1+9x9NSjZA1drM2s4fcbiekGsBFHdhZUVLXnSTVP9eAh4ex09EgbPs8gXW192BwZYfKg/fT7jUIKk06mCLS6WZpPkqvmWLy5gafVyQ9/cJXf+r1PkavmfmmeO9DqQNrSkA11qsX1ZNtJDg0cFISe7a3sWC4oSEWgtiS1AqQdU7EUV9OIep4gvBFCJ5uomxQGmneRVBIcHhzC4FBJDFprU/t/d6CFUCjG+OEBdrUf4v237nNody9Yc7QFDNx8O8WuUatAahrJSUtF0vyJtRZ2Impm4uImGw9KdLbbGNzjFSYiJr0NpVwhfqdIzZMW179W8GH2psXnIDRbpbSVkPFgMUomrYikHg2F6gM+To/2sh5KsLScI9BoJ5+r4TzoJ30vweZymWB4gYGhbpaDS/ibrDuMI7oDLUx8FMfth2qml8XFWZr3PEp28z67R4e5eEU1BtGcp8YPD2BrrmCz6IT94s3FVWY+inNtconhjzm5PLeCfqFG19EuWrcWQ5olZnVeYvCg6uCVW8mb3/KQAAAgAElEQVSx2+enb8DJ0nySUjSPUSdh7igizeTpPdjCg02DKLCpbIrdbj9NPU2Ue3tob+2i/+kvMzBwBKNBj7tljL/9T3/N3kf7aOpr5MjJJ7nxyiW+/9Ftnj35CGefHsbqdfLZTxzm6/9wAbfFxHQoiRwL8cwXn+DWhbvcjs+TsOiYvzZBtlohK+dx2510ue2qLWg8yFI4xsu/Pq6GtisgG/XUlDplcx3vfj8v/P6fUyFPLFVk/NAY7776Y65OBrH7OyjPL+OxW2hxO/nj//BV+h1rvPKd13B0yFRjJcYOdVGMhYWH8uCZT9PmtnPrwl36O/S8/7N7WLs6ONXaQtDSQGJtmcTaMgDBTIqzhz9Ob+8g5lqKb37/MrbdTWIhGwmluXBnHtIVDDkd1u69PLGrg6ClAYO/yNzlIN2+Brz7/QSn1bABp6nEyor6GX3pmZd45MAhwrNLVK1qi/2LZ3fzsx9+k8RcmlIdDHoDZouJnuOPUV4O0tXlZuLmJJLOyN6+gNpyLqqFzpGrsiGrRcw87MFnMrN4N6YW+JJCIpVml8dHrbEZXyFNi9tJ0/4m9I5ROkb7WZ+exWCyEJWzRPJ5rFudBi1fNVLOU1Eq6KuSYPRqm9a2L5bK7HnsSZLLazidBmLrOdKrJZYWYsIGU/Xz3XKNMuopKiDrFOHpWyvUkJx6YVFolkwUq2XsOpv4naxTX++X/IeND9FkTamLNJ3tqNciWagoFYF25ar8sLhub+MaEWHrwMMiXlTvr1GjVpNEm5q6nlqxspM8pSHWrXB1OSc/RMxbyPpXvsC+9trXvqK1F7VNQ2balkkrXJwI0dZuVr+M9Q2Up5M01exCkvHs6WOUa0UGh2yszahRU69dusaJ/hf4yXcu8+Szj3Np8jb3pqa59MoNeoeaoHGU+PQdoR3dXJOo1WbZ1X6I2VSdCzcn+bVdR7i3HmMtGGb16gxxWSIeU4QuNRSKiWDw7kALg/1jrF6dIZQtEAmlMeokjj3WxCefe5JvnH+fjbthBoa6OeTq5N56jJt31LB0UIlX8ZiiMov3tzK9cAezN817794SwQSa5WMiaubEsZMigefQ7t5fMsN3253YrH424ssAzN3I0dcbIJ1U5yEJ3SY97i4RaK55CWuz3LfOT3JvappjY5/ku3/3HjVzVWhiPeYKH7wRJtvgJLmSEF2Hli6nKJ7jhweEnrhr1EHCpKJfLQzA62zHYC1zbO9ZotKKsFtcnMvg9Mg7Uo8GhrpxemQuToTw9XQK4/3NNYlG81Gm5u9RXC5z4eo83W4PdrtKfAm0ukkoZfQxhd2nuoSXbMBv5MLVVXw9nTgoibnwzck0t6djXLl3i4DdjsFfRCoVyWZKNHXrsVl0BAbOsZqM8l+/c5OJ63Em7sV57FQvy5EN/E1Wzjzeh7u3Riqfw1DW8+XfeYmJxRURBah9Vm4urmJqG8JVaWLm/jT3EiGMYwGOPnmWsKJGyFnTascDoK2hTFyx02LfZPzYGIaNEpGlTZ79vT+mtXUEZfEnmLzDKNU6SrVOLXUXn8lM670i8t1lDG0SBR189o/+PfnoFH6Ljo8//++oxON89o/+Pc1GidNPD9B94DN8+jMv0z9wiHI5K7SbVaMqfTE0WvnRT39Ox6F2Ht3Xx/0bK4QmInzyhU/R2lpjaLBJtVaciPDW9/+R7kYDGxNTTF64z4ZcYnNxkS+cO8Pbt67zSE8jTUPNDB14nL/+3/8Tp88+zWp2VYS2Dz9+hsxSnemFO8zceofXvv5NZhenuLhqQhdoxWpZZjW7yoC9wvjTH6MoJfmDLz1LpJZj/toE7966ha7JTHt/AGkmj27kABsTU5hGDpMLhUiXFDIlGVcpzo/fv0guEiI8l2T4VCd3bzzArRiQjXomrt1DThRotTqYW9qk1l7ke994g0S9wFCzj+EuI0quie/+9F0ilQzFUgmH00qhXuR//T/+I2tXLjAdStJusVOqq7NaX0cD1VgJt8XE2KEubk0sU6xDIC+R3MhhOehh/v4aVouFir5KRqnib69w48Yi4Y0sweko8eUFNldW0BvVSlJRZNV9SNaTL+awWizoqxJWixmz2UShXkSuKshVhXy2SLuhgUg+Q75YxGly0FLO0tRgQz/cwIm9u2jv82LK1cgoVVU7q69iqBmoU4OqantowUKlrhZXrGrx0Uz5tWi5YqVARamSTxRxu53Clcntcu5g+co69TkVverCRBFkvSzITpV6Bcygr5iooZKd7CaLsIU0mCwceXaQ4EJ0RxCA1kLWwtIlvV4EAtTqNSSJHQhVfbGtn1a1kIvb21rM/1SL+FcmcH1wj1doLUf6e0Sw9tpKgbWVAv3HzSLYG6C3ociLnx9m6PFW6uspDrk6uXjtTQaHbMy8ExKsw12WJsKpCXYddAjdXW3TQsku8dqla9z8+Y8YHLLh3PAz885WVFughXhylkG37iETN7jE4JCNlbo6G6yvp5Cn4jiaTjPS3yPmxm+dn+Tbr/xQPG7sUBdLwZh4n32pmtBFfu/CVYFkj4/v5/j4ft46P4lveB8As6m60F+eOzsq2LfLkQ3Bdv7o8m1iugGx/190OQJE4PzBwTNCB6oFmOtzKmrezuTVAtG1182F9fz1T/+WTYfKKN6+OZprGJNxzp0dVZHrNgYtIBi2aysFygnXjgD3Y2OfFO/v5ux73Hz7YfdC+6kxczu6bCqazVjZZWlirKOuEqMCLVSlTeFq9aC0ycEnBolEVRYrqMzsm+8/ZHU7mmtULDnhkPPMwWZsLovqMnXkSV74dBtKoSKCmcW5DS5RTrhYWylw8+c/Yur2DE6TnbGOAF63S8xtteugbR1dNuLJWZ452ExHl00QzJb/3/bePDrO+7zv/cy+L8BgsBH7RgBcQFLcV5FSSK2WIsmWlzjxkuU2jdu0vbk9sZsTdT857j23jt3GtWPfpLETy6ukat8oiuJOkQAIYsdgG8wAs+/zzvZO//hhXpLuafsXz3F63s85PBApEgSJAZ/3eZ7v8/2Ggnz2k89gCFbpGdLy9Kef5fe//LviczY1yhMPNJPZEK/Z2ut5NifUo+sTFd57+Rav+1dZL4puoKastZp0ytua8lgSL2M0W9wsSBv4f/JtGrd9kgs/Pcvrv/jXilL969/8NgC5QoUffvV3WLrxI777b/4LywmhCL77ZvHTj+2j3+ZUVPdNW5ysJ8ZY8i8yl02xfW8ngVSGVpuHZveIEgjef/hB/uHXvsD3fvp3gLi/fe/lW7z0l18FxOmNbjrLey/fYvveTra6NZxfO6/8vlPxOMbhfbjrTfQ/uJuDe49TmIozl01x7QdvcPu9Zf7Rn3wHQzzKfECsKQpTcQzxKFPxODfefBurxsjx1hblvrbW0TkcQlFrsOrotzkZ6BR/cV9+7jN4Bw8xsRIn0jSIwaMX79OjZ3dXK//i2z9kLpuiZ0i7qZC1sburlYFDbXz6sX301LvpeaAFSS+xJMfZ9lAn/YcfZPaSn+VEFqvGKD63JnGbO7q0wlQ8zuwlPw6jnXSqqKhdC1NxbBotDpcdg11PfYtLBLlXxbda0HtJvmv3WSqTTmcVFa/DaIOCUPkefKRPuY3Nl8qEwsLJafaSn8tvzjNxfZmrG+J2uPbrJb2kjHRLlbLicmSwWSAvxq/ptNjZlnJlMJfuuC9tvp9SRRTKuwPUa6+vUq4MBTGWNdj1d8LQTZsOTQUoVyXIi7f50mbls4jv333rfI+SePNjqH0ctR8zWIVqudaxGnT6exTVyvfhHsXy/45fiQ72rev/8YWf/HQRT3cHmfWU4jM70NzLz9+fpNltI7YqRpm1nd/UFQltuES0qOP27AZlj4Yf/uQW5y+ssmN/LzmH8Pk9fvApkqVxDu0b4Nb7qwwMdrEWiPHU73ySDquOsE7H4uQyzqbdOBq7lHHsasHD17/5HTKxLDmTlsfOnCIvRTnwwDGs9hTRog7Z0kXoyjmiReEu5J9NoWmv50jfGRZLYcUh5tGnu5mZzvHGS1doGmwmNidx8FQT/TvrqRTtTFxfpiDnWfWvE5uTWC0G8RhNyPIMZ44/SjC6pNywNg6cIb2a4PCh3RQ2v4BkWRSPjVUdxWJS6WKvXFpRRrQ1t6vaHSbA+IcZ3A0igeiJ008ytTJBf0c7wzu9Sgf81ru3mYqEeOrofgY7tlAOlTHaq3Q1ielCvaONRCpBX08jC74w719ZYddIMw1NFkXUBEIJnHRpSYcCvPbOKu6qHZN3mfNjAaRlPcEFiW0tLhY24ljNGlxuA6VCWRFHHRx5mAXfNHWmMttOPc6lX4yxa4+ZRDajCJj6ehrZ+sBp3vj+m/TvcYCsJyfHyS8VOHVimLVAjFAgycBgF0+d7qfOUWUhIzMbzNDogkYXvPp3o6SzOU4c3IGuzcJQ1x1v5LBOp0wf/LMp0hkNZXOGer2d1Y0MFoOIW6wJuWriKoNZT2/bXqZWJpRRen9HO+/9wg/udZqbinx86zoVyxrf+vM3+NpXPiluO402FuaCTF+MUjUXaXaPYKr4iJZs6LLrzMWi9HU04JQN7H/mKRJBoS1IBCf48E//E1Mvv4rzAbGz1zjNlKsSL350i9/7g9/l5ZfeZrBb5s+//xZLM36GHnqQ33zqN9mS9nH53BU83hwvfvAml96f4ZmvfI7inJ94RAKrAXumgm8+ysRNH6a8jhIVJm5v0HqoneD4OsWMhrGbK9y8vYLBrCdcyDDtmyMliV8/f3WM29enSW766s77Q6QLRfzhNIuhFG+8e42mg8d48tgR/uK7L5FYDNPX2cDhQ7spZZrYM7yDldQoA7YywXcusb4xgaa9HkM8SjYjYyxoeeTRHYR1Ohp73Gjt2wj4fYQj5c0dow2bWcf64iJ9nQ3KTez7o3Psamji5mqQgaY6Eu4BTJEIU4E4Oa+Xsddfw91gw7Ieos3rFDajrQ5O7jqNf/I2RxxOvvGt14gVc7TpncyEk6zMBRkZbuen3/k+3ipoqnra9j2IfnoVKbzK4nqEvFQgS1Xc2pZg7toqn/70QYqxnAhPP95Be9mI12Ihmimy7I+yva+FQCIJVQPZfAaHzU61qkOuloW69i7yUgGtRk85W0Sn0yodoqW+SjZXwtTqoLHHjX8+TP/Bh4nElhk+2cvBwTY+ml0gX0JJ3ynlykpmq86iVXx8MYkRLBoZt0d0p7X0GxDCJDNmqgYZWSe623KpokTD1UbFd/sT10bRtTFxLbv1nlHvptGErL/jsFQ7Dap1/bX37zDaKRvLYnd7lyiqtqPNS5LyPpRd7WZRlYt3uT3VRsib/MqLnKYuv/ZCJpZFJ+XZurNeUacu+MJsJHLYJQe92yykkiX6ehq5cTPAk08P09DjIBop0djqZuL6MtF0nu3tjWSCecyGLG5nHS++epZPPLpN3KCuTOJ21vHRpRluj80y5wtzcFDY2YVyU+iNBaprCVYnl+joLtJgbcSV1rCcCirq4dpZT83koGZiUPs4guPr9PRs5YjDSdeeHkqZJpb94mmqsdUtYrB0afT2ChurOqVQNrtHuBGrEpny4cjD488e54OzN0inJPSWAhurOrRVO65yExPzl0lNraNxmqnoNujvaCcQiFDVZnn13DIN1kb6OkXxfuzMKaZWJuhqbFEsIu3WitjTWoSTy9QVia4BjSJoqtlCAujtFR4/toNQ3M/Kapgdh+vuETMtZGSmR2O0dGlYHitw5EgDM2ED8eWYUihTyRLFjEZYI9qruKtiHO5t07NrpJmY0SLi0Ozi1VwbMQOK6UNeiipiKqO9i9vvT9C1w6aMtWsPFcXsMvqYlZu3Axwf2sLBh3tZDYUU04eBwS4AMnIE32yK4QGLMh4OBCJIlSJjS2HM2iIT0yt86fknuDU5hdspdmI5OY5/U7wV2oix/dgQeq8FT0mDpr1eMdVYmAsqugGDWa8o2QEliSedzSlB8LUd+LCtAVtLkdVQCLezDldaQ/ueVprdI0rOK0ByaplCSeL40BYe+vLDLEz+jKmVCVobuihORlnJb1C2i8JaXUtwe3aDy5EVnh0cwGUR6Tir/nUquQrG4X08POxkcvxdvvGt15C22oVSf1Z0obffukl5aARddl1Jk/mDL36R5z+3D7ujlzVTiMhyDlehimmojuvnfYz0NtN1qIPW3gY+8+CzxAKLfPorv0FeF+e5zz/Hgd6d7H96HwWLF3tzNx2WHJGYRFmusr2jgevXrqOJR2g9foJefYrbsxvUOQeUIHmTnKC6liDaZqK3oVkxAzl6tJ+2vnpx1jSdxh+Ik4v4FTOI3joPEUnCn0oQTRbRtu8gODbJ0EMPMv3xDJqu3WzRZVhOZDm01cpaIEa9w4S+IY8XA/5wgopFh9tsJBRIcvTRM5x96RXajwzy5sw1rJ022vobsXba8JQ0fP65z3H5o6tip+pxsXP4BCupUQ488jDhW4skcmWqVR0mk4iEWxmfZairkVffm6DFKwzwo/4U1YzMSjGLXKqyrUcoydfiSWHdB1SrogN3u2zCvCFeQG80KzvFWgGqCZMA8vEKdo8Gb0sDx7Yco9K8BYt5iSVfEE9eBHE02kTsXdmcIR+vKDmrNoNV2YPqtGJvWqqUhaFFIonNYEUuVSlmNvOc9VDWlnFYbcJ4f/M0RiffOZuBu6LlNotize7QoNOLMbS2DJXN4rgZHVff4mKw2UOL26GEBtQY8NSxtpKEshgz3x3QrqiSLdp7T3HK0OvyEEtuqoltFuTSvQ8tyn7270Me7A/e+tMXYqsVZXRW27u53AYGutx42/SsLuco1XlYOLtB92A70UiJc2/OEwqIzMpKRKL9YBsz4yFilQLFmNh/6jMaxi5vMFuJMHZuGYuzRKicY3BfDwcH2zh8aDc//vAcTx/9HDejc3g8LjROMx+PzipuTl1t3Yoj1MVLN4mMhfEnxThT4zSLnenQLsaXZzn66BnWg29zPhIne2ORrFGMPA4f2s3KlWk8HhduZx3TkSIeo4mVK9MszsVp7+lj7spZ3DYLPQ+0kHM0s3ZpibpWB5W8WXGHuhmdI79UoNFhRuM0o63aiYyF0dob0FbtfOn5J1j1r/Px6KzYe27pU06RaolAtf8GYT147FSrssMNBCKsLueopRvVTlBA7MHre2W63Z289e5tXG4D8YJBnF502vC26Xn13DKH+3qU208QBTOdzfHk08NMx2V27THjqWvilZcXMWgr5JcKbN/bybnxOeySA3cDHNv/CCtr8+gqTSIGTo4oxfb8ux/y7Gd3KIW15rVc2yOXLEm2DW5lORVUYg2tZg1RrZNYqUCsVCC+HFNeb7XIQ6+nDr29QneznVSyxG89t59/9i9+TOuOTt55d5yFjTWWVvKEslnSugwFWUunS0Nvg3CB6moSUX61O9uahqC/o10ZGdceCGoag1KhzPiHGTx1TUxHiqTzMX7+/iSe7g7SoQDOTi3aqp2MtEFwbBLf3By/fuAQg9uH+eDCNc488RxvfPALDjxwjF0n/oh3Xvkha75l9g3v5J3xWRpb3dye3cCqMXKwvZl5t5aTB8TZi6vcxJopxICtTCnTRDxSJbaxwvXbi1hTWrRD4u9LCmc5ObKXS+evsW+HHWufi31P/y7+a/O8++4rXD/v49/+6EV+9v3v89yJZzhyYC/WeolYqcDsJT9+2cHExE2e/b++RkO0xMWZ85w80E1qsYqp4iM+O8tEKERekvizH/6ESy++TCyZI1Esk1hfYS6SFiKfwCKNrW4y0gZz2RTBxQSViKSEwg/0eJm4vsxHl2awDB7mqVOHlQzTpFTC2LWXnL0BbzlO+942WooG4YpFhZdePIvFYcZbjnNzKUBeKuDI60k2b8OQ2cA3H+W5J56j2NTCrx84hLVe/L79jVsVl6i5q2NUIhLXz/vYWMmwFo+jM/opZjTovRZG35jl6c/sYldPF7M3R3n82eMc+vz/zeCQg8Ssj1fOnadi0RGMZdnzeD8nd52mtVVG02TCH4iTTmfJlyXWE2miqTI6jQE5V0ZvFIYLsr5MqaAhGxcjV61BLwrDXWPOkc5mIYByVrHpnWjLRqL+FLHAItevXWdjMY6lvkq93s5yIos/lcCkM6ItG8WeVCt2l2VjWbkzLRXLyo/XYuiqJlnpCG0GK3lJQiffcWNy2xxk03l0FlFIbRotWHVCIVwRcXG1e9ja22KliE0jOlqDbnOPahD+x+tBkXC0uBhBrzPQs/lwsrgYob7FpYS+391R1/a7cv5/zHmNFXOK0Emulv9HB6faz83/r52cfiUK7M/+5lsv1J72fbMpMutammQbVVcF85YKixMSn/3kM+Q2hNjj8KHdvPHSFSZCIRptNr78mUcoyHlef+UG1aqOgSax51tOZGk/0oI/EIcliai+gLtqZ3kuRafGRlKOkE5JDHZswW5u5uSBblauTHPkzCFs2q1kpA3FiN9QHhYdK0Ba4siZQ4RyM4yd3yAnx+m0DrJzoMjq9CoLGZnfevgEb743phjQ/+AvP2Lk4Bky0gbVtQT1UhWNUxRJd7VC1igeFCJTCRKJNHt3aunfWU9Dg4GGBgOJbIbpSJHCVBzTUB3JpRxJOYLbWYfGKfYnze4RpuZH8QztYmePDq+njtFRYWyBJcOx/Y8o97+1G1X/bIrVUEjppGqj1o1VnRKOUPu57Z1WBpp7ldva1eUc06MxcfdmgPNjAUa6vJwbn2PfiFdRgtfudbMVidUrCVp7zfR11rOxmKaY0WBvlkmkEni6OxjqaqKqzSrFdS6bwm1JiHOtihClrcTDGPVpfLMpRRgXjiWUQuabTRHW6ZQxdq0bzqynyC8VePqRbhZ8YdaLVuxISuD61MoEhZiLoa2NFCtZbtwM0NlmRyflScY1yPoilqqdAU8d9Xo77Xvb0El5LlwNYi2b6Nxmp6HJokTj1fB66hTx2N0qa1/KQmY9xVQkhFlbVILpD/f1MPf+KkP7RKff6jpCRtrAcPxpTh7qp79dy9T8KPlggcHtw+iNBSVEPX4pzNhKHI02TThTYOfwCY53N3L26izte1oJjq/z8dVp+hu3sp4YI1YSVpBrphDvvn0Rm1lHo03EtV3+cEHJKD174wZbGh1kgnn6Ohs4dORx/JO3OXvjBr/31S8h3Zpn354H+M/f+w7Pf24f3/jGyzT1eQncXqNZn2U9mOaZEx7F2hKgzitMWbY+/RU2Lp/j8899juziAqH6OlKBNaSKhMlkZOBQG/Ude6iEA8oDdb/NScI9gL4hj95rITi+rpzbVGU9UnKNjLuB5cnbDDSJu1tvOY6towNTJKIotA8/9AiXzl+jr6eBpFQiKZUYbPZQREtEkshF/OKutWsvG+U8x1uFvsFububsjRvsGd5BRtpg5+5W/vrVD8mXoM3iJFxI8vW//QV2p5FoaEpEO9pzpFMS5y9f4vgX/j3/8p//a7ZaLPS3a/nrn32oePP2eB3MjIdo6xQajN6GZuZ8YXY82IP/Vhi90YxGo6GU3VwRbXZXDpsdg05LUSvOSuT8ZlWoCXKqMtGi+DXlgoZiRdge1hTGI1uayVeh216nuHcBaAs6clURZ2cyGSlqSuKm1KCFAsoY12awCqFTVRTQ2lmNXtZTzBSRizIGkwW3y6b4FmfTeQw6PVK2goyMBbA67cL2cPOc5u5xbO1etkZJLkJenOroDFosDrM4Ddq0riybKmTTwuSiVlzvHkP/snGE8nttdrLKOPiXC+xdHsi/8h3s3OSrL+jtFeVO0t0AK4k0LZ0OqsYS3joX3/j/36IcKhMKJKlzDvDw40O4LFquTQawGEVXNjLcTmY5Q7AoKWOCZnsJa9nE7dAGckqmaNAycrqPmbkQ8rqWq2Nz+AIpsq4EV18bZWImzFp8genNwOng+DrHTrXy7swkrc3CIGA5FWTHtiGkcAeW/Dp1bS1s6UqzFArS11lPNaWllGni4ceHaG9v4ScXbjPUJY7bl/yL1LW10HBAGFkAvDI+jjGspVevp9JY4PjBp1j2+4lGSkTGwkSLYrfaoPdw7FQr1ZSWg6eaxM7znVn0nU7O/bdRkrE1cnKcuYuz6Iw2sUv2i48/HEuwsjaPwaznga0PsrI2zxOnnwT3unLzWctUrWWb1vJga7mpBrOemGaDHmsfXk8dfT2NBGbFlABZT0eblfZOK7tGmikVysg5D/7ZFEZ7lbqUnb4dIhN29UqCNz9c5ujRfi75ZtlI5PB0d3D557fRlWSkSpFUsqS4OdUSfi5cDfLQfhNGfVqxXezvaFeC02v3vC2dDuwIoVUqWSKqdSqZslcW1rhyMUIwk6B185QoW5EIRpeQblWR68QOOxYW6T6PnTlFa6uWVCrORiKHtmykaXcTJ3edZudAkVdeFwHnSanE1O00uTWZgcEuqtosvpSFeMHAbDBDvGAgsy7OjZ44/SQXLo7fk5aSXi6QClex6HOEdTqsnTYa9B68g0e5OHOeaLmdvTo9F2aD5DYWAEgk0oRyUzzcPoJx2EN7ewvX/WN84eRJ3hmfZVuLC/NINwmHhcvXR9E0mUjrBwj4fayMzzK2tI6n3cn18z7+8b/7Dh+99pIS+P3WxSn2tLTgtVjQDjlpzArHp5m5EMVYjm98/VssTU8TiqYxyH7aGgdZT4yRXJF49aNR9GYT9kyFeE4mkEji9jjobtzO+IVR7I5e6rziAeTipZv0unPUOQf49n/9AW2dVbZ5+zj74UVkncxgs4eTu04zd+UsIB6aPe1OkrdiSOFVxiZXOLGtB994hLI5ibVsovnAUTztXWiq82RCEouLESwO4TPb0FYWxhPjEX7tEyI2L7K4BIDbbKRxzxFMkQgRSQj90sUsqWSFdHCFxPoKNycn+HD0CkWP6GR7hsTXep1Xw+rtVaLEyWRgW3sDn/mN36S1dZjgufd5ZXwcT3cHH10dY2klj7e8xECPl4y0wQOP/COmz7+F22zkSLeXbLaK54HDPlwAABO7SURBVMAhoiUbmqUoEVcVe0ZkKZ84toMdwy1MTK3f6U43C0CxUETWiVMTg1ncbDps9jtj1rvDx3UifDybzytj47Vwkny8wHokTZkKDqtNqHlLZUrFMnrZQDKbvjNa3TyZkSqS0tXW8llLuQp2h4VipYTBXWLXQ5/g1N567I48df3N+OfDlLViSpbN5zG4Nke2Vp3S2dZuaGt71Nq37a2NhFIitKBa1WGzCkvFWv5uLJgkkisx0OwiFLuT2HP3rveeFJ27OlelsN6Vxayc7NxdZP8+dbAXz//NC4ls5h5RSG18pndWqRpL9LsGlcDyvC3H1ddG2Tl8gueeHeFbP3qFhdkksdkkgWwUvdlEp9tGq8VONlNL3Eizu7+VVoudvs4G9PEyGitk0FDKVXAVqmQiJSKFFC1tNooZDb75KEeP9tPQYGCg1a7sTIv6DT44e4Pp8Vmy2SoRV5WBVrsSced21pGRNjh/+RLplMTAyAHykXUOH9rNjWCIwzvr+NZf/ozBji0ALMwmqWZk2ve04kpruDI+Tk6Oi/1vVbxdSaRx1BW5cTPAYMeDLPv9xOYknC4Leq9FiZdC1rN9bycvf3SVXzuyl5yjmfPvfkgqWeLQvoHNJ8uoElJ+5dIKZ44/qngnBwIRUskSmXUtA4Ndip1ff0c7vW17CaTnqDPUMzm3SDiW4MrCGn0Ddoz2qnJOUxM6VfJmLvlmwW/mRs7PkT1d3Hp/FXuzjLUs9pkbCbHnOLnfQ9oHe4730NSlJbqRZ/pilEyoSiZUxbTVy4nDYoccjC4pXWI4lrjHGKNUKN9jcgGgk4STkrZqR+dxEPWn6LbXseNwHb1te2lt6MKkK9DQ48DrqeOtd2+TSCXwz6boGtDgy80TW61wcPt2irEc16/70Bn9VIp2NE0mNiIBZH0RbdlIW5eec+NzWDRGdFKeiekVnAkds/5l9o0IwZHdWuHAA8f48YfnaDVrCEfKnHlsO42tbs6Nz3G4r0d5zVi9zZgnF/nEEzsJGaBHY6fnsd/i/MdzzIxN4xluoSBLhHIzBH+0yN6ne7m1FuHpZ0/SjJOmdivm7tN89NpL2DMVbB0dxFaXyGsrdLptDBpMOCx2brz333juiec4e+MGR4/2MzLczluj04QjCZ478Qwzvkn0Xgvrs3Fa9jfzta98krcvTTDY7qGY0fDK5fPMT8UIxhLkMwXFiamYKTLS20wkJtHWWaXvoWOE/WOUMk3KRGjVv874hVH+2Vefo27/b5JdXODa7duMdDYyEQqBZgVNez2mqIzNrEPvtSCFs4q3r9GYUV4jvvko81fHaCSNb17cjVscZjxlIympSEvRwLnrS6SkFLse30vk3Q84O7lOKlsiEM8RXJjGUNRhlXV89lOfIrPhZzkapXvfKU7ucjLQ42V5OYkjHWb86gRf+dpf4OjtIn7uPKOLK0TWMmw/3cdQVxOm2VkkFilrOmlr1IvVxJIEmQInDz/Oyy++y4UJH6/98G94/rnP4vPNcN0fY20jjLuUwjc3h6ZrN/blICUqSkg9wM3bi3d2rLUCYEAInAyIc5kydDpdhAti93+3qX0pVyFfvnMtoBSzqhZZL3asVUcOfdaCXqunWCkqIqoaNoOVdDKDXBR3r7X3k03nKWaK5Cvi9GbQ1YRvbo45X5hHP/MpzJOL+DPiRKhWZIuVkjI6tpjN97hBmXRGipWSOOGplFgLJ8UYuqqjJOfF+QyiM9UWdGLXmi/TeeIUmVBAFGyD9h4XKmWPC3c61V/uZMtgsOuVUyK9zkCxULxTfP++ODn95ff/1Qu6hgJGrTjJmBkXN5Wryzk87Xp6rH2ce3Me01AdX3xiO+VsmLTTwY9//Ab1Tj1HzjxOXhfnzOFH+HhiCp1By+J6hCwi8WM5kVX8NjfSOcy2HNmMzHIiy8ChNnRrRYxWHY4HGmjq83LrYpjjJweYCixSDpXRGW2ce3OexlY3pUwTlmoniyXhGuO1iC92ndGm2CrCnfD0RCpB0DfNufE5Fm/4qUQkfKUKh/vE4fxLr9xi5w4byHoaW93M64qc3HUavbHAcirIwe1PM1paFSOmqh23s44tXWmikRIXJ1dFxmVUxtRc4uFTz+DzzdDY6uap0/3Ca5kolaId/2xK+Ri39m9XFMUNTRZaG7oUf+Wai1bnNjvFYlJR8va27SUanyG4lOTGzYDy+bFLDgYGu0ikErR0OqjvlRne4URTNFIsJrFojCzHCnTb61gNhRQFbu1U6eD27ZRDZT66vUzfgJ3335lloLuXDz7w09xkpb5Hg71Ri07Ks3dHD3kpSiAQUfa7NWq3s7Us29oOtCayctQVGdrayOLkMsFMgiNHGjCY9QSjS7z6d6NYm8u4bQ48dVuR3D72bR1keKcXX26eHmsfentFZA+PR8iZRccdHF9H77Xw5JPPUKiKziq/VKBeb6eYEdmgG4kcLTvaiS9J9PUJo//JuUUuXBxn34iXlk4Hh4eeYGL+Mh984GfXUB2DHQ9y7fJLHNi/haW56yRvVelyuVnwz2A3N1Pnu05BDvDggdO8+/ZFVm+t0653os/AldAKvQdO8vPvvsx8folL78+wePtV/vAfPE9BzrPN28d7Fy8wcrIP33yUYllGO+Tky595hJ/86GWadjcRKxXY1rifrnYd+k4nJjlBKJBE17gDlxTFFJX5i796hz/44hfx+WbYvreT7f1b+NIXHuHB3/4q20bq+eq/+zOe+eTnmbzwFvOBFPlSmQeffZRjRz7FT7/zfdYXF6lrddDsHuFmdI6jIw/xH779t2y1WPj6N7/NSF8jy4ks24+d5tqVMU5s6yEezDCfSBH1p2jr0tM02M7SVJCjB7aRSKSFar95G23Dg+gb8kT94iGr021jJZGlr9XJfCKFzqAlJUlU7VvY3rudYlMTLinKRiIPVS3JcolwIonclmeoq4mR4XZGr95E02QiOL7OU7/zSX7vn/xL4vEbXLn0CglfhD/53l/T4nbgcdsZ6mpir6uD68kVvvGNl6kYV3nzo3n++Lef5e2rl/jtf/J7tOw/Q6/LxsUL13n+2CBXxscxDdXxT7/4JEszQhSZlErkIn5sZh3b93Yy9/4qY0vrTNz04XA7lV3rPQWijPARroi0nRQyWo1eFN5NUU65JIprTejjMNrJS9LmjlWYPCSzaWx6JzqDlmQ2jV4jwt3vthmsIhTBlEFnFQXWYbShLZTApEOuyux/eAjffJR0Mcvv/OEX+PidXxDfgH//Vz/CuHCV0cUQg80e1sJCq1Kz3owlkuhlg3KzWwtyN+mMlAoa5HxZdPB3KXrdNge5ah6bxkrVLhOcXkJbQTHEqKmUS8kysk4Ip2p3u/+zDlWuysg5mXylIO5sLaDXmDnU30ZDg5VoMf+rbzTxrT//sxe8dS5ySUkROIEwih9o7sVTt5UXX7pKYiNDS5cGXUOBcMSIt2zgo0szdHn1XP5wgVhgkeVolHJRi9tlY+BQG0NdTWiaTHjanSQ2MsilKtFkBX84wTOP7yIdCmDa6qUSkUhOp3E5JTzDLcRKBZwJ4dWab9Fj0edwpTWMnOihzqvBWeigKC9Qbneh91o44+1nzbes7EMTqQRdbd3K28GOLYQCSezNMuHrGdr66pnLpnAVqkxFQhxr38KVi350uSLWeolm9whtjYOUWjQsvDeqxJ+FdTqqKS2eoV20OSscO9WKbDQrSug5fw6jMcN0XGag1c5SKMh0RLjiPP3sSaz2FHkpqiiKWxu6AOH6VLY/wPSNW9Q72liYC1LvaGNoa6PS9QJKKPuhfQPo7RVef9WHtc9F16ZftLfORbe7E7dNdIMLvjCNDQamIiEaCx4irip6rwWdlFf+noz2qmIc4dl5iuDYpAiw3t3E8IBF2WvWov5u3Awoxvl3ex63d1o5PxZg34hX6WIP7RtQ9rReTx3TcZkDW20M93crloitvWbFhcpurdzToRu1VsWMYykU5MnHHiGQzzJ7SezmKhGJaGiKx472UE1pRYiDXXxOPd0dHO7rwWM0MdDjZWU1zHRcpkHvwVFXZLhf+Dwv+/24nXUkFtNs39PLlq40YxejrIZCpJIlCq4iw41dtJpdNAzbuHzuCrdnNzh74waFZJqhjhZO73+A8Rk/Tx4+RFO7lUe/9Cesz98gFEgy58/hL8WJlQqY5AQjw+14jCbFV9mSjNPe3kKdc4BOZydzV8ew1kvC5KGrCd/HQbbubSM4Nsl8IIXDoSdbqlLW+eh3uGnpOEBG2mDVv873v/ld2pwVPvHY7yIbc7w9ukBLIU26WiIx68MolXn57CXS1RLH9zxM46kzNGwGHLS2yoxfGGU1nKDreAeB22u4SynyJRjo8bIWiJGUSjz+8DCxOQkpnGUtniS/UmApHCa5IjEyZCI5Po8Uzip7uP/njz7FB5cmWFyMUDYJBavb5hCuT4FFKuEAy4ksWllDWZaxGPQUC0X8S2GsnS7m3l+lsd6Mbz6K22zEYZT4+Qc/Z1vjfi5/dBVrvYS108XJXafx+WZoD0L748OUMk20mTKsrRfJl6C7cTvXL09xoHcnL3/3/2PNFGLL8GG2Ht1B18gg/+/Xvsftn/+CskfDtckAsUSSvFQgkiyhyYkmoGl3E0dHerkxunavstUiDBa0Bj1aWYMsa5FLoghpDXp0WgNySUx3averOlkIkyx2k9hP5oVbUTKbvicLVidrKcvFe3yCdVrtPRmpMsLu0GQykteWKSVFJ52LFJVd7ucf28ul92cwNZc4P/YBTz7xIJeuzqLPaISoiDsReXLpjqiprC0roQTpYhbKWmxWs9g1bxbY2sebTedFZ5ssojXokSo5ceNaFn7Hd8fdKcWVX7JBvGv8e3ccXm2ELJfKdHjdlKiwFk7+6newV27+1Qs1c4LamPHQvgFu3AyIm1j9BgZtBXldS9cOG/mwzPpohptLAfZ3d/LqxQn0ski7aHE7CCUldjzYSfR8iLI5iU7Kc+3qKtqCjuGHHyK2uoTJZEQfLzPpT2PPVFiQNijIOtLLBcwFYeZ9pNvLvlOPMnd1jGJGQ9NgMytXpnnzPfEPkNtZR304T71UJWgs0NJxgJdffJdcRqJ3m0XpOCeuL5OT4/RusxDVOtHlijz97EkmP76h3GSGKhFuLWY4erQfQDH4z0eEeOOxM6ewaYXlW0W3QTa6gLYqEn9M9Ulae804DM08+VgnensFV8XFx6OzRDfyyBYrQ11NWO3iiX4pFFSCDqZWJjDpCjiCDbw5c438UgFPe4FUUuSy1sQ+xUpWETylkiW0zSnyYZkdu+qoM4kv2PNjAbqb7Xc+b5Us9Y42zo3PMbx7kL7OBtKhADpJiJ6iWqdSaGtvr10Z49Ff34K2UqarSawJal11bXzb3mlV9rLRjbziW2x1mdm2VXSmsj2LTWsibYky0NxLOJYgbYniKFawuszENBt461zMjMcUwdGWRj3f+buPycSyuNwGhvu7SWQzaIpG3DaH4qL10uvX0ZbFP96hjRiHDm7n8nIUt0V08Q1NFh4/toNyNqx4DustBaxmDfGCgVipwJHt7UoR1/jLDO6vZ+zyBlssWhp6HKyGQnS1dXNg/xYOPHCMy+eucOD3/5Qvf+GPyG8Z4dGDB4gFFvnjP/kN0it+tnib6O1rVQLV3/6L/4TGaeb90Tn2bHPx+ScfJbcRp9k9opjKB8fXOXNiiHMv32Tn/n5CBvj0b3+JVo/E+zOzDHU1cfnNeXYc7xTnZV4LjT1u9F4LR3Z08Pt//B0i62kAXnz1LN/8r3+L1lbh1e+9g5SO42wbIHzrFW5cW6K/ycPhzz/BkUee50c/+B6DzR7ePHuO2bfeY3D7MD1DWlb966wFYqRzWZ769LOUrDmS02ny2gpXLsyzHkmTzxSYnI9gLGko5mQe/8QI+RY9Rxo8lKoaLk6uMru+QTZXVTJRX3v7GnmpwO7+VvIl+P3nf4uWagxNv0tcHaQL5KS8uLekTLFSRG80s++xx9EQY2rGT76KkpRz5cI8uUSRD0evYM0bKZuT7D/2CGH/GEMPPciTf/jHJIIT/Idv/y2TKwla9jfTmNXx8dUxIpoMRU8LJ0f20unspNPh4Nee+ixXX/8B7/3Vf6H7xDDt7S1YjBXOHH6Ca2OjWPRGlv1R1iNpLBGxe18L3AnDAMQpzmZBLRaKjPQ1EsmVsFnNSJmcONMpc0c4hCgwOqNWcXAqaotUkRnpFLmvpVyFfFzC7XEoRQ9QTnOUUxlQToBqjkxut/g1Jp2RbDrPvl97kl09Tl7/xVWMWjMz4yF+/sYFdp56BF12/Z6kHjklC7clrVaIpzRWJXnHYbRRLBXIpyUcNjsmsxG7Q1TJUq5CsVJkpLORokFLVsqKgogsHjh+Wal0l4hJ+fNs/lnu+f/lX/oxYD2fodFl+992sL8SebAqKioqKir/p/ErY5WooqKioqLyfxJqgVVRUVFRUbkPqAVWRUVFRUXlPqAWWBUVFRUVlfuAWmBVVFRUVFTuA2qBVVFRUVFRuQ+oBVZFRUVFReU+oBZYFRUVFRWV+4BaYFVUVFRUVO4DaoFVUVFRUVG5D6gFVkVFRUVF5T6gFlgVFRUVFZX7gFpgVVRUVFRU7gNqgVVRUVFRUbkPqAVWRUVFRUXlPqAWWBUVFRUVlfuAWmBVVFRUVFTuA2qBVVFRUVFRuQ+oBVZFRUVFReU+oBZYFRUVFRWV+4BaYFVUVFRUVO4DaoFVUVFRUVG5D6gFVkVFRUVF5T7w3wGYIFUw2oLoBgAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -209,7 +182,7 @@ "# 随机VQ图像\n", "plt.figure(3)\n", "plt.clf()\n", - "ax = plt.axes([0, 0, 1, 1])\n", + "ax = plt.axes([0, 0, 0.7, 0.7])\n", "plt.axis('off')\n", "plt.title('Quantized image (64 colors, Random)')\n", "plt.imshow(recreate_image(codebook_random, labels_random, w, h))\n", @@ -233,7 +206,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/3_kmeans/3-ClusteringAlgorithms.ipynb b/3_kmeans/3-ClusteringAlgorithms.ipynb index 6194a9e..d71c2f4 100644 --- a/3_kmeans/3-ClusteringAlgorithms.ipynb +++ b/3_kmeans/3-ClusteringAlgorithms.ipynb @@ -4,22 +4,41 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 在玩具数据集上比较不同的聚类算法\n", + "# 在测试数据集上比较不同的聚类算法\n", + "\n", + "这个例子展示了不同的聚类算法在数据集上的表现,这些数据集虽然有趣但仍然是2D的。除了最后一个数据集以外,每一个数据集的参数都经过调整为了产生更好的效果。一些算法对于参数值比其他算法更加敏感。\n", "\n", - "这个例子展示了不同的聚类算法在数据集上的特征,这些数据集虽然有趣但仍然是2D的。除了最后一个数据集以外,每一个数据集的参数都经过调整为了产生更好的效果。一些算法对于参数值比其他算法更加敏感。\n", "最后一个数据集是一个\"null\"情况下的聚类:数据是同构的,没有良好的聚类。对于本例,null数据集使用与上面一行中的数据集相同的参数,这表示参数值和数据结构不匹配。\n", - "这些例子\n", - "虽然这些例子给出了一些关于算法的直觉,但这种直觉可能不适用于非常高维的数据。" + "\n", + "这些例子虽然这些例子给出了一些关于算法的直觉,但这种直觉可能不适用于非常高维的数据。" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", + " FutureWarning)\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", + " FutureWarning)\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", + " FutureWarning)\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", + " FutureWarning)\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", + " FutureWarning)\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/cluster/_affinity_propagation.py:152: FutureWarning: 'random_state' has been introduced in 0.23. It will be set to None starting from 0.25 which means that results will differ at every function call. Set 'random_state' to None to silence this warning, or to 0 to keep the behavior of versions <0.23.\n", + " FutureWarning)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -29,7 +48,7 @@ } ], "source": [ - "% matplotlib inline\n", + "%matplotlib inline\n", "\n", "import time\n", "import warnings\n", @@ -49,15 +68,17 @@ "# 但是不能太大以免需要较长的运行时间。\n", "# ============\n", "n_samples = 1500\n", - "noisy_circles = datasets.make_circles(n_samples=n_samples, factor=.5,\n", + "noisy_circles = datasets.make_circles(n_samples=n_samples, \n", + " factor=.5,\n", " noise=.05)\n", - "noisy_moons = datasets.make_moons(n_samples=n_samples, noise=.05)\n", - "blobs = datasets.make_blobs(n_samples=n_samples, random_state=8)\n", + "noisy_moons = datasets.make_moons(n_samples=n_samples, \n", + " noise=.05)\n", + "blobs = datasets.make_blobs(n_samples=n_samples, \n", + " random_state=None)\n", "no_structure = np.random.rand(n_samples, 2), None\n", "\n", "# Anisotropicly distributed data\n", - "random_state = 170\n", - "X, y = datasets.make_blobs(n_samples=n_samples, random_state=random_state)\n", + "X, y = datasets.make_blobs(n_samples=n_samples, random_state=None)\n", "transformation = [[0.6, -0.6], [-0.4, 0.8]]\n", "X_aniso = np.dot(X, transformation)\n", "aniso = (X_aniso, y)\n", @@ -65,15 +86,15 @@ "# blobs with varied variances\n", "varied = datasets.make_blobs(n_samples=n_samples,\n", " cluster_std=[1.0, 2.5, 0.5],\n", - " random_state=random_state)\n", + " random_state=None)\n", "\n", "\n", "# ============\n", "# Set up cluster parameters\n", "# ============\n", "plt.figure(figsize=(9 * 2 + 3, 12.5))\n", - "plt.subplots_adjust(left=.02, right=.98, bottom=.001, top=.96, wspace=.05,\n", - " hspace=.01)\n", + "plt.subplots_adjust(left=.02, right=.98, bottom=.001, top=.96, \n", + " wspace=.05, hspace=.01)\n", "\n", "plot_num = 1\n", "\n", @@ -216,7 +237,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" }, "main_language": "python" }, diff --git a/3_kmeans/README.md b/3_kmeans/README.md index 5ce535c..daa3c06 100644 --- a/3_kmeans/README.md +++ b/3_kmeans/README.md @@ -1,3 +1,7 @@ +## 内容 + +增加一个Bag of Words的说明和例子程序 (https://blog.csdn.net/wsj998689aa/article/details/47089153) + ## References diff --git a/4_logistic_regression/1-Least_squares.ipynb b/4_logistic_regression/1-Least_squares.ipynb index c883166..d9f049f 100644 --- a/4_logistic_regression/1-Least_squares.ipynb +++ b/4_logistic_regression/1-Least_squares.ipynb @@ -6,9 +6,11 @@ "source": [ "# 最小二乘(Generalized Least Squares)\n", "\n", - "## 1. 最小二乘的基本\n", + "## 1. 最小二乘的基本原理\n", "\n", - "最小二乘法(generalized least squares)是一种数学优化技术,它通过最小化误差的平方和找到一组数据的最佳函数匹配。 最小二乘法通常用于曲线拟合、求解模型。很多其他的优化问题也可通过最小化能量或最大化熵用最小二乘形式表达。最小二乘原理的一般形式为:\n", + "最小二乘法(generalized least squares)是一种数学优化技术,它通过最小化误差的平方和找到一组数据的最佳函数匹配。 最小二乘法通常用于曲线拟合、求解模型。很多其他的优化问题也可通过最小化能量或最大化熵用最小二乘形式表达。\n", + "\n", + "最小二乘原理的一般形式为:\n", "$$\n", "L = \\sum (V_{obv} - V_{target}(\\theta))^2\n", "$$\n", @@ -26,12 +28,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -115,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -127,7 +129,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -176,9 +178,15 @@ "### 2.1 梯度下降法\n", "在机器学习算法中,对于很多监督学习模型,需要对原始的模型构建损失函数,接下来便是通过优化算法对损失函数进行优化,以便寻找到最优的参数。在求解机器学习参数的优化算法中,使用较多的是基于梯度下降的优化算法(Gradient Descent, GD)。\n", "\n", - "梯度下降法有很多优点,其中最主要的优点是,在梯度下降法的求解过程中只需求解损失函数的一阶导数,计算的代价比较小,这使得梯度下降法能在很多大规模数据集上得到应用。梯度下降法的含义是通过当前点的梯度方向寻找到新的迭代点。\n", + "梯度下降法有很多优点,其中最主要的优点是,在梯度下降法的求解过程中只需求解损失函数的一阶导数,计算的代价比较小,这使得梯度下降法能在很多大规模数据集上得到应用。\n", "\n", - "梯度下降法的基本思想可以类比为一个下山的过程。假设这样一个场景:一个人被困在山上,需要从山上下来(i.e. 找到山的最低点,也就是山谷)。但此时山上的浓雾很大,导致可视度很低。因此,下山的路径就无法确定,他必须利用自己周围的信息去找到下山的路径。这个时候,他就可以利用梯度下降算法来帮助自己下山。具体来说就是,以他当前的所处的位置为基准,寻找这个位置最陡峭的地方,然后朝着山的高度下降的地方走,同理,如果我们的目标是上山,也就是爬到山顶,那么此时应该是朝着最陡峭的方向往上走。然后每走一段距离,都反复采用同一个方法,最后就能成功的抵达山谷。\n", + "梯度下降法的含义是通过当前点的梯度方向寻找到新的迭代点。梯度下降法的基本思想可以类比为一个下山的过程。假设这样一个场景:\n", + "* 一个人被困在山上,需要从山上下来(i.e. 找到山的最低点,也就是山谷)。\n", + "* 但此时山上的浓雾很大,导致可视度很低。因此,下山的路径就无法确定,他必须利用自己周围的信息去找到下山的路径。\n", + "* 这个时候,他就可以利用梯度下降算法来帮助自己下山。\n", + " - 具体来说就是,以他当前的所处的位置为基准,寻找这个位置最陡峭的地方,然后朝着山的高度下降的地方走\n", + " - 同理,如果我们的目标是上山,也就是爬到山顶,那么此时应该是朝着最陡峭的方向往上走。\n", + " - 然后每走一段距离,都反复采用同一个方法,最后就能成功的抵达山谷。\n", "\n", "\n", "我们同时可以假设这座山最陡峭的地方是无法通过肉眼立马观察出来的,而是需要一个复杂的工具来测量,同时,这个人此时正好拥有测量出最陡峭方向的能力。所以,此人每走一段距离,都需要一段时间来测量所在位置最陡峭的方向,这是比较耗时的。那么为了在太阳下山之前到达山底,就要尽可能的减少测量方向的次数。这是一个两难的选择,如果测量的频繁,可以保证下山的方向是绝对正确的,但又非常耗时,如果测量的过少,又有偏离轨道的风险。所以需要找到一个合适的测量方向的频率,来确保下山的方向不错误,同时又不至于耗时太多!\n", @@ -201,6 +209,14 @@ "\n", "此公式的意义是:$L$是关于$\\theta$的一个函数,我们当前所处的位置为$\\theta_0$点,要从这个点走到L的最小值点,也就是山底。首先我们先确定前进的方向,也就是梯度的反向,然后走一段距离的步长,也就是$\\alpha$,走完这个段步长,就到达了$\\theta_1$这个点!\n", "\n", + "我们更新的策略是:\n", + "\n", + "FIXME: 和后面的公式表达一样,好对比\n", + "$$\n", + "a^1 = a^0 + 2 \\alpha [ y - (ax+b)]*x \\\\\n", + "b^1 = b^0 + 2 \\alpha [ y - (ax+b)] \n", + "$$\n", + "\n", "下面就这个公式的几个常见的疑问:\n", "\n", "* **$\\alpha$是什么含义?**\n", @@ -221,3062 +237,13 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch 0: loss = 4303817.496892, a = 2.826518, b = 90.332322\n", - "epoch 1: loss = 2886806.756007, a = 4.689320, b = 127.204624\n", - "epoch 2: loss = 2650260.562182, a = 6.564882, b = 142.423411\n", - "epoch 3: loss = 2610244.478756, a = 8.443497, b = 148.704446\n", - "epoch 4: loss = 2601826.873313, a = 10.321163, b = 151.296317\n", - "epoch 5: loss = 2598022.583256, a = 12.196235, b = 152.365440\n", - "epoch 6: loss = 2594693.583475, a = 14.068035, b = 152.806033\n", - "epoch 7: loss = 2591324.277053, a = 15.936290, b = 152.987193\n", - "epoch 8: loss = 2587904.879022, a = 17.800890, b = 153.061271\n", - "epoch 9: loss = 2584465.875668, a = 19.661796, b = 153.091151\n", - "epoch 10: loss = 2581025.689621, a = 21.518994, b = 153.102788\n", - "epoch 11: loss = 2577592.886376, a = 23.372484, b = 153.106897\n", - "epoch 12: loss = 2574171.135769, a = 25.222270, b = 153.107901\n", - "epoch 13: loss = 2570761.947715, a = 27.068358, b = 153.107623\n", - "epoch 14: loss = 2567365.917653, a = 28.910755, b = 153.106819\n", - "epoch 15: loss = 2563983.260031, a = 30.749468, b = 153.105798\n", - "epoch 16: loss = 2560614.031657, a = 32.584504, b = 153.104690\n", - "epoch 17: loss = 2557258.224357, a = 34.415871, b = 153.103546\n", - "epoch 18: loss = 2553915.803272, a = 36.243576, b = 153.102390\n", - "epoch 19: loss = 2550586.722666, a = 38.067626, b = 153.101229\n", - "epoch 20: loss = 2547270.932442, a = 39.888028, b = 153.100068\n", - "epoch 21: loss = 2543968.380830, a = 41.704790, b = 153.098909\n", - "epoch 22: loss = 2540679.015496, a = 43.517919, b = 153.097751\n", - "epoch 23: loss = 2537402.783996, a = 45.327423, b = 153.096595\n", - "epoch 24: loss = 2534139.633964, a = 47.133308, b = 153.095442\n", - "epoch 25: loss = 2530889.513189, a = 48.935582, b = 153.094291\n", - "epoch 26: loss = 2527652.369647, a = 50.734252, b = 153.093142\n", - "epoch 27: loss = 2524428.151512, a = 52.529326, b = 153.091995\n", - "epoch 28: loss = 2521216.807162, a = 54.320809, b = 153.090851\n", - "epoch 29: loss = 2518018.285178, a = 56.108711, b = 153.089709\n", - "epoch 30: loss = 2514832.534347, a = 57.893037, b = 153.088570\n", - "epoch 31: loss = 2511659.503661, a = 59.673795, b = 153.087432\n", - "epoch 32: loss = 2508499.142314, a = 61.450992, b = 153.086297\n", - "epoch 33: loss = 2505351.399704, a = 63.224636, b = 153.085164\n", - "epoch 34: loss = 2502216.225431, a = 64.994732, b = 153.084034\n", - "epoch 35: loss = 2499093.569295, a = 66.761289, b = 153.082906\n", - "epoch 36: loss = 2495983.381300, a = 68.524314, b = 153.081780\n", - "epoch 37: loss = 2492885.611645, a = 70.283813, b = 153.080656\n", - "epoch 38: loss = 2489800.210732, a = 72.039794, b = 153.079534\n", - "epoch 39: loss = 2486727.129159, a = 73.792263, b = 153.078415\n", - "epoch 40: loss = 2483666.317722, a = 75.541228, b = 153.077298\n", - "epoch 41: loss = 2480617.727412, a = 77.286695, b = 153.076183\n", - "epoch 42: loss = 2477581.309419, a = 79.028673, b = 153.075070\n", - "epoch 43: loss = 2474557.015125, a = 80.767166, b = 153.073960\n", - "epoch 44: loss = 2471544.796108, a = 82.502184, b = 153.072852\n", - "epoch 45: loss = 2468544.604139, a = 84.233732, b = 153.071746\n", - "epoch 46: loss = 2465556.391180, a = 85.961817, b = 153.070642\n", - "epoch 47: loss = 2462580.109388, a = 87.686447, b = 153.069541\n", - "epoch 48: loss = 2459615.711109, a = 89.407628, b = 153.068441\n", - "epoch 49: loss = 2456663.148878, a = 91.125368, b = 153.067344\n", - "epoch 50: loss = 2453722.375424, a = 92.839672, b = 153.066249\n", - "epoch 51: loss = 2450793.343662, a = 94.550548, b = 153.065157\n", - "epoch 52: loss = 2447876.006693, a = 96.258004, b = 153.064066\n", - "epoch 53: loss = 2444970.317810, a = 97.962044, b = 153.062978\n", - "epoch 54: loss = 2442076.230490, a = 99.662678, b = 153.061892\n", - "epoch 55: loss = 2439193.698395, a = 101.359910, b = 153.060808\n", - "epoch 56: loss = 2436322.675374, a = 103.053749, b = 153.059726\n", - "epoch 57: loss = 2433463.115460, a = 104.744201, b = 153.058646\n", - "epoch 58: loss = 2430614.972868, a = 106.431272, b = 153.057569\n", - "epoch 59: loss = 2427778.201998, a = 108.114970, b = 153.056493\n", - "epoch 60: loss = 2424952.757431, a = 109.795301, b = 153.055420\n", - "epoch 61: loss = 2422138.593930, a = 111.472271, b = 153.054349\n", - "epoch 62: loss = 2419335.666438, a = 113.145889, b = 153.053280\n", - "epoch 63: loss = 2416543.930078, a = 114.816160, b = 153.052213\n", - "epoch 64: loss = 2413763.340154, a = 116.483090, b = 153.051148\n", - "epoch 65: loss = 2410993.852146, a = 118.146688, b = 153.050086\n", - "epoch 66: loss = 2408235.421713, a = 119.806958, b = 153.049026\n", - "epoch 67: loss = 2405488.004692, a = 121.463909, b = 153.047967\n", - "epoch 68: loss = 2402751.557095, a = 123.117547, b = 153.046911\n", - "epoch 69: loss = 2400026.035111, a = 124.767877, b = 153.045857\n", - "epoch 70: loss = 2397311.395102, a = 126.414908, b = 153.044805\n", - "epoch 71: loss = 2394607.593607, a = 128.058645, b = 153.043755\n", - "epoch 72: loss = 2391914.587336, a = 129.699095, b = 153.042707\n", - "epoch 73: loss = 2389232.333175, a = 131.336265, b = 153.041662\n", - "epoch 74: loss = 2386560.788178, a = 132.970161, b = 153.040618\n", - "epoch 75: loss = 2383899.909575, a = 134.600789, b = 153.039577\n", - "epoch 76: loss = 2381249.654764, a = 136.228157, b = 153.038537\n", - "epoch 77: loss = 2378609.981313, a = 137.852271, b = 153.037500\n", - "epoch 78: loss = 2375980.846962, a = 139.473137, b = 153.036465\n", - "epoch 79: loss = 2373362.209618, a = 141.090762, b = 153.035432\n", - "epoch 80: loss = 2370754.027356, a = 142.705152, b = 153.034401\n", - "epoch 81: loss = 2368156.258420, a = 144.316314, b = 153.033371\n", - "epoch 82: loss = 2365568.861218, a = 145.924254, b = 153.032344\n", - "epoch 83: loss = 2362991.794327, a = 147.528979, b = 153.031320\n", - "epoch 84: loss = 2360425.016488, a = 149.130495, b = 153.030297\n", - "epoch 85: loss = 2357868.486607, a = 150.728809, b = 153.029276\n", - "epoch 86: loss = 2355322.163754, a = 152.323926, b = 153.028257\n", - "epoch 87: loss = 2352786.007164, a = 153.915853, b = 153.027240\n", - "epoch 88: loss = 2350259.976233, a = 155.504598, b = 153.026226\n", - "epoch 89: loss = 2347744.030520, a = 157.090165, b = 153.025213\n", - "epoch 90: loss = 2345238.129745, a = 158.672562, b = 153.024202\n", - "epoch 91: loss = 2342742.233790, a = 160.251794, b = 153.023194\n", - "epoch 92: loss = 2340256.302696, a = 161.827869, b = 153.022187\n", - "epoch 93: loss = 2337780.296663, a = 163.400791, b = 153.021182\n", - "epoch 94: loss = 2335314.176054, a = 164.970569, b = 153.020180\n", - "epoch 95: loss = 2332857.901385, a = 166.537207, b = 153.019179\n", - "epoch 96: loss = 2330411.433334, a = 168.100713, b = 153.018180\n", - "epoch 97: loss = 2327974.732732, a = 169.661092, b = 153.017184\n", - "epoch 98: loss = 2325547.760572, a = 171.218351, b = 153.016189\n", - "epoch 99: loss = 2323130.477996, a = 172.772496, b = 153.015197\n", - "epoch 100: loss = 2320722.846308, a = 174.323534, b = 153.014206\n", - "epoch 101: loss = 2318324.826961, a = 175.871469, b = 153.013217\n", - "epoch 102: loss = 2315936.381566, a = 177.416310, b = 153.012231\n", - "epoch 103: loss = 2313557.471885, a = 178.958061, b = 153.011246\n", - "epoch 104: loss = 2311188.059833, a = 180.496729, b = 153.010263\n", - "epoch 105: loss = 2308828.107479, a = 182.032320, b = 153.009282\n", - "epoch 106: loss = 2306477.577040, a = 183.564841, b = 153.008304\n", - "epoch 107: loss = 2304136.430888, a = 185.094297, b = 153.007327\n", - "epoch 108: loss = 2301804.631543, a = 186.620695, b = 153.006352\n", - "epoch 109: loss = 2299482.141674, a = 188.144040, b = 153.005379\n", - "epoch 110: loss = 2297168.924101, a = 189.664339, b = 153.004408\n", - "epoch 111: loss = 2294864.941791, a = 191.181598, b = 153.003439\n", - "epoch 112: loss = 2292570.157861, a = 192.695823, b = 153.002472\n", - "epoch 113: loss = 2290284.535573, a = 194.207021, b = 153.001506\n", - "epoch 114: loss = 2288008.038337, a = 195.715196, b = 153.000543\n", - "epoch 115: loss = 2285740.629708, a = 197.220355, b = 152.999582\n", - "epoch 116: loss = 2283482.273389, a = 198.722505, b = 152.998622\n", - "epoch 117: loss = 2281232.933225, a = 200.221651, b = 152.997665\n", - "epoch 118: loss = 2278992.573208, a = 201.717799, b = 152.996709\n", - "epoch 119: loss = 2276761.157473, a = 203.210955, b = 152.995756\n", - "epoch 120: loss = 2274538.650297, a = 204.701125, b = 152.994804\n", - "epoch 121: loss = 2272325.016100, a = 206.188316, b = 152.993854\n", - "epoch 122: loss = 2270120.219447, a = 207.672532, b = 152.992906\n", - "epoch 123: loss = 2267924.225041, a = 209.153781, b = 152.991960\n", - "epoch 124: loss = 2265736.997727, a = 210.632068, b = 152.991016\n", - "epoch 125: loss = 2263558.502491, a = 212.107398, b = 152.990074\n", - "epoch 126: loss = 2261388.704460, a = 213.579779, b = 152.989133\n", - "epoch 127: loss = 2259227.568898, a = 215.049215, b = 152.988195\n", - "epoch 128: loss = 2257075.061208, a = 216.515713, b = 152.987258\n", - "epoch 129: loss = 2254931.146933, a = 217.979278, b = 152.986323\n", - "epoch 130: loss = 2252795.791751, a = 219.439916, b = 152.985390\n", - "epoch 131: loss = 2250668.961481, a = 220.897634, b = 152.984459\n", - "epoch 132: loss = 2248550.622075, a = 222.352437, b = 152.983530\n", - "epoch 133: loss = 2246440.739622, a = 223.804331, b = 152.982603\n", - "epoch 134: loss = 2244339.280347, a = 225.253321, b = 152.981677\n", - "epoch 135: loss = 2242246.210609, a = 226.699414, b = 152.980754\n", - "epoch 136: loss = 2240161.496903, a = 228.142616, b = 152.979832\n", - "epoch 137: loss = 2238085.105855, a = 229.582931, b = 152.978912\n", - "epoch 138: loss = 2236017.004229, a = 231.020366, b = 152.977994\n", - "epoch 139: loss = 2233957.158916, a = 232.454927, b = 152.977078\n", - "epoch 140: loss = 2231905.536944, a = 233.886619, b = 152.976163\n", - "epoch 141: loss = 2229862.105469, a = 235.315448, b = 152.975251\n", - "epoch 142: loss = 2227826.831783, a = 236.741420, b = 152.974340\n", - "epoch 143: loss = 2225799.683303, a = 238.164541, b = 152.973431\n", - "epoch 144: loss = 2223780.627579, a = 239.584815, b = 152.972524\n", - "epoch 145: loss = 2221769.632292, a = 241.002250, b = 152.971619\n", - "epoch 146: loss = 2219766.665250, a = 242.416850, b = 152.970715\n", - "epoch 147: loss = 2217771.694390, a = 243.828622, b = 152.969813\n", - "epoch 148: loss = 2215784.687776, a = 245.237570, b = 152.968913\n", - "epoch 149: loss = 2213805.613603, a = 246.643701, b = 152.968015\n", - "epoch 150: loss = 2211834.440190, a = 248.047021, b = 152.967119\n", - "epoch 151: loss = 2209871.135983, a = 249.447534, b = 152.966225\n", - "epoch 152: loss = 2207915.669555, a = 250.845246, b = 152.965332\n", - "epoch 153: loss = 2205968.009603, a = 252.240164, b = 152.964441\n", - "epoch 154: loss = 2204028.124951, a = 253.632292, b = 152.963552\n", - "epoch 155: loss = 2202095.984547, a = 255.021636, b = 152.962664\n", - "epoch 156: loss = 2200171.557461, a = 256.408203, b = 152.961779\n", - "epoch 157: loss = 2198254.812889, a = 257.791996, b = 152.960895\n", - "epoch 158: loss = 2196345.720150, a = 259.173022, b = 152.960013\n", - "epoch 159: loss = 2194444.248684, a = 260.551287, b = 152.959133\n", - "epoch 160: loss = 2192550.368053, a = 261.926796, b = 152.958254\n", - "epoch 161: loss = 2190664.047943, a = 263.299554, b = 152.957377\n", - "epoch 162: loss = 2188785.258158, a = 264.669567, b = 152.956502\n", - "epoch 163: loss = 2186913.968625, a = 266.036841, b = 152.955629\n", - "epoch 164: loss = 2185050.149391, a = 267.401380, b = 152.954757\n", - "epoch 165: loss = 2183193.770620, a = 268.763191, b = 152.953888\n", - "epoch 166: loss = 2181344.802598, a = 270.122278, b = 152.953020\n", - "epoch 167: loss = 2179503.215730, a = 271.478648, b = 152.952153\n", - "epoch 168: loss = 2177668.980536, a = 272.832306, b = 152.951289\n", - "epoch 169: loss = 2175842.067656, a = 274.183256, b = 152.950426\n", - "epoch 170: loss = 2174022.447849, a = 275.531506, b = 152.949565\n", - "epoch 171: loss = 2172210.091986, a = 276.877059, b = 152.948705\n", - "epoch 172: loss = 2170404.971060, a = 278.219921, b = 152.947848\n", - "epoch 173: loss = 2168607.056175, a = 279.560099, b = 152.946992\n", - "epoch 174: loss = 2166816.318553, a = 280.897596, b = 152.946138\n", - "epoch 175: loss = 2165032.729530, a = 282.232419, b = 152.945285\n", - "epoch 176: loss = 2163256.260558, a = 283.564572, b = 152.944434\n", - "epoch 177: loss = 2161486.883202, a = 284.894062, b = 152.943585\n", - "epoch 178: loss = 2159724.569140, a = 286.220893, b = 152.942738\n", - "epoch 179: loss = 2157969.290163, a = 287.545071, b = 152.941892\n", - "epoch 180: loss = 2156221.018176, a = 288.866601, b = 152.941048\n", - "epoch 181: loss = 2154479.725196, a = 290.185489, b = 152.940205\n", - "epoch 182: loss = 2152745.383351, a = 291.501739, b = 152.939365\n", - "epoch 183: loss = 2151017.964881, a = 292.815357, b = 152.938526\n", - "epoch 184: loss = 2149297.442136, a = 294.126348, b = 152.937688\n", - "epoch 185: loss = 2147583.787577, a = 295.434718, b = 152.936853\n", - "epoch 186: loss = 2145876.973776, a = 296.740471, b = 152.936019\n", - "epoch 187: loss = 2144176.973412, a = 298.043614, b = 152.935186\n", - "epoch 188: loss = 2142483.759277, a = 299.344150, b = 152.934356\n", - "epoch 189: loss = 2140797.304267, a = 300.642086, b = 152.933527\n", - "epoch 190: loss = 2139117.581390, a = 301.937426, b = 152.932699\n", - "epoch 191: loss = 2137444.563760, a = 303.230176, b = 152.931874\n", - "epoch 192: loss = 2135778.224600, a = 304.520341, b = 152.931050\n", - "epoch 193: loss = 2134118.537237, a = 305.807926, b = 152.930227\n", - "epoch 194: loss = 2132465.475108, a = 307.092937, b = 152.929407\n", - "epoch 195: loss = 2130819.011754, a = 308.375378, b = 152.928588\n", - "epoch 196: loss = 2129179.120822, a = 309.655254, b = 152.927770\n", - "epoch 197: loss = 2127545.776064, a = 310.932571, b = 152.926954\n", - "epoch 198: loss = 2125918.951339, a = 312.207334, b = 152.926140\n", - "epoch 199: loss = 2124298.620607, a = 313.479547, b = 152.925328\n", - "epoch 200: loss = 2122684.757934, a = 314.749217, b = 152.924517\n", - "epoch 201: loss = 2121077.337490, a = 316.016348, b = 152.923707\n", - "epoch 202: loss = 2119476.333547, a = 317.280945, b = 152.922900\n", - "epoch 203: loss = 2117881.720480, a = 318.543013, b = 152.922094\n", - "epoch 204: loss = 2116293.472768, a = 319.802557, b = 152.921289\n", - "epoch 205: loss = 2114711.564989, a = 321.059583, b = 152.920486\n", - "epoch 206: loss = 2113135.971825, a = 322.314095, b = 152.919685\n", - "epoch 207: loss = 2111566.668058, a = 323.566099, b = 152.918885\n", - "epoch 208: loss = 2110003.628571, a = 324.815599, b = 152.918087\n", - "epoch 209: loss = 2108446.828347, a = 326.062600, b = 152.917291\n", - "epoch 210: loss = 2106896.242470, a = 327.307108, b = 152.916496\n", - "epoch 211: loss = 2105351.846122, a = 328.549127, b = 152.915703\n", - "epoch 212: loss = 2103813.614585, a = 329.788662, b = 152.914911\n", - "epoch 213: loss = 2102281.523241, a = 331.025719, b = 152.914121\n", - "epoch 214: loss = 2100755.547567, a = 332.260302, b = 152.913332\n", - "epoch 215: loss = 2099235.663141, a = 333.492417, b = 152.912545\n", - "epoch 216: loss = 2097721.845637, a = 334.722067, b = 152.911760\n", - "epoch 217: loss = 2096214.070828, a = 335.949259, b = 152.910976\n", - "epoch 218: loss = 2094712.314580, a = 337.173997, b = 152.910194\n", - "epoch 219: loss = 2093216.552860, a = 338.396285, b = 152.909413\n", - "epoch 220: loss = 2091726.761728, a = 339.616130, b = 152.908634\n", - "epoch 221: loss = 2090242.917340, a = 340.833535, b = 152.907857\n", - "epoch 222: loss = 2088764.995948, a = 342.048506, b = 152.907081\n", - "epoch 223: loss = 2087292.973899, a = 343.261047, b = 152.906306\n", - "epoch 224: loss = 2085826.827634, a = 344.471164, b = 152.905533\n", - "epoch 225: loss = 2084366.533687, a = 345.678860, b = 152.904762\n", - "epoch 226: loss = 2082912.068689, a = 346.884142, b = 152.903992\n", - "epoch 227: loss = 2081463.409360, a = 348.087014, b = 152.903224\n", - "epoch 228: loss = 2080020.532516, a = 349.287480, b = 152.902457\n", - "epoch 229: loss = 2078583.415065, a = 350.485545, b = 152.901692\n", - "epoch 230: loss = 2077152.034007, a = 351.681215, b = 152.900928\n", - "epoch 231: loss = 2075726.366435, a = 352.874494, b = 152.900166\n", - "epoch 232: loss = 2074306.389530, a = 354.065387, b = 152.899405\n", - "epoch 233: loss = 2072892.080568, a = 355.253899, b = 152.898646\n", - "epoch 234: loss = 2071483.416915, a = 356.440033, b = 152.897889\n", - "epoch 235: loss = 2070080.376026, a = 357.623796, b = 152.897133\n", - "epoch 236: loss = 2068682.935446, a = 358.805192, b = 152.896378\n", - "epoch 237: loss = 2067291.072812, a = 359.984226, b = 152.895625\n", - "epoch 238: loss = 2065904.765847, a = 361.160901, b = 152.894874\n", - "epoch 239: loss = 2064523.992367, a = 362.335224, b = 152.894124\n", - "epoch 240: loss = 2063148.730273, a = 363.507199, b = 152.893375\n", - "epoch 241: loss = 2061778.957556, a = 364.676830, b = 152.892628\n", - "epoch 242: loss = 2060414.652294, a = 365.844122, b = 152.891882\n", - "epoch 243: loss = 2059055.792654, a = 367.009079, b = 152.891138\n", - "epoch 244: loss = 2057702.356890, a = 368.171708, b = 152.890396\n", - "epoch 245: loss = 2056354.323340, a = 369.332011, b = 152.889655\n", - "epoch 246: loss = 2055011.670433, a = 370.489995, b = 152.888915\n", - "epoch 247: loss = 2053674.376681, a = 371.645662, b = 152.888177\n", - "epoch 248: loss = 2052342.420683, a = 372.799019, b = 152.887440\n", - "epoch 249: loss = 2051015.781122, a = 373.950069, b = 152.886705\n", - "epoch 250: loss = 2049694.436769, a = 375.098818, b = 152.885972\n", - "epoch 251: loss = 2048378.366478, a = 376.245269, b = 152.885239\n", - "epoch 252: loss = 2047067.549187, a = 377.389428, b = 152.884509\n", - "epoch 253: loss = 2045761.963919, a = 378.531300, b = 152.883779\n", - "epoch 254: loss = 2044461.589780, a = 379.670887, b = 152.883051\n", - "epoch 255: loss = 2043166.405962, a = 380.808196, b = 152.882325\n", - "epoch 256: loss = 2041876.391735, a = 381.943231, b = 152.881600\n", - "epoch 257: loss = 2040591.526458, a = 383.075996, b = 152.880877\n", - "epoch 258: loss = 2039311.789567, a = 384.206496, b = 152.880154\n", - "epoch 259: loss = 2038037.160585, a = 385.334735, b = 152.879434\n", - "epoch 260: loss = 2036767.619112, a = 386.460718, b = 152.878715\n", - "epoch 261: loss = 2035503.144833, a = 387.584449, b = 152.877997\n", - "epoch 262: loss = 2034243.717512, a = 388.705934, b = 152.877281\n", - "epoch 263: loss = 2032989.316996, a = 389.825176, b = 152.876566\n", - "epoch 264: loss = 2031739.923211, a = 390.942179, b = 152.875852\n", - "epoch 265: loss = 2030495.516162, a = 392.056949, b = 152.875140\n", - "epoch 266: loss = 2029256.075938, a = 393.169490, b = 152.874430\n", - "epoch 267: loss = 2028021.582702, a = 394.279807, b = 152.873721\n", - "epoch 268: loss = 2026792.016702, a = 395.387902, b = 152.873013\n", - "epoch 269: loss = 2025567.358259, a = 396.493783, b = 152.872307\n", - "epoch 270: loss = 2024347.587778, a = 397.597451, b = 152.871602\n", - "epoch 271: loss = 2023132.685738, a = 398.698913, b = 152.870898\n", - "epoch 272: loss = 2021922.632700, a = 399.798172, b = 152.870196\n", - "epoch 273: loss = 2020717.409298, a = 400.895233, b = 152.869495\n", - "epoch 274: loss = 2019516.996248, a = 401.990100, b = 152.868796\n", - "epoch 275: loss = 2018321.374339, a = 403.082778, b = 152.868098\n", - "epoch 276: loss = 2017130.524440, a = 404.173271, b = 152.867402\n", - "epoch 277: loss = 2015944.427495, a = 405.261583, b = 152.866707\n", - "epoch 278: loss = 2014763.064523, a = 406.347719, b = 152.866013\n", - "epoch 279: loss = 2013586.416620, a = 407.431683, b = 152.865321\n", - "epoch 280: loss = 2012414.464959, a = 408.513480, b = 152.864630\n", - "epoch 281: loss = 2011247.190786, a = 409.593113, b = 152.863940\n", - "epoch 282: loss = 2010084.575421, a = 410.670588, b = 152.863252\n", - "epoch 283: loss = 2008926.600262, a = 411.745907, b = 152.862565\n", - "epoch 284: loss = 2007773.246779, a = 412.819077, b = 152.861880\n", - "epoch 285: loss = 2006624.496517, a = 413.890100, b = 152.861196\n", - "epoch 286: loss = 2005480.331093, a = 414.958982, b = 152.860513\n", - "epoch 287: loss = 2004340.732199, a = 416.025727, b = 152.859832\n", - "epoch 288: loss = 2003205.681600, a = 417.090338, b = 152.859152\n", - "epoch 289: loss = 2002075.161134, a = 418.152820, b = 152.858473\n", - "epoch 290: loss = 2000949.152710, a = 419.213178, b = 152.857796\n", - "epoch 291: loss = 1999827.638312, a = 420.271415, b = 152.857120\n", - "epoch 292: loss = 1998710.599993, a = 421.327537, b = 152.856445\n", - "epoch 293: loss = 1997598.019879, a = 422.381546, b = 152.855772\n", - "epoch 294: loss = 1996489.880169, a = 423.433448, b = 152.855100\n", - "epoch 295: loss = 1995386.163130, a = 424.483246, b = 152.854430\n", - "epoch 296: loss = 1994286.851102, a = 425.530945, b = 152.853761\n", - "epoch 297: loss = 1993191.926495, a = 426.576549, b = 152.853093\n", - "epoch 298: loss = 1992101.371788, a = 427.620062, b = 152.852426\n", - "epoch 299: loss = 1991015.169533, a = 428.661489, b = 152.851761\n", - "epoch 300: loss = 1989933.302349, a = 429.700833, b = 152.851097\n", - "epoch 301: loss = 1988855.752925, a = 430.738098, b = 152.850435\n", - "epoch 302: loss = 1987782.504019, a = 431.773290, b = 152.849774\n", - "epoch 303: loss = 1986713.538460, a = 432.806411, b = 152.849114\n", - "epoch 304: loss = 1985648.839142, a = 433.837466, b = 152.848455\n", - "epoch 305: loss = 1984588.389031, a = 434.866460, b = 152.847798\n", - "epoch 306: loss = 1983532.171157, a = 435.893396, b = 152.847142\n", - "epoch 307: loss = 1982480.168622, a = 436.918279, b = 152.846488\n", - "epoch 308: loss = 1981432.364593, a = 437.941112, b = 152.845834\n", - "epoch 309: loss = 1980388.742304, a = 438.961900, b = 152.845182\n", - "epoch 310: loss = 1979349.285057, a = 439.980646, b = 152.844532\n", - "epoch 311: loss = 1978313.976221, a = 440.997355, b = 152.843882\n", - "epoch 312: loss = 1977282.799230, a = 442.012032, b = 152.843234\n", - "epoch 313: loss = 1976255.737586, a = 443.024679, b = 152.842588\n", - "epoch 314: loss = 1975232.774855, a = 444.035301, b = 152.841942\n", - "epoch 315: loss = 1974213.894670, a = 445.043903, b = 152.841298\n", - "epoch 316: loss = 1973199.080729, a = 446.050487, b = 152.840655\n", - "epoch 317: loss = 1972188.316794, a = 447.055059, b = 152.840013\n", - "epoch 318: loss = 1971181.586695, a = 448.057622, b = 152.839373\n", - "epoch 319: loss = 1970178.874323, a = 449.058180, b = 152.838734\n", - "epoch 320: loss = 1969180.163634, a = 450.056737, b = 152.838096\n", - "epoch 321: loss = 1968185.438651, a = 451.053298, b = 152.837460\n", - "epoch 322: loss = 1967194.683457, a = 452.047865, b = 152.836824\n", - "epoch 323: loss = 1966207.882201, a = 453.040444, b = 152.836190\n", - "epoch 324: loss = 1965225.019095, a = 454.031038, b = 152.835558\n", - "epoch 325: loss = 1964246.078413, a = 455.019652, b = 152.834926\n", - "epoch 326: loss = 1963271.044493, a = 456.006288, b = 152.834296\n", - "epoch 327: loss = 1962299.901734, a = 456.990951, b = 152.833667\n", - "epoch 328: loss = 1961332.634599, a = 457.973646, b = 152.833040\n", - "epoch 329: loss = 1960369.227613, a = 458.954375, b = 152.832413\n", - "epoch 330: loss = 1959409.665362, a = 459.933143, b = 152.831788\n", - "epoch 331: loss = 1958453.932493, a = 460.909954, b = 152.831164\n", - "epoch 332: loss = 1957502.013716, a = 461.884812, b = 152.830542\n", - "epoch 333: loss = 1956553.893800, a = 462.857720, b = 152.829920\n", - "epoch 334: loss = 1955609.557577, a = 463.828683, b = 152.829300\n", - "epoch 335: loss = 1954668.989939, a = 464.797704, b = 152.828681\n", - "epoch 336: loss = 1953732.175837, a = 465.764787, b = 152.828063\n", - "epoch 337: loss = 1952799.100283, a = 466.729937, b = 152.827447\n", - "epoch 338: loss = 1951869.748350, a = 467.693157, b = 152.826832\n", - "epoch 339: loss = 1950944.105168, a = 468.654450, b = 152.826218\n", - "epoch 340: loss = 1950022.155929, a = 469.613821, b = 152.825605\n", - "epoch 341: loss = 1949103.885883, a = 470.571274, b = 152.824994\n", - "epoch 342: loss = 1948189.280339, a = 471.526812, b = 152.824383\n", - "epoch 343: loss = 1947278.324664, a = 472.480440, b = 152.823774\n", - "epoch 344: loss = 1946371.004285, a = 473.432160, b = 152.823166\n", - "epoch 345: loss = 1945467.304686, a = 474.381978, b = 152.822560\n", - "epoch 346: loss = 1944567.211409, a = 475.329896, b = 152.821954\n", - "epoch 347: loss = 1943670.710054, a = 476.275919, b = 152.821350\n", - "epoch 348: loss = 1942777.786279, a = 477.220049, b = 152.820747\n", - "epoch 349: loss = 1941888.425799, a = 478.162292, b = 152.820145\n", - "epoch 350: loss = 1941002.614385, a = 479.102651, b = 152.819545\n", - "epoch 351: loss = 1940120.337867, a = 480.041129, b = 152.818945\n", - "epoch 352: loss = 1939241.582129, a = 480.977731, b = 152.818347\n", - "epoch 353: loss = 1938366.333114, a = 481.912460, b = 152.817750\n", - "epoch 354: loss = 1937494.576819, a = 482.845319, b = 152.817154\n", - "epoch 355: loss = 1936626.299297, a = 483.776313, b = 152.816560\n", - "epoch 356: loss = 1935761.486660, a = 484.705446, b = 152.815966\n", - "epoch 357: loss = 1934900.125071, a = 485.632721, b = 152.815374\n", - "epoch 358: loss = 1934042.200750, a = 486.558141, b = 152.814783\n", - "epoch 359: loss = 1933187.699974, a = 487.481711, b = 152.814193\n", - "epoch 360: loss = 1932336.609071, a = 488.403434, b = 152.813604\n", - "epoch 361: loss = 1931488.914427, a = 489.323313, b = 152.813017\n", - "epoch 362: loss = 1930644.602481, a = 490.241354, b = 152.812430\n", - "epoch 363: loss = 1929803.659727, a = 491.157558, b = 152.811845\n", - "epoch 364: loss = 1928966.072710, a = 492.071931, b = 152.811261\n", - "epoch 365: loss = 1928131.828033, a = 492.984475, b = 152.810678\n", - "epoch 366: loss = 1927300.912349, a = 493.895194, b = 152.810097\n", - "epoch 367: loss = 1926473.312366, a = 494.804092, b = 152.809516\n", - "epoch 368: loss = 1925649.014846, a = 495.711173, b = 152.808937\n", - "epoch 369: loss = 1924828.006601, a = 496.616440, b = 152.808359\n", - "epoch 370: loss = 1924010.274499, a = 497.519896, b = 152.807782\n", - "epoch 371: loss = 1923195.805457, a = 498.421546, b = 152.807206\n", - "epoch 372: loss = 1922384.586448, a = 499.321393, b = 152.806631\n", - "epoch 373: loss = 1921576.604494, a = 500.219440, b = 152.806057\n", - "epoch 374: loss = 1920771.846670, a = 501.115692, b = 152.805485\n", - "epoch 375: loss = 1919970.300103, a = 502.010152, b = 152.804914\n", - "epoch 376: loss = 1919171.951971, a = 502.902823, b = 152.804344\n", - "epoch 377: loss = 1918376.789502, a = 503.793708, b = 152.803775\n", - "epoch 378: loss = 1917584.799978, a = 504.682813, b = 152.803207\n", - "epoch 379: loss = 1916795.970729, a = 505.570139, b = 152.802640\n", - "epoch 380: loss = 1916010.289136, a = 506.455691, b = 152.802074\n", - "epoch 381: loss = 1915227.742632, a = 507.339473, b = 152.801510\n", - "epoch 382: loss = 1914448.318700, a = 508.221487, b = 152.800947\n", - "epoch 383: loss = 1913672.004870, a = 509.101737, b = 152.800384\n", - "epoch 384: loss = 1912898.788726, a = 509.980227, b = 152.799823\n", - "epoch 385: loss = 1912128.657898, a = 510.856960, b = 152.799263\n", - "epoch 386: loss = 1911361.600068, a = 511.731940, b = 152.798704\n", - "epoch 387: loss = 1910597.602966, a = 512.605171, b = 152.798147\n", - "epoch 388: loss = 1909836.654372, a = 513.476655, b = 152.797590\n", - "epoch 389: loss = 1909078.742112, a = 514.346397, b = 152.797035\n", - "epoch 390: loss = 1908323.854064, a = 515.214399, b = 152.796480\n", - "epoch 391: loss = 1907571.978154, a = 516.080666, b = 152.795927\n", - "epoch 392: loss = 1906823.102353, a = 516.945201, b = 152.795375\n", - "epoch 393: loss = 1906077.214684, a = 517.808006, b = 152.794824\n", - "epoch 394: loss = 1905334.303215, a = 518.669087, b = 152.794274\n", - "epoch 395: loss = 1904594.356064, a = 519.528445, b = 152.793725\n", - "epoch 396: loss = 1903857.361395, a = 520.386085, b = 152.793177\n", - "epoch 397: loss = 1903123.307419, a = 521.242011, b = 152.792630\n", - "epoch 398: loss = 1902392.182395, a = 522.096224, b = 152.792085\n", - "epoch 399: loss = 1901663.974628, a = 522.948729, b = 152.791540\n", - "epoch 400: loss = 1900938.672471, a = 523.799530, b = 152.790997\n", - "epoch 401: loss = 1900216.264323, a = 524.648629, b = 152.790455\n", - "epoch 402: loss = 1899496.738628, a = 525.496031, b = 152.789913\n", - "epoch 403: loss = 1898780.083878, a = 526.341738, b = 152.789373\n", - "epoch 404: loss = 1898066.288609, a = 527.185753, b = 152.788834\n", - "epoch 405: loss = 1897355.341406, a = 528.028081, b = 152.788296\n", - "epoch 406: loss = 1896647.230897, a = 528.868725, b = 152.787759\n", - "epoch 407: loss = 1895941.945754, a = 529.707688, b = 152.787223\n", - "epoch 408: loss = 1895239.474699, a = 530.544973, b = 152.786689\n", - "epoch 409: loss = 1894539.806495, a = 531.380583, b = 152.786155\n", - "epoch 410: loss = 1893842.929951, a = 532.214523, b = 152.785622\n", - "epoch 411: loss = 1893148.833922, a = 533.046795, b = 152.785091\n", - "epoch 412: loss = 1892457.507305, a = 533.877403, b = 152.784560\n", - "epoch 413: loss = 1891768.939043, a = 534.706350, b = 152.784031\n", - "epoch 414: loss = 1891083.118123, a = 535.533639, b = 152.783502\n", - "epoch 415: loss = 1890400.033577, a = 536.359274, b = 152.782975\n", - "epoch 416: loss = 1889719.674478, a = 537.183258, b = 152.782449\n", - "epoch 417: loss = 1889042.029945, a = 538.005595, b = 152.781924\n", - "epoch 418: loss = 1888367.089140, a = 538.826287, b = 152.781399\n", - "epoch 419: loss = 1887694.841269, a = 539.645337, b = 152.780876\n", - "epoch 420: loss = 1887025.275578, a = 540.462750, b = 152.780354\n", - "epoch 421: loss = 1886358.381359, a = 541.278529, b = 152.779833\n", - "epoch 422: loss = 1885694.147947, a = 542.092676, b = 152.779313\n", - "epoch 423: loss = 1885032.564717, a = 542.905195, b = 152.778794\n", - "epoch 424: loss = 1884373.621089, a = 543.716089, b = 152.778276\n", - "epoch 425: loss = 1883717.306523, a = 544.525362, b = 152.777759\n", - "epoch 426: loss = 1883063.610524, a = 545.333017, b = 152.777244\n", - "epoch 427: loss = 1882412.522636, a = 546.139056, b = 152.776729\n", - "epoch 428: loss = 1881764.032446, a = 546.943484, b = 152.776215\n", - "epoch 429: loss = 1881118.129583, a = 547.746303, b = 152.775702\n", - "epoch 430: loss = 1880474.803717, a = 548.547517, b = 152.775190\n", - "epoch 431: loss = 1879834.044558, a = 549.347128, b = 152.774680\n", - "epoch 432: loss = 1879195.841860, a = 550.145141, b = 152.774170\n", - "epoch 433: loss = 1878560.185416, a = 550.941558, b = 152.773661\n", - "epoch 434: loss = 1877927.065059, a = 551.736382, b = 152.773154\n", - "epoch 435: loss = 1877296.470664, a = 552.529617, b = 152.772647\n", - "epoch 436: loss = 1876668.392146, a = 553.321265, b = 152.772141\n", - "epoch 437: loss = 1876042.819461, a = 554.111331, b = 152.771637\n", - "epoch 438: loss = 1875419.742604, a = 554.899817, b = 152.771133\n", - "epoch 439: loss = 1874799.151611, a = 555.686726, b = 152.770631\n", - "epoch 440: loss = 1874181.036556, a = 556.472061, b = 152.770129\n", - "epoch 441: loss = 1873565.387555, a = 557.255826, b = 152.769629\n", - "epoch 442: loss = 1872952.194761, a = 558.038024, b = 152.769129\n", - "epoch 443: loss = 1872341.448369, a = 558.818658, b = 152.768630\n", - "epoch 444: loss = 1871733.138612, a = 559.597731, b = 152.768133\n", - "epoch 445: loss = 1871127.255760, a = 560.375245, b = 152.767636\n", - "epoch 446: loss = 1870523.790126, a = 561.151205, b = 152.767141\n", - "epoch 447: loss = 1869922.732057, a = 561.925614, b = 152.766646\n", - "epoch 448: loss = 1869324.071943, a = 562.698474, b = 152.766152\n", - "epoch 449: loss = 1868727.800209, a = 563.469788, b = 152.765660\n", - "epoch 450: loss = 1868133.907320, a = 564.239560, b = 152.765168\n", - "epoch 451: loss = 1867542.383779, a = 565.007792, b = 152.764677\n", - "epoch 452: loss = 1866953.220126, a = 565.774489, b = 152.764188\n", - "epoch 453: loss = 1866366.406939, a = 566.539652, b = 152.763699\n", - "epoch 454: loss = 1865781.934835, a = 567.303285, b = 152.763211\n", - "epoch 455: loss = 1865199.794467, a = 568.065392, b = 152.762724\n", - "epoch 456: loss = 1864619.976525, a = 568.825974, b = 152.762239\n", - "epoch 457: loss = 1864042.471739, a = 569.585035, b = 152.761754\n", - "epoch 458: loss = 1863467.270872, a = 570.342579, b = 152.761270\n", - "epoch 459: loss = 1862894.364726, a = 571.098607, b = 152.760787\n", - "epoch 460: loss = 1862323.744141, a = 571.853124, b = 152.760305\n", - "epoch 461: loss = 1861755.399991, a = 572.606132, b = 152.759824\n", - "epoch 462: loss = 1861189.323188, a = 573.357635, b = 152.759344\n", - "epoch 463: loss = 1860625.504680, a = 574.107634, b = 152.758865\n", - "epoch 464: loss = 1860063.935451, a = 574.856134, b = 152.758387\n", - "epoch 465: loss = 1859504.606521, a = 575.603137, b = 152.757910\n", - "epoch 466: loss = 1858947.508946, a = 576.348646, b = 152.757434\n", - "epoch 467: loss = 1858392.633818, a = 577.092665, b = 152.756959\n", - "epoch 468: loss = 1857839.972264, a = 577.835195, b = 152.756485\n", - "epoch 469: loss = 1857289.515447, a = 578.576241, b = 152.756011\n", - "epoch 470: loss = 1856741.254564, a = 579.315805, b = 152.755539\n", - "epoch 471: loss = 1856195.180850, a = 580.053891, b = 152.755067\n", - "epoch 472: loss = 1855651.285571, a = 580.790500, b = 152.754597\n", - "epoch 473: loss = 1855109.560032, a = 581.525636, b = 152.754127\n", - "epoch 474: loss = 1854569.995569, a = 582.259302, b = 152.753659\n", - "epoch 475: loss = 1854032.583556, a = 582.991501, b = 152.753191\n", - "epoch 476: loss = 1853497.315398, a = 583.722236, b = 152.752725\n", - "epoch 477: loss = 1852964.182538, a = 584.451510, b = 152.752259\n", - "epoch 478: loss = 1852433.176450, a = 585.179326, b = 152.751794\n", - "epoch 479: loss = 1851904.288645, a = 585.905686, b = 152.751330\n", - "epoch 480: loss = 1851377.510664, a = 586.630593, b = 152.750867\n", - "epoch 481: loss = 1850852.834086, a = 587.354051, b = 152.750405\n", - "epoch 482: loss = 1850330.250520, a = 588.076063, b = 152.749944\n", - "epoch 483: loss = 1849809.751612, a = 588.796630, b = 152.749484\n", - "epoch 484: loss = 1849291.329038, a = 589.515757, b = 152.749024\n", - "epoch 485: loss = 1848774.974510, a = 590.233445, b = 152.748566\n", - "epoch 486: loss = 1848260.679771, a = 590.949699, b = 152.748108\n", - "epoch 487: loss = 1847748.436598, a = 591.664520, b = 152.747652\n", - "epoch 488: loss = 1847238.236802, a = 592.377912, b = 152.747196\n", - "epoch 489: loss = 1846730.072224, a = 593.089877, b = 152.746741\n", - "epoch 490: loss = 1846223.934739, a = 593.800419, b = 152.746288\n", - "epoch 491: loss = 1845719.816255, a = 594.509540, b = 152.745835\n", - "epoch 492: loss = 1845217.708712, a = 595.217242, b = 152.745383\n", - "epoch 493: loss = 1844717.604082, a = 595.923530, b = 152.744932\n", - "epoch 494: loss = 1844219.494368, a = 596.628405, b = 152.744481\n", - "epoch 495: loss = 1843723.371607, a = 597.331871, b = 152.744032\n", - "epoch 496: loss = 1843229.227867, a = 598.033930, b = 152.743584\n", - "epoch 497: loss = 1842737.055246, a = 598.734585, b = 152.743136\n", - "epoch 498: loss = 1842246.845876, a = 599.433839, b = 152.742690\n", - "epoch 499: loss = 1841758.591920, a = 600.131695, b = 152.742244\n", - "epoch 500: loss = 1841272.285571, a = 600.828155, b = 152.741799\n", - "epoch 501: loss = 1840787.919054, a = 601.523222, b = 152.741355\n", - "epoch 502: loss = 1840305.484625, a = 602.216900, b = 152.740912\n", - "epoch 503: loss = 1839824.974571, a = 602.909191, b = 152.740470\n", - "epoch 504: loss = 1839346.381209, a = 603.600097, b = 152.740029\n", - "epoch 505: loss = 1838869.696888, a = 604.289621, b = 152.739588\n", - "epoch 506: loss = 1838394.913987, a = 604.977767, b = 152.739149\n", - "epoch 507: loss = 1837922.024916, a = 605.664537, b = 152.738710\n", - "epoch 508: loss = 1837451.022113, a = 606.349933, b = 152.738272\n", - "epoch 509: loss = 1836981.898050, a = 607.033959, b = 152.737835\n", - "epoch 510: loss = 1836514.645225, a = 607.716617, b = 152.737399\n", - "epoch 511: loss = 1836049.256168, a = 608.397910, b = 152.736964\n", - "epoch 512: loss = 1835585.723441, a = 609.077841, b = 152.736530\n", - "epoch 513: loss = 1835124.039631, a = 609.756412, b = 152.736097\n", - "epoch 514: loss = 1834664.197358, a = 610.433626, b = 152.735664\n", - "epoch 515: loss = 1834206.189270, a = 611.109486, b = 152.735232\n", - "epoch 516: loss = 1833750.008046, a = 611.783994, b = 152.734802\n", - "epoch 517: loss = 1833295.646392, a = 612.457153, b = 152.734372\n", - "epoch 518: loss = 1832843.097045, a = 613.128967, b = 152.733943\n", - "epoch 519: loss = 1832392.352771, a = 613.799437, b = 152.733514\n", - "epoch 520: loss = 1831943.406362, a = 614.468566, b = 152.733087\n", - "epoch 521: loss = 1831496.250642, a = 615.136357, b = 152.732660\n", - "epoch 522: loss = 1831050.878463, a = 615.802813, b = 152.732235\n", - "epoch 523: loss = 1830607.282705, a = 616.467937, b = 152.731810\n", - "epoch 524: loss = 1830165.456276, a = 617.131730, b = 152.731386\n", - "epoch 525: loss = 1829725.392114, a = 617.794196, b = 152.730963\n", - "epoch 526: loss = 1829287.083183, a = 618.455337, b = 152.730541\n", - "epoch 527: loss = 1828850.522477, a = 619.115156, b = 152.730119\n", - "epoch 528: loss = 1828415.703016, a = 619.773655, b = 152.729699\n", - "epoch 529: loss = 1827982.617850, a = 620.430838, b = 152.729279\n", - "epoch 530: loss = 1827551.260056, a = 621.086707, b = 152.728860\n", - "epoch 531: loss = 1827121.622739, a = 621.741264, b = 152.728442\n", - "epoch 532: loss = 1826693.699029, a = 622.394512, b = 152.728025\n", - "epoch 533: loss = 1826267.482087, a = 623.046454, b = 152.727608\n", - "epoch 534: loss = 1825842.965099, a = 623.697093, b = 152.727193\n", - "epoch 535: loss = 1825420.141279, a = 624.346430, b = 152.726778\n", - "epoch 536: loss = 1824999.003869, a = 624.994469, b = 152.726364\n", - "epoch 537: loss = 1824579.546136, a = 625.641212, b = 152.725951\n", - "epoch 538: loss = 1824161.761376, a = 626.286662, b = 152.725539\n", - "epoch 539: loss = 1823745.642910, a = 626.930821, b = 152.725127\n", - "epoch 540: loss = 1823331.184086, a = 627.573691, b = 152.724717\n", - "epoch 541: loss = 1822918.378279, a = 628.215277, b = 152.724307\n", - "epoch 542: loss = 1822507.218891, a = 628.855579, b = 152.723898\n", - "epoch 543: loss = 1822097.699350, a = 629.494601, b = 152.723490\n", - "epoch 544: loss = 1821689.813109, a = 630.132345, b = 152.723083\n", - "epoch 545: loss = 1821283.553649, a = 630.768814, b = 152.722676\n", - "epoch 546: loss = 1820878.914476, a = 631.404010, b = 152.722270\n", - "epoch 547: loss = 1820475.889122, a = 632.037936, b = 152.721865\n", - "epoch 548: loss = 1820074.471145, a = 632.670595, b = 152.721461\n", - "epoch 549: loss = 1819674.654128, a = 633.301988, b = 152.721058\n", - "epoch 550: loss = 1819276.431682, a = 633.932119, b = 152.720656\n", - "epoch 551: loss = 1818879.797440, a = 634.560989, b = 152.720254\n", - "epoch 552: loss = 1818484.745063, a = 635.188602, b = 152.719853\n", - "epoch 553: loss = 1818091.268237, a = 635.814960, b = 152.719453\n", - "epoch 554: loss = 1817699.360671, a = 636.440066, b = 152.719054\n", - "epoch 555: loss = 1817309.016104, a = 637.063922, b = 152.718655\n", - "epoch 556: loss = 1816920.228294, a = 637.686530, b = 152.718258\n", - "epoch 557: loss = 1816532.991028, a = 638.307893, b = 152.717861\n", - "epoch 558: loss = 1816147.298117, a = 638.928013, b = 152.717465\n", - "epoch 559: loss = 1815763.143396, a = 639.546894, b = 152.717070\n", - "epoch 560: loss = 1815380.520724, a = 640.164537, b = 152.716675\n", - "epoch 561: loss = 1814999.423987, a = 640.780944, b = 152.716281\n", - "epoch 562: loss = 1814619.847094, a = 641.396120, b = 152.715888\n", - "epoch 563: loss = 1814241.783977, a = 642.010065, b = 152.715496\n", - "epoch 564: loss = 1813865.228594, a = 642.622782, b = 152.715105\n", - "epoch 565: loss = 1813490.174926, a = 643.234274, b = 152.714714\n", - "epoch 566: loss = 1813116.616980, a = 643.844544, b = 152.714325\n", - "epoch 567: loss = 1812744.548785, a = 644.453593, b = 152.713936\n", - "epoch 568: loss = 1812373.964394, a = 645.061424, b = 152.713547\n", - "epoch 569: loss = 1812004.857885, a = 645.668039, b = 152.713160\n", - "epoch 570: loss = 1811637.223358, a = 646.273442, b = 152.712773\n", - "epoch 571: loss = 1811271.054937, a = 646.877634, b = 152.712387\n", - "epoch 572: loss = 1810906.346771, a = 647.480618, b = 152.712002\n", - "epoch 573: loss = 1810543.093031, a = 648.082396, b = 152.711618\n", - "epoch 574: loss = 1810181.287911, a = 648.682971, b = 152.711234\n", - "epoch 575: loss = 1809820.925628, a = 649.282345, b = 152.710852\n", - "epoch 576: loss = 1809462.000425, a = 649.880520, b = 152.710469\n", - "epoch 577: loss = 1809104.506563, a = 650.477499, b = 152.710088\n", - "epoch 578: loss = 1808748.438331, a = 651.073284, b = 152.709708\n", - "epoch 579: loss = 1808393.790037, a = 651.667878, b = 152.709328\n", - "epoch 580: loss = 1808040.556015, a = 652.261283, b = 152.708949\n", - "epoch 581: loss = 1807688.730617, a = 652.853502, b = 152.708571\n", - "epoch 582: loss = 1807338.308223, a = 653.444536, b = 152.708193\n", - "epoch 583: loss = 1806989.283232, a = 654.034388, b = 152.707816\n", - "epoch 584: loss = 1806641.650065, a = 654.623061, b = 152.707440\n", - "epoch 585: loss = 1806295.403168, a = 655.210556, b = 152.707065\n", - "epoch 586: loss = 1805950.537008, a = 655.796877, b = 152.706691\n", - "epoch 587: loss = 1805607.046072, a = 656.382025, b = 152.706317\n", - "epoch 588: loss = 1805264.924872, a = 656.966004, b = 152.705944\n", - "epoch 589: loss = 1804924.167940, a = 657.548814, b = 152.705572\n", - "epoch 590: loss = 1804584.769832, a = 658.130459, b = 152.705200\n", - "epoch 591: loss = 1804246.725122, a = 658.710941, b = 152.704829\n", - "epoch 592: loss = 1803910.028410, a = 659.290262, b = 152.704459\n", - "epoch 593: loss = 1803574.674315, a = 659.868425, b = 152.704090\n", - "epoch 594: loss = 1803240.657477, a = 660.445432, b = 152.703722\n", - "epoch 595: loss = 1802907.972559, a = 661.021284, b = 152.703354\n", - "epoch 596: loss = 1802576.614245, a = 661.595986, b = 152.702987\n", - "epoch 597: loss = 1802246.577240, a = 662.169538, b = 152.702620\n", - "epoch 598: loss = 1801917.856269, a = 662.741943, b = 152.702255\n", - "epoch 599: loss = 1801590.446081, a = 663.313203, b = 152.701890\n", - "epoch 600: loss = 1801264.341442, a = 663.883321, b = 152.701526\n", - "epoch 601: loss = 1800939.537143, a = 664.452299, b = 152.701163\n", - "epoch 602: loss = 1800616.027992, a = 665.020140, b = 152.700800\n", - "epoch 603: loss = 1800293.808821, a = 665.586845, b = 152.700438\n", - "epoch 604: loss = 1799972.874480, a = 666.152416, b = 152.700077\n", - "epoch 605: loss = 1799653.219842, a = 666.716857, b = 152.699716\n", - "epoch 606: loss = 1799334.839799, a = 667.280169, b = 152.699356\n", - "epoch 607: loss = 1799017.729262, a = 667.842355, b = 152.698997\n", - "epoch 608: loss = 1798701.883166, a = 668.403416, b = 152.698639\n", - "epoch 609: loss = 1798387.296463, a = 668.963355, b = 152.698281\n", - "epoch 610: loss = 1798073.964127, a = 669.522175, b = 152.697924\n", - "epoch 611: loss = 1797761.881151, a = 670.079877, b = 152.697568\n", - "epoch 612: loss = 1797451.042549, a = 670.636464, b = 152.697213\n", - "epoch 613: loss = 1797141.443353, a = 671.191938, b = 152.696858\n", - "epoch 614: loss = 1796833.078618, a = 671.746302, b = 152.696504\n", - "epoch 615: loss = 1796525.943415, a = 672.299557, b = 152.696150\n", - "epoch 616: loss = 1796220.032837, a = 672.851705, b = 152.695798\n", - "epoch 617: loss = 1795915.341998, a = 673.402749, b = 152.695446\n", - "epoch 618: loss = 1795611.866027, a = 673.952692, b = 152.695095\n", - "epoch 619: loss = 1795309.600077, a = 674.501534, b = 152.694744\n", - "epoch 620: loss = 1795008.539318, a = 675.049280, b = 152.694394\n", - "epoch 621: loss = 1794708.678940, a = 675.595930, b = 152.694045\n", - "epoch 622: loss = 1794410.014151, a = 676.141486, b = 152.693697\n", - "epoch 623: loss = 1794112.540180, a = 676.685952, b = 152.693349\n", - "epoch 624: loss = 1793816.252274, a = 677.229329, b = 152.693002\n", - "epoch 625: loss = 1793521.145700, a = 677.771620, b = 152.692656\n", - "epoch 626: loss = 1793227.215741, a = 678.312826, b = 152.692310\n", - "epoch 627: loss = 1792934.457703, a = 678.852950, b = 152.691965\n", - "epoch 628: loss = 1792642.866907, a = 679.391994, b = 152.691621\n", - "epoch 629: loss = 1792352.438696, a = 679.929959, b = 152.691277\n", - "epoch 630: loss = 1792063.168428, a = 680.466850, b = 152.690934\n", - "epoch 631: loss = 1791775.051483, a = 681.002666, b = 152.690592\n", - "epoch 632: loss = 1791488.083257, a = 681.537411, b = 152.690250\n", - "epoch 633: loss = 1791202.259166, a = 682.071087, b = 152.689909\n", - "epoch 634: loss = 1790917.574643, a = 682.603696, b = 152.689569\n", - "epoch 635: loss = 1790634.025140, a = 683.135239, b = 152.689230\n", - "epoch 636: loss = 1790351.606127, a = 683.665720, b = 152.688891\n", - "epoch 637: loss = 1790070.313092, a = 684.195140, b = 152.688553\n", - "epoch 638: loss = 1789790.141542, a = 684.723501, b = 152.688215\n", - "epoch 639: loss = 1789511.087000, a = 685.250806, b = 152.687879\n", - "epoch 640: loss = 1789233.145008, a = 685.777056, b = 152.687542\n", - "epoch 641: loss = 1788956.311125, a = 686.302254, b = 152.687207\n", - "epoch 642: loss = 1788680.580931, a = 686.826401, b = 152.686872\n", - "epoch 643: loss = 1788405.950018, a = 687.349501, b = 152.686538\n", - "epoch 644: loss = 1788132.414001, a = 687.871555, b = 152.686205\n", - "epoch 645: loss = 1787859.968509, a = 688.392564, b = 152.685872\n", - "epoch 646: loss = 1787588.609190, a = 688.912532, b = 152.685540\n", - "epoch 647: loss = 1787318.331709, a = 689.431460, b = 152.685208\n", - "epoch 648: loss = 1787049.131749, a = 689.949350, b = 152.684878\n", - "epoch 649: loss = 1786781.005009, a = 690.466205, b = 152.684548\n", - "epoch 650: loss = 1786513.947206, a = 690.982026, b = 152.684218\n", - "epoch 651: loss = 1786247.954073, a = 691.496816, b = 152.683889\n", - "epoch 652: loss = 1785983.021362, a = 692.010576, b = 152.683561\n", - "epoch 653: loss = 1785719.144840, a = 692.523309, b = 152.683234\n", - "epoch 654: loss = 1785456.320293, a = 693.035016, b = 152.682907\n", - "epoch 655: loss = 1785194.543521, a = 693.545701, b = 152.682581\n", - "epoch 656: loss = 1784933.810344, a = 694.055364, b = 152.682255\n", - "epoch 657: loss = 1784674.116596, a = 694.564008, b = 152.681930\n", - "epoch 658: loss = 1784415.458129, a = 695.071635, b = 152.681606\n", - "epoch 659: loss = 1784157.830811, a = 695.578247, b = 152.681282\n", - "epoch 660: loss = 1783901.230528, a = 696.083846, b = 152.680960\n", - "epoch 661: loss = 1783645.653179, a = 696.588433, b = 152.680637\n", - "epoch 662: loss = 1783391.094684, a = 697.092012, b = 152.680316\n", - "epoch 663: loss = 1783137.550975, a = 697.594584, b = 152.679995\n", - "epoch 664: loss = 1782885.018003, a = 698.096150, b = 152.679674\n", - "epoch 665: loss = 1782633.491734, a = 698.596714, b = 152.679355\n", - "epoch 666: loss = 1782382.968150, a = 699.096277, b = 152.679036\n", - "epoch 667: loss = 1782133.443251, a = 699.594841, b = 152.678717\n", - "epoch 668: loss = 1781884.913049, a = 700.092408, b = 152.678399\n", - "epoch 669: loss = 1781637.373576, a = 700.588980, b = 152.678082\n", - "epoch 670: loss = 1781390.820878, a = 701.084559, b = 152.677766\n", - "epoch 671: loss = 1781145.251017, a = 701.579147, b = 152.677450\n", - "epoch 672: loss = 1780900.660070, a = 702.072746, b = 152.677134\n", - "epoch 673: loss = 1780657.044131, a = 702.565358, b = 152.676820\n", - "epoch 674: loss = 1780414.399308, a = 703.056984, b = 152.676506\n", - "epoch 675: loss = 1780172.721727, a = 703.547628, b = 152.676192\n", - "epoch 676: loss = 1779932.007527, a = 704.037291, b = 152.675880\n", - "epoch 677: loss = 1779692.252863, a = 704.525974, b = 152.675568\n", - "epoch 678: loss = 1779453.453906, a = 705.013681, b = 152.675256\n", - "epoch 679: loss = 1779215.606843, a = 705.500412, b = 152.674945\n", - "epoch 680: loss = 1778978.707874, a = 705.986169, b = 152.674635\n", - "epoch 681: loss = 1778742.753217, a = 706.470956, b = 152.674325\n", - "epoch 682: loss = 1778507.739101, a = 706.954773, b = 152.674016\n", - "epoch 683: loss = 1778273.661775, a = 707.437622, b = 152.673708\n", - "epoch 684: loss = 1778040.517499, a = 707.919506, b = 152.673400\n", - "epoch 685: loss = 1777808.302550, a = 708.400426, b = 152.673093\n", - "epoch 686: loss = 1777577.013219, a = 708.880385, b = 152.672786\n", - "epoch 687: loss = 1777346.645813, a = 709.359384, b = 152.672481\n", - "epoch 688: loss = 1777117.196652, a = 709.837425, b = 152.672175\n", - "epoch 689: loss = 1776888.662073, a = 710.314510, b = 152.671870\n", - "epoch 690: loss = 1776661.038424, a = 710.790641, b = 152.671566\n", - "epoch 691: loss = 1776434.322072, a = 711.265820, b = 152.671263\n", - "epoch 692: loss = 1776208.509395, a = 711.740049, b = 152.670960\n", - "epoch 693: loss = 1775983.596787, a = 712.213329, b = 152.670658\n", - "epoch 694: loss = 1775759.580657, a = 712.685664, b = 152.670356\n", - "epoch 695: loss = 1775536.457426, a = 713.157053, b = 152.670055\n", - "epoch 696: loss = 1775314.223532, a = 713.627500, b = 152.669754\n", - "epoch 697: loss = 1775092.875426, a = 714.097006, b = 152.669455\n", - "epoch 698: loss = 1774872.409572, a = 714.565574, b = 152.669155\n", - "epoch 699: loss = 1774652.822451, a = 715.033204, b = 152.668857\n", - "epoch 700: loss = 1774434.110556, a = 715.499899, b = 152.668559\n", - "epoch 701: loss = 1774216.270393, a = 715.965661, b = 152.668261\n", - "epoch 702: loss = 1773999.298484, a = 716.430492, b = 152.667964\n", - "epoch 703: loss = 1773783.191366, a = 716.894393, b = 152.667668\n", - "epoch 704: loss = 1773567.945585, a = 717.357367, b = 152.667372\n", - "epoch 705: loss = 1773353.557706, a = 717.819415, b = 152.667077\n", - "epoch 706: loss = 1773140.024305, a = 718.280538, b = 152.666783\n", - "epoch 707: loss = 1772927.341972, a = 718.740740, b = 152.666489\n", - "epoch 708: loss = 1772715.507311, a = 719.200021, b = 152.666195\n", - "epoch 709: loss = 1772504.516939, a = 719.658384, b = 152.665903\n", - "epoch 710: loss = 1772294.367487, a = 720.115831, b = 152.665610\n", - "epoch 711: loss = 1772085.055600, a = 720.572363, b = 152.665319\n", - "epoch 712: loss = 1771876.577936, a = 721.027981, b = 152.665028\n", - "epoch 713: loss = 1771668.931165, a = 721.482689, b = 152.664737\n", - "epoch 714: loss = 1771462.111971, a = 721.936488, b = 152.664448\n", - "epoch 715: loss = 1771256.117053, a = 722.389379, b = 152.664158\n", - "epoch 716: loss = 1771050.943122, a = 722.841364, b = 152.663870\n", - "epoch 717: loss = 1770846.586900, a = 723.292446, b = 152.663582\n", - "epoch 718: loss = 1770643.045126, a = 723.742625, b = 152.663294\n", - "epoch 719: loss = 1770440.314550, a = 724.191904, b = 152.663007\n", - "epoch 720: loss = 1770238.391933, a = 724.640285, b = 152.662721\n", - "epoch 721: loss = 1770037.274053, a = 725.087770, b = 152.662435\n", - "epoch 722: loss = 1769836.957698, a = 725.534359, b = 152.662150\n", - "epoch 723: loss = 1769637.439670, a = 725.980056, b = 152.661865\n", - "epoch 724: loss = 1769438.716783, a = 726.424861, b = 152.661581\n", - "epoch 725: loss = 1769240.785864, a = 726.868776, b = 152.661297\n", - "epoch 726: loss = 1769043.643754, a = 727.311805, b = 152.661014\n", - "epoch 727: loss = 1768847.287304, a = 727.753947, b = 152.660732\n", - "epoch 728: loss = 1768651.713380, a = 728.195205, b = 152.660450\n", - "epoch 729: loss = 1768456.918858, a = 728.635580, b = 152.660169\n", - "epoch 730: loss = 1768262.900630, a = 729.075075, b = 152.659888\n", - "epoch 731: loss = 1768069.655598, a = 729.513692, b = 152.659608\n", - "epoch 732: loss = 1767877.180675, a = 729.951431, b = 152.659328\n", - "epoch 733: loss = 1767685.472790, a = 730.388294, b = 152.659049\n", - "epoch 734: loss = 1767494.528882, a = 730.824285, b = 152.658771\n", - "epoch 735: loss = 1767304.345902, a = 731.259403, b = 152.658493\n", - "epoch 736: loss = 1767114.920814, a = 731.693651, b = 152.658216\n", - "epoch 737: loss = 1766926.250593, a = 732.127031, b = 152.657939\n", - "epoch 738: loss = 1766738.332229, a = 732.559544, b = 152.657663\n", - "epoch 739: loss = 1766551.162720, a = 732.991193, b = 152.657387\n", - "epoch 740: loss = 1766364.739080, a = 733.421978, b = 152.657112\n", - "epoch 741: loss = 1766179.058330, a = 733.851902, b = 152.656837\n", - "epoch 742: loss = 1765994.117509, a = 734.280966, b = 152.656563\n", - "epoch 743: loss = 1765809.913662, a = 734.709172, b = 152.656290\n", - "epoch 744: loss = 1765626.443849, a = 735.136522, b = 152.656017\n", - "epoch 745: loss = 1765443.705143, a = 735.563017, b = 152.655744\n", - "epoch 746: loss = 1765261.694624, a = 735.988660, b = 152.655472\n", - "epoch 747: loss = 1765080.409388, a = 736.413451, b = 152.655201\n", - "epoch 748: loss = 1764899.846541, a = 736.837393, b = 152.654930\n", - "epoch 749: loss = 1764720.003201, a = 737.260487, b = 152.654660\n", - "epoch 750: loss = 1764540.876496, a = 737.682735, b = 152.654390\n", - "epoch 751: loss = 1764362.463568, a = 738.104139, b = 152.654121\n", - "epoch 752: loss = 1764184.761567, a = 738.524700, b = 152.653853\n", - "epoch 753: loss = 1764007.767659, a = 738.944420, b = 152.653585\n", - "epoch 754: loss = 1763831.479016, a = 739.363301, b = 152.653317\n", - "epoch 755: loss = 1763655.892826, a = 739.781344, b = 152.653050\n", - "epoch 756: loss = 1763481.006286, a = 740.198551, b = 152.652784\n", - "epoch 757: loss = 1763306.816603, a = 740.614924, b = 152.652518\n", - "epoch 758: loss = 1763133.320998, a = 741.030464, b = 152.652252\n", - "epoch 759: loss = 1762960.516702, a = 741.445174, b = 152.651987\n", - "epoch 760: loss = 1762788.400955, a = 741.859054, b = 152.651723\n", - "epoch 761: loss = 1762616.971010, a = 742.272106, b = 152.651459\n", - "epoch 762: loss = 1762446.224132, a = 742.684333, b = 152.651196\n", - "epoch 763: loss = 1762276.157595, a = 743.095735, b = 152.650933\n", - "epoch 764: loss = 1762106.768685, a = 743.506314, b = 152.650671\n", - "epoch 765: loss = 1761938.054697, a = 743.916073, b = 152.650409\n", - "epoch 766: loss = 1761770.012940, a = 744.325012, b = 152.650148\n", - "epoch 767: loss = 1761602.640730, a = 744.733133, b = 152.649887\n", - "epoch 768: loss = 1761435.935396, a = 745.140439, b = 152.649627\n", - "epoch 769: loss = 1761269.894279, a = 745.546929, b = 152.649368\n", - "epoch 770: loss = 1761104.514727, a = 745.952607, b = 152.649109\n", - "epoch 771: loss = 1760939.794101, a = 746.357474, b = 152.648850\n", - "epoch 772: loss = 1760775.729772, a = 746.761531, b = 152.648592\n", - "epoch 773: loss = 1760612.319122, a = 747.164780, b = 152.648334\n", - "epoch 774: loss = 1760449.559542, a = 747.567223, b = 152.648077\n", - "epoch 775: loss = 1760287.448435, a = 747.968861, b = 152.647821\n", - "epoch 776: loss = 1760125.983214, a = 748.369696, b = 152.647565\n", - "epoch 777: loss = 1759965.161302, a = 748.769729, b = 152.647309\n", - "epoch 778: loss = 1759804.980131, a = 749.168963, b = 152.647054\n", - "epoch 779: loss = 1759645.437147, a = 749.567398, b = 152.646800\n", - "epoch 780: loss = 1759486.529802, a = 749.965036, b = 152.646546\n", - "epoch 781: loss = 1759328.255560, a = 750.361879, b = 152.646292\n", - "epoch 782: loss = 1759170.611896, a = 750.757929, b = 152.646039\n", - "epoch 783: loss = 1759013.596294, a = 751.153187, b = 152.645787\n", - "epoch 784: loss = 1758857.206248, a = 751.547654, b = 152.645535\n", - "epoch 785: loss = 1758701.439262, a = 751.941332, b = 152.645284\n", - "epoch 786: loss = 1758546.292851, a = 752.334224, b = 152.645033\n", - "epoch 787: loss = 1758391.764538, a = 752.726329, b = 152.644782\n", - "epoch 788: loss = 1758237.851858, a = 753.117651, b = 152.644532\n", - "epoch 789: loss = 1758084.552355, a = 753.508190, b = 152.644283\n", - "epoch 790: loss = 1757931.863581, a = 753.897948, b = 152.644034\n", - "epoch 791: loss = 1757779.783102, a = 754.286926, b = 152.643785\n", - "epoch 792: loss = 1757628.308489, a = 754.675127, b = 152.643538\n", - "epoch 793: loss = 1757477.437325, a = 755.062552, b = 152.643290\n", - "epoch 794: loss = 1757327.167204, a = 755.449202, b = 152.643043\n", - "epoch 795: loss = 1757177.495727, a = 755.835078, b = 152.642797\n", - "epoch 796: loss = 1757028.420505, a = 756.220183, b = 152.642551\n", - "epoch 797: loss = 1756879.939161, a = 756.604518, b = 152.642305\n", - "epoch 798: loss = 1756732.049325, a = 756.988085, b = 152.642060\n", - "epoch 799: loss = 1756584.748637, a = 757.370884, b = 152.641816\n", - "epoch 800: loss = 1756438.034746, a = 757.752918, b = 152.641572\n", - "epoch 801: loss = 1756291.905312, a = 758.134188, b = 152.641328\n", - "epoch 802: loss = 1756146.358003, a = 758.514696, b = 152.641085\n", - "epoch 803: loss = 1756001.390496, a = 758.894442, b = 152.640843\n", - "epoch 804: loss = 1755857.000479, a = 759.273430, b = 152.640601\n", - "epoch 805: loss = 1755713.185647, a = 759.651659, b = 152.640359\n", - "epoch 806: loss = 1755569.943706, a = 760.029132, b = 152.640118\n", - "epoch 807: loss = 1755427.272371, a = 760.405851, b = 152.639877\n", - "epoch 808: loss = 1755285.169365, a = 760.781816, b = 152.639637\n", - "epoch 809: loss = 1755143.632421, a = 761.157029, b = 152.639398\n", - "epoch 810: loss = 1755002.659280, a = 761.531492, b = 152.639158\n", - "epoch 811: loss = 1754862.247693, a = 761.905206, b = 152.638920\n", - "epoch 812: loss = 1754722.395421, a = 762.278173, b = 152.638681\n", - "epoch 813: loss = 1754583.100231, a = 762.650394, b = 152.638444\n", - "epoch 814: loss = 1754444.359902, a = 763.021870, b = 152.638206\n", - "epoch 815: loss = 1754306.172220, a = 763.392604, b = 152.637970\n", - "epoch 816: loss = 1754168.534980, a = 763.762597, b = 152.637733\n", - "epoch 817: loss = 1754031.445986, a = 764.131849, b = 152.637498\n", - "epoch 818: loss = 1753894.903051, a = 764.500363, b = 152.637262\n", - "epoch 819: loss = 1753758.903998, a = 764.868141, b = 152.637027\n", - "epoch 820: loss = 1753623.446655, a = 765.235183, b = 152.636793\n", - "epoch 821: loss = 1753488.528863, a = 765.601491, b = 152.636559\n", - "epoch 822: loss = 1753354.148468, a = 765.967066, b = 152.636325\n", - "epoch 823: loss = 1753220.303328, a = 766.331911, b = 152.636092\n", - "epoch 824: loss = 1753086.991306, a = 766.696025, b = 152.635860\n", - "epoch 825: loss = 1752954.210276, a = 767.059412, b = 152.635628\n", - "epoch 826: loss = 1752821.958120, a = 767.422072, b = 152.635396\n", - "epoch 827: loss = 1752690.232728, a = 767.784007, b = 152.635165\n", - "epoch 828: loss = 1752559.031999, a = 768.145218, b = 152.634934\n", - "epoch 829: loss = 1752428.353839, a = 768.505707, b = 152.634704\n", - "epoch 830: loss = 1752298.196165, a = 768.865475, b = 152.634474\n", - "epoch 831: loss = 1752168.556899, a = 769.224524, b = 152.634245\n", - "epoch 832: loss = 1752039.433974, a = 769.582854, b = 152.634016\n", - "epoch 833: loss = 1751910.825331, a = 769.940468, b = 152.633788\n", - "epoch 834: loss = 1751782.728917, a = 770.297367, b = 152.633560\n", - "epoch 835: loss = 1751655.142689, a = 770.653552, b = 152.633332\n", - "epoch 836: loss = 1751528.064612, a = 771.009025, b = 152.633105\n", - "epoch 837: loss = 1751401.492660, a = 771.363788, b = 152.632879\n", - "epoch 838: loss = 1751275.424813, a = 771.717840, b = 152.632652\n", - "epoch 839: loss = 1751149.859059, a = 772.071185, b = 152.632427\n", - "epoch 840: loss = 1751024.793398, a = 772.423823, b = 152.632201\n", - "epoch 841: loss = 1750900.225833, a = 772.775756, b = 152.631977\n", - "epoch 842: loss = 1750776.154377, a = 773.126986, b = 152.631752\n", - "epoch 843: loss = 1750652.577052, a = 773.477513, b = 152.631529\n", - "epoch 844: loss = 1750529.491887, a = 773.827339, b = 152.631305\n", - "epoch 845: loss = 1750406.896918, a = 774.176465, b = 152.631082\n", - "epoch 846: loss = 1750284.790190, a = 774.524893, b = 152.630860\n", - "epoch 847: loss = 1750163.169756, a = 774.872625, b = 152.630637\n", - "epoch 848: loss = 1750042.033675, a = 775.219661, b = 152.630416\n", - "epoch 849: loss = 1749921.380017, a = 775.566004, b = 152.630195\n", - "epoch 850: loss = 1749801.206855, a = 775.911653, b = 152.629974\n", - "epoch 851: loss = 1749681.512274, a = 776.256612, b = 152.629754\n", - "epoch 852: loss = 1749562.294365, a = 776.600881, b = 152.629534\n", - "epoch 853: loss = 1749443.551226, a = 776.944461, b = 152.629314\n", - "epoch 854: loss = 1749325.280964, a = 777.287354, b = 152.629095\n", - "epoch 855: loss = 1749207.481692, a = 777.629562, b = 152.628877\n", - "epoch 856: loss = 1749090.151532, a = 777.971085, b = 152.628658\n", - "epoch 857: loss = 1748973.288613, a = 778.311925, b = 152.628441\n", - "epoch 858: loss = 1748856.891070, a = 778.652084, b = 152.628224\n", - "epoch 859: loss = 1748740.957047, a = 778.991563, b = 152.628007\n", - "epoch 860: loss = 1748625.484697, a = 779.330363, b = 152.627790\n", - "epoch 861: loss = 1748510.472176, a = 779.668485, b = 152.627574\n", - "epoch 862: loss = 1748395.917651, a = 780.005931, b = 152.627359\n", - "epoch 863: loss = 1748281.819296, a = 780.342702, b = 152.627144\n", - "epoch 864: loss = 1748168.175290, a = 780.678800, b = 152.626929\n", - "epoch 865: loss = 1748054.983822, a = 781.014226, b = 152.626715\n", - "epoch 866: loss = 1747942.243086, a = 781.348981, b = 152.626501\n", - "epoch 867: loss = 1747829.951284, a = 781.683067, b = 152.626288\n", - "epoch 868: loss = 1747718.106627, a = 782.016484, b = 152.626075\n", - "epoch 869: loss = 1747606.707330, a = 782.349235, b = 152.625862\n", - "epoch 870: loss = 1747495.751617, a = 782.681321, b = 152.625650\n", - "epoch 871: loss = 1747385.237718, a = 783.012742, b = 152.625438\n", - "epoch 872: loss = 1747275.163873, a = 783.343501, b = 152.625227\n", - "epoch 873: loss = 1747165.528325, a = 783.673598, b = 152.625016\n", - "epoch 874: loss = 1747056.329325, a = 784.003035, b = 152.624806\n", - "epoch 875: loss = 1746947.565134, a = 784.331814, b = 152.624596\n", - "epoch 876: loss = 1746839.234017, a = 784.659935, b = 152.624386\n", - "epoch 877: loss = 1746731.334246, a = 784.987400, b = 152.624177\n", - "epoch 878: loss = 1746623.864101, a = 785.314210, b = 152.623968\n", - "epoch 879: loss = 1746516.821869, a = 785.640366, b = 152.623760\n", - "epoch 880: loss = 1746410.205842, a = 785.965871, b = 152.623552\n", - "epoch 881: loss = 1746304.014321, a = 786.290724, b = 152.623345\n", - "epoch 882: loss = 1746198.245613, a = 786.614928, b = 152.623138\n", - "epoch 883: loss = 1746092.898031, a = 786.938483, b = 152.622931\n", - "epoch 884: loss = 1745987.969896, a = 787.261392, b = 152.622725\n", - "epoch 885: loss = 1745883.459534, a = 787.583655, b = 152.622519\n", - "epoch 886: loss = 1745779.365280, a = 787.905273, b = 152.622314\n", - "epoch 887: loss = 1745675.685474, a = 788.226248, b = 152.622109\n", - "epoch 888: loss = 1745572.418463, a = 788.546582, b = 152.621904\n", - "epoch 889: loss = 1745469.562600, a = 788.866275, b = 152.621700\n", - "epoch 890: loss = 1745367.116247, a = 789.185328, b = 152.621496\n", - "epoch 891: loss = 1745265.077768, a = 789.503744, b = 152.621293\n", - "epoch 892: loss = 1745163.445539, a = 789.821523, b = 152.621090\n", - "epoch 893: loss = 1745062.217938, a = 790.138666, b = 152.620887\n", - "epoch 894: loss = 1744961.393352, a = 790.455175, b = 152.620685\n", - "epoch 895: loss = 1744860.970173, a = 790.771052, b = 152.620483\n", - "epoch 896: loss = 1744760.946801, a = 791.086296, b = 152.620282\n", - "epoch 897: loss = 1744661.321640, a = 791.400911, b = 152.620081\n", - "epoch 898: loss = 1744562.093104, a = 791.714896, b = 152.619880\n", - "epoch 899: loss = 1744463.259609, a = 792.028253, b = 152.619680\n", - "epoch 900: loss = 1744364.819581, a = 792.340984, b = 152.619480\n", - "epoch 901: loss = 1744266.771451, a = 792.653089, b = 152.619281\n", - "epoch 902: loss = 1744169.113654, a = 792.964570, b = 152.619082\n", - "epoch 903: loss = 1744071.844635, a = 793.275429, b = 152.618884\n", - "epoch 904: loss = 1743974.962844, a = 793.585665, b = 152.618685\n", - "epoch 905: loss = 1743878.466735, a = 793.895282, b = 152.618488\n", - "epoch 906: loss = 1743782.354770, a = 794.204279, b = 152.618290\n", - "epoch 907: loss = 1743686.625419, a = 794.512658, b = 152.618093\n", - "epoch 908: loss = 1743591.277154, a = 794.820421, b = 152.617897\n", - "epoch 909: loss = 1743496.308456, a = 795.127568, b = 152.617701\n", - "epoch 910: loss = 1743401.717811, a = 795.434101, b = 152.617505\n", - "epoch 911: loss = 1743307.503711, a = 795.740021, b = 152.617310\n", - "epoch 912: loss = 1743213.664656, a = 796.045330, b = 152.617115\n", - "epoch 913: loss = 1743120.199149, a = 796.350028, b = 152.616920\n", - "epoch 914: loss = 1743027.105700, a = 796.654116, b = 152.616726\n", - "epoch 915: loss = 1742934.382825, a = 796.957597, b = 152.616532\n", - "epoch 916: loss = 1742842.029048, a = 797.260470, b = 152.616338\n", - "epoch 917: loss = 1742750.042895, a = 797.562738, b = 152.616145\n", - "epoch 918: loss = 1742658.422902, a = 797.864402, b = 152.615953\n", - "epoch 919: loss = 1742567.167606, a = 798.165462, b = 152.615760\n", - "epoch 920: loss = 1742476.275556, a = 798.465920, b = 152.615568\n", - "epoch 921: loss = 1742385.745300, a = 798.765778, b = 152.615377\n", - "epoch 922: loss = 1742295.575398, a = 799.065036, b = 152.615186\n", - "epoch 923: loss = 1742205.764411, a = 799.363695, b = 152.614995\n", - "epoch 924: loss = 1742116.310909, a = 799.661757, b = 152.614805\n", - "epoch 925: loss = 1742027.213466, a = 799.959223, b = 152.614615\n", - "epoch 926: loss = 1741938.470661, a = 800.256095, b = 152.614425\n", - "epoch 927: loss = 1741850.081082, a = 800.552373, b = 152.614236\n", - "epoch 928: loss = 1741762.043319, a = 800.848058, b = 152.614047\n", - "epoch 929: loss = 1741674.355969, a = 801.143152, b = 152.613859\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch 930: loss = 1741587.017634, a = 801.437656, b = 152.613670\n", - "epoch 931: loss = 1741500.026924, a = 801.731571, b = 152.613483\n", - "epoch 932: loss = 1741413.382452, a = 802.024898, b = 152.613295\n", - "epoch 933: loss = 1741327.082837, a = 802.317639, b = 152.613108\n", - "epoch 934: loss = 1741241.126703, a = 802.609794, b = 152.612922\n", - "epoch 935: loss = 1741155.512682, a = 802.901365, b = 152.612736\n", - "epoch 936: loss = 1741070.239409, a = 803.192353, b = 152.612550\n", - "epoch 937: loss = 1740985.305526, a = 803.482759, b = 152.612364\n", - "epoch 938: loss = 1740900.709678, a = 803.772585, b = 152.612179\n", - "epoch 939: loss = 1740816.450518, a = 804.061831, b = 152.611994\n", - "epoch 940: loss = 1740732.526703, a = 804.350498, b = 152.611810\n", - "epoch 941: loss = 1740648.936897, a = 804.638588, b = 152.611626\n", - "epoch 942: loss = 1740565.679766, a = 804.926103, b = 152.611442\n", - "epoch 943: loss = 1740482.753986, a = 805.213042, b = 152.611259\n", - "epoch 944: loss = 1740400.158233, a = 805.499407, b = 152.611076\n", - "epoch 945: loss = 1740317.891193, a = 805.785200, b = 152.610894\n", - "epoch 946: loss = 1740235.951555, a = 806.070421, b = 152.610712\n", - "epoch 947: loss = 1740154.338013, a = 806.355072, b = 152.610530\n", - "epoch 948: loss = 1740073.049267, a = 806.639154, b = 152.610348\n", - "epoch 949: loss = 1739992.084021, a = 806.922668, b = 152.610167\n", - "epoch 950: loss = 1739911.440986, a = 807.205615, b = 152.609986\n", - "epoch 951: loss = 1739831.118877, a = 807.487996, b = 152.609806\n", - "epoch 952: loss = 1739751.116414, a = 807.769812, b = 152.609626\n", - "epoch 953: loss = 1739671.432323, a = 808.051065, b = 152.609446\n", - "epoch 954: loss = 1739592.065335, a = 808.331755, b = 152.609267\n", - "epoch 955: loss = 1739513.014184, a = 808.611884, b = 152.609088\n", - "epoch 956: loss = 1739434.277612, a = 808.891453, b = 152.608910\n", - "epoch 957: loss = 1739355.854363, a = 809.170463, b = 152.608732\n", - "epoch 958: loss = 1739277.743190, a = 809.448915, b = 152.608554\n", - "epoch 959: loss = 1739199.942847, a = 809.726810, b = 152.608376\n", - "epoch 960: loss = 1739122.452096, a = 810.004149, b = 152.608199\n", - "epoch 961: loss = 1739045.269701, a = 810.280934, b = 152.608022\n", - "epoch 962: loss = 1738968.394433, a = 810.557165, b = 152.607846\n", - "epoch 963: loss = 1738891.825068, a = 810.832844, b = 152.607670\n", - "epoch 964: loss = 1738815.560385, a = 811.107972, b = 152.607494\n", - "epoch 965: loss = 1738739.599171, a = 811.382550, b = 152.607319\n", - "epoch 966: loss = 1738663.940215, a = 811.656578, b = 152.607144\n", - "epoch 967: loss = 1738588.582311, a = 811.930059, b = 152.606969\n", - "epoch 968: loss = 1738513.524261, a = 812.202992, b = 152.606795\n", - "epoch 969: loss = 1738438.764867, a = 812.475380, b = 152.606621\n", - "epoch 970: loss = 1738364.302940, a = 812.747223, b = 152.606447\n", - "epoch 971: loss = 1738290.137292, a = 813.018523, b = 152.606274\n", - "epoch 972: loss = 1738216.266744, a = 813.289280, b = 152.606101\n", - "epoch 973: loss = 1738142.690118, a = 813.559496, b = 152.605928\n", - "epoch 974: loss = 1738069.406242, a = 813.829171, b = 152.605756\n", - "epoch 975: loss = 1737996.413950, a = 814.098307, b = 152.605584\n", - "epoch 976: loss = 1737923.712078, a = 814.366905, b = 152.605413\n", - "epoch 977: loss = 1737851.299469, a = 814.634966, b = 152.605241\n", - "epoch 978: loss = 1737779.174969, a = 814.902490, b = 152.605071\n", - "epoch 979: loss = 1737707.337430, a = 815.169480, b = 152.604900\n", - "epoch 980: loss = 1737635.785708, a = 815.435936, b = 152.604730\n", - "epoch 981: loss = 1737564.518663, a = 815.701859, b = 152.604560\n", - "epoch 982: loss = 1737493.535160, a = 815.967250, b = 152.604390\n", - "epoch 983: loss = 1737422.834069, a = 816.232111, b = 152.604221\n", - "epoch 984: loss = 1737352.414263, a = 816.496442, b = 152.604052\n", - "epoch 985: loss = 1737282.274622, a = 816.760244, b = 152.603884\n", - "epoch 986: loss = 1737212.414028, a = 817.023519, b = 152.603716\n", - "epoch 987: loss = 1737142.831368, a = 817.286268, b = 152.603548\n", - "epoch 988: loss = 1737073.525536, a = 817.548491, b = 152.603381\n", - "epoch 989: loss = 1737004.495426, a = 817.810189, b = 152.603213\n", - "epoch 990: loss = 1736935.739941, a = 818.071365, b = 152.603047\n", - "epoch 991: loss = 1736867.257984, a = 818.332018, b = 152.602880\n", - "epoch 992: loss = 1736799.048465, a = 818.592150, b = 152.602714\n", - "epoch 993: loss = 1736731.110299, a = 818.851761, b = 152.602548\n", - "epoch 994: loss = 1736663.442403, a = 819.110854, b = 152.602383\n", - "epoch 995: loss = 1736596.043701, a = 819.369428, b = 152.602218\n", - "epoch 996: loss = 1736528.913118, a = 819.627486, b = 152.602053\n", - "epoch 997: loss = 1736462.049586, a = 819.885027, b = 152.601888\n", - "epoch 998: loss = 1736395.452040, a = 820.142053, b = 152.601724\n", - "epoch 999: loss = 1736329.119420, a = 820.398566, b = 152.601560\n", - "epoch 1000: loss = 1736263.050670, a = 820.654565, b = 152.601397\n", - "epoch 1001: loss = 1736197.244737, a = 820.910053, b = 152.601234\n", - "epoch 1002: loss = 1736131.700574, a = 821.165029, b = 152.601071\n", - "epoch 1003: loss = 1736066.417138, a = 821.419496, b = 152.600908\n", - "epoch 1004: loss = 1736001.393389, a = 821.673454, b = 152.600746\n", - "epoch 1005: loss = 1735936.628292, a = 821.926904, b = 152.600584\n", - "epoch 1006: loss = 1735872.120815, a = 822.179847, b = 152.600422\n", - "epoch 1007: loss = 1735807.869932, a = 822.432285, b = 152.600261\n", - "epoch 1008: loss = 1735743.874619, a = 822.684217, b = 152.600100\n", - "epoch 1009: loss = 1735680.133859, a = 822.935646, b = 152.599940\n", - "epoch 1010: loss = 1735616.646635, a = 823.186572, b = 152.599780\n", - "epoch 1011: loss = 1735553.411939, a = 823.436997, b = 152.599620\n", - "epoch 1012: loss = 1735490.428761, a = 823.686920, b = 152.599460\n", - "epoch 1013: loss = 1735427.696101, a = 823.936344, b = 152.599301\n", - "epoch 1014: loss = 1735365.212960, a = 824.185269, b = 152.599142\n", - "epoch 1015: loss = 1735302.978342, a = 824.433697, b = 152.598983\n", - "epoch 1016: loss = 1735240.991257, a = 824.681627, b = 152.598825\n", - "epoch 1017: loss = 1735179.250719, a = 824.929062, b = 152.598667\n", - "epoch 1018: loss = 1735117.755744, a = 825.176002, b = 152.598509\n", - "epoch 1019: loss = 1735056.505353, a = 825.422448, b = 152.598351\n", - "epoch 1020: loss = 1734995.498573, a = 825.668401, b = 152.598194\n", - "epoch 1021: loss = 1734934.734430, a = 825.913863, b = 152.598038\n", - "epoch 1022: loss = 1734874.211960, a = 826.158833, b = 152.597881\n", - "epoch 1023: loss = 1734813.930197, a = 826.403314, b = 152.597725\n", - "epoch 1024: loss = 1734753.888182, a = 826.647306, b = 152.597569\n", - "epoch 1025: loss = 1734694.084961, a = 826.890810, b = 152.597414\n", - "epoch 1026: loss = 1734634.519580, a = 827.133827, b = 152.597258\n", - "epoch 1027: loss = 1734575.191092, a = 827.376358, b = 152.597104\n", - "epoch 1028: loss = 1734516.098553, a = 827.618405, b = 152.596949\n", - "epoch 1029: loss = 1734457.241022, a = 827.859967, b = 152.596795\n", - "epoch 1030: loss = 1734398.617562, a = 828.101046, b = 152.596641\n", - "epoch 1031: loss = 1734340.227240, a = 828.341643, b = 152.596487\n", - "epoch 1032: loss = 1734282.069127, a = 828.581759, b = 152.596334\n", - "epoch 1033: loss = 1734224.142298, a = 828.821394, b = 152.596181\n", - "epoch 1034: loss = 1734166.445830, a = 829.060551, b = 152.596028\n", - "epoch 1035: loss = 1734108.978805, a = 829.299229, b = 152.595875\n", - "epoch 1036: loss = 1734051.740309, a = 829.537430, b = 152.595723\n", - "epoch 1037: loss = 1733994.729431, a = 829.775155, b = 152.595571\n", - "epoch 1038: loss = 1733937.945263, a = 830.012405, b = 152.595420\n", - "epoch 1039: loss = 1733881.386903, a = 830.249179, b = 152.595269\n", - "epoch 1040: loss = 1733825.053449, a = 830.485481, b = 152.595118\n", - "epoch 1041: loss = 1733768.944005, a = 830.721310, b = 152.594967\n", - "epoch 1042: loss = 1733713.057679, a = 830.956667, b = 152.594817\n", - "epoch 1043: loss = 1733657.393581, a = 831.191554, b = 152.594667\n", - "epoch 1044: loss = 1733601.950825, a = 831.425971, b = 152.594517\n", - "epoch 1045: loss = 1733546.728530, a = 831.659919, b = 152.594368\n", - "epoch 1046: loss = 1733491.725816, a = 831.893400, b = 152.594218\n", - "epoch 1047: loss = 1733436.941808, a = 832.126413, b = 152.594070\n", - "epoch 1048: loss = 1733382.375635, a = 832.358961, b = 152.593921\n", - "epoch 1049: loss = 1733328.026428, a = 832.591044, b = 152.593773\n", - "epoch 1050: loss = 1733273.893322, a = 832.822662, b = 152.593625\n", - "epoch 1051: loss = 1733219.975457, a = 833.053817, b = 152.593477\n", - "epoch 1052: loss = 1733166.271975, a = 833.284511, b = 152.593330\n", - "epoch 1053: loss = 1733112.782020, a = 833.514742, b = 152.593183\n", - "epoch 1054: loss = 1733059.504742, a = 833.744514, b = 152.593036\n", - "epoch 1055: loss = 1733006.439293, a = 833.973826, b = 152.592890\n", - "epoch 1056: loss = 1732953.584830, a = 834.202679, b = 152.592744\n", - "epoch 1057: loss = 1732900.940510, a = 834.431075, b = 152.592598\n", - "epoch 1058: loss = 1732848.505497, a = 834.659014, b = 152.592452\n", - "epoch 1059: loss = 1732796.278956, a = 834.886497, b = 152.592307\n", - "epoch 1060: loss = 1732744.260056, a = 835.113526, b = 152.592162\n", - "epoch 1061: loss = 1732692.447971, a = 835.340100, b = 152.592017\n", - "epoch 1062: loss = 1732640.841875, a = 835.566221, b = 152.591873\n", - "epoch 1063: loss = 1732589.440947, a = 835.791890, b = 152.591729\n", - "epoch 1064: loss = 1732538.244371, a = 836.017108, b = 152.591585\n", - "epoch 1065: loss = 1732487.251331, a = 836.241876, b = 152.591441\n", - "epoch 1066: loss = 1732436.461017, a = 836.466194, b = 152.591298\n", - "epoch 1067: loss = 1732385.872620, a = 836.690063, b = 152.591155\n", - "epoch 1068: loss = 1732335.485336, a = 836.913485, b = 152.591012\n", - "epoch 1069: loss = 1732285.298362, a = 837.136460, b = 152.590870\n", - "epoch 1070: loss = 1732235.310902, a = 837.358990, b = 152.590728\n", - "epoch 1071: loss = 1732185.522160, a = 837.581074, b = 152.590586\n", - "epoch 1072: loss = 1732135.931343, a = 837.802714, b = 152.590444\n", - "epoch 1073: loss = 1732086.537664, a = 838.023911, b = 152.590303\n", - "epoch 1074: loss = 1732037.340336, a = 838.244665, b = 152.590162\n", - "epoch 1075: loss = 1731988.338577, a = 838.464978, b = 152.590021\n", - "epoch 1076: loss = 1731939.531607, a = 838.684851, b = 152.589881\n", - "epoch 1077: loss = 1731890.918651, a = 838.904284, b = 152.589741\n", - "epoch 1078: loss = 1731842.498935, a = 839.123278, b = 152.589601\n", - "epoch 1079: loss = 1731794.271688, a = 839.341834, b = 152.589461\n", - "epoch 1080: loss = 1731746.236145, a = 839.559954, b = 152.589322\n", - "epoch 1081: loss = 1731698.391541, a = 839.777637, b = 152.589183\n", - "epoch 1082: loss = 1731650.737115, a = 839.994884, b = 152.589044\n", - "epoch 1083: loss = 1731603.272109, a = 840.211698, b = 152.588906\n", - "epoch 1084: loss = 1731555.995768, a = 840.428077, b = 152.588767\n", - "epoch 1085: loss = 1731508.907341, a = 840.644024, b = 152.588629\n", - "epoch 1086: loss = 1731462.006079, a = 840.859540, b = 152.588492\n", - "epoch 1087: loss = 1731415.291236, a = 841.074624, b = 152.588354\n", - "epoch 1088: loss = 1731368.762068, a = 841.289278, b = 152.588217\n", - "epoch 1089: loss = 1731322.417837, a = 841.503503, b = 152.588081\n", - "epoch 1090: loss = 1731276.257805, a = 841.717299, b = 152.587944\n", - "epoch 1091: loss = 1731230.281238, a = 841.930668, b = 152.587808\n", - "epoch 1092: loss = 1731184.487405, a = 842.143611, b = 152.587672\n", - "epoch 1093: loss = 1731138.875577, a = 842.356127, b = 152.587536\n", - "epoch 1094: loss = 1731093.445031, a = 842.568219, b = 152.587401\n", - "epoch 1095: loss = 1731048.195043, a = 842.779886, b = 152.587265\n", - "epoch 1096: loss = 1731003.124893, a = 842.991131, b = 152.587130\n", - "epoch 1097: loss = 1730958.233866, a = 843.201952, b = 152.586996\n", - "epoch 1098: loss = 1730913.521247, a = 843.412353, b = 152.586861\n", - "epoch 1099: loss = 1730868.986325, a = 843.622332, b = 152.586727\n", - "epoch 1100: loss = 1730824.628393, a = 843.831892, b = 152.586593\n", - "epoch 1101: loss = 1730780.446745, a = 844.041032, b = 152.586460\n", - "epoch 1102: loss = 1730736.440678, a = 844.249755, b = 152.586327\n", - "epoch 1103: loss = 1730692.609494, a = 844.458059, b = 152.586193\n", - "epoch 1104: loss = 1730648.952495, a = 844.665948, b = 152.586061\n", - "epoch 1105: loss = 1730605.468987, a = 844.873421, b = 152.585928\n", - "epoch 1106: loss = 1730562.158279, a = 845.080478, b = 152.585796\n", - "epoch 1107: loss = 1730519.019683, a = 845.287122, b = 152.585664\n", - "epoch 1108: loss = 1730476.052512, a = 845.493353, b = 152.585532\n", - "epoch 1109: loss = 1730433.256083, a = 845.699171, b = 152.585401\n", - "epoch 1110: loss = 1730390.629717, a = 845.904578, b = 152.585270\n", - "epoch 1111: loss = 1730348.172735, a = 846.109573, b = 152.585139\n", - "epoch 1112: loss = 1730305.884463, a = 846.314159, b = 152.585008\n", - "epoch 1113: loss = 1730263.764229, a = 846.518336, b = 152.584878\n", - "epoch 1114: loss = 1730221.811362, a = 846.722105, b = 152.584747\n", - "epoch 1115: loss = 1730180.025197, a = 846.925466, b = 152.584618\n", - "epoch 1116: loss = 1730138.405068, a = 847.128420, b = 152.584488\n", - "epoch 1117: loss = 1730096.950315, a = 847.330969, b = 152.584359\n", - "epoch 1118: loss = 1730055.660278, a = 847.533112, b = 152.584229\n", - "epoch 1119: loss = 1730014.534302, a = 847.734852, b = 152.584101\n", - "epoch 1120: loss = 1729973.571731, a = 847.936188, b = 152.583972\n", - "epoch 1121: loss = 1729932.771917, a = 848.137121, b = 152.583844\n", - "epoch 1122: loss = 1729892.134209, a = 848.337652, b = 152.583716\n", - "epoch 1123: loss = 1729851.657962, a = 848.537783, b = 152.583588\n", - "epoch 1124: loss = 1729811.342534, a = 848.737513, b = 152.583460\n", - "epoch 1125: loss = 1729771.187282, a = 848.936844, b = 152.583333\n", - "epoch 1126: loss = 1729731.191569, a = 849.135776, b = 152.583206\n", - "epoch 1127: loss = 1729691.354760, a = 849.334311, b = 152.583079\n", - "epoch 1128: loss = 1729651.676220, a = 849.532449, b = 152.582952\n", - "epoch 1129: loss = 1729612.155321, a = 849.730190, b = 152.582826\n", - "epoch 1130: loss = 1729572.791433, a = 849.927536, b = 152.582700\n", - "epoch 1131: loss = 1729533.583931, a = 850.124487, b = 152.582574\n", - "epoch 1132: loss = 1729494.532192, a = 850.321044, b = 152.582449\n", - "epoch 1133: loss = 1729455.635596, a = 850.517209, b = 152.582324\n", - "epoch 1134: loss = 1729416.893524, a = 850.712981, b = 152.582198\n", - "epoch 1135: loss = 1729378.305361, a = 850.908362, b = 152.582074\n", - "epoch 1136: loss = 1729339.870493, a = 851.103352, b = 152.581949\n", - "epoch 1137: loss = 1729301.588311, a = 851.297952, b = 152.581825\n", - "epoch 1138: loss = 1729263.458205, a = 851.492162, b = 152.581701\n", - "epoch 1139: loss = 1729225.479569, a = 851.685985, b = 152.581577\n", - "epoch 1140: loss = 1729187.651801, a = 851.879420, b = 152.581453\n", - "epoch 1141: loss = 1729149.974300, a = 852.072468, b = 152.581330\n", - "epoch 1142: loss = 1729112.446466, a = 852.265130, b = 152.581207\n", - "epoch 1143: loss = 1729075.067703, a = 852.457407, b = 152.581084\n", - "epoch 1144: loss = 1729037.837419, a = 852.649299, b = 152.580962\n", - "epoch 1145: loss = 1729000.755020, a = 852.840808, b = 152.580839\n", - "epoch 1146: loss = 1728963.819918, a = 853.031934, b = 152.580717\n", - "epoch 1147: loss = 1728927.031526, a = 853.222677, b = 152.580596\n", - "epoch 1148: loss = 1728890.389260, a = 853.413039, b = 152.580474\n", - "epoch 1149: loss = 1728853.892538, a = 853.603021, b = 152.580353\n", - "epoch 1150: loss = 1728817.540780, a = 853.792622, b = 152.580232\n", - "epoch 1151: loss = 1728781.333408, a = 853.981845, b = 152.580111\n", - "epoch 1152: loss = 1728745.269847, a = 854.170689, b = 152.579990\n", - "epoch 1153: loss = 1728709.349524, a = 854.359155, b = 152.579870\n", - "epoch 1154: loss = 1728673.571869, a = 854.547245, b = 152.579750\n", - "epoch 1155: loss = 1728637.936314, a = 854.734958, b = 152.579630\n", - "epoch 1156: loss = 1728602.442292, a = 854.922296, b = 152.579510\n", - "epoch 1157: loss = 1728567.089239, a = 855.109259, b = 152.579391\n", - "epoch 1158: loss = 1728531.876595, a = 855.295849, b = 152.579271\n", - "epoch 1159: loss = 1728496.803799, a = 855.482065, b = 152.579152\n", - "epoch 1160: loss = 1728461.870295, a = 855.667909, b = 152.579034\n", - "epoch 1161: loss = 1728427.075528, a = 855.853382, b = 152.578915\n", - "epoch 1162: loss = 1728392.418945, a = 856.038483, b = 152.578797\n", - "epoch 1163: loss = 1728357.899996, a = 856.223215, b = 152.578679\n", - "epoch 1164: loss = 1728323.518132, a = 856.407577, b = 152.578561\n", - "epoch 1165: loss = 1728289.272808, a = 856.591570, b = 152.578444\n", - "epoch 1166: loss = 1728255.163480, a = 856.775195, b = 152.578327\n", - "epoch 1167: loss = 1728221.189605, a = 856.958454, b = 152.578210\n", - "epoch 1168: loss = 1728187.350645, a = 857.141345, b = 152.578093\n", - "epoch 1169: loss = 1728153.646062, a = 857.323871, b = 152.577976\n", - "epoch 1170: loss = 1728120.075320, a = 857.506033, b = 152.577860\n", - "epoch 1171: loss = 1728086.637887, a = 857.687829, b = 152.577744\n", - "epoch 1172: loss = 1728053.333232, a = 857.869263, b = 152.577628\n", - "epoch 1173: loss = 1728020.160826, a = 858.050333, b = 152.577512\n", - "epoch 1174: loss = 1727987.120142, a = 858.231041, b = 152.577397\n", - "epoch 1175: loss = 1727954.210655, a = 858.411388, b = 152.577282\n", - "epoch 1176: loss = 1727921.431843, a = 858.591375, b = 152.577167\n", - "epoch 1177: loss = 1727888.783186, a = 858.771001, b = 152.577052\n", - "epoch 1178: loss = 1727856.264164, a = 858.950268, b = 152.576937\n", - "epoch 1179: loss = 1727823.874263, a = 859.129177, b = 152.576823\n", - "epoch 1180: loss = 1727791.612966, a = 859.307728, b = 152.576709\n", - "epoch 1181: loss = 1727759.479763, a = 859.485922, b = 152.576595\n", - "epoch 1182: loss = 1727727.474143, a = 859.663760, b = 152.576482\n", - "epoch 1183: loss = 1727695.595598, a = 859.841242, b = 152.576368\n", - "epoch 1184: loss = 1727663.843621, a = 860.018369, b = 152.576255\n", - "epoch 1185: loss = 1727632.217709, a = 860.195142, b = 152.576142\n", - "epoch 1186: loss = 1727600.717360, a = 860.371562, b = 152.576030\n", - "epoch 1187: loss = 1727569.342073, a = 860.547628, b = 152.575917\n", - "epoch 1188: loss = 1727538.091351, a = 860.723343, b = 152.575805\n", - "epoch 1189: loss = 1727506.964697, a = 860.898706, b = 152.575693\n", - "epoch 1190: loss = 1727475.961618, a = 861.073719, b = 152.575581\n", - "epoch 1191: loss = 1727445.081620, a = 861.248381, b = 152.575470\n", - "epoch 1192: loss = 1727414.324214, a = 861.422695, b = 152.575358\n", - "epoch 1193: loss = 1727383.688912, a = 861.596659, b = 152.575247\n", - "epoch 1194: loss = 1727353.175228, a = 861.770276, b = 152.575136\n", - "epoch 1195: loss = 1727322.782676, a = 861.943546, b = 152.575026\n", - "epoch 1196: loss = 1727292.510775, a = 862.116469, b = 152.574915\n", - "epoch 1197: loss = 1727262.359044, a = 862.289047, b = 152.574805\n", - "epoch 1198: loss = 1727232.327005, a = 862.461279, b = 152.574695\n", - "epoch 1199: loss = 1727202.414181, a = 862.633167, b = 152.574585\n", - "epoch 1200: loss = 1727172.620097, a = 862.804711, b = 152.574476\n", - "epoch 1201: loss = 1727142.944280, a = 862.975912, b = 152.574366\n", - "epoch 1202: loss = 1727113.386259, a = 863.146771, b = 152.574257\n", - "epoch 1203: loss = 1727083.945566, a = 863.317288, b = 152.574148\n", - "epoch 1204: loss = 1727054.621733, a = 863.487464, b = 152.574039\n", - "epoch 1205: loss = 1727025.414294, a = 863.657300, b = 152.573931\n", - "epoch 1206: loss = 1726996.322787, a = 863.826797, b = 152.573823\n", - "epoch 1207: loss = 1726967.346749, a = 863.995954, b = 152.573715\n", - "epoch 1208: loss = 1726938.485720, a = 864.164773, b = 152.573607\n", - "epoch 1209: loss = 1726909.739243, a = 864.333255, b = 152.573499\n", - "epoch 1210: loss = 1726881.106862, a = 864.501399, b = 152.573392\n", - "epoch 1211: loss = 1726852.588122, a = 864.669208, b = 152.573285\n", - "epoch 1212: loss = 1726824.182571, a = 864.836680, b = 152.573178\n", - "epoch 1213: loss = 1726795.889757, a = 865.003818, b = 152.573071\n", - "epoch 1214: loss = 1726767.709233, a = 865.170622, b = 152.572964\n", - "epoch 1215: loss = 1726739.640550, a = 865.337092, b = 152.572858\n", - "epoch 1216: loss = 1726711.683264, a = 865.503229, b = 152.572752\n", - "epoch 1217: loss = 1726683.836931, a = 865.669034, b = 152.572646\n", - "epoch 1218: loss = 1726656.101109, a = 865.834508, b = 152.572540\n", - "epoch 1219: loss = 1726628.475358, a = 865.999650, b = 152.572435\n", - "epoch 1220: loss = 1726600.959240, a = 866.164463, b = 152.572330\n", - "epoch 1221: loss = 1726573.552318, a = 866.328946, b = 152.572225\n", - "epoch 1222: loss = 1726546.254158, a = 866.493100, b = 152.572120\n", - "epoch 1223: loss = 1726519.064326, a = 866.656925, b = 152.572015\n", - "epoch 1224: loss = 1726491.982391, a = 866.820423, b = 152.571911\n", - "epoch 1225: loss = 1726465.007924, a = 866.983594, b = 152.571807\n", - "epoch 1226: loss = 1726438.140496, a = 867.146439, b = 152.571702\n", - "epoch 1227: loss = 1726411.379682, a = 867.308958, b = 152.571599\n", - "epoch 1228: loss = 1726384.725056, a = 867.471152, b = 152.571495\n", - "epoch 1229: loss = 1726358.176197, a = 867.633022, b = 152.571392\n", - "epoch 1230: loss = 1726331.732682, a = 867.794568, b = 152.571289\n", - "epoch 1231: loss = 1726305.394093, a = 867.955792, b = 152.571186\n", - "epoch 1232: loss = 1726279.160012, a = 868.116692, b = 152.571083\n", - "epoch 1233: loss = 1726253.030023, a = 868.277271, b = 152.570980\n", - "epoch 1234: loss = 1726227.003711, a = 868.437529, b = 152.570878\n", - "epoch 1235: loss = 1726201.080663, a = 868.597467, b = 152.570776\n", - "epoch 1236: loss = 1726175.260468, a = 868.757084, b = 152.570674\n", - "epoch 1237: loss = 1726149.542718, a = 868.916383, b = 152.570572\n", - "epoch 1238: loss = 1726123.927003, a = 869.075362, b = 152.570471\n", - "epoch 1239: loss = 1726098.412918, a = 869.234024, b = 152.570369\n", - "epoch 1240: loss = 1726073.000058, a = 869.392369, b = 152.570268\n", - "epoch 1241: loss = 1726047.688020, a = 869.550397, b = 152.570167\n", - "epoch 1242: loss = 1726022.476403, a = 869.708109, b = 152.570066\n", - "epoch 1243: loss = 1725997.364807, a = 869.865506, b = 152.569966\n", - "epoch 1244: loss = 1725972.352833, a = 870.022588, b = 152.569866\n", - "epoch 1245: loss = 1725947.440086, a = 870.179356, b = 152.569765\n", - "epoch 1246: loss = 1725922.626169, a = 870.335810, b = 152.569665\n", - "epoch 1247: loss = 1725897.910690, a = 870.491951, b = 152.569566\n", - "epoch 1248: loss = 1725873.293257, a = 870.647781, b = 152.569466\n", - "epoch 1249: loss = 1725848.773479, a = 870.803298, b = 152.569367\n", - "epoch 1250: loss = 1725824.350968, a = 870.958505, b = 152.569268\n", - "epoch 1251: loss = 1725800.025336, a = 871.113401, b = 152.569169\n", - "epoch 1252: loss = 1725775.796198, a = 871.267988, b = 152.569070\n", - "epoch 1253: loss = 1725751.663170, a = 871.422265, b = 152.568972\n", - "epoch 1254: loss = 1725727.625869, a = 871.576234, b = 152.568873\n", - "epoch 1255: loss = 1725703.683913, a = 871.729895, b = 152.568775\n", - "epoch 1256: loss = 1725679.836924, a = 871.883249, b = 152.568677\n", - "epoch 1257: loss = 1725656.084523, a = 872.036296, b = 152.568579\n", - "epoch 1258: loss = 1725632.426334, a = 872.189037, b = 152.568482\n", - "epoch 1259: loss = 1725608.861981, a = 872.341473, b = 152.568384\n", - "epoch 1260: loss = 1725585.391092, a = 872.493604, b = 152.568287\n", - "epoch 1261: loss = 1725562.013294, a = 872.645430, b = 152.568190\n", - "epoch 1262: loss = 1725538.728217, a = 872.796953, b = 152.568094\n", - "epoch 1263: loss = 1725515.535491, a = 872.948173, b = 152.567997\n", - "epoch 1264: loss = 1725492.434749, a = 873.099091, b = 152.567901\n", - "epoch 1265: loss = 1725469.425625, a = 873.249707, b = 152.567804\n", - "epoch 1266: loss = 1725446.507753, a = 873.400021, b = 152.567708\n", - "epoch 1267: loss = 1725423.680772, a = 873.550035, b = 152.567613\n", - "epoch 1268: loss = 1725400.944319, a = 873.699749, b = 152.567517\n", - "epoch 1269: loss = 1725378.298033, a = 873.849164, b = 152.567421\n", - "epoch 1270: loss = 1725355.741556, a = 873.998280, b = 152.567326\n", - "epoch 1271: loss = 1725333.274530, a = 874.147098, b = 152.567231\n", - "epoch 1272: loss = 1725310.896600, a = 874.295618, b = 152.567136\n", - "epoch 1273: loss = 1725288.607410, a = 874.443841, b = 152.567042\n", - "epoch 1274: loss = 1725266.406608, a = 874.591768, b = 152.566947\n", - "epoch 1275: loss = 1725244.293841, a = 874.739399, b = 152.566853\n", - "epoch 1276: loss = 1725222.268760, a = 874.886735, b = 152.566759\n", - "epoch 1277: loss = 1725200.331014, a = 875.033776, b = 152.566665\n", - "epoch 1278: loss = 1725178.480257, a = 875.180523, b = 152.566571\n", - "epoch 1279: loss = 1725156.716143, a = 875.326977, b = 152.566478\n", - "epoch 1280: loss = 1725135.038326, a = 875.473137, b = 152.566384\n", - "epoch 1281: loss = 1725113.446463, a = 875.619006, b = 152.566291\n", - "epoch 1282: loss = 1725091.940212, a = 875.764583, b = 152.566198\n", - "epoch 1283: loss = 1725070.519232, a = 875.909868, b = 152.566105\n", - "epoch 1284: loss = 1725049.183184, a = 876.054864, b = 152.566013\n", - "epoch 1285: loss = 1725027.931730, a = 876.199569, b = 152.565920\n", - "epoch 1286: loss = 1725006.764533, a = 876.343985, b = 152.565828\n", - "epoch 1287: loss = 1724985.681258, a = 876.488112, b = 152.565736\n", - "epoch 1288: loss = 1724964.681570, a = 876.631951, b = 152.565644\n", - "epoch 1289: loss = 1724943.765137, a = 876.775502, b = 152.565552\n", - "epoch 1290: loss = 1724922.931629, a = 876.918766, b = 152.565461\n", - "epoch 1291: loss = 1724902.180714, a = 877.061744, b = 152.565370\n", - "epoch 1292: loss = 1724881.512064, a = 877.204436, b = 152.565278\n", - "epoch 1293: loss = 1724860.925351, a = 877.346842, b = 152.565188\n", - "epoch 1294: loss = 1724840.420250, a = 877.488964, b = 152.565097\n", - "epoch 1295: loss = 1724819.996436, a = 877.630802, b = 152.565006\n", - "epoch 1296: loss = 1724799.653585, a = 877.772356, b = 152.564916\n", - "epoch 1297: loss = 1724779.391376, a = 877.913626, b = 152.564826\n", - "epoch 1298: loss = 1724759.209486, a = 878.054615, b = 152.564735\n", - "epoch 1299: loss = 1724739.107597, a = 878.195321, b = 152.564646\n", - "epoch 1300: loss = 1724719.085390, a = 878.335746, b = 152.564556\n", - "epoch 1301: loss = 1724699.142548, a = 878.475891, b = 152.564466\n", - "epoch 1302: loss = 1724679.278756, a = 878.615755, b = 152.564377\n", - "epoch 1303: loss = 1724659.493698, a = 878.755339, b = 152.564288\n", - "epoch 1304: loss = 1724639.787061, a = 878.894644, b = 152.564199\n", - "epoch 1305: loss = 1724620.158533, a = 879.033671, b = 152.564110\n", - "epoch 1306: loss = 1724600.607805, a = 879.172419, b = 152.564022\n", - "epoch 1307: loss = 1724581.134564, a = 879.310891, b = 152.563933\n", - "epoch 1308: loss = 1724561.738505, a = 879.449085, b = 152.563845\n", - "epoch 1309: loss = 1724542.419319, a = 879.587003, b = 152.563757\n", - "epoch 1310: loss = 1724523.176700, a = 879.724645, b = 152.563669\n", - "epoch 1311: loss = 1724504.010344, a = 879.862012, b = 152.563581\n", - "epoch 1312: loss = 1724484.919948, a = 879.999104, b = 152.563494\n", - "epoch 1313: loss = 1724465.905208, a = 880.135922, b = 152.563406\n", - "epoch 1314: loss = 1724446.965825, a = 880.272467, b = 152.563319\n", - "epoch 1315: loss = 1724428.101498, a = 880.408738, b = 152.563232\n", - "epoch 1316: loss = 1724409.311929, a = 880.544737, b = 152.563145\n", - "epoch 1317: loss = 1724390.596819, a = 880.680464, b = 152.563058\n", - "epoch 1318: loss = 1724371.955874, a = 880.815920, b = 152.562972\n", - "epoch 1319: loss = 1724353.388797, a = 880.951104, b = 152.562886\n", - "epoch 1320: loss = 1724334.895295, a = 881.086019, b = 152.562799\n", - "epoch 1321: loss = 1724316.475075, a = 881.220663, b = 152.562713\n", - "epoch 1322: loss = 1724298.127846, a = 881.355039, b = 152.562628\n", - "epoch 1323: loss = 1724279.853317, a = 881.489145, b = 152.562542\n", - "epoch 1324: loss = 1724261.651198, a = 881.622984, b = 152.562456\n", - "epoch 1325: loss = 1724243.521203, a = 881.756555, b = 152.562371\n", - "epoch 1326: loss = 1724225.463043, a = 881.889859, b = 152.562286\n", - "epoch 1327: loss = 1724207.476433, a = 882.022896, b = 152.562201\n", - "epoch 1328: loss = 1724189.561089, a = 882.155667, b = 152.562116\n", - "epoch 1329: loss = 1724171.716726, a = 882.288173, b = 152.562032\n", - "epoch 1330: loss = 1724153.943063, a = 882.420413, b = 152.561947\n", - "epoch 1331: loss = 1724136.239817, a = 882.552390, b = 152.561863\n", - "epoch 1332: loss = 1724118.606710, a = 882.684102, b = 152.561779\n", - "epoch 1333: loss = 1724101.043462, a = 882.815551, b = 152.561695\n", - "epoch 1334: loss = 1724083.549795, a = 882.946737, b = 152.561611\n", - "epoch 1335: loss = 1724066.125431, a = 883.077661, b = 152.561527\n", - "epoch 1336: loss = 1724048.770097, a = 883.208323, b = 152.561444\n", - "epoch 1337: loss = 1724031.483516, a = 883.338724, b = 152.561361\n", - "epoch 1338: loss = 1724014.265415, a = 883.468864, b = 152.561277\n", - "epoch 1339: loss = 1723997.115522, a = 883.598743, b = 152.561194\n", - "epoch 1340: loss = 1723980.033566, a = 883.728363, b = 152.561112\n", - "epoch 1341: loss = 1723963.019276, a = 883.857724, b = 152.561029\n", - "epoch 1342: loss = 1723946.072383, a = 883.986826, b = 152.560947\n", - "epoch 1343: loss = 1723929.192619, a = 884.115670, b = 152.560864\n", - "epoch 1344: loss = 1723912.379717, a = 884.244256, b = 152.560782\n", - "epoch 1345: loss = 1723895.633411, a = 884.372586, b = 152.560700\n", - "epoch 1346: loss = 1723878.953436, a = 884.500658, b = 152.560618\n", - "epoch 1347: loss = 1723862.339528, a = 884.628475, b = 152.560537\n", - "epoch 1348: loss = 1723845.791425, a = 884.756036, b = 152.560455\n", - "epoch 1349: loss = 1723829.308864, a = 884.883341, b = 152.560374\n", - "epoch 1350: loss = 1723812.891585, a = 885.010393, b = 152.560293\n", - "epoch 1351: loss = 1723796.539328, a = 885.137190, b = 152.560212\n", - "epoch 1352: loss = 1723780.251834, a = 885.263733, b = 152.560131\n", - "epoch 1353: loss = 1723764.028847, a = 885.390024, b = 152.560050\n", - "epoch 1354: loss = 1723747.870109, a = 885.516062, b = 152.559970\n", - "epoch 1355: loss = 1723731.775364, a = 885.641848, b = 152.559890\n", - "epoch 1356: loss = 1723715.744359, a = 885.767382, b = 152.559809\n", - "epoch 1357: loss = 1723699.776840, a = 885.892666, b = 152.559729\n", - "epoch 1358: loss = 1723683.872554, a = 886.017699, b = 152.559649\n", - "epoch 1359: loss = 1723668.031249, a = 886.142482, b = 152.559570\n", - "epoch 1360: loss = 1723652.252676, a = 886.267015, b = 152.559490\n", - "epoch 1361: loss = 1723636.536584, a = 886.391299, b = 152.559411\n", - "epoch 1362: loss = 1723620.882726, a = 886.515335, b = 152.559332\n", - "epoch 1363: loss = 1723605.290853, a = 886.639123, b = 152.559253\n", - "epoch 1364: loss = 1723589.760719, a = 886.762663, b = 152.559174\n", - "epoch 1365: loss = 1723574.292078, a = 886.885956, b = 152.559095\n", - "epoch 1366: loss = 1723558.884687, a = 887.009003, b = 152.559016\n", - "epoch 1367: loss = 1723543.538300, a = 887.131804, b = 152.558938\n", - "epoch 1368: loss = 1723528.252677, a = 887.254359, b = 152.558860\n", - "epoch 1369: loss = 1723513.027574, a = 887.376669, b = 152.558782\n", - "epoch 1370: loss = 1723497.862752, a = 887.498734, b = 152.558704\n", - "epoch 1371: loss = 1723482.757971, a = 887.620555, b = 152.558626\n", - "epoch 1372: loss = 1723467.712991, a = 887.742133, b = 152.558548\n", - "epoch 1373: loss = 1723452.727575, a = 887.863468, b = 152.558471\n", - "epoch 1374: loss = 1723437.801486, a = 887.984560, b = 152.558393\n", - "epoch 1375: loss = 1723422.934489, a = 888.105410, b = 152.558316\n", - "epoch 1376: loss = 1723408.126347, a = 888.226018, b = 152.558239\n", - "epoch 1377: loss = 1723393.376828, a = 888.346385, b = 152.558162\n", - "epoch 1378: loss = 1723378.685697, a = 888.466511, b = 152.558085\n", - "epoch 1379: loss = 1723364.052724, a = 888.586397, b = 152.558009\n", - "epoch 1380: loss = 1723349.477675, a = 888.706043, b = 152.557932\n", - "epoch 1381: loss = 1723334.960322, a = 888.825451, b = 152.557856\n", - "epoch 1382: loss = 1723320.500434, a = 888.944619, b = 152.557780\n", - "epoch 1383: loss = 1723306.097784, a = 889.063549, b = 152.557704\n", - "epoch 1384: loss = 1723291.752143, a = 889.182241, b = 152.557628\n", - "epoch 1385: loss = 1723277.463285, a = 889.300696, b = 152.557553\n", - "epoch 1386: loss = 1723263.230984, a = 889.418914, b = 152.557477\n", - "epoch 1387: loss = 1723249.055015, a = 889.536895, b = 152.557402\n", - "epoch 1388: loss = 1723234.935154, a = 889.654641, b = 152.557327\n", - "epoch 1389: loss = 1723220.871178, a = 889.772151, b = 152.557252\n", - "epoch 1390: loss = 1723206.862865, a = 889.889427, b = 152.557177\n", - "epoch 1391: loss = 1723192.909994, a = 890.006467, b = 152.557102\n", - "epoch 1392: loss = 1723179.012343, a = 890.123274, b = 152.557027\n", - "epoch 1393: loss = 1723165.169694, a = 890.239847, b = 152.556953\n", - "epoch 1394: loss = 1723151.381827, a = 890.356187, b = 152.556879\n", - "epoch 1395: loss = 1723137.648526, a = 890.472294, b = 152.556804\n", - "epoch 1396: loss = 1723123.969572, a = 890.588170, b = 152.556730\n", - "epoch 1397: loss = 1723110.344750, a = 890.703813, b = 152.556656\n", - "epoch 1398: loss = 1723096.773845, a = 890.819225, b = 152.556583\n", - "epoch 1399: loss = 1723083.256642, a = 890.934407, b = 152.556509\n", - "epoch 1400: loss = 1723069.792927, a = 891.049358, b = 152.556436\n", - "epoch 1401: loss = 1723056.382489, a = 891.164079, b = 152.556363\n", - "epoch 1402: loss = 1723043.025115, a = 891.278571, b = 152.556289\n", - "epoch 1403: loss = 1723029.720594, a = 891.392834, b = 152.556216\n", - "epoch 1404: loss = 1723016.468716, a = 891.506868, b = 152.556144\n", - "epoch 1405: loss = 1723003.269272, a = 891.620675, b = 152.556071\n", - "epoch 1406: loss = 1722990.122053, a = 891.734253, b = 152.555998\n", - "epoch 1407: loss = 1722977.026852, a = 891.847605, b = 152.555926\n", - "epoch 1408: loss = 1722963.983461, a = 891.960730, b = 152.555854\n", - "epoch 1409: loss = 1722950.991676, a = 892.073629, b = 152.555782\n", - "epoch 1410: loss = 1722938.051290, a = 892.186302, b = 152.555710\n", - "epoch 1411: loss = 1722925.162100, a = 892.298750, b = 152.555638\n", - "epoch 1412: loss = 1722912.323901, a = 892.410972, b = 152.555566\n", - "epoch 1413: loss = 1722899.536492, a = 892.522971, b = 152.555495\n", - "epoch 1414: loss = 1722886.799670, a = 892.634745, b = 152.555423\n", - "epoch 1415: loss = 1722874.113234, a = 892.746296, b = 152.555352\n", - "epoch 1416: loss = 1722861.476984, a = 892.857624, b = 152.555281\n", - "epoch 1417: loss = 1722848.890720, a = 892.968730, b = 152.555210\n", - "epoch 1418: loss = 1722836.354243, a = 893.079613, b = 152.555139\n", - "epoch 1419: loss = 1722823.867356, a = 893.190274, b = 152.555068\n", - "epoch 1420: loss = 1722811.429862, a = 893.300714, b = 152.554998\n", - "epoch 1421: loss = 1722799.041564, a = 893.410934, b = 152.554927\n", - "epoch 1422: loss = 1722786.702267, a = 893.520932, b = 152.554857\n", - "epoch 1423: loss = 1722774.411775, a = 893.630711, b = 152.554787\n", - "epoch 1424: loss = 1722762.169895, a = 893.740271, b = 152.554717\n", - "epoch 1425: loss = 1722749.976434, a = 893.849611, b = 152.554647\n", - "epoch 1426: loss = 1722737.831199, a = 893.958733, b = 152.554578\n", - "epoch 1427: loss = 1722725.733998, a = 894.067636, b = 152.554508\n", - "epoch 1428: loss = 1722713.684641, a = 894.176322, b = 152.554439\n", - "epoch 1429: loss = 1722701.682937, a = 894.284790, b = 152.554369\n", - "epoch 1430: loss = 1722689.728697, a = 894.393042, b = 152.554300\n", - "epoch 1431: loss = 1722677.821732, a = 894.501077, b = 152.554231\n", - "epoch 1432: loss = 1722665.961855, a = 894.608895, b = 152.554162\n", - "epoch 1433: loss = 1722654.148878, a = 894.716499, b = 152.554094\n", - "epoch 1434: loss = 1722642.382614, a = 894.823887, b = 152.554025\n", - "epoch 1435: loss = 1722630.662879, a = 894.931060, b = 152.553957\n", - "epoch 1436: loss = 1722618.989486, a = 895.038020, b = 152.553888\n", - "epoch 1437: loss = 1722607.362253, a = 895.144765, b = 152.553820\n", - "epoch 1438: loss = 1722595.780995, a = 895.251297, b = 152.553752\n", - "epoch 1439: loss = 1722584.245530, a = 895.357615, b = 152.553684\n", - "epoch 1440: loss = 1722572.755676, a = 895.463721, b = 152.553616\n", - "epoch 1441: loss = 1722561.311251, a = 895.569615, b = 152.553549\n", - "epoch 1442: loss = 1722549.912075, a = 895.675298, b = 152.553481\n", - "epoch 1443: loss = 1722538.557968, a = 895.780769, b = 152.553414\n", - "epoch 1444: loss = 1722527.248752, a = 895.886029, b = 152.553347\n", - "epoch 1445: loss = 1722515.984246, a = 895.991078, b = 152.553280\n", - "epoch 1446: loss = 1722504.764275, a = 896.095917, b = 152.553213\n", - "epoch 1447: loss = 1722493.588661, a = 896.200547, b = 152.553146\n", - "epoch 1448: loss = 1722482.457227, a = 896.304968, b = 152.553079\n", - "epoch 1449: loss = 1722471.369798, a = 896.409180, b = 152.553012\n", - "epoch 1450: loss = 1722460.326199, a = 896.513183, b = 152.552946\n", - "epoch 1451: loss = 1722449.326257, a = 896.616978, b = 152.552880\n", - "epoch 1452: loss = 1722438.369797, a = 896.720566, b = 152.552814\n", - "epoch 1453: loss = 1722427.456646, a = 896.823947, b = 152.552748\n", - "epoch 1454: loss = 1722416.586633, a = 896.927121, b = 152.552682\n", - "epoch 1455: loss = 1722405.759587, a = 897.030088, b = 152.552616\n", - "epoch 1456: loss = 1722394.975336, a = 897.132850, b = 152.552550\n", - "epoch 1457: loss = 1722384.233710, a = 897.235407, b = 152.552485\n", - "epoch 1458: loss = 1722373.534540, a = 897.337758, b = 152.552419\n", - "epoch 1459: loss = 1722362.877657, a = 897.439904, b = 152.552354\n", - "epoch 1460: loss = 1722352.262894, a = 897.541846, b = 152.552289\n", - "epoch 1461: loss = 1722341.690083, a = 897.643585, b = 152.552224\n", - "epoch 1462: loss = 1722331.159057, a = 897.745120, b = 152.552159\n", - "epoch 1463: loss = 1722320.669650, a = 897.846452, b = 152.552095\n", - "epoch 1464: loss = 1722310.221696, a = 897.947581, b = 152.552030\n", - "epoch 1465: loss = 1722299.815032, a = 898.048508, b = 152.551965\n", - "epoch 1466: loss = 1722289.449493, a = 898.149233, b = 152.551901\n", - "epoch 1467: loss = 1722279.124916, a = 898.249757, b = 152.551837\n", - "epoch 1468: loss = 1722268.841137, a = 898.350080, b = 152.551773\n", - "epoch 1469: loss = 1722258.597995, a = 898.450202, b = 152.551709\n", - "epoch 1470: loss = 1722248.395329, a = 898.550124, b = 152.551645\n", - "epoch 1471: loss = 1722238.232977, a = 898.649846, b = 152.551581\n", - "epoch 1472: loss = 1722228.110779, a = 898.749369, b = 152.551518\n", - "epoch 1473: loss = 1722218.028576, a = 898.848693, b = 152.551454\n", - "epoch 1474: loss = 1722207.986209, a = 898.947818, b = 152.551391\n", - "epoch 1475: loss = 1722197.983520, a = 899.046745, b = 152.551328\n", - "epoch 1476: loss = 1722188.020350, a = 899.145474, b = 152.551265\n", - "epoch 1477: loss = 1722178.096544, a = 899.244006, b = 152.551202\n", - "epoch 1478: loss = 1722168.211944, a = 899.342341, b = 152.551139\n", - "epoch 1479: loss = 1722158.366395, a = 899.440479, b = 152.551076\n", - "epoch 1480: loss = 1722148.559742, a = 899.538420, b = 152.551014\n", - "epoch 1481: loss = 1722138.791830, a = 899.636166, b = 152.550951\n", - "epoch 1482: loss = 1722129.062505, a = 899.733717, b = 152.550889\n", - "epoch 1483: loss = 1722119.371614, a = 899.831072, b = 152.550827\n", - "epoch 1484: loss = 1722109.719005, a = 899.928233, b = 152.550765\n", - "epoch 1485: loss = 1722100.104525, a = 900.025199, b = 152.550703\n", - "epoch 1486: loss = 1722090.528022, a = 900.121972, b = 152.550641\n", - "epoch 1487: loss = 1722080.989347, a = 900.218551, b = 152.550579\n", - "epoch 1488: loss = 1722071.488348, a = 900.314937, b = 152.550518\n", - "epoch 1489: loss = 1722062.024876, a = 900.411130, b = 152.550456\n", - "epoch 1490: loss = 1722052.598782, a = 900.507131, b = 152.550395\n", - "epoch 1491: loss = 1722043.209917, a = 900.602939, b = 152.550334\n", - "epoch 1492: loss = 1722033.858134, a = 900.698557, b = 152.550273\n", - "epoch 1493: loss = 1722024.543285, a = 900.793983, b = 152.550212\n", - "epoch 1494: loss = 1722015.265224, a = 900.889218, b = 152.550151\n", - "epoch 1495: loss = 1722006.023804, a = 900.984263, b = 152.550090\n", - "epoch 1496: loss = 1721996.818880, a = 901.079117, b = 152.550030\n", - "epoch 1497: loss = 1721987.650307, a = 901.173782, b = 152.549969\n", - "epoch 1498: loss = 1721978.517941, a = 901.268258, b = 152.549909\n", - "epoch 1499: loss = 1721969.421637, a = 901.362545, b = 152.549849\n", - "epoch 1500: loss = 1721960.361253, a = 901.456643, b = 152.549789\n", - "epoch 1501: loss = 1721951.336645, a = 901.550553, b = 152.549729\n", - "epoch 1502: loss = 1721942.347673, a = 901.644276, b = 152.549669\n", - "epoch 1503: loss = 1721933.394193, a = 901.737811, b = 152.549609\n", - "epoch 1504: loss = 1721924.476066, a = 901.831159, b = 152.549549\n", - "epoch 1505: loss = 1721915.593151, a = 901.924320, b = 152.549490\n", - "epoch 1506: loss = 1721906.745308, a = 902.017295, b = 152.549431\n", - "epoch 1507: loss = 1721897.932397, a = 902.110084, b = 152.549371\n", - "epoch 1508: loss = 1721889.154280, a = 902.202687, b = 152.549312\n", - "epoch 1509: loss = 1721880.410820, a = 902.295105, b = 152.549253\n", - "epoch 1510: loss = 1721871.701877, a = 902.387339, b = 152.549194\n", - "epoch 1511: loss = 1721863.027315, a = 902.479388, b = 152.549135\n", - "epoch 1512: loss = 1721854.386998, a = 902.571253, b = 152.549077\n", - "epoch 1513: loss = 1721845.780790, a = 902.662934, b = 152.549018\n", - "epoch 1514: loss = 1721837.208555, a = 902.754432, b = 152.548960\n", - "epoch 1515: loss = 1721828.670157, a = 902.845747, b = 152.548901\n", - "epoch 1516: loss = 1721820.165464, a = 902.936879, b = 152.548843\n", - "epoch 1517: loss = 1721811.694341, a = 903.027829, b = 152.548785\n", - "epoch 1518: loss = 1721803.256654, a = 903.118598, b = 152.548727\n", - "epoch 1519: loss = 1721794.852271, a = 903.209184, b = 152.548669\n", - "epoch 1520: loss = 1721786.481060, a = 903.299590, b = 152.548612\n", - "epoch 1521: loss = 1721778.142889, a = 903.389815, b = 152.548554\n", - "epoch 1522: loss = 1721769.837627, a = 903.479859, b = 152.548496\n", - "epoch 1523: loss = 1721761.565142, a = 903.569724, b = 152.548439\n", - "epoch 1524: loss = 1721753.325306, a = 903.659408, b = 152.548382\n", - "epoch 1525: loss = 1721745.117988, a = 903.748914, b = 152.548325\n", - "epoch 1526: loss = 1721736.943059, a = 903.838240, b = 152.548268\n", - "epoch 1527: loss = 1721728.800390, a = 903.927388, b = 152.548211\n", - "epoch 1528: loss = 1721720.689854, a = 904.016357, b = 152.548154\n", - "epoch 1529: loss = 1721712.611323, a = 904.105149, b = 152.548097\n", - "epoch 1530: loss = 1721704.564670, a = 904.193763, b = 152.548041\n", - "epoch 1531: loss = 1721696.549768, a = 904.282199, b = 152.547984\n", - "epoch 1532: loss = 1721688.566492, a = 904.370459, b = 152.547928\n", - "epoch 1533: loss = 1721680.614715, a = 904.458543, b = 152.547871\n", - "epoch 1534: loss = 1721672.694312, a = 904.546450, b = 152.547815\n", - "epoch 1535: loss = 1721664.805160, a = 904.634182, b = 152.547759\n", - "epoch 1536: loss = 1721656.947133, a = 904.721738, b = 152.547703\n", - "epoch 1537: loss = 1721649.120109, a = 904.809119, b = 152.547647\n", - "epoch 1538: loss = 1721641.323964, a = 904.896325, b = 152.547592\n", - "epoch 1539: loss = 1721633.558576, a = 904.983357, b = 152.547536\n", - "epoch 1540: loss = 1721625.823823, a = 905.070215, b = 152.547481\n", - "epoch 1541: loss = 1721618.119582, a = 905.156899, b = 152.547425\n", - "epoch 1542: loss = 1721610.445734, a = 905.243410, b = 152.547370\n", - "epoch 1543: loss = 1721602.802156, a = 905.329748, b = 152.547315\n", - "epoch 1544: loss = 1721595.188730, a = 905.415913, b = 152.547260\n", - "epoch 1545: loss = 1721587.605335, a = 905.501906, b = 152.547205\n", - "epoch 1546: loss = 1721580.051852, a = 905.587727, b = 152.547150\n", - "epoch 1547: loss = 1721572.528163, a = 905.673376, b = 152.547095\n", - "epoch 1548: loss = 1721565.034149, a = 905.758854, b = 152.547041\n", - "epoch 1549: loss = 1721557.569692, a = 905.844161, b = 152.546986\n", - "epoch 1550: loss = 1721550.134675, a = 905.929298, b = 152.546932\n", - "epoch 1551: loss = 1721542.728982, a = 906.014264, b = 152.546878\n", - "epoch 1552: loss = 1721535.352495, a = 906.099060, b = 152.546824\n", - "epoch 1553: loss = 1721528.005099, a = 906.183687, b = 152.546770\n", - "epoch 1554: loss = 1721520.686678, a = 906.268145, b = 152.546716\n", - "epoch 1555: loss = 1721513.397118, a = 906.352433, b = 152.546662\n", - "epoch 1556: loss = 1721506.136304, a = 906.436553, b = 152.546608\n", - "epoch 1557: loss = 1721498.904121, a = 906.520505, b = 152.546554\n", - "epoch 1558: loss = 1721491.700457, a = 906.604289, b = 152.546501\n", - "epoch 1559: loss = 1721484.525197, a = 906.687906, b = 152.546448\n", - "epoch 1560: loss = 1721477.378230, a = 906.771355, b = 152.546394\n", - "epoch 1561: loss = 1721470.259443, a = 906.854638, b = 152.546341\n", - "epoch 1562: loss = 1721463.168723, a = 906.937754, b = 152.546288\n", - "epoch 1563: loss = 1721456.105960, a = 907.020703, b = 152.546235\n", - "epoch 1564: loss = 1721449.071043, a = 907.103487, b = 152.546182\n", - "epoch 1565: loss = 1721442.063862, a = 907.186106, b = 152.546129\n", - "epoch 1566: loss = 1721435.084305, a = 907.268559, b = 152.546077\n", - "epoch 1567: loss = 1721428.132264, a = 907.350847, b = 152.546024\n", - "epoch 1568: loss = 1721421.207629, a = 907.432970, b = 152.545972\n", - "epoch 1569: loss = 1721414.310292, a = 907.514930, b = 152.545919\n", - "epoch 1570: loss = 1721407.440144, a = 907.596725, b = 152.545867\n", - "epoch 1571: loss = 1721400.597077, a = 907.678357, b = 152.545815\n", - "epoch 1572: loss = 1721393.780984, a = 907.759826, b = 152.545763\n", - "epoch 1573: loss = 1721386.991758, a = 907.841132, b = 152.545711\n", - "epoch 1574: loss = 1721380.229293, a = 907.922275, b = 152.545659\n", - "epoch 1575: loss = 1721373.493481, a = 908.003256, b = 152.545607\n", - "epoch 1576: loss = 1721366.784218, a = 908.084075, b = 152.545556\n", - "epoch 1577: loss = 1721360.101397, a = 908.164733, b = 152.545504\n", - "epoch 1578: loss = 1721353.444915, a = 908.245229, b = 152.545453\n", - "epoch 1579: loss = 1721346.814666, a = 908.325564, b = 152.545402\n", - "epoch 1580: loss = 1721340.210546, a = 908.405739, b = 152.545350\n", - "epoch 1581: loss = 1721333.632452, a = 908.485753, b = 152.545299\n", - "epoch 1582: loss = 1721327.080281, a = 908.565607, b = 152.545248\n", - "epoch 1583: loss = 1721320.553929, a = 908.645302, b = 152.545197\n", - "epoch 1584: loss = 1721314.053295, a = 908.724837, b = 152.545147\n", - "epoch 1585: loss = 1721307.578275, a = 908.804213, b = 152.545096\n", - "epoch 1586: loss = 1721301.128770, a = 908.883430, b = 152.545045\n", - "epoch 1587: loss = 1721294.704676, a = 908.962489, b = 152.544995\n", - "epoch 1588: loss = 1721288.305894, a = 909.041390, b = 152.544944\n", - "epoch 1589: loss = 1721281.932323, a = 909.120133, b = 152.544894\n", - "epoch 1590: loss = 1721275.583863, a = 909.198719, b = 152.544844\n", - "epoch 1591: loss = 1721269.260415, a = 909.277148, b = 152.544794\n", - "epoch 1592: loss = 1721262.961879, a = 909.355419, b = 152.544744\n", - "epoch 1593: loss = 1721256.688156, a = 909.433534, b = 152.544694\n", - "epoch 1594: loss = 1721250.439148, a = 909.511493, b = 152.544644\n", - "epoch 1595: loss = 1721244.214757, a = 909.589296, b = 152.544594\n", - "epoch 1596: loss = 1721238.014885, a = 909.666944, b = 152.544545\n", - "epoch 1597: loss = 1721231.839435, a = 909.744436, b = 152.544495\n", - "epoch 1598: loss = 1721225.688310, a = 909.821773, b = 152.544446\n", - "epoch 1599: loss = 1721219.561414, a = 909.898956, b = 152.544397\n", - "epoch 1600: loss = 1721213.458651, a = 909.975984, b = 152.544347\n", - "epoch 1601: loss = 1721207.379924, a = 910.052859, b = 152.544298\n", - "epoch 1602: loss = 1721201.325138, a = 910.129579, b = 152.544249\n", - "epoch 1603: loss = 1721195.294200, a = 910.206146, b = 152.544200\n", - "epoch 1604: loss = 1721189.287013, a = 910.282560, b = 152.544152\n", - "epoch 1605: loss = 1721183.303483, a = 910.358821, b = 152.544103\n", - "epoch 1606: loss = 1721177.343518, a = 910.434930, b = 152.544054\n", - "epoch 1607: loss = 1721171.407023, a = 910.510887, b = 152.544006\n", - "epoch 1608: loss = 1721165.493905, a = 910.586691, b = 152.543957\n", - "epoch 1609: loss = 1721159.604072, a = 910.662344, b = 152.543909\n", - "epoch 1610: loss = 1721153.737431, a = 910.737846, b = 152.543861\n", - "epoch 1611: loss = 1721147.893890, a = 910.813197, b = 152.543813\n", - "epoch 1612: loss = 1721142.073358, a = 910.888397, b = 152.543765\n", - "epoch 1613: loss = 1721136.275743, a = 910.963447, b = 152.543717\n", - "epoch 1614: loss = 1721130.500955, a = 911.038346, b = 152.543669\n", - "epoch 1615: loss = 1721124.748902, a = 911.113096, b = 152.543621\n", - "epoch 1616: loss = 1721119.019496, a = 911.187697, b = 152.543574\n", - "epoch 1617: loss = 1721113.312646, a = 911.262148, b = 152.543526\n", - "epoch 1618: loss = 1721107.628262, a = 911.336450, b = 152.543478\n", - "epoch 1619: loss = 1721101.966255, a = 911.410604, b = 152.543431\n", - "epoch 1620: loss = 1721096.326537, a = 911.484609, b = 152.543384\n", - "epoch 1621: loss = 1721090.709020, a = 911.558467, b = 152.543337\n", - "epoch 1622: loss = 1721085.113615, a = 911.632177, b = 152.543290\n", - "epoch 1623: loss = 1721079.540234, a = 911.705739, b = 152.543243\n", - "epoch 1624: loss = 1721073.988791, a = 911.779154, b = 152.543196\n", - "epoch 1625: loss = 1721068.459198, a = 911.852423, b = 152.543149\n", - "epoch 1626: loss = 1721062.951369, a = 911.925545, b = 152.543102\n", - "epoch 1627: loss = 1721057.465217, a = 911.998521, b = 152.543056\n", - "epoch 1628: loss = 1721052.000656, a = 912.071351, b = 152.543009\n", - "epoch 1629: loss = 1721046.557601, a = 912.144035, b = 152.542963\n", - "epoch 1630: loss = 1721041.135967, a = 912.216574, b = 152.542916\n", - "epoch 1631: loss = 1721035.735668, a = 912.288967, b = 152.542870\n", - "epoch 1632: loss = 1721030.356621, a = 912.361217, b = 152.542824\n", - "epoch 1633: loss = 1721024.998740, a = 912.433321, b = 152.542778\n", - "epoch 1634: loss = 1721019.661942, a = 912.505281, b = 152.542732\n", - "epoch 1635: loss = 1721014.346143, a = 912.577098, b = 152.542686\n", - "epoch 1636: loss = 1721009.051260, a = 912.648771, b = 152.542640\n", - "epoch 1637: loss = 1721003.777210, a = 912.720300, b = 152.542595\n", - "epoch 1638: loss = 1720998.523911, a = 912.791687, b = 152.542549\n", - "epoch 1639: loss = 1720993.291280, a = 912.862931, b = 152.542504\n", - "epoch 1640: loss = 1720988.079235, a = 912.934032, b = 152.542458\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch 1641: loss = 1720982.887695, a = 913.004991, b = 152.542413\n", - "epoch 1642: loss = 1720977.716578, a = 913.075808, b = 152.542368\n", - "epoch 1643: loss = 1720972.565804, a = 913.146484, b = 152.542322\n", - "epoch 1644: loss = 1720967.435291, a = 913.217018, b = 152.542277\n", - "epoch 1645: loss = 1720962.324960, a = 913.287412, b = 152.542232\n", - "epoch 1646: loss = 1720957.234731, a = 913.357664, b = 152.542188\n", - "epoch 1647: loss = 1720952.164523, a = 913.427776, b = 152.542143\n", - "epoch 1648: loss = 1720947.114257, a = 913.497748, b = 152.542098\n", - "epoch 1649: loss = 1720942.083855, a = 913.567580, b = 152.542053\n", - "epoch 1650: loss = 1720937.073238, a = 913.637272, b = 152.542009\n", - "epoch 1651: loss = 1720932.082327, a = 913.706825, b = 152.541965\n", - "epoch 1652: loss = 1720927.111044, a = 913.776239, b = 152.541920\n", - "epoch 1653: loss = 1720922.159311, a = 913.845514, b = 152.541876\n", - "epoch 1654: loss = 1720917.227051, a = 913.914650, b = 152.541832\n", - "epoch 1655: loss = 1720912.314187, a = 913.983648, b = 152.541788\n", - "epoch 1656: loss = 1720907.420641, a = 914.052509, b = 152.541744\n", - "epoch 1657: loss = 1720902.546338, a = 914.121231, b = 152.541700\n", - "epoch 1658: loss = 1720897.691201, a = 914.189816, b = 152.541656\n", - "epoch 1659: loss = 1720892.855154, a = 914.258264, b = 152.541612\n", - "epoch 1660: loss = 1720888.038121, a = 914.326575, b = 152.541569\n", - "epoch 1661: loss = 1720883.240027, a = 914.394750, b = 152.541525\n", - "epoch 1662: loss = 1720878.460797, a = 914.462788, b = 152.541482\n", - "epoch 1663: loss = 1720873.700356, a = 914.530690, b = 152.541438\n", - "epoch 1664: loss = 1720868.958630, a = 914.598457, b = 152.541395\n", - "epoch 1665: loss = 1720864.235544, a = 914.666087, b = 152.541352\n", - "epoch 1666: loss = 1720859.531025, a = 914.733583, b = 152.541309\n", - "epoch 1667: loss = 1720854.845000, a = 914.800944, b = 152.541266\n", - "epoch 1668: loss = 1720850.177394, a = 914.868170, b = 152.541223\n", - "epoch 1669: loss = 1720845.528135, a = 914.935261, b = 152.541180\n", - "epoch 1670: loss = 1720840.897150, a = 915.002218, b = 152.541137\n", - "epoch 1671: loss = 1720836.284366, a = 915.069042, b = 152.541095\n", - "epoch 1672: loss = 1720831.689713, a = 915.135732, b = 152.541052\n", - "epoch 1673: loss = 1720827.113117, a = 915.202288, b = 152.541009\n", - "epoch 1674: loss = 1720822.554508, a = 915.268712, b = 152.540967\n", - "epoch 1675: loss = 1720818.013813, a = 915.335002, b = 152.540925\n", - "epoch 1676: loss = 1720813.490962, a = 915.401160, b = 152.540882\n", - "epoch 1677: loss = 1720808.985885, a = 915.467186, b = 152.540840\n", - "epoch 1678: loss = 1720804.498511, a = 915.533079, b = 152.540798\n", - "epoch 1679: loss = 1720800.028769, a = 915.598841, b = 152.540756\n", - "epoch 1680: loss = 1720795.576590, a = 915.664472, b = 152.540714\n", - "epoch 1681: loss = 1720791.141905, a = 915.729971, b = 152.540672\n", - "epoch 1682: loss = 1720786.724644, a = 915.795339, b = 152.540631\n", - "epoch 1683: loss = 1720782.324737, a = 915.860577, b = 152.540589\n", - "epoch 1684: loss = 1720777.942117, a = 915.925684, b = 152.540547\n", - "epoch 1685: loss = 1720773.576714, a = 915.990660, b = 152.540506\n", - "epoch 1686: loss = 1720769.228461, a = 916.055507, b = 152.540464\n", - "epoch 1687: loss = 1720764.897290, a = 916.120224, b = 152.540423\n", - "epoch 1688: loss = 1720760.583133, a = 916.184812, b = 152.540382\n", - "epoch 1689: loss = 1720756.285922, a = 916.249271, b = 152.540341\n", - "epoch 1690: loss = 1720752.005590, a = 916.313601, b = 152.540300\n", - "epoch 1691: loss = 1720747.742072, a = 916.377802, b = 152.540259\n", - "epoch 1692: loss = 1720743.495299, a = 916.441875, b = 152.540218\n", - "epoch 1693: loss = 1720739.265205, a = 916.505819, b = 152.540177\n", - "epoch 1694: loss = 1720735.051726, a = 916.569636, b = 152.540136\n", - "epoch 1695: loss = 1720730.854794, a = 916.633325, b = 152.540095\n", - "epoch 1696: loss = 1720726.674344, a = 916.696887, b = 152.540055\n", - "epoch 1697: loss = 1720722.510311, a = 916.760321, b = 152.540014\n", - "epoch 1698: loss = 1720718.362630, a = 916.823629, b = 152.539974\n", - "epoch 1699: loss = 1720714.231237, a = 916.886810, b = 152.539934\n", - "epoch 1700: loss = 1720710.116066, a = 916.949865, b = 152.539893\n", - "epoch 1701: loss = 1720706.017053, a = 917.012794, b = 152.539853\n", - "epoch 1702: loss = 1720701.934135, a = 917.075597, b = 152.539813\n", - "epoch 1703: loss = 1720697.867247, a = 917.138274, b = 152.539773\n", - "epoch 1704: loss = 1720693.816327, a = 917.200827, b = 152.539733\n", - "epoch 1705: loss = 1720689.781311, a = 917.263253, b = 152.539693\n", - "epoch 1706: loss = 1720685.762135, a = 917.325556, b = 152.539653\n", - "epoch 1707: loss = 1720681.758738, a = 917.387733, b = 152.539614\n", - "epoch 1708: loss = 1720677.771057, a = 917.449786, b = 152.539574\n", - "epoch 1709: loss = 1720673.799029, a = 917.511715, b = 152.539534\n", - "epoch 1710: loss = 1720669.842593, a = 917.573521, b = 152.539495\n", - "epoch 1711: loss = 1720665.901687, a = 917.635202, b = 152.539456\n", - "epoch 1712: loss = 1720661.976249, a = 917.696761, b = 152.539416\n", - "epoch 1713: loss = 1720658.066218, a = 917.758196, b = 152.539377\n", - "epoch 1714: loss = 1720654.171533, a = 917.819508, b = 152.539338\n", - "epoch 1715: loss = 1720650.292133, a = 917.880698, b = 152.539299\n", - "epoch 1716: loss = 1720646.427958, a = 917.941766, b = 152.539260\n", - "epoch 1717: loss = 1720642.578948, a = 918.002711, b = 152.539221\n", - "epoch 1718: loss = 1720638.745042, a = 918.063534, b = 152.539182\n", - "epoch 1719: loss = 1720634.926181, a = 918.124236, b = 152.539143\n", - "epoch 1720: loss = 1720631.122305, a = 918.184817, b = 152.539104\n", - "epoch 1721: loss = 1720627.333355, a = 918.245276, b = 152.539066\n", - "epoch 1722: loss = 1720623.559271, a = 918.305614, b = 152.539027\n", - "epoch 1723: loss = 1720619.799996, a = 918.365832, b = 152.538989\n", - "epoch 1724: loss = 1720616.055469, a = 918.425930, b = 152.538950\n", - "epoch 1725: loss = 1720612.325634, a = 918.485907, b = 152.538912\n", - "epoch 1726: loss = 1720608.610431, a = 918.545764, b = 152.538874\n", - "epoch 1727: loss = 1720604.909803, a = 918.605501, b = 152.538836\n", - "epoch 1728: loss = 1720601.223691, a = 918.665120, b = 152.538798\n", - "epoch 1729: loss = 1720597.552040, a = 918.724618, b = 152.538760\n", - "epoch 1730: loss = 1720593.894791, a = 918.783998, b = 152.538722\n", - "epoch 1731: loss = 1720590.251887, a = 918.843259, b = 152.538684\n", - "epoch 1732: loss = 1720586.623272, a = 918.902402, b = 152.538646\n", - "epoch 1733: loss = 1720583.008889, a = 918.961426, b = 152.538608\n", - "epoch 1734: loss = 1720579.408681, a = 919.020333, b = 152.538571\n", - "epoch 1735: loss = 1720575.822593, a = 919.079121, b = 152.538533\n", - "epoch 1736: loss = 1720572.250569, a = 919.137792, b = 152.538496\n", - "epoch 1737: loss = 1720568.692553, a = 919.196346, b = 152.538458\n", - "epoch 1738: loss = 1720565.148489, a = 919.254783, b = 152.538421\n", - "epoch 1739: loss = 1720561.618323, a = 919.313102, b = 152.538384\n", - "epoch 1740: loss = 1720558.101999, a = 919.371305, b = 152.538347\n", - "epoch 1741: loss = 1720554.599463, a = 919.429392, b = 152.538310\n", - "epoch 1742: loss = 1720551.110660, a = 919.487363, b = 152.538273\n", - "epoch 1743: loss = 1720547.635535, a = 919.545217, b = 152.538236\n", - "epoch 1744: loss = 1720544.174035, a = 919.602956, b = 152.538199\n", - "epoch 1745: loss = 1720540.726106, a = 919.660580, b = 152.538162\n", - "epoch 1746: loss = 1720537.291694, a = 919.718088, b = 152.538125\n", - "epoch 1747: loss = 1720533.870745, a = 919.775481, b = 152.538089\n", - "epoch 1748: loss = 1720530.463206, a = 919.832760, b = 152.538052\n", - "epoch 1749: loss = 1720527.069024, a = 919.889924, b = 152.538015\n", - "epoch 1750: loss = 1720523.688147, a = 919.946973, b = 152.537979\n", - "epoch 1751: loss = 1720520.320521, a = 920.003909, b = 152.537943\n", - "epoch 1752: loss = 1720516.966095, a = 920.060731, b = 152.537906\n", - "epoch 1753: loss = 1720513.624815, a = 920.117439, b = 152.537870\n", - "epoch 1754: loss = 1720510.296631, a = 920.174033, b = 152.537834\n", - "epoch 1755: loss = 1720506.981489, a = 920.230515, b = 152.537798\n", - "epoch 1756: loss = 1720503.679339, a = 920.286884, b = 152.537762\n", - "epoch 1757: loss = 1720500.390129, a = 920.343139, b = 152.537726\n", - "epoch 1758: loss = 1720497.113808, a = 920.399283, b = 152.537690\n", - "epoch 1759: loss = 1720493.850325, a = 920.455314, b = 152.537654\n", - "epoch 1760: loss = 1720490.599630, a = 920.511233, b = 152.537619\n", - "epoch 1761: loss = 1720487.361670, a = 920.567040, b = 152.537583\n", - "epoch 1762: loss = 1720484.136397, a = 920.622736, b = 152.537547\n", - "epoch 1763: loss = 1720480.923760, a = 920.678320, b = 152.537512\n", - "epoch 1764: loss = 1720477.723709, a = 920.733793, b = 152.537476\n", - "epoch 1765: loss = 1720474.536195, a = 920.789155, b = 152.537441\n", - "epoch 1766: loss = 1720471.361166, a = 920.844407, b = 152.537406\n", - "epoch 1767: loss = 1720468.198576, a = 920.899548, b = 152.537371\n", - "epoch 1768: loss = 1720465.048373, a = 920.954579, b = 152.537335\n", - "epoch 1769: loss = 1720461.910509, a = 921.009499, b = 152.537300\n", - "epoch 1770: loss = 1720458.784936, a = 921.064310, b = 152.537265\n", - "epoch 1771: loss = 1720455.671604, a = 921.119011, b = 152.537230\n", - "epoch 1772: loss = 1720452.570465, a = 921.173603, b = 152.537196\n", - "epoch 1773: loss = 1720449.481472, a = 921.228086, b = 152.537161\n", - "epoch 1774: loss = 1720446.404575, a = 921.282460, b = 152.537126\n", - "epoch 1775: loss = 1720443.339727, a = 921.336725, b = 152.537091\n", - "epoch 1776: loss = 1720440.286881, a = 921.390881, b = 152.537057\n", - "epoch 1777: loss = 1720437.245989, a = 921.444930, b = 152.537022\n", - "epoch 1778: loss = 1720434.217004, a = 921.498870, b = 152.536988\n", - "epoch 1779: loss = 1720431.199878, a = 921.552702, b = 152.536953\n", - "epoch 1780: loss = 1720428.194566, a = 921.606427, b = 152.536919\n", - "epoch 1781: loss = 1720425.201019, a = 921.660044, b = 152.536885\n", - "epoch 1782: loss = 1720422.219191, a = 921.713554, b = 152.536851\n", - "epoch 1783: loss = 1720419.249037, a = 921.766957, b = 152.536817\n", - "epoch 1784: loss = 1720416.290510, a = 921.820253, b = 152.536783\n", - "epoch 1785: loss = 1720413.343564, a = 921.873443, b = 152.536749\n", - "epoch 1786: loss = 1720410.408153, a = 921.926526, b = 152.536715\n", - "epoch 1787: loss = 1720407.484232, a = 921.979503, b = 152.536681\n", - "epoch 1788: loss = 1720404.571755, a = 922.032374, b = 152.536647\n", - "epoch 1789: loss = 1720401.670677, a = 922.085140, b = 152.536613\n", - "epoch 1790: loss = 1720398.780953, a = 922.137800, b = 152.536580\n", - "epoch 1791: loss = 1720395.902538, a = 922.190354, b = 152.536546\n", - "epoch 1792: loss = 1720393.035387, a = 922.242804, b = 152.536513\n", - "epoch 1793: loss = 1720390.179456, a = 922.295149, b = 152.536479\n", - "epoch 1794: loss = 1720387.334700, a = 922.347389, b = 152.536446\n", - "epoch 1795: loss = 1720384.501075, a = 922.399524, b = 152.536413\n", - "epoch 1796: loss = 1720381.678538, a = 922.451555, b = 152.536379\n", - "epoch 1797: loss = 1720378.867044, a = 922.503483, b = 152.536346\n", - "epoch 1798: loss = 1720376.066550, a = 922.555306, b = 152.536313\n", - "epoch 1799: loss = 1720373.277012, a = 922.607026, b = 152.536280\n", - "epoch 1800: loss = 1720370.498388, a = 922.658642, b = 152.536247\n", - "epoch 1801: loss = 1720367.730632, a = 922.710155, b = 152.536214\n", - "epoch 1802: loss = 1720364.973704, a = 922.761565, b = 152.536181\n", - "epoch 1803: loss = 1720362.227560, a = 922.812873, b = 152.536149\n", - "epoch 1804: loss = 1720359.492157, a = 922.864078, b = 152.536116\n", - "epoch 1805: loss = 1720356.767453, a = 922.915180, b = 152.536083\n", - "epoch 1806: loss = 1720354.053406, a = 922.966180, b = 152.536051\n", - "epoch 1807: loss = 1720351.349974, a = 923.017078, b = 152.536018\n", - "epoch 1808: loss = 1720348.657114, a = 923.067875, b = 152.535986\n", - "epoch 1809: loss = 1720345.974785, a = 923.118569, b = 152.535953\n", - "epoch 1810: loss = 1720343.302945, a = 923.169163, b = 152.535921\n", - "epoch 1811: loss = 1720340.641553, a = 923.219655, b = 152.535889\n", - "epoch 1812: loss = 1720337.990567, a = 923.270046, b = 152.535857\n", - "epoch 1813: loss = 1720335.349947, a = 923.320337, b = 152.535824\n", - "epoch 1814: loss = 1720332.719651, a = 923.370527, b = 152.535792\n", - "epoch 1815: loss = 1720330.099638, a = 923.420616, b = 152.535760\n", - "epoch 1816: loss = 1720327.489869, a = 923.470606, b = 152.535728\n", - "epoch 1817: loss = 1720324.890302, a = 923.520495, b = 152.535697\n", - "epoch 1818: loss = 1720322.300897, a = 923.570285, b = 152.535665\n", - "epoch 1819: loss = 1720319.721615, a = 923.619975, b = 152.535633\n", - "epoch 1820: loss = 1720317.152414, a = 923.669566, b = 152.535601\n", - "epoch 1821: loss = 1720314.593256, a = 923.719058, b = 152.535570\n", - "epoch 1822: loss = 1720312.044100, a = 923.768450, b = 152.535538\n", - "epoch 1823: loss = 1720309.504906, a = 923.817744, b = 152.535507\n", - "epoch 1824: loss = 1720306.975637, a = 923.866939, b = 152.535475\n", - "epoch 1825: loss = 1720304.456252, a = 923.916036, b = 152.535444\n", - "epoch 1826: loss = 1720301.946713, a = 923.965035, b = 152.535413\n", - "epoch 1827: loss = 1720299.446979, a = 924.013936, b = 152.535381\n", - "epoch 1828: loss = 1720296.957014, a = 924.062739, b = 152.535350\n", - "epoch 1829: loss = 1720294.476778, a = 924.111444, b = 152.535319\n", - "epoch 1830: loss = 1720292.006232, a = 924.160052, b = 152.535288\n", - "epoch 1831: loss = 1720289.545339, a = 924.208563, b = 152.535257\n", - "epoch 1832: loss = 1720287.094060, a = 924.256977, b = 152.535226\n", - "epoch 1833: loss = 1720284.652358, a = 924.305294, b = 152.535195\n", - "epoch 1834: loss = 1720282.220194, a = 924.353514, b = 152.535165\n", - "epoch 1835: loss = 1720279.797531, a = 924.401638, b = 152.535134\n", - "epoch 1836: loss = 1720277.384331, a = 924.449666, b = 152.535103\n", - "epoch 1837: loss = 1720274.980557, a = 924.497598, b = 152.535073\n", - "epoch 1838: loss = 1720272.586172, a = 924.545433, b = 152.535042\n", - "epoch 1839: loss = 1720270.201138, a = 924.593174, b = 152.535011\n", - "epoch 1840: loss = 1720267.825419, a = 924.640818, b = 152.534981\n", - "epoch 1841: loss = 1720265.458978, a = 924.688368, b = 152.534951\n", - "epoch 1842: loss = 1720263.101779, a = 924.735822, b = 152.534920\n", - "epoch 1843: loss = 1720260.753784, a = 924.783182, b = 152.534890\n", - "epoch 1844: loss = 1720258.414957, a = 924.830446, b = 152.534860\n", - "epoch 1845: loss = 1720256.085263, a = 924.877617, b = 152.534830\n", - "epoch 1846: loss = 1720253.764664, a = 924.924692, b = 152.534800\n", - "epoch 1847: loss = 1720251.453126, a = 924.971674, b = 152.534770\n", - "epoch 1848: loss = 1720249.150613, a = 925.018562, b = 152.534740\n", - "epoch 1849: loss = 1720246.857088, a = 925.065356, b = 152.534710\n", - "epoch 1850: loss = 1720244.572517, a = 925.112057, b = 152.534680\n", - "epoch 1851: loss = 1720242.296863, a = 925.158664, b = 152.534650\n", - "epoch 1852: loss = 1720240.030093, a = 925.205178, b = 152.534621\n", - "epoch 1853: loss = 1720237.772169, a = 925.251599, b = 152.534591\n", - "epoch 1854: loss = 1720235.523059, a = 925.297927, b = 152.534561\n", - "epoch 1855: loss = 1720233.282727, a = 925.344162, b = 152.534532\n", - "epoch 1856: loss = 1720231.051138, a = 925.390305, b = 152.534502\n", - "epoch 1857: loss = 1720228.828258, a = 925.436356, b = 152.534473\n", - "epoch 1858: loss = 1720226.614052, a = 925.482314, b = 152.534444\n", - "epoch 1859: loss = 1720224.408486, a = 925.528181, b = 152.534414\n", - "epoch 1860: loss = 1720222.211527, a = 925.573956, b = 152.534385\n", - "epoch 1861: loss = 1720220.023139, a = 925.619640, b = 152.534356\n", - "epoch 1862: loss = 1720217.843290, a = 925.665232, b = 152.534327\n", - "epoch 1863: loss = 1720215.671945, a = 925.710733, b = 152.534298\n", - "epoch 1864: loss = 1720213.509072, a = 925.756143, b = 152.534269\n", - "epoch 1865: loss = 1720211.354635, a = 925.801462, b = 152.534240\n", - "epoch 1866: loss = 1720209.208604, a = 925.846690, b = 152.534211\n", - "epoch 1867: loss = 1720207.070943, a = 925.891828, b = 152.534182\n", - "epoch 1868: loss = 1720204.941620, a = 925.936876, b = 152.534153\n", - "epoch 1869: loss = 1720202.820602, a = 925.981834, b = 152.534125\n", - "epoch 1870: loss = 1720200.707857, a = 926.026702, b = 152.534096\n", - "epoch 1871: loss = 1720198.603351, a = 926.071480, b = 152.534067\n", - "epoch 1872: loss = 1720196.507053, a = 926.116169, b = 152.534039\n", - "epoch 1873: loss = 1720194.418929, a = 926.160768, b = 152.534010\n", - "epoch 1874: loss = 1720192.338948, a = 926.205278, b = 152.533982\n", - "epoch 1875: loss = 1720190.267077, a = 926.249699, b = 152.533953\n", - "epoch 1876: loss = 1720188.203284, a = 926.294031, b = 152.533925\n", - "epoch 1877: loss = 1720186.147538, a = 926.338275, b = 152.533897\n", - "epoch 1878: loss = 1720184.099807, a = 926.382430, b = 152.533869\n", - "epoch 1879: loss = 1720182.060059, a = 926.426497, b = 152.533841\n", - "epoch 1880: loss = 1720180.028263, a = 926.470475, b = 152.533812\n", - "epoch 1881: loss = 1720178.004387, a = 926.514366, b = 152.533784\n", - "epoch 1882: loss = 1720175.988400, a = 926.558169, b = 152.533756\n", - "epoch 1883: loss = 1720173.980271, a = 926.601884, b = 152.533729\n", - "epoch 1884: loss = 1720171.979968, a = 926.645512, b = 152.533701\n", - "epoch 1885: loss = 1720169.987462, a = 926.689053, b = 152.533673\n", - "epoch 1886: loss = 1720168.002721, a = 926.732507, b = 152.533645\n", - "epoch 1887: loss = 1720166.025715, a = 926.775873, b = 152.533617\n", - "epoch 1888: loss = 1720164.056412, a = 926.819153, b = 152.533590\n", - "epoch 1889: loss = 1720162.094784, a = 926.862347, b = 152.533562\n", - "epoch 1890: loss = 1720160.140799, a = 926.905454, b = 152.533535\n", - "epoch 1891: loss = 1720158.194427, a = 926.948475, b = 152.533507\n", - "epoch 1892: loss = 1720156.255638, a = 926.991410, b = 152.533480\n", - "epoch 1893: loss = 1720154.324403, a = 927.034259, b = 152.533452\n", - "epoch 1894: loss = 1720152.400692, a = 927.077022, b = 152.533425\n", - "epoch 1895: loss = 1720150.484474, a = 927.119700, b = 152.533398\n", - "epoch 1896: loss = 1720148.575721, a = 927.162292, b = 152.533371\n", - "epoch 1897: loss = 1720146.674402, a = 927.204800, b = 152.533343\n", - "epoch 1898: loss = 1720144.780489, a = 927.247222, b = 152.533316\n", - "epoch 1899: loss = 1720142.893953, a = 927.289560, b = 152.533289\n", - "epoch 1900: loss = 1720141.014763, a = 927.331812, b = 152.533262\n", - "epoch 1901: loss = 1720139.142892, a = 927.373981, b = 152.533235\n", - "epoch 1902: loss = 1720137.278311, a = 927.416065, b = 152.533209\n", - "epoch 1903: loss = 1720135.420990, a = 927.458065, b = 152.533182\n", - "epoch 1904: loss = 1720133.570901, a = 927.499981, b = 152.533155\n", - "epoch 1905: loss = 1720131.728016, a = 927.541813, b = 152.533128\n", - "epoch 1906: loss = 1720129.892306, a = 927.583561, b = 152.533102\n", - "epoch 1907: loss = 1720128.063742, a = 927.625226, b = 152.533075\n", - "epoch 1908: loss = 1720126.242298, a = 927.666808, b = 152.533048\n", - "epoch 1909: loss = 1720124.427944, a = 927.708306, b = 152.533022\n", - "epoch 1910: loss = 1720122.620652, a = 927.749721, b = 152.532995\n", - "epoch 1911: loss = 1720120.820396, a = 927.791054, b = 152.532969\n", - "epoch 1912: loss = 1720119.027146, a = 927.832304, b = 152.532943\n", - "epoch 1913: loss = 1720117.240876, a = 927.873472, b = 152.532916\n", - "epoch 1914: loss = 1720115.461558, a = 927.914557, b = 152.532890\n", - "epoch 1915: loss = 1720113.689165, a = 927.955560, b = 152.532864\n", - "epoch 1916: loss = 1720111.923668, a = 927.996481, b = 152.532838\n", - "epoch 1917: loss = 1720110.165042, a = 928.037320, b = 152.532812\n", - "epoch 1918: loss = 1720108.413258, a = 928.078078, b = 152.532786\n", - "epoch 1919: loss = 1720106.668291, a = 928.118754, b = 152.532760\n", - "epoch 1920: loss = 1720104.930113, a = 928.159348, b = 152.532734\n", - "epoch 1921: loss = 1720103.198697, a = 928.199862, b = 152.532708\n", - "epoch 1922: loss = 1720101.474017, a = 928.240295, b = 152.532682\n", - "epoch 1923: loss = 1720099.756046, a = 928.280646, b = 152.532656\n", - "epoch 1924: loss = 1720098.044757, a = 928.320917, b = 152.532631\n", - "epoch 1925: loss = 1720096.340125, a = 928.361108, b = 152.532605\n", - "epoch 1926: loss = 1720094.642123, a = 928.401218, b = 152.532579\n", - "epoch 1927: loss = 1720092.950726, a = 928.441248, b = 152.532554\n", - "epoch 1928: loss = 1720091.265906, a = 928.481197, b = 152.532528\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch 1929: loss = 1720089.587638, a = 928.521067, b = 152.532503\n", - "epoch 1930: loss = 1720087.915897, a = 928.560858, b = 152.532477\n", - "epoch 1931: loss = 1720086.250656, a = 928.600568, b = 152.532452\n", - "epoch 1932: loss = 1720084.591889, a = 928.640200, b = 152.532427\n", - "epoch 1933: loss = 1720082.939573, a = 928.679752, b = 152.532401\n", - "epoch 1934: loss = 1720081.293680, a = 928.719224, b = 152.532376\n", - "epoch 1935: loss = 1720079.654186, a = 928.758618, b = 152.532351\n", - "epoch 1936: loss = 1720078.021066, a = 928.797934, b = 152.532326\n", - "epoch 1937: loss = 1720076.394293, a = 928.837170, b = 152.532301\n", - "epoch 1938: loss = 1720074.773845, a = 928.876328, b = 152.532276\n", - "epoch 1939: loss = 1720073.159694, a = 928.915408, b = 152.532251\n", - "epoch 1940: loss = 1720071.551818, a = 928.954410, b = 152.532226\n", - "epoch 1941: loss = 1720069.950190, a = 928.993333, b = 152.532201\n", - "epoch 1942: loss = 1720068.354786, a = 929.032179, b = 152.532176\n", - "epoch 1943: loss = 1720066.765582, a = 929.070948, b = 152.532152\n", - "epoch 1944: loss = 1720065.182554, a = 929.109638, b = 152.532127\n", - "epoch 1945: loss = 1720063.605677, a = 929.148251, b = 152.532102\n", - "epoch 1946: loss = 1720062.034926, a = 929.186787, b = 152.532078\n", - "epoch 1947: loss = 1720060.470278, a = 929.225246, b = 152.532053\n", - "epoch 1948: loss = 1720058.911709, a = 929.263629, b = 152.532028\n", - "epoch 1949: loss = 1720057.359194, a = 929.301934, b = 152.532004\n", - "epoch 1950: loss = 1720055.812710, a = 929.340163, b = 152.531980\n", - "epoch 1951: loss = 1720054.272234, a = 929.378315, b = 152.531955\n", - "epoch 1952: loss = 1720052.737740, a = 929.416391, b = 152.531931\n", - "epoch 1953: loss = 1720051.209207, a = 929.454391, b = 152.531907\n", - "epoch 1954: loss = 1720049.686610, a = 929.492315, b = 152.531882\n", - "epoch 1955: loss = 1720048.169926, a = 929.530163, b = 152.531858\n", - "epoch 1956: loss = 1720046.659132, a = 929.567935, b = 152.531834\n", - "epoch 1957: loss = 1720045.154204, a = 929.605632, b = 152.531810\n", - "epoch 1958: loss = 1720043.655120, a = 929.643253, b = 152.531786\n", - "epoch 1959: loss = 1720042.161857, a = 929.680800, b = 152.531762\n", - "epoch 1960: loss = 1720040.674390, a = 929.718271, b = 152.531738\n", - "epoch 1961: loss = 1720039.192699, a = 929.755667, b = 152.531714\n", - "epoch 1962: loss = 1720037.716759, a = 929.792988, b = 152.531690\n", - "epoch 1963: loss = 1720036.246549, a = 929.830235, b = 152.531667\n", - "epoch 1964: loss = 1720034.782046, a = 929.867408, b = 152.531643\n", - "epoch 1965: loss = 1720033.323226, a = 929.904506, b = 152.531619\n", - "epoch 1966: loss = 1720031.870069, a = 929.941529, b = 152.531596\n", - "epoch 1967: loss = 1720030.422552, a = 929.978479, b = 152.531572\n", - "epoch 1968: loss = 1720028.980651, a = 930.015355, b = 152.531548\n", - "epoch 1969: loss = 1720027.544347, a = 930.052157, b = 152.531525\n", - "epoch 1970: loss = 1720026.113615, a = 930.088886, b = 152.531501\n", - "epoch 1971: loss = 1720024.688435, a = 930.125541, b = 152.531478\n", - "epoch 1972: loss = 1720023.268784, a = 930.162123, b = 152.531455\n", - "epoch 1973: loss = 1720021.854641, a = 930.198631, b = 152.531431\n", - "epoch 1974: loss = 1720020.445984, a = 930.235067, b = 152.531408\n", - "epoch 1975: loss = 1720019.042792, a = 930.271430, b = 152.531385\n", - "epoch 1976: loss = 1720017.645042, a = 930.307720, b = 152.531362\n", - "epoch 1977: loss = 1720016.252715, a = 930.343937, b = 152.531338\n", - "epoch 1978: loss = 1720014.865787, a = 930.380082, b = 152.531315\n", - "epoch 1979: loss = 1720013.484238, a = 930.416155, b = 152.531292\n", - "epoch 1980: loss = 1720012.108047, a = 930.452156, b = 152.531269\n", - "epoch 1981: loss = 1720010.737193, a = 930.488085, b = 152.531246\n", - "epoch 1982: loss = 1720009.371655, a = 930.523941, b = 152.531224\n", - "epoch 1983: loss = 1720008.011411, a = 930.559727, b = 152.531201\n", - "epoch 1984: loss = 1720006.656442, a = 930.595440, b = 152.531178\n", - "epoch 1985: loss = 1720005.306725, a = 930.631082, b = 152.531155\n", - "epoch 1986: loss = 1720003.962241, a = 930.666653, b = 152.531132\n", - "epoch 1987: loss = 1720002.622969, a = 930.702153, b = 152.531110\n", - "epoch 1988: loss = 1720001.288889, a = 930.737582, b = 152.531087\n", - "epoch 1989: loss = 1719999.959979, a = 930.772940, b = 152.531064\n", - "epoch 1990: loss = 1719998.636221, a = 930.808227, b = 152.531042\n", - "epoch 1991: loss = 1719997.317593, a = 930.843444, b = 152.531019\n", - "epoch 1992: loss = 1719996.004075, a = 930.878590, b = 152.530997\n", - "epoch 1993: loss = 1719994.695647, a = 930.913666, b = 152.530975\n", - "epoch 1994: loss = 1719993.392289, a = 930.948672, b = 152.530952\n", - "epoch 1995: loss = 1719992.093981, a = 930.983607, b = 152.530930\n", - "epoch 1996: loss = 1719990.800704, a = 931.018473, b = 152.530908\n", - "epoch 1997: loss = 1719989.512438, a = 931.053270, b = 152.530885\n", - "epoch 1998: loss = 1719988.229162, a = 931.087996, b = 152.530863\n", - "epoch 1999: loss = 1719986.950857, a = 931.122653, b = 152.530841\n", - "epoch 2000: loss = 1719985.677504, a = 931.157241, b = 152.530819\n", - "epoch 2001: loss = 1719984.409083, a = 931.191760, b = 152.530797\n", - "epoch 2002: loss = 1719983.145576, a = 931.226210, b = 152.530775\n", - "epoch 2003: loss = 1719981.886961, a = 931.260591, b = 152.530753\n", - "epoch 2004: loss = 1719980.633221, a = 931.294903, b = 152.530731\n", - "epoch 2005: loss = 1719979.384336, a = 931.329146, b = 152.530709\n", - "epoch 2006: loss = 1719978.140286, a = 931.363321, b = 152.530687\n", - "epoch 2007: loss = 1719976.901054, a = 931.397428, b = 152.530666\n", - "epoch 2008: loss = 1719975.666620, a = 931.431466, b = 152.530644\n", - "epoch 2009: loss = 1719974.436965, a = 931.465437, b = 152.530622\n", - "epoch 2010: loss = 1719973.212070, a = 931.499339, b = 152.530601\n", - "epoch 2011: loss = 1719971.991917, a = 931.533174, b = 152.530579\n", - "epoch 2012: loss = 1719970.776487, a = 931.566941, b = 152.530557\n", - "epoch 2013: loss = 1719969.565762, a = 931.600640, b = 152.530536\n", - "epoch 2014: loss = 1719968.359722, a = 931.634272, b = 152.530514\n", - "epoch 2015: loss = 1719967.158350, a = 931.667837, b = 152.530493\n", - "epoch 2016: loss = 1719965.961627, a = 931.701335, b = 152.530472\n", - "epoch 2017: loss = 1719964.769535, a = 931.734766, b = 152.530450\n", - "epoch 2018: loss = 1719963.582056, a = 931.768130, b = 152.530429\n", - "epoch 2019: loss = 1719962.399172, a = 931.801427, b = 152.530408\n", - "epoch 2020: loss = 1719961.220864, a = 931.834657, b = 152.530386\n", - "epoch 2021: loss = 1719960.047114, a = 931.867821, b = 152.530365\n", - "epoch 2022: loss = 1719958.877905, a = 931.900919, b = 152.530344\n", - "epoch 2023: loss = 1719957.713219, a = 931.933951, b = 152.530323\n", - "epoch 2024: loss = 1719956.553038, a = 931.966917, b = 152.530302\n", - "epoch 2025: loss = 1719955.397344, a = 931.999816, b = 152.530281\n", - "epoch 2026: loss = 1719954.246120, a = 932.032650, b = 152.530260\n", - "epoch 2027: loss = 1719953.099348, a = 932.065418, b = 152.530239\n", - "epoch 2028: loss = 1719951.957011, a = 932.098121, b = 152.530218\n", - "epoch 2029: loss = 1719950.819091, a = 932.130758, b = 152.530197\n", - "epoch 2030: loss = 1719949.685570, a = 932.163330, b = 152.530176\n", - "epoch 2031: loss = 1719948.556433, a = 932.195837, b = 152.530156\n", - "epoch 2032: loss = 1719947.431660, a = 932.228279, b = 152.530135\n", - "epoch 2033: loss = 1719946.311236, a = 932.260656, b = 152.530114\n", - "epoch 2034: loss = 1719945.195143, a = 932.292968, b = 152.530094\n", - "epoch 2035: loss = 1719944.083364, a = 932.325216, b = 152.530073\n", - "epoch 2036: loss = 1719942.975882, a = 932.357399, b = 152.530052\n", - "epoch 2037: loss = 1719941.872681, a = 932.389518, b = 152.530032\n", - "epoch 2038: loss = 1719940.773742, a = 932.421573, b = 152.530012\n", - "epoch 2039: loss = 1719939.679051, a = 932.453563, b = 152.529991\n", - "epoch 2040: loss = 1719938.588590, a = 932.485490, b = 152.529971\n", - "epoch 2041: loss = 1719937.502342, a = 932.517352, b = 152.529950\n", - "epoch 2042: loss = 1719936.420291, a = 932.549151, b = 152.529930\n", - "epoch 2043: loss = 1719935.342420, a = 932.580887, b = 152.529910\n", - "epoch 2044: loss = 1719934.268714, a = 932.612559, b = 152.529890\n", - "epoch 2045: loss = 1719933.199154, a = 932.644167, b = 152.529869\n", - "epoch 2046: loss = 1719932.133727, a = 932.675713, b = 152.529849\n", - "epoch 2047: loss = 1719931.072414, a = 932.707195, b = 152.529829\n", - "epoch 2048: loss = 1719930.015201, a = 932.738614, b = 152.529809\n", - "epoch 2049: loss = 1719928.962070, a = 932.769971, b = 152.529789\n", - "epoch 2050: loss = 1719927.913006, a = 932.801265, b = 152.529769\n", - "epoch 2051: loss = 1719926.867993, a = 932.832496, b = 152.529749\n", - "epoch 2052: loss = 1719925.827015, a = 932.863665, b = 152.529729\n", - "epoch 2053: loss = 1719924.790056, a = 932.894771, b = 152.529709\n", - "epoch 2054: loss = 1719923.757100, a = 932.925815, b = 152.529689\n", - "epoch 2055: loss = 1719922.728132, a = 932.956798, b = 152.529670\n", - "epoch 2056: loss = 1719921.703136, a = 932.987718, b = 152.529650\n", - "epoch 2057: loss = 1719920.682097, a = 933.018576, b = 152.529630\n", - "epoch 2058: loss = 1719919.664998, a = 933.049373, b = 152.529611\n", - "epoch 2059: loss = 1719918.651824, a = 933.080108, b = 152.529591\n", - "epoch 2060: loss = 1719917.642561, a = 933.110782, b = 152.529571\n", - "epoch 2061: loss = 1719916.637192, a = 933.141394, b = 152.529552\n", - "epoch 2062: loss = 1719915.635703, a = 933.171945, b = 152.529532\n", - "epoch 2063: loss = 1719914.638078, a = 933.202435, b = 152.529513\n", - "epoch 2064: loss = 1719913.644301, a = 933.232864, b = 152.529493\n", - "epoch 2065: loss = 1719912.654359, a = 933.263232, b = 152.529474\n", - "epoch 2066: loss = 1719911.668235, a = 933.293540, b = 152.529455\n", - "epoch 2067: loss = 1719910.685915, a = 933.323787, b = 152.529435\n", - "epoch 2068: loss = 1719909.707384, a = 933.353973, b = 152.529416\n", - "epoch 2069: loss = 1719908.732628, a = 933.384099, b = 152.529397\n", - "epoch 2070: loss = 1719907.761630, a = 933.414165, b = 152.529378\n", - "epoch 2071: loss = 1719906.794377, a = 933.444170, b = 152.529358\n", - "epoch 2072: loss = 1719905.830853, a = 933.474116, b = 152.529339\n", - "epoch 2073: loss = 1719904.871045, a = 933.504002, b = 152.529320\n", - "epoch 2074: loss = 1719903.914938, a = 933.533828, b = 152.529301\n", - "epoch 2075: loss = 1719902.962516, a = 933.563594, b = 152.529282\n", - "epoch 2076: loss = 1719902.013766, a = 933.593301, b = 152.529263\n", - "epoch 2077: loss = 1719901.068673, a = 933.622949, b = 152.529244\n", - "epoch 2078: loss = 1719900.127223, a = 933.652537, b = 152.529225\n", - "epoch 2079: loss = 1719899.189402, a = 933.682066, b = 152.529206\n", - "epoch 2080: loss = 1719898.255195, a = 933.711536, b = 152.529188\n", - "epoch 2081: loss = 1719897.324588, a = 933.740947, b = 152.529169\n", - "epoch 2082: loss = 1719896.397567, a = 933.770299, b = 152.529150\n", - "epoch 2083: loss = 1719895.474119, a = 933.799592, b = 152.529131\n", - "epoch 2084: loss = 1719894.554228, a = 933.828827, b = 152.529113\n", - "epoch 2085: loss = 1719893.637881, a = 933.858004, b = 152.529094\n", - "epoch 2086: loss = 1719892.725064, a = 933.887122, b = 152.529075\n", - "epoch 2087: loss = 1719891.815764, a = 933.916182, b = 152.529057\n", - "epoch 2088: loss = 1719890.909966, a = 933.945183, b = 152.529038\n", - "epoch 2089: loss = 1719890.007657, a = 933.974127, b = 152.529020\n", - "epoch 2090: loss = 1719889.108823, a = 934.003013, b = 152.529001\n", - "epoch 2091: loss = 1719888.213450, a = 934.031841, b = 152.528983\n", - "epoch 2092: loss = 1719887.321526, a = 934.060612, b = 152.528965\n", - "epoch 2093: loss = 1719886.433035, a = 934.089325, b = 152.528946\n", - "epoch 2094: loss = 1719885.547966, a = 934.117980, b = 152.528928\n", - "epoch 2095: loss = 1719884.666304, a = 934.146579, b = 152.528910\n", - "epoch 2096: loss = 1719883.788036, a = 934.175120, b = 152.528892\n", - "epoch 2097: loss = 1719882.913149, a = 934.203604, b = 152.528873\n", - "epoch 2098: loss = 1719882.041630, a = 934.232031, b = 152.528855\n", - "epoch 2099: loss = 1719881.173465, a = 934.260401, b = 152.528837\n", - "epoch 2100: loss = 1719880.308641, a = 934.288714, b = 152.528819\n", - "epoch 2101: loss = 1719879.447146, a = 934.316971, b = 152.528801\n", - "epoch 2102: loss = 1719878.588965, a = 934.345171, b = 152.528783\n", - "epoch 2103: loss = 1719877.734087, a = 934.373315, b = 152.528765\n", - "epoch 2104: loss = 1719876.882498, a = 934.401403, b = 152.528747\n", - "epoch 2105: loss = 1719876.034185, a = 934.429435, b = 152.528729\n", - "epoch 2106: loss = 1719875.189135, a = 934.457410, b = 152.528711\n", - "epoch 2107: loss = 1719874.347336, a = 934.485329, b = 152.528693\n", - "epoch 2108: loss = 1719873.508776, a = 934.513193, b = 152.528676\n", - "epoch 2109: loss = 1719872.673440, a = 934.541001, b = 152.528658\n", - "epoch 2110: loss = 1719871.841317, a = 934.568753, b = 152.528640\n", - "epoch 2111: loss = 1719871.012394, a = 934.596450, b = 152.528622\n", - "epoch 2112: loss = 1719870.186658, a = 934.624092, b = 152.528605\n", - "epoch 2113: loss = 1719869.364098, a = 934.651678, b = 152.528587\n", - "epoch 2114: loss = 1719868.544700, a = 934.679209, b = 152.528570\n", - "epoch 2115: loss = 1719867.728452, a = 934.706685, b = 152.528552\n", - "epoch 2116: loss = 1719866.915342, a = 934.734106, b = 152.528535\n", - "epoch 2117: loss = 1719866.105358, a = 934.761472, b = 152.528517\n", - "epoch 2118: loss = 1719865.298486, a = 934.788784, b = 152.528500\n", - "epoch 2119: loss = 1719864.494716, a = 934.816041, b = 152.528482\n", - "epoch 2120: loss = 1719863.694035, a = 934.843243, b = 152.528465\n", - "epoch 2121: loss = 1719862.896431, a = 934.870391, b = 152.528447\n", - "epoch 2122: loss = 1719862.101892, a = 934.897485, b = 152.528430\n", - "epoch 2123: loss = 1719861.310405, a = 934.924524, b = 152.528413\n", - "epoch 2124: loss = 1719860.521959, a = 934.951509, b = 152.528396\n", - "epoch 2125: loss = 1719859.736543, a = 934.978441, b = 152.528378\n", - "epoch 2126: loss = 1719858.954143, a = 935.005319, b = 152.528361\n", - "epoch 2127: loss = 1719858.174749, a = 935.032142, b = 152.528344\n", - "epoch 2128: loss = 1719857.398348, a = 935.058913, b = 152.528327\n", - "epoch 2129: loss = 1719856.624929, a = 935.085629, b = 152.528310\n", - "epoch 2130: loss = 1719855.854480, a = 935.112293, b = 152.528293\n", - "epoch 2131: loss = 1719855.086989, a = 935.138903, b = 152.528276\n", - "epoch 2132: loss = 1719854.322446, a = 935.165459, b = 152.528259\n", - "epoch 2133: loss = 1719853.560837, a = 935.191963, b = 152.528242\n", - "epoch 2134: loss = 1719852.802153, a = 935.218414, b = 152.528225\n", - "epoch 2135: loss = 1719852.046381, a = 935.244811, b = 152.528208\n", - "epoch 2136: loss = 1719851.293510, a = 935.271156, b = 152.528191\n", - "epoch 2137: loss = 1719850.543529, a = 935.297449, b = 152.528175\n", - "epoch 2138: loss = 1719849.796427, a = 935.323688, b = 152.528158\n", - "epoch 2139: loss = 1719849.052191, a = 935.349876, b = 152.528141\n", - "epoch 2140: loss = 1719848.310811, a = 935.376010, b = 152.528125\n", - "epoch 2141: loss = 1719847.572276, a = 935.402093, b = 152.528108\n", - "epoch 2142: loss = 1719846.836575, a = 935.428123, b = 152.528091\n", - "epoch 2143: loss = 1719846.103696, a = 935.454102, b = 152.528075\n", - "epoch 2144: loss = 1719845.373629, a = 935.480028, b = 152.528058\n", - "epoch 2145: loss = 1719844.646362, a = 935.505903, b = 152.528042\n", - "epoch 2146: loss = 1719843.921885, a = 935.531726, b = 152.528025\n", - "epoch 2147: loss = 1719843.200186, a = 935.557497, b = 152.528009\n", - "epoch 2148: loss = 1719842.481255, a = 935.583217, b = 152.527992\n", - "epoch 2149: loss = 1719841.765080, a = 935.608885, b = 152.527976\n", - "epoch 2150: loss = 1719841.051652, a = 935.634502, b = 152.527959\n", - "epoch 2151: loss = 1719840.340960, a = 935.660068, b = 152.527943\n", - "epoch 2152: loss = 1719839.632992, a = 935.685582, b = 152.527927\n", - "epoch 2153: loss = 1719838.927738, a = 935.711046, b = 152.527911\n", - "epoch 2154: loss = 1719838.225187, a = 935.736458, b = 152.527894\n", - "epoch 2155: loss = 1719837.525329, a = 935.761820, b = 152.527878\n", - "epoch 2156: loss = 1719836.828154, a = 935.787131, b = 152.527862\n", - "epoch 2157: loss = 1719836.133650, a = 935.812392, b = 152.527846\n", - "epoch 2158: loss = 1719835.441808, a = 935.837602, b = 152.527830\n", - "epoch 2159: loss = 1719834.752617, a = 935.862761, b = 152.527814\n", - "epoch 2160: loss = 1719834.066066, a = 935.887871, b = 152.527798\n", - "epoch 2161: loss = 1719833.382146, a = 935.912930, b = 152.527782\n", - "epoch 2162: loss = 1719832.700845, a = 935.937939, b = 152.527766\n", - "epoch 2163: loss = 1719832.022154, a = 935.962898, b = 152.527750\n", - "epoch 2164: loss = 1719831.346063, a = 935.987807, b = 152.527734\n", - "epoch 2165: loss = 1719830.672562, a = 936.012666, b = 152.527718\n", - "epoch 2166: loss = 1719830.001639, a = 936.037475, b = 152.527702\n", - "epoch 2167: loss = 1719829.333286, a = 936.062235, b = 152.527686\n", - "epoch 2168: loss = 1719828.667491, a = 936.086946, b = 152.527670\n", - "epoch 2169: loss = 1719828.004246, a = 936.111607, b = 152.527655\n", - "epoch 2170: loss = 1719827.343541, a = 936.136218, b = 152.527639\n", - "epoch 2171: loss = 1719826.685364, a = 936.160781, b = 152.527623\n", - "epoch 2172: loss = 1719826.029707, a = 936.185294, b = 152.527608\n", - "epoch 2173: loss = 1719825.376559, a = 936.209758, b = 152.527592\n", - "epoch 2174: loss = 1719824.725911, a = 936.234174, b = 152.527576\n", - "epoch 2175: loss = 1719824.077753, a = 936.258540, b = 152.527561\n", - "epoch 2176: loss = 1719823.432075, a = 936.282858, b = 152.527545\n", - "epoch 2177: loss = 1719822.788867, a = 936.307127, b = 152.527530\n", - "epoch 2178: loss = 1719822.148121, a = 936.331348, b = 152.527514\n", - "epoch 2179: loss = 1719821.509826, a = 936.355520, b = 152.527499\n", - "epoch 2180: loss = 1719820.873972, a = 936.379644, b = 152.527484\n", - "epoch 2181: loss = 1719820.240551, a = 936.403720, b = 152.527468\n", - "epoch 2182: loss = 1719819.609552, a = 936.427747, b = 152.527453\n", - "epoch 2183: loss = 1719818.980966, a = 936.451727, b = 152.527437\n", - "epoch 2184: loss = 1719818.354784, a = 936.475658, b = 152.527422\n", - "epoch 2185: loss = 1719817.730997, a = 936.499542, b = 152.527407\n", - "epoch 2186: loss = 1719817.109594, a = 936.523378, b = 152.527392\n", - "epoch 2187: loss = 1719816.490568, a = 936.547166, b = 152.527377\n", - "epoch 2188: loss = 1719815.873907, a = 936.570907, b = 152.527361\n", - "epoch 2189: loss = 1719815.259604, a = 936.594600, b = 152.527346\n", - "epoch 2190: loss = 1719814.647649, a = 936.618246, b = 152.527331\n", - "epoch 2191: loss = 1719814.038033, a = 936.641844, b = 152.527316\n", - "epoch 2192: loss = 1719813.430746, a = 936.665396, b = 152.527301\n", - "epoch 2193: loss = 1719812.825780, a = 936.688900, b = 152.527286\n", - "epoch 2194: loss = 1719812.223125, a = 936.712357, b = 152.527271\n", - "epoch 2195: loss = 1719811.622773, a = 936.735768, b = 152.527256\n", - "epoch 2196: loss = 1719811.024714, a = 936.759131, b = 152.527241\n", - "epoch 2197: loss = 1719810.428940, a = 936.782448, b = 152.527226\n", - "epoch 2198: loss = 1719809.835442, a = 936.805718, b = 152.527211\n", - "epoch 2199: loss = 1719809.244210, a = 936.828942, b = 152.527197\n", - "epoch 2200: loss = 1719808.655236, a = 936.852119, b = 152.527182\n", - "epoch 2201: loss = 1719808.068512, a = 936.875250, b = 152.527167\n", - "epoch 2202: loss = 1719807.484027, a = 936.898335, b = 152.527152\n", - "epoch 2203: loss = 1719806.901775, a = 936.921373, b = 152.527138\n", - "epoch 2204: loss = 1719806.321745, a = 936.944365, b = 152.527123\n", - "epoch 2205: loss = 1719805.743929, a = 936.967312, b = 152.527108\n", - "epoch 2206: loss = 1719805.168319, a = 936.990212, b = 152.527094\n", - "epoch 2207: loss = 1719804.594905, a = 937.013067, b = 152.527079\n", - "epoch 2208: loss = 1719804.023681, a = 937.035876, b = 152.527064\n", - "epoch 2209: loss = 1719803.454636, a = 937.058640, b = 152.527050\n", - "epoch 2210: loss = 1719802.887762, a = 937.081357, b = 152.527035\n", - "epoch 2211: loss = 1719802.323051, a = 937.104030, b = 152.527021\n", - "epoch 2212: loss = 1719801.760495, a = 937.126657, b = 152.527006\n", - "epoch 2213: loss = 1719801.200084, a = 937.149239, b = 152.526992\n", - "epoch 2214: loss = 1719800.641811, a = 937.171776, b = 152.526978\n", - "epoch 2215: loss = 1719800.085668, a = 937.194267, b = 152.526963\n", - "epoch 2216: loss = 1719799.531645, a = 937.216714, b = 152.526949\n", - "epoch 2217: loss = 1719798.979736, a = 937.239116, b = 152.526935\n", - "epoch 2218: loss = 1719798.429930, a = 937.261473, b = 152.526920\n", - "epoch 2219: loss = 1719797.882221, a = 937.283785, b = 152.526906\n", - "epoch 2220: loss = 1719797.336601, a = 937.306053, b = 152.526892\n", - "epoch 2221: loss = 1719796.793060, a = 937.328276, b = 152.526878\n", - "epoch 2222: loss = 1719796.251591, a = 937.350455, b = 152.526863\n", - "epoch 2223: loss = 1719795.712185, a = 937.372589, b = 152.526849\n", - "epoch 2224: loss = 1719795.174836, a = 937.394679, b = 152.526835\n", - "epoch 2225: loss = 1719794.639534, a = 937.416725, b = 152.526821\n", - "epoch 2226: loss = 1719794.106272, a = 937.438727, b = 152.526807\n", - "epoch 2227: loss = 1719793.575042, a = 937.460685, b = 152.526793\n", - "epoch 2228: loss = 1719793.045835, a = 937.482599, b = 152.526779\n", - "epoch 2229: loss = 1719792.518645, a = 937.504469, b = 152.526765\n", - "epoch 2230: loss = 1719791.993463, a = 937.526295, b = 152.526751\n", - "epoch 2231: loss = 1719791.470281, a = 937.548078, b = 152.526737\n", - "epoch 2232: loss = 1719790.949091, a = 937.569817, b = 152.526723\n", - "epoch 2233: loss = 1719790.429886, a = 937.591513, b = 152.526709\n", - "epoch 2234: loss = 1719789.912658, a = 937.613165, b = 152.526696\n", - "epoch 2235: loss = 1719789.397400, a = 937.634774, b = 152.526682\n", - "epoch 2236: loss = 1719788.884103, a = 937.656340, b = 152.526668\n", - "epoch 2237: loss = 1719788.372760, a = 937.677863, b = 152.526654\n", - "epoch 2238: loss = 1719787.863363, a = 937.699343, b = 152.526641\n", - "epoch 2239: loss = 1719787.355906, a = 937.720779, b = 152.526627\n", - "epoch 2240: loss = 1719786.850379, a = 937.742173, b = 152.526613\n", - "epoch 2241: loss = 1719786.346776, a = 937.763524, b = 152.526600\n", - "epoch 2242: loss = 1719785.845089, a = 937.784833, b = 152.526586\n", - "epoch 2243: loss = 1719785.345311, a = 937.806098, b = 152.526572\n", - "epoch 2244: loss = 1719784.847435, a = 937.827322, b = 152.526559\n", - "epoch 2245: loss = 1719784.351452, a = 937.848502, b = 152.526545\n", - "epoch 2246: loss = 1719783.857356, a = 937.869641, b = 152.526532\n", - "epoch 2247: loss = 1719783.365139, a = 937.890737, b = 152.526518\n", - "epoch 2248: loss = 1719782.874794, a = 937.911791, b = 152.526505\n", - "epoch 2249: loss = 1719782.386313, a = 937.932803, b = 152.526492\n", - "epoch 2250: loss = 1719781.899690, a = 937.953773, b = 152.526478\n", - "epoch 2251: loss = 1719781.414916, a = 937.974701, b = 152.526465\n", - "epoch 2252: loss = 1719780.931986, a = 937.995587, b = 152.526451\n", - "epoch 2253: loss = 1719780.450892, a = 938.016431, b = 152.526438\n", - "epoch 2254: loss = 1719779.971625, a = 938.037234, b = 152.526425\n", - "epoch 2255: loss = 1719779.494181, a = 938.057995, b = 152.526412\n", - "epoch 2256: loss = 1719779.018550, a = 938.078714, b = 152.526398\n", - "epoch 2257: loss = 1719778.544727, a = 938.099392, b = 152.526385\n", - "epoch 2258: loss = 1719778.072705, a = 938.120029, b = 152.526372\n", - "epoch 2259: loss = 1719777.602475, a = 938.140625, b = 152.526359\n", - "epoch 2260: loss = 1719777.134032, a = 938.161179, b = 152.526346\n", - "epoch 2261: loss = 1719776.667368, a = 938.181692, b = 152.526333\n", - "epoch 2262: loss = 1719776.202476, a = 938.202164, b = 152.526319\n", - "epoch 2263: loss = 1719775.739350, a = 938.222595, b = 152.526306\n", - "epoch 2264: loss = 1719775.277983, a = 938.242986, b = 152.526293\n", - "epoch 2265: loss = 1719774.818367, a = 938.263335, b = 152.526280\n", - "epoch 2266: loss = 1719774.360496, a = 938.283644, b = 152.526267\n", - "epoch 2267: loss = 1719773.904364, a = 938.303913, b = 152.526254\n", - "epoch 2268: loss = 1719773.449962, a = 938.324140, b = 152.526242\n", - "epoch 2269: loss = 1719772.997286, a = 938.344328, b = 152.526229\n", - "epoch 2270: loss = 1719772.546327, a = 938.364475, b = 152.526216\n", - "epoch 2271: loss = 1719772.097080, a = 938.384581, b = 152.526203\n", - "epoch 2272: loss = 1719771.649537, a = 938.404648, b = 152.526190\n", - "epoch 2273: loss = 1719771.203693, a = 938.424674, b = 152.526177\n", - "epoch 2274: loss = 1719770.759540, a = 938.444660, b = 152.526165\n", - "epoch 2275: loss = 1719770.317071, a = 938.464607, b = 152.526152\n", - "epoch 2276: loss = 1719769.876281, a = 938.484513, b = 152.526139\n", - "epoch 2277: loss = 1719769.437162, a = 938.504380, b = 152.526126\n", - "epoch 2278: loss = 1719768.999709, a = 938.524207, b = 152.526114\n", - "epoch 2279: loss = 1719768.563915, a = 938.543994, b = 152.526101\n", - "epoch 2280: loss = 1719768.129773, a = 938.563742, b = 152.526089\n", - "epoch 2281: loss = 1719767.697276, a = 938.583450, b = 152.526076\n", - "epoch 2282: loss = 1719767.266420, a = 938.603119, b = 152.526063\n", - "epoch 2283: loss = 1719766.837196, a = 938.622748, b = 152.526051\n", - "epoch 2284: loss = 1719766.409599, a = 938.642338, b = 152.526038\n", - "epoch 2285: loss = 1719765.983623, a = 938.661889, b = 152.526026\n", - "epoch 2286: loss = 1719765.559260, a = 938.681401, b = 152.526013\n", - "epoch 2287: loss = 1719765.136506, a = 938.700874, b = 152.526001\n", - "epoch 2288: loss = 1719764.715353, a = 938.720308, b = 152.525989\n", - "epoch 2289: loss = 1719764.295796, a = 938.739703, b = 152.525976\n", - "epoch 2290: loss = 1719763.877827, a = 938.759060, b = 152.525964\n", - "epoch 2291: loss = 1719763.461442, a = 938.778377, b = 152.525951\n", - "epoch 2292: loss = 1719763.046634, a = 938.797656, b = 152.525939\n", - "epoch 2293: loss = 1719762.633396, a = 938.816897, b = 152.525927\n", - "epoch 2294: loss = 1719762.221723, a = 938.836099, b = 152.525915\n", - "epoch 2295: loss = 1719761.811609, a = 938.855262, b = 152.525902\n", - "epoch 2296: loss = 1719761.403047, a = 938.874387, b = 152.525890\n", - "epoch 2297: loss = 1719760.996032, a = 938.893474, b = 152.525878\n", - "epoch 2298: loss = 1719760.590557, a = 938.912523, b = 152.525866\n", - "epoch 2299: loss = 1719760.186616, a = 938.931534, b = 152.525854\n", - "epoch 2300: loss = 1719759.784204, a = 938.950507, b = 152.525842\n", - "epoch 2301: loss = 1719759.383315, a = 938.969442, b = 152.525829\n", - "epoch 2302: loss = 1719758.983942, a = 938.988339, b = 152.525817\n", - "epoch 2303: loss = 1719758.586080, a = 939.007198, b = 152.525805\n", - "epoch 2304: loss = 1719758.189723, a = 939.026019, b = 152.525793\n", - "epoch 2305: loss = 1719757.794866, a = 939.044803, b = 152.525781\n", - "epoch 2306: loss = 1719757.401501, a = 939.063549, b = 152.525769\n", - "epoch 2307: loss = 1719757.009624, a = 939.082258, b = 152.525757\n", - "epoch 2308: loss = 1719756.619228, a = 939.100929, b = 152.525745\n", - "epoch 2309: loss = 1719756.230309, a = 939.119563, b = 152.525734\n", - "epoch 2310: loss = 1719755.842860, a = 939.138160, b = 152.525722\n", - "epoch 2311: loss = 1719755.456875, a = 939.156719, b = 152.525710\n", - "epoch 2312: loss = 1719755.072349, a = 939.175242, b = 152.525698\n", - "epoch 2313: loss = 1719754.689276, a = 939.193727, b = 152.525686\n", - "epoch 2314: loss = 1719754.307651, a = 939.212176, b = 152.525674\n", - "epoch 2315: loss = 1719753.927467, a = 939.230587, b = 152.525663\n", - "epoch 2316: loss = 1719753.548720, a = 939.248962, b = 152.525651\n", - "epoch 2317: loss = 1719753.171404, a = 939.267300, b = 152.525639\n", - "epoch 2318: loss = 1719752.795512, a = 939.285601, b = 152.525627\n", - "epoch 2319: loss = 1719752.421041, a = 939.303866, b = 152.525616\n", - "epoch 2320: loss = 1719752.047983, a = 939.322094, b = 152.525604\n", - "epoch 2321: loss = 1719751.676335, a = 939.340286, b = 152.525593\n", - "epoch 2322: loss = 1719751.306089, a = 939.358441, b = 152.525581\n", - "epoch 2323: loss = 1719750.937241, a = 939.376560, b = 152.525569\n", - "epoch 2324: loss = 1719750.569786, a = 939.394643, b = 152.525558\n", - "epoch 2325: loss = 1719750.203717, a = 939.412690, b = 152.525546\n", - "epoch 2326: loss = 1719749.839030, a = 939.430701, b = 152.525535\n", - "epoch 2327: loss = 1719749.475719, a = 939.448675, b = 152.525523\n", - "epoch 2328: loss = 1719749.113779, a = 939.466614, b = 152.525512\n", - "epoch 2329: loss = 1719748.753205, a = 939.484516, b = 152.525500\n", - "epoch 2330: loss = 1719748.393990, a = 939.502383, b = 152.525489\n", - "epoch 2331: loss = 1719748.036131, a = 939.520215, b = 152.525478\n", - "epoch 2332: loss = 1719747.679621, a = 939.538010, b = 152.525466\n", - "epoch 2333: loss = 1719747.324456, a = 939.555770, b = 152.525455\n", - "epoch 2334: loss = 1719746.970631, a = 939.573495, b = 152.525444\n", - "epoch 2335: loss = 1719746.618139, a = 939.591184, b = 152.525432\n", - "epoch 2336: loss = 1719746.266976, a = 939.608837, b = 152.525421\n", - "epoch 2337: loss = 1719745.917137, a = 939.626456, b = 152.525410\n", - "epoch 2338: loss = 1719745.568616, a = 939.644039, b = 152.525399\n", - "epoch 2339: loss = 1719745.221409, a = 939.661587, b = 152.525387\n", - "epoch 2340: loss = 1719744.875511, a = 939.679100, b = 152.525376\n", - "epoch 2341: loss = 1719744.530916, a = 939.696577, b = 152.525365\n", - "epoch 2342: loss = 1719744.187619, a = 939.714020, b = 152.525354\n", - "epoch 2343: loss = 1719743.845615, a = 939.731428, b = 152.525343\n", - "epoch 2344: loss = 1719743.504900, a = 939.748802, b = 152.525332\n", - "epoch 2345: loss = 1719743.165468, a = 939.766140, b = 152.525321\n", - "epoch 2346: loss = 1719742.827314, a = 939.783444, b = 152.525310\n", - "epoch 2347: loss = 1719742.490434, a = 939.800713, b = 152.525298\n", - "epoch 2348: loss = 1719742.154822, a = 939.817948, b = 152.525287\n", - "epoch 2349: loss = 1719741.820473, a = 939.835148, b = 152.525276\n", - "epoch 2350: loss = 1719741.487384, a = 939.852314, b = 152.525266\n", - "epoch 2351: loss = 1719741.155548, a = 939.869445, b = 152.525255\n", - "epoch 2352: loss = 1719740.824960, a = 939.886542, b = 152.525244\n", - "epoch 2353: loss = 1719740.495617, a = 939.903605, b = 152.525233\n", - "epoch 2354: loss = 1719740.167513, a = 939.920634, b = 152.525222\n", - "epoch 2355: loss = 1719739.840644, a = 939.937629, b = 152.525211\n", - "epoch 2356: loss = 1719739.515004, a = 939.954590, b = 152.525200\n", - "epoch 2357: loss = 1719739.190589, a = 939.971517, b = 152.525189\n", - "epoch 2358: loss = 1719738.867394, a = 939.988410, b = 152.525179\n", - "epoch 2359: loss = 1719738.545415, a = 940.005270, b = 152.525168\n", - "epoch 2360: loss = 1719738.224646, a = 940.022095, b = 152.525157\n", - "epoch 2361: loss = 1719737.905083, a = 940.038887, b = 152.525146\n", - "epoch 2362: loss = 1719737.586722, a = 940.055646, b = 152.525136\n", - "epoch 2363: loss = 1719737.269558, a = 940.072370, b = 152.525125\n", - "epoch 2364: loss = 1719736.953585, a = 940.089062, b = 152.525114\n", - "epoch 2365: loss = 1719736.638800, a = 940.105720, b = 152.525104\n", - "epoch 2366: loss = 1719736.325198, a = 940.122345, b = 152.525093\n", - "epoch 2367: loss = 1719736.012774, a = 940.138936, b = 152.525082\n", - "epoch 2368: loss = 1719735.701524, a = 940.155495, b = 152.525072\n", - "epoch 2369: loss = 1719735.391444, a = 940.172020, b = 152.525061\n", - "epoch 2370: loss = 1719735.082527, a = 940.188512, b = 152.525051\n", - "epoch 2371: loss = 1719734.774771, a = 940.204971, b = 152.525040\n", - "epoch 2372: loss = 1719734.468171, a = 940.221397, b = 152.525030\n", - "epoch 2373: loss = 1719734.162722, a = 940.237791, b = 152.525019\n", - "epoch 2374: loss = 1719733.858420, a = 940.254151, b = 152.525009\n", - "epoch 2375: loss = 1719733.555260, a = 940.270479, b = 152.524998\n", - "epoch 2376: loss = 1719733.253238, a = 940.286775, b = 152.524988\n", - "epoch 2377: loss = 1719732.952350, a = 940.303037, b = 152.524978\n", - "epoch 2378: loss = 1719732.652590, a = 940.319268, b = 152.524967\n", - "epoch 2379: loss = 1719732.353956, a = 940.335465, b = 152.524957\n", - "epoch 2380: loss = 1719732.056441, a = 940.351631, b = 152.524947\n", - "epoch 2381: loss = 1719731.760043, a = 940.367764, b = 152.524936\n", - "epoch 2382: loss = 1719731.464757, a = 940.383864, b = 152.524926\n", - "epoch 2383: loss = 1719731.170578, a = 940.399933, b = 152.524916\n", - "epoch 2384: loss = 1719730.877503, a = 940.415969, b = 152.524906\n", - "epoch 2385: loss = 1719730.585526, a = 940.431974, b = 152.524895\n", - "epoch 2386: loss = 1719730.294644, a = 940.447946, b = 152.524885\n", - "epoch 2387: loss = 1719730.004853, a = 940.463887, b = 152.524875\n", - "epoch 2388: loss = 1719729.716147, a = 940.479795, b = 152.524865\n", - "epoch 2389: loss = 1719729.428524, a = 940.495672, b = 152.524855\n", - "epoch 2390: loss = 1719729.141979, a = 940.511517, b = 152.524844\n", - "epoch 2391: loss = 1719728.856507, a = 940.527330, b = 152.524834\n", - "epoch 2392: loss = 1719728.572105, a = 940.543112, b = 152.524824\n", - "epoch 2393: loss = 1719728.288769, a = 940.558862, b = 152.524814\n", - "epoch 2394: loss = 1719728.006493, a = 940.574580, b = 152.524804\n", - "epoch 2395: loss = 1719727.725275, a = 940.590268, b = 152.524794\n", - "epoch 2396: loss = 1719727.445110, a = 940.605923, b = 152.524784\n", - "epoch 2397: loss = 1719727.165994, a = 940.621548, b = 152.524774\n", - "epoch 2398: loss = 1719726.887924, a = 940.637141, b = 152.524764\n", - "epoch 2399: loss = 1719726.610894, a = 940.652703, b = 152.524754\n", - "epoch 2400: loss = 1719726.334901, a = 940.668234, b = 152.524744\n", - "epoch 2401: loss = 1719726.059941, a = 940.683734, b = 152.524734\n", - "epoch 2402: loss = 1719725.786010, a = 940.699203, b = 152.524725\n", - "epoch 2403: loss = 1719725.513104, a = 940.714641, b = 152.524715\n", - "epoch 2404: loss = 1719725.241219, a = 940.730048, b = 152.524705\n", - "epoch 2405: loss = 1719724.970351, a = 940.745424, b = 152.524695\n", - "epoch 2406: loss = 1719724.700496, a = 940.760770, b = 152.524685\n", - "epoch 2407: loss = 1719724.431651, a = 940.776085, b = 152.524676\n", - "epoch 2408: loss = 1719724.163811, a = 940.791369, b = 152.524666\n", - "epoch 2409: loss = 1719723.896972, a = 940.806623, b = 152.524656\n", - "epoch 2410: loss = 1719723.631131, a = 940.821846, b = 152.524646\n", - "epoch 2411: loss = 1719723.366284, a = 940.837039, b = 152.524637\n", - "epoch 2412: loss = 1719723.102427, a = 940.852201, b = 152.524627\n", - "epoch 2413: loss = 1719722.839556, a = 940.867333, b = 152.524617\n", - "epoch 2414: loss = 1719722.577667, a = 940.882435, b = 152.524608\n", - "epoch 2415: loss = 1719722.316757, a = 940.897506, b = 152.524598\n", - "epoch 2416: loss = 1719722.056821, a = 940.912548, b = 152.524588\n", - "epoch 2417: loss = 1719721.797857, a = 940.927559, b = 152.524579\n", - "epoch 2418: loss = 1719721.539859, a = 940.942541, b = 152.524569\n", - "epoch 2419: loss = 1719721.282826, a = 940.957492, b = 152.524560\n", - "epoch 2420: loss = 1719721.026752, a = 940.972414, b = 152.524550\n", - "epoch 2421: loss = 1719720.771634, a = 940.987305, b = 152.524541\n", - "epoch 2422: loss = 1719720.517469, a = 941.002167, b = 152.524531\n", - "epoch 2423: loss = 1719720.264252, a = 941.016999, b = 152.524522\n", - "epoch 2424: loss = 1719720.011980, a = 941.031802, b = 152.524512\n", - "epoch 2425: loss = 1719719.760650, a = 941.046575, b = 152.524503\n", - "epoch 2426: loss = 1719719.510258, a = 941.061318, b = 152.524493\n", - "epoch 2427: loss = 1719719.260800, a = 941.076032, b = 152.524484\n", - "epoch 2428: loss = 1719719.012273, a = 941.090716, b = 152.524475\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch 2429: loss = 1719718.764672, a = 941.105371, b = 152.524465\n", - "epoch 2430: loss = 1719718.517995, a = 941.119997, b = 152.524456\n", - "epoch 2431: loss = 1719718.272238, a = 941.134594, b = 152.524447\n", - "epoch 2432: loss = 1719718.027398, a = 941.149161, b = 152.524437\n", - "epoch 2433: loss = 1719717.783470, a = 941.163699, b = 152.524428\n", - "epoch 2434: loss = 1719717.540451, a = 941.178208, b = 152.524419\n", - "epoch 2435: loss = 1719717.298338, a = 941.192688, b = 152.524409\n", - "epoch 2436: loss = 1719717.057128, a = 941.207140, b = 152.524400\n", - "epoch 2437: loss = 1719716.816816, a = 941.221562, b = 152.524391\n", - "epoch 2438: loss = 1719716.577400, a = 941.235955, b = 152.524382\n", - "epoch 2439: loss = 1719716.338876, a = 941.250320, b = 152.524373\n", - "epoch 2440: loss = 1719716.101240, a = 941.264656, b = 152.524363\n", - "epoch 2441: loss = 1719715.864489, a = 941.278963, b = 152.524354\n", - "epoch 2442: loss = 1719715.628620, a = 941.293242, b = 152.524345\n", - "epoch 2443: loss = 1719715.393629, a = 941.307492, b = 152.524336\n", - "epoch 2444: loss = 1719715.159513, a = 941.321714, b = 152.524327\n", - "epoch 2445: loss = 1719714.926269, a = 941.335907, b = 152.524318\n", - "epoch 2446: loss = 1719714.693893, a = 941.350072, b = 152.524309\n", - "epoch 2447: loss = 1719714.462381, a = 941.364208, b = 152.524300\n", - "epoch 2448: loss = 1719714.231731, a = 941.378316, b = 152.524291\n", - "epoch 2449: loss = 1719714.001940, a = 941.392396, b = 152.524282\n", - "epoch 2450: loss = 1719713.773003, a = 941.406448, b = 152.524273\n", - "epoch 2451: loss = 1719713.544917, a = 941.420472, b = 152.524264\n", - "epoch 2452: loss = 1719713.317680, a = 941.434467, b = 152.524255\n", - "epoch 2453: loss = 1719713.091289, a = 941.448435, b = 152.524246\n", - "epoch 2454: loss = 1719712.865738, a = 941.462375, b = 152.524237\n", - "epoch 2455: loss = 1719712.641027, a = 941.476287, b = 152.524228\n", - "epoch 2456: loss = 1719712.417151, a = 941.490171, b = 152.524219\n", - "epoch 2457: loss = 1719712.194107, a = 941.504027, b = 152.524211\n", - "epoch 2458: loss = 1719711.971892, a = 941.517856, b = 152.524202\n", - "epoch 2459: loss = 1719711.750502, a = 941.531657, b = 152.524193\n", - "epoch 2460: loss = 1719711.529935, a = 941.545430, b = 152.524184\n", - "epoch 2461: loss = 1719711.310188, a = 941.559176, b = 152.524175\n", - "epoch 2462: loss = 1719711.091257, a = 941.572894, b = 152.524167\n", - "epoch 2463: loss = 1719710.873139, a = 941.586585, b = 152.524158\n", - "epoch 2464: loss = 1719710.655831, a = 941.600249, b = 152.524149\n", - "epoch 2465: loss = 1719710.439329, a = 941.613885, b = 152.524140\n", - "epoch 2466: loss = 1719710.223632, a = 941.627494, b = 152.524132\n", - "epoch 2467: loss = 1719710.008735, a = 941.641075, b = 152.524123\n", - "epoch 2468: loss = 1719709.794636, a = 941.654630, b = 152.524114\n", - "epoch 2469: loss = 1719709.581332, a = 941.668157, b = 152.524106\n", - "epoch 2470: loss = 1719709.368819, a = 941.681658, b = 152.524097\n", - "epoch 2471: loss = 1719709.157094, a = 941.695131, b = 152.524089\n", - "epoch 2472: loss = 1719708.946155, a = 941.708578, b = 152.524080\n", - "epoch 2473: loss = 1719708.735998, a = 941.721997, b = 152.524071\n", - "epoch 2474: loss = 1719708.526620, a = 941.735390, b = 152.524063\n", - "epoch 2475: loss = 1719708.318019, a = 941.748756, b = 152.524054\n", - "epoch 2476: loss = 1719708.110192, a = 941.762095, b = 152.524046\n", - "epoch 2477: loss = 1719707.903135, a = 941.775408, b = 152.524037\n", - "epoch 2478: loss = 1719707.696845, a = 941.788694, b = 152.524029\n", - "epoch 2479: loss = 1719707.491320, a = 941.801953, b = 152.524020\n", - "epoch 2480: loss = 1719707.286557, a = 941.815186, b = 152.524012\n", - "epoch 2481: loss = 1719707.082552, a = 941.828392, b = 152.524003\n", - "epoch 2482: loss = 1719706.879303, a = 941.841572, b = 152.523995\n", - "epoch 2483: loss = 1719706.676807, a = 941.854726, b = 152.523987\n", - "epoch 2484: loss = 1719706.475060, a = 941.867853, b = 152.523978\n", - "epoch 2485: loss = 1719706.274061, a = 941.880954, b = 152.523970\n", - "epoch 2486: loss = 1719706.073807, a = 941.894029, b = 152.523961\n", - "epoch 2487: loss = 1719705.874293, a = 941.907078, b = 152.523953\n", - "epoch 2488: loss = 1719705.675518, a = 941.920100, b = 152.523945\n", - "epoch 2489: loss = 1719705.477479, a = 941.933097, b = 152.523937\n", - "epoch 2490: loss = 1719705.280173, a = 941.946068, b = 152.523928\n", - "epoch 2491: loss = 1719705.083597, a = 941.959012, b = 152.523920\n", - "epoch 2492: loss = 1719704.887748, a = 941.971931, b = 152.523912\n", - "epoch 2493: loss = 1719704.692623, a = 941.984824, b = 152.523903\n", - "epoch 2494: loss = 1719704.498220, a = 941.997691, b = 152.523895\n", - "epoch 2495: loss = 1719704.304537, a = 942.010533, b = 152.523887\n", - "epoch 2496: loss = 1719704.111569, a = 942.023348, b = 152.523879\n", - "epoch 2497: loss = 1719703.919315, a = 942.036138, b = 152.523871\n", - "epoch 2498: loss = 1719703.727771, a = 942.048903, b = 152.523863\n", - "epoch 2499: loss = 1719703.536936, a = 942.061642, b = 152.523854\n", - "epoch 2500: loss = 1719703.346805, a = 942.074356, b = 152.523846\n", - "epoch 2501: loss = 1719703.157378, a = 942.087044, b = 152.523838\n", - "epoch 2502: loss = 1719702.968650, a = 942.099706, b = 152.523830\n", - "epoch 2503: loss = 1719702.780619, a = 942.112344, b = 152.523822\n", - "epoch 2504: loss = 1719702.593283, a = 942.124956, b = 152.523814\n", - "epoch 2505: loss = 1719702.406639, a = 942.137543, b = 152.523806\n", - "epoch 2506: loss = 1719702.220684, a = 942.150105, b = 152.523798\n", - "epoch 2507: loss = 1719702.035415, a = 942.162641, b = 152.523790\n", - "epoch 2508: loss = 1719701.850830, a = 942.175153, b = 152.523782\n", - "epoch 2509: loss = 1719701.666927, a = 942.187640, b = 152.523774\n", - "epoch 2510: loss = 1719701.483702, a = 942.200101, b = 152.523766\n", - "epoch 2511: loss = 1719701.301154, a = 942.212538, b = 152.523758\n", - "epoch 2512: loss = 1719701.119279, a = 942.224950, b = 152.523750\n", - "epoch 2513: loss = 1719700.938075, a = 942.237337, b = 152.523742\n", - "epoch 2514: loss = 1719700.757539, a = 942.249699, b = 152.523734\n", - "epoch 2515: loss = 1719700.577669, a = 942.262036, b = 152.523726\n", - "epoch 2516: loss = 1719700.398462, a = 942.274349, b = 152.523719\n", - "epoch 2517: loss = 1719700.219916, a = 942.286637, b = 152.523711\n", - "epoch 2518: loss = 1719700.042028, a = 942.298901, b = 152.523703\n", - "epoch 2519: loss = 1719699.864796, a = 942.311140, b = 152.523695\n", - "epoch 2520: loss = 1719699.688217, a = 942.323355, b = 152.523687\n", - "epoch 2521: loss = 1719699.512289, a = 942.335545, b = 152.523679\n", - "epoch 2522: loss = 1719699.337009, a = 942.347711, b = 152.523672\n", - "epoch 2523: loss = 1719699.162374, a = 942.359852, b = 152.523664\n", - "epoch 2524: loss = 1719698.988383, a = 942.371970, b = 152.523656\n", - "epoch 2525: loss = 1719698.815032, a = 942.384063, b = 152.523649\n", - "epoch 2526: loss = 1719698.642320, a = 942.396132, b = 152.523641\n", - "epoch 2527: loss = 1719698.470244, a = 942.408176, b = 152.523633\n", - "epoch 2528: loss = 1719698.298801, a = 942.420197, b = 152.523625\n", - "epoch 2529: loss = 1719698.127989, a = 942.432193, b = 152.523618\n", - "epoch 2530: loss = 1719697.957806, a = 942.444166, b = 152.523610\n", - "epoch 2531: loss = 1719697.788248, a = 942.456115, b = 152.523602\n", - "epoch 2532: loss = 1719697.619315, a = 942.468039, b = 152.523595\n", - "epoch 2533: loss = 1719697.451003, a = 942.479940, b = 152.523587\n", - "epoch 2534: loss = 1719697.283310, a = 942.491817, b = 152.523580\n", - "epoch 2535: loss = 1719697.116234, a = 942.503671, b = 152.523572\n", - "epoch 2536: loss = 1719696.949772, a = 942.515500, b = 152.523565\n", - "epoch 2537: loss = 1719696.783922, a = 942.527306, b = 152.523557\n", - "epoch 2538: loss = 1719696.618682, a = 942.539089, b = 152.523549\n", - "epoch 2539: loss = 1719696.454049, a = 942.550847, b = 152.523542\n", - "epoch 2540: loss = 1719696.290020, a = 942.562583, b = 152.523534\n", - "epoch 2541: loss = 1719696.126595, a = 942.574295, b = 152.523527\n", - "epoch 2542: loss = 1719695.963770, a = 942.585983, b = 152.523520\n", - "epoch 2543: loss = 1719695.801543, a = 942.597648, b = 152.523512\n", - "epoch 2544: loss = 1719695.639912, a = 942.609290, b = 152.523505\n", - "epoch 2545: loss = 1719695.478874, a = 942.620908, b = 152.523497\n", - "epoch 2546: loss = 1719695.318427, a = 942.632503, b = 152.523490\n", - "epoch 2547: loss = 1719695.158570, a = 942.644075, b = 152.523482\n", - "epoch 2548: loss = 1719694.999299, a = 942.655624, b = 152.523475\n", - "epoch 2549: loss = 1719694.840613, a = 942.667150, b = 152.523468\n", - "epoch 2550: loss = 1719694.682509, a = 942.678653, b = 152.523460\n", - "epoch 2551: loss = 1719694.524985, a = 942.690133, b = 152.523453\n", - "epoch 2552: loss = 1719694.368039, a = 942.701589, b = 152.523446\n", - "epoch 2553: loss = 1719694.211668, a = 942.713023, b = 152.523438\n", - "epoch 2554: loss = 1719694.055871, a = 942.724434, b = 152.523431\n", - "epoch 2555: loss = 1719693.900645, a = 942.735822, b = 152.523424\n", - "epoch 2556: loss = 1719693.745988, a = 942.747188, b = 152.523417\n", - "epoch 2557: loss = 1719693.591898, a = 942.758531, b = 152.523409\n", - "epoch 2558: loss = 1719693.438373, a = 942.769851, b = 152.523402\n", - "epoch 2559: loss = 1719693.285410, a = 942.781148, b = 152.523395\n", - "epoch 2560: loss = 1719693.133008, a = 942.792423, b = 152.523388\n", - "epoch 2561: loss = 1719692.981164, a = 942.803675, b = 152.523380\n", - "epoch 2562: loss = 1719692.829876, a = 942.814905, b = 152.523373\n", - "epoch 2563: loss = 1719692.679142, a = 942.826112, b = 152.523366\n", - "epoch 2564: loss = 1719692.528960, a = 942.837297, b = 152.523359\n", - "epoch 2565: loss = 1719692.379328, a = 942.848459, b = 152.523352\n", - "epoch 2566: loss = 1719692.230244, a = 942.859600, b = 152.523345\n", - "epoch 2567: loss = 1719692.081705, a = 942.870717, b = 152.523338\n", - "epoch 2568: loss = 1719691.933710, a = 942.881813, b = 152.523331\n", - "epoch 2569: loss = 1719691.786256, a = 942.892887, b = 152.523324\n", - "epoch 2570: loss = 1719691.639342, a = 942.903938, b = 152.523316\n", - "epoch 2571: loss = 1719691.492965, a = 942.914967, b = 152.523309\n", - "epoch 2572: loss = 1719691.347123, a = 942.925974, b = 152.523302\n", - "epoch 2573: loss = 1719691.201815, a = 942.936960, b = 152.523295\n", - "epoch 2574: loss = 1719691.057038, a = 942.947923, b = 152.523288\n", - "epoch 2575: loss = 1719690.912790, a = 942.958864, b = 152.523281\n", - "epoch 2576: loss = 1719690.769069, a = 942.969783, b = 152.523274\n", - "epoch 2577: loss = 1719690.625873, a = 942.980681, b = 152.523267\n", - "epoch 2578: loss = 1719690.483201, a = 942.991557, b = 152.523260\n", - "epoch 2579: loss = 1719690.341050, a = 943.002411, b = 152.523254\n", - "epoch 2580: loss = 1719690.199418, a = 943.013243, b = 152.523247\n", - "epoch 2581: loss = 1719690.058303, a = 943.024054, b = 152.523240\n", - "epoch 2582: loss = 1719689.917704, a = 943.034843, b = 152.523233\n", - "epoch 2583: loss = 1719689.777618, a = 943.045610, b = 152.523226\n", - "epoch 2584: loss = 1719689.638043, a = 943.056356, b = 152.523219\n", - "epoch 2585: loss = 1719689.498977, a = 943.067081, b = 152.523212\n", - "epoch 2586: loss = 1719689.360419, a = 943.077784, b = 152.523205\n", - "epoch 2587: loss = 1719689.222367, a = 943.088465, b = 152.523199\n", - "epoch 2588: loss = 1719689.084818, a = 943.099126, b = 152.523192\n", - "epoch 2589: loss = 1719688.947771, a = 943.109765, b = 152.523185\n", - "epoch 2590: loss = 1719688.811224, a = 943.120382, b = 152.523178\n", - "epoch 2591: loss = 1719688.675174, a = 943.130979, b = 152.523171\n", - "epoch 2592: loss = 1719688.539621, a = 943.141554, b = 152.523165\n", - "epoch 2593: loss = 1719688.404562, a = 943.152108, b = 152.523158\n", - "epoch 2594: loss = 1719688.269995, a = 943.162641, b = 152.523151\n", - "epoch 2595: loss = 1719688.135918, a = 943.173153, b = 152.523145\n", - "epoch 2596: loss = 1719688.002330, a = 943.183644, b = 152.523138\n", - "epoch 2597: loss = 1719687.869228, a = 943.194114, b = 152.523131\n", - "epoch 2598: loss = 1719687.736611, a = 943.204563, b = 152.523124\n", - "epoch 2599: loss = 1719687.604477, a = 943.214991, b = 152.523118\n", - "epoch 2600: loss = 1719687.472824, a = 943.225398, b = 152.523111\n", - "epoch 2601: loss = 1719687.341651, a = 943.235784, b = 152.523105\n", - "epoch 2602: loss = 1719687.210955, a = 943.246150, b = 152.523098\n", - "epoch 2603: loss = 1719687.080734, a = 943.256495, b = 152.523091\n", - "epoch 2604: loss = 1719686.950988, a = 943.266819, b = 152.523085\n", - "epoch 2605: loss = 1719686.821713, a = 943.277123, b = 152.523078\n", - "epoch 2606: loss = 1719686.692909, a = 943.287406, b = 152.523072\n", - "epoch 2607: loss = 1719686.564573, a = 943.297668, b = 152.523065\n", - "epoch 2608: loss = 1719686.436703, a = 943.307910, b = 152.523058\n", - "epoch 2609: loss = 1719686.309299, a = 943.318132, b = 152.523052\n", - "epoch 2610: loss = 1719686.182358, a = 943.328333, b = 152.523045\n", - "epoch 2611: loss = 1719686.055878, a = 943.338513, b = 152.523039\n", - "epoch 2612: loss = 1719685.929858, a = 943.348673, b = 152.523032\n", - "epoch 2613: loss = 1719685.804295, a = 943.358813, b = 152.523026\n", - "epoch 2614: loss = 1719685.679189, a = 943.368933, b = 152.523019\n", - "epoch 2615: loss = 1719685.554537, a = 943.379032, b = 152.523013\n", - "epoch 2616: loss = 1719685.430338, a = 943.389112, b = 152.523007\n", - "epoch 2617: loss = 1719685.306590, a = 943.399171, b = 152.523000\n", - "epoch 2618: loss = 1719685.183291, a = 943.409210, b = 152.522994\n", - "epoch 2619: loss = 1719685.060440, a = 943.419228, b = 152.522987\n", - "epoch 2620: loss = 1719684.938034, a = 943.429227, b = 152.522981\n", - "epoch 2621: loss = 1719684.816073, a = 943.439206, b = 152.522975\n", - "epoch 2622: loss = 1719684.694554, a = 943.449165, b = 152.522968\n", - "epoch 2623: loss = 1719684.573476, a = 943.459104, b = 152.522962\n", - "epoch 2624: loss = 1719684.452837, a = 943.469023, b = 152.522956\n", - "epoch 2625: loss = 1719684.332636, a = 943.478922, b = 152.522949\n", - "epoch 2626: loss = 1719684.212870, a = 943.488802, b = 152.522943\n", - "epoch 2627: loss = 1719684.093539, a = 943.498662, b = 152.522937\n", - "epoch 2628: loss = 1719683.974640, a = 943.508502, b = 152.522930\n", - "epoch 2629: loss = 1719683.856171, a = 943.518322, b = 152.522924\n", - "epoch 2630: loss = 1719683.738133, a = 943.528123, b = 152.522918\n", - "epoch 2631: loss = 1719683.620521, a = 943.537904, b = 152.522912\n", - "epoch 2632: loss = 1719683.503336, a = 943.547665, b = 152.522905\n", - "epoch 2633: loss = 1719683.386575, a = 943.557407, b = 152.522899\n", - "epoch 2634: loss = 1719683.270237, a = 943.567130, b = 152.522893\n", - "epoch 2635: loss = 1719683.154320, a = 943.576833, b = 152.522887\n", - "epoch 2636: loss = 1719683.038822, a = 943.586516, b = 152.522880\n", - "epoch 2637: loss = 1719682.923743, a = 943.596181, b = 152.522874\n", - "epoch 2638: loss = 1719682.809080, a = 943.605826, b = 152.522868\n", - "epoch 2639: loss = 1719682.694831, a = 943.615451, b = 152.522862\n", - "epoch 2640: loss = 1719682.580996, a = 943.625058, b = 152.522856\n", - "epoch 2641: loss = 1719682.467573, a = 943.634645, b = 152.522850\n", - "epoch 2642: loss = 1719682.354560, a = 943.644213, b = 152.522844\n", - "epoch 2643: loss = 1719682.241955, a = 943.653762, b = 152.522838\n", - "epoch 2644: loss = 1719682.129757, a = 943.663292, b = 152.522831\n", - "epoch 2645: loss = 1719682.017965, a = 943.672803, b = 152.522825\n", - "epoch 2646: loss = 1719681.906577, a = 943.682294, b = 152.522819\n", - "epoch 2647: loss = 1719681.795591, a = 943.691767, b = 152.522813\n", - "epoch 2648: loss = 1719681.685006, a = 943.701221, b = 152.522807\n", - "epoch 2649: loss = 1719681.574821, a = 943.710656, b = 152.522801\n", - "epoch 2650: loss = 1719681.465033, a = 943.720072, b = 152.522795\n", - "epoch 2651: loss = 1719681.355642, a = 943.729469, b = 152.522789\n", - "epoch 2652: loss = 1719681.246645, a = 943.738848, b = 152.522783\n", - "epoch 2653: loss = 1719681.138042, a = 943.748208, b = 152.522777\n", - "epoch 2654: loss = 1719681.029831, a = 943.757548, b = 152.522771\n", - "epoch 2655: loss = 1719680.922010, a = 943.766871, b = 152.522765\n", - "epoch 2656: loss = 1719680.814578, a = 943.776174, b = 152.522759\n", - "epoch 2657: loss = 1719680.707534, a = 943.785460, b = 152.522753\n", - "epoch 2658: loss = 1719680.600876, a = 943.794726, b = 152.522748\n", - "epoch 2659: loss = 1719680.494602, a = 943.803974, b = 152.522742\n", - "epoch 2660: loss = 1719680.388711, a = 943.813203, b = 152.522736\n", - "epoch 2661: loss = 1719680.283202, a = 943.822414, b = 152.522730\n", - "epoch 2662: loss = 1719680.178073, a = 943.831607, b = 152.522724\n", - "epoch 2663: loss = 1719680.073323, a = 943.840781, b = 152.522718\n", - "epoch 2664: loss = 1719679.968950, a = 943.849937, b = 152.522712\n", - "epoch 2665: loss = 1719679.864953, a = 943.859075, b = 152.522706\n", - "epoch 2666: loss = 1719679.761330, a = 943.868194, b = 152.522701\n", - "epoch 2667: loss = 1719679.658081, a = 943.877295, b = 152.522695\n", - "epoch 2668: loss = 1719679.555203, a = 943.886378, b = 152.522689\n", - "epoch 2669: loss = 1719679.452696, a = 943.895443, b = 152.522683\n", - "epoch 2670: loss = 1719679.350557, a = 943.904489, b = 152.522677\n", - "epoch 2671: loss = 1719679.248786, a = 943.913518, b = 152.522672\n", - "epoch 2672: loss = 1719679.147381, a = 943.922528, b = 152.522666\n", - "epoch 2673: loss = 1719679.046340, a = 943.931520, b = 152.522660\n", - "epoch 2674: loss = 1719678.945663, a = 943.940495, b = 152.522654\n", - "epoch 2675: loss = 1719678.845348, a = 943.949451, b = 152.522649\n", - "epoch 2676: loss = 1719678.745393, a = 943.958390, b = 152.522643\n", - "epoch 2677: loss = 1719678.645798, a = 943.967311, b = 152.522637\n", - "epoch 2678: loss = 1719678.546560, a = 943.976213, b = 152.522632\n", - "epoch 2679: loss = 1719678.447679, a = 943.985098, b = 152.522626\n", - "epoch 2680: loss = 1719678.349153, a = 943.993966, b = 152.522620\n", - "epoch 2681: loss = 1719678.250981, a = 944.002815, b = 152.522615\n", - "epoch 2682: loss = 1719678.153162, a = 944.011647, b = 152.522609\n", - "epoch 2683: loss = 1719678.055694, a = 944.020461, b = 152.522603\n", - "epoch 2684: loss = 1719677.958575, a = 944.029258, b = 152.522598\n", - "epoch 2685: loss = 1719677.861805, a = 944.038037, b = 152.522592\n", - "epoch 2686: loss = 1719677.765383, a = 944.046798, b = 152.522587\n", - "epoch 2687: loss = 1719677.669306, a = 944.055542, b = 152.522581\n", - "epoch 2688: loss = 1719677.573574, a = 944.064269, b = 152.522575\n", - "epoch 2689: loss = 1719677.478185, a = 944.072978, b = 152.522570\n", - "epoch 2690: loss = 1719677.383138, a = 944.081669, b = 152.522564\n", - "epoch 2691: loss = 1719677.288432, a = 944.090343, b = 152.522559\n", - "epoch 2692: loss = 1719677.194065, a = 944.099000, b = 152.522553\n", - "epoch 2693: loss = 1719677.100036, a = 944.107640, b = 152.522548\n", - "epoch 2694: loss = 1719677.006344, a = 944.116262, b = 152.522542\n", - "epoch 2695: loss = 1719676.912988, a = 944.124867, b = 152.522537\n", - "epoch 2696: loss = 1719676.819967, a = 944.133455, b = 152.522531\n", - "epoch 2697: loss = 1719676.727278, a = 944.142025, b = 152.522526\n", - "epoch 2698: loss = 1719676.634921, a = 944.150579, b = 152.522520\n", - "epoch 2699: loss = 1719676.542895, a = 944.159115, b = 152.522515\n", - "epoch 2700: loss = 1719676.451198, a = 944.167634, b = 152.522509\n", - "epoch 2701: loss = 1719676.359830, a = 944.176137, b = 152.522504\n", - "epoch 2702: loss = 1719676.268788, a = 944.184622, b = 152.522498\n", - "epoch 2703: loss = 1719676.178072, a = 944.193090, b = 152.522493\n", - "epoch 2704: loss = 1719676.087680, a = 944.201542, b = 152.522488\n", - "epoch 2705: loss = 1719675.997611, a = 944.209976, b = 152.522482\n", - "epoch 2706: loss = 1719675.907865, a = 944.218394, b = 152.522477\n", - "epoch 2707: loss = 1719675.818439, a = 944.226794, b = 152.522472\n", - "epoch 2708: loss = 1719675.729333, a = 944.235178, b = 152.522466\n", - "epoch 2709: loss = 1719675.640545, a = 944.243546, b = 152.522461\n", - "epoch 2710: loss = 1719675.552074, a = 944.251896, b = 152.522456\n", - "epoch 2711: loss = 1719675.463919, a = 944.260230, b = 152.522450\n", - "epoch 2712: loss = 1719675.376079, a = 944.268547, b = 152.522445\n", - "epoch 2713: loss = 1719675.288553, a = 944.276847, b = 152.522440\n", - "epoch 2714: loss = 1719675.201339, a = 944.285131, b = 152.522434\n", - "epoch 2715: loss = 1719675.114437, a = 944.293399, b = 152.522429\n", - "epoch 2716: loss = 1719675.027844, a = 944.301649, b = 152.522424\n", - "epoch 2717: loss = 1719674.941560, a = 944.309884, b = 152.522418\n", - "epoch 2718: loss = 1719674.855585, a = 944.318101, b = 152.522413\n", - "epoch 2719: loss = 1719674.769915, a = 944.326303, b = 152.522408\n", - "epoch 2720: loss = 1719674.684551, a = 944.334488, b = 152.522403\n", - "epoch 2721: loss = 1719674.599492, a = 944.342656, b = 152.522398\n", - "epoch 2722: loss = 1719674.514736, a = 944.350809, b = 152.522392\n", - "epoch 2723: loss = 1719674.430281, a = 944.358945, b = 152.522387\n", - "epoch 2724: loss = 1719674.346128, a = 944.367064, b = 152.522382\n", - "epoch 2725: loss = 1719674.262274, a = 944.375168, b = 152.522377\n", - "epoch 2726: loss = 1719674.178719, a = 944.383255, b = 152.522372\n", - "epoch 2727: loss = 1719674.095462, a = 944.391326, b = 152.522366\n", - "epoch 2728: loss = 1719674.012501, a = 944.399381, b = 152.522361\n", - "epoch 2729: loss = 1719673.929835, a = 944.407420, b = 152.522356\n", - "epoch 2730: loss = 1719673.847464, a = 944.415443, b = 152.522351\n", - "epoch 2731: loss = 1719673.765385, a = 944.423450, b = 152.522346\n", - "epoch 2732: loss = 1719673.683599, a = 944.431440, b = 152.522341\n", - "epoch 2733: loss = 1719673.602103, a = 944.439415, b = 152.522336\n", - "epoch 2734: loss = 1719673.520897, a = 944.447374, b = 152.522331\n", - "epoch 2735: loss = 1719673.439980, a = 944.455317, b = 152.522326\n", - "epoch 2736: loss = 1719673.359351, a = 944.463244, b = 152.522321\n", - "epoch 2737: loss = 1719673.279008, a = 944.471155, b = 152.522315\n", - "epoch 2738: loss = 1719673.198950, a = 944.479050, b = 152.522310\n", - "epoch 2739: loss = 1719673.119177, a = 944.486930, b = 152.522305\n", - "epoch 2740: loss = 1719673.039688, a = 944.494793, b = 152.522300\n", - "epoch 2741: loss = 1719672.960480, a = 944.502642, b = 152.522295\n", - "epoch 2742: loss = 1719672.881554, a = 944.510474, b = 152.522290\n", - "epoch 2743: loss = 1719672.802908, a = 944.518291, b = 152.522285\n", - "epoch 2744: loss = 1719672.724541, a = 944.526092, b = 152.522280\n", - "epoch 2745: loss = 1719672.646452, a = 944.533877, b = 152.522275\n", - "epoch 2746: loss = 1719672.568640, a = 944.541647, b = 152.522270\n", - "epoch 2747: loss = 1719672.491105, a = 944.549401, b = 152.522266\n", - "epoch 2748: loss = 1719672.413844, a = 944.557140, b = 152.522261\n", - "epoch 2749: loss = 1719672.336857, a = 944.564864, b = 152.522256\n", - "epoch 2750: loss = 1719672.260143, a = 944.572572, b = 152.522251\n", - "epoch 2751: loss = 1719672.183701, a = 944.580264, b = 152.522246\n", - "epoch 2752: loss = 1719672.107530, a = 944.587941, b = 152.522241\n", - "epoch 2753: loss = 1719672.031629, a = 944.595603, b = 152.522236\n", - "epoch 2754: loss = 1719671.955996, a = 944.603250, b = 152.522231\n", - "epoch 2755: loss = 1719671.880631, a = 944.610881, b = 152.522226\n", - "epoch 2756: loss = 1719671.805534, a = 944.618497, b = 152.522221\n", - "epoch 2757: loss = 1719671.730702, a = 944.626097, b = 152.522217\n", - "epoch 2758: loss = 1719671.656135, a = 944.633683, b = 152.522212\n", - "epoch 2759: loss = 1719671.581832, a = 944.641253, b = 152.522207\n", - "epoch 2760: loss = 1719671.507791, a = 944.648808, b = 152.522202\n", - "epoch 2761: loss = 1719671.434013, a = 944.656348, b = 152.522197\n", - "epoch 2762: loss = 1719671.360495, a = 944.663873, b = 152.522192\n", - "epoch 2763: loss = 1719671.287238, a = 944.671383, b = 152.522188\n", - "epoch 2764: loss = 1719671.214239, a = 944.678878, b = 152.522183\n", - "epoch 2765: loss = 1719671.141498, a = 944.686358, b = 152.522178\n", - "epoch 2766: loss = 1719671.069015, a = 944.693823, b = 152.522173\n", - "epoch 2767: loss = 1719670.996787, a = 944.701273, b = 152.522169\n", - "epoch 2768: loss = 1719670.924815, a = 944.708708, b = 152.522164\n", - "epoch 2769: loss = 1719670.853097, a = 944.716129, b = 152.522159\n", - "epoch 2770: loss = 1719670.781632, a = 944.723534, b = 152.522154\n", - "epoch 2771: loss = 1719670.710419, a = 944.730925, b = 152.522150\n", - "epoch 2772: loss = 1719670.639458, a = 944.738301, b = 152.522145\n", - "epoch 2773: loss = 1719670.568747, a = 944.745662, b = 152.522140\n", - "epoch 2774: loss = 1719670.498286, a = 944.753008, b = 152.522135\n", - "epoch 2775: loss = 1719670.428073, a = 944.760340, b = 152.522131\n", - "epoch 2776: loss = 1719670.358107, a = 944.767657, b = 152.522126\n", - "epoch 2777: loss = 1719670.288389, a = 944.774959, b = 152.522121\n", - "epoch 2778: loss = 1719670.218916, a = 944.782247, b = 152.522117\n", - "epoch 2779: loss = 1719670.149688, a = 944.789521, b = 152.522112\n", - "epoch 2780: loss = 1719670.080704, a = 944.796779, b = 152.522108\n", - "epoch 2781: loss = 1719670.011963, a = 944.804023, b = 152.522103\n", - "epoch 2782: loss = 1719669.943464, a = 944.811253, b = 152.522098\n", - "epoch 2783: loss = 1719669.875206, a = 944.818468, b = 152.522094\n", - "epoch 2784: loss = 1719669.807189, a = 944.825669, b = 152.522089\n", - "epoch 2785: loss = 1719669.739411, a = 944.832856, b = 152.522084\n", - "epoch 2786: loss = 1719669.671871, a = 944.840028, b = 152.522080\n", - "epoch 2787: loss = 1719669.604569, a = 944.847185, b = 152.522075\n", - "epoch 2788: loss = 1719669.537504, a = 944.854329, b = 152.522071\n", - "epoch 2789: loss = 1719669.470675, a = 944.861458, b = 152.522066\n", - "epoch 2790: loss = 1719669.404081, a = 944.868573, b = 152.522062\n", - "epoch 2791: loss = 1719669.337721, a = 944.875673, b = 152.522057\n", - "epoch 2792: loss = 1719669.271594, a = 944.882760, b = 152.522053\n", - "epoch 2793: loss = 1719669.205700, a = 944.889832, b = 152.522048\n", - "epoch 2794: loss = 1719669.140037, a = 944.896890, b = 152.522044\n", - "epoch 2795: loss = 1719669.074604, a = 944.903934, b = 152.522039\n", - "epoch 2796: loss = 1719669.009402, a = 944.910964, b = 152.522035\n", - "epoch 2797: loss = 1719668.944428, a = 944.917980, b = 152.522030\n", - "epoch 2798: loss = 1719668.879683, a = 944.924982, b = 152.522026\n", - "epoch 2799: loss = 1719668.815165, a = 944.931970, b = 152.522021\n", - "epoch 2800: loss = 1719668.750873, a = 944.938943, b = 152.522017\n", - "epoch 2801: loss = 1719668.686807, a = 944.945903, b = 152.522012\n", - "epoch 2802: loss = 1719668.622965, a = 944.952849, b = 152.522008\n", - "epoch 2803: loss = 1719668.559348, a = 944.959781, b = 152.522003\n", - "epoch 2804: loss = 1719668.495953, a = 944.966700, b = 152.521999\n", - "epoch 2805: loss = 1719668.432781, a = 944.973604, b = 152.521995\n", - "epoch 2806: loss = 1719668.369830, a = 944.980495, b = 152.521990\n", - "epoch 2807: loss = 1719668.307100, a = 944.987371, b = 152.521986\n", - "epoch 2808: loss = 1719668.244589, a = 944.994234, b = 152.521981\n", - "epoch 2809: loss = 1719668.182297, a = 945.001084, b = 152.521977\n", - "epoch 2810: loss = 1719668.120224, a = 945.007919, b = 152.521973\n", - "epoch 2811: loss = 1719668.058368, a = 945.014741, b = 152.521968\n", - "epoch 2812: loss = 1719667.996728, a = 945.021550, b = 152.521964\n", - "epoch 2813: loss = 1719667.935304, a = 945.028344, b = 152.521960\n", - "epoch 2814: loss = 1719667.874095, a = 945.035126, b = 152.521955\n", - "epoch 2815: loss = 1719667.813100, a = 945.041893, b = 152.521951\n", - "epoch 2816: loss = 1719667.752318, a = 945.048647, b = 152.521947\n", - "epoch 2817: loss = 1719667.691749, a = 945.055388, b = 152.521942\n", - "epoch 2818: loss = 1719667.631391, a = 945.062115, b = 152.521938\n", - "epoch 2819: loss = 1719667.571245, a = 945.068828, b = 152.521934\n", - "epoch 2820: loss = 1719667.511309, a = 945.075529, b = 152.521929\n", - "epoch 2821: loss = 1719667.451582, a = 945.082215, b = 152.521925\n", - "epoch 2822: loss = 1719667.392063, a = 945.088889, b = 152.521921\n", - "epoch 2823: loss = 1719667.332753, a = 945.095549, b = 152.521917\n", - "epoch 2824: loss = 1719667.273649, a = 945.102196, b = 152.521912\n", - "epoch 2825: loss = 1719667.214752, a = 945.108829, b = 152.521908\n", - "epoch 2826: loss = 1719667.156061, a = 945.115449, b = 152.521904\n", - "epoch 2827: loss = 1719667.097574, a = 945.122056, b = 152.521900\n", - "epoch 2828: loss = 1719667.039291, a = 945.128650, b = 152.521896\n", - "epoch 2829: loss = 1719666.981211, a = 945.135230, b = 152.521891\n", - "epoch 2830: loss = 1719666.923334, a = 945.141798, b = 152.521887\n", - "epoch 2831: loss = 1719666.865659, a = 945.148352, b = 152.521883\n", - "epoch 2832: loss = 1719666.808185, a = 945.154893, b = 152.521879\n", - "epoch 2833: loss = 1719666.750911, a = 945.161421, b = 152.521875\n", - "epoch 2834: loss = 1719666.693836, a = 945.167936, b = 152.521870\n", - "epoch 2835: loss = 1719666.636960, a = 945.174438, b = 152.521866\n", - "epoch 2836: loss = 1719666.580283, a = 945.180927, b = 152.521862\n", - "epoch 2837: loss = 1719666.523802, a = 945.187403, b = 152.521858\n", - "epoch 2838: loss = 1719666.467519, a = 945.193866, b = 152.521854\n", - "epoch 2839: loss = 1719666.411431, a = 945.200317, b = 152.521850\n", - "epoch 2840: loss = 1719666.355538, a = 945.206754, b = 152.521846\n", - "epoch 2841: loss = 1719666.299839, a = 945.213178, b = 152.521842\n", - "epoch 2842: loss = 1719666.244335, a = 945.219590, b = 152.521837\n", - "epoch 2843: loss = 1719666.189023, a = 945.225988, b = 152.521833\n", - "epoch 2844: loss = 1719666.133903, a = 945.232374, b = 152.521829\n", - "epoch 2845: loss = 1719666.078976, a = 945.238747, b = 152.521825\n", - "epoch 2846: loss = 1719666.024238, a = 945.245108, b = 152.521821\n", - "epoch 2847: loss = 1719665.969691, a = 945.251456, b = 152.521817\n", - "epoch 2848: loss = 1719665.915334, a = 945.257791, b = 152.521813\n", - "epoch 2849: loss = 1719665.861165, a = 945.264113, b = 152.521809\n", - "epoch 2850: loss = 1719665.807184, a = 945.270423, b = 152.521805\n", - "epoch 2851: loss = 1719665.753391, a = 945.276720, b = 152.521801\n", - "epoch 2852: loss = 1719665.699784, a = 945.283004, b = 152.521797\n", - "epoch 2853: loss = 1719665.646364, a = 945.289276, b = 152.521793\n", - "epoch 2854: loss = 1719665.593128, a = 945.295535, b = 152.521789\n", - "epoch 2855: loss = 1719665.540077, a = 945.301782, b = 152.521785\n", - "epoch 2856: loss = 1719665.487210, a = 945.308016, b = 152.521781\n", - "epoch 2857: loss = 1719665.434526, a = 945.314238, b = 152.521777\n", - "epoch 2858: loss = 1719665.382025, a = 945.320448, b = 152.521773\n", - "epoch 2859: loss = 1719665.329706, a = 945.326645, b = 152.521769\n", - "epoch 2860: loss = 1719665.277568, a = 945.332829, b = 152.521765\n", - "epoch 2861: loss = 1719665.225610, a = 945.339002, b = 152.521761\n", - "epoch 2862: loss = 1719665.173832, a = 945.345162, b = 152.521757\n", - "epoch 2863: loss = 1719665.122234, a = 945.351309, b = 152.521753\n", - "epoch 2864: loss = 1719665.070814, a = 945.357445, b = 152.521749\n", - "epoch 2865: loss = 1719665.019572, a = 945.363568, b = 152.521746\n", - "epoch 2866: loss = 1719664.968507, a = 945.369678, b = 152.521742\n", - "epoch 2867: loss = 1719664.917619, a = 945.375777, b = 152.521738\n", - "epoch 2868: loss = 1719664.866907, a = 945.381863, b = 152.521734\n", - "epoch 2869: loss = 1719664.816370, a = 945.387938, b = 152.521730\n", - "epoch 2870: loss = 1719664.766007, a = 945.394000, b = 152.521726\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch 2871: loss = 1719664.715819, a = 945.400050, b = 152.521722\n", - "epoch 2872: loss = 1719664.665804, a = 945.406087, b = 152.521718\n", - "epoch 2873: loss = 1719664.615962, a = 945.412113, b = 152.521714\n", - "epoch 2874: loss = 1719664.566291, a = 945.418127, b = 152.521711\n", - "epoch 2875: loss = 1719664.516793, a = 945.424129, b = 152.521707\n", - "epoch 2876: loss = 1719664.467465, a = 945.430118, b = 152.521703\n", - "epoch 2877: loss = 1719664.418307, a = 945.436096, b = 152.521699\n", - "epoch 2878: loss = 1719664.369319, a = 945.442062, b = 152.521695\n", - "epoch 2879: loss = 1719664.320500, a = 945.448016, b = 152.521692\n", - "epoch 2880: loss = 1719664.271849, a = 945.453958, b = 152.521688\n", - "epoch 2881: loss = 1719664.223365, a = 945.459888, b = 152.521684\n", - "epoch 2882: loss = 1719664.175049, a = 945.465806, b = 152.521680\n", - "epoch 2883: loss = 1719664.126900, a = 945.471712, b = 152.521676\n", - "epoch 2884: loss = 1719664.078916, a = 945.477607, b = 152.521673\n", - "epoch 2885: loss = 1719664.031097, a = 945.483489, b = 152.521669\n", - "epoch 2886: loss = 1719663.983443, a = 945.489360, b = 152.521665\n", - "epoch 2887: loss = 1719663.935953, a = 945.495220, b = 152.521661\n", - "epoch 2888: loss = 1719663.888627, a = 945.501067, b = 152.521658\n", - "epoch 2889: loss = 1719663.841463, a = 945.506903, b = 152.521654\n", - "epoch 2890: loss = 1719663.794462, a = 945.512727, b = 152.521650\n", - "epoch 2891: loss = 1719663.747622, a = 945.518540, b = 152.521647\n", - "epoch 2892: loss = 1719663.700944, a = 945.524341, b = 152.521643\n", - "epoch 2893: loss = 1719663.654425, a = 945.530130, b = 152.521639\n", - "epoch 2894: loss = 1719663.608067, a = 945.535908, b = 152.521635\n", - "epoch 2895: loss = 1719663.561868, a = 945.541674, b = 152.521632\n", - "epoch 2896: loss = 1719663.515827, a = 945.547429, b = 152.521628\n", - "epoch 2897: loss = 1719663.469945, a = 945.553172, b = 152.521624\n", - "epoch 2898: loss = 1719663.424220, a = 945.558903, b = 152.521621\n", - "epoch 2899: loss = 1719663.378653, a = 945.564623, b = 152.521617\n", - "epoch 2900: loss = 1719663.333241, a = 945.570332, b = 152.521613\n", - "epoch 2901: loss = 1719663.287985, a = 945.576030, b = 152.521610\n", - "epoch 2902: loss = 1719663.242885, a = 945.581716, b = 152.521606\n", - "epoch 2903: loss = 1719663.197939, a = 945.587390, b = 152.521603\n", - "epoch 2904: loss = 1719663.153148, a = 945.593053, b = 152.521599\n", - "epoch 2905: loss = 1719663.108510, a = 945.598705, b = 152.521595\n", - "epoch 2906: loss = 1719663.064024, a = 945.604346, b = 152.521592\n", - "epoch 2907: loss = 1719663.019692, a = 945.609975, b = 152.521588\n", - "epoch 2908: loss = 1719662.975511, a = 945.615593, b = 152.521585\n", - "epoch 2909: loss = 1719662.931481, a = 945.621200, b = 152.521581\n", - "epoch 2910: loss = 1719662.887602, a = 945.626796, b = 152.521577\n", - "epoch 2911: loss = 1719662.843874, a = 945.632380, b = 152.521574\n", - "epoch 2912: loss = 1719662.800295, a = 945.637953, b = 152.521570\n", - "epoch 2913: loss = 1719662.756865, a = 945.643515, b = 152.521567\n", - "epoch 2914: loss = 1719662.713583, a = 945.649066, b = 152.521563\n", - "epoch 2915: loss = 1719662.670450, a = 945.654606, b = 152.521560\n", - "epoch 2916: loss = 1719662.627464, a = 945.660135, b = 152.521556\n", - "epoch 2917: loss = 1719662.584625, a = 945.665653, b = 152.521553\n", - "epoch 2918: loss = 1719662.541932, a = 945.671160, b = 152.521549\n", - "epoch 2919: loss = 1719662.499386, a = 945.676655, b = 152.521546\n", - "epoch 2920: loss = 1719662.456984, a = 945.682140, b = 152.521542\n", - "epoch 2921: loss = 1719662.414727, a = 945.687614, b = 152.521539\n", - "epoch 2922: loss = 1719662.372615, a = 945.693077, b = 152.521535\n", - "epoch 2923: loss = 1719662.330646, a = 945.698529, b = 152.521532\n", - "epoch 2924: loss = 1719662.288821, a = 945.703970, b = 152.521528\n", - "epoch 2925: loss = 1719662.247138, a = 945.709400, b = 152.521525\n", - "epoch 2926: loss = 1719662.205597, a = 945.714819, b = 152.521521\n", - "epoch 2927: loss = 1719662.164198, a = 945.720227, b = 152.521518\n", - "epoch 2928: loss = 1719662.122941, a = 945.725625, b = 152.521514\n", - "epoch 2929: loss = 1719662.081823, a = 945.731012, b = 152.521511\n", - "epoch 2930: loss = 1719662.040846, a = 945.736388, b = 152.521507\n", - "epoch 2931: loss = 1719662.000008, a = 945.741753, b = 152.521504\n", - "epoch 2932: loss = 1719661.959310, a = 945.747108, b = 152.521501\n", - "epoch 2933: loss = 1719661.918750, a = 945.752451, b = 152.521497\n", - "epoch 2934: loss = 1719661.878328, a = 945.757785, b = 152.521494\n", - "epoch 2935: loss = 1719661.838044, a = 945.763107, b = 152.521490\n", - "epoch 2936: loss = 1719661.797896, a = 945.768419, b = 152.521487\n", - "epoch 2937: loss = 1719661.757886, a = 945.773720, b = 152.521484\n", - "epoch 2938: loss = 1719661.718011, a = 945.779011, b = 152.521480\n", - "epoch 2939: loss = 1719661.678272, a = 945.784291, b = 152.521477\n", - "epoch 2940: loss = 1719661.638668, a = 945.789560, b = 152.521473\n", - "epoch 2941: loss = 1719661.599198, a = 945.794819, b = 152.521470\n", - "epoch 2942: loss = 1719661.559863, a = 945.800068, b = 152.521467\n", - "epoch 2943: loss = 1719661.520661, a = 945.805306, b = 152.521463\n", - "epoch 2944: loss = 1719661.481592, a = 945.810533, b = 152.521460\n", - "epoch 2945: loss = 1719661.442656, a = 945.815750, b = 152.521457\n", - "epoch 2946: loss = 1719661.403852, a = 945.820957, b = 152.521453\n", - "epoch 2947: loss = 1719661.365180, a = 945.826153, b = 152.521450\n", - "epoch 2948: loss = 1719661.326639, a = 945.831339, b = 152.521447\n", - "epoch 2949: loss = 1719661.288228, a = 945.836514, b = 152.521443\n", - "epoch 2950: loss = 1719661.249948, a = 945.841679, b = 152.521440\n", - "epoch 2951: loss = 1719661.211798, a = 945.846834, b = 152.521437\n", - "epoch 2952: loss = 1719661.173777, a = 945.851978, b = 152.521434\n", - "epoch 2953: loss = 1719661.135884, a = 945.857112, b = 152.521430\n", - "epoch 2954: loss = 1719661.098120, a = 945.862236, b = 152.521427\n", - "epoch 2955: loss = 1719661.060484, a = 945.867350, b = 152.521424\n", - "epoch 2956: loss = 1719661.022975, a = 945.872453, b = 152.521420\n", - "epoch 2957: loss = 1719660.985594, a = 945.877546, b = 152.521417\n", - "epoch 2958: loss = 1719660.948338, a = 945.882629, b = 152.521414\n", - "epoch 2959: loss = 1719660.911209, a = 945.887702, b = 152.521411\n", - "epoch 2960: loss = 1719660.874205, a = 945.892765, b = 152.521408\n", - "epoch 2961: loss = 1719660.837327, a = 945.897818, b = 152.521404\n", - "epoch 2962: loss = 1719660.800573, a = 945.902860, b = 152.521401\n", - "epoch 2963: loss = 1719660.763943, a = 945.907892, b = 152.521398\n", - "epoch 2964: loss = 1719660.727437, a = 945.912915, b = 152.521395\n", - "epoch 2965: loss = 1719660.691055, a = 945.917927, b = 152.521391\n", - "epoch 2966: loss = 1719660.654795, a = 945.922929, b = 152.521388\n", - "epoch 2967: loss = 1719660.618658, a = 945.927922, b = 152.521385\n", - "epoch 2968: loss = 1719660.582642, a = 945.932904, b = 152.521382\n", - "epoch 2969: loss = 1719660.546748, a = 945.937876, b = 152.521379\n", - "epoch 2970: loss = 1719660.510975, a = 945.942839, b = 152.521376\n", - "epoch 2971: loss = 1719660.475323, a = 945.947791, b = 152.521372\n", - "epoch 2972: loss = 1719660.439791, a = 945.952734, b = 152.521369\n", - "epoch 2973: loss = 1719660.404379, a = 945.957666, b = 152.521366\n", - "epoch 2974: loss = 1719660.369086, a = 945.962589, b = 152.521363\n", - "epoch 2975: loss = 1719660.333912, a = 945.967502, b = 152.521360\n", - "epoch 2976: loss = 1719660.298857, a = 945.972405, b = 152.521357\n", - "epoch 2977: loss = 1719660.263920, a = 945.977298, b = 152.521354\n", - "epoch 2978: loss = 1719660.229100, a = 945.982182, b = 152.521350\n", - "epoch 2979: loss = 1719660.194397, a = 945.987056, b = 152.521347\n", - "epoch 2980: loss = 1719660.159811, a = 945.991920, b = 152.521344\n", - "epoch 2981: loss = 1719660.125342, a = 945.996774, b = 152.521341\n", - "epoch 2982: loss = 1719660.090988, a = 946.001619, b = 152.521338\n", - "epoch 2983: loss = 1719660.056750, a = 946.006454, b = 152.521335\n", - "epoch 2984: loss = 1719660.022627, a = 946.011279, b = 152.521332\n", - "epoch 2985: loss = 1719659.988619, a = 946.016094, b = 152.521329\n", - "epoch 2986: loss = 1719659.954725, a = 946.020900, b = 152.521326\n", - "epoch 2987: loss = 1719659.920945, a = 946.025697, b = 152.521323\n", - "epoch 2988: loss = 1719659.887278, a = 946.030483, b = 152.521320\n", - "epoch 2989: loss = 1719659.853724, a = 946.035261, b = 152.521316\n", - "epoch 2990: loss = 1719659.820283, a = 946.040028, b = 152.521313\n", - "epoch 2991: loss = 1719659.786954, a = 946.044786, b = 152.521310\n", - "epoch 2992: loss = 1719659.753737, a = 946.049535, b = 152.521307\n", - "epoch 2993: loss = 1719659.720631, a = 946.054274, b = 152.521304\n", - "epoch 2994: loss = 1719659.687636, a = 946.059004, b = 152.521301\n", - "epoch 2995: loss = 1719659.654752, a = 946.063724, b = 152.521298\n", - "epoch 2996: loss = 1719659.621978, a = 946.068434, b = 152.521295\n", - "epoch 2997: loss = 1719659.589314, a = 946.073136, b = 152.521292\n", - "epoch 2998: loss = 1719659.556759, a = 946.077828, b = 152.521289\n", - "epoch 2999: loss = 1719659.524314, a = 946.082510, b = 152.521286\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "n_epoch = 3000 # epoch size\n", + "n_epoch = 500 # epoch size\n", "a, b = 1, 1 # initial parameters\n", - "epsilon = 0.001 # learning rate\n", + "epsilon = 0.01 # learning rate\n", "\n", "for i in range(n_epoch):\n", " for j in range(N):\n", @@ -3308,43 +275,45 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", + "/* global mpl */\n", "window.mpl = {};\n", "\n", - "\n", - "mpl.get_websocket_type = function() {\n", - " if (typeof(WebSocket) !== 'undefined') {\n", + "mpl.get_websocket_type = function () {\n", + " if (typeof WebSocket !== 'undefined') {\n", " return WebSocket;\n", - " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " } else if (typeof MozWebSocket !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", - " alert('Your browser does not have WebSocket support.' +\n", - " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", - " 'Firefox 4 and 5 are also supported but you ' +\n", - " 'have to enable WebSockets in about:config.');\n", - " };\n", - "}\n", + " alert(\n", + " 'Your browser does not have WebSocket support. ' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.'\n", + " );\n", + " }\n", + "};\n", "\n", - "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", - " this.supports_binary = (this.ws.binaryType != undefined);\n", + " this.supports_binary = this.ws.binaryType !== undefined;\n", "\n", " if (!this.supports_binary) {\n", - " var warnings = document.getElementById(\"mpl-warnings\");\n", + " var warnings = document.getElementById('mpl-warnings');\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", - " warnings.textContent = (\n", - " \"This browser does not support binary websocket messages. \" +\n", - " \"Performance may be slow.\");\n", + " warnings.textContent =\n", + " 'This browser does not support binary websocket messages. ' +\n", + " 'Performance may be slow.';\n", " }\n", " }\n", "\n", @@ -3359,11 +328,11 @@ "\n", " this.image_mode = 'full';\n", "\n", - " this.root = $('
');\n", - " this._root_extra_style(this.root)\n", - " this.root.attr('style', 'display: inline-block');\n", + " this.root = document.createElement('div');\n", + " this.root.setAttribute('style', 'display: inline-block');\n", + " this._root_extra_style(this.root);\n", "\n", - " $(parent_element).append(this.root);\n", + " parent_element.appendChild(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", @@ -3373,281 +342,325 @@ "\n", " this.waiting = false;\n", "\n", - " this.ws.onopen = function () {\n", - " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", - " fig.send_message(\"send_image_mode\", {});\n", - " if (mpl.ratio != 1) {\n", - " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", - " }\n", - " fig.send_message(\"refresh\", {});\n", + " this.ws.onopen = function () {\n", + " fig.send_message('supports_binary', { value: fig.supports_binary });\n", + " fig.send_message('send_image_mode', {});\n", + " if (mpl.ratio !== 1) {\n", + " fig.send_message('set_dpi_ratio', { dpi_ratio: mpl.ratio });\n", " }\n", + " fig.send_message('refresh', {});\n", + " };\n", "\n", - " this.imageObj.onload = function() {\n", - " if (fig.image_mode == 'full') {\n", - " // Full images could contain transparency (where diff images\n", - " // almost always do), so we need to clear the canvas so that\n", - " // there is no ghosting.\n", - " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", - " }\n", - " fig.context.drawImage(fig.imageObj, 0, 0);\n", - " };\n", + " this.imageObj.onload = function () {\n", + " if (fig.image_mode === 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", "\n", - " this.imageObj.onunload = function() {\n", + " this.imageObj.onunload = function () {\n", " fig.ws.close();\n", - " }\n", + " };\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", - "}\n", - "\n", - "mpl.figure.prototype._init_header = function() {\n", - " var titlebar = $(\n", - " '
');\n", - " var titletext = $(\n", - " '
');\n", - " titlebar.append(titletext)\n", - " this.root.append(titlebar);\n", - " this.header = titletext[0];\n", - "}\n", - "\n", - "\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", - "\n", - "}\n", + "};\n", "\n", + "mpl.figure.prototype._init_header = function () {\n", + " var titlebar = document.createElement('div');\n", + " titlebar.classList =\n", + " 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n", + " var titletext = document.createElement('div');\n", + " titletext.classList = 'ui-dialog-title';\n", + " titletext.setAttribute(\n", + " 'style',\n", + " 'width: 100%; text-align: center; padding: 3px;'\n", + " );\n", + " titlebar.appendChild(titletext);\n", + " this.root.appendChild(titlebar);\n", + " this.header = titletext;\n", + "};\n", "\n", - "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n", "\n", - "}\n", + "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n", "\n", - "mpl.figure.prototype._init_canvas = function() {\n", + "mpl.figure.prototype._init_canvas = function () {\n", " var fig = this;\n", "\n", - " var canvas_div = $('
');\n", - "\n", - " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + " var canvas_div = (this.canvas_div = document.createElement('div'));\n", + " canvas_div.setAttribute(\n", + " 'style',\n", + " 'border: 1px solid #ddd;' +\n", + " 'box-sizing: content-box;' +\n", + " 'clear: both;' +\n", + " 'min-height: 1px;' +\n", + " 'min-width: 1px;' +\n", + " 'outline: 0;' +\n", + " 'overflow: hidden;' +\n", + " 'position: relative;' +\n", + " 'resize: both;'\n", + " );\n", "\n", - " function canvas_keyboard_event(event) {\n", - " return fig.key_event(event, event['data']);\n", + " function on_keyboard_event_closure(name) {\n", + " return function (event) {\n", + " return fig.key_event(event, name);\n", + " };\n", " }\n", "\n", - " canvas_div.keydown('key_press', canvas_keyboard_event);\n", - " canvas_div.keyup('key_release', canvas_keyboard_event);\n", - " this.canvas_div = canvas_div\n", - " this._canvas_extra_style(canvas_div)\n", - " this.root.append(canvas_div);\n", + " canvas_div.addEventListener(\n", + " 'keydown',\n", + " on_keyboard_event_closure('key_press')\n", + " );\n", + " canvas_div.addEventListener(\n", + " 'keyup',\n", + " on_keyboard_event_closure('key_release')\n", + " );\n", + "\n", + " this._canvas_extra_style(canvas_div);\n", + " this.root.appendChild(canvas_div);\n", "\n", - " var canvas = $('');\n", - " canvas.addClass('mpl-canvas');\n", - " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + " var canvas = (this.canvas = document.createElement('canvas'));\n", + " canvas.classList.add('mpl-canvas');\n", + " canvas.setAttribute('style', 'box-sizing: content-box;');\n", "\n", - " this.canvas = canvas[0];\n", - " this.context = canvas[0].getContext(\"2d\");\n", + " this.context = canvas.getContext('2d');\n", "\n", - " var backingStore = this.context.backingStorePixelRatio ||\n", - "\tthis.context.webkitBackingStorePixelRatio ||\n", - "\tthis.context.mozBackingStorePixelRatio ||\n", - "\tthis.context.msBackingStorePixelRatio ||\n", - "\tthis.context.oBackingStorePixelRatio ||\n", - "\tthis.context.backingStorePixelRatio || 1;\n", + " var backingStore =\n", + " this.context.backingStorePixelRatio ||\n", + " this.context.webkitBackingStorePixelRatio ||\n", + " this.context.mozBackingStorePixelRatio ||\n", + " this.context.msBackingStorePixelRatio ||\n", + " this.context.oBackingStorePixelRatio ||\n", + " this.context.backingStorePixelRatio ||\n", + " 1;\n", "\n", " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", "\n", - " var rubberband = $('');\n", - " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", - "\n", - " var pass_mouse_events = true;\n", - "\n", - " canvas_div.resizable({\n", - " start: function(event, ui) {\n", - " pass_mouse_events = false;\n", - " },\n", - " resize: function(event, ui) {\n", - " fig.request_resize(ui.size.width, ui.size.height);\n", - " },\n", - " stop: function(event, ui) {\n", - " pass_mouse_events = true;\n", - " fig.request_resize(ui.size.width, ui.size.height);\n", - " },\n", + " var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n", + " 'canvas'\n", + " ));\n", + " rubberband_canvas.setAttribute(\n", + " 'style',\n", + " 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n", + " );\n", + "\n", + " var resizeObserver = new ResizeObserver(function (entries) {\n", + " var nentries = entries.length;\n", + " for (var i = 0; i < nentries; i++) {\n", + " var entry = entries[i];\n", + " var width, height;\n", + " if (entry.contentBoxSize) {\n", + " width = entry.contentBoxSize.inlineSize;\n", + " height = entry.contentBoxSize.blockSize;\n", + " } else {\n", + " width = entry.contentRect.width;\n", + " height = entry.contentRect.height;\n", + " }\n", + "\n", + " // Keep the size of the canvas and rubber band canvas in sync with\n", + " // the canvas container.\n", + " canvas.setAttribute('width', width * mpl.ratio);\n", + " canvas.setAttribute('height', height * mpl.ratio);\n", + " canvas.setAttribute(\n", + " 'style',\n", + " 'width: ' + width + 'px; height: ' + height + 'px;'\n", + " );\n", + "\n", + " rubberband_canvas.setAttribute('width', width);\n", + " rubberband_canvas.setAttribute('height', height);\n", + "\n", + " // And update the size in Python. We ignore the initial 0/0 size\n", + " // that occurs as the element is placed into the DOM, which should\n", + " // otherwise not happen due to the minimum size styling.\n", + " if (width != 0 && height != 0) {\n", + " fig.request_resize(width, height);\n", + " }\n", + " }\n", " });\n", + " resizeObserver.observe(canvas_div);\n", "\n", - " function mouse_event_fn(event) {\n", - " if (pass_mouse_events)\n", - " return fig.mouse_event(event, event['data']);\n", + " function on_mouse_event_closure(name) {\n", + " return function (event) {\n", + " return fig.mouse_event(event, name);\n", + " };\n", " }\n", "\n", - " rubberband.mousedown('button_press', mouse_event_fn);\n", - " rubberband.mouseup('button_release', mouse_event_fn);\n", + " rubberband_canvas.addEventListener(\n", + " 'mousedown',\n", + " on_mouse_event_closure('button_press')\n", + " );\n", + " rubberband_canvas.addEventListener(\n", + " 'mouseup',\n", + " on_mouse_event_closure('button_release')\n", + " );\n", " // Throttle sequential mouse events to 1 every 20ms.\n", - " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + " rubberband_canvas.addEventListener(\n", + " 'mousemove',\n", + " on_mouse_event_closure('motion_notify')\n", + " );\n", "\n", - " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", - " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + " rubberband_canvas.addEventListener(\n", + " 'mouseenter',\n", + " on_mouse_event_closure('figure_enter')\n", + " );\n", + " rubberband_canvas.addEventListener(\n", + " 'mouseleave',\n", + " on_mouse_event_closure('figure_leave')\n", + " );\n", "\n", - " canvas_div.on(\"wheel\", function (event) {\n", - " event = event.originalEvent;\n", - " event['data'] = 'scroll'\n", + " canvas_div.addEventListener('wheel', function (event) {\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", - " mouse_event_fn(event);\n", + " on_mouse_event_closure('scroll')(event);\n", " });\n", "\n", - " canvas_div.append(canvas);\n", - " canvas_div.append(rubberband);\n", - "\n", - " this.rubberband = rubberband;\n", - " this.rubberband_canvas = rubberband[0];\n", - " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", - " this.rubberband_context.strokeStyle = \"#000000\";\n", - "\n", - " this._resize_canvas = function(width, height) {\n", - " // Keep the size of the canvas, canvas container, and rubber band\n", - " // canvas in synch.\n", - " canvas_div.css('width', width)\n", - " canvas_div.css('height', height)\n", - "\n", - " canvas.attr('width', width * mpl.ratio);\n", - " canvas.attr('height', height * mpl.ratio);\n", - " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + " canvas_div.appendChild(canvas);\n", + " canvas_div.appendChild(rubberband_canvas);\n", "\n", - " rubberband.attr('width', width);\n", - " rubberband.attr('height', height);\n", - " }\n", + " this.rubberband_context = rubberband_canvas.getContext('2d');\n", + " this.rubberband_context.strokeStyle = '#000000';\n", "\n", - " // Set the figure to an initial 600x600px, this will subsequently be updated\n", - " // upon first draw.\n", - " this._resize_canvas(600, 600);\n", + " this._resize_canvas = function (width, height, forward) {\n", + " if (forward) {\n", + " canvas_div.style.width = width + 'px';\n", + " canvas_div.style.height = height + 'px';\n", + " }\n", + " };\n", "\n", " // Disable right mouse context menu.\n", - " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n", " return false;\n", " });\n", "\n", - " function set_focus () {\n", + " function set_focus() {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", - "}\n", + "};\n", "\n", - "mpl.figure.prototype._init_toolbar = function() {\n", + "mpl.figure.prototype._init_toolbar = function () {\n", " var fig = this;\n", "\n", - " var nav_element = $('
')\n", - " nav_element.attr('style', 'width: 100%');\n", - " this.root.append(nav_element);\n", + " var toolbar = document.createElement('div');\n", + " toolbar.classList = 'mpl-toolbar';\n", + " this.root.appendChild(toolbar);\n", "\n", - " // Define a callback function for later on.\n", - " function toolbar_event(event) {\n", - " return fig.toolbar_button_onclick(event['data']);\n", + " function on_click_closure(name) {\n", + " return function (_event) {\n", + " return fig.toolbar_button_onclick(name);\n", + " };\n", " }\n", - " function toolbar_mouse_event(event) {\n", - " return fig.toolbar_button_onmouseover(event['data']);\n", + "\n", + " function on_mouseover_closure(tooltip) {\n", + " return function (event) {\n", + " if (!event.currentTarget.disabled) {\n", + " return fig.toolbar_button_onmouseover(tooltip);\n", + " }\n", + " };\n", " }\n", "\n", - " for(var toolbar_ind in mpl.toolbar_items) {\n", + " fig.buttons = {};\n", + " var buttonGroup = document.createElement('div');\n", + " buttonGroup.classList = 'mpl-button-group';\n", + " for (var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", - " // put a spacer in here.\n", + " /* Instead of a spacer, we start a new button group. */\n", + " if (buttonGroup.hasChildNodes()) {\n", + " toolbar.appendChild(buttonGroup);\n", + " }\n", + " buttonGroup = document.createElement('div');\n", + " buttonGroup.classList = 'mpl-button-group';\n", " continue;\n", " }\n", - " var button = $('');\n", - " button.click(method_name, toolbar_event);\n", - " button.mouseover(tooltip, toolbar_mouse_event);\n", - " nav_element.append(button);\n", - " }\n", - "\n", - " // Add the status bar.\n", - " var status_bar = $('');\n", - " nav_element.append(status_bar);\n", - " this.message = status_bar[0];\n", - "\n", - " // Add the close button to the window.\n", - " var buttongrp = $('
');\n", - " var button = $('');\n", - " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", - " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", - " buttongrp.append(button);\n", - " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", - " titlebar.prepend(buttongrp);\n", - "}\n", - "\n", - "mpl.figure.prototype._root_extra_style = function(el){\n", - " var fig = this\n", - " el.on(\"remove\", function(){\n", - "\tfig.close_ws(fig, {});\n", - " });\n", - "}\n", - "\n", - "mpl.figure.prototype._canvas_extra_style = function(el){\n", - " // this is important to make the div 'focusable\n", - " el.attr('tabindex', 0)\n", - " // reach out to IPython and tell the keyboard manager to turn it's self\n", - " // off when our div gets focus\n", - "\n", - " // location in version 3\n", - " if (IPython.notebook.keyboard_manager) {\n", - " IPython.notebook.keyboard_manager.register_events(el);\n", - " }\n", - " else {\n", - " // location in version 2\n", - " IPython.keyboard_manager.register_events(el);\n", - " }\n", - "\n", - "}\n", - "\n", - "mpl.figure.prototype._key_event_extra = function(event, name) {\n", - " var manager = IPython.notebook.keyboard_manager;\n", - " if (!manager)\n", - " manager = IPython.keyboard_manager;\n", - "\n", - " // Check for shift+enter\n", - " if (event.shiftKey && event.which == 13) {\n", - " this.canvas_div.blur();\n", - " event.shiftKey = false;\n", - " // Send a \"J\" for go to next cell\n", - " event.which = 74;\n", - " event.keyCode = 74;\n", - " manager.command_mode();\n", - " manager.handle_keydown(event);\n", - " }\n", - "}\n", - "\n", - "mpl.figure.prototype.handle_save = function(fig, msg) {\n", - " fig.ondownload(fig, null);\n", - "}\n", - "\n", - "\n", - "mpl.find_output_cell = function(html_output) {\n", - " // Return the cell and output element which can be found *uniquely* in the notebook.\n", - " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", - " // IPython event is triggered only after the cells have been serialised, which for\n", - " // our purposes (turning an active figure into a static one), is too late.\n", - " var cells = IPython.notebook.get_cells();\n", - " var ncells = cells.length;\n", - " for (var i=0; i= 3 moved mimebundle to data attribute of output\n", - " data = data.data;\n", - " }\n", - " if (data['text/html'] == html_output) {\n", - " return [cell, data, j];\n", - " }\n", - " }\n", - " }\n", - " }\n", - "}\n", - "\n", - "// Register the function which deals with the matplotlib target/channel.\n", - "// The kernel may be null if the page has been refreshed.\n", - "if (IPython.notebook.kernel != null) {\n", - " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", - "}\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Traceback (most recent call last):\n", - " File \"/home/bushuhui/.virtualenv/dl/lib/python3.5/site-packages/matplotlib/cbook/__init__.py\", line 215, in process\n", - " func(*args, **kwargs)\n", - " File \"/home/bushuhui/.virtualenv/dl/lib/python3.5/site-packages/matplotlib/animation.py\", line 1462, in _stop\n", - " self.event_source.remove_callback(self._loop_delay)\n", - "AttributeError: 'NoneType' object has no attribute 'remove_callback'\n" - ] } ], "source": [ @@ -4971,18 +1264,18 @@ "\n", "损失函数的定义为:\n", "$$\n", - "L = \\sum_{i=1}^N (y_i - at^2 - bt - c)^2\n", + "L = \\sum_{i=1}^N (y_i - at_i^2 - bt_i - c)^2\n", "$$\n" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ "
" ] @@ -4995,9 +1288,11 @@ ], "source": [ "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", "\n", - "t = np.array([2, 4, 6, 8])\n", - "#t = np.linspace(0, 10)\n", + "#t = np.array([2, 4, 6, 8])\n", + "t = np.linspace(0, 10) # Add random noise\n", "\n", "pa = -20\n", "pb = 90\n", @@ -5017,13 +1312,13 @@ "### 5.1 如何得到更新项?\n", "\n", "$$\n", - "L = \\sum_{i=1}^N (y_i - at^2 - bt - c)^2\n", + "L = \\sum_{i=1}^N (y_i - at_i^2 - bt_i - c)^2\n", "$$\n", "\n", "\\begin{eqnarray}\n", - "\\frac{\\partial L}{\\partial a} & = & - 2\\sum_{i=1}^N (y_i - at^2 - bt -c) t^2 \\\\\n", - "\\frac{\\partial L}{\\partial b} & = & - 2\\sum_{i=1}^N (y_i - at^2 - bt -c) t \\\\\n", - "\\frac{\\partial L}{\\partial c} & = & - 2\\sum_{i=1}^N (y_i - at^2 - bt -c)\n", + "\\frac{\\partial L}{\\partial a} & = & - 2\\sum_{i=1}^N (y_i - at_i^2 - bt_i -c) t_i^2 \\\\\n", + "\\frac{\\partial L}{\\partial b} & = & - 2\\sum_{i=1}^N (y_i - at_i^2 - bt_i -c) t_i \\\\\n", + "\\frac{\\partial L}{\\partial c} & = & - 2\\sum_{i=1}^N (y_i - at_i^2 - bt_i -c)\n", "\\end{eqnarray}" ] }, @@ -5036,19 +1331,21 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "X: (442, 1)\n", + "Y: (442,)\n", "a = 949.435260, b = 152.133484\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -5061,12 +1358,16 @@ ], "source": [ "from sklearn import linear_model\n", + "from sklearn import datasets\n", + "import numpy as np\n", "\n", "# load data\n", "d = datasets.load_diabetes()\n", "\n", "X = d.data[:, np.newaxis, 2]\n", "Y = d.target\n", + "print(\"X: \", X.shape)\n", + "print(\"Y: \", Y.shape)\n", "\n", "# create regression model\n", "regr = linear_model.LinearRegression()\n", @@ -5094,7 +1395,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -5103,7 +1404,7 @@ "array([800., 90., -20.])" ] }, - "execution_count": 10, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -5146,7 +1447,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/4_logistic_regression/2-Logistic_regression.ipynb b/4_logistic_regression/2-Logistic_regression.ipynb index fa86c44..8c4be92 100644 --- a/4_logistic_regression/2-Logistic_regression.ipynb +++ b/4_logistic_regression/2-Logistic_regression.ipynb @@ -29,7 +29,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -186,7 +186,7 @@ "source": [ "%matplotlib inline\n", "\n", - "from __future__ import division\n", + "#from __future__ import division\n", "import numpy as np\n", "import sklearn.datasets\n", "import matplotlib.pyplot as plt\n", @@ -228,7 +228,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -281,10 +281,13 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ + "# FIXME: function sample\n", + "\n", + "\n", "def sigmoid(x):\n", " return 1.0 / (1 + np.exp(-x))\n", "\n", @@ -305,13 +308,15 @@ " labels (numpy.ndarray): 训练标签\n", " num_iteration (int): 迭代次数\n", " \"\"\"\n", + " # 学习速率\n", + " alpha = 0.01\n", + " \n", " for j in range(num_iteration):\n", " data_index = list(range(self.data_num))\n", " for i in range(self.data_num):\n", - " # 学习速率\n", - " alpha = 0.01\n", " rand_index = int(np.random.uniform(0, len(data_index)))\n", - " error = self.label[rand_index] - sigmoid(sum(self.data[rand_index] * self.weights + self.b))\n", + " error = self.label[rand_index] - \\\n", + " sigmoid(sum(self.data[rand_index] * self.weights + self.b))\n", " self.weights += alpha * error * self.data[rand_index]\n", " self.b += alpha * error\n", " del(data_index[rand_index])\n", @@ -325,12 +330,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -356,20 +361,20 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accuracy train = 0.825000\n", - "accuracy test = 0.900000\n" + "accuracy train = 0.850000\n", + "accuracy test = 0.825000\n" ] }, { "data": { - "image/png": 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C3g0sbzzH9mGdRBkRDXqYGOZZu/I04DxJxwN3Aq9pVU7VNobzgU8CnwYmOgk4IubR/7UrAV7YTjlVE8Mm259op+CIaK2dwUuDVLXx8auSTpS0czmKavuMfIzokRGeqOXY8t+TG/YZeEpvw4kYQ0NYY6jaK7FnvwOJGFcawbsrAZD0xrn22/5sb8OJGDND2sZQ9VLiuQ2Pl1C0cF4HJDFEdGtUE4Pttzc+l7Qt8IW+RBQxbkY1MczhQSDtDhE9MLKXEpK+yvQl6n4ZOK9fQUVEvarWGD7S8HgTcKftNX2IJ2L8DGGNodIAJ9uXAbdRTAK7HfBoP4OKGBsuuiurbINUKTFIeg1wDfBqihswrpb0qn4GFjE2Rm36+AbvA55rez2ApB2BbwEX9CuwiHEgRrjxEdhsKimUNlD9PouIaGaEE8NFklYC55bPfxtY0eT4iKhilEc+2j5Z0iuB55W7Trd9Yf/Cihgjo5gYJC0CvmX7UODL/Q8pYrwM401ULdsJbE8Ak5K2GUA8EeNnhHslfgbcJOliiuHQANj+w75EFTEuavijr6JqYvgyj11GTP0Yw7cSZ8QI6mXjo6R3Ar9H8Xd6E/Am2w+3W07TxCDpKGA32x8vn19Dsb6EabHEVURU1KPEIGlX4A+BZ9h+SNJ5wGsp1rNsS6s2hlMo5qSfsjnwHIrpqd/c7ptFxGy9XO2a4st+S0mLgaV0uGJcq8Swue27Gp5/x/Z9tn8IPL6TN4yIGao3PjZdu9L23RQ3PP4QWAfcb/ubnYTUqo1huxlv/LaGpzt28oYR8Zg2awNN166UtB3FytZ7Av8HnC/pDbbPme+c+bSqMVwt6ffnCOAPKG6qiohu9a678kXAD2zfY3sjRYdBR6vSt6oxvBP4V0mvo5jjEYo2hi2Aozt5w4iYroe9Ej8EDpS0FHiIYm7WVZ0U1DQxlDdOHSzpMOCZ5e6v2/52J28WEXPoUWKwfbWkCyi+xDcB/wWc3klZVe+V+DaQZBDRD71du/IDFAvZdqXTyWAjohdG+e7KiOijJIaImGkY765MYoioWS4lImK6Eb+7MiL6JYkhIhoN6yzRfZvpWdKZktZLurlf7xGxIAzhDE79nAL+LOCIPpYfsSDIrrQNUt8uJWxfLml5v8qPWBCc7sqImMsQtjHUnhjKySZOAFjC0pqjiRi8sWp8rMr26bb3t73/49ii7nAiBm8IGx9rrzFEjLUhvYmqn92V5wJXAntLWiPp+H69V8RIG6cag+1j+lV2xEIxrAOccikRUTNNDl9mSGKIqFNuooqIuQzjAKfauysjxl4PGx8lbSvpAkm3SbpV0kGdhJQaQ0TNetz4+A/ARbZfJWlz6GzUYBJDRJ0M9OgGKUnbAL8BHAdg+1Hg0U7KyqVERM00WW2jxdqVFEvT3QN8RtJ/Sfq0pI7WmE1iiKjR1DiGiqtd3zt1+0C5zVxMZjHwbOATtp8FPAic2klcSQwRdbKrb62tAdbYvrp8fgFFomhbEkNEzdqoMTRl+0fAXZL2Lne9EPhuJzGl8TGibr3tlXg78PmyR+L7wJs6KSSJIaJmveyutH09sH+35SQxRNTJQO6ViIiZhnFIdBJDRN0GPAN0FUkMETXLfAwRMV1uu46ImYqRj8OXGZIYIuqWxseImCk1hoiYzs44hoiYLb0SETFbLiUiYpqsdh0Rc0qNISJmGb68kMQQUbd0V0bEdAYmkhgiooFwagwRMYchTAyZDDaibr2bJRoASYvKdSW+1mlIqTFE1Mn04yaqdwC3Alt3WkBqDBE1k11pq1SWtBvwMuDT3cSUGkNE3XrbxvD3wCnAVt0UkhpDRJ1smJystrVYu1LSy4H1tld3G1ZqDBF1q97GcK/tZmtG/DrwCkkvBZYAW0s6x/Yb2g0pNYaImvWqjcH2e2zvZns58Frg250kBUiNIaJ+QziOIYkhok59WonK9qXApZ2eP1SJ4QF+cu+3fMGddcfRhmXAvXUH0Y5FO9cdQdtG7jMGnlz90PYGLw3KUCUG2zvWHUM7JK1q0RgUXRqLzziJISKmMTAxfFM4JTFE1MrgJIaF5vS6AxgDC/8zHsJLiYxj6ILtgf7SSpqQdL2kmyWdL2lpF2UdMnX3naRXSDq1ybHbSjqx0/fqxqA/44Gb6pWosg1QEsNoecj2frb3AR4F3tz4ogpt/5/a/ort05ocsi1QS2IYCz2+7boXkhhG138AT5O0XNL3JH0WuBnYXdJLJF0p6bqyZvEEAElHSLpN0nXAK6cKknScpH8qH+8k6UJJN5TbwcBpwFPL2sqHB/+jLnBJDNELkhYDRwI3lbueDvyz7WcCDwLvB15k+9nAKuBdkpYAnwJ+E3gO8KR5iv9H4DLb+wLPBm4BTgX+p6ytnNynH2s82TAxUW0boDQ+jpYtJV1fPv4P4AxgF+BO21eV+w8EngFcIQlgc+BK4JeAH9i+A0DSOcC0u/NKhwFvBLA9Adwvabv+/DgBDGXjYxLDaHnI9n6NO8o//gcbdwEX2z5mxnHTzoshMoSJIZcSC89VwK9LehqApMdL2gu4DVgu6anlccfMc/4lwFvKcxdJ2gZ4gC4n/oj5VOyRSK9EdMP2PcBxwLmSbqS8jLD9MMWlw9fLxsf18xTxDuBQSTcBq4Fn2N5AcWlycxofe8xgT1baBkkewmpMxLjYZvGOPmjroysdu/Inn149qPtG0sYQUbch/HJOYoio01R35ZBJYoiomSdzE1VETJOJWiJipj5N7datdFdG1M2T1bYWJO0u6d8lfVfSLZLe0WlIqTFE1MiAe1dj2AScZPs6SVsBqyVdbPu77RaUxBBRJ/duBifb64B15eMHJN0K7AokMUSMGvehu1LScuBZwNUdnZ+RjxH1kXQRxRT5VSwBHm54fvpcM1yV829cBvyV7S93FFcSQ8TCIelxwNeAlbY/1nE5SQwRC4OKe/DPBu6z/UddlZXEELEwSHoexQQ+N/HYGtrvtb2i7bKSGCJipgxwiohZkhgiYpYkhoiYJYkhImZJYoiIWZIYImKWJIaImCWJISJm+X9a+qu709GddAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -388,7 +393,7 @@ "\n", "# calculate train/test data number\n", "N = len(data)\n", - "N_train = int(N*0.8)\n", + "N_train = int(N*0.6)\n", "N_test = N - N_train\n", "\n", "# split train/test data\n", @@ -574,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -582,8 +587,22 @@ "output_type": "stream", "text": [ "(1797, 64)\n", - "accuracy train = 0.998608, accuracy_test = 0.897222\n", - "score_train = 0.998608, score_test = 0.897222\n" + "accuracy train = 1.000000, accuracy_test = 0.905556\n", + "score_train = 1.000000, score_test = 0.905556\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" ] } ], @@ -631,12 +650,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -698,7 +717,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/4_logistic_regression/3-PCA_and_Logistic_Regression.ipynb b/4_logistic_regression/3-PCA_and_Logistic_Regression.ipynb index abac399..e6dbafd 100644 --- a/4_logistic_regression/3-PCA_and_Logistic_Regression.ipynb +++ b/4_logistic_regression/3-PCA_and_Logistic_Regression.ipynb @@ -18,14 +18,22 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -33,7 +41,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -41,7 +49,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -49,7 +57,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -57,7 +65,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -65,7 +73,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -73,7 +81,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -81,7 +89,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -89,7 +97,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -97,7 +105,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -105,7 +113,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -113,7 +121,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -121,7 +129,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -129,7 +137,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -137,7 +145,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -145,7 +153,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -159,7 +167,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -167,7 +175,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -175,7 +183,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -183,7 +191,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -191,7 +199,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -199,7 +207,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -207,7 +215,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -215,7 +223,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -223,7 +231,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -231,7 +239,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -239,15 +247,7 @@ "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n", - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -259,7 +259,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -277,6 +277,7 @@ "import matplotlib.pyplot as plt\n", "\n", "from sklearn import linear_model, decomposition, datasets\n", + "from sklearn.manifold import Isomap\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.model_selection import GridSearchCV\n", "\n", @@ -318,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -332,7 +333,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/mao/.local/lib/python3.6/site-packages/sklearn/utils/deprecation.py:143: FutureWarning: The sklearn.linear_model.logistic module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.linear_model. Anything that cannot be imported from sklearn.linear_model is now part of the private API.\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/utils/deprecation.py:143: FutureWarning: The sklearn.linear_model.logistic module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.linear_model. Anything that cannot be imported from sklearn.linear_model is now part of the private API.\n", " warnings.warn(message, FutureWarning)\n" ] }, @@ -347,7 +348,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -380,7 +381,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -394,7 +395,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/mao/.local/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", @@ -433,14 +434,28 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accuracy train = 0.987474, accuracy_test = 0.894444\n" + "accuracy train = 1.000000, accuracy_test = 0.897222\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/bushuhui/virtualenv/dl/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:764: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" ] } ], @@ -529,7 +544,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/4_logistic_regression/PCA.ipynb b/4_logistic_regression/PCA.ipynb index 0959dda..9fae4a9 100644 --- a/4_logistic_regression/PCA.ipynb +++ b/4_logistic_regression/PCA.ipynb @@ -24,7 +24,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/5_nn/1-Perceptron.ipynb b/5_nn/1-Perceptron.ipynb index de24ec0..fd1fcb3 100644 --- a/5_nn/1-Perceptron.ipynb +++ b/5_nn/1-Perceptron.ipynb @@ -119,17 +119,22 @@ "\n", "\n", "算法\n", - "```\n", + "\n", + "\n", "输入:T={(x1,y1),(x2,y2)...(xN,yN)}(其中xi∈X=Rn,yi∈Y={-1, +1},i=1,2...N,学习速率为η)\n", + "\n", "输出:w, b;感知机模型f(x)=sign(w·x+b)\n", - "(1) 初始化w0,b0\n", - "(2) 在训练数据集中选取(xi, yi)\n", - "(3) 如果yi(w * xi+b)≤0\n", - " w = w + ηyixi\n", - " b = b + ηyi\n", - "(4) 如果所有的样本都正确分类,或者迭代次数超过设定值,则终止\n", - "(5) 否则,跳转至(2)\n", - "```\n", + "\n", + "1. 初始化$w_0$,$b_0$\n", + "2. 在训练数据集中选取$(x_i, y_i)$\n", + "3. 如果$y_i(w * x_i+b)≤0$\n", + " \n", + " $w = w + η y_i x_i$\n", + " \n", + " $b = b + η y_i$\n", + "\n", + "4. 如果所有的样本都正确分类,或者迭代次数超过设定值,则终止\n", + "5. 否则,跳转至(2)\n", "\n" ] }, @@ -142,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": { "lines_to_end_of_cell_marker": 2 }, @@ -151,13 +156,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "update weight and bias: 1.0 2.5 0.5\n", - "update weight and bias: -2.5 1.0 0.0\n", - "update weight and bias: -1.5 3.5 0.5\n", - "update weight and bias: -5.0 2.0 0.0\n", - "update weight and bias: -4.0 4.5 0.5\n", - "w = [-4.0, 4.5]\n", - "b = 0.5\n", + "update weight and bias: 1.0 3.0 0.5\n", + "update weight and bias: -2.5 1.5 0.0\n", + "w = [-2.5, 1.5]\n", + "b = 0.0\n", "ground_truth: [1, 1, 1, 1, -1, -1, -1, -1]\n", "predicted: [1, 1, 1, 1, -1, -1, -1, -1]\n" ] @@ -248,7 +250,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4, diff --git a/5_nn/2-mlp_bp.ipynb b/5_nn/2-mlp_bp.ipynb index 6336f13..0d1a47b 100644 --- a/5_nn/2-mlp_bp.ipynb +++ b/5_nn/2-mlp_bp.ipynb @@ -173,7 +173,7 @@ "\n", "![bp_loss](images/bp_loss.png)\n", "\n", - "其中,$E_d$表示是样本$d$的误差。\n", + "其中,$E_d$表示是样本$d$的误差, **t是样本的标签值**,**y是神经网络的输出值**。\n", "\n", "然后,使用随机梯度下降算法对目标函数进行优化:\n", "\n", @@ -328,7 +328,7 @@ "\n", "可以看到,我们将两层神经网络的参数合在一起,用 $\\bar{w}$ 来表示,两层的神经网络其实就变成了一层神经网络,只不过参数变成了新的 $\\bar{w}$,所以如果不使用激活函数,那么不管多少层的神经网络,$y = w_n \\cdots w_2 w_1 x = \\bar{w} x$,就都变成了单层神经网络,所以在每一层我们都必须使用激活函数。\n", "\n", - "最后我们看看激活函数对神经网络的影响\n", + "最后我们看看激活函数对神经网络的影响(FIXME:可以找一个XOR动画的例子)\n", "\n", "![](images/nn-activation-function.gif)\n", "\n", @@ -376,6 +376,32 @@ "这样,经过每一层时,Error都是成倍的衰减,一旦进行递推式的多层的反向传播,梯度就会不停的衰减,消失,使得网络学习变慢。而校正激活函数的梯度是1,且只有一端饱和,梯度很好的在反向传播中流动,训练速度得到了很大的提高。" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 算法与处理步骤\n", + "\n", + "```\n", + "# 每次训练\n", + "for k in range(epoch)\n", + " # 正向计算\n", + " for j in range(NN_depth):\n", + " # 式2 ( a = xxx)\n", + " X_j = f( W_{j, j-1} X_{j-1})\n", + "\n", + " # 反向误差计算\n", + " for j in range(NN_depth, 0, -1):\n", + " # 式3, 式4\n", + " delta = y_i(1-y_i)(t_i-y_i)\n", + " or \n", + " delta = a_i(1-a_i) \\sum w_ki delta_k\n", + "\n", + " # 式5\n", + " w_ji = w_j + epsilon delta_j x_ji\n", + "```\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -385,12 +411,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -402,7 +428,7 @@ } ], "source": [ - "% matplotlib inline\n", + "%matplotlib inline\n", "\n", "import numpy as np\n", "from sklearn import datasets, linear_model\n", @@ -424,12 +450,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -460,7 +486,7 @@ "nn.W2 = np.random.randn(nn.n_hide_dim, nn.n_output_dim) / np.sqrt(nn.n_hide_dim)\n", "nn.b2 = np.zeros((1, nn.n_output_dim))\n", "\n", - "# defin sigmod & its derivate function\n", + "# define sigmod & its derivate function\n", "def sigmod(X):\n", " return 1.0/(1+np.exp(-X))\n", "\n", @@ -486,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -1006,18 +1032,18 @@ "epoch [ 510] L = 38.677077, acc = 0.850000\n", "epoch [ 511] L = 38.676627, acc = 0.850000\n", "epoch [ 512] L = 38.676178, acc = 0.850000\n", - "epoch [ 513] L = 38.675731, acc = 0.850000\n" + "epoch [ 513] L = 38.675731, acc = 0.850000\n", + "epoch [ 514] L = 38.675286, acc = 0.850000\n", + "epoch [ 515] L = 38.674843, acc = 0.850000\n", + "epoch [ 516] L = 38.674402, acc = 0.850000\n", + "epoch [ 517] L = 38.673963, acc = 0.850000\n", + "epoch [ 518] L = 38.673526, acc = 0.850000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "epoch [ 514] L = 38.675286, acc = 0.850000\n", - "epoch [ 515] L = 38.674843, acc = 0.850000\n", - "epoch [ 516] L = 38.674402, acc = 0.850000\n", - "epoch [ 517] L = 38.673963, acc = 0.850000\n", - "epoch [ 518] L = 38.673526, acc = 0.850000\n", "epoch [ 519] L = 38.673090, acc = 0.850000\n", "epoch [ 520] L = 38.672656, acc = 0.850000\n", "epoch [ 521] L = 38.672224, acc = 0.850000\n", @@ -1474,13 +1500,7 @@ "epoch [ 972] L = 38.558232, acc = 0.850000\n", "epoch [ 973] L = 38.558069, acc = 0.850000\n", "epoch [ 974] L = 38.557907, acc = 0.850000\n", - "epoch [ 975] L = 38.557746, acc = 0.850000\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "epoch [ 975] L = 38.557746, acc = 0.850000\n", "epoch [ 976] L = 38.557584, acc = 0.850000\n", "epoch [ 977] L = 38.557423, acc = 0.850000\n", "epoch [ 978] L = 38.557262, acc = 0.850000\n", @@ -1545,7 +1565,13 @@ "epoch [1037] L = 38.548149, acc = 0.850000\n", "epoch [1038] L = 38.548001, acc = 0.850000\n", "epoch [1039] L = 38.547853, acc = 0.850000\n", - "epoch [1040] L = 38.547705, acc = 0.850000\n", + "epoch [1040] L = 38.547705, acc = 0.850000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "epoch [1041] L = 38.547558, acc = 0.850000\n", "epoch [1042] L = 38.547410, acc = 0.850000\n", "epoch [1043] L = 38.547263, acc = 0.850000\n", @@ -1945,13 +1971,7 @@ "epoch [1437] L = 38.500522, acc = 0.845000\n", "epoch [1438] L = 38.500424, acc = 0.845000\n", "epoch [1439] L = 38.500326, acc = 0.845000\n", - "epoch [1440] L = 38.500229, acc = 0.845000\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "epoch [1440] L = 38.500229, acc = 0.845000\n", "epoch [1441] L = 38.500131, acc = 0.845000\n", "epoch [1442] L = 38.500034, acc = 0.845000\n", "epoch [1443] L = 38.499936, acc = 0.845000\n", @@ -2092,7 +2112,13 @@ "epoch [1578] L = 38.487421, acc = 0.845000\n", "epoch [1579] L = 38.487333, acc = 0.845000\n", "epoch [1580] L = 38.487244, acc = 0.845000\n", - "epoch [1581] L = 38.487156, acc = 0.845000\n", + "epoch [1581] L = 38.487156, acc = 0.845000\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "epoch [1582] L = 38.487068, acc = 0.845000\n", "epoch [1583] L = 38.486979, acc = 0.845000\n", "epoch [1584] L = 38.486891, acc = 0.845000\n", @@ -2419,13 +2445,7 @@ "epoch [1905] L = 38.461040, acc = 0.845000\n", "epoch [1906] L = 38.460966, acc = 0.845000\n", "epoch [1907] L = 38.460892, acc = 0.845000\n", - "epoch [1908] L = 38.460818, acc = 0.845000\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "epoch [1908] L = 38.460818, acc = 0.845000\n", "epoch [1909] L = 38.460744, acc = 0.845000\n", "epoch [1910] L = 38.460670, acc = 0.845000\n", "epoch [1911] L = 38.460596, acc = 0.845000\n", @@ -2557,12 +2577,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -4921,7 +4941,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.9" } }, "nbformat": 4,