diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb index 220359646ed8d14cc2f2a85635c44130a866ede2..1b828439e7257a9252155ed50c1670484c112560 100644 --- a/TD2 Deep Learning.ipynb +++ b/TD2 Deep Learning.ipynb @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 20, "id": "330a42f5", "metadata": { "colab": { @@ -100,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 21, "id": "b1950f0a", "metadata": { "colab": { @@ -114,34 +114,34 @@ "name": "stdout", "output_type": "stream", "text": [ - "tensor([[-1.6489, -1.4006, 1.0209, 0.0599, 2.0141, -1.0110, -0.9928, 1.5249,\n", - " -1.0576, 0.9910],\n", - " [ 0.9321, 0.2041, -0.8843, -1.1571, -0.5402, 0.2791, 1.7013, 0.6609,\n", - " 0.3185, 1.2078],\n", - " [ 1.6619, 1.0257, -0.4051, -0.2252, -2.8811, -1.4909, 0.0064, 0.7987,\n", - " -2.3415, -2.2361],\n", - " [-0.3189, -0.8377, -0.4157, -0.0903, -0.1400, -0.4664, 0.4044, 0.0830,\n", - " 1.3116, -0.4544],\n", - " [ 1.9502, -2.5376, -1.6994, -1.2138, 0.8294, -0.6015, 1.0804, -1.1213,\n", - " 0.0316, -0.0660],\n", - " [-0.0333, -0.5250, 0.4858, 1.2907, -1.1940, -0.9111, -0.1596, 1.0632,\n", - " -0.9121, -0.5304],\n", - " [ 0.7337, 1.6000, 0.7381, -1.7457, -0.2256, -0.2005, 0.4062, 1.6591,\n", - " 1.1321, -1.8378],\n", - " [-0.2022, -0.4474, -0.2700, -0.0793, -0.9838, -1.2301, 1.5742, 1.3698,\n", - " 0.7907, -0.6237],\n", - " [ 1.1473, -0.8092, -0.0153, -0.2960, 1.4371, 0.8046, 0.6802, 0.5934,\n", - " 0.0613, 0.8733],\n", - " [-0.1906, -0.0695, -0.0743, 0.2860, -1.1743, -0.9484, 0.9505, 1.8431,\n", - " -0.3969, 0.2229],\n", - " [ 1.0942, 1.0806, -1.5800, 1.0239, -1.3722, 1.8793, -0.1174, -1.0485,\n", - " 0.7011, -0.6849],\n", - " [ 0.6015, -1.6910, 2.0147, -0.0982, -1.1639, -0.8881, 0.7499, 0.0402,\n", - " -0.1937, 1.0949],\n", - " [-0.6174, 1.1145, 0.8895, -1.6238, -1.3035, 0.2365, 0.5524, 0.0939,\n", - " 0.3844, -0.0214],\n", - " [-0.9197, 0.1049, 1.6806, 0.3372, 0.6003, 0.4594, -1.0100, 1.3562,\n", - " -0.0797, -0.6426]])\n", + "tensor([[-9.1478e-01, -9.0814e-01, -9.5171e-02, -1.0402e+00, 7.9783e-01,\n", + " 3.7138e-01, 1.7695e-01, 1.1039e-01, -1.1361e+00, -2.0605e-01],\n", + " [ 4.5616e-01, -8.2998e-01, 1.0489e+00, 3.5220e-01, 5.4685e-01,\n", + " -1.0698e+00, -6.8744e-01, 8.4381e-01, 4.0759e-01, -1.5412e+00],\n", + " [-5.7667e-01, 1.9298e-01, 3.5779e-01, -3.6762e-01, 1.5099e+00,\n", + " -7.7505e-01, -9.8746e-01, -5.9150e-01, -6.3504e-01, 1.3220e-01],\n", + " [-1.3769e-01, 3.9386e-01, 4.4535e-01, 5.3602e-01, 1.1929e+00,\n", + " 1.5997e-01, 9.6435e-01, -2.1348e-01, 4.5202e-01, 7.1981e-01],\n", + " [ 4.6535e-01, 5.4166e-01, -1.7370e-01, 6.5625e-01, -2.1123e-02,\n", + " 1.0283e+00, -1.3012e+00, -1.0476e+00, -3.8441e-01, -1.2161e-01],\n", + " [ 1.2687e-01, 1.7037e+00, 2.4165e-01, 2.2903e+00, 1.8910e-01,\n", + " -1.1993e+00, -2.4013e-01, -4.5296e-01, -4.9024e-01, -1.4339e-01],\n", + " [-6.7943e-01, 2.3046e-01, -4.6450e-01, -5.8948e-01, -2.5735e-01,\n", + " 9.5058e-01, 8.9707e-02, 8.6233e-02, -5.2691e-01, 8.3932e-01],\n", + " [-1.5580e+00, 3.7266e-01, -6.9072e-02, -1.9382e-01, 1.6496e+00,\n", + " -4.2933e-01, 4.1992e-01, -7.0447e-01, -2.4074e-01, 8.3027e-01],\n", + " [ 4.2394e-01, 2.3712e-01, 1.6244e+00, -1.3346e+00, -2.2892e-03,\n", + " -8.1389e-01, 8.5979e-02, -1.2307e+00, -4.6685e-01, 1.4996e+00],\n", + " [-1.1559e+00, -1.2692e-01, -8.1194e-02, 3.9983e-01, -1.7054e+00,\n", + " 2.8386e+00, -1.6812e+00, 1.1462e+00, -4.2107e-02, -4.0548e-01],\n", + " [ 4.5454e-01, 1.1506e+00, 4.0911e-02, 8.5772e-01, -1.0870e+00,\n", + " 1.6394e-01, -5.9946e-01, 4.3402e-01, 1.7814e+00, 3.4489e-01],\n", + " [-3.9849e-01, 9.8485e-01, -1.6911e+00, -5.5541e-01, 1.6943e-01,\n", + " 1.3436e+00, 1.9659e-01, 1.1908e+00, 2.3870e+00, 3.2739e-01],\n", + " [ 1.4317e+00, -1.6572e+00, 8.0558e-01, 9.1217e-01, -1.5014e+00,\n", + " -1.5605e+00, -9.2623e-01, -4.0732e-01, 8.5188e-04, 1.7692e+00],\n", + " [-5.0965e-01, 8.2115e-01, 1.3491e-01, 2.7408e-01, 1.5033e+00,\n", + " 1.7406e+00, -7.9506e-01, -2.3785e+00, 8.7651e-01, -2.6962e-01]])\n", "AlexNet(\n", " (features): Sequential(\n", " (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n", @@ -215,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 22, "id": "6e18f2fd", "metadata": { "colab": { @@ -257,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 23, "id": "462666a2", "metadata": { "colab": { @@ -346,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "id": "317bf070", "metadata": { "colab": { @@ -428,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 25, "id": "4b53f229", "metadata": { "colab": { @@ -442,33 +442,32 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 \tTraining Loss: 42.891749 \tValidation Loss: 38.868869\n", - "Validation loss decreased (inf --> 38.868869). Saving model ...\n", - "Epoch: 1 \tTraining Loss: 34.416922 \tValidation Loss: 32.461871\n", - "Validation loss decreased (38.868869 --> 32.461871). Saving model ...\n", - "Epoch: 2 \tTraining Loss: 30.606360 \tValidation Loss: 29.153960\n", - "Validation loss decreased (32.461871 --> 29.153960). Saving model ...\n", - "Epoch: 3 \tTraining Loss: 28.451758 \tValidation Loss: 27.794139\n", - "Validation loss decreased (29.153960 --> 27.794139). Saving model ...\n", - "Epoch: 4 \tTraining Loss: 26.840509 \tValidation Loss: 27.107294\n", - "Validation loss decreased (27.794139 --> 27.107294). Saving model ...\n", - "Epoch: 5 \tTraining Loss: 25.502162 \tValidation Loss: 25.026000\n", - "Validation loss decreased (27.107294 --> 25.026000). Saving model ...\n", - "Epoch: 6 \tTraining Loss: 24.273216 \tValidation Loss: 24.314841\n", - "Validation loss decreased (25.026000 --> 24.314841). Saving model ...\n", - "Epoch: 7 \tTraining Loss: 23.144751 \tValidation Loss: 23.549794\n", - "Validation loss decreased (24.314841 --> 23.549794). Saving model ...\n", - "Epoch: 8 \tTraining Loss: 22.173994 \tValidation Loss: 23.143770\n", - "Validation loss decreased (23.549794 --> 23.143770). Saving model ...\n", - "Epoch: 9 \tTraining Loss: 21.290455 \tValidation Loss: 22.529865\n", - "Validation loss decreased (23.143770 --> 22.529865). Saving model ...\n", - "Epoch: 10 \tTraining Loss: 20.479915 \tValidation Loss: 22.284844\n", - "Validation loss decreased (22.529865 --> 22.284844). Saving model ...\n", - "Epoch: 11 \tTraining Loss: 19.676191 \tValidation Loss: 22.456216\n", - "Epoch: 12 \tTraining Loss: 18.948496 \tValidation Loss: 21.279987\n", - "Validation loss decreased (22.284844 --> 21.279987). Saving model ...\n", - "Epoch: 13 \tTraining Loss: 18.280567 \tValidation Loss: 21.516528\n", - "Epoch: 14 \tTraining Loss: 17.618163 \tValidation Loss: 21.667459\n" + "Epoch: 0 \tTraining Loss: 43.748424 \tValidation Loss: 38.618329\n", + "Validation loss decreased (inf --> 38.618329). Saving model ...\n", + "Epoch: 1 \tTraining Loss: 34.741419 \tValidation Loss: 31.778957\n", + "Validation loss decreased (38.618329 --> 31.778957). Saving model ...\n", + "Epoch: 2 \tTraining Loss: 30.710445 \tValidation Loss: 29.845919\n", + "Validation loss decreased (31.778957 --> 29.845919). Saving model ...\n", + "Epoch: 3 \tTraining Loss: 28.352596 \tValidation Loss: 27.335547\n", + "Validation loss decreased (29.845919 --> 27.335547). Saving model ...\n", + "Epoch: 4 \tTraining Loss: 26.587733 \tValidation Loss: 27.077492\n", + "Validation loss decreased (27.335547 --> 27.077492). Saving model ...\n", + "Epoch: 5 \tTraining Loss: 25.081786 \tValidation Loss: 25.067371\n", + "Validation loss decreased (27.077492 --> 25.067371). Saving model ...\n", + "Epoch: 6 \tTraining Loss: 23.844218 \tValidation Loss: 24.482015\n", + "Validation loss decreased (25.067371 --> 24.482015). Saving model ...\n", + "Epoch: 7 \tTraining Loss: 22.874752 \tValidation Loss: 23.420156\n", + "Validation loss decreased (24.482015 --> 23.420156). Saving model ...\n", + "Epoch: 8 \tTraining Loss: 21.973765 \tValidation Loss: 23.937419\n", + "Epoch: 9 \tTraining Loss: 21.173689 \tValidation Loss: 23.487482\n", + "Epoch: 10 \tTraining Loss: 20.451050 \tValidation Loss: 23.654701\n", + "Epoch: 11 \tTraining Loss: 19.729774 \tValidation Loss: 22.153028\n", + "Validation loss decreased (23.420156 --> 22.153028). Saving model ...\n", + "Epoch: 12 \tTraining Loss: 19.054303 \tValidation Loss: 22.524791\n", + "Epoch: 13 \tTraining Loss: 18.500508 \tValidation Loss: 21.867369\n", + "Validation loss decreased (22.153028 --> 21.867369). Saving model ...\n", + "Epoch: 14 \tTraining Loss: 17.799574 \tValidation Loss: 21.396312\n", + "Validation loss decreased (21.867369 --> 21.396312). Saving model ...\n" ] } ], @@ -577,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 26, "id": "d39df818", "metadata": { "colab": { @@ -590,7 +589,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -611,7 +610,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 27, "id": "ScHldhftCgbO", "metadata": { "colab": { @@ -624,7 +623,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -665,7 +664,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 28, "id": "e93efdfc", "metadata": { "colab": { @@ -679,20 +678,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Test Loss: 21.599870\n", + "Test Loss: 21.563305\n", "\n", - "Test Accuracy of airplane: 66% (660/1000)\n", - "Test Accuracy of automobile: 64% (648/1000)\n", - "Test Accuracy of bird: 52% (528/1000)\n", - "Test Accuracy of cat: 40% (407/1000)\n", - "Test Accuracy of deer: 62% (625/1000)\n", - "Test Accuracy of dog: 55% (553/1000)\n", - "Test Accuracy of frog: 70% (706/1000)\n", - "Test Accuracy of horse: 60% (607/1000)\n", - "Test Accuracy of ship: 82% (825/1000)\n", - "Test Accuracy of truck: 70% (701/1000)\n", + "Test Accuracy of airplane: 63% (634/1000)\n", + "Test Accuracy of automobile: 73% (732/1000)\n", + "Test Accuracy of bird: 50% (503/1000)\n", + "Test Accuracy of cat: 49% (493/1000)\n", + "Test Accuracy of deer: 57% (571/1000)\n", + "Test Accuracy of dog: 38% (381/1000)\n", + "Test Accuracy of frog: 76% (767/1000)\n", + "Test Accuracy of horse: 67% (675/1000)\n", + "Test Accuracy of ship: 76% (769/1000)\n", + "Test Accuracy of truck: 73% (739/1000)\n", "\n", - "Test Accuracy (Overall): 62% (6260/10000)\n" + "Test Accuracy (Overall): 62% (6264/10000)\n" ] } ], @@ -780,7 +779,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 29, "id": "KFYU-z5LK3ZI", "metadata": { "colab": { @@ -843,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 30, "id": "RK7TKGdDK7Nk", "metadata": { "colab": { @@ -857,54 +856,41 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 \tTraining Loss: 45.122637 \tValidation Loss: 41.006908\n", - "Validation loss decreased (inf --> 41.006908). Saving model ...\n", - "Epoch: 1 \tTraining Loss: 38.050995 \tValidation Loss: 33.714921\n", - "Validation loss decreased (41.006908 --> 33.714921). Saving model ...\n", - "Epoch: 2 \tTraining Loss: 32.950206 \tValidation Loss: 29.974203\n", - "Validation loss decreased (33.714921 --> 29.974203). Saving model ...\n", - "Epoch: 3 \tTraining Loss: 29.907371 \tValidation Loss: 28.391935\n", - "Validation loss decreased (29.974203 --> 28.391935). Saving model ...\n", - "Epoch: 4 \tTraining Loss: 27.676344 \tValidation Loss: 25.968487\n", - "Validation loss decreased (28.391935 --> 25.968487). Saving model ...\n", - "Epoch: 5 \tTraining Loss: 25.850765 \tValidation Loss: 24.257683\n", - "Validation loss decreased (25.968487 --> 24.257683). Saving model ...\n", - "Epoch: 6 \tTraining Loss: 24.214223 \tValidation Loss: 23.081856\n", - "Validation loss decreased (24.257683 --> 23.081856). Saving model ...\n", - "Epoch: 7 \tTraining Loss: 22.746182 \tValidation Loss: 21.807463\n", - "Validation loss decreased (23.081856 --> 21.807463). Saving model ...\n", - "Epoch: 8 \tTraining Loss: 21.412493 \tValidation Loss: 20.877249\n", - "Validation loss decreased (21.807463 --> 20.877249). Saving model ...\n", - "Epoch: 9 \tTraining Loss: 20.171565 \tValidation Loss: 20.079691\n", - "Validation loss decreased (20.877249 --> 20.079691). Saving model ...\n", - "Epoch: 10 \tTraining Loss: 18.934182 \tValidation Loss: 19.720457\n", - "Validation loss decreased (20.079691 --> 19.720457). Saving model ...\n", - "Epoch: 11 \tTraining Loss: 17.785743 \tValidation Loss: 18.693430\n", - "Validation loss decreased (19.720457 --> 18.693430). Saving model ...\n", - "Epoch: 12 \tTraining Loss: 16.692273 \tValidation Loss: 17.707326\n", - "Validation loss decreased (18.693430 --> 17.707326). Saving model ...\n", - "Epoch: 13 \tTraining Loss: 15.596871 \tValidation Loss: 17.487308\n", - "Validation loss decreased (17.707326 --> 17.487308). Saving model ...\n", - "Epoch: 14 \tTraining Loss: 14.537445 \tValidation Loss: 17.343825\n", - "Validation loss decreased (17.487308 --> 17.343825). Saving model ...\n", - "Epoch: 15 \tTraining Loss: 13.661645 \tValidation Loss: 17.007805\n", - "Validation loss decreased (17.343825 --> 17.007805). Saving model ...\n", - "Epoch: 16 \tTraining Loss: 12.651372 \tValidation Loss: 16.740610\n", - "Validation loss decreased (17.007805 --> 16.740610). Saving model ...\n", - "Epoch: 17 \tTraining Loss: 11.673350 \tValidation Loss: 17.033423\n", - "Epoch: 18 \tTraining Loss: 10.819858 \tValidation Loss: 16.656859\n", - "Validation loss decreased (16.740610 --> 16.656859). Saving model ...\n", - "Epoch: 19 \tTraining Loss: 9.930700 \tValidation Loss: 17.833118\n", - "Epoch: 20 \tTraining Loss: 9.060172 \tValidation Loss: 18.149290\n", - "Epoch: 21 \tTraining Loss: 8.276105 \tValidation Loss: 18.889776\n", - "Epoch: 22 \tTraining Loss: 7.674206 \tValidation Loss: 19.112790\n", - "Epoch: 23 \tTraining Loss: 6.981193 \tValidation Loss: 19.208620\n", - "Epoch: 24 \tTraining Loss: 6.407366 \tValidation Loss: 19.543687\n", - "Epoch: 25 \tTraining Loss: 5.814906 \tValidation Loss: 20.695412\n", - "Epoch: 26 \tTraining Loss: 5.232430 \tValidation Loss: 20.535957\n", - "Epoch: 27 \tTraining Loss: 4.783040 \tValidation Loss: 22.098265\n", - "Epoch: 28 \tTraining Loss: 4.497003 \tValidation Loss: 21.748371\n", - "Epoch: 29 \tTraining Loss: 4.155464 \tValidation Loss: 23.619126\n" + "Epoch: 0 \tTraining Loss: 45.739966 \tValidation Loss: 42.799799\n", + "Validation loss decreased (inf --> 42.799799). Saving model ...\n", + "Epoch: 1 \tTraining Loss: 38.127839 \tValidation Loss: 33.846858\n", + "Validation loss decreased (42.799799 --> 33.846858). Saving model ...\n", + "Epoch: 2 \tTraining Loss: 32.788270 \tValidation Loss: 30.987039\n", + "Validation loss decreased (33.846858 --> 30.987039). Saving model ...\n", + "Epoch: 3 \tTraining Loss: 29.788807 \tValidation Loss: 28.017918\n", + "Validation loss decreased (30.987039 --> 28.017918). Saving model ...\n", + "Epoch: 4 \tTraining Loss: 27.638652 \tValidation Loss: 26.326189\n", + "Validation loss decreased (28.017918 --> 26.326189). Saving model ...\n", + "Epoch: 5 \tTraining Loss: 25.739505 \tValidation Loss: 24.744365\n", + "Validation loss decreased (26.326189 --> 24.744365). Saving model ...\n", + "Epoch: 6 \tTraining Loss: 23.986127 \tValidation Loss: 23.241869\n", + "Validation loss decreased (24.744365 --> 23.241869). Saving model ...\n", + "Epoch: 7 \tTraining Loss: 22.377743 \tValidation Loss: 21.376224\n", + "Validation loss decreased (23.241869 --> 21.376224). Saving model ...\n", + "Epoch: 8 \tTraining Loss: 20.805540 \tValidation Loss: 20.611212\n", + "Validation loss decreased (21.376224 --> 20.611212). Saving model ...\n", + "Epoch: 9 \tTraining Loss: 19.460626 \tValidation Loss: 19.022482\n", + "Validation loss decreased (20.611212 --> 19.022482). Saving model ...\n", + "Epoch: 10 \tTraining Loss: 18.211617 \tValidation Loss: 18.639015\n", + "Validation loss decreased (19.022482 --> 18.639015). Saving model ...\n", + "Epoch: 11 \tTraining Loss: 17.111122 \tValidation Loss: 17.756593\n", + "Validation loss decreased (18.639015 --> 17.756593). Saving model ...\n", + "Epoch: 12 \tTraining Loss: 15.983093 \tValidation Loss: 18.358471\n", + "Epoch: 13 \tTraining Loss: 14.907614 \tValidation Loss: 17.272725\n", + "Validation loss decreased (17.756593 --> 17.272725). Saving model ...\n", + "Epoch: 14 \tTraining Loss: 13.832049 \tValidation Loss: 16.919212\n", + "Validation loss decreased (17.272725 --> 16.919212). Saving model ...\n", + "Epoch: 15 \tTraining Loss: 12.836777 \tValidation Loss: 16.603505\n", + "Validation loss decreased (16.919212 --> 16.603505). Saving model ...\n", + "Epoch: 16 \tTraining Loss: 11.995349 \tValidation Loss: 16.886658\n", + "Epoch: 17 \tTraining Loss: 11.045037 \tValidation Loss: 16.806901\n", + "Epoch: 18 \tTraining Loss: 10.212531 \tValidation Loss: 16.998956\n", + "Epoch: 19 \tTraining Loss: 9.390486 \tValidation Loss: 17.648972\n" ] } ], @@ -1001,7 +987,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 31, "id": "0Drq0ygGK8BX", "metadata": { "colab": { @@ -1014,7 +1000,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1024,7 +1010,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1064,7 +1050,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 32, "id": "f_8jyTqmK-KS", "metadata": { "colab": { @@ -1078,20 +1064,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Test Loss: 16.911705\n", + "Test Loss: 16.633074\n", "\n", - "Test Accuracy of airplane: 81% (812/1000)\n", - "Test Accuracy of automobile: 84% (844/1000)\n", - "Test Accuracy of bird: 60% (607/1000)\n", - "Test Accuracy of cat: 50% (505/1000)\n", - "Test Accuracy of deer: 60% (606/1000)\n", - "Test Accuracy of dog: 57% (572/1000)\n", - "Test Accuracy of frog: 83% (836/1000)\n", - "Test Accuracy of horse: 77% (770/1000)\n", - "Test Accuracy of ship: 85% (853/1000)\n", - "Test Accuracy of truck: 76% (760/1000)\n", + "Test Accuracy of airplane: 74% (744/1000)\n", + "Test Accuracy of automobile: 87% (871/1000)\n", + "Test Accuracy of bird: 55% (558/1000)\n", + "Test Accuracy of cat: 61% (618/1000)\n", + "Test Accuracy of deer: 62% (628/1000)\n", + "Test Accuracy of dog: 57% (578/1000)\n", + "Test Accuracy of frog: 83% (830/1000)\n", + "Test Accuracy of horse: 75% (756/1000)\n", + "Test Accuracy of ship: 84% (842/1000)\n", + "Test Accuracy of truck: 75% (752/1000)\n", "\n", - "Test Accuracy (Overall): 71% (7165/10000)\n" + "Test Accuracy (Overall): 71% (7177/10000)\n" ] } ], @@ -1184,7 +1170,24 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "\n", + "def print_size_of_model(model, label=\"\"):\n", + " torch.save(model.state_dict(), \"temp.p\")\n", + " size = os.path.getsize(\"temp.p\")\n", + " print(\"model: \", label, \" \\t\", \"Size (KB):\", size / 1e3)\n", + " os.remove(\"temp.p\")\n", + " return size" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "id": "ef623c26", "metadata": { "colab": { @@ -1207,23 +1210,12 @@ "2330946" ] }, - "execution_count": 60, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import os\n", - "\n", - "\n", - "def print_size_of_model(model, label=\"\"):\n", - " torch.save(model.state_dict(), \"temp.p\")\n", - " size = os.path.getsize(\"temp.p\")\n", - " print(\"model: \", label, \" \\t\", \"Size (KB):\", size / 1e3)\n", - " os.remove(\"temp.p\")\n", - " return size\n", - "\n", - "\n", "print_size_of_model(model_new, \"fp32\")" ] }, @@ -1239,7 +1231,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 35, "id": "c4c65d4b", "metadata": { "colab": { @@ -1262,7 +1254,7 @@ "659806" ] }, - "execution_count": 61, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1285,7 +1277,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 36, "id": "zJEXkgkFq3MK", "metadata": { "colab": { @@ -1300,20 +1292,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Test Loss: 16.926128\n", + "Test Loss: 16.641443\n", "\n", - "Test Accuracy of airplane: 81% (813/1000)\n", - "Test Accuracy of automobile: 84% (842/1000)\n", - "Test Accuracy of bird: 60% (607/1000)\n", - "Test Accuracy of cat: 50% (502/1000)\n", - "Test Accuracy of deer: 60% (609/1000)\n", - "Test Accuracy of dog: 56% (569/1000)\n", - "Test Accuracy of frog: 83% (833/1000)\n", - "Test Accuracy of horse: 77% (773/1000)\n", - "Test Accuracy of ship: 85% (854/1000)\n", - "Test Accuracy of truck: 75% (759/1000)\n", + "Test Accuracy of airplane: 74% (743/1000)\n", + "Test Accuracy of automobile: 87% (872/1000)\n", + "Test Accuracy of bird: 55% (554/1000)\n", + "Test Accuracy of cat: 61% (616/1000)\n", + "Test Accuracy of deer: 62% (626/1000)\n", + "Test Accuracy of dog: 57% (575/1000)\n", + "Test Accuracy of frog: 83% (830/1000)\n", + "Test Accuracy of horse: 75% (756/1000)\n", + "Test Accuracy of ship: 83% (839/1000)\n", + "Test Accuracy of truck: 75% (753/1000)\n", "\n", - "Test Accuracy (Overall): 71% (7161/10000)\n" + "Test Accuracy (Overall): 71% (7164/10000)\n" ] } ], @@ -1439,7 +1431,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 43, "id": "b4d13080", "metadata": { "id": "b4d13080" @@ -1459,12 +1451,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "Predicted class is: Golden Retriever\n" + "Predicted class is: dining table\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1476,9 +1468,13 @@ "source": [ "import json\n", "from PIL import Image\n", + "from torchvision import transforms\n", + "import matplotlib.pyplot as plt\n", "\n", "# Choose an image to pass through the model\n", - "test_image = \"dog.png\"\n", + "# test_image = \"dog.png\" # Golden Retriever\n", + "# test_image = 'porte.jpeg' # Doormat\n", + "test_image = \"table.jpeg\" # Dining table\n", "\n", "# Configure matplotlib for pretty inline plots\n", "#%matplotlib inline\n", @@ -1506,14 +1502,14 @@ "image = data_transform(image).unsqueeze(0)\n", "\n", "# Download the model if it's not there already. It will take a bit on the first run, after that it's fast\n", - "model = models.resnet50(pretrained=True)\n", + "model_exo3 = models.resnet50(pretrained=True)\n", "# Send the model to the GPU\n", "# model.cuda()\n", "# Set layers such as dropout and batchnorm in evaluation mode\n", - "model.eval()\n", + "model_exo3.eval()\n", "\n", "# Get the 1000-dimensional model output\n", - "out = model(image)\n", + "out = model_exo3(image)\n", "# Find the predicted class\n", "print(\"Predicted class is: {}\".format(labels[out.argmax()]))" ] @@ -1536,6 +1532,203 @@ " \n" ] }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model: fp32 \t Size (KB): 102523.238\n", + "model: int8 \t Size (KB): 96379.996\n" + ] + }, + { + "data": { + "text/plain": [ + "96379996" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Size of the model\n", + "print_size_of_model(model_exo3, \"fp32\")\n", + "\n", + "# Quantize the model\n", + "quantized_model_exo3 = torch.quantization.quantize_dynamic(\n", + " model_exo3, dtype=torch.qint8\n", + ")\n", + "\n", + "# Size of the quantized model\n", + "print_size_of_model(quantized_model_exo3, \"int8\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The size of the ResNet50 is 102,523.230 and the size of the quantized model is 96,379.996. It represents a decrease of 5,99% in size.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class is: Golden Retriever\n" + ] + }, + { + "data": { + "image/png": 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bTBT2Dgu3KVTd8fJ+HhvTEIEQIEWojBWbHOdyMV7brDcX7E+8PjMykza5NY7DeIB2hLIP+pb+XhCjwh4kocVwKS9uzTQbSNnz0kko0MIAKpC0Gez40o4hCtop09R1IlOBaAGq5FyNUOXVUpFDHz9Py7UwhtBNUj9n4hA/EBnRdEQ1IVnQeOYQB8bRfOJJBR98MUDtI+o3UuNdtV8/9sJuVDsP7zasVHS07/WeSbfGO6b9l+hJ68ZqNoja632e2uYrr8g9g6nbO+94o96ba8h4e/bHHbfatuluzVcsiIlmU/Hl3Wazkk/mr5ujl0JNEzUMu1GM1M2852eoCr6kIXgPqTA1QxQOX1SENj9tXXbRqDiS7h4axBrUXHNiPp2Bl1GYZo7KKAk0FmFujMK7XIRexnUekb92fR6jKJu2J5xGFvLCkn/DN7pvKgtX3QOiiivpNs+gLXv37K4nSreYTWMpzKJtgqwG3ark79Qau8cgK7oTpDEaW6Rc2c+NAa+MrxKaFGnZQ3bhxufuvMcPB5JmcvKoDAiJGCcjLp8QD07Nd1+DeWp7zQ6S97mpBsiXjKJaVywyr9uISjfu+q8imlo+jc2da1AY7fn0i/fc0Gpdi9x9/iOIpzeY3jxb16dTOes817l2HrR4HCozarRkFNFQhVbFybB4jZS0EPYd/SgvEaLc/t67FrWJom6u9/9W5ttQQJNKe1i1VlzYDLM7I5WuL9bzKrqK8fJma1RksPfjdufQgrp60FFVtyYY9G/EKFonqhRq8/pS5PQLUK3j3TB6MfWJ3/0l4ffveDkdn/Sskwp7X+vrG5Nqg9AqEqmZUhZOnlt47Y5MuhnvkMRtT3VvvmZZqoUQ+zCiWcni0RyATMoO1UBWCMUtBwZVq8JR28gl4KfOu1Mh1SxbqjeiI94qxbuNRGUgO8wyhNOMYvVHdjtE3QjdjtrRQ12X2taPr8ouAPp/b6eu479FxTN8J6ZwmgFSC7GzI9H67y0a6Pvcr+GnG6zd103LPlRHC/aSHWX2uSVaJq43BdXhNgQhdS13pFX4YlFjtDGLrF2sh/bRy/sEteC/MpefIL5mb+rfbc4A0WwpKvwNGUXjRLJbjEX2iauh1G062n924tgtyWXCmkV2z/uwz8sLXvahEV2vM9umr1KvQdv2fV1Ye0v7OOfWsyYtDIpAZRQ3wqtu/t2AuTvAdlTSPKlFDRK1OH4dRtR5chos9FZBcaCelDOkiMvO8kdEbnhoLm1V1JP74ZXPnXQyrpOcXSvdYGrPc2FmRQJjOQ7SsHmVpNotR2UU+4a0zS37t/su3NdNlU+p2u6RlkYuBW0LTh2pMkcqkzRjotZoRM1ksQTCPfnOQrSrSpxzan1wTro+uVsSKUiy0qarzK8yms4ulnPDw92M2G/aGDNUyN8CA5sQKBa4Ps6h84IpFs+jZVydqOp53w1C2fdYHZ8iMoCutFD0FIuHBPRvxShySg1e7n74vYP1qoT1Eq7uBFalRiV8a6JuVinsdDfK1m92K628+PdmS9xYc18up+6xHB1A2e3JRT9uMFrocyZd+Vu71jWXVOebDaS7BFJMcksmeMh4Uo8zhWKos0jB6lqrdTlcET81arAOxUmtS1D6TPMVtPuBpm7kbFxcBNOlKWHO5SkfAqpDN9+fbmotkvTmsz8DJV4mf/3o543Z9DEJpZOq+Bt1RUFy4dO+0aJXRUJN8S3sT4QUi1Gzro0YlHf9at/A48r07b9Oerfrvra76rKvdY21uB1sFTSue0f9vsZitjsbLbzY9/u8dU3Li//WNU7lfdZeCUhUB3lDNTbU6l8uyl+5Ps89mjYkb0U67IRu4+4swxUNdNbhKs3rqksdQDNG/gi76Ra+v/bItt6sYy38GOPq23BV0lbppuyz3G7VXVq15K8mf+mBn4EZNWWlMojCqPeoPGHPUTYmVXM+rLfFZZm5oadma+m7Vd5saCZbNF+bYml6b63p0NSnHukIkCuMznu9C4m0IDQ8Nyn6L+ax/+t2DYoZttIAJcqwzfetKa7B/mJv2XnCviWkzNVtTQoagzNVTZtnC1UMqBUJXssAoFg4uGtCqqaGt7gSoK+xYpGt5k5ukcbonrVa16UbQ/tCaHRaUSoFbYjsiHjnC/kW5fTTSiOf0k4xrdagMKnzYX9UkhUBTY6k9bNMToZW499M9dCEaCqxC1X9kLbf2ma9IZ06YzsnrhtDOz2jcnjavzuj0L6tBpHr+yqbqZ98KgV5eZdWv7RWX1RhfLnB21o1KaVKUF1LL4jd+rlHIFYDfks/b7v9dvytX/W7olLQPdIzi9sxV1isxTVeGKeaZb8mPVXjauENtPVp+va+PaVE+uVcia8yGmugaXQ3496vPVpyRwFtQ75Yi9oT2nyXvhRyaSoqvcq1S/D6szOlSnc1jtXqiNT1SjWzsqO0mvncMpzbOLX1oc6na/NHJefdwFj72jGxfp705q0/fu1hhLcBi/3T9b2t8R59lEdc91RlsrkZU3faNXr48/15eX0Wo/CSceQSr753ScWh0nkxpAdVbRiFOcBeo0JvpTm0wjEVMtrc6z4jzncZei+jN2t0vL2tNd0IxFDCTcKTjYxdBKQmJjRnUsrd60uvO+hpv1TOfOsmtoAsae1VYla0plm05+pYa8Zim4+KGDq6acFfolS1o2KXStxtQ6mpHLthr6op4LztBillCZ2TUs9ACkTNpUqZ3Kzp7ZxXBt7xjW7jaAkp1m6Zd2dN71buN0Y3h2VOtaldpbxPHyfRmGndbNKEkABpB7I2v1IYaOExVbL7zn6hqi2rVzKFrnYPW6OhF/aw2+xS9j7+yNXmQ6T7KW74F3PSmGjNWti3GrtL2sawh2uXe9xeYyc1IpEbL9pfuz7TmKklZl3aAu2h0WaIsZDTH4v42qFhQ5ANldT2u/ArhZt6T2W3qgpkIXeKnO4N3CSF+pvF2nXgdkNlyyXoRUTRBLUUWkUIO+TbF6hXR/6SpCjikF4K7s/fMqCdLKS7r6VQ3EqoJtGqqlAZQs1SrapTL71rdSQITvjl29e8eji2gilZleCqK1F5Os/M80bKtcBLnQttqAe3M6YdecnN/Nk4e/G3e2925vJS928z0ObxRopXxv/JZO+/1/gFyMjoSMkSxVLKtnkKithDpmtGpxRDouV2uPJOdb7UonB7ta9aw6LMcS3/+LJnf+kyNcT63FfD/gSJOLmlgZtWCsuuc9irvVhimRCspZToBdpPuT4PUThfsu8q97ut/OSlEBmFFHaRW54xqqpy4QaQ6p7xCALO47KgxUvRDbkjJKX6p4HObWQ3V8gorUe1FWn/0MriVaKuzKGLR9g7aYyKaujcv9s5fEE6mgt0h1pgpz5hlvhOKlXorZUhfOpqvCnFIdXq7wqSMI+H3+GT5UwIDM4RvOcwDIzTiPee4D3D4Pji9T2PDycrVJYTKcXGUFWVV3eeZbNCtikp66Zcl63Nia8GklZj0phsjLkxF7KyxWz1KQsjyZq7fL5bw/AeYUnjIk0vxxj+rQu0GiT3B+uciGCRkM6To+U3iLO0KIuQLFShlV7UPBRO8H6nFlVFMiaBRYp4rsyxhFgrO+rau/fJ9YldotDLHq3Zj7V77sXvu+u+MMzufYYG666wfJKsHtQM4Lkgsr8dougg0m2ny9YXZzEIVTWQ/i67uij+2mjjAv3mUyjBUn2EYp8DUv59MVmN46ruuZJl893CuVuAW3/qIuzj+nOTuRNLCwRrQy5SiCpqurwJKPCXNkdSmNo+Fbc6/g2Z3FQD0ps+9qhDSnHZcQwcxoGH04HT3YEhBHxwBC8cD4FpKupQhuR2OKpqANi3zeRI2XM8eIvnkJIHQUTwbW5VlZi0SG/D/GtUYjI1bouZZdtaUdtud++roP3YXhpSd0N2v3Y530rJT+/pNqnjJiy7MhZjFNryMyoOzRhqc0LLAbq9arBVT/K38v5238i+Xu1zI4S+6Vt7Q/dNpZu6b0pbVQVpzLPOXmVgzuHUgbfs2b92lkd/fV7AldSOV51pH7BZlJMNXPeiutqIvzzbjbeV0Ws4tN5k/5iduGMWvaejcuK+c6UfFVkY4+iI3cAhFRHUTV01ukrsFS1JHVt1CUsf3CIdYXbEXq3oZXw71683UOrxiNX8rON6Ab2lVvWhupFpTKXtqjaq+s6afGRVlo/TwOk4cnecePV45P7+SAi1hoESt5VtuxpzUEpZ/D2tOcUVzRER8D5wOB45Hcf2XidKjgveecSZl8S67IsR0KRWVCEnJcbE03nlw5NwXSPrVmNJaFJZXxDBjhcrkNZ9YQAawtP2U+s3WB+0xGK4vfhzs72Ud5cq4FKK0mTtg+2KXHaGblVNHblBkztJN4RUBVsLr+4ZQn9JZRDSCgnV61a8AE21q0Qi7a72ZxFzTfWTqhIWRkGw9XeOdf0bVbiqQTh1irqULWoIklm4dz+fNFLemUpft6mpLs2y99JlI+299e8bhNKhkF36SruzSSiRYoY1yN4vw41NRVJZWGebVV5CtH0c/dt20vkxV++LsajueSJiAUYBaWdK0DZDYWDiblrUQghCtUkIIQiH0XMYR07HA68f73jz5o5xdPiiWuQ0sy2ZFBMpJguHrvELavUXWi3JcpaGbSJAInGLtHgHzVghjUQYBpz3O1PFoeLBDdbtZLU4DkE4vBq4n+D5uvF08TxdI9clvmAS+2XrW8vTV9FQWUe/9vW4B9eea3QqDrxSjU2pqptSrGKdYUsxdOc7WrJaD1oYqhn0fenGbiTd3c/9Vc/XaGpFt5Yt0raMo6rrUtpTdA/BaE/Voru37Kl5NQBTSbvvKrMTATcgeLLL+CF+2uE/c/1nJIVJqVGi5Aqd2DfL/nvCgmIqx9uHa9l2dr/DYvT7+ITm7qvEo1UMVylSxSv0W7TVkCx92pGJslexl9bZfNOM7NW6XS66QCYILQy3CrK9iEr5KT7NHTZbtmYNwunVh2ahfoFQ6mtwFp5dbTnW5R5O7Nuj2jScg+A9Yxh583jP61d3vHp9IgQrvhq3RI4bmmJjRjkltmW9MTJq3IwxamESOHKMTSKui3kMXC1Dnzd8cERdC5R3LMtieRnOI6UOpQ8jznmyA9HEEITX9yMPp4F1S7w/bzxfNq5LYo0WeGbLXtdW2xwhO2RuRkQRnIRmvLXANFtLAZzr7BjQlQAskreUaNhRzQt6bcLBUtrRVhMJiuE3Nomne+6MmMrW6L2td1lPX2m8UU9HI+W+LLuKUplb00mkId12aSn/J2UMzrV5gMKnzHmMCyM/9frsXI+9epz0U4i9fufiNljLmGgl7dA/85Q1bIGD0iZNhRZUZzNaHeOVYbAvfod0brn0DgerBG/6v+5P7MRQdqsk8x6I3GbK9v+WxbBqacY16iLnEl8iBfbtmnbnObhJtP/rdvIaoi3UqZCCJjz3x4k3r068fjxyfz8wBMh5I8fNCudskZy2xgSMYaRi+DIDnsZIzhuqqVW5TjHtgy4i04VgY8qJPAYjzgLx12VFQkmXF0cYDozHQAj1QCiP83Za2wCMQ0ScMHgYAzxftRlQm/Spc94ZAivUrjNrEnhXB9vBUr1s7Rn8/qlJYOm2a6mLWvAFNTm/pWaL9P44EMFJ3oskF3qouKeTE/BylStt2YtvBt3oh11I3SKJ/a9b2u88HgqUehU3IQudwPsp1+dFZnaMrnHU8kFdQqFXHswnbN+UwKKWD9+aovK8Gkuv2qkk1aLcd+Am0qV6PipR9FNXM+X2T7T6GiuxqPWuIQalY2d7gk6VAtL1QwuZym13CnzdA51a3Q46RkHtjLMNWXrdz2n/aw1+6ovHeCeMIXCYBt68OvGLLx84HD3BCzktxHUjbhs5RXJMVhcjx8Z9VYVtXW1czkq7b+uM5mjznhIpbjvzz4bsXDA9VzTj00SKazmyL5KS4kKgWAw53Q+EqVKI4PyI9zYxUjIZ748QXGYMiiPxXoWYzDNkU1rPyLAZ6gsU132VtAS/1rWUzrZDlcj19+rVqlRSGEth9oY07ZwPGvOp3j5XNnBu27G276QoSVUgITWtjBaXkSv99wysLnMX71Lf2P7c903LZM3VWL9HfUIRgC0uJ4ME6pGEFYX+Van04vpMRlEhnLysbrdvzx9ncTfXbfiqDSiVAi3VNJf6gexU0jV+ixukf3GhDvcj775t5/aGBlzqRpZPbukmWNraGDOQViez3lddfe08D2FnHrVx/ZF3AFU566M498Kw9pK7w8QXb+754s0db16PJYgrkbaNdb6QUiZta2ESqZz9sEKOUAKh0mqbW7Gj7fK6GvLIiZSVuFwQH3A+IOKJ2wbrQs6Rbblyun9gma/EZJJ3PBxJ14VhPHC8u+f+8ZEwBoYxMAyDJUFpasSeELZtxenGXUgcHoUQBt4/rcxrNs9V2S26Ly0h2N8pZbYu8/w2Gzl3hNltyD7PqMyxo/EJYwA5lU3ldiOtGlKsp9L0hu6qHdt7BLqKZagWT2AdwO2i1zivT0geoR5LeCMksPemqp72qRIAhQF7IPYfv/jlMyK4P78UXl87qkrgnWG8pPpqVLHPajGVXcrSpLBHid297eoSvCorqTCRCu92aEDbwDcoSwsc3EVMRSE3r2r7fM/icyJkZ3UQ9roUNpqdKWgbkx1b2DWmQqrFcbQip8owdtRx0w924mnSxdEKjYg47o5H/uFXr3l8GDkeHY6VtGzE5cI6X1jmMzmupS6GBaplHDku5GQoQ8QR15V13YgxmrQPkx3gqwkfgtWaVG2HBMdk8RYWF+E4Xxc0O5wLjIMnx43j3SuOpxN39ycGnwkS8XlDVyXmvTALiLk1UyqHBtt7HyeHZM/ZC+c5sqS6oWkBUbHEZtR8lp7ODC3t7lfVgmbdbR5FXQetaORGyFUkm/ebcdDRUGMQBfVmoEcEfZesDzU2xz6rRW60Jes59lwPo8EWktDRh2razyBVqAZSV8/VbSX9lVBHUPqVsRifuk9+6vWZjGJ3/dyyBCnf99K4Skxpz+6zxm3A0U07Nim+wLjKWCr8poP6+iNjrWjlFn/Yezqwt6OH9ly9uS6aNErqg7r2hefFL/Zl1StvO9CFZTc92UScqt54gRpvEIpqszMMEZiGgePxwBdv7nj1MDBNFlqPZnJcWC8fmc8fWK7PRc8vTDpbKLPZKYr6kxPbcmZbN9YtgxsYxqltMh8GlmW2E7d8KLxZiXGzugnDgZwtOMmX+pDhcOB4GJlGj5cEeSOvqxXtQVE34v1oUYZl/LkdDlxF3crkIY8Qk7BGbROjaoy4hmW/zCKpdouaQFbbd802tbu+e7WhftY+7yB67soK2NzlRut0bfZRCb2aXg3y2lp5CVZLDJDmmnvexlHpD7R539pp63uR14ZAXbFuN5e+c5/Q/249+enXf8ZJYdrBq+5qC9kZDhsGeLFvgJaroXsDnW2RUs2rceCm8XU7qt/47be64L2C2vpe7u2ppDzUtM3euix7rMOnDLiPo6jPUWol0HMe+1pvyNC+0T2ytMxGYwr64m4njnEIPNwfefPqxFdvj4yDpa6TzFMRlyvL5QPz8w+s80wWg/qWFJWIsQRBYUbFtC3E+QPbFolRiOoZx5mqX4sLxG3DhQmfaTamFCMqVtpN1aS8L5GO0+HAOHqCU2MSUQsKSRYpO4JMVgUqAzFBjBvtfBHJpLjhgckLcfDMi5gNgnK8QZXkt6txw/Sr16zt6BIodeOq1J126kbfoxKaw39nDjXYqoLFou/UNfNAzw70JY2U73dU2e0O3e+olLLf0zGoThr39LgzntqfgipEimexZ0uV/vjJ12efZl5ln0U+0ow47R6RHWIRaQkuZWB2GE2FQMXcqLDLVJvi3I+mbb68T5DcMqEbFa307+VEtk9u9zefzHpDQbff1UWuz7WIzO4NiOJLUdVckFOmBDl1PB0s5N0CpOxT14iiY67lj2mc+PWv3vD29YmH+4DLM3G9kFM9FCRz/fAtl3d/Yrk+I8M9iJ1vkdLGuqxc1xK9KA6RwDpf2S7PBfoOLNvGupzxISBuICYIIViimFjCWNoWYrJ09Lw9gwxk58EPjIcDXhI5zmzZEaVItpJq7pxD1wtbOrNta2FQiTDdlY2dzYBafncivDoEkAPfP1smb0MErjLfsnNfMGbzPLrizq1r9lLV6wzLReqXhbB8Iq31V3rhV+IgGuM3m0VFsTXQ7uVmrPul7gcntbhtfWdVN0u+hzjkBqNQUISWm+vhV/u+lJIJ3QSV9MkL0pI2pfTnb4YonNS4RrrZrkpFJ9Xr/UCNgtTySalFhMKeI18WX6HUSbjFCm0ztyV94erpMIv2C14/f6k31rY//aibyo5HN2gqHbLYGUaNrW8fd7/68o6Wcl4uLzXDXZuUrArOrvUI0zTwcDryj//wJY+PBuc1nklxsbgHtcOF5udnPnz/Dcu8kdKI8560XchxJW4L6zJzXSIpexCrYPX89M7WSEF1swI8DmIaEG+2jZw2BjziJ/wwsVw+sszPpBTxfuDx8UsrZrttbHohXiAMAz6MSJgsx4B9k5IT2zazrSsxZcSNqH5HcFYucBjvCdNgGysl4nrhLsxwOvG8BZ5m63BjqgWFtTT0bm3Fg50ERqsQ1uimk+BabDDVIFoF0b6Ou2fN3lG9Kn4nK+1oVYqTX3dakXJMwCfvoNZkqQCnjyC29+RqH6NDqyKYg7k5iBtN1uOw7Xcph1rdXqaS/a3qUUg3yJu30lWB2meu31A1TaVK2Mo8en1p11FpT9bN3HhFr+P3XdA+FHs3GlUDUW13J6TdmLm3TTej0pagwyI39o+KAv/sfMGNJdw2Zc2T6BlVxyCgpXzfnw68fjzx5dt7Xj0OONnQNJO3GY2r2UtTJG8L23IhbgsxbqQMEle2+SNxndmWmXm+skQh5gDY2RIxJpPiOaIp4mUgOcGrQyjoww/U+AEvSk6RbdssA1NGRCCuV/KW2CTj/UTOGZ8SEjcSQ2FMGdHIulzNbZtSyXa9ssxnnKiFnZ8emO4ecJ3EJCcmD26YGP2B50VY45741Na7MvPKDqR8VxBCL9xyFWC66/43NFLd+HTqJyXehHImSIMn1U1eFrvQoj3jWiCf9GGWhTaqGoLUMz52D0djAWKBWzaP1em/0/Velj/v54nuXGtXq+o+1QQ5oWn788T74vr8yMzur7bRu03W44tboG0TnGH3j3eQHn25+bszKLhVI27e2do3+N2DLXsqtxv3jb+/82Zwuv9yiyxeMKzbB+z3zhK+95P2bP9cZRR93dDdfWoEMw2BN48n3r694+2bI4O3SMq8LeRtQXRDEHJc2ZYr6+Uj2/xE3DIxQ44Ly/kD23wxNDHPJAaiHkCC1fDM2TwgcUXTxjg4c+aUI+oU8H4oZKkIyWIyUj3Xk+K1mNG0omTCaHPgU0ScY1OH+AnRiKaZy/mJlLSka9sszdcrmha8U9brMw9pww8jPgScH8koXpUxKMPoyTqiCjHZppRKOy8kWCsaDLdVzbt0+Z3mbqREY+5VujdLUql9mTGp3rssqyqqUquducYMtLeNdC/ZDdZ7irkr6kmXxVFsbsZopCuaSxOKxaaiJYWixZ4I4nbVx1Y1I1gRqp96fXZkpivb1wJLdojRJ1uhhQuWibDj0AxKZW3nGLXJAkrI8B43cMuU9gXUtpnr5y+3dJ2o3f6h1cNSNuxure5a14I2ZV+eyh32MOfdPVpdYznvkPfTHH/72zd8vzN6pRLvbgxrLNUJrx9OfP3VI/f3I94n4nIhzhdyXGxTe4U0s81Xrs8f+fDd73h+90cSIxHHvCxcr1eW65llWVjWlTA+wjjY2ZyayXFt56JqjgQfASVrQlIEPzAMgEbQBU2RFNeWYZnzwjI/Q5rRtJFSJEQzPA7R4UhclytueiBvV7b5A8/nGcUqTuXi3XNh4PLhe9I2c3c8kVNknAaG6cAw3SPDhGyRYYiMx8yX928QP3C+RuZltfKGQjHY3eLUG29b+TY3+0JX/MZ24Cdr5xojkA7yC07qSeDSCYISPl5yLXpvmbLTX9d6bYKqbBi9VSFWrBqFPrQyEimisOlCfX5RVYPVGIvmYvwoxf8V1Fk/w09PHv18r0c5X7nZGnbns5QSai+l8afxCntrFRIpCfMzt/PJS80FV42STVXoA8X7y7g9VYdsqGaPiehVib84Tr3Ztp9ARrpFF+nt7eXhbgb2J6Qk+OwIpaKUqoY5cYxj4PF05O+/fsPdncfJSlxmtrPZBZxGvEaIK8t15vzxHe+++4Z/+c1v+P6b36Hi8eOJ6f4t13lj24SkI/hAJqDbhiZFhoAyWpi3CkhASazLih8OjCEwDkcGb8cMrPOF67YiLuACaIys14XBHyyPQyEmz7ZAkoR3EZdnPr7/FvVPrOuF6+Udlw/vLHDMDYgP+DBCjoh4gh8QLzw/vWdYBsZxZDpemY73JHWsYWKLKyfg7fTI0Q989Cc+ni87oy/zmfTlpt//lnJM343dAOXWeGjP2EHBRQo3wWEEIrIfCFUN7t7VIwD38HyjJ2mZ1Ohuu7J134MDe5Z2IyyFvSZoeVCL0bQGr7UGVFGN5WGF5HcPSlVHvMf/rdLMq1sqV44mndEk70pHja5sJketnLz3lde7bDy+iNv6tEhRVHT3NFhT9l3PgKqREfbd176r+1bq0/WN9a8XKghU50qnitDt6hcaS2Fgt8cM0IMd62E7Sq62WR+wJDAnwjAEjoeR1w8H7u4CjkjaZuJytYCoPBe0lJnXxId37/jw/gfev/vAh0vmmg92indayf5CdgPKBijOD+BsucUJzge2dSaliOaEkFnWhPgR50ecGwhhYiiJZesWyWrp2UPwpeqT9WXbMioOGUZyiizriiNCWrjOG4SF+Xrl8nTl/Hxt/TE7hBK8IzhP8o48Z4Yv/54w3ZEZWeaIk6tFNsaVuFoC2qjCEE68Ph1ATjxfl3Z6uFZhonWFexvTTh3SXKZ1RQs6LJLipqwhhnpbEV4pqeploWtMT13fqlaWqPeunU7IdDTUC44WUXpDaFXI7BzFVA5DGtWLYepPtT1lQ4diUbUt4EzMnR2qe+4nXJ+neijFY9GCkttYWi2FnsN2m+IWle/btZ+s25npISRt4916V25lds8E9o9vGU3b6Nr+fAkhmopA7cGNmrKzp9rvnTV1EEH2e4BWuLXDFO1r54TghHHwHKfA3WlgGBTdFnNHbit2UE8EjcSYOT+def/+Bz68f8/HpwtL9GycSKy4nAnrioyu6a7igsU+lHBscBadSdV/hZzspHUfTD0ZhgBYJGZM9dyMTE3priHjtWivBTVl0raBJjRvLGtE0sK6bCxLIiXY4oZz2dylOTL40KhqDMLxYWG684gbETLbuoFTlBVlQVHuEMaTMoyO++OJLQaWLRHTHhxVN339Xx9V2w6lekEMLXKyPVuooBrLq8FREqjb6baikk6uqBY1oRMut/aq7rMbQtdGgx0O6vrf3dp6WOiuDUQxo6Vl/2pBGjWb9CXK+mvX5yEK8WQ8uWZxthJu3UtvZuXWV9sk6k2lVfbn2lXb2m8y8Od56VsuDVv/2uM9UXQYr/W1n6LeR65tzdtpluKKsexlH3fm5kXIlkNNxVXNki7yoi+dqqI0Di9eGIPjMAWOxwHRlbheSetKTplQjE9pXblernz3pz/w3Xff8vx85nJdSW4guhOJA56NmC7IfAUSSAAC3jn8dELEkzZjONM4IDqgyYq3hDDg/UDwgXF0zNcLMUFWz+idFbNB0JyRHMnRwrcR0LyheSNtV+p0bVtCY2JZN2J2uHAgLQsxFmicE1E2M2hm5e50z+HVmbtXkRAGDtOB56fvgA3UwrbPT+9BlJwj00m5ux+IpxEuGykvJTu22o9sw1Q3amdushXpNtcNk6CS8i6wsipaPFK+rmd/gLFZMncb1A0FVrGoL0iyv6txqPaRvGhhJ9V6b/HelEzgpgoXREFOdpgUCuJw2bf9mtPKT70+U/XYVY3a4ZsCqjdcSm43VmWxt5pX4+L7RAjVDmE1LSz4pOp8t6pFLW9foeRLhNNnn+gn/32JQW75tYCWWDt9MZaXN6ulgN9UqKrvfsmwfuTKOTMNR7768pHXrw4cj8J2nombJSYNzuF0Y7le+OZff8fvf/cbvv3hA0ue2LJn2zzz5Zmn80cLknLw9l559XAAcYgLDMMBNwzgDrbRveM4viW4SIqRdd3YkhCGkWEYCMET40pMinMjwQWEzWJfstW1iIwch8GyR5fNKlallXm9Ijh8GBinA9frGS/CNE7McWZdN1LaTMD5QFwiUsLH3ekVGxOXOTIcVsbDiS+++Jrr5T3btuBSIsaN737/Gw733/Pw5he8Qni4+xrwZAKX64p3xuyzZnLqse++lr5blqy6o74q7ITm2qwHQlmavqlvprJ1Qklzu981D4fu+6RDk320kDQ7GjsD+NGrZz+0ceQciSmaGokixa7STgKTUnnOCal4roRMjH8jRqHdD1Di6e3HULXe3ql78nR16bz0adzogbJvst5HvTOIWo7/xzfdC3nfMY38o9/cMra+leo/h5Yg1hhBdZPtqGCXAqVdlSbBgAbtd47k2ri9d5ymkV//3RtePY4MQUkl1kCK9JK8kuPG9999yx+/eceffli5xntSVq7LynleOD/NfPhwISUrDOMZeHycGIJ5XbxsqAZEV5tLDyIZp5lYXKTDcE8YDuaWLL5750ZCKAFcqaAGFZwbOAwDOW8sS42t2FiXZ7Z1RpzHj1OLQDQvmXlVnJixMScrVJNyILgBYWCJyrplPn58R9rObNd3fPHFl0yHI2GYWJar1eTMifU68zH9ES+eO3GM4ZGH08iyRrbNUgydmOGuRwaurF8ffNVwQUMcfcCU3ZtqDQ+1AK1xGNndphSEqAXqa2tvZxBFeGkXYQyYUazCy44SVVtAXK12plSD/U66PTpugleE/VAut5cq1ErdP4rN/+z1mYxi31p9R+ss7Yhpx3a9NO8ZYoPobdR7W7vxx7WJhhqoVW0Dt33r9bcq16W2390ruo9C6rkhLy5pwTZ0763PUFyodSB9C501pOuP7Byj/a1ioe/TGHh8OPL4cGAcFNSIXCm+Jd3QtLBcznx4/57zZWHLnsvlwrv373j/fObpPHOdN5bFzpicgidw4BdfZbwrx/LlQJaMY7OakuIRL6QllrJ4wuF4xzQdy0axaEDvLebCOUoItUOcwzmHHwbW64ZKAEmoLsRtJqfNNlq0wC4Lg04W2JWjSW6FGDPXTYnq8Ckz5ERiYzzMxG3hehHOzx8A+OKrrxkGQx3bthGSktLGtq5cn9/hxhPTA0zja07TyFOqkZayC7LG6DFGUfpR1eEm4TtGUSlKFVxO1O2qpb6owk1RmBpWXo2WL0HATuy3dL8Hi90QYtd3CvPZT4xv+63U/mjn01TPBlBDwcW5xiDUFb+g+xvVzFQqKtM9JFZk9/NqncY6AP8JlKoF5u3//cTIJwwD2XMpXsr+PZ6iHuijfDLPlbXJiwfVnLs1QKsyn2aR3lcAwWL+aXH2NmZpz+z39uh2V8duhkMzHgoMg+fuOPL21ZFpEsi2aVPCIuziBY0X8nLh6f0PfHj/kXXNOBf44bvf8t//j/+Rb9898/GyoQjDdMKJZxoGND7wD79eCURkMGSSNDGGjIjHixWgXbZITuDcgYfHtwzB2QaMGyklxsGXOJCEknDel+K1VlA3qyOMJ3COlJ7JaSkAq6Sjq4dYArXyRtxWEEfKMG+Zp3NiVcF58CFxmA0zToMUJCSkJPjhxKvXrzgcJsK6MmbHJp6UNubLM7h/xYlwfDXw6v4N1zW28nT12IS96nep6lW9DT2Bd6QoWlfY4LxLGXUdA9GSm14ldTN+9JJpjxLtafCGlm9omt2VWZBPx6+aEGymwPLePZxcLeejfOmat62EkSNotpgnF/5GkZkK7eBd6BWI7oMbXcvgba2S/JKLNgtCxxBeXrd1bbW120+1dFy0daP1GEvfLVLAzl6MJuFqNFutjIQxvfiiwG+KpVKGlLMstADOGz53Qwkdr7hFFju6gMe7I29fnXjzegJdrRpVLEle+QLbM2l+5vr0gT/9/rdc18z3737gn37zG/7P/9f/G396v3CYXnGaHonbD6zv/oSIcDyeGMeJZV1ZQgIVwuBAHYz3DOOBwzSQ1pngjxwejxzv3/Dq9VtSWkhpZEiJuC14Mtu6sMWI+sA4nahoDecYT6/IaUHzhZysHobzDlVvCWv+SE6edc2W0bouZIXnOfL9+5l3z5kcFFwEBI/y7fsf+OXbB948PvD48Iqnq+OPf/yGGDd++ctfME4nYnrG4cgS2LYFuVxw7ls0Kw+/OPDq7sjzdWPZtrYCNyVXG330m7qnmv6rQhveUwrGmgojUkpBKGQTlNXT1y3zj171812VrnE+Sk042wO2bgVwbqil/m2oIgzGgFu6QKVF2WlPykSIOrz7G7lHVff4+u7DNpAbyFMHd4MoqitN9zvUUQNG6tkWdlU2cttuf15ip4bRMj4r76FTezpJYsk/0eI+SrJNbhtaWlnOxmQq7uvHnR3qdl/5LdaRG+TxyVRhBPuLN4989cUdD/cDPmS2VcnJ+ufIlstRqlVdrleerol3T1f+x9/8nv/Hf/3f8v37C//hf/m/xbuB+fKO73/3PcPdF8ScyJr59rvv+NMf/0h+c2IaR5JmXr2943g3MARh8hvueOQw3uHCRBhGPCZhxAleHCEc2ZYr+IEgA37wODeQyklTinA8jCzXhU21BA041utsEs8FsizEKCzLzHw9s5zfs8bM5RJZYuIaYV6vbPUckFIQ6I8/fODx7sDXbx/59//Vf8nT6PDhieCFL7/8CieppLaPJBms4ta6sszPhKc/8nD3K3I2b9S6baV8fx+yvQshERMmNSDppTJZ6cg5qxWqLuDQ4vnIBSHsxxz0Ze5qKYE+XbzW4TA6LaEGJXEN2emmUX1Dq/qCZezJ8A2tuj3nRQrT2d2v2pCxlr781OszDynORToXWN+gVvnJFVrXcXUGwN4n9WNDfYG/mtGzhbM2s9ENc5KW7LPDvqbrSWU3FT7ebngtfWpMpb5yxzoUwdm8O00H/RFVp+//3oey6FIL4TorYff2xN0pEIKarptSmx5BLQcjJ9Z15vnpIx/PV/71mz/y+z/+iT9995EhDPzqV79A3ZEPH+5Yzu8hDGzrTFzPzPMHrteZyxTs9GqAHBlcJJAhbqjzjNOxBFm5G8LRgq4sLMEXu4RtDbM7lDT6tHXCQBgnC8Fe180CulhZlsy8LMzzleePMzEp51W5bpk5ZpaU7MCgbn3OcybGRIyRV6cTSCY4U50eH05Q1MGcHCKWeKbqSDGxXD4SpgcO/kSePDFCLdZjS7QLql5ZcC8WdA8btGW1codVnc4tx+SGATUoqU0t6N/ZmETpQHOYdD3Sm7dDrarV97f7srtTqYdN7VrQjv9bP6u35EfI989dn80onNYKJl08fe/5gGZZvQ1tftEWdCpHZ2CsTxUvya3MrpV/CmfMehMWjZaw3NJ2K9HfqykFhqjTwsiEdvJSgSLNk2vNNNeYvaL9cjOO/jvp/1PadeII3nEYB754c8/rV0ecxGLgS2iMHSTOUDwR1/nMu/ff8/37d/zmt7/lD3/6lvMceXX/wOM9JD8Securr/8dKV0sDfysXK7fk2JmWTbMVekY3cokMz5DXBdkPBAOHl+iNi3SNlldSAUhlSpZVnpfxJFLuLWIxSms87Wcw2l68uF4R4orW0xs88ISI+fLyrJsXOeFd08bOQuXBOeYuW6x0Y4XZ2eciDGhNSrfvLtwF/7AYXIMLhFc4vz6nnG0YwLjlnDj0apmiSNn2OaZ7fqe4ei5m+6YF88S477J2NPO63/2xIM90L9+o2XD7QJF2CvCd1molDBwsb/dn2MSOx9p9C3QGfEr2u7+6oTI7ly0vKYdLXTM70aQ7UziFlH9jRCFuTu3NrBWO+Lmfb00b1qDPd4X3CxZHSat6wlVXStuz/GoC1lVhArtVLVkO2pbcNFdCvQTZZNqHzjnjbDV5IgqpTQbJb+VVhhXVHHiSrm2tPezHKunP2JIVWhwsx4AAzCOgfvTgbdvTgjWVj0xPacFcIha4RfRhfn6xLsfvuU3v/0N/93/6/f8N//9b3j3dOV0OvHll3/Pf/pv/u/IFHCHI4+v/47r88p2/oikjzwcRw7TA6iwbQmRC2+OJ3RZOc8Dazrx+ItXKAO4ETccAIh5wXmbi7hdcT5YKTxnGaXeT0iJ1kzbagbNtJmBTAJZlcNxwntDHt/9/nueLhaZua3GJL47wzUltlwNlyckeHzwjIMnLWdEE1vMXFb4/bsrr779gEVvbrx/PPL2izdG+Hljft4YxwE5PqLDCAxcnp84EhiOwpuHB759/9w2xo9J0grzfwwk3lx10+uOO524dkp4O6ZC7Ni+Spo1EKrG+tQ6ljWS2dyVXci51nTyjp5vKMxSHGqcZUXNe4T0Hj29o37YCfXlvv3L1+fZKErgUzvghCKN6+8CrUAo3T21Yw0hWDapUiy1UjI+qz+5zkWx5tbJLOfhAqmoQZE9W87aFWeZfXteRYV/xVJcXVkFyqXsbow9VvFYq6OpwFtPDTHOmokN+1FtWw1mVitzbyhSVU6Hia/ePvD2zYnDQUjLlQYzlWJo3Sxde31G4sy7b3/PP//Tf+L/+d/+M//xdwkJXzCM77len1iXC8fTwPL0ket330D4PTlnlusVTZm7uwd+/Q+/gnzFs3F3cASnLGnCT2+4f/t33D9+wTgc8IOFdasmvPekGIkpoUyMox1s7IshLyUlbYriGccJFxfWxU5Xm46PXLaFZZ2BwN39PV984bguP7BxRklE9fgArp26BfePv2ScRkJhFk9P38P1B5xLuMnztCS+efdcaiisvL4/cXc3MQyjpcu7kXXdyPpkuS4PgmNkm8+Ic9w9HFlOB87XhTUmi6RtcS09arWN1guonRi734rKoIB4K7jrKk3duFHK2kptbv+iTyarhKTNQNbw821DNJHZdpDsXzXhqPUeca32y6fXT2KL7frMwjVWPKNpUmo6EUXS26a3JADrQr7pSl/rsEvTsQ7XY7IKs6gGmLogWot0WJ6steB6b4lQszydc5aEBc14tDOyglCKuuScTeuOWzrO2xs6q6FLWo0v609lfkWiWNFgG7t3lux0OAx8+eaeV48ThxHydiHHDXwAxOpJ5ghpg7QgaSGuF7750x/507fvOS8TX339Jcd5ZXp/4v27b7lcrmi8GrPMliqeUsKrYzo+8Hdf/z1vXt8jGvBsnEbFhSOH6Q3j6Q2n+zccjnctmEqca+eOZhUkC2H0kLXEUQj18CCCFbPJORPXDS+Z7AS8w4WBmL1tWDKv7gbOrx5MVUE55sglrpZiL2KxLPmKE2fZjLoR40ZQS4P2wEeF6xp5nleeLwNP55n5erHN4EarpjV4VDPbthLWmYAQtwW3BNL4xN30QEpGuzEp3hVRVuRcrsVqCxNwzlcS6MK898tAqGWf2jkaBd73N3RysheZdc9UtbtXwRvtQTnwqSrjdfNkasZVT3dGpjtz24+sLKpI/bw3tL8wtv+l6zPrURij2AduBTpaAJKUsk1lw+7dFm5KeZW5qtceel2fqA5wqFW193mXdl+rXNQXgBFpFZ5pTKJOWGPt7S37hGtXPbucNalWZGcHbza2dghyGYe0LlTK2g8KrofzfPn2xDgoogvr9RnFF8YmBuOjMQmXZsgL1/NHfnj3xHUW7l/9Hf/wy/+CH94/cTqcCG7gm29+x9PlzBgcg3doSjh1TId7Xr1+y6//7u+4P1nORpDIMWT8+IbT41dMpwemg7lQfRgbgzX/OsWbY8zBqiaZumeZpsWY6SBudliQF8jeztgQZyHjaTU7xd1RefPqRNJMTInBbzytCYnJmKwqcXsibYrIWCqDX/Hk/UR4YEuJ6xo5XzeeLgvXeSYExzB4HEIYD8RttQpc6wzOF3TpWMNHjg8Tp2kAHJdy1mm1g6txihIvUwWidhK9t1vITrwCUqJ2pR5b2BkyX7CHRh4mLPUG/dfd0QK1Kk2izWZWC+y6sjf2lDVu39HEHt2//9Ouz2QU3SYtf0opiAGFizUDDtzUcdDK1+wny233peeGVB3jNlrCtLgaT++s+1KrCIF0Sf75BrM0TeZmKEKJ99dcXNfF5anFot8ZJyvx7GzmNmimBbYgHKeJu9PEw539PD4MiEuk5Uycz2zzFX+4N7UKiOtKnM+4vKI6I+mJ3//udyRe82/+8R/4D69/gQvCb//0A396c8erV3fc3R/4/R9/y+V84fm64VX4xVe/5Jdffskvv3zF3391wDvl7jgyDicGHzg8/ILj6UgYDoQwEEIgBF8roaDeEYJlsZoxjrYOWTPLainhaGZdletzJKvHyYbTiG5X4jpzPB3wHq7PieenD9zfvWZLR2KMDKxcNuW8wdNslZi26zNP67kUlYW0KYwWobtF68caM8/XjeBmPj5duc7K4QAhRObLe6bTa8Rb0eBtW7EKxyWoThwhBB7vvuTucODdc+DjeWlVs3MljHJAtIgBW3GhMMmSO5HLYcmNVnYBId7KBZDzzgioasAeMr0nLu4bvNZlqwdU7zKnSn/anoJqXN3RUCXoXA8qqvutwfHKZLQ9oJ9Q8F++PotReMn47sSf5mGuBpQSqaZFomaVfWOJYOVpOlWFqm7UJqv0d02StxqCNz0xi4FNjqf6grLVb2ZvqRo+q7rRcWv21G9z5OwoYT87u46yShApELycPK5gZ10JQTwheMYQmKaB093E/d3A3UnQfCFenlkvz2zLTFZh9AccloOQtivL5ZkxZHK+MD/9wHV1fP2rX+P8kSzCdVO+fnvkLqy8GWcex7d8+frA9bKQc+L14yN//3dfoNszPs8cQuTh7oGHuxOH48RwOHE8vsYFK3wbwtgk4+7aE4SA84JqRHICsVPDRDNjAHWJuK0EFzkeD4yTJ6WJdT3ihwPrZhLdCbgwEtMj4hwP9yd8GHn33Td89fqOTCD4kfP1yrpdcSnj8l7R6bJapugSlYzjMHqc88yL8pt//YavvzxxHGEcH0GvzBct6fFmnLUzU1dyNhdrxpOz43C65+/e3jONBz6eV5YtIdmQsR10pOaqHm6ry1vHquVqn69eWchZuwBeQ5a9Ct3TZX222hByUSEakm4vzU3KKYKm3iZX0B0l7SFTKsuVZrRqJjvaqQJTs50V+1Ovz7RRlLpWL3yzlI5VLmWTZvUGasBHuaVB+BsE0bPMItW1cEdPFwnRYF31tnQMS2qlwMqf93do9yPlMQFyLY5T+rDDuzreIml1Rws4Z4Ql1Uq9G2ilxEncn0Yejp5pUERX0naxQKOrJXupBNy44Z3p1etyJm4zHiWvFy4f3yG64mQF8Wh2xTW9chiE149HcjrxcPTkdI/3gTdvXiHOMT8vaMyc7h55eHzD3WliHAfCdORw94D3Yzl53LIOrd+l/843dSunjOqKYbOdoHKbD8c4OeKmoIlxCDg5sT2+4nIO4AaQoagimeAcRwLPw4GwXbmbPOl+5H6CD2e4ritbLKetq+5oThx3w8D9YWQKgSDC+brx/bsnHu4n7u5GxI+kaEzB+cRw8ORUhIRmO4Xs6ftm4BYyj8c7gvNcV8dlTixrJqkjy352Rq6iu+306posAoZdhZCO/tt89a7IbMim20z2c1N13tDMfq5v/cb+cihWRK6qLaX0njis/N4tRthV/V0I2olltXt/I0ZhL89tp/Wmv92QU0NZtS1MPeuxU+ZpUY1l4LWwxq5X1amq7VP0s0K4zQ3aBauW0OodOHzKKCpH2+uWyO7irLCuN0p16taeBbpH2lmMhMH1wxg4HQce7gaOEwSJaFxIy5n18sQ6L5aAJQPhGBFvLte4LmYYjBvb9Znzh++Ja8aPZxufHC3vAWUMDjlNaDzycAh4NzBMEw8PdzydZwZOiB549eZL7u7vmabAEIxRDNPRYiYEk5qipW5GZcClEHGRQCknar4uhTkUezZefPEeKD4nRBx+GHnIr6w61jgThhkfPCnOgMN5mI53zNcrx1HMlpEc3gkfzo7zvLBsteKWVWGagufV3YG748Q0BLwTPj5nni8Lz+czy3LgcAwWy5EiLkd8CJYdm6D65Ndla4WC0czD4Lk/HBiC5b14URYRthL8hcjtRpJ6ZseO9/eyzbsQ2w2P1G/qL2VP0OBFQ8w1BqMIH1e/LNyoj4UW4ZaOtbKmfOMseJnHsq+yNm/+345R1PDPKmmpBr8+DLpAJy1W8lKJuLqd6tFnLZS7Qf4Kg7tNSc8oilWawiwqty/P1IrOVd82gFZrWexWZaXq3oUjN2Z3O2l78JQUOOe4BZplsZ1jGgfe3B94uJ94uJ84HgTR1QrKLhfWyweWyxPbupBiJhOYHr8sZ27aieO4wBbPXC7vef/uD1yujiwjh4cD090bxtLnbVsJ24J/uCcmNXvDMOKccrpzvHn9wGE6cP/whtPB3LRhmJiOD2aPqNQjgYAjrXM79zPGCARSzhamnTaEhIjHeU8YJ9Pr1SRZSuCSEGQo+rsVvjncPbDMpbjvfGG+fCSlxBYT6wbPH7/nqDAOnk2totfjceDj88h3Hy8oicE7huCYguft63vujrapnRMOk1UQP5+vfPzwgXGYUBU7lDkCqgynNyZRs63V5WoFbdI2Y8ggcffqLfeHIw/HwHke+P7jwmVemdnIVJVXSyzNLnag4KwC528DtKDK8nrGZ4X7Rru9iXQHFv1xPvsOF+oJZ/ZVEbzZQglcYYJJ7YyOlC20vuZ+OFc8SaU/dYvUHn6OmfMzy/X3ksftTCJbZe16nqjFEWBHkle3QH8GYrPClNyRLkikhKWUAdUIwU7qdb2xcetNLU4tNpI+DLvmqFCfKKc9N72xpFTTmEMNzxVwid3S4iwQTGCQAe+EMXhePxx5vB8ZRyEEy9PI65m4PLPNzyzn9yznDyUzVFkSPPJfknMs8N/sNNvlA/PTR9bZIf4LRAKkC3n9juHwlmm6IwwnUrYCMpIyw2C2kZQix8OR+7s7TscDhymg28pwuGM83jMd78EFRLQwpyvLMrf8EtXEFhdyKkywEKUXxzBN+HFCCXZkQLZowGEceAiPbFti26IZEdcLwSVkdHgJBDexza54SBKv377l+z/dkcIzkNiyVS17dXfgl18kfvHxwNN8ZXCe4D3DMHC6P3F/GBmC4Fzm8U7QvCGa+fDumYfTvVVxUgDHqhk3HhAd2/kg27pwPT/x/PyBmCJxfoMiHE4bYTxyDANvHgbC4OEcuCzrTi/ShWgVxGli6FOarIX2s+it3QGHqJAl7965Vi/ihZCqTKJrvX0kJTERD7nENOUEkjErXRG+aoWmhFIvUz6v/sTL6zMRhZZw5t1nXFUCG1AtjEGzCNumlIIAXZPsNg1mNtw5syEAKaczV1uEVu4nBe41b0o99s2eN66/25gNSdQcCmNI0sVp7CjxNry19bHVnVCTBGL+9eA8h9EzDoEpeO7uRoYBnCRIkZSu6DaTtpW0LWzzMzmtrMvMtiWi3FkIcS6nNYkVe4jLAuo4PX5NOP0CHwKqkTg/M4wPDINDsqKbErwnaclgRBAZOByOTIcDw+DRvBKmA+PhyDgdcMECpuI6WzbouoIEMqupPOtslaq2zfiEc4RhRIaAywmXMy443DCxLTNp3ch5MaYqHucdg5vQFO0QomRCxDlhGAdiGsl5xQ/w6tVrLs+JZX3GaS6hN4ofhS/f3HGcB7y3qtzDOHI4HQkCQkTzwhjEUj3iyvUceXr6wOn+oSDLhANSXEuVKbN5zfOV6/MT3gtoJHztCecBgAOOJCtDmLifPF4CzplLtpU0fAHTO2WgoWFHp1qoKynp2m6WTudVKBv8ZVu79+Nm61FryXfvd7vqrRR7Xq5FcHYU047VKHun7s+X7/hL12eWwtNWbbu9onHM3WjZ+3Pawa5ogWu0eAWRnUnQbc7aZtaqAmg/m1SHE9IPuCwSNXGrqg2lSxUiVrdrz9B6JtGNt0FDQJy2k5y8gyF4pmKXGAaHl4hoRHQjx8UCoOJafjZSXFjnM/MaYZwsbqKqZE7QvFiJMjdyfHzFeHxtdovtWtLPZyTUsZXCtC437BqGgePxyOCFGh4+HE4M4wE/DMaLts1O6oqRrIL3AdWVlLOVUotbKY+miPeEYbB4hGaEE1wIuKTEqCzrQopXg7g+WGVt76nHBeUsaE5l01uVbdGNh8cHcr6S4kzStZR1sOjPYQyI2OE/3g8Mw8B0HE1hTUraAI1kNmJeWePC+ek902FC8WbcA3LcyG4ALfkf68oyz2iyALWHh7cM44R3gxl4vWdwwiADMgZidlyWev7IiwJHu5miEmT7vFVl54Zk2x894ym2+4be6nbad9SLVxaVvkVI1Jgg54pCL0W1qSXw6t4zu6IhmdLyp7zoL16fxyiq66cbwa5jFZel7F4AZbcgKxQIVyCi5rIJq0TcDTRVJdFcD3Ytr+zCxXevSV/ot6KHMplitRgqU9nb151B/Mg47S22HBYxSLNGN2LQ4gEQO35P2HC6QVrJ29rQhOnEEJdnrpePXObMeP/Aej0zyallZcbtjOaMH44cTl8j4qxSFBYItC0fIQarJqWWe6Feildh4HQ6cTpOSLpYiroEDsd7wjjhvANNbNczy3VGxTMcTggWkZhRqLkJZYzOCcMwMo4HfBjKuSCKD57J34MbucyJp6cP5HTBe+FwOHJ39xrxwUqvIaQYcaL44HDJkZczD6/vyWm2kn/LhcsaS8XvgKgyeMF7xYeMd5ngImPwaBK2rGzxGXQlx5m4rXx8v3K6P+HCBHhSTgxxw7sNHMScLVZlTWzLzHp94tXbXzBMxxKZGhiO97As+CExhJHHY0DVMa+ZzU4XavTRgwu92dVCHxGJQm/83PeRFltCLraEW5vcriTvpK1CszXfKiVFWDhT4QZX8IpqKdefW9ervaWi+MZQfsL1me5Rb2Xfcd0oqksSqm94P6jElc1e7BHNrWPfScsG7Qav6ZMNXEHHbQUhecG9LUPDGMSO56rK0tqhW9wfrScB1R5BUTyCd9xNgcPkOE4e7w1RBO+sPqVeyWkmbwtptfDr+fqBuFyt3H7eWOYry7yxriDbwjo/E4ZAGEecF+J6YRjuEH9HOH1BONwzP/9A1o+EvLHOV9K2taP81J8QNzId7piO9xwnxzgq2zUBntPjV4zHIwrEbSNukeRGhvsjWZWYVp4+vmNdVrPyZ1AdwIH3hhzEO5TN/O2SCYPDBxjCyOF0x+nVW/AjP3zzB+b5wrotiFyw2ozCui2YephxXjhMgcsiBNl4fHzEiedy/kDIlkFKzqgkS22XjPeZMXhIhoI0rqT1StqeLes2bUiOrOvK+++/4Xh6ZBjvAGGbLuYlcwNZhcv1yho3O/tD4cO777l7eMU4WjxJRoyppogLG8N4x8NxYAzmQr1e400avNFRxwRU9gN+0BcJkLsQNENwIqVEKmq592YsprinW5vS0Wf5qDUrnW2j0LOT/X0KqPOwCU5qCb/aVk0m+xupHjiHii/IofSxbLjd81nDowwiW3h3tQD/2FUsslqiJNun5ZUCfby3FH1B+zu1LF/Jw6huqzZv1aaiVTvsp6ge4tKFlzezjxloY0rMmyLiGbxwGJTJbXgybJFtubCtFpUYlyvrema+PJt6oZkQgtkn4sIWlfXDd1yfPzAd7whDQLcZGPCHI86fEGeniIv3uDDAOpDlQNqeSXkzo3EW/BgYguNYmFha3wEQpiPH+wc7PBiP4iFMbMvGhw/PXGc7YvBy3axQrTpSdqxzDcKxHJjDMJPzCmL2H+cE74Xj6Y7T6Z6HV694+4u3PLy6Y1tWtmVF0xVzPZiqul6fYDPIn7ZIFs88Lzg/cbi749WbL0k//Knku5iaYhstk7bIysJhGlGNxYYyg0YTC84h3s4e2ZaZECwk3fmBbbtaTUjv2ZIZW814mzhMEzlGtnVhXS4lzciOWQzDgSDOivM6IbjAcfSgwhJLpm8peJQq/TexQomL2Kmp0mCHR+xzJzg1qGpHbgovbaYVCuS+LVdV7IqU9YYJVLWb4mX0DlIuJ8NHY1DO2+E/8mf35KfXZ5bCcy2DtP9U90qYTe2oBh35ZPT7U/0U7iBAGrRvTXU2iHYQrO7xEs1mAV1MRH/ZwtbzTevytQoDIg2uVUBSmdNNVJ1A8MrgI07XcpL4yno9sy5XtnVmW65s64XlejbVxTlCyKVe5MxyjSzbhfnyTIwbox4smCocEXdC/AEXRlNpnLc0bz/hQkS2S2F6ibReGKY7y3cInsErSzJCHw8nnHdsMYELJIR5Xnn//iPPzzPXJbJsmcuiLJulc69b4nqx07YoatbgzVtRM3uFbDU1DmdOpyfuH5/55S/ecjcdGA4HDscjcfakbcF5Q4s5bqXQjZ3DEUJgWYrz2sHp/oHnpx9YtMLhapTOFj0YM8llO9MkFRtKQR+ixiycCJrUUIZGxE3lMGVz98ZtY12tmI7khIZQEtoWtuVq6dohlApWHvGBTDIJ78zD573gcwkGrAGBWhMFLBDKvVBnFe1qotAMm+Is6c5LPezYdTS874tKxq2JPgGz0ToNIuvNzV0kUmEU1RXv1TfvzE+9Pj8prISE1E5UBpaVEjhya9SsEe5SJX9DBGVjFsbgXPF6VJgltLZ2n28fxNVYzJ7T3+bNos9cXbRmwOy4T7Gn7GCywsMSZl5tL14IXpgGx2GA4xgZZCYv5tXYloX1emZZZtZ1YVsWtu1K3FYz8LlALtWn43rlej7zfE5crs92AlhWRBxhvCPriLgJPxwNZcVy1udwwOdM3iYyZpTc1ifuBYYgDIPgJeFkYDrcM57uSDGSOCDhyLKsfPP9O77507ek7InZMyfH8yVxvsxcrzPX65Xz+QxIqbztEVHStrBHH0bG6UDwF3x4jwvf8Hfffs+vfvGWr754zZdvXzE+nNgWTxgCg/ekdWa5DqxFbRynUE4zT6gm7u7uTMInSxpzZMSXUGU1xr7OF5wTcjm7wtBzsXF5x+AnYtpaZWwRT07Zkth0ZVujrc264jQSPZBfEdeF5fpMTjNhMONpdp7kAzAUpplBzIXtXRFQWL6LSD1/hiYob34vH3RhiU01cN05udr2VVV26zbQnajZ1fY+A1oKvfdeyJ2aS2/sNKQSt7PiZCS7zGcAis+tmVmFdeWk9U2Ve1UJ3Xpa/jZLOE5LOmYuvmDLnWh6RmnOApyawkfd5M2rUbwPuegY7i8aZfqla60BqUC73CXqSLvHyZ5V+nhwvLm7cvIzbn1ifr+Wk7ZW1m1mvV5ZNjtoxuJKLLowA8kJ3oOKZ91W5suZeXZcrxe2uIEIYTyxXs4QjrjhSAiBbXkib+di0ATNkTCecGHEh80SrIJnDMLgM3m9cvfqLePR7rmugjs98O7de3744Qe+/fZbMp6nxfH+aeGb7594/+4HluePphatV+brmRDsECDnA8t1IZXS+4jghpFXr7/gcLCw8PEw8v/+T3/iX37/LY93I7/44oF/92//kce7E8EH/CHw+s098BU+eJ4/vuPju2/MhpEhi+dw98j9/SOaNuYSu+AUUrqQc0K8NyOqM1fw4Efw9WDj4m0JnlgQWlxnhqMRRtpWNiKXOTIvV5Z1xpEtxiSvrOsFJLJtlkdiFBnxPkIY8ViBo5SVLSsxleCmaquodstuc/Z7BUrx3I5rCBWlGt17w2vUIAD6dqRvcSfnXGwbdn5MDUQE0apGy82z3gXzPjpFQ8Z5j/dSyhz+tOuzGEVK0aoZUbnaDs+t6IZ08KgOuXS4pCzjnGXZ1ZhINS66c+PabgmS0vpPCTcuk2yT7fjEo3GLzvZ+aOlbd1/LLszdR2rZhILDBcf9JDwOH3HrzJKtSnZakx1Os11Y5yfm5yeWTYmpWLKdVaqyU75Hgr9DgS1G5nVF5UBclyI1DTJv2TH4YIfveI/KDo+XdWHbMtN0QOMF8kLwFmvgnRAc6DBwuDsREyxLIg+PPH0886//+q+8//DEnDx/erfwzXcf+PjxiaePH3j//TcQV1QjmiLz1fR1V4xrOSnzPBvjU1Mxv/3TvzAdj9zdP/D2i6949eYt4gfePV34+PEDToR/+PXX3E1WB8Nr5u7VG3CeGJWP778vaoEZLnOcuXt8zXz5yDLb4TqpGCpVE1GTQXW1kG/vAooSDlPJfjXVzA9H0jabYbYE8aS0EnNmvSa2LbFuieDKybkirPOZFBdLxR8OIIGYMjltHARk+grEVAR1iayOnExaikLKe1xvo/SGAEpIdd7LKILipVgXGio2T5226jYvSzTUJ7stVei0Um2uElPs0E1Eiier2P2Cw8uICwGfBxS1imXxtqrcX7o+MzLTdMWCd8pndUgVMvUh0U1LamOscKhma768s56l0G1dGvvoGQLVJ7wDNu361feabmH2AmNadMyeu1TkYuHDdxM8HhNeMpodKQ9GLGrW8xQTcctmoFwjMVl4u9VzvLIpyLrhw8iyLqzrSowJ8Y4UtwK/1WIahiN+mGyDljMxMt6iKV1mmCaQxZBKyoQwMZ0eCcNgtpPDHSlnljUTVXCj4/2Hd3x8vvJ0iZw3x29//0d++O57Lucn1uuF6/mjVQrDoGlOkVjrTzg7c3VZrtaXnOykLE0Ml5HrxapspRR5fPVI8AJx4be/+WeOx4Ht/sggkVES4zQRwsDx7oHpcMf1+V0JhFO25WoH+0wT/uKJywU7ADhR3euDK/EOxWaT81psN5Yt6sPE0QdW78l5MwVWHDFtxDWyRWVbzZjnQ6WhSNwSMQqbeMJ0xOS7KQEhODwDDA+ov0PwhFKf1QuUw/tu44AakdUNrHvcBHuQn6olJAq1YM5Op5WQC8soIrOoHWqu0L2kQS9cOx5S8bMW+YgFvqlzoIOpIp95fSajsCQhqfpT+dTqKmjT+YFOjShbMddMzUxN7ipDaJzY1c3aWi6jrYbFvi9S7zQ8siORTutp95q7rgabaIdW+mSePcJTOAxwf4C7aYPoyHIw6JZX4FLK/UPWQNSRLWViUnCOgxtZoxWUjeoJ04HL+cKybqQMIbiiU6cyQiGMR4P8IqR1NtuAOvCTeTdcYL1cLKlMPYfDPaf7V4TBxj8c7jk/X5hXJYojbIkfvv+O5+vK0zXx7ftnfvvP/4nz++/Z1qsV79VSDcwWiJoIhoJkY64pm5qTYmRLqx3lt87M85nr8wfStpHWrzkeD3gS//L0Da/fPLAtjxyCMjrl4f7IEAaOxxN396+4nt/ZnGtmW2bGhwfG6cAwHrhePuJchyZRvB+NkTqzm5BSOSLPgwy4MBKclTZIabXyAc6zrquFlyfPskbLX/FFTOSt5ShpFvzwZCUUAVTxkpkAOSRkFPAngphRM5UdnxViLvFFJaO4UrCqklIt4Q8i1bBZ3l/lqu40WyMpd9d8F++jCXLGlf3mapEopWUhtf2hfU2LZhYx5iOu9e8TmfoXrs8zZuZkdQvLMHDuljnQczmzA6juk2GsIbe4C9ve1Znp9/DsjjcK5fCd9lYpeSM7eGgRbt1C1P/Wz/cMXzFbgu4uWy3RUzXmYvDC4DKOxLpsHIZAIKOyEdOVqBeT7EVipKRsUc3Xr0qaHOv1I5fLwhI94uHD+wsxjvjgSm3LGcTjw0SKcyEEC2nP24qmlbieUQUvgbw9sywJ5MDh4YG3X3zN8TjixSI7wTMviSXBklaePvwr//qn73h3znz3w0f++Z/+iX/9zX/Hen0u3gA4HO8YxztUpdRvsMQii7QsJQ/FWcBXXol5MdUsl2rdeeVffvc/8OH7P/Dq4YG3b1/jBH77z//M+e0rXj2eODjY1oPVxZgOPL79Jc9P71jmC3HbjDGhHE/3dobJ8webg2z1UC3OYCQMk23EvCFuQiQYg5hGhukEJAYnhBxAIzKO6DwTNRPzwLJuJadHICfW+YofQrGfec7PCym+Z7nOLKcTmh7JaWM6XQmnZ/LpH4kqpGxFnpPaUQbVXVqFp3nlLLXdilHLTreFptvfoviW1lBVEmk02aKHkzG5um6jjoRhwAdHkBrYWAVst/vLrxkMwWsJsCs1LXL6G6ke5mKxQqo43x0l6PZNWXrYp7C6Cn8orq/ijtRc/BnV1Vl9kVKzNRKOvViI1MYwhFAyRfZZKe/fU8DLonTe3JtKP5WJiOBKdSw79dmzJbgskPxgYcp5gTjbhv3wOy4f33G5nDmfZz6cV5bNjJKn+3t8+oHl/I5lVuYYuP7rmes1goyEIfDxw3tS8XCI88T1ShitrmRKiXVb2baVFq/iMnldORyP+HBgOpx4eLxDtydkPBKGIxlhjRvn68b788Zv//SRf/qPv+HdhzPv33/g2z/9ge3ygXVdTZXQzLLOnI4L43DEh8nqUGjxuWdDjts6s21Xts1OC6PYYLz3DMGC757Oz6zLheX8A7/4+u/5/ocLcUusl3e8eThC8sT5yN3pnuPdK073j+TCCD2RbRaGIXD3eMf9+Z7leiFrKYCrDi9Gaz54nAzGSNXOQtGUywZ1+PGAo3hAikE8ZWFeE5d54zDYZonbhes1ce9f4cNIFk8ikxS2pMgSeeJSUv8zhxgJCnL4R1QPRHXmVcmGjhvy7aSXA4YS7UqHGroaCEXoVbrcyZh9G1i+TN1TYiqE8+xqt/Y0XfZpUy06CVpvVyUVAfnyRLy/dH0eonhhYdFccjkadO8kdP+QUqRebUP2Ta+37SpF02inQRcvxwt7x94Pw1fVxVlVkhYe3ve3HKSyP1p0zMZYijdFMcmRQb2Q1RnDElfsn2rBP+vMcr1wvUZUJg7BcXccyOt3xsi2jXVeWGNkjooPx+anH6c7xDnTUfGE8WQMLmWTcm7EuZXq2vXhwDiemA4nDscDPiRSlFamNGZhjcLznHn/NPPh/Xt++P4d795/4OnpI8v12WwyumfbqmZiXK0cvw/tszr9MUZz9caVlKO5S1WRVonKCvWgFpR2vibO54/44YDGgTzDIfwCL8GMkSqM44FhKO5XhJwyS5o5nA54L0yHE/PlubiNjYHbOacBsBJ9Ks5sFMEK5GhRxrXQVHATyzJbUczsWJbIum2WTIYZlVMUNEeyJmJZ52W+ksspaN45ljW0c1bH6YwL3+HCK7w7ksWRshKTeUVuikXpHhXRXPQ/tpc6taQGUe1fSWMWqIUi+nKfVE+haqn8oD+y7zq43X/S7SXXS9C/cn12ZCbl7M16LqIZmIuykXf40w7iaVcbdfm+DrazKVTbxwt1oepvN0PWosUVdePHFuOld2lPpimtFibR6rUUZpNLYI0tVk0LDqBjMS5a9eyccjGIZYbDwDSNnA6e9f0VVWfoYD5zXRJzguloacwijmE6lsNkFZwZ5FSTGRG9xU5I0aU1Z8bpxHR6xeF4ZDoEcnyye4tPPWYhEpijcJ4Tz89PnJ+fOT9/5Hp5NjfnC+uNiJCyBTKlNBgTKYhRsaK/W1yJaSup5VJcm9ryFbwYXWjOLDFyuXxkCCPEEd0GvvgiW/r9lhn8ZgFOzhPCUJLSFlKKxG3DeTgcjnx0HjQhUsObnQVDlYpg4rAjBsKAKxXBUbMTZIEQpmJENKQ7L1tRC4Mhipggl8zjFFlTRlRIcbECvTm2cGgtJ5JNgzJKJEwzbnhDcq8a/dXjAH9c5ZduHxhNtdqyrXpStZ/dbpWWjt7Qbt07xdv3gjnVvXJL7fuyVxvdngn9YoP8hevzamZ6bzUJwQxJ2kU3QtHJrGdedim/s0aooWr1yep1aIkrhWPcIAEqt+xRRYV0NVKTyqAtUg+rvtTyHsUaF+8QfCmC2gXLFGChWsLKxNyOY3C4auATj4RDsZHkUiwkkxI8Hu85TAcc0c7RTFtJMb9ynTfmRRA5oFg4t3NWMt6gpEPVDtP13jNOBwRYyeQoiCuBSccJFwQ0EWMhGBnADcQE/nCHHxV1T1wuT7Y5amCSMyNW0lz88BC8Z4tbMdqb7cZcZxahmKLZEFK2sYYQGJ1jI2Iox0LMNStZrMZlnC+k6YkUXhHlgSV7ZDjhxoB6x/nyzPFoByWPxxNbymZwXFcrBnx/z6s3v+DyfCHlzBCM3oZxwg8HC7XeZlA7T1RcyWhViKtl2vp7Z0chhIHEyvN5LuE7ZouKcTOEqEpKmXU1b06OSs4X9MM77u8+cppGDtPI5TByfT/w8OCZ7l/j779me/hfMef7cjBUpnckVETQjq1QbQdKUTd/qXROMfDXZC0nIOWsGe+tvoVVExey+pt3VOTsavHfuofqdqx7qLdo9vvZ/fTt/1mMIoSRIYzUaDJFipFELYoNAxxOtJzT2J9jtPcZ9pCtG7ikSoufsKHQ1+ERtBx3p+3HgkZ6Dl0K1zSOvOtydXqlVO7Gmd2l5fa0iVaiwqYOdQFls+CotCLxiiwfcFlw4UQ4jjyMjtPDPWHwbGnBOVjmJ66XC9fLxvPzhcTIGBM+ZXIO+HBANZrvf7PYlJw2UtxK3YqI855pOFndi9ORuF5Zr+ZWHcaJw3QijAfUedK88Pz0sZzIFfnh3YUfvv+mtLWxbQvrZmd/pGSzn+YZzUoYBOc3k4qJkk8QSXktLtyisqSMOlNdRAxRSUluSqV2w7wpCYeEiTDescWVlFZEzCCZUyJFQ07jNBG3xWxUGURM5//iF18zTBfmeSVpwntT9SAThskSw+JsNTDGkcEL4XBvcSvbSpyt9J66QCRwuZzxwegwZyVlIRY0SBDCMJUDhCycPcUE6cI2bszjzDwFttmzXOH09J7j/Q+MW4KH/w1RD6QcaJnSGIaotVGA5tbvRWTdssayXQmeSjhVnBTvRoLewLa7+Nk3fntpOV4B3dX8sqfa0YHtWAt7PPxYQNefuT4ze7RpHs28qGqS2+o9uHZPH3Gp0M7JMHuC4bXKbbtRQT1KEGMisn+DqiW4NF26tinF/oC5jqp/pZBG4bAVkbTVLBF10v6u/9xUIJKAF8HLgnABZpKfwC2obsTiBbpezzgGhkNG48xyXbheFs7XhWVTJCjrtiLlRC5bUyMaV2o5VjOY+InBTQRv+RYhOFTE4jTUAqKCE2tLPDFLcf8JMQl+uOPv/ot/z2/+4z+zrs+s22zwPkWCHwjebApVpfCFiVqsREJyLLaaanMqa0i2Q6HLhykn1m0rqcxGETF7MgEkgHMsy8blfGb0MHhl9EKMK6oZ7wPT4UTOCzFixX3WlYP3nE4jzgnPz08WmNbcmto8YzkrMeZy6peFnotayLcPgZxTCd/e8KHYFKKiXrnOK36Y8QSSC6S4liC2CdUBBy34DfE2Hjwpe7Yt4c9/wh/fIe4rVKZWB6Puk1obolJvjbmoQqn6B2s9WWMe2jGchnVpoL1DvY3uq52NygCk/btv3BfbrBLbT+cTn18KrxpequxHQLKUittFK3QUWFz4aDU7KFRXTgu0yDszqJzOmn05OtAsxfddAqOaEQfqLNbNVnQQSk27Yh7Z768FTZ3spQaqhuSKSuCdWC0FVkQviJ5RXVHx5ExRO8xQljKMPsHoiNvKPK9crwvXeWWLFsadcirxE7HMUfGJ+51NmAFvwDnPMJj64xxsW7SKiy4QPAV2BxRvxtekVqvCZYbpxNe/+keOj7/kfHkizWdiMjQRxgEQPObSda6EL4tHk3lEdjddhbP2e9aOtsSOLFi1hJiXu8SPiBssR8U5Uk4sy8KyBLZpILiBVNOcm6FwBDJbjpbhuK2EcGAaPWtwbNtKFod3wZ4JHkmltKL4EuNrYxEfLBPZWVHfdV2IMRGCIyUlOssIvs6RYVoY3YQOiWVZrUqZswLCitUBSdm81ikJyIjKQMqOeH1PWL/FTw8kNzUnf0fNNiciHaNlB7cdojYPn9Yd1oo9GZOoaKCsg2qb69pW+6qwm+5EjbIbLFJzz0Ltxe9Puz67FN6+eW/P0PCuGmUKsUv3SOOOmGfkBhFYe75IcdHdl9yUllY+rKt6Vf+tt1CLrli2X+XCmilGQ7vRjE/a0EpRJRszs7HAODimQQgyI9s3uPgEaSFlS2lelgvrOhPXjQ8fzrx6M5Rxbcxz5nKeOV9mLteNTQfGoahNWYph0IMPiLfK0prN9QjWH8sKDUiJV4gx4ccDXjJBUll6iwEwQgmEQZgmz51khqPw63/3v2berszLlW1+AoRtW20+xObvdPeKIQwIWipfpWIs2ydFhFZOhCKtlBJD0Cz2do3HB/w44YNVrAqjLy5XMxLHDEMYULXM0m2bGadTmXwlbwvrsjJiWbGvXt3z/bcX4rrhfOAwjeCVnAdEPH6YjFmkhARnB/+IJxGYl5Xr5VzoRokZtgQxwrLCMG1I2AhBeb4sxPUjTrTMvTAMA6P3bMGhK0zHr/FywDOwLh9wz/+MD28Ywh2ohZZXW1o73a4EHNbi0zta6HKM6t7oa1iUea3n6FRULt39lBABWxNDJ/VdcsNg6ibR/X1lH/zU6zPTzNt+a5CnVw+qgbKI853IAEm2AS12ArJKPQ4IyiSYNVbauaE3yKizH7QS5dXSrBXtUDiDMZeci2TIqWM+tynsVhrdkEp9h+XvK+RseRSMxOTJK8RlI65WXfp6OXN+njlfV16/zQiJuG7ktHE+P3M+z8yLkMPAwY+ktDHPm+Vt3D3i/WCME4eqN6gvlvjkg5Rj6oRMsKIxziGlqKz3IwxTYT4ZcVaSbxzh+frM73/3O968OfFv/u1/YJqO/P4//tecr+/ZUsRlZQwTv/6H/8DDw2vO5w/88N3vS6lD8yrUyXfOFYSR2WJqc1+rLjmknHZuwkHjZpW9szGM6Xgi6JmsiXl+QpMj6IkhDPhwwIeFnDLDcMT7I+IPpOXJNpoIfhC++vW/5cP335PSynz5wHB4ZDiNu+DSaow2xHV4+IJlM0/Hsm7ELIxZkeIeXSPMqzA8r6T8xLBpKQcQzHMSMymDJ5JRknjWBX744295/fV/hX/zNRBYPvwOP/wC5++Q8DVaEvhgZ6o50QnEvfZJIb89QrN7sEr+RJF71cNIX22ley6XdmQvvVC/rFWtmkdSaPkq8TOywj6zZqa0079Ub3liDaqqE9AjAfus7vT6gEl5yfumb3DNMFu5vx7RVlWGfMtVb64C6nLeGYjstgrghmFIyUgEKahiz1BNObFGxxodjiNZF5JuxPjEcnmy8OCoRALjFBjHUE6xiyzXa0vUceLIqlbbYTFbQTi8ZjrelfqSlNOecoHsrqhxGyJT0cc9+ITkZCqLBvx0IuZaE8FgNxpJaWNdLnx89z0fnhecU169/YJt/nf88ff/RNgWxmnk1au3vPnql3x89x3z+cNew7OuQZtPy/vwxaiWXhCXLyXhg7M07JwWVB8QcXjnGQeP1wAF8i/zQihjHIaBYTiwrUsLqBr0iKbNIjNzghwJB8/dq0dL6V9nOyzJD4ZgsejenE1lUZ/BD8TzR1Lc0N7Oku2sumsq6rCaMMjrxvNzKmpemX9vtiA/DIRpZLq7YxxAwoS6wPD498g6WJaxzgzBsRXhlFVLgdzdftDQdPmr0XDnkWjGSi3G/ixkX0Vm2zhlPC+oX+29SBeNXHaUa4K13FNL8f3tEEVXv6EKYOmJqkKgNjXtWZuLXZSX7UlN3awD0QzZlQMDi/2gGS0brym96LnnTT9vYVfuJlXq+aEiJYu12jHK95VZ5ExOEKPgdARG7Fg6LFlLRjsIx0eOwcrKe28SNm4WauuDIwx2aK+dn2lS7vAwErw3gqyzly1/wbqdbIwlOKZ6GMjR+u4CuLHUZ0jkGG/IyA4WF3KcyZslfR3uHjieHnElCSuMB1JcuJw/sMxncgmo6larCOs9rd9K398WLbIEpUIdYuHLYbDq2SF4SyKkMmgxO0GMpJwJCM6PoFesbJ1nGEZSPCDJUvW11J+wmppKTMk8HpSYDoBSRCYXfV/Ek+Na1DmjlVQ9ZKV40SGYultHsywbqVR+8gGCN7tHO+MkJ5yMZsfZruBHJLyxdUrW/55J2Kbd61VUC0a12VWDfkatLmvVgwtzMaSgIIpzuVUU7+2Qjap7d4jWsAR7hytf9SxBq6rzI3vnz12fl2YOdp4EvWpQNl7jjLU3e0yFlAHUvyk2DM3FGVohvxUpsPtdsRSjzaZQoVRlQu1M4uIavZmM6l2ppckqh5XqlVHLCJXcwIu5krJVsjbIRM4ebWcjBNQN+Okt4+nIlC9M+RnnA2MYGQMMzg6PGYJnGjPJORjuzJWbLPV4Gscyb/a/nCOaVpwqVjVa8cPYyEJzJi4rklfCMOCGkaSm46fNjHWa7XCcIXhOxwNffPUV13nlj3/4A8/PT8SUOZzuzA6QE+enD7z/7l+4zhfzfrRDM/d10noUAhXW+1KqztbdvrdNlKph1nmOd/ccTyeG4IjzBRciGiYkDIia4TcmZVAz3JqU2xARhnBkGw6EsRyJo5l1/gg6I6IM08i2Xiz5y7ni5SooyA+44WC0kKzGZS6q5hoTOBhK8YjBgfcO7x0uCEkdcYl4lxgHjxRvV46RNF/w23vCq1d4PePZ2B5/wTA8GkNbLyzDxrpVQ/0eeFh02xu6NXVYjQmKIdubA74RyJhqrpEQXKkCv6egV1lcabsikvra9q5clRUTiF5rUtsO2n/K9Zlej6oOVFiT67Bu7rr9q+AQ7YyMJERdqzNYkQOaSYDLdSDSGEQl4v6gnoaxbiuZ7pfxia4KMY3Dmv0it0ekqE5OlHEIjMExBBCxAjHCgcyd1YPw70l5JqVn8vbEuoC8vrOUZzdxenjgiy9XsjyzfVjxo0AITPlg1Z2Uki4dieuleBqUMICXwUrfOSvhlrMhBlQJ4xE/DkgxBi5bQhjxg8eTCJuwbhfWLfHw8MBhGnEetvXCx/ffs62pJDEllhRZ5mdiWtnT7aXN0w3PL4Zn5wIhDICWk8WsqI13nmkcuTve8erxgeAEjVfiLAzTgGAeC+8GkhzYFNYcCDlwdzri/EdSWkl5KZJ0IanD+ZFxukecI87vEdnwAeJ6Yrl+xM56HdA5EcYM0wmcsJ3fk9YLaV0tcjbBIObGT1jMnwhMB1MZ15QITnhetBjVgdUm4TgFwuBxo7cSAzGStyu6vSdOX4E6yILThaze0Ec7cKqEmvdxDXWX1witYhfSFmXbSNf2Q05I8gjmHasIqIRpvdh3tXF98fntf2sG6WcEZn4mo9AaZlU7kz/pRlNASnEa46AWSKOFI+w817icdJ3uVZS+dF1f8BiR/bBYel2wupX2y4qUVKkorb3WfqYUAK5MyxKBpsGqbHsXcXlB8wXdPhCv33F9/pan99/x8enM+RqRcLDsRudZ44Xj3QNvvoCYPVt64po30rLgVPDjgcP9G8bxACKGokSsgIxzlmznpBRD3Qrstci9YRqL4XAgxsQw3pFdIGW4PH3Hh6cL62YFfVUzW1w53Z14WB45P73nup1LwFEilkzEW7ZgcN6MmqlLLqqqR0E/aswmp4RzMI0Dh6JqTIcDPlgin91bdOq8WnKsaDlxPGBh4hk3nIqKaVXBcs5QTvhKyapc+emEREu/nw6HUpdjK1Bb8eMdOSXW8wfickHFqlHFbMInaEkJL0OOOdsxBk5YV1hSYktKdhBUCWppN8tmNH4YMqdjiULdZuL5Ww6v/z3iRvBHhIwvyWW5JIuZ3ctU63Y2SiFkix6uhuKymyoKpqrihiyqHcY5bbYiudWY+11KB05MuJd1rKjCtkx300+4Pts92krS6c127yBQ7Yf0QKDou7UGxU2jVHvD7ateDuL2uTq5N9par97U/3aGHYBPmm0dtl+yQky5HQlvxlAFjZDtLAmrqB2JCQtw8g7nLTlp3RKH4ytQz+maOV0S6aqc1411yUj2eD8UA6ZtCsmpHP4zoKGEoGvN1jU0UdW3eoiUAi6UOIpUCuSua0lqyqzbgip2gM40MY6Wpp3Saof9ZCsMs8+ivJyMbuaroc2gcN0Its6WSeqDLxC5GohBs8VLqGZS3NjEzPPTYAFmVs0q44fJTiOPBfGoq7nRDY06P4Am0rYgJVckFYblxhPiBnJa0Tg3ZlYT4EwFocXd5BJb46UakqVFbIK5UEMGn009tZKTamqOA1VHmp8QEuIm1I9N62+mhk4YqaoZ/nWPmqx5Pk29LOvb4wEtBJszZGd9yIK1oWV+2gbUfelk70u/RZTdPre/+6ddn39SmNa4dm19UupBPdbTmjBWPzImIezT0E1PQwY0l9I+Ommbv+V6aGUSO4Kob+7ZhDUr+7y17zolr5unLq6OLVm6cUzKYXC2qIVgtbhOlcli+f1m3gpxxLxxXRNf3r9FJHC8ixzvNra8cr4szPOCLmWhyuJqyuQ4k2LC+Z05ZcXCp7OpJUgxyqZMotQ5EEFLEdmcXTM+ppy4XC6W1yLCEAKn0z3npyfm+UKM6x51Wdq2kJ/cjJdFUaPnsrUil21C+9iXIyBr6rlq2qVd4Wo5Z7atGGNVOZyOoCVXJmWGMOK8J0W1g5OyoBpt3cKIxo1x3IO40IgPHs0WXBUOj9anFMlFHcoxkQszy6okrcdBFFcqWoLqrGoWXFEsC9dF8D7jvbOqVlqK+2BxLzhIywVJVxgfwE02TarNQJ07wqy5MABe90S+nTVXobsb7XeSLdHP2dz2zt8el32LKSqz6JhE87rovi+6ffJTr8/zelQ42sU5vPTSiHRWXq0buFp/X3A69syOznME3URWBrMHV2krZlpvv2UT1LeXNqQkovXWZ7oGbqdcKGXUU8bKL9RzpgPIiPoJDSPiVqyEXGIcRrbVCrnG5JhOr1mTMpwi0wMc9QPD0zP3d3cMx0e++OKNFVHJqUFVBMuS9IGM5/L0nSGEIsmG4JFgJ1i7rDgPKV5J6pAsHI4n7hPE/IHt6YkP797hNBHXlZzh8fE167xa1aXLR67LubmRXTFC5txPTLfuWusyVkZW3aKew+FQLP15dy2q5YVsW+KH9898/cu3hCB2LIFIsdPkJkSc9wzjkRQ3zh//aDVClxVxnsPpnuF4B3LHEAbG01vW5Y+IC4TjESee5ek7gi9QX9SOYYwLOZrnKmdt510YijMIL5rxDo6jnSc7DRYCgBPmBMslcgiJbRNG57hfLoxTqWGRNiS+J4Rfw+E1qK3RdcusMbU0+RqYXemsLPWfzdyU/vRywEr5J2MUyWKErNLXjRVp34xdSf+/jBi6PfUTrs9GFJVetEi0fX/uNSAqvq/eiJsBUVFSiW6vEZroLs3quF0H3+rgKqNp54sW30gxcrYDjG8msqhB2dxRtwhD2ddRiZh1eSzenawbmhY020/aZkgR5+wkK+8i03Swoi4kOyDJecQPDMc7jo+ZZbnwxVe/ZF5XJEwMox3Pl1JCiObK04SEr1AJXJ8/8Pz+eygE4bzj8PAV42FCwgGVgXVb0exQsboMx9PA8/nCtq6kmHj95gu+/fYbptM9uIGzPoGDMIwMw4GUY7Fn1NyJasPZUWGd+/5yzpezNBzeGVoZp4khBHKGbUtcrjPOOU6nI84JMVoM6eCFYRz3tHLnGYbAukacjIThhHMjInbQcdyeuJ7fMU4PTKd77h/f8PD6S+7e/gOX8wfWy3vW6zvmyzvu7t+g6m2Ncw3la34zijmqkYbFfMRSvt4TguCiqXwihiRjsvyay5KZh0San8kH0PEef3gknb/h7s0Tw+EXbO6e8zUSilxJBUkoVdiVwLhubl9siyJbhZpN2qPcrBmNpVSTy83jU8FpVfX7/fjn+YTe2EN+yvX5BwCV6lJtZO2yJZFWTbjvNN39txK8ga6iY7XOdwzDjJfaGOZt47de4Z2wi27Rcha0eUBuet/bW7T7sKg3Fl9kUZeQELH0cC8ZwQ6cyWljXmZ8ECtbp4KVuRuYpgP39494d2H7YSZui1nqyxkUWjwfYTxZTAHCMl9Y1plcysSFMPDmy7+3NGs/kPFIGpBhKCqKMcHr9WLFcX1gGOwdrhghFcUPAy4EwjAy6gmkBDaVuU1pK8x6n89ag8LC8k09cQVNDCXuYwgD4zia8bfYLGpa+/F0V4yXFHeDBdqllM2tq2bQxFmBxKzCtiWQAfGWqJYZ2KKyrBvTujCMU8m6nUu8RCJuC86FgmaK21FqSnc3HmAQCKGsb0okXZkCnIvE8MU1NnlnG16VeSvQX5QQhOFwhx9OdnhQXnC+pnzv85RrsF+Rp/Ugvx3b3P533xpFd9sdI2UIanRYPNSuFM3YbQ79ruhRd2eP0F2ofgag+M9kFLAzg5veVd3700IyN8FRAqKCyfeds7U9W5uue31/rCku1eKBaCkCVTtSZrWhmg7F5J3LVzW8RmvcdLgaqLv+iNQyfq6cSZLQZCeWL9dn/AjTYSKMB6uYhMO7gWk84B5fIbryXjfiahsr50jOAtlCwofDq3aGxbpeWdeF+foRFA6HO4sRCCMqHlHB+wHxg5W222bWxWwgiCMMI3q+WJCWDZqcEn4YS4l7SwwTCeaWLMf55eItUd29SMYUQkESnphXLI3aFYZXAoZ8sMrVJcnLkMTGdDhY0Vqn4Mw9GZwVyUklVNrC70txX4V12RA/4txkG2A8kFRZloXL83seHh9JyzNpmwsCCMR1NkZRYh9adG+hU1cW1IkSnJrkxwzXW944BNoGckBOmWnyeC3ejwixCMHgPePhyHD8EiVYRKjbaGfpGiho6rltCbGDjQpR2T/9tu5oXAyFVKdBq0iWseMLpNIkSHcQp+wtGG1XhlD3kEorONTB6J90ffYBQEDJxXgZQtKPubMGyN79fdq6e7QbHNU4tm/6T9HLDsesBx4LiNemolSjnnT+o8ooXoyoMALZJ7/cK84RvHAcMgOQNkNSWZUt2VF0y/zM5fyRy7zhp39D8IHk7VSqJSYIB47DicHNXD84Xr1+y4MbOYzZ3MR5Q3UjU+IqotkktpSZr9/z/XffMoz3jKcvm9sSEVQCfjD32ratnJ+fuM6RV2+/wl9n1h9+4Id3H6gVnnIW0pIIbiiRj1Yzc2AwVCPacghsnsx24Z0nDJPlmJQZa+XTOs6/rhs5ZWZR3rx+ZfaXuLKkmev5mbu7E+IH8J5lXXDHI95ZHfbL9crgwR8Plm7vDygLOdkp8FmF9TqjeWN53ri8y4R/848M45G4LcyXD4zjVKJUt+JhSaS0NkTmRQjFdubEvB1jiczMWdmWyBiM5moE5+gz67oxBM9xsILI7z8s3B0D9/cbwzjA4Qs2/4ZN79A1l4K7uannPXKwDFGrzmdq8AsU0aToS0nf0b8YyKiHRjuw2sBlX2l/X92rReeq6Radqe8zKmb+Z9TM3M/7vB0G3Wf93zUUe/+kRyIG0Y2hGDiz23pOq4339BP/4/2TNgN2iGz1H7sfNezcgLXCoKqKk+LGtmZWZrx+z3b5nvn8juePH3j/7jt++OF7ni8Liud4nBgGix1Y15WnpyfET3si13Ti7tUdy/rEsq7lTNESqpvqnOwu0bRcuZyvHA9vrWQeG+v80VK4Q2jQc12vqEIYj4xq8RN+hWkMvP3yLesW0bjgYiAcJj58967kdFhNyLisxLSWitEZ7wJRNijJVfX0rObtwCpO+YIoRBw+HDic7szYqsnyI0IwOwYZ1Vj0aYPdwziWkncHSy/XTN6uxXMyMBzuTNW4fiQuF9b5QvbBJPg44ccj83XheHqFOE+KkSVdccNUEKKlBahM+MExjMrknhic0eLo4BBgCOaaXhPMi3A6CE6VFJVryhyO5mHJCkuC4+BYI7z/cMH7zHT/wJtX/4jT10BEJTK6QPDGmLdkqf+poNicy4FAspP3reLeKL3pGoYi8o0h2b7Wxsy11uyTznhZNmkDDsl+MbRjnCoXpvhTr888e/TlVXBCgUE3xTvaj3YqxG4BbqE8ctteS5LRHSFU28XOKDqGk/e3SWMs9X8Vx/Sopvulopn29+7PjgnWLZPcDMzkFNm2levlIx8/fmSNgoQTh8kqa2spMYcK5+vK6TSSkzEri5sQpsORMDqmcbSZ0NwWPKWtFI6xOpVDOLJuG5fn91zOH/nVv/lfMKSIyGbSSIQcLSs2DAPrtuFKLkMuQVppm5nnmWVZUMHUlHYeST253MqxGbAqMkksESyU4i91TWrNkZZaLhbPIM5ZMR0/ME5WySo4wanV35RykLClsq8MwdyoqFrkIhPOeTRFak7JcHjE+RPqLlyWK+tq8RtoJqVHK5aTEzGuCBteKcY9i+gMzuMdeGacqNklHIwepsFQ8ZaFZbOgqtMoLeYCVZYtc5CMC76UoRNwEGNmvkSe3n3P4fG3TArD3YKf3jAe3hAZWBFi3choqQXRSOyFkO1U307cV2bQaLQ9Ywc+q3LjbfpEcpeNo/l2z+zlHzvG9BOuz2YUzY5ATRbae9cHYt16f7SDItqeh/LxC11NUVo6eeWK1OCufphS3F57P6Qoh4LrdSWaTtZx9MYjbtovi5tNkpKvqNjhuOu6cD0/cb2uZDkyTEeGw9Rg8v+Htn95liRL0juxn56Hmbn7vTci8l1Zj+5Cgxg0QQAEyZkRIYUywqEMl+SfyQVFuOKWK1KE5IILEAMO2EBXd3VXZ1ZmZDzuw93tcc5RLvQcM7uRhe6MFimriowbft3NzY6p6tHHp5/mnI05KsEwNHwDhN5AVv1wQAn0fW/fUlpvAAbXzqXuIAa+mqcHzuczKRlxStGC5IWiCXGhutZV3Goewpiz5/XPPE6Voj+T8sYKVrKtr68cqKXS3rckYJvtYfM1KrmK+K1iVcMg78OqDOKcJUydzbb04iqTmwGOUYy8NkarONTZolbucxt1Qcm40IEf8G7A6SMln8nF5r2WnCurVnPzqyvubECPcxEkIIyQi7F2OOiD/ancPSxZmBJMs8Jxq7wpsORCpxmP3QcqRu6LsYhdz1fGx9c2uCl4XNcR3avaXS1r+LtudvIsKl/lvWFO6kM0sXxmJNojXjuD1reWoqjTLUO/T9zWl0pp3oSwYWSaBv3Yy/7PHf844poP4qnmFRhNnl3sdgntbssqZM/ciN3iwLartZ/3VtWM7nbuQoN/7wgUxFkGeneZVrK13ah5DO2vWtQAGnuXCXxwiSGM9PJE0cJ0feDy8Ianx0fE39J3N0YkEyPjORG7nnmaeXi453T7VTUYNg2s8wPH21eUPLGkhdBFgx+3eFVgma6V0MZ238eHN7x+/QbcwItPfkERg9loWchJEU/1chLzYnRvl+vE+enMpZZJiwR87HApMU8Xy6FoQwlCCIFhGEhp4XJ9YlkmnBgWwlXD4MSbJK+w+dY/s81Z1VLqtPCRED3ROcKhJw4dDmUaz1BLqA5lmSa6zpiy03glk/H9AcVRSuby+AOqM+oiJdzS3XyKl09xuuCZyKkg6vD+QOhekPMF3/WmsM3Y5JF5fGKezgRn3sTQwaGDvrN7WLJVM64LiGZCTVjnYoZFtOA0ExC6YEbI2s4jvr/BxRPqjPUKf2AugTEpUyrGOKYYERNN7lkVWMRyJybnjSZPNh2ru9g+q2d/e5qf0pKca9NU25Chomf1mXHYE0J5HP5ZJ/Dff3xcr8f+gtgs1D7UkWeW7dmnaUbDrKJb/YfVy2iQXTbDuAUU1RJKs5Lswhlou952rZaZ2C7DrddlhDA7a79ehv3LixJdYfAg7kAZH0nzFS1KHF7RL1eD7TpPyQXvei6XM09PI49PC1/94hXX8w8s84xI4JNPPmV+/C0C9P0tMXqu939HPNwh3ozGnGZul8kSes4Th5d8+fNPWJaReX7Df////r/yP/2v/luG0wvEi7nECF6N70EkkxDCcOBwU+inhZvbzNxPIPD+/Q8VCZlQIHYdLILzgSBCXwbG6Wp0c0LNQQgx9m15KNmwD77SxeeUWJaREA50XSR4A209PF0A5XjoazpFzHAtY+X6tBA05QS6UJaJMl8B6w+J/Q3zcrVQ7+k1pbyj63u6vmc4DBB6e9rB44eefL0yXh4IwRO7iPdC8D19Fxg6TxdaAlPoO+g74bo4liLMWbkmZclNdivewpkMeQchKHgF79AQUN/hwoFwuKU7vSIcPiHLics1MWfB0k5bLk50o6xZ+yI3EX6mOxs+aU8ItQuPnwXUJr+pjRpEauK5oaNNkUS2UqqdoYVDPz2d+ZFVD6WR4q5cALvb3RLhtbYr+6qFPndG1huVncF4vnCrPd3zJKhYqW09mS1sC0jWMzfvhe2BtXkkrSgLpbaw513waNecimMpkeI7uwrfI+GACxMik5USi9XrixauTyM5O47HO9JUh+1gIcE0XhFVuu6AhIHp/Jqi3uZpiqA5Gy3cfKUbAsPxUw6niYeHdzw8vObN97/DSc+v/uxf8lnoCN2BnGbEWedoFE+YE6ojIh4fOvr+SIxnrpcnlnnBuUh/ONJ1vSVqlwkRZ5T9OaFFOfRHYtdbfiMnci5WUSjZwGG1rOpdAIFcSXJNLsRYw/tI9J6u68gF5pToQkBzIqWJJIaNCN6ShZoTHq1NZktdO2VZCvNiz2KpCVjRhGdi6SH3HfPlgevTDzQ4eClKydCFA4qxWUdX6LzxcwSvxjMhsGRnFQ6tjOuloDgbXaOGeVCcMcmLEKISulgrM8Y4FocTxDuSO5GzYymlssRvG9S+9C97GV1h/Jtoi1ATj83O6Pbe3Za4xTGOVPI6wbx1ha7funrOhpRtHkWheoR/LIarjfpuF+tsXhKbwWjKudvvtRnKTXm3xWy3/9w7ASrR6M62ttLps8HFsss9bMXaRj/WPqKra7Z35pqg63pBpagZCvUUiTbpqg2gEUNdaoZSOTeWZWGeEs739H3HdH2i65ztuHNiHK+cvEe8R6UwPr3G959SslHyU4pxRc4jvr+lO74gxO+ZpyeeHt7w7u1rhIH7d2+4uXvJKUbSkkxwKzmv88EShmIKG2OP93YNOSW8D8TY46KSFkcuC50YgY4WS7j2sed4OpGLVW8u5yf63kITMM6KxksBClXZ116PEOlipIuhTll3lQ+igsuycX/kZSEtMyF4NCV8F7DxfTPz+ERKmXnOzClTZ63bCD9ZKClXEmCb1LZcn2xgsdu6XsGMkZBxUghSyXw8OK+oOOZkQpEr70PTGSfW5NcwQ6X+cd5wI84HEFeJhkBdROlWw1NUtj3nWUJCn//zA3TmcyOiu/fvDE39yE6F1g1RV13ZvH2tm/NeZ5t33mgPf+rxkYbCADmmX9VXE4foLtaRZ3av+VP7ZQCM4Xhv8VoO4nkX43Mjsq7tOutgF6bs/l3KruZRB8UqLaNtSEMzwhtV2eaSWMXDxsQ5VDoIx7prTZSi9IcX5OuVtEzktHC9XMENII5SJq5XJcYTTw/vuX/3jpevPuH21UDJV5bpwjRNHF7eQl5s2AuFeTwzTiPxBDeHGzTPXB7fcj0/UorQxcj9+x948eoV/TCwzAlchzi7ThFHjB3TYlOuuj6Y91RMWIILeLEdsySHFCX2PUN3IMaBEAdOQ+Tm5kjB5nW+f/sO581oOJm4ziNdf0Cz4RNiiHSxp+s6+qHnMByspwOrkMRuoAsDJV0REXzXEX2dWauJPF/RNCHdS3LOLNPE5fGe6zRxnSamJaEihNjZpuOM6CZ0B3tcRaEIJc/4rq+5KCXNM1kLmrMBQqvI1JnaFOA6Gw4hpdZhalLmnKcTIzwuImQcWRyFHh8GxAm5FK7nJ/L1Df70S+iqrNQu082bfW4PnsHhV8uwf4Oxvq8E0tsHN+95/WDzSDzKBlk3CW4bH1UfoEEPpE0zLxjO/CceH131aFbKLrumaaSsD0nrDYPbYS6qO2SlBBry6XnL92Ys9keLqtYSklSui2cWWX/0CdTiMC3N/NYr0QKadpWo5w+2maA5CZdZOMbIDY4Qext+VB64nmckREIcKHhuP3nJ47u3pHnGS0937Hl8+x3nh7csy2IClFt4YxO5pvM7Yt+DKCkvhHhricNSez9CYLh5wd2UEOk4P038xV/8e5ZScLHnk5efsMxXlIVCQLQQnOLFXO7OwTD03NzdAcLVeXCOy+M9pWSG4cDtyxcMsSPnzDh2vHnzLe8fvq1VEuHly885ne4MFTmO5DevCU5qD4ojdj3Hw6EmD23N+/6Ec8ad4buIiBL8AacLjmQ5ClU0TyQdEYSlhjBJC2OC+6eJy5hIOVfSW3B9xEVv3lIILPNo/JlpIUaH5GSVEhe4jhdECl4yXTA5E9e6nW3DKWqx/dyoOYEiYh5QgaFS7zXpmxM8nC8cOo9GeMgL7779Sz6JL+j8QO5umJKB1rbq3+blNllzDUvwweb2XH5tA0bb+fTZ+56V/WXnTbCzKTsfxSD8fj2F2Rz9kVfz9x0faSjMAOxUf5cJrzHQOk+xXXFb7LK599UtQp+HKW1bb2otsgsj2BKnP7Ivq/F6HqbsfbRmoQ288ofr09TQKBXLXHuBqRMOPq7ndU7oDwPjNNW4zzL1oevx3mjo+q7w+O5MzoUQDzZiMBxxuYBeSOMjUwr0N6+I/RGHo7/5lKKFeb4Q5yP9cMfh9JLL05MhOEmk5Hh6Gnn/7i2fvLyjZMHMYaYUG+N46I0b4TJOTOMFh1rjVRfJl7Ndf28hR5TC+7e/ZxxHruOV1z/8HrAJWkWVeVm4vdwyHI6EEHn58hObsZEL4oQuGCRcxIYUiTj6oceJcU6ixabGOajDR2itWTkVVJTYRZbpwvXxHdfLmSWD728N5USxSkbwhNDRdZF+sHBnvDwyTdd16nrnFeNfVUQCeTlDgztjVQxDtQJt2txa7WqvV/StSas1jmH9IK4slKRc00L2SjwWpjExPb7B9d/Rxc+Z3HHNDezd/nWHNwGqDV9t33sertum1eTyOT/ptqlRw3o2naubnWVadl72mqLbvsdGSsofb/bodmydas0PaAu0ukVsRsG8Dl0f0Pa+5zfRqh7rAtCMr+7Kp9upV9v5gbHYX+d27L5zNTa7VFPNNOeilQdC8Qjj4kl10E5LFJK1gpqsRfp6fkTVsBIxOspiRsL5SPAD02QcC60HpuRMEsM8lFKM+i505DwbH2SazW3vBmLXE2Kk64174v27t/zub/+GP/mTP9nWGZsT4r3DZ0s2N3YsUwRL2GrJ1qdSIKeJ8zTy7u1rruOVcZq4XJ4Ac60b6UuaJ26WW46nG4bDLcF7G/JbgV6IWMUjVMo45/A1Fdjg4a45gIJdK65ejzGypLxweXrg6emJWSP4QOyPeB/xvlhlJgRitD8ijnmazGiVNinMDDaSgGj9K/X+baBTi1iN66OBztbcWd2edP1TI+u639gMV5OLrMZJkrNWcuMZXya8O9jAIKA1Ia6Got7+NptjL6a1gvihVnzgOD+Tb7Xg2ooZG2hOdQ26f6QBW5LDfv5RF+vfc/wjGK5+9OLeNOxeq09jZxTWhrJ14WT9l6zVlD/gEWkNIURZa7S6BSrr+q0PoX6nyPqg23nawu67UNuDzVpIebEhtjX+e5o8d9EAPD50dP2R5ekHUilAIHjPw7vXxOElfXS4Aue33yNifIziO54eH5mmO3rXUI5GwpLTQloWhuEz0Jk0X4BMXl4Zq3eIxOHI6eUnhFF5uH/Pt797y+vvv+e//K//10aigi1aEBu0cx4npmmsFPi2I5WcbIp4yTgP03Th/u1rni5PPJ3PTMvCnBIinpTT6n2N88hU/8zzxOc+crp9RapxuBMhl4UQDUQWQzB6PIw52yDWmT742kjnjZFK6t5XEnm2JObleuX+6cplvnB8ccfp9hWoMk+PxGDhRgyeEGzAzzgtLEtquwTW02K4FecCOSlLsmqNNattLGolS90Q7HMi5klsU8YNum2doJY3SKXQezEshTMCZMSDO4Ab0GyUA0U960Q7dhtaizbKRsdgPKSsz3ANGVr00QwB5bne7fNqq8LX3IO2/FwzNKYAG5v97kQ/3U58JB9FTmhe6oJubtEf6rG33WJjZ9K1dLNuLc+utNnTNf+xTjpqvha0pEdjD/I7v6CsBmEbyrqeXVo852nTlPYr72BtILKztfZnmJbEkgpRIorjen7P5enCcHpFUTg/vUMLHIcDhz4SWBjHiet15PHpwvk64/uXfPayQ/sFKRdymZmv73gUY3/2wwuGPiLlSp4T4/Utpxc/oxsOHE8vUBXGaeGv/tO/5fFp4ebVL7lMC4fj0aoF2dCT45KYpivzdEGXCdFMXq7k+YrXTOcSl8d3PN6/4/27t7y/Xs21994a33Je12RfWh7nmXT/jsvlwldf/Yzbu1fE/kDJNhFbi7FLibdBuZILTiC6Sr03zuZZoOQ0oZIN2CUCaeS7777ju/vM46WQ5kxa3nD3SjndveLV5/+M6fEH+pgZYmCIkcf3r8lpqU1rA1K9FDQB1mg3Z2FOBvMeukD0xvFQspAyNg+20vb10VeYuYHFmkXJuY48rS76shQIRtpTXCTPGdEFEZjlhjFvuYdnHK87mbdE4uYdVzT+j3wAq1I0FdiQnvtDam+Eva+272OG3mo2DQ6wNYU9Oz/Pz/f3HR9Z9chVoWpM30bT1UfVGk6Mmr66vfx4EWA1hrvEqL07q7Kn8lrjrabgGwvcGkxUZ2JzuWRvvDa/xeJSc733meXmejonpjh1Wby42uBjngKqeFfohxtKKUzTlcvTPc513N3cELlyfvcN79++YVoK41woxfPiZkDLQqlowm7wPPzwBtwNvl84P76j6z6rqMJCmq92LbGnP9xQcDw+/RUx9vS9gE78D//+/8O//p/9LykK4ziTUjEez2mubrJwfXrP0/t3TOOE5kLvA49LYpkXsipdHY5cUCOjFcWJX9vNgTp+0IRtyYm3796SU+Z0uuN4e7fj3ug4no50ncMXJTolBKwdfr5S0kQpM2kZLXzwnlTg4eHMf/jtey45kLKQ54kYOsbrmRgjnO64/eRz/PJgYYgI49N7lvGMIoQQQBZyTtVrEHK6UtRTklCSErzacCa1kYbzDHNSYjAO3+CNgKeFRyI26XtliW/y6prn0iochTSfKfN7BnlklE/J1M7NXe5hH040edvyZ80IbN60sH3e9G7zFMxR3qp+G21h8+NNhyxvvgU9f4iI6I/GcLWmYBSQUlm3WoaikTi0HX0fFsj6+62F3C50jz1fcw+6W4Tqun2Y0VBtUdnzrEQ1EfW7Nq/H+vtrK3W9hzUBur7L2eZR+x9AKDgyERUT7uA9TpRpmZmnkbRkbo43dG4iXR843781Nuh5QogcDx13tz1pnshxqA1iBdQZhHmZuZ4fuLk9ruujZUHIdF1PGoxwllK4uX2BcmbJib/97W/41Z/+M4bjLaqsw3iNW8L6RZbpwjIZH2ff9TS4e+OYaENuzLDY/TZpleq9+TousE13H8cRw4TC4TggvrdhznV6vSUvKyhOjHLObKzxd5ScIArztPB0mfntN/d8++6K+NoYlhKpODNWeSHPZ8IxEvse7zJaJkoaUU1QQ4aVwAUAIxlGj0avX8Qg/VVmUoZxgVSUDqnYE1eh6lsfxQqIaknDVdLcqs1t4JFqxulCcEoprn6XVg94I6/ZKdLzF1q3Z/vy9W367KcWxuyRms/SFjRdabxeTYrbs4VdzP1Rx0cZihXBvX5hYQMwbQnNLaGy/XebSKDPFHsLt3ZGaP3dBze7Tkiv4ca6erKzrEJrV22Viu0K28NR9iZu9SwQbLq4W5NLVkvvUN9ZziAEVK/GxD0vOPG8enmA9J7x/APnpydC6KFkhqHn9sWRu1Nkmq70vTFBgeEsnHOUNDOe75kuB7rhBu89TjNaFvp+sDLeNOFd4OXLT6EI797f883f/Q2/+c1/5Gc//xU3ty9t+lY2Q5FTZpkn8mzeRQie0+nE8ljoYlexDzYiMWtlTdJKTdgWXywW70Ksg2dstZZl4XI94xzc3Z3oDrFyVRZSmiBERMoaL9dkRVUErcoN9+cL33z/yH//V+94mjKHQei7QHSQy4L31lC2zI8wObrbO8vDjFeDQDlqU9hSjbcHsRzQdJ2QcETVkyujtxiujSXBZbGBxVLvseW91k1MMV7YNgVNpE7AbIAzez1UoJuIh6KEqCQ10FXbiFZ9eRYO7xS9etAr0VLzwuuHpSlJS7zCBjvQRt23E+vmpUj1KGSTf1OhrdP0j5bMFBdxLrA2zTaLuWYgmwWteAXqCDrZX2pVwNUIVEXfWc+2Nutvd5/fkjJbd91W5tkZix/FX1uY4QSb21LJAewB6O6TW/kqqzImOErdKcqM5kxaEtE7Pv38jht/5vc/PKLF8+lXP2d8eMNw+Jw4HOgPPXm+IPjKeuQgO4bbT8hpocxXVCPj0xMhngjRmeCUQoyGivReq5GwBqvLRbjkkf/z/+n/yH/xz/8F//Jf/Wt+/st/wjTOpHkmTRPz9YrvDnz2+S1913PsB36YRvo4MPRHUiqIjIxLgpQraMtwiAXzCo79kS70WwWkJLrY47HGrt9/83f87GcwkfF6hHgErfiDnMkpkTRVA9zjIwxR+f7tI//hby781bePvLsmnAhzSkSv3B4iQwhE76w3Izry9EiJC9IPdMMNfX9iymeWZLT8aZkZDjd470gLPJ0Th0MiFyVjCdUQTKnmyla1D3kdjiUXvKiVRHdK3fZE28XD6iH3weNjV3tjHAnHlIxjszRj0YzlzkNporzm+dkAgi3v12QR1/Jnz72MBk1c/ZwfhRDmHa3YCtomuKmJNmX4icc/Akdh3oGiKw7eLF+ziPU9O3zE88txu5ulmUxEW1+c2Z9SFxM2ldfCtkvtjuc142Z9m9fQHvL2qXY9rn7XGqCoLW7Doqx+R4GkHinBXHcKL296olNiUL799onD3aecesfgJ36fF5w7VaZqa3v23gQnFcX1t8i0mCucEpouTPOBQzKXOYaBEI9kjGIu9pHj8cA0HeieBnzsyFflm+9e8+b+/8Fv/uov+Vf/8t/wi59/TcrJhgOFwNdf/4xDd8LhmK5XK7fGnq470BdFJaJ6BTVQWHY2VT2ESAgdd4dbRLB5n7kQtbNdlQKaSXNifnpk6AZUtaIcjV7Ok/FUcJ0z9O6yKH/73fd888PMt2/OPI2z4RvqQ3QYT+WhH+ij9YxYwlIgz5Ql48LM8dXPGOffgU5brkkXnESci5QcmWYh41HJzPNC33lyKaRsT74N1XZS8G7BApGtVTE6Gztp2AvDHgTvTfZV0JKJQ0c4fYEbvqxqkCl4ct14VumtbsVK/IwlUjX/ASOwk9NcdB1O9aG8/yEowApTaNKtSlLDA1ky2XSxIolIfyxDobRBKlUF1+/ZYsQfRUCqz5WR/Zt2GLNmV565v9v791l42BvDPxTfbcZEtxPQ8BhbOXkDjG1mpf5mZ6VTccza4eVAN5x4ceeYpol5nnh4mlB/5O7ujs4tpPFCkcFgx5opanT+7Zyq4OORcn23NuekeWKeE8uy0KWl8lTYrXkndCHSD8faPXnkcLzhcRopRXn37t4g4YeX5ALn8yMC/JNf/xk/+8Wv8OKN+j4rsR/o+wP9nOrO55mXYsYrZ6SxVvmOvjtwON5YOTMlcqq5D7VhxqIeKUKeZygLTpNNBskZoeEwMuiMAy7jlYf7B37zzXvOVxjntBNrI7QNzhFD+2OuvXcGfFJNpGVG85XQvcDHiKQFzQkXenxlDEupMBcheo/kSgpUjUku1kKuKF2w0qPDODStdG5KhVqg3BzV5iFolVPvrLksBGe4mnBg4oakDX+x956rVsj+32vQ+0xV5IO/Wx5uZYnT7XXQ5zqwO1vTqWZLiuzkXyqORMUS+z/x+LghxVo5CHa39jyoeK6c672tXsDuwrTQuku3+93x/lF39WceRCPLkefn2n0nz86w/dZO0/DuH7yhoTm3C97doQ2Fmeno3Inh8IK77HjzZmacZt4/jLx4+Tm3N0eW6YGn80gqkShYg1JJ+DCspUfBIb6rE7HMTV2mmXlcWKaJ1M+UvNT5KSYMIRjpTR97DocTp9sJ/7DgQ2S5XLh/uvD779/SDTe8fv17gnf8+he/5uuvf8V4vXJ+eGQ+j8T+QD+c6Odi4/PwTF1myRlZZit7IwQf6LsDw+FUafUT2Rl5T8pVwUTxGqyDNs1IniEvLLOCFMsXkHFlAi08Pj7wd9+95W+/fyRGA0Q5EVIxOQlOiMHVuB+Cx7o9xVqztCRymcmaOHRHQuyQcSTnRIg2FiBn4+aYMtwGj0vW99KkohRZuST7aPiIVsY1fohaZhfbdxsdvkJNjDrEGzFvjNZ450KguI6RW5aSaN607IVQd1K5qsEuFKhKv5fLhgp4loPY25xnElrP8eylJvO13wfTN0GsL0VtaPZPPT5ySDGsI/bqxW1HM3fFyFXrijRaVmnNZLukWasNqxiLUKlJUJXniroagTXEkTUXAjtjUle12dfnpkmfvSpYCQyBxAb9FlEaO1b7REHJ7oB0Lzncfcm7+9e8/uH3PJ1n+uGOV5++YJ6vvH93z3dvzgzHz7i/f0sXAqfBiGW9j7juCKFnSUZnp3mhLFeWyyPXp9dcTwPd0DOUW5wP5DRSkoUoXd/TDwdOpxumeUH1O5wEgo847zjeviAXx3WcQTP3D1dubk+Ukhl9wMeB2B3oDzccMhTnYRqZijCmxHJ+ZJrPiBhL92G44XC843q9Im4heAuql+WKlmTDc3ygl4DOE+P7N0zn9wB0MXA4HDjdHLk5KExPPN6/55vX98ZFUVItwW7mPXo4RIhBicFVD0OIEfPMSrJmtFKY7r/lcPyElDLjeGYaH+lCTyFQ6JkX88qCKJ2H2bWRgaBFKpGNw2upnoONXvCuju8TZcmZ0NVqCMZslbP9zolwOHT0t79Cuk8prkfI+MrStcnsjpCmvuZ2P1un76asW5GuIXiVlcCihkoIqxf8o5DkmZdif6dkvKWqDSdknyoFrteRn3p85JDiTfG3i/vwogXqFCapF7+ixT7wRjb3yGjct5M2TMa+yNM+swFi2hWY0amP5oM08J7Opp3LQC5uNSgiLTatZkjZZkTWCCu7AwuKyhOSrpyGAyI9Lgws04WHp9fcv7vn6WlkXl5zPb/nxd0L/OnWrtpB6AZ8f2NksmVhud4zXh64jo+U95HDzaccbzO4jvHyDtFk5cSc6bobbo63lGVmvDxyd4jcnowVSnFM1wtv08LT0zv66A0arsZP2fUDwzDTH24Jw4ifF/ySCAXm5QfmyWDjqBBCx/H0ghevPud0c2uJvnmyqkrJOO8oywwlmYK5hVj5Lt893fO7v3vNL774hK//5E/57NVXcPmOy+MDT0+Zy2yhQKo5pDZVzq/uvE3tagOPnSuIGqWfsXs5NGXmKRHSPRI8x5dfcH3/e/JyJS2wXIVhCIyXK8Oh59TdMucnlnkENaaqPgS8U3ICT8FLwkmkiCEvVYwctyTFBZvgVtSRtVR4u6MbBuTFnzAPPye5hifZGQEw4qRdzqHNm5WK0VBVfKlARN2BorThwM04Nx7PbVjWxm7lduG2Ukl8awuC1hGYbX6MAD7EOhZRSHnmpx4fmczcdoEti7v5TGbxqmJqbR5bXXlbvn0o0ZSy3Sjt1Rpy7PMO5slsWI0tTLFv3oO3trPpzjOAta1c9t+nq6W2cxlu3qo529eB2KRxMfq4vrsyLYm8FEpOvH97z+PDkzVU5ScawYHBD3pcjDYwxgVyupDSyFJZppeUCBmgoxRn9G1Pb/Ah2L0heLUpX11/4DAceXFrf2xiuliC8nAidu9AF8bpEUrGu0iM1i/SD/aeaU7MUyKp2CwM52nM2113YjjccTzdGclNb7kL5xdSmknZ4aG2xyeCQIiOJRkdnzhhuLnlcHNL7Dvmh8zj08zTdWFMxZK7q3tuW4kTR3Se3rsK17YchZNCrueNMeC9XWcuhWm+otIZ23Z/S87vbMcvwjQvTEvilcDh1HPz4o7p7Ei5EPoTN5/9EtLE09u/oyxnvAfvPXNu/qZScKSMdZ06w984kTVE6voI8Y4sA0m9heUrv0M7CyvtIEIdgrz9blX+Omtjnauyo7Gzt7XqSX1vo15SO9Pes855mw+7lQ61ht2KqsNhJV3nfrr6f+TsUbsJ2kPehfa2PDt05k4ZV5VWgxorpTZ5PUtd7t+5GYldTLf9pi74WtmQ7bWdcWrnkN3n93Gh/bc8u/4P3gTUkizVC5HIMBzx/gHBcgnT5cz9+0eu1wkQ0jIxxEDwHeIP+P4TfBdxYQDNLOMDab4yj2fm6WqzMV1nPI7LzHh5wDtHiEaU4n0PWjb+h/7A6XTg9ubIeRZYHMebF/THG/r3t+TpkevliZxsp/Te+ka6/sDQH5n6mambSEDXHwixR3zAuUiMB/r+yDAc6TpPmhdbElfBaFgfjNSZpxEhBOpg4cLpMHD74iXHmxPBwzXPPJwnnsaFOWeGyo7VvEbB5mtYKdQTveUpgrPcRFoW5iXhQyA4w7jIMpHG2dTFCS4MlMXK3UUd0ziyTAtDL3S9YzgMaB5wKTHcveKzX/05ZZ6MV/MxI8x1UHHaebGepOAKuFIqpsIRvaOPnq4/UFxPUkcqNXHbypxs+bXGdGai2BR6/++y7v65UfNrfpZMbx5Hq+Y11Cy7d6yedaX233PGtoYSoc6M9b6Gw/zk46MNRSkZca1V1XgVWzPNhqQ01mLzONTchpZ/gOpt2NE8kpZP1LWTZhemrHMKqmGQBhop6wK15bIfmoXeHpqs+Q0zDi3nsX5ub1zqT1tXagufHBpuiN2NDZspM/1w4u/+5j/y8O6JXJQYPY6F4eZIf/qM7uU/Zfj8n4CeIb1jPn/L49vfMs+e6+Mj18sFN9zR37zicn5DKU+U9DnDcGS8vMe5SHd4STfcEruO2HfEGOiHnhcvjjxODpaOz372J8zzmeF4YCwzD08j16dE6EAwiHWM1o3aDweGm0K5XLl78SnjPHE+P1KyJUhjI6LpInmaLLgRIVVnUIrgtP7BEnuqmcFHji96bm5P9L3H6YTLV94+nrm/Tsy5cIhtQABAhc1XhuwhQgiO4BVHRnNmmiaWlOlKT9FK96bWz7DMF5Z8puuPgCereVdpsXF+47wQn5R+KbUjteP08hWf/fJ/hMQXiBQev/0fGN/9DcVFHLm6/daUoMWTc1Uwr0SX6SOcTj397acsGeaykNT6mqrorQbgmUTVv7ZJXbWqsnqtdePTBn5r73Hbxlw/s1LGis0iQXO1vZUhTty2eTavv53Pe1Qi4jtstNVPOz7OUFQYbysTbSiFD/IWOydh30IOrlrD/Rv2nzWY9d6atjyHVUlaXqPstPt5Z53o1g1atLY4r9ex90q2s8PeRMDK5KW6ovAa52L0mct8Tx8dwcH9/RvefP+WkgXnFKcLp9sTX/6z/w13P/8XHD/9FUEWJJ8Z37zm8vgNT+++ZSqWfAzDS06f/oz3v/8LxHtuXnzG4fAJ4/mdGWZZuKYMPnB7+9Ko3aLjMBz5/JOXnOcLcvG8urulO37N4/u3TOcnCAcuTxMvPnlB30WucTblPwzMy8xlWpCYOZ5ecjfNTOOVN8tMPxw5HG4YjicCWkcL1PV0Qh+CcS1mI6AJzhNcQGLkxc2BBc/x9pYuOpjvmS9XfjhfuSzLipmIzp5HKZavuB06DgEj3gngdaEsdcbJMuFwkEaWMjOVxHQdWZbZmK6LMp3f0wdhmRfGa0EFuuCIMRgJsVMeHh7oDz1pfGQ8/8DdV1/w2Z/91xxOr3j/V/Du4T1TtvBExVi7U65kNs56fYJP9MHR9wF3+hlFjDBIqky3cLwhky339UFObZ8kr5vq3iNuobEIKxv6HlvR6A6bnJrHLGvILzVHuIn66pKb3hSbaKYipJ9Owv2xk8LqBe2SMlseoYE5NqWWDxSzcfexMvbUxZGapGwpINmUXypQsdkFXUOO9r07t6u5Z2wLW9Mmq5fSrOz6cZph2L5kzyFQihJ8a223h9APA945lmni/t17xAmhLETvOdzc8dV/8d/w4k/+5/R3n+FigDRRlmsdqrtQMoTuyHBzYEkL14ffM08jsT9RstZReQ/4EFEpaBGu5yeCN+7Ovr9h6A+8epl4+1SYUiYtIwd3w+F4g4893/ztXxtVng9rSLgOHMaDOqsiaKYLnpvjDdPxli72hNjhfYfXhEhAXKr9IY6c6ngE53GaLOmrhegdt8eed4+Z5enCzIIy8uZ+4nFMLFlXKn2pIwqdA7JyMziGznAT5h5Hcm3315Lpgs33TFpIOXOdCmnReg5jglqW+icVlmLYiW4xQFwX6vyRXNBkFRs00x1P5BefM7z8mn4yxq0xmYxGv+m3YcaUQyccjx398YgSQGyGSdDdrr0KnxoMfDUUBv1uMryK25rfa8rfvGCb+9ryOPswWqTJaf1sLXtu+lb1skHDV9G2vKFoxvhA0j+s8/X4SEOx4eJZ16MmgOqO0xKW+wtf9+ydS7UquVgD0gplEEErnJj2TWtKQtfzbWfeXLv979vHZLMLNOTbLnrbjjV5pD/+1ZoysgcfYweaLM9wPRvLs48MN6+4++LXfPqn/yXHT3+JeAc6225cFkQV7yLd8ILSH9FpIucr4/UdSm9rVwrzdGEaoRtuEOfIaebCAyEE+uMtsRvou47TEDn2ni5YA5jmZRXu6Xq2cYTOV45LsT6SCjkWMA64nHEYqGvoDkQf8M7jnMdpMeJaaRTwVD6JjYTWjLolKY+HgaenC+P9e8Ic6EPh7ePENWVyqQzYJsFVESB64TR4uqg2vEdAJFAKtRku40WYl8VmpeTMnDxLMjBWJw7wpKx1UBK0qfVLUpZFKZ0Zp5IzaZ7RZazNf4F4uKG/+4rj9RH35kKZkk1gw7ybGksQRDkMwuHmRHd6gfqhJre9SUWdgL5ZAGhsOW2X33d9qrLOkl3zZztdAepayKo32gxFe88qxpuBWPfED85lv636hmJUCs9qjX/v8ZFt5obmaqVDG6jTZiOKuVlU66rCTtVZ9/kV81AVtwqgGT/lgwZzWr9nu+VNmTdzsS6T7KnydHsG0txAvzvPbgnXN249++Yt1cy1ymq9ffOolgukM9FlulgYXv6Su5//Kz79s/8VL37+Tyl5RIv1ImQJ1mUZbzicPiP8vOfx+sR0/pbl+hapE8hdEHKZuJ7f0nUOFw+ILsZGdXkw5fUd8RTpOk8g0btM7zJ5uZDmC+P5njJPfP2zX3B7e4ciLEumZOj7AyFerZGJ6tjlDClBHU3nXcCpM8yUc/jgcHN91nVUYRETYueltqUUJDoOxxN3l4mH198wx8DN6cT3D2fmXHZrrSAFp4ZjCX3gpo/0sVj1oXadaiWA0ZShs0FHUyosGfBCIoCa5+AQUs4277NsApGLkdfMs5oBSQvz9cz48D0hmKcVugPDy5/jQ8fduyvLnHmaHpmBzin4TJBM7+H2eOB09ynDy18ih88RF+pUMl/zhQVyNsl0Dpsg3FwAt1UA1TwGKXVS+R/YnKjOgLDJewtLVqRm3ZQ3b0Ofa4TuJFp1N5Fvw4f+1OPju0eluf+Q1VzXpryqm3vblA1Y/6Zh/3ULLVQzIsXcYee3pGY7J7s8RTvH+q+dW/UBtqLR9EujX/7gt5snYg8WJ4haOXIzcnZeBZaiXBbHG3pi9+fc/jLy1fB74qdvcTe/4sUv/g3d3eeE4UAuY7WJNrC2EIn9CzjcwnxCS6a8+UucFmJ3CyXg4skgwSh5GUkpkeYRxJOWwni9Mh3vWOYbcj/YDj70/OyLzzjceC7acz5/T57PfPrJJ/xv/7v/PcfjwMPTlfE6cbmMhOhWbmOp+RtX3dhGHTf0R7p+wIdgbN4+oiGiITCpWs+FKklAfCG62kNQQFLhiy97yB3TWHjzdOab90+AQbQFIWcDtCkF75SXN4HDIXAYHEMn9FGYr++Nxq4UVIWn88ichVSaVycEb4Ke6/OfM6RaEfRsCtKSi6KVOGc68+7b/8if/pcO8QPeB3yI5NMNv3i64qQjL78xti5jRUbJRFe4e/Eph7tP8acv0f5zy1FUD231eqtn0a5T20TpvSO9/3t3re2FVZ11e20NUGTb6MxQ7CALyocE9duxmwusruKcPqLl/KPp+i0rK6DZEJjVLVqtWXW/ClIzttuirNZRd6q+JmYaoESefd+WB7G24nam9pndmwGpsx/te4ta6W1ltaoffTZbpAptg5Kt8xD234NZ/rkI93OH8DPyJzcMp5HPvl6guyMON4irw4oLtH6HZsSceHBQmFkub8hLXsfOBR+Mes1FK12BEc6KIhLIanMz5nHicj7jfU8IR27uPHSCDJmH794jc+J//Gd/zqeffMUvvvw5v/vrv+Eyjsb05DwPjxOPj4/r0GJDE9kfkUBwgb4/MPQDfexsByrF5pSWOgy5mW1Vck6gmd4HbBygsowjiPCUFn7/MDLmvLrLRZWgYk1KWJjxagApFzR7NHvIwQYFLcs6lHjOjmkxziInNq1dBHIq1gDnWnOVyWHwwlyrFc5hIQ1U45cZ77/n/P4bTi9/iY89URUpiZdf/ZrL5cL9m98zp8XwI6oEJwxdput7fH+DxBtyTezvyBdoJqqJcOsg3dHRV1mtf7UqRTMOz8qnNdnpVlOz+93+fB8UCHTrq2ob+jOPXDBPpzhEfnp99CM5My0etXWoGVc+VNb9fWglQNkbh20x1mTR+vEfO2EfttBq9SJMWLdXt+yu25iW62XaTNGdx7HjKdtb+O2hrfHLs1yIAnNxqPZIDEhQ+pOgEtb1sLq57EKbthgJ0hVdzuQ8ksvGbZC1rBmQZlnTPFk4EHokHkAK0/WC84943/Hqky84xAPZJy55RLPy8y//lLvDS07Dicvb9zw8PXKdJkMcHk5cpoVxmpmmiZxSZWKqE8DFEXwkxo4QOnwIlHm0CoeCuDa53KgDvChBhC4Kzgs4wxLcP428P8+8OU/8cB4pKKF6d16E6KrxdtbfceoDngWPri3VOVlfSa4eRSpWLC9FKAIxqwHXMPo+0efNhcHVkMRbQ5lzsuY/oFCmM+e3v6M/fU6shDkSOk6vPufu06948epz3r39Dhx4dfResEmGPS72iO9sZEH9vibIW6Ok7jan50LuVknaS75UZu5dNk1tLQTrpHb7d8ve22hhs2vCuybmVtktTYLbNRrXx57Y6R86Po4zs+g2XaixAcHqrtt8D2octSUot1zCtssar1/9XcNi7I69EbDQbEv67I1EQ6xRBW2lXa8Pq0h5VlJa8RQ/Mly6+1KlTYhev7XmMZwrpHlZIbT2CWNbeka5rnVNqJRq6ZEyviWP7wATZGOxVqbzZLNAq0elpZDmkbwkusEz9IElj4yXB/NWfOTzn/1TvBfG8oTIRKDnf/Fv/lsub97y+u/+ht/89b9jWmbG8Up2jnB7i/YHJERKKXXaua2/kzpj01t7eQg2dSzlYiTC3hOkAymE7oAXiN5x6Bynw0Cer0iZUB355vWVb98/cT8tnFNaB/FGJ3TO0Qfr63DOUJjHoceL0MdIF906vtAMBswJcDaYx/IthWlKHA423lAV5iUR6n2Ic8Rgz6ULQghGOjP0ro7RA82Zx+/+ktOnf4YLNyYCzjPcvuLVl79kenzLdH2P8XkXDiFwPAm+O9TZsDYtrbRu0SrHLaO2KuszOW7asgul22ap+nzGje62psoNVXZZ+WYYW7FgpXyUPV1U+77mbVTj0dICztmUup94fDxdvzZM+mYNm7HQ2jxjltZtnXu70qRWl8p23Vau24yA7L+I3Y7/I1+jvt5Cn3oVjlwp8iwEMXbtLb4zc1WvfPWItHo9pRqven87tzBnGz3nZIen14aSq9cvbk30aqWkUy10MuOX7wk+4YcDl6eZ29MdT+czuUx4HxC3xYxFHfOUOR6PhhjUheV6psgB5wJDf2tJzWFgKMLdovz660A533N5eM/D+3c8vP4d58uZIjZuYHm4J2nBHQ640Fm5kG1IUww9pYOus+pLmhN5MdKZvu9B4PqU+fKrn/PZy0+4ORxxTpnGK9f3r0njPfNU+OZp5N24VCKYxt9o3sdNJxyihZDHPnJ3DAydgnp8DIir+ZmcLcdaHIsKWmwwsvOOwUfGccb7ZFUDV7FO3ioPrS09BOg7z/HguTkULnMhSK38BM/4/V8z/fIt4fApLh7ARRQ4fvIzvv7zI5eH15zffQM50XUdruuR0FeIgoVcWoGDz6sMP/55/68PpdjmnG6vl+aVFtMZ+697lq+wEMsMYNtsN0ChARJN71pCip2ewRa6P9+c/77jI/kopOIljXVjtYyrR+DWKditVt5oMpr11coqZfGjKVjtuN9yBM+ima1s2Zh/nq9Zy22UlT+gxY3KBr/e9P656W6GprUca7vm+iVF2jfZC06kxs77bHXbV1r4UNb3CgYgcmWiVOEK3nNJiXlO5Cx0/VDzL8bxWMpikzHUXOt5sQSijwHIzOM979/8li++/qd0XcfpdIP7pOf9735D1o6+H5C8QFnImilrr4KynJ9QcYjvicNxpUYLPkA0QmHNxWaOqKPrBkIX8cFzOp744pNP6EPEoczTTLo+8vT6G673b1BN3B3vePs0koq1kXtxDF3gEOrsTwHEMUTHaXBIUKLvEBJ5mZmX2QYmFY/WIcr4DpurUsFvMVJpRI16PyulNpgZQbJw8MLQQ/CFcc5EH+pjEaMgnB5Zzm9Yxq+I8QQu1BkrnsOLV/ziX/03fPcf/l/MD9/j0oWcHZLFKkJiU7eMsr/1UNTtov7HFLt2IWvb0JrHq6vUtHGGDVuxsl2tf2Q9P+08rnmtJnHe7zfCKpGlrAanYTzs9yZX2uDiP/H4SEPRVqJ94eZV7EMIqbv2llStr+kaqLS7rq9ZXN86Rk0JWzZ3Q0k2s9KupblvqtY7kquiaiXRbQNezEDtHb96BmH9vAqoa4nTXf9HFc5tt6/nkOZFbaHJxpVRUWI1tgzFISWRl4llHklpYhzPtcfDV6yDrNR8uSgu2DDcolAWyycEJ5QyM17e8/jO8cnnv8DHA4f+QHYLv/+b/0T34ms8gtOM5FzBRVjC0oGmTKlJOJdznf0hiPPELhjEVws5LSBiHBYVNh69cHd7Zym7lNGslGVkShPjPMIy8/nLl3zz9i1zMgBaFzw3nSNWbglEGfrA6dBxHCLeO2IXICcbRFyUnCtcHIfzsXo/vj49JYRQ+Twsd5G1YRKqoRDoo804behNJza0R6SGKDqTL29Il3f44+dsw6cE8Z7bz37O8ss/Z3z/knJ9RxwE7V6SZUB2vBZahato3d3XJouquKvONwMg6weboVgBWE0Wn0lq2zibrNtmK/XfpeYrthzcVgl51li5wjs3DMeeXesfOv4Rs0frHewZhtvr9afqNdHmC2zTmTecu9Xfc2VobMpVb6qWUbfxf5uL79vAF60kOruqCXVXZv/a84tjU/IPYku1zsP1ftrzdjwr+Ta3j52RWPMfUOc8bhUaJ47gApom0nhmvDwwXh65np8Qb9OwLESxAT5GAy90oQdnlPYl59qUpOTlymW+orowjo+cugND33Oer7z5m//Ey19GwukFXhVfrENUBCgLKivZIIo1IRkYyCNe8H1vSqnFZno6b30hw8DQRYbg6GJA1CoQ3nmWNJI6xxIcXCa+fvUl/7H7HUta6GPg2HtOUfG1+ako3J16bk8Dx6Ez5GT0ZBwlCVocqQhLsVAu+kCQYDkKVZt2Ftxa5bANYWOWcl7wQAyOJSkpa503mrbdVeAoQjr/nnT+kvjqT42urz5VKZk4nPj0T/8l8+PXLOc3BGZ0CCR/Qynedn6RlZ6xtJxWNRTShAxZN6Mf6VKFCTRDsXnHulb7Vq+9qUY7HzV0rpuTQ1HXQHHb5gqsm/e2eWoFpf2RDEXJxUbXu71ZaLu1jZmnGS6h5geaN1BwuLUd1yjimzbuQ4IKDKmaui5w/crcFm9136rhWd2XWmJ9Fn7tUjyVeGS1+PX3red/jT+keRNmEKmVgf0592GQhS+yIunaZxBFx0eu998wnt/a1PLLA20qV04jRTsIjjJNtovHnuF44jLNNsC3FF68PBoEvOU+KJzvv6ePHTEcWPIDvLqF3iOa6ABXFcMI05WkmdwMXLGd1oce5x1OLVFps0Rb1scbZLzrOQ4DQxCGGHGhYx5Hnt78QHh1wD32lLMnP1mi8vObnlNUuhigXGmxtjghOs+Xnxw5DJEQhCCJvoMx2z0pHhccIdtgwlSEkgpddHV9PUoCL7WDFWLoEJlpV60K01LIRcjZCGdUoQtmyIuC94789A3p6XPIM2iH1jk1glBKwseOw6c/Z/jsF7ZxqTKqbV5SNxXbqGX9PfU158AwQu5ZuLtvHTdx1G33322kzVj8+NBVwZoGGPGxoivkUZ/JdlOGsnokf+C0/8DxcVR4aSYnA5g0rJ2F8OYFuDZwZPWudh6EXX61nnX3rwjO7ffPaWZadPCHjlUh16N2su7du7paK0t3BVKJk3WZAcyvsQX1SMXoS4umaEEPdbrVVvlpb2idpvY+o4I3haPM6PyAlNnmZ3YHHA9QzBUumlGXyYuQUiLEjnjsuV4W7s9noHAYIqTMlBcUqS3R1v8xHs/I4Mi6IL/4Aje8ws2ebjjB5QlyXe9SkDpyoPFPiDOAl6utyTH2RnKSbc3c8UCMHbHr6fqeQxT6Phrye5m5XN4SXngezo88PD5yQLk/P+AlEWRB0wKu1NKmPf3PbjuCFCTbBHP8hTTZFHehsCTFZrwasS4+rh5DqWue1VVvWvFBEDKaGuTZcZkLMbgKKlOyCEtReueIwbpVnSplek++fIdef49/9edomaqzbMqtRVGxXJw8k2Uzvs41pVPEyToBTNH6s7DNktnkdvNaN91wNfG7d38/9Nf3G1NLWqjW0EvM83RiDYzeOZzfkJtNVdZwQ/jPGKI/fHycoSg2kalBpdtEr9boVbbwrOqP7u973f3XWnLV6eYWrRdufiTslF5aT26Lu2DXb9u+V9Y4c72IGibtwa3N+W4/t4yE+T32fldjP6031GY1UL9nTVJh4UIrAzbi0gaRs48Uuv6ILk9rgrMl5gQLwVJWWpScSuFy/0DSTAx2nnGqeYoY8N6SydP1ien6hHceIZOne3T4At8f6W5fIg9vrWSm7TuN1RtvZDUudmaMncOHUGdc1DBPxZrDQqy9HzY4SFwgTSPzdGVJZ7w4Ltcz9+cnrqnw+O4tc7I28FSlMxclODhEz20fDObc5sK4mnCj4Gr36LzUZHitIrWgT+pTK7Wfw5LmtohZt/wDTrZns27AbgVfGeDLgGTp/APTd/+O0+0vEN/Tkn1rJWK/FwkfyPP+F3slbj/r8w+J7Bip6lufheOb77F2SkmFGrT7YfOy97kLkzLDkJjnq6xh+GpU6nrUS/oQo/T3HR/JR5EolUB0c+XtTxvlvuIN6p2std56odJajOtn90otzUR/aC/WRXNVqOoNu62bRNaL2RaoXgqlyBqOrEai7VK7B4BW27NiLiwGdYIFVtl6EbxsQ1/t/KydvQ2/sT08wXlPd7ghje8RUZwXXACPQzM2GHkRfOhRhXFeuH985HQ84CRY9+iUCCESWyVAC+P1kcvlHu89wcNy/5o0fI3evGR4+Tn++29wruBUkWy7njgHPiAhGmENYlPXO4OF44KFkRWAFbx1SDZWKsQzjyPT9ZHEiCY4Xx55d35CCvhyoRfL+SzFjGYphUPw3A2RQ/TmtWil/UfW3c45oevgPFX3HfMaWkXKAAWsAk8zDIKRzNRd3vmaw9BWbqzDepzJkRV6MqgjXd5x/f2/4/Dlv8Tf/Qn4fjX+e3928+S3zalFmPacN/lrxum5+TANldZO8AfCjVVvaBuJrJtg86jkR8nP59/hFNRt3vu6LWudN8JWofmYCOQjAVc2e9StiZ/t27TdHLKWSMNqA3beQmPggXXXhR35TdXmtnayc5EUEFcXVvQ5SL5ZBSpke+fFlRpybAa0WaKWeWZ7uGLeQdl/np0xodCHWiauT2qLU7edJOcq7FIYugEXreUbH+lPJzIXuKo1My3Weu58ZF4WputkkGNvuJRpyQjWdBW7aDF8iDw+vDG8CvDpy88ZLyOv374myQu++PrP+Oab36HLjOREWqylOOeCdxB9TwgRVw1G19lowDgcrceiFEjJeiGqF+S8p6jj8e33PL7/hnhSvvvuW354944fns7gPMfkuOuF6CypuBTl2EU+ve354jZiIY63eaBihfHcZm044ebguYzKuFhptzPmnZoYN7Lb4D3XlFaAlUiHlsm6qKVOH2+GXO15HjoLDXKGoVspnykpMT38wONf/F+4/fP/A/72F4gb8E6fK6Luw82dc7kqR5XjKgNrxWEXjrSdqEWsH+7qKxVAPbN5TO09duKmeQV9JqPmGtrXlVLIuW2Om2/zgfT/8TwKV8fONybhtg23xMuW+JPtavavAdRxfexusmExbC2qC18/buHM7ny0B/H82loUsvcIoO5oPMdTrEaO7TJWm6xbHLcSkdTfVigZqWxhjLD7YLt2kxAcitcZr09kLcThhtOLhJaFy+NT3VmtsS5loSwjKp5SjKIupULWBCL0w5F+6Oi6iFB4uH9gnmdOx08I3obbvPzkS354/54p/ZYv/vU/5Vf/4r/i9be/4/7xHpYJWWYD7/hABSDTD0ecs3l7cTiZ8RAz9jFGQ1QGTx8jSODN3/4179/9jim/5dB5/uIv/pLHxwud89wdB8ZlwddcgACyJL66Cbw4eEK0AcjeBePOFNA8mxGWGho5x80hUYCpFJY00/WeXMwzcRREIsH7yt1RrBzsW9gkz3AJTqCPynUpBKm5F2+JP5uoFVHXsdx/z/W3/3eGL/4F/ef/kiQ2i+XHO+9zldv2nq38/9wHeP5ZXeVo25g2b6V+cq/87Vtkl2dfne7NpdmpR6VrLasHv3Wutjb+5rj/sQyFyDphqXmC5n7Js/cVLbseD1s4i6vt5p55S+uxd9Z2Jnd3O/r8GcEOGdeMR24r2R5YdTxaRroBX9b0RftuaafdL5/uyuJrJmV3H/Y/61FYbZ15NCiBRGBC0pnQ3aBpYZnOpOVqRKpSS7+lUIqDUmN39djErWQJOe8Z+h7vPUtaWKaR8TpxOBzoepst4WLPFz/7BaV/4jx7/uqbv+Dzmy+4/fRLZDgRLg+48Wr9EwjiAr4/0HVdbTcvdHFgOBzx3llfRvQchsHmrZbM05u3vPnuN0zlkRwSjw9PfPfdGzMywdlOVqxsvSRb81AKkhekVlCCOAykVKpRtvBjHTonheitpK5qHlAsIHVNjJrOYPnmDWbwhrgUKWSsJLpt+cZ7cZls9rSTltx2qASKenIS+s6hT9+RuyM5HnAv/qz28DRJ2ODRa3J7J3sWSuyUtglDhQZYPn3Lt5jHYJ7K6jU3papy2uZwtF6plgtsYVlwmwfT9KSFJ20ur+T1gnaK83FGAv5RQ4q3LtHnXymrK2/Jw7K6jHtXq1303rTsf94qDM9/s8Zku0+3bpH2oD4s/5it2qjxaDtNPfPq/u2+ahsutHMJ93/X3EeLk0W0dqzaShg0ve4AJIKOSJnw8UDyj2jJpGW2ur1Yi70WSx424mLEQFd5STgPvQ/0XUfJmWkeuV6e0Cy8eNkRuogLAR96Pvn8S0Z/YHr3yDevf8NNf6K/ucEPB1wX8dcL87KsxsJ3PdGGbYI6uq7neLB29+CMv7L3VpGY5itP999z//QtHBKlTJzv73l6uhrdvheW2qNRipCw1vUgNjbRCG+UEAOaF9qTaAA2356HlIrgtAeZs2XzfZ1cnrKts6+4krYpOFfRkprJyno+qeuZEmikGqTabiCBUpxNEFNHmc+Up9+TYk93/ByJNzROibLKxiZbTS73IYQ82+GrHInJ7N5ItM3GOq+3jasNuRBp7QVup2FNdu2cXmyDWlszV/luirCHJ27qJ6s+/JE8ij1dHLpBQ1VlI53ZuwsVjroaCdw6IVoaTRjPP9JiqtWUNG9h94+WONK1fmILVyoIseHlywcG6dm9wDMij/Vo8XgbSqxrrpmWmnVO6ji2iqKrT2Afn3rvCMxEnqx2DyzzhXl8rPBpR0pPOFnM+/A7g4Z1j2b19IOn6zqCdzw+vGUcr6SUOR3vyGpj+cR5JPR0dwfkktFwBj/ym2//v/zq63/O3c0r+vgJp/mWcZqZl4Ulpcp9ac/JiXBzPHE69AxdJIQKcDrf8/TwPefrO2Y3svSJ5XLPPD7xdD5zjJ3N98yFccm1lOlskpgUG/K8aJ0wZizisybEmQrk4s1VVmij/LyXOk5QWZLtmmnlMPHkoqv/7Z0hEZ2YN2mU+GZEXK2YZHM66lPe2gVEAirGtn0eE10f8fMTcv/XdDdfEl7+CfgDxXlErAmtrIagKq3slLfKT1WWTah1U1BzNNrv0npFTROUssqRJXBz25pp2yjVq0ftfCY3zVhs3vGPN/AKtKqxR/pjTQpbk1zCTonqkjUvYluSdbGsQqG2e1rGiVJs11DZFlTwbB1w9sqaH6jWsqwEHM9dKUvcbD0a9cXdtMDNGDyLC9erle09+5xKPZ9bIdxKKUYE6wQoNlVKtIGtLAPf4Sz00BnFMBISeoabT02Z3r8hTRMuLPiYWGZqrd7Kdtc5E/ueLsAhCo8P73l8eoeqDcs9P70GfeTm5oaXr4xt6fbVJ/D9G5YlcXt6yVIKb6d7JgcvugNMDwxdYBh6xL9AcczXK6h1sr58eYfPCR2fGNPIPN3zt//p35KiEu+OvPrqC97+h2/4/ptvOJ8vlOA4DoH7a+YyZa5L5sUhcHeMvOg9R+9Imihprl5YqfM+MyUvZC0ktRGGYIOQLR5Jpjwq5AVKZ0OOrCvY/O6cE06sizMtCymZnBVtvl1LrNtPzpnhaHuZUtCSceLpo2fJmXEuiMuEOFPu/xMcXiCHgJfOmLad4FdZ3zIQrchlhqzpQP25Ju/Xyde0/ISFXy0kWZP3gG94pLVpa/dLbe3yDf7Nc3e7bY+yMWqVXM+x84iKVjDkTzw+mrhGy0bM0a5e95q3lm9qEXT9VXut+gCq4BtIxRbCSqqmpGsIsqIsG3hEny2q/fA8VGinaZZ8/7m1u3P3+RZSOWkPfTN+pRo7sx26JjsLijg13sadz0MFBIHiNBPIhDjggiDlFskjaXo0UtiKFbChOEouhVxgTg5UGDpH9AZ0WyoRLlhYIoi5zEnJSfFx4HA6cTqeGPoDl8uZ8XIFd8bHA8PpjilELm9fU1ImxgPBB+brGSeOrj9w/8OMC463r/+ON9//jqQL33/zN8Sh43h3w3h94P2798ypkHDMi5ItKUQfPYdOuOkj0UEIgeNpwDsoZeQwBLouUHJiSXl1ohF5tr2UUgwingslCxRPXsB3BhDTSkvYlMQ8VjPSRlnYQsJtAwAqI7sBkUpVzLYfOOeQMGCwdmFJSri+wz/+liCKHAPOH5sU03JvezyQrD/L+trqOVRYdnG7EZvrdrfbUJ9p1SanbbPdZF5XI9DCkPX79+ERZqdKnS3SNjPXdOKnRx4fH3q02Ebh2UU9J4aBFba7f012NWOBXMpev2r7ejMOtQ0d2UKb9caaF9HCgebi7WLCmkz9wCbXa99dd/3txqIsNaEo6/2uRqbtBprrszVjEf1WPDXj4vBS8GSCFILvrWMzH9HlaDBpZ9R/RtDqcGQWrQ1RqRCCo/O2+y7zRMo2nAZnrr24QC5Gk7csCcXhQ+Tu7gWfvPqEaZqZpgX8mdjfkELksXgeriNlnui7BaeZ6+N7UCWGSLzvCaeB77/9W7775rfghKfHR/qu43K9cD0/8v7hiSVn8g7zEoKji44hWG7AicPHyHA60nkHRKK3pOKSEkuGBqbyrra660bNoqrWcFY3vJwhUMFVWh1HaZ4DazhbH68Z8X0EUHVRajWnAg2gJuedE7rDTR2QLKhATgvl8h3Fd3gX8YcvrcOUjYEezGA1+StN0nS9k+d/iq79GMrGRPV862pJUX2WcJf1ZvYmpW5izVKs+bMKZq+bWm75EyowsMn1Hy9HsasetBekLlrrK1jvvFlO1oWhZnLXe177OBo4Sg2/vy6DVu9icymFLSzIartwq8bYetlgmmeZhXpdZY1zf4yjX1Glzdtpnf5iXo/lG01KvRgjVbud3lfprfeCgCfRuUwUCMEQf8SeHHskdIjvEdcjbsG5GZFUmaft0XfR4Vwhp5l5ntAKu/YSKxHvQMrKZZx5ejozzxdSKXzx5Zf42HF/vjL//geWx3tc6HmB8PoxcSkHnA9M4ri8/443r79lvjxSlhGHcnj5knEcGc+TcUAQGRflOl/4/s1brtMT4mwQ8c2hJ4mnV29doN7b/Iz+yHA4cnNzCyjBdZQ0MS8j16VQ6HBSUYSh8niSaKpfyLVU1Z5NodQOUATE02ZKAQZoI+0UwB6c7eK1x6gpt3Uobx2zTgzGfrx7STx+jmiC+YGiV9L1Cad/g89nohTk8BnFdZTKu7JTbdbqV9v4qmFq+bNtq9LNdmBiYefZm43NI9nrVAtt2r23KWQtabs1K27NannHT2vnaOOv9hfxDx8fD7haZ3bANtykGoV2wcDaGLVfnNXBbK8H2qptnsbOkMi2GPY7o2GD3elosZpBc4E1ZrQQoZ1s+9Zqk9adQKuBacnYUiyf4pwQvWPWOhlNFe9qeaoa8VwU9cLABcEwAd69wDlPLw4vXf3GKvnO0x0/px9mYrzgXKlANlenSFmMOnRCySPLUjP/rjceBoUlF0Rmog/cv/sOpHD78jN8f8fp9lM+++wLfv3rC3/xH/9/PDxdeXj6G96+fUe8+xmUxMP7d7z5/rfcv3/NNJ8r96Xxhrr7R0MwOqHzRnk3ziPzMlleAMvXxBm0jNYkRqGkxLgIr159wtdffsnt6UDXeWJ0nB+/5zJdmOaRGCLBN+JjXeemaPHW/1IWcu1ZCIDmggt1tGGtCw5DvxpmVUF8h4gHsZDGieFCpPbm1JGl5pE447lobdZOCsEL+fIDx09+SXd4iRdHmt7D9I7MDOMj7v1viOVKHF5CvCUxWE+Is5DHyHbyPqDAkvds8rzTzVUzim6s9jv51KZDbN56wz/Yhri6Lbv32XcadmjnSciqZVA9jT9EO/n3Hf8Ihiut8bxj7asQLPNe71J3r9sG3rb7DbXfTM1WOcitotO+qArvFps00hPdvtl6BeoCbL0iLXPcXDk739ZUukZ09ZtkxUu0RS87qx6dtpnDlmythqL9KThEFJ+vkB5x8oTv7ojMlqBsYZNEnD/gw4yPPd55vIBzeT1n8I0MNrPMSlbLeQSPua6V/zNEG/0Xux4nwvs333L76bcIEPobvvz8C/70V3/Ct9/+nvfvH3j35jvC44WUC9M0UspCCJ6UfK27CzkZuKuoQlbSojUvZTT9TitGxpmCLklRMp0zQNbxeOQXX3/N3c2BGKNVe8rINS3konjfVcYuRcTyLVvpuuZgtOZdSiGr8WRqRTO2kIQOQxW17ds7nFd8EZt4XpG5Nn5Aq+EH8a03pGYXilIcqPO4MpMefkeURLj7Cn/4BWW6RfIVKSNZM24+g4s4DDKvIZjRsVh37QsyuW+5ilU62RoZN4tRnYTV82jvae/Yy2Q7ijYuDt0R00hbvhW2XtO5NE0A88IpdRr6H424prXY0mIo2UKP5jHtbsqs4rN/bT/WxW2f2RyKNQagTW1upqV9yb46LFtou5npffFjR6S7GeHNrFcb0vwJW1pXERFVOKPT1Zq7uhO24mxcdwwBTfjyhCsPeLfgvK/lsxrKiEecEdQ67w0e7UOlsrfEqNimR87F6PdUrP25Gr6W0Xbe12nnyjJPXM8PXJ/eEnzkgHJz8xm/+tWvmOfENM3cP7xnnn5gnhdSTgbmoljZ0AlSoEiL7U2Ich3FsALsUJuMFRzeN0pBT4gDh+ORly/uuLu9oe88zpvBmcbRynAuEF3z2jLW7Vuf8TNDUSquodbQxKpArlIb5KKUVFqWzta2JKtuSH2faYvN3xHryrRmvB08eieR7bkyP1Gme0q6IRzu8OFTa0HPI6SzSV5e0HStG+WAEeq46mk1oTMJ3ecG9vk8WuiwvpNNf9h2+53kbh9VtbCinWQ9n+lNaTQL9fPuufhXI1ON5B+LuMaSeGXTTlmj+upcVwtaL3o1Eu2exBRmI5uxGnhLkDpAHRu+QWtdGUOFqjhwZbXYm+nY1H91sbSyZ+1ilPV9uksAte9RMwDBOaKzIFip80u91eGN+Ha7fScQnX1jaa3PuiDzGxwL0t1AOGDiEGjGAgEfhNB1xNjjXMC5RIyshCLTUsE3lpYnqdHKUSd6G7O0Y1lGm55+vGF8emsVFAc3L7/g17/+M57OV54uF969f8vD/TvGy5llmQ0R6RwiCSEjlSbA13tTZzvUxrEBJSeGbuAwmHFLKXEcBu5u73hxe8OnL28rg721z6dl4vHxPTlDHzu6GBinCaX2AzmpTU51hkcxQ5GKGg8Fxn+Zc8F5S3oWNZo+V8mNVAuk1jmaKWTrgnWsvCmlgBePM5baLbdRNTvnYkzcQJkvLE/fEw63xNPXgENzQvMEy4OF3mk2L0bj2pnrsAY11SZ/7GSNzVDIhneo2wfPTMYuybh6F203Yzsn7FDDjfmdRt2/M4li/ymtma4aiP08kJ9yfDSOwgaiKDhoPI9aCrJrfik7a7V6G8Jud2+1YLFKh67qvXZ1rrMKWijgpNK6NXdpc6xWt3Q1CDxzZ7bl2My2Sm0yqi83d61gNfouGujHyknGrCUUijOjsQ2P1dp/IHUYjLedMV+R3CGhR9WR07UyD2WC74ghVnShZd37o4e5MC3KPJsnkTH8gGZrsoo+VIH2+NAzTRcTUhd4vH/H4/0bm1+q1mz22Wef8fkXX/D+/p739++tx0I8l/Mjl8tjdfONGr/Uen+ppcdSOzzXZ4gp5dBHThXmneaRX//qV7x8cbKhxBVIFbue8fLIuzff8ebt7zkc7+j7Ad8diAiaJ7wUU+xkYWtG1uFEWbF1SOZxFAxNWrdMSsm1actCkSknCwUq9Z8IBK+VRc2kwnkbizClhCtK3/XVo3MmRZpwXutQ44Be3qJxQLpbXH/AuyNLflWJgxLChMzZaAwFUuWF2Ot02zwV62x9VrqsRiCzZsfYfvv8WHMTf+D1XXzCxmO7nUkItOYyFEoRnJa1e/unHh8/UrAuvnNqiluPjVmb1bVZ76TqewNUASshiK53a30CWzVCnwtqKTbwq3FAVuIVu9/mKZTVeJTa9l3yLi6pNstmZsqaZymqz7v0oFKdYROxRayejnEwDrHFRqZYgYTHAEASbiy8YHsPLKAJMH5M53ydn+HwQYhdx2W6MM/KvMCSTWmMpt7iau+9YVicrtkp5wxB2XUDh9MrxEVympgv7znff4vvBj7/4iuu48z3r7+n5IU53VheQBw5LYib0FlZyoIXV3MDufJMVowBioijCwHVTCkLx8OBr774GV999ZkN9CVXLiJlfHrH/ft3vHv7FrIn+ljRrEudj+rw3ohpSl5qt6PBrCnKssCchCUbIa9Zh6pK6sip1Lmg5qTmUmjDsUUU78qmO8UMu8mg0CRE1WDfNq1eqsFPBGdsWt4rpLP1vXgBDEchzlHomYuRB0mRFY/xLLpQ1k1mK0WuMfX2B2rP1GYsVi/CtQxDO+ceT7FVVLbEf1XEHSzAPMZgOT6E4GwDcmAl7p94fHR5tMXJq4vVqsfNE6grsblRu4XDMtGwlX20xsTNAIjsl2GLXRqeQtZqytp1smZxmzlvC77V0tuVSXXN3UogU83b9rnKfWAoSQONeVxNXNrs0QZPVpqFFrxmKpQHcRHa94ugaamGs/FkWEkvdD2xPxC7K04u2zJUIVsBQRV/UopxkCLW/xCCI4SO2B/oDjeIj5ScmKcnrk8/cLj7ipvTDZ99/gWff/4FT4+PDIfjCnFPi9/miqrtjsuy4NU8xuA8beCTc+Cd43A48vLlC169uOXVqzuOxyNCgpLQAmm5cn58x+V8T1pmnIursSmaLbwQAV8nmntvRL2lWF4mGdw7a82GaQ1FGx8qamCsClJrGperB2vIT9uotl14LydS54JKnc9hcqkoWpKFjsx4f7I2eE1IHlEcQQKFUNs4/YbB1K0jY5c2WH/HJprrdWzXpaunrTWcqD+Zx/HsRM1zfvbp9b2bV77eck0D1LyFbh6sKhs3xk84Ps5QiKyxEEXqrt08BrX4e32zrgkbrYuhNWO+LpNst8rOO2m8FlBWbd+mOrc3tc5RXQVgX/BpcaM6o5zT3bkbgUnzZDZDYeGGay5QNRautkQ7MXCR5gUvVvcvzqMEXFYcC05ny0ZWg2ZTtBdzcSptvhmKQBxu6I8j3dOZ4IRQkZ71bZaYa4zipRK9WL23hkddnZ3Z4UIPEkjZmK8Qx3R95ObVLZ988im//OWf8PtvvwNfmbbLQp6DfV/NTRhMWlG1HMgQO8ZpMr0Wm7b16uUnfP3zn5mR6APBiYWLBTQnpuvE0+N7xuuZtd9C7NmXDFpT81onHYuznI2KdZ3OS2Ep1lPRRu45c1NtpxRlKYVOXa0A1fzYJio4Cktphr/JGGhxUPzqirvWdySVv1UzmkfIZ4L/lBg8SkHzhGohdqfKeh2s8U1dxSTsmMB3FkGkyVCTv7ap7rVqS6zChqK07FxTj7b9PvuPbW27D2u1OfvAw+47s6akq2fRpo/91OOjDIVUmvf1WssOttHiWNlw6y3DCmCTxHWdJSD2Yo1O9p5J8z5sCV3NEzQDY+XGUhOrLRX0HHvf1k8wD4B9FQN7cHvAVWiVidoX0HWBlEtt/xYOB7eS73rUGKs1m2EgszAgPlSwWKLkEYisDyrPlOKrNHsQzzC8IKdMXhbO3RtCdPTddv/L3nYKRmdPWNfGjKhjSYV0vnKZvmPOyul45HgYcG5kfPiW2A30wwv+2T//F7h44He/+1u+++4bqwbMM+M1kJaBtCxcr2dLUuYEKIdhwPuuGkbl5ubIp59/zu3dHcNwIDhQcp1qdqYsF+blTOgCIUVyyYQIqjMl+Yp4TMRofrJmXT3E4KEEZXZKyS00tKeYclrzQDhYEiTf+m0KTjzFGhpqvqlCtqsh8FBBXYVGAq1FQTu8c3Q+MAwDXYgVubjQeyF2niyOrIKnIOUKTvHi6GOHUxuMnLKSKqP5sy1oF16wvtpyDrs4RdgIaao+rOIpm0ysBkaaTsl6vr2Xv5/Xux7r+rSmOGEjpP6Hj49LZtYMvF2DVoVsdwGqblPasgNRtXhqZ+vavzbBf/41re7cGnlQjMC0eh8WttQEZsVpbA252k5SF8XVSkq162tXqyXtnDeqtFBzAtFDdK6yOBdyznTBjJVmxTPhJON1IcqVyJlS6gzPcDTiA7FxgSVPLPMZ5FiRnYYnCN2Brj/QH44MN7ccny7kfKaQKAK+CEvW2pdgO0EI5ipryWTxXOZEHhOqVw6ngoT3hh0IkZgSj++/Iy0z8fASd3jJ1198yvHQ8fnnn/Dmqy8Zxyvz1eaLFFUe37/hfD4zjRfm+UqaRkJ3REvCO3j54o7PPvuM0+lAjAY7n89PLOMDOY1oWZBc6KJH+65WNAqugtVsd10gm79XFLSk2mgYEC84v9BVRTdIe92MioHdfD3PvCgEoQs19+QsNHTOoWTjxvSGvFRVltna3JuEhhAs8amWs4oxMBxONawodIcjLga8ROOl8B2pRNAAGPZkSY0XokpfzR21UFhh5WzZq6TJ9g7yvZoXduE4eGT1UraQpIl3ve8tvq6VwU0HtL6u61Q7rBLU8Ex/tKpHPbaOTF0TNc1daurYcgatLt+O5iltRkJXj6TlFdZCyboI7YtN8LZF3ZuYuuC6hUiglWm6rDlQMKFTzOVUNTCVjaIT+tCSV7YLJTEaeREhoBTJOC34ivq3wudIqchABIp4QwuCua1pwUUrLxa15JLvLGSIceAw3NLF98Q4kbK1ZmuqLdMKrQu7PfScDOdQUguNPGmZWaYZLbl6TsL1+oRSiOmKH5/w/SuCJk6dwN2RcQgsx25luT4deqZ5trmk88R4OeN8xInR550OPcehw3urXFwuD5RlBDUYvdEDmtfnHMQukJfFdjPntgphlQ8r1RWKceEh4gihJ5fZ+md02wj3MhVc9RpK6wexdbDwRWsKxBKmzhnPavHWIRtiIIS+jnHENLDiLWLfg1glrqQz3XBayXvtSzsrh6qwZKke1dY42KS5eQxr6N3KFjujYSC/VSLX5/uM3X79+4OwuirJj1i0d3mJsrNOZZevkdXSfODs/APHP8pQrKnGXWxUlNoy/oGh+sBqmVHYfrf+u1pJkbbgm0Ct9eSm0WvEtYEa1ghGwSjO2rUC4lC3VVFaGNFQ743wBqCv8yNAwUN2tsl4Cl7MbbWwI1dD4XA61zRbc20F5wJooSRTXoCSF1JKIJ1NxXYdMQz0/dGqIDESUiaqJfZc23W0XmMNhQpKTpmi2focAqSlDripxlkRlmXGuwL5ysw9ob/aKIGk9JIRn4h9LcGKow+3tBF3uSjj9VKNgOlJkMIynsnLlXl84vL4FocwdB7vbIfO4moYYNBsiiCa7bpqEplaZcg1gdliaDAQmc8LQa3ys7RQsckahl7NVfhLrbTA1tshqoRaXfLemyHAG5I1dvjY4b3D+YL4bWNxPljviRbSdE+4+wzv2xQ5pTibASrFytexhtmGIM3r1C4zAlL7h6pQrgaitRxUea961IxN0VKTv9uOXx1jO++zkGTnpzePo23azThoZZBfDdkWHn2Mqfh44pp6kYJbm6zW3MD6veZaWlu2CY1uPlO9gboIsnkGWbfKg+DIdTq61JAgq+LWykdrd2+V6p3FVY+I31GZNcyDHd7bFLKiRiMPVIpze0B93LwZwQhhAwuuJKSMUGa8LNWVreXiMq5Z+ISVflOaWKYL1Bh6mZ+YpyupOHx/AxiASl0gHA7ESkqTSyaGzJJtbJ8BkMAFwWWQoixpsR0PgdppORxsB8xpQXPHcRhwLkGZKXlmnq/MKbHMM9M4sWQrxYrvcN0A4tGU8KEnhp7hFM0Al4WSFtIy8fvf/SWXx7dQFk7HAyknYnhF6AJeHFF7ymOpHBRq0HNyewpGiFONhObCsmSUUgl8xVwI30NZzEMjoTTgV+UFEcWFrbStaohR0xapTYIB5wM+BJx4usGMmfc2ENl5y4uE0EBmSlpGhnBgGHp0uRLKIyGeUNcxixA0IRU050PEo6SkFTnqav+PW73U5h2r2nzUFje0xLhtgEYhiEIy+q7V+2h61d5r0g6tUND0Kn9ACNskFxrK3W9himwm448XenyQJFn1/Ufft9rO9kG2SUpuW4z20YppaP+ulIaWTa+ZY6PEN9y/umZpq6PWskZCbfstJmQu2YmsYMYWDyp1I64MSZulNte0GC5CE5SM6AyaEJ0JXBAKUiYrnbXW+UZBL0I3vKLgYZkp2XpY0jKRlkxOBeWRNN0Qu46uP9lcz3hkOBWKepblDZquaPFI8dVzKWhZTJnFoGLLvBikOnr6vqOkkXdvzty/89zcvuLlqxtCqJ2d0ePKCDlBnpB8gRk0WU8FF093uCVfnyihx4WenGe8Czw+PPLw/p63737gh/sHpvHKceh58fIOElwvj6TFczj2lsiMgZIdpSy1wrOVIRshXK4bTVaoY0TW7lDreQloNK/iOs6rAlTRWJPmqoUlZ2sVD3affWejBrxzFTEJMVZErChBinFsuurleCMSbmVYqUpV8gSc8OGAy4VURrKcKC7Sk23co4OgEL3xiuTq5eQKYEsZllKsR4bG4GUzUpY6azVl86zA7rt50qVunI135kM1a/f/4S+2XIVUr9nCumdVRtaA5ycd/4jZo9WNevYdsin/6nVsg1JN0bcKyBoWtHOImtsmsrrN6K7FthmmaiRWGPl6DTWUqFbLXi5IqZDpuqPZWwWcmgA5Mer6YANtvRO0FIKzTlQpBcqIlDNogrIgZcSVpRqOgttGIwN1mI3rDZJs2SO71JRqnT4juqBlRtwB3x3ohiOx67lxHf3xFadXP+Ph3Xtef/+acrmSU6YPHV0/WGkT4Xq92vm8r9OyEtend4ZEDBHnO2NrCpGui5yOHVFqGKQ2WFCc4sUwHiULmvvax6D44BBmG648nbme73l4/5aSilVrciGnxNB1lvycZkQzNzc3xNiRlpGUMiF2VUhtJGOpxDP2KIKJjrdnl6vbnlJd0wrMMk+iFsy18mf7Bv5zBATvAyFYp2jwvlZNTEyc36pnrVfHS6kKa4C21nawclaIIUApCaczgQx+IEhaUZWCEMQhwa4vYyMQc8Fkrypy688o2cBcJrpbsl9oOBUzXm1YczMUzw7ZAoctS7oq0hZY1DetU/Jo3s0zrf3Jx0dOM2+x1i6UqBfwzEq137VEZ2lJT2CDqexuUthp/XbOXflmjVNFa9mw9iooqzHarOV2zg/P3DpEpGbIvVOG6FZDYT0PrjYZFZAFp1dzhTVBmXBlrNdTEDLPCHlbHVxzFTwPzqHlUt+bcZIoealZ6EiIB0Lo8F3H4HskHBhuryT+Et6+pjw+WIzt63QvEeZ5xqjvbZc0vocZJBL6IynNXM4F7wNp6Iw+3yfaJEznPb4kiiu4OhncmrKStV47XV8TXSh5Ji0TTnwNRwrLvHBzOjJPyjLPlGXmeDiZW+4DGxrRNFbE0VjD2jQ1dV1lwTIjq6WQa07HPL1aKq09QFpHJbhKQOIcSLKQJngb0GQiaAAtJ21DcKuhcB4bjCQ1XJBdWN2kRFydtTsjeayDkivYikxWQaikQ868pLGNcZDWH9NQmUJxApVsWNVCSa3zS43hzJtHUkpN0lYDs1dnoRIy/VhfmtrtQ2xD1Faj3PSk7fIrVumnHR85KUxrf8fOSrF3JnSLR+rfmnNlfaYKSzMSuxpJc/21vafFU5v3slrJXKybEtiwF3ae5pbWL1jjsGf2SLzFr1V4umAkrofo6WPDQSS8JBzGko0riM5ImUEXKBNSDGuwVldsa6xgK8N5OBF86MhZKTqD5IrFMsVy84zzHbgOqmKJZLpO+MU/+Z9w+vRP+f6bv+Z3f/lvuX/zlnmeiGJDel68fMWyjJSSyMvIeRqZS+Z4esHgbWrHPCW8T9ZqnQdGNdYs74Suc6gm0mKekHlvuXaHBmIMLLpAKYTOMRw6DoeB6zjj1Lo353nBOZtcNpfE0/mR4XgwYuHYEUKsk9gtBFBx1siWlzWzhA8QHEEESiHPMyEX5iXV9nC3omHBStSGa7BkqZPAmAwVa3Brx5LMePtqTIILhIoQtbGC9lylVdCqZqVkOZMQMyF48jKT5ivBO6MzlEeUgEqkuIE+gDhLYc/FZqXUCNjCLTHvBpQ5JQ6dgs7MizIu4LqhejWWC1rSwjQt+4D9g5+qi1S9CpP7RitoN9JaD5rxWrVh53EDa1L5px4f71H8odfXfMPmOVgyL5nr1dpZHSCB1rmp2lxBqbtvczE/vIHacqw1QdSCWrM+6/n2x7N/7gxJy1FIXeTOd/TRmwKjBIHIjNMZ0cU8iWK5Clqjmuvs55LYV8OpU8YJlgCVmnVP+YoPHah1XM7zRJ7fkLIifmCaroyXC7iezvU4cbz+7f+Nw93X/PLnX/DF5/87/v2/+3/y8OZ7E6bLIz5G+m6gFE9KM9eUOPY9QwApI+P5Dcu8MByPQCLlzOE48PmrG2IM1phVUZ1KQnKBMhOi0f+rWNbe4ei7ntPpwOkwgBau02yUdinhdCF4oYuBJXqeHt5yOt1YOTl0TMtEG/ZbULyLlSGqIWuNcNkcDIfrAqEYmc9SEmkeUescswjfVYuvDdinHAdHykZQnERsuDGFtMx4Sm0YKWuo2VRISytHCmlRgi+kZWEar4STY55KNYSWfyhE2wtE8C7hnKO4OoWu5liydxaaCMwzTLXnqe8ikcLDw8hSQCQQqrfTqoZLxoB7aznT3J9tgpg8Cz20VRL2VApgz24NQrZek73XVLv0f/LxkQxXluFdjdEa8+jqbWjNwKqwtp1bgqjRkbG66iuwyrGecx9/6Qq93lyK7d5+bFDMidm9Q6nJRtmZierWAZqEydsO7sRt8O1SQDNakuUjtrrO7sTmhq69C9Sbw4FzeOltGK/aLo1ECoWcZ9J8ZpoXSnFIODLPMylbUxKqhHgkdrcs4xPiF8Qd+Nkvfw2qPD68Y7xcyCWTloTz1m5+PPQ4Hyg5M+aLEe24QMg9UcGHwGnobJet1HLiIs4ZOMnieb+WjnPKNW+Qcd7RddYmPgcb6Veq0QNTzBACXYykZbZmM7FdtcwCFfehXiF4GkGuUgU2FUsGeisrO68WGlAQ5vXZrknGUqd11+ftPHTek3Kdh1IHEjlnQ4fabI4mh8bjUarMAsVmkOSc8cWvGA20kFJmXjK+g+g3rI+TYt5lrqCy9XW1XIViSWcnljtxQk6B0A94Ne9TxLHU67USvcnPXke0ekW6bqA1D6d1TTWvaGcTQVeN6N6b2Kgcarz7n9mQ//PHR4cez+i5tOUknlusFn3srn5NFNXbZjUJNYEpbv+7doP1Z2npCq3dpvVbqrC1EGX1eerHKr8ubchMTXFQUJxao8yUEv0iRAfaGJDad9cFlvXzLc4uVtYs1RVcyzQtEGuWT2kDf+10rUKSyGliWa5IhrQsGJeALZwZz568jJR8RWWh73uON7fM02h/lkwqBa+WEIzR5nDknEm5GoIIy5KIybAdMdTZFK2F3XnEJaOg946CIjnb86wGMJeCOJt1GmOki4EYPEuy72rsUd4JIQSW+UpKcx3xZ+uRakm3qOUGKuk9VDTjknPNCVnyMgQhuYzIUhWzhpFts9CmsK1aZXR2sO5LNqzYOeslQaqymGwY/4c3oJc2O6+Vm7PUblZrXc05s6RElxXvLQEsrYmOnZ+6A0CV1duRlTpRRdBiXcPNKORSCYq0YSt2XC3NxYZqJJqumVerpVRUa15zQQ2IpWzeNs/yidu1Pt+V/+Hjo0OPBoBam3DaNdFy/5uit+yxitaWWVkfSjsaWEaa+7QzBCs5qb1zl2sw1zO3TPU+hmsCVbvlWlSmgFYyFKnsR15BZ3vg1ozjif3Omq+eiAB+TXrZNZtgq1NwVrOnuuu51sNLsRxNyUpOM6oJ7wohemLuMDyBISHFdZWOHpbpiWW+Iu5ASgvX8YHrZcJ7R384Mc0LuTytcN1pziypsDXGGXw5p5nr5QoSOZ4KuTiWEi2zjnkFllZRxAnTNNbOSrs/7wIpzfV8BnFOOdHHCdVkSrSMVm6UmrUH8jJbA1YdR7BkW8cAhFKfnzgUa1Ar1yeWZPJj1YuIDwXxS+UNacbCnnGuxj9U8h5DdmZLCoY2TYxa/rTAVYsNS1JnOaoYD2RXaK3pzguNcCcvM4t3SD9QsvXjzPNs8q0GI5cCEqzV3Ako1bCqUNSj6ip7WB2646wCpzjmpRglYcosa6K/PTu3aUdLBtd8nkgrk5u3qzkbqEus+dCYzc0jQqRC6HdGQ4DWOb1uaj/t+MeR62oDKNVyjJOV+GQ9mjfgNlbtPww5bWam0IqM+3et+IpdqUhrr4Zb55mum039z95wtP7Q9qcZDVYUooiSS2ZaMvMcuOuhq4Jd/Q/2lHZFXSVIaVbfWetz3Y1K3TGzerL0KFd87ECUTKIBv1PKLGlhniaWlOgPL8EdER/J05Vxeo/4jr6/ZRod8+UBNHM49PgglgRzViu/XJ4YrzMiRrPnfMR3Rw43rzieXhAPryjxBZMKmgpQ2+K9lVbRRNcPlGLeDeKNX4KtdNj3kWnqiH0ko/ggjNPIcYhIiAStoV2eKKWWN8Xo/nJx5CzMqSBSKBRUlNg5QuzNG8JbGzeKVPg1mYqyrljcYhtWKoovlcoPR0pV4cVCBEqy0NWpIWznGQkWYi6j0QAaR6jDh47iAjk1f1BZ5sW6cp3ilswynuu92f3EruAItTLmwEdSDqRSPTOSMZJ5SAmbllaUcSnMS2ZKee1jyblU6Llf97pnIXRVbqO1M+nJ1IBYHN5bCbqSylY2tuZka92AmuRTDdNC0R1s4B84Pnr26IetqU2xpd5EDUy2m9yXDtcX2f7dwpedgivyzKjIeh6enePDktaPLKRgFHU7I7GH1TZXf5HNqnvNBAxI0wlEpHLo15BAQg212nVrLaXZfM2ck8WN4lcwzZIyhUDRRNaAjzf0TnBJkVTwoUemEaWwLCPTeMHFgeXxCXEZHwLRTxwPkRAcyxLwkzVVSU12RR8Z+pF5ntehPNEFPIBmUpq4jlfAmaDHjsJCkIz3PT4crAoyXetW7Cs7txpoLG+NVkjraVCWJbF4V3k0LdwouQBlzawHF7FWbPMuvNQkorNNJ/qOeZmNxbpCn1dXWtf6yBZqVte7ZCPxiwEzTDvRc1IbASsxMH5zVlXFqAeqi1pyoUjtCcmJkqxS42fzVMDBbM13OURCjCjgccY94iJaPMmZQfX1OhKOOSlTMsauVGDOsNREoiLVSLT8xH4rs2szGLqVgR1GnGRYZzMMIsHC4F0V43lTaNOtDSquOa3NhT/1+Lg2c6qSraVNVi8AWr876+vrT/snuDvXs3uB7ZyyLVU7TzvHaiWfLQY7yn228GR3bev7dE/Ya35MThu6bUTpPEgQc9MASsNMVFIbMfdcKxmsoegahVyFtYvU5K+xN6mCSsD5HsQZDXy20lZuXaI5scxXJu/xcTAui5LIy4UYDIjk6u5vZdwM2chdLQdhjWgpJ3I20pWyXEmTkGJgvAZ8tGFETo35yVfBjzFS0tWMYs2x5NpurmrKZi6u7Wy+5iXysrB4AQI+WOhQ0sIa8GnCSVqbxop6KAtZs3lDHZbsVa1jC6xsuSXrnj9oLbJiZ3LlnAjhg+1L2PIXNd/SwoQmp7oKVe0RKdl2dDXTkJMZeMPMe3CWaxLxiCuWy8nGFSV4Y/NuuTqxa5uLcp2VOSlLbrNR2cnkVt1oCczmU0st8TUOVNO7stukpMrhVgZtG187r13PBiGw9WwJUOCPxcJdfaJnJmsDUgmNNKJ5GBv4ajvWfX9N2tirqwFou9V6/nrq1eJWEWzGwhmQ24THEidSa8hlt+tvl1+TQRZQsHW+2nVMqlwX46XEGyFrUAHNOLUuSO/F3LwidfETNhfMmbUvlglvD86w/sXCgdChaaKMV9IyMY0z56eRIjZdTHNCinL32c+IQ890XZiuT9y+esn16ZE0XZlHAz/NUyFlNUp7dQy3t8RoCMVlnknpiZyNmt/5SCmO4TbigpLygo8QhxN91xGcJ1WeBnP4ClMNy8CEiyqcHogVMr0sM62npxdP1/XkeTLDggIGfbcOj0ghGu1dSSCZvhzxwVxj88oWM+Bpqd22ZUvwqXkO5ilinCGqdLUZThEzJLUb1NUeIeO4NK+mqCOrw++9Vi2UPOPDobr/9ryWxUITFQfeE6JxU4iCq52rst/JgVSUpRg/xXVJPC1mHCrXor1PDM9RasLYwWqATWZkfY/zbq1sqJaaSzMtssYxC9vbDtmg381orT5Yk33NIHlnlH7a8XGGwrl1UdYwQ/ZhxXNMg9u9t1Skov37g/Pua7xt8V07o27/la3z0766rWxzhWvip2Va1ypLY/ip06bWEKl+pRbIbTE9j5pIxZFCh4SBI5OZAMmUMlsTUC1vqXTVUADikHAg5ZHz4w+I6wjxRDzcUqbzyiY1LUrOC8syW2m0FG5Pt6ALWhLLMnN5uieEnsVdOT+8wXeB4D2dd8yaSNWlLrUDsxR492ZEvCVWu2jJ1dAFkMCyFDIT4ZjwOaDOcffiK24GD5pq0jLQdQ6wCWWal0pYa4lKQqCkd6CJ4ODYDVzOT0zjlVwc4ga8F/ohkhclV89C8wgsOIK1cCMstfnN+wun0w2abZhxHq1FPM1X0mxrLbuKRlk3k/rvpMxLqc15toH44PF9MQU394KUZ6JEitT5JTYoBQMsFcT1luOInhh7UKPck2UxXk7xzDKSSyaXDpWAuurVFOvDKTKSiWT1pGLJ4s7VEqcY4Y54c9rWHAM2IU7UStjBb5WPkjOkhVQKKedKjmPPwsqbjtJ6OZqe0byHuv1V3k2aquDq5x1z+SMlM700XHzDSNjrKy7CVYRiMxYq7K3o9oH1P/XQ6oLsSqy5eVXPq73PyrPVdWmhylom2oUwruI3VhdvNRjbNbiaB2qw+FSEMQmox3HEuZmo2XwGKQZpBmO0Eiszkit1fBF8f0tc6r1I5YZ0wcIINZYrCSeyLuRsyaZhODLPZ5aykMrEskxoyYzjzMN5ZtYnXtydiH3HkI/GVTFbGzilkLPUDtVUOxcFHwP90RGTwy1w98mXiAj9cODli1ecjgNlGSl5IueFYehJaSYtiSVPaJ7Msa5zRlULeZmt49Z5vIPgDeykqc7bEEV8JDhP6CIlTUjl1kg5k9PZBgFhvR3LPJK7aB5EWkgsiHPk+UpOE1lrnojmB1YJa5GNQkpKkC0HNV0WRCP+YCFk8JgRVmsqTHlm9s4IdaQgzpjUW4UDhRAHaoqEnG1EAM7h1Rn3pyxoDbecVo+38ls4Ih4bNdl76/+Ys1UhSsqkVNYStnkTtql2dVRlrmjmxma/ynZFXW5BekOWbviOFnY1IBeoPb9V+4yhy4kgLv1Ezf/oHIVsarj+x1zrBqha0wNrbKmb09EigBZ/bCd6dqzGQGtY0c7J5uatKC22BVidmbqYW3l0y5/Is/e2i3ge4ypW456Bq/NEBuxfCUh4F7ZvFezzDshlJZD1oSMXc+VzttZu6++wuH9eMrkILvQch97Kc9TmuaIGXFoS85JYspDOE4fjwVq5Y6AfDizZchULhUyhYhdrkkvw0Uqu4jyx6zmdjpxOR47HgaGP5PlKSRNoqcKk1Q03pV3p6HYw5Jxm6zlxghTjxKBhTlIiS510VkulDgOdKYorSnBKUrcmxjXPlDSSkwG1cvX68jKTciEVsVEubv98NvlqXkWudK2lmOFYlkIZfA0/rNFKi4UyCEzTSBBDanoPhWTl2ApWKmRE/UarX3MSOI/kjMtWHkYSqkawTBBUCkhZCZFTHeS0LLBkZUmlAqwq/oS2odWwuuZpSp1sv28OfcZgpU3Oq7/d8BO016Cx7G6FZVZrUvgjIjPXSKL+u6G9zDho3d0bKky3m6sfsg1fVwXdZTp2hmU7dymyAbF2iZ4WVrSJ1s2Jc7UU2wq19r0mrlu01q5h++62E6EmOIg1KS21ASfKgJMRYUZYaivwGquwNjxJQnUhpwtULgwbhJMYr1dKWaA2kV3HkYIn9gO3t3fk5QmlgmcKpHlmmmbm2fIf43XidsoMnVUY+uOxoiYTbs7okpClEGq/iasJUec74nDk5u4lL17ecXN7wzD0OMlcL/e2k4VADLFS5y/VUKSKbPR4EUvQXc+UnOi6gHfOGsUanyUOiu2EXuJaihTXoWoYEnWGA8jJRgMYP2Qhz9ZXkZe5Ttcq1neRCnMRXNE6V7YKecHOVfNNuYK+VLdJgyUlUF+rQtUolQxSwAXmaUS9Q72DynVqXcGWsDTYuFBV2ZKslY2riLMepmzIVGr/johHXa4DpS2HMS3KlGxjWIrBtJsyOdea7rdqx1Lh63YfO++czXNvu/Hef26Vwj2lf/OiVTfdhcbL+ayn+h88PspQ5GYU6jNremKZ3rLek9Ayspvh0/o/+/8+bGn/ft5sth6tJFa2Trj1aHZi+6Eebb/yq8HYwo/1xNbc1DLstPgOsJwl6gRXHJcF1J/ITjhS0OWK98F2AZ1N2Cs4y4XIMp+5XB/No1Cs7dw5YhhAlMvTGfEHDr2Bi1wIpFy9ABESUjEHwjQrl0siKZwvC2jg0FkY2B/ucCET+2w+z5zNGXUOF3rjuDjeMBxOHG5uOA4Rl0fm85VZla4fOA4Hu1dNzPNIWWZQiCGiabbn6CNoYrw8MgyRED2lFK7jzOW6cBwCMQQOvefh/p6lzLjjkf7mjhA8ZbkyjyPjOHK+XvGS6Lxl9OcFpqWQ0lKBRMqcClO2EHCTnZrhtxQKbR5QgyepOuZkyd3oYRgghKYKvgKvHCoeVQ94liVbHiCqJXvxlOLIGaIkk2nfgYvWAZxtfTPK0gieQ4eGSOgGNDuEQKGVQotxVjRNleoI13DOVc+3UEFZBQNgIdXr/iA8Xzko/5CeVPq7atR01a/9lsjaL1VUaxn7px0fB7jSLbT4wAFgb7Z2XlEt5ezCgzW2NHQkpZU6dTUs6+zEFsK0lEe9cakEJ/vgwa5v56XILqhpVkLNWm+8FWUdFsN6zZWjoFrCnDMLxpgkckKc58BbaxYTgyObsamSKwYg6gvkYu5pWmY6DyHY3FFOBRcCwUeKKpenB8brBe8CLg4EdSgRzhfKMoEuDJ2RwqhzTNl6IQphBRRF74lDMICa8ygeH3u66AlOIU1MUyZ2PTH2dN2BEHtyySxpJqeRnBLBe4KLFFFSWoj9wJIMcu7JDIeOUgrznHk8z4xLYhgiEgPhMODOT5SSmKcriDAMXS3DBmLXIZcLbbBuEAdemOZslPyiSFGuS7FSsnN0lcY/57q8CnPWdVpb1TzEO7yCk8xhEA6Dq1PAamt5cLg4AJ6UapkyG7v6vCih8xS1fEJZlLQseC+EVPCxEDtvIUop5BrneOewociBXASvNvcjqyOpshRX53IYT4bzgY6tIpGbYahKkqsO7bNyH25w77IgEwABAABJREFUUgF+a5KGXSGgKs1ePxuSeDMcroYdTWZ/2vGREO52AbpmmNeLY1du+lBJ2w87twi0wtYbA08rVcrmcbQE0TNPxngG9tkJsyerz1Kv01xYKjVZS8appmqTTDA3egzzXHY8H2tEZPkKQfB41xPlhHAGVVyd7wHs6v7bDE+wkXjig5GtACUvlXPLrslq+B0+eiRUKPCSUV1QcmXW9nT9wc6RZq7jSCoJqSXXNszF12YoXLQserShwsYyFUxQSmFeLIPvKiwYKvmss1GByzyhUqd5pStpupjHEyLLODHOmfPVMvG4du5QocTGV+nEkodFavMVzpi4JK/di6JajUQjOlYjro1GdGOVHSPrac5jygUNFhZKS+mLdaw7EQ6D1HWQVRYzugKMjAfCvL+WzrLZsdUfrgmR/z9tf9LkyLZsZ4Lf7swMgLtHxGlux9ewSWZRJCulOKhp/feSGtYoJQeZQlaRj+TtTheNuwOwZjdaA9VtQJx3+d4JSl3cGyciPOBwmGFv3apLl66lLVhRVzuX6X4ngOEIOv+zm18ZWUx/3dZmfyhhLdJqI5fCXGykXPozdQ+1vpbbPVHADk9LC/ZAAHC/D20DOKQ3BPtZa/ei2br+awYKuW3Inauxl1H9D7czftenuF3n/rix7u5ev3+PfcPnmcn9nbkPFp+/QX2Nym2AOOoNkc5tqHRXvg7x9BuqAadHObu7Jk5azNLO+8SQjjjTAsUcwjRhaSZ9l3Ho9KNgsnphUC2FZmIoonVwrfreYpqIKeBMA2PJr2CvE4O27MbpiENYSuH19UqVwHR8IMRx/+BFbtOH3vUej4JnXnQOpaBqWzGqZkSMgRQTwxChbtSysa2z4QtiMn4LPiSqFLbcmJfKsjVCMhakCzTTKlULxGg6lv0UNo3SYSBKoZSmVHKpphSmjMPclFyebPKy2ubbr6tjEri9K+a9jp+rP2tgHG/KVTgLg6LcDB3oUm8V1YIIOPydzL2tTesaiHhaheKy4k5OpQl7oGhih6QFB7U31M+h59b930LwpBiprhopzng/7hYM+h7QZlYPAB3J3XPnz9f8vn5vkeGGVUhfxhYg3L6ffk5m+6ceXyyu+4/9OvpbF5z4vbqwa9A3urc43d0OFW7OYj162texDMNqt1uwUB8GHTazCU7/ecC43dL+LrJFUn3fYW+r9u+4pT9KMxakyq54FaMqcAuQmyOvnsGPECxYSUPKi6kv6cBOLqtqU3QFLISQBjtlNqYhkWtgywXJK5I3BhN8USQ8MUs2/QTl7j+9/YbD6cS2Lqy58f0PLxyPB/1MigrYHB4ead5ROq6zZb0eUeYoTnUVfNAuyNuvf81pOjAMI9F7YOX19T3rPKsD+enIp/d/Zl1mmgTSOHL9+J6Xl4XzecX7wJuHyRzHC7k0XIjUsuJqJtSbFmqphXXLLJtQWkCMpqjDWrBWpTdX0SlXbw5iOGM67Ol50zTeHMhCcMQhga+MwTEFxzhEoBC91/IAVUdvTayroCu21kZMKjEYwoB0xMOWiA+WGZm+hWIoDpGISNBsqlaaKzSKcvBELR204hB0i9lAJFiHA6L3ynW520c6Ik/veH++mvc12jfYPWjZ96SgHrd32ETfcp+3Gj/77y95fDEz83OqkuzpeaeVNbEJzR1klH2o57MswPWbpplFNYn3/ZVF7soR+xYHNNHWldcPInw2Jervspt+I2TvA91H7rsUwmKF8UPkzhuiCUIgDZBC1yAwH0cXUDPiA14KtVwVDLXUmxBodVMdSD9Yx0OQsvLp03cEP7FthVLMh6Mt4CYtEUIiRDXyOT4MPH71yK//9l/y+vIDnz6+56cffsLFxNt37wjR0Woh5wyXmatoiRCHSdN7S7e984TpRDg8MB2eeHjzNW+/+hXTqEBl3i5cnn9gmy/08e/nn/5A3jbwERc855dnLueFdc2ICNMYd2WqVgqtrhyPJ67nyrZtzOuFt2/fEkJQijiRHz9daVI4xMYQIGfPvFkF6B0Bp21jrx/bUrX0c5YRCTo1qiP82hlIUWXqxhRIURmUIlkHuoKOv9daqKXRnDqI1aqkt2bEtXAM4CPSPKUKQ/RQGsXa2T54XFTh22JLq3N5FIh0BL9Yky2hqmXdvlA1ImptOFduOhh3j31lui7JaBmF+3w736BA3Vs7AC/3z1FhJt0/7P/Y5R+/ID7sjy/GKPQnWoC4yyikNXvTXV0HQ1h1895mQ/UiRXReoF+08059O3722APLXsbYa7Rex/UXsVTPuR0cvkXeHnod3emsk7Q+A4+cw4tZArieCWkdChoLUxSGUIiuGUlL25A4cFVbi/jC3r71Ee9HWt2gqRHwOB3xLrHlDFIVWBwiaZzUmEYKIQwM45EggTg9kLeVbZ4p2woIh8NJW6BBNRyapZx5WzTVF29Tm81OJ0eKlcl74jAwHg7EaAzIfGWbX1mXK84F5TPkjbJtiIu0UijbSqtKFlI8wGvJYhhICHp6j9PAtia2WqhZ8EENhnItzCtcF53lCAIuempVh/ses0vruIIG7Fx7s9sZAOpoJpRbmmYlh2a5gBjt2Rv7sfbPvuHDqGWS9I5JwVXFq1oTtnVmAJAIEmjO4eNgfAibl+hlqmjJWVtFZ9or3iubFRsfEDdQDJ/ZAf0Gueh1lcauM9HTGOedRUVd+DoZvC9r2w3N/qxfdHt5csur75KJfevs+0Fk/9pfrfTooeHu3Ec3vX6ldx32f5d7yne/Cn2X933dv/T4RxUC9+WEpTG1qSnLXs5odtG/qYvcyM/v5X34Fk1j90Xgeoooe8ajviKeGGBMMIbCoIA9Ho/3g47al0B1bhd9iUGFYkKc2JZXJWLhmI4PSAUfZnyoDOOgNgEpqa5Fs8DqI8HQ/3W+UGyGwnuvwKHzhJCslodasgFwFXJR4MzSWecdIY2M04FxnEgxqiDvciavF/J6odVqKllFwUxM36CtilPUYuIznhA1WAxDIlnQUAn8oCrgvigHxke2tTKvjetSWbMqYGczuanGXemnbK2Q0i1Q1KbeK32KugcLTWQM/CyVENGdaArtDgUFa58HCaN2nIzFqINW0I1ySsn6/m2Nl+J1yM4FywgU9RYb9Gu+4qqKJTvfaFF5Fs61PYmtBpRrE942Zms2HHaPLdwduH2H7VWC7EHic46SFfO939mzhp6q72Dqvbfe/UNuG+MXPL4sUOydjp/vOI3S9R6gsBPbtRtui+tU6RtbswM2/XTvr6okGftZ1trUm9LtXNkri8/6ytKzHcxVjH1O/2aA4ndpsX2AyPWAJ7aQujK3Z0qBMUXG5JmS4xAdsSkPw1HxYqVGGAhh3G9WCCM+DIpVeGVc1lq0JXq9kJLWxmkciF69PKU2Sl65nF/YtqbaF+tKGo/mzam4zrpcCV+9I40T3jfm+UV7/SGyqzs72GoGHON45He/+y2Pb75mGCYAXj7+wLZeoVW8V6AxL4sGGh+Jw5G8XlFl7Mb1esU5lcUL0mhSSMPANI3EqBOg6yqIJEIURq+g5etlYV425kUJWs5Drqbq6NRjZc1NZyFcUIq4OJPv96RgWpdeP8sk6jLuTWRn3TbGmLSDVCtSVcOzVDFbgUzNyosQtKWJ+Wx0Qp/3TtuwrapmRS4IypcJIeBD1OBVq86lNE8iWgRTCn+MA/hRx86dSfXZYVQrqgEqd5tdOjfo/pTvMyv/ePs5p+tyxyRE/Uaba7d1uz+3M0y6MJN9/e6F/xId47/3+GKFq7ZfnP0w+smtKbsmaY3OjGlWB1hZSQduekD5TKBjBz3B7W2cXl/1592XJ73scNZlvctUFPrHqxpq/2EK7AF9Qi/6+5ur70tnGBxDDJwmx9tjZLCZgRiEFCOhHREZaE29RUHNeCX0fnvFhwHvI9t6IfgRaUoq8unEONnJta3kdaE6IZRNA0ETynqlbODjRJoOPL55x8tzNt5D4fT4loentzhZWecred2Yqy4yNcNR9aevv/014/GB6fSWNB44n5+p5SdqLXgXOI6JkLTyzttGrg2fjsRpIG+Z15dXrpdPrMuMIEyHA9uWyTnTxHE8nhjHgVoL18sr26b8Ax/Aec+WF+blqgpWTtW0g3dE14heqc7bdo9FVUJX32qaORyGiPMFceomX1FXrRADhxiptbJtmehhiJ7ShChOs60QjA7d7JBQl3pn+pneWKwOLRMbjq02Qs2GHVVq0TM/jQMxqCoXom3uWiOEZtOkVQ9G74BAdQOlesPtbL3Zudd6V+Kud9lsrqSXOv+IYIjsGh+afX2Ovbk9i4BOO+hQ3K0S+Lwm+KWPL+569JrPWYrf0/v7Zka/KH2Td2T1PRf4vKDo/7JDBb2OunvODuL0YHOHb/yj92k3U9tcfu+Lq9mwBrT9Z/fsw/VMAssaYEqN0yAcfUfQNb32iA3dBBwDLfRxJXBBaMEruCeqnCU4lvnKts5UEabjIyXP1n/3pOFAswnUVitOhDQosSlOR05P74jDSMmFklXcJRjlGlR1rNSN80XT7jEl/HFg3TYaZwUAhyPiHNuiMnbRw3SMOJQUJq0BgTgeyLlwPV84v75wvTwjtRBjwOMYhmhpujPilhn7SrOWqyPEri+hn0EyMDG3SnDCGANjEpJHuSDudkj0Cd/OZgzesxVIQUgm2Re8sBnp0nnHISVq3mitUqojWcnio7ZrvSmQ7ek6qvNxv3RCiPSpCBHYSqbRlFtihsa1ZDvmzGlMuuS/pgFONrwMOEngCviEdyq02wf1ZJ9fcjR/41voHuqtUsdnnUU7WVu7BYqeQfTSpRfmcvvPZzvMOWf7qs9OuX8kQvVPPb6s9Nh7sPYf5+5OfH1Lfi+hxMRtRf+M+9mWtou7Sy96PqLf3m9Ev1Fdp+LGcd9fhp9FX+f4bIpoXyC37KaHov55dDGWIcAxwmloHKJwiKJ04+AIwdikrpvI9ncT7yousfoZ8zQpVLHJSa2H8HFCXPdDN1MfSdSq4KaIMB4fKW0lpEQYBhyNbV0pWW0SdVCp2OmdQGBbswKYIepAVV6t2+JI44XY1OXLIcoTaIWtFptQ1OBTC1znhcv5hevrC7SiKLyP4FUGrmM3h8NRZ0RQzQgftKXYA7NvahsYUySUhndVT/2k9zm4m5BLP1iD2/FmMO5Krip5J1YmdOd50I2WUrTnomWeC+AaNwKYw9Vio9d6sjtrzevpbviCCF0MRjCsx3ubIfLGB7Hs0QPEvSwWU21Xe4cNmoLY4kS1WW1XV9mX7D4H1dc3Jrl4X9or3HArTbqYcUcDbyPkrq/oG4Jxl107gwzukIG/iFz89x5fmFG4nUiirWi5AxK1POgCurJTTD97BTp40csY3awW6QyH6FG9L7gbUXv/QT9LQe4zlf5h3xZO1/e0F9tfrb8952x2IjoeR+FNKkwxMwZhiJGQDsris566OL9zJLDv7TwNRMB7GtlarUGFU8KBMT3qpvYRFXGJur7DpPqKXgfHahMe3v6apfykswV5RVxlvl7IOSPOk/OqegdxxLlACBPIrOBrE86vZ6JfkaA+KueXZ46nRhyGvc59eX4lZ2N3ppEowvOn98znF9blTHDCw/Gw4z5xmKhNyzzvPI8Pj2oE7MG5itSEGjJbN2jwXK+v1h2JtFJpQ2BKotyUpiVqESzYwBQdMei8Sz+IijRL3TVI+OCZkk5jFhtem4aAd3rixpB0/LvrbuKJrZG3olhnSMQ0ci+zV5tOxnqfSGnCx4lSVXXGuQKo1UFr6mhfvSPIpKxSsx6spSBu1fXqArjJlEk9t+FE2YcWbwNdttHdbc3f9kXPRAB0otQjvY637EDzhG5B2PG+fnYG0X8Xdys6OsD6Sx9f2PXorcJbEJA9WqJOSXaRP9vanyVCziZIP4ton6E3/c8qStEl9P/RP+vRpj/NgsXtRusHA5oWd2u5O82f/eVS8jwNjjcjvEkbQ7gqgBYjLg7EYcLHAbyKwUhTDwgA5yMuDDdQShp5W4jphDO7PlygZGXjlbxBKVyuBR8fGIZAc8J6fWYYBmIaCVLJy0e2+YwQSOnAEPtiUM5CSg8cH94wjJGSF8QHYhhA9CSsrXJ4OFByZplntvKRl5dPJjvXEMlKNpre4nxDZOFy+SPbciEEzzAmHo4T02CIvwuMxyd++v5P4ArDeODh7deq9kXGrZnNqY5njMk6CB4fjzRZVaSnVE5TADbm3NRJ3UcaMESlk49Jy5t1C1AEjMIeoxBiw0ed0hySB1R9fFkKbx9VeMZJo9Ssn4m/bbYQEtWLGQUtpPGosv3oye5DoIaBVrO6g6VKq42yNjbgeHpgmgZEvP5qqv7dWqGJmfnESIgHiAdamBB0lqQZVtc6Ea7jc7ZK75e+Kl/1rFk61KYli+3sfgj3tmuwM1K/l9tavNthP2dA/XUDhfu8PboL1tifu0owYumS3L9dwyysDrtPfW5JSect9Of2i2T/Ob1dqZmBpYnGWdAb7u/uT3favB/ZtXan/dxDdLwZhYehcUrCmDwpPuhUp520avvn9YNHGZgumCaFs+AkFfrAmXOafRig62Uijg1voNq2bYzTE2k64Dxs8wtpPOgizSZztxXicNDFJYK4hAsjMRUIcDw9Ke9iCDRzVa+o7kJEeDyNSjTKmVIyWzkT40R16nDl04gLJ5a1sK2vLOuFJsJxmpjGkWkaOB0npG3EOOl0Zc3k5co0HTk+vCHGSByiao7aBzWMx9tnYGIK58vKh5eNy1z56iGRs564wXsOMah9Y9Tux5Ci3lvnwAk+iOFDTYWT6O5dwTpoej9bGxiTdSh847qspNjsc9T74oInkig50+qKSMRpr0lZnjFpS1RApBIlU01d6nJ+xvFIGhIu2WSyQhOqH9IasWw4v2mWxYAE2/Rd+Fcqnf3Zy/dGn/lx+3q9QXr3x+wtaNxtitvWtOf7vSy5bR757Fl3Ueqv1h61seye7th7owuZOnf3pizT2PMGsSziPlB81j3prMqfx8FboNijx/4GrMF+V4bI/ry777HvF9RyfojagksBHgbhTapMURiiWJo8EtKgcu0hainRb6wA3lDyvYfttXXc1aVdMBl8Bbu8iAYcAdcauQrD4Yk4mIR/WRUvaKoluZVGk6icBDtdeqDz3pO8qmEr9RhqDnQ4tVb1PI0xmvO5ToGueSPEZmK62s7MubCuC+s6k/PMMB1Iw8g4jUyj8iNEBmIcEBzL5YUYPIfjicPpAR91YRZjf4Y0kNKk4Gj/7ETYSmUtja2o5+aWHWPyDCb7ppiD34HQPQibGI8yFW9lqBLfbhmiisNUJOk1hzjgSjFNzUJE5e+8TwZfmY6mQMeyWnFqBek9wWQOQ+ybN1PLqsZG3hF8pMVb+arcimr08Kp4B71U/3wL3W1Vm+C0uYz7k/HzTbevavauoIWCu/3SD1j32SaEPpt1e63P99YvfXxhe1Tly7WtpHWud8a71zTCUhqx/vQtqt0UnP3tbt2lSNJrLuNJIPo6e9vMNn5jz2HuXv8WDMzcrR/2e6bSM4kxeR6nxHHwHAbHQ9wYXd0zlRAH4ngiDKMBd87IMVVbWpam/lxyqTlTQ7IhI0ef8yg4L8Q4IqL4QYgNnwJinYJhOKovSmnm0RlvqtEWjErVjMU7MbRPmA5HkMoynxUUlN5jhxDCTrjacuE6F2BjOj4wuIQEoW7PLMtVS7MQOByOTNPEYRo4DBHvhTScANjWheX6zPHhkdPjE+PxaH7MmVo3BGE4PGjWslzs/mtrspvUhOAM0HWk6JkGLYNC8AxJ27nOew3OVMWXgC6yfaPo63Su855GZN1UHas1tW5MwxGRyjovlG3D+2D4AUZW0/XRTJzG+YCUShGhuUDziZgG9SrxBR8jeVUgs9Zg9oOFKJHuwI5pQPQBPBqUoiIxsmeeNsQgOrNSzYKzl8IdS5PujIbsnYr97JP7DX7TrhK6XMO+/O0ZRnXnVq58tnB/4eMLMQp9a844CCGoR4NHpbsE9N/2OGetyTuM4R6dkN5aunvLdUdn/X7RmkDohdb+ZBHz0ZT9VcXdhtN0qExTYo8oUHlM/PrNkaeT1t5j0lOpd2zAFnTUE02k0UqmFhUskTuAyLnAbuHWqoYGJzjXfR61H167MngakGrTqwaU5aKWeYfjO5Z1oRStZcfDI3l9ZjqMlFJptbDMF+LgOYQjPo58/e3veHzzNS+ffuD8+sLL6woNUgwcpoHj6RFPMfKP2g4eDqoDmdcL23Jlmia894zpwHQ44XGk4DhMBx4ejjrbguN8fmVZZg6PjxwfvtJSDB2w6q3TNDwS08hyvtDKqnqPLrHlQik6ip9iJEU4jQPjoH4VtWwMQ9KWbnBUo7mXnClZPUTVt6NSbLI0WGkbgycMgexXqKrnWZMHVzkcj4CwLAvLstpW2hAfCFGFhDqvR9czdOPjbMzUlJJR1COeg64+H6ni2MqGX3WIz1v2iBSkbDS34vyKTyviBwSbokWzCM0MHQFvFO+emdqzWi81NEDsbKm9+3GXZex/v8/EuZX/+068vcz/yOMLpfBUIyD4oAKdPYtojdo6mutuKZLTul7EW1TrUVEzECfs05yCgsf75nM93bSYeFda9UAhTW7C4FaOeLQzoTinZ4zwMEZOo+fxEHgzwTigegcx4qPSpnVK0E6bVnSgq65KftlzTL0+H5M9tyeG9UagwWtXI1Qgag/fVVzL4DTTisNIXRsuqOt5Mx6C/gInnuPjN3oqbasK8Dr1Aa3iSMMDb3/1L2jSuFxeeX5+JpeCSGEcIodpYBgP1DwTUiKOEwMQh2CswmriMxsNDc5FKqdp4t1XX3E8Hkgp0NrG5eVsZsgjaTxCiIRxIsaoY9pS9BStVYOaNMbjScuaZdsnPHubb8uN4KPKT9piH5PTzoKoLN8GFKnKY4iBlDzzwm5LgJ0PDqdTmDHuAbrVgmuFMBwZRqgtkMtVD7N+RDlHTEd1SpemmFccVArAaRnZirq3NbFyNEQc0bK5BuIpZcVXb4I1ELziSM6rSnfDcW/GXEsz8x5d4+1u56qYj3qqOO7KhZ2mecMdetnez7euMdH6v7q7TELsz/KzUkP4R944/9Tjy5zCvAJQGvyqXahukHonZNsvpqf8+82y1+nwQbeJ09dw+lFKf47spKreddxrlp2QJXdf12xGFbX1tBmC43HyPI6e4wCHWIg0XHNGR1fzHDPghF1tWmvOlgs1Z3WVcsohdkQLRFYWiBKV9p44aGDwUU8qqZaW9nkS5T8409lsrRoYd8NjGo6UjgzTgRCC9v+dsK0J3zR9XteF6/mFTx/ec71ecGi3YJpGpuPRiFNXq7+UrTh5dfFuTf0z6tYQpyPnh8PEV1+942jj7sVO1W3LYB2VNJ5Iowri9HXgAOnuaKXgnSeOR3Ab25opRa/f9cUqWDrdLMuA4O3k8zozsmz6EXuEaN4coBIAtZlPqJhkshPzBdFl0JrpTqBWezEKzqmAcA/stVaiV/yp22TuUx6mSdfXss5sKKDqw57/7xuvVdVEDTETRiXL7QeZLVWVupO79XpfGvT1vSMXd8/p70Lufi7/HSyjv6bs5cyu+Lb/sLtGxP3Xf8HjCwOFqTI7VZvWQNEHcO4Dhdu/fgMZ+ymwf8k6CbfL3MVmpNPE234T7xWDbk3O/icraEQvKDhhCI3HMfDu4HlIjSFUoqvQHLU43fQh7qPLYpmRa4WaV8qmYq9t2xQ/8JZ9dAUpbqI73kftUZtWh45JR01lGziyGus2xTu2bVVZPJwpbq/00XW6lkFIhOGgAjA4mlTma0KybvJPP33H5fzC6/NH1nnRwDgkTg8KNIY4GlimiuLzWjgdxl2VWlom1wJhIKbE27dv+fbbb/EOct4M5FwQHGmYSOORcTgwHQ/cRHL09UtVH0/doA7vB0JQtmPO2XgGOrDlcASnGzN4GAZRCwSnKlwhBurc9tJyDxROeQKlNqNQd96K4jEqOacbIeeNSfRzCVH0s2h1319qxqQ6mTg1SwqtIc68Y6uyRb3XnKdVoTrtmuw8IQScp1XRQBFW7XqEjPcF9Zu4sSX30YG7R0foxGwtOq9o3yBi5Kq7A3PfTz3q9ZLpLuWu7fMM4i8FhS+tQr4MzGxNh5pMO+IWFbXEwExWd4BFbi0dx2dQhelS3k5RDZRxB2+kaf/554+OV/QxcH2oe7S6rFdigKN3vBsyD7IxNG8gqkeY9mGtvlD6hhbRUeG8btS80vJGyaojEUYtUUJK7O5VTssMhyYX3aMzRt1MlbyzAWsV1mVh21bwQXkZpdjJGEjDkaHo/IVDyEXw8QGCziUcnwYul5ktv7KuV8rlrEIvpZj828Tj2zccj4/ENDDPZ7qje82V6/nCJRbePB1I00BwlfNl5quvnvjN737Fb3/7KwT4+PEj83WmlMbx8R2P33zFME06HYqexq307KBpmWauXiKN1+czpX4gDANhGIiDJ3jZM6sUImNsHJJjSNp5cli3w6v/57qq6VAyFqd35h9S1H5RM9G2n5jDmHTGxGvwKWVjXS+E4ag6Ek41LlR1SzUjt3wmRV0D4+GRkjdV9XZOS0cp1FJNgVx1xktVnCWEgI96ZPmgcoGCdlacX8Ap+7ZLO3exwb+AJNCTBS3R612pqwOLvlMve1TY55buNvvPwYdebuir7O/iH/30v5yY/MXHl4nrmmlJT9F6gHNGae6di05X1bf5WTi8XYuwb/Q9La1Zb6uzGkz8PiK75ykBFCTt32niIJa/TNHzODae0sZYz3hXoB1x4YALE/HwSByPSo0OGtjU70Hr27ItLPMLNW+aUtNIMe3vtTXBRzWGvflbNmrT904IGjRKAdc0gjgzyXEQx5FhfGRdZ4Dd9HeTBC7iQiP4wPW64ER9RJCCD6r0PE46AVnrwpA8dUhmOqt6FmkcdA6ExrYmclMZvxh0xLrhGIeR0+Mb/vZfv+V0eiIOI9fryuX1E/P1DGFkPLzh6Zu/4TAlHGp1uOYr6zwTvXUojJS2rRoEr68vPH/6kdoqx4c3vJ1+xW9//Sskb6TQ2LLwcAwchkp0fW4BG0fX03vrZjtGk05RQergHNV5Oy3VfhHUgU4dtiKdyBd8Ii8zuISPI9PhxKUsNCkg2lkJIZJLxTXUMzVNgDfxZWVARh8s1gqlVcYQdh3N6B1DsoGypMQ88VHBS5c0P5aqYKXtaqmi4Latf5yjOX9fTVuWplvc4/By03MR9LDen3wDyegGQfvmt2DRsbNevoS+L90XxYn/AXFdum5DV6vqoi52Q9xN28HtHYW/8OgI5B5FNV3T8ONt49tIubMiw4LD7Xe3v4zKi8FphFMsjG4lygpVaC6DT1rS+IiPndprE4A2+VdLIa8zebnuJ6R6PyrC32pRLwdvWovO7zHQuYDWMaJpZ4/3ztNl1GM0TQRnJYkxA0vb1IUmRHuPAVhZ1gUnlWjTnTidpYhxIIRMzoXgPMMw4pwjBk8aR9IwEdLA8/NHSlXLgBB1UbfaKLnivepuQiCum27SdUMIxHQgTQ+G9jfqNlO2K8t6xdvgWEzRMjCVsnM+EYcD0+mRVlULI68rQ/JK/nKVnAPDGHQyZseZbObB1nlreiB5JzrHYie6D4KrZqjT0HvidDM6m/PYdUJd140oOp9i5DnMt9Pd+YC21mg544awH1i9rC21WhvWSmkXzKtEHdurr6pIJuhnFob9l7hI79w5W5/evq/1y7dDpmN59+Cio7c7O64h+164qzn0HoDhD/dpxr5hbwFB+nfeOC6/9PGFhCvjKNxlDPp/Z5v1PsG5J2nf3tAti+h0VuUo0IrxT+35XSegv9rdDerdJBFU7syCxJQcj6ly8CuDW3CSkaau3OJN0cjwDASaVErJplmgXP28zeq7uSsUGz/fXKF09jugxte26Jxtbp0EY69G3a22DjHi/QA+kLcVUE5Js0DifNyHu/RmerYt46jKELUT1AdPTIkQPOuiuprDMALV2pQj4+GIXzdyqbucWgjeRq6hFAUfn58v5G1hmg6kYVI2aUykQYlXnkpdF/L6Sl6vOt5+ekscRkII5E3JWpoBONIwcuQNpWzUUpmvV/zDyOGQSH6kZqeaENWc3vvHbVhNbQ1pQTUhbNRfP3tPCILzTX04BQYDk8XWjx42nXAhyoFrBWpWzCSONm1722S64dWw2ftIN5DqXbtaqy1F7fJ1Ls6+4a3b5wXEeZVGjANECxZG+bfzE7+f4n2XuL016ui/305WB9yL4HYxJfxtNFJEM56+J+9boo67nWcbpuN5nwOo//zjyzIKF7QnrziuRSu3b4idWIJHvN8j3GcX7+4vQdCRdbHx+U7T9kp/dj1fMaBTrNrbX8ODeFJ0HJPj3QGe/CupXfBt01STiFDxLiN5Ia4zPiQl60hj26znbw5NKoEfCD7tbVZwSo9uhbY13fDRQQjWDXG4VtgnZr0yBGtbqXUDGoeHr2itkXOm1Kr/XqqqYufMcHhkGDPZCXldEO8Vx2iqKqX2gAEf1DsyJE1v9cQc8a6RpqOpckc+/vgd81zxYWQYhXlZrZ2cDJSu0K5czjrS/vbpCRcmctZU3rMRypXnD3+i1A0fE0/vfss4PVLzwuX1mfOnH1nni2o92CdSqorybNtKKZmcH3lzHPBDJresw2yla0Y6cFEdwHPVTedVseowwpCERmEIkRQda1EQr2SB0Vi5aHlXqs7fxBaMPh8VYG2qxJWGiZLZxXzxycBVZc7mbdUA6NWX00dUSBfNYoYh2qZUglaKSU2FXKSZUrfzXgHvNCLxiDBSq+w6rM3KDc9t5GCH8y0T7/oZvaujYtZ6SATfMybrLYrQnDp+7Zl7z3C5NVptC+luE9lh+PZXyyjuTEf0/97ikzcCoVGbuVFuf/7QAGoXb1LtGrbZPc7U3j1by7HjD2LByZk6ttaIhyFyTI6DL5zcmVFeQTakVnWAlkpwIylpXQo2cWhKUTo+vCoFWJqe3sPBUj8xazm7lgZ4p87fecZLVQWkqECuCwEfBs1OtrO6eYswHd4heEqZVdPAOke1ZXJZVSvBB3wccbVQ24V13ezHGXdlmGguqr5FFQ7HRy6vnyh5obTMeDjy8PTOMIOF55cXXl4/cjg8cDieGJJnPb8gUqlNy6lil7blxpobf/e7v2GZPyJ1g7by8eMnAKajit54AvPlhfX6rBqb1wvrdlWRHu9Jw0iInoeHB0qZyFkD5etlw1PwTRmX3mv3o4k6oi2lGo9FWaS1FaKPRK9YTzo45hVqcVQz7ekHkJZylZQGNVfOlRAbUCzgqTFyLV3oNigYLxXvojJpI4rfGFPS+0B0nsM06gECVBpbaTplGiPTdCAOB0JMu0AOtUDJ4DKQlZuxk/J0U2oppbtINT3R8mM/8W2diSnGIewiNA21UtSEk32c332Ws/8sE+kZFDbDsv+VXx4mvrjrcfvhKlBqdaY0uofDHiD7f34GUojVp2LRvM+xeQfN9xewQNTMLdxqsRQ9p2ngMCWmQVWXI4VYV6IsxHaFthltWFR81Q90yXXng6b5O3XX34BQi/AIxiRUeXZq0ZPCrqcBeZuJeSVNB/zhEedPOKeUbCUzZb0+H7TH7zxlXSl5s/o9KPmsByBLT/W01yGCvC20WozYFZAGw3CiboVtm5lOT0zHE8v1SqtCSiM+6BDYOs9s66xTrtuKN/GV8PRkupPKEB0PR702u75tfaHkq57ENvXqnGptdBPhdTkrC9cH0nTExaAcilYpWX8PQfU/UxooZSEvr9SWaVJ3Cn8zvKEUVaIKXoHKLVfG2ElaXaxFy5Kuf1mlHzg6+9KMNOVDtBanEvH0NG+2q5otK6dTwKI+qYIZDe1ZbsdLmrWSTWrfMAQRR62wZcHFBk5lDjEAXjd1wcuGyEBzUZnCaBejR4mbW52teFFGZnPu1lEShTB7/tzbpw5MFKhpUn2fsfcE4me1R9+GOx3grwlmttY1BPoN7W/ciEqfvTMLXXt91cNYu2ET3C5cn3Prjf+8lgzB83gc+erpwMNh4DAGohNkXWnrCnnByaqLVm4eCSl2b4bO8TcijP5EdIw97KQowFzI1SRHcjaNz44U98ym6lDSeKQLsEpPE7tEvtf5j2rj5U1zX0IcdeLS+CLeqOg3ANdpB6j1RR5QVasBnNMOisDh+IQ0WNdVhWWctujUCX1VpahaaM4RTLw3Rb9ndN53py99j5fzx92UaB8Xd93LslLzqm3HeNDyLaioTquZnDdKXeyajL0bo8oC5plGpgvRdO2E2tTeIdkkaK1qTDwm05sUXUcO0760Eqe1vmp6EFUxHh+sBS5Nqfytl8f6WTfb6G4vKZuR2fpqM5VWUX0MwXgT+4ySZcou6PoqyqZ03ukQ336Caw6iXauw74mbrkRf8D1I9DXZMZfuYyKGa9ywvr172i9MfnYWW3nUf563HdaFaz6PDr88VHxZRlEzraVdH6LP82kiIIjZxO8dEbldxU2cZv/kLMC0PcvQJ964E/0yhhR4PA387a/e8vWbg85oUMjzmW07U+RKldVat8E8PxVs6gCUoIHO442yrYpNeItpTWwWQ99KraIYwrpQixoKeu8IUYVbO9Wr9QhtRJ1W1r391kxRquRF5fpBf3YYKeWFUrMBnYlOP5amp2P0ntxkHy0TH5F22e/p+fzC269+DS7S+GhqVs1wDA81k4KyCZ0Tcs7M88w3337L8fiAD5Hz+YVtUzD3+eWZXDOn0wPBe5BCWV5pweGnA8455ssnQlRLAR916Xh/YL48gwscH56IMeloe97IeSVFx8PTO1oZKduFvM1QOsfGM04R71VDI9eqKtxWpzvRMXOHyvaXJhbkHOr2pc5djkqrm+IL0enMTPeJMfasD4PhUGphOA4DSCO3wpaz8jic3y37eldMN7IGihCTTaCaeJOIOp5RCH6jjdXCgteuh+jwVxPZTaw1cZB9nMFQlhvIeGcw3PdOFwDWPeZuB51he+E+mW83jk/vAO2ZlDUEmlld/GVw4C8/vrA9qifpji73WOcUcXbeVI5/nu/s5UTt8y7WOtWugRiY6C193C/aO949Hvj6zZFv3h756nFijA6pK2W7IMtPyPyM5IyYZV2pjWyUaHWbarS24QpUdEq0xaSYwF4XGq5iad+6LCpjv82UVQNQTEENf9O49+xFMi1fKOvBzGEcMU2UbdYMoxYjcM24oAAYOEpZcE5HqwkqhydSdUzdGT4TIskwoFobLo7qUD4MDDFwuZzZ5hMxJQ4Pb3j++IHWPIeHR3wceHjzR17OV110IXKYRi7njcvLJ6Q1nr76Fe+++Rvm61nl3Rwcj284TEdaUaWtdDiQpom8XFmXmTQceHj3LzT9r5l1XVk+fre3m0WEbVtIMTGlI44jZbsClRAmQgxEP7BxJQ6qmq1TsZl1c1wXWEpBcGrkExzjIAhVzXuqGAlJVaNKtZO7z0ZaTh1CsqCiC0mJWRUhIQ5yrbi8EdNIChHx2YBy/QYFDyOEQdmY/fDzyh25abDelnctlW09a/vaOf3+Ydg3tzH6LGOwEOFu3OVdAc9ridPfi4ddPwVhH768P1tb7dQBub2hO2wCd78Vu7mS8CWR4guHwm7cBa3rbxOeHejsU5630kNrLW8isHtx0twemaUqh8FFBQRjCAxD5M3jxDdPR56OA6cpElylbBtlPVPWV8p8oWbVfFQ+vUqz45yd3MkYWjrO3aqjlBVXVtU88EG/t2b129wWtnXhen6m5oVWNlpRSIk44fxg2pHYPVAfUZFK8CPO9Q8t0NBR5Fo3vaY4KQ+jZGrNxBCp6KBXE+1OBGuXevtkQ1RNRifK+AzpwDCeqOOVeb6wrVdCmnQOIw3M52dta8aB49uviT/8xLpVqOqsNgyDZkG1sC0X3ZBDJNH1I4uWFq5p1uAi6+UFh5CGA+P0lmCy9TgItTIeH9htEAz8VdJSpc+zaEaVNSOtWVF7A+68g7V6Xq6Fl6u2c6cIyatb15A8ram8f22N5HRaVzFwHeCqtapmhbPa2wVlglpq30TboCHI/l6bBRDnPCklSq77ZtO13Yl8WppGH9j3ohM6x2dHHsE0M7VkdaahqUEhwF0Q0qxCaeudSNX3Re+IYK/tb99pX7njM/9MKa5D/j1pvz2vP+uGw3zeiP3nH188Zg4do3Q33MF9ntq4Pdw1CxSmY3F3EbfobTwKA0SnIXGYBk6Hka/fHnh7mpiSI3lB6kZZLEisZ+q26gfuujKQaD/bBWtRqriqPuSGi4imoyqI2lRZqmjrbl0uurBLF2NVmEC9HcJdsLxhLnScoX8EPiBZhUwEIcRBAcyaaU0BSgz4arWoAG08sHeQrNPhfAQpOAtkPqi5ThoPxKSKU4oVDMQ0kPPKti4kJg4Pb0njyFYWOpoe06CbVUTLqTwbeatL1mPgnKbaCmBuDOOBYToxHB6Uk7KfjIK3LEnsfrKDwmKfO5Yi1531eHvoIn5dGuelsm6VMapwbgiqnRm8Z6vadtXhLGegsQ4bOrTU8MnAQgtizvv9xHUWkL2XfY2KKVThVAfCuXb7/Kz0+ExkyXfOTF/zd9nyDj7eQEiklz99q++iGvT69tZUvq0dOmHsDqvr0If0p3e4YZei78Ftv923+66fzp697M8XPvP4+OceX6yZ+dlFYwCNu4tOlnF41+t9bUW5zlq8ex1Noyq4Rkiew5j4+u2JN48H3jwceDoOxIC2UGumbAvr5Zmaz7SyqK+Bs7656ARrSAPQpzt7QOtKWMFaWXFHqJsUSsnm2N1VjAIu2UKqhRCdejpEzU6wTawAYlDvEP1k9kVWs6azPgzEOFLyuntdpvHEui2UslDLrK/R++c9GzLyk67DjbxewDgQ8fDAOD2zzqqMhWksVIH5om3Zw/EN4/GRNTfDXoSQEltTOTbvA62uLHkjpoHpcGAaJ+IQcOKQkrlePjE+nBhObxinR7yHnAu5qK/Hui67SlQTDbhOKrEbDBuop0NcAaQgIShb1NaRiOPH50WtBkUVz4fkVWwqajuxNbUPVOp0lzXwVlJoEMjVkbwz8yDBubSn6D44srU2nfNW46tqmdcPWfef9PUbjFgF+/g6nuhV6Uu5MrYWOhOi3YGOnWncmpGhLOO41Uc7rqglj+6JTg/SA4+bDOIejO4P6BvWd/eHWzC5f8jPvtargi9IKb44o9hp0/YD96tDDE3u2D3gBAnQW0I9qOxBVV+EFBPHQ+Lvf/WONw8ThzEyJE9wFSmqnSC1UDZN5WuttGpx1A+qiu3A2QCQiJJwwi6m1Wm5aIo/aL3vnAMTolUVpoFxUr5/KZom96HO1jrQpjMXPiRrHXqlXhuSLs6RL59oIvg0EX2ilY11NZet6ZEQEq/bVVNUGxATqRpIRFWxxboq3o8QPNu24sCmNDcOxzes83c4u05kI+dBuQCuEofKm7ffkLeN+XIlb43hpECcksQSMXnW64Xz9crzh488Pp04nQ4a2KUwnY68/fbvVAqvFl4+/si2bdTaKCajF9PIfP5ErVk7HcOAtKrTrClqq7isSN30z01Zr00cW3Z8eK68nDemKEyjY0jCYcK8TDUzhC4wJFSpBK+pvIgzfY5EzptpaWoAqq03FnV5huAMH3N4H9hKZXR9GloQpx4sRvWjVkdMytbsGWCrWQ8Ipx2mEAacNBX4Cc5KHBU/9n4l+qQOci5S8Krb6b36ykhXa/s53+H+IL5hDv0ZPbD8fJPfT1fz2Xfb97ZqGYXfn3+vh/HPPf4HCVd+7zHv6ZnpOIa9L983p5Ygmko5qw2xEkRIyXMYI28eJt6cEocRUqh4qdRs6ZsItKadg70/tJO7lTEKKHBZ9lHqG03BwKhgvH+vvp1NhJJVwQqx8iIqxdo5E5pxSvWureGbR9yAcwNSNbj4FEhpIMakQ2VFEf8YR42PrZLzTPARZ5L/ZdvobdmAUys61wFVpVr3LFetDSPVb4qlbAslzzgqw3DShdAK0zhxnV8p2bGtiZpVNv5wfETEMZ/PxPgAToHenAvTdOJqWZ1zjXm+4BCOpxPHx7ccHo6kYSCvV9brmbJelVBWwfnEeBhYrx9oZdYZlRDZlisxBiqBtQnI7TPTGaDIlgvr1ljWymURYlS/0SHCOPTNXu2E1895ip4SNYhjTl+2AwhBuwke7Vz5GPaOA2j5EnyySsjYjWgL3Xkh+UCKt4xAxFS5q9jnlBSjcA5MhKlWE/ntcz/B0Qjabq6F2CoD+vrVRhuKYSp9BPyuisD2tK5Xbpu+szI9mCyDu68tPt+fe7bid6xCbL6lv54q29+/xi97fJkehdXiIejYbwxB/+4d3lSAorlaK69G9t5yR2ub3ShEa/8hBQ5j5OmYmAZH9LJH2ZuDlRjPofT8UG+dBQDs5mmd3HvXPYuxm99r/j6UZe3IUjad48DdOjFiH6ZFNGna6fF3XZ3WqrXjxpt0XlMAs5dDYnLuiNxasnYy7UHBOWIa1d26A2POgpbvLS4brG5Zf1UdoPMh2HsTwpDwvpG3RstlBxW986p9YVhNjInaGuu68ebtGz3hLECO48B4GJkOR8bDiZQStazkdabkZb/vmqFbiVU2nYC1rylJSLMAsTxYA4RHaiBvlXUTtixsRenaXeg4RRPNdbpObiCDI6VAKs38WHWEQDeCnsDe0vEmDYUIvYKGiE6I7tmmBgR/h3UQlAFrMhe211SYuIm2U5XvEoBA5wuJ9IFNx+dHo9DzGW8ZKSiWRulZwW3uQh9iZabcIsieJfRS4abEch9iepZxo2sL95yM3UBIX4x92PIL9v4XBYoYnGkYaqtwTBoYYvSMg9bwMfjbAu8ZhZhi1B3Zyoly11NSVexp8AyxA6EgTQNFt0ITKiLZovHedlABGhErFwo3HrjWoKGDWs6b/kSwYKVBouSNPpjjTUhHqby3X7Woia/zjYrQDNXGTcTxAR8j1TAIadqdqLXSJFsaGgEV5NX3uZr+psMFT0gHnVhtPYNqKhtvrlwaOLWT0GcbWmlGxjGgymtms24zuWhAqeuiw0noDEIphWGc2LaN5XpV4Z44El0gRs9XXz9xmA6k4UAIWkKsyyt5XdTpfJjIBcN7NHujNdKkmU3ZVEDHuT5Z62gtGt9AKFtjvhYljNlWqmYzmILqmqbk9vL7hht47c6U20xIF+VRncsubKv3qYkH153cb2BkP1R0Xbjd57OJWkTGGDXb3Y2t9LVrzUgIQNzneIKzMrB1HKaX4d4OJcU3ghcIqHSkBHuf7aai1W7nfZ/BuIMxftZZvA1I9OsFo4Wz1/LQw9Wedd3KkB5fPoMQfsne/+VPhTcPI0+PB+1MjIlxiAwxaOCIlu7bG+pTGvuGq33O3mjbJkGWYiQMA2mMOk2J9b09+GHQ2NeKYhWgFFfnd9cTER2qqrUgVVtyrTQaVTU+XMAnwy1QwE1M/FUXLMa3sHfeCiKmylSrtkvnM2lIHF2j5QlXE2JjxXE8Ij3zcQEfD6pl0Yqevz5SaiakpJ2VsqHpMITDAQ0gXT5ef7VaCUlbuyq24uD8gR3oag3nI3l50YWSRlI6kOKFtn0iXy4wTsSUuF7ObFtBXOR8eeXt178hCGz1A8uSiXFiKQuvl8wwCbWuHMQzTpjYjM5hSIyIn5BtxVFpbWG9vnJ4+ka7OTUrc1Q5xeSc2TZ1L1+WzPk8M89Xnh48D4cjueqMScNxmjynSRhNR6g5IQTd1MUYrEHUoDh4yPq2kHjLtrz3FjQc0roCmZrmaIek6untTNou6GYWgTXXm2s50GUJ985W6/oi0T4jiCkyjhPcZYEaIO3zNOk9sBIyNDxqI+myIxfTQDV5pnvbwP0AvGtj3Mvutxs9k949vK9COgO5f3vXoN4hCctavqT4+MJAceDt45HDqIFiiJquBQfeVV1YvdwwKnNPgXuAuCkjVYiD+mckbWXq7LbpZooqErW6aZpp9n37Q0y2TNRkt3cMVNJON6kLwXCGG8hZtllRfeftw/F2UgMokUhEx5H3BFEqtXQ1KU8TT4oT0XQf+olOtfkQ+7AUWhFcGEz9quCkEeNAjUrGaU3YtuveXnNoWSfFKaYSVDbfB/ClA1ma/dQQKHmhLoU4Xnl48w2X1xeW8zN5fiU9PgHacYo+cV3PNJOESyFwfvnIw5u3uOAo+UrOD7jTCVyiitOpyqLLRPDkTcV4ar7QataNEpwuI+dxTkFF7SBp8E7RsZKZRmEcJh4fRp0ezUqfjtHx5hRIvnNwdMPVHb3TIThHM8k8RxEoTWhWb8cQ6IpXSg3H3g/gHKWBq2ItUM0w9Sk3/9FcGz4qgJqiUtpvmL3f12aTjIi6gw1pwFsLVxW6wu7t0ppqZdAKrhSQLpfY9pIE583mz+n31dZ/4F59IHew3B000ZXe+/ORHjT2d20zKhowartlIvuB89dqj54OI6fjwDREphR3PMG7CpKV294vQIoqRFk93TfBnlcBLqgCkfPa0uw+B1q/O0sjdTG4oLP+sq5ahgAueCR3PKHtv4NFUzPD0R8rlKJCNh51oxLLeNR4lj3VvFnFlT0d9EE1M7uLlYsDPo5G9e0YjM2EeE9Xuu5VZlcu6tRlnffYdszBOxD9D71MCSHZSZmJcSCv2+3IsVIqNH2v6/zKw/TIeDgwHEbm89kQe7cL/4aQkCYEHzgcHliuZ46Pb1EqvWO+zkzTZJR380VzFtAQ6L4u3hFIhDAqNVkytYo5cClOI3bKS6sqhTfc5m2qZZPOCafJMSbV3ZQqRNcReV3ywT4TjxCcaFyyANxav5+Y43E/KJp6jlh63poQ91TdwD5h158QNMso1bQ7rX18AxW7Z6jsXb1aC8UJkUBwES/eBu4+xxwMSNESpqMSztq+loV0yQbdIJYp216RO0zvPiHYfW4/exhS0enP0nENbnvuS4CJu8cXBorEcUoMKZC8wxtHQkVnVgUSTURVWkaKEoxum7cPyHgICZcOuDhpO9BhbksAHufFGHhqQquj35CXFcj6KvHWK9/1PGs20MkGj6QREEuPC7hKdINO0Xk1EM4G1Dnb9KptkKlNFzzeqNvpgPNJP2zT3VQKus2VGAimiLpOS4rleD276L1w7wdy2/TkkqZq2xJsg2ovPyb1z6jrql4U7mwxQls6zidCElx1zPMLp7e/ZphUZWq5ngk+EX2kukxtlZhGOrfj+PCOH//8XyhbsSndyOvrKzF6/cwOk3mQHvXvUvBBtOMQRlxUcLhuhVKUNr9ts6bulub7ENjWlRAcyaZ3S842tanZxGFUzkUujVqtjVmb6kg4nd2QDiY6Bc7FMjGFc3RTOG8dBVSXQrzsa6MZ8r/PGznNKALs06xFGsV8VtSsyJtptqObQHnpRCyvQHjNeNfU5Mf7/Xv3kxtL++0Ebz0YWFOghwRXb9Ru2YEZ+611HgUmqGvdDG6xxRvGhvRrvpHa7mLGZw/HHWnwFzy+KFAcxsSUgkX1DamrZg5Na1a64IaIUXbXPa13Lho6ayfh+ATjEyH1IbNGdIGSjSuRxZSckrIH4wBDIgyTajQY0Fe2lfX6yjq/cj0/k+eLDfgAruJcoBQFLLWdCT4VqJ5mQiqlrHpCixKDRDDPyUzdNrO7GwghGeCoJCe83T7RLoV4Na7N6wJmkuS89vTX5UxnLgafqHW1kgx8GmxE2iOuUKQwnEbSoLMSpa5I8wQ/kKLgnJ7gVVcPfZZgub6CNIakTM2QImk8UCss8xWJk4qwhKRK3d//A68ffwQXqLVwfvnAcn3h8emRN2/f8PD4DuGqMy7BU6sjTSedzSnqC7LOF9ZZgdgQomEzllEZNT9EzSS6SEsIkRg9McAhNv7841X9PoIw2hi3B1zs/AfNRjtjs9qJajCSTrqGRAjasl5rJjajWVtU6MNkzUA+36xNGhzBeaILqnhWO2lONTTxbidf1VJxeGLyTOO0d4I6HbxJIfSRctz++br9V6MR+oXpxGzb9mnn+/LiVhqIAaYY/mEZtJXnIHeUb/teUT1SjzNof09X9h/wZQTuL5brFxwFaZlWVmh5xyHEwJve9hGwuf9g0VDTuRAGfJzww0E3liHnIm1XW3YYkFaEdNJefoyJNDxq2m8zBB291QW5sS0X1usLra60slKzqjrlnG10WnBuoBUlDYnzSL1HhgWk4JyCiLRKs9O45JW8Jeo40Jhu78EAMoenVmUt1ropiao2dRO/fkLwhHQk+EjJr7S64hzqk+l1erTWWdPk8YD3yoUoeSFvWSXlo2YE6qbVaNuiWZd1ac6fftCAWgtlu5ggjgfvaZKZXxeCz4xDguMTpzdf8/ryrCx0H0kpMR2OHI6PjOMjMSV8imriK5DSiVIzW57VTHnLLPMrQj8h5cZE9Ko3om3eSK2VnDV7CcFrwKPx8Vx4f24MEabgWDMMQYWJQvA7UhSjDciJY83azq6iU6UKeSlnwodIqNYa7aew55aV2PchQunrOmlAiZ3R2xo1Z1MuUzxoGDSLarWR1xUGYZiOZi1hW7uf/g6d4KVLKDbEoQHODVrOObNNRLtZrcnuKmevpplDVWzPOUfA/GGqlfcOtR+8wyf051vwsoWto/Ruxz76nEf4gmDxhcI1RScxW6aVTbsRKPnFdQKUzmxbkPD7W3FOF4yPg24iO43bjmlomu6k4lGTF3GRNIwMw0BMCuw579X7MW/kvO0syZCOTGEkTQ/k9cx2/UTZZkTQsmGw1hieXBQJbwI0bWliXqk75fvOYNYZoauJajbqVNidvkVfJHdpYWui49bbakHioN0D6YK0TlF074lpYp1fLNvyeK9YQt5W8rZqezYMODQTEsF4/n2Barrd8lWVvXJWanfP7CQTo6fmC3UbdLBuywyHN4xZRWocQTGDh0cOhyPDqH4fMSacmD1iLVZiqP5E3XQKto9kO+nEOuh1dhPPlq0caOq6FXq3YROeL1WVngyf6foc0fg5Hd/xTteEYi4GBvbTvOmJ3w+RYDKD0LP42+CVwhm6ifXfdTOHGHpVYHW9KIPSysoaguJUWCApWcWHu1CzqufuJc6+FqTdQH4tNFRZ3jLBJjaK3tR+0od4Ky1EwyQot4fKDSuh5wgaAOwy6WGgyS0j6Q/95y8ZLr89vixQiE5gupZ3dyhDTLQ1tPPfm5JMLIp3sorvArIh7YHi7hLoPhEOsQGoSBoGyyg8il1ESs7kdeby/EwYT6TDyQalJlI6gPM7P6KWTIhHPWlipLhAcw2qaFuzWivU2lq7UaywR2JvrElNL7UN6rjhIM4AtC6lLk21LErZKGXDBXUQb03Hzmu1YOM93kdCGqmXpl0Om1bc8rJ3D0RQanS1OtbAsRAiTarW9LXq9ZpWpTPgTQxfiDGAaClQNg1gcThyOGZTtBJChGkciSlqOejVSU03k1iQWLXtmTdaKfpc6zNKrfvH6Zye5q3C1r1RvNPMoFXW3LgujcvcDRn0visPpwcE88MQS4wcSsvfQUOdA2ntNgkK6onbmqiwe6/9bYBKE4zb6aukKwjSZ5bc/v57p0w/z7z7ggiOVjfVwDBldWfG1X1rth1w1MzKOTExHu3U7QClrZfOMdpJW4ZrKcZlTMsOVt62DHt3BPuDcTk0n7iBE7deyK0E+Tlu8U89vlDhyuqlfUHcjHpdiLhuK2+LVKne+itYSSFOue/OJXvbphzTT3dnJ+RWmIZHUtIN7nxQhWMX8K2Bn5mvrywfPzIc3zE9vuPNV99Qy0LwI+PxG/yvhB//2//B5XzGhZHx+AY/PlKa6T/URtlWfZ9WD2tgE8ueenKqrTVn79OHhOCpTWvL4DXbUCWrmVY28wytBoQekFYp20zOKxCodSWmSUVrmg4xRa3SqKZb34qmv2E6AlByMX9PaGVmOh4p2SGonkSMk/b7pRG96jnEECk+qXL1NJJLZlmvjHkmugdiOoFbgYUQBi7nK+uWGbeNY4XFO/K27BtFzGoQGtPhgThGZaCWQnWevGmQ1A3sWZcV7wLDmBjGSMmFn55nttwoam2uJWnU2j8mHezqniutinqleAUfY+i8F2NGNgtEXtU7OhfPh6BAoNEcvA/GeHC7O7ozRTNtZYrNbmlKH7zyerRsEw2mIe/Yj0se2oYUZ6WGZouO7mbvjUGr68Z5SA6WeaFW9VpR2cP+rrBhumAlQzPgWxW77pEO3WF9StXKlJ0gFuh2Q59Rt13PzvSeV6D8tdqj+rrJPCi0VbVnDDFpve3U9yA4U1fa5/arGeTKXjv5kIxYI0j1tNyoPoJTwVrnHaVUhKJt7FLwMVBqpLoD/vgtKc3M88paPjIcH9mun8irqkxNh0cevvlXzH/8z1zOZ8rzzPS4UpYL3qFO1aO2ObXtqYuidTc00U5NiIqtBBf3KH/TNdQFW4q6dtciVPHKn0D78iKiGhp52zGFaAEQp+ZAmmVb65XC9fqB2vKerZXtCk3NgUiJxsA4DDgqeU2UvBBCQichVTV321a6vHzZLowpqUL24tjmMyFOLMvVwOAzKUVyUaFeEcdy+Z5tfeH09BWH0xPShHWb1ZV80GlTqOQitKYgZGueJtolaLUSU2AcT4g45jnzw4cz25oNzPSsTrkWo7nLR99U0Mfq7FJvabZK+LMP+3VsoOEsSzOF632D6LGsjbgbG7SIeonulb3T9x471bpC8YJPWLtUX6OYepn3Ydc62asYUeC8+4k4HHEcEVF+UXSV5nSOqVQFUJokxUvMrpA+s2T4xP5wTn1OOg/Jyo+ebWmfrA9k3nKFXQoAZ4eRWMZs+/kL9v4XCtckxRj2ckKBHhWRVZMV39M7h6avoiSk7jJWO7BppYC357RmKZeRTprzlFpp17OdIEbLRScKRXQIqa6RXDekrLx8/Aiyqdy9CNu6MaZIrnCdZy6XlccqlO3MkBLu9MDjw9eMx0f74J2CdOuVus1aZnVdRtDyYucx2KJC9OS6q0trrdx0OJs5jpnXqVHKffBWrpS9dmw0WqnkbWFbVPau62q0WhGnLeGQAhJ7K1eVq1UcJ1KlUrwDKazXF615a9YysdkmE+3MpGkx4R29pm1diMOgHiBOZyqmw8OeSYg0pmlSzChqybGtiqPotG3dg6x3yl7EOWoR1i1zXVbWNZO8kpTAAkDQTZqiI4U+G9K0q1Ha3RSFKbB79snHndgmaj7dA3l1rjfh9lS+g3nS5CYuaydxaxUJnTimAHm5G3SMSR3ZNNAXnSI1TEUxAstOpEJV3E5SQCRqSdqq+p065YZ41H2sdv6PoJkHd29YbgxR5zAsMO/zJQ6VVtAbIXti3nVgeolyU+9iDzTe9ZvyVwgUPqiRivd6UvpgwrVBdR5c6ICQQjYaJAoNJR+V1myja0QOMeoNte/pm6rZVB8hUNdZa/MGLibEDaTxaEKz3uzbAqVmzi8vmt7WhtRK3jI1NubrzPV85uXlVVO5MtPGiZBGfDowTE+kccQFTy2Zss26cEDduFFiVnPViFS6Gbq8e2fciQUG0H57xzS6IrfvNa9tEEW7G8HEX6phGnlTKTrv4t7rllbpWpwheFqGZbmQS1GORBxu7UmnNWpZteRSIFExDK3xRWX+82ynn44/l1wYwmSUX3VJOxyOJtiji+twOBCjKYXnwrpad6kWC6TFnut2Sv6WC/OyMS+qkD4MymatppYdoidGFarxPuwlXbVSt3f/nBGuooNswF0HKjtPRd3DxIyV3H5qim2tHSS0D6EP3alyesdD3D53o/L6bgcZ906GKHdjV/fSf6LDjdoeTkhLeu9rBa9CNp0Tgv0M2Xd0u4EOHePQC7/bhV0MR7jJN/ThS3sTO8P1dv3Qg6Xc/vLXChRxOBCGEz54Uhp0dLqPlftoV6h0bT2ptG1VirUNm8P5SPBJN4cz8owxMFUbUVH+Jp4AbNcXluuVbc2Mhzcc33yLqiAr3hHHA0MTZJ2Z1wX8EVzCxQiS+fG7/8xPP/yB508fOJ9nzYKkkXOluZGnrXKQhPMHhnEiPiaG6ZHh8CeeP37Py8eflMhlg1YheNb1lbgc8CESoxrx1LLR6kpnUZaSrVWop81tWlFbYXm7WrqqG0paIS+vChIKDGnSwSzn9yna4XBgnA7EkDi/zszzmZwXnHMcjydAqeTOMrC6qUJ5sc/AG2tU52OubMtBO1eiw3PFO7BWsNBU/GYYCd5O/TQSo82srCvX65l1OeuMj/bycK4xDEFBzCKsW+U6F9ZN3dNjDKQUlafStH06DZFxcMTkdk5ArkUDvgih42BOcEFU2ds2fUOFkNUCweZMmm6YDmDquvQ30FU0de8eGxoYvHqROh1y9L5PETfEHPLiMNLqpmS8shKmB8PjZMcLuvB0a+pjG/phGhPNZUpNNHG7Nmbv0WrGqvtHjB+xx4wOatJZu7d/cHZtn6OWqrQOBvoKWk/ZEdVvyZdwKb4sUMSJNBwtgwg2urtPgnFjzBUFt0o2UFCoMjAenxgOB1KKxCBs61UdpfJKy5liitDburItK26eKa2wLAs5N05fv+Xx3a9V0g3HZV4IAY4npS6vy5Vmi2uZLzz/9Aeev/8HXp9/5P2PP/DD9z+B6Mk1HirNH3l+/oRLD2xNGIvWx2V5QZowDBMxDlwvr4gUdYdCbgbGhlHgVGZOB8AKm3mXtlKVihyT6Xlu+z3xpvzkTPr98vIjeVvxPjAeHqhl0Xtas0rvh8AwqZiuSGW5nlnnK2VT493xeGBZNioFcZ4waHa3LtbVKFk9SXE6ASuNss7EMSmzTyqHw4HpeKCrQC3nF7ZlZjwcGceJVDa29cWMfdS7ZOgS0PTRb8e8VLZc2LaGd5Fl1Xkc7xxDUJWuXI1a7WEa1e0NtIxq4smlWdtWuao0bT8G73Ch2fAW2l7wNj7urYyojWrEqQ7itdb2iWYnDSfhTo9SwchSMqU6Qg0k61J11etWtBUfgnqC9CCghME+CFahKYYR49EyM/N5KZkQxVi8bg/OPkbl9OzYnW3gbm+4ByuhOcE7bRh4w8juyyd3h7v0tGSnre/5FHu59AVx4ktLj5uOoAYG/Y+m3rKfmFKrSaZj0djjY2CYjkyHSRdFy5RWcXWDvFJWPUkFZShWacg2k6sgJMbTkcd3v+Lw+KQYRRPEJ90IrUDx+KB07FI2rpcXPr7/M+fnV+Jw4vjwhunlldeXF46PjyTntbQxI5qcCzDT6srzD/+Fur4idVWlJcp+8ux2bpZvNmmkoCPN4oxvYEQvbfHqIs/m06HlwwiiuhW1VpbrB8p6tvax0txDCEpLN01PHwfttojiKHm9GjMQQkyWNWgbMqbEYXpgrWeKLwzR4/0A3FTQaaJZUvC2wXQx5U0NjxzKRJSqStnLciV6Ty0rXc4+Jl0+tWZKUa5EKU2NhO1XEWVoOmkErwByT/9BhYvGFCyQtn1oStqtPOhtS9vzBH9ja0I3AVIMppcDzYhQvW6/Zdk3ToWeqvoV79VZ3BmvgthMS9M2lXem4mVzIN5raW3j7k7CTl0XMywKyQYdgSaF2FaG4GjiqZZJ6MyH2zEGbqtL95hFMhGhKK9zf1++E1Lg1hXt39Qzin7dnj1T6UHjrwZm9sduUmLUUi13qpI8qhJ4am9NGRiYhpFhHIkx4J1tgLIpSzKv1JypRKUmm+BIXleWtRCnJw7jI9PpwZiMWi9GHLkIUjEevuoJ5G1lXa9s68JWhPF04vjk+apUrucZDB5r0kz7UeX1W82UfOX1+UfW83uoG6fHR1JSRNoH9fPove++mPs5gNwAz07JdkDJK7SbKrXytBTMrLWoHibK0gwxgaggb89MpFVCPCCd/bmtZleogsTOqcsWdL1NcHLQrK4JPlQGvAbRav1CRFvE7VbzOufI67Ij+8pmVKOb1grNOxAjJ3WeQyumo6mt29pM58F+TDZDZG+b0Qe3Gwx5ZwxM78hFOxwas24noXRk/Geb2jdovvMePGIjV3Q+hbttg94JsJGsz09TW8vB+Bv7Z9h6J6LjAH3KuAetzgxm75wojnU/Z9GDIjYLlIl+2hXDWzOcYX+X0FdTZ5I6wzw6+1YDgtvXke8HlwPcjWtx/+jVR9+rHST9kscXBYramtKHpYNMt8xC0zQxVSdTIRLBO20tTscHhnEATDBmXdQvYr2St9V8HSvZ0vPW4Hq9cn69cno78fT1qKh+rSpm65QMhIFRqpeoojTLrEEipJE4niA+8nD6irdf/4o//MN/xKFdhG2Ztazwgbyupi+wseWF15ePbNdnlsuJ3/zLf40PkwaX1oNkNlDTBHbsw0VEQdI4Ka9im8nrCz4cdPrUR03bnVoH5O2K1I1heiCNijPkvBDjxHX7QMmLpsZe+/I1L6yL+nWkOFoWppssjJMyFEVd2w8h4oIK1jgXiJtXslQplCIq9WamODgVEbpez9pBSSPeO8ZhtGFWZ85fo7JHnQaNbV1Z+2tW/byRDhw6ctZ5Hx880fwplq3uqfeYVDEqV9WpnFKk9LUE6HcoONtxuhQ9tTWVC9iP0c6K7Juj20UaBiGN9hcmPHt24/Z7rK5kuWYGo8w3hMStQ6dBxGwq7WQPPlC2propRl+v5YadqDZLJUQjlTUhl97kvL0XSx/0T/ZPytsy3VgnhNCFfwHareUpIM5o4Jax9fykF3E9WwOjdv/Cx5cFilopu9rTDRjax7utE6CIr154NK2JcRwJMVC2TF4z6zKz5sI8mzP2y5nTm1+RDkfidCBvC/Lpg0q4V21JzZcXznNjy9q3n6Z0ew9oG3a9fGA5f2C9nqkVHr/+DeCpUsiL+kGezx9wr59Izx+Zn585vv2Gw+kNx+Mjj2+fiOlEmk6syws/fv8nStn4+jd/x/HpK9Kgteu2vNK1OE9P7zS6+2D6l2lvfbZWNFihBsPNdA6a6MxM8IHjm9+A9+T5dR80yssrODUUUgCysFyftVyojcPDt4zTE/PlleXySr4+M339W6bDEe8923ABNzAcrszXM+eXjzx+82/YlhdtYxK4nD+Sl6IO66XaFG2l5kzeFpDAmmYOxyPDdGA/9Rraht1W2qoYSG1aavogdp0dY4AheFJSkLC2xrIVxYlSJMWRnIWaNXf23lO2RTUlcET8Xr6KZQneNnUVMdp4318953C73kOv2XtmfjO+xoBmyyBwlimp+1cuFZMaQVqjlI1p7NSA/nUx7U7FSdLhRF5malV5RUeiOpAaaSWSvCOlE9HpnEUXuO1t3P3m7gIUmgrsLnRts/KzmkSfw3mlgO9ZjuhM1l5u9Y4RyjFpTajbbIdLJxT+/zlQKOW56gfU+jBVpy9XS5H07602fBwZpyPHhwfGw0jNM8XmF7Q8WNiWmbyulFpxYWSYHihlZZ0/8vH9n/nDf/vIVyuEwyMfP/7I73//I8tS8X7gq9/8ltPpyHhIDEMixUSperrV1nShuKDDTW6kpkTBafZSNvy6Is1xeHqnKXTZyFtlGA5MhyfKttByZcuV88snROD09AbnHBsqrjoc3qD2AB038zinLULNdKJOf6pwhi7WOCKqKYe4gPNptyL0PtCkl0PRCD0K/DoaTgrBQTg+MJ/NbDlEDo9f67BdnADHVmbOlxculyvX85nr6ystnDgd3zDGuH+fPArbujJfNbtzKUHTcmO+ZrI0zeKuV8Q5G1U3hp8rRBOMwSkLtAv3Vhu2i8aZ6FoU66bixzEFreG9Z1lWSikELwgBabosO7u3gwq9y6EWow7f7fW64Ittrip6dnpuLcKbZYO/pd72u7dvDjaC0J208raRUiLY6H0pzrp9SfE6bke+Uuo9aZyQGlRwye6LM4nFbbuQ6kyKicM4spZC3e5LQTP8cft/rFRsOC9KYvR+L3d0xqiPwvtbCbJHCaHPdnTDJUH5G8rb+StlFK3rLvQf0EGxTizq/2vKloshkYaRcVLuxVbK3oPeL8BF4nDg6EdCTDpLMF+YL6/M1zOvnz7g0oHp8QmpC3/6hz+wZdVEeHn5yOO7d7x994aHpweOhxPdyVw/Iy1PnDMzoJCI0wnii0rzoVN9quKtyPi2LhwOiTiemE7vlHiTF7ZcCMuVNOhIeEW0W2PCvOLub7olfK4DX2GX6ev/1iya33ALTRdrVcfwkldCGpV/sq2I6ECVOGgUUwRTzYeQEq15avOsmw6dvXx6Zdlm1rWwlcqWG9fLhXEaiV4Fg4ZTIMbEmDPxOJOuL7g6Q6vmS/LKsmi7uhYjwZVm/ATFL6JnV3nSQ0Jb4nLXZdA5Hy0Tcm02s2Gj21Vd0DHx+lqbjXq7/ZfYWhNrZ97dYbuHst936buln6a91NgR/o5/2PcaHqL8l7DnHw7TRwlKx+6tfGkN8Y1d9u5nJY/OgkR7zbxjLXivdgx1w8VGMnFqHQ0AJ/16+09nL+HYwdybAVXffnopVq4YctuFh+0C9+263wKjptN++YDYF2MUSm1mR2J3YO/uI+hU2RAH0jiQBi0Rmp2iLiRCHAlxIE4n/HDilAZKqTx/fM98eWE+axsuL2fOn97z43dHQshcX35U5N4HPv34Zw7vvmX53e/4avuG+uYdKbl9wMb5gNjMgQ7uJMaHt4TzGUF9Q9LhAHGgWZtyWa6k4RGfjownBQovrx9prrFtmev5YiZDzoR2jFcvtwXYP0jn9dQOIkjbDFdxtKLTl84YqspijeRaycuF6/mD3j+fKNvCfHnm8PgVwziizuEKnHkcPkZcTZSLgpvzfGGez7z/7o8cTiq0E5Oqc23XV9bTqAHTH/HjWw6nJxqOtG1MywVZPkJZaHkmRs+PP/60T2J6D8WIaNjmyE0YTXIw16ptTJv21AZOsw2lzy+lMkRVW/c08qqiyMk0V3Mu5Nq0jod98+z8IOeNa1Fva5DuI6Mbo+swSEcbcbf1abtLpOts9m7d54HeG6ekA5vBPHG1rIYWtCzUAGLtW6m3TekitWWjjkeCU4/dUjOxFeWldFsJKyGCqYnvAQDNnlrrg4h3Qe8uc9AgAx1B3t3YTFTJ3V+Z8/u4ws9Bz3/q8YUZhdbc/QerYMd9o+UW/aQ5BRPToH3zbcGlAzEBeeV6vVIl0PxkdaLnev3I+eU9tRbieKBJZDwd8Ckg4vj2d/+KIqPSlreV8/N/5ON3F0q+cr2e8X/fGJLn+npmW611OAXWWii5si6bArLVgVNH7pBGlutVSXHTRAwjORfNhI4T0/GBSoSmxsjff/dHtlJ59+2vGR8ceFVqktZMKm2/EzZxb8NdDlpT39G8qD9GSKOpccH1/Cfml+8peeH48Bb8yHp9ASmMh5G3v/obpZWXFeeDMiKrcHm9cn75RKvC4QTP7//Mp/c/8Pr6yttv/z2OSHQLdbyqOEuunJ9fWPKZ6APnhxM4dROP6UjygypSxYFfv/2Gh7fveP74nvPLC+ta8FJphiUMUcWDCPsKoXaauO3R4CNDHMilsWSV8htT2IOIkpyUhSnFmR5Jn6Ux0xqCgbbOaNPWdbHUeydQWTeAKrgG3Z1OENvQf2FrOIcjWldD9rXcJQ2RSitCCNO+SRvNAOOClkaKIeS16hSpHSItrxRXdZbISsJaMr6uuLDt39vZod38u+8ocaIljo0s3CG1+lvP4u3A3s2T9xaHBukOd/TiLcZk7eP7EPJPP74QzGz78M3th3O7+/sbVZBvmnTR6WitnvAKlK1sy4WX5498+vSJdc16wvvMy8uLshNb4fV1Znz6huHwlunxHYenb/mqjdTm2JaV5fXMT9/9kfX8wiVFXt4eGUJkWRaWdWFZVpq/MAwDry8v/OkPv2e5nkmycTok3r555N3bbximCTxs26pAnPM8DEeG4UT0ldObr3d9i5wz5/MLLgz4+MDjOxtP9g5vo+ca6Bvc0aPF6NmtZONLGHtOiokAbYynt8TaKKWxrRdlnR4f8XGkFuUziEBzgZxXzi8fyPMrwcPjm99RZcO5inMZ7z3P778npRHvYTomTo/fUEvhcj7z8uEjwRUuzyPDODFMR8KhslRlnw4pMU0jb77+W6bjVzy9O3M5v/Dx4wdF67Xwx3vt+lRLy4P5u/ST2uOUyFQU3J26wY+YQK4Y58AmvbSb4vbyRH+GWgpapYvKDThw6me7Kz3ZklQpfttYOhixl3b2tvd903VUdAkrKKht37prXmi8LzgX7XtuGeMur2fjCpDouIq6x+kUq05cR8UqS4GQCf5A9I5alC7gXNARyl4y3XVwxAmfi+GKidbILjGxU9O5bc5dk+JnEVIp9n+lQKEIrOwl4N1kDXr77ttT98Qsx65i3Nq+6Nd15np5YVk2xEWGAXXpXq7UvLKuK3484uKo7bowcnp4qzLvLSjTM/1Eq4VtvnA5v7D6wHVema8z58uZeamMh5HL+ZXvv/8j6/XMV6eJ4/iOOBwZj29I00G5HyVTcybkQs6VNIjNtCSlCjdBnGeZZ3x4IQ4fmE7f8+ab3zAkTfOq4TBi9agGAaAZocY5G7tPO52aVrRMEatB/S2t7Z2VWnXMu4F5pAjD9ADOmfZGZr58Iq/zrk3RaiGeHpiOJ9I0EdOR5XrBzwtIIefZWpaJFOBwGKnV2rCtsmyVMQz4eGA8BMRFtk3nO3LOOmeSy2cZZdeMxOnnrieeYhDByT5HgXO7BBxWXnSjZ1VO71yBrvthw4J3+39fa7bGpAHelKz2WsQkEPn5ptgBDH2/9y0CbIM5ZYV+vsdkDzgixqXYr1329L/XDztvwajyrSm5LEhToNdauNoy8siN6Hyfp99wC+wQ6kW+s2tzt5mXzy/V5Cl7FsKekKgV5S98fDHhql94c71IsqBgN3SfhPP25y4w7MzItollJur90Lsg4pV1uCxX1suzLfiNum2k0hDUpWmaErWt2odPehqu60JeF84vz4Dn9fXK+Xzl9fzC68sr4zSwbgsv5w+EUgiPB4bDienpa6bHr0lD0vkGgVI2qk1khnXDk2hVKKVSWsOHxLqtcDmD+wnnJ7757d/z+HjAUfVaaqUZ9bqWTRdbVeDMd0nANOr9bGLODm4fNHMe0nhE1bDyzsAcphOF1TQ5PY/vfk3OM/Plmdf333P++APzfLHR/EZKiePDG05vvmY6PbEsMz5nfIzEAPPWSEm1ItIwcDidEIR1nVmXhXndqFKtT+8J8cDx+EifmdCAURWYDH0iVIexep7fUSvvxXhTjdpuuEGnVoc7tfA71O1WEvQA4XVPdWKbdiat0yGCVCVxee/2f/+8Mu5r9t6t3EBTueFsgM2v3AUGy146aCvCzqXQDSg2O9O7IW3/flVwU9n8YLhB6AI9O7LXduB0L+/396L7bBdHkpt85D/KC+6ChXqO3hHN8JaFONW+/YWPL2uP3r1xvWeaJnZketdvFJUb23Jmqgma0VhbY8sb67aRC8r3x5Nr5Xq54oBtWXS8nMZ4Gvnhuz9xXSrNP/B3/5Ma6Eo7U7YLkje6AkEpK+/f/8Tl9cL7j5+4XmdrucE8awbjmvA//9t/w9ff/o7T09dMb76CdGJ8eGCUxpRXtuWK95FcKvX8Ql4DZXtVJD5OhOkBWXTzl7zy+ulP/MP/+f/md7/9mmlwuLZCa+oGJtmmA6NOofoJlx4I09dmTFyoFbbSmK9XwjARhxEHWuZsqy0Gz3h8JKRpd173YeDh3W9Y5mdKWaDMsJ4py0zOhRAjb3/1K46nJ6TCpx9/4vnjHynrzDZfkLxScmMtCVcGJCf8OfP47htOh684tI1PP33H5fJMWxek5L3d14rS0b2YzID170VQv1ing1wpBEJ02lJv2matVRhSb0gaDRmry1vbO0OdebiPS6MqVbVCcUoo6zMQHeTrGEQXxOkZmfvvEIt6x8lbsFg3Xd3BnO520VoRpOqUr3faBRFRcH83xrb3GMKgAb4VAw178PHE8QgUGxyTW2XkIHqroPp+tp1u3fG7Pdi7jArXNroUobPg03FDDXSftXCbjcGDEiF/8c7/wkCRq56qu82ZXWSrKu8F7BH6RhJpdM+LLWfmeeZyvXKdZ7ZcuFyvnF9fmWcF6q4vn1jni6oqtcbL8wv+ApkHfvrhR56eHgjBMQ6qDuRpxODY1sJ3P/7I+TKzbDqwlIInRZ0KnJLndDiwbEIRpTyXbeH1ww8E54hJa0sXRhzC9VXfh3dwfHrCuQGCI46CT2fWbdGF34QPP/wBKa88nAYeDh6aMitF1A2qlDNlW8ibOrHjRqZ3f89wfIc4mM8/qI2fyfOXspHzokxOF/REl8DzT79nm1/ZljOvz+/Z1plaM/P5E88fvuc6X6m1e6Im25g61Xr+9IHXj+/ZrmflsOTKkivLD98T/E+EoHyTaToyHo4M00SIajrs6oqXTV26cgEHwTem0cGmClOd3emtvReCivdIvrlmu460i01omtubqnbdRFluqXYv1P2+eQQVqQ02CNaa7JwGv+cvmAnQrSzQg72/uj2kj7ArWFqymiO5qE5it1REI1AXv1WeqF2fORWpK3rVVry1xPM2k+tGw9FcJBGUVVobUjI1KY9GOzg6on8zU7L3bV1G6W/DDmN9W5pF7dmUGGYR/G1OhZ4JYSlZsWrEU8tfiXBV7YNxrtc8sqOxzdKZfWCvqz9ZS7XWxrosXC4z58uV1+uV50/PvD6/cL1cdBR9vTJfF+Z5ZpkvzLMK6Lr1hcqf+O73/0D+9a9w6Jh0iMrpd1Skrszzhcu8IWgrTxDmLRO87GPe799/ZBgfgEhMIzkt5OWM1EHnPZoGva7knWsmpGjqUTqVWC21aobWr7nw8vpCyZG8JB5Pkfn6iT7m3ES5ECVvlJKp5Uxp4F++AxcRAtNXX+ODDlghWUlJwwHngtLN11ekbvig487eC68f/qgiN/OZbVvJ5unpfWAYj4Q44XyCrp9RtOtS7IT3Tg2nvdfSAFmpW+Gar1zPyoFRS79M9I3DGE1VWpef7yIyXnW1xGr9KtoBapZddnl9RPUwgjl+4dg7E/3xczS+d0D2mGGCNqGXDr4DZm5/jia6dzL62Kh679CJU98P6XJzmHDSLYx4nJZQdsKro4QCiN3VS0Kz0snjo99xgg54BiOgITbX5BeaC4SWcNR9TqMLF2vZKQaCWqCUyr3wjKePtYtygO54TF3PwpPuhKNUF+UGE6hnjkadyi99fFl7tKdK9JSoI7HGcJO7G2UQRmta32fjILy+vvL8/Mzz80fev//A+eXVNBihbBu5FNY1c7nOnM+LfWpncnV89/v/TG2LtSOVleijh1yQuirHoFbtwZvQ6bJtnKYECFvJvLxcOBweiHFgGA6k6NmWi9Kpgw6VNXstUMr1Ol9MRNVZO04XXbP0M1dhWdVKb7s6puEbrpernlhm1rOu6+6ita2zqliXjHOR4fRrHr7++9uClGp+JiPiPE0WWl2VYRr0tIop8fL+B9b5oq1g53eAz/lACKMGmcYuXEMr9uHpohuiZzwkq7OVlRhQ7GGZZ9Y5gNd7F7x+203mVUVnoocWdXahNRWjuQ3Ndf6C3idpjeY90TZURLsmuoB1R9bm9m6DQwOB1H44ibqB0aDPO3inU6Md5ddoQrC5jT1Q9FXa9MDQH6u5Qedn3OZKLVjtA1vYDE2HHPRndI6FeOM5+Eh3pPc4A6x7cLKuSLOCwelAVxcJUse4igvKet6nVndOxA1X0a9bqQcmoFQ1qzJym/e9vQtYRk//937Af8HjizUzm6nq1H3y0BBqryPb+qGrrKYg1FpY18L1fOb9+5/44fvv+PGHH/j+uz9z/vQ9QxSi1WzOq6JTa411yzivBrJio8sfvv+vlPKRbduQ5vjVb/6e4eGBZf5AqQvHMXFdqonksrNIvdeFuqyZYUj4unL5+BPbPFPyv2AcIo4jRHXe3uazuZHDMCWWywu4REgDw6TWAbmo10YuDfzAND2xrWdezx8Yj294OD4hbVW1rLrx8vxJO0YiLKsOddVtU42K9l9JD7/i7bff7hofcTyp74iBV9PpK7yPbOuFcv6AMID3xHFSa8M0sawL122m5IZPK/PrR67tJ8q2slxfCD6TkvmsVCGNI9NhUI3LCqfDowKS/kpuV3LOHFJA3cgrHz7OPD4cLItTVmYKniSN0tNj54iGM/S0OEWd96jNxGyyidYUwbvGw/GI8z0DUDEbp20QIOJd0c3TNxnarvSuj5jr4uzpepNqsnH9FDZlsWZhzqY2b21SY806oE9/Km1Uu3Q4SAY2moiND+pZ2Gqm0qjeMR7Uo8XBrjgljPQ+pw8JFyacn3BOT/1A2x33RApUh5FAdhEc772ZXnU3Mk/bMwnLgry220OIBCtZ4RbrXIcM+t9FCDX94r3/hRiFApA4bb3RepBwdmMMvXV6I3NphFwITij5yvs//0f+y3/8//KnP/6Zn376yHScePfuER88ta7aLy/qBD5EveFK6VXx2h9//A7CylZVFOXT88zf/O5bXi4rn86F17nu2pedQqv29A0JWheneOTx6Q3JO1qbefnh95wGyI+PDNOoA0DbatRoHRXftpWadRQ8DolpSrg0meAL1FzVYbsJOS/85//wv/Gv/92/5/HxLafDI5eX9zjv2NaVshXTwNhYt4V1ndmuF9r/9v/k3/77/wdvv/kNaThqABIdLirbwuvze05vvmFbLlxf3vPxhz/y+M3fU3Lm8vyR5z//H7y+zKxLxofEmzExjZFtXfGDcHz4hvn1RbOFsICrpOlArl4D3raSi3CcDvgQOBwGcsmsW+YwRQ5TYtucSfQHA/8KkqwnH9B0s1gd7x3BB9YtqxuC/f00OkvHRU9XA71jVEnFMUU69ujMTOjW2LMT30q+3mlxuL3e9tzYl/1kt66pYgr2v9b83gLVb7BJzqZlizNx6NagNsWihkHTCmmFWr2qqBkPI9dKKJnYJSFjRDGGQrerCGEEl5Dmdo7NNCaqjIgT1R1t3ko4vQfefY43YBmFD52xKjeRG3uO4kV1/5qDXdfi9rDS5hc+vqz0qI1ciqU6OhSln2WzNLt/pA7nKvOy4D0MSVPMUi6UPJO37lnhmZeVJqrGXa21FIJnHJIas/hbStikcLlcIehX1uWF777PnC9nrutGaWLalLZQLHuspqUYYiCGgZgODCmAbNSyMs+vSrgq2WzjIA4DkYBvQmk6addaYcsrtMOt5w84l5kvr9AWKo75/JEfv/sTtXzLmzdPpOMTp1yAT9Tyqp2dXMlFZfHwnk8//Te+/8N/QgTeffutmtg0lf+fL590YOv8TF6vrOsC3nF5eSavmfl6UcBMlMTkELbiiONb4nAEqk5bbqo0NdSIDEIuG/Oi+iGeBk3p4SF60hB5eDhwuSw6wh4cp+OBkvOeDqcUyXlV4M9B8EJzPR3Wk/u2JvSh1Om+cpV7oIQ8t7cA3Q2QAMmI9PajPd9S8q4J4tEUtrMUvb8FiyaNKn0Gw8rn1qhB1auaAE3vj9gUae0yCfRSWv1Dut6ldjlMpMnfOgxSK817aw3emJIddOxFuhP1tpWaEVTrdBxGnIvkbNqj7q6c6mWCAbT7XJFlUVo63TZ+0/aG3nfriNwDot0iQ/5agaJUXdzVaNwBIwQ1+5EGujgHrlTWLTMM0YZfLBh6b6BhYdsW1kUdu2MctCMA9ndTPw5BgWCnRrbblvEpaFvNFV7Pz6y56LxC/FzuPDjsg7wh02E/LaIKiIj6Z5bW8LMNfwV1KFP6uWe+zkac0lOA1khD2gVIvPNsi8P7gvhALZnnjz+qDWKaeHg6MB2f9HSfr7dZFOfxYSAmuDz/yIcffs8wPfD2m18R4kCeZ7b1zDq/KM4xn1nnV5bLCyKN6/MH1nVjW1fERW2LiaNV4ToviBsZp4Nu4JrteoLpalbyoiY+zqkxTzBhmg7EHQ4HZc2KnuApmRRgzbpBnWdrUG3isoOjrSrPANr+ubN/LrY+rNzsWGRX0VbMwncwQOtr0TTaSnMDADVetdrMk7SLGYutQ8FZ0FRc3ZAVyyxUMrFZrd/ssNPnNfrwI7fN1xTwVB/VXvpXRLz9MmCzNcQ5o7K7ff9qMDR17qYizV2WQd3NBnyrULp/TPts8/fORRe02b/2s4fYPrwxRt3+fj/PIH55kIAvDBRrKZDVizPFaJFTw1y4vRu8g+abGf02SvMEHOPhDcPhiTg8I1K4XmZCHBhGnXnYatEsxevgzxCDWbYJeBVqXUwJKSAcToltLbqAvSoUzdcLy6aovotaFtWqEunRq6xd3VaqB5884zDwfLmwPp/JTVi2gognxmgbfeR6+cSQ1HdiSlC2hePxqOZEQQGjEMOeXqaUWOczr88fiGlgGH8DfsQHxRO6tkOX4asls15fOX/6gefHr8j1/8bxeGR5/3uur+9Z1wtPX/095+fvmF++4/WnP1OKM3HbVecl/KCnngu02vjw4/eczy9Mh69JYySv1ZSkHaU01qWxzpnjSVXHQvAErzWrGMYwDANvHlSLUzkwSu9OQbO9vBUTe1FkPgZHCrf6uTQhdeWou8pBf2/7PmjidJ5K2k7M6kPK3gVq/6bePu0teAsM3hlIZ2bNHZyMFjhLFxbqqmTNNDUl3hibTQWRqmAqa9UOFc0YSiv6Ot4Toie4LqdQ7aIipVYd0hMMxATvbZK0FVqZCUnNjxW/Myd0zec0wO1ll0bYe06F/cseHvrvN8uA/Zt3jMTdZ75y9wHIl4WKLwsUy0Y3xBH8bs7inaMawOodhOA5nU48no4MQyR4oTaPT086Cr0sLOdXAOrRuAWo94N2D8yHIsFpOuDQdDFGhy+NLWuLbhwPHCbVPyi5UvLGmAJpSCrSm1dKaaTgCC7YtJ4jr2eCb6R0JAyB5+8+8eHlynnezPnLM40jYxoIMbKuM6fTCIdEdI5aZqRVxnFiGAfE640fj0emaVRT5Lxwvcy8f/+RKo7f/Iu/I06ZtG6kstn7VR0OH0a+/dv/C59++jOX5x/46Y//ia9//RsuH/6AiPD05reAY5uv2uXYVnAjy3plma+U3Gws/sjjG82Ualk5f/gvjMnB268ZDw8s6x/IDbYM87wxJEXI0zAxHk44HNuymD+HtqBTHElJR+rLtiAxMI6J4FWcJ9d21zFoQGFIRsfOsFVhtI7Jfj5a9qGZha5bBUz1lB6iNWa8Uw8YtBXd9T69AxcNTDQJQKngYyD6ZDqjheQ9LsDmCk6adYCMe2C/O8MwdMoy3JUZfRu5PSOqreJbgKbmRc4JXabOWZct50xtjciAC87KCIcQCChxS5zoIJ1Usz/Uksp5iEOk1T5Dok2CZtyJXsSJmIhP/9pdeScCHu20fZ5x/CwyfFnT40uHwgwtxltm1AkwguRqcmmJGKKetl71CLrTeRMdMy7ZDHT3NKqxbbNuAEt7xYNvznrKHjXI8rQipKGBE4YxgRTTYFzZsnZDXEjgPMMw4C1EB7za7CV1IfNO0/HrdeHDy4XX62paCVruhKDoc94W63crDiMuIbVxeX1lW1eODw8wDjjXcNdMy55cNj49X9i2SowvvHn3huPpCcjgI+JG0qjmxA0HfqBuF0R0GOz86U+kVIxpGFiXhdIuXF8/Kts0TZS10PKCR2nY4xDwFdJ4IiZ1EKtNeP/+O9ac+fv/6d/x9O4b1m0Bf0acMIyjgb2ZdZ55ePpa4b+snI9ajfkXPZHYt5SSnDxq0rtmm4ERPcXDLSWuAoZ5q8G513mMrsrRf3lvixtu4/MdhDMHLv3HjkFY27TrALrbnIU0Z5wXaKjre+pQwR3tW3UzhBbE1qbaINbqqc1Rct5dzvdePxrIXIXmVXUd+txFw/uRzhAtZVPJSFewpgwVIUYBF3AtKYtXDspctlIZ4zloCdQ7QdyVHRieq9mju8+wfrb7Xb9mvXr9mr9hH1/y+ML2qNhNU2TW2de68GdwikV4Q2G7kKv35sJg47hSq/WPFdmuNTNfM+uaAWdIb1C7NRxdTFTrWyEmb7qBXgOD9aNj8tRN00adMMSGuiLRB1JMxJDwsftaZra6smxZ36vTxRyCBq/aGiVXUlJj3VY9rakDWF5Xct7ACdGfCF5wToNWyZnLdaEWmA4JEWGer8r/EE1TfUwErxaMzY1c1gutNVzJ1HxlvXzcF3RZVnJrbMtZpfScI+cr3kMaEupb6jRr8wEfRtKQyHllfnlmvryyrRuPX/2Gy/XMvCzE60xKCvyqt+ZGzsXusd6z1p3eMWyp9ToZRJzRmTGcwfRE/S019pZJNFGODdzwip4E9xXdM2Qd1Vex245j7PiWc3cbw15s52FgGXWzoKRdBy9iQLl8tpHEQE1RCoQFmWqzSF4VyIPr8lfa2QOw2ZzmK763QukB7faesYDU/WrV+UxZlt5HJPXJ134IAagI8Z35F13bxWC2W5fGuTtH+z641g9m+fzm9iEyB7dBzvsP4J9/fKGl4OdBQjX/NE0NTnAuGsHIkYtShMfoGROkJECBmqEVTd0CiCus28L5srFcs3p+RJ0TqNJ0kMquSclKhTQOxEE1BDTzjYwjHA4Ty2XjMm9sZaOJY0ieYVApvnFM2qduSr/RLkbWkskW5mi96myj7rU1YhioWcg0VteIvrulV2qdGaNjTMlUyFe2dWNdG8N45PHNtzx9+zeW7naHqUATR/RJOQOiDu21VHzSmr6VK1IqOW+qMuWS6lFk1aicLx8Yxgd8UGHHsm4glbptODcyTE+EFBiHBdrG+z//kX/zv/7fWbOWV9syE7zsIHLJmdfn9/h4MMwiEUXI5gq/Z67ilY/gvG5Kp7Z7zbQl6maZA8ps1IGtTtZzDFGDn6DdEe2qmvystVXxHfPRQcI+T+Q8ePF0AQxty9ugVLhlHa1VQtQT37mgYrlrtmCjGZHDxKLF4fGGixRrmwZqVRMjB0qCupPkQ/S5YjoWAGqwYybFRnpyzpsLnFojrKbGXkMg1Ingwg60O+Nk9FgmfSObgLD+6IJOF/avgw553XIEZ8Ctbdjba/WX65+lv5VUv+TxxUNhfWpNHbltCAyUjGQGKbXB62xoeQo4EsfDieg9La/UTfUfv/76ERcby3bm8nwBCl4irnqL8rqvO/03LyvruuH8A8M0Mh1OzE2Vn/3oOBwH6sPC9Hrmel2Z18K8COPDgeHhG95+/Q6ZXzg/n5GS96RxSFpqeKeA15qv+zV3D4nSGpRMm0uH24lBGAjUfKXJkeQS4h2fzleWreLHBOMT01f/M4e4UdYX1usztbwS0kiVgJgy9Dq/QtuQCvN14c2737KcXykVcm28PP8BCmzrzLJcdXbg+E6XT1Zvk/N5pslKGld14DqeCI9fMV9f+a//6X/n+bLy23/xt7z9+u9wLrFeP+nGqoVSVrZt43L+yOoCKQ4czGe0lkyrAkTtBhjXQH1QB7y5W3nv2TYVDK5oar9VVXJCFLj1IVhJer+qAv1464rSexYhmBUllnLbH8w9XFolxaRZi/c2Oy3UthJ81PswHXZ1tmIdmeDVt6R6IZl4kNKhq+EXiVwbg/dEvAUyIz+ZtqbUjEsHnI80Ktt6JQ0T3g2IdW48jhhGYjrR3KBrBVFxZQw4LSZQXDYNcCZ51xAk5510dxvJ1CxPxOnkcdPyvLuC7dq8dAxIHc6dNDDNjT7Y9ksfXxgoZJ9w6+2j7iuhFOeoF29yaWFvxQVtOaZEGiAE9Qb9l3/3W47HQF5n3r+HZVUi1bpVtq3g/EAaJ/sQC2n0jHit5aoy+B5OR7ZVqcnDdGQ4nfA+EuOFcF1obWM+v9CzsadjAFfNrMeBi9RSyaZCtc8kBE/wnhD8jsO4ZiPBxvzDUusU/d45aAXWrTKvmTBktq2yZJiGAXEJUDHdXAUXI2odoKddiIEqheePP/Du29+yNUdukIuAG1i3M1tWla6YDpR1Vcr7tpHXlW3L1iKsLJfINAUlmwmMh0c+/Pn/gy9nhmFUU59rZhyjOrWniWEUgn9hvl5YlwtSC8fTwURwIa8rIJRSdK1mzxATXfY9WBlQbECs62jWqlmGd9qBEndXa3MTwe0zpapCV3DiDQsJ6EiIZrNaXnkVfLG1qROUvRTWz65b9IUYGdNIK4t+1raTanEUDzV0GX9rqdPI24Z3leojwQUV/m2YfFfPGixgoN6yIo1SM17AtwGkUgRIkMwisuaz0bVX3dC+S/Y3Uxfv4/bOeEF9g+s9Cz2o2XW7him6K9grxpLey5WmQVrFd52uXYe2cf9acv1YLOofSGeceR8IVhM2Q146E++mwOzVAChoXex94Ouv3nKcYFuDTji+zJzbSjZiUMmVMDldKFFLEryewq5pLZqS6XEKBJ+YjoMCTkbk2dbKeV65vj7rInmaVK68aQ25bitb0UEpXShuV/9RPoe5gImZ6nagzWpm1Zdwe5oLfu+Zr9vK6+srH376SGwJykzLCkb2cXqcXov3Ko3XtoXl+sK6bkp53iqXlwvXeWGbF2PvCXHwrNtVweGq04c42dPr2opiMU0dy8bpyLacWS6fqFkzv7zMhHAgDaO2Rr1nOukhUEyyvwyRmKLeh1psPsXAttpowSjhzUBro2Jzt5xLU2PhXVGpt/IsO5C7Eryn1F3IVjkG3sQEer1uKlRW/kAHxfVXbZ2+rd00kUqMgRi8igHTjGylQayUSgyAAakhOBzV+BZC80K3AtBBqgBmIN13hP7XgpNUkAzGtlTsQg8IPVgNZ4C7U70DuDvNC48QnJ5wwm3N9QCrP1fUS8RIYjhVNr8RpW+FhxZQfq8CvmTe48swCvoIeT9Bgv4KNqPRhToQor/5k/Z5+el4YpgmhnHi4eGBt2/foDbuwjg+MLsCbaNVIZfK63Uhjif8cVD16DiSkgaS1oRWKmEYDGxU5CSNB44oaaXVzDZnliVzvr7w8eMnPn4cmZLfZwTWZWHNZsUXtO2lJ4XWmDFEqjOLegHXHEO8UXx7LeqIGHNfQbwA6zbz4f2P/P4f/gGWE2MoDKFxfHjkcn4l45UV6RohToR0JOfMtl64ns/ENLCtmecPH/j0cla/U5Q4lEpmWa+6wLxnGAJh0Ho1RsWKwnDAt0W7IQTevHlDXhdqmQl+ouQLedNhJh+wqdMn3Ry1cHn5yLbOeH8kDSOHw8TlUmzsXdhaoeYNR9901RSsnA2oaYdiqxoUvAHVzhBOEbHWIXTdS4d1JGDPOlJw6tqFp+Eo2QKBCepotmgnqYDUVfEt64SUsnE4PO7BIhjrU/UtGrmoYExfQ9EHm2rtMglK+U5RR8JFin3edgju6jF+53aImDWjZDIgXnkpPgzK+/iMI2GyiF5VecTSGyeV6MSU0O6yCHcLE953kFKJgK57hRtzFWNQ060K0MNDMHLaXyNQaHanKZgPXgdQbICnj7o6hwWIsLeKmvlXvnn7Ff/uf/m/8u23b3CsfPv1Oz59+KDCNBLIuWqZ4gM02PJK3hZitInJ8cQwHHFxIeeNbVsYBjWUdZjGRBZCPDCdQFpmy6rX2Gpl3hY+vMyEHpltgQaPtkSt4+GDdlgEWFdd/LXqSZtR3crjYP18L4QYESqlOkrzjIcDw1X5Hsv8kf/wv/+/OH//Db/+5olvvn3L4fiAk0JZMtk+bKUZjwQ/ktsrP/z+/+S3f/e/cDgeeXh34B/+83+gcGA1wZ/jYWaaNKMKzunYuh+sPtVycH5VEZt5vnB5+cjxOOBoxJQYj0ce5CuVypdKCFou1LwRw8Dp4WscopyXRWncj2/echRYlyu1VYYUVQvT+AydTOmclofSlMMyb5VcdC3UpMzIFPVe12bkKu8RBwE1dhbnaU5FmqUUEn3zdpWnQHCOFlTfoQUtG5z3TMcDl/MzISTtevnIti6klPDuoJYIqyqoN9ShTPYNpxyGISTNKgFXq2peOjsEvGiXyzIi7yMhaSbbN6d68JoNY9MyR5IeBt41syQVPeG98ix2wRkLA5phWbYorjPDQfr8h5Zb3pS1m9eWqhht1aOZdfAO8ZgQj4PmNGOvf6Ux89pECULeM4SBPtrs0I3o9ywimtKvMjM3KvNVOB4n/tW//V/527//l5xffuTlw08094kqjdIKzXnSMJK2SvBwnCIpQc4L61qIw0g8japgLT3yB9Tj0UMI5CKMgzIk4/TAeFw4bpVcC0vWduj/j7Z/W5IkSbIEscMsoqpm7hGRWVlVXX2Z+9DQYoFdAtEQ4Q1v+P8XEAiPwGIxl97qqsy4uZupiggzHg6zqHlNDzqiadOKojLTw9xMVVSEL4cPH35jSDOiBNHl4YrWwiCC4d9Sw6J7jCuoWYZkGbHEhO5hHcd+h6BiWxe03tGGYykdt/srjrZShbuT6bjvX2E2cFk3tBsnh7fjjhEDkP78x/83nj78Fr/9w7/Dv/8/7fjzH/+E/egwKD48XbC3Ng1aO+7kr6wrSkwru91fUNZ3KJcnyO0zhg1slwuk8tp++N3f4vPP/xXuA613fPjN79DuN7x8+YTb7ZW4hfucR/Hy8gXP13dRFbpjtI5aC/qDbqaFihLp3IIqQC0Ig+AEa9uAmWJbFLV6COfGPFhoVBAGqhP7ycKmCrVGx2h8dIGD3PcdS61RGlVslyvW5YJ2NAw3rOuK1l9RjJWU6+UC91scRJ9d0EVYNnehTJxWmRGzhlw/8a8VtdZ5kN0EwIKyXGHd4Oqo7jA0goiiwRMRDpsWxDBqTkH3MAKucRyjy1OKQmy8iWwQcoM+SVX5K2zft5meRWphxiqUMMVjhZuYiP9aehSZ06Tw6aMeReaJHFKioeswYDLgA6jieHrasF6eqTp13AH9BcM5D2I/OhycSs0Zp45tWwFxKnd3irpen1ZGF5WYhGoJKyqA07vsu0GEtOZlvWC7HLgeDdd9wcveceSk9bhmc1rZrPen9LkIQ14tCzsJh+PYj5mCiSqknGPvqXFJevBSK2p1SOt43e+47htabzEIecewRlJTb1B37PeXIDkd0QkpuL98QkrD/fS7v4EbcL/d0XoHxmAVyQl6HUejLsSycOTAiJL7YN769P4n+PFK9XBlG7JoxeX5RxyhLm7mWC9POI4b7veYL1vouZMH0BrVqGvdACdXxpNC7Bohr3GAsHMzpxpVpgjuQKeDDpUrTLTeIqweFgi9EVcAMr1I+bxkBWOG++Ls7+hjEDjUEIQxA1DZV4GYUtbKFJWhuEukOAEkzv1clN2ggUFJRCipPuYOIMq4Vdg1zerJyUkRIaYx0wepkMD0EqSks0+eTaAeIhQeQkpMerS587Cn0hX3X65QYh/8shSYSmUQdSM/Kf/8GoYijUTm8NNQuE/AMjc2yUoH4A1WgEstkWtx9oM7F7n1gfvecLsdcBHm6K2hdcPl3crcN9p87/dXjP7MGnstJCxVhQxDznHsY+DYSYRa1gpV9pJs14brfcdWC/rg7GtzCa6/EJ0WQfEEKYP2XSqbqSAYYhiNqLymUdQanAKuO6/XUeqCbXMcY+DT5xte7he2q/cjooYjOmhpGNr9BUlIG+xtxrG/Ekk/7vjxr/89fvxNw+v6Ba9fv+Djpy+ohWs4huO+D2gfWC4FLgv21lC9oLeGUhc8vf8t7l/ADRqEqt4HLu9+gr98xrH/jON2w/vf/Bbr9Qnr/gW31xeIcBIZ3NF6w32/Y9tWDnASQb/dIvcFZp9F7IvkURQRdpXOtVWqXnWnJJ6AkZGzvq9SwhsCYo7K8WjpgNlUGGGzpKEIwVoRCu9syxO0hJ7EoPzAsA6RgVI0IqERICGjFtHY23LicBCBayGIjjI9uZYFWhdM4V+eU3JKhI7OLKohIDZgBqghCITBBQlBXRWhStjj2VXO9KA2hoCU7VDSikjIPUFinYaDj8BmwYHDwp009ogm4ua++dx/N+Eq68jDUsYrI4psnhkwONBJy1YMKBi+rcsCQccQglIve8PPf/oFf/rjz/jllxe8/7Dhtt+w33fmisMgxrbhZRGMtuP1dsfz83uG0KWirCvUHGgdt9evABT9eIWNjttr4QwJXVGXC7Zrw7I21EZrPGaOeYZwRSUYnRxGsy4L1lJgdgBquG6Fk64KKz0qC9wrvakCdVmxXS4kVK0bLtcLhv2M+37D6+2Vc0W2T7i/fMXx+oL9/orX+w3b6tiWOlmJzHcb+mEY7UD5+R8w0NH2G+6vnOUxBvD55cDn1x333bDWgXfvuQn7uOPeBkSMOMXLnWCarjAt6BD0w1EvG8r6HnVr+PM//Gfo+oxSn/D8wx8w+v9Go2X0euta4KOze9QVy3rFfr9DTz/GJCFyYbdA6CVBPu4UVZLphrEdfq3ZWs5nMACmlUIHcAyyXjUOcjJWUwkLWtB6x7KQAHXcbljqU4TuJaoCHe4jcDbgctnwMu7kL6lQBFiFk9xDwKgPh5uiGKt5re8Y5hgokK1g0wVFFBkSiFZGG5Fi7LcvGJ3T3CGIhjD2h5gPloPTyoRGx1SxF05Ihy4QXSEFEGcLACXuLNKmB/2NWUnxM9rIdGqK7OZc8xOn+1UMhTsHlgjGuUAiULdQhy6AcmF7a6gKyLJgu2woRdCOgdvtjs+fPuMf/ut/wp//+EfcXu+4vvsBdbFoUY5h9mNgRGMQRHHsBz59egH0Al2fcdnWCAkNagMqhteXV87TGExXVAtUmBKIa4isnANuJXJpZn70CKIB1GqJnpAXwHcUHdgua0znrii1AlrQXbE35uDdgHV7ZsgbXZW/eX/Fxy9k1R3Hjv3+BT//6e9x7C8YfcfwA9ftPRDgU60rEHgP9QQKPv35P2G9vketKz785ne43+/45eePgB1YZODuzh6B8BhrIUV9XS8YY+Dl859xrCvqwsHR1+f3aO0G+RQlOVc0c/zx7/9XvP/ht3h6egetF/T9Ro8EQMv2gBGwfLnUFT72kIQLnkOEu+YxZ7QU6BjAYMVGC3s+hg32wygxnuwIdbGJWbgbWqNeBscUssQ3QsMCUKy14H50aKGYjcFx7HeOaywber9BLJS7TYLXwTkmnOI+gEhhmyn6ASzLirpQQ3W/H9DCsifxsldY7yi//Rss2zLnwHLLDiC0UqVu1Knwjt7uEAHMVlQjN0iWhuGC4QPmCngqWAlSC3QOOg5g1a3BvSDF7RA2g3b2L8E36peq6wRIp9CxyuSe/O9uKGjJLXL7uIHIpXpYsGIc7JrvLbViW1dsG8HN+77j5etXfPzlZ3z6+RPu+4DLgvXyDrX2AAZ3IFF4AxC5o6Cj7RxHWCqnkBXhQxcRLEvBcWf9v/WG3jtEFnrm3nHco9HJT9a/qgR3guU7gSBK19yYMlCkB9pNXshSCxvLojnJHKccvaWoywZT9mX4dYOWinfPG7QW7PdXfP36Ce4NKjZLsgmYAhw8VOpKxS5Z0Mcr2nFjw5su0LLg+vTEPpalQUvI6fuADUOtBa3vUH2CCFCrU3cjmH6iivWyoY+D6c5xx+iNzMqSGMaK3pkSDTgwOkHDCPNRWJKMXRrqz5iRpkRFAMaUQDV7f4itJCendcNSdbKwzWTOz5UA5oZ5yBY0FGWzH8uoI3AFjzImhyIf7Y7q6yRnWT9jnhGt4eRokJx09BYVEj7nPjoW2QAQWKSuazSQ2UC5fcH6+gSDYVmfCLRH+72NESLKLVIifhdZnwcd0ajUEeVFRao1gsMTHA3x2cYgTvDRbAASojqOcCQZiTxEFLm/i8w1PPW9JqTxza/vMxRR9on/wmR7CYJjDpQRYjNBJ13qgsu6oUROfL/d8OXLF3z85Wd8/fqC1hzQld4SO2cnlAJRC3kwGoKlFIgPHL2jHzv2/YZtp+5grSSxLMuKUkiwGb2hHw0Go0L10dCOTlWpTD+RBgExUp4rR+KVo4ihKrUhSymz9l1LkqyYnhPE7JEusN6ndYHKwqALGy4XY3myKPbbC/b9leXYVaP8G/qYoZdQ4IHyr5BywWKG/fbCQ1oEQMH18kTNjLVhXe+432l43AbqWtDbDQIqhl2uF9xffwbccAQxa91+x4FH7UA/9mgtp1qXSMGyLDHGkA/XRvTFeDb1VYjQmzLXp0dHDgAyD6EiQIozP3d+NwlTjCD6sLmembbkM0qSlj8Y46IUITKEQE68x/wczdf7AThQKjVDYgxGhOcOGyEnp4IqBffjgNtAKTROzR0C8lFEBGN0ZPemm+Aor7i9fIyPFEipWJbLFHX23mJcBbUwRLMtvlObwjlnhvlTmsyokEimVWkoRjTIBDciJpjNjjU8YBKxTtzHTKfmTNW/wC6/w058/+zR3vssq4jUfEYYozN0F8UoHCL7w/MTni4XrOtCzYg+8Pr6FZ8/f8Sf/vzn6LQcqOuGp/c/we6/QKWGZ+d8i6MrLnXBVlfIUoBDcLmuuF4XuDfcbkwv6lLw/Lzi/bt3KOgo6PiyH7jtN3z+8oL96HMwjCI2YGxYdaBWqjwtC5ekKst6S2gcEDQzpAZA0F2gqBTIDc8jArTOYbxaQu9hWVCUv9eOHV+/fqRsfUrCOXNvs4FhA/3ogN8hUuGyoBbD87sfMAbHLPbjQF0+ALKiLAuui+P5+Rn321d6C20o+gwtinb/imW54Mcffo92fwWnu3fcv/6C0RoxCsmqPQ/4/fYFvR149/4H9iBkuIqC/b5jKZxUfhyOdb0G6t6nR0vPS9CO6UK1U9AmR2aYKSxUsMcgUFeX5BA8VtQUiPdZ5t8aepZRyUi6eO8dVSuK6pyJeq0XSK0BrjsWOQdSpeLau6crbi939KNzsPBS0fsN67JgWVYs6xX322ce1khX7y8v8GEYbSflHIr1csVyuaCsK4oK7i8fYf3AgEN8RdVl+vWIwZlmuc99NU+wAz44YsEz1Y+UD4KZngAIMZ54Bh6pi5DQZ+M0HEWjoV/l18MoxmiwXpEj8NyPsGREl1V0su+QegGRnqgWPD1RJq7td9xvDT//+U9orWB794ynd+/xX/7+f6GakoN55+hRlxdACi7XFc3p1VrjA3p5/UyJOS34zU+/w48/rNiu76F1QV1X9H/4hKqKUZKai2gM4oPZFuD9+43phLK9vdYauSK5gPAAw4ISjIik3BztOLBuqfeZINKB3ndUVJRoAS91w2h3HHdOOVOlfBwnh2+cO5peQgWuit53ILgD9foOP/zmr3G/fcXr18+4vfwCkwtDGlUsywXP7/9qhruM/Ar6QSGaUjeoUkwlfDRu91fYuEPLQnJS2dCV9Pl9vzFNEVY7SJK6wEdDU0ctwLZplE7pOCyavgBqO7gLmg8MC2DTleF2bORSDDF1AR5RRB+OpeQVAi7kYmTZXaWcVYMwBJT9j7GCxiUspQJC7sHtdsO6LgGqUsqx1JVp9KA2imjB07tntNZxv93QjzuWunKswuhY1xVPTx/Q2o2RlRnMOnUn9lDJdkNvT6jrE+r2jOv736GuV/T9K/r+GbABkRVaNkh9B/MLRgeyCsEUgftqCPddO/aQTqRB00g/3IxgfzXYbPAqADrc2oy0PHdV8EFQch6K/pqGwtAt+fOYG5JlGp8ddgLm/PfR8SV47aUoarngdmt4ednx9dNHfPnTRzz/9AeIFnz65WdKq9WCZS1AH7D2QD0VYdXEiPrv9xuWUvB6+4L7/R6e2eD+A8NvN7QerLlaoXZa1qIIabuCp63i+nSZNPTUytBsw41GBBFALHtZEPqHA+JKgk2MpnfrRKbFUUQjchCMdkPbX9GPG6jRSDboUitKpE5zFiaT/IjWuCFHP6B1xdPzj7hc3uHr5SNevnLamjXgMIOW95CyMtcfUQ6zjjE6Xr/+zEMyfJYoS6nweA+btwyjR67vVBTPlMjcsY8bfBi6AkvlYV1KyyMd7d5Z4otKmGf5kqpSvXcMY3t9rZXYw3g7DcvcSZDWB4MBRF4eIKd5RLhMxajdivgekgKVlp4jKgdnqLpSqKdEWTE/28xw3w8ALKubkQKukl3FHaLAUlegcoDP+eJcjmEH5Cjk5AyBr6E/UVaU5R183GkklA2C3eVNmpCO1gA+u9FhznYFpnZLUN4djkh122CaqySTDSunIfGImIRGJjvf5DtAzHx9pwp3w+gnh2KMHkbifNAZPrkK4AO3G/97XSu2BXh5vePzlxd8/vnPaHcO/hmj4ePPPwf/oGCMClhHd58LgACeCugRzBq6Cdpxw2gH3IHb62eWkTJEc0q1SYj0WjDuSlFsGyXotxJsuaCcjy6QQOvlITVwL/MA846S8EJDKTVH1rNKcUq/0Xj044be7hjhwVTZR7LU1DTIDRPXP1k4EVZ2yvAv6xV6XSBLBeQXlNuOY2/o0bBVlhQOVujOw9JHw3H7Ci1BMgJ5DeQL8J4cY4KxHJxj6KNjxsEPpTuyLJlWrEvBVE3yzJVPPkA+C3MPdD95JtH3IRIKWD7FbYIDdS71PBx5qDGBSx8OE0OtdX4PD7kEFoLoWh0h8kxDw0awnMhFgL73EI1WivUKwmEkTcSNLM1Utn5YF4OxwmAD0jvc7wBsivuQYLXEOAlOhzPEFC+RmHTPj1RnR6mFA2YTV/A7wmmyopr95DW2S+Ajosj5JNzH+ni58/WrNYW1Y0c2o4zRAXDTn9+em12xgtzzfae+5LoVLMXw8y+f8Od/+BN++S//GZfLFe244fjUMIbjw/snSC3wpmgmOExRayyuFAwD1lXwbltQlgWvr3fcboZtpcWs1fDl80fsjSFnTYRaHduiKLXi+VLwfH3C5XrBsq3UnOxBOdYCrBXW7rHZ6PXdyBi1ISx3WZSr1AEM9PsrZOmodUGppObSww3YONDuUbJNJRQ41mXFsq7QWulFR6QLHiBmpRCuGVCCOj5aA6Aoonh+/we8e/oJt9fPeHn5hC+fP6P3Hf0Y0HrB9d1PsLZDxdEOxKQyQHUJTsAxd6bODl/27Axj5WQM45jCqOuzKSqutbPzsi4aZWqmQDb8baItCjILQ6NSwoj4ROymoUhmLJXNOEt0iSiraIr0GsYo0XujgJDvsCwBLhsrJLWe27KUgvuxg01cBaIX3PdXXDaqarsWFKEhagebCC+XFdu2TjC15DgAkCekZUGqaI9hKKm1GakRhKnxgE2HIQJKKQqNBVAhyjT+zALCASVlO3gQcDDlD2wtTCZTigfHolLgRafkQynh2AVINqf7Cf5+6+s7DcUdOR3ZH0Omh1CGQCEC2CunR+kN99uOz7/8GZ/+/Pd4ffkF0A8Ynw7U7YrnDx9g445+7LjdDw7zUTLf9vsrMA789OPv8B/+x3+L53fvoGXBx4+f8O6//D1++eULXl7uuN17iJvysG2Xir/76x9xfb5wQwDwTpXtUlaUsqIWDsCZ8xpsoFuFFzL1lrpwXgMMZgVWlYN6gemxgIHRXiG+QOXCunpvGONAazfsr58QHd9wZ9VkWSujg7Jg9A6PvgCIRHmO3A+NFudSr+hoJAHtB75+Iulqu17w42//Gj/89g+4f73h65ePuO93tPtHrE8fkPMxVAX73jEGDQSHNxNgJpVZUdc1wFyfQCDFZjmPdW+Gp7VGBMuo4/X1jqLRlVkoIUdvxsoMIl1g4hBq7eBAXjci/DADJKjPQoKducfHcFShVIlO5Oht6R37Qf2SZZE4NIFVjI7WHbXU4NEIFpGYo+FY1hVuC0vBVnG5XuEwLAsJU3UpGPuNB24JFTLBFNXJKLMul1myHMeBqge60qmtla0GbiOqHI4S4LRhATwqg6gRNUU1JkY/5lxUskBjerqnzSgRYfB6SH60xDopeZBq9lFpSRoDwnkOMzQ2Nf3vbyh8dPgoCWXOwzWrB+FJNTZEFM2yUoqj7dhfPuF4+Qy1huP2iu3HD1hXwOyOr18PfPl8w8ttx+ve0PsdpRT8/vc/4V/+i7/B/+F/+Nd4en6HumwQLXj/4Y6/+sO/wJdPH/H161d8+fqC/b5Di2JbK969W7EW6iGMwc1/3F4wjIuppWDRdZa0srIx2h0wQBGdqQsX22yBrytk36MlOcI6T6KQEMOxDh8HZevaMY1KUQGCrluqTtKLVIrnSClMakaPUYMk6zQRLGMHaTYtGvGAZg3t2LDcrtguF5Sy4Pr8AXW9UjdUBL5uNH59x7IW2J3oOGUaI4qK5r37/ZURkbBSM8w49xMZHwzcm0dFSLAUiVkvPViJqTNxpk0W+IZ5CuNS59QdUa1gOojp3RLZB5W3BaFX6nAFpNTQCqHRbd1gDmwbjWEpJFQhojCBQOOw98b0DABq5TwOM5bsl8salQdKHS6XK7L1fGCwbSBz/ZCmMzNoyihMLgdL8weAWmP8QUTdpUY5GSex7LHEmfcvWljm7Fld1HBiCEHqE19pvaE6xaeh2f9S8BCiRLR4/myMTjVw+5UiilM6RPKW4p+ZSp4kGs+atZztx73t6PdXjP0VYobr8zv89d/+AWVb8OnLZ3z85Qs+vxCgcweenzb85qff4l/8i7/Bv/nXf4c//OGvIOUajTKKy2UAavjxx59IhX6lkjdVkQTbKthvr7jdGo7WcRwNPjqKIYREKqwDZQ2ADA64oRWW7bLLrxaWQD1UrQCOjM8czyyFhAE1A9CJjPcGD51MIEVuiLek8pdE2D9Go4dwRhX5mC1ARorh0DvlSIHRD7ZY9xBlVa5bKRxibFZgvrF0t1Mgpyg3XA/NxxTeEUFENoELhRq5DX5vAgQjysOZp7sTLCxDg6na87EjYIsTT/CH/fvAk6AjidQky6JhWIY4qiOoysHVmJqU/JjeY/jO/HlgGiHb6HBoqZBOtuzoDl3ZRp49SVoipHc2l5VyNm3NvooAG1kO1tkMF0SRE3SdIHKWIOMAx4Bpl4c+KWT0lYcGM1KAWExPIymMWRxni2hR+AjRZzUKOXFBYx/7PJjZH8Kv8Ic/3372v0+PQnLWI69DHwxDPnzKj/DBMrrwGNHmlCJrN3gjiPmv/t1/wP/0H/9HmDT8P/8f/3f8L/+f/4T73qCieP90xb/7d/8K/8f/+X/GH/769/jw/hm32wHIhuzIm7z97V14bNKCe2d58ri/QuRnOO4QZciteCaZJxau+4CUDdkx6DbQtxX92MFRfMCyXSN/79DK/o77fmOXpxmGD3y5N8AFa1FU5bCYFFsoJCRiKoJFNyJLVpyU1o79BK58YKs1SnkI8hE3nQV46kr6Oqd4Hdh3wX7cg1PyhKcPv5/SaGYNVRe0/opa6RHHEe3VAZ6WokCXwGscpRSsSw3MIgyVZMUnqz/sDGW0BshSIUJwO7E5BcVhckCzZtcxVxs5COi8dyD16U1oJBFUaot2blVK3VUVFAX2w4IBSQM3lbQixRmjUN+zkgPU2k4wVTVwIMN+eyV1Pg+TIUqqYHTSs51cUYtgvTyFDmfI7QgxJcSzgsSIQiFhUEuB1AVSalDds739rEJ4/L/EykFr7MokVzEtm+3lpcc2PlkZbsLRCaoQJ17GalKMKjB7MFLf/vouQ1ErUIpzxD3irMUzsWB/ZZMuQ6XOfMoLQ+He0MZB9eXrT/iP/9f/G/7Fv/wDthX49//m3+P/8h//X/j4y2doWfH+x5/w27/+13AI7vdXvLx+hQ5HWbLf3qcXgRPV3vsBSIHqiloWlOctMuVPDLGlYN2e+EAjf7vbnwEpkMIuvd5ueHp6hq8F8A7RhqoGWSp6Fxy7UUC1OToOtH7g08uOnz+9YnRDUcW7pxWcT+FYFHheSKUtRVGWEhuyQEDpPDOgtY5aK4ou3Cpu2BZFG4Ot3E4NB9KOiRe5hy5pUfT2CgXYkr/fcPv8C+r2BNeN5cZaAVvRjwNFgHVZIX28obTXqmiNsoCcChac6nzOD1EA0zXOSgHY4bt3Knb3BGRFGYUYNUdBvDM2NAFTCfr9BHCCBSqS0QVFW0TofS06JiN9R1VgD6LVUgtSxnBuTDhs7LDOlJTjDZycBpXEU+HG4T0aFQ/4wNEG1nXFstCA9H5g319xP+7Y+sDz+x9R1JCivFIC1BXlsxWBCLGTUitQLkAJ8VwHuncAy4yeEBHtCM4IdAljohOApJMk4UxKQS2UMMz2+NMIEHhHMHXTQLx5/VpVj7BzgDJSmJ7hIXoC8k3xkJwoemsDMozzEqTg8v6v8MNPv4WUhXM/6zv87vd/h9/8+Ae4FKBe4V5xHBRIYf9FgfUD7Ofn4SaHvoeyEB6QVJJgal1RtysWKDZdQjNQYtCtYzGWLE0WuBCo29Qh2Bjmd7IlERWI237DS5R1Wx/4+rrj85cbtSv7wN04yHkphqfFcd0c2+WCdVnI5yg18my2erM8yE3LA+ABOBnxAhW4BHgKouCiCkELFJvRm04vZczF2wEbB3S5wkSpdQlSmjEYHZXQUUCUSItSMYrpT2AZsU4qbL/BQ6pAbxpMv9CrSF4A4qD3yZPw0yh4hujkeqgi8BgPr5ydjqGj4DmygfwJH8QeJMJxERK1Rh9RHSHYLpIpEis1mfuUSlavKt+zeMHhbBoDAnuovC+mnAPbdsW6XdEHAeDj9pUdxuuVfTrWYb3zWQUJTuuFEWhEEygXcigcgA8KBkuWkz1AXVBtK9SyzUakftnyRYCbDFGm0PYG38FcO4+KCyKFjtCCeIo7SlV86+v7Ug+crb0TBvHzn28MOXDmnMZeiEVZNxatePeb3+Hp3XOE9A6XirpcUIvDRTGwoJlz8S3mPqQOgRqZjNlrEtbK3cm0Q5CYorGqLhsWA8zJcuReFiLdeAfvB7oLmglsKLbLJdrHB/b7Hd4QCDsrKrf7HSKC1jvuRzs78iJlHTZwqYalUPKt1oqysDFMNbtTF24eUOpNVeeDFCEWUJDpic+QNhWac/p2hG8QFUgMXEK0MR/tzgeslZsu8vVMNyYoJhbtGTJJSQ4AswHwBObnv8/H7hNToXw+3kQfjIYCyIScILhniE9POpkSHliYAznYiQf8nCSewQfLgQjcxaYkP9XGss+EESdwzCueQrwz7QKKpTcmN4FGOyQeYWhNsa7srREpFB5ujGBLZc+R9QOeGASbYQLML6BYEHU2Idzj4nloE9M7z83j62T8xhpZ4IOBc6G3EOXBjGgQTkfgnFmDE2COJBtlfPvx/35x3fgyBZt6SDn9S2BTHm6WlnL0jutTRSkVl+sTfv+3f4fr9YkkrpD374n7gVbVo4FGnERUEcXAOAewTvnmDFmzdyRVkIC6bKijh1hOjPGzM9Sr6w9Qa9hbx+04sN8d6xYGy6OBrDR8/vKK235goOB+tBBl5QChUqlZoFKwoEBl4MOFuprbgogiltNQiEDrFvJqDhykHLs9LADIKxDR6DURSPpVAXL4jUiIAUeuKpETi1IEyAWodUPRC5od03slJ6dEBJbitumB49FynokE1gECfQkYpj2YhsN8DrKCMHLrY5wez889QjwIGBKdyPPlMyBlO8CZTyf12KLNHKCh4xhSRkBjAGtZ2FshOoHANEUSxpgMT0RTIccIsu+Kjs2Gz/mmGMDeX6GhmLZsGaUMVrXcocsKHw02ahhtodMqnGuTKle5DoLQv4h1FPEw0IlzxM/4dDDBWTDWSF0Y1YaBFiVYQZH1AfMBTA2LBqlPHtcf0PIrSeEZTtIMgOi1fzCFKMix9vMVB9mtA3LFf/if/s9Yq+Lv/u7fIiXYVbmYWJ+QY93MDN52joKHzzFrpZTY7APD2rwOcQVTT1JcDBR4LXVDrQfcHEUWrJdntM66tgpwWZ45obzveHn5ivt9x3q5Yq28Y60LtrXSCP1vd/znP34FRPBy75TUHw3XhSW7tSreXRXvrwVLTQ2FoCILSTDshXCUZQNQKI03YgRi9LeLU+cBCO9C5Iosvhy6FNWQomWuDTcZE0RVMlkZ+3VAHcu2YL/fZ7+FqsRgn6SODx4mZXOfiWNRjYYtCuUAAcpKGimy/gxI1DUAQoeITcXsbISKB0apRKfyUnZLRnAR1O3AKWJ/i8dzjirB6D1SI5uA3rCBo3mMF4iZG7ZTkn+QFk7/YROMjdYaXLYLu1M7S6jDBqyzwoIwTF++fMK67dguT7hcPuDYv4R0o2DBBqmXSbEm2YTeXGsF6kbNCTsVxEU4cU2duJ6NKAQ8nJ1Tnp9OIxYwnDGg9QLpHZh8jYoy5fSYzYzQZcloI4Kxhy/6p1/fKa47oo03vVBedHgW8Wmt5j/5hAFnWeqH3/4N3r97wtP79zQGEX6JLtC6wfsBtwPed8jYAecAlJzDKNGl6W6wfg+PgZmbkx3YMZpAdUXZFkhZwH4YYeiYAitasG2KbS3YrDEHNcd+71gWllgvz++g7vi7v3V8eHfB++c/4s+f7tiK475X9OZ4flpxWTasxVGLxexSmTly6iyWZJlCUJYV/WgYrcHdUMtCNejou9AYKGMeYWqt1CSwB1FUJ3nG4VCT2X3KnhZGOOWB2apYUHTAx4FuJLSpGChEFaF65PYiQHGFmYDy8owM3DJiQT51hvniKEIOQymMfMbwiDbTuCAIZGwPH8QpUWpU0yS5Fhk1Ue06N1NK3vWI9Dyi2Zp5ugEmQG8d61rmTqxV0Ufj8CHLaPMkzUGB4zgoJaACVGUPRRgspmxclNYP9FBY39YLAM5nbe0eH1Yj3WHVwnSB6gIIJROFbYaYJyf3d0SDNBT+xmCchMYHqbyAAKhtcQ3dWILJFmmdOQ2im6EUo3xkrTxD9l124jsjCo+uy2mwTrMgmfcCD7eYgSk9GPscBKlhkLV1TAtbYTg7UtnSfea4w4zIcpjYOanZg0loA7pskWPSYzBdYgOU1BBFdX6/CFHwdSuAk5Tzww8NX/SFLeeVG2fcX6HbBn3/DuID18sdX9/v2HcK4qxrRfGO7PsYxilXEsAjlExQLQtEuZEcEiInBghnVA7rkVcKPDaU5RrGDuEminw8KgQahzxZgAkUJP5jPiByAKhnecwIWMLPKlXAHRO/EJQ3/+2gcLDMkDnSGPEA2+T0ViDJLTe1ZGSF/BI6EQvil4iAJOko2YY+RdFIP+Bz/92PTgLWA7g6s5e8N08JOIRn1gDWo2KXUU6mAUAIHSE6W/Vhi6eqVmS5Y2DIDqs19lekyaNR/6HYGyeI0Nk8MX95OKVneoEw2DMamMsX+31G60l05PuoOtYByYlhYYw9U5YAuv2RqwLg1yJceYSLSaaZKYhEMCQP+WfmgnBIVAx6b2iNf0YfKDWaYpDEm/nbZ6gaSA+JR40T07VGDtwiZGN3oMOgpQbjjCBSMkVRKkq9AFORieHzsmxYFoV4xdCCH34A3EsQrQqKG259B2yBXK5YlwWXK3UhWuskWjnnXxzHgaMdwHEPlmqoL6uiLGuAWhQG7n1gdNJ/03jMbSNhKPw0+54GehqKVJem11PQcM5hucIy6+gDjgFiPJw14SGCYinbFkOAs6KVnawqnKWh5pxPIYAo06QZSbrN5q7TQ8lp2AMLIQcnN3oI6gqNGEHUvJN0OowsEn5xIYYyhuF+Oxh1II0n5j7MdUiFLcTvINIyc4N3NqVJNq+FHshx7BABFtGoEowJoKpW9hClS7cB6wdKXWZkwGiwzsiHKTENBSeTTRsJVoTtYcUEObBA0qhYJFrTMwfYm6lsnr8gcokoBx3H7BlOhs94P2IVS+PhsF/TUHgavGS8SSpvZ7n0DQVrWjYRRx8tSpkjrDKHzwAgsDOXrARCfEwABwHjcE6nRK7FlMbASkitK9WllCFWne3bvMa6rHAIOwCFnopDcxlxrHLB5foBy/aBMz7bjnH7jKKGen2C2RXHsaP2VzgKysJI6f5yQ43BNqMfwcngnNGcu+EDKNvCa3BBPz7DrAEgzjB66CKk+/VxVgbc0PuYUnEwCWp1aCobgeVhnWGtMNUZUQHI6MmtgSF3Nmk1mBeWo1VRwHx5enQpnDY+LBqwFCLxHekwAEaHc8wBbU+qUJeooFDIWqEasvWBTZjK9JSqPiOSWjigXLODl1suUsMjekv4O9ktmnM7iwIkfdEQtGZgvwmfxfABtWBTepZDV5QxYL3huB9Y14VRQOImRbCtlRPbh4V2BglTrhxynXuZaR/jWcCDLGYY6BRm0pNAxRvLVNUyZAkDw+ubwHEYKQtnQLFi554Xclp2v4cUBD+zFDYdMjPjGXJxygWMX6nXI/dwwGanh8vSTd4w4gYekqDUTDSLuQ9pgYPBCaVxkLJAzaBU9Ig9kp8bltX5X3XZiHpnWBqgZlmuqOuKuixwOwAQSFzWFUnyyKlgDkepG5b1glIXPlRUmP0M2w/AD8jyngYFBqnUrTR7HyInO3rrMDswFFBxjqzKbSAE3moMfskKkA+2NENjavVos+UYAFKKnaBetLOHxFwyybNTIMlIWgQ+It0YJy9AgOAqMPwv5MviaMnoy1ZogUgI3UZfisBjPgZp3GVZKWxrHDRNsEJmOlqKRoVJojzJvp9a2B8CwSwnE1tiT4frGZGICMqyoFZA0NEbMYJhgt4NR2tANEXNKlzgJmy9YS7iHmSv1EvRQs8tUeVJZiQEww5GmbUCrhTEeRD5gXdoXVlBGE5ZxcborFYaZvMSYHzDsAUGiaFCOp8E8WiHyIiKU0bfjAtlcDK9OdBR4VLnsynJNxmRQsVzKJXrqrVCDg3jnK3wgbEM0AnAw2m8PZ//1OufkXpkzpQZaeSZ7kDOKpC0fgluTlADyNJkhNWnx+cQV9EGaCPbTAtkynsxzzzTkWh+8RHMOIa6pZ5y7uaTO41SK9b1Ahs9ogpScQFg2Z5DEUkCO0jku2Ogom5PqJWSIkULlvWCdnRAbmhHY3OUkAhTawmqcSGyb/HzotF9KLFBiStQbCWirPz5mcOltZn0f7xZT5nvPbEe/iLxjqjRG6JkEdtVom1bbEYCCGmoCehpzLiI8ijPHnkFMB4uy++f2EQacj6j3AdMJfL++e/Q2MqCiT8kG5NOKPgWYO4yDDGTNmZTSJlYyMz8Aw4g/yEMUZYJw1hM/MWZNpHyLJzHYdkbwoWnpKXgsXdEpHLf1OSIWKT6oTORWA8cUOpUaDhNRtfnPBJGDelgI6oOFuUwJ5u1AKl8VlSgnkSqALaNXc3pSotqAP+KxG887jUz1bluj6H/P/H67klhCSDNVGP+kbl/I9CI/3sol6YRm3VxXi09TyUxaP7JsfIR0hlmFgeA9XyJ7sQxMDo7IAmUGqAdavmgSXBalg2dgTBKZdOTqnLegoSBGAPW9xjEIzC94HJ5h6UAAsMoFQz7XqBHQ47OU6EHwloDQKQ2w8AIMDMnqBH4yqlq3Cs8WCliK3Nu6wlsJQb0CGnO2mEuLpKURGlCpgTRlNVHeCX+DpvBMlr2aYxLISWcVOZKHMNI5hIMtrkPzFOZrcyIq0RwEdLgufn09BrsU03iXRzcE+U/jccE9eT0wn04ereH+/3HXCLXrQ9iLdknwzmjoXJdKPgLd4bhrud3xh7mEKJgP8rJmmXnKiOTKQUZGzs5MgncnoI35/kZD4OL9MFQuEiUTz2caQrpBo7nRt4Mgjkbf9wNPiK9jLOk6VyicW2MjPizGOF/QXP/p1//zJGCAHsUBs49knMYIhQEiDVkHVxYsM4qACRzL+aKorTIpayMErzDxxWlUx2ZaDiZbScq76xBR6cmu6cLFgBSHEDhSDxLRmRFXa+88cqmp+y74EQpw3H/zJF/vgC14lIrPrz/wJKtD+j1Ga+vr3D/CkcM91Vg3RbqIviGoxv2RrCyjAKUBcDCTWtMO0pdYe2YXi7ZdALEQyzogxLxJTZm4gxuDRCPcNceDArzdFqfhhwOQ/l4IvoeCk0igqqI8hk9DoSTrepSQ6puwRgO7R1DO4YebDiSNBzRbo0xDcQY3MASzVmqgJQsf/L9BWxtd4l0yXOPcINrzdQHkUoBvRl6RBQZwpv5ZGZOxvCg0clILqMcHuxseTfUNbRSnGlSaxwZoCJk9C5PuL9+jL9PghUmL6Ysa4jZRsThA2IDReoU2amFIye9VFjcezJVVTyPASfNTdyiBgYU4E5ndyhTNEHRBbHojKRHhwYAOvcROC09u1o1lMUez7Hrucbf8vo+QzG72MrMSZM6jXmRsdkhEM2wM/PIWBlJWvDpDYcdyCxVykqhEXNovxOHaB29Jy1XISU7jBagdigGanHUteDy/I74hA+0xjkVupBnLzigwingddli0xmsN/Rjx/32gi9fSYKqy4Lf/PA71IXUbrMeQ2tuEG+oYmiq2C4LLtuHCYzVo2MJQzHMqI84BL1xapQWAEWgPQ7nsmA/QjNQcsQ9Q35VRV0KBKF14OQ9IN+TKQcQnakVqpTAb8cNQHSoSoFZhxSmZDY8vBNmWM3PWLEuG+rK92+1oBdB7wXaK1R3zqyQgeFRzjWFSZRrbdBbBlgp0RD1ZlMKqMdhEnNWM4OnYanKNMXNcex9VpeSsa6xNxhdRwr50JWaOMjclmFAFTHxPnJ86n4C2eo9BhhNQWFtx1orlc3cAESnbsgDllqwrk8Y46BTkwG3e0TclViHIprnknauMLAr2H2Q5g2BSYGhwFyhMWqTQs7kD2GMGaUYdKqhUW8j8uwiM4Wn0NLg+oQifkFS1MPYwed5+5bX94GZbhP8QuaBYZEnSQb55wybgbPunpDk/LsE7yK8mqU2UYjeIXVlKOUFavskq3iMHBwZojEhhQibX8YYMZ2Jor4UqlHOKwViuhMZl6M3dgW+fsWnLy+43RquT094evcO63qBj/v0YP046FpiF9a6oNYfISJscW8dunTUvU0NyoEKbYySzDhtuzWmAkkQc+/I3hWLkJLlRAU5CvaAQxQaW6SXFsySWFQA6rKgtxvxkCjR8fPTMPCzCIBGPh7hPDVGF1ioQ3HI3wCZDoaSqZKxjDga9U0NPj2uKECZt6CY5zPGgyd7cBiJd83UAATujsa5s/PWNeDohEPEZzo64hlN0HvusyjTI1Igj14aJ3uXzixb4GPaV1LLY9/OtBmBfQ2mjxywUwOQ571p0TDYy8RfkpVKjJgRI/J3hArsKoE4Zw9TcUag05gLrI8YvMz1KpGOUoCXFT9LVZ9M/xM3kSRsJVbzK0UUb/KiBLYekHryK04rNc2Cn1FFRhhZBpRHtBtJmQ1cQpP2DMDY8j0FbCXnc2auXiPULDEvkx69LmQn1hgEU2cNOiz3MLS+Y9/vuN1veL1Tl3LdLrhen1GKorew4GNQYMZHhP4ENkvZQDISr7HYgMoehsI57QwHeisYhR5+tK9QUZY1o0tT5JywRqakTJLSAwE6Qv6I7kSDD0CGJszgSRiSNCB5GqY95WNTemdLIxvPR5W04xzgDAmVLgADC5JCXjy6VkeG7I6SqWHCJyITx2B6k1WxeTMP+hHn9wNhmIfNFOMRhDuhGYJ+AgsdzTAIWUqe33SmIYmVZAQycZHA3iz2Oen2Z5qc72O+z4pPttxnA5pGo1YpTKNHeHKLXpQEeakQrlFpynY5GrukV2gJ0tjIURAc7tNG8kTietQhEW2VEoQ+y+a2PB+nQT5/9msZCgRRx3oYK/LWNTzcHBcmONWAEk9Q5sGkEsVipUR+PHwNqnM+RPYSLFzMIhilwF3hhZRYwx6fvZEGHN6W498AXQq2yzMulyu2baNoS8y4sFA2Gv3A7faC2/2O+0Ec5P2793j3/AGX9QIfHZzf0GDjALxjONWo6nqhFHu94rh/BaRDyxroOHUv1RzSG4ZRKdpthegFx+srW83RYaOj1gtSNwBBVNK/eJYawJa583uoTAPqStLjJ0mrlOgrGYmS5+wNqmC7gfquGQXEASCEVKBl47BeM4w07mrosgSWwkNi/QhMAtFfIfNsaoa+ErwNGA11RIFiHlJ8sbfESfBSmRUIDrBx4haPW1ESi5BYLwnpf3apatHT66YwL28xxGjDYBoo7QkCiqxGZCqWKldpVKPkmL9vxqYv1Rj2FN2+SlW0ZX0HN0UbHAp13wdUg8hX64xiNNZ39BDrbRQxulyfYypctE+E4+EWCYalODA8msQqgfWyoDunkXG/J0MZ5/VDiIN84+u7hxTnakt4wHxoGeLlw+CkegkElj/TmOWwLAtq6DLAzvbYOccSAENWgmqUgONfJVqe9JF84qMfeHn5gna/4+nDT7i+/wGX5/d49/4HPD09QRVo99cYxLMz3287Xl6+4OMvH/F6u6P3jsvlih9/8wMu2wbAqIfRD9BIDox2g44BKVegbtD1CWINoitKzIzsvaGuQuk5c7jvKGVg3S4QVRyHQWoFjhu8H5wzuizozZnWCNcjOR8AzigutA6J95DfkO3mHobcDWhjYMzUMPbGDJ9pbChZTw9UIiwtdUHdNqzbhqRVFwXHGMiBTVZ0VwxRDBEM9Eg9gz9hp3dmuzcjhGQcCgCooQhJYmE3Ii0IgE+dhLzRIx93GouSey42WHQP9xG/43l3wQBJY+CcbJaQjiF4NMrqBwOuEySn0G/2NOn8DM0KjzPEJ4eLHI+ilYON6yVmxhZAHd4NoxmOg3tYjG0MbgpYgYVokmi0nbdXeNsxDGhqWLYrUyIBmnX0Tho9wvAmCkz/QGo/RyV6yDBqVG9OXgX3w4lLfcvr+5mZ8XUqM7ablur83kwtMtRlaFRrxbIuHLFXF1rERB0cQS/NhqdAzrVEz0OPUhbQG6eJjdEhD33666p4fv4J1w+/w/b0Hst2xbKt6OOADF4VBhWl27HjdnvBx5//AUd3bNuKH378ET/85nfYNlZeUlLPQ+R2jI6eMnTLEzv36oZx9Gja4oYrUjhTrBO0ktJRlwrzDcMBtDuKgs1WBVjq9TSYiNBbY44D2LsgwJxqhQA2Ebm1h8iJPITNUwglngarGx57JULs4eiIhi4VIAxWDQ0PFc5ckWikm6plJVKconAvKE4CkQyFxVzQ6VQi9QCC8BPt5w7MVCVl5MmhYCUsK4C5KBYfx1600ysayNas8++zz4G8A6a2XDNI0pezuxUsORpQQq9QoPE7yfmg0TMbEFkwuzklzoDK+by0QMoSg6Rz8hs3t4RQTTY4mgj2wwGwRC9hBMcELqkxazZCvxNQt6iUENTk9HN/6KFh5KGFWqhFBKM3Pqd4HhZ7KRvHvvX13YYCcRjmE8xIMwCXx9DmtO+0MOuyYF0WzuoQAbw/7Aac3HPJ34vvmvhG6i4kTsJwXiPXc7mi1guWdZu9E72zIsLQucJGR2sH9vsNt/sL4MDT0ztcrs+4Pj1h267TKFgMmoWn1gFFaqReofWJmyLo4VrXsKIxVnEMTuTOvolSocWg2pGCslIUxQpQqNHJNIohYUZrSYEvucbxENw7a/0zEs51PpmvFiDvxCXSE8cip3CMlIgQE4QrJWjwcYhVIaaAGYdAGzseIQXwGviGQEIMVgOHiLOZwAOyUc8jhdLg4IiCXZ0T3CQRLfP5CX46o4QHStPcd544mMjcqFkpYDbMMF1iT7oTlFQ/wfU0YFz/0K/Iy2fujJy8hTQUwn2ZDYDJA0qx3TQktVSOIsiIOIDvEQ0g5Hakc8hTY9xzGW0LUxrSLRKQtgeMJ+474ADXgo49WLo8SzlvVWdD5re9vhPMTHIVS1s5zekNfClZV87ej1hsBbZ1xbZesNYFIhZoP/+SXi9KZbkvZnsv68Glbtzs0pl7FcXT8w80DKXCoNhvO46jAZ1cBVXB09OFE9adWAPVul9g444ffvNbfPjxrzlfYxi+fP6CpTR6SO8BjFJabvQO84Jl+QCtW2zKHuMIc4YF10S18+AI81IvK1Q51q4KsMNm+7dIpaHQAgUJZHMmhHvkwqmbGB7SWtjp9JRGok72FQRb1ewBBnUgZaqYIhlEguWoQpp63osoyrJEyZOcByyGYh1sbnOgDZitcRDJKXFECB3fquNUzyJkQHRfnExa9eBjSFYl0mnQiOnj2QfABq5Mg/NIxe47s9ZZYTmTjTASwhRnpCEK40AfxRBf4zoi/oCAfUI8cKd6+uyWDnBdA8xUqRBUVoFKjMhUluHRD/jolBfoA/txhH9RSiSW0/hzsttAM45I3LZnLOtlrg9xHJ3rkGLWEgCXBDPU247C2i+GG+qy0rH+Wk1h+TI3jqy38yFp5kp+0rZthG5hUVwuF3x4/wFP1ycs2wpBg7fBSxAK8Gps+CnMEh5I9YK6VHRpEN/PIMWBT59v0HLEBtuDFcNuItOKD+/fo3e2g/fe8fLlK8Y4sCwrLk8/ol5+gz/+6c94fXnhPNMF+N1P71FDYLX3HfCG3u4wB8ryDro+B8OS+EDRhSh7eujU9NQsSdKi5rzP2QNRQugVQInBO94MbgdqLejWmA/P3pGGkxLN0BSx1lIvGP3OZ5OpR4TzwIlV2OD7AZ0UYNiAIFrvY+1cFHW5kugzOkw6avSB9NYIBDvH55W6AoWAiGUuD0aIww+UUAtPR0NxWaYo3enhEKlhrTHyb9gcgQCkxsVpFiY+BUHREMqNwzvm9G4amjEj4fBBQW7Mvu8csFPDONgIrQ49q1ClLFi26zygJaIG0Qd8QwsVtiMKlsF5JzSsAR7WiPYi8ta4XwjTKHP2MBHvqNQOOXZ4zAupbecewl+YSZbwAFCLReYaLzjGneJDopBS0HuHFY+mtm97fV/qIZi5DqI7jw9ETiwCeNPcRHae4rJtuFyeot2a9GbSjLmBJPQOJeris7+DLiA0Mjk9+ri/4NhvOPaGYYK6XrCsK6sa7hA1lGXBVgtGP9COA6017Pc7gIKnp2cKx3TFH//+v+Dl9QvaQfR++eEZMPYTeFQ77q+foKWiLk/Q5T2AmMMBagFYtLszxXAUVzTlxtFasZix6Us1QkzlRisW9+uoyxqGpsMiJ01FMRXlv6dLdEQpMGdsCsV0rU2CkMdbT/YhKwIZrjo8CHFn+qhao5LDlKrUimGceKW+QNzQW8OwWxh5IviYJW4aIAAxi6Rjjscw58wTpeFM6b1SSSZzJ/p/9lzEJ+pZfkxcxbWcBlMJuGbJUUUh9VQL83gmc2x67smq06AApxapiEwDkamFGXD0gevKxj4JJwHldHXyJiQ4EQGIOjkOQYmKyLRxH7TOxkABn3vok4xBBW5zIVVeDFUqKgebIEH7pIgm70PSSDjL99aduitaUevGzzXnWkxJA5nn91te3xlRnLnQY4vxDLnPHz7EipRLu6wLqcHhbcYYUc8NVxdMtDNvegDEfH4NS2bGduDegoDVmc+5VYgCVVci9gKi5xYb17hx9mMAxx29D3z9+hn3+wvcBst7/jQbiDiUmXJ3Wq8cPlQuaGPM2r6LUtVJ2C9AVWWfHZKnt9Ezwgjvx/kLzLurL7DeJrsS6f0kNRMipPQsG4ZsXYTHFi38jCYQeWpGEv7f/hOCVB/L6yuFG4sCO8y3S3WYcLIUa6oWbekVpa4hbZ+fTaBwjAH1qP1nWoQQSBbm2jnTIv8IkoJcCMA5ryunq6ULZTGIZL/cHqqnYYBk825+NgBY1H8zVQCknAeF0xtCIi6a4UhDoFEjqMtpZWyao7xcRnY6jVSOCjj3KZTp4Mjp8n1MGT+DzwhOUNiLEpUcM4N3UJVqNo1Qen+4QSz2FIgdIdmeRgOdhmRiaJqGIqjrE2f8ttd3GooES07/wQP9NgzKrFjBEtlSC67XC5bQh+DCkYshDzkkcPYt8FBRBp0AU0QeaTFEJ0vPbHAqlxlKJVmK2prUUUhhXS0bugEfP31FP+7oxx1HO8jgVMF22QBkWzIHDFvnYOZSn6DLOzgK9v0e5DqBOCXptUQrcRoys9mQxA2hOAcXabAyBWIhaFuiFFwUxeosx6UQMMPdMsVezDpZlXBWcnqboOU0spJGITyxJwmHERvLjREJxTAilvYydYo5nDgwvMEGImRWaF2wKBvLJFiyfXSM1mF+cNoWov1/7hRAdQk2Ko17goTEqegRuDd84iYM/1nlKcFmhWSV5Cy/AnRWRSWcS3IH+PkTqnFACyndGbloCaJetAdoVhWCncrGwzGnmbv02cgtCAB39k+wKsXQfpD52oM/2we6dYyMyJ1ON5vPJCp/ZswTPWgmZCunEaFEQaqopTwiFd8YXbgpXCPqSaYmIj2LKH1WS77h9c/CKHLFackxDVMB0WzOdnCUpeDd0wW/+fEH/Pa3P+FyWVk/D8WhuVDwCaCZHSSK2EApy5yROPEQodCKEXbGfjSIGGoxrPUdyVWXZ4bNvePjpzv24459v2O/v8KsY7+9YISWgCxUx163SzA4SyDKlLTzcUDKE6AXmJXJ4rxcNmoG3DuZhxLTrk0wBxMhNjhiA4bHqYV1drEgzAhJOqXvcGMVoQ+bczYpXEPGqKhClwUSwsKp7wEgwD8WGEeQjXjIfNKgp0EPD120oi4r6sKUAxNMPA0dTbjhaAfMBFovnGcRacJoB3prcOzMu1UgXRgCO0uLXgpQeSBZRg+o0CgMmzRnsxxrGIVS5XEcgjAeBLarJNgbIw5j/R+2Zxg7iRI6kBoV5sYxiCVZrYEXRJ40BrCuV/TuEz8oC+Xm+oi5LOuVWNr0zrGkUWmiuhXlCtpt4P5yj88PYeNClbYxPIxrQ1ZrMKMMwdgHdAlcq3D0AMvugfmgB/OX6wI/4IhoZvTYbyEsJBpDnZL/9O0n/jurHvFH3gZ2GWF0I+FjOBl4H97/iN//9rf46Te/wbt371FLwWg7Wr+T6egUT1VlSOXRt5DlJw92mcV4eThQdcG6rPBxgcOx6QVZfx82sN8P3PdfImrZcXv5itY5SLf1zo06ODlcCpt7PLsgw0B0qrAGoAqYF6gJpHfs+32yIzEcvRmWjcg/cY0RDy6puwzHM7QmQM5wmiEhwmsprC5ItqvZHSqOAQKktSzsa0l6sSrcB1K0hi0CwaaIbM6BEE9i5DHs5BQUEUS5n9WOuqHUDf1oSHXt3jq0AKlIZv2YojQmAo3utB6DgrWsAAQmnSChCPsdyhJ4CasJx7GzVBgRhMf0Kw/d0WwkYzSUfIbTcFAflNwK99TW9JmiMSKN/cMoPJiu8VnKvSLBSUjDpZP7QMyg1MANBgcLQTkvZYyGbb2EUYh0OaJFRBrYnY2H47jh/vUVXz5+xfL0HpfrJbx6lGBDqGbEXFQtHH+YHAzKf5CgN5nMs+IT0WEhsMrobInoimtbRIAabOcZdyGEo36tqocz90Lmk/NieRE5gEXgWOqGd0/vcL0+Y12vIKWZYGRrB/rghsww2MXxiNKf35WeMQ5nAmbCByo4+zCmWG3MMRBJPkF/+EPGnwgBxdSIyPCb4N+JxTgEKCtH7/UD99sN16crbBi6Edxb1g1E/E9RVcvDysQXM8GOB63Rw2KW9FuG8yXURbQdLKs6vVQOjMkVyJJhfpeGAcqfzWdjkjhYXIvMkmNWXySk87SsHAEwsrRK1N4T7QQb6LKUqDpmFyNS40DIOXCeXkhZAXlgPojN+0WAhnzYp9uRaKvPQw9H9J3Q0CS3hiU+kH+hQtzMfUYZyKV/eCV2haCgS4AaIpFuRO4+tUBjH3BwVeIPuVeFUcqjy/QoUXsPkSR2i7a+w/sFi18x5RdU2PdlRoKePxi7KAjkoCcfAWDWFdnJylg8dFsky848E5nGkSoexp2PkB3NVHb65qP/nW3mQZBh1o3k0TmyrkuVpqKCbSFnouoCd4Rs2I5xHHNuAjUOA2Cb2IefYMebGwmDQEfOUXXmobXAcl3bb9j3G+pyRV1YCdFagW4AKOXWe4tyVwFKjWiCmzfJWwzhIhR0RSkb+mC789EOvC/v0Xqjwesd796da0NDkc86ALTIESXq7XyAZJxyVH12HBZ4pVajlpzP0CY3YtLm3RE7axqFLB+OMFQimOxGs/QxZEI+GgrEnEuWzhaCkebQkU1uZeIeEGD0/azfS8VoPa5dOQgUCY7Su+p6iV/1GDfAIdRFFVJrzGGJDleLNjRVpFxdnhsJ3IVGkvR25vbcN3oitzzUeJA4SMB8/rdM8Dnz9qIxxSvuk+mSzEjInBWIdJCM5nQarYnchaFilLeTpVk4I6XbQDeJ/hecGqKh4zEC4J0NX4WCSxTtJR1biwKycK8RPTufn6QW1rlXtERPDsBWLIxolY9n+o2v75wUlssxYUw+MAgAgw+W+0qIdtxuLwAG7vsLLpcNSz3TFA7opQ4iRFF1BbzDRgvKcjwkFCAqCWN09DbQjx1tv+P++pmf4axqtONOKrQPnE1QaanjEMcDQISv0ILL5Yrr03tsl3e8Q61Q4/WxulFxv7+g94HrlVOsj4ORkTtQ6wKzxhQjN1N6daFX9cFGMoan7GiFasjuh0PVAinkGdRlYYTTABshkIM1OliB4RrzNHTK+vXW46DSJBgcvRPvmP0UEVGoAjWiKBehRiQEUjYam/1Ock80+vFuWHWRKMV5b/DugF7ivnkADAe0sGxdtnexyQfgHf3o3COhotVFgCEABiskBg5q9pAFzHB5TtmKcLmUaL9h6sWKCniVrkBUWuasmUdg07MikIaAx0s15BDpjOfBVS3wEc5l5nP5mTp/34ahiAOgdD+6oFzeY1k3LJdnYnCgjddSoMuKKjUqXQK5U9gGInAtqNs7Rgv9jpOOwAjCnOzYAsC1TEORW4/GuGBZUlmNzrUPDrUC8Njo/U++vlNc9wE1zdoQAJ8W/Ewbxuj4+vUTbrcXrOuC9x8+4N3zFctSUYRevA+qCuUDZGTCFAIQ1LIxtDM+tN47jkYw8dhvaPsL3Gu0clPGTqUG3mDTG41BFWtLA5R1Zxm4XDaILBjdcOwHBFdqMfidzUPLEz5/+oT7voeyd8Xr6ytury8QAa5PT4AKWusQp9pQtpabESgrpUIt+zFiSK6tbB+OWSC1brDKTewYWNYLehswF5QBmN+R1YFksqoqG84lIzpuJC6nox+YNO4ZpYW3KYWRTorMmjUOgxZS3QHHse/QGjKBUEjZsD79GLk8ADPc7/fATsg2VFUs2xW1LmTMSnBOrAMmGGgkaEUEpmbksIgDpkGZZ2s8MyVl1BndW4wyBg9pTKB361F9ic3n0S0bPS0QiUa65EWMiYVlW3iClhKRxujRYJWNY7GAWh6qBZGR5XO1MXA4TVsZO6xXIh7LivX6HoZC0efKGTJM1ylboKqo68Y0QyqoH7uEEtUSFQ48VAwZIXncG6MalobdHB3cW9oUS11ImwcwZAnBHETX7Le9vrt7NHvnRc8wLfZlgGkAS1w5T5SDeUpdcFkXtvzWDO/H9PaOByMUeVsXYhcjZOp44Dv6IMbRe2IO/DvOiwQQ+bZIzFjwE8fgviG4yI1ksLFD1wXLwmrEGIN0aAhad7y+fsayPmFZNrTGhrLeg915eSJnf2Re6AR1M9+MDWnpiYQlNykr1BWOTiBKF5TSZ5pRlgsop8/D3kdnngoi/1oUYgUJQMypYvEsLHUXEy9BjFZ4YDDOcQKGKLGxulKXlRvZuN58PytCtVwiNaAnLReuxRgHvDdMgaBS5/BeYcBASrMqsKyxabjJrXMmi4N9EFoyHeXaMYM7e19Sg4R7RWGwACyzx2SwezSmqJEQdu5Z1TCgks8jjRCmM1TF3AMkg5WZSk5jndc0q1ck6SnSSWVaWHHZrhjuWJcaBh6kcg9Sun0Y1D16OSgLCcR1RooBYVRg2ZOCmBciQI41Msln75HuGkbMLYGW2UUqD2v6KxgKhlge0FJkUoDEZUo22PgcPMyFNOz3G3ojl8KDnXgqgUQun/mep3HogMQUsECf2ZwVnZzDYb1NI2Fu0XQZit5SYc5GrjQWj1iBBC12qSu2bcPl+gRSgFuw7wT7fscYHZdSUbRi33cc7T4JWtt2wXEcAYjy3nuUdGmUAr329ElhbHWBRC2fSD95C6Id0BK055RRc8hOvUpRm5hGajme/Igs/50szICC57PIHD2VsXIEAI0oKxteYqiGk74tYAm5lHUaGea/C+r2hNbvGH3H6DvHJUSDEw2/h0OIQxSCxhM07AOtvFJYVgtHGtYCKn3zWXqmCXGv7snwzOiwzP4Ppe1HMivYik2BoLMPSYgxTFCeVTZzkPAkBVrlnHkoBHzTeCWYngxTRsKcNcsUClGBjGRBC9atoo+B5UE42a1RN9VOomE2c2XjHG8iUgqTALTzC2jExpvn+9ZQUCAnNDr9pNefqdi3vb6bR5EXNML6xuU9/D8CNOwoGjx+GG73Vxy3BWtV1Kqo9YIpG19ScZufQq0ENnY5KD1P4LARCB0jDoIwPA9psBMs5CIyRw9l7REeK4Cp0aj9WErBX//Nv8b7H3+L7XLBcf8Fo++oypD85esnvHv/tzATvN5e0dqO3m64XJ+xXZ6wris+fvyZmhfCQT5tPyayL1ICeLXYQAqMGDug9QFpjwUUgoQoC2pZgVphAuj9hQh/KiJ5ATSIXTFFSyKSG8PQx1kBycgmKzEAWIrOooIZrHdY3wFrGA2AD2zXH/jeqObQUNQzCrQY4rwtsPUJvR/w40bCUhxuMw5sykansmzs9Yi0p+E+WasOZxkQC3N8BEYVXZUS5Wcv7dRXcPYziARD0j3EXohPcMPSeCHYm+JRShSdITmvNaEljdbuHSkxOPd+rKWjYjhicDJFbj01LFXgsgRjEtEYtsBb44EH06feR/AbapQ8lc7NFAMSvU4IUH+63Wjck5lu+Lw6n3wjtwREBVJOsDM8PFJ4+Vtf/wxmpgUGoJCRyHJSujlYxpwyaYhQMsEfsw5Yp2VLoorkIDUEJCpBBR+BsNM7UrADMalJ4LKiXgpuLy8TpNTwkOZEmKUPHINVDgTQqFro+dSxbCv+9t/+D/jwmz+g94GPHz9hq4ZSKsbY4Q58+OG3uHfB7esX9LYTgLMD757/Gut6wS+//IJf/vQnbH/z15ClYvQRICVOw+U9JNcR4GZlWDsJPRq03lDniJ4VaCERShX9+IomjtEVfSggA1IHZBC0KyqwB4xIwJQjbVPsWTiiKjAMWhxiXGvHgd6+oh7X+aTx+gXXH34/QbijHZHXy1R7MiMNmdqkCtlkfk8Wc0UI5LoSxS9lm9gIhkGUsgCKAVdWw/ohc4hRqRzsjBBgMaSoDF8CEpIm4m8GR2eHc9Da03kkTwIhDJypBEFhTIMEFKzrOqnbifsE3zjshT401TlSWLhMNqdF7w0wjA6jGYKHowCuFL/xBO7jhPkZBTItjLMUaedpN8LwpbnwM+3UqKqUwvGYabhZAfE3TuNbXt8NZqYVl0cKLRBfnhsjwkA9691LEWwrUViqITkMHYtwurKFLgDlxBaoHmhGNuDoht4NbbDjLfkY/ci5CmFmBCczdBgkJntPVmcYrGVb8fzuA3786a/w/v1PVMZqDe4Da1kwOlt/XejJXj79A1rbWY1RxdO7D1hWyrV//vQL6kKVaTOjITOHdcrhqUs0SEUebIBHHR2RB0M0iF8rxV9GY28FANGKUiq26/sZTSkArRXmNZM/qANqHcVCCQtExIcBYkwPS5YXI9JgNcNYPYi2/3G8AAiGijS0/RXLxma+Ag/sqQAT1Mt08zSMmZpK5M5D7jNSUs0tF7+rsZkBuFG8l/NY+bMUA0rqPi+7Rvj6gPJrln2VZVhXgqOWWNhDiptlUA9QVOr87ATqU07h5PIkQM4xjuKAmtPgm3Nwjw+QOGaQxg5YHYYGwzGAZpmYA+5pcGgesiAAjWOWMz9gk0iX15/7mM8u5rvO9CP2euBRElKDDj+Na77l10s9EkvIL3mgmjxkIel1MpetqtgWxbpQCk9L5FWTYBJWU5kf5vyHYYMpR+thKIDW2Ana24F23MMYR86oBL7MbKokJ0iXvQN1WfD07h1++PEn/PDj7+FmuL18QbeBUgRjCL1SIWOztzv226fgMSiKrHh+/gCA+MXt9QuuT89gaE8cJaeWqTGysqRPBxDnYMOVKq/L3VkzT6As8lePQ6KlYL1+wLHfoorh9KK+YVLfISiefjyiCUFgHFxj1fO5TZ/vFpFYsEr7jtmTUipGv6PUGoOBKg9KDqrJDZrkIwA0MamoJICOGTnKZC/GNQRmoLHWUI/DKFAdmFO3ooyLvK9SwlkFfuBMyVS5hRxCoNiU9XGjQMx52OKATiOUXBGf0cWZsmEapfTYSCOb7EZLsaAOJesLY2hUvwxDcgTggwuXU+krl+Px69IAMls4jcQjmY7XcZavAUwJQBqJBGrj7eazI3l+6Te+vjuiSMSbKxY9BkjQJum2mKy3Wjho52kLrczKad5ADMXNFluj2pDbWeVorZOvcDQcrWEP7kJvxCrcesiRkQdfSgyWHckq9AcjoShLxfsffsQf/vbfYKkbehv4+R/+M4DAUrzgfnvF5ekKBT377eUj4Ee0FVMi7v2Pv8PXL5/w9ctnHMcdz+/fs5fCqaFhUZ2gKC9RsrMM2QHlPJFSVnh0S861hbLM6WCfCwCHYn36EVfrkFJx6BdgGAo2htb1wOh1sv3odAxuNMjiodktkeQJuy1TSTooS2Bp4oB1PlWtKzAGxv4CsYb6/BONvBlGJ+FNxbEEQMkDvQSgGmkkyB4EClTGeUAEyKG+Ums8KyrUq1Z0QQCOwb5Ulr3FOkqJXgec3ZoiYMl3ek2HS5/OChIiSUnRtgaRlPgrGJZK6DHT1NloNQ2aFiThhVt/nP+0bPHuMyJgZOTRscz1lDemICICgClVnrFpPDzwl7zmRyMROhIxUiCZqCxtU65Agq35KHc3rzdSlslJ+YbXdxKukr/PUpHM1nBWOFKXYg78qQWlMt1Y1w3bRtVqlQotC1Q5FJj8iIPKTrBgW1oQrBqO48Bx7NjvN7Qjc0sAodBNxWl+ptk4UyAwl748vcO6XfD0/B6/++mvcLvv+Lp/xX7sU5K91gXrumFZVxz3HQ5OBmOz1A4TYN2u+PDTX6G1hl9+/jNur18hItjWS0RF/Nak0PPeGrsZRSPSGKhFUOoF7FDtmL+QoXxMz9KSwsOC/dghy3tcf3jG5f2B4/UTvLVQCd/R9hcspaIvO1o/0I6CfvD5FGWH66MDsUiAcxyiwkBpwgJ4gY8Ddv+IIQK9PMO04vXzz7i+/wGiJOyM4w6HY8wqB6XaNJrkJpFaLxS2EQCuAaRGyuhsMsuc283ghaQ9goNRIlSBmAX4+wR4i25JgoW1PIJ1Avce8ANl39QrUqDYnZ3FZ2gcTAjJ+6jE0oqm1jHASycO5B7t4DarReoc+ZdOohRBVQoqsTfljPPfpgjx3LPCMVV2ApeQt6xPReCBE/9CBDthkONjUnKP4lFR7Yn1cUudzV+pPJo3OC1bgGeSKIWfqUh6dlfmeHUhZTprudn0MkbHvt/w+ctHtP0eoBH760cD500OGpLWevQV8IFS6o5gTbYDY4yonwOiBZfLBU/XC9btirpe8OV1x+316+R5SFFs2xWqFcOAjx8/Q7Gj1BJzOhdIuaJWxXp5h+v1Pb58+Yz9oMDvslAg5GhRsu0de6NxUCOW07Vg0RmxErPIfFoK6rKi7XuspcyDJrowXYBD5WD0MDorEOs7SBkssfWVh6lskLpB+j2eSgMwqBqeWM3swmXD26wWCMhodUYdHN4zMI6X6bXKesXt62ce7PDwsA4MSuOVwupIrcvcwyMxAalwiTVH5s0SpeAyoy5oOm4SqQCBBAmLjpUqW7ACF1Kbl3qJOSbcnyNGF7hmGofAV3qUrcPZRbRArCQHbBNTmyl29s/E00GkaSNLJMlShUfWeOIAJ1mAf0gt5+9PDfmQsvM374zfn9HR6fl5bjyBDpzl2njrQ4kmU41sfc874HXMPPSbXt9d9eCDfsxtsh4bee70DAysPEDKWpiXz/q5k1Ld2oHb7Qu+fP4TXj59pNUMzyQqMXzYA7UvkWhHyaxsMTItmrniYS2V3m1dN6zbE9aVdOjegdv9QB9say+loOgCMyExrHfcbjdc1gCQhGkRdRnYWm1Q3G63yRNJbskYR0xwIoAqKLMPwQZQlrMHhK3hHJibwrs89MlIZARCNSIBEKxCHfRMDriWCHOjdX1wpqk8DIAhB+GANIHo4BpmzV4EMLBiFaK2BANZRTkxjAbr9zhPwijOnIQgKfG8ABSPTY9oruOGjhY3GgeEJ89Dml5cUks/zIiklF45AcbBFEzCA2eKEOou0VkZbM84FuGU4zkEf4JNMjG671wLkcQ9AqOI/F7yUEb5PQ//HBLknCw+T4PGeUgMw6MD9IHbkLjUf3OyAvc5I5x8CnFDPObnZ4ARgvzliczIIX8twA7a0UxhfsWI4vxqnwDPNEqeHtMCsANEB7ZlQ1HEpK5lApXUoxy4317w+uUXfP75v+Af/uv/F9YHlrrhcn2P9ekDQUVXDNngtRKTyN571TcahYBRn3Nbcble8PT0HgaSpG63A/v9gAuwrZcA6Jivvr684Dju6IONYJfLJWrbCjNGJtuFzMzb7Y5j36OScvYFWA5oGWG5Iz8cPtCHYVVMPUvYgPQDHmI1ogvKIrAjNS+BlH9HEIRqWWBQQBp7M447hnGAjpYL1gvQjjvEa+geANAbI5ciKL1wOntqPziglmpYYQOC8yKBayAQd3iDNXaJ6uVDeFCuXSlbHPCYXmYafQj8YHNQEt8LBAvcD2RDobvQ4HjyXwj0qlaoAy41GJQBgCaAmQdAClMZFXiMfxCnpP3ZeJx7dkGBsBIW5eok4DlkCh2RrBdSe6VCZUSlKqINCBIEJnU8Y3/eL8N84j9mnRwasOnLzCbNXDL1AU7D4c7GuMSZ8nNxHnQPJ8PnW2Jtsp8ljYScBi+MRvCpp8E5zem3vb7PUBgexgbKTD3cg9hkfVpKFYU6qbBLLViWjc0+eYDGwH2/4euXn/H505/w9eOf8fL5zzjuX6EQrOsT3v32X6JefwpZfNJ+y3qZIaZ7R84qVlVs6wVPlw2i7P/4+eNXfP36Gs09FGhd1g3H0WH3A30M7Pc79QwCCHMA7eC2hw0cveMSgsBmjo8ff8HL508Yo6HWim0lMAkE1boPqK4oteA4DtzvBNHausQDEs52SFwlAeBSoXWj+M+xR2qgYfcV0IXRRNzvsgqrPm4Yjin2qlohhWMOpXyhunjPDlSPqozNUq95piTCdCeISYIOgIcPWqLxqMOOT5ByYWQhFT4GHKkmLsBwWCfOITH9iXyOEuyDDmsh9KoXuHUMzwiGM0HVFIY14hEHpLL+6x4szcA/pEG9QWrBgHLwc3hztTtTlqDTQyuKFB7Q0QDfQzHKOKRKaxw2RnPiFaVcYOgwsPRJtS2HjyScObpz8tgyo9oe6RtgLpM8BU/mJu+JkREjKUtlqvDwOX+FQZk/GLu3TjoNzUxxgo8x/y4xmwdy1rAHBuq324nvrXogyFA+0eZHWrW7Rd2bkUZRYF0qtm2NbklyDUbIpu37K+63r7jfXrDvd3g/OEkJBLJ6G9AtQtt49d5jLQKQyZkKIjiaYd9fIwUIsksPMEcV4op2NAyLVukgK/lAKELxIb2OAbcF28YoqC4r2tFxv9/x+uUjjtsNEMNSqYzVDvadHMeO+/2Gpa6oS0HvA8dxYFkW9BEH3gU2dpTl3ex+HuYwiZJpAeqKEMtleuMKaF05X9IyLaqoyzbLv6R193NfFB4KFcWoNODW2ZI/bMREqSUiQYKIJw0//0cVdZ9eKraktYgYHBJt5PwMgRUJ6nPQ7y3D5WzUiqhzbu4M5zMkV/S46QwKFAAn0VswGVfyQ5DGXaAx/9V8gIOVlggyibtAF0YnFuSrmB97OuwSQ4a4dxUVUnIclbNUG9U+BaAxzwRRGRlwVFH+nhigHaVyohqTL5/EtxP/iEMrkU6KzMZUOl87q1Vx7knbz+qOZFbEl57PKa46iHH89zybkzX7kDL9U6/vL48+hDCJM4xQhJIIDfPPuhRs64J1Y8dcLoC5RTdoQ2s7Wrtz3mK2mGvoRDyQZCCIm456tJHCDRdYzAVyICZzp9FKa8wSm3nHgEyP6maRfhAdJrlGMJqjVkFdKi5b6GkcO/bbK479hjEaSiW/odYaBLAeYwEaRCpZlsMweme5r42oMBR6M+vEGeY1goYi/K6N8dANyUYgKRWaB2o0Vh9kQAJY07JE+Ex2oISnkkKxGU1h3NEgNiIq4DV4pCSJLUhsXJ2GIqoK6dA8+hqswxDhvwHSDS4NEKYnwzN8jpRGklNyhvMqaUwQKUkeFhoLVkDyUMbBEI3tm41vTEl5JFkaL+pxuAwo9TS0poCvnMtqZ86eOEwaIEWNVFECT6IEvoFpNTTbzmOWShgTFc7MRdngqGeqlRhL3PeZGiUeAWR0OqURMAOHPIRIAzHPIeYRwUnVzs/hd2X6xIFL345N5Ou7m8KmoTDMjkwPtJxVwOiOBLCtCy7bFphA0HAjv2OY3tk7cewY7R4DgZgzSgzGSSKVCMVeUp3HjErEw8fM6YCToVfkBJ3MkwM/GLI6cFb5Y9OmunFoMXYDhim0rKxk3G847jeMY4dZx6KXwBcUbTT00U4w0wOv6AQ2xzDse8e2UuYMAvZAeA1iEJuc0guaOxCT25PUY4OdhSWM8Bg2o6TsWpS6IAZ3kNG5AAaDj3BdRRi6D2U6Ak61yoNvcf/cfNHLESrdKVOIBxDNMYCxY3biikJGGIlQVDKctXwasCiP5lYP6nVGMkkOk8zR43BZ4BfZJZtRIrwAaJwCjjr3YXbKVgjMO1DZ8j3MgS4AKGFgMbt1ROhC/k/QZgUQO5vg0qgqyOswZQRNndQWA4G5DlTwumCgYnjJ3ljIlAFAVD/ysGf3Ks6UwLmsA0LmbW5yeTj0kV4k+DlLofFGM59zZRMLqVpn1P+tr+/kUdBqm2dfnkU+ezLsTjBFsK4Ltu3kTzgEYkH6MUPbdxypLdFieI8Z89EHywmRmJSNmWPDZoGJWIgEZTw89IhwGjgXyDLO9JCfi7HyvR3RNAZkK7K7wlyxHw33l0+BwRzT8CzrBi0Ft9sdqoJ2dLRm6J1d1PfXl2jRJvBoKlBhT0OtF3aoFk4+M3NUiWHDKBBZoHWFdc4aFTVIO9BGyLPpBihFafOgs0xKowHngKa6XCgPpMucQyJaUcYKKzuOMQCwhVoi0uByp5ENwhGCX6HXGPRzrj3cYO0FgMJlgcvlbDgLpDep8JIgWjbBxZGk+gj/Nr8RxsNeSzbVnb8D6YimAaYE5YKMNA1s09a6Q6M4i8R6otwMEZgPCC5QYbXIPSavaVZhFDIQFbiF/TmgijZD+mCT5t7P/iRL9SiFScWQQmGlAJBhZ9sDD3yCoTjX7Awy+e9J2npwfudaPPzrw8mnA8w1QQx7Zjt+KZxm5uVXqnpM1D5NXsQ8GgNFWE6ayQLTjjXwiSysA3AfaMcdx+0L9ttXUpN7o+XPfEwFqHXmxeQf9BmSze5F1Zn3EfuJCCLCQaLa8XLD8EHdiYhSmPockecpig3UbWWT52j4+OevcG8zaqlLxTiA7fqMUla8vrzg/fsPGCHHxylaC2A7I4puUUVUtNYg4lguK/p4RfHZFcEQ03JAbYFagStTAoaNGikIjZ2UBeeOEizLE8xfY1cZYB1eOLiHO7PCbKCqwWulkO+jgYRjCZ2ISA5QUE+RF1CyzlFBxZMs2z1sTmen6DASjMwlxiamM8k9Y9MTOuSNQc9zk31C3R29xexYcNwD9YQ7CyW1xijEsxmt1oK1FIgtEaE0ICe3AahS4bYwDZUQCh7BN5As5QoGHKoLZGGE4OYwCeBRog2cn8KDGl6/iMRoioo+HM1J4c6B2vDklzCPyzJqtqyfcg0ynzEjjzEzVUGcESAqVGfKNEu48Vmjj5ijkwS7TH2+PaT4/mnmb+q/SabxN+8BQK2GdeXk8pLDV31WPDhN/CuO+wv6sQdGwFU4c60T6El+Quyo8/vMASHINbJO7Y/6E4+GzU+FIvEJeo7ZcmvBJCXwtd8puSeK0H/gA1nXjbjDGLi9vuDp+RkpEgMPvGNQ62L0gYoKpuoN7oZ1ScVkXqM7+SJUcM/8MiIqR0jt588togyBIDQnzdCd0QJ8MC3M0lhK/ptBY+AyBy9VsO3qwMl/SXzpfJZTvyBIdcM9ogKZD/uh44cVnTNpQPZ+xM4O43KmIrlu3Bvxac4OYqb/Ng2SA9EproBH1DISW9C573sfgCmqrByDMB2YB+5Ckh7iWuEFghhpljwfswkKI/e4CKMu4YWQUBl7K1KWpEdTYrCSQ/GAQ53b1+f+TQPxBqV4WN9INELBbPqGGWrIw5aRjDIcEPHA8jhfRCWUxjU+89eicLvgzCEzkcwLR9JjuYDLUnDZNix1mVoTE8gcA8dxx+v9K/bb7TQUuSg59SmXzQ3WaWA0Hnpu7DQMEGroKoLZN9lzDbmVVQRVFwhoeHrwHszPfE+U/Setd7TWYP2I0XphhIbj8nSBu6MdVOXuPVqZ48GOzjSidxoL7hyHxz20bcXTtkRU1CG6obfG8XuxSbOMRaCefRWlnC3OAho9OFWPWh+hGh3rFwdcC/kmajSmSRcX5bAkOILtSR/3BugSBzzUmCBQDFDOrsLD684SeaRrrJwzxCWFm8Nx0+jN7pWIME8B3QcSkgRtW/xUooqNNvNylIdDZhgexksA+GCPUV2w6oJaBOJ8DgIhFlHI+UgX7VKRrEoHMMWMgxpuwXvICpso4EXgg7KOQHrpxNgUjoVVGvMwShI6GrxP/tjOtcYZjedQoHlB7mdF5OH/xITlxUxNZgricZTYAj+nmcX9yPyMb3t9Z9UjLshzypfM0AmgbqWAi/v8vGBbV5RKwdJkI/Z2YL+/4nb7jP3LJ7T7a5QCOazEk8MeFo9lTp8b2ebC5qaP8lcYh2YhVgtEqBdiu8p+jgKWHrul3D4fjxbO2lwvF3z+8oXCOWaoRdFan1L0Zh0ffvodjvuOY79BYejHgeMYMVh3oPVXFGHFo3dKtSfQVGvFcQw8PT0TAPOOUkKX0vj5x9FipEBEFAO43e64XC4UYQWFgZct2raFBstESMDSAnGFeQv8QclpKAKXwIEGoLoCi0D0IAgZrc3JcEwHANFpnhZlaXTAMGQFZnkz/V5uKx5gGMcysBSpk0zmD+rRc89GdYViv8ShJrvyMRh3INMfRoQN0p1VJCkoUrBUiZ6avJ6OlLV3G6ilEvMBD/8Y99M3uWN4R102XqsL1B0uFI3xvsBQoIW6Fzmsmk4sBkJpQccTZ6nMyECiuzN/Nk4mJ/Mw5J1mXQORIsy0LM7F+YnBKpWzlyM8OX/d2JgpMbG+1oyc8CYT+Kde/3xmJjBD7VxcCLAsiqfLip/eP2PbVo69i9y69YZjf8F++4TXL79gv79wfqhxwcwQfNdIGaTEjE2Z+ZVHWZTWeECtQ3IUrADW+mn9NTQlY4NwKtMrmltoDwIqK3KyeNGK+8sL9hs1GVQJSNngFJkccde7o+8Hpeq1YD94D711HDvpzt2N/IpGFS2RFJIRtOHYtitqJYtvHDvLaZCItnbcbq8oWtlq3w/qemqhejX4kHUU1KCqW2+47w02ZFaIiiSDkkN0x0iZtkDGB0t8gpXg3KAyV86tYBQSkZIwmQCAQgoRBB0N27llFfBJ1R58VoktMPCngrfZw3OhI+E9hTFQgXiUx80n3wVAFFfK6Q1FABAHIeeAk+GVIt3og4KyGwU7kOVZDIJ6LgqoYVhoUlhUkMqJaTgQUnpBqy8DErocBHxzohmrRiXo3+bnsWce93iOIgrBGTxnAmL5c/fZlcz9mOlcpDgzGsvCsJzHMxxTiZSZe6dybZSG41ebZi4ZfmcIOP8mbkSULeXXDdft8jAnAxGKN7Rjx3FESTRKqwxSz7wccaAAwHpHluMMzPdycaw3WN+hUep0SKDLDE8N4LRtIRDbh8MHabUIqm6WON1BIHK/ATEXNXPC3jveffgR16dnrNuC++uB2+2VepIljFmAiB4hM0AKb2sH7q8d67rOvT1s4NOnJ7z/cMW6VupNxsZJD3m/vwKujFDajnWtISYcAi0KSB/wEHjRuqB0RjRmDgyNaO7cNI+9CxNvGqdRFSxn3ioK1Ticj3l4kI7EI1ITI3gJPIBrZ8rkcNKcU4w5nh2xYYK1mriMC1ILM+d62Dw2p/c7s9IE7s501UGM6GgcDViUBkyXAi0exCfeA9WrI3ISmZEonMYoQfozRI3BRjPlPv26AycfBGCUEvRq4m55sH1GB7PcGQebBnrg7BiVE6MBAtQOsD+ijfnveWJC9yLTo2xyq6Wi1gVaOVZhGrBvfH3npLDTUKQ1EzkfoapgrRXXbSXgVyqyt8Pd0FsP4ZkdvfeHhUaslIbhEEjk0wMd0f00QS/E51k/YO2OEuQqAnhBOEkASyWoyxYHzWCg7FkJcRYXwANP6G2HBInHY8P3MVDqhuvzD3h+d8XXz/8rjv3OKsJ2QW8NcKYaFFkFXB05fm6/3fC40cdo+PzpE9atoFSFGWXwPMyd2cCx7zgODh0a1iB4j1LaHOjCPHRgKFuyS3bRBseECmIFyeqfimPgffl0W9EMLg6gYipXw6ent1BLZ6WiAjagyYKEoeNBCAY4fz/SQRrRECQSel4EJ8fSas0OyDNXn5iDzJ+cSc48IPxpMpLFWQocxknoqhzGvBbB6mEsI39xCX6GAA+0yehuxuwoJRZgk3iWqUOC2/ncyuN1a4VpJdiaiZOHQfOHO8l1fTxb8RmJwUx7kvYql0YYkc7ZJY5JB2d0wcXjgKY65RgQ6vSZ9n3L6zurHsac9A0aGzft7KXY1oqny4ZlXYJhWeAmzNcbI4q2H2g9iEESNV30XAJQSUowjld4vYL1RcmmAXCzWwjDdDTrU5wFUJRlDVBSqd7dSLFuo8NQQnaOq18Km8Z6OyiBN5jKcOapo+8cDvz65Ya63LFennnfMpBTl15fX2LaNccWlsJ6vfXQKyiO/Xjl+RBFXS94+fwzLluFCnC9VLSx4/U4ppdwa/j4y59xtB5t2Ny0NaQE2VvGTaZFsC5kWZbqgHQa5X5BrTy6nFHB8XIjNA9KrTAhXT7TKz7LbJ0ONqhlaTaetcbz8IGCHQrhQKJRKPeJjBQHBWDGgEsNAwdgpiK8NuKV/mAPDHhsWsqAIlIgD4DTH3qNgozx+GbK1LugetoACvYw+si8HjBh2bv3UOOKxr0ckOwgIc4sCFmi6HHQXJLySK4ED+UCXa4osqDqqeaWJlRyDwf3enaWzq7dSLlSRWyCj2FEhevFqzOoEKvrBrgx4gj1wyiFpgoaExQN4SIOLP621z9jmnkyvx6MRLyua8HTdcXlugGl8B2B2HczHH1HOw4SnGyglA2jHCH2QcUqjwdv3qG2Q7EwWLOMKDCRbgCQskRplASkigNqIJX7IDjYOhmZIkvkmcQDWh+4//IzeosSoQ14pxCMA6wcCHUcv778Cd127PsLbl+/YHDgOlp7xeiGulQ4BgfU9gNwYL+94vb6CoOjFmUp0x1yHEzTtguWdcH16TdQ7ZBBmTmHkn8iBmt3HJ2A6bb9DdyZHvTW4e+u05P0ZQEQepoqqHVBHx2QNTbE4OdJieapEhuphMaHnFgMBPBMqTyeOXtr2O7POEUL4KNjkQMCoLuiG9+T0dwkV7nRAGVEEbm2Rlp5ChEzTbXkDMQeOkuxwRR9dK/A/G+PSCjXhQA4sQpKEDIVcjeYsjdjNjkOJ9lPSkAodcrXaZQ5KfEf1SetgbcETcxpSEqpqHVFU0eK6TsQeI1EWvag5TqPkQCp1RF7nQhTtMnP90ZkaB0iB60CBNllyzUDIJRdmHNcZtk9iGTRVvEtr+9MPQgqPRoJj4dTVfH8dMX16Yplu0CUizxiQE87DrR9R2v7RPQ18QEwvKX60xLpQg9v1Oi5DXPT5jog5okwzahINWNzg7eDc07BWZoemMTAwOg3bpRhsJgmnSGyxyzTcBJwAHVZsa4Dox/4/MufcNxvNAqWQ4k5UkDCG2pRUr6POydBAdhbkl6oKl204POnTxAtuDw9oajPWSXDyQ5c1hV6u6Ed+wRxyUG5o7eOui3BM3GMdsQG58i+dbtAayETVohhGPpcQ50VLP59ERCAG50pYDSfeShhT4k2AXkO4FhDFYrWVKeIzjAasjAvkeZ0wCVkRGog/ZJbCKRm40wHYrQCZuVF3gQLniAH5ATuH/3W7KLMA5eq15nTh6fVkqYqKPHy8LtxnYbTeKbclUT1AgUmNYSJR1TZKjKbskEFeQoECVIhfg4xQkYHiNQtIiycDlEDv5PMN/L+0/CGhOBfvidNAhnL8echGj8jr297ff+Q4jdG4swnL1ulobhcsSykKqc+Q2sDbb9xg3dK2ZFNlxiGz05JSosLyMsYHAvvMg2Fzp4DnLlirrgyvPKRvzswgmrrAmAcE+y06Hp1T7Zn4BLBr0jNBgJeJXpTiDe0o83HmTlmO2LYbS241AqzPnN7N4vKRf6OQdcN9/sN+uUL3n1+wQ8/XKlp0TnItgQAlToJo7cgVzk7bQeVyUmm6rB2nC3l4N+tlw1ZvuTYvDgs+T/JQFc4/yE8sZlz80sCtHh48pn+kamYyIoIh1OLhbcD4FHWM6ciOkQpcDOj0MzxM2AIXMhs/ns+2gQQ/9tN+fhZD/8tcWV+9vPws5KgxOdFjEQBb5FKhPcOjjVxT+ISEj05qc6W5+BxLdjN6zMVMQ9+EXTeZ2IPj9ciiUlAzouN+5ql0vi6M00xCuxIxhx5/E/eEPueolFtZgJnQeJbX99pKCS31bwkEWApit/8cMUP75/x9PSMZbnA3NEHJ363fcf99Sva/Wug3AXrsqBr5QAgAG6D0nalkBSigA+WBrshhq3gFGUBmHellNjcEAqLOaMZ7UjhgJY+eMDOdvceeXei0qcHmlUBsJrT+kAfd9xeP2Pf94eQnJfCVKpi257wdH2ielbhhKojGo+yr7z3hu1ygVnD/fYVf/6HP+H5/b+ih/AG7wKrNfoMCpZa0Lrhvt8A50zQWjkvtYVytvedJU7nd+2vL1i2Jzy/d/iFs1Brjb4OCFwMNRReJENvpbqUGvkJ0Ghzj8iJlPjAkvKg9YY0IwJgUUX3Eu3giXmwUYwtWuldc41jOPFDdDozk390D8ajT7swLcD5DncLRSyZmA/fE6VjJU6j5FwnhjmbGeE+rzN7f4Y5Z6HENDcLDCEnl0s4uz4My+OUPJEgnjnO9OjhJqJ5Le8hI6iM9FJmcuIzjH8w0Wjd4A9T1nMpQkYIpaRaXMEMp/Lavt1OfGevB1fzvCgvWNeC9+82/P53P+Hd+x+wrFdAKu77jtajEjAOuN2gBVi3C0pdY47nHfsrH1jRAl3fkSqtBa4VR3fsrRGkgUCkQrs93LCje0zwnocboHhq1rUF3iilPqzRq/e30dD8v0CkKVVPg6gq2K7XqNQcbOYSYJYRY7GXhUjyfv+KPj6g9w6goK4XRj6HT+9hwyKaAmANn37+I3754QOenxYapeMGxROkrCjrFWW5Q+pA73tUYvilbX/FGA2jUU9TBVEjZ6Xny+dfWF59foend+9hluXgAlVBSSIPADx6SQlQLhqsmBZ2oDfY4GRvBAtW6mUqRbGs6SglaNgIVmM0+WWFdNg4MQZkWfJsL58YxF+8zi5UnRFgbMnZRp0YGuQx/AZaG+ijwFChRaAj08ZoU4eTUxP7wMZ9Vu1EAE6r1wdLhSmkCxAXcghMFM2A0joakmHL1O1NpP+QGhHTic8J58uvip96iuKk4Q0npQWQBVlxOpNlsO2/KKAF3SWqx9nnoW/W81te3z2k+MxtJKocK54vT7henlHWC1wKGY9jACgodQNEsbrBZEXrDm8dfQgGFgy5wIoB2wVDN4zIgTE4ILgZMEIinW3Vp1UkefZhw0yj+jY9yrb2YWmR6WlSKiFVkSboFIItooJS1xgbcMfoDSdWj7D64bXiv+GG2+sLSl1gfqAdBz2WBzvVKd5yv9/j3x0iBV8+fgLsGaXQY/R2xxisqS/rSsGZmGk62sC9s2uVGh7sMrWQjpdItwSC0cjadBRslw3bZeFQou6oW508E3dPCgAEOTyai1qiBb6UgnaMaFaLwdDm1OkMjKcAZFRKbttIcRxMuXA6tTedBpmrv3l+uefebuqsIJz/fb5vGoq0HPFzTucKmrnKjBiScUuCHwV13KIxL6pEcwhQpBLmHKXYj/3cDwJICUqAboBUShfOfXHe5+Mr9xEEVJ0KQ5HRw/l2Lqg9pCKJYJTsT3lIKcnOqjApIUUYC5y1Ev8VI4o3AEg8nFLYRFWWCyAF3YCjDRxHj1RAMEZBt4o2Oo7ecTTH/XDsreDwC7oqvBp6RAHJ0+jmGDN0w4Ml4MKbAI8bhtdn57+CltSQG5ULlROuHPGAc0s74GIQ6IkWq6Adx5STE5XHbTw3ogfbUGDYby94evcOqXRMDCYbwCyuXaZUv2rF68sXljnXCk91qMBKtBYUZ08GcR+W7nK2yfRsPpDCJYmfjDEg7QDkTpq8PqNUMlZ3AfS6xnMyOBQq/Ccmd4L3STGxCisCE4OJAnZeSyLqjuiABWZalxvGM4R+eKUxyn6STPv4uP87+cdDiP1YgZsp8YwsMZ8xsY8wFEEdJ6Hs8XmeaUyqu08SXTRXWURD2ROTRktif065gyA1pYFLm6VypiFzyHFs6yhUTIAzt3egCpj4xUxDdMYQ01HRw8WfoKxP04Jz32ea942v72dmWjT2OMU0aMHZKdcGcLSO+23Hy+tOLkQ0LO17x+vLjn0/qPFw3/Hyqtj7FQMbvDhapyw7c+KY3yHZap7kkjxsCWnq9F6PRoQhZHT9efaQgPXjaYExH1pmHrl2GpRtN8Nx3GeEgfmWTFX4X8NoJFQcx/6Cdb1AVLEsK0bMPyWYyc2p+d+R576+fKFRihb3bV2DIEaa9bIUToTvWVoOopeFylTQ4EshOEygNtegw/2G/T5QasG2bRABXtsNdV0oJpPuPYVsxeFgtWLesZCKzsVgKHb0EZqlgmzUohdOzCEOxoNHnl2ksZqa6wmQOJcRQla53hgMbu8iOL0nCErOzZ+H02VeBytwjE6pS1Hm4aMgr87PZ09OvCczzHhOHu0F7KqV2U/Emx6BDawEj51ycw52+7LUmd+Sew9cl7AK4nEoJf8+mZnx256EOJkph4axUiBEgVh4Zhn1LQtzzsDNff+Nr+/Wo+iWZJoCO4DXW8Mv5QaTXyCq2PcDr693fH29YQQA1kfH7U6ilZnHH04CS0YeJdxYcoJEfd9TnyHGBRo3f7a2MyRMtSSAYGCQwlRRFw6ZhZ2ovJb0PJjenf8OItsanH+wy3W0Y2IL+YgT1z8rLukBsoToeHn5gmVZURZOFysfCvbXVxz7Tm/g4INUbqJ9f0VdCkZnqmLvnqC1YqkVxYD9do/UJSKFfQfKkU8GwIBYzqbgdjQbsIMpwroCfRx4/fIFbo6n52e83r6iLhXrukRnKjdgRlIyGKGdE63AsrcNaoXVwrQwwGaGsxw2LBGhDAh6zwUG1tWAh4leDlClLMqX5/N4ICe5xLPOwIVU/Qz7ywP/4mzZfnzxzu7NcR0Cl4paK8Q1hjx31LrMFIbRAv9ItGYbMDuLBTTMKoMYmRvWyhA/gKLIJsYkJ04DkdPRApOJugsiPqK9maEEy/aptD35Gihn1BApYlLiSRTMKhb3ctGY7odzD3O9fiVDcXQDp5UnG81wPwxfXw788ukVEGoBHK2hdYZo7Px0tGaRx/JC3R8OLMDNmF5Cz1bejBhEHFIENtJLGLIDec70SDZfSJGpKAbG9BbmjqIP0dvUSeAPPPU/caYjpQhJUJaeNUqSj9ifJLsu5O/LgjGo7szpUQYbgmVjReh2e5n3OLkhInNuqQ16rGXjyDs4Qu1qnApFmYvHWtoAKEEX6l0hd8a/bBiNhr4dO2qtaAvz6eN2h7ihXC8YY6A7JQKWWrnhLYVZHNAaG13nQc9Wd48Yv/fB1G0GAsRhMnrqSqZpOjP34DklMzOeU1axCFwOTOZmhN9poAGK2+RfPbZYZ8qX/IXj6GiREudEefgAxbPKjIy45vIQZQC1rqywSZ8iimStknlnJljrGmBhBbRCXVDy0MeMl7Ncg0j50kT4jJxz5AVvaBLDwepHyAEAEPVZzXDBTNGTASvik2eTPTPyENP8aqlH6w/17agPA4a9DdxbCJ9Gx+FULfLI48JA8Lqzjpw5Hl9vclLR6SH5OSeI6DjzujdIeaRB2TBzDoWVyBRk1pJduWiP8x2QCwxMzwaR0KXMT+JnZ345m4oy9M3sxz2IZQqooh8H1IP4UipOcDZ4A8IhRAJGYcexw5wlV41oChMMfKwK+Ayv83A4fLZOnFhFY/jdD7SjYr/fsGwrG9K6zmiFBz0bltISM8xmRYUbMCMEUcVgWYrRgflcw/yMfKweHk/eXDseNm985WO09hjyPUR1+X3I8xTPKp8zYm9ZvtERw6TYB7MUCvNmmRPuYbxTIzPDRO6nuiwxOErTOyGFdP0xZ0WGBBKVpYf9gfmQ4v06DYdENEUuhiNFkvMZ8kNSoBgPfx7T4fORZT9Q6mfOk/UXQPC3vr7LUIzOUqZb5oPxRxzN0mJlODhvnxeq5wPPKUupewDwxiwW6uGX5qZBRBBpgsXBeCs6+3we9GjScQBjzAeABDKTVKPKzs/oAQG46BrDX/g/pjFARHphkQmq87rnRsvN7QjCF3kk5o7tcsWwjjHyO9gJmog7vaOQcg1eazbO1VqxrEswJtnQ4JCTSfjoYZGGWfA4mQpI4g8NBjEXwXb5HQHjzhZ5VfbkpCHf1lj/GYazfTuaCuBO4dbuUeKTpDlzrdiqcCLxKgQEWZnJd4Xhyb0Sz/b0GXZ60EfPEOvkCD7EjDf4fPMezjK4Yo6KMMe2Ru7eTzB4dthKjnWMZ18Ey7Li2M+hxyKsJNBwpFIW90vuHw5gP6tuZmn6HA+XzIggtryNkxKuouczDKc0AdG/QDwzooOf/SjCvvT5Or/l+03Fd2MUnkQThLUO3/HojfUfuYr5wMIy5kTmtIo2ggWXzDbkZiGImaSY04rE1kop91yAN0HESZwSSJC1ZE5dJ8V2UBkmfsnndwDUVfCpEiSRgiKunpz9uD8LfxHRVg5Kduu43254enrGsd+IUWhh5CUMdZeFczxnX0GEi20cE6cBGka/h5F+hMXiyqMJLpJ6pF7o6YR5odY7G5p8oB0fQF0C5yjF5ytEC1ofOPrAslwh3mKqOieZJo9GKCoaZDCfBr6oTmlB1kDy+/MyGsQW8kgixMcE3hDXLPN6p79MIxxGA5rgdBjwM9c5HXasC40Spf+7AT06Wc3uGG5wFWiQ/UopAXTixMcAHEYsSZRRqdnJTXjc+zR8jGxV2B2bmNwjJuBIfKJAUGYEnAK4J5gejhUOmbKCBCkxo1rJLIxrouyKLrI8fBvfME9PpNrf+vp+HkU8V1hEDXoukmPMFIwAVDYVPXi2uGhOio56e7ID7eGWIidl30eU/CY6zc9i+ZDh+mmcdW4YCcueQ3ZhbEW3pCS7w3o/FZIBZPtz4hai57Caee+xixiVh+jqY7g8gyeG2r13LOsFpSxYF0roYYaN3GgKOYEviTIbGJ20fcf1uoTnDpwnd6VHWTcMmQ3mqyL2YGh5vUXqaVAguL98wtPze7hTRXy5EMHnFHbD5y87PjzX8IgHhhlKXTG6UUIQLPPm8pzpVDoTGqs0Wox8DCiBowh7faan9fynnenJxGESqAyikU/WAN5Kz59RR+bq6UaGAW0QqxiXZb6HVR+LtnSZ5Km5Vg4Ijng/+RWGFr2eZ3TlRWKHxzxST66JnecApzPzNOo+ZjQwDQ3IGUqQP1MacyBn2qrHeIV5QKMFoqwAlJU4FzzOQ824y6Pq9q2v7zMURfnHUtpezmeZ4dR8ZVXizMlmb32CbA/nj+vgM0yFp39PYCZLcHGjTqMgPt5+DoDMi/IhSojAv6H75teLzIMjouwpQZXjBzsAACWFSURBVHqpqOxLVvl5H4/BjWjwBc5AB5MqiDMtasdBabZS0eSY+WN6O8/QF9nvxMatHJZkFp7OmFacmefjQc0dGD+ee0gfcuuzH/E47mweK1SZ6kd/EIx17PuBY1VKMkr0lIyIAjyHP729+dRIyId6YinTsoWXBLEEPI5RoMF7DAsn4J16oJBznfHwPQ/7Lg9ERhux+0i66wPHMTCch2niGnkYM0JAYDIRfc6UI0R2LM7AGx5FgKbK/JOFyakpinPfY/qycFjntn38OR4+2/NnMCBng8wHz3cxSkl5weCXRNSTOEnuk3+8OvTff32noUgyCQLAySPz0JIyI8AzJ8ubN095epzh0nTTAGQgJ1Wlim/y9dkafOIAbymtsQHPVYtFyRTHzr8XVkdO1N7hRhKWiALdiKLHJlNPwxDXE1beHw7o+dmIvPVEoMOi4jh26MaZpOyYfcyRhCXcXKv8fgnCmLNZjENnOiXsgHP9wpI+bMn4xyPwJnOTe7y39479OLBs5A0ce8O61PnrozXc94LLpqhFAW9sxc88fAyM7qFkhbffnw89uCwTZXDMZ+iGYNaezR2Zu58h/RnCemgwvCFyOWDBlZGk4CMiyVwbz2fHKHQ/Gsyv85rm+2I9BeTdkOquM3UleJnVqiRrnbuY9xQh/RjQOkJkGLPjlnv3XKk3UajPAjt//gYkBc7SagobZ7qGeccup1PIb0kjkafEZgr07abiuwyFgiFtdq+NCQIG0216SV5cKWXKoQFJBor5pM4Gr1Tk4XtixB4k/DZbsrOC0FtGBlwuswcvOlfM49BHyZBBGhIIAspULnIPZL7wfdxkifo/+MlJ8ZdY5ASzYroWBILKaxaaFY0DacgfOdogWaYsC6wd85LJ8xAgwV13dirGZYmBM0zXFakULXqG3ed4hsyL8ABhkAI0p8CDa2ZG6vhxNJbydMXoB2rVWaIFBF9f7oCvuF4qy82dc0v7AHqMYaT8HvDYyZkGgdfKdM4N0AB6zcYZ5UzQNb05Hg5ufuJ54Au4rglwZ7ieB6Nopq0Amb75IYLWOz6/3PC74wmXAuQcTs2SetGYYl4xwesQ0illgRaOiORE8aiCeIHbgY6Q/RvUcvVxQBGYRkY22aOSYTOy6iLTx/nEPM4I+NFkmIEp/wy+8n0KUU5/m9qnOJ8Do5fEfuS/WeP/f6/v6x5tJDxRpe7hwDxGBTPEHOHN/LzDeJ/NBbIYERgRhJ/hXGoFUkMBIW+Wn57ehpv9RLfP4cmzcmGxLKLzeiF4+J2QUU+cQrJYx0V9g19MkxdpBfh+0YICg5nComR8WnkuTY4ysJH5eY1ogx+jM1Q3DOsoSsDs0eqPPibxRxCaEg9/z7Ql1iUwLy2k8j747BmM0/AZ+tEgrqGj0dg0JYIOeuDX2w4bHe+eV4CQJtyBTqEF5vQhv+fzSh7OQl5fGE6zA2IckKMlgVnDmwVJNCsMAeJg8tAUvP1oy0mKdBCZSliG8ABCNU2Nwsi9NXhdIKWglIX3VULmDhRb5kAqIX8EiLGFcfDiC9MhTFvkCV4K2igPQLiij1A8iwtV9QeAU3A6Ii6JqkSp9zGqyIDZptYInWNB0TLHTuZnTmxnYiQeUd73xBP/nAFAjz8QncmHMOkkKux4c3GCmNjtedQyDJJ5CKlf8QD8ZGUl8YaTY4yJvMu52fFweB9bxU9wEg+YAN8vYYoec1XEbIpz8Ew+mDSAj5sZ8zo8Lw2ClJJnnMl7zUrVCSpFDT3+eCxwGheWG8MsanyvPMzYyLBUIo6Yof55TbM6IYqsGOjjJgIA84gMBVVWAI7iikKwAu6cEm8GlDKwLfSwKg5xalMKGMW5n1Ph+Q2nUZ4uMZ2ADLharBXA2C4wodwnD57wTHNPQzydkj0AfvFZqYWRj+uRhAQ3qp75QlanCs6BBIKsJjy2mWeJPqtyUgrMOjCvOtSu47LNwEnunucm09/8gUxpwdSTSKeG3IoZMb9x/EL1NtZw5nCjuUWnM4tfk9ShPWOSBLm/x1J8f1NYemxkrvj4UB0pIfgQ78ViUeCWC5NhoZwPXKKUlOzGuAuzh89+XABkJGPBjQCyejI35kNVQebXyImjZuyWHuhhc/Hz4n7fWsfznvPPNCZx3xFSnxmsszdBci14N9MPnft53tls55fsZfG5mXndTGNmdDW9eB4IRhzy0K85c/KHjeLwKXknj97dJbot2a9jZrjdO8uace0KR+/OMBg0hmNGQSfc+peNU8j2bhtwr+eyRjT21lDQSDxGyXy+iWs9Ylb8IPfHlfSwp4mT8DNbo2qalog2w5jmKtkYKDVSpumoToxMS4X1I5pUw7gg9Dty3cK+pdPKfZmr444JpOfey2f3cLLO/Rc/NjurfAVc+NyPk8wYa61gJJQHQB4+6E3W/k+8vnMAEBckv8EevmkePvf5UATkVPChswIxPyMeYpamWmt4szfC+2d0QhcboFYId0jIrk/vKZSyH+OR3CLzs6axkeQMemz3xDHoRc07acSC837nHnuoeqSHjCa103Dk8N/04A55gERPA8vDyvQJUAnpei0PmyUPmvAgO5DTt7NClPeUdjyJY+ehkcAokqyTl8vvMBB8G3fgenmaXbRmDuhZ47/diEldNkYcSwX25mRmCsuMQ/GAHXEnzGjaQfajkTxmNqAzUsyD9Hb3ekSL00/G/skKUQKD3A+PEaNMpwDw4GvlvhvDcN/Ztr9UVpO6jWmMPNjFWtYp2jNTnzgHEhT5mRmIQmRAETL/onPc44kVyBTzkYg+RStSQWw64fmvZ2qZBuhxj5k5uhgWXZBjFIAotwrHODDF0YcIH2+d+De+/lkKV+aCYckS9Pl9w+U0EPEbFkaj6AmmnU8k1Z4NRULFKi8/9sWUpleJprAzzAcwS7R5EY+kJQE35vAzHAOC/yHZdkxNw1zkMSwin39kETOccYFkaCoFrgp1C3m9yEEfHsaMvB8+krYwRG6lALPXhSlRzvycvAlg6lNMJH2ujz58z7kZVTjDYSrGzBgmoyjMaCTt3NE6lkpDkN8/+Qjm+PRlx/1YcN0Knq4LnvzA691D6zMnYT3cp4cRcwv/UKMY/Ja+/IZFKUCmkrNCkJtiPsg8TfllCSrH7sv9IW+dmAf62fZ24mylAOOcWgYfnBynDoDduYBHeT5Sp8j9Z6oiBsGSm3LuQZvXnusvOJfHJ+kpDQfmWkRkkTfwsB+nEwkV44wgSnY3G0+e5e8/rNLjc/mekOK7Uw/CBw+bH+c95A3w2UbXoTwcCj1vOhFYEqGSskqFoKSapkWcB3xZ0PvbNIKhrc3wcHrf+N03Xkoy5HsAzrQyPHQCn2TQ2VzZ/14r7kSlYxGyfFYCuMwSqLtDNKsMZ1nWg3EZrSCzPXtudVWO1ctDAczSq0jMkJwXIkGdPsPoYLZHY1qGuMCbjtls3op7MnOK6brCSkzwhr9BB9yd5UUzuKzYakGtYWRtMHJhdhGMwngaM6oDeSnm0Uxl0STm05VmD42EMciWAeT9xdXzV2Rqh+RVnilbRoh2nrd4z3403PeBZQUuS4XqSV3noasQ4dBnEUDqElLejhxlgADS+Qr0SAhuS3IwhkY6HOhyAPa0Vz4Fb5leyhluAnF+ZsktzEgaH66XoMNKjcrJjOEAT41On2uTTYj/bWTxT7++O/XgMp7h4lnUkBzWhDQE6QEec65sKHrb9MM/RPLl/HTJfDo3G2Y3JQTTwiPnO85OsdP+zspDfArCOKUp8geLmwd7XpY8hHoP78p/y9/Jv9OYfZmTmoiAR6SQZbikj8fP2bGYEY/Mz0WGtLkO+b/EPx6JPPNt3IyzruEeBKDTq53hq0xDktfvcLJXkcYceOzHyfTGzHA0APeB8pRlxahg+T+yPg+AMuJa3oCDkS44TnIR5ncKsmI0sZWMgOS89kc/nQZFHiKnx05biKCFuFLvBlmpZj4ySgSiAS7K6l5Q6grgmCuT4Gleq3vQoNJIhTbIGBoAb4pC02Ll5c9tFg/zsZExrz//7tFwWqwf3KEPgkjzzW/2bP7z3Jdv3/NPv75/rsdDyJ/kmBmA+aO3TkHZ3DL5oDys/FlKO6dHRUydx+/BUHiEjbMbLjdNHoKH+05DcHrc+B5kzZoJUeJuaSqKCFwVPVH0COvPktZ5J8naPF+ncpLEYKBcJxqRbP/OvJOVEZUojSbegvBNk6ymU0NjmjQRZPPRWVWJFCbKwHMtLCA2yR6Ks2kJYtE+n58cuJCcgB75GnGAw+AhorLb/Y6iG9Ya0U2Uk80x105ibU4Xklw6bnIffYq2zEoVkj3qEe3J/Iw0tmdVMasSmF7ZXfFAbH6jaJZbgsSrA62tMOdQ5Xn/s+cDkKC9lwGI3OZeTn7EQPZxEBeYjgyObVswjBgOG5QzXXlz/qcj5TgHhLGKMzCxNv6+eNCv4xmaOEo/YKU8GLB0vPG8PJ9dPEvBuQe+8fXdhoKbmlYxD+v0ELNEyZigqM6DbvnQkR4F4SliY2v8RUrRpe22h1LYxCMwQyh/KKDH0p23L48b1M8QNkVSHgDD5FeQT1BikWmoRnjR9PpnndpDMCRoIM7eExqGoDoDsNFDWi3EZkOJXCLCSk+hkij96UkSzJ15fH4vsq0uoiIJQDZwoMm3AuZaIj1SXO/JcuRnipwN3zMaMCc+FPdsliO5uAdeXnaMyxb9EQmYRrTmJ8FrOolYVxqFEbiTPjgYzW+euERAVGFoy3QgE92P+8gITMq5l96+0ujxjT2iimGGUhbMaXWiqAu1QNwdGNyRIw6ogB3AacAk/t39gPcdUgVrAWRZ8HILYDzj5IyqJA3zY8PYiTedYfED5uVZFo1ickZJIbNok+Ga7MzHXXCugaoiRyJ86+v7KNyaYa88pBDxdxKh40O5SuIGT0NyhsB8ZIbHtCRBsFmizHb0MB3T0MxY5Lz5aaYMk2YrIrO9Og0TmZkn2DUJLuHV8urOH2bIxm9hydHm3+U7Ne479S1OzxhrkTiZA5ACjoE7jSA3vs11lrm2J/zlD98qISozPerDSswwH+fpMTv/e+JLjujjePuc3eip3D1KnzRAY3BCeU6eygPfeo/xBAXW7fHBcE0eunvnXcQFuDXAQpE8Dd58Ow8BqxkJhj88k3RSSTzKyN+MEwbPYPLRXUQaU3C0HfuxoI0nLFuyXuMZayVl3gbcOSTKAtScCzbpuwZ4g6AjMQwBOPV+hGhPGP8HfDH2TcDXcu4m94yaA7dLI2F0OP5gAEQqI+DhKIPK7wCJfzOixlvHwe84z+63vL6zezRs8sNNPcb9b0UyHkOmNB5/8SsPjy9xC6YCWVOOkp/L/L1gup7//fh3MeMjeQznqjx8nwhOcczHlXr4d8nSW/7JcD8BucdE4OFQZpfkm8+MEFwevyFLVjjd4ANkeJb1zt+Y6ll6ht8K56ZK3YQ8RBkdSYTsf7kWj/863/4IEsbzigOd0aLbye8Ezk1uRu+dBiQjH3rLTEfn0k7Qes4odQ/tBEZhjodLjmeRy2Hmb4zu3DvT+YQBMUSTIdc4PyVBTRGK9PQ+4jMLRPpcn9Qb9ehFoQZp4E3RAn7elIPU/3Nfkdr+EEXlo/5HjFfutdMInvd+np/sicm5LAibxSqkOSt25oacfpapyDSi+VM//3zr6zvLo5gH93x8Do/uzCnqIpi1Yc9Iwf9/7V3bkhw3jj1gZkveiPUPOOz//zA7/DwRtltdlUliHnAOgCx5rO4HRezGFGctrbqrMkkQxPUAlIAIQsyMRlXc4oKwMzClyt/rli0FVJ2t05l/CjrL3FKwNN4Rr+1WiExfL1MwLSNL4kqmjBGbAcmY2smqLkRo4aQTghmBAtWUpoiHC2MRbo0l/Qy9OxeQt5KRytETYaAavtDSa9W1wdBVZailCqojbStBWMD1lYcPiBJ6uUbLCyKvwGq4L2E6rxkZjNnjUE4cAtc9BgFbQ25H1UwYQU+DQrWnB+ugGIaru3S8x3yh+niTpiloyxcfI1KI7tFqYE6WWmdpgIrUgOmLBXlhIc7zDqzqSyK0rIRDHfR441on5lI6u7hOG3GNbyElo3Hdsm6ql4XKG+JD4Xp4+zzLHM4TtocFWGe0guEufitt/a7xIUGx2cA+RhbkOH2vRK1hJtOWHCkgSJBHCDgh3ULrhQAIPEViA7hR8FrSzlvE4MDbrQUt2/CEZwPAYJywazbm6PPzGiEktg30f52b0lKLemO/EBYIRh9h+E3vLoWyOCFUBkFh2xg8RGwgbCP7K66cZyHs4mAiUHjdQqCqivbzFcKzB6sqS7nTWqocS8/ta65yAVb8QRfE+lYWhbkhISg4T0cGZLvbuQ1ZQCHUBx7h94wxpXndpLP+WhOOkzwWfBcCjdbb9sL6oaoPMTPYHldOdgV1zhBWgYtxGpu8+WtOzDNuu5v3G9Z5UHHsGCP445xxdaUo7wjA05xvWMcNtug2W9FBZ0e0vx5XCtd0l9W9HQAig2JbHXJHnEtzwI8Dx9ufwP/8L3umDuzbXvVPFBKycr92SP7z+GAwc0WlI+cpE1HmnCaTsGFbpbEpeQXRlil9HdXGPa0I78FJalL31Lg6SABz0o4KCKmrk0vqC9lpMHb79kTk8dBkwA1ojy6MXB4S6pLlqQF7cDYCjHWrWnS5Vncoo9+60pqK28k2bJth7IbXP/9iBacEk/ptRvGP0xT2C0xbUN6WLuTaB4zNiD0XJfCWWe2c+og6Lba0H6TJ1EHb6huZyYJHLWBWAROilwJrsOTaQ1iMl2gk3Kaa7eTtWr+RF/WIFTSvQVcn09Da94Vov0h6ZGdtgewWNgz2pzgvdDNEnGvOE+f9jvN+i5VuA7YGbE7M+xFNbCycjnMRyEf5dB7AOXRTGNL0F4o33Bh26073KjAQ3RoGaL3wc7p9LfnaZbGHYDtuN4yXz7CXEbfCgZDv9PulNL+n65EvWSkoih0KaefurYGqBlOgeJykmMGvKEvRqd8rActuScK7ZwbCmBRJiSXRNC8WCfRItM/Wby5CT4xpOYV4SQVbdaDqM4sBU8iFGaxabE0SfTnvAan3u9woG/CphCSLy6hVo61bMNdKq4bM8zcpyLoepukubxYFYydJq/a33IVLvKY9H4Aq11K3OQI+v+XFOl3o0sLJvYhGvQtnovMl9B8BQQ4e8YslVcVQZo4RF33QDI+isGw8hJG0gymOUXgW3V7fJks9E/gEgwT0jjUcpzFe8RD/yc5cLd62xB9ajtxsoJ7huAbyFVvhxw1W78nXWZ0oBQAt1rPmCd+rDZ7ObZ/nd3U9JAmTiUAtmgvx/ExvRuLSSCCUN1gZMs1rMD0oJjMrVc41xbV6bEuP0m4psW1F0RHfUUxXx7IHT9s2xwzanihYpkNisiTk43Fec61Lrl6xAbVZ27e4/UtBwjmjp4PcLFX4necEJtjZCjCiHGmLpQaKdJviMRQBJrFg/HRo1jrk0Tot9aZt1F6jGIlMvVwZLLbGzbhRBVmLdl7CQpZixngElCIGopu6co3GxpZtnp291JcjBZCHVtXc4/9ajMKIeWCg1xcrQVWZy8Bk39gQIuH7n+eZLBZTGMTbTAxzbPuGfe7Ytxes5djGWXyTwXRaCoiyBGOQVrG6VECrFbixiDE7UskKG3EW4IPWau3NRXnxXGVGhdm8OSf2dPtQ7gYAuQPf16JY85Kauarefug6+sua4KKASGFRpqnhgl7Nx18qD6EIrkzneObIA7Py4Hov4slvcwZnxVV0L4XWkreBaW2G1AiVBUAehLXA+oHSaACq/NcRAaYkWzxgkxtlBnZpSDcrrIEt+n64QzCs5RUXGWCsRhOiAMkAIOkbOI8F+BlizDaoaXD0xvBs6moGnK22ZN/prij9OJRa5Bo3lWY/8olnStOsyNt0GpvWDphtWPOM/qkyN2SttWeuVRieKhEA5VRPqYKCRHshC1A0CloPAG6G84wCseNceKF7F987MTbD5nGt4MSMFPDcssDOUmhO+DwxAewj3rjhjOAn4wcE2kAFjLABaE25W+Rxv1K0fucXhVe2eKx1010xwlWsrtQZ+Ew+/I44isjOdBMoDvpmdfZlXumgReAuvrOWJJ9FOXJqnpYi6gxF31PPUvfs+B4LqUBty7stoi3+mT0qNnbeTgGwgH6b85pFrJD6xmanqc9o/sV/YwCgwEz5ksKEzEAUljZ4rHhPBKlCWw8bGLuu8ztx3g5WjYalEJtctBgj+loKkUc9kx9Ir9bVUDVcHmMrwKBzXF68rNLYcyk7Udq0x2xEJ1lQqkQckuxyFUyOyWj0XQ3Nqee0uhMohjRh8wybY+wpxCXex6ialMKwDOi2Alk0igGrmXK3VhcPaTzRsWxhEyAMAy/bjs2Ik8g3O4XsxMunz7ifiz5Qxb7CUtTdr0xXe2QgfD/ha0cGi/1qfYXwb9Z5PJVuU9FfUlBnBRLWY8Ami/ZgbC0IgLEVwwh8iFo1WJyhJbV3seb/eXwYmSlS98nHj5pvmaedLM0mFdLCwRDcDGuWgUx3+cpm8GHAQ6enzA03DEW0RZckLUEl7ZbWiCSprJjEPrS55ukrE1hSW81Fuiy2LAu/WjAXUkAuWjD9YFlwgJiiHb51V4IWQw/c5iOXUrEtc3EJ+irFmCcJEbFgSb3mZD1kFiO2pQPrUmZC5kFZ8F9rJEvTttEjlQoytSvaBKx8IS4AVsZMxVLFzF8xtSwtQx4COa66TiJIVLmdnIqRHjS+9mEBPKMls5ZjJyDOaJWtbiWbaMe0Nee/jT342uo+DglY9iPmQY/U5sUMsr4P2lNHJ3Eaixnr8fq3STl5xinWPAB85n4wrrhCYQx8Z0GhZcRlsyX13eJgo0nIGOGnJSHMWAVJa6IVmF04llLTbcCH/Mz6SNCqUq+K0s9ZSExtkD0SpfFwbSgFhsk35++zaCmnVb+L09Yi8vFgCcOELue8KbDYyFfX7MEdbmFNVKeqwCz4iqsY9b5sfZE0EJXLutG63JSPF9JTjW/4h6yAJGrhJELzKQaUkgVC5V5FN4U7hWXhMBiXaG7cGBJunoweWxCHzXkrW7/pqojf9kE80jZVzooEa9Hdy/pAW8eIIOiLalXgNNsd8LhJTMnjaJrL+iXyiWJx7hGc/rQpQMz1JRPWrIMsFB6ynC5Fc6X8HuQItyWUSaCQmZVi6qoyGzHXRSRt/E9JAN6/a01gv2N8OD1qabgsJD+kicpDuhwqqU2V5Q17OMqDGa6nKSOC5s/yzoWkGpIZetbEaXeueVwPkxM4M6KfJUCJzMPZ75uQsFBWRyhDvQPwqgrlTypeEp+RZQQ0aDjqETJofDpONvGNRzQGo9DZTcVbtABkWThQXcSVmlRcofz6uaJKIAOIQnZyynHjG7LvRaSyLeeKMphTU4NzjZqLdmh7jMBr7aUBR641v1Nb2uimClIKtxLJkJsaRWxtWzhnldWn8JCg6VZvyTvAwUDzhn2PeJBP8UQILAMD42vifvuCeZ447wfmccRzV3REF0T7drzhZX9hZfgLCmvU1idoNa4ICs8/rP2jWUxo8YxLpahFO78mUEXPNQ8cxyvxO6RJljldcTffGh9vhQexYx6X0maXkqLOeOSYBwhwhPHKdw+alM885FN2t4aHxlGHVnEEAFG1yQO97Rubtyp4Ka28HiwIzpnFSeusJqipQZvETvQmckoXiwHNSvoqBWnthIg2AGHBJeFXE1z1UQFljGhRmbbtnaQPOO+yhmSROQVoBDJVWt1rRpoIvvRGtmEYo28rv3cRUlZ9KGR5nDN/O7YtD3D4+tHItlf8boppgFmhLmLsSj79MAFlgJrZ5zNkaXXP2CyEy3EuvL6+4fbXK/aX4JmNd8MO7HA/oEt9fB3sfhYIzfN8xTzvhLZvWOuoAOJy/PCyMOE4luFRKF4zbkX0tU4IpVqrs+Jx8THkyvaTGEMxHZjD5x379kME14c1gVFxu/eMDwsKI3S4ufZkaBmjfjFVLzuG5LA8/MmEfm2+K/G/pAZkUShu4Bm+y4kMEdiCWNv2EuAmXUIMBYRoUDrYFJamIOLQ8ZxpquiiAKhgnGgSggn5hTCf612jHx79wWBbxD1Z56CVu9KbWqNoGCZk3Q4VUYe474JgHlhq+LWcB5v7BvntnvuGdOma8COtk5Gcv4dBUXcmaDMmIU7PZjgm0tR1jVqDGpeY+GkM3tcqbInV+2rp+XdShHwhz49OQgrcrDnJGabZAUfcJHmeJ3EUE9v4nNkqs0idzhk3vYW1eiL7maz42ZwT54zWjJvAXh5C5dO2sLlhnlEgVlanlE6JZM03PyNMUruDo4zoUWuyOCODeA9YuEkqDb7gYWwkT4JW23vHx4vCHszxMpnCtEp4dJ6IbiU9SrCmv0yMLr0kAdSJmZIpD3Z/okA1YVYN3jWaNkfpS0FeE/3XcBGQ1pYVAaC1+EtjPPne6mDwu7okN0MX+k6RBIBd/HAFu3p+O83z9rv4fuAfUvDV00FvFOWyxNu6q6DLcurw1Hou9LQuNMsR0fwWHFu6a0iL5fqspgwYkAhtaiWwTYhcHYayVLv5oAY2l8NvcUnTZX76PL//dUSF8fGlSt/AM2zDrgJ3BYT7PO6Y55FCACuKxNac/G/RXRVvxud2m9iH4UyhcD2c2oHrqej/Uvbmuq4epI0lLnhyAeujFoCx4NgSJVwMyc++36D4uKCQpo8J5h882H//vS4pU5pJazVhYfUFGB5KwNv3snAJIrbBxgYnfFiISOczFjWiikTGQN7XoUyEE9ocuegSUBl8a3KqNs2S9t2kA62VDtEehnQD4ruyCqx+fiEg32CGaGtWVyeGexa1DoX+BIusgn6JFkWHUKdEw0WYc276Zwa5VGAnMWkbvx9KwT26ww2UD5xzTwkzKkCafONQi/oSyKNpz6JFCWTph/j57JcNyZUhqxQSslk7TlpGgIbfDessbgTbuVYJjoG5DhzHG47bK477K5HhDizHeZ447gevmHDS3OE7A6Dm2G3iZQPuc8R+G1qMohanS4iTPlqXrgbI9HLbRgiJjMBrDCPQL85D2aIsxGOz5eWW7tx/Oq9/Nz6Mo/gnnHjwqJhLzJRHKv7uPDOJXsPX1oGESxKQ6cCZsQNA6BGlQxVFl6SHHYiisH5A+FpaZAIaDRvAtqWmy6vtzRK8IpPZPZhFjBdxFqeb0Q6mV4GXukZ1LU/CNCulNJ+vxQvMIpWWgTaNQSBPxjYMGJ8b7iQwAEPClVq8kN49AFYH2x9oC7PGw30v2hIELQfC1UiV7lnA19cLsFM0D28hE0NTb+Ol3CBE5qRc0nqO5EBQrawwwNG3PPbGAZVfL6SwMIv0qK+JcwI7hcZcE/O4wc87/IzYw3ncmam64bz9ifO4JQ7H4BHPcFp7PnDe3+BjwhD4FYNuYKNy33pMr0mBi3XLdHn2V+h7xuDktmexoJSaDcPYduwvnwEfvK9IBCOw7P2ex0drPZqAcGm2loqENopblwaBw8aiWYfUsgXkcWoyALyJzGCYIxAk8i0DE1G9EAFDlTBH7GBl0xcn73u6Ijr08v0lih5h5GPsiZqEhMCIxV1dLwAY7PrkKakLG0BIkQfuoUxFzY1PSheEvLDA99fnzYiE7GdFIexsAx9gLTNndSML3vq8YBe21Pu1qdZN1CbUlA0y7o0OMUz7Xge19h1xMRRpY8yWRDdC4VmQjONgChK6FrJZbKhEet1IlpwZqeSM6UjtlAWXKVkS3nxkDGauuAj6E2t0FjzRogG3P7HOCZ8L61Sh2MmOaVVFPZJgDtjCnBH7WOqM5fFzObFXA7IClqrbU3nCXFeeMe7DGAPb+BRnQncCk5abbdh2Nd+JxEK60ijh/N7xQUERZpaYRJMvYIg3xgI/BfKTpysQGrlDOdsw5DVqBgFTyt/WvaL9HZ3to9P3uAgQ4/uTbS6h/PwDImAvmHJpPdRhMwaM0hymcFyId1ujQQpPCq3+tlxyxh7az7JjOddlI668E82Xt3npS/zXsAhutVLt/ByFcS2bc7IriKysiNK8j1sVW26sDfP2+Wb+Einqo1V69Px1c0HD4lKcq0BZOvMmRXO10duH+g87AJA7TzobBa8SUFOZCtHAQ1DM887/jrRSz+NOS2Iyy+6Iln4Ly6Q8icBdE240Xx0wVVN/RUT+v15KIW24RqYq9GtZtXE99Ekbpj8z/vNAi68V5D+PdwkKEfz29saqzTA1Fy9KkXndEZFaaADVHJM+rb4DBCuobZ0o0nXF0iZ60/4eTKW1B5JupYUS81DFqCyL87JB51mxg7BkVhJbzWRcvQrR18QJ8GHZVCT3IFqSxdoipaZGKLExynxUYNQArGEA4p7LfhCiElEFWlGGHhZMS++ihGFMKg3M/Plj3r0IXPuUfvDopo4OaxcypL/jorVzQ7k+mCzHePdmA2tF7cdkS7kur6V1fTlu9xv2fV5iJRJkq0HO5WIJZVh9KTkv4TkIqVc8bJhhjGgqg7eFP/eFL1++RF9T432stz/w+te/cH97xf32BffDcdwO3G+vuN1e8Xa/4T4jsBlIyIlJo27ZgWV3YLvjvt9weMRUnJuSzYKVESIvZj/MQWQtwVJhUYQiiqXcwzr2PWjjjB11oWOGOQZedMRTfgSIb82Jc+oe2QcN8DfD/B2f+u233/DLL79882HP8RzP8f9v/Prrr/j555//8TPvEhRrLfz+++/48ccfP2SuPMdzPMf/3eHu+OOPP/DTTz89YIO+Hu8SFM/xHM/x3z0+kCB5jud4jv/W8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8RQUz/Ecz/HN8W8IoaV7aMwjagAAAABJRU5ErkJggg==", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Check if the quantized model still predicts the same class\n", + "# Choose an image to pass through the model\n", + "test_image = \"dog.png\" # Golden Retriever\n", + "# test_image = 'porte.jpeg' # Doormat\n", + "# test_image = \"table.jpeg\" # Dining table\n", + "\n", + "# Prepare the labels\n", + "with open(\"imagenet-simple-labels.json\") as f:\n", + " labels = json.load(f)\n", + "\n", + "# First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", + "data_transform = transforms.Compose(\n", + " [\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", + " ]\n", + ")\n", + "\n", + "# Load the image\n", + "image = Image.open(test_image)\n", + "plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + "\n", + "# Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", + "# image = data_transform(image).unsqueeze(0).cuda()\n", + "image = data_transform(image).unsqueeze(0)\n", + "\n", + "# Download the model if it's not there already. It will take a bit on the first run, after that it's fast\n", + "model_exo3 = models.resnet50(pretrained=True)\n", + "# Send the model to the GPU\n", + "# model.cuda()\n", + "# Set layers such as dropout and batchnorm in evaluation mode\n", + "model_exo3.eval()\n", + "\n", + "# Get the 1000-dimensional model output\n", + "out = model_exo3(image)\n", + "# Find the predicted class\n", + "print(\"Predicted class is: {}\".format(labels[out.argmax()]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The quantized model predicts the same classes for the threee images. The same mistake is made for the door image." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then test with Alexnet." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predicted class is: automated teller machine\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "from PIL import Image\n", + "from torchvision import transforms\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Choose an image to pass through the model\n", + "# test_image = \"dog.png\" # Golden Retriever\n", + "test_image = 'porte.jpeg' # Doormat\n", + "# test_image = \"table.jpeg\" # Dining table\n", + "\n", + "# Prepare the labels\n", + "with open(\"imagenet-simple-labels.json\") as f:\n", + " labels = json.load(f)\n", + "\n", + "# First prepare the transformations: resize the image to what the model was trained on and convert it to a tensor\n", + "data_transform = transforms.Compose(\n", + " [\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n", + " ]\n", + ")\n", + "# Load the image\n", + "\n", + "image = Image.open(test_image)\n", + "plt.imshow(image), plt.xticks([]), plt.yticks([])\n", + "\n", + "# Now apply the transformation, expand the batch dimension, and send the image to the GPU\n", + "# image = data_transform(image).unsqueeze(0).cuda()\n", + "image = data_transform(image).unsqueeze(0)\n", + "\n", + "# Download the model if it's not there already. It will take a bit on the first run, after that it's fast\n", + "model_exo3_alexnet = models.alexnet(pretrained=True)\n", + "# Send the model to the GPU\n", + "# model.cuda()\n", + "# Set layers such as dropout and batchnorm in evaluation mode\n", + "model_exo3_alexnet.eval()\n", + "\n", + "# Get the 1000-dimensional model output\n", + "out = model_exo3_alexnet(image)\n", + "# Find the predicted class\n", + "print(\"Predicted class is: {}\".format(labels[out.argmax()]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alexnet predicts the same results for the dog and the dining table. However, it predicts an automated teller machine for the door." + ] + }, { "cell_type": "markdown", "id": "5d57da4b", @@ -1556,7 +1749,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 41, "id": "be2d31f5", "metadata": { "id": "be2d31f5" @@ -1569,8 +1762,8 @@ "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32mc:\\Users\\sophi\\OneDrive\\Documents\\ETUDES\\6-ECL\\3A\\MOD\\4_6\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 42\u001b[0m line \u001b[0;36m3\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=33'>34</a>\u001b[0m data_dir \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mhymenoptera_data\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=34'>35</a>\u001b[0m \u001b[39m# Create train and validation datasets and loaders\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=35'>36</a>\u001b[0m image_datasets \u001b[39m=\u001b[39m {\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=36'>37</a>\u001b[0m x: datasets\u001b[39m.\u001b[39;49mImageFolder(os\u001b[39m.\u001b[39;49mpath\u001b[39m.\u001b[39;49mjoin(data_dir, x), data_transforms[x])\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=37'>38</a>\u001b[0m \u001b[39mfor\u001b[39;49;00m x \u001b[39min\u001b[39;49;00m [\u001b[39m\"\u001b[39;49m\u001b[39mtrain\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mval\u001b[39;49m\u001b[39m\"\u001b[39;49m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=38'>39</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=39'>40</a>\u001b[0m dataloaders \u001b[39m=\u001b[39m {\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=40'>41</a>\u001b[0m x: torch\u001b[39m.\u001b[39mutils\u001b[39m.\u001b[39mdata\u001b[39m.\u001b[39mDataLoader(\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=41'>42</a>\u001b[0m image_datasets[x], batch_size\u001b[39m=\u001b[39m\u001b[39m4\u001b[39m, shuffle\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, num_workers\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=42'>43</a>\u001b[0m )\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=43'>44</a>\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=44'>45</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=45'>46</a>\u001b[0m dataset_sizes \u001b[39m=\u001b[39m {x: \u001b[39mlen\u001b[39m(image_datasets[x]) \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]}\n", - "\u001b[1;32mc:\\Users\\sophi\\OneDrive\\Documents\\ETUDES\\6-ECL\\3A\\MOD\\4_6\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 42\u001b[0m line \u001b[0;36m3\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=33'>34</a>\u001b[0m data_dir \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mhymenoptera_data\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=34'>35</a>\u001b[0m \u001b[39m# Create train and validation datasets and loaders\u001b[39;00m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=35'>36</a>\u001b[0m image_datasets \u001b[39m=\u001b[39m {\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=36'>37</a>\u001b[0m x: datasets\u001b[39m.\u001b[39;49mImageFolder(os\u001b[39m.\u001b[39;49mpath\u001b[39m.\u001b[39;49mjoin(data_dir, x), data_transforms[x])\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=37'>38</a>\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=38'>39</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=39'>40</a>\u001b[0m dataloaders \u001b[39m=\u001b[39m {\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=40'>41</a>\u001b[0m x: torch\u001b[39m.\u001b[39mutils\u001b[39m.\u001b[39mdata\u001b[39m.\u001b[39mDataLoader(\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=41'>42</a>\u001b[0m image_datasets[x], batch_size\u001b[39m=\u001b[39m\u001b[39m4\u001b[39m, shuffle\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, num_workers\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=42'>43</a>\u001b[0m )\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=43'>44</a>\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=44'>45</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#Y150sZmlsZQ%3D%3D?line=45'>46</a>\u001b[0m dataset_sizes \u001b[39m=\u001b[39m {x: \u001b[39mlen\u001b[39m(image_datasets[x]) \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]}\n", + "\u001b[1;32mc:\\Users\\sophi\\OneDrive\\Documents\\ETUDES\\6-ECL\\3A\\MOD\\4_6\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 48\u001b[0m line \u001b[0;36m3\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=33'>34</a>\u001b[0m data_dir \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mhymenoptera_data\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=34'>35</a>\u001b[0m \u001b[39m# Create train and validation datasets and loaders\u001b[39;00m\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=35'>36</a>\u001b[0m image_datasets \u001b[39m=\u001b[39m {\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=36'>37</a>\u001b[0m x: datasets\u001b[39m.\u001b[39;49mImageFolder(os\u001b[39m.\u001b[39;49mpath\u001b[39m.\u001b[39;49mjoin(data_dir, x), data_transforms[x])\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=37'>38</a>\u001b[0m \u001b[39mfor\u001b[39;49;00m x \u001b[39min\u001b[39;49;00m [\u001b[39m\"\u001b[39;49m\u001b[39mtrain\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m\"\u001b[39;49m\u001b[39mval\u001b[39;49m\u001b[39m\"\u001b[39;49m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=38'>39</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=39'>40</a>\u001b[0m dataloaders \u001b[39m=\u001b[39m {\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=40'>41</a>\u001b[0m x: torch\u001b[39m.\u001b[39mutils\u001b[39m.\u001b[39mdata\u001b[39m.\u001b[39mDataLoader(\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=41'>42</a>\u001b[0m image_datasets[x], batch_size\u001b[39m=\u001b[39m\u001b[39m4\u001b[39m, shuffle\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, num_workers\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=42'>43</a>\u001b[0m )\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=43'>44</a>\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=44'>45</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=45'>46</a>\u001b[0m dataset_sizes \u001b[39m=\u001b[39m {x: \u001b[39mlen\u001b[39m(image_datasets[x]) \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]}\n", + "\u001b[1;32mc:\\Users\\sophi\\OneDrive\\Documents\\ETUDES\\6-ECL\\3A\\MOD\\4_6\\mod_4_6-td2\\TD2 Deep Learning.ipynb Cell 48\u001b[0m line \u001b[0;36m3\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=33'>34</a>\u001b[0m data_dir \u001b[39m=\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mhymenoptera_data\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=34'>35</a>\u001b[0m \u001b[39m# Create train and validation datasets and loaders\u001b[39;00m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=35'>36</a>\u001b[0m image_datasets \u001b[39m=\u001b[39m {\n\u001b[1;32m---> <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=36'>37</a>\u001b[0m x: datasets\u001b[39m.\u001b[39;49mImageFolder(os\u001b[39m.\u001b[39;49mpath\u001b[39m.\u001b[39;49mjoin(data_dir, x), data_transforms[x])\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=37'>38</a>\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=38'>39</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=39'>40</a>\u001b[0m dataloaders \u001b[39m=\u001b[39m {\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=40'>41</a>\u001b[0m x: torch\u001b[39m.\u001b[39mutils\u001b[39m.\u001b[39mdata\u001b[39m.\u001b[39mDataLoader(\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=41'>42</a>\u001b[0m image_datasets[x], batch_size\u001b[39m=\u001b[39m\u001b[39m4\u001b[39m, shuffle\u001b[39m=\u001b[39m\u001b[39mTrue\u001b[39;00m, num_workers\u001b[39m=\u001b[39m\u001b[39m0\u001b[39m\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=42'>43</a>\u001b[0m )\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=43'>44</a>\u001b[0m \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=44'>45</a>\u001b[0m }\n\u001b[0;32m <a href='vscode-notebook-cell:/c%3A/Users/sophi/OneDrive/Documents/ETUDES/6-ECL/3A/MOD/4_6/mod_4_6-td2/TD2%20Deep%20Learning.ipynb#X62sZmlsZQ%3D%3D?line=45'>46</a>\u001b[0m dataset_sizes \u001b[39m=\u001b[39m {x: \u001b[39mlen\u001b[39m(image_datasets[x]) \u001b[39mfor\u001b[39;00m x \u001b[39min\u001b[39;00m [\u001b[39m\"\u001b[39m\u001b[39mtrain\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mval\u001b[39m\u001b[39m\"\u001b[39m]}\n", "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\torchvision\\datasets\\folder.py:309\u001b[0m, in \u001b[0;36mImageFolder.__init__\u001b[1;34m(self, root, transform, target_transform, loader, is_valid_file)\u001b[0m\n\u001b[0;32m 301\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__init__\u001b[39m(\n\u001b[0;32m 302\u001b[0m \u001b[39mself\u001b[39m,\n\u001b[0;32m 303\u001b[0m root: \u001b[39mstr\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 307\u001b[0m is_valid_file: Optional[Callable[[\u001b[39mstr\u001b[39m], \u001b[39mbool\u001b[39m]] \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m,\n\u001b[0;32m 308\u001b[0m ):\n\u001b[1;32m--> 309\u001b[0m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49m\u001b[39m__init__\u001b[39;49m(\n\u001b[0;32m 310\u001b[0m root,\n\u001b[0;32m 311\u001b[0m loader,\n\u001b[0;32m 312\u001b[0m IMG_EXTENSIONS \u001b[39mif\u001b[39;49;00m is_valid_file \u001b[39mis\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m \u001b[39melse\u001b[39;49;00m \u001b[39mNone\u001b[39;49;00m,\n\u001b[0;32m 313\u001b[0m transform\u001b[39m=\u001b[39;49mtransform,\n\u001b[0;32m 314\u001b[0m target_transform\u001b[39m=\u001b[39;49mtarget_transform,\n\u001b[0;32m 315\u001b[0m is_valid_file\u001b[39m=\u001b[39;49mis_valid_file,\n\u001b[0;32m 316\u001b[0m )\n\u001b[0;32m 317\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mimgs \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msamples\n", "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python311\\site-packages\\torchvision\\datasets\\folder.py:144\u001b[0m, in \u001b[0;36mDatasetFolder.__init__\u001b[1;34m(self, root, loader, extensions, transform, target_transform, is_valid_file)\u001b[0m\n\u001b[0;32m 134\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__init__\u001b[39m(\n\u001b[0;32m 135\u001b[0m \u001b[39mself\u001b[39m,\n\u001b[0;32m 136\u001b[0m root: \u001b[39mstr\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 141\u001b[0m is_valid_file: Optional[Callable[[\u001b[39mstr\u001b[39m], \u001b[39mbool\u001b[39m]] \u001b[39m=\u001b[39m \u001b[39mNone\u001b[39;00m,\n\u001b[0;32m 142\u001b[0m ) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mNone\u001b[39;00m:\n\u001b[0;32m 143\u001b[0m \u001b[39msuper\u001b[39m()\u001b[39m.\u001b[39m\u001b[39m__init__\u001b[39m(root, transform\u001b[39m=\u001b[39mtransform, target_transform\u001b[39m=\u001b[39mtarget_transform)\n\u001b[1;32m--> 144\u001b[0m classes, class_to_idx \u001b[39m=\u001b[39m 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\u001b[39mint\u001b[39m]]:\n\u001b[0;32m 192\u001b[0m \u001b[39m \u001b[39m\u001b[39m\"\"\"Find the class folders in a dataset structured as follows::\u001b[39;00m\n\u001b[0;32m 193\u001b[0m \n\u001b[0;32m 194\u001b[0m \u001b[39m directory/\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 216\u001b[0m \u001b[39m (Tuple[List[str], Dict[str, int]]): List of all classes and dictionary mapping each class to an index.\u001b[39;00m\n\u001b[0;32m 217\u001b[0m \u001b[39m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 218\u001b[0m \u001b[39mreturn\u001b[39;00m find_classes(directory)\n", diff --git a/porte.jpeg b/porte.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..9a7af6cd4a15a874417fcc8932d02befc8d65ffe Binary files /dev/null and b/porte.jpeg differ diff --git a/table.jpeg b/table.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..2dc88310d4e5f9c1f7c779bf58968ba181980140 Binary files /dev/null and b/table.jpeg differ