From 292bf1117aaa544a4c10438252644dc541bb4aad Mon Sep 17 00:00:00 2001 From: Pascal Date: Tue, 26 Mar 2024 12:39:26 +0100 Subject: [PATCH] updated notebooks --- notebooks/14_poisreg_with_tfp.ipynb | 6 +- notebooks/14_poisreg_with_tfp_sol.ipynb | 172 ++++++++++++------------ 2 files changed, 87 insertions(+), 91 deletions(-) diff --git a/notebooks/14_poisreg_with_tfp.ipynb b/notebooks/14_poisreg_with_tfp.ipynb index deacee5..27284bf 100644 --- a/notebooks/14_poisreg_with_tfp.ipynb +++ b/notebooks/14_poisreg_with_tfp.ipynb @@ -775,7 +775,7 @@ "plt.subplot(1,2,1)\n", "plt.stem(x_ax,probs[31,:],use_line_collection=True)\n", "plt.xticks(x_ax)\n", - "plt.vlines(np.expand_dims(y_val,axis=1)[31], ymin=0, ymax=probs[31,np.int(y_val[31])],linestyle='dotted',color=\"purple\",linewidth=4)\n", + "plt.vlines(np.expand_dims(y_val,axis=1)[31], ymin=0, ymax=probs[31,int(y_val[31])],linestyle='dotted',color=\"purple\",linewidth=4)\n", "\n", "plt.xlabel('Number of Events')\n", "plt.ylabel('Probability')\n", @@ -784,7 +784,7 @@ "plt.subplot(1,2,2)\n", "plt.stem(x_ax,probs[33,:],use_line_collection=True)\n", "plt.xticks(x_ax)\n", - "plt.vlines(np.expand_dims(y_val,axis=1)[33], ymin=0, ymax=probs[33,np.int(y_val[33])],linestyle='dotted',color=\"purple\",linewidth=4)\n", + "plt.vlines(np.expand_dims(y_val,axis=1)[33], ymin=0, ymax=probs[33,int(y_val[33])],linestyle='dotted',color=\"purple\",linewidth=4)\n", "plt.xlabel('Number of Events')\n", "plt.ylabel('Probability')\n", "plt.title('val observation 33, observed fish=0')\n", @@ -827,7 +827,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.11" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/notebooks/14_poisreg_with_tfp_sol.ipynb b/notebooks/14_poisreg_with_tfp_sol.ipynb index bb9bcbd..9029378 100644 --- a/notebooks/14_poisreg_with_tfp_sol.ipynb +++ b/notebooks/14_poisreg_with_tfp_sol.ipynb @@ -28,19 +28,11 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": { "id": "_nIHYY2rSO4I" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "UsageError: Line magic function `%tensorflow_version` not found.\n" - ] - } - ], + "outputs": [], "source": [ "%tensorflow_version 2.x" ] @@ -56,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -65,6 +57,19 @@ "outputId": "da7c4d8f-81ab-4b26-ab06-5a1dff0910e8" }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-26 12:34:16.930480: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n", + "2024-03-26 12:34:16.950477: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", + "2024-03-26 12:34:16.950502: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", + "2024-03-26 12:34:16.950988: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "2024-03-26 12:34:16.954258: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n", + "To enable the following instructions: AVX2 AVX_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", + "2024-03-26 12:34:17.322887: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n" + ] + }, { "name": "stdout", "output_type": "stream", @@ -106,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -124,6 +129,15 @@ "1.4142135\n" ] }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2024-03-26 12:34:27.223912: I external/local_xla/xla/stream_executor/cuda/cuda_executor.cc:901] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355\n", + "2024-03-26 12:34:27.241975: W tensorflow/core/common_runtime/gpu/gpu_device.cc:2256] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.\n", + "Skipping registering GPU devices...\n" + ] + }, { "data": { "image/png": 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", @@ -170,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 3, "metadata": { "id": "eQuwzZUj1Y4L" }, @@ -197,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -224,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -256,7 +270,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -283,7 +297,7 @@ "149.0" ] }, - "execution_count": 22, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -330,7 +344,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -392,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 10, "metadata": { "id": "kl72JqqH1Y4o" }, @@ -416,7 +430,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -477,7 +491,7 @@ "Linear Regression (sklearn) 8.588127 4.705091 3.617528" ] }, - "execution_count": 27, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -518,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "metadata": { "id": "J8oUGFcK1Y5C" }, @@ -535,7 +549,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "metadata": { "id": "7bZZMADo1Y5K" }, @@ -546,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -558,7 +572,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -587,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -601,17 +615,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "7/7 [==============================] - 0s 572us/step\n", - "Estimated variance 118.45401\n", - "Estimated standart deviation 10.883658\n", - "2/2 [==============================] - 0s 522us/step\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "NLL on training: 3.801200926523343\n" + "7/7 [==============================] - 0s 493us/step\n", + "Estimated variance 118.45403\n", + "Estimated standart deviation 10.883659\n", + "2/2 [==============================] - 0s 983us/step\n", + "NLL on training: 3.801201024101564\n" ] }, { @@ -649,8 +657,8 @@ " \n", " \n", " Linear Regression (MSE Keras)\n", - " 8.588128\n", - " 4.705088\n", + " 8.588127\n", + " 4.705090\n", " 3.617528\n", " \n", " \n", @@ -660,10 +668,10 @@ "text/plain": [ " RMSE MAE NLL (mean)\n", "Linear Regression (sklearn) 8.588127 4.705091 3.617528\n", - "Linear Regression (MSE Keras) 8.588128 4.705088 3.617528" + "Linear Regression (MSE Keras) 8.588127 4.705090 3.617528" ] }, - "execution_count": 31, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -699,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -712,9 +720,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "weights using deep learning: [ 2.482198 2.9543006 4.6495304 -5.471594 ]\n", + "weights using deep learning: [ 2.4822083 2.954305 4.6495347 -5.4715943]\n", "weights from sklearn: [ 2.4822142 2.9543078 4.649541 -5.471601 ]\n", - "Intercept (bias) using deep learning: -8.492191\n", + "Intercept (bias) using deep learning: -8.492214\n", "Intercept (bias) using sklearn: -8.492233\n" ] } @@ -738,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -752,12 +760,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "2/2 [==============================] - 0s 892us/step\n" + "2/2 [==============================] - 0s 951us/step\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -783,7 +791,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -796,8 +804,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[10.070835]\n", - "[1.6449404]\n", + "[10.070843]\n", + "[1.6449442]\n", "5.0\n", "0.0\n" ] @@ -823,7 +831,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -835,7 +843,7 @@ "outputs": [ { "data": { - "image/png": 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OnDmDHj16tNpdo0+fPqbHL/bX9wbQ3Oz5q6++AtDc9+mVV17BI488gvDwcAwbNgzXXXcdZs+ebeoHZUwGjAnyXwUEBJj9v1wuR9euXVudN3PmTCxbtgw//PADbrvtNtTW1uLnn3/G/fffb+rvYOm9jK+zrdfXq1evDifXbXnuuecwdepU9OzZEwkJCZg0aRLuvPNODBgwwOw8lUrV6t9PW++pESNG2CQuhUKBBQsWmApMxsSSiEhszJ8uYP5kzpr8qXfv3ujduzcAYPbs2ZgwYQKuv/567Ny5s1VfqMth/uSZ+ZO3t3e7hcjGxkazwjY5NxaVyGUplUpMmzYN//vf//Dvf/8bRUVF2LZtG1566SWz82bMmIHt27fj0UcfRWJiIvz8/GAwGDBp0qR2R7bs6a+/aL29vbF161Zs3rwZP/30E9avX481a9bg6quvxq+//gqZTAaDwYD+/ftj6dKlbV4zKiqq1TXbcuutt+Ldd9/FL7/8gmnTpuGrr75C7969zRKFTz/9FHfddRemTZuGRx99FGFhYZDJZFiyZAmys7Nt+trbI5PJ2jwuCEKH7nvTTTfhzjvvxJdffmnXopI9/N///R+uv/56fPfdd9iwYQP+9a9/YcmSJdi0aRMGDRpkeg9/8sknbTYe/+suMkqlss0tZYcNG4aYmBh89dVXuO222/Djjz+ioaHBLGG29l6OMHr0aGRnZ+P777/Hr7/+iv/85z948803sWrVKtx7772m89p7T/1VSUmJRc0n/fz84Ofnd8lzjP8uy8vLLbo3EZEjMH+6gPnTpVmTP91yyy24//77ceLEiTaLh47G/OnSnCF/6ty5M/R6PYqLixEWFmY6R6vVoqysDF26dLHyVZFYWFQilzZz5kysXr0aGzduxNGjRyEIgtkP8YqKCmzcuBGLFy/GM888YzpuyVTPtkRHRwMAjh8/3uqxY8eOITQ0tNX2oidPnjQboTp16hQMBoNpRw0AkEqlGDduHMaNG4elS5fipZdewlNPPYXNmzdj/PjxiI+Px/79+zFu3DirR38uNnr0aHTu3Blr1qzByJEjsWnTJjz11FNm56xduxZxcXH49ttvze61aNEis/OsiSM6OhoGgwEnT540jToBQFFRESorK01fV3vRaDQwGAxWj6xaKzo6GgcOHIDBYDBLPI4dO2Z6/GJtvQ9PnDhh9t4AmkdnH3nkETzyyCM4efIkEhMT8cYbb+DTTz9FfHw8ACAsLMw0uthRM2bMwFtvvYXq6mqsWbMGMTExpqUOxjgsuZfxdbb1+tr6t3OljDvzzJ07F7W1tRg9ejSeffZZs6TIUkOHDm01ItqWRYsWmXbraY9xanh7I+RERGJh/mQd5k+Xz5+MS5U6kmsxf2rmaflTYmIiAGD37t2YPHmy6Zzdu3fDYDCYHifnx55K5NLGjx+P4OBgrFmzBmvWrEFycrJZAmKsrv91hGbZsmUdul/nzp2RmJiI1atXm22beujQIfz6669mPxCNVqxYYfb/77zzDgDg2muvBdD2LAbjD1HjdrEzZsxAQUEB3n///VbnNjQ0oK6uzqL4pVIpbrnlFvz444/45JNPoNPpWk3dbutrtnPnTmRkZJid5+PjA+Dy28wCMH1d/vp1N44cTpkyxaL4L6eystJsurnRf/7zHwDAkCFDbHKf9kyePBmFhYVmfRd0Oh3eeecd+Pn5YcyYMWbnf/fddygoKDD9f2ZmJnbu3Gl6b9TX17faPjk+Ph7+/v6m98bEiRMREBCAl156qc3XXlJSYnH8M2fOhEajwerVq7F+/XrMmDHD7HFL73Xxv5OLk8v09HQcOXLE4ngs8detrf38/NC9e/dWWy1bqiM9Adr6GtfU1GDZsmUIDQ1FUlJSh2IhIrIX5k/Mny5mTf701yWDQPP29B9//DG8vb071PuH+ZNn5k9XX301goODsXLlSrNrrVy5Ej4+PjZ7f5P9caYSuTQvLy/cdNNN+PLLL1FXV4fXX3/d7PGAgACMHj0ar776KpqamhAZGYlff/0VOTk5Hb7na6+9hmuvvRapqam455570NDQgHfeeQdqtbrNmQs5OTm44YYbMGnSJGRkZODTTz/FbbfdZppG/Nxzz2Hr1q2YMmUKoqOjUVxcjH//+9/o2rWrqQ/LnXfeia+++goPPPAANm/ejBEjRkCv1+PYsWP46quvsGHDBosLJjNnzsQ777yDRYsWoX///mYjXwBw3XXX4dtvv8WNN96IKVOmICcnB6tWrULfvn3NmhAaE4c1a9agZ8+eCA4ORkJCAhISElrdc+DAgZgzZw7ee+89VFZWYsyYMcjMzMTq1asxbdo0jB071tIv/yVt2bIFDz30EG655Rb06NEDWq0Wf/zxB7799lsMGTIEd9xxh9n5y5cvR2VlJc6dOwcA+PHHH5Gfnw+guSGosUnif//7X8ydOxcfffQR7rrrrnbvf9999+Hdd9/FXXfdhT179iAmJgZr167Ftm3bsGzZMvj7+5ud3717d4wcORJ/+9vfoNFosGzZMoSEhOCxxx4D0DzqNm7cOMyYMQN9+/aFXC7H//73PxQVFeHWW28F0PweX7lyJe68804MHjwYt956Kzp16oSzZ8/ip59+wogRI7B8+XKLvn6DBw9G9+7d8dRTT0Gj0bRKmK2515IlSzBlyhSMHDkSd999N8rLy/HOO++gX79+Nm2a3rdvX1x11VVISkpCcHAwdu/ejbVr12LBggUdul5HegKsWLEC3333Ha6//np069YN58+fx4cffoizZ8/ik08+abcJJRGRWJg/MX+6mDX50/3334/q6mqMHj0akZGRKCwsxGeffYZjx47hjTfeMFsazvwJVt/Lk/Inb29vPP/885g/fz6mT5+OiRMn4o8//sCnn36KF1980aypPzk58TaeI7KN9PR0AYAgkUiEvLy8Vo/n5+cLN954oxAYGCio1Wph+vTpwrlz51pta2nplriCIAi//fabMGLECMHb21sICAgQrr/+euHIkSNm5xi3hT1y5Ihwyy23CP7+/kJQUJCwYMECoaGhwXTexo0bhalTpwpdunQRFAqF0KVLF2HWrFnCiRMnzK6n1WqFV155RejXr5+gVCqFoKAgISkpSVi8eLFQVVVlOg+AMH/+/HZjNxgMQlRUlABAeOGFF9p8/KWXXhKio6MFpVIpDBo0SFi3bp0wZ86cVluZbt++XUhKShIUCoXZ1/OvW+IKgiA0NTUJixcvFmJjYwUvLy8hKipKeOKJJ4TGxkaz86Kjo9vc4nTMmDHCmDFj2n1dgiAIp06dEmbPni3ExcUJ3t7egkqlEvr16ycsWrRIqK2tbXX+pbY/vfh98M477wgAhPXr11/y/oIgCEVFRcLcuXOF0NBQQaFQCP379xc++ugjs3OMW+K+9tprwhtvvCFERUUJSqVSGDVqlGmrZEEQhNLSUmH+/PlC7969BV9fX0GtVgspKSnCV1991eq+mzdvFiZOnCio1WpBpVIJ8fHxwl133SXs3r3bdE5728xe7KmnnhIACN27d2/3HEvuJQiC8M033wh9+vQRlEql0LdvX+Hbb79t833UFku3xH3hhReE5ORkITAwUPD29hZ69+4tvPjii4JWq73stdp6n3bEr7/+KlxzzTVCRESE4OXlJQQGBgoTJkwQNm7ceMXXJiKyF+ZPzJ+MrMmfvvjiC2H8+PFCeHi4IJfLhaCgIGH8+PHC999/3+q6zJ+sv5cgeE7+ZPTee+8JvXr1EhQKhRAfHy+8+eabgsFgsNn1yf4kgtDBzm1ERB5ixowZyM3NRWZmptihEBEREbkE5k9EnoHL34iILkEQBGzZsgWffvqp2KEQERERuQTmT0SegzOViIiIiIiIiIjIatz9jYiIiIiIiIiIrMaiEhERERERERERWY1FJSIiIiIiIiIishqLSkREREREREREZDXu/tZBBoMB586dg7+/PyQSidjhEBERUTsEQUBNTQ26dOkCqZTjaWJi/kREROQaLM2fWFTqoHPnziEqKkrsMIiIiMhCeXl56Nq1q9hheDTmT0RERK7lcvkTi0od5O/vD6D5CxwQECByNERERNSe6upqREVFmX53k3iYPxEREbkGS/MnFpU6yDhlOyAggEkRERGRC+ByK/ExfyIiInItl8uf2FiAiIiIiIiIiIisxqISERERERERERFZjUUlIiIiIiIiIiKyGotKRERERERERERkNRaViIiIiIiIiIjIaiwqERERERERERGR1VhUIiIiIiIiIiIiq7GoREREREREREREVmNRiYiIiIiIiIiIrMaiEhERERERERERWY1FJSIiIiIiIiIishqLSkREREREREREZDUWlYiIiIiIiIiIyGosKhERERERERERkdVYVCIiIiIiIiIiIquxqERERERERERERFaTix0AERHZn8EgILesDvkVDdALAkJ9legR7geVl0zs0IiIiMiNVdZrkVtWj9IaDXyVcnQJVKFbsA8kEonYoRGRDbCoRETkxg7kV+KzHWfx86HzqGnUmT0mk0owPD4EtyR1xXUDukAmZXJHREREV66xSY+v9+Tj+70F2HO2AoJg/nhEgAqTEiJw94hYdAvxESdIIrIJiSD89Z84WaK6uhpqtRpVVVUICAgQOxwiIjPnKhvw4s9H8dOB86ZjCpkEQT4KSKUSNDbpUVHfZHqsZ7gfnrmuH0b2CBUjXCK74u9s58HvBZF7EwQBP+w/hyU/H0NhdaPpeJi/AnKpFFq9AVX1TWgyNP8JKpUAt6dE49FJvRCg8hIrbCJqg6W/szlTiYjIzaQfKULaV/tQ06iDVALcMLALZiV3Q1J0EOSy5lZ6giDgTFk9/re3AKszcnGiqBZ3fLAT942Owz8m9IJCzpZ7REREZLmaxiY8/u1B04BWZ7UK94yMxeT+ndEl0Nt0XoNWjx2ny7A6Ixdbjpfgkx1nkH6kCP++YzAGdwsSK3wi6iDOVOogjrQRkbMRBAH/3pKN1zYcBwAkRgXipRv7o2+XS/+Mqqpvwuu/HscnO84AAIbHh+C92UPgp+S4A7kH/s52HvxeELmnwqpG3PVRJo4V1kAulWDB1d3xt6vioZRfunfj9uxSPPW/Q8gprYNCJsUrt/THjYO6OihqIroUS39ncyiaiMgNCIKAVzccNxWU5o6IwVf3p5oVlPQGARnZZcjILoPecGE8Qe3jheenJeDdO5Pgq5Bhe3YZbn9/B6ouWh5HRERE1JaCygbcvHI7jhXWINRPia8fSMX/je9pVlBqLwcZHh+KHx8ciQl9w6HVG5D21X58tStPjJdBRB3EohIRkRtYsfkUVm7JBgA8PaUPFl3fr9USNo1Oj1nv78Cs93dAo9O3usbEfhH4fN4wBPl4YX9+Fe79eBcam1qfR0RERAQAxTWNuP39HSiobEBcqC/+9/fhGNTGErZL5SB+SjlW3ZGEOanREATgn98ewHd7Cxz1EojoCrGoRETk4r7Zk4/Xfz0BAFh0fV/cOyquw9caGBWIz+cNg79Kjl25FVj45V4YDFwlTUREROYam/S4d/Vu+P5yGqN3F+OfGimigju2k5tUKsGzN/QzFZYeW3sAu3LLbRwxEdkDi0pERC7sQH4lnvj2IADggTHxmDsi9oqv2adzAP4zewgUcik2HC7Cv7ecuuJrEhERkfsQBAFP/u8gDuRXof+eYsRvPIvDK3df0TUlEgkWXd8P1yZEQKs34P5P9qCgssFGERORvbCoRETkoqrqm/D3z7Kg1RswoW84HpvYy2bXTokLwQvTEgAAb6SfwB8nS2x2bSIiInJtX2Tm4dusAsikEgR6e9nsulKpBEtnJCIhMgDldVos/GIvdHqDza5PRLbHohIRkYt66ruDyK9oQFSwN16bPhBSqcSm158xJAq3Do2CIABpX+1HRZ3WptcnIiIi15NbWocXfjoCAHhsYi/c+uUtuH397bjp05tscn1vhQz/vi0J/ko5dp+pwLLfTtrkukRkHywqERG5oPWHCrHuwHnIpBIsnzUYahuOEl7s2Rv6Ia6TL0pqNHjmh8N2uQcRERG5Bp3egLSv9qFeq8ewuGDMGxWHmKti0H1id8RcFWOz+3QL8cFLN/UHAPx7yykcyK+02bWJyLZYVCIicjGV9Vr86/tDAID7R8dhYFSg3e6l8pJh6YxEyKQS/Lj/HNYfKrTbvYiIiMi5/efPHGSdrYS/Uo7X7TBL+mLXD+yC6wd2gUEAHv/mIJq4DI7IKbGoRETkYl746ShKajSI7+SLh8b1sPh5cqkUT1zbG09c2xtyqeU//hOjAnH/6OYd5Z5fdwT1Wp3VMRMREZFrO1fZgLdalqL96/q+6Bpk+U5vHc1BnrmuL9TeXjhyvhof/JljdcxEZH8sKhERuZCssxVYuycfAPDqLQOh8pJZ/FyFXIr7x8Tj/jHxUMit+/H/4NU9EBnojYLKBqzYzN3giIiIPM2LPx1FQ5MeQ2OCMD2pq+l4RU4Fyk+VoyKnot3ndjQH6eSvxFNT+gAA3kw/gbzy+o6/ACKyCxaViIhchCAIeO7H5saYtyR1RVJ0kMPu7a2Q4V/X9QUAvL81BzmldQ67NxEREYlr26lS/HTwPKQSYPENCZBILix7+2jUR3inxzv4aNRHdrn39KSuSIkNhkZnwOu/HrfLPYio41hUIiJyET/sP4d9eZXwUcjw2MReVj9fbxCwP68S+/MqoTcIVj9/Yr9wjO7ZCVq9AS/9fNTq5xMREZHr0RsELP6xebOOO4dFo2+XgA5do6M5iEQiwb+u6wuJBPh+3znsz6u0+v5EZD9OUVRasWIFYmJioFKpkJKSgszMzEue//XXX6N3795QqVTo378/fv75Z7PHn332WfTu3Ru+vr4ICgrC+PHjsXPnTrNzYmJiIJFIzD5efvllm782IiJbaGzS4+VfjgEA5o/tjrAAldXX0Oj0mLpiG6au2AaNTm/18yUSCZ65ri+kEiD9SBGyzrY/zZ2I7Iu5ExE5yvf7CnCiqBZqby+kXdN6UKv3jb3R//b+6H1j73avcaU5SEKkGjcOigTQvAxPEKwfHCMi+xC9qLRmzRqkpaVh0aJFyMrKwsCBAzFx4kQUFxe3ef727dsxa9Ys3HPPPdi7dy+mTZuGadOm4dChQ6ZzevbsieXLl+PgwYP4888/ERMTgwkTJqCkpMTsWs899xzOnz9v+njwwQft+lqJiDrqs51ncb6qEV3UKtwzMla0OLqH+eGWlj4Kr60/zqSOSATMnYjIUbQ6A9787QQA4IEx8VD7eLU6Z/I7k3HTpzdh8juT7RrLoxN7QSmXIjO3HOlHiux6LyKynOhFpaVLl2LevHmYO3cu+vbti1WrVsHHxwcffvhhm+e/9dZbmDRpEh599FH06dMHzz//PAYPHozly5ebzrntttswfvx4xMXFoV+/fli6dCmqq6tx4MABs2v5+/sjIiLC9OHr62vX10pE1BENWj1WbskGADw4rodVzbntYeH4nlDIpMg4XYY/T5WKGguRJ2LuRESOsmbXWeSVN6CTvxJ3DY8RNZbOam/TwNpbG09yYIvISYhaVNJqtdizZw/Gjx9vOiaVSjF+/HhkZGS0+ZyMjAyz8wFg4sSJ7Z6v1Wrx3nvvQa1WY+DAgWaPvfzyywgJCcGgQYPw2muvQadrf5tsjUaD6upqsw8iIkf4dMcZlNZqEBXsbZolJKbIQG/cMSwaAPD6Bs5WInIkV8qdAOZPRK6ssUmPtzc17/j60NXd4a0Qd1ALAOaNioOvQobD56rx29G2Z2cSkWOJWlQqLS2FXq9HeHi42fHw8HAUFha2+ZzCwkKLzl+3bh38/PygUqnw5ptvIj09HaGhoabHH3roIXz55ZfYvHkz7r//frz00kt47LHH2o11yZIlUKvVpo+oqChrXy4RkdXqtTqs+r1lltLYHvCSiT7BFAAwf2w8VF5S7M+v4mwlIgdypdwJYP5E5Mq+3p2HkhoNIgO9MXNoN7HDAQAE+Sowu2XG1NucrUTkFJzjrxM7GDt2LPbt24ft27dj0qRJmDFjhlmvgbS0NFx11VUYMGAAHnjgAbzxxht45513oNFo2rzeE088gaqqKtNHXl6eo14KEXmwz3eeRVmdFtEhPrhxcKTY4ZiE+Clxa0uC+e/N2SJHQ0S2YOvcCWD+ROSqdHoD3t16GgBw/5g4KOTt/9n4xQ1f4IPUD/DFDV84JLZ7R8bC20uGgwVV2Hycs5WIxCZqUSk0NBQymQxFReaN1oqKihAREdHmcyIiIiw639fXF927d8ewYcPwwQcfQC6X44MPPmg3lpSUFOh0OuTm5rb5uFKpREBAgNkHEZE9NekN+PDPHADNzTGdZZaS0bzRcZBLJcg4XYa93AmOyCFcKXcCmD8Ruap1B84jv6IBIb4KzBhy6RmG57POI39HPs5nnXdIbCF+SsxObV6Gv4IDW0SiE/UvFIVCgaSkJGzcuNF0zGAwYOPGjUhNTW3zOampqWbnA0B6enq751983UuNpO3btw9SqRRhYWFWvAIiIvv56cB5nKtqRKif0rSN7pWQS6VYOK4HFo7rAbn0yn/8RwZ6Y1pLXP/ewqSOyBGYOxGRvRkMgmmDkLtHxtpkgxBb5yD3jIyFQibFnjMVyOLAFpGo5GIHkJaWhjlz5mDIkCFITk7GsmXLUFdXh7lz5wIAZs+ejcjISCxZsgQAsHDhQowZMwZvvPEGpkyZgi+//BK7d+/Ge++9BwCoq6vDiy++iBtuuAGdO3dGaWkpVqxYgYKCAkyfPh1Ac8PKnTt3YuzYsfD390dGRgYefvhh3HHHHQgKChLnC0FEdBFBEEzTzu8aHm2ThE4hl+Lha3pe8XUu9sCYeHyTlY/0I0XILqlFfCc/m16fiFpj7kRE9rTlRDGOF9XATyk3bcxxKWn5aZc9x9Y5SFiACjckdsHaPfn44I8cDL6dP4eIxCJ6UWnmzJkoKSnBM888g8LCQiQmJmL9+vWmhpJnz56F9KJq9vDhw/H555/j6aefxpNPPokePXrgu+++Q0JCAgBAJpPh2LFjWL16NUpLSxESEoKhQ4fijz/+QL9+/QA0T8X+8ssv8eyzz0Kj0SA2NhYPP/ww0tIu/wORiMgR/jxViqPnq+GjkFmU0Imle5gfxvUOx29Hi/Dx9lwsnpogdkhEbo+5ExHZ03+3nwEAzEqOgtrbS+Ro2nfvqFis3ZOPXw6dR155PaKCfcQOicgjSQS2zO+Q6upqqNVqVFVVsT8AEdnc3I8ysfl4Ce4aHoNnb+hnk2saDAJOldQCALp38oNUKrHJdbedKsXt/9kJX4UMGU+OQ4DKeRNQ8kz8ne08+L0gcm7ZJbUY98bvkEiArY+OtVmhxl45yJ0f7MQfJ0tx94hYPHN9X5tck4iaWfo727m6vhIREfLK67HlRAkAYE7Ltrm20KjTY8KbWzHhza1o1Oltdt3h8SHoEeaHOq0ea3fn2+y6RERE5FifZDTPUhrXO8ymM3/slYPcOyoOAPDV7jzUaXQ2uy4RWY5FJSIiJ/PZzrMQBGBUj1DEhvqKHc5lSSQS3DUiBgCwOiMXBgMnwBIREbmaWo0Oa/c0Dw7NTo2x+Hn7/rsPmSsyse+/++wT2CWM7hGKuFBf1Gp0+GH/OYffn4hYVCIicioanR5f7c4DAKfupfRXNw6KRIBKjjNl9dhyoljscIiIiMhK32blo1ajQ1wnX4zsHmrx8zY9vQm/LPgFm57eZMfo2iaRSHBbSjcAwKc7zoCdXYgcj0UlIiIn8svBQpTXadFZrcK43q6zTbePQo4ZQ6IAAF9k5okcDREREVlDEASs3p4LAJg9LNpmPY8c4ebBXaGQS3H4XDUO5FeJHQ6Rx2FRiYjIiXyyo7mXwW3J3SCXudaP6FuTm4tKm44Vo7i6UeRoiIiIyFI7c8qRXVIHX4UMNyd1teq51759LW785EZc+/a1doru0oJ8FZjSvzMA4LOdZ0SJgciTudZfLEREbuzIuWrsOVMBuVSCmS0FGlfSPcwfQ6KDoDcI+HoPG3YTERG5iq92Nc8yviGxC/yt3MW1z019MOCOAehzUx97hGaR21uWwP2w/xyqGppEi4PIE7GoRETkJIy9lCb2i0CYv0rkaDpm5tDmYthXu/PYsJuIiMgFVDc24edD5wEA04e43qAWACRFB6FXuD8amwz4bm+B2OEQeRQWlYiInIBGp8d3+5qToBlD7ZPQyaVS3Dc6DveNjoNcap8f/1MGdIa/srlh947TZXa5BxEREdnOuv3n0dhkQPcwPwyKCrTLPeydg0gkEtw+rHm20heZZ21+fSJqH4tKREROYPOxYlTWNyE8QGnVjivWUMileHJyHzw5uQ8Ucvv8+PdRyHFDYhcAwJe72LCbiIjI2RlnSs8Y0hUSifUNujU1GmiqNdDUaNo9xxE5yNSBkVDIpDhWWIMj56rtcg8iao1FJSIiJ7C2pQfRjYO6QuZCO6605dahzSOF6w8VoqJOK3I0RERE1J4TRTXYl1cJmVSCGwdZ16DbaEWfFXhZ/TJW9Flh4+iso/bxwvi+zTvnfpPF3o5EjsKiEhGRyEpqNNh8vAQAcEtSpN3uYzAIyCuvR155vV37HSVEBqBP5wBo9Qb8dPC83e5DREREV8bYoPvq3mHo5K+0230clYPcPLi5MPb9vgLo9Aa73YeILmBRiYhIZN/vK4DeICAxKhDdw/ztdp9GnR6jXt2MUa9uRqNOb7f7SCQS3DioeQkcm2USERE5pya9Af9r+T098woadMeMiUH8hHjEjIlp9xxH5SCje3ZCiK8CpbVabD1ZYrf7ENEFLCoREYlIEAR8vbt5ivYtSR2bdu6MbhgYCYkE2H2mAnnl9WKHQ0RERH+x7VQpyuq0CPFVYEyvTh2+zk2f3YQ7NtyBmz67yYbRdYyXTIqpic2zvr/Zw4EtIkdgUYmISESHz1XjeFENFHIprh/QRexwbCZCrcLw+BAAzTOxiIiIyLn8sO8cgOadW71k7vNn4U2Dm4tK6UeLUFXfJHI0RO7PfX56EBG5oB/3Nyd043qHQe3jJXI0tjWtZaTwf3sLIAj2659ARERE1mnQ6rHhcCEAYGqi+wxqAUC/LgHoHeEPrc6AdQfPiR0OkdtjUYmISCQGg4B1B5obWd8w0L0SOgCYlBABpVyK7JI6HCrg1r5ERETOYuOxItRp9ega5I3B3YLEDsemmns7Ng9sGWdjEZH9sKhERCSSvXkVKKhsgJ9SjrG9w8QOx+b8VV64pm84AOA7LoEjIiJyGt+3FFumJnaBRCK5smvN/R5f3PAFvp/7vS1Cs4kpAzoDADJzy1FU3ShyNETujUUlIiKR/LDvHPplFuL6wxXY+06m2OHYhXEJ3A/7z0Fvxy2EiYiIyDJV9U3YcrwYAExNra9Edno2Tvx4Atnp2Vd8LVvpGuSDwd0CIQjAzwfPix0OkVtjUYmISAQ6vQE/HTyPfruKoPrmODKWZtj9njKpBHcOi8adw6Ihk17ZqKSlRvfsBLW3F0pqNMjMKXfIPYmIiKh9vxw6jya9gN4R/ugZ7u+Qe4qRg1zXsgGKsX8lEdmHXOwAiIg80c6ccpTWarFl/kD8+n+jofCS2f2eSrkMz09LsPt9LqaQSzGhbzi+3pOPnw+eR2rLjnBEREQkjgtL3658lhIAPLD/AQgGAZJLFIvEyEGmDOiM5386gqyzlSiobEBkoLdD70/kKThTiYhIBMbGkeOSuyEwwh8+IT4iR2Q/k1v6GvxyqJBL4IiIiERUVqvBzpwyAMB1Lb+fr5RPiA98O/k6XS4THqBCckwwAOCnA5ytRGQvLCoRETmYVmfA+pZtfB2565sgCCir1aCsVgNBcFxxZ0R8KAJUcpTWarArl0vgiIiIxPLrkSIYBCAhMgBRwY4rAomVg1zfkmcZd9slIttjUYmIyMF2nC5DVUMTQv2USI4Ndth9G5r0SHrhNyS98BsamvQOu69CLsWEfhEA2CyTiIhITL8cah7UujbBNrOULCVWDnJtQgRkUgkO5Fcht7TOYfcl8iQsKhEROZhxltKEfuHI/vkkDn99GCfWnRA5Kvua0p9L4IiIiMRUVd+E7adKATQXW2zlxLoTTpvLhPgpMbyln6OxoEZEtsWiEhGRA+kNAn49XAQAmNQvAuseWIe1M9Zi3QPrRI7MvkZ0b14CV1LDJXBERERiSD9aBJ1BQK9wf8R18rPZdZ09l5nYMlt6w2EWlYjsgUUlIiIHyjpbgdJaDQJUcgyL85yd0LgEjoiISFzrDzX//p1kw1lKrmBC33BIJMC+vEoUVjWKHQ6R25GLHQARkSfZ0DL1elyfcCjkUox5Zgy0tVoo/BQiR2Z/U/p3xto9+dhwuBDPXt8P0ktsPUxERES2U6vRYevJlqVv/W1bVHL2XCYsQIVBUYHIOluJ9COFuDM1RuyQiNwKi0pERA4iCIKpn5JxKnbSfUlihuRQw7uHwFchQ1G1BgcLqjAwKlDskIiIiDzCpmPF0OoMiAv1Ra9wf5te2xVymYn9IpB1thIbDhexqERkY1z+RkTkIIfPVSO/ogEqLynG9OwkdjgOp5TLMKZX8+tOP1IkcjRERESe45eDF5a+SSSeN1PYOJi343QZquqbRI6GyL2wqERE5CDGBpFX9QyDt0Lm8PvLpBLcPLgrbh7cFTKRlp5N6Nuc1P16hM0yiYiIHKFBq8eW4yUAgGsTOosSg9g5SEzLDC2dQcDGYxzYIrIlLn8jInKQ9S39lMRqkKmUy/DGjIGi3NtobK8wyKQSnCiqxZmyOkSH+IoaDxERkbv781QpGpr0iAz0RkJkgCgxOEMOMrFfOI4X1WDD4ULcNLirqLEQuRPOVCIicoBTxbU4WVwLL5kEY3uHmY6/FfcWXlC+gLfi3hIxOsdR+3ghJTYYAJfAEREROcLGo82/b8f3CbPL0jdXyWWMu9D+fqIEDVq9yNEQuQ8WlYiIHMBYQEmND4Xa28t0XK/Vmz7sTRAE1Gt1qNfqIAiC3e/Xngl9wwEAvx5mUYmIiMieDAYBvx0tBgCMb/n9a2uW5DLOkIP06xKAyEBvNDYZsPVkiSgxELkjFpWIiBxgU8v6/Wv6hJkdD0sIQ8SgCIQlhLX1NJtqaNKj7zMb0PeZDWhoEm+EzpjU7j5TjvI6rWhxEBERubsDBVUordXATylHSmyIXe5hSS7jDDmIRCIxNew29rkkoivHnkpERHZWUafFnjMVAGC29A0A7lh/hxghiaprkA/6dg7AkfPV2Hi0CNOHRIkdEhERkVv6rWWm9JienaCQ22c+gSvlMtf0DceH23Kw5XgJ9AZBtI1LiNwJZyoREdnZ7ydKYBCA3hH+6BrkI3Y4TmFCv5YlcOyrREREZDe/tfRTGtfH/jOiXcGQmCD4q+Qor9NiX16l2OEQuQUWlYiI7IwJXWvXtCyB++Mkm2USERHZQ35FPY4V1kAqad59lQAvmRRjenYCAGw+VixyNETugUUlIiI7atIb8PuJ5maQV/e2T4NMV9S384VmmRmnS8UOh4iIyO1sbGnQPSQ6GEG+CpGjcR5Xt7Qi2MiiEpFNsKcSEZEd7c6tQE2jDiG+CiRGBbZ6/NdHf0VjRSNUQSpMeG2C4wMUiUQiwdjenfDpjrPYfKyEBTciIiIbc9RMaVfLZa7qFQaJBDh6vhrnqxrQWe0tdkhELo0zlYiI7GhjS0J3Va+wNptBHvriEPZ+sBeHvjjk6NBEZ5yKv+lYsWjbCxMREbmjmsYm7DhdBuDCrqv24mq5TLCvAoNaBvo2cbYS0RVjUYmIyI6MyYoz9FOSSiSY3D8Ck/tHQCoRf7eT1PgQKORSFFQ24FRxrdjhEBERuY0/TpaiSS8gNtQX8Z38xA7H6XKQcX2aC22bjrKoRHSluPyNiMhOTpfU4nRpHbxkEozqEdrmObM3zoZBZ4DUTtv8XkzlJcO/b0+y+30s5aOQIzUuBL+fKMHm48XoEe4vdkhERERuwTSo1dv+g1qW5DLOloNc3TsMr204jm3ZpWhs0kPlJRM7JCKXxZlKRER2YkzoUmJD4K/yavOc0F6hCOsXhtBebRed3N3YXs07sHD6ORERkW0IgmDaJOQqB+z65oq5TO8If3RWq5o3DMkuEzscIpfGohIRkZ0YCyVXO2CU0FWNbfna7M6tQHVjk8jREBERub4j56tRUqOBt5cMQ2ODxA7HKUkkElN+xoEtoivDohIRkR3UaXTYlVsO4ELhRGz1Wh1iHv8JMY//hHqtTuxwAADRIb6I6+QLnUHAtpOlYodDRETk8oyzlIbHh0Apd45lXc6Yg1xcVOKGIUQdx6ISEZEdZGSXoUkvoFuwD2JCfNo9Ly8jD7lbcpGXkefA6JyLcRe4zcc5UkhERHSlthw3Ln3r5JD7uWouMzw+FMqWDUNOcsMQog5ziqLSihUrEBMTA5VKhZSUFGRmZl7y/K+//hq9e/eGSqVC//798fPPP5s9/uyzz6J3797w9fVFUFAQxo8fj507d5qdU15ejttvvx0BAQEIDAzEPffcg9pa/jAhItvYerI5oRvTsxMkl9jl5OvpX2P12NX4evrXjgrN6VwoKpXAYOBIIZElmDsRUVuqG5uQdaYCADCmp2NmSrtqLuOtkCE5NhgAsLVldhcRWU/0otKaNWuQlpaGRYsWISsrCwMHDsTEiRNRXNz2iPX27dsxa9Ys3HPPPdi7dy+mTZuGadOm4dChQ6ZzevbsieXLl+PgwYP4888/ERMTgwkTJqCk5MIPi9tvvx2HDx9Geno61q1bh61bt+K+++6z++slIs9gnHo+uqdjRgld2dDYIPgqZCip0eDI+WqxwyFyesydiKg920+VQWcQEBfqi26XmClNzca05Gm/s6hE1GESQeQFpCkpKRg6dCiWL18OADAYDIiKisKDDz6Ixx9/vNX5M2fORF1dHdatW2c6NmzYMCQmJmLVqlVt3qO6uhpqtRq//fYbxo0bh6NHj6Jv377YtWsXhgwZAgBYv349Jk+ejPz8fHTp0uWycRuvWVVVhYCAgI68dCJyU7mldbjq9S3wkkmw95kJ8FPK2z33jyV/QFOtgTJAiVFPjLJrXPVaHfo+swEAcOS5ifBRtB+Xo9338W78eqQIj1zTEw+O6yF2OORm3O13tqvmThdf112+F0TO5olvD+CLzDzcNTwGz97QzyH3tCSXcdYc5GRRDa55cyuUcin2L5oAlZdz9KAicgaW/s4WdaaSVqvFnj17MH78eNMxqVSK8ePHIyMjo83nZGRkmJ0PABMnTmz3fK1Wi/feew9qtRoDBw40XSMwMNCUFAHA+PHjIZVKW031NtJoNKiurjb7ICJqi3G0a0h08CULSgAw6olRGL9kvN0LSs7OuOXxH2zWTXRJrpQ7AcyfiBxJEAT87uB+SoBr5zLdw/zQWa2CRmfAjtNlYodD5JJELSqVlpZCr9cjPDzc7Hh4eDgKCwvbfE5hYaFF569btw5+fn5QqVR48803kZ6ejtDQUNM1wsLM1xjL5XIEBwe3e98lS5ZArVabPqKioqx6rUTkObZy6ZvVRvVo/vmcdbYCNY1NIkdD5LxcKXcCmD8ROdLJ4lqcq2qEUi7FsLgQscNxCRKJBKN7NOdrW09wYIuoI0TvqWQvY8eOxb59+7B9+3ZMmjQJM2bMaLfXgCWeeOIJVFVVmT7y8lxrdwMicgyNTo/t2c0jXWOcrKgklUgwtlcnjO3VCdJLNA8XQ1SwD2JDfaEzCMjI5kghkRhsnTsBzJ+IHMk4S2lYXIjTLeNy5hzEOAho3GSFiKwj6mLW0NBQyGQyFBUVmR0vKipCREREm8+JiIiw6HxfX190794d3bt3x7Bhw9CjRw988MEHeOKJJxAREdEqSdLpdCgvL2/3vkqlEkql0tqXSEQeZnduBRqa9Ojkr0Sfzv5ih2NG5SXDR3OTxQ6jXaN6hCKntA5/nCzFhH5t/ywm8nSulDsBzJ+IHGnLieZ/o842qAU4dw4ysnsopBLgVHEtzlU2oEugt9ghEbkUUWcqKRQKJCUlYePGjaZjBoMBGzduRGpqapvPSU1NNTsfANLT09s9/+LrajQa0zUqKyuxZ88e0+ObNm2CwWBASkpKR18OEdGFpW89OkFiwUjce0Pew9KuS/HekPfsHZrTG9Uy/fwPjhQStYu5ExG1pU6jw66cCgCO7acEuH4uo/bxQmJUIIALeRwRWU705W9paWl4//33sXr1ahw9ehR/+9vfUFdXh7lz5wIAZs+ejSeeeMJ0/sKFC7F+/Xq88cYbOHbsGJ599lns3r0bCxYsAADU1dXhySefxI4dO3DmzBns2bMHd999NwoKCjB9+nQAQJ8+fTBp0iTMmzcPmZmZ2LZtGxYsWIBbb73V4t1LiIjaYmzSPcbChK62sBY1BTWoLay1Z1guYVhcMORSCXLL6nG2rF7scIicFnMnIvqrHafLoNUbEBXsjdhQX4fe2x1yGeMSuN9ZVCKymuh7Oc6cORMlJSV45plnUFhYiMTERKxfv97UUPLs2bOQSi/UvoYPH47PP/8cTz/9NJ588kn06NED3333HRISEgAAMpkMx44dw+rVq1FaWoqQkBAMHToUf/zxB/r1u7Ct5meffYYFCxZg3LhxkEqluPnmm/H222879sUTkVsprGrEscIaSCTAqO6hFj3HL8LP7L/2VK/VIen53wAAe/413mm28zXyV3lhcLcgZOaW449TJbg9JFrskIicEnMnIvor4+6pls6UtiVLchlnz0FG9+yEZb+dxJ+nSqHTGyCXiT73gshlSARBEMQOwhVVV1dDrVajqqoKAQEBYodDRE7gq115eOybAxgYFYjv548QO5xW6rU69H1mAwDgyHMTnS6hA4Dlm07i9V9PYFK/CKy6M0nscMhN8He28+D3gsg+xi/9HaeKa7HqjiRMSnC+voTOnoPoDQIGP5+OqoYmfPO3VCRFB4sdEpHoLP2dzRIsEZGN/N7SC2hMD8tmKVFrxr5K27KbRwqJiIjo0s5XNeBUcS2kEiA1LkTscFySTCrByJb87fcTpSJHQ+RaWFQiIrIBg0HA9lMtU8+dcNcVV5EQqUagjxdqGnXYn18pdjhEREROb9upMgBA/66BUPt4iRyN6xrTMrDFZt1E1mFRiYjIBo6cr0ZFfRN8FTIMbNlBhKwnk0owoqUf1VaOFBIREV3WtpZBrZHdOUvpShgHBffnV6KyXityNESug0UlIiIb2J7dnNClxIXAy4rmjn8s+QO/PfEb/ljyh71CczmjW6af/3GSI4VERESXIggC/jQVlcSZKe0uuUyEWoX4Tr4QhObd9IjIMiwqERHZwJ8tU89HWLjrm9GuFbuw7eVt2LVilz3CckkjW6af78urRFVDk8jREBEROa8TRbUoqdFA5SXF4OhAUWJwp1xmZEseZ1xSSESXx6ISEdEV0uj0yMxpTj5GWllUciSpRIKU2GCkxAZD6uDthq0RGeiN+E6+MAgw9akiIiKi1oyzlJJjQ6CUy0SOpn2ukoMMNxaVspl/EFnKufZyJCJyQVlnKtHYZEConxI9w/2seu70r6dDr9FDprR/IqjykmHN/al2v48tjOrRCdklddiWXYpr+3cWOxwiIiKn9GfLUvFRIg5qWZLLuEoOMiwuBFIJcLqkDuerGtBZ7S12SEROj0UlIqIrZOynNKJ7CCRWjr5FpUbZIySXNzw+BP/dnovtnH5ORETUJq3OgJ055QCsX35vS+6Uy6i9vdC/ayD251Vi26ky3JLUVeyQiJwel78REV0h49RzMRM6d5NiHCksbR4pJCIiInP78ipRr9UjxFeB3hH+YofjNkbEN++it41L8IkswqISEdEVqG5swv68SgDOX1Sq1+ow+Pl0DH4+HfVandjhXJJxpBAAZysRERG1wbj0bUT3UEilztunCHCtHORCs+5SCIIgcjREzo9FJSKiK7DzdDkMAhAX6ovIQOvX3ZceL0Xx4WKUHnfMaFh5nRbldVqH3OtKmUYK2SyTiIioFeNMabE3CbE0l3GVHGRwdBCUcimKazTILqkVOxwip8eiEhHRFTBOjR7ePaRDz/943MdYmbASH4/72JZhuYXh8c1J8vZTZRwpJCIiukh1YxP251cBAEb0ELeo5G65jMpLhiExQQCAP09yYIvoclhUIiK6As4ySuiOhsQEQSGXorC6ETmldWKHQ0RE5DR2ni6H3iAgtoMzpenSjC0NtmVzCT7R5XD3NyKiDiqsasSp4lpIJEBqXMeKSgmzEtBY0QhVkMrG0bk+lZcMSd2CkHG6DNuyyxDXyU/skIiIiJyCsZ+SMwxquWMuMyI+FMBx7Mgug05vgFzGuRhE7WFRiYiog7a39PoZEKmG2serQ9eY8NoEW4bkdobHhyDjdBm2nyrFncOixQ6HiIjIKTjTzrPumMskRKoRoJKjulGHgwVVGNQtSOyQiJwWS65ERB3kTAmduxre8rXNOF0Gg4F9lYiIiIqqG5FdUtcyU7pjPR3p0mRSCVJbNgzZziVwRJfEohIRUQcIgmBq0u0qRSWpRIIBXdUY0FUNqcS5tx42GthVDT+lHJX1TThyvlrscIiIiES343RzkaNfl4AOz5R2NFfMQYz5HZt1E10al78REXVAdkkdiqo1UMilSIp2jSnRKi8ZflgwUuwwrCKXSZEcG4xNx4qxPbsUCZFqsUMiIiISVUbLzBlXmqXkijmIsai052wFGpv0UHnJRI6IyDlxphIRUQdktIwSDokOuqIk49NJn+Ldwe/i00mf2io0tzOc08+JiIhMjDmIcXmW2Nw1l4kL9UVEgApanQG7cyvEDofIabGoRETUATtaChzDrnCUsPhQMQr3FqL4ULEtwnJLxpHCzJxyaHUGkaMhIiISz7nKBpwpq4dMKsHQmGCxwwHgvrmMRCLB8O7Ned62bC6BI2oPi0pERFYSBMHUz+BKRwllCpnpw94atHqMeHkTRry8CQ1avd3vZyu9wv0R4qtAvVaP/fmVYodDREQkGuPSt4RINfxVztFPyZJcxlVzkOHxzQNbxryPiFpjTyUiIiudLK5FWZ0WKi8pBnS9sh4/C08vtFFUlydAQEFlg+lzVyGVSjAsPgQ/HTiP7afKnGZkloiIyNFMS9+cqJ+SJbmMq+YgKbHNOceB/CrUanTwU/LPZ6K/4kwlIiIr7TD1UwqGUs6mjY4womWkkNPPiYjIUwmCcKFJt5P0U3J3UcE+6BrkDb1BwO7ccrHDIXJKLCoREVnJWFQaFscZM44yoqWnwd6zFS41bZ6IiMhW8sobUFDZALlUgiEusvOsOzDOCsvgEjiiNrGoRERkBYNBwI7TzSNVHCV0nG7BPuisVqFJL2DvWe7AQkREnifjdPNs3YFRgfDlMiyHMW7KYsz/iMgcfxoREVnhZHEtyuu08PaSoX9k4BVfb897e6Ct1ULhp0DSfUlXHqCbkkgkGBYXgv/tLcCO02UY3rIjHBERkacwLX1zon5KgPvnMsNaBhEPFVShprHJaRqkEzkLFpWIiKyQ0dLTZ0hMEBTyK5/s+ftzv6OmoAb+kf5umYjZUkpscEtRiSOFRETkWQRBuNCk28lmSrt7LhMZ6I1uwT44W16P3bkVGNs7TOyQiJwKl78REVnBWNAY5mSjhJaQQIIeYX7oEeYHCSRih2M149d8X14lGpvYV4mIiDxHTmkdiqo1UMikSHLBfkqun4M099Hcwb5KRK1wphIRkYUMBgE7cmw7SnjdquvQ1NAEL2/7T6X2VsiQnjbG7vexl+gQH0QEqFBY3YissxUYHs8lcERE5BmMs5QSuwVC5eVcO89aksu4eg6SGh+Cr3bns6hE1AYWlYiILHS8qAaV9U3wUcjQP1Jtk2v2vK6nTa7jCZr7KgXju33nsON0OYtKRETkMZy1nxLgGblMSmzz1/1gQRWqG5sQwL5KRCZc/kZEZCFjQjc0JhheMv74FMOFHVg4UkhERJ5BELjzrNi6BHojOsQHBgHYncvejkQX419FREQWMhYyXLGfEgA0aPW4ZunvuGbp72jQumZPohRjX6Wz7KtERESe4VRxLUprNVDKpRjULVDscDrEHXIQ4ywx4yAjETVjUYmIyAIGg4CdOcYm3cE2u259WT3qSupQX1Zvs2u2R4CAk8W1OFlcCwGC3e9nDzEhPggPUEKrNyDrbIXY4RAREdmdsZ9SUnQQlHLn6qcEWJbLuEMOcmG2NGcqEV2MRSUiIgscLaxGVUMTfG3YTwkAVg1chdfDXseqgatsdk131txXqTmp28mkjoiIPIAz91MCPCeXMeYfh89VoaqhSeRoiJwHi0pERBYw9VOKDYac/ZRExb5KRETkKQwGwfT7jv2UxBWhViE21BcGAdiVw4EtIiPu/kZEZAFTg0wbjxLGXxOP+rJ6+IT42PS67iwltnn54d685r5Kzra1MhERka2cKqlFRX0TVF5SDOgaKHY4bfKkXGZYXDBySuuw43QZxvcNFzscIqfAohIR0WXoDQJ25tinSffUj6ba9HqeIDbUF2H+ShTXaLD3bCVHbomIyG3tvKifkkLunDOlPSmXGRYXgi8y87Ajh7OliYyc8ycTEZETOXq+GjWNOvgr5ejXJUDscDzexX2VuASOiIjcmXGTkOQYDqA4g1RTX6VqVNWzrxIRwKISEdFluUs/JQkkiAz0RmSgNySQiB3OFTE16+ZIIRERuSlBuLDzbIoNd54Vg7vkIGEBKsR18oUgAJm57KtEBHD5GxHRZZkaZDrpriuW8lbIsO3xq8UOwyaGtSTXWWfZV4mIiNxTblk9Smo0UMikSIwKFDucK+JeOUgITpfUISO7DNewrxIRi0pERJeiNwimkSh7jBJ+e/u3qC+th0+oD2767CabX99dxYb6opO/EiU1GuzLq7R5rysiIiKxZbbMxk2MCnTqwRNPy2VSYoPx+c6z2MWZSkQAWFQiIrqkY4XN/ZT8lHL07Wz7fkq5v+eipqAG/pH+Nr+2OzP2Vfpx/znsOF3GohIREbmdnS07zybHOvfSN0/LZYzfj8PnqlDd2IQAlZfIERGJy3WbgxAROUBmSy+DpOggl+6nBACNTXrcsPxP3LD8TzQ26cUO54oZl8CxWTcREbkjU5NuJy8qWcKdcpDOam90C/aBQQD2nKkQOxwi0XGmEhHRJWTaOaGbf3Q+IACO6FlpEAQcyK8yfe7qjLOT9rKvEhERuZn8inoUVDZAJpUgKTpI7HAuyZJcxt1ykJTYYJwtr0dmTjnG9goTOxwiUbn2sDsRkR0JgmAqKqXYqaik9FdCGaCE0l9pl+u7s7hQX4T6KaHRGbA/r1LscIiIiGzGmH8kRKrhq3TueQCemMsYBxuN3yciT8aiEhFRO7JL6lBWp4VSLkX/rmqxw6G/aO6r1JzUZXAJHBERuRFjsWKYGyx9c0cpsc2zpQ/kV6JB69rL+YiulFMUlVasWIGYmBioVCqkpKQgMzPzkud//fXX6N27N1QqFfr374+ff/7Z9FhTUxP++c9/on///vD19UWXLl0we/ZsnDt3zuwaMTExkEgkZh8vv/yyXV4fEbkmY0I3qFsglHIurXJGKS1L4LgDC3ka5k5E7s2d+im5o6hgb0QEqNCkF7D3LPsqkWcTvai0Zs0apKWlYdGiRcjKysLAgQMxceJEFBcXt3n+9u3bMWvWLNxzzz3Yu3cvpk2bhmnTpuHQoUMAgPr6emRlZeFf//oXsrKy8O233+L48eO44YYbWl3rueeew/nz500fDz74oF1fKxG5FmOhIjnWfjuLHf32KA58egBHvz1qt3u4M+OyxD1nKqDVGUSOhsgxmDsRubfi6kbklNZBIgGGxDh/UckTcxmJRIKUltnSO7kEjjyc6At0ly5dinnz5mHu3LkAgFWrVuGnn37Chx9+iMcff7zV+W+99RYmTZqERx99FADw/PPPIz09HcuXL8eqVaugVquRnp5u9pzly5cjOTkZZ8+eRbdu3UzH/f39ERERYcdXR0SuzN79lADgl4d+MW3D2+emPna7j7vq3skPQT5eqKhvwqFzVRjczbmbmRLZAnMnIveW2TKo1SciAGpv59+u3lNzmeTYYHy/7xz7KpHHE3WmklarxZ49ezB+/HjTMalUivHjxyMjI6PN52RkZJidDwATJ05s93wAqKqqgkQiQWBgoNnxl19+GSEhIRg0aBBee+016HS6dq+h0WhQXV1t9kFE7su464pcKsGgboFih2Mzwb4KBPsqxA7DZqRSCYbGsFkmeQ5Xyp0A5k9EHbHztHsufXO3HMQ46Jh1lrOlybOJOlOptLQUer0e4eHhZsfDw8Nx7NixNp9TWFjY5vmFhYVtnt/Y2Ih//vOfmDVrFgICAkzHH3roIQwePBjBwcHYvn07nnjiCZw/fx5Lly5t8zpLlizB4sWLrXl5ROTCjAWK/l3V8FHY70fl1S9cDW2dFgoHJFk+Cjmy/nWN3e/jaMmxwfj1SBF25ZTjgTHxYodDZFeulDsBzJ+IOsLUpDvONYpKluQy7piDxHfyQ4ivAmV1WhwsqERStGt8v4hsTfTlb/bU1NSEGTNmQBAErFy50uyxtLQ00+cDBgyAQqHA/fffjyVLlkCpbL0d5hNPPGH2nOrqakRFRdkveCISVaaDGmQm3pVo1+t7AtO2vrnl0BsEyKQSkSMicl22zJ0A5k9E1iqv0+J4UQ0AmGbiOjtPzWUkEgmSY4Pxy6FC7DhdzqISeSxRl7+FhoZCJpOhqKjI7HhRUVG76/UjIiIsOt+YFJ05cwbp6elmI21tSUlJgU6nQ25ubpuPK5VKBAQEmH0QkfsyFZVcJKHzZH07B8BXIUNNow7HC2vEDofIrlwpdwKYPxFZy7hJSI8wP4T4tV2sJedhGtjiEnzyYKIWlRQKBZKSkrBx40bTMYPBgI0bNyI1NbXN56SmppqdDwDp6elm5xuTopMnT+K3335DSMjld27at28fpFIpwsLCOvhqiMhdFNc04rRx1xU3GnVqbNJj5rsZmPluBhqb9GKHYzNymRRJpr5KZSJHQ2RfzJ2I3JujZko7mrvmIMkX7UKr07OvEnkm0Ze/paWlYc6cORgyZAiSk5OxbNky1NXVmXY0mT17NiIjI7FkyRIAwMKFCzFmzBi88cYbmDJlCr788kvs3r0b7733HoDmpOiWW25BVlYW1q1bB71eb+oZEBwcDIVCgYyMDOzcuRNjx46Fv78/MjIy8PDDD+OOO+5AUBB3DiLydLtyKgAAvSMCoPZx/l1XLGUQBNO2twZBEDka20qJDcbWEyXIzC3HXSNixQ6HyK6YOxG5r50tgyPuVlRy1xykd0QA/FVy1DTqcPR8Dfp3VYsdEpHDiV5UmjlzJkpKSvDMM8+gsLAQiYmJWL9+vamh5NmzZyGVXphQNXz4cHz++ed4+umn8eSTT6JHjx747rvvkJCQAAAoKCjADz/8AABITEw0u9fmzZtx1VVXQalU4ssvv8Szzz4LjUaD2NhYPPzww2Zr/onIcxlnu6Q4IKFb2nWpaRvetHz+DOqoi6efC4IAiYR9lch9MXcick/VjU04cq55h8SU2MvPFnQWnpzLyFp2od10rBg7c8pYVCKPJHpRCQAWLFiABQsWtPnYli1bWh2bPn06pk+f3ub5MTExEC5T/R48eDB27NhhdZxE5Bl2uunUc3c2oKsaCrkUpbVa5JTWIa6Tn9ghEdkVcyci97PnTAUMAhAd4oMItUrscMhCKbHGolI57h0VJ3Y4RA7nFEUlIiJnUVnv2F1XOg/uDHWUGj6dfOx+L3emlMuQGBWIzJxyZOaUs6hEREQuZ+fp5kEtR8yUtiVPz2WMg5C7csthMAiQchda8jAsKhERXWR3bgUEAYjr5ItO/vbfdWXWD7Psfg9PkRIbbCoq3ZrcTexwiIiIrJJp6qfkOkvfAOYyCZFqeHvJUFnfhJPFtegV4S92SEQOJerub0REziYz1zVHCenCSOFObutLREQupl6rw4H8KgDMQVyNl0yKpOjmDQu4Cy15IhaViIgu4u79lLy9ZPD2kokdhl0M7hYEmVSCgsoGFFQ2iB0OERGRxfaerYTOIKCLWoWuQd5ih2MX7pyDGAuBOziwRR6Iy9+IiFrUaXQ4VNA8SuhqU88t4aOQ4+jzk8QOw258lXIkRKqxP68Su3LKETkoUuyQiIiILHLxoJY77mDq7jkId6ElT8aiEhFRi6yzFdAbBEQGeiMy0DGjhD8/+DMaKxqhClJh8juTHXJPd5YSG4z9eZXYmVOOaSwqERGRi9h5unnZVEqc6w1qMZcBBkYFQiGToqRGg9yyesSG+oodEpHDcPkbEVGLzBzH91M69r9jOPjZQRz73zGH3dOdGXfsY08DIiJyFRqdHnvzKgG45vJ75jKAyqt5F1qAOQh5HquLSosWLcKZM2fsEQsRkajcvZ9SY5Mecz/KxNyPMtHYpBc7HLsYGtPcKDO7pA6ltRqRoyG6gPkTEbXnQH4VtDoDQv2UiHPTGS6ekIOkxLVsGHKafZXIs1hdVPr+++8RHx+PcePG4fPPP4dGw6SdiFxfY5Me+0QYJZz7x1w8ePJBzP1jrt3vZRAEbD5egs3HS2AQBLvfTwyBPgr0btnKdxebZZITYf5ERO0xLX1z0X5KluQynpCDcBda8lRWF5X27duHXbt2oV+/fli4cCEiIiLwt7/9Dbt27bJHfEREDnHxKKEj18EHxQYhuHswgmKDHHZPd8ekjpwR8yciao+rz5RmLtPs4l1o8yvqxQ6HyGE61FNp0KBBePvtt3Hu3Dl88MEHyM/Px4gRIzBgwAC89dZbqKqqsnWcRER2ZVz/7qqjhHSBMSnflcuiEjkX5k9E9FdNegP2nKkAcGH5FLkm4y60AHMQ8ixX1KhbEAQ0NTVBq9VCEAQEBQVh+fLliIqKwpo1a2wVIxGR3bn6KCFdkNzSrPvI+WpUNzaJHA1Ra8yfiMjo8Llq1Gv1UHt7oWeYv9jh0BUaFmvcMIRFJfIcHSoq7dmzBwsWLEDnzp3x8MMPY9CgQTh69Ch+//13nDx5Ei+++CIeeughW8dKRGQXuotGCR1dVMrdkotTG04hd0uuQ+/rzsICVIgJ8YEgAHtyK8QOh8iE+RMR/ZVxpvTQmGBIpa45U5q5zAWmJfhs1k0eRG7tE/r3749jx45hwoQJ+OCDD3D99ddDJpOZnTNr1iwsXLjQZkESEdmTcZQwQCVHr3DHjhJ+e8e3qCmogX+kP9Ly0xx6b3eWHBuM3LJ67Mwpx9jeYWKHQ8T8iYjaZJzRkuLCM6WZy1wwJDoYEglwurQOJTUadPJXih0Skd1ZPVNpxowZyM3NxU8//YRp06a1SogAIDQ0FAaDwSYBEhHZW+ZFS99cdZSQzCXHhgC4MAJMJDbmT0T0VwaDgF254syUJvtQ+3ihd0QAAPZVIs9h9Uwl49r/v2poaMBrr72GZ555xiaBERE5ipj9lFLTUqGp1kAZYP+RLB+FHLkvT7H7fZyBccT3YEEVGrR6eCta/wFP5EjMn4jor04U16CqoQk+Chn6dQkQO5wOsySX8bQc5Oj5amTmlGNy/85ih0Nkd1bPVFq8eDFqa2tbHa+vr8fixYttEhQRkaM0jxIai0ohDr9/aloqrnr2KqSmpTr83u6sa5A3OqtVaNIL2JvHvkokPuZPRPRXxpnSSdFBkMuuaP8kUTGXMWfqq8Rm3eQhrP7pJQhCm9tt79+/H8HBnLZJRK7FXUYJyZxEIjElddyBhZwB8yci+ivT8vsY/gxwJ0Nbvp/HCqtRVc9daMn9Wbz8LSgoCBKJBBKJBD179jRLjPR6PWpra/HAAw/YJUgiInu5eJTQy4VHCS3R2KRH2lf7AABLZyRC5eXeS8KGxgTj+33nWFQiUTF/IqK2CIJg+v001AP6KXlSDtLJX4m4Tr44XVKH3WfKMa5PuNghEdmVxUWlZcuWQRAE3H333Vi8eDHUarXpMYVCgZiYGKSmcsojEbmWnR40SmgQBPx8sBAA8Pp0QeRo7M/YVynrbAW0OgMUcvcuGpJzYv5ERG05W16P4hoNFDIpEqMCxQ7H7jwxBzldUofMHBaVyP1ZXFSaM2cOACA2NhbDhw+Hl5eX3YIiInKEi0cJxdp1ZeWAlag9Xwu/zn7424G/iRKDu+oe5odgXwXK67Q4WFCFpOjWTZKJ7I35ExG1xTioNaCr2uVn7TCXaS05NhhfZOaxrxJ5BIuKStXV1QgIaO41MmjQIDQ0NKChoaHNc43nERE5u9yyepS0jBIOFGmUsKG8AfWl9ZApXTuhdEYSiQRDY4Kw4XARduWWs6hEDsf8iYjaI/agli0xl2nN2FfpUEEV6jQ6+Cqt3nSdyGVY9O4OCgrC+fPnERYWhsDAwDYbTRobUOr1epsHSURkD5k5ZQCAxKhA0UYJA2MCIVfJ4RfhJ8r93V1ybAg2HC5CZk45HhgTL3Y45GGYPxFRey7sPOv6RSXmMq11DfJBZKA3CiobsPdsJUb2CBU7JCK7saiotGnTJtPOJJs3b7ZrQEREjrLTCUYJ7/7zbtHu7QmMfZV25ZZDbxAgk7b+o57IXpg/EVFbiqobcaasHlIJ3GIWLXOZtiXHBuN/ewuQmVPGohK5NYuKSmPGjGnzcyIiV+ZJu654qj6dA+CnlKOmUYdjhdXo10V9+ScR2QjzJyJqizH/6NslAP4q9llzV8aiEvsqkbuzeiuc9evX488//zT9/4oVK5CYmIjbbrsNFRUVNg2OiMhezlU2IL+iATKpxC1GCaltMqkEQ2Kav7+ZTOpIRMyfiMjINKjlATvPejLjTPi9eZXQ6LjEmdyX1UWlRx99FNXV1QCAgwcPIi0tDZMnT0ZOTg7S0tJsHiARkT0YexkkdGmeyeIJvL1kOPLcRBx5biK8XXynGWsYkzoWlUhMzJ+IyMj4+yjFg2ZKe2IOEhfqi1A/BbQ6Aw7kV4kdDpHdWP2XVE5ODvr27QsA+Oabb3D99dfjpZdeQlZWFiZPnmzzAImI7GGnk4wSblm8BZoqDZRqJa5adJVd7yWRSOCj8IwC2sVSLioqGZsiEzka8yciAoDKei2OF9UAED8HsRVLchlPzEEkEgmSY4Px88FCZOaUu833m+ivrJ6ppFAoUF9fDwD47bffMGHCBABAcHCwaQSOiMjZOctWvlnvZ2HHmzuQ9X6WqHG4s/6RgVDKpSir0yK7pE7scMhDMX8iIgDYldu83DW+ky9C/JQiR2MbzGXal9xSSGJfJXJnVpeLR44cibS0NIwYMQKZmZlYs2YNAODEiRPo2rWrzQMkIrK1sloNThXXAnCfUUJLaHR6PPntIQDASzclQCn3jOnnCrkUg7sFIeN0GTJzytE9jFsek+MxfyIi4MLy++TYEJEjcSxPzUGM3+c9ueXQ6Q2Qy6ye00Hk9Kx+Vy9fvhxyuRxr167FypUrERkZCQD45ZdfMGnSJJsHSERka8ZRwl7h/gjyVYgay63f34q7t9+NW7+/1e730hsEfJOVj2+y8qE3CHa/nzMZaloCVyZyJOSpmD8REXBhxkpyrPtsEmJJLuOpOUivCH8EqOSo0+px5DxnpZJ7snqmUrdu3bBu3bpWx998802bBEREZG/OsvQNALokdRE7BI9g7Ku0k32VSCTMn4ioTqPDoYLmhs3uNFOJuUz7ZFIJhsYEY+OxYmTmlGNA10CxQyKyuQ51SzMYDDh16hSKi4thMBjMHhs9erRNAiMispfM3ObZKkOdoKhEjjGoWyDkUgnOVzUiv6IBUcE+YodEHoj5E5Fn23u2EnqDgMhAb0QGeosdDjlIcmxzUWlnTjnuHRUndjhENmd1UWnHjh247bbbcObMGQiC+dRFiUQCvV5vs+CIiGyturEJR841Tz9O9qB+Sp7ORyFH/65q7D1bicycchaVyOGYPxGRcQm2M8yUJscxfr935ZbDYBAglXK2NLkXq4tKDzzwAIYMGYKffvoJnTt35hICInIpe85UwCAA0SE+iFCrxA4HRQeLYGgyQOolRXj/cLHDcWvJscGmotLNSWyMTI7F/ImIMnOdZ/m9LTGXubSESDW8vWSorG/CyeJa9IrwFzskIpuyuqh08uRJrF27Ft27d7dHPEREdrXL2E/JSWYpfXbtZ6gpqIF/pD/S8tPEDsetpcQG493fT5uSeiJHYv5E5Nk0Oj32nq0E4H47zzKXuTQvmRRJ0UH481QpMnPLWVQit2P17m8pKSk4deqUPWIhIrI7Y5Nu9lPyPEnRwZBIgJzSOhRXN4odDnkY5k9Enu1gfhU0OgNCfBWI7+QrdjjkYMmmXWg5sEXux+qZSg8++CAeeeQRFBYWon///vDy8jJ7fMCAATYLjojIlhqb9NifXwngwm5gYhs4ZyAaKxuhCrT/UjxvLxn2PD3e9LmnUXt7oU9EAI6cr0ZmbjmuG8DdashxmD8RebaLl7652/JXS3IZT89BLhSVyrgLLbkdq4tKN998MwDg7rvvNh2TSCSmfxxsNElEzmrv2Uo06QWEByjRzUkaNY97cZzD7iWRSBDip3TY/ZxRcmxwc1Eph0UlcizmT0SezTRT2s2WvgGW5TKenoMkRgVCIZOiqFqDs+X1iA7hbDVyH1YXlXJycuwRBxGR3e0yjRKGcITIQ6XEBuO/23M5/ZwcjvkTkefSGwTsya0A4H5NuskyKi8ZBkapsSu3AjtzyllUIrdidVEpOjraHnEQEdldpqlJd5DIkYhDo9PjhXVHAQBPX9cHSrnnTT839tI6VliDynotAn0UIkdEnoL5E5HnOnq+GjUaHfyVcvTpHCB2OKJgDtJcUNyVW4HMnHLMGBIldjhENmN1o24A+OSTTzBixAh06dIFZ86cAQAsW7YM33//vU2DIyKylSa9AXvOGEcJQ0SORhx6g4BPdpzBJzvOQG8QxA5HFKF+SlOD1F0to8ZEjsL8icgzGQe1kmKCIJN65kxp5iAXlj5ytjS5G6uLSitXrkRaWhomT56MyspKUw+AwMBALFu2zNbxERHZxKGCKjQ06RHo44UeYX5ih2Oy+urV+He/f2P11avFDsVjGIuKmTllIkdCnoT5E5Hn2nVRk253xFzGMknRQZBKgLPl9Thf1SB2OEQ2Y3VR6Z133sH777+Pp556CjLZhWmLQ4YMwcGDB20aHBGRrVzcIFPqRKOEZSfKUHKkBGUnWOBwlBRu60siYP5E5JkEQbho+b17FpWYy1jGX+WFfl3UAJiDkHuxuqiUk5ODQYMGtTquVCpRV1dnk6CIiGzNOEqY4mSjhAo/BRT+Cij82NvHUYwjxYfOVaNWoxM5GvIUzJ+IPFN2SR3K6rRQyqXo31Utdjh2wVzGcskc2CI3ZHWj7tjYWOzbt69Vw8n169ejT58+NguMiMhWDAbBabfyXXBsgdgheJwugd7oGuSN/IoGZJ2pwOiencQOiTwA8yciz2Qc1EqMCnTb5tTMZSyXHBuMD/7MYVGJ3IrVRaW0tDTMnz8fjY2NzdM5MzPxxRdfYMmSJfjPf/5jjxiJiK7I8aIaVDfq4KOQoV8Xz9x1hcwlxwYjv6IAmTnlLCqRQzB/IvJMxuKBs82UJnEYBzdPFteirFaDED+lyBERXTmrl7/de++9eOWVV/D000+jvr4et912G1auXIm33noLt956a4eCWLFiBWJiYqBSqZCSkoLMzMxLnv/111+jd+/eUKlU6N+/P37++WfTY01NTfjnP/+J/v37w9fXF126dMHs2bNx7tw5s2uUl5fj9ttvR0BAAAIDA3HPPfegtra2Q/ETkXMz7boSHQS5rEObXpKbYV8lcjRb50/MnYhcg6mfkofuPEvmgn0V6BnevGEMd6Eld9Ghv65uv/12nDx5ErW1tSgsLER+fj7uueeeDgWwZs0apKWlYdGiRcjKysLAgQMxceJEFBcXt3n+9u3bMWvWLNxzzz3Yu3cvpk2bhmnTpuHQoUMAgPr6emRlZeFf//oXsrKy8O233+L48eO44YYbWr2Gw4cPIz09HevWrcPWrVtx3333deg1EJFzy3TSfkqOppLL8MdjY/HHY2OhctMp+JYyJvf78irR2KQXORryFLbKn5g7EbmG/Ip6FFQ2QCaVYFC3QLHDERVzkAvYV4ncjUQQBEHMAFJSUjB06FAsX74cAGAwGBAVFYUHH3wQjz/+eKvzZ86cibq6Oqxbt850bNiwYUhMTMSqVavavMeuXbuQnJyMM2fOoFu3bjh69Cj69u2LXbt2YciQIQCaexpMnjwZ+fn56NKly2Xjrq6uhlqtRlVVFQICuJyGyFkJgoDklzaipEaDNfcNQ0qcc40UZi7PhKZGA6W/EskLksUOx2M4+/uCbMvdfme7au4EuN/3guhS/rc3Hw+v2Y+BUYH4fv4IscOxG+Yy1vlh/zk89MVeJEQGYN2Do8QOh6hdlv7Otqin0qBBgyCRWLYFd1ZWlmURAtBqtdizZw+eeOIJ0zGpVIrx48cjIyOjzedkZGQgLS3N7NjEiRPx3XfftXufqqoqSCQSBAYGmq4RGBhoSooAYPz48ZBKpdi5cyduvPHGVtfQaDTQaDSm/6+urrbkJRKRyHLL6lFSo4FCJsXAqECxw2nlz5f/RE1BDfwj/ZmIOZBEIkFybDB+OnAemTnlLCqRXdgjf3Kl3Alg/kSeLTOneXlTckyQyJHYF3MZ6yS39FU6cq4a1Y1NCFB5iRwR0ZWxaPnbtGnTMHXqVEydOhUTJ05EdnY2lEolrrrqKlx11VVQqVTIzs7GxIkTrbp5aWkp9Ho9wsPDzY6Hh4ejsLCwzecUFhZadX5jYyP++c9/YtasWabqWmFhIcLCwszOk8vlCA4Obvc6S5YsgVqtNn1ERUVZ9BqJSFyZOWUAmnddUXl59nRrrc6Al34+ipd+PgqtziB2OKIz9VXK5fRzsg975E+ulDsBzJ/IsxlzEPZTYg5ysQi1CtEhPjAIwJ4z7KtErs+imUqLFi0yfX7vvffioYcewvPPP9/qnLy8PNtGd4WampowY8YMCIKAlStXXtG1nnjiCbNRvurqaiZGRC5gp6lBpnP2U5r64VToGnWQq6zejNNqOoMB7209DQD4v/E9oOhYWz23YXxP7DlTgSa9AV5s4k425or5ky1zJ4D5E3mu0loNskvqAABD3XymkiW5DHMQc8kxwThTVo/MnHKM7RV2+ScQOTGr/4r5+uuvsXv37lbH77jjDgwZMgQffvihxdcKDQ2FTCZDUVGR2fGioiJERES0+ZyIiAiLzjcmRWfOnMGmTZvM1gBGRES0amap0+lQXl7e7n2VSiWUSm75SORqduU6d1EpfkK82CF4rJ5h/lB7e6GqoQmHz1Uj0QmXR5L7sFX+5Eq5E8D8iTzX7pb8o1e4PwJ9FCJHY1/MZayXHBuMr/fks1k3uQWrS8Te3t7Ytm1bq+Pbtm2DSqWy6loKhQJJSUnYuHGj6ZjBYMDGjRuRmpra5nNSU1PNzgeA9PR0s/ONSdHJkyfx22+/ISQkpNU1KisrsWfPHtOxTZs2wWAwICUlxarXQETO61xlA/LKGyCVAIOj3XuUkKwnlUowNMa4A0uZyNGQu7NV/sTcicg1OPtMaRJXSsuSyAP5lWjQchdacm1Wz1T6v//7P/ztb39DVlYWkpObG7Ht3LkTH374If71r39ZHUBaWhrmzJmDIUOGIDk5GcuWLUNdXR3mzp0LAJg9ezYiIyOxZMkSAMDChQsxZswYvPHGG5gyZQq+/PJL7N69G++99x6A5qTolltuQVZWFtatWwe9Xm9a6x8cHAyFQoE+ffpg0qRJmDdvHlatWoWmpiYsWLAAt956q8W7lxCR8zPOUkqIVMNPaf/lZeR6UmKD8dvRImTmlOO+0RxpJfuxZf7E3InI+RlzkKEsKlEbooK9ERGgQmF1I/bmVWB4fKjYIRF1mNV/ZT3++OOIi4vDW2+9hU8//RQA0KdPH3z00UeYMWOG1QHMnDkTJSUleOaZZ1BYWIjExESsX7/e1FDy7NmzkEovTKgaPnw4Pv/8czz99NN48skn0aNHD3z33XdISEgAABQUFOCHH34AACQmJprda/PmzbjqqqsAAJ999hkWLFiAcePGQSqV4uabb8bbb79tdfxE5LxMo4QxzpvQ1ZyvgaAXIJFJ4N/ZX+xwPI5xBDkzpxwGgwCp1LKduoisZcv8ibkTkXOraWzCkXPNOx06cw5iK8xlrGfchfaH/eeQmVPOohK5NIkgCILYQbii6upqqNVqVFVVmfUcICLnMX7p7zhVXIv37kzChH7t9/wQ09KuS03b8Kblp13+CVegXqtD32c2AACOPDcRPgrO3tLpDRiw+FfUa/X4ZeEo9OnMn+fuiL+znQe/F+QJNh8rxtz/7kJ0iA9+f3Ss2OHYnSW5DHOQ1j7dcQZPf3cIw+ND8Pm8YWKHQ9SKpb+zPbvtPhG5rbJaDU4V1wKAqW8O0V/JZVIktfTbYrNMIiKyhR2nm/v0DYsNucyZ5MlSWmZLZ52tgFZnEDkaoo5jiZiI3NKu3AoAQM9wPwT5Ou+uKz2m9EBjeSNUwdZtdNARKrkMvz482vQ5NUuJDcYfJ0uRmVOOOcNjxA6HiIhc3I6WQYqUOM8Y1LIkl2EO0lr3MD8E+ypQXqfFoXNVGNyNm8qQa2JRiYjcUqaL7Lpy/bvXO+xeUqkEPcPZ6+CvkltGknfmlEMQBEgk7KtEREQdU6vR4VBBFQAgJc4zZipZksswB2lNIpFgSHQQfj3SvGEIi0rkqrj8jYjcUmZu89TzZE49p8sY0FUNhVyK0loNckrrxA6HiIhc2J4zFdAbBHQN8kZkoLfY4ZCTu3jDECJXZXVRafPmzfaIg4jIZqoaPGvXFUtpdQa8mX4Cb6af4Nr9i6i8ZEiMCgTApI7sh/kTkWcw9VPykFlKlmIO0raUlsHPXbnl0Bu4fxa5JquLSpMmTUJ8fDxeeOEF5OXl2SMmIqIrsju3HAYBiA31RYTa/r2KXIXOYMBbG0/irY0noTMwobtYCkcKyc6YPxF5hp0tRaUUJ19+72jMQdrWp7M//JRy1DTqcKywWuxwiDrE6qJSQUEBFixYgLVr1yIuLg4TJ07EV199Ba1Wa4/4iIisdmGU0PkTuq+nf43/XvVffD39a7FD8WjG6ec7WVQiO2H+ROT+6rU6HMhv7qfkSTOVmMt0HHehJXdgdVEpNDQUDz/8MPbt24edO3eiZ8+e+Pvf/44uXbrgoYcewv79++0RJxGRxYyFgRQX6KeUl5GHM7+fQV4GZy6IaXC3IMikEhRUNiC/ol7scMgNMX8icn9ZZyqhMwjoolaha5Dn9FNiLnNl2FeJXN0VNeoePHgwnnjiCSxYsAC1tbX48MMPkZSUhFGjRuHw4cO2ipGIyGLVjU0X7bri/DOVyDn4KuVIiFQDaO5rQGRPzJ+I3NPF/ZS4kyhZ6uIl+ILAvkrkejpUVGpqasLatWsxefJkREdHY8OGDVi+fDmKiopw6tQpREdHY/r06baOlYjosoz9lGJCfNBZ7fyjhA9lP4SnGp/CQ9kPiR2Kx2NfJbI35k9E7m1nTks/JQ8b1GIuc2X6d1VDKZeirE6L7BLuQkuuR27tEx588EF88cUXEAQBd955J1599VUkJCSYHvf19cXrr7+OLl262DRQIiJL7DztOkvfAECutPrHMNlJckww3tt6mn2VyC6YPxG5t8YmPfbntcyUdpEcxFaYy1wZpVyGQd0CseN0OTJzytE9zE/skIisYvVPgCNHjuCdd97BTTfdBKVS2eY5oaGh3DqXiERhmnoe71mjhHTlhsYEQyIBTpfUoaRGg07+bf+OI+oI5k9E7i3rbAW0egPCA5SIDvEROxxyMcmxIS1FpTLcltJN7HCIrGJ1UWnRokUYPnw45HLzp+p0Omzfvh2jR4+GXC7HmDFjbBYkEZElahqbcLDAM0cJLaGUy/D9/BGmz8mc2scLvcL9caywBjtzynDdAM4YIdth/kTk3na0zJRmP6W2MQe5tJSLdqEVBIHvIXIpVheVxo4di/PnzyMsLMzseFVVFcaOHQu9Xm+z4IiIrLE7twIGAYgO8UGXQOfvpwQABz8/iKb6Jnj5eKH/bf3tei+ZVIKBUYF2vYerGxYXgmOFNdhxmkUlsi3mT0TubWfLTGlPHNSyJJdhDnJpg7oFQi6V4HxVI/IrGhAVzNlu5DqsLiq1VzktKyuDr6+vTYIiIuqIHcYGmbGus/Qt/bF01BTUwD/S3+5FJbq81PgQ/Hd7LjKyy8QOhdwM8yci99XYpMfevEoAntekG2AuYws+Cjn6d1Vj79lK7MwpZ1GJXIrFRaWbbroJACCRSHDXXXeZ9QPQ6/U4cOAAhg8fbvsIiYgsdPHUc2pNqzPgo205AIC5I2KhkHdoA1C3lhLb3Fcpu6QOxTWNCPNXiR0SuTjmT0Tub39eJbQ6A0L9lIgLZZG4LcxBLi8lNqS5qHS6DLckdRU7HCKLWVxUUqvVAJpH2vz9/eHtfWFpiUKhwLBhwzBv3jzbR0hEZIFajQ6HjP2UXKiodM2r15imjNubzmDAkl+OAQDuTI2GAkzo/irQR4E+EQE4cr4aO06X44aBXAJHV4b5E5H7uzCoFeyRvXAsyWWYg1zesLhgrPo9GxmnOVuaXIvFRaWPPvoIABATE4N//OMfnKpNRE5ld2459AYBUcHeiHSRfkoAOE3cCQ2LC2kpKpWxqERXjPkTkfvbaVx+70KDWrbEXMY2hsYEQyaVIL+iAXnl9VwCRy7D6hLxokWLmBARkdMxjRJ6YINMsq3U+Ob30A72VSIbYv5E5J60OgOyzlYAAIa5UE9Hcj6+SjkGdG2e3bqDs5XIhVg0U2nw4MHYuHEjgoKCMGjQoEtO68zKyrJZcEREljL+8mU/JbpSyTHNfZVOl9ahqLoR4QHsq0Qdw/yJyP0dyK9EY5MBIb4KdA/zEzsccnGpcc19lTJOl2H6kCixwyGyiEVFpalTp5oaS06bNs2e8RARWa1Oo8NBUz8l1xol1Gl0ps/lSqs35CQ7UPt4oV+XABwqaF4CNzUxUuyQyEUxfyJyf8ZBrRQP7acEMJexpdT4EPx7SzZ2ZJe1u2sokbOx6F/9okWL2vyciMgZ7D5TAb1BQNcgb3QNcq3152/Hv23ahjctP03scKjFsNgQFpXoijF/InJ/O3Oal9+nePDye+YytpMUHQQvmQTnqhqRV96AbiGuldeSZ2LbfSJyeVz6RrZm7KuUwb5KRETUjia9AXvONPdTcrWZ0uScfBRyDOwaCADIOF0qbjBEFrJoplJQUJDFU+/Ky8uvKCAiImu5clEpKjUKdSV18O1k/wa+SrkMX8wbZvqc2jc0NhhSCZBbVo/zVQ3orHadHQXJeTB/InJvB/KrUK/VI9DHCz3D/MUORzSW5DLMQSyXGh+C3WcqsON0OWYO7SZ2OESXZVFRadmyZXYOg4ioY+o0OhzMb+mn5IK7rkz/errD7iWTSkwzcOjSAlReSIhU40B+FXacLsONg7qKHRK5IOZPRO7NNKgVGwKp1HN731iSyzAHsdywuBC8s+kUMthXiVyERUWlOXPm2DsOIqIO2XOmAjqDgMhAb0QFc9052c6wuJDmolJ2OYtK1CHMn4jc2/bs5uVJw7uzWEK2kxQdBIVMisLqRuSW1SM21P6z2YmuhEVFperqagQEBJg+vxTjeUREjuDKS98crUlvwBeZZwEAs5K7wUvGtnqXkhoXgve2nkbGafZVoo5h/kTkvjQ6PXbnNvdTSmUOclnMQSyn8pIhsVsgMnPKseN0GYtK5PQs7ql0/vx5hIWFITAwsM0peMapeXq93uZBEhG1x7jryjA2yLysJr0Bz3x/GABwS1JXJnSXMSQmCDKpBGfL61FQ2YDIQPZVIuswfyJyX3vPVkKjMyDUT4nuYX5ih+P0mINYZ1hcCDJzypGRXYZZyeyrRM7NoqLSpk2bEBzc/Afb5s2b7RoQEZGl6rU67M+rBOC6M5V+vP9HNJY3QhWswvXvXi92OHQR/5a+SvvzKrEjuww3J3EJHFmH+ROR+zLuDpoaH+LxPW+Yy9healwI3t54Ehmn2VeJnJ9FRaUxY8a0+TkRkZgyc8pN/ZS6BrnmLJKTP51ETUEN/CM9d9cYZ5YaF9JcVDrNohJZj/kTkfsyFpWGs/k0cxk7GNQtEAq5FCU1GpwurUN8J86GI+dlUVHpryoqKvDBBx/g6NGjAIC+ffti7ty5ptE4IiJHMCZ0I7pzlJDsY1hcMFb9ns2+SmQTzJ+I3EODVo+9ec39lFhUIntQecmQ1C0IGafLkJFdxqISOTWrF7Nu3boVMTExePvtt1FRUYGKigq8/fbbiI2NxdatW+0RIxFRm7abRglDRY6k4+btmoeH8x7GvF3zxA6F2jA0JhgyqQT5FQ3IK68XOxxyYcyfiNzH7jPlaNIL6KJWoRt3nmUuYyfG1g4c2CJnZ/VMpfnz52PmzJlYuXIlZDIZAECv1+Pvf/875s+fj4MHD9o8SCKiv6qqb8Khc1UAmvsZuCr/zpwq7sx8lXIM6KrG3rPNS+Ci+McDdRDzJyL3sd3UTymUM6XBXMZeUuND8OZvwE72VSInZ/VMpVOnTuGRRx4xJUQAIJPJkJaWhlOnTtk0OCKi9jQ3LgS6h/khPEAldjjkxlI5Ukg2wPyJyH1c3KSbyF4GRqmh8pKitFaLU8W1YodD1C6ri0qDBw829QK42NGjRzFw4ECbBEVEdDkZ2aUA2MvAGgqZFB/eNQQf3jUECm7lazHj9POdp8shCILI0ZCrYv5E5B5qGptwsMD1Z0o7GnMQ6ynlMiRFBwHgwBY5N4uWvx04cMD0+UMPPYSFCxfi1KlTGDZsGABgx44dWLFiBV5++WX7RElE9Bfb3WTXlexfs6Fr1EGukiN+Qrxd7yWXSXF173C73sMdDYkJglwqQUFlA/LKG9AthEvgyDLMn4jcz67ccugNAqJDfBAZ6Jo7z9qaJbkMc5COSY0LwbZTZdhxugyzU2PEDoeoTRYVlRITEyGRSMxGaB977LFW5912222YOXOm7aIjImpDcU0jThbXQiK5MIvEVX1/9/embXjT8tPEDofa4KOQY2BUIPacqUDG6VJ0C+kmdkjkIpg/Ebmf7afcY1DLlpjL2I9xNtyO0+UwGARIpeyrRM7HoqJSTk6OveMgIrKYsZdBvy4BCPRRiByN62jSG/Dd3gIAwLRBkfDi9HOLjYgPwZ4zFdh2qgwzh7KoRJZh/kTkfi5u0k2WYw7SMf0jA+GjkKG8TovjRTXo0zlA7JCIWrGoqBQdHW3vOIiILHZhlND1E7qRj4+EpkYDpb/S7vdq0hvw6Nrm5ThTBnRmQmeF4d1D8famU9ieXcodWMhizJ+I3EtFnRZHC6sBAMPigkWOxnlYksswB+kYhVyK5NhgbDlegm2nSllUIqdkUVGpLUeOHMHZs2eh1WrNjt9www1XHBQR0aVsP93cpNsdGmQmL0gWOwSywKBugfD2kqG0tnmksHcEkzrqGOZPRK5rZ07zzrM9wvwQ5s+dZ42Yy9jXyO6hpqLSvaPixA6HqBWri0qnT5/GjTfeiIMHD5r1CTCO2ur1ettGSER0kbzyeuSVN0AulSA5hqOE5BhKuQxDY4Ox9UQJ/jxZyqISWY35E5HryzAtfXP9QS1yHcaZ+TtzyqHVGaCQc5YXORer35ELFy5EbGwsiouL4ePjg8OHD2Pr1q0YMmQItmzZYocQiYgu2J7dPEspMSoQvsoOT7YkstrI7s1/RBj7aRBZg/kTketzl51nybX0jvBHiK8C9Vo99udXih0OUStWF5UyMjLw3HPPITQ0FFKpFFKpFCNHjsSSJUvw0EMP2SNGIiITJnQkFtNI4ekyNOkNIkdDrob5E5FrK6nRmHaeTYllDkKOI5VKMLx7cw7y58lSkaMhas3qopJer4e/vz8AIDQ0FOfOnQPQ3Izy+PHjto2OiOgigiC43a4ry3svx5KAJVjee7nYodBl9O0cgCAfL9Rp9difVyl2OORimD8RuTbjTOk+EQEI8uXOsxdjLmN/I1oGU7edYlGJnI/VRaWEhATs378fAJCSkoJXX30V27Ztw3PPPYe4ODYOIyL7OVVci5IaDZRyKQZHB4odjk1oa7XQ1mihrdVe/mQSlVQqMc1W2naKS+DIOsyfiFybcYbIyB7uMahlS8xl7G9Ey0ylfXmVqNXoRI6GyJzVDUmefvpp1NXVAQCee+45XHfddRg1ahRCQkKwZs0amwdIRGRknKU0NCYYSrlM5GhsI6RnCFRqFXzDfe1+L4VMihW3DTZ9TtYb3j0EPx08j22nSrFwfA+xwyEXwvyJyHUJgmCaITKyO4tKf2VJLsMc5MpEBfugW7APzpbXIzOnDFf3Dhc7JCITq/9FT5w4ETfddBMAoHv37jh27BhKS0tRXFyMq6++2uoAVqxYgZiYGKhUKqSkpCAzM/OS53/99dfo3bs3VCoV+vfvj59//tns8W+//RYTJkxASEgIJBIJ9u3b1+oaV111FSQSidnHAw88YHXsRORYxqnn7rTrypxNc/D3w3/HnE1z7H4vuUyKKQM6Y8qAzpAzoesQ4x8Te/MqUMeRQrIC8yci13W6tA7nqhqhkEkxlDvPtmJJLsMc5MoZZytxtjQ5myv6F52Xl4e8vDwEBwebtsS1xpo1a5CWloZFixYhKysLAwcOxMSJE1FcXNzm+du3b8esWbNwzz33YO/evZg2bRqmTZuGQ4cOmc6pq6vDyJEj8corr1zy3vPmzcP58+dNH6+++qrV8ROR4+gNAnacLgdw4ZcqkaN1C/ZBZKA3mvQCMnPLxQ6HXBTzJyLXYpyllBQdBG+Fe8yUJtcz0lRUYl8lci5WF5V0Oh3+9a9/Qa1WIyYmBjExMVCr1Xj66afR1NRk1bWWLl2KefPmYe7cuejbty9WrVoFHx8ffPjhh22e/9Zbb2HSpEl49NFH0adPHzz//PMYPHgwli+/0BTuzjvvxDPPPIPx48df8t4+Pj6IiIgwfQQEBFgVOxE51qGCKlQ1NMFfKUdCF/577Qid3oCfDpzHTwfOQ8fdyzpEIpGYkrrtTOrICsyfiFzXH+yndMWYg1w540z9Y4U1KKnRiBwN0QVWF5UefPBBvPfee3j11Vexd+9e7N27F6+++io++OADq7bE1Wq12LNnj1nyIpVKMX78eGRkZLT5nIyMjFbJzsSJE9s9/1I+++wzhIaGIiEhAU888QTq6+sveb5Go0F1dbXZBxE5zp+nLix947TpjtHqDZj/eRbmf54FLRO6DhvevTmp+5PTz8kKzJ+YP5Fr0ukN2NHS05H9lDqOOciVC/ZVoF/LwKqxJQSRM7C6Uffnn3+OL7/8Etdee63p2IABAxAVFYVZs2Zh5cqVFl2ntLQUer0e4eHmTcbCw8Nx7NixNp9TWFjY5vmFhYVWvYbbbrsN0dHR6NKlCw4cOIB//vOfOH78OL799tt2n7NkyRIsXrzYqvsQke38cbIEADDKzUYJNz61EY2VjVAFqjDuxXFih0MWMO4Ad/R8NcpqNQjxU4ocEbkC5k9ErulAQRVqNDqovb2QEKkWOxynxFzGcUZ0D8Xhc9XYfqoMUxMjxQ6HCEAHikpKpRIxMTGtjsfGxkKhUNgiJru77777TJ/3798fnTt3xrhx45CdnY34+Pg2n/PEE08gLS3N9P/V1dWIioqye6xEBNRpdNhzpgIAMKpHJ5Gjsa39q/ejpqAG/pH+TMRcRCd/JXpH+ONYYQ22Z5fh+oFdxA6JXADzp2bMn8jV/Nmy9G14fAhkUut7oHkC5jKOM6J7KN7behp/niqFIAgd6stHZGtWryFZsGABnn/+eWg0F9ZxajQavPjii1iwYIHF1wkNDYVMJkNRUZHZ8aKiIkRERLT5nIiICKvOt1RKSgoA4NSpU+2eo1QqERAQYPZBRI6RmVOOJr2ArkHeiA7xETscIlOzeE4/J0sxf2L+RK7JuPye/ZTIGQyNCYKXTIKCygacKbv08mMiR7FoppJxC1yj3377DV27dsXAgQMBAPv374dWq8W4cZZXphUKBZKSkrBx40ZMmzYNAGAwGLBx48Z2k6vU1FRs3LgR//d//2c6lp6ejtTUVIvv2xbjtrmdO3e+ousQkX0YG2SO6hHqdiMyt/9yOwxNBki92CfKlYzoHoIP/swx/bFB1BbmT0SurU6jw96zzTOl2U+pfcxlHMdHIcfgbkHYmVOObdmliAn1FTskIsuKSmq1+frhm2++2ez/OzqNOS0tDXPmzMGQIUOQnJyMZcuWoa6uDnPnzgUAzJ49G5GRkViyZAkAYOHChRgzZgzeeOMNTJkyBV9++SV2796N9957z3TN8vJynD17FufOnQMAHD9+HABMu5RkZ2fj888/x+TJkxESEoIDBw7g4YcfxujRozFgwIAOvQ4isq8L/ZTca+kbAIT3D7/8SeR0kmNDIJdKkFfegLzyekQFcwYdtcb8ici1XTxTuht/zreLuYxjjewe2lxUOlWK21OixQ6HyLKi0kcffWSXm8+cORMlJSV45plnUFhYiMTERKxfv97UTPLs2bOQSi9UvIcPH47PP/8cTz/9NJ588kn06NED3333HRISEkzn/PDDD6akCgBuvfVWAMCiRYvw7LPPQqFQ4LfffjMlYFFRUbj55pvx9NNP2+U1EtGVKaxqxMniWkgkzf0MiJyBn1KOxKhA7D5TgT9PlWJWcjexQyInxPyJyLW580xpcl3Du4fijfQT2J5dBoNBgJS9vkhkEkEQhI48saSkxDSK1atXL3Tq5H4zCC6luroaarUaVVVV7A9AZEdr9+TjH1/vx8Cuany/YKTY4bi0Jr0B3+0tAABMGxQJLxmnqV+JZb+dwLLfTuLahAisvCNJ7HDoEpzpdzbzJ+f5XhBdzsQ3t+J4UQ2W3zYI1w3gpgxXgjmI7ej0Bgx6Lh01Gh1+WDACA7oGih0SuSlLf2db/a+5rq4Od999Nzp37ozRo0dj9OjR6NKlC+655x7U17NZGBHZljsvfQOAc3vOIS8jD+f2nLP7vbxkUkwfEoXpQ6KYzNnA6J7N78ltp0qh0xtEjoacHfMnItdSXN2I40U1LTOl2U/pUizJZZiD2I5cJkVqy+z9rSdKRI6GqANFpbS0NPz+++/48ccfUVlZicrKSnz//ff4/fff8cgjj9gjRiLyUAaDgG1uvuvKl1O/xIfDP8SXU78UOxSy0sCugVB7e6G6UYf9+VVih0NOjvkTkWvZ1rK7Z78uAQj2VYgcjXNjLuN4xoGtrSe4YQiJz+qi0jfffIMPPvgA1157rWlr2MmTJ+P999/H2rVr7REjEXmoY4U1KK3Vwkchw+BuQWKH4/J0egM2HSvCpmNFnFljAzKpxLQbEEcK6XKYPxG5FmM/pZHd3XOmtKMxB7GtMS1FpayzFahpbBI5GvJ0FjXqvlh9fb2pEeTFwsLCOH2biGzKuPQtJTYYCrl7TpUePG8wNFUaKNVKu99Lqzfg7v/uBgAceW4i5Jx+fsVG9wzFTwfPY+vJEjx8TU+xwyEnxvyJyHUIgnBRUck9Z0rbkiW5DHMQ24oK9kFsqC9ySuuwPbsME/tFiB0SeTCri0qpqalYtGgRPv74Y6hUKgBAQ0MDFi9ejNTUVJsHSESe689Txl1X3HeU8KpFV4kdAl0B43tzf14lquqboPbxEjkiclbMn4hcx9HzNSip0cDbS4YhMZwpfTnMZcQxukcockrrsPVECYtKJCqri0rLli3DpEmT0LVrVwwcOBAAsH//fqhUKmzYsMHmARKRZ2ps0iMzpxxA81a+RM6oS6A3uof54VRxLbZll2Jy/85ih0ROivkTkev4vWVJc2p8CFReMpGjIWrb6J6dsDrjDLaeLIEgCJBIJGKHRB7K6qJS//79cfLkSXz22Wc4duwYAGDWrFm4/fbb4e3tbfMAicgz7coth0ZnQHiAEt3D/MQOh6hdo3t0wqniWmw9UcKiErWL+ROR6zD2yTP2rSFyRsPiQuAlkyCvvAG5ZfWIDfUVOyTyUFYVlZqamtC7d2+sW7cO8+bNs1dMRET48+SFpW8ceSFnNrpnKD7cloOtJzhSSG1j/kTkOmo1Ouw+0zxTmkUlcma+SjmGRAcj43QZtp4oYVGJRGNVhzQvLy80NjbaKxYiIpMtx5tHCd196duHIz/E293fxocjPxQ7FOqglNgQKORSnKtqRHZJrdjhkBNi/kTkOjKyy9CkF9At2Acx/CPdIsxlxDO6pfDJXWhJTFa33Z8/fz5eeeUV6HQ6e8RDRIRzlQ04XlQDqaR5aZE7q8ytREV2BSpzK8UOhTrIWyFDSmwwAOD3E6UiR0POivkTkWv4/UQxAM5SsgZzGfGM7tk8+JpxugxanUHkaMhTWd1TadeuXdi4cSN+/fVX9O/fH76+5hX8b7/91mbBEZFnMjbIHBgViCBfhcjR2Jd3sDf0Gj28g+3fU8VLJsVzU/uZPifbGdUjFH+cLMXWEyW4Z2Ss2OGQE2L+ROT8BEEw5SAsKlnOklyGOYh99IkIQKifEqW1Guw+U47h8e49w5+ck9VFpcDAQNx88832iIWICACw5XjzKOFVPcNEjsT+/nbgbw67l5dMitmpMQ67nycZ3bMTXvr5GHbmlKGxSc/dgqgV5k9Ezi+3rB555Q3wkkmQGh8idjguw5JchjmIfUilEozqEYr/7S3A1hOlLCqRKKwuKn300Uf2iIOICACg1Rmw7VQZAOCqXhwlJNfQK9wf4QFKFFVrsDu3AiPdvBcYWY/5E5Hz+71lUGtoTDB8lVb/mUQkitE9jUWlEjx+bW+xwyEPZPHcQ4PBgFdeeQUjRozA0KFD8fjjj6OhocGesRGRB9pzpgK1Gh1CfBXoH6kWOxy3ojcIyMguQ0Z2GfQGQexw3IpEIsGolv5fW0+yWSZdwPyJyHUYl76N5tI3m2MOYj/G/OPI+WqU1GhEjoY8kcVFpRdffBFPPvkk/Pz8EBkZibfeegvz58+3Z2xE5IG2tDTIHN2zE6RSbs1uSxqdHrPe34FZ7++ARqcXOxy3wx1YqC3Mn4hcQ2OTHhmnm2dKs5/S/7d353FRVvsfwD+zMDPs+yKboILgBiqKuGaSmFZaZmpWat3K0ja7VnZL27VFs8yybr8sb6Vli7nlvpXihrgrbiAgu8i+DDNzfn8MTJGooMAzy+f9ehEy8zDzOZLMd77Pec5pfqxBWo6Xkxqd/V0AAH/wxBZJoNFNpaVLl+LTTz/Fhg0bsHLlSqxevRrfffcdDAauMk9EzWdHivHF0FYufUucn4jtr21H4vxEqaPQTRrQwQsyGXAqpxRZRZyJQkasn4gsw4G0y6iqMcDHWY0IP2ep41gU1jLSqzuxtYMntkgCjW4qpaenY/jw4aav4+PjIZPJkJWV1SLBiMj25BRX4VROKWSyv6byWrvE+YnY8foOFmJWwN1Rhe5BbgCAbbXrchCxfiKyDDtqZ0oPCveGTMaZ0k3BWkZ6gzsaN7fZcTqflxdSq2t0U0mn00Gj0dS7zc7ODjU1Nc0eiohsU11BFxXoBg9HlcRpiJru1ghjUbftFJtKZMT6icgy1M3wGGQjM6XJuvQIdoOrvR2KKmqQnH5Z6jhkYxq9rYEQApMmTYJarTbdVlVVhSlTpsDR0dF02y+//NK8CYnIZmy3sUvfAOCeb++BrloHJXeZsQqDI3zwwcbT2HX2Eqpq9NDYKaSORBJj/URk/rKKKnE6twxyGdC/A3fvbCrWMtJTKuQYGO6N1YezsPVUHmJCPKSORDak0f/yJ06ceMVtDzzwQLOGISLbVaM34M8zBQBsa4HMkFtCpI5AzahTGxf4uqiRW1KNvamFNvX/MjWM9ROR+as7qRUV5AY3B86UbirWMubh1ghjU2lbSj5eGBYhdRyyIY1uKi1ZsqQlcxCRjTt44TJKq3Vwd7BDt0A3qeMQ3RCZTIbBHX2wfH8Gtp3KY1OJWD8RWYCtp3IBAENqL2EmskSDwn0gkwEns0uQXVyJNq72UkciG9HoNZWIiFrS9tq1DAaGe0Mh5wKZLUEpl2Pm7RGYeXsElHL++m8pg2vflGw9lQchuFgmEZE5q6rRY9fZSwCAWyN8JU5jvViDtDyPv28Ycoq7wFHr4YWvRGQWbHE9JQC4nHoZQi8gU8jgHureos+lUsrx+KD2LfocZFyPQ6WQI72wAucLytHe20nqSEREdBWJ5y+hskaPNq4aRLZxljqORWpMLcMapHXcGuGDg+lF2HoqD/fHBksdh2wE28REJLmc4iqczC6BTAYMDLOtptKSAUuwMGwhlgzgJTLWwlGtRGw74wKZ3AWOiMi8bT1p/D09OMIHMhlnSt8I1jLm45aOxtnSu84WoKpGL3EashVsKhGR5LbUrmUQHeQGTyf1dY6mG6U3CBzOKMLhjCLoDbwsqyXVFXVb2VQiIjJbQgjT72mup9SyWIO0js7+xg1DKmv02JtaKHUcshFsKhGR5LbUniWMj7S9tQwi7o5A1wldEXF3y+/SUa3TY+SiXRi5aBeqdTx71ZJurX1zsi+1EKVVNRKnISKihpzOLcPFokqolXL0be8ldRyL1ZhahjVI66jbMATgbGlqPVxTiYgkVanVY9fZAgDAkEjbO0s4fOFwqSNQCwj1ckSolyNSC8rx55kC3N61jdSRiIjoH+pmSvdt7wl7lULiNJaLtYx5GRxh3IV266k8zL6zEy/rpBbHmUpEJKk/zxagWmdAgJs9OvpygUyyHqYzhSk8U0hEZI7qZnLcaoMzpcl6/X3DkHP55VLHIRvAphIRSWrLSeNZwvhILpBJ1mVwhHHR+W0p+TBw/QgiIrNyuVyLpAuXAfx1yTKRNeCGIdTa2FQiIskYDAJb6hbI5FlCsjK9Qz3goFIgv7Qax7NKpI5DRER/s+N0PgwCiPBzRoCbvdRxiJrVYG4YQq2ITSUikszRi8XIL62Go0phOqNia5bdtQz/F/d/WHbXMqmjUDNTKxXo38G48Ovm2hl5RERkHurebHOW0s1jLWN+6v6/3p9WiBJuGEItjE0lIpJM3aVvA8O9oVba5gKZ2QezkbknE9kHs6WOQi3gtk7GGXibTrCpRERkLnR6A7an1M2UZlPpZrGWMT8hXo5o7+0InUFge0q+1HHIynH3NyKSzOaTvPStNSnlcjwzJMz0Z2p5QyJ9IZcBJ7JLkHm5AoHuDlJHIiKyeQcuXEZJlQ7uDnaIDnKXOo5NYA3S+m7r5IdzO85h04lc3BXlL3UcsmJsKhGRJLKKKnEiuwQyGTC4o7fUcSQzPXN6qz2XSinHc7eFt9rzEeDhqEJMWw/sSyvEphO5mNwvVOpIREQ2b+Nx4+zRIZG+UMi5ScjNakwtwxqk9Q3t7IvFO85h+6k8aHUGqJRs5lHL4P9ZRCSJugW6ewS7w9NJLXEaopYztDMvgSMiMhdCCGw8kQMAGNqJM6XJekUHusHbWY3Sah32nL8kdRyyYmwqEZEk6tZT4loGrcdgEDidW4rTuaXc4r4V1a2rtDe1EMUVXCyTiEhKJ7NLkXm5Eho7OQaE2e5M6dbGGqT1yeUyxNfW2TyxRS2JTSUianXl1TrsPmc8YxLP9ZRaTZVOj6Ef7sTQD3eiSqeXOo7NaOvpiHBfJ+gNAttSuLUvEZGU6mYpDQzzhr3KNjcJkQJrEGkM7eQHwNhUEoLNPGoZXFOJiFrd9pR8aHUGhHg6IMzHSeo4kjr09SFoy7VQOaoQPSla6jjUQm7r5IvTuWXYdCIXo7oHSB2HiMhm1a2nNLSzn8RJrAdrGfMV194TDioFckqqcPRiMboFukkdiawQZyoRUavbcNx4ljChix9kMtteIHPrK1vx+7TfsfWVrVJHoRZUd6Zwe0oeqnmGlohIEhmFFTiRXQK5DBgSwcvvmwtrGfOlsVPgltoNceoaqkTNjU0lImpV1To9ttYu0p3As4RkI7oGuMLXRY1yrd506ScREbWujbXryvQO9YC7o0riNESto25tR66rRC2Fl78RUavafe4Syqp18HVRI5pTcHH7x7ejpqIGdg52UkehFmRcLNMX3+1Nx6YTuRjckWfIiYha28bjdbu+8aRWc2ItY95u7egLhVyGlNxSXLhUjraejlJHIivDmUpE1Ko2HPuroJPLbfvSNwCIvCcS3R7ohsh7IqWOQi2s7kzh5hO53PmGiKiVFZZrsT+tEMBfv4+pebCWMW+uDnaIDfUAwNlK1DLYVCKiVqM3CNOL2bAuPEtItiWuvSec1ErklVbjcGaR1HGIiGzKlpO5MAigUxsXBHk4SB2HqFXVNVI3sqlELYBNJSJqNQfSCnGpXAs3Bzv0rj1jQq1HKZfjsYHt8NjAdlDK+eu/tamVfy2Wub52xh4REbWOujfTQztzlpIUWINIq66pdCCtEAVl1RKnIWvDf9FE1GrW165lMCTCF3YK/voBgOrSalSXVKO6tOVf4FVKOV4eHomXh0dCpeTfvxSGd20DAFh3LBtC8BI4IqLWUKnV448z+QC4nlJLaEwtwxpEWoHuDugW6AqD+GsXZqLmwn/RRNQqhBCmrUx56dtfFkUuwlzXuVgUuUjqKNQKBnf0gb2dAhmFlTieVSJ1HCIim7AtJQ9VNQYEedgjso2z1HGsDmsZy3B7F+OJrd+PsqlEzUvyptKiRYsQEhICjUaD2NhY7Nu375rHr1ixAhEREdBoNOjatSvWrVtX7/5ffvkFQ4cOhaenJ2QyGQ4dOnTFY1RVVWHq1Knw9PSEk5MTRo8ejdxcXl9K1JKOXSzBxaJKOKgUGBDmJXUcm2QwCGQUViCjsIILRUvEXqXA4AjjJXDrjmZLnIYsGesnosZbe8T4+3Z4lzaQybhJiBRYg0hveFfjSd3E85dQWK6VOA1ZE0mbSj/88AOmT5+O2bNn4+DBg4iKikJCQgLy8vIaPH737t0YP348HnnkESQnJ2PUqFEYNWoUjh07ZjqmvLwc/fv3x7vvvnvV533uueewevVqrFixAjt27EBWVhbuueeeZh8fEf2lbqrtLR29obFTSJzGfIQMCkH7oe0RMiikxZ+rSqfHgPe2YcB721Cl07f481HD6s4UrjvKS+DoxrB+Imq8Sq0eW08Z/23UXYJMzasxtQxrEOm19XREZ38X6A0CG3kJHDUjmZCwoo2NjUWvXr3wySefAAAMBgOCgoLw1FNP4aWXXrri+LFjx6K8vBxr1qwx3danTx9ER0dj8eLF9Y5NS0tDaGgokpOTER0dbbq9uLgY3t7e+P7773HvvfcCAE6dOoXIyEgkJiaiT58+jcpeUlICV1dXFBcXw8XFpalDJ7I58fN34GxeGT4aF42R0QFSx7FJFVodOs3aAAA48UYCHFRKiRPZprJqHXq+uQnVOgN+f2YAItvwNaSlWdtrNusnosZbdzQbT353EIHu9vjjhcGcqSQR1iDmYdG2s3h/QwoGhntj6cO9pY5DZq6xr9mSzVTSarVISkpCfHz8X2HkcsTHxyMxMbHB70lMTKx3PAAkJCRc9fiGJCUloaampt7jREREIDg4+JqPU11djZKSknofRNQ4KTmlOJtXBpVCjsERPlLHIZKUk1qJQeG8BI5uDOsnoqZZW/t7dkRXXvpGdHvtuqa7zxagqIKXwFHzkKypVFBQAL1eD1/f+tt6+vr6Iien4el4OTk5TTr+ao+hUqng5ubWpMeZM2cOXF1dTR9BQUGNfk4iW7fmSBYAYFBHb7ho7CROQyS9uksw1vISOGoi1k9EjVep1WPrSV76RlSnnbcTIvycoTMIbDzBNfGoeUi+ULelmDlzJoqLi00fGRkZUkcisghCCKypXSDzjm4s6IgAYEikD1QKOc7nl+NMXpnUcYhaDOsnktL2lDxU1ugR6G6PboGuUschMgt1DdbfOVuamolkF7N6eXlBoVBcsWtIbm4u/Pwa3m7cz8+vScdf7TG0Wi2KiorqnW273uOo1Wqo1epGPw8RGR3PKkFqQTk0dnLER/pe/xtszG+Tf0PFpQo4eDpg5JKRUsehVuKsscPAcC9sPpmHdUezEe7LLa6pcVg/ETVe3aVvw3npW4tiLWNZhndtg/mbTuPPswUorqyBqz2vIqCbI9lMJZVKhZ49e2LLli2m2wwGA7Zs2YK4uLgGvycuLq7e8QCwadOmqx7fkJ49e8LOzq7e46SkpCA9Pb1Jj0NEjVM3S+nWCB84qrko4z+d23QOp1efxrlN56SOQq2sbhe4349yBxZqPNZPRI1TVcNd31oLaxnL0sHHCeG+TqjRC2zmJXDUDCR9hzd9+nRMnDgRMTEx6N27NxYsWIDy8nJMnjwZAPDQQw8hICAAc+bMAQA888wzGDRoEObNm4cRI0Zg+fLlOHDgAL744gvTYxYWFiI9PR1ZWcY1XFJSUgAYz7D5+fnB1dUVjzzyCKZPnw4PDw+4uLjgqaeeQlxcXKN3LiGixjFe+mb8tziiq7/EaUghl+HBPm1NfyZpxUf6wk4hQ0puKc7mlaKDD2crUeOwfiK6vu0peajQ6hHgZo8oXvomOdYg5mV41zY4nXsG645mY3TPQKnjkIWTtKk0duxY5OfnY9asWcjJyUF0dDTWr19vWkwyPT0dcvlfk6n69u2L77//Hq+88gpefvllhIWFYeXKlejSpYvpmFWrVpmKKgAYN24cAGD27Nl47bXXAAAffvgh5HI5Ro8ejerqaiQkJODTTz9thRET2ZbDmcXIvFwJB5UCt3LXtwZNOTwFwiAga4UCS61U4M1RXa5/ILUKVwc7DAjzxtZTeVh1OBvTb2NTiRqH9RPR9a2tnQU6vKsfL31rYY2pZViDmJfhXdtgweYz2HkmH8UVNXB14CVwdONkgtvO3JCSkhK4urqiuLgYLi4uUschMktvrTmBL/9MxZ1R/lg4vrvUcYjMzsrki3j2h0MI8XTAtn/fwjc+LYSv2eaDPwtqDZVaPWLe2oRyrR6/PtkX3YPdpY5EZHaGLdiJUzmlmHtPV4zrHSx1HDJDjX3N5u5vRNQiDAaBdUe565s5EULgUlk1LpVVcxt7M3FbJ19o7ORIu1SBI5nFUschIrIKm0/morz20rfoIDep4xBYg5iju6KNS1P8dihL4iRk6dhUIqIWkZxxGVnFVXBWKzEo3FvqOASgskaPnm9tRs+3NqOyRi91HALgqFbitk7GnbNY1BERNY+636cjo/05A9RMsAYxP3dFGZtKe1IvIae4SuI0ZMnYVCKiFrH6sHGWknEmhkLiNObr9JrTOL7iOE6vOS11FJLIyNqibs2RLOgNPHtLRHQziiq02HHauOvbqO4BEqexDaxlLFOguwN6hbhDCJg21iG6EWwqEVGz0+kNWFt76dsIXvp2TWumrMFP9/2ENVPWSB2FJDIw3Buu9nbIK63G3vOXpI5DRGTR1h3NQY1eIMLPGeG+3AChNbCWsVx3RRsbr5wtTTeDTSUiana7zl1Cfmk13Gt3tyKiq1Mp5Rje1dh8ZVFHRHRzfjt0EQBnKRE1xoiubaCUy3D0YjHO5ZdJHYcslFLqAERkfVYmGwu6O6P8oVKyd30tg2YNgrZMC5WTSuooJKGR0f5Yti8d645l441RnaFW8pJRIqKmyiqqxN7UQgB/rRdDLY+1jOXycFRhQJgXtqXk47dDWZh+W7jUkcgCsalERM2qvFqH9cdyAPAsYWP0fKyn1BHIDPQO8YCfiwY5JVXYnpKPhM5+UkciIrI4qw8bZ3v2DvWAv5u9xGlsB2sZyzaqewC2peRj1aGLeC4+jIvbU5NxCgERNauNJ3JQWaNHqJcjunMbX6JGkctlpq19V/ESOCKiG7Ky9vfnqGie1CJqrPhIX9jbKZB2qQJHMouljkMWiE0lImpWvxysXcsgOoBnOsyMQi7D6B6BGN0jEAo5fzbmpu5Sjc0nc1FaVSNxGiIiy3I6txQns0tgp5BheFfO9jQ3rEHMl6Naids6+QLg2o50Y9hUIqJmk1dShV1nCwAAo7pzLQNzo1YqMO++KMy7L4pr9pihzv4u6ODjhGqdAetqd08kIqLGqTupNSjcB24OXNvH3LAGMW8j62ZLH85Cjd4gcRqyNGwqEVGzWXU4CwYB9GzrjraejlLHsQgftfsIb6nfwkftPpI6CklMJjOexQWAn5IyJU5DRGQ59AaBX5ONvzfv7clL31obaxnLNzDcG56OKhSUVWPn6Xyp45CFYVOJiJqN6dI3LtDdaHqt3vTR0oQQqNDqUKHVQQjR4s9HTXdPjwDIZcD+tMtIKyiXOg4RkUX440w+ckuq4e5gh1sjfKWOY3MaU8uwBjFvdgq5qX7niS1qKjaViKhZpOSU4kTtWgZ3dG0jdRyL4dPFB37d/eDTxafFn6uyRo9Oszag06wNqKxp+SYWNZ2viwYDw70BAD8fZFFHRNQYdW+CR0YHQKXk25vW1phahjWI+bu3p3G29OaTuSgs10qchiyJUuoARGQdfjyQAQC4NcIH7o5cy6CxHlj/gNQRyMzc2zMQ21Py8XNSJp6LD4ecC5oSEV1VcUUNNp7IBfDXm2JqXaxlrENkGxd0CXDBsYslWHXoIib1C5U6ElkItvKJ6KZpdQb8mmy89G1sryCJ0xBZtvhIX7holMgqrkLi+UtSxyEiMmurjmRBqzMgws8Znf1dpI5DZNHurV3bcQUvgaMmYFOJiG5a3TRZXxc1BoZ5Sx2HyKJp7BS4q3YXFq5rQER0bXW/J+/tGQiZjDM7iW7GXdEBsFPIcDyrBCeySqSOQxaCTSUiuml1l76N7hEIpYK/Vohu1r09jTP+fj+WjdKqGonTEBGZpzO5pTicUQSlXMZNQoiagYejCkNqF7vn2o7UWHz3R0Q3Jbu40rT16H0xvPStqTbO2IhV/1qFjTM2Sh2FzEhUoCs6+DihqsaAtUeypY5DRGSW6mYpDY7wgZeTWuI0tou1jHUZE2O8BG5l8kXU6A0SpyFLwKYSEd2Un5MyYRBAbKgHQrwcpY5jcY4tO4bk/0vGsWXHpI5CZkQmk2FM7YKzy/ZnSJyGiMj8aHUG00wKLtAtLdYy1mVguDe8nNS4VK7FlpO5UschC8CmEhHdMINB4McDxoKOs5TMn1wmw/Cufhje1Q9yrjth9kb3DISdQobDGUU4nlUsdRwiIrOy6UQuCsq08HZW49aIq29lT+aBNYjlsFPITY3a7/amS5yGLIFS6gBEZLn2pF5CemEFnNRKDO/aRuo4FumhLQ/BoDNArmz5Hr/GToFPJ/Rs8eeh5uHlpMbQzn5YeyQby/al461RXaWORERkNpbtM77ZHRsTBDuu5yipxtQyrEEsy/jeQVi84xz+OFOA9EsVCPZ0kDoSmTH+BiaiG7Z8n/GynDuj/GGvUkicxjJ5dfSCT2cfeHX0kjoKmaEJvYMBACuTs1BerZM4DRGReUgrKMefZwsgkwHjenOmtNRYy1iftp6OGBBm/Hku38/ZSnRtbCoR0Q0pKKvG78eMCwhPiA2WOA2RderTzhMhng4oq9ZhzZEsqeMQEZmFZbVvcgeFeyPQnTMoiFrC/bUntn48kMkFu+ma2FQiohvy44EM1OgFooLc0CXAVeo41AgVWh1CXlqLkJfWokLLWS+WQC6XYXxtUfc91zUgIoJWZ8BPtes51v1+JPPHGsTyxHfyhbezGgVl1dh0ggt209WxqURETaY3CHy3x/gG98E+bSVOY9kyEjOQtj0NGYnc4Ysadm/dgt2ZxTh2kQt2E5Ft23giB5fKtfB1UWMIF+g2C6xlrJOdQo77YowLdvPEFl0Lm0pE1GQ7TufhYlElXO3tcEc3LtB9M1aMWYFvBn+DFWNWSB2FzJSnkxoJnf0A/LUwLRGRrap7czs2JghKLtBtFljLWK9xvYIhkwF/ni1AWkG51HHITPE3MRE12f8SLwAA7osJhMaOC3QTtbT7Y+sW7L6I0qoaidMQEUnjXH4Zdp+7BJkMGMtL34haXJCHAwaGeQPgiS26OqXUAYjIsmQUVmD76XwAwP2xvPTtZvWa2gvVJdVQu6iljkJmLK6dJzr4OOFsXhl+SsrE5H6hUkciImp1S3enAQCGRPggwM1e2jBkwlrGuj3Ypy12nM7H8v0ZeDY+nDs+0xXYVCKiJvlubzqEAAaEeSHUy1HqOBZvwMwBUkcgCyCTyTCpbwheWXkM3+xOw8S4EMjlMqljERG1mpKqGvyUZFygm41188JaxroNjvBBsIcD0gsrsPLQRS6QT1fg5W9E1GhVNXr8eMC4COMDXKCbqFXd0yMAzhol0i5VYPvpPKnjEBG1qhUHMlGu1SPMxwl923tKHYfIZijkMjwUZ6z7l+xKhRBC4kRkbthUIqJGW5l8EYXlWgS42XPHFQskl8kwuKM3Bnf0hlzGWS6WxkGlxLheQQCAJbvSpA1DRNSK9AaBb2ovfZvULwQyvoZZHNYglm1MTBAcVAqczi1D4rlLUschM8OmEhE1ihACX+1KBQBM6hvCHVcskMZOgSWTe2PJ5N5cYN1CPRQXApkM+ONMAc7mlUodh4ioVWxPyUN6YQVc7e1wd/cAqePQDWANYtlc7e0wukcgAGBJbYOXqA7fFRJRo/xxpgCnc8vgqFJgbO8gqeNYjS9ivsD8wPn4IuYLqaOQBQjycEB8pC8A4JvdFyROQ0TUOupmZ47rFQQHFZeENTesZWzDxL4hAIDNJ3ORfqlC2jBkVthUIqJG+b8/jbOU7usVBBeNncRprEdZThlKL5aiLKdM6ihkISbXFnU/H8xEcWWNtGGIiFrYmdxS/Hm2AHIZ13M0V6xlbEMHHycMDPeGEMDSxDSp45AZYVOJiK7rTG4pdpzOh0wGTO7LHVeak5OfE5wDnOHk59Tiz1Wh1SHy1fWIfHU9KrS6Fn8+ahlx7T0R7uuECq0ey/alSx2HiKhF1Z3Uuq2TL4I8HCROQw1pTC3DGsQ61J3Y+mF/BkqreGKLjDh/lIiuq24tpYROfgj2ZEHXnB478FirPl9ljb5Vn4+an0wmw6MD2mHGT0fw1Z+pmNwvBGol16cgIuuTV1KFXw5eBAA8OqCdxGnoahpby7AGsXyDwr3RwccJZ/PK8P3edDw+qL3UkcgMcKYSEV1TYbnWVNA9MoCzlIjMwcjoAPi5aJBXWo3fkrOkjkNE1CK+2pUGrd6AmLbuiAnxkDoOkc2Ty2V4bKCxwft/f6aiWsdGIbGpRETX8fXuNFTrDOgW6IqYtu5SxyEiACqlHI/0NzZ5F+88B4NBSJyIiKh5lVbV4Ls9xg0JOBuCyHyMjPaHr4uaJ7bIhE0lIrqq0qoafF176dsTg9pDJpNJnIiI6ozrHQRnjRLn88ux+WSu1HGIiJrV93vTUVqtQwcfJwyJ8JE6DhHVUisVPLFF9bCpRERX9d3edJRU6dDe2xEJnf2kjmOV/pjzBzbP3Iw/5vwhdRSyMM4aOzxYuxPS5zvPS5yGiKj5VOv0pvUcHxvYDnI5T2qZM9Yytmd872DTia1NPLFl89hUIqIGVdXo8eUftbOUbunAgq6F7F+0H7vm7sL+RfuljkIWaFK/EKiUciRduIz9aYVSxyEiaha/JWcht6Qavi5qjIoOkDoOXQdrGdvz9xNbi3ecgxCcrWTL2FQiogatOJCBgrJqBLjZY2S0v9RxqBnIZTLEhnogNtQDcl7KaBV8nDUY3SMQALBo21mJ0xAR3Ty9QWDxznMAgEf6h0Kl5NsVa8AaxPpM7mf895mcXoS9qTyxZcuUUgcgIvNTozdg8Q7j5TSPD2oHOwULupYyZsUY6Kv1UKhbfkt4jZ0CPzwe1+LPQ61ryqB2+PFABran5ONQRhGig9ykjkREdMPWHMnC+fxyuDnYYXzvYKnjUCM0ppZhDWJ9vJ3VuC8mEN/uScdHm8+gz2OeUkciifCdIhFdYdWhLFwsqoSXkwr3xQRJHceqBcUFIeSWEATF8e+ZbkxbT0fc3d14echHm09LnIaI6MbpDQIfbTkDAHh0QDs4a+wkTkSNwVrGdj15SwfYKWRIPH8Je85fkjoOSYRNJSKqR6c3YOFWY0H3cP9QaOxafgYNEd2caYM7QCGXYVvtbCUiIkv091lKD8W1lToOEV2Hv5s9xvYyNhMX8MSWzWJTiYjq+eXgRaRdqoCHowoT40KkjkPNqEKrQ483N6HHm5tQodVJHYeaUYjXX7OVPq49y09EZEk4S8m6sQaxXnWzlfacL0TiOc5WskVsKhGRSbVObyronrylPRzVXHatpRWkFCDveB4KUgpa5fkKy7UoLNe2ynNR66qbrbT1VB4Oc7YSEVkYzlKyXI2tZViDWKe/z1b6aAtnK9kis2gqLVq0CCEhIdBoNIiNjcW+ffuuefyKFSsQEREBjUaDrl27Yt26dfXuF0Jg1qxZaNOmDezt7REfH48zZ+qfuQ0JCYFMJqv3MXfu3GYfG5El+XF/Bi4WVcLHWY0H+rCgaw1LhyzFZ10+w9IhS6WOQhYuxMvRtPU2p6BbP9ZOZE04S8mysZahJ2/pAJVCztlKNkryptIPP/yA6dOnY/bs2Th48CCioqKQkJCAvLy8Bo/fvXs3xo8fj0ceeQTJyckYNWoURo0ahWPHjpmOee+99/Dxxx9j8eLF2Lt3LxwdHZGQkICqqqp6j/XGG28gOzvb9PHUU0+16FiJzFlVjR4Ltxq3JH/q1g5cS4nIAj11619rKx1I4/a+1oq1E1mbXw5mcpYSkQX7+2yleRtTIISQOBG1JsmbSvPnz8ejjz6KyZMno1OnTli8eDEcHBzw1VdfNXj8Rx99hGHDhmHGjBmIjIzEm2++iR49euCTTz4BYDzTtmDBArzyyisYOXIkunXrhqVLlyIrKwsrV66s91jOzs7w8/MzfTg6Ol41Z3V1NUpKSup9EFmTb/dcQF5pNQLc7HFfL+7e0Vq6jO+C7o90R5fxXaSOQlYgxMvRtGPjO+tOsqizUpZSOwGsn+j6qmr0mL/JOLvyiUHtOUvJArGWIQCYOrgDNHZyHLhwGZtO5Eodh1qRpE0lrVaLpKQkxMfHm26Ty+WIj49HYmJig9+TmJhY73gASEhIMB2fmpqKnJycese4uroiNjb2isecO3cuPD090b17d7z//vvQ6a6+aNycOXPg6upq+ggK4ptush6lVTX4dPs5AMAzQ8KgVnKWUmsZ+v5Q3PXlXRj6/lCpo5CVeC4+DPZ2ChxML8KG4yzqrI0l1U4A6ye6vq93pyG7uAr+rhpM7BsidRy6AaxlCAD8XDV4uF8oAODd9aeg0xskTkStRdKmUkFBAfR6PXx9fevd7uvri5ycnAa/Jycn55rH132+3mM+/fTTWL58ObZt24bHH38c77zzDl544YWrZp05cyaKi4tNHxkZGY0fKJGZ+3T7ORSWa9HOyxH39AiQOg4R3QQfFw0e6W8s6t7bwKLO2lhS7QSwfqJrK6rQ4tNtxkvvpw/tyEvviSzclFvaw93BDufyy7EiKVPqONRKbHZrp+nTp5v+3K1bN6hUKjz++OOYM2cO1Gr1Fcer1eoGbyeydJmXK/B/f6YCAF4eHgmlQvKrYqmFyGUydAt0Nf2ZrNfjg9rh+33pOJ9fjh8PZOL+2GCpI5EVaGrtBLB+omtbtO0sSqp0iPBzxt3deVLLmrEGsQ0uGjs8dWsY3lhzAh9uOo2R0f5wUNlsy8FmSPru0cvLCwqFArm59afn5+bmws/Pr8Hv8fPzu+bxdZ+b8pgAEBsbC51Oh7S0tKYOg8iivbc+BVqdAXHtPDEk0kfqONSCNHYKrJrWH6um9efZYCvnrLHDU7d2AAB8uPk0KrTXvkSJLAdrJ7IWmZcr8M3uCwCAF2+PgELORoM1Yw1iOyb0CUaQhz3ySqvxVe2Ja7JukjaVVCoVevbsiS1btphuMxgM2LJlC+Li4hr8nri4uHrHA8CmTZtMx4eGhsLPz6/eMSUlJdi7d+9VHxMADh06BLlcDh8fvqkm25GcfhmrDmdBJgP+MyISMp45anXfDvsWn/f4HN8O+1bqKGRl7o81FnX5pdVYvOO81HGombB2Imvx3voUaPXGk1q3hHtLHYduAmsZ+ju1UoF/D+0IAFi84zzySquu8x1k6SSfizZ9+nRMnDgRMTEx6N27NxYsWIDy8nJMnjwZAPDQQw8hICAAc+bMAQA888wzGDRoEObNm4cRI0Zg+fLlOHDgAL744gsAgEwmw7PPPou33noLYWFhCA0Nxauvvgp/f3+MGjUKgHHByr1792Lw4MFwdnZGYmIinnvuOTzwwANwd3eX5O+BqLUJIfDW2pMAgNE9AtElwFXiRLYp71geSi+WwjnAWeooZGXUSgVm3h6JJ787iMU7zmFMz0AEeThIHYuaAWsnsnR7z1/iSS0rwlqG/unObv74alcaDmcU4d3fUzDvviipI1ELkrypNHbsWOTn52PWrFnIyclBdHQ01q9fb1osMj09HXL5XxOq+vbti++//x6vvPIKXn75ZYSFhWHlypXo0uWvLSxfeOEFlJeX47HHHkNRURH69++P9evXQ6PRADBe3798+XK89tprqK6uRmhoKJ577rl6awUQWbs1R7KRdOEy7O3+OptArU+hUpg+WlqlVo/4+TsAAJunD4J9KzwnSev2Ln7o294Tu89dwptrTuCLh2KkjkTNgLUTWTKd3oDZq44DAMb3DuZJLSvQmFqGNYhtkctleP2uzhi1aBd+PpiJ+2OD0LOth9SxqIXIhBBC6hCWqKSkBK6uriguLoaLi4vUcYiapLSqBkPm7UBeaTWejQ/Ds/HhUkeiVlCh1aHTrA0AgBNvJHDhRBtxOrcUt3/0B/QGgaUP98ZAG7zMhK/Z5oM/C1qamIZZvx2Hq70dtv/7Frg7qqSORK2ANYhtevGnI/jhQAY6+7tg1bT+XDvNwjT2NZvbPBHZoAWbzyCvtBptPR0wZVB7qeMQUQsK93XGxLgQAMBrq49DqzNIG4iIbNalsmp8sCEFAPDvhI5sKBFZuRnDOsJZo8TxrBIs358udRxqIWwqEdmYE1kl+Hp3GgDgjZFduAMHkQ149rYweDmpcD6/HEt2cScWIpLGBxtTUFKlQ6c2Lri/d7DUcYiohXk5qfH8bcYrIt7fkILL5VqJE1FLYFOJyIYYDAKvrDwKvUFgRNc2GGSDl8EQ2SIXjR1eGBYBwDhTMaOwQuJERGRr9qcVYtm+DADA6yM78zIYIhvxQJ+2iPBzRlFFDd5Zd1LqONQC2FQisiErkjJwML0IjioFXr2jk9RxCEDSF0lInJ+IpC+SpI5CVu7eHoGIDfVAZY0eM385Ci6pSEStpapGjxd/PgIAGBsThF4hXLDXmrCWoWtRKuR4++4ukMmAFUmZ+ONMvtSRqJmxqURkI3JLqvD2WuPZgeduC4efq0biRAQAO97YgY3Pb8SON3ZIHYWsnFwuw9zR3aBWyvHn2QL8lJQpdSQishELt57B+fxy+Dir8fKISKnjUDNjLUPX07Oth2l9x5m/HEWFVidtIGpWbCoR2QAhBGb+chQlVTp0C3TFpL4hUkciCcggQ5iPE8J8nCADLzuwRaFejqbdHt9aexL5pdUSJyIia3ciqwSf7zgPwLiWo6u9ncSJSAqsQWhGQkcEuNkj83IlPthwWuo41Iy4lyORDfj54EVsPZUHlUKOeWOioFSwn2wu7lh8B2oqa2DXCkW2vUqBTdMHtfjzkHl7dEAo1hzJwvGsEry26jgWTeghdSQislI6vQEv/nwEOoPA7V38MKyLn9SRqAU0ppZhDUKOaiXeuacrJn61D0t2p+KOqDboEewudSxqBnxnSWTlcoqr8Prq4wCMO0CF+TpLnIj+LvyOcHQe0xnhd4RLHYVshFIhx7uju0Ehl2Ht0WysOpwldSQislKfbT+HoxeL4aJR4vWRnaWOQy2EtQw11qBwb9zTIwBCADNWHEalVi91JGoGbCoRWTHjZW9HUFqlQ1SQGx4b0E7qSERkBroEuGLq4A4AgP/8ehQXiyolTkRE1uZQRhEWbDkDwLjbm48z13IkIuDVEZ3g46zGufxyvL3uhNRxqBmwqURkxf635wK2peRDpZDjg3u78bI3G1ep1eO2+Ttw2/wdPDNEePrWDogOckNplQ7TfzgEvYG7wRFR8yiv1uHZ5cnQGwTujPLHqOgAqSORxFiDUB13RxXm3RcFAPh2Tzq2nMyVOBHdLL7DJLJSx7OK8dYa425vL94ewcvezFTFpQqU55ej4lJFiz+XgMCZvDKcySuDABsItk6pkGPB2Gg4qBTYm1qIL3aelzoSEVmJN1afQNqlCvi7avDWqC6QybgwszVrTC3DGoT+bkCYN/7VPxQA8MJPR5BXWiVxIroZbCoRWaHyah2e+j4ZWr0BQyJ88HC/EKkj0VUsjlqMD3w+wOKoxVJHIRsU4uWI1+40rnMyb2MKjmQWSRuIiCze+mPZ+OFABmQyYP7YaO72ZgNYy9CNmDGsIyL8nHGpXIsZK47AwBnTFotNJSIrNOu34zhfUA4/Fw3eHxPFM4REdFVjYgJxexc/6AwCT353EEUVWqkjEZGFSi0ox4wVRwAAUwa1R592nhInIiJzpVYq8PH47lAr5dhxOh+Ld56TOhLdIDaViKzMigMZ+PlgJuQyYMG4aHg4qqSORNfQ/rb2CL8zHO1vay91FLJRMpkMc0d3Q7CHAzIvV+LZHw7xbCERNVmFVocnvk1CabUOMW3dMf027gRmK1jL0I0K93XGa3cZZ0x/sCEFf54pkDgR3Qil1AGIqPkcyijCf1YeAwA8PSSMZwgtwMglI6WOQARXezt89kAP3PPpbmxPycfHW8/g2Xi+ISSixjHuNnsUp3JK4eWkxqIJPWDHzUFsBmsZuhnjegUhOf0yfjyQiaeXJ2P1U/0R4GYvdSxqAv62J7ISeaVVmPK/JGh1BsRH+uDpW8OkjkREFqSzvyvevrsrAOCjLWewLSVP4kREZCmWJl7Ab4eyoJDLsOj+7vB10UgdiYgshEwmwxsju6BLgAsKy7V48tskVOu4Q6AlYVOJyApU6/R44tuDyCmpQgcfJ3w4NhpyOddRovpkkCHAzR4BbvaQgf9/0JXu7RmICbHBEAJ4elkyzuSWSh2JiMzcn2cK8OaaEwCAmbdHIJazpKkBrEHoWjR2Cnw2oSfcHOxwOLMYM385CiF4Kb6lkAn+tG5ISUkJXF1dUVxcDBcXF6njkA0TQuCln4/ihwMZcNYo8dvUfmjn7SR1LCKyUNU6PR74ci/2p11GoLs9fn2yH7yd1VLHuil8zTYf/FlYl9O5pRj96W6UVuswMtofC8ZGc3MQIrphf5zJx6Ql+6E3CDwXH45n4nnlhZQa+5rNmUpEFu7jLWdNW/d+PL47G0oW5pcJv+DbhG/xy4RfpI5CBMC4G8vnD8YgxNO4cPe/lh5ApZbT0ImovrzSKkxesh+l1Tr0CnHHe/d2Y0PJRrGWoeYyIMwbb47sAgD4cPNp/JqcKXEiagw2lYgs2LJ96fhw82kAwBsju2BwRx+JE1FTpe1Iw7mN55C2I03qKEQmHo4qLJnc2zgNPaMI0388BD13hCOiWpVaPR795gAuFlUi1MsRXzwYA7VSIXUskghrGWpO98cG4/FB7QAAL/x0BHvOX5I4EV0Pm0pEFmrziVz859ejAIBpgzvgwT5tJU5E5q6qRo+7PvkTd33yJ6pqOPOErq3ujaJKIcfvx3Lwykqub0BExktkH/vfARzOLIa7gx2+mtQL7o4qqWORmWMNQk3xYkIERnRtgxq9wKPfHMDRzGKpI9E1KKUOQERNl3juEqYtOwiDAO6LCcTzQ7n1t6WaenIqIIDWWLPSIASO1L4oG9gcoEboHeqBD8dG46llB7FsXwbs7ZR49Y5IXuJCZKNq9AZM+z4Zf5wpgL2dAl9OjEGol6PUsUhijallWINQU8jlMsy7Lwr5ZdXYl1qIB7/aix8ei0NHP2epo1EDOFOJyMLsOX8JD3+9H1U1Btwa4YO37+7KN3gWTO2shtpFDbWFL4RM1mtEtzZ4d3Q3AMBXu1Lx4abTEiciIinoDQLTfzyMTSdyoVLK8eXEGPRs6yF1LDIDrGWoJWjsFPhqUi9EBbmhqKIGE77ci/P5ZVLHogawqURkQfaev4TJS/ajskaPQeHe+HRCD9gp+M+YiFrWmJggvDGyMwDg461n8dHmM7wUjsiG6PQGvPDTEaw+nAWlXIbFD/RAvw5eUsciIivnpFZi6eTeiGzjgoKyakz4ci9SC8qljkX/wHejRBYi8dwlTP7a2FAaGO6Nzx/sCY0dF8UkotbxUFwIXro9AoBxR5Z31p1kY4nIBlTr9HhqWTJ+PpgJuQz4aFx33BrhK3UsIrIRrg52+N8jvdHe2xHZxVUYszgRJ7NLpI5Ff8OmEpEF+P1oNiYu2YcKrR4DwrzwBRtKVuPkLydx5NsjOPnLSamjEF3XlEHtMeuOTgCA//6Ripd/Pcpd4YisWKVWj0eXJuH3YzlQKeT4dEJPjOjWRupYZGZYy1BL83JSY/ljcaYZS2M/T8TB9MtSx6JaXKibyMz9b88FzPrtGIQAhnbyxcfju7OhZEV+f/p3lF4shXOAMyLviZQ6DtF1Pdw/FE5qJV765QiW7ctASaUO8+6L4u8lIitzuVyLx/53APvTLsPeToEvHuqJAWHeUsciM8RahlqDt7Mayx/tg8lf78PB9CI88OVefPZATwwK5+8lqXGmEpGZMhgEPtiQgldXGhtK98cG47MHOEOJbo6Howoe3PqZbtJ9vYKwcHwP2ClkWHs0G+P/uwf5pdVSxyKiZnI2rwx3f7oL+9Muw1mjxLf/6s2GEt001iB0s1wd7PDtv2IxIMwLFVo9Hv56P5Ympkkdy+bJBBdEuCElJSVwdXVFcXExXFxcpI5DVqa0qsa0wwoAPBsfhmeGhHGXNyt06OtD0JZroXJUIXpStNRxiJpk97kCPPHtQRRX1iDAzR5fTeplltv98jXbfPBnYf7+PFOAJ75LQmmVzqz/XZP5YC1Dra1ap8fLvxzDzwczAQAPxbXFrDs6QckNjJpVY1+z2VS6QSyKqKWkFpTj0aUHcDavDCqlHG+P6oIxMUFSxyIiatD5/DI88s0BpBaUw1GlwHv3Rpndmit8zTYf/FmYLyEEvtqVhnfWnYTeINCzrTs+f7AnvJy4TTwRmR8hBBbvOI/3NpyCEED/Dl5YMC6av7OaUWNfs9nKIzIjvx/Nxl2f/ImzeWXwdVHjx8fj2FAiIrPWztsJvz7ZF3HtPFGu1WPq9wcx67djqNbppY5GRI1UXFGDx/+XhDfXnIDeIDAq2h/f/SuWb86IyGzJZDI8cUt7LH6gJ+ztFPjzbAGGf/QH9py/JHU0m8OmEpEZqNDq8NLPR/DEdwdRWqVDj2A3rJ7WH9FBblJHIytSVaPH2M8TMfbzRFTV8A0/NR83BxX+90hvPHFLewDA0sQLuPezRKQVlEucjIiu51BGEUYs/AMbT+RCpZDj9bs648Ox0VzDkZoVaxBqKQmd/fDbtH7o4OOEvNJq3P/fPVi45Qx3p21FbCoRSexIZhHu+PhPLN+fAZkMeOKW9lj+WBx8XDRSRyMrYxACe1MLsTe1EAZe+UzNTKmQ48VhEVgyqRfcHOxw9GIxbv/oD3y9KxUGFnZEZqdap8f7G05h9Ge7kXm5EsEeDvj5ib6Y2DeEazhSs2MNQi0p3NcZq6b1wz09AmAQwLxNp3Hf54k4l18mdTSboJQ6AJGtqtDqMH/jaXy1KxUGAfi5aDB/bBT6tveSOhq1ovmB803b8E7PnC51HKKbNjjCB+ueHoDpPx7CnvOFeG31Cfx+LAfv3xuFYE8HqeMREYwntGasOIKU3FIAwF1R/njr7i5w0dhJnIwsEWsZMgcOKiXm3xeNuHaeeH31CSRduIzhH/2Bfw/tiIf7h0IhZ7O8pXCmEpEEtqfkYeiHO/Hln8aG0l1R/vj9mQFsKBGRVfB3s8f3/+qDN0Z2hr2dAntTCzF0wQ58vOUML3sgklBxRQ1eW3UcoxbtQkpuKbycVFj8QA98PL47G0pEZBXGxARhw3MDMSDMC9U6A95edxJ3f7oLyemXpY5mtThTiagVnc0rxdtrT2JbSj4AIMDNHm+N6oLBET4SJyOptOnRBq5BrnDw5gwOsi5yuQwPxYXglnAfvPjzESSev4T5m05jRVIGZt3RGfGRPrzEhqiVGAwCK5Iy8O76FBSWawEYT2i9dldneDiqJE5Hlo61DJmbADd7LH24N37Yn4G3157Ekcxi3P3pbtzbMxAvDouAtzM3IWhObCoRtYK80ip8svUsvtubDr1BQCmXYVLfEDx3Wzgc1fxnaMvGrxovdQSiFhXs6YDvH43F6iPZeGftSWQUVuLRpQfQO9QDMxI6oleIh9QRiayWEAKbT+Zh3sYUnMoxXuoW5uOE1+/qjL4dODuamgdrGTJHMpkM43oHY0ikL95dfwo/JWXip6RM/H40G4/0D8W/BrbjDM1mwnezRC0or7QKn+84j2/3XEC1zgAAuK2TL2beHoF23k4SpyMiah0ymQx3RfljSIQPPtl2Fv/3Zyr2pRZizOJEDO7ojeduC0e3QDepYxJZDSEE/jxbgHkbT+NQRhEAwFmjxDNDwjCxbwjsFFwBg4hsg7ezGh+MicKE2GC8tuo4DmcW4+OtZ/FN4gU8PqgdHooLgRNP8t8U/u0RtYBz+WX4ZncaftifYWomRQe54YWEjjwzSJKy5xbRJCFHtRIvDovAg33aYuHWM/jxQCa2peRjW0o++nXwxJRB7dG/gxcviyO6QTV6A9YcycIXO1NxMrsEgPH3/uR+IXhsYDu4OfBSN5IOaxCSUvdgd6yc2g8bjufgg42ncTavDO+tT8Fn28/h/thgTO4bCj9X7r59I2RCcE/HG1FSUgJXV1cUFxfDxcVF6jhkBgwGgZ1n8vH17jRsr10zCQC6B7vh2fhwDAzjGyUior9LLSjHx1vOYNXhLOgNxnLk9i5++OyBns36PHzNNh/8WbSMvNIq/JSUif8lXkB2cRUA4xv4cb2D8MQt7eHjzDdKRER19AaB3w5dxCfbzuJ8fjkAQCk3zqqe0CcYPYLd+b4NjX/NZlPpBrEoojppBeX4JfkifjmYiczLlQAAmQwYEuGDyf1C0be9J38p0VWte2odqi5XQeOuwfCFw6WOQySJzMsV+PKPVPywPwMvD4/Ag3Ehzfr4fM02H/xZNB+d3oCdZ/KxfF8GtpzKMzVmvZzUmNwvBBNigzkziVoFaxmyVAaDwLaUPHyx8zz2phaabu/g44SxMUG4u0cAvJxsd1FvNpVaGIsi23axqBKbjudgzZFsHLjw1/aUzmolxsQEYWLftmjr6ShhQrIU8wPno/RiKZwDnDE9c7rUcYgkVViuhYNKAU0zXyLB12zzwZ/FzdHpDdibWoi1R7Ox4VgOLtXu5AYAPYLdMK53MEZG+0Ot5GVG1HpYy5A1OJxRhP/tuYC1R7JRWaMHYJy9FNfeEyO6tsHQzn42t1tmY1+zuaYSUSMYDAInc0qw+UQeNp3MwbGLJab75DKgf5g3RvcIwNBOfrBXsZAj81RVo8cT3yYBAD57oGezv3Enulm2VqwRNcblci3+OFuAnafzse1UXr1GkruDHe7pEYixvYIQ7ussYUqia2MNQuYuKsgNUUFumH1nJ6w+nI0f9qfjcGYx/jhTgD/OFOA/K4+hTzsP3BLug4Hh3gj3deLVKLXYVCJqgBAC5wvKsfvcJSSeK0DiuUu4XFFjul8uA2LaemBoZ1/cGeUPXxeuVUA3ZvIfkyH0AjJFy78oGYTAttr1vgycpEpEZJaKK2twKKMIB9IKsfNMAY5kFuHvv7LdHeyQ0NkPw7u2QVx7T+7kRpJrTC3DGoQshbPGDvfHBuP+2GCczy/D78dysPZINk5kl2DX2UvYdfYS3l53En4uGgwI80Kfdp6ICXFHsIeDzTaZ2FQiApBfWo0jmUU4nFGEQ5nFOJJZhKK/NZEAwEGlQN/2nhja2Q9DInzgacPX11LzcQ91lzoCERFJpFqnx9m8MpzIKsHB9CIcvHAZp/NK8c/33B19nTEw3AuDwn0Q286DjSQyK6xlyFq183bC1MEdMHVwB6QVlGPLqTzsPJ2PPecvIaekCiuSMrEiKROAcT27mLbu6B7shs7+rohs42wz7xfZVCKbIYRAQZkW5/LLcCa3FGfyynAmtwxn8spQUFZ9xfEqpRw9g93Rt70n+nbwRLdANxZxRERE1GSVWj0uFJYjraAcqQUVOJVTglPZpTiXXwad4cpZG209HdAz2B2x7TwwMNwbbVztJUhNRER1Qrwc8Uj/UDzSPxRVNXrsTyvEH2cKcCCtEEcvFqOgrBrrj+dg/fEc0/f4uqgR2cYFEX4uaOfliBAvR4R4OcDbSW1Vs5rMoqm0aNEivP/++8jJyUFUVBQWLlyI3r17X/X4FStW4NVXX0VaWhrCwsLw7rvvYvjwv3YaEEJg9uzZ+O9//4uioiL069cPn332GcLCwkzHFBYW4qmnnsLq1ashl8sxevRofPTRR3BycmrRsVLLEEKgpEqHgrJq5JcaPy4WVSLzcgUyL1fWflSgqsbQ4PfLZEAHbyfjtbSBrogKckOEnwtUSjaRiIjI/LB2Mh96g8ClsmrklFQhp7gKuSVVtX+uRublCly4VIGckqqrfr+LRomINi6IDnJDj2B39GzrDm9n2zi7TURkiTR2CgwI88aAMG8AxjXDjl4sxoG0yzh6sQgnskqQdqkCuSXVyC3Jx/baSz/rOKmVaOvpgCB3B/i5auDvpoGfqz3auGrg56KBj4vaojZckLyp9MMPP2D69OlYvHgxYmNjsWDBAiQkJCAlJQU+Pj5XHL97926MHz8ec+bMwR133IHvv/8eo0aNwsGDB9GlSxcAwHvvvYePP/4Y33zzDUJDQ/Hqq68iISEBJ06cgEZjXPtmwoQJyM7OxqZNm1BTU4PJkyfjsccew/fff9+q4ycjg0GgWmdAVY0eVTo9KrR6lFbpUFpVg5JK4+fSKh1K/va5uKLG1EQqKNNCq2+4YfR3MhkQ6G6PcB9ndPB1QpiPM8J9ndDe2wmOasn/OZANStueBl21Dkq1EiG3hEgdh4gsAGun5qU3CFRodajQ6lFebfxcVq1DhVaH8mrjbZcralBUocXlCi0uVxhrkLo/F1VoG5xt9E+u9nbGs9SeDgj3dUZkG2dE+LmgjavGqs5Yk+1hLUO2TmOnQK8QD/QK8TDdVlatQ0pOCU5kl+J0TinSLpUjtaAcF4sqUVatw/GsEhzPKrnqYzqqFPBwUsHDQQV3R+NnD0fjn501SjiplXDW2MFZo4SzRolANwe4Oti1xnCvIBNC2pXSYmNj0atXL3zyyScAAIPBgKCgIDz11FN46aWXrjh+7NixKC8vx5o1a0y39enTB9HR0Vi8eDGEEPD398fzzz+Pf//73wCA4uJi+Pr64uuvv8a4ceNw8uRJdOrUCfv370dMTAwAYP369Rg+fDgyMzPh7+9/3dwttSXu9pQ8lFXrIAQgYDxzCKD2a2H8/M/7av9juv+fx9c+gOn22j//9bhXeZ5/fG0wCOgMAvrazzq94Yqv9X87puYfX2t1BlTp9MbGUU1tA6lGjyqdAVrd9RtCjeGsVsLLWQ0vJxUC3OwR6O6AQPe/Prdx01hU15esX2tuw1uh1aHTrA0AgBNvJMBBxUYq2QZr28beUmsnoGV+FlU1ery19gS0tfVEjd54oqpGb/xaq6//57+OM6Cytia5WTIZ4O2khp+rBr4uGrSp/RzgZm9qJLk5cHdDsk6NqWVYgxAZVdXokVFYgdSCcmQVVSK7dpZrdrHxc05xVaMmS/zTa3d2wqR+oc2atbGv2ZL+a9ZqtUhKSsLMmTNNt8nlcsTHxyMxMbHB70lMTMT06fV/WSUkJGDlypUAgNTUVOTk5CA+Pt50v6urK2JjY5GYmIhx48YhMTERbm5upqIIAOLj4yGXy7F3717cfffdVzxvdXU1qqv/WnenpOTqXcWb8frqE0gtKG+Rx7YUSrkM9ioFXGo7ry5/68C62Nf92Q6u9nbwcjI2kLyc1PB2VnN7UiIismqWVDsBrVc/fbsn/aYfQyGXwUGlgKNKCQd17WeVAo5qJdwc7OBmr4K7gx3cHI2f3R1UcHOwg4ejCt5Oaii57iIREV2Hxk6BMF9nhPk6N3h/3bIuheVaFJZrcblci8KK2s/lxhmzZdW62qt3jFf0lFXp4O4o3YkLSZtKBQUF0Ov18PX1rXe7r68vTp061eD35OTkNHh8Tk6O6f662651zD+nhyuVSnh4eJiO+ac5c+bg9ddfb+TIblxUoCu8ndWQwXjWSwaZ8fPf/gwAMpnsb8fU/xp134O6Y698HDTwfX//Gn//ntr7FXIZlHJ57WcZFIraz3I57P7xtfGzDHaKv762U8ihsZNDY6eAxk4OtVJh+rPxswIapZxFGdmUuOlxqC6phtql5dfPcFApkTZ3RIs/DxG1HEuqnYDWqZ9UCjmeGRIGlVIOtVIOO4Ucqr99VinkUCllUCkUsFPIjLfV3q6xMzaNHFQKqJVyXoZGdAMaU8uwBiFqHJlMBld74wSKUC9HqeM0CucdNtLMmTPrneUrKSlBUFBQsz/PgnHdm/0xich8xU2PkzoCEVGLaY36SS6X4bnbwpv1MYmo8VjLENk2SaeEeHl5QaFQIDc3t97tubm58PPza/B7/Pz8rnl83efrHZOXl1fvfp1Oh8LCwqs+r1qthouLS70PIiIiotZkSbUTwPqJiIjI2knaVFKpVOjZsye2bNlius1gMGDLli2Ii2u44x0XF1fveADYtGmT6fjQ0FD4+fnVO6akpAR79+41HRMXF4eioiIkJSWZjtm6dSsMBgNiY2ObbXxEREREzYm1ExEREZkTyS9/mz59OiZOnIiYmBj07t0bCxYsQHl5OSZPngwAeOihhxAQEIA5c+YAAJ555hkMGjQI8+bNw4gRI7B8+XIcOHAAX3zxBQDjNYjPPvss3nrrLYSFhZm2xfX398eoUaMAAJGRkRg2bBgeffRRLF68GDU1NZg2bRrGjRvX6N1LiIiIiKTA2omIiIjMheRNpbFjxyI/Px+zZs1CTk4OoqOjsX79etNikenp6ZDL/5pQ1bdvX3z//fd45ZVX8PLLLyMsLAwrV65Ely5dTMe88MILKC8vx2OPPYaioiL0798f69evh0ajMR3z3XffYdq0aRgyZAjkcjlGjx6Njz/+uPUGTkRERHQDWDsRERGRuZAJIYTUISxRSUkJXF1dUVxczPUBiIiIzBhfs80HfxZERESWobGv2dy7nYiIiIiIiIiImoxNJSIiIiIiIiIiajI2lYiIiIiIiIiIqMnYVCIiIiIiIiIioiZjU4mIiIiIiIiIiJqMTSUiIiIiIiIiImoyNpWIiIiIiIiIiKjJ2FQiIiIiIiIiIqImY1OJiIiIiIiIiIiajE0lIiIiIiIiIiJqMjaViIiIiIiIiIioydhUIiIiIiIiIiKiJmNTiYiIiIiIiIiImkwpdQBLJYQAAJSUlEichIiIiK6l7rW67rWbpMP6iYiIyDI0tn5iU+kGlZaWAgCCgoIkTkJERESNUVpaCldXV6lj2DTWT0RERJblevWTTPC03Q0xGAzIysqCs7MzZDJZsz1uSUkJgoKCkJGRARcXl2Z7XHPB8Vk+ax8jx2fZOD7L1lLjE0KgtLQU/v7+kMt55b+UWD/dGI7PsnF8ls/ax8jxWTap6yfOVLpBcrkcgYGBLfb4Li4uVvk/fB2Oz/JZ+xg5PsvG8Vm2lhgfZyiZB9ZPN4fjs2wcn+Wz9jFyfJZNqvqJp+uIiIiIiIiIiKjJ2FQiIiIiIiIiIqImY1PJzKjVasyePRtqtVrqKC2C47N81j5Gjs+ycXyWzdrHRy3H2v/f4fgsG8dn+ax9jByfZZN6fFyom4iIiIiIiIiImowzlYiIiIiIiIiIqMnYVCIiIiIiIiIioiZjU4mIiIiIiIiIiJqMTSUiIiIiIiIiImoyNpXMUHV1NaKjoyGTyXDo0KF69x05cgQDBgyARqNBUFAQ3nvvPWlC3oC77roLwcHB0Gg0aNOmDR588EFkZWXVO8ZSx5eWloZHHnkEoaGhsLe3R/v27TF79mxotdp6x1nq+ADg7bffRt++feHg4AA3N7cGj0lPT8eIESPg4OAAHx8fzJgxAzqdrnWD3oRFixYhJCQEGo0GsbGx2Ldvn9SRbtjOnTtx5513wt/fHzKZDCtXrqx3vxACs2bNQps2bWBvb4/4+HicOXNGmrBNNGfOHPTq1QvOzs7w8fHBqFGjkJKSUu+YqqoqTJ06FZ6ennBycsLo0aORm5srUeKm+eyzz9CtWze4uLjAxcUFcXFx+P333033W/LYGjJ37lzIZDI8++yzptusbYzUOlg/Wd74WD8ZsX4yD9ZcOwGsnyx5bA0xp/qJTSUz9MILL8Df3/+K20tKSjB06FC0bdsWSUlJeP/99/Haa6/hiy++kCBl0w0ePBg//vgjUlJS8PPPP+PcuXO49957Tfdb8vhOnToFg8GAzz//HMePH8eHH36IxYsX4+WXXzYdY8njAwCtVosxY8bgiSeeaPB+vV6PESNGQKvVYvfu3fjmm2/w9ddfY9asWa2c9Mb88MMPmD59OmbPno2DBw8iKioKCQkJyMvLkzraDSkvL0dUVBQWLVrU4P3vvfcePv74YyxevBh79+6Fo6MjEhISUFVV1cpJm27Hjh2YOnUq9uzZg02bNqGmpgZDhw5FeXm56ZjnnnsOq1evxooVK7Bjxw5kZWXhnnvukTB14wUGBmLu3LlISkrCgQMHcOutt2LkyJE4fvw4AMse2z/t378fn3/+Obp161bvdmsaI7Ue1k+WNz7WT6yfzIk1104A6ydLHts/mV39JMisrFu3TkRERIjjx48LACI5Odl036effirc3d1FdXW16bYXX3xRdOzYUYKkN++3334TMplMaLVaIYT1je+9994ToaGhpq+tZXxLliwRrq6uV9y+bt06IZfLRU5Ojum2zz77TLi4uNQbs7nq3bu3mDp1qulrvV4v/P39xZw5cyRM1TwAiF9//dX0tcFgEH5+fuL999833VZUVCTUarVYtmyZBAlvTl5engAgduzYIYQwjsXOzk6sWLHCdMzJkycFAJGYmChVzJvi7u4uvvzyS6saW2lpqQgLCxObNm0SgwYNEs8884wQwjp/ftTyWD9Zz/hYP7F+MgfWXjsJwfrJUsdmjvUTZyqZkdzcXDz66KP43//+BwcHhyvuT0xMxMCBA6FSqUy3JSQkICUlBZcvX27NqDetsLAQ3333Hfr27Qs7OzsA1jU+ACguLoaHh4fpa2sb3z8lJiaia9eu8PX1Nd2WkJCAkpIS0xkCc6XVapGUlIT4+HjTbXK5HPHx8UhMTJQwWctITU1FTk5OvfG6uroiNjbWIsdbXFwMAKZ/b0lJSaipqak3voiICAQHB1vc+PR6PZYvX47y8nLExcVZ1dimTp2KESNG1BsLYF0/P2odrJ+sZ3wA6yeA9ZM5srbaCWD9ZKljM8f6iU0lMyGEwKRJkzBlyhTExMQ0eExOTk69FxwApq9zcnJaPGNzePHFF+Ho6AhPT0+kp6fjt99+M91nDeOrc/bsWSxcuBCPP/646TZrGl9DLHl8BQUF0Ov1DeY39+w3om5M1jBeg8GAZ599Fv369UOXLl0AGMenUqmuWLvCksZ39OhRODk5Qa1WY8qUKfj111/RqVMnqxgbACxfvhwHDx7EnDlzrrjPWsZIrYP1k3WMrw7rJyNLGZ8t1U/WVDsBrJ/qWNLYAPOtn9hUamEvvfQSZDLZNT9OnTqFhQsXorS0FDNnzpQ6cpM0dnx1ZsyYgeTkZGzcuBEKhQIPPfQQhBASjuDamjo+ALh48SKGDRuGMWPG4NFHH5UoeePcyPiIzMnUqVNx7NgxLF++XOoozapjx444dOgQ9u7diyeeeAITJ07EiRMnpI7VLDIyMvDMM8/gu+++g0ajkToOmSnWT6yfzBnrJ7J0rJ8sjznXT0qpA1i7559/HpMmTbrmMe3atcPWrVuRmJgItVpd776YmBhMmDAB33zzDfz8/K5Yvb3uaz8/v2bN3ViNHV8dLy8veHl5ITw8HJGRkQgKCsKePXsQFxdnFePLysrC4MGD0bdv3ysWkLSG8V2Ln5/fFbt9SD2+xvLy8oJCoWjw52Pu2W9E3Zhyc3PRpk0b0+25ubmIjo6WKFXTTZs2DWvWrMHOnTsRGBhout3Pzw9arRZFRUX1ztZY0s9TpVKhQ4cOAICePXti//79+OijjzB27FiLH1tSUhLy8vLQo0cP0216vR47d+7EJ598gg0bNlj8GOnmsX5i/VTHGsZ3LayfLIO11E4A6ydLHZtZ108tumITNdqFCxfE0aNHTR8bNmwQAMRPP/0kMjIyhBB/LVRYtzCjEELMnDnT4hYqrHPhwgUBQGzbtk0IYfnjy8zMFGFhYWLcuHFCp9Ndcb+lj6/O9RaazM3NNd32+eefCxcXF1FVVdWKCW9M7969xbRp00xf6/V6ERAQYPELTQpx9cUmP/jgA9NtxcXFFrPYpMFgEFOnThX+/v7i9OnTV9xft1DhTz/9ZLrt1KlTFrkYY53BgweLiRMnWsXYSkpK6r3eHT16VMTExIgHHnhAHD161CrGSK2H9ZPlj4/1E+snc2RttZMQrJ8sfWzmXD+xqWSmUlNTr9i9pKioSPj6+ooHH3xQHDt2TCxfvlw4ODiIzz//XLqgjbRnzx6xcOFCkZycLNLS0sSWLVtE3759Rfv27U0vmJY8vszMTNGhQwcxZMgQkZmZKbKzs00fdSx5fEIYi9jk5GTx+uuvCycnJ5GcnCySk5NFaWmpEEIInU4nunTpIoYOHSoOHTok1q9fL7y9vcXMmTMlTt44y5cvF2q1Wnz99dfixIkT4rHHHhNubm71dmOxJKWlpaafEQAxf/58kZycLC5cuCCEEGLu3LnCzc1N/Pbbb+LIkSNi5MiRIjQ0VFRWVkqc/PqeeOIJ4erqKrZv317v31pFRYXpmClTpojg4GCxdetWceDAAREXFyfi4uIkTN14L730ktixY4dITU0VR44cES+99JKQyWRi48aNQgjLHtvV/H33EiGsc4zUOlg/Wdb4WD+xfjIn1lw7CcH6yZLHdjXmUj+xqWSmGiqKhBDi8OHDon///kKtVouAgAAxd+5caQI20ZEjR8TgwYOFh4eHUKvVIiQkREyZMkVkZmbWO85Sx7dkyRIBoMGPv7PU8QkhxMSJExscX92ZUiGESEtLE7fffruwt7cXXl5e4vnnnxc1NTXShW6ihQsXiuDgYKFSqUTv3r3Fnj17pI50w7Zt29bgz2vixIlCCOPZqldffVX4+voKtVothgwZIlJSUqQN3UhX+7e2ZMkS0zGVlZXiySefFO7u7sLBwUHcfffd9d6kmLOHH35YtG3bVqhUKuHt7S2GDBliKoiEsOyxXc0/iyJrHCO1DtZPljU+1k9GrJ/MgzXXTkKwfrLksV2NudRPMiHMeJU/IiIiIiIiIiIyS9z9jYiIiIiIiIiImoxNJSIiIiIiIiIiajI2lYiIiIiIiIiIqMnYVCIiIiIiIiIioiZjU4mIiIiIiIiIiJqMTSUiIiIiIiIiImoyNpWIiIiIiIiIiKjJ2FQiIiIiIiIiIqImY1OJiMxWWloaZDIZDh06JHUUk1OnTqFPnz7QaDSIjo6WOg4RERFRPayfiKg1salERFc1adIkyGQyzJ07t97tK1euhEwmkyiVtGbPng1HR0ekpKRgy5YtDR5T9/f2z49hw4a1atbXXnuNhRsREVErY/10JdZPRNaLTSUiuiaNRoN3330Xly9fljpKs9FqtTf8vefOnUP//v3Rtm1beHp6XvW4YcOGITs7u97HsmXLbvh5iYiIyHKwfqqP9ROR9WJTiYiuKT4+Hn5+fpgzZ85Vj2nojM6CBQsQEhJi+nrSpEkYNWoU3nnnHfj6+sLNzQ1vvPEGdDodZsyYAQ8PDwQGBmLJkiVXPP6pU6fQt29faDQadOnSBTt27Kh3/7Fjx3D77bfDyckJvr6+ePDBB1FQUGC6/5ZbbsG0adPw7LPPwsvLCwkJCQ2Ow2Aw4I033kBgYCDUajWio6Oxfv160/0ymQxJSUl44403IJPJ8Nprr13170StVsPPz6/eh7u7OwDg/vvvx9ixY+sdX1NTAy8vLyxdutSUZc6cOQgNDYW9vT2ioqLw008/mY7fvn07ZDIZtmzZgpiYGDg4OKBv375ISUkBAHz99dd4/fXXcfjwYdOZvq+//hpCCLz22msIDg6GWq2Gv78/nn766auOg4iIiJqO9RPrJyJbwaYSEV2TQqHAO++8g4ULFyIzM/OmHmvr1q3IysrCzp07MX/+fMyePRt33HEH3N3dsXfvXkyZMgWPP/74Fc8zY8YMPP/880hOTkZcXBzuvPNOXLp0CQBQVFSEW2+9Fd27d8eBAwewfv165Obm4r777qv3GN988w1UKhV27dqFxYsXN5jvo48+wrx58/DBBx/gyJEjSEhIwF133YUzZ84AALKzs9G5c2c8//zzyM7Oxr///e8b+nuYMGECVq9ejbKyMtNtGzZsQEVFBe6++24AwJw5c7B06VIsXrwYx48fx3PPPYcHHnjgioLwP//5D+bNm4cDBw5AqVTi4YcfBgCMHTsWzz//PDp37mw60zd27Fj8/PPP+PDDD/H555/jzJkzWLlyJbp27XpD4yAiIqKGsX5i/URkMwQR0VVMnDhRjBw5UgghRJ8+fcTDDz8shBDi119/FX//9TF79mwRFRVV73s//PBD0bZt23qP1bZtW6HX6023dezYUQwYMMD0tU6nE46OjmLZsmVCCCFSU1MFADF37lzTMTU1NSIwMFC8++67Qggh3nzzTTF06NB6z52RkSEAiJSUFCGEEIMGDRLdu3e/7nj9/f3F22+/Xe+2Xr16iSeffNL0dVRUlJg9e/Y1H2fixIlCoVAIR0fHeh91j11TUyO8vLzE0qVLTd8zfvx4MXbsWCGEEFVVVcLBwUHs3r273uM+8sgjYvz48UIIIbZt2yYAiM2bN5vuX7t2rQAgKisrhRAN/1zmzZsnwsPDhVarve7fBxERETUd6yfWT0S2hDOViKhR3n33XXzzzTc4efLkDT9G586dIZf/9WvH19e33lkehUIBT09P5OXl1fu+uLg405+VSiViYmJMOQ4fPoxt27bBycnJ9BEREQHAeP1+nZ49e14zW0lJCbKystCvX796t/fr1++Gxjx48GAcOnSo3seUKVNMY7jvvvvw3XffAQDKy8vx22+/YcKECQCAs2fPoqKiArfddlu9cS1durTemACgW7dupj+3adMGAK74+/u7MWPGoLKyEu3atcOjjz6KX3/9FTqdrsnjIyIioutj/dQ0rJ+ILI9S6gBEZBkGDhyIhIQEzJw5E5MmTap3n1wuhxCi3m01NTVXPIadnV29r2UyWYO3GQyGRucqKyvDnXfeiXffffeK++qKBABwdHRs9GM2B0dHR3To0OGq90+YMAGDBg1CXl4eNm3aBHt7e9PuJnXTuteuXYuAgIB636dWq+t9/fe/v7odZa719xcUFISUlBRs3rwZmzZtwpNPPon3338fO3bsuOJnQURERDeH9VPTsH4isjxsKhFRo82dOxfR0dHo2LFjvdu9vb2Rk5MDIYTphfnQoUPN9rx79uzBwIEDAQA6nQ5JSUmYNm0aAKBHjx74+eefERISAqXyxn+lubi4wN/fH7t27cKgQYNMt+/atQu9e/e+uQE0oG/fvggKCsIPP/yA33//HWPGjDEVJZ06dYJarUZ6enq9LE2lUqmg1+uvuN3e3h533nkn7rzzTkydOhURERE4evQoevToccPPRURERA1j/dR8WD8RmR82lYio0bp27YoJEybg448/rnf7Lbfcgvz8fLz33nu49957sX79evz+++9wcXFpluddtGgRwsLCEBkZiQ8//BCXL182Lag4depU/Pe//8X48ePxwgsvwMPDA2fPnsXy5cvx5ZdfQqFQNPp5ZsyYgdmzZ6N9+/aIjo7GkiVLcOjQIdM066aorq5GTk5OvduUSiW8vLxMX99///1YvHgxTp8+jW3btplud3Z2xr///W8899xzMBgM6N+/P4qLi7Fr1y64uLhg4sSJjcoQEhKC1NRUHDp0CIGBgXB2dsayZcug1+sRGxsLBwcHfPvtt7C3t0fbtm2bPEYiIiK6PtZPjcf6icjycE0lImqSN95444rpwZGRkfj000+xaNEiREVFYd++fTe8s0dD5s6di7lz5yIqKgp//vknVq1aZSou6s6O6fV6DB06FF27dsWzzz4LNze3eusPNMbTTz+N6dOn4/nnn0fXrl2xfv16rFq1CmFhYU3OvH79erRp06beR//+/esdM2HCBJw4cQIBAQFXrEXw5ptv4tVXX8WcOXMQGRmJYcOGYe3atQgNDW10htGjR2PYsGEYPHgwvL29sWzZMri5ueG///0v+vXrh27dumHz5s1YvXo1PD09mzxGIiIiahzWT43D+onI8sjEPy/kJSIiIiIiIiIiug7OVCIiIiIiIiIioiZjU4mIiIiIiIiIiJqMTSUiIiIiIiIiImoyNpWIiIiIiIiIiKjJ2FQiIiIiIiIiIqImY1OJiIiIiIiIiIiajE0lIiIiIiIiIiJqMjaViIiIiIiIiIioydhUIiIiIiIiIiKiJmNTiYiIiIiIiIiImoxNJSIiIiIiIiIiarL/B9YRZHqHCn5XAAAAAElFTkSuQmCC", + "image/png": 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5c+jRo0eL3TX69OljevxSf31vAE3Nnr/55hsATX2fXnvtNTz++OMIDQ3FsGHDcMMNN2D27NmmflDGZMCYIP+Vn5+f2f/L5XJ07dq1xXkzZ87EsmXL8OOPP+KOO+5ATU0NfvnlFzz44IOm/g6W3sv4Olt7fb169Wp3ct2aF198EVOnTkXPnj0RFxeHSZMm4e6778aAAQPMzlOpVC3+/bT2nhoxYoRN4lIoFFiwYIGpwGRMLImIxMb86SLmT+asyZ969+6N3r17AwBmz56NCRMm4MYbb8Tu3btb9IW6EuZP7pk/eXp6tlmIbGhoMCtsk2NjUYmcllKpxLRp0/C///0P//nPf1BYWIgdO3bglVdeMTtvxowZ2LlzJ5544gnEx8fDx8cHBoMBkyZNanNky57++ovW09MT27Ztw5YtW/Dzzz9jw4YNWLNmDa699lr89ttvkMlkMBgM6N+/P5YuXdrqNSMiIlpcszW333473n//ffz666+YNm0avvnmG/Tu3dssUfj8889xzz33YNq0aXjiiScQEhICmUyGJUuWIDMz06avvS0ymazV44IgtOu+t9xyC+6++258/fXXdi0q2cPf//533Hjjjfj++++xceNG/Otf/8KSJUuwefNmDBo0yPQe/uyzz1ptPP7XXWSUSmWrW8oOGzYMUVFR+Oabb3DHHXfgp59+Qn19vVnCbO29OsLo0aORmZmJH374Ab/99hv+7//+D2+//TZWrVqF+++/33ReW++pvyouLrao+aSPjw98fHwue47x32VZWZlF9yYi6gjMny5i/nR51uRPt912Gx588EGcOnWq1eJhR2P+dHmOkD917twZer0eRUVFCAkJMZ2j1WpRWlqKLl26WPmqSCwsKpFTmzlzJlavXo1Nmzbh+PHjEATB7Id4eXk5Nm3ahMWLF+P55583HbdkqmdrIiMjAQAnT55s8diJEycQHBzcYnvR06dPm41QnTlzBgaDwbSjBgBIpVKMGzcO48aNw9KlS/HKK6/g2WefxZYtWzB+/HjExsbi4MGDGDdunNWjP5caPXo0OnfujDVr1mDkyJHYvHkznn32WbNz1q5di5iYGKxbt87sXosWLTI7z5o4IiMjYTAYcPr0adOoEwAUFhaioqLC9HW1F41GA4PBYPXIqrUiIyNx6NAhGAwGs8TjxIkTpscv1dr78NSpU2bvDaBpdPbxxx/H448/jtOnTyM+Ph5vvfUWPv/8c8TGxgIAQkJCTKOL7TVjxgy88847qKqqwpo1axAVFWVa6mCMw5J7GV9na6+vtX87V8u4M8/cuXNRU1OD0aNH44UXXjBLiiw1dOjQFiOirVm0aJFpt562GKeGtzVCTkQkFuZP1mH+dOX8ybhUqT25FvOnJu6WP8XHxwMA9u7di8mTJ5vO2bt3LwwGg+lxcnzsqURObfz48QgMDMSaNWuwZs0aJCYmmiUgxur6X0doli1b1q77de7cGfHx8Vi9erXZtqlHjhzBb7/9ZvYD0WjFihVm///ee+8BAK6//noArc9iMP4QNW4XO2PGDOTl5eHDDz9scW59fT1qa2stil8qleK2227DTz/9hM8++ww6na7F1O3Wvma7d+9GWlqa2XleXl4ArrzNLADT1+WvX3fjyOGUKVMsiv9KKioqzKabG/3f//0fAGDIkCE2uU9bJk+ejIKCArO+CzqdDu+99x58fHwwZswYs/O///575OXlmf4/PT0du3fvNr036urqWmyfHBsbC19fX9N7Y+LEifDz88Mrr7zS6msvLi62OP6ZM2dCo9Fg9erV2LBhA2bMmGH2uKX3uvTfyaXJZWpqKo4dO2ZxPJb469bWPj4+6N69e4utli3Vnp4ArX2Nq6ursWzZMgQHByMhIaFdsRAR2QvzJ+ZPl7Imf/rrkkGgaXv6Tz/9FJ6enu3q/cP8yT3zp2uvvRaBgYFYuXKl2bVWrlwJLy8vm72/yf44U4mcmoeHB2655RZ8/fXXqK2txZtvvmn2uJ+fH0aPHo3XX38djY2NCA8Px2+//YasrKx23/ONN97A9ddfj+TkZNx3332or6/He++9B7Va3erMhaysLNx0002YNGkS0tLS8Pnnn+OOO+4wTSN+8cUXsW3bNkyZMgWRkZEoKirCf/7zH3Tt2tXUh+Xuu+/GN998g4ceeghbtmzBiBEjoNfrceLECXzzzTfYuHGjxQWTmTNn4r333sOiRYvQv39/s5EvALjhhhuwbt063HzzzZgyZQqysrKwatUq9O3b16wJoTFxWLNmDXr27InAwEDExcUhLi6uxT0HDhyIOXPm4IMPPkBFRQXGjBmD9PR0rF69GtOmTcPYsWMt/fJf1tatW/Hoo4/itttuQ48ePaDVavHnn39i3bp1GDJkCO666y6z85cvX46KigpcuHABAPDTTz8hNzcXQFNDUGOTxP/+97+YO3cuPvnkE9xzzz1t3v+BBx7A+++/j3vuuQf79u1DVFQU1q5dix07dmDZsmXw9fU1O7979+4YOXIkHn74YWg0GixbtgxBQUF48sknATSNuo0bNw4zZsxA3759IZfL8b///Q+FhYW4/fbbATS9x1euXIm7774bgwcPxu23345OnTrh/Pnz+PnnnzFixAgsX77coq/f4MGD0b17dzz77LPQaDQtEmZr7rVkyRJMmTIFI0eOxL333ouysjK899576Nevn02bpvft2xfXXHMNEhISEBgYiL1792Lt2rVYsGBBu67Xnp4AK1aswPfff48bb7wR3bp1Q35+Pj7++GOcP38en332WZtNKImIxML8ifnTpazJnx588EFUVVVh9OjRCA8PR0FBAb744gucOHECb731ltnScOZPsPpe7pQ/eXp64qWXXsL8+fMxffp0TJw4EX/++Sc+//xzvPzyy2ZN/cnBibfxHJFtpKamCgAEiUQi5OTktHg8NzdXuPnmmwV/f39BrVYL06dPFy5cuNBiW0tLt8QVBEH4/fffhREjRgienp6Cn5+fcOONNwrHjh0zO8e4LeyxY8eE2267TfD19RUCAgKEBQsWCPX19abzNm3aJEydOlXo0qWLoFAohC5dugizZs0STp06ZXY9rVYrvPbaa0K/fv0EpVIpBAQECAkJCcLixYuFyspK03kAhPnz57cZu8FgECIiIgQAwr///e9WH3/llVeEyMhIQalUCoMGDRLWr18vzJkzp8VWpjt37hQSEhIEhUJh9vX865a4giAIjY2NwuLFi4Xo6GjBw8NDiIiIEJ5++mmhoaHB7LzIyMhWtzgdM2aMMGbMmDZflyAIwpkzZ4TZs2cLMTExgqenp6BSqYR+/foJixYtEmpqalqcf7ntTy99H7z33nsCAGHDhg2Xvb8gCEJhYaEwd+5cITg4WFAoFEL//v2FTz75xOwc45a4b7zxhvDWW28JERERglKpFEaNGmXaKlkQBKGkpESYP3++0Lt3b8Hb21tQq9VCUlKS8M0337S475YtW4SJEycKarVaUKlUQmxsrHDPPfcIe/fuNZ3T1jazl3r22WcFAEL37t3bPMeSewmCIHz33XdCnz59BKVSKfTt21dYt25dq++j1li6Je6///1vITExUfD39xc8PT2F3r17Cy+//LKg1WqveK3W3qft8dtvvwnXXXedEBYWJnh4eAj+/v7ChAkThE2bNl31tYmI7IX5E/MnI2vyp6+++koYP368EBoaKsjlciEgIEAYP3688MMPP7S4LvMn6+8lCO6TPxl98MEHQq9evQSFQiHExsYKb7/9tmAwGGx2fbI/iSC0s3MbEZGbmDFjBrKzs5Geni52KEREREROgfkTkXvg8jciossQBAFbt27F559/LnYoRERERE6B+ROR++BMJSIiIiIiIiIishp3fyMiIiIiIiIiIquxqERERERERERERFZjUYmIiIiIiIiIiKzGohIREREREREREVmNu7+1k8FgwIULF+Dr6wuJRCJ2OERERNQGQRBQXV2NLl26QCrleJqYmD8RERE5B0vzJxaV2unChQuIiIgQOwwiIiKyUE5ODrp27Sp2GG6N+RMREZFzuVL+xKJSO/n6+gJo+gL7+fmJHA0RERG1paqqChEREabf3SQe5k9ERETOwdL8iUWldjJO2fbz82NSRERE5AS43Ep8zJ+IiIicy5XyJzYWICIiIiIiIiIiq7GoREREREREREREVmNRiYiIiIiIiIiIrMaiEhERERERERERWY1FJSIiIiIiIiIishqLSkREREREREREZDUWlYiIiIiIiIiIyGosKhERERERERERkdVYVCIiIiIiIiIiIquxqERERERERERERFZjUYmIiIiIiIiIiKzGohIREREREREREVmNRSUiIiIiIiIiIrIai0pERERERERERGQ1FpWIiIiIiIiIiMhqLCoREREREREREZHV5GIHQERE9mcwCMgurUVueT30goBgbyV6hPpA5SETOzQiIiJyYRV1WmSX1qGkWgNvpRxd/FXoFugFiUQidmhEZAMsKhERubBDuRX4Ytd5/HIkH9UNOrPHZFIJhscG4baErrhhQBfIpEzuiIiI6Oo1NOrx7b5c/LA/D/vOl0MQzB8P81NhUlwY7h0RjW5BXuIESUQ2IRGEv/4TJ0tUVVVBrVajsrISfn5+YodDRGTmQkU9Xv7lOH4+lG86ppBJEOClgFQqQUOjHuV1jabHeob64Pkb+mFkj2AxwiWyK/7Odhz8XhC5NkEQ8OPBC1jyywkUVDWYjof4KiCXSqHVG1BZ14hGQ9OfoFIJcGdSJJ6Y1At+Kg+xwiaiVlj6O5szlYiIXEzqsUKkfHMA1Q06SCXATQO7YFZiNyREBkAua2qlJwgCzpXW4X/787A6LRunCmtw10e78cDoGPxjQi8o5Gy5R0RERJarbmjEU+sOmwa0wvxUuH9UNCb374wu/p6m8+q1euw6W4rVadnYerIYn+06h9RjhfjPXYMxuFuAWOETUTtxplI7caSNiByNIAj4z9ZMvLHxJAAgPsIfr9zcH327XP5nVGVdI9787SQ+23UOADA8NggfzB4CHyXHHcg18He24+D3gsg1FVQ24J5P0nGioBoyqQSPXNsdD18TC6X88r0bd2aW4Nn/HUFWSS0UMileu60/bh7UtYOiJqLLsfR3NoeiiYhcgCAIeH3jSVNBae6IKHzzYLJZQUlvEJCWWYq0zFLoDRfHE9ReHnhpWhzevzsB3goZdmaW4s4Pd6HykuVxRERERK3Jq6jHrSt34kRBNYJ9lFj7UDL+Pr6nWUGprRxkeGwwfnpkJCb0DYVWb0DKNwfxzZ4cMV4GEbUTi0pERC5gxZYzWLk1EwDw3JQ+WHRjvxZL2DQ6PWZ9uAuzPtwFjU7f4hoT+4Xhy3nDEODlgYO5lbj/0z1oaGx5HhEREREAFFU34M4PdyGvoh4xwd7439+GY1ArS9gul4P4KOVYdVcC5iRHQhCAf647hO/353XUSyCiq8SiEhGRk/tuXy7e/O0UAGDRjX1x/6iYdl9rYIQ/vpw3DL4qOfZkl2Ph1/thMHCVNBEREZlraNTj/tV74f3rWYzeW4R/aqSICGzfTm5SqQQv3NTPVFh6cu0h7Mkus3HERGQPLCoRETmxQ7kVeHrdYQDAQ2NiMXdE9FVfs09nP/zf7CFQyKXYeLQQ/9l65qqvSURERK5DEAQ887/DOJRbif77ihC76TyOrtx7VdeUSCRYdGM/XB8XBq3egAc/24e8inobRUxE9sKiEhGRk6qsa8TfvsiAVm/AhL6heHJiL5tdOykmCP+eFgcAeCv1FP48XWyzaxMREZFz+yo9B+sy8iCTSuDv6WGz60qlEiydEY+4cD+U1Wqx8Kv90OkNNrs+Edkei0pERE7q2e8PI7e8HhGBnnhj+kBIpRKbXn/GkAjcPjQCggCkfHMQ5bVam16fiIiInE92SS3+/fMxAMCTE3vh9q9vw50b7sQtn99ik+t7KmT4zx0J8FXKsfdcOZb9ftom1yUi+2BRiYjICW04UoD1h/Ihk0qwfNZgqG04SnipF27qh5hO3iiu1uD5H4/a5R5ERETkHHR6A1K+OYA6rR7DYgIxb1QMoq6JQveJ3RF1TZTN7tMtyAuv3NIfAPCfrWdwKLfCZtcmIttiUYmIyMlU1Gnxrx+OAAAeHB2DgRH+druXykOGpTPiIZNK8NPBC9hwpMBu9yIiIiLH9n/bs5BxvgK+SjnetMMs6UvdOLALbhzYBQYBeOq7w2jkMjgih8SiEhGRk/n3z8dRXK1BbCdvPDquh8XPk0ulePr63nj6+t6QSy3/8R8f4Y8HRzftKPfS+mOo0+qsjpmIiIic24WKerzTvBTtXzf2RdcAy3d6a28O8vwNfaH29MCx/Cp8tD3L6piJyP5YVCIiciIZ58uxdl8uAOD12wZC5SGz+LkKuRQPjonFg2NioZBb9+P/kWt7INzfE3kV9VixhbvBERERuZuXfz6O+kY9hkYFYHpCV9Px8qxylJ0pQ3lWeZvPbW8O0slXiWen9AEAvJ16Cjllde1/AURkFywqERE5CUEQ8OJPTY0xb0voioTIgA67t6dChn/d0BcA8OG2LGSV1HbYvYmIiEhcO86U4OfD+ZBKgMU3xUEiubjs7ZNRn+C9Hu/hk1Gf2OXe0xO6Iik6EBqdAW/+dtIu9yCi9mNRiYjISfx48AIO5FTASyHDkxN7Wf18vUHAwZwKHMypgN4gWP38if1CMbpnJ2j1Brzyy3Grn09ERETOR28QsPinps067h4Wib5d/Np1jfbmIBKJBP+6oS8kEuCHAxdwMKfC6vsTkf04RFFpxYoViIqKgkqlQlJSEtLT0y97/rfffovevXtDpVKhf//++OWXX8wef+GFF9C7d294e3sjICAA48ePx+7du83OiYqKgkQiMft49dVXbf7aiIhsoaFRj1d/PQEAmD+2O0L8VFZfQ6PTY+qKHZi6Ygc0Or3Vz5dIJHj+hr6QSoDUY4XION/2NHcisi/mTkTUUX44kIdThTVQe3og5bqWg1q9b+6N/nf2R++be7d5javNQeLC1bh5UDiApmV4gmD94BgR2YfoRaU1a9YgJSUFixYtQkZGBgYOHIiJEyeiqKio1fN37tyJWbNm4b777sP+/fsxbdo0TJs2DUeOHDGd07NnTyxfvhyHDx/G9u3bERUVhQkTJqC4uNjsWi+++CLy8/NNH4888ohdXysRUXt9sfs88isb0EWtwn0jo0WLo3uID25r7qPwxoaTTOqIRMDciYg6ilZnwNu/nwIAPDQmFmovjxbnTH5vMm75/BZMfm+yXWN5YmIvKOVSpGeXIfVYoV3vRUSWE72otHTpUsybNw9z585F3759sWrVKnh5eeHjjz9u9fx33nkHkyZNwhNPPIE+ffrgpZdewuDBg7F8+XLTOXfccQfGjx+PmJgY9OvXD0uXLkVVVRUOHTpkdi1fX1+EhYWZPry9ve36WomI2qNeq8fKrZkAgEfG9bCqObc9LBzfEwqZFGlnS7H9TImosRC5I+ZORNRR1uw5j5yyenTyVeKe4VGixtJZ7WkaWHtn02kObBE5CFGLSlqtFvv27cP48eNNx6RSKcaPH4+0tLRWn5OWlmZ2PgBMnDixzfO1Wi0++OADqNVqDBw40OyxV199FUFBQRg0aBDeeOMN6HRtb5Ot0WhQVVVl9kFE1BE+33UOJTUaRAR6mmYJiSnc3xN3DYsEALy5kbOViDqSM+VOAPMnImfW0KjHu5ubdnx99Nru8FSIO6gFAPNGxcBbIcPRC1X4/XjrszOJqGOJWlQqKSmBXq9HaGio2fHQ0FAUFBS0+pyCggKLzl+/fj18fHygUqnw9ttvIzU1FcHBwabHH330UXz99dfYsmULHnzwQbzyyit48skn24x1yZIlUKvVpo+IiAhrXy4RkdXqtDqs+qN5ltLYHvCQiT7BFAAwf2wsVB5SHMyt5Gwlog7kTLkTwPyJyJl9uzcHxdUahPt7YubQbmKHAwAI8FZgdvOMqXc5W4nIITjGXyd2MHbsWBw4cAA7d+7EpEmTMGPGDLNeAykpKbjmmmswYMAAPPTQQ3jrrbfw3nvvQaPRtHq9p59+GpWVlaaPnJycjnopROTGvtx9HqW1WkQGeeHmweFih2MS5KPE7c0J5n+2ZIocDRHZgq1zJ4D5E5Gz0ukNeH/bWQDAg2NioJC3/WfjVzd9hY+SP8JXN33VIbHdPzIanh4yHM6rxJaTnK1EJDZRi0rBwcGQyWQoLDRvtFZYWIiwsLBWnxMWFmbR+d7e3ujevTuGDRuGjz76CHK5HB999FGbsSQlJUGn0yE7O7vVx5VKJfz8/Mw+iIjsqVFvwMfbswA0Ncd0lFlKRvNGx0AulSDtbCn2cyc4og7hTLkTwPyJyFmtP5SP3PJ6BHkrMGPI5WcY5mfkI3dXLvIz8jsktiAfJWYnNy3DX8GBLSLRifoXikKhQEJCAjZt2mQ6ZjAYsGnTJiQnJ7f6nOTkZLPzASA1NbXN8y+97uVG0g4cOACpVIqQkBArXgERkf38fCgfFyobEOyjNG2jezXkUikWjuuBheN6QC69+h//4f6emNYc13+2Mqkj6gjMnYjI3gwGwbRByL0jo22yQYitc5D7RkZDIZNi37lyZHBgi0hUcrEDSElJwZw5czBkyBAkJiZi2bJlqK2txdy5cwEAs2fPRnh4OJYsWQIAWLhwIcaMGYO33noLU6ZMwddff429e/figw8+AADU1tbi5Zdfxk033YTOnTujpKQEK1asQF5eHqZPnw6gqWHl7t27MXbsWPj6+iItLQ2PPfYY7rrrLgQEBIjzhSAiuoQgCKZp5/cMj7RJQqeQS/HYdT2v+jqXemhMLL7LyEXqsUJkFtcgtpOPTa9PRC0xdyIie9p6qggnC6vho5SbNua4nJTclCueY+scJMRPhZviu2Dtvlx89GcWBt/Jn0NEYhG9qDRz5kwUFxfj+eefR0FBAeLj47FhwwZTQ8nz589Dekk1e/jw4fjyyy/x3HPP4ZlnnkGPHj3w/fffIy4uDgAgk8lw4sQJrF69GiUlJQgKCsLQoUPx559/ol+/fgCapmJ//fXXeOGFF6DRaBAdHY3HHnsMKSlX/oFIRNQRtp8pwfH8KngpZBYldGLpHuKDcb1D8fvxQny6MxuLp8aJHRKRy2PuRET29N+d5wAAsxIjoPb0EDmatt0/Khpr9+Xi1yP5yCmrQ0Sgl9ghEbklicCW+e1SVVUFtVqNyspK9gcgIpub+0k6tpwsxj3Do/DCTf1sck2DQcCZ4hoAQPdOPpBKJTa57o4zJbjz/3bDWyFD2jPj4Kdy3ASU3BN/ZzsOfi+IHFtmcQ3GvfUHJBJg2xNjbVaosVcOcvdHu/Hn6RLcOyIaz9/Y1ybXJKImlv7Odqyur0REhJyyOmw9VQwAmNO8ba4tNOj0mPD2Nkx4exsadHqbXXd4bBB6hPigVqvH2r25NrsuERERdazP0ppmKY3rHWLTmT/2ykHuHxUDAPhmbw5qNTqbXZeILMeiEhGRg/li93kIAjCqRzCig73FDueKJBIJ7hkRBQBYnZYNg4ETYImIiJxNjUaHtfuaBodmJ0dZ/LwD/z2A9BXpOPDfA/YJ7DJG9whGTLA3ajQ6/HjwQoffn4hYVCIiciganR7f7M0BAIfupfRXNw8Kh59KjnOlddh6qkjscIiIiMhK6zJyUaPRIaaTN0Z2D7b4eZuf24xfF/yKzc9ttmN0rZNIJLgjqRsA4PNd58DOLkQdj0UlIiIH8uvhApTVatFZrcK43s6zTbeXQo4ZQyIAAF+l54gcDREREVlDEASs3pkNAJg9LNJmPY86wq2Du0Ihl+LohSocyq0UOxwit8OiEhGRA/lsV1MvgzsSu0Euc64f0bcnNhWVNp8oQlFVg8jREBERkaV2Z5Uhs7gW3goZbk3oatVzr3/3etz82c24/t3r7RTd5QV4KzClf2cAwBe7z4kSA5E7c66/WIiIXNixC1XYd64ccqkEM5sLNM6ke4gvhkQGQG8Q8O0+NuwmIiJyFt/saZplfFN8F/hauYtrn1v6YMBdA9Dnlj72CM0idzYvgfvx4AVU1jeKFgeRO2JRiYjIQRh7KU3sF4YQX5XI0bTPzKFNxbBv9uawYTcREZETqGpoxC9H8gEA04c436AWACREBqBXqC8aGg34fn+e2OEQuRUWlYiIHIBGp8f3B5qSoBlD7ZPQyaVSPDA6Bg+MjoFcap8f/1MGdIavsqlh966zpXa5BxEREdnO+oP5aGg0oHuIDwZF+NvlHvbOQSQSCe4c1jRb6av08za/PhG1jUUlIiIHsOVEESrqGhHqp7RqxxVrKORSPDO5D56Z3AcKuX1+/Hsp5LgpvgsA4Os9bNhNRETk6IwzpWcM6QqJxPoG3ZpqDTRVGmiqNW2e0xE5yNSB4VDIpDhRUI1jF6rscg8iaolFJSIiB7C2uQfRzYO6QuZEO6605vahTSOFG44UoLxWK3I0RERE1JZThdU4kFMBmVSCmwdZ16DbaEWfFXhV/SpW9Flh4+iso/bywPi+TTvnfpfB3o5EHYVFJSIikRVXa7DlZDEA4LaEcLvdx2AQkFNWh5yyOrv2O4oL90Ofzn7Q6g34+XC+3e5DREREV8fYoPva3iHo5Ku02306Kge5dXBTYeyHA3nQ6Q12uw8RXcSiEhGRyH44kAe9QUB8hD+6h/ja7T4NOj1Gvb4Fo17fggad3m73kUgkuHlQ0xI4NsskIiJyTI16A/7X/Ht65lU06I4aE4XYCbGIGhPV5jkdlYOM7tkJQd4KlNRose10sd3uQ0QXsahERCQiQRDw7d6mKdq3JbRv2rkjumlgOCQSYO+5cuSU1YkdDhEREf3FjjMlKK3VIshbgTG9OrX7Ord8cQvu2ngXbvniFhtG1z4eMimmxjfN+v5uHwe2iDoCi0pERCI6eqEKJwuroZBLceOALmKHYzNhahWGxwYBaJqJRURERI7lxwMXADTt3Oohc50/C28Z3FRUSj1eiMq6RpGjIXJ9rvPTg4jICf10qCmhG9c7BGovD5Gjsa1pzSOF/9ufB0GwX/8EIiIisk69Vo+NRwsAAFPjXWdQCwD6dfFD7zBfaHUGrD98QexwiFwei0pERCIxGASsP9jUyPqmga6V0AHApLgwKOVSZBbX4kget/YlIiJyFJtOFKJWq0fXAE8M7hYgdjg21dTbsWlgyzgbi4jsh0UlIiKR7M8pR15FPXyUcoztHSJ2ODbnq/LAdX1DAQDfcwkcERGRw/ihudgyNb4LJBLJ1V1r7g/46qav8MPcH2wRmk1MGdAZAJCeXYbCqgaRoyFybSwqERGJ5KeD+eiXXoAbj5Zj/3vpYodjF8YlcD8evAC9HbcQJiIiIstU1jVi68kiADA1tb4amamZOPXTKWSmZl71tWyla4AXBnfzhyAAvxzOFzscIpfGohIRkQh0egPWH8pHvz2FUH13EmlL0+x+T5lUgruHReLuYZGQSa9uVNJSo3t2gtrTA8XVGqRnlXXIPYmIiKhtvx7JR6NeQO8wX/QM9e2Qe4qRg9zQvAHKTwe5BI7InuRiB0BE5I52Z5WhpEaDrfMH4re/j4bCQ2b3eyrlMrw0Lc7u97mUQi7FhL6h+HZfLn45nI/k5h3hiIiISBwXl75d/SwlAHjo4EMQDAIklykWiZGDTBnQGS/9fAwZ5yuQV1GPcH/PDr0/kbvgTCUiIhEYG0eOS+wG/zBfeAV5iRyR/Uxu7mvw65ECLoEjIiISUWmNBruzSgEANzT/fr5aXkFe8O7k7XC5TKifColRgQCAnw9xthKRvbCoRETUwbQ6AzY0b+Pbkbu+CYKA0hoNSms0EISOK+6MiA2Gn0qOkhoN9mRzCRwREZFYfjtWCIMAxIX7ISKw44pAYuUgNzbnWesPsa8Skb2wqERE1MF2nS1FZX0jgn2USIwO7LD71jfqkfDv35Hw799R36jvsPsq5FJM6BcGgM0yiYiIxPTrkaZBrevjbDNLyVJi5SDXx4VBJpXgUG4lsktqO+y+RO6ERSUiog5mnKU0oV8oMn85jaPfHsWp9adEjsq+pvTnEjgiIiIxVdY1YueZEgBNxRZbObX+lMPmMkE+Sgxv7udoLKgRkW2xqERE1IH0BgG/HS0EAEzqF4b1D63H2hlrsf6h9SJHZl8jujctgSuu5hI4IiIiMaQeL4TOIKBXqC9iOvnY7LqOnstMbJ4tvfEoi0pE9sCiEhFRB8o4X46SGg38VHIMi3GfndC4BI6IiEhcG440/f6dZMNZSs5gQt9QSCTAgZwKFFQ2iB0OkcuRix0AEZE72dg89Xpcn1Ao5FKMeX4MtDVaKHwUIkdmf1P6d8bafbnYeLQAL9zYD9LLbD1MREREtlOj0WHb6ealb/1tW1Ry9FwmxE+FQRH+yDhfgdRjBbg7OUrskIhcCotKREQdRBAEUz8l41TshAcSxAypQw3vHgRvhQyFVRoczqvEwAh/sUMiIiJyC5tPFEGrMyAm2Bu9Qn1tem1nyGUm9gtDxvkKbDxayKISkY1x+RsRUQc5eqEKueX1UHlIMaZnJ7HD6XBKuQxjejW97tRjhSJHQ0RE5D5+PXxx6ZtE4n4zhY2DebvOlqKyrlHkaIhcC4tKREQdxNgg8pqeIfBUyDr8/jKpBLcO7opbB3eFTKSlZxP6NiV1vx1js0wiIqKOUK/VY+vJYgDA9XGdRYlB7BwkqnmGls4gYNMJDmwR2RKXvxERdZANzf2UxGqQqZTL8NaMgaLc22hsrxDIpBKcKqzBudJaRAZ5ixoPERGRq9t+pgT1jXqE+3siLtxPlBgcIQeZ2C8UJwursfFoAW4Z3FXUWIhcCWcqERF1gDNFNThdVAMPmQRje4eYjr8T8w7+rfw33ol5R8ToOo7aywNJ0YEAuASOiIioI2w63vT7dnyfELssfXOWXMa4C+0fp4pRr9WLHA2R62BRiYioAxgLKMmxwVB7epiO67V604e9CYKAOq0OdVodBEGw+/3aMqFvKADgt6MsKhEREdmTwSDg9+NFAIDxzb9/bc2SXMYRcpB+XfwQ7u+JhkYDtp0uFiUGIlfEohIRUQfY3Lx+/7o+IWbHQ+JCEDYoDCFxIa09zabqG/Xo+/xG9H1+I+obxRuhMya1e8+VoaxWK1ocREREru5QXiVKajTwUcqRFB1kl3tYkss4Qg4ikUhMDbuNfS6J6OqxpxIRkZ2V12qx71w5AJgtfQOAuzbcJUZIouoa4IW+nf1wLL8Km44XYvqQCLFDIiIickm/N8+UHtOzExRy+8wncKZc5rq+ofh4Rxa2niyG3iCItnEJkSvhTCUiIjv741QxDALQO8wXXQO8xA7HIUzo17wEjn2ViIiI7Ob35n5K4/rYf0a0MxgSFQBflRxltVocyKkQOxwil8CiEhGRnTGha+m65iVwf55ms0wiIiJ7yC2vw4mCakglTbuvEuAhk2JMz04AgC0nikSOhsg1sKhERGRHjXoD/jjV1Azy2t72aZDpjPp2vtgsM+1sidjhEBERuZxNzQ26h0QGIsBbIXI0juPa5lYEm1hUIrIJ9lQiIrKjvdnlqG7QIchbgfgI/xaP//bEb2gob4AqQIUJb0zo+ABFIpFIMLZ3J3y+6zy2nChmwY2IiMjGOmqmtLPlMtf0CoFEAhzPr0J+ZT06qz3FDonIqXGmEhGRHW1qTuiu6RXSajPII18dwf6P9uPIV0c6OjTRGafibz5RJNr2wkRERK6ouqERu86WAri466q9OFsuE+itwKDmgb7NnK1EdNVYVCIisiNjsuII/ZSkEgkm9w/D5P5hkErE3+0kOTYICrkUeRX1OFNUI3Y4RERELuPP0yVo1AuIDvZGbCcfscNxuBxkXJ+mQtvm4ywqEV0tLn8jIrKTs8U1OFtSCw+ZBKN6BLd6zuxNs2HQGSC10za/l1J5yPCfOxPsfh9LeSnkSI4Jwh+nirHlZBF6hPqKHRIREZFLMA1q9bb/oJYluYyj5SDX9g7BGxtPYkdmCRoa9VB5yMQOichpcaYSEZGdGBO6pOgg+Ko8Wj0nuFcwQvqFILhX60UnVze2V9MOLJx+TkREZBuCIJg2CbmmA3Z9c8ZcpneYLzqrVU0bhmSWih0OkVNjUYmIyE6MhZJrO2CU0FmNbf7a7M0uR1VDo8jREBEROb9j+VUortbA00OGodEBYofjkCQSiSk/48AW0dVhUYmIyA5qNTrsyS4DcLFwIrY6rQ5RT/2MqKd+Rp1WJ3Y4AIDIIG/EdPKGziBgx+kSscMhIiJyesZZSsNjg6CUO8ayLkfMQS4tKnHDEKL2Y1GJiMgO0jJL0agX0C3QC1FBXm2el5OWg+yt2chJy+nA6ByLcRe4LSc5UkhERHS1tp40Ln3r1CH3c9ZcZnhsMJTNG4ac5oYhRO3mEEWlFStWICoqCiqVCklJSUhPT7/s+d9++y169+4NlUqF/v3745dffjF7/IUXXkDv3r3h7e2NgIAAjB8/Hrt37zY7p6ysDHfeeSf8/Pzg7++P++67DzU1/GFCRLax7XRTQjemZydILrPLybfTv8Xqsavx7fRvOyo0h3OxqFQMg4EjhUSWYO5ERK2pamhExrlyAMCYnh0zU9pZcxlPhQyJ0YEAgG3Ns7uIyHqiF5XWrFmDlJQULFq0CBkZGRg4cCAmTpyIoqLWR6x37tyJWbNm4b777sP+/fsxbdo0TJs2DUeOHDGd07NnTyxfvhyHDx/G9u3bERUVhQkTJqC4+OIPizvvvBNHjx5Famoq1q9fj23btuGBBx6w++slIvdgnHo+umfHjBI6s6HRAfBWyFBcrcGx/CqxwyFyeMydiKgtO8+UQmcQEBPsjW6XmSlNTcY052l/sKhE1G4SQeQFpElJSRg6dCiWL18OADAYDIiIiMAjjzyCp556qsX5M2fORG1tLdavX286NmzYMMTHx2PVqlWt3qOqqgpqtRq///47xo0bh+PHj6Nv377Ys2cPhgwZAgDYsGEDJk+ejNzcXHTp0uWKcRuvWVlZCT8/v/a8dCJyUdkltbjmza3wkEmw//kJ8FHK2zz3zyV/QlOlgdJPiVFPj7JrXHVaHfo+vxEAcOzFifBStB1XR3vg07347VghHr+uJx4Z10PscMjFuNrvbGfNnS69rqt8L4gczdPrDuGr9BzcMzwKL9zUr0PuaUku46g5yOnCalz39jYo5VIcXDQBKg/H6EFF5Ags/Z0t6kwlrVaLffv2Yfz48aZjUqkU48ePR1paWqvPSUtLMzsfACZOnNjm+VqtFh988AHUajUGDhxouoa/v78pKQKA8ePHQyqVtpjqbaTRaFBVVWX2QUTUGuNo15DIwMsWlABg1NOjMH7JeLsXlBydccvjP9msm+iynCl3Apg/EXUkQRDwRwf3UwKcO5fpHuKDzmoVNDoDdp0tFTscIqckalGppKQEer0eoaGhZsdDQ0NRUFDQ6nMKCgosOn/9+vXw8fGBSqXC22+/jdTUVAQHB5uuERJivsZYLpcjMDCwzfsuWbIEarXa9BEREWHVayUi97GNS9+sNqpH08/njPPlqG5oFDkaIsflTLkTwPyJqCOdLqrBhcoGKOVSDIsJEjscpyCRSDC6R1O+tu0UB7aI2kP0nkr2MnbsWBw4cAA7d+7EpEmTMGPGjDZ7DVji6aefRmVlpekjJ8e5djcgoo6h0emxM7NppGuMgxWVpBIJxvbqhLG9OkF6mebhYogI9EJ0sDd0BgFpmRwpJBKDrXMngPkTUUcyzlIaFhPkcMu4HDkHMQ4CGjdZISLriLqYNTg4GDKZDIWFhWbHCwsLERYW1upzwsLCLDrf29sb3bt3R/fu3TFs2DD06NEDH330EZ5++mmEhYW1SJJ0Oh3KysravK9SqYRSqbT2JRKRm9mbXY76Rj06+SrRp7Ov2OGYUXnI8MncRLHDaNOoHsHIKqnFn6dLMKFf6z+LidydM+VOAPMnoo609VTTv1FHG9QCHDsHGdk9GFIJcKaoBhcq6tHF31PskIiciqgzlRQKBRISErBp0ybTMYPBgE2bNiE5ObnV5yQnJ5udDwCpqaltnn/pdTUajekaFRUV2Ldvn+nxzZs3w2AwICkpqb0vh4jo4tK3Hp0gsWAk7oMhH2Bp16X4YMgH9g7N4Y1qnn7+J0cKidrE3ImIWlOr0WFPVjmAju2nBDh/LqP28kB8hD+Ai3kcEVlO9OVvKSkp+PDDD7F69WocP34cDz/8MGprazF37lwAwOzZs/H000+bzl+4cCE2bNiAt956CydOnMALL7yAvXv3YsGCBQCA2tpaPPPMM9i1axfOnTuHffv24d5770VeXh6mT58OAOjTpw8mTZqEefPmIT09HTt27MCCBQtw++23W7x7CRFRa4xNusdYmNDVFNSgOq8aNQU19gzLKQyLCYRcKkF2aR3Ol9aJHQ6Rw2LuRER/tetsKbR6AyICPREd7N2h93aFXMa4BO4PFpWIrCb6Xo4zZ85EcXExnn/+eRQUFCA+Ph4bNmwwNZQ8f/48pNKLta/hw4fjyy+/xHPPPYdnnnkGPXr0wPfff4+4uDgAgEwmw4kTJ7B69WqUlJQgKCgIQ4cOxZ9//ol+/S5uq/nFF19gwYIFGDduHKRSKW699Va8++67HfviicilFFQ24ERBNSQSYFT3YIue4xPmY/Zfe6rT6pDw0u8AgH3/Gu8w2/ka+ao8MLhbANKzy/DnmWLcGRQpdkhEDom5ExH9lXH3VEtnStuSJbmMo+cgo3t2wrLfT2P7mRLo9AbIZaLPvSByGhJBEASxg3BGVVVVUKvVqKyshJ+fn9jhEJED+GZPDp787hAGRvjjh/kjxA6nhTqtDn2f3wgAOPbiRIdL6ABg+ebTePO3U5jULwyr7k4QOxxyEfyd7Tj4vSCyj/FL/8CZohqsuisBk+Icry+ho+cgeoOAwS+lorK+Ed89nIyEyECxQyISnaW/s1mCJSKykT+aewGN6WHZLCVqydhXaUdm00ghERERXV5+ZT3OFNVAKgGSY4LEDscpyaQSjGzO3/44VSJyNETOhUUlIiIbMBgE7DzTPPXcAXddcRZx4Wr4e3mgukGHg7kVYodDRETk8HacKQUA9O/qD7WXh8jROK8xzQNbbNZNZB0WlYiIbOBYfhXK6xrhrZBhYPMOImQ9mVSCEc39qLZxpJCIiOiKdjQPao3szllKV8M4KHgwtwIVdVqRoyFyHiwqERHZwM7MpoQuKSYIHlY0d/xzyZ/4/enf8eeSP+0VmtMZ3Tz9/M/THCkkIiK6HEEQsN1UVBJnprSr5DJhahViO3lDEJp20yMiy7CoRERkA9ubp56PsHDXN6M9K/Zgx6s7sGfFHnuE5ZRGNk8/P5BTgcr6RpGjISIiclynCmtQXK2BykOKwZH+osTgSrnMyOY8zrikkIiujEUlIqKrpNHpkZ7VlHyMtLKo1JGkEgmSogORFB0IaQdvN2yNcH9PxHbyhkGAqU8VERERtWScpZQYHQSlXCZyNG1zlhxkuLGolMn8g8hSjrWXIxGRE8o4V4GGRgOCfZToGepj1XOnfzsdeo0eMqX9E0GVhwxrHky2+31sYVSPTsgsrsWOzBJc37+z2OEQERE5pO3NS8VHiTioZUku4yw5yLCYIEglwNniWuRX1qOz2lPskIgcHotKRERXydhPaUT3IEisHH2LSI6wR0hOb3hsEP67Mxs7Of2ciIioVVqdAbuzygBYv/zellwpl1F7eqB/V38czKnAjjOluC2hq9ghETk8Ln8jIrpKxqnnYiZ0ribJOFJY0jRSSEREROYO5FSgTqtHkLcCvcN8xQ7HZYyIbdpFbweX4BNZhEUlIqKrUNXQiIM5FQAcv6hUp9Vh8EupGPxSKuq0OrHDuSzjSCEAzlYiIiJqhXHp24juwZBKHbdPEeBcOcjFZt0lEARB5GiIHB+LSkREV2H32TIYBCAm2Bvh/tavuy85WYKio0UoOdkxo2FltVqU1Wo75F5XyzRSyGaZRERELRhnSou9SYiluYyz5CCDIwOglEtRVK1BZnGN2OEQOTwWlYiIroJxavTw7kHtev6n4z7FyriV+HTcp7YMyyUMj21KkneeKeVIIRER0SWqGhpxMLcSADCih7hFJVfLZVQeMgyJCgAAbD/NgS2iK2FRiYjoKjjKKKErGhIVAIVcioKqBmSV1IodDhERkcPYfbYMeoOA6HbOlKbLM7Y02JHJJfhEV8Ld34iI2qmgsgFnimogkQDJMe0rKsXNikNDeQNUASobR+f8VB4yJHQLQNrZUuzILEVMJx+xQyIiInIIxn5KjjCo5Yq5zIjYYAAnsSuzFDq9AXIZ52IQtYVFJSKidtrZ3OtnQLgaai+Pdl1jwhsTbBmSyxkeG4S0s6XYeaYEdw+LFDscIiIih+BIO8+6Yi4TF66Gn0qOqgYdDudVYlC3ALFDInJYLLkSEbXTdlM/JfETOldl/NqmnS2FwcC+SkRERIVVDcgsrm2eKd2+no50eTKpBMnNG4bs5BI4ostiUYmIqB0EQTA16XaEqeeWkEokGNBVjQFd1ZBKHHvrYaOBXdXwUcpRUdeIY/lVYodDREQkul1nm4oc/br4tXumdEdzxhzEOAuMzbqJLo/L34iI2iGzuBaFVRoo5FIkRDrHlGiVhww/LhgpdhhWkcukSIwOxOYTRdiZWYK4cLXYIREREYkqrXnmjDPNUnLGHMRYVNp3vhwNjXqoPGQiR0TkmDhTiYioHdKaRwmHRAZcVZLx+aTP8f7g9/H5pM9tFZrLGc7p50RERCbGHMS4PEtsrprLxAR7I8xPBa3OgL3Z5WKHQ+SwWFQiImqHXc0FjmFXOUpYdKQIBfsLUHSkyBZhuSTjSGF6Vhm0OoPI0RAREYnnQkU9zpXWQSaVYGhUoNjhAHDdXEYikWB496Y8b0cml8ARtYVFJSIiKwmCYOpncLWjhDKFzPRhb/VaPUa8uhkjXt2Meq3e7vezlV6hvgjyVqBOq8fB3AqxwyEiIhKNcelbXLgavirH6KdkSS7jrDnI8NimgS1j3kdELbGnEhGRlU4X1aC0VguVhxQDul5dj5+FZxfaKKorEyAgr6Le9LmzkEolGBYbhJ8P5WPnmVKHGZklIiLqaKalbw7UT8mSXMZZc5Ck6Kac41BuJWo0Ovgo+ecz0V9xphIRkZV2mfopBUIpZ9PGjjCieaSQ08+JiMhdCYJwsUm3g/RTcnURgV7oGuAJvUHA3uwyscMhckgsKhERWclYVBoWwxkzHWVEc0+D/efLnWraPBERka3klNUjr6IecqkEQ5xk51lXYJwVlsYlcEStYlGJiMgKBoOAXWebRqo4SthxugV6obNahUa9gP3nuQMLERG5n7SzTbN1B0b4w5vLsDqMcVMWY/5HROb404iIyAqni2pQVquFp4cM/cP9r/p6+z7YB22NFgofBRIeSLj6AF2URCLBsJgg/G9/HnadLcXw5h3hiIiI3IVp6ZsD9VMCXD+XGdY8iHgkrxLVDY0O0yCdyFGwqEREZIW05p4+Q6ICoJBf/WTPP178A9V51fAN93XJRMyWkqIDm4tKHCkkIiL3IgjCxSbdDjZT2tVzmXB/T3QL9ML5sjrszS7H2N4hYodE5FC4/I2IyArGgsYwBxsltIQEEvQI8UGPEB9IIBE7HKsZv+YHcirQ0Mi+SkRE5D6ySmpRWKWBQiZFghP2U3L+HKSpj+Yu9lUiaoEzlYiILGQwCNiVZWzSbZui0g2rbkBjfSM8PO0/ldpTIUNqyhi738deIoO8EOanQkFVAzLOl2N4LJfAERGRezDOUorv5g+Vh2PtPGtJLuPsOUhybBC+2ZvLohJRK1hUIiKy0MnCalTUNcJLIcOArmqbXLPnDT1tch130NRXKRDfH7iAXWfLWFQiIiK34aj9lAD3yGWSopu+7ofzKlHV0Ag/9lUiMuHyNyIiCxkTuiFRgfCQ8cenGC7uwMKRQiIicg+CwJ1nxdbF3xORQV4wCMDebPZ2JLoU/yoiIrKQsZDhiKOElqjX6nHd0j9w3dI/UK91zp5ESca+SufZV4mIiNzDmaIalNRooJRLMaibv9jhtIsr5CDG/M84yEhETVhUIiKygMEgYHeWsUl3oM2uW1dah9riWtSV1tnsmm0RIOB0UQ1OF9VAgGD3+9lDVJAXQv2U0OoNyDhfLnY4REREdmfsp5QQGQCl3LH6KQGW5TKukINcnC3NmUpEl2JRiYjIAscLqlBZ3whvhQz9w23TTwkAVg1chTdD3sSqgatsdk1X1tRXqSmp282kjoiI3IAj91MC3CeXMeYfRy9UorK+UeRoiBwHi0pERBYwJnRDowMhZz8lUbGvEhERuQuDQbi4/J79lEQVplYhOtgbBgHYk8WBLSIj7v5GRGQBU4NMG48Sxl4Xi7rSOngFedn0uq4sKbpp+eH+nKa+So62tTIREZGtnCmuQXldI1QeUgzo6i92OK1yp1xmWEwgskpqsetsKcb3DRU7HCKHwKISEdEV6A0Cdmc1jRIOs3FRaeonU216PXcQHeyNEF8liqo12H++giO3RETksnZf0k9JIXfMmdLulMsMiwnCV+k52JXF2dJERo75k4mIyIEcz69CdYMOvko5+nXxEzsct3dpXyUugSMiIldm3CQkMYoDKI4g2dRXqQqVdeyrRASwqEREdEWu0k9JAgnC/T0R7u8JCSRih3NVTM26OVJIREQuShAu7jybZMOdZ8XgKjlIiJ8KMZ28IQhAejb7KhEBXP5GRHRFpgaZDrrriqU8FTLseOpascOwiWHNyXXGefZVIiIi15RdWofiag0UMiniI/zFDuequFYOEoSzxbVIyyzFdeyrRMSiEhHR5egNgmkkyh6jhOvuXIe6kjp4BXvhli9usfn1XVV0sDc6+SpRXK3BgZwKm/e6IiIiElt682zc+Ah/hx48cbdcJik6EF/uPo89nKlEBIBFJSKiyzpR0NRPyUcpR9/Otu+nlP1HNqrzquEb7mvza7syY1+lnw5ewK6zpSwqERGRy9ndvPNsYrRjL31zt1zG+P04eqESVQ2N8FN5iBwRkbictzkIEVEHSG/uZZAQGeDU/ZQAoKFRj5uWb8dNy7ejoVEvdjhXzbgEjs26iYjIFZmadDt4UckSrpSDdFZ7olugFwwCsO9cudjhEImOM5WIiC4j3c4J3fzj8wEB6IielQZBwKHcStPnzs44O2k/+yoREZGLyS2vQ15FPWRSCRIiA8QO57IsyWVcLQdJig7E+bI6pGeVYWyvELHDIRKVcw+7ExHZkSAIpqJSkp2KSkpfJZR+Sih9lXa5viuLCfZGsI8SGp0BB3MqxA6HiIjIZoz5R1y4Gt5Kx54H4I65jHGw0fh9InJnLCoREbUhs7gWpbVaKOVS9O+qFjsc+oumvkpNSV0al8AREZELMRYrhrnA0jdXlBTdNFv6UG4F6rXOvZyP6Go5RFFpxYoViIqKgkqlQlJSEtLT0y97/rfffovevXtDpVKhf//++OWXX0yPNTY24p///Cf69+8Pb29vdOnSBbNnz8aFCxfMrhEVFQWJRGL28eqrr9rl9RGRczImdIO6+UMp59IqR5TUvASOO7CQu2HuROTaXKmfkiuKCPREmJ8KjXoB+8+zrxK5N9GLSmvWrEFKSgoWLVqEjIwMDBw4EBMnTkRRUVGr5+/cuROzZs3Cfffdh/3792PatGmYNm0ajhw5AgCoq6tDRkYG/vWvfyEjIwPr1q3DyZMncdNNN7W41osvvoj8/HzTxyOPPGLX10pEzsVYqEiMtt/OYsfXHcehzw/h+LrjdruHKzMuS9x3rhxanUHkaIg6BnMnItdWVNWArJJaSCTAkCjHLyq5Yy4jkUiQ1DxbejeXwJGbE32B7tKlSzFv3jzMnTsXALBq1Sr8/PPP+Pjjj/HUU0+1OP+dd97BpEmT8MQTTwAAXnrpJaSmpmL58uVYtWoV1Go1UlNTzZ6zfPlyJCYm4vz58+jWrZvpuK+vL8LCwuz46ojImdm7nxIA/Pror6ZtePvc0sdu93FV3Tv5IMDLA+V1jThyoRKDuzl2M1MiW2DuROTa0psHtfqE+UHt6fjb1btrLpMYHYgfDlxgXyVye6LOVNJqtdi3bx/Gjx9vOiaVSjF+/HikpaW1+py0tDSz8wFg4sSJbZ4PAJWVlZBIJPD39zc7/uqrryIoKAiDBg3CG2+8AZ1O1+Y1NBoNqqqqzD6IyHUZd12RSyUY1M1f7HBsJtBbgUBvhdhh2IxUKsHQKDbLJPfhTLkTwPyJqD12n3XNpW+uloMYBx0zznO2NLk3UWcqlZSUQK/XIzQ01Ox4aGgoTpw40epzCgoKWj2/oKCg1fMbGhrwz3/+E7NmzYKfn5/p+KOPPorBgwcjMDAQO3fuxNNPP438/HwsXbq01essWbIEixcvtublEZETMxYo+ndVw0thvx+V1/77WmhrtVB0QJLlpZAj41/X2f0+HS0xOhC/HSvEnqwyPDQmVuxwiOzKmXIngPkTUXuYmnTHOEdRyZJcxhVzkNhOPgjyVqC0VovDeRVIiHSO7xeRrYm+/M2eGhsbMWPGDAiCgJUrV5o9lpKSYvp8wIABUCgUePDBB7FkyRIolS23w3z66afNnlNVVYWIiAj7BU9EokrvoAaZ8ffE2/X67sC0rW92GfQGATKpROSIiJyXLXMngPkTkbXKarU4WVgNAKaZuI7OXXMZiUSCxOhA/HqkALvOlrGoRG5L1OVvwcHBkMlkKCwsNDteWFjY5nr9sLAwi843JkXnzp1Damqq2Uhba5KSkqDT6ZCdnd3q40qlEn5+fmYfROS6TEUlJ0no3Fnfzn7wVshQ3aDDyYJqscMhsitnyp0A5k9E1jJuEtIjxAdBPq0Xa8lxmAa2uASf3JioRSWFQoGEhARs2rTJdMxgMGDTpk1ITk5u9TnJyclm5wNAamqq2fnGpOj06dP4/fffERR05Z2bDhw4AKlUipCQkHa+GiJyFUXVDThr3HXFhUadGhr1mPl+Gma+n4aGRr3Y4diMXCZFgqmvUqnI0RDZF3MnItfWUTOlO5qr5iCJl+xCq9OzrxK5J9GXv6WkpGDOnDkYMmQIEhMTsWzZMtTW1pp2NJk9ezbCw8OxZMkSAMDChQsxZswYvPXWW5gyZQq+/vpr7N27Fx988AGApqTotttuQ0ZGBtavXw+9Xm/qGRAYGAiFQoG0tDTs3r0bY8eOha+vL9LS0vDYY4/hrrvuQkAAdw4icnd7ssoBAL3D/KD2cvxdVyxlEATTtrcGQRA5GttKig7EtlPFSM8uwz0josUOh8iumDsRua7dzYMjrlZUctUcpHeYH3xVclQ36HA8vxr9u6rFDomow4leVJo5cyaKi4vx/PPPo6CgAPHx8diwYYOpoeT58+chlV6cUDV8+HB8+eWXeO655/DMM8+gR48e+P777xEXFwcAyMvLw48//ggAiI+PN7vXli1bcM0110CpVOLrr7/GCy+8AI1Gg+joaDz22GNma/6JyH0ZZ7skdUBCt7TrUtM2vCm5/BnUXpdOPxcEARIJ+yqR62LuROSaqhoacexC0w6JSdFXni3oKNw5l5E170K7+UQRdmeVsqhEbkn0ohIALFiwAAsWLGj1sa1bt7Y4Nn36dEyfPr3V86OioiBcofo9ePBg7Nq1y+o4icg97HbRqeeubEBXNRRyKUpqtMgqqUVMJx+xQyKyK+ZORK5n37lyGAQgMsgLYWqV2OGQhZKijUWlMtw/KkbscIg6nEMUlYiIHEVFXcfuutJ5cGeoI9Tw6uRl93u5MqVchvgIf6RnlSE9q4xFJSIicjq7zzYNanXETGlbcvdcxjgIuSe7DAaDACl3oSU3w6ISEdEl9maXQxCAmE7e6ORr/11XZv04y+73cBdJ0YGmotLtid3EDoeIiMgq6aZ+Ss6z9A1gLhMXroanhwwVdY04XVSDXmG+YodE1KFE3f2NiMjRpGc75yghXRwp3M1tfYmIyMnUaXU4lFsJgDmIs/GQSZEQ2bRhAXehJXfEohIR0SVcvZ+Sp4cMnh4yscOwi8HdAiCTSpBXUY/c8jqxwyEiIrLY/vMV0BkEdFGr0DXAU+xw7MKVcxBjIXAXB7bIDXH5GxFRs1qNDkfymkYJnW3quSW8FHIcf2mS2GHYjbdSjrhwNQ7mVGBPdhm6BrhnbwciInI+lw5queIOpq6eg3AXWnJnLCoRETXLOF8OvUFAuL8nwv07ZpTwl0d+QUN5A1QBKkx+b3KH3NOVJUUH4mBOBdKzynHzoK5ih0NERGSR3Weblk0lxTjfoBZzGWBghD8UMimKqzXILq1DdLC32CERdRgufyMiapae1fH9lE787wQOf3EYJ/53osPu6cqMO/axpwERETkLjU6P/TkVAJxz+T1zGUDl0bQLLcAchNyP1UWlRYsW4dy5c/aIhYhIVK7eT6mhUY+5n6Rj7ifpaGjUix2OXQyNamqUmVlci5IajcjREF3E/ImI2nIotxJanQHBPkrEuOgMF3fIQZJimjcMOcu+SuRerC4q/fDDD4iNjcW4cePw5ZdfQqNh0k5Ezq+hUY8DIowSzv1zLh45/Qjm/jnX7vcyCAK2nCzGlpPFMAiC3e8nBn8vBXo3b+W7h80yyYEwfyKitpiWvjlpPyVLchl3yEG4Cy25K6uLSgcOHMCePXvQr18/LFy4EGFhYXj44YexZ88ee8RHRNQhLh0l7Mh18AHRAQjsHoiA6IAOu6erY1JHjoj5ExG1xdlnSjOXacJdaMldtaun0qBBg/Duu+/iwoUL+Oijj5Cbm4sRI0ZgwIABeOedd1BZWWnrOImI7Mq4/t1ZRwnpImNSviebRSVyLMyfiOivGvUG7DtXDuDi8ilyTsZdaAHmIORerqpRtyAIaGxshFarhSAICAgIwPLlyxEREYE1a9bYKkYiIrtz9lFCuiixuVn3sfwqVDU0ihwNUUvMn4jI6OiFKtRp9VB7eqBniK/Y4dBVGhZt3DCERSVyH+0qKu3btw8LFixA586d8dhjj2HQoEE4fvw4/vjjD5w+fRovv/wyHn30UVvHSkRkF7pLRgk7uqiUvTUbZzaeQfbW7A69rysL8VMhKsgLggDsyy4XOxwiE+ZPRPRXxpnSQ6MCIZU650xp5jIXmZbgs1k3uRG5tU/o378/Tpw4gQkTJuCjjz7CjTfeCJlMZnbOrFmzsHDhQpsFSURkT8ZRQj+VHL1CO3aUcN1d61CdVw3fcF+k5KZ06L1dWWJ0ILJL67A7qwxje4eIHQ4R8yciapVxRkuSE8+UZi5z0ZDIQEgkwNmSWhRXa9DJVyl2SER2Z/VMpRkzZiA7Oxs///wzpk2b1iIhAoDg4GAYDAabBEhEZG/plyx9c9ZRQjKXGB0E4OIIMJHYmD8R0V8ZDAL2ZIszU5rsQ+3lgd5hfgDYV4nch9UzlYxr//+qvr4eb7zxBp5//nmbBEZE1FHE7KeUnJIMTZUGSj/7j2R5KeTIfnWK3e/jCIwjvodyK1Gv1cNT0fIPeKKOxPyJiP7qVFE1Kusb4aWQoV8XP7HDaTdLchl3y0GO51chPasMk/t3FjscIruzeqbS4sWLUVNT0+J4XV0dFi9ebJOgiIg6StMoobGoFNTh909OScY1L1yD5JTkDr+3K+sa4InOahV0BgH7c9hXicTH/ImI/so4UzohMgBy2VXtnyQq5jLmTH2V2Kyb3ITVP70EQWh1u+2DBw8iMJDTNonIubjKKCGZk0gkpqSOO7CQI2D+RER/ZVp+H8WfAa5kaPP380RBFSrruAstuT6Ll78FBARAIpFAIpGgZ8+eZomRXq9HTU0NHnroIbsESURkL5eOEno48SihJRoa9Uj55gAAYOmMeKg8XHtJ2NCoQPxw4AKLSiQq5k9E1BpBEEy/n4a6QT8ld8pBOvkqEdPJG2eLa7H3XBnG9QkVOyQiu7K4qLRs2TIIgoB7770XixcvhlqtNj2mUCgQFRWF5GROeSQi57LbjUYJDYKAXw4XAADenC6IHI39GfsqZZwvh1ZngELu2kVDckzMn4ioNefL6lBUrYFCJkV8hL/Y4didO+YgZ4trkZ7FohK5PouLSnPmzAEAREdHY/jw4fDw8LBbUEREHeHSUUKxdl1ZOWAlavJr4NPZBw8feliUGFxV9xAfBHorUFarxeG8SiREtmySTGRvzJ+IqDXGQa0BXdVOP2uHuUxLidGB+Co9h32VyC1YVFSqqqqCn19Tr5FBgwahvr4e9fX1rZ5rPI+IyNFll9ahuHmUcKBIo4T1ZfWoK6mDTOncCaUjkkgkGBoVgI1HC5GeVcaiEnU45k9E1BaxB7VsiblMS8a+SkfyKlGr0cFbafWm60ROw6J3d0BAAPLz8xESEgJ/f/9WG00aG1Dq9XqbB0lEZA/pWaUAgPgIf9FGCf2j/CFXyeET5iPK/V1dYnQQNh4txJ7sMjyMWLHDITfD/ImI2nJx51nnLyoxl2mpa4AXwv09kVdRj/3nKzCyR7DYIRHZjUVFpc2bN5t2JtmyZYtdAyIi6ii7HWCU8N7t94p2b3dg7Ku0J7sMeoMAmbTlH/VE9sL8iYhaU1jVgHOldZBK4BKzaJnLtC4xOhD/25+H9KxSFpXIpVlUVBozZkyrnxMROTN32nXFXfXp7AcfpRzVDTqcKKhCvy7qKz+JyEaYPxFRa4z5R98ufvBVsc+aqzIWldhXiVyd1VvhbNiwAdu3bzf9/4oVKxAfH4877rgD5eXlNg2OiMheLlTUI7e8HjKpxCVGCal1MqkEQ6Kavr/pTOpIRMyfiMjINKjlBjvPujPjTPj9ORXQ6LjEmVyX1UWlJ554AlVVVQCAw4cPIyUlBZMnT0ZWVhZSUlJsHiARkT0YexnEdWmayeIOPD1kOPbiRBx7cSI8nXynGWsYkzoWlUhMzJ+IyMj4+yjJjWZKu2MOEhPsjWAfBbQ6Aw7lVoodDpHdWP2XVFZWFvr27QsA+O6773DjjTfilVdeQUZGBiZPnmzzAImI7GG3g4wSbl28FZpKDZRqJa5ZdI1d7yWRSOClcI8C2qWSLikqGZsiE3U05k9EBAAVdVqcLKwGIH4OYiuW5DLumINIJBIkRgfil8MFSM8qc5nvN9FfWT1TSaFQoK6uDgDw+++/Y8KECQCAwMBA0wgcEZGjc5StfDM+zMCut3ch48MMUeNwZf3D/aGUS1Faq0Vmca3Y4ZCbYv5ERACwJ7tpuWtsJ28E+ShFjsY2mMu0LbG5kMS+SuTKrC4Xjxw5EikpKRgxYgTS09OxZs0aAMCpU6fQtWtXmwdIRGRrpTUanCmqAeA6o4SW0Oj0eGbdEQDAK7fEQSl3j+nnCrkUg7sFIO1sKdKzytA9hFseU8dj/kREwMXl94nRQSJH0rHcNQcxfp/3ZZdBpzdALrN6TgeRw7P6Xb18+XLI5XKsXbsWK1euRHh4OADg119/xaRJk2weIBGRrRlHCXuF+iLAWyFqLLf/cDvu3Xkvbv/hdrvfS28Q8F1GLr7LyIXeINj9fo5kqGkJXKnIkZC7Yv5ERMDFGSuJ0a6zSYgluYy75iC9wnzhp5KjVqvHsXzOSiXXZPVMpW7dumH9+vUtjr/99ts2CYiIyN4cZekbAHRJ6CJ2CG7B2FdpN/sqkUiYPxFRrUaHI3lNDZtdaaYSc5m2yaQSDI0KxKYTRUjPKsOArv5ih0Rkc+3qlmYwGHDmzBkUFRXBYDCYPTZ69GibBEZEZC/p2U2zVYY6QFGJOsagbv6QSyXIr2xAbnk9IgK9xA6J3BDzJyL3tv98BfQGAeH+ngj39xQ7HOogidFNRaXdWWW4f1SM2OEQ2ZzVRaVdu3bhjjvuwLlz5yAI5lMXJRIJ9Hq9zYIjIrK1qoZGHLvQNP040Y36Kbk7L4Uc/buqsf98BdKzylhUog7H/ImIjEuwHWGmNHUc4/d7T3YZDAYBUilnS5Nrsbqo9NBDD2HIkCH4+eef0blzZy4hICKnsu9cOQwCEBnkhTC1SuxwUHi4EIZGA6QeUoT2DxU7HJeWGB1oKirdmsDGyNSxmD8RUXq24yy/tyXmMpcXF66Gp4cMFXWNOF1Ug15hvmKHRGRTVheVTp8+jbVr16J79+72iIeIyK72GPspOcgspS+u/wLVedXwDfdFSm6K2OG4tKToQLz/x1lTUk/UkZg/Ebk3jU6P/ecrALjezrPMZS7PQyZFQmQAtp8pQXp2GYtK5HKs3v0tKSkJZ86csUcsRER2Z2zSzX5K7ichMhASCZBVUouiqgaxwyE3w/yJyL0dzq2ERmdAkLcCsZ28xQ6HOliiaRdaDmyR67F6ptIjjzyCxx9/HAUFBejfvz88PDzMHh8wYIDNgiMisqWGRj0O5lYAuLgbmNgGzhmIhooGqPztvxTP00OGfc+NN33ubtSeHugT5odj+VVIzy7DDQO4Ww11HOZPRO7t0qVvrrb81ZJcxt1zkItFpVLuQksux+qi0q233goAuPfee03HJBKJ6R8HG00SkaPaf74CjXoBoX5KdHOQRs3jXh7XYfeSSCQI8lF22P0cUWJ0YFNRKYtFJepYzJ+I3JtpprSLLX0DLMtl3D0HiY/wh0ImRWGVBufL6hAZxNlq5DqsLiplZWXZIw4iIrvbYxolDOIIkZtKig7Ef3dmc/o5dTjmT0TuS28QsC+7HIDrNekmy6g8ZBgYocae7HLszipjUYlcitVFpcjISHvEQURkd+mmJt0BIkciDo1Oj3+vPw4AeO6GPlDK3W/6ubGX1omCalTUaeHvpRA5InIXzJ+I3Nfx/CpUa3TwVcrRp7Of2OGIgjlIU0FxT3Y50rPKMGNIhNjhENmM1Y26AeCzzz7DiBEj0KVLF5w7dw4AsGzZMvzwww82DY6IyFYa9QbsO2ccJQwSORpx6A0CPtt1Dp/tOge9QRA7HFEE+yhNDVL3NI8aE3UU5k9E7sk4qJUQFQCZ1D1nSjMHubj0kbOlydVYXVRauXIlUlJSMHnyZFRUVJh6APj7+2PZsmW2jo+IyCaO5FWivlEPfy8P9AjxETsck9XXrsZ/+v0Hq69dLXYobsNYVEzPKhU5EnInzJ+I3Jdx+b0r9lMCmMtYKiEyAFIJcL6sDvmV9WKHQ2QzVheV3nvvPXz44Yd49tlnIZNdnLY4ZMgQHD582KbBERHZyqUNMqUONEpYeqoUxceKUXqKBY6OksRtfUkEzJ+I3JMgCKbfN46y86ytMZexjK/KA/26qAEwByHXYnVRKSsrC4MGDWpxXKlUora21iZBERHZmnGU0NESOoWPAgpfBRQ+7O3TUYxNUo9cqEKNRidyNOQumD8RuafM4lqU1mqhlEvRv6ta7HDsgrmM5RI5sEUuyOpG3dHR0Thw4ECLhpMbNmxAnz59bBYYEZGtGAyCw27lu+DEArFDcDtd/D3RNcATueX1yDhXjtE9O4kdErkB5k9E7sk4qBUf4e+yzamZy1guMToQH23PYlGJXIrVRaWUlBTMnz8fDQ0NTdM509Px1VdfYcmSJfi///s/e8RIRHRVThZWo6pBBy+FDP26uOeuK2QuMToQueV5SM8qY1GJOgTzJyL35OpL38g6xsHN00U1KK3RIMhHKXJERFfP6uVv999/P1577TU899xzqKurwx133IGVK1finXfewe23396uIFasWIGoqCioVCokJSUhPT39sud/++236N27N1QqFfr3749ffvnF9FhjYyP++c9/on///vD29kaXLl0we/ZsXLhwwewaZWVluPPOO+Hn5wd/f3/cd999qKmpaVf8ROTYTLuuRAZALmvXppfkYthXiTqarfMn5k5EzsE0U5pFJQIQ6K1Az9CmDWO4Cy25inb9dXXnnXfi9OnTqKmpQUFBAXJzc3Hfffe1K4A1a9YgJSUFixYtQkZGBgYOHIiJEyeiqKio1fN37tyJWbNm4b777sP+/fsxbdo0TJs2DUeOHAEA1NXVISMjA//617+QkZGBdevW4eTJk7jppptavIajR48iNTUV69evx7Zt2/DAAw+06zUQkWNLd9B+Sh1NJZfhzyfH4s8nx0LlolPwLWXcAe5ATgUaGvUiR0Puwlb5E3MnIueQW16HvIp6yKQSDO4WIHY4omIOchH7KpGrkQiCIIgZQFJSEoYOHYrly5cDAAwGAyIiIvDII4/gqaeeanH+zJkzUVtbi/Xr15uODRs2DPHx8Vi1alWr99izZw8SExNx7tw5dOvWDcePH0ffvn2xZ88eDBkyBEBTT4PJkycjNzcXXbp0uWLcVVVVUKvVqKyshJ8fl9MQOSpBEJD4yiYUV2uw5oFhSIoJEjskM+nL06Gp1kDpq0TigkSxw3Ebjv6+INtytd/Zzpo7Aa73vSC6nP/tz8Vjaw5iYIQ/fpg/Quxw7Ia5jHV+PHgBj361H3Hhflj/yCixwyFqk6W/sy3qqTRo0CBIJJZtwZ2RkWFZhAC0Wi327duHp59+2nRMKpVi/PjxSEtLa/U5aWlpSElJMTs2ceJEfP/9923ep7KyEhKJBP7+/qZr+Pv7m5IiABg/fjykUil2796Nm2++ucU1NBoNNBqN6f+rqqoseYlEJLLs0joUV2ugkEkxMMJf7HBa2P7qdlTnVcM33JeJWAeSSCRIjA7Ez4fykZ5VxqIS2YU98idnyp0A5k/k3tKzmpY3JUa59iwl5jLWSWzuq3TsQhWqGhrhp/IQOSKiq2PR8rdp06Zh6tSpmDp1KiZOnIjMzEwolUpcc801uOaaa6BSqZCZmYmJEydadfOSkhLo9XqEhoaaHQ8NDUVBQUGrzykoKLDq/IaGBvzzn//ErFmzTNW1goIChISEmJ0nl8sRGBjY5nWWLFkCtVpt+oiIiLDoNRKRuNKzSgE07bqi8nDv6dZanQGv/HIcr/xyHFqdQexwRGfqq5TN6edkH/bIn5wpdwKYP5F7M+YgxiXX7ow5yEVhahUig7xgEIB959hXiZyfRTOVFi1aZPr8/vvvx6OPPoqXXnqpxTk5OTm2je4qNTY2YsaMGRAEAStXrryqaz399NNmo3xVVVVMjIicwO7m9eqJDtpPaerHU6Fr0EGusnozTqvpDAZ8sO0sAODv43tA0b62ei7D+J7Yd64cjXoDPNjEnWzMGfMnW+ZOAPMncl8lNRpkFtcCAIZEuvZMJUtyGeYg5hKjAnGutA7pWWUY2yvkyk8gcmBW/xXz7bffYu/evS2O33XXXRgyZAg+/vhji68VHBwMmUyGwsJCs+OFhYUICwtr9TlhYWEWnW9Mis6dO4fNmzebrQEMCwtr0cxSp9OhrKyszfsqlUooldzykcjZ7Ml27KJS7IRYsUNwWz1DfKH29EBlfSOOXqhCvAMujyTXYav8yZlyJ4D5E7mvvc35R69QXwR4K0SOxr6Yy1gvMToQ3+7LZbNucglWl4g9PT2xY8eOFsd37NgBlUpl1bUUCgUSEhKwadMm0zGDwYBNmzYhOTm51eckJyebnQ8AqampZucbk6LTp0/j999/R1BQUItrVFRUYN++faZjmzdvhsFgQFJSklWvgYgc14WKeuSU1UMqAQa7+CghWU8qlWBolHEHllKRoyFXZ6v8ibkTkXNw9JnSJK6k5iWRh3IrUK/lLrTk3KyeqfT3v/8dDz/8MDIyMpCY2NSIbffu3fj444/xr3/9y+oAUlJSMGfOHAwZMgSJiYlYtmwZamtrMXfuXADA7NmzER4ejiVLlgAAFi5ciDFjxuCtt97ClClT8PXXX2Pv3r344IMPADQlRbfddhsyMjKwfv166PV601r/wMBAKBQK9OnTB5MmTcK8efOwatUqNDY2YsGCBbj99tst3r2EiByfcZZSXLgaPkr7Ly8j55MUHYjfjxciPasMD4zmSCvZjy3zJ+ZORI7PmIMMZVGJWhER6IkwPxUKqhqwP6ccw2ODxQ6JqN2s/ivrqaeeQkxMDN555x18/vnnAIA+ffrgk08+wYwZM6wOYObMmSguLsbzzz+PgoICxMfHY8OGDaaGkufPn4dUenFC1fDhw/Hll1/iueeewzPPPIMePXrg+++/R1xcHAAgLy8PP/74IwAgPj7e7F5btmzBNddcAwD44osvsGDBAowbNw5SqRS33nor3n33XavjJyLHZRoljHLchK46vxqCXoBEJoFvZ1+xw3E7xhHk9KwyGAwCpFLLduoispYt8yfmTkSOrbqhEccuNO106Mg5iK0wl7GecRfaHw9eQHpWGYtK5NQkgiAIYgfhjKqqqqBWq1FZWWnWc4CIHMf4pX/gTFENPrg7ARP6td3zQ0xLuy41bcObkpty5SdchTqtDn2f3wgAOPbiRHgpOHtLpzdgwOLfUKfV49eFo9CnM3+euyL+znYc/F6QO9hyoghz/7sHkUFe+OOJsWKHY3eW5DLMQVr6fNc5PPf9EQyPDcKX84aJHQ5RC5b+znbvtvtE5LJKazQ4U1QDAKa+OUR/JZdJkdDcb4vNMomIyBZ2nW3q05fEpW90Gcb3R8b5cmh1BpGjIWo/loiJyCXtyS4HAPQM9XHoXVd6TOmBhrIGqAKt2+igPVRyGX57bLTpc2qSFB2IP0+XID2rDHOGR4kdDhERObldzYMUw2KCrnCma7Akl2EO0lL3EB8EeitQVqvFkQuVGNyNm8qQc2JRiYhcUrqT7Lpy4/s3dti9pFIJeoay18FfJTbvwLI7qwyCIEAiYV8lIiJqnxqNDkfyKgEASW5SVLIkl2EO0pJEIsGQyAD8dqxpwxAWlchZcfkbEbmk9OymqefGggFRWwZ0VUMhl6KkRoOsklqxwyEiIie271w59AYBXQM8Ee7vKXY45OAu3TCEyFlZXVTasmWLPeIgIrKZynr32nXFUlqdAW+nnsLbqae4dv8SKg8Z4iP8ATCpI/th/kTkHoz9lNxl6ZulmIO0Lql58HNPdhn0Bu6fRc7J6qLSpEmTEBsbi3//+9/IycmxR0xERFdlb3YZDAIQHeyNMLX9exU5C53BgHc2ncY7m05DZ2BCd6kkjhSSnTF/InIPu9mku1XMQVrXp7MvfJRyVDfocKKgSuxwiNrF6qJSXl4eFixYgLVr1yImJgYTJ07EN998A61Wa4/4iIisdnGU0PETum+nf4v/XvNffDv9W7FDcWvG6ee7WVQiO2H+ROT66rQ6HMpt6qfkTjOVmMu0H3ehJVdgdVEpODgYjz32GA4cOIDdu3ejZ8+e+Nvf/oYuXbrg0UcfxcGDB+0RJxGRxYyFgSQn6KeUk5aDc3+cQ04aZy6IaXC3AMikEuRV1CO3vE7scMgFMX8icn0Z5yqgMwjoolaha4D79FNiLnN12FeJnN1VNeoePHgwnn76aSxYsAA1NTX4+OOPkZCQgFGjRuHo0aO2ipGIyGJVDY2X7Lri+DOVyDF4K+WIC1cDaOprQGRPzJ+IXNOl/ZS4kyhZ6tIl+ILAvkrkfNpVVGpsbMTatWsxefJkREZGYuPGjVi+fDkKCwtx5swZREZGYvr06baOlYjoioz9lKKCvNBZ7fijhI9mPopnG57Fo5mPih2K22NfJbI35k9Erm13VnM/JTcb1GIuc3X6d1VDKZeitFaLzGLuQkvOR27tEx555BF89dVXEAQBd999N15//XXExcWZHvf29sabb76JLl262DRQIiJL7D7rPEvfAECutPrHMNlJYlQgPth2ln2VyC6YPxG5toZGPQ7mNM+UdpIcxFaYy1wdpVyGQd38setsGdKzytA9xEfskIisYvVPgGPHjuG9997DLbfcAqVS2eo5wcHB3DqXiERhmnoe616jhHT1hkYFQiIBzhbXorhag06+rf+OI2oP5k9Eri3jfDm0egNC/ZSIDPISOxxyMonRQc1FpVLckdRN7HCIrGJ1UWnRokUYPnw45HLzp+p0OuzcuROjR4+GXC7HmDFjbBYkEZElqhsacTjPPUcJLaGUy/DD/BGmz8mc2ssDvUJ9caKgGruzSnHDAM4YIdth/kTk2nY1z5RmP6XWMQe5vKRLdqEVBIHvIXIqVheVxo4di/z8fISEhJgdr6ysxNixY6HX620WHBGRNfZml8MgAJFBXuji7/j9lADg8JeH0VjXCA8vD/S/o79d7yWTSjAwwt+u93B2w2KCcKKgGrvOsqhEtsX8ici17W6eKe2Og1qW5DLMQS5vUDd/yKUS5Fc2ILe8HhGBnO1GzsPqolJbldPS0lJ4e3vbJCgiovbYZWyQGe08S99Sn0xFdV41fMN97V5UoitLjg3Cf3dmIy2zVOxQyMUwfyJyXQ2NeuzPqQDgfk26AeYytuClkKN/VzX2n6/A7qwyFpXIqVhcVLrlllsAABKJBPfcc49ZPwC9Xo9Dhw5h+PDhto+QiMhCl049p5a0OgM+2ZEFAJg7IhoKebs2AHVpSdFNfZUyi2tRVN2AEF+V2CGRk2P+ROT6DuZUQKszINhHiZhgFolbwxzkypKig5qKSmdLcVtCV7HDIbKYxUUltVoNoGmkzdfXF56eF5eWKBQKDBs2DPPmzbN9hEREFqjR6HDE2E/JiYpK171+nWnKuL3pDAYs+fUEAODu5EgowITur/y9FOgT5odj+VXYdbYMNw3kEji6OsyfiFzfxUGtQLfshWNJLsMc5MqGxQRi1R+ZSDvL2dLkXCwuKn3yyScAgKioKPzjH//gVG0icih7s8ugNwiICPREuJP0UwLAaeIOaFhMUHNRqZRFJbpqzJ+IXN9u4/J7JxrUsiXmMrYxNCoQMqkEueX1yCmr4xI4chpWl4gXLVrEhIiIHI5plNANG2SSbSXHNr2HdrGvEtkQ8yci16TVGZBxvhwAMMyJejqS4/FWyjGga9Ps1l2crUROxKKZSoMHD8amTZsQEBCAQYMGXXZaZ0ZGhs2CIyKylPGXL/sp0dVKjGrqq3S2pBaFVQ0I9WNfJWof5k9Eru9QbgUaGg0I8lage4iP2OGQk0uOaeqrlHa2FNOHRIgdDpFFLCoqTZ061dRYctq0afaMh4jIarUaHQ6b+ik51yihTqMzfS5XWr0hJ9mB2ssD/br44Uhe0xK4qfHhYodETor5E5HrMw5qJblpPyWAuYwtJccG4T9bM7Ers7TNXUOJHI1F/+oXLVrU6udERI5g77ly6A0CugZ4omuAc60/fzf2XdM2vCm5KWKHQ82GRQexqERXjfkTkevbndW0/D7JjZffM5exnYTIAHjIJLhQ2YCcsnp0C3KuvJbcE9vuE5HT49I3sjVjX6U09lUiIqI2NOoN2HeuqZ+Ss82UJsfkpZBjYFd/AEDa2RJxgyGykEUzlQICAiyeeldWVnZVARERWcuZi0oRyRGoLa6Fdyf7N/BVymX4at4w0+fUtqHRgZBKgOzSOuRX1qOz2nl2FCTHwfyJyLUdyq1EnVYPfy8P9AzxFTsc0ViSyzAHsVxybBD2nivHrrNlmDm0m9jhEF2RRUWlZcuW2TkMIqL2qdXocDi3uZ+SE+66Mv3b6R12L5lUYpqBQ5fnp/JAXLgah3IrsetsKW4e1FXskMgJMX8icm2mQa3oIEil7tv7xpJchjmI5YbFBOG9zWeQxr5K5CQsKirNmTPH3nEQEbXLvnPl0BkEhPt7IiKQ687JdobFBOFQbiXSMllUovZh/kTk2nZmNi1PGt6dxRKynYTIAChkUhRUNSC7tA7RwfafzU50NSwqKlVVVcHPz8/0+eUYzyMi6gjOvPStozXqDfgq/TwAYFZiN3jI2FbvcpJjgvDBtrPYdZbLkqh9mD8RuS6NTo+92U39lJKZg1wRcxDLqTxkiO/mj/SsMuw6W8qiEjk8i3sq5efnIyQkBP7+/q1OwTNOzdPr9TYPkoioLcZdV4axQeYVNeoNeP6HowCA2xK6MqG7giFRAZBJJThfVoe8inqE+7OvElmH+ROR69p/vgIanQHBPkp0D/EROxyHxxzEOsNigpCeVYa0zFLMSmRfJXJsFhWVNm/ejMDApj/YtmzZYteAiIgsVafV4WBOBQDnnan004M/oaGsAapAFW58/0axw6FL+Db3VTqYU4FdmaW4NYFL4Mg6zJ+IXJdxd9Dk2CC373nDXMb2kmOC8O6m00g7y75K5PgsKiqNGTOm1c+JiMSUnlVm6qfUNcA5Z5Gc/vk0qvOq4RvuvrvGOLLkmCAczKlA2lkWlch6zJ+IXJexqDSczaeZy9jBoG7+UMilKK7W4GxJLWI7cTYcOS6Likp/VV5ejo8++gjHjx8HAPTt2xdz5841jcYREXUEY0I3ojtHCck+hsUEYtUfmabeXURXg/kTkWuo1+qxP6epnxKLSmQPKg8ZEroFIO1sKdIyS1lUIodm9WLWbdu2ISoqCu+++y7Ky8tRXl6Od999F9HR0di2bZs9YiQiatVO0yhhsMiRtN+8PfPwWM5jmLdnntihUCuGRgVCJpUgt7weOWV1YodDToz5E5Hr2HuuDI16AV3UKnTjzrPMZezE2NohjQNb5OCsnqk0f/58zJw5EytXroRMJgMA6PV6/O1vf8P8+fNx+PBhmwdJRPRXlXWNOHKhEkBTPwNn5duZU8UdmbdSjgFd1dh/vgK7zpYign88UDsxfyJyHTtN/ZSCOVMazGXsJTk2CG//DuxmXyVycFbPVDpz5gwef/xxU0IEADKZDCkpKThz5oxNgyMiaktT40Kge4gPQv1UYodDLiyZI4VkA8yfiFzHpU26iexlYIQaKg8pSmq0OFNUI3Y4RG2yuqg0ePBgUy+ASx0/fhwDBw60SVBERFeSllkCgL0MrKGQSfHxPUPw8T1DoOBWvhYzTj/ffbYMgiCIHA05K+ZPRK6huqERh/Ocf6Z0R2MOYj2lXIaEyAAAHNgix2bR8rdDhw6ZPn/00UexcOFCnDlzBsOGDQMA7Nq1CytWrMCrr75qnyiJiP5ip4vsupL5WyZ0DTrIVXLEToi1673kMimu7R1q13u4oiFRAZBLJcirqEdOWT26BXEJHFmG+ROR69mTXQa9QUBkkBfC/Z1z51lbsySXYQ7SPskxQdhxphS7zpZidnKU2OEQtcqiolJ8fDwkEonZCO2TTz7Z4rw77rgDM2fOtF10REStKKpuwOmiGkgkF2eROKsf7v3BtA1vSm6K2OFQK7wUcgyM8Me+c+VIO1uCbkHdxA6JnATzJyLXs/OMawxq2RJzGfsxzobbdbYMBoMAqZR9lcjxWFRUysrKsnccREQWM/Yy6NfFD/5eCpGjcR6NegO+358HAJg2KBwenH5usRGxQdh3rhw7zpRi5lAWlcgyzJ+IXM+lTbrJcsxB2qd/uD+8FDKU1WpxsrAafTr7iR0SUQsWFZUiIyPtHQcRkcUujhI6f0I38qmR0FRroPRV2v1ejXoDnljbtBxnyoDOTOisMLx7MN7dfAY7M0u4AwtZjPkTkWspr9XieEEVAGBYTKDI0TgOS3IZ5iDto5BLkRgdiK0ni7HjTAmLSuSQLCoqtebYsWM4f/48tFqt2fGbbrrpqoMiIrqcnWebmnS7QoPMxAWJYodAFhjUzR+eHjKU1DSNFPYOY1JH7cP8ich57c5q2nm2R4gPQny586wRcxn7Gtk92FRUun9UjNjhELVgdVHp7NmzuPnmm3H48GGzPgHGUVu9Xm/bCImILpFTVoecsnrIpRIkRnGUkDqGUi7D0OhAbDtVjO2nS1hUIqsxfyJyfmmmpW/OP6hFzsM4M393Vhm0OgMUcs7yIsdi9Tty4cKFiI6ORlFREby8vHD06FFs27YNQ4YMwdatW+0QIhHRRTszm2YpxUf4w1vZ7smWRFYb2b3pjwhjPw0iazB/InJ+rrLzLDmX3mG+CPJWoE6rx8HcCrHDIWrB6qJSWloaXnzxRQQHB0MqlUIqlWLkyJFYsmQJHn30UXvESERkwoSOxGIaKTxbika9QeRoyNkwfyJybsXVGtPOs0nRzEGo40ilEgzv3pSDbD9dInI0RC1ZXVTS6/Xw9fUFAAQHB+PChQsAmppRnjx50rbRERFdQhAEl9t1ZXnv5VjitwTLey8XOxS6gr6d/RDg5YFarR4HcyrEDoecDPMnIudmnCndJ8wPAd7cefZSzGXsb0TzYOqOMywqkeOxuqgUFxeHgwcPAgCSkpLw+uuvY8eOHXjxxRcRE8PGYURkP2eKalBcrYFSLsXgSH+xw7EJbY0W2mottDXaK59MopJKJabZStuZ1JGVmD8ROTfjDJGRPVxjUMuWmMvY34jmmUoHcipQo9GJHA2ROasbkjz33HOora0FALz44ou44YYbMGrUKAQFBWHNmjU2D5CIyMg4S2loVCCUcpnI0dhGUM8gqNQqeId62/1eCpkUK+4YbPqcrDe8exB+PpyPnWdK8ffxYkdDzoT5E5HzEgTBNENkZHcWlf7KklyGOcjViQj0QrdAL5wvq0N6Vimu7R0qdkhEJlb/i544cSJuueUWAED37t1x4sQJlJSUoKioCNdee63VAaxYsQJRUVFQqVRISkpCenr6Zc//9ttv0bt3b6hUKvTv3x+//PKL2ePr1q3DhAkTEBQUBIlEggMHDrS4xjXXXAOJRGL28dBDD1kdOxF1LOPUc1fadWXO5jn429G/Yc7mOXa/l1wmxZQBnTFlQGfImdC1i/GPif055ajlSCFZgfkTkfM6W1KLC5UNUMikGMqdZ1uwJJdhDnL1jLOVdpzhhiHkWK7qX3ROTg5ycnIQGBho2hLXGmvWrEFKSgoWLVqEjIwMDBw4EBMnTkRRUVGr5+/cuROzZs3Cfffdh/3792PatGmYNm0ajhw5YjqntrYWI0eOxGuvvXbZe8+bNw/5+fmmj9dff93q+Imo4+gNAnadLQNw8ZcqUUfrFuiFcH9PNOoFpGeXiR0OOSnmT0TOxThLKSEyAJ4K15gpTc5npKmoxCX45FisLirpdDr861//glqtRlRUFKKioqBWq/Hcc8+hsbHRqmstXboU8+bNw9y5c9G3b1+sWrUKXl5e+Pjjj1s9/5133sGkSZPwxBNPoE+fPnjppZcwePBgLF9+sSnc3Xffjeeffx7jx19+XYKXlxfCwsJMH35+flbFTkQd60heJSrrG+GrlCOuC/+9todOb8DPh/Lx86F86Lh7WbtIJBJTUreTSR1ZgfkTkfP6k/2UrhpzkKtnnKl/oqAaxdUakaMhusjqotIjjzyCDz74AK+//jr279+P/fv34/XXX8dHH31k1Za4Wq0W+/btM0tepFIpxo8fj7S0tFafk5aW1iLZmThxYpvnX84XX3yB4OBgxMXF4emnn0ZdXd1lz9doNKiqqjL7IKKOY2yMnBwbxGnT7aTVGzD/ywzM/zIDWiZ07Ta8e1NSt53Tz8kKzJ+YP5Fz0ukN2NXc05H9lNqPOcjVC/RWoF/zwKqxJQSRI7C6UfeXX36Jr7/+Gtdff73p2IABAxAREYFZs2Zh5cqVFl2npKQEer0eoaHmTcZCQ0Nx4sSJVp9TUFDQ6vkFBQVWvYY77rgDkZGR6NKlCw4dOoR//vOfOHnyJNatW9fmc5YsWYLFixdbdR8isp0/TxcDAEa52Cjhpmc3oaGiASp/Fca9PE7scMgCxh3gjudXobRGgyAfpcgRkTNg/kTknA7lVaJao4Pa0wNx4Wqxw3FIzGU6zojuwTh6oQo7z5Riany42OEQAWhHUUmpVCIqKqrF8ejoaCgUClvEZHcPPPCA6fP+/fujc+fOGDduHDIzMxEbG9vqc55++mmkpKSY/r+qqgoRERF2j5WIgFqNDvvOlQMARvXoJHI0tnVw9UFU51XDN9yXiZiT6OSrRO8wX5woqMbOzFLcOLCL2CGRE2D+1IT5Ezmb7c1L34bHBkEmtb4HmjtgLtNxRnQPxgfbzmL7mRIIgtCuvnxEtmb1GpIFCxbgpZdegkZzcR2nRqPByy+/jAULFlh8neDgYMhkMhQWFpodLywsRFhYWKvPCQsLs+p8SyUlJQEAzpw50+Y5SqUSfn5+Zh9E1DHSs8rQqBfQNcATkUFeYodDZGoWz+nnZCnmT8yfyDkZl9+znxI5gqFRAfCQSZBXUY9zpZdffkzUUSyaqWTcAtfo999/R9euXTFw4EAAwMGDB6HVajFunOWVaYVCgYSEBGzatAnTpk0DABgMBmzatKnN5Co5ORmbNm3C3//+d9Ox1NRUJCcnW3zf1hi3ze3cufNVXYeI7MPYIHNUj2CXG5G589c7YWg0QOrBPlHOZET3IHy0Pcv0xwZRa5g/ETm3Wo0O+883zZRmP6W2MZfpOF4KOQZ3C8DurDLsyCxBVLC32CERWVZUUqvN1w/feuutZv/f3mnMKSkpmDNnDoYMGYLExEQsW7YMtbW1mDt3LgBg9uzZCA8Px5IlSwAACxcuxJgxY/DWW29hypQp+Prrr7F371588MEHpmuWlZXh/PnzuHDhAgDg5MmTAGDapSQzMxNffvklJk+ejKCgIBw6dAiPPfYYRo8ejQEDBrTrdRCRfV3sp+RaS98AILR/6JVPIoeTGB0EuVSCnLJ65JTVISKQM+ioJeZPRM7t0pnS3fhzvk3MZTrWyO7BTUWlMyW4MylS7HCILCsqffLJJ3a5+cyZM1FcXIznn38eBQUFiI+Px4YNG0zNJM+fPw+p9GLFe/jw4fjyyy/x3HPP4ZlnnkGPHj3w/fffIy4uznTOjz/+aEqqAOD2228HACxatAgvvPACFAoFfv/9d1MCFhERgVtvvRXPPfecXV4jEV2dgsoGnC6qgUTS1M+AyBH4KOWIj/DH3nPl2H6mBLMSu4kdEjkg5k9Ezs2VZ0qT8xrePRhvpZ7CzsxSGAwCpOz1RSKTCIIgtOeJxcXFplGsXr16oVMn15tBcDlVVVVQq9WorKxkfwAiO1q7Lxf/+PYgBnZV44cFI8UOx6k16g34fn8eAGDaoHB4yDhN/Wos+/0Ulv1+GtfHhWHlXQlih0OX4Ui/s5k/Oc73guhKJr69DScLq7H8jkG4YQA3ZbgazEFsR6c3YNCLqajW6PDjghEY0NVf7JDIRVn6O9vqf821tbW499570blzZ4wePRqjR49Gly5dcN9996Gujs3CiMi2XHnpGwBc2HcBOWk5uLDvgt3v5SGTYvqQCEwfEsFkzgZG92x6T+44UwKd3iByNOTomD8ROZeiqgacLKxuninNfkqXY0kuwxzEduQyKZKbZ+9vO1UscjRE7SgqpaSk4I8//sBPP/2EiooKVFRU4IcffsAff/yBxx9/3B4xEpGbMhgE7HDxXVe+nvo1Ph7+Mb6e+rXYoZCVBnb1h9rTA1UNOhzMrRQ7HHJwzJ+InMuO5t09+3XxQ6C3QuRoHBtzmY5nHNjadoobhpD4rC4qfffdd/joo49w/fXXm7aGnTx5Mj788EOsXbvWHjESkZs6UVCNkhotvBQyDO4WIHY4Tk+nN2DziUJsPlHImTU2IJNKTLsBcaSQroT5E5FzMfZTGtndNWdKdzTmILY1prmolHG+HNUNjSJHQ+7Ookbdl6qrqzM1grxUSEgIp28TkU0Zl74lRQdCIXfNqdKD5w2GplIDpVpp93tp9Qbc+9+9AIBjL06EnNPPr9ronsH4+XA+tp0uxmPX9RQ7HHJgzJ+InIcgCJcUlVxzprQtWZLLMAexrYhAL0QHeyOrpBY7M0sxsV+Y2CGRG7O6qJScnIxFixbh008/hUqlAgDU19dj8eLFSE5OtnmAROS+tp8x7rriuqOE1yy6RuwQ6CoY35sHcypQWdcItZeHyBGRo2L+ROQ8judXo7haA08PGYZEcab0lTCXEcfoHsHIKqnFtlPFLCqRqKwuKi1btgyTJk1C165dMXDgQADAwYMHoVKpsHHjRpsHSETuqaFRj/SsMgBNW/kSOaIu/p7oHuKDM0U12JFZgsn9O4sdEjko5k9EzuOP5iXNybFBUHnIRI6GqHWje3bC6rRz2Ha6GIIgQCKRiB0SuSmri0r9+/fH6dOn8cUXX+DEiRMAgFmzZuHOO++Ep6enzQMkIve0J7sMGp0BoX5KdA/xETscojaN7tEJZ4pqsO1UMYtK1CbmT0TOw9gnz9i3hsgRDYsJgodMgpyyemSX1iE62FvskMhNWVVUamxsRO/evbF+/XrMmzfPXjEREWH76YtL3zjyQo5sdM9gfLwjC9tOcaSQWsf8ich51Gh02HuuaaY0i0rkyLyVcgyJDETa2VJsO1XMohKJxqoOaR4eHmhoaLBXLEREJltPNo0SuvrSt49Hfox3u7+Lj0d+LHYo1E5J0UFQyKW4UNmAzOIascMhB8T8ich5pGWWolEvoFugF6L4R7pFmMuIZ3Rz4ZO70JKYrG67P3/+fLz22mvQ6XT2iIeICBcq6nGysBpSSdPSIldWkV2B8sxyVGRXiB0KtZOnQoak6EAAwB+nSkSOhhwV8yci5/DHqSIAnKVkDeYy4hnds2nwNe1sKbQ6g8jRkLuyuqfSnj17sGnTJvz222/o378/vL3NK/jr1q2zWXBE5J6MDTIHRvgjwFshcjT25RnoCb1GD89A+/dU8ZBJ8eLUfqbPyXZG9QjGn6dLsO1UMe4bGS12OOSAmD8ROT5BEEw5CItKlrMkl2EOYh99wvwQ7KNESY0Ge8+VYXisa8/wJ8dkdVHJ398ft956qz1iISICAGw92TRKeE3PEJEjsb+HDz3cYffykEkxOzmqw+7nTkb37IRXfjmB3VmlaGjUc7cgaoH5E5Hjyy6tQ05ZPTxkEiTHBokdjtOwJJdhDmIfUqkEo3oE43/787DtVAmLSiQKq4tKn3zyiT3iICICAGh1Buw4UwoAuKYXRwnJOfQK9UWonxKFVRrszS7HSBfvBUbWY/5E5Pj+aB7UGhoVCG+l1X8mEYlidE9jUakYT13fW+xwyA1ZPPfQYDDgtddew4gRIzB06FA89dRTqK+vt2dsROSG9p0rR41GhyBvBfqHq8UOx6XoDQLSMkuRllkKvUEQOxyXIpFIMKq5/9e202yWSRcxfyJyHsalb6O59M3mmIPYjzH/OJZfheJqjcjRkDuyuKj08ssv45lnnoGPjw/Cw8PxzjvvYP78+faMjYjc0NbmBpmje3aCVMqt2W1Jo9Nj1oe7MOvDXdD8f3t3Hhdltf8B/DMLM8O+L7IJKghuoKKIayaJaaVlpmal1q0sbbNrZb/Sdm3RLLOs283yVlq2mFvuWyluuG+4gYDsIvsyzMz5/TEwSqKCAs8sn/frRcjMw8znSDLf+T7nOUenlzqO1eEOLFQf1k9ElqGyWo/Ec8aZ0lxPqemxBmk+Xk5qdPR3AQD8xRNbJIEGN5UWL16Mzz//HOvWrcPy5cuxcuVK/PDDDzAYuMo8ETWdbcnGF0NbufQtcW4itr6xFYlzE6WOQreoXzsvyGTAyewSZBZyJgoZsX4isgz7Ui+hstoAH2c1IvycpY5jUVjLSK/2xNY2ntgiCTS4qZSWloahQ4eavo6Pj4dMJkNmZmazBCMi25NdVImT2SWQyS5P5bV2iXMTse3NbSzErIC7owpdg9wAAFtq1uUgYv1EZBm21cyUHhDuDZmMM6Ubg7WM9Aa2N25us+1UHi8vpBbX4KaSTqeDRqOpc5udnR2qq6ubPBQR2abagi4q0A0ejiqJ0xA13u0RxqJuy0k2lciI9RORZaid4THARmZKk3XpFuwGV3s7FJZX40DaJanjkI1p8LYGQghMmDABarXadFtlZSUmTZoER0dH022//fZb0yYkIpux1cYufQOA+76/D7oqHZTcZcYqDIzwwUfrT2HHmYuorNZDY6eQOhJJjPUTkfnLLKzAqZxSyGVA33bcvbOxWMtIT6mQo3+4N1YeysTmk7mICfGQOhLZkAb/yx8/fvxVtz300ENNGoaIbFe13oC/T+cDsK0FMkNuC5E6AjWhDq1c4OuiRk5xFXanFNjU/8tUP9ZPROav9qRWVJAb3Bw4U7qxWMuYh9sjjE2lLcl5eGlIhNRxyIY0uKm0aNGi5sxBRDZu//lLKKnSwd3BDl0C3aSOQ3RTZDIZBrb3wdK96dhyMpdNJWL9RGQBNp/MAQAMqrmEmcgSDQj3gUwGnMgqRlZRBVq52ksdiWxEg9dUIiJqTltr1jLoH+4NhZwLZDYHpVyO6XdGYPqdEVDK+eu/uQyseVOy+WQuhOBimURE5qyyWo8dZy4CAG6P8JU4jfViDdL8PK7cMOQkd4GjlsMLX4nILNjiekoAcCnlEoReQKaQwT3UvVmfS6WU48kBbZv1Oci4HodKIUdaQTnO5ZehrbeT1JGIiOgaEs9dREW1Hq1cNYhs5Sx1HIvUkFqGNUjLuD3CB/vTCrH5ZC4ejA2WOg7ZCLaJiUhy2UWVOJFVDJkM6B9mW02lRf0WYX7YfCzqx0tkrIWjWonYNsYFMrkLHBGRedt8wvh7emCED2QyzpS+GaxlzMdt7Y2zpXecyUdltV7iNGQr2FQiIsltqlnLIDrIDZ5O6hscTTdLbxA4lF6IQ+mF0Bt4WVZzqi3qNrOpRERktoQQpt/TXE+pebEGaRkd/Y0bhlRU67E7pUDqOGQj2FQiIsltqjlLGB9pe2sZRNwbgc7jOiPi3ubfpaNKp8fwBTswfMEOVOl49qo53V7z5mRPSgFKKqslTkNERPU5lVOKC4UVUCvl6N3WS+o4FqshtQxrkJZRu2EIwNnS1HK4phIRSapCq8eOM/kAgEGRtneWcOj8oVJHoGYQ6uWIUC9HpOSX4e/T+bizcyupIxER0T/UzpTu3dYT9iqFxGksF2sZ8zIwwrgL7eaTuZh5dwde1knNjjOViEhSf5/JR5XOgAA3e7T35QKZZD1MZwqTeaaQiMgc1c7kuN0GZ0qT9bpyw5CzeWVSxyEbwKYSEUlq0wnjWcL4SC6QSdZlYIRx0fktyXkwcP0IIiKzcqlMi6TzlwBcvmSZyBpwwxBqaWwqEZFkDAaBTbULZPIsIVmZnqEecFApkFdShWOZxVLHISKiK2w7lQeDACL8nBHgZi91HKImNZAbhlALYlOJiCRz5EIR8kqq4KhSmM6o2Jol9yzBf+P+iyX3LJE6CjUxtVKBvu2MC79urJmRR0RE5qH2zTZnKd061jLmp/b/672pBSjmhiHUzNhUIiLJ1F761j/cG2qlbS6QmbU/Cxm7MpC1P0vqKNQM7uhgnIG34TibSkRE5kKnN2Brcu1MaTaVbhVrGfMT4uWItt6O0BkEtibnSR2HrBx3fyMiyWw8wUvfWpJSLsdzg8JMf6bmNyjSF3IZcDyrGBmXyhHo7iB1JCIim7fv/CUUV+rg7mCH6CB3qePYBNYgLe+ODn44u+0sNhzPwT1R/lLHISvGphIRSSKzsALHs4ohkwED23tLHUcyUzOmtthzqZRyvHBHeIs9HwEejirEtPbAntQCbDieg4l9QqWORERk89YfM84eHRTpC4Wcm4TcqobUMqxBWt7gjr5YuO0stp7MhVZngErJZh41D/6fRUSSqF2gu1uwOzyd1BKnIWo+gzvyEjgiInMhhMD649kAgMEdOFOarFd0oBu8ndUoqdJh17mLUschK8amEhFJonY9Ja5l0HIMBoFTOSU4lVPCLe5bUO26SrtTClBUzsUyiYikdCKrBBmXKqCxk6NfmO3OlG5prEFanlwuQ3xNnc0TW9Sc2FQiohZXVqXDzrPGMybxXE+pxVTq9Bj88XYM/ng7KnV6qePYjNaejgj3dYLeILAlmVv7EhFJqXaWUv8wb9irbHOTECmwBpHG4A5+AIxNJSHYzKPmwTWViKjFbU3Og1ZnQIinA8J8nKSOI6mD3x6EtkwLlaMK0ROipY5DzeSODr44lVOKDcdzMKJrgNRxiIhsVu16SoM7+kmcxHqwljFfcW094aBSILu4EkcuFKFLoJvUkcgKcaYSEbW4dceMZwkTOvlBJrPtBTI3v7YZf075E5tf2yx1FGpGtWcKtybnoopnaImIJJFeUI7jWcWQy4BBEbz8vqmwljFfGjsFbqvZEKe2oUrU1NhUIqIWVaXTY3PNIt0JPEtINqJzgCt8XdQo0+pNl34SEVHLWl+zrkzPUA+4O6okTkPUMmrXduS6StRcePkbEbWonWcvorRKB18XNaI5BRd3fnonqsurYedgJ3UUakbGxTJ98cPuNGw4noOB7XmGnIiopa0/VrvrG09qNSXWMubt9va+UMhlSM4pwfmLZWjt6Sh1JLIynKlERC1q3dHLBZ1cbtuXvgFA5H2R6PJQF0TeFyl1FGpmtWcKNx7P4c43REQtrKBMi72pBQAu/z6mpsFaxry5OtghNtQDAGcrUfNgU4mIWozeIEwvZkM68Swh2Za4tp5wUiuRW1KFQxmFUschIrIpm07kwCCADq1cEOThIHUcohZV20hdz6YSNQM2lYioxexLLcDFMi3cHOzQs+aMCbUcpVyOJ/q3wRP920Ap56//lqZWXl4sc23NjD0iImoZtW+mB3fkLCUpsAaRVm1TaV9qAfJLqyROQ9aG/6KJqMWsrVnLYFCEL+wU/PUDAFUlVagqrkJVSfO/wKuUcrw6NBKvDo2ESsm/fykM7dwKALDmaBaE4CVwREQtoUKrx1+n8wBwPaXm0JBahjWItALdHdAl0BUGcXkXZqKmwn/RRNQihBCmrUx56dtlCyIXYLbrbCyIXCB1FGoBA9v7wN5OgfSCChzLLJY6DhGRTdiSnIvKagOCPOwR2cpZ6jhWh7WMZbizk/HE1p9H2FSipiV5U2nBggUICQmBRqNBbGws9uzZc93jly1bhoiICGg0GnTu3Blr1qypc/9vv/2GwYMHw9PTEzKZDAcPHrzqMSorKzF58mR4enrCyckJI0eORE4Ory8lak5HLxTjQmEFHFQK9AvzkjqOTTIYBNILypFeUM6FoiVir1JgYITxErg1R7IkTkOWjPUTUcOtPmz8fTu0UyvIZNwkRAqsQaQ3tLPxpG7iuYsoKNNKnIasiaRNpZ9++glTp07FzJkzsX//fkRFRSEhIQG5ubn1Hr9z506MHTsWjz32GA4cOIARI0ZgxIgROHr0qOmYsrIy9O3bF++///41n/eFF17AypUrsWzZMmzbtg2ZmZm47777mnx8RHRZ7VTb29p7Q2OnkDiN+QgZEIK2g9siZEBIsz9XpU6Pfh9sQb8PtqBSp2/256P61Z4pXHOEl8DRzWH9RNRwFVo9Np80/tuovQSZmlZDahnWINJr7emIjv4u0BsE1vMSOGpCMiFhRRsbG4sePXrgs88+AwAYDAYEBQXhmWeewSuvvHLV8aNHj0ZZWRlWrVpluq1Xr16Ijo7GwoUL6xybmpqK0NBQHDhwANHR0abbi4qK4O3tjR9//BH3338/AODkyZOIjIxEYmIievXq1aDsxcXFcHV1RVFREVxcXBo7dCKbEz93G87kluKTMdEYHh0gdRybVK7VocOMdQCA428lwEGllDiRbSqt0qH72xtQpTPgz+f6IbIVX0Oam7W9ZrN+Imq4NUey8PQP+xHobo+/XhrImUoSYQ1iHhZsOYMP1yWjf7g3Fj/aU+o4ZOYa+pot2UwlrVaLpKQkxMfHXw4jlyM+Ph6JiYn1fk9iYmKd4wEgISHhmsfXJykpCdXV1XUeJyIiAsHBwdd9nKqqKhQXF9f5IKKGSc4uwZncUqgUcgyM8JE6DpGknNRKDAjnJXB0c1g/ETXO6prfs8M689I3ojtr1jXdeSYfheW8BI6ahmRNpfz8fOj1evj61t3W09fXF9nZ9U/Hy87ObtTx13oMlUoFNze3Rj3OrFmz4OrqavoICgpq8HMS2bpVhzMBAAPae8NFYydxGiLp1V6CsZqXwFEjsX4iargKrR6bT/DSN6JabbydEOHnDJ1BYP1xrolHTUPyhbotxfTp01FUVGT6SE9PlzoSkUUQQmBVzQKZd3VhQUcEAIMifaBSyHEurwync0uljkPUbFg/kZS2JueiolqPQHd7dAl0lToOkVmobbD+ydnS1EQku5jVy8sLCoXiql1DcnJy4OdX/3bjfn5+jTr+Wo+h1WpRWFhY52zbjR5HrVZDrVY3+HmIyOhYZjFS8sugVsoRH+l742+wMX9M/APlF8vh4OmA4YuGSx2HWoizxg79w72w8UQu1hzJQrgvt7imhmH9RNRwtZe+DeWlb82KtYxlGdq5FeZuOIW/z+SjqKIarva8ioBujWQzlVQqFbp3745NmzaZbjMYDNi0aRPi4uLq/Z64uLg6xwPAhg0brnl8fbp37w47O7s6j5OcnIy0tLRGPQ4RNUztLKXbI3zgqOaijP90dsNZnFp5Cmc3nJU6CrWw2l3g/jzCHVio4Vg/ETVMZTV3fWsprGUsSzsfJ4T7OqFaL7CRl8BRE5D0Hd7UqVMxfvx4xMTEoGfPnpg3bx7KysowceJEAMAjjzyCgIAAzJo1CwDw3HPPYcCAAZgzZw6GDRuGpUuXYt++ffjqq69Mj1lQUIC0tDRkZhrXcElOTgZgPMPm5+cHV1dXPPbYY5g6dSo8PDzg4uKCZ555BnFxcQ3euYSIGsZ46Zvx3+JdXfwlTkMKuQwP92pt+jNJKz7SF3YKGZJzSnAmtwTtfDhbiRqG9RPRjW1NzkW5Vo8AN3tE8dI3ybEGMS9DO7fCqZzTWHMkCyO7B0odhyycpE2l0aNHIy8vDzNmzEB2djaio6Oxdu1a02KSaWlpkMsvT6bq3bs3fvzxR7z22mt49dVXERYWhuXLl6NTp06mY1asWGEqqgBgzJgxAICZM2fijTfeAAB8/PHHkMvlGDlyJKqqqpCQkIDPP/+8BUZMZFsOZRQh41IFHFQK3M5d3+o16dAkCIOArAUKLLVSgbdHdLrxgdQiXB3s0C/MG5tP5mLFoSxMvYNNJWoY1k9EN7a6Zhbo0M5+vPStmTWklmENYl6Gdm6FeRtPY/vpPBSVV8PVgZfA0c2TCW47c1OKi4vh6uqKoqIiuLi4SB2HyCy9s+o4vv47BXdH+WP+2K5SxyEyO8sPXMDzPx1EiKcDtvz7Nr7xaSZ8zTYf/FlQS6jQ6hHzzgaUafX4/ene6BrsLnUkIrMzZN52nMwuwez7OmNMz2Cp45AZauhrNnd/I6JmYTAIrDnCXd/MiRACF0urcLG0itvYm4k7OvhCYydH6sVyHM4okjoOEZFV2HgiB2U1l75FB7lJHYfAGsQc3RNtXJrij4OZEichS8emEhE1iwPpl5BZVAkntRIDwr2ljkMAKqr16P7ORnR/ZyMqqvVSxyEAjmol7uhg3DmLRR0RUdOo/X06PNqfM0DNBGsQ83NPlLGptCvlIrKLKiVOQ5aMTSUiahYrDxlnKRlnYigkTmO+Tq06hWPLjuHUqlNSRyGJDK8p6lYdzoTewLO3RES3orBci22njLu+jegaIHEa28BaxjIFujugR4g7hIBpYx2im8GmEhE1OZ3egNW89K1BVk1ahV8e+AWrJq2SOgpJpH+4N1zt7ZBbUoXd5y5KHYeIyKKtOZKNar1AhJ8zwn25AUJLYC1jue6JNjZeOVuabgWbSkTU5HacvYi8kiq41+xuRUTXplLKMbSzsfnKoo6I6Nb8cfACAM5SImqIYZ1bQSmX4ciFIpzNK5U6DlkopdQBiMj6LD9gLOjujvKHSsne9fUMmDEA2lItVE4qqaOQhIZH+2PJnjSsOZqFt0Z0hFrJS0aJiBors7ACu1MKAFxeL4aaH2sZy+XhqEK/MC9sSc7DHwczMfWOcKkjkQViU4mImlRZlQ5rj2YD4FnChuj+RHepI5AZ6BniAT8XDbKLK7E1OQ8JHf2kjkREZHFWHjLO9uwZ6gF/N3uJ09gO1jKWbUTXAGxJzsOKgxfwQnwYF7enRuMUAiJqUuuPZ6OiWo8QTwd05Ta+RA0il8tMW/uu4CVwREQ3ZXnN788R0TypRdRQ8ZG+sLdTIPViOQ5nFEkdhywQm0pE1KR+2395LQOe6TAvCrkMI7sFYmS3QCjk/NmYm9pLNTaeyEFJZbXEaYiILMupnBKcyCqGnUKGoZ0529PcsAYxX45qJe7o4AuAazvSzWFTiYiaTG5xJXacyQcA3MtL38yOWqnAnAeiMOeBKK7ZY4Y6+rugnY8TqnQGrKnZPZGIiBqm9qTWgHAfuDlwbR9zwxrEvA2vnS19KBPVeoPEacjSsKlERE1mxaFMGATQvbU7Wns6Sh3HInzS5hO8o34Hn7T5ROooJDGZzHgWFwB+ScqQOA0RkeXQGwR+P2D8vXl/d57UammsZSxf/3BveDqqkF9ahe2n8qSOQxaGTSUiajJXXvpGDaPX6k0fzU0IgXKtDuVaHYQQzf581Hj3dQuAXAbsTb2E1PwyqeMQEVmEv07nIae4Cu4Odrg9wlfqODanIbUMaxDzZqeQm+p3ntiixmJTiYiaRHJ2CY7XrGVwV+dWUsexGD6dfODX1Q8+nXya/bkqqvXoMGMdOsxYh4rq5m9iUeP5umjQP9wbAPDrfhZ1REQNUfsmeHh0AFRKvr1paQ2pZViDmL/7uxtnS288kYOCMq3EaciSKKUOQETW4ed96QCA2yN84O7ItQwa6qG1D0kdgczM/d0DsTU5D78mZeCF+HDIuaApEdE1FZVXY/3xHACX3xRTy2ItYx0iW7mgU4ALjl4oxoqDFzChT6jUkchCsJVPRLdMqzPg9wPGS99G9wiSOA2RZYuP9IWLRonMokoknrsodRwiIrO24nAmtDoDIvyc0dHfReo4RBbt/pq1HZfxEjhqBDaViOiW1U6T9XVRo3+Yt9RxiCyaxk6Be2p2YeG6BkRE11f7e/L+7oGQyTizk+hW3BMdADuFDMcyi3E8s1jqOGQh2FQioltWe+nbyG6BUCr4a4XoVt3f3Tjj78+jWSiprJY4DRGReTqdU4JD6YVQymXcJISoCXg4qjCoZrF7ru1IDcV3f0R0S7KKKkxbjz4Qw0vfGmv9tPVY8a8VWD9tvdRRyIxEBbqinY8TKqsNWH04S+o4RERmqXaW0sAIH3g5qSVOY7tYy1iXUTHGS+CWH7iAar1B4jRkCdhUIqJb8mtSBgwCiA31QIiXo9RxLM7RJUdx4L8HcHTJUamjkBmRyWQYVbPg7JK96RKnISIyP1qdwTSTggt0S4u1jHXpH+4NLyc1LpZpselEjtRxyAKwqUREN81gEPh5n7Gg4ywl8yeXyTC0sx+GdvaDnOtOmL2R3QNhp5DhUHohjmUWSR2HiMisbDieg/xSLbyd1bg94tpb2ZN5YA1iOewUclOj9ofdaRKnIUuglDoAEVmuXSkXkVZQDie1EkM7t5I6jkV6ZNMjMOgMkCubv8evsVPg83Hdm/15qGl4OakxuKMfVh/OwpI9aXhnRGepIxERmY0le4xvdkfHBMGO6zlKqiG1DGsQyzK2ZxAWbjuLv07nI+1iOYI9HaSORGaMv4GJ6KYt3WO8LOfuKH/YqxQSp7FMXu294NPRB17tvaSOQmZoXM9gAMDyA5koq9JJnIaIyDyk5pfh7zP5kMmAMT05U1pqrGWsT2tPR/QLM/48l+7lbCW6PjaViOim5JdW4c+jxgWEx8UGS5yGyDr1auOJEE8HlFbpsOpwptRxiIjMwpKaN7kDwr0R6M4ZFETN4cGaE1s/78vggt10XWwqEdFN+XlfOqr1AlFBbugU4Cp1HGqAcq0OIa+sRsgrq1Gu5awXSyCXyzC2pqj7kesaEBFBqzPgl5r1HGt/P5L5Yw1ieeI7+MLbWY380ipsOM4Fu+na2FQiokbTGwR+2GV8g/twr9YSp7Fs6YnpSN2aivRE7vBF9bu/dsHujCIcvcAFu4nItq0/no2LZVr4uqgxiAt0mwXWMtbJTiHHAzHGBbt5Youuh00lImq0badycaGwAq72drirCxfovhXLRi3DdwO/w7JRy6SOQmbK00mNhI5+AC4vTEtEZKtq39yOjgmCkgt0mwXWMtZrTI9gyGTA32fykZpfJnUcMlP8TUxEjfa/xPMAgAdiAqGx4wLdRM3twdjaBbsvoKSyWuI0RETSOJtXip1nL0ImA0bz0jeiZhfk4YD+Yd4AeGKLrk0pdQAisizpBeXYeioPAPBgLC99u1U9JvdAVXEV1C5qqaOQGYtr44l2Pk44k1uKX5IyMLFPqNSRiIha3OKdqQCAQRE+CHCzlzYMmbCWsW4P92qNbafysHRvOp6PD+eOz3QVNpWIqFF+2J0GIYB+YV4I9XKUOo7F6ze9n9QRyALIZDJM6B2C15YfxXc7UzE+LgRyuUzqWERELaa4shq/JBkX6GZj3bywlrFuAyN8EOzhgLSCciw/eIEL5NNVePkbETVYZbUeP+8zLsL4EBfoJmpR93ULgLNGidSL5dh6KlfqOERELWrZvgyUafUI83FC77aeUschshkKuQyPxBnr/kU7UiCEkDgRmRs2lYiowZYfuICCMi0C3Oy544oFkstkGNjeGwPbe0Mu4ywXS+OgUmJMjyAAwKIdqdKGISJqQXqDwHc1l75N6BMCGV/DLA5rEMs2KiYIDioFTuWUIvHsRanjkJlhU4mIGkQIgW92pAAAJvQO4Y4rFkhjp8CiiT2xaGJPLrBuoR6JC4FMBvx1Oh9nckukjkNE1CK2JuciraAcrvZ2uLdrgNRx6CawBrFsrvZ2GNktEACwqKbBS1SL7wqJqEH+Op2PUzmlcFQpMLpnkNRxrMZXMV9hbuBcfBXzldRRyAIEeTggPtIXAPDdzvMSpyEiahm1szPH9AiCg4pLwpob1jK2YXzvEADAxhM5SLtYLm0YMitsKhFRg/z3b+MspQd6BMFFYydxGutRml2KkgslKM0ulToKWYiJNUXdr/szUFRRLW0YIqJmdjqnBH+fyYdcxvUczRVrGdvQzscJ/cO9IQSwODFV6jhkRthUIqIbOp1Tgm2n8iCTARN7c8eVpuTk5wTnAGc4+Tk1+3OVa3WIfH0tIl9fi3Ktrtmfj5pHXFtPhPs6oVyrx5I9aVLHISJqVrUnte7o4IsgDweJ01B9GlLLsAaxDrUntn7am46SSp7YIiPOHyWiG6pdSymhgx+CPVnQNaUn9j3Ros9XUa1v0eejpieTyfB4vzaY9sthfPN3Cib2CYFayfUpiMj65BZX4rf9FwAAj/drI3EaupaG1jKsQSzfgHBvtPNxwpncUvy4Ow1PDmgrdSQyA5ypRETXVVCmNRV0j/XjLCUiczA8OgB+LhrkllThjwOZUschImoW3+xIhVZvQExrd8SEeEgdh8jmyeUyPNHf2OD9798pqNKxUUhsKhHRDXy7MxVVOgO6BLoiprW71HGICIBKKcdjfY1N3oXbz8JgEBInIiJqWiWV1fhhl3FDAs6GIDIfw6P94eui5oktMmFTiYiuqaSyGt/WXPr21IC2kMlkEiciolpjegbBWaPEubwybDyRI3UcIqIm9ePuNJRU6dDOxwmDInykjkNENdRKBU9sUR1sKhHRNf2wOw3FlTq09XZEQkc/qeNYpb9m/YWN0zfir1l/SR2FLIyzxg4P1+yE9OX2cxKnISJqOlU6vWk9xyf6t4FczpNa5oy1jO0Z2zPYdGJrA09s2Tw2lYioXpXVenz9V80spdvasaBrJnsX7MWO2Tuwd8FeqaOQBZrQJwQqpRxJ5y9hb2qB1HGIiJrEHwcykVNcBV8XNUZEB0gdh26AtYztufLE1sJtZyEEZyvZMjaViKhey/alI7+0CgFu9hge7S91HGoCcpkMsaEeiA31gJyXMloFH2cNRnYLBAAs2HJG4jRERLdObxBYuP0sAOCxvqFQKfl2xRqwBrE+E/sY/30eSCvE7hSe2LJlSqkDEJH5qdYbsHCb8XKaJwe0gZ2CBV1zGbVsFPRVeijUzb8lvMZOgZ+ejGv256GWNWlAG/y8Lx1bk/NwML0Q0UFuUkciIrppqw5n4lxeGdwc7DC2Z7DUcagBGlLLsAaxPt7OajwQE4jvd6Xhk42n0esJT6kjkUT4TpGIrrLiYCYuFFbAy0mFB2KCpI5j1YLighByWwiC4vj3TDentacj7u1qvDzkk42nJE5DRHTz9AaBTzadBgA83q8NnDV2EieihmAtY7uevq0d7BQyJJ67iF3nLkodhyTCphIR1aHTGzB/s7Gge7RvKDR2zT+DhohuzZSB7aCQy7ClZrYSEZElunKW0iNxraWOQ0Q34O9mj9E9jM3EeTyxZbPYVCKiOn7bfwGpF8vh4ajC+LgQqeNQEyrX6tDt7Q3o9vYGlGt1UsehJhTidXm20qc1Z/mJiCwJZylZN9Yg1qt2ttKucwVIPMvZSraITSUiMqnS6U0F3dO3tYWjmsuuNbf85HzkHstFfnJ+izxfQZkWBWXaFnkualm1s5U2n8zFIc5WIiILw1lKlquhtQxrEOt05WylTzZxtpItMoum0oIFCxASEgKNRoPY2Fjs2bPnuscvW7YMERER0Gg06Ny5M9asWVPnfiEEZsyYgVatWsHe3h7x8fE4fbrumduQkBDIZLI6H7Nnz27ysRFZkp/3puNCYQV8nNV4qBcLupaweNBifNHpCywetFjqKGThQrwcTVtvcwq69WPtRNaEs5QsG2sZevq2dlAp5JytZKMkbyr99NNPmDp1KmbOnIn9+/cjKioKCQkJyM3Nrff4nTt3YuzYsXjsscdw4MABjBgxAiNGjMDRo0dNx3zwwQf49NNPsXDhQuzevRuOjo5ISEhAZWVlncd66623kJWVZfp45plnmnWsROasslqP+ZuNW5I/c3s7rqVEZIGeuf3y2kr7Urm9r7Vi7UTW5rf9GZylRGTBrpytNGd9MoQQEieiliR5U2nu3Ll4/PHHMXHiRHTo0AELFy6Eg4MDvvnmm3qP/+STTzBkyBBMmzYNkZGRePvtt9GtWzd89tlnAIxn2ubNm4fXXnsNw4cPR5cuXbB48WJkZmZi+fLldR7L2dkZfn5+pg9HR8dr5qyqqkJxcXGdDyJr8v2u88gtqUKAmz0e6MHdO1pKp7Gd0PWxrug0tpPUUcgKhHg5mnZsfG/NCRZ1VspSaieA9RPdWGW1HnM3GGdXPjWgLWcpWSDWMgQAkwe2g8ZOjn3nL2HD8Ryp41ALkrSppNVqkZSUhPj4eNNtcrkc8fHxSExMrPd7EhMT6xwPAAkJCabjU1JSkJ2dXecYV1dXxMbGXvWYs2fPhqenJ7p27YoPP/wQOt21F42bNWsWXF1dTR9BQXzTTdajpLIan289CwB4blAY1ErOUmopgz8cjHu+vgeDPxwsdRSyEi/Eh8HeToH9aYVYd4xFnbWxpNoJYP1EN/btzlRkFVXC31WD8b1DpI5DN4G1DAGAn6sGj/YJBQC8v/YkdHqDxImopUjaVMrPz4der4evr2+d2319fZGdnV3v92RnZ1/3+NrPN3rMZ599FkuXLsWWLVvw5JNP4r333sNLL710zazTp09HUVGR6SM9Pb3hAyUyc59vPYuCMi3aeDnivm4BUscholvg46LBY32NRd0H61jUWRtLqp0A1k90fYXlWny+xXjp/dTB7XnpPZGFm3RbW7g72OFsXhmWJWVIHYdaiM1u7TR16lTTn7t06QKVSoUnn3wSs2bNglqtvup4tVpd7+1Eli7jUjn++3cKAODVoZFQKiS/KpaaiVwmQ5dAV9OfyXo9OaANftyThnN5Zfh5XwYejA2WOhJZgcbWTgDrJ7q+BVvOoLhShwg/Z9zblSe1rBlrENvgorHDM7eH4a1Vx/HxhlMYHu0PB5XNthxshqTvHr28vKBQKJCTU3d6fk5ODvz8/Or9Hj8/v+seX/u5MY8JALGxsdDpdEhNTW3sMIgs2gdrk6HVGRDXxhODIn2kjkPNSGOnwIopfbFiSl+eDbZyzho7PHN7OwDAxxtPoVx7/UuUyHKwdiJrkXGpHN/tPA8AePnOCCjkbDRYM9YgtmNcr2AEedgjt6QK39ScuCbrJmlTSaVSoXv37ti0aZPpNoPBgE2bNiEuLq7e74mLi6tzPABs2LDBdHxoaCj8/PzqHFNcXIzdu3df8zEB4ODBg5DL5fDx4Ztqsh0H0i5hxaFMyGTA/w2LhIxnjlrc90O+x5fdvsT3Q76XOgpZmQdjjUVdXkkVFm47J3UcaiKsnchafLA2GVq98aTWbeHeUsehW8Bahq6kVirw78HtAQALt51DbknlDb6DLJ3kc9GmTp2K8ePHIyYmBj179sS8efNQVlaGiRMnAgAeeeQRBAQEYNasWQCA5557DgMGDMCcOXMwbNgwLF26FPv27cNXX30FAJDJZHj++efxzjvvICwsDKGhoXj99dfh7++PESNGADAuWLl7924MHDgQzs7OSExMxAsvvICHHnoI7u7ukvw9ELU0IQTeWX0CADCyWyA6BbhKnMg25R7NRcmFEjgHOEsdhayMWqnA9Dsj8fQP+7Fw21mM6h6IIA8HqWNRE2DtRJZu97mLPKllRVjL0D/d3cUf3+xIxaH0Qrz/ZzLmPBAldSRqRpI3lUaPHo28vDzMmDED2dnZiI6Oxtq1a02LRaalpUEuvzyhqnfv3vjxxx/x2muv4dVXX0VYWBiWL1+OTp0ub2H50ksvoaysDE888QQKCwvRt29frF27FhqNBoDx+v6lS5fijTfeQFVVFUJDQ/HCCy/UWSuAyNqtOpyFpPOXYG93+WwCtTyFSmH6aG4VWj3i524DAGycOgD2LfCcJK07O/mhd1tP7Dx7EW+vOo6vHomROhI1AdZOZMl0egNmrjgGABjbM5gntaxAQ2oZ1iC2RS6X4c17OmLEgh34dX8GHowNQvfWHlLHomYiE0IIqUNYouLiYri6uqKoqAguLi5SxyFqlJLKagyasw25JVV4Pj4Mz8eHSx2JWkC5VocOM9YBAI6/lcCFE23EqZwS3PnJX9AbBBY/2hP9bfAyE75mmw/+LGhxYipm/HEMrvZ22Prv2+DuqJI6ErUA1iC26eVfDuOnfeno6O+CFVP6cu00C9PQ12xu80Rkg+ZtPI3ckiq09nTApAFtpY5DRM0o3NcZ4+NCAABvrDwGrc4gbSAislkXS6vw0bpkAMC/E9qzoURk5aYNaQ9njRLHMouxdG+a1HGombCpRGRjjmcW49udqQCAt4Z34g4cRDbg+TvC4OWkwrm8MizawZ1YiEgaH61PRnGlDh1aueDBnsFSxyGiZublpMaLdxiviPhwXTIulWklTkTNgU0lIhtiMAi8tvwI9AaBYZ1bYYANXgZDZItcNHZ4aUgEAONMxfSCcokTEZGt2ZtagCV70gEAbw7vyMtgiGzEQ71aI8LPGYXl1XhvzQmp41AzYFOJyIYsS0rH/rRCOKoUeP2uDlLHIQBJXyUhcW4ikr5KkjoKWbn7uwUiNtQDFdV6TP/tCLikIhG1lMpqPV7+9TAAYHRMEHqEcMFea8Jahq5HqZDj3Xs7QSYDliVl4K/TeVJHoibGphKRjcgprsS7q41nB164Ixx+rhqJExEAbHtrG9a/uB7b3tomdRSycnK5DLNHdoFaKcffZ/LxS1KG1JGIyEbM33wa5/LK4OOsxqvDIqWOQ02MtQzdSPfWHqb1Haf/dgTlWp20gahJsalEZAOEEJj+2xEUV+rQJdAVE3qHSB2JJCCDDGE+TgjzcYIMvOzAFoV6OZp2e3xn9QnklVRJnIiIrN3xzGJ8ue0cAONajq72dhInIimwBqFpCe0R4GaPjEsV+GjdKanjUBPiXo5ENuDX/Rew+WQuVAo55oyKglLBfrK5uGvhXaiuqIZdCxTZ9ioFNkwd0OzPQ+bt8X6hWHU4E8cyi/HGimNYMK6b1JGIyErp9Aa8/Oth6AwCd3byw5BOflJHombQkFqGNQg5qpV4777OGP/NHizamYK7olqhW7C71LGoCfCdJZGVyy6qxJsrjwEw7gAV5usscSK6Uvhd4eg4qiPC7wqXOgrZCKVCjvdHdoFCLsPqI1lYcShT6khEZKW+2HoWRy4UwUWjxJvDO0odh5oJaxlqqAHh3rivWwCEAKYtO4QKrV7qSNQE2FQismLGy94Oo6RSh6ggNzzRr43UkYjIDHQKcMXkge0AAP/3+xFcKKyQOBERWZuD6YWYt+k0AONubz7OXMuRiIDXh3WAj7MaZ/PK8O6a41LHoSbAphKRFfvfrvPYkpwHlUKOj+7vwsvebFyFVo875m7DHXO38cwQ4dnb2yE6yA0llTpM/ekg9AbuBkdETaOsSofnlx6A3iBwd5Q/RkQHSB2JJMYahGq5O6ow54EoAMD3u9Kw6USOxInoVvEdJpGVOpZZhHdWGXd7e/nOCF72ZqbKL5ajLK8M5RfLm/25BARO55bidG4pBNhAsHVKhRzzRkfDQaXA7pQCfLX9nNSRiMhKvLXyOFIvlsPfVYN3RnSCTMaFma1ZQ2oZ1iB0pX5h3vhX31AAwEu/HEZuSaXEiehWsKlEZIXKqnR4ZskBaPUGDIrwwaN9QqSORNewMGohPvL5CAujFkodhWxQiJcj3rjbuM7JnPXJOJxRKG0gIrJ4a49m4ad96ZDJgLmjo7nbmw1gLUM3Y9qQ9ojwc8bFMi2mLTsMA2dMWyw2lYis0MwVx3Aurwx+Lhp8OCqKZwiJ6JpGxQTizk5+0BkEnv5hPwrLtVJHIiILlZJfhmnLDgMAJg1oi15tPCVORETmSq1U4NOxXaFWyrHtVB4Wbj8rdSS6SWwqEVmZX5Iy8EtSBuQyYN6YaHg4qqSORNfR9o62CL87HG3vaCt1FLJRMpkMs0d2QbCHAzIuVeD5nw7ybCERNVq5Voenvk9CSZUOMa3dMfUO7gRmK1jL0M0K93XGG/cYZ0x/tC4Zf5/OlzgR3Qyl1AGIqOkcSi/Eq78fAQA8OyiMZwgtwPBFw6WOQARXezt88VA33Pf5TmxNzsOnm0/j+Xi+ISSihjHuNnsEJ7NL4OWkxoJx3WDHzUFsBmsZuhVjegThQNol/LwvA88uPYCVz/RFgJu91LGoEfjbnshK5JZU4sn/JUGrMyA+0gfP3h4mdSQisiAd/V3x7r2dAQCfbDqNLcm5EiciIkuxOPE8/jiYCYVchgUPdoWvi0bqSERkIWQyGd4a3gmdAlxQUKbF098noUrHHQItCZtKRFagSqfHU9/vR3ZxJdr5OOHj0dGQy7mOEtUlgwwBbvYIcLOHDPz/g652f/dAjIsNhhDAs0sO4HROidSRiMjM/X06H2+vOg4AmH5nBGI5S5rqwRqErkdjp8AX47rDzcEOhzKKMP23IxCCl+JbCpngT+umFBcXw9XVFUVFRXBxcZE6DtkwIQRe+fUIftqXDmeNEn9M7oM23k5SxyIiC1Wl0+Ohr3djb+olBLrb4/en+8DbWS11rFvC12zzwZ+FdTmVU4KRn+9ESZUOw6P9MW90NDcHIaKb9tfpPExYtBd6g8AL8eF4Lp5XXkipoa/ZnKlEZOE+3XTGtHXvp2O7sqFkYX4b9xu+T/gev437TeooRACMu7F8+XAMQjyNC3f/a/E+VGg5DZ2I6sotqcTERXtRUqVDjxB3fHB/FzaUbBRrGWoq/cK88fbwTgCAjzeewu8HMiRORA3BphKRBVuyJw0fbzwFAHhreCcMbO8jcSJqrNRtqTi7/ixSt6VKHYXIxMNRhUUTexqnoacXYurPB6HnjnBEVKNCq8fj3+3DhcIKhHo54quHY6BWKqSORRJhLUNN6cHYYDw5oA0A4KVfDmPXuYsSJ6IbYVOJyEJtPJ6D/6vZ6W3KwHZ4uFdriRORuaus1uOez/7GPZ/9jcpqzjyh66t9o6hSyPHn0Wy8tpzrGxCR8RLZJ/63D4cyiuDuYIdvJvSAu6NK6lhk5liDUGO8nBCBYZ1boVov8Ph3+3Ako0jqSHQdSqkDEFHjJZ69iClL9sMggAdiAvHiYG79bakmn5gMCKAl1qw0CIHDNS/KBjYHqAF6hnrg49HReGbJfizZkw57OyVevyuSl7gQ2ahqvQFTfjyAv07nw95Oga/HxyDUy1HqWCSxhtQyrEGoMeRyGeY8EIW80irsSSnAw9/sxk9PxKG9n7PU0agenKlEZGF2nbuIR7/di8pqA26P8MG793bmGzwLpnZWQ+2ihtrCF0Im6zWsSyu8P7ILAOCbHSn4eMMpiRMRkRT0BoGpPx/ChuM5UCnl+Hp8DLq39pA6FpkB1jLUHDR2CnwzoQeigtxQWF6NcV/vxrm8UqljUT3YVCKyILvPXcTERXtRUa3HgHBvfD6uG+wU/GdMRM1rVEwQ3hreEQDw6eYz+GTjaV4KR2RDdHoDXvrlMFYeyoRSLsPCh7qhTzsvqWMRkZVzUiuxeGJPRLZyQX5pFcZ9vRsp+WVSx6J/4LtRIguRePYiJn5rbCj1D/fGlw93h8aOi2ISUct4JC4Er9wZAcC4I8t7a06wsURkA6p0ejyz5AB+3Z8BuQz4ZExX3B7hK3UsIrIRrg52+N9jPdHW2xFZRZUYtTARJ7KKpY5FV2BTicgC/HkkC+MX7UG5Vo9+YV74ig0lq3HitxM4/P1hnPjthNRRiG5o0oC2mHFXBwDAf/5Kwau/H+GucERWrEKrx+OLk/Dn0WyoFHJ8Pq47hnVpJXUsMjOsZai5eTmpsfSJONOMpdFfJmJ/2iWpY1ENLtRNZOb+t+s8ZvxxFEIAgzv44tOxXdlQsiJ/PvsnSi6UwDnAGZH3RUodh+iGHu0bCie1Eq/8dhhL9qSjuEKHOQ9E8fcSkZW5VKbFE//bh72pl2Bvp8BXj3RHvzBvqWORGWItQy3B21mNpY/3wsRv92B/WiEe+no3vnioOwaE8/eS1DhTichMGQwCH61LxuvLjQ2lB2OD8cVDnKFEt8bDUQUPbv1Mt+iBHkGYP7Yb7BQyrD6ShbH/2YW8kiqpYxFREzmTW4p7P9+BvamX4KxR4vt/9WRDiW4ZaxC6Va4Odvj+X7HoF+aFcq0ej367F4sTU6WOZfNkggsi3JTi4mK4urqiqKgILi4uUschK1NSWW3aYQUAno8Pw3ODwrjLmxU6+O1BaMu0UDmqED0hWuo4RI2y82w+nvp+P4oqqhHgZo9vJvQwy+1++ZptPvizMH9/n87HUz8koaRSZ9b/rsl8sJahllal0+PV347i1/0ZAIBH4lpjxl0doOQGRk2qoa/ZbCrdJBZF1FxS8svw+OJ9OJNbCpVSjndHdMKomCCpYxER1etcXike+24fUvLL4KhS4IP7o8xuzRW+ZpsP/izMlxAC3+xIxXtrTkBvEOje2h1fPtwdXk7cJp6IzI8QAgu3ncMH605CCKBvOy/MGxPN31lNqKGv2WzlEZmRP49k4Z7P/saZ3FL4uqjx85NxbCgRkVlr4+2E35/ujbg2nijT6jH5x/2Y8cdRVOn0UkcjogYqKq/Gk/9LwturjkNvEBgR7Y8f/hXLN2dEZLZkMhmeuq0tFj7UHfZ2Cvx9Jh9DP/kLu85dlDqazWFTicgMlGt1eOXXw3jqh/0oqdShW7AbVk7pi+ggN6mjkRWprNZj9JeJGP1lIiqr+Yafmo6bgwr/e6wnnrqtLQBgceJ53P9FIlLzyyRORkQ3cjC9EMPm/4X1x3OgUsjx5j0d8fHoaK7hSE2KNQg1l4SOfvhjSh+083FCbkkVHvzPLszfdJq707YgNpWIJHY4oxB3ffo3lu5Nh0wGPHVbWyx9Ig4+Lhqpo5GVMQiB3SkF2J1SAAOvfKYmplTI8fKQCCya0ANuDnY4cqEId37yF77dkQIDCzsis1Ol0+PDdScx8oudyLhUgWAPB/z6VG+M7x3CNRypybEGoeYU7uuMFVP64L5uATAIYM6GU3jgy0SczSuVOppNUEodgMhWlWt1mLv+FL7ZkQKDAPxcNJg7Ogq923pJHY1a0NzAuaZteKdmTJU6DtEtGxjhgzXP9sPUnw9i17kCvLHyOP48mo0P749CsKeD1PGICMYTWtOWHUZyTgkA4J4of7xzbye4aOwkTkaWiLUMmQMHlRJzH4hGXBtPvLnyOJLOX8LQT/7Cvwe3x6N9Q6GQs1neXDhTiUgCW5NzMfjj7fj6b2ND6Z4of/z5XD82lIjIKvi72ePHf/XCW8M7wt5Ogd0pBRg8bxs+3XSalz0QSaiovBpvrDiGEQt2IDmnBF5OKix8qBs+HduVDSUisgqjYoKw7oX+6BfmhSqdAe+uOYF7P9+BA2mXpI5mtThTiagFncktwburT2BLch4AIMDNHu+M6ISBET4SJyOptOrWCq5BrnDw5gwOsi5yuQyPxIXgtnAfvPzrYSSeu4i5G05hWVI6ZtzVEfGRPrzEhqiFGAwCy5LS8f7aZBSUaQEYT2i9cU9HeDiqJE5Hlo61DJmbADd7LH60J37am453V5/A4Ywi3Pv5TtzfPRAvD4mAtzM3IWhKbCoRtYDckkp8tvkMftidBr1BQCmXYULvELxwRzgc1fxnaMvGrhgrdQSiZhXs6YAfH4/FysNZeG/1CaQXVODxxfvQM9QD0xLao0eIh9QRiayWEAIbT+RizvpknMw2XuoW5uOEN+/piN7tODuamgZrGTJHMpkMY3oGY1CkL95fexK/JGXgl6QM/HkkC4/1DcW/+rfhDM0mwnezRM0ot6QSX247h+93nUeVzgAAuKODL6bfGYE23k4SpyMiahkymQz3RPljUIQPPttyBv/9OwV7UgowamEiBrb3xgt3hKNLoJvUMYmshhACf5/Jx5z1p3AwvRAA4KxR4rlBYRjfOwR2Cq6AQUS2wdtZjY9GRWFcbDDeWHEMhzKK8OnmM/gu8TyeHNAGj8SFwIkn+W8J//aImsHZvFJ8tzMVP+1NNzWTooPc8FJCe54ZJEnZc4tokpCjWomXh0Tg4V6tMX/zafy8LwNbkvOwJTkPfdp5YtKAtujbzouXxRHdpGq9AasOZ+Kr7Sk4kVUMwPh7f2KfEDzRvw3cHHipG0mHNQhJqWuwO5ZP7oN1x7Lx0fpTOJNbig/WJuOLrWfxYGwwJvYOhZ8rd9++GTIhuKfjzSguLoarqyuKiorg4uIidRwyAwaDwPbTefh2Zyq21qyZBABdg93wfHw4+ofxjRIR0ZVS8svw6abTWHEoE3qDsRy5s5Mfvnioe5M+D1+zzQd/Fs0jt6QSvyRl4H+J55FVVAnA+AZ+TM8gPHVbW/g4840SEVEtvUHgj4MX8NmWMziXVwYAUMqNs6rH9QpGt2B3vm9Dw1+z2VS6SSyKqFZqfhl+O3ABv+3PQMalCgCATAYMivDBxD6h6N3Wk7+U6JrWPLMGlZcqoXHXYOj8oVLHIZJExqVyfP1XCn7am45Xh0bg4biQJn18vmabD/4smo5Ob8D203lYuicdm07mmhqzXk5qTOwTgnGxwZyZRC2CtQxZKoNBYEtyLr7afg67UwpMt7fzccLomCDc2y0AXk62u6g3m0rNjEWRbbtQWIENx7Kx6nAW9p2/vD2ls1qJUTFBGN+7NVp7OkqYkCzF3MC5KLlQAucAZ0zNmCp1HCJJFZRp4aBSQNPEl0jwNdt88Gdxa3R6A3anFGD1kSysO5qNizU7uQFAt2A3jOkZjOHR/lAreZkRtRzWMmQNDqUX4n+7zmP14SxUVOsBGGcvxbX1xLDOrTC4o5/N7ZbZ0NdsrqlE1AAGg8CJ7GJsPJ6LDSeycfRCsek+uQzoG+aNkd0CMLiDH+xVLOTIPFVW6/HU90kAgC8e6t7kb9yJbpWtFWtEDXGpTIu/zuRj+6k8bDmZW6eR5O5gh/u6BWJ0jyCE+zpLmJLo+liDkLmLCnJDVJAbZt7dASsPZeGnvWk4lFGEv07n46/T+fi/5UfRq40Hbgv3Qf9wb4T7OvFqlBpsKhHVQwiBc/ll2Hn2IhLP5iPx7EVcKq823S+XATGtPTC4oy/ujvKHrwvXKqCbM/GviRB6AZmi+V+UDEJgS816XwZOUiUiMktFFdU4mF6IfakF2H46H4czCnHlr2x3BzskdPTD0M6tENfWkzu5keQaUsuwBiFL4ayxw4OxwXgwNhjn8krx59FsrD6cheNZxdhx5iJ2nLmId9ecgJ+LBv3CvNCrjSdiQtwR7OFgs00mNpWIAOSVVOFwRiEOpRfiYEYRDmcUovCKJhIAOKgU6N3WE4M7+mFQhA88bfj6Wmo67qHuUkcgIiKJVOn0OJNbiuOZxdifVoj95y/hVG4J/vmeu72vM/qHe2FAuA9i23iwkURmhbUMWas23k6YPLAdJg9sh9T8Mmw6mYvtp/Kw69xFZBdXYllSBpYlZQAwrmcX09odXYPd0NHfFZGtnG3m/SKbSmQzhBDIL9XibF4pTueU4HRuKU7nlOJ0binyS6uuOl6llKN7sDt6t/VE73ae6BLoxiKOiIiIGq1Cq8f5gjKk5pchJb8cJ7OLcTKrBGfzSqEzXD1ro7WnA7oHuyO2jQf6h3ujlau9BKmJiKhWiJcjHusbisf6hqKyWo+9qQX463Q+9qUW4MiFIuSXVmHtsWysPZZt+h5fFzUiW7kgws8FbbwcEeLliBAvB3g7qa1qVpNZNJUWLFiADz/8ENnZ2YiKisL8+fPRs2fPax6/bNkyvP7660hNTUVYWBjef/99DB16eacBIQRmzpyJ//znPygsLESfPn3wxRdfICwszHRMQUEBnnnmGaxcuRJyuRwjR47EJ598Aicnp2YdKzUPIQSKK3XIL61CXonx40JhBTIulSPjUkXNRzkqqw31fr9MBrTzdjJeSxvoiqggN0T4uUClZBOJiIjMD2sn86E3CFwsrUJ2cSWyiyqRU1xZ8+cqZFwqx/mL5cgurrzm97tolIho5YLoIDd0C3ZH99bu8Ha2jbPbRESWSGOnQL8wb/QL8wZgXDPsyIUi7Eu9hCMXCnE8sxipF8uRU1yFnOI8bK259LOWk1qJ1p4OCHJ3gJ+rBv5uGvi52qOVqwZ+Lhr4uKgtasMFyZtKP/30E6ZOnYqFCxciNjYW8+bNQ0JCApKTk+Hj43PV8Tt37sTYsWMxa9Ys3HXXXfjxxx8xYsQI7N+/H506dQIAfPDBB/j000/x3XffITQ0FK+//joSEhJw/PhxaDTGtW/GjRuHrKwsbNiwAdXV1Zg4cSKeeOIJ/Pjjjy06fjIyGASqdAZUVutRqdOjXKtHSaUOJZXVKK4wfi6p1KH4is9F5dWmJlJ+qRZaff0NoyvJZECguz3CfZzRztcJYT7OCPd1QltvJziqJf/nQDYodWsqdFU6KNVKhNwWInUcIrIArJ2alt4gUK7VoVyrR1mV8XNplQ7lWh3Kqoy3XSqvRmG5FpfKtbhUbqxBav9cWK6td7bRP7na2xnPUns6INzXGZGtnBHh54JWrhqrOmNNtoe1DNk6jZ0CPUI80CPEw3RbaZUOydnFOJ5VglPZJUi9WIaU/DJcKKxAaZUOxzKLcSyz+JqP6ahSwMNJBQ8HFdwdjZ89HI1/dtYo4aRWwlljB2eNEs4aJQLdHODqYNcSw72KTAhpV0qLjY1Fjx498NlnnwEADAYDgoKC8Mwzz+CVV1656vjRo0ejrKwMq1atMt3Wq1cvREdHY+HChRBCwN/fHy+++CL+/e9/AwCKiorg6+uLb7/9FmPGjMGJEyfQoUMH7N27FzExMQCAtWvXYujQocjIyIC/v/8NczfXlrhbk3NRWqWDEICA8cwhgJqvhfHzP++r+Y/p/n8eX/MApttr/nz5ca/xPP/42mAQ0BkE9DWfdXrDVV/rrzim+h9fa3UGVOr0xsZRdU0DqVqPSp0BWt2NG0IN4axWwstZDS8nFQLc7BHo7oBA98ufW7lpLKrrS9avJbfhLdfq0GHGOgDA8bcS4KBiI5Vsg7VtY2+ptRPQPD+Lymo93ll9HNqaeqJabzxRVa03fq3V1/3z5eMMqKipSW6VTAZ4O6nh56qBr4sGrWo+B7jZmxpJbg7c3ZCsU0NqGdYgREaV1XqkF5QjJb8MmYUVyKqZ5ZpVZPycXVTZoMkS//TG3R0woU9ok2Zt6Gu2pP+atVotkpKSMH36dNNtcrkc8fHxSExMrPd7EhMTMXVq3V9WCQkJWL58OQAgJSUF2dnZiI+PN93v6uqK2NhYJCYmYsyYMUhMTISbm5upKAKA+Ph4yOVy7N69G/fee+9Vz1tVVYWqqsvr7hQXX7ureCveXHkcKfllzfLYlkIpl8FepYBLTefV5YoOrIt97Z/t4GpvBy8nYwPJy0kNb2c1tyclIiKrZkm1E9By9dP3u9Ju+TEUchkcVAo4qpRwUNd8VingqFbCzcEObvYquDvYwc3R+NndQQU3Bzt4OKrg7aSGkusuEhHRDWjsFAjzdUaYr3O999cu61JQpkVBmRaXyrQoKK/5XGacMVtapau5esd4RU9ppQ7ujtKduJC0qZSfnw+9Xg9fX986t/v6+uLkyZP1fk92dna9x2dnZ5vur73tesf8c3q4UqmEh4eH6Zh/mjVrFt58880GjuzmRQW6wttZDRmMZ71kkBk/X/FnAJDJZFccU/dr1H4Pao+9+nFQz/dd+TWu/J6a+xVyGZRyec1nGRSKms9yOez+8bXxswx2istf2ynk0NjJobFTQGMnh1qpMP3Z+FkBjVLOooxsStzUOFQVV0Ht0vzrZziolEidPazZn4eImo8l1U5Ay9RPKoUczw0Kg0oph1oph51CDtUVn1UKOVRKGVQKBewUMuNtNbdr7IxNIweVAmqlnJehEd2EhtQyrEGIGkYmk8HV3jiBItTLUeo4DcJ5hw00ffr0Omf5iouLERQU1OTPM29M1yZ/TCIyX3FT46SOQETUbFqifpLLZXjhjvAmfUwiajjWMkS2TdIpIV5eXlAoFMjJyalze05ODvz8/Or9Hj8/v+seX/v5Rsfk5ubWuV+n06GgoOCaz6tWq+Hi4lLng4iIiKglWVLtBLB+IiIisnaSNpVUKhW6d++OTZs2mW4zGAzYtGkT4uLq73jHxcXVOR4ANmzYYDo+NDQUfn5+dY4pLi7G7t27TcfExcWhsLAQSUlJpmM2b94Mg8GA2NjYJhsfERERUVNi7URERETmRPLL36ZOnYrx48cjJiYGPXv2xLx581BWVoaJEycCAB555BEEBARg1qxZAIDnnnsOAwYMwJw5czBs2DAsXboU+/btw1dffQXAeA3i888/j3feeQdhYWGmbXH9/f0xYsQIAEBkZCSGDBmCxx9/HAsXLkR1dTWmTJmCMWPGNHj3EiIiIiIpsHYiIiIicyF5U2n06NHIy8vDjBkzkJ2djejoaKxdu9a0WGRaWhrk8ssTqnr37o0ff/wRr732Gl599VWEhYVh+fLl6NSpk+mYl156CWVlZXjiiSdQWFiIvn37Yu3atdBoNKZjfvjhB0yZMgWDBg2CXC7HyJEj8emnn7bcwImIiIhuAmsnIiIiMhcyIYSQOoQlKi4uhqurK4qKirg+ABERkRnja7b54M+CiIjIMjT0NZt7txMRERERERERUaOxqURERERERERERI3GphIRERERERERETUam0pERERERERERNRobCoREREREREREVGjsalERERERERERESNxqYSERERERERERE1GptKRERERERERETUaGwqERERERERERFRo7GpREREREREREREjcamEhERERERERERNRqbSkRERERERERE1GhsKhERERERERERUaMppQ5gqYQQAIDi4mKJkxAREdH11L5W1752k3RYPxEREVmGhtZPbCrdpJKSEgBAUFCQxEmIiIioIUpKSuDq6ip1DJvG+omIiMiy3Kh+kgmetrspBoMBmZmZcHZ2hkwma7LHLS4uRlBQENLT0+Hi4tJkj2suOD7LZ+1j5PgsG8dn2ZprfEIIlJSUwN/fH3I5r/yXEuunm8PxWTaOz/JZ+xg5Pssmdf3EmUo3SS6XIzAwsNke38XFxSr/h6/F8Vk+ax8jx2fZOD7L1hzj4wwl88D66dZwfJaN47N81j5Gjs+ySVU/8XQdERERERERERE1GptKRERERERERETUaGwqmRm1Wo2ZM2dCrVZLHaVZcHyWz9rHyPFZNo7Psln7+Kj5WPv/OxyfZeP4LJ+1j5Hjs2xSj48LdRMRERERERERUaNxphIRERERERERETUam0pERERERERERNRobCoREREREREREVGjsalERERERERERESNxqaSGaqqqkJ0dDRkMhkOHjxY577Dhw+jX79+0Gg0CAoKwgcffCBNyJtwzz33IDg4GBqNBq1atcLDDz+MzMzMOsdY6vhSU1Px2GOPITQ0FPb29mjbti1mzpwJrVZb5zhLHR8AvPvuu+jduzccHBzg5uZW7zFpaWkYNmwYHBwc4OPjg2nTpkGn07Vs0FuwYMEChISEQKPRIDY2Fnv27JE60k3bvn077r77bvj7+0Mmk2H58uV17hdCYMaMGWjVqhXs7e0RHx+P06dPSxO2kWbNmoUePXrA2dkZPj4+GDFiBJKTk+scU1lZicmTJ8PT0xNOTk4YOXIkcnJyJErcOF988QW6dOkCFxcXuLi4IC4uDn/++afpfkseW31mz54NmUyG559/3nSbtY2RWgbrJ8sbH+snI9ZP5sGaayeA9ZMlj60+5lQ/salkhl566SX4+/tfdXtxcTEGDx6M1q1bIykpCR9++CHeeOMNfPXVVxKkbLyBAwfi559/RnJyMn799VecPXsW999/v+l+Sx7fyZMnYTAY8OWXX+LYsWP4+OOPsXDhQrz66qumYyx5fACg1WoxatQoPPXUU/Xer9frMWzYMGi1WuzcuRPfffcdvv32W8yYMaOFk96cn376CVOnTsXMmTOxf/9+REVFISEhAbm5uVJHuyllZWWIiorCggUL6r3/gw8+wKeffoqFCxdi9+7dcHR0REJCAiorK1s4aeNt27YNkydPxq5du7BhwwZUV1dj8ODBKCsrMx3zwgsvYOXKlVi2bBm2bduGzMxM3HfffRKmbrjAwEDMnj0bSUlJ2LdvH26//XYMHz4cx44dA2DZY/unvXv34ssvv0SXLl3q3G5NY6SWw/rJ8sbH+on1kzmx5toJYP1kyWP7J7OrnwSZlTVr1oiIiAhx7NgxAUAcOHDAdN/nn38u3N3dRVVVlem2l19+WbRv316CpLfujz/+EDKZTGi1WiGE9Y3vgw8+EKGhoaavrWV8ixYtEq6urlfdvmbNGiGXy0V2drbpti+++EK4uLjUGbO56tmzp5g8ebLpa71eL/z9/cWsWbMkTNU0AIjff//d9LXBYBB+fn7iww8/NN1WWFgo1Gq1WLJkiQQJb01ubq4AILZt2yaEMI7Fzs5OLFu2zHTMiRMnBACRmJgoVcxb4u7uLr7++murGltJSYkICwsTGzZsEAMGDBDPPfecEMI6f37U/Fg/Wc/4WD+xfjIH1l47CcH6yVLHZo71E2cqmZGcnBw8/vjj+N///gcHB4er7k9MTET//v2hUqlMtyUkJCA5ORmXLl1qyai3rKCgAD/88AN69+4NOzs7ANY1PgAoKiqCh4eH6WtrG98/JSYmonPnzvD19TXdlpCQgOLiYtMZAnOl1WqRlJSE+Ph4021yuRzx8fFITEyUMFnzSElJQXZ2dp3xurq6IjY21iLHW1RUBACmf29JSUmorq6uM76IiAgEBwdb3Pj0ej2WLl2KsrIyxMXFWdXYJk+ejGHDhtUZC2BdPz9qGayfrGd8AOsngPWTObK22glg/WSpYzPH+olNJTMhhMCECRMwadIkxMTE1HtMdnZ2nRccAKavs7Ozmz1jU3j55Zfh6OgIT09PpKWl4Y8//jDdZw3jq3XmzBnMnz8fTz75pOk2axpffSx5fPn5+dDr9fXmN/fsN6N2TNYwXoPBgOeffx59+vRBp06dABjHp1Kprlq7wpLGd+TIETg5OUGtVmPSpEn4/fff0aFDB6sYGwAsXboU+/fvx6xZs666z1rGSC2D9ZN1jK8W6ycjSxmfLdVP1lQ7AayfalnS2ADzrZ/YVGpmr7zyCmQy2XU/Tp48ifnz56OkpATTp0+XOnKjNHR8taZNm4YDBw5g/fr1UCgUeOSRRyCEkHAE19fY8QHAhQsXMGTIEIwaNQqPP/64RMkb5mbGR2ROJk+ejKNHj2Lp0qVSR2lS7du3x8GDB7F792489dRTGD9+PI4fPy51rCaRnp6O5557Dj/88AM0Go3UcchMsX5i/WTOWD+RpWP9ZHnMuX5SSh3A2r344ouYMGHCdY9p06YNNm/ejMTERKjV6jr3xcTEYNy4cfjuu+/g5+d31erttV/7+fk1ae6Gauj4anl5ecHLywvh4eGIjIxEUFAQdu3ahbi4OKsYX2ZmJgYOHIjevXtftYCkNYzvevz8/K7a7UPq8TWUl5cXFApFvT8fc89+M2rHlJOTg1atWpluz8nJQXR0tESpGm/KlClYtWoVtm/fjsDAQNPtfn5+0Gq1KCwsrHO2xpJ+niqVCu3atQMAdO/eHXv37sUnn3yC0aNHW/zYkpKSkJubi27duplu0+v12L59Oz777DOsW7fO4sdIt471E+unWtYwvuth/WQZrKV2Alg/WerYzLp+atYVm6jBzp8/L44cOWL6WLdunQAgfvnlF5Geni6EuLxQYe3CjEIIMX36dItbqLDW+fPnBQCxZcsWIYTljy8jI0OEhYWJMWPGCJ1Od9X9lj6+WjdaaDInJ8d025dffilcXFxEZWVlCya8OT179hRTpkwxfa3X60VAQIDFLzQpxLUXm/zoo49MtxUVFVnMYpMGg0FMnjxZ+Pv7i1OnTl11f+1Chb/88ovptpMnT1rkYoy1Bg4cKMaPH28VYysuLq7zenfkyBERExMjHnroIXHkyBGrGCO1HNZPlj8+1k+sn8yRtdVOQrB+svSxmXP9xKaSmUpJSblq95LCwkLh6+srHn74YXH06FGxdOlS4eDgIL788kvpgjbQrl27xPz588WBAwdEamqq2LRpk+jdu7do27at6QXTkseXkZEh2rVrJwYNGiQyMjJEVlaW6aOWJY9PCGMRe+DAAfHmm28KJycnceDAAXHgwAFRUlIihBBCp9OJTp06icGDB4uDBw+KtWvXCm9vbzF9+nSJkzfM0qVLhVqtFt9++604fvy4eOKJJ4Sbm1ud3VgsSUlJielnBEDMnTtXHDhwQJw/f14IIcTs2bOFm5ub+OOPP8Thw4fF8OHDRWhoqKioqJA4+Y099dRTwtXVVWzdurXOv7Xy8nLTMZMmTRLBwcFi8+bNYt++fSIuLk7ExcVJmLrhXnnlFbFt2zaRkpIiDh8+LF555RUhk8nE+vXrhRCWPbZruXL3EiGsc4zUMlg/Wdb4WD+xfjIn1lw7CcH6yZLHdi3mUj+xqWSm6iuKhBDi0KFDom/fvkKtVouAgAAxe/ZsaQI20uHDh8XAgQOFh4eHUKvVIiQkREyaNElkZGTUOc5Sx7do0SIBoN6PK1nq+IQQYvz48fWOr/ZMqRBCpKamijvvvFPY29sLLy8v8eKLL4rq6mrpQjfS/PnzRXBwsFCpVKJnz55i165dUke6aVu2bKn35zV+/HghhPFs1euvvy58fX2FWq0WgwYNEsnJydKGbqBr/VtbtGiR6ZiKigrx9NNPC3d3d+Hg4CDuvffeOm9SzNmjjz4qWrduLVQqlfD29haDBg0yFURCWPbYruWfRZE1jpFaBusnyxof6ycj1k/mwZprJyFYP1ny2K7FXOonmRBmvMofERERERERERGZJe7+RkREREREREREjcamEhERERERERERNRqbSkRERERERERE1GhsKhERERERERERUaOxqURERERERERERI3GphIRERERERERETUam0pERERERERERNRobCoREREREREREVGjsalERGYrNTUVMpkMBw8elDqKycmTJ9GrVy9oNBpER0dLHYeIiIioDtZPRNSS2FQiomuaMGECZDIZZs+eXef25cuXQyaTSZRKWjNnzoSjoyOSk5OxadOmeo+p/Xv758eQIUNaNOsbb7zBwo2IiKiFsX66GusnIuvFphIRXZdGo8H777+PS5cuSR2lyWi12pv+3rNnz6Jv375o3bo1PD09r3nckCFDkJWVVedjyZIlN/28REREZDlYP9XF+onIerGpRETXFR8fDz8/P8yaNeuax9R3RmfevHkICQkxfT1hwgSMGDEC7733Hnx9feHm5oa33noLOp0O06ZNg4eHBwIDA7Fo0aKrHv/kyZPo3bs3NBoNOnXqhG3bttW5/+jRo7jzzjvh5OQEX19fPPzww8jPzzfdf9ttt2HKlCl4/vnn4eXlhYSEhHrHYTAY8NZbbyEwMBBqtRrR0dFYu3at6X6ZTIakpCS89dZbkMlkeOONN675d6JWq+Hn51fnw93dHQDw4IMPYvTo0XWOr66uhpeXFxYvXmzKMmvWLISGhsLe3h5RUVH45ZdfTMdv3boVMpkMmzZtQkxMDBwcHNC7d28kJycDAL799lu8+eabOHTokOlM37fffgshBN544w0EBwdDrVbD398fzz777DXHQURERI3H+on1E5GtYFOJiK5LoVDgvffew/z585GRkXFLj7V582ZkZmZi+/btmDt3LmbOnIm77roL7u7u2L17NyZNmoQnn3zyqueZNm0aXnzxRRw4cABxcXG4++67cfHiRQBAYWEhbr/9dnTt2hX79u3D2rVrkZOTgwceeKDOY3z33XdQqVTYsWMHFi5cWG++Tz75BHPmzMFHH32Ew4cPIyEhAffccw9Onz4NAMjKykLHjh3x4osvIisrC//+979v6u9h3LhxWLlyJUpLS023rVu3DuXl5bj33nsBALNmzcLixYuxcOFCHDt2DC+88AIeeuihqwrC//u//8OcOXOwb98+KJVKPProowCA0aNH48UXX0THjh1NZ/pGjx6NX3/9FR9//DG+/PJLnD59GsuXL0fnzp1vahxERERUP9ZPrJ+IbIYgIrqG8ePHi+HDhwshhOjVq5d49NFHhRBC/P777+LKXx8zZ84UUVFRdb73448/Fq1bt67zWK1btxZ6vd50W/v27UW/fv1MX+t0OuHo6CiWLFkihBAiJSVFABCzZ882HVNdXS0CAwPF+++/L4QQ4u233xaDBw+u89zp6ekCgEhOThZCCDFgwADRtWvXG47X399fvPvuu3Vu69Gjh3j66adNX0dFRYmZM2de93HGjx8vFAqFcHR0rPNR+9jV1dXCy8tLLF682PQ9Y8eOFaNHjxZCCFFZWSkcHBzEzp076zzuY489JsaOHSuEEGLLli0CgNi4caPp/tWrVwsAoqKiQghR/89lzpw5Ijw8XGi12hv+fRAREVHjsX5i/URkSzhTiYga5P3338d3332HEydO3PRjdOzYEXL55V87vr6+dc7yKBQKeHp6Ijc3t873xcXFmf6sVCoRExNjynHo0CFs2bIFTk5Opo+IiAgAxuv3a3Xv3v262YqLi5GZmYk+ffrUub1Pnz43NeaBAwfi4MGDdT4mTZpkGsMDDzyAH374AQBQVlaGP/74A+PGjQMAnDlzBuXl5bjjjjvqjGvx4sV1xgQAXbp0Mf25VatWAHDV39+VRo0ahYqKCrRp0waPP/44fv/9d+h0ukaPj4iIiG6M9VPjsH4isjxKqQMQkWXo378/EhISMH36dEyYMKHOfXK5HEKIOrdVV1df9Rh2dnZ1vpbJZPXeZjAYGpyrtLQUd999N95///2r7qstEgDA0dGxwY/ZFBwdHdGuXbtr3j9u3DgMGDAAubm52LBhA+zt7U27m9RO6169ejUCAgLqfJ9ara7z9ZV/f7U7ylzv7y8oKAjJycnYuHEjNmzYgKeffhoffvghtm3bdtXPgoiIiG4N66fGYf1EZHnYVCKiBps9ezaio6PRvn37Ord7e3sjOzsbQgjTC/PBgweb7Hl37dqF/v37AwB0Oh2SkpIwZcoUAEC3bt3w66+/IiQkBErlzf9Kc3Fxgb+/P3bs2IEBAwaYbt+xYwd69ux5awOoR+/evREUFISffvoJf/75J0aNGmUqSjp06AC1Wo20tLQ6WRpLpVJBr9dfdbu9vT3uvvtu3H333Zg8eTIiIiJw5MgRdOvW7aafi4iIiOrH+qnpsH4iMj9sKhFRg3Xu3Bnjxo3Dp59+Wuf22267DXl5efjggw9w//33Y+3atfjzzz/h4uLSJM+7YMEChIWFITIyEh9//DEuXbpkWlBx8uTJ+M9//oOxY8fipZdegoeHB86cOYOlS5fi66+/hkKhaPDzTJs2DTNnzkTbtm0RHR2NRYsW4eDBg6Zp1o1RVVWF7OzsOrcplUp4eXmZvn7wwQexcOFCnDp1Clu2bDHd7uzsjH//+9944YUXYDAY0LdvXxQVFWHHjh1wcXHB+PHjG5QhJCQEKSkpOHjwIAIDA+Hs7IwlS5ZAr9cjNjYWDg4O+P7772Fvb4/WrVs3eoxERER0Y6yfGo71E5Hl4ZpKRNQob7311lXTgyMjI/H5559jwYIFiIqKwp49e256Z4/6zJ49G7Nnz0ZUVBT+/vtvrFixwlRc1J4d0+v1GDx4MDp37oznn38ebm5uddYfaIhnn30WU6dOxYsvvojOnTtj7dq1WLFiBcLCwhqdee3atWjVqlWdj759+9Y5Zty4cTh+/DgCAgKuWovg7bffxuuvv45Zs2YhMjISQ4YMwerVqxEaGtrgDCNHjsSQIUMwcOBAeHt7Y8mSJXBzc8N//vMf9OnTB126dMHGjRuxcuVKeHp6NnqMRERE1DCsnxqG9ROR5ZGJf17IS0REREREREREdAOcqURERERERERERI3GphIRERERERERETUam0pERERERERERNRobCoREREREREREVGjsalERERERERERESNxqYSERERERERERE1GptKRERERERERETUaGwqERERERERERFRo7GpREREREREREREjcamEhERERERERERNRqbSkRERERERERE1Gj/DzhKY+t6hqwLAAAAAElFTkSuQmCC", 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" ] @@ -892,7 +900,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 20, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -947,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 21, "metadata": { "id": "kheyBbO_1Y6-" }, @@ -958,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -971,7 +979,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -999,7 +1007,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 23, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1013,7 +1021,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "2/2 [==============================] - 0s 1ms/step - loss: 2.7015\n" + "2/2 [==============================] - 0s 2ms/step - loss: 2.7015\n" ] }, { @@ -1051,15 +1059,15 @@ " \n", " \n", " Linear Regression (MSE Keras)\n", - " 8.588128\n", - " 4.705088\n", + " 8.588127\n", + " 4.705090\n", " 3.617528\n", " \n", " \n", " Poisson Regression (TFP)\n", - " 7.037489\n", - " 3.223993\n", - " 2.701491\n", + " 7.037490\n", + " 3.223995\n", + " 2.701492\n", " \n", " \n", "\n", @@ -1068,11 +1076,11 @@ "text/plain": [ " RMSE MAE NLL (mean)\n", "Linear Regression (sklearn) 8.588127 4.705091 3.617528\n", - "Linear Regression (MSE Keras) 8.588128 4.705088 3.617528\n", - "Poisson Regression (TFP) 7.037489 3.223993 2.701491" + "Linear Regression (MSE Keras) 8.588127 4.705090 3.617528\n", + "Poisson Regression (TFP) 7.037490 3.223995 2.701492" ] }, - "execution_count": 39, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1119,7 +1127,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1132,7 +1140,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1176,7 +1184,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1189,8 +1197,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "[6.398366]\n", - "[0.60403824]\n", + "6.398357\n", + "0.60403824\n", "5.0\n", "0.0\n" ] @@ -1216,7 +1224,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 27, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1226,23 +1234,11 @@ "outputId": "e2a545fb-644b-4652-db7b-2e9145c723d3" }, "outputs": [ - { - "ename": "AttributeError", - "evalue": "module 'numpy' has no attribute 'int'.\n`np.int` was a deprecated alias for the builtin `int`. To avoid this error in existing code, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\nThe aliases was originally deprecated in NumPy 1.20; for more details and guidance see the original release note at:\n https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [44]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m plt\u001b[38;5;241m.\u001b[39mstem(x_ax,probs[\u001b[38;5;241m31\u001b[39m,:])\u001b[38;5;66;03m#,use_line_collection=True)\u001b[39;00m\n\u001b[1;32m 9\u001b[0m plt\u001b[38;5;241m.\u001b[39mxticks(x_ax)\n\u001b[0;32m---> 10\u001b[0m plt\u001b[38;5;241m.\u001b[39mvlines(np\u001b[38;5;241m.\u001b[39mexpand_dims(y_val,axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)[\u001b[38;5;241m31\u001b[39m], ymin\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m, ymax\u001b[38;5;241m=\u001b[39mprobs[\u001b[38;5;241m31\u001b[39m,\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mint\u001b[49m(y_val[\u001b[38;5;241m31\u001b[39m])],linestyle\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdotted\u001b[39m\u001b[38;5;124m'\u001b[39m,color\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpurple\u001b[39m\u001b[38;5;124m\"\u001b[39m,linewidth\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m4\u001b[39m)\n\u001b[1;32m 12\u001b[0m plt\u001b[38;5;241m.\u001b[39mxlabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNumber of Events\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m 13\u001b[0m plt\u001b[38;5;241m.\u001b[39mylabel(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mProbability\u001b[39m\u001b[38;5;124m'\u001b[39m)\n", - "File \u001b[0;32m~/anaconda3/envs/dlcourse/lib/python3.9/site-packages/numpy/__init__.py:324\u001b[0m, in \u001b[0;36m__getattr__\u001b[0;34m(attr)\u001b[0m\n\u001b[1;32m 319\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 320\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIn the future `np.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mattr\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m` will be defined as the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 321\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcorresponding NumPy scalar.\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;167;01mFutureWarning\u001b[39;00m, stacklevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m)\n\u001b[1;32m 323\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m attr \u001b[38;5;129;01min\u001b[39;00m __former_attrs__:\n\u001b[0;32m--> 324\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(__former_attrs__[attr])\n\u001b[1;32m 326\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m attr \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtesting\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 327\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtesting\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mtesting\u001b[39;00m\n", - "\u001b[0;31mAttributeError\u001b[0m: module 'numpy' has no attribute 'int'.\n`np.int` was a deprecated alias for the builtin `int`. To avoid this error in existing code, use `int` by itself. Doing this will not modify any behavior and is safe. When replacing `np.int`, you may wish to use e.g. `np.int64` or `np.int32` to specify the precision. If you wish to review your current use, check the release note link for additional information.\nThe aliases was originally deprecated in NumPy 1.20; for more details and guidance see the original release note at:\n https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations" - ] - }, { "data": { - "image/png": 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", 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+fn6Kjo6WJI0ZM0avvPKKxowZo8zMTPXp06dax1AZv/76q7p16+a0OkXPnj3tz5/uzPeGdGoy5ddee03SqXmX5s6dqzvuuENBQUEaPHiwrrzySk2aNMk+H1PZyb4sAT6Tn5+fw3aTJk0UGhrq1G/8+PFKSUnR22+/rT//+c86duyY3nvvPf3f//2ffX6Fyu6r7DjLO77u3btXO3kuz0MPPaQxY8bovPPOU0REhGJjY3XTTTfp/PPPd+hntVqdPj/lvaeGDRvmkri8vLwUHx9vLyCVJY4AYDbypz+QPzmqSv7Uo0cP9ejRQ5I0adIkXXbZZRo9erQ+//xzp3mZzoX8qXHmT82aNauw0FhUVORQuEb9RtEI9Za3t7fGjh2rN998U//+97+Vk5Oj//3vf3rkkUcc+l1//fX67LPPdNdddykyMlItWrSQzWZTbGxshd9M1aYzT6TNmjXTxx9/rPXr1+vdd99VWlqaVq5cqYsvvljvv/++PD09ZbPZ1Lt3b82fP7/cMTt06OA0ZnluuOEGPf300/rvf/+rsWPH6rXXXlOPHj0cEoHly5fr5ptv1tixY3XXXXcpMDBQnp6eSk5O1k8//eTSY6+Ip6dnue2GYVRrv9dcc41uuukmrVixolaLRrVh5syZGj16tFavXq21a9fqgQceUHJysj788EP17dvX/h5+6aWXyp3Y+8xVWLy9vctdcnXw4MEKCwvTa6+9pj//+c9as2aNjh8/7pAQV3VfdeGCCy7QTz/9pLfeekvvv/++nn32WT3xxBNKTU3VX/7yF3u/it5TZzpw4EClJnds0aKFWrRocdY+ZZ/LQ4cOVWrfAFAXyJ/+QP50dlXJn6677jr93//9n77//vtyi4N1jfzp7OpD/hQSEqLS0lLl5uYqMDDQ3qekpES//fab2rVrV8WjglkoGqFeGz9+vJYtW6b09HR99913MgzD4Zf04cOHlZ6erqSkJM2ePdveXplLMcvTsWNHSdLOnTudntuxY4cCAgKclt/84YcfHL5h+vHHH2Wz2ewrUkiSh4eHLrnkEl1yySWaP3++HnnkEd13331av369oqOj1aVLF3399de65JJLqvztzekuuOAChYSEaOXKlRo+fLg+/PBD3XfffQ593njjDXXu3FmrVq1y2FdiYqJDv6rE0bFjR9lsNv3www/2b40kKScnR0eOHLH/XGtLcXGxbDZblb8ZraqOHTvqm2++kc1mc0gsduzYYX/+dOW9D7///nuH94Z06tvVO+64Q3fccYd++OEHRUZG6vHHH9fy5cvVpUsXSVJgYKD928Hquv766/Xkk08qPz9fK1euVFhYmP1WhLI4KrOvsuMs7/jK++zUVNnKNnFxcTp27JguuOACPfjggw5JT2UNHDjQ6RvN8iQmJtpXu6lI2aXbFX3DDQBmIX+qGvKnc+dPZbcSVSfXIn86pbHlT5GRkZKkL7/8UldccYW9z5dffimbzWZ/HvUfcxqhXouOjlbr1q21cuVKrVy5UlFRUQ4JRll1/MxvWFJSUqq1v5CQEEVGRmrZsmUOy4pu3bpV77//vsMvvDKLFi1y2F6wYIEk6fLLL5dU/lUIZb8ky5ZTvf7667Vv3z4tWbLEqe/x48dVUFBQqfg9PDx03XXXac2aNXrppZd08uRJp0ury/uZff7559q4caNDPx8fH0nnXoZVkv3ncubPveybv1GjRlUq/nM5cuSIw+XgZZ599llJ0oABA1yyn4pcccUVys7Odpj34OTJk1qwYIFatGihkSNHOvRfvXq19u3bZ9/OyMjQ559/bn9vFBYWOi0v3KVLF/n6+trfGzExMfLz89MjjzxS7rEfOHCg0vGPHz9excXFWrZsmdLS0nT99dc7PF/ZfZ3+OTk9eVy3bp22b99e6Xgq48yln1u0aKGuXbs6LUVcWdW5J7+8n/HRo0eVkpKigIAA9e/fv1qxAEBtIX8ifzpdVfKnM2/pk04t3/7iiy+qWbNm1Zp7h/ypceZPF198sVq3bq3Fixc7jLV48WL5+Pi47P2N2seVRqjXmjZtqmuuuUYrVqxQQUGB5s2b5/C8n5+fLrjgAj366KM6ceKE2rdvr/fff1+7du2q9j4fe+wxXX755RoyZIimTJmi48ePa8GCBfL39y/3yoNdu3bpqquuUmxsrDZu3Kjly5frz3/+s/0y34ceekgff/yxRo0apY4dOyo3N1f//ve/FRoaap8H5aabbtJrr72mW2+9VevXr9ewYcNUWlqqHTt26LXXXtPatWsrXRAZP368FixYoMTERPXu3dvhmytJuvLKK7Vq1SpdffXVGjVqlHbt2qXU1FSFh4c7TPJXlhisXLlS5513nlq3bq2IiAhFREQ47bNPnz6aPHmynnnmGR05ckQjR45URkaGli1bprFjx+qiiy6q7I//rDZs2KDbbrtN1113nbp166aSkhJ98sknWrVqlQYMGKCJEyc69F+4cKGOHDmi/fv3S5LWrFmjvXv3Sjo14WbZJIQvvPCC4uLi9Pzzz+vmm2+ucP9//etf9fTTT+vmm2/W5s2bFRYWpjfeeEP/+9//lJKSIl9fX4f+Xbt21fDhwzVt2jQVFxcrJSVFbdq00T/+8Q9Jp741u+SSS3T99dcrPDxcTZo00ZtvvqmcnBzdcMMNkk69xxcvXqybbrpJ/fr10w033KC2bdtq9+7devfddzVs2DAtXLiwUj+/fv36qWvXrrrvvvtUXFzslBBXZV/JyckaNWqUhg8frltuuUWHDh3SggUL1KtXL5dOSh4eHq4LL7xQ/fv3V+vWrfXll1/qjTfeUHx8fLXGq849+YsWLdLq1as1evRo/elPf1JWVpaWLl2q3bt366WXXqpwkkcAMAv5E/nT6aqSP/3f//2f8vPzdcEFF6h9+/bKzs7Wyy+/rB07dujxxx93uHWb/ElV3ldjyp+aNWumhx9+WNOnT9e4ceMUExOjTz75RMuXL9e//vUvh0nzUc+Zt3AbUDnr1q0zJBkWi8XYs2eP0/N79+41rr76aqNly5aGv7+/MW7cOGP//v1Oyz5WdslYwzCMDz74wBg2bJjRrFkzw8/Pzxg9erSxfft2hz5ly6Zu377duO666wxfX1+jVatWRnx8vHH8+HF7v/T0dGPMmDFGu3btDC8vL6Ndu3bGhAkTjO+//95hvJKSEmPu3LlGr169DG9vb6NVq1ZG//79jaSkJCMvL8/eT5Ixffr0CmO32WxGhw4dDEnGP//5z3Kff+SRR4yOHTsa3t7eRt++fY133nnHmDx5stNSn5999pnRv39/w8vLy+HneeaSsYZhGCdOnDCSkpKMTp06GU2bNjU6dOhgzJo1yygqKnLo17Fjx3KXAB05cqQxcuTICo/LMAzjxx9/NCZNmmR07tzZaNasmWG1Wo1evXoZiYmJxrFjx5z6n2150NPfBwsWLDAkGWlpaWfdv2EYRk5OjhEXF2cEBAQYXl5eRu/evY3nn3/eoU/ZkrGPPfaY8fjjjxsdOnQwvL29jREjRtiXEjYMwzh48KAxffp0o0ePHkbz5s0Nf39/Y9CgQcZrr73mtN/169cbMTExhr+/v2G1Wo0uXboYN998s/Hll1/a+1S0DOvp7rvvPkOS0bVr1wr7VGZfhmEY//nPf4yePXsa3t7eRnh4uLFq1apy30flqeySsf/85z+NqKgoo2XLlkazZs2MHj16GP/617+MkpKSc45V3vu0Ot5//33j0ksvNYKDg42mTZsaLVu2NC677DIjPT29xmMDQG0hfyJ/KlOV/OnVV181oqOjjaCgIKNJkyZGq1atjOjoaOOtt95yGpf8qer7MozGkz+VeeaZZ4zu3bsbXl5eRpcuXYwnnnjCsNlsLhsftc9iGNWcOQ0AGojrr79ev/zyizIyMswOBQAAwC2QPwGNA7enAWjUDMPQhg0btHz5crNDAQAAcAvkT0DjwZVGAAAAAAAAcMLqaQAAAAAAAHBC0QgAAAAAAABOKBoBAAAAAADACUUjAAAAAAAAOGH1tHLYbDbt379fvr6+slgsZocDAAAqYBiGjh49qnbt2snDg+/CzET+BACAe6hK/kTRqBz79+9Xhw4dzA4DAABU0p49exQaGmp2GI0a+RMAAO6lMvkTRaNy+Pr6Sjr1A/Tz8zM5GgAAUJH8/Hx16NDBfu6GecifAABwD1XJnygalaPskmo/Pz+SHgAA3AC3Q5mP/AkAAPdSmfyJm/8BAAAAAADghKIRAAAAAAAAnFA0AgAAAAAAgBOKRgAAAAAAAHBC0QgAAAAAAABOKBoBAAAAAADACUUjAAAAAAAAOKFoBAAAAAAAACcUjQAAAAAAAOCEohEAAAAAAACcmF40WrRokcLCwmS1WjVo0CBlZGRU2Hfbtm269tprFRYWJovFopSUlHL77du3TxMnTlSbNm3UrFkz9e7dW19++WUtHQEAAAAAAEDDY2rRaOXKlUpISFBiYqIyMzPVp08fxcTEKDc3t9z+hYWF6ty5s+bMmaPg4OBy+xw+fFjDhg1T06ZN9d///lfbt2/X448/rlatWtXmoQAAAAAAADQoFsMwDLN2PmjQIA0cOFALFy6UJNlsNnXo0EF///vfdc8995z1tWFhYZo5c6Zmzpzp0H7PPffof//7nz755JNqx5Wfny9/f3/l5eXJz8+v2uMAAIDaxTm7/uDfAgAA91CVc7ZpVxqVlJRo8+bNio6O/iMYDw9FR0dr48aN1R737bff1oABAzRu3DgFBgaqb9++WrJkyVlfU1xcrPz8fIcHUB+U2gxt/Ok3vbVlnzb+9JtKbabVeAEAqHOcBwEAMFcTs3Z88OBBlZaWKigoyKE9KChIO3bsqPa4P//8sxYvXqyEhATde++9+uKLL3TbbbfJy8tLkydPLvc1ycnJSkpKqvY+gdqQtjVLSWu2KyuvyN4W4m9V4uhwxUaEmBgZAAC1j/MgAADmM30ibFez2Wzq16+fHnnkEfXt21d//etfNXXqVKWmplb4mlmzZik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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1259,7 +1255,7 @@ "plt.subplot(1,2,1)\n", "plt.stem(x_ax,probs[31,:],use_line_collection=True)\n", "plt.xticks(x_ax)\n", - "plt.vlines(np.expand_dims(y_val,axis=1)[31], ymin=0, ymax=probs[31,np.int(y_val[31])],linestyle='dotted',color=\"purple\",linewidth=4)\n", + "plt.vlines(np.expand_dims(y_val,axis=1)[31], ymin=0, ymax=probs[31,int(y_val[31])],linestyle='dotted',color=\"purple\",linewidth=4)\n", "\n", "plt.xlabel('Number of Events')\n", "plt.ylabel('Probability')\n", @@ -1268,7 +1264,7 @@ "plt.subplot(1,2,2)\n", "plt.stem(x_ax,probs[33,:],use_line_collection=True)\n", "plt.xticks(x_ax)\n", - "plt.vlines(np.expand_dims(y_val,axis=1)[33], ymin=0, ymax=probs[33,np.int(y_val[33])],linestyle='dotted',color=\"purple\",linewidth=4)\n", + "plt.vlines(np.expand_dims(y_val,axis=1)[33], ymin=0, ymax=probs[33,int(y_val[33])],linestyle='dotted',color=\"purple\",linewidth=4)\n", "plt.xlabel('Number of Events')\n", "plt.ylabel('Probability')\n", "plt.title('val observation 33, observed fish=0')\n",