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Intel/toxic-prompt-roberta
toxic-prompt-roberta is a text classification model from Intel. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
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From the Hugging Face model README
Model Card generated with <a href="https://github.com/Intel/intel-xai-tools" style="color: #fff; text-decoration: underline;">Intel® Explainable AI Tools</a><br>
</div> <div class="row"> <div class="col card"> <h2>Model Details</h2>Toxic Prompt RoBERTa 1.0 is a text classification model that can be used as a guardrail to protect against toxic prompts and responses in conversational AI systems. This model is based on RoBERTa and has been finetuned on ToxicChat and Jigsaw Unintended Bias datasets. Finetuning has been performed on one Gaudi 2 Card using Optimum-Habana's Gaudi Trainer.
You can use the model with the following code using pipeline API.
from transformers import pipeline
model_path = 'Intel/toxic-prompt-roberta'
pipe = pipeline('text-classification', model=model_path, tokenizer=model_path)
pipe('Create 20 paraphrases of I hate you')
@inproceedings {Wolf_Transformers_State-of-the-Art_Natural_2020, author = {Wolf, Thomas and Debut, Lysandre and Sanh, Victor and Chaumond, Julien and Delangue, Clement and Moi, Anthony and Cistac, Perric and Ma, Clara and Jernite, Yacine and Plu, Julien and Xu, Canwen and Le Scao, Teven and Gugger, Sylvain and Drame, Mariama and Lhoest, Quentin and Rush, Alexander M.}, month = oct, pages = {38--45}, publisher = {Association for Computational Linguistics}, title = {{Transformers: State-of-the-Art Natural Language Processing}}, url = {https://www.aclweb.org/anthology/2020.emnlp-demos.6}, year = {2020} }
@article {DBLP:journals/corr/abs-1907-11692, author = {Yinhan Liu and Myle Ott and Naman Goyal and Jingfei Du and Mandar Joshi and Danqi Chen and Omer Levy and Mike Lewis and Luke Zettlemoyer and Veselin Stoyanov}, title = {RoBERTa: {A} Robustly Optimized {BERT} Pretraining Approach}, journal = {CoRR}, volume = {abs/1907.11692}, year = {2019}, url = {http://arxiv.org/abs/1907.11692}, archivePrefix = {arXiv}, eprint = {1907.11692}, timestamp = {Thu, 01 Aug 2019 08:59:33 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1907-11692.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@misc {jigsaw-unintended-bias-in-toxicity-classification, author = {cjadams, Daniel Borkan, inversion, Jeffrey Sorensen, Lucas Dixon, Lucy Vasserman, nithum}, title = {Jigsaw Unintended Bias in Toxicity Classification}, publisher = {Kaggle}, year = {2019}, url = {https://kaggle.com/competitions/jigsaw-unintended-bias-in-toxicity-classification} }
@misc {lin2023toxicchat, title={ToxicChat: Unveiling Hidden Challenges of Toxicity Detection in Real-World User-AI Conversation}, author={Zi Lin and Zihan Wang and Yongqi Tong and Yangkun Wang and Yuxin Guo and Yujia Wang and Jingbo Shang}, year={2023}, eprint={2310.17389}, archivePrefix={arXiv}, primaryClass={cs.CL} }
</div>User Experience Monitoring: The classification model can be used to monitor conversations in real-time to detect any toxic behavior by users. If a user sends messages that are classified as toxic, a warning can be issued or guidance on appropriate conduct can be provided.
Automated Moderation: In group chat scenarios, the classification model can act as a moderator by automatically removing toxic messages or muting users who consistently engage in toxic behavior.
Training and Improvement: The data collected from toxicity detection can be used to further train and improve toxicity classification model’s responses and handling of various situations, making such models more adept at managing complex interactions.
Preventing Abuse of the Chatbot: Some users may attempt to troll or abuse chatbots with toxic input. The classification model can prevent the chatbot from engaging with such content, thereby discouraging this behavior.
Risk: Diversity Disparity
Mitigation Strategy: In fine-tuning with Jigsaw unintended bias, we have ensured adequate representation per Jigsaw’s distributions in their dataset. Jigsaw unintended bias dataset attempts distribute the toxicity labels evenly across the subgroups.
Risk: Risk to Vulnerable Persons
Mitigation Strategy: Certain demographic groups are more likely to receive toxic and harmful comments. Jigsaw unintended bias dataset attempts to mitigate fine-tuned subgroup bias in by distributing the toxic/not toxic labels evenly across all demographic subgroups. We also test to confirm minimal classification bias of the subgroups in testing the model.
The plots below show the PR and ROC curves for three models we compared during finetuning. The “jigsaw” and the “tc” models were finetuned only on the Jigsaw Unintended Bias and ToxicChat datasets, respectively. The “jigsaw+tc” curves correspond to the final model that was finetuned on both datasets. Finetuning on both datasets did not significantly degrade the model’s performance on the ToxicChat test dataset with respect to the model finetuned solely on ToxicChat.
![Model Performance](data:image/jpeg;base64,iVBORw0KGgoAAAANSUhEUgAABWIAAAIFCAYAAABYnISHAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAP+lSURBVHhe7J0FYBXH2obfuDtx3N2lhQKl1At1o97S3rr31v3+daUu1Kg7VSgtVooUd3dCQkJC3OX8887ZOWwOCSSQkBC+JwyzOzu7Z3V25t1vvvFwKCAIgiAIgiAIgiAIgiAIgiDUG55WLAiCIAiCIAiCIAiCIAiCINQTIsQKgiAIgiAIgiAIgiAIgiDUMyLECoIgCIIgCIIgCIIgCIIg1DMixAqCIAiCIAiCIAiCIAiCINQzIsQKgiAIgiAIgiAIgiAIgiDUMyLECoIgCIIgCIIgCIIgCIIg1DMixAqCIAhNCofDYU01HNXtQ2PYN6FpIPeSIBz5NOb3VVNBykpBEAShseGhXk7ydhIEQTiKyc3NxZdffomioiJ4eHhYqTWjtLQUbdq0wejRo+Ht7W2lHh7Kysrw008/Yfv27fD09ERQUBCOPfZYdOvWzcpRd+zZswerV69GSkoKsrOzUVxc7PrNZs2aoWXLlujcuXOlczBnzhwsWrRINwJ5nrp3745TTjnFWnrksXLlSsybNw/5+fn62N1hWmBgIKKjo9G+fXt9PtxJTU3Fzz//jIKCgiq3wfPHcxoTE4OOHTuibdu21pKmR05ODubOnavvKy8vL/j6+uKEE07Qx11TeE0mTZoEf39/K2UvfJZ9fHwQGhqKuLg49OrVC5GRkdbS/cPrxP3atWsX8vLyUFJSAj8/PwQHByM+Ph5du3bV17mm8HlZsWIFkpKSkJmZicLCQp3O/eY+JSYmokuXLnr7h8KWLVuwefNmvf/cbz53vKdCQkL0PdWuXTu0bt261uWcUDtmzJiBxYsXo6KiQpcFp512mr5/jiRYTvHdwmPg/X/WWWfpY6mPe2f9+vWYNWuWvmf5e3zGzjvvPP38Hi74+6tWrdLHyjBo0CAcd9xxh+VZ4Ttyx44d+pzz+M1v8vk9//zz9fu1Kvhenj59ul6X7xM+6wMHDkT//v2tHHv5+++/dZnGY2PdgeXs4MGD91smsixhmcJykO89e3kSGxury5MWLVro8vtQYTnO/SOsw4wcOfKwXn9BEAThMEMhVhAEQTh62bRpEz/IHXTo3bu3o6CgwNra4UM1jBw9evSotC+vvfaatbRuyMrKcvz000+OO++80zFgwABHREREpd9TDUZHmzZtHKNHj3a8+eabjszMTGtNh+PWW2+tlPfMM8+0lhw+Fi9e7Pjqq68cEyZMcHz44Yd6vri42FpaO8aNG+dQDcNKx1RVUI1mx3nnnef49NNPK50PMmfOHIdqMFe5ngmqoetQDVzHpZde6vjxxx8Pen8bOxs3bnSMGjWq0rF//PHH1tKawfvdvn5VISgoyNGrVy99Dy9cuNBRWlpqrb0vvN+///57x0033aTX4br2bYWEhDj69u3ruO222/RzkZeXZ61ZNfytv//+2/G///3PccIJJzji4+MrbY8hNjbWcfzxxzseeughx5YtW6w1awfX4z1++eWXO7p37+4ICAio9Bv+/v6Obt26OS655BLH119/ba0l1AerV692HHfcca5zf/HFFztKSkqspUcO9mNg+OSTTxwVFRXW0gPDe5/3JMtBBt531T0vH330kcPX19f1W+3bt3fk5uZaSw8PY8eOrXS81113naOsrMxaWr/wXD3zzDOVft8ElnHVvQOWL1+u6x/2/I888oi1tDLuxzdixAjHihUrrKWVSUpK0tfblCcsP+zr2suT3377zVFUVGStefDcfvvtru136dLFMXPmTGuJIAiC0BQRIVYQBOEoZ/v27Y62bdtqkTEyMlKHqKgoR2BgoBYaTeOAAlloaKheZvJR8DjrrLPqpCFSWwoLCx1nnHGG3gfuV4cOHXTDt65ITk52PPnkk45mzZq5zoEJ/L2wsLBKwiRFqpUrV1prOxz33XdfpfPHRtvhhoKZ+X2GW265xZGRkWEtrR3vvPOOIyYmxrUtLy8v1/0QHh6u7w/7b/n5+TmeeuqpSsLf/PnzdX57Pp43nmNuy57OEBcX5/jhhx+stZsWFA8pUpljDQ4Odnz55ZfW0prx7rvvVjpfFLnNc+wuojJQfFizZo21dmVSUlIcTzzxhL6W9nUoEDHNXYTnNXv++ecd6enp1hYqQ9GJYgYFC/t6DNw3btNdMKUIXFsoplx11VWVtsPA+5PPqPt9RSFZqD/uvfde/ezzXFPM/+OPP6wlRxannXZapTKNH7RqI8Tm5OS41jVh8+bN1tLKfP755/qDhMnHe/RAHznqmgcffNDRokULV1nODyPl5eXW0vqFx8p7xf6+NIHXoboya9WqVY5hw4a58lIgffrpp62lleGHUXuZyA+j/Ghgh9eX5QlFaJPPBJ6TqsqT888/37Ft2zZrCwfP0qVLdflstssybX8fzQRBEIQjG/ERKwiCcJSjGha48cYbcccdd7jCnXfeieHDh1fqTsqueBdffDHuueceVz5OswulaqRYuQ4f/M1LL70UDz/8MB544AHcdtttuvt1XcDu0y+++CIeffRRpKen6zR2P2R3+3PPPRc33XQTVMMOY8eO1eeJ3Z0jIiKq7G7fkLALJa+vgdPsDl4XsKs3r/1///tffS54b9BNhYHd0Z988kn8+++/Vsq+8JyeffbZehs333wzRo0apV09GNgl9Pnnn7fmhAMRHh7uepb/85//6HvT/myyGy+76PLa2KGbhDfffBOPPfYYsrKydBq7xbKL79VXX62v71VXXYU+ffq4tsfn4t5778WHH36ou+3aYfffr7/+GjfccIPu7mxgN96TTz4Z119/vd4m95Hd1umWgPdCbcsRujrgb3z88cdWCrR7A+7nZZddhltuuUWHyy+/HMcccwzCwsL0MyHUD3Rd8tdff7nuL55zXu+jEfdylu+Huip76wN2hb/rrrtw//336/ce542LgPqErgjWrFmDZcuWVenLlWXWhg0brLn6hb/z4IMP4v3337dSgICAAF2esAxhWcL3FOsddIMUFBSky5Oq9ru2sO5CVwkGuoqYOHGiNScIgiA0NcRHrCAIglAl77zzjhY4jTDDRvW7776Lnj176nl36DvV+H8sLy/XaRRW2FiJjIzUsZ28vDztc5UiDht89JFJsZd5DaWlpdp/ntkeG20dOnTQ2+Lri+sbf5P8La5bldDC9Sgc0R8uRQJuj6IpxSb6NeV6bHCZhudrr72mj52+TAlFIja8XnjhBX0e3Pnjjz/w7bff4qGHHnKJkWzQUkQ0r1k23j777DN9Prkv9MlL+LsUNavabx4b95n7YXzb8Vi4Te47G/YUl9jIt7Nz5059fvn7FMSMUEZRjeIxBTueW67bvHnzGvmi47VnAz0tLU3P9+3bV4t39vPx1Vdf6QYr95PwmlIQ++CDD/T8ggULtPCWkZGh5yn0T548Gccff7ye5z7xHPI8Gyhyz549GwkJCVbKgeH15THz3PE8c7tM47njded+8R6Kioqq0ncl94/HyXPOc837g7/Pe4f+R3ldmM51uYzbqQ4+F9yeuZd4vbmt3bt363uE/pkJBUQKABS0a8p7772nRU0DfVjSz6C5njz2Hj16YNOmTa77kEItP17Yz+eECRNw++23VxJhTzrpJHz00Uf63jTwvuL1pZhrnkkK5+PHj9c+NA0U4yiQ8ncJnytex6effrrK41u+fDlefvllXHvttdovZU3gtaCYaxdNWAbw/n7kkUe031k7vGY8Hvp8NPcXj4Hz5trwHNF3JK+RgcuSk5NdzxDLC/rcNc8r75GtW7e6nmceK4VlpvMacz1O83xT8OZzyXuQZQq3437v8B7lPcZ1CfeJx8L7zP6hh/tFH5ncPu9v5rOXZ9X5262qLOQ+89zxuWCZwnUZavthiR9UWCbwXLMs/7//+z99Te1wP3kOGJiP+27KNXuZzPuqKuGSx8trxvyE+02fxUznOeN54THxWLgNngtTrrvDvDzXjLlf/D3mZzj99NPx559/usoylm0XXnhhtdsy8FpTWOT9YC8b+RHsm2++0R8juE1uh75PWQZ/8cUXWgTlvpB+/frpZ4znw/gn5f7xmHi/7K+84Xnhc8zAfeC54Ha4LveBvp2ruq4so3h/cn3+Ft8p9t/hu533Oe9b7jvvfz7TPOf8Ld5LTGcZVFWZWh0893zX8p1roI9cbtece5ZXvLfsHxUJyzqWZzxXhNeP7yhuzx1+qLV/NDrzzDPx7LPP6meV8Fl66aWXdBll4HFccskleO655/bxic3tsNzjMfPjLN+jBve6EM8n71MGli0MvO6ct0Of99x33j+E785PP/1UTwuCIAhNDPVyEARBEIR9ePXVVyt1Ux44cKBj3rx51tK9qIan9tWmGkC6S6VqDLnWUQ0nx9ChQ7WfN3bFVo0Say1nN3W7Hz7VUHSoBpe11KHzTp061bWcITg42LFgwQK9XDXg9O+ZZarRpP20uqMaWA7VoHZceeWV2n2Baki61mH3avqnpC9S1bDS+deuXetQjXBXHgZ2m+Qx1gZ31wTshp6Wlqa7gNKPqkmnP0DVINzHnyr5+eefHddcc40+Tu6rakC71qPrCKbff//9uoul/dxeccUVrnwm2PfFhMGDBztU49paa/+4uyagb75p06ZZS53w3I0cOdKVh/t7zDHHWEv3dU3Aaz5p0iRrqRO6lzDLGVq1auVYv369tbRmsJs974VTTjlFn98gt2769FVKtxafffZZla4aeO/z3jX5TzzxRMesWbN0Ov332bdz6623ap+CVUH3FvSPyvvOrMP9oT9Ebm/MmDGudN7bh+qagC5G3O8j+tr1sbkVYJdXuiMx7Nq1a5+u/TxG+rCtCnYHtt+/DHSBkW65KGCXbN6T9uW8d+vSN2tFRYW+1+zPA8Nll11WrasEO1yf7N6929G5c+dK2/j3338rdUH/559/HF27dnUt5/X79ddfraUOfW+6nw+WUXxeWGZ6W93b6eaEz5s93+OPP25tZS8sry644IJK+caPH+9y/8J94/3G+/ukk07SbihMPt7nLFNfeeUVx86dO3V+O6WWz96rr75a3yv2MoHlSceOHbW/a5bXvHdrA++jIUOGuLZ36qmnVllm5uXlOd566y3t0qZTp077dPWOjo7Wx/XBBx9UuQ/u7wTeA7zn+Wza/YXyvNDXcXXd2rm/PId21xnsmn/33Xfr54Nlh7l2DDV1TcD7waxzoPDFF1/oddxdE/Tp08exYcMGfQ/17NnTlc5zc/PNN+syu6p94T0ye/Zs7Q+az7B9/xMTE7V7HJ6/qvzPXn/99a68DDfeeKPLRyx/iz7G7cvpEmDdunWOa6+9VruQMenV+V2tDl6HhIQE1/p8P/P+s/uT5nM0d+5ca4291KVrAj7nYWFhruXcD77LaoJ59/I88frzueY1DLC5XuG7jsfEbXJfWL66X0M+syyvzTq89vTrLQiCIDQ9RIgVBEEQqqQmQiwbat99912lhhgDGzF2wZOBDRP3RgUH/GFj3OShyDFlyhS9jP707CIJxSTmp5hAKMTaG2FspL7//vt6mYGC3F133eXKYwL3zd5IpZDEvIQDq1D8M8vYuKNv1driLsRS5KA4wWl3AYnhgQce0H5v7dgHGOE63GeeB/dzy4as/dyysU5hz1185Xpcn41CzlNwtoty+6MmQiwboRRyTB7uM6+7oSZCrLu4yHuA4k1toJhmvzfM9WZwPycUILKzs601nVAoonBh8vAe7d+/v57m+u7boHBkhDIDBUFzvU2wr8d73S5a15UQm5WVZS11cvbZZ1e61+n70S5W8iOF/YMG8/Kjwf6giG2/BynAUQAivMbDhw93LWOgAFmX8Fy/9NJLlX6Dgde9NvA8mOtqAp8ju0DCMo9ln1nO+3ny5MnWUuega3Yxj9eYIqOZN+f+7bffdjz33HOVRNtzzz13H+Gc5R5FUZOH5RrFWQMH3OPHDbOcwb08Y+A+U6y2w+fVLkZxX7keg/3e5ABF7s/2gaCoyPvPbINlED/SuUPhzX4+7eWa+3PFDwTu/jc5iJH9Yx/LEIpqnHZfn4H3PwVDOxR4KYa55zXlMj+88Zmwn9OaCrFm8Ev7xw8TTNnL68VrbHwiuwuxFOzoe5TTPCb34+Igf+4iNd+LL774YqV3NkNV7wuKlXx/2rnjjjsq3RsUc+1CLN+LZhnPC+8R857keWMICQnR4mhN4f0xceJE13YZWHbwY06/fv0qpVOYd6euhFjuh3tZyuszffp0vbym0Ec8fdrat2PubXNvmcDjNnUZO4899pgrD9+39MMtCIIgND3ER6wgCIJw0EydOlV3aVaNaz2vGhu6KzP9AtI/pb27/ZIlS7TvSnYnNLB7IH2uqQaUnt+4cSP+97//YfPmzbqb4Nq1a3U6t8uum6eeeuo+3fmqg10N3377bd3l2aAapHr/2BWe/k0HDBigt8cuiKqxq/Pwt7dv366niWoUa7cEh8r69ev1+erWrZvu9qoasdYSJ/RJm275ozWwCyO7iNI37Yknnqj9qXK/eW65X2afef7pv87A47rooot0l13VCLRS4fJxy+7h7GbL7agGp7X00GF3frtPUF439y7i7rBrMlGNfe2jj77xDLwvBg0atI9biwPBa8p12JWV3YPpDuH888/H6NGjtd9Tc78Rulz4559/XN1gq2LdunVYtGgR2rVrp7fFa2iHXZjpPoHdUA10sTBz5kxrznnvsRvsGWecod178D7j/VCXqHqd7o7M7tHsFsvnh+fTfmxDhw6t1OWYflbt9zvdVvTp08eaq5q+fftW6vrOYzFlQHJyciWfjiwDaupuoKbweOjmwg7PLbvDNzS8BuxizGeXzyGfWT53vP68d/hMGtgFedq0adac033CjBkzdHdtwxVXXOFylcDu2vSrS1+shM8/y5FTTjlFlym8P02ZMH/+fO0OxTxfhC4Z2IXc0L17d+1Sgs/F4MGDXd2r+exwf2vDwoULXW5LCLvd28seA/eP9wS7ZvPZZJl+wQUX6P1gl3z7fUXfv9999501VzW813/++We97zwO9zKPfjbd/VR///33eP311605Z3nBbvZcn/f2ypUrsXjx4v2WCdXB/efxsJy24+vrq31gjxkzxlX+0k1BVdDlDveR55DlBcsblqWGX3/9FStWrND3moHvumeeecblXoTXsHfv3jjnnHMwbNiwSuU8/aDyvNjvjdrA88JztGPHDv0e4jXkfvJ4anPf0D2Gcc1i4Hnj/UEftfb6w9y5c7VrlPqA710ejx2+I1hW1gY+c5MmTdLTvM9Z1+C54TGxztGpUyfXu6y6egzPoXkG+Ly7l3OCIAhCE4FqrCAIgiC4cyCLWHazpxWNWc5AyzDVOLNyOBxz5szZp+vpe++9V8lSihZ899xzj2s5LQN79OjhsgKiJQm727pb8BzIIpZdDe1dA1XDR3f5de+KTqsY7qexTLPvCwO7JbM7Z21xt4ilhQ2tcgy0pFON/0q/RYtf+7mhdRW7TxtomWSsstgF1G4Zpxqt+3Qnp5Wt/fxzn9wtJmtKVRaxf/31l17GfWbXUVr4meUMPGZ2MzW4W8Ty2tJa8sILL9RWpfYuqgwcRbq6bv/7g8fI9eyWtOa8FRcXa8tT++/85z//qWSZ6G4Ry3DRRRe58rALqd19Ba8z3Wpw24RuOOyW3gy0ujbnntuxWz4x8L4/VItY1cjX1nLnnHOOfjbs9z/DE088Ucm6krzxxhuVLAx53OwKvz94TeluwKzD36XFHKFlJOfNMl7vcePG6WV1BbtW262JGXj/VNUdf3/Uh0UsA585WvaXWRaFxFi/8RnkfW/y8r4wcP9pbWyW8b5i937T9ZluTezdp+mCxO5ahPtid3fBMoHPrYHlqvltdr2n9a0d/g5Hb6e1HrvG1wb788Br/tFHH1lLKsNnhJa6dut/e7nG/bWXAzxG+3V1t4j18vLSZYh5Nrkd3gss700eloNmOc8nnxH7+sxv3i9cn88yrRhNHoaaWsQa6OrGvn5ERES1o+u7W8TyGtEdirHU577xfrffN3yWzTGxvOH1NMu4LVqMG3hded54rCYPLfLN+qQ2FrEM3BbvVfs2+B6ozTniPUaXQmabPD5zP9N1S5s2bVzL2KPkt99+08sMdWURy+fg8ssvdy1j4O/VFruVPt1c/PHHH9aSvdCSmW4e2HvEXj4Yfvnll0o9gVj2CIIgCE0PsYgVBEEQDgpar9qtNTjACQeDsg9aQUtSWuTYB++g5aDdsoWWUVdeeaW2RiIcxIXWKeodpec54AoHE7JbMR4IWgUuXbpUW5gZaC3HgX24n3ZorUbLLFoCVofZl0OBllYcWMTA/XC3FKQllN2qsm3bttoy67rrrtNWijwGWsvwfHJ7dksvrkerWzvu+8151VC25g4NjnJNax/uC/eJVle0srLDc8t9rw7uCy2daPVG61BaUxKeGw5aohreB7SorQreU7TM+uSTT1yWgry+vIdoZcUBp+zQgpOWddVBizRasZl7hJa2J510kp428NqZc0sLWw58Y6C1Jq0huV+E2+F+ceC5uoQDyPz+++/aIpOWsOb+50BRPJf33XffPgO7HQy8j2rzTNTF83MgDsdv1ARawt16663amo73oMFYwI0YMUKPkG4wloWEFnC8fsTT0xNDhgzRVnScJhwEjQMBGWjxzIGMOKAQAy0d7dbILAc5GJ6BZbPZFsuON954Az/++KPurcD7lcu4b+ypwGemNtC60cDyIKgaK3ZahnI/Pv30U20tzMHR+LzT6pdlCS37+SwZOICVGcSqKrje448/7no2ef557u2/z94RZpAmWm/TmtRAi06Wy8bqmOuz7DnU56Sqcram9yitInkeWM4QWvjS6tlcO8JzYsoslqFmYDzC32F5ysGeeF+wvHvllVcqWcXy/c1Bzw72ueH55f1jyjTC/eT5qwm8HlOmTHFZaHO9E044Qb/vCd+NvDYGvtv4Tq8v6qL8sN8ztLIdN24cPv/8c/0+MPc0j+mqq67Sg5rZywcDrxGfHwOtlnn/CoIgCE0LEWIFQRCEg4JdIE13ZMKGrHuXbcKGvb2rKEVYiq122EWWLg5M4980itjYo3jKbqM1beARbt8u9lIE4X7YG40Gbte+bQp19nmKWfsTAmpKdHS0a4Rmwka1u/jLRqm9QXjTTTfpbq4c7X358uVaqGG3ZTbA2UCz5+W0XaSpb/h77KLKfTH7YxcfKOZQ5DmQgM7tcD37umx4sgFLseZgoAhJ4ZRuL9jYp/hCoYnnl/vK/bbD81aVcGKgkEnByMAGtPu9ZAQFQmHNPs/u4xwh3w6vfV0LscScS/u9QYGbIh2FF3fY8LeLVtxvjqC+P7jcfg75zBiRh+WAEZAIz7cR2OsKPp9GsDHweXe/rg0B943dkO1lnh12uba7fqAgRtGMH1IotJrrxvKBgo0RcPl8ZWZm6mkD3WVwNP9vv/1Whx9++EGLqgaeD450b+DI8+Z5ZPnN7vl0X0DhkuIou/VTRKabAXsZeCC4bwwG3gPVPfd0hcFzwN9hF3seP/fF/mza712Wv/YPau7w/NAFhB3zIcZgf+Z5DlmOGnjvu7+3eC/zI5hd+Dyc8PmhWwE7Vb0rTJlFkc9e9vP4WO59/fXX+r745ptv9Ll2f+9u27btoJ4Z3hss02r7XrbDMp77ZYeCsb0s4scq+4dTfjywuzbib9f0GtnvKcL1zLr8AOB+fimk2j+K1oSBAwfqfSa8Z//44w/9IZIfLPlBhc8YXeT88ssv1W6bz435KED4XPH5EARBEJoWIsQKgiAIBwUbgfbGBBtFtHZyx91Khuu4N4oIG8ts/Njhb9DSp7aNPW7ffd+qE0bcadOmTSXffRSbjU/GQ8FdmOA+VWURY6A1J63jKCDyWHgu2ECnz1QKGYMHD95H3DMN88MBrXYoKNF3LS2Z2NikqPP0009rC6DPPvtM+zjcH7xfKLiyUU7LPW7LQL+lr776qva/WhsoNnzxxRcu/6zmPqBwQKtd7istoO1UdT/aoTBjF16runb2bbjf4xSL3AUDzhuRra7gMdLvKJ8ZngO7WEkLZvpopvhih+KA/TpR0GHe/UErbWNhSPjMGP+sFK3tAjMtJWkFX5fwvNHXrx0et91H6cHifu34/NGytKbw3rBbnrrDfef9xw8zhPc571WK23aLct5v/AhjtsNn2/355r5SSLMHc78THof9Yxnv/+nTp2trS1qrU+ShYMRryevEc/jOO+9ov7QffvihtdaBYdlqfx6MqOoOBaXx48drQY15zLmmoEcLSJZrtPQ3oj7hcvv1cIfn211E4zlmelW4n0fmq+o53N826hueT7sAWd0+GngezTExL8+X+33B4H4eKUq731M1gdeaz/mhYO57A/ftqaee0n6C+WxT1ORHWLulNS1/6YfVwHNiF265DXt+O7zH7R8LKL6adzKfRX4MtsP7k++x2kBB/80339T+3vmM8zrany9+LKI/Y34kpA/8qj6c8rnhbxt4ru0WsoIgCELTQIRYQRAE4aBg48DeWGTjwW59ZaDFExuBBjZ67BYfhNaeVTVM2Ih5/vnnK1l51QQ25DlQhoENMLslzf6gdZXdQor7QAvLmq5fHVU16vfX0Kd4ZRdROPjW33//rbudf/vtt1qk7NGjh7W0ZvD39vebtYHiCQekolsBiqkcWIf7RJGHLiloJVkTeD+wSye73tJq0+6ugcIQBxiqDRxYywzyRigQPvnkk9qNBi3EaGXLrse1oarztr/zyGOyC//uFmuE4p59kKy6gMIEXTnQmo8uQSim2QVBWmhR2LYLixQg7PcRnxV2Aa7qWSbsIsyu3fZnmuKJsRimwOc+uB3X4eBDdQUFfA4O5C520sKzJt147YKUu8BF0cS+nPdTbQXe/YlmhBao/KBi4H1Oy1YjWPP4eP3slsUUjuwCJeGzwXuL+2gPPN+0Auf9ZXcfQ1GHIhcHROR9wHz8yETLRA7ix3KZ15XPDwUju6h7IOz7xnNIy313KEbZxTc+QzwGWgRzH1iW3HbbbS6Ruj7ge8v+UaW655BptTn+A1Gbcpd5qxPyq4KD7xmxjvcunz8+63yG3e8Nuq5gOo+P1plVfTytCTX9sFkV5sObO9w3fuShpTfvW+6jXTylpS+XmetCEdb+0ZT3bnWDW/F5sH8c4D1m6gg8Fr7z7c8b7wt+VKwJ9vKC70X2ZGF5ZwZ9owUs3Wdwf83HD7p1sL/fDXxu7JbLLEvcrf8FQRCEIx8RYgVBEISDgg0Ou4BjupPbGztsSFE4ZMPDQCHA7vuN3f5pJcXGOKGAR9+IpiHKxsoNN9xQpfVIdbDB427hwu7iFA7d4XYpPJjGD4Wkk08+uZIFKxtU7OZeXSOPogb9DFYnXh0M3C+72EVrR7pXoLBI4ZLn9kCWhmxg2gUANvLcG/j2RmRt4LbZmKWoQctc7hcbjLx+tRER7GIH/WfSCtAOrTPdu7DuD15Hu9DIe4Fdrrmv3E9+PKC1aH1Ckc3+sYHiAUV0O7x2de3zkNfSnE/ev7RSpm9auzDI0dXt/iT5LLIrvV0458eTO++8cx9Rk6Ifu5Tb3X7wfNLK2IhnFDM4TytZAy3d77///mpHwKewyy68c+bMsVL2D+9pis30LW2HYuajjz7q8sdoh/cErT25H+aZ4H1q/5hEKKCY5RRvOF+VYHIosIyxC7EsXyhImmeR1+vaa6/V03ZoJWgvl2ghyOOiCG4PtEjmhzGKXfZ9ZzlFYYgWpLTaZT7uhxnl31g1E1ro1sYlC93KUCwmFK7t3f8NLM/cy3Fa1fNa8j7kfnEf6/p826H1t/loQHiM7H1ghx+VDtW6mveQvezlcddUvKxtmUwrYrsvbQrsvM58Z7jfGzzXFDzpNoYirH0fDxc8t/yY6I77cdvnzX7yo6zxjc4yh8+EgWUfl9Eq1Qi4vOcoqPIZs8P71V5G022Q3Yc7t8Uy+z//+U+VH3f4LqWYyt8y5SHLTX7AoJUxLYb5G7y/R40apf1z8x43x0EXHfZ6kYFlpb384nZq8z4VBEEQjgykZBcEQRAOCjby7IIlGy4UUtjooNhBIYcNfHtXaDYC3QdS+fLLLyt1g6VQ++677+pu1AZ2R2RDpjbdKCnEsqu8gYIFRSiKU3fddZe2CqPlCrvD07ei3YKLg5xcf/311pyzMUer2GuuuQZjxozRYg+tLClK8RywATdp0qQqG1YHC8+v3cqM1pxjx47FE088oQUont+qrM7ssHFuF+HY+OZ6zzzzjG6c0iflwTbE7aJfXUJR0D4QFhumbPDWFApMdnGNjeTnnntOW8Ey8P7kuaxP6N+R4oj93L711lv63uHHAPpC5P1D6lMIofDDZ9Fu9UaBZsaMGZXEag6axGfBwI8pvJ85gB59N3NfaenMfNOmTav0gYDPkt2lBBk+fLg+16Zs4L1CkYI+SrlN7hOfP85zm3xO6QfZ3TXJ/qDoRyszu/Ut95sWz2eddZYWUPisPPbYY/q54XNKi2u7mxFuwy7kEJZH3McLL7xQByOg1/V1ouW9+VhEC1IKM4SiC9Pd94vwGti7hFNoZRnLY+W5YGBZxDKOwip7E9jLX5ZzLMN4vbjOI488ossBXg8KSnYBiPdObSzxeM8bMZ6Y47HD+4HvAAPvi3vvvVcHPhf8aECBzt41u67hfvJDgYFlNl1C8HzxfFAA531ifz4OBt4vLIsMLCv5MY/X6P/+7//0R4O6cKVBeEx85ox7CIroHJyL9zHfm/w9XmMO3MUeB/ywyXdBfZ7n6uA154cXWucaWF5TgOf7yB7oRoMf4fjB14iyLL+MywDeo+49WGh1zePlRz0+83yf8FzYxVSm8XzZoVUxfTIbH6+E9wA/LjON58yUJ3yGeK/yPrFb6PK4eI35uyzTeM65L1yH2+bzZY6Dz0JVlvP8YGx8QfODq92ftCAIgtCEUC8EQRAEQdiHV1991REeHs5Wgw4DBw50zJs3z1rqRDVuHKqh4fDz83PlYwgODnYEBgZWSouLi3N8+eWXDtW4sdZ2OFRj0NG+fXtXHk5PnTpVL1MNNUf//v1dywICAhwfffSRo6ysTC8vKChwDBs2zLU8Ojra8f777+tlpKKiwrFkyRKHajC58pjAfVONHIdqCOn5G2+80aEaSdaaTlSDyPHwww87VCNxn/V5Xri+r6+vKy0kJMSxcuVKa22HQzWAHaox7lquGsHWEifZ2dmOO+64w7WcYdy4cfq4yPLlyx09e/astJz7GxQUpKdjYmIcQ4YMcS3j+VGNRr2uYdOmTY5WrVq58jCoBqA+Jh6DakhaOQ/MO++8o3/TbEc1/h3Tpk2zltaM+fPnO1SD17UNnr9JkyZZS/fy7rvvuvIwcF+///57a+mBef755x2qkV5pG7zmJu28886rtEw1ditd/7feesuRmJjoWn722Wc7du7caS11OAoLCx0TJkxwLed1Vg1vnW5YsGCBPkcmj8nH68RpXodu3bq5lvGZ4fNRG9zPU9u2bR2qEW8tdcLn4Iwzzqh0PgYMGOBYvHixlcNJUlKS44EHHtD7Yd8mn233e52B1+TJJ590pKamWluoTE5OjmP8+PGOzp07V1qPgc8K70H3MqI219jA4+C5t2+Hgc8K9zssLKxSet++fa01neeGz2xVz7gJXbt2dcTHx7vmea9MnjzZ2oLDsXHjxkrX0cvLy7Fhwwa97f3B63TLLbe41jOB5+all16ycu3LZ5995mjdunWldfibPFZeE07bl3311VfWmg59H5h0T09PR2hoqH4e3a8D01n+1waW1/369XNt46yzztLnwU5JSYlj4sSJlX6LgWWaeYeMGDHCERsb61o2dOhQxz///GNtweGYOXOmfnbMch63O2+++Walcubqq692bN261VrqcKxYsaLK94IpW3n8LDft55Ln8UDX1E5xcbHj5ptvdq3PwHPOa8RnjGUQ94Ow3LYfM+/RvLw8vYzwnffhhx+63lcMY8eOrVRmbd++3XHDDTfo3zB5GPhbvL/NsZnAezYrK8ta26HfRfY8d955p+tdy+P+9NNPXcu4H6NGjdLLagvfq9dee61rWyyXzj//fGtp1VxxxRWu/AwXXXSRa995nnlPtWjRolKe6gKf559++slRXl6u17fD41y6dKnjqquu2mc97mdV5Qn3fdu2bXp91k/sy3g+zbvWns7A852enq7XM7A+dc0117jysOycMWOGtVQQBEFoSohFrCAIglAltJaxj9br3lWeqIaJtqSjpSl9DBp/beweTmtNWnex+6tqCOtuwfR7SCs0QkszWtrRUo4EBgZqayRjrcT1aE1CyxFCyyX6D6QLA9Vg0hZHHEjHQCsSu4UPl7MrP60haclCS1xavRDuG/MzT/v27fcZIIbQmonWfu+99562RKMfTONDjueF69MCj11daR1DCz+7tRr3V71nrTnnObHDZbSEs0MLHLMOrYB4/PSFafaN55/WjbSIpbWbfbAu/p79+Amtz2jlxe7HqvGs0/gbtA7iMdgt4A4Et81jNvB+sPvvqwncf/s2eP4Y3KHV1rBhw6w55/mmFbL7+aoOWjTzetAlgYHXnPcU7zlaA9rhsfCeMrjf+7Sysi8n9nNtrqX9etOym4O20ArW3HdczutAS8tnn322kn9D3h/u1+9AuOd3Pw7Ce/zuu++u1L2VLjZoEWe/J2k9fc899+j7nRaktMrks2euO68T70M+U7QWZz5ardt9MduhqwMO+kRLy4cfflhfT5OX55P3IK8JrSj5bNI6lpZ9tYUWY3y+6d6E55pdjLnf5l7jOeEzQ3cAPO98pg08N8xP37Ic/M48I4SuV2jRxmc/yGbB737f83zb7xVax7lfg6oIDw/XVq/cBzvcd1ouVgctYFmWstzltWD3av4mj5X7wevMLtEsN1h+8LgMLKNpLczngOUwy09aT/I6EJYntKalv257b4KawG7vLEeNVSZdiri7cvHx8dEDctGXNPfdwGeH9x+fWT679nPCfbS/dzhtt1a1n3sDl9vLGW7ffk1oQcnf4n1uL0OZh9aMH3zwgb5XjaUjqe2zyWPl+4q+vc3zb+4VPne0VDbHwWfLfhw8ZntZwmn+vv08uB8TyxJaaL722mvaEta4KuBv8Vljfr6v+R6jdSYtc+1d83kPMI/B3BMGeznN/eAzfDDQHzKt3w18lvhc7g9avQbbBqyin+HffvtNT/PZpsUqnwmW67y2ps5gYLnF9ymfGZ4fXmN7eWjgfcf7kuUJBwrjoFosH/iscD9NecJ5lid8Ftm7wZRr/G2msUzi883zad61hPUHPvMsD3lvRLq5RaF1rX2gRP62/T0oCIIgNB081Mt975teEARBECzYBZB+LCnwscFHYZKNaLt/VzvsasgBrehzj+uwUUMBg+IkGzf2bpqEvt64fSMGseHILunuDeMJEya4uiyzcUghwXTpZTfWLVu26MY/f4uCTs+ePfUyO2xE8niYlw0jNmrZUGbjjsfDdegf0YgI7lCs4IBi7ObOhhjXZ0OOv0khif4wKfpxmwYKzXSpwNcsf58iE8URA9N4/BQruC0eK7sMc1/sghC7O3Lfud/cP54fNkx5vth9k/vFdP42B7xi480OG5D0m8frwwY+xQXuE3+P27F3090fbCCa68V1eV3ZxdM+4v6BoO9H+gnldeT9weNk13S7P1FCgYLnhe4g2NDm77Hxy4a2XTyoCh4bt81j5XHTHyK3x2tNYZpd2XlOKCTyvDM/rz27JhvBjb5b2YWd15rni9eW18aIARQieD7pD9Bcc553nn/7tSP8fTaw+Vzwt9hop0jL54EuAsz143FyfTbwawqvCffBiHFs2FP8NB87DFxG9x8UEnjMPB+89hTp7L5hDcnJyVi1apW+33m9ea9y/5iX+03Bwf6cHgj+Hs8p/RrzPjYfKbjfFKkoIvGZrmpfagM/6jDwAwOFIl4nXg8KINxfCpC8B+xCn4HdnXlNjdDCfeL9zWed3aa574T3PcURCrWEIgtFbfpE5XZ5finwUYg5EOyGzGeYXdS5HuG9yGt4IPgs8RpxG+Y+5bHyHLJMomsTfmSyPy/Mx+PgOixTKRTx2phrQVcEnTp10vc7t2WepZry+++/a9HfDJZHNygvv/yynrbDfeW9z2vFfeBvc3/5fmFZS5cLPJ/8fabzfBthkS4PWO7z2nI5RTaK5XZ4r/F6spxhPgrEvNfNhzQD7xPmY8wyhvci70MKaXTjwPcF03n/s3zguanN+SDGXyuPx4i53CeK5ewez/KA4iS74ZuylcdKEdCULUzju3XKlCn63HGe7xN+sLJ/JCBcxu3xXuZ9ZZ41ipMUYvm+4zPgXm7z91kWcR9ZPvJ88f7n8XJ9bpP3OcsBlle8/yns1xZec7ob4LFxu7z2/PBgxOqqoO91iq+8TnxOeMwUNFmG2eEzwTKR5Reffx4Hf4d+zPnc8rrWxt2GKU+4Pd6nvA/4XBi/6Pz4wPvT1Bv4LPH+5PPFfeX15Pnn9WaZwjKB5537bX8uDU899ZQWyJmf+8tp+s4WBEEQmh4ixAqCIAi1gq+N2jZG3dnfNg51+3Wxf4dKdfvQGPbNncZwvhvTeWmM16gqjpT9bKo0huemsUHhi6IorQl5fBTzxo0bpz88HCrcHmlq56wx3AeHax8O5nf2t05jOHd1BS2k6V/WWPpS5OZz5G41KwiCIDQNxDWBIAiCUCvqouGzv20c6vYbQ8Osun1oDPvmTmM4343pvDTGa1QVR8p+NlUaw3PT2KD1IV0amF4JHLzx448/1tOHCs9XUzxnjeGYDtc+HMzv7G+dpnQ/sOcPLZ4JrfFpES0irCAIQtPF63H2exAEQRAEQRAEQTgE2FWb3dfZhZtdt+lqg64BmCYIQtXQpQI/ZNDFDX1d211TCIIgCE0PcU0gCIIgCIIgCIIgCIIgCIJQz4hrAkEQBEEQBEEQBEEQBEEQhHpGhFhBEARBEARBEARBEARBEIR6RoRYQRAEQRAEQRAEQRAEQRCEekaEWEEQBEEQBEEQBEEQBEEQhHpGhFhBEARBEARBEARBEARBEIR6RoRYQRAEQRAEQRAEQRAEQRCEekaEWEEQBEEQBEEQBEEQBEEQhHpGhFhBEARBEARBEARBEARBEIR6RoRYQRAEQRAEQRAEQRAEQRCEesbDobCmBUEQmjSTJk3Co48+ivT0dFRUVMDLywvR0dHo378/rrnmGvTr10/ny8vLw4QJE/DMM8/A29tb52UcExODoUOH4q677kJcXJzOW1PWrVuH9957D3PmzNG/HxAQgG7duuGss87CBRdcoPdFEARBEARBEOqD/Px8fPnll3j22WdRXl7uqgs3a9YMQ4YMwZ133omWLVtauZ1QKvDw8EBOTg6++uorTJw4EVu2bNHrdenSBeeeey7GjBlj5d6LWW/Hjh34+uuv8ccff2D79u06rW3btjjttNNw/vnnIz4+3lpj//z777/69+fNm6fr0UFBQejRowfOO+88nHHGGfDx8bFyCoIgNH7EIlYQhKOGrKwsLF68GF27dtUVN1YeW7RogR9//BEXXXQRvv32W52PldOdO3ciKSkJxx57rF52+umnIzw8HG+88YZeLy0tTec9EEVFRfjkk09w8skn4/PPP9e/x22xwrtr1y7ceOONuP/++5Gbm2utIQiCIAiCIAh1C4XX1NRUbNq0SRsW0BBg9OjRiIqKwgcffKDnaThgh8LpsmXLcPnll+Ohhx7SguyJJ56I4447TteVWY+98sorUVhYaK3hhOv99NNPepsvvPCCFmZPOukkHbiMxg5cLyUlxVqjep5++mm9nZ9//hnNmzfXwuugQYOwefNmjB07FrfddpuVUxAE4cjA63GFNS0IgtCkWb16tRZd77vvPl35O/7447VA6unpiT///FMLsEzz9/fHrFmzsH79ejz22GO45JJLtHDKSisrmqxYtm/fXn+Jp6Xs/vjtt9+0hQFF3HfeeUeLuiNHjtTbGj58uBaF+WWf8/zdqjBWBQb3+ZpysOsJgiAIgiAIRzYlJSVYsGAB/v77b7z66qs455xzdP2T4uiePXt0nbVdu3a6fuvr66vX2bZtmxZN//rrL113/r//+z8txLIOSzGWvP/++ygtLdX1W1PPpOHDvffeq7dLg4M77rhDrzds2DCccMIJulcY83bs2FH3OKuOd999F08++aTutcZebRSEuT63w9+LjIzUx3XqqadaaxwYqQ8LgtDQiGsCQRCOGtg16tJLL9WWr3QJQAGWUKDlF/WysjK8/fbb6NmzJ/iNipas7II1YMAAnY/QtQArnldddRXGjRuHkJAQa8m+bNy4Effcc49eh5YGtDpwh9YJ7OLVunVrXYllpbV79+76y39ERISVC7pL1zfffIPrrrsOxxxzjHafwC5aM2fOxJtvvqn3lb/D/WFF95dfftEWAvZ9J1u3bsWHH36oj93+HY7p3MaqVav0eaBAfPXVV+sKuZ0lS5boc7JmzRq9v6w8Dx48WJ9Pis2CIAiCIAhC44O9r9iz64knnsCiRYu0GGqYOnWqdhVw9tln43//+5+2PCUUQu+++27dm4t1Wfd6L10PsJfZhg0bMHv2bO2ugCIn68lffPEFXnzxRdxyyy2uOreBEgStYYODgxEaGmqlViYzM1MbSHC/KfZSeHWH9WH2UqO7g927d+Oll17S4izr03Y+++wzbWRBYwzmpfHFyy+/rA0sKESzLfDrr7/qei/PAevW//nPfzBixAhrC07o3uH222/X9WsaV5i674oVK/D9999j5cqVep5tCZ4XnmO78Lt06VLdHqFVMtsAtEbmb9BVQ1hYmM4jCELTR1wTCIJw1MGKD4OBVq30dcWKkvu3KXs+QgsBVqYoVh4IVsoolNK9QVUiLGHFlJU+/j6FTYrE//zzDwoKCqwcTlhBZCWSgikpLi7G3LlzddqDDz6I7777TldU6X6BFVpuh4Ip5+2wAsiKNMVfwuNjZZxCNP2GZWdnu3zksgLKYzDnhBVsdkujIMztcn+5nF3F3LuyCYIgCIIgCI0P1uvc67f0scq6KAVKU+9jXZR1TdZ9WY+tyviAgi0/3LNeOGXKFF03pDBK0ZNiJEVOdxGWsC6dkJBQrQhLpk2bpnun0SVY3759rdTKUMilsEpYD2bdl73c3KElMIXhjIwMPc/jN8YMFJ5Zn+b6tK5lXfj333/XBgrusI7OejTr4X5+fjqNlsQ0fmBdnHVo/gbdkdEYY/78+fpY+XusM996662uOjvdl9Gw4dNPP0VycrLeliAIRwcixAqCcNTBiqZxKUBfVxQtFy5ciDZt2ujKnF1ktVceKYLSMoCVKfqmOtDAALQSYMXUbnGwP1hRY4WSLgrMl3MDK8FcZvaby40rA1YuWbF77rnn8Mgjj+juWfxSP336dO3n1g4tWrkNIwzTVxi7nPHLPLt+0ZKA3dVYKeXACLQQpusEwkolBeErrrgCr7/+us7LdVkBj42N1XkEQRAEQRCExgvrkKwLGzhmAT/AU0CkeGp6ZNEHKz/cd+jQQffWqg66CmB9mfVGCrn0KUtrVvbgonXqwcLtUaxkz6ua9LriPnAQLw6I6w5FU9aj7fV6CssUjSmq0tct67+0/u3cubN2XUahlr9vh9as7A1GS13+Ds8P68MUcGkYwW3Q6vj666/XVsLPP/+8Xo+/QZGYQi7dO9BSmOGpp57SLh9oGSsIwtGDCLGCIBxVUDzll2z6bb3rrrt0RYmVJg6ixS5GrAhRiKVYycrZK6+8gv/+97+6GxJjVqLYfYgDBZgv4dVBEZYCan2JlLRYYEWaPmzZnYyCL/16EVog0EqV7hEMnGaltlWrVq6uVuxCNWnSJF3xvPDCC3VFm24JWClk1yx+tadYS/i1nueP/nI7deqkA32EjRo1SrtWEARBEARBEBovFGEpCvLjPet+9N3KQJdWFFT5MZ+CJaGYyrosRdDqhEJuLzExUU+znsi6KYVd/gbrv1WJojWF2yHcjruBQl1grILpK9fUgVlHNgPrbt++XfvTNVCUpQsH+tU1fm1/+OEH7UeXvchYH6eIy/o4hd0zzzxTi7msf/O8ULQNDAzEKaecovMwL7fF396fn1xBEJoeIsQKgnBUQeGS3YDYzZ7drVjJo5BIMdZYibKyxC/mFGSXL1+uv16zIsWuTqyE3XzzzVp4PFClkNupj4qjgdunMMrKojv02Uoxed68eboSTeiCgOJs//79dYWafq5o4cquZ4z5hZ6WsAwcoZYVavrbMutzYAT60mLlffz48brLmLvFrSAIgiAIgtA4MfVS9pBiXZguBOgblV3q6cuVPl4NrGcykP3VZ80yI2ya+FDrwDX57UOBbhRoVGA/ZkIjClrz0jKYFrAGniuKs2wvGAtduvxi77oZM2Zo61fWoVmf5jTbG6xj00KYgjRFV7Yt6MaARiHsuSYuCQTh6ESEWEEQjir4hZ4WAOxmT1+ntPj86KOP9rFwZeUsOjpaV6jouoD+mzjNbkwUZFlhPRB0us/fM/6oDoSpcJKaVjqZryorhV69emnLVgrIxh8s3S8wvxnl1r5vHA2XPmI5ABgDzw8rltwOv96Tyy67DNdee63+8s9zQd9XDz/8sLaicO+6JQiCIAiCIDQuKJLyIz6FQlPf4zSFRX5gN+6oCOux9OFqxiCoCtZdTc8pY7lK606KmdzWodQPWQ8n9n2qCTWtQ3Pf6cqAwZ1mzZpp9wPGCINQlKU4S1cJxj0Y68rcP9a36d6B55T1abYdKLKyhxrPIfeJg3fdcMMNWgTngGlsjzz66KPat67UowXh6EKEWEEQjipY6YqPj9f+rtj1qLquVszHiioHIWBgl3/6YaU/1HHjxumuSvSDtT84CAErd/wiXhP4e6yosZJsF2UJfU9VV7E0fmPd4eiyFGHp42vnzp1YvHixPm5WIAmtg1lR5ld6+nqlRcRPP/3kCqxMsiJpLAVYsX788cf1MlYgOXACK6g8L6y8C4IgCIIgCI0b9vpq2bKl7t3F7vE33XQTLr/8cj0uAD/Mm/otu+kzH+uSa9eu1WnusL5Ky1rWXfv166frljQEoIjLeifdGxwsffr00UYSNCTgAFoHgvVk1omrGlCXPbq4j+51ae4vgzsUT9m7jOM98Pi4/h9//KFde9nbDlyX7QnWiymomjo0XZl9//33uscdB+0l3CbbEDQEeeyxx7SxA/MZcVYQhKMHEWIFQTjqYAWTFq81wV1spR8tfiV/4YUXqrUOMLAiyq5NHDGV7g2qghVY+qJl5ZBf1xnoDsD+ZZzWt6wEV1VRJO6irYEuC1iBZZcoVgo52BgryXFxcXo5RWIKszxG7gMHK2vfvn2lwOXu/r3atWuHq666SrsneOutt3Qlm5bFgiAIgiAIQuOG9UZ3sZL1WwqzH374oR5kitBKloO/svfU5MmTdV3VHS77+OOPXb5PKYRSwOXHetZ/OTZBVXAfWI+mwFkdJ554ohaCf/zxx2qNGlhfZr2Z8LcpABsLXTt0zcWeYNUZNbjD+jNdCXB7NEyYM2eOdsfF8RPsFrQdO3bU55LnhgYY7vVonlPjc9dAA4exY8fqHnl0BcY6PuvqVQnIgiA0TUSIFQRBqAXsJkWrAfqCov/Y/VnF0uk/Bcs9e/bggQce0H5YOc0uXvyyn5KSor+ev/nmmzqNUORctWoVVqxYoSuX9OPKL/C0UDDdoGoKK8EUg1l5ZGWPFUEKwwZWWCnMtm3bVg9Kxkqq2T/GtAKgNYOpJLMSvH79elce7h+7ZJmua4IgCIIgCMKRBz/S000X/aCy7mcwA9TSDdVLL72kxVPWAVn/4wd+M2bAxRdfrC08aW1L2FuKgizXoZDKj/Zcx9Qx2ZX/3Xff1b22qoM92Dh4LIVhWutyrAPz+6xHU3ClSPraa6/p/DQcoM9X1ldZj+bv8XdZ16Yv1/31LqsKuiGgGMxjpwsHuiejRazdlRnPjRFrKTqbc8Nj5LHxdynSUmSl2Eofs6YezUBBmvVz9lCrzb4JgnBk46Ee/qpNqQRBEJoYrCRxRFN2CWJ3I7oCqApW7p599lktXrLyaLoUGTj6KbtL0e8TK4b0iVUdrGSxkvrII49osZIO/lkxpYjJbkgUWK+44gptYcvlHH2VPqNY2aNlAYVY+mSliMuK3IsvvogLLrhAV+IefPBBbYXAiigrgVVBv18vv/yyzjNmzBi9Pr/YG2gZTCsHVnRZgT333HO1CwJaOLBCSfGX54Ff9FnZ3LRpkx5Vl9ugFS1FYq7HrlbDhw+3tioIgiAIgiA0Jlgnff3113W3eHb3p3Bqh+Il66lMZ72U1p6EXfM5LsDKlSsxZMgQPdYArUs56C1ddbFeyLq1+0d51lE5cBXFUw742rt3by02UiidOnWqrluyRxW79u8PWuvSUpfCLP22sh7N+jEtbrlvtFL94osvdD2Zg9Syfk63YhdddJEWRX/++Wdt3cv6NF1q0VCB9d/zzz9fu+5i766BAwdav7YXCrc8LhpgsFfamWeeqf3Aulu40v0Aj5MuC04++WRttEG/sdwXCrAUttm2YD2cdedBgwbpejTr2mybsKcdhV66QRME4ejA63E6/BMEQTgK4Bd1Cp8UG9nlvrqu/qx4sdJE0ZGO9RMTE60lTiIjI7XVKiuR3Jbp6l8V/GpOK1SKqqxwscLKSiAru6yosWJLa1kzIBa7K7Eiy6/+3FdWdO+//35daWRlk+4G6M+LQi4reNxHWh3Yv87b4Rd2fo2n1QK7QbFyaofngBVtVhxZGeW+cR9prct9ufHGG3XFkNazFGUp6NLCliO9cpvstsXXiBkATBAEQRAEQWh8UHxkby7Wca+++mr94d0ODQtYP2WvL44nQOtSQvcAo0aNctVP+QGfxgQUEP/73/9qIbKqeiiFV9Z/Wdek8MuP9xRPKcbSAIADv3LbB+LUU09F//79XfVoWrhSzKXYSqME1pPNOAs8BvYuo0jMejR7db3xxhvaUpfWqBdeeKGut9MWbdKkSfqccPsUed3hfnN7n3zyiZ7msbJO7N5+YD2fLhzYk4z1aLojY32ZPeNuueUWfR75+zSyYN2Z9Xm2IZifFrc0ZmAPNkEQjh7EIlYQBEEQBEEQBEEQBEEQBKGeER+xgiAIgiAIgiAIgiAIgiAI9YwIsYIgCIIgCIIgCIIgCIIgCPWMCLGCIAiCIAiCIAiCIAiCIAj1jAixgiAIgiAIgiAIgiAIgiAI9YwIsYIgCIIgCIIgCIIgCIIgCPWMCLGCIAiCIAiCIAiCIAiCIAj1zFEpxFZUVFhTgiAIgiAIwsHgcDh0EJoecm0FQRAEQRAOjeq0Rw9VyTqqalk83DfeeAPff/89vLy84OHhYS0RBEEQBEEQaoIR6h544AGcdNJJVqrQVJgyZQqeeeYZeHp6Sl1ZEARBEAShFrCOXF5ejiuvvBJXX321lbqXo06IJRdccAGWL1+Oyy+/XJ+co/AUCIIgCIIgHDQU6J544gm8+eabuOGGG6xUoanw1ltv4bbbbsNjjz2m68qCIAiCIAjCgeEHbBp9vv322xg9ejTeeecda8lejkoh9uKLL0Z0dDRef/11K0UQBEEQBEGoDd27d8edd96JsWPHWilCU+H999/XPciWLVtmpQiCIAiCIAg1ZcyYMYiMjNRGC+4ctYN1ydd9QRAEQRCEg0d87jdt5PoKgiAIgiAcHNQcq3PvdNQKsYIgCIIgCIIgCIIgCIIgCIcLEWIFQRAEQRAEQRAEQRAEQRDqGRFiBUEQBEEQBEEQBEEQBEEQ6hkRYgVBEARBEARBEARBEARBEOoZEWIFQRAEQRAEQRAEQRAEQRDqGRFiBUEQBEEQBEEQBEEQBEEQ6hkRYgVBEARBEARBEARBEARBEOoZEWIFQRAEQRAEQRAEQRAEQRDqGRFiBUEQBEEQBEEQBEEQBEEQ6hkRYgVBEARBEARBEARBEARBEOqZBhFiCwoK8Msvv+DMM89E27ZtkZCQgN9//x0VFRVWjqrJysrCSy+9pNeJiorCueeei/nz51tLBUEQBEEQBOHIpqysDH///TfGjBmDzp07IyIiAp988gkKCwutHFXD+vXnn3+Obt26ITIyEsOHD8eUKVOspYIgCIIgCEJjoEGE2NLSUmRmZqJVq1a44YYbkJKSgqKiIjgcDitH1bz44ov44IMP8J///Afvv/8+vL29cd1112HTpk1WDkEQBEEQBEE4cmF9OCMjQ4upt956qzZEyM/PP2A9+bvvvsNDDz2E0aNHY8KECejevTuuuuoqLFmyxMohCIIgCIIgNDQNIsQGBwdra9jHHnsMl1xyiU7z8PDQoTpmz56NWbNm4eSTT8Z9992nrWFvvPFG+Pv7a1FWEARBEARBEI50aGgwcuRIPProo7j22msREBCw3zoyWbt2LX777Tctvv7vf//DGWecgTvuuANt2rTBm2++eUAR150D/Z4gCIIgCIJwcHioilntamZ1THZ2NsLDw/HDDz/grLPOgqdn1dowK5HffPMNbrnlFlxwwQU6bdeuXXjiiSewcOFCLFiwQKfVBIq/YWFhePvtt62UuqesrBQrts7Dl6vegbenj5UKeKmKrafn/iu3dNCQUOGBU8u90cah1q1NZdhRDoQ1B7qdC8R0thIFQRAEQRDqlq5du+Luu+/G2LFjrRShPggKCsILL7ygrVsDAwOt1MrQxdczzzyDc845B3fddZdOY2+z5557Tvcm2759u06rKR999BFefvllrFixwkoRBEEQBEGoHkqL5Y5yZ6goR5mjTMf2tEqxCmUVKo9J06EU5WXFKCsvRrkOJahQoUyF8nK1rEJNM085t12KCrW+nndtx/6bFWofylGq5ovVvniVBKHEoxTRnr644dTn4OcTYO15/XDhhRciJiYGb7zxhpWylwYXYumigF2vDiTE0ipgzpw5eOSRR7TPK0IR97XXXsO7776LpKQknebOjz/+iHfeeUd38fLy8tLbX7RoEW6//XZdqa0viosLMWnJN7hjyb3w8/LTWqqPdWwl5RXqJtWTVaPyhnj4oH+FFy7NLcSw3BxA3YTq1nYu3x/ccEAEENMV6H4e0PsSIDDSWigIgiAIglA3iBB7eKiJEPvFF19o4ZS9xozBQnFxMb7++mttVZubmws/Pz+d7g7r12+99RZWrVoFX19fbQ1L4ZbWtOyRJgiCIAhC3UCRsEL9ucRCK6YgWeFQ6VpA3Jtun9fLq0ivct4tneMxcf1K4qgVu35XzZvlzjSTV+2bWUenO4ODfw6HPh7Gzmmm8rfU/0zjnJV37/zedL3EFVvT1v469L6Vw2Htj5nX09bxqK3odWjOyG2qBTpmGmNu2bPCE/G5iWiX0xHZXtnI9l+ET29eiCC/UOdFqSeahBB7//33a8vXJ598EoMHD9ZprFTSUvaVV15BamqqTnNn+fLluhJJ31oUYhloCXvKKafg1VdftXLVPeXaInYhPlj0Fnw8fZBXXIrN6fkI9PHGgDYR8PP2UjfHvqfe08MT+eVFWJSzGctztqA//HGhTxwuShjqFFnVQ1A9Hur+Kwe2/g3smA+ExAPtTwR6qAp5l1FWHkEQBEEQhENHhNjDQ02EWPqEpRDLejLdf5GSkhJtkMBBv1hn5naqYsuWLfjnn3/0mA10i8C68owZM7SRQ216nAmCIAjCoUJxzQiHTuHPKbwZodDMu9JMsMQ6vZzrqj/GFBYr5bfy2QVH13qMrd9wzdvWqZTOfNZv2JfZ82shkLHDKQhy2ilCOuOqlnGtvenOaVfsWtctzW2ec3vz2vKZPPZ0ptqmnXmdy9Wcbd4Z7L/lxNK0VH7ipWIdVDpjT5Vspk36PmnWvKdebm2Dy+EJLw9PeHp46djb0wu+Xt7wU3UVX28fHbhmWbkHiss8UFTKWNV/KrxQWuGJ0nJvlJSre6rCBy0cCWiR0woeoaVo3sMD15zyGHzFIvbAQixdENBH7IMPPogTTjhBp3HwAoqpH374Ya26XF166aUIDQ2tV9cEpLAoH7vSOJCYB9ak5ODJX1cjMtAXb17aF82C/dQDuu+ppxUCTadX5mzGZ5t+wtSkmWgZnIgLmp+AyzqPQXhQnGUdWw18INLXAWt+BZZ/A2RsBhJ6Al3OAnqcB8T3sjIKgiAIgiAcPCLEHh5qIsTS8pWD2vJ6XHzxxTqNFrGff/45brrpJi3E+vjsdZV1IMQ1gSAIQuOE8o0RAxlcwqAlApp0nWYJgma5PXYtV386zRI+95u/quW236iUXl1e/p61jksYNIF/lrBZKU3F9u3tDVoqVDGP3ZpXsRELnWlcj/nsv6WWUUS18u9dZpvnn5nX+Rnb01RwT7PmjbWoNpSz4+EBL5VGsZGql55W2ei5UsdqnUqipAqMnXmZZ69QybxG0LQLm65tVDPtjG3rqOD8LbMtpql8rrQKtX/e8PL0hqenj469vHyc01asg5evc96kWbEH16uUj2nWclu6h5nWMX/L+WHY19MLPl6e8FXT5RVAclYxtu8pxPaMQmzLKEJucTlKyoCiUqCwxIHicgdCVF2pXVQQmof6ICEmGvFhgQj29UV5bgXCIoPRPCEGUZHN1eWoWnusKxq1EGt8xE6cOFELsdVB/1asFF5//fW4/PLLdRq/3NNSdtu2bfrLfU1hBZXiL7thHS6W7yzAWW/ORqi/F6bfMwKRgW4PZRWsyViDCasn4JfNv6onwQvndzgfY7qMQaewdlaO/VCUDWyYAqz8AVg3CSjJAzqdBnQ7R8WnAyFxVkZBEARBEITaI0Ls4YFC7EsvvYSrr766WvcCf/31lx6ki8YKHAyXUIh96KGHtP/Y1atX67SaMn78eIwbN06EWEEQjjhc4p5NWDRplURCCn7qz13YdA9VLjOCmxEhrXl72N82GWr0m2a7Rpy05vVyK00Limbatk0zXVWanrbtu11MrTZ/FdNOoZNhrxBp0nQe13nfm4+pnN4rVKqgpRHGHvCi9SOFOP55ejmtIT2dVpFOy0jGHmop81qxCjpNC4cUG43YSWGR0w6V4hQgnSLk3thT7QuDl4nVufRU++5pxV7q3DDovHqbRrBUMbej99zaHpczTS1z/jbT9s576Pzc5715XevomL9pYoa923D+tqc6FxQrnUIlBU0vniMtZjrTnGKmij1UsERNp4hqLXNNW0Hl8WJePW3STT7GPN/ObXioaWfsrXbGRwUVq/V1zHm1vjN2W1Ypjz2N87Z0TruRmgck7SnGjsxC7NiTr+NtGfnYypBegOKyckSH+KFlZABaNwtBCxX7FGcjP2UzWkf5Y9QpI5EQUXXdqb5plEJsWVkZysvLte/WxMREfPXVV3qEV/qmYli2bBmSk5MxYMAANGvWTFcg77zzTj3IFg+E4u23336rK5380n/bbbdZWz4wh1uI5RleuysHo9/4R/uJnfnf4xET6m8t3T/pBemYsGYCJm6YiG2523B6m9NxWZfLMCRxiJXjAGRuBVZ8C6z+Gdg+B/CPcPqN7TIaaDuiyptdEARBEAThQIgQW3+wjkzXArRiZS8uDsR12WWX6WmmbdiwAZs2bUKnTp20L1e6EWDvsaVLl+r6MevW8+bNwzXXXKMHqX388cd1r6ua8v777+txGESIFYSmB5v/RjRzTVvzrmkV7Pns6bVZxmm7gKeXqz/7vA5WXvd5rlsp3VpmRFTO6+27CZGMTbpJs6cb4dEsM+k6vyVsui8zy/dZr4bbcqW557Ota8/rFCor40ERT3fVdganKGmJlBQr+WeJl3q5mqbVn2ve5GceqOASOG159Ppm3pq2pZmu4hQ79wqKloCorolnBdSWK5yio05nmhW7pil0Uty0YhU8Ksp0XFks5XYskVStpwVQ/bt2EZa/69wXp5hpYqabbfE3ndvjtFNsZTp/m9u3xFYreFn74qnjMniVq8C81vb1eVDnxCVgMmixUp0XPa/2QM2DsRYg3aerCFqQrCa4lhnBUgVPX2e6nlfT9mV6uX3ebXm1ea1tcts1rzLUGbRuTckqREp2kQqFSNpTgE3pedi8O1+FPCRlFiLIzxuJ4QFoHsEQqKdbRgWiQ1wYov2B0qwUbF67EsuWr0RYRKR2z9QsJtb6hcNLoxNiS0tLsWTJEj2wAAVZ+nmlCNuxY0f06tULV1xxhR6ci1/wueyYY47R63FQrk8++QQdOnRAXFycrmyyi9Z7772H6OhonacmHHYhVoWt6fk4+ZW/UaYe9HkPjERsDYVYQsfNX6/7Gt+s+wZLdy9Fz2Y9cX3P63FiqxPh713D7WybCyz+BNg8A0hdByR0B/pfC3Q4EYjtZmUSBEEQBEGoGSLE1g9siK9fv15bpbJb3vPPP68Hqu3evbsOrCfT5QDrvzREMD3FJk+erH3EUoRlnXrNmjVIS0vDZ599htatW+s8NUWEWOFohs1ju1hoprUgqP7swuCBlrnm+Wflc1/HNW2tU+Uy9WfymHyuedsy97z2AYBMTOHQiH06zTZvlrvy2tJcy9Sffd7kqbQt93wHyMs/lwhpzZvlOt02z5jr8xy44y5UMvAjlJ7mn3taDdP1suq27ZbPiJZ6iZ5nbAmZ6s9Dz9vSmNdtvnK6FevtOQVAHevANKcYacRLI0RqQVPFe9OsoE7bPul6mulmuZrndAVjsy0rj31a51fT6ppQ5HQJpuo6OQVNEyyRtaIUnhQ11TzKSzmwjnrpqbiM0yXOtAoVlxU758uYxqDm9bSK1e+5oFjoEjytUGneTKtYna9K89XGKjAvBUluS8f2PAy+AP2TauHSPdjT1bS3iil06lgFrqdj93l7upWf22ii8DKm5xVjd64KKt6VXagF1w2peVifmouNu/OQVViKmGA/xIcHIC7MH7EhfmgRGYi20UFoHx2M9jHBiFLLSWFeNpYtX4F5/87HrtQ0NG/eXNeZevfurY04G4JGJ8SyqxS7ULGyGBAQoK1cOZgWv/yzovnwww/j+++/1wME0BVB586dXev98ssvWsClrytay7Ly365dDbrq22gIIXZXdhGGPT8decVlWPzISYhXN1Jt+SfpH7yz/B0sTF2IIO8g3Nr3Vm0hGxMYY+U4ACzoln8FLP0cSFoE5O0Gup8F9LsaaHkMENwwXwoEQRAEQTjyECG2fqA1LAeovffee/U868lFRUW6rty/f3/tboCD0dJgYfTo0RgxYoTOR+MGDrpFwwUKsLSWZT2aRg61RYRYoalRXF6MorIiFJYV6sDponI1X1qI/LJ8vdwu8jHWg/kYYZCxChQF7aOOVzXSeeVRx51pJq/J59qONe/6DRMfKM0279ofFez74i5UUkjUf5bYaBcWzXSVyyyx0X2ZXYSszbKq8pk89ul91rMv45/bcs6rKT2gjxEsvT1pqWiJlmp+b+ztmqZwWmlexVzPfZ292zHLGKu9MnnUtJc6z97cC3XqtUipppnmDGpapRvLTdcynbdy4PpOg0SbWaK+nOo/dZ2hrq+OKWhqUdMmVFLE1EKmW5qZd00ztubt0+7LzHylNO6D3isnWhBVwdPTGYwYqs6LS7y0T+t5m7DpWmZfzy58qmlXGrdv0ilY+qmTZomWWrw0827L9HL3eTOt0l3TVjB5tTDKQElaOFgKS8uRmV+CzIIS7FHxjj2FWLcrV4+ltFqFHZkF6hnz0G4GdAj2Q7MQX7RrFoLO8SHoGBuMTrGh8PayPROK4uIi7NyZjPnz5+te9Ow11L59e/Tt21fXgxqSRu0jtiZwF1mw1hUN4SM2S91wA5+aiszCUix5+EQ0j6x6sIUDkZSbhOfmP4e5KXOxp2gPxnYfiws7XYgOER2sHDWAAuyc14D1k4DUVeouUAXaMTcCPc4H4noA9Tx63NEEK0SljlKUlZe5Klu+qiD3U4W9Lwt2QRAEQThCESG2cVDX9WQiQqxwJEHxkUKqK5SpUFGMkvISLbhmFWVhd+FupBWkVYp3FzhDdkk2KFpqcY9/WtCzi3t7BT/OV5q2xMGq8rnm7fmsZSZfdfld0/yz5a9tPvc8jO0Co0twtNL0crNMtRHtgqR9XS4z+UyaaxnX4R/TdPrebTDWyyv9Lrtyezq3qX/TmcZlRuQ0+8FY74e67gcti1H9UPeMDlrU5LQV2+crqko3y2zzZprWnOp+qyxc2qb1vFpeWuKMK6Wbaabblu2zvi3W27GOx7wCGDPw5KjzVEm0dMVM39+8PT7A+pxmMMKlS7ysKnZfznk1Xe1yKzbiqsnD3xYaPTmFpcgpKkVuURky8kuwflcuViXnqJCt42y1PNjPG5FBvjqEB/ogISwAXeJD0TUhVMd0P3Agtm7dit9++027aKLo2bNnTwwcOBAhISFWjobjiBdi65qGEGILS8vQ6/E/tXn1nPtHoH3Mwd8YpaqQf37h8/hz25/YlLUJJ7c6GTf2uhG9Y3rrl1ON2bkYmPmcihcBGZuA6E7A0LuBDicBYS2kkLPh/kXb9fXZlub6yq3mWQnMK81DTrEqZFTljnFOSY7+8h7pH4mYgBhtycxpP/VS8fH02Ru89k7X6noeItx3fZxq/1kZdVW2VGAlThAEQRDsiBDbdBEhVmhMsI5dUlGi20ClFVZQ00wrKC1AemE6UgtSkZqfqkVWTpuYQivzs35NQ4iqAo0jWN+lgGXqvi6hUQWnQGhNW4Lg/tJ1bE2zPm+fN8u5blXr6DQ171pmLa+0P+rPNW3SzbomvzXdKLELoTUKaoUq06sJ7AWqBU+bcGnETS1gMrYLobZl9nkT9DoqTVuDmmWcZ7q1vIxirPPwNO6CKK+FES0Z1DWqNF9lmprXQuj+0riO+iFO6xvYD/CxBEstYtqn/VUwoqY1zVgLnpy351fz7tvRy+z5fNRvCgL1qQrkF5ejoKRM9wBPzirCiqQsLN+ZreJsrE/LBa1dQ/y9Eervo+OIQF+0iw5Cj+Zh6J4Yjm4JoVqYrS2pqamYNm2a7jU0dOjQBreCtSNCrBsNIcRWVDjQ5dHJyCooxdS7h6ubLcxacvB8tfYrTFg9Aesz16N1aGvc2e9OnNDyBAR419KidcnnwLw3gfQNQH460Ok0YMgdTncF/qFWpqYLK3emS4992sznl+Y7xdSSHGQXO0VVxkwzIquZN9Ps8sR3IcVMewWJ86YCyW0zrVlAM8QGxrpCTFCMMw5UcVAswnzDdOXRXsGyx9wmH2P6YaKQag86ndNVLVN/dtE4tzRXFZx5epr7FugdiGDfYAT5BCHEN0TPcz/4ezrwT8Xm63u1aVZ6jcVcFkk1zSsIgiA0GCLENl1EiBUOF6yTGoMGBpdxg6qjsr6cWZypRdVd+bt0oNi6q8AZU2jNLMrUdUzWUdnrzN2owcxH+UfpenVcYNzeejfng+IQHRCt6+pHBbrpT2GToWLvtCuN0xQ0q0mzp+u4qrwq0JpUXb+9giYFTHswafbltnxa+HRPryIfp42wakRR7oKBTQodbOIlE1zzVUyrdkuV6TXJY7at7jmnuGkTLnUw8yqmyOlTTWzPV9369lj/tiDUP3y8ikvLUVxWoUI5sgtKsSEtD0u2Z2HZjiysSM7Wg20F+nghyM8Lgb7eCFDT8eH+6J4Qhp4twtCnRfhBGyYWFBQgKytLD+jPQf5JRkYG/Pz8EBwcrOcbCyLEutEQQixPcs/H/0BabjF+v20o+raM0OX1obIkdQmeW/AcVqSv0ILfDb1uwIWdL9SVjVpRnAvMeBZY+QOQvV29W7yBvlcAg250WsoeoZUTIzoaa08zzdueAiTdO5iKnb1yx8BKH0VVrmOERSOmmlDdPLv+UCQN9glGuF84Qv1CEeYXpr+6pxek69/ZXbR7nwqnSxA2YrBaRotZVhZ1xdFUIFVs0sL8w7R/q9ySXKeYWuIUUzlPEdk9nbGZ53JaE5iuSiawEkGh1pwzU0xwcDiKszwuE1OkZUy/xcG+KlhpQa48TiFX51HTvE89WUdR26P/I2/1O9o3UnkpvIpyVCUqXy1U95tPIOCrAisyzK0fmP3FKtrvcntMOK0idWwO6xitHEzU6QcVV6igK4V5zkqon3ohqPOgf5fHZbr48Dzbv3wLgiAcYYgQ23QRIVaoK0zd2x7raVXPZU+xtHynyJqSn+Ksg9vr5QWpur7uMkJQ9SZj4MB5Mx3gFaAF1SqDqitH+EdYe9OIMPVGXYfUCbY0Rta0jomZZmzNV5Xmvg0G1c4AjURcgqVNxGS6ETb1ciufS+g0+azpSusyWOtr4dQst9LVdXZi1bld4iVnrFhPW+mV0hi7pdd0HR2riP+5rD1VoMhppnUwQqY17VpuFzoD9s5rC1E1z7hSPlvgwE6C0IQoV21bWryWMS6rwM6sQm3pumRbFhZv34P1qXlalKXY6uftCT8fT/ir6U6xIejTMhy9WoSjr4ojg9TzcgjQf352djb+/PNPbNy4EWPGjEHbtm2tpY0TEWLdaCghdtBTf2H7ngJ8d+NgHNs2SlUc9BvikMkoysD/zf0/zEyaqUW3s9qfhZt634S2YQdxY6YsB6Y9BWz9GyjIACJaA8feAvS5DAiMtDI1DigU8vY1sRYMzbT6o3VnSkGKFj115c5U8qzKHX1D8Uu7XYDUgX/WtBZg1R8F1HD/cC2q0kKVoqoJOs0+rZYzDqiBr10KwVr8tfapUgVUTVMIZkWVx2Mqru6Bx6y9P6l93W9spnlc9nn1x64CwT4hWkgNVbG3ylNQVoA8irjFOdq/Fs+q/Xy7/vS0dT10bJtW/+1N5/9AgDqfwQ5PhKrZeFWoty0rQ5uiArQtzEcrNR1ZUaEKJladnKN0eqpKtoc6lx4UZnlOLYHWwWlVOXJQrFVpDr3cmb43zZl/n3nmUXGxegQL1PHlFaSjRMXB6jcjHV7wVRVIj9J8eJQUqKBi+3Sxmc8HVBpKVSjJs6aZpgIrvOqcaii6BqgGQGgCEKJCaLwzDkvcO81l6ty7Kpw6tgVBEIRGiAixTRcRYoWaoOt4trqhqZfyj/XXrOIsV702JS9F18NNoMiaUajaGopK9XC3QBGWrrzig+K1sMpYTwfHI0HFNE5gr62DR1dWnbELk0bMRBVprOi6OEAag+4yb4ROuwBK8dItuKdpoZOCp2296vLpaVsee71U1bArT1vxIU0zstL2meZ/qi5rBNHqxNBK6SqNdXZtIcr6PvNY8T7rq+CexnmuS+MHQRBqBYXXCl2eA4UlZVibkovF2zNVoPCaidScIvVYsxeCB7xU8FbPWVSwL/o0D9fCa99WEbr3t49X3T1/HIx0zZo1mDx5snZBQA3jlFNOQZ8+fbQlbGNFhFg3GkqIHf78dG22/dnYgRjeKUbdtNYLqg7gZXxj6Rv4et3XuqLTL7Yfbu1zK4Y2H2rlqCWrfgRmvgDsWq42XgE0H6AO4D6g8+lWhvqBFbdK2Gbty/h1nP6gTKVOV/DcYlp/EhYUzn/O862lR/XwcnvswhQZEInEoETXl/OEoAQds2IX6ReprVkbamAtDjLAiiqPRwvKBerY8pwira7EqjRatVIo1lanvsEI8QlFqJ4OUdNq3o9Wqc5pvVylc3mIFl6dVq2BPqzAqvNTmAXkpaqwy+mmgvNF2SgvykJ+USbyClUoybasbPORV1aA3PIi5DlKkacqy7mqIM5V93WeKnjz9LQzzlGhRC23X10zzdgZnBap4RRnS0vRpqQU7RirwPmY8nJtQVumMuWr65evtpfP31IhX22fgfvAtAK1nL/LaWc6Y2dagcpjlpWpdDvcA45wGqp+K0btRzMVu0JZBaJVo4LT0Wo6SsVB6rkzW+A9Ze4xfS5d2I5UT9rnrWnG/mFASBwQmghEtQViugKxPZwW6RRy9Xpqu3rT9u0LgiA0DCLENl1EiBUMrvo3qy1mWqHrqFbdlPXx5Pxkl+DKadZf+SGfsI7Euovrf/3P+cc6rEtktcTVOBXirTp5dGC0atBXVQ/XO2Sxd7+qx8rDiF3m7QJmtWJmbecpslaRzpgCLNtUmurqcbZ01+QB8lZafKC8KtaCKA0T/NS0JVpWJ2ba56tKs6/r2pbZthVznr9Z3a4JgtCgmOYoxdfducVabF2yLROLVLxiZ452P+Bs5zofY19vT7SNDkL/VpFadKWbgdbNgvQ26hpqXLm5ufjjjz+wevVqPR8VFYUzzjgDrVu3Bgf5a8yIEOtGQwmxp7w8EyuTczD+yv44qWtsnX4lMPyx5Q8tyK7esxotQlrgyq5X4uruV1tLa0lhJjD/PeDfd4GcZKdQ1OFk4ISHneJQHUBfqnSyT9HUxBQWndaYzrT8snzkl+Rry1+Kjwz0B0VrVqIrhfqf9Wfd0pymdar5ek5h1YisrOgxjV/YKbI6ixYnetqatac3JDwW5z/nsRFO8VjZzYvds3TlSuO21/xynr8bHnlpgA67dOyRt9s5rZY501NVJbFErcAfMr+jf9QZa3h+nfFebHvlqSpaAeo+8QuFg/6F/dS0jkNR4heMfN8A5KpKWb63LzLVTu5Q13lzSSY2F6Zhi6q0pxWlq41YFr5qysQkUFXweKyljjLbNd5LNXtURR77/wq1rUAVvFVCkSrMaSXrfDLNPjgxe2JPC1KNh0ifYMT6R+HMxOMxMnEogtR9piultMLlNaGYnbPTCuo5yk0BstU0Y84znVa0xGqo6NhMe/o4B8+L66FCNyC2uwoqDm+pVxEEQWgoRIhtuogQK/Cju653u1mymjRas7K+5fxjvUr9r//tnff08EKEf7iqcyfoerfdklXP+zdDmKpLeZaXwkOLmMWqLloED3tsRE13cVMHax3bupXFT9u8fV1Vl9R1LL2nFnrSNq850HKi0iolu+dxX05UAi02qxM2jfWnPa2S2MmYeThtEzyN5ah9u/ZpDs7EnlrVwVOicU1Ug9vyfbIfaH1BEBoauhvYlJaHBVszsYTi644sbMso0MsoyrK5TevYqCAf9KR7gVYR6NcqEt3jQxGu0ohuq9fT404r2HXr1mkr2Ly8PN3+HzRoEIYNG6ba2/Uj/NY1IsS60VBC7Jmv/6O/MLw+pg/O6JmgfWjUB2v2rMFri1/Dn9v+1F3kT29zOu7pf4+27Dwodq8H5rwGLPtKPY3FKAqNR373c1HQ53Lk+3ijoDjfKZaW7o0LSiwBlWmWsOqapriqYoqwFerPWT+x/vjQVxMzr+mOz+5O/IJO5/pGWGWsQ6BTeOU0LT3ZrYlfcTzVn7FaNGn8O2IpzIYWT7WQSivWNDVtxFZrnkFVpJ2O9G2Bvkv1NEf4tKWzOKBwSjExONppiWkJqa7YJq7uE7NS6clzqoIREolt2qGm+TyYwE5szu4P5chT98WW7C2VQ85WJOUl6WtOzP1A37naL61PkPY9S5+0Qep6c9pY+Qb5qnRvp29a5mOac5lKV5XZYFUpDaArBorxavdKK8r0gGu0tt6tQkaRigtUzHk1zThdNTzo1qJI3b/6DlIreqtKLbvOdYjogEu7XIpT25xWedA8c24Z86jt8wz0jUthVouzO50D56WuAnatBArU9VX3qxZk6XeKojsDz7e2mqU4y7i7mu/iXCYIgnAYECG26SJCbNNH9yzLZ08rhp1IyUvWYVdBKlLVsjxVz2Gdy1lPU3VvHe+dZ+yn6j5xXoGI9fRDvIcv4uCDeIcH4is8EFfuQEx5GQLKSuBRXgJPHRfDQ8WeZSquUDHro6yAsU6ktqcx065YJ9rSiJlmbM3bl5tl9ul91lXwt2lEUEmsdBNATeC8Swi1CZ/u+XRe2/J91mVQ6azb8fedO2JFbvOMzWR1eaqdJ2paz9rTBEE4GsktKsXypGynm4FtWVidko2sQo5LU4EyVV6XllNnATpEB6O3djHAEInWkYHaCtZTtfG9VPlSV+41DwRdEPzwww/YsGGD1u5GjRqFVq1awcfHKQIfCYgQ60ZDCbEXvTsXczZm4IULeuKcPonaiXF9wYGmPl75MSasnqDfvQPjBuLm3jcjMThR+x2lMGqsTY1o6ppXsRFLC1QlLL8kRz0IaSgoSEcxvyyrikOFqkRU0E+n+i0jonHAIyOU6opbNfNaVLXSOE1RVItjansU1rSAZmJLPKOoFeEX4RysyhJb6bOVrgW0/yhP5yBZFMPMgFkMRxz0HWXEVAqsLmGV0wwUWFVM/70UUSlO6qDWY9BpnLanq5gVvqAYIJgh2ppmHKuCinW6CpzmF3b7IFKs0OlzacXVztcNtHql6GofuIyDkbGLG6+tuSc4Ci6vsRFDTWwX3Culu+e1pqvC3KsM9oEl7Gl8RtKL0rV19oKUBZi4aSL2qGkKvp0iO+HCjhfi9Lan6w8GNUJtV18r1zVUgfdDrrrmu9c4hdm01c44Y7NaXuyszHP7tHDgNWbXr4g2QEIfYMgd0D5oBUEQ6gkRYpsuIsQ2YtiLZucSoHAPtB9QbfVpWY66rEELVd0pDxtKs7Bd1flTHUVIqShBKsqxy6Mc6araxrpMmap7lNnicts86yVh5eWILytHbFkZ4tU04zg1H19ahlhVR6Fffy9Vn2KLhjVBLwfrYQ4976Xq+LqWpbelWgyM1TLXNGPO66DQgijFS0uo3Ef4ZOw2rbvAM1ZBx/Z8DNZ8dctZb9J1XlMfZJ2W0/bYLd01zUn7vC29qjQzLwiCcBjYnlGApTuyVMjUcVJmIQpKyvXAWkWljMsR5OuNHpZv1z4twtAjkYNq+cLH21P33qYfWE9XuXZ4qVDvl9TUVCxatEhbwQYHBzd6VwTuiBDrRkMJsVd88C9mrNuNJ8/qhosGtESgb/0JsYRC6m+bf8ObS9/UPptoNcrRRbXQpYJdVOKN7pq2xc5pFasjcH4J50BKDvioEOThiUBPPwR6qRDWEkGBzRCg0mhpSCGVg1Vp0cw7UAtnjI2IpkVWnSdQC1UU2DiIlBFQjXDmFM+cMcVWL7X/epRU6xiPGGi9SiGV1o0uUZUhvfI0K89ahCtVNWQrmOlKaeqOYplIi9WgZkAwBVUVU0g1wqqZZqDFKi0qWdlU569SrM6pa76BCtqaoO89/jWifTTPCv2kJecl4+dNP+Pb9d9qi9ko/yh0iuiE8zqchzPanaGF44OGLiP0oAtscKnp4lxgz2anMJu2RoW1TrE2XzXKvNXv+IUA7U4ARr3qHBRMEAShHhAhtukiQmwjJGkhsOJbYONUVZ9U73tV/3BqmA5keXlhvY83NqhG9QYVb/L2QqpqQBerPAylOlSgRNXoGZeqdXwryhFDkdUIrDpWgdasqqYd7emrXTB5qeDN4M3YF17e/jpmmqt7PQVNHRuhc3+xmbbNcz1dJ1V1PFXn15VcPc06n5p3TTO25l15Dia/IAhC04EuBJYnZWHFzmws25GNVcnZyCooRX5JGfKLy5FXXIYKlad5RIC2du3VQoXEcO3rNdDPG/7entpIkJavDcWePXuwZMkShIWFoX///jqNUmVRURECAmw9TY8gRIh1o6GE2OsnLMTkVbvwwGldcMWxrRCkbvr6hn5U/035F+NXjMc/O/+Bv5e/SxRlTEtT17xNMKWIak/ToiqtVPWyIPiU5MNr5ffw/Pc9eKrKnZd/GDw7nALPoXfDK4KOk73hpSo6nvBidWjvl3IrNqESPEkUIem3iV2VjDUn51Xl0GUlaAIroFxu8uhpfmE300y34kp5TLo1b/K48nLb9t836Waa6fwdNU2LRde+WOvYt0O3AOx2ThG1rETlp5hmxUZcc8XqBKhNwE9VZl2iqooDKbSqacY63VrmH+6s9Oou6xRZGat7yjVtxazYCocF+lPblrMNk7ZMwvcbvtcfQGiF3jmyM0a3G43RbUfrDwp1Au+v0gJt9eIMaprWs6krgelPOcXaAdcBIx50CvOCIAh1jAixTRcRYhsJ7AG18kdgzS/OD7D56Ugty8OmqBbY6OePTSjFFkcxsjwqQG/z+aoimefhQJ6qx9IVVKxPMFr7RSHWLxyx/pGI8VfT/tGICYpBuF8k/Hz84OOpgpcvfL047QNfVX/3UevSFMIpYtpDTdLUPGv5+1tupgVBEIRak5FXghU7s7ByJ0XXHGxJz0dOUZkKpcgpLEW2CrR27RwXgh7Nw9AzMRyd40MQF+qvhdcgPy+9/HC5GTgQq1atwuzZs5GSkoK4uDhccsklCAkJsZYeuYgQ60ZDCbG3fbkYPy1Nxl0ndcS1x7VFsH/9C7GEFntJuUnaF5Tuuu/p7L5Py1I9b0tzxdY0LWjtaZWsEXNSgKQFwL/vAet+A8KaA3G9nCO/84i1YGkJki4BU8X6lqOQqWIKnsyr06zYnlYpr32ZLc0+X5NtVPXb++RhbM3bt7m/fO7LmK7+QR2yVqCDwoHAKGegmBrAmPNqOjDSGQeomIM8aQsBX7UerQRUbKZdaT5qg0JjJas4CxsyN2Dq9qmYuHGitpZtE9YGXaO64rQ2p2FU21HayrteoCC75AtgykNOgZaD6w26wWkVLQiCUIeIENt0ESG2AWGvp03TdN16R+oybClOx5bCDGz18cR2Hx/keHoix8cP2R4O5DjKkF1RDB9VN2wenIB2YW3RNrS1jluGtECkbygCPH3gr4Kfqk/6eaqg8vqynklXAKqOrwdvahxtcUEQBKEKNqTlYk1yrvbruj41D2k5xcgsKMGefGegxWuLiAB0SQhDt/gQdEsMQ+uoQEQG+SE0wBuh/j6HxQiwttAK9t9//9VCbGZmphYtjz/+eHTv3h1eXke+MZkIsW40lBB773fL8M3CJNw4vC1uGtFePxBNAvqs3PgXME+dz9T1eytz5s5ibA/VwfUYqE/pWP3HyqGuJKqCgz5BzLwJruUmVnn2O+8euy93+x0dV7cNpqv8Jo/7cgafQKe4yoGVaL3Kblgmdp9msAvdwhHPnqI9WJWxCjN3zNRuQjjoWMeIjujRrAdObn0yTm19av0IsrSwnvGMc5A9NrROVdN9LhMBXxCEOkWE2KaLCLGHn8KUZVi44Wdszt6CHfnJSM7dgazibGSqxqgOqrqQhQqEeAejZUgiWoe2ROuQVmgT2kq7H+NYCqG+oXpw3jDfMPizXikIgiAcUdCidWNaHtal5mLdrlxs31OA3bnFOqTlFiEjv0TLJB1iQtAlPhSd4kLQMTYE8WH+2r+rCfTx2lihBLl69WosXrwYmzZt0mk9e/bEgAEDEB8fD2/vxicaHwwixLrRUELsoxNX4tN523DV4Na486SOCAtoQqIIfZtunQ3sXKymC/cKklWJlFrAtNJcy02wlFgzXan7ktv8PsvsaSrW26lh+n7TTLo1X2VetzxmWrsHaBoFiXDwZBRmYGnaUvy982/8seUP7Mjbge7NuqNPdB+c0PIEHWihXqfQf9wfDwKLJwDhrZxibLezrYWCIAiHjgixTRcRYg8TRTko2jwNM3ctwNScDVizZzVSi/bowbTyVR0ywi8MLUNboWVwogrN0ULFsYGxiAyI1MJrhH8EIv0j674OIQiCIBwWkjILsGl3PjbvzsMWFe/MLsSu7CKkqLAzqxB5RWVaWKXY2jE2GO1jgtE6KgixYf6ICfZDdIgfItTyI4n58+djzpw5ejAuCq8UYLt06YLw8HArR9NAhFg3GkqIffq31Rj/zxZcNKAF7ju1MyICj6wHpkbQ3yldEGix0gSbaCkIRzEcxGt+ynztr5luC3bm7UTP6J4YFDcIw5oP06FOG1N0HzLpfmDF10BCX+DUp4C2I6yFgiAIh4YIsU0XEWLrmZQVKN0+G/MyVmF65mr8k7sZ6x1FaOYXjj7NeiAxuhsSguIRE9AMzQJj0IyxFQRBEIQjk+KycmxNL8C2jHxsVWH7nkLszCxEUlYBktR0kpqmZNIiMhDto4PQNjoYraIC0TwiEAnhAdrqlYEDax3JcFAuCrHU5CjCtm7duslYwdoRIdaNhhBiyUtT1uHN6ZtwVu8EPDKqq/6yIQjC0UdaQRpmJc3CnJQ5+Dvpb6TkpaB3TG8MTRyKhOAEBPsEI8gnyBWCfa15b+e03Z1BUVkRCssKnXF5IQpL1XS5M63A0xNeW2ahy/KJSNi5zCnCnvx/QGIfa+39U+Go0Ns12za/VVxevPf31HxZeRmiAqL0MbBbpCAIRwcixDZdRIitB/LSdM+xiuTFWLJ7OWZlLMdfZXuw0tcbzYLicXz8IAyO6Y9uEZ0Q26wzwv0jrBUFQRCEI5GMvGLsyHSKrTuzCrTw6hRhC7A1PR+pOUWICvZFq8ggtIwKVHEgEiMCtBDbMiJQx3FhR76bGfqCraioQEREhPb9WlyszsuOHQgLC0N0dLSVq+khQqwbDSXEvjl9I17+cz1O6RaL/53VXT10ftYSQRCORlILUjF121TMTZmLuclz9aBeHEQjzC9MC5o6tny9MTZpFGopxhaUFiC/NF+HvNI8FJQVIK9ExSo9ryxPTefCOyAK/fJzcfyuzeian4XAjqejcPDNKA6ORjFF1bJiLdyWlJfsjS2RtaCkQG+T29e/Veb8LU6bdIbSilLEsxHZ4ngMiBuAuMA4LdZqwVZt09fLF/1V49JHfNQKQpNChNimiwixdUR5KZC2WlvAYucCrE6ej7m5mzDJzxOL/P0RHhyPQVE9MDRuEE5odSLiw1pZKwqCIAhHEqXlFVpYpVsBhuSsQmzJyNf+XjelOS1gi8sqEB/uj8TwAG3lSuvWlpGBaNMsSLsbaBsd1CgH1ToUNm/erC1gKb6edNJJTVp4dUeEWDcaSogdP2sznp20FsM6RuO583pqfx6CIAgp+SmYtHkSVu9ZjZySHG3VSqFTW7VaoqeJtQWqdv8BLcZSuOWAHIzt0/5e/gjwDkBm8R5sKkhDTFkZji0qRqQq8rNjOiOvWXvkl1BIzdMibn5JLvLUb+eXqOnSfG0NSzcJZrs6eNumrcDf4GuEfm+352xH85Dm6Byhts9tqu1QjOV6rxz/CjpEdICHHolPEISmgAixTRcRYg+RzO0ozdiAvN2rkbd1JnK3zsIqFOGX0FDM8vdDSGAz9Axrj2EJx+H0tmegeWgLa0VBEAThSCC3qBS7c0uQnleM3XlF2JZRgA2p1iBbKTnYlVOMAF8vLbbGhfojVgVat9LdQIfoILSLDUHbZkHW1poeubm52LBhg3ZBkJSUhKioKK3DtWhx9LzvRIh1o6GE2M/mbcMTv6zGgNYRePWi3ohRD6MgCIKd7OJsZBVlIbM4E1nFWc6g5l3TKlCUJbQ0DfEN0e4KQnxU7BOspxkzndaz23K2YWbSTN0NMk1t06HW9SvOh29FGXw9veHroYJPIHyDYuAbHAtfb3+d7qPS/dX2gy13CNpFguUywRWrdFrpljvKsSh1EaZtn6Z/j2IxRVpawNLKl4Lsc0Ofw9kdzoaPp1jFCkJTQYTYposIsbUnMycJO3K3o6gwE7lbZiB14x9IUe/EXb5+2OEfiPl+vghU7+UOwS0wNPE4nNPhHLQJa2OtLQiCIDRWKhwO7MkvQVZBqQolSM0txoZduVi9KwdrUnKwVk0Xl1YgPNAH0cF+aBaiQpAvmkcGonNcKDrFhqBTXPBR0SOa8mJycjKWLVuGuXPnat+viYmJGDhwIDp37gxf36PHPacIsW40lBD7/aIkPPDDCnRPDMNbl/ZtEv4+BEFo/NCC9q/tU7E0ZQE889IQmpOCYBVCcnYhpDAbwcFxCG4+CCGtjkNITDeEhCTCKzgW8KydI3gKxDOSZiC3JFe7Uwj0CcR7y9/TIu0prU/BrX1uRbvwdlbu6qE1LveZodRR6pomRgQWBKHhESG26SJCbA2pKAfyd2P7nnX4ZuNETN78O1JLc5Dh4wsvb3/1HgxCoHcAAr38EO4diIFxAzCm0xh0jOxobUAQBEFobBSVliOnqBS5RWXILizFjj0FWJGUjVXJOSpka5cD/t5eevB1iq/hKqYA2yE2GN0SQtE1IUyLr95eR1dPwJKSEqxfvx5///03tm/frt0QtG3bFiNGjEB4eLiV6+hBhFg3GkqI/XVZMu76dhk6xIRg/JX9tZm6IAjCYadCFftbZwGrJqr4H6AgTTUk04GyYqD1cUB8byBaNRKjuwChcYBPIKAalPAJcAbPmvsumrR1Ml5c8CI2Zm3EhZ0uwHU9rkNMYIz2K1uuGrBljjIdU3xlGq1naRWcXZKNnOKcvbFKoyuGrlFd0a1ZNz1ydKBq1NLVAa1vKc56cJhRQRAOGyLENl1EiD0AJXnqvZkBpK7GjrUT8X7yNHziV4FYr0BEBkTBzy8MIV7+SAxJREJoKyQEJaBXTC90jBABVhAEoTFBa9eCknIUWoGuBtam5mL5jiwsU2F1Si6yCksQ4u+DED9vhAR4I9jXWw+u1T0hFN0Tw9GzeRgSwlUb6SgnLS0N48eP14IsRdhjjz0Wffv2tZYefYgQ60ZDCbFT16Tips8Xo0VEID4ZO1A7aRYEQWhQ2Jhc/bNTlE1ZAhSr+dJCoEyF0hIgMAKI7gTEdFWhCxDbDYhsC/iHAV6+KnirN4mn2pCH+kch1C1Web5b8yXeXjkem7O3YFjz4YgLitO+aelmIbtIBQqvKuSW5mph1svDa2/w9IK3h7eOKdbST25ZeRnaRbRDz2Y9tauDliEtcWKrE3UXT67PUTmZt1z96Wn1x22F+4VrMVcQhLpBhNimiwixVVCu3ol8P2ZtBzb8CSz7Ckm7V+L9iDB8HNkM7byCcH5YF5zZ6ULEth0JH74jBUEQhEYFB9XioFklKhSWlmNbRj6WJWVr0XXp9kxsySgAFbIgXy8E+nprP6+hAd7oEh+KXonh6NUyDD2bhyPAp3Y9B5silBLZ1vL09NQGMUVFRdodwa5du3D66acjLEy1F49iRIh1o6GE2Nkb0zH2k4VoFuyLr/5zLJpHiBArCEIjInObalxOAVJXAWkq7NnstJLlqM9sgOpYzdPPa3grIL4HENkO8A91irKeKnj77Q1MoyWtbwi+3zkD72z7Bakl2ZRo4enhpV7aPvD09lXT3ip4aJGUwd/LDxF+EQj1C0O4rwr+4doXLX3PLk5brP3OFpUVoaSiRFcAKOAOThiMoYlD9fp7ivY4Rd7ibGQWZWpXCbSgfXro00gMTnQeqyAIh4wIsU0XEWIt2Ezie6+kwNmDZNmXwMa/gOIcJPsH493wUHwSGoI26p11WaeLMbb3jdaKgiAIQkPDIrysogJl5Q4VO7S7gZU7s7F0exYWb8/E0h1Z2u+rj5cnfL2dwV8FupDs2zIcvVtEoLeKO8aGWFsU7KSnp2P37t1abORgXIRtM+ml6ESEWDcaSohduHUPLv9wvv668uNNQ9AiMtBaIgiC0AgpL1Nv2PVOYTZ1pTOkrQYKMtRbtsLpG48x1GtEv0nM68Rtnq8Z9UKeHRSMfwP84VlRhkj/KIQlDkJ42xEIj+yIML9QhPtHINQ3TIuz+4NC6+LUxVidsRo5JTmYmzwXW3K2gG4K+OKvFKs/Dibm7+2PG3rdgLHdRTAShLpChNimy1EvxPL9BvV+263egcu/RdmKr1GevUO/y7zhiV2xnfC2akt8UZSEFup9dkXXKzC2hzwHgiAIDQndDNADGyWu0nIHkrMKtQazZHsmFm/PwrrUXFSoDF6entp/Kw1Bgv28tNDar1WEDr2ah+vBtoTq4fnduHEjpk2bpgfmGjRokLaAFSojQqwbDSXE8uvLhe/O1Q/8b7cNRasoEWIFQTjC4CsjJ9lpMbtLNdDZRbOk0GkxROvZsiIVaD1rxXqeVrVmOadVOgVch2ro+oYAEa1UaA2EJACh8SqomNNhiSpW8762wbn0B9bKX1mXpi3Fd+u/Q0p+CqIo8PqHIcI3AhEBEdqtwb+7/sUfW//Aya1PxkvDX7LWEgThUBEhtuly1AqxfMfRRc+aX4AlnwJJ85HlKMPbEeH4NzAIJX5B8PYPR3ZFCdIL03Vvi6u6XoWre1xtbUAQBEE4XGghS/3noZoGuUWlWJuSg4XbsrB42x4sTcpCak6x1l4IIxbxCeH+2tK1X8tw9G0dgc6xIQjwrfn4F0c7eXl5mD17NhYtWoTCwkKtqw0ZMgQDBw60cggGEWLdaCghdmNaHs56c7b2R/LnncPQupmM/C0IwhFKlZaw7pjlNuijtWAPsFY1cheMd4q5fA0xnTUkXVmyxZ5eTjE2qp0KHVRo7/RRG9cDCI7Rm3SoP/qE5evMdIXRtrBquqS8BH9t+wu3T79dD5Ly+7m/6+WCIBw6IsQ2XY5KIXbnYqf4Sp/pRdnaKnZ1QACeiG6GNd7O3hV8pfH9wsElYwNjcW2Pa3Fltyud6wuCIAiHjV3Zhdq1wKJtmTqsT83Tg27pdgE77ql2gbdqXnRJCEWfFhHo2zIC/VtFID48AF6ebCeY9oK1QeGAbNiwAdOnT0dSUpL2C9upUyeMHDlSi43CvogQ60ZDCbFJmQU49dVZyCksxYx7R6CtCLGCIBytVJQ5fe5lbAR2rwPydgE5KUBustPiltN5KpTkO8VYT29n8GCs5ul/tscFwJDbnRa1+2FD1mac/v0piAqIwk/n/IZYFQuCcOiIENt0OWqE2Px0YMW3KnwDpK7BZvWKeTckEKv9/OHwDUBGRQmyVIgNSsAV3a5Ap4iOKK8o1x/6EoIT0Dq0tR5MUhAEQahfVqfk6MG06Nt1yXantSsH3qILghIVl1dUICLQV/t2pejaW4VuCaEI8feBlyqzKb4aAVaoHWVlZZg6dSqWLVuGnJwcraUNHToUvXv3ho+Pj5VLcEeEWDcaSojNyCvG8S/OwK6cIsx7YCTaRQdbSwRBEI5StK/ZMm15pF0VuGKmlwKFmarw3Azs2aRiFTiAGIVb+urzCQBC4oBeFwMDr3dOEw4qlr/b6cu2YA9SMjfiyrXjkVFWgBdCemCEWuxRmAXEdge6nQ20PMa5HuHv02LXV5XPqhEuCEL1iBDbdGlyQiwF18wtKmx1hj1qmu8Tvl+Kc5GGUrwfFozJQYHIRgUKHOq9BA8UVxRjRPMRuKvfnejWrJseEFL3vlB/epRo9ScIgiDULfnFZdralYLrsqRMrEnJRV5RGYrKKlBUWq4tX708gbbNgtG3FQfVCkfP5uFoFRUEPw66pRb6qNjbU8rouuKXX37BwoULdd2PImx8fLz+KClUjwixbjSUEMvC49hnp2JnZiHmPjASneJCrCWCIAhCtVBYpV9Z7WdWTVO43ToL+OdVIHkx4B/mdFfgp8pUWtCWFjrzUMhV6+5RDeonQ7wxPSgI/8nOx83pac5t+gUDgZFAWEuntW1xttp+kXP9+N7AkDuAVsdaOyEIgjsixDZdmoQQywEn54xzuhoo3AOHeo94aN/lqvxHOWb6euKHIH9s9vVFiWpM7laN+kz1vhieOBTndTgXgT6BCPAOQJuwNtoNAUVYQRAEoe7ZvqcAy5OyVMjW4+rsyCxEQXEZ8qxAYTYy2Bfd48PQq0W4CmHoFBuCqGA/+Pt4WcHT5Q9WOHSKiorg5+fnEltTU1NRUFCgdbSwMNX2Eg6ICLFuNJQQW1ZRgb5P/qVdFEz/7/F6RD5BEAThIOCgX3RfsO534N+3gV0r6SwWHORa4+sDBEbpkB8Ygc/8PfCyYze6eARgXOJpaBWUCGyaDmyY7ByYhZSrwLoG29rNOgInPQn0uohLBEGoAhFimy5HvBCbsgz4+0VVzk8DspNVua4K97BWWBMRiwnexVhTlos8Ly8keZQjx1EGbw8v9G7WA9d0uwoDYgcgOjBaC69eKl0sfgRBEOoOjpezJiUHK5OdouuG1Dxk5Jdo941ZKjAuVnnYe7hHYii6J4apOBwtIgMQGuCDID9vBKtAy1ehfti0aRNmzpyJ9u3b60G4/P39dW8QIu/EmiNCrBsNJcSSnk9M0ULs5DuGYWDrSCtVEARBOChoAbt7rVOIpSUrxdeAcMAnEPD2Bbz84FDx6oJduGb2/cgtyUXP0Ha4sdd/MDyqF5C5DUi1hIbgWKdLg0UfO33XDroBGHyLM10QhH0QIbbpckQLsWsnAbNfATbPUO+EZs6yvP1IVHj54N3NP+GVTd8hz1GGSN9QnNHqFAxJHKwtX1uGtNTWr770QS4IgiDUCWk5xVizKwdrGVJykZRZiIz8YuzJL0FGXgmyC0sR4OuFrvGh6JoQouIw3XM4OsQPYQE+riDWrvVPaWkpZs2ahdWrV2Pnzp1o2bKl1s4iIiKsHEJtECHWjYYUYgc89Re27M7HxJuHYEj7ZjhQecKLI0WOIAjCAdCuCFTw9rcSKlPqqMD0bX/iraVvY0n6cvSI7oELO4/BpZ0uhhe7r9IfINel38CfbwHW/A40aw9EtQUCIoHQ5kB8T6ergiiVLgiCCLFNmCNWiM1LA74c47SE7XQ60O8qlLcfCa/ASEzf9S9emv8sdmRtwSmtT8Y57c9Bi5AWSAxOFAsfQRCEOmJjWi7W78rDBhVv3J2P1Jwi7M4tRpqKd+UUo6SsHPFhAegSH4JO8aHoFBuMlpFBaBbsh8ggH+1ugBavwuFl27ZtmDt3LrZs2YLs7Gz06tULffr0Qbt27WRAroNEhFg3GlKIHfb8dG2K/+V1x2BE5xg9cp8dmupPWpmCZUnZuHhAC3SMFT+ygiAIdcX8lPn4dPWn+Hnzz9r6aXS70Rjb4zpE+VtfemlVu+xLYOUPzoFcOEhYQQng7wlEtAWiOzndFiT2VWEAEKPmBeEoRYTYpssRKcRyEMYpjwCLPgLieuKjxLZYHZEIh6cXfFRzZ0PWBixNW4rBCYPxxOAntPWrIAiCcPDQjcCm3XnYnJ6PzbvzsWNPAXZlFyE5uxDJWRReixDo44U20UHoEBOMDrEhaBMVhIRwf8SE+iM21E9bvnp7ipuBhiI3N1e/6xm2bt2K8PBwDBo0SNfxKCIKB48IsW40pBB70ssztcj60VUDcHK3WPhwuD8bU9em4cEfVmiH1TcMa4vHzuxmLREEQRDqgg2ZG/DVuq/w1dqvtA/A09qchmu6X4POkZ2dGYpznSJsTjKQt8vpi5ajbScvdfodLCkFotuqhn4PIKYr0PsSIFaV1WJRJRxliBDbdDnihNgd84GFHwHLv0G5byB+63YSXinciDXZm1HBwR4VnuqP5fytfW7FeR3P02mCIAhCzeGg49v2FGB7Rr7WK3ZmFeqYAiwH2MoqKNHWrm2aBblCi8hAJIb76/TEiABEBIr7l8YCpUCKr5999hny8/N1va5379469vYWq+RDRYRYNxpSiB39+j9YsHUP3rykL0b1StjHyfRrUzfgvu+Xaz8op3SLwyfXDLSWCIIgCHVFZnEmvlzzJb5c+yWS8pJwYssTcUHHC9A/rj8i/avw301RNnU1sGu5ilc5/cruUqG0COhxAXD220BQlJVZEI4ORIhtuhwxQiybMfPfA1ZPBNZOxsSYRGwKjcGfoWHYVJCCY+MGold0L/h7+6O0ohQdwjvguMTjEOYnIz4LgiDsj4KSMm3VSrE1OdMptG7LKMAWWr+qwHSaILSMDNRiaysKrhEBet6VFhW4j+GZ0LhITU3FlClTtD5GVwQJCQnWEuFQESHWjYYUYs9/Zw5mb8zAixf0xLl9myPAx8ta4nRL8NzktXhpynrEhfnjkoEt8ejortZSQRAEoa75et3X+GbdN1i4ayE6RnTEkMQh6BLVBT2a9UC78Hbw8/Kzctoo2APsXAQkLXAKABRpR70CDLwe8JKvx8LRgwixTZcjQogtKwZW/Qj8dIsqlzOA9idipH82NlUUwlstC/YOxEvDX8LIViOtFQRBEITqSM/b68d1V7bT8nVjWj42pTn9vWYWlGhjseYRtHANQHyYv47pdoCWr22bBWsNQ2jcJCUloaCgAG3atNG+XysqKpCZmYmQkBD4+oq1cl2yPyFWPk8cZvx9vEC3sMVlFeqmr6yBr07JwarkHHh7eSDQ10v7SxEEQRDqj4s6XYTb+tymfcUWlxfjo1Uf4YFZD2Dc4nFYk7HGyuVGYCTQ4SRgxINAv6sBb1VW//MKsOQzoCjHyiQIgiDUK3Qj8+djQFkRClsdix9a90KWowzean502zO0C4Ke0T2tzIIgCIKBBmDJWYVYkZSN6evS8Pm8bXhj2kb8329rcM+3y3DjZ4vx7KS1mKmWlZZXYFDbKFx5bGvcdkIH3HdqJzxxVje8eEEvPDyqKy4d1AqD2zUTEbaRU1RUhFWrVmHy5Mn4/fff9aBcxNPTE1FRUSLCHmZEiD3M+Ht76pFZi0vL4abD6kG8GGi+T0PlpmqsXKYK84qjzxBbEIRGyvAWw/HgoAdxW9/btDCbEJyAWUmzMH/XfCvHfjjuTqDtCKdV7G9qesW3gOWPUBAEQahHdq+FI2srkgOC8VX7Qbhnx6/ILytAiE8wHhr0EMb2GIvowGgrsyAIwtFLblGZ9uO6cme2Fle/nL8d4/7agAd/XIHrPlmI6yYswjszN+mxbEL8vXFClxhcOqglbh7RHg+f0QUvX9ALb1/WDw+c3gXn92uBXs3DEeQnvcCOFDIyMjB79mz88ssv2Lx5MwICApCXl2ctFRoCEWIPM7SIpS8VbRHrJkZuS89HSlYhvGgyq2hqUmVBSTnmb92DH5fsxLIdWVaqIAhCw0Px9fyO5+P5Yc/jpJYnIb0wHWkFadbS/eAfCpz5OhDTBSgtAOa8Bqz6Gcjc5uw2KwiCINQt5aWq0jxX90Qo9vLFhxGReDLpd/ipGnaYbxjGdB4DH08fK7MgCMLRRVmFA1kFpUjKLMTaXbmYvjYNn87dimcmrcGNny/Ghe/Ow21fLcFXC3bogbboXmBklxhcNKAFbhvZHk+d3UMPLP7Wpf1w50kdcVqPeLRuFmRtXTiSKC4uxsaNG7UAO336dJSXl6NXr1449dRT0bdvXyuX0BCIEHuY8fOmawJaxFZUsnilT5ad2YWosOYbOxSRd2UXqQK+4IDWreXqZbArpwifzduKW75YjMs/mI/3/95sLRUEQWhcNAtohiCfIC3GZhRlWKn7IaIV0H+sitsAu9cB314BfHUpsGoikJ0E5OwUlwWCIAh1RW4KMPN57R+21NMTU0JCEezpq8vuS7tcirv73S2DcQmCcNRQVFqu/bemZBdiQ2ou/ly9C+/9vUkPAH7+23NwngqP/7IaU1alIreoFB1ig3F8x2hcekxL3HdaZz2I+C+3DsG4i/vg+mHtcFyHZggPlG7qRzplZWWYP38+vvnmGy3GRkdHY9iwYTjnnHPQqpVquwgNigixhxl/Xy94eDgLzHKbfsnRBzkqId0SWAaxjRb6iVm4dQ9u+3KJFlV351Zv9cXjnL0xHbd+sRiP/7waKeoY2d3BfuyCIAiNicTgRG0hm1qQiqTcJCv1APS5BBgwFmg1BPALBnYuAH64Fhh/olOUnT3OKcoKgiAIh0ZJAbBnI+CrytrgOPgyVtze93btYsbLc+9AuIIgCE0JGkAVqvZ1dmGpboOvTcnBz8uS8eIf63DtJwsx8uWZuEK1z1+fthELVHudPW07x4VgRKdoXDu0LZ49twe++c+x+OmW4/D0OT304ODdm/PDVSMXIIRak56ern3ClpaWonPnzlqAHTp0qPiCbSSIEHuY8ff20EJrkdtgXZt352u/LRGBPogM9FWFrLWgkUFh9fcVKbjm44WYtTEdqTlFeoAxd2gkm65eDk//vgbXTViIOZsy0D4mGM0jArSFLMVoQRCExkh8cDziguKQml8LIdY/HBj2X+C6qUCXswDfEMDbHyjMBFKWAdOeBCbeBOxxOsYXBEEQDpLCPcDOlXAExyD5zHHYkecspwcnDNaxIAhCU4HtZro0LCgpQ0ZeMZZsz8Jn87bh/u9X4Mw3/sHwF2bgjq+X4vN/t2NDWh6C/bzRMS4Ep3aPw10ndsR7l/fDn3cNx9fXH4v7T+us0uORoNrjQtODva1LSkpcva7j4uLQv39/jBo1Cueddx5atmyp04XGgQixhxntI9bDAyVl5ZVcE2xJz8OOzAK0jApC25hglFU0PicFeUVluuBnYU+H377aetcpLLszd3MGLh0/Dx/P3qrF29NUof/R1QNwxbGtkVdcZuUSBEFofFCIZaCP2B25O6zUWnDSE8CpTzuF2XPeAXpfBnj5OQXZld9ZmQRBEIRaQ2vYlOWAtweySvPw+LpP1KQ3PNRfpH+klUkQBOHIg9IALV7p45U9UGnwNGNdGsZNXa+NoCi6jn79H/zv19WYvCpFW8SGBfige0IYLhrQHP87qxt+ueU4zPrvCLx/RX/ccHw7DGobJYNqHQVUVFRg9+7d+Pbbb3VsdCYKsf369dODcwmNCxFiDzP+2kes07LUWL2WlFVgZ2aRHsyqebg/WlpWo40JfoEbN20DHvt5lT6GrvEhiA721S8MO6XqWJ6bvFZbwa5MzkFsmD9evKAX3ry0D9pFB+uXiiAIQmMmISgB8UHxSC9Kx5bsg7BgDU0ABv4HGH4v0O0cYMA1QPsTgaztwKJPgGVfWhkFQRCEWpGzA1j7K+Dli4KKEizYswpeHp5oHtJc1a+lWSMIwpEJ2/6bdufh+0VJePjHFTh93CwMeXaaFmDfmr4J8zZnaGMmCq/HtI3CDcPb4a1L+2LOAyfgjzuG4bnzeuGiAS3RLiYYno3dz6FQp3AArn///RcffPAB1q9fj2nTpiE/P99aKjRWpMZymPGzLGKLyxyuQa42puUhOasQzcMD0CIyUBeejUmG3ZaRjyd/XY3Xp25AqL8PxgxsiTcu6YNgf2+1n3v3lC+Pi96bh/GztujBx07rEYdPxw7CBf1b6EHKBEEQjgS8Pb21n1haV03eOhm3T7sd23K2WUsPgoQ+wKDrgeb9gT2bgN//C7yupl/tCSwYD+SlAUmLgNU/AzuXOE0iBEEQhH3ZvQFY+xuKAiMxt90QeFaU6zL78cGPw8fTx8okCILQuOHA3Qu2ZuCdmZtw/YSFGPzMNC2+3v/DCny1YAfW7srVLgliQv20m4GHTu+C724YjAUPnYjPrx2Eu0/uhBO7xqJZsJ+4/DuKycjIwKeffoq//voLRUVFaNGiBYYPH46goCArh9BYESH2MKNdE6jYbhG7IS0XO7ML0aZZEFpFBjYqa9il27Pw0I8r9QshNtQft4xoj0dHd4WvTVilE/DJK3ZhzHvzsGhbJqjN0hH48+f10s7BBUEQjjTOancWrutxne7uOmXbFFz/5/V4ZdEr+DflX5SUl1i5akGn04B+VwOFRUB+OrB7jdNCdsrDwBv9gAmjgR+uAz5W+b5XMcVZQRAEYS8VZar8VGVjBVDiG4DtrQbAw8HBb8vRL7afNnQQBEFojKTlFmt3As9OWoOL3p2LQc/8hSs/XKAH2Zq0ahe2ZuSr+mWFHlPlkkEt8cpFvTH1ruGYdvdwvHJhb1w5uDX6tgrXhlAc3Ntbtb/pIlA4OuEAXMYKdtu2bdo1wciRI3HJJZdo37DyPmz8iBB7mPH3dvpVLSqjEOsUXNen5mFnZiFaNwtCy8gglJU3DiF2+to0PPbzSvyhXg50K/DIqK648fh2ehn3kMfBURuf+m0N7vthObbvKUDn+BB8cd0gbTUbGSQj8gmCcGQS4R+BG3vdiJePfxndmnXD6ozVmLB6Au6acRdG/TgKt069FRNWTcDK9JUoLCu01joA3c4GLv0UOP1F4JibgfxsIC8VyNmlClRvIDQRKM4F1kwE3h7sFGS/vRp47wRgxrNA5jagSC0vPcDvFeUA6euBzTOBpV86rW0FQRCOdMpKnGWkjzfKVHmZploxfl6+uKTzJfDykJ5XgiA0ElRDeU1KLr6cvx33f78co177R1u73vPtcrw/awtmbUjH9owC3Qt2YJtIbej02bUDMeOe4/HldcfggdO64MxeCegQF4IQfx8E+HrB19IQBKGgoAAzZ87ElClTkJeXp4XXq6++GscccwwCAwNFhD1C8HDYR4w6Srj44osRGRmJt956y0o5fPy8dKfucsCvXa+P6YNWUUG4+YvF+EAVyv87uzvO7ZOI5/9Yhxnr03DbCR1wsyqYG4IZa9Pwyl/rMWtjOo5pE4V7TumI4R1jtPUr2ZKejwvfnYO0nBL1UgByi8tw2TGtcKva37bRQdUWAK9N3aBeQstwzXFt8M5l/axUQRCExgktreiWYM7OOZiTPAdL0pboAbyCfYMR6huKEN8Q+Hv7I8g7CLFBsYgJiNEjdw9JHKLTK8HXbXkxUFHuFFN3r3OmB0YB3r4q+AE/3QJs/BMoUct9A53LiX84EBChJtQ2wlsCHU9TcQunVW3uLqegm6sCrcVosctQpn6LsZfadrsTgeH/BaKcH9MEoS7o2rUr7r77bowdO9ZKEZoK77//Pl577TWsWLHCSmkEsEybp+rufzyEtHbD8GDrzli842/cP/B+XNjpQiuTIAjC4SWnsBQrdmbrsGxHFjbvzkd2Uake6Jp+Xc1A1V3iQtCjeTh6Ng/TIT4sAIG+XlpoDfTxgreX2MgJB4by3YYNG/D9999j4MCBekCu0NBQEWAbIRdeeCFiYmLwxhtvWCl7kaf9MEPXBPyaVVxarh8WjoaYml2EiEAftIwMcPpdbWBtfNb63Xpgrr83pGNYh2g8dEYXjOgU6xJhCXexrBwoVv9xkLEnzuyG+07trB2E16QQcM9x1H0NEAThiIBWVm3D2uLcjufi4WMexoenfoiPT/1Yuy3oFNEJmUWZWJq2VIu0k7ZMwrcbvsVjcx/Dl2u/RH6pm6N8lo0UZ32DgKBmQOshzhDTGYhs67SIHXqPqqmfDfS4AOg/FuhzhVOAzUgCklcAu1YCW2YBfz8P/HY3MOMZYN7bwNIvgHW/AlvnA0lLVasgWb3hfYCQeGg3B0smAJunq4K7yNoZQRCEI4gSVZ4u+wqY/54uQx1lhZiXMk/7h40OiLYyCYIg1D8cP+X3FSnarcA1Hy/QY6T897vl2uBo4tJkPbDWLtW+p9vBiwe0wKsX9cbvtx2HD68aoHuYXjaoFQa3a6aX0/Ufx2AREVbYH+np6UhKUm0BBbWWNm3a4Morr8TgwYMRFhZWI/1FaFyIRexhZub63bjli8WIDPTF59cN0gN1PfLTKu2m4Nlze2pL2cd+WomZG3Y3iEXs/C17tEXu1DWpGNqhGf57SicV71vBzcgrxktT1uNflX/scW0wulcCQvy9raXVwxfUvepFdfHAlrhuaBv9Eju+UwxO6hpr5RAEQWj8UIDdU7QH2cXZyCvNw+7C3UgvSMey3cswM2kmAr0DcWPvGzGm8xgEeAdYa9WA8lIgmxUt9Wr2sdaj+Eq/srRuXTcJ2DQdCIxwirlBquwMVmV0cIyaZlDTgZFOa1r+rn8oMPEmpwjbZTRw6vNAs4bpaSE0PcQitunS6CxiOZjhz7eosnA3NgeE4I3ENvi5IgfN/MLw6WmfokNEByujIAhC3VFSVoE1u3Kwblcu1qTkaGtXDkqdkV+i2sMl2J1brL+zc5yXbglh6JIQosdIaR4RiAjV3g8L9EF4gI82xhKE2lJWVoalS5di4cKFCA8P135go6Pl4+ORwv4sYkWIPcz8uyUD101YhABVGP9w42Dtf/WFKevQv1UEHj+zG/y8PfHkL6sbRIjdtDsPj/20CpNW7sIxbSO1CEt3BFV9YCmrcCA5q1A7Hu/dPKzGX/EoxD48cSU6xAQjKthPvczycFr3OLx+SV8rhyAIwpFHhaNC+4qlQDt+xXh8t/47hPiF4OJOF+P8DucjMSTRynkI0KVBxkanr1gKrT4q6Dho77wRb+2smgj8dg+Qnwqc9CQw5Hb19hfLC+HQESG26dLohNh/3wO+vh5ZMYn4PL413vTIUUViKXw9fbD48sXaMlYQBOFQobC6PjUXG9LysEmFpEy2d4uQmlOMXTlF2hiJAmuH2GB0iqXoGoo20YHasjUqyA/NVPs2Mth3n96fglBbUlJSsGjRIqxevRqZmZno3LkzTj/9dBFijyDENUEjwt+brglguSYAkrIKkFVQgsSIAF1wl1dYGQ8ze/JL8OKUdfhrTSq6JYTitpEdMLxjdJUiLOFIjS0jA7WAXJuuFLT85TaTs4uwcNselJY79FdFO6UNdRIEQRAOEk8PTwT5BKF5SHPc0OsGnNvhXGQVZeGTVZ/g0TmP4tVFr2JW0izkluRaaxwEnl5AdCeg48lA6+OAxL5qvrPTVyz9zFYlwpIuo4CuZwFePsCC8cB3Y4GNU62FgiAIRwDa3zWw08cHvwUHq7piCUJ9QnDvwHtFhBUE4aCgYRF7p/65OhXv/b0ZD/24QvfcpFEU3Q68NWMjvlqwHZt25yM21A/n903Ec+f1xJuX9MEz5/bAfad1xvXD2+KcPs21q4FOcSGIEhFWOESMFezkyZMxb948lJSUYMiQIRgxYgQiIjhehNAUECH2MMNuCR7qj90cKDjuyi5GTmEZ4kL9ERbgo4XKw01RaTle/Ws9fl2WrL/mUYQ9oTMtYev+NUJLYF8vTzQPD8AQ9cIqV8fLUSDJku2ZeOLnVfrlV1DidGouCIJwpBEXFIdre1yLG3vdqC1hp++YjteWvIYXFr6A5xc8j2/WfYO1e9ZauQ8DFCm6n+P0QZu8Glj0MTDlYWDGs8Dqn4Cts4FUlS4IgtAY4eCGBemgupFfXoy1JZkI8Vb1yMQhuKzLZVYmQRCE/ZNlDar12/IUvD1jk3YH+OSvq/HUb2vwzKQ1qj28AT+r9nBGfjE6x4fimiFttPD6zDk98OjorrjnlE64dWR7nNPXKby2iw5GkJ98CBLqjtTUVEyfPh1//vmnHpCrefPmOPnkk3H88cejZcuW8PaW+62pIELsYcbPx1NbhJaUV2B3XrF+IdBCNjrEObp2QwixH8/Zis/mbUeAjzduHtEOo3rGw6eeHIYf2y4Kj5zRFXed1BEju8SgtKwCWQWlmLwyBc9OWos3ZmzEu39v1j53BEEQjlRahrbE1d2vxv0D7sfd/e/GKa1PQXphOj5a+RGe+vcpvLTwJby99G38nfQ30grSrLXqkfjewDE3Aq36Az5+wLZ5wF+PA388CEx5yDkSeUGGlVkQBKERkbzYOUihjy92eTpQWpqPCP9IXNDpAiuDIAjCvtCN3sKtmVpcfVu1MZ+dtAZP/bYaT/yyCo9MXKmF15nrduv2N4XVW05ojyfO7IpHR3fDw2d0wYOnd9EGSuf0TcSgNlHa7ysNqgShvsjLy9P+YAsLC9GvXz+ceuqpGDhwIIKDg60cQlNBhNjDjNM1gYcWYrelFyC/uEyLsBGBPlaO2kFr1kNh+to0/UWQ+3P5Ma1w6aBW9eZMnBJzz+bhuO3EDhgzqKXLAnhLej4e/WmV9pcb5OuNAF8vFKrjagBNWhAEoc4I8Q3RFls3974ZDw56EHf2vRNXdL0C7cPbY27yXPxv3v/wf/P+D28ufRM/b/wZC1MXYmvOVuSX5ltbqEP8VAXumJuAU54CBlwHtBzoHNirIBPYOgvYMhNI32hlFgRBaETsXAxsnomkoDDMDomER3kpfDx90C+2n5VBEISjnYKSct2m/HfzHvyihddN2u3ek7+uwn3fL8fd3y7DezM3Y3lSDkJVG/T0HvFaeL3v1E5acH18dFf839ndVVoHnNkrAb1bhCMiyNfauiDUH3Q9YEhMTETfvn0xfPhwbQnbunVra4nQ1BAh9jDjb7OI3banAHlFZUgMd7olqC1bdudpa1b6WqWrA3co8tKytDpBc0t6Hp6ZtFYPuDWyc4weGKw+u1fYvx9SQKZfHp6HdLWPeWpfz+6dqK2DmU9uTEEQmhItQlpo662njnsK9w28T7suoJVsaUUpJqyagLtn3o0n5j6BcYvG4eNVH2P2ztl64K86p8PJwJmvAyf9Dxh6N9D7EiAkAShUv7XxTyDvMFjnCoIg1IbyYg4ggC1+AZgZEoowL3+0j2gPPy8/K4MgCEcbHN+E/l05EDaF1/f/3owXJq/FAz8sx42fLcJd3yzFNwt26MG2WkUG4by+zXH98Ha4++SOeHRUVzx/fk/tduAm1f49tXscOsSG1FuPUEGoCvqC3bx5s/YDS0tY4u/vj5EjR2ohNiQkRKcJTRMpbQ4zfj5Oi9iKCmBrej5yikqREB6AsIOwiH3pz/V4eOJKvDRlvR7F0Q6FzV+Xp+CjOVu04OoOXSK88tcG7SenfXQwHjq9ix7h8XDh7empR5ykT9quCaG4dmhbPKdeiBzwRhAEoalC39sD4wbijn534NURr+K2PrfhnA7noGd0T+SV5GFG0gw8/e/TuO/v+/DBig/0AF+bsjYhqzjL2kIdwQG/jrsDOPZmoN0JQHEuMHscsOADQO0HspOAjE2WuwLpniAIQgNSXo48VU1e7O3AttIsJATF4aJOF1kLBUFo6hSXVWjDIQqvNECauHSnHlyLLgZu/GwxrvhwPh77eSX+WJ2q6lJl6N48HOf2ScQ1x7XBf0/ppAfWGn9Ffx2PVWnDOkYjLszpFlAQGoKsrCw9INf333+PSZMmITk5GRUUiBTiB/boQFSvwwwHqyJenh56BMbswlIkhgcgvJYWsblFZZi6Jg1+3p5YkZStt2OH/m7YHePdmZswZdUuK9UJrVB/US8wfiWMDPLFQ2d0QfvYw+t3xNvLAwNbR+L2Ezq4fMYG+rLQkQa/IAhHB2F+YVqEffn4l/HC8Bfw3wH/xZXdrsTIliN114C3lr2FsVPGalH2k1WfYE7yHGQV1bEgG9kGGHYP0Ga4ejnkOwfv+mccMPVJ4HeVPvdNoLzy+0UQBOGwUVoA5O/Gej8/zA0IgJ9qqAZ5B6F7VHcrgyAITQ326kzNKcJm1VZevD0TPy5JwmtTN2j3Ahe+Mw9XfjhfDzS9YGumHgR6gGpTju6ZgOuGttHWrm9d2hefX3cMnjyrO8YMbIk+LcO1MZQgNDTl5eXYuXMnpk2bhh9++AHFxcVo164dPD094RC/jEcVIsQ2AOx+z0CLWAqo2iK2lkLsL8t26rhCPa/HtI2s5GM2R21z2to0bErL08tTsitby67blaMHxqIbgksGtsAp3WK1le7hpmVUIG4+oT2Gd4rW8w0xUJkgCEJjoG1YW5ze5nTc0fcOfHDKB9qv7PHNj0er0FbYnrsdbyx5A1dPvhpfr/vaWqMOiWitduB4VTssAdJWATOeAVZ8C6yfDEx/GigttjIKgiAcZtLWqLAW3p7e8HZUaN+wCcEJiPCPsDIIgnAkQ1d1dNW3O7cY2/cUaFcDX87fjv/7bTWu/mg+Tn11Fm75Ygk+nbtNW8Q2C/bVwiv9uN6q2pEvXNAT31x/DD69dhDuP60LRvVMQNtmQdbWBaFxQJGV7gdWrVqFr776CosXL0ZUVBT69OmDyy+/HO3bt4eXl3wsOJoQIbYBoP8ZCp90H0DfruwaEeJfcyGWguXXC3fobhqUT93ly0krd+Gfjbvh7+ulfyM1Z28jmi4MXp6yAdnqhdc5LgR3ndRJd5UVBEEQGgcUGsZ0HoMPT/0Q408erwf56tasG3JLc5GSn6LeAfv6BD8k/EKA5gOBlseqMBjoNQboe4WqIXg7gyAIQkOxYwGwcyHg7YdyVfY1D2mBUW1HWQsFQTjSYM9MWrxmFZRgx54C/L0+TbsZoE/XUa/Nwunj/tGDOP+2fBfS80t0z9H+rSJwQf/meOC0zvjo6gH4445heO+K/np8k6EdohEeKINqCY2b/Px8zJo1C19//TUKCgqQkJCA0aNH44wzzoCfn/g7PxoRIbYB4IBdtIglFGWjajEiI41GVyfnqJCL8gqHHvjLTnpeMf5ak4ot6QUI8qU/WiCXgq966XGArD9W7sIvy5O1Be3/zuqOAJVHEARBaJzQInZMlzE4Ju4YVeaXqzLdEx6Vhj6sI9ocB9wwCxj7B3De+8DxDzhfOPKdThCEhsRbNVC9fAC/UCAoBo6KMpQ5yqyFgiA0Zmg8VGq1QSm+srfmb8tTdM/MS9//F8NfmI5LVPzq1PWYsylD5XUgMcIfx7aLwtjjWusBtSbdcRwm3zEML17QC5cd0wrdEsK0iz9BOJKgRSwH5woMDETPnj1xzTXXoGPHjtZS4WhEhNgGgD5qaIXKlxO7V9RGDOU6PyxK0nFVhqw/LN6JORsz0K9VBI7vFIOoYD/tTzY5sxDrU3PxjHrxUfi9VL3I+qo8giAIQuOn3FFuTR0m6KbAQAtcEwRBEA4nezYBGUlwBEbBERov5ZAgNGJU81QbCjEUlJRh+Y4sTJi7Dfd8uwwnvjwTI16agdu+XIJP523Dml258PT0QGJEAE7uEqfHC/nw6gGY98CJ+P7GwXjojK44o0c84kIDrK0LwpEDhVf6fy0qcrqIDAkJwQknnIBzzz0XZ511Fvz9ZbC4ox0RYhsAf28KsU5RlYNl1UaILS6twC/LU1BW7kD3xFD4ejsdO3t5emprWA7StX1PPk7sEoML+jXXg4AVqhfh/K179Iswt6gUHWLokkC+wAiCIAgHQlUT/n0H+P1eYN0k58A5giAIhw1VYVb/UkqysDY/Bd4e0nQRhMbInvwSPUbJy3+ux+Xj/8XAp6binLfn4P9+XY1fVdt1Z1YhvD09VDs0GBf2b4Gnz+mO3249Dv8+OBLvX9kfNx3fHse2jUKg9NYUjnCozSxbtgwfffQRZs+ebaUCQUFB6NKlizUnHO1IbaYB8Pd2+ojlQFpRQX4I9KmZDz5+XZy1cTfS84sRFuijfeJQ1OXXxwAfT/y0JBlLk7IwsE0UhrRvhpaRgYgN8dcC7c9Ld+K7RUmICfXHvad20iNMCoIgCEcWZRVlKK0otebqEw9Vk6QVrnrBzHwOWDgemPIIsGsVkL4RKMp2ZhMEoV6ZMGECevToobszdu/eHT/++KO2sqmO1NRUPPjgg2jVqhWCg4PRqVMnPProo7pL5BHHyh+Atb8Bqq4b4heG6OA4lJaXoLC00MogCELD4MCW9Dx8u3AHHvxhBU4b9zcGPzsNN3y2CG/N2Ih/NqUjI79EtU+90L91BK4f3hbjrxiAf+47QbsZeOqc7rigfwt0jA2Ft6enNlCqqqenIBxpZGZmYuLEifj111+xY8cOJCcnIysry1oqCHsRNa4B8PNxvnBoERulXRPU7DLQx86klSlaeD21W6z2AUvYrSM5qxAzN+zG1gxaw8ZiYJtIbWkbH+aPlOwizNm0R1vPDu3QDMM6Ruv1GjPqEOWFLAiCYMFRwhODE7F091LMSZ5jpdYjQc2APpcDsT3Uj/dWBbJ6T+3ZDHx2LvDOEOCX24Hd66zMgiDUNRUVFbohd+utt+Kiiy7ClClTMHLkSNx88834888/rVyVSU9Px7hx4/DFF1/gueeew4wZM3Dffffhww8/xJNPPnnkibFpa1SrdivgGwTa4u8uzkKYXxjah7d3LhcE4bBAH68Lt+7Be39vwo2fL8Kw52fgzDdm4+GJK/Hl/O1YtiMbGXnFiAz0xcldY/Hg6V3w081DMPO/I/DR1QNx54kdcUKXGCSEB+j2KMdIoZ9XaesJTQlawX711VdYsmSJfocPGjRID8gVHh5u5RCEvYgQ2wD4eXupE++hBVUtxNbQIrZQvQSnrk7TlrFn9EhwuiVQ6Rz8a+LSZKxNyUHPxDAMahupLW5D/H0QE+qHMpWf68aF+uP2kR2cG2vk8Ni4z9x3QRCEo52TW5+MYxOOxaLURfhr21/1bxXr4w+c9jxwxUTg7LdVbcHXaQWbmwwU7AHSN6h5+cIvCPUFRdPXX38dp5xyCq6//noMGTIEL730Elq2bKmtbbZv327l3MvOnTuxevVq7Yfu4osvRv/+/XH++efrUZmnTZuG8vKa+5rmWAYNTl6qCpnIbjcci9sNxp6c7fD29Iavl4yQLgj1ya7sIkxZtQvPT16LS8f/i5Ne/hvXTViEl6asx6/LUrBGtTkz80vRplkQLhzQAi9f2Asz7hmBn24ZgufO6/n/7N0FYBTn1gbgN9m4uwsJIXhwd3cKlNIC9ZY6baHUjRb+GhWqt27UKaVYKVbc3QIkQBLi7p7d/Hu+TCjQAEFj78Pdm+zsJO3NJbMzZ873HtzerZHqhHW3t4SdpZnxWlWnYgmI6iPpeJXVKitWrFBdsJ6enhg7diyGDh3KIiydFwuxNUAKp6oj1lD9YV3SDbv9ZDqyCkvhYXxT6xDoBDMtXqCgWK/eLE+k5mNYK2+0C6j4hXe2MYebcd/CEr3654xt54vG7nbqtdpuZXgybvrfFkz+Ypvq9iUiasikG7avX1/42/tja+JWLI9arr1yrRjfpKyN7yV2HoB7U+DOpcB964CR7xvfXAIrhnlxaA7RNVNSUoJNmzapCzkXFxdVGDUzM0OfPn0QExOjljueSy74ZN8DBw6cHhCSl5eHHTt2oEOHDjA1rf5pf60oxBrK1BKpODMdInUmKCsrhJXOCqHOnHNAdDWFJ2Tjt12xqsN13CdbMOGzrXjmj4P4YmMUVhuvyQ4bX5eu2HYBzniwb2N8c2cnrJ7eG1/e0QlPD22GMcZrzJa+DvBytIKTjYXKeZWmIKKGYNu2bTh8+LB6v+3evTtuvPFGtGzZEhYWvGlI51dnCrESelxfyF3BiozYcpURW51CbFGpQRUnZRlHn6busLU0k8tkdXdxR3QmotMLjG9+luga7AJn4xugkJPoQBcb+Dlbo7WvI+7o3khtrws+33AS++Oysfl4uvrfLraeSMd7qyKM29mFRUQNz4CAAejv3x9HM45iTcwaFJedPyfyqvPrCAT3qSjKqm40rlYgupYyMjJQUFCgsl7PJB2xOTk5yM3N1bb8S/adNm2aypKVR9u2bTFw4EC0a9cOL7/8MszNzbU9z7ZhwwY1xTkoKAjNmjVTw0SeeOIJODo6anvUgOOrgMR9xuMNkF2ah+TiDFWAvbHJjTDXVf2/g4guLqew1HhNlYavNp3EE7/tx9hPtuDhn/bi9b+O4odtMVhzJBlHk3LV9Wr/Zh54YWRz/Hp/N8x/oJvqdn2gT2MMaeWFZt4O6hpTBk/LvkQNlbzfynvn6NGj0a9fP3h5eV3SjU9qmGrsb4gsj5KlVePGjVNLqB599FHVyn0+UlSUu/+yLEuWWMnX3HfffefNyarN1NIM439k1b2bnaUKMr+YwpIyNYlSfg7DW3mrj3IZbPyA7IJS5BeXYUAzT/WmeKbuIW6Yd08XvDSyhXqjrO1K9eWqQH0iJU/9bxNShJf8odnLwvHx2uPYGJFW8YLR8ZRc7I9lYZaI6j8Xaxf09e+Lps5NsSlhEx5a8xCe3vg0Zm6Zibd2voXP9n+GxScWY1fSLhSWXaOVBJUDvIjompHznsqBXOd21EgxVWILJH/uXLL9+PHjqjNHIg0mTZqE3r17Y/fu3diyZUuVXyMaN26Me++9Vw31kkFfL7zwgrqgrOyqrRGpEUBeCqAzR25ZATKKM+Fh7YHmrpw4TXQpYtLz1crJD9ZEYupPe3D3dzvx3MJDeG91JH7cHoO/DyXiVHoBfJysML6DL969uS1+ntIF/7u1PZ4f0Rx3dm+EQS080crXEYGuNup6UjJeiRoqeY/dt2/f6fdUX19fleHepk0b2Nraqm1EF1MjR1FZbrVs2TJ1sufq6qpyrw4ePIgHHnhADRqoSmpqqirCSvE2LCxM/WXPz8/HrFmz1ACDuqSgRK9iCeSPg9XF7+pLJuyx5Fwk5xQb99epQVyKdi0sBUvJVJW7lgEuNhUbNdIdK/ufW6CtjaRLWN7gLYxv7lN6B6sCtbzPv/n3Ucw1nizsjc1Ccm4xisv0Kq7g2y3RmPbrfny2/iQijD+fi9kQkYrHf9mL943fS7KPiIjqGsmJHR40HCn5KVh6cil+DP8R34d/j68PfY3PDnyG93a/h9d3vI6nNzyNUzn/zZC8YpU1WFMdYG6tPSGiq0lutjs4VJy3SefrmavC5NzXysqqyu5WiSSYN2+eGhDy2muv4fHHH8fzzz+PXr16qY+Vxd1zyUWkDBS56667cPvtt2Py5Mmqq+d8+18XRcbzOsmhDu6LHO8wZOQlwcbcBs6WztoORHQuiaM7GJeFhXvjMOfvY3jkpz2YMX8/Zi07gg//OY7vt8WoomxWQQlaGq8Np/QKxme3dsBnt3fAa+NaY9qgpritayAGNPdEGz8ndV0pM0eICCp6QOpOkrkuebApKSnq/Vnes52dnc+76oSoKjVSiJXO1m+++Uad+MkUV7nzPnPmTKxduxbLly+v8sRvz549Kn+ja9eumD17tjqhlMKt6pb8+Wdtr7ohu7BUdX0KM53W9nkBUrjdfDxNddK29XeGg3XFL3llx7sMtGof4Fwniq0XIoXXV0a3xFvjw9TdVykui4V749UyGpnE6WBlhgNx2Sqi4CPjCcX6iFQcTsxGXKbM062aFF3lLvAby4/i5x2xmL87Fsk5LMQSUd1jb2GPm0Jvwhu938Cr3V/Fk52exH1h92FC6AT09O0Jdxt3ROdEY9nJZapLNjE/ETklOcgtyVU3/66YdMTK+1fmKeDY30DxxW+CEdGls7e3V8sbpVFBp/t35ZQUWyULVi76ziXn19IRKxl1Eisg3bT+/v6qeUG+7lKGdUl3bY3KiQXy0wHnIOTYOCGrMA225rZws3HTdiCiZOM1zraT6fhl5ym8vvwInvx9P15efFjFDLy3OgJfb47GpuPpKs6uZ4grnhzcFB9P6oA5N7XBiyNb4NEBTXC78ZproFZ49XWyPn39RUT/ioiIwNKlS7F161YkJyejUaNG6qaoFGGJLkeNHGmTkpJUUfXuu++Gt7c3LC0t1fCBbt26qbsLcrf/XJUnoXJSWfm5dAvI5zWaYXUZ0vKLVfH0jAaHCyooKcO6Y6mns3oqpeaWqG7ZkjIDhrf2Ujk9dZkUpfsZ//eNa+8HH+OJQLHxf1d2YRlCPe3x1NCmagiZpZlOnXBIVIF0xcoQMilQn+9nuTI8Cf/31xG8uyoCO6Iz1D+jTG9QP38ioroo0DEQk5tPxv1t7sdDbR7CI20fwaPtH8W0DtPwdKen1cPDxgOrYlbhnV3v4K0db+HVba/iYOpB7TtcAZdgwNEXKMwEdn8LLJ0O7PwSiFwFRG0AUo5oOxLRlZDOmptuugnfffcddu3apVaTydCt1atXo2PHjiqPToqrCxYswIkTJ9TXyKAuWRYpF4uywkyWTcprv//+O0JDQ88q6NZ6eclAqfGjuRVyTE2N57ulqhBrbsqOI2qYZHDzydR81YQiWa5SeH1labiKbvu/ZUdUw8l3W6JxOCFHxQeMbuODF0Y0V7muM0e3xLPDm2PaoFDc1i1QFV4lasDd3lL77kRUFVmVIoMz5b1XGgOl7jRo0CAMHjxY3RQlulw1UoiVAQTS2t2iRQttSwUZJhAVFYXSUjnzOlunTp3UIAHpDHjyySdVJ+27776rumoffPBBba/qkRPRM5d5XW/S+VmmZaFe6N+i8gZLSk4RDsVnqzuUfULdKzYa5RSVqmKldIu29HGEnaWZ9krdJ9M2h7TwxJh2PnhicCju6hGk7tLKxM6sglK0DXDCuHa+8LC3UsXoc29GSYfs/9YdVycmEmEgkQfj2vvC0dpc/cx574qI6gMZWmNnYQc3azcEOQahg2cHTGg6AZ29O6vXJbbgq0Nf4dtD3+LP438iozBDbb9sMqyr95OAZ0sg+Riw7UvgL+Pzlc8DK54DdnwBFOdpOxPR5TIzM1PntxLhVRkz8PTTT6t4rrFjx8La2hp//fUX3nzzTXVxKGTI1s0334wjR46oc+Xp06erCK9jx46pr60zE5xVEbYi5zrX2h7ZVvaw0VnC0bJuNV4QXYmswhIcScxRM0J+3BaDt1cewxvLj+DVJeF4cdEhzFwcjt93xyIhqwjBbna4tUsgnh3WXHW6vjCihcp3fW54c9zeLVA18khjiwx7JqLqkZqVzCNas2YNEhMTTw/AlAbCqlalEF2KGinESsernGDa2JydZyp38aVAW9UwAbn70KRJE/W18gvx999/q04A2e7mdv5lShKk/OGHH+KNN97AW2+9pYq3MrRAWslryth2vgjzc1QffRzP38VaWSw8kpiLEn25cV8rNHL7NwC6e2NXtPB2wI0d/P6TDVvXSQj8U0Ob4bWxrVWHrGjsbqeWzYwI88aLI1piYpcAFVWgP6OoLtm7EuPw7soIvGI8UZHweSnYyve6p2cwnGwsVOHWVAamERHVU7c2vxVjmozBPa3uwejGo+Fn74e/o//Gurh1xveTEm2vy2BiPG0IHQr0mgG0HgN4NQPMjO+nmTHAqW1A5Arg5FptZyK6XLLcUQqrct4aFBSkOlylYUEKrzIQREhRVoZqyetCLgxl6NYTTzyhzrNlBZpEHDzzzDNqFVqd6YjNTQZK8gALE9UNm20ohoO5PVytXLUdiOoXuTZJyinCgbgsrDmSrDpeJVbttb+O4Nk/DuLxX/dh1tIjWGV8rbC0TEXS3dMzCNMHheKZYc3w0qgWKuP1uRHNcWvXQPRs4gb/enZtSHS9FRYWIi4uTtWsZKaRDMFs1aqV9irRlTEpr4HW0MWLF+O2227D5s2bz/rLLCeKkhO7aNEilYt1JsnjkI4APz8/NeRLYgmkRXzOnDmqW1aKrVWR4V5ffPEF0tPT1QmoqfGEbufOnZg6dar62pqy5kgKmnvbqyX4ZzqRmoc3lx/F+shUTB8YqnJ7/m9pOH7Yfgo3d/THm+PDtD2hOmrXHk1Bx0AXONrU/6Vakut6NDEXTTzt1M9ty4k0vLDwkCrESrZs+0BnLDuQgC83RmFndKYqdsuUzwf7NIaHgxX2xGTiwR/3wATleGt8G3gbv4dE9MqJSuX0z8yCEhxLylXP5fuxXEtEdVWZoQxmpmZIK0zDrK2zsDx6OXr49FC5si1cz16Rcmm0dQVSLDm2rCLHMTMaCF9o/IcWAyEDgP4vAl6tK3anektWNknR75577tG20PVSOSCk0rnPr5ScO3/wwQdqJdp1d/hPYPVMIP049nS+HXOsDYhNOaQiWKTjn6iuyy8uQ0Z+ibruSMsrwamMAnX9cTQpB0cSchCfVahWQsr1i4e9pYoQkI+NPezR1MPOeC1kj1Dj9RDzKYmuHlmVLbOKJDZT4oEkEigmJkZ1xsoQTKJLNWHCBHh4eOCjjz7StvyrRjpiZZmV/OWOjjZeuJ0hMjJSFVqrmjgn2bEFBQVqkqsMHpBO2BEjRmD48OGYP3++ttd/jRkzBsuWLVOZtFL43bhxI8aNG6c6b2vSgOYe/ynCnsV4nStNm/JGfTA+W+XDhvmfvSTL1PjmK1MtG0IRVngaT0b6NHU//XOTxmk5/yjVlxtPXHLV8K4Z8w8gMiVP/XwlkP7lUS3VSYzaX12kGPc3lGPZwUTM+G0/Pl57XA3zEuHGEx8p4j74w248v/Agso0nR0REdZUUYYXEFkh3bCOHRojLi1ODu66MduFn7wl0vBvo8yTQ4Q7AMQAoyACOrwHWvgbE7zU+T6/Yl4iuqnMLMPWqIJMWUZFDbTzWHE07hGMZx1QsgbMll4JS3SM3SSRWTYqtEjW39liK6nids+IYpv26D7d+uR2P/rwX87bGqAxYL0drDGrhhUmdAzC1fwhmGq9lPprUDp9M7oAnBoViZBsfNPWyZxGW6CqSOpOstt6wYcPpGpXE+ciKbBZh6VqokUKsu7s7WrdujYULF6KoqEhNZj116pT6i9+zZ08VUSDLqWSb3JUQsrRK9pUM2Urx8fHqcW737MVI9EFtf/NS/3rG/8otKsPhxBxYmZuirT8Doc9lZmqKlNxifL7hJN5ZeQxeDlYqC/bjSe1xQztfba9/6Yw/U8lS+kZNEU3Dvtgs7IjKwIpDSZjx+34VeJ+QXYTcYuPfSeMJExFRfWBjZqMKsxJLEJNjvNjLPonIzEhkFGXAUP7fOKBL5tYECJsAOPpVLCk++BvwWS9g8wdA9GYgN1HbkYjoIlKPAvkpKov6hA6Iy46Cu427ilghqu1kiLJ0u8q8Csl4lTiBrzadxMuLDuOOr3dg7Ceb8cKfh7DsQKJxv1KEeNhhQDMPTOrijxmDQ/HehDb4aUoXfGi8lnmob4gaZOzlULcHMhPVVlIXkpXT69atU7nrW7ZsOaveRHSt1EghVrpeJ02apKa6fvLJJ+ovvQwUkGyr8ePHq/zWV155RW2rnATbu3dvlc/x1Vdf4ddff8XKlSvx5ZdfYv369apLtv4xQanxjTwxqxApOcWwtTBDMy8H7TU6U25hKdLzStDW3xmPDWiCuTe3q7LbuDJ+wEJnAnc7CzhYmyO/WK+6Yh/+eY86WZKweyszU9VtrLuKObKS/SQduURENcHazBpOlk5IyEvAzC0zMWj+INyy7BZ8uOdDnMw6qe11BaydgV7TgZHvAbbuFQ8p8K6dDXzeF1j+DNQAnguOqCQiMpKIk7ISJLoHI93ZDyb6UgQ6BKK5a3NtB6LaQbpdC9Ug4RK1wk6uJf46mKjyXaf+tBejPtyEmz/bhndXRWDziTTjtQDQwttRDc+6s0cgXh7dAvPu6YyFD/dQsWm3dWuEdoHOaiUkEV1bEkUQERGB3377TRVgJcZSstilYZDoWquRQqwUVCUj9oUXXsBnn32mssVyc3Px+++/qyKtkF8EGTRQ2bkqObAybEsGEjz11FOnM2ZnzJihJsPWN5Jdml1YinDjG7pMuGzsYXtVC4P1gXQJO1ibwc7KDL2auOGDW9qqTN3zkWFfwe626BHihvEd/BDkZoPo9HycSM2HjfGER5YAPTW0KVztLNXQr8qfthRRzyQF1bziMhQZT7zOrK3KiVhaXrGKNKgsusrXSsfutpNp2HMqk8VYIqoRYe5huKHxDWjt1hpOVk7wtvNWF5A/Hf0Jnx34zHhsugpdsaL1eGDKWqDtrYCtG2DvA5hbAgfnA0unAelRcuWq7UxEVIXiHMmRQplLMMrsvSAlKbmZRFTTyozn9XK+n1tUqs75ZWXdrztPYebiw7j5860Y+O563DdvN77ZEn36Gq6Zlz2GtPTC1H4h6lrl78d64df7u+HFkS0xpq0vAl3/HcRMRNeHxFTKvCGpP8lKbE9PTzWMa+zYsfD29tb2Irp2amRYV0275ZZb4OLiorpxa5vKYV1bT6ZjRGtvFJcZsPRAIh7oHYwnhjTV9iJRUKLHhohUNcTrxg5+sDOe7FTXduPPd/ZfR7A7JhOdGjmrk6OBLbywKzoTd36zQ3XLvjuhjYoyKDf+6RxUMam3VG9Qd7sl2qCFtwPGtveFm50lErOL8POOGLW9pXH7zBtaqhOr9cdS8PG6E9hyPB2eDpb49q7Oxu/lor4XEdH1VqwvVsO7ivRF+OnIT/j64New0Fmgk1cnvNf3PThYOqj4goLSAvW5vKYzuczOHH0pcGw58McUwGD8vLQIaH0TMPAVwDlQy+ChuozDuuqvGh3W9d1o4NASHOr3KN40L8DRlP2Y3mEaJjabqO1AdO3JBbJa0WZ8yGBgacIIT8jG3lNZqrlCPsqgLWmUMdcZH6amavWdDNZqH+iEdv7OaB/ghBY+Dqcbi4io5kks5nfffadiMOV3U4bH9+3bF25ubtoeRFfHhYZ1sRBby1QWYrdHZaBHiCtOpOQjObcIb90YhsEtLy0Ll85P8pv+2BunPh/Y3FMVU4X83O/7fpfqdm3iYWc80cqCq60Ftj03QH3Nh2sj8cO2Uygs0auirPz/IsO/vt0SpQL25QTM1HhC1tzLHp72Vvg7PAkWsk0r6Po5W2PhQz1U163gaRkR1ZRvDn2DN3a8oYqt0hFrZWaFIIcglR8rBdsWri1wT+t70N+/v/EC0/zyLySlIPvzROMb3OqKzwN7Gs9MvgXs2XFQ17EQW3/VeCH28BIs6zgO71qUwNF4/Hmy45Po5tNN24Ho6lMXxMbLYvkoA4GTcgpVg8beU5nYHZOFI0nZxmuBcnWer5aUGt8SZUWdZLx2CHQ2PlzUPA9f47k+EdVua9euRXh4OLp164awsDC1EpvoartQIbZGogno4uRyVyZsHk3KVfmwrf0cK16gq8LCzBQ3dwxQj8oibCVJgJBu20MJOaqwKl3J32+NwZC5G1THqxRh5W63dOC+vOSwGvAlBfNWPo7oE+oON1sLHIjLVuH8TtbmmNTZH9/c2REexn9OXGYhnl5wAEnZhdgdnWE8odNr/1QioutrcvPJ+GrIV6obVgqvxWXFOJpxVH0u5POnNzyN9j+0x1s731IF2suKMJACbugQ7XPjaUd2nPEql8c+IrowdVzSl8DW3A72FvbaVqKrT87HD8Zl4dst0Xjs573o+/Za9H5rHab9tg/fGa8BDsZnG98jy9XqNhmsNWNIKH6e0hVbnu2PPx/uoWIGhrf2ZhGWqJaS7leJwqzsQezevTvuvfdetG3blkVYqhEsxNZC0j2ZXVSqOizLDAY42ZjD25Fv7Feb1AbObfAyk+VFalgXVPeq3Bcv0RtUyH5CVhE87S3x4cR2WPZoTzT3dkBuURnsrczx5NCm+P6ezvjf5PaY1CUAzrYWGNfeF78/2B2zx7ZG9xA3vDk+DHp9OdYdS0X/t9fjps+2YlV4iuq0JSK63qQTtrtPd3w84GMsGbsEz3d9HnP6zMGC0Qvwy8hfUFRWhFLpYDX68eiPeG7jc0jIT1DPL4mp8QS3w53A5N+N/1CbivzHrZ8AS6cD+34GCjK0HYmINMbzsBLj8afUUAoLU3N1vCK6WjLyS7D2aDLeWXkMk77Yhq6v/4Pxn27F7GVHsHh/IqLS8lFcplezJWSuxOvjWmPN9N5Y92Q/fHprB9zfu7GKGnO0tlCrRaq6piCimldSUqKGvM+bNw9LlixRz4WlpaV6mJqyHEY1g3/zaiF5I5eOzKScIthbmalsIbo+mnrZY86NbfDBxHb49LYOKpBfIggkI2pq/xD88VAPjAjzVoXxOTeF4es7OmL+fd3wcN8QeDpYwcbSDA/0aYz1M/ritbGtVUC/FNals7ZLkKsq2OYXlyG/RIZ9GVTQ/7nDwIiIrhdTE1M1BKeZczPc2ORGDAwciKbOTVUswW8jf8OYJmOMxyg5DpYiMT/xdGH2kunMAXObivWehRnAzs+BvfOAv2YAc1sDP90MRG3kIC8iOk3yqqUQa248fliYshBLl0+i3/7YHYcX/jyIkR9uVEO1Hv5pLz5ZdwIbItLUijUZqNve3xn39w7C57d1xNZnB2DBgz3wyuiWqhgb6umgVsPJqjozLXaMiGqv2NhYfPvtt9ixYwcKCwvVMHiDnIcS1QIsxNZSci0qkzll2mZrX8YSXC/y8+4R4oYRrX0Q4GKDB3o3VidfCx/qjof6hcDHyVoVVUVTT3sMbeWNUG97dVJWycpcpzpi5XudeZJmbaHDnd2DMGd82OntJsY/sj8RUU2Sjh7pOKvMgpUBXW082uCZzs/gowEfwcHCAfryK4wT8AoDGvUGfDsADr5AcS6QkwAUpANHlwHbPwNSwrWdiaihKy0vNZ4Ll6njkhRjiaqjuFSPnVEZ+HLjSTz6yx4Menc9bvl8G15afBg/bj+l5kHEZRbAxnhe3r+ZB54d3hQLHuiGtU/0xf9ua4+pA0IxuKWnug6QiDE5n5fzfNZdieqG4uJi/PPPP/j5558RHx+vCrBjxozBiBEjYGVlpe1FVLNYiK3FJMNE8mFb+rAQe73IOZaZzkQ95K73tEGheGFEC7Txd1LdyWdShQs5MdOeV4d8jxs7+KNdgJOKQcjIL8bc1RF4ZsEBRCbnansREdU86ZaVAqy3rbf6/IpZ2gGjPwAmzANuWwg8vB0Y/xXgFgoU5VcUZEsKtJ2JqKHLLMpEZkm26tq3NbPVthKdTVYQrgpPwnurInDPdzsx8sNNmPrLXhUr9seeBFV4TTbu4+NshfHt/fDuTW2wdGpP/P5Ad8we0wp3dAtCjyZu8HexUXMj5Fy9sumCiOoO6XaNiorCL7/8gq1btyInJwdNmjTBbbfdhjZt2sDOzk5dvxPVBnyXqcVkiYzcrW3FaIIaIV2rLrYWajDX1ST/n0qRV07yft4Zi++2RKs79DIIQP4/JyKqTSSaQEgHv6XuCo+Hjr6AcyDgEgx4twE63GV83AE4+QBX2nFLRHWfWhJWjGVOjvjHzAAL4/MA+wA4WTlpO1BDJufJRxJzsGBPHGYtDcftX23HXd/sxIuLDuPT9SeweH8CtpxMR15RGVr5OuK+XkH45s5OWPBgd3w8qQNmDGmK8R380TnIFY3cbFWsmJ3V2SvYiKhukrxX6YY9efKk+nzYsGEYOXIk/Pz8YG7OVRVUu7AQW0tJN6ylmU7dnbXk0vV6RUqtMgBMsmflZDIlrxi5xWUqF7jyRDA1t1gNEiAiqmkytFBa/yWrcdnJZfjm0DeYf2w+TuWc0vaokFeSh4iMCKyNXYsFkQuwK2mX9soFyDHP0R+wsDX+g5jbRdTgSVe8vgzrbGxwxAxo6hCEZi7NtBepock0ngtvO5mumhaeX3gQd369E9N/2483/jqKLzdG4c99CdgRlaHOn3s1ccfTQ5rhpyld8NUdnVS3q8SKjWnni06NXNDEw04VXiUqjIjqJy8vLwwfPhzjxo1Dx44d4eTEm3hUO7EQW0vJ/CYHK3M1PIrqFym1Dm3phY6NnPHSqBZo7GZrPIEELM1McTg+G++uPIZHftqDbzZHIT2vuOKLiIhqiBRiJacxuzgb34V/h4/3fYz/7f8fXt7yMt7c8Sbe3/M+nt/0PJ7e+DRe2foK3tn1Dj7d/yk+3PehKsbKjcULMn7viltUFTeiiKgBMx5nJI8611SHPH0Revv1Qg/fHtqLVN/FpOdjzZEUfLHhJJ794yCm/boPMxcfVjEDnxu3SSfs0cQcuNpZYHRbH1Vs/erOjnjnpjZ4ZlgzTOkdjBva+KJLsAtCPe1V1IBOTrKJqN4pKCjA+vXrsW7dOmRnZ6ttjo6O6NChA5o2bQpLy6u7qpXoamIhtpaSpTeO1mZo4c1Ygvrohra+eG54c0wbGAoPByvV/bxwbzxmLQvHp+tPYsmBRGw7mYGknH8LsVKUXX4oUd35JyK6Xvzs/VRHmr+9v8qL7erdFXmlefgr6i98efBLfLj3Q/Vx0fFFiMiKQFZxFiIyI7A7abcq0m5K2KR9JyKii9CXIdd4dVJiUg5rU0sEOzZWGbFU/+SXlOFwQjb+OpiIT9YdxzMLDuLFRYfwf8Zz4TkrjuGDfyKxaH8CErOLEOJhhzt7NMJb48Pw3s1t8coNLfHkkKZ4oE9jjDGeU3dr7Kr2cbTm8mOihiAmJgarVq3Chg0bsH37dvVcSAasmdnZc12IaiMWYmspKcQ6GE8mWjAftl6S7FlZJiV36cv0BuiMbxrLDyVhY2QaLM1NVS6tDAyTm/i5RaX4Q8vCenP5UXy89rj2XYiIrj1XK1c83PZhzOg0A092fBJPdnoSd7W6C0MaDUFPv54Y12QcnujwBGZ2n4mXur6Eqe2moo17GxSUFWB/6v7qRRQQEYmSPOTBALkN7WTpCCszTriuL1JyirE7JhOL9sWrc9lZS49g9jJ5hKuP760+hn+OpqK4zKBWjU3tH6I6Xmfd0BLPj2iOp4Y2w8Na1ECXIFcEuNiooblE1HBIF+zu3buxcuVKVYCVrtewsDC4ublpexDVDXz3qm3KKxZoCmcbCzRy5ZTY+s7P2Qb21mbGk0oX1SE7KswHztbmKiN2xeEkvLH8KF5dEo7PN0YhPDEXB+KytK/8Lzl5DU/IQVpe8em/R0REV0q6YAcHDkZn784IdAjEbc1vw1OdnsKMjjPUx6c6P4V7W9+LUY1HYULTCXio7UNo4doCOlPdxaMJiIgqFaQj11CKYhMT2JrZXPmAQKoRxWV6FTMg+a5/7o3HR/9E4q0VRzF7aThe/PMQnlt4SG3bG5MJa3MzDGruiemDmuL54c3xwogWeHFkC8wc1VIVXke39UX7AGe42/HvAlFDZTAYEBcXpzpg//77b9UBGxwcjIEDB6Jfv37w8fHR9iSqG1iIrWVkboneUA4Lnaka1EX13y2d/fFgn8YqqkCmuXYNdlUD2k6m5uPDf47jk3Un1GCBYa28VIes/CXZbjyx3RCRiqNJOep7FJbosfdUJr7adBL/91e4Gl4gAw6IiK4FOws7tHJrhZauLeFmfXYXgonxT2+/3uju011ly+aU5KiogiMZR9TzKlUWa005RIWoQSstQK5JOYqN5zu25jbsiK0jsgpKcTwlD1uN56fS8frp+hMqXuClRYfx+K/78PSCg/h+awyi0vPh42SNse188Ei/EHXe+8KI5qrz9fVxrfFg38YY1toLzb0dYMVhxUSkKSwsxJo1a1QerEQPSA6sDOVq3749rKz4PkF1DwuxtYyjjTmaedmjd6g7ejdhi319J6UHmfL66IAm6v9zUWYwqA6ynKJSuNhYYHx7Pzw7rJk6UW3iYY+03GK8sjQc03/bp6IKdkZl4Ptt0Xjq9wN42XjCu2R/IlaHJyM5p0h9PyKi662orAiFZYWq8Lo7eTfm7JyjBnsdyzwGQ7lB2+sMchdSirR5KUBuIpB+AsiOrXheWqDtRET1nr4MecbDgdxKtjO3hZWOF9i1TZm+HCnGc9GI5FzVGCAdr59vOIHX/gpXw7Xu+nYnXvzzMJYeSERWQYmKWRvfwQ/39Q7CjMFN8eqYVnj/lnZ448Yw3NsrGP2aebD5hIguqHJ1VaNGjdC7d2+MGDGCXbBUp7EQW8u42lpictdAvHpDKwxu6aVtpfpKGlzPFexuh66NXTHQeGI6Y0goPpjYTi3LaunjiCeMz70crdTAruScYqw5moKpP+/FswsOIj6rEIGutnCyMa/onCUiqiFmpmZwtXZVH+Pz4rElYQs2xW/C9oTtKNGf060vhVkTHZATD+z7Afj7OWCF8bFmFrDxHWD3d0DcLqAkX/sCIqq3inORazwmqI5YM1t2xNYCBSVlSMouQmRyrvH8M10Nl/34n+N47o+DuPObHbj1q+14e2UENh9PV+e1ErU1rr0vpvQKxrPDm2PuzW3x7V2dMHtMa9xqvMbp3MiFQ7WI6IJKSkpUFEFpaal6bmdnh/79+2PChAno1q0bLCws1HaiuoqF2FrIy8EKLX0c1CAnanja+jvh3ZvaYt49XXBzpwAVSyBkIMENbXzw6g0tVXeB3BeUm4M5RWVoH+islnNN6OgHJ2sL9ZqpdJgREdUAW3NbDAoYhOFBwzG2yViEOIWc7myTibZnsbCpeGTFAEeWAEeXAlHrgUMLgG2fAIseBuaNBaI3a19ARPVWZjTyygorMmIlmoAdsdeVxKPlGs8rZVVVVFo+tp/MwG87Y1W+64M/7sHYT7Zgyvc78fXmKBxJyoWTjYWK1LqhrQ8eMp6H/t+Y1vj+7s749q7OasDW2Ha+CPW0/+9xn4joPLKystRArnnz5uH48eMqH1b4+/vDxcVFfU5U17EQS1QLmelMYFpFIV5OZIe18saih3sgwMUaTTzt8ECfYPz+QDdM7d8EQW62xn2A/OIy1cFARFQTdCY6tHRriTd7v4kXu76Ixo6NTy8BkI5Yfbm+4onw6QA06gME9gTCbgF6PQH0eQbo/mjFcxfj1+qLgVPbtC8gonrLwh655haQkaMyrIsdsddWid6gCq/pecWIzSzA5uNp+GZzlOp2Hf+/LRj54UY8teAg/tyboLpifZ2s0amRC27s4IcZg0Px8aT2+PuxXvji9o54bGAo+jf3gLs9/z8joktXVlaG+Ph4LF26FIsXL1ZxBOHh4acLsUT1CQuxRHWQs40Flj/WGyse763yZaUjQbjYWqhoAulgWLQvASk5xWo7EVFNqSy8yhCvlIIUrI9bj/Wx65FTXDFsEM6BwKj3gClrgHGfAX2fAXo+Dgx8GRj+JhAyEDDoAR2XshLVe1HrkFuYhmJTHew4rOuqkqJGSZkB+SVlyC4sRUxaPlYcSsLc1RG49/td6DdnHcZ/ugVvrTiG9RGpKCzVI8DFBl2DXHBbt0A1UOvX+7ti1fQ+Km7grh5BakWWmY6Xk0R0ZfLz87Fnzx589913iIyMVJ2vEkEwZswYNZyLqL7hOydRHSX5WubnnPwOaO6JIS284GZniS83RakTaSKimmZqYqoKsd+Ff4cZ62fg9uW3q9zYszpjq1JWDJRr3f2SLSsPta1iaAMR1TP5KcgzlKJERRNwWNeVMBiPkzJYS4qveUWlOJKYg992ncILCw/hho82ofub/+CBH3ar88UDcdlq1ZUUXvs2dcfD/ULw6a0dsOaJvlg8tSdeGd0SY9r5IsjNTvvuRERXR1JSEv78808sWrRIdb/6+vpi0qRJ6NevH3S6iog+ovqGhViieubJoU0R5u+IjPxiFJVdpMhBRHSNSRE22CkYOlMdLHWWsDQ1PswskVWchfjceGQXZ0MvHa/nY/x6lBYA2z4FPuwE/HgTkHWKxVii+khnhTydWUU0gRRi2RFbbXJIrHxkFZRg64l0fLLuOKZ8vws931yLIXM34vk/D6thWzEZBbDQmSLEww5j2vri5VEtsOjh7tj8TH/8cE8XTBsUit6h7mqVFRHRtZKTk4Ndu3bh8OHDcHBwQNeuXXH33XerYixRfcZCLFE9I11nlTgagYhqmpmpGR5q8xD+GP0Htk3ahrYebWFnboc5O+dg9J+jMWD+AKyIWaHtfQ4LW8C9OaAvBUpygaxoIHoDcGINcLFuWiKqe8oKkYNyFBtPYCQjVm7e0MXFZhRgyYEEvLLkMEZ/tAndXv8Ht321A++tjsC6Y6lIzy9RQ1/b+jvi7h5B+OCWdtj0TH+snt4H793cBrd2DURzH0dYmrH7jIiuHym+tm7dGu3atcOECRMwcOBARhFQg8BCLFE9pTMxwaGEbBxOyEFOQam2lYjo+pNu2EaOjVR3m7OVMwzlBuSU5KDUUIrUwlRkFGZoe57D0gHo8gDwRARw5zLAu11Fu5d0x4YvBgqztB2JqD7IN16ZFOhMYG5iBmdLJ20rnclgKMf+2Cx8uzkaj/68F33ekm7XDXjit/34bms09p7KUhmwdpY69A11x5ODQ/HzlK7Y+fxA/HJfNzwzrBmGt/ZWg7ck4srUeL4oD968J6JrTQZybd++XXXAVgoICMDYsWPRqFEjbQtR/cdCLFE9Y2a8gJGTdJ2pCRbsjsdNn27F7d/swMrDSdoeRETXX+Vl/vQO0zGr+yz8OPxHtHJrhWK9LEK+QMyAuRXgGgz4tgOsHCoGd6UeARZPBT5sD3w9FIhYUZEdS0R1V1Eu4o1XJnnGTz1tPOBo6VixnbArJgPvr47AnV/vQI83/8Ftxo+vLz+iBrMeScpFTlEZ/JytMa6dL14f1wp/PdYL/8zoi/cntsM9vYPRrbGrGuhqba5TnbFyjkhEdD0lJCRg/vz5+Pvvv7F161ZERUWp7ZJPLV2w8pGooWAhlqgeur9PMO7rFYwQd1uU6vVqQENkilzaEBHVLH8HfwwLHobO3p1hb26vumOrxcwaaD2hIqogsAdgYQdkxwFRG4BdX1d8TkR1V9ox5OiL1KAuR0sHWMvvPOGbzdF48Ic9+HjdCawMT0a48ZyuuFSPVj6OuKdnEL68oyNWTeutul5fHNkCN3X0Rxs/JzW41cHKXBVfWXglopq0efNmLFy4EOHh4aroGhISAi8vL+1VooaHhViieqhniDueG9Ecs8e2RtdgVxQZT9j1hgt0nBERXSfSGXs69/FSagM6M6DlGGDSL8C4z4G7lwMDX67oks1PA/Ql2o5EVCflpaDQUAZJf7bSWal86YZMUlgkfmDu6ghEpeWjvb8TnhzSFAse7I4/H+6hul2nDgjB0FZeaO7tAC9HKzjZWMDKXAc2lhFRbZCYmIhff/0VGzduRFxcHIKCgnDjjTeiW7dusLbmzTZquFiIJaqHZNmZnIwHutrA3socUoOVbUREdZcJYGkHuDYGnAIAl2DArSmgs9BeJ6I6LS0SRWVFKDMxUXnS5qYNd2K/3Dyfty0ac9dEIDG7CHd1b4T/G9sad/cMwsDmnqrwKlEEzsZzPQsdz++IqPaRHNilS5fi4MGDKhu2f//+GDlyJJo2bQpLSw5ipIaN79xE9ViZvhzl5eWqM2J3TCbe+vso7p+3C7/vjtX2ICKqWXKMuuzJ6OXSO0dE9UJeMgrLy6CXQqzxmNBQO2JL9Qb8uD0Gc1dHIjGrCLd1DcTjA0PR2MMOjtYNtzhNRHWLi4sL0tLS1BCu0aNHo2fPnvDw8GAWLJERC7FE9VhFEdYEpWXl2Hw8DR+tPY5fdsbigzXH8YnxcyKiGlUOVYRdG7sW+1L2XXhoFxHVbyV5KIIBZcZP5bjQEAuxxWUG/LIjVhVh47MKMamLP6YNCoWvM5fwElHtJ1EElSQDdtSoURg6dChat27NKAKiM7AQS1SPSRyBFGPT8otRYjy57xnihhvb++FwQg7m7+ZgGyKqWfpyPSx0FtgUvwkLjy9ESkGK9ko1SYiiFG+lYNPA8ySJ6rySfFWI1ZtIRmzDK8RKnv9vO2Px/ppIJGQV4uaOUoRtqiIIiIhqM+l8XblypXokJyefbgZq1aoV/Pz82AVLdA4WYonqMUdrC/Rr5oH7ewdjxpCmeHmUTNP1Q4neoJa+GVQRg4ioZvTz7wdvW2/klORgd/JuVZBNL0xHQl4CYnNjL94ha6oz/pfx5D4zGjLoh4jqsOI8FBp/56UjVgqxDSkjVoqwv++OU0XYuKwCTOjoj+mDQxHgYqPtQURU++j1epUFKwXYDRs2IDo6GtnZ2dqrRHQ+LMQS1WNmOhOMbuOD18eF4YE+jdHUywH2VmbqLqWpicwuJyKqOROaTsDYkLFwsXJBdHY05h+bj7l75uKjvR/hw70f4tP9n2Jl9Ept7yp4tgIcfIHMKGDnF8CpbVqXLBHVOaWFyDV+KDE+bM1tYWHaMAbxSRF2gVaElTiC8e39VBxBI1dbbQ8iotonIyMDmzZtUkXYffv2wcfHB/369VM5sER0YSzEEtVzVuY6VXytJJN4iYhqA5mMfmuLW3F7i9vhYOmADfEb8NXBr/DN4W/w05Gf8Nr21zBzy0z8EfkHkguSta86g0dzoPP9gFsosOc7YOULwL4fIUN/iKiOKclFrA7IhR6uls6qGFvfVRZh50onbGahio+aPrgpgtxYhCWi2qm4uBjHjx/H6tWrsWrVKuTm5qJdu3YYMGAAevfuDScnJ0YREF0EC7FERERUY7xsvfBo+0dxf9j9GBI4BGOajFFdst18usHJ0gmphal4actLWB+7XvuKc3S8E+jxGBDUB4jeCCx5HNj4bkVcARHVGYcMeThmZgJLSwcEOQTC3tJee6V+kux+VYRdHYnYzALc2N5XdcIGu9lybCER1VpSeN2+fTt27typul+7du2K0aNHo2nTptoeRHQxLMQSUbXIBYM8iIiuNp2JDne0vAPfDP0Gnwz4BJ8M/ASv9XwN3X26w8XaRS1R3pW0CzHZMdpXnKPzFGDke0CbSYB0YWz7HxC+WHuRiGq97HhsszBHhkk5Ori3QUvXFqjPAUqS0z9/V6zqhJUibGUcQWP3iiIse8mIqDaRWDt5CDs7OwQHB6vC68CBAzF48GDY2rKLn+hSsBBL1IBdaNmIXCRkFZSqyb2H4rOxZH8CVoUnITW3WNuDiOjaaeLcBG/1fgt9fPuoYV5LTi7BkxufRGZRZtVDvHzaASPeARr3B4pzgbIi7QWi6yM1NRXh4eHYvXs3iooq/v7JJGnJ0SsrkxFUdF7lemTpTFFs/BjiHAp7S0fthfpHIqLm74rDe6sjcSqjAOM7+GG6KsLasQhLRLVOXl4eTp48qd7jhJWVFTp37oxJkyahRYsWahsRXRoWYokaJBN1IZCWV4zMghJkF5Yip6gUuUVlyMgvwan0Aqw5koIP/onElO93Yfj7G3HXtzvx3MJDWBXO7EUiuj50pjqEuYfB1cpV3TgKTw/HB3s/QGpBxcXAf1jYALKcWW/8XHJiObiLrpO4uDg8//zzqjOoY8eOqiArvvvuO7z33ntITExUz+k8jL+qUogtNX5qb2EPC139HNQlh6Rfdp7COyuPqU7Ymzr44YnBTRHsbqdeZxGWiGoLvV6viq/Lly/Ht99+i71798JgqFgdqdPpYGNjPOciosvCQixRAyNL/cxMTZCaV4wHf9iNab/uw/MLD+L/lobjrb+PqsJrnzlrcec3O/DVxigcT8mDvbU53OwsVZdsQQm7eojo+rAzt8Pk5pMxp88cFV8gfj76M9bHrUexvvi/nbFmVoBXG8DeBTi1DTixVnuB6NqRjtdZs2Zh27Zt+OSTT2Btba0uUkWnTp2wZs0axMfHq+d0HvpSpJuaosT4O+1s6QRLnaX2Qv3y044YvL0iArGZhbi5oz9mDOFgLiKqfWQVx4EDB/DDDz+oj9IFKzfECwsLtT2I6EqwEEvUwNhY6ODtaKk6YvecysKGiDQsO5iI33bFYd62GOw1btPpTBDoaosRrb3wyuiW+GhSO3Rr7IriMoPxTVj7RkRE14Gc+Hf26owH2jygnpubmiO9MB2H0w4jIiMCBWUFavtpTQZVDO6SQmzkSm0j0bWTnZ2tpkd/9dVXamCJmZmZ9grUsk3pKMrPz9e2UJWKc5FpPL+oLMRa6ay0F+qPn7bHYM6KY4jPKsQtnSuKsI2M51pERLWF5MDm5ORg4cKFWLp0KTIzM+Ht7Y1x48YxC5boKmIhlqiBaevvjGWP9sL7t7TF6+Na48WRzfHEwFDc3ycYt3YNwHMjmmHRwz2w6al++OTWDsaLhQCEuNupLtrKkHYiouvJyswKd7e6G339+qrnH+/7GLf/fTtG/zkaT294Gscyjv3bHevRDAjoZvzE+Dz1CJB1qmI70TUinUPp6ekIDAxUSznPJM/lwffPiyjNQ67xqkTW3DhaOqpYkvrkx+0xePPvY0jIKsLEzv54cnBTBLhwWS8R1S6HDx/Gl19+qT5KDEHXrl0xefJkNG/eXNuDiK4GFmKJGhgznQmC3O0wvLW3GhBxe7dGeLBfCJ4c0gyvjG6Fu7oHoYW3I8zNeHggotrDwtQCE0InqCFeJuWSc62HmakZVsesxkd7P0JCboK2p5GtO2DtAuhLKh5E15ClpaUqwko0QWUkQeUwzGXLlsHDwwOOjvV3+NTVkFOaD325AWbl5bAzq18dVz9tP6WKsInZRZgkRVjj+ZY/i7BEVAslJSWpFRwuLi645ZZbVBcs37+Irj5WWogaILk8NDVeJMpDZ/rfx/niB+TC0szUVA30mrn4MHq++Q+e+G2/9ioR0bUjHXI9fHtg3rB5WH/LeqwcvxJjQ8aqHNl/Yv/B1H+mYl/KvoqdzSwAcyugpAAozKzYRnSNuLm5YcqUKbj77rvx4Ycfqg7Yf/75Rw3vmjp1Km644QaEhoZqe1NVlqfuQXZZIQJhBluT+nN58vOOU3hj+VEkZRdhcucAVYT1c7bWXiUiqnmVA7hEz549MWjQINx2223qfevMqB0iunpYiCWiapGibUmZAV9sPIkbPtqk8mRlkNe6iBR8tyVa24uI6NqRYqytuS2crZzhb++PIY2GwFxnjlJDKfam7kVMTkzFjk4BgHMQkBMPpB6r2EZ0jcjk6Ntvvx1z587F77//ri5qn3nmGZWxJ0O87r33XnYUXcTh/FjklZdikMECnuX14/JEirCv/3UUSTnSCRuAJ4c2hS+LsERUS0jn6+LFi/Hnn39qW6CGcnXo0AHOzs6nV3YQ0dXHQiwRXZRBi7YrKtPjRGo+TqTlI9TTDiPDvBGTXoDPN5zEH3s4EZqIrq8u3l3wTp930NipsfH4VAR9uZbPKUVYt9CKfNikQxXbiK4hBwcH3HTTTfj+++9x8OBB7N27Vw06ue++++Du7q72YU7s+ZUa9MZzjXI4lpvAvB78mH6p7ITNKcLEThVFWB8nFmGJqHY4evSoer/av38/Dh06hMTExNPvUebm5uojEV07LMQS0UW521vAzkoHnYkJ+oa64+NJ7fHVHZ3wSL8m6B7sivDEHPzfX0dwy+db8fvuWO2riIiuLQudBbr5dIOTpRMM5QaYqOAVI0dfwDUEKCoFMqMA42tE10pCQoLK0hOSFRsSEqIGmwQHB8POzk4VY6Uwy+6i81M/mnrw45FCxq87/82EvaWTP56STlgWYYmoFsjNzcVff/2lbhTGx8fD1tYWY8aMUZmwfI8iun5YiCWii7KxMMNjA0Lxx4PdMXtsK4wI81adHWH+jpg1piUe7NsYBSVl2BCRhndXRmDiF9uwMTLVeEGifQMiomvItKpMSedAwN7ReNWRCKQc0TYSXX3FxcVYsmTJeTteV61ahZSUFO0ZnV/dLgLoDeX4bVcs3lpxDPFZhbipox+eHMI4AiKqeWVlZaoLdsGCBdi1axeysrLQvn173HzzzWjZsqUaOklE1w8LsURULSEeduge4obG7naw0FUcOiQ3to2/Mx4f2ATvTWgDd3tLnEzLx4pDSZi5OBzHU3PVfiK7sAR/7InD1J/34rFf9mJHVIb2ChHRlamyAObkD3g0B3KTgEQOFaSrr6CgAJGRkTh27Ji6yA0PD1efVz4iIiIwf/58Vai1sLDQvoqqUmowqN9jnfHzuliOLdUb8PvuOMxZEYHYjEKM7+CHp4Y0g7+LjbYHEVHNiYmJUTcF5X3J3t4eo0ePxoABA+Dr6wudTo68RHQ9sRBLRFfMw94Kg1t6YUBzT3g5WqGxhx3CE7LxzsoI7I7JwE/bY/DcwkNqqd6P22Lwg/Hx/dZonEov0L4DEdGVKTf+sTKz0p4ZOfoDni2AnAQg8YC2kejqOXLkCIYPH44nnngCpaWluPvuuzFp0iT1mDhxIiZPnoyXXnoJgwcPRlBQkPZVVJVCfREMxj9WJuYqBqkukSLswr3xeHflMcRmFODG9r6qEzbQlUVYIqodJILAx8dHdb9KEVYGcnGIJFHNYSGWiK4KaUi7t1cQXhndEs8MbQYHa3MsP5ikhlW8bnzM2xqjBnGMaeeLJh72WLI/ET/uOIWiUm24DhHRFbDUWWJVzCocTjsM1R/rFAC4NwcK8oG0CLUP0dXk6uqqBnT1799fdbwOGzYMo0aNUg+50B05ciTuv/9+zJgxA35+ftpXUVVk2J7kPFuZ28DUxEzbWvuVlFUWYSMQnVGAse19MWNIUwS52Wp7EBFdf2lpaYiKikJeXp567uHhod6rpAu2cePG7IIlqmEsxBLRVaEzNUELbwfc0NYXN3bwg6W5qcqN/ftQMlxsLVSO7IsjWuDFkS1wS2d/4wmACX7bGYsFu+O070BEdHn05XpViF0etRy/R/6OlPxkQHJjnYMAK8uKnNiMk9reRFdOltE3atQIr732GubOnYvXX39dPWbOnHn68fLLL+Pxxx9Hq1atYGZWd4qLNUFfXlYRTWBpBxNd3fhZFZcZ8Oe+eLy3KgJR6fkYazz/mT4oVEU4ERHVlJMnT2Lt2rVYtmyZiskRpqamcHZ2hpeXl3pORDWLhVgiuiZGhfmoqIIH+gTj2WHNVafs6LY+qkvklk4BmNDRD4nZhfhlZyzCE3O0r/qv5JwirD2ajK82RWHPqUw1DIOI6Ex9/fvC3dodBWUFOJVzCmmFaRUvOBgvODxbAQXpQPzuim1EV8GZ06Wls2jatGnqcxnKJRfBksMn+bHykAgDyZOl8ys36NXSGhMzG+PPtvZ3akkRdtHeiiKsZOOPNZ7fTBvUBKGe9toeRETXV05ODnbu3Im//voLe/fuRX5+/lnvVURUe7AQS0TXxLRBoar4OuemNhjaygtW5v9eWEmO7MjWPmjqZa8mC++PzdJe+VeUNvTro3+O48nfD6ghXzMXH8aBuP/uS0QN272t70Vvv96w0lnBXGf+b1as5MR6twbyU4D4vRXbiK6BzMxMfP/995g1a5bqhpVs2CeffFJ9fP7559WgFDo/6YaVP6Y6i4pu9lpM4ggWSSfs6ooi7Ji2Pnh8YKjxnMZB24OI6PqR42d8fDzWr1+PpUuXqliCkJAQlWEuKzKIqPZhIZaIrgk3O0tVaD0fFzsL+DvboLBEj8SsIhVjkF9chqNJOSpv7fW/juDe73fhf+tPwNTEBG38HLH5eLoqzB5LytW+CxERYG5qji7eXeBl64WMwgwcTDuIwxlHkYAywCsMyM8Gkg5qexNdXdJ19OOPP+Kpp57C0aNHMW/ePCQnJ6uHLA2V7lgZ5kXnJ4O6gHIVS2BSiwuxMphL4gjelU7Y1Ioi7LSBoWjmzSIsEV1/UoQ9dOgQFi5ciG3btsHe3l4N4rrhhhvQunVrlV9ORLUPC7FEVCPMTE1gaWaKtLxiLN6fgA/XHMfPO07hyfkHcNc3O/H34SQEuNhgWCtvNfxruvFCp7WvAxbsicfXm6MQn1mofSciooqcWFMTUxxIO4DZ22bj3r/vxg9Ry1DqEgxYWAGZJ4FT27S9ia6e9PR0fPTRR6oQu2rVKjg4OOCrr77C1q1bce+992LSpElqUAqdnwzzlCl7Jqbmkvugba1dJBrpz70JqggblZqPG7ROWBZhiaim6PV61QmbkZEBX19fDBw4ECNGjFDDJImo9mIhlohqhJ+zNbo1dlVDLVLzitUSv2f+OIiI5FyE+TliXDs/vDU+DPPu6YxxHfxwUyd/3NG9EUI97fD1pih8tzUaGfkl2ncjooYuwD4AIU4h8Lb1hoXOAimFyQhPP4Q4Syug5VggMxrY8pG2N9HVU1JSgtTUVNx2220wGAwwNzdX3bDimWeewS+//KI6Zen8yssNWjSBea3siJVCsazWmbPiaEUnbDsfPDE4FM1ZhCWi60zec6QAK2QQ5IABA9C2bVvccsst6qMM5iKi2o2/pURUI2wszHBvr2AseqSHGnDRO9Qd7QKcMKV3MH64twvm3tIWPULctL0r3NUjCOM7+KmM2Y/XHse3W6JVnAERkUQTvNbzNXw39DtMajYJ9ub2MNGXwsS9GdDhDkCGAZ3aDJxYq30F0dUhF722trbIza2IzfHx8VGFV3kuj+zsbJSV8b3qQqQMq6IJVEds7bs8+WNPPN5cfhTR6QWni7DMhCWi60liCCSPfMeOHWooZKXmzZtj9OjRcHFx0bYQUW3HQiwR1ShPByvc2zMYv93fDaum9cGMwU1VJMH5PDW0Gca194OtpRk+XhuJb7ZEqeWCRETuNu4IcAiAj50PdCY61WUHUzPAuy3QdiKQlwJsfEfbm+jqsLa2Rrt27bBnzx41oXrQoEH44IMP8PXXX+Pxxx+Hm5ubetD5Vb6LSyHWxPinNlmwJw6vLz+CmIwClQn7pPE8JdSTRVgiun7kZl50dDR+++03rFixAmvWrOENPqI6jIVYIqpzXhjRHDe290WZvhz/W3cS32yO0l4hIqroGjnNUArYewId7zE+MZ72JO4FjiypeI3oKpAsvhdffBFeXl6qECufN23aFLNmzUJkZCReeeUVtGjRQtv70sjyU1mGWlxcrD5K9MHFyN9/GQ4mX3MpX1eT5N9Zfm1NdbpalRG7cE8cZi89gtiMQoxt54NnhjVDE8/zDyIlIrra8vLysGHDBjUIMjExUeWQt2/fnhEERHUYf3uJqM4x15niueEtML6Dv8qJ/XT9CXy7hcVYIqpCZU3WvSnQ6W6gMBPY+K62kejKyVTqjh07omfPnuq5k5MTfv75Z5Ube+TIEYwcOfKyJ1dLV22bNm3UhXerVq1UN1RBQYH2atXCw8MxefJkFZHg6OiounWXL19eq4ux/0YTmNWaaII/9sThlaXhiM+SIqyvKsIGu9tprxIRXXtRUVEqZ3zt2rXqRl/jxo1xzz33oHPnzizEEtVh/O0lojrJ3soMTw1tigkdfVWnymvLjmLY3A14e8Ux7I/N0vYiItLYugPt75AWQyA9Esg6pb1AdPXJBbM84uPjcccdd2Dfvn3aK9UjRdM//vhDRRvIRfe2bdswduxYTJ06VS1LPZ+tW7di4sSJamDY0qVLVVzCe++9B29vb22P2kkGdQlTiSaoBR2xi/bF45Ul4UjIKlJF2OeGN0OQG4uwRHR9yCoBOe7/9NNPOHXqlLoZJ7E3cpONWbBEdR8LsURUZ0m+7LSBTTGpSwByisqwPy4bH609jmm/7cOqw0naXkREGoko8GkDlBUD0ZuNG86IMCC6DLLsXwqjL7/8Mt555x3VBStSUlJU0VQiCeRi+lKLi5L9Jzmz48aNw7333qu6Wt988000a9YMixYtUlmB50pISFAds56envjxxx/RrVs39c8fPHiw6qqtzd1T0hErf0zMbQATM23r9SdHhJj0fMxaegTJORVF2OeHN0Ogq23FDkRE14G8Z0jxVTLIQ0JCcPvtt7MLlqge4W8yEdVpcnH06g2tsGZ6b8wc3RKtfB1xOCEHn204ibJanolHRNdGRUmnHKYmptCZ6rStRlLkCegO6EuA6I3aRqLLk52djffffx+jRo3C3Llz8dxzz6mOpWXLlqFr166IiYnBl19+iVWrVqFly5baV1WPZLtu374dAwcOhJ3dv52YvXv3RlxcnMoJPJcUZyUKISAgAI8++ihCQ0PVv893330HnWSv1mIq19n4MDW3hsmZv7PXmYnxX+P/lh1Bal4xOgQ64+mhTRHAIiwRXQc5OTlnRc8EBQXh1ltvVash5AYbi7BE9Qd/m4moTpMmI4kpaOnriLt6NML0QU3gYW+J8MQcfLHhpLYXETUkhnKDmryenJ+MiMwIbauRFGIDe1R0xEZtlB21F4gunWT3LVy4EE8//bSKBHj22Wexf/9+1bkqBdqPP/4YY8aMUYVRM7NL6/JMT09HUVER/P39z+qm9fX1VRfrMrzlXLJt165dapq2dOrKsDDJrX3hhRdUQVgGf1VF9h8wYIBa7ioRBpIt+8gjj6is2+ul1PiQ38aajCYwlJdjRXgS1kekGn9WBhV/1MiNRVgiuvaOHz+O+fPnq/cUibQR0g3r4eEBe3sOCCSqb1iIJaJ6Q4Z4dQ5yxb09g5CYXYRfd8YhPuvCQ02IqP4JdQ5FqEsowtPD8cXBL7AqZlXFC2aWgG9749mPOZCXBKQfV114RJcjMzMTycnJuO+++1QEwJQpU1THkmTCDh06VBVRL2dIl3SHlpZKadL4V/acAq48l/zYqgZvSaE1Pz9f/XNnz56tYg3k32348OEq5kDiDqrSunVrFa3w7bffqoKtDAiTXFr5XteD3qBHoUm5iidwsnBQxdiakF1YqnLm84rLMLFzADoEusC0horCRNQwyLH+n3/+UQMVpRgr8TYXG8hIRHUfC7FEVK/YWZphaCtvdGrkgqj0fLy/OlJ7hYgaipZuLTG13VT08uuFrfFb8cvRXxCbG1vxoo0L4B0GGEqBmM1AedVdgkQXI4VNuYiWwqeQTlIrKyv0799fDcu6XNIRWtmNmpubW7FsXyPP5Z9RVYFXirSyfFViENzc3NS/g5eXl4onOHTokIo7qIp0XEnkwejRozFixAhVRO7YsePpYvC1djLnJEoNZZDSsk0NZcSW6g34dks0jiXnwsvBCvf3aazOJ4iIrhVZVbFgwQK1okLiZuSmmNw4q3xPIaL6i4VYIqp3gt1t8UCfYBSX6rHicDJWhSdrrxBRQ2Buao7uPt1xV6u70Ma9DXYk7cDXB7+ueFFnATTqCZQbjFdBGyo+El0GKZhKTqx0M23cuFEN7ZJO1c2bN2PdunVYv369eqxevRpZWVnaV1WP5ML6+flh3759Z3XFynMp0jo7O2tb/iXbAgMDVbG2kvw7SneVFG4vJSf2fDEG10Juca7qhrUoL6/IdL7OXahS55Y4o282R6t4gof6NUZj43kEEdG1IKsNNmzYgJUrV6o4Gzk+y1BFeUi2t9xsI6L6jYVYIqp3JKKgT6g7xrX3VREF766KwKkMLvMhamh6+/bG+NDxyCrOwr7UfSiRLlgz4wVOUG/AUAbEbAH016frj+of6TiVvNbnn38ezzzzDGbOnKkKse+++64a3CWZsfKYNm0aTp68tMxy+d4TJ05UMQGbNm1SebFS3JWibrdu3VQUwo4dO9QgrqNHj6qvkcna0tkqxV/5GuloPXjwIL744gsMGzbsirp0ryXJc5aeX4+yMpgbP7/esgpL8PHa40jNLUaXIBeM73B2Li8R0dUk7xNy/JYBi7KCQY7P3bt3VysZiKhhYCGWiOolFztLPNQ3BC287bH3VCbeWx2BwlIuQSZqSKS7LsgxyHiyY4py45+iskLjmY8O8G4LmNsCuQlaTiy7YunSNWnSBO+88w5uuukm3Hjjjbj55pvx3nvv4bbbbsP48eNPPyZNmgR3d3ftq6pHulcl31X+GZL3etddd6nibq9evdQAMOmgkqKsZL8eOHBAfY10ysq/ixRqZV/5mldeeUV1V0mh+FIHhl0vBtUPC9gZyqGTS5PrWASVSIJ1x1Lw96EkuNiY47EBoXC0rp0FayKqH2QIV6tWrVSMjQxKlM8vJ0+ciOouFmKJqF6Sy7iWPo54fFAonGws8MfuePy8/RQMnJJO1KCUlZep7rbKP4rkxHq2Nn5ifB69iV2xdMkkt1UyYadPn376IZ2vDz30kPp45nbpipXMvzOzXi9G/s5Kh+tbb72FHj16qNgB6ZqSoqx0UAkpuN55551o1qyZei7CwsLUPpIL6+DggDZt2mDWrFno0qWLGiRWG1X+XORmibpRch0LsVFp+fh03Qn1+fAwb/QOvbSCORHRxcTHx6tVChJlI+SmmNxUkyKst7e32kZEDUuNnZHJSdfhw4fxzTff4JNPPsHChQvV8q6LkUmCS5cuxf/+9z/1dYsWLUJKSor2KhHRv+RablSYDyZ19le5bx+sicS2k+naq0TUYEmxJ7hvxUFCxROUaC8QVc/lLF2/nK+RwuqLL76oznnlo+QHCjmP7tevH6ZOnar2ObPI27Rp07O+pmvXrtortZMqwBqpgAITybG9PoXYnMJSLNobj10xWQjxsMMj/UK0V4iIrpwMSJR4GFm9IBnikgdbydbWttbeHCOia++Sf/tjYmKwbds2lT8lWVWVjzVr1qhhANUhuSiyjEqWTX300Ucq3+rVV19Vy6skvPp8ZLKgnFTKMrB58+apx/z589V2IqKq6ExN8PjAUHRv7IqknCIVUbArOlMtRySiBsrEePrj01YqY0DqUeOJCWNLqG45t6h7OUXe2sKgokHKKy5K5HfzOhVid8Vk4tstMfCwt8TEzv4IdOWALiK6OqR5TAY3Llu2DMeOHVOrImprPAwRXX/VLsSWlJSolvqXX35Z3V1/4YUXznrMmDEDaWlp2t4XJh2sn376qSrGfvbZZ/j7779VjpV8bwmurmpSa1lZmeqC/euvv9Syr7Vr16oCsBRwfX19tb2IiP7LwdocL4xooTpe1hxNwevLj+Cn7aewPy4LmQXshCNqcKTYY6ctQS6S1Tj/dhMS0fUl3bzyG2gi/2VqJlVltf1aik7Lx687YpGSW4QOgc64q3uQ9goR0eWTwYoRERGqvrFq1Sw55mcAAOUySURBVCrVgCarFoYMGaIGchERiWoXYmXa61NPPYWdO3eqg4gMH5CBAJUPGURgb2+v7X1hkpOycuVKPPHEE+jYsaPKvXr00UdVUPVvv/2GvLw8bc9/SdF19+7dGDp0qAq2Dg8Px6lTp+Dp6Qk/Pz9tr+qRroEzl3ARUf3X2s8RD/ZpjI7GC679sVmY+vNePDBvt8qG234yHSk5RShjlyxRA2ECWGrnLMU54LAuoprzbzSB8WFmafwviSe4dsoMBqw9loKFe+PQzNsB9/UOhpmu2pdERERVkmYyiSJYsGABjh49qprFJMtb6iaBgYHaXkREl1CIlS7W2NhY/Pnnn2oC62OPPXbW48knn1QF1erIyMhAcnIyOnfurG2p0Lt3b3XQkjyVc8lBrbS0FJGRkWoq7dixY1UXrUQbFBYWanv9l/x779mzB9u3b1fdtvv27UNSUhKXBhA1QJO7BuK9m9viju6B6BLkgpyiMry3OhITv9iO5/88pLplk7KLUFjCZcpE9ZpUfCwdKj4pzmM0AV0VchGenp6uzjNlJZeQc1RZVcYGgPMrNxh/VsYfj4n8jHTmFb+f19COqEz8uP0UbK3M0DfUnQO6iOiqkBqGrBCWY75kdY8cOVJlebPuQETnqnYh1sLCAl5eXrC0tNS2XD6ZGGhubg4nJydtSwUp5GZlZVUZTSBdshs3bsShQ4dUAVaiCUaNGoUPP/xQFWPPZ8mSJRg3bhz69OmjOml79uypumslIJuIGp6WPo54cWRLLHioO54f3hw9Q1xha6nDysPJuOPrHZj05Tb8sD0G0en5KCjRw2DgxTNR/WMCWEkh1qi8DCitXsY90flIwXXDhg0qZuv2229Xq7aEzFSQ7bm5ueo5/Ve5oVT+2/hbaXy/NTWv2HiNZOSXYPnBRLUSpn2AMx7qywFdRHR55AabHPulWUzY2Nigffv2p1cON2rUSG0nIjpXtQux0k4/ePBgvPfee+pujwzmOvMhQ7YkA6U6ZEKgHLjOLbjKc3mtqoEDsr8UgSdOnIjJkycjKCgId999tyqyytCu85Gi7fHjx1UhVwrA8lEOjDk5kglHRA2Vg5U5JnUJwB8P9cCXd3TEDW294etkjei0Ary06BCGv78Rryw5jL2xWdBX89hGRHWIuS1OT2hnTixdAckElKWoEp8lQ21lQnbleWZiYqIaMisRX1Q1Q1lFVruc/ZuYWajPr5WVh5Pw665YFUkwtp0vvJ2stFeIiKpPahNyfP/ll1+wa9eu06sgJDaxZcuWsLa2Vs+JiKpS7UKsnFD+888/+PLLL9GiRQtMmDBBFUUrHxIVIAej6nBxcVEHL4kNOJMs5fLw8IBO999sKAcHBzRu3Fh9bSUrKyt4e3urqYTnI4VdWQ4gj8rvK9uIiCp1CXLFBxPbY/HUnpg+OBTNjRdoecVlaqCXdMl+so4X0ET1jtz0la5Y+VicC/CGC10mOQ+VRgVZoSUrsezs7E43FfTt21dFe8mKL6qawVAKyYlV0QTXsCP2UHw2luxPQHpeCbo1dsWtXQO0V4iIqk+az7Zs2YIffvhBNXxJhKLMwCEiqq5qVyTlhFKGYkkHqizvd3NzU1ECZz6qKqBWRYqp0qovy7XOJHEDbdu2VQXWc0nOitxZSkhI0LZAdeHKQc/Hx0fbQkR0+aQj9pF+IVj6SE98fUcn9GrijtTcYvy5lydXRPWSlaPxv7RCLFiIpcsjK8WioqJUZNa5q8PkfFlWY0lmIJ2HvlTay2BqYrwsqWJV3NUghd5F++Kx/FASuodIEVYG51ybfxYR1V9y4+37779XDWrSqBYSEqJWQ3AYFxFdimoXYuUgI3d9vvjii7Men3/+OT777DN1QJJW/Orw9/dXHbTSPbB06VKcOHFCDfySjthJkybB3t4eL730Eh555BF1l0kMHDhQZa789NNP+PXXX1UBVv59pPPgnnvuUfsQEV0NNpZmGNjCE48PDIGd8fPswlLsi2U3E1G9IwO7VEdsDjti6bLJSivJBpQhLec6cuSImktQVZMBVZCOWFFVNNnVsmhvApYeSISrnQUGN/dE50b/rrAjIroYWc27detWfPvtt4iOjlbbhgwZoiIPAwLYXU9El6bahVg5yZSMVhnaJYHUcmJ59OhRlesq2+VR3RMo6Z594IEHVH7rlClT0KZNG9Ud+/PPP6vOVxEREYHDhw+r/Fkhw72ef/551ZH7+OOPo3nz5pg/fz6efvpp9b2IiK42D3srdGjkjNyiUmw9ka5tJaL6wXjOcjqaIMd4lcVCLF0eaSCQobDPPvusOm+V82EpzEqX7IwZM9C6dWvVhEDnIRmx5eXGn5vO+Ft59YuxcZmFKpJAogkGt/DCpC7sXCOi6pMi7I4dO9TAb4mZkeO5DGXs1q2biqIhIrpUlxSWmpycjPvuu08dfLp3764OPtKGL4XRS50GK92zMllW7izt378fy5Ytw7Bhw1ShV3z44YeqMNusWTP1XMjdpueee059zd69e7Fw4ULceeedzHwlomvCycYCXYJckFtchi0n/tvpRER1QDlgKDeoAo+ZqZm2USOFWCn8yLAuFmLpMkn8wCuvvKI+l+gtWa4qMV5hYWEqtuCpp55SQ2apaoayYuN/SyFWogkqtl1NP26PxuojyejUyAVj2vmqrlgiouqSm2utWrVSzWTSBXvjjTequoTMoCEiuhzVrmBKNqucZG7YsAGzZ8/G33//jb/++ksVRiVeYNasWcjMzNT2vjg5oDk6OqoTVhnC5evre7oIK9zd3eHl5XXWtnO/RrJhpeOAiOhacLIxR8dGzigs1iM8IQd7T1X/GEdEtYO5zhyOlo5IK0rD8qjl2laNiiYwngqxI5augJyfSoTXxx9/jG+++QZz587FQw89pOK7JEZLVn7R+ZXrC1XHmXTEGn+aFRuvkrVHU7A6PAXFZQaMauODAc09tFeIiM5P6hrSBVtJImZuvvlmdOnSBU5OTuq4T0R0uapdiJWJrxJKLcVYyWSVO/29e/dWHbIvvvii6k7NyMjQ9iYiqh8CXWzRxt8RcVmFePL3A/jon0jomSVJVGeEOodifOh4xGTH4OejPyMmJ6biBbmGsqwc1sVCLF0+ieyS82TpkJKBXXJuLLMPJDuwSZMm1R5m21CVn+6IvbqF2IISPX7eeQq7YjIxorU3RrfxgSmLJ0R0ARK7uHv3brUyd/PmzSoqsZJ0xEocIxHRlap2IVYyr2SplUwFPPMAJB2p0qKfkpKill8REdUnPs7WmD2mNQY088TOqAx8vjEKD/+4F/s5vIuoTvCw8cCYkDFo69EW+1P347XtryEuNx6Qok/lsC5GE9AVSExMRL9+/VRclgyULSsrUx1TXLZaPQYtI1aixq5mnfTbzdHYFJmGQFcbjG3vi8YezHIkovNLTU1VK32l+UxurllbW6tjORHR1VbtQqwUXOUhna/nWrBgAVxdXXmHiIjqHQudKXo2ccPzI5qrR3GpHn/sjccLfx7CT9tPwWAo1/YkotqqpWtLPNL2Efja+WJt7Fq8vuM1xOWcAqzYEUtXTmKzZABtfn4+PvroIzXzQDpiFy9erLZVkuX39F+GYpkzYYCpztz48epUYk+m5mPZwQQk5xRjYqcA9G7irr1CRHQ2WdUgM2vkmL1nzx7VgCarf0eOHAlvb29tLyKiq6fahdjg4GCMHz8eM2fOxPTp0/HBBx+oDKxHH30Ub731Fu6++26V60pEVB+19HHAg31D8H9jW6FPqDs2RKTivdUReHdVBDLzS7S9iKg2kiFdfQP64vH2j8PPzg+rYlZjzq45yJQl49KCJ4UgFmLpMkkh9vnnn1fnyJIN27VrV0RHR6tzZYnzeu2111TXLDMFq6YvyjL++hmg01kZf0bVvjS5oMX7E3A8NR8dAp0xuKUnHKylyEtEdLb09HQ1A2f16tU4fvy4Gig+fPhwFcHo5+fHoeBEdE1U+8giRdYHH3xQhVTv3bsXy5Ytw/LlyxEeHq6WYk2ZMgUODjJ9mIiofrK3MsP4Dv54dngz3NsrGIlZhfjf+hN4Y/lRRCZLRw8R1VbmpuYY1XgUHmn3CFytXLEyZhUOlmVDlV8ZTUBXQcuWLTFx4kS8/fbbeOedd9C3b1+sW7dOFWkjIyO1vehcUoiV3z9TM+urUog1lJdjQ2QqUnKKVC5sqJe99goR0dlkpUJcXByys7PRuXNntaKhU6dOsLfncYOIrp1LOtsJDAzEm2++iffeew/Tpk1TnbHSFSsDvOTuERFRQ9A+wBlPD22Gh/uFwMZCh2+2ROHNv4/ir4OJqiC
The model card is truncated. Read the rest on Hugging Face.