{"cells":[{"metadata":{"id":"Yd4z24wngWau"},"cell_type":"markdown","source":"## About this Notebook...\n\nNowadays, the technology is at its peak. People trying to get the best of its, for this they trying to change, modify and invent new technologies which is better of the present.Like Self driving cars and IoT is going to be household talks in the next few years to come. Therefore, everything is controlled remotely, say for example, in self-driving cars we will need our system to constantly communicate with the servers. So therefore, if we have a model which has a small size then we can easily deploy it in cloud. So that’s why we needed a architecture which is less in size and also achieve the same level of accuracy that other architecture achieves.\n\n### That's squeezeNet is come....\n\nI try my level best to give all things as simple as possible.\n### <font color='red'>If you find this kernel useful, Please Upvote it.<font>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## References...\n* Paper on SqueezeNet by DeepScale & UC Berkeley and Stanford University.[Click here](https://arxiv.org/pdf/1602.07360.pdf)\n* Resources on SqueezeNet.[Click here](https://en.wikipedia.org/wiki/SqueezeNet)\n* Article on SqueezeNet on Medium.[Click here](https://medium.com/@smallfishbigsea/notes-of-squeezenet-4137d51feef4)\n\n## My other works on Kaggle...\n* NeuroImaging Challange.[click here](https://www.kaggle.com/saife245/neuroimaging-in-depth-understanding-eda-model)\n* Image Augmentation Techniques.[Click here](https://www.kaggle.com/saife245/cutmix-vs-mixup-vs-gridmask-vs-cutout)\n* Reticlute:Run Python on R.[click here](https://www.kaggle.com/saife245/reticulate-a-journey-of-python-in-r)\n* 100+ visulization on R. [click here](https://www.kaggle.com/saife245/r-challenge-of-100-visualization-in-r)\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## What is the idea behind squeeze net?\nIn designing SqueezeNet, the authors' goal was to create a smaller neural network with fewer parameters that can more easily fit into computer memory and can more easily be transmitted over a computer network.\n\n## History Chunk....\nSqueezeNet was originally released on February 22, 2016.This original version of SqueezeNet was implemented on top of the Caffe deep learning software framework. Shortly thereafter, the open-source research community ported SqueezeNet to a number of other deep learning frameworks. On February 26, 2016, Eddie Bell released a port of SqueezeNet for the Chainer deep learning framework.On March 2, 2016, Guo Haria released a port of SqueezeNet for the Apache MXNet framework. On June 3, 2016, Tammy Yang released a port of SqueezeNet for the Keras framework.In 2017, companies including Baidu, Xilinx, Imagination Technologies, and Synopsys demonstrated SqueezeNet running on low-power processing platforms such as smartphones, FPGAs, and custom processors.\n\nAs of 2018, SqueezeNet ships \"natively\" as part of the source code of a number of deep learning frameworks such as PyTorch, Apache MXNet, and Apple CoreML.In addition, 3rd party developers have created implementations of SqueezeNet that are compatible with frameworks such as TensorFlow.\n\n## Why we need it?\nAs we already discuss, if we have a model which has a small size then we can easily deploy it in cloud. So that’s why we needed a architecture which is less in size and also achieve the same level of accuracy that other architecture achieves. With equivalent accuracy, smaller CNN architectures offer at least three advantages:- \n1. Smaller Convolutional Neural Networks (CNNs) require less communication across servers during distributed training.\n2. Smaller CNNs require less bandwidth to export a new model from the cloud to an autonomous car.\n3. Smaller CNNs are more feasible to deploy on FPGAs and other hardware with limited memory.\n\n## SqueezeNet Relationship to Deep Compression...\nModel compression (e.g. quantization and pruning of model parameters) can be applied to a deep neural network after it has been trained.In the SqueezeNet paper, the authors demonstrated that a model compression technique called Deep Compression can be applied to SqueezeNet to further reduce the size of the parameter file from 5MB to 500KB.Deep Compression has also been applied to other DNNs such as AlexNet and VGG.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Architectural Design Strategies...\nBefore moving to the Code let first understand the Architectural Design\n### Strategy 1: Replace 3×3 filters with 1×1 filters\nTypically a 3X3 filter may capture the spatial information of pixels close to each other while the 1X1 filter zeros in on a pixel and captures the features amongst its channels. Given a budget of a certain number of convolution filters, we can choose to make the majority of these filters 1×1, since a 1×1 filter has 9 times fewer parameters than a 3×3 filter.\n### Strategy 2: Decrease the number of input channels to 3×3 filters\nWe decrease the number of input channels to 3x3 filters using squeeze layers. The author of the paper has used a term called the **fire module**. \n   * **FireModule:-** In which there is a squeeze layer and an expand layer. In the squeeze layer we are only using 1X1 filters while in expand layer we are using a combination of 3X3 filters and 1X1 filters. The author is trying to limit the number of inputs to the 3X3 filters so as to reduce the number of parameters in the layer. \n![fire.png](attachment:fire.png)\nConsider a convolution layer that is comprised entirely of 3×3 filters. The total quantity of parameters in this layer is:(number of input channels) × (number of filters) × (3×3).\n\n### Strategy 3: Downsample late in the network so that convolution layers have large activation maps.\nAs per paper,due to delayed downsampling large activation maps can lead to higher classification accuracy.\n### Summary:-\n* Strategies 1 and 2 are about to decreasing the quantity of parameters in a CNN while attempting to preserve accuracy.\n* Strategy 3 is about maximizing accuracy on a limited budget of parameters.\n\n## Let see the Final Architecture look like....\n![archi.JPG](attachment:archi.JPG)\n\n## Details of SqueezeNet Architecture\n![parameter.JPG](attachment:parameter.JPG)\n* SqueezeNet (Left): begins with a standalone convolution layer (conv1), followed by 8 Fire modules (fire2–9), ending with a final conv layer (conv10).\n* The number of filters per fire module is gradually increased from the beginning to the end of the network.\n* Max-pooling with a stride of 2 is performed after layers conv1, fire4, fire8, and conv10.\n* SqueezeNet with simple bypass (Middle) and SqueezeNet with complex bypass (Right): The use of bypass is inspired by ResNet.","attachments":{"fire.png":{"image/png":"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uMkgZJQ8DFJeYM6CiiigAooooAKKKKACiiigAooooAKKKKACvBfiegb4gXvrsi/9AFe9V5L4t+GHiLXfiFea1ZXmnrYXEcaiOaVw4KoAeAhHUetRUTcdCouzPC/ELO0roPugVztq5Wdh2Ir3S6+Bnia5kkY3ulfMCBmWT/43WEf2cfFwfcuoaN/3/l/+N1MYtIttHBeEfFM/h3WmG5jazNiRc9Peva9Rvo77QUuLS6hudy54YBl+orjv+GbvF4ct/aGi/8Af+X/AON1YP7PnjhYwsGr6TGP9m5mH/tOqsZ+Zj3QLSEyMo/GqMrW8SlpZ0XA55rp4v2efGZJ+06vpbjti5mP/tOoJP2cfGLEgalo20nvPL/8bqeU05y94H0+K+hF/G5eLO0AjrXolpb5cBVH5Uzwf8NtT8PeH4bG7ns3lQnLROxH6qK6i18O3MEm5nh/An/Co5HclybJdBgeK6Yum393gHHuK3qZGmxAOMgY4p9bRVkQFFQ3d3BY2kt1eSpDBCheSRzhUUDJJPpWEPHmhMAVe9YHkEabcEH/AMh1Q0m9jo6K5z/hO9D/AL19/wCC25/+N0f8J3of96+/8Ftz/wDG6Lj5X2OjrN0L/jxn/wCv25/9HPWa3jrRCpAe/UkdRplxx/5DrlvAfie60uy1JPFmp3V6730rWvl6RMmIixIY7Y/vMSTjtxRcOV9j02iuc/4TvQ/719/4Lbn/AON0f8J3of8Aevv/AAW3P/xui4cr7HR0Vzn/AAneh/3r7/wW3P8A8bqxYeL9G1G/jsre4lS4mz5aXFtLD5mBkhd6jJwCcDnANArM26KKKBBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFYPiPxTF4fe1gSznv7y6LeVbwFQdq43OSxACjKj1yw4oGk27I3qK4v/hPL3/oWrv/AMCYf/iqP+E8vf8AoWrv/wACYf8A4qldF+yn2O0rD8bf8k/8Qf8AYMuf/RTVj/8ACeXv/QtXf/gTD/8AFVi+L9auvFfhDUtEk8P3kH2yAxrKt1ECjdVPDdMgZHccUXQeyn2O08G/8iJoP/YNt/8A0WtbVeb+GfEFx4a8L6do1v4dvZEsoFi8xrqIlyByfvdzk1qf8J5e/wDQtXf/AIEw/wDxVF0Hsp9jtKK4v/hPL3/oWrv/AMCYf/iqP+E8vf8AoWrv/wACYf8A4qi6D2U+x2lFc5oHi+PWdSk0650+5067WPzY0mKssyAgEqykjgkAg4PIro6ZDTTswooooEFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRWXq3iTStElii1G6EcswLJEiNI7AYydqgnAyOenIqh/wnvh//n5uP/AKf/4igdmzo6K5z/hPfD//AD83H/gFP/8AEUf8J74f/wCfm4/8Ap//AIigOV9iL4g/8i/Y/wDYa0z/ANLYa6d8iNtuN2DjPrXlvxM8RjXPCsMHhTUpIL+G/trgCXT5WVhHKrDOU42kBvcKR3rrIPHehx28aTXtzLIqgO/2CYbjjk4CUgs+x51b/EHxZHEZLu6Q2C3EMM+pF7fyUfypTIqSxq6BS6xgbgWG8A4J49Zt577UfDNvcWwNne3FukgW6XJjYgEhgMcjkdqzv+E88P8A/Pxcf+AM/wD8RS/8J74f/wCfm4/8Ap//AIiq5gcWxn2Hxj/0F9O/8BjR9h8Y/wDQX07/AMBjT/8AhPfD/wDz83H/AIBT/wDxFaula1p+t27z6XcrOkbmNwAVZG64ZTgg4IOCO4rT2r7L7kR7O3cx/sPjH/oL6d/4DGj7D4x/6C+nf+AxrpiQBk1yb/EfRPMYW0d/dxqxUTW9o7Rtg4O1scj3HFNVJPZL7ieVLr+JN9h8Y/8AQX07/wABjVO+u/FGjXWmtfX9lPBdX0VsyxQFThjycn2BqT/hY+lf8+Orf+AL1keIPF9prA037JY6iPseoRXUvmWrL8iZzjPU89K0g5OVpRX3EysldP8AE9Forkf+Fj6V/wA+Orf+AL06P4j6KZEW4iv7VGYKZp7N1Rc8Dc2OBnueK5+WXY1ujrKKKKkYUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcX8U5GXwW6gkB7y0VvcG5jBH0I4rPrQ+KUTyeCpmRSwhuLaeTH8KRzo7t+CqT+FY631o6BkuoWVhkESAgis5ndhdmWKKh+2W3/PxF/32KPtlt/z8Rf99iszrMWPxXCdQuop4fIt7aaSJp5GK48tN7NggcfQn1OK0V1qweVIo5sySAFFKkZzkgcjAJwcZ644rNudB0m68/zL1h5zzO22VODImxsceg496e+i6O2svqYniE8hVmyIm+ZV2qwLKSCAB0I6UyPeLum6q19eXlrNbGCa0KbxvDqdy5HI7+o/n1rRrJ0i1tNIgkjXUmuTI5d5J3j3Mx6klVGSff0AGBWh9stv+fiL/vsUFLbUmqjfnbe6Q46rqUGD6ZbH8iasfbLb/n4i/wC+xVO6uIbnVdHtbeVJZ5NQidY0YElUO5jj0ABOaFuRUa5GeqqcqKWkT7opa3PKCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAK878Xkn4g6MD2sLz/ANDt69Erzvx0r2XijS9Vlima0it7iCR4omk2M5iZSQoJx+7Iz9KUtjSk0pq4UVj/APCU6T/z2m/8BZf/AImj/hKdJ/57Tf8AgLL/APE1jZnp88e5c1a8fT9GvLyGIzSW8LyLGCBuIGcckVgaf4pnSG3jvrS5nuZxEqRRpGH3tG0hyd+3GFOOeOM5q/P4i0W6tpIJ5JmilQo6/ZpRkEYI4WqR1PwtbyJdt5kZt8OsjQzAJtQoCcjHCsRzTS3uRKSdrMfaeMrDWvt0Gj3dvFPaoZPOuCskYQHBcqj5AHoxU/hWxo13cX+jW11eRLFNKm5lUED2IB5AI5wema5tpPCV1aSost81tdbXKRyXYTruBQA4UZ5+XGa07TX9FsbVLeG4vGRM4M0dxK3XPLOCx/E0W0BSV9WjforH/wCEp0n/AJ7Tf+Asv/xNH/CU6T/z2m/8BZf/AImlZl88e5uaMceN7H/r0uP/AEKKvQK848KznVvFsN1ZwTm0t7WVXuJIWjUuzJhV3AE8KSccDj1r0etY7HnVmnUbQUUUVRiFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFB6UUh6UAeX37mT4pa0W52afZquew33FXKo3/AO6+KWsCT5PO0+0aPPG8K84bHrjcufqPWru5fUfnWMtz06H8NC1na5rVpoOni6vZYY1eVIk86URqWY4HzHoByT7A1obl9R+dVdQtFv7eOIyhNk8U2cZzscNj8cYqTV7aFe18QabcKnmXUFvLJJJGkUs6bnKMykrg8j5SfXHUDmmXviSytdJ/tO2DahZLuMs9k6SLEq/eYncMgegyfas3/hDbdra+gnvWZLyK4iYou1kEsrScHPbdj3xUSeE76HTFtINVtcNcefcefbzTLcYChQ2+ctxtH8WDgcdcvQluR1isHQMvIYZFLTUOEUOylgOSowCfpS7l9R+dIsWpPBbbfH2uKvAaxs2IHc75xn8gPyqLcvqPzqTwT+98d65LH80aWlpEzDkBw0zFfqAynHuKuG5z4j4Dur5itpIR/dNeJaFrHkaPYWqQGTydPiuJ33AbEOQMDuflJxx0/CvbrxPMtXUdxXiqWGpaNHb2N14Un1GSxQRRXlu0BVlHQje6sp9Rjg9z1rroyUXqzyqiuh3/AAlL+ZDD/Zz+dcCJoV81cFZN2CT2I2nI59s0tr4siupYIBayRXFzs8qN2HzZ3bjkf3djZ/D1psL3Nv8A6jwHfRYYMNgtByOh4l68n86hudUfT5LWSfwVfxOz/Z7dgLXIL87QRLwDjntXUqib3MeV9hyeJJ9K0Oa91zZOYbySCR7ddgABO3Ckn0A6989M1D4iu75rbV7e4aEWr6S8scaL8yt0OWzz17AdKnjEsKkReAbxAWLEKtoMkggn/W9cEj8TRJo99r6yWdv4Ql0+a5iNub64+zgQoRg/ccscDoAPToKn2kbb/wBWHyu+x7hD/qE/3RT6ai7Y1X0AFOrhOkKKKKACiiigAooooAKKKKACiiigAooooAKKKKAIp4EuIyjgEHqDXPt4E0FmJOlWeT/0wX/CulozQBzP/CB6D/0CrP8A8B1/wo/4QPQf+gVZ/wDgOv8AhXTZFGRQBzP/AAgeg/8AQKs//Adf8Kz9F8D6HJZzF9LsyRd3C8wL0ErAdq7UnCkjk46Zrjfh14sHia31iP8Asq9099P1KaGUXYUZkLs5UbSegYZ+vFADv+EX8KEzhbKwY27BJQtupKse3A6+1JF4a8JTyxRw2mnu0oBTbApByCRzjqQCce1bEml3qz6lJazQRG9KYbnKADB/EjPPY+tV7Xw0bXVre7ikjijgCKsagnCqpXb7k5zuPI6VjzVLrQ35adnqR/8ACB6D/wBAqz/8B0/wq/pvhrS9KlMljY28DkYLRRKpI/AVr5FGa2MAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAIbq8tbGHzb25hto843zSBFz6ZNUv8AhJdC/wCg1p//AIFJ/jWV49RZNJsEkUOjajAGVhkEZPBrV/4RrQv+gNp//gKn+FbKMFFSlfUi8r2Qf8JLoX/Qa0//AMCk/wAaim1zw9OMPrGnH/t6T/Gpf+Ea0L/oDaf/AOAqf4UjeHNARcvo+nKPU2yf4Uv3XmHvlP7f4Z/6C2m/+BUf+NJ9v8M/9BbTf/AqP/GrH9i+Gv8AoG6X/wB+I/8ACj+xfDX/AEDdL/78R/4UfuvMPfK/2/wz/wBBbTf/AAKj/wAax/GF94dbwProh1TT3kOnXARVuUJJ8tsADNdB/Yvhr/oG6X/34j/wrA8daPpS+Adc/sbR9LnvTYyiKMRIpJKkcEDOcZI98UfuvMPfL/hTT7RPAWizTBVVdNgZmI6DylJNXBLpDWcV2Cfs8rbVk8psZ3beeOOeOapeAr24f4caINREFneCwiUxF92zCALnpzgAkeuR71LHpbrBawtq1o8VvM02wwHDsW3DP7zsScfh6VzSck/dRvFQa95lqzOk39w8FqweSMEkbCOAxUkEjnkEVe/sq2/uD8qzdI0u10rULm6GoJJ5+cqOM5YtluTk84zxx2rZ+123/PeP/voU4czj724pqKl7uwsNvHCMIoFS01JEkGY3Vh6g5p1WQFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFcp4ztxeahoVpI8iRT3bLJ5blSRt9RVwjzysTJ2Vzq6K5n/hAtI/56X3/AIFv/jR/wgWkf89L7/wLf/Gq5af8z+7/AIIry7F/VvDmn6wym/tIbjZ93zYw236ZrM/4V/oX/QLs/wDvwv8AhUn/AAgWkf8APS+/8C3/AMaP+EC0j/npff8AgW/+NHLT/m/D/ghefb8SP/hX+hf9Auz/AO/C/wCFH/Cv9C/6Bdn/AN+F/wAKk/4QLSP+el9/4Fv/AI0f8IFpH/PS+/8AAt/8aOWn/N+H/BHzT7ficd8UvBej2Hww1u6ttPtY5Y4VKukKgj5174rqZPAvh2CAyz6fYxRqMs7xIAPqSK5D4v8Ah7RtB+G1/OWv8ylIlkMryJGxYYLgZODjGcHkivR9St31zwy0cEKq91CGRbn5TGSMjOAcEVlUtFXhqXC7aUtDFbwZ4YWbyWtNNEuzfsKJu2/3senvTrfwR4bu4RLa2OnzRngPHEjA/iKt6nol9qbkSpaqiWzRxfvGOHZcMx+XnjgfnVzRtHey0qezvG8wTSMxKyEtg+rYBJ9+O1ZRlJzs1oayjFQunqc5J4d8IxatFpos7GS8kOBDHArMvGSTxwMc811umaTaaTb+RY28VvHnOyJAoz64Fck/wxs4taju7O5mFsxPmwNIQ3PdXHP4H861P+EC0j/npff+Bb/412yjRVrSf3HKpVOqOmIyOagazic5KisD/hAtI/56X3/gW/8AjR/wgWkf89L7/wAC3/xqOWn/ADP7v+CO8uxu/YYP7grmvGdnCq6FhRzrNuP/AEKrH/CBaR/z0vv/AALf/GpLfwNo9vdwXA+1SPBIJYxJcMwDDkHGauHs4u9393/BFLmatY2fsMH9wU9LWKM5VQKmornNAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKAOf8banc6V4TvJ7GTyrjaEjkxnYWYLux6jOa4U+HoWOX1HWmY8knWLoZP4SV1vxI/5E+5/34v/AEYtZFZzbOzDxi07oyf+Edt/+ghrX/g5uv8A45R/wjtv/wBBDWv/AAc3X/xytaiouzq9nDsc9HYaVLevaJrGrmdG2FP7ZuxlsbiB+85IBBIHTIzVhPDNnCG8u91eMMxZtusXQyT1J/edaw5vDuqwz6hLp5nR7ie6kU/az/FFhCAW+X5vTGMD0FTNpOu2/imJ4Lm4k01NuweYXwMHeshaUZy3fY5HGCMU7vuRyx1900bTTdLv1drDWtTuVjYo5h125cK3ocS8H2qx/wAI7b/9BDWv/Bzdf/HKg8P2V1Bf6jdXMEsC3Jj2pcOjSZUEH7mQF6YHXrnrW7SuylCLWxk/8I7b/wDQQ1r/AMHN1/8AHKZum8L6hpt9p9/qMnm6hbWksN1fzTxvHLKsZ+WRiARuyCMHI9Ca2axfEv8AqdK/7DOn/wDpVHTTdyakIcj0PXQcjNLTU+4KdWx5gUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcz45/5Bunf9hKD+Zrpq5nxz/yDdO/7CUH8zXTVrL+HH5kL4mFcH46CX2u6VYXSiW1KTTNC4yrsuwKSO+Nx613lcF4u/wCRv0r/AK97j+cdYy2N6XxoyP7A0f8A6BVl/wCA6f4Uf2Bo/wD0CrL/AMB0/wAK0KKwPUsjMm0bRIIXmm0yxSONSzMbdMADknpUFlZeHtRQta6bZnCqxVrQKQGGRwR3FXtWszqOjXlmAhNxA8Y3/dyQQM1gR+E5hc2SuYPscDxM8CsQrBYXQjbjB+dgcH0prW9yZaWsjWudJ0K0gMs+l2YQYHy2isST0AAGSfYUlrpWg3tqlxa6dYyRSDKsLdef0rJ07w1qFkt2ZpmuXnTYf9NMQk+bO4lIwyt2zubjitzQrCXTNFgs7h1d4gR8nQDJIGepwMDJ5OM96OgLfYP7A0f/AKBVl/4Dp/hR/YGj/wDQKsv/AAHT/CtCikVZEXhq2g0vxzarp8KW0d1ZzCaOIbUcq0ZUlRxkbm568mvSa860r/ke9M/69bj+cVeijpW0djzq+lRhRRRVGAUUUUAFFFFABRRRQAUUUUAFFFFABXM+KP8AkP8Ahv8A6/W/9Arpq5nxR/yH/Df/AF+t/wCgVrR+P7/yIn8J01FFIelZFnn3iTWdQvfGc+jW19PY21nZxXDG2IV5XkeReSQcACPoOu6qf2e//wCg/q3/AIED/Cmah/yVPV/+wbZ/+jLirtZSbuehRhFwTaKv2e//AOg/q3/gQP8ACorg3FpbvPd+JdSghQZeSW7Cqo9yRgVfrK8QWc19YQxW7SBlu4HPlkZ2rIpJ59Bz+FTdmrpwtsPuNPk1K08q51rULq3chtrzhlbBBB6Y6gGpmivUxu8QaoueBm5H+FcxDbeJIbW+FmDC6JdPbxhI1SSQzuUJ46lSD7k5NGqWOoal4ZuYLoXE9zJvFvi3UkfKPkYsAQCc/Mu3HrxTu+5PJDblOp+z3/8A0H9W/wDAgf4UfZ7/AP6D+rf+BA/wqaAMLeMSAK4UbgDkA4qSi7K9nDsVfIv/APoP6t/4ED/CtfwXquoHxFqWj317JewwW0FzDJMB5i72kVlJAGR+7BGeeTz0qlS+EP8Ako2q/wDYMtP/AEbcU4t3Ma8IqF0j0OiiitTgCiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigDM1/SIdc0e4sLkExToVbacEe4PYjrXFN4H15ThPEt0VHTdbQk/+gV6RRSsmVGUo7M82/wCEJ8Qf9DJcf+AsP/xNH/CE+IP+hkuP/AWH/wCJr0nFGKLIr2k+55t/whPiD/oZLj/wFh/+JqrYeE/EN5BJI3iOcbZ5YuLWH+Byv932r1Pisfw3dW9xZXIt54pSt5cEhHDYzM+OlFkHtJ9zjv8AhCfEH/QyXH/gLD/8TR/whPiD/oZLj/wFh/8Aia6OSeeGfWhImpXCFkNuqRyDJxghCAMDPcduearaemrx65ZLPJeTwIiI7sjqH+Rtx5GMZx975sjisPaK6Vje07N8xi/8IT4g/wChkuP/AAFh/wDiau6Z4EujqFtca1q1xfx20qzRwPFGieYvKsdqgnB5Az1APau8xRW9kc7qTas2IBgYpaKKZAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAcz45/5Bunf9hKD+Zrpqzdc0SDXrFbW5mnhVJVlV4GCsGHTkg+tZf/AAhf/UyeIP8AwO/+xrdckoJN2sZ+8pNpHTVgeI/DFvr6wtK0sU1u2+KaFyjocYPI7Edjwag/4Qv/AKmTxB/4Hf8A2NH/AAhf/UyeIP8AwO/+xqeSn/N+A+aS6GT/AMIBP/0GtS/7+r/8TSf8IBP/ANBrUv8Av6v/AMTWv/whX/UyeIP/AAO/+xo/4Qr/AKmTxB/4Hf8A2NHs6f8AN+Bftan9MyP+EAn/AOg1qX/f1f8A4msjWfDT2/hXV9R07xDfSS2VrNIMSodrohOCNvqOhrrv+EK/6mTxB/4Hf/Y1wnibwZd6Z4f8S6xd6tPZWi2k4Uyzb5ZwUIG9hgfMSPXrVKlSab5vwJdWrf8A4JqeH/B13qXhrTL6fWtRMt1aRTPiRQMsgJ/h960P+EAn/wCg1qX/AH9X/wCJrY8DXtpqfw20WWxuBPD/AGfFEZIGzhlQKwBHcEEfUVDFY3J03T7Rra4R4p2dp2JLRqJNwA55LDAz6Zrkk+V2sdEeaS+Izf8AhAJ/+g1qX/f1f/iaX/hAJ/8AoNal/wB/V/8Aia1/Dthf2usXkt4kgjlDFSzdD5jED/aOCOfTArpacHzRu1YJuUZWUrnNaB4QttGvnvmluLq7aPy/OuJNxVM52qOgycZwOcDPQV0tFFWZNt7hRRRQIKKKKACiiigAooooAKKKKACiiigArmfFH/If8N/9frf+gV01YHifSdS1GbTbnR2tVnspjLi6LbTxj+EZrWk0p6+f5ET+E36DXM/8V1/1L/8A5Go/4rr/AKl//wAjUey/vIOfyZm+JPCt/P4g/tjRbiGGeSFYLhJ4i6yIpZkxhgQQXbnnIP0rO/sLxT/z203/AMB5P/i66L/iuT1Hh/8A8jUY8cenh7/yNS9in1X3mka84qyuc7/YXin/AJ7ab/4Dyf8AxdH9h+Kf+e+m/wDgPJ/8XXRY8cenh7/yNTZF8beU3mDw7s2ndnzsY70ewXdfeP6zU8zhvFn/AAlPhnwrfaxu0yX7KgbYbeTBywH9/wB62Bofikj/AF2m/wDgPJ/8XXKeJ08WL8K9d+2bRpXkjAuM7seYuPLz82PTPGK9h1+5nstAubmzeOOWJNwZ1yOPb1qK9ONG99bdiqdapUtZ2ucV/YXin/ntpv8A4Dyf/F0f2F4p/wCe2m/+A8n/AMXXSarq9zbzsbK4iYRWrSzK6ZWP5fk5HJJPb07VNpTT67oFxFezzW8plaMyQMFkjAwR8wGM+49axjKEp8htKVVQ57nKjQvFJP8Ar9N/8B5P/i63vCXhm50q+vNS1S5S4vrtUjPlRmOOONCxVQCSc5diSTzntUn/AAhI/wChj8Qf+B3/ANjS/wDCFf8AUyeIP/A7/wCxrpVOmvtfgcsq1WSszpqK5n/hC/8AqZPEH/gd/wDY0f8ACF/9TJ4g/wDA7/7Gnyw/m/Ai8ux01Fcz/wAIX/1MniD/AMDv/sazdW0q48PXej3Frrur3Bn1K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/yFvEH/YQT/0lgrXq57/JfkNhRUck0UTIJZFQyNtQMcbj6CpKgQUVG80UcqRvIqvJnYpPLY9KS4uI7W3eedtscY3MQM4H0FFmMlopFYMoYdCMiloEZXhb/kT9G/68IP8A0WtabRo/3kVuMcjtWZ4W/wCRP0b/AK8IP/Ra1q1c/jY3uMMMRxmNDg7vujr601YIEc7Yo1ZjuOFAJPrUGrLM2j3S2skkUxiYI8S7mU46gdzXBx6frUklleyw6nHMlpcwrtuXb5+djNk5GeuDnHHpV04cybbsUo3PQWa2e6WNzE06ruCnBYDpmmwfY59z24hfy2MZZADtI4K/hXC3OneIbaC2aKXUZi9nEbt/NzLuLgyKp7HGcY6VStdP8S2uyOD+0La3e6mlQ8s+5pMgyAH5sr68da1VBNfEFtLno1xptndWMtnNApt5Rh41+UN+WKsgBVAAwBwBQOnNLXJdkmVf/wDIx6T/ALs//oIrVrKv/wDkY9J/3Z//AEEVdub2C0eBbiQIZ5BHGP7zYzj9KtptK39asCxRRVW91Kz0+GWS7nSNYYzK4J5Cjvj0qEm3ZAU/FX/Im61/14T/APotq1qyPFLBvBesleQdPnI/79tWvVv4F6v9A6FHWbi7tNHuJtOjjlulX90kpwrNnp1H5ZGax9L8UtP9ihu4/NlubiS3Z44vKETqM7WRmJBwOxIro5Yo54zHMiyIeqsMg1j3fh4Ndaa+mvb2MFjMZRCttkOSCD0YY4J7Hmqg4WtIeliTUfEthZaVd3tvNFffZIzJLFbzIWCjqetakUglhSQDAdQwB965U+DLprXWoDqduq6sCJBHY7fLJGCR8/p+vNdPaxSQWkUUzrI6IFZ1XaGx3xk4/OiapqPusHboZvi3/kSdc/7B9x/6Latisfxb/wAiTrn/AGD7j/0W1bFS/gXq/wBBdDlPFPie/wBK1a003SrRZri4hklXehcOV6IACME+vb0NaNj4jjnuHgvoDYtHbR3DvNIuwBu2c8YPFaN3p1lf+X9utIbjy23J5sYbafUZ6VlXGgXMurXt5FeW6pc2wtxDJaFwoHc/OM9Txgdq0UqbjZrUrRlifxDax3VhHblbuO9mMCzQSKyo20tzz6CtauVs/CF3Z2OlWq6pCy6bcech+x43DBG04f0Y8/SuqqKigvgdyWZS/wDI4Sf9eC/+jGrTdtiM2M4GcCsxf+Rwk/68F/8ARjVq1M+gHE+HfGuoasst3caeFsfKkdXUbPLKtjazM2DxznAxXQ6f4j02+srWc3MVu90gZIZpVVznpxnmnXGjRLBN/ZC2+n3MzBpJltlffzyGHGcjjrmsg+DZIr7TriyvoIBYFyoNnuLbySwzu4HPAxxjvW7dGfkU7M2NL1mLVLi8hjieNrSQRvkggnGe38qvy/6l/wDdNZukaO+nTT3F1crc3VxtEkqQiINjoSoJGfU/pWlL/qX/AN01jLl5vdJ6lDw5/wAirpX/AF5Q/wDoArSrN8Of8irpX/XlD/6AKr+Krm9tdID6bdJbS+au5mKgsgyWClwVBwOpGKbjzVLeY7XdjaormNM8SyO+mxTq0kN1ZyTm5lG2QFCM5RRjv1H5VLeeLbYabDfaQY76FruK3kO5k273C5Hy8kE9KfsZ3tb+thWZ0VZOsf8AIV0D/sIP/wCks9a1ZOsf8hXQP+wg/wD6Sz1MN/v/ACBGtRRXCnxFrs/jqewg2RwW1wiG3kKKJISOXGfnLZPGOOORTp03Ubt0GldXO6orAt/FdtHZXFxrJjslhu2ttwZnViOnOOM1Ystaa81+ewES+SlslxHMGOWDEjBUgY6UnTmugrNGvWV4a/5AEH+9J/6MatWsrw1/yAIP96T/ANGNSXwP5fqHQ1aK5vxzrV9oehxT6cpDSXKRSzAA+Shzl/m47YyeOarW/iTUdP0vTn1WKGd7q6EBlWUcqTw2VG3OMZ6D0q40ZSjzL0Hyu1zraKwbrxXZDT72fTJFu5LIEyoQyhcdidvWtawuhfafb3QXaJo1fbnOMjOM1DhJK7QrWKUH/I4X3/Xhb/8AoyatWsqD/kcL7/rwt/8A0ZNV27vrWxCG7mWISMVTd3IBY/oCfwpyTb08vyAsUVVbUbVLm1gaUeZdqzQj++FGT+hpV1C1a4aHzlEgk8va3GWxnAz1454qeV9gLNZVv/yOGof9eFr/AOjLitWsq3/5HDUP+vC1/wDRlxTjs/66oDlNet9XufGMklq9/HBGUxIgh2KERnyNyH+Jl+vPoMVdN8R+IbjRpZjdXc4eCApcLZoWSVmIZVAUAjAByQcfpXo80STwvFKCUdSrAMQcH3HIrMd9O8J6FGqrJHZQssaqGaQrubA5JJxk10xrJxUeW70K5r9DmNN1bxDfahpkU93cWyyac01wPsakGVXGByvBK54z9MVTj8ReJXsNSYy3iFJ7Y20j2Sh9jsRIu3ZjAA9yPWvSaoWes2l/qF1Z23mM9qcSPsITPcBuhI9KSqp3agv6d/8AgBfTY4C28R+K0Wf95c3TtbzlEks1UIySAIQQgySuTg5+lXDd+JE1C0uHnmuJE0ud0WOICOWTcNobKDnHsOnHcH0Kih149IIfMr7HA2WoeJrm80W3m1GSJbpZmmkW0DAYClA2UGDksOw4/Guo1/8A49LPPJ+3W3/o1a1qyvEH/Hraf9f9v/6NWo51OSsrE9TlfEVrq134zzbtfpbRiNUeIQ7UKhpGPzIeMhOvfPsKq6T4j8QTadcTPc3d1H9jRhMtmm6OYyFSqgKARtweQcfpXo0kayxNG+drgqcEg4PuOlQabptrpNhHZ2CMkEeditIzkZOerEmrVePJyuPb/gj5k+hxWj6t4k1C90qC6vLi2MkE5uC1mpBZJMIT8owWXPoPQCqkniLxKX1IRzXqxhYnt3ayUMpMxVlA2HjaAecnvmvSSQqkscADJNZ2l69Y6vn7G7dWCh0K7wMZZc9RyOaaqpu6grf8G/8AwAv1scTZ+IPE6TSZlubxmjugkUtoqAMhHlnIQckZ68H0qQ3niVv7JuJLiaZ/KuZAI4QFdggKK+UHPLDoOnFeiUVPt49Ir+rhzLscBZaj4muX0aKfUZIjdvL5rpaA7V2qVDZjGCGyOMD69a9G8KAj4paUCcn+zbvJ9fmhqCp/Cv8AyVTS/wDsHXn/AKFDW2HqKdeFlYcdZI9cooor6Q6Tyz4g/wDJTNL/AOwRP/6OjrJe8to5xBJcRLK3AjZwGP4VrfEH/kpml/8AYIn/APR0dcLqvhObUNeuNRSSAF2tjGWB3J5bMW/PIr5vFRi675nb/hzmla7OhGo2TeZtvLc+UdsmJV+Q+h54pY9Qs5v9VdwPhN52yA/L6/T3riU8C6nLdSy3txasJPLUhejBZd+doUAccY5+tOl+H85t/Ltpre3Ym63NGCCRI4ZF6dABisfZ0v5hWV9zqrzVrKx0uTUoilwjEAGAhvMbO0DPc9qdZa5puoGRbW9gd4mZZEEg3KV68e3rXN6f4bvLa4srSeBVg+1NeXDJKZFLKqqoyQOp5wBjiqGq+Dr6KC4FikKyT6iZIpoF+fypeJFbjgAHimqdJu3MFl/XzO7XULN5REl3A0h6IJASeM9PoQafBdW90rNbTxzKrbWMbhsH0471wEngy+v9b1OKJYrO0FxGYrnB80hYFXC+2fftXQ+EvD0+hJP9qEfmSKibo5mcMFBGcEDHX3qZ06cY3UtdBNJIuaN/yFvEH/YQT/0lgrlrnwtrNzqF6VXy5ZXuCb3z/wDWxupEce3tjI/Kup0b/kLeIP8AsIJ/6SwVr0vaOnK67L8h8zR53J4Y1a/1CG+1DTVYRTWxWA3AJwiFWOenXBqjYeHtZ1G1uZbWB7Y5uVMkkxH2j98Si4PQDHX3969Soq/rU7bBzM4CHw1qVx4ih1fUNOViL4yiIzgmNDEi59OGXOKteJtB1W/1q6m06EOk1mYd8rjCnBxs7qcnnsa7Wip+sSun20FzO9zzu48L6tLc6tLBZfZ5J/LVGScFZkUgsCM/eY568YAFdZ4XsJtN0GK2uRKrB3YJKykoCxIUY4AHYdhWxRUzrSnHlYN3Mrwt/wAifo3/AF4Qf+i1qB/FmmxW8txIzrBE0ymQjg+Vw2Px4FT+Fv8AkT9G/wCvCD/0Wtcqng+9vtGNlJ5cRt3vYgZRxIJGJRx+Yq1GEpy531/zGkr6nYWusWlzpcF+8q28M67l85wvH54qdr60WVI2uoQ8i7kUyDLD1A7isfUvDYvrfSrcLAIbInfGy/K3yFeBj1Oaw7LwLf27Wkc01rJGgtzJN83mIYlwVTj7rfh1NJQpO75rCSVjr7LV9P1Cxa8s7uGW3UkNIHGFIODn0pt7rNjY6PLqktwjWkSFzJGwYH6Y61iWPhq+sPCN3pNu1pHM0rtDIq5DKX3DcCODg46HGKit/CV0vgrUtHnkhM15LJIhyWVNxBAzgdPpS5Kd99L/AIDsr/M2tO8Q2Oo2/mhxbjcFCzsqkkgEY556itCK6t53kSCeORozh1RwSp9DjpXLR+DGGvC7k+zm2W4MqxbfujylQYGMZBGak8JeFrjQJna6dJSI/KWZZWJkG7OSpAAP4mnKFKzcWJpWNW//AORj0n/dn/8AQRXMax4Z1e98Ty3cEQyZxJBeGb/VJ5ZXbt9m5rp7/wD5GPSf92f/ANBFatTGo6dmu36jUmjy/wD4R/U9O0y1jurO4neS7hEsAmG2UhWDNkHv3J696dN4H1RrH57NJriTT5rdSZ8mAliUXJ6gKdua9OorX63PewczOMm0eXR/CXiqIrstpLaV7dN5bA8jDdf9rNdnWT4q/wCRN1r/AK8J/wD0W1a1Yzk5RTf9aInoYPiDUZrPUNKhhkMaSyu8pH8Sohbb+JxXHWXjHxBqPhnWL2O6gge0thNG5i3ddzYAKgZxgc56d69Cv9Mh1CW1klLK9rL5qFcc8EEH2INMk0HSZrM2sum2r2525iMQ2/KMDj2HFaU6lOMbNXf/AASk0rGTL4qeDxBYaObZZJLyNXSbzMADBLZGOvHA71Y8MX99eHU49Suo7mS2vGjVo4wihdoOAPx7k1fj0LSoggi062XyypTEQ+Ur0x9MmnWGjabpbSNptjb2pk++YYwu764qZSp8rSROlrFTxb/yJOuf9g+4/wDRbVsVj+Lf+RJ1z/sH3H/otq2KzfwL1f6B0OJ8U+Ir/TbzU/sc3lm3toUhUjI8yR8bsYOSPpUVn4k1i60/R717mCKO61MwSxiPJePc2ACQMDA64z711cujWk+qm+mXe5jVGjYAq21tytj1B6Ulz4f0i8jiju9NtZkh/wBWrxAhPp6VuqlNRSaKbX9ehiR+KLvU7jV9Ps44rO509W3TufMXOeCBxnj8jxzWx4avZtR8Madd3Ugknmt0eRwAMsRzwOBT30DSJI2R9NtWVlKsDEOQTuI/PmrNlY2unWwt7C3jtoVORHEoVR+ArOUoONorsJtdCkv/ACOEn/Xgv/oxqsazeNp2h317GNzW9u8qj1KqT/Sq6/8AI4Sf9eC/+jGrRmhS4t5IZl3RyKUYHuCMGolugVk1c8+g8V6vH4i0rSluElSRYBM7gksWQsxzt+nf+tSL4yv9FutS/tN3voLaSLCsiJIEfI3KEGGGcYB5xmuwsNEsrC3gjWJZZIECLNIoLkAbRk49OKIPD+j23/HvplrH8+/5YgPmxjP5E10urSb+H+r/AIDuupzk3iDUhr2hSm4MVpqDKskARHjG5CQA4G7dnHtXYy/6l/8AdNUYdA0i3uo7mDTbWOaJdscixAFB7elXpf8AUv8A7prCpKMrcqJe5Q8Of8irpX/XlD/6AK0WVXGGUMPQjNc/bahLpfw/sLu3tWupI7KDESnGcqoz+Gc/hWaPHxNxHiziktzJBG8sc+SDKcDapAJwevSq9lOcm49x2e5vXmhLd6tBqCX11bSW8TxRpCI9oDdThkJzwO/as5fBMC6YbH+19SMRuluskw5Dhtwx+7xjcAcVnn4gSFpkj09JXWWFIdk52yCR9gOSvGD9RTtR8W3iR3MElv8AYri3nt1CpKCzq0qqTypG3nGev0rSMK6sl+n9dR2kjs1GFAJLEDqe9ZWsf8hXQP8AsIP/AOks9c5B47vLPT/tWt2UKxvNPFG8MhOXTO1CMcFsEZrev5JJbrw3JNH5Uj3pZkznaTaz5Gaz9lKDu/P8hWadmbdNMalt20bsY3Y5rmtb8XPo2oXUElmpSG2aaN3kK+cyruKrwR255/CqcvjyWK1m3WMIuYnx5X2gkOuzfkEKece340lRqNXSDlZfn8GQ3Gm3di+raiIbuczS48nJJ7A+XwM4Prx1q7Y6ALLVjqB1G8uJTAsDLN5e1lXkE7UBzknvWN/wmt3La3NzaaT5sMCxHJm5y4VuQB0AJJxnpVK48Yal/acI0xYbiO4u4IiJZAECvEWwpCgjkdTmtfZ1no/08h2bX9ep3tZXhr/kAQf70n/oxqp6J4oOsatNYC08qS1Rjcnfny334VenOQCaZa6jLpXgkXlvbG6kjZ8RA4zmUjP4dfwrL2ckuV76fqKz2OjZQ6kMAwPUEVm32iRX90kktzcrCoAa1Vl8p8HcCQQSCD3BHTnIrAXx4xuExZxPbebDE8qXGTmUcEKRyAetMXx9I5nSLT0lkWWBIts52yCVioOSvGCKpUaqeiCzNJPB6x3VxPHrmqq1zL5sqq8QVjjHQR4Ixxg+3cA1vWttFZ2sdvbrtiiUKo9BXI3vi272XMD2/wBjubeeBQiSgs6tIFJ5XG3nqOfpUFv47vbTTY7rWrGEJNJPFG8MhOXT7qEY4LYP5e9U6Vaa1/rQbUmdLB/yOF9/14W//oyasPx34YvvEbWf2JbYrAkpPnR7juIAGOR6n8hWxYu8nie5eVPLdtOtSyZztO+bitms+d05qS3X+QlKzujjfE/hu6vU0hbWzS7jsoZUeNZPKGWQKpHPYjOPasxfBup+faXF/At9Jb3qyHM2CU8kISD7MAfwr0WiqjiJxVkHM7WOd8I6be6ZFfR3sIjjefdCzMDI47lyODz0PXHWrtv/AMjhqH/Xha/+jLitWsq3/wCRw1D/AK8LX/0ZcVDk580n2/yDuatYvizS59Y8OzWVqqtI7xsAxwCFcE/oK2qrHULIXP2Y3cAnzjyjKu7PpjOaiLakmugk2nc4eTwfrEq6ejSyR2iXM0sltBKgMIYgpgsCPlwenIycGom8IauIJhDaRxq17PMYhIo3h0xG5I7qefx4ruv7W07/AKCFr1x/rl688dfY/lS/2tp25R9vtcuAVHnL8wzjI59eK6Pb1exXM/6/rzOOPhHU5ZtZkfi5lgiFncib/losZRzgHvnuK6Xwxpkuk6FFazmXeCWKyurFSeoG0AYz0AFSxa7YvJOs08Nv5UrRgyTIPMwASRz2zVmTUbKGSOOW8t0eUAxq0qgv9BnmonUqSXK12E27WLNZXiD/AI9bT/r/ALf/ANGrWrWV4g/49bT/AK/7f/0atZQ+JCW5q0UVWk1Gyiufs8t5bpOSB5TSqG56cZzUpN7AcnqGgarceMDqMdpF9mBdGxNkzIYsDIPbd/DwO+MkmsqHwTqsdna/Z7WG1uI9Mltt6uuUlL5DZHqMjPvXfnVdOHW/teuP9cvXOMdfWg6rp6hC1/bAOMrmZfmGccc8811KvUSSS/rX/MrmaOR07whPFq2lNdwSyWsFvIJTJcLuV2YMo+QLwCDgAcZruazYtcs3muVmmigWCbyQ8kyASHaCcc+/Q88VYk1OwiMQlvbdDMMxhpVG8e3PNZ1JTm1zL+tyXe5aqfwr/wAlU0v/ALB15/6FDUFT+Ff+SqaX/wBg68/9ChrTB/x4lQ+I9cooor6k6jyz4g/8lM0v/sET/wDo6Os+tH4i7YfiJpM0zbI30q4RSEZskSxE8KD6isn7Xa/892/78S//ABNfO4ujVlVbjFnPNO5LRUX2u1/57t/34l/+Jo+12v8Az3b/AL8S/wDxNcv1et/K/uI5WS0VF9rtf+e7f9+Jf/iaPtdr/wA92/78S/8AxNH1et/K/uDlZLRUX2u1/wCe7f8AfiX/AOJo+12v/Pdv+/Ev/wATR9Xrfyv7g5WZujf8hbxB/wBhBP8A0lgrXrD0e6thquvkzEA6ghH7mTn/AEWD/ZrX+12v/Pdv+/Ev/wATVTw9Zv4X0/IbiyWiovtdr/z3b/vxL/8AE0fa7X/nu3/fiX/4mp+r1v5X9wuVktFRfa7X/nu3/fiX/wCJo+12v/Pdv+/Ev/xNH1et/K/uDlZLRUX2u1/57t/34l/+Jo+12v8Az3b/AL8S/wDxNH1et/K/uDlZn+Fv+RP0b/rwg/8ARa1q1i+F7q2Xwho4aYgixgBHkyH/AJZr6LWr9rtf+e7f9+Jf/iaqeHrOT91jcXci1K9XTdLur10LrbxNIVHU4GcVTHibSVUCe8jhk8oSsj5+UEA9enGam1RbXUtJu7E3TR/aIWi3/Z5TtyMZxtrm/wDhErZtU+03eqtcwLGyLA1pNnBjCFc9AOM9O9aU8NJp88X9w1HudFc+INKtN4uL6JDGwVhnOCRnt7c1WvvFWnWm8RTJcPFJGsyI3MauQAx/76BrmNP8GI/h+xF7fgaijO8xntZpFfcNu1sBScKFHXtWjdeHoYtLu7S0uRJ9uuYC+LWRBEiBAcfKeyfrWn1NKVrN/LzDlOxoqEXdqB/r2/78S/8AxNL9rtf+e7f9+Jf/AImuX6vW/lf3E8rM+/8A+Rj0n/dn/wDQRWrWLfXVsfEWlETHAWbP7mT+6P8AZrV+12v/AD3b/vxL/wDE1UsPWsvdf9MfKyWiovtdr/z3b/vxL/8AE0fa7X/nu3/fiX/4mp+r1v5X9wuVmd4q/wCRN1r/AK8J/wD0W1VfEuvT6JcWAj8hYZ5QkrSAs2CQAFUEHv15x6VL4purZvB+shZiSbCcAeTIP+Wbeq1pvNYyMpkcOVOVLW0hwfb5K1jQqJK8G9/0Hyu2xwk3j7U1a9MUdixiiuJFg2uZIvLfaA/PcZPGKk1Dx/eLdTxaalm8SylYriQnYwCBsE7gMkkjOfwNdc9rpD6il83/AB8IjIGEEoyGxnI289KmP9mGPYQhTrt+yyY/9ArX2b0/dMrrsci/jXUDq01uY7O1hijy5mJJX91v38MNyg8YA/Gqa+PdX/s+xkCadJLcI0pYEqjANgIMv8rY5PJx6V3bNpzvubaWxtybWTOPT7lJ/wASwqFwm1TkD7LJgH1+5SUH/wA+mK3kcrczyv4V8aQuzNHClz5e45xuh3EfgSaveLvEd5ob2sVhHBunV28y4+5lRwvUYJ9c/gaf4hj0+z8E+IEtHYGe0uZXzFL8ztG2Tkr/APWFbcsthOoWZhIAcgNbSH/2Sk6VS6fI/wCkgs73scXe+OtStrq/hWC0At7J7mNyGIZhGG8vIPJBOSfSo38e3y2MzCSwMiuBFMkbNG+U3FPvD5h0zn8K7G9g0rULGa0uvmhnRkcCCUEhhg8hcjinxrpcUCQoFEaY2r9mk7d/udar2bt/CYW8jkIfHGqTTW0wtbY2sjQK8YDeYTJEX4OccEelY7+ItQ1G01DUnu4vNitbW4ijtWYLG/m/cIJPzfwn1r0sS2AxhgMYx/o0nbp/BVe5tdIu4RFMAUEiy7Vt5VyytuGcLzyM4pxjJO/sn0D5ESHPi5z/ANOCf+jGrlpfHOqB9SaOCzVbUv5cUmfMJVwoUjdkls8cDBI610q3Vt/wl0h844+wqM+TJ/z0b/ZrQ3acZC52726t9lkyf/HKzjRqResGwSa3Rwtx8QdRjtkmRbBGMBn+zyBt7ESbfKHP38fr2qS98f3tvealHBHayrb20sqKUYMjIVG1vm56+g/GuuNpo51IXxANwE2Bjby4AznptxnPerG7TtzN8uW+8fssnP1+Sr9m/wDn0x28ji7zxhqsay2U5sLeYSyxtcsriPCxhgoGc7jnAOe3SrPgy6uJDLHLNJKr6dbzMXYnDlSD19cZrrGk09/vlW53c20h59fuVXSLTLV7qeBislwB5h8mXnAwB93gUuSfK4qm1cTTtaxX0ezt7/wZplvewpPC9lDujkXIPyLSW/hTSLbVWv0s4jLhREDGuIdowNvHFP8ADt1bDwvpQaYgizhyPIkP8A/2a0vtdr/z3b/vxL/8TWTo4hN2TFaRSh8PaPAzNDplrGWdXJWEDLKdwP1B5p50PSzNLKdPtjJMyvIxiGXKnIJ+hGatfa7X/nu3/fiX/wCJo+12v/Pdv+/Ev/xNT7HEdmFpGZfeGNNvURPIWFBdpdyCJFHmupyN3HrTtY/5Cugf9hB//SWetH7Xa/8APdv+/Ev/AMTWTrF1bHVNBxMSBfsT+5k4/wBGn/2aqNGu9HF9fyC0ibU/Dmm6qlyZ7aNZ7iFoWuFQeYFIwcEihfDGiLZx2p0u1aGNt4VoVxuxjd061ofa7X/nu3/fiX/4mj7Xa/8APdv+/Ev/AMTS9liErWYWkVX0TS5LV7Z9PtzBJt3x+WMNtGBkewFD6FpUkJik062aMlSVMQxleF/LtVr7Xa/892/78S//ABNH2u1/57t/34l/+JpexxHZhaRVsNIt9OvL26hLNLeyCSQtjjAwAMDpVPRrO2v/AAtHb3sCTwu0m6ORcg/vGPStb7Xa/wDPdv8AvxL/APE1leG7q2GgwBpiDuk/5YyH/lo3otV7Gu46xd9AtILbwppFtqkl+tnE0p2+WGjXEO1duF444qzB4f0i2JNvplrGWdXJWIDLKcqfwJyKufa7X/nu3/fiX/4mj7Xa/wDPdv8AvxL/APE0nSxL6MLSKo0TSxLLKNPt/MmZXkbyxl2U5BP0PNV7zwzpt2kSCBYES7W7dYkUea69N3FaX2u1/wCe7f8AfiX/AOJo+12v/Pdv+/Ev/wATSVLEJ3SYWkZ8H/I4X3/Xhb/+jJq1axYLq2/4S69PnHH2G3GfJk/56Tf7Nav2u1/57t/34l/+Jolh61/hYOLJaKi+12v/AD3b/vxL/wDE0fa7X/nu3/fiX/4mp+r1v5X9wuVktZVv/wAjhqH/AF4Wv/oy4rQ+12v/AD3b/vxL/wDE1lW91bf8JdqB844NjagHyZP+ek/+zVRw9az91/0x8rNquBudIn1bx9qkcQWGJXs5jM6MCfLySEOMHkgHnvXc/a7X/nu3/fiX/wCJo+12v/Pdv+/Ev/xNVTpV6bbUGCUkmrHIf8IVcf2FLb/6Gt6b77SkoBwV8zftJxkVmTeANYlitV8zT8wWzQbi795RJuHy+gx+Nehfa7X/AJ7t/wB+Jf8A4mj7Xa/892/78S//ABNaR+tR2i/uH725wt94I1a7kmIOnkSX0l0A0j8botmPufjVNtLubHxfpkU+nNdeTHbh3inIUugYBsFMnGTwGUeoNejfa7X/AJ7t/wB+Jf8A4mj7Xa/892/78S//ABNNfWFo4P8AEPe7EtZXiD/j1tP+v+3/APRq1ofa7X/nu3/fiX/4msrX7q2NraYmJ/063P8AqZB/y1X/AGawhh6ykvdYlF3NquB1zSJ9Z+IFzbwBY0exgDTyI3ylZSx2nGC2Md+9dz9rtf8Anu3/AH4l/wDiaPtdr/z3b/vxL/8AE1VOlXpu6gwSkuhyH/CFTtot3Afsa3kl8bqOYAn5d4baTjI6ds1nXfgHVrjS7G2Emn77aO4Qszvz5rAgj5e2K9A+12v/AD3b/vxL/wDE0fa7X/nu3/fiX/4mtF9aX2X93lYfvHD3HgvV5orhSdPJlvkuwDI+MLHsI+57A1lnRbvS/EWkW1xp/wBs+zwQq7wzFVYqzYOCnOM5wCvvnivTPtdr/wA92/78S/8AxNH2u1/57t/34l/+JqovEreD/rQPetaxLU/hX/kqml/9g68/9Chqn9rtf+e7f9+Jf/ias+E54ZPirpflSFj/AGdd9Y3X+KH1ApYWhVjWi3FhGL5j1+iiivozpOM8UXTWXjO0uUIDRaLesCV3AYltu2Rn86ik8bQW80qTWNz5ULNG1wAu1pFiEhUDOeQfzq3rttFeeP8AT7e4XdFLo94rrkjIM1t6U+/8L6feafcWyx+W0zPIH3MdsjR7N2M+mOKze5PVFS08Z21xfx2U9lc21zIVKpJtPyMjMrcHodjDHXIpdG8VtrOtrawafIlq9hFeJcMw/jLDBH/AaWDwPo0VkIHS5eTcjNObuXzcqMAB924KASNoOOT61esvDum6dcW01lFJC1tbC1jAmfBjGSAwzhsZOCckZNGn9en+YdP67/5GRN42WxtUeezuLskSSSPboFCIsxj6FjznHTr19qWbx3a29p509lPG0dwbeeJnTdERtOevzDDqeM9a1m8N6U8LRNbEoyMhHmN0aTzD3/vc1Vu/Beh3tw889rJ5kkhkkKXEibyQoIOGGR8i8dOKSt1/rX/IWv8AXp/mZ0vxG06K8uoTbTtHbl1MoZCCyuEIIzlfmIAyBnrW9oesx65p5uooZICsjRvHJjKsOvI4I9xXPWXw+hgv7l7m6820uHleSJDIhkLvuG758AqTwVCnvXU6fYRabaC3t2mdASd08zSsSf8AaYk09LA99DH8N/8AIf8AFv8A2F4//SG1p1/qWq2viizs4DZzW1yGzD5bebGAufMLbsbc8Y29+tN8N/8AIf8AFv8A2F4//SG1qxJ4W02XXpdYLXqXcyhJPLv5kRgBgAxh9v6deetLqMwLnxjqOnW2rJdvp088Eghsp0VoopJCpZkYFjnZgZIIznGAa0dP8Yx3jadZeVu1C/s0uIynMTArliDnOFbg9+RVvTfB2j6XYyWcEVxLbSDHlXV3LOqdfuiRjt6npinf8Ihoo8vbaMjRRrFG6TOrIgUqFUg5AwT06nk80aB1MY+INeGk6vP5+lltPn2R3Qt5PLuMKCUVPMzuDHZndjPbtTrjxnPHr+l6akdqjyhBfRvJ88bum5UTkc+pPqPWra/D/Q106KxVtTEEMgkiX+1bnMbAEDafMyBz0HFacvh3TJvs5mtvMktsGOZ3YyZC7QS5O5jjuSTRoI53UPHE1z4dutT8PIoFmxSUXNu0m6RRlosKw2kHgscgehrsLWb7RZwzfL+8jV/lORyM8HvWK/grRWhaGKG4t4nCh0tryWJZABt+YKw3ZHBz171uQxRwQpDCgSONQqKOigDAFGgzE8Cf8k68Of8AYKtf/RS1vVg+BP8AknXhz/sFWv8A6KWt6gAooopAFFFFABRRRQBg6r/yOWgf7t1/6Atb1YOq/wDI5aB/u3X/AKAtb1MAooopAYHjz/knHiT/ALBN1/6Jat+sDx5/yTjxJ/2Cbr/0S1b9MAooopAFFFFAHPfEH/kmfif/ALBF3/6JauhrnviD/wAkz8T/APYIu/8A0S1dDTAKKKKQBRRRQBgp/wAlEm/7BUf/AKNet6sFP+SiTf8AYKj/APRr1vUwCiiikAVHP/x7yf7h/lUlRz/8e8n+4f5UAZPg3/kQ9A/7Btv/AOilrarF8G/8iHoH/YNt/wD0UtbVMAooopAFc/4j/wCQ94T/AOwtJ/6Q3VdBXP8AiP8A5D3hP/sLSf8ApDdUwOgooopAFFFFABWD4K/5FK1/35v/AEa9b1YPgr/kUrX/AH5v/Rr0wN6iiikAUUUUAYNr/wAlE1T/ALBVn/6Nua3qwbX/AJKJqn/YKs//AEbc1vUwCiiikAVg2n/JRNX/AOwVY/8Ao27rerBtP+Siav8A9gqx/wDRt3TA3qKKKQBUD3tvHeR2rygTyDcidyP8ip6TaC2cDPrigBaKKKACsHxb/wAeOn/9hWz/APR61vVg+Lf+PHT/APsK2f8A6PWmBvUUUUgCoJry3guIoJpQss2RGp/iqekIBIJAJHSgBaKKKACsZv8AkpWk/wDYKvf/AEba1s1jN/yUrSf+wVe/+jbWmtwOqooorUo4/wARaXPqnxA0iO21a90t10u8Yy2awszDzbb5T5sbjHOeADx1qx/wiGpf9Dxr/wD35sP/AJFqv4o+2/8ACVW/9lZ+2f2JfeVt658616e/pWPqCau9nbDTh4hW3+zy+QHlfzRdZXaZCTuMf3uGJHXjpRZN2B7HQf8ACIal/wBDxr//AH5sP/kWmS+Fr2AKZvHmuRhmCrvj08ZJ6D/j261jy6X4pbbPHe6gLuae4SRfPPlIgQmPC9ACwHPXnHTimXq6lP4es9Q1nS7641G41FbhLdIvNNnGpUbePu5Vcn3Y0cq/IDe/4RDUv+h41/8A782H/wAi0f8ACIal/wBDxr//AH5sP/kWunVtyhsEZGcEcilpWQHL/wDCIal/0PGv/wDfmw/+RaP+EQ1L/oeNf/782H/yLXUUUWQHnPh7wtqEmueKlXxjrkRi1VEZkissyn7FbHc2bcjOCF4wMKOM5J1/+EduPJab/hYOteUjFGfbp+1WzjBP2brmrXh4Kdb8Zh1LL/a6ZUDOR/Z9pxXKmBW8Eazar4dvwf7SkltIPsZBAZ8qyj6A/SjS4W0OjPhe8WZIm8e64JHBKoY9PywHUgfZuaWbwve28e+fx5rkSZA3PHp4GT0HNtVXUHV/GOiXkWkX+42rie4S2IKBkwqluxBzx2rAvLbXJPCt0niLT7/Ub5bmBrLZF5myEMCCcdJMBt57n2xT5Vf+u4LVnUnwveicQnx5rglZdwTy9P3EeuPs3Ski8L3k+/yPHuuSbGKNsj087WHUHFtwaZOyH4gafcx6TeYks3We5FsdvzBdqs3sAeO1c7FHrMem6tF4W03UNNnbVGmt1eHykaExKp4PGflbHvikkv69bC/r8LnRDw9Ob02Y+IOsm6C7jBt0/eF9dv2bOKLbw9PemQWfxC1m4MTbJBEuntsb0OLbg1zd/wCHdZudWnGiPcR7le4aW6tCsyyNbhQvnl/mGccbcg55rpPAcGo20NxBcxTLZpFEImubZIZBJg71wgAKj5cE89eTTUVYDK8E+FdQn8AeH5k8Za5AsmmWzCKOKyKxgxKdo3WxOB05JPqTWhJpHk6gtjL8SNVS8bG23Y6cJDnp8v2bNangH/km3hn/ALBNr/6JWodZ0hdS8U2Uklj+4s42uZLhUG95MbUUN1yMk/lS0HYp32hvpkayal8RdXtEY4VrgadGCfQE21JJorxRwySfETWVjnUtE+zT9rgDOQfs2MY5zWbbWPiG88MXtnrltNc388kcNtJMoZYYGGA57eYq5LHu2O2K0JIYba6vHttMe+s9Bsks7aziQN5khAJAB9F2D8TTsv6/r0AlTw9PJYm9i+IOtPa7S/nomnlNo6ncLbGKkbwvepbmd/HmurEF3F2isAAPXP2asqO2eD4V6kRbzwSSyvc3MMkBi2hpA0iop/hC5A9cVHq1jrGo6lqcc0l+NFYCSz8tPNxKpQncmRuiOOFz/e6cUWV7ArGi2j7bOO7b4kaqLaU4jmJ07Y59A32bBqxD4YvLjf5PjzXn8tyj7YrD5WHY/wCi1xI0LxRbTSajtkZrhppbS3g09BGshCBQ8Tl/LVtpz82RnqK9A8Ob217X3IURm4iDBenmiJd+P/HR+FPlVhPQ57U/CuoJ4u0KM+MtcdnW5xI0VluTCL0xbY59wfbFbf8AwiGpf9Dxr/8A35sP/kWrGrf8jt4e/wB26/8AQFroKmyGcpJ4WvYSgm8ea5GXbam6PTxuPoP9G5NP/wCEQ1L/AKHjX/8AvzYf/ItM8ahVl0iZNMub2aG9jkD28BkMaA/Nz2rq6ElYOp53438K6hB8PvEMz+MdcuFj0u5YwyRWQWQCJjtO23BwenBB9CK3P+EQ1L/oeNf/AO/Nh/8AItT/ABA/5Jn4n/7BF3/6JauhosgOX/4RDUv+h41//vzYf/ItH/CIal/0PGv/APfmw/8AkWuooosgOX/4RDUv+h41/wD782H/AMi0f8IhqX/Q8a//AN+bD/5FrqKKLIDzjx54W1C3+HPiSaTxjrlwselXTtDLFZBZAIWO07bcNg9Dgg+hFb//AAiGpf8AQ8a//wB+bD/5FqX4i/8AJLvFX/YGvP8A0S9dHRZAcv8A8IhqX/Q8a/8A9+bD/wCRaP8AhENS/wCh41//AL82H/yLXUUUWQHL/wDCIal/0PGv/wDfmw/+RaP+EQ1L/oeNf/782H/yLXUUUWQHnieFdQ/4T6WL/hMtc3DTEbzfKstxHmuNv/HtjHfpn3rb/wCEQ1L/AKHjX/8AvzYf/ItWE/5KRN/2CY//AEc9dBRZAcv/AMIhqX/Q8a//AN+bD/5Fo/4RDUv+h41//vzYf/ItdRRRZAcv/wAIhqX/AEPGv/8Afmw/+RaZP4R1IW8h/wCE318/KeDDYen/AF7V1dR3H/HtL/uH+VFkBwfhHwpqE3gnQ5U8Za5Cr6dbsIo4rEqgMa/KN1sTgdOST7mtj/hENS/6HjX/APvzYf8AyLV3wT/yIHh//sGW3/opa26LIDl/+EQ1L/oeNf8A+/Nh/wDItH/CIal/0PGv/wDfmw/+Ra6iiiyA5f8A4RDUv+h41/8A782H/wAi1QvvA9zd6lpvmePNZE9nO1zGjxWO8/unjJUC3HaXqQwwTxkgjt64vXIXPxCspbPTLou1hcwSXkcB2Bn8vYC//AT9KLK40kw/sfEE03/CyNV8qBts0n/Eu2xn0Y/ZuD9alXw9O8ixp8QdZZ2TzFULp5JT+9j7N0965K30bUE1PRb99EuhY6fFDDqNv5WTPII5VLhP4wGdTn8e1TN4S1WHToriziuUuhFLNJA2CqoSQsQxhslTgqCABnocGqcUhWOok8OXMVstxJ4/1xYWKhZDHp+DuOBg/Zu5IFQ2mj/b7iSCx+JGq3M0f344TpzsnOOQLbjmnajJeSaF4cl1K3W3VNTh+0xom1QvzLGdpJwN5jOM8VT1HRtRE2sarolm1nqTyRW2n+WgUFVbcXkx1RiTn2A74pWX9fL/ADC39ff/AJFmbSVtr1bO4+JOqRXTY2wOdOEhz0wpts03RfBF1a6RDFZ+O9beEFmVooLHacsTxm3Y9T6/l0pYdGl1W/0D+0bKQCyT7ZeXFwgLyTL8qJu9AxL/APAVrX8GBv7AZv8Alk1zM0XH8G84o5UIrf8ACIal/wBDxr//AH5sP/kWj/hENS/6HjX/APvzYf8AyLXUUUrIZy//AAiGpf8AQ8a//wB+bD/5Fo/4RDUv+h41/wD782H/AMi11FFFkB55beFdQPj7UoR4y1wMumWjGURWW5gZbkbT/o2MDBIwAfmOSeMbf/CIal/0PGv/APfmw/8AkWrFr/yUjVf+wTZf+jrqtm9SWTT7hLc7ZWiYIfQ44odrAlqcomiPJI6RfEXWHdJBE6oNOJVz0UgW3BPpU3/CL3nnND/wnuueaqhmTy9PyAcgHH2bvg/lXJWema3HoS21zb6i9tBNaO7RW6Q3AkVm83YUALKBtO45PJ5q1c6Vrt7o8/21dTZI1s5ItsjCZlS5kLAkHJYR7Sc+3eq5V/XyDrY6f/hENS/6HjX/APvzYf8AyLWJa+FdQPj7VYh4y1wMumWTGURWW5gZboBT/o2MDBIwAfmOSeMegQ48iPG/G0Y3/e6d/esKz/5KRrH/AGCbD/0deUrIRX/4RDUv+h41/wD782H/AMi0j+E9QjQu/jrXlVRksYrAAD/wGrqazfECRP4fvFuLV7xDEf3Ece9nPYBe/NS9FcaV2YbeG7lIEmf4ga0sTkBZCmnhWJ6YP2bnNJc+Hp7No1u/iFrMDSttjEq6epc+gzbcmue1HSdd1bwto32bTM29lDHi0uGMUizhwC5XachVBxz/ABE9hWt4rv49bsYLOPRry4SeZ4JruK18z7OqMNxXv8xGAfbPaqsriRaOgSi6e2PxD1jz403vFjTtyr6kfZsge9OtfDlzfQCay+IGtXEROBJCmnup/EW1ctq2i6lcQyWtto9zJeRXt1cSXBG0SQOjhFD/AMR+Zfl/2faur+H9ld2Wl3qXscm57ous8sIhacbFG4xjhcY28ddue9NRQ3oSf8IhqX/Q8a//AN+bD/5FrE8U+FdQhsbAt4y1ybdqdooDxWXykzKNwxbDkdRnj1Br0Ouf8Yf8g/Tv+wtZf+j0qbICv/wiGpf9Dxr/AP35sP8A5FpD4R1FVJbxzr4A6kw2HH/krXU1V1MRHS7gXNu1zF5Z3Qom8uPQDvQ7JAlqc0fDtwLUXJ+IOtC3OMSldP2H8fs2KLnw9PZ+X9r+IOswea22PzV09d59Bm25NcxPo2uan8NdNsbTSisdpG3m2dyTDI0oYbMDByoBJ7c49K2/E2oDVdFgs10a7uTJM1rNcQ23m/Zwu3ey9zk8A+o9qbir2QWRb/4R+b7YbT/hYWsfaVTeYdun7wvrt+zZx70tr4duL6IyWPxB1q5RWKloV09wCOoyLbrWBd6PeyNPaw6RcS3Qvprn7Qy7RJA0ZCr5nXOCFx2xW18O9PvbCLUBexSkO0Wy4mgEDPhMFdg4wuPvfxZ56UJJoT0di5/wiGpf9Dxr/wD35sP/AJFrPtdDu9N+JulPceItT1If2Xetsu47ZR/rLYY/dwocfMD65Udsg9xWBd/8lI0n/sE3v/o61pWQzfooopgcjr+tWOi/ELSJtRlaJH0u8VSsbPk+bbHooPoat/8ACe+Hf+f2T/wFl/8Aiao+I7xNO8cWV5KrOkGi3rsqDkgS23SoLXxvDcX32abTLy2KzCCR5NmEdkDoODzlSPp3qbu4mzV/4T3w7/z+yf8AgLL/APE0f8J74d/5/ZP/AAFl/wDiawz8RNOjjne5tp4hBKkb4KuMvnyzlSR8xXH161PP44tLSaYXljdQ28Ehhe4YKVEgQPtwDnoevTNK7Fc1f+E98O/8/sn/AICy/wDxNH/Ce+Hf+f2T/wABZf8A4mspfG0Rka2bTbtNQJj8uzJTdIrhirA524IRup4xVWTxfeXVlqt5pEUJW109LmOO5BG190yuGx1wYgMD86d2NauyN/8A4T3w7/z+yf8AgLL/APE0f8J74d/5/ZP/AAFl/wDiat2M7XOn288gAaWJXIXoCRmp6Tk07Cucf4d8baDDrvip5LuQLNqqOh+zSnI+xWq/3eOVPWt7/hPfDv8Az+yf+Asv/wATVDw3/wAh/wAW/wDYXj/9IbWpPFWoarp1lBJoywhmkxNLNavOsaYJzsR1P60cwy3/AMJ74d/5/ZP/AAFl/wDiaP8AhPfDv/P7J/4Cy/8AxNYTeJtRGuW3721OkzQRNDItnIWunZScJJ5m1egwCD161Be+NbvUNNivfDKKlqszR3N1dWbzrHtXLDajqeD8pOeoNO7BO50n/Ce+Hf8An9k/8BZf/iaP+E98O/8AP7J/4Cy//E1iP4k1GLxBtka3OlvGptgto++7Yx7vll8zaOcgAr261n6r8RGOlJqehogsdsrfabm3eRZSgBMahCCpJyNx4BU8GlzMFdnV/wDCe+Hf+f2T/wABZf8A4mj/AIT3w7/z+yf+Asv/AMTWDpnjKbU/Ef2f93a2QdYQJLZ2aWQxK+BJuCr97GCpJx1FdhTbaFzXOR8EeN9Btvh/4egmvJFki0u2RwLaU4IiUHkLW5/wnvh3/n9k/wDAWX/4mqfgT/knXhz/ALBVr/6KWt6lzDuZv/Ce+Hf+f2T/AMBZf/iaB488ODOLyQZOT/okvP8A47VjUpbiHTZpLNo0mVcq0kbSKPcqpBP0BFcvpPjvzNOsP7Wg/wBMvbiW2j+zoVWR0kK42sSUJUbtpJxzyaFJsL6XOgPjzw4ykNeSEEYINpLz/wCO0Dx54cAAF5IAOg+yS/8AxNYQ8WXllqmsW+pC3kjs7czwiKF4mJ3YCfMx384+YAdelTx6hr9jqWi2d5LZ3ZuowLpFiKyqQuWkyDtChuMbfxoTbE3Y1v8AhPfDv/P7J/4Cy/8AxNIvjvw2udt3IMnJxaS8n/vmtOijmHc5HVPG+gP4v0KVbyQpGtzuP2aXjKLj+Gtz/hPfDv8Az+yf+Asv/wATVPVf+Ry0D/duv/QFreo5guZv/Ce+Hf8An9k/8BZf/iaP+E98O/8AP7J/4Cy//E1k+KPEWo6XPOmmJan7HYvfz/aEZvMRf4Fww2k+pz9K6WGUTW8cqggOoYA9sjNF3a4bHJ+OPG2g3Xw98RW8F3I0kul3KIDbSjJMTAclcCt3/hPfDv8Az+yf+Asv/wATVLx5/wAk48Sf9gm6/wDRLVv0cwXM3/hPfDv/AD+yf+Asv/xNH/Ce+Hf+f2T/AMBZf/ia0qKOYLmb/wAJ74d/5/ZP/AWX/wCJo/4T3w7/AM/sn/gLL/8AE1pUUcwXOO8e+NtBuvhv4lt4LuRpZtJukQG2lGSYWA5K4Fb/APwnvh3/AJ/ZP/AWX/4mqHxB/wCSZ+J/+wRd/wDolq6GjmC5m/8ACe+Hf+f2T/wFl/8AiaP+E98O/wDP7J/4Cy//ABNaVFHMFzN/4T3w7/z+yf8AgLL/APE0f8J74d/5/ZP/AAFl/wDia0qKOYLnIp430D/hYE0/2yTyzpaJn7NL181z025rc/4T3w7/AM/sn/gLL/8AE1TT/kok3/YKj/8ARr1vUcwXM3/hPfDv/P7J/wCAsv8A8TR/wnvh3/n9k/8AAWX/AOJrSoo5guZv/Ce+Hf8An9k/8BZf/iaZP498Om3kAvZMlD/y6y+n+7WrUc//AB7yf7h/lRzBc5nwh440C38D6FDLeSCSPTrdGAtpTgiNQeQtbH/Ce+Hf+f2T/wABZf8A4mq/g3/kQ9A/7Btv/wCilrao5guZv/Ce+Hf+f2T/AMBZf/iaP+E98O/8/sn/AICy/wDxNaVFHMFzN/4T3w7/AM/sn/gLL/8AE01/iF4ZjZFk1BlaRtqBraUFjgnA+Xk4BP0BrUrn/Ef/ACHvCf8A2FpP/SG6o5guXv8AhPfDv/P7J/4Cy/8AxNH/AAnvh3/n9k/8BZf/AImtKijmC5mN478NuuHu5GHobSX/AOJpf+E98O/8/sn/AICy/wDxNaVFHMFzN/4T3w5/z+yf+Akv/wATTIfiB4YeEG3v2aPoClrKR+i1q1g+Cv8AkUrX/fm/9GvRzBcuf8J74d/5/ZP/AAFl/wDiaP8AhPfDv/P7J/4Cy/8AxNaVFHMFzN/4T3w7/wA/sn/gLL/8TR/wnvh3/n9k/wDAWX/4mtKijmC5yNt430BfiBqU5vJPLfS7RFP2aXkiW5J42/7Qrc/4T3w7/wA/sn/gLL/8TVO1/wCSiap/2CrP/wBG3Nb1HMFzN/4T3w7/AM/sn/gLL/8AE0f8J74d/wCf2T/wFl/+JrSoo5guZv8Awnvh3/n9k/8AAWX/AOJrDtfG+gL8QNVnN5J5b6XZIp+zS8lZbonjb/tCuurBtP8Akomr/wDYKsf/AEbd0cwXLn/Ce+Hf+f2T/wABZf8A4mj/AIT3w7/z+yf+Asv/AMTWlRRzBczf+E98O/8AP7J/4Cy//E0Dx54cAwLyQD2tJf8A4mtKijmC5m/8J74d/wCf2T/wFl/+Jo/4T3w7/wA/sn/gLL/8TWlRRzBczf8AhPfDv/P7J/4Cy/8AxNYfirxvoE9jYCK8kJXVLRz/AKNKOBMpPVfSuurB8W/8eOn/APYVs/8A0etHMFy5/wAJ74d/5/ZP/AWX/wCJo/4T3w7/AM/sn/gLL/8AE1pUUcwXM3/hPfDv/P7J/wCAsv8A8TQPHnhwdLyQfS0l/wDia0qKOYLmb/wnvh3/AJ/ZP/AWX/4mj/hPfDv/AD+yf+Asv/xNaVFHMFzN/wCE98O/8/sn/gLL/wDE1nW/iXStX+JmlJp9w8jDS71cNC6cmS2P8QHZTXR1jN/yUrSf+wVe/wDo21oUtQudVRRRVjOS122ivPH+n29wu6KXR7xXXJGQZrb0qeTw1pUzytJbbjNKkz5kb5mVAgPX+6AMVR8VWbXXjfTHXWbzR1g0m9kkntFhYlRLbZB82NxjvwAeOtLp+iXGqRNJZ+O/ELBcZ3W1iuMjI62vpUOLbFYWLwLoESuptJZQ4UMJbmR8hQQvVuwY49PrTLbwPpaXt5cXgkuvtEpcRSTOY1BjVPuFsFsA/NjPNTXnhy6sLV7m88ea9FDGMsxgsDj8rWksfD9xqdlHd2Hj7XZ7eUZSRIbDB5x/z6+tHK9xcoq+DdHS3eMJcl2ZW+0G7lMylQQoEm7cAASAAccn1p8nhHR5NPmslhmigngS3k8m5kjZkUsQCysD1ds8855zUn/CIal/0PGv/wDfmw/+RaP+EQ1L/oeNf/782H/yLRysauti/YWUWm2ENnbGUxQrsTzZWkbHuzEk/iasVkf8IhqX/Q8a/wD9+bD/AORaP+EQ1L/oeNf/AO/Nh/8AItHK2KxV8N/8h/xb/wBheP8A9IbWtTU9Kt9Xt1hunuURTn/R7mSEntglCMj2Ncv4e8K6hJrnipV8Y65GYtVRGZIrLMp+xWx3Nm3IzgheMDCjjOSbj2KR6y2lN8RNdF6i72h+z2J2jGeT9lwOOetJxHZl+TwnpMs0LtHcBIEVIoFupBFHtXaCsYbaCB3xmmN4N0Y27QQxXFtC5BeO2u5YlfCheQrAHIAB9e9VdI07+3oZJdJ+IWvXKRkBmW3sgOfrajNRm0iXVp9NPxF1z7XbqWlj+z2PyDbu5P2XHQg9afKwS7GlP4U0q4uBLKlwQqbEi+1SiOP5duVTdtU44yADTW8IaOYTCkM0Nuz73t4bmRI3OACCgYAggDIxg/iaqaTpZ1y3afSviBr1xEjbSwt7Feeve1FOOkEXk9ofiHrX2i3j82aMR2BKL6n/AEXijlaFYvr4a0tNYOpJA4nLB9olfy94XaH2Z27toAzjOBWrXHZsvsP2z/hZeteR5hiz5FjkMBkgr9lyOOenTmtiPwnfyxrJH4615kcBlYQ2BBB7/wDHrRysLEXgT/knXhz/ALBVr/6KWt6uM8E+FdQn8AeH5k8Za5AsmmWzCKOKyKxgxKdo3WxOB05JPqTW5/wiGpf9Dxr/AP35sP8A5Fo5WOxoXtnHf2j28zSojfxQytG4+jKQRWUng7RY44k+yuxiYurvPIz7y24vuJyWJHLde3Spf+EQ1L/oeNf/AO/Nh/8AItH/AAiGpf8AQ8a//wB+bD/5Fo5WFirJ4M05rtLhXuS4lV2M9w82VDbhGN7Hau7BwPQVbfw1p7+If7a3XiXu1VOy9lWNgOgMYbaRz3FJ/wAIhqX/AEPGv/8Afmw/+RaP+EQ1L/oeNf8A+/Nh/wDItHKwsa9FZH/CIal/0PGv/wDfmw/+RaP+EQ1L/oeNf/782H/yLS5WFiDVf+Ry0D/duv8A0Ba3q43U/CuoJ4u0KM+MtcdnW5xI0VluTCL0xbY59wfbFbf/AAiGpf8AQ8a//wB+bD/5Fp8rCw/VvDmm63KkmoQyOyKUOyZ0DoTkowUjcpx0ORWoAAAAMAdBXNahpR0mSFNR+IeuW7Tttj3w2PJzjr9l4/Gr3/CIal/0PGv/APfmw/8AkWjldgsV/Hn/ACTjxJ/2Cbr/ANEtW/XGeN/CuoQfD7xDM/jHXLhY9LuWMMkVkFkAiY7TttwcHpwQfQitz/hENS/6HjX/APvzYf8AyLRysLGvRWR/wiGpf9Dxr/8A35sP/kWqsuhSw6hDYy/EHW1upwTHCYrDcwHU4+y0uVhY6GiubtNIa/vZ7Sz+IOuzTW5xKqwWOFOcdfsuOtXf+EQ1L/oeNf8A+/Nh/wDItHKwsVfiD/yTPxP/ANgi7/8ARLV0NcT488Lahb/DnxJNJ4x1y4WPSrp2hlisgsgELHadtuGwehwQfQit/wD4RDUv+h41/wD782H/AMi0+VhY16KyP+EQ1L/oeNf/AO/Nh/8AItUodIa41KXT4PiDrsl1CMyIsFidv1P2XH4UuVhY6Siue0/Q5dWtTcab8QdcuYQ7JvjisCNynBH/AB6+tWv+EQ1L/oeNf/782H/yLT5WFiBP+SiTf9gqP/0a9b1canhXUP8AhPpYv+Ey1zcNMRvN8qy3Eea42/8AHtjHfpn3rb/4RDUv+h41/wD782H/AMi0crCxr0VgX3h64020a5vvH2uwwpjLtDYd+g/49eT7VXbTgkVjI/xE1xF1BxHa74bFTKx7AG1znijlYWOnqOf/AI95P9w/yrM/4RDUv+h41/8A782H/wAi0yfwjqQt5D/wm+vn5TwYbD0/69qOVhYPBv8AyIegf9g23/8ARS1tVyHhHwpqE3gnQ5U8Za5Cr6dbsIo4rEqgMa/KN1sTgdOST7mr11octlc29vd/EHW4prp9kMbRWGZG9APstHKwsdDRXKNawJdXNs/xI1lZbVC8ymKwGwDrz9lwcZHSmw29vcLbmL4ka032l/Li/c2ILN0xg2vByQOfWjlYWOtrn/Ef/Ie8J/8AYWk/9IbqpLbwzeXcXmW3jzXpE3Fdyw2GMg4P/LrWP4g8K6hHrnhdW8Y65IZdUdVZ4rLMR+xXJ3Li3AzgFecjDHjOCDlYWO0orI/4RDUh18ca/wD9+bD/AORazGsolsZ7w/EfWTb28nlSSLFYEK/93i15PPQUuVhY6qiuR8m1MttGPiVrO66AMP7qw+bJwOfsvHPHOOang00XWPs/xE1uQtN5ACxWGS+M4/49fQZp8rEdPWD4K/5FK1/35v8A0a9T/wDCIal/0PGv/wDfmw/+RaxPB/hXUJ/C1tInjLXIAXl+SOKyKj96w/itiffrRysdjsqK5+/0C40uxkvNQ8fa7BbxDLyNDYYHOP8An1rKe40yO1tLl/ihqwhvDiCTy7DDHOOv2XjnjnvS5WFjtaK5MW0BF0V+JOst9kdY5gI7D5GY4Uf8evOTxxWr/wAIhqX/AEPGv/8Afmw/+RafKxWILX/komqf9gqz/wDRtzW9XG23hXUD4+1KEeMtcDLploxlEVluYGW5G0/6NjAwSMAH5jknjG2fCOogZPjjXwP+uNh/8i0crHY16K5WCyS5Zhb/ABD12TbMsBKwWON7dAD9lwenarcnh+4ineGXx9ryOgQtuhsABuJC8/ZcckYo5WKxv1g2n/JRNX/7BVj/AOjbup/+EQ1L/oeNf/782H/yLWJa+FdQPj7VYh4y1wMumWTGURWW5gZboBT/AKNjAwSMAH5jknjBysdjsqKyP+EQ1L/oeNf/AO/Nh/8AItRXXhq7srWS4u/Huuwwxjc7vFYAKP8AwGpcrCxuUVzLaYEWzZ/iLrQF8QLbMdhmUnpgfZaNS0z+yJIU1L4h65bvOcRhobDJ9+LXgcjnpzT5WKx01FcqbOJb6azb4j60txDGZHRorAYUdTn7Lg49qsabosmr2puNN+IGu3EQYqWWGxGD6EG1yKOVhY6KsHxb/wAeOn/9hWz/APR61P8A8IhqX/Q8a/8A9+bD/wCRaxPFPhXUIbGwLeMtcm3anaKA8Vl8pMyjcMWw5HUZ49QaOVjsdlRWR/wiGpf9Dxr/AP35sP8A5Fo/4RDUv+h41/8A782H/wAi0uVhY16K5azsF1DVJ9Ps/iHrs11b5Esa29l8uDg8/ZccH3qOKCCbW/7Ij+I2um/3MohNtZAkqMnBNpg4FPlYWOtorkmgt0snuz8SdaMCTtbsyw2LfvF6rgWuSR7VqJ4T1CSNXTxzr5VhkHybDkf+AtHKwsbNYzf8lK0n/sFXv/o21p3/AAiGpf8AQ8a//wB+bD/5FrPtdDu9N+JulPceItT1If2Xetsu47ZR/rLYY/dwocfMD65Udsgii7hY7iiiirGcZ4u09tW8QpYRxrI9xoGoRojHALGS2x+tRQeEJzNDb3FuPsEdzC/lCUgbUtwp4B6bx0q1r+tWGi/ELSJtSmMSPpd4qkRs+T5tsf4QfQ1b/wCE+8Of8/7/APgNL/8AE0Ac5p2ieItEmv72GylvdR8uRVzJGsVyS4KsfmySo6ZxjkV1vhOyfT/Ddvby2k1pKpdpEmZGdnZizMShI5JJ49aq/wDCfeHP+f8Af/wGl/8AiaP+E+8Of8/7/wDgNL/8TRfSwHR0Vzn/AAn3hz/n/f8A8Bpf/iaP+E+8Of8AP+//AIDS/wDxNK4HR0Vzn/CfeHP+f9//AAGl/wDiaP8AhPvDn/P+/wD4DS//ABNFwDwz/wAjD4w/7DEf/pBaVU1DS9Qbxa1xptncwxysGu5mul8m5QR7dojzkN0GcDp1rM8O+N9Ah13xU8l6wWbVUeM/Z5DkfYrVf7vHKmt7/hPvDn/P+/8A4DS//E0aBc5efw14judPltdJjutNt0MYtEurwSPDtVhJhgSdrAqoGTjk8VpLol8usM1lpV3aW80eb5GvFaK5HkqgRV3Ha3ygZ4+7nNa3/CfeHP8An/f/AMBpf/iaP+E+8Of8/wC//gNL/wDE07gcvdeG/Et3YvDp6XVlAkqG2iursPJGgUiRN4J4fhRydvJ4rbMWq2/i+W8tfDzm3TTTCj+fEBJJwwHXPbbkirv/AAn3hz/n/f8A8Bpf/iaP+E+8Of8AP+//AIDS/wDxNF/6+VhWX9fechc+Gdb1LTjPc6VeW19cXMk928FxCsjO0YRQh3EeWAApB5IGe9ekaZFNBpFnDdLGk8cCLIsQwgYKAQvtnpWN/wAJ94c/5/3/APAaX/4mj/hPvDn/AD/v/wCA0v8A8TRfSwdbj/AP/JNvDP8A2CbX/wBErXQVwHgjxvoFt8P/AA9BPeuskWl2yOPs8hwREoPIWtz/AIT7w5/z/v8A+A0v/wATSuM6Oiuc/wCE+8Of8/7/APgNL/8AE0f8J94c/wCf9/8AwGl/+JouB0dFc5/wn3hz/n/f/wABpf8A4mj/AIT7w5/z/v8A+A0v/wATRcDo6K5z/hPvDn/P+/8A4DS//E0f8J94c/5/3/8AAaX/AOJouA/Vv+R28Pf7t1/6AtdBXAap430B/F+hSreuUjW53n7PJxlFx/DW5/wn3hz/AJ/3/wDAaX/4mi4EPjKHUr77JY2ukSX1hK4e8aKWNXwpBCDeRwSOT6D3rqR0rnP+E+8Of8/7/wDgNL/8TR/wn3hz/n/f/wABpf8A4mndWDqO+IH/ACTPxP8A9gi7/wDRLV0Nef8AjjxvoF18PfEVvBeu0sul3KIPs8gyTEwHJWt3/hPvDn/P+/8A4DS//E0rgdHXN63Dfv4s0aez0mS4ggd/PuVkjXYGG3oSCcdeKX/hPvDn/P8Av/4DS/8AxNH/AAn3hz/n/f8A8Bpf/iaNAM7wXoWsaNetFdeelrHG6v5tz5iTuXJDoufkGDyOOT+NdpXOf8J94c/5/wB//AaX/wCJo/4T7w5/z/v/AOA0v/xNO+gB8Rf+SXeKv+wNef8Aol66OvPfHvjbQLv4b+JbeC9ZpZtJukRfs8gyxhYAZK1v/wDCfeHP+f8Af/wGl/8AiaVwOjrzm28J+JEub+0tLyaxhuHuDLcSzGWOUSSbl2IGBQhSwyMfjXR/8J94c/5/3/8AAaX/AOJo/wCE+8Of8/7/APgNL/8AE0XQ76DvBmj32iaXdWuoC2XN3I8K2yFVCHGOCTXQ1zn/AAn3hz/n/f8A8Bpf/iaP+E+8Of8AP+//AIDS/wDxNO5KSQ9P+SkTf9gmP/0c9dBXAJ430D/hYE0/21/LOlogP2eTr5rnpt963P8AhPvDn/P+/wD4DS//ABNK4w8Z6Tc6rY2BtEml+yXqTyQwTeU8ibWU7WyMEbgeo6VzknhLxTcNpN5c3ltPLbXUTCO5QvJBGspY/OHAY7doJxk4610f/CfeHP8An/f/AMBpf/iaP+E+8Of8/wC//gNL/wDE007ffcJe8rPtY6Oo7j/j2l/3D/KsD/hPvDn/AD/v/wCA0v8A8TTJ/Hvhw28gF8+Sh/5dpfT/AHaVwLfgn/kQPD//AGDLb/0UtVPFsF/NdaQ+m6TJfG3vUnlkSSNNiqCCPmIPft6VleEPHHh+38D6FDNeuskenW6MPs8hwRGoP8NbH/CfeHP+f9//AAGl/wDiaNLph0aOV1Pwjrl9HHax2aqNPupbtJmlXF3ulVxHjORkAg544FXbjwhd6v591NaNZXV5eeaP3/8Ax7xrtIyFOGYsgI6gHntit3/hPvDn/P8Av/4DS/8AxNH/AAn3hz/n/f8A8Bpf/iaNAvcl8H2mq2Ohrb61xJG22NcJ8q4HHyADGc474681H4l/5GDwh/2GJP8A0gu6T/hPvDn/AD/v/wCA0v8A8TWF4h8b6BNrnhZ471isOqu7n7PIMD7Fcr/d55YU27iPQD0PGfavPl0vWnmmuV0N4VttYW+jgaaL/SI9jIQMNgEZ3c46Vvf8J94c/wCf9/8AwGl/+Jo/4T7w5/z/AL/+A0v/AMTS0vcd9Lf12OVtvCWtxRahaSWClNYninaUTLizCybmU85JwONueTVz/hFNX07xBHf6GrQRGYr5bSK+1dycsXz8pUOCFwRhQO9b3/CfeHP+f9//AAGl/wDiaP8AhPvDn/P+/wD4DS//ABNNNLYHqdHXP+B/+RPtP+uk3/o56Z/wn3hz/n/f/wABpf8A4msPwd430C28K20U166uHlJH2eQ9ZXPZfelcDq/EkdzL4fuo7G3nuJmUBUt5Vik69VZuAR15ryufwN4pb4f2OgixmM/2hpQ6XUQjUGYOouAR+84GTt6nNei/8J94c/5/3/8AAaX/AOJo/wCE+8Of8/7/APgNL/8AE0J2dwucbrXgLWYdTl1Pw1EbaaOeNlRZVcyNhi0oEmVADNgLjgM564x6ha+cLOH7WVM+xfMKdN2Oce2awf8AhPvDn/P+/wD4DS//ABNH/CfeHP8An/f/AMBpf/iad9LC63H2v/JSNV/7BNl/6Ouq2r2Friwnhjba8kbIrehIxXDW3jfQF+IGpTm9by30u0RT9nk5IluSeNv+0K3P+E+8Of8AP+//AIDS/wDxNJ2asNOzOTt/Cuupoq2lzZXFzaQPaE2U94GMrRs3mOjZ+VSNvy5HQ8CpJfBuq3GjzxXdkJ0C2skFq0wOzy7iRygJOMhGAz0rqP8AhPvDn/P+/wD4DS//ABNH/CfeHP8An/f/AMBpf/iarm/r+vQOtzoIRiBAE8sBR8h/h9qwrP8A5KRrH/YJsP8A0deUz/hPvDn/AD/v/wCA0v8A8TWHa+N9AX4garOb1/LfS7JFP2eTkrLdE8bf9oUrgd/VHWRI2i3SwWhvJGjISAFQXP1YgVlf8J94c/5/3/8AAaX/AOJo/wCE+8Of8/7/APgNL/8AE0nZqwJ2ZjTWesnw74cgXw9M9zaXETzjz4cxLGwzzu5z1GPTmk8T6XqHifZNp1tqVhcMs1mZo5IAjRbh98SKx2nGQUAbjrzW1/wn3hz/AJ/3/wDAaX/4mj/hPvDn/P8Av/4DS/8AxNO6FZHOavoOt6ve3FtNpMixWlo1vp9wJo/LYkKWd/m3bm2hQMYAznrx03hixvIbnVb+/tfsbX9wkiW28MUCxKmSQSMkqTx2xTP+E+8Of8/7/wDgNL/8TR/wn3hz/n/f/wABpf8A4mnzAdHXP+MP+Qfp3/YWsv8A0elM/wCE+8Of8/7/APgNL/8AE1h+KvG+gT2NgIr12K6paOf9HkHAmUn+H0qbjO/ornP+E+8Of8/7/wDgNL/8TR/wn3hz/n/f/wABpf8A4mi4GdFb6jo+u3V7Y6dew2CiaSeB7lZVupHYFTGuSU5yT0HPT0uXui6nqutXl5vSy8qz+z2DEb9rvzLIQCPRVHfhvWpf+E+8Of8AP+//AIDS/wDxNH/CfeHP+f8Af/wGl/8AiaNAvrc5EeC9fslzsEqxXk7wpp0xtmAeJFWTJc8AryM55PWvSNOjuYtNto76QS3KxKJXH8TY5NYv/CfeHP8An/f/AMBpf/iaP+E+8Of8/wC//gNL/wDE076CskdHWBd/8lI0n/sE3v8A6Otaj/4T7w5/z/v/AOA0v/xNZtv4l0rV/iZpSafctKw0u9XBideTJbHuB2U0DO1ooooA4fxlfy6V4ohvreLzpbfQr6RE9SJbc1Bpviu7S2RNQt5bu6kliiWKGFUZS8QkOTvII568Vo69aw33j2wtbld8M2jXqOuSMgy2wPIq7HoenxXCzxwESK6uDvbqqbB3/u8Vm9xMxYvGkeqfaYNKjaKVI2eG4niMsbhW2sdqMG6noSM9q0vCurz654ct767WJZ2Z0cRKVGVcrnaSSucZ2kkjOKanhTTYhOIGvIFmJJSG9lRUJO4lAG+Xn0q/pmmWukWK2lgjJErMx3OXZmY5ZixJJJJJJNLSwmW6KKKQBRRRQBz3hv8A5D/i3/sLx/8ApDa1Bc65qtt4uktJmtoNPwEtle0kL3DlN2BLv2jnIxt7dan8N/8AIf8AFv8A2F4//SG1q7P4esLrVPt9x9pklByqNdSeWjYxuVN20HHcCh7gc5YeNp9P02SfxU8XnKY98NtZPCYA4O0MHdt2WG0EY5qf/hItaHiC6hnjt7a12f6FbyWchknbyVf/AFok2/eLDG3+HrWkPBeilZBcQTXZkI3vdXMkzMACACWYnAycDsTnrzUw8LaaLsXDG7kdU2osl5Kyx/LtyqlsK2O4579TVOwLQwrLxtJp+nNJ4mkjkuRKsbR2tm8BiLr8isruxJYggEcVsJqupyeJptOMNrFEbL7RAWLFt24D5+wHPQenWk/4QvRWjdbiCa5Mhy8lzcySOxxgZZmJ4BOPTqOadL4R0ybUpb6R74zSwG3b/T5gvlkYwF3YHTOQOvPWlp/Xp/mL+vxOYvfG2u2Wnys62ErJeSQJdxWsjRzKqBsrEJNw+bKFtxAxn2rvLKdrqwt53ChpYlchG3KCRng9x71iReBtGhso7VG1Dy4siMtqM7MikYKhi+QpHbpW9b28VpaxW9ugjhhQJGg6KoGAPyp6WDW5i+BP+SdeHP8AsFWv/opa3qwfAn/JOvDn/YKtf/RS1vUhhRRRSAKKKKACiiigDB1X/kctA/3br/0Ba3qwdV/5HLQP926/9AWt6mBheKNT1PSreCfTDaPmVENvNGzPOWYDahDDacZOSD06Vu1k6v4asNavLa6vGvEmtQRE9teSwYz1+4wz+Na3SjoHUwPHn/JOPEn/AGCbr/0S1b9YHjz/AJJx4k/7BN1/6Jat+gArIv8AUr618R6baJHB9jut4d2JMm5VzwOgH51r1l3/AIfstR1W01G5e7E9mcxCK7ljQH3RWCnPQ5HIpAZXhbxRPrt7L9oaKGKRWktrf7M6vsDFdxkLYftwFGM966msvTfDum6VdyXNlFIsj5A3zO6xgncQgJIUEnOBitSmHU574g/8kz8T/wDYIu//AES1dDXPfEH/AJJn4n/7BF3/AOiWroaACuKt/HiC8vp9RlhtrGEzLBCbZxJKY32EiQttOTxtC9xzXa1kQ+FtIhv5bsWxd5CxKSyM8aliCxVCSq5IBOBQtx6WIfCOt3Ou6RLcX4tVuI7iSJltW3KoB4GcnJx371u1U0/S7PSo5Y9PgWBJZGlcL3Y9TVuglX6mCn/JRJv+wVH/AOjXrerBT/kok3/YKj/9GvW9QMw/FOuTaJY232OMSXN3cC3i3RtIFJVmLFVILYCngEZ9RWHN48ZZtGt7W5sLh57iOO+kZWiCBmKYRCxKtkHqTjHvXWanpVrq9qsF4JMJIJI3ikaN0cdGVlIIP+NVB4V0UW1tD9gjK20iyxs2S29TuBLHlueTknNCt17/AIBLVab2/E16jn/495P9w/yqSo5/+PeT/cP8qQGT4N/5EPQP+wbb/wDopaXW9TvtOvtLW2jt2t7q7WCZpCdwDA/dA47dT+VJ4N/5EPQP+wbb/wDopam1jw9Za5JbPfPdg2sgki+z3ksIDDoSEYZP1p9UHRnLX/jjVLErcGGze1vLiS0tI9jB45FcIGkbdhlJJOABjHU5p9z4w1vTZSl5bWs62dyIrueCFwsgJX7oLnYcMTyWzjHet2Twbok01xJLbSP9oDAq07lULEFii5whJAOVwcirFv4b023gjiWKSRUlMxM0rSF3IxuYsSWOOmelCB2HaBqo1jS1uvMidmY7lizhPRTnqcY5ql4j/wCQ94T/AOwtJ/6Q3VaelaRZ6Nam30+No4yc4Z2c9MdSScADFZniP/kPeE/+wtJ/6Q3VGl9AOgPTjrXIv4k1cRvbeXZRX0upiwgYq7xxjYX3MMgsQFPAK5OK64jIxWAngrSEjuV/05zczLcM738zMkg6OhLZQ/THHFLqHQ5+HxtrM0V3OsNj5elSpDex+W+6dmfaTGd3yAA5wQ2enHWrVh4zvH1ZdO1aO3s5DP8AMzRsoEfGFxk/MWIG7gY5xyBWungzRI5oXS2kXyipKC4k2ylTuUyLnDkHnLZ5qxP4Y0q5nSaaBmlWQyb/ADWBYkqSGweRlV4PHyiqVuoM1qwfBX/IpWv+/N/6Net6sHwV/wAila/783/o16QF7Xbq6stDubiwMQnjXcpmjaRRzydq8tx2GK87n+JWup4K07XUi03e85iuIjBKQ+JAh5DfueDn5s46V6Tqemwatp8lndmZYpMZMMzROMHIIZSCPzrBf4ceG3sYLI2twLWEkmEXkoWYltxMg3fPzz82aI76hpYwp/iJqVlqlzY6pa21jvmQW08iNsSMk7mbn5uAMYxkt7E16JG6yRq8bBlYAqw6EetYuoeD9F1RJVvbZnMsqyl1mdWBUFQAQQQMEjA45PrWzFEkEKRQqEjjUKqjsBwBRpYXUxLX/komqf8AYKs//RtzWzczi2tJZ2GViQuQO+Bmsa1/5KJqn/YKs/8A0bc1uuiyIyOAysMEHuKTGtzhLPxvf3Fik5SOWeWe3KWUVq0ciwykgfM74fOPvAKODxVq58dSJHJPZ2Mk4T7MjWxUK8bSTPG2W3YOCvQD8TnjSXwToi2zwCK4wzIwf7XLvTYSUCtuyoBJwAcc1KPCOjCzktlt5AkiIjMJ3DnY5dTuzncGYnPWq0/r5B1NpCWRSVKkjJB7VhWn/JRNX/7BVj/6Nu63UUJGqgkhRgFjk/metYVp/wAlE1f/ALBVj/6Nu6QG9VXUprm30y4lsUiedELIJSQuR645q1Ve+sotRsZbSdpVjlXaxhlaNsezKQR+BqXe2gLc5u+1/WIvD+l6lafYS9wIxJbPG5admI+WMhht4yckN0/GpPGni1vDdrEln9ma9k/eFLhsKsQIDNwQSeQB7n2NTf8ACDaPiw2vqKnT1ZLdl1K4DKpOSCQ+T0HXPHFWX8MafdWE1rqiG/E0jOzzElhls7QeoA9M1el/mIzpdf1RPGC6Ukli0NzbySQM0Ei+WyhSMvuxJkEnCgEY6mtHwxqV9qmmyy6iIGeO4eJJrdGSOZVOA4ViSB17npTbnwjpN5cSzXK3UhkRkVTeS7Ygww3ljdhCRxlcVc0fR7XQ7EWdi9y0IOVFxcyTFeMYBckgcdOlLSwF+sHxb/x46f8A9hWz/wDR61vVg+Lf+PHT/wDsK2f/AKPWgZvUUUUgOV0bxTPqfiOS3laKC1MksNvE1s++Vo2IJEu7aehO0LkDvTtQ1nXLTX57O2Wyu0NpLPHFHC/mQFcbN53YbcSeAFPB5NW5vCOntLPNbNPbzzFyHWZysTP99kUnapbuQKIfCGmW+oXV5DJqCTXefOxqE4ViRjO3fgHHQgcdqYHNXnjbV7LRIWaaxlv/AD3S4C6fKohxGHCmLzC3OR8+7ABBxXeWczXNjBM4UNJGrEI2QCR2PesU+CdGMQUpdeZvZ2uPtkvmyFlCsGfduYEKowTjAHpW5BBHbW8cECBIo1Coo7AdBTdhElYzf8lK0n/sFXv/AKNta2axm/5KVpP/AGCr3/0ba0luM6qiiitSji/FNm11440xxrF3pCwaTeyST2qwklRLbZB82NxjvwAeOtLp+iz6pE0ln468QMFxndb2KkZGR1tfSjxfp7at4hSwjjEj3GgahGiMcAsZLbH61FB4QuDNDbTwf6AlzC/liUgbVtwp4B5G8dKLIP8Agl9/Cl/HGzv4415VUZJMVhgD/wABqgsNBn1SxivdO8fa5cW0oJSVIrAhucf8+3qKxrLwdrrz3aS3D288u9ZriRVeG6UyAgEK4cnaMDOMAkV1fgzTL/R/C8NlqggE0ckpCwKVUKZGI7n1pJKwnvYrf8IjqP8A0O2v/wDfmw/+RqP+ER1H/odtf/782H/yNXT0UWQzmP8AhEdR/wCh21//AL82H/yNR/wiOo/9Dtr/AP35sP8A5Grp6KLIDzrw94Wv5Nc8VKvjDW4zFqqIzJFZZlP2K2O5s25GcELxgYUcZyTceySPWG0pviHrgvlXe0PkWWVGM8n7Lgcc1reGf+Rh8Yf9hiP/ANILSqmoaXqDeLWuNMsrqGOVw13M1yvk3KCPbtCZyG6DOB0zmiwaFbSNOGuxSS6T8QdduUjIDMtvZAAn62vNRm1hXVp9NPxE1v7Zbruli8iy+Qbd3J+y46EGs+fw34kuNPltdJjutNt0MYtEu7wSPDtVvMwwJO1gVUDJwcnitJdFvl1hmstKvLS3mTN8r3itFcjyVQIq7jtb5QM8fdznmm0gXmP0nTDrlu0+leP9duIkbaWW3shz172oqOS0iivbi0l+IutJPbxmWVGisRtUDJP/AB684HpWddeHPEt3YvFp6XVlAkqG2iurtXkRApEiFgTw/Cjk7eTxWlcWGoanr9wNT8OT/YILR7e08q4iAcOgDkncGDH7o4wOueeCyBeZBGLSTTDqCfEbWza7/L8z7PZDLYzgD7Lk9ewrXTwpfyRq6eN9eKsAQfJsOQf+3aucuPDniCdobkQaiLaCZ/stob9RcQgxhdxkDcjcM43E4P4V6Fpcd1DpFpFqMqzXaQIs8ijAdwo3H880WVhdThvBPha/n8AeHpU8Ya3AsmmWzCKOKyKxgxKdo3W5OB05JPqTW5/wiOo/9Dtr/wD35sP/AJGqfwD/AMk28M/9gm1/9ErXQUrIZzH/AAiOo/8AQ7a//wB+bD/5Go/4RHUf+h21/wD782H/AMjV09FFkBzH/CI6j/0O2v8A/fmw/wDkaj/hEdR/6HbX/wDvzYf/ACNXT0UWQHMf8IjqP/Q7a/8A9+bD/wCRqP8AhEdR/wCh21//AL82H/yNXT0UWQHnmp+Fr9PF2hRnxhrbs63OJGistyYRemLfHPuD7Yrc/wCER1H/AKHbX/8AvzYf/I1T6t/yO3h7/duv/QFroKLIDitQ0v8AsqSFNR+IOt27Tttj3w2PJ6dfsvH41e/4RHUf+h21/wD782H/AMjU3xlDqV79ksbXSJb+wlcPePDLGr7VIIQb2HBI5PoPeupHSiysHU878b+Fr+D4feIpn8Ya3Osel3LGKSKyCyARMdp224OD04IPoRW7/wAIjqP/AEO2v/8Afmw/+Rqm+IH/ACTPxP8A9gi7/wDRLV0NFkBzH/CI6j/0O2v/APfmw/8AkaqNxpf2XUodPuPiDrcd1P8A6uNobH5vbP2XFdrXKeJdN1HUvEGlGytp/LtbmOdpWlTyCATu3J94sATjHfFFldIOjKljpf8AadzPb2PxC1uaa3OJUWGxyv52vT3q/wD8IjqP/Q7a/wD9+bD/AORqb4ch1KXxJqWoazo8ljK48mB/NjaMQqxwBtYnJ+8cgenaupp2VkHU858eeFr+3+HPiSaTxhrdwsek3TtDLFZBZAIWO07bcHB6HBB9CK3/APhEdR/6HbX/APvzYf8AyNUnxF/5Jd4q/wCwNef+iXro6VkByk/hi8toHmuPHWuRRIMs7xWACj6/ZqzpoLe3s7W7m+I+spb3eDDKYrHa4PfP2Xge5rtL9mSwmZLRrxlXIt1KgyH0+YgfnXAPYa9J4I0vQ7jw3O8DAx6giXEO8xg52qS2MN0JzkDPc5AkrgaEGmi51WTTYPiHrT3kYJaIRWORjr/y64OM1of8IjqP/Q7a/wD9+bD/AORqzdE8P6pbeOJdRuLWSKFnmZt0qNCqtjaY1B3K5wNxPBruadlZB1PPE8Lah/wn8sX/AAmGt7hpiN5vlWW4jzXG3/j3xjv0z71uf8IjqP8A0O2v/wDfmw/+RqnT/kpE3/YJj/8ARz10FKyA46TQ5YtRisJPiBrS3cylo4THYbmA6nH2aqaw2zR3Tj4kazttCBPmKxGwk4HH2XnJ4GOtbGsxXx8ZaNcWmkSXEEHmCe6WSNQoddo4LBjjrwK5290fW9ah1aW80Oa2up5oVRkni+WCOXcPKIbiQfeBYAA/ShJAbFjoFxqVml1Y+PNdmhf7rrDY/wDyLUk/hHURbyH/AITbXj8p4MNj6f8AXtV/whYXem6ALe+Rkk82Rl8xg0hUtkFyvBb1IrYuP+PaX/cP8qbSEjhPCPhXUJvBOhyp4x1yFX063YRRxWRVAY14G63JwOnJJ96vXWhyWVxb2918QNaimun2QxtHYZkb0A+zVreCf+RA8P8A/YMtv/RS1U8XQX811o76dpEl8be9SeWRJI12IoII+Zge/b0pWV0PozKa2gW6ubZviPrCy2qF5lMdiNgHU5+y9sikhgt7hbcw/EfWWFy/lxfurEFm9MfZeDyOvrWdqnhLXL6OO1js1UafdS3aztKuLsNKriMDORkAg544FXbjwheav591NaNY3N5eeaP3/wDx7xrtIJCnDMWQEdQDz2xQkuoNI1Lfw1d3cRktvHWuyJuK7lhsMZBwf+XasfxB4Wv49c8Lq3jDW5DLqjqrNFZZjP2K5O5cW4GcAjnIwx4zgjpvB9rqtloa2+tcSRnbGuE+VcDj5ABjOcd8deaj8S/8jB4Q/wCwxJ/6QXdNpCIv+ER1EdfG+vf9+bD/AORqzWs4ksZ7w/EbWDb28nlSyLHYEK/93i15PPQV3J6HjPt6158ul60801yuhSQrbawt9HbtNF/pEexkIGGwCM7ucdKVtf67jsrf12JPKtTLbRj4k6xuugDCPKsfmycD/l14545qaDTlusfZ/iHrUhabyAFiscl8Z2/8evoM1k23hLW4otQtJLBSusTxTmUSriyCybmU85JAHG3Iyfxq5/wimr6b4gjv9EVoYTMV8tpFfYu5OWL5+UqHB24IwoHemkuoM2v+ER1H/odtf/782H/yNWH4P8LahN4WtpE8Ya3CC8vyRxWRA/esP4rcn3616HXP+B/+RPtP+uk3/o56VkBn3+gT6XYyXmoePdcgt4hl5GhscDt/z7VlPc6ZHa2ly/xP1UQ3hxBJ5djhznHX7Lxzxz3rsfEkdzL4fuo7G3nuJmUBUt5Ujk69VZ+AR15ryqfwN4ob4f2OgiwmNx9oaUOl1EI1BmDqLgEfvOBk7epzQkmwtodcLaAi6K/EfWD9kdY5gI7A7GY4A/49e54rU/4RHUf+h21//vzYf/I1cjrXgPWYdTl1Pw1EbeWOeMrGsquZGwxaUCTKgBmwFxwGc9cY9QtfOFnD9rKmfYvmlOm7HOPbNOysLqcDbeFr8+P9SiHjDWwy6ZaMZRFZbmBluRtP+j4wMEjAz8xyTxjcPhHUQMnxvr2P+uNh/wDI1T2v/JSNV/7BNl/6Ouq2r2Friwnhjba8kbIrehIxSew0lc4uCzjuWYW/xC1yTbMsBKwWON7dBn7Lz07Vbk8P3EU7wy+PNdR0Clg0NiANxIXn7NjkjFc/b+FtdTRVtLiyubm0t5LQmymvFZpWjZjI6Nu+VSNuFyOh4FSS+DtVuNHniu7Lz0VbWSC1acEr5dxI5QEnGQjAZziq5V/XyDrY6T/hEdR/6HbX/wDvzYf/ACNWHa+Fr8+P9ViHjDWwy6ZZMZRFZbmBlugFP+j4wMEjAB+Y5J4x6BCMQIAnlgKPkP8AD7VhWf8AyUjWP+wTYf8Ao68pWQiD/hEdR/6HbX/+/Nh/8jU1/Cl/FGzyeONeVFGWYxWGAP8AwGrqazPEOnXeraPJZ2NzHbPIy72ljLqyA5ZSAQeRx1pND0ORY2SrZH/hZOssL8E2xSCybzQCASMWvTJAq3qWl/2Q0I1L4g63b+c22PfDY8n/AMBeOvU1mweGtcsdG06GKzkXVoEkjiu7OcRQwK0gbDoWO4YAPQ+lafiaLU/EmjfZbXTLxWaV4xIssaI21gAZFbkocZwPSnZBbUe2jOurJpjfEHWheyQmdYPLsNxjBALY+zdMkUun6HLqtu0+neP9buYlkaNnjisCAynBH/Ht2NZt34N8TSeJlvYdRsF863uY5Ln7M26IP5YVMb+QAhxjGOe5rf8ABOi6hoWm3lrqX2YBr2SSEW6FRsJ4PLGhJf16hbQZ/wAIjqP/AEO2v/8Afmw/+Rqw/FXhbUIbGwLeMNbm3anaKA8Vl8pMyjcMW45HUdvUGvQ65/xh/wAg/Tv+wtZf+j0pWQEH/CI6j/0O2v8A/fmw/wDkaornw1eWds9xc+OtejijG5mMNjwP/Aausqnq013BpNxLptoLy6VCYoC4UO3YZPFDtYEjjWS0WwgvW+JOsC3uGKRv5Vj8xHBGPsuRjvnpVq/0ltMt45774ga5FHKcRnybE7z7AWuTWUnh7V47S3uItGlaaa2vLe5hmliDCWdkfzuGK7cqRgHIGKk1LR9Yv4dLlsbe8D6bDcWKmK5EJL4jCzckZTKMMdwehFPlX9f1/V/ILI0pNIaK/hspPiDrSXU0TTRxGOwDMi9W/wCPboKNO0d9WSR9O8fa7OsT7HZYLEAH8bXn8KzL3wX4kuNTF1Ne2VzJPBOk03ksjoGiCIgO/GM56DqSe9bvgrTdV06K5TUBcQ2uyJYLe5nEzoyg+YwbJwpOML2weBmjlRI7/hEdR/6HbX/+/Nh/8jVn2uh3WnfE3SnuPEOpakP7LvW23UdsB/rLYY/dwocfMD65Udsg9vWBd/8AJSNJ/wCwTe/+jrWlZFG/RRRTA5HX9asNF+IWkTalMYUfS7xVIRmyfNtj2B9DVv8A4T7w3/0ED/4Dyf8AxNUfEd4mneOLK8lVmSDRb12VBkkCW26VBa+N4Li++zS6be2xWYQO8oTajsgdBw3dSDx074qbu4rmr/wn3hv/AKCB/wDAeT/4mj/hPvDf/QQP/gPJ/wDE1iH4iabHHO9zbXEIglSJ+UcZfPlnKkj5iuPr1qefxxZ2k0wvLK7gggkMT3DKpUSBA+3g56HrjGaV2K5qf8J94b/6CB/8B5P/AImj/hPvDf8A0ED/AOA8n/xNZS+NoDI1s2m3iX+U8uzOzfIrhirA7tuCEbqeMVTk8dKVu5rcRqn2aE2sU/ynzneVGVjnoDH+hocmhrU6H/hPvDf/AEED/wCA8n/xNH/CfeG/+ggf/AeT/wCJpvhnVJNb8L6dqU/lebdW6SSCE/IGI5A5PGa1KbbTsxJ3Vzj/AA7420CHXfFTyXxCzaqjxnyJOV+xWq5+76qa3v8AhPvDf/QQP/gPJ/8AE1Q8N/8AIf8AFv8A2F4//SG1pdR1LV7bxPaWdu1lJbXQYCPynMsYC58xm3Y254xj8aXMx3L3/CfeG/8AoIH/AMB5P/iaP+E+8N/9BA/+A8n/AMTXNW/i7UtJn1J/E0tnc2FpMlutzp9q8WJSMlSGkfPVRkdzitKfVtaHiK1tLcWfkXkDOsTRMZbbC5DyEPgjdxtAH+9Rdhc0/wDhPvDf/QQP/gPJ/wDE0f8ACfeG/wDoIH/wHk/+JrmrTxjqGmfbpPEz2l1axXYtILnT7V4g8uPmUhpHz8xCgg9c1d1HW9dtNYmt7WG0ukayknit0ifzYWVfk3tuw248YAH1NF3/AF94dbGx/wAJ94b/AOggf/AeT/4mj/hPvDf/AEED/wCA8n/xNck3jTVYLOK2lns5NUklYSMmmTBbZQgb5ofMLMeeu4DH0ruLK5S80+3uYpElSaJZFkQYVwRnIHpTuxcxzHgjxv4ftvh/4egnviskWl2yOvkSHBESgjha3P8AhPvDf/QQP/gPJ/8AE1T8Cf8AJOvDn/YKtf8A0Utb1LmHczf+E+8N/wDQQP8A4Dyf/E0f8J94b/6CB/8AAeT/AOJqxqctxDps8lm8aTKuVaWNpFX3KqQT9ARXMaR47Emm2B1aD/TLyeW3i+zoVWR0kK/dYkoSo3bSTgZ5NCk2F9Lm/wD8J94b/wCggf8AwHk/+Jo/4T7w3/0ED/4Dyf8AxNYS+LL2z1TWLfU/s0sdnbmeIQwvE2d2BH8zHzDnHzAAc9Kmj1HX7HUtFs7yWyu/tUYFyixMsqsFy0mQ20KG4xt/GhNsTdjX/wCE+8N/9BA/+A8n/wATR/wn3hv/AKCB/wDAeT/4mtKijmHc5LVPG/h9/F+hSrfEpGtzvPkScZRcfw1t/wDCfeG/+ggf/AeT/wCJqnqv/I5aB/u3X/oC1vUcwXM3/hPvDf8A0ED/AOA8n/xNH/CfeG/+ggf/AAHk/wDiayfFHiLUdLnmTS0tSLOxe/n+0IzeYi/wLhhtJ/vHI9q6WGUTQRyqCA6hgD7ii7tcL2OT8ceN/D918PfEVvBfFpZdLuURfIkGSYmAHK1u/wDCfeG/+ggf/AeT/wCJql48/wCSceJP+wTdf+iWrfo5guZv/CfeG/8AoIH/AMB5P/iaP+E+8N/9BA/+A8n/AMTWlRRzBczf+E+8N/8AQQP/AIDyf/E0f8J94b/6CB/8B5P/AImtKijmC5x3j3xtoF38N/EtvBfFpZtJukRfIkGWMLADJWt//hPvDf8A0ED/AOA8n/xNUPiD/wAkz8T/APYIu/8A0S1dDRzBczf+E+8N/wDQQP8A4Dyf/E0f8J94b/6CB/8AAeT/AOJrSoo5guZv/CfeG/8AoIH/AMB5P/iaP+E+8N/9BA/+A8n/AMTWlRRzBc5JPG/h/wD4WBNP9uPlnS0QN5EnXzXP933rb/4T7w3/ANBA/wDgPJ/8TVNP+SiTf9gqP/0a9b1HMFzN/wCE+8N/9BA/+A8n/wATR/wn3hv/AKCB/wDAeT/4mtKijmC5m/8ACfeG/wDoIH/wHk/+Jpk/j3w4beQDUDkof+XeT0/3a1ajn/495P8AcP8AKjmC5zPhDxx4ft/A+hQzXxWSPTrdGHkSHBEag/w1sf8ACfeG/wDoIH/wHk/+Jqv4N/5EPQP+wbb/APopa2qOYLmb/wAJ94b/AOggf/AeT/4mj/hPvDf/AEED/wCA8n/xNaVFHMFzN/4T7w3/ANBA/wDgPJ/8TWF4h8b+H5tc8LPHfErDqrvIfIk4H2K5XP3fVhXX1z/iP/kPeE/+wtJ/6Q3VHMFy9/wn3hv/AKCB/wDAeT/4mj/hPvDf/QQP/gPJ/wDE1pUUcwXM3/hPvDf/AEED/wCA8n/xNH/CfeG/+ggf/AeT/wCJrSoo5guZv/CfeG/+ggf/AAHk/wDiaw/B3jfw/b+FbaKa+KuHlJHkSHrK5/u111YPgr/kUrX/AH5v/Rr0cwXLn/CfeG/+ggf/AAHk/wDiaP8AhPvDf/QQP/gPJ/8AE1pUUcwXM3/hPvDf/QQP/gPJ/wDE0f8ACfeG/wDoIH/wHk/+JrSoo5guclbeN/D6/EDUpzfHy30u0RT5EnJEtyT/AA/7Qrb/AOE+8N/9BA/+A8n/AMTVO1/5KJqn/YKs/wD0bc1vUcwXM3/hPvDf/QQP/gPJ/wDE0f8ACfeG/wDoIH/wHk/+JrSoo5guZv8Awn3hv/oIH/wHk/8Aiaw7Xxv4fX4garOb4+W+l2SK3kSclZbon+H/AGh+dddWDaf8lE1f/sFWP/o27o5guXP+E+8N/wDQQP8A4Dyf/E0f8J94b/6CB/8AAeT/AOJrSoo5guZv/CfeG/8AoIH/AMB5P/iaP+E+8N/9BA/+A8n/AMTWlRRzBczf+E+8N/8AQQP/AIDyf/E0f8J94b/6CB/8B5P/AImtKijmC5m/8J94b/6CB/8AAeT/AOJrD8VeN/D89jYCK+LFdUtHP7iQcCZSf4fSuurB8W/8eOn/APYVs/8A0etHMFy5/wAJ94b/AOggf/AeT/4mj/hPvDf/AEED/wCA8n/xNaVFHMFzN/4T7w3/ANBA/wDgPJ/8TR/wn3hv/oIH/wAB5P8A4mtKijmC5m/8J94b/wCggf8AwHk/+Jo/4T7w3/0ED/4Dyf8AxNaVFHMFzN/4T7w3/wBBA/8AgPJ/8TWdb+JdJ1f4maUmn3RlYaXerjynXkyWx7gdlP5V0dYzf8lK0n/sFXv/AKNtaFLULnVUUUVYzktdtorzx9p9tcLuil0e8V1zjIM1tU8nhrSpnlaS2LGaVJn/AHjcsqBAev8AdAGKpeKLNrnxxpjjWLvSFg0m9kkntVhJKiW2yD5sbjHfgA8daXT9Fm1SJpLPxzr7hcZzb2SkZGR1tfSocW2KwkXgTQIkdTbSyq4UMJbmR8hQQvVuwY49KZb+B9MW8vLi8826FxMXWKSZzGoMap93dgtgH5sZ5qfUNCm0qxkvNQ8ea5BbxjLyNDY4H/ktS2OgXGpWUd3Y+OtdlglGUcQWIzzjvbUWe4uURfBukJAyBboyMyt9oN3IZl2ghQJN24AAkYBxyfWrNv4Z0i1QpFZIVMSREOS/yqWI698uxz1OaP8AhEtR/wCh117/AL82P/yNR/wiWo/9Drr3/fmx/wDkajlY7WLmnada6TpsFhp8QhtrdAkaA5wB9as1lf8ACJaj/wBDrr3/AH5sf/kaj/hEtR/6HXXv+/Nj/wDI1HK2KxT8N/8AIf8AFv8A2F4//SG1q0fDNh/wkT62r3i3jhVfbeSiNgowAYw23H4Vh+HvC9/JrnipV8X61GYtVRWZYrLMh+xWp3Nm3IzggcYGFHGck3pdPWDU/wCz5viDrSXe0v5Risc4Az/z7enOKOV3HYvSeF9Il09bGW18y2EjymNnYhncksx55OWJ56Uy08KadZaw2p273y3DqquDfTFGCrtGULbTwPT3qhpNtDrs00Wk/EPWrmSAAyosFkCoOcEg2vsfyp0tlHBqMlhL8QtZW6jQyNEYbHIUDJ/5deeOcUcrC1y/J4V0iXTYbCW1L20JYohkb7zZJYnOS2STk855qKHwhpkGo3V7DJqCTXQxNjUJgrfLtzt3YBAHBHSqmkWkWvNMukfELWrloMeaFgsgUz0yDa98GiS0hivZ7SX4iawk9vGZZUaKxG1QMk/8e3YUcrCxZPgvR2h2ut00hkMjXBvJfOYkbSDJu3EY4xnGK27eCK1to7e3QRxRIERF6KoGAK5WP7HLph1BPiNrRtQ/l+Z5Fly3XAH2XJ61rp4Vv5I1dPG2vFWAIPk2PIP/AG7UcrFYg8Cf8k68Of8AYKtf/RS1vVx3gnwvfz/D/wAPSp4v1uBZNMtmEUcVkVQGJTtG63JwOnJJ9Sa3P+ES1H/odde/782P/wAjUcrHYvXtnHfWj28ryorfxQytGw+jKQRWUng7RUjiX7PIxiYyK7zuz7y24vuJyWJHJ69ulT/8IlqP/Q669/35sf8A5Go/4RLUf+h117/vzY//ACNRysLFOXwZp73iXAluWcSq7efO82VDbhGN5O1d2Dgegq2/hqwfxD/bW+8S82qp2XkqxsB0BjDbSOfSl/4RLUf+h117/vzY/wDyNR/wiWo/9Drr3/fmx/8AkajlYWNWisr/AIRLUf8Aodde/wC/Nj/8jUf8IlqP/Q669/35sf8A5GpcrCxW1X/kctA/3br/ANAWt6uO1Pwvfr4u0KM+L9bZnW5xIYrLcmEXpi3xz7g/hW5/wiWo/wDQ669/35sf/kanysLBq3hzTdbmSTUIpGZUMZ2TMgkQnJRgpG5TjoeK1QAAABgDoK5zUNM/sqSFNR+IGtW7Tttj3xWPzHp/z7cVe/4RLUf+h117/vzY/wDyNRyuwWKvjz/knHiT/sE3X/olq3643xx4Xv4Ph74imfxfrU6x6XcsYpIrILIBEx2nbbg4PTgg+hFbv/CJaj/0Ouvf9+bH/wCRqOVhY1aKyv8AhEtR/wCh117/AL82P/yNVG40v7LqUOn3HxA1qO6n/wBXE0Vjlv8AyWxS5WFjo6K5ux0z+0rme3sfiBrU01ucSosVjlf/ACW/Wr//AAiWo/8AQ669/wB+bH/5Go5WFin8Qf8Akmfif/sEXf8A6Jauhri/Hnhe/t/hz4kmfxdrVwsek3TtDLFZBZAIWO07bcHB6cEH0Irf/wCES1H/AKHXXv8AvzY//I1PlYWNWisabwxeW0DzXHjnXI4kGWd4rAAD6/ZqzpoLa3s7W6m+I2sJb3ePJlMVjtfPfP2bge5pcrCx1VFc1Dpy3GqSabB8QdZe8jBLQiKxyMdf+Xb3rQ/4RLUf+h117/vzY/8AyNT5WFisn/JRJv8AsFR/+jXrerjk8L3/APwn8sX/AAl+t7hpiN5vlWW4jzXG3/j3xjv0z71uf8IlqP8A0Ouvf9+bH/5Go5WFjVorAk0SSLUIrCTx9rS3cylo4THYbmA6nH2aqaw2zR3Ug+I2sbbQgT5isRsJOB/y7c5PAx1pcrCx1dRz/wDHvJ/uH+VY1joE+pWaXVj471yaF/uusNj/API1ST+EtRFvIf8AhNNePyngw2Pp/wBe1PlYrCeDf+RD0D/sG2//AKKWtquS8I+Fr+bwRocqeMNbhV9Ot2EccVkVQGNeBm3JwPck+9XrnRJLK4t4Lrx9rUU1y+yGNo7DMjegH2ajlY7G/RXLNbW63VzbN8RtXWa1QvMpjsRsA6n/AI9u2aSGC2uFtzD8RtYYXT+XF+6sRub0/wCPbg/WjlYWOqrn/Ef/ACHvCf8A2FpP/SG6qa38N3d3EZLbxzrkibiu5YrHGQcH/l2rG8QeF7+PXPCyt4v1qQyaq6qzRWWYz9iuTuXFuBnAI5yMMeM4IOVhY7Oisr/hEtRH/M669/35sf8A5GrNazhSxnvD8RdX+z28nlyyCOxIV/7vFtyeegpcrCx09Fcp5Vr5ttH/AMLH1fddAGEeXY/Nk4H/AC7cc8c1NBpy3WPs/wAQtZkzN5ACxWPL4zt/49vQZp8rEdLWD4K/5FK1/wB+b/0a9Wf+ES1H/odde/782P8A8jVh+DvC9/N4VtpE8X63CC8vyRxWRA/euP4rcn360crHY7GisG/0GfTLGS8v/HmuQW8Qy8jxWOB2/wCfast7nTI7W0uH+J2qCG8OIJNljhznHX7NxzxzS5WFjsqK5YW1uRdFfiNq5+yOsc2I7H5GY4A/49u54rU/4RLUf+h117/vzY//ACNT5WKxWtf+Siap/wBgqz/9G3Nb1cdbeF78+P8AUoh4v1sMumWjGURWW5gZbkbT/o+MDBIwM/Mck8Y2z4S1ADJ8a69j/rjY/wDyNRysdjWorl4LSO5Zhb/EHW5NsywHbDZY3t0GfsvPSrb6BPFO8MvjvXEdApYNFYjG4kLz9m7kYo5WKxu1g2n/ACUTV/8AsFWP/o27qz/wiWo/9Drr3/fmx/8AkasO18L358f6rEPF+thl0yyYyiKy3MDLdAKf9HxgYJGAD8xyTxg5WOx2NFZX/CJaj/0Ouvf9+bH/AORqa/hW+ijZ5PG+uqijLMYrHAH/AIDUuVhY16K5MrZiG0l/4WTqxjvOYGEdiQ4zjP8Ax7dM9zV3UNEk0q1+06j4+1q2h3Km+SOwAyTgD/j27mnysVjfornLjTBaX/2K5+IWsRXPkNceU0dgG8tSAW/49umSKfpujPq9qbjTfH2t3EQYqWSGx4Pof9Go5WFjoKwfFv8Ax46f/wBhWz/9HrVn/hEtR/6HXXv+/Nj/API1Yfirwvfw2NgW8X63Lu1O0UB4rL5SZlG4YtxyOo7eoNHKx2OxorK/4RLUf+h117/vzY//ACNUVz4bu7O2e4ufHOuxxRjczGGx4H/gNS5WFjaorl/ssH9jjVf+Fi6uLEtt88x2IXdnGP8Aj2654xSavaxaDHE+r/ELW7VJQSjPBZEEDGelr7inysLHU0VzbaaEuobZ/iFrAmnhNxFGY7HLRjqwH2bpzTtM0ltZgebTPH+tXKRuUcpFY/K3oR9m46ijlYrHRVjN/wAlK0n/ALBV7/6Ntak/4RLUf+h117/vzY//ACNWdbaJdad8TdKe48QalqI/su9O26S2A/1lsMfu4kOOQfqo7ZBFF3HY7eiiirGcZ4v09tV8QpYRxiR7jQNQjRCcAsZLbHP1qKDwjcGaG2ngxYJcwv5YmwNq24U9D03jpVrXtasNF+IWkTanP5Mb6XeKp2M2T5tsewPoauf8J94a/wCgl/5Bk/8AiaAOYs/CuoxSXr6rZ3947BxJ9mnjjFz+8DIwbeGyoHGcY5Fdl4Xg1K30JE1lnM/mSFVkcO6RlyUVmHBYLgE/qetVP+E+8Nf9BL/yDJ/8TR/wn3hr/oJf+QZP/iaL6WDqdFRXO/8ACfeGv+gl/wCQZP8A4mj/AIT7w1/0Ev8AyDJ/8TSuB0VFc7/wn3hr/oJf+QZP/iaP+E+8Nf8AQS/8gyf/ABNFwE8M/wDIw+MP+wxH/wCkFpUF7FqV547tftGjSnTLP54bqOWPDysuCzgsGwo4AAOTzWR4d8beH4dd8VPJf4WbVUeM+S/zL9itVz931Uj8K3/+E+8Nf9BL/wAgyf8AxNO+tw6WMLVPDGuX2n3l1agW2sXt6ZBIsoAggQFUjyOu5evozk9qvW1tqVx4us2vdAmgsLCELayrNEy72QBmf5t3H3QMep9Kv/8ACfeGv+gl/wCQZP8A4mj/AIT7w1/0Ev8AyDJ/8TQnYHqc/qPhfXLrSXuLZfI1e8vHubhklChIgNqwZ94wFyOhJNWbiw1DU9fuBqfhy4+wQWj29p5VxEA4dMOSd4YMfujjA6k88a//AAn3hr/oJf8AkGT/AOJo/wCE+8Nf9BL/AMgyf/E0XC/U5W48Oa/O0NyLfUha28z/AGW0N8ouIQYwu4yBsEbhnG4nB/CvQtLjuodItI9RkWW7SBFnkUYDuFG4/nmsf/hPvDX/AEEv/IMn/wATR/wn3hr/AKCX/kGT/wCJo5tBWVx3gH/km3hn/sE2v/ola6CuA8EeN/D1t8P/AA9BPqG2WLS7ZHXyXOCIlBH3a3f+E+8Nf9BL/wAgyf8AxNK4zoqK53/hPvDX/QS/8gyf/E0f8J94a/6CX/kGT/4mi4HRUVzv/CfeGv8AoJf+QZP/AImj/hPvDX/QS/8AIMn/AMTRcDoqK53/AIT7w1/0Ev8AyDJ/8TR/wn3hr/oJf+QZP/iaLgO1b/kdvD3+7df+gLXQVwOqeN/Dz+L9ClXUMpGtzvPkvxlFx/DW5/wn3hr/AKCX/kGT/wCJouBB4zh1K9+yWNro8t/YSuHvHhljV9qkEIN7Dgkcn0HvXUjpXO/8J94a/wCgl/5Bk/8AiaP+E+8Nf9BL/wAgyf8AxNO6sHUX4gf8kz8T/wDYIu//AES1dDXAeOPG/h+6+HviK3g1DdLLpdyiL5LjJMTAD7tbv/CfeGv+gl/5Bk/+JpXA6KuU8S6dqOo+INKNla3Gy1uY52mMsf2cqCd25PvFgCcY74qz/wAJ94a/6CX/AJBk/wDiaP8AhPvDX/QS/wDIMn/xNO+qYdLEHhyHUZfEmo6hrGjy2MrjyYH8yNo/JVjgDaxOT945A9O1dTXO/wDCfeGv+gl/5Bk/+Jo/4T7w1/0Ev/IMn/xNF9A63E+Iv/JLvFX/AGBrz/0S9dHXnvj3xt4fu/hv4lt4L/fLNpN0iL5LjLGFgByvrXQf8J94a/6CX/kGT/4mlcDav2KafMyWjXjKuRbqVBkPoNxA/M1wElhrsngjS9DuPDdw8DAx6giTweZ5YOdikvjDdCc5Azxk5HS/8J94a/6CX/kGT/4mj/hPvDX/AEEv/IMn/wATQnZ3Ax9E0DVLbxxLqM9rJFCzzM2+VGhVWxtMag7g5wNxPBxXdVzv/CfeGv8AoJf+QZP/AImj/hPvDX/QS/8AIMn/AMTTvokHUcn/ACUib/sEx/8Ao566CuBTxv4e/wCFgTT/ANofujpaIG8l+vmucfd963P+E+8Nf9BL/wAgyf8AxNK4DNZivj4y0a4tNHluIIPME90kkahQ67RwWDHHXgVzt7o+t61Dq0t5oU1tdTzQqhSeL5YI5dw8ohuJB94FgAD9K6X/AIT7w1/0Ev8AyDJ/8TR/wn3hr/oJf+QZP/iaE7ATeELC703QBb30bI/nSMvmMrSFS2QXK8FvUiti4/49pf8AcP8AKsH/AIT7w1/0Ev8AyDJ/8TUc/j3w2beQDUeSh/5Yyen+7TuJaFvwT/yIHh//ALBlt/6KWqni6C+mu9HfTtIlvjb3qTyyRyRrsRQQR8zA9+3pWV4Q8ceHrfwPoUM2obZI9Ot0YeS5wRGoP8NbP/CfeGv+gl/5Bk/+JpaXTH0aOU1Twlrl9HHaxWSr/Z91LdrO0q4uw0quIwM5GQCDuwOBV248I3mr+fdS2j2NzeXnmjM4/wBHjXawJCnDMWQEdcHntit7/hPvDX/QS/8AIMn/AMTR/wAJ94a/6CX/AJBk/wDiaNEF7kng+11Wy0NbfWhiSM7Y1+T5VwOPk4xnOO+OvNR+Jf8AkYPCH/YYk/8ASC7o/wCE+8Nf9BL/AMgyf/E1g+IfG/h+bXPCzx6hlYdVd5D5L8D7Fcrn7vqw/Om3cD0A9Dxn2rz5dM1l5prhdClhW21hb6O3aWL/AEiPYyELhsAjO7nHSt//AIT7w1/0Ev8AyDJ/8TR/wn3hr/oJf+QZP/iaWl7hfS39djk7bwnrccOoWkmnqV1ieKcyiVcWQWTcynnJIA425GT+NXB4V1fTfEEd9oiNDCZiojaRX2LlBlt+flKh/u4IwoHeug/4T7w1/wBBL/yDJ/8AE0f8J94a/wCgl/5Bk/8AiaaaWwPU6Kuf8D/8ifaf9dJv/Rz03/hPvDX/AEEv/IMn/wATWH4O8b+HrbwrbRTahtcPLkeS56yuf7tK4HVeJEuZfD91HZW09zMygLHbypHJ1HKs/wAoI6815VP4H8UN8P7HQhp8xuPtDSh0uoRGoMwdRcgjMnAydvU16P8A8J94a/6CX/kGT/4mj/hPvDX/AEEv/IMn/wATQnZ3C5xmteA9Zg1OXU/DUJgljnjKxiRXMjYYtKBJlQAzYC44DOeuMeoWvn/Y4fte0z7F83Z03Y5x7ZrC/wCE+8Nf9BL/AMgyf/E0f8J94a/6CX/kGT/4mnfSwutx1r/yUjVf+wTZf+jrqtq9ha4sJ4Y22vJGyq3oSMVw9t438PL8QNSnOofu30u0RW8l+SJbkkfd/wBofnW5/wAJ94a/6CX/AJBk/wDiaTs1Yadnc5G38La6miraXFjc3NpbyWhNlNeKzStGzGR0bd8qkbcKSOh4FSy+D9WuNHniu7IzIq2kkFq04JXy7iRygOcZCMBnOPeup/4T7w1/0Ev/ACDJ/wDE0f8ACfeGv+gl/wCQZP8A4mq5v6/r0Drc34RiBAEMYCj5D/D7VhWf/JSNY/7BNh/6OvKb/wAJ94a/6CX/AJBk/wDiaw7Xxv4eX4garOdQ/dvpdkit5L8lZbokfd/2h+dK4HfVl+IdOu9W0aSzsLmO2eRl3tLGXVkByy4BB5HHWqP/AAn3hr/oJf8AkGT/AOJo/wCE+8Nf9BL/AMgyf/E0tAOPbwRrTaFaWOJ7e9khe2mlsjCtv5XmFlVxJubjJOUwecZrU8U6HrXirSw2neVEloHhitryIkyuGAEwIYY+UHGf7xrc/wCE+8Nf9BL/AMgyf/E0f8J94a/6CX/kGT/4mmpA3dnK654I8S3msvdpcWN151vcCRxCyMNxi2R5LnjCYHGBznrXWeGLG8hudVv761+xG/uEkS2LKxQLEqZJUkZJUnjtim/8J94a/wCgl/5Bk/8AiaP+E+8Nf9BL/wAgyf8AxNClZWC50Vc/4w/5B+nf9hay/wDR6U3/AIT7w1/0Ev8AyDJ/8TWH4q8b+Hp7GwEWobiuqWjn9y/AEykn7vpSuB31U9Wmu4NJuJdOsxe3SoTFAWCh27DJ4rJ/4T7w1/0Ev/IMn/xNH/CfeGv+gl/5Bk/+JoA5a98I65qfhOKK1iSznVppprS+RXM07sD5oMcm0Yy2Bz19hXR30V/4g0WOw+yGFGuxBcyN8u6FPvMoznDEbR+dTf8ACfeGv+gl/wCQZP8A4mj/AIT7w1/0Ev8AyDJ/8TTuBkzeGtctPGMWsQmzvYVMx8vyikip5YWOIMXxjj06kk9a0/BltexW9/c6tpk1hf3tx59x5jxsrnaFATYxwqqqjnk4zT/+E+8Nf9BL/wAgyf8AxNH/AAn3hr/oJf8AkGT/AOJoTsI6KsC7/wCSkaT/ANgm9/8AR1rTP+E+8Nf9BL/yDJ/8TWbB4l0nV/iZpSadd+cw0u9XHlsvJktj3A7KfyoGdpRRRQBw/jK/l0rxRDf28XnS2+hX0iJ6kS259qg03xXdJbKuoW813dSSxRLFDCqMpeISHJ3kEc9ePx61o6/axX3jywtbld8M2jXqOuSMgy2wPIq5HoWnw3KzxwkSK6yA7z1VNg7/AN3is3uJnOXfxFtfs8/2C0meXpbu67kkO8IThTngnocE9q6Dw7qMmp6Os1xcQzzq7RytFbtAFYH7uxmYqRx1JquPCGkiOeMJcCKckmIXMgRCW3ZQZwpzzkVo6bpltpNn9ms1YJuLszuXZ2JyWZjySfU0lsJ+RbooopAFFFFAHPeG/wDkP+Lf+wvH/wCkNrS6jqWr23ie0s7drKS2ugwEXlOZY8LnzGbdjbnjGPxpPDf/ACH/ABb/ANheP/0htatHw1Yf8JE+trJeLeOFVwt5KI2CjABj3bcfhT6h0Oft/F2paTcak/ieWzubG0mS3W50+0eLEpGSpDSPnqoyO5xWlPq2tjxFbWluLL7PeQM6xNC5ltiFyHkIfBG7jaAP96r0nhfSJdOWxltfMthK8pjZ2O53JLM3PJyxPPSmWnhTTrLWW1O3kvluHVVcG+lKMFXaMoW2ngenXmjTqHoYVn4x1DTPt8nieS0urWG6FpBc6favEHl2/MpDSPn5iFBB65FT6j4p1PTtemtmS0khNpJPFC0bxOjKu4BpCxVs+gAx6mtiTwrpEumw2EtsXtoSzKhkb7zZJYnPLZJOTznmo5fCGk3Nw8t2lxc70ZAk11I6IGGG2qWwpI7igDk5PiNf2/he9uW+wy6hGSbcPE9urKEDtujZywx0zn5u2K9DtphcWsUwKkSIGBU5ByM8VkDwdorWd1b3Fs10LpdkslzK0shXG0AMxJAA9K2YYkghSKFQkcahVUdgOgpu1hamJ4E/5J14c/7BVr/6KWt6sHwJ/wAk68Of9gq1/wDRS1vUhhRRRSAKKKKACiiigDB1X/kctA/3br/0Ba3qwdV/5HLQP926/wDQFrepgYPijUtU0q3guNLNo4MqI1vNGzSTlmA2oQwCnGTkg9Olb1ZOr+GrHWry2urt7yOa1z5TW15JDjPX7jDNa3SjoHUwPHn/ACTjxJ/2Cbr/ANEtW/WB48/5Jx4k/wCwTdf+iWrfoAK5fXfFjad4m0zSrQ2pE06pdmZsMisG2hRkckr37V1FUL3Q9N1G4huLyzjkmglWVHIwQwzjnv16UdQ6MwPCvim/1vW721vFthFEGZBHEyMmHK43FiJAQM7lAHbFddWTpfhrTdHuDNYpKG2FEEk7usSk52oCSFGewrWo6B1Oe+IP/JM/E/8A2CLv/wBEtXQ1z3xB/wCSZ+J/+wRd/wDolq6GgCK6adbWQ2aRvPj5FkYqpPuQCcVwmqeO9UsPDNjqbJZxF7N7qYvBI6Ssuf3SYb5CcfebOPQ13V3bLeWktvI8qLIpUtDI0bj6MpBB9xWNF4M0qLTIdODXr2cOQIJL2V1cH+FgW+ZfY8UluNW6jLHWNTn8UrZyi1lsprX7QoijZZLfptDsWIbdk9AMY710VZFj4ZsNO1i41K1e7Wa5YtKjXcjRE+vllto6enFa9N2JMFP+SiTf9gqP/wBGvW9WCn/JRJv+wVH/AOjXreoGY99qd9a+JtOs0igNndJLuYkmTcq5GB0A/P8ACue0fxfqurXV7ZeZp9vdJb/aFMlvIFtPmKlJQW+cgDOQVB/WulvvD1nqGsWmpXEl2Li0OYhFdyIg9corBTnocjmqtx4O0m7s7q2uftkou8CWRryXzNoO4KH3ZC57A4pDLPhrUbvVfD9veajFHHPJuz5YIVwGIDgEkgEAHBJ69a0Z/wDj3k/3D/KotPsI9NsktYJJ5ETo1xM0r/8AfTEk1LP/AMe8n+4f5U3voSZPg3/kQ9A/7Btv/wCilpdc1O+06+0pbWK3a3urtYJmkJ3AMD90Djt1J/Ck8G/8iHoH/YNt/wD0UtTax4estcktnvZLtTayCSIW93JCAw6EhCMn60dUPozlr/xxqliy3Bhs5LW8nktLOPY4eOVXCBpG3YZSSTgAYx1OadceMNb02Ux3ttazLZ3Iiu54IHCyKSv3QXOwgMTyWztwOuRuyeDNEmmuJJreR/PDAo07lULEFigzhCSAcjB4qzb+GtNt4I4hHJKqSmYmaVpC7kY3MScscdM9KEDsO0DVRrGlrdeZE7MxysWcJ6KfU4xzVLxH/wAh7wn/ANhaT/0huq0tK0iz0W1Nvp8bJGTnDOWPTA5J6ADFZviP/kPeE/8AsLSf+kN1RpfQDoK4bWvGOqaR47jsLn7JaaMwjVZZrSVmuHYH5FlDbFOQMAg5ruaxb/wlpOp6zDqV/HNPLCyvHE9w5hDjo3l525Hril1Dozhbb4keJrq3LQabZTNdWqX1t5UcjeRCZChEi7ssRgcgr16cV1XhDxgPE9xcKzQQtHGhW2BJkBx8zE9NuTgfn3qex8B6BpsV5HZ20sa3ieXJ/pDnEec7FyflXJPAwOau2HhnStM1efUrG28q5mTYxDsVA44Vc4XOBnA5wKq6E/I1qwfBX/IpWv8Avzf+jXrerB8Ff8ila/783/o16Qy9r11dWWh3Nzp5hWeNdytPG0ijnklV5bjsMV53P8S9dTwVp2upFpu6ScxXERhlIfEgQ4IP7ng5+fOOlek6np0GrafJZ3TTLHJjLQTNE4wcjDKQRWC/w48OPYQWJt7kWsRLNCt5KFmJbcTIN3z88/NmiO+oaWMKb4ialZ6pc2Op2ttYlpkFtPKjbEjydzPz83AGMYyWx2Jr0SN1kjV0YMrAEMOhHrWLqHg7RdUSVby2dzLIshdZWVgVBUAEHIGCRgccn1rZhiSCFIYVCRxqFVR2A4Ao0sLqYlr/AMlE1T/sFWf/AKNua2bmcW1rLO4ysSFyB3wM1jWv/JRNU/7BVn/6Nua3HRZI2RxuVhgg9xSY1ucLZ+N7+4sUuCsU00s9uUsobV45FhlJA+Z3w+cfeAUcGrVz46dI5J7SxkuFX7MhtioSSNpJnjbLbsHBXoB+JzxpL4J0VbZ4RHc4Zo2D/apN6bCSgVt2VAJOAOOalHhDRxZyWywSBZUjRmE7hzscup3Zzu3MTnrVaf18g6m0pLICVKkjJB7VhWn/ACUTV/8AsFWP/o27rdRdiKoJIUYyxyT+NYVp/wAlE1f/ALBVj/6Nu6QG9WPrOpX1hqWlx28VubW6uRBM8hYuMqxG0Dj+HqT+FbFZereHrPWbq0nvJLtXtH8yIQXckShvUhWAJ69fU0uqDozno/Gt3bTRXmqC0GmXiTm3WNWWWIxEYDsWIbdnsFxx1zU2neLL668CX2sSxWZvbWSZPLicmMbWIGeck4x357VrW/hTSLe9e5W2aRmDAJNI0kcYYgtsQkhckAnA7VAfBml7mjRXis3WXdaxOVVnkYMXJBzkbRj0yaelrB1OZuPH2rRaLaTr9iMsk0yvL9kkwwQAgeTv3R5yfmLELgcHIrXs/FGp3Oo28zJZjTZr37B5SqxlV9pO/fu2lcjG3b05z2q+/gnRpEG5LrzMvumF3IJJA+A4Zt2WB2rwfQVYtvCuk2mopeW8EiNG29IvObylfbt3hM7d2OM4zT0F0NisHxb/AMeOn/8AYVs//R61vVg+Lf8Ajx0//sK2f/o9aQzeqpqmow6Tpk17csBHEueTjJ7D8TVumTQRXERiuI1ljbqrjIP4UgOAk+Il3H4RS7Yad/ar3EyeUJD5SxxybWY/NknG3vySO1b3irUtZsdGivtCudOjOADHd2rzeczYCKhWRMck9c1aPhHQjp0tidOhNvK7uy45y7bmweo59Klg8P2yJGLl5Lnyro3UYdiFRuigDPRR0H41WgHN3XjLV7GOS/uIbJ7JLh7IwIjiXzUU5ffuI2lgRt25A5z2rZ8O6xqF3qF7p2sfZmuLeGG4WS1jZEKS7sLhmY5BQ8554OBU0vhPSJ7+W6mgdzMWZommcxbmXazhM7QxHGcZqzpOh2WipKLJZS0uN8k0rSOwUYUbmJOAOg7UJq2onvoaNYzf8lK0n/sFXv8A6Nta2axm/wCSlaT/ANgq9/8ARtrSW4zqqKKK1KON8T2rXHjjTHGr3WkpDpN7JJPbJCxKiW2yD5sbjHfgA8dafp+kz6pE0ll431x1XGc21iCMjI62vpUfi/T21XxClhHGJHuNA1BEQnGWMltjn61FB4SuTNDbTwEWCXML+WJsDatuFPQ9N46UAXL/AEafS7N7u/8AHOtQwJ95zb2Jx+VtUelaY2t2IvNK8eaxdW5ZkEiQWOMg4I/49uxqhoeha5pd5f3UsM8175MyqzNGIbli2YyfmLHAxjIGBkV12gaWNG0O2ss7nRd0r/35GO52/FiTQkrXBmZ/wi2o/wDQ565/34sP/kaj/hFtR/6HPXP+/Fh/8jV0lFAHN/8ACLaj/wBDnrn/AH4sP/kaj/hFtR/6HPXP+/Fh/wDI1dJRQB574e8N38mu+KlXxbrEZj1VFZlhssyH7Fanc2bcjOCBxgYUcZyTfls1g1P+z5viBq6Xewv5Rgsc4Az/AM+3pzitDwz/AMjD4w/7DEf/AKQWlQXsWo3nju1+0aNMdMs/nhuo5ItrysuCzgsGwo4AAOTzS6h0KWkxQ67NNFpPxB1e5kgAMqLb2IKg5wSDa+x/KnS20cOoSWMvxB1dbqNDI0RgschQMk/8e3pzVXVPDOuXun3l1aKLbWL28MgkWUAQQICqR5HXcv5M5ParttbajceLrM3ugTwWFhCBayrNEy72QBmf5t3H3QMHufSnZBsR6RBFrzTDSPiBq90YMeaEt7EFM9Mg2vfBpxtY11Cayb4g6stzAhkkjaGwG1RyT/x7Y4qjqPhfXbrSnubZfI1e8vHubhklChIQNqwZ94wFyOhJNO1jQ9Y1PWHls9MkjSOzmg2Xs0bwMHjAAQKdwYnqT70W/r5BYnRbZ9Ln1IfEXVBZ25xLM0NiAh9821ai+GNQdQy+NNbIIyD5Fhz/AOS1cdceB/EV74f1G2t22RuhMcOq7Zp538rYNzowAAP3c9Pyr0+xjmi0+3juihmWJVkKDClgOcDJ4/GnZWEcN4I8NX83w/8AD0qeLdYgV9LtmEUcNkVQGJflG63JwOnJJ9Sa3P8AhFtR/wChz1z/AL8WH/yNUngH/km3hn/sE2v/AKJWugpDOb/4RbUf+hz1z/vxYf8AyNR/wi2o/wDQ565/34sP/kaukooA5v8A4RbUf+hz1z/vxYf/ACNR/wAItqP/AEOeuf8Afiw/+Rq6SigDm/8AhFtR/wChz1z/AL8WH/yNR/wi2o/9Dnrn/fiw/wDkaukooA4DVPDV+vi/Qoz4t1hmdbnEhhssphF6Yt8c+4Ptitv/AIRbUf8Aoc9c/wC/Fh/8jVJq3/I7eHv926/9AWugoA47UNP/ALKkhj1Hx9q9u07bYw8NiNx6f8+1Xf8AhFtR/wChz1z/AL8WH/yNUXjOLUb37JYWujzX9hK4a8eCSJXCqQQg3svBI5I7D3rqR0otoHU8/wDHHhq/g+HviKV/FusTrHpdyxikhsgrgRMdp224OD04IPoRW5/wi2o/9Dnrn/fiw/8Akan/ABA/5Jn4n/7BF3/6JauhoA5v/hFtR/6HPXP+/Fh/8jVWutIlsbi2gu/Hmrwy3cnlwI8NgDI2M4H+jegrra43xH4b1q/8V6dqllcWkkFvcxMIpYW3QoA28g7wDnI7Z6UaXQdGJY2I1K7ntrHx/q880BxIiQ2OV5x/z7c8+lX/APhFtR/6HPXP+/Fh/wDI1ZXgrQNU0vWp7i/tpIleJlfzJEdFcyFsQAHKx85w3NdzRZWQdTzzx74bv4Phx4llk8W6xOsek3TNFJDZBZAIWO07bcHB6cEH0Irf/wCEW1H/AKHPXP8AvxYf/I1L8Rf+SXeKv+wNef8Aol66OgDmJvDl7bwvNceN9ZjjQZZ3hsAAPr9mrOmS2t7W2uZviLqiQ3YzBIYrHDj1/wCPbp712F+xTT5mW0a8ZVyLdduZD6DcQPzNeb3PhbWNR8GWdgljqGnaibKWwkZJrYxhG/56bt3y85+TDcdqXUaS6m9BYfatTl06Dx/q73cQ3PCIbHIHr/x7c1e/4RbUf+hz1z/vxYf/ACNVXSLPUT4yaXUtJmigs7c21ndCSIoy8bmbDbtzEDjHGK66nZEnAJ4av/8AhYEsX/CW6xuGlo3m+TZbiPNf5f8Aj3xjv0z71t/8ItqP/Q565/34sP8A5GqRP+SkTf8AYJj/APRz10FAzkpNHli1CKxk8eaut1MpaOExWG5gOpx9mqmi2zxXMifETVWS0/1xENidnOP+fXnn0rT1qG9fxjo89ro81xbw+YJ7pHjUKHXaOCwY468CuesdB1zRHvtR0uxvLsw2otLGwvZbfK/vM5BTGVUHI3MWPqKQ9DcstDuNSs47ux8c6zPBIMpIkNgQf/JapJ/C2oi3kP8AwmWtn5Dx5Fj6f9e1X/ClkdP8OW9u9pPayAs0iXDIXLsxLMdhK8kk4BrUuP8Aj2l/3D/Km0rknD+EPDWoS+CNDkTxdrMKvp1uwjSCyKoDGvAzbk4HuSfer2paRLo+nS3+qePNYtbWEAySyQ2AVcnH/Pt6kVp+Cf8AkQPD/wD2DLb/ANFLSeMtMXWPCd5YyWM9+smwm3tpxDI21w3yueARjP4UntoUkr6nNyXemxWVtdy/EvUkgu2Kwu0ViA5Bwf8Al2/WrHl2+Lo/8LF1Q/ZGVZ8RWB2FjgD/AI9u54rjrrwV4ymsna7tDqDXum3Omxxz3KF7JZHBRpG6PgdSMngdav6n8PdXsbkXnhuJ45Ld4gAJUdpmCndKokyoAY8Ajux64xVl/X9f1fyJ9P6/r9Dtv+EW1E/8znrn/fiw/wDkasLxD4bv49c8LK3i3WJDJqrqrNDZZjP2K5O4YtwM4BHORhjxnBHd2f2j7DB9t2G58tfO2fd345x7ZrD8S/8AIweEP+wxJ/6QXdJqzBaob/wi2oj/AJnPW/8AvxYf/I1ZzW0SWM94fiHqv2e3k8uWQRWBCv8A3eLbr7V2p6HjPtXnq6ZrLzTXCaDNCltrC30du0sP+kR7GQhcMQCM7ucdPWl1/ruPSxZxa+bbR/8ACxdU3XYBhHlWHz5OB/y7cc8c1NBZLc4+z/EDVpMzeQAsNhy/Xb/x7egzWJbeE9bjh1C0k08FdYuIp/NEq7bILJuZTzkkAZG3Iyfxq4PCur6b4gjvtERooTMVEbSK+xcoMtvz8pUOPl5GFA700l1Eze/4RbUf+hz1z/vxYf8AyNWJ4O8NX83hW2dPFusQgvL8iQ2RA/ev/etyffrXf1z/AIH/AORPtP8ArpN/6OegZTv9Fn0yyku7/wAdazBbxDLyPBYYHb/n2rLe802O2tLh/iZqKw3hxBIY7DDnOOv2bjnjmus8SJcS+H7pLO2nuZmUBY7aVI5Oo5Vn+UEdea8qn8D+KG+H9loQ02c3BuGlDpdQiNQZg6i5BGZOBk7epoWrC2h2QigIuiPiJqh+yOqT4isDsZjgD/j27nitP/hFtR/6HPXP+/Fh/wDI1cbrPgTWYNTl1Pw1C0EsdxGRGJVcyNhi0oEmVADNgKegLnrjHqNr5/2OH7Xt8/Yvm7Om7HOPbNFlYXU4W28NX5+IGpRDxbrAZdLtGMohstzAy3Pyn/R8YGCRgZ5OSeMbZ8LaiBk+M9bx/wBcLD/5GqS1/wCSkar/ANgmy/8AR11WzewtcWE8MbbXkjZVb0JGKT2GtzkIbeO5Zlt/iBrEhWZYDtgscb26DP2X2q2+iXEU7wyeOdZR0Clg0FgMBiQvP2buRiuat/C+vJoq2lxY3VzaW8loTZTXis0rRsxkdG3fKpG3CkjoeBUsvg/VrjR547uyaZFW0kgtWnBK+XcSOUBzjIRgM5x71Vl/XyDrY6f/AIRbUf8Aoc9c/wC/Fh/8jViWvhq/PxA1WIeLdYDLpdkxlENluYGW6wp/0fGBgkYAPzHJPGO8hGIEAQxgKPkP8PtWFZ/8lI1j/sE2H/o68pWAj/4RbUf+hz1z/vxYf/I1VrjSJbS6t7a58eavFPctthjaKw3OcZ4H2b2rra5rxTFeyapoz2Gjy3v2e7WaWeN418tAGGPmYE/ezx6UuqDoyommmSa6iTx/qrPZgG4AjsP3QOcbv9G46H8qWPS2m0oalH4+1drIpv8APEVht2+ufs1FrDfw+LNeuH8PT/ZLi1iSJhJDidoy+Rjfn5t4xnHQ5xWXaWusP4Ig8Ovos0F4sLysJJIyg2SKVXKkjLZOP905p2Vg6FhmtFsortviLqot5nKJIYbHBYdR/wAevHXvV19KePUoNPfx7q4u7iNpYofKsNzoOrAfZunNZV9p+utZXix6DNJDrN8ZbmKOaHzLaEIi7RuYLucr2Jxn1q5D4Y1mLxxYav5lo9qGk3hoSJYY/LCpHneQcew6knvRZC/r8TT/AOEW1H/oc9c/78WH/wAjVieKvDV/FY2BbxbrEu7VLRQHhshtJmUbhi3HI6jt6g139c/4w/5B+nf9hay/9HpQMj/4RbUf+hz1z/vxYf8AyNQfC+ogEnxnrYA6nyLD/wCRq6Ss/XLK61LRbi0sLlLaaZdoldCwA7jAI6jjrSA5dktl06O+/wCFiaqbWSQxpIsNiQzAkEDFtzgg1NqFh/ZUcL6j4+1i3Wc4jLwWPzH/AMBvcVz0fg3xFZWdmRGWkt5b5Yk06XyBH5rq0ch3Pyo2nIz0YDB5rc1mfW9U0K3sV0S4u0aUwX00bxI7ImMsgdl4dsjPYDPpVWXQB62atqbacPiBq32tU3mIw2IOOuf+PbFSadpj6skr6d471m4WJ9jlbexwD/4C1R1zQdW1jXENlZ3NrHFbzRb7iaMw4eLaCgU7g+cAk9t3qK1fBWnarp8VymoLcQ2uyJYLe5nEzo4B8xgwJ+UnbgdsHpmhJWEyX/hFtR/6HPXP+/Fh/wDI1Z1vo11p/wATNKa41/UdQH9l3p23Mdso/wBZbDH7uJDjkH1yo7ZB7WsC7/5KRpP/AGCb3/0da0hm/RRRQByOv6tFpPxC0iWa3u5w2l3i7bW3aVh+9tuSF6DjrVz/AITS0/6Betf+CyX/AArJ8ZahLpXiiG/t4vOlt9CvpET1Iltz6ioNN8V3SWyrqEE13cySxRLFBAqMpeISHPzkEc9ePx61LYjd/wCE0tP+gXrX/gsl/wAKP+E0tP8AoF61/wCCyX/CudvPiDC9ndHS7d/NjUtDLMm6NwHCsdqtuOCfunBPatrwrq1xrXh+K8vfK85ndCYUKKwViA2xiShIAO0kketLmdrhexY/4TS0/wCgXrX/AILJf8KP+E0tP+gXrX/gsl/wrRoo5mFzO/4TS0/6Betf+CyX/Cj/AITS0/6Betf+CyX/AArRoo5mFzj/AA74utYtd8VOdN1dhLqqOAunyEr/AKFargjHB+XOPQg963/+E0tP+gXrX/gsl/wrP8N/8h/xb/2F4/8A0htaXUdS1e18T2lnbtZSWt0GAi8pzLHhc+Yzbsbc8bcfjRzMLl//AITS0/6Betf+CyX/AAo/4TS0/wCgXrX/AILJf8K5m28XalpNxqT+KJbK5sbSZLdbnT7R4sSkZKkNI+eqjI7nFaU+ra2PEVtaW4svs95AzpE0LmW2IXIeQh8EbuNoA/3qOZgan/CaWn/QL1r/AMFkv+FH/CaWn/QL1r/wWS/4VzNn4x1DTPt7+KJLS6tYboWkFzp1q8QeXb8ykPI+fmIUEHrkVds9d1iTxTdWl4bWC3JYWVtJayJJNhFbPnbyh5J4C9qLsL2Nn/hNLT/oF61/4LJf8KP+E0tP+gXrX/gsl/wrnD4l12TwXcarH/ZsV5a3dzC8TRSOsvlTPGqJhgdzbQM+pzjtXYQO8lvG8qeW7ICyZztOORTbaB3Tscr4I8XWtv8AD/w9C2m6w5j0u2QtHp0jKcRKMggcj3rd/wCE0tP+gXrX/gsl/wAKpeBP+SdeHP8AsFWv/opa3qXMFzO/4TS0/wCgXrX/AILJf8KP+E0tP+gXrX/gsl/wrRoo5mFzO/4TS0/6Betf+CyX/Cj/AITS0/6Betf+CyX/AArRoo5mFzO/4TS0/wCgXrX/AILJf8KP+E0tP+gXrX/gsl/wrRoo5mFzktU8XWr+L9CkGm6wBGtzkHTpATlF6DHNbn/CaWn/AEC9a/8ABZL/AIVS1X/kctA/3br/ANAWt6jmC5nf8Jpaf9AvWv8AwWS/4Uf8Jpaf9AvWv/BZL/hVLxRqWqaVbwXGl/ZHBlRGt5o2aScswG1CGAU4JOSG6dK3qOZ2C5yPjjxda3Hw98RQrpusIZNLuUDSadIqjMTDJJHA963f+E0tP+gXrX/gsl/wqj48/wCSceJP+wTdf+iWrfo5mFzO/wCE0tP+gXrX/gsl/wAKP+E0tP8AoF61/wCCyX/CtGuV1XxVLaeK49NSSG2toTF9ommtnk3+Y2FUMrAIc92zyelCk27Bra5s/wDCaWn/AEC9a/8ABZL/AIUf8Jpaf9AvWv8AwWS/4Vk+H/Fba74iv7WM2xsYo1e1dGzJINxVmPOMZHHHT6109HMxX1scd498XWtz8N/EsC6bq6NLpN0gaTT5FVcwsMkkYA966D/hNLT/AKBetf8Agsl/wrP+IP8AyTPxP/2CLv8A9EtXQ0czHczv+E0tP+gXrX/gsl/wo/4TS0/6Betf+CyX/CrV6bkWUpsnhjn2/I86kovuQCCR7ZH1FcTL4r8QDS7K7Z9PtbfdL9qvXsJpYmRGwHVVkBQMMnJLUKTbsF9DrP8AhNLT/oF61/4LJf8ACj/hNLT/AKBetf8Agsl/wrG0jxTNqfiea1aSCKzDyRQRm2ffMyYywl3bfX5due+a6qjmdhXOSTxda/8ACwJpv7N1jB0tE2/2dJu/1rnOMdPetz/hNLT/AKBetf8Agsl/wqkn/JRJv+wVH/6Net6jmHczv+E0tP8AoF61/wCCyX/Cj/hNLT/oF61/4LJf8Ko6vqeqWGv6ZDa/ZJrW7mET25jbzsYJaQNuwAuBwVOc9RWCPGerWNhevqv2Rr3z44razjspYmjDy+WrMS7eYOQflAzjHehSbFex1n/CaWn/AEC9a/8ABZL/AIVHP4ztDbyD+y9a+4f+YbL6fSl8PahJqWjpNcXENxOrMkrRW7QAMD02MzFSPQk1oT/8e8n+4f5UczC5zPhDxfaweB9CibTdYYx6dbqWTTpWU4jUZBA5HvWz/wAJpaf9AvWv/BZL/hVbwb/yIegf9g23/wDRS0uuanfadfaUtrFbtb3V2sE7yE7gGB+6Bx26k/hRza2HfS5Y/wCE0tP+gXrX/gsl/wAKP+E0tP8AoF61/wCCyX/CuTv/ABxqliy3Bhs5LS8nktLOPY4eOVXCBpG3YZSSTgAYx1OadceMNb02Ux31tazLZ3IivJ4IHCyKSv3AXOwgMTyWztwOuQKVwd0dV/wmlp/0C9a/8Fkv+FYPiHxday654Wcabq6iLVXchtOkBb/QrlcAY5PzZx6AntW5oGqjWNLW68yF2ZjlYuiein1OMc1S8R/8h7wn/wBhaT/0huqOZiuX/wDhNLT/AKBetf8Agsl/wo/4TS0/6Betf+CyX/CtGuF1rxjqmkePI7C5NnaaMRGFlntJWe4dgfkWUNsU5AwCDmjm1sPU6n/hNLT/AKBetf8Agsl/wo/4TS0/6Betf+CyX/CvO7f4k+Jrm3LQabZTNdWqX1qYo5G8iEyFCJF3ZYjA5BUc9OK6vwh4wHie4uAWt4THGhW1BJkBx8zE9NuTgcds96eom7Gz/wAJpaf9AvWv/BZL/hWH4O8XWsHhW2jbTdYYh5eU06RhzK56gV1tYPgr/kUrX/fm/wDRr0uYdy7/AMJpaf8AQL1r/wAFkv8AhR/wmlp/0C9a/wDBZL/hRr11dWWh3Nzp7QrPGuVaeN3Qc8kqnzNx2GK88n+Jeux+C9N11I9M3STmK4iMMpEmJAhwQcQ8HPz5x0oUm3YNT0P/AITS0/6Betf+CyX/AAo/4TS0/wCgXrX/AILJf8K4qb4ialZ6ndWOp2ttYlpkFrPKrBEjydzPz83AGMYyWx2Jr0RHWSNXRgysAQw6EetF3a4r6nKW3i61HxA1Kb+zdYw2l2iBRp0m4YluTkjHA56+x9K3P+E0tP8AoF61/wCCyX/CqVr/AMlE1T/sFWf/AKNua2bmdba1lncErEhcgd8DNJysPVlP/hNLT/oF61/4LJf8KP8AhNLT/oF61/4LJf8ACuUs/G9/cWK3DCKaWW4tyllDaPHIsMpIHzO+Hzj7wCjg1aufHTpHJPaWMlwq/ZlNqVCSRtJM8bZbdg4K9AOvc54q7/r+vML62Oh/4TS0/wCgXrX/AILJf8Kw7Xxfar8QNVm/s3WCH0uyQKNOk3DEt0ckY4HzcHvg+ldYpLICVKkjJB6isK0/5KJq/wD2CrH/ANG3dLmYXLv/AAmlp/0C9a/8Fkv+FH/CaWn/AEC9a/8ABZL/AIVo1j6xqV9YalpUdvFbm1urkQTPIWLjKsRtA4/h6k/hRzBcn/4TS0/6Betf+CyX/Cj/AITS0/6Betf+CyX/AArkD461VdR1WMQ2bx2sE0kSGN0KFHCj5y2Jc5J+ULjGOc1pWHijUbjwTd6oY4J7q3dkUxwPGrAEfM0ZYsuM5K5zx70cztcL2djd/wCE0tP+gXrX/gsl/wAKP+E0tP8AoF61/wCCyX/CuHl+Iuopp4kRrEiGSZZr77LL5MxjCEIibsozBzySQNp610Vtr2qTeItNhAtJLHULczGFI2E1soUEO77sEEnbjaPqcU7sVzW/4TS0/wCgXrX/AILJf8Kw/FXi61msbALpusLt1S0f59OkGcTKcdOvtXW1g+Lf+PHT/wDsK2f/AKPWlzDuXf8AhNLT/oF61/4LJf8ACj/hNLT/AKBetf8Agsl/wrRqvfi7NjKNOlghudv7uS4jMkan1KhlJH4ilzBcrf8ACaWn/QL1r/wWS/4Uf8Jpaf8AQL1r/wAFkv8AhXJtr3i4+ERqsd3oolFw8aZ0+YrcruCx7V8/KknPUtwR0rW8R6vrOmRac1s9pbo6s19cTWck6R4C8AI6lc5PJJ6U+Zhc1v8AhNLT/oF61/4LJf8ACj/hNLT/AKBetf8Agsl/wrnYPF2o3HjQ6ZELOS1LMiL5bqWxGHD+duKnJONm3I65rb8Mapeatpc02oxwRzxXc8BWDO3CSFR15PAp3drhcn/4TS0/6Betf+CyX/Cs2DX4NU+JmlJFZ6hAf7LvVzc2jxDmS2PUjp8v5ketdHWM3/JStJ/7BV7/AOjbWkpBc6qiiirGcjr9rFfePLC1uV3QzaNeo6g4yDLbA81cj0LT4blZ44SJFdZAd56qmwd/7vFU9f06bUfiDpEdtqd1prLpd4xltUhZmHm23B82NxjnPAB96t/8IvqP/Q463/34sf8A5GqXG4iofB2k7ZkC3KxyNvEa3MgWNt27KDPynPPFaWm6ZbaTafZ7MPtLtIzSOXZ2Y5LFjySag/4RfUf+hx1v/vxY/wDyNR/wi+o/9Djrf/fix/8AkalysLGlRWb/AMIvqP8A0OOt/wDfix/+RqoXtkNOaZb3x5q8JgRHk3Q2PAckL/y7dyp/KjlCx0NFZFroN1fWsdzaeNtYmhlXcjpDYkMP/Aapf+EX1H/ocdb/AO/Fj/8AI1HKwsUPDf8AyH/Fv/YXj/8ASG1q0fDVj/wkT62sl4t44VWC3kgjYKMAGPdtx+HWsbw74bv5Nd8VKvivWIzHqqKzLDZ5kP2K1O45tyM4IHGBhRxnJOo2kumofYW8d6sLryzJ5PlWG7aOpx9m6UcuoWJZPC2ky6ctjLbeZbCV5ijOx3O5JZm55OWJ56Uy08KafZay2p28t8Lh1VXBvZSjBV2jKFtp4Hp15qLTdP8A7XEp03x5q9x5LbJAkNjlT7j7NTm0xlv3sm8eaqLqOIzPF5VhuVB/ER9m6cijlYWuSyeFdIl0yHT5bYtbQlmVDI33mySxOeWyScnnPNKnhmwW/N4z3ckwVlj8y7kYRZGCUBOFOO4qDTdOOsRSSaZ481e5WN9jlIbH5W9D/o1QxwRTarPpsfxA1Zry3BM0Xk2OY+AeT9mx0Io5WFhi/D/Rks0tkl1NUjuGulI1KfcJGJLNndnkkn6nNdLFGIoUjUswRQoLsWJx6k8k+9czJ9ki05L9/iJqYtHkaJZvKsSpZSVYZ+zdiCPwrVXwxfuoZfGWtFSMgiCx5/8AJajlYW1KngT/AJJ14c/7BVr/AOilrerkfBHhu/m+H/h6VPFmsQq+l2zCKOGyKoDEvyjdbk4HTkk+pNbn/CL6j/0OOt/9+LH/AORqOULGlRWPd6Fc2NrJc3fjbWYoYxlnaCxwB/4DU2w0abVLJLvT/HOsXFvJnbIkNiQcHB/5dvWjlYWNqiuetLJb64uILTx9q0str/rkENjlPf8A49unvUFoIL2a1hg8f6v515GJYI2gslZ1IyDg23pzRysLHUUVm/8ACL6j/wBDjrf/AH4sf/kaj/hF9R/6HHW/+/Fj/wDI1HKFinqv/I5aB/u3X/oC1vVyOqeG79fF+hIfFmsMzrc4cw2WUwi9MW+OfcH8K3P+EX1H/ocdb/78WP8A8jUcoWI9X8N2OtXltdXcl5HNa58pra7khxnr9wjNa3Suf1GxGktEupePdWtjMcIJIrEZ/wDJar3/AAi+of8AQ463/wB+LH/5Go5XYLFLx5/yTjxJ/wBgm6/9EtW/XIeOPDd/D8PfEUr+LNYnVNLuWMUkNkFcCJjtO23BwenBB9CK3f8AhF9R/wChx1v/AL8WP/yNRyhY0qyr3w3puoakl9dRSNKuwlRKwSTYcruUHDYPIzT/APhF9R/6HHW/+/Fj/wDI1H/CL6j/ANDjrf8A34sf/kajlYWH2uh6bY6g97Z2kcM8kYjZkXHyg5xjpV+s3/hF9R/6HHW/+/Fj/wDI1H/CL6j/ANDjrf8A34sf/kajlYWKHxB/5Jn4n/7BF3/6JauhrjvHvhy/g+G/iWV/FesTrHpN0xikhswsgELHadtuDg9OCD6EVv8A/CL6j/0OOt/9+LH/AORqOULE2q6Xba1pU+n33mfZ7hdsgilaNiP95SCKzX8HabLp0dhNNqEtqgKmKS/mYSKf4Xy3zLx0PGOKuf8ACL6j/wBDjrf/AH4sf/kaj/hF9R/6HHW/+/Fj/wDI1HK0Fhlr4b02z1VtQgikExLMqmViiFgAxVM4BOBkgVq1m/8ACL6j/wBDjrf/AH4sf/kaj/hF9R/6HHW/+/Fj/wDI1HKwsU0/5KJN/wBgqP8A9GvW9XIp4bv/APhYE0X/AAlmsbv7LRvN8my3Eea/y/8AHvjHfpn3rc/4RfUf+hx1v/vxY/8AyNRyhYiufDVjda9HrDyXiXaKFHlXkiIVBzgoG2kevHNQt4O0mRLgTi6nefbmWa6kd02tuXYxOVw3IxVv/hF9R/6HHW/+/Fj/API1H/CL6j/0OOt/9+LH/wCRqOVhYsadpttpVp9ntFYJuLszuXZ2PUljyTU0/wDx7yf7h/lVH/hF9R/6HHW/+/Fj/wDI1Mn8L6gLeQ/8JjrR+U8eRY+n/XtRysViLwb/AMiHoH/YNt//AEUtTax4es9cktnvZLtTayCSIW91JCAw6EhSMn61k+EPDV/L4H0KRPFmsQq+nW7CNIbIqgMa8DNuTge5J962P+EX1H/ocdb/AO/Fj/8AI1HLrcdinJ4M0Waa4ea3kfzw2Uad9sZYgsyDOEJIByMHirFv4a023gjiEckqpKZiZpWcu5GNzEnLH0z0qT/hF9R/6HHW/wDvxY//ACNR/wAIvqP/AEOOt/8Afix/+RqOVhYk0rSLPRbU2+noyRk5+Zyx6YHJ7ADFZviP/kPeE/8AsLSf+kN1V7/hF9R/6HHW/wDvxY//ACNWF4h8N38eueFlbxXrEhk1V1Vmhs8xn7FcncMW4GcAjnIwx4zgg5WFjr6xb/wlpWqazDqWoRzTywsrxxPcOYQ46N5eduR64qx/wi+o/wDQ463/AN+LH/5Go/4RfUf+hx1v/vxY/wDyNRyhYzrDwHoOmxXkdnbzIt4nlyZuHOI852Lk/KuSeBjrV2w8MaVperz6lY23lXEybGw5KqOMhVzhc4GcegqT/hF9R/6HHW/+/Fj/API1H/CL6j/0OOt/9+LH/wCRqOVha5pVg+Cv+RStf9+b/wBGvVz/AIRfUf8Aocdb/wC/Fj/8jVh+DvDd/N4VtnTxZrEILy/IkNkQP3r/AN63J9+tHKFjo9T06HVtPks7lpkjkxloJmicYORhlIIrAf4ceHH0+CxMFyLWIlmhW7lCzEtuJkG75+eec1sf8IvqP/Q463/34sf/AJGo/wCEX1H/AKHHW/8AvxY//I1HK0BU1Dwdo2qJKLy3djLIshdZWVlKgqACDkDBIwOOTW1DEkECQwqFjjUKqjsAMAVQ/wCEX1H/AKHHW/8AvxY//I1H/CL6j/0OOt/9+LH/AORqOVhYp2v/ACUTVP8AsFWf/o25rcdFkjZHG5WGCD3FcnbeG78/EDUoh4s1gMul2jGUQ2W5gZbn5T/o+MDBPAzyck8Y3P8AhF9R/wChx1v/AL8WP/yNRyhYor4J0ZbZ4Qlz8zRsH+1Sb02ElArZyoBJwBxzUo8IaOLOS3WGQLKkaMwmfedjl1O7Od25ic9as/8ACL6j/wBDjrf/AH4sf/kaj/hF9R/6HHW/+/Fj/wDI1HKwsaKLsRVBJCjGWOSfxrCtP+Siav8A9gqx/wDRt3Vz/hF9R/6HHW/+/Fj/API1Ydr4bvz8QNViHizWAy6XZMZRDZbmBlusKf8AR8YGCRgA/Mck8YOVhY66svVvD1nrN1aT3kl2rWj+ZEILuSJd3qQpAJ69fU07/hF9R/6HHW/+/Fj/API1H/CL6j/0OOt/9+LH/wCRqOULFI+CtFZpC8Mzq6uqo1w5WLcQzbBn5SSAePSlh8J2sE7NDd3yRvHIHVbl90juVzIz5yWAQAegz61c/wCEX1H/AKHHW/8AvxY//I1H/CL6j/0OOt/9+LH/AORqOVhYgbwrprWcdrm6EKMzuq3Ug84sQT5nPz5x3zRbeF9PtNdk1a2a7juJcb0F3J5TYGAPLztwB7VP/wAIvqP/AEOOt/8Afix/+RqP+EX1H/ocdb/78WP/AMjUcrCxpVg+Lf8Ajx0//sK2f/o9auf8IvqP/Q463/34sf8A5GrD8VeG7+KxsC3izWJd2qWigPDZDaTMo3DFuOR19PUGjlCx11R3ECXVtJBLnZIpRtrEHB46jpVH/hF9R/6HHW/+/Fj/API1H/CL6j/0OOt/9+LH/wCRqOULEjaNYtBZQmH91YurwIGOFKjAyO+M9+9Up/DFvexOmoXd5OJJpJGVbl41YMR8hVTgqAAMH39TVn/hF9R/6HHW/wDvxY//ACNR/wAIvqP/AEOOt/8Afix/+RqOVhYrx+FNKhvvtMSTId5kWNbhxGjldpdUzgNjuKn0TQLPw/BNFYPdMk0plf7RcvN8xOSRvJxknJxS/wDCL6j/ANDjrf8A34sf/kaj/hF9R/6HHW/+/Fj/API1HKwsaVYzf8lK0n/sFXv/AKNtan/4RfUf+hx1v/vxY/8AyNWdb6PdWHxM0prjXtQ1Af2Xenbcx2yj/WWwx+7iQ45B+qjtkEUQsdpRRRVjOR8TW0154rt7e1z50uh36phtpyZbXv2rMh8Iajp+pTXOnwMNl5G9uHuTtERgUSjrwDJnPr1rT1/VotJ+IWkSzW93OG0u8Xba27TMP3ttyQoOBx1q3/wmtn/0DNb/APBXN/8AE0AcZH4W8Vvb3a29u1g8skUqbZVVVIV/OUAM338hcnnnPapf7G1rUNT1P+yrO4srmO6dUvZLn5Vj+zoPKAzn73cDHfNdd/wmtn/0DNb/APBXN/8AE0f8JpZDppetf+Cub/4mi+v9eX+RNv6+/wDzOYj8N6sFkddKnj0syQmXSTcIXnZVfzHB37QCWTgnnZmmv4T137CBcQzSHy7UEwTr58YSWZtqMxxuVXQZPXmup/4TWz/6Bmt/+Cub/wCJo/4TWz/6Bmt/+Cub/wCJouUtC34UsrrTvC9laX8YiniUgqCCQNxxuI4LYxnHGc4rYrnP+E1s/wDoGa3/AOCub/4mj/hNbP8A6Bmt/wDgrm/+Jobu7iWisHhn/kYfGH/YYj/9ILSo9Qivh47s7m20Saa2jt5Elu1eIKSwGBgtu4246d6xfDvi60i13xU507WGE2qo4C6dKSo+xWq4Ixwflzg9iD3re/4TWz/6Bmt/+Cub/wCJpaDOTufDXiS8k1K406C6sZbqSJo5by4jMqFFYOuYyRsIIUDqCSa3BbajB4wtbu38Oz/Z4dMeB5POhwznYQv3snG3bkj9K0P+E1s/+gZrf/grm/8AiaP+E1s/+gZrf/grm/8Aiad7bf1pYLnKSaH4k1TT57hdMuNM1e5uhPcyNPEEaMJt8lNjtwVAXccHJLcdBt2um6hb+JHmsdLvLazffJeRzXMckdydgCiNdxweB12jg1of8JrZ/wDQM1v/AMFc3/xNH/Ca2f8A0DNb/wDBXN/8TRddAOXhstfj8G3GknwxdBbzULpp1Wa33pbyyvJ8v7zGdrBevHPWvRrRQlnCixNCFjUCNiCU46HHHFYP/Ca2f/QM1v8A8Fc3/wATR/wmtn/0DNb/APBXN/8AE0cwN3d/61H+Af8Akm3hn/sE2v8A6JWugrgPBHi+0t/h/wCHoW07WHaPS7ZC0emyspxEoyCBgj3rc/4TWz/6Bmt/+Cub/wCJouBr6sZRpc32eCa4kxgJbuqyfVS3GR71wFn4W8QQW2miKCSKKG7mnuInnXzJ4Xm3hHKnBfJ3Ejg4x3rqP+E1s/8AoGa3/wCCub/4mj/hNbP/AKBmt/8Agrm/+JoTs7g9VY5y/wBO1ibWr2RLG7totSjFgTcSRuUBkyxj2H5U2buvOStbN3aXsvjLToDokp0mwAaC5heLb5m0rlgWDAKOAADnPtVr/hNbP/oGa3/4K5v/AImj/hNbP/oGa3/4K5v/AImhO1gep0dFc5/wmtn/ANAzW/8AwVzf/E0f8JrZ/wDQM1v/AMFc3/xNFwH6t/yO3h7/AHbr/wBAWugrgdU8X2j+L9ClGnawBGtzkHTZQTlF6DHNbf8Awmtn/wBAzW//AAVzf/E0XAz/ABloup313cnT7IXiX2mS2GS6qIHY8O2SPl57ZPFdfbxmG2iiLbiiBSx74HWsD/hNbP8A6Bmt/wDgrm/+Jo/4TWz/AOgZrf8A4K5v/iaL6WB6/wBf12HfED/kmfif/sEXf/olq6GvP/HHi+0uPh74ihXTtYRpNLuUDSabKqjMTDJJGAPet3/hNbP/AKBmt/8Agrm/+JouB0dFc5/wmtn/ANAzW/8AwVzf/E0f8JrZ/wDQM1v/AMFc3/xNFwOjornP+E1s/wDoGa3/AOCub/4mj/hNbP8A6Bmt/wDgrm/+JouAfEX/AJJd4q/7A15/6Jeujrz3x74utLn4b+JYE07V0aXSbpA0mnSqoJhYZJIwB71v/wDCa2f/AEDNb/8ABXN/8TRcDo6K5z/hNbP/AKBmt/8Agrm/+Jo/4TWz/wCgZrf/AIK5v/iaLgdHRXOf8JrZ/wDQM1v/AMFc3/xNH/Ca2f8A0DNb/wDBXN/8TRcB6f8AJSJv+wTH/wCjnroK4BPF9p/wsCab+ztYwdLRNv8AZsu7/Wuc4xnHvW5/wmtn/wBAzW//AAVzf/E0XA6Oiuc/4TWz/wCgZrf/AIK5v/iaP+E1s/8AoGa3/wCCub/4mi4HR1Hcf8e0v+4f5Vgf8JrZ/wDQM1v/AMFc3/xNMn8aWZt5B/ZmtfdP/MLm9P8AdouBb8E/8iB4f/7Blt/6KWtuuE8IeMLSDwPoUTadrDGPTrdSyabKynEajIIHI962P+E1s/8AoGa3/wCCub/4mi4HR0Vzn/Ca2f8A0DNb/wDBXN/8TR/wmtn/ANAzW/8AwVzf/E0XA6Oud8S/8jB4Q/7DEn/pBd0n/Ca2f/QM1v8A8Fc3/wATWF4h8X2kuueFnGnawoi1V3IbTZQWH2K5XAGOT82cDsCe1FwPQKK5z/hNbP8A6Bmt/wDgrm/+Jo/4TWz/AOgZrf8A4K5v/iaLgdHRXOf8JrZ/9AzW/wDwVzf/ABNH/Ca2f/QM1v8A8Fc3/wATRcDo65/wP/yJ9p/10m/9HPTP+E1s/wDoGa3/AOCub/4msTwd4vtIPCttG2nawxDy8ppsrDmVz1AouB31Fc5/wmtn/wBAzW//AAVzf/E0f8JrZ/8AQM1v/wAFc3/xNFwOjornP+E1s/8AoGa3/wCCub/4mj/hNbP/AKBmt/8Agrm/+JouA+1/5KRqv/YJsv8A0ddV0FcDbeL7QfEDUpv7O1ja2l2iBRpsu4YluTkjGQOevfB9K2/+E1s/+gZrf/grm/8AiaLgdHRXOf8ACa2f/QM1v/wVzf8AxNH/AAmtn/0DNb/8Fc3/AMTRcDo65+z/AOSkax/2CbD/ANHXlM/4TWz/AOgZrf8A4K5v/iaw7TxfaL8QNVm/s7WMPpdkgUabLuGJbo5IxkD5uD3wfSi4Hf0Vzn/Ca2f/AEDNb/8ABXN/8TR/wmtn/wBAzW//AAVzf/E0XA6Oiuc/4TWz/wCgZrf/AIK5v/iaP+E1s/8AoGa3/wCCub/4mi4HR0Vzn/Ca2f8A0DNb/wDBXN/8TR/wmtn/ANAzW/8AwVzf/E0XA6Ouf8Yf8g/Tv+wtZf8Ao9KZ/wAJrZ/9AzW//BXN/wDE1h+KvF9pNY2AXTtYXbqlo536bKucTKcDI6+1FwO/ornP+E1s/wDoGa3/AOCub/4mj/hNbP8A6Bmt/wDgrm/+JouB0dFc5/wmtn/0DNb/APBXN/8AE0f8JrZ/9AzW/wDwVzf/ABNFwOjornP+E1s/+gZrf/grm/8AiaP+E1s/+gZrf/grm/8AiaLgdHWBd/8AJSNJ/wCwTe/+jrWo/wDhNbP/AKBmt/8Agrm/+JrOt/EEGqfEzSkhs9QhP9l3q5ubOSIcyWx6sOny/mR60AdpRRRQBw/jLUJdK8UQ39vF50tvoV9IiepEtufUVBpviu6S2VdRgmu7mSWKJIoIFRlZ4hIc/OQRz14/HrWjr9rFfePLC1uV3QzaNexuoOMgy2wPNXItCsIblZ44iJFdZAd56qmwf+O8Vm9xM528+IEUlvOuk28gkX/V3E8e+LaHCs5CNuwpPQ7Se1bHhLXX8QaGbuUxNJHPLA8kKMqSFGK7lDEkA4zgk49TSxeFdPt/PFtJeW6zZ+WK7kUJk5O0A/Lz6Vo6fYW+mWaWtmhSJSTyxYkk5JJPJJJJJNJWsJ+RZooopAFFFFAHPeG/+Q/4t/7C8f8A6Q2tWLjU9Qi8VwaeIrcWk1vJIjlmMhdcdewHPufpVfw3/wAh/wAW/wDYXj/9IbWrd14cs7zXItVmlvBcRIY0VLuRYwD1+QHHP07UdQOetPHUli+pDxCYpIrSaNFuLS3eIfOCQCjsxPIA3A4JPQYrXGtak3idLA21vFbTWDXMRdiZN4KjDY4A+bGBnp17Uf8ACE6K4k+1R3F20uN7XVy8rMACFGWPQbjgdic9alPhTTzqyaiZb7z44Ps6/wCmy7QmACNu7HYHPrzVaf16f5hoYdj48a0ivR4g8uX7PdLbpPaW7RByyBlBjdiwJJ2g5wT6Vcs9d1iTxTdWl4bSC3JYWVrJayJLNhFbPnbyh5J4C8Yq3/whOjOkguY57ppTl5Li5eRmIGFySc8AnHp1qyvhqxW/N40l3JKFZY/MupGEWRglAThTjuKWgGCfEuvSeC59Vi/s2K8tbu5heJo5HSXypnRUTDA7m2gZPc9O1djA7yW8byp5bsgLJnO045Fc4vw/0ZLNLZJtTVI7hrpSNRm3CRiSzZ3Z5JJ+pzXSxRiKFIwWYIoUF2LE49Sep96bsD30MPwJ/wAk68Of9gq1/wDRS1vVg+BP+SdeHP8AsFWv/opa3qQBRRRSAKKKKACiiigDB1X/AJHLQP8Aduv/AEBa3qwdV/5HLQP926/9AWt6mBg+KNT1TSreC40v7G4MqI1vNGzSTlmA2oQwCnBJyQ3TpW9WRq/huy1q8trq6lvI5rXPlNbXckOM9fukZrXo6B1MDx5/yTjxJ/2Cbr/0S1b9YHjz/knHiT/sE3X/AKJat+gArldV8VS2niuPTY5YLa2hMX2iWe2kk3+Y2FUMrAIfds8npXVVlXvhvTdQ1JL66jkaVdhZRKwSTYcruUHDYPIzQt9Q6MzfD/iptd8R39rH9mNjFGr2ro2ZJBuKsx5xjI446fWunrPtND02x1B72zs44Z5IxGzIuPlBzjFaFHQXVnPfEH/kmfif/sEXf/olq6Gue+IP/JM/E/8A2CLv/wBEtXQ0DIL03IspfsLwxz7fkedSUX3IBBI9sj6iuJl8V+IBpdlds+n2sG6X7VfPYTSwsiNgOoWQGMMMnLFq7HVdMt9Z0qfT73zPs9wu2TypWjYj2ZSCKzX8HabLp0dhNPqEtqgKmKS+lYSKf4Wy3zLxjB7cULfUOhT0jxTNqniea1MsEVmHkigjNtJvmZMZYS7tuOvy7c9811VZVr4b02z1VtQgjkEpLMqmVjGhYAMVTOATjkitWjohdTBT/kok3/YKj/8ARr1vVgp/yUSb/sFR/wDo163qBmBq+p6rYa/pkNr9kmtbuYRPbmNvOxglpA27AVcDgqc56isFfGerWNheyaqbRrzz44razjspYmjDy+WrMS7eYOQflAzjHeumufDVjda/HrDy3iXaKFHlXciIVBzgoDgj145qFvB2kyJcCcXU7z7cyzXUjvHtbcuxicrhuRihW6g9yz4e1CTUtHSa4uIbidWKStDbtAAwPTYzMVI9CTWhP/x7yf7h/lUGnabb6VafZ7RWCli7M7lmdj1JJ5Jqef8A495P9w/yoe4kZPg3/kQ9A/7Btv8A+ilpPGGp6lo/hS8vtDtlub6IJ5UTxtIDlwCSqkE4BJwD2pfBv/Ih6B/2Dbf/ANFLWhqWnxapp8lncPMkcmMtBK0bjBzwykEdKTKW+p5tcfErWP7PH9mvpV5c2ljNqF85t5okZImwYlRm3I/XlicY6GrJ+JWpRXUsGoWdvp4naM2k06sFjjJ+Zn5+fjkbcZJA7E1vy/DXwzNbQwtaTBYg4ZluXDTBzlhIc5cEjJBzV7UfB2jaokou4JCZHRt6SsrJtBACkHgYJGB6mquv6/r+vmI245FliWSNg6MoZWXoQe9YPiP/AJD3hP8A7C0n/pDdVuQQR21vHBAoSKJQiKOwAwBWH4j/AOQ94T/7C0n/AKQ3VLroJXtqdAenHWuQk8S6x5Mlt5VjFfy6n9gt2Id4oxsL7mGVLYCngFcnHSuvPIrn18F6Usdype+c3E63Bd72VmSQdGQlvlPbjtxS6j6GBD421maO6uFhsfK0qVIb+Py33Tsz7cxHd8gAIOCGz0yOtWtP8aXkmrLp+qpb2cpuOWdGQCPsoBJy5YgZ6d8dAdZPBeixyxOkMoEZUsgnfbMVO5TIM4cg85OeasT+F9LubhJ5oXaVZDIX8xgXJKkhsHkZReDxwKpW6gzXrB8Ff8ila/783/o163qwfBX/ACKVr/vzf+jXpAXdeurqx0O5udPaFZ41yrTxu6DnklU+ZuOwxmvNoviprl5pEc1na6b9otbGbUL7esm2SOOXy9iDdlGPJ+bOOmDXp+p6dDqunyWdy8yRyYy0ErRuMHIwykEVzzfDPww1vbwizlVYAykrcODMrNuZZDn5wWGSDmiO+o9LGEPiTqMV3LbalaW+nmZ4zayzowWOMk7mfn5uAMYxktjsTXo6OskaujBlYAhh0I9axNQ8G6NqiSi8t3YySLIXWVlZSqlQAQcgYJGBxya2oYkt4EhhULHGoVVHYAYAp6WJ1MS1/wCSiap/2CrP/wBG3NbNzOttayzuCViQuQPYZrGtf+Siap/2CrP/ANG3NbjoskbI43KwwQe4qWPqcLZ+N7+4sVuWEU0stxblLKG0eOVYZSQPmd8PnH3gFHBq1c+OmRJLi0sZbhV+zKbUoEkjaSZ42y27BwV6Ade5zxpL4J0Zbd4Qlz8zRkSfapN6bCSgVs5UAk4A9akHhDSBZyW6wyhZUjRnEzbzscurbs53bmJz1qtP6+QdTbUlkBKlSRkg9RWFaf8AJRNX/wCwVY/+jbut1F2IqgkhRjLHJP41hWn/ACUTV/8AsFWP/o27pAb1Y+s6lfWGpaVHbxW7Wt1ciCZ5GO8ZViNoHH8PUn8K2Ky9W8P2ms3VpPdy3itaP5kQgupIl3epCkAnr19TS6oOjOZs/F+r3/iCXSI3sILiaGd4EktpCbQxso/e/OBIGDZ+XbjHfOa2PDWpa1qHh2e7v/sNxc+bItu1vG8EcqKcBiGZyMkHueKvR+HbFLq4uGNxLNPG0ReW4dyiN1VMn5QcDp6D0pG0CLfAkVxcQWsFq1skEEjJ94r824HOQFwD2yfWn0sHU5XUPHGq23hvR71Us47i9WRpiYXlQFP4QoYEA/3ySFxyDmtKDxhLd+MLHTIBafZJI3Wd/M3P5wQNtTBxtAOCcck8dDVmPwJo0VjBap9t2W6yJGxvZS+x8b0LbslTgce1aCeHNIivLS6isYo5rTPkuq4xkYP149aelwl5GpWD4t/48dP/AOwrZ/8Ao9a3qwfFv/Hjp/8A2FbP/wBHrSA3qr34u2sJRpssENzt/dyXEZkjU+pUMpI/EVYqO4gS6tpIJd2yRSjbWIOD7jpSYHCtr3i4+ERqsd5oglFw8aZ0+YrcruCx7V8/KknPUtwR0rX8SavrWmRaa1s9pbo6s19cTWck6R4C8AI6lc5PJJ6Vsto1i0FlCYf3Vi6vAgY4UqMDI74z371Sn8MW97E6ahd3kwkmkkZUuHjVgxHyFVOCoAAwff1NMDHg8XajP40bTIhZyWu5kRfLdWbEYcP524qck42bcjrmtvwxql5q2lzTajHBHPFdzwFYM7cJIVHXk8D/AOsKbH4U0uG++0xJMh3mRY1ncRo5XaXVc4DY7ip9E0Cz8PwTRWD3TJNK0z/aLl5vmJySNxOMk5NPSwdP6/rsadYzf8lK0n/sFXv/AKNta2axm/5KVpP/AGCr3/0ba0luB1VFFFalHI6/p82o/EHSI7bU7rTWXS7xjJapEzMPNtuD5qOMc54APvVz/hF9R/6HDWv+/Fj/API9UfFFvd3fim3g019l1Jol8Izuxz51rxnt6ZrH1Dw/qdzZ2ws9DureAW8scNsbpN1tcErtnOHxjg9CSPTmhasHsdN/wi+o/wDQ4a1/34sf/keq13pEtgYhe+OdVgMziOMPFYjex6Af6PWRL4O1eTbKJJFvJZ7gT3HnnmMofL4z03hTilm0zXV8N2015pE1/q1zqC3dwkM0RFsoIAUF2A+4qjjvmiy/IDQWyV9WbTF8e6ob1RkwCKx3DjP/AD7enar/APwi+o/9DhrX/fix/wDkesqx0XVBr0cc1gY4YtUm1D7aZEw6ODhMA7tw3bTxjC9a7ei2iDqc7/wi+o/9DhrX/fix/wDkej/hF9R/6HDWv+/Fj/8AI9dFRQB594f8O3za54rH/CV6tF5WqorOIbP95/oVqdzZgIBwQOMDCjjOSbci20Wnm+f4hakLUSmIyiKxKhxwRkW3atHw7/yHPGWU3/8AE3T5f73+gWnHNYMVjq0nhnVrGTw/qdobq9mkiFvPbKwSTOP4yAOxHv3pDsjeXw7eNAJl8aawYiu4P5NjjHXOfs/SsyT7LFp6X7/EPUhaPI0SzeVYlSykqwz9m7EEfhUVhoWu2uuWdzd2wksobOOG4tYZQFlnWLHmKpONo+5g9evaqUWlaxL4GvtKl0DUbaW5vLt0WGe3GElkd13fORtwwBA569appK4o2aV/60OlPh29WEzN401gRhdxcw2OMeufs9Z0i20OmxX8nxC1IWkzFI5vKsdrEEggf6N2IP5Uy00XW7XxIb26tDPp62yxtZxSrtecRAGVQxxg/cCk9s1Q0zS9cttKspJPD02+3lvUa0eaHO2Z2ZGBDlcDcAec9cA0mlbQS3Rqi3iN/wDYh8QNS+07PM8vy7HO3Gc/8e/pz9Kk03T/AO2I5H0zx3qtysbbXMcNj8p/8Bq5dPAmujw63h3yRvVzMNS8xdj5txHsxndncMdMYA57V2PhmxvhrF5qV9YNpyyWtvbLA7qzEx7tzfKSMfNgd+KrlQlt/X9ef4HPeFtMksvhpoF9e+M9SsLY6XbNgx2QSMGJcKC0BOB05JPua6P/AIRq/wBm8+MtZ24znyLHGP8AwHrEt7W5vfgTo9rY6c+oXE+i20ccaMgKkwr82XIHH51abTdZuPFdnqjWU0enC3RbiyedNzS7ThsBivy/dIzznPapsPqP+yA6TPqUfjvVpbS3LCSWKGxYAqcEcW3JzxipbXSpLy6mt7Xxzqss9uFM0axWJaPOcZH2fjofyrL0u01GfbpN5o1xp0Fxq0t64kaNlMIbeq/IzAc7eK2dHt72Lx5rFw+jzWllcQxJHcF4tsjIzknCsW53jqPrihJW1Hpr/XX/AC1EttDurtphb+NNZfyJDFJiCy4YAEj/AI9veoDZKHu1Pj7U91kAbkeXY/ugc43f6Px0NYi6JrVxbpFYxSLJZ6rdve/vtn2mJ5zIEH1VlOenGM81Z1PR9WvdZ11rXQ5YYZRatC7SRBbgwyl2HD5G4HgkD3xTSWg7K7/rqWGksksYrxviLqIt5WKI5iscEjqP+PbipJUghubi3b4gaoZ7aMyyxrDYllUDJP8Ax7enNZc2ga2dS1PVl0cyDVVmiSyaWMNBujRFdzuxg7CTtJOCO9LYeH9S0W0S31C1L2+mPc3Ul/uVvtCuhwoUHdnnByOwqXor+QWV1Ys6h4fvH8V+H9ni3VpBKlwyS+TZ5UbFPGLfHPuD7Vvf8IvqP/Q4a1/34sf/AJHrL0q0uNPk8C2d8SbmDT5I5c9dwhQH9a7aqlFKTSIi7pM5S60iWylgju/HOqwvcP5cSvFYgu3oP9H5qz/wi+o/9DhrX/fix/8AkemeMIryU6Y2n6PNqLw3iTO0TxKY1U8/fZevtXS1K2K6nAeOPDl/D8PfEUr+K9XnVNLuWMUkNmFcCJvlO23BwenBB9CK3f8AhF9R/wChw1r/AL8WP/yPS/ED/kmfif8A7BF3/wCiWroaYHO/8IvqP/Q4a1/34sf/AJHo/wCEX1H/AKHDWv8AvxY//I9dFRQBzv8Awi+o/wDQ4a1/34sf/kej/hF9R/6HDWv+/Fj/API9dFRQB57498OX8Hw38Syv4q1adY9JumMUkNmFkAhY7TtgBwenBB9CK6D/AIRfUf8AocNa/wC/Fj/8j0nxF/5Jd4q/7A15/wCiXro6AOd/4RfUf+hw1r/vxY//ACPR/wAIvqP/AEOGtf8Afix/+R66KigDnf8AhF9R/wChw1r/AL8WP/yPR/wi+o/9DhrX/fix/wDkeuiooA4FPDl//wALAmi/4SvV939lo3m+TZ7iPNf5f+PfGO/TPvW5/wAIvqP/AEOGtf8Afix/+R6cn/JSJv8AsEx/+jnroKAOd/4RfUf+hw1r/vxY/wDyPR/wi+o/9DhrX/fix/8AkeuiooA53/hF9R/6HDWv+/Fj/wDI9Rz+GNQFvIf+Ew1k/KePIsvT/r3rpqjuP+PaX/cP8qAOI8IeG7+XwPoUieLNXiV9Ot2EaQ2ZVAY14GbcnA9yT71s/wDCL6j/ANDhrX/fix/+R6n8E/8AIgeH/wDsGW3/AKKWtugDnf8AhF9R/wChw1r/AL8WP/yPR/wi+o/9DhrX/fix/wDkeuiooA53/hF9R/6HDWv+/Fj/API9Y/iHRLTTI7LUfEPjrVLVLO4MtvLKlkoWQxvH/wA+/PySPwfXPau6rkviNBrd54YNl4d0tb+a6fyZmLorQQkYdk3kAtjIHPGc9sUn5DSV9Sm7WaXltaP8Rr8T3ah4E2WGZAeQR/o/epbeGG7jhe1+IGpSrNN5EZSKxO58Z2j/AEfrgZrj28AavJdx2Fvoht9PuZtPmE01yjGzS3I3Rtg5LEDjbx83arsHgrxDoniCzvfDkBgtvtBQQySpJ5MW5Bli+ThkD/c+YYQdM1XKr/15E9DpLy2XT/P+2+PNWhFvt80tBZYUt0H/AB7e1XItAup7VbmHxrq7wOu9ZFhsSCvrn7PVK6guxc+IYI7K9mknuI3V7OSNJAhjA3KXIHBBB71nab4c8Q2V/o8stvus7SBI7m1jnC+bIFbZJ1x8uQCOhJz/AAjKSGX7ZILwx/ZPH+qzebP9nXZDZf6zaW2n/RuDgGrlj4JudNs0tbPxbrSQoWKqYrI4ySx5Nv6k1z/9k6kkzNJa3Vu2oazZywi6aN5l8shpCSmVC7EIH/169KosrX/rZB1t/W7Od/4RfUf+hw1r/vxY/wDyPR/wi+o/9DhrX/fix/8AkeuiooA53/hF9R/6HDWv+/Fj/wDI9H/CL6j/ANDhrX/fix/+R66KigDgbbw5fn4galEPFerhl0u0YyiGz3MDLc8H/R8YGCeBnk5J4xt/8IxqA6+MdZ/78WP/AMj0+1/5KRqv/YJsv/R11WzewvcWE8MbbXkjZVb0JGKT2BbnJQwR3LMtv4+1WUrMsDbYbI4dug/49qtPos8dw8MnjfV0kQKzBobEYDEhf+XbuQRXM2/hnXk0VLW4sLu4tLeS0Js5btC8jRs3mujbsBSNuFJHQ8CpZfCOr3OjTx3lm8yKtpJBamcFl8u4kdkznGQjAdce9VZf18g62Op/4RfUf+hw1r/vxY//ACPWHaeHL8/EDVYh4r1cMul2TGUQ2e5gZbrCn/R8YGCRgA/Mck8Y7uEYgQBDGAo+Q9V46VhWf/JSNY/7BNh/6OvKVgG/8IvqP/Q4a1/34sf/AJHrOvbaPTdQt7G+8e6rDdXPMUTQWW5+cf8APt612dcp4m0+/n1iC40WzvFvjGka3qTosCKHyRIhbLd+inrR1QdGRfYRuu1/4T3VC1kA1yBFYnygc4z/AKPx0P5UW9iLrSzqVv491R7NQSZxFY7Rjrn/AEemwxajB4p1+dfD92ltcWsSRSxywDzXjL5IG/gneCNwHQ5xWZb6bq0fhu50MabO011JNeoZ3QsFEikJKynaXfLdOMDmiyEXGa0WxivG+ImpC3mcoj+VY4Zh1H/HtU6WqSaoNOTx/qbXhXcIRFY5Ixn/AJ9/TmseXw/rf9sXWsrpDOuoR3UP2Eyx7rfzFhVXb5tuP3TZwSfmHvVnRPDOrWE1jptxabo7XUPtragJF2svl42AZ3bsnHIxgde1NJaf1/XcfS5v/wDCL6j/ANDhrX/fix/+R6w/FXhy/isbAt4r1eXdqlooDw2YwTMo3cW45HX09Qa76uf8Yf8AIP07/sLWX/o9KQDf+EX1H/ocNa/78WP/AMj1Vu9JksGhW98darA1w4jiDxWILsegH+j811lcx41try5h00adpEuoSRXsUzPE0a+UiOrHl2HXHb0oSV0NJFHyYTeXFqPiBqfn2ylpk8qxygHX/l27VZ0/SZNVsxdad451a4gJKh0hsSMjqP8Aj2rNttG1eO5tVk0uULps13OZo5Y83Il3bVTJ4PzZO7AyvepdGstZstHutKSKe2uNUubiWC4uNsj26FVO6YoQCSxIG09CvoaLaEiyG0htTcyfETURCszW5fy7EgSL1X/j26ipltY21NdPXx/qbXbqGWIRWOSCM/8APv6c1h2XhTxBo0skj2NtfxebdRxwWoEfEscaiQ73PGUIPfk9at6R4X1exlt9NntMxx6jFfHUFkXaVWNVKYzu3ZUjpjHftQkm9fL+v1/AT0W3f/gfedD/AMIvqP8A0OGtf9+LH/5HrNg0e6sPiZpTXGu6hqA/su9O25jt1H+sthj93Ep7g/8AAR2yD2lYF3/yUjSf+wTe/wDo61oKN+iiigDkdf1aHSfiFpEs8F3OG0u8Xba27zMP3ttyQoJA461b/wCE1sv+gbrf/gqn/wDiai1T/kpOlf8AYJvP/R1tVrV9TTSNPe7eGScKQBHGygnPuxA/WocrCIv+E1sv+gbrf/gqn/8AiaP+E1sv+gbrf/gqn/8AiayYPH+kT2nnqlwARG6qUG5kdC4cDPQBWB91NRW3xAtbxD9n0rUJH83ylRBGd58vzMgh8Y24PXvjrTuw1Nv/AITWy/6But/+Cqf/AOJo/wCE1sv+gbrf/gqn/wDiayYfHul3Do0EVy9oWjjkuwq+XE7oHVG53Z2sDwCBnrTD41juntorW1nt2uWjkga4VcTwlgpdcMSPvDg4PPSi77Bc2f8AhNbL/oG63/4Kp/8A4mj/AITWy/6But/+Cqf/AOJrCn8TavFdahZNDZRXK3sNrat88iKJEDbn5Utj0GPTPetnw3qk+raS0t4ka3MNxNbS+UCEZo5ChZQSSAcZxk4zjNLmbVwehi+HfF9nFrvip20/WCJtVRwF02YlR9itVwRt4Py5wexB71vf8JrZf9A3W/8AwVT/APxNUPDf/If8W/8AYXj/APSG1q34l1G90rRJbzTooJJIyC3nsQAuQDwOp/EUcwXJP+E1sv8AoG63/wCCqf8A+Jo/4TWy/wCgbrf/AIKp/wD4mq8niWFdc/sZIJG1BohLGhwEdMZ3bucKD8p4zntWXZeNjBokd3r8ASaS+uLNRaKSheOVkVRuOctt+mfSndhra5uf8JrZf9A3W/8AwVT/APxNH/Ca2X/QN1v/AMFU/wD8TWRqHiXUNOvtUSe1txFb2sc1sodizF3KDeeg5xwPzrMk8VeIY9RutG/4ljajZRNcyT+RIIpYgisFVN+VbLYyWIGM45xU82lx63sdV/wmtl/0Ddb/APBVP/8AE0f8JrZf9A3W/wDwVT//ABNc9p3jC/1C+trkRWyaXcXS2ax7GMwcxh95bOMZONu3PGc9q7Oqu0SpX2OR8EeL7O3+H/h6FtP1hmj0u2QtHpkzKSIlGQQuCPetz/hNbL/oG63/AOCqf/4mqfgT/knXhz/sFWv/AKKWt6lzDuZv/Ca2X/QN1v8A8FU//wATR/wmtl/0Ddb/APBVP/8AE1mNrWrNqut2RSyt/scMUttIVeXhy4y4BBP3c7RjrjPeqej+O1l0ywOrw/6ZeTy28X2ZMLK6SFeFYkoSBu2knAzyad2D03N//hNbL/oG61/4Kp//AImj/hNbL/oG63/4Kp//AIms1NZ1aS51y2dbK2kshG1u+15QFYHlwCpY8ZwMeme9U9L8T6hq2laWF8lL65u5Y5TGpVTHEzBm2tkpuAHykkjd1pczFfQ3v+E1sv8AoG63/wCCqf8A+Jo/4TWy/wCgbrX/AIKp/wD4mofDup32pR341OK3imtbxoNtuSVwFUjk9T83XA+lbFHMw5jktU8X2b+L9ClGn6wBGtzkHTJgTlF6DbzW3/wmtl/0Ddb/APBVP/8AE1T1X/kctA/3br/0Ba3qOYdzN/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrJ8UeItR0ueZNLS1P2Oye/uBcIzeYi/wLhhtJ/vHIHpXSwyiaCOVQQHUMAfcZo5na4Xscn448X2dx8PfEUCafrCtJpdygaTTZlUExMMklcAe9bv/AAmtl/0Ddb/8FU//AMTVLx5/yTjxJ/2Cbr/0S1b9HMwuZv8Awmtl/wBA3W//AAVT/wDxNH/Ca2X/AEDdb/8ABVP/APE1pUUczC5m/wDCa2X/AEDdb/8ABVP/APE0f8JrZf8AQN1v/wAFU/8A8TWlRRzMLnHePfF9nc/DfxLAmn6ujS6TdIGk02ZVBMLDJJXAHua3/wDhNbL/AKBut/8Agqn/APiaofEH/kmfif8A7BF3/wCiWroaOZhczf8AhNbL/oG63/4Kp/8A4mj/AITWy/6But/+Cqf/AOJrSoo5mFzN/wCE1sv+gbrf/gqn/wDiaP8AhNbL/oG63/4Kp/8A4mtKijmYXOSTxfZ/8LAmm/s/WNp0tE2/2ZNuz5rnONuce9bf/Ca2X/QN1v8A8FU//wATVNP+SiTf9gqP/wBGvW9RzBczf+E1sv8AoG63/wCCqf8A+Jo/4TWy/wCgbrf/AIKp/wD4mtKijmYXM3/hNbL/AKBut/8Agqn/APiaZP40sjbyD+zda+6f+YVN6f7tatRz/wDHvJ/uH+VHMwucz4Q8YWcHgfQom0/WGMenW6lk0yZlOI1HBC4I962P+E1sv+gbrf8A4Kp//iar+Df+RD0D/sG2/wD6KWtqjmC5m/8ACa2X/QN1v/wVT/8AxNH/AAmtl/0Ddb/8FU//AMTWlRRzMLmb/wAJrZf9A3W//BVP/wDE1FN4/wBLt5YI57LWEe5kMUKtpc2ZGCs+B8vXajH6A1r1z/iP/kPeE/8AsLSf+kN1RzBcvf8ACa2X/QN1v/wVT/8AxNH/AAmtl/0Ddb/8FU//AMTWlRRzMLmb/wAJrZf9A3Wv/BVP/wDE0f8ACa2X/QN1v/wVT/8AxNaVFHMwuZv/AAmtj/0Dda/8FU//AMTUVt4/0u8t1ntbHWJYmJAddLmIODg/w+oNa9YPgr/kUrX/AH5v/Rr0cwXLn/Ca2X/QN1v/AMFU/wD8TR/wmtl/0Ddb/wDBVP8A/E1pUUczC5m/8JrZf9A3W/8AwVT/APxNH/Ca2X/QN1v/AMFU/wD8TWlRRzMLnJW3i+zHxA1Kb+z9Y2tpdogUaZNuBEtyckbcgc9e+D6Vt/8ACa2X/QN1v/wVT/8AxNU7X/komqf9gqz/APRtzW9RzMLmb/wmtl/0Ddb/APBVP/8AE0f8JrZf9A3W/wDwVT//ABNaVFHMwuZv/Ca2X/QN1v8A8FU//wATWJa+L7NfiBqs39n6xtfS7JAo0ybcCJbo5I25A+bg98H0rrawbT/komr/APYKsf8A0bd0czC5c/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrSoo5mFzN/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrSoo5mFzN/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrSoo5mFzN/4TWy/6But/+Cqf/wCJrD8VeL7OaxsAun6wu3VLRzv0yZcgTKcDK9fbvXXVg+Lf+PHT/wDsK2f/AKPWjmC5c/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrSoo5mFzN/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrSoo5mFzN/4TWy/6But/+Cqf/wCJo/4TWy/6But/+Cqf/wCJrSoo5mFzN/4TWy/6But/+Cqf/wCJrOt/EFvqnxM0pIbTUIT/AGXerm5spIhzJbHqwHHy/mR610dYzf8AJStJ/wCwVe/+jbWhSC51VFFFWM5fVP8AkpOlf9gm8/8AR1tVnVdItNZtVgvRJtRxIpjkKMrDoQRUuseHDquqWuo2+q3um3NtDLAGtVhbekjIxBEkbjrGuMY71X/4RjUv+hw1j/wHsv8A5HqHG4jNm8D6R9lRLSIwTQ2LWMEpYvsjIPUE/MRk8nnk881lWHw6aBIIrrU38iGbzFhtTJFt/dlDhi5YE5yeccYx3PT/APCMal/0OGsf+A9l/wDI9H/CMal/0OGsf+A9l/8AI9OzDUpR+DNFiuUlit3RU2HyVlYRMyLtVmTOCwUAZPoPSnWvg/SLSRXjjmcx7RF5k7uIlDbgqZPyrnsPQelW/wDhGNS/6HDWP/Aey/8Akej/AIRjUv8AocNY/wDAey/+R6VmKxnnwVpTXF5O8l88l3Isjs17Idrr91l5+UjoMduK19N0620qxS0skKxIS3zMWZmJJLEnkkkkkn1qD/hGNS/6HDWP/Aey/wDkej/hGNS/6HDWP/Aey/8AkejldrDsZ/hv/kP+Lf8AsLx/+kNrWjrOjW2u6c1levcLCxBb7PO0ROOxKkHHtWTpPh1H1LVxpnjPWGuWug98PJsziURIg62/HyRoOPT3rV/4RjUv+hw1j/wHsv8A5Ho5QIF8L6at0t1idrpECLcNcOZAoXbjdnPTn689aqQeBNFgszbMt1PEZXmAnu5JNsjnLOMng5JOfU5rS/4RjUv+hw1j/wAB7L/5Ho/4RjUv+hw1j/wHsv8A5HoswsU5fCGmXGoXN5cPeSvdQ+TIj3chTZ2AXOBg8jHfmo28D6O8ZVxdNIzEyTm6fzJQQFKs2clcADHTArQ/4RjUv+hw1j/wHsv/AJHo/wCEY1L/AKHDWP8AwHsv/kejlYakEHhfS7fVPt8MTpIGDiMSt5QcKF3hM43bQBmtis7/AIRjUv8AocNY/wDAey/+R6qahpc2lxxyX3jXV4lkkEaE29lyx6D/AI96OVisN8Cf8k68Of8AYKtf/RS1vVyemaTBp2oQeE7DxnrST2NnGY4DbWh2wqAq/Mbfngeua2/+EY1L/ocNY/8AAey/+R6OUdiofCdgdSvL8XGoLcXihZGW+lAABJAUZwuMnGPU0ieDdGSOJfJldoXMiyPM7PvLbi+4nO4kcn04q5/wjGpf9DhrH/gPZf8AyPR/wjGpf9DhrH/gPZf/ACPRysGr7lRPCdjHeX10lzqImvsea326XjByNvzfLjtjtxTtL8L2mk37XFs8hBiKAOxZtzNudyxOSzHHPtVn/hGNS/6HDWP/AAHsv/kej/hGNS/6HDWP/Aey/wDkejlYWGaL4ftNCNybOW7kN1J5spubl5stjGfmJx0H5VqVnf8ACMal/wBDhrH/AID2X/yPR/wjGpf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Buckle Up... And start diving into it....\n\n## Imports","execution_count":null},{"metadata":{"id":"9u3d4Z7uQsmp","outputId":"4fd34905-3e31-44c9-f6c7-e41d40990e12","trusted":true},"cell_type":"code","source":"import os, sys, math\nimport numpy as np\nfrom matplotlib import pyplot as plt\nimport tensorflow as tf\nprint(\"Tensorflow version \" + tf.__version__)\nAUTO = tf.data.experimental.AUTOTUNE","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Little Description About TPUs...\n![tpu.JPG](attachment:tpu.JPG)\nTPUs are hardware accelerators specialized in deep learning tasks. In this Kernal,we will see how to use them with Keras and Tensorflow 2. Cloud TPUs are available in a base configuration with 8 cores and also in larger configurations called \"TPU pods\" of up to 2048 cores(Written in artile about TPUs in Google). The extra hardware can be used to accelerate training by increasing the training batch size.\n\n### Why TPUs ?\nModern GPUs are organized around programmable \"cores\", a very flexible architecture that allows them to handle a variety of tasks such as 3D rendering, deep learning, physical simulations, etc.. TPUs on the other hand pair a classic vector processor with a dedicated matrix multiply unit and excel at any task where large matrix multiplications dominate, such as neural networks.\n\n## The hardware...\n* **MXU and VPU:-** A TPU v2 core is made of a Matrix Multiply Unit (MXU) which runs matrix multiplications and a Vector Processing Unit (VPU) for all other tasks such as activations, softmax, etc. The VPU handles float32 and int32 computations. The MXU on the other hand operates in a mixed precision 16-32 bit floating point format.\n![hardware.JPG](attachment:hardware.JPG)\n## The software...\n* **Under the hood: XLA:-** Tensorflow programs define computation graphs. The TPU does not directly run Python code, it runs the computation graph defined by your Tensorflow program. Under the hood, a compiler called XLA (accelerated Linear Algebra compiler) transforms the Tensorflow graph of computation nodes into TPU machine code. This compiler also performs many advanced optimizations on your code and your memory layout. The compilation happens automatically as work is sent to the TPU. You do not have to include XLA in your build chain explicitly.\n![xla%20tpu.JPG](attachment:xla%20tpu.JPG)\n","attachments":{"tpu.JPG":{"image/jpeg":"/9j/4AAQSkZJRgABAQEAYABgAAD/4RDaRXhpZgAATU0AKgAAAAgABAE7AAIAAAAFAAAISodpAAQAAAABAAAIUJydAAEAAAAKAAAQyOocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFNBSUYAAAAFkAMAAgAAABQAABCekAQAAgAAABQAABCykpEAAgAAAAMxMQAAkpIAAgAAAAMxMQAA6hwABwAACAwAAAiSAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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6MkqRqshGFBbcxJz1PFAHqlFecW3jnX9Wm0rTtPgsINQuprq2uJJdzRI0OMuuOSCO3rxXT+CdeuvEPh37VqEcaXcM8tvN5OdjMjYyM84PFAHQUUUUAFFFFABRRRQAUUUUAFFFeceM/CWjXHjbQHltpS2qXkiXeLqVRIFhYgYDfLyB93FAHo9FeN+JtGil8dahptlod/qbQaZAlkLa7eMWzfMAzMWGe3Jz0rp/CyXtn8QZ7TV7jzbtNAsxKxbh3VnDsPXkjn3oA72ivPvAmoTWXwmvdSQ+bJB9rnjLkkNtLEfhxVW08U+NL270mBP7Ij/tuye5gYxufs2wAnIz82dy+nf05APS6K85PjrVLvw/pc1tNa21/PDNLPCtnLck+VIUJAXG1SVPJPHHBp2n+Ntd8Utptr4fisLK4m083txJebmXiTZtUDBwSOp6A/mAeiUZGcZ59K8wvJ/E03xMgGnyadFqLeHw8pZnktx++JyvQnPAz2BPXFMtvFzahqNlrv2GNLw+Gp7sN5j4BVm+XbnGMjrjPPWgD1KivO7XxvrljLbT69BZyW1/pct/DFahg8RjUNtJPXIP4Gp/C3i/XdT1jT4r+0WW01GBpi8NpLELQ7QwBZ+JFPTcMckduoB3tFcbqWveIL3xVqGleHP7Ot00qCOaeS/3fvi4JCjH3VwOW5x6VVvPE/iW51XVbbSU0u3Gh28ct2LhnYTuyFyqHjauB94j/AOsAd5RXnTeMNa8S+ZF4fSzs4YdLjvbj7aGLSeahIRcdAB/F69qxfDvi/Vbbw7oWj6UFWX+z3upZ5LaS5LfvSoUKnIHqx6fzAPX6Ky/Dep3OseHbO+v7RrO5mjzJAf4TnHHseo+talABRRRQAUUUUATUUUUhkNFSIoK8inbR6UxENFTbR6UbR6UAQ1nDw/pfnalKbRGbVFC3m4kiYBdoBB46ccVr7R6UbR6UActZ+AfD1lb3UMdk0iXcP2eQyzO5EX/PNSTlV9hVy+8LaNqUxlvrFJ3NobM7mP8AqSQdvX1AOetbu0elG0elAWOWtfAPhy10+7s/sHnxXiqk5nkaRmVfujcTkAdsUWngHw5Z6dc2SWG+O6ZGnaSVmeTYwZcsTnAIHHtXU7R6UbR6UBYzLnSLG81Ky1C4gD3VgXNtJuP7vcu1uOhyOOaS60XT73Uor67tUluIoXgVn5Gx/vKR0IPvWptHpRtHpQBzOjeBtA0DUDe6ZZbJwpSNnkZ/KU9VUE8Cg+BPDbadPYnS4zbT3X2uSPc3zS4xu6/p0rpto9KNo9KLhYxPEWlyar4ZvNOtEtS80WxFukLRH2IHP4jp1rj/AAv8M0tLvUJ9cs7CGG7tBZ/Y7GSRkKbgzMzN82SVGAOgFel7R6UbR6UXCxh6p4Z0zVxafao5VazBEEkMzRuikAFdykHBAAIrnr/4a6bc6hpENvbxw6PYRXC+QsrrIryMGDIf97J69673aPSjaPSgDn7Hwhoemrp4srBIv7OaR7YhjlWcYcnnkn3zWhY6baab9o+xReV9pna4l5J3Oxyx5rQ2j0o2j0oAhoqbaPSjaPSgCGipto9KCox0oAhoopyDLc0ANoqbaPSjaPSgCGqGp6Jp+svatqVuLj7JMJoVZjtVx0bHQ/jWrtHpRtHpQBhXXhbR7yXUZLizDNqcax3mHYCYL93IB6j161nWvw48K2SstvpSqrOjsplchih3LkE889q67aPSjaPSi4Gbc6VZ3epWd/PDuurIsYJNxBTcMN065HrTl0y0TVpNTWEC8lhWB5MnlFJIGOnUmtDaPSjaPSgDmLPwL4esdYXUraw2TJI0saeYxjidurKmcAn2FY3hH4Z6dolvZ3GqwRXGp20jSB45XaIPuOHCnA3AY5x2r0DaPSjaPSi4WMYeHdKGk3WmGyjazu3d5oXywdnOWPPvz7dqz7bwD4dt7C8tPsJmjvFVJ2nlZ3ZVOVXcTkBT0x0xXU7R6UbR6UAcvF4E8Px6Tcae1m00Vy6yTPNKzyM6/dbeTnI7VJaeC9CsrVIY7MvsukvDJJIzSPMhyrsxOSRjvxXSbR6UbR6UAYN54T0W/XUlvLFZRqZjN3lj+8KY2HrwRgdMVTn8AeHrkIslpIIxbrbPGtxIqyxr90OAfmx2zXVbR6UbR6UAYLeE9FfUrC/NkBc6dGIraQOwKoBgKeeQPeqt14E8PXel2lg9kY4rMsbdopWV4t33sMDnB7iuo2j0o2j0oAw7Lwvo2nHTzZWKQ/2arra7Sf3Yf73fkn1NWtM0qy0e2eDToRDFJK0zKCTl2OSea0to9KNo9KAIaKm2j0o2j0oAhoqbaPSo2GGOKAG0Uo61LtHpQBDRU20elG0elAENVLrTLS9vLO6uYQ81k5kgbJGxipUn34JrR2j0o2j0oAzo9Ls4dWn1OOEC7uI1ikkyfmVegx071neIPBuieJ5YZdXs/NmhBVJUco209VyDyPaui2j0o2j0oAzItH0+DQ/7HgtkjsPJMHkJkDYRgj15yeetRw6BplvLYyQ2wV9PhaC2O4/u0bGR15+6OvpWvtHpRtHpQBzE3gbQZoraMWskS2yyInkzuhKOxZ0Yg5KljnBqO7+Hvhq8sbO0fT9kdkrJAYpWVlRjll3A5IJJ4Pqa6vaPSjaPSi4WMSx8M6Ppl1FcWFkkEkNr9jjKE/LFu3bcZ9ec9ahh8HaFbxRxw2Cqkdo9ko3txCxJZevfJ5610O0elG0elAGP/wAI9pfm2khtFLWcDW8G4khY2GCuO+QO9UtH8EaDoWoC906zKTIpSIvKziFT1CAkhc+3qfWul2j0o2j0oA5rXPBOg+Ir1bvVLLfOE8tnSRkMif3W2kZFRal8P/DWqzxS3WmqpjjWHETtGHjX7qMFIyB7+grqto9KNo9KLhY5nVvA/h/WriCa+sRvgiEK+U7R7ox0RtpGV9qZdeAfDt3Z2ds1iYkskaOBoZXRlRjll3A5IOTwfU11O0elG0elAFGwsLXS9PhstPgWC2gUJHGnRRVipto9KNo9KAIaKm2j0o2j0oAhop7gDGKZQBNRRRSGJH938adTY/u/jTqACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAoPQ0UHoaAIKfH978KZT4/vfhTESUVkzeJtMttUuLC6m8maCPzGMmApXaWJB9gCfwpU8S6TJMsSXaGR1LqvOSOef0P1waQzVorEk8XaQkloi3HmPdybI1TqOuSc4wBtP5VOviPS3SF1ul2TNsjYggMfr/nNAGpRWP8A8JTpJa0C3Jb7ZIYoCqMQ7AFuuOmB16VcvNVtrCNHuWZRJIsS4GcsxwP1NAm0tWXKKp3mpwWMSyTiTY0ix5Vc4LEAZx7kVVm8SWEBuRKZAbXHm/J90Hof0oByS3Naiq0moW0MAmmkWKM4w0hCjn61X1HXLLS9HuNUuXY2tvEZWaMbsqBnjHWi4zRorDh8WWMskcLQ3UdzJbi4FuYtz7eP7pI79jjr6VYttftbxI5LaOd4pLfz1fZj5c4xgnOfwoegGpRWM/ivSo1iaSZlEkImXKH7pUt/Ify9RVy01W2vrUz229kBIPy85HUYp2ZKlF6Jl2ispPEVi80UX71XldkAdCuGBwQc/WnJrsDwwv5E4aa4a3WMhd25SwJ+9jHyk9envxUt23GmnsadFVLbUobsSGISDy3MbBl2kEfX61Ti8S2E8jLbmSQpKsTkLjaWJUHk8jII4zTC6Neis3U9estIW3a+LIk8vlB8ZCnazZPthTTJfE2kQtMJLyMGDb5nfbuAI/EhlOPegZq0VlP4l0mNmV7yMFYxJ16qcYI9R8w6eo9ais/FelXtmlxHMyhoROUK5ZUPTOM8+1AG1UT/AHzVW11qwvblILa4WSSSLzVVefk9fbofyq0/3zQAg6ipqhHUVX1DVrXTZIUupFQzZ2bjjOOtMC9RWYddtBY/ay4EG7bvz33bcdOu7inw6zbz3EsMJDSRY3qD93NIDQorLh8QWVxcGCCRZJAzKVU5wVIDduxIFOl1u1huDBIwEqx+aUByQmcbunTNAGlRWXca/Z2sCTXDrHHIu5WJ7cc9OByPzpya7aSW0lwjgxRnDtn7pwD6ehH50AaVFZlpr1nfSPHaSLK8aqzqDyobOM/98n8qBr1mZli8xd7SmFVJ6uBuI6enNAGnRWXc6/ZWcjpcyLGyRmVgx6KM89PY/lT7jW7W1hjluHVI5ThGJ+8cE/yBP4UAaNFZaa/ZSWs1ykqGCAEySbuFAGSc+mOc0QeILO5uPJhcNJjO3JyPbp19qANSishvEunpKY2mUMrFSMnsSD26Aggnsakutfs7KQJcuI2bGASe+cdu+D+VAGnRWZLr9nDp730sipbICWkJ4GDg/rxT7fWba6eRIGDtH98A9OSP5g/kaANCismDxJYXM0UUEyO8u/YAfvbSQ3bsVP5U6fxBY20kqTyojQ7N4Lfd3nC/mRQBqUVQk1aGK4jhk4klDMi55IXGT+o/OmNrlqln9qZgIdwXcSfvFtuMY654oA0qKzbbXLS8ZhaushUZO01HD4ksLiRUhlVmfG0AnnIyO3ft60Aacnao6kk6Co6YiaiiikMSP7v406mx/d/GnUAFVbbUrO8urq2tZ1kmtGCTovWMkZANcz8Rda1HTNP02z0ecWlxql8lr9rK7vJU8k4PfjArzxtX1vwhD4sS2vXv9Sm1W2tReGJQ3zKeducbscc17GEyuWJpc6kk3sv+3km3ptr6mcp2dj3MkAEngDrWRpXirQ9cvp7PSdSgu57f/WpE2dvOK4DR5fFmreH9f0/WbzULNLeMS215LHGs7LtO5GAJGPetb4QaC2m+C7C+a+luBd2qssTogEXc4IGT+NOrl9KhRqTqTvJNJW21V+3bpoCm21ZHoFFc9431G/0zw0ZtJuFtrl7iGJZWjDhQ8iqeD14Ned2fj/xRpf2ptSvrfUv9FujEGthEEkinWJWJU8g7ske3GK8ZauyNOlz2WojdQLdLatNGLh1LrEWG4qOpA64rz288T6/4QkvotZvYdZ/4lUl/A624iMbpgFSFPKnIwevB61Uhn1rR/F0Gqa7qUequugz3KrHbiLYQVYqMHkenej+vz/yD+vy/zPUWYIpZiAoGST2FUdL13SdbWU6NqdnfiFtshtZ1k2H0O0nFcP4M8R+K9T1mzbU7a6n02/gaSRpbNIY7ZsAqEYMS6kHHPPetnw1bw23j7xSlvEkSYtTtRQozsb0p27ivodOb22F8LLzk+0lPM8rPzbc4zj0otr22vGmW1mSVoJDHKFOSjDsfQ8iuc8HAXWp+IdRm5uH1F7YE/wAMcYAVfpyT+NKgFl8VGjg+VL/TfNmUdC6OFDfXDY/Ckunn/wAOPv8A15HU0VnmDUv+EhWcXsQ037OVNp5XzmTP39+emOMVoUAFFFFABRRRQAUUUUAFB6Gig9DQBBT4/vfhTKfH978KYjA1Pw7p+o6jNcXTTkyAq0YfC52NHux67XYfjTNQ8O6fqU8kk7XC+bGI3WOTaDhWUNxyCA55HtUOraTdzazfXVm5Rp7IwRv5pHlyDdhsdP4hz7Vm6zomvTSOmj3xgj+yvGjtM27eUcZOc/xFSCPQ0h9S7a+CtGs/K+zrNGkbEmNGCq/LEAgADAMjdMdaln8KabdfYjdPPMbEqYDIVJTaQRjjj7o6ckdapTaVrULxvb3TusYnBVpScqwOzHcsDjknHXiqtjo/iPy7d57tkyyMIzOxMIHl7gePnztfg9N/tTA3rTw9p9jHCtsZI/JuTcrtwoDlSp4AAwQTnA6nNWb7TLTUURbszNskEiFZWUqcg44I44Fc3FofiATWfmalKIIZGLKs37xwShUuSCG6OMAD73StbWtPvdSghS3kii8q4SQq4LBwrqQeMY6Hihbkz+F6XNG7sor22aCWaYKZVl+VhkFSCAOOmQDUUulxTGYvc3O6ZdrHcPu8/L06c1W1iym1CxEYt4neO5jkj3N0CurZ6cHgis688Py3q3jG3igkkkDRiJlCtgEZcFTk/MT09MdM00RLfY6SSCCW2WCQOY1AAAcqePcHNR3lpa3mkz6fPuFtNC0L/NztIweT7d6gntbl9Ojgt7oRTKFBlZC2cDngEfzqtrWlzan4UvdM8wNPcWjwiTJUFipGeuQM1D3ehqtiS70e21N2nN7dYkiMaGGQAIrAZ2kDvj36mrENpDbukaTsCtv5IXgHaD1/yK53UPDTvqMlxZ6ZZyf6GbcidgVn+7t3jbzjHcnpWjYaW1pbQ2xtw0cdiINrMGGQfun2/DFDAsDw7p5gjhkM0kaRCLDN1ABUZ46gH+VW4LKO2VVinmAy5bkZdm7njt2rmj4avZLa2QNHDJFaLAGVvuYQrgcZwcjuO/tWvpllPp9mLbyEMbM7Fdwwg7LwO/0q5bbmMN/hsWV0m3W3ggaad4oHEgVmHzMGDAtxzyM01LG1C28ouMtDcvMsuByXLZX6fNj8BWVb6FLE1qhtIFiiuWmUqw3xDIIUHHTOc4xkcetWUsLkLZsYvlivpZnj4+6xkwf/AB4VnPdf11X9fIuG21jThs0gaQx3E37ybznyRycYx06cCq39i2EYdckLNIhZHwQwViwTB7ZJpmn2s1j9oEdrEiTXRcKjAAKQMt065GfxrOt9Cu7ZpyGBM1xE4ZSDjbIWLn3IIHfpTezDtobeqadb6tDEk8k0flOXRomwclWU/hhjVd9A09reWJDNF5kyTb0f5kdEVFI/4CgH503X9Nk1PTFhgJ8xLiGYDzCm4JIrEZHqARVDUNJ1aWPUWtLkrJcTJ5IMzARRBEDAdgdysc89aDQdH4H0SDUEvYFminjhEMbq4yigxkc4yceUvXPf1qwnhXTo9NksElufssqIkkRcEPtAAJyOchQCOhHUVlJoXiDywZ9SkZ2tikvlzYzJ+5wRkYA+WXPT735RJpfiWZpQ8/lMrR7mWdwsqhI9yKDkqCQ/zdeabEdFpHhrTdNvrOW0V1a0gMEXQfISTg4AJHPTp7VvP981zGi6dq9vrVnLdXPmQrbGOZWkLDdkkbenPIBJznA6V07/AHzTAQdRWN4ittMnvtOfUpWSWJyYAM8k4Hp6kD3zjvg7I6isXxKdKF3Yf2rI6PuPklSwGQVPzEcAbgmCcDdtHUgUAV4bLS7Twv8AZ7aYwWCkoGRMEMXwQFx1LEjGOpwBTtJstNhvbldPlcyhUWRGzhBjjGf1980yD+yH8KgRO6aagMgdiyMhV92eQGUhh0xxjFP0iTS/7Quzp8ksk+E84yF8dMgjIwc98d855pAZ2m2Hh+HULWXTbycSDd5aM7uCGC8fPkgcLjkZ7VY1C10M6lcNdXEy3EsfkzIkkhVw2zK7R8uSAucDODn3pLO20CC+gNrKxmSZoUXzWO5kH3fcKBgdh0p2rRaILyaW/mkjmEX2hxHI2UC4XeAOh4C+pAx60AT6xb6Xe21v9vuGWKUfIY84dGxkHH8J+XP86LWw05dGuoo5ppIsnz3cN5gZVA6YzkKFwMdhRqi6XGun2l2s65YQwJAsjZHHDbQcLwMlsD1NO0yXTbPQ5jYPPcWkcku9gHmcsGO/AALMd2emc+9AEOi6Zo8d19o0uR5JTGd8vzEOH2tljjBPQ+24+tRXKeH7i/jM9xm4F2pjB3cS5TBHHqgGenUetO8PX2iSzbNFluP+PdG8qRZEXZgANhwOcBc9xkZ61Wgi8NXWqRyxvJ9rS8PliQyI3mDccAMB8vD4I+U/MATzQBc1XT9IutSxqDu03kgmEBiGQMT0A5/iGO4Jp19aaR/Ytil1cMtopX7O4Jyw8sjHuCm7Ptk1BrUmiyalJHqL3SXAtMsYVlwIySB8yjG4ksAM7jkgCp9Sk0mTRbE6j56W25PJ3LIsmShGGXG4fKW3AgYGc4xQAy1s9EGg6hHFPv05kcXBYnasezBAP90L0x270mlWmkJqWbO6lkuSpLK+eW6Mx4Hz4AyPTHFGmPoNz4fvRaEnTZVcT+dvQBCuD98AhNvQ9McjimaU+jR6tGLNb77TLEZQZ4ZlV84BYsyhd+MAjOcY4oAinstAN+5lu5BIZGBUFtoBcl16fdL53Hse4qxrlppE92BqN3LDIEBITOP4ipPBGRh8f14qncSeG/7QkMzXQkN15BISbZvYlmUHbt2lsliDtB6kGreuWGh3WoJcauG84QNjDNjYuc9P988dT74oAk1XStJbwvNDqcky2AR5JZQ7q4BBLOSvI6sT2qfT9N02H7dNZj/j4c/aJNpXcRkdcDOOeeT71Tu20Y+E1huUvE0+U7NhgmEzEk/wbd+c5PT3qzpMukRyajHpts0EiylrtmtniLscncWZRv8AqMj3oAp6bpOhWmo2TWU83nbHa3WSR2yHLMeWyf7xAzzjODjNJqWi6BPqdwb17kXUrRFlSaYZYbthUKfTdnHYHNLpCaA13ayab5zSgSSRhlkAHzMCWBAAOXfGcZBOM0zUbrRI9SvJrl9S+0QyReY8ENw4ibaQu0qpA+VjnHTdzjNAGlq8dgJrU6hdtAULSR44GQB8xODjGRzx1quLTTB4WSJ7uZ7NWQLMwPmB/MG3tndvx269adrr6RJdWcOqxzySSLIIo4opJA64UuGCA8fd698VA93oi+EhJKbwaeZVwzxTed5nmgL8u3zN2/Hb9KALGi2ulJPN/ZU5kOMFedqjOTt+rZz15z9Ko6da6AbyFrK9kkfKhVOdpAGYweOgH3fX3q5oT6Mt1cro7O7KAGBL7ADz8hIwec5255znmszSm8NR3ls2nx34aeYmN2trgRyuMnJYptPcgk88kE0Ady/RaZT36CmUxE1FFFIYkf3fxp1Nj+7+NOoAoazomn+INNax1a3E8DENjcVKkdCCOQfcVkWvw88NWml32npYGS3v2V7gTTPIXZejbmJII9RXTUV0QxNenDkhNpb2Te4nFN3ZiaR4Q0XQ7K5ttOtWRLoYnZ5XkdxjGCzEnp71oaXplro2l2+nadGYrW2QJEhYttA9zyaqeIdej8PWcF3cwNJbvcJDLIpx5IY43n2BIpNO1+PU9f1LTbaBimn7FkuM/KzsM7APUDB/GonWq1b88m773fYLJFzUtMtdWtBbX8ZkiEiSABivzKwZTx7gVlp4I8PpIzmwD7o5omV5GZSsrh5AQTjlgD7dq17+7NjYy3K281yY1yIYQC7+wyQP1rO0TxBJrE0iSaNqGneWoIa7VAG9htY1khkeneDND0sXPkWrSm5i8mVrmZ5iY/7mXJwvPQU3TfBOh6Ve/arWCZpRA1uDNcyShYz1QBiQB7Vs3ks0NnLJawfaJlUlIt+3efTPauT8E+Jtf17Rp7nUtGSNkeYRutyuJGVyAmMcdMZoDoauleDdG0a5abT4Z422lEVrmRkiU9QiliF/DFQaZ4D0bSNafVbNtQ+1SHLtLqE0ivgYGVZiDjPpXNeAbzXvEHiTUdV1mO8hihu5oEjW/wAwRhDtCeUAAT/tV6STgE0dEw6tGJpekXOleIdSlhZG0+/YT7c/NHNjDfUEAH8KLHSbj/hKb3Wb8oGaNba1jQ52xg5JPuSf0FZlh4+jufEcWlXemyWf2kyC3kedGZigydyA5TgZGaxL7xvqGqa54e+wWF5ZaXc6oYlvDKu26RVcEFRyASMjPXFC1a/ryB9TvDpNodbXVij/AGtYTAG8xtuwnP3c4zkdcZq7Xm2qeOb7U9Q0gaVYXltpsmsLbC/EihbgKWDLtznaSDz3xXSWlzNqvj2+QzOtppESRrErYEksgJLN64XAH1NC1X9ev6g9H/Xp+h0tFcnd+O4rTWn0VtOnbVTOscFsGH76Nv8AlqG6BQM59MV1g6c0dLh1sFFFY+p3F/bapY+XNGtrNOI2jCZY8E9fwqZS5SZS5Vc2KK5nxXey6LqGk6rHI4ia6SzuY93yskhwDj1DY5rpqrpcrqFB6Gig9DQBBT4/vfhTKfH978KYjjfEfiW/07xBHbWkCtGjlpFwS0i+U5z0OFDAZI54qfTdevb3WLSKWOCO0uIZyrjcfMZJAoKk9ipz9K077W7S0vLiGaVg0EbTSkRswRACckgYHAPHU4qqfFOmiXy3neNthc74XXAwTySOMhSR6gcUhkl1qkw1bToraN2tp2PmSiIkEbWwM9uQCc0t/qQiutMMNyqw3EzI4K/eGxjnnp8wH50y28S6fdy2cVvcFnvY2lgHlsNyr1PTgfWp7vWLaylijuJG3TBigSMtwMZJwOAMjk0ybPuYv9tamt5FFFIk8JmYCYID5oymFyBjOGY8f3evBz0N9dTWwj8i1a43HB2/w/pWPa+N9DvWjFpqCzeYWClI2IGCoJJxwMuvJ9RViDXy0ELXMPlSSXbWm1SXAYEjOdvt3xQ9dEKMWt3cf4luL+30uI6W/lTSXdvEz7QxVGlVWIBBHQnqOKwtS8RXVlNqMa6rHsjeNbeTy1bEhLDymOAAOATnnGTnpWzc+KtLs7WS6urkxW8cvlGVomClunBxyODyOKs3+tWmmWqXF5OEjd1jUhS2WboMCkWVr7ULiCx1OZbpVeCNGjwoKg7c8dzk+tUbzW9RW9uFtihg42tt/wBWuVAfOO4Y8nI46cHN268UaTYu/n3G192xtsLMSQQMcD3q4NVgfS01CJzJbyRiSMqvLg9AB6nPSnHRGcot9bEI1UDRDLdTeRcLbiVyseSoJIBAPHOOlVbbUL1r+1Wa6jkSa2y6whf3bbSd54PHAHXGa0E1ESaUuoRQuweESiMBQ5GM45OM/jUDa4vnwQfZpnNxCZY8BMNgZ29eD+nvRrqLtqR2l/cTPpiy3GxZrBp5HKr+8fCc9OMbieMdak0/VWm0SOXzFuLtkkKALjzCmfTp2/OrFtexXGmwXoTy42iEihlGUBGccf0qSK7jni86Ft6jPIXmoWmjeppvZoydK1S+ufsZuW3eZM6EKoG9QgO7n0ORx+tO8S6zdaa8EFmqq02CJGBJJ8xAVUYIJwxPPYVVh8YxS21jdyadcql7cG3hbYAVO7aCwbaRn2BHvV208Rm8kWNbSaGT7WbV1mZPlIj3kgqWB4469cjtTe9wSaVija+J7+8ghmNvBbp9qjim3ljsDKSVPAwwOAfc1e1DVLu0gM0bQqq3wikMw+WOPpnI/A5PrST+J4bUfv4J0bzWjK4UkBcZfrjHzD356VY07WodSmuI7dXVoSMlgPmBJAYYPqp688U7PcXPG9jO1LxNeafZ3NybKNkS6a3iXccvtUnJJwBnGB68etQt4tv1tLu4OmxqsI3Rh5NpYBwpznAzg5AzzWjc+IRazSxyWdzujYZICEYO75s7uB8vfB5FTy6v5K3JZBthRGUhh8+7oPbn60n7urGpJ7GK/jO4/tCW3jskMcYy0jFh5I/dcyDHAPmN/wB8H3w1/Gd8kJY6UGc26TKqSZxkqCWzgqBuLcjoOvat+1ulN9c2625hkUJLI2FxIWyM8cn7mOQOgqCbX0S+mtI4neWJScnAViFDFfXOD6YpvQOZF/Rr83ttbSTqkc0se8oj7xjpwRwa0H++aqWFyLkRSxtlJF3Aj0Iq2/3zQAg6isjxFb6ZcXFmupo8jkkRIiO+eVJJCA/KCFOTwOK1x1FZuszWUF/ZvdTNDOQ6QlT94HBYenYH8KYzLcaIvhMyTFn0pvmO9JGYkyd1xv3bz0xnNS6QNJkvrsaYHE8SRxzFopFAGwFRlgATgjOMkZ5pXGl/8I6PMbbYlhNvbjLeYHBxju2OMY7YxVixazivLpbbd5su2WUFcZ+UKD09FH5UgMbSk8LST2UumR4eR2+zt5MqgEKOMkYAIwQDgHtmptUn8PW2oXYvxJ9oaHyp2jt5mBVwBtJUEZIA46gc0+xh0WC5t7S2dhJG+Y4WyDlFC56Z4XH175qXUE0dbyX7YNlxOUcnBJYjCjHBB+8Bj3oAk1VNKuobMak4dJpVNuFDEs3BB+XkDpz09eKisJNFg8MyXdgXi0xt7kiKRTycEhSN30wPpU17b6WbexjugyImI4AWOeg+X/x0e/FNi/sxtEmdSTaTnzHfGNxOMEDGOw6DFAEOjrok+qSTaQJPP8hVZhDKqBMDC5IC5GB8vUc8DmqUdr4YuNQWVEnluUutiN5c5IkVs8cfdBPJHyjJyeTWjok+ixSywaQytK5Z5OSSSCN3Xpgkcds0kR0q3uk8qVo5YrhoxgYw74YqeOQcg8+2DQBHqsGi/wBqStfxytdC1VneOCVisSuWX5lBwdwJAByce1T6q+lHS7U6kzS21w6LDtjeQuxBI4UE8gHJ9M5qa6l09byfzW23LWw8wgbmEYJxxg9y31pkw05NLsXbcLa2KNbuMtj5SqnkHPysevr60AV7Gx0QaHe29vn+ztjRTtKZAhQJtOHbqoUYypxwec07SjpHnxR6aZGfyMrmOTCIWzySMKSecHBOB2FOtZNHufDtzBDIJNLMTrIGYhUjZckA8ELtPHoOlLpP9mQ3L/2ZI5aRA8qgkq3ox4wDj0xkY7AUAZ95F4ZfUi925+0m5WPIWQAyc4wQMHBDAt2IIJHSr+rzaR5/2bVZCHERb7r4Ctx95eNx2nAznjiq1/HoD6qxvTtushiMEcZ68DHU/e69s1b1OLTDfRTX+5ZHG1ASSrFQ7DIxgkAucH644GAAvItM1Hw/tvZDLYzYjYvuDEk7cH+IHJx2I9sVLZS6c/20WcgJRy1xkNnOMZ56jC4BHHykDpTY30yLQYFQ/wCgSBGjbcTu3EMDnryTn8adZrprXGom02tK8nl3RU9CFyF/ANn6k980AZelw+Gn1C0l05v9KYM8WRIp53Egg4wcM5CnnGcDA4t3L6PbXN4txuWXzYnuCIZDknAQ5A5X5R04GOaj0+HQoLqz+y4af5nhZiSzEqQTk852qwAPQAgDipr5dMlmvGupG3FUjnA/hXkqOnuTnqPUUATalb6al9ZXeoFBcRM6WzEEkEjLYH0Tr7e9UrmbQ5PCcVzO8y6WHiaNvLlV9wkXYcY3537e3P0q7qkWmzz2smop+8RiIW3MMEjkceuO/pVeV9Iu/DUO+Tfp4eIxuBj5lkXZwBz8wXtzQA/SIdKF1ONLBEiRxq+UcDZjK4LDBHuM89ahsH0JZLGCwJwpkitiscmwkAbjuxtJwOGJ5GcHk1b09bGC7kW13mVYkUh88IM7e3Pfk5NVbKLR4rmK2tC5e3fcsXJ2EKFBPGQNuB1575oA6d+i0ynv0FMpiJqKKKQxI/u/jTqbH938adQAUUUUAYfjKSxXwnfxapFJNBPEYvLijLsxYYAAHfNV/AWhzaD4QtYL0s99MPOupH+80jdc+4GB+Faeva5ZeHdHn1LU5RFBCpPP8RxwPqaztP8AHOhaj4ZbXIb2MWscatKTn90SMhT70J2uPeyNq/sbfU7GWzvYxLBMu10PcVn6L4U0Xw9NJLo9ils8q7XKknI/E1jeA/Gc/jJJrvdYC1xujigdmlQZON+eOQO1dfJIsUbSSMFRQSzHsKNtRb6Dq5vwxoOqeH5ri1lvbafS2lklgQRFZVLsWwxzggZNXdN8V6Dq9w8Gl6ta3UqRCVlikBwh/i+lSab4k0bV5Jk0zUra6a3/ANaI5Adnufb3oDoV/C+gSeH7W+ilnWY3V9NdAquNods4/CrkFtqP26/N3eRvaTBRbRpHtaHjDZbvzzWHF490y98WW2laXd2t3A1vNNPNHJkxGMjj6cn8q3Yta02ZbJor2Fxfgm1Ib/XADJ2+vFHT+v66B1OJ0b4b32nazptzcX1jJBp8krAx2u2acOpGXfPJ5qxB4F1aK50i3bVLVtK0i8NxBH5BErKQ3yls443da6i08S6LfapJptnqdtNeRZ3wJICwx1pYPEmjXOrvpdvqdtJfJndAsgLDHXihdA7nKx+A9Wgk0+zi1W2/sjT9R+3QxtAfNILM2wtnGAWODWtYwy6V4/1LzInNtq0ccsUoGVEiAqyn0yMEfQ109Zb+JtFj1kaTJqdst+TgW5kG7Pp9fahAzAvfBV/deJj4jGpquqQyqtp8p8qO3/ijIzyWyST649K3vtOpnxWLYQr/AGYtpveUryZS2AoP0FTSa5pcVvNPJfQrFBMIJHLcJISAFPvkgfjWfL468LwXL282u2SSo2xkMoyDnGPz4oXRf1/XUGb9U7+xa8ms3Vwv2eYSkEfe4Ix+tUNQ1uVfEOn6Rpyo8twpuJpG5EcK8Z+pJAH41f8A7WsP9M/0uL/Qf+Pn5v8AU8Z+b045pNJrX+rCavoYni60fWbvSdIiRipu0up3xwkcZ3dfUkAV09YOo+IlsptJu4njm0rUJBCZl/hZ/wDVtn0J4/EVvU+g+oUHoaKD0NAEFPj+9+FMp8f3vwpiMi90S1u7y4llVs3CGKULIyrIuCOQDg8E1Vn0rTLjWAZGAvfKDbFmZTtGVDbQe28jd2z9Ko634Zvr/XZb611NrfOAqeY4AwpHQHHWrNpot0l/BdXlxFMdl1HKoZuFlkVwFJ/uhdvb8OlIZLDoOmQyWZj5MTNLADMxBY5JbGeT8x596sSWtiLyGKTyVmMcixRZxuQ434HfoM1lRaJf2Wl2FratBiztJIGKzMC5K4BAx7A8nimaToGoWkVlNeXMcssbszwl2IRGiVCqscnOVLfVj9aALJ8Haf8AbbSfM2y1jeNIjO5UhmjPPPIHljjpVs6LZTFlRmylz57Kkx+WTr68dc496g8OWmpWmmj+0Zg87zNkSHJWFcrGOCRu2hST0yWqfS9Mn0w3H+lJP584kZnXBxtAPTvxTE27lK50XQZrdkuLhBCZmTH2xlVXbO5B83BO48D1q/c6TZX0EllIF2kAyJHIVYjGBuxyRjPWq0+lXU1vqMObYJeTFwd7AqCgXsOfu5x3zVjTdKew1C6uXuhMLhVByuGyCev4EAfSiyJvK+xA/hLSpLp53tyXcgnMr4B9hnA6dutNng0LT7N7G+ms47aCFC8N1MNkcYOFJDHA54z3x7VpwWphvJZ2u5ZFkziJiNq89qoTaOw1HUr23MLSXkUUYV3Zcbd2eRnH3u3pUrYsWCPSUjawtbuBRFbAGCK45SLs20Hgf7X60q6fpwki/wBIy0EO6NWuWOxMbd4BPoSN1Z9h4evLXCTvayxwWRt7cx5VgSoDEgjnJAGc9AOM5q9eaZcXjLhoY1NoYGJY7gSQe3UfL696d3chpJaIntodPWzhsIZoZYXi/dRNKH3x+2c5FSRR2OnlbSE2tqWBdYVKpkdyFrLsfDktpewztcowWQysATwSXOB6j5+p9D68XJrO8u5bR7sWhWNC0igkfvMEcdcgZP503a4ouXLsQDTNHv7ezWKdZbdX3QLDdN5bsp3ZwDhiCM85xiltdO0yzW0t7a7VRDcN5KPPuJfawZRk5PBORUllpk1olnGXQpDO8m1XJEalCoUE8nrTF026Fvaxgw5t715yztyylmIxgdcN+lT9q3Qq75bvckuNG05SGuiAZJtwMkxG5yMbRk85wPl6HFSW+lWamR7Q7S0oLlJD1Uk7fYZJ46cmq+q6Tcat5ZkmiiMcjqAM/wCrOMH/AHuPpya0bKF4WuWlOPNmLquc4GAP6U73sJLV6Fc6HblZlzKBM5eQLO43E9e9M+yWU/2uNZ0PCRSqrD91gcD2PNYaeE9Vt7qa4t9XDPJK7hJJHK4aPZjrxgktx3/OtC48PzXFnewSTRSC5jhIZiQd8YAOfY46+9J67lJJbGg2mwS3NwRM4nkiWOXZKQQvODjt/Fg/WozYWNxf3Kxyr9rCDzVWQkoGGA23oCQuM47VQ1LTNUlkuWtfI8uY222MXDjGxstngcEHHHoODUMmg6ja2Fy0V159zJp8cKsjEOs0bOyEZPK5ccE9F75oYWR01nGlvJFCpUbVwq55wBirb/fNZOj2M1rJaG4lEsi22yVt2cvnJIz2zn9K1n++aaAQdRWTr9lp13fad/aDlZQ7C3AJ+ZsZI/Jf5juQdYdRWP4hOlLfae+qMyyq5NuwLAKwKsTkcD7oHPYkd6YyD7BpcvhlIYhjTlRWTy0I2hSCCBjqCAelS6XHYZkGnuXCqiM2DgAKNoBPsf1NRSNp0/hiRC80GnmI7nJeJwnUnkBh/UUaRJpyXVwmnTSu2EMkbM20fLwQCMZPfHfrzSArJDoj6tEVmf7XHKxwVYEsxzhsj16VLqdjp0mo+beTTrcRxboyinMaggkqQOecZHI9qz9OtvDkl9a3lrczzTmZxEZZXJdvvHqMkc9enIHpVjWF0Z7y6k1Ce63tFHBKkZkZVDMNqgAEAkkZA5PBPGKANK7Fk9vZ/a5yUeRTC+D8zYJBJHTjPXFV7KxsH0FrS1nle2jAX7uHTgEDGM9MHp3qxdyWHkWdvchtrMvkphiSQO/GcY6k8etVdPbS59BuBYSXL20u7zJFMnm52gccbvuhQMdsYoAg0Ky0JNQM+lTtJPNEzgsT8ysULnkcknYT1wSOmac1lo7XxEly5na+VmRhjdMFDL27ADnuOCT0o0EaIl0jaWZjJ9mHl+arqPKO0ZXcAP4Uzj0WoYk0CTUI3DXcs73rPGWMx/ejAbBxjaMAf3eAKALep22lf2i8l5O8VyLU7iqk/u/m9iCfvcemeKtTwWVtpVukrstrH5YQgE8DG3PtwOtVdTOjLqL3WoKxuIrQozKjMViY47DqTkDv1xU+pf2fNpUC3zvFa+ZFs+YqScgID36kcUAVbTStGtdDv7JSxsgjR3SygjCbMEHgHG2jRxpCX5j028kaaWLzXj5xJyRvIxjPBHGOnsKfZvo40nUjFOxtXaRrqaSRlxlfmbcccY53Djvmq2iwaDbapGdOW4S6S28tVlSRMJnOMMBg8529cHOOc0ANvdO0U6rI19dzeez7mRwSADgenC/KOc4HqM86GpDT7bUrW4vrxopQjrFH1DDGWOMHnHf8O9Zcn/CPS6ldTSzXbzNOFmJ80qDu2bc4wE3Lg/w5HvV/VodGu9RiXUVk+0RxmRWVnCouGGWI+UfebGaAJkh06HQIIVdhZRBIE4ORtIUA9+oANO02y0+1ub4WBdZHlDzoxbhiOoB7EDtUSXelJ4ct3V5ZLGcK8b7Xd5Cx3A4xuJJ56U/SWst181i9w5lmLTGUvw/Q7Sw6cY444FAFe1i0aXUrZ7eZjOhdY1IYfMDIDnPcfvRz71JqUGnSC5ae4lj8p4zMYgTgjlQeDnqDj6VR0v8A4RpdSsPsTma5RZDbOwZvvF9/zYxnKycZ7HippZtCh1e+d/MN27w/aFRHbLdU4A5+6M49OaAL2rW1k8lu1/cyQqm8rtJVT8p3Enthc85GOaqpp2k/8Ir5CTGPT4v3m/G0oUfd0xxhh0x7Yq9fy2M00FnfIXacPsj2sQw24bOBgDDY59apf8SWTwvh3afTmbcJC7sztv4II+YktjGOpxigC1ppsZppmspzNI23exB6KNoA9gQeB3JqjYW+l211aPb30/nXrP5W/rcDBc5yOQMk598Z5xU+jw6Tb3t22mROJvkjmZkYfdUADcRzxjuao6Xa+HY7my+w+c0sbs1uWMg6KfUAEbXJGeucjNAHYv0WmU9+gplMRNRRRSGJH938adTY/u/jTqACiiigCjrlm2oaDfWkaq0k1u6IG9SpArB8ISTzeC00+70i6sZ7S1WB1uIgokYJjK+oyOtdZRStv5jvt5HPeBbCbTfA+l213bmC4jgCyRsuGB9DVmO8udW0LUPN064s5B5sKRTY3SAZAYY7HtWxRTl7179RR923kcHp3hS4/wCFMLo1pbrp+pzaX5J+UKyyFeQT9awvD/hW8ube7VoNbt71NLks1e/ESRKzDG1dgBYZ716zRQ9W33/r9QWiS7f1+h5hpmn3l94i0pY/D1zpqWmjz2c00sQVfMIUAAjqOCc1Bo1lrc83hXTJdEvbP+x454bi7kUCMMYyqlTnkH1r1aih6/16/wCYLQ8+8KWlzbQ6bo134aliutPEgk1KRQEBII3o3Vi2en51g+F/CV9a61p1rq0GuNNp9285l/dC16sd4cDccg9M55r1+infW4PVWMOHxloNxqC2MN+rXDP5YTy2+96ZxXGXmmapD42f+ztIu9s+opNMs8SS2jrkZlEh+ZHAHT1Fem+WgOQi59cU6ktHcHtY8n12y1mO31bRYNCvbk3esxXsdzEoMXleZGxOc9RtPFVpvCepvDdk6TIzvFqm0mMZJdwY/wAx0r2Gijpb+tkv0Drf+uv+ZxdlG9h8RLE3YKfatFWGPd2eNssv1wf0rK8caTcy+MrO002RRF4ij+y6hGGwwSMhvMx/u5X8RXoN1YW160LXUKyNBIJImPVGHcGoY9F0+PWpNWW2X7dIgjaYkkhR2GeB+FO+qbDuc749tg/h/TdKs1Akmv7ZIUX+EI4Yn6BVNdhVeSxtpb6K8kiDTwqVjc/wg9cD+tWKXQAoPQ0UHoaAIKfH978KZT4/vfhTEclrmsapZa5LDZ2f2iAQNICtvIxDD1YYXp0Ay2azLPWtdufEkqLbSR2swCxedZyhVUNMN+SQAcCMlTycjGK6XVNdstNu547lJj5MQmldEyqKSQMn1JBGBWZeeNNPg024uIIJnkis5bpY5E2A7Ax25Pf5D0z69xSHuRafqGtvp+nGZFeT7I8l2z2jqxkXaNgG4YJy3qDjjioNJ8Qa1evCt7ZfZFaVk802MxD8IR8ucp94jc3HymtNvFulRtAswmjeYuoVk5VlzkEZyPunFNh8Y6PNPDAouBNK4QxmE5jyFILY7EOp4z19jhgLoF5fSaYP7X3vdfaZYji2aPADNt6542gfN06U7Sru+Z7r+04Joi1wFiUqCFUqOAVzwDnk1d1PVbfTZbaJwGkuJAiruAwMgFvwyPzqe9uDaeQVhWRZJliYl8bdxxkcHP04oIbV99jnri8vBbaikM16Jo7ki3P2VjkbBgDCYI3bufzNXtJlumvLpLh5pUDbleSIxhcsfkAIGcDHIyKS48Q/Zrqa2ksx5sbjBDsVKYYlvuZ6KegI9+uNO7vrOxt0nupAkbkBWwTnjPahtJakx1loyCCa8e8lSe2EcC52SBwd3PpmsW/bUItU1WeW5uY7WO3iW2FvBI5DEtnAXdu7ZIUkD0rb1jURpmiy38Fs10VC7I0IBbcQB1+tUJteube9ktZdPgjdbX7Sry3LRpgFQwY7CBjd2LdOccVK0RqZGnahqc05S5m1BXj0/fOJ7UpG0hUYKMEGCOp56nGOONK8uruKRUtHuHL2JZQIi6hwRg7tp+bG7gn8Kv2+qSXUHmLaLE32RLgxzSbdpYtwTg4A29cfhUD6/wCSiNPYmJJIPMj3MfnbBOwfLjoM9c47U1q7kTata9jO0+61pr+1FyZvKLNndFgMmX5Y7Rg429cHpxyauXV9JPeWZs5buNJYzIf9HLJtwcZ+U/MeOMjp78yWniNLu6igFoULOY3O8na4LDjjkfL14PPTriymqr5NuzxqGkSR3AP3VTOSPWiUrPUmCvHRlDT57porAXMkzP57oXkUoZlCMdxUgY57EVGLu5WOzk825LtfyJOiIZAE3MMHAO0ABcHj1q9p+uJfeQWtxD5kpiYFs7W2Bxg4Gcg/nVy91C3sLi2geKWSW6ZhGsSZ6DJJ9ABSt71/66FR1hZMydZvb8iA6SJcCVkcrHnLDGAeD8p+bJ46DmtDT5Hc3QYlkWdgjFs8ccfgc1Tt/F+kXUMcsAnaOWdYEYxFQSwJDZPGCB/9aoW8aaXbWl1NfRywfZXPmAJn5NzjePUfu26c8dKOxSWrZVn8Q6tbXV2rWDSwwzbFeKzmOVKvt92O5UBIGAG69xSt9W8SPb6moieN42MsbyWUjFRvX5VycONpbG3pj3rcn8ZaRbKTKLgEuUjUREmXBYEr7DY3XHT6VcuNctLW1uLqVJDbwiPlV+Yl8Y4PTqOT0o2KM291PV4I7yaGGNoovLWEfZJGZywGWwGzgZPAGapJrPiC+0e7K232K++wmSCI2UjbpNmc7ido+bI2HnjPNat94psbWVIYopJ53bCxov3hmMHB6f8ALZKbF4sspHvW+yXK21nZLePcFRgqd+RtznI8s8YpiL2lXE019atKxKvbFj+6aPLcZ+VuR9DW0/3zWNa6/ZNrVtpzpLDdTxl0R1HYE4OCcHAJ+lbL/fNCAQdRWR4hstLu7ix/tUZcOywLlvmYjJGB14X+netcdRWN4jk0hL2w/tUhZ1Zmtn5BU8AnI6dV6+1MCu8GlXvhc/aBLc6dt+YSRyM+FbuuN+QR6Z4pNGi0db26i0lyZo0jEq/PhQVBXG7jkHPH480NcaYvhXmeUWAAj8wA7/v7cEYyTu4Ixz3p+mDTotUu3s1lFzIiNMXRlBGMKRkAdu3T2pAZemW3hX7Zatp/zTiV/JcrJkMODkkd89T9488mpNYs/DUmoT/2mGa4PltIFjkbcQVKjCghm4T5Rk4wSMUmmR+Ho7qyFh529wzwDDgOo28njkDjBPXJ5OTVnU10X7fcPezNFcRxLcvtkYbBkKHHudgX3HGOeQB+sJohtbOXVJP3Iw0DqGIxxySvRfu8njpTdPGiWfhy4ksnkisF3GXKSK65Az8pG4EjB6c5zznJl1KPSpbKzsLyNmgfCwxKpbcFAwMgEgdM9PemW66O/h64MUjSWUrN5srMSWK4Tv6bAAOnAoAfpLaVJfyf2c8qytBGxjeKRAIxwu0MBwPQdM89aqJZeHYb2Ex/61L51UiNiFnOCQTjAJyOT9Aau2DWB1IPEZjdC3AAljMeIyR22gdQPp7ZqikGgRagYoUkSZ7tWeNFYb5lw4duP9ofN3GASQMUAS6xZaHcajKupRyyXAtMuI4ZH/dZJ/hBGcg8dT6VZv7TSLnSLQ3zA2YaPyDllGWG1On+9x6de1M1O40kXVzHdu0dw9sgkZAdwj3kKAQO7EjHejVP7HvdMsRqX762kkT7N1+Zyh2kADrgkj0Iz2oAZbQaGdB1ERZOnYljug6vt2qCrgZ52gAjjjA4p2nrpFzqMMttK8l59m3IZlcP5RbGTuAPUY554oik0ebR9TZZC9pKJDduSRxs5PQcbe469eaj03+xG1Vbi0G++aIYlZCGKbRhegAGMHb75xzQBUS38MpqjNFJKl0942VCyjzJd7ZOMYYBt3zcgEdRgVoawmiRXQOr7GmmgZVVkZyyKckAAHn5ug5PviqEsfhuS8kaV5GljuHRjufCMWLOvTAG5iSfXHPAq1rUehXGop/ai/6YkXmRuAd0aqTyCBxnJHv05oAHTQbHw1aeYD/ZsLKsKGKRyCMgKVwWyOcgjjHNW9MtNMxfJpxHMzLcgAgh8ZP6MKrTtpCaFb+Y8gthNmNjudzKWOchgSTuLZBHWn6YujxyX/8AZwCu/wDx9EZBY5b5j6n7w3f7OO1AFTStK8NLqVtc6WV+0NG7wbXb7qkq3B/2nbI9ST15p2op4dsNQnutROJpZolkyjuC4UlOACPuqTnoMc1HpVt4Ziv7ObTIlSZwXtcBgACHBC56BvnYjuRu5xmptXk0K7kmTUXYNDKokxuGGMbYHT+4zE46DnjFAFrW4dLd7VNXWRg7Mse2J2XJHIYqMDj1Iqr5GgDweuFddILKyKIpA2TICuFxu+/jAx+lX9TvNPjnt49QfazCR4xk4wFwxOPQN39arST6QvhlDcNu06J48FlIO5ZBtBAA/iAGMUAO0e30qC6uo9NSWOUhXlEkEiZGMA5YDPA7E1X0qbQJJbSLTppGkOXgV0kBA2AAkMOF2kYzwe2a0LC7sJru6+xtulJHm5zxgbQBnsMHgd8981j6Ynhxbq1lsnkeUhVjdix3BRtQEkdBggdM89eaAOzfoKZT36CmUxE1FFFIYkf3fxp1Nj+7+NOoAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACg9DRQehoAgp8f3vwplPj+9+FMRBcaXZ3Rm+0W6Seegjl3DO9Rng/maqP4X0eWMJNZLIojaLEjFgVYEEcnnIYjPXk1rUUhmRceFtGuphNNYRmUZxJjkZzz/wCPH8z60lr4U0Wyjt0trFE+znKMCd2eOp79B19B6VsUUAUzpVkyBWt0ZVfzACM4bO7P580k2kWU6bJYdy+Z5uNxHz+vFXaKNhWT3M0+H9LYPus0PmNuYnkk89/Tk8dOT61dNtEVAK5A6D0qWigEktiCayguITFPGHjOMqehwc1QufC+jXk00t1YpJJMAHdic8EHg545UHjHQela1FAzPfQ7GSNo5ImaNolhZGckFVJI9+5oOh6cWDNbK5EflguS2F9Oa0KKNhNJ7lCLRNOgkjeG1RHiBCMByOvP15PPufWnR6TaxpAqhsQZ25brnrn161dooeu4JJbFGDRrG1MX2aERLEWKKnABIwT+VTPY28k0crxhpIs7GPVcjBqxRQPYyh4Z0dYhEtkgjEolCAnaGHTjpj26U268K6Leo63WnwyrIMOGH3h83B9vnb/vo1r0UAYsfhDQ40kX7CjGSQyMxJ3btxPB6jlj09TVufRbG5hkhnh3xyqqum4gEL06VfooAx5fCWhTzGaXTYTIUEe4DBCjaQBjp9xOn90elSjw7pSoUWyjVGt/szKBgNFz8hHccn8z61p0UAUBomnDVU1L7LH9sQYWbHzDgj+Rx9KtP981LUT/AHzQAg6iq9/o9jqc8Et7CJHtzmMk9DuVv5qv5VYHUVNTAzf+Ef03+zRYC2VbYPv8teBu378/99c1Yj062ikeRI8PIAGOeoAwKtUUgMy18OaXZPA1rapEYEMabfQ4z+PA561Fd+E9FvryS7ubFHuZF2tMGKuVxgLuBzjjOPXmtiigDPm0PT7jyPPt1k+zgiLcSdnGMj396jtvDek2WnyWNnZpBbSNuMUfyqDgcjHToD9ee9alFAFOLS7aG5lnVWMsoAdmbJIHQfTk8e59aiGgacLhJmtleRJGlVn5Ic9T9eBWjRQBRudGsbyQPcwCQhGjG7kYPWh9GsX09LIwgW8aqixg8AAYAq9RQBSg0iytvP8As8Cx/aHLybeNzEYzUVvoGm21wk8NqqyorKr9wCcnn61pUUAZtz4f0y7kMlzbLIxKklv9kkj+ZqW60iyvGja5hEnlklQemSCPx4Y1dooAzm0HTm0ltNNuPsjoyNGD1DZz+eTT7fRrC0mnmt7dY5LggyMP4sdP5n86vUUAZkXh7TIbiKdLVfNhd3R+6l87j+OT+dLdeH9NvWla6tllMyqj7u4U5A/U1pUUAVJ9MtblozNHu8tty5PQ0yLRbCCxNnBAscBz8i8Dk5P61eooAoWuiafZzNLbW6xuyKjMOpC8DPrTB4f037StwbZTKknmK56hsY/kB+VaVFADJO1R1JJ2qOmImooopDGIwC807etRUUxEu9aN61FRQBLvWjetRUUAS71o3rUVFAEu9aN61FRQBLvWjetRHODjr2zWd9uvLZtt9Ysyf897U+Yo+q/eH4BvrSbS3LjFy2NbetG9apW+oWl02yC4R37pnDD8DzVihWewmnF2ZLvWjetRUUySXetG9aiooAl3rRvWoqKAJd60b1qKigCXetBcYqKigApyHDc02igCXetG9aiooAl3rRvWoqKAJd60b1qKigCXetG9ahZ1RSzsFUDJJOAKpNrFpyLdnum7LboXz+I4H4mk2luVGMpbI0960b1rj7+3nd95inimnJMVvJfSvI3/AABXCKB65IArU0fRDYN9oupmkuWQKVWRvLT1wCeT7n9KzUm3ax0TowjDmctf68zc3rRvWoqK1OUl3rRvWoqihuoLjd5EySFDhgrZKn39KWg9dy1vWjetRUUxEu9aN61FRQBLvWjetRUUAS71o3rUVFAEu9ajY5YkUlFACjrUm9aiooAl3rRvWoqKAJd60b1qKigCXetG9aiooAl3rRvWoqKAJd60b1qKigCXetG9aw7/AFi4tLhoo7e1JB+XzrvYzD1CqjGk0rWLzU7gYsoha4Ja4WV8Z/ugMikn9Kjnjexv7Cpyc9tPVG7vWjetRUVZgS71o3rUVFAEu9aN61FRQBLvWjetRUUAS71o3rUVFAD3YHGKZRRQBNRRRSGJsX0o2L6U6igBuxfSjYvpTqKAG7F9KNi+lOooAbsX0o2L6U6igBuxfSjYvpTqKAG7F9KNi+lOooAq3em2V9HsvLaOYDkb1zg+oPY1WGkPD/x5ahcxDssreaB/31z+tadFS4p6lqpJK19DM3atbtiS3t72P+/C5if/AL4bI/8AHhSnVYo/+PmzvIMdSYS4H4pmtKiiz6MfPF7x+7+rfgZ8OsaVcTeTFf25m6+UZAH/AO+TzV7YvpTZ7aC6jMdzDHMh6rIgYfkapDQNNRcQWwtx6W7NEPyUij3h/u33X4/5F/YvpRsX0qidJUf6u9vY/YTk/wA80Np10B+61e7X/eSJh/6BRd9hcsHtL+vxL2xfSjYvpWd9j1hf9XqsLf8AXWzz/wCguKaYNf8A4dR078bB/wD49RzPsP2cf5l+P+Rp7F9KNi+lZnkeIP8AoIaZ9fsMn/x6lFvr38Wo6f8AhYP/APHqOZ9g9nH+Zfj/AJGlsX0o2L6VnfZNYb/WarAv/XKzwf8Ax5zT1067/wCWmr3R/wB2OJR/6BRzPsLkj/Mvx/yL2xfSjYvpVIaUP+Wl7eSfWbH8sUHRLBwRNE04PVZpWkB/Akii8uwcsO/4f8EddanptiwW9vra3YnAWWZVJ+gJqL+2LR8/Z4rm4x3jt3wfoSADVu2sLSyXbZ2sNuvpFGF/lU9HvDvTXRv+v66mW91qMvFnpYQf37ucIPwC7ifxxThY38v/AB8agEz/AA20IXH4sWrSoo5e7F7S2yS/rzuZy6FYmQSXMbXcinIa5cybT7A8L+AFXxGijAUAegp1FNJLYmUpS3ZELaETNMI1EjAKXxyQOgz+NP2L6U6imTuN2L6UbF9KdRQA3YvpVW60myvHEk0A81fuzISki/Rhgj86uUUmk9xxk4u6M1rG/gGbS+EoHSO6Tdn23Lgj680i39xCMX+mTI3d7dhMn4dG/Na06KXL2ZfOn8Sv+BQt9V065mEMdygnIyIZDsk/75bB/SruxfSmXFrb3kJiu4I54z1SRAwP4Gqn9i2if8exmtvQQTMoH0XOP0o94LU33X4/5F7YvpRsX0qg9hqEfNpqz5/u3MKyL/47tP60iPrUS4lhsbk/3kkeHP4EN/OjmfVD9mntJf16mhsX0o2L6VR+3Xyj95pUh/65zI38yKDqjr/rNNvV+kat/ImjmQvZS/povbF9KNi+lZ/9uWw+/BfJ9bGY/qFo/t+w7tOv+9ayj+a0c8e4/Y1P5X9xobF9KNi+lZ/9v6b/AM93/wC/L/4Uf2/YdmuG/wB20lP8lo549w9jU/lf3GhsX0o2L6Vn/wBu2h+5FfP/ALtjN/8AE04atv8A9Xp9831h2/8AoRFHPHuL2U+qL2xfSjYvpVIX92x+TS5wPV5EX+po8/VXzssraP0MlyT+gX+tHMg9m/L70Xdi+lGxfSs5bXWZf+PjU7eIelta4I/F2YfpT/7JD/8AHxe3k2euZtg/JAKOZ9h8kVvL8/8AgFm5ntbOEzXc0UES9XlcKo/E1UGsWcv/AB6pPdDsYYmZT9G6H86lg0bTrecTx2UPnAYEzLuf/vo81do94P3a7v8AD/P8zNMmpXDYt7OK1j/56XL7m/74Xj/x4Up0qSYf6Zf3Eg7rEfKB/wC+ef1rRoo5e4vaNfCrGU+hW+Ft7eOO2syMzJEuHmPoW9PXuf56SQxxRqkaKiKMKqjAAp9FNRS2FKcpbsbsX0o2L6U6imQN2L6UbF9KdRQA3YvpRsX0p1FADdi+lGxfSnUUAN2L6UbF9KdRQA3YvpRsX0p1FABiiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooAKKKKACo7iYwW0kqwyTlFyI4sbm9hkgZ/GpKKARztv4ygudPN5HpWpbDcfZo1KR7pJA7Iyj5+zIQc49s1pNrEFvpDajqUcunwp99bgDcvOP4SawYvDF1J4attOugyFdWmupDDcNGwja4lkBDqQQdrr0NaOt6D9p8G3Wk2IadzEfKF3M0hZs5GXck+2TnFZpysd040OdRW1/w/ryNj7Vb+YiefHvkGUXeMsPYd6r3mr2lheR2945h82N5FkfhDtGWGfXHOPQH0rlbvQdQuRewJpESSX8iSw3xlTdYgKo24HOUKkrtyCTyRya1/FGgz+JFhsGcQWceZmlABYyj7igHtnk+oGOhNHNK2iJVGkpRUpaPfy/rsaOnavBqTBYo5o2MCXG2VNpCPnbxng/L0pv9uWf/CRf2LmT7V5PnZ2/JjP3d397HOPTmsu3Ot22qC8m0jzmntYopvKuEAR0Z8kZPIO7Iqqvh/WPtI1Rp0+0/wBofavsm1eE/wBXt3+vlfhmjmlYfsqd3dpK2mvU6GTV7OHVm0+aURTCFZsuQFIZioAJ75U8VLdX8NrG5J82RRnyoyC56ds+4Nc7ruk3cviaS/j0aLVIJdPW1UPIilH3uckN/DgjJHPoDVSz8I3ltp+tLNHDLeXTW6wz7sllSCFG5PIG5G+tHNK9rAqNFpScu36HVXWqWlpNFFJKDLJKsQRSCwLdCR2FTpcwSMyxzRsynDBXBIPvXEnw1qJaK1/s+FZYdQkujq3mrudXZyMD724BgCDx8vBPGMOKwfXILLStJhsre4g02aGS4gnDeacIMtgEqrYx843fMeODmXUa6GscJTktJ7bvT79/+CepwzxXCb7eVJVzjcjAjP4VJXNeFNIubG4vbq6gmtjOsaCKV4Tnbu+bbEoUfexnJJAGcYArpa1i21dnDVhGE3GLuFFFFMzCiiigAooooAKKKKACiiigAooooAKKKKACiiigArKh8R2U7QRxiXzpnkQwlfmjMf39wzwBxz7j1rVrlLDQtQttcl1t0j+0aluju4NwxEgH7vafUY+b13f7IqZN9DelGElLnfp/X9dup0EOp282jJqYLLbPAJ8sMELt3c/hSaTqttrWlw39kW8mUHAddrKQSCpHYgggj2rmU0/Xb7wnZ6DJYnTwqQwXFyZkkHlqPnwoPOdoXns1amlaPfae+q273QeK7PnRTKoQpIy7Wwo6cgN9SalSbexpOlTjF+9rfTW+n9fkbK3UDmQJPGxj++A4Oz6+lILy2MHnC4iMX9/eNv51xsPh++bSI7MaDZwTWkKRvMZlxe7XRiowM7W2kkvg5I4PJqW38OXN3rqahcabHZ2bXCObBmRtu2ORTIQuV3MWUYGeEB69Dml2KdCkk257en+fU65bu3diqXETMF3kBwcL6/So5NQgWEyQt9oCyLGwhIYqSQOee2ea4rUvDEmn+G98FrDE8MN955QgFldX2DI5I+7x2x7VYh0O+u5BPDpcemIsdtGYhIh84pMrl/l4wFBAzgnJyBS55bWH9XpW5ufT5d/U6ix1iyv7KC5ilEaXBYRrKQrMQxU8Z9RVtZ4mlMSyoZAMlAwyB9K84bwXq625glikmFxB5OYZoV+znzHOSzoWUYYHKc57cA12ehaONNa9llhjFxcXUkhl4LOpPGT9AOKcZSe6FXo0YJuE7mvRRRWhxBRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFIEVSSqgE9cDrS0UAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAB560UUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAf/Z"}},"execution_count":null},{"metadata":{"id":"mPo10cahZXXQ"},"cell_type":"markdown","source":"## TPU detection","execution_count":null},{"metadata":{"id":"FpvUOuC3j27n","outputId":"d9453e6c-ae45-4000-efa2-f2a62c9225d9","trusted":true},"cell_type":"code","source":"# Detect hardware\ntry:\n  tpu = tf.distribute.cluster_resolver.TPUClusterResolver() # TPU detection\nexcept ValueError:\n  tpu = None\n#If TPU not found try with GPUs\n  gpus = tf.config.experimental.list_logical_devices(\"GPU\")\n    \n# Select appropriate distribution strategy for hardware\nif tpu:\n  tf.config.experimental_connect_to_cluster(tpu)\n  tf.tpu.experimental.initialize_tpu_system(tpu)\n  strategy = tf.distribute.experimental.TPUStrategy(tpu)\n  print('Running on TPU ', tpu.master())  \nelif len(gpus) > 0:\n  strategy = tf.distribute.MirroredStrategy(gpus) # this works for 1 to multiple GPUs\n  print('Running on ', len(gpus), ' GPU(s) ')\nelse:\n  strategy = tf.distribute.get_strategy()\n  print('Running on CPU')\n\n# How many accelerators do we have ?\nprint(\"Number of accelerators: \", strategy.num_replicas_in_sync)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## About Data Type...\n* Data is in [.tfrec] format which is tensorflow record Format.\n* **TensorFlow Record:-** A TFRecord file stores your data as a sequence of binary strings.\n* **Importances...**\n    * Binary data takes up less space on disk, takes less time to copy and can be read much more efficiently from disk. This is especially true if your data is stored on spinning disks, due to the much lower read/write performance in comparison with SSDs.\n    *  Especially for datasets that are too large to be stored fully in memory this is an advantage as only the data that is required at the time (e.g. a batch) is loaded from disk and then processed.\n    * Another major advantage of TFRecords is that it is possible to store sequence data — for instance, a time series or word encodings — in a way that allows for very efficient and (from a coding perspective) convenient import of this type of data.\n* you need to specify the structure of your data before you write it to the file. Tensorflow provides two components for this purpose: \n    * tf.train.Example and \n    * tf.train.SequenceExample.\n* You have to store each sample of your data in one of these structures, then serialize it and use a tf.python_io.TFRecordWriter to write it to disk.","execution_count":null},{"metadata":{"id":"w9S3uKC_iXY5"},"cell_type":"markdown","source":"## Configuration","execution_count":null},{"metadata":{"id":"M3G-2aUBQJ-H","outputId":"8735dd00-4b9a-4873-9b74-690f93e5360d","trusted":true},"cell_type":"code","source":"GCS_PATTERN = 'gs://flowers-public/tfrecords-jpeg-192x192-2/*.tfrec'\nIMAGE_SIZE = [192, 192]\n\nif tpu:\n  BATCH_SIZE = 16*strategy.num_replicas_in_sync  # A TPU has 8 cores so this will be 128\nelse:\n  BATCH_SIZE = 32  # On GPU, a higher batch size does not help and sometimes does not fit on the GPU (OOM)\n\nVALIDATION_SPLIT = 0.20\nCLASSES = ['daisy', 'dandelion', 'roses', 'sunflowers', 'tulips'] # do not change, maps to the labels in the data (folder names)\n\n# splitting data files between training and validation\nfilenames = tf.io.gfile.glob(GCS_PATTERN)\nsplit = int(len(filenames) * VALIDATION_SPLIT)\ntraining_filenames = filenames[split:]\nvalidation_filenames = filenames[:split]\nprint(\"Pattern matches {} data files. Splitting dataset into {} training files and {} validation files\".format(len(filenames), len(training_filenames), len(validation_filenames)))\nvalidation_steps = int(3670 // len(filenames) * len(validation_filenames)) // BATCH_SIZE\nsteps_per_epoch = int(3670 // len(filenames) * len(training_filenames)) // BATCH_SIZE\nprint(\"With a batch size of {}, there will be {} batches per training epoch and {} batch(es) per validation run.\".format(BATCH_SIZE, steps_per_epoch, validation_steps))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Writting few Helper Function...","execution_count":null},{"metadata":{"cellView":"form","id":"MPkvHdAYNt9J","trusted":true},"cell_type":"code","source":"def dataset_to_numpy_util(dataset, N):\n  dataset = dataset.batch(N)\n  \n  # In eager mode, iterate in the Datset directly.\n  for images, labels in dataset:\n    numpy_images = images.numpy()\n    numpy_labels = labels.numpy()\n    break;\n\n  return numpy_images, numpy_labels\n\ndef title_from_label_and_target(label, correct_label):\n  label = np.argmax(label, axis=-1)  # one-hot to class number\n  correct_label = np.argmax(correct_label, axis=-1) # one-hot to class number\n  correct = (label == correct_label)\n  return \"{} [{}{}{}]\".format(CLASSES[label], str(correct), ', shoud be ' if not correct else '',\n                              CLASSES[correct_label] if not correct else ''), correct\n\ndef display_one_flower(image, title, subplot, red=False):\n    plt.subplot(subplot)\n    plt.axis('off')\n    plt.imshow(image)\n    plt.title(title, fontsize=16, color='red' if red else 'black')\n    return subplot+1\n  \ndef display_chunk_images_from_dataset(dataset):\n  subplot=331\n  plt.figure(figsize=(15,15))\n  images, labels = dataset_to_numpy_util(dataset, 9)\n  for i, image in enumerate(images):\n    title = CLASSES[np.argmax(labels[i], axis=-1)]\n    subplot = display_one_flower(image, title, subplot)\n    if i >= 8:\n      break;\n              \n  plt.tight_layout()\n  plt.subplots_adjust(wspace=0.1, hspace=0.1)\n  plt.show()\n  \ndef display_chunk_images_with_predictions(images, predictions, labels):\n  subplot=331\n  plt.figure(figsize=(15,15))\n  for i, image in enumerate(images):\n    title, correct = title_from_label_and_target(predictions[i], labels[i])\n    subplot = display_one_flower(image, title, subplot, not correct)\n    if i >= 8:\n      break;\n              \n  plt.tight_layout()\n  plt.subplots_adjust(wspace=0.1, hspace=0.1)\n  plt.show()\n  \ndef display_training_curves(training, validation, title, subplot):\n  if subplot%10==1: # set up the subplots on the first call\n    plt.subplots(figsize=(10,10), facecolor='#F0F0F0')\n    plt.tight_layout()\n  ax = plt.subplot(subplot)\n  ax.set_facecolor('#F8F8F8')\n  ax.plot(training)\n  ax.plot(validation)\n  ax.set_title('model '+ title)\n  ax.set_ylabel(title)\n  ax.set_xlabel('epoch')\n  ax.legend(['train', 'valid.'])","execution_count":null,"outputs":[]},{"metadata":{"id":"kvPXiovhi3ZZ"},"cell_type":"markdown","source":"## Read images and labels from TFRecords","execution_count":null},{"metadata":{"id":"LtAVr-4CP1rp","trusted":true},"cell_type":"code","source":"def read_tfrecord(example):\n    features = {\n        \"image\": tf.io.FixedLenFeature([], tf.string), # tf.string means bytestring\n        \"class\": tf.io.FixedLenFeature([], tf.int64),  # shape [] means scalar\n        \"one_hot_class\": tf.io.VarLenFeature(tf.float32),\n    }\n    example = tf.io.parse_single_example(example, features)\n    image = tf.image.decode_jpeg(example['image'], channels=3)\n    image = tf.cast(image, tf.float32) / 255.0  # convert image to floats in [0, 1] range\n    image = tf.reshape(image, [*IMAGE_SIZE, 3]) # explicit size will be needed for TPU\n    one_hot_class = tf.sparse.to_dense(example['one_hot_class'])\n    one_hot_class = tf.reshape(one_hot_class, [5])\n    return image, one_hot_class\n\ndef load_dataset(filenames):\n  # read from TFRecords. For optimal performance, read from multiple\n  # TFRecord files at once and set the option experimental_deterministic = False\n  # to allow order-altering optimizations.\n\n  option_no_order = tf.data.Options()\n  option_no_order.experimental_deterministic = False\n\n  dataset = tf.data.TFRecordDataset(filenames, num_parallel_reads=AUTO)\n  dataset = dataset.with_options(option_no_order)\n  dataset = dataset.map(read_tfrecord, num_parallel_calls=AUTO)\n  return dataset","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Checkout the dataset...","execution_count":null},{"metadata":{"id":"xb-b4PRz-V6O","outputId":"6a5738e9-da0f-4fda-c834-6baa5ab8fded","trusted":true},"cell_type":"code","source":"display_chunk_images_from_dataset(load_dataset(training_filenames))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Data augmentation\nYou will get a couple more percentage points by augmenting the data with easy transformations like left-right flips of saturation 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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def data_augment(image, one_hot_class):\n    image = tf.image.random_flip_left_right(image)\n    image = tf.image.random_saturation(image, 0, 2)\n    return image, one_hot_class","execution_count":null,"outputs":[]},{"metadata":{"id":"22rVDTx8wCqE"},"cell_type":"markdown","source":"## training and validation datasets","execution_count":null},{"metadata":{"id":"7wxKyCklR4Gh","trusted":true},"cell_type":"code","source":"def get_batched_dataset(filenames, train=False):\n  dataset = load_dataset(filenames)\n  dataset = dataset.cache() # This dataset fits in RAM\n  if train:\n    # Best practices for Keras:\n    # Training dataset: repeat then batch\n    # Evaluation dataset: do not repeat\n    dataset = dataset.repeat()\n    dataset = dataset.map(data_augment, num_parallel_calls=AUTO)\n    dataset = dataset.shuffle(2000)\n  dataset = dataset.batch(BATCH_SIZE)\n  dataset = dataset.prefetch(AUTO) # prefetch next batch while training (autotune prefetch buffer size)\n  # should shuffle too but this dataset was well shuffled on disk already\n  return dataset\n  # source: Dataset performance guide: https://www.tensorflow.org/guide/performance/datasets\n\n# instantiate the datasets\ntraining_dataset = get_batched_dataset(training_filenames, train=True)\nvalidation_dataset = get_batched_dataset(validation_filenames, train=False)\n\nsome_flowers, some_labels = dataset_to_numpy_util(load_dataset(validation_filenames), 160)","execution_count":null,"outputs":[]},{"metadata":{"id":"ALtRUlxhw8Vt"},"cell_type":"markdown","source":"## Model","execution_count":null},{"metadata":{"id":"XLJNVGwHUDy1","outputId":"b6a826ec-285d-4d15-9b8b-539fda97e0b0","trusted":true},"cell_type":"code","source":"with strategy.scope(): # this line is all that is needed to run on TPU (or multi-GPU, ...)\n\n  bnmomemtum=0.9\n  def fire(x, squeeze, expand):\n    y  = tf.keras.layers.Conv2D(filters=squeeze, kernel_size=1, activation='relu', padding='same')(x)\n    y = tf.keras.layers.BatchNormalization(momentum=bnmomemtum)(y)\n    y1 = tf.keras.layers.Conv2D(filters=expand//2, kernel_size=1, activation='relu', padding='same')(y)\n    y1 = tf.keras.layers.BatchNormalization(momentum=bnmomemtum)(y1)\n    y3 = tf.keras.layers.Conv2D(filters=expand//2, kernel_size=3, activation='relu', padding='same')(y)\n    y3 = tf.keras.layers.BatchNormalization(momentum=bnmomemtum)(y3)\n    return tf.keras.layers.concatenate([y1, y3])\n\n  def fire_module(squeeze, expand):\n    return lambda x: fire(x, squeeze, expand)\n\n  x = tf.keras.layers.Input(shape=[*IMAGE_SIZE, 3]) # input is 192x192 pixels RGB\n\n  y = tf.keras.layers.Conv2D(kernel_size=3, filters=32, padding='same', use_bias=True, activation='relu')(x)\n  y = tf.keras.layers.BatchNormalization(momentum=bnmomemtum)(y)\n  y = fire_module(24, 48)(y)\n  y = tf.keras.layers.MaxPooling2D(pool_size=2)(y)\n  y = fire_module(48, 96)(y)\n  y = tf.keras.layers.MaxPooling2D(pool_size=2)(y)\n  y = fire_module(64, 128)(y)\n  y = tf.keras.layers.MaxPooling2D(pool_size=2)(y)\n  y = fire_module(48, 96)(y)\n  y = tf.keras.layers.MaxPooling2D(pool_size=2)(y)\n  y = fire_module(24, 48)(y)\n  y = tf.keras.layers.GlobalAveragePooling2D()(y)\n  y = tf.keras.layers.Dense(5, activation='softmax')(y)\n\n  model = tf.keras.Model(x, y)\n\n  model.compile(\n    optimizer='adam',\n    loss= 'categorical_crossentropy',\n    metrics=['accuracy'])\n\n  model.summary()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"tf.keras.utils.plot_model(\n    model, to_file='model.png', show_shapes=False, show_layer_names=True,\n    rankdir='TB', expand_nested=False, dpi=96\n)","execution_count":null,"outputs":[]},{"metadata":{"id":"dMfenMQcxAAb"},"cell_type":"markdown","source":"## Training","execution_count":null},{"metadata":{"id":"M-ID7vP5mIKs","outputId":"b252c33e-8b37-499f-e90f-5fa7f6940e29","trusted":true},"cell_type":"code","source":"EPOCHS = 35\n\nhistory = model.fit(training_dataset, steps_per_epoch=steps_per_epoch, epochs=EPOCHS,\n                    validation_data=validation_dataset)","execution_count":null,"outputs":[]},{"metadata":{"id":"VngeUBIdyJ1T","outputId":"bf5fe905-974e-470f-a776-0fbdf85ef25c","trusted":true},"cell_type":"code","source":"display_training_curves(history.history['accuracy'], history.history['val_accuracy'], 'accuracy', 211)\ndisplay_training_curves(history.history['loss'], history.history['val_loss'], 'loss', 212)","execution_count":null,"outputs":[]},{"metadata":{"id":"MKFMWzh0Yxsq"},"cell_type":"markdown","source":"## Predictions","execution_count":null},{"metadata":{"id":"ExtZuDlh2Lem","outputId":"933559f7-6267-4385-d01b-951f1d44a9c1","trusted":true},"cell_type":"code","source":"# randomize the input so that you can execute multiple times to change results\npermutation = np.random.permutation(160)\nsome_flowers, some_labels = (some_flowers[permutation], some_labels[permutation])\n\npredictions = model.predict(some_flowers, batch_size=16)\nevaluations = model.evaluate(some_flowers, some_labels, batch_size=16)\n  \nprint('[val_loss, val_acc]', evaluations)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## View the predicted Results...","execution_count":null},{"metadata":{"id":"qzCCDL1CZFx6","outputId":"5580a419-79e0-4684-c137-dfedac71a763","trusted":true},"cell_type":"code","source":"display_chunk_images_with_predictions(some_flowers, predictions, some_labels)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## SqueezeNet to model compression approaches...\n![model_perform.png](attachment:model_perform.png)\n* With SqueezeNet, we achieve a 50× reduction in model size compared to AlexNet.\n* while we matchup or, exceeding the top-1 and top-5 accuracy of AlexNet.\n* Model size reduction is much higher in Squeezenet than any other method of models.\n\n## Different Hyperparameter Values for SqueezeNet...\n![param.png](attachment:param.png)\n* Squeeze ratio (SR) (Left): the ratio between the number of filters in squeeze layers and the number of filters in expand layers.\n* Increasing SR ratio beyond 0.125 can further increase ImageNet top-5 accuracy from 80.3% (i.e. AlexNet-level) with a 4.8MB model to 86.0% with a 19MB model. Accuracy plateaus at 86.0% with SR=0.75 (a 19MB model), and setting SR=1.0 further increases model size without improving accuracy.\n* Percentage of 3×3 Filters (Right): Top-5 accuracy plateaus at 85.6% using 50% 3×3 filters, and further increasing the percentage of 3×3 filters leads to a larger model size but provides no improvement in accuracy on ImageNet.","attachments":{"model_perform.png":{"image/png":"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Family of SqueezeNet...\n![fam.JPG](attachment:fam.JPG)\n* Interestingly, the simple bypass enabled a higher accuracy accuracy improvement than complex bypass.\n* Adding the simple bypass connections yielded an increase of 2.9 percentage-points in top-1 accuracy and 2.2 percentage-points in top-5 accuracy without increasing model size.\n\n### Some other approach...\n![fa.JPG](attachment:fa.JPG)","attachments":{"fam.JPG":{"image/jpeg":"/9j/4AAQSkZJRgABAQEAYABgAAD/4RDaRXhpZgAATU0AKgAAAAgABAE7AAIAAAAFAAAISodpAAQAAAABAAAIUJydAAEAAAAKAAAQyOocAAcAAAgMAAAAPgAAAAAc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFNBSUYAAAAFkAMAAgAAABQAABCekAQAAgAAABQAABCykpEAAgAAAAMyMAAAkpIAAgAAAAMyMAAA6hwABwAACAwAAAiSAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# END NOTES...\nThis notebook is About the SqueezeNet.And I try my level best to explain each and every thing as I learn about the SqueezeNet as simple way as possible. There are lot more in SqueezeNet like it's different structure, uses, size and accuracy.\n\n## <font color='blue'>I hope you find this kernel useful and enjoyable, If so Please upvote it. And Your comments and feedback are most welcome. ;-)</font>\n","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}