# SustAIn approach ## Why use EcomindAI? ### The urgent need to move towards a more sufficiency, frugal and sustainable AI **Few figures :** - Training of GPT-3 : - 552 tones of CO2eq - 700 000 L of water consumed - Training of GPT-4 : 48x more energy used - A single inference with ChatGPT : - 140 Wh of energy used - 1/2 L water consumed This is for only one pretrained model and one user of an application but in reality there are hundreds of models and millions of users. Multiplying all this, and with the exponential growth of AI, we arrive at the following forecasts: by 2030, AI should consume more energy than a country like Japan today ([source IEA](https://www.iea.org/reports/energy-and-ai/energy-demand-from-ai)). ## Who is this tool designed for? EcoMindAI is an app which allows you to estimate the environmental impacts of an AI project, whether the project is still under design or already operational. It caters to various profiles, including consultants, architects, and AI developers, providing valuable insights for all stakeholders to make informed decisions. By considering the entire lifecycle of the equipment, EcoMindAI offers multicriteria impact assessments and provides some recommendations on reducing system impacts through concrete ecodesign best practices. ## Why do we need prediction? The goal is for every project to be able to perform Sustainable Return on Investment. To achieve this, we must consider environmental impacts as a criterion for decision-making and project requirements: ![sroi-methodology](data:image/jpeg;base64,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 ) ## What ecodesign practices should be considered? | Stage | Description | |:--------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | Initialization | Select and develop the solution to meet the specific need, by considering alternatives to AI. Each potential solution needs to be assessed in terms of its environmental impact over the entire lifecycle of the of the AI project and solution. | | Data | Reduce the amount of data used as much as possible: implement data governance, define data quality criteria, clean data, use data compression tools... | | Design and development | Optimize model performance and integrate it into a continuous improvement approach (e.g. try methods such as Quantization, Pruning or Distillation). Use open-source models to reduce the number of trainings, prefer small models to large, general-purpose ones. | | Retraining | Justify the need for re-training with objective criteria to avoid the multiplication of this highly energy-consuming phase. | | All stages (hardware) | Reduce the amount of equipment required for the AI service and optimize usage (e.g. automatically switch off certain environments/machines, encourage the use of shared, reusable platforms, provide technical devices for delayed start, pause and shutdown of environments...). | | All stages (impact measurement) | Tooling up environmental impact measurement and enrich knowledge. For each project, establish a baseline of environmental impacts (predictive and then actually observed) over the entire life of the project, in order to become familiar with the orders of magnitude and establish comparisons from one project to another. | For more best practices, refer to the third section of the [General framework for Frugal AI](https://www.boutique.afnor.org/en-gb/standard/afnor-spec-2314//fa208976/421140). ## And then, how to measure your real own consumption? EcoMindAI is a forecasting tool that gives you an initial idea of the impact of your future AI, enabling you to make informed decisions in the early stages of a project. Then, it is important to track the actual impact of your AI project to monitor and manage its progress. To do this, few tools allow you to track energy consumption of your machine : - CodeCarbon : It is an open-source Python library which allows you to measure in real time the electricity consumption associated with the execution of few lines of code (it will track the consumption of your CPU, GPU and RAM). By positioning the trackers wherever you like in your code, you can obtain very precise measurements, such as the energy consumption related to one inference. - Wattmeter : Connected directly to your machine, it provides the most accurate energy consumption data possible. However, it implies to have a direct access to the physical machine, which is not often the case. # How EcomindAI works? ## What do we estimate? The lifecycle of an AI system can be composed of many different steps, for a system based on a LLM, we can simplify it as follows: ![schema_steps_AI](data:image/jpeg;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAG8CAYAAAACW9vVAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAAFiUAABYlAUlSJPAAAMyRSURBVHhe7J0FYBVH14ZPgrtDoWiNUupG3YW6e7+6u7u7u8tXb/+v7u7upV7aUqgAbXG3EP55zszs3XtzA0lI4CY5DxnGZ/fK7r73zNnZojkOMQzDMAzDMKqN4hAbhmEYhmEY1YQJLMMwDMMwjGrGBJZhGIZhGEY1YwLLMAzDMAyjmjGBZRiGYRiGUc2YwDIMwzAMw6hmTGAZhmEYhmFUMyawDMMwDMMwqhkTWIZhGIZhGNVMja3kzrD5hraF42ueoqKikPLEfG65YRiGYRg1Q7UKrDgUMaG0tDRJx3Kj5skVVMTFxcUax2AYhmEYRs1RbQKLYcaPHy+vvPKKvPnmm1o2ffp0jY0FS/PmzTXefPPNZe2115YWLVpIgwYNNEShRWwYhmEYRs1QLQKLIX755Re56qqrZOedd5YVVlhBmjRpohd0Y8Eze/ZsFbcI3XfeeUeOPfZY6dq1qzRq1EgaNmyoAYFlIsswDMMwaob5Flh0Hzx4sNxzzz1yxBFHSPv27UONsbDhs/n777/lhhtukMMOO0w6deokTZs2lcaNG6vYSk8bGoZhGIZRfcyXCYML+OjRo+XKK6+Uww8/3MRVgYFwwnJ1yCGHqHVx1KhRMnXqVJkxY4aUlJQkPnKGYRiGYVQv8z1H9MQTT8gOO+wgHTp0CCVGodGnTx9ZddVV5cMPP5RJkyYlIoupRASWiSzDMAzDqF6qLLC4KI8YMUK++OILWWeddUKpUajssssu8vLLL8vw4cNlypQp6qM1a9YsE1mGYRiGUQPMl8B68MEH5cADDzRn9loAdxbus88+8sknn6jAmjZtWtZUoWEYhmEY1UeVBBbiimmmkSNHyjLLLBNKjUKHacLffvstEVgzZ840XyzDMAzDqAGqbMEaN26ctG3b1u5Aq0WwHhbCCj8spgijBcumCQ3DMAyjeqmyBWvQoEGy3HLLhRKjNsD6V8svv7yuWRYFFn5YZsEyDMMwjOqlygLrs88+07vTjNrFyiuvLEOGDNHpwThFiAXL/LAMwzAMo/qotMCKlo5///1XpwiN2sUiiyyi07tYrhBXNkVoGIZhGNVPlSxYWDvGjBkjLVu2DCVGbaFdu3b6zMgorghxitAElmEYhmFUD1V2csdRulmzZiFn1BYQxZMnT1ZRFacGTVwZhmEYRvVSZR8so3bCXZ98fgirKK5ibBiGYRhG9VBlHyy7INd+oriKkLfP1TAMwzDmnypPERq1m7SYMmFlGIZhGNWLTRHWc+yzNAzDMIzqxyxYhmEYhmEY1YwJLMMwDMMwjGrGBJZhGIZhGEY1YwLLMAzDMAyjmjGBZRiGYRiGUc2YwDIMwzAMw6hmTGAZhmEYhmFUMyawDMMwDMMwqhkTWIZhGIZhGNWMCSzDMAzDMIxqxgSWYRiGYRhGNWMCyzAMwzAMo5oxgWUYhmEYhlHNmMAyDMMwDMOoZkxgGYZhGIZhVDMmsAzDMAzDMKoZE1iGYRiGYRjVjAkswzAMwzCMasYElmEYhmEYRjVjAsswDMMwDKOaMYFlGIZhGIZRzRScwCotLZVPP/1UTjnlFFlxxRWlbdu2GpZffnk54IAD5MEHH5QxY8Zo29dff106dOggbdq0kQEDBsicOXO0vLbx0EMP6WvkdWyxxRah1DAMwzCM2kpBCazZs2fLVVddJdtss43cdttt8ttvv6ngIgwbNkwef/xxOeqoo+S9994LPURFVQy1CUQir+O6666Ts846S19jbXwdhmEYhmGUpaAE1meffSZXXHGFTJs2TYqKimS77baT5557Tl577TW55JJLpGfPnipAEGKTJ0+WiRMnhp5enCFaCOPGjdOyWbNmyZQpUzQf6+gzY8YMrc8FkTNp0qSkLdtI9y0pKQktPexLevwJEyaUO3Yub7zxhmy11VZyzjnnaF/DMAzDMOoOBSWwXn31VZk5c6amO3fuLPfcc4+sv/76Ov2H5eqDDz6QY445Rho1aiQnnXSS7Lfffono+eWXX2SxxRaTPn36yMorr6xlp59+umy00UayzDLLaDlhzTXXlF122UVefPHFLGsRYuyCCy6QddZZJ2m73nrryVJLLZXkv/vuu9BaVFhdeumlstlmm0nfvn21ninNPffcUz788MPQyjAMwzCM+khBCSwsSJF//vlHbrnlFvnpp5/UogX4KCGCmEKsCAidH3/8UcVQ5M8//5S3335b9thjD3nnnXe0jO1iSbr22mtl6NChWga//vprXovU9OnTVfBdfvnlMnjwYBVi2267rVrRsLZhefvhhx9C6/wg8saPH6/h2GOPDaWGYRiGYdQFCkpgrb322tKgQYOQExU9G264oSy77LJqrWK6ELHE9CG+Wli4GjZsqG2XXHJJGTJkiPptffHFF1q2+uqryw033CCff/65lr/55puyySabaB3Wq9tvv11FEUKKNGWMd+ihh8o333yjFrV27dpp+wht2O6TTz6p6TPOOEP+7//+T+6//34599xzdd8QZYgvxi4P2hUXF2sgbRiGYRhG3aGgBBbTgfvss49OAQKWJQTVqFGjVNBQt9tuu8nff/8tLVu2VItWBGHWsWNHDe3bt9eya665Rrbeemu1MiGg7r77bvn999+1DvDHQgQ99dRTyVQjfl44nffu3Vun/po0aaLlEaxptEdcNWvWTAUg+4jvVr9+/bQMEHtMOxqGYRiGUf8oKIHVuHFjufLKK9VChC9Tp06dQo0HMcSdd+eff34omTs33XST+mPttddealFiOQR8tXIZNGhQSIn6UaWFWy6IqREjRmgasYUo7NGjh4aBAwfK1KlTtW706NFztWAZhmEYhlF3KSiBBYgs/JluvfVW+fnnn3V6jzsIsUxFuAOPO/zmxqOPPqpTjPg4denSRf2rvvrqK/XryiXt+8X25waWq2jtwmq2+eaby0477VQmbLnllsn0pWEYhmEY9YuCEliIqo8++kjvJMQvCQHDXXxHHnmk7LrrrqGV919KiyJI57EcIcJi2fbbby8HHnigLL744nlFT//+/UNK5K+//pqr5al58+ayyCKLaJrxmbbE4pYOd9xxhxx//PHzFGuGYRiGYdRNCkZgYRnCER3rz957760O7fhascbUCy+8IM8//3xo6X21WrduneUcjm8VyzgwfcfyDIwXwemduwdZrBQBlMu6666bjPXll1/qavFMBb788svqW5UGgYXfFbCNk08+Wf773//KyJEjdV+5i3DfffdVR/m45EQ+sIKxDUK6HeIulpsPl2EYhmHUToqcSKjU0uFYbbjwM43HyurVBbvB43FwRp8bSy+9tDzxxBPq84S1adVVV038niI8Poe7DHm0ztxeHsIKh3XEFf5TLHQ6N95991310WJBUZZZ+Pjjj0NNWfD9euWVV8o4yUeYwjzooINCLj+ss4X1rrphGQksbNwhyXvFTQHcNMC+YjVMC1fDMAzDMCpPwViwuKjvvvvuasFiYVAsVBGczhFWTPOxdALiCrp3766O7Ewjxuk47kDkDsAdd9xRjjvuuGQ6D5gixLqUC32wbCG4eCYg4LeFJS29TEO8Q5D9eeyxx3T9KqYXW7RooeW8BhzzV1ppJZ3SNB8swzAMw6ifFIwFK8L4WKS4Qy9OkSGAmjZtqkKGdaPSsPtM49GHvtQzjYdAY7oNaxMLgwL9GQvHd8Big/UGYcTUItvDgsMYxNxxiOhjOQcsPSxayn5E2DZTeWw7Or4zJkKMfZgbvD6mFOcGQi6Kt+rELFiGYRiGUbMUnMBaGPCaeATPW2+9JV27dlWxwWKhLEDKivLAshHcgZgr8GojJrAMwzAMo2ap/WqhGsER/tNPP9UV33GYR1whqDbeeGM577zz6oS4MgzDMAyj5jELVoBnB2LBYtV3Vo4HHNW5Y5C4Lokrs2AZhmEYRs1iAqseYgLLMAzDMGoWm/MyDMMwDMOoZkxgGYZhGIZhVDMmsAzDMAzDMKoZE1iGYRiGYRjVjAkswzAMwzCMasYElmEYhmEYRjVjAsswDMMwDKOaMYFVCX7//Xd97uC84NmF//77b8gZhmEYhlHfqHMC65133pH99ttPnn766VCS4ZJLLpHDDz9cH4lTFVZffXV54403Qq587r//fjnyyCOTB0AbhmEYhlG/qHMCa9iwYfLkk0/KRRddJDNnzgyloo/Aufbaa+W5555TC5NhGIZhGEZNUSenCJs3by6tW7dOrFg83ueuu+6S9dZbT+sMwzAMo5DgqXVcqwizZ89OAjMhFmo2pN/v+BnweVTySYJlqJMCq1mzZrLrrrvqVB1WLCxWr732mk4Ppp+zR/n1118vG2ywgWy00Ubyf//3fzJ9+nSt4439+OOPZeedd5YBAwbIhRdeqG9+ZMaMGfLoo4/KNttsIxtvvLFaxyrin2UYhmEYEEUV15NpU6bIFBcmT56kYdIkwsQQW6jJMNm9z1OnTlG9wLOWo+hKi62qUOce9nzffffJeeedJ1988YWsscYa8tRTT2ka36yTTz5ZH3TMFGL//v1ln332ke+//16FF+Lo5ptvlj333FPOPfdc+eSTT2T33XfX17nmmmvK119/LbfddpuKNkQV/lxYyM466yxp3Lix3HDDDTrmpZdequ3Y3iOPPCINGzYMe1Y42MOejTRVPXkY1Ysdd/ULjjuupcMGD5ZR3/8iM1/6TEr/HidFMkeDa5BJOzQdylxlkveVLs3XR79Criyki1x5mTRomc/H8qQ/eUjKcsaAUJ6vj5ZH001WGwrKbit3G5De71iXbkcyq0+o03Ldds6+hbSvd3myqfLZTdvK1O7rSuNeq8oiPZZUIw3XwhiKi4td+yINlaHOCqyhQ4fKGWecIX/88Yf89ttvcsEFF0iPHj10vxFYqNaddtpJhdASSyyhfV966SU54YQT5IUXXpCLL75YrVmMF0VSly5ddKpxlVVWUYf3jz76SMeE999/X44++mh55ZVX1LJlAssodDj0Y0hTyVOCUUXSx1lMV+UkbtQ+OMamTp4s3zz7qky76Xkp+noYF2OnDZwwmDPbXfOJEQzEpT5Oylw+xq6s2NW7BFdz991xsRMQMaZchQSig/oYp+tDnKl3f/QJbcptO6/63G25fFrUxLbJ/sWxQptkrFR53m3Ns95FOmYsD21DnNS7eHrzLjKy/xHSdqXtpU37zmo8adSokV7HEVlRaFWUOi2wvv32W9lss81UQCF4fvnll0RgYZG68cYbdeoQcQG//vqrbL311mqlwqp12mmnyS677KJ1EAUWb/Z//vMfWXXVVfUNh8nuYOHuxLffflsd6U1gGYVIPNxZRmTEiBEyfvx4NYVTHusqeUowqgAn7bZt2+oPtFatWukxlz6Bx2DUPTi+mA784u7HZOb5j0rR9Jnuuu8u+FFIZQmqUnfdd8ej6+Nj8k5QaR1lUWy5OhUPxC6oaHDNUuIjU+/zKjDKq4/l5da7SLfjAtXJWDn1oe/cRI2Wx22k+um28ta7dNyW1lPm+6T3Oxkj1qfHyilP17uLoAxfch9psPrh0rbjItK0aVO9NnLMpq1ZFYEh6yzLLLOM+ledeOKJiRBKU96FJL55c7vQtGnTRq1cl19+uQamF7F8de3aNbQwjMKC7zM/BJjCPvbYY3XqnOOCGz9atGihIpvABd9CzQZELT/ujjnmGHniiSfUoo4fDj9eq8P3wyhcZs2aKd++84FMv/p5mTOjBGmkuEu/hqBCNCRlWk8R+Zx6vV654Bro12WOT2twWsyXuUAU4qRtrAfiJLhxtT7EYcw5xKBpF7v6mM9bH4jppCi2pSBuK7wG/9py6rUk5n3I1PtICfmkIKT1PYxpjUM+vm9JvYtLZ0vXIY/IpB9ekjFjRus5k9ksjs14TFb0uKzTFqxcWKohWrB4w0i//vrr0q9fP61/8cUXVYw9//zzcsopp0j37t3luuuuU8HFm7zYYovJ3XffLSuuuKKGV199VacLI4xPn3vuuccsWEZBwWE+duxYOf/882X99deXTTfd1D7nAmDatGkqsHBlQPRyDDItwXljfnw/jMKE4/DPX36Vnw6+Roo+/81d1rm0Z6xQGStWKE+nXaxWLJcudukY+zqkAlOFLh8tMS7Wrw1WHRflWnW0PB37QbLrXSQNQnm+euLcbYV2vqxs2zJWrJx6LWcbZIkrVO+i3LFCnZbHehfrPqTHSpen6mc06yhD1r5J2vVYRn8U8SMU3ywsWRyX+Yw2ucy7RR0FYcTdf3vttZfcfvvtehcgomPHHXeUxRdfXHbbbTf1pcJp/ZZbblHn97iuFmZ9TobcYYhv14MPPihHHXWUtuGEaRiFBCd1pgLPOecc/Z4ybW4X7MKAE/bee+8tm2yyiVx55ZX6OXHDDdasaMmq5G9go0Dhc5zhftj/+sK7MuebPwXLE5+su5xr7K7smvbJVFpxaffny2KdjzVoUxpoo1Tsg46v/7koVR5D+iuWthz5gpDXbc6tnrT7S+pDgBg70ttPtuv6+HT22DqWJnidPtZEsJxl6n2xov1DgNBHs1qes63cOGyryfQx0nLIU+6YHKsGFq7taICSkhLXv2JWrDonsDp37qy+UfngZIawimthMVXCBQfL1XvvvSfXXHONWr8AB/g777xTl2ogsEzDuuuuq9YewIEeYcbCpvhs8YuT8bAIMU249NJL20XMKAg4EXDx3nfffW0Ku0DhphnuQmZWgOVjOJlHkVXRk7lR+IwdNUpm/t/HIrNY8ofrQyb4azxxTjopC+UOryuo87Hvrxn3XdEoEQrayCXyCaP89RT6WMcKISvNtohxBwPGUtcwP3YcK73NrPrQP25bA4R0Mq4jvV2F+pCErNcVYl/v85pO10e0zP3Fspw0mS4jX5Np4//R5TOq8sOnyDWad6sUhT5FaMwbmyKsP3B4f/rppzqdjdXVPtvChfMqrglYwnv16qXTEvwYjFOGfHb2+dVOOA4JXz7/mow6+HYpmjLDXf7jFGDGkT2dV5mgaT89qHVaTxzL4tShqpdMu2TqzKVDDPnKk3oXZ6bLMumkjHEbUJfbNoxBnKc+q12Ifb1L63ZjeXabrP0KcVZ9eqx89en+STrW57SNY7lY9ze0p9/g/qfKzN6bStt27fWayXGJsYZjMk7hlwfDGoZRB+GEzkUbHx+ez2kX58IG3w7EFXcixykJfjGXlJToD1ujdsPnOGbQLzJn2iyJVil/JQ/peHiGOneZVzSdtCcfyzRbZiwty3T26dBYrT2acHEo16Yhr+NoOYU+9v1DNqZDPivNPmk+bCOMlWXFyqp3xLzGWpLEGoXyzD6Eto70WMk2kv1PvS6i5L9Mf98uJFNl6TSh/ehPZNr06eq3nb4RpSK2KRNYhlGHYTkGrCDc9WoUPsstt5z89NNPekMC0xJpgRWtIEbtg89typTJUvrbaH/hBhVGxBSRToVYlphbMm08xJm8r3Nx6KcCIxZA+muj5amikFc0rYO4/j7W7YQ4qSfKrc8JSRlRqtyHVB+iOFZSnhlbIa+x+6McHyzSocwnfKz1MU2c705Hrch9j0J5KiZqOu1vKZ05Ja/AmtfxaALLMOooHPyPPfaY+g6a9ap2wJo7G264oXz11VdqweKkHh1rzYpVu5kweqyU/jDSXdf9hTsKpiiSVEwkh2mmPGnj/nyc6h8EWD4rVpZQCHHMK8TBLyqrPqJlZQNRZqwYMmNm16diSOo150iNAxq7svBV9/vlQyYdxoJUPp8Vy+cdbjx9f2Je631SY+pT+fR2G08fLcUzJupxmBZY8Xicm8iqFwKLNwXH0arCG8hdPm+++WYoKZ/Ro0drW/xeDGNhwongww8/lJVWWimUGLUB7vJkyZc4RZg+oc/rF7NRePCZEWbOnCFzxk9z12wEAYEIwVHstABxJmi96gGX16a+LBFSSZlqAE8cI9a5Cq0LDeJXJykL+ZhO6jUf+/tYtx3i2B4y9S6K5Vn18T8Xpes0hDEJRFEQuaBFwUqV2WbOtvJZsULw+5pOZ8b2ZS4PyT5k8rlxg9nTpGiOfz5hDBU9HuuFwOIhzvwqnJ9fgFykKjLNgh8FbXEaN4yFBQc+t/yzLhvfSaP2wLmDE3ickkjfGg7zOqkbhQef2WxujZvsRBYX+5TFSa/vIagQcH9JOmnj24Hv51fE0pASZ55UOtMoK44CozyrjxaBloUAIa3ZWJ4EPyaxrw9jxW2UqfdB9zWklZx08nUnHdvme32azNRrv2SbMYr1LtJ6n1ZcOn1oxfri2TPdcMV5xdW8jkWbIqwATK9cccUVWYuKlgcijLasIm8YC5Nx48bp4rhG7QJBzFQhwopgFqy6AQaX0uklmo4CKPNpuktxlugKQfWA+y9LRBETkfZThD64trGdy2pbl9C2cUPEOWnfLpMPnZM4qY8WpXQ9Uap/FCVJiIR88vXNSSdjaZqU2+8Qx7wS613wbV25Tv9l1yUB3H5rMimP+xvHjPWp8lR90Wz346aooR5/6VCRY7EgBRbrSQ0cOFCXgWDVadaH4VE0nGh4pATWKFZsZ5V11o9hFWTWqGDdKh6NgwWJ5wiOGTNGvvvuO10MlPWqEEjrrLOOPqOQMf73v//JWWedJSussIJ8//33+rBmVnXn2YU77LCDvPvuu8kbufnmm2sbphq32mor3Tbj0n6LLbbQOuCixjZYSf7vv//W/Xn44Yfl1FNPlaWWWkr22GMP3RdgXPaFxU7Z5oEHHqjtWWPLTqRGVeG7Q+DizG3FRu2CW7+5BZzzHaEk/HKu6EndKGQQP1zQ3cU7iVPWKA2+zuNj/dRDmb/++77+28CYmTIPZSEdhAKx//poY5f2cRLoo7FD68umY1EyVgjJlFvcfiJqUttK5dP7pPWa9vlMOhOythX2PxkjJ59lMSMGJq+Sev7zIUlrvQtEOtHl+8Z6d0Z16TlZ4qoix2JBCizunuE5ac8++6yceeaZuhgoCyU+9NBD+uIQTpdddpmKE9b2ad26tZx77rnywAMPqPXov//9r/z+++/62JuePXvKQQcdpAssUs/DmlmJnTEQSAg21oRiXQtujeb5gog3+h188MHqUwXc1cPJjjeVNIKPixervHMyZFuxnrH5xUn4559/dDsIKNqyX+wr7YYPH66LPwLbxBmZ9uyTYcwvTC/ZVHXtA4HF+SGeQ0qCuDKBVXuJn1tGFPm0ihrN+XTGUhXbuqACLLb1wbd3bbQ9+DwkAo40sWugm88NSnY7gm8bxktESogTKxZlxKEdaL2LkroQIiGf7AsiLNZrWRw7s01f7/MZkRYCUUxrfUhDiDNlYaykPI4V4qTe5zWtCb9tTbrCdEiXlUfBThH27t1bn/uHw+chhxyijuNPPfWUnmwA0UQ91h8EGVYihBUWLSxYWIxYT4aTUrdu3XQRTabtWGGdNCDcsESxRhBTKTxDkEflrL322iqKEEpYxvJx2GGHqcULS9hxxx0nP/zwg1oMcmHhTkQbYo3XcMQRR6jjMR8KFjpEGSvCs032g8f0GMb8wveLY4WpJqN2gUsCnx/nrjg1GMXV3E7mRm3Bfb4x6PXb/Rdi/XRjOlqglFBHpSP245/2J07EmW/rywN0UFxdZiM+Ha03qXIl1od0LNco5LU+CWEbfuc09vVxW6n6SLrel/i0lvusbxNeeXosLQ9j5cTpeiL/H3FoB1rv/kKcBNC0H0OLQnk8/ip6LBaswGL14uici0hBHGFhii8q/ciPX3/9Va0++++/v1qBCIgyLE2coMoDB+B4+zq/9h999FF9Lhj9EWmIn/JgNdcI1i4cijkJ5sKv0bQVoU+fPmqlAqYgt9xyS7MyGIZRhngSj+IqUpETu1F46OeJwEEqhOu8F0GxLJXWEOtdHMRTtHBpO5dmLXhfBr7cJzNttL1roF+b3BBx6dgOYeHbhrGi0Ahx1vRfjLWetA++nv9CnLT1IRFbjmRboU5DfB2uXOt5LS726RSxLIQkDUl5ZmxfH/OZbWg+bCOTD4R28birzPFXsAIrF6xDCK18xHKsWKz7Q2B68eeff66wD8q9996r/ljbbLONPPLII/LZZ5/VyN1X6fWIEF9zE4CGUVX0ZF6JE4FRmMTPMR2MWoye/hEoPmhar+fhIp6Uh3QUSDFPIlUGvjwELU7lXQgbdQ1jH1fOQEFIZKw9WumJea3XEiVJpvr4ej+23x6JTJz017ax3AW1nIVxgHr6hzL1haIuaesCJPVxrDwx9Ule/3y5xj74sjxpjbPfo6pSsAKLE0m0CGGdwtrTt29f9XfKhWk1hNQnn3yiD3teZJFFpFOnTur8jjBD1EQzez4ox58Lq9Uuu+wiiy66aN7pvupm2WWX1dcVpyHjLdlGCn69z/LTwoZRn0gLqlxxlU4btYcoQFT8hB/bUQRpHMs0zpTHukxbcHEsozip00xS5nWF+8910q9NDJDEsd7H5LXKd/YxBdEHiyL9L9aHkBJCybZA09ltk/10+LaZsX0c61P7Qr/YBkjHsnQ6kpRntu3rw7biNpNtx9gR4/mgYAUWC+3h43TRRRepbxIO4SeccEKWBSiCqDrppJPU4R0fJ3ye6HPAAQeoYBkwYID89ddf6pd19dVXy6hRo0JPD2Mirj7++GO9gw9LFj5TJcHfq6bguWNMYzItef7558t//vMfGTRoUKg1YOR5N8vQ7Y+WktHjQ4lhGEZtBcHDNcxfxxLBFIRSOvDnr/nkM2TK/Bigi5VqypVrcWocF3QqEaLQoI4OQVgk48eE1mVCWrRoMlWXqfdjp0WaLwjb0nSoD+m8VizSISRWrEhS5/skY+W8nrL1pPkv5DXtIyWmQ7kPqTGrSMEKLJ4mz/IJPJcLS8+rr76q/ktM22288cbqPxVhihCH9eeff17Xofrxxx/VaZ2pPnylWB6BB97iJ4VQoz1jYOkCBBZi7JJLLtF6HIO523D77bfX57hRjzN727ZtdfsspYATfgQfKqYWsa5RjzM7ZdyZyHYQgJH27dtrW2C/XnrpJd1X7i5EFK644opZ/l31lTlO3I484zr598r/ysRXP5ChOx0js0ZmC2PDMIzahBc94fpN2l1bMvg6L1RIp+IgqBKLlZaDj8vWEWvSp2PsGqcFjJLkU/WAwAhxuj5jxcquz/QLgSimXUjSEGKN9D83VrqefY2xlsd6X57elqbj5FQoT+qBPmmhFsdK3o/MNnybWO/Q+pCuAkVzKmlrZjoN5+9tt91W74KrCbAyPfnkk/LBBx+EkroJ/lfcqYgoxKn/zz//lJ122kmXfNh9991Dq+pnu+2206UpmFbt0KGDij4EIXdXIj7zWQkXJHNmzJQRp10jo+94TOZMn+ELi4ulxYDlpc9TN0rDTra209zgkOa7xeOaWLeNO1SN2gXL07CeHsdmPEY5T/CjjR9xHKML+zg1KgbHY4n7wTh48I/y8waXSZFLI03cxdfFpZnYtS2aQ0ydj4tRBq5e7VOhXXHSnnYhrTH5UJ5Oa3+vMIoxCbkNFRW58dhgsasPsZbHmHrMLy7OV59Jx/ry22oMLs6qD9vI2laI0/VJeeyvIactY7p88roqU5+33P2F/WS7n69/m0xr0FavmR07dtTjEUMIxhiumfhT5yN/qbFAQFwxPYhYZXkI/L+4O3LrrbcOLeohpXNk5JnXy5i0uAIn7Kd88rUM2/1EmT1xcig0DMOoPbhLdpQ/wWBCrFd2rUNBxBio93U+r+nYLymnLKRjrPg6/mKZxm4Dug2I6RwrTmxHPl+9onGs9yGd9hkXhTgzluZc5MbSOEA9GbahpGLK47pZsX/s6GJNey2aXZ+k3RixXgvCWGHsxIoVt+XItA1xFShIgYXPFP5IdR2mHLEkMf248sory+mnn67TmvV52Ya/L7hFRt3yiJSmxVXEia/J734uw3Y9QUpGjwuFhmEYtQN/DXcXcU0T+xDT/lru8+kyTUfxldRr0tcFfL0v88ItpLVNjCl0aR1YB/CBKDNAUlamPoR02tfHscJ2k7HDvkKsdzFGI29YC/sCWu+DlnnDmxYpsW1qbE+IqQ+xT8R2pInzb0sJac1qOncblacgBRamcRbyrOswLchjdnisz9lnn60+Xy1atAi19QvuFBxx+rXyz+V36RRhuZSWyqQ3PpahO5hPlmEYtQ0vABLBk1zDKfcB9CLvypjkyxJkoZ1vlu7j4qQulqFPfJzup7FuIODSiWgJeS2L7aIoiTub9E/Vk9V0qArpTIhtfZSMqWlC2XpPZhu+gnQIRDEdhJiSalvmdWmcGTvv60rqXVLzPl0VbIrQWOjMmTFLRpxylYy+4UGZM7P8xV0TmC78+GsZtsvxZskyDKMWEYUOF/GQTgK4sqw6ru+kfezLwbfTtCtOj6NpLXOX9yCstL+OW5yMj5AoI0B0Gk07a9D6SLostEnqYx+/YZ8nSo3tm8Z6zcy9nrJ02kX+v9R+hzzo69byUBzqfdr9xfakoyAjndSnyqIjv+tDVFVMYBkLF/ftHXmW97nKOy1YHsEn6/c9TpLZE6eEQsMwjMIlI5789VvTybU8lmfaZCxPlIW6ovhsQvD1PmTGSPo7stt6NNb/Qp1Le7EUtpMWL8QIjXQesupDNk86E3LbZvI+pLblopjX/acgtQaXom3dX4jzWrGS4PIQ68PrTG9Ts0m5j5R0upKYwDIWKupzdfPDlRNXkdI5Muntz2TYrmbJMgyj8MmIoWhJAmJfnqS1KpaFflFshbxao0I+EWI+49Puz8c+rzoi1uu2tUEQKOSJXUCoQOjghVUgtywr7cfLiolSYyfb0lhLy9aHdKzPahv/i2OE16CxQ1+v1mvWEesdLs6yYqXKkzgGopQVK2lTSUxgGQuFObNm6VIM/1x259x9ruZF9Mna/mjzyTIMo/BJCSu/AIMXP5pXMcT13LUJ6bRAgvLrQjqUxXxSTjqxfpF38F8ysCtL0u4vESM5Mf2pzxUglFENpENZVoiwLY19yFjMfD5TH7YVtqnloZ2v9yHZ7zjF6chsP/QJbbIesZNVH/uFegh99DVXARNYxgIHP6sRJ18to298qGI+V/MiLuGAJWuMrfhuGEbh4q/1CAh30dZrPLG/gGfSoT4VazolqHx5Jo5iK6Jp96caIRnTl2scyrTcV4QQO5EOUajLapciESWxbzpPlMqX2RbE8WK9pkOAmNaQ2obWhzgRTjHkyRNDmE7UbFKfCkE86ntIvoqYwDIWOCPPukHG3FlJn6t5UTpHHd9/3918sgzDKEy8AHJBxU3m2q2iR4sQP5m6KIYoSvoqLo5lKdHl05npR19OOtQTJ8Iq9PcbCmTaQWJZimKFem3gyzNWLPcXY6ohVeZDaBtxeV/vx07GSvYpVe/iZF9By0M2Xzr20ULKwusK+czrdrEWxHqfj918G5+sCiawjAXK3xfcKqNueqh6xVVEfbI+9ZasUeaTZRhGYRHFjb+2E3sxlBFC4NLJcuIhrwni2I/rvo8h0z8zRqle3v0YWhe2A7G91xP859J+0MS6k+WLRRTrXUjSEc3rhjROhBGE8kz/1LYgT1rrA5l+hDhWZmzfNrNtRcuIXb3GMcR2FPo4JpPypC5sS9+fqmECy1gg6LTgqVfPv8/VvEh8so4ynyzDMAqMcMEPoiaDz2fElr+wZ/loJQIptCWOZS6GTD/KMum4Ta8/fKxtQr028JVKGdGSVZ+dz4gdH2XFLmSNBVqe6eMFVMhDuj3l6Tyk45wyjWKfJISxXTq7vmyc1KsvF+kQqogJLKPGUXF1ytUy+qaHa1ZcRfDJ+vQbv+K7+WTVGDNnztTHPfEMzT/++ENGjBgh48aN02eVpqGOQDv61CZ4jtyUKVNk1KhRyWv4999/ZcaMGrDAGnUeFTsqhvzFPBFUeo0PF3jFFQTR5ONYF+KkLBXCWEk/Lfcxf1qnZT6mnd+HUOcyidjR2IUYhXxadBDFdFKW9E1tG3LryYZ2PuNCdFBP2mqNEreb3r8yVqzUdCWkhV92v1Ac4nRZJh3HCnEVMYFl1Dgjz64Bn6t5oT5Zg/w6WRPs2YXVzVdffSX777+/rL/++rLCCivIsssuq4972mSTTfQxVy+88EJoKbL88str/SqrrCLffvttKC18pk6dqk9Z4OHo6667rr6G5ZZbTp80seuuu8qXX34ZWhpGxfFiiFQQABq7EEVTEEp6fQ+xF0PpulTfmAyJTD/qsttrWrfj2/k+MTgSUUIfH5NIixmPL0/qk/4+8nUupJ3JYx/Q+tjHbUvLQz5n7CQO9do2N0RcOqknStJh7JiP+50eO5ZDaKdV+l/VMIFl1Cjqc3VjDflczQt8st76VIbtcpyU/Ds2FBrzy/PPP69C6rnnnlOrTklJiZYjSH755Rd58cUX5dprr9Wy2gzWuTvvvFM+/fRTtc5BaWmp/P333/LWW2/pA9p5/YZRUTLiJi18vJjxIdaHtLaP7SKhr4qn7LF8u0wd+NiXEQNTj8k45F2x9nUZL3YoDAFi2oUyAgc0Hfv7OG4rlse2mXrS/OfTikuXEUiaCCHxC/NjJ2O52PcL2wyvJcm7dFY96Zy4zLZyx6gCJrCMGoFnC44883oZ+/Dz0rBrR2nUu1veIA0ahB7zQ1H52+i5iEwf+qf8edSFNl1YDUybNk2OPvponQYsLi6WLbfcUj7++GMVIO+++64ccMAB0qlTJ207YcIELYsgTrB8UfbBBx/o1Nv06dNl2LBh8vXXX2s5AUHz+++/J8ItDWNQ9/7772vbL774Qr7//vukLwIvDe1Hjhwpn3/+udZ/9NFHMnToUJk9e3ZoMXd4Xug222wjb7/9tu7nFVdcIU2aNNG6sWPHysUXX+xOzPHMbBjzwosajfX67eOkXIWRj32Zx1/nfV1GPPk2GtyflsX+6XTs54p8cGlXRqeM6AptwQ/OBrPiLCuW35iPQj52S9KpuGw6jKGFxG4szYex4jbS2wqxr6fOBy3W/wJxLE27v9QYSqynnChdH8rLjF9FitzJoVL9OWFxct12223l8ccfD6VGbYIpj+OPP17atWsnHTp0kPbt20vLli31wtHACZ4iPejmjznuAja7AoJm8Cq7yqwR/4Rc1Shy+93nieuk+SrLhJL8FDVrKg1a1f2HaXNIIyAQKhMnTpS111471Mw/b775pj6UHJo3by5PPvmkrLXWWpoHzg8///yz3HjjjbLnnnvqw8zz0apVK3nllVdUuFxzzTVq/SIAoqZNmzay+uqry9VXXy3dujkh7uA1XX/99XLLLbeoTxSvs2nTptKoUSOZNGmSttlvv/3khhtu0DT+Xox97733qjUKvym+33zvEYaXXHKJtG7dWtvmA9H4zDPPyEEHHaTbAPZh0003VcEGAwYMUIteFF3VxZlnnqlTkRyb8RjlPWnWrJnuC8dodRynRs3D97TE/VgYPPhH+XrjG6XIfYfchdddzkuTuNjF7uhx6Tkh7crnhHzSLlOW5EMdbXyfVJvQ3vdHPqT7+n6ZODvtdgJdlokZoNhFfqCscn/DY6wv27bItc3qE/JaH/pmjTWv+jDGXMeiPuTLq8/ax3S9xr5N3O5XW94s0xq20XNHx44d9XjkHMb5h3MKPzbzkb/UMOaTIvela9i5wzxDUYP5/wpyEDRo1zrv+OlQH8RVTdO2bduQ8tYsfJTuv/9+df4GTjRLL7203HzzzZqfFzjFjx49OhFXgDBCQOHHdcYZZ6hog//+979y4YUXqpN5/F2IBSyKqzRc0BBQBKb0dt55Z7n11lvVZwyx9eCDD8pVV12VjJMPhN3hhx+eiCvgZNqwYcOQExU86bxhzAu+cf5b56SMv4JLaYgzZSR97C7zoY+vI6YujhPrOm61lixxyaGy9O2nyNJ3nCaLX3mUdDt0R2nYro0aa2jTpHdXWfyus2Wxu86VnledIMUtmme2x7gaHNGqE605lLs4rxUrXU8SSIRMpszvc6zLslIpsd7nc+uLGjWRZutsKm33P0E6nnKVdDz9Oulw0tXSdr+TpVGvpXxb0D7uL8SajuXJ63NBNWnOtsLryNSHUEVMYBmGUWH69+8vSyyxhKYRJ4MGDZKjjjpKHcCpO+WUU3QakDosZ0wTxl93/NrDAkbZX3/9pX1WWmklueuuu+Sbb75JyrFQRYvQ66+/rmIJIUa7OLWHFfaHH36Qf/75J7GopaGOcQBL0HXXXSd77bWXWrdatGihog3/qsmTK3cDBNOTWOgi+KIhugyjIqg4IkShlJS5OCWaaBPbEsc67evQtAqjYmkzYBlZ7Z0bZYVHL5Cex+0qXffZQhb5z0DpftQussT1x8vqw56WLvtspWM07NBOOu2ztYb2u2wq0tj/eIjCzesM/c9vw280I1YgpGM7TWsc87F/yJe6cYkh1kc07/5CXEbUhDT1i97/qixy5f3S7uCTpdW2e0vLLXeXVtvs7QTWSdL1zjed8DpVioob+a5xX5J9jLH7i3miUKak65W436n9rSQmsAzDqDAIH4TOkksu6c7vmRMPggor1m233SabbbaZtkHE5E5jxamtWM5UHXcXIqSwFu2xxx5qFYvLOTDFydgIqcGDB2sZ03pYsrp3764WpOjzlebRRx9V6xZgUcNX68MPP9R9jIIPH7CffvpJ0xWBKcbzzz9fxR707NlTDj74YE0bRkXw1iIvlvx1HFETy7LT4POQKndl2taF5ot3kxUfOUfarNpXW5VMmioTP/tRxn/wjcwYPkrmzC6V4iaNpUGbllofx01IjRX3xwdHFEI5YiVjWQohlCtan0lnyl2bIJ60KD0GxG2xH1ru69MWs+LmLYLryb8y/etPZMZ3X0jpFG+9LmrUWFrvdpQ0WX7NzFjan0QYK+5nasx0Pl3v9yEVqogJLMMwKgXLMeA/9cADD8jWW7tfw07g4MMXRRNCBN8pnMvnBsIJ/yisQCeccII89thjuoxDvik3HNPjVGHnzp3VH2lu4EQfueOOO2TgwIEa8AlDtEWYiqwIJSUlemfkE088ofuNNe6mm25SgWcYlSGKqChutCzEKjAImo31sYw4tvXtu+6xkTTp3E7TsydPky8GniSfb3K8fLnpcfLFekfKTwdeIjP+Ykrd/SA4+yBZ6t5ztS006tRO+r1+u/T/9CHp+/odUuSOuw4H7Ci9H75clnjzXun72WOy1MePyWLP3yFdzz9WGrTDPSDup6OoWJquuKz0+O/1svhbT8tirz8pPe+/TXo/9aAs9uqzstgrz0ijxRfzAoXgftg0WWppWeTiS6Xno49Lr2dekO73PSIdjjlRilu2yogaohAroXzWX7/Lv2ceJsMP2FJGHLaDjDhiO/n7+N18G0dR4yZuHO/C4Pu7fQ19lVS6zLbSAYLoSsRWFTGBZRhGpcHRkxtdHn74Yfnuu+90aYb0VB1+UvhWzQ2mA88++2z1icIqhUM6wujll18uI6Aq60SOAIogAnGOzxeYppwX3NSDv9bll1/uTrZzVFRdeeWVssEGG4QWhlFRMiLJh1AWRFfesijIFN+GP+J2A5bJVIFrW1rCNHqRzBg5Wv753+syaJOjZfybX0iTXotIs6V6+naOokYNpflyS0qLlZbWmO10PecwabfbFtJy/VWl2Ur9pNnKy0irTdeWzqceKku8+3/SZDHX3+0glqU2220ufZ67T9psP1CaLb+MNFthWWk1cGNpsdYAabrcMi70l2KOwyBQ2v3nP9Lricek7e67u3FXkabL9Jfma64lHY44Rrrf+4gUN2/p2yJuUnG0Yo04bBeZ8sYLUvI3S6a4Cvc6S/7xy6fAnJJZUjptilalA1GSTo8NObG+t0lbLUryVcEElmEYFQbxc+qppybrQgGCY8UVV5QTTzwxlLhfx40a5bVEpZdHwH8rOqhzpxx+VT169MhyKo/06dNH7y4EpujSVqh8sDBohG1wRyMLo8aw7777yjLLLJPltJ8PnO9POukkFVfse5cuXfTuafobRmXRC7gL0RqVsWLFOFOWub5n6qMe4H5Ayka/PSi5+Ddo2UxWe/M6GfDhbdLr1L2lw1ZrSePunWXa7//IlB+HycQPv5WxL33oGztKp06X0f97VUY98IKMcbEqitmlMvOPv2XCS+/L2PuflcnvfJ4s1Nxk8Z7S9ZKTdXvcNLTo9edLg1Z+6nH2hIky4dmXZfJb7+uTOxJcW0RN8zUGSOezzpDili1l5u9/yLAdtpdfV1tFpn72qTZr2n856XTGef6lhNeTFYdA1HCR7k7I7SrtDj9Tut0RFjR2+z7to9dlxref+Ua8VyH2fcMbB1quXUJddjrWZ9KpvpXEBJZhGJUCPyuWZsC5/dlnn9XlIO677z458MADQwvv94SPFLCcAzB1SF+sVCxDMHz4cC0HLF6PPPKIvPfee3Leeeepw3sabo+OzvVYvA455BBd7BNfq6eeekrL0+zufiVzKzUwJr5dLCnBvnIHIdY2LFtzm8bEAkc/pjERV4ixc889V4Ue48QQfbKMasZd9bIu1nWAtHBKRFPIpa1YMY53F3p9kFPvor+f+UimD89Mcxc3biStVlhcFj93f1nu/y6Q1T65S/qcd5AUt24hI+95Xn6/6J7QUqRk/CQZesyV8tuB58uwY6+Q0tlz5LtVdpPvV9hZ/jr+Mvnn2vtl5BnXyoRn3gg9nMhaenF2VFpusJY0aN3KFzpR9ud+x8mfBxwvfx1+ipSMHuPLU3Q85kgpwqHetR1z080yfdA3UjJmrIy64rLQwp0nVl9DGrTv5EWN24YXPfrCXdrH5JssvYJ0Ovtaafufo6Rhl0WdUpwtk197QsbecJaUTpns2yZvKoH3zMck5mrFyqn3/fivapjAMowKMgfTu/9ZVG/hjjkCi2yyPMPee++tPlQsPooTOn5YvXr10um3OM23yy67aDnTa1h/8INCtGD14tEzgMM5lrGtttpK15XKhbEQVdEqxoKhWLxwMs8VY9C7d291hEfc4buFEz1rZLGvRxxxhK6/xdRf9BvLB6IREcd+w/jx47Uv62AxTgw4zxvVzxz3+Ux45U1dtLjOoNduvnMIpHABj7HD17lYo5DWENP006SmJw8ZKZ/vfL6M++A7mT11hswpzZyfWAKnUfvW0uvkvaTnSXvpdnLxWiKU41O1VG9Z7OHLZKm375W+7z8gS7x5j7TfZztfD2GMZsv2derBp2cM/UMmveWOASeecKrPOkcGsdJkmX4+7/p0OOJw6f30U9L7qaely7kX+HJHcas20qBNW5prH4U484I1lLrvxewJY6V0wjgnwGe4jg2k5SY7SOfLH5RGfZbOtI13L4aQdepOl6XTEMsgna4CJrAMo4JM//5XNZvXZ9Zcc01dTwphhZUqLlHANOEaa6yh02kIJMRTBGsV1q1FFllE8/RZaqmlpGvXrjrWRhttlIyD1evkk09Wp/k0CCFWiUe4MTbtsVAheFhpPYKlC7hTkGci8jifffbZR/r1Cyd4B07yiCSm/aKVLR/2QOeFjLuwzRj6u4x/5kV3sfQ3ONR2VMyooAqiAcFECGVRWMX6WKdlIc7Uu+D+Jn7/u3w88DT5dIvT5Iejr5eRj7wh0/7419UHnKhZZN8tXX93udcx0jCWj5v1X1yWfMb9MNpiHWm0SEd9vNj4Z96USa9/pC0iCJHGfXqEnPtoJge/J8gRI1G0NGzvj0u237hPb2m6wgo+pHwgixBs7GMiqNy+pcaNlqWp774mv2+2vPy+5Yry9/F7SenE8SqyGi+2tLTZ8+jQNt3Pxz74MdIWsXxxGStWFamSwOJkxy9DOwHVPvApSTsAG5VjxJnXyfjHXgm5+gfCZ7fddtOFRD/55BOdrsOyw1QbdxbitI4FKw2ChrsKWRKBtvRhPSzaLb/88jrFF8fBYf7000/X5RTIE6KDO1OKiDLuNuTuP9ajwirFEgyR9KrysNpqq+mq8jzOJ45HPyxphx56aDJ9mQ/2I/aZW2CpCaPmmPL5IJn07od1S2QpUTT5Ml9enNSrIIrppD6kQ792a/WXRh28pXjClz/LX/e9It8ecpW8338fGfVCRhg16kibzBiROBZxlyN30zsLYeqgwfLdMtvJ0L1Olcnv5TzU3CmO6T/9FjJuVKzKiJbSOHZqG0GkzB7vrcwsszDimBPkp95LyE+LubD44jJ4SReWWkx+WXVFmcmjrhhL+/m+pBt06OLEWPjRRj37PWuWTPviQykZ/bcvd2WNei7h+7EPob8S4kR4gdaHsnQ6kpTz/lSNKluw+PVY2UX6jIUP/iLpO7TmNkVilAVnzj8PP1/G3vdMKKmf8L0hYCmKYW7fpbm1zVeXzke+/PJL2XXXXWXVVVfVdbj69u2rd/Kx+CewfMTGG2+s6TSMN7ftl0dun/JCRcYy5o+Jr78jU776NuRqL1HgRFGjaY1dcH/heq55f1EP7UJZZsV3P8aSp+wma799lXTbbQNp2nsR7+fkypsumr023Iy/RoXxMhQ3bayCij5N+/WRZkv3CTVOy06dJkVNGktxs2bSsLP3ZUxwOzjjF3fMBTXSZIk+0nT5fm7AYmnUuZPenZiGZtO+/FrTPOGj/cEHSKPevV0aYTZHGnTsLC032Ux63PeQNOjU2ZXRKSVqXKLJEn2l280PSbtDT5SG3bgT0h3TjZs60bWq279FfTvH7LGjtS99ErHEWGHMOLav9+/jvOt9VBUqLbDiyQSBle8RFUZhg+Mut8TzOdqFoQq4g232uIky/ITLZdyDz3EUhgqjpsH/iqlBfthh8SLwuB4sskwz8igde2xNgVOKn87sCocI/o/cpTb9l4zlpDYShZUP4GI9D2fKYxr8Nd63TepcFNsyrdbcCavlbz9B1nrzahnw+tWy+msuvHmddNpiDTrre/fnzU/qqWr2jBIpne4X8W3YrrX0f/5aWe7tO2SZF2+QSR99o+XQYvXlpO/b98hS790nHQ/ZJZRmmPrxIDeOn8EqckKtzzP/lcVffVh6PX6XNOzUQcs9urMy+pa7XHu/8G/T5ZaV3s88oUs29Hrscen95JPS7YabpHGv3q42SBL/gkNwr9XFRS1aSPtDT5Du9z0ni971tHS7+1lZ5PqHdQ0tmDN9mkx8Mjjxh37JGBBiL6ZyQthPSMSWZkKoIlW2YK2wwgrJL0ej9sAjSRZd1Cv+KLJMbFWe2eO9yBr/xGuhxKhpeI4g04m33367XHzxxXLRRRfpo2+YmmQB0MUWWyy0NAqViW9/IGPu/1/FwiNPyOyxmTs0S2fMkLH/95SUpMpqH5xnw7nWnXMTIaX/u7T7U/EU6nx9SIdusQwmDR6uAgqH9sad2kqblZeUtgP6SZNuTuQ48cXK7kPOu0f+uv0Z109k+u9/y4SPv9O+bL9Jr67ScpV+Utysifx73/MyM9yRWNSwgTRfsa80X34pmT0pZ6bKDTTj1z/kn0tuTW5A4BE8zVdbURq0bZ0ILyWIkynvfyz/nHOx3jkIDdq0kabLLyfNVllZGnbtqtOMs3lqw8yZTuDom+ACr5vY/TlxNic8r7RB+47SdIVVpUnfZaW4hffVLJ08UcbefKFM/+zdjIAiKpMOY4f3L22lyq4nTVmoryJFc+ItMhWE5iUlJfLLL7/ow1gPO+ywUGMUOtxNxVpFPJsNvxiskKw/xO3n+NZw+3l0Nl5Q/NB7U5n559xX/J4XxU2byOJv/FdarLFCKKkZpn09WH5ee0+ZMy1zAmnQvo30uOlsabvbwFCy8OEYZVkBlhBgvSieCWjULrgxgOM0HqPETO1zMwHrhNXWH0VjHnhUpn1f8ccT5aNRl07S6eB9pLhl7Xh4e7xmDh78o3y62V3u15kTRK5MZdMcVrTy6WK9FJdqXBSeK1Mc65P2vk6Da17s/mvapY10225Nadm3uzRuG9almjhFpg0dKSMefEVm/TM2tPd9ixs1lEUP3FpardxXips08r5MPw6VEVfdL43c+WzRE/eWxj26aPtp3/4is4b/I20Gcg5xr+Pv0TL8xEvdOA53qWi16VrSZqsNpUHHdjJrxN8y8dlXpNcjN6sVC4vVkI12kJm/DEFpqP96cfMm0nbPXaXJ0ks6kdWaN0dmTxgvM777ViY8+4zIrOmqfYqKeXFuG/RjY/Rt0VxabbmdrgbfoJ0TkK58zszpUjL8d5n45H3uNY8JbUMf3qA4Vro85ItCfbq8TL3ug8jXO10v0xu10ZtoWGSZ47FVq1ZqPeeaiatAPtx76F5hJYgnb27TvvTSS/XZXGb9qB0wpYvjLk65nKw5cRNI8wBcTtwmsMonn8CCBm1byaJXnyrt9yv70OGFgQms2o8JrLnTZLFe0mGf3fXYL3TSAuuTze6WotmInSCcVDRFwRTy6XRoF8WXT/sYcaIu8WXGyi2jnV8+gfaS1GXEnNcaxOl+IR37aXs3Dl8716HP/66VBh3aOFH1hkz5+AsnfPpIh4P3kBZrruzqi2TGr0Nl6JZ7yGynFfKJFi983PiMlyWmcttmyitWH8tifWjbwJW5bFIf4qyx4hg59V/vXDWBlb+0AkSLR3qxQKOw4e4p/K/4QkR/lvjlqK0n7EJg9vhJMvykK2TcQ8/rScwwjJqFtZcmPPcKZvlQUjvg7KDBnWuTtLuCa/BXdk3rVZ26WBZiXx/uNHR/2WNR5tM+DmlHuj2xx7fRWOtok+nnx41lob0uo6AZJ67aScv1B0i3q8+QJT94Qnrec5W0WGsV337GTBl97R1SMnqcPyX6DThCnIQwdsin04rGrg8kbf0YyVRimXofdN9DWsmtj3WkKYd0WUzPB5UWWPFCzIV5hx12kHvuuUennozChkUVcQJm/SHEFSFarKLIMqqOOr4ff5mMf/L1UGIYRo3hrn5TvvpGJr2bvUZTweOunV4QuIu9pkM2iIQygoe0lkMQCKF9pt7FYaxMO5/XtKvLahsEWhwrqy1pzfKfL9fth/2O47ODU7/4XmaNHKWP3FHcZzJ77ASZ/PZH8vt/jpFxjzzty0EH0SYJSTrUhRftY6IQq/GNOGlHJkV59am0Rpp3r0EzYVvhNeo2kTHUa0Gq3hdUiUpPEQKCqqSkRKZPn64PQeWxE9w2bRQub7zxhgami7BiYerEzBn9r1hrCKG1oK1Y1TFFyEHQaNHONT5dUOp+leGPkHWWyAGfrO43niXtdt8ilCx4bIqw9mNThBXEvQftd95Wmq+8vKYLkfQU4Ueb35M9RehiP22HtMmU+dhP7cXpQq702T5ZpDP1MdZpPGIUQ84Yvl0cI3csXxb3x8eh3IXMtn0sDYqk2AXXUINOsxHYLkaXBrHMFeVMuUUfq6Q+NTWX1KfiyrVN1af6xW3y3iT7kluv/WNZrBf5etfrFtwUIQc2A2IFQVyxujILWBqFCbez33XXXbqoI9O6BAQVIVqxausJ2zNHhc+MIX/UaJj119964pkb/IL768gLZOy9T7FbhmHUJO54HPfMSzJj2B+hoNBRaaKxpt05V/N66vVl/rLsYq1zMie2cSTWqNBe0yFghAFvbeL0E8q1LsTp8tRYvo5yb93y26YZZZ5kjNhv9hwpLZktc2a5MLPExwRXHgbNnC5jOsm7eq//kryvD9sLceaOQtI+TkIkpMuMpWlCzli8hhDnrXdBq9OvwRdUmioJLOBizIWZp9zzTLA77rhDfzUbhUWJ++V07bXX6jPTsFwhqvgVjPImjUiOPlhG9eB9sq6Ucf/3YpUPTMMwKga39o999Jm8DxkuNLyIiSIFiEOZBtdGr+uxHnx9pm2sD2U5Y2WCFmk6oulUe/D1Ia1RdrkfKzWmlgeCONF2mQ1mREkULaE8qx5ifcxDrE/KU33B9fH1Pq/7mW6XBJ/XKv0vFYO2ifVxjEC+/aoCVbZgEbgwYwFhCoKHq55zzjm2NlYB8fXXX8sJJ5ygz4AjIKwIPB6EGEuWCayaQX2yjr1EJjxlPlmGUdPMHjdeJr76dsgVNl64+Ning3DRc3A8D4dyF+l1PhFFMe0qtC7TPpb5LIlQFmL6+XSmn5aTjmO6ECcF+cu3X3F/YoMsMRQDhDgjpkI6XZ8ucy82LZw0pp4ZT827v9gWiKlL5ZNtOTLjZkLGShW2FV+kptP1sSjkq0hRVXywgG74YuE8zTMJWV2Zp+k//PDDMtP9ouCZYPj3GAseVmvH3wqfDR7Ay3wxFiuWYsCKRTkx+WjFiqJ5QVM9PliFi/pk3XCmtNtjwT2vznywah6WPHn33Xdliy22KNf/Yn4wH6zKwcOEO+y7u66RVWikfbA+GHifFJVk/Jry+UOp71RIUxZ9qpA+flkF6nxZ4helZbGNVyTePyvt45XbPmfbmiamXybW/mHbxN5lKe6L25b7Gib+S65Sv5YhX8Y/al71LiYqW+/7YhJiP9U0xFixPLalPuSz6mN57Ec92wrtsvolbWO9yDe7XyvTGy+AdbDSILA4kSOycHhHZHFC58GvPAR1ypQpWkc7wnxsyqgEnIARTliqSGOp4sSMMzshV1wtDOf2SF0XWNCgDetkneLXyVoA73NNCywe2rzHHnvoDylAAGy99day00476Wrq8/NdYpX2F198UR566CH9rhYqP/zwg/54+ffff/UkW92YwKo4xe7977DvbtKkT/ZDxguFbIF1v4g6uQch5WIVK0HcZEQTgQt0SGs73yYrH9LRkV37a7sowNLtXRzq4lhefPl8TPvYt89ykM8aK9S7NNtJi5X8oiakk3JXpn0oIx3qQ99Mvc9Xrt79ubqkXWyrZel63zdrrFCe1FPuom/2WAgCi665IgtRRcDpnTwnYb5cJrAWLJx8+eARUAipaMEiILzIc6KO04ML62RdHwQWNGjXWnrczIrvNX93IcdZTQqsb7/9Vrbddlu54IIL9IkAw4YNk3vvvVctpzfddJNsvvnmoWXlYZ+xhPNQZ763hYoJrKpR/XcRirTbaRtpscqKnPRCYWHB8RgF1vsDHwh3EXLhjkInJ3YhYy3y+ViXETw+RtwkIkrb+XQUPr5duo72Ie/qEFJRkPmy2I5+mVhFVzJuqkzjPFasIITS5flETVa5i7W8TL0vcxty5Tl9aDuvbeXWh3zcRtxmevwkHeoXisACuqdFFtOFCCsCaQQWdVFgzefmjAoQT7588AQsWHwRYiDPSZq6hX2iri8CCxp2aCs9bj9P2uywSSipGTjGalpgYa167bXXpFcvbzXgoctnn322PP300/Lee+9J165dtbyuYgKralSrwHIXtdbrryWtN98oFBQmHI8ZgfWgE1jcDOYu3K48y2qUEi7Zoog0dVz7fRtflmkXhU8UVtljxLhsP1+WyWftT4iz+s5ljLRYUVGDmCFLrKIlU+8G9uWxnvauroyVKrbNidP1ZQRYrI/lqXG1T9ifLBEWysur/3bPhSSwgCEQUAS+SAitGMhzsqdNDEbNEk++fOh8+FixoqgiTVjYlqtIfRJYoD5Z158u7fbcOpRUPxxjC1pgAW4BG264oVq3eIQWrgI8jPnll1/WH1pMI55yyikqGL766itdQ++zzz7TkxR3uZ577rnqO4g17LHHHlML1ttvv63lPIVgzTXXVEGDhYxxmKZkrJ49e+oyJFhnr776ahk4cGDe7/Wjjz6q28TiRlv2EyGDFY4Y0YRPFVY43jduEDn66KN1LKzyjM122F/eUx4wbQKrclSbwHLnr+YrLKvWKx5MXMhwPEaB9d4WD4mUzHbXesQK129EShQuLkTRkgiXlNUolGVNB4Y2WX1jWYi9WCLt20Txpf2TdpQRp/KpMTJlbNP3pUytVzGOogTKEStlBFJufYjL1oeypJ6yVFvqyZNN+uTUuzhdntS7WLeV1Id0LHf5b/e8pkoCK39pJeFAjxdzDn42Gn1+olN1DDi+W6jZEN9r3nu+BHwOfCa5dw3WxhN0bad04pQ6u9o7U888KQChMm7cONl33311Dbbnn39ennvuOfnxxx/lwgsvVPFC3WqrrSbvvPOOPPPMM9KvXz+1ekdLODDOPvvsI5tttpm2O/TQQ2XChAl6seKiRTtEXpcuXeTVV19VwXTssceqNS0fo0aNkuOOO04++ugjvRnn448/Vqtb/GH4ySef6PTk448/LpdccolcdNFFMmjQIN0O42Kdu//++/W1dO/ePYxqLAyaLtZb2m7nhHSBi6u8uPOuu3SHm+T8FdzHlPk60qDtNJUp92Wh3kXU+xDrwFXo+T3Vlv90fPrFusRGlexPeh8ad+8iTfosGvrFcVx5z67SeNHOLq3NfJ3LuMPSk05D2FEt4j+XT9Iax/4+9vuWLieTrg9lIWga3Qe0IUrq3VghVpL6MFZOfbpfHL+qVIvAgnjBjkKLi3n0/UFsETgBW1gwIb7nUVhFccVnY+JqIeGOjVabrik977wgFNQt4vGPYMHK9euvv+oD4RdddFF1fkekPPvssyqSEFmsocdUIvHBBx+sQinCGNdcc42ssMIKctppp6lww3K17LLLhhYerGL07du3rxx11FHy999/q+UsH0ceeaTsueeesvjii6s1DAsY7RF1sNJKK8mVV16p29p55511n7/44gttg8DDqrTBBhvotuhrLBwadu4o7XbZVp3baxv+Wu3FShQxWhau5ZoIZYkICjF4DeDLYn9/GXdxPKdrHeP5NtoujhXzGsI2Q7dYH5Ja1/fBC2TZ12/17Rza34215DPXS++7zgvtU/2iKMnJq2hJ5X2aEOqTfJ5QZqwwBrES8iHWZFZ9Cuq1LgTQOI6Zndek/lc1qk1gQTzBRpEVp6OwallYOCF+BmmrlYmrhYB7/1tvvo70fuRqdXiviyCK8LtE2A8ZMkStWIiiVVddVcMxxxyjjvBMyUVhtNFGG8kZZ5yhViX6RxiHNfUQWJxLyoPvePw+R6vSWJ7enwMWL9aFO/7442XAgAGyxBJLqIBLw4+RCMcL+8n+siQDY2JxM+aPhl06SePePSsWenWXosaNQk9Pgzatpf2u22tcO0GMEPGdRaxw/SZd7NK5ZaGtxj6fSYOvT4d0Wy1zSV8X+zjcdsgn20sF/jL5INwcvs63j2Rtz/1p7Aq13Ff6OCcd2/l0pjwM4v5CvYuTej8r6SEO6SyxFMry1sf+UXSFuMy6V7EeYnutqBrVKrAi6Qt5FFwWFmzgohTT6c/DWPAUNXDiaot1pc/j10lxq+ahtO6BpQcRw5MdECtMUb/11lvq9E74/PPP5Z9//lHLNr5ZTL/h44Sla6+99pLvv/8+jJShpKQkpOYPRBLTjUz34d+Fhe2ss84KtXMnHjtxWQqj6rTZZAPpfMg+FQod99tTGnbsEHq6i1XTJtJuh62kcfduoaT2gXhQARHEQzqdjpO0+95pH73O+7KkbahL2oQyiOLJX+IzdUk72oRY22ldSMdyP1Qgu1/EjynSfNVlpdXma0urjdeU5iv3d798GjpR446b5s2k+YCVpdUm60jzNVf1wtgP4nDjaNrHWgSktTwVwrb9f9Rn+vqiWB/GyleveR+0LE/aB9c2mW7kz41VRWpEYOUjfZG3UPPBKAzwEWm1+brS68HLpahp41Bat0B4YG06/PDD1YqEwFpuueVU5COwiBFctMN/6Y8//lB/p06dOskOO+wg1113nY6TtjzRnik6nOFZXw8LFBYxHOmrQtzH/fffX3r06KHTgjjOVwT8Gpm+ZJowWunwDzOqQLE7N7kffRUJRcSBokaNpO22W0jTvkuEktpJIoD4T9PuYu6iRLzklGlaY5I+T5y56Pt+yVikNXbBFfkxfUx5QhwjxHGM2C+OEYlCKm7H42L3GS16ybGyxLM3SdezDpOuV5wofZ6+WVqstrw06tpZFnvmDul5zxXS+ZTDpcddV0jvx26TBu3b+bF158K+sVG1MoXypD5sl//S9flCYqXKDXm2lVUeYrdNXx+DKwctrBqZb7BhGNWLO/m02mxt6XX/pdKgdeEumlkVuKvu5JNPlv3220922203vXMPEfPf//5X/f2WXnppOeSQQ1R0UY/1iGlBfJwQKP/5z3/Uj4k787hbjzvl6BPhR8KJJ56oTufcsYhTPM7uLHJaFfBLXHnllXWfGAsfK1ZirwhMFSIauTOS/d5ll13UAmcsOFquM0CardCfL0Yoqa0gYKJ4CRf0EOeWJWmX9M7ovo2PfUUiyGjk0PrkPfJ1/jLv26S3DXG82DYZN9Rn48sz7fGHay8d991WRt3xuAxefz8ZvPru8tu2R8r0n/+QzqcfKg07tpMhA/eXIZvsLcN2OEQa9+kprTffQF+AWpQYxw+o+DIS6XRs47YdYlArlSYycf56/XO4vE+kyhwxzX8xsC2iJF81TGAZRk3gxFXrgfhcXVXnfK4QQziL47zObcsrrrii+jO98MIL6kAO+P2deuqparFaZZVVVKQgbJ566ilZcskl9c5CHqf1119/6XIE8W5A+m+11VZq9cLZ/PXXX9d2bOuWW25RXy6eq8n4LKmQuwTFQQcdpNvKBYHFMg1YzLp166bTg1jO4qNuWNMKf7Fo/SWmDsd39uXiiy9WUcU+7r777nLPPffIgQceqHVGzcJyDK03WV+K6sB7nRE34QIeBY9+73xZbON1Bel0mY+Tfkmdi3PGyNT7Oq8TMm3iNuNYsV77pcYHrdf2jhg75pSUSumUadJqg9Wk7Y6bSNNlFpepX/4oJf+MkTbbbiQzhvwhzQesIG133UqaLtdPSqdOk5YbruV6MoYLfme9MEoLJr+DPqZey/nPRXH6DmJ9qIN0OtZngnsdWh/Hzol5nUQQy+eDojnY3g1jIVEX18HiQtDKias+j14jRU0X/GrkHNI1uQ7WgoLXwTQe61zht8XUIk7xLOvAFGRdpq6ug1UZ5sycKRNeeUvabLahFDWpvdPrfI9LwjpYb235qH9Ujvi1pdQuFdamcglXllmnik/XxwTKkDm+n5c/mTWy4gKjSX8XUBJZ61wl6VRZyMf1rCiLK72TX/m166Rp767yyRI7ZY214hcPysy//pHB2x4rbTdaXbqeup80W7q3NGjVQmb8+ocM2eow6ffD8zJ7zDiZ8dufqmf021pcJFM++Fz+veIWXpz7DrvtqJnHpdHPuWtVxfokHet9Wz0EyrTNKZ9bvcvra43lGse2oZ8r+26/qxbeOliGsVDhOGjYUP00ajS4bcwL9bly4sr7XBXuo15qA/g7MTWHBQsL0zbbbKPWrWWWWSa0MOoyHHNttti4VourXHItSWqM0TLymtF68hondZl+iSVJy0h7SUU+juXb+nF8nE6HtqBRHCdTr3k31rQ//pEGLZtLcfOmvtyV8Xk0aN1CZv09Rpy6kEkffS0/b32U/LDWPvLbXqdJ48V7SIeDdpHZEyfJ5Hc+k9+2OkR+2/JgGbL1QTJ0u0Nk1PX/9VYot1OJMzpj606GfQjlGWd1H2m9loeyEGfq02k/VqYsjhXenzhWLE/qQzb0T+9XZXGCVLsbxkKhOixYnIi7XnKsNO3bJ5TUDDOGDpfhp1zpEn4hzDIwLbjFut7nqu3CmxasSxYsVnr/7bff9Bdi7969ddmGQn5GYXVhFqy6Q9qC9eZWjyUPe861JGWsSN4Klf2oGm9VKtsvlLsQV1hPVlrX+rQVq7wxfN5vH5lBnd92mzWXlRVfvErGPP2uDD3rNverZ7b0OvtA6fyfLeWHgUfKjF/+kMVuPUNGXHynTPnkG2m6ZA/p98ED8veFt0mDFk2l80n7y79X3iWjb31YmizRUzoeurtM/fxrGXv/E+776zZW7LZHzFe52O1HiMlnVmJ3f+m2mIVcPNfV2XPrQ7+8/Sl3Sb/dWO7+tM7Xf7/f1TK9SeuF86gcw6gq1SGwuH178Tf+Ky3WWCGU1AzTvh4sP6+9p8yZNiOUpEBc4XP1f1dLcYtmoXDhUFMCi2UUWFIBq1J1wwWIR+rwCBsW86zv4sEEVt0hLbDe2Opx/yzCIG6yH3UT0mXKUqIpCB/SaUHFN8GLrXxjpfqn065OxVee9jFd3KBIuu27hfQ6dW9p0r2z6zZHZv47TkZc+7CMvOFhadiqhSz5wIXSao3lpHTGTClu3EgmvPKB/HHoeapjul50tLTbZaA07NJB5pTMlpl/DJeRJ10iE199x23DkSuMXBxFlsaInNx6F0mDUJ5bHwVS0j+mY38XJenQJmnrysup/37/qgms/KWGYVQYfK5ab7me9H7s2oUurmoSnhN42WWXhVz1gpM7j7FBYCEc8LdinayqwpIOOMTffvvtoaR8sJAtv/zy6pBvGDWJu2Rr8Fdwl3aRL3NxUAQx1rT7H5IyF/v+9OPy7dvrGNomM12YKcvEEOvjWOnAn9+mz5fOniMj7n5ePl1xH/mgy5by4SJbyufL7CbDr/8/neYrGT9Jft7xJPmqz5byTb8d5Os+W8jQfc+S2ZOnScnkqTL8+MvlhyUHyrcdBsj3i6wpP6+yvUx8+T3diG5HX7j7C3E6aBloOuwYaS2LO+rjfFON5fZPlcc4vX1tC0l5yFcBE1iGMR8kPlf3X6qWNKPysP4Vq7nzAOfVV19dy3hWIIKrqnDXIA+JXn/99UNJ+bAeF89IZPrRMGoWhIuaScL1nIt3DDHvYy94fOxDLAcX+6ZaFuOkTONUudZlYl8OlPn2vl0QbS7wB7SfPXWGlEyaKiUTp0jp1Om+D+1cXemsEiemnKCaNMUJq6kyBwuddnb1ToRxl+HsCa4u9FXV4jfoY0jFul9l6n2UKfchn1hKApGmwxgQ8yHOrs8eOyknXUVMYBlGVSkullabe3HVoE2rUGhUlriA54477hhK5h/8tHCKT6+tVR6Y+pn25G5Fw6hJsq7ZKnS8SPHiJhW0TBtlYm1P0rcBH1On2ZDPtWJR4xuU7efjTL1PprepY4R65t+StEKdj306Hdw42jS0DwVe1GiJj2I6xL5dSGrs+rs4baXKisOLL1NfGvMOF2fqfT43ztqvMGZSXkVMYBlGVUj5XC1Mh/aahEU9WSQU35/cKbSSkhK1Mm2yySYqYnh48oMPPqi+X7vuuqsuQpqGxULLs0ixNhZrUOHbAExF3njjjfo4G8bmLkIewcPzA++44w4VYtxJOGbMGBVGrIvFauust3X33XerWGMh1A033FBeffVVfUwO04Vnn322HHHEEerTxEOjWWMLeHwPzxnkUT6MycOnWXOLVd8ZlzsYeehzhMf+MDbvy7rrrqtrZbGAqWHMGycw9DofLUWBKKj0uh4u7lpPOrbz+SheNB8EUiyHTJ2PIal3f5rWfqFt2HamLGXF8oOFNtH7y9dF8RUFX9yu9tWh4nh+nDhUkvZvRCYO7cin67OEV4gTMUQ6lPmEjzN93Fha58ZS4pipbeWpz4RYXjVMYBlGJWFaUH2uHr1Wb1+uiyA6WFCTqbbvvvtOHn/88UQAAYuKsio703AIE9IsxskjcFiEFJHEg5Lhzz//VIHEKui5IIZeeuklXR09wrTeYYcdpiIKYYN/FtvGWfjOO+/UxUIfeughdTRlWo/H8eBHdeSRR6qwY3u50Pfpp5/WZR5+/PFHFYZHHXWUbj/WR0g/8MADur+sJM8jew499FCt++WXX3Qx0/XWW0/X6EII4uhqGBWDC7a/aGeLE18ehYrGWkdxvMj7Mp9UN3RN+m9ukTRq01w2f+dCWfu+Y6S4aWNpuXhXabfSYnqXtdcJjOfFU2Ysynzc+6gdZINfHpQN/3xUuu030JeHffBtwrZcMubj/vt99GPG/Ynjei3j/it1aR1MC8JgIeI/73ufHUDTvo/vT2GRdDz+eFnSnXtarLWOr6cqjq3bpyA7ZPqn0qmQ7B9RUu7zVcEElmFUAv9swXWk132XSnGzuutzxR2IU6dOlYsuukif3ceq6lipIjfddJPsvffeatnCaoUYwqKDdYd2OJnH5/V9+OGHuro6Y+SCkOMOHLYRYZV27pTj7hyc3qPjO5x33nkqfLAaUUaeqT3a8iierl27yr///qttc+GxPQgs9uXggw+WESNG6AOq83HBBRfooqas3H7AAQfI0KFD1bqFsGzZsqX6i1HHKvZ9+/YNvQxj7vhrtvsuBx1AmlhJxEpGBBG0TZZwSYmkUEd66SM2l0Ytm8mg8/4ns6fPkr5HbyWr3XKYNGrrH9MVxVnUIHHbhPbrLCdLnbW3/Hnvq/L5tmfJqJc+Tdp48UQ/4pzpR8o1nx1r0H32ZX5/U7idSMSMi+OUXGZqLqfelyZ5wugbb5IpH7hzy9lnSxE/ckJ5EpgiBMYKsUbJGOXUx/+Seh9VBRNYhlEJ/LMFL5MGbeu2zxUPRmZJAB5Rkw+WbMB6g5gisKQA1h2m4xAeG2+8sdx3333aFssR04b4OuVSUlKi03AIqoqA2IrwTEMEII+0GTBggG4TwVYePCMxwuNygP3NR762TDvyGhF36f0wjIrDRZsLehRJROR9AL22x5Cq8/UudpGmVfD4Ps17dJR+Rw6U7699XiYNG639vrv0Sflgn+tlxtjJoT8Q+21rWRijzSpLybTho2XoTU/JhK9+kRn/jtfxk23G2EW+n8uGsqRe69zYOqYnEWVa5/5LrFha7eOctNZDrPOdk9jvi4tnlsioK66Uhu4HU5uddvb1lId6yFihUgFCnLc+BqJUuiqYwDKMCsIzBXs/cHmdF1eARYjps1mz8i+qivhC3DB9GMOoUaP0bjzg4c5vv/22TvG9//776suVD5zRuYuQB0VXFp4NyPMF2Sb+Wt98803yLMSaAuvatGnTQq5ugMhkSjSGJ598Ut/POH1aHSBIhwwZEnL1lyho9LqtAsZbhPx13MVRnORxJufPX+tpn+rjwhL7rCszRk+SYU9/qi1og4W9Re/OMqd0jrRepqcsuu0Aadq1vXTbZnXpvut60maFxXQ7rV3cbo1+0qB5E1lkx3Wly7Zr65hFjRtJ+41Wli67bSxddt5Ami2Jldnvf6cdN5QWKywprdZYVjrusZk06tLBnTQaSss1l5MOuw2U9rsPlOar9ncKo4HuZ5st15OW660qTZdbUtrttqW03WULadixQxBT/oU1W2V5V761C9tKi7UH+KlNV95okS7SeqvNnYjaTlpusqEUN2+eTCfO/HO4TPjfY9Jm192kiHLGIyTTjeE9dDFZzbvEXK1Y1Id9SuqriAksw6ggjXt2rVOP7ZgbTH0hJJgqBMTTl19+qWnAZ+q2225TSxdgTfroo490ihCYOsRvCqdyrEtp/600LJGAyMLXKQ1lTFEybnngA4V/VFzaATFX3pRfdbHyyivLV199pQuuIkCwmI0cmVkol+lShB77VlvgPeNB3AjWm2++WQUrNx1gGeRh3NVBdYq1BQE3Vlx++eUhV33odV+v2fwXL97Z6SieEstWjEOIbTXt/hq2aCpd119Ghr/xrZRMnRk1gnRcYynpf8oOmu62xaqyyk2HyfqvXiB9T9xR+p62i6z1zLnScqnu0qJvDxcvKg1bNpPOW6wuHTdZRRo4cbbiI+dI/1uOly47rS/dD99BVnr5amm5/BI63pLXHS997z1H+j1ysfQ6/1B3blxEel10hPR99HLpuPeW0mnfbaXvczdKu5021v3vev6R0vvhK6TPEzdIp2P3lUWvPV16P36jNGjdUne28wkHSZ9n7pZOJx0mHY8+QHrcdbW03XU7J7pWkD6vPi4djzxIWm8zULpedr4setM1+ogexfWd8uGHbvs93Q/fdvHNdcU+hjJWqkjIe5GXToc3MIRk2rIKmMAyDKMMCCQeqHzggQeqQzh366UtENwRiDVn22231ak52mC1YoFQYNqPCzQO5dz1V94UIH5ULKfwf//3f+5Epmc3ZdNNN1XxwriIOaxcueADhujbbLPNVBCcc845Nf4YnS233FJat26td0Wyb9tvv70MGzYs1Ir6f+288856R2Vtg5sJPv74Y/nggw90WpebFLA8InTrG+PHj6+R1+2v2VEsubSKJ0daRLm0x+czuHRo79v4+mL3o695t3Yyaci/KgbSPloeH/P/Z4fcLG9vfo68s+lZLjdHeh+wuQx/7D0Z8dSHMu2v0TLowGvk22Nvli7bryutl19MvtrtfBm063ny5danyowRo6X3mfu4gfx4s/4ZK99uc6IMWv9Q/eHZeb+t5Zf9L5Cftj9BftrmWBn71Juy6LmHqxWLrc8a/q8M2eZI+WXtveSv4y6Vpv2XlMa9e0jTFZeRLmceJaOuv0eGbLS7C7vJb1v8R6Z+/KV0u+Jcmfz6uzJsx33lj30Olz/3O1JabrCuNF1h+cRKNe3rb6WocRO3D029QIohbcUKsa/3+bS/V9JO8z4k7z35KmICyzCMMjClc//998sVV1yhggF/q+uuu06OPfZYrWdphBdffFGtHtSzpAFTS/haRbBeXXrppSpC5gYijYt62vrUv39/efbZZ1VEMT7O6zw+hqUaItxtSJs99thD7yBEpJ1//vnq9I4PFdvHAR3RdcIJJ+hyCxGmONk3HN7xDaMeR3teN8s5pKcaea1Mh/KYDCxuzz//vJx22mn6WrH4YO1j/4A7GEtKSvROx9oKd45iFbzrrrvUUve///1Py7FCIcC4c/Sss87SqV8sdvDII4/onZ3cUcpnQIhiOx/vvvuuvocELJ+I6wkTJuhdoLn9EM4I6ccee0z++9//qnWQz+iaa67RPtxQwRMG2Kf0jwDGxKrJjRCnn366rrcWuffee3Wfac8NDYRojeWOWcQ9S3zwvWA7VZnCzke4dodrOhdwF4K4itdzEn7q0ENdxooV8lrm64saFkujFk1l8l9jyGlZRqTR3jNr0jQZ/8NfMntmicwcO9kJqjHSvFdnHSuibYuLpcNGK+riop0Gri69T95deh61k8yZVSIt+vbSdjDh4+9kyvdDZebfY6XZkj21c+v1VpJuJ+2jgXEaLdJRmlDnmDFshEz/eZjMmV0qM378TYpcfZE7Nluuu5rMnjJVxtzxsMyeNEXmzJgpM4a4dk4gNV6slxS3bCEdDtlXOh17mLTceD195E6LtddM9nv22HHu/znSfLXVNB/fmGQakHTyXyqGWJ+qS6eTUEVMYBmGkReEB+KHJRNYY4rA0g0RLsSsB4W4YekClkxIO4cjXqij3dxgLSksXlw8I1i2GI/lEbCisHYVd/N17949tPAwZYeQwqKEZQmxhZM9FjMsX7169dJ92muvvXTtqwhLK7BviCb2j6Ul6Ec5Vrv0dlgOgjsQeT+40A4fPlwGDhyo7wvtmRJkHS3A76xfv35q/avtcGcoDv6IX4QUIpM7OLHs8D7wniHC4ZVXXlFxdMwxx+jdo9xtiWUzn8hClPPZsM4aFk6+Y5QBS26wFEe0ZrK8B3XsB0t/sA8IbqaUKd9vv/3UQspUNuuaYWll/9jfq6++WsU9U934EiLW6cPY7B+iir7sA0Kd7zKCjbtE8UHke4Gg5rsZ72KdXzLXazeeiiZPIppC4M/H0RqV3c8T2gbmzJ6TCDcfgPqYjvh8qRNaiJysesZ2oVG7Vt6Hq18vadm/jwu9Zdof/8roV7m7ML19oiIpatRQfbaa9e0tzZddXJotu4QTRs3UilU6Zbq29tDHBX1gvkvRt3ETmTPdCVi3/wyYCCMEGHcUL9pVmiy9lAvux9JSS8ikV9+UGb/85tvEAFjKtL9LxzL2VdNhn93Yvt6XZ0RYiGM+1if9fFRZTGAZhrFQ4YJ27bXXqsB65plnQmlhwsWb9bMQm1i5sGKxnAPThYDQOP7443X6tLaD5Y+A/x13jWL1eeKJJ9SqiX/SJZdcopakeCME7wlrmmFJxMqHCMMalAafrlNPPVWnUBkLq+ett96qVqLJkyfrUhuIH/oihLCiIXyiDx9Cm6lMrGpXXXWVfl+wIrIdtonFDcHLumgILLbBvrJOG4G2JSUlOhaCGisclixuluDB6FjTEM9sjztjsXwh7Ct6l+u8YNYqmbnS4AWHx8XJ9ZyEFzDReoWQiW1jP+p4XuCsqTOkRS/eI99P0fa+fyxLLGFaRl4jR5JQATL1939lxt9j5bsjb5Bv9r9cvjngcvnuoCvkjxufDNt2uC5+f4qkZOp0fUzO0NNukp/3OdeFc+RXF/668E6Z8ZdfNiVbu/h+5GePmyAN2rWRBh3woaKlEyZNm6nlqnTadJnw7Cvy5yEnyp+HniB/uTDylHNk6vsfaVsEkvpeubGmfvyJHxzCxhKx5d70LOGVm4714PombTWEMauACSzDMBY6WKJY0b3Q15TCSobVhosyd9yxz4jDuNgoU1VY5OoCCBwCVgasPFh3EENMmxEQU/jGMZ0GiBLWQqM91kv8+BBmabBIYTXkPcJKRGCZD/y9GJ+pZixgCCXubmQqEatkFKxYFhmbbTB1y/7xnWEtNSxOWLq46QCRxZgIOQQv+8uTCOLNCcCK/XHpEKxUCC7WO6tJ0tdtVSgqeFjGgDg78OfToa0jtqOfp0hmz5wtU0eOl9aLddG81wOhnUPHiM1DWSb2Y0a0rdvg3898KC2X7inL3nKctOjbU0O/G46Rpa87xnXNjOtjkQlvf6VrBC55xxnSeoNVpUnPRaT7uYdK36eu0W1n2gaLWdymqxz/+CtSOnmK9LjrMmm+6vLStH9f6fng9dJ8leVlyrsfS6ejD5SOR+yvdx223m4r6fnI3dJ8rTDd7zbedPnlZI4T5Igx3RkXVCCxzRhDfBNcnK5PfLGS9o50vRZUDRNYhmHkhQVCsVLgq1Tecg3VBRdILsgVeXbgwoT95MLMnZHcabbkkksm06I4RmPBSt9tWZtBPOHfxPQnU26IIUQNQoTANCjTbIjOfKSniyN8j7AGpafceE+jmGNKFysWC9niP8U+sDhsZeHuU7aB4ErvL08byGddZB/i0iQ1CRdrQrRiRbRc3xL3X3hrvCjxIRFWSbmP6TdzygwZ+d5g6bZRf2nQnPc809YTx4nbifWZslzRNPr97+S7Y2+RVsv1kbU/uUXW+uw2ab/BSjLm7UFZY8excID/Yc9zdJpwmWevllV+eVo677+tTPxgkGvl2msXH2ftm9t4ydgJMmz34/Vh+Yu/+bAs+eGT0mjRRWTaF9/JX0efLRNffFM6HX+YLP3jh7LoDZe6DrNlxs9D2LgO0Xz11WTmn3+qJUxfSyhXEeVCjCGd1jgnrfWBpG2qrLKYwDIMowz4tMS79PCVwXKB+ImPv6lOmBp6+eWXVaBUB1hNcIbHZ2dBghUECwtWmJq2hNQ0JSUl+lxHBA7+UliNsBDxnYjO6Uz14fOUT2CxKCtraaX93oBpVSxMrKIfwaeNmw6iFRB/OT47xmfF/aos6soNCwg8bjaI+0vAhwwxtbDgWh3FlY+9SPIKJCN8fLlLu78oSJKyGKso8uHnhz6U5l3aSI8tV/LtXPHQRz+WV7e61OVFfrjueXluxRNk1sS4hluRvLn5OfLRHldp+qfLHpW31ztFSqZMT7bx1//elvcGHCmvdNpRXm2/nby3woHyx81P6XjvL76b/HYhCwn7tpRNeP9r+XrjI+WjDpvIhy3WlS8W306GHXe1jvf9mvvIkL1O13bkcXb/uv1aMuXjr11BkUx5/wv5ec1d5du2K8p3bVeQn9fYQaZ89o2UTpwsw48/T35cai35vnN/+bH3yjJ0273VBwsB1NAJ57Z77SYTnnharWBhA5nA/rlYX5OWsb8+9mIq1FMe69Nx7FdFTGAZNULppCnyz5V3y/BTr5Lhp5QfSsZPDD2qDne3jLr54bzja3D7MPL8m2Xq59nTFUb5MAWGLwq+LqzIjrMwF9x8q7HPL9w9yLIP6eUO5gesIPfcc4/e3begYTqLRwLhU1TbYLFY1viKd2Yy9YmwxkqHtQ5rEIIFfyfuJsThnOU0IvgvcWcp4py7TREyuXeQIrhwasdBHqd0/Km42QB/p3hjAXeHYjnDkZ22VYHV9pmG5OYH7j787LPP1BcLp/aS4IM1N/juMAXK6+SuxeqybOm124W0yIpCKQojFQNqGQrpUJdYmUKbGKifMHSUfHfrG7LiKdtIy57eF0u3wU2etHcZfLWSfpS5PK+LPC8vppPtaH/Xp2S2C65O+3t0LKdQ/Hi0DeOW0r7U1fvg27ty0q6P7gzbdjswZ7Yb13f2MW1mzZZSt73o8K4hjOn3wwV21vVnIdIuZ58qs913Zdz9D/u2bEv7sZHQPx2IyqT9603Kkkfs5NRXgQUusKIp2MLCDzVJcasW0na7jWXSC+/KqKvvLTcgxOYXDtTxD7+Qd3zC2P8+KU2X7O1XFjbmCdM4+Nyw3AHOxuR5ZA5OzDg9M100ffp0PSEzFcNdWiU5Fy2+X7EuOiyXB2Ol27M9+hAi1FOnFwGXpg/7wXYpp2/cBhYPprXw9Un3Y9y4P2nS26aONG2rAu8P06qIkNpixWIqDQsSa4khdLgTkNeBszmChHqsVzikI1h4DiN3CHLHJE7uESxQiBic0lmugveA6VSgP+MQWKCWKVZuEOCuVB6cjXhnm8Bdm4h7vm/puzGxSMU2gIBj3Eh8HUz1ceMEPnLcgXrGGWfojQgIR+78pJ6xcqcw2f84fci0OEtv8DpZ/oHvRHWgoicn8NDmzDXcpTVk0u6FZeW1TANRpu67296Q2U6grHrhLvqwZ/DbSPV33Xz/kCftxoA4buzj24eV5sN20m2SWPtn0r6NZrQs9vN+V74+0z+0jW+A30EfiJLyEGgf0p2OP0JXdv/n3EuldCqWt9gmE+spIYyp2wp5rY7b0rT7y8kn25oPitzJZT6HqBhsJm4qN4YFtBv1Fk4+5cUxXRPM+OUP+W2bw13s15hZ0PB4m+43nCHt9tw6lNR9OJYQH1gSuDNq7bXXDjUVA0dt7sDiYsXFjgshjshHH320WjlYH+jEE09U6wR3bmF5YlFR1sriLi/EDxda6hAq+NxgocIqkm96Bt8rLsj493ABZWkG7u5iyo27voApJSwSXIixLmBRYeoKh2isIFhX2Oe4+jhTV1jemNqiPaIAiwlO01hkuMjHpRUQAogiHKCZBsXZGj8gxqsKTHmyfRYl5X2qCqz5hdjh/ec9JcaBnM8k+jDV5HFbWVgugf3Bcji/8P7xOWA9YxHa2g7HY4n7ITB48I/y2DbPSvFs7+pNYAnOGBdhZnJyq1ivhX4lLMpUhrgybFI+nSnT1bJcXmPqU2W0KdbYjR3qsuIwBum4zWTspK8vy+yPb+/jdDpV5uJil9c+YQz3JmhZ0lbbxdj3c43dd4iddTFviotdRSad1Lug6dx6F4VYxwhjablrr23Lq8+Jc+sHH3OZTG/aWn+0cTMHxyPWfEQ5gr28aWf32tyrq0Hil4uHpHKSxM+CX5OxLh0bNQdfBi42XFz4UnAy5EtBiCfrmjphzxjypwzd/iiZ/iNrlyy4z1rF1Y1nSbs9tgwl9QOOp/kRWByfTP1gReAOLL4jLNKYFlg8WgV/FgQEv+6xEJBmvSjWGuL2eW6xxxcGsYTlAMGVXig0wlQQgoSFKln7iu0x9rwEFoKDqTisHFgZsLhwnsknsAiIKHyA2EcWmGRKa9CgQTrthQBjJXq2g58R4qaqAgtYygGhwNIT5Z1850Z9FlgsrcDnyWOXynvEUm0iXgMRWI86gVUUBBaiKgosH9xFPUt0pAUJF+sgpGIbF9IiKKtfOq2xT+cKqaR/qixpn9SlxsgqY59n6znd71cQUdou3S/VPz2Gi9P9XKH7Drk8LzaKqSiMyhNI+cqz6vO0zYkrUj/42AIUWAyNwykLx3ES5hcv/hHGggfHUnwKxowZo2Z+LrqYwwnxC0KoqZP2zKF/ydAdj5Vp3/6sB1RNo+LqutOl3V7uF3DNvKSCZX4FFrCuE9agaIFhAci0wMIBmZiFGIG1gtguF1gsUvRjqggQbPjVsG4Rq2XHBUX5vmHp4jZ7LEasn4QQAhyd5yWwWKE7rhyPM/4GG2ygDvlsL1dgIfiixQohhpWMW/kRg1i1cLKPU0aMiTCcH4FFX6bQWMYh311r86K2CSz2l/3BL2t+QdRz4UIQF9JrrCocF1Fg/S9HYKVjDU50uB5JjBBJrECpdBnhEstDWRQu5BFVxL5/po1v78Kc2SGO+TiWT0fhp/01zb5kxs2MFdPEvJ7Ma6Ge/YlWrMxY1MV+dHKxihqCSydix+ddJ1fvy+ZZn4wVymPbMvUx7dslbVL1g4+7tLAEFic5foHwTKtDDjmkzArMxsIB51F8E/iC4F/BlAwnbEL8otSYyBo2XIZseZjMGDw0lNQMflrwTGm3Z+Vv764LLAiBxQKMLEkQLQzcocUUG9NtCAFORGl/Ge5GQ3Qw1Rid2fme4fQcF5isrMDiYs53GLBasfI4TtpsN1dgIapwfAYcnvmxx2Nd8CHCZ+v666/XOqgOgYVljW0i3Di2KkttE1hG+aQF1iOpKcK0sMqk3UU9CpwgOjKCxwsRL56C9Se088Il3S8nnSorMx0Y4txt0yYRdMkYqTahnQopV+b3K+xLqMvql2+MrH4udsJGhRAgcHhTgiDKCKBMuRdAvrzc+qx0GCsdA9sqr97FVRVY+UvnE75Q/KLkRMwzqUxcFQ58QXBi5QLMlA0Xt+jcSxnCuIY0tzTuvags9sxN0mTJmrNiqri6Hp+r+imuCgEcj7FSMfUXA6uBMwXHFDXTjwREHH5XCxOsSxwD1Q2+ZwhEE0FGGs6sMXj7jieWcTV3l3oN/GmZ+w75ev9dypRlvlvaR79rxLGtb6PpUBfLPCH2asSVh3EIoSrXuV3Js+2kLMRZIYzh+/ugbSHpxzgO95/TXJ6YjjsD2ig0pj6dz41dP81qOlSFdFKmhSEd4nTQekIVqXaBxcWZ6SgcXvnFayeYwgSHY37Bf/LJJwtUZCGuFnvhNmnafwl3HFTvdyPxuapHDu2FCFPQOMrj58R3Cadx/KsQWvlA5NAO62qEH2Xcych3kzWVWBeJlb2rG6YNOQa4FZ/vPnf+4XAfYZ+w1CEQgUfl4CzPo1gAIYV1jxXKI7wWLH0sbsmvW8OIcFaNwioG8rFMtUU4L3oREsVISEdBouXgY8p88GVJPcmQzm2TuasvU+e3nRNiOxcl7ZI4d9yYd4TX4cm0iXWZfnH82N6ltWHIh06ZtapIU+Hr46UquWQl9aRjn1RMlIyd2tbc6qtIjQgspqBwJK3KAnHGggF/E/xouHhwAeTCgZ9cSUlJjQosaLJ4D7VkNVtuKT3QqoMG7dt4y9XuW8bjzlhI4KCM8GCaDn8spgVZQZvvWD6YjqMdrgTEd9xxhy4wyaKmq6++uk4N4vice1t9dcBUIX5kTFEylcgPD6ZV4w9DRCEO91FAsWYX/mbc8g+IP851cSoTOJ4Qhzj+2w9MI01aSKXj7LQXHSo83B9laUFCYboscw51+dgu1mnbEGsZydw6X+bznswYcX8y+6W4KLYBLY/jpsaKfWK7/Nvmtfu0lmnHUOfSiQBSUvW5MZQp91EWoTwJcT9cOltsheDqNaoCRe5CWtW+ZWAofgHiOHruuedWybnTWHDweXErNPPJ8a4s1o9hXhk/j5r0xwIc34dscZjM+GX+Fphs0BbLVf31ucqFz3V+fbC4ww7/Je66A8QOK3PjuI41h+UREE5R9JBHbERHctKIEwQJPlE4srOUQnm+CliqcCtAhHFXIG3x1cKyxFQb/lW8Hu4y5HvKnYncys9aRYAFFksSzvRsg7Y835D94w5I1l2iH3AnM/Wsv8R3nTwCiuUlWCQUyztTmCyWiQULCxdrMiHE2L8PPvhA35fFFltMhSS+pvhJsW/AzSTcNYkVCz+NqmA+WHUHjseS4IN1/1yWaUjH3h8KuZHHbymUed+l6MPkJUraHyrp78rzObJrPxcSh/rQPu+2k3SqLGnPNmNZ3B+/f7Esux/5mCZOje3KdH/8TrvveIj1TXHjunwZXyvXh3wsj35V0X8qaavpnD6xTbo+xLqtEA8+8RKZsbCd3LF8PPzww3qS6tevXyg1ChkunCzExzpFfHmiyOLCNLcvTnUx4+dh8ts2R8qMIb/rd76yqLi6/nRpt3ftXy+nuqgOgVVfQJjxzDvOVwgZxBQO9vfff7/+6KgsOPMjzrBysUJ5VTGBVXdIC6z78gisjKjKlBFHIeIFDGXZ4gm7T1kxFMSLponTgicKqXQ/n9c4PUao8+ILjeH6aJr2vk3eMZKx0mXkc9Iu1v3ScTOxr/PbIxHcw9yLd+kgoCAKnyyBpG9gKPeDZOq1v2/HGPOuj2W+XgVWs4Xo5M6XiIBfT+/evUOpUejwZcFawC91LjZME0ZfrPiZ1iRNluoti714mzRdpvI+WepzddNZ0m4v87kyqgZWq5NPPln69++vFruDDjpInfGZmqwsjMXdlQgixjCMXDibepmSSadDLNfgr/gu7c+LGrsyYmaxYp2vpyyV1kAyHftxknqXLW87caw4tZdJu5Bq74MfIx0DdYqWhbTCGNT7tK/zsQZt6su0URJcnjcJwkb08hTSWW0DGb8tHdTHWu/z5deTdn/pfBWoNoEFOKFi6kfVGbUHbpX/559/9AIR/bCiwFoQZPtkhcJ5oD5XLMXAIqJ6wBtG5cEq9Nxzz+mUKAFneqxHVXFvoA9+jY8++miVpwaNuk0UUWlBlSusYp6ToS/zoiMjRHxdRjxl6jL1QDoG10bPk8UhztRl+rg4MRlBrM9O61iad2iRHyMdtG0QVr5dSCdlPoDXNtT5OOnvOiaXIFcZk77c14dOmfpQnqn3kca8sTEd6nx96JPUu7H0Q/Bj61hVpFotWPho4IdgpuvaBc+cw18GcUXAr4Tp3pp2dk/TuE936fPEdU5szXsJBz8taEsxGPMPpn2suDwzD78qrFhVvfMPgYVfFj5jhpEPzqa5gmpuwf94jIEyFzsR5AUKeDES81HAJOKL8uR6HMvC2NoubCtsJ+lD0G5FUpruH9rF/Sq7bYpDPtRlyElrOy9BfLtMe6+P+M+V+cFC8PVKKMuudwFiDH4wR54YSId8MlYkna4C1WrBYtV27gIyahc8yJeFGpkaRFwR0hasBSayFushiz13s18nK3UcpUl8rkxcGYZRy4jX7xhyxVbMZ8r9iZA4EU8xr5fvcKJ0UaxToUA6Cp6Qj9vQvKvLlIe0ds/Esd6X+bTPh3HC+Jn9SvXR8cmSzwhCjZP2fhytD81zx1KSSt9e837D5LLiMvUaU+jjtBjLEmaQlXZjaT6MXUWqRWBxASbg4BkfnWHUHnBqZ3o3iquSkpIFslxDPtQnS9fJWjJzkAa8z9WZ5nNlGEatJF7DyxNWecv0PBjEgyMtYLKET0yH2PcJcSwL1i9fB5T5MdMh1nt9Ecs9mf3xsaLjxzg3hPFT04+xzJMeL7Qldlktc5lE7MQ02fhfqiyrXutiHx/rdkLs+7qYKLc+N1SRarNgcSHmdme8643aBStv4+SOoCpJ+V8taHEVUZ+sp7N9sjI+V1u5slBoGIZRi0gLqZguL86EeL5DpHghEsuJM+dDXxfRtPvTNlqe3S8tlGIbX0adz8d6RbedbY2KwsqX+bSHupj0dRDbJWXp/kGAJWIwCY4ogPLFQKxvXE49aN4nk3QIWlymbWbMpL6KVJvAApykuY3YqF1w2zefHcIq+l5F69XCElmN+ywqvR/3Pln+2YLmc2UYRu2Gs2lZAVU2lGnjREciNhSX1qwXIz6QJWbKLeRDncahPW00dsQ2/Pl2Pk76kNdiX5Zpn2mreYV6P90Xx0jqY5k21f/CPvp0Uqb/Q+gf+lGhdbFBiJMyF9Jpn3GRxqG/H0zz6fJM21hPmv9SoYpUqwXLqN3wGabF1cJGLVnP3yI9bj/fW64MwzBqMelrNiHXapUrrDJ5xEYUHSHW4MmIFQIQh+nARDdk+iT9VShlyjUdnehDnS8jJunbJf2pj9tO6uivjfUvSYeQ9HP4fr69hjBWsr10OtMoCCBX7uLkLr9cARXrKQItCwFCWrOxPAmZMbW+ilSrBctEVu2HzzBfWFjg8N52p01DzjAMo/aCYIohuZaHUJ64iu2jQPGBOhdHcZOU+XIvUlJprfdl2jbUQazLjAWkM3Em7dsSJxpEyzJtfJTTluCyPvblMWg/LfNThD64tqn90TiKHb8hH+ekfbtMPmw0iZP60uxyjYlS/fWyF0MVqVaBZdRuFqaQMgzDqOukr9lpAZWvPG9Q0eFQQUKZz2scBUmoQ6hoWy3z/X1Zpp3vlx4ntNEh4hINPkRLUoy1LIREUMUxNfhx0/sTia8js22f1zFTZR7KQtpXauwvVz6fTO/FQB+NHVpfNh2LkrFCyLKIpeMqYFOEhmEYhrEAiNfxeYmquYqsRHyEkCNgMm0cQfBQl8TaLN0nFbLae6Jw8/l0vQskHdl9QmGqn49pH6YtU2XZ7TWh/0PctqaJXQNt4wfNhIhLx3aa1jiMR6xtQ5xYsSgjDu0glCfCK7VPlcEsWIZhGIaxAIjX6xgqI7RI+wu9FyKJFUjzIbgybZMSJqDplIDJ6kO9q07ntU0YK6vMhXRdpt6l3V869n1CWttHqIvTgZltx7E0DvufGSfVPxFCrk4rdQBveSIfQyhXtD6TjuWJgHIhnU62EcesIiawDMMwDGMBwLU6iqbKxDGtQa/5XnwgmlRIJDogJUqiSEnESqZfLEv6hzJF6zQRYkfSPuyD9gnjhW48ztn3oV1IJ+On+sTxw5h+jHSZJkIgSrdxZa5BXmEU0bLQ18W+PpNP6kO5di1TT9oHra8iJrAMwzAMYwGQK55imFc+XZ4ID0RHCFGQeCGSW+fzGpxISQhixrfzxD5J0PY+DV5EQaYuU0+ZHwPiGEk6CqSYJ5GMkW/blGaXxbah0uFifRE+ToQTpOMQVDgFkmTsk9Snxob0mJXEBJZhGIZh1DBFXLAbIBSS63mlhFY6HYWS5vX67/7zRY4oRkgGcRLa+P6ZWNumhFIyboi1XutimW+f7IfGcYzUmCHWstAvlmud+8u0BT+GpsNYsX1I6n/Ja3UN01YmJYl9n3lZqRIfLIr0v1jvg3/gswtuf8IIlcYElmEYhmHUNO4C3rhFg3j9rpS4KluO2EAQeF8mzacCfz4NtHPpKHRi7PD1LnZlsb32D+21TJv6dIzjtpMxHWX7hZhy96fb0jJN6P+ZMp/X/iFoWvvlloW2iSByZbrj2pi/zJsHWpcJWVasnLpMvR8bkVbasLHMmVWi+cpiAsswDMMwapAiJwoaNGgojVo2rLSwIh/LsuMgAlR0hHwQH1GMREGSbqtlMYQ6HyD2y4wf24PXNLHeB4hj+TSkx/P1mXF8nNmvTFs/ZnadDz7yZSF2jROxlI41hHZJediGf6PKxm68dH1aeJU2dgJrTql+hrlhXtQqgcUK41OmTNGHSo8ZM0afnzd58mR9fl6E5SJ4JiL1BB5eXFvh9cXXwWNsDKOy2PIphlEYtGzdQtp0barX7fyCqfw4XwAvajLB13lxkhEpsU8scyTiIMaO0N5rjDBeqsyPH8pDXWxDDL7exak6bUu5+4vbTso0zpSl9yt7nzNB62I7v2Mae1Hk8zpmzPuBMoEoxJAWU74+9NFticxu0UpKihu6XcsvruYmtGqNwBoxYoSceuqpstFGG8mSSy4pffr0kb59+2r+4IMPlqeeekrbIbg23XRTrSd88sknWl7b+Oeff2TllVdOXsePP/4YagyjYjRs2FCmTp0ackZtAVE8t5O2UTtp2bKVdOnbKutang65Yqo8cZUrvsALEVLuv5zvjoqSVFkiUmJwdUk61CcCyQUdM0m7eo1COpR7HZPuByEO245jxXE0Hfsl5al0sl++bYx8uxC7ykQsJbEvj3FsT16b5NSHQTX29T7EcWe16yAzmjTVYzJfmBu1QmB9+umnssEGG8jtt9+uQiNapXhA8U8//SRPPPGEXHbZZXpiqs3wel544QW54YYbZKeddlLLlWFUlcaNG8ukSZNCzqgtYKmH9Al8Xidyo/Bp0qSJdOjeSooa+Qt5eQIqN+QKquzgxtLvhg9RkPjYlSULe8a6mCYirYkQiDJpbUPssto3xqG9xmGMWJZOp0Vapg/1JH3a9wlpl/RjkgntFFefd6zY0MU6sCvTWEuzhVeedNLWhXTa14cxS4tkeo8eLlkkxcXFSaiIuIKCF1hcII444gj5+++/NY9V58UXX5TffvtN3nvvPa3r1KmTiqtp06bJN998o0Il8vPPP8sXX3yhganDmTNnyr///iuDBw+WL7/8Usu//fZb+eOPP/JOJzLu6NGj5euvv9a233//vW47jjlkyJDQ0kP7CRMmqBBk/K+++kp+//33rGnM8uC1nnHGGXLWWWfp6zCMqsLB37RpUxk1alQoMWoLuANwnsoVV+mTeoyN2kH87JZZY3Fp2rpRch1HNKWFU758TKfzueUQxYmKELetTJ1Pux3QXFooaZ+kfUjHoO2RCL48ExjDp/02QtpFsV+mnNjhynSJh6SfT2e2E9KUh7KsNq7U11Ed60KZq9RtAGltHNr6ju7Pt6M8qSeO5el6spp273PDhjJ2lVWdTi2WBg0a6KwAgXT6eCyPghdYiJORI0eGnOg04TrrrCMdO3aUFVZYQS655BIVXGuuuaYMHTpUdtxxR+0TOe6442TDDTfU8MEHH8jrr78um2yyiU4tYhWLdRtvvLHsu+++8tdff4We7s11vySffPJJbR/b0Y8Q8+ecc05o7dv/3//9X9b4BMY+9NBDdfpybvBhtWrVStq0aaPxvD48w5gb7dq1k19//TXkjNoCP/SY2o0n8HQwah/pz69j546y1Hqd4vU7CeUJqZjOzce0D04U6HcjCA8NEIWIj9Mh1kUxBElau/sxMuNntuPHCHna6bZ93veLwZVpXWhHXtOZtvm2nR5H0yRJp7et48a7GLUgv7DKySeEtO/jg6YhlrltTe27tExr1EStVmlxFS1Z86LgBRbTHLygyIUXXigPPfRQYjniReKLdf311+sXeF5MnDhRhg0bljV1wq9FfJ6ef/55Oeyww9QSBu+//74ceeSRarEqCRYo6nCyz8d9990nxx57rFrHll9+eTnvvPNkiy22UIvZY489JieddNJcne4RjWzzzz//lHfeeUdFlmFUFb4/WG3nJeyNwgKrY/oknr5AQ0XOc0bhwWfJMbn8pr2keYfG5Yqq3Di3Pn/efyeiIFEhEr4ntAsqhS+PpqPuAN/OF/hxopBx6TBGLPeEdBzL/Z/0c5HmXV1Wufuf9mXGTD2b0LeLITNGLIdY78s8mvcb0Dw7kWWlCnHSLrc+3T/WEzVoKGPXWVtmuf1o1KiRBvQIcdqCNbfjseAFVvfu3aV3794hJ/Ldd9/ptOAqq6wiSy21lJxyyinqyI71qF+/fipuKI8gmrgbj7DlllvqWPhrffjhhyqUmHpE/LRs2VLbM12IAIOLLroocRLu37+/fPbZZ3ryO+igg7QsDZav008/Xacne/XqJU8//bSccMIJcscdd8jSSy+tbbC0xbENoybhoOckwHce0W7UHh599FE9h3FB5jOMYV4nc6NwiZ8dFpB+K/aV5bfuJkUNmDbLFkrliah5xRrCdyMKEEIiRlxdtjCJZX4KMJYlaZIhnbSJZdrPb9O3SVmStCNlPo7tM2V+/zL7E/c3JbRSdUk/9+djX+63TzpuWxtkLFIQ0nmtVJBbllVfLBPWWF3GLtrdfWZeWOFDR5y2Ys3reCx4gdW8eXN1bl9uueX0BQF+TggqxNFtt90m2223nVq2eLHxRBRJn6QoHzBggE4jYgE788wz5T//+Y+cfPLJidUKaxaiirsW8aGKIJ6wlPEmd+3aNZRmQLBF3y/EH75f+G398ssvapkCrAkmsIyaJn7/iZmu5odBbb8BpL4Q/Td79uyZTElU5oRuFC58foQWLVrIOjsuL3036qzlHJlZQilPvmIBMRKEivujzH1hQp0LIe3LMt8j7RfKvFGHutgmUxaDot9D6kJe6/y2dRuOuL3MNmOcasN4eetCOpTFfFJOOvbTvIP/fAEbzxFOrr3W58SMQ31c1T2UT1usj4zYeEMpcfWIKvxZY0hbsOZFwQsswDL13HPPyf333y8DBw6U1q1bq9CJLxBBxJ13FVnK4O2339YxEFYINxzlmcLLvQAxZZi+m2fZZZfVdHlgOYvt8dtad911NeCnlbYgRGd9w6hJ+M4SOFY4GXATh1H48ENtiSWW0JM4wipOTcQTejznGbWL+NnxOfJ5LtJtEdlw3+Wk76adpaihFwgxRHGVG1eoXr8eQYCk4hgy5bR3sdundNssi1ZSF3F5zca2cbuhXaijX2yTlU7Fmg7jxzEgxrnb1rT7i/vlyyCkw3YIeilPQuxEOkTpOIZIUbFM6be0DN99R/W9Qmcgqpo1a6bGHvJ1TmBB+/btZdttt1XzOVahV199VUVStGrh28RyDnODuwFZMwufKsByxQmN8dLTkMDJLU3cTnmk67nT8eyzz84bVlxxxdDKMGoWvpN8j/fcc0+19JZU4E5WY+GBX+j//vc/nR7kc+OXc/T5iFYsE1m1m3hMcqHuuVgP2eSgFWTtQxaT3mu3k6btMncX5gZEVFpIZYmqVF4FhqbddyRqC/d9IZ+u9yIl8z3y7X0+I7pCOX20zOdjWRJivyTQnhLf1oeY10jLlNAuKQvb9u3jWKGtlpPOxKXpfSXSHUi1jxt0lLFipepnt2opU1ZaXkbvtq38vv8eMqlla2kShBUWRwJpPjc+Pz7HihyLRXOqYe6AIRA4J554ovotzUuMVAZ8rnBq5y68XBGEUOLuwTi9h7/TVlttpXfwYVECLF/rr7++pj///HP1SYlTeawzxcmLacHVV19dx+ONxG8LEz2WM+rg2Wef1TsC4corr9QpSdhmm210/7BaHXDAAWrFWmaZZeTNN99UxZvmhx9+kG7duknbtm1DSflw9xfbwykfEILzsqLNDyzOetppp+mdZ0xpImhxyOQLxYm9Oj9TY8HAd5Hjku/7nXfeKT169NDvv1GYXH755Xry5vyBTyjHIschdxWTt2Ox9sMxyTIc8U5RbkBhWnisuxZNnjBFihrMkdI5pTKndI7TAOHSPF9X6OzOc5cDVWfNkRNCKj8fdW0TUvmYPwlSLa9pxkz3uZTKzEaIJ29lxHKFHmAWgMAxyDU9/uCpyHFY8EdqifvVfe+99+p02yGHHKILcbIW1WuvvSbHH398IpZ4AxBWvOj0C7/llltUWF111VU6HZiuu/XWW3WdqnPPPbfMFAoiA8f2CGtTvfvuu2o5w4E9l7XXXjvxtUJI4ReGuGNf33jjDbWcbbbZZnO9bZ7XijWNPsRxyhHwGaOcYBgVgV9XfN85GWDF4jhgqRJ77FJhwY+4Bx54QH9MYb1CSPFrmcBJPjrW8lma9ap2kz4m0xfwTp07S+dunaWlSzdt1lwaus+8QcNGGor57Ksc6J8JRTUViovmHvL1SULj+QruzZrvUNSylTRq21ZX2+fz4EcNhhBi8nxOfF58bhWdHoSCt2DhKM5SB3O71RxliZDafvvtNc9aWUyJ5L60e+65R6644ooyvlrxzaJ9tGDhqI6Y22+//WTGjBlaH+H1RfETLVjAivLHHHNMuatnsx3E1qqrrhpKsuEORZySWc+rPPhwuSOyujELVt2D7zPfU4Q7Vl4stnfffbeeJI4++mi9cNvnunCInw2fCXc1cyLHtYCTOOcz8hyLxNH3g8+Nc0hFT+5GYZI+LhHXGAk4PrFokaaMH0GE3GtYobL0d3Nfb++nZZcIqcKF4yqK3+jYnv6hE49B2lT0GCx4gcWX7vHHH1frEdOFPBqHLydmOp5JiFjBssW6UxFMrixAyvMJcVYHlnu46667VJVijcKaxZeZkxgiim2w/lRaYPEFx7GeX5eDBg3SN3jzzTfX+JFHHtFx99lnH7nppps0DfiBYXHjzi3uJOS9QQGzr+utt56uk4V4yYcJLKO64ViJUxI8KB3xz7H08ssvy6KLLqonD7tgL3j4XPAJ5VhebbXV1CWBkzrnH447zhkE0pzcOd9V5sRuFC7xkps+NhFV/JAnJo/4or4aLs8LhE7vzP2Zv6PWHxBShUtaYHG8Ebj+RT9IroOEyhyDBS+wInzZYgBeJKG8F8w+8SWNL499im3jF5s68ryhsW3ME7OsAqKOhy0jOCjjLkAWI8UnChBtu+66q6YjjMP46X1l+/M6Qebuc3nwgVc3JrDqJnyX4vedEzg/WBBa/AhhSoo85Xzv4jERmdf30KganANi4NiKJ3SEFAILCxbHHmkEcDy52zFYd4jHVrymcexxDMbjMJZDbTgOGzz1UkjlZ/YOW4RUYRKvy/E6zfEWj82YTh+3FaXWCKyFAT4rTDtGcyFwQUJ48eXHKvXSSy9J585+PZPajAmsugvHJ99XTt6IqTgdgdDCiksZx28UWNVwSjDmQfqEzvHFOYZjjenAGDjnUB5/8FXmxG7UDuLxxvEZ45iuTcfh1PsfDan8NN8n2whRqMTjLAqteN0jrsrxZwJrLiCw8LHiYhTfpvgBLL744nLzzTfrwqVVeeMLDRNYdZf43UVAEaLfB8IqBsRXPLlDNZwWjHJIny84rhBQBI41QvT3SFuu6sI5xigfjrd4zMV0bToGx9/1YEjlp+1Be4dU4RKPsXScW1ZZTGDNBX7p40uFT1S8+w8BwkOmWR6CX5l1BRNYdZt4wo4iiuM1hvS0RDWcDowKEk/gaZGFqEr7e5i4ql/kHn+15Xgcc/t9IZWfDofuG1KFS+5xVh3HnQksQzGBVfeJhzpx2s8jLa6q4XRgVJAosAgcX4R4rBFinWEUOqNuvSek8tPp8P1Dqn5hAstQTGDVH+IhT5wrrGJsLBjSIgtMWBm1ERNY+bGrpmHUM+IFnIs54jlOTaWnqCwsmBCnBvkc4g8ZE1eGUTcwgWUY9ZgotqLgSuct1Gzg/c59zw3DqDuYwDIMIyF9sbdQs8EwjLqNCSzDMAzDMIxqxgSWYRiGYRhGNWMCyzAMwzAMo5oxgeXg1vTBgwfLF198oWsCGYZhGIZhzA8LVWDxIGVWROdxM4Stt95abr/9dvnnn38qvB7PqFGj9MG188OIESNk2223lW+//TZxPmVdrzfffFP23ntv3betttpK943tVTfsP+PG18wDpXlfPv74Y80bhmEYhlG7WKgCi0fRDB8+XA488EA5/vjjZd1119Xn+7HoJc8BrAj77befXH/99SFXeXgO2xlnnCGrrbaa7LPPPnrbNELnxhtvVHHFgptHH320bLzxxvLggw/K2WefHXpWH1dffbUccMAB+sgS4FlkiM0OHTpo3jAMwzCM2sVCnyJETGy//fay++67y6mnnioffPCBrLrqqrLvvvvKmDFjQqua45dffpF33nlHTjjhBBVXgOXosssuk8svv1yuu+46FVrUv/LKK7LLLrtom5qkbdu2cuaZZ8qSSy4ZSgzDMAzDqE0UnA8Wj2e5+OKL1Yp07733ytSpU+X000+XZZddVhZddFG1ct133306hXfNNdfIp59+KnfccYfW77rrrvLHH3/I/vvvr+KE9jvuuKO8//77YfSyPPXUU9K3b19ZaaWVNM+jQ7AorbLKKrLHHnskogt4uDOWLB78zNj4bO21116yySabaP2QIUPkyCOPlJVXXlktYkwpYiGDO++8U6f96MfDohFwWPCefPJJ+e9//yuffPKJrLjiirrdkSNHSu/evTUGhCaPsenTp48sscQS+jiicePGaR0CkOnLhx9+WNZaay1ZfPHF5YYbbjBfMsMwDMNYiBScwAIsOL169VKfqJkzZ8r06dPlwgsvlJdfflktSOecc46KJqYHl19+eRVWzz//vIoNptm6desmd999t5YxDu3++uuvMHoGRNwTTzyhY0bfq0mTJum0JWKHR1jkAxFGO6xaWNuYYhw9erTstNNO0rlzZ3nsscfktttu0+nOxx9/XPuMHz9epxpffPFFueCCC+TWW29VUcR0KP14HU8//bQKrk6dOsnEiRN1/3j9RxxxhAwaNEgFJ+O++uqrau1DZCLgEHqvv/66CivGRoB9+eWXul3DMAzDMBY8BSmwEDtYjhBLrVu3lmuvvVZ22GEHWW655eTQQw/VhxFj3cE/iilGBBkWH4TVYostphaw9dZbT61S+HY1a9ZMHedzQSRNmTJFllpqqVAiuk2EC88JmxcIHsbfaKON5KWXXtL9OOWUU9SKhCUKvyqEHpx88smy5557qvVqu+22U1H4zTffqMWuTZs2uo+8BgRhWtghMhFPd911l6y//vpqLWPqEpH177//ahusdVjLEHtY1LDImYO8YRiGYSw8ClJgYSFC5CA6EDzPPfecipU11lhDxcOwYcNCy7IgmJgyZGoQgcWUHtalfLANBBoCJ4Kwogyr2bzAWhX5+eefdamHDTfcUPeTcMstt+iUJSB4jjrqKFlnnXX0NTz00ENaPi9+++03nVZcZJFFQomoCJs8ebJat4D9TT96o2fPnnkFpWEYhmEYC4aCFFhM5+F8vsUWW6jTO8IEi9AzzzyjFh0sROXBNCF3ACLI3nrrLXVMx7KVD55ej5BiOi6CRQkBxHaj/1RFwOqEHxiWLKYyCfiHMVX3559/quDjrsBHH31UPvvsMznkkENCz7mD4EMIxiUcAP8qe5aZYRiGYRQuBSWwsFaxJtWxxx4r3bt3V+dtrEItW7aUgw8+WC1GOL3jHB5BJGHJiQIE8TJw4EDZcsstdXoR61W6fRosV40bN86yiCFc2D4C74orrkj6ImqwCuGzlQ+m/vDdYntsl7HZp9dee02d4nGQP+aYY1TsIZoQXRGmQxkfy10uOMszJnc6Uk+7Dz/8UN8L3hfDMAzDMAqPhS6wmOo699xz1WEcq9Pmm2+uIoI7BZs0aaLCBV8plm1AoOCwnl6+YbPNNtP1qajDV2uDDTZQ53Hu5sM5/LjjjitXYCGmWG8Ky1gafL2uvPJKXV8LXynGQODh//T222+HVtmw3zjGs2Dp4YcfrlY3xv6///s/tWzxmnh9+Gzh1P7111+HnqJ3/5HnNeC8jkN8pGvXrlrOayEcdthhekfhQQcdZOtkGYZhGEaB0uA8R0jPF1hXcLzG4bui01dMwWGdoS9WqC5duugSCyzmyZ100KNHD50exMqEZQgxxnQcDt3UIcDoh68SvkksWooPEvlllllGx0LcrL322uqEngtlLMuAMMJpHth/xBLO6Ig7VlnHsZ67AJnaYzzKEFDRIR2r1DbbbKPLKDDFiTUOx3zEGa8Fi9rQoUO1LYKJpRwYk7sHmfJEhGGta9eunQounPixxGH5wmGfaUusaljceE0IPyxfiDGmNXl9cUkJnN8Zk9dfUR544AH1D8PvjW0SI3B5fYxrU5KGYRhGPqZ+Piik8tNiNb8MUn2jaE7auaeKMAR+QieeeKIuERAv9LUBphy5uw9H8ptuuqneCgmWi8AyhsBD+CE2EW6ILKZha9NnahiGYSw4Rt16T0jlp9Ph+4dU/aLeXzWx1uBrhXM662ZVg940DMMwDKOeY2YJB+tIsc4UdxQy/WcYhmEYhjE/FLzAwkcL6xI+TdUFDuWsfg4TJkzQx+XgO8aK7ulFPgsdVndPO8sbhmEYhlEYFLzAQvzcc8896gdUXXBnH3cpMh3IcgncmTc/sHwDC42mpxdxdueROTUFljac5X/88cdQYhiGYRhGoVDwAot1p1iks5Cdzx955BEVaTj6R3g+IXcG1hQIQ+5w5C5KwzAMwzAKi4IWWCw3wHILLEFQ22DNq379+oVc9fPdd9/pXX48e9EwDMMwjMKioAXWV199pSu6l7egJutnPfvss7oAKMsK8OzBW2+9VS1J+CftvPPOuuQAD3Nm4VCeUzgvWAmeZRtYQ4rxWLw0LlSK4DvzzDP1ocyspP6f//xHpxoZG18oFihlfS7Ws0IU8qgcYGFUFlJl3S76sZ7W77//rnUsksqaWCyOGtfG4sHQ8TmD5cEDoFnpnmUUDMMwDMMoLApaYL3xxhv68GSWUsgHzxnksTbbb7+9CpwbbrhBF95EvOyxxx664ChC6+abb9ZpPJZjmNsyDCzkieWJbb733nvaBwHF8wMRbfvss4988skn6sPFw5vXX3996dOnj64a379/f3n33Xf10Tj4X+Ejxba4M5HpQ3ylWAaCeny2WJWdhVZpwwOh4/bwOWN7Tz/9dNirsiC+aMeK8IZhGIZhFB4FK7AQHm+++aaull4eCB0ejcOjabAOrbvuunL66afLiy++qCuRX3rppWoBw8LFI2qee+45fTRPeSCAsE7ttdde+pw/xFN8lM73338vP/zwgz5Ieo011tCpOR5XwyrrCEDuPmSRTkLaIR/xhFDEyoW/FIE0Ag1BBzwOh8fysFr7mmuuKQMGDNCHTZfHN998o33iaveGYRiGYRQWBSuwEDRYeOb2uJeffvpJNt544zJ3GOK3hVjhsTKAgzzCiSnCua1zheD5/PPPVeSsvvrqGu6//359LA6Pv+GRPAibyvD333/rEhNYuCI80of9GDdunOZ5zE5cHoJ9Zboz/bzFXLCU4d+FD5ZhGIZhGIVHQQosrFdPPvmkrLbaaio+ygP/o7Fjx4ZchqZNm5Z5wDPTavO6ExFBhrULkRXDkCFD5K233tL9QPBVdj2uuP/p/Yn+VVVZegK/M/aH6UF7fI1hGIZhFCYFeYXm+YBYaXg+3txEBD5QTBOOGDFCRRmLhrL2FA8t/uijj9T/inKmBXGGZ1qPqcPyoB+iijv0EGNsm7FZKgJLGmKO6UeEFhYopupwio/iK71MQwQH+27dusndd9+t9QSmHJlKpK6ysPAq/mYsjGoYhmEYRmFSkAKLqTOm67AmzY2DDz5YBQtO7qyVteWWW6qj+1prrSXbbLONOrpTvu2226rTOP5Zc7vrjv7cBbjbbrvpmDvssIPeqYfYw8frlFNOkXPOOUe22267pB4Bttlmm+lCo9y1yJ2F+F1FEFJsF78r+hEYByd3pgIrC07yWPbs7kHDMAzDKFwanOcI6fmCqatXX31VLSvzuyjoCy+8oMLlkEMOCSX5adOmjU6VtW3bVgUHFiiWUWAphC222EKfMYgFC8fyyy67LFmUE+sTPln4aVHP1CDO6liiEGYsz4BPFP5W3DmIMzttEF+0ow91Rx11lPqA4WyOyGIakG3Sjuk/YvZtxRVXVGsb28WaheDisTy8T7xvLEOBYzt5Au24EzHttwVMT1500UXqG4ZDf3XywAMP6PuHhQ+nfWLeU94HLHnz+5kahmEYdZOpnw8Kqfy0WG2lkKpfFDmxUP66BRWEIbAknXjiiSoA5sc3CMGByEE4sWSCkYHlHbDqsZxDda8Sz3TsaaedphY31uLCuoYTPSILsWj+XoZhGEY+Rt16T0jlp9Ph+4dU/aLgrpqsY8VFnaUQjGxGjhwpiy666FzvrDQMwzAMY+FTcAILywl3EJqIKAtTjS+//LJZkwzDMAyjwLErdYHBnZDccchUqWEYhmEYtZM6K7BwOOeOu3k906/QwMGfFecNwzAMw6i91FmBxQrqLJswadKkUFL4cJfg//73P11mwqYBDcMwDKP2YlfxAoLH4/BIHh42bRiGYRhG7aXWCyweZcPDmXk2H2HzzTfXldj3228/XT5i7bXXVof5e++9VyZOnKiLfLIGVuvWrXWhUB66DJ988omuPcXK8KxZxaKj8VmHLFtAex4szQOhI++//76u+0Uda15heWKRUmBl92uuuUafa8j2WWOK1eTn5ls1dOhQmT59erUvwWAYhmEYxoKl1gssFu3kzsNPP/1UvvrqK13LicU977zzTl0c880339RyVlinLYKKR9X8+uuvelceq8FjNQJWkH/44Ye13U033aQLj+6///7yww8/6OrsiK2TTjpJF0H9/fffVdghuoYNG6ZrUyG0InfddZcKKh4WzfbPOuss3bf0Ku+5PP7447r+19we52MYhmEYRuFT6wUWz+bDzwqndqxDTK917949ecgya2oRaIN/08UXX6wrurPa+/HHH6/93nnnHW2LMLv11ltl4MCB+tzCxRdfXC1SjIVlCTHFWFOmTFFLFmtSMQYCjxXcl1tuOR0HEFisRM9q89wZyDZ5JiLPR8wH47/yyiu64KdhGIZhGLWbWi+wsAx9+OGHOhXIcwd55h+iKRdEDk7kPB4ngsWJVcqZOgTSPBIngqM8Fi4sVyx8euyxx6pIguHDh+sjcljtPB+//fabnHHGGTo1SGDake2U53TPsxebNm2qQs0wDMMwjNpNrRdY+ED9+OOP8tBDD2n66quvVktVLtGilRY4CC78tHjeXj7OPfdcXT39vvvu02lAFkDFygWIMfqX51OFWKIfD4GOgVXqmarMx+effy49e/ZU0WYYhmEYRu2m1gssnn2I7xQPQGa6Dofyf//9Vy1R+GCNGjVK2/Fw5lVWWUWuuOIKtSQhjt566y19sDIO6vnAz4oHPy+99NI6hffee+/J1KlTtQ7/LUTX4MGDNY8QIx/ZbrvtVOz9+eefKsIQdvhY4ZSfD/y19txzTxVuhmEYhmHUbmq9wHrppZdkiy22kH333VfXvWIKj6lCBBVTeziNcyffo48+qtOHTCfip8Udf0z57b333lm+U2kQPNxVyPQjY5FGtAG+Umwjjr/tttuqeIrrVzF1ycOZt956a61nihDn+TjFmGbs2LF65yNTiYZhGIZh1H6K5jBHNp8wxKxZs+TEE09Ui9KCXCQTaxR36XEnYIsWLVTMdOnSRevwu3r77bfVKR3xwhQcvlNMxyF0+vfvL8svv7zuL5YuLFQsz8D0HmDl4u5Elk/AcR4h9sEHH6hYwn+LKT8EGxY0xuHOxebNm8tll12m/dP7xp2BWL169epVxkrFXY3ctcgK7nHbCxoEI3c5tmvXTpelwHEf/zKc+tlfW/jUMAzDyMeoW+8Jqfx0Onz/kKpf1HqBtTB59913VaR16NBBrVdYq6699lq9C7GiMH14zDHH6Bjnn39+KF3wmMAyDMMwqoIJrPzYVXM+OOGEE3T5hR49eqi42mSTTXQph8qAlYxpR6YaDcMwDMOoG5jAmg9wTMcHjDWxiHFqr+wUH874N954o04xGoZhGIZRNzCBNR9069ZN/bKwYvH4nfQaWjUBPlrcKYlvmWEYhmEYhYsJrGqG5RpYvf21114LJdXHeuutp2t+cYfi3J5paBiGYRjGwsUEVjWDs/rLL78sK6+8ciipPhBu1113nd51yPMRDcMwDMMoTApaYI0ZM0bvTmRJBdaKSq/CzuNwmCpjoVDiuAAoTuPk6Uu/3Jsk6cdYLK3A4qERtsOyC9QxVuxHHPsQWPIh1s2YMUPL4rawKrFiPAuTsuI7ecacOXOmjklbXkN6n0hTFsegPdsoDx71w3pfl19+ub52wzAMwzAKj4IWWH369JHzzjtPFwbl4cssDsrq68CaUywwytIGWIsuvfRSFSjHHXecrjdFX+7oe+CBB5LpNNbE4m4/nve31FJL6Z17CBoWBD3ooIN0fSsWFN18883ljTfe0D5ffPGFrspOHfux1VZb6TTdH3/8IXvssYdO21FOPcs2INxYi4u1s5guXHfddXWBUfrxGliPK47Nft17771aFvcXfy6WS0iLsDTccchrYGFS88UyDMMwjMKk4KcIedTMww8/rGIFoXPyySerJQh4QDLWJZ4RyBpcPAbn448/1ik0RNNRRx0lF1xwgYoRFvtkZXZEGo+04dmA++yzj1qhDj/8cL37j0VDWYR01113VZHD2Ag2HvT89ddf66KhV111lS5oescdd6gIov2gQYN0lff4nMI0WNSYzrv11lt1kVPEH/tJX/ohEA899FAVZoyB4/y84I5DHgeEoDQMwzAMo/AoeIGFwMHixEro+++/vwouxBP069dPLrzwQrX6IG544PMpp5yiAoT2CChWdefuu6efflpXUT/11FN1AU0W1Nxtt910eg4rFdasESNGyG+//aYWKcQbQozpPbZJOW15niHjMD3H6u+0wwq2+OKLq3jKhQdJs5Ao04YIs1122UW++eYbFVgPPviglh922GG6mOcSSyyhPlzzgjZMaSIaDcMwDMMoPApeYMVn/0HLli01jtNniJJ0/ejRo3XRzwirj3fu3Fl9mrCAderUSVcmT4MfFgKJ5xLyDEPC7rvvro/CYTtYrLBeMS3H1OGZZ56pU3MHHHCAjrXDDjvoyu3k44Ol07B/6VXQWSE9+osh4BBllV0lPb5mmyI0DMMwjMKk4AVWGqbsWGsKR/J8YCHKFR1YnWjPMwJJM2WXBpFGHVaub7/9VgNTilitlllmGfWxYtoRC9h+++2nVqennnpKrWqvvPKKLjDKdCJ98BerDLyWuTm0lwevAfGXFpOGYRiGYRQOBS+wmAbDGRyrz+23367Tc/FhzrlgfWI1dab6ECE4nTOFt9FGG6n1CV8ollBg2g//JRzlETk4n2OpYuqRqT+sXUw94ud0zTXXqM8XU3kILKYisXrdcsstKsKY1mO7AwYMqLRPFI/WYRV49ov9xS8sTn/ODRzsmebEGmYYhmEYRuFR8AKLKTkeqIxfFeLo5ptv1um7fOBfhWUHHyoEEc7j3OnHXX3caYiFiUU6GW+llVaSG264QcdCuDENyJ2ALINAf6xUWL644w8htM0222jMlCNpHNa33XZbDbTH2R3/r8qAMGMleKYfsZYxzchyDelpz3x88MEHar1iXSzDMAzDMAqPIidI8q8HUAkYAqdr7uS76KKLKu1TVB6InyeeeEJjLEssZdC1a1etw7KFzxXCK729iRMnyq+//qpTb4ghpvJiPWP8/vvvaqGijPGwhiFo6DdkyBC1QuHrxaNvcIRnHHylsGIxlcjyDliPsIKxFAN+Vziy4+SOjxfvA3cbIpzYBg7t1EVrE1OYlLE0A9tle4MHD9a7GRFNBx54oAo9hGU+eA045HM3JHdUzkuMVZRNN91Upzp5zR07dtT95XXiZ8Y0anV9poZhGEbdYtSt94RUfjodvn9I1S8KXmC98847am2qizDtiX/Xsssuq3cGYpk65JBD1ErHelz54E5J3uOPPvoo77IQVcUElmEYhlEVTGDlx66aCxGc9i+77DIVWFjSWLcLCxY+Y/lAVDHNiXWrOsWVYRiGYRjVS0ELrJ9++knFR10FK9Fjjz2mU4bcvYhTPlbA8qb98B3DoodfmWEYhmEYhUtBCyxWNS9vSYa6AEIKR/VFFllEfcuwSs1tKo4pU94TpuwMwzAMwyhcbIrQMAzDMAyjmjGBZRiGYRiGUc2YwDIMwzAMw6hmTGAZhmEYhmFUMyawDMMwDMMwqhkTWIZhGIZhGNVMtQoslh3gwcxG7YKV+KvrkTuGYRiGYVSjwOICzTP8eKafUbuYPn26fnaGYRiGYVQP1WrBYqHMcePGhZxRW+CZiCx4ahiGYRhG9VCtAosVyf/444+QM2oLiGJWiccKmQ6GYRiGYVSNap0iXH755eWLL74IJUZtAVHco0ePMgIrHQzDMAzDqDjVasFafPHFZdiwYTJ79uxQYtQG+Mx4xiHPQYzBhJVhGIZhVJ1qtWA1bNhQLSFTpkwJpUZt4NNPP5UWLVqosOJB0gQTWYZhGIZRdarVgsVFefXVV5cPPvgglBiFztdff62fW9OmTVUgN2rUKEtgGXUXlucgsLQKActzOpSUlFhYiCH9WcTPKH5mhmEUPkXuYK2Wo5WDn5MCDtPHH3+8XHXVVdKqVatQaxQis2bNktNOO01WXXVV6dy5s95J2KFDB2nXrp06vTdr1kxFl1my6hYc8ly0J0yYINOmTZOZM2fq8Rvr0rGxcOB4a9y4sf7w4TzKjx7K+OFDiG3suDQKgVG33hNS+el0+P4hVb+oNoEVT9ozZsyQF198US/e22yzTag1CpFBgwbJ/fffLxtvvLGexFlmA4FFzLpYTZo0SaxZRu0nHurc1HDbbbfJyJEjZdlll9XP3j7jwgLBO2nSJD1GcbvYd999ZdFFF02m8HOtzCa0jIWJCaz8VKvA4qTAr+ExY8bI2WefLYcffrj069cvtDAKidGjR8uxxx4rW2yxRWK9Qli1b99e082bN0+mC+3kXfvh+ORHzwsvvKBT+HvvvbfelGIUPoMHD5aHH35Y3S822mgjtWrFYzNXaBnGwsAEVn6q9WcrBzkHPNNLZ511ltx3333y22+/2XRDgTFq1Ci59NJLZZNNNlGLFVOBBERV+uRtJ+66A9blW265RYYOHSpnnnmmiataRN++ffUH65AhQ+TBBx/UqV0WB+bHbPTPsnOsYRQe1SawuBATuCjjt4MfDxasm2++WZ544gkZO3as/oI2Fg74x40fP17effddOeGEE3TNsi5duqigQlhxFyEii2lBPj8TV3UHLr5vvfWWfgf2339//XyN2gWfGedTxNWHH34okydPTvznTGQZRmFSbVOEwFAETuQc+CzXgLXk7bff1mkJfD3w0TIWPFilODnjx4HfDdOAiCuEFRZH8nw+5KPIiqLZqL1wPHLjCaKaG0/4bI3aC8LqmGOO0c+za9eu6ivJDyMc4uN0vh2zxoLGpgjzU60CCxiOX1QEHiKMyOKkgMMm6fJM29W8G0aKeMIljhbGeIdSFFicqKO4QoyZBatuwHF2/fXXy4ABA9RqadR+PvvsM3nllVfUj44fRlFkmc+ksbAwgZWfahdYgHAiYMlCZGHKRlgRyGPFos7M2guWfAKL6cEYcsWVnahrNxxbEydOlIsuukh9eOzzrBsgmvFx3W233aRTp07JD6T08WsYCxITWPmpEYHFkIQoshBU6ZBrwaqBXTBSxAtrFFj8ykVgRZHFiZk0wsumGeoOHFfPPPOMWo+33377UGrUBfBr5W7tDTfcUO/+tTt/jYWJCaz81IjAgiicEFGIKRzcEVsxptwsWAuWKLCiFYuTMXEMZrmqW3B8sX7SxRdfrDedGHUHbhrCF+uUU07RzxaRhQ8lP5bisWwYCwoTWPmpMYEFUWQRoqBKW66IIzW4G4YjLZyiyCLwazctrExc1Q04nnBuP/3009W53ah7HHzwwSqguRs4rl8XfbHiMW0YCwITWPmpUYEVYRNxM1FcLYDNGnmIJ920oIrBqDtwfLFuElOEhxxySCg16hJXX3219O/fX1d6R2BhyeJGFab7bZrQWJCYwMrPArEjc6DHX1Qc+Pmmpyws2MDnkLZeGXULBBY3l3Ts2DGUGHUNFgmOPq24Xphfq2EUFgt0op4LeTpwcbewYEP6/TfqJvHiyoWXu8uMugnWKj5jfFoRV3ZntmEUFuYJaRh1EC6yXHy5CBt1E/ytoqhKW68MwygMTGAZhmHUUhBVMSCu0iLLxJZhLFxMYBlGHYSLq11g6z7xc84XDMNYuJjAMgzDqMWYqDKMwqTeCqzZEydjXw85wzAMwzAqTakJ+/KolwJr9rgJMvGl12XSOx+ayDIMo9Zj1itjYTFn9uyQMnKpdwKrdPIUmfja21IydpxM/3mITPnia85OodYwDMMwDGP+qVcCq3T6DJn4xrtSMmZsKCiVqV9+I9O++9HnDcMwDMMwqoF6I7DmzJgpE19/R2aN+DuUBJzImvzhZzJ98K+hwDAMwzAMY/6oFwJrTkmJE1Gfyqy/RoSSHBBZ734oM3//06YLDcMwDMOYb+q8wJrjxNOUj7/wFqq5iKc5JbNl0pvvS8noMH1oGIZhGIZRReq2wHKCatrX38u073+qkGWqdPp0mfDS61IyZlwoMQzDMAzDqDx1V2AhrpywmvrplzoFWFFKp0zVJRxmT5ocSgzDMAzDMCpH3RRYTlwxJTjlo890irCyIK4mvPCqlE6dFkoMwzAMwzAqTp21YDVo21pab7qBtNliYw3NV1sp1OSnQetW0nrgRkn7lmusKnNmzgq1hmEYhmEYFaduCqyiImm0SBdp3LtnEhp16aTl5VHUuJE0SbUnINIMwzAMwzAqS912cjcMwzAMw1gImMAyDMMwDMOoZkxgGYZhGIZhVDMmsAzDMAzDMKoZE1iGYRiGYRjVjAkswzAMwzCMasYElmEYhmEYRjVjAsswDMMwDKOaMYFlGIZhGIZRzZjAMgzDMAzDqGZMYBmGYRiGYVQzJrAMwzAMwzCqGRNYhmEYhmEY1YwJLMMwDMMwjGrGBJZhGIZhGEY1YwLLMAzDMAyjmjGBZRiGYRiGUc2YwDIMo9qYOXOmTJgwQcaMGaOB9LRp06S0tDS0EJk1a5aMHTtW68ePHx9KayezZ89OXgthxowZocYwjPpO/RFYxfN4qaVzRNyfYRiVBwH14osvyn/+8x9ZbbXVZLHFFtOw4oorynbbbSenn366/Pbbb9r2k08+kaWWWkr69OkjG2ywgYqU2sqTTz6ZvBbC008/HWoMo34wp6QkpIxc6o3AKm7cOKTyU+p+eZvCMozKU+JOsOecc47stdde8tJLL8nff/8tc+bM0YBV5+OPP5Zbb71V3n333dCjbvDTTz/Jcccdp1Y7w6ivzJmH1baoQYOQqn/UG4FV1LRJSOWndNo0mZOaxjAMo2JgkbrtttvUElVcXCyHHXaYfP311/Lrr7/K//73P1lnnXWkUaNGKriGDx8uP//8s6aBKbUvv/xSvvjiC/nqq6+0bNKkSfLHH3/Id999p+UE+owaNUrrc2HKcejQoUlbLGXffPNNkp88eXJo6WE/2Y/Y5ocffpDRo0eH2orBtOcpp5yi+2oY9ZmS8RNCKj/FLZqHVP2jyJ3o6ofZxr3MUXfcz1xGKChLm603k8Y9Fg05w6idcEgjIj799FOZOHGirL322qGmZrjsssvkkksu0XSXLl1UGDVpkvlBg4h66qmnpHHjxiqirr/++lCTDX0QUfvuu698+OGH6p8VfZratGkj7dq10ynI448/Xho2bKjlU6ZMkSOPPFKtY1EktW/fXkVVtCy9+uqrssYaa2gaf6nTTjtN27MtxFmzZs2kW7duao3aZ599pKioSNuWBxa7M844Q0XlkksuqdsdN26c1t15552y2267abqmef755/U9YmqS19ypUyd9n5o3b66CFrE7r9diGPPLlI8+k6mDvgu5sjTu3k3abLN5yNUv6o8PljvRNOrUIWTyM/P3v0LKMIyK0qJFi5AS+eeff+Tkk0+Wt99+Wx3cAeG0++67y4477qj5efH777/rOGmHccYaNmyYXHjhhfL444+HUtGpScRb2gKFiMo3bTd16lQ54IAD1KpGe9L4hnXo0EGGDBmiwo39nhdvvvmmPPDAAyryEJcIP8Ooj8yZVSKzRv4bcvlp2LljSNU/6o/AcjRatGtI5Wfmn8NljvlTGEalWHPNNbMsVvfee69sv/32alnZdNNN5aabblLBBOeff75aXrBmAY7w0QKE7xZsvfXW8vDDD+sUI+VYxLAsRe677z61PFF/1113qcUOi82JJ56oU4uDBg2SRRfNtkTT5p577pG33npL02effbZcccUVKrCuvPJKadCggVqmrr32Wh27PJiKZAoUy9lRRx0lm2yySagxjPrH7EmTpWTcXO4ELi6Shh3bh0z9o34JrK5d3Csu/yXPnjBRZv41MuQMw6gIK6+8spx33nlZlhzuKkSw4J915plnqhDB54lpK0IaxE0McOyxx0rv3r3VUnXEEUeooHnuuee0DrBsMfYzzzyjYgmY4jvhhBOkbdu20rFjxyzBB/R55ZVXtH3Tpk2le/fuuj/4ilHGNCHgmzV9+nRN54JV7KSTTlLH/QEDBujrsik4o97ijptpX30zV6NEkfvh07Dj3GeO6jL1SmBhqixu3Cjk8uC+MFM++UJKyznBGoZRlujY/vLLL+sUXr9+/VSwRD8pBAzTfqeeeqrm5wa+Y2eddZZavvCVeuyxx9QRnem9XAYPHhxSIssss4y0atUq5MqCOGIfAAG1//77y7rrrqthzz33TBzhmYpEvOXCa8Ay9/rrr6uQvPTSS7Udlqwo8gAhR1ltXnrCMCpCyZhxMmPYHyGXn0adO0mD1uUfl3WdeiWwit0v18Y9u4dcfma7E+zUL78NOcMwKgLWJ4QV1iesVliG8FNijagIZdEZvDxYR+r2229XkYJViulApvyYCswlTjNCtH7NjWg5Q/gdfPDBOk2YG7CCRWtWLt9//72KKXy8NtpoI+natasGpg0jTBsyNYqTvmHUVVj7avIHn8icmeVPp+P33HTpJTWur9QrgQXNlltGihrO5WTsfoxO++Z7mf7LkFBgGMbcuPHGG9VxHFEUWWSRRWTLLbeUnXfeOZS4X7ONGpURQmlLD+IFcRZXfd94441lm222URGTT0D1798/pESXZkg7xefClCHTjoDlaYklllBn/HQ4+uij1Z8sWt4Mw8hD6RyZ+uU3Mmuk96ssjwZt20ij7t1Crn5S7wQWDneNus3d2d2d6WXy2x/IzD/+0rRhGOWDTxK+Uuutt55cc801ar3B6sSSBQTAV2nbbbeV1q1bq4CJvkt//fWX3H///SqsdtllF/WPiuCQTnjvvfd06jGX9ddfPxFDrJN17rnnqpUJa1d0mI8gsHC8j1asCy64QKcs477iAL/FFluoBS6fUGN/cdBncdHc0KtXr9BK1GEeS93qq68eSgyj7jDH/SCa+vkgmfrVt/O8Njbrv7QUz2P9ybpO/VkHK0XJ2HEy/skXZM5c7hYCHPRarrGqNO3ft16bOY3aBYf0glwHC7Fy9dVX63bzgThZddVV5cEHH1RrFFNsPE4nd+FQRBDO7FtttVWZO/kQRtGyxVgvvPCCTuXtt99++riaNFG8xf2J62AhnA4//HBd1qE8H6nllltO26eXnpgXPA4oPgbI1sEy6ipMB075+DOZ/tOvKrTmRoN2baTdjltL0TyeoFLXqXcWLGjYrq00W36ZkCsfBNikDz6Wia+/I7PnsVqtYdRX9t57b7UG4ZfEQqMR7uZjyg3fJnyrEFeAGMA/Cwfzli1bahn+VCuttJIKIaxAffu6HzUBylkENB9YzFiYNC7LwDQgflRxW4DVDBBwt9xyi/bhrkbWvwKECHcVbr755roWVu4diIZR35k5fKSMf/4VmfbD4HmKK3dASYtVV6r34grqpQUL+JJMeOYlmfVP/sdvlMF9aZr1W0qd9hp0aFevn69kFDYL2oIVYZtYmeIpBesJ4qU8B/R0+3TbuP/RYkUZ9fHuPtrFqcEff/xRrV0ILO4iJM20H4uIckdg586ddQowCrkIY7ONuK+MGUNlYZtxHParKmNUBbNgGTVJ6bTpUjJ6jEz75gddI9J9yUPNXHDfN6YGW67rn5xQ36m3AguwSo1/9mUpnVL2FvDyKMJ/pGkTvRuxYYf20qBta1+2gE6qhjEvokD59MsvZWrD4gUmsBYGrEWF/xQCClGBcEJ0RIf7gw46SK666qoFJnoWJAisMX/+JX169pL27dpKxw4dpE2r1tK8WTMTWEal4bzBM3m5Lpb8O1pmjfhHSmfOcBfKij+jt/GiXaX1wI2laG7LIdUj6rXAglnDR8rEV9+2ta+MOoMKLCc0vvp9qBRvvG6dFlismcVdjBBPZYgKLEm77rqrrlfF4qN1EQTWX8++JD07dJR2LVpIeyeuWjdtJs0bN5aGDRpIsXsfTGAZC4oG7dtKmy03lQatsq3F9Zl6L7CAuwUnvfm+qnfDqO3UJ4HFXYifffaZPqcQ53lg7S0c4VmXqy5jAssoFHBqbzNwY12awchgAivAXLM6s48zZ3ajdlOfBFZ9xgSWsdBx36/GPRaVVpusJ8V2c0gZzHEowPOS2m4zUBr37qEO7YZhGIZh5KeoSWNpMWBlab3pBiauysGURIriFs2l9WYbSqsN1pYGbfyt3YZhGIZhZGDBbqYEm6+4nDm0zwUTWDmw/ELTvktI2x22kmYr9JfilhVfcNAwDMMw6iRFRdKwSydptd5aen1s1G0RLTPKxwRWORQ3ayot11pd2u++g5pAeaZSMXdH2BfKMAzDqAdgcGjQupU0WWpxabP1ZtJ2uy31ySYsTWTMG3NyryilpVI6Y6aUTp0mM4ePkNmjxsjs8RNd2XThAdGGUShEJ/cvh/wqsuYq5uReR8HJffirb0mvTp2kXcuW0qF1G2ndrLk0a9JYGjVoaE7uRqUpasQ6j02lYZvW0rDbItKoUwfNF7vvlBkXKo8JLMOoY6jAYqHRBbySu7FgQWDZSu6GUbjYFKFhGIZhGEY1YwLLMIyFytSpU+Wjjz6SSZMmhZLy+fXXX+W3334LuZrln3/+kc8//1ytgYZhGJXFBJZhGBXi3HPPlQEDBsgzzzwTSjxjxoyRDTbYQDbddFNNV5YRI0bI/vvvL0OGDAkl5XPXXXfJfffdF3I1y1tvvSVHH320CsC5gQDjNUy3x20ZhpHCBJZhGBUCEfHjjz/K3XffLSUlJaFU5I033pChQ4fKzz//nFVeX/j3339lvfXWUyucYRhGxASWYRgVZuDAgfLTTz/J4P9v775Co+jXOI4/vokm0SQmYMcGsaNYQmIs6IUiKHbFlqA3Kl54YcGOYruxIBbsYsRKrKAXKoaAEAVBRSGoL4JYUYgmRhK78fD7uxP2zVHe4znznkwm3w8Mk93Z2Z3Nsrs/nv8z//3zz8g1Zrm5uTZz5szIJQCAELAA/McSExNtxowZtmHDBjc0pqqNhtCqn6moAKZhv/bt21uvXr3s6NGjVUNonz59sl27dlm3bt2sc+fOtnbtWvv8+bPbJs+ePbPFixdbnz593I82b9q0ySoqKiJbf02VtIyMDPsQ9aPtc+bMsZUrV7q/ly9fbuPHj7ctW7a4Y+rSpYvt3bu3qsdKw5vz58+3du3auaHQM2fOuDMyRceUk5Njbdq0cdsnTpzonntZWZlNnTrV7Ttr1izr3r277dmzx92nzvLTsGmPHj1s3Lhxrp+Lk7aBuoOABeC3TJgwwW7dumWPHz92PVEKLfHx8ZGtP4YSJ02aZAkJCZaXl2dLly611atX2+HDh912hZpt27a54HP8+HHr0KFDVcgpLy93QUZDjSdOnLBDhw7ZuXPnXGj5O9pH+0eHGIUtL9hprVCkIb39+/fbsmXLbM2aNXb16lUX+ubOnWu3b9+2I0eO2MaNG61BgwZuP1HAa9mypR07dszOnj1rSUlJNnv2bIuLi3OBLSUlxdatW+dC1eTJk93tdP8rVqyw8+fP25AhQ1zg1PEBqBsIWAB+S8eOHd2yc+dON9fW9OnTI1t+uHz5ssXGxtr69etdJWjKlCkubCi0qNKzdetWF7pU+UlPT7dp06a5MCYFBQX25csXF3xU3VJFaN68eS6wRFem/luqcCkIaa1KnCpMCm/qLbt06ZLrL1M/1eDBg23UqFFV80ip2qVKmrbpmPVcnjx54rYpeMXExFiLFi1cxU7P/eDBg7ZgwQLX/K95qlRJq6ystBs3brh9AIQfAQvAb1GYULVHFakxY8ZYampqZMsPz58/d9dp8kuPhuRUBVIjfElJiY0YMSKy5a/U36VpGIYOHWpZWVlu0RCiwpUfAUvhJ3ryTQUnTcdQVFTkgpCWn9GErRrWHD16tBu27NevX2TLv9NxvnjxwjZv3lz1HAYOHOge59WrV5FbAQg7AhaA36bKlIYGVZ2qTgFM1RotHlWlRNtEQ3I/owCk3iwNq6mipKWwsNBVfqoHOT+o90vDm5r1/FfHpOexaNEiV91auHChXblyxQ0l/ooCnJ6nKmXec9CiObw0dAqgbiBgAfht6kHat2+fG8KrrmfPnq4PS4FC/VAKVwpMahBXw3fz5s3t4sWLLrio9+rly5dVAax3795u6E3VHj2GfvpF4efChQt/+7Mv+okY9Tip10qPq79VTYumPi1vKglV0jSnl6pwOmYdh4YKta/C1tOnT6v+1nMZNmyYGyJMTk5201J4dFxavEb9Ro0aWVpamhsqVR+XnoNODtCxeMOKAMKP3yIEQkZvaQUXv3+LUGfJ6X7VX1Td9evXXU+VHlNhQn1ZChSZmZmu7+ratWtuPzV7b9++3fUwjRw50oWdO3fuuMZzhTAFNg0/5ufnuz4ohSYN3+l5qLFevVtqLFePVnUKVtqnSZMmLuCoyqTf6hs+fLjrn1JPlJru1XelapjuT8FIIUuhKDs72+7du+eO0Qtbul5BScN96gPT0KbOmiwuLnbN8TpuBcWxY8e6IVBV9vR4ClWq7mkIUv1qpaWl7vanTp1y/xM/8FuEQLDFrNbpPQBCRSFLfUCqvrRt2zZy7f9GoaJ169auybs6hRtVjNQ7pcqTepVU6VEVSBUrnTXo7ad1p06dXBVIQUjTJyhoKRwp+GiuLVWUtK/CjEKNPqYU3FR1atWqlXXt2tXdVzQNL2pf7adgobMU1YCuAKLgpqCkMKTGc/VCKXgqeOkMQA3pKRjpPhSa9Jg6G1CXdVx6XrqdKlD9+/e3VatWuSqdQqKGGLWvpmzQoukl1KOlgKX/vx6rWbNmtmTJEteP5VfoUT+b/u/6n+kkAYVBHYvClZ6PHoeABdQcKlhAyPxTFazaThUsTS1x8uRJF5xqOypYQLDRgwUAAOAzAhaAOkHN7JrsU5UdAPin8UkDoE7wJg8lYAH4f+CTBgAAwGcELAAAAJ8RsAAAAHxGwAIAAPAZAQsAAMBnBCwAAACfEbAAAAB8RsACAADwGQELAADAZwQsAAAAnxGwAAAAfEbAAgAA8BkBCwAAwGcELAAAAJ8RsAAAAHxGwAIAAPAZAQsAAMBnBCwAAACfEbAAAAB8RsACAADwGQELAADAZwQsAAAAnxGwAAAAfEbAAgAA8BkBCwAAwGcELAAAAJ8RsAAAAHxGwAIAAPAZAQsAAMBnBCwAAACfEbCAkIqNjbX3799HLiFsPn78aH/88eMjvF69em4NIDgIWEBINWjQwN69exe5hLApLy+3mJiYyCUAQUPAAkJIFY34+Hh7/fp15BqEjV5bBSy91j9bANQsAhYQUikpKfbw4cPIJYTN/fv3LS4u7i+BimAFBAcBCwgpBSwNEZaVlUWuQVi8ffvWvbYKWOrD8pZohC2gZhGwgBDyqhpjx461goKCyLUIi/z8fMvMzHShSsOE3qLLBCsgGAhYQEjpi3bQoEF29+5d+/79e+Ra1Hbfvn2zmzdvWocOHdyZot5CwAKChYAFhIxXvdKSmJhojRs3tgcPHkS2orYrKipy029oeFDBqn79+m6JDliELKDmEbCAkNKXrb6As7OzbceOHfb58+fIFtRWFRUVtmnTJsvKynKhSiFL03Hob73WVLCA4CBgASHkVTFU1WjatKnrxTpw4IB9/fo1cgvUNl++fHFBOT093VUlNQ2HloSEhKpqFhUsIDgIWEBIeV+0+uIdOHCgffjwwXJzc10PD2oXvWa7d++2N2/eWFpamgtUXrjSWlUsKlhAsNT7TvcrEEp6a1dWVrqqlX5WpbS01E6fPm0lJSWWk5Njbdq0idwSQfbo0SM7evSoG+LNyMiwhg0but665ORkS01NdetGjRq5oOWFLAA1j4AFhJje3qp+6MtZFSz9vIoa3vPy8uzTp0/Wt29f9yVN1SNY9LqpWlVYWOj6qwYMGOCGelW58gKWhgkVrvS3Klm6HRUsIDgIWECI6e2tRVUsL2SpUVqTjxYXF7u1Lqu/R9UuLR4+GmqOQpICkxaFJ1WmNAyoKpUCVlJSklu8ypW2qd9O+xGwgGAgYAEhp7e4N1SokKXhQoUqneqvRZcVsLRdt/UW1CwvLKkqFR2wFLgUrBS0vMoVc2ABwUPAAuoAvc01VKhFYUrDgwpW3lrXaZuCmPeRwEdDzfGCktYKT1oUsDRE6DW4a024AoKLgAXUEXqrK0ApSKla5VWtvLWu1234SAgOr4KlEKUqlhZv6NBraCdcAcFEwALqEC9AeUEreu1Vr/hICIboKpYXpLxqVnSwIlwBwUTAAuqY6BCldXSw8q5HMESHrOhF4cq7HkAwEbCAOsp760d/BPBxEDxeiIoOUwQrIPgIWACq8HEQPIQpoHYiYAEAAPiM31QAAADwldm/AMWyMgTBuu85AAAAAElFTkSuQmCC) For now, we have been able to estimate the impact of the colored step only (the inference). ## Electricity consumption prediction ### Data collection To be able to predict the energy consumption of the inference of a given model, we needed to have data to understand how the energy consumption varies and which parameters have a siginificative influence. To do so, we deployed few models on the same infrastructure and measured the energy consumed for each inference withe the tool [CodeCarbon](https://codecarbon.io/). For each test, we have noted various parameters that can have an impact : the name of the model, its number of parameters, the framework used to deploy it, the quantization if we applied one, the number of token in the input prompt, the number of tokens generated in the output, the response time, the energy consumed... We made few tests to evaluate the impact of these parameters and to be able to predict the energy consumption depending on these same parameters. We decided to analyze these influent parameters to predict the energy consumption: - model name - number of parameters of the model - framework - quantization - number of generated tokens ### Prediction with coefficients By analyzing the results of these tests, we realized that the number of tokens generated was extremely correlated with energy consumption. The longer the response generated, the greater the energy consumption. However, the length of the prompt seems to have no impact on the energy consumption. We have therefore decided for each of our tests to apply a statistical linear regression to calculate a coefficient which allows to transform the number of tokens generated into energy consumption for each of the configurations tested. ## Calculations for multicriterias impacts The number of tokens generated multiplied by the coefficient give us an estimation of the energy consumption, as it is measured by CodeCarbon. It means the energy used by the payload and not by the entire machine. Moreover, if we use a server located in a data center, the actual energy consumption is much higher, as there is additional energy consumed by the data center for other purposes such as cooling. ### PUEs Here is the formula we use to calculate the total energy consumption associated with our inference: $$ \\[0.5 cm] \boxed{E_{(AI)}^{(DC)}= E_{(AI)}^{(Algo)}*PUE^{(Datacenter)}*IPUE_{(Sub-Zone)}^{(Service)}} \\[0.5 cm] \text{With }E_{(AI)}^{(Algo)} \text{ being the energy of the payload = what we measure with CodeCarbon} \\[0.5 cm] $$ **PUE intermediate** : To obtain the total energy consumption of the machine, we need to multiply the energy consumption of the payload by a coefficient which takes into account the energy consumption of the OS, the virualization... We call it intermediate PUE and it is defined as : $$ \\[0.5 cm] IPue_{(Sub-Zone)}^{(Service)}=\frac{E_{(Total)}^{(OS)}+E_{(Total)}^{(Virtualization)}+E_{(Total)}^{( ControlPlan)}+E_{(Total)}^{(Idle)}}{E_{(Total)}^{(Algo)}} \\[0.5 cm] \text{We will therefore write : } \\[0.5 cm] \boxed{E_{(AI)}^{(Physical-Machines)}=E_{(AI)}^{(Algo)}*IPue_{(Sub-Zone)}^{(Service)}} \\[0.5 cm] $$ **PUE datacenter** : Power usage effectiveness (PUE) or power unit efficiency is a ratio that describes how efficiently a computer data center uses energy. It is the ratio of the total amount of energy used by a computer data center facility to the energy delivered to computing equipment. PUE is the inverse of data center infrastructure efficiency. $$ \\[0.5 cm] \boxed{E_{(AI)}^{(DC)}= E_{(AI)}^{(Physical-Machines)}*PUE^{(Datacenter)}} \\[0.5 cm] \text{With : PUE =1 if you machine is not inside a datacenter } \\[0.5 cm] $$ ### Impact databases To compute the multicriteria impacts, we used 2 databases : - Base Empreinte Numérique v2.0 for the embodied impacts of the physical equipments - Base Impact for the electricty mix depending on the country where the energy was consumed We have separated the impacts between 2 phases of the material equipment life cycle: - the use phase (which is equivalent to scope 2 when we talk about carbon), these are the impacts related to the energy consumption of the equipments during their usage - the embodied phase which combines the other phases: manufacture, distribution and end of life (which is equivalent to scope 3) ## Limits The tests have been run on only one infrastructure so the energy consumption prediction is not precise as it is not adapted to the different existing hardware. The impact of embodied is not very precise, we have the impact for one laptop, one desktop and one server, independently the number of GPUs, CPUs and RAMs specified. To be more precise, we should use a bottom-up approach but to do so we would need figures on the impact of GPU manufacturing and so GPU's LCA but it doesn't exist for the moment. ## Further improvements To obtain a more complete and accurate tool, we would like to be able to estimate the impact of the other steps of the AI life cycle and of other types of AI: - pretraining - finetuning - RAG - agents - data ... Integrate data coming from different infrastructures to take into account the fields about the number of CPUs, GPUs etc. Provide estimations for AI Services (even if less precise because we don't know exactly the relying infrastructures). Publish in open source our benchmark data in [boamps format](https://github.com/Boavizta/BoAmps) (in progress).