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	<title> &#187; Construction News</title>
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		<title>Machine Learning &amp; Artificial Intelligence Data in Construction Series Part 3</title>
		<link>http://www.l-h-strongman.co.uk/construction-news/machine-learning-artificial-intelligence-data-in-2/</link>
		<comments>http://www.l-h-strongman.co.uk/construction-news/machine-learning-artificial-intelligence-data-in-2/#comments</comments>
		<pubDate>Fri, 13 Mar 2026 07:14:55 +0000</pubDate>
		<dc:creator><![CDATA[krisjnes]]></dc:creator>
				<category><![CDATA[Construction News]]></category>

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		<description><![CDATA[In fleet management, automation has freed up resources to optimize fleet usage rather than handle daily administrative tasks, leading to increased productivity. The savings from automation across HR, document management, fleet management, and other processes have surpassed AED 1 million annually. Moreover, the automation eliminates the manual effort required for data entry, saving time and... <a class="moretag" href="http://www.l-h-strongman.co.uk/construction-news/machine-learning-artificial-intelligence-data-in-2/">Continue reading...</a>]]></description>
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" width="259px" alt="machine learning in construction"/></p>
<p>
<p>In fleet management, automation has freed up resources to optimize fleet usage rather than handle daily administrative tasks, leading to increased productivity. The savings from automation across HR, document management, fleet management, and other processes have surpassed AED 1 million annually. Moreover, the automation eliminates the manual effort required for data entry, saving time and reducing operational costs. By leveraging Optical Character Recognition (OCR) technology for indexing, this innovation achieves annual savings of AED 551,000. Previously, 4 FTEs spent 20 hours processing 175 files, but now this advanced tool enables the team to complete the same task in just 5.3 hours. As ECC continues to progress towards AI integration, its commitment to automation is transforming construction planning and setting the foundation for future advancements.</p>
</p>
<p>
<p>Construction materials management is a critical supply chain function that involves planning, sourci&#8230; One of the truly amazing things about machine learning in construction is that it can look at terabytes of data and figure out project risks before they happen. Machine learning is the technique that has most successfully made its way out of labs into the real world, while AI is a broad field covering areas such as robotics and natural language processing. While machine learning and artificial intelligence (AI) are sometimes used interchangeably, they are different. It essentially helps to  find the needle in a haystack of data, taking in large quantities of complex data and identifying patterns to provide reliable, effective and repeatable results.</p>
</p>
<p>
<p>Did you know artificial intelligence mentions in industries surged by 77% over the last year? With a VIKTOR application, you can interpret data quick and easy by means of understandable insights provided on an interactive and customizable dashboard, which enables you to turn your knowledge into an asset! VIKTOR is an application development platform that enables people to rapidly build their own online applications with a Python Software Development Kit (SDK). The value of each output layer of the model was the predicted penetration speed.</p>
</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" width="251px" alt="machine learning in construction"/></p>
<p>
<h2>ENHANCING QUALITY CONTROL</h2>
</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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" width="258px" alt="machine learning in construction"/></p>
<p>
<p>By continuously monitoring on-site conditions, AI-powered tools can identify risky behaviors, unsafe equipment usage, or potential safety violations, enabling construction managers to take immediate corrective actions. With AI tools handling tasks like workload distribution and timeline predictions, construction projects can avoid delays and disruptions. RPA-driven data collection ensures cleaner data, which will  be essential for future AI initiatives, such as machine learning applications for predictive analysis and risk management. As ECC expands its AI capabilities, RPA is integral to building a data-driven, agile organization.</p>
</p>
<p>
<h2>AI Applications in the Construction Sector</h2>
</p>
<p>
<p>A fully connected ANN consists of subsequent layers with each their own number of units that process the input per layer. This works by linking the composition of certain pixels to a specific category and is roughly the same principle as a camera with facial recognition. Regression analyses on <a href="https://www.canisciolti.info/6-facts-about-everyone-thinks-are-true-2">https://www.canisciolti.info/6-facts-about-everyone-thinks-are-true-2</a> data are for example performed to detect population growth and advertising popularity, estimate life expectancy, and forecast markets and weather.</p>
</p>
<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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6memXRVf3KR9mr9GdcNdvYvI/wC0qMkje1lusjyd3mzDnAgfTtCELVmEl+D6KReNXqgebCwMwf1PUf3R9oWetdmQkYLUEdB9oQnX9aIUTx4c16DvxHFUahxuOfEqrVv9YcfzzVjPTntxt7lU0+aoDh1HLn+K9v5j8+9YME6wc3wynJ/cCy1iYN/VdP8A3AstQZ5if1MLAzDD7RglbD+9A77FnqiZgkiew8HNIKGE8PJ8yOuHEcwUAPmsjFYu5xOpiII0yuHzWMOPBWHpk8rJUOC6t2I1erD62iJ3jkD2i/IjdcoFlOOxqq7nM8lOTYTwke8bo+jW1kd1LOzBEHBFWcEIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiALlXbjU6q7DqMH6kb5Dv+8bfcuqrifavUe0ZynbxEDGRj4XPzKlHs3dBHNyfsQ47niePX8VQRsrxB/JVDh1WTukr7JYdeamOI+q388l3Jcc7GIdWOzyEfVj2XY1iRxPIyzal+AiIomgFbqm6qaVo5sI+SuLx4uxw6hDK7PlyUgSSDo53LzVJJVdYLVc44WkcPmrVzc2vzVh6aPRUTe9ithlt5jzBh7yeFSw/9wWtPVZGGyd3XwSfuytPzCwYlzFn08w3AKqVuA3hjPVo+xXFA8yFrMz/ANSzedvtWzWqzWbYO/fi4Iiyn7i/ZCr8d+qqB348+v4qgO249VVe3A8z9isPTFYPDfpz/FCdhvy/PNUg+fReh1rWPJDDJ3gn9WQf3AsxYOBG+FQW/dWcq2eZs+t/sIUQoQPnjPEAp814jHtYTEhaYEeQ9/4qV9q8Pc5xqSB/SNa/4hRUHzVh6SmW6uL/AAegreZEqvY83YfMSQ0yhrvQ7LR/wV2kkMFZDONu7ka74FDNi3RaPpkcEVmhlE9HDMDcSMDviFeVZ5rGAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIDxxsLr5+zVP7ZmPEKi+z53lvpewXe8QmFPQzznhHG53wF187zHXM95P1nE/NZidPxsfmlIsOAVsi/FXSPT4/iqS3zCmdc6J2KRfT1knQALqa512LRaaCqlt9ZwC6KoM4GuebmERFg1Ah4FEPBAfL+MN0YtWM6TvHzKxR+fgthmdhjzHiTOYqZB/wBxWtB8irD00PpR6SPK1vuVUTgJGnzVHxXouDtxWCTPqLDHiTD6eQftRNPyWStZlSTvst4dKf2qZh/7Vs1BnmJdsLT5wNsHPnI1bhaLOrrYQ0dZW/eiLdOs2x/ZDr7KppsevFW2ngd/+n8FUDfrz5fgrEekLnDryQX81Tfe1jxHL8EHLY/D8E9TBPMv/wBVQ+i2C1+Xf6oh9FsFBnmbfrf7CFEWCBxztrg7vMVPN/vIB8jZQILp/brCb4dUAcnMv+fVcwHoVYjv6N5pR7dCbheW6jkht1+xGbJ9CZCqvbMo4fMTc90Gu9Rst4oL2MVXfZWdCTcwTOb8d1OhwUGecvjtskgiIsFQREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAaXPNR7NlWvkBsTFpHv2+9cKIsPRdf7WJ+7yz3N95Zmi3kNyuSED59PNTR2fHRxW3+SyRZUEef5+KvEdCqTwQ6J1nsgi0Zekd+9IVN1Fey6PRlaI/vOJUqUWec1TzdL9hERYKAh4IhQHzZnhmjOGLNtb+dv+0+S0vAdeHRSTtHZoztigG157/EKO+9WHpKnmCZRbcfgl99rfJVEFeEIWH0b2dSd7krCn3ufZ2j4bKQKJdkkve5FoN7lutvwcVLVWzzdyxZJfkFR3PDv5hE3rJ9ykR4KMZ9cBS04PN5+xZXZPSrN0SJ8Bw6cvwXo3F7HmeH4K3f7uX4KppGnysfzwUz0ZeHHhz6fghtYbcun4Ki4vbfj0/BL8LDl+eSygdAy3/VEPotitdlv+qIfRbFVs8zb9b/YREWCsgHbbDrwClmsPo5rX9R+C49Yb8OF13Ltbh73J0zrXMcjXfO33rhvNTj0dvx7zUej1Hx/Fej87/igN7pbZSN06Z2G1B7zEaQn92Qb+5dSC4t2MzmLNj4b2EsBv6hdpCrl2cLXRxcwiIsGoEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQHPO2Gbw0NPfm55+xc5ICmnaxP3mYY4b/0UIFvXdQ47jj81NLg9Bo44piWiLDmqCrxHr+SqQNxa/FDaO15Aj7vK9I08xdb9anKbDHl6jaf92FtlA8zc82S/YREQrCHgUQoDgHarHozziHh2JY74tH8VFbdOH4qa9sMYbnWpd+/FGfkB9yhhb9hVi6PRad5qj+ilzePBUFqumy8I2PDgULjt3YnJryaGf7uoe37/vU6XOOweXVgVdDf6lVq+LQujqD7PPapYukCol2gO8NK3oXH5KWlQztDcBUUzf7B+1F2S0azfEjV9/egO23Tn6q2DvxPHqqtQtx5dfP1Uz0Jdv4vevRtb0VtrvFzvvz/ABXoPDc/H8VkwdFy1/U8Hotktdlv+p4P7q2KrZ5q363+wiIsFZoe0GLvsn4ky1z3V/gQV8/XX0hmGLv8Cr4j+1TvH/aV84PBDyLcFOJ1vGy+WSAJ6Ig9699xUjpEg7OJ/Z86Ye+9g9xYfeCu+jgvnDL8vs+PUE/DTUMufK4X0cw3aD1ChI5HkV86Z6iIonOCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIipeQASUBxzP0wmzVWHVs1wZsenvWh6bnj1/FZ+NymfGKqUk+KZx4/isO3r+Qpo9NVHbBL8Fq3DikTbytHUjl+CrcDbn+QvaVuqpjHVw5LJYdzwJmjCKVvSJqzlYw9uihgb0jH2K+qzy83mTCIiEQiIgOLdtMZbmtrt/HStPzI+5QZw4/WtvzK6H23M/8AiGkk28VJb4Od/Fc+IFze3wU0eg0rzTEoIO/H5qkg78ffdXCOPA/+yp28vgpGwdR7BX+HFYt9jG63qHD7l1Jch7CZNOM4hELWfA13DoT/ABXXlW+zha1YuYUH7Q3H9YQNB4R7/FThc/z+++MtbxswLMezOgWbkaAEg8Dz5/iqr/YOf4q3fr581U0jqeXNSO8XLj7ef4r2/Dc8uf4q2HdSefP8V7fxbeXNZMHTMuC2D04PHTdbFYGXxbCKb+4FnqtnmbfrYREWCBbqGCSGRh4OaR8l8z1re7rJmHi15Hz9F9Nu4L5qzOwU+YsQh4aKh7f+4qUTpeNfMkYo35L3a97BWmvA6KoOFuKmdYvMfokY8Wu0gg/kL6UwyUTYdTzDg+Nrh8F8yucLHcL6GyFUe1ZQwyW9z3DWn1GyhI5vkY/LFm8REUTkhERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAERCgCLSYvmOjw+V0Lg6SQcQNrLWQZ6wsVsUNfNBQxykta+aUNBcATbf0WcMu/x7Nu7HBLkWHSYphtWzXS19LO0845Q77CrxqoAbd4CfIErBSXkVn2qD953/AEH+C8FZTn/afIoC+ixKjFMOp7e0VsEN+HePDb/FUNxnCHGzcUoj/wDnb/FDOGZyLFbiWHO+rX0p9JW/xWNimP4JhlK6qr8Vo6eJvFzpR8hxPuTJjBsiQ0XJAAWsxLF8Oip5WGtgEhY7S0vFybclyDtC7fMuRUNXh+AUmIYrUOaWCWOIsjaetyLn4LidJnTMeaM1YfFPhzoqaOcFzu5cRGL8S48FJRLqowk/mfJ2OV2uR7+biSqTayq2J42Xnv22Uj0aKHbn3lXsOZqroG9Xjl5q1bnv+SvWTOpne0Rkao/ENXC6B9He6faCMdGj7FWufUGbcWqIo9ApfqjV4T0WXJmfEgReOMNHE3H8FTGW48zODi8Mm10uFzivz5UU9wyGaVw6RgD4laNnaNmF9VpLaNjCdmkAuVFmrrh7v9IuhpLJrPX9nY7hL7Lljs5ZplYPZ4acOPNzdlaOZ85jxSVVFG3yhuoQ1an1B/6H+M13Jf7PO3PS3E8PeTbVA4fA/iubGVt+KnGb6P8AlWaWbFqipbJTsc1vs8piBva9wPRRk5SwVj7DEcS1Dl7U4reUuDc0+rjXWoNdGrMoVt0o43W8/kbQubrZX4j5Wl/iFrZspv74iPGKuNnPWYj9yzuRfHW1yJj2GVA/lhPFfZ1E75Oau2rg2RMMOW8abisGLTVbxG6MxuYzSb+bV0D+WdUDpMcN/NRbyczVWRss3RJyucZ7ffMLxfg1v2LM/lnWtc7vYKdrOTrlRWrxaTGMTrKmRsfgnMTdB5AeqzEt8ev5f6F7i2/NVtPi34XCs+G3A8Ov4qu+/D9pSO4XAb8+q9BsdlaY7bhy/PNVA+Ibc/zzWTB1XAf6npf+UFnLm2AZzr48HiknpoWQtZ4NILnELMoc9y1b3Njpiy3OSJzQfmqU93J5qyD3Nk9Rc7xftHiw9h7w075BwjaCSfmtNQ9rNZUzaBhkAHXUVq3a6il4lL/yW16O6yO5R4OuE7L5o7R5O4z1i8ZNv5w4/HddFq+1KrgYC3Bg9x5BxXKs2e25izFVYsyjmhdUOBMYaSBsB9yhX5PTy6b/ANP/ANG9otNZXJykuP6MNtTz1KsVHVy2mHZPkqKVsklY+B9t2vi4fNZDMkSPPhxWO3/KP8V0I2Rksovesqi8NmjNU394fFd67FawVWRqcA3MUj2H43+9clHZ+92zsVHuiP8AFTHJNccjYVLhzXOrzLMZQS0t03AFvkstpmtqboXw2w5Z2BFC8NzpLV3vQCK3Mk2Kz/5Syf7iP4lQOW4uLwySooy/M0jWFxp2EDkL3VuHNb5I9bqZsQvbxm10yNrJUijD80lj2h0DXB3Ntyqp8z93EXCna4jgNfFRcklkbWSVFBH9ocEe0tKyNw5GULxufppYe8psObJc7ePb4qtaiDWf/DLfgWexPEUMizpUlrS/CX3IubO4K5HnQukDH4TO0H9rULBP8iH/ANkj8GZL0uFzPNPbHljBIZmzulkla7uvobOAeQSBfqobh3aZi9ZRQVcNTIY5QSATvxV6TayWU6aVzaR366LnPZnnCuxrGpsNrnB30JljNt9iAftC6MjWCu2p1S2sIiLBWEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEKLwoDj2bZHPx2sIJt3p5+ajMoE2YKBrzcMimfY7/ut/9S32YjfGas7byH7Vh5WZQy53oIK0McJKOYRtcfrO1xbfAFWbtqyz0Fny0f0b3AcLq6+ZopQ6OMHxSjYN/FdKpIO4pWQ96+QtbbW87lWaZkcMbY4mNYwcGtFgFfDlic9xw52ObMHAaXFIDUyYpWCodJJdjW8GN6LZkC26xK+sbSUzpnDVbYDzWPhOJ+3a2uZoc3fbgQq9yzgk65zi7McHz92oY5U47nOqY1zzFTyGngjb5GxPqSreB5LxqvaJah3scJ3BkPi4/u/xXQ4crUGBYxWVJAqKmaZ8gle3dgcb2A+9ZDpJvaHyOk1R6NmAb39VwdTqJKbSOzRWnFEUZ2ewiPx41Ua7HcNFr8lrcayBiMcRfQVntu4tG/Y8eO+3BTVr6iqppoqqJ0FzYFj9yPVbClL3uYxoJcSAAqI6izPZfKEcGB2A4G6nwnEqyrpyx004ia2SPkwbncdStr2qUNPTYLCYgGmWrjFg0DYG56KbUbe5po4r7taAVCO1ua7cJgBPine428mL0laxFI4lU3O9Y9yGX5B2/r+KA8tXMc/xVWr+0efP8V5fzN79fL1Vx3ynkOPJYmKudHhdTI1wa5sdwSOCyzx58lj17Q7D543EAOZbf1R9EZPEWbjIQr62tjEksssbR4g83Fl1Kkw+lDQTTxX/ALoWiyVQQUtE0RRBoO581KoyLCy1qoOCwzzt1isllItuoaRzSHU0Jv1YFqjl2mdL4qelLOvdi63l0JVpCFkodGKzC8PazQyjpxta/dhc1xmhfSYlNTzRjwk6bt4jkunSVEjKqOFsLnNcCXPHBqsYvQUVfTkVkQdpFw69nN9CpQsUSUJbXycrMTCLFjfcF4yGKN12MaD1UrqcrNEHfxVZDSbBrm3PxWfheVKOJzZqqR1QbXDbWarlfBmy5xijW5Rw2uqpmzFrG0gPiMjAdXkLqV12E0RpJjT4dRun0HRqjFr8rrMZpYwMY0NaBYADYKsO81RJ7marnmWUaHK+DS01C4YrT0jpnPuAyMeEdOC2jsMw1xuaGmJ692FkTTMhhdLI4BrRclYmH4pT1kjo4wWuG4vzUdyXBmSnZmzBxnt1xh1JjsGE4ZalEUfeSmHwlxPAGyw+z+SSbABNLI6SR873Fx3J36qXZ4yXT12dZMaxB4lpnxsDIBzcOOryWhwaOOOmkbDC2OPv5C0MFgBf0VFM83Sj7HX0cEopo2IO1t+A5fgqhe/B31vP+CtAdR05fgqhxF78T+eC3DeKxew+tw6H+CrbfWNjx/PJWRa245dPwVQPjFh+10/BAX8lUdVWYfAxwDWW2J4gXUrflRk8ek1sjLje0e6xOzCPXl6llebuLLkqbNtZVtZPMWP5mQF3ZdhTpDIaqRzjuS6Mn7163s0p2OtFibo2dG0/4qQ1+Ymw1Righ7xrTZzibfBbqlnbUU7JgLBwvZakKtO5NRismzZPUQinJvDIhHkHDoGlz6uVwAuSWBaOSlpo5CyG4aDYeHddNLo5WubcOB2Nlojlun9oLzO7u730W3+KzbVJY+GiWmsq5+MarL+WoaujM8tVUAudYAgW+xZk+TYHizMQnjHkwKSwMjhibFE0NY0WACrLlsRTS5NWck5Nx4Ij/I72eN8rMQqJXAbNc3ZY/wCo55rxxSOa4/td1e3xU11C26a+ikFP3WSOx5X7uC3trnvA4lgF1EZ6k0tXJFPEWyRuIcC/gumSVEbHtY+RrXO+qCdytRmDBKTFB3jiYqgDaRo4+vVShjPJiDWeSFfrZl92/AhY7KiGrnmmlibIA7SwP30gDl71ersv4nDO6KFsdTbe7HW+RWvoGTRCaKdhY9spBaTuFY9mMxZ09JCG/KNfnKoZQ4cJ6SJsMnesGqPY2Lhe/uWxrsJwstMgxB0QO9jKCPmo12ovc3LExHIg8fNcxwOrxGma5r5pNB2DNVx62Vc5SX0mNckmmdkpcrw1RMntI0ciNLr/AAK3eH0cVAGxvxCXS3g1zmgfBcUoe0rHMMvS2hc1ht4gb2+Nvkswdo9XWhzarEcUpensxh/9TPvWXva5NOKlPtnacTqoI6N0z8QZSwtF3SEgAD1PBfN/bh23GlEuAZOxZ1XK4Fs9Y03bH5NPM+fJMzUeUMfhEuZcwZwkicb3qJZHRD3tYWLVUnZH2c4s2+D5qqHOPBonjfb3WBUFEmqLGsRa/wBkcyHW/rHCWYZiVQ50lQe8ZM83ImubE+RvY+q6fk180GECjnBbJTzPY4Hluo//AOEWIYc2J+GYpDVCIgtEjdDtvPgt9PhVf+taqR3tdNE97TYC2o6Rc/FWl+iqsqsxNHTOyqtFPn/C/F4ZzJE73sJHzAX0Ivlns8hjpM64HM58z3NrY23fI4/WOnmfNfUyhIr8gsWJ/gIiKJoBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBeOXq8cgZxHHXE4rUbjeQ/aqMpOlbnigEVMJAYnte8i/dNNjf/ALbe9MbP+lKjf/aO+0rOyNN7PjdXMBqLaLh/jClLG3k79+fgcfg6cwqpkjXX0uBtxssWkkM9IyS2kvbdWsLpZKUSd48OL3XUMnC24Tz2ZVdAyrpnQuNr7gjkVbwyijomO0uL3u4kq9qHkl02rOTKsko7M8GDjmG+2N7yOwlA+KiVZR1ETZG2Mb7bOI2CnFTD7RHoc97Bfi02UG7RJ4qCCOhppZTPLu8l/wBVq0btD8afyrBvaO+S+TJjUkVW+QuqJIi6wAZGdh5klSbLlJC2fvJJGPlaLta030qL9nkgrsamZVta8dwLDzBXRYoIYR9FE1noFivx7psy+SzV6nCcEVSytjYXuOwXOu0irdU4th0drNYyR4sfQKe4gwvpnBvHiuaZ01fyjpQWmwpXkH/GF0V2a2iinYma2+3EoTsTc23Xg53BS23Pe6md4E78Te6s1QJhsLG7mjf1V08eBWnzlVTUWXp6mnlMcrHsLHWvvfZYk8LJXYm4NI7Zg8D/ANUBkR0vLNis/BoJqemLZ3anF1+N7Ln/AGS56fjFA+kxKAMnp2C8rOD/AHciujwTNmibIy+l3C61Iaiqye2L5XoefnXOtYki8TZeF3RYtfMYqZzmnxcAtK2eQPD9Zv6rYMQqc1kkepaDPVdSU+Eso6uSdnt8opmGH69z0+C3MT9cbXdQrdTSU1TJDJPCyR0D9cZcL6XcLhYksrBCL2yyzTZpiZRZQEAxN9A2ERtFS7cixHHzP3rf0ptSxDUXWYNzz24rExvDKTGMMlw+tYXQS6dQBsdiCPmAsmKWJ92RyNcW7EA8FhRw8mdzlHBfBXoKwMVq30dIZmN1G9t+SuYdUPqKRkz26XOHBZzzgxse3d6DGaeSroXwxmzrg26rDwLDZaaZ1RUWa61mtC2mpC7ZRcE3ksjfKNbrXTMTHKIV1NoabPabtXIcHbooyCCCJZL+uorslQXGJwa/SbbHouO4eXey3cTfXJc9fGVmEEpuRv8AjZt5j6GXYX4dOS9HEC21zyVN/XiEvsPrc1edU9PC3l0VTbax/eVAO1t+AVTN5BufrdFgwTDszli/k3SMBs7RZS4HZQTIzHDBKJrfrFvL1U5BsAqzzdscSNRPl+GWsM3elrHG5aAtw2NrIO6YNLQ3SFSXWChOc+0nBsAe6lhJrqwcY4j4WnzKq2wryyW62/Ee8Evw6kbRMc1sheXG5JWSXbrg8/bDmB0pdDRUUbL7NIJPxUhyr2vUtVO2mx2lbSFxsJozdnv6KMdRX0mXWaO/6mjouM4jLRCPu49ZeeJWbSzOlp2SOGkuF7KzHNTVUDJo3smieNTHDcEdQrzSAAApKfPZqtrbjBc1FC5Y9RO2GMyPOwWv/W7ddjEQ3rdWmFCT6M6opaeaojqJYw6SL6hPJU107YaZ8rnsYGji42AVYeHtDmm4IuFrMzYWzG8Gnw2SZ8LJhZzm8bLGOBnnk1+VRiT4Z6nEaimm1yHujDw0+qjE7i7EKsniamT/ADKc0VJDh+HxUdOLRQsDWqCHesqif/MSf5krht6OhoZbrWyGdrzy3KcoBI1yxsvbhqcB965xTOFt10TthI/kqRz9ph//AKBcyYHPaNJtvupyI+RfzpFeK0dNM0SyO7t9wL9VrpsOipXtfN3r4+egcFtalssgibGGkB4L79Ffe4NaSeAUcyXqaSlhFqSofTRNEWwtsOC02ZY4KvD3yzUUUkjWlzXBg13t14ratljqI9QFxfmsDFHAwPA5grGeOCPRyzBc059y9Uukgxupih1Etp5n963yFjey+hco5xlrYhDisUb5Wxsc6SJukEkb7eq4PV0vtWN01PsQ6Zt/iuoYXD7LiL2h2z4WuG3mVGuUm+To6Oxqza2dXw+bDpKqCrpnRiaGRsjL7EOabhdPwvtDIDWYnREdXxcPgvn+mlLLPBILTf5r6gxDK2D4pE2XuO5e9oIfHtxVzwbGsdSwrEZ2E5gwnE2g0tYxzv3HGzh7lswQVzHF8h4jSOM2HyiYDhY6XLEoMzZgwOUQVYfKxvGOUb+4rGPY0npYzWapZ/B1pFHMvZvwvFSIjJ7NUH9iQ2ufIqRg3UcGpOEoPEkEREIhERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAF45erxyBnDccP+lKjf/au+0rZ9nwDsw1LXAOBo9xb+2Frcb/rOp8X+1df4leYFVTU2KzGB5aXU7QXeWq/3KUniOT0F0XKnC/B1iMANAGw5I82aT0Cx8MlfNQwyP8ArOYCVfduLKJwZLEsMj8tVKZi/Ub323W8opjNTMkPE8VrJ8Mc6e7HgMPXiFmOkbRwxxtbqHDcrBs2uE0lHsjWP45jWH4lJT95G1n1mHRxaopi3f4lWOqpptUrwLkhdKxXDaTGKVvfNLX2ux44tURrctYjTy6Y+7qAeBabG3oVs1ziuxTYovjs1OX5ZsHrxWRFj3hpaWkbEFTPC81vqqiOnkoHF73WHdOv8itFQ5axOpk0lscTQd3OcDb4KYYFgdLhTC8Ey1BHikcOA6AcksnCXKM3ThJ5fZs3cFzjtGAOaaSwPho3C3Ld4U6wnFqTFBP7IXOEL9DyW23UFz4Nebw1wu1tK3n1J8vJUR7M6OMo3pM0NvL8/BLeHgfh5+iuFrBsY3X2/PBA1h20uH/v6KZ3S2R0HXitDn3/AOWZgWk3mjH/AHBSIsjJIbq4nl+Cx62mo6iSlp61pkp31LNbCD4rEbbKu14g2Rl0QrKkuJUWJ0tZQMk0mVsTnW8Drm1iu65PzLPWYnU4FiNF7LWUze8ic03ZNFewcD9qjGfaWqp8vQz4JBEySglEzI2xggAAgm3OyiHZdmxtNmmSrxuarr6uqibT0wYNRBLrkBvIc/cuDpMrU74pYa5NHVL4kG/Y73UMbNEWHa6wYsOk7zxvbpWeDcXWDjGJtw9jAGa5H8BfZd14XZyqnNvbH1Nm3wsAA2A2WqbWzmovrNtVtKysKrWV1MJWjS4bOb0KuimgEneCIar3TvkfQ2pLkvu8TSL2uFr8Kw72KR73Sl5dsPRX6+shooe9ncQCbADiVTh+IU9cxzoSQW8Wu4hYeGxHeoNrpmW4BwsRcea8c9sbC47NaEVqraZKeRg4kKRWu+TAdizu8u1g0XWxgmbPEJGcCo05jzJo0HVe1rLe0obSUrWymx4n1Q2r64KK2mmzPmKfCakwexB7HM1NeXWuufYOXyYZFI4bvDnG2/FxXTsy4dTYrg82vZ0bHOY8DcGy5pg8QbhkDG3Glg48ePorItNG147HJk2N7WPHp+C8aD58+X4Kvuzq3tx8v4IIza/ken8EOqU2tyPLl+C9H1hx4r0x8eHLorc50xvJNtj9nqhg6FkqlZBlygdpGswgkrPxrE6fCMMmxGqEncQjVIWNuWt5m3krGWxowChaOULfsWTiMNPVUU1LVBroZmGN4cdiCLWVT6PMyeZcnHO0LtPlxFj8Py+98NKRZ9Rwe/06Bcyc7US4kknck81t67LmIsqq4UFLLVU9NVSQBzLE+E8wFrH0Vex2l9DVNPQxOXIsm5PlnoKYQhH5S1svCLiyzKbC8VqXaYMNqnnyiKkWDZAxqtc11bpoIeZfu8+gH3qltIuc0iQ9l+ao20UWCVVR3DqcExuc6zXM4m56hdlpJo56ZksT2yMcLtc03BHquEz0GBZUzMxlTKWwx0Rdqk8Tp3uJBsPIcvNTXsUqWS0OJR0j6g4a2ovStlbbSCNwPK6aCW2+UVnDOZrq1KO9E2xoPdCCAdI4rTNBc7SASSpK6xaQRcKyWwRXeWsZ58F3sGhC3bHGD2naY6djDxAWBV4n3UxZGwODTYm6zw9r23YQQeYWqqsNe+cvbIA1xubrH6IQ2tvcZZnE1P3jdgRwUBa7VNM6/wDtn/5lOJGtgpTG3ew4lQKkJIlJv/TP5/2lOJveP+48EN7YzbLLR1qYv8wXN6bZoXRO2Z1suM3NvaYuf9pcvw2qM8jmabW4FYnJJ4MeQjmaf4NnLMyGIvebAK3FOyqgJAOk7KzicT5qdrYxqN72XtHEYKcMJ8XEqGXuwaWEo59S1UvFLE1kY4lavGa6GOFzXvGu31ea2lS1rrE38KiWZ4niqMgHhcOIU4pEVhmry2Gz5gbNM4NawukcSbAdF0WiraSpxKP2eojlIgIdocDbdcklDo5i3URq+sFLezs2xi370J+0Kv4nz7Te0sP5FM6dC76N3HgvrzAZO9wSglBvrpo3fFoXx9Adua+tsjyCXJmCv60EP+QK2Rb5JcRZuSLrCxLDKLEITHV00cgPMjcehWaiictNp5RzbMOQ54NVRhMhlaN+7Js8eh5rEy9m7EsGnFFibJJ4Gmxa768fp/ArqhF1zztrrsHwfAoqyuo5HVE8wginjbtGSCbvNrWsOB4lSz7m5DVKa2XLK9/Uk0Obsuy1tNRNxSEVFSLxsJsfQ9D5Fb1cSpY8DzXhENDN3dHWxNtS1UYtfyP59Fusp5xxLLtezL2cdWgeGnrjuCOWo8x5/FRyakks8HU0VEUscrGvjcHscLhwNwQq0IhERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBeO4L1UymzHHoCgOH4y6+I1BBP9I77Ss3IkUVRmCsjlYJGikjNj/fd/Ba7EXXq5Tc7vJ+ZVrL+KS4fmGr7kBznUkN78hrkVepvhp6nZPpHoba5Tq2R7OuRgBoDRYAWAWNSmoM7+9DtPmtZgeYIqtwhnHdyHhvsVvxuLqrTaurUx3Vs4llc6W4yRake1jS57g1o5lHNZI0amhw4i+6sYtRGtpxE1+gh1/Iq7SQmCmjiLy8tba5WxzkhiKjlPkuAWFhsAoXUZfr6jMk1NNiNXNRS2ldIZLOiINwxoHI+impWlgoWNzbNintLiZIBEIuQIPFYksrBmuTjlm5p44qSAAuAA4k81eiljlaSxwcOa1OMvdrYN9NlRgz3+1gNvaxukVtWEWfCzDe2bampqema5tPCyIPdqdpFrnqub52N86VYIHgpobH11Lpy5Zmp5kzdibjwaI2fAfipx7LtC3K7LMFzQ5oNhcWvsrVuG3T88FcadJvZNIB4bG1lNs7hbAsNx8lepGvfiVExh0l0jje3Rt1aPlZbTK0EdRmCijeSAO8dYc/CVXdFyg0iu2eyDkyU0MD53tabkD6x5KtmE4FhWJGupsJpY6uQXdKyMBy3kUUcTdMbQB5K3PTRTkGRtyFqafT/AAlz2cG7UOx/gvROD2NeOBFwsPGcMbiDWFr9EjOBIuLLOiaGtDQNhsFWtprKwUwnKEt0ezEwiibQU5jDy9zjdxWYSqXOa0XcQOW5WDiOL4bh8sMdbWRQPmdpjDjbUUSwjLcrHntlGP0MtbAzuSNcZuATxVGAYdJQiSSZwMkgAsOQCzJaymjcGvnjaT1cFdimjlF45GvHkbqpTg598lm+xV7H0VSyNiYXvNgF5DK2Vmtl7KmeJs0ZY69kgibDHobc9SeatKeMFdm6tVhfqrdTF3wFnaSOa12OV89G+EQtBDjuSL+5bKJ5dG1zm6SQCR0TKfBJpxSfuWMSAhwWr34QPN/8JXLMObpoYbce6YeG+49F0vM0ojy9XudwED/sXOKNumjhb0Y0cPJTidLxv/Uy6LEgkcT0XtyGegK8GzhufgveIuDy32UjqjV5niFZqtXs8zgRq7t+/u9VfPHzurFWAaScEt3hff4FDD6OgUEtQ2npI23AEbAABsdlkZmwqLHMGmw6aR8YkALXsNi1w3BHvWTh1v1fTbf7Jv2BZHFVs8zKeXlHOcr5WrMsU1TBVVLKls03eNe0G423vdZle+8Yj7yWO5B1MNipnVxxyQlslgD1UcrKRrHEnS5o4G642rocJZidPTX7185rqmprWVUYgpxJBtrcTvv09FWZHDE3NNReNzAGxafquHE389lj1MOKd+5lNJD3MhHid9aPrYc1sYaPXMHtjLngWutRxbNnMV2R3PeVnZjoozTOYyugP0ZdwcDxaVY7LcsZvwqv01s3sWHNfrfEHAmV33BdHw6i7ka5LF5HwViomqmV22oNvsLbWXU0um2rdLs592pzmMejakqM5xfLrib4u60325lSQOuFRJHHINMjGuHQi635LK4NWmxVzUmsmmyiJvZJC/UIi7wA/Nbh5VTWta0NaAAOACpk4IlhYI2T3ycjBrj9E5QKl373b/bPH/cp5XEd2VBYwBJOB/v3/wCZSizd8d9bIR2yC+XWA/8AmIv8wXM6KGOIEsFi7muk9tEjYcr95I4Na2eIk/4wuE4lmmYvMWHgNaP9o4bn0UbHFcsnrYSlYsexN6cFkYa5xceqt98Xzvj07N59VDsAzJWGtbBWv7xkhtqtuCpa+RujXcW6qMZp9GhODg+S3UO8JF+KjmKzE6mAAtAte/xW4pvbcRe72KlkmFrtLbWt1VByXjtYLH2emabm736jv6KbTJwotl1EgUdBUVtUZIwAwm1yVMsp4Z7BiFPKagSPe17C0DYcFuaXIM1HRu/0mx0rW3AazYlYWDSh9VTFrWt0yFryDfe34KhxkrEzeqrnXKKkS2EkFfVvZhJ3uQMEd0o2N+At9y+UYuXFfUfY2/vOzXB3dI3t+EjgtqRLyK+Rfsl6IigcgLGxSgpMTw+agr6eKppp2lskcjbtcPNZKID55ztknFcg1T8Twfvq/L5dd7N3SUvr1b5/FbjAsfwnM+ENw7GC2aBw+jn/AG4z6rtk0bJY3RvaHNcLOBFwQuP5t7LKuhxxuMZM7pjJZP5xQyG0Yvxc3p6LBlM23Z7V1mB5iGVZqttZSFhfBIDctHED4cl0xQrIuTZMJxB+K4i5klWWaWaTfSOamqyYCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCs1p00kx6McfkryxsUOnDqk/8J32IZXZw2tP07uO7itXQEuzRWtsbCkgN/8AHN/ArZVX9M7jxKZZp2SZixJ0jQ7+a0wFxw8c60fL1fF0koL1wenUtrTM6AkWINiFPsEr31GDGa2uWJpBHUgbKIVNLGWOlgI8Js4DqpDkW/d1A4i4XlfCq3Ta34b6ka3kNk6t/sbHLWIVeJYZ7RV0bqSXUW6SDuBz3WzHDdVBabHsVmoZ2QwNYXFupxcOXRe3bSWWcVQds8QRtiFjtpIm1JnF9R5X2VunxCN2GNrahzIhbxEmwC0WIZ5windphbNUHqxth8SqLtXTSszlgnXprrHiEcklmhjmbpkF/Ne00EUAIjG55qK0OesKqJAyaOamJ4F4BHyW8o2yy1xrY6rXTSM8LPNKdXVf9uWSVunupWLFgza+d8MF2cSbXXKK2V0uO4rI5wJdVHe/RrF1l4bI3Q8XBXI/C6trnssA6qk+Trfctldmx45pyZ6eJO3x/FegXNvP7vVek2HH3XH8VTfc3It6/ipnXKbfcsvBMTp8MxukqKhshGl4AaL8isf6w1XF7i4v+KxDTz1eLUVNTQmR7g923LluspLPJTqcfCeTpOF5lo8QqhTwwzN2JLngAAea3Mc0Lw0sljdq+rZw39FHsLyvTxYbJDUuLpZ2aZSDyPIL2TJWCzOw8yid3sAAgtKW2tuL24qqT+bjo4DUPclDRYL0kAgEgE8EHALEq6Pv6qGfvXM7s/VHArDZGKTfLId2v02Iuw6lraKVzYqd5MjWv0nyPnZc5xKvqMcxehmrn902OKMufIbA6TxHquh9qFC3EqiCPvpmGFhdoafC4nhcKI5dy23E8LlOIsmhla/TCb7tHSx5LUs8jU4yrzyuPyeh0MIxoU5//ZNu2Zs7RIyQSNcNnA3urtPVVFPIHwyvYR0Ks4ZgMmG0xgh7yRpdqu5wV6WmnjF3xOA6r59qK7KrW4ZwumbTUZcEry9mB9S8U1XbvD9V45+SkMskcUZkke1jBuXONgFzCJ7o5GyN2c03Cm+IUTcwZeZAZ3w94Gu1N6r1PgfJWalOu15aOPrdNCE1LpM292SNDhpe07g8QhVjDaRtDQQUjHueIWBuo8SvaqpggF5pWR34anWXpHhHMay8R5NVnd+jKmIm/wDsbbeoUKDdLA2x2NlLM+yNflCt0HUHsAGk8dxwUUN+nPp+ClDk6vjV8sjwbjnz5fgvWi4seVreap2435G+34KsOs7jzHFSOmODvesesfoppTcD6Mj4+9ZDiAQdXEngfxWNXlxo5LAknSBY8buA6oyM+Is6hhErJcPhLDe0bR8lmLW4BTSQU30g03AFls1WeZkknwW5oo5WaXtuFGc2+xQYfJC6YUrn2+kI4C/JZ2K5moKGR8OmWWVpsWtbYA+pUEzZiM2OzRvLGwsjBDW3vdY/x/iPLNjTxe7noyMGxqiGZaVjDLJDL9G90h2JPAgcl0lrGMFmtAHkFxFlFK1wcHgEG4I4hS2PN2LMjazTTusLXLTc/NWvSpfSW6mOXmJ0IlUm3MXUZw7NEcVNA7F3iOWql7uBscTrE8gsunzTgdRjTsHjrme3tNjCQQVUmujScJLtG6RFjVtdBSOYJnWLzZqNpdmEm+jEzTjMGA4PLiNRG+RrCAGM4uJ5KMYlnmldlWpxegZqliIYYnndjjwv5LddoBwt2Var9b957LYbxi7w7kR5rh7GwvbUwx1UwY+wiZ3dzLvsHC+xVleySyzp6LSQthul6MlmW87YtVPqo8QDKgABzHNbpDT0Wywmd1TTuqHAAvleSB/eXPf1rLhUZp30OlwdeTVcOKnOVpRLg8UrWkB7nEAjf6xWjTK16qW5fLjg6fwK65ZiiE9v7XPyPNGwXc+WMAeeoL5tF2OLXtLXDYgr6Z7bt8sMFv8A6iL/ADBcXkihe/U+nZIdhuBt5q3UPDRo6l4miL0AmdURvhYTpcN7bBTxj319FT0sDD3s7tGn0BJHvAI960uKxzOw7TRsAeHbNjFjZSTI0D34pC+WLQyjpXOdz0ucLDlxsHKGnjmW41WviTjE57h2PYhg2bRiL2vjqIC5hjdfSAQQWkdF0eHtAoX0bJpxJHIf2WjUD6H+KtZiwKgxt15oGx6bhj2Czx5k8/eofjGA12C0bnR6Z6fUPpNtr7C46rb5RbKF+my48okWKZ8lmgkjpKVzHOaQ18rgLedlDcIqavC5u/E75bEvJ07XWPFVtjdonidG7rZUYtNT+xvfFXSRyPbbRbUx3yuCo5NKzUWWNNs6dlrNOGYrFG01EUVQbfRl259P4L647CJNfZph7TxZJM0//wDRx+9fmbSzPppmys30m5F9j5L7j/Q6z7HiWW2ZZqnOcQ58lFO83L+b4nH95vEdQfLfOck7dU7a9su0fRKIiwaoREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAERfPn6SHa9XZcr3ZewJ8kcrHsjlkiF5HyPF2xt6bbkoD6CuL2uLrXZmqoaPAqueeVsbBGW6nHmdgPeSF8h4YztcqYv1jHR4gx5JtGcTtL/wBJNllSZm7T6mvw/CMfoscZhxqozUe0xAs2cNPiHmsosjFqSTR0acfSHjzTBmxnGa50kzotMcDrg2vpMp+9VTD6Q8V7lb2apzNXUczA5wbFICRs2wNvtKp1kHOppHoLXiOSROEjIZdMQs537I681Jso0j6XDnSyjSZDq35BX8NoYImh+0jjzKza2F09DPAx2kyRloPS4XO0nj9tyvk/Tg5eo1XxF8NdGLR41hlZVupKasjkmbxaCmN01E6nfV1YsIWElwNtlCsp5WxWmzBFUVMfcxU7i4vv9fbgFvu0qpdDl8RNNu/lDD6C5+5dDW2KimVnsjK08P8AJhXVLOSDY3is2KVDYi4xUrDaOMcGjqepWbPSRuowHUZkbDGNDwQNd+O3FRwOs7zUywaGWow3vKokulbYAbWavnFkbtZbnceo1MI0Rjt4RB5BZx2t5KVZDzEaGobh9W/+ayGzHE/0Z/gsfEcvx+091TVA7wt1928cvVWKLK9fU1LY3lkTSfrXW/pI6jT3RlFc/wD6Y1E9NqKXGb4Osl40amkEcbgrkVMbvndf61TK7/8AY5dOhpv1dgYgY9z+5iPiduTtxXLcNOqjY6/1yX/Ek/evfQba5PN+OilOTRlX24hUk7ncc+f4r0dEPC9xzVh1ioNIN9vitlksn+VEQG7fZ3m9ueoLWbg8QtrkoXzRHv8A/SvuP8TUfRqa37LOiBW6Stp5qh8Eb7vZxCvNGysUuHQU9S6oj1anXuCdt1U8nBWPUzNgLk2AVDHskbqY4OHUFJ4+9hfHe2ppF1jYZSexwlhfqJNysPOcEko7ct8kdzZB/pON7tmvba/osTUIqVxh03AJbqNhfzUsxWkp6uDRPsBwN9wVHa3D2xRGK+qPjquvOajQyq1ErFyn/s62m1EZVqL9DX1FeykpIpasHW8btiaXcBcnbkOquPnd7TCxsYdDIwu7zUNum3O6t1D5qR7O7pX1EPdltmW1Nd/Aq5HSOnZBJO3RK1o1MbwHkoOvK4LlPD5MDEoWRyhzABq4gKbZbY5mDU7XcdN1pIMv1FTVNllOmK9zfit1mDEYsDwV9T3evQA1jOp5K3xGinXfO1rCfBq6y1XKNcOWbI8FFc2UlTLXMlbG+SPTYWF7FU5Rza7Fq72KrpxDK4EsLTcG3JSPFKmOioJ6qT6sbCV6C3EYtyNWMLNNak1yQDM9Wylyw2iqHWlnnYI2cTbUOSxDy4X9PwUbxermrsWpp5neJ9WzY8AL8ApI1w0gOBNr7la3jdV/k1ykus4O6tP/AI7w+3yU3AHuVWre9zfV1/FehzbbjovQ6MHgeJ5roEg0l1hq6/nirUzSdDLfWljb/wBwV3VHpGx4Ly4fX0LWgWdVRjf3/wAEZVc8Vy/R1EyRwUxlleGMY3U5xOwA4lRmXNXt9LFU4BS/rCN1V3D3A2sAbFwHMBScxxywGKVjXxubZzXC4I6FKamp6aPu6eCOFn7rGho+SqksnnISS5ZH8Zy4cTBn74R1FtvDsfVROqy/i1O8tdSPeP3mbgqc5ixJ9FGyOH+kkB36BajDMYqhVNE0hkY42N+SthNxRt112yhv9CMQ4Jiszw1tFKPNwsFIsFykI3tmxJ4fbcRNO3vUuvdUuWZWyfBrytkzFloaR5YX08Z0fV24eiRUVJFKZY6aFsh4vDBqPv4r2vnNNSvmDdRaOCxsHrzWxOL2aHMO6o4TI/M459DYK1UUdPUlrpow8tNxfkrpIALjwCsUldBUvdHG43b1WW10zCT7Rpc9BpwxsD2NfHIbOa4XBXNpsAbU41DUxPbHEy2qNrLcOi6nmqldVUBDBdzPEAodBM1rRGG2dwcOa81rrbadcmpYTR2NDZirCMXF4IZ2/SMa4jmRuqMGaGUDWjgJHc/NY+OHXPE3vJGaH6vDwd5HyWVhW1GP+Y77V0fGxSm2bUG2+SDdtd/5OxW/8zH9q47G0T1RiBALbnY8Quudu0jmZVD27ETx/wCZcPw6aSmqu9YNbnbWK61lanyzn61/OSFsYiiOkgHmVI8u05psAM7wRNWv1nqG8h8AFF4ZDWSR0jWuEkr2stbbc7/K6nla1rHMgbs2JgaAsQSXQ8fXuk5swe7sdx8VD8+1YdX0mGNNw0d/J9jR9p9wU30hcdrcSOJZvrasHVE5xZH/AHW7D42v70nLGF7m1rZYqaXqbmGOF8J9ribIHGwBCu1mVMNqqPvqZz4HOc0WvqbubcF4yJ0sTA3iCt9Azu8M0E8HM/zBDjQjF4yckxHDhSYlVUD6dpmZdjmkfMHkpj2c4njnZ5itLVyP0UtU8Phe117SssQ7y2cAeoPksrtHw1tFjNHjeg9zMe7nNtgevw+xdBy7kSPtLyS7LdFNBTY7hjzVYfJIbNlY+wkjcfc0g8tIWWZur+HNxPrfs9zTh+ccp0WPYe9rmTsHeNB3Y8fWafQqQLk/6P8AlCv7OcKjyridWypmqIjVlzCdDZL2c0e4hdYWCkIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgC+a+0rJE57aTiVfRGTDpZhiFNPxaHtaAWnoQ7l0K+lCuadqFaJcXho2OB7hlyAeBd+AHxWUjZ0kN9qRFCAWgkAeuy8lMkkXdOe90VwSzVcGxuvA7nc+4rwO8Q634WsVM9A0mJR9LzVvs/LWdo2IukLQx0TGXdw+oDZXpN5jxWrwennqcexVkEb5HmpY1oaLn+hj/ipxWeGauq+3g7VTxtjZpZsOK9jraZ83ciZpf0WuwKgr6TBzHVSvfM5pIB30bcFoqJsv6xjjaD3gfv14rVm9jwjlU0KxSbfRN7KIdqQ/0PT779/t/wBJUv5LEr8Poq8MFZAyYMN2h3JU6yh30SrT7I6S5UXRsfocjwLC31tQHvFoGHxOPPyClIdVSULo4JYWTg6dTW7NbfoedlJq7Cog29MGRAD6gFgtHV0cUcboZHOh702Dmusb+XmuBDx70vynbs1y1Xzf9iw1ssjGRmaN9RHYSOAtdb3BKcPm70tuG8PVYeX8HhMTpmVLpu9Op8rzdzrbe5SeCBkMYjY2wC6Ol0rc9z6OfqNRiOxdmNiPhopydgI3fYuQYSP9G0pvcmJp2HkukZydiENHUSwlwp2QOLi23Q3uueYe0sooGXJIjaOPl6rsQJ+OjjLLoHDY8uSbgcPkqrfm34KngD/Dz9FM6g/iVsMqyuix90jACW05Hpdw/gtebW+PJbvIbGvzDU33AhYPLcn+CxLo09c8UsnmGyvmp2ve2xKyV4xoa0ACwVuOpp5J3wxyB0kf1mjiFXnBwsZ6LqpK1WaKPGaykjbguKNoJWvu8uiDtY6eXqtbLhGOSVUrn4o8wOgDWx6t2vHF1/PojeCUYJrskU8bJW6Xi4XPO0TFIon/AKroTpdxne08P7KwZ6nEqeZ8UlXUNkYbEd4VqammMz3Sa3a3G5Lje6ujp4t5ZuaetQllskWR62qxbF5YpXNsymGlnK4I39d1PMNYxrix1P3bxx22PvXNMmVDMExc1lReSMxlhDOO5G/yXTMMxfDsRb/Nahjnc2O2cPcVRbpoqeYoxqbHlpdGesHHMMgxbDpKOe4a7cOHEHkVViuIR4fEHvaXuds1oPFWsKxeKuf3WgxyWuATe6KSXBrQhYl8SK6NXljKNPg9V7XJUOqJwCGkiwbdW+0uV0WABjTYSStafTj9ylaifabb9SxtLhq74EC+/ArS8pKX+NPHsbejsldq4Snzycplbqr6IadX85YfhzUm+PNaJ1LL7fQy9y8x9/8AWA2uAt6OHT1H4LW/4/Fx0vPqz0eskpWcHpI+YQHhvzKcDa44jogNgLO68/xXcNY9B22PJUtD34hQMYASapvrwKqubHnsPzzV/CRfH8PGkW769/QLEuinUPFUmdLoQ9lMwSX1WV8qzPOyCDvHcAtV+uX97tC3RfruoI8+q5T5SKsxYc+taySG3es2seYWtwvBagTiSpAY1pva+5UkimbLG2Rh8Lgrc80cMZklkZGwcXONgmSyOoshD4Zc4C11QXt1aS4X6XXjJGyMD2OBaRcEHYrW1FLUms1s3BN9V+CMpjFPs2ZAcCCLgpFExl9LQ30C9aCGi/FVAbrGDH4BaHNIPArFpqCCmldLGCHHqVmOc1jbucGjqTZWnVEG/wBNGf8AEEaT7MpySwi3ORpN+CjGJMoHvc4EMf1DVv5a2jJIFVAf8YWjzDiNFQUElZK+NwbsACDqPRU3UfFwsFlUnF8EWxQQtmbGZGOe7dovufcvMLIdSAj9932qEYnitZUYqcSL9EoPgtwaOimeXXGTBKaR27nDUTbmp06R0PLfZ2aM55IL26Foy5G1wu11TGCPeuTQUsEBL2t36ldV7dN8GpmcjVMv7gSuVueDdt79VfI0PIP+RG4yfC2qx1kpF46eMye87BSOQl73OPMrVZHhEeGVlYQB3r9DfQbferlfjmD0Di2qxCBkg/2bXan/APSN1hdG9pEq6VktZxrjhmWK+sDtL2xFsZ/tu8LfmQuSYBC1hB56QFJ+0DMMGN4dDQ4fHP3QmD5JJG6Q4AGwA4877gcAtBhrdI6bqifzWL8GnrLozfyskmGS6iR0WdDXunb7NExzXunjY2/PxDdaaleImuNxut/kOhqqzEH4vUx6KOC4pr8ZH8C70CtNWit2WJIlWY8KhxrBKjD5LN7xvhdbg4cD8VHuw3NNVgWP0kr3OFThk4inYeLo+G/uuPcFKYpQWkX3uVz3P2H4nl/FP5dYdCH0BlZSVw4gPe0lpPkdHHqB1Umb/kKsx3r0PunH6uAx4RmCnlaYmStJdfjHILH7VJgbhfnDJnzF6uTD62vq6urp4IzDTUxqHBlPKw3uLciCD57r747MMzUmbMjYVjVNNG909Mwyta65Y+1iD0NwonIJMiw8XxXC8HpDV4tiNJQU44y1MzY2j3uIC1mA50yjj1SabBczYRiEwNjHT1bHu+ANygN+iIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgPHnS0k8lw3Ha84jjNVV3JbJKS2+4twb8l1jPNcMPyxWTB2l7md2y3G7tvvJ9y4o0gm4HE8b+5TidXxtfcy+0hwuLAX6q5E5xe0G9r2VkON/PzCuQG87Nue6kdRl7jKTY8VuOzSNgqcdqLFsgrhGHeXs8BWkmkbE18jzZrQS49AFOuzGLDJMtCSnmgqZ53maqLHB2mRwHhNubWhrf8KjI5/kJYrSN3BJKTdtR7iFdiD2PMloC88XaLErzEJIKGndMYgTwaOpWNgdTNXVDxKxrY2i+3IqpyWcHLVc3BzXRsRLN0hPuKB0mvVaPhw5LJFNHbYlY9Y1kBAF3OdwCkVpN8FmpY6dga9jW/3X2XOs5e3CrbT1MDYY2EmN0bj4vM35rqMdMHRhzjYkXstTmVlFBh8klXCahosBG1mpxJ4WWIqEXuaLarZQeEQDAMZmw2l9nFMZRq1NdrIIupBBnebwxfqh0rzsNMu5+SvyZXwwRxOlc6CWf6kWqx9FuaDAKPD7OgjaH83ncqalU22lyWWzUuWafPOL93kSvmnpJYZJact0hwJaXbBQlo0tDbnYfnmpL2vHuMtwwF3iqKyCIAHc3eLj4KOEbX3WUb3jfpkykjex336fgqdI/I/BV8enNNvn0WTpFAG3RRqvzniuWc6d3S07JKV8MZlLwTfd2wN9lJiNuJXNc9YlKcfrcNLGGO0btXEggfitTW2ShXmPubOj00dTcq5LKPqPCahtfhtPWR+Fs0YeGuO4uEhw6GCqkqI2/SS/WN+KhnYziv6yyVSh7nGWnvE7c8uCkrpZXYkADIGg22PJSjJSimeX1FDpunX1hs2/du6FUGN3RW9R5Pf8VQ9rXOBL3XCtNQ1WYctQ4oe+jPc1AH1wNneqh9blnGKVxDqR0rR+3HuCujunZEAXzaQdt1Ri1O6vw59M2rkg12PeRmzhY32KmrHHothZKP6OaUmCYnUSBkVHJ6kWA96mOWssMw6QVVURJUj6oH1Wfit/CRDGGMdsBa55qozv5OCOxy7MStb6NPmijlnjZLE0uLOICw8s0M4q/aHsLGMG1+ZUidUvAP1SqPa3bANb8lQ605ZLI6hqvYZCtVVJS1TQKmCOUDca2g2VPtrgL9226xI5HxV8lWZpHNeLdyfqt9FNpNYZTF45yRftJpoIJMHEUegGd4s0WG0ZKjm1vcs7OGMVWJY9DQ1FKIhSSucxzTs8Fh3WHa3MqcIqK4O5om3Vli9iN+f55rzkPQ33KqG5HiPFU8huPqqRuAjbly5fgsnBBfMeH8vG8267eisHiRty5K/ghAzJQBzbf0hv02CPo19V9mR0DFGPko7MFyN7KPWeXaQ0k9Fk5gzxlfAZ46TEq8xyvbq0tjLtlqmdpuRXPu3E9J6mEqh2wTw2c/T6XVuG6FbafrgluHxuhpI2P+ta5WJmTDI8Ywx9DLM+IOIOpnktNH2jZLkFxjcLf7wIVrFM/5YGHVElHjdJJO2M923VxdbZRd0Es5Irx2s3r+N/6ZI8HpGYfh8NGyRzxGLanHcrOaRfYr5rpsZzVJUTVrMzRxPlvdr6gbA+XJb7s+xHOeE4/BLWNrazDKh1pXbyMsf2mla0NfCctqRv3+BtrTlKSz/o7wdgT0WBhWIOq6iaJ0Lmd2bAnmtpA0yRNkaNnC4ujaYtcXMYBfjZbnOTg+6NXmDBaDHMOdQ4jG98JcHeF5aQRzuFpTkzDo34cY56tgw43haHix/vfve9S9zHji0qxK13MLOApNdHMc5YR+r6907Iw6nmddpt9U8wVF6ljHggsaQuy4jSsqYHwzxa43bEEKDYxk+dsjn0Dg5v7j+I962YWrpl9di6Zz2rowT4HW35qbZcaW4HSjpGFpMQwfE6ZxE1FIADxAuFIcFFsHpRx+iH2LM5J9HT0stzZA+13D5MUp6akglZHJ3utpfuNmnY2XLK3L+NUpcTQvmH70J1g+7j8l2LPL7YnSA3+s/wDy/itOx/DdUtZLrtLC55ZwPHWYjTNkhdLWwwvfd0Bc9rf+ngsHDojHSyBjQ1p4ADclfREzY5WFkrGSN/dcLha2bAMEmdd+GUp9GafsWMcYNWXj3jCl/s4iSGMbHtfSsXDqkHU25J1m3xXc/wCTGX7gnCac7cwf4rMpcEweis6lwykhcODmxC/x4rG0gvHS9Wcwy/lavxaeGethfT4c06n67tdKP3QONvNdDkdHDTNghY2ONjdLGtFg0BZk8gsQTc2UKzXjwoainw6Eg1FRI0PP7jCftKz0b1VUKI4N1A+5J5EqQyzwRdh3aGarCRikPc0odESfBdzh3u2/g+t7lFu+ip4TLNI2ONouXONgFgN7Sa+iwHGsHwVsMNDisTYamsnZqLmAOBbG08SQ7iUZTrpRVTTfLOQYFT1ctHJHHVRdy8jwui1uLhwI6Hci6mvZ72gZr7PZa+kwOtZRGvaGynuhI5pHAgHYO9QV7h2QsyPy63HcDwGqkw+WYQRi/wBI82+uAdy3z4Ls3YD2eVeCGqxnMmX6GXEpHgUhqQJPZ2W3OnhqusYOTXRO1/Kjn1DljtN7Ran9ay0tdVR8TiWLTaY2j+yX7AeTAtVnvKOa8gPoMVqquOaN84ZHWUT32gl4t3IBF7bEdF9fvgmqXNfWTPmLdgHfVHoOAWuzjgVJj+WK7B542Sd/GQwuGzXjdjvcQCs7TfXjvleXybb9HPO9Xnrs1psRxE6sQpZXUlU//eOaAQ/3gi/nddIXN/0dMkVGROzinw2uex1dVSuq6nRwa5wADb87AD5rpCicoIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIvHGwugOd9sFebUeGMdckmZ4Hwb9654PLhyut3nvEP1hmerlBvGx3dx34Wbtt791pbG1m347fZ6qa6PRaWv4dSRW3lYnfzV2mI9oaAeforLDdxta4HLZXKN307dz8FkvKMVijrKaWjlMoiex7pjECX920bgeZJa33q3+iNguLYbTZklr4Z6eE1TIo4peIcAST8HNWfUzzYZk7HcxU80cNRDA7uXvbcNDeGx6km3qF0PssqMMq8kYbXYXUPqIamPvXzP+vJIT4y7zvdcvT6qV+psS+mPH9+pxdfNSmSCuo4quLu5RcXvsvaSnipYhHCwNb9qv3WHjFU+kpe8jbdxNgTwHmt6UlFbmacd08QRma174HODnNBIWBhMlTNRiSpHiJNtrbLLF1mL3LJiScZNF4u8Jso/gWG4lT1tXXYtWioknf9HEwWZGwHYeq3oOy8cjRjOCP0k+H43mSeQUz3TYS8xCYnw6iNwPNbqeVsbC97rNHFUUlLTUccjaeJsYe8vfbm48SVqMz1QhptUjtMbQXvPkBcrCjgsit8kjmfadjzcXz1heCwajHRSNmmPLWdwPgFlAXHA8lDcEkmrcwQ4lILmtqpahw527twb8BYKZkEbgc+isj0djQxSrePcpI4+iG3I7XKX24/P8U1XHE8+f4qZungaNQ36LlOaGOfm/FHkX+laxvoGN/iurlwYx0hOzdzf0Wv7O8gV2J5jdi2ORhtIHCoaP8AeF3iDfQCwPotLWpzioLts3/H6yrR2SusfSf9nQ+yPAzguT6Zs8YbPOO9eLcL8FMNMV76G39FbkfHDGC5zWMGw8lU0gtDgbg81bXBQioo8bqbp6i2Vsu2yvRF+4F4IoeOlaDFcaliqjDTtFmGxJHFbminM9JHM4aS5tysqSZGVMoxUn6mNi2FMrTEBIWNadx1WZFTRRwtju4hotdfNXbh224ycelyzk2U00cUncS1bR4pH3tpaeQuoxnZnaX2eUWF5gnzlPUOqyNcXfEhrrX0kHiFXO6quyMJPDl0RzJrHoj677iEnmsPFH0tDT948ucTsAOZUb7Hc3uztkSjxyaNsVQ4uina3hrabEj14qRYxQGvhawP0lpuCrZPjgzUoOa39GHhc8eITOjs5hAuN7rYnDW3/piqcIw2OhjJvqkPErOssRzjkzc4b/k6NZV0rYGhxn48BbircVI6Zge2QWK2NTTsnAD+S8d3dNTOI8LGNWSt4wcjzA53/iBPTbFkVMDcDYO2FvgVcOx+C0GCV5xXM2J4gSXCQvLTx2LwB8mqQm1+I4q1dHe0P2UU9N+aWuOXBVcgA4c/zxXuk+Z4IbZS4H13VNFI6PMGHBtyXd4LeoCuFvXm7p+Cy8r0/f5xoxpGmKB8nDhvZJdGtq3ilnNu1XL2ZJszVWIOo5J4HG0fdi5a0crKCGlqmOLX0kzSOIMZX1diUgE0sjuAvyWp0RS1EdX3kcVPEHd6x0bfETwJceFl5m2eZs7Wg81OimMHDOEcAy9lXF8YeDFRuhgv4pZG2FvLqsTHsPZhuK1FDpcRE7Tdw4+a+laOopKuAyUckcsd7XZwuuPdsGFyUeYRXBt4Kpos4cA4cQqtx1fHeWnqtTsnwvRHPQWc2bLuX6PeOQz4RPgVQ76alOuLfixx+4rjGkE2sF1T9HXCjPj9biRjHcwRCO/mTf7lu6R4sRb/AMlphPQyc311+zruKvjhpS5uq/DZxWJh1WJdYLnbc9RUhmgp5GFj4mkHlZW4aGkYNLIWtHkuzzk+WZWPya1rha/fSfFY9Uxr3X9olBHQrfGlphwjCsvoaZ3+z+ayRNK5zgN6qS3rwCpDi8XbVPI8is7FsMZJRPZA2zza26wsGwt1K1zpyQSdmg3UXJ5wT2rZuzyc5x6kxHC8YxCqjr5JzVs1RxSu8LLFZ+HX/V0GqwdoFwOCsdpemrxObDqd+h0dI57nX4Em4+QV7DwW0EDS69mAX9ynBc5Ol455TOV9uWYJMttp8SjjilEZdrje7SXA2Fm+fD3XUVw3tEwOplZDMHxyGNr7t8Qu4A6duYusr9JaISuoZxPTsNH3lSGzfVkLS06B1J6eq4thsvd0wcyvYHP1VUbYYSS2U38Hy+aN84Ni6+Vb4O/UuO4NVsa+DEIrOJaNTrbjiN1nd41xGmVjh6r52q2yTsEVNBVEyf0ck8mgRyjd+w62WZLitbZ0oxLupXXlbFC0uOvZuk8eVym4rWv94n0Dc/vs+KqcQGeKRgsOq+enYvicbZJoKjEpoYg+S8sxbeIkRsNuoc7kOi9krcR0mGtxOJj6RnsrmtkLzK1znkuHUgEb+izkz/nx9jquas14dg4kaxwrKkDZjDsDyuuaCrqMUzPT10zGxummaSL3AK1NV/rk7gX1AOzHm7A4DYOI9wWzwGodJU0cZaw9xLazB1N+PkoPLZQ9Q7ZLPRs8xYmzEsaqKaV/8ww9wZ3ZNmyy8PF/ZG/wXZuzbsaLp4MbzTNDWOsHw0sfiiA4gk8/sXz9jEElBjmJU00ZcXz+0MDj/SNJuvpb9F/Ov8oMpVeETBzJ8JlDGNcdR7l1y3fyII+CmuzNChZdL4nfodYgoYYWNBA0sGkAjgPIclkAsYPCPJWnPcTxPRUje4PEjdZOqkksIrLyfjYqgknnxFtuqE3BN+I29UPE6Rx34boZJ1lmfv8ACIieLPCfctmoxkicXnpr7X1BSdRZ5zUw2WyQREWCgIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAtfmKtGHYJV1hIBjjJbfrwHzstgoR2t1/c4PDRNcdU8lyB0H4rKLKYb7FE5cXF0hdc6i65I/N+KbWFtNuAA2/PzVsbHbf8AP8V7c333PnxVh6Urc6wAvseF+Hu/9lh4viUeFYXU4jKbCCJzhvxPLisg7bAn3K5SZdpcyVkdNiBd7DTuE0zAbCTfZp8uartsVcHJ+hC2W2DaOIZxx7O1Rk6ObEqh1Lg+LVJMNPp0l7Yw0D/CNh5kLvv6HldLUdmNTSyOLm0uIPbHfkHNa63xJXP/ANLuERsy22GMR08ccrGNaLNbYt2HuXWf0ZsvyYD2UYeZ2ls+IOdWPB5B1g3/ALQPitfTOLr3RWMnnbU1JpnUWuBNivSAbXAIVoiyppYnxl7nzOkL3XF/2R0VxBGTyVDuGy1WJYyKeYwxM1lv1ieAWfRz+0UzJrW1C9lhTTeETlVKMdzMGgkrZK975i5sYuNJ4eSvYpicVE0NLS+R3BoWWVq8Uws1lSJWyhu1iCFjDS4LISrnNOfCMigrG1tN3oboINiFCO2nEWUmUZqVrrT10jaaOx3AO7z8Ap3S0sVHS93HwG5PVcS7WK12LdoNNhjXkwYdBqfb/eSG/wAmgf8AUpc4KpuO57ejV4EwDG6GENFo4JHAHlsB96lbuYtY3WioaSKHMcBaC53scpuf70f8VvnC17C3FWx6O1oFilFIJ6kcOf4pckcSfz6rz3kbjmvRw58OqybpS6n9uqKXDbE+2VDIXbfsE+M8P3Q4+5dega2JuljAwdAucZHp2VWcGOcQRRU75LdHvOhv/b3i6WbAKuS5OJ5Cxys2+xhYrRyVjI2skDA073WVBGIYGRAkhotdeh1k1XKjjnJpObcVH0NZUYNDLWGcvcGuN3N6lR7tG7R8p5Lw+SDEsRYKt0ZbHSw+KS9tthw960P6QfaW3IuANpMPe12NVzSKcHfum8DIR9nmvjPE66rxCulra6okqKiZxdJJIbucSiSXRmU5SSTfR9P9k2J5NznlePCXYEJKqKR0k5NNs1+ouDzJyJ9VIu1Wny/T4HFiWP5akxuOH6FjGv8ADDfYONyALm26452edq2C5P7MZcHpsOldjLy/xgANcTwcT5Kqv7ZpMQ7KZ8v1FBLJiUsfcSVP7Gm97+q8Zd4nUy1nxYJ7N3v6Ptl8bYqGD6S7H8tR5WyJQ4a0RhztU7wx2prS86tIPMAEC/kpiAF8+fojZ6qsUo6vKWKVDppKOMTUbnm57u9i33bfFfQIK9muODVKi4NaSeAC1dFi7KqvNOyMhu9nHyWyNiCDwKxKWhpqWV8sTTqdxJUZKWVjotg4KL3Ln0MslRztJxD9W5NxCoa60jojGzrqd4R9qkBK5f2+18vseF4TAbvmqO9eP7LPxKmVIimUmhtXWNAADIYWi3+JSO++zufX8VoMp39oxF3DxRtv6ArfX/tc1Yuj0OkWKYi5txvsvS3fcA7jiPwVJ3B9FULa+A+ssmyVAC4NhxUg7PIBLi1bVAbQxMg9STqPNR7WGi+wABJU37O6V8WWWVBGmWqe6Y35XNh8h81GTwjR189tePcrxWnMdQ648LloX11HFV1FFW9zFG1jXMa/hJe97Dn6KWV0VT3ZdL3bmC5cb8AotFidBUtp5XRsMkkr2RN06nCx4+S4F+nluckiFFm6OGVNMFNG6SnhLTUnW69xyA4ctgtXj2W6PFMuSYZDCISbyREkkh53vc9VJTTueR4brNpcKkks6RwaPJa8KJzeMGytUqMTTw0fNFHl/FajHP1PFSvdVh+kttsPM+S+kez/AC5DljL0dDGQ6V3jnfb67jx9y2tNhlHTSumigZ3rhZz9I1O9Ssu112NNpfhcvsr8v52zyEVDGIr/ALjibK43YLRxy4jJiekNc1gda1trLfG2my2YT3dHEnDZ2anEcbpqScw6XSPHHTwCzqOpjqqRs8d9LuqjFVg9c+ueO71Bzrh/JSCliZQUDYi8BrB4nE29SsQcm+TYvrqhBbXyRftRz/geQ8I9sxSR0k0m0FNHbXKfLoPNcI//AND5vxbEXQ4FlelkaASI/HI+3U2W/wA45fwXtI7Y8XpcUxdz6fDaOJtNDA8eIuF3EHyKpytkhnZxBjtYyqjqYqiINppDs9v9k/Jc7V+Wq08nUvr4wvfJRGtvk1/8psQqsFlzNiFK2OsrWkSQ76WNG1hzU/w92qkhI5sB+QXMs1v7vLhivuIzf1sui4PIDQ09z/s2/YF1odcnQ8b/ANRw39I2T2jHMMwx00EDJBJKZpTs0taQB7729bLk7pzN4n1jmidzppGU8FtEovo68dXJdZ/SAnjfmGiw14p4m1Gm9RK3+is8cD0N9/RcmraproTLLVSOLrNlbDHYWaGBhv6o1yR1T/kaNdLKyaSWF8Ezu8Pch1RKWhk4uXG3p1CzqetfNA2RlRT0xee8ZFTxXLZA4NA94BK1VHQTT08pnpnB8gMMhnl+rUcS+3ottSzSNpIx38FPdwkLYY76Hs1afjZRwaxZMLXmKQUtTUxte6Vgnk0tfDHrfIz5ch1WRQ6qOKnAqqOGSCmM0bo2anPc630bj1Fjy6rGnhL9EHd1Tu8eymjdK/SyOdxbrB5AGzlsKV0Tr65KamhnqfpWRs1vg0239DrPwWQjCrmh1XHEwPmaIw28rdNnDdw9OKzcBe51bTwtkAj71ptHHs23O/yVFe3vrSyGSSRziXulFmm+wI+a2eCGT29ns41HZrmsbZtri6kngnW8SRNMXwbD8Ya32uN2tl+7lYdL2jpfp5FSPsRwyhyvnqJ9HJN3eJxOpphI8EB48TOXO3zK1bLAG3DkpnkvA3YjlTG8Yo4ya7Bqilqo7cSway4fK/uWcHXlGuL3tcnZuZBN7i9gUvboAN/zyVumnjqKSKeMgxyND2nqCL/eq+H2IXHp2OwtvxK8HAA7jcHbYfclr+8bpe9zvuLoZNnlqo7jFoSXbP8AAVOhcrmsTzHK2QWBDg5dHpZBNTxytOzmgrDOP5KGJKRcREUTmhERAEREAREQBERAEREAREQBERAEREAREQBERADwXHe1Cu9rzK+Brrsp2hg9efzXW8QnbS0U1Q8gNjYXG/kF8/11Q6qr5ql7jqleXE++6lE6Pjq8zcvYtciF63y4D3hetBH4KtoF72vy28vxUzslIHOwt1upPlWiLMMeamMPFXIHNbwOkcL/AAUXq/DTSuFtQbtspPRYliVBl2kxGbBo3Qud3YayrOrYcd22Wh5CuyyChBFNsksZL/aHkGDPlBhdHM4Rx0la2WR3PureJo9bBdCo200EEVLThjI4mBjGN4AAWAXP5u0rCqTB3Tz4dW0zQ/uyA9rjf47qjBe0XAK2QTQmuDGOs4mG9vgpaep1VqLONZDc3J8HSXFVM4KJTZ6wJzR3VVLc/vU7xb5K7h+ccGe7RJicLb8C8Fv2rYNdQeMmXLgs0lU5zngRk3vzWBjWeMv4D+sKJ05kqcNha98LRuS7g0HrutB2o53oP1Y3BcJxXTiFYW9zNC4aG+LcOdyXOoMp4vjWZJZMYroHxnxS1UcwJm22A89guZqddVpMpvk3IQlek59HUsL7TsHqnQCpAp2mm76ocXXETybCPzKnEMjJomSxm7HtDmnyK+ZajLmM4FROxuphg0QzDTE9wdcX+sbcl9AZHr5K3K9FVVFVHUyyM1OkY3S0noB0Cs0WsjqFwyvUUxr+k3VZKyKkkkkNmtaS49ANz8l864ZKcRxvEcakJLquofKCf3eDR8AF0jtix2fAsiYtVVU4YJx7PDoO41GxI911zLJLaeLL1OaWfv4dPhfqufetvf8AOo4KHDasm4wasZV5gYQ2xbSSjf8AvxqQPF9+HFaDAXNdmJ4axoa2ldc9CXt/gpC8XFx5q+PR29Fj4KwWwN9xzXgBA3HRVFvkeP55KzVStp6aSeW7Y42Fzj0A3KybRK+y3DmuOIY5ICXT1DoYTyEcXh/zmRTKpqGRW1H3LS9nRc3JOGCSmnppe5+kZMzS7vCSXut0Li4jyKysR1GovYkHgoNnnn/La2zPhlbKzUxVtO+6xcNjc2NznAjVwCyXtLonMuWlwIuOSwUySTeD4S7cMxy5l7TMXrpHl0UU7qeAX2bGwlot62J96hcMb5XhkbHPceAaLkr6y/8AArJEVdLLWtxCskc8ucXzWBJNzwUgwDJ+W8CxASYRhWHxU0cRDrxa5dd9jqPKy0bNfXDhdl8NLOSyfPPZ32O5kzNNHUV8L8Lw7i6WVtnuH9lq6L245KwjLPY9FTYFRhjaesY+eUi733BFyfVddpsTFXFP3UT4XxN8IlGkG42PosXGMJ/lJk+qwbFO71VkBa4x/Va/iCPQ2Wj/AJ85WJvo2HpFGGV2fOH6Krpx2xUPc30mmn7z+7o/jZfaGpfNn6KuR8SwjO+YK/E6d0Zw5poWOI2c8kEkf4QPivpLSV208rJzmsFivqJoYNcMRlfcAAK6x7iwFwsbbr0gqxXh7aKVzPradljrkkuWkPbKYTCIzN1E2tdce7SagYjn6WO/go4GRCx4OPiP2hTOJj3zAi9wbk9OpXzjmTtBqDmDGnwMAlkrS6OQ73bff5WUFb6s2LdNsaUeTqOUo9BxFwJIM7QL+TfxW5J349VEuynFTjOEV9a4adVaQB0AaLKXuAvxH5962IvKOzpk1VFMpBv8AqwPF/iVJB5eXJVBpvw/aP54KReWq1r3U4hjF3ykRtHUuNrLruH08dJQwU0f1Io2sb6AW+5clhjq5sXoY6NodJDqqSD0YLj5kLYVON4rNs+tlA4WabIoOfRydcnZNRXoSPtLxgUeFCghfaap2NuTOa5eyWWJ4fE9zHDgQd1uKv8AnR1Tuc937xNysYUMYO7iVsRqilhkqNtUMHS8oCHEsu0tS/eTRpeb8xst7BE2KPS2/vXKcOrKvD4u7pKmSFl72B2uptk+XGKpjqitnLqcizA4bu81qz08YPcjSuUnl54JHdVNHMqkKq4UDWKrrxxsqSeipJ2uUBqM4ZkwrK+Bz4vi9QIaeIe9x5ADmV8fdq3bNmTN9VPS0VRJhuEk2ZBE6znjq4rN/Sbz1NmXOkuD0s7v1ZhrjG1oOz3/ALTiuQHigJx2LYNVZjz7T0ceJT0dmullljeQ9zRxAPmu7do9ZTUMFBlqj8b3O7xzS/U5rG73PqbL5Yw6vrcNq21dBVS007fqyRusQpp2S1tZiOa66qrKmWokbANT5HFxuSuXqPHfH1cLpS+WPp+SyNm2OETTNj6mWl7oxloe5rCSeRIC6fhBLaeNl/qtA+S5nmuS8IPSRn+YLo2Fu+jbv+yF149HR8b1I4f2+FzM3MldNT93JStg0ybmPxl+sD0FrrmdZ3csb4JqiSX6QQObCyzXsaQGuv6gLpPbxTOjzY/FddKYzTezaJHXcLh93BvQXG/IgLnNZoM74PaJKlsJ7ppgZpa5upxBv624lRl2Van7rLUdPdpbJTMb3gMLzNLfTIL3dZX2TMe097UtjgkH0vcQ30OaHhvx+9U0rB3chkipohPqjL5X6nMe0m7vK6yO+jfG509RKaaYg1jaeD6gaSG78FFLBUzVYoXGSaergqJXRg+1d6+wbLJr7uS3vB/91tGn2czRCop2yR/zVzYG6+8YNV3g8P2Rv5haWaOp701NZRvmmhZ7TUd/LcTQHQ2Pbyvf0Pktvh5MEcEDa6N8lNAO5MEeoyF5aS0kX3Goj3WRBoqq449VmmodH3lo5JdgY9+S2OXtQr4NLnyC5vYaW8Fg1TWNaJIYqnux9V8p3FgNQsPNX6Uye30ZYZH6XM8RGkH3eizkxDmaOkt4i44gfYu1/ovtZMcyU0jQ5kkdOHDkR9IPvXE2X2PUD7F2j9Fl/wDpXHI+ToIj8Cf4qb6OprPsslzMOOEOfhgILKdxbHf9zi0e4G3uQ7ed91vc7Qd1icVQBtLHY+rTt8iVoybbHYX5Ii3TWfEqUhcjfobrw8TyAd8kbx+RQb7cbiyF4PQ+inGVKjv8KjBNzH4SoOdzz67KS5Im0zT05OxGoBYZpa+G6rPsSpERROEEREAREQBERAEREAREQBERAEREAREQBERAERCgIr2n4h7HliWJriH1DhGLdOa42zY7dd7Kc9r9d32LQUDXeGBmpw8yoUBt/HippHd0NeypP3PWC54b+X5/irtrbbeHbfj+b+i8YADcn4+Xmqw0X3+BCkbpanj7x0NO3V43gW8h0966DnmkFHk/DKYDdu5252UVylR+35mgZa7WOAvf3lTntZAGFUgt/tHfYovs0b5/zQgcOqaIVmpsly0yOI+K2uAUTsNeDTxhzXHxMI+t+K3lFl2apw6kqact8ULHPDjzKmeWcqx0j2VNY8SyN3awDwg/erVZBo0bJrLyW6TL0E9LHM+AxFzQ4tcN2rFw7CcHxMzNopI5jC7TJYcCp3oGmxGywsLwehw1876SIsMztT977+So4NPjDIvJlCkcN4Wn/CuYdtNLBhUUGD0LGxz1DTJM9osWxg7Aepv8F9ClotwXz325RyHtDkbZzi6niEYHPjw96oveIlumjunhnJnUdWGljauoDegkNkEuN08eiDF8QjYODW1DwPtXSMFyLiFaGS1hFLCbEg/WIN+C2NZ2eYeITatm17b2FvNcz4sIPg6jp3I4piE+KVUfc1uI1lRGDfTLM5wv1sStvkPHJMHxRlHI8+x1LgxzSdmOPBwUgzFkmqp2vdSVDZwLnSRY8dgoBilPU0VS5s0bo5InDiOB48Vs1WZeUa9leFhnfcqt/wBNVTr/AP07fm4+fkpI7dvVaDJji6WaQ/t00DviZFIHEELqR6N3RrFMSjTc/VPHp+CxsQgkmo5I4mNe51rse/S14uCWkgbAi4vY2usq39nmfzwXoG/DmOaGy1lYNn/LvGmXdVZZjIsbmnxFrv8AO1qz5c8UlPAyaqwyvY1zWu8JY+1xfqotiRLcMqXN49048fxUniwWHEKN8dgGhxa09LbKufHRxdVRCqUdvqXqXtAwSduoMxBoGxvTX+wrLjztgLhvVSs8n0rx9yxqPLVNTQd3pDjxJtxVk0FH3+juQW3sXLCbxyamzc3t6KsSzPgT3d7FicO/EFjmn5haafH8Mp6d89NXUkzhYlne2JF97ealDcuUbh/RN+Cw8SyrQCGSeYBsTGlzgB0WhfoIzluRs06uUFtNRR4zR4pDI5kkUULtmF8jQ53npPD3reYRG2VrI4S0tHF2sFcZxDCqeetnkjjDI5H3tbkDsum0WRqM08M0OqPU0EhptyUH4vY1JvJtX3OEMe5MaieOhb3VPFpc/wAT3BvE8LnzV3C650z3RyaibXB0qIyZMjO7Z6hp6iVw+9UxZXrqZ2qmxSvjNuU7j9q6SWFhHN3xccNck9lqII23kkDfVIZoJ2nQ9rhzF1zfE8KzQxwdFjdY5vmQbfELAqqzNOCYfNX1WM6IY23JkiasSeBsW3OSUdqmMUGVsnVtWW6aipHs8Gkb94/wj7SfcvlOlyzh9PWvmq65j4nAlrHuAIcevVZ/aV2jZnzTG7D6mqazD2vD2MbGGkubezr8juoCGkm7yXnqTdcvUxna/keEbdaceZdn0D2M0rKLK9RTRzsmDKx3jbwPhb5qZm/Xr+eKhHYSA3I5sLXq3389gpyR6H1XXpTVaT9jrVfQiggWO3Tl+CbA3AH1vJVWFzsNiF60XI5C55/irCw3nZvB3uM19a4XEUTIGHjxJc4ceVm/FbnHMqwVsjp6SX2eZ25Frtd/BRjJ+bsEwSgmpsSkqaaokqXveXwP0cmizrEHZoPvUrpc45dqYxJFi9IWHa5fbf4KG5xfB5/USmrXLBFKrLeLwSiP2dspPAxvH3qn+T2LAtMlKYmk21OcLD4Lffyi77NUUcFTQuw4M8UomGrVbgpJ7XRTs0maF4PISNP3or7HkzKxxwRHAcNwJssr6zE4KiSnkEckYOlrHngD5qbxhgYBGGhoGwHBRasyfgdTQVVHDLU08dXL30xhl3c/rfdbnLmFU+CYVFh1NLUSxx3s6Z5e4+9R3Sf1FVkovlMzKyYwQlw3cdgtSZ5i/Xrdq9VtqyMTw6b2PELDhoHax3jgGg7gc1hoxBxS5NhCS6JrncSN1hZlmqKbL9fNRwST1DYH91GwXc51tgFsBpA2IsvHEFp3HBZKz4ZPZN2j4tWT1b8vTxOlkL3GeRrNyb8ys+HsNzNHUU0WLYlhGGuqX6ImyTlznO6AAblfV9fqbO9hJ49Vpzrlqb1EbHsjN2am30HqCuPZ5CcXjB0IaOLWcnH8D/R/waicJsexmeu07mKBndsPqTc/YojlCgpKXMOYa+hpRS0UlWYaWMX/AKNm19+p3XbM/vxSiwqqxKmrw1rLNZBpAaWnY3PEuudlyOolMELYGG1hxWxorJ2ZlJ5Kr6oxxGJTmN2unFucjP8AMF0nCzZjR5DguTV0znQta43Hes/zBdYw3g3fkulE2/HxwpHDu3OF5zfNiLH0zm0tPG2SKa5uHlzQQOB4nntYFc3rpNOunFVJVsjb3cboGhrbElwN/wC8eq6R23HvM5vcxkJNHCyZ3e8Hhz2iwHPh81ziqEbomwd7JUxsDAwxjS2zgCd/IkI+yjUfdZcoGlhLHNoYGVQvreTI6JzeO/Ikj5rLfOZ4XyVVRVTMnI9vipodP0YcLEHhz+Kt0TIWMEb30sMUz7SljO8fHpNr+9X5RVTyudJ7bLI6PVINmNfA0NP3fYsFK7NYykkj7lslI107W+2wy1U1w+na3UGFu4N9PD3c1n0z2R08UftoZHZ1Q1lNFcxS+IBpO55D3FYz6WJ5ZE8U8UVU8uhlllLjAxheNJ9SR8uqy46l03jLpzHKddXFTwhjWC40EE8vEoRJSLVUxxkJbTztcGhrzM+xElySQOO4ssinc8TslLHuLHgx96617cAAOCxquTuNLp2tbIANTnSF7nE2IPlxWEMTkY4SRMY27i4XOp19+PTdSIxTb4OvsvZpIIu1psfRdh/RdfbM2LM60bT8Hj+K47A7XDFJYDVGx23mF1v9GB9s7YhH1w8n4SM/irH0dXVc0M7Znan73CROBvA8OJ6Dgfkodvw4XHv/AIrpGIwNqaGeAgHWwhc3ZcN0vJLmmxv1Gyiijx08xcRcBpI9bqrqQSd77KngeO/D3IBYdOSydIAjhbwg262+5bHLs5p8VgcSdLjoK13Hfjcc/Jexv0yNkFyQQ7ZCFkd0Wjpw6r1WaGUT0kUreDmgq8oHmGsPAREQBERAEREAREQBERAEREAREQBERAEREAVMrwyNz3cGi5VS0eeq72DLFZKDZ7m6Gep2QlCO6SXucfzBWnEcdq6txuJJDp9OA+QWK0WP8FZba5IV1m5vbhxsrMnpox2rBWywP59VcB0sLuTRc+5UNB42vb/3K9kaS1sex1uAPu3KyZJr2S0JdVSVbxuxpO/Ura9rf9XUf9932BbLs7o/ZcE1lpDpXX9w/JWr7XTbD6Pj9Z5+Sh6nIc9+r/RHsvCpdlhk0NQzxGFrQ7gwDTqHrxXQKceAKIYNg0U+UqOkY8xhzo53HqQ8PI+VlMIPqhVKKTNK2eS9bZUvOlhd0F1bZVwPqHU4eO8HEK47hYqXDXBXhp8kapscqDXt7yxjc7TpHJY2csv0dRitPmB0Ouohi7ncbAXuHeo+9bmPBqSOs9oGo73DSdgVsJmMmidFILtcLEKidcpwcWbPxYxmpQRzmuBkjAEj2EOBu09OS1mKy1TZgI4mmG3iJO/uUpxbB5oHnu2mWMna3EKJ45DW3eIZI2McLEPB1N8wuDKuUJYZ2YWRnHKIziRLJ5Trc7WeBOw9FoqujgxKVtNUQNlY51yCOikFbBJI8taLkcyqsPw5sLu8cQ95223st3T1ylJGpqLYxibbLUTYpahrRYNjiYB5DWbfNbkj0vYLAwhuiorRbcPY3/8AW0/+pZz/AFHJdyPRtaX7UTzhf3r1o8Q9VRy5H3qpt73tzUjYLOJh36qqtAJd3LrX4cFPMpNd7JOHcqiS3xUFriBRSBzbggNIvbibLomAMDaeQjnI4qufaOT5KXKRnuYLELQuppBU93oN7qQFeWF7rBz67HWa7Mk9XR4OaiiID4iC64vdvAqE4ljWKV9NJTzVQEbxZwa3iF0eaJlRA+GQXY9paR5LnGPYPVYXOQ5jnwE+CQDa3mrqnHpllMlkjZoZC61wB1XRsuZlpBSw0lZeJ7GBoeeBsoVfzW6y3gc+JztklYWUrTdzj+15BXWKOOTYumpx+Y6IzQ9gewhzSLgjmqInwzFwjex+g2dY3seirYxscQjYLNa2wA5BaTKmC/qgVbjUmYzyl2/ILTNFJYZuzG08QFwz9I3F3mtp8DhdpijZ3soHMngF3Ta/FfMnbvK/+X1eHXPhYG+llRqHiBdplmZyfFLaytcbAqX0+Wqir+nrHGBhvZhHiItsVnDLmFMZpMTnbg3Lui0/ixXBvSg2dB7E2kZCgudjUSEfJTM8OR2Ue7NooqfKVPHC0MZ30hDR/eKkLtxwXVh9KOhUsQR5bxe9etBFvevf2htzXreA25HmplhUAPkvMDw8V4nbK0afaXmx6bKtvn0C8wZzosDeWXb3k7uPG1yq7ZbY5NHWw3qMfdm4/khh8jQ7uIneekFa7FMiQzhrqf6JzelwtzlKpkFU6mLi5jm6hfkVJ7BVVzVscnKtrdFmCBYfkt1PHZ9VUOedyRK4W+a8q8FnpX2ixCuDrXsJ3bfNdAa0LS4vC5tUXEeFw2KmKYqyfzEao6HGZAe5xmvY4cjJf7VcdBmuH6mN1Lv74B+5STBICZ3SEWaBZY+causw6kjqqSNj2B1pA4cOhWUsmLIJT2ojFRiOd4PqYhFIB+/CFo8xdombcDiYJmUVRK87N7q2w5rZzZorXfWp6cj0Kh2ZxNidc6skY36oAa39kKyFTzyTqpzL5ui1Vdr+OynVPgtIXDiWkhbV2c8UqaHVJhML45Y/2JCDYhQyahBuO7PwU0yuKSTB4aaR7WzxjTpdtcKnUaGp84NixyqS2sjuIYxjmK4fBQVQjjpoCNVrl8mn6t7+4+5RvEoXma7W3U/xukbE02FlDqkfSuUK6o1x2xNKVrnLLNBWxOayMvFh30Yt/jC6xh+xXMMZ3EDbf7eP/OF1KhFhdbEejqePeYyZwftpcyXPErWQwCWkpxUOkld/SNGkhtjxtY/Ern857xkETZDURtcCAPCwAtbqHuNlOO2uWKXO9TBogjmihEjZCwufIbbMUIeQXQatTotRd9KNLQS1uoADzsoy7NXUfcZlUMjo4dIka5sjtFQyGO5DAR4gVfkppJRFCQ9vfi1PNPNpaIwHCxXlC2pka1sLqiSTQWlsUehskQuSb+5UOjgfE/anip6yTREZZDJJTgOFzbjz96wVrlGJTy05qH1LTDFFUP0zRQxl7oWNcw6hfrusqNtxHLLFLI9rQ95ml0Nkha1ukWH91WYop5NbY3zuqdBhDYowxktO2M3NzbfwfJXXmEeNjYIWyPfJCXuMj2NGsBh9duXRZYZo8Xnfd0DA0RNP+zbsQbcTzsdlaZbu2tvfqGiw9b/ArZV8T5XufLqMWolheNIBv4gB6r2ONrGM0xtvYAF/ysFU+ycejq2H/wBX0h1ah3DLG/kus/oyG2f6odcNf/8A0YuTYa1jcLowx129w2xXVv0anW7Q5R+9QyD/ALm/wWx6HS1HND/R9KHgud47B7NjVVDawc7W30cF0RRDPcGirpqobB7TG73bhQRzNDPbdj3I9yJ6hC7iR5ELw7bge8oD4t97GxUjvBxFzbrdDwA4cktvv6J8igJvk+o77CmsN7xktW6UQyNPpqpqcnZ7dQ9yl6izz2rhsuaCIiwawREQBERAEREAREQBERAEREAREQBERAFzjthr/wDVMOaRckyvHyH3/BdGcbNuuH56rxiGaqyUOuyN3dM35N2+25WUuTd0Fe63Psado2636/xVbQLgk3VLdrcBf4K4wb/n7VYd09tq479dvf8An7FkYbF3+INAIOgBpPmdz93E/FWG2Ni7cA+LfcDifz8lIMgUjqvFadzmm7nd46/Tj9g/91hkJy2RcmdYwmnFLh0EFrFrBcefP5qG9r5th9NbiNf2Kd9Fz/teN6aEb/Ufw9FBdnB0rzemy7gT3yZdgEez+50j1sttgbZmUEbZyTIL3ubnitPhMkVLgdO95DWNiBJK3OG1Ec8DZYnBzCNiFF4yVTb59slyPD4o651WHOLjvbkCr8j2tbqcQ0eZVRK0OPvf7SG3OkN4Ikl0Sri7Z4bNy2RrhdrgR1BXupRvCZ3x1TWAnS7iFsMabVTYfIKKYwzgXaRbe3JZRiyvZLbkV1FAdc0k0zWgFxs/YLjGZMUlnrauSJx7t92NDiTZvIqSVmM4vJFLS1VVLZwLXtIAKiOJURAOmQafNWx0sFy0blDcPqZu8Oo6OrwmCpcwuc5g1b817FBFC4MhbpF1H6HGpcMo/Ze6bMxpJBvYrLw/MMNVVxw+zyiRx2Dd1W6VHpGpbucvwSWhA9sxCxue/aOHD6CPbgsp1+o4hY1D/TVxsLe0W4dI2Dp5LIJ3481JHd0/2onnEb2+P4qoA34X3P54Kn4H3/ivRufqg8fzwUi8SaQ+ma9jXNdVQNIdwsZGjopnRVc0c0McIDonuNyBx3XMs+OkjyrVPicWPD4vEDYjxtU37IsQFbkiie9+uRupjiTc3BVFk0pKJy9dD5lImoXqtNddWaithheGvJvztyWU8nKSb6LroXOrYpxK4NY0tLOTr81iY9XUkM1LRVB8dW/RG217lbGJ4e0ObuCLhaaR1bPnJkLqWM0MFN3nfObv3hJAAPzUZptYiShLDywKDB3Yz7P7PT981msx87dbLesY1jQ1jQ0DgAFoKaendnirgbR6Z46VjnVF/rAnZq311mOfUTecHvuVLiGg34JdW5hricy9tQspEEaqPHoH1/s+ghhOkPvxK572n5bpn5m/lBMWyaogxsZGwcP2ipdT4NVMrxrAEbHX1X4qxnuBtTQmMmxG4PQrWsjKcGjdzXVZFxZw7F7vnae9LNL7kD9oWO3otfMKr2i4EYhBAIPF3U+VlusUo54ZzrjJ32I4LT1kFQTIDOxkLiCQR4mjmB6rm7JJ4Nzcnyjo2Qm6cqUpGqxdId7/AL7lvLX5fL8Fp8lC2VqEB2rwvN7f2ytva3IcuS70FiKN+H0o9FrgbfW6oz1PDkfxXgO4IsNzz/Fet4X3+qpEi6wEngbmw4X+5X8o0r8QwARNd9JrcQXbftlY+2k7fL8FtezuIxQsFyW6Dx66iqrUpLDOfr5OCi17m+wXChhzS97w+Zw3I4DyWy1eS8ndY8VpZ8aiiqO6MbiAbFyhFKEcI5MnO2Tk+zfMKqexkjdL2hw8wrUTg9jXA3BFwrwOymV8oANjZpaAB6LEro4qiB8EzQ9j22IKyX7LU1Rrf1mzRY02nxeqi5YJJZZz/MmC1GGSue1plpj9V45eqj0jguwVIa5jmuaC0jcFQuuwPDqyte2AmC31u7O1/RXK9QwpF8J5TyQqSxPBYtQBbbY9VK6jLLWVPctrCb8yxe/yRjtearc4dGtsp/Hg+iUppdkLhrMRmkNPfvoWjxF/Fo9Vp8VlFOyWYtJDQTYLoGL0VPRUjoaeMMbz8/VQPEQC5wcLhVSeXwa0nl5RGoa9uJGle1jmXqo22J/tBdjpBtwXJmQRx4lh0UcbWh1W3Zo9Suu0w8B9Csx6Ov4/GyTXufPvbFNVS54mpHMqGxANdTuijA1SkAbuPrwv0KgjCO9ZIy0cuoENJMsheGjULcrqb9sDJ351qmzAupJbMhLptLI5PBdxHoR7rdFDINZa0REsBLLtgZpAeGWBLj18ioy7NW/7kv2ZdPE+Smga4SiOU93Tz1M4Y1g/auBew3VTXtPePpXQsmd9B7PTQF4c3Tu4Hcfs+qpayKNr3mOkY6/cuY9xlkaRxePgr4LyQ1s1ZKGOENDKxoib9axuTvwd15rBSY7mMcLME74Jpe4pJ6qcMEVnjXqAvYfSeXG6tNka+ImN0bGylveRUsF9FgyztR23JPNVTNjY2Qtp6SJ+juHse4yv1abukb0N2HntdVSmUygF1RPGxmltz3LJIWOd7/2R1QyzFqmuEhEg0zEkuBdreTff0VEQHfMja0BxcB4N3bna5PDdeSSRxsawFhswbRbNPqeasxtMjvEbMPXwsA5+ZTbkR7Ou0jO7w2lZbhGBtwHBdM/RwdbtIaP3qSUfYuY4c5xwSi1Dfumk+Rsuk/o8O09ptMLfWp5R/wBqm+jrXv8Agf6Pp9aXOdN3+Byvbu6EiUe7j8iVulbqYmzU8kLxdr2lrvQhQODCW2Sl7HMSQfePz+bpa+5tuOC80OiEkMmzonFrhw3BsV7wJNuB+R+asPTp5SZ6bm5HqvDY7cgfz5KnkNrgbL0G/HiVgyZ+BVJp8Vp3k2BdoO/VdDbwuuXNc4O1AgcCuk4bMKihhmBvqYCsM5HkocqRkoiKJzAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAwMxVrcOwOsrSR9FES3zPIfGy4EXudIXk6nE3JXUu1/EO4waCga7xVEmpwv8Ast/Ej4LlrRt1U4na8dDbW5e5cbw22+xVt81Qwb7HY7cfuVfP82UjoHsgLo9A+s9wYNuu5+S6T2YUIb31URs1oaz3/gPmue0jDLVtG50An/EfwsuxZLpRTYJEbWMt3n04D5AKMjR189tWPc3Z4Lnna6Tpgb1icuhnguddrn16cf8ACd9qijmaNfzIpNO6ryvFFH9YxNIHosvKMU1Lh4jnGlxeSG9AsXLdZTTYRAyOeNzo42tkAP1TbgtnTyAO2IIVW5bn7kJSkouPobfvG3DdQv0usWvpI6kDVcEcCFZ9nlfWNma4adr7rOeLhWFabi8o1tNQR07tYJc7r0ViOomNYYyPCTa3RZdPW01TK6KGQOc3iLK69gG9hf0Qk5vL3dmlx7AaTE7yH6Ke31xz9VAcYwGrifJGySKXRxIdZdOxCmbV0klO9z2Ne2xLDYj0KgOE5e0VMwlndJDSyH2dwk1OcDx1+afFnHhEq54XJDjl2rmdqmeyJh95WxwjDKbD5Pohd54vdxUgxZ0cFwSGhayjlilqAGuBN+ClvbXJGUmzJweUTx1UzTdr6l+k26WH3FZp4nfmsPCgGQVLQNI9qmsP/wAhWYePvUkehp+3H9HnLj0QW8uBXl7fJeNPM2PNZLTS9oTxHlOrJbfU+Nvxe1YfYrj9NRNkoq6fuI2v7xrnHw77b/JbnM1JFX4WKWbeKSoha7flrao5XyYPlunEEtI6obUwOYGgfWF+Z+C4/k3iUcLLWDXsSk9p3qF4c0OaQ5pFwQeK1WItIqnE8ytZ2TPknyJhskrnElh06jchtzYKVvgjkA7xodZb1fMcnDT+FNpnmE3FDHfzV9s0TyQx7XEcbFU2BgLY7AWIFlpsOinZVai0tDeN+asyRxnLNhW1dJQv9plaA+TwlwbuQspkzZIw9huHC4WBX00VXGGSg2BuCCr8DRHG2NmzWiwTnJhuO1Y7MLDKyulxGWKZloxfiOHRbQuVF/Ra/E8Q9ncI2AF9rnyRLBl/yS+VGfI7YqLZrcTC4eS2dHiJmdoks1x4eajmf640NC6oERlA2IB4LK5Iyg4vDIDidO5jZZ6ipfoYC4gbbLnVZVyvNQ4796b7726KT45jNRiFPJTd22Jj7XI3NuijNRSvDHbi1lZVTGPaNyl4Tydfyc22VMMBAB9maeHXdbQrXZWAZljDGg6gKSPc/wB0LY8+A4rJ2o9ID+PNegbeVgqRbp15qsDkAeSEj2YhkUjugP2KrBc0YRgD6OmxCoEXewtcDxtfdWqz/VJ+P1HfYuM47iX60xrvQT3ccLI2g+TQFramzZHJp6mn40op9H1BTYjR18Ymo6mKeM8HMcCrM+HUtRMJZGnV5HivmPDMUxHCakT4dWS07gb2a7Y+oXa8oZ4Zi+Hx6JY31cbQJWHY39FoXa+FUcyyaM9FZB/Kzo0IDWhoFgBYK7qA3KxKOR0lPHI4WLmgkdFaxaR7IRpJF+K6EJblk0lFuWDNe9p2BB96xpitEJpGuu15BC2Uc/fQB5423UjM63ExsUqG01HNO4EtjYXG3kodkVuH1UNRi+HvqHMqnkkynnzspdWBksT4pGhzHgtcDzC11DS02H07KSjhZFAz6rW7ALDgm8sxGeItEfzCyrbmKmnixOKni21wv4v9FIJB4LrU5ry3Bj8tDLJO+F9JOJQW/tAfslbeWwZboFFVpNtGZz3JIieZrCN11zrETd59V0TNLgIXei5pV1EckjtDgSDurCsw6VuvMeFD/wC6H2FdXp9oifJcswluvM+GeVRcf9JXVWC0Dj5Kcejs+OX8T/Z829qQaM+Vssk0TmTuEbmlut8QBj8QHLe+/qodUmQG9S11mtYyUSv0jdlmuDR0ClnaGWuzpiUjO/faW1UxpDW6Ncdt/h8lFGRH2lul8LqiNgj0saZTKHC178Ngq5vg1rPusy6R8jKgRU8/07PoqcwQ7TA3BNz6rJl0RRPd7O58TWGLu55t2ylu7gB5tVljWRxCTRVz0jPBTPc8M7uQ2J2CrqH+yzMew0jKqlHg0gy9+4m1jyvZ3yVdbai8kJLkpZO5tS2mpZw6UHuKd1NDtKXEgguPO0isSCMND7MaLExd8/W5pDbkaRtuXrHnjkipCTHVGCAAP1u7vualw49f2Pkr0Za0OhLoy5jhDJ7O3VqAP19R66Urs3PDE4bVwY847x15NWkABpeLWFuAHrdX6Wla6RnjJJtsBc+forFUC4Hazi4l3iufeVmUYLYWucCQ0g7+Fu32q0rXWTpuEsf+oqfURcRi/PcAfwv71P8AsCeW9qmGjhqZMP8A9bioDgDb4BDG12poiFnWte1uXpZTjsLdo7U8IPUyj4xuCn6HXt5of6PqxDwRFA8+c9zRB7NmGobwbKGyj37H5g/Fa23LrspP2g09jR1gF7OMLvQi4/yn4qMk34nz2U0eg0c99K/B4TfjuSEO1yCOqcDytdeEb2926G0Bbpz5qcZKqO9woxE7xPIt0B3UHO/UmykWRqju8Rlp3GwlZcX6j8lYZp66G6l/gmaIiicEIiIAiIgCIiAIiIAiIgCIiAIiIAh4IrNdM2mop6h/1Yo3PPoBdB2cg7UK/wBszVJE112UrBHseY3O3qbe5Rpoty34cOKsVVbJU181XIdT5ZC8nqSb/erzHXFm/Ajj6KxHpqobIKPsXRa9vvXrRcgbWJ422VNzwuRujye7dbcu8I9/4LJYbfLFM+pqGaPrTSAA24XNh9vy967bBGyKFkTBZrGhoHQBc27NqESYoyQgWgYX3tz4D7Sfdz4rpbVWzjeRnmaj7Hp4LnHa7/T07f8Agu+1dHPBc47WwDVUw6wn7Uj2UaL7yOYZT1MpZ5O+8UspcWh3IbcFIsKxaqw+oDg8vjJ8THHitLhuWxHJTYnBJJcsu6MNBBuN91mzscw2c0tPmF4by19lesdlcn/96HfdcJxwzq2D1cVZSMniddrht5LPc24tbYqB9nteWVD6N5Olw1N8it5g+KYvU5lraGopAyiiF2S6CPnzXqvHapaqhWevr+zz9+ndc5JehnUOFRUlQ+ZjnOJFmg/shZrgrjrBUFzeoW6lg1223lmPLYAuJ2HFRbB8MioX4jJHUyTuqpzL4hbQDwA8lK5WtewtPAhap1K2nDy1znE9eSGU8LBzzM+r2yS99uC02FkjEYrczupbmOkjmeXE6T1C0dDTR09UCPEb8Ssl7sjswZ2GP1Q1JvwrKgcekr1lOHPz6fgsXDLNp5w2/wDrU5O/WZ/msh25PPjy/BWLo7lP24/o96cBwXrSLfWHx/FeA26Dhy/9kDri17/n1WS0sYo4iCJum4dUR/Ig/cvMUyg3NWCxRwSiCqhJdDIRcW6HyXmLODIYXbNPtDbE8Oq6HlimZDhETgN3tvdaOop+Jan6HP1dux/kjnZflKvy/G44hi0lS8N0Mp43HuYh5A8T5qaYk58dBO9l9QYbLEo4apleXEEMvueRW2c0OaWkAgixBV0YpLCOVJ/PlmiynLLJTTCQuc1rtiVtJTZXYIIaaIshjaxt72Cx5jdSjwsMxbNTk5I0WK406krBAyIODd3Enf3Lc0czZ4WTM+q4XC0uMYO+sqRNDIGE7O1LdYfA2mpI4Ab6G2uoJvdyTsVeyO3syFoscheKjvbHS4AX6LcmohbMIS7xnkq5I2vaWvaCDxBVhCuTrlkjGHxudVMtuAblYebO4nikpn2dqbYhS0wxxsIjY1voFDMwUz2VL5D9XdY6JTmpvJynFsBqqedxp2GaLiLcQtJW087Y3gwSXHEaSuhY7JWQ0sklBStqagbMjc7SD71EIa7FMUp21MUzO4a17aptrWkG2kenzUnc48Ga5ZXJ0HL4H8nsOs0AeyRWFuHhHks2+/LisTBd8EobAf6tHwFv2R5LKHHgePX8VNHol0j1pJA3PA8/xVQvuLOvty/BUcrkEjTz3VQaBfa3AcB/BZMlUoa6GRrjs4EG/ouHYlSmixmaMA93fwE8wu4yODYnku4B19/L1WlwfCsPgMBr4Y6hwaCxz23+tuPtWhr5Ygii2W2SOZYZgmMYo4GhoJZGH9sjS34lbkZWr8Gx/A4XVWmrq6guIhJAYxgu655rqVPJM6aWOSnELI3aYrOB1N62HBYGcsClxvCR7HI+KvpiX072u0k3FnNv5hcacnJbStybNjlPHMSo82twOtn9qoqxr5KV7v6SJzdyw9Rbgp7Uwtni0H3FfNWR8RblfOcNdidJVOkh1xvjsTIC4W2B4r6Yo5RU0kVQI3xiRgdpeLOF+RXW0O5VKMnlo5mqiozzE00uGzauLbdVdMYhiDAeAWXitTHR05mlNmjb1Wiixmmq5jE0OY88A7mtzKTKpfEsjnHBjY1VyQuaxhtcXusOhrnyS93Ib34FZ2IQsqG2eDtwKxaWjihk1gknzQipR24Znt4LQvfiLMRIcJHRl1jceG3qt61W57Frt+Sw1kjCW3PBDs12MLx5LlzqQU8736y6+y6hm3+jeuc1v1ys4I5LeAN1Zqw+/KQu+S6k7ameVyrLJc/O1E2+zQ829y6pPYUb9+Ssj0drQLFR8u54ex2a8SlkbTa4qh1+9efpGkssA3mR+eC1rWPBZ7PLVSafDRzRxCJpcdJNybHa/VbDH3vGbq4w1I9obVudC6KHW9xL4/AXf2b7C3VYTwyKh732aolpWRhgE8+nRKWbmzfMdPVQktxpTf8AI/2eRxshqDI6mpo/ZRplhqpi/vH3sSBz9xVuQ6MOLXVFRLTxu75xgg09zIQQ0Fx5XA5+iyaUshZFE6poYu4aZRUU0JkLnEXDSflw2VdVHUzuf3sNXLO69RVxSvEUcjAQ4bCx4E/co7MRaMZ+YwJGywOa6ujpzVMaZpvaJu89o1ltrAbEgPvx5HoqQA2OPQZZ4mAOa4jumEBmp7epsXfm6BsVOyIxzU8F9U7TCwvlje0O0sJ9Wt+IK9r2EOOuNzHDwPdUOF2vLjcho4XDeijBYMTeTDjfcNaLaRzaLBbKld9K2ANcXuaQNO52HU8PctaWeNhduLbajy9FnSzGCBrzG2RzT4RIbNuOWkcb+asIR5eEdRyxo/UdP4g9oYOBvcb7E/Ee5TDsc+i7TsF3sROW/wDaQoTkpwdl+AxnUBfYt0/tGwt/1D3qYdlZEPaZgnIe2tb8dlPOUdiS/hx+D63REUDzxqs2Uxqsv1bGAl7Gd6wDiXMOoD32t71z5jmuYHNILDz4iy6q4XaQVyuaD2apqaMtsaeV0YueAB8P/aW8FJHV8bP6of2B5dLfn/2R29/ReO5jjaxTURYX5/n82WTqg9b2HELMwaf2XFKeU7aX2d6FYQFjbmdvzzXoPPnsfghGUVJNM6q03C9WHg1R7ThsE3MsF/ULMUDzEltbQREQwEREAREQBERAEREAREQBERAFrs0Mkly3iccVzI6klDbddJWxXjhdpCGU8PJ8nYXiIcBc3F/4rd00gcBaxHoqu2PJs+UcffjVCxzsFrpbuAG1PKdy09Gnl8Fo8MrAQCDdWZPS1Wq2KlEkzXi9uPxWRA0SVMbdiG+M+fRa2nlDgALX9VssNe1j5Z3W0N5+QTJYTvKGZcAwaCeGrqi2oL7EBhNgB/ElbeXtCwNpPd9/J6Mt9q4fTyumqZJXH67i5bWEbW+5YwaU9DXOTlLPJ0qt7SYQ3+aYe9x/4jwPsUUx/MNVj5M9THHF3TC1gZ0WjPFXYDammN+DTf4IiyvS1VPMUb/AXPNHTs0eDuA4vvwPRV176SSKMue17ZX6GOG4LvX3KjDmRQYc2SYnunRtY4cgDt96rnijZTPjw5jbRy+JrBcA2B2+S8rZFSbyhnnhmFgWqjzBA2+2u3uK6fTuuwLmtMx0uYIAGkaXC/uXQ6N9wAVt+EjshOK6yc7yD+Ze+D3FattHRSVDm6tOwHUrT4TjTqmqbBPE1mv6paea3GKUjayifAXWJ3B81EMTkgy4Wz1EjZp/9lE3mep8l1L7VUt0nhFWnrjbHalmRLaiWOFpc9waAOa0dfjmFsDmvrYWn++FA6vE8Tx6ua2olkEBPiazZrQtVjOF+zxyTscx0V/CdV7hefv/AORRjZtgjp1eHT+WyWGS3E6unnDnQzRyDq03UZimqzjQZ3Y7j95QypqJ6WXvIJXRuHQqQ5bxtte8MkAbOz6w6jqF09J5OOo4fDNXV+Plp+VyiT4YT7PNxt7VP/8A2esk2ufUrEwsg08xbe3tU/x716yXGxPLddldHSq+hfo9BF7eYXoO1r8lRqF9j0XrLgA3WSw1ecL/AKpYWjf2lq6rliZk2B0jmOB+ibe3I2XL8y74cz/ntUpydNX4bhtKW0b5mVMlnOv/AEbbcVGbSjlnJ18d0kT5gNlWBcrSZazBT4zJUQx088EtO7S9sjCAfMHmt0HNa4AkAu4Dqq08rJzGmngpqHxsAY57Q53AE7laabE6FtcKJ1VEKkjUItXisoV2xTYjh2ZMKxaB7xFGyzbHbUHEkH1BULoZ5cTzrUYvG5wa2R0gdfcC1g1RvcaqpWyfCR0KND8SKlnhnb4poy62oX9VmRgELlrKifXrEz79bqRYFmOaCRsNYdcR2182rzmm/wCQUzs2zWM+pK7xs4RzF5JO7Dy6t7/X4LgkW3us19m78lVE9kkYcxwIIuCvJLEL0kWmso50m32aqLFKeoqnUzQbjgTwK0eZzs5buPDKenqn1LS4uO4B4BaDMzvrKSMz25+UiVWbNeRx0myiOBVLqvLU1U+lZTl5ddrW2vYWJUprnubFI5guQNlo6mR5w+puPCIzbZYxyI9Esw8Nbh1MGgACBlregV43v7+qs0H9X019/oWfYFe/a8rq49Mujy3h4HgrjeNvMKgW348FcH1jx4oZEm8EgPNrvsXptB7O8QmUOgjaA0XsbCy8k/on7/su+xZeHyNbVUTJHtaySNjPO5byWpq63ZDCNLVS2zi/2Ux0dqvvtZ33t5rcYfSSzPAY0jqVtIMMga4EtLj5rbU0LYxZrQB5Lmx0Tz8xp2atY+U1NVhGFGaCqrKGnmni+pI6MFw963EJa+JrmG7SNlTWU3tEQaDpINwVVBCIIBHe9l1IRwaUmms+pqcx0hrKF0TCA4HU2/VQyloKsYjG6SJ0bY3aieqnlY4WNlpat25J2UnFN5Jw1EoRcUYkrrniqWC5VMhudt1chHVSKCziplZh0robh4GxCi0FRUx1THMe5zi4Atve6nLGhwsRcdFhyYdSRSOnZA0P6quUW3lG3TfGuDi1kh2cNonrnNZ9Y+q6NnTaN65hLUOdVOjsLXVhq4yZGU4f/jSkkHDupL/ALptXtRSHoFzrKH/zbTbcYpPsC6LX7YfKf7KnHo7eg+yfLGNBoxfEXMdVSwe0ymJwIY1k5LC7foLLDkd3E7n91RxS0oLTHITKJ3BxG3Ln8lm4oaduN1c8NOwwRvcJWTy7Okc5zS5o9SCrUbYnRU8E07RDEBMZIIbua9zdmk+oUV2aE/rZbw/Wac0wdVS0g+nroY4wzuzcgAE+quezl8MDax8TDVEOZUTzFxYyxABAvbkrohqJntE0corqomWWSaUMZIy1xt7lQZIi2WaMwR96/u3QRxl7mM2cS0+5GRbMSrl1vZK7vHGWTXUU8EQYx0DQ1xcD7isbW0iO7Wh2jU5zTre5paPgRcq/XxPlLmFs8gkd3NBUSv0NEbXOa4Ee8BWCQ5kjo2taJS54hhFmsJJ8Nzy0pwYfRgTT9w0P2Lh04lWozK577PPemxaW+JwcDcb8trq9UQtkAuBp1cjwA5LMp6SCME3u1zSGucdLbjgQOJ6KqbLqJxiuezpfZ5Z+W4ix2xL3NubloLrgE9QQPipl2fOEfaJgjhsBiEN7/wB4KHdm7WR4QRG4OaZnOAtYN1W1D3EhS3Kbu7zthThfasiJ/wCoK5fSjpvmr+j7BCLwcAvVE84DwXP86U/s+YzLazaqFsg83N8LvkWLoB4KL9odMX4fT1oG9PMA4/2X+H7S0+5ZRs6Oey5fngiJFtj6J8l5yuBa45qk9R+CkehKuHnzXnPiTY8EPEDobLzew5fggJtkSo14dJATvE/b0KkaguSKnusUdDfwzM29ynQUWef1sNlz/IREWDVCIiAIiIAiIgCIiAIiIAiIgCIiAwsbwujxjDKjDcQgbPTVDNEjHcwvljOeXK/IuZXYZUl8lFLd1FUH9tn7p/tDn8V9aKO9oOVMPzfl2fC61oa8+KCYDxRPHBwWU8G1pdQ6Zc9HzthdXqAdq2AvxW178swOTc3fYfEqG4jHX5Wr6/CsZb3NRStN3cnNvs4eRW4irm1OGwta4Earm3opHei1JZRmUfhcPJbiG2kbfJaiC2kHlz5LaUbgWWsNvJCRfcOv22VTdRpagDfwOsL+SHhz+ACSH/R9Vvv3bt73tssojLo3OXsWhrHNoJWiXvHFjW6dgwN4lSykwQwwNipoo4ouIAUE7MIBNmOAOFw2J5Pwt966vSRywvfC7eLi1y0L9FD4i9mcu6518I1keGQUz+9DQZbWLrKCZuxjEqPNLRBUyRMga0taD4XX436rptSBbzUXxzL+H4pXQ1NSHh8X7psHDoVsVVwrWIo1tPfGNm6zkk9PU68PZUvs0GMPd5bXXH8wYhJiWKTVTzcOdZo6N5LpWPz9xlmsMe1oS0W5X2XJHEk8V5v/AJDc041r9na8DVF77MGzwF7WSSuklDYw3dpOxVzMNMxuDQuhgMbB9VrRsAeqsYBRGsr26wTFH4ndD5KWVljEWloIItbkvP0aD4r3tm/qrY1XKSOK4vcFy1dHUzUtayeFxEjXbeanOM0NPUa3TUwglubta7lfYrXYVh9LHWB7IRcftHcrt6XRWbksmpqtfW4vKJXliSWbB+9mj0SSTzPc3oTK4/etm7h03WBgYAoZWje1RKbXvxeT96zTsTxG/wCei9fBYikQqeYJno48enmqmkW4/JUavO/DmvQdufw/BSLC53UVRUU0EoDmPnsR7iul4TDGyjiY1os1oAC5pC61fRC/GpHPyPmuiSVMlJhbJomhxFuPBQnwcXXpytSRtWxsZfSxrb9ArFRSumqqebXYREm3VXaaXvqeOW2nU0GyuXs26rljBopuL4ONdsD66bF5Z/a9VBFoa2K+zXdbepKi8mF4xNSxYnSPY72jxlrDpsbqc45TNr6uogmjEjXvdcH1WVT08MVLHTMjaI2N0tbyXn6/KTug445y/wBYPS1y+FCKRo6ETezRd+AJdI1+qygDdbdtDTv4st6FWK2gMTS+Ikt5gry2p0NkW5rouVkWsEkyVWOmo30zyS6Egtv+6VYoMexKqzZUYZJROjpogfEWHa3A34brEyM+2KSR8nxH5EKYuG97L2nhLviaVbvTg4GrSrtksdmPUOs3dQ7MzxqdupbiDxHTvkdwaLrmWJ4zNU1xikY3Q47W4hdVyxwasa5STa9DGlIuQtVjlhh9QAB/Rn7FkYpX0tCx0tRK1g5DmfcoXmDNZljkipaYBrhp1SHf4Km3VVVPEnyWU6ay3mK4Om4fYYfTbAfQs+wK/q3sOvX8VYw42w6mtb+hZ9g8wr5N+p36/it09CuhxZzPh3/NlUCQbcwQqNrfVIFuJH4KoGxJvbcfnkhkre76J5vfwu+z1WjxaqeK6ifGT9DFG4AdbBbqZ30Eh1Xsx32eq0FC8TME251Mba/LayzBJyNHV/VH+zp+HZlwiaKIyVTY3louHgixW8oa+hqSG09XBK48A14J+C5AwAnhfyUry1h1bh8EuL+xF8jY3dxG7bUbfK6jbGMFk5cql6Mn6tTus3zUQqM+xYZQ4bNjeG1NNJW3DmRNMndEG3iUmnna+JsjSbOAI26qmMlLoplBx4Zg1rxutNVu1XA5rLxKoEbHPebNAuStTDVQ1bC+J1xw4KWTGH2Rz+WGGMx9+Ezd5G5jtAlcPA53S6wc151qMLxQ0VFTRP7sNMr3nqoz2i0WGR43PPR1gfVPIdNT6dmHqD18lrJR3mJxy4nM2VpjaS5niLwOGynLbCO7v8Hb0+iqliePTo65S5mpJKaKUMk8bA4i3BXTmGikGlznsv8AvN2UIw6vpKwaKeQlwH1XNsQFfnHgK8Vd5fVV2tSWPwSl4+vBk5wlZLA57HBzTwIXOZ4WNmc+1iSttjVdLRkgOLoifE1auaRsg1t3B3BXodBrI6qGfVHJ1FLpePQzcmBv8qojzEL7fJdAxI2w2XyaeXkuf5K3zVHvwgf9yn+K7YbIfL7l1I9HU0C/hR8sVshjxWaOWSiZPTTyzCcDWX/tsYfSwbw2N1dZ7RMTFH7XI6oe6aqhYzQ0hp1Aj3ErHAjgr6yi9tdJTzVPtFUI6cGWAauBJ8t+h+zJ7qoqBH3rKt01UWx0k0koa0saSwg38rDoFA0bVibLTo9MTqh8cYgqH91A+aXU6IA+XkVU541Pjhqi+WECnpnU8O01yWnf0Ko7+np55e6/V9PNE3uBTvJkLyQQ5zb8TzXre6hpbCauqaOFp7t7Gd2GTOaHAb+YPPeyEMFqoEbYny9w1kRHdNNRJqdE/S17nAerXfFYNU50gjBkMliGueR3cVmta1rvPgfzdbGoa6mlcHR0kE8UZjcHv7x0xcXC/S4Dxz5X4rXVYa5jHvdI8AfRySizdBc7gzyP2IYMaMl4Lg5ou4nwt5rM06X6bgfRkeIan+RtwCxIH64xGXEu13DuG/kr9RIe8k0AhoZZzYnbEc7u9bLDjuMQfJ0vILB+qiHNc1xkJeHG5vYB3239ylWXtTc24W5wt/OYif8AqF1E+zbSMOkJLSO9OoMN2ghgB39L+9SminbS43Q1VQdIinY55a3o4EmysSwsHZr5qX6PsQHgvVF6HP2UKuwix2laTylJj/zALe0eJ4dWN1UldTTjrHIHfYo4PPuEo9oy1g4/SCuwarpL2MsTmtPQ22PxWaHtPAgo7cW4rBhPDyclgf3kLJCLFwBIPInkq+Z434K9iNP7LjFdSbgNmc5o6h3iHzJHuVi9hyb+fgpnp4S3RUgeHQFNzuOOxCA23tbfiqRu6xd1H5/90JGXhc/s2IQTC/gkHwXT2EOaCDsRcLkjpQLG+/xXTsBnFThFNLe94x8tlhnK8lD6ZGciIonKCIiAIiIAiIgCIiAIiIAiIgCIiAIURAc37bMh0+bcHdNDG1uIwxubG+312kbtK+XsHmrst4k/BMZa6Lu3WjdJtbyK+5pGB7bFRnMmQ8s5iY5uLYXDO4/t2s4e9ZTN7Tax1LbLlHz3h1VA9gIlYR1DgshuOYZSy6JayIeQN7Lr2Hdi2Q6KTU3DppR+5JO4t+Cy8d7LcsVlGIKDD4KAgbGNqzk25eSrXSZx12ZcGDdqoO/usJV+ixSlxHD6t9MXFrLNOptuKkdV2GTF5MOJtt0IWI/INVlcR0D6lkprpRYjlbf7kT5IQ17sltwZOUaxmDYiysEWsFuh48jzC6jR4hS11O2amka8Eb+Xquc0eXsUkIY2ENb+8TspVl7B48IDpXymSZ4sbHYe5WWOMllGjc4vnPJmY1ikFCG95cudwaOKwIqyKqj72J1xzB5FabNz3/rHU4+EtGklUZaLu7mO+kkW9VqqT3YLJUQVCnnk22PSd5l+taT/ALIn4LmNLHJUTMhiBc9xsF0epaypgkppb6HixsbKzQ4JSUkV6JoDyN3ONyVyPK+PnqpqUekbvjNfDTQlF9tmso6Q0D6eNtQxsQa4yttu9x4G/QKxikD21MtfPWStjiF2Ma6zdNt7jmttU07hIHSxkafgtLi1FFU1ZL6uXS9gJg1eFwHNa9VLj8uC22zd82SM4q0OndM0l3eC4Hqsamb3RAP1iblbTExHETYgu69FpnSgyjfmuvp6NnJy9RdueESHL5aaaqt/5l1/+lp+9bHnw5rU5deO4rANrVG/vjYfvW0Lt/Nb6O1p+ao/o9Dj58l6OH4K3c+arabDj1WS4rbcVtEb7CpF/gV1DDhHNQMDmhzXN4ELlkri2ekIv/rUYPoTZdSwRujDomnchqjLs4vkPuZ/BlVWptI8RDcN8ICsYS6Y4ewz3178eKzCValeAFW1k0E+MEAxZppcXqGEbufdvoVi1obI6GIySxnWHXjNr25HyUpxaOnqCbiMyt+qeYWilpvpGukYQW8F5yWk+BOW15TZ2atQrIrJQyrqBiTYPZCaY7Ga/wC1a/Dp5q9CZDFO2eaOT6RxbpFtLeQKw4a2qNWKP2WTvO83fp8Gjrfqs00Zc17Irl7zdV3RysJFsJJdl3JERdi0kgvZkR+ZUwktZajLGHuoYHukI72TjbkOih2cs2YlFjUtJQSiKOnOkm19R5rreH0rq06Uu+zRsrervah6E6xBokgdG7g4WK5RnCGPBddW+TVb+jb1KnuWsWkxjA2VUzQ2UEsfbgSOa5X2v1bpMXFMD4YmXt5lXa+74Fbl6mNJRN3Op/2Qx8tTiWJd7Me88QJBOwHQLFxZtK+GSqYxxGosAItYjirVNM2KsY+S+lpvss+oe6poXPcba76fILyqVl1vB1rv4msdHVsKeX4RRyEW1U8ZsDw8I81k8T71iYGScBw8u4mkiJA/uhZdt+fFe7XRNdD9nhbboqgSDxPEKkbDa/AqscefJZMlRvodz2P2LOyxlunxOhjqDK6MWAIaFgSf0UhuOB4+iknZaXOwZ2o8HC3wWG2uUc7yGVFNG7wjLuGYeQ+ODvJB+3JuVuSAOAQBeONhcqtvPZx223yWaiOIt8TGG3UBa2sfsQDwVw4jBPK6KN1yFg1cnHdYTXoGmnya2ua2aN8bxdrhYrAo6NlKxzYwbHfdZ0pBI33K9awEWtyWJc8oJtLByzMuEwVdVWVsNPerfezQdi4c/Ve5PwCKqw+pbiNGRqeNNxZw25FSOejLMQkhO3jNltqSFjImhvDqvM1ay9qVcn6/2ejjNqtJEXp8rQUNT39OJnuHAlyrq4ZWNOpjh7lI6eqE1ZU0ohlYYCAXOb4XX6FU1rRodcLU1Okd0t0pPJJXcHJs3fVcOa0OFTF8L4id2HZS3PMUT45XxFpLSQbciOIUGwhx9uc2+xadlseOhLT3KL9TR1eJxZuuzJuIDOlSavV3XdO7u5HXkup4iNWHyj+z9y5/kjbM/wD+By6BWb0cg6tK9dHou0bzUmfKBjmdmTEooHVLa+qfKKinYywMIN2uv52B+ayZzG2KWqZTOko5Xugp/aJ7uicQHarD+Ft1fr6GpOZKkzxVDcRnqC2CQyaGmC7gPs4+StNEMHeVLYaNhpGtidE92rvXbtc4faoI0bpZmzEqYYoq8a6ymY/D3aqWali1d48kGxPPjzWZoa8h74KmZkYD6yKWTQ1zySL2HqFH6aoYHtoW1c1TREmaSWKPeKYt2YVssI9rbSxtxCC9dC8zSunl2lYS0tFueyjFNNlJdu9hp4YZIWSRubJC6nj1Pe5xiOkny39N1rnhrSCA9rXNa5mt2p4G4ItwG62BL9cUUTy5jntfGIW6dEupo0lx5WC00dQJo2aWgNfGHAN4gg6XAn3X94UshoUjNTHRuN2ude52+KyHRPEN3aHs1XFxZnoBzuFapfBd1h6ncfBZ7dpKdjnODiRva7uo25LKeCMW8nQuzOItwyV7mlwdKdBLdOoBo07e6y31Yw2bZxdtYHrvxWuyHEYsJ1u1WL3Ote5tfh8R81s6s/SNYANiBYcuVvcpHbp+2i87a9h81S2WWJ2qOSRhHAtNlU/nx+CsvIGyF2DcUGb8zYfb2XG6xoHBrpS4fA3Ukw3thzdR6RUSU1Y0ce8isT7xZc+kPqrLzx4fn8hCqVFcu4nX8Iz2c2Y+7v6JlJP7ML6Xkh+k/wACVvy6zt1xDJ9f7DmiimLiGmTQ7fk7Zdjkm4i90LIQUFtj0ZBkA96sSzWF7+axJqgg8eawaqqDdnOvxFkJGdPVWv4gd107s5n7/LELujnNXDZ6yaedlPTNdJLI4NYxu5cfJd6yPhkuE5apKOo/pg3VJ5OO9lhnO8lJbEvU3aIiicYIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAoZ2hQOkrsPe0bxsldfkCBt9pUzUL7R6ljB7M+QMMlO4NN+BNxdYayiUZbXkwcKrZYsGhdV2EgZ47cLq1+uIJiRG/ccQVE6Cv9lwWCiqKhskrGaXuDuJWBHXxxSl4mBWEscGXteSZVUsFSLTMa8eatiSKNmiMBrRyCiwxdpP1/mqpMUeY/oi1zr8CVLBHc8YybTG66Wkw+eogZ3kjGamt6q9g+LOq8OgqA3u3yxh+k8ieS001aHN472WvrMYNDA6YRukDeLWcbLDWeDKaS6JFmvEZaLBnTma80hDGDkL8VzyDFJY8Rp3TyudGPBYngCmOZjdjTYWMb3UcRJsXX1FaevYO4Ly67uViraqIxjjBv1zXw3uN1i0jY53aXuPQE7LXNmJde6h83tlXV9yySVznGw8R2Uho6R1FShjnF5G7ieZUHBQ6NGS5JnliUujrhqBHtAsP/wAUa22sczzCiuTKp0gro3E3DmP8hcFv/oUgDzx+wKa6O/pvtRMtrr8FWHbcxxWEJLjfpzVxsljzAv8AnosmwV4lOIKaOoN7R1ELzbprF11rB543U0MWoazGHW8lxzFyJsHqmX8XdFzb9RuF2Kkp4qeOKTfvGxBh9Aqp5zwcjyMVuTZbr8ew2kxSPDKioEVTK3WxrhYOHqktVG8XZI1wO4sVhY1DSVjmOnja58d9Dubb9FA8fww4bh7H4fNNpgJv4zexN1hZcsHPSjL9kyxBlM/VJKAOZdexC57V5kH6+EkBe6jhuxrdX1vNauqx3EZqOSldWyOY8WJJubeq0jO8a76pI6hWrTQf1I3dNHa+WdgytUNxDDIairux0hNiPq8VKaanghbeNg35qD9nFVFLl1tLKW6mPcNBO9uqlsMrY4wwONhwuVp/40YT6Kb7XlrJsS8AbbKG5kyfHieJGtgqu4Mh+lGm9/MLeVeKU1NYTzhhPAKunqo54w+KQOaeYKvTS4RXVZZU98SxQ0MGGYayjp7hjBxPEnquJdqDicxVZN9rfYu6TG7D6LifalTvkx+TuI3PL2i4aOa5fl4uVSx7m94uz+duT9DnzWulnbG3i42v0C2ldNHDSagbxtbYad79LL2Ch9la90wDpHtII5AdFhTktpXRshZpa3wMGw24BaOko2LL7Ztaq5TfHR2DLZLsuYa51gTRxX/6Qs/9rbr1/FazKb3PyvhjnABxpI7gHyHmtnz58ev4r066NqP0oC568+S95H3ckby2dz5fgvW8OgsPzyWSR7JtFIb8jx9PVS7s0h7vLsTyLGTxKI1L9NLM4OGzCd/T1U6yGP8A4XoCSCXQNdtzuLqEjmeSfEUb/grMxBYR1FlgzYpoqjDo8ANibq5PNtcHbmo9nJaa7NFFh8lNWum7wd2L6bcSvJ5Lk8Fk1ct97rVzSi6iopdGZTc+WajFY6ySuaYWv07WIOykFJGTG3X9a26xonhx4rYU4vbmijglKxySWOjV43hMtRI2ppgO8aLEHa6woKeaGIslsH3O11KZXysaO6gMnWxstdV6JAXS0c8bhxcACFydRoq/iOyPb/0bun1ElHa+jRQ982Z2u4Z5rUvoYxVHEIKuV+skvu+7XNPLytyWxpcUo62rnpqYvJh4kiwI8lq5sLpqtrnUdfOKUv1SQQvaY3G9yOFxvxAK1/gSr4ZuTnkhecCyM1TWxhgJL3WH1ief2KC4U29e9wGwC6bnGlklY8aLDmSFBxSxUuprOZ3K2aKJSnGb6RpX3JRaNrkpxGaGjrA/7l0Sfemf6dVyrJVS/wD8QmU5JDPZXlvmdl1ST/V3WvwXbj0buiWKUfM+Y6Spo8WrJa2JkntM0ns0jpv6NrZL8Bw2Nt/OyxqjRA51O2ooWTUTHujkhZ3nfvJDgL8Dxte3JZOZ4P1dmfE62WbD6n2t8sTYZjqki/taeRGnY9CsdvcxyGikxDvaVrjK2anp99ZZsN97bDy5qDRoWrE2aXBaMxNdUyx1zjK8z4lTgCNoOrYjpx+azY2Nij3bTxmVxmjlkcXuaA02YfeFlVMU0t5pKatkqheWq72QRtfGAD5H87KwXwSU50Po6eGpLpGNjaZZIiA+zTzCgs7iPGCzXukqWyueZO7ledTnERxsl1mx28iPiozLWvux7NOixOm1mtJNnAD4FSPEYzLHUPkaWvlEjS6YXf3gLTcNG4v6cyotUvdK4yAHVJ4zcC5J+tw4eIHZJLnJhG2pCC7UCAHAHbc+5bKnBlq4mMGnUQ361uPU81p8HBfFu3dlwb8FI8r0grscgYBZkR7wuIvwN/cpIxCO6SR1fC4m0lBGxoEYYwDbkSPxVMpvK13DU+68E7HBrQQTxJVDpA6e37otx5n8FM7qWEkZBcCP4K09wseO68LtuJVDj0+1CZS87qxI8jn6KuRxAPXzWNNJbghgtvmMcge0gFrgRbjsuz0FeKvDKeqa7aSNrtutt1wyrk2PXzXQez/E/aMtCIv8UDyz3cQhkldVVWHEcOq09TUvmnZBC18s0rw2ONouXE8gsbEq/TcAkuJ4Dmut9j+RnYdC3H8ai/0jM36CJw/oGn/1H5BGUX3qmOWbHsyyM3A4m4lijWS4nI3YcRAOg8+pU9QIoHn7LJWS3SCIiEAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCjeeMr4XmSkYK2SenmiB7qeF1nN8iOBHkpIrU0LZGkOQHyd2iUOOZSq3Bs7sSpL+GaNhDh/eH8FBzncNP0sjmHo4W+1fZmKZXoq0HvYWuv1ChuM9lWC1biXUMJJ6sCA+Zn59ZEAWSMeefiWzwrP8ASykCSUMd5uXXq/sRwWQkigh/6AtJXdg+FPB00MY9BZYM54wRumzbRytFp2H3qqfH6WR+nvBv5q7U9gVOxxdB7RGT+7IQsCbsWxGD+hrKwW4XddZMI1eIFjJHTUkrW33LCdvcrNHiEs5ETwGtP7ROyzKnsszFE06K6o94utV/4dZspXOLakkXvYsUlNonGxpYJPSOwXDoRI6qjMr+JJ39AsevxjD3MPdzA+ijEuW83Uzrupmy25i4Ktyx5shYRHhUerq5Rzkjkl+UcTghxaXW4NiqIgGuOwLmnYfBxPuUwbVQOG0rT71wuWozc2QCuwds8IIOhjy0LYx4+IR9PgeL0p/4NTcfAhSUjpabWxrgoyR2bvGng8WK9a8XBFuR2XHos408Z2r8Tp/KalDh8QVmwZ9Y22nFqSTye17D8xZZ3G3HXUy9TqNYdVN3bnENeWtPpqC69WVrWx21DgvlKu7QO/w+eBmgyuaTG6OUO35fNTrCu1WlxLDWue7TOwaZWE8HKEnyamuxYlODykdSxDEWgnxhaOpxFri4E3B6rnk2eoZpizVZWnZmZI06ZRq5boc3okOI4PHO8yUcgjJ3LDw93Rap9JW05tJA8AcxuFaw/HyTaVw9braR43G5tg8DbqrFa0WRsa4Zj0RqjIPZ2y95yLbghT7LtTicVKRiM4ef2B+0PUqDYFmD6WelmqGOljN/CLWB4LYtzC0T924kA8Couzd2jMpOSwbTG55RiEj3kkO3afJbvKEkjYZHu2jcRpuo63E4ZbB+lw81taHEmCzQQB0CpUMSzkslqd1ezBLTKC3iofmeenl71sckb3M2cAQSPVbmKua4AXUPxehpKCSqqIC7VOdT7nZWNJ9musYbb5IfiwiMjh3d3X5KIZmrHUWiONtnv3sd9lKa7EaISOJqI7+qgWbqhtTiBkhOpgYGgj3quNEW8suqk84O7ZNeX5Swp5IuaVnA+XqtqTc8yo92fVHeZKwlznX/AJvb4Ej7lvDI0lbJ34fSi4NzwPPl+CqaduNtlaDm3sOpVbHgjjyQmV1ri2inO31Dx9FPcluc3KuH626Xezs29y51jUzI8KqXvdpAbvdTTDcxYTNhrHUdbC+GNoZqDhYWVc5JdnL8jGUsYRsa+mbJP3rXlpdxCtT1Aa0C/AWWFLikUjdUcrXtPNputdV1w6qKwcttvhl6sqRqO5WvfOC7YrS4tjYp6tkOkuD+YXrau7tjxWFJNmHFrs2dPjeGmpFMK6Dvr20B4J28ltqfGcObD3xrInRtdpLmuuAehUPpcJwr9ZCvZSsiqt7yM2Jv1W0ocDwyKlqIIGd2Kg6nb8X/ALyzjlElsJdTYrh0o8FZCb/2go12gZgEEBw6ieDLI273g8GqIVMUtJUOp6hml7T8fMKzK1kg3vfqtqNMey+uEVJNmuu5huxxaTxIKlPZ7pmhrKXUWPY4PYR0PH7FH3Ul+D1nZfqTg1e6qDTK1zNLm3tspWwU4tM27bIyg0uzLziZRC+OVvibzHNc2rD4yuhZpxeir6V3dP0Pt9R2xXL8cqzTyWAuXLS27FhnNacpYwbDKQZ/LKmfYau5kAPuC6Y43gcuQ5JrHTZxpGuABEcnD0C6yXjuHeitg8o7WiTVWGfPuamNoc01dbSVUb6uSd7XwGHU5rSDv04NHnv71rI5aZkTGNqK2fDwGOm7uMNtIWkW3+3nutnmRwbmWtnw2SqFcypkdIIhsGhpaSD1sRf3rWCOFjGSRU9Q+ieGtkY+UAGQMJ5KLZo2/W/3/wDf/wBLFVHqYyOaD+cae9a+onJDmadm2PosOnqjIXBtooap5DoaeOwjf4g0XPAbjh1V+ogIhEJMHfwESRubd5eLDbosF5dM9xlBayo+ksRpDXg72aPRZRWy695cHlrdLnk6iSXPJ23JPA2HLqtBHTuZUy3bbxGwt5qUQUs1VJaJhte/Dnfl8FuMNyzFqElZZ3CzB5dVFrJOqmdj46I7l3CZq6a7WaYxs51vzdT3DKCnw+LTA0BxHjfzKuO9moqdrTpjY0Wa0BZmB5VzDm2ZsdPHJRUB+s+1nvHl0WUlE3n8LTLc+WR/GMyeyvfSYZE6srbWs3drD/aKhUeCZkNVJWzYrXxzyuL3lkjmi58uC+vsjdjeF4dSsaaVpNruJG5Pmpc/suwdzBelZ8Ebycy7Uzteej4mp6nONHYMxUzNHKaIH+BWzp8149DYVmGwzjmYnFp+BX1rV9kmEP4UzB7lqavsaw199MIHuWMkY6m2PUj5yps2UcvhqKeppXf2m3HxCzhW087NUMrX+hXZMQ7EaZ4PdtsVoK7sNq2kupZHNPks5NqHkZr6lk5ZWyEA8Vtuz3EjBU1lM52z2ahvzC6BgvYRmKsqmsqqpsdNfxOcN7Kc5Z/R7w/CMz02Jy4y+rpIjqdTvisXHpfos5NqOvqa54HYvkw11WzMeMQ3jYdVLC4bE/vkfYu4NFuitU9NFAA2JjWNAsA0WAV5YbOTddK6W5hERYKgiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAhAPEIiA8LGnkFSYmH9kKtEBZdTQni0K26hgdxY34LKRAYD8LpXcY2/BWJMCon8YmfBbZEBH5ssUD7gwt+Cwp8mYa8n6BnwUtRAQKp7PsMkBHcM+C09b2X4dKDaFvwXVUsOiA4XX9kFG++mFvwUcxLsWhde0DT/hX0qWNPIKl0MbuLQgPkbEuxIb6aVvuFlHKvsexSjLjQSTQOPGwuF9ryUUD+LB8FjyYRSv4xt+CGcs+FKrs8zjA4/z95H/KCwH5ZznSk3qg/wAjEvu6oy3QSDeFnwWtq8lYbLe8DN/JDB8O2zdSfXgikt0uF47G8wQuvJQzNt+466+zKzs4w2X/AOnZ8Fo67snoJb6YW/BAfK0WcqiF2qakqWPtYnu1mQ58gcQJJHMP9tpC77iHY5TuvojHwUcxHsY42hB/woDnVNnWItBE7SPJ11tqHOsUo0tqLH13WRifYs+5Psgv1DVGsQ7HaqO/dtqYyP3HuCA6Jh+cGOAHeX96y8RxqOoo3PLr2C41L2e5noHF1JiVey3AOOofNVwRZ6oPBL3dU0dWlpKA3GPzUzpnzwMeLnxN0H4qN1tfT7+Ox6HYrb/rTH2x6XYEHu/v7fYtPis+c6h2mmy1RNb+886j9ikptImpYOpdlmPQPypDTOkaJKeRzCCd7E3H2qWtxSEjZ4+K4FQS5ppmgS5Sgeeb45nscfeCFsYscxCEj2nK2LRdTDXE/wCYFN/4OpVr4KKTR3JmIxk/0jePVXWVzf3wbXHFcRGaqYNGpmZKR9+D445G/Jt1tKXM+EvaP/iiop3cxUYc47+ocEU0y9a6n3Oj50r2Ny3UEuJadId6X3XOooMMrYC2gxuSnkO5ilOkEqvEq+nxLDJaaLNmDTAi9pNcTtt+BB3XN6us7uQjVwPJczyEJTkmng63j7K765bJcrB0GlxnMeU6xsjZZJKe+41F8bh9y6XhGb6DGacPpahpkA8cZNnN9y+dKbM9bSDQycuj5xv8TT7iruF45SDGqasbKaAtfeTSfCR9yhprLIPEjT8jpFatz7XqvU+iZ61kjgXWJCMrPEPEoRT47DUMbJHM17SNiCsxmLRtALnrp8dnmHlcE7pakXB1LcUtXsDqUAocXieLtkuti3FdLToeL+qyYJhiMdLiMQbOLOH1XjiFHKzC6ynJMQE8fVvH4LAp8wP7zu5NithBjQDra9lOM3EmpOJhXkadL43tPQtssqGhrapn0FNI8dbbLajFmGle5oa5zW3F+ayMq44+rpZRLTPpi02DXniOqy9Q9yWC5TbjkhuPYDNAz2isIbp3DAb7+agePQOnfqZxbyXSu0bFe7YWDxFxXPJHGRuu3HdQk93ZTulncYeSYXwZypHP2JjkFvcF1rX/ADdxXKMDk05woif3JPsC6b3n83JuOClBYR2dDLdXl+5wTNemoxbEn0cLYZYHzPmeZ7GQXHAddjtzWJHNTPlbPFTwtgkc5ndFxeWmwbw99/csjHqh1RjddJHDG11NVFjg2IeNuokOJJtubAk7WHklLRue50UTntppyHgi1utrD1PxUcZZqSg5zcYr1LMbZgWRNJEkb7M0gNuD6b2WdSYE3X3lYQDc+Bp3Pndbemghg/oY2gkAF9rE2+xWRVS1NaMPwilkxCtcbaIxcN/vHkpYwbMNPCpbrGXh7NRwXOiGJoPHayv4FBi2YpxBgVG97CbGoe0hvu6qe5D7Eq/Fpo8QzXKZdw5tKzaNvr1X0JljJuG4PTRxU1NHG1osA1qw5Gvdr2+K1g5BkDsbaySOtxlxq5+Pi4D0C7XgWW6PD4mtjhY0AdFvYYI4xZrQFcUTnSk5PLKI4mMFmtAVaIhgWHReaW9AvUQFJjZ+6F53Uf7g+CrRAAABYBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBERAEREAREQBeaRzAXqICkxtPEBW3U0TuLAVeRAYb8Op38Y2/BYs2BUcnGJvwW2RARqpyph8vGBnwWsqch4ZId6dnwU4RAc9PZ3hl/6BnwV2Ps+wxv+wZ8FPbIgIQMh4Z/uGfBY1V2eYZID/N2fBdARAcixDsrw+UHTC0e5RrEexymffRC34L6BsOipMbDxaEB8rYz2LksdpgB/wAK55mHsyxvCpNdJRsmDeAezce9fdTqeF3FjfgrE2F0EwtJSxu9WqMoqXZOE5Q+l4PzjxnJuYpJi+LC3scTvpO3wssBmRc1vF/YXjyIX6QnLeCnjh8H/SFT/JnBf/IQ/wDSsfDj7GwtdeljcfnVhuC5ywabUKCcx82g7Fb1uPV0ADavC6+O3H6IuHyX3lUZRwKYWdQRf9K1lR2dZcmO9FH/ANKkkl0UWWyseZdnxVS5upITYvdCTxD2Fv2hbSmzdSyAaayM/wCML6rr+yPLFSDqoodx+4FF8V/R/wAs1Ny2jhF/7IWSs4VFmOJ/CdhPqslmPDlID710PEv0acKdc0wkiPLQ8hR2v/RzxGG/seJ1rAOH0hP2oZNTR5pDT3ct232vxBWTgmMOw2eeRtXJMyR12MefqDoFrq7sQzrSk+z4tM8f22ArUzdnPaVQk6ZIpwOToyFhDPsS/GsWpcRpzI9waWC5udgtEa/DDGQKuIHkC4C60kmXe0SAHvMGjkHPS4hazMOR83Zmip6afCPYu7fqc8m91kwZNJi9N/K6lMVRGWskc3Z197LqDMQb7KSXjh1XMsN7FcxXE4qnxSX1AxstupEMn58p4RBphnA212LSswfHJ0tHqq6o7ZGgbglJPjFTWiNrnySHVfccenrurlbPSUBETiZZnbCKManOPoFK8t9lWbq+cGqrRSxPPjEbSSfeu3dnfZBguBBtRJTCoqju6WXxOv71nJbZr4RWK0cPyV2Y5qzhIyfEWSYThrjfux/SvHmeS+icg9meBZYpI4qOjjYQN3afET1JU6o6GCnYGsY1oHIBZYAHBROZZbKx5kyxTUsULQGtAt5K+BYWREKwiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAvCAeIC9RAUOhidxY0+5Wn0VK/60LD7lkIgMF+EUD+NOz4LHky/hztxTsHuW2RAauPBaRgsIm/BHYLRk37pvwW0RAYkGH08IGljR7llNaGiwFl6iAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgCIiAIiIAiIgP/9k=" width="251px" alt="machine learning in construction"/></p>
<p>
<div style='text-align:center'><iframe width='569' height='318' src='https://www.youtube.com/embed/E_bWPxrO6k0' frameborder='0' alt='machine learning in construction' allowfullscreen></iframe></div>
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<p>
<p>See exactly how Doxel can help on your projects and get answers to your specific questions. By leveraging a construction-specific AI model, their platform can analyze existing data along with their proprietary program to provide actionable incident insights that have the power to keep workers safe. Spot’s ability to walk himself autonomously around a jobsite, including on uneven terrain, makes him a project’s best friend. Robots are being utilized on construction projects to perform repetitive tasks (such as bricklaying) using AI to detect changes in conditions and maximize efficiency. The future of construction technology will be a hybrid of artificial intelligence (AI) and machine learning working alongside the industry’s workforce.</p>
</p>
<p>
<p>To determine the optimal model, a little experimenting was done regarding the number of units per layer within the ANN. Once you have done that, the next step is to narrow down the requirements for this solution. But don’t forget that simply applying some new digital tool is not an immediate and overnight solution to your problems. Some people may think that the automation of certain tasks is here to replace human labour, while instead the purpose is to make people’s lives easier! Therefore, ultimately the final output depends on the processing that is done by all the units in the last layer of the network. Because input is processed per layer, the input that is processed by a certain unit in a certain layer each time depends on the output from the units from the previous layer.</p>
</p>
<p>
<ul>
<li>In this article, we explain how AI and machine learning can be used in organizations, especially within the engineering and construction industry.</li>
<li>Across the construction industry, there are several technology vendors providing solutions to manage their data but they are often incompatible with each other.</li>
<li>Some people may think that the automation of certain tasks is here to replace human labour, while instead the purpose is to make people’s lives easier!</li>
<li>There are now many fields of work within the broader scope of AI, but here I’d like to define two of the more popular areas — machine learning and deep learning.</li>
<li>VIKTOR is an application development platform that enables people to rapidly build their own online applications with a Python Software Development Kit (SDK).</li>
</ul>
<p>
<p>These technologies are not just trends; they&#8217;re revolutionizing construction towards innovation and cost savings. Adopting artificial intelligence in construction practices marks a shift towards efficiency. This trend shows the construction industry&#8217;s move towards better equipment efficiency and longevity. This helps avoid errors, ensuring projects meet top standards and regulatory compliance. From these AI integration stories, it&#8217;s clear that high-quality data is crucial for AI and ML.</p>
</p>
<p>
<h2>Data in Construction (Part : Data on the Jobsite</h2>
</p>
<p>
<p>We’ve built applications that focus on challenges in both construction quality and safety. However, they go one step further, they use AI to understand what is there in  the image. This allows safety managers to understand where exactly they should focus their planning and training efforts and to be more observant for specific problems when they do their safety walk.</p>
</p>
<p>
<p>By adopting AI technologies together with the integration of Robotic Process Automation (RPA) into its construction processes to streamline repetitive tasks, reduce human error, and improve decision-making capabilities. From real-time monitoring of construction sites to improving overall project performance, AI is empowering the industry to overcome traditional inefficiencies and set new benchmarks in quality and sustainability. These innovations enable predictive analytics for safety, reduce waste through smarter resource management, and automate repetitive tasks, significantly boosting efficiency. AI technologies are redefining construction by streamlining project planning and design, optimizing workflows, and enhancing decision-making processes.</p>
</p>
<p>
<ul>
<li>This enables building managers to take corrective actions or schedule maintenance to prevent expensive emergency repairs.</li>
<li>The construction industry, with its vast data collection, gains significantly from this.</li>
<li>While these methods have supported the industry’s growth for decades, they often lack precision, efficiency, and adaptability to unforeseen challenges.</li>
<li>By leveraging Optical Character Recognition (OCR) technology for indexing, this innovation achieves annual savings of AED 551,000.</li>
<li>One of the truly amazing things about machine learning in construction is that it can look at terabytes of data and figure out project risks before they happen.</li>
</ul>
<p>
<p>Put more simply, artificial intelligence is the brain of the computer, and machine learning is the part of that brain that learns from data and makes informed decisions based on what it has learned. This technology enables more automation in construction, removing monotonous duties and helping simplify design and planning processes. What is your opinion on the increasing influence of machine learning in the construction industry? Machine learning can optimize supply chain management by predicting demand for materials, identifying the best suppliers, and streamlining logistics.</p></p>
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