Theory of monitoring: shifts from baselines in seagrass metrics.
The following material is copyright to Schultz et al., and is excerpted from:
Schultz S.T., Kruschel C., Bakran-Petricioli T., Petricioli D. 2015. Error, Power, and Blind Sentinels: The Statistics of Seagrass Monitoring. PLoS ONE 10: e0138378. doi:10.1371/journal.pone.0138378.
To pursue the COREBIO goal of using baselines as indicators of habitat change over monitoring time interals, we derived statistical properties of standard methods for monitoring of habitat cover worldwide, and criticize them in the context of mandated seagrass monitoring programs, as exemplified by Posidonia oceanica in the Mediterranean Sea. We report the novel result that cartographic methods with non-trivial classification errors are generally incapable of reliably detecting habitat cover losses less than about 30 to 50%, and the field labor required to increase their precision can be orders of magnitude higher than that required to estimate habitat loss directly in a field campaign. We derive a universal utility threshold of classification error in habitat maps that represents the minimum habitat map accuracy above which direct methods are superior. Widespread government reliance on blind-sentinel methods for monitoring seafloor can obscure the gradual and currently ongoing losses of benthic resources until the time has long passed for meaningful management intervention. We find two classes of methods with very high statistical power for detecting small habitat cover losses: 1) fixed-plot direct methods, which are over 100 times as efficient as direct random-plot methods in a variable habitat mosaic; and 2) remote methods with very low classification error such as geospatial underwater videography, which is an emerging, low-cost, non-destructive method for documenting small changes at millimeter visual resolution. General adoption of these methods and their further development will require a fundamental cultural change in conservation and management bodies towards the recognition and pro- motion of requirements of minimal statistical power and precision in the development of international goals for monitoring these valuable resources and the ecological services they provide.
The following figure indicates that a random plot method for detecting a 10% loss from baseline, where the coefficient of variation in the indicator metric is approximately 1, requires over 2000 random plots. In typical random plot methods of seagrass monitoring, the sample size is on the order of 1/50th this minimum. The random plot method has been proposed as a portion of the national monitoring protocol of Posidonia oceanica for Croatia.
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)
In a fixed-plot method for monitoring the location of the margin of a seagrass meadow, or shoot density along the margin, the difference in the descriptor is measured directly rather than inferred relative to the large spatial variance among random plots each monitoring event. The standing spatial variance in cover or shoot density is thus irrelevant, and the only relevant variance is that of the difference within each plot between monitoring events.
The great advantage of the fixed-plot method lies in the fact that if the causes of habitat loss are diffuse, as is expected in an aquatic environment where a decline in water quality affects all plots about equally, then there may be essentially no variance among fixed plots in the loss they experience. In this case, the standard deviation of the difference is just the sum of the measurement errors inherent in the method, which by definition will satisfy the minimum sample size requirement if the same measurements are made in a random plot method. If the margin position is measured to within a few centimeters precision, and the fixed plots are reasonably stable and do not shift more than a few decimeters during the monitoring interval, then the standard deviation might be on the order of a few decimeters, and the minimum detectable mean margin regression for a sample size of 20 fixed plots will be roughly 22 cm. This regression is less than one hundredth the surface area of any long fringing meadow of width 22 meters or more, if the regression occurs along the long dimension of the meadow. Thus, if the causes of Posidonia loss are diffuse and equal throughout such a meadow, then a fixed-plot method can detect one-tenth the loss of a random plot method with one hundredth the sample size.
For example, the figure below shows that if the maximum progression of Posidonia is 0.3 meter (which includes both linear growth of the seagrass plus chance movement of underwater markers), and the maximum allowable regression is five times this maximum progression, then for 20 fixed plots our minimum detectable mean loss is between 2 and 3 times the maximum progression, which comes to 0.6 to 0.9 meter of regression, for a power of 0.95. So for 20 fixed balisage plots that are reasonably stable, we will detect a mean regression of less than one meter at the lower margin of a Posidonia meadow very reliably, in the worst case scenario where the distur- bance is not diffuse. This amounts to roughly five times the detectable regression if the loss disturbance is diffuse in the water column, but is still achieved at most at one hundredth the minimum sampling effort of the random plot method. Another way of arriving at this result is via Eq 6: if l m = 5, then the standard deviation in the difference is 3. In Posidonia oceanica, this s d is equivalent to roughly 70 cm of margin regression, which constitutes one hundredth of the cover of a long fringing meadow of width 70 m (see above). Hence the standard deviation is 0.01 in units of propor- tional cover in such a meadow, while the standard deviation of the mean difference = 0.5 in units of proportional cover; hence the standard deviation is approximately equal to 0.02 times the standard deviation in mean difference, easily satisfying the requirement for minimum sample size. This result clearly demonstrates a 70-fold superiority of the fixed- plot method in units of δ for such a meadow. We conclude that the balisage method of Posidonia monitoring is approximately 70-fold superior to the random-plot method commonly used and currently adopted as the national monitoring protocol for Croatia for Posidonia oceanica.
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mT5y6EQn7Yt06fOS22M9MIGlCqUlNTIHnYpctYYvWatdDjoSKjg6trUwSOwLiI51lPEhJgtLv6/4z3sEoiwRZsb4j8OH7sWOCMmddv3ALGv+/dh2EPoSf4mmeXxqiLl65cibj66Mmz4SNGBgUdhuFNSLBbN28GTgtw9/B4+uzF1Ws3QA+ZWYcMHoivUSlbwCVU8Bs+bIijo9ODyEe4lQ+jHsMsCg0YZgVc3b9/P54cPBx09twFhB6eDwmNiYnZtHEDLsGDCOo4qJ4PCYu4eh2P79++rVyxQvpydFWIgNpqchaWlnv27h8zdhw2PCVgGt5bYh8tPT35+Z4ICJiOUwb8eB06dPCD+w9wlCCjnOQqJyMo6kYEiAB3BKBDeHl5w3wbGfmQWQVnjrVq1TYzMxNcFGevc+bOw6cW04hjNRwmQlViXuIAbvGSJThDnAClYMzoX79/r1y1Br9XxYo9ZOjQBg0b4hKO9nCcqqWtPXv2HKZzuz/Vt9++eSN2oGija1O3Xr2yksbjYBQHkXgyPXAmdCY8ad26DfJDvXnzWnQUttyjZ+/Zc+bq6PxTI7tW7drolvT+vWhntuXG9ev3798bNHgIvrOYRt/OXRrZ2W3etBGmWShVmBbHpriEs1PkpcKx9aWL/2SAhw4EVa9QoUKQLWB6YI+evZgZ0IJUqcnJyYKJSHv36cscKEP+CRMnFS1a9ODBg0KCbdiwXktLe9XqtczpLZYLnDELdtPTp05K2QIubdmyGda1eQsWMkfJEGDBgkU4vWXUtYSEePTRL6/PTFKjRs1du/cyR8bMpfJ65ZlL8KHcuXsPDpelL0dXhQiI/y+hNph69Oy5YP48VdwO819u0ZKl+JGHDyMYovFztkiRItnuBd4hAQFT01JT8UGWbWfqQASIABHgiIBH8xb4FAo6fBhmKninhVy4MGnyVKG18HlVv34DuHe9eQ3XstdRUZEwC5lb/JujxK2Ze7/+A3BOh4GLlyytUrWqJGlhrmMvQZMwNjJiPwOLFS2KS1A1JI0VaofnmeBUeG7xf5HwaQxlRWwcKBSXYcOHYxsIVkOFHvzBrS3bFWG0Q5+mbm6CPd3cml2NiHj79q2dnX2xYsXwvH37DuHhV3DQ1LhxY9jSEAObnpb27OnTUaNGY6BV9eogA1/DFy+eYxSOa3HwKrS0nb092wLDnk2NGi+ePxPqA827dOnSgpbUH3+gPXsm3FNoIHYBJYxxcGQuZenT1a1hhsBLt2bN5s+b62DfyNmlsaurKxT3Zu7uTDe04Da18mxhb+/Q1K2Zk7MT6xQotAS9lEJAzTU5JAeG5RlvTSkI+HwJ/ze0dXTw2YHPiMTEBOQ0zlZa/H/GD6nrN66zP3OzHUIdiAARIAIKJwCrj1tTNzjyT54y9dTJk7AwtWvfXmgVWKS6de0MJ2NdPb0qllWsbWxgmhI8E0R/fJRBk4MlydHJWYqQQr9dC2poSOks/VIRLS2hDrLEkEHsiRPGQ9RChQtXMDFB+UR3j+bwcpa+FvaODiVLlhLsBo8gvHyfmIivAGcXl4iIcLyETQ52R+i+OJDFcWpy8ndIBe0Hl+BY5tPRG+fU+LKD1RMqlF0ju9DQEME59XT/E6WhraWN0BAh2TBPckrKsiWLBdsrVqz440c2SjB2IbQFzIBdPH32FE8Q5nLuQsjaNWtCoc6fP4cW2GJxiMzYaMPCLq1evfLcuXNQ6HEJW16+YhXchIRko5dSCKi5JgcF6Nz5/7ybpbCQ/xJcQBLi46XY0uFhmpT04c3r17Kv1a5duwJ/Fdi2feezp89evXwly8DFi5emp6axFnhZhqhZn/y8dyXcSryN8T8rRjbfTSXIo65LXFWFtLdMkKakW9C2Xbtjx4Lv3bsLryx8bVeoIPxbFN4jfxUocDk8gk1+3rKFB6PcMHPCQ2v06JEGhob4XB3oP+DU6bNQ6SQtl7t29jA3d8PZUVBE4FHXtVu3efMXMgessFRlq8lVqGCKGRDviWNldqp3797hOdMCXW3k8GHw84uNjXFwdIStC8ou7HPfvn2tXbs2E+Y5IzAQ9rl9+w+yti7olEKaXEpqiuAG4+LjYLYU2rKOTtHy+vpwVsspCuwCZ8TQZQXjYaEXspuCMrd23XpMC3XzwIH9a9euQaAMnALRAuvDsuUr8QSWPwSvgFivnt2fPHvBTiXLYVROBVaz/mquySn5bl2+cnn02LGVKlWStC6s2UWLFUccu6QObDu+LPHDKzo6Wq+8Ln48jRs3tlu37k7O0n6SsmPhWRwUFMT8t8l2ITXrgDPo+/fu1apdS832xavt4KeIhkZBYxksxLwSW4WEwf/927du2dhYaxYqxHOx4aoVGyvRixdu79Bp4PKFjOWTpwQI7QVOIPCU9+nky6pxiD3HNz3sc2zPwYP8EfV17PhJOOzPmjlj4YL548ZPkIcJ4zknqL2dP3dWngnZsX/fySqi0Kt3H9ZP7ubNm9nOXL9+ffTBgSl7+gnjJfInQweCUoVLzZplWd0QiAqljQEFIyXsc1++fO7cpSszP/Q8HEmzahw0qlu3hJdG/hEo00x/HL+C/OAhQ4XEwwn1qVMnoTLiOIu5hG6dfLwnTZ4ivaI38q0AI2JK2LMghDggRMOzVZbHGxy+IdKR4GN4joPggOrT8Rly6vQpvOzdsweEuXg5q1AEjrDHT5gIPR5vGJwds0bWzIys4D/6k0KANDkpcHJ8CfmQNDULFS/+T5oc0fG4WrhwESkdMASJkfDzBcFTT548Llq0GBxvTStWGjtufKVKlaUPZJdzcHDyGzAAnhyqe6wsik7GFk3NrPMCGUHJOCd1EyJQqFBhTU0NgszdG4NJuI/IenxecLeKQmaWbi9BCrcmrq7IgoEv8tZt2gitiK9qaAwIwERoKqxuiI2YMG4csrvhcw8EYHtDmSn4nOEzEGdtiGbAES00OdiokPst18IbGRtj3b179nh7d4RxC4e/SG6S69kEBzJeYocPHcIHOHzygg4fgpczOmBHUuaHDEiYt2PHdpuaNZHjDUGsUFihA+GnOGOUAiKcRYIDMrQxLQjCQCQBkCIyg5kZJ6qhISHQ56CrQQ+bPWsmfOZw6dvXb0wWPTxfsXwZsrUhYAJFHfv27gV1s1///kKCDRoyFAnhevbovnLlatQov3fv3rAhg6FeswtJ2gjCKTZu3IDOGzdtgU4Jl0e//v3wBeTvPwhD4OOEG7dyxXKonnD7C4O1MOQCHP5wqV79+rDXInONn/9AxG1cu3YVAuBeC56VI9JF0rrUzhBQ29hV1b3B06ZOhTKH/6XwEUZUF5OVsXbtOrKrZTC/4z8hfrSpLgSSnAgQAfUggESv+DSDsQfuVqI7Qp6OT58+VreqiiRwTg72OGiDyQ3Z2mysrXA2h1qF0GOmz5iJgbClrVm7TkNT09+vP4x5olPJ2AINBjGt0GaQ2AyJ04YMHozAMhnHSu8GAyQcbJDHzshQ39hQH5FnW7fvMDIynj4tYOl/Pc+E5lm2fDliVHGEWrliBaSC279vH0JlYapku3l4NAdDp/+7CcLuBQ85fM7jdJXpM3XqNGRvQc42EyMDzBAfn8AoglkFVf9kMMHfiJGjBg8aiPxw6IDAiC1bt4k6XuM2rVq95lFUFJP1rWkTFySl37Nvf7bfPnDOPnDwEFZBxjjUeEVKue/JyfsPHoaQaBw6bDhibKdMnoRMe8gpiPSo+F5jTlRhwmzTpi0SpiDLHWRDIlXEsW7YuIndOz2RhUABvD9k6Ud9siUAcz3ei+FXr1v9P3W46JCHD+4XL1FS0B9CtA9SR/bo0RMB5PgBigQ8cBNBmBKcQEV7SmnJitj/9QufklL6qOWl1NTUqxHhTVybquXueLIpHLjAJmdmLm8RdJ5sh4diwCKF40hk5+K/TQ55ZZHpTdCXA2pWWno60lgwDm3YC9KIFClSmDUOwUaFRiapB+Djk/PO7dv4vKpRswb0Nnwl3blzR0uriLm5Bf47I8qSPaxEZ0yFsbDrIN0mBurq6iGSFCl/YTdCI5ugBEtgHiaVBkYxMiDJHGtBxIktVsn8kYng0HLlyiHRBubBH8RAbQnmOfPGYLYDaVm3LXRGbKygVIJvoQcP7sOiVq5sOVibIDx+kOO8GLkIoOtgUcRhMPUh4FGNCVGggh3LnHgWLlyodp266Cw4J5xGgAIRJFiXaYcMwIsts91A4MaN68nfk2EaZCJ8nz55gr0gEwqOazEcKV2gIt+7ew/JShs2bITZmLHog4NakGcdENGCbMNIoYe8ITVtbSWZXWE+ZG8BMxUWuvv339Ex0Qb6BrXr1GGlZa7ic+PR40eaGpqmFU0Fyz/gKvYOn8KCBeCzYQyLpqCzHa4O9PdDZGuXrv8cJQuSoecMATpd5d07AV5xqEyMT7209DQIdxv+Mjdvjho9Bs4oov7CkqTHj7ZpAVMkXaV2IkAEiABHBHAuJng0Bv2AicRklxPUP9AIRYp18MJLfIuzh6eiOgSrnEFpY01KUJjwJ7gdoSVEZWDKSbFDWAlh6xKSVmg7GMLqoGIBQkcRVFNgzWLDMBkDFTOK8YETnAEnpELJ9tir4CCEQlQGaJYIaxWckK2yhe0zw0FM1A4HDY8tnMUMx0uP5s3F7k6wEV9SQrPhpuAgVbRKGDMK+qWkJDJS9p6tGNQBBOh0lXdvA/xgQm0TfLRNnDg5K4vS7984bkAUuleHdrLLis8OxJRlmwRI9gmpJxEgAkSACBABIsBDAqTJ8e6mIMU2Ku7hdypCmeBnavsn2ki3nG70u2jZZcXPStemTeEvLPsQ6kkEiAARIAJEgAioHAHS5Hh3y3A0AZ8GRizYnJl0QQjsglMCfCNkF7dDBy/RsnqyD6eeRIAIEAEiQASIAP8JkCbHu3uU5SGXluUhx/y9fv0aAVywsaEdsfqyi9uipWdCQsLdu1kpjuiPCBABIkAEiAARUEsCpMnx7rYiwApRSIxYiCFCITzk18FLAwP92LgcaHJwgHV390ByI97tkAQiAkSACBABIkAEFESANDkFgVTcNNDk0tJSkd3R0rwyatRduhTGJE9C3FNcbFyO1ung5Q1NDnH1ORpFnYkAESACRIAIEAFVIUCaHO/uFDS51JRUJEBC0RLkmezZszfjNmdgYAj1LkfiNnVz+/792/Vr13I0ijoTASJABIgAESACqkKANDne3SkkpUxNS0UEKyRDQkiY4jw9s0rXtW/fAbkWcyQucgi19PQ8dOhgjkZRZyJABIgAESACREBVCJAmx7s7hUSUaanIDJylyTGJuTdt2YrnKLqHgic5FRelclCMGam3czqQ+hMBIkAEiAARIAL8J0CaHO/ukQ4iHlKzKs8sXrosMSFhyeJF8ojIVOhDIVd5JqGxRIAIEAEiQASIAD8JkCbHu/vC2OQgVq9evY1NTBo1spNHRJRPadW6zWE6YJUHIo0lAkSACBABIsBXAqTJ8e7OaP/xk2PEQv27ho0adfLx/vDhQ1Yt5Jo2uTgnRYrgY8HBTAAs73ZLAhEBIkAEiAARIAJyENCUYywNFSagp6eLGIWPHz8KX/j/64yMTOSKk9IBHYtoaaEssWCfUaPHoB3pgkuWLPXy5UsU8pI0v9h21FGu36BhaGhog4YNxXZQp0bwx3akE1an/ebJXvBW1NTUIMjcwUfoOib//PmzhibfP6LZgjTc0aCZ8zmBggXJ5JTNW4DvHxPZiM+zy7Vq1fn65fOTx//k9RWVLiMjIzn5++dPElU9DPn186ePT8cnjx8xw/GZrqGh8fTJY7wcOGhgXEz0h6T3ojNLb+nVq1dGRjo7p/TOKn2VSZ6XH3aah7cpMzOzwF9/wUichzKo99K/f//GBp89e1qgAEjz+i8p6f3v35SxMg/uUXT0u7t/3/VslZXZQOjvyePHcfFxpUuXtrGpoQZqUKFChYR3SK//S4A0OUW+I86cOT112nQrKytJkz58cL94iZKmpqaSOqA9KjKyS2ffmLiEjt5effv2mzN7VujFS0z/cQ5jR48d27pxEynDxWygWX0AACAASURBVF5Cza4WHh7PXrwsWrSo2A5q0wgLwdWI8EZ29mqzIx5uBN8TsMmZmVvwUDb1EAm/3y6GhdarV79Q4cI839GlS5devXrFcyHVUrz58+Yi8Xt0q3jB3cFS3rN7t8uX//nKqGZltXvPvooVK6o0AeakRaW3wLXwZLTkmnCO50fEA/PG/ZCU9D35O9S4t2/fJiUlYSIDQ5R5yEHBLnZtW9taRkaGp06eyLE0NIAIEAEiQAT4RCA1NWXzpo27d+0SFcpvQP+rVyPmzJ134+btdes3vH3zprOvD4zooj2pRZ0IkCbHu7uJiAf8Iocyp6WthWIPkG/B/LmbNm7AE0MDw7iclF4V3BsSyx08eIB3uyWBiAARIAJEQGYCXbv4GuqXHzVyBONMKTgOZy/nzp7p3qOnn/9AC0vLjj6dJkyc9Cgq6tixYJmnp44qSYA0Od7dNm0dHcgEp3JtrawCrHiup1c+JiYaTwwMUbArZ6VX2e0hgjU0JCQh/j+meN5tngQiAkSACBAByQQGDhy8Zdt2PKpUrSrU6+SJrFMXb++ObLuXlzdcLU+dPCl5PrqiDgSUocnBtLt16xafjl7Ojg4zZwSieOjUKZMZ1UQdECp6D6jWhSmRNKRnr952dvbTpwXo6paLjck6VMV/3SJFcuk3gwhWe3uHDRvWK1pemo8IEAEiQASURMDO3r5t23Z4iCYxePb0KYSwrVWLFaW8vj7qPT598kRJwtEyeUSA84gHOGC2b9vm3r27lSpV+v79+8cPH5CJY+OGDTu2bztz9jzUizzaOH+XRbFURBulpKYyQUnW1taFCxdhMj60adMWj1yL3n+A35DBA0ePGcsoi7mehwYSASJABNSYABzRRo8amZIsMQuBQvaOotheAvYz+edE2lEdHR2hj/dyZcsxbtbyz08z8JYA55ocQi8fPnyAyqEoAI+YGoBAHM31mzebuTUdP27s4SNHeYsmrwSDMbxIES02kW8HL29kA65payu/PM3c3VEE7EjQ4U6+neWfjWYgAkSACKglgUKFCteoUTM1LY3T3SFvqGLnT89IhyFAaE4c46Snc7sRxe6CZssFAc41ubNnTnt6toIaJygc3sFDhgydOWMG0ibxP2FSLrDKOURHB6VX/ynzgKlQcatCBQX8n4epr0/ffmvXrCFNTs4bRMOJABFQYwL4yB3g569yGyxTpsyXL1+QU1MwhxzOc8qULatyeyGBc0SAcz+5tPR0E3FaCI7vYcGm5KJi75YWYh3+r8kJVdmaNXOGPLn1u3XvgXSjt27eFLsuNRIBIkAEiICKEjAwMIQaB090Vn7koo+PjzcyNFLRHZHYMhLgXJOrYlnlYliYaD6bK5cvF//zJ6Og+aqbtrYWolb37tk9d87szr6d4GUYER4OL0NAOLB/H17mmkbJkiU7dvRZt25trmeggUSACBABIsBDAg4ODpDq3NmzrGwREeGoD2n/p53+1JgA55pc3/79Hzy437NHNzYPOHLbLpg/b9u2rZ27dFWDQiJcvDm0tXVSUlITEhIfP3oEV8KaNW3Dw68kJCRgLSQiicttIhJGVJwaHD0SlLsMw1xsluYkAkSACBAB+Ql4NG+hq6u7etVK5twG5zn4qkUhbySWk39ymoHPBDj3k2vdus34CRPxfmJS3YDFli2b8W/jxk0Cpk3jM5o8lA05gWGTg2WO9ZYbM3YcIw+SA8fH5zKlHDND1WrVGjRouH37tnHjJ+ThHmlpIkAEiAARUCABBK6uXrO2a5fO9erUatioEaqyIpP84qXLFOJmrUA5aSqFE+Bck4PE0Bi8O/qcOH4MZrlPHz+WLlOmSRPX5i1aoDC8wvejHhMiJ3Bqapqgtxy7rz/JgXNTsEuQDNKRjBkzasTIUYV5X9VRPW4o7YIIEAEioFgCgwcPRdoRoTmbujU7dyFkzerVOHVp0KBBz969nZycFbsuzcZDAsrQ5LBtZB5BnlvGKy45OVnt67jLeae1daDJpbi4NP71+9fpU6cMjQwREs/MaWBgANcHOedv0bLl5EkTjgUfRYoTOaei4USACBABIqB8Ah7Nm4td1MamBixzYi9Ro7oS4NxPDuA2rF9nYVZpyeJFDMSFC+bXtq0Bz311ZSr/vrJscmlpqOjQs2cvDY2CMF5ejYgY6O+HmWGTi4+Tt+IWJuzVuw/FPch/p2gGIkAEiAARIAJ5S4BzTQ5q3Ngxo80tLJxdXJitOjk7I+1N/359165Znbeb5+3qWtr/ZiFxa+Zevbo1Uj5GhF+BwIgnT0p6L7/kSEfy4MGDO3duyz8VzUAEiAARIAJEgAjkFQHONbltW7fWqlX75Kkzzs4uzCYR63Dm3AV3D4+lS5fk1bZ5vq62dtbpqqCQfwId4pFIuX6DBkeCj8svf9myZTt06ICyafJPRTMQASJABIgAESACeUWAc00uMTHB2dlZKLgBL306+SbExyMhdV7tnM/r/tHk/lNfBYeq6enpiC1HSQxUsFWI8P36DzgSFJT4J7kJ/REBIkAEiAARIAKqSIBzTQ5Zp1+/fi2KBmocKqIgalr0ErVAk0MWEpQ99vbqsHXrlunTAhAsMnzESFTxUiAcpKlzc3NbsGC+AuekqYgAESACRIAIEAFlEuA8drVdhw4zpk+DS1z3Hj0ZvQ1HhKGhIYsWLmjq5laoUCFl7pbrtRCT+/Pnz1SBkqlCK+Iqyl1I6cD0RyUGqHGfP39++OD+5i1bQQxDxo4bj6t48vjxI319g1KlSsm/Hczp6+vj5z/Q0NBQ/tn4MAMslwwlPgijrjL8+PHj919Z70l13WCe7ws1lyBDWlraj58/81wY6QLgzSC9A10lAnISKFiwgJwzqP3wAtASON0kPoy8O7S/cuUy6hZUrFSxSOEi8TDHxcWV19c/dfqsog4KOd2CjJND9xo3dnSXLl1l7E/diAARIAKqTmD/vn2/fv9ev2Gjqm+E5OctgZEjhtepU7dLV/pulXiLOLfJaWlpBR0N3rVr57GjR1+9eol0hQhc9R84aOSo0eXKlZMol2peOHzo0KjRY62srCSJDxtb8RIlTU1NJXVg2jdv2oiSGJu3bjM1MXrx6g2ICfYfNnRwmTJlA6ZNlz6JjFdREMzFxen6jVvZSiXjhHnbDYaiqxHhTVyb5q0Y6r36k8ePNTU1zMwt1Hubebg7GO8vhoU6OjoV4n3u7ps3b7KVGPOQWP5Z+vnz59HR74T26+DgCG8ldYUAe5C6bk1R+1LGvcc7rEePnngoSmi1nwd+cimpKcWKFQO0b1+/RoSHe7ZqhUq1Hz98QGEGSa6HucOC4l0tmrdYunjRkmXLczcDjSICRIAIEAHlEJgze9bhQweF1nrzLqZEiRLKEYBW4SEBZWhy8Pm4c+cOYiQzMjMEEeCdh7JdPISS5yL9ySeXVrBgwaXLV+D3LuJ/IZKvb+dff5xm9A0MkChYgUKinJqzk8OwESNRikOB09JURIAIEAEioFgCr1+9aubujnMtwWkpdlCxkFVuNs41udjYmA7t2+EITxQNEt42iSBNThTMX6jxAJsccwGuhJX69MVztkYqcsuhLrKYYbltQjGJli09Fy9asHzFqtzOQeOIABEgAkSAcwLPnz9r07YdajlyvhItoDoEONfkYAp++uTJ0GHDatWuIxRuWaxoMdUBpVRJUXc1TXJgoIGhQVxcnGIFglnO0cFu6LAR5ubmip2ZZiMCRIAIEAGFEEBK0a9fv1paWipkNppEbQhwrsldunixTZu20wNnqg0yJWyEqbsqutD2bdu6dutWvrz+9+/fk5OTkfREtE/uWiyrVPFs1XrJ4oWrVlPp5dwhpFFEgAgQAW4JvHzxAgsgjVdAwBQ8NzIycvdoPnnKVCQc5XZhmp3fBDjPDIxyDiYVTPgNgXfSwSaXmpJ1ujpl8iSEOzg7OuA58jaNGD40OjpaV1d38dJlCApWrNwTJk46dPDgs2fPFDstzUYEiAARUC0CKD5UvVrVSqYmQg+UC2c34u83QLSDVbUqMJsxfY4fO2ZWyVSoT+WKFfbv25trGi9fZmlymMHNrdmYseOMTUzWr1vbqmULKWc4uV6LBqoQAc5tch7NW5w6dWripClFihRRIS55K6qWFmo8ZMVdX750qW69egcPB+E5QoDL6eoijUuFChV69eqtcAlxrtocQaxLFpFZTuFsaUIiQARUiABys+87cEA06bFg5qzJU6YM8PMT2hQsF2zSqMZNmhwKOiK6azOz3HuwoF42PvxHjRljZGSMmZHaHb/2V65YvnnzpoGDBouuRS35hADnmtwAP/+LF8Pc3ZriB4SRsZEgVpwhwtc+n4DO0Ta1tbVQCgKfI1raWjDOwQjHDDcyNIpVaKyDkFQTJ0+Bt1zffv1r1aqdI4GpMxEgAkRAnQhYW9tI3w50KUadktQN3i+2trUkXc1du2tTNzwEx6KKIzS5y5cvkSaXO6TqMYpzTW56wNSoyEjA6trFVwgZYlevRFxVD46K3QXqYWBCmOV0tHVSBZIiVjYzS//zEpU5YMPH7zPFrmthYTFw4KARw4aFhF1EDhTFTk6zEQEiQASIgGIJwHyIopc/f2aVd6O/fEuAc02ue8+eTi4uYvmWLl1abDs1IjMwIKSkpDi7NMah59GjR5AlBKerGzdtZuAgP1+fXj3u3n+ocFajRo/Zs2f3nt27qTSKwtnShESACBABeQjAD69c2XKXroSzk9y6eRMHOFZW1eSZlsaqOgHONTlKe5OLtwgTzQCb3LDhwzF85PBh8G8VLMaCFL5v3rz58OGDws1yOBGYNm361CmTW7VuTUnDc3HvaAgRIAJEgCMCbdu2W7N61aKFC4YOGw5T3Lt3b0eMGIZUo9269+RoRZpWJQgo6QTtxYsXeP8FTJ18YP8+VJo/dfIkCj+oBKA8ERInmwgQYcOREKkqlMIbChwqPURGKt4mh/129OmEY9xFC+fnyd5pUSJABIgAERBLYBJcmR2dZs4IRAysTXUr2xo2MdHRGzZtNjMzE9ufGvMJAc5tcigFDQPPurVr8ARMEXdjW6t2Z1+f+g0aHDp8BKVF8wnonG6TKb0qNOrz58+IP+8/ICtgCg65Dx88cHJyzunM2fYvUKDAnLnzPNyb4XceJQrOFhd1IAJEgAgohwDOTIKPnwgJuXDj+nUcqlYwNW3VqjUbLascGWgVHhLg3Ca3ds3q1atWdu3aDU5dSBEMBJUrV960Zeu9u3enTJrIQyI8EYkpvSoqDNQsptHa2vrhQ05scpgfIVcdOnSYPGmCqADUQgSIABEgAnlIAPXKx0+YOGVqQI8ePUmNy8MbwZ+lOdfkdu3a2bBRoyXLlpuamjLbRsad9u07+Pn7HzmSlSaN/sQS0NbSSk1LxW+vvXt2jx0z+sqVy+iGcmf9+g9g+tvYZNnkxI5VSGPAtMCrERHnz51VyGw0CREgAkSACBABIsAFAc41uaT37+vWrcdaktg94IwVZ4Xfvn3jYldqMKe2jk5qSiosl+fOnh0xYiQYCm0Kp6tPnjzOyMjgaLN6enojR40ZN3ZMeno6R0vQtESACBABIkAEiICcBDjX5AwMDCPFHQI+e/oUwZgKLzklJw7+DIdNLi0tFXxSUlMMDA1FQSEooUvXbqIqsgK3gAzmCEzZtnWLAuekqYgAESACRIAIEAEFEuBck2vfwQvlfpcuXcJEPDCiw1sTaamburkhjlqBm1GnqeAnl5KSCstcWmpWKmD2r1vXzocPHcRL6MGLlyzlFCDUxzlz58+ZPSs+Lk6d2NJeiAARIAJEgAioDQHONTn4wzk4OKLSA1IahodfOX3mdIP6dT3c3aCjzJ4zT204KnwjKPMAm5ylhaW1jU1ycvKFC+eZJVCS9fnz5wpfTtKEHijF2rKl34D+qCohqQ+1EwEiQASIABEgAnlFgHNNDnnRgo4GL12+wsbaBplmUUX0R2amn//AK+FXK1WqlFfb5v+6WREPqal29vYzZs5CBuDr164xMhsaGijZQgaz3LNnz1D1gf/QSEIiQASIABEgAvmNAOf55M6cPq1TVAfB0njkN7jy7Benq9DkmBkqVKgwcdJk5rm+vgH0Kub5q1evunftcjk8Qp6Fsh0L/XvJ0mX9+vZ2aexiaGiUbX/qQASIABEgAkSACCiNAOc2udGjRk4cP15p+1GbhXQENDnBTaFay5Ahw5gWZBJCmYfEhASud93M3b2Zu8eI4f+sy/VyND8RIAJEgAhkS2DD+nWNnZ3gfpNtT+qg3gQ4t8l18vVdtnQJqnXlh3IiDo6Onz5+uPv3HUlvmu/fv33//h19JHVg2+0dHBCXKnYqbW0ttn3OnLkPHz4oExuT7YRydujfv//NGzfOnj6lV768nFNxOpypAieWG6fr5qvJU1JSsF9KIcT1TX/w4D4K93G9ipzzw9mDnGjlZJi74QgcnDhh/I8fPwSjCXM3Fc9HobAszyXMc/E41+R8O3e5dfNm29atho8YYWZuLrjhYkWL1a0nnCYtz4nII0BMdAwiEvT0JOo6qK+CDrKUvb9x/UZKSnKdOnUvnD+PmIPdu3ZBTcQxq5B479+/19EpWrVqNXnElnFsUuWkPXv2ILd48eLFZRyi/G4gjDyFUm6B8kVSvxXj4+M1NArq6uqp39Z4siP8IPn48aNuOV0NTc4/ouXcctFixVL+7wci51Q0XHYCsAj4+/WHigNNTvZRKtpT7VVV+e8L5x8TMwOnh4WFQlAcswqJW7269ZWIq/LvgT8zvHr1EjG5hkYSnck+fvxQvERJKR3YvXz+8hmGzFa/f48fP7Zv//6dOvtCO2F+mkB709XVZXpqFioUdjGsW48eSoAAsfft3YukJFu371DCcrlbAs6FL148l4Vw7uanUSAAa5ympgZB5u7NgK+up0+f6BsYFOK9NQK/65KSkrhDQTOLJTB4oH/RosW69+iJephiO6hTI2ly2d5NzjW5gYMGt26bVW5V9A+u9KKN1MIQgOkuLTUV3nJ4E6PKgrGxCUumS+dOmzZvMTHJss/Z2NQICjqsNGjz5i9o2KDeiePHW3p6Km1RWogIEAEiQARYArt27jxz9kxY2KU9e3YRFiIAApxrcjg/VbMjVOW8b+AMhzMLRLBiubS0NCRzYdc9e+4C+xzZ5l48f56amoL8c0oQrLy+/vwFC4cMHmhby9bIyFgJK9ISRIAIEAHlExD8UEVRxNjYWEaGkiVLli5dmnmOdpQRxx/zEsFnzEEzfA/w8cj6OApOhZ/lcf9PtK6vry9avCfbnaI80tgxo6ZODahStWq2nalDPiGgJHdaHOqfOnlyy+ZNyHCL5zg3zCd8c73NrMzAqanFihWrWdMWhRy+fv1669Yt0dngOefs7JKezlX1VdEVvTv6tGnTtnvXrtyVfBVdlFqIABEgAkoj8OXLl/p167LLLV60sFZNG+bh7ubKtk8LmMom2sT3Wg2b6kyfGtbVcXDBdIN65+Rgzw6ZNXMGO9XUKf/klpJ9X1AE+/XtY2fvgJysso+inmpPgHObHAgiUjpw+jS80fG8V6/eFSqY1q9b28u74+o1azktNqXSNw82OdR4AJ+wS5exEQSonjxxvK7AhwuzO8S3Hgo6ouSdzpk33821yZxZMwOmByp5aVqOCBABIsA1ARjeHkRGsasgzAsP0UVnz5nLNuJXd3yiGH9BBPvfvP032y1wxkw8RKeSsWVG4PR3797u3bef04rbMgpD3fhDgHNNbs/uXWPHjHZ1bTpk2LCVK1Zg5yYmJlMDps2cEcg84Q8LXkkCPznBiDBraxs8GAlv37794vmzjj6d8kpgnAhs2LjJtYlLw0Z27h4eeSUGrUsEiAARyD8EEOu2ZvWqWrVqrVu7htl1+JUreDJ3zuxSpUqNHUd5W/PPe0F4p5yfrm5Yvx4qyJ59+3EIWFQny5cLesCIkaO6d++xayd/QyCFOSn9tbZOVsSD2GUfRUVt375N7CWlNVatVm3WnLlwmEuIj1faorQQESACRCDfEvj96xfcaVC88ciRIObB1Ps5cfzYyRMn8i0W2jgIcK7JRUe/c3J2Fj1FdXJxSUxMpOTUkt6F2lraqWlpYq8aGOjH/d/9Fh2Qd8qrQ3vlJ+fs2bOXk7MLnDYoRFzsbaJGIkAEiIACCeCg9u97DwQfPXv1wvyXw68yTjgKXIumUi0CnGtyZcqWFVvxPTYmBif9bNSPalFTgrSwyaX+yaS/Y/t2Rm8b0L/f8+fP0WJgYBgX968lDJlKwkJD3r59qwSphJZYvGTp27dvVixfpvylaUUiQASIABEgAkQABDjX5Fq0aHn06JHg4KOCuOGzuWrVykZ2drmIwc4nt421ya1ftxaOcdj1xEmTK1WqhCcVTE3r16/PlKXCS2QqQfGMhw8eKJ8MMgKuWbt+/rx5d+/+69KrfDFoRSJABIhAPiQAd2p4yFH0Qz689UJb5lyTGz5ipLmFRY9uXd1cG//9953wiHCfjl716tb58vnzrNlz6AZIIgD9LD0tDeqalrYW0hGhm6mpKWPCRJDUkeBjggUZ4YmIEo2SpuK0Her46DFjenbvhkNeTheiyYkAESACRECQACJqX715x+fyiXS/lEOAc00OZpszZ89Dn/v06RMyIj598uRiWFiTJk1Cwy7Z2tZSziZVcRXtPzmB09PTdLR1UlPFO8yx+7KxsUGakrza5shRox2dnHw7dUSuo7ySgdYlAkSACBABIpA/CXCiyb18+XLr1i3M9zqKruLoLWDa9Ft37sYlvMcPiLfRsbv37LOsUiV/Epdx14wml5KSalrRtHiJrIr1CFm6d++u2OFZmlxenK6ywixYuPjXz58jRwwTKx41EgEiQASIABEgAhwR4ESTu33r5ohhQ5OS3kPo7Vu34sFIj8NBHOozZeA52o/aTMt4ECI58PIVq9q1a499vXzx4vy5c8wG79y5PX/ev0kpq1e3RsQD6prn1fYh7c5de0JDQzduWJ9XMtC6RIAIEAEiQATyIQFOMgNDsQBKR3s7ZMpGqhH4Y6I+iShcC8sq+w8cFG2nFhBA3hZNTU3Bc9V69evjwcCxtKyCkAgWlL6BQa1atRHiWjzvLJ0oybp7z97Wni1hbXVycqabSASIABEgAkSACCiBACeanFX16qizfubMmZ8/fqT8SaVRsWJW0KXQn5GhoXATZ69xNPk+MTEjM0O3nG7ZcuVUwi6IA1Ym1kGUCoIeqllZCbZfCA0T7abkFjg+Lli4CNEPF0IvMmG2ShaAliMCRIAIEAEikN8IcKLJAWK//gPwwJPePXvAJrdpy9Y8IRsZ+XDxwoUhIRc+f/7MCgBzV82aNXv36dvJtzOf47ehyaVlF+uQJ1SlLOrTyffevXudfLzPXwiliCopoOgSESACRIAIEAGFEOBEk0PEw6VLFzt18oX7lI+vb15pS6hn0v9PBQIUqkOejpKlShYsUPDb9+9xcbGXLl4c6O937uzZ9Rs34RBTISgVPgnopaSmREVGfvnyBck+MD/U4hmzZhkZGeM5ymT9/PXT0NBI4evKOeH0wBmIzOjbp9eu3Xt5y1bOPdJwIkAEiAARIAI8IcCJEnPr5g1EPDT3aK6lr79vzx5ocs2auSt5w1+/fh02ZDAUuG07dpiYVBBaPSMjY86smUuXLmnm7g7LnJJlk3E5bR0d2OROnjzx5MkTRpMbPnJk+fL6zPBt27ai6B4q2bOzLV2yuE7duo6OTjLOz1E3mDx37Nzt4e6GohQQTzDvHUcr0rREgAgQASJABPItAU40OZRXB1AXFyf98vqvX7/C88bOYtSLymZmmzZv4Qj9rVs3ocwtXrpUVI3DivCTC5geePrM6ZCQEP5qclmlV1NhmWO95WrUqMniAuTDhw8J0oMv4O5du/Jck4NIZcqUOXI02M3Vdcb0aeDM0S2maYkAESAC+Y1AYkLCtGkBcBlC6nhdPT13d4+x48aTK0t+exsI7ZeTLCRQOKYHzjQ2ysuDP8bDrHTpMlJucOnSpVNSkqV0yNtLWdUdUlJ0/ljmRCWxsanx4vnztLR/L7m4uCB7n2jPPGnBse+Bg4e2bNm8ds3qPBGAFiUCRIAIqBmBtNTUli08Dh7Y37Kl55Chw6yqWa1csbxzJx84EanZTmk7OSLAiU0OEgwdNgwPPMmriIcaNWsgfd2qlSvmzV8g1lHv+rVrN65fnzR5So54KbMzqjtAUSunq1u4SGFmXdTJQOgGExaK4l0IiYiJiTEzM2Ou2tnbf/r4EVU0eJJ1GSHMO3bt7ujtZWBo2KZNW2Wio7WIABEgAupHICjo8PPnz5ctX9m9Rw9md9MDpsJNCN9ljAeO+m2ZdiQLAa40OXbtuRIUKVmEk6ePsbEJgmdhELp8+VKLFi2Rbk1XV7dQ4UJJ75PevHl9/vy5kAsXTExMevXuI88qnI79U3E1tXXrNngwC92/j1iCe4yKDP+z23/fw6ZYGbS1derVqw+zHE80OQiGo96VK1f5Dxigp6tHHzScvltociJABNSeQGRkJCwUHTt2ZHfq4OgITQ5eTPQBq/Z3X8oGOdHkUEz95IkTFhYWDRo2fPLk8ZvXb8RKgMPNlp6eYi8ppHHmrNmGhoYwPi9etFBoQnjlt2nbLnDGDNScUMhaXEyiBT+51FTBmZ2dXfBgWwTVOKbRpXHjixfD+g/w40Ke3M3ZwcsbkRndu3U5c+5C5cqVczcJjSICRIAIEAFUMMfHu9afqtzMHyrr4Im1jZjc+4Qr/xDgRJOD0WvI4IHduneHJrd540ZkAxELFLltOdXk8NsFngR+/gNv37r15OmTL5+//Pr9q3ixYgj/xM+XsmXLipWKP406OsKaXLayuTRusnzZ0h8/fvAq/cf4CRNR6qNdm1YnT59hUqhkuxHqQASIABHIKwK/f/9GuXCc5DACxMbGaBTUQBkb5iWKJdauXYd5jk+2jIx0HAExLzGqZk1bf3iADwAAIABJREFUxp9H0BkGV3GiYmVVnflk/o5kWLGxFpaWOd1guXLlmCHwDrpy5fLff985ferUiJGj4Dad06movzoR4ESTq1q16vmQMMZiNCVg2qAhQ8Ui0xH4YSG2g0IaYX5r2KgRHgqZTZmTwCYnGNAgujS8XLdv39arV2/2EjIewykNNlE9PT3R/nnYsmjxkjGjR3k0a3bi1OkKFYSTwuShYLQ0ESACRECIQHJy8tw5s/ft/6eYJOoVFSta1LujD7rhU3fWjBl79x/ANwteQp2Cd3Kfvv2YGVAOe83a9ShTiZd3bt+6f/8+1Czm0orly6cHBjIZQB8/enT8ePC06TNyTR4qI3yHoCzCzebjhw/4pmBKded6Qhqo0gQ40eTgsFWnzj8/WXCgxs8ztZiY6LjYuIqVKrG/cvh2I2GT+/btO1LfnTl9ulXr1ox4nX19VqxczRgU8ZkSEx0tKDZ+8F27fpNvG4E8+JGKQl4/MjNhmTtx8jQKxfJQSBKJCBABIgACKIfIqnF4KfhrGUc9h4KOsJTat+8gSGz3nn3sS9embniwLwVzf9atVw8PeVAP8PPHAz/akUZ0xfJlyHuPfBHyTEhjVZpAAZiRFb4B2KI3rFuX7bR65cv7DxyUbTeOOjAhP4JBQNku5NPRC5Ghkrr9+vVXtWpV/fz9ixQpIqkP1DL8hJLx6BNhqjgnxc+72NhYRKoyc6anp0uZX9K6/Gl///49DiP09Q3wgciFVL9+/QIiRPVyMTnNyRDIzMws8Ndfmn9sEvTHBQF8LDNWFrFx91ysmOs5d+3aiffDuvUbcz0DDZSdwNu3b7WKFMFXJzsEv+etqlqWKVv26rUbss+jWj1HDB9Wt269Ll27qpbYypSWE5tcQkICommkb6OIlhaKaOWhJlfd2hqpMSpWqihdTsGrEyZOEqzfKjQQiYjHjBpRslRpVusSnfn1q1eo3FBe4P+haB+25fChg6h71qNnrymTJx88HMSR6iNFAC4uWVhWWbJ40bt3wTNmzuYimyXUuEdRkVWqZuWmpj+OCLx7+1ZTU8OAf5XiONqv8qfF1/OD+/csLCw1+FpLkGVSrpxufHy88hHlzxXbtGqJvFTnzoew28f3QtGiRdW7lA5+KuTP2y37rjnR5OAo+unLN0aIb9++eXu1x7utZ89etWrXgTkKpQg2b9qA4gqBeWoN9vLuiIfspNDT1raWlP5JSUmJie9hMEOFA0ndYmOikelXSgfBgTDIvXz5AgepcJWFkQkGf0nTCrVPC5iCraFSmYz9ldxtytQAX5+O/fr2DjoSjM8gxa7ORPvKSFixS+ef2d4nJkKTI8jc3XEm0Ssi6wsV/ieXJHdryTkz2b/lBJij4Q0aNjp08MCrV6+YrKIYe+vWrdevX3ft1i1H86hWZ5y0qJbAypeWkxoPgttAuSZ8KgUfOwF3UXNz84oVK8KFbtXqtcimMXjwQOVvWIVWZOquwtMW9kv2rQx98d27t+wuEEVlb9dQaFM4wUQScN7uFJ65u/fu1Sqi1aF9WxgyeSsnCUYEiAAR4BWBIUOH4sAd3sabNm7AoU3g9Gle7duWKFFi2PCRvJKThFEyAc41uQvnzzk4OIqeDHo0bw6fsy9fvnC0YXiZIPvJs6dP2fmh3wwfOqSKpblZJVMnB/vVq1by3GarjYqrqLuqrf3q9Rv8X2U2Eh5+JfjoUXZT+vr6j6KiYPgUxAgtOSw0jCOwCpkWMTE4L0a64GZurvFxcQqZkyYhAkSACKg3gerVrWEWQcTY6FEj+/TuhW8xZNQ6e+4CW+lHvbdPu5NEgHNN7sePn9H/ja9kRHn75i3K2Mt+YihpA5LaYezp1aP78ePHmA6IKm/Z3H3btq14iTx2CYkJkyZO6NWzOxcBH5JEymk7dLjUlKzMwNB72LHw7Rs0eAj7EjHtOOSKiowUnBxZ5R4+fADrXU5XVGZ/3P0t27bjIL51q5YIkVHm0rQWESACREBFCSCj1ukz5xLef3j15t3rt9F79u7nT1EfFUWqBmJzrsk1bdo0+OiRA/v3sQYwHLaieByy9bRq3UbUVscR000bN6LSAFLUPnr89PiJUw8jHw0fPuLE8eOnTp7kaEX5p0W+vbS0/9R4EDsnsk0+evxI8BKSyeH/NsqUie3Pn0bc/ZWrVuODCXnmENvBH8FIEiJABIgAnwnglzDcKCmHHJ/vkTJl41yTmzRlqpm5ef9+fStXrNDY2cnR3q6KhVnvnj3gMzd/gXARLe52fvVqOOzSY8eNZ2J8kNQRKYshw5kzp7hbVM6ZYZNL+WOTk/4XMD3QxaWxUB+0XAoLkz6QD1ehzCERjGerVs09muGYmA8ikQxEgAgQASJABFSIAOeaHPLuhoSEBc6YiaCb5JRk1MtCCa+ly1ecPX9BmbFvyKBoVb26YHImqHRVq1WLi+Nv/DwOVRmbHNJ5Q372XQU9ODU1hX2JCBLEkQi951C6/tKliyrxRsRNmTV7DhJstm/fVkq6PpXYCwlJBIgAESACREDJBDjJQiK0B9iWUP8UDyXvTXA5pOS4c/u2kAA4b5WeWCQPBcbSWREPqVk2uVkzZ7Zo0aJX7z6MPEjCh0Je0mVzdHIqWbKUqqQRhjI3Z+68woULwTK3d9+BevXrS98dXSUCRIAIEAEiQAQYApzb5PIW9KqVKzq0aztl8qQSxYvDsoXIbUYe1FpYvGjhk8ePXV1d81ZCKatDA2bqrurrl4+J+TcmAIqOUOZ3JP5G8jnBqRBKEhJ2UbWqQaDaDAoRtm3T6vDhQ1Kw0CUiQASIABEgAkSAJaAMm1ye4EbajuUrVr188fzFixchIRfwL8TYvWsXU+q4TWvPa1evwte+Tdt2eSKeLIsi4oGpPWVgYIgqsVKGoPLYyNGj4QgopY9KXOrWvTsyISNpcGxMzOAhQ1VCZhKSCBABIkAEiEAeElBbTQ5BPVALWLLINgJliE1f17BBw7Zt2/Xs1RsRQHlIX/rSsMmhAw5YjYyNIyMfsp0TExN//fwpWIR+05at0qdSoastWrY8euyEr483ktfgyJX/dSdViC2JSgSIABEgAupHQG01OaFbBYXA2NgED6Yd8Z78v5dMhHlaamrnzl2QRo4VOOTC+bT0dFQ/y3YLa1avSklJGTV6TLY9edWhbt26R4OPe3t1QOaaufPmI9CYV+KRMESACBCBvCWQEB8fFx+HbzTEFOatJLQ6HwiouZ8cHxDnWgZocgiwTUlNhSqD1EHsPJ18O8uixqF/5cpmGzasZ2o45lqMPBmIQOOz589fv3YNbo6fPn3KExloUSJABIgA3wjgfKZFc/eqVSyQ1cvCrJKHuxuF/PPtHilfHiVpcg8e3EfwwfhxY1FlAbUHUDCO55WylH8nxK4IZQ42ObGXhBqRmkS0hmkTV9fMjIyIiHBZZuBbHyMj4/MhoXrlyzd2dnz86D+pj/kmKslDBIgAEVACAXx7tm3d6s3rN2vXrUfBQ0SJIQ1nyxYePK/oowQy+XwJzjU5xFSi2inqnE6eNHHd2jX3/v4bJhYUjGvu7sZd0VW1uanaKNiVlibLdqIeRV24cF6oJ4x5rVu3CTqkqqGgUGQ3bNwEG6Rb0yZnTp+WhQP1IQJEgAioK4Ed27dBaVu3YYNPJ19X16ZDhw1btHgJWhDMp65bpn3JQoBzTW7liuWww+EN9/zla8bZq3Llytt27Hz06NHYMaNlETE/90HeOCYJMIyabDZgmDN7dOsqdGbq7OwitqhDB2/vI0eCkHVFRTHCwRE11pYtX9G7Vw/8ElDRXZDYRIAIEAH5Cdy5cxueNnZ29uxUjezs8PzFi2fyT04zqC4BzjW5ffv2Ojk5wwiM7BIMJhRogqFo4KDBp0/xt+YpT+6ojo42c7o6ZvQoVIllpIKlrUevXkIlayUVdcD/ecTAXgwL5cmOcidG+w5eO3fvmTN71rSAKcjMkrtJaBQRIAJEQKUJ+PkNxDEFU3OS2cjjx4/xRE+vvErvi4SXkwDnsasfkpLc3JqJSlnd2hp+Xd++fStevLjoVWphCPyxyWWdrpbXKx8tkBy4SRPhhMaNmzS5e7eDKDf8n4cpFGY5t2buoldVqKVx4yZnz13o7OsTFfVo/YaNgiEgKrQLEpUIEAH+E8AhxuxZM758/gJRC2pooEARWxERCa3wk/J9YiIu4cSgX/8B1ays2B0tXbrkzatXzMuu3XuglCJ7acP6dVGRkczL9l5e+O2dCw72Dg6Co+JiY+G2hN/qvp275GI2GqI2BDi3ySGr7YP790V5PXv6FLnc4AcmeolaWAJa2ijYlVVi1cDQMD4uTgqZokWLTp4yVWyHvv3616pVW+wl1Wq0rFLl4uXwYkWL2jdqeOvWLdUSnqQlAkRAVQjA8K+pmZUxAH+oD5SRns5KDk0OP4+ZSyVLlkzP+PdSVp/fv5lL+Fdw1J8rApfkdneBj83qVSsbNayP6Ic1a9fBZ0lV2JKcXBDg3Cbn5e09dcrk2bNmjh03nt3AlSuX4T/n1qyZpibnAnBBTWlz6mjrMBEPRkZGDx/+mxwYWeLevX1bpWpVWSQx+/MnS0/+94HCunnrtq1bt7Rt7TlrztwePXryX2aSkAgQAdUigFgrST+MocbBc1fSdoaPGCnpUv8BfpIu5bQdBYqGDx+KapOerVoFTAs0NzfP6QzUX80IcK5I+fkPvHo1YsH8eZs3bYSTPlS3EydPJCYkoETBvPkL1IymwreTZZNLybLJ4VMgXeB34ePHjw7s348SCEIrwoCnra2jcDH4NiHS6VlaWPbq2f1qRMTSpcuYYhh8E5LkIQJEgAgonAACvyZOGF+tmtWp02dRcFLh89OEqkiA89NVuOfv2r136/YdiHuA9gYLs7GRMaoOXL4SgYRhqohMmTJra2mn/clCUqRIEVSSZZeuXbuOqBqHq472dpLy6L5580adYgXs7O3PnLsQ+fBh+/Ztke5cmTeF1iICRIAI5AkB/HaFGtfRp1NI2EVS4/LkFvBzUc5tcvAALVumbNt27QTrTfGTBQ+l0tbRQd1V2QW7deeupM5IHew/cKCXd0dJHVSuHT7IqAOBXDaODnZr1q1HdiWV2wIJTASIABGQncDy5UuNjY2Xr1hJNQxlh5YfenJuk3v44MHQIYOqWpr7+w2AexxscvkBq6L2mFXjIS0HmpyUdT2aN9+7Z4+UDqp4CUfJK1auXrJ0eb8+vVFBRPAAWhW3QzITASJABKQQgIfc27dv9cqVKV2yuODDb0B/KaPoktoT4Nwmh4QRffv227d3z6FDB/fu2V1eX79t23bdu/dAYU21hyv/BnV0dFJS/tHkUG7P3NwCx6zMtKh4htTesnvRdvDyXrhgPgJgccYtv2C8mqGlp2dN25ooHOLu1nT9xk28ko2EIQJEgAgohAByo0iquG1Ts6ZClqBJVJQA55ocIn1wnI9H4MxZx48FHzxwYOOG9cisA7e53n36tmrdWkXBKUds2OS+fPnMrNW/X9+pU6e5e3gwLx0cnTKEAuD/XEBwCXRlC0tLIQkRpo6ccxs2rJ8yNUA5witzFWNjk6PBx5FaqVuXznPmzlXm0rQWESACREAJBJC3K2B6oBIWoiVUjgDnp6ssEWQARvbCQ0FHoh496eTre/Fi2Ly5c1SOl5IFzqq7+iczMP6QHDgmJpoVQE9PD+qLqDxPnjxBXQ3RdrT069d/29YtTAiF2A4q3Qitd+GixZOnZiXVGz1qJFvcTKU3RcITASJABIgAEZBOQHmaHAInr1+7NmXyJPdmTVHut1ixYm5ubtKFo6vQTliNxMDQIE5qcmAGFwqwSqrN1cS1aZkyZQ4dPKjGYJs2zXpTRUe/a1CvXviVK2q8U9oaESACRIAIEAEQ4FyTS05ORqko+GOaVTL1cHfbtHFjg4aNgo4Gv3rzjgzF2b4F4SeX9n+bHJK2CGUYgeccMvMJTeLg6Hj37l1UQhOdHLVluvfoeejgAdFLatayZ+/+kaNH+3T0QhgEnEvUbHe0HSJABIgAESACLAHO/eSGDR3CqA42NjXGjB3n5eWtV55q/cr6DoRNLuVPtS78jRg5MiMjU3BkWGioTY0aQjwrVarUp2+/Hz9+iF1jgJ8/MsKIvaROjdBZ4Rps18iuX98+Ls6OCLuxtrZRpw3SXogAESACRIAIMAQ41+TgzjV02LBOnToLlhkm+jISQPUC1iaHjBtCVWoHDR4idp658+aLbUcjshCJ9a6T1F+l21Gn9fTZs5MnTfJo5jZteiAUXGh4Kr0jEp4IEAEiQASIgBABzjW52XMokDD377o/dVcVk08u90Ko8kiov4sWL/Hx6TTQfwACQVatWgP1TpU3RLITASJABIgAEfgPAU40uVevXgVMmezSuDHyjKxauQKBDmKpm1SoMGs2ha+KZfNPI1t3VVqnnF87dfJkSkoyMszlfKhKjqjfoMHl8Ij5c+e6ODuNHT9+yJChGhoaKrkTEpoIEAEiQASIwH8JcKLJJSd/Dw+/YmySlSPjyZPHeC4We5UPVcW2q24jnLG+ff364vlzSVv4/v17ZuaPH5n/cXeT1BntGgUKNm/egp0wMTGxXLlySNHHDjl+/JidnT0iUoUmOX7sWK1atYyMxVe21dTUvH3rVo0aNQWnkiKGCl1iHATF3oKu3brbOzheOH9uwby5bs3cS5UqpUL74pWoiKcpWKCAWMi8klN1hWFq4eAnMf9/cnz6+JEq9+TJO+1RVFRoaMjAQYPzZHVlLlqoECeKijK3wPVanACCQvPi1RtG9OUrVuHB9TZ4Mn+hwoV//f6V+UOiooaPvJ+/fkrpILSRgpoahYsUZvtfuHAOGZUFQxzsHRyKFi0qOqGrW1Ooa6LtzPwmFUyKlyj+7PkzpAvmCTpFicFocpI2bmxi3Klz5+vXrwUFHYamC99N9dNlFUVSyjy/fv38XaCAJMhSBtIlGQkwutGPnz/weSLjkLzqhg+0vFo6n6+7aNHC06dO5gdN7q+/yL85mzc7J5qc4JoHD+zHS9HC7TeuX79x4/rgIUOzEVClLv9953bJkqWqVq0mSeqHD+4XL1HS1NRUUgeh9mfPnq1ZvTpwxiymHcGq1apZOTm7yDhcSjfIuXTJ4rPnLkjpo4qXUlNTkZlFyi3ApmrWtI0IDx8+fCiU3eXLV9atV08Vd5qHMj95/FhTU8PM3CIPZVDvpX/+/BkXG2thboEfhzzfablyut++fee5kOokXmZm5ssXL/bs2YWCjUhTpU5bk7QXbFnSJWpnCHCeT+7kiRPwyhLFffr0qeXLloq2U4sgAR0dbRiZ2PexgaFhbGysQhB16dotKjLyzp3bCplN5Saxs7e/dDm8des2np4tRgwbilNvldsCCUwEiEA+JODj7dWwQb1lS5fSoXY+vPuStsyVJnfi+PHSJYvjgWOsw4cPMc8F/12yeFH+SYchiX627Vpa2ujD1tdCcuCPHz4IjQJh1M8QnSosLBS1NETbmZaSJUt28PLaumWzpA5q345cfeMnTDx77vy9e/dcnBwuX76k9lumDRIBIqDqBAKmT0dqfTyqV7dW9b2Q/IoiwNXpagXTCkjNCimhTyCJF0pICUlcuEiR3r37KGob6joP6q5iazgxRNVaPBk3foLQTqHDhYWGeHq2EvX3ykjPmD1rJkrcil5iJuk/wM+1SeMJEybB1KeuALPdF8I+zl0I2bB+XRffTi1aegbOmIkMiNmOog5EgAgQgTwhAOcQZt1SpUv99TpPRKBFeUeAK00OFR2WLFuO7Y4dMxqa3Lz5C3i3dVUQCHYjiAlNjhG2dOnSQlJDS1u2fKXYrTRxdc3MzIiICHdwcBTbAT/ppkyZmpHvXRAQHujnP9Cnk++8uXNq29aA7+bIUaML894/Sew9pUYiQATkJ/Dt27dOPt4pyf/U15F/QrEzdPTx8R84SOwlaiQCOSLAlSbHCjF/wcIcCUSdBQlAUSuipZX2f00uR3Dgzt+ypScOtyVpcphNUpWIHC2kHp2hJaM2Rtu27UaNGgFX4vkLF7m4NFaPrdEuiAARyBEBJATw9x+E2OEcjcpp5yqWlKU8p8yov3gCnGhy7969XbxwYcNGjWDn2LZt6907d8QujkO9sePGi71EjSwBbS2tXJd5QJXVq9euEkzZCeBNGxJ6ccXyZThsxbt30uQpZcuWlX049SQCREANCOAntGerVmqwEdpCPiHAiSb34cOHrVu3IBMSvgsvhobCJV8sTavq1UmTE0tGsBGlV1NT/i3Y9fLlS6EkcK9fv/b363/q9FnRqapUrYqHaLtQy6VLF62sqiPncLY980OHIkWKjB4z1rujz5RJE+vWtsVbtG+//qhXmx/2TnskAkSACBABlSPASeyqrW2tT1++Mf5bm7duw3Oxj/AI8VW8VA4ipwLrQJMTKL3atInLw4cPBFesWLHi9h0SY1RlkQ0hrrNnzpClZ/7pg5x/23fuOhR0BJHXtWrW2LtnN8X855+7TzslAkSACKgQAU40Oen7R06NlBRuPUmlC6BaV4VscuV0dWOiY4S2oKurK2VT8XFxUq7iEsxOe/buQWkg6d3y4dXatevA2Dl4yJDx48Z6d2iPjLj5EAJtmQgQASJABPhMQBma3NGjR1q28GCSok2dMtlQX8/EyMDfb0DuHPn5TJML2eAnlyZgkzM0MIyNy1lyYLjwS9fScFzbrl37hQvmcSG/qs+JwBFEtt66c9fExMTZyWH0qJFwHlD1TZH8RIAIEAEioDYEONfkgoOP9uze7ePHj8hF8uDB/ZUrlterX3/I0KFwnps9+58iVGpDk4uNaGvrpKamsTMbGhmJJgd+8+bNubNnJK2+a/feSpUqSbrKtI8ZO+7QoUMoDia9W769CidCZNW5EnHtQ1JSDWur6QFTqSxEvn0z0MaJAB8IILH52nUb+CAJyZDnBDjX5NatXVO/QQO4xMGR/EhQEJyNVq5cPW36jGHDhu/csT3P989/AbJOV1P/PYyeMXMWHPCFxP727Wti4nt59gJVz8vLa/EiShkjjaK5ufmWbdv37j8QEhJSv14dhPWgPqa0AXSNCBABIsANAaSXogBbbtCq3qyca3LPnz9v3LgJU2YABeARr2phaQlOSB386dOnr1+/qh4z5UqclYVEwCaHpBgotCUkgrW1TZeuXeWUa8TI0TCUSj+HlXMJ9Rju6Oh0ITRs1KjRs2YEtmjuHhEerh77ol0QASJABIiAKhLgXJMrUbw4UxU0IT7+3r27bJba+PgsN3wY6lSRmjJl1tbREfSTy93SF86fGzzIX/pYMzOzkSNHxcXmzAlP+pzqehXOc3369rtz9z6yB3f07uDVof39+/fUdbO0LyJABIgAEeAzAc41ORgwdu7ccfFi2LJlS3EU5eraFDiyEs5t2QL7HGly2b45/tjk/s0nJ6k/1GUmpkRsBzNzi3179yYmJoq9yjYiiNXO3l56H7rKEkAx3AkTJz1++tzB0bFlc492bVrDE5T4EAEiQASIABFQJgHONbnRY8dqFNRo27rVmtWrGtnZoRgorBfVrapGRUXCy16ZW1XRtWCTE9LkkBxYdC/nz50bOmSwaDvTgpxztra2x48FS+pA7bkmUKxYseHDR0Rcu25kbOTm2mT40CExMdG5no0GEgEiQASIABHIEQHONTlDQ6NrN27u3XcAj6AjwTiW0tEp2tm387kLoahxmSNZ82dnrf/WXUXISMP6dVEPTYhGM3f39Rs2SkHUtl37Y8EyaXKIhL17928pU9ElUQImJhVWrlpz6XI4XD/r1qmN/HOJCQmi3aiFCBABIkAEiIBiCXCuyUFcVCN29/DAA8+RQw4BgIuXLqtTp45id6Kus2lra6cInK4imUvZcuWi3+XY6tO9R09kuJWFEtwZu3buLBgwK8so6gMCllWqoKjJpUtXPn/+XKOG9YhhQ+EeSmSIABEgAkSACHBHQBmaHDJvzQicXtu2hpFBeQN9PWuramNGj8rWZ4u7PavWzFpa2kIplJEcOC6HyYGxZTh1uTZ1k2XvrVu3qVip4vx5lChYFlpi+iA6e+269cdPnEJJ3Hp1a8+ZPQuKnZh+1EQEiAARIAJEQG4CnGtyycnJLTzckagMiUi8vDv6du5SpkyZjRvWuzZ2ybaKlNy7U4cJdHRQd/XfzMDYkoGhwfv3YrLHwfwzLWCKQvY8Z+68tWvXIIOMQmbLn5PUrVs36Gjwnr37r0ZEIJnwrJkzkHYnf6KgXRMBIkAEiAB3BDjX5BYumP/06RN8n6HeEQwVq9esvXQl/HxIWHLy90kTJ3C3MbWZGTY5oYPOWbPnQicW3SDyzDVsaCfaLtiCcJObN25I74OryPbn69t56pRJ2fakDtIJ2Ds4BB8/cfL0mefPnlWraonzVsrzIp0YXSUCRIAIEIEcEeBckzt58gR0Ao/mzQXFgpPc0GHDT546yaSay5HE+a2ztraW0Omqqakp8gOLckA1CCHOon1gFpKxbOiUqQHXr107f+6s6CTUklMCSN2M4hDBwcffvXuH81ZUHyb/uZwypP5EgAgQASIglgDnmtznT58qmJqKro1GKCiyZEoTHZuvWrLqrv73dFWe7Ts7u2Sr7THzly5deuSo0VOnTiFtWx7ggmNRtu7g4aCjx068fPnC1rbGyOHDqKKGotjSPESACBCBfEuAc02uUuXKKNKF3BlCiENDLugbGCCsNd+il3HjWtpaqSn/1l3NdpQCE4j0H+CHTDGi9y5bGaiDFAIwSO/ctefa9ZuFixSxb9Swk4/3rZs3pfSnS0SACBABIkAEpBDgXJPr06fvpUsXB/r7senvX7x4gdOlXTt39u3bT4pkdIkhoCPOJifJ1yozM3NmYOCPHz+k04O3nCzRlIUKFULVBw0NDemz0dVcEMAR+dx585FqEYnoWrfy9OnoFX7lSi7moSFEgAgQASKQzwlocr1/744+UVFRy5ava7ZeAAAgAElEQVQu2btndxEtrYIFCjL++x19Og0fMZLr1dVgflGbHE6lbaytnr98XapUKaENQvfC+V22u16xfLmhocH0wJnZ9qQOnBKoUKHCgoWLoC6vX7e2W9fOKH07ZNhwT89WCPTmdF2anAgoigAqLu7buwcPRU1I8xABIQKoL2Bv70BYpBDgXJPD2gHTprdr3z7o8OHnz5/BXGRmZt68eQvE9EkRiy6xBLSRT+6/fnKIbMDfmzfQ5GxzB6p37z6o+z56zDgkmZNlhoMH9iOE1rNVK1k6U5+cEtDV1Z00eQp+2OzYvm3yxImB0wIGDx3WqZMvynvkdCrqTwSUTMDPzx/1Y5S8qEKWe/v2Db6PKlc2U8hsNIlYAteuRtS0rYUvLLFXZWzs36+3jD3zbTdlaHKAW6NGTTzyLWV5No66q+np6T9//hQ85bSqXv3hg4c1a+ZSk0MBXOjTsJL26z9AFtmKFy/hN6AfEqTBtVGW/tQnFwTgM+rnP7Bvv/5Bhw/BaDprRmDPXr3hgVBeXz8Xs9EQIqAcAvhhibLOyllLsav8/PkD7igqKrxiUXA326uXL+BJoqOjI88ShQsXkWd4fhirjEMcJAdevmyZV4f29evVsbdr2KVzp23btgrZmfID69ztkTHMQJkTHF7dqvrzZ08lTQjU0dHvJF1l2gcNHoz6qtL7sFdRaa2lp6ffgP4U/SAjsVx3Q2FiOCQg5+KBQ4eRsqSGTXWERISFheZ6QhpIBIgAESAC6k2Ac00O1QicHe0Dpk5++PCBkaGRRkENZCkbPnSIi7Mj1XiQ5b3F2KWF0rWMGz+h3wCJ5jRkYDY2NpE+OdSFmbNmS+8jeHX2nHnPnj1DnIrsQ6inPARsbWvhPl68dEVPT69TR++WLTyCg4/CNCvPnDSWCBABIkAE1I8A55rc7JkzYFrYtmPno8dPUbwIxoYnz16gyvjbN2/HjR2jfkAVvqP/a3L/SUSCEzc4gUpaq1y5cpIu5bq9RIkSS5YumzRxfExMdK4noYE5JVC1WrXlK1bdfxjl4OA4ZtRI2xo2S5cs/vjxY07nof5EgAgQASKgrgQ41+TOnz8Pf1gUZS9QoAADEf5e7dq1Hz9h4un/sfcdcE1k3dtb7WXtIqKAIGClq3QpFsSODRCwixXB3rF3sWIXexfFAigICgKKigooCIqKqNjrqujufg+b/fLPS0IIyUwySU5+I8veuffcc58ZJmfOPec5kRGl8mWoKu6SrwvbbchI/fLlf0qvSj5cfE+EieAjvg//bIeOHTu7dpng7y9hf+rGFAJwy02bPiMt4+6s2bNPnwpv3sxw7JhRfFofpmYhOYQAIUAIEALKiADrltxvv/3aoEEDYWi0GmkVFhZStJwwMsItCJUrVnpVuE+xlrCw45LUDwD5BQhiSpXG74AN2Vs3U+/euSP5EOrJFALlypUDdw9qFp86ffbbt0Jnx/adOrogrRh/R0xNQXIIAUKAECAElA4B1i05J2eX2AsXhB0/J8PCjJo1q1KlitJBJn+FscH6VcgnB2rfFwUFJSkDDyjysko6y28fPWbsxEmTS+3G74B925u303DhJB9CPRlHAEnEW7Zuy76f23+Ax4oVy/Wb6EwYPy4rM5PxiUggIUAIEAKEAPcRYN2Sg63wrfBbj+5djxw+lJOT8/Dhw+vXrw8dMvjs2TMoBoXSUryDoq/E3CuIUfvw4X2xDuAeExNoiCpb+k2bipEp9SnUgZV6LA1kEAHcFb6+gy4nJm8M2Yw0ZBvrdl6eA2JioqlOLoMgkyhCgBAgBLiPAOt8cvOD5mbevQsgEi9fLgYHHAn8FhCbLVu+gvt4KURDDY0G+U+fFpvawMAwdOcOheiDSRHgiBxkondWFP78eRF1CoIYHHhNwv0wfOgQWHg+voM8vQaCcFjh6pEChAAhQAgQAmwjwLol5+3ra+fgUOoyjAyNSu2jth00GjQQZmxp3qI5HJzg6gOjrEhkEFr38cPHuvXqiTwr2Lh929bExMTtO3aW2pPf4fWrV33ce+8/eNDBob3ko6gnewjo6ekhinHmrNknT4Tt3Llj8aKFqPrlO3gwkl75yUbszU6SCQFCgBAgBBSFAOuWHH3Ty35pG2hoPBPyyYGFBHVXHz18iHoPIqe4dPESKqXMCZon8qxgY9eu3WbNnIldbzMzs1I78zqABgU+1MG+PqCVKZW7TkKZ1E12BJAc06//ABzISoE9N9DTA6GNA719B3h4IAFWdvkkgRAgBAgBQoBrCLAeJ8e1BSujPqiR9fTZs2Kaw9FyIe6SmOQDFGaQxIyDWPjtfAcNWrK4DETBGOU1cGCHjp1GDB9GdLUcvKlwY8DUvpfzYObsOUlJl1s0M+zZvduJE2HCuUccVJ5UIgQIAUKAEJAcAbLkJMdKYT2xuyrsk4M2qGfH1MbZmLFjExLiUZCjTItctToYQ5YtXVKmUdRZbgiAuAS5LwcPHUm4nATf7cSACWYmxjDZHz9+LDcdaCJCgBAgBAgBVhEgS45VeJkR3kCjwbNnxTMemBH9/6VgrzYt/U5ZY+RRFxkVpVDuPSkxkVl9SBqzCDQ1MFi4aHHG3ayg+fOvXbtmZtK6R7eidPKvX74wOxFJIwQIAUKAEJAzAmTJyRlwaabTaKCBAk3SsSjjC7vg+XNJZpWuxpepqdmMmTP9Rg6XZArqo1gEypcvj/IqR48dv5WWbmNri6wIQwP9gAn+11JSFKsYzU4IEAKEACEgNQJkyUkNnfwG1qtX/5dffikQxQN89coV8RZe8Np1yE5gVVdQBh4/Ec7qFCScWQTgggUj9PXUW/v2H/z27WvPHt0szU1XrVxBtI7M4kzSCAFCgBCQAwI///PPP2xPg4h4vPQjoOrHXz8E5wLxlaOjE9uzy03+q1evpkye6OnpJbcZaSJCgBAgBAgBQkC1EXjx8uVfP/7y9KLv1hKvM+ssJNnZ2f369BZZA7R58xaOiapjyQHjqMhI/wmBYPYqCe97WZmVq1TV1NQsqUNJ7R4D+vv4+nbs2KlYh1kzZ9SrV2/M2P/jWC5JgoTtb9++BbmJdIkUX758yczMNDExkXAuNrp9+/btxvVr7ays2RCu8jILCp6fPnXqzJkz4C9s7+jo6tqlbbt2IB8utvAH9+//+tuvjRtrqzwgilogCnVcSU6ysLD87fffFaWDys/7+PEjMJzr6jZR+ZUqcIFgwmptbIKCk7LoMHiQj5tbN1kkqPxY1i25eUFznj59OmPmLCOjZpWr/A+HbZXKqlZ0FTy9+NoTc9fi7O+//y6mQ0k3XIUK5Z/m5wsPRPoqck6F2wXlwCH6OO9xr169SxIu2C5elHgJ+fn5vXv12Ltvv5OTs/iebJ+VZRVs68Zl+draOngrwIEaeocPHRo92u+nf/7p1du9T9++CIjka/5b0Ufcfc7lNSqFbjxmH7AD/l6unFIorIxK4ibGlhQ9K9i+driNZQT548ePbCup7PJZt+RSUlIGDPAoU5l2ZceUDf1RsOuZEKUcJmptbHzo4EHxM/5Ro8afX/4U34eRs3BGBgev8fUeeO58jBiiO0bmIiGsImBsbIJj/oKFcbEXDh8+3M2tS/369WHSubv3QRosq1OTcEKAECAECIEyIcB6xkP9euyG25dptcrbuUGDBnBtCutvZ2d/PiZGuF2wBQYWuonvU+zsooULBKviSj4W1QW8fXwH9O/7+vVryUdRT24iABeyk7PL5i1bs+8/mD5zVkZGup2tta21Vdrt2x8/fuCmzqQVIUAIEALqhgDrltzkKVOPHj0SFxerbsgyu1745J4/L17mgTdFxYqVmJ0L0gZ4eB48dFA6coq5QfMaNWrsN3IEYlAYV4wEKgQB3GPYnUeia1b2/REj/fBSEboztHOnDtu2bkGij0JUokkJAUKAECAEeAiwvrva2dXV2sYGlYJatGhZjLFMW1t79Zq1dCUkQQCUciLLPEgyltcH4XRWVtZgM5FkiI6OzsiRfpMmBsbExkk4hC8WgYD7Dx5yc+08csTwLVu3lXW4JOpRH0UhUL16dVRpy8rMLPz2NTEp6fDhQ9OnTbWzd+jduzeCI1H2TVGK0byEACFACKgtAhJ9r8uCDko5IaMTVYPevXv38GGu4JEvartQlrlUeGxRmQfJCH5LAmHP7t3v378v6axwe0DgxIIXBTnZ2cKnSm2pUqXK/oMHb9++RVWhSsVKSTtUqlwZzjkERKZcT7W2tl6/fp2RYVO3Lp23b9v64sULJV0UqU0IEAKEgDIiwLpPDhWBkPV2IvxU1apVlREgjuhcX0MDhZVAEVKjRo1iKqH9woULrl26iFcV0U7iOxQ7i+t1525WmYYIdgb37NWU61IPp4HKggCypycEBOIA39Cp8JO7d+2aMnmStbVNj169unbtJl3hEGVZO+lJCBAChAAXEGDdJ4d0euyukhkn48UGxxtilURusOY9eQK6ne/fv8s4BQ0nBGRBQF9fH37ci/EJ127cdHRy3rdnt5GBfveubvDSSVgvTpbZaSwhQAgQAmqLAOuWXIeOnc6di+LRI6ktyowsXEOj/rNnItJXdXV1f/nl13v3SvefgTxJiorp2JOVMREV8XY3bpB/jpG7QAmEIP51vL9/9IW41Fu3O3XujISnFs2NkB6xKWTjkyd5SrAAUpEQIAQIAaVCgHVLLjBwYoXyFTp1dDlz+jToRgUPxE0rFVYKVlajiIhERPoqqCKaNTMCMUSp+iHpYciQQaV2K9bhVHj4gf37yjpKsH+TJk369+3z4MEDWYTQWKVDoGFDLb9RoyMiz6Vn3O3d2z3i7FmT1q3a29utWL7s7p07SrccUpgQIAQIAW4iwHqc3NQpk2/duonFe3kOKAYBqnUlJCZxExcOavUvObAInxxUNTUzR1nbUnW2tbXDUWq3Yh2Qq1jWIcX6j/QbVVBQ0LN717ORUZqaDWWURsOVDoF69esPHTYcByhLzpw5ferkSSRCaWlpuXXt2qVLV3MLC0pwVrprSgoTAoQAdxBg3ZLz9vW1c3AQuWDh4H2R3aiRh0CDBhqohikSjWXLV4hs507jnLlBqOXaqUOHMxGRjRo14o5ipIk8EUAChI+PLw5kskecPXPqVHj37l2rVavWBQk7bm62dvZIcpenPjQXIUAIEAIqgADrlpyDQ3sVgIkLS4BPLitLkQTLJ06EIRtRuJ66hODMnjP3r79+wDN35mwkUnElHEXdVBIBZPCAfRrHly9/xsXGRUaeHTXKD0Gczi4dYNKBmg7EdSq5cFoUIUAIEAKMI8C6Jffw4cN3796K1LtihYoGhoYiT1GjMAKwfp6JipMT7im+ZcvmTbDGhgwdJr5bsbPIllg4f17e48djx40v00DBznPmzsP+2uDBvmcjoqQWQgNVCQFkZIM8HMfff/9948YNOOpWrVgxcvgwsFgjW6KzaxewnKjSemkthAAhQAgwjgDrlty8uXPCwo6L1Jvi5ETCUlJjETlwCXFyJQ0R2e410Ftku/hG7I2GbN7a1c0V/pJmzZuL71zSWYRDrV23AeU7S+pA7WqLAO4N838/s2bPAaF0ZMRZZEjMnjVTT1+/Y0dsy3e0bNNGan+w2qJKCycECAF1QIB1S65YnNy3r1+Rw3j0yOE6devODQpSB4iZWiMKdsGhVVhYKDKWCF9+Genp8G2UOl2lSlLWacW3rKenV0CAf2TU+VJnKakDvoxbtWpd0llqJwSAACIph48YiePDhw8xMdHnz53z8fYCYyJo6jp27Ojk7FKrVi0CihAgBAgBQoCHAOuWnMg4uSlTp7l27ojKBAiLoSshIQL16tVHz4KC51paIjIGsrPvTZ40URJLTsLpRHabGzTv8KGDIk+VtRHbtWuCV/v4DqLEl7JCpz79kQzRs2cvHNh7TU1NPRcVGbJx4+hRfiampnDUuXTo0LJlK3iL1QcQWikhQAgQAsIIsM4nJzwlWmrWrDl+vP/OnTuIMVgkPiIb4YpD6l9JoXKoj/Tq9at7WaXzA/OEz58XlJ6eJnIiMY0oqDp4yFAxHSQ/hS/ga9dSurl1kYQ/RXKx1FMlEcDeq5mZ2bTpM2IvXsq4k+nt7Xv71q0unTs1b2boP24suCo/f/6skgunRREChAAhUCoCirHkoBa+yJGqRs/fUq+QYIciSrnnoolIKlSo0MayTVycpMmtrl3cRPr2yqSPjJ137d7bqnUrF6f2jx49klEUDVcfBOrWqweOw1179t7PfRSyaXPlKlWC5s7W1W6Et4Lg4NV4P4G7V33QoJUSAoQAIcD67uqLFy/+/PPPYkDn5T1etXIFnsjYPaFrIDkCCJUTWXqVJ6Fn795v34pOExaeAh4O4UbJW1D1oeDFC3//CZIPEe6JmLn1G0JQcN3NtfPJU6dRdky4D7UQAiUhAC+1vb0DjoWLFiNOFAF1CKpbuXwZbDtnZ2cE1bVv70h79yWhR+2EACGgMgiwbslNnTyppNzVVauDVQZH+SxEfPoqCFflowZm6eLWFbkXsk8H1+zSZct///131OU8cSLcqFkz2WWSBDVEAEkSgwYPwYHEiCtXkmOio4NXrRoxbKixiYmzswuSJExMTCj1VQ1vDFoyIaAOCLBuybn36dvK2LgYlD//9LOVlZWFpaU6QMzgGkEpl52dzaDA1atWjhjpJ0U2K4POVBhzCxYuQkh73z7uaRlUjpPBy6uOovBWYGNjiwNlRV4UFERHR8NRBw5FYGFnZ+/g6AhHHVUZUcc7g9ZMCKguAqxbcijD4/pTF9UFUK4rQ5zcpUsXGZyyVq3aMjoqsKuloaGBr09ZtIIxt3jJ0mHDR8gihMYSAsUQQPyGh6cnDmRW3bx5My72wtHDhydPDETJV3uH9jDp7OztGXwnIfwJAUKAEFAIAqxbcrxVIVTuzZvXP378JbjIcuV+b9BAUyHLVtJJUXpVTJycFIvy9vGRYpTgkMCACWDhX7FylYxyMJzi5GTHkCSIRACvKwgMxSdw4iQ8iy4nxMfGxi5cOH+QrzcITWDSgSzJ3MJCxhcSkVNTIyFACBACbCPAuiWHGPwimoAzp4UJR6jGQ1mvblHu6rPnYkYhSGj40CFI6KtQsaKYbgyeWrZ8hb2tNXwb3bp1Z0ps0Nw5DRo0IBcdU3iSHEEEEEvg0qEjDjQ+f/YM6d74+Pp6//n5s7WNDfIncDM3a9acaOrotiEECAFlQYB1S25+0Nzw8JOoim1k1Aw5ZYK41K5VW1lg4oieGg0aoOL4+/fvS6ovDqdCSkpKQkJ8mSiXN4VsHOjtU7lyZSmWqaOjszp4zWi/kbDLmzRpIoUE4SEuLh08BvR78iRvbtB8+kIVxodamEIAgaf9B3jgAHHJnTsZly7iE7d40cLy5csj0g4mHf7p6ekxNR3JIQQIAUKADQRYt+SioqIQKrd33wE2tFc3maBUgLMNG6wlWXIABLQM+DoqkyWHbAN8pAazt3ufL1++MmhyWVlbR0Sec+/dCw7I9Rs2iqxOJrW2NJAQEEYAdy9eRXD4jRr948ePm6mp8fGXwk+enD59Ws0aNWHS4YOfFA0iDB21EAKEgMIRYJ0ZuFKligpnoFU4ygwqUL9evafPnooRiAS9hPh4MR2ET40aPaZq1arC7ZK3gKmV2Sg30JGci46+k5Hh3qun5CR5kitMPQmBkhD47bffEDM3ISAw7GT4w0d5m7duRYZEaOhO41YtzU2NA/zHo2w0tmVLGk7thAAhQAjIGQHWLTnsXGB3FfzAcl6Yqk6HDdaSCnbxltyxU+eOnTqpwPI1NRtGnjtfqXIlFIF48OCBCqyIlqB0CPC2WafPmBkZdT73Ud6SpcuqVa+2eVNIyxbNYNWNHzcGZYifPs1XunWRwoQAIaBKCLC+uxoQOPHq1SuW5qZdu3UrFhgHjgDsZagSmnJYy79JD+J8cn/88cfUadOl0ATfSZ1du8jonHOwsw3dvUdbW1sKBYSHoMzrvv0HlyxelJGezqzPT3guaiEExCOAQFIELfDiFlBmMDkpMSEhYfv2bWNGj2rYsCGyJVD7GD9pC0I8jHSWECAEGEeAdUsu7Pgx8K0jcXXvnj3FtOdFpTC+JNUWiKTOZ+zs7Dx9+vTLly8yWnIRUVEVK1Zi8BKAP2LGzFkMCiRRhIDsCMCqQ90IHBAFWhNUlbickLBrV+j4cWPr169vZW3Ttl27dm3b6TdtymD8qOxqkwRCgBBQSQRYt+RWrVypqam5ddsO3SZNEIAiCKKMnLQqeT1KXRRoeJGaWmo3KTr4TwiQYlSxIcyaccWEIxQdO/Vdu3Yj3i/ZrxRJYAoB0JqAkQ4HBCK1HMnjsOrg4UZB4SqVK7dpC6POCkk8rVq1LvYAZEoBkkMIEAJqjgDrlhzC1Xu7u1u2aaPmQDO1/FLj5JiaSEY5O3fu6NOnL7ZHZZQjOPz798IlixZu27oldNeeunXrMiiZRBECjCCANxmkHOGAtK9fv16/dg3vXeeiohYtXPjrr7+0bQdvHXZhbVANlqw6RgAnIYQAIQAEWM94aNOmTdrt24Q1Uwho1NcQn7vKm2jc2NHHjx+TYtKIs2dRrVKKgcWGIL/P28uzsLBQdlF8CfiajL0YDwSs2loyW7WMQSVJFCHAQ6BChQqw26ZMnRZ++syjvCdhJ8JBZZJy9Ur/fn20GzXs3tVt4YL5589FvXv3jhAjBAgBQkAWBFi35ILmz7937960qVPAZyuLojSWhwB8cq9evkQtB/GAgPgq/MQJ8X1Ens3Pf/Lh40eRp8rUePDQkVevXvn6DBSu7VEmOcU6Iz5p+87QmbPn9OvbJzh4tSyiaCwhIDcEEA8AZpMxY8chgyf7fu6F2Iu93N2fPHkyaWKgrnajNpbmY8eM2r9v3/379+WmEk1ECBACKoMA67ur69auLSz8hioC2BQrttdmaGQEAliVgVI+C0E8NfjoX7woAEmHmBltbe0AOPh+f/mlbMb60GHDxYiV/BQyJ/YdONDBxflCTDSvMpLkY0vt6es7CMVehw0Z/Cg3d8my5aCKKHUIdSAEOIIAciCaGhjg8PHxhUog+k5KTrqSnLx1y2bQmtSsVQupEnDmoWIKAkN/L1eOI2qTGoQAIcBZBFi35EBIgbo3Itev1aiRyHZqFIMArJaaNWuCUk68JYfARBh8+HpAsLUYaayeAh1DUvJV6YqAlaoYAszjLsWP9vMDHT+CykvtTx0IAW4iAC97r169cUA9pMGm3riBTNhLly7BkjM1bqWn3xS3t4WFpYWlJf7wubkE0ooQIAQUiwDrlhzqB/xEnHGMXmRQypUaKofdHPC6wesp3czXrl378OG9o6OTdMP5o0BuJ6MEMcMbNtQ6eeq0mA50ihBQLgSQBlvES2djg5iEi3Gxx8NOXkm5mpyUdOTwoby8PD19fcuiT1v8g0uvrO525YKCtCUECAHJEWDdkpNcFeopIQJ4iZekWBA2WCUUKLIbXHoi26VrRAJEy5atDAwNpRte6ijkCe7ZvQtFw3766edSO1MHQkApEIDpZtS8OWIJoC0qSSQnJyMZdv/+vVOmTCr3++8Wlm0sLCzMzc1NzcxRkVkpVkRKEgKEABsIsGLJpaXd7trFFXW6UNxmzGi/06dOiVQdHiPUwBF5ihrFINBAQwOxNWI6yH4KXw+yCxGUAOdc+QoVmJUpKA0RgQgYB/XJtm072JuFJBMCikIAOUz8TVjEz2VkpMOqw+fY0SM5OTlFW7Fm5mZmZvjZqlWrchRdp6jrRPMSAopAgBVLrmrVaghj4jlgUMjh86fPIpfWUEtLZDs1ikegvoZGbm6u+D5cO8urccSeVtiWQpHWWTNneHoMWLlqFXsTkWRCQOEIgIuudWtjHIOHDIUyr1+/TrmKzxXwZgfNnYOd2ZYtW8Kk47nrYOQpXGFSgBAgBFhFgBVLDlkOO3ft5umNyqpUXJXZS4jd1cTLlyWUGR9/CQTz0pXTePny5e5doYETJ0k4lyTdnjzJQzeEuEnSuUx9kAuybPmKU3bhGDV0yOCVq1ZXr169TBKoMyGgjAjUqlWrU+fOOKA83HWZmXevX79+LeXq6tWr7mVlVatWzczcAu46nscOnZVxjaQzIUAIiEGgbBQVYgSVdAq1CF+8eCF8FrxlM6ZPE26nllIRKNpdfSbp7mpgwIQzZ6RMC6hYsaIW037TqMhIF2cn9nyKzv+WwgTlnnW7tunpaaWCSR0IAVVCAO66Fi1agt9k3fqNiUlXHj5+snvvPqRQYDd2/PhxerrayIfFe86G9etQUuzTp0+qtHZaCyGgtgiw4pMTRPNibOzsmTPgIHHv05ffHhq6c9aM6Y0ba6st7rIsHD45VLuXUEKPHj1RArJbt+4S9hfsBv6/vv36SzFQzJAhQ4fl5T3u4trpbEQUfLdiespyKuxk+M4d2//8/KcsQmgsIaDsCOBPGCRQfB4oxNfCXQeHXUx09Irlyz58+ICkCmNjE1NTUzMz85atWhE1o7JfcdJfPRFg3ZLzHTwYJaWHDxualJS0YOHCb98K4SU6fuwogr1mzpqtnqDLuGqwkIB3Ck9h7JuUKgpR0mvXBKPABne2GufMnYd922FDBp2PiS1Vf+k6gHyVF0Ik3XAaRQioJAJ4CXTD0bUrb3Vwjd+8mXoz9QaS0ubPC0LlGH6AnYmpGQLsiOhEJW8DWpTqIcC6JYdi0onJV+bMmgkfCWK2kP2AnUGwRSxYuJg7toVyXVcQhOLV+Wl+viSWHBKEUa4b2W2IkpF6mcgk6D9gAJJXpJYgOBBm1tp1Gx4/fsyINEmEdHPrgpSL0WPGSBcvKMkU1IcQUDoEdP799OzZC5ojTyIrM7PIX3ft6to1a7KyMhFcgaQK+OuM8TExRU/85SrdGklhQkAdEGDdkgOIKNy0eOmy/Kf556Ki8L8DPDzxRU4PBalvL0BnYGCIwBcJiX9lp3rx8PDU1tGWWmHhgbCo8FJfK1UAACAASURBVMUg3M5Sy/QZM0ePGnn6dPjGkM16enoszUJiCQHlRQB/ks2aN8cx0Nsbq/j65UvGnTvgk7p982bIxg3pGRlgsGvVqjV2YPHBTzyCEJOnvOslzQkBVUJAHn+KID0Cqxxe+Bwc2r979+7A/n1P8vLWrt/AXpiUKl0hkWtp2aplelpab/c+Is8y3mjUrBnjMvkCp02dMnnKVFapTdu2a3c56crSxYtsrNv5jfSbPnMWamCwtyKSTAgoOwIVKlbkpbvyFgKPHdJgU1NTsRu7ffu29PT0f/7+u0WLFvDZmZiYGpsYGxoakWGn7Bed9FdeBFi35DaFbJw5Yzp2A5H0MGjwECTJr1yxfNXKFVZt2yBsjoKZpLt1kJ4WHR0t3ViujXJ2cYHXlm2tKlSoMCdonpOLy9jRo5KvJG/YuElXV5ftSUk+IaAaCMBjh9c5HB6enlgRj+sk9UaRYYewGewP/PzLL4ixg9Ou6GjdysioGSVPqMalp1UoBQKss5BcvXLFydn5RuotGG3YFoQvZOq06ZfiLxsYGOzYvl0pMOKgki1atpQ/xcaNG9d79ZAmB1Y8gE5OznJ7m0cSX0JicrNmzScFBojXis4SAoRASQjwuE6wD4v385jYuLz8Z5FR5zw8vVBqZc/uUNdOnbQ0NWytrUb5jcSbPMgvP378WJIoaicECAHZEWDdJwdaYJCNF8uBQoBXRNS5gwcPyL4ACSXgJRIcY4Xfv9epU7tixUoSjuJsNyQfFDx/DqK+unXrSqjkiOHD5s2bX69+fQn7C3cDU8H+AweF25lqiTh7Fnus2AllSqBIOZUrV8bXj8hT1EgIEAJSIID3c17NCd5YbMXmZGffvn0rLS0N/JGgO3nz5g1iadCHF2YHv13devWkmIiGEAKEgEgEWLfkLCwtRU6ck5P9+NEjkacYbHz48CE4OGIvxDx69IhfEh41QEF6PmTI0M6urgzOJU9RsHhQJgGbGnXrOko47/Nnzw4dOjRu/HgJ+4vshugZke2MNH7/8d29d08EUII5hRGBkgiBwyAqKmLipCly2OGVRB/qQwgoOwLYikWpRhx9+vbjrQU8dthDQHQdMigQJ/3gwYM6desWbcbi07o1YkWQ/0SMJ8p+3Ul/BSLAuiWHtV1LSYmLi/38v3ziSIZKvJwwe85c9hYfE33ee6AXqNdAjARq3Op/VP/l518+fvoEGpSLcbE4O2jQ4BWrVivpE6RFyxZIekB9WwkB7NGr1749u2W05HhzPX2aX7NGTcatOlwjmFO+3gNfFBSM9Bsl4bpk7NZAUzMhPuHIkSPLl6/s4uYmozQaTggQAsIIgMcOh0uHjrxTeCbfychIw/Pr9m1Um8hA/sQ/PxkZGeGZht0G5M/CyCOOKmEYqYUQKAkB1i25S5cuIrgK/vZiGpSvUAGGVElqyd6OhwXoiLUaNdq+Y6cwERpodefOnrVz5w5be3senZLsM8pZAl5k8Y4r+aTdu/eYPm0q3ooxUPJRInuuX7cO0tq0bSvyrCyNMEzDT59Zvmyp3Cw5bPqci47ZumXzyBHDbO3sli5brqXVSJYl0FhCgBAQj0ClSpXMLSxw8Lrh2+F+Tk6RWXf7FkIsli1d8vr160aNGiEaGA8rHHDeNW7cmIirxKNKZ9UZAdYtuc2bQpAkeODQkc+fPzk62ONbs379+idPnFi7ds2o0aPZgz4l5SqCMw4dPipsxmFScOquXB0MpmKEcSirJdey5dmzZyQHEHzCIZs216rJQP3sRYuXSD5vWXsimGbvPvkFUEI9bAbBcIRtCj6UtpYWk6dMw51JNCVlvXDUnxCQDgH8ATY1MMDBp1VCKEjGnQzsxyKA5Mzp0/fuZSH3vDlYT2DY/bspa2RoxPiegHTK0yhCgAsIsG7J3bhxY9iw4djfxGobNmyYeTcTgfNIg8jMvDt75sydu3azhMLHD0XZUvU1Sgzwxxte/foaHz9+YEkBtsXioQaGp69fv+IZJ+FcqMEqYU+OdMvOztbQ0EDtSDnog92f0N17os+fmzQxsHbt2p5eXnKYlKYgBAgBYQRQyxEHstp5pwoLC2HMYUMWhl34iROLFy1E+hocBEhC53Gj4BdE2lEFF2EkqUVNEGDdkvv1l1+RLchDE/tWMOB4v3fo0GnIYF9krbMUpoYXOEgG0UlJoXjYZ7xyJTlw4iQlvdJ4coGxCQ84xAwrZAnYEwE14MRJk1m6glgUgqOdnV2srK3ltkAU9Uq9lSa36WgiQoAQKBWBcuXK8bZZ+T2x/YoHOM+2i4yIuJt5F2/mSLIoMuyMjPDwh9MO72alSqYOhIBqIMC6JYc3J4TKjRjpB7x0dHVQ1o8HHDJJv3379vnzZwS5swElDB24VVavWpmYeLlLFzdUD6xTu87v5crhZe7Ro4eg1Q0PP1mrdu0hQ4exMbscZMJ+QmgwNiAUZclBgTp16rAavFKSFS4HeHlTLFm8qFKlyiP9/PBdIrdJaSJCgBAQj0CtWrXs7R1w8LrxIu3+3ZBNwwN/65YteXmPwVEAw45n3iGRFn47+NrFi6WzhICSIsC6Jeft4zNs6JBOHV02b9lmZWW9d88e+MbxgrVgwTzwaLBkxvEuxoqVq+vUqbtl86YrycnFLg/sD0cnZ4S3K/XfNmCUgh84NzcXy5e9VBqEoGiHfO77L1/+vJl6s52VlXym48+CbLsA//G7d+1csHBxp86d5Tw7TUcIEAKSIMCPtOMHPb9///7unTvw1WXevXv61CkkUb18+RL2H+y5f626ZqgbW616NblxkkuyCupDCEiNAOuWnHufvm/fvg0N3fnhw/uevXrv3bsHqUlQF7mrW7Zuk1pvSQbCjzJr9pyAwInxly5lZWW9f/8OtQKrVK1ar159ZCkiGUoSIVzug/I4x48dK6uGJ0+eiDl//tSZs2UdqMD+BQUv+vfr4+M7aM7cIHlGw6D05IW4i7tCd47yG4H6kkj1wNeAAnGgqQkBQkASBEBiAo5xQZpxbMjevXsH5b/v3Llz7NhR2HngE61Xr96N6zfwRw2yemzI4iexn0gCL/XhGgKsW3JY8LDhI3DwVh5+6kxSYuK7d+9aG7eGT04OcCBKD94UlXSowCc3f15QWTH08hqITUMUTDQ2NinrWJH9QRZ4+NChjSGbRJ5lpBEexOiYWI8B/e7evQtaGaQeMyJWEiEwHFFornuPngvmBdnb2fR2d1+2fCU/9FMSCdSHECAEFI4AHHIo1oeDrwlIT16/foUXe1h1hw4egPcOX0wNGmgW2XX/Ou2KNmcNDeWTcaVwfEgBpUZAHpacIEAIrrK2seECZHhFA00J3snkaRYwu3AE9mITIT//iaZmQ8klY0MZexA7tm9bu26D5KPE9MTDkSmjUMws+k2bno+JHTPaLzr6vDyLQPBUwtfA6jVrR40eAyLTN29ekyUn5krRKUJAKRDAXzH2bdq3d+Jri1oUmVmZMOyysjJ37w6FAw8VY5Go17RpU7jr8AhC1B0ceIjAU4oFkpLqg8DP/BpW7K153969p06dfP3q1Y8f/8MPrNukCfwr7M0rXnLQnNnBwfh2Xo9IPvE9+WeHDhkMBsuSOv/46++6dWuNGzcBvJcl9fny5QtsWeScltShrO146Gg2bFhWYxRhZ8+ePUcySlmn435/ZEODubBqVXk47UCOANo5VnM+uAk4uG+wagZvY24uU4Fa4bH86dPHKlWqquHdJTfYkXIHnMWzOOFvHN3w3P72DXc9/n1BdgX+6ssjPKgC/lXEf/CheLuSrhpMYVjMMvIbgB22evU/iBmqJJDRzrpPDuz5kydNRNH6hg01K1eWBzGYmNUKntJtoufg0B5VZCTsj26w+eDGK6n/p0+fsGtZpWoVLa0Sd43zHj+qULESUj5LElLW9tOnwwt/FKLOVVkH4hWzrENK7f/8+XM87xo31i61p+wd8Ai+deuWsbFxMVFF1FNZWY215REEicuNi45IUGE1ZF8glyU8zc/HpnO9+iWSNXJZeaXQDS8koNjQ0mr462+sP6KVAhA2lCwoeP7jx48ybWhADWyDoFwhvHf3799H4Uf8/uH9Bzz2IQc7s7hk+Im3a9qT5V0ypBM30Gwg41sf4uyRLsnGPaAyMll/TGzdugXhXGciIsvqN2Ib4oHe3jjKNIudnb2Y/q9evRo7ehRs1rp165XUDRVF8Z4tpkNJA0tqh/Mp4VL80KHDS+ogz3ZUDwPJi4VFGzlMihfl06fCXVw6FHNa4O35p5+yGERYzFoWLV66beuWkcOHIZ4mKGg+v/qQmCGqcertm7e//farfEBWDcTKuop/yxtm1P6XOKmsY6m/hAjAXfT9+/ey3sbor6/fVHAKpPTh7RGfnJzs48ePZ9+79/jx4xo1ahQVrtBvqqevj2A7Pf2meMOX0TUl4bo41S3jp/RatWqL2aeSRFsQh5ElJx4o1i05OC06uXfmmhknHhQlOovSNQcP7OeIwo6O/xdxwrZKeMljKs5PalWxqzJm7DjkQ2zZsrlXz+5mZuZB8+crit5P6lXQQEKAEJAFARhtKEItWIca75ngbIdJl5mZmXL16p49ux/cvw/3qj7MOpiBBgYIucMvenp6ePOXZWoaSwjwEGDdkkM4fHJyEl4x5Ukewb+6MdHnEaX34cMHHV3dQYMGg0qXf+rFixf9+rijREEXNzflvRtQhxD8cCBYVucYfGRDI07Z13eQQoKK8Lrp7z+hb9++2Gzt4OyUdCUFrNTKe0eR5oQAISAjAnjPxDs2Dr4cOP9yHzzAYwreOyTgFxWTzb6HsDtsxaKUJT6IGteD487AAPRYFHUnI/5qOJx1S27Z8hVdXDvBZvIbNQo1FQQhrlihIqvsXLt2hU4YPw4BVbByYmKiQ3fuCN21h2+3ff9eCCYOZLAq9VVHRAYSqRBSY2FpKcVCWrdsvnXbDss2DO+HoooXeEP49bClUKxMQ0ABtXrlyqjIiA0bN8noxi/TvIKd8USGj3DW7LkMBkFKrQwNJAQIAU4hgCSJos1WAwO+VgiFBO0Agu3grsMnPj4evJWPHj3CDiz8DugK/52BQdFPWHi0qcWpq8lBZVi35BAZ9vnTJxhSOIqtv3nzFgmJSSyBAj/cnFkzTU1Nd+/dh29ZlF5GqQnwu141v65ikdqAEZUepLPkQOcBRjrGWYK9fXwrVqzI0pUVFgtX68X4BL+Rw21trI4dPyHcQW4tgmacz0AvVH6Euw61wOWmAE1ECBACSoEALDbwm+BA4h1fYSRswbCDuw47swi8i71wITv7HiKU6tatiw1ZvSK3XdH2LH6S604prrLclGTdkps+bSrSe1CoHhzaxfKwWH3PAOsjkoyC5i2AGQc0Ye7s23/Qql2buXPnhGzaLDd85TBRi5Yt09KkLPo+drw/3HKXExKYJfmTv18KoSoHDh4GvSeoAeSAuSRTTJoyBYXpTExae3v7jPf3592HkgykPoQAIaCeCIDfDqwCxYgFnj97lp2TnZOTAw6sixcvggoUGRUwBLHvAScfgu10dfV4W7T00qietw1Wzbolh6rGXgO9Z86aLWeIeXQhgpRpiF4aP94fBfhGjR4tGMEgZ8UYnw6pwaGhO6QTW7NmzcFDhhw+fJBZS46vDCLYqlarCg2lU69MoxAk13+AB3JXEY9SpoEsdcaq8fKQlnYb8XOmJsYeHp4TAgLwCs7SdCSWECAEVBIB2Gc4bG3t+KuD6w5PuexsmHfZ9+/nXLlyBUYeCssijgjhdryoO/yEBw//8JBXSVhoUYIIsG7JIfUajIryB51XVvX27dvY4eLPPm68/+7duwIm+EdGnZe/SizNiKSHjPR0RF1Il+I+e04QSJVY0g15/ggQYUm4GLHIHbOxapt89ZpC8mwEFcM7A+w5RGTCnjM3NTl1+izjUYlicKBThAAhoHoIwHWHEPNiUeYIKIJVx4u6gwMvLvYCwu9QfwyB1EUeO72iVNn/b+TpVa1aVfVgUecVsW7JTZo0GcRt/fr3t7d3kCfQ+AbFje7vP27xkqV4m0G1JcyOcPh169b3ce89fOiQKVOnyVMf9uZCfcCixKjcXPyVSjELbB32zJ0OHTtKoZLsQ5A7diYiir11lVVDVDM7eOgIHqyamkV7/fQhBAgBQoBZBBCtZGJiikNQLFL6YNv967q7j8S406dO4fc///wTgXfaOjqw77Bthd0q5Fjo6jahKmTMXhF5SmPdkkOwGkh0enbvZmZu3vB/y4NqNWo0b/4CllYLB9WOHaF9+7gP8imi/42+EGdmZoZfnJxdgtesCwzwj4qKZGlqOYuF1YJgWCQ9SGfJyUfbryhT9uuveJWUz3SYBY8q3lx4KwWxZOvWxatByE0T/kSCF2he0FzkqflPmKBKG/3yh5RmJAQIATEIwIWBT7F8OATeFeXMPniQm/sA+zmnwsMfPLiPvArsw/5r1TUpsutg2cHOa9KENmfFwMudU6xbcnFxsXl5j8ETkYNN/exswZWzUTBKUD5SGq+kXDsRFgYrRzAGH0W32llZ7dyxPTX1BqK4uHMxpNYEIVnpaWndu/eQWgLbA0NCNtaoWROUb2xPJCwfd123rm4+vr6zZs9RFEeJsFZDhg5duWKFi7MTHMYTJgRYWVMtGmGQqIUQIASYR4AXeFcsNhphdoi9K9qfLfp5P/r8efwORwySyRBsVxR0V5RaoQtPHnnvmL8kMktkxZJDgXY+dfX6DSE4ZNZTSgGIABVZdheZ3IsWL5FSKPeGtWjR4vLlBBn16ubWZdr0GbBxZZQjcviEgECR7XJoRBGtuIuXxo4dbdXWcvvOXTzXrBzmFT8FiABXrQ5G7MGaNcG9e/ds2bLluHH+rl26SBfsKH4uOksIEAKEgHgE4OzAp1gUL0pQ/rs5m4Mfgt47mHew6GDTFfnw/t2axX9UjN5LPFxcO8uKJbd40aKTJ8I6u3bp0aMnapgohHmfa0Czqg+ISDZv2iTjFLDh5syZde58jIxyODgcufoRkee2b9sK9zBHLDkeSkjHWbJ0GTh6tm7ZPH7cmDt3MiZPmcpBAEklQoAQUEMEav/7KWbeIYXx+fPnDx/mZt69m5WZeS0lBb/n5eXhLRRxwNraOqBHaaxT9BMfNQRNIUtmxZKDA8bQ0Cg8/ESP7l0bNWrUtVv3bt27cyFQSSEQy2FSsOU9fZrPS1OSerrRY8bCnoiNvdC+vaPUQkodGHH2LDa1p8+YWWpPZjvgKTNs+AhmZTIlDa/CACQgIPCvv//myUQmMrJYEAHJ1BQkhxAgBAgBRhBAvWmelSbIaYzMWUTdIfEOW7T4F3P+PHZpnz17evjIUTAYcCeshREEOCiEFUsOrlcPT08cMN7jYmNPnAjDzh3YKJxdOsBL5+TsrBBmCg6iz5RKRYlI2trJSUmdOneWWiZSn0aM9IPjilVLztbOjgtesTGj/QYM8GSJRU+6S1BBoCrGuaiokSOGIbZv+IiR2IeVTiCNIgQIAUJAPgjg6wPOmmL+GhgASYmXifFEDpfgF1bngPEO22LT5i0PHj7eu+8AkpyxhWSg32TkiOGRERGgN2R1drUS3t7RCe40GZfsPyFg6bLlMgoRP7xKlSp169UT30cOZ+cvWIR9fzlMJN0U+Ks5fTbiw/sPFmZm/fv1QdqQdHJoFCFACBACikIABoCipla3edm15Phogtmrbbt2CAm6lZaBMueInIPLoWWLZohbUjfEWVqvvYOD7N/32M6TmwcI28Hr1q5hCY1SxcJt/Ntv/zmk9+/bx8H7EPnIq9esTb6aAqJ2by9P184d8fJT6rqoAyFACBAChIC6ISAnS44PK4z0zq6uqHx6L+fBxo0hlSpVVjfEWVovyCyQYgTziCX5jIstX75CQy0txsVKITAhIb6tpcWG9et+sFbrQgqteEMQZrpg4aKMu1murl1OnjwhtRwaSAgQAoQAIaCqCMjDknv79m3QnNltLM0ba2kG+I9/+PAhfAzgeANJL6/0gqqCK891wcnUqlXri3Fx8pxUlrlw6Xv27CWLBKbGbgzZtG37TiT/OrV3QJkvpsQyKAeBJmPGjsP7D1/mmuBgVHRlcAoSRQgQAoQAIaCkCLBuyWHfytbaau3aNZoNNGFtAKYK5cvfvHnTtVPHK8nJSooaN9XGBuvFixcZ0W3vnj2j/EYyIkoSIbt37UKqpiQ9WeoDPzH2MceOGyfPKhSyrCX3wX1nx/YdOzgfPnSQm9anLKujsYQAIUAIEAKSI8C6JTd/3rw3b95EnY85fuKksbEJNAPBdPzlxEaNG8+cOV1yRalnqQjwQuX++eefUnuW2gER92fPnI6JiS61JyMdkLX+44ciLTmsAnny7n368rgPQQKCRGBGlsaSkOC167Lv5w7w8AwOXq3fRGfC+HEoqsjSXCSWECAECAFCgMsIsG7JXU5IAJmcubm5IAoo3uU3avTtW7f++usvLqOjXLq1bdsOxVVA1Si72mCDnDpt+vRpU+XjKpszN4hfFER25WWXAGa+0NCdssthVQLS/lH9LOFy0tZtO/KfPrW3s7lwQQVZnVnFkIQTAoQAIaACCLBuyf3z0z+8TdViYFWuVAksJKjaqwIgcmQJyCZpY9lG9gxW3nIGDxkK997VK1fkubqMjPQXL17Ic0aRc6FoNKhzRJ7iWiMYjzt26gT6zVtp6Vbt/qu0BpZOlNnhmqqkDyFACBAChAAbCLBuyaGg5LmoSGGLDZQKoLaHX4GNVamtzH9D5eIYWT4ixi5dSpBzZfekxESU+WNEf6aEwMep3ajhxg3r5eOelFrtBg00+dzCYWHHmxsZDBnkGx9/iZHddqm1ooGEACFACBACbCPAuiU3dlxRsmqXzp1Onzr16fPnDx8/4tt69KiR+LJB9SQqycrsBYYllxAfz5TNActAzhdo6LDh4B1kFhMZpRkYGm4M2bxt6xZrq7aXLjGTUCKjSqUO9/HxjbsYX7NWrYGeHpbmpuDtIxddqaBRB0KAECAElBQB1i05GxvbDRtDENI+0MsjJvr8saNHwHEKLlZvH5+AwIlKihpn1UaxFFRCu3H9Omc1lFAxlOpDYWYJO7PdzbVLl6QrKZ6eAy/IKwVE9hUZNWu2fMXKzKzsyVOmxkRHt2huBAIg2cWSBEKAECAECAGuIcBK3dVii+w/wMOta7fYCxdQXfftm9c1atZydHIEhT3XsFABfVBLA6YzQuWYLUX15Ele3br15MnQkf/kyenT4eYWFhy5KKh+Md7fn68MtiyRXILqcxxRryQ14FXt07cfDpABpael87sh0wi3SkmjqJ0QIAQIAUJAiRBg3SfHwwKVdFsbG48bP35O0LxevXs1adJEiTBSLlUZDJXjL3zSxMD584LkiYOhkdHcoPnynLFMcyERBJiUaYhiO2tpNQJnHl8HbLnCNX7wwP4vX/5UrGI0OyFACBAChICMCLBuyaEC0ozp04wM9EN37uDpun3bNj1dneXLlhIFiYwXT+Rwe4f2KVevYndS5FnpGlFvHlcNhDLSDZdxFHI4/vyTWwYHXJ5bt22XcV0KHB4Rdd7NreuG9esNm+oHTPAHRzclRijwctDUhAAhQAjIggDrltyK5cuQ99ejZ6++ffvxFMUvnTp1XrRwwYL582RRncaKREBPT69BgwZIKxF5VrpGyAwIDPQfPxa+VekkyDIq/tKlt2/fyCKB1bFIg0AluqNHDoNPmNWJGBRet27dUaPHgKD7TEQkNo49PfqbGreKjb3A4BQkihAgBAgBQkA+CLBuyR0/dtTOzh4ODOyX8ZaEWOztO0M9PD3hpSNPABuX2dbOjikuEr564/0n2NrZC7PJsKF/MZkzZ83W1Gwoh4mkm8La2gZW0ezZsxzsbBMS4qUToqhRCFddvGTpncx7Cxctafj/QcZfpUIutKJAoHkJAUKAEFBqBFi35BAYbmpmJoxRh46dwKSPs8KnqEVGBOztHZjiB+ZrgpTYVauDUftBRt1kGf7o0SO5FRCTXE+kDoD148aNm73d+1xiqO6t5LMz0hO5LMjP1W/alCcNlcp0tRv17eMORyMF0jGCMAkhBAgBQoA9BFi35FBfNe32beEFgHAVBZqqVq0qfIpaZEQAoXKZd+8WPH8uoxyuDf/86dOzp8+4phVPH2SJIrl1+oyZvP+FAcRI2TSFLLadldWVlOuosLd0yeKmek38Ro7Ai4ES7R0rBDSalBAgBAgBRSHAuiXn6TUQfpSpUyaDgoS3SATj79yxfdWqld179CAqBDYuPKKgsJetLDS2kiPQrHlzr4EDJe+vwJ7Z2dnbtm1VoAIyTq2jowMiupTrqWEnT6EQy9DBgxBIx4VCajKui4YTAoQAIaB6CLBuyXl7+/TrP2DzphB8EzSoX0+nsZaerjbS5fSa6M1fsFD1AOXIihwc2jMeKsdfGlJYUAZKsStdv27t48ePFauDmNlbtWoNYl5eB+Roo8yJmM5cPlXkmVu2HIF0mzZvrVWrFk9VvIyhtCuX1SbdCAFCgBBQHwRYt+RQ4RvFyE+En0JF9nbt2mlr64C6Ft8NMbFxig26Uu1rbGtrd+kiW8ZW5SpVhg4Z/PLlSwViqKOjW716dQUqIPnU2ffutWtr2a+vO9hhJB/FqZ4IpEMVNb4H/WFu7q7QUBdnR9j0+flPOKUqKUMIEAKEgLohII8aD8AUMfg41A1cBa4X6asotXknIwM7koyrgQB/VHcdMWzo0eNhsNQZly+JwC5ubpJ040If7HSnpt4KDl7dtSu07rpt+3/EilzQTTodWrZqZWBokJKSEnb8+JzZs8zMzXv27NW9e4/6GhrSCaRRhAAhQAgQAlIjIA9LDnsx56IiCwoKCr9/F1S0dq3ayhL2JDW+ihpYuXJlcPofOXwIRTXY0GHZ8hU2Vu1QSNelQ0c25EsuExFpixcu2BG6S/Ih8u8JE2fJ0mX+/hMy7mTIf3Y2ZqxUqRK8lH5aiwAAIABJREFU7DheFBScPHkiLOz47t27LicmszEXySQECAFCgBAQgwDrlhwy+Ny6dIZ/SFiJ5s1bkCUnDAtTLe7ufSZPmjh7btDPP//MlEy+nBo1alxOSoa9yLjksgrU1tZmyVotqyal9oc9x/daIc4sMGCCUheK4K23br16w4aPwCG4fPB+a2hodO3WnSIoSr0rqAMhQAgQAjIiwLolt3jRQnxpgYrMxNT0jz9qCKpbrtzvMmpPw8Ug4OTs/PnzJ8RmWbZpI6ab1Kc4Uj8eRHeNGzfmrQJ8tspSAg5G8EBvb6nB5/hApL7u2L4NLxJWVtbdunfHnnK9+vU5rjOpRwgQAoSAkiLAepATgmn69O07aPAQY2MTuE8EPw0aaCopakqhNqLUEZZ19OgRpdCWESURgH/qVDgjotgWguwB1D7hzQKqtp7duyG/+/Pnz2zPKx/5Azw8z8fEpt663alzZ9yBLZobuXbuGHH2rHxmp1kIAUKAEFArBFi35KpUrVLMFadW+Cp2sb16u4cdP/bjxw9W1Xj79u3169dZnUJC4aBA693bXcLO3OmGrJG+/fpt376tRTPD+fOCvv9vOCl39CyrJg0bavmNGh0ReS4t/Q6uiyC3MGW8lhVM6k8IEAKEQEkIsG7JeXh4HT9+DF/2JWlA7ewhAK8PrAS2ud/y8h5379qFaxQb+/bu/fPPP9nDllnJcGIlX0kJ2bQFlCXIEGJWuMKlITpwyNBh/HRjbIIjXaZ1y+azZs64euUKVY9Q+AUiBQgBQkCpEWA9Ts7J2enw4YPWVm1Hjx6j2fB/6qCDO97R0Ump4eO48tjC696j57GjR9q3d2RPVbDgguS5f78+0RfiECDF3kRlklxQ8JxtZ2SZ9Cm1M2xu7EXi4PfEK5CNtQ1SCkodq1wdqlSpknkvJ/bCBSS94rZBpGPnzq6w81BlDiEByrUW0pYQIAQIAYUjwLolt2rFCrCaYZ0zZ0wvtlrkrjomkiXH7j2AXS1w0q5cFVy+fHn2ZkIcJAIix4z2O3M2kr1ZyiQ5IHBimfpzsPO7t2+/fvvGQcVkVwl3I89shbWdmHj57JkzUyZPGuc/wdd3kOzCSQIhQAgQAmqFAOuW3MRJk719fUViWqVyFZHt1MggAkhcRS2EmOho1y5dGBQrLArpydeupQi3K7wFlbImBgYcPXZc4ZqUVQGwtfGH7N2z5+XLF94+vvySWWWVxs3+v/32G2IAcIBvj68htpgnTQx0cHR0cXHB+x43NSetCAFCgBDgCAKsW3KoMdDsJ+bLDHAEPu6rATK5Hj2LNljZtuQqVKiAOmwcBAQcJbAyOahYmVTCtvWu0B1Lly5xd3efOGkKcsDLNFy5OjfW1gZ3yZnTp8H5XKdO3Y6dOuHuxd3Fql9ZuSAibQkBQoAQ4CPAesYDb6a4uFjsnvgM9ArZuOH5s2f4qTKEC9y/mZDBGhERobaAw5Zt1KgR7zLh3uPt9XP/qhXT0NrGBrweZyOKNq+TEi8rnf5lUhjRcvBHHgs7kfPg4YJFi759+zp6lJ+erjbSI8okhzoTAoQAIaAOCLDuk/vy5U9UW0ccDN6nEYCPvaE/v3yZMX3als2bIqPOE1+oHG6y1q2NGzbUjDh7xr1PXzlMhynuZWVVqlwJJBTymU7yWbJzsjPv3mWjFq3kOsjS09TUDAdfQm5ubuqN67DUZZHJ5bFVq1bt0aMnjn/++Qdbro3+PwU0bjDUB3NwaG9uYYGnCpeXQLoRAoQAIcA2Aqz75FauWAEzbvacuY/y8l1cOmA9urq68C68efMGXjq2l0fyeQjgy16eFMGg5+3axfXFixdcw9/W1q5YXSmuaVgmfZDuqiw1Lcq0LuHOcKw2NTDADj7vVPkKFVBvF3mvcNQN9vXZv28fyr8Kj6IWQoAQIATUAQHWLTkU13Z26TAhIFAwxsXMzGzsuPExMdHqADEX1ogM1gsxMbCe5aMM8kbbWVn36N71/fv38plRilmWLF4Emg8pBnJnCEIA+/Ttx9MHpY1hPaNGlurR0QkDjoVv274j+37unn37wW0UvHqloYF+e3u7J0/yhDtTCyFACBACqo0A65Yciq4aGRkJg9hETw8EoVz+phfWWXlb9Js2NTQ0klslK3hQkGRQq2at2bNmcBa0wYOHdOjQkbPqlVWxmjVr9uzVC4UijAz0Ayb4q0yhCDE4IO8VaRDgMrx67caNm7eHjxhRvfofvP73798/euQwB73CYpZDpwgBQoAQkA4B1i05pKElJSUizKWYfrduplasWAkcodLpTaPKikAvd/djR+RXgxUbYQcOHR4zdnxZ9ZRbfzDu8m+/qMhIZS9Dgp1WZAlcTkw+Hnaybt266lY4Acm8qJOBuDre/VPw/PmG9eth1NpaW82eNfPChZivX77I7daiiQgBQoAQkCcCrFtynl4Dr6WkBAZM4H9Twqo7cvjQppCQ7j16ULSy3C42wsaTk5Pkuf0EO0lfX19uC5Rlovv3c1RmUxIMglOnTecHM+BP79atm7KAo4xjraytYy9eQiWJ0WPGPH36dNiQwTo6jRFX9+7dO2VcDulMCBAChIAYBFjPXR040Ds5KWnnju2hO3egLA/23fbs2Q1idxB+YltEjGZ0ilkE4LRwdHLaumVz0LwFzEpWAWmjRo/hrwLZ1vAWq8CieEsYPWZsw/9fJQ9MNNh1/eOP/7YgVWaNJS2kTp06/Qd44EBeSFra7Zs3b/JzJkBGk5qa6tDeQVPzf0oIliSK2gkBQoAQ4CwCrPvksOkTsmnzifBTKOiEoBYjo2bgc1+6bHlMbFzt2rU5i4tKKjZ8xMjdu3YppK78xYtxMdHnlQJV7MepUiIkUsX5xUzxNmVk2BSsQNHnz6lJ0ivvloPv39jYBKXA+Jbcs+fP1q9f26KZkaWFGZLoI86eRdiuUtyfpCQhQAgQAsUQYN0nBycQqkX17dff3t6B0FcsAu3bOyI47OiRI94+PnLWpPDbNx9v7127d7twPsng2g2V3YuEf87G1vbggQOj/Ea6dOiwYeMmOd8G3JnOyckZB5iiQVqOj7//uDevX7dp2/bAwcP8YDvuaEuaEAKEACEgBgHWfXKbQjauWrVSjAZ0Sm4IYGt72LDhmzZtFE5AYVsHGHCbt2yFMXcuKortuZiSj41IVCVBJABTArkgBzTRi5csvZN5b9HipTx9sMDY2Atc0E3+OtTX0MDeK+7MzKzsuEvxnp5efKfdpUsX1wQHX79+Xa2cl/K/BDQjIUAIyI4A65bcSL9RIGfHA1F2XUmC7Aggvy//yZOkxETZRZVVQtdu3RYtWbJh/bqyDlRUf4R1+gwaBKoLRSnA3rxYFDzlPPnYVTxy+DB7cymFZLzkIHIXfx246DyFYcDFXogBRV8TncYDvTy2b9sKLmKlWAspSQgQAuqGAOvfUiYmpgiM69HNzXfQYHDICeJbo0aN7t17qBviil1v5cqVkU2MUmlI7pO/JghUwiH/eaWe0dHRiTe2sLAQm5Ly35WWWnPJByIBYmPI/22zjh0zqkEDTVBJo6aC5EJUrydCEXB8+/btxvXr8fGXToSFzZgxvV7dugmJybT9qnqXm1ZECCg1Aqxbchs3rEckCjBav25tMaTwEkyWnPzvHpSramtpnp//hLL2JAcfW5APH+ZK3l95e/bs1Xvb1i1rglfr6emv27ABb2LKuxbZNQeZSzsrKxyTp0z9+vVr7oMHfDMOJcKQONK2XTuUgDM0MoJXT/bpSAIhQAgQAlIgwLolN3tu0Dh/f5GaVaxQUWQ7NbKKgI6OjkP79ju2b581ew6rE5UqHIFo/M2sUjsrtkOlSpVQO5inA6IMM+/eNWrWTLEqsTQ73JA4UHwlMuJstWr/7cBiq7Gw8JsqkbNIgR5C6AQvurm5eXb2vWPHjs6cMR1+TSTm29rZ2drZ6/3vzoMUE9EQQoAQIATKhADrlhxozH76CQd9OIQA6EhGDBs6afIUfny3/JW7e+cOCrMePR7WsmUr+c8uy4wvX75ctGjBnr37ZRHC8bGIouvXfwBfyTNnToNEZs3a9RxXW57qYfd5ztwgzAgCwpSUlMTLl7EDi2K+KddTq1WrJk9NaC5CgBBQcwRYt+R4+KIM4rmoyOfPn7Vo0bK9o1PK1asdO3UC1Zyao6+o5cPpUrNWrbDjxxDirSgd4N6AKenaqePe/QeUi6EGtbAEzTiUgapQUcW9y926dcfBu1XAR4i/X61GDbV1dKlGCzCBqxKhwDiK/SktX7YUsSXYfrW2tmlnZd26dWuVzJ5R1AOE5iUECAE+AqzbUtiXmTF9WhsLs+nTpq5dswZZkyjb5TGgX+dOHYiKU1E34n90JCEhilKAN+/QYcOxw+vlMQDZzYrVROrZUf3Myam91MOVcSCsN/xRg0rXsKlegP941I1QxlXIQeex48bv2rMXtC9g3unm5qrdqGGvHt1XrliO7Bk5zE5TEAKEgPogwLolBz45vJh6eQ28eTudl98A0vntO0Nv3bw5a8Z09QGaayuFNw4h/HCuKFYx7PPCJwe+YsWqIfXsDRtqoWi91MOVcSCSAOBnghW+I3RXlapV+XYJwgf//vtvZVwRSzojdAGOOtTADT995lFe/tnIKNcuXQoKCpAPy5sxKzMzLOw42IlZUoDEEgKEgJogwPru6r59e/HcX71mLT+3C+/0vXr1vn3r5q7QULSrCdBcWybK2/fp22/79m0WlpaK1U25tlbFYAX/3CBfn/PRasGyiz9nRPjj4AOyYP68xo21VZKoRcxFl/AU9lVbtWqNQ7B/Tk7O4oULQFOHJCSwAllatkUWhYGhIe1ZS4gqdSMECAEeAqz75F69fGlubiGcom9sYvru3buPHz/SlVAUAiNGjESoXG6uWpBryAFk+OdQ60kOE3FzimnTZ3h4/hd2+ejRo/nzgm7eTOWmqhzRqoub29VrN7Lu5SDBv3LlKrtCdzrY2+o01nr6NJ8jGpIahAAhoBQIsG7JaWg0yEhPF8YCoVF4T1Vg7qSwSurWot+0aY+evRYvWsidha9Yviw4eDV39CmrJrVr1+YNef36dfeubmUdrtT98efMj+ivWKECjDkUSGjdsvm8oLnyrw6nREgitKBHj55Lly2PiY17/ORpRNQ5PDN5+kdGRrh16Rw0ZzaiEnFHKdGiSFVCgBCQJwKsW3K9erujqiO+ngXLF169cgVEwc4uLspCJybPSyLPuaZMnRZ+8sS9rCx5TipmLkcnpw3r1gYGTFD2Ype1atUKXqs0dcnEXBHpTsE62bZ9R/b93CVLl1cUSOx99eqVsl9Z6QCRcBTebMGXzt/BQNKrt7fPh48fFy6Yb6DfxNLcdMTwYYg8Bu+JhAKpGyFACKgDAqxbciP9/MCZiddKPIkuXow7dSrc3NS4U0eXipUq8Wt4qwPQ3Fwjsk/A6b906RKOqGdqahZ5Lhr1LocOVqaiXiLRQ/ATrx3Zne69eorso9qNsEs6u7qCa4ZvmiCNPTHxsmqvmsHVoZ5E3379V65anZCYlPsob/GSpY0bN75w4cKzZ895s7x48QKJsS8KChiclEQRAoSA0iHAesYDMt3CToYj7+HUyZO5uQ/evHmDrZaRfqMCAifyt6KUDjVVUhhliFC8KyMjHc4ALqyrSZMmMOYOHzrIBWUY0QH1IWbOns2IKGUXsnnLVv4S4KrfuX07TD2XDh3pUVDqlYVV5+TsgkOw5/2cnCmTJz58+LBRo0YWlm0sLCzMzMzB1IjyyqUKpA6EACGgMgiw4pO7du3ahPHjwCAKmEJDd8KM8/HxBZv/9dRbeLPEz0WLl9CzmyP3EFxHffr2XbFsGUf0gRqg3h0zdhx39JFRE3ikjI1NeEKwt9izezc+D4WMkpV6OIjWWrZqtXXLFiMDfW8vhTFUKzWGKAibeivtfu6jVauDDQwMUOHa03OAlqZGQkK8Uq+LlCcECIEyIcCKT+7xo4cw4AYNGYKs+0txcfgmgyVXJrWoszwRQLSchZlpenoaKnDIc141nAsEE7PnzoWjWg3XXmzJNWvWxMYrjoLnz8HHwT8bFRlpbWMDlhyCSEIEgKSguw4EdbXr1OGNTU5K8vH2atasubGJiYmpKX5oaTWSUCx1IwQIAWVBgBWfnKmZObLY7G1talSvCurL48eP4Rfhw8aqnbLApNp64uHer3//5UuXcnOZY0b74S7ipm5SaIVvVP6ovn3ckQQghRBVGlKvfn2YbvwVpabeePv2De9/f/z4QdH9Zb3W9TU0+EnEYIvcGbobuWV5eXnz5s5p3bKFnq52/3590tJul1Us9ScECAHOIsCKT05bW/vg4SPInP/rxw84/OGTE8n+qtHgv2R7zqKjPorBNWJuZornOwfr2bu6ug0fNgQhQYETJwkTEyr1NZo3bz6yXJV6CYwrj6IIfJkIzJgyaaKtnT2o11xdu2DbnfHpVFsgfMDgHMbBW+aHDx9A8gdaqHK/l+O1IGdi2dIlenp6CABo1bo1YjpVGxBaHSGgkgiwYskBKScnZxz4BQ4VfPtSLQeO3z1gtfUY4LF0yeK9+w5wTVXUOEKlowH9+j3Nz18VvIZr6smij6GREX/4gP59Z82a06x5c1kEqthYRGWgjMSZ06cOHTxwMiwMuVMqtkA5L6datWooIIaDPy92sfEucfbMGfBKIsm6qYEBdmBh1XXt2g2+PTmrR9MRAoSAdAiwYsndvn0r7NixyVOnVqxYycFBveqLS3cZuDAqcNIkMxPjGzeugwqEC/oI6oCAy5gLscik4ZpiDOqzbv1Gvn8OiRG//PKLijkgpcMKRDkoRY9DcLiX5wBQ6WpqNpROJo3iIwAnHIpz4H9BKXD//v2bqTdSU1PDT57Eo9tr4EC0o5ZuZESEZkNNQ0Mjiu+kO4cQ4CYCrFhyqN8AKmDUaMcbHt728IXk3qcvN9dPWvERwPdi//4Dglet2r13HwdhgYfArWtXDirGlEqC2dzjxo7u1Mm1a7duTAlXMTkLFy3hF0K4nIBPvLNLBziTYP6q2Erlthw8pbHHik+xZ/WXL19Wr16Zlpb2z99/g6ioKHMCqRNmpgYGhvxoPLkpSRMRAoSASARYseSQ8YD4jHZtLeHM53GRoJig8PTYWoqIPCfcTi2KQgBuOUsLc+S7tW3H9WSUr1+/qnCpt1Wr1/DLn+AvCC460Ikp6q7g4LwgyOVrVbFSxevXr69dE4yNwiFDh4EfkYMKK69KoKY7H30BdyDezxFHi8/RI4dnz5rR273PipWreOtC9nHNWrWoYI/yXmXSXNkRYMWSA0XZvv0HkW/47evXlJQUYATKSmGktBpRPrwwKopsQRJrQEDghAnj4xMSOf7C3a+PO3Ieg9esVckYbcFtrNCdO2CzDh4yVJF3BofnhoPo8JGjoOi7ciW58Ns3vqZnTp92cnKqIFArjMOL4LpqeDPHizeOPn37Cevq7OT48uWLFi1a6Og2aYVPa3yM//jjD+Ge1EIIEAJsIMCKJQdFO3bqhAO/8DIeEAPEhvYkk3EEEJC0b++eXaE74d5gXDiDAnfu2j1kkK+djdXuPftUO0tg1OgxfNyQaZif/0SQx4RBSJVaFGxfwUB+rCUl5QpeIHmW3Lt/P8ipV+o1clb5m7fTHjx4gDoxt27evBgXt27tmpcvX3bv3iN09x7O6kyKEQKqhABblhwfo/UbQlQJL5VfC9w/CxYuHjtmFOqxgnGUs+uFboeOHJ06eZKnR3/Q3HNWT2YVAxXL1atXyZKTBNW5QfP53U6ePBHgPx57BWDQ7d3b3bJNG0kkUB8JEYDHTv/fT48e/9UXfvb06Y+/fvCHu3buiFsXYXYtW7UEzxE8dk309CioUUJ4qRshUCoCrFhyT5/mbwoJMTM3x2sZCmimp6eL1KNevXqjx4wVeYoaFYgAEgtQomPJ4kXLlq9QoBqlTl2uXDmQkvACMUvtrBodUJ0JB28tr1+/RsTSiJF+qrE0VlcBNhM3t67x8ZdQcubA/n18S+7t27c1atRgdWr1FF6MK3T/gUO3bt1MT0vLyMhYvXrVvaysIh+qvT3a1RMfWjUhwCwCrFhyBQUFcLAP9PaGJQd+4BMnwkQqjUrPZMmJREbhjYsWLbazs/Hx9cVrtMKVEa+ASsbJiV8y7ywCGatUoTQISaAq6gOGF3iM+E4j3rChgwctXrIUKfaSSqF+UiGAmDmQw/P54ZGuBJPuw4f3fGFBc2bHxcW1aIlYu5bNW7TAY4csbKmQpkFqigArlhyc54+fPOWlMoVs2rx2/QaR6MInL7KdGhWOAL7bBg8eMn3q1JOnTitcGckVAOVN4ffCauqR5lm9enVPLy8eOEgt7N7NLexEOOUPSn63oOexsBP8/vDVzZ8/71+Dw97R0aluvXplEkWdJUcAIRxmZv9DWjlm3Pg2bduh9HNSYuKWzZtyc3OBP1Indu3eDWY7ySVTT0JAPRFgxZJDAASfNAERxxXUE1olXzX4Qs3NTE6FhysRq1n5CuVnz5q5bPlysNWDPUHJr0AZ1MdLEZhy+WbcmzdvuBzjWIaFybErsjIbNWp88WLczp07NqxfH385UY6Tq/tU8Jh26twZBw8IVBUD4cnjx4/KlSvPa8FF2b51K3Kb4LRDsB3+S6Xb1P2mofULIMCKJZeTkzMpMKBUnJFKRlW8SkVJUR1gi8+YMWvWzOkuHTooC3MbCsSh4O/jRw/b29ueDD+tVoV9BffBhw8bGjRvHvd3xhV1b4ucF7vV1jY2OKbPmCnYwWegF4JAKElCJGgsNYKItOha/GTDl49AHTihYd4h2DEkZMPzZ89g/BkZNVu/MUSQXJAlfUgsIcBxBFix5MDq9PBhLn/liEkHewL+F9SdeFzifwsLC/F3CDJJjqOj5uph827b1i2bQjb6TyjdLucIVpqamrDkRo0ZW76C+vqCjx47zr8cKL9WtWo15BVy5AIpnRp424QNwVP70qWLyAQyN7ewtrZp07YtUabJ7WrCx9yrV28cvBnhdb575w42YfnhdLg0EwMDmjZtiqpicN2B+05PX5+CDeR2gWgixSLASnEb/CGBGIJ3hJ8+AwMOuWMX4xPy8p/lPsp79PjJ/AULEfRaLPpYsUDQ7MIIYM9uydJlS5cuAb278Fkut/j6DqLtRd4Fepib+6KggMsXi+O64UbiR/SCoA631uvXrwIDJpgat0KtUo4rr6rq4aLAaYfKsPDe8dZoaWEZFDTfzMwc5t3KFcsd7G21NDUcHexRzE1VQaB1EQJ8BFjxyQniO2vGDB0d3eC16/iNiJwbM3bckydPJk0KBOEFlQnn8u1oZW3t7e0zdMjg6AuxSvqCCwfw1atXbGxsuYwze7r16u3OF45vteTkpMCJk9ibTrUlI/q+b7/+OLBMxGLyn11IvWxnZd2hY0fVXj6XV4evlc6urjh4Sn7//v3evayM9PRGjf+rJARuLAc7W2zFIuoAtAk4YA5yvJINlwEn3TiFACs+OcEVXk25CiJI4TXDREC1PkS2Cp+iFk4hMDco6NOnjxs2rOeUVpIr8/rVq0E+3iAQJtcUgsVB+MyHDn+AksNIPYshIJhSM35CANjReB2w69fBxWnqlMnh4SdR6oBwUwgCeO2ExQabGxUIeQo0aKB5+Ogxb59BlSpXBjcWCGgQNwJGRgSQKERDmpQQYBAB1n1yVSpXvnMnQ1jjK8nJiKnn+8aFO1ALRxCAH2LNuvXuvXshtczA0JAjWkmuBvIekq6kTJ4Y2LaNBarGdXFzk3ysivVEvBc/5AtGhpeXB4qjq9gaFbIcwYA5HV3dgQN9EhMvz5454+nTp/dyHlA4nUIuivCkxsYmOPjtaWm33755g+vFa8FeuZ6udoUKFQ0NDREg1LSpAX4aGBggOkhYFLUQApxCgHWfHHwAUZGR84Lmon4Lb+UPHz6cO2dWyMYNHp5etLXKqbuhJGWwNTlwoPeYMaPAW1ZSHy63165de0foLmzxoy4Cl/WUp2516tQRNOM2rF9HDnJG8EeiN0jRwaN583Y6woL5Ztya4GA4gRiZgoQwggBIxcFax3fa4csoKfnqhpAQkKEgLQ/uOjjyGzVsMNjXhz8dHiCfPn1iZHYSQggwiADrPrkJAYGo07J61UoceKh9/fbt65cvWADSHebODWJwJSSKVQSC5s23sWq7eVOIYEF3VmdkXHi3bt0Zl6kyAuEfJ6Zuxq+m4A7ssOHDf/75vxlgEHTu1AGJlhYWbZBFgQps9E7LOPhSCIRhh8PBoT1/7Pv373/8+L8Csn4jR0SfP6elpaWHzFhcv6ZNUUAWebLEIy0F2jSEQQRYt+Twhnrw0BGkiF+6ePHx48e///6btrYOQoNRB4LBZZAothHA+yv2WPv37dOxU+cmTZqwPZ0c5GdlZv72+++qsRbZ4fL2+T/Hw+RJE2FegClXdrEkgY+AYFk5cDCFbNqSEB+flHR544Z1KDUBwlv0/PvvvxGqj5qkhBtHEOBHI/D0OXzkKGr1Ipc/MzMzKyvzzOnTWVlZX778mfPgIc8WR0nZR48eNtHTR2oFvRpx5CKqgxqsW3I8EO3s7HEoClDQSGbdy8LbFR6UVatUqVe/frNmzVGIQlH6KOm8trZ2/Qd4jPIbERF5TgXQO3/+3MKFC6ZMmYpMakphE7wnFyxcxP8SQixEbu6D9u0dlfSm5azaKFeFz3h/f0ENEYiCIhOg/uE1Yo+verlynF2CeioGBjvQRJfEFJ2QEI+a43l5eXikwG9X5LUzMDA0MnJz60oPGfW8YeSzajlZcvJZjPAsKDYVvHoVyFGLnUKQkLePLwhvKZpVGDQxLXPmBrVrY7lnz24QBIrpphSnYMC1NjYO8B9/Iixs34EDmpoNlUJtOShZTsB6QNry0/z/IlzlMLWaTyHIowEoOro4v37z2tzCAlzEXl4D8Qqq5vhwf/mDhwzF8e3bt2w47vDJgg/JRqxKAAAgAElEQVQhKyb6vLm5ecOGWtAfqc3Hjx9DXTgdXR19PX26pty/pkqhoSpbcggxRmoFgvNAqWViYgLr7fdy5V69fPno0aPo6PNgj4y9cOHM2QgQESnFpeKCksg1Dl6zZvAgX3Dc6+npcUElWXSAlzH+ctLmTZsKC7/LIkeFx2LXj7fxhzV+/PjR0cEu5XqqCq+XU0u7EHcxIyMjMTExJeWKmbk571sfccapqakIreOUqqSMIALYHxf8wxE8Va58eewOIZ0iM/MuSh/hicoLuRs/3h8UdwQjISAdAipryYFkYfHihajWF7J5M3g0iqGzcNHiY0ePDBs6BO6lYcNHSIedeo5y6dBx0OAhA708LsTGCQOrdJggjrPYDpfSLUFuCoM2KOp8DH868KUhqZlqabCHP0jRLCxRvMBScIqCFy/Cwo7zLbmUq1dBnwHvMkXXsXchGJSMwNxly1fwBMKky8bnXhbqUvDrhYDB2NvLEw485FTgg5A7XV1d+itj8BKopCiVjRVLvXHj29evM2bOKsna6O3ex9TUlGq5SHFbz54zF6+S06dOlWIs94ds3LAeyRDc11MhGgp+o+Q/eUKMDPK/Cgil55sCmD0i4qyvrzfIMlycHU+cCJO/PjSj1AggnQK7rgM8PKfPmAnuOp4cDY0Gs+bMtbG1hZ138MAB74GeTXQa62o3whYTfyJEfiOGUup5aaDqIaCyPjlewr/4woh///2PCkTuy/+mROjujp2httZWKNShehmOiFa2t7Px8xs1acpUwXxD+ePM8Rn9Ro3mawjzF18tEydN5rjOqqceXqtw5Oc/SUlJ0dHR4S0QxBmBAf4rVwVTlL3SXXHkwNrbO+Dgaw6iR0Tc1a1bl9/i5NgerjtwnjfRhY+vCZhQwInSqnUr1LFQuvWSwowgIA9LDhmj2IhBgRS8Sdg7OPQfMGBXaOiIkX6seoyNTUzLV6gwY8b00F27BVmd+KiFhu5MTb0xwMODERzVTQjyA0C0O9pvpImpmQoEzAlevsVLlvbu7R4wwf/kyROJyVex/apuF1eK9Q4fMZL/1vTmzRuEAaFFCjk0RDoE8PcomLKD1GN7h/Z8Mw7PuouxscicsLCwRO1EuqWlA1lRo7ABAted4Ozpd+7Cdn/w4MF9fHJy4uPjQ3fuaNxY+/iJk7xuRd+2Bc+xOYvUWUETUFFLoHnZRoB1Sw5R0h79+yE3GxRKqBCA9wdEl4MlGA+Xc+djsFPA0gqR3zBnztzp06a2aGbo6OTcsmVLuLJ//uWXTx8/Pnv2DBkPSClq07YtShewpIDKiwXR7sW4uGFDBkedjxbMdlSBheM7L/bipatXrtB3noRXU9D3g9/xEsUfiHK3xJsqIYxMdYNfp5dAgV1wZuAtOj7+0rp1a1E6nv99DyK0koJPmNKE5LCBAK4vAulwlMTt9fjxo1OnwvEdh3hxfPHhZVtbRxeVxwICJxLLHRtXROEyWbfkli1dcvlywqrVwT6+g3hlT7S1tRMuJ7l27jhl8kSQBrMHAXZ/4HdeumTx8WNHcQhOBDtv8pSpqD9BX9Wy4L9o8ZIOzk5Bc+cgg0QWORwci+cdpQdKd13gQhAkqUF1V+zF8ygYpBNIo2REAEmRIvMivQcOXLBgIa+YcmFh4ZvXr+traMg4Fw3nAgLY8sIBTd69e5eTnZ2Tk42kClh12B/jWXIH9u+DMwUs/fggowI/8B9UNeSC8qSDFAiwbsmdOX0KJEnIdhRUDmSJY8f5L1u6GDsyrJapQTEJHLib4YR++eJF4ffCOrXrILwAvkBW55XiSijjEKTLbdq8xdmpvaMTPs7KuAQJdYZr2bpd27HjxuF9BBmFEo6ibkAArnc+Dnt2765WvRoyygkZLiBw5Ogxvhrxly56egxAenJrY5M2bdog5JGekFy4RjLqABKuIj5CC4tichwdnRAmDtJv5M6ei4rCL/iWxNU/EX7K1NQMnWHZgw0PRWmLVbmQUR8azhICrFtynz9/1tUVUdxJq5EWQqQRyymHGwV3M+jUWUJQzcXiXX/BosUjhg2Nib3I3l65wkHGMw4OyNmzZqDy7PwFi/ByonCVlFEBZOTxN3fw53/r5k1yfHLkOjo5u+TlP7t7987N1JuIpue/Y4NcHYExyG3iiJ6kBiMIgJvQ08tLUBSqkD15kmdoaMRrTE9P69GtK95gcfX/TavQwz8UnEUqBjluGbkEzAph3ZJDWg0qriJCrtj2PGiQkBiIL0hm1yO5NKQ7pKel44tE8oB9vKaIyf2GVVqpcuW///7x9WuJ+eF//YWsskIxHSTXnzs9Bwzon/vg/ohhg/fs26/AC8oD5Nu3r/iFDYSdXZzsHexAQxh24mh7Rwfu4C9/TXAb//zzP1KArKFRj391nj3Lj0+4aGL6X/1l4UeE/NfFnRmxC8YD6q+//698uxzUa9oUMfL6mKiwsOjvCJ/atWtWrVqFd63htkGwSmNt7ebNmjdr1qyWkm/G/fjxHXeyFLexHC6E/KeoWLG8vr7eX38BkyKadGzI38vJwRVHakU+/j15kp/35Pr1FJBCdOveHR1QIHj+vCDYeQ21tDSRbtNQq379+sK50uj/9esXGUtjVqmiMDtB/hdCuhl/Fs/TIZ1QwVGHDx0cMXwYyNvmBgXNnD4d+aoLFy/eu2cPchFQf2b1mrWyTyGdhKA5s4ODMf96wdrh4kVZWpihBIuYPrPmzDFu/d83k5hudIoQIAQIAUKAECAEJEHg+48fr16+KuZElGSg+vRh3ZKDpQijDXtS+AUBRuBvg2cLvyNv9PCRYwiOVhTWcXGxyUlJ2CZrLbHtBYcclC9JYZAv2NpYRZ07J8bJB8rZKlWr4g2mJCHK2w4eSy+PAS4dO44bN16Bq/j69euN6zesrOVUywjT7du3t2fPXqxS6igQT5FTP7j/4Lfffm3EaOI5/rL4GdCREWfxFo6tWJGzq0MjfHLJSckIcEKBQe6v98qV5PhL8RMnTeKpmpGRjsuHnTiOs3WibCO2SLBpyH2Eua8h/n6fPX2K/dnqf9Ro0aIFT2E4cby9/x97ZwFQRbbG8Q0LO0FFUWnBQiQNEFFUTOzA7q411+5W7O5uTAwUxSRULBARA+xcFbDW98d5O3uXEoGZW/+783z3Tpzzfb85zP3uOV+0h1s8QgzTo0KH9h3q129ASy4FhpKvrsJtFgm6WrRsCX+Le5GRMHfwnedWuzZm6ZQbDu3sXB1bCmgSH8JycAqpYvFQiPnw4bffMmXLlrA4mNjU779j+jlLCick7lRd9kCphYuWItG8YSmjps2aK0tshNCga9kIf/789bTf6amTp/Tq3advv/5KX1yWBzuGMf54MxayYmsWFmWRx0TYA0+dgIBLcNCWRzUV6QVrzcIwVgtLzsnJBZuIbqHXQqR5wkfULRg4cHDtOnVUhGoCMTJlyvztm3zPCtWEkFFS4a81d+68Zub/KR27bv2mk74nChQolM5nxfv37zJKTk1tR3JLTgBXoYIVNk2FSL0EAkhnsGTpclSzhYesEACl8WRgum3bvvPc2bPjx489ePDA2XMXNF5lGRTEj3ixl7dv3wCvaMkhgirJRN8ySMUuUklgzbr1mFNEuoBr10KQ4UK4CnP2XTp3UoyWTWVrPI0ESOCHBCSx5PAz+tLFH3+lYQYea6w/FJEnqBEB93r1kKoD6QxOnvTTnhAnRPb5HD2OdE1qdKfURVR4Uv85eoworUfjhshOp1jPQF0U0So5sa76vf57fPCE8Iqv1DxqlPhxzOg/9+3dE5/orrSFm1ttewcHreJDZUkgYwlIYskhD2HTJh4/FBR/xufOX/zhaTxBvQgMGz7i8uXLXbp02rV7LxLOqZfw6ZFW0RcEcxLBwcHIfcOkXOlBmvhaWMzizk0bN375+kUxC3Hi87lHRQjgD8HKqqIozIiRI2vXrnMFKU+uXDl27KhoyaHOm2vNWsgbpSJiUwwSUAsCklhySCC3cdOWH+qPHKE/PCfNJ2BuH9Vpfnh5ZcfKCLv/4Wk8IfUE8HMcsyb13eu2b9cWwyBxXHrqm1LfM5GSxrNt6wL5CwwZOhRlzVTc9VtNOSNc6fM/EUgAvn7dWvgqqqku2iY2qoRhJjtxmjrcRzgcCzQCAwOXL1tqbm5uYWHJ8vDaNkKo708RkMSSQ7JfrLIpyoFgVaSkeXD/AcJXkY5Ihpq+Vy4HD+z/48c6spDQkvupEZOak3PmzLlj1+46bjX/GDxIiYlmUiOqROdgUuHy5avr168bNWLEooULjh33lagjbW5WMV4YPxgUaw0hLB2l4lOIT9Jmbqqse6fOXUTxiunrI9l4UFDghvXr4LoQef+hUF4FXyWZM2VmMV9Vvo+UTWYCklhyCXTw9t43cvhw/PmJ+zHNjtRr1av/G+6U4WojNhYeNr16dr979y4KsNra2SXZheKEf5IncGfaCOBrdceuPW41axQ3MEDZ5rQ1otZXZdPR6da9R+s2bfFVpNaKqIXwMNpatmotinro0EHkLBV+pH38+BGhoLTq1OI+KgoJR9tRf45OLPaRw4cRadS8RUscQvKLlSuWIzltmTJlUdGbk9+JcXGPNhCQ3JLz9T3RqUN75BaC+5R56dIf4+JCb93avn17k8aN1m/YVK9+fekoI5xi/oKFWOZD1blGjRpL1xFbTpIAHqzbduwE/8KFi7Ru0ybJczR+J6YnUd9GUU2UwUFJHO1cdJbtdk+YOEnsC6Wf4YyluEc2MdiRFAQ6d+kqNvv316/wyl27ZjV+sWfJknX3nr2Cyx0cVVGfQKuyPEqBmm2qCwHJLbk5s2cVK1bM78xZxSTAQ4YOa1DPfeLE8ZJacrgHNja2dDlX4lhE6plNW7a2atFcr7BejRquSpRERbrGF0yrFi0yZ87Ut/+A1q3baFVEiLJugUeTptiE3jE/52BnExB0WbnJLJWFQvP6xcz3ipWroFdcbGzE3Qhj4/9Hy4aEXJ09a+aGjZsFlS9dvIg/PcsyZbQk46Pm3WhqlDKB31I+nP6jKG/VoGGjBLUckBGqV+/et8PCkB0q/V2k0AK+KTHzZ5fM0moKF/JQRhGoVs1p6rQZnTt2uHXzZka1qb7tYPUnIDAIy/1zZ8+2qlAOVavVVxd1lBwPhGMnTopm3Px58/z9z6ijIpQ5AQGYdJaWZcSfRvgNKZpxOHPnzh2dO3U0KFa0XBlLRFGQHgloGAHJLTlkfnr//n1iapj6RnEeGeYkMO3H7FOJ+cu5B5Vtu/fo2bhxQwQUy9mvavaFr5yu3boHXb6yZOkyxAapppAaLBX850TtatasiZLxwkc48iKtiQYrrs2qzZg568atUMRMeC1cqOifjaQnyH4qkMFXEn5tYm5Pm0FRdzUlILkl16dfv107dwQHBykCwkNzgdf8Vq1a01tITcfNz4o9YuQoLCYimhUTsT97rUaejyg8+M8pOmhjAejZs2caqazKKoVyUmIIJMIhc+XOJYp66OBBfqmr7I1Lm2CIKEeFRsVkBY0ae4jrrT5HDrvVctUvWrhihXJ9+/RKWxe8igSUQkASP7mHDx/MmTVL1CdfvnyuLtURJYrsQajX+PLVS+99+xBNVvKfQi5K0ZydykxgzNhxX79+adyo4cHDRxAMIXPvqt/d1q1btmzZ3KJ5C1RwZWYc+e8XTDpk/hP7RWAKfOcxgYo9z54+/fzlM6f25b8pUveoOJXQomWrZs1b3L9/Pyw09NPnT2LXQ/8YUrVqtfoNGmAPnO1u3rxRvLgBZ9OlvjVs/6cISGLJvXjxYu3aNQnkwLRcgpm5ndu3Dxgw8KfE5clqTWDc+Inv339ANCuMOQMDA7XWJcOFnzN3XvfuPRYtWlCtWpVNm7doW834DOeZzgaHDhsutnD+wvkP7z+I8dfIbaZYzyOdHfFy1SGAOfJS31+KIiETis53gx6vBw8e4PGFdVjY/eZm5kuWLStaVF915KckWktAEksO02+v3/7f+UBryVLxxAQQRzxr9pyBX/o1blj/4KEj2lOYNTGKJPeYmZt7LVg0YeJkFolPko+ydjZs2EjsWqjeccTnmLAnLi4O/r5MY6asWyNDv4rTb1hMgLPd0ydPwm6H3b93P1eu/5cpOnH82N69exYsXCzI8z0lSmYkNJVBPHZBAiAguZ9ccpTh/J543i65k7lfYwjAmJs5ew5K7jZr2oSRm0neVnjzCLnshaPHjx2dPm3qy5cvkzyZO2UmgDB80YxD1/369jnq4yOzDOxOuQT0ChdGSL5nu3aij101J+eJk6aIUg3o17espUWxooVdnJ327NmtXGnZuzYQkGROLgG4qKiHx48fx4y04v6QK1d8fI506NBRGyhTR0UCMFNWr1mHqqyNGtTftWevYpElgkpMIH+BAmf9/b3mz4MfD+qKGtK7NDEj5e1ZvmKl2DliVubMmbV12w7licOelUMAzzT8ABP79j5wEBkbwsNvIwmX6T91vVFPFrkMz18MEJzznjx+jLVaeMTCj1w5QrNXDSIguSV35cpl9zq1Y2JiEkNj3YXETLRkDxakNm7a0q9vb1cX573eBxgAkcJ9r1jRGl8McMD3mj9/z+5dg4f8kcLJPKREAja2tmvXrhcFaNrEw2vBAvpRKfGOKLFrFHeBl5FiNUgYcId9jokxFocPH5o4YTzWJfBT1qWG67LlKwRpuV6vxLumvl1LvrrqNW9enrx5d+7egwy98CbBd5L/ufM9evaCD8GsOXPVFxwlTycBZGdduGiJW+068CBmnrkfwkRZSUz/JDDj8Cv/hxfyBNkIwHNAiHUVekS+QNGM271717KlS2SThB2pJgHF9YeOnTrfvffg9p27a9atb+vpKQrcv19fnyNHhI/Ig7Pf2zswMPDVq1eqqRGlUhECks/JXbp0CUuoQqUmPNceP3qEiO6p06Y/io6eOH7cPK8FKgKCYshPAN9806bPwMJE3dq19uz1RnIv+WVQ3x7hVe3oYOfh0aRrt26KP/3VVyMNk1wxvtXVtSZqvQsK4uu5ZYvmu/fuY5yEht3xNKiDQZIgDlqcnENrr16/mjd3zp074Yizweqt76nTQlzt58+fUR5JcT03DV3zEk0iIPmc3N/f/hb9AIobFA/7JzGsR9OmqKDy7ds3TaJJXX6WAIy5SZOn9Ozdx71u7aCg/6SP/tmmtO18OMwd8Tn666+/1KntVs+9Dv+UVHkAIE5CnI/BvN2YceNEM27pksUnT/qqsvCUTVkEMPdx4uSp+w+jwyMisZxVokQJQZKzZ/1nTJ8mSrV1y+Z169aeOXMaLunIeKcsadmvEglIbskVL178wvnzgoYGBiWC//m21smmg18VSRbyUiIOdq0UAkgriHJeLZo1uXw5WCkCqGmnKC65aPHSGzdD+/cfAJtYTbXQQrHh+yhqXcutdtmy5YSPSEv7x5DBWgiEKqdMAD8DMEhE6x+VKqZM/deSQ+TEtq1bunbpjIDZWTNniE35+p7gD7yUwWrMUclXV1u3aYuQbPCaPGUqKtnjOYXkI2UsyyDIC7HcYhS3xgClImkjMHzESCwWNKxfb83adTVca6atEe28CoVEa9ZyU9R91coViHh1d6+HyBLtZKJGWisGI+vp6mK5XBR+2tQpLVu1ZsEPNbqbShEVWayFRNZYuP890/+/01FFad2aNVWqVBUeAgcPHPD23ofYMow3GIV0ZVHKnZKuU8nn5Dw92w0aPOTsubNRUVEtW7UyNTMb2L9fTVeXgEuXxo4dJ51ibFntCCAOZtnyle3becIQUTvhVUpgPM3/HDmybBmLCePHMRGdSt2alIXBwquDo6N4jptb7aL6/y8hgBQn8+fNS/lyHtVyAhg/YipKhJSt27BR/C1nbGyMsjqILVu+bNnwYUNFUAf2779544aWc9MA9SWfk8OE8OgxY7EJsHxP+u3dsxvfLnZ29pVsbDSAIFXIQAJ16tZFUpKWzZuGh4cjLIYrhmljixgj/IJCBNz2bVuvXQvBWkza2uFVyiVgVbFi5n9mVUsZGmbTySbK061rlxkzZ9HnXbk3SI16R/0YlB1LLDAMPryE/dHRUc7VqiKtBKaBzc3NO3fpyvKyiYmp5h7JLblDBw9C87ru7oL+2bJlw3oB3iPP3Pp169q1b6+aXCiVsghUqlQJhbyQiwuppBcsXKRY7UBZIqljv3g6449O/LsTVIiNjXn8+AlzC6vjDU0Q5NimbVvRNQUpTj59/Cg8V9VRNcqsRAL48Sz2rq9fDKnaMW93LzISa2jv3v0lWHJIg7J7107RMw8JKD5/+QIPeP7SVuKNS9C15KurO3ds37UziaTn3vv2TZo4XnVAUBLVIYCfjwcOHQ4KDGjn2QbGh+oIpu6SBAQE2NtWqlmjOtavWSpNre+mk5OzOJVibV3JxtZOUAdhZB6NGqq1ahReiQTKlSvfuLHHwEGDZ8+ZK9aNLV26tGI1pj/+GFyhXJmiRfQqO9qvXLFclJbPaiXeOKnm5OBf2bZNK1Ex/GpMrCSTYCVmwj0CAcTbIx9661Yt6tWtu3nLVgTHkEz6CaBY5M3Q2/hltXHDhnVr1572P5v+NtmC0gmIySkgSfbs2UeP/b8rCz7OnTPbwsLSrXZtpQtJAdSXQI4cOeDgLsqP8jww2uAA8+D+AxMTE3F/ZQd7ZLwTVvxv3byJ3DrFixvkyJFdfRVXI8mlsuQMShgIVvypUycxB4tfkAmgZMmatVOnzmpEiqLKTACB94cO+wwb+oeTU9VNm7daW/+buEFmSTSpO1BFwhdsKAqkqBci3cQ5Hk3SV9t0wcNW8RdymzZtc+TMKUC4d+/eyBHDNm/Zpm1MqG+GE9DRyY7ZO2yKLQdfCRE/vn379vRpPwy5SZMmI60xfmBkuAxsUJGAVJYc4pznzvdCT31698TDRXhP9CTwUwRQoxCT/PjZh4peKGHZtFnzn7qcJ6dAAB6rikedqlbR0cnWqnUbjyZN6UefAjf1OqSrpycKjAwUXgsWiR87d+rYs2cvhp2p1w1VF2ntHRy2OsR7VZ30PYG02OoitvrKKbmfHGprLli4ODIy8vY/1R3wBpkM1RcZJZeZALKTrFu/ftDAAUivxUSXEsFHBvlmzVsgCMnczAQ/piXqhc0ql4Bi3c9FixZbV6okyHPu7NkO7f4t/fn8+XPlysneSYAEfoqA5JYcqjh0bN/O2qr81q1bBMm2bNlsVb4s5uoSrO/8lNw8WasIIPPt7j371qxehWSEyH6pVbrLo2z+/Pm7de9x6vQZP78zdGCVh7lye0HuMTH20LFy5bXrN4jyINII62LCRzzAnz17plxR2TsJkEDKBCS35CZNnLBv396evXq3a99BEAVvkKhm65Yto0aOSFk4HiUBkQCWgY77nkRt1lo1XVHUiGQkIoDAYcXKK35+pxzsbefMniV+tUvUL5tVHQKHjxzFUqwgz2k/v00b/zXy4PfMyp6qc6coCQkIBCS35I4cPoSkVijVJT4aSpUqhZyWWDJD3V8+FDgQU08AkVAw5hD6UMXRHpVnUn8hz0wzAUfHyqiKe+7cORtrq+bNmqa5HV6opgTw9EZOClH49WvXxv4zKY4qyfhlpaZ6UWwS0CQCkltysXFxJiamiZHZ2tnFxMQgqiXxIe4hgeQIZM2aFdEzM2fN7tGt2/ixYxBxmdyZ3J8hBJCZuUXLVjt37Q69fWf4CE6iZwhUNW5k9dp1yEkhKPDq1avXr14K7z99+jRxwni6sarxraXo6kxAqthVkYmpien58+cw94ayXYqgLgcFYRGHUS3qPHiUJjvS2Ze2sGjXtg2Sj+OrBenvlSaK1nRc4PtLUd32nm3xO61hw0bu9eox3FVrBsK/itao4Sp+wOO9mELSfySMRZY7uLdqIRaqTALyE5B8Tq5Dx44XL1zwbNs64NKljx8/fv78Ofz27dmzZi5atLB1m7YJzDv59WePakqgfPkKR4+d+Pzlc93atW7cuK6mWqi12JOmTLG3t1++bKmpseG2f+KZ1FojCp9mAkgY1LFjJ/HyKlWqWpYpI3xEcafGDRukuWVeSAIk8EMCks/JNWnaDMmgZ82cIRRgFQVCvpkxY8f9UD6eQALJEUDhh/0HDk0YP65mjRqTp05V/CJJ7hLuz0ACcFscNHgINuQYyvHfzJ/MM5yBnNWxKfPSpUWxCxcpMmfefPFjzx7dUQ+qllv8dB3GSXR0tIGBgTrqSJlJQHUISG7JQdXhI0YiVdWhgwfwxH/96lW+/PldXGqgcC9zyqvOOFBTSeDFNXHSZHwrdO3S+ajPkUWLl+ro6KipLuorNmKYFIVHlCvCXV1dXfGFXcO1plCEW321o+TpJIBcJ4ojZO68+VmyZBHavBMePn3aVDhICB8DAwIShE6ns2teTgJaQkAOSw4ojYyM+vbrryVMqabMBKpWreZ/9nyP7t2qVam8fOUqmXtndwkIIEr99Gn/7du3zZo1s3fvXrdCb9OLjoNEJKBYXAR2m2jG4YSDBw/AczrX9xKf+D1w6eKF5i1aEh0JkMAPCUjuJwcJUG133ry5brVcy5e1RA45/Il279YV3nI/FI4nkEAqCSB5/dZt21u2atWje1dcwhi6VHKT6DQTU9NRf44+d/7ites3Fc24ly9fRkU9lKhTNqvuBMaOGy9WasdMnpi4GHoNHjTw4cMH6q4g5ScBiQhIbsk9ffIEJR2RMOLzp89fvnyNjYnJkiWz74njzk5Vr169IpFWbFYLCcDn+s/RY+Z7LYTurVo2Z8UhVRgDiuWhIM/mTRvLlbF0dXH2mj8fjvCqICFlUE0CCH2FT44oW5MmTQsV0hU+Hj50aNjQP8RD/EtXzTtIqeQkILklN3nyRGTk37Vnr+8pPxsbG+hWtKj+2fMXkTli5IjhcqrKvrSBAKIpoWaePHmRyXbXzvgSznypDgG4WIRcv4EEdairjSeD6ghGSVScAOqJicuyNVxdRy7fsYsAACAASURBVI76UxS4WROPZ0+fCh8fPYoOCw1VcV0oHglkOAHJLbmTvifrN2iIEAdF0XV1dXv36RsUGMgaDxl+R9kgCCxbvmKe14IhgwfBee7Dhw9kojoEihUr3rVb9z37vBcuWqIo1bp1a48fO8pazKpzp1RWEgRMKIbRoFiwrp6eIO31a9f9/c+IksOrB6mvVFYRCkYCGUVAcksOGb9gtyUWN1++fPgbe/fuXeJD3EMC6SfQqFHjYydOwh2zhovztWsh6W+QLUhKIPTWLQQgGxuW7NDOE3mLJO2LjWsqAYSxo6i3qF2m338XU5Yi5eH6df8PktVU9amX1hKQ3JKztLBEeggEPSRA7Ovri5TxrPGgtSNPBsWNjY2PHD3m7l6vVk1XZDREVmoZOmUXaSMwddr08IjIbdt3Ip6RRfzSxpBXJSDQp28/JCoSdjo7V3et+f+iFHgUmJkYiStC0dFR4vosGZKAOhKQ3JLr2atXREREE4/GmPT++Okjtls3byKCdeuWzZ7t2itGJ6kjPsqs4gTwHB89ZuyJEycPHjhQrWplFvxW5fuFmJXKVaqMGDnK2tpalBNJKF2cncaNHX3mzGna4qp8+1RcNiQSh4u2ICQeC1dCronTdUcOHz516qRwCGMMC/0qrgvFI4EEBCTPJ+das9a06TPGjh1T372u0PfmTZvwpmmz5nhk836QgAwELCwtj53wXbhwAQZh9+7dh40YqZjUSgYB2EWaCSCGsd+AATDEUWYXP/yCr4QwO12aYfJCkYCOTnbxveKCLMpOvHn9Rjy0auUK1DIRKlKQHgmoLAHJLTlo3r1HT2R79/HxiYy8K9R4qF27jq2dncpCoWCaRwDzPQMGDKxWrVqf3r2OHz++eOnSsmXLaZ6amqcRJk7g8ojty5cv8HpUNOOQ4ejxk8eowMupfc2778rSCL/x+g8YIPaOArK5cucSPmIFtm4dt8Dg/yfPwmwxRiMcvpUlKvslAZGA5JbczRs30BkmRTzbtVPkDteEx48eV/qel4QvEpCHQMWK1idPnZ45Y7pbzZrde/QYNmx4Nlb3kgd9unuBLV7awkKxmRMnTgwa2L9gwUIuNVwaezSpXt0l3Z2wARL4DwF4bYqfESF75uw58eOe3bvKV6hQo0a8793bt2/hL4Q5C+IjAaUQkNxPDp7ms2fNTKzbju3bPT3bJN7PPSQgKYGsWbMigbD/ufPBQUFWVuX37dsraXdsXDoCrdu0uXvvwew5c7NkyXrUx0e6jtgyCQgEFNdkBw0eIphxOIQa4oplxCdOGC8mQ0G9mRcvXhAgCUhKQKo5uUsXL06dMhmi37wZPyfXuGGDBGpcvhycIP+7pHqycRJQJGBoaLjXez8SEwzs32/L5k2wBvT1ixGR2hHInj27W+3a2BJIPqBfXwTA1nCtiZeYbEzttKPA6kIgZ86cXbp2E6Xt0qWruOp6JzwciS337T8gHEXgjpmpGcekutxZdZFTqjm5DzEf7t2LxPb+/XukZhXeK/5rZGQ8Zep0dcFEOTWPAJyrWrZqfdLvDOrIVa3suGnjRlZr1Zi73L5jxyJFi86fP9fczGThAi+N0YuKqAUBjD3RbQM1iEUzDsLfuXPn9evXghZ4z0JHanFDVV9Iqebk4LNy+eo16N+pQ3yqkVVr1qo+C0qohQQQGolScpicG/3nqC1bNs2ZM0+s4a2FNDRGZSuritgmT5kaFfUwe/Ycinod2L+/bLlyuO8aoywVUSMCHTt2EqUtWrRow4aNxI+tW7UYNGiI4DuOnPnIlW1ja6tGqlFUJRKQak5OVGnajJnYlKghuyaBHxJAJdArIdcRp+bkVHX4sKGYSP7hJTxBLQigOFj+/PlFUYVsYXY21tZW5QcN6I/oV7XQgkJqJAH4Bth9rxMtvDZv2SaGAEZHRR044C0emjF9GtKyaiQEKpUhBCS35FCqC7Uc9u7d071b14b1682ZPevJ48f499WrVxmiABshgQwhgKfq8BEjj5/wvXLlsk2lihixGdIsG1EpAkgJu2PnLsRJIMll9hw53v3XZGcZaJW6WdosjHnp0uMnTBIJWFeqhK9R4eO5s2fbtmklHrpx4zpry2rzUBF0l9ySwywxDLiO7dudOH4sJORq1MOHMbGxkydNdLC3vX//Pm8ACagUAUvLMgcPHRk8eAhc5lu1bI4EZiolHoXJEAKw2mvWcps0eQrquYkN4ulUtIheg3ruiLWHNZ8hHbEREsgQAgiSFTMpOjg6rly5Wmx244YN0dHRwsew0NA1a/49lCFdsxG1ICC5JYdp4bNn/efMnXf7zl0nJ2dAQdjg+QuXvn75MmzoELVgRCG1igCyCSAM7VJgcKFChapWcYT/HMuAasMAKFeu/IWLAU2aNbtx/XqHdp6I09IGramj2hGA37liFkwULMZXqqAFAmZNTExEjdxquYq/RV++fHn16v9zGqudyhT4hwQkt+QOHthfp27djp06i0XuIBOcyvv2G3Dm9GlGC/7wDvEEpRCAV4DXgkVn/M+hTHD5spZLlyxGjQGlSMJOZSNQsmTJ9u07rF67Dk6TOXL8Gyex39u7vWdbjAGsZHEFVrbbwY5+lgCSm8DZV7xq7z5vRM4KH+9GRBw7elQ8hELGcHP62fZ5vsoSkNySw09bJBxJrH9xg+IxMTGc7UhMhntUhwCegzt27cav3nnz5rrVdA0MCFAd2SiJbATKlS+PkQDXyepO1eq515GtX3ZEAukhoJjHGGGwQ/4YKrZmb++YO08e4SOyavfp/W91isOHDsXGxqSnX14rPwHJLTkjY+NzZ/0T/5ANuHQJ3iq5cv2/pJ38mrNHEkgNASHtXGDQZdRsrVevLrLq3Lt3LzUX8hyNIYCUJagLcsTn2L0HUWvXbVDUCzlNNm/axCGhMfdaSxSpXacOvn8FZWu5uS1ctERU/Pz5c+/+eid8POvvP3/ePPHQ8+fPtYSP2qkpuSXXoUPHoKCgbl27ILGTQAf2/orly1auWN68eQvFJVe1Y0eBtYcAcriPHT/hypWQPHnyIIdFj+7dUE5be9SnpgIBfPlh2V2RxsePcZs2bbC3s7EobYblV4IiAXUnMGHiJLEEBcrOutaMLywrvJDxTvweR3QFZu/UXVmNkV9yS65Z8xY9evbavWtnWUuLQ4cObt68Sb9I4aF/DEFY9fiJ/0ZZawxQKqLBBAoXKTJ3vpfPseOPoqPtbCt5zZ8fFxenwfpStR8SaNK0GYKd791/uGrVGsfKlRXPR+VNxMN+/fr1h43wBBJQTQKoqIlwflG2Y8d9kaBR+IiBrTi2PRo1FB3vUMQiMjJSNTXSVKkkt+SwOAU3I99Tfqg3XL9+AwcHx8aNPZYtX4HHX+7cuTUVK/XSYAIVKlh5Hzi4dNmKzZs3Yn5u+7atiZ0HNFh9qpaYQLZs2ZAbAtGviofWrlnjVqtmqRLFmzdreuH8+cRXcQ8JqC8BC0vLevXri/LPmTcfP3SFj0GBATt3bFdf1dRRcqmqdSVggS8/bOoIiDKTQJIEULUd/iX79u2dOH7crJkzRv45GoV38LslyZO5UwsJrFy1GiUlrl+/FhwUlE0nmyKBa9dCMLchFlnXQjhUWcMIIO5b1Mi1Zi1sGqagiqsjiSUHF6LNWzb/UPOCBQq29fT84Wk8gQRUkwDstkaNGru719u0aeOwoX8s9Jo/bsJExSwAqik2pZKNAEpKCBVgFXtERn7kNEGQBJyQ7O3shwwdqq9fTDaR2BEJkIDmEZDEkot+FD1+7JgfwsICPC25H1LiCSpOAN/WCOvBhNzcObObNW3iVstt2PARpS0sVFxsiqcsAlmzZg2+EvLgwYML588FBwd/eP9vCmIs09+6ddPExBTpqZUlHvslARJQOwKSWHIWFpaXr14TWMTFxiJwFe8927WzqmidKdPvSDa9ZPHiO+G3ly5frna8KDAJJEkAK2WI+ereo8ec2bOrV3dyr+sOew4ZsJM8mTtJwOD7q3mLlooo4CeOtIVfvn61s7Pv37//x7i4zFmykBUJkAAJpExAkogH/OjEqrnwwsLT5y+fjx473rVb90qVKsFbDiXkUMTaskyZXj16pCwcj5KAehHAMtnsOXOv37iFL2lnp2otWzRjhRz1uoPKldbIyAgp6474HK3/3Zc8ViEyGi53THyj3LvD3klAZQlIYskpanvo4IHabrUV68ThKByMEL0Pt1/WeFDZkUHB0kwAoftIPnf+4iVUbkX0IpLPhYeHp7k1XqhVBDJlyoSfuyhvCK3Foul4j+rVZctYIGtdu7Ztli9bqlVMqCwJkEDKBCS35OLiPj599iyxEM+fPcMzS0wznfgE7iEBtSaAwgALFi5GUfYsWTJXreLYtUvn22Fhaq0RhVciAWfn6vcfRq9du97ewQGLsIqpvN68eRMREcEa1kq8O+yaBJRLQHJLrpqT0549u0+f9lPU8+RJ3ymTJyGPA4w55erP3klAUgLwMfBasOja9ZvF9PWx3tq4YYPg4CBJe2TjmkoAWets7ex69e6DDJ2KIREoCGtvW8nYsCRW81evWqmp6lMvEiCB5AhIbsmNHjOmsJ5ew/r1ypWxxNdYffe6VuXLIh80Fp5mzZqTnFjcTwKaRACjHeutlwIDDY2M6tap3aGdJ1wLNElB6qJEAgidfhj1aMvW7dWruyC9vqIk9+/fv3Ll8qdPn5QoHrsmARKQmoDkllzRovqnTvujwIOenu7Nmzfu3r1bVF9/3PiJJ/3OiCmhpVaS7ZOAKhBAMljEQwRfvoKR71azJmZQAgMDVUEwyqDuBOCIjOm67j16Dh7yh6IuSLVfp7Zbcf0i1Z2qsSysut9lyk8CyRGQY3ETRcdHjxn7yy/Y+CIBbSeA3zbTps/Ab5vFixY0bljfxsYW376Vq1TRdi7UXwICGFr9BwwMCwu9euVqguqIfn6nkMoOxXcwICXomU2SAAnIR0DyOTn5VGFPJKA+BHR1dTEzHXL9po2tbds2rWrVrIHCX6y2rj43UG0khS8ycrC3btNGsUompL908eLIEcMsS5ubmRovXOClNvpQUBIggUQEaMklQsIdJCAXAeQTHjFyVOjtO506dZ48cQJyTEybOiWBq5NcsrAf7SLwx9BhV0Ku3733YOmy5S4uNRSVn4dyJbNmnjlz+sOHf+tPaBcdaksCakWAlpxa3S4Kq4kEkEm7ZavWZ89fHD9+grf3vooVyo0fN/bpkyeaqCt1Ui0C+C2BOAkLS0tFsfLmy4cI6x7dupUors/cdap1wygNCSRFQA4/uaT65T4SIIH/EED9VthzLVq2Onb0KFa7ypW1RPbs3n36YGmMpEhATgIIhsWGHl+8eJEg5WejBvVh/JWvUAGbg4MjEqPIKRj7IgESSJIA5+SSxMKdJKAcAih/UsvNzfvAwfMXA+CiXsu1BqIOt27ZTBc65dwP7e4V1UoSWHL9Bw40MTU9d+5c7149vfft1W481J4EVIWATHNyTx4/fvHyxZcvXxT11smmY2ZuriokKAcJqBIBQ0NDIcQVuV7Hjhm9YIFX9+49mzdvnqDwnSqJTFk0nwCWYrEl1jMuNtbYqJSenh6mkEtbWHTp2g05FBOfxj0kQAJSEJDcknv86FGrli2SrCOOv3n/c+el0IptkoBmEECI6/ARIwcOGrxr507kAxs/boxnu3adu3QtXtxAMxSkFppBAD8wbtwKQxZi/Ie8oY8fPxItOUwn+xw5YoyXiclvv3EVSDNuOLVQLQKSW3Jjx44JCbnapm3b0qUtcuTMqag9/C1UCwalIQGVJICQCGSRwObvf2bJ4kXWVhVQ6a5b9x5Vq1ZTSXkplDYSQN5QJydnbAmURyz2jOnTbty4rqOjU7ZcuYWLlpQqVUobAVFnEpCMgOSWHELZmzZrjr9eyVRgwySgLQSqVKmKDQXUly1d0qZVS5RL6dKlK4IkcuXKpS0IqKe6EYCz3anTZ7D8eu3atdDQ0Pz584saYMVmypRJRkbG5cqXL1euPM5UN+UoLwmoBAHJ57rxQy1v3rwqoSuFIAGNIIApDbjQhUdEYuF1584dJkalOrZvd/HCBY1QjkpoJgEsvyIJNnwD8I0gapgzVy59/WLnz8fHT5gaGz548EAzladWJCAxAcktuR49e+3etfN2WJjEirB5EtAuAlhybdSo8RGfY7t270XEa/16deu518Hf2sePH7ULBLVVWwKYS8avkW3bd94Kvf0g6pGBwb/en2f9/XUL5q9WpXLvXj3gIcrYbbW9yRRcDgKSr64iL9FRnyPVqlau5uScI3t2RZ2KGxhMmDhJDi3ZBwloLgHUbMWGTMLr168bO2bMsKF/wC21fYdO9EbS3HuugZrl/K8XtWPlyn6n/a9dC8GabGBgoGe79jly5BDUfv78+blzZ83NzBFC8fvvv2sgC6pEAj9JQHJLbu3aNYcPHYJU58+dRQVARfHMS5f+SWl5OgmQQNIE9AoXRv2lQYOHHD92bM2aVbaVKiIeomOnzrXr1EHO4aSv4V4SUFUCmGZGNhNszVu0TCDj/fv3586eHRoWinMqVKjgvf8gR7iq3kbKJRMByS05uGabmJjs3ruvWLHiMunEbkhAWwlgigJhrdiioh6uW7t26NAhQ4YMat26DaY0kKBOW6lQb40iUKlSJYRQYL313r17z54+VTTjDh08uHChF/JbIX4i/r/yFTRKcypDAskQkNxP7v2797Xr1KUZlwx/7iYBSQjgL27Un6Nv3AxdtnzF48ePKzvao1YEJshZE10S3GxUdgL40WJkZOTg6KjYs62dXcuWrbNkyQKH0YH9+yseevv2LTKhxMXFyS4pOyQByQlIPicHDx6EJn379g0z4ZJrww5IgAQUCCARq7NzdWxjx47buHHD3NmzJo4f16x5i7aenmXKlCUqEtAwAshj0q59+ySVOnL4UP9+fVFnqESJEvhW8lqwKMnTuJME1JGA5HNyEyZMfPP6dZdOHfF76M1/X+/evVNHZJSZBNSOQJGiReFFd/nqtZWr16AsumsNF+dqVVcsX4a/SLXThQKTQBoIIO1i9OOnlwKDJ02e6lqzlmILe/fu6dWzx9w5s/d7ez98yEwoaaDLS5RMQPI5uQkTxj169OjOnTu7d+9KoCurdSn55rN7LSOAKTqhbiYMuJ07tm/auHH06D/d67q3at26uksNhgFq2XDQOnUxwuEtmthhFN9EkXfvXr92bdu2rUhcfOiwj4gGcbL4YylZsiSDKrRuuKiVwpJbcljZKVQw6VLKunp6asWKwpKAhhBAsm7UOMeGmfLNmzYhL+uvv/3WokWLVq3aMKJcQ+4x1Ug1AcTkobRxkqevWb1q5ozpcA0qZWhYp06dceMnJnkad5KAcglIbsmhVBc25SrJ3kmABJIkgNmIyVOmjp8w8cTx41s2b3J2qor6yC1btfJo0lSsgJ7khdxJAtpAYOiw4TDy7kZEhN0Oy66jo6gyKiCfP3fOxNS0dOnSFa0rJZ7q0wY+1FFFCEhuycXExHz69ClJbTHXzXqRSZLhThKQkwASPQq5S7CQhKC/rVu3jP5zlHN1l+bNm7vXq6ej85+E3nIKxr5IQOkEsK5qZo48xOYJJKlStWpsbOytW7fwKwgz2UuXLRdPiIiIePv2jYmJKb/glH77tEQAyS25Pr167tmzO0ma8vvJwV0PEUwIRzc2Nnap4cpZhyTvC3dqLQGsunbq3AVbZGTkju3bpk2dMnBA/3r1GzRr3tzJyZmOdFo7MKh4YgJly5bDlng/9mB6e+WK5fiiKVpUv0XLlmPGjkvyNO4kgYwiILklV9fdHVHforhxHz9GRt49depU8WLFUJI1o9RI3M7Lly9dXZz79R+ANPfCUYQmTZ40Uazflz179kVLlqJyZeJruYcEtJwAKn1hXQkbCiXBpOvRrStchRo19mjSpCnqoGs5HKpPAikT+HP0GGyvXr26e/dunty5FU8ePGhgwKVLmEowMjZGplVra+uUm+JREkgNAcktuST95B49inavU/vJk8epETFt5wgZwMUkC76+JyaMH4faL/hyQtLUmzduzJ41o0f3bvhRhfSSaeuCV5GAxhNAPn28pkyd5ud3atfOHc2aemDeDn9E+KsxMjbRePWpIAmkmQDCYPFKcDkmF4ICA7A6FBYW5nfqpKIld/DAgecvnpuamGIlt0CBAmnulxdqIQHJLbkkmWLOuf/AQePGjB485A95Mgbv3LEjT548qNCH1JEQCV9OLjVcHO3tMA2OH09JCsmdJEACAgGsq7rgD8alxuw581DXFaXAdmzf3q9vH8zSNW7sgR9IBEUCJJAaAlihUlykUrzkwYP7qFEOxwbMdHTo2Gn2nLniUUzv4W8QX2Gp6YLnaCEB5VhyAJ07d264Efz111/yjM7w8NtwUBXMOOE2Y2bO1s4+/PZtLbzrVJkE0kYgW7Zs9erXDwsNdXZ2RqJ8uMB6ec1Hti3Ycx4eTRDHl7ZmeRUJkEDPXr2xgcPHjx8T0Ojdq8eRw4d1dXXNzMzbtG2LLMfERQKKBJRjySGPNkK4MYEMe06e+6Gnp5d48u/rly9f//4qjwDshQQ0iQAC+pCpBNv79+8PHzoIkw5+qMbGJrDoMFFHjwVNutfURWYCWbNmTdDjlq3bnz55cjv89p3w8MJFiigeHTVyRHRUFBxbSxkaVa1WDf8vs7TsThUISG7JderQPrnY1bHjJyS2rjIWyuXgYHjI4QumXr36cDV98OCBgYGB0MX9+/dRELb/gIEZ2yNbIwGtIpAzZ04UcsWG+fVDBw/gj33G9GlIStcIJl2jxpiu0yoaVJYEJCKgV7gwtqpVqyVov25dd3yRIY7w4qWL8Avv17+/eMJRH5+Y2Jh4I6+UoWyTJhKpz2ZTJiC5JVfN2Tnx+ikMOCQBQaqqlIVLz1HMGSBzt4/Pkf37vdEOfuVgyhopUbwPHMTHRQsXYAoBngfJlVtOT9e8lgS0kAC+Klq2ao0NXycH9u9HLcspkybCpGvQsGGDBg258KqFQ4Iqy0AATg7YkuwoJOTqsWNHb4eF4U8S+Y0Vk6GgChm+IhG9lOSF3Kl2BCS35Dp06PgLNtlf+fLlQ7Hkv//+Ozo6Cj6k9/Bf5F2df5J042umkK7u3Lnz9fWLyS4aOyQBTSaAr4e2np7Y8P2BhVdv732od4RiRw0bNoKPXZkyZTVZeepGAipDYMgfQ7FBHNht4nefIF3bNq0uXbyI0FrM1yEdGOswqcxNS6MgkltyaZQrgy5DyfDixQ2wVavmpNjkzl17Es8UZlCfbIYESCCeAEy6Vq3bYHv37p3PkcP7vb0XeM2H17Z7vfru7vVs7eyYapgDhQRkIJA4B77P0ePPnj2Ln964G2FqZqYoQ/NmTV+9fGFsYmpubo6/U86my3CD0t+F5JYc1jT/HDUSS5wvX7z48uWLosTy13gQe6cZl/6hwxZIIJUEULNIyCsZFxt78uTJgwf3e7ZtjV9ZderWrVPHHWGw2f5b0TKVzfI0EiCBNBPAbyq88IMqQQsTJ04KDg5CxrubN28alCihaMnNnjXzw4cP8LrDf8iExzp+aYaf4RdKbslNmzIZdUuwpAJXzZw5cigqUKRo0QzXJ/UN7t69C8l72nfoUKVK1VReFRgQEBUdldzJCOLTL1YsLi722bOnyZ3z8WPcr+9/S+GE5C7k/lQSEIr8knAqcaXttNjYGEynpQ2ydSVrbEjiePt2WHBQ8ObNG5ctW2JhaVGhvJVVxYr0yxbuCNxC8ObFi+e/Z5L8EZ22MaABV8XEfMDkQtqGsQaon5wK+fLnq+Hqik04QZEP1rcQPBsYeOnwkYNutVCioq7YSGjoLQzaQoV0kZICP9IUGv/28uWL9+8TRuMm13uS+0uUKJnkfu4UCfz67ds3SXFUKFfG0NBo1569Uoep/qwW48eOmTdv7nyvhakPesBEQtTDZC25r/HjuMCAAYORcys5YVBxGaM8cZB5cudz/88SwNPkw4f3uXLJlN3mZ8XTjPPj4uLw55xRwxh24ds3SC75NjYuNkf2HJgvhz2n5bN0eCy/f/8uZ85cqvbY1IwBLGiB9SJwTuFxrUnKSq0LckF8eP/+0+dPGLHI/C+u58KzIkeOHP+17X5aloCAS3ny5EUivZ++UmsukNySK1/Wsn6DhpMmT1E1pMhIEvXwIerf6erpZYhsMTEx+kX0wsIjMGWdXIPXr4Xkyp0nuRzfyV3F/aknAFv5/LmziIxO/SU882cJIDNwpky/Z3i1LkQmHTyw/8iRwxfOny9WrBh+8uNHv6NjZQTZ/ayE6n4+ig2ilBPWMTJnyaLuuqis/BERdz5//mxuXlplJVQ7wWAcw/cO0YRimbKTvifs7B1Q5Tw9utRzr9OqVRtacikwVJwFTeG0tB9C5vcjhw/BME97E9JcicRyjpUrZ5QZJ42MbJUEtIgAwuj69O134ODh23fujhz1J1KherZpbWxYsnPHDjt3bBdrKGsREapKAmpFAPP0KBqbuNqsWimhlsJK7oQxavSYkJCQKo727dp3KPC95qn4QqIQJCaQGht+dQUFBobdDsMKzt/f/s6VM6eeXmEHR0eWKJaaPNsngbQRwDdB8xYtscHr8exZfyQ4nTplcs8e3R0cHGvXqVOnrjsT2acNLK8iARLQSAKSW3Jnzpw+e+7sx7i4SRMnJCCI2FVJLTn4QKxYvgzhNgi3TtA11msaezSZPGWqYiVWjbzBVIoE1JdAlixZqld3wTZ12nQE0x31OXLs6NHx48ZiQr2Ga01XV1fkRGUAnfreX0pOAiSQIQQkt+SQ5x0hq15eCwyNjOFboyi0TjadDNEhuUbGjP5z4QIvTPa29WxXpmxZeFLD7/L9u/ePHz86fvzYrp07LgcHHT3uyzzXyQHkfhJQHQJwaTU27tOrdx/kQTjp63vsmE/fvn1ev35d2bEy4uxqudXG6E2fQwAAIABJREFUYdWRlpKQAAmQgGwEJLfkoqKjW7RshYUS2VQSOoqKerhk8SL4SCI6NXEC0q7dup84cbx50yZrVq9CGROZZWN3JEACaSaAUDjUisCGSff4ekRHj6JkC362IZAI9lwtNzcESWRUXG2aheSFJEACJCAbAcktOWSSQxZp2fQRO7oWcg3xX38MHZ7YjBPOqVHDFUkRLwcHyy8beyQBEkg/AeQ7KF++AjaUJMLk3EnM1J04Dne69+/eOTk7Y03WuboLJ+rSz5ktkAAJqDgByWNXx40ff9bf32v+fCFlq2w4smSNj95/8+Z1Cj0iGi5L1nRlLEyhcR4iARKQjQDCpxAmv3DRkluht48cPWZra++9b19lB7tyZSz79+uDNOAvX76UTRh2RAIkQAJyEpB8Tg51FJAkcOyYP2dMn5qg+puJqdn2HTsl0tbGxhb5RQf2779uwwbUXU3QC8zKqZMnhd661b//AIkEYLMkQALyE8BEHdYBsPUfMAAedX6nTsGPYsK4sQ8fPrSysvoeJ1GzorV1clP18gvMHkmABEggnQQkt+Qgn4FBCWyJBdWXsloXzLj5CxZ269K5QrmyeIJXsKoIOxKhcM+fP79//95pPz8U12rc2APlIBMLxj0kQAIaQAAedXXd3bFBl4iIiFMnfbECu3TJYphxWH1F+uhqTk4Ig9UATakCCZCANhOQ3JKDCws2pSBu1KixiYnJnFmzfHyOBAUFiTIgghW2XecuXVu2as1iOEq5NeyUBGQmYPT9hb96lNqEdyxMuk2bNgwc0A/FJGDPVavmhIIKzBMu801hdyRAAhlCQHJLLkOkTHMjSFm3as1aPLujo6Pfvn2DopwoZYjJOWQkSXObvJAESEB9CWTKlMnG1hbb0GHDMTHvf+YMrLrp06d16dyptIVFfKRE9eqVq1RNZ30h9eVDyUmABNSOgCSWHMoy4rFYv0EDPCvhIed7wjdJLviJvHb9hiQPZexOPLu/lzpNYoU3YztiayRAAmpEIGfOnCgagQ0yR0dH+Z3yO33ar3//fi9fvLC1tavu4mJVsaKdnT2tOjW6pxSVBLSQgCSWHJYvs2bNAvsJQDNlyoz3SZJlcegksXAnCZCA/AT09Yu1btMGG7oODw8/c9rvzOnTixct/Ouvv6wrVXJycsYKLN4wU538t4Y9kgAJpExAEkvOxNT0uO8poePRY8ZiS1kIHiUBEiAB1SEA/1q8OnXuguTDN25cR4AU5upg1X358tXe3t6xMoqEVUUALCKoVEdmSkICJKC1BCSx5LSWJhUnARLQJAJiThNUCYO77ZXLl/39z/j7+8+fN/fr179tbGxg08Gq41ydJt106kICakdADktuy+ZNmzdtevrs6edPnxQBSZpPTu3uBAUmARJQZQJwF6lkY4NtwMBB8VbdlSvIeX7unD+KO3/6/BkHYNVhw5tsOtJWlFZlSpSNBEhAfgKSW3KbNm7s07snliGMjI31i+oraihpPjn5UbJHEiABLSEQb9V9fyH/MKoCovwrrLqzZ/2RrC4uLg4Lr5iog1Vna2uro5NdS5hQTRIgAWURkNySW7VyhaGh4aHDPnqFCytLSfZLAiRAAhIRQJ5hK6uK2Pr07QerDn51sOqwCLtyxXIUmUD0K9zqHB0dbe3sc+XKJZEMbJYESECbCUhuyT16/KhZs+Y047R5kFF3EtASArDqypUrj61nr97IXnnr1k3kq4Nht2H9ulevXllYWDo4Oto7ODjYOxQuUkRLmFBNEiABqQlIbsmZmZo9efJEajXYPgmQAAmoFAEkY0Jmcmzde/SEYMhscvHChfPnz06aMP7u3bulSpWyd3B0cHBEMCyC/VVKcgpDAiSgXgQkt+SQHLhpUw9v730NGjRULzSUlgRIgAQyioCQ2aStpycafPb06XkYdefOwfkEFcPy5ctnh+QmjpXt7B3Kly8vZOLMqH7ZDgmQgMYTkNySC78TDj+59p5t8SBD7k1FoCVLlpw730vjEVNBEiABElAkgAKvDRs2woadqBh28eIFTNcd9fGZOmUy1mRtbGyrVK1asWJFHMqXPz/RkQAJkEDKBCS35G7euBHz4QOMts+fP9+7F6koDWs8pHxveJQESEDjCaBiWI0artigKQIm4Fp36eLF4MuXYclZW5XXLVwYEbLWSFhnY1O6tAWn6zR+PFBBEkgDAcktuRkzZ/2CjS8SIAESIIEUCSBgokyZstjaf/3qd+rkuQuXgoODL126sGPH9pEjR/z6y68VrSuiICw2G1vbAgUKpNgYD5IACWgLAcktOW0BST1JgARIIEMJwFar6+6ODa1iTSMkJCTg0sWAS5e2b9sWHR1lbGxs892ks7O1My9dGgEWGdo5GyMBElAbApJYcpGRkaNGDndxqdGlazev+fMvXDiXJA8DgxLTps9I8hB3kgAJkAAJiAQyZ85s/f3Vo2cv7Hz0KPrixYuBAQHbtm4ZOWJ45kyZ4F0Hqw4FxKwr2eTNm5foSIAEtIeAJJbchw/vgwIDDQ2NwPFuxB28TxLou7/eJbmfO0mABEiABFIgULSofuPGHthwDqbrbt68gccsXrt377oTHm5kZFTRGt518K+zKVu2LErspNAUD5EACag7AUksOfh5hIVHCGjmeS2Y98sCdcdE+UmABEhANQlguq58+QrYOnXuAglfv36NFdiAgEsH9u+fMH4cSsSWLVcONh3sOph3MPJUUwtKRQIkkGYCklhyaZaGF5IACZAACaSHALLT1XJzw4ZGEAwbGnrrcvDlK1cuL1u65Pr16zly5LBCUKyVVYUK8TXGMLeXnr54LQmQgCoQkMSSe/jwwZxZP45XLVK0KPIGqwIFykACJEACmkcAwbBCnQkhIzHWYZHlBPGwQYEBkycfuB0WVqBgwQrfbbr4f6ysWFZR88YANdIGApJYci9evFi7ds0P8eERQ0vuh5R4AgmQAAlkCAGswwplYTt06IgGkXn48mVYdYHBQUGbN23CL3D8uham65DNDkuxmN7LkH7ZCAmQgKQEJLHkBIkRFY8SNPDJdXaunmQS4CxZMkuqGxsnARIgARJIjgCSEletWg2bcAJ+gV/BQuzl+KXYNWtWP370CIlOhMgJ/IvIiaxZsybXFPeTAAkokYAklhzm6s9fuLR37x5sQ/8Ykk1Hx8nJqVGjxg0aNsqePbsStWXXJEACJEACSRIoWLCga81a2ISjKA4Lqw6Tdr6+J2bPnvX61SszM3MET+BVtmw5vMmdO3eS7XAnCZCAzAQkseSgAzJVDsc2YmTorVuCSdezR/eBAwfQpJP5BrM7EiABEkgDARSHdatdG5twLabohOm6EydOzJ418+XLl6VKlULAbDn42VWIj5zlUmwaIPMSEsgQAlJZcqJwokmHGft9e+Jn6WDSjRo5ol79+s2at6hSpWqGqMFGSIAESIAEpCMAFzpsQsEJ9BIV9fDqlavXroVcunhh5fLlqDlhYGAQnwwl3qrD/1sVKlRIOmHYMgmQgCIByS05sTPERmEbO34CTLoJ48atX7cuKDDI/9x53g8SIAESIAH1IlCsWHFs7vXqCWJjig5WnWDbbdu29W5EhJ5eYdh1WIdFelEsxZYoUeLXX39VLx0pLQmoCwH5LDkQEafl7t27B+c5x8qV1QUT5SQBEiABEkiOAErEIrINm3BCTEzMjevXQ0KuXgsJOerjg9QnqDMBiw5W3XfDrmzp0hbZsmVLrjXuJwES+CkCkltyf//996WLF7Go6u29D54WuXLlquteb+q0GdVdXBgJ9VO3iieTAAmQgFoQQGRbfBFYW1tBWuSxu307LOTq1ZCQkO3bt47+cyRMPWMTE8GwK1ceQRTlYQuqhWoUkgRUkIBUlhxyix87ehQG3PFjRzHxjnB393r1Eb7qXL06f4qp4DigSCRAAiQgEQHksRMSFLdq3QZdfPv2DcsymLGDbefvf2bJkkVPnzxBtQnBpItfkC1blquxEt0LNquRBCSx5CIjIz0aNcDfKmbdMPeGlHJ16rpjNk4jCVIpEiABEiCB1BOAwxziXvFq2LCRcBUynsQvxca72l3duWM7vjswq1fawqKMZfxirIWFpYWlJZOepJ4wz9Q2ApJYcm/evMafIlDq6+s/efxkyeLF2BKTNTQyWrX6x6UgEl/IPSRAAiRAAhpDABlPFFPZYe315s2bN25ch7Pd7t27Jk4Y/+bNG8TGwq6DVQfbDjN8hoaGqEWmMQSoCAmkh4AkllzWLFlLliwJseAkB6suOfnevXuX3CHuJwESIAES0E4CmJCr9P0lqo+kJzdvxNt2169dO3Bgf8SdO5kyZy5tXhoRFMKMHebu8ufPr524qDUJSGLJYSb88tVrhEsCJEACJEAC6ScgJD2p5eYmNPXx48fQ0FuYs8PMnc+RI3Nmz3r+/DnS3cGqQ3CsMHVnYmoK/7z0d80WSED1CUhiyam+2pSQBEiABEhATQnAAzs+C3H5CqL8sOSQ6wQlhbCtWrUS/3748AHhseZm5vC3MzNHinoLeOZlysSvPDW95xQ7JQIc1inR4TESIAESIAHVJ4CSEoUKOVWr5iSK+uTx45u34r3tMHt3+NChsLBQZFQwNTUzNTOztLREDVm9wnqsA676d5YSpoYALbnUUOI5JEACJEAC6kSgcJEi2FxcaghCw2n7/v37MO1g2MHZbseO7fDDy5M37xm/05ivw4b/4V/EVbAWhTrdZsr6nQAtOQ4EEiABEiABDSfw22+/CalPxNKx4eG3kevUyqoi4igCLl1cv3YNTD0dHR1M15W2KI1/Lb4vy8JFT8PRUD31J0BLTv3vITUgARIgARL4SQKw7fLmzWtv7+Dh0US4FNlPUIsiLDT+deHC+XVr1wiZ7WDPxVt1313u4HiH0Iqf7Iqnk4C0BGjJScuXrZMACZAACagFAbjNVahghU2UFkGymLrDCyEUKDu5YcN6JEDBvJ0pXmZmJqZmJsYmsPOQdYuxFGpxizVVSFpymnpnqRcJkAAJkEC6CCBIVigOK7aCGrL3IiMRIgsDD/52e3btCrsd9vfXr6UMDRFMgWhZs3gLL97QQ43KdPXNi0kg1QRoyaUaFU8kARIgARLQbgLIUQdDDZuIQYiliF+TDQvF2qzfqVNYon3//j0qycKgi8+EYm6Of3ENl2W1e+xIqD0tOQnhsmkSIAESIAHNJiDGUtSuU0fUNDo6Cmuyd8LDYeB579t3O/w2sqKg+DgsOizLxlt4xvEWXslSpZi+WLOHhzza0ZKThzN7IQESIAES0BYC+vrFsFWv7iIq/Ndff4XD5w7zdrdvBwcHbdm8SahODh+7eJc7zNnB7c7c3MTEJHfu3NqCiXpmEAFachkEks2QAAmQAAmQQDIEYJ9Zf3+JxwWXu7CwsDt34qMqzpz2g6kHg0+vcGHR5Q7Lspi9K1asGGb+kmmYu0mA+eQ4BkiABEiABEhAdgKJXe4gAhZhsRQLyw4W3pHDhyMWLoiKisqcJYuxkXH8C1N2sO1MsDhrnCdPHtlFZocqSoBzcip6YygWCZAACZCAthEQSlMolh1DJpTIu3fv3LkTERGB/0eiO7x/+uQJypNhWRYWnqGRsdH3F+JnEWyrbcSoLwjQkuMwIAESIAESIAEVJQDjTKgnpijfhw8fIiLibTvkt7tx4/q+vXuwRIuAWazDGsXbdvEvzNsZGZug/hhz3anorc04sWjJZRxLtkQCJEACJEAC0hPIkSNHuXLlsSl29ezpU3ja3YFxFx7u53dq1coVqD+GMrIw5r6vzZrAvBOMPERj0PFO+rskXw+05ORjzZ5IgARIgARIQCICunp62CpXqSK2Hx9Uce8eDDsYd3cjIvbu2YNZvEePorNmy2ZoKBh1RoaG/1+cxcKuRIKxWakJ0JKTmjDbJwESIAESIAElEIgPqvj+Uuw7NjYm8m4kLLzIyLv419t73/17kQ8ePPj990ylDOFrZ1gK/4fX9zdYrv3999+VIDq7/BkCtOR+hhbPJQESIAESIAF1JqCjk93C0hJbAiXevHkD6w62HV4XL15cv24dvPDevXuXN2/ekiVLIe8d0t3BYw9vMJ3HpHcqNQRoyanU7aAwJEACJEACJKAEArDYKlSwwib2/fXrV+RAgT2H4Fm8rly5vHv3rvv37n358gWedvHzdqVKoUxF/Bb/KoUWlCA3u2TsKscACZAACZAACZBAYgJYVy3x/fWLSw3xqGDe3b0bAfMuMjIyKChw544dmMxDOG2+fPlgz+FV4rthh0XaxG1yjxQEOCcnBVW2SQIkQAIkQAIaSEA07xRrkUHPZ8+eYbou3vsuMn6J9vz5c/h3wYKFqFqRPXt2DQShSirRklOlu0FZSIAESIAESEANCeh+f9nY2irKftL3BD3qZLiZLOUmA2R2QQIkQAIkQAIkQAKSEKAlJwlWNkoCJEACJEACJEACMhCgJScDZHZBAiRAAiRAAiRAApIQoCUnCVY2SgIkQAIkQAIkQAIyEKAlJwNkdkECJEACJEACJEACkhCgJScJVjZKAiRAAiRAAiRAAjIQoCUnA2R2QQIkQAIkQAIkQAKSEKAlJwlWNkoCJEACJEACJEACMhCgJScDZHZBAiRAAiRAAiRAApIQoCUnCVY2SgIkQAIkQAIkQAIyEKAlJwNkdkECJEACJEACJEACkhCgJScJVjZKAiRAAiRAAiRAAjIQoCUnA2R2QQIkQAIkQAIkQAKSEKAlJwlWNkoCJEACJEACJEACMhCgJScDZHZBAiRAAiRAAiRAApIQoCUnCVY2SgIkQAIkQAIkQAIyEKAlJwNkdkECJEACJEACJEACkhCgJScJVjZKAiRAAiRAAiRAAjIQyCRDH1rVxZHDh3PnyZ2cyl+/fH767HlUVFRyJ3B/Ogno6OhUdnQcOXJEOtvh5SkQMDYy+vr1y6rVq1M4h4fSQyBTpkzOTk6TJ0/69PlzetrhtSkQKFHCIEuWLOvXr0/hHB5KJ4EaLi7Hjh399u1betp58eJFei7Xhmt/TSdibWCUSh2/fPlSv17duNi4FM6PiYl5/+79mzevUziHh9JDIHOWLCVKlLgTHp6eRnhtygQKFir47e9vL1++TPk0Hk0zgd9++83QyCjy7t2vX7+muRFemDKBAgXy//r77y+ePU/5NB5NDwFjY+Ov375lzpTeOaNJk6dUrlIlPZJo9rW05GS9vx3aeVpVtO4/YICsvWpTZ/fu3bMqX/b123fapLTcug4aOCB37lzjxk+Uu2Ot6e/9+/fF9YuER0QWLFhQa5SWW9EJ48e9evlyntcCuTvWpv4K5s97MSDIyMhIm5RWgq70k1MCdHZJAiRAAiRAAiRAAhlCgJZchmBkIyRAAiRAAiRAAiSgBAK05JQAnV2SAAmQAAmQAAmQQIYQoCWXIRjZCAmQAAmQAAmQAAkogQAtOSVAZ5ckQAIkQAIkQAIkkCEEaMllCEY2QgIkQAIkQAIkQAJKIEBLTgnQ2SUJkAAJkAAJkAAJZAgBWnIZgpGNkAAJkAAJkAAJkIASCNCSUwJ0dkkCJEACJEACJEACGUIgvTU0MkQI7WnEsXJlE1NT7dFXfk2RE79ps+by96tVPdra2upkz65VKsusLMoHe3g0yZUrl8z9alV3VlYV371jMRhp77lHk6a6urrS9sHWf/mF1bo4CkiABEiABEiABEhAXQlwdVVd7xzlJgESIAESIAESIAFachwDJEACJEACJEACJKCuBGjJqeudo9wkQAIkQAIkQAIkQEuOY4AESIAESIAESIAE1JUALTl1vXOUmwRIgARIgARIgARoyXEMkAAJkAAJkAAJkIC6EqAlp653jnKTAAmQAAmQAAmQAC05jgESIAESIAESIAESUFcCtOTU9c5RbhIgARIgARIgARKgJccxQAIkQAIkQAIkQALqSoCWnLreOcpNAiRAAiRAAiRAArTkOAZIgARIgARIgARIQF0J0JJT1ztHuUmABEiABEiABEjg93HjxpGCPATevXt35074q5cvc+XOnSlTJnk61exevn37FnrrVnR01NevX3PmzPnrr78m0PfhwweRkXf//vvvXLlyazYKGbQ7f+4cOOfNm1exr9jYmDvh4c+fPcuRM2fmzJllEEMju3j16hUeDn+9fZsvX77Ew/jxo0cREXc+ffqcJ08ejVRfBqXevn0bGnrr6dOnuXPnTjxQ4+LiMIyfPnuaPXv2LFmyyCCPxnTx7Nmz4OCgEiVKJNboyePHdyLufPz4KcFDQzjz+fPnGPMfPnxIcswnbo17UiKA70K+ZCCwaOEC/SJ6eXPnxGZmauxz5IgMnWp2F76+JypWKCcgxb+uLs6w6kSV8XxpUM9dPNqieVM8yjUbiKTabdq4ETCnTpms2Mu2rVsMSxoIkEuVKL5500ZJZdDIxr98+TL6z1G6BfMLGK2typ886StqikHbskUzcRjXq1sHtohGcpBOKRAeNXJEoQL5BIxAPW7MaPy6E3s8eOCAqbGhcLRY0cLLly2VThjNa3nwoIGAlkAvTFt4tmmdL08ugWptt5qw6sRzYDf37tUDI144WrWy4507dzSPjJwa/SJnZ1rb1549uzFkmzVtcvHCBTymHext8TQJCw3VWiDpV/z27dt6ugWrODocP34s4NKlJYsXFS2sa2piJJhreEzXqV0LkFeuWH75cvACr/kF8uWBMZf+frWzhdthYcCLMaxoyV04fx7P4pquLv5nzpz198fDGg9uvNdORGnW+o8hgwF2xPBhly5ePHL4sI21Fb4Xxa+9Vi2bY+jOnzcPw3j1qpUY0m61XBWtkDT3qz0XwjID4YH9+2GUnjhxHEjxce3aNQKBG9evw8ir7GB/6tRJPJ89GjXEUdh22sMnzZp+/vx5184dGJOJLbkO7TzxcJg9aybG7bq1a/GsdnF2woy+0Jcw5seMHoWjO3dsNyhWFL/JY2Nj0ywJL6QlJ8cYsLWxLm1uGhsTI3QWGRmJUd6lcyc5+tbQPoRnASwMUb8Vy5fhEbxmzWrswXRdArNj5Ijh2BMYGKihPCRU69OnT5jvhKGWAGmjBvWL6OliiUToG+uDxfWLuNetLaEoGtd0eHg4HgV9evcUNYMpDM4YzNiD7zm8H/rHEPHozBnTsefYUR+NIyGhQtWqVMZMp2j+Yjybm5nUqllD6BI2B2zlBw/uCx+x2IcfhDDsJBRII5ru3q0r/vwxGrElsORgHGPngH59RUXxUwR7BPsYrgKYgG7dqoV4dMvmTTi6evUqjQCjHCUY8ZDS0nOGHAvH9FFYWJ06dbPp6AgNlixZsmLFikcOH8JvlAzpQgsbCQm5aoKXqamou62dHd7fj4zEv3hk4F8Pjybi0cbf3x88sF8LWaVT5Qnjxz158tTLa6FiO1g9OX3az8nZqWDBgsJ+OLtUr+5y7uzZ169fp7NH7bl8x/ZtsDB69uwtquxYuXLk/Ydt23p+H67JDeP4/XylksCbN6+zZ88heh/CSS5H9uwf4z7icswq+fj42NjaFi9uILQGP7natWvfuHH93r17qWxfO0/D03XKtGlz53sZGxsnIHDo0EHsadzk38evRxMP7Dl4MP7x63PUB+vdig/nevUbwDdRGO3aCTP9WtOSSz/DH7RwK/QWzqhUqZLiedaVbN6/f//w4cMfXMzDyRCYNGnKshUrFQ9ev3YdHwsXKYJ/b926Cb9mUzMz8QQrK6vff/8d+5Npj7uTJgCHzsWLFi5cvDiBr31YWBhMEGvrhKMaP0jhrZh0W9ybiEBQUBBGbCnDUlg5HTJ4EIzmoMBAuIcLv/owXGF/WCs8OoyMjGAx3+QwTkQyhR1utetcv35t6ZLFGLF4zZk9KyIiomatWrjk/v37CNmpVMlG8XJr6/iPN2/cSKFNHqrl5tahQ0dseoULJ6Bx62b8Y9bG5l+qxYoVx2m3bsY/GYSj+AYUr0KwmpmZubCfYNNGgBGUaeP2E1e9fPECZxco8P+pC+FKYSbjxYsXmJ/7ibZ46j8EKik8JrDv2rWQCRPGFSpUqFnzFvgIsAUKFFCkBTMOX4Evnj8nwtQTePb0ad8+vXr07OXk5Iz3ihf+M6r/A1kc1anvQsvPBFWYyDVcqiNw0tTU7Nmzp3PnzG7dps3CRUtgw2EY42iCOHdA5jD+qWEzcdJkDFd4Io4bNxbuRB8/fqxfv8EfQ4ehEQ7jnyKZypMxbnV0smNTPL9ggYLwxMAeHMW/CZ7PGNVYukpl+zwtMQHOySVmksF74MiJFrPpZFNsN1u2+I/4OZjBnWlfc3/99RcC02pUd8Zs0MZNW/Lnzw8GcbGx4lq2iARPlpjv94Kv1BAAz149e+jq6o0ZOy7x+bFx30f192EsvoRBzlGdGFdye+BciMgnTMLdCgv3P3f++s3Qps2ab960CW7guCQuNo7DODl0qd+/c8eOAwf24zcz1qw7dOyEhVQfnyNw1UcLMd+fwBzGqYeZmjPxcND57/cdroJpJzwZ4pJ6dOAo/Bex6pqa9nlOYgK05BIzyeA9mApCi2/evFFsV/AlEsyODO5Pm5rbvWsnYv2wbtK8RQv/s+cFVzkAyJ+/QGJvrVevXhbI/585JG1C9dO6rlm9Cp5wWFfNmjVr4ouTHtWvXn2HH29M85UaArnzxKc5nD17rjBFAW+hmbNm4999+/YKJJMaxq84jFPDVjjn6ZMngwcNsLQsc+7CxVmz50ybPuPCpYCSpUoNHNAfZrQwVhM+nDmMU883qTNBFTkEsJCtePA1aH9fJ0mSOe4F/GGYZjUpnKnaR0suVZjSc5LgufUoOlqxkUePHuFj4cLxTl18pY3An6NGdu7U0dDIyPeUH1ajsLQqtqNXWA8ZmJG1SNyDJwui0oR7kbbutO0qpGyAP3h1p2rILYINSRBBYPq0qXiPSaMi34euMIxFMtHfB3mRokW1jVWa9cWS02+//abo0In5uYIFCyHKldNKAAAgAElEQVQbItqEa9HHuDh8yYntY97i+YvnHMapBw5PRCyntmnbVlzsQ0xDq9ZtsDMwIOCfYfyfh3N0dPzDmcM49ZATnFlYrzCC+RT9MTDZhjyIAm09vXi/ukeP/vuFGB3NUZ1m4LiQllx66KXqWniF40f28ePHxbPxYwVpMvD4TuArkKrmeNJ3Agf270ey5QEDBx067FO+fIUEVBwcKuM778xpP3H/iePH8N7B0ZH8UkmgZ6/ea9atF7d5XgtwYcOGjbCnStWqxiYmcG1Bdi7F1nxPnMBcnbl56VR2wdPKliuHpwH87kUUCISCt5zwnWfv4ID9wtAVTvD3PwPbzpHDONVDJ2u2+BllwcVFvOjb9+kiTA7p6ukZGhqeOH4CvgTiUd8Tx7Nmy2ZlVTHVnfDE/xAQxq3iVx4S9WFgC4/ff0b1v48OpHd48OCBowMfzukYSMpJfqJlvXbq2AEZdJDAVtAbOc+QPgcpdrQMQ0aqi7ki5HzCdAWWnxRfQtK+qKiHeoUKICE+fnmj15iYD8hLiaRHcLbNSCG0qS2sUmHQKmYGRmUC7IFJLWBAlCum64YPG6pNVNKrKzJvIZ9ce8+2+OGBtmDVASCo7tq1Ex+FFH3O1apiOhkfMZgb1q+HRKyw/NLbsdZcjz/5wnqFKpQrgzRmgtJ4RCCjOEqS4LGAPbNmzgDwjRs2CEeRRgfp5ZAsTWsIpVdRpJBMkE8OvsslDYrh+YxcRWgdU/tNPBoj/bJQyAEfy1iUxiY8jTHmu3XtgkeH+P2YXoG08npmBpbjtmNpFQMXea6RXhz5VPHsRp5VwciQo3uN6wPPYrHSC57CihsyAAvqIrcqng6VKlZA5s/yZS1xPkpLaRwJ+RRKbMnhee3oYIefKE2beKB+CZ7U9nY2LIn2s7cEC9YYwMhx37ZNK/DEe/zww9eb0M72bVsxdMuVscAwhksojsIr9Ge70PLzUUQOxhnKyiEbLYxm+Alg0KLujoAF03WuNaoDcuOGDfB8xi9APC4w2rUcWurVT2zJ4VrgBXPL0uYYt0iMj3GLQjtimyingW9DE6NSOIq8zTiKn4Wp75FnJibwK3alY0aPl6aWAJwGFi1aEBAQkCVzluouNbp175YgSDu1DfG8X36BDYGE4EmSQMrlatWchENYwl6/di3m50qULNW5cxfkXE3yEu5MDYGYmJjly5fZ29kLiyPCJbDbYFigLAE+Ai8WZJMslZ2a9rX5nMOHDq1aueLly5dIrNXYw6N9h45ImiMCOX/u3MqVK+7fi0RSLs927Wq41tRmVmnT/cqVyxvWr0d+vtiYWDNz827du1esaC02hbG9bOkSv1OnPn3+ZGdr16tPX0Wn27T1qD1XIc4abp29evdJoDKqz61YsTzybkTRovpt2nq61a6teAIy/KHEInLmF0TqqGbNPZo01R5iUmhKS04KqmyTBEiABEiABEiABOQgwIgHOSizDxIgARIgARIgARKQggAtOSmosk0SIAESIAESIAESkIMALTk5KLMPEiABEiABEiABEpCCAC05KaiyTRIgARIgARIgARKQgwAtOTkosw8SIAESIAESIAESkIIALTkpqLJNEiABEiABEiABEpCDAC05OSizDxIgARIgARIgARKQggAtOSmosk0SIAESIAESIAESkIMALTk5KLMPEiABEiABEiABEpCCAC05KaiyTRIgARIgARIgARKQgwAtOTkosw8SIAESIAESIAESkIIALTkpqLJNEiABEiABEiABEpCDAC05OSizDxIgARIgARIgARKQggAtOSmosk0SIAESIAESIAESkIMALTk5KLMPEiABEiABEiABEpCCAC05KaiyTRIgARIgARIgARKQgwAtOTkosw8SIAESIAESIAESkIIALTkpqLJNEiABEiABEiABEpCDAC05OSizDxIgARIgARIgARKQggAtOSmosk0SIAESIAESIAESkIMALTk5KLMPEiABEiABEiABEpCCAC05KaiyTRIgARIgARIgARKQgwAtOTkosw8SIAESIAESIAESkIIALTkpqLJNEiABEiABEiABEpCDAC05OSizDxIgARIgARIgARKQggAtOSmosk0SIAESIAESIAESkIMALTk5KLMPEiABEiABEiABEpCCAC05KaiyTRIgARIgARIgARKQgwAtOTkosw8SIAEVIfD+/ft79+59+fIlSXliY2Nw9OPHj0ke5U4SIAESUEECtORU8KZQJBKQiYBhSYN8eXItXrQwQX8+R45g/+pVKzNcjhLF9Tt36pjhzaayQa/5841KlbAqXzY6OjrxJRs3bDAqVQpHr4WE+PmdKqxX6OCBA4lPS8+eTRs3AmxgYODPNoILIc+VK5dTc+GDBw+eP3+emjN5DgmQgAYQoCWnATeRKpBAughMmjjx/v376WpCHS7GPNyUKZNMTEy3bN2up6ubWGQc1dUttHHTFlMzs2xZsxXT19fJrpP4NKXs+fL1y8e4uL///js1vVdxtB8xfFhqzuQ5JEACGkCAlpwG3ESqQAJpJ5AvX764uNjRo0amvQk1uRLrqjCGatasWbtOnWw6SZhoL1+8cKxcxb1evdy5c9vZ2wcGX3FxqaEmylFMEiAB7SWQSXtVp+YkQAK//GJsYlKhgtWK5csO7N9fr379JJEsXOBlZmZWs5abeHTpksUGBiXqurtjD96bly5tZmq2Zs3qyMhICwuLrt2658iRY/u2rb6+vjrZsrVt175SpUqKLT9+9GjRooXRUVHFDQx69OxZtKi+eBTTTvv3e5/283v18mVRfX0cLV7cQDgaEnIVDXbr1h1Hd+/eNWz4CCMjo8QCnzzpu9/b++3bt8bGxm3aehoYxF9+6+bNffv24g1WNufNm9upU2eYa+K1mJLcs2f3169fQ2/dwtGWLVp+/fsrllahMi5fvmzpp0+fu3XvpqOTXbhk65bNT54+bdeuff78+XGVt/e+M35+r1+/hjrde/TQ1y8mtvzXX3+B7fVr1woXKdLW0zOxtOKeI4cPP3n6BF1v2LA+ICAgS5bMnp7tYVAmd0lwcNDOHTtA0qCEQYsWrSwsLXEmPm7bvu3Tp09hoaFQpG1bz4IFC8bFxm7dtjUw4NLnz18sLCzbtG2Lnck1y/0kQALqR+AbXyRAAtpKoFSJ4jVdXd69e2dhboYNbwQSsCry5s65auUK4aOebsFePbsrQsKFHdp5CntKGhRr0riRsWHJihXK2dpY40K3Wq59evcsoqdb2cFev4hegXx5Tpw4LpxsUKxodadquNzG2sqpahW9QgWK6xe5fDlYOIpQA49GDdFCaXNTezsb3YL5cRTOYcJRyINDUyZPwr/YYO4kuG+wAnv26I5DVRwdGjWob2JUCr5lhw8dwmne+/aVK2OBQ3DUq1CuTHR0lOK1Z/39sRMebMWKFsYbmIwQGCfD+MNpMFXxfvCggcIlMHnxUQASGxtb370uPoKenW0lCIz2b1y/Lpz55PFjdJo/b25wwAZl4SOYpOQ4v0vnTmUsStet42ZqYuRcrSp4Ci6MQlNr167BhUFBgcLH6dOm4qi1VXmoiS5AGPYiDoEk5EePwI43t2/fhkVbqWKFooV1mzVtgvsCIOZmJs+ePVNUn+9JgATUmsAvai09hScBEkgPAcGSQwsIcYChMGrkCKG1n7XkcO24sWNgSOHyfn174yOsOswP4eOdO3dg37Ro3lRoGZYcji7wmi98RKComamxg72tcO2c2bNw1Gv+POEjpspgjsDyE04WLDmELOzauQMGSmLF169bh8tnzZwhHIJhCpMIPQqGC+bMcHT8uLGJLxT2QM7evXoI7xUtOQjTxKMxLCfM9qERCAztsFaLM6dOmYw2YeoJV929exfWGAwm4WOnjh3Q5sULF4SPx476wMbC+YltUJwASw6HmjbxiI2JwUfYiLC9ChXIFxERgY+KltyZM6chDEQVKH3+/Llli2YF8+e9fv2a0BHMX5iMwvtlS5egWdEaxlwdzoQhKBzlvyRAAhpAgH5y6jeNSolJIMMJ1HJzq1+/ASwSTEeloXEsgP45esyvv/6Ka6tUqYp/+/Tth/VEvMECKFb0EE0pNqurp9erdx/hY4kSJbACiKXP22Fh2LNm9epKNjZ9+/UXmsLKJtrBPJNwVLjkj6HDPJo0VVwbFVteu2a1rq7ugIGDhD05c+b8c/RorG/C8hPPScMbCDP7f+2dB7SdRbXHFyS0QABBRIFIUVSEhKCQSEsowaCAKDZQaoDQawiKQKT3JogK0iUo8gQBQQkkQMBCk04ERBGQJkRUmmB5P/Jfa795s+ebc+7NOQk37G/dddZ3Z/bs2fs/bc+e+WZOORVuBx4w7pCDD/rL88+f+q3TWT5+S+Dzz1t7nXV22XU3sV1++eV332MPTDcsVFZdr/nZ1RuOGjVs+HDFjtrok+uuO6IuwNcP+ob28M0///zjxx+IlQaTLMkF55/fr1+/ww4/Uij179//qKOP5XuOH1x0kWc+ffr0NJCPOa66+hrK2lNGSCAQCPRRBGKfXB8tuBA7EOgwAieedPLUqTfvt88+k26Y3FPWqwxeBdtCqfTC9jtjMmDBAa++9qr9O2zYsLnn/r85JLv0iMLzxCazp556csn3LskGLyN+4vHHecexhwmiwDWGDbPY9IWJ9bRp09i6Z5IQu+6Ikfz70EMPFpO0H4jFedLJp+wydudHH30US3HEiJGkfemll55/7rkVVlghFfiPf3iMqMd+/yg6sli82mofS3Nh3xvnmzTliw03dOhQi111xvtjv/99Ro86Q4asmu51w1xGQlZ1PWc+4Djt1FPwa3589dU33HDUeuutjwwp/j5JhAQCgUDfQiAsub5VXiFtINAtBJZ873sPnfDNA8btf+EF56d79ov5YTal4ZzZkZHJXVRMu/hii6fh88wzD/++8eYbT89YjcV7d+UVV6QEmHpv/utNC5l33nmLbFmO5FzfzFcH8QILLPDiiy8Wk/QocOVVVsEAYkFTBhZpn55xKB0feXiB+UKCzw6IlXaWUf1Tg0UXXTQ1Q3nnSXUXH9xsK31kpUz4RRZZ9MXpBTUHDx4y9ZZfnnvuOTdOmcyiKn84UL9/zrmVbyl6BEsQBwKBwGxHICy52V4EIUAg8HZBYIcxO1522Y/Z8Xbk0cdkMqWWGzYKS5a9FvofL7+cpn366bfsoWWWGTRwoYV4GT169OlnnNkL5gMGDGBp9Yn/fzDeCy+8wIa25ZdfoRcM0ySovOvYsQMHDlxgwIDx4/Zfe+11llhiiYUGDoRm0003w13n+b/66quYs5inaRTCeEoLeWXG3jszgp977lmWaL1Vvdxyyz3xxP87/w+yJ598Ys211ioyx515/AknEoXLk89d2Ue411573H7HXUXiCAwEAoE+h0Dsk+tzRRYCBwLdQgCfE2usuLZOOuGENI/+/frx0YCFTLruOlxTvRbi5ptuZF3SkvNV6SKLLDJ48GCcgtgot0ydKm+WCNjpz2cZ6T65Sr5rrrkWC8QyDUV26Y9+yAuGVyVVO1FHHXkE3xMcd/wJ3zvrbDx8u47dGZNr0KBBnJ8y9eab0ru/OLIEgXHUYVmytHrtNddY7FvnlVx5ZSU7PtGYMvmGFBne1x2Rb61DTT6tuP2224ySD1b4FGOttdb2zFlX3WjD9RWOuczS8PobbMBWP08ZIYFAINBHEQhLro8WXIgdCHQFARbjGOxx3qTcV1ppJcwvTk1jXe+G6yeN239f7ffvnQTYHJxgwkeUOMyOPOLwm266cZ9995tvvvngdsD4r/GtwI5jtieWLWiXTJw44ZCDV111qG2Sq+fICXP9+vffduuv3nXXXVxXhRl39FFHfWLNNUdvvHE9YT321ltvOfPbZ2w4aqMtt/rKyJHrbbPttlOmTL7wwgtwnh0wfjw758butOOjjzzy3LPP8s0B38auMWw4nz7Ak48zOO5kl513wrjEZ7bP3ntOm/ZQPa+99tpz8g3XAxEmIOAgvL4gSVPxvQjex13G7oTZCoZ8ErvfvntjBG+/wxiR8bUEGd15xx2cJIfuHKF33LHHYFwC6Q8vmTj5hskbf+rTdTEiNhAIBPoSAnPA97ehQiAQCPQOATuFJE3++uuv61g4O0+OY8w4L43DLPjjXAw+2IQgPU9uh+22NQ58KAoZJ2VYCGekQa9/ORNk113GjlhnbXHjVI799t0HZ5URcxAJx9cplt/NN9vUDj/TKST3339fRVlsLM5js+Sf2/wz2Dqi790pJPjJOLCNc+YwxcSHlWWOGuGENr7DIISdZxwUZzlytB5OO5OQ81ZMHQ5yO+3UU6FsOoWEXDiHz1iN2mA9TqQTq+w8OUDglDijBE+8dJbphEMPVhTfQLzyyivbbbO1UXJ8CUeWoEIFw4gKBAKBvoXAXIjblwzPkDUQCARmBwKseN5z9918gspee5ZBZ1IEFmc54YydZCt+cEXPjbPi7r33nv79+i/D5vwZNzT06MEufPDBB2CCm8ruh+gRB4hZEsUGYoU0+2ShyIfFYk5vmaf/PIPeP4gVzIwGSR568K2PZ4euNtRuifB8dt5px1/8/Non//wM90xw2cNS71sq9USCP6venIRin0TQdbPo/Myzz5Ajt1lkDGUCcuCL6Dnb7+FHHkbCZZdb1kvohYmQQCAQ6EMIhCXXhworRA0EAoE5FgGz5OZYDUOxQCAQ6A4CsU+uO7gG10AgEAgEAoFAIBAIBLqPQFhy3cc4cggEAoFAoBUCHO07eMiQVlQRHwgEAoFAjkCsruaIxP+BQCAQCAQCgUAgEAj0FQTCJ9dXSirkDAQCgUAgEAgEAoFAIEcgLLkckfg/EAgEAoFAIBAIBAKBvoJAWHJ9paRCzkAgEAgEAoFAIBAIBHIEwpLLEYn/A4FAIBAIBAKBQCAQ6CsIhCXXV0oq5AwEAoFAIBAIBAKBQCBHICy5HJH4PxAIBAKBQCAQCAQCgb6CQFhyfaWkQs5AIBAIBAKBQCAQCARyBMKSyxGJ/wOBQCAQCAQCgUAgEOgrCIQl11dKKuQMBAKBQCAQCAQCgUAgR2CWWnL//ve/X3/99TfeeCOXojv/17Orx3ZHojmBa4bbm2+++eqrr0qx9P3toKrkmYMLeg5W7e1Qfzouw2uvvUadhK29dDyLYFhBIGCvgDMbo3y5+JDZKF6fyLorltyvfvWrhdxzyy23XHHFFQsssMBXvvKVltD84he/GDVq1Mc+9rF99933hRdeaKKHofL5whe+IJo99thDIRdccEE9u3psU44zGX7fffch3pprrlnkg6annXbaD37wg2JsMbBlkrPOOosc999//zS5cNt6662LPIuBJnmK2xFHHLHgggu+5z3vIUn6XuQwiwNNnpks6HqR9QjVemG1n5FlOpOqGZ/rr7+eSvKJT3wiVWeTTTYh8H9mPLz861//8iVYifLEMxkifPj1fF5++eWLL774+eef91HFkDr9t771rRVWWCFL2FNNJe2ECRME3X//+9/tt99+0UUX/dnPfqaXa665pihbtwPbUQQwEbulJBWgXnrppUqJ1PFvmW8vCAz/9mE3IdtEw6RqB2GIrT63SS/+7UNXaS+9ANCSFAu91wx9uVjIDjvs0NTttMyuHd0rsLcPcktJZhlBVyy5//znP6+88grut/cmz7zzzvuud73r4x//uO8lM20xBDfbbLObbrrpj3/8I/Vm44031kTWg4JPgox4IKYGQMCLQhh46tnVY31eHQkRMkw4ityeffbZ/fbb7/jjjy/GFgNbJgE6AMn8oMKNAiryLAaa5IYb1f2www6be+65GZnS92LyWRyYyjOTBV0vslSvlqjWC6v9jCzTmVTN+Ejy22677ZFHHlEgVtG1115LzaEdrbjiinvuuedcc83lC7ES5YlnMkT48Ov5YCJvs802JrwnyELq9EXXMjiARkvORiBpP/CBDwg68LzwwgtPOeWUj370o3pZb7312ufWQcp2iqxNZYtAif+LL75YKZE6/h1U1lgZ/u3DbkK2iYbl1Q7CEFt9bpNe/NuHrtJeZgbhYqH3mqEvFwvZeeedm7qdltm1o3ulWNsHuaUks4ygK5acpF9mmWV+nzzDhw+fb775MO0YfiD4zW9+88lPfnK11VY79dRTN91009133910/vGPfwzKEydOfO6554YMGXLXXXfdc889dUToOOjH//rXvz700ENGadndcMMNZHHkkUd+7nOfW2WVVbCWMGJSYa677joImEDjh0AkHGP0tnjOMCLvvffeG2+8kdiTTjoJzkjC+8EHH8x7PVUq8JQpU9Zff/2RI0eimoWTnEB69jFjxjz55JMYWwLhT3/6EyHinxIoIQLggFx55ZW/+MUv3n333VkS+I8YMeLDH/4wmhJreT3xxBNf/epXUe2b3/xmZhZnYqRi8+4lF2644jbffHNZzxSyvZNRUXJhdeyxx4IwflafabGMYJXq++CDD0o8nzwVGyRTedKCHj9+PMV35plnIvlee+3F+6WXXlrk5hVPs8DKIe3RRx+NX7OIKsSPP/4408rBgwfjXf7JT37yz3/+MyssMWzKyEtFnWQcWmmllbbaaqvf/e53JG/ZoJpQTXWx9379+ln9vPzyy+eff35FgScull//+tc0HBzGn/rUp3baaSdqKbGK4kWxSEgsahI7btw43sXwt7/97a677qqKR4HyPnnyZLg10afi3XnnndgEn/3sZ2+99VYLp7unKD/96U8feuihzIv4JerEE0+kE8iilOQPf/gDxQ09NPQtKT3zRpoGUfQPTABET/X4zne+Q10ll7/97W+pPEX+RpBJa/gceOCB0FCmX/rSl/RC9eAl44acgPPzn/+cNk6f4PMqlgJ8MgV9QpNQItH9+tJM1eQdpwXdiJV1m0CJf4owrLK0WazyzVQgEAToK2hoxx13HGypPyy5XHnllaJn0k5No1l5ZTMYoTf8gT1jS6ynJzATMkMDAp+vBKu0Fwh8fbZK4hGAvgJdUQDPX1IVa45vmGyVqbdluPnW4SUpQuqRT8tFcloIbZluh7xYXWHA1RQOa+Gggw5i5ulzLGIrnqw5MPAxrDOg+xbtpUqLnnL/zGc+s+WWW1rFq/Ost2il7covSHX8YSEVWVlKoN/Uw0hGLpdddhnhn//852lOLLPyvsQSS0grTBMTA2JSPf300/S5jFsQ/PKXvywKKYYf/OAHoTn33HPpAXn5yEc+wu/3v/99y+78889XLhiRyhejzWLhDLEIllxySb3wu9hii/GLPcp4wwvdPZTUCd433HDDlqmobZL5gQceYIwk1eKLLy7mq6666s033zzPPPPg0Fp++eUJRH3MUEZ93hlBGbc8AW0MJ6XkxyCGcuDAgRJYSaZOnUogBGussQYvyE8fccYZZyjTRRZZpH///rxTlU33Yi4GdVFypaV7HTp0KNzQAj+rva+11lpFnoYwSd73vvdluqNasYwyfd/97ndj3Bf5p9UDMz2VJy1oOikwB67TTz8dSZZbbjlWW7wwRcXTLL773e9WUIWS2qviXmqppeAPMQWRlm+lbhDldaRRwGTQoEFY6qhABaBwWzaoIqqpInpXw2FuwDxHIUwhsBfJ8YczHl5UgrS1b3zjG1Rgdj5AqSiGWGVELPYBrYyaxiYKjBI8eYwWkhOTiySsCMONHpnfJnqT8OGHH8ZapSfFLqS2k4T5yT/+8Y9ll112nXXWoRUDKY1lxx13JArrh9gsClbMLhAJswzZaAWMCkY/adIkKgPheMtYK0Bm6Ol84IaBzphB/8OMjlFEmtJIPf+KtF/72tdgBT44GHih69MSNi8sAHlFqJ+Q0XNi8DGS+bwM57QUMgVp4D6hCSlF6C2Ff8rHaJQLk8zDDz+cGThlzcDcI6C22247lcijjz7q0xr+xCpTX0Z/+ctfqOQMvUcddRRTU1ZpoORfikNJCNloo408hsSmMNISCTH8mTh5tp6eJCak5u0pGsQW85VglfZSrM+iB6WslsKtAl2xqhf5S6pizfENkxpeb8u+dfz973/39c1DWixQKxeag+S0EGqm2g7TZl7ocjX4AlcR/IruXmZr0c8884yvD1b0GH/4LI455hjqAH0aAkhIfos8vWAeB+PQ2Ze37OuOP7LkQN8eulFysYEHA5koWjuAMt/iPbXkJA+gfPnLX1YUXWFRSDHEAQPcoI8pjc2k7V/ekqNTZvDTQIIplg7wGqXoJpCHaSiZwgo7UptFmKwT0mTJNaXCCpHMuIhJzqjGv2effTbvDIQMTrywkAoZYxLvV1111f33329QFAkOOOAACJi1ICdsWbuhq7Uk+D8QEr2oPdq7RkcpS47uGHXwbkIMVjiieGE4KeZiUBclN9yYysBk6aWXhj59L/IUwpjFLOENGzbM667uIysjry8GTZF/Vj1SedKChoxxjtz10K0XuRUVv+iii7A/eNiCKUsOi7mIKrl8/etfJwv8QLzLo8ykRXu80qpezIgkXirqDAwZvQAQswMT4c9//nPLBlVENcOKf2XJyX+G45PeDWMRtxw5vmXHJZYcVRR6zW3owRVllpxisQjp2amigIMdhgfUDxiy5JroTcK9996biRmsCPn2t7+NPAxgdK9YFeROIB4IAtXF0+34KJoAhhoWsGZW5LvFFlvQ6EgF/e23304s/Fk5pQOhQcFTfTRzBt7VJGlQ0hTHfJa12SIQe2nNklOFxLtvL9B7abVHFniLseSlAs1KIVOQdYyKkFJEllzGx2BXLsxnCFGtkA+1faAQVQjDwYNs+FuOvoww0xli1fOr48KPeMkll8CWms8iDBMk/vUYkrWGT8GoLAz2IltPTyoT0qNB3Svmq7wq7cXXEOqz6Okrslpah64oQJG/pCrWHN8wzZJrapu+deCv8vXNQ1pEPm0OWUlZ30L4Lrvswlj8/ve/X6NwT3X3MluLxl701cyKHjMAvw/OdfgAABk5SURBVANzUXoPnPSMF1Zjizy9YGmLtrTdeHnLSdOlBw+KOYTwTKS5MNXgX8wLpuzFjQtM0VjvYFBhOojXRM6kJjmJXX311fFCkwsDHpZKkRIaGj/zXWIZYzwNRgnyLLzwwkQxQccoxOPFgkuR2JK3TMXiI8Trrrsuv7islJAJBC909OrreafflH+uQjBt2jRiUQQ5hS2pZBYTjmHBQMU4Kg7pLxNZ1MHNMGDAAAYtNmxVcsFcUGxRcs88CymqJucr68uYcVquynSnwUi1tIy8vtBorpYlN5lbisfePuwwipUJAJ6n3XbbjSQZt6LimN1a3sVDwKIPqfCvFFElinLhV8XNyEqdZEo6ffr0TLxiRtB4DOW1vXrGQx1mzcv82dDXG1TLmi+pMKNxcTFyMw2gVtM8M2n5Vw5vzRNY2MoIFMuOWCCiigIO/S/TJ89HIS3pH3vsMRqFtujBU6nY8IDblWGPf+kT+bVl92IUljTdArYplBQcj1Y2+RdHC6yYYOC5QVp8tMoCf6p0VJNEDLnVi/y1JkDCorRiWPwtcoNSfrumWAiyUsgUZMLAk+FjQqaSZHzk9TQCxSoQG7dHQKW5NIGc0vgyonlSG9Xz4yqmDmD0bLvtttSon/70p/QSdGW4Y1lv9ZVBKxXZFzzKjow8W7nwi/RFNKj5xdLxIGcIV2qIR4CsK9AVBajwlyL19uvrRrEtZ62DKR9tPKtvvgiKyNPPpJk2vZ9wwglMpJlhsm8eml7o3tSii1LhnZEkzO6YfWGEYMyMHTtWriUT0vMsCgZ9vWo1ad2j8C5acoxeWOtFaVR+Gn5kladkjHkMgUy8wBF7ReuJmFM8dMfULc8TpBhoGfhxcmT7wIxYXblP2zJECZmHQcnKfUv6jEBDgownBgzF4rRgtMbMZ/hk9s9MiDXKNGGRQN4dScKME6eC+iAlxFfHVINpGf4/PIuyBhRFG+CFhKxjog71sh0xipK3VL8oOVWchEzd+C0SaDDOykhGeaovDtdi8nr1SGVmbqrtUHwfzW6zIjftQsuKjPkZxQQrDClVgyZUoVENf+qpp3iHGOsZ3TWLSIVpQthLhYsaRx11G5cD1QbnEIa7wVVvUBmqFaxY1GN/KlKxUllsLy3nVNJOtleqKe/Ma/mlXVu4cSvSQ8bczLbHKTmBjOUf+tCH5FcGELZeYOaKZzGKQLOh2VxFVcRKEP3JJ5+MZcwggbXNO3tiFI7zSS+y+RCDRlrPukla8Sn+emnVMIW8j0VNoZGVQqYgw3kTPpkY9dKU8do7oNKMmkBOaXwZMVHBmScaRgRMdqol1hszVUwHCojVf4aGIkrsWCdhsQIX2SqXIr0JmaJBYDHfVCO9ZwgX67MoYajuhX9VS/fZZ58KdEUBKvyL8ijQN0zCK20zax1UNiy5rD36Iqgg73HLQs477zwN69/73vdY6OyF7k0tGqlwuSk7q2aWO50VnS0mBxuOWeWnP9dyhAg8Ty9Y2qJbqjkzBF384qEiFgMGfTd7ldgTjeM0o2SUAkFaKQMqOyFYfMQuZkmLEBx1RbZm8zYd8FFM1WYg3xZBSVliIWm9r82EIpMhzyIyaWmcCtRYglWBajgJ8AxRXdRZYEAw8ygSsB5KclZ7YcV6BCOQfAZKouEKPnh09R2fVTX6Prz3TGFJjpFn1nAxF9OuKHlL3es8Sd6SwLLw+uJgLyavVw9jiNsc9xtdNnMMJtZ8dcuGP2KzgigqTiAVgMfmJ+yBLaIKQ1YBqOF8EgE9X/YQwh4swa7CkkjFjIoQ4ZkmX9RkIqj5burnrjcoU18vFawYJml0bLjUxvwsYa//lcHKGi66a9GkTVb6toM2gjVsexOpABgr7CxmCGHVDx+t3JN0GvQnWRQb46Cns8bg4zsM9sjj2lFBQI/vCvMam5hFADw9mAsaMBhTzznnHCx+sAJn7X9QuXj+pktR2oqmXhGkNfp6bMo2U5A5Q0XIijyVKGpFj4AyhBnjfVoZ7uBv/lpfRrjfmN2x/EdBMyJQ50ePHo2EfP5CoVMl+JyoZYl4jZrYespUBR/bfumkaSs1xCNAwgp0xape4e9VIKR3DTNrHawztlPf2kc+ExUQ2LFKv80vu4lwZxTBr+ve1KKLUlnR0+dAQM2no2YRNrPmPc+iYEXkOx/YjSVb7ZPDr5AxT3csMfXHH4vThR3caIXH24i1EJmqSkJttNKnBkZpDM3XhZ9PpqHfJ8e2PBLSBcCZZb5UGDHHBQiB9uoytPPOmgLEWEV4VnmhA9JacPrFQ1Mq20CDOcWuKU1x5HhjrYdpEAacagYbXbWlA9tCugNdkYBAZiTybDGio0KahA5OIwGLRPJSMJXRIixeeqVCADpQ072Yi8FblNzSNu2TK/JMES4SaBtHVkZeX2QrJhd/bCYJX9wnR0KWUylHrCucZKyp8c7ntL4gioobLLzIqqCYiqiKEntaEzKqDd0BnsW0sETTlJHXkSVpTHANgUxpDjnkENK2bFBFVH1T0j457Yyhcmq/jjyOGF7pvh+JLXqmsLaXRRkpFiuWQVfv1FJW/DGPNItAfq04a59cE30KNV+uqWPVai92GLHsQVaDYhIsC0xsad0+Ch+kHWfAQom2wIseE0FWIJ01lgG7+phrMTKxpMicgepB942fmxxNU8+/Iq32TqB+cZ+cV0S7i6zr8HmlOFspeAV9QhNSimifnAKNj9H4XHBg9xQoKxH2Mvq0FqtMvQqE03fhhKMUaGhskhMlTYP6SYdG/VeIVzaDEbJ0P5Zn6+nFWUJqRPBY+XxFU2kvEPj6LHrWiH0trUNXFMDzl1S+TGm/vmHaPjml8m252Dq8JEVIPfIt98nxmRQTLXZW8AJErLNjKvDicyxiKy2QmeV4beDxLdpLRSoVPRM5tiTJFGH5C2nFkN8iT8IzwYo4GJMOvnTli4eW8rFDmf0NbGGmAeMvBSlcIy1TzV4C3AnU8l7LwPweDlly1jrZKaVv+iyKdTSGbf1bJGAii3fBOjIoLQkGCt6FNMrYkgs2XFH+Yi5GWZS8yCcNrPOEsiWBcfP6+uSoTD/IAcgtBSsSFIWpKC5LjjkDJYXLvciTQEYdvIDwSQnS8lV4U0ZeKmogi+aUcpbj279BUUBAoWMFmuBqCkffrMJDSSBQWNuBP8Cq5mdRYktJpUyMXiBTUpBREFQ20RPC0qrCM8GK/I2mKG2Tal6RHuWVEmcK1oWsyNMU1VOg0hLxadNYyzFTgXCKo6lDS+XsqbJtsi0KOTP5Km2lhngE6tAVFa/w94Xbu4bpW0dREp9dm8j7hD6kmGNRd6wufLoYG3RBxRbtpUqLnp0VPmGFZ1EwL39nQ2aPJUcXrFPlNNvGx8BkurOKBbd3FAI4wDi2TRsdZoHiZsnNgrzaySIaVDsoBU0gEAi8AxGQ1dVZxbvBc2YknIvEch7O4l9tHsRLxC40lvz1Tc0sliGym2MQYApV37DcWU1Z9eDaJb4J1Ta7zjLvHbdoUL3DLVIFAoHAnI0A51rw9GKPewWWbvCsZNcyarZZci0lC4JAIBAIBAKBQCAQCAQCgToCs+fb1bpMERsIBAKBQCAQCAQCgUAg0A4CYcm1g9I7kYa95E0n880BcMwa7dJcZk2Oc0DRhAodR4C613GewTAQCATePgi8rS05DurklAG+d7v44os5VaglaqLnE5WWlF0l4Au4NgWuiMFJV+iu+50qZN2IYuskB61xLgNnmPWUf0XsnsKS0newZL12lhGlBuY9VVn0prhExQg2DH2Ovcuid6k6CF1dgF5kVKkt9bx6HVsUsk0ximR8MMtRBVweZSLNTD3vtV5NCbnnigM7OMuD6wfsBNQmYgvnK3tOuORMHw5E5Fu/jN7Hcm+KjlrkV/fUtcwiCAKBQKCDCLytLTk+huBoCXpJToPUUbd1zUXfdF58PW0HYzneuk2BK5myhZ+Pmfmt0HQpCqOZ8+243LN4kVo904rYPYUlpe9gyXrtLCPmAGBeV7Ap1hSXqHxFaxj6HJuYdCO8g9DVxetFRpXaUs+r17FFIdsUo0jGgcMcRJce5T8z9bzXehUTcmYNZxByBBefNqO4XQxYJLZATj3kNpE77riDs/c4olyX41VimahwLB9mIoe28Ohek3oWERsIBAKdRaArlhyn4XEDASMZH6VyqDrHOI0bN453XcaMApywx3GsfPfHzQc65ltJOEsCMu6UJAlkROGQ45Yk3vnoV8ZclpajgJkIcrgl9wtx0rSuUSpy4ypM+lwu6EQMkuhMQkOT4Za71blDguw4xJXj7jjBX7HcnYIWdHApjRYsihllAosJn7pwyiL8uaGBWXsxIZR8FIkVyDGqdkmRknNgGPerckEvV8Ihp64u9UjSqwLsVVddRRQn9aOmbhni1AzOg/Xyp+gZINz6RfLrrruOfrmCdgpgUewsuwyWojBcmQBElDVGVUqvmuD1JaQJSeHma1qqnWgywXDbMP5ZJYTGi6qE/HrFJWqaS/ruWaVFgAfFKmGlgpEvqVKsKkIadHWgsvppCjZVPE+vjLIa5fUtgmbZ2YsvuCb5i1kYH0oTu4TrMdScDY0mMTw3X8TGnEOJmfDgx6XGqh8jqmU9z0QqdhcZIHwoTVum+WMm4vTSrb4eNJ8Keho+l2Fw4DMnk7VMAgF9KWYZRwHTOXMND5nqujyl9bF0y8x/uMyeJDw4ttvJJWgCgUCggwh0xZJjCkj7554yLhX90Y9+hGMfhzwXD9CfckQ7nQvXqEPDzVosTGCBoY+ScD41E0G6zi222IJALLOzzjpLZ87xyzETPi09LzRchcR9Cdh/vGPNeG7MFMmOY+sRiQsbIMsWRBCJY8Q5Tpoen0O9GZC4yFVA01lzfi/rZSkNOTaJzUnxRElgceBcQa6F4HBCLh9DZU6U9RJCSZ/IvUD0myCWTYW5LBJwuJ4LfFj0xN5FTY8G/kjuNkE7uNGl8jJlyhQoKQuA8vKn6JlfweRnTp+VVJG+KDbWapZdCouPZeTmUA+A4jwa1nRYr0npVRNwdLVZcwS7x4dwY2tXr2TlhcXMud4MlqqEXlQxbyqvrNKSi/HHOKsUAbEcLG6VsFLBPFYVISVPsVGYIr5+WlSx4hXplREzB2uPHMXu9S3WFsuuUnDFJlNRHFa0FNa4afg0KPoZLtwzNIpieG5FMpOW66TorLjOi3ahboqoej33IvnuIkODxstlQZAxBeWOFq4R0x19GZn/FyucO2O43YhrjugNuOnI0/gQUnFDjK4nITkWKnNCI/Oxui6CO8432WQTWm6vvdpekggJBAKBdhGgi+/4o4tBdPkPNzly1woLE3hZ6IzOPPPMCRMmcGMGhhH54oRAUEavNIkuqcWg0TUm3F0DDTeAQe/TYjISq9uusruDJIC4MZGlw0UGmOD5I4mu/ZHuMOHaJXLkX7pmYjGb+OW4Oww+LvpgxulpEKwoNuOcCSz+XAWNk1KrM9zuxSVgxYR77703dgxkpOICjFRIJv38yzBJFHrxjovCowGSLIgsvPDCaMp6CsYZZqvug8fLmOmI/DAx9CQqv3K2cVaz55+ibfRFsT1cjAEGi4/FV6pLomDLVU5YUSmMKlms2zZrjmTz8oOPaWfyW0YqFGw4ouQ/pkp4Ue0ypaLiElU8dd615VhkZUVQjC3WE+pShlUxrRSsNApVeMh8/TRwihWvSK+MdFOf2mNRqiJoll2l4IpQ+CwwO6bNeGi8uLu4ogcPE5u9uAmbWY2hURTDc8ND3NQkEZWmuthii9GncQOYZZrWW8+Q2yEzkXx3kaLBlJL+B+uNQG10Y6YhAjzHzBPSh4limpaOFwTw3XLzGPfUMVVoJyFNjxsURSmz7Oyzzza2PlZ3XtN+Oa8L1Uirvj2VJN4DgUCgqwj0Z3Dt0qPDfpmqcmkaviJ6HJYhmOExR+TqNHmA2MNBFEaV7q9UEl3ry2qmF6yYFjL1Jhl9yg2nGv2a3DD+FGIcD/gPGB3hANz8MonXlY50o+wXZrkTSyijYUauHFuKzaZj0nLRJz0+MuCeLCbEYcBsW/v8AC1ThysshYxm5BAX0cBdx92RLHNgcDALxwblwjjUYW3Fy6+72IvokXuRP+EZfVFsD6nBBQcfe/XVV7PartN9WSDmYW03Q6AoT7HmcG9mk/xLL710xjb7V6UpDlRCLyqKgCepiopXmBdZWRGwmOULSNyyCgYOLJalWI0ZM8anlZBF7ayJSc2m+qm0vuLRHIr12fJSDSnq2w5o7Re0z4K1VG2xYDMDLiKMadzYeJiY0uDZmjRpkoQsiuG5XXvttTSopiaJmTV9+nT8jji9NGMkU1xohoNnCDJY9qlI6dqlrzysZnI5ta7+5FZleg8sM5Ex4dGE01JBae+4CVmjwLuMwcc+NtYimJxw/y8E9YR0d/bRujrh9DMgH0tlYPkC7x0o0YTZXMseO/ygXpcICQQCgS4h0EVLzlbrsk8QuE2ZOb300fVKjCvqztKNw0WFi2mhLJ7vn3LDl8PeZPH0X2PRVbGV5NJLL4WAXgxKllnxJl5++eVMu5lGc5+Yp2ENQrvZWop98sknY6mwNjpkyBDe2SgjSbKEeA1te5wXEkmUSiYOxEU0cMXxYMMxPCM5M/iJEyfiWsBCzXREftYfm9AjvMjf0xfFLsIl+fn1scz7WcwVARsTGQI333xzo9cL8tj3d+3UnCb5M7bZvzL3K6KCm2KLileYe63TIijGFisYlBgQKVbFtEVJinW1qX6Kg694dXpSqT0WpWoHtGLBFbsInwVNDD8ZMnAfIG45XHFMJllXxcBiiwVmWaXsPDe2nNqMwjdJ+jHWGcgRi4q5hzLVVFC5eIZ8Ep6JVF/0ZEMIfZdKDTOUFwxrMcfFmM6OCKThs3NDsepjNTsFAV7kyye2npDZNRmhBf02pir0VuF597G0F5BRJ89sGRr1KhIjfgOBQGAWINCVfXJ1uZkX0gFddtllzBqZLOKTGD16dCWJNqDQKePP62laY8vElD4Rc4rxQAuXaY4YDczRkQdbZ/LkyaziMf3lywPemdPznQTERZqi2KnAImB9kx4c65DboNklTS9ZPKoNwwtKcsSpoJs9U/4YOiyysJWHnXYMh+yoa0IDu41pMZNjvDL04BimhLQvv2XaxD/Tuii2z47hmYQqRx9LXlhpiIojge9LcNN6GNuUp6fy+4xSBb2o1A0RFBXPwGmTFWSVjDKeUGZYtZ+2KF69fvqKV6e3LIpSFUGjwrM2hwWvtO0XtM8Cfz9OaB6sCrZwwYqmhzcOeyi10YtieG58Z1BpkpQCbDH1cPRapml18gyZxWUipfQZDqCB85W9ejQHHpZK6QPNUmTpE/r0oXMw8GXJsesXM4sdIyzi87GUYusJmcFS4sys4IzJjhlHH2Kl42Mh23rrrVlcRja6VlrHyJEjvSLFiheBgUAg0BkEurF2qx0t4sxyA4aa3plN4tjn/YwzzsBLjwL0tmxdIiRNwoICUThdbFMLO8EJ0a6jLK22GWnrUrYlSJkaN+1ZgY+WlrSLztQ/5phjNPFlGi1jix6QLgzPljauQelpimJDmQrMv/SksmMYVLALmcfLGsgk5F8m9+rZhw8fjqi2mY/tSqzzsg2FQAYPtFZajyThfHYKGbYy72SHQ1FbZLz8KXpiyG+6k6yCttE3ie2zS2HJYtnYx4kzmtmz9sQyNGyN3krW69tUBE34+H1ylpHWsJTQqg3/ekVMd19elX1yRVZpEfiMitoVsfJpJWS9UYjG108W6BVVrHhF+nSfnG0lLErlQVOhMK8zYNsv6GIW4oONxfKiOkosLXIxNCDwYhQLqEgm/nxGQKdBe7QuQuGVeu5FIonRexxYxWbJknbBAjFWFLrY7kbDqvhCr8sSJ1rjoaRPA6UiWTHwvPPOU2dIpsy6JRU1QcRZLPJssMEGCIaQ9HLMfiHLkhRzicBAIBDoFAJvbQubLQ8TOBxUWQ/YJAlknMBpxD1KK558WsFmDvaKkSkmDraU7xCZqvJ9nO0LLgrTDg0JM4EJIWv26mEd8s7UWXPrpizwS2XI0I3ivGQIZ3+0mFjaHqHRpvypYG3yh7MXO8sug8ULw+kqKRMPI4K1KU+P8ClmlILgRbXYouLFklVghRUE9diUbYZVj9J68ZrqZ1PFa6L3nIsaZaBRpfFUsZSZJm+/oItZGCu+E/KtxsqiZaUVsJ5MHMCBzWSZ1i3reSaS0RdxgDlOsqzVe5yzEAw4TZtZ6+zFJwicNoC9DrDFjLJY5MdxiPOyp0IWmUdgIBAI9BSBuUigOeuc/cviKdtZ2A3NBJqDUVg55bP5PqQy7goeOtA+JHOIOgcgMGsqHhsbcMKxY6y44XUOgLFNFTqFA5NG9sxx5l98edAm8kEWCPRpBPpxcFefVqBN4Zmh8p08Ljfo2fvCGQTZdxht8pmNZCz1ahVmNsoQWb8DEZgFFY+PLlmh63NNsuOVoVM44ClkWwgb44ofuHRc7GAYCAQCsxeBd4pPbvaiHLkHAoFAIBAIBAKBQCDQDQS6cgrJWeec99prr3dD3OAZCAQCgUAgEAgEAoFAIGAIhE8uKkMgEAgEAoFAIBAIBAJ9FYHZcJ5cX4Uq5A4EAoFAIBAIBAKBQOBthsD/AgTu2Brm5jizAAAAAElFTkSuQmCC)
The main source of statistical error in the remote or indirect methods, such as acoustic sensing of habitat, is the error in classifying the substrate. This error is inherent in all acoustic methods and visual methods where the sensor is above water, because loss of information in the signal creates classification ambiguity. The two classification errors are false positive and false negative classification of the presence of target habitat. The ratio of observed to true difference in the target habitat is discounted by the sum of the two classification errors, that each error has the same effect, and the estimated difference might actually be the reverse of the actual difference if the classification error is high enough. For example, assume that a seagrass bed is destroyed between monitoring events, with the cover falling from 1 to 0, from a continuous meadow to a habitat of macroalgae on gravel. Also assume an acoustic map with false negative error of 0.2 and false positive error of 0.8 for algae on gravel. Then at time 0 we would estimate a cover of 0.8, and at time 1 we would estimate a cover of 0.8, and conclude there was no change, when in fact the entire meadow was lost. Indeed in this example, we will always observe a cover of 0.8 regardless of the true starting or ending values of cover, because the classification errors are constant.
This raises the question: under what circumstances can these maps be considered reliable monitoring tools; especially, reliable enough to satisfy the 10% criterion? The answer, as discussed presently, is that the classification error and its variance both must be close to zero. Here we consider the possibility that classification error can vary between monitoring events, and influence the uncertainty in map estimates of habitat cover. Certainly there are many reasons why the false positive or negative errors will change between monitoring events: the habitat matrix might change, thereby changing the error rates; the precise conditions under which the acoustic or photo image was taken will be different and therefore with different resulting data even though the habitats might be unchanged; geopositioning error introduces classification error along the margins of continuous ground habitats or everywhere in a patchy matrix. Therefore, an observed loss or gain in any habitat may reflect nothing more than a change in classification errors between monitoring events. For example, consider a site where the true seagrass cover declines from 0.5 to 0.45 between monitoring events (a 10% loss), the false negative error changes from 0.2 to 0.05, and the false positive error changes from 0.05 to 0.2. Then the observed seagrass cover will be 0.43 at the first monitoring event and 0.54 at the second, which represents an observed increase of 26%. This is 2.6 times the actual change and in the opposite direction, and is entirely an artifact of the change in classification error. Variation in classification error clearly represents random noise that can obscure any real change or constancy in habitat cover.
For arbitrary variance in classification errors, we can thus calculate the variance in the observed difference in habitat cover between two maps, the margin of error of this difference, and the minimum detectable proportion difference, with detection defined as the margin of error not overlapping zero. For the indicated standard deviation in classification error, the following figure provides this information, with the margin of error equal to the minimum detectable proportional difference for power = 0.5.
The above analysis clearly demonstrates that the difference in habitat cover between two uncorrected habitat maps is a blind sentinel method unless the standard deviation in classification error is near zero. Such uncorrected maps may, however, be able to detect losses as low as 30–50%, if the methods are careful and meticulous enough to maintain the standard deviation at 0.1 or below.
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0kAAALVCAIAAACayD2bAAAAA3NCSVQICAjb4U/gAAAgAElEQVR4XuydBVhU2/f336tXBfN67cJWVGxsBQERsQAFBQNEwA7sFhsFQVDsDkAx6G4F7A7sLuwmjPt+8dzf/OcyiMDMnJrFM48Pc84+a6/92cfDOnuv+OOff/75f/RDBIgAESACRIAIEAEiIAoCRUQxChoEESACRIAIEAEiQASIQDYBsu3oPiACRIAIEAEiQASIgHgIkG0nnrmkkRABIkAEiAARIAJEgGw7ugeIABEgAkSACBABIiAeAmTbiWcuaSREgAgQASJABIgAESDbju4BIkAEiAARIAJEgAiIhwDZduKZSxoJESACRIAIEAEiQATItqN7gAgQASJABIgAESAC4iFAtp145pJGQgSIABEgAkSACBABsu3oHiACRIAIEAEiQASIgHgIkG0nnrmkkRABIkAEiAARIAJEgGw7ugeIABEgAkSACBABIiAeAmTbiWcuaSREgAgQASJABIgAESDbju4BIkAEiAARIAJEgAiIhwDZduKZSxoJESACRIAIEAEiQATItqN7gAgQASJABIgAESAC4iFAtp145pJGQgSIABEgAkSACBABsu3oHiACRIAIEAEiQASIgHgIkG0nnrmkkRABIkAEiAARIAJEgGw7ugeIABEgAkSACBABIiAeAmTbiWcuaSREgAgQASJABIgAESDbju4BIkAEiAARIAJEgAiIhwDZduKZSxoJESACRIAIEAEiQATItqN7gAgQASJABIgAESAC4iFAtp145pJGQgSIABEgAkSACBABsu3oHiACRIAIEAEiQASIgHgIkG0nnrmkkRABIkAEiAARIAJEgGw7ugeIABEgAkSACBABIiAeAmTbiWcuaSREgAgQASJABIgAESDbju4BIkAEiAARIAJEgAiIhwDZduKZSxoJESACRIAIEAEiQAT+JAQsEPjy5UtWVhYLHVEXRIAIEAEiQARUgUDx4sVLliypCiMtxBjJtisEtIJdcufOnbGjRxUvUaJgl/2vdaVKFd+//0CmIXhcvnThw4ePhcPI8lX9+pskJsR/+PCB5X6pu0IT+OOPP0xNTSMiItLT0wsthC5kmUDx4iX69OkdHBz87ds3lrum7gpNoHTp0j169AgICCi0BObCYsWKpZw41aBBAznliPJysu2UPq3v378r91e5rdt2KL0nUXdw6KDf9+/ffPf7CWKUF86fc3FxVVNXF4S2pCQI/PPPP+fPnV3pshqLAQREKAS+ff166dLF1e4eRYrk178oIyP98qXL7dq3F8oYxadnZmbmtatX1niuk3No2m1avXv3Tk4hYr2cbDs2ZvaPP4r89ddfbPQk3j7U1UsWLVpUKBixCFSmTJlSpUuLd0LENjLYdhhS2bJl1dTUxDY28Y7n609fl3LlyuHhkM9RPn78MTo6yrBnz3y2p2YKJwAnJciU/2GOx6zCdRONwPy+64hmwDQQIkAEiAARUFkCNWvWcnFdzfPhf/z48cWLFzxXktTjMwGy7fg8O6QbESACRIAIqBYB+A5aWQ5a77VWtYZNo1UoAbLtFIqThBEBIkAEiAAvCaz3Wvfo0UNeqvYfpRY5LcSi3cxZc/ivKmnIWwLkb8fbqSHFiAARIAJEQGEENDRqlyxZSmHilCMoIjx8547tsXEJpUrxXVXlACCpiiFAtp1iOJIUIkAEiAAR4DOBfv3781k9RjdE8+zZ563ZpAn/VSUN+UyAbDs+zw7pRgSIABEgAipEoHOXLio0Whqq0giQbac0tGwJXrZ0ydkzZ6R7q1S5ctOmTYcMGVq5ShW2tKB+iAARIAJ8JBAVGZmcfGzxkmV8VI50IgLKIUC2nXK4sij18uVLCQnxzZu3YDI8ZX3NupZ67aDfgQ3rvWLiEjQ0NFjUhboiAkSACPCLQDedbi1btuSXTjLapKd/QQpPmcN0gAgUkgDFyRYSHN8uC4uIjE88ik9yyonU6zdXubi+fPly3tzZfNOT9CECRIAIsEkANlOVqlXZ7LGgfR09mtioQf2vX78W9EJqTwR+RYBsu1+REfBxlN8ZNXpM1WrVUpKTJcO4devWfl8ffB48eCA5ePHiBRyXfH38+NGFC+c/f/4sOYKvOMh8ReJ+fPX18cai4JMnj6UBXU9NvX//Po4cT0kJDQmRPkW/EwEiQAQ4IfDs6VNO+i1Qp3hy2gwf5rraDdVRC3QhNSYCeRCgPdk84Aj71J9F/8z4kV31PCsra8L4cTDImPGgTsuIEbaubu7Yw53q6Pjw4YObt+8yxVvGjx2LN8h1XhuGDR+OxjeuX9fT1Vnt5m5n7/DmzZsR1sOPHTvKCPnzzz8XOi2aOGky89XaephWMy24923etFFbW7tP377CZkfaEwEiIHwCw4cNCQoJK1mSv3udWKtzsLPt26+fpdUQ4fOmEfCIAK3b8WgyFKhKWGgo1ts6dOwImfPmzjl00G/J0mUvX799/uLV9Bkzd+7c4bxiOU7pGxi8evXq9u3b+B1PmTNnTsPIO37839W+5OQkHDfoYYh/bW2sT548gZfLGzdvnzp91qhXL6eFC6TXBWEUBgYGrHBeucJ5lQIHQqKIABEgAoUjAIdjPht2GFR6erqWVnPX1e6FGyBdRQR+RYDW7X5FRmDHx44ZhYU6Rumnz56ePnUKD7WFCxfB6273rp1YSGPW2LDeNnfe/JMnTmzcsH7K1GlGvYxXu7okJR1r2LDhubNnUcLZ1NQsMSGRkZOYkNBYU7NOnTqQBtNtztx59g6jcArrc9u27WjZQmvrls2SiP0PHz6knDjVoEEDgYEjdYkAESACHBFANrs1nlRbjCP6ou6W1u1EMr0P7j+A3wbzk5WZZW4xKComtmmzZpcuXcSCnImJqfQ4+5uYwIxLvXatTZs2lSpVYpbfUlKS69evbzFoMHzpHj58+OPHD+zA9uxphAvPnz+Hf3EW/nbM5/qN6w0bNYJwiVhNzSZk2InkZqJhEAEhE8C767WrV4U8AtKdCMhLgNbt5CXIk+sRJ1u6dGlZZR49yo6EqF69hvSpmjVr4evDRw+127XrrqePdTt8TU5K6tq1W9du3eCHl3TsmFZzrbdv3xr27Jnd8mF2EUZ7u5E55JdQU0OABeOrV7ZcWdne6QgRIAJEgGUCaS/Svn37xnKn1B0R4BUBsu14NR2KV6Za1WoQCitNWvTr16/xtWqV7LwAhoaGCLOAy92JE8fXeHhij6BVq1ZI9fnmzWv83rFjJ7RhrLfomLgGDRsqXkWSSASIABFQHIH+/U0UJ0zxkrCRYjV40NDhw83MBiheOkkkAj8J0J6syG8ELL/BMouJjpIeZ2xMdPHixbFji4M9DHtioQ7ud0h9oqOjiyPddHSxhocN2e7d9Ziw/GY/WyKi9i+pn3VrPT3WuDFmn8gh0vCIABEgAgoiMHnSxGfPnzHuLgoSSWKIQE4CZNvlJCKy7zVq1EQgha+vT2JiAjM05J8LCgq0GDQIdhqOlC9fHgt13t776taty2T4xLYscuAlJibq9+jBXNK3X3+45a10XiHJjbd796417m5lytA+rMjuFxoOERAqAXgbz5wxnefaIz9oaEjwrt17S5UqxXNVST1BE6A9WUFPX76U9/BcN9hioGn/fgiG+P79O56A3brpSGcq6WnU6+zZs8yiHSR26dIVjnRZmZm9jHoxHcCTDw8jy8EW7bXb1K1XDyGxSAra08hIkt8uX3pQIyJABIiA0ghUr17d0spKaeIVI/jixYtbtm5HXgLFiBOmlG1btzRp0kSYugtGa7LtBDNVv1J0ypRpVkOGqqmp/apBhQoVwiOjAwP8r165gjat27bt06cvU3yWucTa2qZR48ZIs8R8hShvb5+srK/ShXqQ6+Ts+YtHDh+6efNm5cqVEYShr28g2ZB1dl4Jc/BXCtBxIkAEiICyCcDPpE2btsruRU75K1e5yClB6Jd7engc2O+zbPkKoQ+E5/qTbcfzCfq9eh07ZYc75P0DtzlkRcEn12aoToa0dtKnmHzFORpjW3b0mLG5Ssi1fa4t6SARIAJEQLEEMjLSS5XKJUuAYnshafIT2LVr52rXVYf9Az9/+ii/NJKQBwHyt8sDDp0iAkSACBABvhMYZG5+6+ZNvmup8vrB1XvO7Fnbtu/U0tJSeRhKB0C2ndIRUwdEgAgQASKgPAJBIaFIpa48+XJK9vH2njJ5kpxChH55RHi4vf3I7dt3ol6l0MciCP3JthPENJGSRIAIEAEiIDwCZ06fnjZtSu8+fYSnuuI0RtatESOs165dp+IcFEf095LI3+73jKgFESACRIAI8I3AvXv3MtPT+aaVtD4v0tKsrYfNmDHT8GfxRtX8QU1L6+HD3NzWoKClahLgZNRk23GCnTolAkSACBABuQjcvHEj/cvnsuXKySVFmRczGeCnTJ2mzE54LRu1yK0sBy10WjR02DBeKyo65ci2E92U0oCIABEgAipAAJ5bX7OyYD/xdqwDzS3w4a16ylbsemqqxcAB48ZP+FWCBWUroMryyd9OlWefxk4EiAARIAJEQPEEHj58aD5wAEzbWbPnKF46SfwdAbLtfkeIzhMBIkAEiABvCLx58wapNHijDimSCwEULjLp10dPX49yNedCh5VDZNuxgpk6IQJEgAgQAUUQKFOmTA9DQ0VIUooMrFeZ9Ov77ds3pUgXgtDnz5716d2re3e9tevWS2oXCUFxUelItp2oppMGQwSIABEQNwFU2TEw6MHPMX758mWolWWdunX+/FNFfdkRGtyvb2/tdu3d1niQYcfhXUq2HYfwqWsiQASIABEQCYEfP3442I9E/W43dw+RDKmAw8B2uZmZSfPmLTZu2lykCFkXBcSn0OZEX6E4SRgRIAJEgAgohwB2+q5evaIc2QqQ+uzZU6xabduxUzUX7d69e2fav1+tWrU2bdlatGhRBQAlEXIQUNF1YzmI0aVEgAgQASLAAYFDh4+oq5fkoOP8dVmjRs3o2Pj8tRVbq/T0L8OHDilVutSOnbuLFy8utuEJcDy0bifASeOByp8/f/7+/Xt+FIFPMd7nsrKy8tOY2hABIkAEfkWAz4bdr3RWheMZGRlDrawyMtL9Dh4uWZK/xrcqzIVkjGTbqdR0K2Cwvj7erVs2r1m9ao3qVe3tRr569epXQv/555/Vri4N69etW7tWlUoVjHv1vHz5kqQxguQhJ8fHw2PNr6TRcSJABFSTACJPb926pZpj5/+oM9LTrQYPysjMCAwORQgz/xVWEQ1pT1ZFJloxw/Tx9h4/bkynzp0nTXZ88uSJl9c6lP2JiYvPdRF+/ry5G9Z7IaKtp5ERfGy3bd3Sv2+fpJTj2LmANnfu3rl//37HTp3USqhJlCtfvrxiFCUpRIAIiIXAxQsXPn782LBhQx4OCDsSo+ztps2YgQACHqqnbJW+fv3q4GD38uXLoJBQWrFTNu0CySfbrkC4VLoxnmILF8zTbNIkMCgEaQjAonbtOpMmjvfet9d2pF0ONPAp3rJ5E6y6A36HmFOmpmZdu3Ra7eKyxnMtjty5cwcexxCVq12o0qBp8ESACEgR6Ne/P295zJg+9e7du/XrN+CthspTDG45ox3ssaQaEhr+999/K68jklwIArQnWwhoKnoJ6ja+fv168GBLxrADBXMLczV19QB/f1kily5dhKcdGktOwShs0aJlWFgoc+T+3bu1a9cmw04WHR0hAkRAEATWe62LjYlFhIcKLlnh8W5rY339xvXQsIiKFSsKYr5USkmy7VRquuUaLHZGcH3Xrt0kUuDa3KZNm/Pnz8nKTUt7gYN//XePVb2k+osXLz58+IBT9+7da9Cw4ZnTp+Fj57baNToqMp/BGbJ90REiQATERwA7ffDr4PO4AgMDdu3eU7lKFT4rqQzdYNg52I28eesmNl6Qz08ZXZBMOQmQbScnQKVcHhUZ+enTJ0Y0lsoSEv4vrh6/4whzCm3QUqLBiePHnz59wnzNzMwMCQ6WnIL5hY0D5itMKH//I4XQG49aXFWxUiXpaytXqgxXGLjT5hBYt25dHLl08aLk+Pv37y9fyo6lePv2Lf6FPknHjhn20Pdwd1u10nmQhbmRoQEsv0IoRpcQASIgPgLlypXTNzDg87iiomO127Xjs4bK0A0pmidNnHD12tWg4NBK//1zoIzuSGbhCJBtVzhuyr3q5MkT795lG0D4efXy5flz/7cwht9xhDmFNmgpUQVRqE+fPmO+IkdJcnKS5NT11NSHDx8wX79mZR1NSEAQq+RsPn/59OkjWpYqVUq6PRIa4evH/1miklMdOnZs1Lixp8cavNoiBwoyjtoMHwat0KBYsWwvz3v37tasVev4iVP3Hz5++vzFgoVOZ8+eHTdmdD6VoWZEgAiImwAcNvT1eW3biZt/rqPDH47JkyYcT0kOCAyqXLlyrm3oIB8IUCwFH2Yhpw4wdCSHGmtq4iP5OmXqNMnvNWvWkm7pMOr/DCN4tjqvXCVpaTVkqOR3eMgx0Qw5e/3d97/+yg5ixfKb9LsavqJo4F9//ZXjauQl37fPZ+hQqxHWw5lTTZs169u3X3Bw0N/ls71uL19NVVdXL1GiBH5HUMXUadMTExLi4mKx9Fi9eo3f6ULniQAREC0BRF9KnHpFO0hhDmyR04Lo6GgET9BTmucTSOt2PJ8gHqlXsWL2biwCYKV1SktLg2GX64O4YaNGWJYLj4jauXtPQFDw0WPJyISioaEB4xIScBVj2Emkte/QAS+FT5885dGYSRUiQARYJ9C7V88HD/7dZ2C98990uHiR00G/A79pJNLTy5ct9fXxCQwMbtBAFeOChTWrtG4nrPniUtvWbVqj+6NHEzt36cLoAU+7C+fP6+h2l1ULy29+fn49DXsigx1zFm6Cp8+ctrK0wtfjKSlRkREj7e1r1dKQXMvsNVetVlVWGh0hAkRAdQjwtnIXknTu2b0rJi5BdeZCMtIF8+cdPOgXFhFFhp0gZp/W7QQxTbxQskuXrtgFPrDfVxLnsWvnDuyeDBo0iNEPXn3x8XHwrsPXIn8UWbp4EVLcSVTfuGF9ZkaGja0tjnz7/g3hsZs3/d9Z2IKHDx9CnhR0wYvRkhJEgAgQASkC8BhZuGDBnr3eTKCYSrFZ6+m5d8/uA34HybATyrzTup1QZop7PeFCt8J55Qib4cZGPQcMHIi6FLDtsCxnbvGvbbdmjbvfgf3BoWHIk1K1WjVLK6u9e/cUKVKka7duJ06c2L5t69hx41u1yl78QwMdHV1UrXj86FGXrl2xsbt7104UJXRxXc39OEkDIkAEuCCAaDBUqYEvBxed/77P4MDA1W7ueF79vqm4Wqxb6+nu5nokILBly1biGpmYR0O2XfbsIivH2TOnP33+3KxpM94+WfhwGyJB/N59Pq4uq5xXLIfD3AjbkU6LFsN6Y3Rr3779t69fK/10y8OP+xrPatWqwzdl9+5dderUQWyHvcMo5hTCL/b7+XmtWwdbMCQkGHlVunXTmTh5cuvWbfgwTNKBCBAB9gncunmzdOkyvH0CFy4EjX2Miu0RT/tNGzeEhIVraTVXrGSSplQCqmjb3b59e/bMGY8ePzp56gzgbt60ceGC+SioxYBG1P2mLVspbc+vbrveffrgk+tZO3sHfCSnECoxf8FCfHJtjLzHM2bOwifXs3SQCBABVSMwYKC5qg2Z5+OFI43XurWH/QPJsOP5TMmqp3K2HfzDBlsMfPbs+egxY4ADTv1zZs+Cm9fIkXZly5Y9ffq09759Zib94xISqRyW7O1CR4gAESACREAVCMCLBvszh48EaGtrq8J4RTZGlbPtIsLDUREhMDgE/l6Yy7VrPWrVqhURGQ3DDl8HDbY0NOw5eJB5SHAQvUSK7F6n4RABIsBDAteuXkUAJrw7eKjb1i2bUSxn3vwFPNRNqSph4EuXLD4SEESGnVI5K0+4ysXJ3rhxHZUVGMMOWG/euNHTqBdj2DGUDXv2hCfZlStXlAedJBMBIkAEiABDoG69uojN4iGNmOgop4ULjYx68VA3park6+O9yGnhPh9fMuyUylmpwlXOtkPBhi9fvjClUUEWtRaYnB0SynC8QwOlQifhRIAIEAEiwBCA623z5i34RgOBHXYjbd3c3VWtYux+X5/p06bu9faRrIDwbWpIn/wQUDnbzqhXLzjSjR0z+sOHDwBkNmBARHjYjevXJbDc3VbDvNPt3j0/+KgNESACRIAIFI6A5B27cJcr9Spksxszdpx0tUaldscT4fCxmzF9GnzsqJIvT2ak0GqonL9djRo1V7munuo4uVULrR6GPdu2bVulShV9PV1zC4ty5f46e/ZMSnIyPO10c6u1UGjKdCERIAJEgAhIE/jx44eRocHxk6dz1B7kCaXRY8byRBPW1NixfRu2Yv0OHpYUE2Kta+pI4QRUzrYDQRubEU2bNF3pvOLI4UOSyoB7du/GqSpVqy5esmz8hAkKB00CiQARIAJEQEIAeTHPXbhEQHhCYOeO7U4LF8Cw69S5M09UIjXkIaCKth14tWvf/rB/AGpn3bhxA2VM0zPSET9RpXKVxpqakky88mAV97Uo4/3gwX11NfWWrVr9NlPMrVu3njx5XKpkKa3mWnCsyUEGmzLwa0Eq4yZNm2IKxM2NRkcEiAAR4CEBGHZI8nrA7xAZdjycncKppKK2HQOrdOnS2JMtHDjVvAqeiBMnjMdi5z///AMC1apX37VrT/sOHXKl8ebNGwe7kXBbYc4iisVtjYepqZmksaeHh7PzchSZxREELy93Xokl1VxF0UEiQAREQwD7JXho1KqlwbcR+Xh7BwcH+u7345tiStUHz/P58+bu3LWnc5cuSu2IhLNJQOViKX4LNzkpCff669evf9tSBRssW7oEVcImT3Y8e/4i6sYW+aOIleWgX7Ea5WCfmJiw0GkR6n+ER0RhZQ6m3pnTpxluIcHBi5wW6OnpHT9x6lhySqvWradMnoRU0ipIlYZMBFSKwPfsnx98G3JkRMS0aVMmTXLkm2JK1Qd57KZOcTx46EhPIyOldkTCWSbwB7MAw3KvfO4OxgryG0dGxfxqOSqH8hnp6ZqNG75//z6PQZlbDNq6bXseDQRxClV3m2g2QsajkNBwRmHkf7IwHzhr9pzZc+bmGAK2YttrtxkxwlZShBG5ZlpoNdXR1d3n7YvGOl27PH786NKVa1g9xVdszjbXatq5U2dUpM6VBuqFbNmy0cmJjwlOc1WYDhIBIkAEiIDyCJw8ddLQ0IiS8OVKWKX3ZHMlYmJiqtlYs3qN6rmelT2opq6efPzE16/fZE8xR7DIfyzx6K/OCuh4fFws9k9hp0p01tM3qFChQnhYmKxtl5p6Dc0QiSxpDHe6ZlpaiQkJiI97+vTJ5cuXkF+AMezQBgV8dXV1Y2NiPn78WKZMmVyxlCpVulNnYewanDp5Aim71Evm9C/MdVx0kCcEjqckt2mrzc+wTZ4g4psa375+PX36VIeOneT0kz6amIi09g6jRvNtgMrTx//IEVeXVR5r17Vv3155veQqOT09/cL5c/I/zJGHD7Zdrl3QQbLtct4DllZDch763XfkVcmjSYUKFWHN5NFAKKdu3rwJVVu3bi1RuGjRorBgjp84LjuEz58+4WCxYsWkT+FBjPgVrP8xolq1aiV9tnXrNlGRkXfv3mnZ8j/HJW3w+FZXV5fti59HYCIISFt+MmRTK2YHQ+3nD5v9qk5f8GZ78+b1hImTFDjkr0WLQhqmDM8iecQi7yk+8kgQ1rXbtm5ZsnjRocP++dyeUuzo8H8N8XPyPx6xEKBYxcQkTaVtO5hcCJJ9+eolZrRihYoVK1WS8wGhqDtjtavL1f8VPevbr99AcwuJ5I0b1p86eZL5qqunh01Pyal9e/fGxkQzX9tqa0s/Q/39jwQFBDCnNJs0wS5qIVRl/OqwUCd9LbBhMQ8Wm2QFjjnbvEV2ovn4+DiJGwfK+F6+fBkHkTX69atX+CWnqJ+SMSOF0I0uIQJEgOcETM3Mvn79ynMlVUE9VJ5AuhOf/Qc4MexUgTAfxqiith18/Nd5eh4/niJdXgwZOjp06DBh4kSDHobczk2jxo3//N+KV45osgYNGmRmZTHq1a1bV1rP2nVqt/zfolrDho2kT9WqWUtyqk6dOoUbXWZmdkBr8WLFpS8vUSL7a0ZGRg7bTkuree8+feCoi/ez7t31YEK7u7kiYUpmZmapkiUzM7OHULx4if+Kyl4vycjILJx6dBURIAJ8JlCSXBR4MD1YPZ0xfSpqxVJ+fh7MhhJVUEXbDlXFEO/5559/durUuX79+uXKlQPg9x8+3L93LyUlOSEhfsbMWXPnzVci9d+J7t/f5FdNDHsa4ZPr2W7ddPDJ9RRKIspfFbHC39nrathRrVyliqQXJDrBYmf58uVl+926bcesmdNh3mGtERuUZgMGYike+aL/Kl8e+VDQ/s3bN9JXYb8GXytWrCgrio4QASIgUAJ4nbt9+1azZlp80z8oKHDJIqcz5y7wTTHl6bNp44YVy5ehpBhVnlAeZJ5IVjnb7npqKgw7496912/YJJssF/v3kydOgIcpGsD9iyeTxBM1kM0OmiC4FRmeJSo9evgIpl6ue9l4TV/ntcF5pcurV6+qVqmCoJMe+t0bN9bE6h0TqvLk8WPpoT169Ahf8x/FwhMspAYRIAJ5EHjy5MnmTRvXrlufRxv2TyUlHRs9ymHv3n3sd81VjxvWe61a6cyVjx1Xo1bZflUuvx2W5bBit3HTFlnDDjcBIjTXb9wIoyQ+Lk5l74lfDZzJbBkd/a9LH5oh3PXatatdunSVveTOnTu2Ntagjb1a7ALDsIO/3fnz53sYZu934yUey6XRUVHSFyKjioaGBg8zmsqOjo4QASKQTwL16tXjm2GHB5fdSNs5c+ZJB/LnczgCbea22hVu3IHBIeRjJ9AZLKjaKmfbIfoawZuogvArUmowQ9TVP3/+/KsGKvG/81kAACAASURBVHscLnRt2rT19fG+ffs2IGCDdfmypfjX2saGYRIWGoolz0ePHuIrtlajoiKxBcCEH+Jf5xXLixUv7jBqFM5iCpAA5cKF88hgzFy7a9fOhw8fDrf+V5TKQqaBEwEioGwC2Emws7OfNHmysjviiXyXVSuxaBcQFNyq1f9lOeCJbqSGkgio3J4s6h8gfgLl8+wdso0M2R+4miIgtG1bbdlTdMRr/Ya+fYy7de2MXHRYh0Mp2HHjJ0ic/AIDA1C1AhUJsfaGZTn4LKKUjYFe9xYtWly6dOnixQsbNm6qXr0Gg3HO3HkoAWJjPQzLfllfs06eOIELJ05Slact3UtEQNwE8DqHSjMrXVx5mFOmRYuW+Iibv2R0az09YdgdOhKgOkNWkZnNe5gqZ9shZlNf32DG9Gl+fgeMjXtrajZB1tz/98cfSL1x48aNyMhwlL3C5mMvY+O8wanmWdQNSzh6DHVg792927Bhw1mzZkvnZxlsaYnsd/Xr1WfgjJ8wsXbtOijgBkc6mNTuHh7Sb41ly5YNi4j0Wrf23Llz6iXVnRYvGTN6DKWNVc37ikYtPgLZAfL6+vQ/mtuZReAgPgFBIVS8gduJYL93lbPt8MTZs88bLqW7du44fepUDuLYqx0zdhwWnOTMcs7+RLLWI9bkVru559odjGZ8pE8hOR8+uTbGQbjiyRa0+FVjOk4EiICwCJiamvFKYWRiyn6TV5kfp4XzkfQ0NDziV9ngVYaEKg5U5Ww7TDIMuCVLl82ZO/f48eMPHjxgSsGWK1u2Vq1aqIKShyueKt4gNGYiQASIQEEIoMR2CTU1vEUX5CKlt4W7yOxZM+/ce8A3xZQ0cvjDHNjvCx87lA5SUhckls8EVNG2Y+YDmYpzLDLxeZ5INyJABIiAIAiMHDli8uQpHTp25I+2KJAzxXGy38HDqmDYwdNx2tQp4ajzHR7ZsNF/ktjzZ0ZIE2UTUF3bTtlkST4RIAJEQAUJ+Pge4NWonzx5bD/SFns1Xbrmkq2JV6rKrwwKaU6b4hgVFRUcEoYiRvILJAkCJUC2nUAnjtQmAkSACBCBfBGYv9DJ1nZkvpoKuRFW7ObNnRMRGREUFEKGnZBnUgG6k22nAIgkgggQASKg4gTOnj0LFzukwOQbhxo1aqqIYTd92tSoyMjQsAjki+bbLJA+LBMg245l4NQdESACRECEBD5//qQK3mz8nLlv376NdrBHDtGIqCjYsvxUkrRikwDZdmzSpr6IABEgAuIkoKOjy6uBnTt3loeLiMpAlJmZOcJm+P379xE8gereyuiCZAqOANl2gpsyjhX++vVraGjI1StXUJC3T99+qBWbh0Lp6V8QrZWamooSve3bd0BS6Bxv9seOHUVFCmQTxB8G7Xbt8hBFp4gAESAC+SSw3mudp8eaq6k3UN4wn5cItFlGRob18GGPHz8KDAqpXLmyQEdBaiucANl2CkcqZoFI/mlm0v/q1SuoKoFnyiKnhR6e64YOG5brmPEeaWbSD//CsENjBHD1NDLy9tn/55/Zdx02EUbZ2/n7H0FCwR8//lm6ZLHtSDs39zW0rZMrTDpIBPhJICU5GcWgt2zdxh/1vPftQ/Vq5OwVv2GXnj5s6JDnz5/DsFOptMz8udl4q0kR3mpGivGQwOyZM27cuA777MGjJ9eu32zfocO0qY63b9/OVdX58+akpb0IDg178izt0ZNnKEEGP98tmzcxjbdv2wrDbuas2fcfPr734KHDqNEo8nv40MFcRdFBIkAE+EkAD4FVLq780Q2Po+nTp67fuEn0xRiQI3o4VuyePD7iH0CGHX/uQJ5oQrYdTyZCAGpg2T8gwH/AQPPeffpA3QoVKri6usHVY+uWzbLaY5UuNjbWyMioa9duOIulu8VLlmKJDpuw+IpY/fVeXnXr1kXNMSzjoejk8hXOf//9t9e6dbKi6AgRIAK8JYD/v+XLl+ePetWqVfP3DzQxMeWPSsrQ5OPHj6am/d+9exsZFUM+dsogLHSZ3Nh2nz59srWx3rlzh9DxqZT+8XHxsNgYw44ZeNNmzeBvFxsTLcsBW6tF/vjj2fNnklNv375NT08vW7Ycjty6efPRo4e9jHtLdmCxe2LY0+jSpYvY9pWVRkeIABHgFYHv378nJibwSiVGGbxAduzUiYeKKVClN2/e9O/bp0TxEgGBweXKZT9R6YcI5CDAjW2nrq6OIjDwsqf5EBCB+/fvQduGDRpK69ygYSPU5IXNl2MgMNpGjxmLOAnHSRNPnTyJ6bYcZI5XfHt7B7SEE162qIb/EYWvWM+7fy+7F/ohAkSAzwTwfg63Nj5rKFbdXr16Zdq/H3Y59vv5UfVzsc6y/OPiJpaiaNGiy5Y7w1ULO3TduunIPwyRSbCyHHTi+HGlDqqZllZIaHiBunj75g3a59h/wc4soiLev38vuy8za/acc2fP7t69Cx+mI0fHKe3at8fvb968xr9//XcrB08rHHz9OvsU/RABIsBnAlgu4k/8BB5Be/bstra2wV8WPkOTX7fnz57179+3UaNGO3buLl68uPwCSYJYCXBj24Hmhw/vW7RogaBLXd3uCLqU5gvn3LHjxouVeH7G5bzSBY4U+WlZ6DZlyvyHeX7kYFENzfIZx4qVPKvBg5KSjiFIQl/fAA9fhEp4eKwpXabMtOkzcheFrPb0QwSIABEoIIH58+biUTNs2HBx23ZPnz4x6ddXS6v5lm3bRR8CXMBbgJrnJMCZbRcYGICApjJlyiDDZA6lSpcpnVNNFfv+M2kcPvz6qVCxIhSCq0fVatUkmmGZDU8Z5LrLoWtMdDT2YbFQ57R4CXOql7FxD3291atdR40eU6FCtihmIfD/RL16hd8rVqrEr2GTNkSACEgRcLC3Q2Ass8rOEzAJ8fEhoWHiNnfu3bsHw05HV8dzrZe4TVie3FRCV4Mz2w7RPUJnp2r6165dB0O+dfsWQigkY79966aGhobsYt6tWzfRRldPT9ISznZdu3VDVZxHDx8yGY9v3bolzRC2PuTUrl1b1cDSeImAgAiMnzBB9l2OK/2vX09F19t37qxStSpXOrDQ7507d2DY9enbd+UqF9mHLQsKUBeCI8BNLIXgMJHCINBdrzseK2GhoRIa165eRVSEnr6BLB/44eEg3jWlTz198iTbeqtTp2GjRih6GBEexmzOog3KXURHRWK7gRI1ycKkI0SAPwRatWqNQjI80adxY01o0qyZFk/0UYYad+/eRfAEEr87r1xFhp0yCItSJpf/RRFpBQesAaYmXTp39PH2Pn3qlNtq1w8fPogStAgGVauWBl4cjxw+xJh32I2dMWMa/Hnt7OyZ0XmtW2thPhAGH74a9DBEDNeqlc5nzpzBV9hwyI0XEhKsb9ADx/GEws4sLL+VzivgiockefPmzsFu75ix40QAioZABMRH4MmTx6guw7dxid7WuZ6a2tvYyNTMDDV7+GNS8+02IH1kCXBm2yHDWcf27ZYsckJGXCw4I7QCn+XLlup318HfeFlF6QgfCLiv8cSL8tAhlrVr1Wiq2QjJTXBEs0kTRrfLly/HREe9eZs9fVh+89l/ACadoYGeRs3qaI+Mhliu8/JazzQeN368mdkAl1Ur62jUrFtbAwmQUXPMasgQPgyTdCACRCAHAXc3t7M/39PohzUCeMD2MjIcO3b80mXLRW/FskZVRTrizN9u2tQpHz9+gNcdkmJ07JBdJB4rPWHhkci17eqyCovPKjIBwhomLLb4xKOhoSFXr1yBz02fvv0YzzlmFHPmzsNqXOPGjZmvOjq6Fy5eQhbDGzduZGVltWrdunfvPhJ/Z7jf7di129bODjnw8D6Kxtrtsm8D+iECRICHBLBuxBOtsGOwZLGTm7sHU5maJ1opXA3EolkPG7pk6TK89CpcOAkUPQFubLv09C8IWZ8xcxaT7UxCGfnELQdbKju1m+gnVakDhHFmamqGj2wvsPOkTT00UFcviRplsi0lR5DdkBIc5sGHThEBIiBNAH87LAdbVK9WXdyGXWhIyCgHO8+168wtBtENQAQKQYCbPdmMjEzs1tWsWUtWY4Q7PU97LnucjhABIkAEiADLBIKCAqXDp1juPUd3KHQ2wsYaPr6bt27jVhOl9g7X5DGjHbZt3ylKw+7Z06dIoyNbykipSFVQODe2HbbzUN44LjZnGhQYfMnJSTWqV1fBmaAhEwEiQAT4RqBB/Qb16tXjiVbnz59//uy5t89+NTU1nqikcDX27d07YdzYnbt2G/furXDhnAtExKSeni7++lNciLLnghvbDm6hqCuKt5OZM6a/ePECg4QVj6jJKZMnJSclDR1urexhk3wiQASIABH4LQEks5QES/22sbIbaGtrJx5L4k92PYWPd+OG9XPnzPI7eLiHYU+FC+dcYOq1a/369Rk50m7ZsuWcKyN6BbjxtwPWKVOnIW0PoiPxwVekwMAHv4wYYWtjM0L03GmARIAIEAHeEsDLNuKfRLw8xkPymzZucF6xfP+Bg527dOGhevKrVLdu3bi4BLwtfPnyRX5pJCFvApzZdvCE3bhp8+gxY2JjYh48uP/xw8dq1atjFZo86/OeMDpLBIgAEVA2ATjMhAQHe6xdp+yOSD5DANkhPD3WBAaHtm3bVqxM1NTVpWsaiXWYPBkXZ7YdVunad+hgbNwbWc55woLUIAJEgAgQARDAniBPtgWRI2nunNkxcfFiTfCGJdLp06aGBAeFRUS2aNFSfLffhPFj7ewdWrduI76h8XlE3PjbgcjRxMQR1sObNG44e9bMy5cv8ZkR6UYEiAARIALsE0CKeyvLQWYDBojVsEPkr+PkiWFhoQGBwaI07HDPIO8pikmyf/OoeI+crdtFx8YlxMcjnGLf3j2bN21s2LAhEqENHTYMha1UfEp4PnyUHtq2ZcuVq1fh0WxiYtq3X79cFU5IiE+Mj8/11KDBlk2aNsWpz58/79i+7eTJE0X+KKKjqztsuDX59+RKjA4SAXYIvH379vChg/YOo9jpLu9e0p4/HzjADO7XEyZOyrulQM+iiPaY0aPOnD6FpP38CUZWOEyUDle4TBL4WwKc2Xb4K97L2BiftytXBQcF4YGy2tVljbtbr17GKCraqXPn36pODdgngECnvn2Mv6Snt2/X/uKF84cO+o0bP2H5CmdZTZCAGsWCZY/jSFvtdrDtUDi4b2/jq1evIH/192/fZkyfduTIYf+AoBIlSuR6FR0kAkRA2QSQmYI/K2RIdGpuYbFgoZOyR82J/Iz09GHDhr5IS4uOja9cuTInOiipUyxGzp8398b160cCApXUBYn9LQHObDuJZuXLl7e2scEHKQ3nzJ4VGBiAMAuy7X47c5w0mDB+3Ldv344lpTRo0ADJCOFIsWG9Fwx02QgYR8cpsNGllcSFFgMH/Fnszx6GhjiOiDDsxe/d58Os/O3atRMZcNat9Zw+YyYnQ6NOiQARKFeuHFyjeMKhZctW+PBEGcWqgeoaw4cOReV0/8CgChUqKFY4t9IwKAe7kY+fPEbAL7eaqHjvnPnbSbgj0j42Jhp/13V1usKwq1+/vmFPEab2EcF9duXK5XPnzloNGQrDDsPB+/28+Qvw757du2VHh5AobNpK/yB108OHD7y9fbFki80IXx9vhNFItnSR+0ZDQ2PvnlxEyQqnI0SACBABgRLAlsUAM9OMzIzA4BCRGXaYkQGmJiXUSkTHxCHjiUAnSBxqc7Zu9/79+3A4kAb4JyYmYnUapcaGDh022NKKP3kyxTHBChxFSnIypBn+XHVjfqpXr9G0aTOUEvltLygf7LHG3XOtFzKSozG2YnED5DDiEZcH97tHjx6Sz+VveVIDIqBAAnjX0mqqee36zaJFiypQbOFEvXz5slKlSoW7lv9XPX36xMzUpIlmky3btqN4Gv8VLqiGu/bsrV27Nn929guqv2jac2bbwdcK60C4ufEH3tJySE8jI1He6IW7UbBir65ekrkWW58IX/j27Tu+qpUoUbVaNeZ4juSieBfEYjhzqmqVKlg2Y36XFoVLIOr79x84xayoFUg9PJXQXkOjtvRVGrU1UlOvYb81j9LdcL+YPXMmUt4gVoa59snjbFE5bLhaGtlhNI8fPSbbrkDzQo2JgJwEihUrduHSZT4YdnDS9fHed+r0WTlHxM/Lka7fzKRfNx0dvOXygbYyKNWpU0cZYklmQQlwticLV4rVbu7Xb97e5+2LjTky7KRnzqR/v+upqcwRBCU0b9a0dcvm+DRrqgnjjDkeHRU1ccJ4yVWDB5kzbfDv/PnzJMcNDQwePHjAfI2Pi22h1YxpZtSzR0HvFcZ2hEeO9IVwl4TJ+O7duzyk7dm969q1q84rV0le5hCOh/Y5agf9Xf5vHJRYqHkIpFNEgAgoloDkZVKxYgskbffuXR7ubtt37CzQVUJpjM0K4149+/Ttt85rg8gMO3//IwieEMpEqIienK3bea3fCMTHU1KwW3fnzp3ixYs1aNDIyMiosaamiqDPY5hR0bGSswgrefv+o2xjo1698JEcD4+Ikm2DI0kpxyXHDXoY5ioq1wtlD6qpZa8FZmRmSp/KSM/A15Il/11llL0K2z2uri76+gbSSarV1bNLfWdkpP9H1M+v6iX/XXGUFUVHiAARUCyBA/t9YW2ULl1asWILIe3o0cQ5s2YdOnykefMWhbic55ecPnVqkMXA0WPGzp4jQhuof38TQzEWwOX5TZW3epzZdviTj5yNPt7e0A+WwfcfPzIzMpYuWbTQadHESZPzVprOckLg77+z19Xevn2DoAeJAlhmK6GmlodtFxwchAhod3cPaZ3L/ysqe/VOWhR+F59zsfQY6XciwCsCjx49QjQbH1SCJ8aBg+IspRofHzd86JDpM2chewAfUCtKh4yMDCYjKZYh+fB6oKhxiUMOZ3uyq1Y67/f1dZwy9fzFy0+epT1PexmfeLS/ienCBfNRx1AccEU2Cibh8NkzZyTjgpvdhQvnmzbJTkT8q5+9u3dj79Wgx3+2gJlLzp79j1fNmTNn4LTXqFGjX4mi40SACCiWAFIOMe9sihVbCGkIq5RNpVQIOXy7BNlbh1hZLl22XGSGHdIj1K9bG4EvfANO+jAEuLHtEB+wc8f2kXb2TosWS1wvsWe3bfsOeNxv37aVpoeHBHR0dLFEh0eVRDfsp8PTDnEwv9IWmeUTExOMehnDWVu6DSJCsPOCeuQI9WCOY/0P8bZ4uPPB7+dXw6HjRIAIEIH8EwgKChw1yh6uxrYj7fJ/Fc9b4pV+1swZ8+fN2bN3n4gjmnk+C79VjxvbDq70+Fuup6efQz/42nfvrnf79u3f6k0N2CeAsIlRo0ajmNhip4UI+IJhN2HcOLz0O4wazSgzdYpj3dq1UNtboltySjLseF1dXVltZ86a/erVq5G2IxA1gohp6+FDsSk/Y+Ys2ZZ0hAgQAcUSGDtmNF66FCuzENKw6hMRHl6ICwVxife+faNHOaxfvwHJOwWhcD6VRPko7DKjaCgcuPN5CTVjnwA3/nalSpXCDv3jx49kBwz/jxzhk7Jt6AhXBOYvWJiWlubp6cHUE6tWvbrvfj+Jh1x6ejqy1uGtTqLe5UuXMJtt2rSVVRjB0YsWL3V2Xs483HFLrPFcS/VIZEHRESKgcAIrnFeWKVNG4WILJPDjx48DzUy1mjdHYZsCXSiIxngB3rFj+6FDR7p07SoIhfOvJOpMwieean/nnxgnLbmx7VAzFGnt1qxx79Cxo3RVGXjaHTl8CE54nLCgTn9LAKlqNm/ZilCva1evwmhDKVjp5DUbN23GR1oI9tzx+ZXYyY6OQ4YORV3aP4oUadtWm2z6X4Gi40RAsQSwBq9YgQWVlpmZOdTKsmy5su5r/hNlVVA5/GyPgop79uw+7B+ora3NTw0LoZUkcgLv4YW4nC5hmQA3th0GucplNVKsddfpBje7ps2aIqHuyRPH79+/j/8MIvM5ZXlGWegOXs+KqicDdw2Uo2BBZ+qCCBCBS5culixZiqkZyC0NVCD8/PlzQFCwyJZ/kOwTvmihoSFIStWocWNuISuw90+fPnVop3019boCZZIopRLgxt8OQ0Iejfj4RDgivHjxAplQDh30K1KkyKzZcwKDQyU1FZQ6chJOBIgAEVApAjeuX3/w4D4fhjxq9JiQsDDO94UViwIrW8OGWqWkJONPm5gMO1BCihMy7BR7tyhbGmfrdhgYgiXhYoVfUE+2SNGiVJpC2ZNN8okAEVBlAhaDBvNk+HlkxOSJhgVVA+6DQywHIx97SGg451veBVX+V+1fv36Nv8siM8F/NViRHeds3Q4cEVDpYG8XEx2FhTrcQEuXLF6yeBFTjUpklGk4RIAIEAEiIFYCCPnv37cPAgQDgkJEY9ghGLZDu7YR4WFinTVxj4sz2w6lA3sZGSYmxBf989+1Q+zoe6xx79Sx/cOHD8UNnUZHBIgAEWCNwOFDB11dVrHW3a86QrI3Jr7+Vw0EevxFWppp/34otO3tu18ccQZIXIW/xUi5PH+hE3/WegV6e3ClNje2HRxOVyxb2rZt23MXLkmy3K1ycY2Ji0eSM6zecYWD+iUCRIAIiIwAKsaOGTuO20HFxsaMGzO6efPm3Kqh8N4fPHiARYq69eoeOHhIHIYdECHmZtOmjf7+gSLLzKfw2eezQG5sO2y8IoRimLVNjiJ0SIRmbWNz+tRJPiMj3YgAESACAiKAWFRuXaZOnTxpM3yYh+daA4P/1B4UEMNcVb148YKhgR5M5z17vZHYK9c2QjyIxGTXb9zq2KmTEJUnnRkC3Nh2MOkQFftdKsmtZD6KFCn6zz80O0SACBABIiAXAVR9OHbsqFwiFHRxVFTkQqdF5haDFCSPF2JQoaePca9xEyaiViwqKvFCJ/mUuHXr1tevX+WTQVfzhQA3th1ecTp37oIUR6g3Kk0CX/0OHEBCY77gIT1kCISFhhrodUeV6GZNNKdPm4roMJkm/x5A7Tgzk/45PvC5kbRHqTHzAWaNG9Zv3KgBcgdQrblfkaTjRKAQBF68SLtw/nwhLlT4Jahng6QnChfLoUCU1UbuZRdXNzFlY8Vf5OvXUzmkSl0rkABnOVAWL13at3fv1q1a9jcxQS7N79+/I/cSfDIwNlQaVeAISZQCCeCJNsJmeNOmzVB05smTJ7t27rh69UpoWARWYWV7wSm82rZo0VL6LPwpmZZ37tzBWy9CpFFFG2XKtm/b2sfY6FhSSuUqVWRF0REiQAQKSqBZMy18CnoVtf8tgX17986eNWPrth29+/T5bWMBNRBljRAB8VesqpzZdnCtCw0PX+zkdNDvAEIrmFEhugIZ7xo2bKjYQZI0hRCA/T13zuzq1WuER0YxjpI1a9ZcvMgJeacHDbaU7eLunTsoI5Z4LEn2FI4sXbzoy5cvyN7etFkzfIUjTm9jo5Urnen5kisuOkgEhEWA2d0rVqyYsNT+rbY7tm9zWrhg9569Bj0Mf9uY/w2ePX165+6drl278V9V0rBABHJZbinQ9fI0bt26DWrOPEt7eebchfjEozdu3o6JS2jevIU8Mula5RFITk56/PiR1ZAhkggYLLnh2e3n55drp3fv3mnwCzMd+W7CwkK7dOnKGHa4vFPnzlpazZGsARZkrtLoIBEgAvkhcPfu3aFDcnnXys+1imqDdPQDTE281mWnphfNDzKDzJ41c6XziuDQMHEYdieOH++u2y02Olo0c0QDkRDgbN1OogGyFtevX5+mhP8Ezp/L9t3p3l1PoipSOrVs1erc2TO5Kn/v3r0GDRpeu3oVEfUl1NRgytepU4dpeeXyZbzWd9f7P1HZkvX08McAq30NGzXKVSAdJAJE4LcE8L9s+YqVv22mvAb4rz1ihHXW16wxY8cqrxeWJcNvZOKE8UnHjoWGR4pjZ2nnju3z5s5dsnSpvcMolmFSdywQ4N62Y2GQguvi/PlzSJuUQ20YUpJcgMiWefzEcbxHSrcpWqSojq4umuEgVr9ioqPTM9JzCNFsrKnZpEnhgLx8+QIXVqlaVfryalWrnTl9OjMzUzYFANYPEB5xYL8voye87qytbVxWu2GpL+1FGoRUrvwf17oqPz3tnqc9J9uucBNEVxEBEMB/NMlLFCdAZkybisdXWHikunpJThRQeKdYhrS1tUFS/ZjYuBwPQIX3xZrA0JCQQ4ePdO7ShbUeqSM2Caicbffu3bsLF85j+69ixYoM6CdPHrusWhkXG/ft+7emTZpaWllxnol729Yt165ey3EfqJdU79ZN58+fZTyQ2sBr3TrZG+Wv8n+hDY4jgyAGJXFklLTE2pjTosWyF+bnyPv379CsbNmy0o3Llsv++uHDh0qVKkkfT0//8vzZs3r16u0Kj0SeJNh5cLDbtWtn6TJlkDLgw/sPsqLKlfsLB9+/e58fZagNESAC0gTwnx1/rfv17885lm46OrNmzxFN6S083KwsB2ExUkyFYnGTHDriz/mtQgooj4DK2XbIu4GsHN4++5kQJziQ9TDQR+6VatWr//3333Api4uLTU1NRTYm5UH/reT1Gzbl3WaguQU+ebSB5Robn5BHg0KcKlMm24yDq5y0GffxQ3YOlBwGH44UK1YcRUfQksnVDiNvy7btiJzFRgASIpQpW+anqP/kT/n48afB99NYpB8iQAQKRCAjIwNh6Xyw7fJ+NBVoUJw3RqHYwRbmxUsUP3joCLMlwrlK8igADxlcLvFylkcUXctzAlzGUvABjfOK5S9fvNiyddu11BvJKScuX03taWTk6bEGWRz5oB6vdGBWOl+/eiWt1avXr5DyXnZDFuuL2BiSLsKDrVhkLvz8+XNaWhojCs9NaVFItYqvFSv8u57Kq7GTMkSA5wRKlizp5r6G50oKS71Hjx727tWzYqWKR/wDRGDYAT62leEGLaxZIG0LR4Bj206Suxj+GRvWe+3cueP9e1a33vTnQQAAIABJREFU5I6npPTt20+yCYt1pu07dsEKiY6KLBxQEV+FsAmMLinpmGSM2Hg9d+4cgiRkR330aCLqgufIbPzp4yckcIdhh2jookWLYpVU+kJ8hS1IznayMOkIEeA5geSkpKdPn/BcyQKph3piPfT1kBzEx/eAaBwHexkb9+nbt0AcqLFACXBm22Ez1LhXz56GBgAHC09Pt9u8uXOmOk7uod8dpWZZo/nmzZsWLVtKd4cEHxoaGmlp/ymYwZo+fO4InnwVKlQ4cGC/pC7NoYOH4GVsambGqI15vHXzJgw+fH1w/8Fip4WBAQGSEcH9Ljo6qn2HDlhgwEtwdz39hIQEODsyDa6npp49cwaVGcWXEIvPc0q6iYAAnpnMfzquxoJaNebmA57/t8gQV8oopN/4+DhkVh87foK7hyfeQhUikyshyGCHLKQ5Au+4Uob6ZY0AZ7YdylXBDpg6fQaGunv3Lvj+79i12z8wCMaWxxp31sbfpGlTpGGT7g4JdVFxgfHrZ00NQXSEbDVLli6HEWbSv+9+X5/ly5bOmDENK3BDhw1n9F+4cEH7dm3Pnj2Lr2YDBtSqpTFzxvRVK50DAvw3bdxg2MPg2/fvS5cuZxovWpwd0tG3tzFygeKsmZkJ9nbnzpsvCBSkJBHgD4HNW7dzuLAUEx1lbzdy+/adSEfPHybyaOLvf2SIleWixUtEUE8sO4Ndd53Xr1+Jo+KtPNOqatdyE0uBhZ/YmBjEK9jYjADxiPBwlB0zMxuA3wdbWh1NTFT2NCxatPDw4UONGjWCj/9BP78hQ4Z16doVnWIVauaMaTDvehiKIee4wjEOGToU73+LnBaMHTMawvv267fGYy1sPqYjpH2CRx0TV4Hlz6CQ0CWLnNxWu2K6kZehXfv227bvwL9MY4Qq+/sHOjpOmjZ1Co60atV6rZdX7dq1Fa4zCSQC4ibAYX5QBOeOGT3KdbWbaKpvwS9ozuxZ69dvEEFEiPe+fTOmT1u8ZInDqOzHNf2oFAFubDu4YSEVJBLbgjUizJHbdvSYf7NcInIe7vnKm4MG9RsgCch9OJTeu3f61CnsCeLx5O29j7HtWrZsjtRxQ4cNQxVU5ekgaMmAgw9mTU1NTWLVMSOaPmMmPpLRIZYCa7HAi8ZYk5Pd2kBulBMnT8OS/uOP/8fhwoOgp4OUV1kC4WFhenp6qMjMIQG8sx0/eTpH/iMO9ZGza7iRbNu21e/gIR0dXTlF8eFypI9GFAges3xQhnRgmQA3th0MOKzr3Lx507h37/CwUCTa7dz53wyKqdeuVflvSlvFEqlarZrjlKkSmVlZWdJZgvX1DfAjgjc2xUKTlSab9ES2DXMET39Ulf3VWRyH+10eZ+kUESACuRJISUnWbteOW9sOionDsMMr6KyZMwL8jwQGh4hmc9nWdmSudw4dVAUC3Nh22PtHdXmXVc4P7t+Ljo6GZ72+gT4yYvh4ewcGBkx2zN6kY+cHK0/SBWQ2btrMTr/UCxEgAkRAHgLIAS7P5XSthAA2kRwnT4yJiUF982bNtARNBl7sISHBU6ZOE/QoSHn5CXAWSwFP1X79Tfbu3YMEtmu91mNLDlsMTgvnI46S2/sSLndIzytb0UF+1iSBCBABIiB0Aoh7szAfKElfJfThwCdk6BDLUydPRkbFCN2ww1z8XaFCm7YiCWoR+q3Frf5/8Cc0Gnuj8HWT+NpzxQXlZRDbgf/nsDLzowNKqY4bMxrhvb9q/DztWePGTXbt3vOrBnQ8PwTgF7xjx1Y3N2FkZ8Xfv7JwMfxZII5+hEIA/4vhPwAvAj4rjNICGrVrw6eFEyXhP4OajUhUhAB5PoRe/vPjx9t371BSqHA0sjIzL166VKzYnwjtYso5Fk4OXVUgAlg6QfHPQs+apK8d27dbj7DV1tYuUO8q0pjjvz14Z2LcrZDTDtkvUTJVK12LW7f6mjVrNWrcGJrk8w7AY86ghyG8Vn/V/tSpk+/fZldipR85Cfz5Z7HKyvTFlFM96cvx5KpQoWLxEiUUKJNEKZsAbDvMGs8zLJYqVRrPTE7sKuxdIl3RP//vnzFjxqKooLKnIz/yv3/7BtuuYsVKhbDIMd3btm6tXLmyzYgRPBlOfoYs2wZrqL77fYYOHS4U38esr1/xhJT/YX7v/l1ZGnSEIcCZbYeFjfHjxuAd9MKlK69fv9bV6YrcttAJAapweuCwzjTi+Qt0c+CZgswgeVwCl74jhw7l0YBO5ZMA/uhWr1Ejn425bXbr1s1KlSuX4mhxhduxC7R37GBcv55apWpVBIALdAjKVhs1uJD702vDRoS9K7uvfMr/mpV16/YtVAOXDcPPWwLKTlgMHNC3X/95CxYW9Nq8JbN8Ftn4Jk0Yb+8wqnmLFoUwcFnWlukOazr37t6R/2F+PfU6J/oLolPOdh+mTXFMiE+wHWkPTHt274JhB9fgnbv33Lt3d62HMPbdBDHBpCQRIAIiIIAktCgwwO1AkI189959/DHsCk3j5IkTpv37WVoNQQVeQRt2iD6cMG6s5zovJPYSimFX6FmjCwtEgJt1O6zth4aGTJ02fbKjI9QNDw/DU2Pc+Am4O1OSk+Pi4pwWLynQMAraGBXrjxw+jIzqcPJ7/z57w7Rs2XK1NGr1MOw5cKC5CB5eBQVC7YkAEeAzgcuXL6mpq2GBis9KCkI3BO3Z29nOnjN34qTJglA4DyU7d+mSeCwZmf/zaEOnVJMAN7YdktkisRzcVwEdZtaF8+dtR9oxrx3wfkh7kabUyTiekmJrawMfBfRYER4KFSvBeQWdXr16JTQkZMWypVu2be/eXU+pOpBwIkAEiED+CXBYWgDO0Hgs519VPrf0Wrd2xfLlW7dt79O3L5/1zKduyA+fz5bUTNUIcLMnC3c6BEw8e5a9xRAZGYGaVHj/YNAjoXHFChWVNw3v379HxDuMOa/1G2/cunPj5u2klOPHklOu37h18/bdzVu2liihNnzokJcvXypPB5JMBIgAERAEAZdVK3voi+FFF/6Us2fNdHVZ5XfokKANO6yMdOzQThA3DynJIQFu1u1gWg0YOABPDeQrRrJipFbX09PHLRvgD8fQw5L6Y8rgEhwUhAido0nJzKqhdBcIyUZG5dZt2nbq0A5qjBo9RhkKkEwiQASIQD4JLF+2FDWvrYbkFa2VT1GFaLbG3Q2BsSGh4YW4lleXYPlg0sQJqFQeERndpGlTXulWUGVQEyg0LKKgV1F7VSPAjW0HyouXLHv86PGqlc4II3Vf44n7de+ePZMnTWjarBn88JQ3DVgshDudrGEn6RFlKhDh+PTpE+XpQJKJABEgAvkhgCI9XOVdi46KXO3qcuiwP57J+VGVt20yMjJGO9gjMDYoJLR+/fq81TNvxZBRH38rmRLeFSpUyLsxnSUC3OzJgjvuTuQ6efj46aMnz1B7HkdQ0hhFmo8eS5Y/pWEe81qrVi0sEJ45ffpXba5cuYwUyrVr1/lVAzpOBIgAEWCHAHIUc5WTpbFmk8Dg0E6dO7MzUiX1gqe9+UCze/fuIR29cA27+Pi4Nq1aIOhQSZRIrPgIcLZux6CUjkjFghl+kpKOPXzwMO+McfJMAwqdLVrkNMhi4LTpM4x798F+h0QaYmYjI8Lxqorc9GYDBsrTS45rMzMzpkyepECBKigKWaxUcNQ0ZNUkcP78OfiHcVu0XuPnj6D5P378aOAAs7p16/odPMwkyRfccHAb4E+Sm9tq55WrTExMBac/KcwVAS5tOyQZOnbs6OdPn6QHD9vux49/lGfblSpVKiAgyMZm+Px5c/GB51+5cuWgAF7vmBqyeLdDmj2YdwqckuTkZG3tQnq/Pnn8GMG8JVS+wkE77XZIzqnASSFRRIC3BN68fv0Hv0uf8RadRDHswJgPHNDbuLerm7twk9hhxW779m1BQSH5rIHJ/3khDdkhwJltd2C/79gxo2Wr2cLYWrxkqVIHr9mkybGklMiIiJSU5AcP7jMhsRUrVtTQqI0NCGPj3sowpAqdsS856VgzreaKtTWVipeEEwEiICcBlDGUU0LhLodTWuq1a0jqW7jL+XMV8qQiH8LkKVMdHafwR6tCaKKvb4AcDoW4kC5RcQKc2XZr1rjjRcTDY+3p06fnzJ555uz5T58/e3q4X09NZSFAFR6p/fr3x0fFp5+GTwSIABFgCMCqG2BqMn3GTKEDCQjwHz92jOtqd+Xt/ygbEf4ONtbU5KRqsLKHRvLZIcBNLAU2QG9cvz5x4mQsoZlbmKO63NNnT5Fce+269d++fd+4YT07g6deiAARIAL8IbB79y6nhfM50efu3btmZibW1jZjx43nRAFFderrk12Ga8OmzcI17IBi6dLFlGNVUbeEasrhZt2OeR0pXaY0oCOJMWJmb964AcdhHO/brx+y3DlOmaqa80GjJgJEQGUJDB06jPH6ZZ8A8tiZmpoV2nWEfYVz7dFttet6r3WInJAkw8+1Gf8Pevvs57+SpCGfCXBj2yE8FvZcclKSrm530KlduzZ2ZhknDzi90vsKn+8Y0o0IEAElEeAqlR2G4+K6WkmDYkcsk5349KmTcQlHBVqJi8nMpd2ukFF37HCmXoRCgJs9WdCxthnh7rbaznZEZmZmp85dfH18vPftQ9GIrVu2NGnSRCj4SE8iQASIgJwE4KASFBQopxBVvhx5fQeZD4SPWlhElBANO8QUYrmxbx/jhw8fqPI80tgVSICbdTsMYNbsObDqDh30w/vWxImTAgMCJowfi+PIQjRz1mwFjpBEEQEiQAT4TAB/2osWKcpnDXmu22AL87LlyoWGRwgxiR3+DjrYjTxx4viBg4eYjSye0yb1BEGAM9sOeUaWr3DGB5iQe/3U6TNhYaGw87p07VqzZi1BsCMliQARIALyE0BIGT7yyymQhIz0dAvzgaZmZnb2DgW6kFeNEQICfbSaN1+5yoXDHW15mLx//754iRKJR5OqVa8ujxy6lghIE+BmT/bdu3d1a9eaNXOGRBU1dfUBA80HW1qRYUc3KBEgAqpAAMt1KHXKyUizsrKGDx+W9TULj1xOFFBIp8h+P9giu4CQcA07KF+5cuVt23eQYaeQW4KESAhwY9uhFESZMmXPnT1DM0EEiAARUE0CR48mjhnFzZoZ8sa/e/f20GF/7JkIFD6Sz6N05KzZc6G/EPPA7dyx/f79+wKFT2rznwA3th3+K27avOXOnTsea9y/f//Of0ykIREgAkRAsQTgXLVrz17FysyntNatW8Owky7nnc8LedLM78B+ezvbNR6e5hYWPFGpoGpUqlS5ePFiBb2K2hOBfBLgzN9u29YtZcuWXbzICYWQK1WqJK1uT6Neq1xc8zkAakYEiAARIAIFIjBh4qQCtedPY2xkL1nktG/fXv/AYG1t7a9ZWfzRrUCaIJNrgdpTYyJQIAKc2XZlypapW7cePrLqwv9A9iAdIQJEgAiIgMCjRw9DgoOFXv6Bk4lgktidOnkiKiaubt26nOhQ6E5hlSJB9Iu0NKEniC40AbqQTQKc2Xaea73YHCf1RQSIABHgA4HSpbNfa9nXBCn0DAx6lCpViv2uFdLjx48fhw8dgji88IioylWqKEQma0KgPCqhnTt3jqtdeNZGSh3xhAA3/nY8GTypQQSIABFgmUD58uV7GRuz3OmK5cumTXH8/OkTy/0qqrunT5/0MjIsVrw4ktgJzrBDVLJ+d50v6emJx5Latm2rKCYkhwjkQYCzdTvzgQPu3L4lq1mRIkXKli1XvUb13r37WlpZoQSZbBs6QgSIABEQFgEUisV+XNVq1dhXe62nJ/ybA4NDBGcVMayuXr2CVHw9evRwX+MpxCR2xYsXd3Vz19HRxV839mefelRNApzdapqamt+//0AQ+JcvX2rXRp2YusWKFcNXLLnjP8CJ48dRpmLkCBv4KKjmxNCoiQAREBOBBw8eTJ3qyP6IkN3X1WWl36EjzZu3YL93+XtE2fG+vY2trW3gxiNEw44h0L27Hhl28t8MJCH/BDiz7RCE//HjhyMBgTdu3QkICvYPDDp15hwSo8AvYfzEibfu3PNYuw4OIgkJ8fkfDLUkAkSACPCTAHz/fXwPsK9bvXr1bt6+g5BS9ruWv8fwsDAksZsydfrsOXMFl8RukdMCFNWUHwJJIAKFIMCZbTdv3lzE4evp6UsrjSTp5haD1np44BXHxmZEs2ZaiWTbFWJW6RIiQASIwP8IqKuXFCKMHdu3jRw5wsNz7aTJk4Wo/7TpM01MzYSoOeksAgLc2HZv375Ne/68Ro0asgTxlvny5UvmuEZtDcnvsi3pCBEgAkSA5wTwBJs4YRzPleSbevBNnD1rpvOK5cHBoRaDBvNNvTz0QSr+Z0+fMg2QGhqORnk0plNEQHkEuLHtcNMjFD82NjbHwNLTvwQHBTVs2BDHkcro2tWrFSpUVN7gSTIRIAJEQKkEUF+R/ZqtEeHhpv2Fmho3Iz3dxnpYbEw0kthpt2un1NlRrHDY8QNMTRwc7BQrlqQRgUIQ4CZOFi6xNiNsN6z3QtGVvn37V6teLSsz6/bt25s3bbxy5bLfocNv3rwZPcoB3sd9+vQtxKjoEiJABIgAHwggRrJr125sagIf5ZG2I9auW8dmp4rq6/Xr15aDLfAHIjI69u+//1aUWBbknDxxwtbWRkur+eYtW1nojrogAnkT4Ma2g06LFi/JzMxEvWQfb2+JigjR37V7LxJsIuj9aGKC06LFHTp2zHsAdJYIEAEiwDcCCPC/ePFCq1atWVbs7Nmzw4ZYoWYjHJdZ7lr+7hDSazHQrGXLVhs2bVZTU5NfIJsSpkyZbG/vMGXqNMHFfLBJifpijQBnth0cEVa7uU+a7Hj27JnHjx6VLlOmfv36HTt2wmsuBl+/Xv1r129WqFCBNRDUEREgAkRAUQTev3+/aqWz7362wyQ/fHiP56ql1RBFDYQ1ORcunB88yMLU1GyF80ohpjVNOX6SNVbUERH4LQHObDtGM42fP9Ja3rxxAynu2nfooKau/lvtqQERIAJEgIcE/vrrL/YNO3DIkXmAh2RyVSkqMtLeznbuvPljxgop7uThw4ffvn1D/F+ug6KDRIBDAlzadp8/f069du3T5/+UwfH18bl961ZsfAKHUKhrIkAEiAARYIcAksBNcZzs5r5m0GBLdnpUVC+nT2Wv1ZFtpyieJEeBBDiz7Y6npAweZI5MxbKDsbaxkT1IR4gAESACPCeAGE9UxwoKCWXT6QqrR+lfvjTW1OQ5nFzV81jjjo+3736U5Mq1AZ8PDjS34LN6pJsqE+AmBwqIL17shDCojZs2jx4zFvlQtu/ctcZzLZKnI+jdzd1DlaeExk4EiIBACcCTxHOdF5uGHZIJGBv1jIqKFByxrKyssWNG79u7Jz7xmIAMOxTGhCel4GiTwqpGgBvbDnnszpw+PWv2HPj8zpw1G5uzzZo2GzHCFu+7ac/TqE6Lqt2FNF4iIBoCbO7Qwc7o3cvI3MJ84iSBVW748OGDxcAB11NTw8IjUY1NKLMfFhraXacrEu8LRWHSU2UJcGXbZSB/d62fURRYvUMq49TrqfgdtXEsBg3as2e3ys4HDZwIEAEhEvD3P8K+2pMnTuiu191p0RL2u5anx8ePHxn17KGmrhYaHoG8V/KIYvNaLNfZ241cttzZ3cOTzX6pLyJQCALc2Hbly5eHGYeQWEZjDY3aly9dYn5H3hO8jBZiJHQJESACRIATAgiWTIyPx/sqy73DlWWd1wZU32a5X3m6Q9q/Hgb6nTp19vE9ULKkkArdVq5cOSomZtjw4fIMn64lAuwQ4OahAH+Ufv37L1+2dL3XOtQWa9W6ld+BA0+ePH7+7NlBP79qVauxM3jqhQgQASIgPwHUUfBYu479rGwVK1YUlmEXHRXZt7cxEp24r/FgH5ecE2070g5lJ+QUQpcTAXYIcGPbYWwLFi6sUaPm/HlzMzIyRo0e8/LVS62mTZpoNkIGyzFjx7IzeOqFCBABIkAE2CGwc+cOa+vhLq6rHR2nsNOj/L1ERkRs30Y1xOQHSRLYJsBZDpSaNWsdTUrGWh2CZFu0aBkTG3dg/35sbfQwNETNMbYxUH9EgAgQgQISQGGx1i2bnzx9tkSJEgW8tJDNEYJgM3yY0+LF7FczK6TG/7sMiU5cXVZt376zd58+copi8/I2bdvWq1+fzR6pLyKgEAKc2XaM9li6Y37BWrfWMlruVsickhAiQATYIADfkuMnT7Fm2CEb6MABpqVLldbUbMLG8BTUB97YZ0ybGhYWGhQS1rZtWwVJZUlMpZ8/LHVG3RABxRHgbE8WQ3j79i1e5kz69dVu0wrL9SnJyQvmz3vz5o3iRkeSiAARIAJKJICYMCVKlxKdmZkJw66kekmf/fvV1NTY6VT+XlBXd4Cpyblz5xKPJgnCsMNarLvb6np1NH78+CH/8EkCEeCKAGe23Y3r1zu2116yeNGr16+ePXuWmZHx9dvXLZs3GejpvkhL4woH9UsEiAAR+C2BtZ6eMLZ+20yBDZAEtHnzFvv9/FizJuVXHgUzkOtEvaR6WERk1WoCiJDDyoLlYItt27aiFrCwglTknyySIDICnNl2kydPxIsRXO6SU04wie50dbujjGxa2ovVq11FRpmGQwSIgJgI/PjnB8thnsgDioqrAjLszp07a9hDv0uXrsh1AqdqQcz+uLGjszKzsMTYoWNHQShMShKBXxHgxt/uy5cvp06enDN3Xo6QcnwdPHgwTv1KXTpOBIgAEeCcgIAiPTlhhfoNoxzs5i9YiHQnnChQuE43btpSrlw5WrErHD26ilcEuFm3QyVBuDVUzS2PHdKUp72gPVle3SSkDBEgAtkEXr58ySYIPCcTEuLZ7FEhfW3etNHBfuT6jZsEYdghCRfyqjIDR1J9MuwUcg+QEM4JcGPb4d0INlxERFiO8cPgS05OqlWrFudcSAEiQASIQA4Cpib9EBzADhaElzrYjVyyaBE73SmkF1TmmD1r5mpXl4DAYBMTU4XIVLaQ5KRj69d7KbsXkk8EWCbAjW2H3AH29g5Yt58yedKtmzd/fP+Ol6dbt27ha3JSktWQoSxToO6IABEgAr8lAOdgvJf+tpn8DWDY2Y6wRvVF/8Ag+aWxIyE9/YuN9bDYmOiomLh27duz06n8vRj0MFy6bLn8ckgCEeAVAW787YBgytRpr1692rZ1y65dO/F18SInfPCLnb2Djc0IXjEiZYgAESACbBLYu2f31StXQsMi2DEl5R/aixcvrAYPKl6ieGR0LMI+5BeoVAlYSti/33fYsOEoFqfUjkg4EeCKAGd3Nv5TrXJxHTnSLiQk+MGD+x8/fKxTp84Ac3PE+XPFgvolAkSACMgSmDVzxrz5C8qWLSt7SklHrKyGWAwaXLp0aSXJV6zYe/fuDTIfgPoNO3bu5n9ILLRFbY9ixYpZWlqRbafYO4Gk8YcAZ7Ydg6CxpiY+/MFBmhABIkAEchDo2bNnyZIs5ShmulZTVxfKLJw+dWqI1WATUzO8q7OcF6YQiKKjIh3s7QaaWyxf4SygFNCFGCldouIEuPG3Y6CfOH7cecW/jg4uq1ZqNW3SrUvnkOBgFZ8SGj4RIAK8IgCXLFrgyXVGDuz3Nenfb8HCRavd3Plv2GEId+/eXeu1HpkCybDLdULpoGgIcGbbHT50sLexUUCAP1AmJibAyCtVulTx4sWthw+Nj48TDV8aCBEgAgIlcPHiBQR+sqb80iWL17i7sdadnB0hp8FK5xUzpk/b6+1tbWMjpzTWLh89Zmz//iasdUcdEQGuCHBm2y1ftlRHRxcZwDFyvwP74f0QEhoeHRvXsVOn9evWcYWD+iUCRIAIMASQy4O18taLnRb6+vqYmg0QBPyvX79OGD9275494ZFRBgY9eK5z6rVrqBHHcyVJPSKgWALc2HYfP36EQ6ullRUWxvH+Fxsbq6PbvVKlSsgbqaenf/PmTcUOkqQRASJABApKYO8+HzyUCnpVIdrDI8XHxzswMLhu3bqFuJzlS5Dhz2LggMuXLsfExjVrpsVy74XorkLFim3bti3EhXQJERAuAW5sO3hmIMVdqVLZUWBXr15Je/68e/fuDMQPHz788YdweZLmRIAIEIGCEYAvSmBQSMNGjQp2GRetHz162MvIsFjx4mERkdWqV+dChQL3Wbly5S5duxb4MrqACAiZADe2HYLO8CA76HcgIz193969AKinr49/kf0yMiK8sWYTISMl3YkAERAwAfMBZs+ePmVzAI5Tpmo2EcBD78KF84Y9DDp17OS7/wDP87MgHrZNqxavX79mcx6pLyLAHwLc2HYYP/JFIbNdtaqVUXywc5cuWNtHRIV2mza3b9+2tR3JH0CkCREgAipFwNXNvWq1aio15PwMNiI8vF+f3o6OU9w9PPkcNYwivAvmz7MdYTN7ztwKFSrkZ2jUhgiIjwBn+e0QrBQRGR0ZGVGmbFk7O3uQffv2bZ26dVxXuxn37i0+0DQiIkAEBEGAHae3qMjITp07lylTRhBMtm7ZvMhpodeGjWa8j/aYN3fO0aOJMbHxglgKFcTsK1zJFy/Sfvz4oXCxJFCaAGe2HZRo36EDPhJtTE3N8KHpIQJEgAiwTyA8LExNrQQ7/W7ZvGnZ0iVJKSf4b9sh1m3F8mXYXdmzz5v/IbGYPizXLVm6VF2d1VzT7Nw24ugFdeQXLpi3cpWLOIbD21FwtifLWyKkGBEgAipI4NKli+yM2t1tNTLDhYSFa2hosNNjoXvJzMwc5WDv4+2NyAk+G3bfvn2TZKvBPiwZdoWecRYubNCggee69YLIdM0CDeV1Qbad8tiSZCJABARDYNbsOSzoiroISFDsu9+vRYuWLHQnTxcvXrzoY2z0+PGjY8kpWlrN5RGl7GuRbGHaFEdl90LyC00AacDPnTvLXN6ocePWrVsXWhRdmE8CZNvlExQ1IwJGFICGAAAgAElEQVREgAjIS6BevXo3b9/p0LGjvIKUfP3ly5f0dHXq1K0XEBj8999/K7k3ecW3bNlq5+498kqh65VAACHnY8eMNjLscfnyZSWIJ5G/JEC23b9oEN6PZ9nzZ89+iYpOEAEiIDoC+t11Hzx4wOaw+L9jGBMd1buX0XBr663btpcowZIPYkGnAPuwhw76ISq2oBdSe3YIfPnyBb4Hbdu0/vjxQ/LxkzY2I9jpl3phCHAZS8GrOfj06RPMu0x6UvBqVkgZIqBkAqHh4fw3tpTM4D/id+7YPnfuHFdXt2HDh7PZb4H6wmqQnZ3tz6T3egW6kBqzQAAxsPt9fZcuXVy5UmW/Q4e6du3GQqfURQ4CXNp2eOU6c/o00kt+//Gfgtw1a9TUbtdOSVPl6rJqw3ovWeF4C8RBna6dUfcMvxw87K+trS3bjI4QASIgJgIsGHa+Pt6+Pj5BIaE854Y/yXPnzM7Wdv8BPttMyUlJtiOsu+noHvA7pMbXZUWez7VS1UN+Hxh2CxY4oawo8/dUqd2R8FwJcGbbnT9/boiVZa57oAMGDNy+c1eu6sp/sLGmJtaKUeta36BHmdLZRc+Yn1evXiUlHevQsVOpktnB8+XKlZO/L5JABIgAPwkgWHW4tQ0L5WIPHzo4berUfT4+/OQg0Qpv2o6TJ8XFxQYGh7RqxWtXd8SjLFm6zNJqCJT/Sjst/Luxehkb48M/vVRLI85su5kzpr97926yo2PLVq3Lly8vTR0LucqbBORM1kxKsbcbCWfh9es39DDsyfQFwy6pzzFkTq5du7byeifJRIAI8IFAzZo1UflQ2ZqglsPECRN27tqtr2+g7L7kkY+88dbDhuLf2Lj4GjVqyiOKhWvhCMhCL9RF/glgucRjjfv79+9Xubjm/ypqqVQC3Nh2qBuL3diZyDowd55Sh5ercMRgR8fGrfz/7J0FWFRb9//f+3oVuxO7EwtMwEJFQUAaRJGwu8Uk7AITxEIFA0VEBWlEUEyw22tjYCdg3f/33nkf/vyIYebMqZlZPDz38Z7Ze+21PmdmWGfvFUuX2NnajBg5ytNrkWjjhQvUny4SASKgIAEbWzsFJcgyvXiJ4nv27evdu48sg4Uac/vWLTtba22dTgcPhZYsWVIoNaSvi7067IDOnDVb+jB6lWcCKG19IHi/p6dH7dq1ly2ncsQ845e2nDC+3R//+QPH8PXrN5CmGpevwZlz9/Tq0asX0rPRx3bL1m1crkayiQAREAWBhw8fYmOetxggMdf7ldyPMykpQx3sLa2sly1fIeZysqjDwl0QtijemkqoxPlz5+bOmY2q0WgyYWJi+scffyihESqrsjA1UEqWKoVY3chIgYOL8TydcCKxWtVqhv36IYJYZW8yGUYEiMC/BNxmz0xPf0YwJASwE2ZpYY7jk5WrVovZsYO2FStWFPn2p1q9qRBP5eQ4zNrKwtTM/My5C4h0IsdObG8AYfbtQAGPiTbWlnhkdHEdkac2ZsWKlRo0aMAPKU3N2ogd3rVr51w3N35WpFWIABEQigAyK7leOjHxBNpeaWm15XohBeUjmwS/OwJ2ijbsHdGKM2dMj4qJEX8IoIL3QummZ2VmNmzYcNWayzxkIykdHJEoLJhv5+TkiJKh+IkID8/DgtM82fzc8cDh5OSMYOd3797WrFkz/wC6QgSIABGQhQD6oCNPa/+BA7IMFmoMUmKnTpkUFxeHnrbiTIlFRapFXh5bt2zFYR85dkK9T/Ksi5vy9OlTuHS4XrNWLQQ1iUQxUqNAAoL5djgIQFpWgTpJ3j0FvsTdRfTtFn/rbu7MJ8lEQIUJjBzh6u7hUadOXU5tPHw4dPzYsYFBQT169OR0IUWEZ7x65TDE7vfvv5OSTtUQ66MsHDs888fExYm8j60iN0K55sbGRC9YML90qdIJiSeVS3O11VYw387MbLA4oaO48YULFxYvXoJ0Whk1PHr0COJJCxt8/vw5fEM9T08vbID0679+/Xrz+vW3r1+lD6NXRUUA6WOvMzJQFEBUWqmtMqNGjfrP3/+R5TOIVgfFixdnBioy4ri/v3/Llq1kWYjZEgrOysjI2LrFX1+/B2r74YtFtHo6Obm4uLgWL16iSA1//VtzHm0qeMuPUfAWKN10fCLCwg4/evRowoRJ+vr6Rd4RWQz8/uMHviEVF9WiZQtZllPPMbz6dp8+fUKx4mrVq6OgHU5js7OyCoRerly5WpqaBb7Ew8W0tFQ8o8yYMVPGtbKysoICA6WU0Hz56kWrlq0zMl7JKDDPMBSL//Dh/Zcvn5lNp1mCEMA319u3b4r9yevnSxBLlWJRuGtv3ryWRVXcNcZewrjx47AE40+6LOopMgbx7zeuX+/dp0/jxo0/fvygiCgu5uIj8/17toaGfEVY/v79G8rIeHO5UFuFZeLsHi7dy5cvWrdubTxoUIkSJd6/L3QLQy4O+KOG8Yp/Uho2aCTXuuo1GJ8o3n6Qi1qxfNkN69dhxa5dOuHfBf46D3fkTaX8Cz158vj69Wvfvn3N/xKzK3v2BFWqUI7ZXMw6lZyEw2vG02miIAQSTyR8+fxZkKVp0RwCkcePy/5Bxt+b+LjYzMxMlQSI7bqaNartCQoSrXUoJo9QRXnV+56djbuGUDB5J9J46QRw5lC/bm1zM1M8D0gfyeDVr1+/JsTHMZiYZ0qTRg1wyKa4HJWUwOu+gra2DtJju+vqwn2eNm06OskW6Ec3adKkwOv8XKxbtx4/C9EqRIAIcErgzJnT2jo6nHaMRfdCxme4nNqeI1zSJTbk4IGwsKNdunblZ1EGqyBwZeu27Qwm0hQuCJQvXz4uIVHYv8Vc2KU+Mnn17Zo2a4ZfCVxrG1thKcOzRNXiJ48ff/zwz/FE+QoV6tat27NXb0rqFva+0OpEgC0Cnl6L2RJVoJz4+DhXZ6ebt+/y0L6sQAWKvIgOQKNGjkDniZi4hEaNRHeA9W9Ay+4hDkNFC7BIwqo04OaNG/v37/Pw9JKEJZBjp9Q3l1ffTiSksCG8YP68PUGBiCfIoxIewW3t7JYsXY6nFpFoS2oQASIgQgKScid+/v6i9UvevHmDAqLZWdnhEZEiTIlFGzGE3yClw8raRrQMRfjG40Kl58/Tly5ZHHoodPyECYzjTblQjGQyJqB2vh1OKFAzOeX06b79+hsZGTVq3LhChQrAhzwP9COKjopESMqtmzejYuL+pEB4xm8rmkgEhCPQQ08XXVw5Da64fPnSyBEu3j4+os33v3P7NrrEttHS8t+yTYSeU0JCPBw7s8GDV65cjTZFwr1Z1H3lb9++rVvrs2H9ekNDw7PnL1AhMJV5Q6idbxcXGwvHbo23D/ph5LmLqEo1fLgTEj7GjR0THn5s8GBzlbnNZAgRUB8C0bGxnMbYgWT16tV3BwYZ9O0nTqonTiSgJZSzi8tCd09xbsMgaXf1Gm/BI3PEeft40yr0UMiC+fMRhnQo9HC37t15W5cW4oGAMP1keTCssCWQA1umTBlnF9fCBtgPccB7/drVq4UNoOtEgAiImQDXjh1sR69C0Tp26BLrONQBgSUenovE6dgBIJoPkWMn+IcIh1Ruc+aiHDE5doLfC9YVUDvfDo5ddnZ2YS0xwPczfr58KVu2LOusSSARIALcEVi9aqWUEuLcrSseyQg4cZs9C7+Hw44OHTZMPIpJNLl39677wvli00rd9EFmd47Jhw6HDXN0FO0DgLrdGnbtFdi3e/bsaWjoIVS8O3f2LP597949ds3LLw1hdihmg1CP9PRn+V9FaWUXZycUVTY0HJD/VbpCBIiAaAnUqVOnVCn5Kt/KZUti4om9e/bINYXPwcg5RWs1ZHgcCz+u06kTn0vLuBYq0puYirQdkYwmKPUwJBEuW7qkaeOGr1/LVMdbqY0l5QWLt8PTw+yZM3buDICnhduAund4wzkOc5g0eTKOEri7MajJjv7TeLTVat1KS6tti5YtcQL7xx9/YPW7d+4gRBr/XrR4SavWrbnTgSQTASLAOgE7+yGsy8wRiHInOOjcsMmXuyUUkYxmYv90if31OzYuXoQpsRLTcBiio6OjiJk0lxkBHFX5+fmuX+vTuUuX2PgTVOeLGUblmiWYb+fhvjAgYMe48ROGODjgSxPUdPX0xowdt27t2oaNGiOngTuOI0aOQkXTjRs2oDT21atXchZC3RNkvUGlTp07c7c6SSYCRIBFAkhvb9CgAR7JWJSZR1RychK+o5CAhSgx7lZhLBllyexsbbS1tf02+4st5zR4/74Z06ddTL0kWo+TMXZlmYjHEtT8yvz2be36DaamZsqiNumpIAFhfDu0iNm1M8DWzn7J0mUwoHiJEvgvmswuXbYcZTYPBO/n1LfDWh06dNy+IwDhKeisImnoDscOxVCKFSumIFCaTgSIAJ8EZkybusnXr2atWtwtun/f3mXLV3K6L8hYeRQTQUrsqNFj5s1fwKmDK6+GWZmZs2bNCD92zG/zFnLs5KXH1vhJE8cfPXJk6rQZY8aO1dDQYEssyRE/AWF8O7hTOPvX1dXLDwhdcYICA/Nf5+IKYkjhUOKHC+EkkwgQAR4IIB6c61U2+W7meglm8rf4b17k5bnJb7MI92MWLlzw119/JZ9OqV27DjPraJbiBFAXGjFOlStXVlwUSVAuAsL4dtgkQweIx48f5YeFAtklS9LjRX4wdIUIEAEi8D8CCFOGVxe4e9fBkNCu3bqJkAuilkuUKCGqrUQRUmJdJWyXBh8INjYeVLVqVQhH0VbWlyCBSkFAmDxZOHb9DQ19N206fepUbkwouRkcHIymrkrBjpQkAkRAKAIIgOM03Q9p+7mrRQhlZoHrokssMv1DDh48HhUjKscOTQ6uXftfZVCcAJJjV+Dt4+gi3P2DB4J1tDtiNzcrK5OjVUisshAQxrcDHSSrYqPY1MTY2GjA8/R0nMP26qFvMdiserXqqKaoLPhITyJABAQhMH3mzCpVqnC0NJ45u3XpnOOmcLQKM7FPnz7pa9AHlfxOJp9q2rQpMyEczXr86FHIwQMcCSexUghcvHChfz+D+fPnzXabk3wqpU6dulIG00vqQEAw3w5vPnw3TZo0+dPHTwB948b1jNcZ6AMWF58g2UxWB/pkIxEgAswItGvXnqOaq6dOJdvaWHktXtKxozYz3biblZqaCseua9duoWFHRBgo3LJVK0+vxdyZT5LzE8AGs6uLs4mJsZ6uXmraZapFnB+Rel4RJt5OwhqP3e6eXvhVT/RkNREgAvISiAgP79uvH3cZf68zMuxtbRYtWers7CKvblyPx4nb5EmTFrq7o1YU12vJLh+JcWg2P3Xa9HLlysk+i0ayRWCRl9d//v773PmL9erVY0smyVEBAkL6drdu3tyxY/sgE5OePXsBpfea1X/+WXzEyJGlS5dWAbJkAhEgAqwTOH36lH6PHtz5dpUqVz4Wcbx9+w6sa66IQIRSrVi+zHfTxl27d/frb6iIKHbnXjh/foSrMyq9I4SaXckkTUYC/lu2yjiShqkVAcHOZNHQWk+32769e7KzsiXEnz55gm6Dut26vHr5Uq3uARlLBIiAjARQAhNZ9jIOZjDszz//FJtjh8zHES7OaOseGR0jKsdu965dOAp0dnHduy+4ZEkOu70xuI8qPCU2Jlq3e9eY6GgVtpFMU5yAML4dHkMXLljQsmWrK9duIGFWYobPuvVR0bHIffPy8lDcMJJABIiAyhAQbcoq14Q/fPhga2N96/at41FRrVu34Xo5ueTXrVf32LGIKVOnUT6sXNwYD75z+7a1leUIVxc7O/veffowlkMT1YGAML7d+/fvUcfOxdU1T6YbChc7DnfKUxhFHW4D2UgEiIAUAt26dIKXI2WAIi+dPXNm2tQpikjgaC5q//Yz6F1CQyM6Jq5uXdFFU/Xu3YfaM3J06/OIffnixeRJE3r20KtTu/bFtMsTJ02mQ3B+yCvvKsL4dqVLlcKj3h//LWD1MmXK/Pz5S3mBkuZEgAiwTgB/zypWrMi6WAg8d/YssmK1tLS4EK6IzOioqF499CytrA8cDBFPmsL5c+fgZChiF82VlwBa3ml3bJ+RkXEy6RROt6pVqyavBBqvhgSEyaVAQ2udTp22bvE3N7fI/ZWNty9ywdD0Wg3vBJlMBIgAzwTOpKTYWFu6e3giaAyBIjyvLmU51PucNXPGosWLXUeMlDKM/5fatW9fty7VTuMVfO06dQ4cPKSrV0CLTl71oMWUioAwvh0QeXh4mQ827di+rY2tXZMmTX79+oVggoiI8M+fv8xyc1MqhqQsESACnBCYOWO6h6cX9vI5kf6f/9y5e2flqtX2Qxw4ks9A7O/fv7083QN27Ajau7dPHwMGEriYkp7+TNIWFhnKtTQ1uViCZOYmgLrZ2PWQHMTr6/cgOERAXgKC+XbddXVDQg8vmDfPf7NfjtJw8nbtDhJbyLC8TGk8ESACrBDQ09fnNAHTycmZFT3ZEoKeXaNGut64fj0mNr55ixZsiVVETnZ2tqeH+66dAbfu3OM0Q1kRJVVpLmoRo2Td0aNHtm3bIcIgS1VCrdq2CObbASseRxKTkpEY++TJk8+fP2nW0mzarBmlXKn2G46sIwKyEzAzGyz7YGUf+eL5c3s725KlSsbGnxBJb5779++7Ojv9+PkjPiGRHDuu32DIFvLxXr11y1ZrG+vUtEuamrW5XpHkqzCBArIZeLYWkaEIsOvVq3ez5s3JseMZPi1HBERI4PLlS9xFv6G9IbwosVmdcvo06n0i7TQ8IlIkjh0QbdqwHiolJCS2aNlSbMRUSR+EJG3ftlW7Q7u01LTo2Nh16zeSY6dK91cQWwTz7T5//jx92tTmTRtXrVyxUoVyuX/xpCgIC1qUCBABMRBY7OWVlZXJhSbJyUmG/fpevXqVC+GMZR6PiEBKx7jxExD8h+LJjOWwPhFZmavXeCP1jXXJJDA3gc1+vlu2+G/Y6IueKFpabQkOEVCcgGDfI3PcZqHSeoMGDbp1656n6XX7jh0VN4wkEAEioKQEEInLheaRx4+jq/pGX1/DAQO4kM9MJgKOPT08oJWFhSUzCezOQtrEjev/v6Q8u8JJWoEExk+YiN8CX6KLRIAZAWF8u58/fx48cGDwYPPtATv/W1CVO2bG0CwiQASIQIEE0NkCaQrYhRKJCwUlcRI3f97cA8H7Qw+Hde3WrUC1+b/46eOn9Ofp/K+rViuidP/SJYvbtm03avQYtTKcjOWNgDBnsl+/fv3+/Tt6I5Jjx9udpoWIgJgJoPaHQe9e+FrgSEnU8b96/eYQB7GUO/ny5YvDELuY6KiYuATxOHaA37JVK2dnF47uAonNzPy2csXyTtod4UP3NxTR/jHdGhUjIIxvV6FChYYNG965c0vFaJI5RIAIMCOAx7yt23eUKFGC2XRZZuWJ/ZBlCkdj7t2711NfF8JPJp9u3LgxR6vILhbJK3A0szI5iXGUXQ3VHomnF3SY0OnYMfzYseCDIbuD9iAkSbVNJusEJCCMbweDlyxdvm3rVoTc4R0voP20NBEgAiIh0KhRI5Fowqka/+ZzGODUYs/e/WXLluV0LVmEBwTsMBowoE0bLcqZkAUXszF379zBtrSnp8ecufNQ+UtPT5+ZHJpFBGQkIJhvFxV1vFz58hPGj23csH6Hdlq5f2fPmimj9jSMCBABpSaAWic7tm/jqOJJXGwM6kqI6ukRxtpYWy308Fy+YmWxYsUEv3cL5s/DEWHwwYPwOQRXRoUVyMrOMjUzS027PHTYMIpEUuEbLR7ThMmlkNjfEkWTWhRQNql69eriAUSaEAEiwB0BOF6oXg7fjvXaljj5GjVyhP+WrSL5UwpL585xw6nc3n37e/fuwx1SuSRbWllNnTa9cuXKcs2iwbIQePPmzcePHyVn7kibwK8ss2gMEWCFgGC+HcozsmIACSECREB5CWDvarbbHNb1P33qFBy7jZs2mZiasi6cgUCU83Rxdnr86GH8iZNiCLBD1jCSS2BI+/YdGJhDU6QTQOSin5+vj/caJ2cXr0WLpQ+mV4kAFwQEO5PNMebdu3foi4yiSvg8cHQ0wwU4kkkEiIAiBLBdp8h06XMROrY7MNDC0kr6MH5effr0yQDDfvh+i46NF4Njhx3N6dOm8GO7uq2CP2GHQg520tE+FBISsGs3OXbq9gYQj71C+naHD4d21umIeLseerrHjh6Ni4trp9UmNiZaPHRIEyJABLgggA70RgP6cxcJhzaGffv150JzeWWmpqb262vQvn37Q4fDRJKoO8jEZP2GTfIaQuOLJHDx4kXD/n1x8j5j1qyTyacMDPoWOYUGEAGOCAjm2+3cGeDiNLx06TKLlyytUbMmzGvevHmVKlUchtijtSJH1pJYIkAExEBAQ0PjQuolkUTCcQcEdYlNjI2mTJm6yXczp+VdijQBhQORWVLkMBrAmMCZlBSTQUbdu3e/mHZ5+HAnMSTKMLaFJqoAAWHi7bBxvWrFii5dux4LP46wj8DA3UDZtFmzqJjYHvq669ev7a77T/En+iECRIAIyEjgxIkEjBRJmgK+4rw83Ldv37Zr926UO5HRBI6G4VDYebjjt8zM3n0MyOfgCDIKUN+6fbdixYocySexREAuAsLs23348AFNV6ysrCXxvDka42nexMT0r/v35bKBBhMBIqAUBFCU39XZiQtVoyIjHezts7OyuRAur0yE1uFQIiQkJDI6RnDHLiY6uqe+HrpNxMWfIMdO3lspZTzu8vp16zzdF0rGINGbHDspuOglngkIs29XqmRJfBIQc5PfWrQjy8zMyn+drhABIqDsBDQ0Sjo6ObFuReTx464uzr6bNw8YOJB14fIKzHj1ysHB/vev33HxCZJoE3klsDv+TMpp77Xr0LybXbHqLA2bsodDD7kvXFi+Qvmly5arMwqyXbQEhNm3QxZbp86dt2/b+vbt29xokDoXGnoIcdCi5UWKEQEiwJgAAux69uzFeHphE3181sCxE4P7cuXK5V69ejRo0DAiMkoMjh2IuXt6iYFMYfdO6a6npaUOHNDfbfas6TNnJiWf5uL9rHRMSGEREhDGtwMIDw+v9PR0Pd1uq1auwBHt2TNnPNwXdOvS6fOnz7Pc3ERIilQiAkSAGYFfv34lJp5gNleWWTGx8WJwX45HRBgPHODoOHzL1m0lS5aURXOOxiCuf9/ePRwJV1uxKFI4etRIJMd07doVCRNOTs50xq22bwbxGy7MmSy4dOvePST08ML585cu+ae045EjYfhvkyZNgvbsa926jfjBkYZEgAjISODbt2/79+3r1au3jOOVcRiaic2bN3flytXDHB0F17+WpmaeUGbBVVIBBb58/lyrVs0LqWmamrVVwBwyQbUJCObbAau+fo8TJ5PQmOXx48efP3/SrKWJVFnWWw+p9v0j64iA+AmUK1dus/8WdvXE90bVqlXZlclMGnYl58+bi3InB0MOiaQHfIN/f5iZQ7NyE/j58+ezZ88kMOExe3guIj5EQCkICHMmi0PYShXKTZwwDozwBY0AOzzTN2venBw7pXjTkJJEQFgCKHvetk3rPNG6gqj05csXezvbeNSOi0sQ0LFDdP/GDes7d6JIZTbfBRHh4d27dRk3djSbQkkWEeCFgDC+HXLF0Xvn5o2bvNhIixABIiAAAWytofEM6wvDsRs/duyOgJ0odc66cLkEom5c/34G2VlZcOwEbCYGH9fO1nrTpo3ePmvl0p8GF0YAHSaQMDFp4ngE1R0OO1rYMLpOBERLQBjfDji2bt/x7NlTTw93FD0RLR1SjAgQAcYEsCWPzkuMpxc48dzZsxPG/ePYCV7uJDk5CXXjDPsbhoYdEbaw2RB721+/fiefShFw47DAm6WMFx88eIA6z+gw0aVLl7TLV8eNn4Cqq8poCOms5gQEi7dbsngxukmu9fHesH4dwnFy3wa0O9yw0VfNbwyZTwRUgECpUqXZtaJV69axcQn4L7ti5ZUWeihkwvjxc+bOnThpsrxzWR+/b/8BdKqlgBbFwaIIl273rmZmgy9cTK1Tp67iAkkCERCKgGC+XYsWLcqVLVug2a1aCfzFXaBWdJEIEAFZCHz8+NF/s9+s2ZxUMsJzoLCO3T/9EleuwBPp9h0BA42MZAHCxRicd2dlZUr8j8qVK3OxhBrKrFat2tVrN/BfNbSdTFYxAoL5douXLFUxlGQOESACIPDnn3/Wr19fJVFkZWVNnDAe1eOOR0VrabUV0MbEEwkIsxs9ZqyAOqjG0rEx0ZGRkTmhiuTYqcZtJSsE8+1yo0dNSDwNly9fnu4HESACyk6gTJkytnb2LFoRFBj46tXL6TNmsiiTgaiMjIyhDva/fv6KTzgheM8JK2sbBibQlNwErl69Mm/OnJs3byxw9yAyREDFCAiWSwGOFy9csLayrF+3dr06mnv3BKGqO0p+4/OmYojJHCKgDgRQ5u3Ro0esW4qawHPcZnXt2o11yXIJvHQprWcPvcaNm2DHTijH7uHDhyh0IpfaNLhAAuj5ixzY/n0NtNq2Tb10BcmwBQ6ji0RAeQkI5tvFx8cZGw24du2qja2dpJZB7Tq1kaOEpj03b9xQXqCkORFQTwJoITh3zmx2bd+9a5f7wgUHQ0J19fTYlSyXNFSvMzMZNGSIg6/fZqGyJtG5p3dP/efPn8ulOQ3OQwAHROiE1KF9W+zCJp8+s3TZcmFznOkGEQGOCAh2Jus2a2bDRo3i4k+ULVsW1QRgXrt27ZNPp+jrdl+9auWOnbs4MpjEEgEiwAWBevXq7d0XzK5kHMUeOHioazchN+22+G/2cHf39vGxsx/CrnWyS5sxfRoyc339/I2MjWWfRSPzE/jx48eLF8/xtNBdVzf/q3SFCKgMAWF8O2TS3b9/H+kUcOxyo0TCl7WNdVRUlMrwJUOIABFgTGDmLJY3AuXSBP2m5rjNPhx6KHo+9x4AACAASURBVPRwmLD+JaoKJJ06TVU55Lp9uQcjWkDSN6xEiRJUYIsxRpqoRASEOZNFJh0YFXi6gT3zT58+KRFBUpUIqDOBe3fvujo7qR4BfAvZWlslJZ2MS0gU1rED2xEjR5Fjx+w9hrAfhHH37dMrOzubmQSaRQSUkYAwvh0y6Zq3aIH0N9QUyE3t27dv4ceOUX07ZXwnkc7qSaBR48YLPTxZtB29WQXvVXP3zp1ePfQ0SmoknDgp2e9h0UAZRW3d4o88EhkH07D8BJAwMXnShH4GfVq3aXMh9VKBWwn5Z9EVIqAaBITx7cDObc5cpMQiU+nggeBvX7/dvXs3IGCHQZ9ejx8/njJ1qmrAJSuIgMoTKFasGIvV7DZt3ODq4ozCvAJyQ/k6pHn16t1nd+AePIUKpYmllTUVOmEGH3sEK1cs79ih3YsXL9GKbfmKlejbwUwUzSICSkpAmHg7wBo82DzLL3PhgvmjRo7A/wbs2I7/osTdlm3bqSuikr6ZSG31IYDCuUiBwqeYRZORROXnuyn8eCSLzqK86oUeOoTEBXcPD0HKAqMNY3r6s7p160Ft6jYh773LGd9Dr3vZsuX27Nvfs2cvxkJoIhFQagK8+nYfPnz4/PmT5Jvr+fP0AQON8Gx65cqVJ48fffr8WbOWJiodCPigrNQ3kpQnAnwSwLHpq5cvWVzxxo3raOR16PCRNm20WBQruyjU58PgNatXBe3d26ePgewT2RqJM8TRo0Z++foFDXPZkqmecoIPHmrYsOF//yvYqZR6YierRUWA13f/Oh/vvgZ9JPZbWVqg6WTx4sV1dHQsLK1QPbK/oSE5dqJ6c5AyRKAwAqh4wu7OVuvWbe7c+wvfBoWtyOl1tMYZ6vBPiRNs9gji2CHKUE+3W9lyZVHzhVNLVVL47Vu3Jk4Yh70DiXWNGzcmx04lbzQZJTsBXvftataq9TojA/GtlStVxkNqYuKJrMzM/Loi9JUCTfJjoStEQHACSGPPzsoqWaoUF5qULFmSC7FFyrx3756djVWLli0xUqjMiWVLlyAE2cX1nwAV+pGdwJvXrzF4kPFA/Mkoxc3bUnZlaCQREA8BXn07tKDYuTMAteYl9r89c+bsmTP5WVhgH4+6JebnQleIgNAE0CcQJ6e7g/YIrQhr68MihyF2AwYOXLXa+9S/RdQF+UGlFUHWVd5FERWADmy7AnZs9PWLjIqRuObKaw5pTgTYJcCrb4dkpTNnz6NwMZ7+Dfv3NTIynjylgJRYlJdk10iSRgSIACsEOnXuzKJj571m9ank5NCwI6zoxkBIaOihiePHzZk7b8LESfhSYiBBkSmnTiVXqVylZatWighRz7m4cXPnuCFE23/rNrSaaNqsmXpyIKuJQGEEePXtcAKb/f17hQoVoM206TMQ7iqSXn4Io46Pi3v16lWDhg06d+5ClZAKe7vQdSLACgE4UsiRDwk5ePRoOCsC5RWCjFQ4B/v37Q3au6937/8FAcsrRMHxyDUuUZyeY5lQPJWU5OnphYOgnz9+SFpWMpFCc4iA6hLg1bdbsWL53r177ty9D57r1vqYmQ2GI8U/23fv3qGVEDYMypQt4+LiijQOS0vzlNOnJZogjXdXYGCHDh35V4xWJALiJHD58qXoqKjZbnPYUg87dgcOBB85ckyQHZfMzG+jR468detm/ImTiLtnyyh55eALUN4p6jz+9evXVatW/eOPPwDBe+06dUZBthOBIgnw6tvVqFEDuRR4Xq9cpcrbN2/OnT27dq1PfhWbNW3GXUtsPK9bmg/G36p27dpjuw5OXkR4OKqVjhk7rkvXrmighHAiezvbtEtXSpcunV83ukIE1JBA/foNDAcMYNHw9u3bR0XHYueeRZkyikIBOTsbmwoVK0THxvNfQw4Bx1cvXybXRMabJRmGxLvly5ZiXyDxZDLF1cmFjgarLQFefTukSGzfthXO0/8+sRkJJ04UUMkJuRTc+XaoNQDHbo23jyQlDeVSlyxehAfoZctXSLTS1tGB8xcVFQk11PZtQYYTgdwEECnLbmV/g779BCF86+ZNO1tr7Mr7+fuXKsXrw9v79+/Hjxtz6dKlrdv+qdNOP7IQkCRM4E8GSp+eSEwix04WaDSGCIAAr75dtWrVzl9Mw3Pzz5+/rC3N+/brX2CJLE6r3N2+fRtF9RyGDpPcfnh48O36GPTNeTegulW5cuXwN+A/5NvRR0S9CSAgDJ/Wtm3bqQYG9KoeO2bU9JmzJk+eIjna480uHBf07qnfqFHjpOTT+BrkbV3lXQgRmQeC97u7L0TCxL7gA/r6PZTXFtKcCPBPgFffDubhK7VOnbr4x/yF7ugsxH81KSRVwbfLScVFYgfyOfIczZQqXVpSpJ7/+0ErEgHxELh/7x7KFLHi2+FP9fp16wwNDYXaetniv9nD3X2Nt7f9EAf+CaOU7rbtAR06dkT7Xf5XV8YV0aLj5MlEDw9PO/shPDviyoiLdCYCeQjw6tvBr0IXZ1QoRSKqgUFf+E+oh5L/lpQoUZy745KWLVtBhyNHwiStMPFV+/Dx09w6pKamIryjRYsW+RWjK0RArQggAhW/ipsMx27mjOkx0dFW1laKS5NXws+fP2fPmnn0SNih0MPduneXd7oi47OysvAkKfHndDp1UkSUus1F4g4iZ3CEom6Gk71EgBUCvPYcOxRysEG9Olu3+EP1fn374N8F/o4fO5YV2woUYtC3L3YORrq6DLG3xRlN7jFXr15BYMdQB/vqNWoYGQ8qcDpdJAJEQC4CcOxmTJ+GNNtjEcdr164j11zFByO50thowKW0tORTKTw7dlB+wfx5ERHCFHlRHB3PEhAAgPAY9AiRrIv8ZXLseL4FtJwqEeB1365V69ZTpkzV1v6nZaSj43BsjxWIso0Wh83CcRobFnYUpa3i4mLLlCk7yMQkRwfv1auxn4dGmQG7dpctW7ZA3egiEVB5ApHHj6Mf4IqVq1ixFKnx169fCz8eiRgMVgTKLgRtRpE5odW2rf+WbYKkva9avUZ2bdV2JBImfDehx8Q6/GkYMWKk2nIgw4kAiwR49e0QuJMTuzN23HgWzZBLVI2aNbcH7MQUnJjknjhy1OjJU6dCQ4qJkYsnDVYxAih30qNnT7aMwi54dEwcW9JklxMVGTlyhMv4CRNxusdnwNajR4+ePn1Csf+y3CmkmOzft2/RIs+aNWqi30mvXr1lmUVjiAARKJIAr77dq5cvb92+VaRO1atVxw5fkcMUH5CnNznS7BWXSRKIgLITQOA/p7nqPPBB4czVK1es37ARval5WC5nCYR5TJwwztnFlXy7IrEjsnnm9GkvX710d/dAhwm864qcQgOIABGQkQCvvh2q2Y0dM7pIzVBYTrKvVuRILgbgNOrpk6foHS57qQL0UsvKzi5MGRTBR+7Iz58/Chsg/TrClX79Qjg4w+nShdOrnBFQvruGeNPHjx6ZmJopzgT7Mc+ePUN4g+Ki5JWAhC1EuaGM5eGwI8hLlf2DI+kni0+a7FNy6waTvTw9D4eGePv4gCEzIfIaq9TjU1JOGQ0yHj16TKlSpX7//oVfBuZIOOO/f//9m8F0miIIAfxFw7qKf0ZKlNAQRH+lWPQPPjtk46gCz2oSLugDuGzpkg8fPqC2XGvs0v3xx5vXr/fuCdLUrL3R17d9+w5C4bO3s8FpDk6ROneRqR8aHLtGDRvAgZOiMOppsXjIJWUheokIEAEiQASIgDoQOHf+XL9+hjo6/0Tw008eArz6drnXnj5taurFixGRUblPf148f95DX3fo0GHunl5C3Sok8yJXa5ijo+w5fZ8/f5ZSD+/QoYPz5859mv6cmUVnz5xp2aoV6vAxm06zBCFw+lQymh+ULlNGkNUFXBQfBLfZsy6cP7f/wMGaNWvxqcnTp09dXZwQ0bHJbzODzwuecpOTkjp36YoaTXyqrSZrff/+fdfOgPXr1q5e48Ni/7of37+fOXMG4TQUJK1Eb6TMzMyLFy7o91C0HnU7La1dgUHk2xV463k9k83RAMceQYG7V65ekyesp5ampsPQoWFhhwX07dAYrUBSUi5Kz9VHrb7s7Ow//ywuRYKUlxAGXqzYn4ynS5FML3FJQGnuGp5MkFQkewSCdGg+3t6nT506cjQcn2XpI9l9NSnp5PBhQ52cnFEUndmfeckJBj5pcn3WVq1cgbJKHTtqs2uOKkkDWHylL/L0QJ34rdsD9PT0WbTu799/QxpuGbObzqImJEp2AsWK/RNiJNcHrUDh378XGgpV4Hi1uiiMb4c/J3iMQ4RKftZ//MFfRC2OU1+8fPnx4weoUb58hVq1anJXMzm/pXSFCIiBQHRUJHa8pk6bzooySCNAI8Hy5cuzIk1GISEHD0yaOHH+ggXjxk+QcQpbw/r261evHt+1XdhSngc5Z1JSFsyfm/78+YIF7nb29pQwwQNzWoIIgIAwvh3afKHzWNDu3dbWNrkryV27dnVnwI6BRsZc35v4+Di/TZtOnUrGjlrOWqggr6urN2bsOBaPDLg2hOQTAQUJWFnbKCgh9/SqVauyKK1IUdgTWr5sqZ/vpoCduwT52OLkvUgl1XaAj/eaVStXjp8wYcrUacqeea22N5EMV1ICwvh2OGdc6O6OjoE62h2MjQfVrVfvy+fPV69eTYiPq1KlitucuZzSXLpkMU5S4Ml169YdPSpwGgV9UL/+7p07KSmnkSc7YeKkRYuXcKoDCScCREBBAtj+d3F2evzoYWLSqUaNGikoTcbpb968GTNqpGZtzfUbNsk4RW2HIb7F3n5IzVq8hl2qLW0ynAjkJiCMbwcNrG1scQDq6bFwx/ZtEoXwYDdsmCMKjXL6XYBS9atXrTQ1NVu3YSO2D/O8G/DXYtrUKSiRbmFpSU/k9FFRYQIHgvcjS33U6DEK2ojgismTJmLPTNKgWUFpsk9/9uypnY1NpUqVomPj8V/ZJyoyMjk5acyoUdra2p5eixWRo6pz8WbA93nrNm0k5f0EKYKjqmzJLiIgFwH+gtvyq4V+XxdSLz149CTp1Om0y1f/evjYZ916Th076JCQEI9gaWTS5Xfs8CqyIjZs2Ij2RPFxAlTSz4+IrhABjggYDhhobmGpoHD8LXcaPuzmjRs8l+pNS0vta9CnXft2hw6H8ebYYcfOzsZ6xqxZ6KDA26IK3iDepuNw/PDh0K6dddBngkGSMm960kJEQE0ICLZvl8MX35J8flHirxHSc1Ats7AbrFGyJF7NHYdX2Ei6TgSUl4Dif4CRCwXHLv1ZetjRY3x+hKOjotBMDHGxc+bO47OZGEIJ8fyZp5mN8r4BWNT83Nmz8+a6PUtPR8KE/ZAhlDDBIlsSRQSYERBy346ZxgrOate+PeoMoy91YXK2+G9++/YtHcgWxoeuKzWBK1cu59QPV9AQlLJr2rTp4SNH+XTskDbh7DR8jbfP3Hnz+XHsgOvLly8SVuTY5XnPpKc/cx7uaD7YrGev3qlpl1HBihw7BT9WNJ0IsEJA+H07VsyQXQjaUffrb+jp4R4REW5kZNyocWPJBsanT58ePngYHR2JpP0ePXqi55jsMmkkEVAWAjhY/M/f/5QEU/wH2Uh8hp2hKOasGdOPHTuKZmJdunZVXH8ZJRw7GlbW3qF5ixYyjlerYUknT+KY4/zFi6h7oFaGk7FEQOQE1M63w7N+YNCeFcuXbdu6BaWx89we5HMgSXbevPn09CnyNy6px4yAgUFfZhOFnfXu3TvsD2W8zohLSKxfn9d6ch6ei4S1XWyrw8nGcXyJEiWgmP0QB/yKTUPShwgQAbXz7XDLNTQ0Frp7zJw16+qVq48fP0L1E1xEMA1qkLZt147qMNGnQvUI/PjxTyF47LQpaBo6WBwKCcHRm4Jy5Jp+6VKawxB7pGsEHwzh51R03949eAi0sx8il54qPzinw4SFpdX8BQtV3l4ykAgoLwGBfTs8/z169AhBG5qatatXrw6vS/I4yANQVGDByQ6fhzs8GEVLEIECCaxb64PsbwXbNsCxG+ow5OOH90McHPiJdYMtMdHRI1ydXUeMXLDQnYfd9K9fv04YPw6FNnfs3FUgSbW9eOH8+blzZj9+/BhlqhyHO6ktBzKcCCgFASFzKQICdrRs0Uy7QzvTQcaxMdEnExNbNGsSuHu3UoAjJYmAEhGYMXOWgo4dnB4Lc7PsrKwjxyJ4c+w2+/k6DXdctXqNu4cnD44dbqiVpfnz5+nJp1MQmKtE95dTVfHsPXKEq6npIP0ePVGsCn624hvAnCpMwokAERDMt9u0ccO0KZObNW22Zeu2unXr4U5otW2rrdNp8qQJ8XGxdGOIABEQFYG9e4IQaLVn337s//GgGNZCFfE1q1chc8LWzp6HFSVLjB07/lj48dq16/C2osgXwrdxZx3tnz9+nD13AaEsuVtEilxzUo8IqDMBYXw7HMWu9fHu2bPXkWPhaFBRusw/fy0QIr1vf3CbNlp+fn7qfEvIdiLAFoGgwMCoyEhWpI0cNTomNr58+fKsSJMu5OPHjzZWlmfOpMTGn+A5asLUzKxYsWLS1VOrV9t36BgXfyJg126eU1jUCjIZSwRYJyCMb4dmR6jFYDZ4cJ5zFnSMQPGRhw/+Yt1OEkgE1JBAly5dtNpqKZfhaOvcu6c+nvfiExIbNGjAg/KW5oOxKA8LKcUSSJiICA8PP3ZMoi0afLds1UopNCcliQARyCEgjG+HXFR4dZ8//68iaO77Abfvx4+fdIeIABFQnEDTZs0UOV5EdWJJgq3imsgo4eyZM0YDDfsY9N25K5Cfw18otnX7jmbNm8uooWoPu3jxYv9+BtOmTaHNS9W+0WSdyhMQxrdDPmz37rqbN/sibDk34qdPn4QcPMDzKYzK32MyUN0IYBcqzyeLAQFU8zbsZ+DjvYbBXGZTUHLS3NzM3cNr9RpvbOEzEyLjLFQ+QoqAZHDlypVlnKXCw549ezpq5IhBxgP1dPUupl4aaGSkwsaSaURA5QkI49sBq9fixR/ef9Dt1nXe3Dnv3r49cSJhyqSJ3bp0xlbBrNluKs+dDCQC3BFITk66dfOmIvJRK3iQ0cAKFSpOmjRZETkyzsU54CIvTy9Pj8DAoGGOjjLOYjwsPj5Ot1uXkIMhjCWo0sRv374tmD+vk4729+xsJEy4e3qVK1dOlQwkW4iAGhLg9uFYClA0bI2IjPTy8ECZA6RWoIoVBmtra/usW48mlVIm0ktEgAhIJ4AqFdIHFPnqUAd7BFoF7d2LjlJFDlZwQFZm5tgxo9PSUqNj4rgO7cIR8+JFnju2b1+6bAUPTqSCZPiZfvXKlbt37yA7WEdHh58VaRUiQAS4JiCYbwfD4N6h0fj379+fPn36+fMnzVqa1WvU4Npgkk8EiECRBMaNm2DQ1wD1vYscqeAAhGHY2dpUqVwlMelUpUqVFJRW5HRUSr929RrWaty4cZGD1WRA127dgrvRFqaa3G0yU10ICHYmmwMYjSjwPdu+fQdy7NTlTUd2ckMAJ2thYYdZkT3IxIQHx+7atasD+vdv1ar1gZBDPDh2IIMzgdCwI2ru2N24cd3KwnzYUOqoxspnhYQQATES4HXfDgevSxYX3Xi7j4EBytCLkRbpRARETACBqry17FMcw8EDwZMnTVro7j5m7DjFpUmX4Ltp49BhjvwU55OuibCvIsNm6ZLFhw4dGjVq1IyZs4VVhlYnAkSAOwK87tv98cd/kFpf5A9vHY24w0qSiQD/BBACjwx0ZusieQLJTF++FFCWiJlAKbOQObF82dLp06bu2r2bB8cOmgCLmhf1+Pz5M7JVdDp2/PTx0+mUs55eiylhQspblF4iAspOgNd9u379DfGr7MhIfyIgKgIHgve3at0aDV0YawXHbrCpSb369UqWLMlYiIwTkTkxftzY8+fPR0bHQGsZZyk4TPHkEgUVEHb6/fv3Bxr2a9ioERq4UYUpYe8FrU4E+CHAq2+XxyRsEuwM2HHxwgWUVipbtlyjRo1MBw+mFt383HhaRWUIVKlaFR8fxua8ffvW3My0Tt06OwJ2cV1VDpXJhw8b+vrN64jIqHr1/ukizdHP+/fvZ82coaun5+TkzNESSiRWU1Nz246AHj160pGIEt01UpUIKEKA1zPZ3IoiYU1ftxuiv2NiYvDX5e69u3v2BOFvzAhXF5S4U8QkmksE1IqAgUFfRXpzXb9+rWPHjugDwXWs3oMHD/r37VNCQwO1Tjh17M6fO9dDT/f9u3empmZq9U7Ibezly5fQTVhyBR0+0LybHDu1fTOQ4WpIQDDfburkSTgJ2hUY9ODR40tXrt28defm7btjx40/FHIQgc9qeCfIZCIgF4EXz5/jfFOuKQUOxl/9tes3cO3YIY+qp76uhaXVgYMhnEZ6paammpoOcnZxQe6tejacePXy5YTxYwf075fTeKPA+04XiQARUGECwvh2mZnfkpJOwpPDg3VOiA9qpS5dttzSyvpAcLAKEyfTiAArBNatW3v+wnlWRHEtBBtITsMdPb0Wuc2Zy/XukZaWFporTJs+Ax2rubZLbPLh63uvWa3dsf0/CRNnzs12myM2DUkfIkAE+CEgTLzdjx8/0YuiYcOG+Y1s0aJFSsrp/NfpChEgArkJLF+xkjEQhKMh9K3ADyBjmQVOxMfcy9M9YMcOtLjo08egwDGsXMzIyKhevTpEYQNSkRNqVpThXwhSj/fu2YPsY83amqGHj3Tu0oV/HWhFIkAExENAmEdbFJrq2FEbuXL5QSQkxOPJO/91ukIEiAArBF6/fj1wQP+dAdtZkSZFyKdPn6wtLSIjI9EHglPHDjpgIXirUpRR7Zdevnjhv9nPc9GiqOhYcuxU+16TdURAFgK87tt9/foVf1ckarnNmePi7PTr509rG1tUcMBJDaJDvFevfvb02aHDYbKoTmOIgBoSWLhgPiIZdDp1YmZ7xqtXCEdr3ar1goUezCTIOOvJEzQTs65WtRoyJypWrCjjLMbDTiafYjxXBSbW0tRMOkXHHSpwJ8kEIsAOAV59u/BjR8eMHpVb8V27duI3jynLly7ZHpD3IjvmkhQioOQEhg1z1Kxdm7ERI0e4amm19dvsz2m5k5TTp9HSCpkTy5av4G6hEycSalSvgSdDxjSUdyJO1VetXBEVeTzt8lXltYI0JwJEgCMCvPp27dq1d/f0KtKSZk2bFTmGBhAB9STQtJlCn45Nfn6amrU5zTMI3r9vypTJ7u4e3PWcyMrKcl+4AAvt239A3d4GsH2Lv7+P9+pu3bsHHzykbuaTvUSACMhCgFffrkXLlviVRS0aQwSIQG4CcbExHTpqI5dcQSx16tRVUIKU6cicWOTpsWPH9qCgPQZ9+0kZqchLKP5iY22F7UCE8alV2gQSJkIOHljk5VWufLmAXbupzLsi7yKaSwRUmwCvvp0sKNesXoWjlvCISFkG0xgioCYEHj582KBhI8V9O+5woQDH2DGjUV4uMiqG03PSjx8/DjIxmTJ1GuPmudxB4E4ytuuMBw5If54+Z+68oUOHqXl7XO44k2QioBoEBPPt0LsaTYGSk5K+fv0/7cnRiExXV0814JIVRIAtAiNHjWYmCrtcw4cP27jRt1nz5swkyDILKRoOQ+x+//47Ni6+Rs2askxhPEY9t/9R22Xc+PEDBhqVKVOGMTqaSASIgJoQEKYGCuC6zZ558EBwG602yKH7/v07zhfQ7ByJtG3btkP8tZrQJzOJgHQCCnaeeP483WSQUZMmTZs0bSp9IUVevXr1Sq9ePbCtiC6xHDl2OI5EI1oFaShioyBz37x5E7BjO2zH6giRRF13cuwEuRG0KBFQOgLC+HboGBt+7NjUadP3Bx88eOhwZmYmCrEeizh+5Gj4vXt3f//9W+k4ksJEgAsCQx2GpKWlMpOMekODjAZ27dZt4yZf7pInoiIjcVbo6Dh8y9ZtOT1mmCksZRZqJI0cPVqjZEkpY1TpJZzArl3ro92hXUREBPXXVqU7S7YQAX4ICOPbocoo6prq6evDyEaNGhUvXvz6jev4NzK/jIwH+Xh782M8rUIERE4gJPQwqnwzU/L792zH4U7rN2zizrGD/+Hq4rRuw0aOmon9+PEjx7PR09Pnul8ZM86szzpyJKxrZx1kAe8I2BlyKJS7IjKsa04CiQAREAkBYXw79KXA3xs0PQQF/KN27dq3bt6UEGnXrl1a6kWR0CE1iIDyEqhduw4SDjhy7OByzZ83d52P9979wRYWllxQunD+vE7H9mGHQ7kQLk6ZyEQxNhowfeqUSZOnJJ9K4S7XWJzmk1ZEgAiwRUAY3w4bdYir27Rpw7t372BJk6bNoqIiJWEl9+7epRQwtu4uyVFSAmgM+vjxY9Eqj7jYoQ72kccjYmLje/bsxbqeqKXi473GxMTYdcQoFEBmXb5oBY4dMwrbtKmXrri4jqDtOtHeJlKMCIifgGB5svMXLLCztWnetPHDx0/Nzc3HjR1j2L8vfL4zKSnjxk8QPzjSkAhwR0BHR4dZuZOnT5+kpaWZmQ3mTrf79+/b2Vg1btLkZPLpsmXLcrFQRHj4ju3bw8KOIliQC/milXn+AsPYStFaRIoRASIgCAFh9u1gKo4bTqecnTd/Afw5+yEO+MezZ8+uXrkydNgwFHAShAUtSgREQqBvv/4M3CZs9RkPHIijTO6swKHhIOOBXbp2DQzay0BDGRUzMTW9duOmyjt2ONdGGmzbNq1zumzLyIeGEQEiQASkExBs3w5qoeBWTs2tGTNn4Ve6rvQqEVBtAteuXW3evAUqmTEw887t26Ymxg5Dhy1092AwXZYpYWGHx48dM3O225QpU2UZL++Y+LhY9Ykwi42JXrhwwdcvXxcvXVqtWjV5WdF4IkAEiIAUAoLt23Xv1mXF8mX5NZsyaaKtjRpF2OQnQFfUloD/Zr/09HRm5q9bt9bcwnLBQndm06XPQgCccnSysAAAIABJREFU2+xZkydO2B20hyPHDimx+/btU4d6Hwg76WfQe/y4saPHjE29dNnU1Ew6fHqVCBABIiAvAb737XBgdDrlNLR8++bNubNnUUMht8Z///6dkJDQuHFjec2g8URABQhs3OTH2Apfv82M50qfmJn5bcyoUZcvX4qKjm3ZqpX0wYxfRWzGtu07GE9Xlolz3GbjHHa4k/P+AyHMQiqVxVLSkwgQAQEJ8O3bJScnLfLylBickZGA1rF5jEd22Gy3OQISoaWJABHIIYDOFnY2NmXLlU1ITGLdF8nOzkb/6P6GA5A7oibMO3ToMOLMOXp8VZPbTWYSAaEI8O3buY4YKSlqYG1pjoBxnErksRwB2lWrVhUKB61LBPgnYG1luXLV6oYNG8q7NLoXIDiPowp2UObunTsIkGjdps2WrdtLly4tr3rSx//111+uzk7Z37OHDnOUPlKpX0Vpp5MnEzt37iIBaGNrp9TmkPJEgAgoBQG+4+0qVKjQ4N+f+Qvdbe3sJP/O/V9y7JTifUNKskjAb7N//fr15RUI36hjh3axMTHyTpRxfGLiif79DEzNzHYH7mHdsTt75kyvHnodO3Y8ceJkvXr1ZFRJ6YbBTDAc6eqSkZGhdMqTwkSACCgvAb59uxxSKMGFtmPYsTgeESG5OG/uHE/3he/fv1demqQ5EWBAAM8z8u69oY/LQMN+Dg5DDQcMYLBikVN27gywt7P1WrTE02uxvLoVKRwDqlWvjoZa3mvXlSxVSpbxSjfm4cOHjkMdLMwH9+jRM+3yVTy+Kp0JpDARIALKS0Aw327Xrp1mJoOuXL5UqvT//3LftGkjGiliQ0J5gZLmREBGAtu3bf348aOMg3MP+/Lli4XFYCtrm7nz5jOYLn0KUmLRTAxPWcEHDjoOHy59MONXEXDWr78h4+linvj582cP9wWoA1C+QvmLaWnIXC5XrpyYFSbdiAARUD0Cwvh2+PuxdPEibW1tPNH27t1HgnXJ0mUJiSe/f/++bOkS1QNNFhGBPARQ7+OPP/5ggKVkyZLLV6xcumw5s+lSVoSvaWVhHhsbc+JkMjacpIxk8NK3b986d9KWtBZkMF1ZpqAE4PVr1+PiE5D1rKlZW1nUJj2JABFQJQJ851JI2OHgFQEoc+cvyFPavk0bLWwVHA49rEqIyRYiUCCBUaPHFHi9yIvIJeeiq9iTJ0+QOVG3br34hEQuek4gaA9VVFj3R4vExfMAlADkeUVajggQASKQh4Aw+3b4y4EgnuysrPz347//LcZoLyO/JLpCBMRIQJwNplBQt3dPfT09/b379rPr2KHFbVZmpuROVK5cWYy3RDGd0E3E3s4m5fQ/ZTvphwgQASIgBgLC+HYaGhrdu+tu8d/86uXL3BQePXoUHLy/c5euYkBDOhABLggMdbBPT38mr+Rnz57OnDFd3lkyjj94INjSwnzmrNmrVq/BpqCMs2QZhpjCzp10LqZelGWw0o158fz5xAnj+hn0qV+/gVbbtkqnPylMBIiAqhJg83tcLkaeixYNMjLq0L4diiw0adIEsUfXr1+LjY3VKFFi1mw3uUTRYCKgRASiY+Lk1RZbXybGRn0M+so7scjxiH5D6z8/3027AwNRb7LI8bIPQErBlMmTzpxJORhyCNuBsk9UipGwbq2Pt5+vbx+DPsmnzzRt2lQp1CYliQARUBMCgvl2HTtqR0RGerq7Y88AqRUS3Lp6eqtWraEvSjV585GZshCQOHY9e/VavcZblvGyj8FRKbqanj9//nhUdOvWbWSfKMvImOionz9+JJ9KYb2bhSyrczomJjp60qQJdevUCT0c1rVbN07XIuFEgAgQAQYEBPPtoGuHDh3Djh5DYuzTp08/f/6kWUuzeo0aDGygKURA/ARweOfu4cWgNHfSySTjQSaLFi9ht84cwv4chtj9+P4jNi6+Zq1arAO0tLLGL+tixSDw06ePnp5e6DCh8nkhYqBNOhABIsCAgJC+HdT9+vXruXNn05+lt9Fqg+MhhN/VqFmTgRk0hQiInABcgYoVKzJQ0mHoUAazpE/hqJnYjx8/goICnZ1dpK+ujK+iFjFSTKpVqwblUVlQGU0gnYkAEVAfAsLkUoAvzmGXLF7UrEkjS/PBkyaOP3f27IULF9q0bokoFvWhT5aqDwF9/R7spikwRpeUdNKwf19bO/vAoL3sNhND1Oyb168ZKybOiSjYhGLOut26nj59SpwaklZEgAgQgTwEBPPtVq9aiV8j40EHDoZImml27tzZ2sbW08P9UMhBuk9EQDUIJCcn/fz5U15bXr54kSeFXF4JhY1H4qqtjTWaibnNmcv6kSKKKiPZtrClle56dnb2+nXrOrZve+fOncSTSYMHmyudCaQwESAC6klAGN8Oz/dIzUP91a3btqP1kKSnJILtNvn6dercOXD3bvW8GWS16hHYu2cPcirlsgvHf/36GoSFsVzBGzvlbrNnLfLy3Lc/eJijo1wqSRkMH9TJcdiF8+eljFG6lxAfcvhwaJdO2nv3Bm3bvgOpvs2aN1c6K0hhIkAE1JaAML7dh39/ehsY5OGOjYQ+fQwePnygtveDDFcxAn6b/StVqiS7USjxiHInA42MGHetKHCtrKyskSNcw48dCz8e2atX7wLHMLgYHx+nr9cdXmPrNiyn2TJQhsUpvps2zpoxfdLkKadOnzHo249FySSKCBABIsADAWFyKdA8G7FHGa9e5bcQvciKFSuW/zpdIQLqQAAdDgYMHLhi5SoWD0xR99jOxqZipYpJp06z2BniyJGwMaNHeXktGjlqtIrdGmcXVydnlzJlyqiYXWQOESACakJAmH27EiVK9OzVG8eyyNfLDfrO7dsod4cqd2pCn8xUVQLop4edaQbW7dy5G80hWHTsbt28aTRgAGpGhoSEsujYwbRu3bqfPJmsGo5dZua3dWt9cu4XUkzIsWPw7qUpRIAIiISAML4djF+8eAn+gPXQ10WRLYTsILoFvZjwv/+GY1NfCpG8PUgNhgRKaGgwq3jSvEULFh27xMQTAwz7WdvY7Ni5SxLVytCeXNNwvCv5v+rVq6tAFBoOlPcEBel07Hg4NFRxOCSBCBABIiAGAoL5di1atsQJkaWVVdLJk9jhOH/uXHx8/CAT07iExHr16nGKBpkcO3cGIKqpfz+DKZMmPn78OPdyaJreoZ3W5cuXONWBhKs2ARb9M8agtm3d4mBvt27DxgUL3dnSBwVBunXpxFglsU1MOX26T6+eS5csnjd/QULiSbGpR/oQASJABJgREMy3g7q1a9fZ5Lv5afqL+w8eXbpy7eHDx9t3BEjqoTAzRsZZ06ZOnjp5UmpqKo6rdu3aqdutS25P7lvmN8SzZ2dlyyiNhhGBHAIbN6zH6Z5cQPBoMdjUBD6TXLOkD0aaJ/JhvTw9AvfsZbdyB/JC8FGVvrpSvCpJ77WytDAcMOBCatoQBwd2234oBQRSkggQAVUlIJhv5+I0HH6VBCs6TjZo0EByZuS9ZvW8uXO4w3316hXUWEH5lb8ePoRbib3DChUqOg4dKu+fZO40JMnKSwD+wX//K0cmEBw77B83atyY2QFugaBQcsXayvLY0SOJSaeQdV7gGHkvpqWlMgsflHch3sbfun2rfIXyF1JT58ydx24BZ95MoIWIABEgAoUR4DtP9smTJw8e/AVtUlMvapQsmX+XDmUaOI1iRiEu7GqsWuNdqlRpqKGl1dZ382ZsnKxbuxbVXAvDRNeJgCwExo2fIMswyZgXz58PMhrY39Bw9Rpvts5Mc1Jio2Pj5aq9UpjaKLyM/jGoeIziKSw6oIUtx+l1hNZlZmZKvl5QCIbFWjCcqk3CiQARIALyEuDbtws5eACnRRItnzzZu3/f3vwaT5s+I/9Ftq68e/cOFVgkfSElMnv27GVhYblh/Tr0waRutmxxVis5r1+/zv2OktH2jNcZ6BU7220OW47dpUtp9na2vXv3Wbd+A1LRZVRDyrD09Gcuzk6Z3zITEpOaNGkiZaT4Xzp1Knn+3LlabbU2bPQVv7akIREgAkRAEQJ8+3aDBpngBAoa43sWTcZMBw/Oo3358uV79OipiEnS52KnEIdW9+7dQ1WInJFeixdHRUXOmjljV2CQ9On0KhHIT8BisFlEZBTeuvlfknKlXbv2+JUyQK6XIsLDx4weiZyAMWPHyTVRyuDLly536NDRw9ML2etShon8JVRWcndfgI7VcKNdR4wUubakHhEgAkRAcQJ8+3YomiCpm3DxwgW0F0Pcm+I2yCWhv+GAChUq2Ntau3t4ddfVRcUv7Jogq8PTa9HMGdMR6qenpy+XQBpMBJJPpwgLYfmypdh49t3sz+4HynjQIPwKa5oiq799+3bJIq+9+/YOG+bo6+fPbnk/RRSjuUSACBABTgnw7dvlGLN4yVL8G6Fv6J6Jox9Nzdool6WhocHKWZIUZIgZQvLgCBdnx2EOGPbs+UtJ/A0e6BGrhKi7Lf6bpUynl4iAIgSQnvngwYNu3bsrIiT33B8/fkyfNiU6KurI0XCdTixUJ/n27ZuP9xrs/7GloVBy/inaPNAQ+44osIyqgUKpQesSASJABPgnIFieLExFveKO7dtqd2hnOsg4Nib6ZGJiy+ZNQw+FcE1BX79H6qUrm/23zJw1u3jx4pLlsHvn4bkoNv6E/ZAhHTtqa5TU4FoNkq/sBEaNHIHzfdmtgGNnYmJ87NhR2adIH/nx40cbK8vz58/HxCWw4thhOXT8q1+/gfR1leLVOnXr4ikuNOwIOXZKcb9ISSJABFgkINi+HaoHo8gc4o1Wrlq91uefbj9ttLRatWqNv5c1atTkuu1Y2bJlbe3s83PU+fcn/3W6QgTyExg6bBjeSPmvF3gFGeLIiu3br9+SpcsKHCDvxfv379vZWDVu0iQu/oTsahS5CvbOYVeRw8Q5ALVarl+77jh8ONRDyhTFV4jzNpFWRIAIcE1AmH07HMWuWL4M37xxCSfQj7Jc+XKwEyXuDh852rRZsw0b1nFtthT5WZmZ2IxB7wopY+glIgACSPqRPcXVY+GCLl27stUrFtW2BxkP7Nyla2DQXsUdO/idKAN09swZ5b2tGa9eTRg/1tho4Js3r5XXCtKcCBABIsAKAWH27VCF/+WLFzNmzPzzz/+jAP7X2HjQ4dBDrNjGTIiz8/CoyMjomLjOXbrIIgHtNUeNcJVyNvfy1Qtzc4vLl9JkkZZ/DAKq7t+7mwdU/mF0hTcCePcialO6V4dSardv3SyW6+09YeJE1DW+dvWK4nq+efMGwWQrVqxE0vfNG9cVFJiRkXH3zh1UYylRojjjd6mCOigyHajT09MfP3rUvVv3oUOHIaVXESvAkxpUKHI7eJ779+/fWJGVjxXPmqvzcvjMYn9Hkc+phN7AgUbqjFG67cL4dqVLlcKfRkRt51fu69evP378zH+dtyt16tRFgE6p0qVkXBHJHwMGGn3/8b2w8efPn7t+9Vr16jUKGyD9+qdPnypWrESl86VT4vPVmOgYG1tb6Uk/6OJQpUrVEhrsR23iwePEiQQ4MVpt2ypu9cUL50NCQhBjymI1FsW1kl3ClSuXjx45gk+HhaVVw4YNZZ9Y4EgUv8Rdy4nBLXAMXRQVgV8/f77/8KFq1WrkkYvqvkhX5vuPH/iGZPw3MUf4w0cPpC+kzq8K49uhvRgKoGzx97cf4lC1atWcG4AasKGhh3S76wp4S3BqJtfq+E5BM0opU+AE7N+7V7N2bSljpLz08OGDqtWqKXtLACkGKt1Ls9zcitT53r271apXLyNzNF6RAjEAD7uo0XMgeH/Qnn1sZdr2KmfQpWs3JS3ZjdyU2bNmTZ0+ffhwJ8X/tGMj4fbtW0Ch1MX8ZHkjqdKYH9+/37t/r5amJnKAVMku1bYF2zoPH/zF+G9iDpzbt26rNihFrBPGt4PGHh5e5uZm3bp0srG1e/f27cmTic+ePUObim/fMqfPnKmISTSXCIiBAI5uEf61eOlSViL60e945AjX27duoZmY4i0iUPgNTZxBCfWW5S25LAa2Eh3gh129fkM8+pAmRIAIEAGREBAmlwLGY+MhPPw4DkB9N23Edh1OmjZt3FCrlubRY+GtW7fhmg5OfgN37x4+bGivHvod2mnht6e+3lAHe2TvSomc41orki9mAt26dpb9vYFNoLGjR+Jwvzsbm9AoANnXoA9auyYmnVLcscNpCAq/iRl1YbqBv6eHe9cuLJTxK2wJuk4EiAARUAECgu3bgR0qcp04mYTA8MePH3/+/EmzliaSZKWHqLNC/ExKChImcKCDcxwcd1arWg2Lvsp4dePGdTRuWrp40ZZt26mPOCuoVUnI0WMRKKshi0Xf8ZOdXa9+g7XrNyh+Voi9Olsbqx49e67xXis9yE8W3TAG5/vnzl+UcbBIhuE8OigwcMlir3r16m2khrAiuSukBhEgAmIlIKRvJ2GCeLvcIXdcg0K5V4chdholS27c5Gc4YEDupRFJHRcbs8jLa5jDkLTLVxl0f+daeZIvIAHZ3w+/fv38b7Fi6LyieFT+8YgIdImdO2++4l1iExNPoH4kur8IyJDZ0qdOJc91c8M58qLFS6xtbHl4/GOmJ80iAkSACIiEAK9nsginq1ShXJG/rs5O3NE5dvQozqTCwo6i6EMenxLtJhH8F348MjMzU9g6LNyZT5LlJbBxw3qUPJRrVqlSpeHVKb7Htnatz+hRI/w2b1HQscvOzp4xfRo+Vm9eK1ntN2zXjXB1sbW2MjI2vpiWho8nOXZyvRVpMBEgAupJgNd9uyZNmjo5OeeATko6id6a2Eho2bIVvrIRdYdTUQTbDTTisGjNixfPcbImpQ0RaoYhw/H583T1fEOQ1XkIoBITNuF4xoKihjOnT4uNjUWhxTZttBRZ/dGjR06Ow0polEg6dbp27TqKiOJ/Lr4W2rRp4+HpicBc/lenFYkAESACSkqAV98OAXY5XS937doZEYE9sujc1RyQUTHccShixrmjWbduXVSMu3jhQmH9N69fv4Ya96rRUpM7jOojedLkybIYizcV+iOjGIcsg6WPgSh4Y4hDjYtPQHEH6YOLfPXe3Tt9DAzmzJ2n+AFxkWuxMgAtYXB83KePARw7/EyZOo0VsSSECBABIqA+BHg9k83BiizCRZ4e4ydMylOma8DAgdY2Nps2buTuBpiYmqF0go21JdJysWuYeyGkdGzx32wx2AzB5uYWltzpQJLFTwC7yLIrCW/M0tws8niE7FMKG4n2XwMM+xUvURw7doo7dlilX3/Dhe4eyuLYJScnIXV9+tQpyGQvDBFdJwJEgAgQAekEhPHtUPoLkdE1ahQQ1t2gQcO3795KV1qRV8uUKYNgO5y6zp83V7tDu8oVyzesXxe/VSpVaN+2zexZM1HuK+zoMaoVrAhkFZgLFx9xmbIYgjqcVpbm5cqV37lztyzjpYxJTU3t17cPyqbs3ReMN6qUkdJfQoCgh/sC6WPE9urDhw+HDR1iZ2M9yMTk7LkLijfJFZuBpA8RIAJEgDcCvJ7J5lgF/wnf3XFxcXb2Q3Kbiv2PQ4dCWjRvwan9LVq2TD6VEh0VlZJy+vHjR5IdGuRV1KtXH/uIaFGnwUGrKE4tIuGsE0g+nSKjzMDdu7ArtnfffnRbkXFKgcPwhhzh6jxh4qRZs90UzBhAHgdSYgtcRYQX8alfs3qlv7+/mdngC6lpmpoMO7iI0DRSiQgQASIgCAFhfDt0vncdMWLd2rXZ2Vk2NnZ169X98uXL1StXdmzfhtDvlatWc80COYwmpqb45Xohkq/yBEaPGYtfBc3cvm3rgvnz165bh1RQBUVhOvovsSJHcU1kkWBibKRRUiPieJS2trYs42kMESACRIAISCcgjG8HnebNX/jly9eAHdvDjx3LUbFRo0b79gfr6/eQrjS9SgQ4IjB2zOhly1fweSKPzKHp06ZEHj9+NDxCR0eHsV337t4dO2aUu6eX0n18QkIPY9dcwa1KxtxoIhEgAkRA9QgI5tvhGGv1Gu9Jk6ekpl589vRp2XLlmjVthiNRxev4q95NIot4I2Bnby9j8wlWVEITLaTEPn32NCYuoUGDBoxlHgo5OHnSREQ4dO7chbEQ3iZib36dj/fU6TPQZAKLyl4UmjcNaSEiQASIgFITEMy3k1DDl7vk+12pIZLyKkOgZ89eRdqSlZU11GFIx44d0S6iyMFSBqCGoo2VVYWKFaJj4ipVqiRlpPSXQkMPoTSx72Z/U1Mz6SMFf1USWrdlyxZ7+yFo9ie4PqQAESACREAlCQjs26kkUzJK6QhcupTWrl17WfaM0SrWcdjQ9+/ejZ8wUREz7927Z2tt2ap1663btqOPhSKi+vc3vJB6ic/GfQy0RdW63bt3LVuyuFHjxtExsW3btmMghKYQASJABIiALASEqYEii2Y0hgjwRgAlFVGXR5blcPT5PD0dIWIVKlSQZXyBY86kpBj2MzAcMHDX7iDGjh2qCEmEI+Vc5I7d2TNneurrea9evXzFysioGHLsCnxX0EUiQASIAFsEyLdjiyTJUWIC27bvqFKliiwG9OrVKzTsiCJHqAEBOywsBnstWoKkDSS0yrJo/jGoYDfQsB/areZ/SYRXTp5MNLewuHAx1cLSinImRHiDSCUiQARUjACdyarYDSVzuCVga2evyAI+3mtWr1q5fXuAkbGxInJQS+/8xTRFJHA9Nzs7G6WOJM7rbLc5XC9H8okAESACRCCHAO3b0ZtBfQmYm5midzA/9iMDw3m4447t22PjEhg7djjcTE9/xo/CjFdBaB1qG7Vu2fzo0SOMhdBEIkAEiAARYExAsH07HCeFHQ5FU/D0Z+l5jpb09PWnz5jJ2CSaSARkJOC9dh26z0kfjDenn+8mlAJWpFQHSnNLap2EH4+sX7++9BULfBUO07KlS/w3+4UePlK7dp0Cx4jhIo5f585x+/zp86o13oMHm4tBJdKBCBABIqBuBATz7VYsX7ZyxXL0h6hUuXKpkiVzc2/WvLm63QayVxACDRs2lL7u33//jRbDMdFRQxyGSh8p5VVJrROE6KHWCbOqyBkZGa7OTuizHJ+QKNpPx4MHD+bPm5N08uSUqdMmTJioYAc2KTzpJSJABIgAEZBOQBjf7sePHxs3rO+uqxsYtLdy5crSVaRXiQC7BA4E7x9kYlq6dNGVR7AFFRERHh4RyTh54tzZs0PsbQebW6CTHuPMibt377Ru08bdw4NxUi27APNLC96/b/LkSebmFhdTL9WsVSv/ALpCBIgAESACvBEQxrf7+vXrt2/f7O0dyLHj7U7TQjkE0BcBZeqK9O3++uuv2Jjoo8ci0AqPGb3Dh0PHjx270N19zNhxzCRIZunp6eNXEQlcz0WhPmoIyzVkkk8EiAARkJGAMLkUOJnCcdiVK5dl1JKGEQEWCcya7SbL2Wjjxo0vpl1u0qQJs6WDggLh2Pn5+zNz7BDn5+nhjh1uZqvzMAuJHTduXJcspKXVVltbm4dFaQkiQASIABEokoAw+3ZQa8vW7eaDTatXr25mNriEhkZuRcuUKaNI3HqRNtMA9SSQmfmNnzNNROnBJ9u1M2BfcLAsTcwKvB2oA9egYUNZWmUUOJ3Ti9j4RGjdiYSEjb5+rVu34XQtEk4EiAARIALyEhBm3w5alixVsmLFSkuXLO7SWadDO63cv26zKElW3vtI44smMNDQ8OnTJ0WOgwtY5BgpA1DrZISL86+fP/23bGPs2EE+fLvhw50Yh+hJ0VCRl9AQ1m32rK6dderUqXv95m0E2CkijeYSASJABIgAFwQE27cb4ery+s1r/PWq36DBH//9Py5ms6bNuDCVZKo5gcSk5CIJrF3rc/BA8OmUs0WOLHAAElrtbW00SmpolCzJIErvzZs3U6dMQvMGEfpMKMKydYv/qpUrkKgbExdPfcMKfAPQRSJABIiAGAgI49vh6f/O7dteixZPnDRZDBRIByIAAugYgVJ2R8MjmNG4e+eOtZWFTqfOvn6bz55JkVcIwtdcXJwQtda3bz955/Iw/siRMPTUcPfwGjpsmDhPinmAQEsQASJABJSCgDBnsoioQ/krjf8bZqcUvEhJpSOArThZmk9gu279urXBB0KYBZAlJycZ9u9rP8QBrWkZvLFRKsXCfPDo0WN3B+4pV66cCCEjLvbajVuOw4eTYyfCu0MqEQEiQARyExDGt0MU0ZgxY7FHgrKudD+IAKcE6tSuXUqGUnYNGzYKO3pMp1MnBsqEhR22tbZGMxW3OXMRJ8dAAsrXJZ06PXnKFGbTGaxY5BQEDq718UaBcclIfGYZ+KxFrkIDiAARIAJEgHUCwpzJwgz8Kc3MyuretYvZ4MGVK/2f8sX4O2dlbcO6qSRQPQnI+F5i5tUB6bq1a9FkZfOWLaamZvIShv9U8t+mLGXLlmVcbEXeRWUZj8p8HgsXVK5cZY2PjyzjaQwRIAJEgAiIh4Bgvt3mzb6vXr4EiN27duXBYYFgcvLtxPMeUU5NHj9+XKdOHU7zTFEAecrkSScTE2Pj45md5Hbr0ikhMYlx0wsu7sztW7dmzZxx69bNufMXINWJTmC5gEwyiQARIAKcEhDMt0NvTWTeFWgbmswWeJ0uEgHZCXi6L0SN4hYtW0qZgrYTiPvU1+8hZUxhL6GxirOT44O//go/HllkX9rChFy6cq2wl/i/juIvnh4eeNZyHTEicM/eChUq8K8DrUgEiAARIAKKExDMtxNnwLjiQEmCSAjs2Jl3PziPYscjIlCIJ2jvXgYKo1iJnY0Vam5Hx8bL2zfv/v37ZcuUEWHT1ZcvXyHpJPl0ChpyMGBCU4gAESACREAkBATz7Xw3bXydkVEgBYq3KxALXWSRQOTx43DskNPap4+BvGIfPnxoZTG4Q0ftTb5+8qYX7Nu7Z8b0aWu8fezsh8i7Lkfjc9p1YPexSIeYIx3XPzaVAAAgAElEQVRILBEgAkSACLBIQDDfDt02b928WaAlFG9XIBa6KAsBHMXCbWreooX0wevW+azx9jYyNpY+LP+rF86fH2JvO8xx+IKF7nLltGZnZ8+cMe1IWJifP5Osi/yaKH7l3r17C+bPffDgwfkLqYpLIwlEgAgQASIgEgKC+XZ54u2+fft6+/btzX5+nz9/8l67TiR0SA2lI2BsYlqnbt0i1Y6Kji1yTP4BB4L3T5s6ZfUabwa7bn/dv5/+LP3EyWQG/Srya6Lgla9fv65auXzz5s3W1tbr1m1QUBpNJwJEgAgQAVEREMy3yxNvV7FiRU3N2j169BxkPNDTw93bZ62oMJEyykJAR0eHI1WXL1u62c93z779zLrEtmrd+tDhMI50k13s79+/UaXZw8MdLmZ0TGy7du1ln0sjiQARIAJEQCkICObbFUjnzz//RMOlPUGBBb5KF4lAYQTS0lIbN24iPbUzJ7CsMCGFXf/x48eUyRNPJp6MjIpp2apVYcMKvI4Au0EmpiLJHELRFqMB/ZEzsXzFSvSZKFBhukgEiAARIALKTkCYvhRSqCGLUK4wJimi6CX1IYCk16dPn0ix9/r1a61btkCEmZQxBb6E48thQ4cgzA61TuR17CDwVUYGXMMCJfN/sXjx4mPHjT9/MZUcO/7h04pEgAgQAd4ICLZvF7h799t3b3Pb+evnT+y+REVGDndy5s1+Wkg1CMxfsFCKIZcupZmbmc6cNbtp06ZShuV/6fXr17bWqHVSIiomTt5aJxJpU6ZMzS+WzyvYrYwIDze3sEQZZzw1oSw4n6vTWkSACBABIsA/AcF8Oz+/TQXmySLkbu68+fyDoBVVlcDbt2/tbG2cXVzHT5gol403bly3srTQ09NHrRPZ62n//fffG9avb91avqNbuRSTffCRI2Hz585F3wsj40GlZWiqK7tkGkkEiAARIAKiJSCYb1dgXwrE26GxpmhhkWJiI4DuWKZmZnC/pCiGN5Wnp5e8ma3YQrazsTYxNVu5arXsjcvevXs3ZvSou3du+wid640Hp7lz3K5cuTxv/gInZxfZTZBCkl4iAkSACBABpSAgWLwdosuRG5vnhxw7pXjTiEfJqVOn6WgXkRiLBAt5HbvoqCjTQcajx4xFkWHZvSIc4PbqoY9EVBQ6EbANK9SYNmVy7149UIv4Quol1xEjZTdBPHeWNCECRIAIEAHGBATbt4PGCGw/e+bM+/fvf//9O7cBzZo2Y1BUljECmqi8BGpparKu/Nq1PiuXL/ffstXE1FQu4eXKll26bDneugI6dlAY2414ZDqRmMQg80Mue2kwESACRIAIiJOAYL5d8P5948aOwSZHfi7oS0G+XX4sdCWHwIkTCY0aNa5fv35hTHA2ijcYckILG1DgdbwbcY4ZcvDA0WPhOp06FThGysWSpUoNMjGRMoCfl8KPHy9VqjQ/a9EqRIAIEAEiIEICwpzJIt584cIF+Nu8P/jgzVt3Hj5+mvt3wyZfEZIilcRD4OWLFx8/fihMn48fP1oMNjt39mxhAwq8npWZOdxxaFxsTExcglyOHQLskIdboEx+Lj579nT6tKk55V3IseMHO61CBIgAERAtAWH27T58+JDx6hV6ixkOGCBaNKSYaAnYD3EoTDeUo7OyNK9atar/1m2Fjcl//c2bN/Z2Nr9+/joeGV29Ro38A6RcWejuXr26fFOkSJPrpW/fvnmvWb1p00bD/obVq1eXay4NJgJEgAgQAVUlIMy+HcLbq1Sp8v7dO1XFSnYJRWDXzoByZcsF7dmroaEhow5//fXX/2PvLOCieN4//re+KnYLit3d3SCCBSIG2N3d3d3d3R0oiGJgY3d3i53Y3/8Hx+/+1tu95Tjg4LjPycvX3swzzzzzntnd5yYd7CuhQWJ3YgMdu58/f6J3UOjHWXlYimtgXmEotmXL5qKFC/nu2bN589aly1don8kRhvlSFQmQAAmQQCQnEDG+HSabjxk7btrUKRgCi+SAaF7kIdCvb5+1a1Zr29O+Q8fNW7dh6pu2mBR7wt8fjl3FSnarVq81cAe4x48fOTk6DBzQz8AswlwM+5tgGW/P7t169uq1d/+BkqVKhXkWVEgCJEACJGC+BCKgv0HAwts0VerUddxqY3pQ7Nj/yAliQvqMmZxyZ76NKrwsHzpseNj2kOEQlJYtmuFMi7bt2hto9L59e1u3bFHT2QVLYg1MEuZinp7bsQYWfXXGHZUR5vZQIQmQAAmQQKQiEGG+XYtmTW/euJE/fwGsqNDZMyJXrtyRihGNiSQEDB9mNcTgRQsXDBw4YOrUafXquxsiDxnMb4NjN2r0GMOTGKg5RGK9+/QNkTyFSYAESIAELIpAxPh2eEceOnSwVes22PTfonCzsEYQOHBgfzyreEWLFVNNi41L2rVtg8UTcLlUBVQDJ4wPmhKwfPmKyg5VVAVUAzFoe+vOPdWocA08euTIgP79mjRr1pRHLYcraConARIggShBIGJ8O4ysYa/8vHnzRQmGLET4EsAJ99FjxFDNA5vp4AwG/+PHvHb5qAooA3/8+IGZat67vLFyokCBgkoBZcj9+/cTJkyIU1mVUeEd8vTJk0GDBnrt3Nmte3d3d4/wzo76SYAESIAEogCBiFlLgZPXq1evsWLFsq9fv0YBiCxCuBIoX75C4cKFVbMYNXLEvn37tu/wwmJVVQGdwA8fPri51jp9+rSf3yEDHTtowDbIpt/B7suXL1OnTC5WtDBc25OnT/fq3Sdsh6QNwUUZEiABEiABcyQQMf12IIXZ6y2aN7OrWKFFy5ZJkiaVs0ubJm2INo81R+60OVgC379/h0ysWLE0JNOlS++50ytdunQaMlJU0CZ29er8X7RoW7d7YscTQ5IIGdPPbztz5nTzpk0SJ06yecs2fYPRhttPSRIgARIgAYsiEGG+XbduXbCXBP66d+uqQxxnji1astSiqoGFVRKYP2/uz5+/OnfpooySQho3aaIRK4+6d++em6tLlqxZlyxdZsjJDQ8ePDh18oRrbTcD9YetGPrquvfo1aBhQ0xdCFvN1EYCJEACJBDlCUSYbzd9+syPnz6q8k2Zgjvsq4KxrMAOHTuFVYGPHzuGYyfgCA4dNgJuU7Bq9+71bdOqZaNGjU3p22G8+OOHD9Y2NjCvYMFC+AvWTgqQAAmQAAmQgJJAhPl2HHVVVgZDDCEAxytvnrwGHiABhZBv2rhRp85dDBxanTRxAia6TZw02WQbnWBFyJrVq4cNHezsUosrxw1pA5QhARIgARLQIGBS3+7Jk8cXzl/IkTNnhgwZjhw+jI4KVcusbayx751qFAOjPAHsePIiIKBO3XqqJV29alWvnt33+O4z0LdbvGjh4EEDZ8+dV7Oms6pCZeCLFy98dvvmym2iTRaxSqNP715PnzzFZsim7CZUFpwhJEACJEACUYOASX27g35+2IpsxMhRHTt17tmz+7WrV1Uh1qrlunjpMtUoBkZ5Ara26fTtNrJi+XK4QWvXrzfQ8UIP3MwZ01evXVeuXHnDuY0dN95w4dBIPn/2bPjwoVu3bOnStVvnzl0MPyctNJkyLQmQAAmQQJQnYFLfDptZrF23IXuOHMA6adIUff12qa1TR3nuLKA+ApkzZ1aNCgz83K9v73nzFxjiqP38+bNXzx67fXy8d+1GP7GqQnkgzjXGwGiI9jEOVqe2wJ07d8qXLV2+QoVj/icNXOerrZCxJEACJEACJCAImNS3wzxxMVUceZcqXZp1QAISgU+fPmElAY4Y1scEi1tv3r5jyBJX/GZo3LDB27dv9x3wS5nSoHU52B7v+4+gLVdM9kmbNi12bzF8jz2TGcaMSIAESIAEzJ2ASX07HVjfvn07dfLkq1evfv76KY/i/nbm3qqMsP/QwYP+/seHDB2mkdYQxy4gIKB+3TrJU6TY6b0LR4RpaJNHGTjIa6A2fWKPHj08sP9Aw0aNIIDtu+nY6QPFcBIgARIggdAQiDDfDlPIPdzrP3v6VGk997dTMonyIY5OTvgLZTFv3rxZp3atChUqTpw8BefaaWvDQV4zZ0738jb0sDJtbdqxXwIDp06dMn3aNJdatYRvpy3PWBIgARIgARIwmkAw7z+j9QabsHevnh/ev0c/TebMWRIkTCCX5/52wdKzEAGstmnbprW3j48hPXYXLpyvW8fNza3O8BEjo0fXOkzv169f48aOwTKLSZOnmICk5/btA/r3w4m06zduLFOmrAlyZBYkQAIkQAKWTCBifDvMi8dobN9+/bt2627J9Fl2dN/u2b1bdec5nCRRq5azu7uHIY6dn98BzLHr07df+w4dg6XauVMH7GaMjVTCeyj21q1bfXr1PH36VL/+A1q0bBVsV2KwllOABEiABEiABIIloNW9EWxiowWi/V809KxgtwujNTBh1CCQPn0GhypVlGXBJnOuLjWdnV0GDxmqjNUJWbZsaQP3+nPmzjfEsUPa5i1a7jtwMLwdu6CFt3YVsVnjydNn27RtR8cu2HqkAAmQAAmQQJgQiJh+O2zlZV+58vbtW909PAw5AypMikolkZBA0t8fpWHPnz9zq1MX3V3KKJ2QsWNGL1wwf+s2T8NPOilUqHCwakMvgIZ95dp1QzodQ58XNZAACZAACZCARCBifDtkj9d2vbp18Ne2XTudt3vixElwcEU4VdKM6dNwVkGwypcsW85ljMFSMlrgy5cvd27f1ug5y5MnL/609WPaHLYy3uXtvdNrl9g0UUN+z24fby+vyVOnaciEPurqlSvTpk0dNXqMUEXHLvRIqYEESIAESCCkBCLMt2vfrm3A8+d44+JPx+hwXScLfyKulRXewcgUu5r980+skCKjfOgJ3Lt7d8H8eVOmTTdaFVaetmzZ/P69+3t896a2tg5Wj5195RIlSwUrZrTAu3fvxowetXTJ4mbNW2DZhNF6mJAESIAESIAEQkkgwnw7THt/8+aNqvUZM2ZUDQ+TQDs7exyP0cCjPg4t2LBxk0bXUZhkRyWqBHBWhNKxg7t2+87t3LnzqCaRB8KRQg2i3w7b/yZOnFhD/vHjR2nSpIUA5ncmSPDXcmyNVCGKwrw6nHI7bOjgTJkz7/bdmy9f/hAlpzAJkAAJkAAJhC2BCPPtME0+bEtiuDbMam/dpi18O8OTUDK8CXz9+hX7HcaJG2f1mnXaecFdc6vtmiN7jrnzF8SOHVufMDw/dKTNnDnjytXr+g6o1ZfW8PBLly5279b14cOH2HilXn13Th41HB0lSYAESIAEwomASX07dLc8fvQI50olS5bs9u3bX798US1VosSJRF+LamyYBObIkQPT6Xg6e5jANFwJ3LLBgwYtWrxEJwkcO/d6ddE8lq9cpa0Nx7C6ubpgdHXa9BmxYukdT4eqVi1b3L1ze+/e/eHn2MHUxYsW4Xzbbt17xIsXT9tyxpIACZAACZCAaQiY1Lfz9trZrm2bESNHdezUuWEDd+xMq1rIWrVcFy9dphoVVoHwHff7HQwrbdRjIIFUqVJ37dZNKTx92tRHjx9hSUT8+PGVsVIINsOrV8etQcNG2BhFu4cMWxPHiBF9736/8J76NnnKVA2DGUUCJEACJEACpidgUt+ucJGiEyZOKl6iBMrZq1fv169fqxYY85ZUwxlo7gQwGp43bz5lKbAVTtNmzVOkSKGMkkK2bdvaoV3b8RMmeTRooCEmokaPGRusjHECZ86c7t+vb8eOnavXqGGcBqYiARIgARIggXAlYFLfLuvvjyiPa223cC0YlUceAlhtcOjQQYxd6jMpbVpbfVEifMniRYMGDliwcLFT1ar6JH/8+HHt2tVgd07RlzzYcGynPGL40E0bN3bp2q2yg0Ow8hQgARIgARIggQghYFLf7tu3b58/fw62nP/884+VlVWwYuEkMGrkiBP+/uMnTAx2yzRhAByXLZs3vf/wQZ89J074w+F48vixPgHt8J8/f7588eLzp0/aYpE5FtPpjh05miVzFuOMxHmsx48fW79hE3Y91MCIZdc7tnsmTaKyE7Jx+Uqp4DX67tmzf/8+rIH13bs/UaJEr16+1NaJVvEiIADT/rTFGBvZCDx/9kxjHmdks5b2/PzxAxCePnmifYQ0QUUqAt++f8cTUuNhbqC1OXLmMFDSAsVM6ttt3rQR8+2CpRyu+9sFmztWPh486Gf4WxkrQtauXfv92zd9mp89f5orZ+6AgOf6BLTDsd7z7ds3Hz/q9R21k0eS2CqOVXQI4CWKOXMpU6XSsBD3/43r13/9+tmqdWsrq7jBMnR0cgxWRiM71aiPHz9evXr118+fTZs1wxqgr1+/BASorwGSJ4flr169jBHTpPeXqv0MDBEB1Bq9hBARi1jhf3/9ggEvX76IWDOYe4gI4KUG+dA/qzNmyBSifC1KOALePeiWK1+hYhobG32gCxQqpC/KBOGTJ08dPmKUrW0wo4SSJVhsu37DRg3DVq9e1bF9u0VLlmrIaEQdOXwoS9Zs2ru4aSSPnFHw8jt17LBx05YCBfXWNba7a9686a2bNzdt2apx9PDmzZtKlSxlyPbFxqHAXjmfPn1q2659nDhxDNfgd2B/jpy54mkuDTFcGyVNQADu+P59e3PlzhOiijaBYcxCgwB+VGO+R958+WPEiKEhxqhIRQDDd/7Hj2k8/A201tu7duOmzQwUtjQxk/p2efLmrVTJDr1ie333FC1WzMWlFna5s9bv5EVIZUQ2eyIEQphkih9ntWu5rN+4SWeQa+9eXzh2i5csK1lK70ERr169ql/XLXqMGD579urbxAQuV5fOnQ4fPrRjp3eYGCwpwTg4xmHF5nkOVargL2z1UxsJkAAJkAAJhB8B0/p2efKiD+b9+/deO3ds3bplyOBB/fr2wbQ2OHl16tbLbNrlsfAe/PwOPLh//93bt+CbMFEi9NWhQ1F7tWb41UTU04yxrXHjJyhnL61ds2bGrNlVHB31FRnDtXXcaqOrctWatfoOk7h//369um6Y+ubndwg7JupTZUQ4Zlv26N4Nq7knTppsRHImIQESIAESIIGIJWBS304UFVuO1Xf3wN/bt293eXvByZs8aSI2JDOZk4dJ90MGD1y3di3WdujQhyNS263OyFGjMbMqYismauSeLXt2ZUEWLFykDJRCbt26hd2JsbP0vAULNY6duHPntoNDlYGDBmOIX0NbiKKwEhZHh23burVX777t2rcPUVoKkwAJkAAJkEAkIRA9Au1Axww8vLXrNpy7cBEbkqGHZvy4scWKFBo6ZFD4WYWBwvr16qxcsaKSnd38BQsPHDx09vxF/PkdOozzEtCZtH7dWjfXWt+/fw8/G6K8ZsyAwZimEcU8dvRoZbuKLrVqLVm2XMOxg+aKFSvhmK+wcuxg7by5c4oWLhj4OdD/5KnOXboouxuNKA6TkAAJkAAJkIDpCURAv52ykDY2aWo6O8PrwtYSd+/effjgoVImrEJ2eXtj0G3e/AV169XX0YkdLrDr3g5Pz0YNPbZv24oOvLDK1NL0rFq5EnsUy9d/YBsUeEvaKxC3b9/WpnWrIUOGYuGCPmLTp01r265dWLl0IpcnTx7XcnGGbStXrylTpqy+rBlOAiRAAiRAAmZBICL77QAIM6vmz5vrWKVy3ty5Bg8aiHUM2Fgu/A4VQI5Xr17BwVZKx06qLZw3gI05Ll26ZBb1FzmNnDtvvtyxC3j+vHTJ4vCqNaxdunRJ61Ytp02bruHYaSQPTVScOHHbd+jod/AwHbvQYGRaEiABEiCBSEIgYvrt0Dm3bu0azLS7fu0aunMwPDp7zlxHp6om2OkDI79fvnzBcWdJk6pvcvvhwwes9sAk/UhSQ+ZuBhy7qk5V4DZpHCkxdszoWTNnrF23vkKFitrlxWiptoCBsZhqefnypYK/d2BBS2jSpKmBCSlGAiRAAiRAApGcgEn77eAzLV+2rJZzTUxswtQ6+E9jxo47f+ESptxh4p0JHDtUhp19ZWxk1bRxI7iVyrrBRP5mTRpjO2LM01fGMkSbQOOGDW7euCGXAeoGDdyzZM06YdJk7FSsTI6B+N69ei5auGCb5w5Vxw7bkWCdDfbDU6Y1OgTro8uUKtEtjNxEo81gQhIgARIgARIIDwIm7bfD1iddOnfEZKlKdvbY2c4mjQ2Of/A/4a9TsLRp0hYpWjQ8Sgud2Gll7Ljxffv0LlG8aK7cubNnyy666OB33rx58+LFC5h3NWLkKESFkwFRWO2IUaPTpk2rU0B3dw93Dw/VpQnoQG3Vsvm5s+e8vH2yZsumJIMVza1aNH/w8MHqNeuUsUaEBAQEDBzQf+cOzx49e3Xo2MkIDUxCAiRAAiRAApGcgEl9O8ECw2F7dvvgTx+a8D5zrGWr1oWLFFm6ZPGB/fu3bNksmZEmTdqGjRo1adIs/DxLfUWOGuHp06fXKQj66pq3aKlausDAz02bNL57585O713p0qVTymAw18nRATvj7N13QN8ud8pU+kKwEnbxooWjR43E7tknTp1GXeuTZDgJkAAJkAAJmDUBk/p2RYsVnzJterC8MmbMGKxMKAUw0UrMtcL6TXEWYbJkyXnWkHFUT544gVFXfadHqOpEhxx2ovnx/YfXrt3JkydXlcFhbj169q7v7q69ulY1rTLQ0cH+46dPy1euKleuvDKWISRAAiRAAiQQZQiY1LfDeKiJD58Itp6wiRq7cIKlpC3g73/cKp6V3LfbuGF9terV48a1Uk2IlTSuLjWxScqCRYs1NrHDHtceDRqoajAiEGcE45g71aFhI7QxCQmQAAmQAAlEWgImXUsRaSnQsNAQ6Nipc+7ceSQNGPfs36/v58+BqjovXbqIkday5crp250Yx9CdPXtGNW2IArEIAwPuHz9+FKlKlS5Nxy5EAClMAiRAAiRgpgTo25lpxUVSs2fPmokDHjZu3qJ6aNvxY8eqV3Vyr+8+bfrMGDFiqJahWbPmOXLkUI0yPBDDxBXLlxsyaNC7d0GHBfNDAiRAAiRAApZDgL6d5dR1GJcUm9Jhh0K50tu3b6PTbt36jTjhQ5nZgQP767i5YpfgIcOGq+6HIpLgCFp9g7lKncqQV69ede7UwcW5BvagPnHyFAfclYgYQgIkQAIkELUJmHS+XdRGaWmlwwLYuHHjykuNyZTnLlxSXRuB4dH27dqOGjVauWwWy1n69Or56fPnBQsXhYYhtspbvnzZ8KFDypYthzNh06a1DY02piUBEiABEiABMyVA385MKy7izU6ZMqXSCFXHbtrUqdh/eOnS5VUcHXWSPHv6tFGjBthccNXqtUptIQrp07vXvr2+cBCxPXWIElKYBEiABEiABKISAfp2Uak2TVGWG9evo4csR86chmSGcymwNmLD+nXbd+wsUqSIMgmOEsY20Zu3bAv9DnY9e/YaOWq0xsJbZe4MIQESIAESIIGoR4Dz7aJenYZviXAs242b/ztYDF9xiBy8PWWu379/b9e2jef27Tu9dqk6dkiyZu169NgZ59jBcVy/bi3WZ4isU6VOTcdOWQsMIQESIAESsDQC7LeztBoPbXmrVqsmqcCIau1azrXd6ii3F/4SGNi0aePbt255++xWPXZCKMmZK5dxBqH7sHv3rvAsFy5abJwGpiIBEiABEiCBKEmA/XZRslpNUSisSHV2rlGufPlBg4fo5Pfp0yf3+vUePnzoucNL6djNmjljwvhxRpuILesGDxpYvnzZAgUKnjx1pkyZskarYkISIAESIAESiHoE2G8X9eo0XEq0y9vb//gxbF8iab9+7RpGWqdMna6zocnr16/rurnGjBULQ7GJEydWWtO6TVtlP59STDVk08YNAwcOsLW13eO7N0+evKoyDCQBEiABEiABSyZA386Saz8EZUf/XMGCBeUJcNID/nRUiPPE8ucvMG/BQp3Zb+jnExsaG30+hNfOnb169hg8dFjjxk2M9g5DUGaKkgAJkAAJkIAZEuCYrBlWWkSYbGVlhcUK2jlfuXwZ54mVL19h0ZKlcscOx38NHTKoeNHCqksutHXKYx2dnK5cu9G0aTM6doZDoyQJkAAJkIClEaBvZ2k1HrLyYubcCX9/KQ2Wpr58+VJVxamTJ6tXCzpPbMq06fLzxAKeP0f4Qb+DBw4eMsInw2kWUyZPEjkieZw4cVRzZyAJkAAJkAAJkIAgQN+OLUGLwNOnT3fs8JQkhgweVK+OmzLB/v37arnU7N2nr/I8sf79+2EoFvvbhfSgCCzCbdG8WdPGjVKlCqa/UGkPQ0iABEiABEjAYglwvp3FVr1BBc+SJcvwESOF6NSpU1atXLFjp7dOyu3bt7Vr03rylKn16rsrlc6cNTuknW04hQx9dTOmT2vUuAkOMVNdkKHMiCEkQAIkQAIkQAIgQN+OzcAgAt5eXpMmjN+yzVNnR7oVy5f369t70eKlmAwnKcIEuxcBAamtrRESUscOQ8A9unf79Onj8pWr7OzsDTKOQiRAAiRAAiRAAv8R4Jgs24IKgRcvXrjUrCGPsLax3rhpi87xEosXLezfr8+yFSvljh1SYcvi3r16qugNLgg9dnXcXHHs7NFj/nTsgqPFeBIgARIgARJQIcB+OxUoDEqePPnkqdPkHLBRsA6WcWPHzJ0ze9PmrcWKF9eJypY9O3rdjMCI1bX3Hz42IiGTkAAJkAAJkAAJCALst2NLUCGA7YgzZcqkEvE7CFuZ9OzRHZ12nju95I4dlsq+f/9eXyp94ZcuXWzSqCF2v9MnwHASIAESIAESIAHDCdC3M5yVRUhixSs2OhFFffjwwZHDh3WK/f3799atWu728fHatVs6GQJJ0I2HpbJIYjgmbLAyaOAAe7tK1jY2CRMmNDwhJUmABEiABEiABPQRoG+nj4wlhqNDbtmSJfDeUHhMuavlXNPXd48cBM5ydXVxvnnjhu++/ZkzZxZRCGzU0GPN6lW7du/JnTuPgeB2eHoWL1DoGqwAACAASURBVFrk9OlTe/ftHztuvNGHVRiYHcVIgARIgARIwEIIcL6dhVS0QcXE5sBLl6+AKNy1um61cXTYoMFDpJQfPnxwr1/327dvW7d7JkmSRAo/6OcHp3Dvfj9xpFiwOT148KB3rx5YDzty1Bh3Dw+d42iDTU4BEiABEiABEiABDQL07TTgWG7UqJEj4sWPN3vuPOkkCcyHq1PbNVny5Bs2boob10qOpmq1avgzHNa4saPjx0/gf/J0ihQpDE9FSRIgARIgARIgAUMIcEzWEEpRX6Zli+byqXL9BwzEjifSmbD37t2zq1g+V+5ca9etlxw7TMUz7nzYWbPnLly0mI5d1G9VLCEJkAAJkEBEEKBvFxHUI1+eXbp2TZ06aKth8UmQIIG05zAcu1rONcqWKzdt+kz5QbGrVq189+6dIUV58+ZNr549MMHOEGHKkAAJkAAJkAAJhIYAfbvQ0Is6afPmzae6muHa1atOjg5Vq1WfPmOW3LFDyWfPmSufdafKAutnV69aVaxIIXQKFi5cWFWGgSRAAiRAAiRAAmFIgPPtwhCm+am6efNm6tSp0UsH03F62I+fP5o1ay4V4/ixY1g80bdf/zZt24nA8+fPffzwsXSZMoYU9fTp0z26dX3z5jW8wMoOVQxJQhkSIAESIAESIIFQEmC/XSgBmnfyVSuXX750CWXYtm0rjoXNmyevVJ7Dhw/VrVNb7tht2rihqmOV+/fvB1tmHB02Yviwak5VihQteujIMTp2wRKjAAmQAAmQAAmEFQH224UVSbPUM3TYCNiNVRHt27ZZtHgpXDFRjC1bNnds327GrNmurrURgqHVsWNGz5k9a8nS5Q5Vgu+Bg1/o73/ca5dPoUIchzXLhkGjSYAESIAEzJcAfTvzrbsws3zjhvVjx01wdHISGjesX9eta5d58xdWr1FDhAQGBp48cWKXz55cuXMbkqudnT3+DJGkDAmQAAmQAAmQQNgSoG8XtjzNQ9vKFSsSJUpUo2ZNYe6UadMluxctXDB0yOCVq9dUqFBRCrSystq8dZtG2X78+DF3zuzLly/PmTtPQ4xRJEACJEACJEAC4U2Avl14E46M+ouXKBEnTmylZcPg1a1cscPLGydSIPbixQvYzS5LlixKSXnI2bNnunTq9O7d28lTp2lLMpYESIAESIAESCC8CXAtRXgTjoz6s2bNamubTm4ZZtQNGTxw9ZrVOE9MOHaIxQYoDx5orZz4/PnzoIEDnByr2NnZHT9xkuOwkbGyaRMJkAAJkICFEWC/nQVVOE6J/fzpU8pUqb5//+5ev16lSpXad+iI8v/8+bNn92779u318vbJnDmzRKRO3XoadDy3b+/Xt49tOtv9+/1y5sqlIckoEiABEiABEiABkxFgv53JUEd8Rvv37VuwYD666Dp17PAiIKBR4yaw6cuXLw0buGMvuj1798Oxe/HixYzpwQ+t4rSxiRPG9+jVC+4gHbuIr1paQAIkQAIkQAL/EWC/nQW1BSyewB92nvM/fsxnty+2LA4M/NykcWP4eVgqkTx5cmxN3NDDA7PxgoUSPXp0v0OHgxWjAAmQAAmQAAmQgIkJsN/OxMAjPrtEiRJv3LwVI7Pv37+v7Vrr/ft32zx3wLHDGGs1J8emzZotWLhI1cpTp04516huyN7FqskZSAIkQAIkQAIkYAIC9O1MADmCs7h37x52HpaM6NylC8Zenz554lDZLnHixNu270iYMCFi79+/t3jJsh49e0WLFk3HYqyZwNS66tWcChUqZGNjE8HlYfYkQAIkQAIkQAL6CXBMVj+bqBKTJEmSosWKyUsDx87FpWb69BkWL14aO/afzVA6duqsWmJvL6++fXpZ29hwzYQqHwaSAAmQAAmQQKQiwH67SFUd4WIMtinOmjXbq1evhHbsbFKxYvkiRYqsWbsu8MuXzZs36cv1wYMH9eq6tW/XpnvPXt67dnPNhD5QDCcBEiABEiCByEOAvl3kqYuwtwSLXqH07t279pUq4IxXXGM74po1qrm41Jo5a06MGDG+f/v25PFjfRmvXrUSk/P8T55u0qSpcqBWXyqGkwAJkAAJkAAJRCABjslGIPzwzRq72WGG3OYtW6tXdcJ2J87OLjgTto6ba5OmTYcOGyF8Nayo0DcUC+P69usfviZSOwmQAAmQAAmQQFgTYL9dWBONNPrix4/vf+JU29atS5YqNWDgoAMH9rs41+javceQocNnTJ+OkVmlpVgzMXTIoPnz5iqjGEICJEACJEACJGAWBOjbmUU1GW9kn379Zs+Ze/CgXwP3+j179W7VqjV2Kl62dHG8+PF0lPrs2lWiWFF/f/+KleyMz48pSYAESIAESIAEIpQAfbsIxR8+mU+fNg0DskJ3mTJlcRwFThgbOmy4h0cDR4fKH95/wBEU8vNknzx53Lhhg3ZtW8P5wzkTOG02fOyiVhIgARIgARIggXAnQN8u3BGbPoNkyZLFiPGnZlevWtWkSaNZs+e0at3mxcsXlR0cNm3ZmjRpUmEVzh+bO2d28aJFYsWKdfzEqcZNmnDNhOnrizmSAAmQAAmQQBgS4FqKMIQZWVSlTJniyZOn2KB4wfx5QwYPXr58pUOVKjAuT568+JNbef3atSVLFi9YuNjRySmyWE87SIAESIAESIAEQkGA/XahgBcpk+728WnapDFOEps9ayaOjt2wcdPTZ0/FZihKe3PkzIn1FnTslGQYQgIkQAIkQAJmSoC+nZlWnIrZTRs3gj/XvFmTRYuXwsObNHHC1u2epcuUwcArPlKC/fv3NWnUUB6iootBJEACJEACJEAC5kmAvp151pua1XPnL1i4YH7/AQMvXbo4b+6c9Rs3FypUGIJNmzZLmTIlLl6/ft2xQ7uGHu44gozz6tQQMowESIAESIAEzJ4AfTuzr0KpAHHixPHZsxfDr9igbvSYcefPnZWi0Eu3auXKYkUKBQS8OH7ipMZ+xVEHB0tCAiRAAiRAAhZJgL6d2Vf76dOnz/124379+jVqxPCtWzZ37da9e7eu0WPEEGXDmWM1q1fDpsRjx41fv2GjfPcTsy88C0ACJEACJEACJPA3Aa6TNfsW8erly1j/xIJj171rF8ylc3SqOnbM6OUrVthXdhBl69SxPdbMLluxUtr6xOzLzAKQAAmQAAmQAAnoIUDfTg8YMwnGYOuRI4eqVquO0ybu3buHTYlnzZzus9s3Z65cUgl27PQ2k9LQTBIgARIgARIggdASsGjf7s6dO/fv33v37h0oJkyYEIOVZnckw6iRI9atW3fu7Dmsk9i2fUeKFCmGDR/56dMnjMBWqeKEk2RD20CYngRIgARIgARIwKwIWKJv9/Pnz2VLl2C7kNu3b+tUVoYMGdq2a9+8RUuc0xDJ69HP78DECeMvXbyYKVPm169edunWA44dbPbds7t7t25p0qZp2qxFJC8CzSMBEiABEiABEghzApbo23Xq2GHN6lWpra1xxFaOHDnhEmFDECwvvXH9+u7du/v26e1//PjipcvCnHXYKixVqvSzZ8+sbWxixoo5Zty0Vy8x7+5l/359d/vsGjp8RJMmTbnLSdgCpzYSIAESIAESMAsCFufbnTp5Eo5dl65dBw0eGuO/laRSVWFFwvhxY8eNHdO0efNy5cpH5ip8//59/HjxEyVKtHrturhx42KLk+JFC5cqXfq4/0m4rZHZctpGAiRAAiRAAiQQfgQsbg+Uo0ePxo4Tp1//gUrHDpSjR4/es1dvOExHDh8OP+ih0fz9+/dDhw4+f/bMycnh7ds3s+bMsbKy2rp1y/BhQyZOnrJi5Wo6dqHBy7QkQAIkQAIkYO4ELK7fLlq0oCrTOHFLnNAFJy9yVi1WfixetODCufOvXr/Jmi1rwoSJYKezs4uTU1XsXRw5baZVJEACJEACJEACJiMQST2Y8Ct/yZKlvn75MnBA/x8/fihzwTKL4cOGYrgzcq4w/RIY2KxJ46NHjjx+8rRQ4cKurrUTJEiAUsATpWOnrE2GkAAJkAAJkIAFErC4frsiRYtincGihQt27tzh4OCQKVOWRImDur7ev3t/7+4drKV4/PhR3Xr1I+FkO8wFbNyowckTJ/Lly/tPnDjHjx0rU6aMBTZZFpkESIAESIAESECDgMX5dmAxZdr0QoWLwL1bsXy5zuBsnjx5u/fo0bRZcw1kERVVtHChBw/ulS5b9tGDh0mSJPHduy9X7twRZQzzJQESIAESIAESiJwELNG3w+Yg2P0Ef69evbp96xZ2P0HdJE+ePFPmzGKLuMhZVY8eP7KxSXP65KkBAwe1at1GdS1I5LScVpEACZAACZAACZiMgCX6dhLcZL8/JmMdyozixomTOUvWHdOn4/yMUKpichIgARIgARIggahKwKJ9O9VK3bdv78OHD6tWrWZ4Hx6WOHz5+lVVGwIDAz/Hjh37x4/v+gS0wzFq/PMnFn583+930NbWFsJGq9LOiLFhSuBPrYWpTioLRwJiegbuNN5f4Ug5rFWLysL///77K6x1U194EcAbDapDf6P980/s8DLR/PVG09gNxPxLZ0wJ3OvX3eXt7bPbt1jx4oakh+uWMUN6rL3VEO7SpWu58pF6J2QN4xlFAiRAAiRAApGNgP8J/8qVqxQpUiSyGRYZ7KFvp1sLmzdtvHnzZqPGjTG5TTdOz/cPHz5g8xQ9kf934cL5Vi1aXL56VZ+AdjjWw+bMlQvbKWuLMTZSEThy+FDBgoWs4sWLVFbRGA0C+JV76ODBYsVLxInDzgANTpEr6vu3b8eOHStdpgznH0euitG0JjAwEAdElS1XTlMq+Mj8efMuW7GSvp0qKY7J6mJxre2mGxTcd7HJnD6p+PHjo/M5ZsxY+gS0w7HyI0aMmEYn11bO2HAjwFoLN7Tho1iMYOBO470WPoDDReu/v/6FXlQZfbtw4Rs+SmPECJqhFPob7ds3vVOhwsdwc9Jq0b4d5sk9ffbs3bu3qDEc8GBtnTpuXCtzqj3aSgIkQAIkQAIkQAJ/E7BQ327vXt85s2YdPnzoq2wNRKxYsUqXLtO2Xfsqjo5sJyRAAiRAAiRAAiRgjgQs0bcbPWrkhPHj4Mnh/LEcOXNiPSzGPbHL3Y3r148ePXLgwP6OnTqPGDnKHKuTNpMACZAACZAACVg4AYvz7a5dvTpxwvg6detNmDhJuUDh48eP/fr2njljumvt2pgLb+GNg8UnARIgARIgARIwOwLRzc7iUBqM7eswWXrylKlKxw6ase5hwoRJVlZWe319Q5kRk5MACZAACZAACZCA6QlYnG/37ds3LM+JGzeuPtax48RBrHwenj5JhpMACZAACZAACZBAZCNgcb5d/gIFsNvwjOnT9NXE/Hlzcc4sB2T18WE4CZAACZAACZBAZCZgcfPtKlSoWNmhyrChQ3bu3IGDxTJlziwGZ9+/f3/3zl0fH+9jR4+WK1fe0ckpMlcbbSMBEiABEiABEiABVQIW59thSeyKlavGjR2zbOmS4cOG6kBJnDhxp85d+vcfED26xfVoqrYPBpIACZAACZAACZgXAYvz7VA9sWPHHjxkaP8BA3Ea2K2bN7H7CQKTJ0+eOXOWAgULYqWFeVUhrSUBEiABEiABEiABiYDl+jHw4QoVKow/tgYSIAESIAESIAESiDIEOPIYZaqSBSEBEiABEiABEiCB/6Nvx0ZAAiRAAiRAAiRAAlGHAH27qFOXLAkJkAAJkAAJkAAJWO58O1PW/b///vv27Vvjcvz169fz58/fvXtnXHKmihACqPGnT5/G+uefCMmdmRpN4PHjx1xNZTQ90yf89fMnMn348CE2QDB97szROALfv39HQqPfiVKmeMwaZ4AlpKJvF+61HD9e/Ddv3mRMb2tcTo6OTidPnnz16qVxyZkqQgjUqOnsd2A/Nk2MkNyZqREE4By4uLjs2rUrMDDQiORMEiEE/vkndrVqVT09PX/8+BEhBjBTIwjgbE97e3vXWi5GpNVJEj9evNAriZIaotHzNUG9otfNaM7FixUZN25CwUKFTGAnswgrAsWLFlm9Zm3mLFnCSiH1hDeBnz9/Fi6Y39tnt7W1TXjnRf1hReD169eVKpQ7evwEDgEPK53UE94E7t+/X7uW883bd0OZEX6PqZ4LH0q1USM5++1MUY+haX8xYsRIlSpV+vTpTWEo8wgjAtj72tramrUWRjhNoQa+HbJJkyaNrW06U+THPMKCQLzf3Ta2trboCgoLfdRhCgJiTBYnBZgiM0vNg2spLLXmWW4SIAESIAESIIGoSIC+XVSsVZaJBEiABEiABEjAUgnQt7PUmme5SYAESIAESIAEoiIB+nZRsVZZJhIgARIgARIgAUslQN/OUmue5SYBEiABEiABEoiKBOjbRcVaZZlIgARIgARIgAQslQB9O0uteZabBEiABEiABEggKhKgbxcVa5VlIgESIAESIAESsFQC9O0ie82nTZs2SZIkkd1K2vc3gfQZ0idMlJBUzIgAtpvOmDFjvHjcAteMKu3/4saNmy5dun94cLM5Vdr/JUyQAPeaWZlsfsbyzDHzqzNaTAIkQAIkQAIkQAL6CLDfTh8ZhpMACZAACZAACZCA+RGgb2d+dUaLSYAESIAESIAESEAfAfp2+sgwnARIgARIgARIgATMjwB9O/OrM1pMAiRAAiRAAiRAAvoI0LfTR4bhJEACJEACJEACJGB+BOjbmV+d0WISIAESIAESIAES0EeAvp0+MgwnARIgARIgARIgAfMjQN/O/OqMFpMACZAACZAACZCAPgL07fSRYTgJkAAJkAAJkAAJmB8B+nbmV2e0mARIgARIgARIgAT0EaBvp48Mw0mABEiABEiABEjA/AjQtzO/OqPFJEACJEACJEACJKCPAH07fWQYTgIkQAIkQAIkQALmR4C+nfnVGS0mARIIVwKfPn36EhgYrllQeZgT+Pjx45cvX8JcLRWSgDkSoG8XAbV269at2rVcUqdMnipFsioO9ufOndUwIiAgoEWzpjapUyVPmrh0qRJ79/rKhd+/f9+lc8e0NqmTJUlUpFCBrVu3aKhiVGgIXL58qVpVR1QZKq5m9WrXrl7V0Pbo0cMGHvWtU6dMkSxJhXJljx09Khdu2MC9Yvly8r82rVtpaGOU0QROnTxZ2a5iyuRJU6dKUcet9t27d4NV9fXr13x5co0bN1ZH8smTx40bNhB1Wq5M6UOHDgarigLGETh8+BAI494B7UYNPUA+WD1w7LJnzTx3zmy55K9fv1D7OvfasCGDg9VGASMI7PbxKVG8KN5TeFu1btXy5cuXGko2rF+HKsZdmcY6lWOVyvv375ML4+mKZ6x4ReKpi2evhipGqRKgb6eKJRwD8ZxysK905szprt269+3X/8GDB1Ud9bbdz58/O1WpvNNrZ4uWLYcNH/H9+/d6ddz27PYR9v348cOlZo1VK1fWq+8+eszY+PETNG/aZM3qVeFovaWqvnnzpqND5Vs3b/bq3adHz15Xr16BU37v3j1VHm/evHGobO934EDbtu0GDR769u0bF+cax48dE8I/f/703bMn8EtgYtknfvz4qqoYGBoCuMuqV6/65MnT/gMHderU+YT/8SqV7QKeP9fQ+e+//06ZPOn169c6Mu/evXOwt8cvqzZt2gweMvTjxw/4eUb3ToOk0VFw7FxdnEEYnNu2abtv794qlSuDv4ZC+HCjR43E01JHBg/bU6dOIVB+r1nFi6ehilHGEdjh6elevy7Sjhg5qmmzZtu3bYVPpq/ze8b0aXD+rOJZDR06rEPHTg8fPESNb9ywXmSNH2B4uuIZ2x2P2t598NTFsxdPYOMMs9xUeJbxY0oCXTp1TJIowcmTJ0Wmd+7cSZUyOXoUVG3AayZxwvho9CL27du32bJmLlqkEJ5lCFm5YgViZ82cIWIDAwOLFi6YNXNGDEyoamOg0QSaNm6E36P4NSk0XLp0ER2lLVs0V1U4dMhg1AtccBH7/Nmz9LZp7CtVEF/x5EIsvATVtAwMQwL46W+dKuXDhw+EziOHD4N8r549VLN49vRp/Xp10GMHGfyhEuVio0aOQKDXzp0i8MWLFxnT26LjQVUVA0NDAP3cGdKlBWGhxNvLC+RHjhiuqvP27dv16rrlypFd1BoemHIx9AYhHDKqaRkYVgTwe7UA7pwc2T98+CB0oscB5KV3kzyjwM+fMdCE5yH6JkQ4evgyZ0xfMH9e8bVVyxZJEye8ePGC+Hr92jX04DZp1DCsrLUQPey3M6lbj3tg8+ZNefPmK1KkiMg4Y8aM5cuX37fXF36b0pSNGzYkSZLE2aWWiEqUKJGra+2bN25cuHAeIZs2bogVK1bDRo1FbJw4cdw9GuCZeOign1IVQ4wmEBj42ctrZ8mSpbLnyCGU5M6dp2ixYp6e2zF+p1S7aePGtGlt7ewri6iUqVJVrVYd/Qein+/OndsIz5o1qzIhQ8KQAPrn0K9mb2+PuhBqS5UunS179s2bNuLhrswoWvToqVOlrlTJztnZRRmLey21tbWjk5OISp48eY2aNXEb4mZUCjPEaAKYr4I5KtVr1ABhoaSKo6O1jQ34q+qMGTOmdWprBwcHp6pVlQJ379yJHTt2+vTplVEMCUMCp38/3NzquEnjD2516iRIkABPQmUuFy9exAB6fXePGDFiiNhkyZKVKVMWP3oxzxVP1O3bt+HpmidPXhGLexbPXm9vLzyHldoYoo8AfTt9ZMIlHM0Xv2zKlisn116uXHn4fMJdk4d/+/bt2rWreCHh+SWFQxjX588F+Xbnz5/LX6BAwoQJpdiyZYM0nzt3Llyst1SlV65cRV0oa+3rly+oIB0qr169QkcRhKNFiyarNVEvQRMr79+7FyduXHS8rli+HL9r0b2n6iBaKuwwKzduKPhw5coH3S+yiij/u4IeKrNJmTLllGnT8de7T1+dWMxqRf86bq6/6zRIs/ZkWWUuDNEmcOF80LNLPOWEJJiDPJ6cqsOy6dKlE7XWuXNXpeZ79+5myJgR/veSxYswFe/gQT+MeCjFGBJKAngT6dTaP//8U7xESfS94dWmozx5ihRDhg2vWMlOHv702VMkwefGjet4rooXmSSAuxhP4MuXLofSTotK/j+nwaKKHVGFfREQgKxTpkwlNyBVqqCvIkoe/vrVK9wYKVOklAeiEwhfAwKeY+4d5nXhhfSXqtRBsc81ZxTJ5XltCIE/tfabvPTRV2svX7yATMqUKeTCotaEHngJ8Dkw6fjX76cenlkZMmRYsWq19DvVEJMoEyyBgIDfFaFWa1ifBJ8gWA2SAPrCg1T9fa/9dycG3dH8hBUBVE0Qaj21hoGLEGWEe+3J48dly5SKETPmTwwB/viRP3+BlatXS125IdJGYX0E9NRaSvGSkrpgRXIMVXXt2k2uav26tSf8/dGTh2EooUo8XSUZ8cYUUfpsYLgOAfbbmbRJoNMO+SVI8NfE+QQJgjre0DegY4oQjp8ggTw84e+vEEa3NlwErJ+Qx+pTZdJCRrnMPnwIqpoEfy93wIiDVq39XS8JZVV8+/YtJJw8ecrDx08fPXm2YOGiZ8+fY8KlciZ4lANp0gKJWtNZpPJfrWlNzFdaqalK97ZVJmeI4QT+PPR0H2vq91qwauHbwV1YuWrN4yfPcLuNGj0GvbkNPTxUB+WD1UYBfQT01Jr6e02uBN0T3bt2adumdYECBVE7iPpP1d+vyISiAYTsttVnrYWEs9/OpBUtxk/f/e3GvXsXNNNO+ZNUCH/QFQ5q3xDGWyp69OjirSOVQQxbKFWZtJBRLrOECYN6CxS19qcidIr7p9Z+u4OyevlfFc+bvxCziaWeCbc6dW/cuDFh/Dhvr5213epEOXgRViBRETo/mf67QRKHyCzRAMRbR1an6g0gRJoprEPgv1r76y0uKtGIx5rnDi/oT5o0Kf7H7K72HTpivgp23zhz5kzhwoUJP6wIiKp5/16n1rRuEAyOz5s7Z/y4sfhN26VL1z79+mO+OOwJw9s2rEpnpnrYb2fSisNUA+Qnhu2kjMWIj4iSW5MkaVI8j168DBoP0hFOkSIlJuFhYb9I+7/YP2O+fw3UypPz2ggCIaq1ZL/ngL948dfeTvIqhlOuM+RUpmxZJLl//74RtjGJPgIp9N9rIkpfQmW4GFTSudfEXRxSVUrlDJETUK01MRhnBGp4dcKxk7LAnH1c379/j9jDkIC4QXTea5gUgU5TvKSUGWFVhJtrrf79+mI2+ZFj/ph+Jxw7SIpa5r2mhBbSEPp2ISUWKnlMNcCr/dDBv3Y9xQxf+HD58uXXUY2JpTly5Dx65AimiUhREMZ1/gJBwpg7cv7cOXnPhNhwq0CBAqGykon/JpArV07UhbLWYseJgwrSoYU1X7a26SAsH/c5+LvGMe6At9TUqVOwoa48lVgiDX+d4MOQAG4oTMM/6PfXmnHcPr8r6M/KWQOzQ19CpkyZcHP9XadBmlGnBiqhmCEE8uUPenaJp5yQB3OQx5MzpP122BEN95rOQub/7rW/psMaYhhlNAjgTaRTa5hG7H/8GHaEkBbDypN3aNfuyJHD8xcsXLV6bZYsWeRR2bJlx3NVZ+dI3MV4AufOk1vDBkbpEKBvZ9ImgYaOTUywekjsqIm8sf7Lz8+vkp29+H2DRw+isNBSmIWV5JiRsO2/0yYwooQtVLJmyyYcQQzhYbLqyhXLhTC2tcPGxfjdU/b3Wlp+wopA3LhWVatWO3bsKHZaEjqxT/rJEydq1KiJHRYQgqWXqLWnT56I2NpubjiXYq/vHvEVm3F47dyBXW+wZsLKymrc2DGDBw+Ulo9hbGLxwoVoGDorOsPKeIvVg85RrLbz9fVFXQgI+Jl04/p119puYrkr6gW1pr2VsUQP9xo2wNvl7S1CsCOX5/btuA1xM1os4fAoON70cJexEa50qoHPrl24s6TpCmI7YtxxhuSOIygmT54kGYd1NwAAIABJREFUSeIJuXLFMvy6Llz4zxZUhiihTLAECv9+uG3csBGzwIUwdu/CHAY8CcVXbNGPe03MiMDDE+cnDRk6rE7dekrNeKLWrOmMpyv2EBWxuGfx7HVyqornsFKeIXoJ4FcRP6Yk8PjxI+x6is05x4weNXnSxBzZs2J7VbRjYQNeGNjysXevnuIr9vspVCAfNjceOKD/zBnTsWsxtszd7bNLxMKxw3E6COnerStW+JcvWwa7Iq9etdKUxbGQvDAlDvttZsuSCRPjMEckSyZUoA38clF8sYk0trcVX3GqQc4c2XCWDva/nTZ1av68uXHmFY4dE7FDBw9CFdeoVhWplixZjPN28HXQwAEWQtKUxTx9+hTuHWypOmXKZGx+iyrDzt7YSlrYgM3xQX72rJk6Jl2+dAnhOnsX40dX7pw5bFKnHDJ44PRpU7HPKvZTRfeSKYtjIXmhzwZsQRiccbOAeZ5cOcFfFB/1iNrB1rg6NHB/IVxn72JsOY5AbHu7ds1qzO4qVbI4vi5auMBCSJqymHhzYcPh4sWK4Ibq17cPzmYsVrQwJhYLG3p07wbyYutv3Iy4hiQ2qdb5Q0cG5LECBrcqnrH4GYznLZ66ePbiCWzK4kSBvP4vCpTB7IqAwQIcsYLWj1e+Q2W7s2fPSEXAUnC32q6LFy+SQrChCU4Sg/8HHw7PJl/fPfLy4pdQ504d4EbgvipcMP+WLZvNjoa5GAz/u6pTFVQZKg6e2dUrVyTLsf09am3d2jVSCHpePdzr4bREnGYBnxs9RlIUeuzwmoGbjih4HmVLl8LLBoHmwsG87EQHAHbAh68A1KgjsQGNKALeRgjZuWOHTolQd/AJMONeJxy/yho18BB1ilqjYxd+LQHuHQjjBgFtHL4M8lJe8NJQa7jjdHJH7w5qDR1+8nB01I0dMzpv7lx4POIRipOs+IQMv1pDDys8NryngBpnS0gniyBHPOJQa+I0pmVLl6KmVP8wv0iYh6crnrHiFYmnrtT3EX7GRz3N0VAkvX16jCABEiABEiABEiABEjArApxvZ1bVRWNJgARIgARIgARIQJMAfTtNPIwkARIgARIgARIgAbMiQN/OrKqLxpIACZAACZAACZCAJgH6dpp4GEkCJEACJEACJEACZkWAvp1ZVReNJQESIAESIAESIAFNAvTtNPEwkgRIgARIgARIgATMigB9O7OqLhpLAiRAAiRAAiRAApoE6Ntp4mEkCZAACZAACZAACZgVAfp2ZlVdNJYESIAESIAESIAENAnQt9PEw0gSIAESIAESIAESMCsC9O3MqrpoLAmQAAmQAAmQAAloEqBvp4mHkSRAAiRAAiRAAiRgVgTo25lVddFYEiABEiABEiABEtAkQN9OEw8jSYAESIAESIAESMCsCNC3M6vqorEkQAIkQAIkQAIkoEmAvp0mHkaSAAmQAAmQAAmQgFkRoG9nVtVFY0mABEiABEiABEhAkwB9O008jCQBEiABEiABEiABsyJA386sqovGkgAJkAAJkAAJkIAmAfp2mngYSQIkQAIkQAIkQAJmRYC+nVlVF40lARIgARIgARIgAU0C9O008TCSBEiABEiABEiABMyKAH07s6ouGksCJEACJEACJEACmgTo22niYSQJkAAJkAAJkAAJmBUB+nZmVV00lgRIgARIgARIgAQ0CdC308TDSBIgARIgARIgARIwKwL07cyqumgsCZAACZAACZAACWgSoG+niYeRJEACJEACJEACJGBWBOjbmVV10dhIRuDbt2/v3r2LZEbRHBIgARIgAYsmQN/OoqufhTeawJIli4sXK5I6ZfIM6dKmSpHMuUb1Xd7eRmsLacIWzZp27NAupKn0yU+ZPKli+XL6YnXC161dA+EnTx4bKK8qVsu55ozp01SjtAO7dO7Yq2cPbRkjYhctXFCzerWvX78akVZfkuPHjkHnmTOn9QmEMvzLly/Qv2TxIqHn1atXHu718uXJPWH8OIS4udaaOnVKKLPQST5k8MBWLVuErU5qIwESCA8C9O3Cgyp1RnECeH1279rl33//7d6j55Chwzw8Gly8eMG9fl3pRYvyw/MbPGhgOIG4dv3azZs3w0r5w4cPz507a6C2588DIPz16zcD5VXFDh06eOPGddUoncBpU6cWzJ/348ePIvz0qdPnzp4xJGGIZG7fvg2Tfv36GaJU2sIvX76EzjevX2uLGR3769cv6IflQsP0aVO8vbzKlC1bqHBhhBw+fOj6tWtGKxcJV65YAfj3798XXy9euHjC/3godTI5CZCACQjENEEezIIEohIB+BmTJk0sVbr0tu07Ysb8cwd179nT3q7SsKFDGjRs9M8//6C8eCPi7R6VCh6GZbl1556gFKzOt29e37t3D36MkPT22R1sEiMEBg0e3Kt3n7hxrYxIG1FJrKys7tx7EDdOHGHA/Xv3Yf+MmbNixIiBkGs3bhlIWMP+d+/eAv7379+FzPKVq6SK0EjFKBIggQgnQN8uwquABpgZgWtXr3798sXJqark2KEAtrbpWrZsNXrUSHRHpU1ri56tf3/9evb06YED+4sXLy6chqdPnhw86Pfs2fMkSZI4Va2aIkUKUXI4i6dOncyTJ2/cuHE9t2+DR5grd+5KlezkXN68ebPbZxeiihQpWrxECR1kgYGffff4Pnz4AOFImCNnTkkAHYroYytSpAg6cq5cvty6TVtEYfBxr6/v7du3MmfO4lClinYF4HXu53fg8qVLNjY2VatWUwo/fvzooJ9fQMCLjJky2ttXhs+BaYhHjx5JnDhxgQIFJfkvgYHH/Y9bp7bOniPHvXt3kyVLZmWVTsQiytfX98GDoP6hihUr5cyVS4SfOnnywYOgQh0+dCgrPtmyPXn8OHr06AkSJJDUXrhw/tjRozCyaNFiRYoWlcLPnz/38+fPQoUKnzyBj3+8+PFr1nROmjSp0n6EvH79OiAgIFGiRFB+69atZ8+elilT9sb166g+xDo6VU2X7o+pqslRs0CEHs3MmTPb2dvp8xFRQUcOH372/HmypMmqVqsGAnJtqKkT/v6oGhS/bNly8taFHrijx45+/vQpW7Zs5StUFE4bigyMqVKlsombBu0q4EVAzJgx0JOXLl36TJky3b9/L0mSpJLZ8M/QANB0Y8eOXa58hSxZskhZo7L279t3587tHz9+oNuvYMFCIgoARafgb6u+5M6d5/nz52j5aJxSWiBCwaE8f/4CJUuVAj0RdfXKlffv36OholCoOxhcrVr11NbWqvREIMaUD+zf9+jRYxsba/vKDrhHRLh0d8SKFWvTxg3olcyePbu/v3+unLms4sXbsGF93jx5Rb1DcvduHzQYG2vrKo5OqE2hAf3rMDJjxkzW1tabN21Mnjw59GtYwigSiAoE0O75IQESMJyA//HjiRPGb9G8mb4keNFCQPq7ceMGJKdMmZwiWZJUKZPnzZ0LFymTJ124YL7QgJcohCdPmpg7Zw4pVW3XWnjXCoH9+/elt00jRXXq2L5UyeIOle1ELNyFjOltkyVJlCdXTpvUKSHWtHEjvPhFbP16dcqXLTN+3FiEZ8qQDoHoUCxcML+krVKF8q1btcRX1eK8ffvW3q6iJFwgX56+fXrj6507d4T8vLlzUBZJAKWDQ4CoooULpktrA09FUrt+3VqIYboeQmAt5guKKMxLy5wxPVRI9jds4A63DLEopqS5R/duCCldsoR9pQoiIZQ3a9IYAjAAUx5xUcet9qdPn0QspvTBcqSSNNimsQYryR75Rb++fSD2+XNQWlzD8jmzZ8FIkRb1tWrlStWECMTMS1SrlAsQwdVDuOf27Qj03bNbJBwzehQ4WadKiWLiAgZjxFNEobCiChCbOlUKpKpW1VEqCOYXJkmUAOGIRVSFcmXhiSIhBPB1QP9+uJZXwfBhQxEC/W3btBb64XyXK1NashCoUWsiCu5+zhzZoB9tD3wgU6Na1cDAQMS61KwhJWncsAFCgDRfnlySzd26dkFClEXYXMXBHv6ZiMW0PAzm4qcOBIQSINq5Y4eIVf4PViJ3IYyGirtMiOFnEgJxs6Bp4WLunNmYjYCLWTNniGaMGweS+/btzZIpA8LT2qTG/7hfdnh6Cg1wPRGCPnXcMrjo3KmD0gCGkEAUI/B/Uaw8LA4JhDcB9HOUKVUSLwm8L/H22rvX98OHD/JM8S5BNxters2bNcUFXDT0SMFRwFfh6+AVCAcljXUqSCKh8O3wjsTrHy9saGvZojn044WHWLzI8arLnzc3xPD17t27JYoXhbDk22FiX5FCBYQ/Af39+/VFWnSWCJPg2+Ftly1r5vnz5p4+fQqBeAfDS9i2bSuusci3UQMPaEMSVW7t2rbB63nB/HkoBV75vXv1FMLCt9uz2wcJXV2c0SOFrPF+hamV7StBlfAmJc8GIXXr1MYbN/DzZ1zLfTvAhB8A/wPhUDJ40ADohDuLr+j7Ea4kAArHS+7biZLiHY9UIAkfC14LDBYFgSMCUyGPriM4T+jQQo0I25Ql1fHtoCd7tizw0ZFQeD/wnkVl6aSFWvBxq+2KPlo0jC1bNsMRbN8uyAa5b4f+LYghXChBH2HZ0qWgU7jgqAsUGe6j+Lp16xYYMHPGdCiBfkRh3Ylw9EEYbhzcFETJfTs0M0z3hEJcCMKSb4ciwH1HY/PauROpQNLJ0QHeGHpA8RWUsmXJBG8J18hi6pQpyG7D+nX4im6wiRPG4yuWgwhHU+7bYf0NokYMH4Z6QRabN29CjvhBgoT4wLcDfDRadJoiFg0PVQ+vV8Tq/I9OPkADEKAGH2SH9gAPWLiYwreDtw0/HsuVgE74dgjB2hH4i8+fPXv06CEaORqS+B2FXy9w62EPsCMv4dtBHi0fFQQCqmYwkASiEgH6dlGpNlkWExHA4BTcL6mzBJ4K+sbwIsTrULIAHRWSn3H27Bn0pUl9XZCBG4dXI15LuBa+HfwDKS1ecoiFDEKWL1uGa7w7pVjxvhe+Hd5b0CwcNSEguhVXr/rTzwTfDsmPHjkiYjEqh69wZSRt8J9Et5MUIl3gjY6XLjRIIXj9o+cGGkRZgjyDrJnlri28QMTCncIbFN5M186dRFq4s1DVpVNH8VXy7fDixzsbb1wpi1OnTkHDsqVLRcjQwYPwFT6o+Cr5dsJsOTQIoDMVmoWbC9uQEEPJkmYIw6eRvsovdHw7JMTwnyQwaGCQu4mZZ8q08KjgQ0j9VRBAkeHTwEuT+3aoFFQTXBBJg3BhUQqEYGkO9MtjsW5X9HKhvwpRwq0XaeECbtq0Eddy3w5fmzRqKPplhZjk28HLhwbRlkTUpUsXsbgb3aj4ij7gpUuXiHD8j1qD8KSJE0QI/Et8FZ4fQiTfDs0AXa1o81JCXAiGUI5r+HZIKBx0IQO/FiE6v4JEFPr/YC0cMkmbr+8eCG/ftg0hwrfDimApVvh28N6kzmk4u5A/efKkjgw0I0T4duiYFF6vJMMLEojCBDjfLioMrLMMJiaQMmXKBQsXTZk6DR0SmI2EkT5ML8MLGLN/9h/wU063wrSzJcuWw/NDNwZen/AS8IaGzXiySJaXL19eura2scE15jbh/5s3b+D/cuX+F1u8eAkpC8zKgma8ay9fvoTZ9Jhl5em5/bfm/yHB7DTMhRLfxepaTOeSohFbuHBhOH//S/Df1b27d/FelAtjnn7ZcuWE8ZDCezdb9uyYLCiljRkrFq7hUdWr747pVl5eOydOnoJU27dvgyosNNHJBTO0Fi9dBvvhzgIL4OzY4QmZf/FP8yNmPVarXl0uVb1GDfhk58+fF1O7MKNRPjnM2jq1QKqp+E8kJqVJYqlTp8Y1JgUqE547dw7z/OTT+KZMm64UK1a8OP7g2aC1oIzofF2/fj3ERAMoWChoihsGW2s6u9jZ2ZcuU6Z5i5ZCCaKiRYsGz6ams7OdfWXMAvRo0ECpXyMEzRKxjk5Okgxmzt29/1B8nT5jFjwk9G/BJDQedEJLVmnoxJw2uLNt2v61C0/16jUwkH3m9BnoR9qgpiJrZqlTB022Q1dc/PjxdTSfP3cOhDHhD38i6sf3H7hAk65Rs6YIqeygO0OucmUHkBGx586eRY1jUqmkGRMKMa0T4VII2m2cuHF1suZXEoiqBOjbRdWaZbnCnQDeUuXLV8AfllhilUOfXj3Ru7Zm9WrpxSxZALegY8cOW7dsRjcVJonD4Uhrmxb9NHITMdlf+irNSUfI27dv8L989QAmladM+WcdBqIwYIcuQ/QA4dWVPVt223S2OiWXa8b8uSBtCf+3FgFfbWzS6CQRX/8IJ0goj5WE4algBBA9UujO0Un++HHQ7ndw77p16QxvBp7l5o0b4QUWLVZMmdHsWTMxgIueudhx4uTIniN9+vRKGWXI498b7KVOFeR1SR8s1MA1hndFiI4bESN60AJSAz/ytPLqkCfHWDB6XkuWKBmsTrj1Hdq1hdsKRwpLKHLlyp02bVoM44qE8Odmz5m7ePGiZUuxi85C1K+dvf3YcROAAmtB4LtjPH3tmjUrli8XDtOYsePky2W0cxeLUaSFOzrCa1avwk49aL1Y7oC1KgaqxXgu9KT6G77wpyX4ceLEgbVSdvJrHRvg7MIAtVb0px4hL2/DInm8ePEkPWgMqVKm0lFrY20D71AKVPqUOvL8SgJRiQD3t4tKtcmymIIA9g3OkT2rvMsNuWLx3YBBg3Fx5coVpRHYRRb9Sf36D7h89Rr2rdix07tChYpKMdUQ0eHx8uULeez33x0b+MBzwru5XPnyR44ef/T46YGDhzp37qqqRwSi7woXL178pe3njz/adBKKt7VO1uhjE2LC43FxqfXm3QedP2z7BxlX19pwN+HQYJD0yJHDHh4NlYadPn164ID+2FDm8NFjj588g/1du3dXiilD8OZWFgSTsRCoz1VVKglliCDw7v17uR44xGL0Vh44YfxY9KcOHTb8KvYmuXNv+46dZUqXkQu4ezTY47sP3WmrVq+tUaPmbh+fVi2bCwFnZ5edXrvuPXi0YeOmOnXroYcYa00Mt1wY+f7d/4z8vcD2HuxEX13nTh3Rv7XvgN/jp89RBcOGDzdEs+hX1mkYL4yFDwvz5cuvbEUzZs42xBjIoDHoNGkEojFY/24k/JCABRKgb2eBlc4ih4oAPB701mBHCR0t2AwMIQkT/tXLJWQwBR6vwx49e0luB16rBhoh9qTYv2+/JI8X89OnTyTNuOjffyD6AkXXyN27dzQ0582XH2LYbEKSwQoATHFTTYIdNDDaiA0y5LHHjh0VX9FxgpEvbEGCzkhJALuWoANGKASKKg5VMO0M0+nw/nb38FDmAkvgJcPrxUDef/YbRAYeCbbz2LXLS64TX5FR3nx5lRmFRwg62NADd/KEPxhK+jGxzLFKZWm4UITv27svY8aMnTp3kfYBwYRFWZK24pQR9M5ib5RFS5bCn7tw4QIEMIkNa1RxgZ1lsHPHnLnzGjVugpXImGxnYIny588PSXiEkjy2jMFiBSxzwWIReOrduvdAGxNbrsit0tBva2uL7uddu/46iGWXd1BdFChYQCOhalS+/AVu376FjmcpFl3aaEVY6KoqrwzMXyA/DkrBLE8pCr2VV65cLlAgxMYolTOEBMyRAH07c6w12hyRBJo2bYbuKGxaAZdFvNTh3GADrZbNm+EFWcvVVRgXM0aMgOfPxTXGCl+/eoWN0/AV086wj8PGDUHTrb59/59PoK9I9pUrY2xu1KgRIjl0tmn9ZzIWkghf4cTJEyI53taY+B+Uy48/+83qqMVMQWzztm7tWvQMIQrnVvXq2V1ndFhKguI0adoMXqw4bwPFxOApBmElgRYtW8EbGDl8mOjMg8/RuXNHvFNz5/6zQV1ttzpYQjtjxnTsyoaslWUUvZKYhiiiMHMRq19x/eO//XJj/N4dWnTIyZNj97LGTZpi4eTqVUEb6sJBxPLS9evW1XKtnSZNWmVG4RTSolUrOCWYyy8IoFp9du1yr6/br4ZqevbsmRgexUguDtsQ0wpF+0FZMOQqagR2wk3BPM6CBYO2BsQALjr8sHBV2I9ZbvDSsM+ffERSu2g1ajqnTJUKC2CF3waSIAyXvbJDFTGELcHHih8sBIE2NFGhE84rLkSHnDwXhLdr3wEJxQJeRGHZxPz58zArFD1w2vYoY7ExJFxV7FaDbRoRCws7tGuHrRDhsSmFVUNatmqNGajQIIa5McLbuWMH/FRo2669qjwDSSDqE4jC60RYNBIIJwKYci4208JeFVhyKDYewwZdYu2hyFSs08TyPezLgDUH2IQCizSxTQM2gyhUIB825UIUtp9AB55YJ4vpVpK1mHyGWCwRFSF4iWJZItaZYhcJrCjElhbYxkKsk8VLsWSJYliRip1QsBIQ+9tBD9a9YksITKVCcqxyFSPIknIs8hX7xmHDMNiMgmAjNGSnygpLCzGRH7FQgmWYKGn3bl3xVayThUMj0iJH5A4zsA0H9quTVMF3geWQl6/kRay0ThY7aICJsB/bXkA/JpwBFOzH9DJIwntDcvwp97eDbQ086iMKhonqwJZsYuUpEoI/eqfkhYLjgoxUi6lcJys24BDCWCKAXLB6Q5kW/i4W/yIWxcRGcbjAzjjCBvk6WQydo2j4Q2GxGUexooXFHjFYZQx3BN3AqFmkRRQuUNFQBVce2aEliMpC+xG1j4yCdsY2eJ0sJLFQBnxE+wFbrO8Wy67hw2EjPeSLPXSwthfhKCkkYSd8QSTEylO0cAgo97dDWvQ1IgrtGaXAhV3F8mhaAhHWycJgOa5RI0dABn6bkiFCsJcKMoKFaANoG2hO0tJpsU5WfneIdbJijxhJG7bjgSXYeAUaoAc3gqRBrJPt2aO7atYMJIEoSSAaShX1HViWkATCmgBmx2MQCksyP374kDRZsty5c+PMBvlCvM+fP/v47MLCzOo1amIeN7qvtmze8v79O4xjYo4a1g2gP+bD+w/OLi4wDUtNsQxCTGPCV/hM6C0TBwwIw7FqAVvqP3r4MH3GjPXru1+/fg1eBSbaIxYLNdauW4vFtziiAJrRRQRf8PKVy+hEwfkEGKj6+OGjtE5WaIPLtX3b1qtXryZMmAhDpTAVJxzomwKIXjH0RaFTB701bnXqWsWNe/Xa1RLFS0iFxdsX47boAsSpCQ5VHOXLPpAdBm2xRV/JkqUwhCpVQtAgdWprcf4E7F+3fh3W5KJjD/YDAoZ0sZUG1oSK4xMwJw9fMb6Gww/gJGHUVX7+BLoq/zuXomglO3tp3QM85i+BX+RneGA16JOnT1SLefPGDczor1jJDsnhVKEjE/QkVVgfAH+iWLHiGBhVbUcwz3fPHmDEgmic8yHGNzED7ML5cwUKFhLnT8CJx6YeHz68x7EK6EvD2gX4u4GfA2u51kKfE2oEDMEKvXrp02eo7eYm5YXGgDKePXMG+tPa2mIWozhxAQ0AI9rp0mfAgR2wCusG3r55izW2wkJ0pGF5gbRMGAtfdu7wRCkAGauJpa5NKEdfI35+JE6cBEtxM2TIAD1w6bDmFAelCLVY+oqaBUm0ARiMyZESBLQ0HN0B5wlVg4KLfj7EYsu6l69eytfJinW4pUqV1ncSGmzz2eUNXxYHSNjb26OvUeSCG03n7kD3Hs6lQNvAATDy6gDwHZ7bH9y/jyaEzmlp+BvvOHSrp7FJg/5O1epjIAlEPQL07aJenbJEJEACJEACJEAClkuA8+0st+5ZchIgARIgARIggahHgL5d1KtTlogESIAESIAESMByCdC3s9y6Z8lJgARIgARIgASiHgH6dlGvTlkiEiABEiABEiAByyVA385y654lJwESIAESIAESiHoE6NtFvTpliUiABEiABEiABCyXAH07y617lpwESIAESIAESCDqEaBvF/XqlCUiARIgARIgARKwXAL07Sy37llyEiABEiABEiCBqEcgUvh2ODwHBxaJY7NNgFg7O+1YE5hnplnocMMxRDgiSZRFfm2mpaPZGgRMdsuYICMTZKFBElFKA8TtowzX1iOPDU1aw3OhZOQngFOS0ZyEnfJr01sesbmbvrymz9Gkvt3Ro0dxsKbO59ChQ1u2bIkbN66Hh0ew5d+1a5eTk1P+/Pk7duyI0wP1yUOhyMXNzU3IdOjQQYQsXbpUOzvtWH05hjL8woULMK9kyZKqel6+fDl16tQVK1aoxqoGBptk3rx5yLF79+7y5IJbw4YNVXWqBkqWy7kNHz48Xrx4OLkSSeTXqhpMEKhaWNV8g+WmmsroQBNnZ7Sd2gmlqpcXZ+XKlWhgbdq00U4bolgT3JuhycKI20dZfB0DpNsnpIbJ6yKkaZVWhXfInj170FpKlCghz6hatWoI3Pj7gwscfatqhnasahLjAsWzDv+rJse5t2jzAQEBqrHKQG35adOm4TBoeaqQFlOyViSES9e0adPEiRPv3LkTB+xK10rDwjvEiNwlVuKpYriFBkLTYaWvpenkq12DcmHtlmN4cUIkaVLfDoeOf/r0CV10qWUfHB2dJEmSwoUL6zRlZTGOHTsGxw4OIjqEZs2aVbt2baWMCMHvVGSEz4EDB9CSEIgLEYJq085OO1ZfjqEMF2TwU0ZVz7Nnz7p16zZu3DjVWNXAYJPgVgcQnb5SwQ0VpKpTNVCyXOKGFj906FCcs47Hh/xaNblpAlULq5p1sNxUUxkdaOLsjLZTO6FU9fLi4EZDA8PJ99ppQxRrgnszNFkYcfsoiy83QH77hNQweV2ENK3SqvAOEej8/f1v3Lgh8oKT5OXlhSaEhpQ1a1b8mI8WLZqqGdqxqkmMCxTPOvyvmhzOdKNGjST7VWXkgdryyrEOcUMFq1YSkKwVfNAVsmzZssmTJ1eoUAFspWvDFYaVpBG5S6xCCsHAtqHDSl9L0yGgXYNyYe2WE1ZgdfSY1LcTeadNm/aW7FO8ePHYsWPD2cMDCAKrG8pPAAAgAElEQVTHjx93cHAoWLDglClTqlev3r59e8li+Oy4Xr9+/fXr1/H7Ax1+79+/1+by6tUr3Gxv3ry5cuWKJCll5+vriyxGjBhRq1atPHnywH+CWyM3xsfHBwKDBw/GL0iYhM4z3BLoXXN0dDx//vz+/fsRO3HiRGg+d+4crgcMGIBr7VRyg/ft21exYsXy5cujUFI4kiMwV65czZs3f/jwIdwvAeH+/fsIEfrlAiIhDEAnZe7cuevUqXP27FmdJNBfrly57Nmzo6SIlfJ68OBBgwYNULQhQ4ZIffUiVscMudm4VlouuKG7ztnZWfjTqGTpGhmpWi5YjRkzBoS7du2qzFS1jqBKXt7Lly8bYrOysBqomzRp4urqijrFkwg/DHDRp08f5DJ+/Hhco5tBaapqAfXZD2GpZu/cuYOniUZeEL53716zZs3y5s1rb2+/adMmQVgqtUYrhYyy9vHWRJJRo0ahj1Ze+2jeePTnzJnT3d392rVrQj/+x6tXg8bBgwdx/6LqdVodEj558qRx48b58uUTN5dQCOPRSQ8DRBcIioPrSZMmKU3VaR7ye1NZKH2oQ9RUtB8OEhBcqKqVBJTmIUoVr06gZACah/z2kZddmbVOdjoPDXla1YakD50ojrKpK29b1KB0F6tmoZNETlK6jhEjhvQk3Lx5c5w4cUQUivP27Vtc4+c9GhJGMPAjv2XLlngkIlDEiijARBTaIaJ69OiBa6HwzJkzbdu2FY840MM1Ogi0k0hWnTp1Ck6bi4vL4cOHpUA8Fnr16lW1atVBgwaJ3+S4QOyECRPwxlHGIgq3eadOnZAEMvBR5PLosMBzGFF4GcGhF7ngNpk9ezYejMjo3bt3Uta4UNUvBJTWCj69e/eGAGoBtSO/VqqCneDj7e2NFwpeQDoCqlWgLJ2GkfLcoR+PfTSesWPHio4GndxFoeSsEILeOLzIpAagkZd2y9HHSmSqU18I1KkmHauUJJX6hWYT/Y8GZLIPvDGUCm4ZGrf4iLfUhg0bEI5+ODQ7DM7iOkWKFKL8cFYk83C7Xvz9gZOHdyG8MbjDqsYLhVmyZIGSRYsWoZniIkeOHPh/wYIFUnZLliwRucCtFPnCjZNioRnCQiBVqlTiAv8nTZoU/8NDxXMEF7gnIYmXPa7t7OyCTYXXpLD50qVLeJYhVbJkyYRyjDX7+fnFihULnV4ZM2ZEIIoPxxRvdFzjSYfni1IAD6m7d+8K+/GKhWSCBAmEwSIJXr0IhEDRokVxAfvR4mfMmCEyTZQoUcyYMXGNJ4hUdtVcJNSqlou0uEsLFCgAbSgF+mKl61KlSqnqlAgjibW1tU7ZUTTVOtIpb/LkyZ8/f66qX9isWlilvA5qONCwatu2bf3798cF2i3qTrQiNCqlqUqF+uwXVuGHhFSzoi5U87p58yY8JNFIbGxskC+E58yZI1WHdiuFYwp5ndpHcpGjvPbh8CHQ1tYWPwPQAtGW0E6kXDRo4KWOhKh6eUNVrThJG/xUJBk2bBhC8ErDNdqPsqHi3SbsxP/16tWT2qdSEqaq5hjSpqL9cJDsV1WrbZ4qXmXg6tWrUVg8DNE85LePpFyZNV51SCKv4g8fPsjrQkqrryGpohOFVW3V8tsW9SL/isaj2lZ1kkgkxYV4RON3KZ7qIgTtDT8wUK41vz+4gGcm7MSDHbcknpaFChWCsIgV+hEF5w/PczzT8PsBPgreFHDsBAE4YZDHCDW04WaXtKkmEWagHwGecc2aNeEp4rmKhPhtDLzp06cvU6YM3hfgjMcyhFu0aIFY+EMQUMbihyWsgqOGvHDToRdAkt+9ezce1AhHpxoGr2A2tOH9CG343dWvXz/81kKHgmgYgKCau4a1go+449Cu8IOqVatWoo3BWVGaCu8NsXjc1a1bF36qjoBqFShLp2GklDs6CPCQQUfJyJEj0e9Qo0YNlEKeO5qrKJfESvSeoOMDjw70CokGoJGXRstRrVlJXlkiuHo61SRZhUe00gZV/aI4pvn//0yTjchF+HZoN9IHbR1R0qMHvUeIQpcJnDY48riW+3ZCCWbOieSYK6bPeKEQv3rRl4AKgH8NL0pMI1P6drhz8GIQNzycM8kYKBfPCzQ+2IMfCsgXqvCTC5M/cI3fWPhfn2+nLxUezcJsjDIgOZ4++Dp//nxc42mFhwguMPwKMTw7cL19+3a4s7gQKFQFevbsCQH8HoKdUJs5c2Y0fSkJfrnCSJQLt42YA4e2KNwd3B4ozunTpyEMVuvWrcMF7n/VXCTaqpZL3PBTDErSpEkDefm1qk5BGI4yhmOKFSumLLt4lOjUkbK8+JGgql/YrFpY+CLK7OSoxSA4nq2oSkjiAyPxP/r5VfNSDVS1XyIpZaeRF4T79u2LfPGjH9fodcA1fvxIP2y0Wyk6GpW1L3w7+Pry2hcuLJ6wKCZeM+infPz4sWSqhoVS1cvpaRd87969KAU8fri/cErwtsN7V9lQRV+paB5Pnz6VMlJKokmr5hjSpiJloapNoqGqVtu8gQMHosg6eJWBmGgFMdyDOrePpFyZdf369ZVVLK8LKa2+hqRRWNVWLb9tUS/yr5iJodpWdZJIJMWF8O1EHxu64aETvy7QdQdVSt8ORUMq8dMaQzdy305EwUeER4IbBM0bnhkm8AgCqr6dviTCsM6dO+PnnLjXZs6cCXvgumEAB695ZA0Z9M0gEM0PT2xc4B2nGgvXDb+axA97DEmhF1ySP3HiBGLFsB3eVnh6Q63w7fCTFdeiKrt06QL98O1U9WtYK/iI7DDWBEnxWMa1qirhXQEvJJUCwrvSqQJl6ZQJgUgYKeUOzxi+HUqEcPEOwqidPHchj/8lVqKhonMBgaK1oBY08tLx7eRmw9lV1qwkryyRspokq1RB4SerUr9UIhNcRMCYLHpZxO2K/0X3LJqs+MA1xgUcDvzYwtiQFC6/wM2GhFCC1w9+kKnKiED8dCtSpAh+muADtwm+i6owZNAXgp8piMWzQCkDNwX2JEyYEFH4XQU3UfSKqQpLyYNNhSFLCJctWxb/4yUnEsLZxwVeaei3E0MAaMdyk1QFrl69ChkUBHbCj4FmPDukVHiFAyyed/jxh35juTaEoDj4dWhlZYWpLZijY4gZqpbL1apeq1ouJDEqDcdOjDuoll2njlTLq6Ff5KJTWHRIIFw1OyGPAR1cwNFBMxPXeEkgBNeqeakGClXBtjGNvKBBtAHRSDC+iZaM2TM6VamvvaFy9dU+pq7Lax+1kC5dOk9PT9yAmMKP95DUfS5KrY+GKKPq//oKjrxgMB7lW7duxRsXjRMvS30NVTQP0SctctEnidgwaSpSWfTZr9oCpVSq5qF/S4lXNVCVpBSozBr9pvqqWEeVdkNSLaxGq9apF/EVk5CQqb62qqxKuYX4CYduMLyz4dWheaAdqqIQfefiZ6rOhE4RhTnc6AfCwxDNG7/DxWCfqioEaie5ffs2HsVQBUnoFEowIQe9qvDV8NaoVKkSAqVpIbhWjcVPMryD4LBCAKOQ+C0q2YNeKGjDDxjc11jqJ4Wj+1OUUYzhwJJgc1e1VlKovFA1VYiJdS36BHSqQFk6fQn/v737Z7Vup9YArtxra2F3OguxttFCC0EUexsbKxHBysKvIHY2yuHKxXMKQdHCzkLF1koEO7+ArX6DC/cnD3fcSUZm1lxr73e/+5yTXWzmykzGnycjychIZnKUQSnVnVUj8Vog136h4auaQfJwTxiVAVzhFQpHsW3T6jVbjLpGZ9V0VilC8gv6vS6ePeXfi3Ev/MeCTTSnTLVn6fHw4t0fswkRW4sRyFVcoMu0g5NhqONjaTPac6fJRMQb9IZCTcN+ssqc9tbL3kxJwez5y3aQm0WOGdJu404JPueV6abO1FKUbs6kzcKBlc1jqWmGxHIiifmWuWNWc1KQA20yxCcWIxR9TGedV+bHHhQUPqEOj/mKGFPJb+o+lVyzVDAba6YZ0mkOdRQ3/aivoOy0+FGqQVnAWq9cQK27sQbK3hARS4bqL37xC88mZPai9WpCrSdO5e9YLXjJnHbxj3/8wzNL44VDrJbyO7VjitrXY16pfaUE+TQTM2yw2EjKR9HoQm0hofWIMxnOGpdB19qT4ESiUImpnxlqzGNQ6sykn8VUiteZ/FMLrFJTRTg9HV5NaUjk5p6BmfTOWmifrz+t4oHU2pCmyk6b1bHZFotU05pF8uixzzpt9vbLX/4SLBY3p/JgF29gilK9ijc25DFdkSIafUxfF9ED1Da7FFeWv/jZz342qxzay5///GeLKkVz+lbiv/71r+TRUQDQslJ+2mlqQqVvMZZ5zgq7VyJ5yWCrkgeS5OeUfl5Npc2r6f8pqXjnAb9n8NZ8bKiCrl0veIQowpg6CoblmQELZWVkkXJW9cmcvUyl0RVeyXwUG1a1pbhq9khzqC+hh2k1pUiXQatMxcnQ6RejN/fwFuJ2C2U0bG3yJz/5iTBGPz2B48zdsXLkM0zNSTchEmOiY00nW3Y65XL/z44X6UWup1ibk9k2ZD5ThqjrZeU0Zfff0rOyibf7mQYv8sxzNb373ve+x2eNKfMCrddMM+STYWvESAkm6yYy1UuR2Cg69iDnM67qNcyPrfTZL4I1t6/84ymX0m4q+U3d1zTPdJ+S7fqKiNykPyibQXQBNVOs1Vj2I6pBGMYm9jDlNU2cyl+JVbNs/oyXzFbcCOPTB5bmSyMpHKPFCHdkuqh92/uOte9wBLMmDYrXmMh0DScILtDo6mRhca17/DmzGnWX6PVC1IHU9ZyPmcpacm+nZKvUVDy7Pjq808Q1987auKLI0MCPnUYRfMCQ7rXqKywWnbZWacQ1h69JxRqNi2/jNFj51SVm3e1iwXxUpDc2p6pdqjARIRM45+HZXWBIsqkgnSfH0eDV3yoi/G/Ysmvcpx6mW5XfBjjxP/Moe7y4TVychCFM7H/+85/7tAJcWmK26BB7yj3qTKVdaLoglVI3M1S2QbsrBX1lZepruRySZpL6nK9//etTaQuraQj2Cq9Odo1Vry9mOVRT5g9qnFRdBn21IoPldDHeYMoLrPsWi+y3MxEcmNZ2EOkmbWLd5qb25FJbzLYyiy1l84d0KCvlVbZx5COGylkEKx4mFhhnse+3E5JRUB0ga9g+ChPi9kDIIJsMXAHPtkR45id997vf9aCOs4J8/JbirFRtO+Bg2f6SETrBOUF7Dj6XLv2yvbfZ9CDsnMEPdNMMEm2DyJzYwEyFYxG9j66HnJ/+9KczeXr//fezBY27nFIEYKOl+5RLwTuVvMqe7beb0jwiPM2QDRZDHXV9yTYtHpmnyk7zH3FTNls6dDpUzt4vs4gzXlOCU/kLySO7M17JzC9PVJWx6ROz1yev1lbqbL9e+xmlmNOx9k1M+ffpsLiwtoJlm1FJeyZhVf1RnbXioZn9/nY05mc31CztpSnJU4x6TiY95XivqRSLKbWCYkp2Ld4U3p4YkBf77TrrKRrHujj2aVNDWig7teqjycFk+DllcczTO+3st8t2KN1gtqYl0J4NPLqv+pYitZAi4j3x1UIzr/iXvIQ86w/tb1M2M1jmHaOqbynOilRd258Q3yJrxNwyr370ox+l6+ZYxyGTGMqGkv5WnLKOcfEFQL4SSH5uTTY/GNRsArNB0FRfSNuao2kPxe1GEKWurWBn3CNwlzYFp/vtpqSy463GqUGXmEp4VRVMtesgpFTtt/NTz2w7EB31RXZoSBm4p4j/wSqj8MB9qkXyFGhTsc+wYi1dIxsrezVVjU9l6PRLnRd4eNFvKW7q42tTn0rYsgrZn/3sZ6rchvehlHmP1sXPu0ntZTKYCOomHuZlWobCUJx2lpuz87deWfkyEuTnNIPZA3CO43EVsYpnUjgM1SGFy3HL/FGSKZfKMJX8Jg5rmorfzFAsur43i3dlp+yOUC80mpadJi6IeHWRnVFWBw32NbX+ttd+fDuzHRZlqfdYhDFbWVak07mYclGdKbUu6jSbxOs5ZX7AVM74HtOnZJPhTLwpvNPEtQAD6zN207p4wJDuteoHWKz1ffpbvZ/mI/z2ACnwDl0rIhK1lGMvjQXA0832t4pobkc6lT/wAk0eDVzlRkgp1vWSPog9pZ88U2kXWi9IFcFB0ym1QTt5blKWh7JnY9ORyxHbKfcrvHrBNVaDRr2aBqm6DGv6XZ5nTPk4WlyoV/InEmYVVU9nnqTKBQ9sSDz7qOKVyLzF2Ah84BAwcbLcz7fLDOoDJ/8WeCOwEdgIbAQWCLwu346goggWIkWS7GazcSEftiwU2K82AhuBexGwvvC73/3ODsIcBHNv8Z1/I7AR2AhsBF4zAq/Ot3vNYG3ZNgIbgY3ARmAjsBHYCLxyBF7Xd7KvHKwt3kbg6QjYoHN2HM/Tib8tCh9Kpd4WmJvvRuB5EdA867PC56W8qT0LAmrnrmvcrzB9+76draPuEBsOYr0iujy+HveZUm6lfJYidxF0EBHuPvvorI9KLbL1gpXyWKkFweFV6NtZHPDfNLsj97tAvq5R5Szwn0upJ9Kp4va2OrU/X8OdWc5U32fXaMrlscRSyhEqFymUOmwv53dcLHixIsrALuYP9+sd0Zs24AUad2m0oPPCr55RbMfrOED+pvzXa/MmqUWGl+GyEODiK/dJurzhYuZpNh/82aHrACYnMfm2Y8jT3zqnzCEg+cttKFOybyvxWXpUnxI7zgYmvvT3kcBRl7X6jk0GpkOvnEWQk3FZdS78eEZA3r5v5yxENzHn3LV7FfOViu9Q/L9ecF1k/XbgYkdgfdY+vDoqtci2EPuxUguCU+H/+c9/Bvw3ze7I/S6Qr2tUOQv851KK+87MHpAkRUoMExh7Sd2n4kbFM8uZcnl2jaZcHksspa5/81Tq3AvsxQotA7uYP4pf74jetAEvKuIujRZ0XvjVM4ot5u1zxZvyX6/Nm6QWGV6Gy0KAK6+4IE7Ic7TWlczTPM7TcfrYX/7yF6e38EJyOWHl7G/N9xzs4sQ7H/n6y6HrU8pvK/HpPapPAhxM5strX386pdKZOxXlWavPD1bEQTCO1HHgkYPxgOCcUYdV1dUjzwLLS/t2JnCsxBmezk2NAm5o9eA4H+6dy8EcTeQIMcfw8qwddeMkXqcl+ajiO9/5jq/HU8ROcB6J84rqxHDpQ1kH2pk0OIDH+eZwnBYpBPtbI5a5DkmIl/Umh7OUzA4W57D73L2uoxi4H5XywW+yEUMDs3vdecUScT9T0KsqtcjjyBg38JqQmQGQ1gfb0agz6rCHfsnpMiJC6je7mprugEbh1mFfKNVBDp0zBTtTQjr/yY2cmoTKzTlJA/JoPl0pxqOxqX1mOcRlO7uO7ZBSVZkb9v7whz8w9bKczquzKI2cjPOALcGkg3lsIK5fOzaWbj9DazoaQCmVQ9iHstOCx9aBFLicq3ds4F3acFw3im5glV/xmzgPUnUZOv3CYdoSByj0+Jq/0+qVcjYvwJ3E7tl5NDmbbeA4hS4anTWZkqebUL3qOPTqDn3zEB2vjk7H+4Mf/MBzzt6bKts5HuU3aJXB9/YyCHBTO0i6N8Vd5NXp9cpKbbrzQyu+jnlQGqgt5CmbcUTIonI7wlUda6hlG4Cdgi9bR7VYENIgWOeQ+4iK7Rk1+DciasOdllXq+GAY5aj9/ve/N3I5ZV3Z3AmUPP2t/s1k+Fe/+pUi/oTnp2SnYveqlG2aGJpd8WnmweyHMSKk7rJDhxo6htZihUPsYMLxzbW/SPHeFur/+te/VpBNuvNdWV2Bo87dOMefeebQ3TOep3KTFKtyKLEjDeng4EdmqoiDScHB+P74xz86SZUzJ7Ah6u7k/Zw3+JnPfMZEwYGWJg3ya0VOd+Qg6m5yo5zj7tTcUFabQdb6l/PNuWK9SEnbCTpj2VGKzgF3mbHjVYEuM//J5QQpxb342te+Vucidu6llDlTsjmH0xGUiPzwhz90LyEKSE0VDIvh0MUBhOTJfdIuDBUTdkcZ8UQUHOY5MJrCHvo5ChL4nGlw8e26mlzYjkYE6IqfKdVBzhGgZ/k7Uw3P+p3pkQ49h/FO6x3BAv8xpRy25NRoIwdTxIitLiq6Y9tTqrhwHZAdS5uJL7Q7rymkpZFTWFG415Y6mFA6NpBcyp7GYsGxG+oxc45djQH4X0op2G1vWrDUSV/mAG3dnFlsGvhU2rBbNIqpgVX+Kzgf22yXYUq/QOgt0QDTYWS9Ofs6oBn8NFiDrsGyc5xCF43iC077BCJNTSiidhx6lclZ/ZImoC3oq/XGHAIH/xrju7Jct6H7HQxMl57upbeOLsCiV0S2c+dn9A6qatM589cxR79XxEKeo82cVa51t24JZTlrqHtVdvWZUEe16HMyjH0sLSm6RGcFu57OYOFgZAc7i6FU5rMH/r370PI2QTi3b1Xm/lYXrboZOeSNd2csutgd/GmNFOuLFLrZ9zHiXjsUq3MQbyTxTN+cvC0lN5Wfqe+yCg4GTU3Uv/3tb6sF4QOl+Hxq6gyrs6pZpL/o2cWc5XfeeUfvYMHexMtNnSTLedm0dbWcriTrHaDXJmP3gcwkEnyaMbt0MIpsygJXojG+l03PmHsdpkUKlP7WpihdVY7+N1nHgoumeXgQibWO+YlPfMLPGjk691IKl2QznGvhhnMpf/3rX5FyDPdUwQg2DGMDCMmTdm7272cmDbTmjw6MbAjosIc+vUgC/GLX1TTwdDQiQFdc+lSpDvLg2w0KdqZGF6NgmoFQ7lm9E6DAf0wpRphj8ZHiS33jG99YVHQ36Z5SxbmnxHZsfaV0XlNIB43utaUOpno/NpDjc7cfhnrMkKqv/6WUlF4WayqnGVaRUiemInLgVWJCGt1U2pRdNAoB3d4t3IXzsc12GYxSnX5p1FuiRtfbu/WsT37yk2zYGiWHya02udFSnKNzjJEP0EWj+HbTPoFIUxOKqN3eepUN/ZJLwHhO+ltiG3vefffdrqy4xdB1Y3e0maqI3jq6AJxINnOmXeduFah3UFWbd2GuXfSKcCP5mTxHmzlj5G6rbgllOcfeskPdq7KrD+eOatFPLRhxpPAUjVzuMfNsFKaUZZ/kFDgXTDr+CV4UEX2ga6LyM7tT3Oe+eJurPsUv3IFp6FE2A18VyUMXu4M/rRGJd1HoZt/HiHvtMAJoF9a7zX9AFJ9E+nvvvQfbtfqpR9nq+p+M4JYiB5Qe/vmia7Lx2MzOXeLE/ReKo1v9mb77VERwUmwPXpWeI+5yIaD1QXNEl6XmZiQBsGQ7KxsjmxYp+v2ti5xJYoAXyfjKV74ip2vvrIvnepnf/va3pj65wWbN/f91+9jH/va3vwkB5poa166Tn3OTDIOCx1JnIFS6iVeQyQWydOmMAM5RPoN9YNfVnKJxU/ErtXZkPeTvTAWxjTG5ja1OPTyr96coBUCWmcuqrbOo7qLW2XWT7inTCk1i59VZ9OK9ite21MFkzyFbFy77mecF8WPmLpWUs7LrgqnNxOA18IW0A9Ojzdie3LuFyn8vzl0Gh6gv6GM0tESrEL29W9bkvFqlMjgZ2MzvzW+F37h6nWPqaAHdWb+xMKGOw1mV0Sj0HSOvm9VfaXo6wGwmGZTl80277jKqqojeOs4EONOuQy3q3Lvr4ngv5r0izOcLjRqGiv5NRpyhbglD8TOop1XZ+/yOatEXP/achQ6Lp8bWrNVIUaF2niSnSayKOP7Z/lVEjHf1ab8WKv34CVR/a3Bk27Yw8WC49ZYdLVl2xLrYHXytYJoYahcpdLPvwjxgh6ZkX/rSl8zQLG2bmsYnQfmrX/3qTfXtfbLVwa5Ecc3cxZo6Sn118R5I+c8HyjxcRCMRrtNZ/OlPf6JSjikuaj/+8Y9Fet1zL/zr2Tp6Xg13ogve1Da7+mDnrGxG6GmR4tvfMlyXQP/mN7+Rh0274Nk1rCzYvEo/wj03FXNnxk3Jj0C5ii5TJYnCv5xx3UR2LVy59P0sD2HCJbud6IKR2V4Sw4gKC9iPQnruak7RSKkz2L29UmtH1kP+zlQHIaKQIjfr/SlKYZ273hGxmq9nMRU507ebtMseBrSNLoM89bPzsmly2gqOFO61pQ4me7bbBs00kBDPc7efjGdD5qlGZ2WPXHrB+OtHTHrr66WkHG2G5ScGJr1/x3cvzh0xU4s0sSl9iUNLtKvEtpuIXe2dD+fPArQxWx8iauL6bBFB2TrHXB+8gO6sT1i0yo7DtMqGfqkGraqFQVnjtwWm3nXLP8jf28tUgKFyi28eBu6shcc5dNdV5C7MtQuX8w7mF3f2DO2bjPh2Q4dcDarKFvEB6mlV9j6/o5plLvQzZUqLyF6O8DL38MBNjAzmGDXfSwrccgO7n4IR8huziCf4JyX3kidnf6tF4xhdTMhlS29T+uahi82/6W2/10hxv0ihm32+YDjKc68d8l7s2uKU263hovYjKR2R+OiZ+r6is/AqemU11teyQpt///vfhTat0iIirj+g9PDPF43biVW65lww7Jvf/KYwdfr0XMOskuzX8erzn/+81fHcvlxzhaN6+kTYWdiyOTfXYnorZVF2WqRo9rcqXgCMB83OGJYlsPjUPuDwE2sLQENdDtxTr5RKvyAzxTUel3Yjy1vnLtif8XC1VUGfXouxx1YMb6ytM2KFHfZQKPBLTumDmmdo3IT9qF0Hea17Z6qj0Tfxeww8WYs/E+CJSmHNC+fQm1fZSlIhsSk7d3YN2E6N/EzZzmtqyaVRPuzoVby2pQ5m7Hkq1Zq4Rqcz4vI+ULaKTCuo3t4lbZVaG9gVnOOFpM12GSwU9m7nCMLQEi1aTds7T04MwzfFwnVWBphZfLvOcVFHU/ArcWpCedtxWFf3GaNBWW7oovs9Eumt4wEBBu6CQ727PtrYXZj3ijhO4wdABkueMnpAwXVV9j6/o1oUuGies3HCcoRQkw7Nn7CxPp+7lpwcUE37+GdMKSKCGpgyaVbDi4oAAAUpSURBVBm4m1wrplv9QH8r27e+9S0uCxb6apb85S9/uXcdXewOvrLTxMh2ncLQpfcu6N5qsoWUA2Onu1mNWJU/D8FEHG6hPkeQeyNkIAL6/vvv63aM2tTJAYTqqwM1WN3Vnw+v5j5Q0MTXxv9I9rnPfY7BhcgXv/hFiTwevrMH3QTnSZw/vVvyiCd7lRmwr0tSN/ZfS2SpdsUNZfOqFuZ7kaP8/a0PPjK/4fLH0ZTfXIRNm3NnZb02kXTu3//+96PUcXPVT3/6U1ExApvKCEEhmM0WXUEpw9aiaR6dmvmBDQ1o8pVtrUi2gdEU9qIfOTNFy66IQU00p2hInyp+plQHOdKe5e9MsxuDspn42qAwFQDZpyjFf6oDSixka3KLirb6MJh0R7uK9/12nddaIz0y9VXTXbY0rcFsxEkDOT7L3IlXhqigqabu/D/ut+tlB8pVKhWU5aEkHht4r/rkWTeKbmCV/yLO1WaniHX6pc60JXYY5feVtBo0x/Osl+M31GXzg9ZT6KJR9tt13JJyZkLedhwkdjmPTdLBBWYOoSzMY/GuKzvleJS/KqK3ji7AWYcQGXAXixLzOHZ6U4Op2ryOeVgM1NbyHG3mjFFHOIz8X0PdgaV17/OnqBYLHZTwhJ9Wrp3SIO7AF+eQIZU95ZVz8cALyYCorElLWr26SJHhLbLZy4SXcVlARLbedUzFnlblNBHNixSmZt/HiKGa1vXuYxQAHv/SKmGyUN9b8TlzgMwk+QO1c9FnLiKgBVRhu6iU9asX/ZYiotj7bycjB6Ik4ypR2H8HF3F+88q8IROLqQLmGcIq8bGS4WbZXuRIub+VItxaPe9UjErs3EupY0EaiUoexV6TXb9V/eJ/DHfAU6nOqMMe4lM5O98zNLrivWyldJAXmb06MrUd2KZm7ABoaOT6p2OaCvBEpbC2NjoYWESdsuvY9pSFpgOvKYuuUa/iBYsBzHVOb8+Ia5smuBYoFxTOyh6LdHUGgmf2tuAbHae1llI3cR6k6jKcGfBZS7wCxVGjznGt79nbqQlV5m7bd8k5VXbNcZCzt467BECNHRrXj4NIh+6mjUWqXlD6NHGK9kUu9ypYvAZgeTlnfX5HNUR8xWn+z7HLTxG4I25TpaaJ9hjwNSFz5S1YxAiFkIvXWdfRxZ6CP02MJBcpDGY/rbiHq2nApKs/ZBCcE7or78J0XTzPpr0pto8lvgXf7jFBd6mOQDrZnv6hTOH0m+X4Js73DYKUPrP/UKr5ypXSjfqw67Gx4ZWr9hTxPlIt8SOl7FOs4k2UfQB8foYlUVGoNyHPdZq761hgZd+tr6bU1CLPva/+w+UYQ2hx//wAIWCNOLHlD5DMj4n6qU99ylflIqmK2/zkUJW+xfsxyrvUdQR8Z2e1ZSPfEfvotES6f6SU7XX9dlPuBV9r/cIXvsC18pHiW5R8dx0L8O0vskMj26sW2e569XHO4F0FduaNwEZgI7AR2AhsBDYCG4FXi8CLnoHyX//9Xk7HebVwbME2AhuBjcBGYCOwEdgIfKAReNEzUP7n/w5j+0BDtoXfCGwENgIbgY3ARmAj8GoR2Guyr7ZqtmAbgY3ARmAjsBHYCGwE7kbgReN2d0u3C2wENgIbgY3ARmAjsBHYCNyDwPbt7kFr590IbAQ2AhuBjcBGYCPwuhHYvt3rrp8t3UZgI7AR2AhsBDYCG4F7ENi+3T1o7bwbgY3ARmAjsBHYCGwEXjcC27d73fWzpdsIbAQ2AhuBjcBGYCNwDwL/CyGZxCJhipeYAAAAAElFTkSuQmCC)
Random variation in classification error can be quantified with field sampling, and the map can be corrected in theory. However, this requires a large field sampling effort. The resulting standard deviation in the corrected habitat loss is plotted against the number of ground truth points per habitat (seagrass and non-seagrass) for the indicated actual classification error in the following figure. For example, if our positive and negative classification error is 0.2, and we estimate these errors by sampling a random 100 ground points in both seagrass and non-seagrass, for a total of 200 points each monitoring event, then the standard deviation of the corrected map difference in seagrass cover is 0.1, and the margin of error would be (1.96)(0.1) = 0.2, and the method can detect a habitat loss of only approximately 40%.
![](data:image/png;base64,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)
The folowing figure shows how this field effort translates into a minimum detectable difference in habitat cover per monitoring event. Very low classification error, lower than observed for most seagrass species in acoustic sensing models, is necessary for detecting losses of about 10% at typical field sampling efforts.
![](data:image/png;base64,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)
The following figure shows the minimum number of ground truth points per habitat necessary to detect a map difference of 0.1, for the indicated power and classification error. This figure shows that in the range of commonly reported lower limits of Posidonia classification error, e.g. from 0.2 to 0.35 (see section 3.4), from nearly 2000 to over 10000 ground truth points per habitat per monitoring event are necessary to achieve a corrected map difference that is precise enough to reliably detect a 10% loss, and any sampling effort with fewer than 500 to 3000 ground truth points is a blind sentinel method.
![](data:image/png;base64,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)
These results raise a final question. Because the ground truth study needed to correct the map is the direct observation of the ground at numerous georeferenced points, and therefore constitutes valuable data that can be used for an immediate estimate of habitat cover that has zero classification error, why not use these data to estimate seagrass habitat cover directly, rather than go to the extra effort to create and attempt to correct an error-laden map that pro- vides only an indirect estimate? We answer this question by comparing the minimum ground truth sample size for estima- tion of a 10% map loss to that for estimation of a 10% loss directly by random point sampling. The results presented in the following figure show that, for example, if the classification errors are each equal to 0.2, then the minimum number of ground truth points necessary to detect a 10% loss after map correction is from 1.5 to 15 times the number needed to directly detect a 10% loss, depending on the starting habitat cover.
![](data:image/png;base64,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)
The following figure shows this relationship from a different perspective, the threshold classification error at which the field labor is equalized: the labor for estimating a 10% loss directly is equal to the labor for estimating the loss from two maps. This we call the “utility threshold” of a map habitat classification for sentinel monitoring. Values above the lines favor the direct method, and below the lines favor the map method. This figure shows how this threshold depends on the starting habitat cover, with the maximum near the maximum binomial variance of p = 1/2. This figure actually underestimates the power of the indirect method, since it ignores the sampling effort for map training points. Generally the utility threshold will be half that presented in this figure.
![](data:image/png;base64,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)
We conclude that blind sentinel methods, i.e. generally incapable of detecting 10% habitat losses at a statistical power > 0.5, include direct random-plots methods of monitoring subtidal, patchy seagrass cover and shoot density, and remote mapping methods with non-trivial levels of classification error, such as sidescan, multibeam, and single-beam sonar. Aerial or satellite imagery may provide methods that satisfy the utility threshold for reliably detecting 10% loss in most seagrasses, but these methods currently are useful for sentinel monitoring only at depths shallower than about four meters. Acoustic methods can detect homogeneous seagrass on homogeneous sand with near 100% accuracy, but these field conditions are rare in Posidonia and where other vegetation or hard structure is mixed with seagrass. Resource management and regulatory agencies should recognize that mapping and monitoring are two independent activities with conflicting goals and methods, and that remote Posidonia maps are generally not capable of dependably detecting less than 30–50% seagrass loss. We found two classes of methods powerful enough to reliably detect a 10% loss of seagrass habitat throughout the natural depth range: direct, fixed- plot methods, and remote underwater videography (RUV), the only remote method with near zero classification error. These should be considered the gold standards for seagrass sentinel monitoring across all substrates and depths. The former include the balisage method used in the Posidonia Monitoring Network, and the SeagrassNet global seagrass monitoring method. The only method we found capable of satisfying the 10% criterion throughout the depth range of seagrasses, without the need for SCUBA or direct observation, and without any habitat alteration, is RUV. Non-destructive methods that can reliably detect 10% loss in seagrasses do exist, and can be relied on to prevent further declines in all species. For these methods to become international standards, however, management and regulatory powers must recognize that rigorous and reliable science is the cornerstone of all management success, and formalize this idea with explicit requirements for minimum precision, power, and detectable losses in the official protocols that create the sentinels that watch over these valuable resources.