examples/sampling/adaptive-covariance-haario.ipynb

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    "# Inference: Haario adaptive covariance MCMC\n",
    "\n",
    "This example shows you how to perform Bayesian inference on a time series, using a variant of [Adaptive Covariance MCMC](https://pints.readthedocs.io/en/latest/mcmc_samplers/haario_ac_mcmc.html) detailed in algorithm 4 in [1] and in the text in [2].\n",
    "\n",
    "[1] A tutorial on adaptive MCMC\n",
    "    Christophe Andrieu and Johannes Thoms, Statistical Computing,\n",
    "    2008, 18: 343-373.\n",
    "    \n",
    "[2] An adaptive Metropolis algorithm\n",
    "    Heikki Haario, Eero Saksman, and Johanna Tamminen (2001) Bernoulli.\n",
    "\n",
    "It follows on from the [first sampling example](./first-example.ipynb)."
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     "text": "Running...\nDone!\n"
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57.122827 \nL 592.035298 58.303424 \nL 592.118953 56.850621 \nL 592.369916 58.10862 \nL 592.620879 58.10862 \nL 592.704534 57.527681 \nL 592.871843 57.732374 \nL 592.955497 57.732374 \nL 593.122806 58.203231 \nL 593.373769 56.431102 \nL 593.708387 56.431102 \nL 593.875696 56.630698 \nL 594.377622 56.607753 \nL 594.628586 58.022878 \nL 594.879549 58.044325 \nL 595.046858 58.290463 \nL 595.214167 56.966622 \nL 595.381476 57.605353 \nL 595.716093 57.605353 \nL 595.883402 58.607922 \nL 596.21802 56.539694 \nL 596.301674 56.539694 \nL 596.468983 57.101576 \nL 596.552638 56.202622 \nL 596.719947 56.516079 \nL 596.887256 55.879097 \nL 597.054564 56.079995 \nL 597.389182 56.180306 \nL 597.472837 58.683645 \nL 597.556491 57.410063 \nL 597.640145 57.615378 \nL 597.974763 57.678622 \nL 598.142072 56.199276 \nL 598.225727 56.199276 \nL 598.393035 58.083 \nL 598.727653 58.10188 \nL 598.894962 57.03834 \nL 599.22958 57.03834 \nL 599.396889 57.333546 \nL 599.815161 57.333546 \nL 599.898815 57.914939 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607.093097 58.545966 \nL 607.595023 58.527581 \nL 607.845987 58.145035 \nL 608.264259 58.145035 \nL 608.431568 58.343517 \nL 608.515222 58.343517 \nL 608.682531 57.745869 \nL 608.84984 57.84978 \nL 609.017149 59.121576 \nL 609.351767 59.121576 \nL 609.519075 59.792497 \nL 609.686384 58.661915 \nL 609.853693 58.661915 \nL 610.021002 60.683369 \nL 610.439274 60.683369 \nL 610.690238 59.625562 \nL 610.773892 59.625562 \nL 610.941201 59.101047 \nL 612.697944 59.101047 \nL 612.865253 58.136084 \nL 616.044121 58.03483 \nL 616.21143 57.263465 \nL 617.215284 57.263465 \nL 617.382592 57.842089 \nL 617.633556 57.842089 \nL 617.800865 56.49131 \nL 619.390299 56.511415 \nL 619.557608 57.295485 \nL 619.97588 57.295485 \nL 620.143189 56.23139 \nL 620.226843 56.23139 \nL 620.394152 55.89021 \nL 622.23455 55.89021 \nL 622.401859 57.020916 \nL 623.656675 57.020916 \nL 623.823984 56.898001 \nL 625.246109 56.898001 \nL 625.413418 57.028865 \nL 627.421125 57.010806 \nL 627.504779 57.51591 \nL 627.672088 57.075428 \nL 628.257669 56.982096 \nL 628.592287 56.951907 \nL 629.930758 56.951907 \nL 630.098067 57.221149 \nL 630.34903 57.221149 \nL 630.516339 57.414793 \nL 630.767302 57.358922 \nL 630.850957 57.431373 \nL 631.018266 57.309798 \nL 631.185574 57.425 \nL 631.269229 57.34012 \nL 631.436538 56.753776 \nL 631.938464 56.753776 \nL 632.105773 56.577362 \nL 632.356737 56.577362 \nL 632.524045 57.205628 \nL 632.6077 57.213519 \nL 632.858663 57.792475 \nL 633.193281 57.058605 \nL 633.276935 57.058605 \nL 633.36059 57.202577 \nL 633.527899 56.694579 \nL 633.611553 56.694579 \nL 633.778862 57.479216 \nL 634.364443 57.518037 \nL 634.531752 56.964544 \nL 634.86637 57.00391 \nL 635.033679 56.750423 \nL 635.61926 56.750423 \nL 635.786568 56.466367 \nL 635.953877 57.270096 \nL 636.455804 57.270096 \nL 636.623113 57.674682 \nL 636.790422 57.248555 \nL 637.041385 57.332894 \nL 637.208694 57.412056 \nL 637.376003 57.412056 \nL 637.459657 57.828992 \nL 637.543312 57.743925 \nL 637.71062 57.237815 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647.49819 56.527016 \nL 647.665498 56.476854 \nL 647.832807 56.903968 \nL 647.916462 56.903968 \nL 648.083771 57.015686 \nL 649.254933 56.905524 \nL 649.338587 56.652931 \nL 649.58955 57.025966 \nL 649.840514 57.025966 \nL 650.007823 56.300062 \nL 650.175131 56.300062 \nL 650.258786 56.122733 \nL 650.426095 57.053189 \nL 650.844367 56.969367 \nL 651.178985 56.649154 \nL 651.262639 56.649154 \nL 651.429948 57.400874 \nL 652.433801 57.400874 \nL 652.60111 57.576266 \nL 652.935728 57.576266 \nL 653.103037 57.014962 \nL 654.274199 56.946235 \nL 654.441508 56.724857 \nL 654.776125 56.724857 \nL 655.027089 57.891149 \nL 655.194398 57.166939 \nL 655.278052 57.166939 \nL 655.361707 56.209473 \nL 655.529015 56.98257 \nL 655.696324 57.311117 \nL 655.779979 57.311117 \nL 655.863633 57.526692 \nL 656.030942 57.002767 \nL 656.114596 57.002767 \nL 656.281905 56.607089 \nL 656.36556 56.607089 \nL 656.532869 57.028457 \nL 657.369413 57.028457 \nL 657.536722 56.470091 \nL 657.620376 56.470091 \nL 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56.394219 \nL 667.4916 57.013946 \nL 667.575254 56.764644 \nL 667.742563 56.902997 \nL 667.993526 56.907482 \nL 668.160835 57.091358 \nL 668.662762 57.091358 \nL 668.830071 56.863823 \nL 668.99738 57.345615 \nL 669.331997 57.345615 \nL 669.415652 56.474354 \nL 669.582961 57.044689 \nL 670.50316 57.044689 \nL 670.586814 57.648225 \nL 670.754123 56.975871 \nL 670.837777 56.975871 \nL 671.005086 56.616214 \nL 671.172395 56.616214 \nL 671.339704 56.962309 \nL 671.757976 56.962309 \nL 671.925285 57.445823 \nL 672.176248 57.445823 \nL 672.259903 57.190767 \nL 672.427212 57.478397 \nL 673.096447 57.478397 \nL 673.263756 57.036781 \nL 673.431065 57.208216 \nL 674.518572 57.141924 \nL 674.769536 56.254372 \nL 674.936845 56.463626 \nL 676.35897 56.463626 \nL 676.526279 56.324598 \nL 676.609933 56.324598 \nL 676.777242 55.970024 \nL 676.860897 55.970024 \nL 676.944551 56.823854 \nL 677.028206 56.59945 \nL 677.195514 56.46278 \nL 677.530132 56.46278 \nL 677.697441 57.689834 \nL 678.199368 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56.443427 \nL 690.580224 56.504747 \nL 690.998496 56.504747 \nL 691.082151 57.083256 \nL 691.24946 56.800715 \nL 691.667732 56.726612 \nL 691.835041 56.990351 \nL 692.00235 56.596727 \nL 692.336967 56.596727 \nL 692.504276 57.393701 \nL 692.75524 57.393701 \nL 693.006203 56.792564 \nL 693.173512 57.386055 \nL 693.591784 57.386055 \nL 693.759093 56.724288 \nL 693.926402 56.702736 \nL 694.093711 56.898886 \nL 694.261019 57.66311 \nL 694.8466 57.66311 \nL 695.013909 56.900953 \nL 695.181218 56.900953 \nL 695.348527 57.471087 \nL 696.436035 57.471087 \nL 696.603344 56.816676 \nL 696.686998 56.857141 \nL 696.770653 57.436066 \nL 696.937961 57.011827 \nL 697.690851 57.011827 \nL 697.85816 56.812076 \nL 700.535102 56.812076 \nL 700.702411 56.326488 \nL 701.204338 56.251284 \nL 701.371647 56.565719 \nL 701.455301 56.565719 \nL 701.62261 56.719173 \nL 701.873573 56.719173 \nL 702.040882 56.493687 \nL 702.124536 56.493687 \nL 702.291845 56.714436 \nL 702.710118 56.714436 \nL 702.877426 57.211571 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376.699613 \nL 705.888986 374.201447 \nL 706.056295 376.249171 \nL 706.307258 376.249171 \nL 706.558222 375.080956 \nL 706.641876 375.080956 \nL 706.809185 380.685284 \nL 706.976494 380.685284 \nL 707.143803 377.930538 \nL 707.311112 377.930538 \nL 707.47842 371.996625 \nL 707.896693 371.996625 \nL 708.064001 377.402571 \nL 708.147656 377.402571 \nL 708.314965 377.930361 \nL 708.482274 377.930361 \nL 708.649582 374.083844 \nL 708.816891 377.859534 \nL 709.151509 377.859534 \nL 709.318818 378.230431 \nL 709.653436 378.230431 \nL 709.820745 376.379311 \nL 709.988053 378.349046 \nL 710.071708 378.349046 \nL 710.239017 375.951726 \nL 710.406326 375.951726 \nL 710.573635 376.765036 \nL 710.824598 370.008995 \nL 710.991907 376.796365 \nL 711.912106 376.796365 \nL 712.079414 377.401688 \nL 712.163069 377.401688 \nL 712.330378 376.010606 \nL 712.74865 376.010606 \nL 712.915959 377.0542 \nL 713.250576 377.0542 \nL 713.50154 380.865386 \nL 714.003466 380.865386 \nL 714.170775 375.345609 \nL 714.421739 375.345609 \nL 714.589047 375.868802 \nL 714.756356 372.78091 \nL 715.090974 372.78091 \nL 715.258283 375.399456 \nL 715.341937 375.399456 \nL 715.509246 375.708493 \nL 715.676555 373.774224 \nL 715.843864 374.718977 \nL 716.345791 374.718977 \nL 716.5131 370.493605 \nL 716.680408 370.493605 \nL 716.847717 372.047953 \nL 717.265989 372.047953 \nL 717.684262 379.488054 \nL 718.018879 379.488054 \nL 718.186188 370.425876 \nL 718.520806 370.425876 \nL 718.688115 377.340665 \nL 719.106387 377.340665 \nL 719.273696 378.72472 \nL 719.441005 376.298888 \nL 719.608314 375.775569 \nL 719.775623 375.775569 \nL 719.942931 380.522252 \nL 720.11024 381.490338 \nL 720.444858 381.490338 \nL 720.612167 377.0161 \nL 720.779476 379.958345 \nL 720.946785 379.876938 \nL 721.197748 379.876938 \nL 721.365057 370.961289 \nL 721.532366 374.261956 \nL 721.699675 368.818494 \nL 721.783329 368.818494 \nL 721.866983 376.727226 \nL 721.950638 375.337425 \nL 722.117947 375.337425 \nL 722.285256 379.622929 \nL 722.787182 379.622929 \nL 722.954491 380.052321 \nL 723.289109 380.052321 \nL 723.372763 378.722205 \nL 723.540072 375.384975 \nL 723.707381 375.384975 \nL 723.87469 378.215649 \nL 724.125653 378.256881 \nL 724.292962 372.1752 \nL 724.62758 372.1752 \nL 724.794889 370.13515 \nL 724.962198 370.13515 \nL 725.045852 370.863344 \nL 725.129506 373.075111 \nL 725.296815 378.415892 \nL 725.547779 378.458286 \nL 725.715088 374.639633 \nL 725.882396 374.639633 \nL 726.049705 369.807599 \nL 726.217014 369.807599 \nL 726.384323 376.557512 \nL 728.642993 376.557512 \nL 728.810302 377.793572 \nL 728.893956 377.793572 \nL 729.061265 373.51164 \nL 729.479537 373.51164 \nL 729.646846 371.455202 \nL 729.981464 371.455202 \nL 730.148773 375.464801 \nL 730.985317 375.464801 \nL 731.152626 371.660804 \nL 731.654552 371.660804 \nL 731.905516 373.302421 \nL 732.072825 373.302421 \nL 732.407442 376.580254 \nL 732.574751 376.868912 \nL 732.658406 376.868912 \nL 732.825715 377.331563 \nL 732.993023 376.519507 \nL 733.411296 376.519507 \nL 733.49495 373.218719 \nL 733.662259 376.050175 \nL 733.745913 369.761085 \nL 733.913222 374.323978 \nL 733.996877 374.323978 \nL 734.080531 377.452494 \nL 734.24784 368.977893 \nL 734.331494 368.977893 \nL 734.498803 371.268241 \nL 735.502657 371.268241 \nL 735.586311 378.117851 \nL 735.669965 376.674223 \nL 735.837274 371.373654 \nL 735.920929 372.530744 \nL 736.004583 376.129701 \nL 736.088238 371.070169 \nL 736.171892 377.368709 \nL 736.339201 374.406732 \nL 736.673819 374.406732 \nL 736.841128 374.848154 \nL 736.924782 374.848154 \nL 737.092091 375.473636 \nL 738.597871 375.473636 \nL 738.76518 374.979414 \nL 738.848834 374.979414 \nL 739.016143 372.041614 \nL 739.099797 372.041614 \nL 739.267106 373.488644 \nL 739.434415 373.232264 \nL 739.601724 373.232264 \nL 739.769033 372.411231 \nL 739.936342 372.411231 \nL 740.103651 377.771642 \nL 740.270959 377.976938 \nL 740.438268 379.055115 \nL 740.772886 379.055115 \nL 740.85654 379.691896 \nL 741.023849 379.41329 \nL 741.107504 379.41329 \nL 741.274813 372.95291 \nL 741.358467 372.95291 \nL 741.525776 372.085994 \nL 741.60943 372.370499 \nL 741.776739 377.991725 \nL 742.36232 377.991725 \nL 742.529629 378.168855 \nL 742.864247 378.168855 \nL 742.947901 373.024186 \nL 743.11521 377.962579 \nL 743.700791 377.962579 \nL 743.8681 377.693093 \nL 744.035409 375.148209 \nL 744.370027 375.148209 \nL 744.537336 377.041413 \nL 744.704645 373.533652 \nL 745.122917 373.533652 \nL 745.290226 377.031588 \nL 745.37388 377.031588 \nL 745.541189 377.202174 \nL 745.708498 379.010338 \nL 745.875807 379.010338 \nL 745.959461 374.93164 \nL 746.12677 376.92107 \nL 746.712351 376.92107 \nL 746.87966 373.746056 \nL 746.963314 373.746056 \nL 747.046969 375.327643 \nL 747.214278 380.427316 \nL 747.799859 380.427316 \nL 747.967168 372.76868 \nL 748.050822 372.76868 \nL 748.134476 374.473977 \nL 748.301785 373.178244 \nL 748.38544 373.178244 \nL 748.552749 375.167197 \nL 748.636403 375.167197 \nL 748.803712 378.531522 \nL 748.887366 378.531522 \nL 749.054675 376.747921 \nL 749.13833 376.747921 \nL 749.305639 372.370965 \nL 749.472947 374.192293 \nL 749.556602 374.192293 \nL 749.723911 377.646492 \nL 750.393146 377.646492 \nL 750.560455 371.427203 \nL 750.64411 371.427203 \nL 750.811418 375.89564 \nL 750.978727 375.89564 \nL 751.146036 369.20802 \nL 751.229691 369.20802 \nL 751.313345 372.230567 \nL 751.480654 370.798771 \nL 751.647963 374.102775 \nL 751.815272 374.102775 \nL 751.982581 373.86855 \nL 752.400853 373.86855 \nL 752.568162 378.764235 \nL 753.070088 378.764235 \nL 753.237397 377.613384 \nL 753.48836 377.613384 \nL 753.655669 376.720461 \nL 753.906633 376.824986 \nL 754.157596 374.514759 \nL 754.324905 377.206491 \nL 754.492214 377.206491 \nL 754.659522 374.061881 \nL 754.826831 374.061881 \nL 754.910486 372.868924 \nL 754.99414 379.677598 \nL 755.077795 377.934419 \nL 755.245104 377.573778 \nL 755.412412 375.311367 \nL 755.663376 375.311367 \nL 755.830685 374.811808 \nL 756.49992 374.811808 \nL 756.667229 372.559125 \nL 756.918192 372.559125 \nL 757.085501 372.787246 \nL 757.420119 372.787246 \nL 757.587428 377.845614 \nL 758.0057 377.845614 \nL 758.173009 379.944255 \nL 758.423972 379.944255 \nL 758.507627 379.0597 \nL 758.591281 379.258998 \nL 758.842244 379.258998 \nL 759.009553 375.158713 \nL 759.176862 378.34691 \nL 759.427825 378.34691 \nL 759.595134 376.702927 \nL 759.929752 376.702927 \nL 760.097061 370.773627 \nL 760.26437 374.507659 \nL 761.01726 374.507659 \nL 761.184569 370.584807 \nL 761.268223 370.584807 \nL 761.435532 370.056867 \nL 761.602841 370.056867 \nL 761.77015 372.702297 \nL 762.355731 372.702297 \nL 762.606694 379.025338 \nL 762.941312 379.025338 \nL 763.108621 373.491201 \nL 763.443238 373.491201 \nL 763.610547 376.886665 \nL 763.777856 376.886665 \nL 763.86151 376.39551 \nL 763.945165 373.333048 \nL 764.028819 373.622421 \nL 764.447092 373.622421 \nL 764.6144 378.544457 \nL 764.949018 378.544457 \nL 765.116327 381.239812 \nL 765.283636 377.458264 \nL 765.450945 377.458264 \nL 765.618254 375.883283 \nL 765.701908 375.883283 \nL 765.869217 379.390562 \nL 766.454798 379.390562 \nL 766.622107 372.091872 \nL 766.705761 372.091872 \nL 766.87307 371.256659 \nL 767.124033 371.256659 \nL 767.291342 376.644315 \nL 767.876923 376.644315 \nL 768.044232 375.200398 \nL 768.127887 368.57324 \nL 768.295196 378.641468 \nL 768.37885 378.641468 \nL 768.546159 379.180639 \nL 768.880777 379.180639 \nL 769.048086 379.59909 \nL 769.466358 379.59909 \nL 769.633667 377.279788 \nL 769.717321 377.279788 \nL 769.88463 373.370113 \nL 770.553865 373.370113 \nL 770.721174 377.404761 \nL 771.306755 377.416933 \nL 771.474064 377.6493 \nL 771.892336 377.6493 \nL 772.059645 375.020545 \nL 772.477917 375.020545 \nL 772.645226 377.570911 \nL 773.147153 377.570911 \nL 773.314462 374.371008 \nL 773.481771 375.598706 \nL 773.565425 375.598706 \nL 773.732734 374.707361 \nL 773.983697 374.707361 \nL 774.151006 375.588807 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381.57205 \nL 785.277046 377.906731 \nL 785.528009 377.906731 \nL 785.778973 372.980066 \nL 786.280899 372.980066 \nL 786.364554 370.847331 \nL 786.531863 374.963434 \nL 786.615517 374.963434 \nL 786.86648 368.704038 \nL 787.033789 379.155258 \nL 787.201098 372.048678 \nL 787.953988 372.048678 \nL 788.121297 370.948627 \nL 788.204951 370.948627 \nL 788.37226 376.738686 \nL 788.623224 376.738686 \nL 788.790533 376.464813 \nL 789.376114 376.464813 \nL 789.459768 378.017465 \nL 789.627077 373.02686 \nL 789.794386 373.02686 \nL 789.961695 378.681787 \nL 790.212658 378.681787 \nL 790.296312 372.663298 \nL 790.463621 375.967118 \nL 790.881893 375.967118 \nL 791.049202 377.90495 \nL 791.634783 377.90495 \nL 791.885747 373.235842 \nL 792.053056 373.235842 \nL 792.220364 369.070175 \nL 792.304019 369.070175 \nL 792.471328 377.057825 \nL 792.8896 377.057825 \nL 793.056909 377.242269 \nL 793.475181 377.242269 \nL 793.64249 377.790377 \nL 793.726144 376.824547 \nL 793.893453 371.982728 \nL 793.977108 371.982728 \nL 794.144416 379.367059 \nL 794.228071 379.367059 \nL 794.39538 376.263343 \nL 795.231924 376.263343 \nL 795.399233 374.25542 \nL 795.984814 374.25542 \nL 796.152123 376.578686 \nL 796.403086 376.578686 \nL 796.570395 371.932485 \nL 796.821358 371.932485 \nL 796.905013 373.234852 \nL 796.988667 372.805511 \nL 797.072322 372.805511 \nL 797.155976 373.171036 \nL 797.239631 374.273685 \nL 797.406939 372.74717 \nL 797.574248 374.386503 \nL 797.657903 374.386503 \nL 797.825212 378.237886 \nL 797.908866 378.237886 \nL 798.076175 373.994575 \nL 798.159829 373.994575 \nL 798.327138 371.221015 \nL 798.494447 371.221015 \nL 798.661756 378.418359 \nL 798.829065 373.228521 \nL 800.334845 373.228521 \nL 800.502154 372.512246 \nL 800.585808 372.512246 \nL 800.753117 379.049891 \nL 800.836771 379.049891 \nL 800.920426 377.751392 \nL 801.087735 379.742455 \nL 801.255044 379.742455 \nL 801.422352 372.602094 \nL 801.75697 372.602094 \nL 801.924279 370.216788 \nL 802.091588 376.06666 \nL 802.342551 376.06666 \nL 802.50986 374.264504 \nL 802.760823 374.264504 \nL 802.844478 370.683951 \nL 803.095441 379.33177 \nL 803.26275 371.996202 \nL 803.346404 371.996202 \nL 803.430059 371.326926 \nL 803.597368 373.241865 \nL 803.931985 373.241865 \nL 804.01564 375.052537 \nL 804.099294 374.824035 \nL 804.266603 374.262521 \nL 804.601221 374.262521 \nL 804.76853 381.372491 \nL 805.103148 381.372491 \nL 805.270456 377.756523 \nL 805.856038 377.756523 \nL 806.023346 372.703869 \nL 806.441619 372.703869 \nL 806.525273 379.464217 \nL 806.692582 371.746508 \nL 806.943545 371.746508 \nL 807.110854 378.323993 \nL 807.278163 371.906428 \nL 807.445472 373.094239 \nL 807.612781 376.147086 \nL 808.198362 376.160487 \nL 808.365671 371.100666 \nL 809.453178 371.100666 \nL 809.620487 370.142997 \nL 809.787796 370.032176 \nL 809.955105 374.228033 \nL 810.373377 374.228033 \nL 810.540686 374.526741 \nL 810.62434 374.526741 \nL 810.791649 372.847375 \nL 812.297429 372.847375 \nL 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702.877426 375.422156 \nL 703.12839 375.422156 \nL 703.295699 374.919592 \nL 703.379353 374.919592 \nL 703.546662 377.52413 \nL 703.630316 377.52413 \nL 703.713971 373.310354 \nL 703.797625 373.757277 \nL 704.132243 373.757277 \nL 704.299552 370.003934 \nL 704.466861 370.003934 \nL 704.717824 378.685855 \nL 704.801478 378.685855 \nL 704.968787 381.187295 \nL 705.052442 376.568604 \nL 705.219751 380.161632 \nL 705.387059 377.757014 \nL 705.888986 377.757014 \nL 705.972641 376.527285 \nL 706.139949 373.388535 \nL 707.143803 373.388535 \nL 707.311112 368.92261 \nL 707.562075 368.92261 \nL 707.729384 369.800683 \nL 707.896693 375.766068 \nL 708.314965 375.766068 \nL 708.482274 373.416519 \nL 708.649582 373.416519 \nL 708.733237 371.545682 \nL 708.900546 375.247778 \nL 709.73709 375.247778 \nL 709.904399 376.806231 \nL 709.988053 375.205341 \nL 710.155362 379.683854 \nL 710.239017 378.694108 \nL 710.406326 369.849372 \nL 710.48998 375.565744 \nL 710.573635 374.655876 \nL 711.326524 374.655876 \nL 711.493833 374.374864 \nL 712.832304 374.374864 \nL 712.999613 379.711114 \nL 713.334231 379.711114 \nL 713.417885 376.740113 \nL 713.585194 381.21368 \nL 714.170775 381.21368 \nL 714.25443 380.890795 \nL 714.338084 382.114185 \nL 714.421739 371.569966 \nL 714.589047 378.702418 \nL 715.425592 378.702418 \nL 715.592901 373.121757 \nL 715.676555 373.121757 \nL 715.843864 372.800393 \nL 715.927518 373.140772 \nL 716.094827 370.791935 \nL 716.178482 371.859064 \nL 716.262136 375.573966 \nL 716.345791 374.528711 \nL 716.5131 374.142752 \nL 716.764063 379.518702 \nL 717.182335 379.518702 \nL 717.349644 372.988862 \nL 717.516953 372.143249 \nL 717.684262 372.234959 \nL 717.85157 372.234959 \nL 717.935225 380.060267 \nL 718.102534 373.462774 \nL 718.269843 371.445873 \nL 718.437152 370.431998 \nL 719.022733 370.431998 \nL 719.106387 370.743751 \nL 719.273696 377.794394 \nL 719.441005 371.501073 \nL 719.524659 371.501073 \nL 719.691968 372.535369 \nL 719.859277 368.172222 \nL 720.11024 368.172222 \nL 720.277549 372.222057 \nL 720.695821 372.222057 \nL 720.86313 375.674844 \nL 721.114094 375.674844 \nL 721.281402 372.841204 \nL 721.448711 372.323473 \nL 721.61602 375.670387 \nL 721.699675 375.670387 \nL 721.866983 376.885987 \nL 722.034292 377.467858 \nL 722.787182 377.467858 \nL 723.038146 375.82232 \nL 723.1218 375.82232 \nL 723.205454 374.824398 \nL 723.372763 371.505059 \nL 723.456418 371.505059 \nL 723.623727 373.338645 \nL 724.292962 373.338645 \nL 724.460271 375.429341 \nL 725.464124 375.429341 \nL 725.631433 375.040322 \nL 725.966051 375.040322 \nL 726.13336 377.619525 \nL 726.635286 377.619525 \nL 726.802595 377.962265 \nL 726.969904 376.902866 \nL 727.137213 376.902866 \nL 727.304522 374.617334 \nL 727.471831 378.935253 \nL 727.63914 378.112081 \nL 727.973757 378.112081 \nL 728.141066 374.5859 \nL 728.308375 374.5859 \nL 728.475684 377.351873 \nL 728.559338 377.351873 \nL 728.726647 375.747191 \nL 728.977611 375.747191 \nL 729.144919 380.870717 \nL 729.228574 380.870717 \nL 729.395883 377.87169 \nL 729.563192 378.576167 \nL 729.646846 371.951561 \nL 729.7305 373.686564 \nL 729.897809 374.284204 \nL 730.399736 374.284204 \nL 730.567045 375.635696 \nL 730.734354 375.635696 \nL 730.901663 375.019808 \nL 731.152626 375.019808 \nL 731.319935 370.58282 \nL 731.821861 370.58282 \nL 731.98917 371.483634 \nL 732.240134 371.483634 \nL 732.323788 372.460198 \nL 732.491097 372.102463 \nL 732.574751 372.102463 \nL 732.74206 375.034726 \nL 732.825715 375.034726 \nL 732.993023 378.983948 \nL 733.076678 378.983948 \nL 733.327641 374.082641 \nL 733.411296 374.082641 \nL 733.578605 374.370236 \nL 733.662259 374.370236 \nL 733.829568 376.636426 \nL 734.498803 376.636426 \nL 734.666112 369.669566 \nL 734.917076 373.695826 \nL 735.168039 367.241042 \nL 735.335348 368.234042 \nL 735.419002 368.234042 \nL 735.586311 371.752841 \nL 736.088238 371.752841 \nL 736.255546 376.529218 \nL 736.590164 376.529218 \nL 736.757473 375.534967 \nL 736.924782 379.570963 \nL 737.677672 379.622101 \nL 737.761326 380.054162 \nL 737.928635 378.021908 \nL 738.430562 378.021908 \nL 738.597871 375.057993 \nL 738.681525 375.057993 \nL 738.848834 376.540058 \nL 739.016143 376.540058 \nL 739.183452 376.395714 \nL 739.350761 381.824874 \nL 739.685378 369.012028 \nL 739.852687 377.960034 \nL 739.936342 372.968259 \nL 740.103651 379.288135 \nL 740.438268 379.288135 \nL 740.521923 372.420761 \nL 740.689232 377.209863 \nL 741.776739 377.209863 \nL 741.860394 370.553594 \nL 742.027703 381.896623 \nL 742.195011 378.629931 \nL 742.36232 378.080948 \nL 742.696938 378.080948 \nL 742.780593 373.040854 \nL 742.864247 376.069038 \nL 743.031556 373.88895 \nL 743.198865 373.88895 \nL 743.366174 374.911902 \nL 744.370027 374.911902 \nL 744.537336 377.830247 \nL 744.788299 377.830247 \nL 744.955608 376.402266 \nL 745.039262 376.402266 \nL 745.206571 374.895521 \nL 745.457534 374.895521 \nL 745.624843 374.067655 \nL 745.708498 374.067655 \nL 745.875807 373.025544 \nL 746.043116 372.760383 \nL 746.294079 372.760383 \nL 746.461388 381.527259 \nL 746.628697 371.090194 \nL 746.712351 371.090194 \nL 746.87966 374.609448 \nL 747.130623 374.609448 \nL 747.297932 372.508136 \nL 747.799859 372.508136 \nL 747.967168 376.721667 \nL 748.38544 376.721667 \nL 748.552749 375.642865 \nL 748.636403 375.642865 \nL 748.803712 376.622945 \nL 750.225837 376.732683 \nL 750.309492 371.06221 \nL 750.393146 371.735405 \nL 750.476801 371.735405 \nL 750.64411 374.167199 \nL 750.978727 374.167199 \nL 751.146036 369.526381 \nL 751.313345 369.526381 \nL 751.480654 373.819417 \nL 751.647963 365.446077 \nL 751.731617 365.446077 \nL 751.982581 372.818822 \nL 752.568162 372.818822 \nL 752.73547 370.79063 \nL 753.237397 370.79063 \nL 753.404706 368.973123 \nL 753.822978 368.973123 \nL 753.990287 377.012015 \nL 754.24125 377.012015 \nL 754.408559 373.130082 \nL 754.575868 370.827014 \nL 754.910486 370.827014 \nL 755.077795 372.165365 \nL 755.412412 372.165365 \nL 755.663376 368.06115 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369.215691 \nL 763.945165 369.215691 \nL 764.028819 372.101509 \nL 764.196128 370.128386 \nL 764.279783 370.128386 \nL 764.447092 373.707811 \nL 764.6144 373.900751 \nL 764.865364 373.900751 \nL 765.032673 372.783292 \nL 765.199981 372.783292 \nL 765.36729 371.317551 \nL 765.450945 371.317551 \nL 765.618254 378.451581 \nL 765.701908 378.451581 \nL 765.869217 376.456288 \nL 766.538452 376.456288 \nL 766.705761 376.955542 \nL 767.124033 376.955542 \nL 767.291342 367.416338 \nL 767.374997 367.707919 \nL 767.542306 370.650275 \nL 768.044232 370.650275 \nL 768.127887 371.313183 \nL 768.295196 375.897515 \nL 768.37885 375.897515 \nL 768.546159 378.973984 \nL 768.629813 377.189913 \nL 768.797122 368.252594 \nL 768.964431 368.252594 \nL 769.13174 368.595021 \nL 769.299049 368.595021 \nL 769.466358 372.811332 \nL 769.550012 372.811332 \nL 769.633667 378.185597 \nL 769.717321 376.877399 \nL 771.725027 376.877399 \nL 771.892336 377.281993 \nL 772.812535 377.281993 \nL 772.979844 378.52997 \nL 773.64908 378.52997 \nL 773.816388 378.680254 \nL 773.983697 378.680254 \nL 774.151006 375.445614 \nL 774.318315 375.08228 \nL 774.485624 378.405637 \nL 774.820242 378.405637 \nL 774.987551 371.939466 \nL 775.824095 371.939466 \nL 775.991404 369.708948 \nL 776.158713 369.708948 \nL 776.326021 373.920678 \nL 776.49333 374.412011 \nL 776.911603 374.412011 \nL 777.078911 373.710741 \nL 777.162566 373.710741 \nL 777.24622 372.415171 \nL 777.413529 378.59603 \nL 777.748147 378.59603 \nL 777.915456 376.896196 \nL 778.082765 375.851461 \nL 778.417382 375.851461 \nL 778.584691 369.086339 \nL 778.835655 369.086339 \nL 779.002963 373.638701 \nL 779.588545 373.638701 \nL 779.755853 372.609592 \nL 779.923162 372.609592 \nL 780.090471 373.394118 \nL 781.596251 373.394118 \nL 781.76356 381.2558 \nL 781.930869 375.992757 \nL 782.265486 375.992757 \nL 782.51645 372.2891 \nL 782.851068 372.2891 \nL 783.018376 374.702358 \nL 783.26934 374.702358 \nL 783.436649 378.889142 \nL 783.603957 374.680826 \nL 783.687612 374.680826 \nL 783.854921 378.676484 \nL 784.02223 378.676484 \nL 784.105884 381.516245 \nL 784.189539 380.131111 \nL 784.356847 373.833874 \nL 784.440502 373.833874 \nL 784.607811 377.519141 \nL 785.444355 377.519141 \nL 785.611664 378.053205 \nL 786.029936 378.053205 \nL 786.197245 375.497721 \nL 786.699172 375.497721 \nL 786.86648 371.731863 \nL 787.033789 378.660124 \nL 787.201098 372.746957 \nL 787.284753 371.945749 \nL 787.452062 373.437923 \nL 787.535716 373.437923 \nL 787.61937 373.043759 \nL 787.786679 371.636505 \nL 787.953988 375.26781 \nL 788.037643 375.26781 \nL 788.204951 373.457796 \nL 788.288606 373.457796 \nL 788.455915 377.012157 \nL 788.623224 377.012157 \nL 788.706878 376.398297 \nL 788.874187 380.272482 \nL 789.459768 380.272482 \nL 789.627077 376.138663 \nL 790.045349 376.138663 \nL 790.129003 376.833058 \nL 790.296312 378.562023 \nL 790.379967 378.562023 \nL 790.547276 373.427574 \nL 790.714585 373.427574 \nL 790.881893 373.031836 \nL 791.049202 369.494278 \nL 791.216511 374.309558 \nL 791.885747 374.309558 \nL 791.969401 371.852216 \nL 792.13671 376.944523 \nL 793.726144 376.944523 \nL 793.893453 375.096007 \nL 794.060762 375.096007 \nL 794.228071 370.142299 \nL 794.311725 370.142299 \nL 794.39538 374.105886 \nL 794.479034 372.950631 \nL 794.562689 372.950631 \nL 794.729997 372.51581 \nL 797.155976 372.51581 \nL 797.239631 368.279236 \nL 797.406939 373.995297 \nL 797.574248 376.469452 \nL 797.657903 376.469452 \nL 797.825212 371.364034 \nL 797.992521 368.647299 \nL 798.076175 368.647299 \nL 798.243484 371.536966 \nL 798.327138 371.536966 \nL 798.410793 376.53097 \nL 798.578102 374.253356 \nL 798.661756 374.253356 \nL 798.829065 373.516646 \nL 798.996374 376.311557 \nL 799.749264 376.311557 \nL 799.916573 373.305054 \nL 800.000227 373.305054 \nL 800.083881 376.867031 \nL 800.25119 373.468044 \nL 800.418499 373.468044 \nL 800.585808 374.204938 \nL 800.669462 374.204938 \nL 800.836771 370.93774 \nL 801.00408 372.405205 \nL 801.171389 370.57537 \nL 801.255044 370.57537 \nL 801.589661 375.947406 \nL 802.342551 375.947406 \nL 802.50986 374.614827 \nL 802.760823 374.614827 \nL 802.928132 373.750301 \nL 803.931985 373.750301 \nL 804.01564 377.920167 \nL 804.182949 374.180492 \nL 804.350258 374.989615 \nL 805.186802 374.989615 \nL 805.354111 377.550908 \nL 805.437765 377.550908 \nL 805.688729 375.615616 \nL 806.27431 375.598459 \nL 806.441619 376.987834 \nL 806.692582 376.987834 \nL 806.859891 370.013549 \nL 807.110854 370.013549 \nL 807.194508 369.721429 \nL 807.361817 373.263297 \nL 807.947398 373.263297 \nL 808.114707 376.070807 \nL 808.365671 376.070807 \nL 808.532979 380.193204 \nL 808.700288 377.315705 \nL 808.783943 377.315705 \nL 808.951252 374.790434 \nL 809.118561 379.452331 \nL 809.202215 379.452331 \nL 809.369524 376.013026 \nL 809.453178 376.013026 \nL 809.620487 378.040246 \nL 809.787796 378.040246 \nL 809.955105 376.294114 \nL 810.289723 376.294114 \nL 810.457032 377.399555 \nL 810.62434 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dIpY5rgpNIhaGOhQREQkz6U1yDntJBgBmFkVgn5zMuNfM5nnDWUW8srLAulR11ntlJyovCuxyzqX8q/zMsmkOHNqV65df/+GvSW1bTRwHQh2KiIiEkfQmOb+Y2RNAXjO7GPgGGJWJz/uQwKaC9YBNwBuZaCPDzKynmSWaWeK2bduy4yOzx8qfA8+VLgxtHKdpmr8mkeY4L2JJqEMREZEwkt4kpxewDZgP3AGMBZ7K6Ic557Y453zOOT/wCYHhKIANQPlUVct5ZScq3wEU9nqUUpef6HP7O+cSnHMJxYvnkrOd0mPVZChVGwrk7u8021+VQy6aphqyEhGRLJTe1VV+59wnzrlrnXOdvNcZHq4ys9Kp3l5FYJNBgJHADWYWa2aVgKrADAKruKp6K6liCExOHul99s9AJ+/+bsD3GY0nVzu0O3DyeOWLQh3JaTtMDDP81WkeMS/UoYiISBhJ79lVq0ljDo5z7uyT3PMV0BIoZmbrgWeBlmZWz2trDYFeIZxzC81sKLAISAHucc75vHbuBcYBkcAg59yRf+4/Dgwxs5eAP4GB6fkuYWPlz+BPgWqXnLpuLvCrvw5PRX8BuzdAoTNvepWIiGS9jJxddUQe4FrgrJPd4Jy7MY3iEyYizrk+QJ80yscSGB77d/kq/hnuOvMsHw95CkO58PgR/OavHXix6meo3zW0wYiISFhIV5LjnNvxr6K3zWwW8EzWhySnUqnXKGbEjuIP/7nc/+S4UIeTJZa68mx1hSmxcpKSHBERyRLpHa5qkOptBIGenfT2AkkWq22rKW57mOirH+pQspDxm78W16ycBL4UiNRfLxEROT3p/U2Seql3CoH5NNdleTSSLm0iZ+Fzxi/+uqEOJUtN9DXgmoNTYN10iG8a6nBERCSXS+9wVe7ebS7MtI2YxQx/DXYRXgda/uKvC5ExsGSMkhwRETlt6R2uevhk151zb2ZNOHJKO1ZSPWIdzyffFOpIstx+8gY2Nlw6Bi7pk2uPqhARkZwhvZsBJgB38c9RC3cCDYA47yHZZWlgodkEf8IpKuZS1dvB32tgqw7sFBGR05PeOTnlgAbOub0AZvYcMMY5p2Uw2W3JGBb5K7Le5e5djk/onHYw+mFYNAJK1jx1fRERkRNIb09OSSAp1fskr0yy094t8Nc0xvnCtBcHIK4UVGoO87+BjG+qLSIiclR6k5zPgBlm9pzXizMd+DRoUUnalowCHD/4w2MDwBOqfS3sXAUbZoc6EhERycXSe3ZVH6A78Lf36O6cezmYgUkaFo+ColVY5sqFOpLgqnFlYJXV/G9CHYmIiORi6e3JAcgH7HHOvQOs9w7SlOxyYCes/i2QABDmq47yFg6cybVgGPiSQx2NiIjkUulKcszsWQIHYvb2iqKBwcEKStKwZAw4H9S4ItSRZI96XWD/tsAZXSIiIpmQ3tVVVwH1gdkAzrmNZqal49lp4XdQuCKUqQ9sCnU0QRPfawwAkfj4I7Ywc794gx7JsKZv+xBHJiIiuU16h6uSnHMOcABmlj94IclxDuyE1b/AuVedMRvk+YhkuK85rSL+pDi7Qh2OiIjkQulNcoaa2cdAYTPrAfwEfBK8sOQYS0aDPyWQ5JxBhvouJMr8XB35W6hDERGRXOiUw1VmZsDXQHVgD3AO8IxzbkKQY5MjFgyHIpWgdHgdyHkqq1wZEv3VuDbyl8CeOWdIL5aIiGSNU/bkeMNUY51zE5xzjznnHk1PgmNmg8xsq5ktSFV2lplNMLPl3nMRr9zM7F0zW2Fm88ysQap7unn1l5tZt1TlDc1svnfPu14yFn72bQ0MVdW6+oz8JT/UdyFVIjbC+sRQhyIiIrlMeoerZpvZeRls+3/Apf8q6wVMdM5VBSZ67wEuA6p6j57AhxBIioBngcZAI+DZI4mRV6dHqvv+/VnhYeF34PxQ+7pQRxISY3xNOOBi4c/PQx2KiIjkMulNchoD08xspdfTMt/M5p3sBufcr8DOfxV34J+dkj8FOqYq/8wFTCMw96c0cAkwwTm30zn3NzABuNS7VtA5N83rafosVVvhZf43ULI2lKge6khCYj95Azs8L/wOkg+FOhwREclFTprkmFkF7+UlwNlAa+AK4HLvOaNKOueOrH/ezD/nX5UF1qWqt55/Tjw/Ufn6NMpP9D16mlmimSVu27YtE2GHyM7VsH4m1O4U6khC6jtfMzi8R3vmiIhIhpyqJ2cEgHNuLfCmc25t6sfpfHDqJenB5pzr75xLcM4lFC+ei07vnvc1YFDrmlBHElJ/+GtC/hIwf2ioQxERkVzkVElO6pmuZ2fB523xhprwnrd65RuA8qnqlfPKTlZeLo3y8OH3w5wvoVILKFz+1PXDmI/IQKK3bBwc1J45IiKSPqdKctwJXmfWSODICqluwPepym/2Vlk1AXZ7w1rjgLZmVsSbcNwWGOdd22NmTbxVVTenais8/PUH7FoL9TqHOpKcofa14EsK7BkkIiKSDqfaJ6eume0h0KOT13uN99455wqe6EYz+wpoCRQzs/UEVkn1JbCx4G3AWuDIkqGxQDtgBXCAwInnOOd2mtmLwEyv3gvOuSOTme8msIIrL/CD9wgfc79kn8vDeV9Fc/CrMaGOJvTKNoBCFWDRSKjfNdTRiIhILnDSJMc5F5nZhp1zN57g0kVp1HXAPSdoZxAwKI3yRKBWZuPL0Q7vhQXfMdbXmIPkCXU0OYNZ4HDSmZ/AoT2Q54T5tYiICJD+JeSSnRZ8C8n7GeJrFepIcpaaVwaGrJaNC3UkIiKSCyjJyYlmfQrFazDbVQ11JDlLuUZQoBQsDq/pVyIiEhxKcnKazfNh42xo2I1jF7cJERFQ43JYMRGSD4Y6GhERyeGU5OQ0iYMgKg/UuT7UkeRM57SD5AOw6pdQRyIiIjncKU8hl+CL7xVYPZWfg0yP/ZIf/Y149IU/QhxVznLkZxRDMrNi8zLq8494IsUHwJq+7UMZmoiI5FDqyclBOkROpYAd4ouU4xagiSeJaH7x16VN5J8Y/lCHIyIiOZiSnBzD0SXyJxb7K/CnqxLqYHK08b6GlLBd1LOVoQ5FRERyMCU5OUR9W8G5EWsZ7GuDJhyf3GR/XZJdJG0iZ4U6FBERycGU5OQQXaN+Yp/Lwwhf01CHkuPtoQAz/NW5OEJJjoiInJiSnBygEPu4PGIa3/masZ+8oQ4nV/jJ34BqERuoaJtDHYqIiORQSnJygE6RvxJryXzhaxPqUHKNCf6GALRRb46IiJyAkpxQc47OkROZ5a/KElch1NHkGutdCRb7y9NW83JEROQElOSE2popVI7YxJdaNp5h4/0JJNhS2Lct1KGIiEgOpCQn1Gb9l90uH6P9TUIdSa7zo68RkeZgyehQhyIiIjmQkpxQ2r8dFo1kuK85h4kJdTS5zmJXgTX+krB4ZKhDERGRHEhJTijN+RL8yXzh01BV5hg/+hvB6l/hwM5QByMiIjlMSJIcM1tjZvPNbI6ZJXplZ5nZBDNb7j0X8crNzN41sxVmNs/MGqRqp5tXf7mZdQvFd8k052DW/6DC+axw5UIdTa411tcI/CkashIRkeOEsienlXOunnMuwXvfC5jonKsKTPTeA1wGVPUePYEPIZAUAc8CjYFGwLNHEqNcYfWvsHMlNLwl1JHkavPc2XBWZZg3NNShiIhIDpOThqs6AJ96rz8FOqYq/8wFTAMKm1lp4BJggnNup3Pub2ACcGl2B51piQMhbxGo2fHUdeUkDOpcD2umwO71oQ5GRERykFAlOQ4Yb2azzKynV1bSObfJe70ZKOm9LgusS3Xveq/sROXHMbOeZpZoZonbtuWA5cZ7NsHi0VC/K0TnCXU0uV+dawEH84eFOhIREclBQpXkNHPONSAwFHWPmbVIfdE55wgkQlnCOdffOZfgnEsoXrx4VjWbebM/A+eDhFtDHUl4OOtsKNcoMJHbZdlfGxERyeVCkuQ45zZ4z1uB7wjMqdniDUPhPW/1qm8Ayqe6vZxXdqLynC3lcGCoqkqbwC9nyRoNu8H2pbD291BHIiIiOUS2Jzlmlt/M4o68BtoCC4CRwJEVUt2A773XI4GbvVVWTYDd3rDWOKCtmRXxJhy39cpytgXfwr4tcP49oY4kvNS6BvIUhpkDQh2JiIjkEFEh+MySwHdmduTzv3TO/WhmM4GhZnYbsBa4zqs/FmgHrAAOAN0BnHM7zexFYKZX7wXnXM7eLMU5mNoPStSEs1uFOprwEp03MMdp+kewdzPElQp1RCIiEmLZnuQ451YBddMo3wEctyueNz8nzW4P59wgYFBWxxg0K36CrQuhw/sQSPIkK513G0z7IPC4+IVQRyMiIiEWip6cM5NzMOlFKFwRal936vqSbvG9xhx9/U50E9pM+YimE2syp+8NIYxKRERCTUlONrnzyef4KGYuDyfdyfCnJoQ6nLDVL6UjHWKncmvUD4CSHBGRM1lO2gwwfCXtp3fUlyz3l2WEv1moowlry105Rvsac1vkD7BnY6jDERGREFKSkx0m9aFixFaeSr4Vv37kQfdKyg1E4YcJz4Y6FBERCSH9xg225RNg2gd8ntKG6a5GqKM5I6xzJfnIdznMHwqrfgl1OCIiEiJKcoLpr+kw9GYoXYe+KTeGOpozyocpV0LRqvDdnXAgZ+8sICIiwaEkJxiSD8Hv78Knl0OBktBlGPvJG+qoziiHiIVOA2H/tkCi40sJdUgiIpLNtLoqK/iSYesi2DQP1k2HJWPg4E6ofjlc8S7kLxrqCM9MpevCZX1hzCMw9hG4/G3tTyQicgZRkpNJlXqN4sKIuXSJnMT5EQspYIcCF/IUhrNbQsNbAs/6pRpa590OuzfAlDfB+aH9WxCpv/YiImcCc2fYqc0JCQkuMTHx9BrZOIe5H3WnbsQqtrjCjPclMN1fg4UunjWuJE6jgDmM45Gob7gvagRTfOfS7LFvoWDp027VzGY55xKyIEAREQkC/ZM2I5yDqe/CT89T2uJ4JOlOvvdfQIp+jDmc8UbKdfzlSvB81Kf8/UYCLyV35Vt/c+CfnrY1fduHLkQREcly+u18CkeODMjLId6I/oh2kTMY42tE7+Qe7CF/iKOTjPjG15JZ/mq8Fv0xb8R8xHX+yTyX3I3FrmKoQxMRkSDQuEo6lGE738S8wCURM3kpuQv3JD+gBCeXWuXK0CnpWR5P7kEV28DomCd4Puq/FGRfqEMTEZEspp6cUzg/YiHvRb9HDMnclvwok/31Qx2SnCZHBF/7WvGD7zwejhrGTZETaB85HWYnQb0uEKHcX0QkHOj/5ieSdAAmPMMX0S+zyxWgY9KLSnDCzB4K8FzKLVyR1IfVrhSMvBf6XwgrfgrMvxIRkVwt1/fkmNmlwDtAJDDAOdf3tBpM2g9zh8Bvb8CeDQzxtebFlK4cJE9WhCs50CIXz7VJz7Km80GY+DwMvgZK1oY610Ll1lR9exXJuf8/FRGRM06u/j+3mUUC7wMXA+uBmWY20jm3KF0N+H2BHXH/XgOb58OaKbBiIiTthbIN4ZqBPPGhjgQ4M1ggqal5Jcz/BmZ8AhOegQnPsCTW2Es+DhEDQCR+fERw+ovQRUQkmHJ1kgM0AlY451YBmNkQoANw4iRn62J4syYc3geH9wD/DEtscYWZ5EtgmK8Fs1ZWAyU4Z56oWKjfNfD4ey2sn0m/r8dQmL3EkILh8BNBBH5gbaijFRGRk8jtSU5ZYF2q9+uBxv+uZGY9gZ7e2332yOKlaTe3B/gL+D5Lg8xCxYDtoQ4iBzutn4+9kuFbtPZcRCQHy+1JTro45/oD/UMdx+kys0TtsHti+vmIiEhquX111QagfKr35bwyEREROcPl9iRnJlDVzCqZWQxwAzAyxDGJiIhIDpCrh6uccylmdi8wjsAS8kHOuYUhDiuYcv2QW5Dp5yMiIkedcaeQi4iIyJkhtw9XiYiIiKRJSY6IiIiEJSU5IiIiEpaU5IiIiEhYUpIjIiIiYUlJjoiIiIQlJTkiIiISlpTkiIiISFhSkiMiIiJhSUmOiIiIhCUlOSIiIhKWlOSIiIhIWFKSIyIiImFJSY6IiIiEJSU5IiIiEpaU5IiIiEhYUpIjIiIiYUlJjoiIiIQlJTkiIiISlj6kD0gAACAASURBVJTkiIiISFhSkiMiIiJhSUmOiIiIhCUlOSIiIhKWokIdQKgULVbMla9QMdRhSC4198/Z251zxUPx2cWKFXPx8fGh+GgJQ7NmzQrZ32WRYDtjk5zyFSoy4dfpoQ5DcqkScdFrQ/XZ8fHxJCYmhurjJcyYWcj+LosEm4arREREJCxle5JjZmvMbL6ZzTGzRK/sLDObYGbLveciXnl1M/vDzA6b2aMnabOSmU03sxVm9rWZxWTX9xEREZGcKVQ9Oa2cc/Wccwne+17AROdcVWCi9x5gJ3A/8Pop2nsFeMs5VwX4G7gtCDGLiIhILpJThqs6AJ96rz8FOgI457Y652YCySe60cwMaA0M+/f9IiIicuYKRZLjgPFmNsvMenplJZ1zm7zXm4GSGWivKLDLOZfivV8PlE2ropn1NLNEM0vcsX17ZmIXERGRXCIUq6uaOec2mFkJYIKZLUl90TnnzMwF44Odc/2B/gD1GjQMymeISM4W32tMmuVr+rbP5khEJNiyvSfHObfBe94KfAc0AraYWWkA73lrBprcARQ2syMJWzlgQ9ZFLCIiIrlRtiY5ZpbfzOKOvAbaAguAkUA3r1o34Pv0tumcc8DPQKfM3C8iIiLhKbt7ckoCU8xsLjADGOOc+xHoC1xsZsuBNt57zKyUma0HHgaeMrP1ZlbQuzbWzMp47T4OPGxmKwjM0RmYrd9KREREcpxsnZPjnFsF1E2jfAdwURrlmwkMP6XVVrt/tdso6yIVERGR3C6nLCEXERERyVJKckRERCQsKckRyQVS7/G0bdu2UIcjIpIrKMk5A/j9fsaO+p4fx4xi27aMrM6XnMI51985l+CcSyhevHiowxERyRVCsRmgZKODBw9ye/ebmTBmBACFChdh5LhJ1KhZK8SRiYiIBJd6csLcq32eZ8KYETz05IsMGvoDMTGx3HpTZwLbC4mIiIQvJTlhzDnHd8OH0bx1W7rf+SAJ5zfjgd7Ps3LZYqZO+TXU4YmIiASVkpww9tfaNWxct5bmrS45Wnbe+c0BWLNqZajCEhERyRZKcsLYT+N/AKBB46ZHy6KiogFITkkOSUwiIiLZRUlOmNq3dy8fvvcuNWvXp2r1mv+U79sDQIECcaEKTUREJFtodVUY2rN7N52vv4YN69bwwWfDMbOj13wpPgCio6NDFZ6IiEi2UE9OGDl8+DADPupHQu1qzJz6K8+//gHnt2h9TJ0CcYEenG1bt4QiRBERkWyjJCcMbNq4gVf6PE/Dc6vyxGMPUbVGLb4a8ytXdup8XN2SpctStkI8w7/9VsvIRUQkrCnJyaWcc8yc/gc3d7mRhudW4c1X+lC1Ri0+GjyCAUNGU7N2vTTvMzO63HoXidOmMGTwp9kctUiIJR/ivsjhfB3zAi9GDSKalFBHJCJBpDk5uUxycjJjR43gnbfeZMGcROIKFqLzrXdxw809KFexUrrauPGWO5j04ygeeeBuChc5i8suvzLIUYvkEBOe5pHoYSz2V+CmqJ8oa9u5I/lhkvW/QpGwpJ6cXGLnjh2899brNKxVjR7dOrN399888dKbTJixhEeffjndCQ5AZGQk7wwcQvVz63LbTdfT7+038Pv9QYxeJAdYPgFm9GdAymVcltSXJ5NvpXXkHG6InBTqyEQkSJTk5GA+n49ffp7ILTd1oc45FXnxmd6Ur1iJdwYO4fvJs7mhWw/y5S+QqbbjChbi4y9GcOHF7Xjh6V5ccdnFLF2yKIu/gUgO4Rz82BuKV+e1lOsB+MJ3ETP853Bn1CgNW4mEKSU5OdDOHTt4+7W+NDi3KtdeeSm//Tyeq2/oxrcTpjNw6FhatW1PRMTp/9HFFSzEmx8P5rnX+rF4/hwubFyf27rfzGrthizhZtVk2LEcmj3EYWK8QqNfSkfK2g6uivwtlNGJSJAoyclB/t65k6d7PUq9Gmfz8gtPU6FSZV774FMmJS7niZfeOGZTv6xiZlx9QzfGTJlL19vvYfyo72hSrwadOl7O2FHfk5SUlOWfKZLtZg6AfEWhZsdjin/112G+P57ukeNCFJiIBJNm2+UAzjmGfjWYpx5/hL17dtP+6uu55Y4Hg5LUnEiRs4rx6NMv063n/Xz92ScMH/Ipt3TuRMFCRbikXTsuaNqC2nXrUbnqOeTPnz/b4hI5bbvXw9Kx0PRBiM7zr4vGd77mPBP9Oa16D2C1K33c7Wv6ts+eOEUky2V7kmNma4C9gA9Icc4lmNlZwNdAPLAGuM4597cFtup9B2gHHABucc7NTqPNyUBp4KBX1NY5tzW43yRr7N2zhx63dmPSuNHUP68JT/Z5i2o1ap12uykpKezauYP8cXHkzZsv3fcVL1mKex97mjsf6s3UX37ix5Hf8tO4H/nmqy+O1ilYqAjFS5aidNnynFuzBuc3bU7zC1sRV7DgacctkuUWfgfODw1uSvPyWF8jnon+nHYR03nf1zHNOiKSO4WqJ6eVc257qve9gInOub5m1st7/zhwGVDVezQGPvSe09LFOZcYxJiz3JbNm7j6istYtXwJjzzVh5t63Htac238fj9jRwzlq8H/ZeGsaUdXTBUrVZZmLVpx6ZWdaNysJZGRkadsKyoqihYXXUqLiy7FOceaVctZvmQR69asZNOG9WzfupmN6//i0z9+4+P33yFP3nxcduU1PP3sc5QrXyHT30Ekyy36HkrXhbPOTvPyZooyy1+V9pFKckTCTU4ZruoAtPRefwpMJpDkdAA+c4GteaeZWWEzK+2c2xSSKLPQnt276dj+Ejau/4sPPht+3PELGbVs8UJ6PXQHKxbOpUzFs+nY7S6Kly7L/r17WbVkPhN+GMWIoYMpUaY83Xrcw9U33Ez+dB7SaWZUqlyNSpWrHXctOSmJubNmMPb7oYz+dgg/fD+M3s88zx33PJAlk6NFTsvu9bB+Jlz0zEmrjfU15unowVS0zax1pbIpOBEJtlAkOQ4Yb2YO+Ng51x8omSpx2QyU9F6XBdalune9V5ZWkvNfM/MB3wIvuTTOLDCznkBPIKS9Dc457ri9O2tXLeeDz7+jSbOWmW4rOTmZLwZ+wLuvvkD+uII8/J/3ubDd1cccygmQnHSY6T//yOgvB/Ha87344M3/0PmWnnTufidFi5fI9OdHx8SQcH4zEs5vRo/7HuM/Tz/Ks0/8HxMnTeJ/n39FgQKZW+IukiUWjQw81zx5D814f0OeZjAXRszlM5+SHJFwEYp/ajdzzjUgMBR1j5m1SH3RS04yeqhSF+dcbaC590hz8N051985l+CcSyharFgmQs8a438Yw8QfR3Hf489mKsFxzrF65TIGvv8G7VvU580+T9GwWWve+/ZnWra/5rgEByA6JpZml3Sg76ff8+rnY6jdqCkD+r1O2yY1eei+HixZOO+0v1fpsuV5Z+AQer/4Or//PIErL7uYnTt2nHa7Ipm2eBSUrAVFK5+02jpXkrX+EjSPWJBNgYlIdsj2nhzn3AbveauZfQc0ArYcGYYys9LAkUnDG4DyqW4v55WdqM29Zval1+ZnQfwameb3+3nu6SeoeHYVut52zynr79yxjTkzp7FsyUL+Wr2SFStXsGHNSvbu/huAGvUb0bN3Hxo2uyjN5CYt1es25Im3BrFhzUpGDu7PpJFDmThiCNVqN6DzzbdyyeVXp3so69/MjBtvuYNSZcrx2N3duObKdoz68aejp5+LZJv9O2DdNGjxWLqqT/HX5srIqUSRQkqOGckXkdORrT05ZpbfzOKOvAbaAguAkUA3r1o34Hvv9UjgZgtoAuz+93wcM4sys2Le62jgcq/NHGnKr5NZuWwxPe//P6Kjo9Osk5yczKhvv+K6y1vRqn5lHuzRmQ/ffJlpU38jOiaGCy6+nHuffYP+Y6fzyqcjSWjeJt0JTmpl4ytz11Ov8N+f5nDbYy9wYN9ennvsXlrWr8wDd3Xnt5/Hk5zJfXJatW3PGx99zpKFc+l8/TUkJydnqh2RTFs+PrCq6pzL0lX9N39t4uwg9WxFkAMTkeyS3f9cKQl85/1CjgK+dM79aGYzgaFmdhuwFrjOqz+WwPLxFQSWkHc/0pCZzXHO1QNigXFeghMJ/AR8kk3fJ8OGD/2KAnEFubhd2nMEliycx+MP9GT10oWUq1SVG+9+jHpNWhBftQZ58gVnf5oCBQvR4aaeXNm1B0vmJjJp5FCmjBvJz6OHkT+uIPUvaEnr1m2o17AJlapUS9fqLIAL21zGc6/24+lH7uKRhx7k3X7vByV+kTQtHQtxpaF0vXRVn+qvic8ZzSMXkJhSPcjBiUh2yNYkxzm3CqibRvkO4KI0yh2Q5piOl+DgnNsPNMzaSIPDOce4H8fSrOXF5Mmb97jr0377mXtuuZYCBQvR640BnN+mfaZ6aDLLzKhR7zxq1DuPnr1e4s+pvzDt5x+YPWUSU8YFJnDGxOahbHxlKleuQsVKlalcrQZ1GzSiXMVKacba4bquLF+6iM/6v0eTRgl0vrn7cXXk1FJPmq9QQUv0Tyn5EKyYCHWvh3T+N7SHAsx3Z3NBxALeolOQAxSR7KCB52y0euUKdmzbSqOmLY67tmj+HO679XrKVDybPgOGUbBI0RBE+I/omFgatWxLo5Ztcc6xYc1Kls2fzZpli1i/ejmLFy3k5/Fj8KUEDjYsG1+F67p044ZuPY/bfPDB3i+wbPECHnvoXmqcW4v6Dc8LxVfK1bxViP0BEhISMjox/8yz+ldI3g/V0jdUdcQ0fw26R/5ILEmpzrgSkdxKSU42mjf3TwBq1Us4ptzn89H74bvIX7AQL3z8dZYnOAf272PFwjls3biOw4cOki9/HGUqVia+anVi07EbsplRrlIVylWqckx5SnIy61evYNHsafz6wwje6vM0X/z3Y156/QOaNG91tF5UVBSv9BvEje0vpFvn65jw6x+ULKlluhJES0ax1+Wl4aADJDEm3bfN9J/DnVGjqWcrme5qBDFAEckOSnKy0fJlSzEz4s+uekz5mO++ZvWSBTz6ykcUKXbsnjUpycnM/HUCU8aNZMmi+ezduQ1/Sgox+fJToEhRKlaIp1T5ipQsU56zSpQmb/4CJB8+zM5tm1m9dCF/zprOltXLcN7ux6lFRkVTplotLmx9CRdcfPlxScypREVHE1+tBvHVatDuhu4sSJzKhy89zp1dO9L7xTe4/ubbj9YtclYx3vrkS7pd3ZbO117F6HGTyJvGkJ3IafP7YMlYJvvrkkTak/tPZKb/HPzOOC9iCdN9SnJEcjslOdlo3do1FC9R6rj5OJ8N+pjyZ1el+aUdjilfsWgu//m/u9n210ryFy5KhXMbULnBBURERnH4wH727dzK6tUrmT11MsmHDx33ebH58lOuel1adrmb8jXqU7RcRWLz5ufgvj1s/2sVfy36k9VzpzG4X18G9+tL2XPqcMU1N9Ki3VUUKFg4w9+vVsIFvP7lj7zx+F30efIhzIzrbrrt6PUatery8jv9eeSOm7j2qisYMmxEmpsFOueYMzuRUSOGM3XqVLZv3ULBQoVpe+ml3NDlZuIrpb09vwgA66bDge2M892Y4Vv3UIClrjyNIpYETtcTkVxNSU42+mvdBkqULntM2fatW1g2fzY33f/EMRN3Vy6ez+O3dCRfXGE6P/c+55zfmsjItP+4nHPs37WTvTu2cPjgAaKiY8hfpCiFS5RJczJwgSLFKF7+bGo0bQPAnu1bmD95DLPHDeejl3sz4PXnqN2yHV269aBqrfoZmvycN19+er05kJcf6s7LTz1MydJluLDNP/Mi2lzWgZfe+pinH76Tti2b8tZ7H9CoyQWYGTt37GDE8KEM+PgjVixdRFR0NDVr16Nmnfps2bSBt1/7D/3efp2nnnuJnnffr2MjJG2LR0NkDJP9x61xSJcZ/nPoFPmr9ssRCQOZ/i/YzKKdc8n/Kiv2r4M3JZWdO7ZRonSZY8pmz/wDgDqNmh0tS046zAsP3kq+uMLc2W8YcUVPfuyCmVGgSFEKZHIuT8FiJWna6VYuuKY7G5cvJHHs18ydOIpHx39H6So1uapzd1pcdhX58qfviIao6Gj+79WP6XVLR3rdfzvf/DCFchUrHb1+xTU3Uvisorzw+P1c0bYlxUqUJCY2D5s3rMPv91O9Vl2effU9Lr6sAwULFzl635ZNG+nz5EM80/sx/pw7nw8+6p/u5exyhvD7YOFwqHwR++ader5ZWmb4a9AtagLn2hrmuowN4YpIzpLhfwqbWSszWw9sMrPxZhaf6vL4rAosHO3ZvYtCqX5pA6xevhSA+Kr/7MsxfvgX/L1pHR0f6XPKBCczkg8fIunQwaOnlB9hZpStVosOD77I/w35jSvuew7n9/PBC49xc+u69Hv+UVYunp+uz8iTLz+93hwAGPf16ErS4cPHXG/eqi0jJs3kyT5vcX6L1tRPaELPBx5n6I+/8/XY37jmxluOSXAASpYuwzsDh3DHA4/z3ZDP6Hl7d9I4okzOZKt+hr2boF7Gh6qOSPQHDqJtGLE8q6ISkRDJTE/Oq8AlzrmFZtYJmGBmNznnpgHZt6lLLrR37x4KFCh4TNnWLRspVKToMaucxo8dSclK51A1oflJ2/P5UkhJOkxUTOxxQ1nOOQ7t38v2v1aycfki1i+bx+oli9i3ZR0ph/YDEBEVQ4ESZalaN4FzmrSi6nktiI6JBSBP/jgad+hCoys7s37xHGaMGcLPo4cx/tvBlK9Znxu738n5bS4/aU9KqXIVeeCld3j5gVt4p++zPPZs32Ou5y8Qx/U3337MBOVTMTPuefQpIiIj+fDNl3mnZk0efKxXuu+XMDfnK8hTGKpdSmBf0Izbwlmsd8VoGLGUQb6MLUEXkZwlM0lOjHNuIYBzbpiZLQaGm9njZPxgzTOGc44D+/YedybU3j17yF+w0NH3Pp+PvxbOovGVXdNsZ/v61Uz+4kOWzfqDAzs3Hy2PjI4lKm9+IqNjcD4fyYf2k3LowNHrsXFFKFKxOsWr1SdPoaJgESTt28XeTWuY98uPzPrhG6LzFqDR5ddzwdXdKFS8NBBIKsrXrE/5mvVpd9eT/Dl+ONO/H8yrj91Byfhq3N37Reqff+EJv3eTVpfS/sZb+XzA+zRs3JTWl16RmR/fce58sBfr1qzi5ReepnbdelzU9tIsaVdOLr5X2sux1/Rtn82RpOHQblgyGup1gajY02oq0V+N8yMWof+lieRumUlyks2slHNuM4DXo3MRMBo4+VG/Z7D9+/fj8/koUPDYnpyUlGQio/75Y9i5dRO+5GSKlz9+BVHiD98w8p1niYiKoXSdC6hUpgORMbH4kpNIObif5EP78ScnY5GRROXJR97CxYkrVZHCFaqRr2jpE04g9vtS2LpoBqt/G8nUb//HtBGDueDqbrTsejexef85SiJvgYJccPUtNOlwE4umjGfcgNd49o7rqXfxVfR+8XXynuDYiVsfeZZl82fzxEN38FXVc6hUuVpmfoTHMDOefeU9li6az909uzNl5lyKF8/6oT3JRWYOhJRD0ODm024q0X8OHSOnUs62ZUFgIhIqmUlyehE4g+poN4Jzbr2ZXQjcm1WBhZu/d+4AoHCRs44pj4yIxO/7Z27Mvj27Acj3ryXc29atYuQ7z1Gsaj0a39GHvIWLZejzk/bvZcfKefy9ZjH7tq4j5dABIqJiyHdWSYpWqUOJGgmUqn0B+7dtZMF3H/Lb1/1JnPA91zz8AtWbtD6mrYjISGpdeBnVz2/N5C8/5JcvP+T+5Qvp89EXlChT/rjPjo6JpdcbA3j4hku446Zr+GrkJIoWK56h+NMSmycPr/T7L9e3a8ZD99/L4K+GnnabElqZ7ilK2g9/9IMqF0OZ9J1VdTKzvHk5CbbstNsSkdDJcJLjnPvJzCLN7AvnXJdU5buBPlkaXRjZsjlweHqx4iWPKY/Nk4ekwwePvvf5AsckREQdu4nZdx+/RWR0TLoTnJTDB9mxch5bF81k7Z9TObBxWeBEZiAqrihRefLjT0kmec823NgULDqWwjVb0PiGu2jc80Uqt+7ErP/1YfBTd1C59bV0ffTZo/N1joiKiaXNLQ8SX/s8hrxwHw/eeBkvfTyEs6vXOi6e4qXL8eS7n/FUj07c3rkjnw0bS1yqYboTmTX9d36f/BN7du+iToPzaNW2/TH3VTmnBnfc/zj9Xn+RXydPokXL1idpTcLWzAFwYAdc+H9Z0txSV549Li8JEUuzpD0RCY1MLSF3zvnMrKKZxTjnkrI6qHC0ZvUqAMqWjz+mPH+BOA7u33/0fYyXSKSk2twv6dBBNsyeTHzTy0+Y4Pj9PrYvm8PmBVNZN3c6BzYuw/lSICKC/GWrU6pFZwrE1yNf2XOIjP1nkrM/OYn9Gxaza8Fkds4dz49PTqRK6+uo3ele2jz3BQuG9WPpj5/z3prF9Ojbn7izju+BqdKwKT3fHcqnvW7l8Vs68sRbA9Ocp1O9bkN6vfEJfR64hW7Xted/Q0Ydt4LqiOSkJO6742am/jSGiMhIYvPkZejnAyhUpCjvDPiSBo0uOFq32x33M3zIpzz5+KP88kei9s8502xdDD//B6q2hfKNsqRJPxHM8VehYYR6ckRys9P5bbAK+N3Mnjazh488siqwcLNowXyioqOpEH/sXJsCcQU5sH/v0aXQ+eMCvRQH9+0+Wmfb2hX4kg5Rsmbj49p1fj/LJnzFyIevYHLfHiwZ+xkAxc/vxNld+lDn8RFUu/09SrfuTkyR0uycO4G1w/uy4MP7mf/+3awZ9hL7/1pI8cYdqfnAYIo1vJwVPw1hTO9r2bNhJXVveIgL7nud3etX0O/uTmxfvzrN71eiYhV6vPM1hUuW5fm7OjP6ywFpLu9OaN6GJ94axJpli+ly9SVs2rDu+O/kHP/3yD1M/WkMXe/txdd/rOCr35fR93/fU6BgYW6/4QqmTZl8tH5snjzc+9jTLF00n7Gjvj/Fn4SElb1bYGg3iI2DK/tladOJ/nM4x9bDwV1Z2q6IZJ/TSXJWEphsHAHEpXpIGqZOnco5NWoTHXPsycZxBQvh9/k4eCDQm1PwrMCGfvt27ThaZ+fGvwAoUKrCMfcmH9zHjy/fxZwvXiOmUAniOz1JnceHU+329yh7cQ8KVWsCZmyfNYb579/Fore7sH7Mu/y9bCbOn4JFRLJv42o2TRzI4n63svSLFyh23hVUvfUtnC+FiS/dysY5v1GuYWta9fqElMMH+ejBzmz7a2Wa37FwidL0fGcI1Rq3pH/fp+h9Tzf27Tn+F8R5F7blmfcHs33zBrp0vJjFC+Yec33e7BlMHDGEa29/gOt6PkhsnrxERERQs0FjXh08mtIV4un9QE/279t79J7LOlxLxUqVefvN19L7RyK5iXOwbyvs+gt2roZN82D6x/DhBbBrLVwzAOJKnrqdDEh01YgwB+sTs7RdEck+md7x2Dn3PICZ5XPOHThV/TPZ7l27mPfnTLredvdx146sttq/dzf58hcgOjqGfIWKsHfH1qN19u/5GwgsA09t0ju92btqNuWveIiiDdsfs3oqafdWtk4dxvbEMbiUQ0QWKku+BjcSG9+IiLhSx9T1H9jFoRWTObhwDEs+vIPSrbtTrcf7rP7qaaa8+xBN73mNsg1b0bLXJ/zyyh18/FBX7npvCEXLVDzu+8TmK0Dn5z9g6rBBjB/4Bndd3ZpHXnqbek1aHFOvXpMW9Bk4nBfvvYmuHS7i9Q8/pVXbwOTSt19/mbhCReh0+/3HtR9XqAj3PfcWj998OQP6vc4DvZ4HIDIykuu79eTV5x5nwfy51KqduS39JWud7pLz8yMW0i1yPPznDkjae3yF0vXgqo+hRPXjr52mOf4qpLgIotZNg6ptsrx9EQm+TPfkmNn5ZrYIWOK9r2tmH2RZZGHky8//S0pyMpde2em4a3He8NSBvXuOlhUqXprdWzcdfZ+SFNgtOCo2z9GyTfN+Z/eS3ynTujvFEi4/mrT4Du1j8VevsPCtrmybPoKYCgkUavcChTu+Tr46HYiIK0XK9pXs//Mb9v7+EXun9idpXSJ5qrakyFVvElOxMZsmDuT/2TvL8KiOLgC/s5uNuwFJkEBwh+Du7laslCJVCkWKtQVK+bDSAsXd3Yq7uwd3EiBAjLhuduf7sSEkJEAECHLf59lnc+eemXvuRu7JHLuzaRr5uo7D3KUgx2cMIeDmOWxc81Jj8Gz0unhm/9yFYD/fVO9XpVJRtX1Pek1eicbYhN97t2fJlP8Rr03WBYS8hYoxec0ecucvRL+eHZkzZQKREeFcPHmY2s3bvzIlvVDJsnhWq8t/61cnc4k1bd0BtVrNxrWrX/v9UPjwsSGCqZp/WWk8hnKqG1CiHTSaaHBJtZwJbRfCTxeh98F3YuAARGHKdZkLHpx8J+srKCi8ezLjrpoMNACCAKSUXkD11874DImOjmba5L/xrFiVIsVTprY+zxR6njoOkDt3HoKfJolVSXyQv9h9ubh5CRobZ5wqvTCcYp895sq03sTc3ItpgdrYtZmMVfUf0Tgb0mHjHl3g2YZBhG77lWivDcT6nCP23kkiTszj2do+RF/bhmXVbzEv1Y7Yu4e5vWkGeTv9ibFddo5MHURUsL/B0Bk0A21UBLP7dyXE7/Er7z1n4VJ8P+s/yjRsy7r5UxnYsz3hocHJZGzsHRm7cBPVG7dm2l+jWTz7X4xNTPF7nDJWJyklK1Yn8KkvzwJf1DGxtXOgQpWabNm86bVzFT5scgk/Nhn/RiPVaSZp21I59l9o+g9U6A1lukKpTlCsNdi7Qzqax2aEs/qCBneVTvtmYQUFhQ+OTKWhSClffhLpMrPep4aUkrF//E6A/1O+7z88VZnnvazCk8SuuObOy7PHDxPTyY0SMq502tiE9zgi7l/Etki1xFTz+OgIbszrh4yLxKbhCCwr9UBtaciE0sdFEbx9DGF7x4M2EqP8GbgyeAAAIABJREFUTTGpMhjTyoMwqTIYY88fUDkWJvrSJoK3/IZpkUaYFWtOzM09hFw9RN4vRqHXxnBw8i9IvR673IWoPmAasWHBzPipA0/v3XjlZ2BsakbrgWNp88sEfK6cpW+nJjwL8EsmY2JqRr8/p1KrWTtmTR5LwRJlOX1wF9tXL3plbyoLK0P4V3h4aLLxKjXr4n33Nr6PXm8kKXyYFBIP2GA8AhsRSYe43/hX15pYjN888R1xVl8Q4qMNMUAKCgofHZkxch4KISoDUgihEUIMBK6/Jb0+GiIiIhj+y880qluT+rWq8u3XXZk6aQKrVyyla6cOzJo2mTadvsKzUtVU5zskVOkNCXqxI+Hm7oEuXkvwE8OD2tzGYAjFhhsMocjAx0idFvMc+RPnPD20FH3UM6zrDkGTrWDieHzoY4I3DEQfcA0j9zoYl++DkWt5hMaQRi6EQGWZDeMibdEUaY8Me0TI9tGYlW6PxqUkj3bNRqg1uDXuQ4TPJe7sX2vQ26MENQfPRh8fz8wf2nJ8w6JEt1pqlK7fiq/GLyIs4CkDu7VMdr9giKnpNfhPACpVqkLJCtWZNWYIv/duj9epo8maiUopuXjyCKZm5ri6JY8LKlHWkELsdeH8K3VR+EB5comVxn+ixYi2cSM5LzNfGTuznNEn/C49OJ61iigoKGSIDAceA98CUwBXwBdDB/KUkbUvIYTwBsIx7PrESyk9hRD2wGogD+ANtJdSBgtDoMkUoDEQBXwlpUzx9BJClAUWAWbAdqCvfA/tqQMC/GnWoDbed29TyrMixiamnDxxnA1rVwFgZGREjx8G8NPgEa9cw8EpG2ojIwIeP0ocy5O/CABPbl/D0c0d+xyGKsIRfg+wcc1LXKRh90JtbghallISeHEvxrnKo3HySFxHHxNO6I7RSF0cxqW6o7JNGSicFLVzMaQujvibm4i9tRfLKt8QvPFn7vw3nSJf/Unw5f14rZ2Gm2dtzGydsMtTmPp/rOT03N/ZPmMMB1bNo0KjNhSr0Yhs7gVTtJFwL1GeL8fOZ/GQ7vz2U3f+WbQRI82LoocWVtaYmJoRERbKolX/sXbZAiaPG8lvvdrilMOV4uWqYO+UnZuXznH5zDHqtuqYIlvNo0BhAO7cVuqbfFT4noOlrYjChI5xv/JAJs+UelUAM7zbvln+2IF9XvA5AZX7vLPrKCgovBsyY+QUTFrxGEAIUQU4loa5taSUgUmOhwD7pJTjhBBDEo4HA42A/AmvCsDMhPeXmQn0Ak5hMHIaAjvSdzvpZ8GcmXjfvc2sZZuoWK1W4nhYSDCBAX645XLH2OT1jQI1Gg1ueTy4f+tq4lju/IXRmJjic/UcxWs1wdHNUFsn9NEdXMvURG1keLBLraEOozYsABkdgiZH0WRrR55bgYwNx7jUV6hskqefvwp19tLo/S8TeXYVpvlrY1akMdGXNhIb+BC3xn24MbMXxxb9Td1+YwEwtXGg2oBp+F09xc2dSzi0YhYHl8/AzM6Z4lXrUqpuC3IWKZ1o8OQp7knL/mNYO3YAi6f8SY+BoxKvLYTAztGZwAB/hBC079qD5m07sX/XVjasX825o/sJDw3GzsGZYX/+TfuuPVLob2FphbmFJf5+T1KcU/hAubPPUOvG3J4Oof15JNPX8uN1BtBbIXdluLEN9HpQCk0qKHxUZOY39t80jqWFFsDihK8XAy2TjC+RBk4CtkKIHEknJhxbSylPJuzeLEky/51y8/o1crnnS2bgAFjb2pE3f6E3GjjPKVK0OPdvXE2MPzHSaHAvWYHbZw4jpcTU0gobNw/8bxjqdVg4uQEQ/dRQr0YmxO6IJJ2XpdQT63MWlVORNBs4YDA01Lmqgi6GuEcXMCvcAISaoPM7MHXMiWO55jzz2kP4U59kc7IXq0iNgTNo+s9OPLv/jn3eopzbtYE5fTvwd8/m3Pc6lShfsk5zyjfrxOalc7jhdS7Z9Z1yuHLfxzvx2NTMjMYt2zFv6TqOeN3nwv1gDpy7xRfder2ysrGJqSlxcUoh7g8evR6OT4Pl7cAuN3TfkW4D572QuwpEB0PAq2PPFBQUPkzSbeQkpI4PAJySVjoWQowE1GlYQgK7hRDnhBC9E8aySSmf/+v9FEMDUDC4wpJGkD5KGEuKa8L462Se695bCHFWCHE2KDAwNZF08bY8YuUqVSXI/wk+t1/8Ea3XsBlBvj743jQEPJaoUouAm+eJCXuGsYUVZjk8iHxo2P0xsrADIdCFJwnolXqIj0EYmZJeVDZ5QKiJD7yLyswWjWsJgq4cASBb1S9QaYw5sXRyqnPNbB3JW6MlVfpMovnUvZT9ajixESHMH9CF7TPGJAZTN+g1CEt7Z6aMHpIs3iZHTnee+Nx7pW6v6qT+HCklMdHRmJik/74V3iMPz8CiJrB7OBRoCF/vBJtUf22znlyVDO9KXI6CwkdHRnZyjAFLDK6upJWOw4CUhWBSUlVKWQaDK+oHIUSytPOE3Zh3Ek8jpZwjpfSUUno6OKavi3dqlKtQCe+7twkK8H+z8GuoVb8pKpWKfZtXJY5Va9gCjakZJzctAwyBu1IXz72DGwDIXbYa4d4XiQvxQ21ihiZ7UWLvHU00vITKCGFqiz7sAVKfvqQ3oVKDsQX6hHL2muxF0IU9IT4yFI2lPc6V2hFy9RAhD18f96IxNSdfzTY0/N96POp04PiGRcwZ9j06XTwm5pbU7zkQ31uXObZ7c+KcnPkKEhoclOHP9FlQINFRkbi4fqAPzM8UNToKiQd0V+9gvfEImF8XAm9Ci+nwxXJDW4YPFbs8YOUC3mnxxCsoKHxIpNvIkVIeSqh2XDHhfaKUcpSU8m8p5e00zPdNePcHNgLlAb/nbqiE9+dPOF8gZ5LpbgljSfFNGH+dzDuhfsPGqNVqJv4xNFO7Og5OzlRt0ILd65YRFvIMAHNLKxq3+5JL+7cQ+Mgb59z5yVGyKrd2LScuMox8tdoCAr8jKwHI7lkffbg/2scvUl0ty3VCRjwl3udguvSTeh3ERaEyM9TwMbJxASA22FATx6lSG1TGppxePTtN6xmZmFGm62BKdRyA77kDLPvrD8DgtnLO7cGiaRMTd3PyFS4OwJWX3Fhp5eSRAwBUqFQlQ/M/VJLuQgYEBLx5wvsmPhaurIc9v8O6HrCyEyxtzVrjkew37s91k6/YaTKEEZqlmBPLaG1nijybSJ7VduQZup08Q7a9+9iajCIE5KkK3keT1KxSUFD4GMhMTI5LeiseCyEshBBWz78G6gNXgM1AtwSxbsDzLoubgS+FgYpAaBK3FgAJx2FCiIoJ2VhfJpn/TvEoUJBBw35n+6Y1DP7xay5fOMv9Ozc5sGsrY38bSJt6FWnfsAq/D/iOp09eb3f1GzCU2JhoVsx40Xupdfcf0JiasWXqCKSUtP5uENroCC6tmYKFQw4cPZsReG4rkY+uY1+yHiqr7EScnI/UGjqYG+epiCpbSXQ+h9BeW4uMi0jTfekDr4OMx8jZkD4rjC0B0MUa+msZmVnhVLEtIVcO4Hft1CvXeZkCDTpToEFnbu9ZybWju1GpVNTo9B0BD+5y9vBew2dapARqIyMunk1/lVm9Xs/yBTNxyZmbkqXLpnv+h0zSXUgnpw8rbqWR6hRMLg7rvoaTMw2ZUiE+EBOCVhpxTeZhnq4J/eK+p2rsFBrFjWO+rglRfEQuxbw1INJfictRUPjIeN8Vj7MBR4UQXsBpYJuUcicwDqgnhLgN1E04BkOm1D3gDjCXJCnqQoiLSdb9HpiXIHeX95BZ9ZyfBw1lwJBf2b9rC52b16JFLU/69uzIxtVLccqWAzdXV7b/t5YmVUuwavHcV67jUbAwDdt3Y+eaxVw5a/D92zk6073fcO6eP86pzcvJ4VGEKm27c+/QRh6d20+17v3RWDnis34s+vg48rUdjD48gPBjs5BSb8hWajgY8zId0QdcI/bEJOKurkb39CL66OAUuztS6tH5X0F7YxPC3Aljt9KGcZ0hiFeoXiTjZa/eGRN7V07O/5OYsGeJ4zGhQQTducTTKycJeXgb/UuushLtfsI2V0E2ThlFXHQUxWo0wsbZhWXzDB2kTc0tyF+sNIcP7U/X90Gn0zFi4PdcuXiWIcN/R61OS3iYQmbppN7HdM1UsHaFLhtg2BPoexG+Owa99tNJ+ys/an9iQvwXbNJX/TADi9OCe8KftvuHs1YPBQWFdCEy6mYRQpySUlYQQlyQUpZOGPOSUn4UnRFLlSkr9xxO+y7EmwgMCOD40UNotVpc3XJSqownpqaG/1QfPvDh559+4PC+XfT+6Rd+GPhrqgG0UZERtG5QhdjoaCat3Im9Uzb0ej2Dv+nEnfPH6PHXMlzyF2XqDx0Ie+JNnV8Xoo2OYP/YXljn8yRvx9H4n1jH4z1zMC3SCItyX77oaRX6mOgbu4m5cxS0CTs6ahOEqR1CY4aUemR0EMRFICxdsGv8GypzQxHC6Ou7iDy1kKL9V2Js45yob9jdc9xdNhSVkQZTZ3e0of5ow4OS3ZPGxpniLXqQr1bbRF0Cbl3gwP96ULvbT9Tu2ocjq+eya+4Epqzbj3uBIqyZM5ll08ax5/RNsuVwee3nro2L4/C+ncyeOoEbV7wYNOx3Bg39LUPfw/TgbKU5J6X0fOcXSgVPT0959mzWdMZO6lIqI26xzngUB/SlqPPbdjA2f638x0piHZ4pJSFbMUMM0SeEECLLfpYVFN41SsXjt4SjkxPNW7WlTfuOVKxcNdHAAciZKzer1m2iVYeuzJk6gYUz/0l1DXMLSybPXkpkeCijf+xKdFQkKpWK3ybOwNbZhWW/fUuI/2O+HjMTI1MzDv/dB3P77JTpMpiw26d4uG0KTpXbYVq4ITHXdhB5aiFSGmJd1DYuWFb4CodOc7BtNhaLij0wzV8TIzsXpF6HEAITt5JY1eiLfavxiQYOQJzvRVSWTmisk/8Xbp2vLIV/mI9NoSqoNCZYupfGteH35O08hvzd/yFXq8GY2Gbn/JKx7Js6HH1CZpVTgdK4lK7J0XWLiIuOwrNxezQmpuxYvQiAKvWbAbBz87pXft5PfB8y9reB1C7rwc+9OxMeFsqsBUvfi4GjAMZoGaeZy2Mc+En7Y6oGzieHe3XwPgLpDORXUFDIOt52xeMf3oZSnyJGRkbMnDOP6OhoJo8dgVO2HDRr0zGFXKGiJZg0awl9vu7AqO87M2LGcqxt7RkzexX9OzdmwaAv6TlpOT3GL2BOv04cnPAttYbOI+rZE25sXYiRuTWFOgzk8W5r/I+vQR8dilXV7xAag9ElhAojB3eMHNzTpLcu9DFaXy+cq7RPdffJ1DEnedoMS3WuJSWwL1mPpwcW8fTQMm5sy0uR5j0N99n4S/ZfOMjFff9RvmlHitdqyr4ta+nW71dc8+SjYImyrFm5mC9790lx3WdBAXzZqh7BzwKp3aAZXbt2pWademiSVE9WeLd8pd5JAZUvX8X9QiRmWa3O+8G9BpxfAk8uguunFfOloPCpkuGdHClloJSys5Qym5TSWUrZRUoZ9OaZny8qlYr5i5ZQrlI1Rg3uw7VLF1KVq1a7AeOmzueG1xlGfteRiLBQXHK5M3beOrQxMcwf0AVjM3O+GjuPmJAADv/1PQUadMGhbBP8jqzE/9hqXOr3xqX+N8T5nCZkx0h0YU/Tra/UaQk/PhfUGpwrtcnQPQshyFG7O7ZFa3B18zyiggx6OHiUxDZnAQ5vMGz9V2zRBW1MNHs3GdLo67XqxMO7t1INQJ7053CCnwWybc8hlixfSb2GjRUD5z2iIZ6vjXZyVFeUg/pSWa3O+yNvTUDAnfTFiykoKGQdGTZyhBDuQoi/hRAbhBCbn7/epnKfIhqNhsXLV+Pg6MzPvTsTGvwsVbmGzdswYfoibl++wLCvWxHk/xT3gkUZO38d2tgY5v3cGXMbO7r+OZvwpw84MulHqn09ELvitXm8Zy5B57aTrUp78nYegz4igJDNQ4i+sTvRffUmZHws4YenEe93ndwt+qOxtM/UfbvW/wap13Fz51LAYPy412hJyIObPL13A5f8RclVtAwbl89Dr9dTrVFLLKxsmD1jSoq1bl+/So2adT65DKqPhSaqk2QXwczTvbueUR8kFo7gUhru7MlqTRQUFNJIZmJyNmFopvkvMCnJS+ENODo5sWj5agL8nzJycJ9X1rCp36QlM5asx++RD4O6NMHn9nXyFirG+IUb0OvimT+gC9aO2eg8chohD29zfPpgav4wGuv8FXi4dTKht05iU6ACRX6Yi5GTB5EnFxC68w/inlx95TVlfByx908QsnkIcT6ncG3wLfYl6mb6no1ts2FXtAb3jm5NzLjKWb4BQqXm8sHtAFRq+SXPHj/gzKE9mJlb0LjDV5zYtx3ve8nLL8XHxxMbr8RFZA2SHkbbua135ZC+RFYr8/7xqAuPzhjaPCgoKHzwZMbIiZFSTpVSHkgoEHhISnnorWn2iVO6bDmGj/iTfTs289+aZa+Uq1itFovW70Kvi2fIVy24fOYYufMXZvzCDUi9ngUDv8Q5T35aDRiD/7XTeK2aRJ0BkzDL4YH32tHEBPhgbJuNot9MJmfz/ujCnhK2azTBG/oRcXIhUVe2EHVlC5FnlhK6ZyzPVvUm/NAUpF6HR7e/cK7c7q3ds3WBCuiiwwl9YKiUbGpth1Ohspzfb8j4L1K9gSGdfK6hBVqzzj3RGJsw5e/xydbJX6goN65cemttNRTSTiHxkOIqb5bo6iEz9efjI8WjrqFlyr2DWa2JgoJCGsjMX6kpQogRCb2syjx/vTXNPgO+69OPshWqMPGPofg/fXXX7MLFSrJyywHsnbIx4tuOnNy/g1z5ChpidGKjWTKsJ4Ur16X6F99w7+AGfM/tp+6gf1FpTLm/eiS6uGiEEDiWbUKJASvI1XIQaksnYu8eJurscqLOLif6xm70kc9wKF2ffF3HU2LAMqzyln6r92uR09Al/dn9Fx3XXcvUIvypN/4+d1Crjaja7mt8rpzl+sUz2Do40aBtVw5sXceD+3cT51SoWgN/vydcu3r5reqn8GaaqY8TL1Vs01XMalWyBteyYGoDt/dmtSYKCgppIDNGTnGgF4bCfc9dVX+9DaU+F1QqFdNnzyMmJprJY39/rWwO15ys2LSXvAWLMn5gL07u30GeAoX5feoignx9WD/+F2p/1RengmW4sGwCEkmV78cSE/CApweXvrimxgSH0g0p9u0USg7fQomh/1Fi2BZK/bqdEj8vImfTvlh7eBr6V71ljG2zozKxIPTRC4PFtXQNAG6dOghA2YbtMLe2Y/40w49S2x59MNIYM2nimMQ51Ws3RAjB1v82vnUdFV6DlDRTneCYvhjPsM5qbbIGtZFhN+f2LiWVXEHhIyAzRk47IK+UsoaUslbCq/bbUuxzIW8+D/r0G8jWDas4f/r1XY5t7OxZtGYr+QqXYMKgb7hy9gTFPCvz9YAR3Dixjwu7NtBl2AT0uni8Vv5NtqIVsC/dEP8Ta4kJfJhiPSEEalNL1CbmCNW7dz0IITCxd8EvSZdxc4fs2Lh5cO7wPgCMzcyp3LY7t04f4s41L+wcnWnS4SsObVvP/bsGN5ejczbKVa7OqhXL0OmUB817w/ccuVQBbNFXympNspaCjSEywNC+QkFB4YMmM0+2K4Dt21Lkc+anAYNxdM7G9Elj3ihraWXN/OUbyeaai3EDehDk/5RmnXviXrICu+aMx8Tckmrtvubh6d0Ee1+navdBqDSmPNk3/z3cyZsxtnFCGx6YbCx7iSoE3b5IbLShN1bF5l0wtbBi3jRDHHurr75HY2zC3xP/lzinXeev8X3gzf49u96f8p871zYRJ9Xs0pXLak2yFo+6oDKCGx9/NWcFhU+dzBg5tsANIcQuJYU8c5ibm/Pdj/04c/wwd2+9uQGgjZ09MxauIiY6mn9H/AzAoD8mERsdyZHVc6jaricaM0tu7FiCqbUdBet3JOT6UWKD018r521jZGFHfGRIsrFsRcqj18Xz4Op5AEwtrajYsivXj+3h0f3b2Do40bD9lxzZsZFHD7wBqN2wGY7O2Zgze9b7voXPl1u7OKkvQjifQXXj12FmC7mrwM331iJPQUEhg2TGyBkBtAL+h5JCnmk6df0KYxMT1q9YlCZ5d4+CDBg+mvPHDnB8z1bc3D0oWacFp7esQKfTUr5pBx6d2Ut0SAB5a7YGIQg88/ZsUKnXoYuJTHeGk9rMCl108m7oDvlKIIQKnysvtv8rtvwStcaYzcsMTU1bdv0WlUrNsvmGRvcajYYW7bpwZP8ufB+ldMUpvGWC7kLgLfbpldwCAAo1gcCbEHgnqzVRUFB4DZmpeHwotdfbVO5zwsHREc+K1Th+OO1ZG+279sTNPT+rZk1Cr9fT87u+aGNjOLNtNeWadEDqdXgf3YqFQw5sClYh6Px29Nq4TOsaG/yEGzN6cmlsc65MbEv4/dQrN6eGWmOK1GkT+1gBaMwssMqRh1tXXmRLWdo5UKx6Iw5sW09sdBQO2XJQpX4zNq1ZRlSkwUhq27k7AAvnKrs575zbuwHY/zlVOH4dhRIKIV7blLV6KCgovJbMVDyuKIQ4I4SIEELECSF0Qoiwt6nc50b5cp743LuT5mBatVrN9/1+wefODc4d2Usuj0LkLV2JczvWYu+SG8cCpfE+uhkpJaWadjLUqLl5LFM6xoX4cWteH7QRwRRq2h21iQV3lw8n/F4aDR21oV2afOkerbLnJiLAN9lYqXotiY2K5PzxgwA0at+NqIhw9u4w7Ei55sxNzXqNWbp4AXFxmTfeFF7DrZ3gVIiHMltWa/LeyTNkW8rXWC9wK6cYOQoKHziZcVdNAzoCtwEzoCcw/W0o9bni5OyMTqcjPCzkzcIJNGjWBsfsrmxduRCAlu27EPzkId6XzlCteXvCn/oQdOcSzoXLobFxJvBs5oIlH+2Yhj4umrq/LqBE2z40GLkEE9vseG8YS/xLbqhU0Se0lXip6aaJtT2xYclbXLiXLI+ppTVnE3a3CpcuTzbXXGxcvzpRpk3n7gQHBbJ7hxIE+s6IjQDvY5C/flZr8mFRpCU8vWxw5SkoKHyQZCpvWEp5B1BLKXVSyoVAw7ej1ufJ827b6Ylz0Wg0tGjTAa9Thwl9Fkil2o0wMbfgwu71FKvRCCMTM+4f+Q+hUlG4wRdE3L9A5MOrb144FcLuniX0xnGKtuiNjWs+wFC1uOoPY4iPCObx3rlvXEMXG4lQG6HWGCcbFypVivtWG2nIVaQ0XhfOGGSEoEKthlw6fYzo6CgAKlWrjaNzNhYtWpChe1JIA95HQK81ZBUpvKBIC8O7spujoPDBkhkjJ0oIYQxcFEJMEEL8nMn1PnuioqIBMDE1S9e8+k1bo9fpOHVgFyZm5tRs3Jorh3YgdXpyVmjAg5M7iY0IIV/t9hhZ2PJ47/wMtUTwO7wCjY0zBep3SjZun6cIBep3IujsVqIe33rtGtrwIIxSafapjQpHY2aZYtzBNTeh/i+qQZesUBVtXCxXvQyZWEZGRrRo14Wj+3fz9MnjdN+TQhq4sw805pDrM61y/Cpsc4KrJ1xRilIqKHyoZMYo6Zow/0cgEsgJtHkbSn2uhIeFolarMTNLX4puoaIlyO6Wm+N7twJQv3UntLExeO3fTJMuPdHFxXBn72o0puYUb/UNEd5eBF/el65rxAQ9IsLbi8INvkixCwNQtGVv1ObWPNm/6LXrxAY9xMTeJcV41LOnmNk5pRjXmJihjY1JPPYoZmg1cf2KV+JYyw5d0Ov1bFq/Jq23o5Ae7u6DPNXAyOSVIqnGrQz5DFyIxduB32Xwv57VmigoKKRChowcIYQa+J+UMkZKGSalHCWl7J/gvlLIIKGhIVhZ2yS6rdKKEIL6jZtz6dRRoiIj8ChaihweRTi1eTnZ3AvgUroGt3avIC4yjHy12mCRqxgPt/xDTMCDNF8j5OphAHJVSN0jqTGzpEjjboTdPkWU781UZfTxcUT73cOlYPFk41JKwh57k8ejQIo5kaHPMLN60ULA1t4RMwtLfBPq5QDkdvegQOFibNqo/Ef91nl2H57dA486Wa3Jh0mx1iBUcHltVmuioKCQChkycqSUOiB3grtK4S0RERGOhVXGegJVqVGX+HgtNy+dQwhB+27f4O99m1unD9Hq2wFooyO4umk2KrURtfpNRGVkwr0Vv6INC3zz4kD4/QuYZc+HuUP2V8p41GmHysQcv+Op76hEPryKjNfiXDB5rZXokADiIkLInq9QijmPrnuRPV/hxGMhBJbWNkRGhCeTq1a7PpfOnyYiPPzlJRQyw92EHb98ipGTKpbOkLemwcjJgAtYQUHh3ZIZd9U94JgQ4jchRP/nrzdNEkKohRAXhBBbE45rCyHOCyGuCCEWCyGMEsbthBAbhRCXhBCnhRDFXrHeIiHEfSHExYTXR1vIIzoqGtN0xuM8p3hpTwBuX7kIQPXGrbBxysGhFTPJnrcQ+Wq15c7e1Ty7dxVz+2xU7z8ZbUQQd5b88kZDR+p1RD26jmvRsq+V05hZ4lGrDSHXDqMNf5bifNjt0wi1EU6FPJONh/gYdn6y5y2YbDzosQ9+3reoWq3WS/qkfJhUql6H+Ph4jh1RSjW9Ve7sB9tc4JAvqzX5cCneHkIewMNTWa2JgoLCS2TGyLkLbE1YwyrJ6030Ba4DCCFUwGLgCyllMcAH6JYgNwy4KKUsAXwJTHnNmoOklKUSXhczcjMfArr4eIyMjDI019LKGsdsLvjevw2ARmNMx14/8eDqee6cO0rHn4ZiauPA6fkjiY+LwdGjJNV/nkpcqB835/5ITIDPK9eOCfBBHxeNvXvRN+qRt3pL0OsJvrw/+b3FRhN0fgfW+cujMbNIdi7U15CCm809uZFzcc8mhBBUb9wqcUyv1xMaHIStvUMy2ZJlyqPNwwi5AAAgAElEQVQxNubUiczVAVJIgk4L9w8bdnHS6UL9HHged1RklTGR0oQVc8Z9PrFICgofCZmpeDwqtdfr5ggh3IAmwLyEIQcgTkr5PCVnDy+Cl4sA+xOudQPII4T4pCuRCZUK/fM6MhnA1NwCbZKKxvVad8I2uxu7507E2NyC9oPHE+Z7l4srDN03nAt7Umf4AqQ+nptzfiDk2uFU1w27fdogX6T8G3WwdnHH1Nmd0Fsnko0Hnd+OLjocz3bfpJgT6f8QE2t7zCxfuOr0Oh3ndq7Dw7MaTtldE8cf+9xDGxeLR4HCydYwMTUlt7sHl65ceaOOHyNCiN5CiLNCiLMBAQHv56KPzkBcuBKP8waiMGWnvjxN1ScxQSlKqaDwIZGZisdOQoiJQojtQoj9z19vmDYZ+AV4/iQPBIyEEM/9F20xZGkBeAGtE65VHsgNuL1i3TEJbq1/hBCvTAFJ+qAICkxbLMr7xMzMjJjo6AzNfeL7kCcP7+OU48VHpDE2oUe/4Ty5ex2vvf+Rv1w1qrbvyb2D63lwytC92y53IRqOWo6pcx7urx7Fw23/oot7oUN8ZCj+x9ZgkasY5vZpszHdSlQgyvcGMonBFnx5P+YuBXHIVzyFfHRwAOZ2zsnGvC+fISzgKa06dEk2fuXsceCFey4pLm458X/6JMX4p4CUco6U0lNK6enklDIL7Z1wZx8INbhXfz/X+4hZp6uOtYimgepsVquioKCQhMy4q5YDNwB3YBTgDZx5lbAQoingL6VM7MIoDcVavgD+EUKcBsKB5/X+xwG2QoiLQB/gQpJzSRkKFALKAfbA4FfpkPRB4eDomMbbfH/Y2tkREpIyluVVSCm5fOEsU8aNoG3DqgiholH7bslkqjVsgWuB4uxd+A/auFjqdv8ZB4+SnF3wB2FPvAEwd8hOo98XkL9+JwJPb+Lq3x15uGUyvrvncGNmL+JjIqjS67c062WfpzD6uBhiAg3ZW7qYSKJ8b+Bevmaq8troCDTmyT2dN08ewMjYBM+qyXcRzhzag7NLTtw9kru2AMzNLYmOikyzngpv4O5+Q+sCU5us1uSD56S+MI+kI23VSkyYgsKHRGaMHAcp5XxAm9Cc82ug9mvkqwDNhRDewCqgthBimZTyhJSympSyPHAYuAWQkJreXUpZCkNMjhOGYOdkSCmfSAOxwELgzT6VDxQXFzfCQ0MSG1C+Cikl61YspGHVknRuXouFs6ZQuKQn45dsJrtb7mSyKpWK734ZQWjAE05uXIKRxpgef05DbWzCiem/EB9r2LVRG5tQutNAav+6ECv3Ujy7tBf/Y6sxcXCj5qCZ2ObMn+b7sE6ohhwb9AiAmMCHycZTw8JEnez40Y1LuOQviqn5i/idqMgILp48TP1GzVNNs4+Li8XY+NW1XBTSQUQAPL6guKrSiETFOl11qqqu4Mp7cicqKCi8kcwYOdqE9ydCiCZCiNIYdlJSRUo5VErpJqXMg2H3Zr+UsosQwhkgwc00GJiVcGybJEW9J3BYSpmiAagQIkfCuwBaAh9tUIa7hwcA3ndvv1ImNiaG73t25o/BP2Fj58BPf/zD0oNX+PXfJeQvmnpiWYnyVfEoW5Vj6xagjYvF2jE7Xwz7m9BHd/BaPTmZrKNHSer/MoW2c47RdsEZGo9ciHPhlK6h12GVIw8IFdFPDQHFie0q9Kk3HjUyNSckJDTZWIifLx75PJKNXTxxCG1cLLUbNE11ncAAvxQByQoZ5O4+QCr9qtLB2vgaALRVpx7bpqCg8P7JjJHzpxDCBhgADMQQTPxzBtYZJIS4DlwCtkgpn8f1FAauCCFuAo0wZGUBkBAH9Lxs7nIhxGXgMuAI/Jmhu/kAKFa8JABXL726o/ey+dM5tnsL3foNZ9zizdRt2RErG7s3rt3t235EBAdy5eB2APKXq0aVdj24u38tTy8fT3WOSqVOdfxNaEzNMXXOTYTPZQBMnfOASkXIg9RbPpjZORMV9DTZWGxUBOaWyV1Yl04fxczcgpKeFVKsIaXkwf27FMzvkeKcQga4vRsss0H2ElmtyUeDL04c1RejndEheIVBr6Cg8H5Jt5EjhDAVQvTD0IzzC+CGlLKWlLKslHJzWtaQUh6UUjZN+HqQlLKwlLKglHJyEpkTUsoCCeOtpZTBSc41llI+Tvi6tpSyuJSymJSyi5QyDa2wP0zyuOfFyTk7Z08eTfW8Vqtl0ZxplK5cizZf90GlSvu3r0T5KtjlyInXvhfforrdf8baxZ0zC/5Am5YO4ukgj2dNIny8iI8KRaUxwTJ3Se6f3I1eF59C1to1L7HhwUQEvwgGNzIxJS4mJpmc963r5ClYFI1Gk2KNAL+nhAQ/o0ixlIHNCulEF28IOvaoB+n4GVOA1bpauIlAuHsgq1VRUFAgYzs5iwFPDDsnjYBJb1WjzxghBJ6VqnHq2MFUU8kf3L9L6LNAajZpnaG1y1asip/3i90UjbEJnYZNJDokgCsbZ2VK95fJVbEh6PUEnd8JgFP5FsQG+XJr17IUss/r7zy89qLEkaWtAz6PkzfcDA0KILdbTlLj5rVLABQtVvKt6P9Z43sWYkIgf72s1uSjY7fek0BpDecWZrUqCgoKZMzIKZKwYzIbQ8p3tbes02dNs2ZNeRYYgNe5lNVTnz42BPJmeym4OK3Ea7VoY5KnqLsVKkm+Wm25vWclz+5fy9C6qWGbMz+W7qUIOLUBfbwWm8JVsSlUmSub5hITFpxM1t69KGqNCXcvvHCb2eXISZBv8gKFcXExaExS7yRy77ahanKhIm8uWKjwBm7uAJUR5Kv1ZlmFZGgxYp2uhuEzDPs0yxkoKHxMZMTIeR5wjJQype9BIVM0bNwMU1Mz/lu7PMU5owQ3TWouH4C42BhO7t/Bf0tns37Bv2xfvYiD29ZzcNt6Fk8Zw6HtGyhRu1mKeR1/GoqplT3nl45DvsX+O6Vbfo02LJCQa4cQQuBStxd6bSzHlyQPdlZrjHEq7MmVEwcTx7K5FyDI15vY6KjEMVMzc6KjokgNvyePMTO3wNbuzfFJCq9BSrix1dB1XEkdzxArdbVA6uDC0qxWRUHhsycjPQRKCiGeZzkJwCzhWGAofZOxDpMKAFhaWdG4VXu2bVhN/2GjsbZ98dDOlsMQa+3n+5BiLyU8ndy/g79/7UtMRIoEtESKVK1H/R4DU4ybWlrR+Ntf2DBhMLd2Ladgwy6pzDag1+sIf3yf2PAQjEzNsXZxx8gk9X5b2YtXxtjehaBz27EvURdTp1w4VWxFwIn1BNxsjlPBF72wcpSoyoVl4wl85I2jWx5cPIog9Xru37pOoZIGOVsHJx695MJ6TkR4KNY2tunu4K7wEoG3IOgOVPwuqzX5aPGR2SFvLTi3CKr2B3XGWrUoKChknnT/9kkpM5Zyo5BmfvjxRzasXMymNcv4snefxHG3XO6YmJpx++pF6rTokDger9UyddQgbJ1daPjbFFwLlkBtpCE2KoLYqAikXo+VgzOmFq9uLVa6XitO7dvJ5bVTcSxQCoe8L/qhSr2egJvnuX/kPx5fPIw26kWnb5XaiJzl61Oo6dfYuOZNtqZQqShYpy2X104l6vEtzF0K4FKnJ8GX93N27Rwa/To7UTZ7sUoA3Ltw3GDk5Ddc/971S4lGjlMONy6eSL3YWnx8POoM9v1SSML1LQBUWG+C33qlB1OGKdcTVneGWzuhcOolDxQUFN49SurEB0jxEqUoW6EKy+bPIC42NnHcyMiIomUrcuH4wWRupctnjxMRHEidr/rhUbYqZpbWGJuaYWXvhKObO0658r3WwAFDYHK3YeMxtXHk4LjeXN+6kMcXD3P1v7nsGNqag+N78/jCIYpXq0/bIX/x9V9L6ThiGuWbdsT3wiH2jOjIzV3LUri78tVqg9rUEr8jKwBQaYxxqtCK8DtnCH10J1HOMltOTG0d8b5sKItv45wDMysb7t96ESfkkjsfzwL8iIwI52U0xsZok3xWChnkxjZwLYvfq0teKaSFAg3B2g3OzHuzrIKCwjtDMXI+UH4ZOpynjx+xfuWiZONNm7fiyYP73Ln6IhNJH2+I0bG0zdyDydzGjj6zNuBYoBSX1/3L0cn9uLppFiZWdrQZPJGha4/TetA4StVtQd5SFSlarQFN+/zOoGX7yF68Ml4r/+biyknJDB1jcyvy125LyPVjxIX6A+Do2RRhpOHO/rWJckII7N2Lcf/65cRjp1z5uHX7RTaYS648ADx64J1CdwsLKyJSMX4U0kGwNzw+D4VTxm0ppBO1EXh+BfcOQOCri3sqKCi8WxQj5wOlZu26lC5XiQUz/iE2Sb2Y+k1aYWxqxq51L1Kxn2db+d6+munrWtk78eM/S+i/ZB+9p65h6LqT/DxrHaXrtcTYNPXYGwtbB76bMJdKrbtxe/cKLq+flux8vtptESo1vjtnAmBkboNlnlI8vnY+mZy1qzsRfg8T0+dtnV0IDXiRoeLsYkgff55llhQbWzuioyKJi1O6QGeYKxsM70XTX6JAIRXKdAO1MZyek9WaKCh8tihGzgeKEILhv4/E74kvq5fMTRy3trGlRduOHNi6jiA/gwHg5u6Bc24PLuze+Fayo4QQ2LvkIleR0ljYpG13SAhB4++Gk7dGK25sXZjY5RzAwtGFYq2+JeTaYZ557QHAyMwaXUzyAoSm1g5IvY7o8BDDsYUVMZEvdmes7QwtG0KCUzYxtbEz6BmcyjmFNHJlA7iVB7uMlShQeAlLZ4PBeHEFxLw6IUBBQeHdoRg5HzDVatSiSs16zJ4yntAkD+/u3/ZD6vWsnPWiDmP77t/je/MSlw5szQpVAYOh8+WQP3HwKMmZ+aMIf/qizk3BRl2xyFUMn40T8NkwjrDbpwztHpLOf15dN8FQ0+v1qI1eVDd+XuFZr0tZMt/K2pDUFxGmPEwyRMBN8LsMxdpktSafBHmGbCPPkG00P1MU4iIYOXo4eYYogdwKCu8bxcj5gBFC8L/xE4iMCGfWlPGJ42653enQrRd7NizndkJsTp0WHXArVIItU0YQ9NjnVUu+VWKjIgjy9UlWnTmxy7nGhBMzh6LTGtxHKrUR9YfOwL5EHZ557UFj7Ui1Xr8lWy8uMgyEwNjcEoDIkCDMrF7UankecGxuYZlCF2MTUwBiYmNSnFNIA5fWgFBB0ZZZrcknxSWZj/N6D75S70KQsoq5goLCu0Uxcj5wChcpRptOX7F68Rxu33iRafR9/2HYOjjx74j+aONiUavVjPhnHgjBkqE9CPFLvZ7M2yDE7zELBnVjdPPS/NOtLn91qs7BFTPRxRvqRFo7Zqfd4PGE+NzAa9U/ifM0ZpbU/Xk8LWccotn49Vg4uSRbN/TRXczts6MxNgHA3+c2efPlTzz/2NvQ1dw1Z0p3SrzWcG0jJY08zTzfbcg7ZAuPDy/gQHxx8ow5p+w4vGUWxDcij8qP2qpXN95VUFB4NyhGzkfAH6PHYGFpxbgRgxJjbqysbRj913S8b11j7njDjkg211z8MXMlkSHPmNvvC3xvXn7rujy5e53p3zbn0Q0vvvimP9//NoHseQuxd8HfzPqxLSH+hjihwpXrULlNd+7sW433seQuNGNzqxRF+/TxWvyvnaKQZ2UAQvyfEOTrQ5HS5RNlvE4dwdTMnIJFUjbhDH5maO5p7+D4Vu/3c6CK6gou4hlrdTWyWpVPkh368vhKB3qod2S1KgoKnx2KkfMR4ODoyPCRozlz/DCbk7R7qF6nIV9925eda5ewdeV8AAqVLMu4hRsBmNO3A0fXzEs1hiUjxESEs+qPPhgZmzJ17V46/fALDdt9yV/zVjP0nwU8e/yAOX3b4+9jqH/ToNcgnAp5cnbBHzy5dOy1a/uc2EFcZBjFajQC4OphwwPBs1odALTaOI7v3UqZKrXQGKfsX3X/zi0sLK1wUIycdNNefZBgaclefdk3CyukGx1qlsTXp7L6Gjy5lNXqKCh8VihGzkfCl917UbpcJSb+MYxAf7/E8b5DRlG+ZgPmjvuVPRsNBffyFirG9PX7KFChJjvnjGdO3w48vXcz0zpsmTaK4CePGPbXbFxyuSc7V6lOYyYs/g99fDwLBnbFz/s2aiMNvcfNxtrNg2NT++N9dEuq60b4P8Jr9WTs3Yvi4VkNvU7Hma2rcCtUAjd3g7vq8PYNhAU/o3PX7qmuce7UMYqUKJ0YnKyQNuwIo77qLJt0VYhD8+YJChlipa42EdIUTkx7s7CCgsJbQ3kifCSoVCpmzJ5HbEw0o4f2TXRbqdVqps9dRqlKNfl3RH82LpqBlBJrW3vGzVhC/7HTefbkATO+a8meBX+jjctYVeCrR3bhtfc/2vfuR9GyFVOVcS9YlAmLNiJUKuYP6MyTO9cws7Tm+3+W4uBRktPzRnDs3wEE3vFCr4tHH6/l8cUjHJr4PUg93UZOQaVScenAVgIf3adzT0NLi9joKJZPn4hH0ZJUrVU/xXWvX/Hizs1rtG6t1HdJL+3VhzAR8SzX1clqVT5pwrBgja4mXFkPob5ZrY6CwmeDYuR8ROTLX4Chv//Bgd3bWLd8YeK4iakpcxavoUr9Ziz8+w/+HdmfuNgYhBDUbNKGOZuPUrJOMw6tmMn0b5qnO1bn2eMHbJw0DJcCxWjXq+9rZd3c8zNx0SY0xqbM69+ZexdPYm5tS58py6jb/Wf8r51h/5/d2fBNFTZ8U4Wjk/siVCq++t9cHFxzEx0eys7Z43ApUIxKdZsAsG7BvwQ+9WXYiHGpNuCcNvEPrKxtaN2uY7ru63NHhZ7O6r2c0BXhjnTLanU+eRboGoHUw6lZWa2KgsJng2LkfGR8+2NfKlevw/iRv3Dt0otsDRNTU6bPXUbvn35h78aVDP6yOY8f3AcMRfRG/TWTUbNXExcTxeyf2nN8/cI0FQ6MDAliybCeAIz4Zx4aTcp4mJdxyZ2Xv5dvxcYpO4sGd+f4hkUIlYqanb9nyOojtBk8kcqtu1Gl7de0H/4PAxftIFfRMuh1OtZPGExUWAiDRv+DSqXi/q1rrF8wneqNWuFZqWqKa61dtoAj+3fT/5dh2Nkr/ZbSQw2VF7lUASzV1c1qVT4LHkknKNoKzi6E6JCsVkdB4bNAvI0KuR8jpcqUlXsOn8pqNTJEYEAAdapVQKfTsey/fWR3Sf5f+KG9Oxjatze6eC0/jpxEtYYvap9EhIUw+pcfuX58L0Wq1qdl/zGYW9umep1njx+w7LdvePbkIX/OWUORMhXSpWdkeBijBn7HjRP7yFemMk1++BXn3PlTlY2Pi2XDxCFcOrCV3kPH0LRjD+JiYxjUpQnBgf78t/80dvbJg4qPHdxLn6/bU7FqLdZu3IxarU6XfpnB2UpzTkrp+d4umARPT0959uzZTK9z7LfK5FU9oVrsZOJRUu/fB0WFN9tMhjFB24EZuhaJ497jmmSZTkKILPtZVlB41yg7OR8hjk5OLF+7kciIcL7r2pqQ4KBk52vUbcSGPSfIXaAIE3/5ljnjhifWkbG0tmXczKV0HzCCGyf2M+2bZlw5tCPZro5er+fcznXM/KE14c8CGDVzRboNHAALK2vGz1rGd7+O59GNS/zbswkrRv7AtaO7iQgORK/XExEcyIXdG5naszGXDmylW7/hNO3YA4AFk0Zx/+ZVRv81PYWBc2T/Lvr2/AKPAoVZsHjZezVwsgIhRG8hxFkhxNmAgIDML/j4IlXUV1kQ31AxcN4jV2UeDuuK091oByYofdYUFN41WbKTI4RQA2cBXyllUyFEbeAvwBg4B/SQUsYLIeyABUA+IAb4Wkp5JZX13IFVgEPC/K5Sytf+BfmYd3Kec+TQATq2aYZ7vgLMXvEf9g5Oyc5rtVom/+83ls6bTunKNRn811zMLa0Sz9+55sX4oT/hd/8mDq55cC9ZAb0unjvnjxEW8JRcRcsybPy0FJlUzwnyf8qW5XM5tX8ngX6P0RibkL9YKcrVqEeNxq2xsrFLlA0LDmLj4pns3LCCyJCU/aWccuXjx+H/o3QlQ62W3RtWMG1kf77s9SMDfx+bTHbn5vUM69uTAoWLs3HrzixxU330OznrehB+eRuVY/8lHPO3o5hCmqiousYq4z8Zoe3GYl0DQNnJUVB4V2SVkdMf8ASsgeaAD1BHSnlLCPEH4COlnC+EmAhESClHCSEKAdOllCnSQIQQa4ANUspVQohZgJeUcubrdPgUjByAg/v30rV9K7K7ujFzyQbccqc0SDasWszoof3I7VGYUbNWYpNkV0QXH8/BbevYvnkDvjcvo9ZocMlflBZtO1K5btNUU7J1Oh2bFs9g9ex/0GrjKFG+GsWLFSMqMoJTJ47y8N5tjE3NqN2sHc279MbN3SNxbrxWyw2vM9y/eY2IsBDMLCwpUro8+YqUTNyNOX1wN2P7f02J8lWZv3xjsirG2zauZlhfQzr9mg2bsbaxSaHf++CjNnIC78D0cszWNmJsfOe3p5hCGpGsMf6DnCKAGrH/EIdGMXIUFN4R793IEUK4AYuBMUB/oDtwUkqZL+F8NWColLKxEGIbME5KeSTh3F2gspTSL8l6AggAsifs/lQCRkopG7xOj0/FyAE4efwoXTu0RqVW8/fsZZStUCWFzNEDe+jXqxPZXHPy57z12Dk6Z+haAU99mTTkB66dP0nF2o34bdQ4cubJm0zm+hUv5s+dyYGt69DGxVKuej2adPyaUpVqvLaOjV6vZ/vqhcwb/xt5Cxdn8ZptWFm/MGL27viPQd91o0yFKqzduAVz86zbgfiojZwN38C1//CM+JtAssZI/NypprrEUuNxDNP2YIWujmLkKCi8I7IiJmcy8AskdqsLBIyEEM9/ydoCORO+9gJaAwghygO5gZdzXR2AECllfMLxI8A1tQsnjWsICgx8G/fyQVCxclV27DuCtY0tvTo2Y93yBSlkqtaqx8ylGwh44suvPdsQHOif7uucO7qffu3rcf/GZcZMnsPsRatTGDgAhYuV5K8ps9h96jrf/jyUW1cuMPK7jvRs4Mn8iSM4d2QfIUEv4koiwkI5unszQ7o1Z87Y4ZSpWptl63cmM3CuXDzH0D49KVaqLKvX/5elBs5HTeBtuLwGyvdUDJws5Ii+OOf0+eljtFGJzVFQeIe8150cIURToLGU8nshRE1gYEJMTiVgAmAC7AaaSilLCSGsgSlAaeAyUAjoJaW8mGRNRww7QR4JxzmBHVLKYq/T5VPayXlOaEgIX3XtxLGDe2jftSdD/piYomHl2ZNH+a5raxyy5WD03LU4ZU/VHkyGLj6elbMmsXbuZHLnL8zUucvIkzf1LKnUiIuNZd/OLaxds5yLJw4Tn9CZ3NjEFLWREdGREQDYO2Xj5yEjada2U7IdnwC/p3zRuBoaExP2HjqBo5NTqtd5n3y0OzmrOsPdA9DXizx/nn67iimkiwriOqtNRjNG24nhY17rXX+nKDs5Cp8y79vIGQt0BeIBUwwxORuklF2SyNQHekop2780VwD3gRJSyrCXxj9rd1VSdDodY0b+yrTJf1GlZj0mzVqCuYVlMpmLZ0/y3ZdtMDEzZ+jfCyhYoswr1/PzfcA/w3/i2vmT1Gn5Bf+bMAUzs4zvokRHR3Hp/BluXbtMgP9T4uLicM6egxKlylG6fKUUWVLauDh6ftGE61cusfPAUYoUTdmcMyv4mIyc513FK6mustJ4DBO07Zmha/mGWQrvg0Wa8ZRS3cF28BUwz5o6T4qRo/Apk2V1cl7ayXGWUvoLIUyA7cAYKeV+IYQtECWljBNC9AKqSSm/TGWttcD6JIHHl6SUM153/U/VyHnO0oXzGNTvB0qUKcf0xf9n766jo7jaAA7/btxdiAcNBA0uxd2lxUspxYp/tFiL16AtxYpbkVKsuLu7uwSHJEDcfe/3x6ZoEgIkJIT7nMNhd3bmzjubSfbdq6tfaPoBuHH1Mn26tCH4cQAtOvfis679Xhh5FRURzpblf7Fy3hR0dXQYOW4yTVq1e6/XIKXkh2H9Wf3PQuYsXEqLT9u8/qD35ENLcvRIYqPBCMxFDLXjJxDP6yd1VLKel7jPZoPv0SvbGZpOzpYYVJKj5GY5ZYKMwSlNWTrATCnlnpTtRYBFQggJXAa6/neAEGIL2hoff2AosFwI8RNwFpj/XqPPgTp16YaVjQ09v+zI15+3YM4/GzB9LokpVKQo/249yKjvv+Xf+VPZ8PccipaphI29A0GPA7h27iTxcbFUrNWQsb/8gZOLWzpnyxqzp/zK6n8WMuDboTkqwfkQ9dLdQBGd+/RIGKgSnBzkunRnUXJ9up5eCD6dwFWtBK8omUnNeJzLbdm4nq6d2lKqbEVmLFmTalPTlQtn2bB6GUcO7ScyLBRrO3tKlylPq/ad8S5eKt3y4+PiOH54H6eOHeL6ZW0TVGJCPHr6BtjaO+DumY9ChYvhXdKHwt4lMDA0fG3MCfHx/DZ2GCuXzKPpZ+2ZO39hjltd/EOqyWn43QzWG4xgq6YCAxL7ZmFkytswI4ZL9iPB0By67wVDs9cflIlUTY6Sm6kk5yOw9t8V9Or6BRWq1GDqghUYGhm9c5l3bt3gnwWz2LRmOdFRkegbGFDQqygeHu4YGxsTFxfHQz8/7t66SUR4KAD6BgYULlqCYiXLUMi7GPkLFsbNIx/mFpYkJMTj9+AeRw/s4Z+/ZvHI/yF9BnzLiLE/58jZjD+YJCcmhPvjy2MgkmgYP45QLLI2OOWt3O1hBoubQ8l20GImpCxE+19/qlf2z8Qh5yrJUXKznNJcpWShlp+1JS42lgG9uzOgW3smzV361p2HHwX4Mf33H9m4ehl6+vrUb9qKjh06UrlqdYxSSZ6klPj7PeTM6ZOcPnGc48ePs27l38TGRKd5Dp9yFflz1jyq13xl3kflTSTGwaovcRShtEsYqRKcnCxfdag+FPaPBzNHqDPmaaKjKMrbU0nOR6J9py/RaKwL0yIAACAASURBVDR80+9renZoxuR5y15ZBiI9cbGxLJw9hQXTJ6KRGnr07k+/bwZjb5/+pIJCCFxc3XBxdaNp81aAdtK/e3fvcPPGde7fu0NkhLYmKI+TE+UrVsbN3eOdrlUBkhJgVWe4s5/vEr/mrMz4kH8lm1QfCtFP4PBkiA6CBr9kd0SK8sFTSc5HpGPnr7CwtKRXt860rleZnyfPoWLVmukek5yczJZ1K5k+4Sf8H96nbuMW/DL+Nzw8U1/PKiN0dHTImy8/efPlf+sylHTEhMDKL+DuQWgyiTX/OmZ3REpG6OhAoz/A2BoOTYIb2xilV5YTmsL4STuiMCZcmhLG++2zoygfMpXkfGSatviUvPkL8FWn9vTo0Iw6jZrT/suelKlQ5YXOvf4P77N720ZWLJrL/bu3KFysJNNmz+eTajWyL3jl9fzPwqouEOEHLedAybbwb+r9OpQcSEcHao+Cwo3h4EQ6Xt3GV3rbXtglTurDPB/wagilOoB5nmwKVlFyPpXkfISKFS/J/qOnmTF1In9OmsCuLesxNjHFM39BdHX1eOT/gKAn2uXBivuUZf6Py2ncrGWOG+GkPEejgWPTYfcPYGoPnTeBe4Xsjkp5Wy5loN1SfIatJq94hJMIxpRYrEQ0buIJ3WQg7B4L+8ZBxd5QbfB7H5WlKB8CleR8pIyNjfl26HC+7vs/dmzdxMnjR7lz+xbJyckUK+pN0eIlqFWnPgW9Cmd3qMrrhD2Adb20zVOFm0CzP7Nt9lwlc8VgxGXpyWXp+cL2bt0bQ/AtOPC7tg/PlfXw6Xw1z46ivEQlOR85U1NTWn7Wlpaftc3uUJQMuugX/nRocROdo/yiPx8dNJg1nwY+n6tROR+BZ0PLm1JOFGRSyAwc5tbFoOkEKPtVtsamKDmJSnIU5QNkTBxj9RbRRm8/ZzQFGJDYhwcrbWDlluwOTXnPTsrCNIr/hSn606m5aSA8uggNfwNd/ewOTVGynUpyFOUDY0gC6w1GUkD4My2pOZOTPiVJ/Sp/1CIwo2viYG5XO6VtvgryhdYLwdQuu0NTlGylepIqygemoPDDWkTRKXEYE5LaqgRHAUCDDtQdqx1V9/AkzK4OD05kd1iKkq3UX0dF+cBEY0TD+PEEYfn6nZUPQlrLN7yVkm3B3gtWdoIFDbQjr6p+A3qvXzdOUXIbleQoygfmjnTCSSU4SiqeT5bMGcUP+n/Rcv94uPQv1BkLXo20c/EoykdC3e2Koii5UCQmDEzsQ+eEoSAlrOgIMyvB0RkQ7pfd4SnKe6FqchRFUXKx/ZqS0GeItjbn+GzY/p32n31hcFGLjyu5m0pyFEVRcjnP4dsBc2AQ+YUftXXOUOHRNUo+2ZDdoSlKlhJSyuyOIVsIIQKBe9kdxxuyA4KyO4gc6n2/Nx5Syowv4/6OhBA9gB4pT72A61lwmo/t/vqYrje9a32v97KivE8fbZLzIRJCnJJSqvrlVKj35t19bO/hx3S9H9O1KsrzVMdjRVEURVFyJZXkKIqiKIqSK6kk58MyJ7sDyMHUe/PuPrb38GO63o/pWhXlKdUnR1EURVGUXEnV5CiKoiiKkiupJEdRFEVRlFxJJTmKoiiKouRKKslRFEVRFCVXUkmOoiiKoii5kkpyFEVRFEXJlVSSoyiKoihKrqSSHEVRFEVRciWV5CiKoiiKkiupJEdRFEVRlFxJJTmKoiiKouRKKslRFEVRFCVXUkmOoiiKoii5kkpyFEVRFEXJlVSSoyiKoihKrqSSHEVRFEVRciWV5CiKoiiKkiupJEdRFEVRlFxJJTmKoiiKouRKKslRFEVRFCVXUkmOoiiKoii5kkpyFEVRFEXJlVSSoyiKoihKrqSX3QFkF1tbO+nm4ZHdYSgfqPNnzwRJKe2zMwZbOzvp5q7uYeXtZOc9bGdnJz09PbPj1EoudPr06TTv5Y82yXHz8GDH/mPZHYbygXK0MLiX3TG4uXuw88Dx7A5D+UA5mOtn2z3s6enJqVOnsuv0Si4jhEjzXs4RzVVCiAVCiCdCiEvPbbMRQuwUQvim/G+dxrHuQogdQoirQogrQgjP9xW3oiiKoig5V45IcoCFQIOXtg0DdkspCwK7U56nZjHwu5SyCFAeeJJVQSqKoiiK8uHIEUmOlPIAEPLS5ubAopTHi4AWLx8nhPAG9KSUO1PKiZJSxmRlrIqiKIqifBhyRJKTBkcpZUDK40eAYyr7FALChBBrhBBnhRC/CyF00ypQCNFDCHFKCHEqOCgoK2JWlCyl7mFFUZSMy8lJzlNSSgnIVF7SA6oCg4ByQD7gy3TKmSOlLCulLGtrZ5cVoSpKllL3sKIoSsbl5NFVj4UQTlLKACGEE6n3tXkInJNS3gYQQqwDKgLz32OciqIoivLWPIdtTnX73fGN33MkuU9OrsnZAHROedwZWJ/KPicBKyHEf+PjawFX3kNsiqIoiqLkcDkiyRFCLAOOAl5CiIdCiK7AeKCuEMIXqJPyHCFEWSHEPAApZTLapqrdQoiLgADmZsc1KIqiKIqSs+SI5iopZfs0Xqqdyr6ngG7PPd8JlMii0BRFURRF+UDliJocRVEURVGUzKaSHEVRFEVRciWV5CiKoiiKkiupJEdRFEVRlFxJJTmKoiiKouRKKslRFEVRstzzS5IEBgZmdzjKR0IlOYqiKEqWe35JEnt7+9cfoCiZQCU5iqIoiqLkSirJURRFURQlV1JJjqIoiqIouZJKchRFURRFyZVUkqMoiqIoSq6kkhxFURRFUXKlHJPkCCEWCCGeCCEuPbfNRgixUwjhm/K/dTrHWwghHgohpr2fiBVFURRFyclyTJIDLAQavLRtGLBbSlkQ2J3yPC0/AgeyJjRFURRFUT40OSbJkVIeAEJe2twcWJTyeBHQIrVjhRBlAEdgR5YFqCiKoijKByXHJDlpcJRSBqQ8foQ2kXmBEEIH+AMY9LrCnp9WPDgoKHMjVZT3QN3DiqIoGZfTk5ynpJQSkKm81BvYIqV8mIEynk4rbmtnl+kxKkpWU/ewoihKxulldwCv8VgI4SSlDBBCOAFPUtmnElBVCNEbMAMMhBBRUsr0+u8oiqIoipLL5fQkZwPQGRif8v/6l3eQUnb877EQ4kugrEpwFEVRFEXJMc1VQohlwFHAK2UoeFe0yU1dIYQvUCflOUKIskKIedkXraIoiqIoOV2OqcmRUrZP46Xaqex7CuiWyvaFaIeiK4qiKIrykcsxSY6iKEp2iYuL487tmwT4+RETE4OOjg4WlpY4O7vg6u6BgYFBdoeoKMpbUEmOkiFSSjQaDQkJCSTExxMVFUlERDihISGEBAcRGhpKRHgYsTExJCcno6enh7mFJXmcnPDMmx+vIt4YGhpm92UoCgDJyckcP3qYHVs3s2f3LnyvXSY5OTnVfXV1dXH1yIuPT2lKlS5LuQoVKelTRiU+ivIBUEnORyw8LIwb169x++YN7t29w8MH97l7/wEhQUFEhIcSEx1FQkICSYkJaX4ApEYIgXbE/zO6enoUK1WWRo0a0eLTNnjmzZfZl6PkYLGxsRw/epjzZ05z0/c6gYFPCAuPREoN5mamWFlZY+/ggJOTC86urji7uJLHyRkHB0dMzcwQQrxzDGGhoRw+uJ89u7azeeN6QoIC0TcwoFSZCnTpNZCChYvi5OKKiakZycnJRISH8cj/Iffv3OLWjascP3aUdatXAmBkbELpcpWoU7cuNevUxbto8UyJUVGUzKWSnI9ERHg4x44c4tTJY5w8eZqb16/w5JH/09eFENg7OuGQxxlnV3cKFyuJiakphkZG6Onpo6Ori56ePnp6ehgaGmFsaoqpmTlW1jZYWtlgZWOLuYUlRsYm6OjokJSURGREOIGP/Ll725drF89x4sh+xv0winE/jKJanYaMHDWGEqV8svFdUbLauTOnmDp1Kjs3rSU+Pg4AB0cn7BzyYGpmBkKPsPAI7t27R0hQIJER4a+UYWBoiIWlFaZm5piYmmFiYoqVpTmmpmaYmppiZq59bGJiiqGRIbq6umg0GmJiYggJDuLB/ftcuXKZe7dvAmBiakbVmvWo27gFn9Ssi4mpWYavJ+jJY86eOsapowc5cWQ/P4wcxg8jh+Hs6k6zFq1o27ETRYuVyJw3T1GUdyZe/sb9sShVuozcsf9YdoeRpZKSkti6aT0L5s/n+OF9JCcloaurS76CRSjkXYz8hYqQt4AXHvkK4uzqjv57qH4P8HvAxlVLWb5wFhHhYXTp3ouRP/yCiYlJlp87MzlaGJyWUpbNzhhKlS4jdx44np0hpCk6Opohg75h1d8LMDUzp1GLNtSs15iSZcpjbmGZ5nExMdE8DvDjsb8fjx/5Exz0hLCQYCLCw4iJiiImJoqY6GhiY2KIiYkiOiqKmGjtP41G80p5pmbmODo5kzd/IbxL+OBTrhIlS5fPtHv9cYA/h/btYO/2TRw5sIekxETKV6nO8BGjqfRJ1Uw5R1ZxMNfPtnu4bNmy8tSpU9lx6pwnKZ7dY+tTTucawdKC9gkjeIQtAHfHN87m4D4MQog072WV5ORCUkq2bt7AiGGD8bt/FycXd+o2aUHl6nUp5lMWY+PsTygiI8KZOfFnVi6aQ8HCxVi6cjXuHp7ZHVaGqSQnbaEhIbRoUp9rl87TqXtfeg38DlMz8yw9p5SSxIQE4uPjkBoNCIGRkTEG77EfWFhoMOtW/M2SudMIfPKIFm0+Z+r0mRgZGb23GN6ESnJyiF1j4dBElifVoJnuUY5rCtMlcQggVJKTQeklOaq5KpcJDQmhT++e7N6ynvxe3vw+62+q122Erq5udof2AnMLS4aM+Y0q1esyfEBXGtWpzppN2yjkVSS7Q1PeQUJCAu1bt+TWjatMXbCC6nUavpfzCiEwMDR8r0nNy6ysbfny6wG069yD2VN+Zf70P3jyKIBl/67F2Ng42+JScjC/03B4MsuTajAsqQdXpQdj9RfRIvkw6zSfZHd0uUKOmQxQeXcXz5+l1ifl2b9zC32HjGbppgPUatA0xyU4z6tSsy7zVm1Do9HQrEFtfG9cy+6QlHcw6fdxnDlxhB8mzHxvCU5OY2RszIBhYxj7+3SOHtzD0MGvXTtY+VgdmgxGlvyU9DkAi5Prcl3jSke9XdkcWO6hanJyidUrlzGwT0+sbGxZ8O92ipYs807lJSYkcO3yBR4HPCQxMRELCys88hfA2dUDHZ3MzY0LeHkzZ/lmurdtyKdNG7J55z7c3D0y9RxK1rtx7SpT/viVJq3a0ahF6+wO562FBAdy/fJF7t72JTQkGCklVtY2FCxclOJv0Nzbst0XXLt8gRWL59Knbx+8CntnceTKByXCH65thkp9iNqjvackOmxMrsQg/VU4EpLNAeYOKsn5wCUkJPDT6OHMnj4Fn/KV+W3GYmzs7N+6vICH9/n99585tmMD8bExr7xuZmmFd9kqNKjfkNoNm2NmbvEu4T/lmb8gM5aso3vbRrRq2oAtu/Zjb++QKWUrWU9KyZBB32BsbMK3I3/J0vPcve3LhTMnue17Df8H9/F7FEBMVBRJiQkIIdA3NMTYxBR7Gxusbe2wsbXH2tYOWzsHrG1ssbCyxtjEBKQkJjqaJ4/8uX3zOtcvX+TsmZM89ruf5vmNTUypVKcxg4eNwsXt9Yn41wOHserv+axYuoRRP47LzLfigyOE6AH0AHB3d8/maHKA04tAaqBsF9hz9enmLZoKDGIVjXSPA52yL75cQiU5H7C7t2/R9ctOXDp3iradezBwxC/o6+u/dXm+1y7TrW0j4uNiqdygJSUr1ySPe1709A2IDAvG77YvvhdPc/nEIX7YvZlxI7/Fp2pdGjVoTKlyFXFx83ynWp6CRYoxecFKen/egk+bNmTD1l1YWVu/dXnK+7Nt80aO7N/F4NHjsX2HJDs1SUlJnDxygJ1b1rF35zaCnwQAoKenj4OLG1a2Dtg65EFP3wCJJCkhnpioKG7e9CXi1HEiwkLQZGCeJ3snFwoWLUXDNp3J710S9/yFsLC2RQhBeGgwt69c4OierRzYsoY2B3YxY9EqSpYun26Z1jZ2lK1UlR3bt330SY6Ucg4wB7Qdj7M5nOylSYYzi6BAbbDJBzxLcm5LZ65q3Gmsm/MGFXyIVJLzAZJS8s+ShXw36H/o6evz64xF1GnU4p3KjI6KpGfHFugbGjHmrw3kcc/70h758SpVnlqtOiKl5PblcxzasoYTuzdzYtcmAAyNjHHOWwDvIkUp4OVNiTIVKFaqLHp6Gb/NSpWtyITZf/NN9/a0ataQtRu3YWll9U7XpmStx48fMWhAHwoWLkq7zj0yrdzgoEBWLpnHPwvnEB4ShLGJKT6Va+BTuSZFfMrh4pEf3QzcWxqNhqjwUMJCgogIDSYqIpz42FgQAkNjY2ztHXH2yI9pOrWS1rb2lKlamzJVa9Pqy96M6d2B3l98xtbDF7CwTP/+LFSkGMsXzUGj0WR6U6/ygbp7ECIDoEHqie+W5PJ8q/8vRAWCWeZ+afjYZGqSI4TQAZBSaoQQBkAx4K6UMt3GRSHEAqAJ8ERKWSxlmw2wAvAE7gJtpJShLx1XCpgJWADJwM9SyhWZeU05TXRUFD26f8WuzesoV7kaY/+YhaOTyzuXu2vLOsKDnzBy3upUEpwXCSHIX8yH/MV86DRoLA9uXuPOlQs8vHWNh7dvcPTwfjavWQ6AhY0dzT9rT7d+QzLctFW5eh1+nb6IIb2/oEWT+qzduE3V6ORQ0dHRfNG+NZER4cxYsuadahL/E/j4ETMn/cL6Vf+QmBBP2aq1qduqI6Wr1MTQ6M1HKeno6GBhbYuFte07xwbg7JGP//00lWGdm3Fg9zaatGqX7v5W1jYkxMeTmJioljZRtC6uAgNzKNQg1ZcPa4rxLf/C/aPg3ew9B5e7ZFqSI4RoAcwGNEKIr4HvgSjASwjRS0q5MZ3DFwLTgMXPbRsG7JZSjhdCDEt5PvSl42KAL6SUvkIIZ+C0EGK7lDIsc64qZ4mMiODTFk24dPYkfYeM5oueAzJt5NS1S+cxMjWjUMlyb3Scjo4OHoW88Sj0YqfK8JAgrp05xrHtG/h73nS2bFjDHzMXU9wnY9NyVK/biN9n/c2QXp1o2qAOazdvwy6Tm0GUd/PwwX06tGnFjSsX+XXaX3h5F3+n8qSUbFqznF9GDiYhPo6aTVvTvFMP3PIVyqSIM0+hYj4IIbiVgdGAyUnapjK17IMCQGIcXNkARZqCfupJ+0WZj1hpgPG9IyrJeUeZWXc6GigJVAaWoE0+agNVUl5Lk5TyALzSlbw5sCjl8SLglfYYKeUNKaVvymN/4AmQKz8JpZR83r4Nl86dYty0v+jS+5tMHRpuZGxMUkJChvouZISljR0V6jRhwO9zGD1/LTq6uvRo15jTxw5luIxqtRswad5y7t32pVnDugQGPsmU2JR3k5yczIK5M6lesTQP7t7mz4WrqN+01TuXO+33Hxn+vx64F/Bi6r976Dt6Qo5McADu+V5FSolH3vyv3ffxIz8srazVgp6Klu8OiI+AEmmPQExEj7OaAnDv8HsMLHfK1AZiKeUjKeUd4L6U8nrKtntveR5HKWVAyuNHgGN6OwshygMGwK109ukhhDglhDgVHBT0FiFlnyUL53Ps4B4Gj/6V2g2bZ3r5xX3Kk5SYwJVTRzK97ALFSzPmr/XYu7jzv27teXA3zR/RKypVq83kv1by8N4dWjZuQFho6OsPysWy+x4+cugANSqXY9g3/fEu4cPKrYeoWrPeO5e7c8t65v75O3VbduCXBWtx8Xx98pBdpJQsmzkBEzNzqtd9/VxAVy+ep1CRYu8hMuWDcGEFmDmCZ7V0dzshC8PjSxD36npuSsZlapLzX58c4KvntumiTT7emtSuPZFmb3whhBPa2qMuUspXF7B5Vs4cKWVZKWVZWzu7dwnpvQoPC+PHUd9TrnI1Pvu8a5aco3KNOphZWrN5yawsKd/Sxo5Bkxeio6vD/77uTEJ8fIaPLV+5OhPn/sPd2zdo82lz4t/g2Nwmu+7h4KAgvujQjhYNaxMRHsYfs/9mzj8bcPN899XkY2Nj+HnkIAp4l+DrEeNz9OSVAMtm/M6J/Tvo0X8w1jbp/wxCggO5eukcVaul/4GmfCRiQuDGdijeGnTT7y1yXFNEO8T8wYn3FFzulJlJTg9Skhkp5fM/FTdg/FuU9zglefkviUm1rUIIYQFsBoZLKXPlYlTzZk0jIjyMgcN/zrJ2fSMjY3r2H8Kl4wc5vW97lpzD3tmN7iMncPfaRab9NvaNjq1YtRY/TJzN+VPH6Ne3d5bEp6Tu9MnjVKvgw65tG+j1zfes33uauo2aZ9q9uOyvWYQ8eUTXwT+gr59zm3SklCyfPZHlsydSp2V7unz9v9ces2PTOjQaDU2at3wPESo53qXVoEmEkul3Vge0zVU6enAv82vXPyaZ1vFYSnlSCKErhFgqpez43Pa7aEdHvakNQGe0CVJnYP3LO6SM4FoLLJZS/vs2ced0EeHhzJw2hep1G+NVtESWnqt1p278u+JvZo/5htF/rcMlb8E09w0PCeLMgZ1cP3uC6Igw7F3cqVSvGQVLpD/Tcpka9anXtgtL50+neOly1G2c8T/+9Zq0wvfqJRZM/4N6dWrzWdsOGT5WeTt7du3gyw6tsbN3ZNmm/e/cufhlEWGhzJs+ibJVa1O0TMVMLTszSSmZ9+tINv4zj5pNPuO3iTNem+RJKVmxeC5FipeiaLGs/d1Vso7nsM2pbn+rxTPPLwPHYpDn9b9HcRiCY1Ht+lbKW8vsPjnJgEdK8pFhQohlwFG0I7EeCiG6ok1u6gohfIE6Kc8RQpQVQsxLObQNUA34UghxLuVfqcy6npxg1rTJREaE033AkCw/l76BAdMXLEfPwIDf+n7OzUtnX3hdSsm1s8eZ9n0f+jcqz/yfhnDx2AGCH/mxd+1Sxn7VghXTxqPRpNliCED7AcMpWKIM3/fvyoaVf79RjF9/M5wSpcvz/ZBvCA7+sPpVfWguXjhHl45t8MxXgCXrdmV6giOlZMg3vYmNiaJT/+8ztezM9vef49n4zzw6devDpOnzMzT30+F9u7h14yq9+vRTI6sU8DujTVh8Ps/4Mc6lwf8cyI977sR3kRWTAd4GDgshNgDR/22UUk5M6wApZfs0Xqqdyr6ngG4pj/8G3uxT8gMSFBTIrOlTqdWgKUWKvZ/czcnVnRmLVzOgWwd+7NqKSvWbk9e7BKGBjzlzYCf+d3wxMbek7Rfdada6IwUKF0UIQUx0FKNGDGHjwumYWVrRuNPXaZ5D38CQIX/+zZQhPRg7pA/r1q9m8HejM3SNurq6DB83hQ6NqzJyxAhmzMyaPkQfu4jwcDq1+wxzC0umL1qNbSYvsZGYmMio4YM4snMTXwwYTl6voplafmY6f/wQq+ZNod6nnzNo1LgMJyxL5k7DwdGJVq1f3zShfASOzwIDMyjV8fX7/selNJz+C0Jug23O7Yyfk2XF9Ju3gE0pZZs/9095Q5N+G0dsTDS9B418r+ctUqwUq7cfoVqzNpw9tIslE0azecksLKxtGT5uCjtOXOPbUeMoWKTY0z/4JqZm/D5xOiUq12DTopkkxMelew5jUzMGTV5Iu37f43v+FJ83qU67ZrVZtWQeYaHpL0xXwMublu06s37lEh4+SHudIeXtDRn8LY/8HvDH7CXYO+bJtHIT4uPZu30THVvWY/OyBTT/oietuvTJtPKzwvrFM7G2c+CXXydnOMG5c+sGRw/uoWvPXmrouAKRj+DSGm2CY/QG6/05l9b+73cma+L6CGR6TY6UciyAEMJESvnqCo9KhtzyvcHC+bNp1uZz8hbweu/nN7e0YsKkmSQlJRERFoqFlfVrq+iFELRs2YaxR/YRFvgYB9f0FzDU0zegSede1Pq0Iwc2rGTP2n8YP/Jb/vjxeyrWa8qgISNwTWP25c49B7B66QKWLlrA0BFj3vIqldScPH6UNcsW0bln/9euzfQ8jUZD4ONHBD4OICw0hMiIcCIjwgkNDuLJY3+uXrvKjUvnSIiLxcYhDwN/mUbNJp+9dZwRYSE89ruPuaU1ji7uWdYk9PDuLSpWqY7BG8xWfGDXNgDadlALLCrAwT9AJkOFnm92nH1h0DMG/zPpzqujpC3TkxwhRCVgPmAGuAshSgI9pZRqSMwb+P67YRgaGtH72/dbi/MyPT29N1rVPCY66o3PYWJmQYMO3ajfviv3fa+yd+1SDmxYSaut6+jWbzBd+w1+ZVixs5sHFavWYvk/fzNk+GjV5yGTJCcn8+3/+uGQx5leA7977f53b/uyZd0qDuzbw62rF4iPi011P3NLa1w881OvVQd8KtegdOWaGVp36mVxMdHsWr+cjauWEnDzytPt3p/UZcyEWRiZmL5xma9jZGyCX0DA63d8ztVL58nj7Iqzi2umx6N8YB5fhpPzoexXb97kpKsHTiVUTc47yIo+OZOB+mhHRyGlPC+EUJNEvIGTx4+xb8cmen07ItP7QmSlhPh4Viz9C9f8Xti7uL/x8UIIPAp58+XQn2n+VT+WTf2F2ZPHceL0SWYuWP7Kukg16zfhl+ED8b1xjUJeRTLrMj5qSxct4Nql8/w67S9MTM3S3O/i2VNM/O1HTh/ag46ODgW8S1KvVUdcPPNj6+iMhbUNpuYWmFlYYW5phb7Bu63ZFBMVyYalc9nwzwKiQoNwLlSMOl99g6NHQQJuXWXv39MY+EULfp75Nzb26c4b+sbK16jPv/Om4P/wPs6uGbuvNcnJap0qBZISYNM32iaqmsPfrgzn0nB6ISQnvXZuHeVVWfKOSSkfvPTNOnPWCvhIjB09Ahs7ezp81eu1+2o0Gk4dO8jlc6cJDnyChZU1+Qp6UbREaZwy+Ac5NYmJiWiSkzEwNMxQLUlSUhLf/q8n932v0n/8rHeuWbG28PmkoAAAIABJREFUz0OvH6ZQoKgPiyeMYtjgfkyYNPOFcstXqQ7AsSOHVZKTCSLCw/n5h1GULl+ZBs0+TXWf+Lg4/vxtLEvmTcfM0pqOfYdSp0V7bB0yr9/O8zQaDbvXL2f+xB+JCQ+lUPnqVO/QC49iz6YqKFKlDs4FvVnx80D6t6vPmD8XUcC7ZKbFUP/TjqxbNJOfxw5n+twlGTrGI18BdmxeS0hwMDa2mbMwqPKB0WhgbU94cAxazQMTmzSHo6fL2QeOz4RgX3BQf+feVFYkOQ+EEJUBKYTQBwYAV7PgPLnSmVMnOXnkAN+M+CXdb9IAB3Zv45dRgwn003a+NTI1I+655iI7J1cqVKpKqbIVKORdAjfPvFhYWj9NFGJjonnyKID7d29x+8ZVbl6/wuUrlwn0u09MVAQAphaWuBUoQr16DanTuAUubp4vxCCl5NzJo/w4YhD3blymda/BlK/zFvNHpEIIQb12XQgLfsKGv6axp37DF5a0cPXIh6WVNRfOqarczPDHrz8TFhLMkMXjU01SnzwKoHeXtty4dJZGbb/ki/+NeO09+i7u3LjCb8P/h9/1C7gXLUPjX4bj4pX6MPbClWrTY/JyFg/vzrftG1CidjN69huEazpzPWWUvZMrrb7szfLZE9m2YXWaCeDzatZvwuwpv7JowRwGDn59s5+SCyQnQUKUdl2qgPNwYAIEnIO6P7xbfxqnlIQ94LxKct5CViQ5XwNTABfAD9gBqP44GTRjxgxMTM1o3jbtDotSSkaOGMzWpXNxK1CY3j/9SalPamNiZk5CfBwPb13n5oUzXD19lIN7d7B5zbKnx+rq6qFvaEhSYiJJiQkvlGvtkAfXfIUoVKIMlrb2CB0dQp4EcPPCGaaOH83U8aNx9ixA4cJFMLe0IjoqksuXLhJw7xbWDnnoP35WpiU4z/vs60Gc2b+DSePHUqtBs6cfwEIIPAt4cfmyyqHf1e2bvsyd+Sct2nbCu4TPK6/fu3OTLm2aEBUeyneTFlCpdqMsiyU2JpoVsyeybvFsjM0t+GzYBErUaoqOTvqDQZ0KeNNv7mYOLJ/N8Q1L6bN7A3nyFca7eEmc3PJi6+CIuaW2Gc3E3AILKxssrW3Re6kZNDVtegzk3LEDjB02gGIlS+PqkXqH+P94Fy9F7QZNmTzhVz5t0x53D883eQuUD8mlNXBwIgRe085m/B8LF20Nzrt2GLYrqO18HHA+QzMlKy/KiiTH6/kZjwGEEFUAtZzqa8TGxrJ763rqNm6BmXnqwwyllHw3ZAA7Vy2ibuvOdBg48oX+DgaGRuTzLkk+75LUa9cFKSWBfve5f/MqQf4PCQ8NIjE+Hj19A0zMLbC2cySPe16cPfNjamGVZmyB/g84tmMjNy+e5urVK8TFRGFgZEwe93w0aN+VKo0/xcjY5LXXqElOJuDeLfzv3SI8OJC46GiEjsDC2g5nz/zk9S75yoeZjq4ujb/oxewxAzlz/DBlKn7y9DUnFzcunj352vMq6ft+2BAMDI3oN3jUK6/dve1L508bkJycxLiF68lf5NXalNCgJ9y8cp5HD+4RERZMQlwcOnp6mJpZYGVrh10eF5zd82KXxyXNZCUmKpJ9m/7l71kTiQoJpHSDz2jQfQgmltYZvg4TCysa9BhK1TbdOLl5BXfOH+f4gd1EhQSmur+Oji6Wjs64FCxGpUpV8KlcPdXaHz19fb4ZN51v2tWnV5e2rNi0F5PXdHIeNGocn9WrxNfdurBp++7XJmnKB0ZK2NgfziwGx+JQqY924U0DE7Dz0jYz6Ru9+3l0dLUzJAecf/eyPkJZkeT8CZTOwDblJQf27SYmOop6TdOuDl+xaA47Vy2iUaeetO8//LV9X4QQOLh6vHY49+vYO7vR9Mu3q5CLj4vlxK7NbN+0Ab/LJ0iMjU5zXxMrO5p83o1Gn/dAT+/ZN+zydRqzYNww9m7f9EKSY2vvSHBgqsuaKRl04tgR9mzfRN/Bo7BzeLHTbuDjR3Rr3xxNcjK/LFiLe/5n0xlEhIWwc81Stq5byZO7vk+3CyHQMzBEk5xMclLiC+XpGxph6+pJvnwFsLXPg5GJKfFxsVy5eoV7l06RGB+He9EydBwzHTfvV2uUMsrUypYaHXtTo6P2nk2IjSEqNIjYyHBioyKIi44gJjyU8MBHBD+8y8PrF5h7YCsALl4laP9Vb6o2eHF9rjyuHgz+bRZjerXn237dmTFvabq/fy5uHgwZPZ7Rg/swf/Z0uvfq99bXo+RAF1ZoE5zK/aD2mKztFOxUEs4v1/bzUcnyG8m0n0rK0PHKgL0Q4pvnXrIAcvaywjnEnh3bMTE1o0yFT1J93ffaZSb9PAKfqnUylOA8T0pJYkI8SYkJJCUmkpychCZZu/yCvoEBRiamGBhmwreO5wT6P2DbsvnsXb+ShJhIzOzyUKhaE/J4+WDtmg9TG0cMjE2QUhITFkTg7Stc37eeldPGc3D3Dn6Zv/JpLZWhkTEFi5fh2LFDL5zD0sqKuNgYEhIS1KRrb+mHMaOwtXfg824vJrFxsbH06PQpkWEh/LxgzdMEJz4ullXzprJuyRwSYqNxL1qG+t2H4Obtg71bXowtrNHR0dHec3GxRIUGEfbEn+CHdwl6eIfA+7e4cfUykYf3kRAXg76BEbYuHpSu/ykl6zTHrUipTJ8SwMDYBBvj9DvihwQ84PqxPZzYuIwJQ79m+V8zGfbLFNwLFH66j0/lGnwxYDiLJv/EvGkT6N5vcLpltmjbiV1b1/PjqOHUb9RUNVvlEo6EwJbvwb0y1BmrrW3JSk4l4eRcCL2jZj5+Q5mZehqgnRtHjxdnOI4A3n7Gr4/IgQP78SlXCf1UPqyllIwc0g8TM3N6jP4j1Q+BxIR4rpw8gu/F0zy8dZ27d+8SGx5CfHQkSfGpz1/yPAMTMywcXSlSrDgFi5ehRKXq2Dm9+Twfj+7fYd70yVzfux4hBPkr18e7Xhucvcum+eFlYGKGlbMnBT9pxLW969nz53esnvUH7Z5b08glXyEOb1nzwnHGJtqOr9FRURjY2LxxrB+7k8ePcuLwfr4d8fMLzS9SSoZ+05vb1y4yYuqz0Uq+l87yy+CvCfa7R7Hqjaj5eR8c8xZKtWwhxNPkwsbZnXylMm8BTiklCbHRxMdoO9rr6umjq2+Anr4BOinfqDXJSSQmxJMYF0N8bAyJcbEkxMU+rV0yMDTC2MIKSwdn9A0MsXFyo1LLzlRo3olzO9eyfe7vDGzfgP5jJlK9caun527VpQ+3r11i2u8/4l3chyo16qQZpxCCkeOm0Kx6aUZ8N4zF/yzPtPdAyT5f6W2FxBhoMT3rExx4rvPxOZXkvKHMXIV8P7BfCLFQSnlPzXj8ZsJCQ7nte40GzVPPBw/s2orvhdN0HfEb5lYvfpjHREWwefEsti5fSEJMJEJHB0snTywcXbHL542hiTn6RiboGRqho6ePrp4+Orp6iJRqz+TEBBJioogJCyI84B6n9u/m4MZVANjn86Zus1ZUadgKS9v0JwW8c+0ii2b+ya2j29HR06d4ww6UavEVZrZvNm9J4ZrNeXjhKNuW/0Xzrv0xThnBY2XnQExUBPFxcRgaaWudjIyNte9BTDTWKsl5Y1MnT8bc0orWn3/1wvaNq5exd9O/dOg9mHLV6wGwe/0Kpv8wGFNrO7r8vpj8PpUAiAkP5dbZozy8dp5gv3sEh4Zrm0nt7bB19cTFqzh5S1bA2OwNprNPRVRoMOd3b+DU3u2E3rtGUlzazZ5vRAgsXfLjXb4KPnVb4lywKKXrf0rBslVZ8fNA/viuN9FRETRq+2XK7oJ+Y/7g/s1rDBvQnXW7jqc7n1UeZ1c6de/L3D9/55bvDfIXTD0pVD4MRsTTVncfmxLL0Pe3q7yXwcP2hUHXQLtYZ7HXj+5TnsmKRkRnIcRW1IzHb+TMqRMAFPcp98prUkqmTRqPg6sH1Zq82FP/3o0rjOv/JVFBAeSvXJ/CNVvgXKw8+obGL+yXnJhAbHgIcVHhJMXHIjXJIHTQNzTG2NIGY0tbdFJmFZZSEuZ3h3un9+N7aCv/TP6JZVPH4VK8ArXqNcSrVDnsnFy0nZoDHnL11FF2bV7HE9+L6BubUqpZF0o2/QIT61eToqT4OGIjQtA3MsHQ1OJpovUy7zqfcWP/Bi4dP0i5Wg0BnjanJcQ/S3IMUpqzEhMSUi1HSVtwUBC7t22g/Zc9XxgKHvTkMeNGDca7dEVad/8fAFtXLmLmT0PJ51OZtiMmYWppg7/vZTYsmI7fmb3I5CR09Q0xdXDFwNQCKSV3r1/m8qEdSE0yQlcPpxKfUKd1JwqWq/pGzVHJyUkcXb2QXYumkhQfi5W7Fx6VG2Fq74K+sbb2SZOUhCYxgeSkBKRGA0iEji66BoboGRihZ2iCnpEJugbaRB8gOSGO+MhQop48IOTWJY5vWMbRNYtw8C7PZ/2+x7lgUTqPX8CKH/sz6+dhmFtaUbVBCwCMTEwZ9OtMvu3QkOFD+jPrr/RraDp0+ZqFs6ewcP4cfhw/4U1+TEoO00z3CFYimsVJ9d7fSfUMwLGotiZHeSM5ZsZjIcQCoAnwREpZLGWbDbAC8ATuAm2klKGpHNsZGJHy9Ccp5aJ3v4z368jhA+jq6VGsVNlXXrt07jS3r5yn89CfXpgK//q5E4zr+zmGppa0GreMPF7PJkALeXCTOyf2cOPMcWICbhEfHqgdDZAGHT0DTPLkJb9PRTzL1cTZuyzWrvko1bwLoQ9vc33fem4d3cHi31NfZsLWw4sqXYZSuFYrDE2ftVZqkpN5ePEYNw9t4e65Y8SFPJseX9/MCq9PGlKp86BXkjIb9wIABD/ye7rtv0U/DY2e7fvf+5GUnJTmtSmp27RhDUlJSTT9rMML238cPYz4uDj6j52Irq4uh7avZ+ZPQ/GqWJP2o6eRnJTI/B8Gc+fgegxMzClYpy2u5epgk7fo06ai/yQnJhBy+xJ+Z/dz/8gWFn/fFUu3gjTvNYxC5V8/EXpsZDhzhvUg8PoZnEpWpUSb/li6ZKy6Pi4ilMiA20Q+ekDko3vEhQeREBNFckIsQkcXfRNzTGwcsXYvTKF62gGhdw5u4NrmBczs+xkNew6lUsvOtBv1JwsGfcHkUQPxKFjkad8kj4JFaN19AEun/cqpo4coWyn1vnQAtvYOVKpWi43r1/LDuN8/ymVIhBA9gB4A7u5vP1Fpduugu5urGjdOyMKv3zkzOZWCy2u0f8c/wvvnbeWkGY8XAtOAxc9tGwbsllKOF0IMS3k+9PmDUhKh0UBZQAKnhRAbUkuGcrKdO3ZQ3KdcqpOrbV6zDANDI6o0fNYvICI0mIlDemFq7UCLHxdjaqOtNfG7dIK9CycTcVub8Zs4emKZ3wcjWxcMLO3QN7FAx8AIoaOL1CSjSYgjITKEuGA/oh7e4MLWZZzfuAhDa0fKNO9M0bqtsXbNR8XPB1Kh4/+IDPTn8Y0LxIQ+AQSmNvY4epXC3M7phZiTEuK5snMVp9b+RVxIALpGZlgVLI1j+cbom9ugSYgj8t5lLm1fTsCDh7QeM+NpTdLz5HOJWXhwIEamZi8slKiTcp9pNJq3f/M/UitXrMAzf0G8vJ8NCb9+5SJ7N/3Lp1374eyRj4d3fJk8ciDuRcvQbtSfhAcGMH9YdyID7uFV/3OKNOuGgYk2qY2PCiM60B8hBEZW9hhb2aGrb4C9V2nsvUpT/LO+PDi2jSsb57P4+664lK5J+2/HYOXonGp80WHBzPz2SyL8blG++w94VmmS5rVIKQm7f4PHl49y7/wpov2vkxQZ/GwHIdAzsUTX2AIdfQOQkqTYSBIjgyGlpsnSqxIVOvQjb9XmnJg3mi0zfiY+Joqan/el/aip/NmjCb+NGMjUpZueDgdv8cXXbF2xkCkTx7FkVfqz2X5SvS4Hdm3D3+8hLq5uGf0x5RpSyjnAHICyZcum/Y0rB3MmiFI6txmX2B54z4mGcyk4/ReE3gWb9OdpUp7JMTMeSykPCCE8X9rcHKiR8ngRsI+Xkhy0tUY7pZQhAEKInUADYBkfiAB/P65dOk+fwa/Wkmg0GrZvWotPtTqYmD2rIZn04wjiIsP4dPhMTG3skRoNJ1dM59SqmRhY2pO3WV/sS9XB0NIOKSXxoY+JeXyH+LDHJAVGoklKROjqoWdshpGNE3bFq2FgYUdyQhzBlw/x6Og6jiz8jZOr51Pl8/4UrtUKHV1dLBxcsHBwSfNapEbDjQObOLR4IvFhT7DwLI5n46+xLfoJOvqvruVj7lGU2+uncufkHvJXrPt0e/gj7SzOtnmenSvg3i0cXT3f5i1WXhIcFMTpY4fo3m/wC7UKE3/7GVNzSz7t0pfk5GR+HtwbPUND2o6YRHRYCLP+15HkhHiqDZ6Oo3cFEqIjuLx+DrcObSEu8P4L5zCwcaZQjRbkr9UaQzNLdPX08fykKW4V6nNj+99c2TCPKd2b8NngcRStWv+FY5MSE5gzrAeRAXep0n8iTiWqpHodGk0ydw9t5NKmJcQ9uQOAoa0r5vlKY5InP0YOnhhYO6GJjyU+1J+kqFA0CbEIPQP0LewwtHVDkxBD2JWDBJ/ZyvaR7SjRuh+V+/7OyQVj2b1wCnau+SheoxH1uw9h7YTvOLZ7C5XrahMuQyNjmnToxuIpP3Pvzk088hZI8z0vXKwEAJcvXvgok5zcoJ7uKQC2a16tcc9yz3c+VklOhr2vGY/7vGVZjlLK/9o3HgGp9WB1AR489/xhyrZXPF9d6uqWc6pLN6xdDUCtBs1fee3KhbNEhAZTpvqz9l//u7fwPbgZn+ZfYZdXO833+ilj8T+4CsfyjSnQ6ht09A2JDw/k9sbpBJzaiSYq6LVx6Fo541qpCU4Vm+HgU4eIOxe5s2kG+2aO5uT6v6nXdwxOhdOeuyTg6ml2zvyJqIfXMXMrTKH2I7AqkP70SHkqNef2+qmE3r8JzyU5Dy8cA6BQSe0fE41Gw+0r56nb6MX3KClJ20ylr/f6WWtzg8y6h/ft2YlGo6Fa7QZPtz28f5fje7fSqktfzCws2fbvEvxuXKT1d39gYmnD5B4tSIqNpsawuVh7eHHvyBZOLR5Hclw0Zp4lcS7VAEM77Wi8hBB/wn1PcGnNDK5uXUKVPr+Sp5h2dJWuvgFFmnyFW/m6HJ35HcvG9sW9YgO+HP4rBsYmaDQa5nzfm+CbF6jYa1yaCU5sWCC7futHrP8NjPMUwK3pQCy9KmtrCpMSCLtygPt7V5D06CoyKS7N90LHPA/OVVvj3X8hDzf/yYWVUwi4d5/q3UcSGXCXtZNGkq9UBXzqtmTf0hksnT/9aZID8En9Ziye8jMHdm2jU/e+aZ7HKWXRWn//hxn+OSk5S32dU1zXuHJXOr1+58zm4A06+trOx0Vbvv/zf6AyPcmRUgYBHV+745uXK4UQ71TF+Xx1aanSZXJEdalGo+Gv+XMpUrwUnvlfnWn15JH9ABSr8Kz/wuEtqxFCULLpFwA8vHgM/4OrcP7kM/K1GACA/6HV3No4HZKTMPQoi2HJ5ujb5kXXwgEdQ3PtxFWaZDRxkSRHPCLhyU3i75/m3tY53N+1BPc6nXCt0Z4SfWcQdG4Ptzf8ydrvO2JbogbV2/fAsVBJhBDaGYyvnOLgirmEXDmCgaUDXh1GYu9TN81Oxc9LThkho/fcHD1SSq7v24BjoZJY2WlHrdy+cp7oiPBX5hCKf9pPJ3Pn+MmpMusePrB3N5ZW1i8s4bD6n4UANGr7JYmJCSydORE3bx9K1GrK7kVTCH94k6rf/Im1hxfXti7mworJmLoXw61xf4zzvNpPxqFya2Ie3eLemnEcnDyAGoNnYu/1LOk1c3Cj1vC/uLZpAVfWz2Vyz+uUql6fyJAn+J/dT6kOg3CvUP+VcgGSE+LZ/Vt/4oPu49l6BFZFayCEQGo0BB5fh/++v9HEhKJjaodhgWro2RdCz8oFYWSl7c+go4OMDiEx8Abxtw/zcMufBBzbiFenn9C3sCPw2Brul/ChXNfRbB/RhsP//kW9boOo0Kwj22aPx//ebZw98gHaSQIdnF25ePZUuu+5ja0dAKEhIW/0s1JyBmsiKK9zlRnJr34ZfS/0DMHRW3U+fkOZnuQIIfIC/dB2Fn5avpSy2VsU91gI4SSlDBBCOAGpTW3rx7MmLQBXtM1aH4TNG9Zy5+Z1fpw8N9XXDxzaj0u+QlhYP1vJ+PDenTh5l306emnv/AkY2Trj2fhrhBD47V/B7Q1/Yujmg8Un3dGzSGMIt64OuqY26JraYODkjVnJZiSGPiDyxD/c2zoH/zP78en5K/Y+tbHxrsSDvf/gf/Bf1ny3D30zKwws7IgPCyQpJhw9E0s8GnTDpVpbdF/qRJye0GvHAchT+NmH392Tewjzu03PMZOebju+cyO6unpUqVn3heOjoyIBMM3ChSJzGykl+/buoWylquim9IPSaDSs/3cZpT+phV0eZw5sXUd4YADN/vcDkcFPOLB8Du6VGuJUogqPLx/nworJWBWtgUeroejopT0Jo0me/BT88g9uzOvHkTljaDZh/QvNY7p6+hRt0RObfMU4v2IyB5bNQggd8tdqTcG67dMs987B9cT4Xydvu7FYFdEmvjI5iSuLx5Bw9yh6jkUwq/I1+s7FSQ4PIN53D9GnVyJjg0BqAB2EuRPGhaphUWcYif4XiDo8m2sLBuHdcxqxATc5veRXmv6xBbdydTi6fik1v+hH8RqN2DZ7PEd3b+bTr57NYOxZ0JsrVy6l+77rGxhgaGhERHh4Rn5MSg5TQ+c8ukKyIzkbmqr+41QKrqxXnY/fQFY0V60D5gMbgXftDboB6AyMT/l/fSr7bAd+EUL8t8BNPeCDWPY3ISGBH8eMJH+hItRPZSkHjUaD7/nTVKr/7JtDYkI8IfdvUqp5FwAin/gRef8KeZv0RtfAiLhgf25vmomhZzms6w194QNFJicRe+sQEWfWI6OfQHIi6OojzJwwL1oLY6+a6Fu7YVN/KLE3DxO+fwan/viK0v2mY2zvhmeDbrjV7EDguT1E3LlAYnQ4Zq5eWHuVx6ZI5TdKbkD7Yet/6F+MHTxwLKTtr5CUEM+RRROwcslL5ZThuvFxsRzctIoyNRtg+dIcQeGhIejq6mJhaflG5/6Y3bh+lQC/B3TvN+jptsvnzxD02J9O/bW/OutXLcXK0YWC5aqxZ/FUNMlJFGv5NRpNMscW/IShjQseLdNPcP6jZ2JJnuqduLdmPEE3zmDvVeaVfZxKVCFP8co8uXoCK3cvDM3SXkcN4MbhHRjZezxNcACurZpEwt2jmJTpgHGxpiAlYTsnkex/EoQuOlae6Nh5IfSMkYkxaMLuEnN6GTGXNmPVYAQWdYcSvu0HfNdMxrNhH67P6snt/avx/KQZD07s5OapQxSpXBtHz0IcOrjvhSTHySMv544fRKPRpLtGlbmlJWGhqibnQ1Rd9zxB0oJL0vO9ndNz2Iud2dvr6jFOP0w787FNvvcWx4csK5KcOCnl1Dc9SAixDG2NjN3/2TvrsKiyN45/7gwtHYoKKIoottjYsXat3bF217rq2t2NHdiu3YrY3YGCi4gg2KR0ztzfHwMozgygwoo/+TzPPCv3nnvuubMzd773nPf9voIgvEaRMTUf2CcIQl/AH+iY3LYSMEgUxX6iKIYKgjALSKnSODMlCDmns3LJAvx9fVjpciD1ifpz/H2fExsdiV2ZT0sKEaEhyGVJGOZTBC6GBPgAYGirEAkhT6+DPAnD6r3TCBx5bASBR6YiRrxCyJMPab7yiunPpDjk4QFEXN9MxJ09GNcehK5dDXTtaqBhUpDQEzN44DyciiPXomOaH6m2HpZVW2BZVX2mS2YJdr9A1Otn1Bs6O3Wsd/9xJvydP+Odd6amh188tIuo8I8MGKgc7xD04T3m+fL/kim538p5tzMA1Kz3Kc7rxuXzAFSsWZ+4mGh8H92i2u89kUgkPLx0hrwlKqKf15pAr/vEh7yhUPtJiiylTJLHuhQA0UFvVYocUJjs5StZNVP9JYZ/QDf/p+XdxOiPxD07j3ax+uiVaaXItnJbhOz9Q6QFq6FRqA6ClnJBTXm4Pwme+wh3m49J2yXoOjQh9ulpNPIMQ8/KAZ/rbjSd0Q2plg6+j27i4NQAm9KOPLl0ClEUUz93+a1tSYiLJejDe/LlV50tBpDPsiB+LwPU7s8lZyIgp5bkCVfkZRH5cbWjHsmTA9tf388VOZkkO/5vrRAEYZogCNUFQXBMeWV0kCiKXURRzC+KoqYoilaiKG4WRTFEFMUGoigWE0WxYYp4EUXxniiK/T47dosoinbJL5dsuKYs5/GjhyxdNI+mbToqLcGk4On+AIAiJT/538Ql29inmKDFRX5U/J1HMZMR88EfQSsPGoaWafqKeXYBMeIVmqU6oVV1BJolWqNp1wTNEm3QrjoCrUqDEHTN+Hh+KTFeFxR9mhXGtPlUxIRYHq4bhywxPsuuXxYfg9/x1ejlL0rxuoqZqtePb/Lw6BZK/taBMtXqABAdGc7RLasoWcmJCpWrK/Xz7nUAlgW+vvTEr4zbmTMUKVY8zft25coFipQog6GJGd4eD5ElJVK0ghNxUZGEv/Yhr0MVAEJ8HgNgVCxzYiSFpBjFEs3XCKN0ESSIsk/OFFF+D0GeiE7xBorzffBSCBybWmgWa6ZS4ABIjAqh6dAeMTaUeJ/L6Ng3AFFOuNdNDItWIubtM0RZEiaFHfB+rIiFyF/UgbioCII/83BKic/xe+Gd7rBt7ex59u+TNNYIueR8SgkvMRMiuSIr+0PH4S1aEStqwZv7P3QcPxPZIXLKAP1RzMIsSX7lWnx+RkxMDP379MDUzIK/ZixU2+7p4wdo6+pRoPCntFTN5ABdWYIi4FbHQCFuEqMUYkfLwBQxIQZ5QtpaVYKWHgAS8xIIgvL/dolRIbQqDkDaYNRoAAAgAElEQVRiakf4lXUkhSkyQDTNbTFuMIqkkJc83DzzWy9ZiZenNhD/MZDGw2cikUqJDg3k7PK/MLEqwpips1PbHVy3hKjwMCZNn6+yH38/HxyK59rkZ5aEhAQe3LlB1Rp1U7fJZDKeezyipKNCyAT4eAGQ386Bj4GKH3IDS0VmkEbykqQqO4D0CHlwGkGqgWVpZaH6LWibWREf7J/6tyxWIf4luoplroTXD0GQomGTseGg1MQWQdeM2OfXkRjmR9DUIy7QD20LGxBFooPeYGBZmKgPihkYCxtFkPVrP5/UPmztSwLg5eGe7rmq1qhDSFBgqsN5Lj8HtSUKcX9V/mNFjgwpT0TbXJHzFWSHyOkAFBFFsY4oivWSX/Wz4Tw/LX+OGY2/73NmLFmLoZGJ2nb37t3B1qFsGpO8lPpRUSEfADAvrHDdjHj5BACTElUAkZinZ9L0pWVZAhBIfHYUUVQdKiVINNAs1QkECaHXdqRu17FxRL9iR2KfXyb4yeWvvt4vCfO+x9trByjTrBv5S1RAlpSI29KxJMbFMH7xenR0FYLMx+MhZ/dtpWGHXpQoXU6pn6jICIID31PETjkrLRfVPHpwj7i4WCo71Urd9u51AHGxMRS2VywphQYFIpFI0TcxT51xEJKLEOoaKz5/kX4PM33OUPezhNw/iV2Djmjl+b76VSkULleFuKAAEj4qvgeahorMpbRWCSJIM2ktoKmnMAUUBARNHURZIlIdxexPUlwMuibmxEd9RC6TYW6tmLV54/8i9XAjU3MKFCrC1avpfz/qN2mJvoEhy5YuyeSV5pITqCN9jKe8EMH8+Ni/R3I7eOcOSbmlbDJDdogcDyD9qMFfmFMnjnJwtwvd+w+jas16atvFx8Xh7/2UIqXS/rhr6+hiYFGAEP9nAOibW2JQqBTvb59AFEUMC5VG28aRqPv7SYp4n3qcpqkN+hU7In//iESPfxBlqr8ggpY+EouSyIKfpdmuX6EdGqY2eB9ahTy5ivO3kBgdjvee2eha2FCtxxgAbu9ewbun9xkweQFWyZb5CfFxbJz5JyZ5LZny2czO57wJeAlAkaLqDdhyScu1K5cQBAHHKk6p2968VsxQWFopZmsSE+LR0NJGEAT0TRTiITpYYVeVv1xNNA3MeHV8GYmR6Ye+JUZ/JOD4MvwPzUe/UFnKdhiRZddR0FHx3Ql95AaAXsESIEhIeKV4wtXMVxxEOfKPfhn2JSbFI0YHomlRGFGWhDwuEqmOAcgVy2EpJSAQReJjo9E3MUdbT59XXyxNVXCqi/vtq0RFRqg9l4GhEV16D8TtxGFu3bj2Tdeey3+LATE4Cs+5LFd+0PoRuMuLgiweAj1/9FB+CrJD5BgDXoIgnBEE4VjKKxvO89Px7u0bRg7uj0OZ8gwZq7oGVAqP7t0kKTEBh4rK0/tlKlbh3dP7yYUIoVKLzsQGBRDqeV2xv9tfINUg9NQcZNGfrO31K3bAoFpP5IEeJNxbhzzqvVLfoBA6JEaniRsQpBoYVO2BLOI9H+6e+uprB4Ub8rM9s0mMDqfFX0vR1NYl4MFVHh3ZQqnGnXBq8sng6uC6Jbzx9WbGAmfyfOb0/Dkf3imWUgpa5Rxjx5zOWTc3SpQuh+lnFeXDPyoqoBgaK2wKdPPokxAXgywpEQNTC0xsSxJw2xUAqZY2dcasICk6HK81/Xh3aTvRr56SGBlKYlQYse9fEPLoDH77Z/N0WTdCHpzCono7Gk/egDSr4nFQLJ8ZFXci8OYBZAmxaOqboFW4GrH/uiKPj0YzfxnQMiDJ54xaQZ+C7O0dkMWjU6wOScEvQJ6IXkF7EsIVs0I6xuZIJIogeHlSIoIgYFm0BB4ej9P0U7d5exLi4zhxMP1inX2HjqGAlQ3DB/cnKirqO96FXP4LnCSeaAoyLslyiMgRkz2pXqfvy5SLguwQOdOA34G5fIrJ+eXnZpOSkujXpyfx8fHMXbklTf0lVdy+ehGphiYOjtWU9pWrUZ+Yj8G8f6ZYMrCv3RI9S1teHFlGUlw0uuZWlOm/EHlMGMGHJ5IY8hJQZK/ol2uNSdOJiPERJNxxJtH3HGLSp4BiUZaIPOgpEqPCShlLOjaOSPUteH3/6je9BwHnthH2701q9Z2IRdGSxEaEcd75b0xtijH2s9maF56POLVrA/V+74pT3YZq+4tK9sgxyk0fzxRxcXE8fniXKk5p41RSxLJEqrgdWNkqlv8++ClmKirVb0aY31MCvRSzJKa2JWkweQu6Bex5f3Eb3puG47G4Ax6L2uO1dgABhxcS5fuAwjWa0WT2PuoNnJSlAieFih36I4uLIujWIQBsG/cCeSIx9/cgaGhhWGswYvQHEj12IyaoFhOy9+4k+Z1HYu6AhoU9cd7nETR0MLSrQuy750h1DdA1yYtcrnDWTqlgXtC+DO98npKY+ElA2ZepQMkKVVm3ciExMdFqx62XR59ZS9cR4PeCkcOHZNXbkUs2UUfiTqSoywMxZyyLvxbNQT8fvMqN68oMWS5yRFG8rOqV1ef52Vg0dyb3bl7l7znLsLHNuIry5csXKFbWER095ayQCrUaoqGlw/OrihkVqaYWjUfMJj48GO9/5iCKIka2ZSk/Yg0gEnJkEnF+t1OP17GpSN4uq5DkLY3M7zzx1+eT4LmXxOenSbi7GjHuI0bVVRuxSQ3zIov5+tqngffdCDizmbyVmlCqcScArrssID4qnD8XrEYrOaBaFEX2rJiNoYk502aoDjZOISlRsWymoflrlHT4Xh7dv0diQkKapSoAXT1FDFRM8qyCQ4XKADy7fRGAam26o5/XihvO44h46wuASaESNJ28nlYrzuI0fDGOPf+mQve/qDZ4Ho3nHKCN8zkq9Z6MYYHsS3M1tyuHUYkavL+yi7jgV+jltyNv9Q7EeZ8jzucyWtaO6NcYiPyjP/F3VpH44gyyMF/kkW+RfXhMgvs2Er0OIhhaY9xoHEkhvsT7XsO8YlMkWrpE+NxF36YMgiAgS3bW1tRSPJwUKuVIUkI8zz0+uc8KgkDPUZMIDfrAxpXqEwoAKlevxYCR4zl+YA97dmzNtvcol+9EFKktfcx1eWmSsqee9TcggE01CLj5owfyU5DlIkcQhGqCINwVBCFKEIQEQRBkgiCoX6T+BTh6aD/LF8+ndcfutGin3sU1hYjwMPyfeVCqSk2V+/X0DbCt2oDnV0+SlHzzzV+iAjV6/UnIkyu8Oq8o5K5foBiVxm5Bw9SaMLeFRHt8WmaS6hqRr81UzH6fj8SsOPIwX2SvroFUE+Pf/kTHRjnrX5TLSPr4DqP8X5eyHfz4Mt5752Jk58jv4+YrXJk97uB9+Rgtew3BpphDatvn7vfwenCbgSPGYWCY/gyNppZidiAhIetS2/+fuXdXIXTLVaySZntKKvmHN8nZQ5YFKV61LjcPbScxIR5t3Tz0X7wViUTK+Vm98blwIDUuS8fIDKuK9bGr355iDTtjU7UxRgWLIJEo+z5lB7UHTkWiocXLg3ORJ8ZToGFfNPOXJur6BuJeXEWnWF2MWy9AYlwY2aubJLpvJeH+OhL/PYA8OhC9il0wbT0HkuKJvLQciZ4JlvV6Een3kMSIIErUbQ5AQkwkUi0dNJJFjm35aggSCQ+uX0wznpIVqtCgdSdc1q3g6eP0g7MHjZpAlRp1GD9mBD7ez9Jtm8sPIugZVkIwl39wVpUSNk4Q/go+vsq47S9OdixXOQNdgOeALtAPWJ0N5/kpuHPrBkMH9KF85eqMn5m5Vbt/nzxCFEWKlVFtmgbQoVtP4qMj8L11NnVb2RY9sXBshP/pjQS5K26+2kbmVBmzDu3ClYm4vpko97ThUVp5i5GvzVTy93bBst8/WHZZgW4R5SUygHj/e8hjQjEvWzdT1yGKIu9uHOHf7VPQtypB+2lrkGpqIcrlXHeZj755flr3SWvwd+3UIbR1dGnZvmuG/aeIoMiIyEyN51fnxs2bWNnYponHAbAtao+Wtg5PH9xK3da971BiIsK4vGsNAGYFCjFk9X5MCpfgwfa5nPyzBe57l/PB8zbxyfYFPwJdEwuqD5hJ7LvnBBxdDIIEh95z0cxXgqirq4m+uxOpfl5MW0zDtPM6DBtPwaDuaIxbzsOs81r0yrRGFv6Oj6enIY+LoFi3WUh19PlwdQ8a+qZYVVQkhsaFB6Nj9Km0ip6hMYXLVOai6zElz5u+42ZgYpaXccP7Eh+nvjCoVCpl3opNaOvoMOCPXqnFZnPJQXgdB+CirPwPHsgX2CTfowNupd8ul+yxbhRF0QeQiqIoSzbna5LRMf+PeHo8pmv71lgWsGLJht2ZLiLpn+y/UbCoev+XEo7VMLAogPeV46nbBEGg7fiFGNiU5Pm+BcSFKjJiJJraVBqyCJ0i1Ym8tZ24l3dV9imk8/QtT4wl4oYLUuMCmJeupbZdCgmRoTzbOR2fg4sxKV6ZznNd0E5OH35xy41gPy96jpqIlk7aUhAvPB9R3LEqepmoRWVoqEjiCwsNyaBlLqIo8ujeLcpUUK67o6mlRdmqNXG/fTX1B7tctVpUaNyWS7vW8PS6Qkib5rdm2IpddJ+9HiMbe5677ebyosEcHVafw4Nr4/p3Oy7M/YNrK0Zzd/MMnhxcQ8AtV2LDgrL12gpUqEOZdsMIe3KBVydXINHWo2T/xejYNyTW8wRhR8YS63UWENDKXwrtwlXRMLNFHhVM1J1tfDz+N2JSAva9F6NXsDjhXteJ8ntI6VZ/IE2euYkNDUxNn0+hTL3mBAW84LlH2hkbfUNjhk1fwivf56xfsSDdsVvks2TSnGV4uN9nu4vq+nW5/EA8j3JPbs97zDJu+19iqQisz12yypjsEDkxgiBoAY8EQVgoCMLobDpPjiYuLo6eXTqgq5eHNTuOYGximvFByYQFK7I6jJLTd1UhkUio2/x3XrnfJD7600yGVFOLVhOWgSjH98in6hoSqQaOA2ajaV6Ej5eckcerD4z8ElEuI/zSamRRwZTqPhlBqn5tWhYfw6sLu7g3vyvBjy9RpcsIOs/enOrQDPDoiAvGBW2p9ptyzdboiI8UsLBQ2q4KY1PFjSc0JDiDlrn8+9SD4MAPVK1ZR+X+Zs1b8dbfFy/3Txkbf89aglWJsuydNZInFxU1dCQSCSWq1WfY0q1MOnyX3gtcaDJwAhUb/Y51UXsEiQbRwW959+Q6XidduLXub06Nb43nkfXIZdk3U1GieW9KtOhDyL0T+B+aB4BDt4kU7bkQiY4h0bc2E7p3AGGHxvDx5BRCDwwn7NAo4v51RbtoDUoN3Uge65IkhAfx6vgydPIVwa5Bx9T+Y0LeUcDaOs05y9VviZZuHnZtUxYnFWvWp0GbzmxZuyxDF+TGLdtSpUYd5s2cllu8MycR7AMfnnBK9nXu3v8JEilYV8kVOZkgO8RHj+R+hwHRgDWgXH3y/5wNa1by2t+P6YvXUMC60Fcdq6GZuQC3MtXqIMplvPs3rfulkaU1FVr3IsTzKjGBn+rkSDW1Kd3jb8T4aKIeHsrUOUS5jPAr64jzvYltyyEY2apem5bFx/Dq/A7uzO7Ay5NrMSxcis7Lj1KpwyCEzwoWhvh7E+jzhBade6UxOUwhf+GiSqm56jAwSp7JCfv6QOhfjZR6VU51VGerNWvdgTwGRhzetjZ1m7aOLgs37cPKoRz75o7GbdNiZJ8JFW09fewq1qRmh760GD6VLtOcGem8h3Eup5h84CbTTj5myNojFChfC88j63m8b0W2XZ8gCJRpN4zSbYcQ9vg8PtvGkRARhGHRipQetp7iA9ZgWbsbBlZ2isyrwqUo2GQIpUbtomT3KWgamCJPiMNv3wzkifHUHbkISbKYlyUlEhPyHtMCaa0KtPX0Kd+wNU8uniQiTHk2sdfISWhr67Bo3owMxz5m0mzCP4axYe2qrHtTcvk+nh4G4JSsSgYNfxCFnCDwKUTnPuSlR5aKHEEQpMBcURTjRFGMEEVxhiiKY5KXr34pnjx+hHXhIuka/qnDJDlm4mNIYLrtipRMLsr5Ujlo0aF+W0Ufz9N6KehbFUfHtiqx3pcQ5TKl4z5HHhdJmOs8Yp9dwOa3PljVVQ6aFuVy3t08yt15nXl5aj0GhUrSdt5uusx1wcRKObPm5V1FrNDnldU/p3yN+rx+8YwnDzP2gNA3UCx/paSS56KekyeOY+9QGsv8BVXu18ujT/c/BnHr/Cmee37KGNI3NGbx5v1UbNqRK/+sZ+PITrz39crUOTU0tShQrBQD566hbL0W+F09lq2zOYIgULJVP6oNmkfsex+erR1ImIfi86ZXsDj56/fBttM0Sg9aiW2HKeSt3g4t43wAyBJiebF7EjFvvKg2YCaGBWxT+40OeoMoyjEroPywUqVlV5ISE7h0UvmhwdjMgiYde3Hj3EmCAz+kO/aSZcpTs14jtm7eiEyW/vcyl/8AuRzc94J11Zy3VJVC0eTfFt9LP3QYOZ0sFTmiKMqAQsnLVb80pcuU49VL32+KF7GyKQzAG9/0p7l19PKga2xGROAbpX36FgWQ6uQh5oO/0j6bag2Rx34k6aPycSnEv/Uk+OA44t88wa79nxRq0lepTWzIGx6vGYbPgUXoWlgrxM2czVgWVx+kF+jzBBOrIhiZql6Kq9OqE3kMjVi6aJbaPlLQ1NREU0uL6OhcQ7X0CAsN5dG9W9T9rVm67XoNHIGRqTkb5k1CLv9U+kNbR5ep81fw54J1hL1/zbph7bl9dNdXFZm0r1qXxJhIIt8rfx6zGptqjWk0fReaxvl4uX82L3aMJ/q1emEWF/yK51tGEfXyMVX7z8SqUoM0+1NqVplZFVY61rJIcQrYl+b00f0q+27YpjNymYwLZ05kOO4WbTsT+P4t7g9z6xL9cJ6fgZDnULn/jx6JevKXB10TeHHhR48kR5Mdy1W+wHVBEKYIgjAm5fWtnQmCMFIQBA9BEDwFQRilYr+RIAjHBUFwT27T57tGn0U0btYCqVTK/CljvjprolS5ikikUp7ez3i9VdfIjLgIZXt9QRCQaGojypRLMGibKJ5e5THKWTFiUgIRN1wIPT4NJFLKD19D/uptlNoFuV/g4dI/iH7nS/1hc+i2aHe64iaFuKhwdI3UPxnp6OWh9R/DeXzjEjevnM+wPy0tbRLic2u4pIeb60nkcjm1G6Yf/69vYMifk2fz7PF9Lhzbq7S/dtM2rD18GdtyVTm+ajoHFoxLI4bSI4+xIiYtITpr3CRCfB7z4tJBXlw8QPibF0qCy7CALc1n76J8t3HEvHuO98aheK0fTOCN/UQFeBIX5E+Ez10Cji3Fa21/Ej5+oObIpRRyaq50roh3LwEwt7JV2gdQolp93no/ITJcednUyrYYRiZmeDzKeGbSsYrC3fz+3dsZtMzleyg84aTKVxqurwQjayilfO/LCRSecJLCf7tyIqo47x+eovCEE8rXkAtAtrgbvUh+SQDVfvyZRBCE0igqmlcBEgBXQRBOfLH8NRR4KopiS0EQLIBngiDsEkXxh/7ylXAoxcSpM5k9bRICArOWbUj1dcmIPPoGFC9fhfsXz9BxyHgl5+E0bU0siFaTvSImJSDRUD6nmDId/kU2VWLISz6eX05S2Cv0SjahfPexSLV1vzg2Cb8Ta3lzZS8GhUrRZuJyDPKqXgJRha6hKSH+6c9QNerUhzP/uLBi8Ryq1aqf7vVLJJLc6f0MuHjeDfO8+ShTXjmz6ktatuvCrm2b2L5iLtXqN0P/C68iYzMLFm38h73rl7Jn7WKMzC1p1O/PDPvV1lNkyyXFxXzbRSSTGBfDw10LeXk1rRWCkXUxijfpgU31pqkePRKJFPvfumBbsxV+147hde4gb86sS3OcoKGJbc1WlGzdHz2TvCrPGfHmBTpG5ugZqi7JV9C+NKIo8ualLyXKpbV9EAQBiwJWBAelv/QMYGahePiIjMxdfv2hvLgIATeg8bzMF3j9QVyWl6WF9Bb2wmu8ReuMD/gFyXKRI4pi+lF2X4cDcFsUxRgAQRAuA22Bz+1ERcBAUPwS6gOhQI4wnBg+ehxSqZQZkycQHPSBRWt3YGKmPmPqc9q268Scv0fx3P0e9uUrq21nZ1uYG2ePI4qikhiQJcQh0VJOW0+KUWRwSHQ+adD4tx6Euc5H0NShVP/FmJZQ9spJiAzDa8dUwl88JH+NdrQaMeWr7frz2pXG99ZZgt+/wdxStTjS0NSiWfcB7Fg8Dd/nXhS1d1DZLpfMcf/ePcpVrJquWExBIpEwfd4yujSvzUEXZ3qNnKSyTedBY/F+6c+Vf9bj2KQ95iqWcj5Hz9AEgNiP355OLkuI5/qKUQR5PaB2l0FUadkVeVIiPvevcfngDu5snMoz1x049piAhX2F1OM0dfNg/1sX7H/rQkxYIB/9n5EYG4WusQXGNsXRypP+s9jHAG+MrNQXgU2ZpYr8qHppWiKRIsvEbG6An6KquZl55u4RuWQDUYFweCCY20PFXj96NBlyTVYGNBWlJ7xluSJHFdnheGwhCMIiQRBOCYJwIeX1jd15ALUEQTATBEEPaIYiW+tznFGIobfAE2CkKIoq59AFQRggCMI9QRDuhQT/NxHpQ0aMYe3m7Tx1f0C/jk1Tb2QZ0bRNR/QMjDi9K33vjKKlyhMfFUHYK+XYblEuU+l9kxSreFKUaCnSuuNfuxN6chZSfTMqjd2sUuBEvfbm0fK+RPp70mDEfH4fO+ub6hEVdVIsmdxyO55uu0r1miraXUn/oyOTydDQyCl269nPt3yGQ0OCMU+eJcgMJcuUp3bT3zm+axMfQ1SLEkEQGDFuClINTe6dTL8gJYBpARs0dPQIfpa+C7A6ZIkJ3Fg9jkCv+7SbsJBGfcdinDc/pgVsqNKyK3+6nKLTpOUkxkRxcW5f7m2dTWKscqyWnkleCpSvRaHqTcnrUClDgZMYG034q+c4VFBvzBkToXho0NM3VLk/NPA9Znkzfv9PHlYsETZqorxklst/QKgf7O4IceHQYStoKZfUyWm8wwwPeWGaSnPrWKkjO2JydgFegC0wA3gJqHafywBRFP8FFgBugCvwCPhybaJx8vYCQHnAWRAElXcbURQ3iKJYSRTFSv/l01LbDp3Ze+QkYSFB9G7bkGeeGadI6+rloUvvAdy9eBo/rydq25WrURdBIsH7inJgo1RbD1mcsh+OdnJGSWKQDzHelwh1nYeGcQEqjdmAtrHylH3wk8u4Ow8GoN283RSvq+xvk1mMLK0xtbbj+pX0y5mZ5cuPtq4eH96/VdtGFEXi42LR0c2cyeL/A9/yGTYxMSMs9OtE/Zhxf5MQF4vrgR3q+zXPS+GylfG5fz3D/iQSCYWcmuN/4yShL59+1VhkCfHcWjuRd+7XaDVyBuUbKGfmCYJAmXrN+XOrKzU69MXv8hHcpnQm6NmDrzrXl3zwvIUoyilaobraNgFPHyBIJBQqpjzjGPLhHcEf3uJQKv2yAH4+z9i+cRWNW7Qlf4HML//+THwu0IOCstcg8muwIIzxGntgXU0I8YX2WyBfqR89rExzUlYNR4kPBfm29zRTMUo/MdkhcsxEUdwMJCYX5/wDqP+tnYmiuFkUxYqiKNYGwoAvAzr6AIdEBT6AH1DiW8+XXVSvUQvXC9fQ0dWjf6dmPLybcVBxj/7D0TcyYfvCKWoDPE0sLCnkWIen5w6Q+EW8g7ZxPmKDXysdY1CoFIKmDmFuCwm/uApNCzsqjVyDpp6yNnx74zD/bptMngJ2dFl6AIuiJTN5xeoxLliEyCD1mV2gEDCIYmqFbFXExcYgk8kwMFD9BJ2LgkrVa3LlnOtXBcDb2hWnglNd3A7uSjfmqXqNOrz39SJKhU/Ml3Qa9hfaRqZcXjAI/5unM5WdFRX0hgtz+vDmwUWaD51ClRbp137T0tWj6cAJ9F++B0Ei4dL8AQojwgzsEtQRcMsVbQNjbEqrnsmRyZJwP38Mm1KOSvFLADcvKOrFpWclkRAfz19D+6Crq8fiZcu/aZw/A58LdItMGn5mJ1JkDJMe5rL2GAZIT4BdAxh8HUr8XDNpJ+UKs8Lc2RzVZIfISUnneScIQnNBECoAmbf7/QJBEPIm/9cGRTzO7i+aBAANktvkA4qjyPDKcRSxK4br+SuY57VkZJ8OPL6f/ofSwNCIP6fM5fnj+5zdt1Vtu56DRxAXEYb7ie1pthcq7Uikv4eSN4mmniHlh6+lSKvh2HeZRJXRa9DUVw6qfHv9EC8OLsHUoTqd529Hz/j7Z7/kMhlhr33IoybIM4UPr14SHxdLoSLqYyFCk5dSzMx//A0zJ9O6VSvi4mIzlcb8Od16/EHw+zc8unFJbRvHGnUBeHrdLcP+9AyNGeq8H8MCttxeP4mz07vxzHWnIjvqMzEriiIfA7x5tGcpZyZ1ICrwNd1mrqP67z0zPXabUo6M3nQcm+pN8TyyniuLhxIf+XWmkVGBr3nz4BKVm7RDqsbl++GZQ4S9e0W3vkOV9snlclz3badIiTLYO6ieGRBFkfnTxvHs6RNWb3Ahn2X+rxpjLt+GBDnLNNfwp+Z+LsnLUT9hCXTcDsY/X1xLgJiPx3JbWkhz3Y9VkR0iZ7YgCEbAWOBPYBMw+jv6OygIwlPgODBUFMWPgiAMEgRhUPL+WYCTIAhPgPPAeFEUc6wFZIGCVhw95YapuQUj+rTnhfe/6bZv0a4L5Ws24J+Vc/F/5qmyjX25ShSp9hv3D6wn8jPPHNvK9UiKjSLsmXJKqn7BYhSs04l8lZoi0VDOIAh6eJ4Xh5ZiWrIGHaatQfOLLKtvIS7yI+dXTiDstS9tuvRIt+2V4/sQJBJq1Gukts3bVwr/EitrG7VtcoHfmjTD1s6e1YtnkZiobCmgjnqNmmNkas7p/dvVtinqUJaCxctyedda4mMzLhViYmnFyDX7aTVyBgLg/o9CyBwaVJNT49twemJbDg+ujf33CxAAACAASURBVNvUzjx3241VpQaM2HgcB6cGGfb9Jdp6+vSfuZzfx84l2PsRZ6d352NA+pl9n+NxaA0SDU2c2ql2pQgPeofr+vkULluZKnUbK+2/6nqUgBfP6D9EyfkilaP7dnJglwvDR4+jUdOfawbhZ2a6xjZaSW8yP7EzQxJH4S9a/ughfRfHZE6Ul/jCe/WhDb8qWRaxKQiCDjAIsAMKAptFUfx6u98vEEVRqRqkKIrrPvv3W0D9L2EOJH+Bghw+cYbG9Woyok8Hth0+j7mawERBEFi8YgMdmtZg6di+zNx+QqWR3ojJs/izbV2ub11Ik78U9vnW5WugaWDG2yv7MCtZI9Pji/D34Nk/czC0LUv7qc4ZBhiLokj4O3+CX3oRFfyepPg4RFGOVEMTUS4nLiqc0IDnvPG4jVwmo8OQv9Q6HgO88/fFdfcmKtVtQv6C6p+sfJ4pYjuK2RfP9LX9imhoaDBj9nx6dm7LHpd19BwwPFPHaWpp0bFbHzY5L+aVrzfWRZQLxgqCwLAJM5nUtx07pwyi+8y1qeni6pBIpVRp2ZUqLbsS9v41vo9uEfjyORHBH5DLkjAwq4VlUQdKVKuPvsn3u81WbNoByyIl2Dp5EBfm9sVp2EIsS6uPsQF4++gqAbdcqdttCIbmyt/NpIR49swYjlwuZ8KcFUgkaZ8XoyLCcVkyHdsSpWnaur3Kczx5eI/Zk0ZT2ak2f0/L2Pwyl6yhsuBFT42zbE5qyjrZt8cX5iT2yeowRuMAerfWQZvVP3o4OQrha1xL0+1IEPaiWKq6CjQF/EVRHJklnWcD5R0rim6Xf2yZ+sePHtKiUV1Kl6/E2l1Hkaqo5ZTCv08e8kf7JlgXc2Di2n/Q0dVTanPMxZl9qxfQbOJqCldW6MtHR124sW0RpQcsxaR4xjVY4sODeLisH1Itbbos2Y9ucurvl4hyOW887+B95QT+9y4TG64+JkOqpY1R/kJUq12PWs3bYW2nPiU8KjyMOQM7Ehr4joNnb2ORT/30/fihvXh8/w5PvF9meF1ZTT5DrfuiKGZsPJONlHesKJ69kjnjOFEUad+mBQ/v3uLkNXdM1DhOf0loSBCNq5WiglNd/l7uorbdpZMHWT5pBIZ589Og10jK1m+hdonnRxEe9I4Nf/Ul4q0fVfpOp5CTagfoqMBXnJvREz3TfIxcfwjN5ErkKcjlcg4uGIf7+WNMWLoZp4ZpZ2BEUWTRXwO5ce4ku45eoFQ5R6VzhIUG07lZbQSJhAtXb2Nq9t+XDshroPnDPsOVKlUS793L2CAxy5El8mxGefIIcfwWv5BYPiUtvJyveibtZwnCnanhQk/tyzDaE/TTDwf4HHXXp+79yIkIgqD2s5yVy1UlRVHsLorieqA9oDQDk0taypavwKJlq7h/6youa5am29ahTAXmrNiE71N3Vo4fSFKS8rJDs+4DMLEuyrUt85AlKrwQSzftiq65FT4HlyBLiEv3HLKEOP7d+jfyhBhaT16rUuDIZTK8Lhxmz8iWHJv2B7433ShYpip9Jy9k9s7TrL/whO23X7L99ku2XPPG5YYPW68/Z+XB83QdOTldgRMeEsSCYd14H+DH4rXb0xU4cXGx3Lh0jkZNmqZ7TbkoEASBuQsWERMdxYaVizJ9nKmZBYPHTOTWhdNcPHFAbbu6zdsxZ/NBdPLoc3DBOJZ2r4/bpsX4e9xPU9TzR2JkkZ/hznsxL1ae2xsm43V6u1Lwc+R7fy4vVGQS9pmzRkngAJxzWYb7+WN0Hz5RSeAAHHJZzbUzxxjx11SVAkcmkzF+2B+EBAfismPPDxE4vyyP91Fc8poZiT3TCJz/B7bKGoMsAa5nXyHcn5GsFDmpv7qiKOaMu9pPQMeuPfit+e9sXrWI1wF+6bat36Qlk+Yu5/GNS2ye/ZfSDVpDU4sB42cS8eE1j0/uVGzT0qbR8FnEhbzh+b75ajNaRFkSXjumEfnqGY1GL8KsUDGlNkG+Tzk4vhMXnCehoaXN4FkrWef2gOnL11OvTRcKlyhNHkNjJFIpEqkULR1dNLW0M2VC5/vUnSk9m/PG9zmL1u2gSnJAqzpOHNhNTHQU7Tqmn22TyyeKlyhJy3ZdOLjLhfAw5VIg6ujZfzglHauxatoY3G9dVduuVMVqrD90kckrt5O3kB3X9m1i46jOzGtXlV3ThnDr6E6CX/t9Vc2r9IgI/sD5bStwHtiShV1qsWZwG67u3UB8jPpaZjp5DBiydCtWlX/j8d7l3Nk4laigNyTGRuNzYT/nZ/UmKT6GvgtdVBbkvHFoK1f2rKNS80506DdCaf/5o/+wbflsajVpTZ/BqkMR1y6dy62rF1m4dBUVKqo3+swlixFFuLkaL7k1Z+XqfY9+VnzFAuDYE26tgbePMj7gFyErRU45QRAikl+RQNmUfwuCkDUFa/4PEQSBRUuWItXQYO2SORm2/71zLwaOmsjVEwc4uWO90v4y1Wpj41ibBwc3EB+tMP0rWKYqVbuNIujhOfyOr1ZKy5bFx/LvtimEPr1O7X6TsK2inPH/7NIxDk3sSnRYEMPmrmbZPjdqNP0dLZ3vC0iWy2Qc37qGGX/8jiBIcDnoRq36ykGcnxP+MZRNqxZRunwlqtfInTD8GkaNGUNcXCynjx3M9DEaGhps2LaPgoWKMGNoN1wP7FArVARBoErdRizZsp+dV57y16L11G7Uknc+TzmxagbLezdiSY/6HF81A5/715CpmJHMDI8vnmBlv2Zc2rkanTyGVK5RF6mGJmc2LmLH5IEkJaqv6qKppc2AOc7U7T6UgFuunBrXksODa/Fg+zwMC9oyxPkABYuXUTruycWTnF47l5I1f2PS7KVK4v380X9YNW0M5avXYZnzZpXi/sp5VzauWkTrDt3o2jNHlNn7dfC9BIGebJY1BTJ+8Pop+W0m6JnD0WEKU8Ncsi4m52cjJ8TkfM70SePZsGYlR6+4pxtsC4o1/8F9u/Lgshszd5ykkH1a7xo/rydM6d6Mqt1GUbHdgNRjjiyZzLsbhzGyq0ihRn3QtbAi4qUn/q4biQkMoOYfEyjbvLvS+Z6c2sXVTXMoWLoqk5atxzALgkEB3r58wcaZY3n++D6V6zdj/pLVGJuk7zYgl8sZP6QnV8674nrhGmXKVUi3fXbxs8XkfE7F0sWxLWaPs4vqytnq+BgWwshBvXl44xKONerRe/RUCmey5IYoirx79ZJHNy9z6YIbLx7cIDE+Dl0DI0rVaoJj47ZYl6yQ4axfUkI8J5xnce/UXqxLVmDSgtUUKFQkdf/FEwdY9vcwqrXpQYthUzMcV3jQOx6dPQqCQIFiJbGrWFPlGF4+uYvLX72wKl6OxVv2o/2ZuBdFkaM71rNl8XTKV6/Duq170dNTdst97e9H5+Z1KGBlzZmL19DV/f6Mxe/hl4vJ2d0J3jzAPmQRCShnlP7sMTmQfA3ebvBPF4WhYaedYPxZ9qkowscACH8N8kQwK0bheapnff5fYnJyRU4Owf+lH1XKFmfkxJn0HJhxvHb4x1Ba1CqPg2NVRi/ZrLR/wh8dCXvjR491bkiSA0BFUeTf84e4smkO8s/ic3QtrKk/cBKFHGsr9fPv+YNcXD0F2yoNmLZyIxoq0s2/FrlMhuueTexfuwgtbR0mzFxM09YdMvyBi4uLZdrYQZw7eYQZcxcyaJj61Nzs5mcWOUP69+L61aucufV1zsOgiCfZ7bKO1UvmEBMVSaVaDWjUvgcVa9ZH8yvKfMTHxfLw5mVOHjvE0+tnSYyLxaxgIcrWb0WZuk3Jq2K59NXThxxZOpkPL71p33cE3Yb+hVRFSY+F4wbw6M4NJuzPGt+Q4NcvWT+8A3mMTVmx+yQGRp9i1WQyGZsXTeXEbkUA8sp129DSVo7jiYmJpmebhrx7+5pzV25hW6Rolozte/ilRE5UICwpAU7DKXxedQLG/43IAYXQ2ddDEaNTqAbomXLP41+KCa8xEtKaxl6VlWZOUne8RBvVff0EpCdyclb6wy9MocK2FC9Vlqvnz2RK5BgZm9K1z0A2rVxIaOA7TPOmDdJt170PK/4awGv3m9g4KpZ0BEGgZMN22NVoQsCDK8RGhGGYzwrrck6pQuhz3nre4/L6GViVc2Laig1ZInDCQ4NZO2UEHrev4lj7N+YudsYib/oeFaIocv3SWZbMnMCrl75Mn7OAgUNzbOJejsfauhDv3+5RWdQ1I6RSKT36DaVVuy7s2baBPds2Mndkb/IYGFGlbiMq125I2aq1MDROf0ZOW0eXavWaUK1eE2Kio7h57gTHD+3l0k5nLu5YhbmVLdalKmBkkZ/E+DhePX1IgOcDDM3zMXX1TirVaqi270LFHLh25hiJ8XFoan9fcGlcVCQ7pwxEkAjMXb8njcCJiY5i8fhB3Ltyjp79hzFm8hylVHJQzD5OGjWA516e7Dl4PEcInF8Oj4MgyqBcZzifI71isxb7RjDsHtzdBC+vwof3JKHBCVl1PMXC+It5kSOhguBDf42THNaaSveEidwX///sOHJFTg6iXr36bNmwlsSEBDS1Mn4qrteoBZtWLsTrwW2cmrRJs69cjXpo6enz/PrpVJGTgpZuHuxqpJ+VFBn0FtdFIzHMZ82U5RvQ+IZinF8S8PxfFg7vTnRkOJPmreD3zr3S/ZFNSkri4pnj7NiwEk/3BxQqYsfeI6eoU+/rjeFy+YS2jg6iKJKUlISm5rcJVyMTUwaNmkC/YX9y4/I5zpw4xEW301w8vh9BEChWqjxV6jamWoOm2BRN/8apl0efBq0706B1Z0KDPnDj3AmuXDqP9+3LxISHItXUwsK6CH3HzeS337ugp59+Uc2gd2/QNTD+boEjl8vZN3c0oW8DmL1xP5ZWnwKRQ4M+MHNod14+f8rkucvp2KOvyj5EUWTp7EmcP32MmfMWUf+39OPNcskm3P8By7KQ14Ecaoif9Rhbw28zUv/srGJG6ial2Cery16tmbhoLaJdwnSei1b/5SiznVyRk4NwrFSZdc7L8X3uRfEMCvoBFLZTmLMFvX2ltE9LW4fClevhf+8ScpkMSToePF+SlBCP68JRyBITmLRyK3kMlGvyfC1eD2+zdPQfaOvpsePIBYo5lFbbNjEhgSN7t7Njw0revPLHqpAti5avpnP3XmhlQvzl8t+hoaFB7QZNqN2gCUlJSXg8usfNqxc5f9aVnc7z2ek8H5uixanXsgON23dH31C5fMjnmFrko0WXvrToohANMpkMQRBUzpCoQpaUxI2LZyhc5vtXYS7uWIX3ncsM+nsepSt9Mg98G+DH1AEdiAgLZZXLPmql48q9cdVitm90pkvvgbmzj/8xKctMRYU3nNd+xMzEHmz5iZae/iuCMaJHwkSOaU9mvuZG2idMQ8yWYgg/hv+fK/k/oHSZcgB4ebpnqr2Oji46efSJUFMcsVHjJsRFfuSDd+b6A8WT56W10wh64cHQWcvJ/1lQ57fi7X6PxaN6Y2RmwY7D59IVOO73b9O1eS3mTxmLmUU+XHbt486jp/T8o3+uwMlqsjgeT0NDg/KVqjF49EQOnLrMubve/D1rCXkMjdi2fDb9mlRmz9rFxMVkXP4hBalUmmmBA/D47nWiQoOo0Oj3b7mEVJ7dvsTFHc44Nm5H0069U7cH+HgxsXdr4mJj2HrAVa3AEUWRVQtn4rxoJi3admbZipVfvTSYS9bQTHIbuShwQlbtRw8lx/IWc+YmdqWi5DmdpJd+9HCylFyRk4OwLWpHHn0DPN0fZPoYXb08xEZFqtxX1qkuEg0NfG+dzXR/Dw5uwPvyMdoNHEuluk0yfZw6nj26w8Lh3TE2s2DL3hPpZo4d3LWFfh2aEBMTzfa9h3C7eJVmLduk6wSdy9djaKio2h4R/jFbz5PXMj+dew9g77Hz7D9zg3JVa7Nn7WKGtK6F++1r2XLO2xdd0dLRo1hl5SD6zBL24Q0H5v9J/qIOTJy1OFWcvPbzYXJ/RYD89oNnKFlWdWZfbGwMk0YNYOOqRbTr2puNW7Z+lVDLJWtpJr3DPdGeQFS7t+ei4JC8FrfkDozT2IsO8T96OFlG7jcvByGRSChXsSr3bqo3XPsSI7O8hCdX4/4SPX1DCleqx7NLR0lIxyAthccnd3J79wqK1W5Bm37pT63LZTISE+LV+qUkxMdxetdG5g7qjLF5XrYecCWvZQG1/e3bvpG5k0ZTvU5Drt95ROOmLXKffLOJUqUVM4bu978+M+tbKV6yDOu3/sO2Q27o6OVhSv/2bF02C1lS1vqGej3zIp+t/TfH4yQlxLN31gjkMhnTV7qkpooHvX/D1AEdEUWRLXtPUKRYCZXHP/d6SvdW9Tl5eC8TpsxgzboNuSL9B1JYeIeDJABXWcYlbXIRWJTYETMhko7/R7M5OT4mRxCEkUB/FO5NG0VRXK6iTV1gOaAJBIuiWOc/HWQW0qxZMyaPH8NzL0+KlSiVYfvi9sW5feOK2kyZXoNHML1Pay6umUKjscoGZqAQLHf+WcWDgxuwrdKASQuVp9ZFUeTJrctcP3WYfx/cJCzoA6JcjoamFiZ5LTHLVwATi3xo6+oRGRaCt/s9Ij+GUqFWQ5Y6b8LQSP1T1KN7t1g8Yzy1GzZl994D3xwMm0vmqFilKiZm5jgvnk3VmnXJk0Egb1ZSoXJ1Dp65xrRJ4zjksppnj+8zbuF6TC1UF6j9WhLjYtH4joDjU2vm8NrrMROXbSG/dWFAUWxzxuCuREdFsP2Qm0qBk5SUxLb1K1i7bB76BobsPnCMBo2+fyY0l++jqeQuAK6yXGfpzHBfLM5duT0DNE6CbAlIf/57cY4WOYIglEYhcKoACYCrIAgnRFH0+ayNMbAGaCKKYoAgCJmvTJYDaduxMzOmTGDvtvVMnrcyw/bVatbjzLED+Dx5QLGyylblRUuVp/PwiexZMQfXpBE49f4LI0vFkpEoirz1uMPt3St5/+whDg3bM372QqVU8YDn/7J5znheeDzEwNgUp9r1sS5cBG1tbaIiIvjw/i1+Af688HxEfGwsBkbGONWuT5tOPajsVCfdGZnY2Bgmj+yPZUFrNrtszxU4/wFaWlpscNlJpzbN6NuxOYNGT6BmvUZoqPCcyQ50dfVYuHQ1tWvWYsb4EYzs0IDh05dSpa76AN7MYlfUjjvXLiBLSkT6lZYHt4/t4s6JPbT7YxjVGyiKdyYlJrJgbD/e+vuydudhipdUdkL2e+HNpJED8HC/z2/N27B81WosLH7q29D/DU2kd3gkL8pbMi5I+zP54WQna5NasUVrMXgegbIdfvRwvpscLXIAB+C2KIoxAIIgXAbaAgs/a9MVOCSKYgCAKIqB//kosxAzM3N69umPy8a1dOzRH3sVN9XPadCsNUvmTObguiWMX71LpaBo1n0gcpmcgxuWsWtIY0yt7dDWN+TjW39iw0PQM7FgwPSl1G6R9gMtiiJn925l1/JZ6BsZM2neClq265qp9PbMsm3tct69CeDwqXMYGn1/FlcumaNOvQZs3L6Hv8eNYcQfndDR1cOueEnMzC3Q1dVDQ1MTTU1N9PQNsMibD9ui9jhWccIoA0fqr6FF286UKFWOMUN6M3tET2o3/Z0eIyaSr6BNxgeroUajVlw8cYDHF058VfCx59UznHCeSfFq9eg+fCKg+PyvmzsR99tXmbV0HVVrKE8QH923kzmTx6Ktrc2m7Xto9Xv7bx57LllLAYIpJ/FlXuKvU98uK4TaRXl5/OT5sL23JVfk/Ad4AHMEQTADYoFmwJc2mfaApiAIlwADYIUoitv/01FmMX9OmMyRg/uZMKw3245cwMBQ/Y9/Hn0DBo+eyKLpf3Fi21pa9h6i1EYQBFr2HoJTkzbcPHOUfx/cIjEhHlun2pSuWotqDVso1aCSJSWxdcFkLh7eRYVaDVm0fD0mZhk/DX0NAX4v2LpuGY1btsOp5rcHiubybbRs3ZYmzVpy5tQJbl6/wuMnHrx784r4+DiSkpJITEggKjKCmGhFPJcgCFR2qk2nnv1p0KRllgTT2hV34ODpq2x0Xszm1Uu5cfYEtZq2oVmnPtiXybjMw5dUqt2QgvZlOLl6FlYO5bCwzjg78IHbIY4s/hur4mWZtXxTagzNke3rcDu4k37D/qR1h25pjpHJZCyaMYHdLuuo7FSbzVt3YJlffcxZLv89jaWKpaoz8h9qTP7TISLhH1l9JgbsgUAvyKs6/uxnIceXdRAEoS8wBIgGPIF4URRHfbbfGagENAB0gZtAc1EUvVX0NQAYAGBlbVPxvqfPl01yDDevX6Vdi0aUr1SdZZv/STduQhRFhg3owe1zJ+gychJNuw34rqDd2OgonCcOwf3GRXoPHs3QcVOzPDtELpcztEcbPN0fcPOBB/ks82d8UA7iR5V1+PIz/ODpi2w/Z0R4OE89n3D54nn27NzO29cBOJQpz9+zl1DOMesCOt+/e4PLmmUc2beT2JhozPMVoFy1WpR0rIp96QpYFbHPVBBv4NtXjOjUCA1NLdqNX0TRCtVVtouNDMd1wwLun95PkQpOzF2zHb08+gBcczvGonEDcfqtBas37kzz+U9MTGTC8D84e/IIA4eOZNrs+f/ZUl9W8v9e1uH21KoYEk3ThAXZep7/R8wI577eCKjSH5rM+9HDyZD/m9pVgiDMBV6Lorjms20TAF1RFKcl/70ZcBVFMd3qgzmtdpUqDu3/h2ED+lCyrCOL1+/CPK/64My4uFhGDfmDuxdOUatFe7qPmUaeDIzXVBH8/g1Lx/zB6xfPmDhrCW27Zk+l5D0u61g8YzyLVqyhZ59+2XKO7ORnrl31PchkMg7t/4eZUycR9OEdvQaOYMiYSWjrfJ+78OdERoRzwfU4p06dwOPeDSLDwwBFKQi7UuVwKF+FCk51KFmhqsraVQB+3k+ZOfIPQt68pHSdZpSu04S8heyQSDUIe/8an/vXuX9qH/Gx0bTrM4wuQ/5Mrb318OZlZg3tjn0ZR7buPY7OZ4U05XI5E0f04/TR/cyYu5DBw0dn2XX/1/xfi5yoIOSLirFK9jvLknKXEL+FlxX3w4uLMPYZaGbd9zs7+KlFjiAIeUVRDBQEwQZwA6qJovjxs/0OgDPQGNAC7gCdRVH0SK/fn0HkAJw6foRBfXthYGjEfGcXKlRxUttWLpezfvk8NjsvxsDYlPaD/qR2q46Zrjl19+JpNs8ej1wmY4GzC0511dcH+h5uXb3AiN7tqVGvEfsOHvkpU8V/VZGTQmREBH+NG8vB3VuxK16S2cvWU7JM+Sw/j1wux9/PB49H9/F8/JC7d27i6+WBLCkJYzML6rfqSMuu/TDLpzwTGB8bwz/rl3Jq/05iI9N6AkmkGjg4NWDAyPHY2pdM3X73shvzx/anQKEi7Dp0BkPjtFmBy+dNZcuaZUyePocRY//K8uv9L/m/Fjl3N8PJMTSJn69UeDKXzPGynw7sbAvtXaB02x89nHT52UXOVcAMSATGiKJ4XhCEQQCiKK5LbjMO6APIgU2q0sy/5GcROQCeHo/p1bUjbwJe0uWPIQwaPTF1Wl0V/3o8YuakP/F2v4tJXkvqt+1G9catsbS2VWoriiIvPB5yeNMK3K9fwNahDEtWb6VQEbtsuZZbVy8wblAPClgXwvXcZQySjel+Nn51kZPCeTdXRgzuT0hwIG279KL/8HHpGj5mBVGREdy8epH9e3dx57IbgiBQr2UHOvYflaa+VApJiYn4PH3Mh9f+iIiYmOXFvqwjunp5UtuIosiR7evYtnw2RUqUZsueoxibmKXp5+ThfUwc0ZcO3fvivGbtTynOP+f/WuRsa8mLF89pkLAYhftILl/Ly7lNYHlZRUxO94M/ejjp8lOLnOziZxI5AFGRkfz11zgO7tqCZUFrRk+aTYOmrdXeaFMqd29cuxKPOwpzQYuCNhQpWTa1YnlY4HteeD4i6O0r/tfefYdJUWV9HP/+JjAiSSQjICgICCu4KqKIDCAgEgT1FUVZVAyYM4bXVVZXX0woBsQMJhTFjGsWBeMKBhAEcUEEFSUZCRPO+8etYYeBQRhmprp7zud5fOzpvt1zqqipPnXvqXurVK/BsDMuYPBJZ5Tq3VMFcnNzmfjgXdw+6iqatWjF5OemJHWhpic5/7V61SpuGnUND9w7DoAu3Q8lu2cf9tm/E7s03rVMk4ElixfxyH138uSjD5Kfn8chA45l4Aln0LDJpgl9cX5Y8g13X3cZM6a/yQHd+3Dz7fdQtdrGyff8ubM5vn839txrb154+fWUmOqgvJOcwvVkTZo02eebb74pm1/0249wc0vG5BzOLbnJf3dQXBaN6gNvXgvv3AjnfwE1dok7pGJ5krMZyZbkFPjog/e44Jyz+OrL2bTbtyPnXPoP2u+75TVZvl/6LW+98iJvT5vKtwu+ZPVPy0Cies1aNGnRmr59Dqdb7/6bnNhLQ15eHm+/NoX7bruBeXNm0aVHHx4Y/xBVq5XfBHRlwZOcTS1d8i3j7hjD008+wU8//gBA1WrV2bVZcxo0akz9Bo2o33AX6jdsRKMmTWnSbPdSO+Z+/OF77r39RiZPnEBebg77dj6E7gOOYe8DszfqsSmQn5/P/FkzeWXyI7w95WkyMzM555KrGHzi8E2Ssl9+Xs2xfbqwbu0a3nj3I+rVq18qMcctZXty/n0fTLmQnuuuZ76Vba9iKls0qg+sXAi3tYeuV0CXi+MOqVie5GxGsiY5EBKHRx96kFH//AcrflpGp649GX7+Zey511/L5ffn5+ez7LslrF61gry8fNIz0slIDwWg69atY9XK5Sz5ZiFzZ33Cu1NfY/XKFezSpClXXX0t/QcelfTd/OBJzpbk5+czd85sPvrgPb6c8wXz5n3F0iXf8OMP37OmyOKcdes3pHnLPdmjdRv2aN2WFq3a0HS3FiUuZF7+4zImjr+bpyZOYNXyH8nIyGS3Vm1p2HR3uU8lxAAAHMtJREFUdqxajdycHFYs+44Fcz7n55XLqbRDZY4YNISTzryA+g02vVLNycnhzKFH8vH703j2X2/QoWPxNXHJJmWTnAd6wx/LabrkKnyoquQWjeoTHkzoB6sWwTmfQYKuwbalJCf57nt0pKen87cTT+bIo4/lgXvGcvstNzGkf1c6ZffglHMv5S97l815a9n3S5kw7lZenDyR34tZFLSwnWvXoWPnbgwadDS9evf1NXwqiLS0NNq03Ys2bffa6Hkz4+fVq1myZDHfLFzI11/NZ968Ocz6fBaPPvAOOevXb3h/412b0bxVG5rv0ZpmzVvSrPkeNN29BZUr77jF3127bj3OHnElp19wOR9/MJ333n6dTz6ZyRcz3mfN77+TWakSO9Wqw8HdenBA5250OaR3sfNQ5eXl8Y8RZ/HBtLcYM/belEpwUtaKr2Hxe9D9KljiCU6p+OtQmDwMFk6F3bvFHc028yQniVWpUoWzz7+YE4adxoP3jeOOMaM5YWB3OnTqwgmnn0+HTtml0mtiZjz/5CPcfPVlrFu3ll79jiT74M7UqVePjPQMcvNyyc/Lw8zIytqBnWvVplHjxtStVz8lem1c6ZDETjVrslPNmrT9S7uNXsvJyeHrBfOZ+8Vs5n05l3lz5zB71ue89cqL5Ofnb3h/k6a70bpte9rv15HOXXvSuOnmJ/vLyMig40HZdDwou0Sxrl2zhv89/1Rem/IsF19+JccOOaFEn+PK2WcTQWnQ7hiY8knc0aSG1v2gck2YMcGTHBePatWrc84FIxh26hmMv/9u7rrjNs44fgBt2v2VwSedSbdD+1EpK6tEn71+3TpuGHkxz0ycwL4HdObOcffStNmfzyLr3LbIzMykVes2tGq98aK069atY+F/FjD/y7nM+3IuM2d+wqczPuTlFyYziovZo3VbevY9gt79jyw24dlW8+fO5tKzh7Fg3hxGXnsDZ5yTvHPhVCj5+fDpxPBFXL0h4ElOqcjIgvbHwYfj4Jfvon2bPBJzgM2VSJWqVTnz3AuZMXs+N44Zyy8/r+Z/zx3GoR1bMfqay/l8xkfk5eVt1WeZGTM+mM7x/bN5ZuIEzr3oEp5/6VVPcFy5ysrKolXrNvQfeBQXX/Z3Jj75NJ/PW8i/Z83nmlE3sWOVKtxx49X06dyOE47sxZRnnmDtmjUl+l2LF37NyBFncfShnVi54icef2aKJzjJZMFr8MsSaD847khST4dTwPJDUXeS8cLjFJafn887b73Bvffdy9RXp5Cbk0OVatVp1aYdTZrtRr0GjaixU00yK1XC8vNZ88cfrFzxE0sXL2L2pzP4fuli6jVsxI233Eav3n3j3pyE4oXHiWPJt4t5etLjjH/gPpYsXkiVqtXI7nEYPfsM4ICDu280Y3FRq1et4K1XpvCv55/iw+lTycjM5KRThnP+xZezc61axb4vFaRc4fH4vrDyP3DuZ5Ce6auKb6cNhccFHj8OvnkPLpgDmcX/TcXBC48rqLS0NLK79yC7ew9Wr1rFW2+8ygfvTufjGTOY+uoUVq1Yvsl70jMyaNioCS3b7MWIy6/g8IFHUaVq8RMPOhe3Ro2bcM6FIzjr/It4d9rbPD1pIi+9+DxTnnmCrKwdaNt+H5q33JM6deuTmVWJNX/8wbLvlvDlnFnMnzOLvLw8Gu+6GxdeegVDh52aMreIVyjffQKLpkGPayA9+ecwSkgdT4cvX4RPHgk9O0nCk5wKYqeaNRl41CAGHjVow3Pr169n9epV5KxfT3p6OpUr70j1GjW8WNglpbS0NDp36UrnLl254dY7mf7OVN587WXef/99Xnp2Er/+8vOGtrXq1KV5yz0596JLOfSwvrTbex8/7pPZtNFQqRrsMzTuSFLXrp2gccewr/cekvDrWRXwJKcCq1SpEnW3sOinc8kqMzOTrt170LV7jw3PrVu3jtzcXCpVqpQSMxa7yMJpMPd5yL4cdtj8dABu221uuO+AtO5MrHQtzBgPHYeXf1Al4IXHzrkKISsriypVqniCk0rycuHlS6FGE+h0TtzRpLz389tA085hqYc1q+IOZ6t4T45zzrnk9OoVsGw2HP1wwhXDpqrD5vXmhUrTmXjtMK7IHbbh+U0KlROEJznOOeeSz0f3wod3cX9ub655KB3wu6nKwxxryvi8Qzkx/WWeyTuIGdYy7pC2KOGHqySdK2m2pC8knbeFdvtJypV0VHnG55xzrhytWQ1TLoSXLoIWvbgu1+fFKW+jc49iidVmTKU7qc5vcYezRQmd5EhqC5wCdADaAX0lNd9Mu3TgeuDV8o3QOedcmVr7C3z/GXz2BDx3FtzSNkxKd8BZcMxj5OFr4pW336nM2TlnU49V3Jw5jjTy4w6pWIk+XNUa+NDM/gCQ9DZwBHBDkXZnA5OB/co3POecc9tq1tKfN3v3zo6s5eC0z9k/bS5t0hbRXEvZWYV6CrJqwB69QpFxg3abvN+Vn8+sOdfkHs/VmRO40h4C6wsJOA1Doic5s4FrJdUC1gCHARtNkylpF2Ag0JU/SXIknQqcCmECMeeSjR/DLhXtpa85MeNleqd9xA7KYY1VYpY14+W8Diyyenxrdbnr3EFQuyWkJ/rXVsXxUF4vGusnTsl4Cd68Brr9PeESnYQ+WsxsrqSCYajfgU+Boosv3QpcYmb5fzaZl5ndA9wDYUr80o/YubLlx7BLJbtrKZdmTKRH+kx+tco8kZfNlLyOzLQW5Bb9eqrXZvMf4mJ1Xe5gqrCGwdNuhnW/Qq//S6hENHEiKYaZ3Q/cDyDpOmBJkSb7Ao9HCU5t4DBJuWb2bLkG6pxzbqsI48KMSZyW/gJryeKGnKOZkNeL3yn+NnBfiyoxGWlcnnsygzu3gffvgBUL4Ij7oEpirP2W8EmOpLpm9qOkJoR6nI6FXzezZoXajgde9ATHOecSV3Mt5eyMZ5mc15lrc45jJdXjDsltF0Gva6H2HuHOt7H7Q5+boXX/2IevEj7JASZHNTk5wJlmtlrScAAzGxdvaM4557ZVOvkMXX8Jb+d78XBK2Wco7LIPPDscJv0Ndj0IuoyAZgfHluwkfJJjZp0389xmkxszO6HMA3LOObddvrJG/OwJTmqq3xZOmQozx8PU6+Gh/lCnNbQbBK36Qe1NZoHZapsbskzfpEx3Ywmf5DjnnEsteYk9RZvbXukZsN/J0P54mDUJZj4Mr48M/9VsBs06hxXNd9kHareAtK2Y6+iPlXRO+5x2+pq20fQCu2g5lbWeLfUReZLjnHPOue1SfGF4LeA8GuknuqXNpPPy2XRY+RQ1Zj4UXs6oDLV2h5pNoVoD2KE6pGVA3nr4YyX8/C0sXwA/L+bhSuEtX+c34CtrxFv57fnFdgQeKDYuT3Kcc845V6aWWB0eyuvFQ3m9EPksvKAFfPdJWGB1+fxwV9ai6eE2dMsLiU7lnaF6Q2jcAfY7icEvrWdW/m78yo5FPr34JEdmFXOqDUk/Ad/EHcc2qg0sjzuIBFXe+2ZXM6tTjr9vE2V4DFeU46wibOeWtrFcj+HCE1kCLYF5pfjxqf5vmcrbVxrbVuyxXGGTnGQk6WMz2zfuOBKR75vSU1H2ZUXYzoqwjZD625nK21fW2+bVX84555xLSZ7kOOeccy4leZKTXO6JO4AE5vum9FSUfVkRtrMibCOk/nam8vaV6bZ5TY5zzjnnUpL35DjnnHMuJXmS45xzzrmU5ElOCpNiXv7VOefKgaQqccfgEpMnOSlGUkNJjQHMC642kNRF0qC443CJQ1K2pKMlDY47Fldykg4BLpNUOe5YXOLxJCeFSDoCmArcL+kpSXtLyoo5rNhJ6gXcAnwbdyyJLkoGB0j6n7hjKUuSugITgSbABZLGSmoYc1hlQlIjSTXijqMsSOoNXA+8ZmZr4o6nLEmqU/QYTaXeekldJWWX9ud6kpMiJNUChgPHmllP4D/AaUD3ipzoRH80TwJDzew9SVUlFV34xLHhivgewjTrp0u6X1LtmMMqddEXQ2/gBjO7CTgIqAFcKqleoTZJT9IA4HVgWKr9W0pqCTwDjDaztyXVldRUUtu4Yyttko4CpgDPSbpGUmcIvfWpcKxK6gncCqwv7c/2JCd1rAWygDoAZjYC+AroD7SA1Dlxb6M8YBVQL0r2HgcekfSMpBbxhpY4JGUCw4BrzOw+wnHTGxgVJdApc/xEw7gzgZaS6pnZWuAUoC5wVaE2SU1SHeBs4H2gJnBMiiU6vwJ3APtLOhB4DLgCeEPS6bFGVoqiv7/zCMdoP0DA4VHPfdIfq1Fv3APAoOhCtHJpXoh6kpMizOx3wh/5PpJ2i567GVgDjIx+Tuo/hpIws2nAEOB2YBnwL8KX+ffA6BhDSwgFiYuZ5RCSYiTtaGa/AZOANsA/ojZJffxIaiwpK6rdeB+oBuwlqbKZ/QGcSPjC7B9roKXnZ8KX43DgU8LFzrGS6kLyJ61m9h0wBviNMEz/nJmdDPQB/impY4zhlaZ0wgXsWjP7gTD0vhg4IEW2sRrQEPhRUjrwEPCkpOsl7b29H+5JThKT1CeqJbgyOhheBHYFDpXUHMDMzgcqR1d1FUK0X+6K9sv+ZvYOcAYw0szuNLNVZnYGkCmpfszhxq3wcfEJcAzwd0kPAjsBPYFWktrFEVxpkdSHkODeTrhqXE+oyTkX6CypQVTT8Qah9y9pSWoiqRKQYWazzGydmU0G3iEkOgUF+En7b1ooOf8WGAv0N7PbJcnMPib82yb1v2MBM/sRmEwYcmxoZisIF7QAh8UXWekws0nASYQLz3mE4dVLgarA8dv7+Rnb+wEuHlEGPxr4P0JX9CvAUcCDwAlAfUkzgMqExKfUxzoTUZH9shPwoqRhZva8pHcKtRscvZ7SxYpbEnUTXxQdJ78RxsS/A1oBK4A7zWyNpIUk6X6KvgwbAaOAs4C5wFDgI6AjcBfRiVTSUmAwcF8swZaCKJm7HngPqCHpKjP7EsDMJke5QTtJzxLq9VpGPSIJLxperkEYahRREmNmSyT9ED226G+7M3BDXLGWgbeAIwlDjk+Y2VJJY4CJkmqb2fKY4yuRKCk1MxsvKQdoaWZ3R69dCzwmqY6Z/VTS3+FJTvLaBXjPzMYDRF9EdxG6pv9OyPCHAznAEDP7OaY4y9vm9ssoSflm9mJUe3IMcAlhDLii7JeNSGpD6NU4kVDbMBh4llCg/aGkNDPLl3QSsDfwR3zRllw0xPatpPeB+cCPZnaDpFxCItCR0IO1H6Fno7uZzY8t4BIqJpkbArwl6RAz+wI2JDoDgfbAgUmU4AwgDJsuINwlOV/SBDP7PTpWc6Peq8OBywl/24tjDLlUSEo3s7zob7I2cDAwQtI9wJ6EZG9trEFuH0kiSnQeLfLaQUA+27l9nuQkr4VAXtTN/r2ZPRtdpU0GekaZ8eNAelSvU1EU3S/PSTLggajnYhZhfPt/zGxurJHGKwOYHtUsIakJ0Al4WNLx0dVxB8IX5olmtiTGWEtEUj+gOaE4tTpwgpldB2Bmo6NC9GuB083sOeC52ILdTsUkczdFV8evSupqZvMlNQD+Cgwws1lxxry1osLb0wh3js6JEu/TgVqSxpjZLwBmtl7SEqCvmS2KL+KSk7Q/sAPwh5n928zyJGWaWY6ZTZH0PdCNcEGbA5wT1c8lhc1sX35Uh5NXpN0w4BzgODP7dbt+Z5LXElYo0Zd0VpTQZBEKtJYCFxHOcyZpBLDOzMbEGWt52sr9cjGw3szGSMows9w4Y46LpIOAxsDzwGzgNjO7RdJ1wA/AzsAcM5skqTohSV4VX8Qlo3BL6g3AJWb2iqSmhJqUO83s+qhNU8JV/2nJXFRdJJl7GPi8IJmLXh9BuOo/PRp+rJpkX4w1CPWGV5nZm9FzTxKGVj80s8cU7q7a0cxejzHU7RKdx24jDE3VAVaa2bDotSwzW1eobW1gTTJdwP7J9m04J0uqSriT7NWCHsjt4YXHSSI6aY8GVgNEB/yphG7n0YS6Gwi9FE3iiDEO27Bfdih4XBETHElp0cnjbkK3f2/gUGB41OO3H6GAcxlheAoz+yVJE5wDCV/2p0YJTm1gCTAAOE/SBZL2ALIJvRo7xRbsdoqO/2sIiWkOoWBzuKRLCjWbBKwj6vZPpgQHIBpSfhQ4SdKQqFZjHTAH6BE1awJs9xdiXKLejKHA1WZ2avS4laSnYMN5DUkHRQnP8iRLcP5s+woSnAMIF+m3lEaCAz5clRSik/ZYwpXYVEnVgKpm9n1UaHg7MDJ6vhX/vXsipfl+2Xpmlg/8JmkCoWt4AJBpZi0l1SioTZKUD2QkeW/XCkJXfoNoqONJIJfwJXgfsA/hLqN9CUNxSZfIwUbJXD8z+6hIMjclGqp6ETiQsM07EeaMSkYTCbVj3YHVZlZQLN5fUgbwRDL3xkXDUp8U+vkXoJOkaZLuNrPTFNbnyiYMyS+NKdQS2YbtOwT4htBLVyo8yUkOOwO/AN8p3GFwK4CkHwnDDqcQTtrNgblmtjCuQMuZ75dtl0u46n0QOFXSfsA6Sf9L2F8XE+o1kjXBwczmRUnuM0AlQs/V/cDJhOLiS83sW0k1kzXBiVSIZA7+25sjaWKUsCPpb4Q7S3dItt6pApL2KFTovpQw6/bbhYqmBwLjJLUGviTM0p00d8qWYPuuL+3t8yQnCVi4K6gaYcr9GoQJsF4mVNofTiggnU8oOKwwfL+UyHOEous3JLUnDHU8EBUAZgF9zGxevCFuPzP7TFJfoJuZ3Rs9fY+kVwj1AN8SDXEmqwqUzG1QKME5iVBzNyiJE5y+wCRJz5vZMWb2iMJSFe9K6mRmi81sucKdgNWjnqpkSnASYvu88DhBSdqL8O/zWaHnjgAamtkd0c/VCOPtZ1SUXgrfL9tHYYG/awm3T48gDHd0AB43s0fijK2sSTqSUGh8mJktizue0iJpT0Iyd0eh514BLjOzmVKYiyS+CEufpF0Jw60L4o6lJKKhmcnA04ThxCwzOzZ67RrCsipjCevIHUe4+Eiac1kibZ8nOQkoyoAnEGZovcvM3i30WrqZ5UWPBxC+qAZYmBUzpfl+KR2SriZMGHmmmb2gsCL3Aguzx6YcSSLMB3QRoRcraQtUt0aqJnOpJrrg+IVwU8Q4IKdQIjAQqE8YcrzVzGbHFmgJJcr2eZKTYBQmtLqVUCD4H8JV9kOFv9CjducQ1mA6Lhn/ALaV75fSI6kxUNfMZkQ/pxUMA6SiKMnpAvxg0ey/qaiiJXOpJKqpuocwzcWxCpN1/mZm38QcWqmIc/s8yUlAknYm3CJZn1CY1QJ4xKKJ26I2g4DZFelE5vuldKXiMEZFVlGSuVQV3R13I2F4Jx3ItiSchLM4cW2fJzkJIioCXQdghWbije4aOpzwhX49sBuw2JJw6vmS8P3inKsoJJ1PWHKmhyXJjNTbIo7t88kAE4DCTJAvAGcSlpg/seA1M/uKsKbQh4Ri2ueACpGZ+n5xzlUUkmoS1hzsmaIJTizb57eQxyjqXq4CnE0oAn1eYRXtRxRmtRwHYGYLolsmawMdoi/4lOX7xTlX0ZjZKkn9zCyZF9wsVlzb50lOjKJ6iN8kfQxUV1iI7QNJxxB6LtZaWGgznTBj7xEVodbE94tzriJK1QSnQBzb58NVieEHwnTllQHM7GNgCHCWpOZmlmdmR5jZzDiDjIHvF+eccyXmSU6MomEZzGwssCNwl6QaUc/FdOBzwjTtFYrvl9QkKU/Sp5JmS3pS0o4JEFO2whpQ2/q+HpJmSJoV/b9bWcTnnNs+fndVOYumtd4Z+BjIL5jALnptImGl4A8IQ4kXAF1S6TbC4vh+SX2SfjOzqtHjR4EZZjZ6K95XZouFShpJmK/jpm14TwbwF2CZmX0nqS3wipntUhYxOudKzpOcchQtP3AdYaGypYQv9PEWVmQtaHMS0JCw9szIilBr4vulYiiS5AwH9iLMXn0FYe2lFYRJHJdFycfuRFMDAJcRlqCoEn3cWWb2nqRswppNqwmJxyRgFnAuYZhzgJl9LakOYdbVJtH7zyMcax8QVmX/iVDo/mXRdmb2btF4CmZujbZFUewNzGxdqewsl5Ak5RGOrwxgLjDUzP6IOaZswiR7723j+zoQJugDEOG8+kwphxc7T3LKiaRM4BHgtuikeSTQkbAg2Q0WVtkt3D6rIpwwfb9UHAVJTtQTMpmwmOrjwGozM0knA63N7MIoqegHHGRma6KhrXwzWxvNkTTRzPaNTvDPAq2BlYTZsO8zs6sknQs0M7PzJD0GjDWz6ZKaEHpeWhftyfmTdhviKbJdRwHDzeyQMtx9LgGkWG9kJUJylCupAfAZYQ3AlCoF8Luryld1wuR17xJWDl4O9AGOJSw33wHIjQppk2a12VLg+6ViqCzp0+jxNMKK2S2BJ6KTbCWg8CJ9zxdKKDKBO6LJIfOAPQq1+7eZfQ8g6Wvg1ej5WUDX6PEhwJ5RuReEu/aqbibGLbV7fjMJThvCZJQ9/2zjXcqZBuwlqR9b0Rspqax6I4cDeZKOp4S9kYT1pVKyx8OTnHJiZjmSRgNnS/razKZJmg7sAvSVNAHoBEyM2qfkAVeU75cKZY2ZtS/8hKTbgdHRXEjZwMhCL/9e6PH5wDLCcGUaoUarQOGevfxCP+fz33NcGtCx6C2shZIZtqLd70Wea0RIyv9mZl8X/SCXuqKekN6E3sjphGOmoDdyBHBh1HRPNu6N7FG4NxLYN2rXjk17IztEvZFnExKaMcAtm+llHMemvZEbtYs+e6N4orb7Aw8AuwJDUq0XBzzJKW/TCFeuQyTJzN4BHpN0KqGb8JZ4w4uN75eKqwbhahRg6J+0W2Jm+ZKGEta+2RavEr4sboSwXIiZfQr8SuhJ/LN2G5G0EzAFuNSKLBLrUlpK9Uaa2YdAG0mtgQmS/pVqc/V4klOOogz+UUK34GWSWhGuOusAv8UaXIx8v1RoIwkTPK4C3gSaFdNuLDBZ0t8IV8+/F9OuOOcAd0r6nHDee4fQzf8C8JSkwwnJTXHtijoLaA5cKenK6LmeZvbjNsblkktK9UYWMLO5kn4D2hJu/EgZnuSUMwtTW98LzAFOIxzox5vZsngji5fvl9RXULBZ5LnnCOuOFX1+ZJGfvyLcjVXgkuj5qcDUQu2yCz3e8JqZLQcGbeb3zC/yuRTTrmg8/wT+WbSdq5CStTeyGfBtVHi8K2H2+EXbGFPC8yQnBma2HnhL0jvhR8uPO6ZE4PvFOZeERpKcvZEHAZdKyiH0GJ0RXQykFL+F3DnnnHMpyZd1cM4551xK8iTHOeeccynJkxznnHPOpSRPcpxzzjmXkjzJcc4551xK8iQnCUjKk/SppNmSnoymB487pmxJB5bgfbUkvSXpN0l3lEVszjnnHHiSkyzWmFl7M2tLWKByc3MebCJaX6WsZAPblORE8awF/g5cVAYxOeeccxt4kpN8pgHNJfWT9KGkTyS9LqkegKSRkh6W9C7wsKSmkqZJmhn9d2DULlvS25Kek/QfSaMkHSfpI0mzJO0etasjabKkf0f/dZLUlJBonR/1MHXeXLvNxWNmv5vZdDae0tw555wrdT7jcRJJlZVvnXPOufLgSU5ySKmVb51zzrny4ElOckjJlW+dc865suQ1OclrW1a+/T5a7HIIJV/5Fggr2kYPfwWqbUU755xzLhae5CSvkYSVb2cAW1o5diwwVNJnQCtKtvLtvpI+lzSH/97Z9QIwsKDweAvtNiFpETAaOEHSEkl7bmNMzjnn3J/yVcidc845l5K8J8c555xzKcmTHOecc86lJE9ynHPOOZeSPMlxzjnnXEryJMc555xzKcmTHOecc86lJE9ynHPOOZeS/h9zU2a09BFyaAAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import pints\n",
    "import pints.toy as toy\n",
    "import pints.plot\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Load a forward model\n",
    "model = toy.LogisticModel()\n",
    "\n",
    "# Create some toy data\n",
    "real_parameters = [0.015, 500]\n",
    "times = np.linspace(0, 1000, 1000)\n",
    "org_values = model.simulate(real_parameters, times)\n",
    "\n",
    "# Add noise\n",
    "noise = 10\n",
    "values = org_values + np.random.normal(0, noise, org_values.shape)\n",
    "real_parameters = np.array(real_parameters + [noise])\n",
    "\n",
    "# Get properties of the noise sample\n",
    "noise_sample_mean = np.mean(values - org_values)\n",
    "noise_sample_std = np.std(values - org_values)\n",
    "\n",
    "# Create an object with links to the model and time series\n",
    "problem = pints.SingleOutputProblem(model, times, values)\n",
    "\n",
    "# Create a log-likelihood function (adds an extra parameter!)\n",
    "log_likelihood = pints.GaussianLogLikelihood(problem)\n",
    "\n",
    "# Create a uniform prior over both the parameters and the new noise variable\n",
    "log_prior = pints.UniformLogPrior(\n",
    "    [0.01, 400, noise*0.1],\n",
    "    [0.02, 600, noise*100]\n",
    ")\n",
    "\n",
    "# Create a posterior log-likelihood (log(likelihood * prior))\n",
    "log_posterior = pints.LogPosterior(log_likelihood, log_prior)\n",
    "\n",
    "# Choose starting points for 3 mcmc chains\n",
    "xs = [\n",
    "    real_parameters * 1.1,\n",
    "    real_parameters * 0.9,\n",
    "    real_parameters * 1.15,\n",
    "]\n",
    "\n",
    "# Create mcmc routine with four chains\n",
    "mcmc = pints.MCMCController(log_posterior, 3, xs, method=pints.HaarioACMC)\n",
    "\n",
    "# Add stopping criterion\n",
    "mcmc.set_max_iterations(4000)\n",
    "\n",
    "# Start adapting after 1000 iterations\n",
    "mcmc.set_initial_phase_iterations(1000)\n",
    "\n",
    "# Disable logging mode\n",
    "mcmc.set_log_to_screen(False)\n",
    "\n",
    "# Run!\n",
    "print('Running...')\n",
    "chains = mcmc.run()\n",
    "print('Done!')\n",
    "\n",
    "# Show traces and histograms\n",
    "pints.plot.trace(chains)\n",
    "\n",
    "# Discard warm up\n",
    "chains = chains[:, 2000:, :]\n",
    "\n",
    "# Look at distribution in chain 0\n",
    "pints.plot.pairwise(chains[0], kde=True)\n",
    "\n",
    "# Show graphs\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "param    mean    std.    2.5%    25%     50%     75%     97.5%    rhat    ess     ess per sec.\n-------  ------  ------  ------  ------  ------  ------  -------  ------  ------  --------------\nr        0.02    0.00    0.01    0.02    0.02    0.02    0.02     1.01    519.56  237.77\nk        499.77  0.47    498.91  499.44  499.79  500.09  500.71   1.01    444.65  203.49\nsigma    9.91    0.22    9.48    9.75    9.91    10.06   10.34    1.00    533.24  244.03\n"
    }
   ],
   "source": [
    "results = pints.MCMCSummary(chains=chains, time=mcmc.time(), parameter_names=[\"r\", \"k\", \"sigma\"])\n",
    "print(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.7.5 64-bit ('venv': venv)",
   "language": "python",
   "name": "python37564bitvenvvenv6fee2a6ea2a745d499a5a8b20d7765b4"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5-final"
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 },
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}