Skip to content
Snippets Groups Projects
Mircrostructure Optimization.ipynb 4.48 MiB
Newer Older
  • Learn to ignore specific revisions
  • 9001 9002 9003 9004 9005 9006 9007 9008 9009 9010 9011 9012 9013 9014 9015 9016 9017 9018 9019 9020 9021 9022 9023 9024 9025 9026 9027 9028 9029 9030 9031 9032 9033 9034 9035 9036 9037 9038 9039 9040 9041 9042 9043 9044 9045 9046 9047 9048 9049 9050 9051 9052 9053 9054 9055 9056 9057 9058 9059 9060 9061 9062 9063 9064 9065 9066 9067 9068 9069 9070 9071 9072 9073 9074 9075 9076 9077 9078 9079 9080 9081 9082 9083 9084 9085 9086 9087 9088 9089 9090 9091 9092 9093 9094 9095 9096 9097 9098 9099 9100 9101 9102 9103 9104 9105 9106 9107 9108 9109 9110 9111 9112 9113 9114 9115 9116 9117 9118 9119 9120 9121 9122 9123 9124 9125 9126 9127 9128 9129 9130 9131 9132 9133 9134 9135 9136 9137 9138 9139 9140 9141 9142 9143 9144 9145 9146 9147 9148 9149 9150 9151 9152 9153 9154 9155 9156 9157 9158 9159 9160 9161 9162 9163 9164 9165 9166 9167 9168 9169 9170 9171 9172 9173 9174 9175 9176 9177 9178 9179 9180 9181 9182 9183 9184 9185 9186 9187 9188 9189 9190 9191 9192 9193 9194 9195 9196 9197 9198 9199 9200 9201 9202 9203 9204 9205 9206 9207 9208 9209 9210 9211 9212 9213 9214 9215 9216 9217 9218 9219 9220 9221 9222 9223 9224 9225 9226 9227 9228 9229 9230 9231 9232 9233 9234 9235 9236 9237 9238 9239 9240 9241 9242 9243 9244 9245 9246 9247 9248 9249 9250 9251 9252 9253 9254 9255 9256 9257 9258 9259 9260 9261 9262 9263 9264 9265 9266 9267 9268 9269 9270 9271 9272 9273 9274 9275 9276 9277 9278 9279 9280 9281 9282 9283 9284 9285 9286 9287 9288 9289 9290 9291 9292 9293 9294 9295 9296 9297 9298 9299 9300 9301 9302 9303 9304 9305 9306 9307 9308 9309 9310 9311 9312 9313 9314 9315 9316 9317 9318 9319 9320 9321 9322 9323 9324 9325 9326 9327 9328 9329 9330 9331 9332 9333 9334 9335 9336 9337 9338 9339 9340 9341 9342 9343 9344 9345 9346 9347 9348 9349 9350 9351 9352 9353 9354 9355 9356 9357 9358 9359 9360 9361 9362 9363 9364 9365 9366 9367 9368 9369 9370 9371 9372 9373 9374 9375 9376 9377 9378 9379 9380 9381 9382 9383 9384 9385 9386 9387 9388 9389 9390 9391 9392 9393 9394 9395 9396 9397 9398 9399 9400 9401 9402 9403 9404 9405 9406 9407 9408 9409 9410 9411 9412 9413 9414 9415 9416 9417 9418 9419 9420 9421 9422 9423 9424 9425 9426 9427 9428 9429 9430 9431 9432 9433 9434 9435 9436 9437 9438 9439 9440 9441 9442 9443 9444 9445 9446 9447 9448 9449 9450 9451 9452 9453 9454 9455 9456 9457 9458 9459 9460 9461 9462 9463 9464 9465 9466 9467 9468 9469 9470 9471 9472 9473 9474 9475 9476 9477 9478 9479 9480 9481 9482 9483 9484 9485 9486 9487 9488 9489 9490 9491 9492 9493 9494 9495 9496 9497 9498 9499 9500 9501 9502 9503 9504 9505 9506 9507 9508 9509 9510 9511 9512 9513 9514 9515 9516 9517 9518 9519 9520 9521 9522 9523 9524 9525 9526 9527 9528 9529 9530 9531 9532 9533 9534 9535 9536 9537 9538 9539 9540 9541 9542 9543 9544 9545 9546 9547 9548 9549 9550 9551 9552 9553 9554 9555 9556 9557 9558 9559 9560 9561 9562 9563 9564 9565 9566 9567 9568 9569 9570 9571 9572 9573 9574 9575 9576 9577 9578 9579 9580 9581 9582 9583 9584 9585 9586 9587 9588 9589 9590 9591 9592 9593 9594 9595 9596 9597 9598 9599 9600 9601 9602 9603 9604 9605 9606 9607 9608 9609 9610 9611 9612 9613 9614 9615 9616 9617 9618 9619 9620 9621 9622 9623 9624 9625 9626 9627 9628 9629 9630 9631 9632 9633 9634 9635 9636 9637 9638 9639 9640 9641 9642 9643 9644 9645 9646 9647 9648 9649 9650 9651 9652 9653 9654 9655 9656 9657 9658 9659 9660 9661 9662 9663 9664 9665 9666 9667 9668 9669 9670 9671 9672 9673 9674 9675 9676 9677 9678 9679 9680 9681 9682 9683 9684 9685 9686 9687 9688 9689 9690 9691 9692 9693 9694 9695 9696 9697 9698 9699 9700 9701 9702 9703 9704 9705 9706 9707 9708 9709 9710 9711 9712 9713 9714 9715 9716 9717 9718 9719 9720 9721 9722 9723 9724 9725 9726 9727 9728 9729 9730 9731 9732 9733 9734 9735 9736 9737 9738 9739 9740 9741 9742 9743 9744 9745 9746 9747 9748 9749 9750 9751 9752 9753 9754 9755 9756 9757 9758 9759 9760 9761 9762 9763 9764 9765 9766 9767 9768 9769 9770 9771 9772 9773 9774 9775 9776 9777 9778 9779 9780 9781 9782 9783 9784 9785 9786 9787 9788 9789 9790 9791 9792 9793 9794 9795 9796 9797 9798 9799 9800 9801 9802 9803 9804 9805 9806 9807 9808 9809 9810 9811 9812 9813 9814 9815 9816 9817 9818 9819 9820 9821 9822 9823 9824 9825 9826 9827 9828 9829 9830 9831 9832 9833 9834 9835 9836 9837 9838 9839 9840 9841 9842 9843 9844 9845 9846 9847 9848 9849 9850 9851 9852 9853 9854 9855 9856 9857 9858 9859 9860 9861 9862 9863 9864 9865 9866 9867 9868 9869 9870 9871 9872 9873 9874 9875 9876 9877 9878 9879 9880 9881 9882 9883 9884 9885 9886 9887 9888 9889 9890 9891 9892 9893 9894 9895 9896 9897 9898 9899 9900 9901 9902 9903 9904 9905 9906 9907 9908 9909 9910 9911 9912 9913 9914 9915 9916 9917 9918 9919 9920 9921 9922 9923 9924 9925 9926 9927 9928 9929 9930 9931 9932 9933 9934 9935 9936 9937 9938 9939 9940 9941 9942 9943 9944 9945 9946 9947 9948 9949 9950 9951 9952 9953 9954 9955 9956 9957 9958 9959 9960 9961 9962 9963 9964 9965 9966 9967 9968 9969 9970 9971 9972 9973 9974 9975 9976 9977 9978 9979 9980 9981 9982 9983 9984 9985 9986 9987 9988 9989 9990 9991 9992 9993 9994 9995 9996 9997 9998 9999 10000
           "AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBo\n",
           "AwAAAAAAAAAACYY2AAAAAAAAAACQ0N3uBwCwU12/fr288etf/7q88Y9//KO80e/3yxsREb1er0ln\n",
           "Fkyn0/LGL3/5y/LG2bNnyxsREVevXi1vbG1tlTfYeTY2Nsobu3bVb+cfeuih8sZHPvKR8ka36/Ln\n",
           "ZrT43B0MBuWNFucpLY4jImI0GpU3hsNheaPFcYzH4/JGi/OtVjY3N8sbf/nLX8obZ86cKW9cunSp\n",
           "vLGwsFDeiIhYWloqb8zK+7xrUdgZ1tbWyhs//vGPyxstrhNbfJbs2bOnvAEA/Nus3Ktr0di9e3d5\n",
           "wy/aAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAA\n",
           "QIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAA\n",
           "ACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAA\n",
           "AECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAA\n",
           "AAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJHS3+wEA7FSb\n",
           "m5vljclkUt545zvfWd6Ym5srb7Syvr5e3rh69Wp54/e//31549SpU+WNn//85+WNiIgbN2406ZDT\n",
           "6/XKG/1+v7zRyuuvv17eOHfuXHnj4YcfLm8cPXq0vBExW5+Ls6DFe8pgMChvRLR572pxLKPRqLwx\n",
           "HA7LGy2OYzwelzciIqbTaZNOtRbHcfHixfLG6upqeSOizd9wi/eUpaWl8kaL42jxHt/iM5HbV4v7\n",
           "KS+//HJ5Y21trbzx+OOPlzcOHjxY3gC4FbW4ZlhZWSlvLC8vlzdaXY/Oihbn2sePHy9vnDx5srwx\n",
           "K/fm/aINAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAA\n",
           "AAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAA\n",
           "AAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAA\n",
           "AAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAA\n",
           "AAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAQne7HwDA\n",
           "/2I6nZY3xuNxeWN+fr688dhjj5U39u3bV96IiJhMJuWNF198sbzxne98p7zx0ksvlTf++Mc/ljda\n",
           "vNZnSa/XK2/0+/3yxmAwKG8sLS2VN1pZXl4ub/z2t78tb/zwhz8sb9x///3ljYiIe+65p0mH20+L\n",
           "9/kW78Gz8lkyGo3KG8PhsLwR0eZYWlxfzcq5Y6vjmJXnvcVxzMr5aYvjiGjzPt/iM5Gb86c//am8\n",
           "cfr06fLGnj17yhsPPPBAecNrBLjVtDoHXllZKW88++yz5Y0WxzEr11etPhOPHz9e3nj66afLGy2O\n",
           "Y1bOU/yiDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAA\n",
           "AAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAA\n",
           "AAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAA\n",
           "AAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAA\n",
           "AAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAA\n",
           "AAAAAAAAJHS3+wEA/C/G43F5YzgcljeuX79e3vjYxz5W3vjzn/9c3oiIOHfuXHnjW9/6VnnjF7/4\n",
           "RXnjrbfeKm9sbW2VN1rp9XrljX6/X94YDAbljaWlpfJGi+No8Xy00uLv9xvf+EZ54+zZs+WNhx56\n",
           "qLwREfHYY4+VN1o871Clxd/vrHyWtDiOiIjRaFTeaHF91eI4WlyLTqfT8kYrLY5lVp73FsfR6j3l\n",
           "5MmT5Y3jx4+XN2blfKvVe8qFCxfKG+vr6+WNxx9/vLyxf//+8gZw+2jxPj8r50IREcvLy+WNlZWV\n",
           "8sasXDO0ON9qcd4YEfH000+XN5wD7yx+0QYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAA\n",
           "EgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAA\n",
           "IMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAA\n",
           "ABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAA\n",
           "ACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAA\n",
           "AAASDG0AAAAAAAAAACChu90PAJgt0+m0SWc0GpU3Ll68WN7Ytat+73j+/PnyxtmzZ8sbEW2e99XV\n",
           "1fJGq9dJtV6vV97o9/vljYiIwWBQ3lhaWipvtDiOFs9Ji7+tWXL8+PHyxvr6ennjmWeeKW8899xz\n",
           "5Y2IiG63/jLrkUceKW94LcJ/1uI10uKzPaLN53uLY2lxvTAcDssbLY4jImI8Hpc3ZuXap8VxtHje\n",
           "WzznEbPzvLc4z27xWdLqeT99+nR547777itvLC4uljdaXC8AO0OLz8SVlZXyxvLycnnDOfDN6XQ6\n",
           "5Y077rijvPGJT3yivPHlL3+5vBExO+eO5PlFGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAA\n",
           "AABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAA\n",
           "AACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAA\n",
           "AAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAA\n",
           "AAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAA\n",
           "AAAAAEgwtAEAAAAAAAAAgITudj8AoJ3pdFreWFlZKW9ERCwvL5c3Ll++XN7odDrljVOnTpU3Xnvt\n",
           "tfJGRJu/4RZ6vV55o9/vlzcGg0F5Y2lpqbwR0eZYWjwnLf622HlaPO+HDx+eicaPfvSj8kZExHPP\n",
           "PVfemJ+fL28cOXKkvDE3N1feAP67Fp8ls3K+1eI4RqNReSOizXV1i3sEs3Kd2EKrf6tW94Zmwcc/\n",
           "/vHyRov7WxERe/bsKW988pOfLG+8613vKm8AO8OsfF/y7LPPljec092cWbm++vCHP1zeOHHiRHnj\n",
           "2LFj5Y0I9+ZvR37RBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB\n",
           "0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAAS\n",
           "DG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAg\n",
           "wdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAA\n",
           "EgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAD+1c79tUhZx30c/627I2baQYmyus0SIxpK\n",
           "lP3RzZ2CoDODDsJIQyXmtGcS0QOINVsEDyIiCoKgg2ISy4SS0EzX3N1EIzGLaMtZ3fuggxvuG+Qb\n",
           "9f3tOr5eT+AzF5c7c13XvB0AAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoYW+wUAf+v1eukb3W43\n",
           "fWNiYiJ9o5Q6x1LjnNQwMzOz2C/htrJixYr0jSeffDJ9Y//+/ekbrVYrfaPZbKZvlFJKo9GosgO3\n",
           "q/Xr16dv7N69O33j6tWr6RullHLy5Mn0jY8//jh9Y2RkJH1j7dq16RvAnaPGNV2Na+Dh4eH0jVJK\n",
           "mZ2dTd+YmppK33DPu/T0yzOuhYWF9I0afyPff/99+kYppTzyyCPpG1u2bEnfGBwcTN8Abq3Wc/l+\n",
           "+b7EdyX/TI17hna7nb5x4MCB9I0HH3wwfaPGvc/QkByCHH7RBgAAAAAAAAAAAoQ2AAAAAAAAAAAQ\n",
           "ILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAI\n",
           "ENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENvEaLVwAABdZSURBVAAAAAAAAAAAECC0AQAAAAAAAACA\n",
           "AKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABA\n",
           "gNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAg\n",
           "QGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQMDQYr8AuB30er30jW63m74xMTGRvlHj\n",
           "OEqpc06IazQaVXYeeOCB9I0tW7akb7z00kvpG2NjY+kbtc47sPiGhvJvG3bs2JG+Uev64a233krf\n",
           "OHbsWPrGE088kb7x9NNPp2/4vII7x/z8fPrGxYsX0zfOnj2bvlFKKZ9++mn6xuXLl9M3WHoGBgbS\n",
           "NwYHB9M3jh49mr4xNTWVvnHPPfekb5RSyt69e9M3Vq1alb4B3Fq/fFdSSv98X9Iv35XUundvt9vp\n",
           "G51OJ32jxnF4ngK35hdtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAA\n",
           "QIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAA\n",
           "IEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAA\n",
           "ECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAA\n",
           "CBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAA\n",
           "BAwt9guAf6vX66VvdLvd9I2JiYn0jRrHUeN88M80Go30jXa7nb5RSikHDhxI39i0aVP6xoYNG9I3\n",
           "hoZ8xAO3l376vJqfn0/feP3119M3Dh06lL5R47zv3LkzfcPnLre7GzdupG/8/PPP6Rvfffdd+sY7\n",
           "77yTvnHq1Kn0jVJKuXDhQvrGwMBA+kar1UrfqPF5VeN5yszMTPpGKaUMDg6mb9x3333pG7/++mv6\n",
           "xuzsbPpGjb+RUkq5cuVK+kaN6+waf+/cmWr8+/3pp5/SN06fPp2+UeNetBTfl/wT/fTMptPppG/U\n",
           "OBafV7D4/KINAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAA\n",
           "AAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAA\n",
           "AAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAA\n",
           "AAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAA\n",
           "AAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAA\n",
           "AAAAAAAEDC32C6C/9Xq99I1ut5u+MTExkb5R4zhqnI9+0mg00jfuv//+9I2NGzemb+zfvz99o5RS\n",
           "2u12+kaN8w7A4qj1Hr958+a+2Pjkk0/SNyYnJ9M3Vq5cmb6xbdu29I1SShkcHKyyw9JR6x7u66+/\n",
           "Tt/46KOP0jeOHTuWvnHmzJn0jRs3bqRvlFLK6Oho+kaNz6sXX3wxfWNkZCR94/z58+kbb7zxRvpG\n",
           "KaWcO3euyk62TZs2pW/89ttv6RuXL19O3yillMOHD6dv1Lie37lzZ/qGZ09LT41rrq+++ip94/33\n",
           "30/fOHHiRPrG2bNn0zdK6Z/vS+666670jbGxsfSNTqeTvlGK7xiA/45ftAEAAAAAAAAAgAChDQAA\n",
           "AAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAA\n",
           "AAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAA\n",
           "AAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAA\n",
           "AAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAA\n",
           "AAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAwtNgvgMXR6/Wq7HS73fSNiYmJ9I0ax1HrnPSL\n",
           "RqORvjE+Pp6+sW/fvvSNjRs3pm+Mjo6mb5RS57wDwL+1fv369I3du3enb1y9ejV948SJE+kbH3zw\n",
           "QfrGhg0b0jdKKWV4eLjKTj+ocX81MzOTvjE1NZW+UUophw8fTt+o8fc+NzeXvjEyMpK+0Wq10jdK\n",
           "KWXv3r3pGzXuR2uckxr3oqtXr07feOyxx9I3SilldnY2fWP58uXpG88991z6xrp169I33n333fSN\n",
           "Ukr54osv0jfm5+fTN27evJm+0W630zf66Rlajeu6Gs//Dx48mL5x/Pjx9I3ff/89fWNhYSF9o5RS\n",
           "li3L/y2CtWvXpm9s3749faPGdePY2Fj6Rin99f4ILC6/aAMAAAAAAAAAAAFCGwAAAAAAAAAACBDa\n",
           "AAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAht\n",
           "AAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2\n",
           "AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIb\n",
           "AAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKEN\n",
           "AAAAAAAAAAAECG0AAAAAAAAAACBgaLFfwO2m1+ulb8zMzKRvTE1NpW+UUsrk5GT6RrfbTd+ocd77\n",
           "RaPRqLLTbrfTNzqdTvrG+Ph4+sby5cvTNwCA/zU0lH+btWPHjvSNubm59I3XXnstfePLL79M33jq\n",
           "qafSN0opZc2aNVV2svXLPe+RI0fSN2rdu1+6dCl9Y3h4OH2j1Wqlb+zZsyd9o8ZxlFJKs9lM36j1\n",
           "jKAfrFu3Ln3j+eefT98opZSLFy+mbxw7dix947PPPkvfqPGesmvXrvSNUkoZHBxM3zh58mT6xsGD\n",
           "B9M3ati+fXv6xi+//JK+UUopp0+fTt94++230zd8jxFX6/rhoYceSt945pln0jeeffbZ9I0tW7ak\n",
           "b9R4lgLwX/KLNgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMA\n",
           "AAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEA\n",
           "AAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAA\n",
           "AAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAA\n",
           "AAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKGFvsF\n",
           "/Jd6vV76RrfbTd+YnJxM35iamkrfKKWUmZmZ9I0a571fNBqN9I12u52+UUopnU4nfaPGsdQ4JwDA\n",
           "32pdN/bLNfDAwED6xqpVq9I3vv322/SNQ4cOpW+UUsrNmzer7GQ7cuRI+kaNe94ff/wxfWPFihXp\n",
           "G6WUMjY2lr6xb9++9I1Wq5W+0Ww20zfcJ96ZhobyH9M+/vjj6Rul1Pl7n56eTt/4/PPP0zeuXLmS\n",
           "vlHjPb6UUl544YX0jZGRkfSNDz/8MH3jzTffTN84f/58+sapU6fSN0op5ZtvvknfOHfuXPpGv3yP\n",
           "0U/fMbzyyivpGw8//HD6xr333pu+sWyZ320A+L+8MwIAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAA\n",
           "AAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAA\n",
           "AAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAA\n",
           "AAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAA\n",
           "AAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAA\n",
           "AAAAAAABQhsAAAAAAAAAAAgYun79epWh2dnZ9I2pqan0jcnJyfSNbrebvtHr9dI3WHqGh4fTN8bH\n",
           "x9M3SillzZo16Rs13lMAgHqmp6er7Bw5ciR9o8b91fz8fPrGpUuX0jf++OOP9I0a93CllDIzM1Nl\n",
           "J1u/HMfmzZvTN3bs2JG+UUopu3btSt949NFH0zcajUb6Rg0LCwtVdv7888/0jWvXrqVv1DiOGp+J\n",
           "N27cSN+opV+eO9Y4jjNnzqRv3H333ekbpZSyc+fO9I1Nmzalb6xcuTJ94+jRo+kb58+fT9+4evVq\n",
           "+kYpda7na332ZqtxLdRut9M3Op1O+kYpdY6lX65PAfj//KINAAAAAAAAAAAECG0AAAAAAAAAACBA\n",
           "aAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAg\n",
           "tAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ\n",
           "2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQI\n",
           "bQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKE\n",
           "NgAAAAAAAAAAECC0AQAAAAAAAACAgIHDhw8v1Bh677330jempqbSN2ZmZtI3er1e+gZ3pkajkb7R\n",
           "bDbTN0qpcywAQH+5fv16lZ3Z2dn0DfcMcGs17ktefvnl9I2tW7emb5RSytq1a9M3BgcH0zf6Ra3P\n",
           "qx9++CF94/jx4+kb09PT6RvXrl1L35ibm0vfWFio8hi4ynWKZ7RxK1eurLIzOjqavjE/P5++ceHC\n",
           "hfSNfvm3xT9T43l2u91O3+h0OukbNY6jFN8xAPDv+EUbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYA\n",
           "AAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMA\n",
           "AAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEA\n",
           "AAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAA\n",
           "AAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAA\n",
           "AAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIGNi2bdtCjaHp6en0jV6vl74BAAAALG2NRiN9\n",
           "o9lspm/UOA6WnoWFKo/qytzcXPrGtWvX0jf++uuv9I0azxxv3ryZvgGZli3L/z+9/k7IUuOaq91u\n",
           "p290Op30jRrH4RoYgNuBX7QBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAA\n",
           "AAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAA\n",
           "AACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAA\n",
           "AABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAA\n",
           "AAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAA\n",
           "AAAQMLB69eqFxX4RAAAAAAAA3B4ajUaVnWazmb7RarXSNw4cOJC+MT4+nr5R67wDwFLnF20AAAAA\n",
           "AAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAA\n",
           "AAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAA\n",
           "AAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAA\n",
           "AAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAA\n",
           "AAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAEDC32CwAAAAAAALgTNBqN9I1m\n",
           "s5m+0Wq10jdKKWXPnj3pGzWOpcY5qfFvCwD4m1+0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAA\n",
           "AAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAA\n",
           "AAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAA\n",
           "AAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAA\n",
           "AAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAA\n",
           "AAAAAAKENgAAAAAAAAAAEDC02C8AAAAAAADgVhqNRvpGs9lM32i1Wukbe/bsSd+ocRyl1DknNf5t\n",
           "AQD9xS/aAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAA\n",
           "AAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAA\n",
           "AAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAA\n",
           "AAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAA\n",
           "AACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBha7BcAAAAA\n",
           "AABwK6Ojo+kbr776avrG1q1b0zc2btyYvrF8+fL0DQCApcov2gAAAAAAAAAAQIDQBgAAAAAAAAAA\n",
           "AoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAA\n",
           "AUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACA\n",
           "AKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABA\n",
           "gNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAg\n",
           "QGgDAAAAAAAAAAABQhsAAAAAAAAAAAj4H2DSc/H0tKp7AAAAAElFTkSuQmCC\n",
           "\" transform=\"translate(87, 406)\"/>\n",
           "</g>\n",
           "</svg>\n"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:91 Obj:188.10771146939413 Vol:0.5000083201491063 ch:0.10496368009182933 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:92 Obj:188.08745565007223 Vol:0.5000089072198514 ch:0.08171467978945068 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:93 Obj:188.07845962574248 Vol:0.49999871089137143 ch:0.06075345807114518 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:94 Obj:188.0742288505428 Vol:0.5000122914323608 ch:0.035351077237553485 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:95 Obj:188.06197054473796 Vol:0.4999991591926095 ch:0.029332002112450906 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:96 Obj:188.05931559185984 Vol:0.4999791588467195 ch:0.023826876056197377 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:97 Obj:188.059422014499 Vol:0.5000004180926136 ch:0.0216995913341633 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:98 Obj:188.04720657976915 Vol:0.4999990891266496 ch:0.020724497914031997 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:99 Obj:188.04365476452347 Vol:0.4999920060856732 ch:0.023092784889037238 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:100 Obj:188.0425812958899 Vol:0.499982861605813 ch:0.03018113221196679 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "image/svg+xml": [
           "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
           "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
           "<defs>\n",
           "  <clipPath id=\"clip0100\">\n",
           "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
           "  </clipPath>\n",
           "</defs>\n",
           "<path clip-path=\"url(#clip0100)\" d=\"\n",
           "M0 1600 L2400 1600 L2400 0 L0 0  Z\n",
           "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
           "<defs>\n",
           "  <clipPath id=\"clip0101\">\n",
           "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
           "  </clipPath>\n",
           "</defs>\n",
           "<path clip-path=\"url(#clip0100)\" d=\"\n",
           "M86.9921 1521.01 L2352.76 1521.01 L2352.76 47.2441 L86.9921 47.2441  Z\n",
           "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
           "<defs>\n",
           "  <clipPath id=\"clip0102\">\n",
           "    <rect x=\"86\" y=\"47\" width=\"2267\" height=\"1475\"/>\n",
           "  </clipPath>\n",
           "</defs>\n",
           "<polyline clip-path=\"url(#clip0100)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
           "  86.9921,1521.01 2352.76,1521.01 \n",
           "  \"/>\n",
           "<polyline clip-path=\"url(#clip0100)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
           "  86.9921,1521.01 86.9921,47.2441 \n",
           "  \"/>\n",
           "<g clip-path=\"url(#clip0102)\">\n",
           "<image width=\"2266\" height=\"755\" xlink:href=\"data:image/png;base64,\n",
           "iVBORw0KGgoAAAANSUhEUgAACNoAAALzCAYAAADN4vhJAAAgAElEQVR4nOzcb49cdd3H8e92Z1YL\n",
           "lmhDCm3pkDpLWxSFQGoxNBpMSCBRggYImxBMxLve9jGYCM+gka6BCbdIiH+IesOUNRYkINUYC0wp\n",
           "k8rfIBWKbZ3trDeuu1cuvzXX97fL6ev1BN5zOrtnzjn76cxt2bJlLQAAAAAAAADW0fz8/Hq/hE+U\n",
           "ubm5TjQ2bdpU3ojozr/XbDYrb/T7/fLGrl27yhsLCwvljYiI6XRa3jh16lR546OPPipvrK11Y57S\n",
           "5qwFAAAAAAAAAACfcIY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAA\n",
           "AAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAA\n",
           "AJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAA\n",
           "AAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAA\n",
           "AACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAA\n",
           "AAAACb31fgEAAAAAAADAxrZpU/3/37/88svLGxERg8GgvNHv98sbvV79n3q70mjVmZ+fL29Mp9Py\n",
           "xlVXXVXeuPPOO8sbO3fuLG9ERLzzzjvljaeffrq88cwzz5Q3zpw5U95owTfaAAAAAAAAAABAgqEN\n",
           "AAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBja\n",
           "AAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKh\n",
           "DQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY\n",
           "2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECC\n",
           "oQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJPTW+wUAAABwaZqbmytvbNmypbyxbdu2\n",
           "8kZERK/nFh4AgI1hOp026Uwmk/LG6upqeaPf75c3Wrwns9msvLF169byRkTE3XffXd4YDofljWuv\n",
           "vba8sbCwUN5o8XygVadFo8XvYotnEFdffXV5o8X5NyJi79695Y0W78kf//jH8sZrr71W3mjBN9oA\n",
           "AAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqEN\n",
           "AAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBja\n",
           "AAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKh\n",
           "DQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY\n",
           "2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAk9Nb7BQAAAHBp+vSn\n",
           "P13euOGGG8ob3/72t8sbERFf/vKXyxu9nscEAAD8Z+PxuEnn0UcfLW/Mzc2VN7Zu3Vre+Oijj8ob\n",
           "H3/8cXnjrbfeKm9ERDz55JPljeuuu6688cADD5Q3FhcXyxvXXHNNeSMiot/vN+lAhfPnz5c31tbW\n",
           "yhtd4RttAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAA\n",
           "AAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAA\n",
           "AAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAA\n",
           "AAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAA\n",
           "AAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEnrr/QIA\n",
           "AAC4NJ07d668cfz48fLG73//+/JGRMTOnTvLG4uLi+WNq666qrzR63ncAQBcuqbTaXnj1KlT5Y2I\n",
           "iH379pU3vvWtb5U39uzZU95o8b6/8cYb5Y3RaFTeiIgYj8fljWeffba80eI49u7dW964//77yxsR\n",
           "be55W9y7u+fdeCaTSXmjxfmxxXF0hW+0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAE\n",
           "QxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABI\n",
           "MLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACA\n",
           "BEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAA\n",
           "SDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAA\n",
           "gARDGwAAAAAAAAAASOh94QtfaBKazWZNOlBhbW2tvHHu3Lnyxt/+9rfyxurqankDAIBuaHGd/fe/\n",
           "/7288cwzz5Q3IiKOHz9e3rj55pvLG9/85jfLG8PhsLyxbdu28sb8/Hx5AwDonslkUt742c9+Vt6I\n",
           "iLj66qvLGzfeeGN5Y/v27eWNFj7/+c+XN1pcy0dEjMfj8sZoNCpvtDiO3/72t+WNV155pbwREXH9\n",
           "9deXN+69997yxuLiYnljx44d5Y1er1femE6n5Y2INr+LLRot/r36/X5549prry1v+EYbAAAAAAAA\n",
           "AABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAA\n",
           "AACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAA\n",
           "AAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAA\n",
           "AAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAA\n",
           "AAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACAhLmjR4+utQht2mTTwyfX6upq\n",
           "eeOVV14pbzz11FPljTfffLO80SXT6bS8MZlMyhutDAaD8ka/3y9vdOV9b3EcUGVubq5J5/LLLy9v\n",
           "bN++vbwxm83KGy3OWxcuXChvRERs3ry5vHH27NnyRov3nYvT4tz1mc98pryxe/fu8sb+/fvLG3fe\n",
           "eWd5YzgcljciIq688sryxvz8fHkDAD4JWjxPOXLkSHnjF7/4RXkjIuLee+8tb3zlK18pb7gW2ni6\n",
           "8ox2PB6XN0ajUXmjxXFERLz77rvljZ07d5Y3brjhhvLGPffcU97YsWNHeaPV38gOHz5c3lhZWSlv\n",
           "tDg3tnjW8YMf/KC8Yf0CAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAA\n",
           "kGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAA\n",
           "AAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAA\n",
           "AJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAA\n",
           "AAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAA\n",
           "AACQYGgDAAAAAAAAAAAJcx9++OHaer8IIOLs2bPljTfffLO8MZ1OyxtdMh6Pyxs/+tGPyhut/PCH\n",
           "PyxvDIfD8sZkMilvjEaj8kaLn99Tp06VNyIizp8/36TDxrGwsNCkc+ONN5Y3vv/975c3WlxDPPHE\n",
           "E+WNzZs3lzciInbs2FHeeO+998obp0+fLm+0+Ex0fbrxzM3NlTeuuOKK8sbu3bvLG7feemt5IyLi\n",
           "jjvuKG8sLi6WN7Zu3Vre2LTJ/1kD6LLZbFbeOHbsWHnj8ccfL2+0+GyPiLjvvvvKGy2uIaBKi3ve\n",
           "FvfuLZ41R7R5bn7ixInyRovnQtu2bStvtHhG2+rZ/xtvvFHe6Mozrn379pU3HnnkkfKGpwMAAAAA\n",
           "AAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAA\n",
           "AAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAA\n",
           "AAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAA\n",
           "AAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAA\n",
           "AAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJvfV+AcD/2Lx5c3ljOByW\n",
           "N7rkwoUL5Y333nuvvLGwsFDe2LVrV3kjImLfvn3ljRa/J11pvP766+WNxx9/vLwREXHkyJHyxrlz\n",
           "58ob5E2n0yadf/zjH+WNEydOlDf+8pe/lDeuv/768sZ9991X3oiIuO6668obZ8+eLW+cPHmyvDEa\n",
           "jcob4/G4vDGZTMobEe3OXdXW1tbKGy3Ov8eOHStvtPg9jIj4wx/+UN742te+Vt74xje+Ud740pe+\n",
           "VN7o9/vlDQD+d6dPny5vHD16tLzR4nrrwIED5Y2IiM9+9rNNOvBJ1eLascWz5sFgUN6IaHMsLZ5D\n",
           "LC8vlzdWVlbKG6urq+WNFp+JXdLinNLi973F30Z9ow0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAA\n",
           "AAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAA\n",
           "AAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0A\n",
           "AAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoA\n",
           "AAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqEN\n",
           "AAAAAAAAAAAkGNoAAAAAAAAAAEBCb71fAMBG9c4775Q3fvnLX5Y3PvWpT5U3lpaWyhsREYPBoEmn\n",
           "Wr/fL28Mh8Pyxo4dO8obLX4PIyJee+218sbrr79e3lhbWytvdEWrf6sTJ06UN5588snyxr59+8ob\n",
           "3/3ud8sbX/3qV8sbEW3O8y3s3r27vNHi82o8Hpc3RqNReSOizbFMJpPyxnQ6LW+0MJvNyhunT58u\n",
           "b0REvPTSS+WNkydPljeOHTtW3njwwQfLGy3OjRFt7q+68pkIbAwXLlwobxw/fry88eqrr5Y37rrr\n",
           "rvLGF7/4xfJGRMSmTf6/OFwKWl03trjW7srfMVo8H2jxnIOL0+Lnt8XfFBcXF8sbrlAAAAAAAAAA\n",
           "ACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAA\n",
           "AAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAA\n",
           "AAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAA\n",
           "AAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAA\n",
           "AAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASeuv9AgA2qjNnzpQ3Xn755fLG\n",
           "+fPnyxuDwaC8ERHR7/ebdLpgOp2WN1588cXyxtGjR8sbERHvvvtueWNtba28wcazurpa3rhw4UJ5\n",
           "49Zbby1v3HLLLeUNnyMXp8W/13A4LG+0uE5pcRwREePxuLwxGo3KGy2OYzKZlDdaXG+1MpvNyhvv\n",
           "v/9+eePIkSPljZMnT5Y3Wp1TlpaWyhtdOc+7hoCNocW9+69//evyRov7xN27d5c3nBsBoK2uPKtr\n",
           "0VhYWChv+EYbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAA\n",
           "AAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEA\n",
           "AAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsA\n",
           "AAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQB\n",
           "AAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACAhN56\n",
           "vwCAjWo2m5U3/vWvf5U3rrjiivLG/Px8eaOV1dXV8sbbb79d3vjrX/9a3jh8+HB547nnnitvRET8\n",
           "85//bNIhp9/vlzcGg0F5o5UW55Tf/e535Y2bb765vHHTTTeVNyK69bnYBS3OKcPhsLwR0ebc1eJY\n",
           "xuNxeWM0GpU3WhzHZDIpb0RETKfTJp1qLY6jS+97i2NpcU5ZWloqb7Q4jhbn+BafiVy6WpyDWzzr\n",
           "+OCDD8obd999d3mjS/e8AP+fWnxerayslDeWl5fLG63uS7qixbX2wYMHyxsPPfRQeaMr1ym+0QYA\n",
           "AAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0A\n",
           "AAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAG\n",
           "AAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxt\n",
           "AAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQ\n",
           "BgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACCht94vAOC/MZ1OyxuT\n",
           "yaS8sWXLlvLGbbfdVt743Oc+V96IaPO+v/DCC+WNp556qrzx0ksvlTdeffXV8kaL97xL+v1+eWMw\n",
           "GJQ3hsNheWNpaam80cry8nJ5409/+lN541e/+lV5Y9euXeWNiIht27Y16XDpaXGeb3EO7spnyXg8\n",
           "Lm+MRqPyRkSbY2lxf9WVa8dWx9GV973FcXTl+rTFcUS0Oc+3+Ezk4pw6daq88fTTT5c3Nm/eXN7Y\n",
           "s2dPecPvCPBJ0+oaeGVlpbxx6NCh8kaL4+jK/VWrz8SDBw+WNx5++OHyRovj6Mp1im+0AQAAAAAA\n",
           "AACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAA\n",
           "AAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAA\n",
           "AAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAA\n",
           "AAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAA\n",
           "AAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACAhN56vwCA\n",
           "/8ZkMilvjEaj8saZM2fKGwcOHChvfPDBB+WNiIgXX3yxvPHTn/60vPH888+XNz7++OPyxtraWnmj\n",
           "lX6/X94YDAbljeFwWN5YWloqb7Q4jhbvRystfn5/8pOflDeOHj1a3ti/f395IyLi61//enmjxfsO\n",
           "VVr8/Hbls6TFcUREjMfj8kaL+6sWx9HiXnQ6nZY3WmlxLF1531scR6tzykMPPVTeOHjwYHmjK9db\n",
           "rc4pJ06cKG/MZrPyxl133VXe2L59e3kDuHS0OM935VooImJ5ebm8sbKyUt7oyj1Di+utFteNEREP\n",
           "P/xwecM18MbiG20AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxt\n",
           "AAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQ\n",
           "BgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIM\n",
           "bQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB\n",
           "0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAAS\n",
           "euv9AoBumU6nTTrj8bgTjbm5ufLGn//85/LGoUOHyhsRbd6TyWRS3mj1e1Kt3++XNwaDQXkjImI4\n",
           "HJY3lpaWyhstjqPFe9LiZ6tLDh48WN5YXV0tb/z4xz8ubzz22GPljYiIXq/+Nuu2224rb/hdhP9b\n",
           "i9+RFp/tEW0+31scS4v7hdFoVN5ocRwR7n0uRovj6Mr9bkR33vcW19ktPktave8///nPyxs7d+4s\n",
           "b+zZs6e80eJ+AdgYWnwmrqyslDeWl5fLG66BL06Lvy1ddtll5Y0DBw6UN773ve+VNyK6c+1Inm+0\n",
           "AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARD\n",
           "GwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgw\n",
           "tAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAE\n",
           "QxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABI\n",
           "MLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASOit9wsA2plOp+WN\n",
           "lZWV8kZExPLycnljMpmUN1o4fPhweeOtt94qb0S0+Rluod/vlzcGg0F5YzgcljeWlpbKGxFtjqXF\n",
           "e9LiZ4uNp8X7vnfv3k40fvOb35Q3IiIee+yx8saWLVvKGzfddFN5Y35+vrwB/GctPku6cr3V4jjG\n",
           "43F5I6LNfXWLZwRduU9sodW/VatnQ11w4MCB8kar51uXXXZZeeP2228vb1x55ZXlDWBj6MrfSw4d\n",
           "OlTecE13cVrcXy0uLpY3WjwX+s53vlPe2L9/f3kjwrP5S5FvtAEAAAAAAAAAgARDGwAAAAAAAAAA\n",
           "SDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAA\n",
           "gARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAA\n",
           "AEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAA\n",
           "AIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAA\n",
           "AABIMLQBAAAAAAAAAIAEQxvg3+3c0YtU9f/H8c9+d0ZWKerCyjUdq9nU9KIUbM0dqKtuohsvNBWV\n",
           "mNv+koj+ghZzjYQogi66CKIuJjFCgkIUZZacFSyWNCLUGnf3d9Hd70LeUe/P6vh4/AOvOXt2Z885\n",
           "82QAAAAAAAAAgIDGar8A4G/D4TB9o9frpW/Mzs6mb5RS51hqnJMaBoPBar+E+8rExET6xksvvZS+\n",
           "cezYsfSNdrudvtFqtdI3Siml2WxW2YH71caNG9M3Dhw4kL5x/fr19I1SSvnxxx/TN7744ov0jc2b\n",
           "N6dvPP744+kbwIOjxjVdjWvgycnJ9I1SSllYWEjf6Pf76Rvuee89o/KMa2VlJX2jxt/I/Px8+kYp\n",
           "pUxPT6dv7Ny5M31jfHw8fQO4u1rP5Ufl8xKflfwzNe4ZOp1O+sbx48fTN5577rn0jQ0bNqRvNBpy\n",
           "CHL4RhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAA\n",
           "AIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAA\n",
           "AECA0AYAAAAAAAAAAAKENgAAAAAAAAAAEAbriYEAABbwSURBVCC0AQAAAAAAAACAAKENAAAAAAAA\n",
           "AAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAA\n",
           "AAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAA\n",
           "AAABjdV+AXA/GA6H6Ru9Xi99Y3Z2Nn2jxnGUUuecENdsNqvsPP300+kbO3bsSN9444030jf27t2b\n",
           "vlHrvAOrr9HIv22Ynp5O36h1/XDixIn0jbNnz6Zv7NmzJ33j5ZdfTt/w/woeHHfu3EnfuHr1avrG\n",
           "5cuX0zdKKeXrr79O37h27Vr6BveesbGx9I0a16dnzpxJ3+j3++kbjzzySPpGKaUcOnQofWPt2rXp\n",
           "G8DdjcpnJaWMzuclo/JZSa17906nk77R7XbTN2och+cpcHe+0QYAAAAAAAAAAAKENgAAAAAAAAAA\n",
           "ECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAA\n",
           "CBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAA\n",
           "BAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAA\n",
           "AoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAA\n",
           "AUIbAAAAAAAAAAAIENoAAAAAAAAAAEBAY7VfAPxbw+EwfaPX66VvzM7Opm/UOI4a54N/ptlspm90\n",
           "Op30jVJKOX78ePrG1q1b0zeefPLJ9I1Gw7944P4ySv+v7ty5k77xzjvvpG+cPHkyfaPGed+3b1/6\n",
           "Ro3jgExLS0vpG4uLi+kbFy5cSN/46KOP0jdqHEcppfz000/pG2NjY+kb7XY7faPG+3yN5ymDwSB9\n",
           "o5Q6P6/HHnssfeO3335L37h69Wr6xpo1a9I3Sinl559/Tt/Yvn17+obrOrKMyvt8v99P35ibm0vf\n",
           "KMXnJf/EKD2z6Xa76Rs1jsX/K1h9vtEGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgACh\n",
           "DQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQ\n",
           "BgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBo\n",
           "AwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0\n",
           "AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDa\n",
           "AAAAAAAAAABAgNAGAAAAAAAAAAACGqv9Ahhtw+EwfaPX66VvzM7Opm/UOI4a52OUNJvN9I3Nmzen\n",
           "b0xNTaVvHDt2LH2jlFI6nU76Ro3zDsDqqPUev23btpHY+PLLL9M35ubm0jfWrVuXvrF79+70jVJK\n",
           "GR8fr7LDvaPWPdz333+fvvH555+nb3z77bfpG5cuXUrfWFpaSt8opZQtW7akb2zdujV94+DBg+kb\n",
           "mzZtSt+Yn59P33j33XfTN0op5fLly+kbf/75Z/rG9u3b0zd+//339I2rV6+mb5RSyqlTp9I3alzP\n",
           "z8zMpG949nTvGZXPMWrcX/X7/fSNwWCQvlFKnfM+NjaWvrF27dr0jenp6fSNbrebvlGKzxiA/45v\n",
           "tAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ\n",
           "2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQI\n",
           "bQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKE\n",
           "NgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFC\n",
           "GwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABDQWO0XwOoYDodVdnq9\n",
           "XvrG7Oxs+kaN46h1TkZFs9lM35iZmUnfOHbsWPrG1NRU+kar1UrfKKXOeQeAf2vjxo3pGwcOHEjf\n",
           "uHHjRvrGuXPn0jc+++yz9I1Nmzalb5RSyuTkZJWdUVDj/mowGKRv9Pv99I1SSjl16lT6Ro2/99u3\n",
           "b6dv1Ph7b7fb6RullHL48OH0jRr3ozXOSY170Yceeih944UXXkjfKKWUhYWF9I2JiYn0jddeey19\n",
           "o8bv78cff5y+UUopZ86cSd9YXl5O31hZWUnf6HQ66Ruj9AytxnWdzzHiRulzjPHx8fSNDRs2pG9M\n",
           "T0+nbxw8eDB9o8ZxlDJa74/A6vKNNgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0A\n",
           "AAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYA\n",
           "AAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsA\n",
           "AAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0A\n",
           "AAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYA\n",
           "AAAAAAAAAAIaq/0C7jfD4TB9YzAYpG/0+/30jVJKmZubS9/o9XrpGzXO+6hoNptVdjqdTvpGt9tN\n",
           "36hxHLXOCQDwt0Yj/zZreno6fePWrVvpG2+//Xb6xnfffZe+cf78+fSNUkpZv359lZ1so3LPe/r0\n",
           "6fSNWvfu165dS9+YnJxM32i32+kbhw4dSt+ocRyllNJqtdI33I/GbdiwIX1j//796RullPLLL7+k\n",
           "b5w9ezZ946uvvkrfOHLkSPrGq6++mr5RSikrKyvpGz/88EP6xokTJ9I3aqhxv7C4uJi+UUoply5d\n",
           "St84efJk+obPMeJqXT88//zz6Rs13oNfeeWV9I1t27alb9R4lgLwX/KNNgAAAAAAAAAAECC0AQAA\n",
           "AAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAA\n",
           "AAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAA\n",
           "AAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAA\n",
           "AAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAA\n",
           "AAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAIaq/0C/kvD4TB9o9frpW/Mzc2lb/T7/fSNUkoZ\n",
           "DAbpGzXO+6hoNpvpG51OJ32jlFK63W76Ro1jqXFOAIC/1bpudA0ct27duvSNCxcupG+8//776Rul\n",
           "lLK8vFxlJ9vp06fTN2rc8y4sLKRvTExMpG+UUsrevXvTN44ePZq+0W630zdarVb6hvvEB1Ojkf+Y\n",
           "ds+ePekbpZTyxx9/pG9cuXIlfaPGc+DFxcX0jRdffDF9o5RS9u/fn77xzDPPpG988skn6Rvvvfde\n",
           "+kaNv5Fz586lb5RSyvnz59M35ufn0zdG5R5ulD5jePPNN9M3du3alb7x6KOPpm/873++twHg//PO\n",
           "CAAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0\n",
           "AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDa\n",
           "AAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAht\n",
           "AAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2\n",
           "AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIKDx119/VRlaWFhI3+j3\n",
           "++kbc3Nz6Ru9Xi99Yzgcpm9w75mcnEzfmJmZSd8opZT169enb9R4TwEA6hkMBlV2Pvzww/SNGvdX\n",
           "d+7cSd+4du1a+sbNmzfTN2rcw5VS73c426gcx7Zt29I39uzZk75RSimvv/56+sbu3bvTN5rNZvrG\n",
           "KKnxPv/rr7+mb9R4n6/xs1paWkrfqGVUnjvWOI6LFy+mb0xMTKRvlFLnmeBTTz2VvlHj5/XNN9+k\n",
           "b8zPz6dvLC4upm+UUsqtW7eq7IyCGtdCnU4nfaPb7aZvlFLnWFyfAowu32gDAAAAAAAAAAABQhsA\n",
           "AAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0A\n",
           "AAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYA\n",
           "AAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMA\n",
           "AAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEA\n",
           "AAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgYOyDDz5YqTH06aefpm/0+/30jcFgkL4xHA7T\n",
           "N3gwNZvN9I1Wq5W+UUqdYwEARkut62z3DLD6atyXHDlyJH1jx44d6RullPLEE0+kb4yPj6dvjIqV\n",
           "lSqP6sri4mL6Rq/XS9+4ePFi+saNGzfSN27fvp2+sby8nL5RSp3rFNdbcWvXrq2yU+N/79LSUvrG\n",
           "lStX0jdG5XeLf6bG8+xOp5O+0e120zdqHEcpPmMA4N/xjTYAAAAAAAAAABAgtAEAAAAAAAAAgACh\n",
           "DQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQ\n",
           "BgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBo\n",
           "AwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0\n",
           "AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDa\n",
           "AAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAwtmvXrpUaQ1euXEnfGA6H6RsAAADAva3Z\n",
           "bKZvtFqt9I0ax8GDq8ZztOvXr6dv3Lx5M32jxs9qeXk5fQMyjY2NpW+srFT5KIMH0Jo1a9I3ZmZm\n",
           "0je63W76RqfTSd9wDQzA/cA32gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAA\n",
           "AAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAA\n",
           "AAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAA\n",
           "AAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAA\n",
           "AAAAABAgtAEAAAAAAAAAgAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAA\n",
           "AAAAAAgYe/jhh1dW+0UAAAAAAABwf2g2m1V2tmzZkr7x7LPPpm8cPXo0fWPfvn3pG7XOOwDc63yj\n",
           "DQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQ\n",
           "BgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBo\n",
           "AwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0\n",
           "AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDa\n",
           "AAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgIDGar8AAAAAAACAB0Gz\n",
           "2UzfaLVa6Rvtdjt9o5RSDh8+nL4xNTWVvrFp06b0jRq/WwDA33yjDQAAAAAAAAAABAhtAAAAAAAA\n",
           "AAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQBgAAAAAAAAAAAoQ2AAAAAAAA\n",
           "AAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBoAwAAAAAAAAAAAUIbAAAAAAAA\n",
           "AAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0AQAAAAAAAACAAKENAAAAAAAA\n",
           "AAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAA\n",
           "AAAChDYAAAAAAAAAABAgtAEAAAAAAAAAgIDGar8AAAAAAACAu2k2m+kbrVYrfaPdbqdvHDp0KH2j\n",
           "xnGUUuec1PjdAgBGi2+0AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAA\n",
           "AAFCGwAAAAAAAAAACBDaAAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABAgtAEAAAAAAAAA\n",
           "gAChDQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAA\n",
           "QIDQBgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAA\n",
           "IEBoAwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAA\n",
           "ENBY7RcAAAAAAABwN1u2bEnfeOutt9I3du7cmb4xNTWVvrFmzZr0DQCAe5VvtAEAAAAAAAAAgACh\n",
           "DQAAAAAAAAAABAhtAAAAAAAAAAAgQGgDAAAAAAAAAAABQhsAAAAAAAAAAAgQ2gAAAAAAAAAAQIDQ\n",
           "BgAAAAAAAAAAAoQ2AAAAAAAAAAAQILQBAAAAAAAAAIAAoQ0AAAAAAAAAAAQIbQAAAAAAAAAAIEBo\n",
           "AwAAAAAAAAAAAUIbAAAAAAAAAAAIENoAAAAAAAAAAECA0AYAAAAAAAAAAAKENgAAAAAAAAAAECC0\n",
           "AQAAAAAAAACAAKENAAAAAAAAAAAECG0AAAAAAAAAACBAaAMAAAAAAAAAAAFCGwAAAAAAAAAACBDa\n",
           "AAAAAAAAAABAgNAGAAAAAAAAAAAChDYAAAAAAAAAABDwf7p8c6/AH7SBAAAAAElFTkSuQmCC\n",
           "\" transform=\"translate(87, 406)\"/>\n",
           "</g>\n",
           "</svg>\n"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:101 Obj:188.04297766102647 Vol:0.5000188115786877 ch:0.0406593159602163 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:102 Obj:188.02994390970872 Vol:0.49999423724468417 ch:0.05579058128626124 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:103 Obj:188.0368624663444 Vol:0.4999921867428463 ch:0.08060033947381928 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:104 Obj:188.03427635292846 Vol:0.5000079472270043 ch:0.12259577621699591 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:105 Obj:188.02000737804343 Vol:0.5000058178754372 ch:0.1890530679330324 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:106 Obj:187.99873561445273 Vol:0.4999859578997139 ch:0.19999999999999996 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:107 Obj:187.98012027228026 Vol:0.4999841785989144 ch:0.17226031809326692 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:108 Obj:187.9620936823139 Vol:0.5000138998866009 ch:0.023256001576625163 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:109 Obj:187.94758876355002 Vol:0.5000063683732112 ch:0.02572096048524175 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:110 Obj:187.94646933244303 Vol:0.4999883506056223 ch:0.028239906613081123 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "image/svg+xml": [
           "<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
           "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"600\" height=\"400\" viewBox=\"0 0 2400 1600\">\n",
           "<defs>\n",
           "  <clipPath id=\"clip0600\">\n",
           "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
           "  </clipPath>\n",
           "</defs>\n",
           "<path clip-path=\"url(#clip0600)\" d=\"\n",
           "M0 1600 L2400 1600 L2400 0 L0 0  Z\n",
           "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
           "<defs>\n",
           "  <clipPath id=\"clip0601\">\n",
           "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
           "  </clipPath>\n",
           "</defs>\n",
           "<path clip-path=\"url(#clip0600)\" d=\"\n",
           "M86.9921 1521.01 L2352.76 1521.01 L2352.76 47.2441 L86.9921 47.2441  Z\n",
           "  \" fill=\"#ffffff\" fill-rule=\"evenodd\" fill-opacity=\"1\"/>\n",
           "<defs>\n",
           "  <clipPath id=\"clip0602\">\n",
           "    <rect x=\"86\" y=\"47\" width=\"2267\" height=\"1475\"/>\n",
           "  </clipPath>\n",
           "</defs>\n",
           "<polyline clip-path=\"url(#clip0600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
           "  86.9921,1521.01 2352.76,1521.01 \n",
           "  \"/>\n",
           "<polyline clip-path=\"url(#clip0600)\" style=\"stroke:#000000; stroke-width:4; stroke-opacity:1; fill:none\" points=\"\n",
           "  86.9921,1521.01 86.9921,47.2441 \n",
           "  \"/>\n",
           "<g clip-path=\"url(#clip0602)\">\n",
           "<image width=\"2266\" height=\"755\" xlink:href=\"data:image/png;base64,\n",
           "iVBORw0KGgoAAAANSUhEUgAACNoAAALzCAYAAADN4vhJAAAgAElEQVR4nOzcX4ucB9nH8WuzOzEG\n",
           "F2mD0cRkYztrkpZAelATawMtCOIfrKIVXZAcWPDMY1+DoL6DYLtWB49E/FOFnpguGCsGo0KVdppk\n",
           "2tKaFEL/0cTZ7D5v4OHxijzXtdvJ5/MGvnNndu65555fZm5xcXEzAAAAAAAAALbQ/Pz8Vj+E/zeb\n",
           "m/Vfwe7YsaO8MTc3V97oOI6InmPpaHT8bXW8Fg8ePFjeeN/73lfeiIiYTqfljVdeeaW88eabb5Y3\n",
           "Ov5+O/SctQAAAAAAAAAA4D3O0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAA\n",
           "AAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAA\n",
           "AAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAA\n",
           "AAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYA\n",
           "AAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0A\n",
           "AAAAAAAAACBhYasfAAAAAAAAALC97dhR///3d+/eXd6IiDh06FB5YzAYlDcWFuq/6p2VRldnfn6+\n",
           "vHHz5s3yxp133lne+NznPlfeOHjwYHkjIuLKlSvljV/+8pfljd/85jfljbfffru80cEv2gAAAAAA\n",
           "AAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAA\n",
           "AAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAA\n",
           "AAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAA\n",
           "AAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAA\n",
           "AAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQsbPUDAAAA4Pa0Y0f9//1Y\n",
           "XFwsb+zdu7e8ERExPz/f0gEAgP9kOp22dCaTSXljfX29vDEYDMobHc/JxsZGeWPPnj3ljYiIRx55\n",
           "pLwxHA7LG4cOHSpv7Ny5s7wxNzdX3ujqdDQ2NzfLGx33bPbt21fe6Dj/RkQcOXKkvLGwUD/tOH/+\n",
           "fHnjhRdeKG908Is2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmG\n",
           "NgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBg\n",
           "aAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJ\n",
           "hjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQ\n",
           "YGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAA\n",
           "CQtb/QAAAAC4Pe3atau8cfz48fLGl770pfJGRMSxY8fKGwsLbhMAAPCfjcfjls4Pf/jD8sbc3Fx5\n",
           "48477yxvvPXWW+WNd955p7zx6quvljciIn72s5+VNz7+8Y+XN77xjW+UN5aXl8sbBw4cKG9ERAwG\n",
           "g5YOVLh+/Xp5Y3Nzs7wxK/yiDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAA\n",
           "AAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAA\n",
           "AAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAA\n",
           "AAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAA\n",
           "AAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAA\n",
           "AAAAAAAAQMLCVj8AAAAAbk/Xr18vbzz33HPljb1795Y3IiL2799f3lheXi5vfPjDHy5vzM/PlzcA\n",
           "ALar6XRa3nj55ZfLGxERR48eLW988YtfLG8cPny4vNHxvF++fLm8MRqNyhsREePxuLzxzDPPlDc6\n",
           "jqPj7/frX/96eSMiYjgcljcOHDhQ3lhY8BX/djOZTMobHefHjuOYFX7RBgAAAAAAAAAAEgxtAAAA\n",
           "AAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAA\n",
           "AAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAA\n",
           "AAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYA\n",
           "AAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0A\n",
           "AAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIGHh3nvvbQltbGy0dKDCdDotb0wmk/JGx3EA\n",
           "AEBWx+fE119/vbzx1FNPlTciIv7xj3+UN+6///7yxuc///nyxnA4LG986EMfKm/Mz8+XNwCA2dNx\n",
           "r/lXv/pVeSMiYt++feWN48ePlzc6jqPD3XffXd7ouJaPiBiPx+WN0WhU3ug4jt///vfljeeff768\n",
           "ERFxzz33lDceffTR8sby8nJ5Y//+/eWNhYWF8kbXd6Mdr8WORse/12AwKG8cOnSovOEXbQAAAAAA\n",
           "AAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAA\n",
           "AAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAA\n",
           "AAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAA\n",
           "AAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAA\n",
           "AAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABLmzp07t9kR2rHDpof3rslk\n",
           "Ut4YjUbljY7j4NZMp9Pyxiw970tLS+WNwWBQ3piV573jOKDK3NxcS2f37t3ljX379pU3NjfrPzJ0\n",
           "nLfW19fLGxER73//+8sb7777bnmj43nn1nScuxYXF8sbd911V3nj5MmT5Y3PfOYz5Y3hcFjeiIjY\n",
           "s2dPeWN+fr68AQDvBR33U86ePVveeOqpp8obERFf/epXyxsnTpwob7gW2n5m5R7teDwub3R8f9Vx\n",
           "HBERV65cKW989KMfLW8cO3asvPHlL3+5vLF///7yRtd3ZE888UR5Y21trbzRcW7suNfxne98p7xh\n",
           "/QIAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJ\n",
           "hjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQ\n",
           "YGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAA\n",
           "CYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAA\n",
           "kGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAA\n",
           "AAlzb7755uZWPwjY7qbTaXljMpmUNzqOg1szHo/LG9/73vfKG12++93vljeGw2F5o+P1PhqNyhsd\n",
           "f78vvfRSeSMi4t///ndLh+1j586dLZ3jx4+XN7797W+XN1555ZXyxk9+8pPyxq5du8obERH79u0r\n",
           "b7z++uvljTfeeKO84Rr49rRjR/3/+VlcXCxv3H333eWNT33qU+WNiIhPf/rT5Y3l5eXyxh133FHe\n",
           "6Pj7BWDrbGxslDcuXLhQ3vjpT39a3jh8+HB5IyLi0UcfLW90XENAlVn5/qrjXnNEz33zF198sbxx\n",
           "9erV8sbevXvLGx33aG/cuFHeiIi4fPlyeWNW7nEdPXq0vPGDH/ygvOHuAAAAAAAAAAAAJBjaAAAA\n",
           "AAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAA\n",
           "AAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAA\n",
           "AAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0A\n",
           "AAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoA\n",
           "AAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQMLCVj8AeC8YDAbljeFwWN7g1ty8ebO8cfXq\n",
           "1fLGzp07yxsHDx4sb0REHD16tLzR8VqclcbFixfLG08++WR5IyLi7Nmz5Y0bN26UN8ibTqctnbfe\n",
           "equ88fLLL5c3/va3v5U37rnnnvLG1772tfJGRMTy8nJ54/r16+WNS5culTdGo1F5Yzwelzcmk0l5\n",
           "I6Lv3FVtY2OjvPHGG2+UNy5cuFDe6HgdRkQ8++yz5Y2HH364vPHQQw+VN44dO1be6LgHAcD/7tq1\n",
           "a+WNP/zhD+WNzc3N8saJEyfKGxERH/zgB1s68F41K99fLS0tlTcieo6l4z7E6upqeWNtba28sb6+\n",
           "Xt7oeE+cJR3nlI7Xe8d3o37RBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAA\n",
           "AAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAA\n",
           "AAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAA\n",
           "AAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAA\n",
           "AAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAA\n",
           "AAAAAAAAIGFhqx8AwHb1r3/9q7zx29/+tryxa9eu8sbKykp5IyJiaWmppVNtMBiUN4bDYXlj//79\n",
           "5Y3XXnutvBER8cILL5Q3Ll68WN4gb3Nzs6UzHo/LG08++WR54/Dhw+WN06dPlzceeOCB8kZEz3m+\n",
           "w1133VXe6Hi/6ngdjkaj8kZEz7FMJpPyxnQ6LW902NjYKG9cu3atvBER8ec//7m8cenSpfLG+fPn\n",
           "yxvf/OY3yxsd58aIns9Xs/KeCGwPN2/eLG/885//LG903IP4whe+UN649957yxsRETt2+P/icDvo\n",
           "um7suNaele8xOu4PdNzn4NZ0/P12fKe4vLxc3nCFAgAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAA\n",
           "AAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAA\n",
           "AAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAA\n",
           "AAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAA\n",
           "AAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMA\n",
           "AAAAAAAAAAmGNgAAAAAAAAAAkLCw1Q8AYLt6++23yxsXLlwob1y/fr28sbS0VN6IiBgMBi2dWTCd\n",
           "Tssb58+fL2+cO3euvBERceXKlZYOt5+O12JH44EHHihv3H///eUN7yO3puPfazgcljc6rlM6jiMi\n",
           "YjwelzdGo1F5o+M4JpNJeaPj/NtlY2OjvHH16tXyxtmzZ8sbly5dKm90nVNWVlbKG7NynncNAdtD\n",
           "x2f3p59+urxx8+bN8sbHPvax8oZzIwD0mpV7dR2NnTt3ljf8og0AAAAAAAAAACQY2gAAAAAAAAAA\n",
           "QIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAA\n",
           "ACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAA\n",
           "AECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAA\n",
           "AAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAA\n",
           "AABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAEDCwlY/AIDtamNjo7xx48aN8sbi4mJ5Y35+vrzRZX19\n",
           "vbzx2muvlTeee+658sbq6mp549y5c+WNiIh33323pUPOYDAobywtLZU3unScU5555pnyxn333TcT\n",
           "jYjZel+cBR3nlOFwWN6I6Dl3dRzLeDwub4xGo/JGx3FMJpPyRkTEdDpt6VTrOI5Zet47jqXjnLKy\n",
           "slLe6DiOjnN8x3sit6+Oc3DHvY5r166VNx555JHyxix95gX4/9TxfrW2tlbe6Lg33/W5ZFZ0XGuf\n",
           "OnWqvHH69Onyxqxcp/hFGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAA\n",
           "AIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAAAACABEMbAAAAAAAA\n",
           "AABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAAAAAASDC0AQAAAAAA\n",
           "AACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAAAAAAgARDGwAAAAAA\n",
           "AAAASDC0AQAAAAAAAACABEMbAAAAAAAAAABIMLQBAAAAAAAAAIAEQxsAAAAAAAAAAEgwtAEAAAAA\n",
           "AAAAgISFrX4AAP+N6XRa3phMJuWND3zgA+WNBx98sLxxxx13lDciep73P/3pT+WNn//85+WNv/zl\n",
           "L+WN559/vrzR8ZzPksFgUN5YWloqbwyHw/LGyspKeaPL6upqeeOvf/1reeN3v/tdeePgwYPljYiI\n",
           "vXv3tnS4/XSc5zvOwbPyXjIej8sbo9GovBHRcywdn69m5dqx6zhm5XnvOI5ZuT7tOI6InvN8x3si\n",
           "t+all14qb/ziF78ob3Tcqzty5Eh5w2sEeK/pugZeW1srb5w5c6a80XEcs/L5qus98dSpU+WNxx57\n",
           "rLzRcRyzcp3iF20AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxt\n",
           "AAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQ\n",
           "BgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIM\n",
           "bQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB\n",
           "0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAAS\n",
           "DG0AAAAAAAAAACBhYasfAMB/YzKZlDdGo1F545133ilvfPKTnyxvXLt2rbwREXH+/Pnyxo9//OPy\n",
           "xrPPPlve6Pjb2tzcLG90GQwG5Y2lpaXyxnA4LG+srKyUNzqOo+P56NLx9/ujH/2ovPHHP/6xvHHi\n",
           "xInyRkTEQw89VN7oeN6hSsff76y8l3QcR0TEeDwub3R8vuo4jo7PotPptLzRpeNYZuV57ziOrnPK\n",
           "6dOnyxunTp0qb8zK9VbXOeXixYstnWqf/exnyxsf+chHyhvA7aPjPD8r10IREaurq+WNtbW18sas\n",
           "fGbouN7quG6MiHjsscfKG66Btxe/aAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2\n",
           "AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBo\n",
           "AwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBgaAMAAAAAAAAAAAmG\n",
           "NgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJhjYAAAAAAAAAAJBg\n",
           "aAMAAAAAAAAAAAmGNgAAAAAAAAAAkGBoAwAAAAAAAAAACYY2AAAAAAAAAACQYGgDAAAAAAAAAAAJ\n",
           "hjYAAAAAAAAAAJCwsNUPAJgt0+m0pTMej8sbL774Ynljbm6uvPH3v/+9vHHmzJnyRkTP8z6ZTMob\n",
           "Xa+TaoPBoLyxtLRU3oiIGA6H5Y2VlZXyRsdxdDwnHX9bs+TUqVPljfX19fLG97///fLG448/Xt6I\n",
           "iFhYqP+Y9eCDD5Y3vBbh/9bxGul4b4/oeX/vOJaOzwuj0ai80XEcET773IqO45iVz7sRs/O8d1xn\n",
           "d7yXdD3vv/71r8sbBw4cKG8cOXKkvNHxeQHYHjreE9fW1sobq6ur5Q3XwLem47ul3bt3lzdOnjxZ\n",
           "3vjWt75V3oiYnWtH8vyiDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAA\n",
           "AECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAAAABAgqENAAAAAAAA\n",
           "AAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAAAAAAJBjaAAAAAAAA\n",
           "AABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAAAAAAQIKhDQAAAAAA\n",
           "AAAAJBjaAAAAAAAAAABAgqENAAAAAAAAAAAkGNoAAAAAAAAAAECCoQ0AAAAAAAAAACQY2gAAAAAA\n",
           "AAAAQMLCVj8AoM90Oi1vrK2tlTciIlZXV8sbly9fLm/Mzc2VN5544onyxquvvlreiOj5G+4wGAzK\n",
           "G0tLS+WN4XBY3lhZWSlvRPQcS8dz0vG3xfbT8bwfOXJkJhpPP/10eSMi4vHHHy9vLC4uljfuu+++\n",
           "8sb8/Hx5A/jPOt5LZuV6q+M4xuNxeSOi53N1xz2CWfmc2KHr36rr3tAsOHnyZHljMpmUNyJ6rk8f\n",
           "fvjh8saePXvKG8D2MCvfl5w5c6a84Zru1nR8vlpeXi5vdNwX+spXvlLe+MQnPlHeiHBv/nbkF20A\n",
           "AAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAG\n",
           "AAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxt\n",
           "AAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIMbQAAAAAAAAAAIMHQ\n",
           "BgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAAAAASDG0AAAAAAAAAACDB0AYAAAAAAAAAABIM\n",
           "bQAAAAAAAAAAIMHQBgAAAAAAAAAAEgxtAAAAAAAAAAAgwdAGAAAAAAAA4H/auZvWuOo3jsN3/smk\n",
           "VVFc+JQ+pEhCq3VRSm1T21EXblzoRrDaFltwtr4SEd9BsI1CwU1BcOGiuDCihYog1JbqqEkKhQrJ\n",
           "pg/iJOl/4V5u0fuXdnpdb+A7h5OZnnPm0wGAhLGNfgHAXwaDQfnG/Px8+cbs7Gz5RkSbY2lxTlpY\n",
           "XFzc6JdwT9m8eXP5xgsvvFC+ceLEifKNqamp8o3JycnyjYiITqfTZAfuVVu2bCnfOHLkSPnG8vJy\n",
           "+UZExA8//FC+8cUXX5RvbN++vXzjiSeeKN8A7h8trulaXANPTEyUb0RELC0tlW/0+/3yDfe8d59h\n",
           "ecZ1586d8o0W75GFhYXyjYiIl156qXxjz5495Rujo6PlG8Dfa/Vcfli+L/FdyT/T4p6h2+2Wb5w8\n",
           "ebJ849lnny3feOqpp8o3xsbkENTwizYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAht\n",
           "AAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2\n",
           "AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIb\n",
           "AAAAAAAAAABIENoAAAAAAAAAAECC0AYAAMV9mQkAABawSURBVAAAAAAAABKENgAAAAAAAAAAkCC0\n",
           "AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDa\n",
           "AAAAAAAAAABAgtAGAAAAAAAAAAASxjb6BcC9YDAYlG/Mz8+Xb8zOzpZvtDiOiDbnhLxOp9Nk5+mn\n",
           "ny7f2L17d/nG22+/Xb5x8ODB8o1W5x3YeGNj9bcNMzMz5Rutrh8++uij8o3z58+Xbxw4cKB84+WX\n",
           "Xy7f8O8V3D9WV1fLN65evVq+8dNPP5VvRER8+eWX5RvXrl0r3+Du87//1f/fzk2bNpVvfPPNN+Ub\n",
           "/X6/fOPRRx8t34iIOHbsWPnG+Ph4+Qbw94blu5KI4fm+ZFi+K2l1797tdss3er1e+UaL4/A8Bf6e\n",
           "X7QBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABI\n",
           "ENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAk\n",
           "CG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAS\n",
           "hDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJ\n",
           "QhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQMLbRLwD+rcFgUL4x\n",
           "Pz9fvjE7O1u+0eI4WpwP/plOp1O+0e12yzciIk6ePFm+sXPnzvKNrVu3lm+MjfknHri3DNO/V6ur\n",
           "q+UbH3zwQfnG6dOnyzdanPdDhw6Vb7Q4Dqi0trZWvnH9+vXyjUuXLpVvfPrpp+Ubly9fLt+IiPjt\n",
           "t9/KN0ZGRso3pqamyjdafM63eJ6yuLhYvhERsWnTpvKNiYmJ8o2VlZXyjatXr5ZvjI+Pl29ERCwt\n",
           "LZVvTE9Pl2+4rqPKsHzO9/v98o25ubnyjQjfl/wTw/TMptfrlW+0OBb/XsHG84s2AAAAAAAAAACQ\n",
           "ILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABI\n",
           "ENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAk\n",
           "CG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAS\n",
           "hDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJ\n",
           "QhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQMLbRL4DhNhgMyjfm\n",
           "5+fLN2ZnZ8s3WhxHi/MxTDqdTvnG9u3byzemp6fLN06cOFG+ERHR7XbLN1qcdwA2RqvP+F27dg3F\n",
           "xrlz58o35ubmyjceeOCB8o19+/aVb0REjI6ONtnh7tHqHu77778v3/j888/LN86fP1++ceXKlfKN\n",
           "9fX18o2IiB07dpRv7Ny5s3zjrbfeKt/Ytm1b+cYvv/xSvvHhhx+Wb0S0eZ/cuHGjfOOZZ54p31hZ\n",
           "WSnfWFpaKt+IaHNd1+J63rOn+9OwfI/R4n3Y7/fLNxYXF8s3Itqc95GRkfKNFve8MzMz5Ru9Xq98\n",
           "I8LnPPDf8Ys2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAA\n",
           "AAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAA\n",
           "AAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAA\n",
           "AAAAAABAgtAGAAAAAAAAAAAShDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAA\n",
           "AAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEsY2+gWw\n",
           "MQaDQZOd+fn58o3Z2dnyjRbH0eqcDItOp1O+cfjw4fKNEydOlG9MT0+Xb0xOTpZvRLQ57wDwb23Z\n",
           "sqV848iRI+UbKysr5Rvfffdd+cZnn31WvrFt27byjYg2f1vDosX91eLiYvlGv98v34iI+Pjjj8s3\n",
           "Wrzf//jjj/KNFu/3qamp8o2IiGPHjpVvtLgfbXFOWtyLPvTQQ+Ube/bsKd+IaPP5OD4+Xr7x6quv\n",
           "lm+0+Ps9e/Zs+UZExFdffVW+0eI5cAvdbrd8Y5ieobW4rvM9Rt4wfY8xOjpavrF169byjf3795dv\n",
           "tHgGMTMzU74RMVyfj8DG8os2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAA\n",
           "AAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAA\n",
           "AAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAA\n",
           "AAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAShDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAA\n",
           "AAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAA\n",
           "AAAAEsY2+gXcawaDQfnG4uJi+Ua/3y/fiIiYm5sr35ifny/faHHeh0Wn02my0+12yzd6vV75Rovj\n",
           "aHVOAIC/jI3V32bNzMyUb9y+fbt84/333y/fuHDhQvnGjz/+WL4REfH444832ak2LPe8Z86cKd9o\n",
           "de9+7dq18o2JiYnyjampqfKNo0ePlm+0OI6IiMnJyfIN96N5Ld4jb7zxRvlGRMT169fLN7799tvy\n",
           "jXPnzpVvHD9+vHzjlVdeKd+IiFhbWyvfaHHNderUqfKNFg4ePFi+0eK9HhFx5cqV8o3Tp0+Xb/ge\n",
           "I6/V9cPevXvLN1577bXyjcOHD5dvTE9Pl2+0eJYC8F/yizYAAAAAAAAAAJAgtAEAAAAAAAAAgASh\n",
           "DQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQ\n",
           "BgAAAAAAAAAAEoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFo\n",
           "AwAAAAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0\n",
           "AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDa\n",
           "AAAAAAAAAABAgtAGAAAAAAAAAAASxjb6BfyXBoNB+cb8/Hz5xtzcXPlGv98v34iIWFxcLN9ocd6H\n",
           "RafTKd/odrvlGxERvV6vfKPFsbQ4JwDAX1pdN7oGznvwwQfLNy5dulS+cerUqfKNiIj19fUmO9XO\n",
           "nDlTvtHinndpaal8Y/PmzeUbEREHDx4s33jnnXfKN6ampso3JicnyzfcJ96fxsbqH9MeOHCgfCMi\n",
           "4ubNm+UbCwsL5RstngNfv369fGP//v3lGxERb775ZvnGzz//XL5x+vTp8o3Z2dnyjRbvkQsXLpRv\n",
           "RERcvHixfOPXX38t3xiWe7hh+o7h3XffLd/Yt29f+cYjjzxSvjEyMlK+AXCv8Ys2AAAAAAAAAACQ\n",
           "ILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABI\n",
           "ENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAk\n",
           "CG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAS\n",
           "hDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJ\n",
           "QhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEsb+/PPPJkNLS0vlG/1+v3xjbm6ufGN+\n",
           "fr58YzAYlG9w95mYmCjfOHz4cPlGRMRjjz1WvtHiMwUAaGdxcbHJzpkzZ8o3WhzL6upq+ca1a9fK\n",
           "N27dulW+0eIeLqLd33C1YTmOXbt2lW88//zz5RsREa+//nr5xr59+8o3Op1O+cYwWVtbK99YXl4u\n",
           "37h582b5RovnaOvr6+Ubd+7cKd+IGJ7nji2O4/Lly+Ub4+Pj5RsRES+++GL5RovngWNjY+UbLa4d\n",
           "WzzX/P3338s3IiJu377dZGcYtLgW6na75Ru9Xq98I6LNsbg+BRheftEGAAAAAAAAAAAShDYAAAAA\n",
           "AAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAA\n",
           "AAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAA\n",
           "AAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAECC0AYAAAAA\n",
           "AAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAAACBBaAMAAAAA\n",
           "AAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAwsgnn3xyp8XQ2bNnyzf6/X75xuLiYvnGYDAo3+D+\n",
           "1Ol0yjcmJyfLNyLaHAsAMFxaXWe7Z4CN1+K+5Pjx4+Ubu3fvLt+IiHjyySfLN0ZHR8s3+GdWVlbK\n",
           "N77++uvyjYsXL5ZvLC8vl2/cunWrfGN9fb18I6LNdYrrrbzNmzc32Wnxb2+Lv+GFhYXyjWH52+Kf\n",
           "afE8u9vtlm/0er3yjRbHEeE7BgD+Hb9oAwAAAAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAECC\n",
           "0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAAACBB\n",
           "aAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAShDYAAAAAAAAAAJAg\n",
           "tAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAAAEgQ\n",
           "2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQI\n",
           "bQAAAAAAAAAAIEFoAwAAAAAAAAAACSN79+6902JoYWGhfGMwGJRvAAAAAHe3TqdTvjE5OVm+0eI4\n",
           "uH+tra2VbywvL5dv3Lhxo3xjdXW1fKPF+YBKIyMj5Rt37jT5KoP70KZNm8o3Dh06VL7R6/XKN7rd\n",
           "bvmGa2AA7gV+0QYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAkCG0A\n",
           "AAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAShDYA\n",
           "AAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsA\n",
           "AAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0A\n",
           "AAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAEDCyMMP\n",
           "P3xno18EAAAAAAAA94ZOp9NkZ8eOHeUbu3btKt84fvx4+cahQ4fKN1qddwC42/lFGwAAAAAAAAAA\n",
           "SBDaAAAAAAAAAABAgtAGAAAAAAAAAAAShDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAA\n",
           "JAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAA\n",
           "EoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAA\n",
           "CUIbAAAAAAAAAABIENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACA\n",
           "BKENAAAAAAAAAAAkCG0AAAAAAAAAACBBaAMAAAAAAAAAAAljG/0CAAAAAAAA7gedTqd8Y3Jysnxj\n",
           "amqqfCMi4tixY+Ub09PT5Rvbtm0r32jxtwUA/MUv2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAA\n",
           "AAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAA\n",
           "AAAAAABIENoAAAAAAAAAAECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAA\n",
           "AAAAAAAkCG0AAAAAAAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAA\n",
           "AAAAAAAShDYAAAAAAAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAA\n",
           "AAAAAAAJQhsAAAAAAAAAAEgY2+gXAAAAAAAA8Hc6nU75xuTkZPnG1NRU+cbRo0fLN1ocR0Sbc9Li\n",
           "bwsAGC5+0QYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAA\n",
           "AAAAACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAShDYAAAAA\n",
           "AAAAAJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAA\n",
           "AAAAAEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAA\n",
           "AAAAACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACUIbAAAAAAAAAABIENoAAAAAAAAAAEDC2Ea/AAAA\n",
           "AAAAgL+zY8eO8o333nuvfOO5554r35ieni7fGB8fL98AALhb+UUbAAAAAAAAAABIENoAAAAAAAAA\n",
           "AECC0AYAAAAAAAAAABKENgAAAAAAAAAAkCC0AQAAAAAAAACABKENAAAAAAAAAAAkCG0AAAAAAAAA\n",
           "ACBBaAMAAAAAAAAAAAlCGwAAAAAAAAAASBDaAAAAAAAAAABAgtAGAAAAAAAAAAAShDYAAAAAAAAA\n",
           "AJAgtAEAAAAAAAAAgAShDQAAAAAAAAAAJAhtAAAAAAAAAAAgQWgDAAAAAAAAAAAJQhsAAAAAAAAA\n",
           "AEgQ2gAAAAAAAAAAQILQBgAAAAAAAAAAEoQ2AAAAAAAAAACQILQBAAAAAAAAAIAEoQ0AAAAAAAAA\n",
           "ACQIbQAAAAAAAAAAIEFoAwAAAAAAAAAACf8HrQZi/AjIJgAAAAAASUVORK5CYII=\n",
           "\" transform=\"translate(87, 406)\"/>\n",
           "</g>\n",
           "</svg>\n"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:111 Obj:187.9484568828757 Vol:0.5000054952292992 ch:0.03016236303479025 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:112 Obj:187.939303000861 Vol:0.49999920396906594 ch:0.03233397177561115 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:113 Obj:187.93789221045864 Vol:0.49998409368984775 ch:0.03381493463737981 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:114 Obj:187.93871729042644 Vol:0.5000045151134688 ch:0.03380825587214184 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:115 Obj:187.9282768618278 Vol:0.5000033946798976 ch:0.03287122989425356 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:116 Obj:187.92491914589593 Vol:0.49999470370116694 ch:0.030571736273103056 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:117 Obj:187.9237567425049 Vol:0.49998190910376733 ch:0.02723669304735235 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {