Skip to content
Snippets Groups Projects
Mircrostructure Truss.ipynb 1.91 MiB
Newer Older
19001 19002 19003 19004 19005 19006 19007 19008 19009 19010 19011 19012 19013 19014 19015 19016 19017 19018 19019 19020 19021 19022 19023 19024 19025 19026 19027 19028 19029 19030 19031 19032 19033 19034 19035 19036 19037 19038 19039 19040 19041 19042 19043 19044 19045 19046 19047 19048 19049 19050 19051 19052 19053 19054 19055 19056 19057 19058 19059 19060 19061 19062 19063 19064 19065 19066 19067 19068 19069 19070 19071 19072 19073 19074 19075 19076 19077 19078 19079 19080 19081 19082 19083 19084 19085 19086 19087 19088 19089 19090 19091 19092 19093 19094 19095 19096 19097 19098 19099 19100 19101 19102 19103 19104 19105 19106 19107 19108 19109 19110 19111 19112 19113 19114 19115 19116 19117 19118 19119 19120 19121 19122 19123 19124 19125 19126 19127 19128 19129 19130 19131 19132 19133 19134 19135 19136 19137 19138 19139 19140 19141 19142 19143 19144 19145 19146 19147 19148 19149 19150 19151 19152 19153 19154 19155 19156 19157 19158 19159 19160 19161 19162 19163 19164 19165 19166 19167 19168 19169 19170 19171 19172 19173 19174 19175 19176 19177 19178 19179 19180 19181 19182 19183 19184 19185 19186 19187 19188 19189 19190 19191 19192 19193 19194 19195 19196 19197 19198 19199 19200 19201 19202 19203 19204 19205 19206 19207 19208 19209 19210 19211 19212 19213 19214 19215 19216 19217 19218 19219 19220 19221 19222 19223 19224 19225 19226 19227 19228 19229 19230 19231 19232 19233 19234 19235 19236 19237 19238 19239 19240 19241 19242 19243 19244 19245 19246 19247 19248 19249 19250 19251 19252 19253 19254 19255 19256 19257 19258 19259 19260 19261 19262 19263 19264 19265 19266 19267 19268 19269 19270 19271 19272 19273 19274 19275 19276 19277 19278 19279 19280 19281 19282 19283 19284 19285 19286 19287 19288 19289 19290 19291 19292 19293 19294 19295 19296 19297 19298 19299 19300 19301 19302 19303 19304 19305 19306 19307 19308 19309 19310 19311 19312 19313 19314 19315 19316 19317 19318 19319 19320 19321 19322 19323 19324 19325 19326 19327 19328 19329 19330 19331 19332 19333 19334 19335 19336 19337 19338 19339 19340 19341 19342 19343 19344 19345 19346 19347 19348 19349 19350 19351 19352 19353 19354 19355 19356 19357 19358 19359 19360 19361 19362 19363 19364 19365 19366 19367 19368 19369 19370 19371 19372 19373 19374 19375 19376 19377 19378 19379 19380 19381 19382 19383 19384 19385 19386 19387 19388 19389 19390 19391 19392 19393 19394 19395 19396 19397 19398 19399 19400 19401 19402 19403 19404 19405 19406 19407 19408 19409 19410 19411 19412 19413 19414 19415 19416 19417 19418 19419 19420 19421 19422 19423 19424 19425 19426 19427 19428 19429 19430 19431 19432 19433 19434 19435 19436 19437 19438 19439 19440 19441 19442 19443 19444 19445 19446 19447 19448 19449 19450 19451 19452 19453 19454 19455 19456 19457 19458 19459 19460 19461 19462 19463 19464 19465 19466 19467 19468 19469 19470 19471 19472 19473 19474 19475 19476 19477 19478 19479 19480 19481 19482 19483 19484 19485 19486 19487 19488 19489 19490 19491 19492 19493 19494 19495 19496 19497 19498 19499 19500 19501 19502 19503 19504 19505 19506 19507 19508 19509 19510 19511 19512 19513 19514 19515 19516 19517 19518 19519 19520 19521 19522 19523 19524 19525 19526 19527 19528 19529 19530 19531 19532 19533 19534 19535 19536 19537 19538 19539 19540 19541 19542 19543 19544 19545 19546 19547 19548 19549 19550 19551 19552 19553 19554 19555 19556 19557 19558 19559 19560 19561 19562 19563 19564 19565 19566 19567 19568 19569 19570 19571 19572 19573 19574 19575 19576 19577 19578 19579 19580 19581 19582 19583 19584 19585 19586 19587 19588 19589 19590 19591 19592 19593 19594 19595 19596 19597 19598 19599 19600 19601 19602 19603 19604 19605 19606 19607 19608 19609 19610 19611 19612 19613 19614 19615 19616 19617 19618 19619 19620 19621 19622 19623 19624 19625 19626 19627 19628 19629 19630 19631 19632 19633 19634 19635 19636 19637 19638 19639 19640 19641 19642 19643 19644 19645 19646 19647 19648 19649 19650 19651 19652 19653 19654 19655 19656 19657 19658 19659 19660 19661 19662 19663 19664 19665 19666 19667 19668 19669 19670 19671 19672 19673 19674 19675 19676 19677 19678 19679 19680 19681 19682 19683 19684 19685 19686 19687 19688 19689 19690 19691 19692 19693 19694 19695 19696 19697 19698 19699 19700 19701 19702 19703 19704 19705 19706 19707 19708 19709 19710 19711 19712 19713 19714 19715 19716 19717 19718 19719 19720 19721 19722 19723 19724 19725 19726 19727 19728 19729 19730 19731 19732 19733 19734 19735 19736 19737 19738 19739 19740 19741 19742 19743 19744 19745 19746 19747 19748 19749 19750 19751 19752 19753 19754 19755 19756 19757 19758 19759 19760 19761 19762 19763 19764 19765 19766 19767 19768 19769 19770 19771 19772 19773 19774 19775 19776 19777 19778 19779 19780 19781 19782 19783 19784 19785 19786 19787 19788 19789 19790 19791 19792 19793 19794 19795 19796 19797 19798 19799 19800 19801 19802 19803 19804 19805 19806 19807 19808 19809 19810 19811 19812 19813 19814 19815 19816 19817 19818 19819 19820 19821 19822 19823 19824 19825 19826 19827 19828 19829 19830 19831 19832 19833 19834 19835 19836 19837 19838 19839 19840 19841 19842 19843 19844 19845 19846 19847 19848 19849 19850 19851 19852 19853 19854 19855 19856 19857 19858 19859 19860 19861 19862 19863 19864 19865 19866 19867 19868 19869 19870 19871 19872 19873 19874 19875 19876 19877 19878 19879 19880 19881 19882 19883 19884 19885 19886 19887 19888 19889 19890 19891 19892 19893 19894 19895 19896 19897 19898 19899 19900 19901 19902 19903 19904 19905 19906 19907 19908 19909 19910 19911 19912 19913 19914 19915 19916 19917 19918 19919 19920 19921 19922 19923 19924 19925 19926 19927 19928 19929 19930 19931 19932 19933 19934 19935 19936 19937 19938 19939 19940 19941 19942 19943 19944 19945 19946 19947 19948 19949 19950 19951 19952 19953 19954 19955 19956 19957 19958 19959 19960 19961 19962 19963 19964 19965 19966 19967 19968 19969 19970 19971 19972 19973 19974 19975 19976 19977 19978 19979 19980 19981 19982 19983 19984 19985 19986 19987 19988 19989 19990 19991 19992 19993 19994 19995 19996 19997 19998 19999 20000
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAYGW5XB7OHgEcDZ8+fZo9\n",
       "YagLFy7MngAsFos7d+7MnjDcrVu3Zk8YanVVCw7wb9jb25s9Ybjz58/PnsAvOn369OwJw92/f3/2\n",
       "hKG2trZmTxhuY2Nj9oThjh07NnvCUD9+/Jg9YbgPHz7MnjDc5cuXZ08AjoB3797NnjDciRMnZk8A\n",
       "+OP5igEAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgGBl\n",
       "uVwezh4B8DfY39+fPWG4s2fPzp4AHAFv3ryZPWG4kydPzp4ALBaLnz9/zp4w1MOHD2dPGO7evXuz\n",
       "J/CLjsI9vHr16uwJQ21sbMyeMNza2trsCcBisfj27dvsCUNtb2/PnjDc8+fPZ08AFovFtWvXZk8Y\n",
       "6sGDB7MnAEeAE20AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAA\n",
       "BEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBA\n",
       "aAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAht\n",
       "AAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0A\n",
       "AAAAAAAAAARCGwAAAAAA4B927lA3qjSOw/AMbELSgMUhSzIVgCQI6tBIPLYKVcENoLkAEoLDNMHg\n",
       "RnAR3ACjCKLH1HVW7crNm8DHx7bPcwU/e855zx8AAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQrJdl2c8eAcD/w+Xl5ewJwz179mz2hKG+fv06ewKwWq3evXs3e8Jw\n",
       "T58+nT1hqFu3bs2ewC/w7du32ROGevz48ewJ/KQnT57MnjDc27dvZ08Y7u7du7MnDHXjhv/4AGi+\n",
       "f/8+e8Jwjx49mj0BuAau+vuM1Wq1Wq/XsyfAf/IkDAAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQLBelmU/ewQA8Ht8+fJl9oThXrx4MXsCsFqt7t27N3vCUO/fv589Ybg7d+7M\n",
       "njDc69evZ08Y6vPnz7Mn8JM+ffo0e8JwDx8+nD1huJs3b86eAAD8JpeXl7MnDPXq1avZE4b7+PHj\n",
       "7AnAarXabrezJwx1//792RP4SS7aAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgWC/Lsp89AgDgVzk/P589Ybijo6PZEwDgj/Dy5cvZE4Y6PT2dPWG4g4OD\n",
       "2RMAAOBfy7LMnjDcZrOZPQG4Bna73ewJQ7loAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAYL0sy372CAAAuouLi9kThjo+Pp49Ybjdbjd7AsCVsN1uZ08Y\n",
       "6vDwcPaE4dbr9ewJAABwrez3V/vT8MnJyewJw52dnc2eANeeizYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAPsf7wIAACAASURBVAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAA\n",
       "BEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBA\n",
       "aAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE62VZ9rNHAADAP5ZlmT1huM1mM3sCcA08\n",
       "f/589oTh3rx5M3vCULdv3549AQAAgD/Mjx8/Zk8Y7sGDB7MnwH9y0QYAAAAAAAAAAAKhDQAAAAAA\n",
       "AAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAA\n",
       "AIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAACC9bIs+9kjAADoLi4uZk8Y\n",
       "6vj4ePaE4Xa73ewJAFfCdrudPWGow8PD2ROGW6/XsycAAMC1st9f7U/DJycnsycMd3Z2NnsCXHsu\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABD8NXsAAMCvdH5+PnvCcEdH\n",
       "R7MnAMAf4cOHD7MnDHV6ejp7wnAHBwezJwAAwL+WZZk9YbjNZjN7AnAN7Ha72ROGctEGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAA\n",
       "AAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAA\n",
       "AAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAH+zc/8sdpV7GIbXzAREJDKV2EQCgtjE\n",
       "sRSFgCh2QkoRwUasxVpLG1sRRBDBwkawsdBGI6bxC/gHMSpqZ6rdaczMKU5/zs1JXn8nmev6BM9m\n",
       "NXutda8XAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0A\n",
       "AAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAA\n",
       "AAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAA\n",
       "AAAAABAIbQAAAAAAAAAAINjb7XYn0yMAgH/GlStXpics99xzz01PALZtO3fu3PSEpT744IPpCcud\n",
       "PXt2esJyr7322vSEpT777LPpCdykTz75ZHrCckdHR9MTljs4OJieAAD8Q46Pj6cnLPXqq69OT1ju\n",
       "o48+mp4AbNt2+fLl6QlLPfTQQ9MTuElOtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQLC32+1OpkcAcHs4Pj6enrDcM888Mz1hqe+++256ArBt2/vvvz89\n",
       "YbmLFy9OT1jqrrvump7ALfD7779PT1jqsccem57ATXr88cenJyz31ltvTU9Y7r777puesNT+vu/4\n",
       "AGj++OOP6QnLPfroo9MTgFPgTn+esW3btre3Nz0B/iN3wgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAA\n",
       "AAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAA\n",
       "AAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAA\n",
       "AAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAA\n",
       "gEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ\n",
       "CG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAAR7u93uZHoEwJ3g+vXr0xOWO3/+/PQE4BT44Ycfpicsd88990xPALZt\n",
       "Oz4+np6w1DvvvDM9Ybk33nhjegI36TRcw2effXZ6wlKHh4fTE5Y7ODiYngBs2/bnn39OT1jqpZde\n",
       "mp6w3BdffDE9Adi27dKlS9MTlnr77benJwCngBNtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ7O12u5PpEcDp8Msvv0xPWOqJJ56YngBs2/b6669PT1ju\n",
       "5Zdfnp6w1P6+FhzgVrh27dr0hOWOjo6mJ3CT7r///ukJy7355pvTE5a6cOHC9ITlDg8Ppycsd+bM\n",
       "mekJS/3999/TE5b76aefpics99RTT01PAE6BH3/8cXrCcnfffff0BIDbnrcYAAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAA\n",
       "AAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI9na73cn0CGDbXnjhhekJy12+\n",
       "fHl6Apx633zzzfSE5Q4PD6cnAMD/hRs3bkxPWO7jjz+enrDUK6+8Mj2BW+DixYvTE5Z68cUXpycs\n",
       "d+HChekJy/3111/TE5Z6/vnnpycs9+uvv05PALZtu/fee6cnLPXtt99OT1hub29vegIAtwEn2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABCcmR7ArXHjxo3pCUs98MAD0xOA\n",
       "bdsODg6mJyz3888/T09Y6jRcQwDg3/b37/xva46OjqYnLPXggw9OT1ju6tWr0xOW++qrr6YnLPXw\n",
       "ww9PT1ju888/n56w3Icffjg9ATgFvv766+kJy507d256AgDwD7jzn7oBAAAAAAAAAMAtILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAA\n",
       "AAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAA\n",
       "AAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAA\n",
       "AAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgOHNycjK9Ybnvv/9+esJyTz/99PQE\n",
       "OPWefPLJ6QnLvffee9MTljs4OJieAMBt4DTcR52G33j9+vXpCUtdu3ZtesJyX3755fSEpa5evTo9\n",
       "Af6rd999d3oCwB3ht99+m56w3P6+b78BgDuDfzUAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAx44y6wAACJFJREFUAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAj2zp49ezI9AgAAAAAA+N98+umn0xOW\n",
       "e+SRR6YnAADAtm1OtAEAAAAAAAAAgERoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAA\n",
       "AAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoc2/2rmDGgZiIAiC0ulomD8V8zCRUOiPs4lUhWCe\n",
       "fvQaAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQvNMDAAAAAADglnPO9ITrnsdNLQAAfIvXNwAAAAAA\n",
       "AAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAA\n",
       "AIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAgnd6AAAAAADAr9p7\n",
       "T0+4bq01PQEAAOBv+NEGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ\n",
       "CG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA4ANZ\n",
       "A91gLGmf+QAAAABJRU5ErkJggg==\n",
       "\" transform=\"translate(87, 48)\"/>\n",
       "</g>\n",
       "</svg>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\" It:19 Obj:44.6043955957325 Vol:0.39998469171043843 ch:0.18310105919451247 \""
      ]
     },
     "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=\"clip9300\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip9300)\" 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=\"clip9301\">\n",
       "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip9300)\" 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=\"clip9302\">\n",
       "    <rect x=\"86\" y=\"47\" width=\"2267\" height=\"1475\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip9300)\" 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(#clip9300)\" 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(#clip9302)\">\n",
       "<image width=\"2266\" height=\"1473\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAACNoAAAXBCAYAAABB92BhAAAgAElEQVR4nOzcMWqUax+H4ZmDaETi\n",
       "BoRYpnMDNgnYiK2t4gIEKws34ALcgVhpY6mVrWJpIxaKwdjZOIqgJMxZwNfcfJ7nPMfMda3gN8UM\n",
       "8/Le/Jfb29vrBQAAAAAA/+Ply5ezJwy3s7MzewIAAMAf46/ZAwAAAAAAAAAA4E8gtAEAAAAAAAAA\n",
       "gEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ\n",
       "CG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACBYbm9vr2ePAAAAAACAEQ4PD2dPGG65XM6e\n",
       "AAAAG8NFGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAA\n",
       "BMvt7e317BEAAAAAAMD/59mzZ7MnDHfp0qXZEwAAYLFYuGgDAAAAAAAAAACJ0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAsPz69et69ojRXr16NXvCcNevX589ATbe7u7u7AnDPX/+fPaE4U6f\n",
       "Pj17AgB/gPX6xD9GbcRnPDo6mj1hqC9fvsyeMNzTp09nTxjq/v37sycAAP+Sw8PD2ROGWy6XsycA\n",
       "APwjXLQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAECw\n",
       "XK1W69kj+H3Hx8ezJwy1s7MzewKwIT59+jR7wlB//aWxBQBOjs+fP8+eMNSNGzdmTxju3bt3syfw\n",
       "m27dujV7wnA/fvyYPWG4J0+ezJ4AbIDXr1/PnjDchQsXZk8AAP4F3rYBAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACBYrlar9ewRwGJx9erV2ROGe/PmzewJ\n",
       "sPHevn07e8Jw58+fnz0BAP4T1uuT/7j/4sWL2ROGunnz5uwJ/AP29/dnTxjq9u3bsycMt7u7O3vC\n",
       "cD9//pw9Yai9vb3ZE4b79u3b7AnAYrE4derU7AlDHRwczJ4AAP8JLtoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQLFer1Xr2CGAzfPz4cfaEoS5fvjx7ArBYLO7evTt7wnB3\n",
       "7tyZPWGo5XI5ewLAifD9+/fZE4bb3d2dPYHfdO7cudkThnv8+PHsCUNtwvfw7NmzsycMd9L/gx8f\n",
       "H8+eMNz79+9nTxhuf39/9gRgA2zC7+nW1tbsCQB/PBdtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQLFer1Xr2CICT4OjoaPaE4S5evDh7ArABPnz4MHvC\n",
       "cGfOnJk9AVgsFuv1yX4cfvTo0ewJw927d2/2BH7TgwcPZk8Y7tq1a7MnDLW1tTV7ArAhfv36NXvC\n",
       "UHt7e7MnDHdwcDB7ArBYLK5cuTJ7wlAPHz6cPQHYAC7aAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAOBvdu4QN+qtj+Pw\n",
       "TPIOhgSLqoRmFA1+ElKFxbABVoHoFtgAkrABsARH0g1gGuRUFfVPg6hgrrpX3nwSOPfwts+zgq87\n",
       "4nzyAwAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAjWy7IcZo8A4P/D4XD7n4xn\n",
       "z57NnjDUt2/fZk8AVqvVu3fvZk8YbrfbzZ4w1GazmT2B3+D79++zJwz15MmT2RP4RU+fPp09Ybj3\n",
       "79/PnjDcgwcPZk8AgD/C1dXV7AnDnZyczJ4A3AH7/X72hOHW6/XsCfCvXLQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgWC/Lcpg9AgD4b3z58mX2hOFevnw5ewKwWq0ePnw4\n",
       "e8JQHz58mD1huPv378+eMNzr169nTxjq48ePsyfwiz5//jx7wnCPHz+ePWG49Xo9ewIA8B/5+fPn\n",
       "7AlDPX/+fPaE4b5+/Tp7ArBarT59+jR7wlDb7Xb2BH6RizYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAA\n",
       "AAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAA\n",
       "AAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAA\n",
       "AAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAA\n",
       "AIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAjWy7IcZo8AAPhdrq+vZ08Y7vj4ePYEAPgjvHr1\n",
       "avaEoc7OzmZPGG6z2cyeAAAA/1iWZfaE4bbb7ewJwB1weXk5e8JQLtoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACBYL8tymD0CAIDu5uZm9oShdrvd7AnD\n",
       "7ff72RMAboXz8/PZE4Y6OjqaPQEAALhlDofb/TV8eno6e8JwFxcXsyfAneeiDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAO1lGw4AACAASURBVAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAMF6WZbD7BEAAPC3Hz9+zJ4w\n",
       "3KNHj2ZPAO6AFy9ezJ4w3Js3b2ZPGOrevXuzJwAAAPCHubq6mj1huJOTk9kT4F+5aAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAA\n",
       "AAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAADBelmWw+wR\n",
       "AAB0Nzc3sycMtdvtZk8Ybr/fz54AcCucn5/PnjDU0dHR7AkAAMAtczjc7q/h09PT2ROGu7i4mD0B\n",
       "7jwXbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAA\n",
       "BEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBA\n",
       "aAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAj+N3sAAMDvdH19PXvC\n",
       "cMfHx7MnAMAf4e3bt7MnDHV2djZ7wnCbzWb2BAAA+MeyLLMnDLfdbmdPAO6Ay8vL2ROGctEGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAP5i545V5ar6\n",
       "OAzvCREjwbQWgnYebFRsRTgBC8VW7BQvQLCyyG14BUqw0Eq00ELSCWIpiARUDMbKVKMISuJ4B58v\n",
       "33H51zPPcwW/KfbMLPbLAgAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAAS7/X5/mB4BAPwzPvvss+kJy7388svTE4Bt2x566KHpCUt9+OGH0xOWu3z5\n",
       "8vSE5a5duzY9YamPPvpoegJndOPGjekJyz322GPTE5bb7XbTEwCAf8gff/wxPWGp559/fnrCcl99\n",
       "9dX0BGDbtk8//XR6wlKPP/749ATOyI02AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIdvv9/jA9AoD/hsPh/P9knJ6eTk9Y6ptvvpmeAGzbdv369ekJyz37\n",
       "7LPTE5a67777pifwN7hz5870hKWefPLJ6Qmc0dNPPz09Ybl33313esJyV65cmZ4AAP8KP/300/SE\n",
       "5Z566qnpCcARuH379vSE5Xa73fQE+J/caAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAECw2+/3h+kRAOfB3bt3pycs9+ijj05PAI7Ad999Nz1hufvvv396ArBt2+Fwvo/D169f\n",
       "n56w3LVr16YncEZvvfXW9ITlXnzxxekJS126dGl6AnAkfv/99+kJS52enk5PWO7WrVvTE4Bt2557\n",
       "7rnpCUu988470xOAI+BGGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAA\n",
       "AAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAA\n",
       "AAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAA\n",
       "AAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAA\n",
       "gEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ\n",
       "CG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABLv9fn+YHgEch++//356wlLPPPPM9ARg27Y333xzesJyb7zxxvSEpXa73fQEgHPh\n",
       "l19+mZ6w3MnJyfQEzujy5cvTE5Z77733picsdQzP4QMPPDA9Ybnz/h/83r170xOW+/bbb6cnLHf1\n",
       "6tXpCcAROIbv00uXLk1PAPjPc6MNAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAACC3X6/P0yPALbthRdemJ6w3Jdffjk9AY7e119/PT1huStXrkxPAIB/hcPh\n",
       "/B/3b9y4MT1hqVdffXV6An+Dq1evTk9Y6vXXX5+esNzJycn0hOV+++236QlLnZ6eTk9Y7ueff56e\n",
       "AGzbdvHixekJS926dWt6AgD8K7jRBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAA\n",
       "AAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgGC33+8P0yM4u3v37k1PWOqRRx6ZngAciR9++GF6wlIXLmhsAYDz48cff5yesNQrr7wyPWG5\n",
       "mzdvTk/gjF577bXpCcv9+uuv0xOWe//996cnAEfgiy++mJ6w3MMPPzw9AQD4B3jbBgAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA4OLhcJjesNznn38+PWG5\n",
       "l156aXoCHL2Tk5PpCct98skn0xOWu3BBgwrAXzuGc9QxfMa7d+9OT1jqzp070xOW++CDD6YnLHXz\n",
       "5s3pCfCX3n777ekJAOfC7du3pycst9vtpicAAPwtvE0EAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAjO+g1AAACCJJREFUAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAECwe/DBBw/TIwAAAAAAgP/Pxx9/\n",
       "PD1huSeeeGJ6AgAAbNvmRhsAAAAAAAAAAEiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAA\n",
       "AEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAA\n",
       "CIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB\n",
       "0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoA3+2\n",
       "cwc1DMRAEAR10uEwfyYmYiCh0B9rE6UKwQBoDQAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIDgnR4AAAAAAAC3nHOmJ1z3PM/0BAAA+BsebQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAA\n",
       "AAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAELzTAwAAAAAA\n",
       "vtXee3rCdWut6QkAAAA/w6MNAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "wQfnM9/H3G+ETQAAAABJRU5ErkJggg==\n",
       "\" transform=\"translate(87, 48)\"/>\n",
       "</g>\n",
       "</svg>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\" It:20 Obj:44.30327920597617 Vol:0.4000035869194995 ch:0.16844394266985163 \""
      ]
     },
     "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=\"clip9800\">\n",
       "    <rect x=\"0\" y=\"0\" width=\"2400\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip9800)\" 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=\"clip9801\">\n",
       "    <rect x=\"480\" y=\"0\" width=\"1681\" height=\"1600\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<path clip-path=\"url(#clip9800)\" 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=\"clip9802\">\n",
       "    <rect x=\"86\" y=\"47\" width=\"2267\" height=\"1475\"/>\n",
       "  </clipPath>\n",
       "</defs>\n",
       "<polyline clip-path=\"url(#clip9800)\" 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(#clip9800)\" 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(#clip9802)\">\n",
       "<image width=\"2266\" height=\"1473\" xlink:href=\"data:image/png;base64,\n",
       "iVBORw0KGgoAAAANSUhEUgAACNoAAAXBCAYAAABB92BhAAAgAElEQVR4nOzcP2pV7R6G4b2OBqvd\n",
       "WNmYgLUOIDZa2tlaOAO1FByDw7AUCdhZWVqpnWAl/omdCO5CCJjkDOA0N1++1/fovq4RPIsFCxbc\n",
       "/Jb1en26AgAAAADgf7x69Wr2hOH29vZmTwAAAPhj/Gf2AAAAAAAAAAAA+BMIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAA\n",
       "AAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAA\n",
       "AAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAA\n",
       "AAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAA\n",
       "AIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiW9Xp9OnsEAAAAAACMcHh4OHvCcMuyzJ4AAABb\n",
       "w0UbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBA\n",
       "aAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAht\n",
       "AAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0A\n",
       "AAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAA\n",
       "AAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAA\n",
       "AAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAA\n",
       "AAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAA\n",
       "AEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAA\n",
       "CIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB\n",
       "0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEy3q9\n",
       "Pp09AgAAAAAA+GdevHgxe8Jw165dmz0BAABWq5WLNgAAAAAAAAAAkAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAATLjx8/TmePGO358+ezJwx379692RNg6128eHH2hOHevn07e8JwOzs7sycA\n",
       "8Ac4Pf3rf6O24hmPj49nTxjq27dvsycM9/Tp09kThnr8+PHsCQDAb3J4eDh7wnDLssyeAADwr3DR\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAA\n",
       "AAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAA\n",
       "AAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAA\n",
       "AAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAA\n",
       "gEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ\n",
       "CG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAwbLZbE5n\n",
       "j+DsTk5OZk8Y6vLly7MnAKvValmW2ROG+/Lly+wJQ23DOwQAtsf3799nTxjqzp07sycM9+7du9kT\n",
       "OKO7d+/OnjDcz58/Z08Y7uDgYPYEYAu8efNm9oThLl26NHsCAPAbuGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBg2Ww2p7NHAKvV/v7+7AnDff78efYE\n",
       "2Hrv37+fPWG49Xo9ewIA8Ju8fv169oShbt++PXsC/4Jbt27NnjDUw4cPZ08Ybnd3d/aE4Y6OjmZP\n",
       "GOrq1auzJwD8Fb5+/Tp7AgD8X3DRBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAA\n",
       "AAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgGDZbDans0cA2+HTp0+zJwx1/fr12ROA1Wp1//792ROGe/To0ewJQy3LMnsCwF/h6Oho9oTh\n",
       "rly5MnsCZ7SzszN7wnAvX76cPWGo3d3d2ROGO3/+/OwJnNHJycnsCcN9+PBh9oThbty4MXsCsAW2\n",
       "4Xt64cKF2RMA/ngu2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIFg2m83p7BEAf4Pj4+PZE4bb3d2dPQHYAh8/fpw9YbidnZ3ZE4AtcHBwMHvCcA8ePJg9\n",
       "gTN68uTJ7AnD3bx5c/aEoc6dOzd7ArAlfv36NXvCUHt7e7MnAFtif39/9oShnj17NnsCsAVctAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAwH/ZuWPUKLc4DsMzTAptAykHFNJMoQiWgmQNugR3YZNFuAgbwdZKW8ts\n",
       "QNIkINh9TZqBuZ3l5b3ouUcnz7OCH3zNB+flDxAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEKyXZTnMHgEAf4qXL1/OnjDUt2/fZk8AVqvV+/fvZ08Y7sWLF7MnDLXZbGZP4DdYlmX2hKF2\n",
       "u93sCfyip0+fzp4w3MePH2dPGO7BgwezJwDAH+HHjx+zJwz37Nmz2ROAe+Dm5mb2hOHW6/XsCfCv\n",
       "XLQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgWC/Lcpg9AgD4f3z9+nX2\n",
       "hOFev349ewKwWq1OT09nTxjqy5cvsycM9/Dhw9kThnv79u3sCUN9+PBh9gR+0X34d9tut7MnAAD8\n",
       "NofDcT+5PXr0aPaE4fb7/ewJwGq1+vTp0+wJQz158mT2BH6RizYAAAAAAAAAABAIbQAAAAAAAAAA\n",
       "IBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAE\n",
       "QhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAjWy7IcZo8AAPhd7u7uZk8Y7vz8fPYEAPgj\n",
       "vHnzZvaEoS4vL2dPGG6z2cyeAAAAPy3LMnvCcLvdbvYE4B64vb2dPWEoF20AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABCsl2U5zB4BAEC33+9nTxjq4uJi\n",
       "9oThrq+vZ08AOApXV1ezJwx1dnY2ewIAAHBkDofjfhrebrezJwx37N8Q/gYu2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAAM0+OzgAACAASURBVCAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABCczB4AAMB/c3Jy3L9wnz9/\n",
       "nj1huMePH8+eANwDr169mj1huNPT09kTAAAA/irr9Xr2hKFubm5mTxju+/fvsycM9/z589kT4F+5\n",
       "aAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAht\n",
       "AAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0A\n",
       "AAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAA\n",
       "AAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAA\n",
       "AAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAA\n",
       "AAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAA\n",
       "AEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAA\n",
       "CIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB\n",
       "0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAA\n",
       "AAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAA\n",
       "AAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAA\n",
       "AAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAA\n",
       "AIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAA\n",
       "AAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAA\n",
       "AAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAA\n",
       "AAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAA\n",
       "AADBelmWw+wRAAB0+/1+9oShLi4uZk8Y7vr6evYEgKNwdXU1e8JQZ2dnsycAAABH5nA47qfh7XY7\n",
       "e8Jwx/4N4W/gog0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAADByewBAAC/\n",
       "093d3ewJw52fn8+eAAB/hHfv3s2eMNTl5eXsCcNtNpvZEwAA4KdlWWZPGG63282eANwDt7e3sycM\n",
       "5aINAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAA\n",
       "BEIbAAAAAAD4h537V5XyXOMwPINKYmEjKdK4DHaihrQmkKRMlyKHkVgK4uGIIAQxpFuVtiminZBG\n",
       "yR9TaTWFIKhrn8HeN1vfPMa5riP4DQPDzDc3DwAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEGx3u93R9AgA4J/xyy+/TE9Y7rvvvpueAGw2m9OnT09PWOrevXvTE5Y7\n",
       "efLk9ITlrl+/Pj1hqdu3b09P4A3tw3e3M2fOTE8AAHhrjo7e77/cPvnkk+kJy718+XJ6ArDZbA4P\n",
       "D6cnLHXp0qXpCbwhF20AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB\n",
       "0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAA\n",
       "AAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAA\n",
       "AAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAA\n",
       "AAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAA\n",
       "AIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAA\n",
       "EAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAAC\n",
       "oQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0\n",
       "AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYA\n",
       "AAAAAAAAABBsd7vd0fQIAHhXfPnll9MTlnr06NH0BGCz2dy6dWt6wnJffPHF9ISljh07Nj2Bt2C3\n",
       "201PWOr8+fPTE3hDn3766fSE5X766afpCct9+OGH0xMA4J3w9OnT6QnLffbZZ9MTgD3w5MmT6QnL\n",
       "bbfb6QnwX7loAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",
       "AAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMA\n",
       "AAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAA\n",
       "AAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQLDd7XZH0yMA\n",
       "3gevXr2anrDcwcHB9ARgD/z+++/TE5Y7ceLE9ARgD9y5c2d6wnJXrlyZnsAbunHjxvSE5b7++uvp\n",
       "CUsdO3ZsegKwJ16+fDk9YamzZ89OTwD2xOXLl6cnLHX79u3pCcAecNEGAAAAAAAAAAACoQ0AAAAA\n",
       "AAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAA\n",
       "AACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAA\n",
       "ABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAA\n",
       "AqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAg\n",
       "tAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2\n",
       "AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYA\n",
       "AAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAA\n",
       "AAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAA\n",
       "AAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAA\n",
       "AAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAA\n",
       "ACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAADBdrfbHU2PAPbDH3/8MT1hqc8//3x6\n",
       "ArDZbH744YfpCctdu3ZtesJS2+12egLAe+HFixfTE5Y7d+7c9ATe0IkTJ6YnLHf37t3pCUsdHBxM\n",
       "T1ju+PHj0xN4Q69fv56esNzjx4+nJyz31VdfTU8A9sA+fJ5+8MEH0xMA/vVctAEAAAAAAAAAgEBo\n",
       "AwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0A\n",
       "AAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAA\n",
       "AAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAA\n",
       "AAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAA\n",
       "AAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAA\n",
       "AAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAA\n",
       "QCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAI\n",
       "hDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQ\n",
       "BgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoA\n",
       "AAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAA\n",
       "AAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQLDd7XZH0yOAzeby5cvTE5b7\n",
       "888/pyfA3vvtt9+mJyx36tSp6QkAwD/k119/nZ6w1Lfffjs9gbfgm2++mZ6w1NWrV6cnLHdwcDA9\n",
       "YbkXL15MT1jq4sWL0xMA3gt///339AQAeCe4aAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAA\n",
       "AAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAA\n",
       "gEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQ\n",
       "CG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKh\n",
       "DQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQB\n",
       "AAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAA\n",
       "AAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAA\n",
       "AAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAA\n",
       "AAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAA\n",
       "AAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEBwfHoAb8fr16+nJyx15syZ6QnAZrPZbrfTE5b766+/picstQ/vIQCwP86dOzc9\n",
       "YakLFy5MT1ju4cOH0xOWOzw8nJ6w1EcffTQ9Ybnnz59PT1juzp070xOAPXD//v3pCct9/PHH0xMA\n",
       "gH+AizYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAA\n",
       "AIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAg\n",
       "ENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARC\n",
       "GwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgD\n",
       "AAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAA\n",
       "AAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAA\n",
       "AAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAA\n",
       "AAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAA\n",
       "AAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAA\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiO\n",
       "Hx0dTW9Y7ueff56esNz3338/PQH23unTp6cnLPfgwYPpCcttt9vpCQD8C+zD76h9eI2vXr2anrDU\n",
       "s2fPpics9+OPP05PWOrhw4fTE+B/unnz5vQEgPfCkydPpics57kbAPC+cNEGAAAAAAAAAAACoQ0A\n",
       "AAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAA\n",
       "AAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAA\n",
       "AAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAA\n",
       "AAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAA\n",
       "AEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAA\n",
       "CIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB\n",
       "0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAA\n",
       "AAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAA\n",
       "AAAAACAQ2gAAAAAAAAAAQCC0AQAAXUmYmgAAB7tJREFUAAAAAACAQGgDAAAAAAAAAADB9tSpU0fT\n",
       "IwAAAAAAgP/P4eHh9ITlLl26ND0BAAA2m42LNgAAAAAAAAAAkAhtAAAAAAAAAAAgENoAAAAAAAAA\n",
       "AEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAA\n",
       "CIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB\n",
       "0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDa\n",
       "AAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsA\n",
       "AAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAA\n",
       "AAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA/2nnDmoYiIEgCOqk42H+RIzEQEKhP9YmShWCAdAa\n",
       "AAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABA\n",
       "ILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiE\n",
       "NgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAG\n",
       "AAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAA\n",
       "AAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAIJ3egAAAAAAANxyzpmecN3z\n",
       "PNMTAADgb3i0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAA\n",
       "AAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAA\n",
       "AAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAA\n",
       "AAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAA\n",
       "AARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACA\n",
       "QGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAI\n",
       "bQAAAAAAAAAAIBDaAAAAAAAAAABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqEN\n",
       "AAAAAAAAAAAEQhsAAAAAAAAAAAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEA\n",
       "AAAAAAAAgEBoAwAAAAAAAAAAgdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAA\n",
       "AAAAAAAQCG0AAAAAAAAAACAQ2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAA\n",
       "AAAAAAKhDQAAAAAAAAAABEIbAAAAAAAAAAAIhDYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABA8E4PAAAAAAD4Vnvv6QnXrbWmJwAAAPwMjzYAAAAAAAAAABAIbQAAAAAAAAAAIBDaAAAAAAAA\n",
       "AABAILQBAAAAAAAAAIBAaAMAAAAAAAAAAIHQBgAAAAAAAAAAAqENAAAAAAAAAAAEQhsAAAAAAAAA\n",
       "AAiENgAAAAAAAAAAEAhtAAAAAAAAAAAgENoAAAAAAAAAAEAgtAEAAAAAAAAAgEBoAwAAAAAAAAAA\n",
       "gdAGAAAAAAAAAAACoQ0AAAAAAAAAAARCGwAAAAAAAAAACIQ2AAAAAAAAAAAQCG0AAAAAAAAAACAQ\n",
       "2gAAAAAAAAAAQCC0AQAAAAAAAACAQGgDAAAAAAAAAACB0AYAAAAAAAAAAAKhDQAAAAAAAAAABEIb\n",