Created
November 1, 2017 03:57
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test
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div class=\"vega-embed\" id=\"9a46626e-2a19-4219-951c-18d082f0333e\"></div>\n", | |
"\n", | |
"<style>\n", | |
".vega-embed svg, .vega-embed canvas {\n", | |
" border: 1px dotted gray;\n", | |
"}\n", | |
"\n", | |
".vega-embed .vega-actions a {\n", | |
" margin-right: 6px;\n", | |
"}\n", | |
"</style>\n" | |
] | |
}, | |
"metadata": { | |
"jupyter-vega": "#9a46626e-2a19-4219-951c-18d082f0333e" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"application/javascript": [ | |
"var spec = {\"description\": \"Area chart showing weight of cars over time.\", \"encoding\": {\"y\": {\"aggregate\": \"sum\", \"field\": \"count\", \"type\": \"quantitative\"}, \"color\": {\"field\": \"series\", \"scale\": {\"range\": \"category20b\"}, \"type\": \"nominal\"}, \"x\": {\"field\": \"date\", \"timeUnit\": \"yearmonth\", \"scale\": {\"nice\": \"month\"}, \"type\": \"temporal\", \"axis\": {\"axisWidth\": 0.0, \"labelAngle\": 0.0, \"format\": \"%Y\"}}}, \"config\": {\"cell\": {\"width\": 300.0, \"height\": 200.0}}, \"mark\": \"area\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v1.2.1.json\", \"data\": {\"url\": \"https://vega.github.io/vega-lite/data/unemployment-across-industries.json\"}};\n", | |
"var selector = \"#9a46626e-2a19-4219-951c-18d082f0333e\";\n", | |
"var type = \"vega-lite\";\n", | |
"\n", | |
"var output_area = this;\n", | |
"require(['nbextensions/jupyter-vega/index'], function(vega) {\n", | |
" vega.render(selector, spec, type, output_area);\n", | |
"}, function (err) {\n", | |
" if (err.requireType !== 'scripterror') {\n", | |
" throw(err);\n", | |
" }\n", | |
"});\n" | |
] | |
}, | |
"metadata": { | |
"jupyter-vega": "#9a46626e-2a19-4219-951c-18d082f0333e" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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B7vFwaGi8LDhx7dCQ7wNlFc1r9b5uBGEWXVh3KrYs4AIEW2aalRvlk9PMp7W6AGEW/dyoP6hvWv4Rn6/AyNeScIYAhoMHXh+OxsZf9Iivpa6+pc7n88YjDDMBEM5//7+t84gvLvcck0j7wz/6UDK55zeLSDzaodhv4RZoS/NywJkAGRR6DHNlzMU5O2JbFyA4YuacnCSfnGY+rdUFCDn5uWR2UKv6g1RHCoVD3b3dO4IFBYEuXdgY97gFhQPj4+G4gNJPf3QRLII5Gxde+L3a8HjUWu65wHvj97//ASu5Z4iSAARPKlEmyI1gKrRqTU80d1rS980x4qK5OOec3TvGA7sAwREz5+Qk+eQ082mtLkDIyc8l+UGJFHg8hX9++ukbYPmbHInqD1JNkSJGX0GwtKiwCPVD8XsLOyuqmpaOj4deGRjYvyDXAOH89/77ZR6vx1ruORp7/OGffNBK7vk/lC7OS2p9CC5BUsfnqO6a5ZpZGyR3qPVqxkMopBFwghAJCmQAEfw35yi6ZbQZoEpGSprvvyoikCoxHwT7IMz7rFJuNH8Wp6lWg7d+87khT0JK2iwDzXnwdYhB0XGCAiQU/khboycBnTNzZt2wPQKMoP1n3tuVeuRP1WdIUhNZOVvRT5co1l9UK4+44QKEuXtJ88lp5tNaXYDg8G9ykgQp6r1rSgfCuquOKa9s/mSi+oN0pqkBQmFhcHh4uLvtXx88C7GinI3z3/edhzwea7nnWEwGHv7xRVZyzwjmkWJ4UURgT2Qb9G1w9g9byDWjwPiQ0kWASOkjShIah4sAE+ACYiWIltBWQPQJttyvi8h/qX1/YnDeH1cife3KkePQjZ9BoqcHWgzmcwNOrGSgUZIEPCD2BKjgbyj/Iej7llKuZM7ME3AAdTOA5mMicrUCAnyGMuXP1ZpeUVTTYUX7DGDBTkfUcAHC3L2c+eQ082mtLkBw8Dc5hSFRPI89s/VWnFd8rFt/9efqG1acaLf+INm0S0ur9pSUlK8BILDdPd84Locphpjn/Pd992GPJ2Yp9xyLeaIP//jvzocS0jRnAAKOD+cJ1fEVyiHiVKFZNss142gBEZ9RTpL0BG/YWoCJKAG6DKj58nbOW/f/qmhDv3LEEC/xtg5gIIJAjQT6DIT9zZ9B3azHraZz700iAw2QQCqa1Adz4nlCdAIAAwD6GzVn1oFAFHNAUHCRkr4GHAAmsCcg5QT0tpStsBk6Q90O3raOncoFCI6ZOusnyienmU9rdQFC1n8q1gfUDIl8C0vi+PjY+NNP3YTcsfCdryB2c1398oZsTMdZgCCSYQSBVAKOF4EmBkqbyCivU47RLNeMVgLfIcj0CVWvQM2CBgiAICj0EeujjuE9Sr33MoPyIiF8AAmRBr7/ooh8VIn0WX2mLwcAxnhunDbRALMM9K+V6B9gBt0GIgxoSQAY3qLOp0ENAIH56vUTTWE/og/MEYAASKFWg8JTUhTQbxM9YK4c/4gaLkCYu5czn5xmPq3VBQgO/SbXr7/6XVGJbQIcUEzY29PWGhoNf5k6hHUnb76wvKzplGykF1hOVc2iTq/IUmciCCIZ1iDwlkwNAA4Up04aBJCAM91qkmsmd0+4HadO3QaOlAgCjjMRQDhFRMjVv11tS0oCp4sE9FMKPCAjDUAgImD+jJA/g31QfTSfm5oLsww0EQ5qHq5UFNH4PFIjH1YpD97+NUAgmrBMRLaIyJkicq3SnGDeAAHqKbDNu1WqBBsAGB5TqRA7ooIO3d3ZOY0LELJjx5k4Sj45zXxaqwsQHPo1nXTS5msLioLNkxTKI/0d/T0dP6IOYf36a+9vaF6VlejBTACEDLsYCK/zFq0HaQUE89BesJJrPksVML6g3szXish5KkVACoGUxB0KbCDWd7KI0EqpC/qeVSF8QMiflewzTvdtqgbB/Nn/GOZGWoCIh/HcgBqzDDQpE6MAIIfA+SM2dZTSlgAgkNbgz29FBJBCPQHFlzh96iRYF+O9qh7jTgWcAEdEFKiVSCUo6NCdnb3TuAAhe7Z0+kj55DTzaa0uQHDol7T+5Gu+29C0egq/wb6Olx+TqOfPgWDFu8srm8lBZ2U0NR0l4fBQwKkIgp50mjwIqdZqJdeM/agxSEd2ma4F9gFE6EHKIKiAQUh9aPWZcY5W586GDDTFiszB6PDpvqCLQs+NeWAPfKhxHalsOKe+dwHCnLpcUyabT04zn9bqAgQHfpPr11/5tsLiyr+vql6w0Hi67p7dL4VHh0vrG1fP0wRH2ZjOTAGEbMzdPUb+WsAFCHP32ueT08yntboAwYHfJCqL5VULji8trSD/PTkGBzpbw+Exj5HgaLrTocWxrmFFw0xEEKY7d3f//LaACxDm7vXPJ6eZT2t1AYIDv0mjyqLxdJHI+OBEJBrWBEfZmIoLELJhRfcYM2EBJwECVaC0zNDWwqDPlAIYqkmpVv2aiLRaFJTYtQs9vU6ux+68crVdPjnNfFqrCxBy9YsxHPfUDV+6r7Zu6ZToQa5OS4tjRUXzIjeCkCsLu8fNlQWccKj8CKkG/aGqDqWflAF150WqKvSvRWSTiLQoogrdkpLOul2AkI615ta2LkCYW9crndk6fm3XrbvqmGB53cfLyhum1B+kM+l0tnUBQjrWcredTRZwAiB8XkSgwDzXABBoR9mjiCr4m75WWlouEBGISgAIVMXC/R0RkdtsGM0FCDaMNEc3cdyJzLCd8mm9jq8VgFDf1LI5GwyJdu4TOBCKC4NuDYIdY7nbzCoLOAEQWDAtLbBT0W+qIwh1iq+b7+mPhfGKflj6ZgEGMGrVisgHTa0liQzoAoRZdWtldTKOO5Gszj79g+XTeh1fKyRITU1HwQqY1igqDLYVFQcFsaV0dpxJgHDJ515YF4tIXO7Z45P2e75+XDK5ZzbjuUyvP4yDaDKQFjZSHKez9FxtS3oa5kR4Ecx00bk6Z14e1ymAQF/pn1SEQAMEfTOiGAZzFsIcyIxCYIGi1k7FdIXqlnEkuyFgwsqXAZjanSeLzae1cknzab2Or/WEt15ydlPTm2Hhsz18Xv/+uvrljewwMLBv38hIP2JGtkZj46r4duPjo6UFBSVxRcL77zuVqGrOxuc//2rt2MToFolFl0w5ice7q9hfcuNXv9piJfcMQRBaCTyPtYohrIeILI1Pc7LYG5vxfM90wIgInTJqitSuQYA028BLpmublfs5BRBIKUBpSQpBAwQEMGDSgs4TwQtUsRj8e5eS0Pxn9X87xnMjCHasNDe3cfwtc4bNlE/rdXytp51+82dqahbCAmhreLzewcaGqYRKKDLaiSR4Pf6ehsYWOP0dJUr61KXPX+aJJZB79sQev/eu481yz/gCKINJ7yKepAe6CQgTdSiBI+iOf6Ce24Ad2BcHRIRUMn84LnTFRinm/1QF6BwTJkXSzZzvJCUIxd9sj5/QstLUh2jlROaA/3hEvTiyPb4EdkeiIzAZooWg5aOJ8FhJTdu63u5Gb1hgpgCCTjmQRuDioqnNXKC3BCHS8QBaB8VSuGiH49oFCEfune24E5lhU+bTeh1f67nvvPvKkpJK0pq2RnFxeWtV1VRCJXYcHe1v7+trrxWJoT8gpCD4OxQemkxBlJXX7w0G6uY7DRAu+ezzD4l4YPqzGLGBe75xvFnumSgvtMTQD+PwzQMRJ5gFUWcEJOCkUV/EcaPDQLgfgIGA0X0WUswAMiIIyCejrgjjIWqRsCG+U4kkMQdkpaFoRvOAcyEjDWB5n+p0A4A8atoOPwJ9M+kQtCTY3iw1rWmVbV1zd6NDFnASIMCR/QGl6kWei+gB+trGAZf3pw3CGrRBkitE+jMVz7ULEI7cu9pxJzLDpsyn9Tq+1rPOuePOsvIm2+nIisp5HaUllZYtkbFYJNR9cHe31+uPVNcsWsD/uzq3D0djE9UinlBjY4t4PL44gHCuzTHmueSzL+JoLeWeCcvf8421ZrlnrbhImsEIEKA75jioMaJ+CK0w2wIIkG/+tkEGGrGnu9X/zTLQPMex4VeVdLKWX14tIlr1EYCA/gPfoX9wjEohACzGROReBRJeNmyHHgN+g1QDuRwK2qlhA1AYpabRdzji1BZz/ZxyCiDkeh0c3wUITlh5Zs7huBOZmWVOnjWf1uv4Wt9+3jfvMzMoJrve0CSnMyYmRrsPHNgVLCoMdAEa9L7OAQSRDCIIOg2M09+h5ox/+G8RuV4pIGrwgCNHTZE6CuoCePGj2wxnjYgRYMIsA00dA1Fh+G6oHdDyywAE6hyIDDAH0hGfVZFkjo/jJ8pADQRghP2NAIGIMy+QPP+5UIgm8ZlZatoFCOncxIYbIIPdZuUuLkCYlZclK5Ny3IlkZdaZHySf1uvoWk8+efPS8qpFVxcXB20pNRb4iztq65alTahEjUJRUWmp319SMxMAIYMaBKZJapdUAJ1jKDiiYIg08nIR0fVghPepIaBWAScMKCAloAECDpwogVmKGeePLTRA0Fw3AITrRISIA3w4RA84L+llOhXaVbQZaWiiAzeplngiDe9Xao4ACeShSYOwPXN0AULmz5/JPd0IQhaMOEOHcPTBOkNr1KfNp7Wy5nxar6NrPcSBsOZ6u0JMgUBta3mWCJWcjCBk2MVA++DtyklzHyJljDQyHDVcJ10Lxud0ncF8C4DQEQRSDIADUsdmKWaiBxyHNAVv+RogUCdBvQFFhgwKIt+tHDxpEgat79QucB6Of5wCGvyf6AN1bIytClwA6Kykpt0UQ5oPchcgpGmwWbS5ow/WGV53Pq3VBQg5vNnWrbvmjKb5q3lTtjXq65cP+nxFUyShbe1osZGTAEGfPgMeBHZFjpk3frOEs5ZfpkYhVU2YlRQz++tuNaOFKFhE6tksm8z2FLQPGzamnsMoucxXpDz4nKiHO7JoARcgZNGYDh8qn5xmPq3VBQg5/CFt3HjLe6pqF9BDn3JokaWUG9rcYCYAgs2puZu5FrC0gAsQ5u6NkU9OM5/W6gKEHP4mN5x+66bqmvnkpw3DE6qsnHewf6CjPBaNTkYLjC2K2ZiSCxCyYUX3GE5awAUITlo7u+fKJ6eZT2t1AUJ2fydTjnbm2XdcUV7RdKr+kCLEmtrFNbQi9va2tY6NDcQFnKzIkaY7LRcgTNeC7v5OW8AFCE5bPHvnyyenmU9rdQFC9n4jhx3prHO/dnNZsI7+ejGyHPL/Q+2JO+NdB1qBMZtTcQFCNq3pHssJC7gAwQkr5+Yc+eQ082mtLkDIze8lftRzzr3r3kCwOs5saNWhsL9z2yBphsbGVSFNcJSt6bgAIVuWdI/jlAVcgOCUpbN/nnxymvm0VhcgZP+3Ej/i2WdfEfAXLfu65kCw6lAgzRCLRj1GgqNsTMfv84Yl1hediJbTHSD3fOM4Ux1ENs7iHsO1QHYt4AKE7NrTyaPlk9PMp7W6ACFHv6JDHAgtm32+gjJzekGfkjQD/zYSHGVjOhVlBZ11deP123ceord3CiA8+ODudVFPNC737I152y++eHEyuWdIi+KKlWrAiwDxEMyFxoHQ3utZbiuEjAnxJ0ShnBysEV0JqP91C6bVZ5UiAj03apfpDDgb0KswtmZivz9atGumc1xHtnUBgiNmzslJ8slp5tNaXYCQk5+LyPr1V76tofkYePot0ws5Om38sPV1RXurqyZaRkLFL7fuGV6Ua4Dwve911I6OhbbEJDZF7tkjnl0lxUU3fuADzVZyz5AbwSXwktLpgYcADZ0nTbaBmOgWJaQ0HbMZJaChS96npJync8x094VnARZGwJHmUYBXYUgxP+rP+P7HitAJ1kg7A/+KgNRFSsQKTQn0JPgMbQoz74OdYzq6jQsQHDV3Vk+WT04zn9bqAoSs/kzeONj6U7f8TUPDyriKYTYJkOxMd+GiwJ7SorE1xSXBnm2vDIS/9pW1f2dnv0y3eeBfdlwmYi33LBJ7fNNHlpnlnjkVAOFGBRDMp96o1BoRUXqviMp0oOMAACAASURBVKDLAGMhzvUFRceMQiayzXpb1HkRTUKmGfpkgAWfQVSFxgNMjAwkoOtFpFPpQDA3o6w0TnqzIkNCDhqa5X8wEShVKef7t8oBw9ZINMhKjppzfkrJRTPfdyihJ820qIWrePvXJE2Llfw0wlAVSoMCqmctMY0v/ZyIfEUxUAJ+UKJEd+LrikVSr5W5cVz0KH6o1kL0ZNYNFyDMuktie0L55DTzaa0uQLD9E0hvww1n3/531RXNF6Cy2NS0Jq6w6NRYvTLYEZPRFSWlZcOjo9H2z1yyHKXanI37H9zxkMdjLfcci8UGPnrxMrPcM3N5QMkwExJnQIP87yoUzmfrlZNGThmAgDgSqQYcIf9GtpntSRMQjuftHBlmvmN/gABv3wAKqJUhrNIS0MyHY0GRbJaVBkxB40y642bldHkTR15aDwAFHBZoPWDbEjI5CeSocfI47VOUIiX0zShBGgECkRPSCYhEofODdgeqlucrwMP+/6WkqwFN0EgzJyIhAAuAAX8jZgWt9IcMa+WzV5W9me93TGvJ2X2R7oFdgJCuxWbP9vnkNPNprS5AyNFvbOOZt36hqmr+KdlmSLQz3aNWl3dGIsNLAQhsv+kjS3NWpBiLxTwPfntXUrnnTf+w5HzxeHB8xgFAwAmjxkh6gVw8ThjHfqwSQ2J7nDWObY0BIGjZZqICaDHgyBn8u01EULVcpiSceevGIaOjoCWgcaB7lEM1y0rjyIkq4GiJChDBYH99Ds4DIMDxc56L1ds+0QGiDVpMyihHjWok9RiAGFIqRrVHIggABESkAA34SVI1ABoEpV4RkU+rFAH1BAAahKIAPayXSAoACTChAcI5CeSuiUKwrXEtdm4pR7axCxAwDspaLIR9uAmesyhecWTSCU7iqjnOpPVze24XIOTWvjN5dMeu7bnvvPvKkpLKk4sKg23Z7lJIZcC1x1bK6MhgwAmAwFwyjCCQYsDRUUBnHDhGtBK+qT40AgTehCnw0xEEfEOtiNyttiX0z758TpqAaAPnwGkT2qcokjd4I0Awy0ojHc3buRZ4IqKg99PzJPWAk2c7Ih91SoHSKCal5ai/qJw/69TpBDNAACRZpRiYNxGUy5QUNedHeZIixu+qlANrRbKa9Mp9at4oYFrJXVutJdXt5Nj3qQACwAB1L1CO1UDVC5TERZ/p4QKEmb4CuTu/Y04kd0tI68j5tF7H1nrWOXd+s6y8YWEmJEh0IcyfVyz+Al/J4OB4b1dXKDg0MjEp5Zzs6tLieMwx5YVOAoQMaxBw/A+q5zlv1gxSAvBG/FxEjlZv6rx549D5P8/df1O5flIE1Bb8TAEGnDROmPoDikPJy9NRQYqBCABv49hQAwT2/4wKvRtlpVGU1G/i1COYnSp+7DeqtgHAAgAhzQE4MEYQNEDgRZfzb1HFiU8kqEEwggbuU4oUiW4wf6IfREaQoSb1QBRB24L5Xq9qMfS8iRhZyV3PWYAAsiLk86JCZeRYqLrkhgERElJCN5wKTYwGqko2KEyhehO0xSB8Rd6Jmwa5T0JIHJvcjUaK6TxVXYCQjrXm1raOOZFZYpZ8Wq8jazVyIFRUzusoLakktG1rFBV5BtesrjhM0XFocLzt9R3DhLSTDsDF0mWBBicBQoZdDLepN2DjepBf5iUQp0tRnR6kHKIi8ifDZ4TdeYP/snpD5yuKBilSfEqlJEhZ8CbNdnRH4Fd0PQPOnRSCWVaakL7RL9ABUK1qDPTp8UPUPzAABtRDGGWh8S1ajnqbqo3gvAwKLUmXUEDJsIoqcJ8CnpC5hqqb2goG0ZOzlBw2wIGhCzmN0tbcb1Zy11ZrSXVLOfZ9sggCRTwYDYBAmIi2Dwo29AAd0ioDEiOvpitSzZPHMBS3UK3JBSE1wQAwEIbhBiLks0t99s8uQLB1/R15sNqaSe43yqe1Ys18Wq8ja4UDoap28WchSaqqWdRZXBik6MzWqKku6Fi4MGAJKOyABFoc580rme8kQNALS5MHIZU98AM4UaPUM7UK/ME/GAeS0QCIMfWhWdJZyzZbSUCnIyttPCepBbgMOCfnT9UZAMjIVCKa4xNlMbYq8hkvvshh8x0vrWZbWcldp7L7jH2fKsUAaqYnFORFRejv1MLJtxBmWmSo/Ey0iM+LyBkiQg5GAwQQGlWtIK+dCoAQraCV5A4FECgOISwF8gPZphpuBCGVhebu9444kVlknnxaryNrXb/+6nc1NK/ZxDVuaiJdbn8sXRJoragoiIs4WY1UIIEWx5qqgkUzARDsr9Ld0rXA4RZIBRAoTvl2AsNRf2BsDUlmX9AUuSjyVkQQQKKEjXg4gLY0YKB/ltwNwICoAsUupDGMLFSJzuMChCP3DnfEicwi8+XTeh1Z6ymnbPlwXePK92TS4kgHQmGR11bEob19dG/XgVBc60EPWhyLS/3NLkCYRb8wdyq2LJAKIAAAyDVRzPFTlW4g/MMAIJCHMbfKWJ2YKAS5qgsUQOChQE5KAwwNECjkgMCCP0QWKIIZNR0w2fkoPsmXQbRld54sNp/WyiXNp/U6sta3vPWyjzY0rT7eI57uhsYWW8WF+rf1pqPhxbE3otFIePuOwZGxkIcoa3wsX1rUXVpaXBMKjZQWFZXGw96f+fSbiaq6w7XArLZAKoCgJ09BIoDAnGey82bPMTQA0ABBF4Hodhb+TwUrfaQwUVGPQIUr9Qj05toZbgTBjpXm5jaOvGXOItPk03odWetZ59xxZ1l508p0Wxx1gWE698ZEONa97dXBsolINP4yRYsjw40gpGNFd9vZYAG7AOHdIgLxhnGkk2IwAwQKOWiN1ACA49NOSbSC/lkKGKl0peOhxVDVmsxmLkCYDXdUbubgiBPJzdQzOmo+rTfna6WDweNb8BVkntNtcWxuLG5taCxOWH+Q6OpSl9DVFS6kNbKw2NcQi0VCB3tfj9VVr4qrOeaSKCmjO87dybWAhQXsAARu6P9RTFLUI1CZyqBi8wpDa0gyA2tmqg8oli62hWOBFhE4uKmMBRwQOTC2s0CZSRsI9JXGalCrc7kA4ci9xXPuRGaZ6fJpvTlfKx0M1fUrLi8qLKpJt8VR1w9M9/4YG+/sfHn3P5cft2ILjH8uQJiuQd39HbGAHYBA/QCc1LBg0RObzUEIjoJFWkV0O0ymx3cBQqaWm/375dyJzDIT5NN6c75WYwdDui2Obz6mcsDrizPzTWsMjG5re3H7l1a9ddVdO4sLGhqciiB85OqT1nkPkRPxZtf+L7c+nY7csy4u52VuTsgTT+siuTsfZgE7AIGdYIPCkdNZQB8n++GQaU1M9WbvlNldgOCUpZ0/T86diPNLSnrGfFpvzte64Ywv/3119ZK/weLptDhmUn+Q6Kp29T2xZ1vbfWsaak7Ysar5isZcA4SP3bChdiIU3uKJTZV7jnk8u/xFhTf+8w1P2JF7hquA1DLdZfDYaCKhWfZzcaeTKwvYBQhQVMZ/YKZBNXCmRBPZXpMLELJt0dlzvJw7kdmz1PhM8mm9OV/rmWffcUV5RdOp6bY4HrWqrJP6gWzcGzv2f6tj74EnVxQW+YbXLvla56c/vu6j2ThuomNcvPltSeWeH7zt2XTknukqQ3EQEaLTlI4CURVYBXcoVl1oiCHWg7PmS6qGDFEmtiO1jFgRjIpaNpmCdPQMkGO2kk+G/8YdM2wBuwCBG4MIgrHFkEJD+K/tdjLkeqkuQMi1hWfu+Dl3IjO3NMsz59N6c75W3cGQjopjNqMHXOFtHV/p7Op+fikAoSq4dv+d192LPHHOxkc2n/SQR2KWqZGYeAb+5banE8k9EyGmxZwBRw1dZIgQXaII7wAAiCfRkk7xJlFl/ACgALr936p0dJ8qLgcIkKZGrwFVSMj2oGKmSJ3t6Va7S8kvG+WTIedzxwxbwC5AQLNb8x8Yp4xYhS5anOGlxMGL3fXM9Fyzcf6cP1izMcksHSOf1orJ8mm9OV3rySdvXlpetehqKJaTtThChxyJRL3dPeNxSuVsRg843jOv/Z2EQ5EAAIH/P3jbMzmTe+Y5ePHmkx4WiSEiZDE80Qdvexp9BSu5532K5Zb9mCv6OZr+HiVDuFfQUKAu4ZeqNR3KYugpkXOG5I52dvZF5A8woCWVESYCKByj/Ib2K9S4WcknZ+nx4R4mUwvYcahaKYsQkXGQjyJc5KYYMrX+9PbL6YN1elPL+t75tFYXIGTx9jnppKs+Wte45myfz1uUqMVRayXEYrHQSy8NegKlvl7ElbI1DVocn339g0UOAgTJMIJgJffM8193lgEQ4Kvh7Z/fJGkFuGwQYIIIDzI9VA75nMJzQBDt65r3BoAAzw0kUbxYQuVPFxvHM8sna82ebF0G9zgZWMAOQOCwZ4sIPxjEmkgtoMDIjQFzoZnpMINpZGUXN4KQFTPOyoO4AGFWXpasTCqn1/bkU667t76xJU59bNXiqMGBXsnoaLTd54n5rWoP6EToGnjSu6z+o7Uej48CPluDFscXd13eMB6OTBQU+nh+5jqCINOoQbjTpMybCiCQfqbDgfoD6gZw9qQjINUzAwTa1VE8PEFE2lWbO7UY37OQT7ZLkGfrGrgbZWYBuwDBfHREmggLEVayqobNbDbT28sFCNOz32zeO6dOZBYuPJ/Wm7O1rl9/5dtKg/V/X1beECc6Mrc4JlNpNN8TgIO/tN0Ul3b2e0tDR827rru0ZJEtyWj2fb3rtsICv79keHgsXheQ4xSDZNjFgFOmY43aAD3MAAFJZvhruG6kHs4UkW+KyCcU2y7RBNoq4bA5T4nvaR4cXeSoSfcQ5rs6gXyymbV3Fv5Mj/wp2QUItLlQpKgHOtdUqC5V5EazwVIuQJgNVyE3c8iZE8nNdKd91Hxab87WetJJm6+ta1x9LOkFroixxdHv84aPPros5vF4UkYCxiP9Pc/t+BR59imjueq8tkV1H4iDhmSDFsf2gX8taGqsWLF7T3dPLBYryjVA0PNJkwch1VKSfW+UgtZSzom2p56NuoR4PYYaVvLJ05mPu28WLGAHICSqQaB4BYpklwchCxcig0Pk7MGawVxyvUs+rRVb5tN6c7JW6JXHwmVfra1bGn/L93i9g40Nq8l5x8eqlvL2khJvnEAo1Wjv+UVr68EfWNIt2wEJtDiGfC+OV1eUrOnpH325v3d4kVMAIdXa3O9dCySzgB2AwP6gZCPSphah1aaSo1NXwI0g5NDSPHAHh313xcTzrN8jjz311G26FSqHZ508dE6ciBMTz/Ac+bTenKwV9sSyynnvKC2tiAOEAn9xR23dsvi/iR4cc0y5VVeW5eV6fudlg+GJrklwYd4oFUigxdFbvD1UESxe7fV79+/Y3lXmAoQMfxnubo5awC5AYDuIkqhC5YdFnuk+1Sfr6ISTnMwFCDm8EvDZi9dz8+QporFrn3nm9j/n8JTGQ+fEiTg090xOk0/rzcla159y7VcaGlch9BYfgUBta7mqRUiH4yBReiHRRbUCC7Q4LlhY1en3+pYWlxYMt7Z2t33juicp5HOHa4FZbQG7AOF6RYRhXMxWxaTlphhm5hLn5MGaaCkbNtywoaJ64UdHhnt6R0b6grFopP3prbde69DSHV2rQ2tKdpp8Wm/W1wqYLS6t+HhV9YLJtICxQHHhosCemqoCCq1TjmTpBTsgQRc3LltePxidiDYCEIaHQ/u/+Mlf5ZQoKeXC3A1cC9iwgB2AoCtQYdOiBQamrXcq4SaYseh/nQ0jbyIIhPv37HntHa+++p8/csrwZ779zveUlzV8WJ/vQNf2zonw2DeSRREgqYnFovVbt95B1fN0RtadyHQm48C++bTerK/1pPVX31xVu6wZ9UZ9rYwFiiuWlbUFy3wpiwvZN1V6IRlIqAquFd35sHpNk4yNjAcACOxzxQd/mkuiJAduUfcU+WABOwBBqzl+RqUWsAsESUgzv01JQc8GW+UNQOANaTwSurW60n/BI4/caawEztl1OPOcr326vLwOPoz4CIWG9vd2tx5IFkU4+bQvXeSR2IklRUNXZzrPk066oX7//mdO3LnztxTF5svIutOcxYab1lppZYyI7/TywPhd3GP8NgqKSi/RxYms20yxfNTq8s7CIm9KIqSR0T0d/9d2TbPP7+1ZubIh3sUQDkcGe/tGevv7RoKRiehhnQ1WdqZActWqhjIXIMziu9CdmqUF7AAE2lFIJxCS+7wiwLhUEWO4PAgzcGOtO3nzhZHx0Cavv/jRZ7feeosTUzj3nXdfWVJSSR/z5CCKEIuEbk1UsHjm2V+5qag4WN/d3bo703niAMZCQx96/rl76avOlzEtpznHjJTxWomkjYaCtwYDNQUDA+2lEot+S6Tg3NqGlWt0ayO2KC4ub62qeiPdsPbYypQmgv3whV1XhClOrK4NtjbUlx3WxUAtwfBQOGUkorDI37lsWV3DTACEr/zb+es84ol3a8Qk1v6FDz2cTO6ZzSjGfK+IQC71soj89yyrNUt57dwNsmcBOwCBs8GdzY0CLaYeF4nIQ9mbyrSPlDcRhJNP3nJ5QVHhcWNjw+Ue8fw5Fo3+INcFg+/4q2/dD5+98SoRRejpbn35ma23ft189Ywc+PF0RGTspWeeuh1RlrTGKRu/9N7w2MAFXvHfmOs1pjWx3G6csdPM7bRycvSM1/q29VdfU1OzcHFRUbAxEomGent2dwdKq2Mlgcop7YtGBsVgqb97xcrgZOoh7jhjkdCOrvsPNpef69HkR3AX7Oi6P16nQP1AYaHvsC6GSDQS2rH94HCqSEJZeXHr/PlVC50ECHd+78Jaz0R4S0ymyj17xLMr5i+88YoPfN+K4I5r8ZqIXK7YERFl4mVwlYj05uTq5/agMP6i93BPbk9z5B7dLkDAAvzoMDZFiSg4bpumWSDGoJIXNS9UvGDjQtdB836nq/GQNwBh4xm3XB8sqz1tPDzySn///vgbjM8jn8tV6yFvagUlq75pzOnqa9+5/9WeQMnYJeYUwimnbPlwXeNKfqDxdERP955G8cQeTRckbDzz1i/4fN4TRob6tjtYFDnNW3vau2fsNKd9ZucPkNFaSSX4C4s/W1e/PGWqoL5++aDPVxR38Gb2RNIIf2m/qWYiOlIEQ+IJy+6TaCwc/t/tm+LbG9MLVqYZGwt1797VG4T8KJHpKqoCe5qbyhc5ChD+/fykcs9XfPDhRHLPsCM+aljL+5S6IxTJ60XkKRFBhwcJ5/8RkW+JCC+LUO4jBQ3lMs/wzSJyo4j8i4o8o+4IuR4+5yTVBXeqSToa+mXYFaFsvlhEKORkW9Lb1L2RZoSQCbZHhKA43lcV6RKy0ahPEuXmD/VZtOIzZlOtnPO/sGmc0S5AoMURIQ8YFHHc25Vzv3ca5+ZtEsDBDQFNJ9EJFMa4+FdmIAKVNwDhzLNuv7skULWmoKBk+OCBnR3j46PNIp7HrN7kp3F9JnflYdw0/+g3WhwNBx0e6tk7MLjv9888ddsUedaNZ9xyc1X1AiJP8dF9cE9bODy0IF2QoNfa19u+c2IiNOkMygITF2Za15ANm+T4GBk5zRzPKVeHz2it69Zf/bnqmoVriB4km5jX4+9paGyZrBUwdjAY6ZP1MeoqTmmfiAz5eodejB83UXrBeM6egyNtnV39CVMN85orOiqrArXRiWhUfB6KvnNepHjnv5//kIjHUu5ZJDZwxQcfNss9U2sGCEBjB0fL+uuU4wcQoAwJzfJxIjIiIi8qimTa3b8gIogr8QwAMKxVz3MkoDkP4kz8jeaCj+WLyFtFxCwdTbr0LyKCPkO3imKcq+rdfq0i2b+wkIaGupn9mAeghTZ8wMqFysdA5wzocEeaFrADEBAXeULVIBBy4ubBuVPRninVMjcbuuAAg5fUsbmoR4vI3QogENJCOpQLy42UauQFQMBZV9Uu/qzP51sKQCC0eqDrFeENJldO86yz7jitrLIJVG459u/btvfpp275lP6S9EKgrOmKQLA6LpLDYJ4HD7w+HI1OVNuNdug0BWuNRiM7+nraAkXFZT0lgbrgyEDHnY8/fj0PhSNxZOQ056gh0l4rhau+gtjNdqIHRv4D7LN6ZbCjuNTfbAUOrOyXKL2QyNZWYAEOhKbGCikqKSw/eGCwJOcAISaer37n/Idj4rGUe/ZILPr5ix4+XzxT5J614iKF5zx7ccw4eAADL2x7RQSiKd7YGTz/eeYCFriGRCRIT8A9garjI+rZDjjbomShSUmTvkBS+kMW0tH4F1LZRA3wTYAOzs958BMUSVtJQxM9IGKA2iT+AqCCHyFFZJzzHP2JzNy07QAEkCWtjOh1/0ZNlXQDNwwXNNMWNsABNyBvph8Xke8oaVDCUwCDL4pIrYh8UKU0UlkpLwACDHG1DasuikZD1QAEjDI63Nfe198+TzzyffObfCqj2fne3OJo3megr2PP8FD/z5555pZ4aNIosWvcNhQOdfd27wjGYrLVTrRj3bprzmiav/rS8fHRgF6rPt7Q0MFvPfKby/T9aGcZc2mbtJ3mXFqcaa5pr5Ui3erqRRtTRQ84jzG9wP/ffEzlgMcbKUJ+OZXNdHFhqu3M35tBAi2OlbXBveXBopbeg0M7B4dCDbluc8wggqDb2YkWG4E3qQQivR1kaFQqWAMEosk8/3+vHD8R5ptUUfu/GqLACC8RASB9wVs+AASAYJaOpggawSjOyXxITxAFgJzv/5SKMC+SZmlo0t1sy34ABKLdtOSjNkwkRIOadC9l3m9vByDoCAI/5BtEpFPJeJJfpouhLQMrcl5qDpapkBSaDoSz+JvoBG+jUPkSUTDLSQMEEg1uiCN6HHvcx969YOEJb5+YGCv1+4tB7/HR1flqdyQSluf+9+6skxdtOP36D5WVzwcMWo6JidBQ1/5tHc8/d+/X2OCtb7v8C/WNq7i2h42hwc59g4Pdldtf+9G1fX3tk/O32vb4Ez95QfO8tRvNa2Xb7oPbf/30U3f85xF6sWkj3n2Ers28rLTX+tZ1n99S39CSUkfBE5P+hqZVFcYTvunoChkaa+9+uf2GKYWKVrZuaiw/WF5RwktK2qOrc2jfwMBIYX19WYxjVNUEOoLlxctj0Vjr3j09tdd94heE3XM27sysBoGXNlIB5PupGViiAMCXVUTgl+qZr9/ucfI4bpwzEQWe14AL0sQ/Uy+Ux6paAY5rTB8nAgg4dyIBAAQdFaCTjvOcIiKPW0hDEzEwRhA0QMA/cZ1dgJDhnWYHIHBoqy4GQkVUrydz2ImmRej5eRWaImXBDfCKCmsRzoJjgeJFEKddXfC8iCBQtFdVNf8U81t1JDI+2NX5WplEvXfpN3lt/Ck0yRbfp7p33vXu+7f4C4oJ9SUckzUGIhIM1rZqiV2rHeJ1E6HQj8zzNG+78Yzbt1RVN59oFUEYHe176je//Az1KzkZhLFjnrH4vWc3JZLFiaT9Vp3Fczt9qLTWSlSpum7BBXaiB+b0gqZYNnYoJFpsptGDRMdb0dLYHh4pqCmtmCjeu7un8+Pv+T559pyNDLsYeBkkqksEl9GlIrxo71BrwHekCxj8G+AQVZLPdArgkCli18936sqoX6DegOe7sQAdgGCWjoY8yhxBICqAf8BfEGGg4BCQwCB6cZbyQcYIAoABUDAmItDB8+wiXeGONC2QDCBQTAKK00Q8hHlAlPxNDkm3yVhJd6aaBsUzhJe4ISgqoZbhj4qAiYc+rTWEhiiGJKdFbivVyAuAQNFeeWXzIiunSah/ZKRvwFztf+qGG6+qrVtMBTLFgq9HxofuSafjwarF0XwxJjsVCOs2rBz0+QoSitscqkd4bffW399MuDHhOOfcu+6ljsFqreHQ2N5f/udHJ+seUt0c6X5PKsfrL/yr8orG2NBg53NPPn4DYNWpkZbTdGpSOTpPWms9dcOXbqitW0qhXMphTi/U1xXtnTevZP7uru/u3df368n6GKsDLVxUvT8QKEpaAJlyAoYNjj5q5U5vuKppvKi1JBSKdL5n3X05BQj61BnwILArHWY8+0kFmF8A6SIAFPSnWD/+g+iN1THSMZ3VtulIQ+OfYP91RwYWSAYQqD0gd/QREfl/ChQYT8GNQsjn50qT4ck0z/8O1baid6NVBjpnI8qEHIcc1Ok2ZKWPeIBg5Bawcppxx9v1ajgaidymOQOIHlTXLf6MfuNim+6DO18pLR6+LVUXAO2NA8MFlzY0rFprJJ5J8zpbbh6vmxjY+0qitsf4vOtXXE5rpdVaqWcYH33l06nWkOlc4Zqob1q5gf0HBzpbPbH9V+XqXBZzTMtpZrrGWbKf7bVy/1dUL9psJ3pg7l5grUuXBForKgoWoq7YN/THyY4Yj8cTamquOBgZj0XpRsh29IBzn3jc8a2ecPnqsG/fzlCkv+G84+5xqZZnyQ3oTiOxBVKlGKgz+Ilh998q9Hi8gTSJcBThnExQGugOoEGUAjAynXHEAwRYBWsbjvo8ztrKaWI8HG9/f0ePjiIYowfauDjX/t7dzz31u5sSEohwLvF4P1lePm/ETDwznYtk3DeeapgY2eaJlnw/6h1/qycaOcPrif4A7QYK0ZqajgIcSqK17tv70mGKkqQGop7QJk29m+lcTz/j9jsrq5vjNS2Aqq6ubT/NRQFogvnZdpqZrm8W7Wd7rRvO+PLfV1cvoYgu5TCnF9hBUyyjrqhHcXFBx8LFVTU+ry9etEiBYVGJryCb0YOS0oLutUe9ZXhitHB1ccC388DwX1yAkPIKuhvMBgukAgjMkXQARSv8MKkLYAAUKEIhekC6YTaMIx4gwCpYV7uU3F1Cp8l3h3L8I3Hnb4weGC/SyHB3W3/vvvus2AkBB76CwIerqhfXvBE58IQqK+cd7OtrrxVJTAqTzo1gbNHkLa6ivPng0HD3ONoNoYmqj9TULCS/mHCtfd2t33rssWundDKQGohKbFMs5hn2eSJ3ZSIURfSiVRRkBAAAIABJREFUonrBJaWlFbRIxUd3z+6Xnnx0i87NprPMTLa17TQzOfhs2QcwNzK297N/fOGB6+zM6e3v+PqtpYEa8twphzm9wA7HvrkiNBEdGH5ux6eqiRI0NpbHsgkEEk2qLFjUefxRp8jIcGRpsKxkuGdkZ+eZb77FkRRDSkO5G7gWSGKBVACBByQFIokGHQzko2bDOOIBgi5QTOY0+S6eauh87WVfQfGIrj2wukAHD+ze+rsnttxu/E7z29fVL6O6fHJowRtoabsP7u4enxibdJ6JLj4iNT7xj0xEwwnZ7oh4DI/0eDQYoZYB7Yay8rpAWbAuTrSUKILQ09/xH088chVpqclBaqCsvH5F/0BHbZzdLho7LMqQ6mYlelFfv/o9xrTKyEh/R39PR8rCylTHtvl9XgCE00770rmh8eEPeryeZ1MxbJJeqKlfeaO5tqXAX9wRCNbGjMC1qDDYVl2zaApxUVGRZ3DN6ooymBP/tPfamlWrG1O2OeprRYtidVVpwYF9/UKLos1rOLlZ07yKPasXntQ4NDhWDUCYiIY739LyKRcgpGtId3vHLZCqBgH+AwoIEw1aSNKlRM7VIo94gHDWOXfcWVbeFA97J3Ka2rg4Xq/f70uWr40XFh7YfbcximDktzdeKLPgzYHO1zuTOX72ZZ+SQHVhb/futIq90G4IBOsi+g0+YTrFopNh4xm3fLOqesFCzc0/MT7WnS5Fc6JCuM6OV17cuvVm+DlyPfICIJz99q99wV9QfHpfb9uQkarYEyve9PTTN1BBPzms0wueUGNji3g8viINXL1ef8QMDjhIc2Nxa0Nj8UI6GNr6v12MeJKdiwg4aGosmyxojEZjA8PDod7uA0PB0ZHxlK2SnGPJ0rrdSxpOXDw0OBoAIPDZcSs2uTUIdi6Au82MWiAdgEAbCR0HpBRwxrTEkGow8xTM1IKOaIBA2L+iesnFWjApFUCwexGIIkyEI9/WNQD+gqKAFUOdOac7Fh7en8rxa5EcO2DCOF+Ai99fFNBviwkBwkj/jt/86tOQpsQHNiqrXPhhY2ogLhQVHvuGXaEnIijRWN1tdIqYbdjb09YaGg1/2ey87No6je2OeICAnf1Fy74OS+ZEOPRanOhLDa9EbzGnhqzSC5WV89tLSipS8iFwWM2guGP/tzpCvhfH0UZIdT0qK0s6muZXJoyUhcYm2nfvOFgXjcWopYqTIVVXlniMn/H5qlXLdzRXrVzmAoRUFne/n20WSAYQ+O48pb9AVY+OJEBhSccCUqD0tmbCg5ALOxyxACHeTTBU8EBD4yo/YW9C99VVCxoLC4PDBw/s6LAT7k9kcGN7IttU1yzabxV1qKpZ1FlcOFXNMZXjb2xcFeLtzg6YSDQ/1ur3+WPj4+HDeOXHxoY6e3pad+mCRBgcG+cdDcnK5GB9vd2tB+xGEQAZlbUrP24lTEVxZ9/B1/4pk7qGNG/4Ix4gbNhww4bqumWXW4G/rq6dP3rqyS/CrBof1ITUN7VsNqYXdMrLrl21xPPzOy8brKwZ66+pCSRtc/R6POEVqxvGvN5EegaHzhyNSqizo69b/L6ojjToz/r60EgROfH4E3aVFdYvmQmA8IsXLlknElMgytP+V8fdk0zumTZ2XvxoQbcafEfkA80GJ4i8ON8J6sV0tvgZu7fcEbFdqhoE4yJ5QEOlCRsWYAECDPLUboohx7cCYf+iwsC8mtpDeVVyrMGymlUABEKr+/fDN5KdwsFES9HO3vh9MsdvfoCPjva3Z1LgqNc6Ph56ZWDgkHKlHvHugs5tRbog0V9c9q6a6sWwuU0Zh6II4z9IRczETiefet0l9Q0t5ySyg9l55ejSH/EA4axz7tpUVl79Lks+j/59v/vvR66EKjc+Npx+66bqmvlTQvJVNYv3FxcGbKWujAqOdDCgjRAMFk+mGAADi5fVHug5OOTRTp26gcqq0niUoaSgfm+wsK5gYGyv0KKY7jWvKlnaWuyvWOgkQPjFq5+v9Y6ObZFonLvmjeGVXdGS4hv/quWrVnLPsCECJiyF2ZSaI5FktBIQU8rVwMcg+gSFMnOi9X221Lrlas2z8ripAAJkNwuVOhdCGXAV6MFFI7yriZRmeoFHZASBN1p/YflFGhxgZML9xcWB1QAE/n/I+e61FWrN7CJ5Qk1NayyLuhJFEUpLq/ZUVEwN06dT4KjnWVZev7ewoKRFr1V/vr9z22AsGi2Lt3WqgsREDI7xwseDrWV+b+zaVARRp51x4y1WIEOfd8DkvDKzZ/K9li4957zGpuNO8npiD6aabzbOT4RqcMS3KVWhYDbOpY9x7nnf/MeS0oplVgABhdDf/ubSOAkWnQ5lFVU3GIW/0o0eaP6DsfHOzhd3Xd6ANoIepBEamitrvF4p4s3/9W37PT6/N7S8pT5O9AU4qCyeNxltiEl0IDQx2DsS6gqGokNTahBK/DUdZYV1sQNj2+ti0Yl42oHREDiq0+stbHASIPzq+U9dJh7PRstrFos9ft7x91rJPRMpBnTRAWWWT8Zhw0YI9TTH5QUR6uU3mWSXKXqmsB3KZWwI4RJ1O4i9oZMA+65mYYRICUXgv1WcOGjyrBaR/1JU+wCRCxQtP8838/l4YUDymZdXGBcB9ohEuSNLFkgGELR4B/reDNrJ4LhG5hPhDmoPZgs4YH5HHEDgwR2KVFxrdlh1dUu7o9HIQqPTTBXun879kuyBHImEBru6th/Gmsgc/f4SyyKudOZKu1okMh5PpxjXYEyt6ILEquoFZYkYHONtnX37x8uCE9caCY80GZRHYqjYSXl5016jMzLbzei8pmPTRPsSTo9Ew1/3+YuGcynhbTz/JBW3J/aoEyDhUMpgzfWJ+DzitOH7Xo2TfRlbe/Wc04kesA8CTV6flKPg+Mq+WwIrVzbE5Z/NBYh8Rl2BeDz+oiJfAw6/smRhwhqESGS0XYMBj9cfbgwcHRPxFInEQn2jbd2jE93xfZvKjg3xuZMA4ZfPX/KQxxN3nIeNWEwG3nn8PWa5Z7YzAgQr+WRarDkmFMsINOH4oT3+lYg8qFQc2Q+A8e9KUREVRuiTcdw/EJFviwgaKpwfIjKeHWi4QIqH0iUaPRDzAWAQf0PKmbSh1fn+oFh2ASkQ+/2bge45Fz/PvDtmqiJFpDU1QDAbBwRJCA4qzdkwjjiAsP7ULX9TW7vkr6c6vUNv8+HwUMDoNBM56mxcGHMHg/mY/f1QPPcair4SRxzY125NAvUHjQ2ry8xr5RgDA52tw8MHiW7ZHnGQMLDvNe0Eic5EYr5LPZ4YD5f4SE0T/YbzMp84TtKkCJ8kFnvQbmGk8TinbbzhY+UVzRegXtm1/9W9pSVjX8g1gyP1ACWlNRfEIzESfSrXIGHD2bf/XXVFM2+GCbtxurt2fuvJJ7/4G2PnDtunGz3Q+gvs297zi9auoZ/4lyytbbYCB8brgMNvCBw15hGvpZN9Y9tDYIDIgc9XkjSK5xRAiMXE8+sXL8GxWso9E65/x9p7zvdMlXs2AgR0F5LJJ+Pgf6wiy4T+V4nIbcrpU5+G9gKaDGgiQJtPRwr/hu9ih0GOmZfNtSJCJOBixasDuGBbQAN1bswD3R9eTtnWeD54Sd6nAAtRC8CIlqu2/VxwN0xsgWQAgQIRUF2ifmFCaCgvzpYowhEFEHA2pYGSLeZqev2AtHKahzvq7Nz6Vqx0xiOTOujsei1MyJ/P6U2vrVuWlCfBThRB97NbrXUsPNTZ270n7XxwHCT0v1HLoAmarNgisXVZVXNssLfDY2zp1M7LaAPeir0+3+ai4rKekkBdcLB/3ytmjolUV4NrHigLXl9cUr4agEC0YqCv8yd2aidSHTvZ91rOe7I1NBy7PpedGsaOhEQdKgMDBx4ZHji4rb6p5RNGPop0owdHrSrrLCz2xe8TKJZjBa+PLVpYVa1TCD5P0WBJQU1voLAmMDDWEdJv/RUlC/eU+mtSdjqkY3enAAJzmmYEAYCQTD4ZgIA2CRT4PHchryI9cLVhPxy5ps3nJZJ/a6lnrbZIETwOnTQDQAxFXyIHVgCBFIf5fHxGbQppDSLeKD66ACGdmzLFtqlqELJ4qpwf6ogCCCefuuW6+oaVFIVOGTq3b+U0zY5a74jDDlY0es2Ozu4VsepgMO9rrIOgbiAYqJsPOU0w4B/s7hk/DCzYiSLo41itlfPv22eUrbe7GhFqEgb693s8Hm9kKlvkG8fQ0Qs+Mc8V5/Xfv72cUOjkMFNaW3FMpJqhJmiKRkPVAAS7olapjpvq+zPP+dqny8vrqDGKDysAlOoYdr83Ex4lAghjowPbRkeHhlDz1Me20ldIdl5j9IDt/rD9o6GGxoLuhYtrhPZFc30BqYH9wy95vDFfqD64JqHYmN21mrdzEiBMswbBHEHQDh0OFl2jgDNGsnqviNxKgEalD3TkwQgQKGQnzYBSL//meNDzk6ogwkCVNccgdc3v6hcicpNSYuR471edE+bzkYJwAUKmN6SN/VLVIMB7QH7HPLhohHdQW5wt44gBCMlEabSzTuQ0Dy9Y9ITq65eFfb6i+AMvk24Cqw4Gq4uOIwWEVNcuLOV8kNPUNxQ1vPTSoGciEp0s2tL7pmrR1HS5idZqFYXAsVeUNw9k0jFhXFMyYiic169/eQnFUfFhFsR6Y31TOSZSpR1O3fDlf6ytWzKlcC8uoz02aEmJbZxvvI5AfPWZRBvOfefdV5aUVCKlGx/9A/v/8Ohvv3CjnR/2eefddbSnIFD6y59tIh2ZcpgJjxIBBOoQJiLRsLHd1CqSRYeCz+eNdh0IHda2aIwejEf6e6BYXra8fnDRkuqepvrFPmPxoZ44dQUxj8/v9xamHZ1KtXgnAUKyLobSkuIbN1p3MaB9QhEi0QMr+WS61oiq4Nx5+6dokLFV/Z+0gt4vGUDQcswUJFKrwGA/KP1JV3BszoFqJ6kGChDfbnE+XjyoT0ABWNfMcR/PlrR3qlti1n+fCiD8TmlpWy1kp4jQUuYSJWX5MpOHrqldxo/lsNHUdIiKPpHT5Duj451eN8Eh/QW7ZDTmyWpymtHRaPsrrw4clp+d2qJ56FxDA11+wvnGN/hEa+3tbWsdGxuYUoegHXsmHRPG+ZujJsYoQryIrvPV0Zh4nvV75DGvP/B+K0prM8eERzx/NvIxrFt3zRniixxNzp9/V1Q3vx+SJ6PThHuh5+DrkWe23r4p2W1GBMPj8dSnK+XNMc1y3tBKD/QetJVmeNe7798Si8UaQ6OvXWmnVsKYXiAiMD4+XOTzF03WgCRbo1lfwe/zho8+uizeH7/99eGhoZGJyaJYc/SA+oPWgz9YSAdDS8uCPfOqj8lq+sDOI8BJgKDnkyYPgp1lGLfhupGCnk6rO6kFhP7GlMz0iDoBxw2ZJpSN86W7xrzePtMUAyGfHyqAkFmcN/tmPyIiCFTV+woW30QLmNlExhBrMoCgHa/H6wlT5JfI1J37X+2JxibiFd3mQVqipnZxDURHmV4qxHE8Hqq6iVxE27dvH6ozRxKIaAwPHfToc2lHbOTTT7TWkdG+jv6+9inpC83eqOdsp9bh8PVZF1kajwVIGBnu6R0Z6QtWVs0L25Eg1iJaFC8CCAqLS98Ti0V8KFp6Pf75DY2rWpiL+a06HkUYH3oqkZqkjmD4/aVVdqW89Zq53wpKVn3TTAzV2fHyA1u33kquOeHYuPHLR5VXLbqBGoHu7tb/evKxayFRSzjM6QUiAoWFRct6ezuGUvF4WKUXVrWUt5eUeOPAcyIc69726mCZvr+M0QO+hyBJfD0jUCwf+6Y1rdWBxWkVuGb6GzDuNxMAIRvzdo+RvxbIFCAQatqlCkJIQ8yGMScBQrySXnynazZAKsorqpdcYizM0sY1hr2TAYRDDrm/3ePz+5KRyQwNH9g7ONB1WGjWTpFhqgtufoNj+1gsFmprG+m2qkkwHg9HXBKsHKeOgc8TrdWqc0NHWPTx7NQ6mNdiJfbDNpkcy3hsLaIVjcZ+BziA20IrWhYVlXWiIWEFENim+8DrB6IR/w1WxYPG+gc7Ut7GOQEumuYffRgxTm9P23OPP3oNOeKE48yz77iivKLpVDbQIlvJZLbN6QXdwhqJRF5LxeNhTi9Y3V9Dg+NtXV3hwvnzikUXJsbtqdILgWBh27Jl9ZXHH3tCT7YLEFP9HvjeBQh2rORuM5sskAogUJRibJUhx0SvKoUltKXAqAhQmA1jzgEETaFMm51mAywsrjnLWJhlNKzx7TgVQLBzQaxZGN8QwDEeg4LDVSsrYoOD471dXaGgMZxrda6FiwJ7aqoKLMO4O3cMd/YPjifM8eKIC3z+gK6bSLbW4eHuNs2wmAjYpBtF0MWRVuvSBE127Gu1DcROI6P9USPxVVxYq6CkWL/FW+Xlcfy9Pbu2Pf37m8m3Tg4iEdV1Cy4wRjDo1Bga2P9VOyRLZ511x2lllU2Q2EwZgwOdrUMDB/4pUatmPGpRv+JyY+SBdQwMtJdKLPotKzpqc3qhobGl2uraWtnYnF4wRwiSXQ+dXqiuDba2rKz3H9uy3gdxUabXMNP9XICQqeXc/WbKAql4EKgzqE8wOYgxPjZNCsz3iMjnFNkFVaycT7fGpJvXmnMAAQrlwoLihRD8TIarqxfHrHQAuAbGh2Q2AALH7One0xYKD01SGCcSwDHS1bJfa+twR7JIwDFrKrr9hR5LoqTwWKTzL68M2npAA0w8sX7vWLg8YZ5ag4RE7ZjpvvknK8q0qnvI9o83UeGemcdBpymMYEPPpfvgjl8++fgNtKIlHbrF0byRrrNIVPtglB437qtbJSPjw/9qBAnMtb5p+Uc0p4e+Vlb3sdnGZuBnFT1ItkjSC+GJrjIolle0NIwhvXyI0MjZ4QIEZ+3tnm36FkjFg/ARETFXn+OI4ciG2Wp8GlN4h2qLoQoVYg2AwjGK4lO3w6RzeMcBAhGAoeGCa2LR6A/SIcXR7H1ej6ytq18lVukE88LNYe9sAYSJidHug927C4uKynvKgtXBROyHmq5Wz4t0QaLuBIrHjjmm/LCuBeOaUkUR9LZ0QgSDY8t27vIOW3VC6O0ACcXFwUoddTDbz273RioiHqu6h3RuUjvbJlPq1CBBIr6XdJrC6pijI/07IuO7r0tVOPjOd91zaWFROe1jh41EtQ+Hag/mX5OItZIDjY707oiMt8bPr4mYjFwTyTpUuCcPHNipwOXULhyOnU70QNMrs9/KVfWhNasX75+JAkXO7wIEO3e/u81sskCqFANzLVXc2v2whqrWE4Q+aGvKVGEL1it4vWlfocgRUiYAA32tkC8BEGhVoZUS/m5YulINxwHCJEWtaWZWevZ6EyN7X2XFvHYrgp5U4IDv/d6BsZaV87gmsrd9TJKF7I1v/+RpX98xPEX0KJVh4w/l1eWdhUXeKW/9iboTzNEGq+PbjSJw3khkeKl4Aq9ZdULYmbvexk5nQypSKI6VKf+C3blOjI+N1TWu6uvv2VtoVUQKSBgdHRKryIE+B2/y/T277nniiRueSHZeuhD8BcWTXAPGbRPVPpjbIhMdPxad+H0kFn3OI/5PGUGwnWJbnWYwd+GkGz3Y3fXdvfv6fj3f5/f2QLE8UwWKE+HwYOsru2Tpm1riRcPHrdg0RXzK7r3hbudawEkLpAIIvNk/q4Q2SCm8Zkg5UMAEF3cmQ/esQpBxvhL+OFdEnlYpBoABx6Yn94MW7S5W53QcIECFXFnZfCakOxMToTfU4cRjWQEOU57HG/5HzbaXKJVgXJxVXp2HZFNTdGlJadkki2Uix8/b/FFrysfgotfHzQQkaLlcs+GtuhNWLCtrC5b5UoKQVFEEHYkYHRkMGNfKHF7e1j8YCsUO69CwUyuh+RqM7Ih6XeZct9WNZsXfYI48pOJ4SPSj4TgVVU1LodFOVERq9wfX29Pxh8cfvSopn8GhFseySlpMrbgjzLUPZ5x755qKYIMdwJ5wmkYQlqyFNRQeqjJ34aQTPYhERwf/d/um+D1S31C+t7GxvGKmChQHDxzsePq7P1604WMXdRaVBqqdAggvvP7gOpGoajH2th+34uJkcs/wDrSJyAEb9xi+4Y82n802DpfVTZgbktXGNHUu5puOHPVyGOJV1J1n45+yuuIcHSwZQNBv+RAlnaKoMBHlQLCDamve8mnK54ZKd2iAADkGrVHcmNy4HHeziKDklohnwTJqsWz5uRIINl3b37v92T17fpfJnNJdg5zwlkvf39R8VDw8OzERGhoZOjgwOjYYmAiP7H7hhfugAZ0yjjnm79+yeNmppG1sjVgsOl5XuzTkLygOGndYMM+/v7TUs7SoqFT3DMe/7usb2te6N/KGVB1Kcg3ejoa6ssOYDK22TTSp0uJo9/LlVZb1BOwTjUbCra0DfQND3ni9yppVwSG/3xccC/f07+v57ciSxgunzEmfZ2R47OD2XSFAoOWoqpR9C+ZXNIVCI6XmtbZ39Hd098hh66qplo55zRWTn2/f3ts9MuZNOHdbF8K0UW/f3o7Q2NCUc5dXNB4sLamcXEs0OhHu7HwNtkZ+R7ZHaWnFvpKSymUFBSUjmR5Dn2xsbLjvQNdftv3xhQcQsYmPlpZ3HVtRuewT+v+19SvCfl/BYENjSw3nO3hgZ180Fp1SdzQ02LlvoH/fYG/Pjl+2rDr3nf7CUoqXMx61NYuH9D09Pj5aylrNBwuFBvsi0ciE0abFRbG+lSsqK+2euP3gox3t/T9olpiML1tRGysvK+47evlbfcXFpVm9H+zMZ88fX+p4/fdbl1c11Xcc++6/Cmx8y2UQ/+RsvNrxvdrRkdEt0Vhsityz1+PZVVJacmNL8wes5J4RSeLFjxe1VIMidVrd0eSZbQMCp1sM68DP4bsggopHXbM0qGPRctQ87/kDaLIa1OvxQrxHkQ8ifkgUfZ2IHHb/Z2l+0z5MMoAALzbiFxj1MVUbAMMV7Fc88HcrEiUWme6g4AwAQM0BQh50SiDcARkMnN50Rvy14vuGojPlWLX6fbGq6uVQdIpXordYVVGnPEiaGyQKtXbu2za49albUEabMs46565NZeXVtkOLViRHvCGvWV1RZvVWzcmM0QG9baJlpXqD1/tRB9DQWJx237iuHm+uOq9tUd0HLCMKeg5EC5YvDx7Y2zZSrDskdCTCaq1jIxMd216b6qSZryZn0nO3m8pI59Kb2ysT1S2kK8NtJU5lLiJNNE/m4PMXho0Fp2xrLGyk9mUsXH4TbI3G45hZI5PxY5jPz3k9Xm9kfGIsqfaG3s/MZ5BOLY25DibVNYNaeSI6UkR748KFNQua5lXsmakCxT/9/Fede1/fsbS40De84Ni1bRdc/C+XpJr/dL5//vUHLvMckmU+bMREHj9+xSYruWdNqYxKonEQ5f0pbNXqBZEaNF7ivsM7iIj8q4isF5FPK10F6sqgYH5BRHhzht2QbWAfxecg44zIEi+ZRLh4UaSTps9wUt7OqUv7ivIRFLTD2Eik+TTFoEhUFEVIBKBYK37qJyLyXgvfhAgUEVf0IAA2/6AcMz6HwnjmC904a2PO5jXRuYffY95EJ3hRBmzg+NkHtUp82vHKFoAUwBP7cSwi4ewHnfQJlMSICO3FrJ1IByqXiFPR2k0EHVvCRjmjIxlAICyF0UA4zytkxFs+BoXQ5ZVpAATOy8WkyhrazRXqHPAr0MaFUeH8hsqZc5HaSDqOP/FjserqlfdAXBOJRIrKg+ObUhVopTpmqu/POfeue62kgXt72lrDY30PmUHKO955z+0I8aQ6Lt8bmQSN2+v2wUQAgW1xitQlmPvBzee16zxxugXF42W7DvzbwLL6j9baJU/S1eOct67ilHarfZnD/q6xyIIFpTWQKg0NRtpe3zEYBxOaaCnRWl/8o/F5cmh1VqkQu0DIznXR2wAShof7ekdH+oIV1fPDifgmkhVHUngamQgX6lSHlc7G1IK9xDNExKiooLiqq3P7sLluQYMEVIzr6laeaC6KNdddpJPa0Ofdv5+Xo1jKzgBzC2k6AEHLNmsrUIC4+8B3Ys1V542Xl6yeAkCRdv5L203xz5Ysre4uLi6qmSkGRebw+/vuDw0OjVYDEPj/FXe/aPtFIZ37Um/7/Ov3P+QRj7Xcs8QGjl/xUSu5ZyuAQH3KQ6qQnLb2n6tnMilnQA4Oju9/pt7YiZDiJHGGRCKIMsMKi6ASz3ofy1epZSJVX1IqkERimZOOEMPSi4gTAk1EmHHiqDni/Elx4ZewIS8ufEctGyCFexAgw7yNL6+8aHKT8jf0zYAbXkwBDmje8LLK/HDc/G1eE2CF7wAovDSzJuYLcHq3ilBoiWqAwptV/RwgiSg8c8UmgAr2hWKa+ZD6APDw0gy9NC+W+LzrM7nu2d4nVYoBxMYFxdAgJdATKAd0RNgb3uxMea8BAxQlctMxQIjcZMY2R9QkuRjcJHAwJBzr1l8ea2peG48gwFgXHh9rfXbrrYSZcjJghSuvWnR1cXHwsHa9eN72wOtPP/307awlPqg/qGtc+I/JKr+NE02kWpfKaaa7WDvOkwfzWHjP0P+1XdPs95aGjpp3XXdpyaKkb4yanMY4Hzv76u6IQKmvd+myQNy2iQCCudUyUXGkXSBkth21HoCsA93hcSuuf7u2tiqO5E26vmF5IDQ+1tvbvRswLLq90uw0jVwPVuc0RjAOAYpdQbOzBiR4xOe1Koo100pb82Mcfmbjee1FSw7n2LALEIKl/u4VK4OTqYGR0T0d3I/Mivvq2CV3Dhf4KiZZQf/cuqV7aGxnTWGRvxP2RLabyQLF3913f9lYOBJwAiDEYjHPi9sfTCr3vHb5xed7PB5zutYKIJCOwonhNHGoPNOOVQ6fCABv5DjKz6iXPNK7vF1rgMALkRZU4hhIN+8XEULsvHUTpea6bVGOlKJ0PXCs+AciEDhnHPFFKnqNrDTpE3wR82BbWuUN600GAAAgAElEQVQZWg3SGAnR596nxJ84HiAEsKC3Y/2kWFiPeU3GY2rlSPwS9iBiAqDQx2LOROkAHURN8JMaIOAv+TfF+AheAWRY/28VmGI9RFNmBUNxqiJFEBsIiEEOh1ATnQeETDCKFuuw+6w0bwf40Fzc05KNNgIEzU4XLB3/cK6iCHQjNDQfQyjIcuzf9+rOp5+6CdQZHxs33nJaVe2CwwhprHZORPhTX1e0d968kji7YLIIQjoXw+w8tVM0MtFxPJ0u0MeuCq7dv7juIk9xQYMlnwHbt/f9MDhvXmV4//4BTzg0Mbnd2iVf60y0X/xc7aN7g0F/tKKiYCGFZgcPvuptqD/2MB6E/v7x1p27hidTH8lC0OkWZhqr5QEtZq7/dGyst33D0XtCdXVLhnRLKUROpAeqaxbF33itnGYykGAGk6kAhXnuVrwPdlIb5vMaoypW3RdWDJV2AYLx2gJgXth1RRhuA72WYPHS7qMX3BAkumWMHlCcWFMTmF9SWtD95qOOG5oJBkUKFP/w/f9odgogYJMsRhBwuvolEYBA2BtfoLvNhtTb/N+KCGAC8MAf3o4pcNcRBCLDWvKZfXj5xI/oQkI+47gatJwpIt9VDrZVRD6rogc4bg0+iDz/WES+rt7AtcKqGSDg54xy07ylA8oJ9RPZoG6AbRAhBGzoyLlxTTzrsQXbaoDAmz8RFCNAAIAAkqilI4LCPnyfCCAgT01UAd0jQBJrwH7ToRDI5PFkuU8qgMBO3BxEC3RxBw6dwqvurM0iCwcyAoS4Ax3ua+/r3XtvOvwE6Uxj48Zb3lNVu4ACFctBmmF0bLBDU88mqj8ADASCtbE3KsitmQw5iZF86EDPK2PdY7+Mx9iTOep01pRs220dX+nsG/rjYWDgqAXXtZnDu/EH1M7LBoOVI70N9WVxB97a2t02PBSOO0DAxarmK+JvzVYDXn2vz1NA50XP0B9aX95977L1Rz0wZE5tRCMy8H9/7psMo5pD0OZjpwMSzJ0YZq5/q3lT81FTVdRbU10UaG0bmbBqPcV5s28gUDMZEqerwu/1FmjAkMhpWjn+RLTQ9usIrHUnUqU2UvFFWHVx1NUt7TbzbNgFCMZr29X3xJ4dXfcfxtJJrUtVcK3o1AJpulWrGuIgYt6iytYVjScUzQSDYsdLL+955bHHFzkLEDKqQcCxkjrAsfGMx1mfJSLQaZP25bcG/w1F67wt4wSJ+hL9pZaMaAL3Nw6UfSmO/YZy6Dg+Y3T4n9S+RBJwiLxp47h13p1nqz4GYIGQO/UGRBDMAIEoMxETIgIw/ZIKJ4qhUwwaIGh+HQ0QqAcgwsGxefEilU54nxdf85qYA9Fz1g0wuEE5faIOOH/sgEQ1fpLaAvYnTc8LtlUEAXuQpifyQVSBF28AEZGYKVLy2XqGZ3IcOwAhk+M6vo8ZIDCBzs7XHtr6uxspSMn6OP3M2z9dWdVMUYvlOKTCt71GUyhXVC06//D6gzfAgA5DAxas1BON0QNyr//zyqVLC4sO5TMZiXL8fMcbVUfvrwqmAySe3X7R4NKltdLbN9Lb3zcSjExE4+Fcq/CuUVq3sNAXf0BHopHQju0Hh/V+qaIIel0Ak67u55fOq9/w2pK6D5UPjP6lZ2/3z4Nr5l9T6POWJBSiSnRd7ICERMWdyfY19+dnmtZg3nappROBA45ht44gmaNPFkVIlALTdrdS6jTf19gsFOoOJmPJ5HjG9IKxdTHVj7qiKrCnuak8DiRa1jQOzKtYW5Qug+Jof3/na0/+Lta9u/VQGmh1S/uaM0+vFY/3sHqLvvaOtlceebSy8Zg1vU1rVgVpZ2QfChQP7tnd4CRAyLCLAWeOg9IDMEC3Bc9QCtQZ1ADgjLWzx3HiJHGE1BQQdaaYz9jGp4sXjQBBO2T2oZiPNAbFfnoYo9fGwkMiEjo6QQSBOjbmwJs6AEUPQAchfIYZIAAouDZEMB43KBbj1Fnb31isCRBhtA1v/qRHtLw1x6SGgM8BGGtUnR33DbUUREiYNwCCiALFl+xL2ozUCS9fABZbNXep7v1sfX9EA4RUCnOTjIYigXTZEM8692s3lwXryDElHEbFv9q6pQXm+oNEtMbmAxrBAd9B/rKn8xctRoDA51Y5fmO4lW2SAYlECwGQbNt3VWTJ0trJuoOegyNtnV398bdgY3iX/+v0AsQ0xmOOjYW6d+/qDcZisaJUUQT2w8k8+/oHi8KhSMC81pbmz7VWB09Mu7OC4+oizkTkUsl0JBJRTFv159up77Cyeaq3aiIJobEh0SkJq2PYrSMwdzAYj8UxrIoeU0UP9DHMSp3meRKl8XgGl6ZiyTSmF17puHN/79CLcWdNfUFjY3ksNBoZ1/ei8RwwJ/q8viLSCy3LF0t1YMVh7Y0QGPW1tfe0Pv980FdcNL7ytFM9BSUlpfqzvv2dh+1TUFgYOva953eX1b3xewAcvPCTh6cUStYsXrif4z33/R9WjofDRU4CBG2HNHkQkj3OqlTVv1mCmX0A6kQceBPWKQKYVPmDY0w0iE5XmPYzbgtJH90M8AfoiEayWjTmCNhIWq9mMRmeU6zLmOY2rwkQhFMnioA8tdU5tES1OepuJV2tp8H6OBZghygEEQVjHUa2fH1GxzmiAcLg0IE//9dvLr/WyjLUEIjH+8ny8nkjMYlE+/v3L5Bo7Fq7KYm3n/fN+wLBqrLKqoXDg70dHivSHavzEvZMRWs8eeeo1j8tacvn+g3Kymnq/XR9QHiiJ6zDrca52CkWNG5PmP9A+AHR6QL9nREkGFsZzemFKccyAIs3L7ilI1mxowY3VmutLz+5Y1njJ2211iX6ZZCisBKfMspUm/e1ophOxO6XaRQhFUCw+0u3U0eQijnSqujRGD3g7b6o2BNKpdBpnrOxXTcVS6a+HsbCV926aHUv8pnxe9ILSxre5Cn0Bac4cCunbte2mWw3EwAhk3m6+1haIFELaDbMRfE/9Q9EH2aLOnJ8XUc0QBgZ6e+Iju/+vLlQEXDgKwh8uKp6cY1u+Yq3gvXvK0okTmO8C6BYrm9q2VxcVDZYW7fsMCeVSPEvUeui1R1GRb5u/TN+T/61rf/bxfOaKpcWlxYMDw+H9puLAO3esakctD7Ojv3f6iiq/IsvGCw+rAbBWFtgPO+y5fWDOr1gno8GFgCVE5bdJ9QW8La6o+v+g4tqLyzR1ehESrqG/l/pxFikyOP3HFakuG4lKbupw8i9zzd216jTB+ZojZUtzRTTydj9rJgm9TE5V/9AuMLICGlkyUwnAsH9Ul1VGDHSaFvVEdA9UV7ROKprXswdDFbrNdY+mKMHRAECQW99Il2ORPeiuV03EVgzdqYYaZOXLa8NEB1IBD51ayPfr1ozr7u54k1BY3rBaXDAPFyAYPfJlHfbEWkhQjKtQv1cWO2IAQhnnPWlWPO8t9xDX7quoI4r0u179TZjVCARWQzGTSROYzY8ynRN81dfakVkxLaJFP+ShXON50imZQD5S3Wd/0CgpLAFgKD36+8fbd/X0V9L+N48X96mamqCBWYgYXTQeh/dWz481h5orNzQW1+xIfj/23sTKEmu8kz7Ri6VVZlZe1V3VfW+t1pqtO+WhGQhQAaMLHuwAXtswAMzI+yRwTPAINs/YuzxgMfYCBu8DMZmMNgWGjaBQEJCAi0IbUho625JXfu+ZW25xn+e7LilW7cjMiMyszKzqyPO6dPdmbHc+0VkfO/9lvf96fE/Cu/Zf6KWQN/02gK+l7z3hR5YCRJIefS1vNH42dDHOyG16W27fnDnpnfkOzWYa0tHYCzWFN4zODi7wNwMw0j29rVOjozMt7xmy8cTegRCDUFzDrs5Oo0LkNAYCUWdVChL/QESdRgYWJpSV9kSiIyNrvQPj66spkpwuMHg0kGopd1GICCZOuusZvMEj8RarQ09iiB5CGTNS2fXzs7GxlCqtaVhrlArp6Snbm7vMyXng3pdJ10OJ5sVatdVgZEkvmK8Pzn2PpE1l8XOXe0L8Bq4uR/N8cjYvn0H022NW/LPFBtpBdoO3RxfyX18gFBJa/rnqoYFNgxA+IU3f8rcuetKiwfh2LBkdtMLFS+74r//VzuyGIztJE6j34jXXven7+ho7Xub0+rLqQK8tW3LcLSprWBYXH3p6tcl5P7s0B+3UZm9spSOqQAhP/5cNtn/yszUykp69Ro4a3W1paYFOAYHrRb/0TuuX1ftJbd7KNXaAr7v6Ir36+kIu+NefmlyWB2r6tCTmcnZJ17+vc3kkdMruY5kOvPi9NSisX1neycrx8HBmf72hreKLR1vXnWuevRAXpM57t38PouP3t3PSj1XISZId2c7sZesfYg0BtKyXVVlhLRjyXQTRTh4oGVITUOpIGFtHYF9h4yMVnlt5dSjLYWiJaqdirXrSmCkqoLKdNPmTa0DHV3Rojof8no79nQO7Oo+PxowQqvPdS2iB4zHBwhefi3+vvVggQ0JENQCLVmoKAsS21v7thVSUNTFaexu0rXX/a8PtrT2XmnXPy73t0sz9PZSgPvqJjkHQuFgk8yFb90WXVFf9ur+kL8Em8YWqMy2AwhyXwkCWG3brbZ0kFDsQWxuaezfurW9YEGges5C6QX1WgCaIy9MCD3qQetkYvmoOb5we4jCSLu5zs8uDU+MR5rP3/3nqytBPXqgXsurk5fhbHkOr8cXs6n6vWSEtGPJLBZFcEqJHHlxYUpSVss6gkhDbNyusFFe100rpzpute1Wfm4XLdFtoR7nxOcBMIrFgklJ8c2zv5x5xdALXwvZORwOJs48tG+pI7p7TWrsxQd+NDj4xJOrEQUv96qcfX2AUI71/GNrYYENCRAwpGR2o1BxaX70G1kz+LuRSGy6kESuvAEqfz2f6d0OLa09vxlv3dSjK82pN1BPM0jyI7VX3m0oW4b9qd6WldmFAALjwGHzt9NqywtI2NLXOtzZ3dy898CmVWc8Mjg7PDu7XDAaQni3rTueGnh5ynHFl0+NjMy3NMcj051dTfGhoflMg7E9lMosNHRvSiZa2qK2AIG5PfcsnCRrNz3aoUYp3Dp5p1a6YsdznGzD3Nd7U6YQGZQ6atkZ4RR2d8rPUyC4d18sTmpBt4NKWc131BFEItGozkPAd6qUt5s2UI4pJrts1+2hk3DxXM/NjMTtSLAARoFAIMRvRBYnuo1MSVugvbBny9kBvTjx4c//U2IpMe+nGGrhcfxrnlIW2LAAgbvAKn5xYSYxNzvY19AQH3ADDuTdg645nVl6LmCajwAuDMNcLZJr79gx1hzvytoVKMrj9TQD1eLd3T3tCC25fUJk4d7E3AP58LhamV0MILi5hh1IkK1j4XAoJjkPdu7sCvdtb5vp7oqvRhFyOZE88tyokTNNCmxst937No1FIsHNC4upgUIgQT2Yosv+49M9RD8OntGTd3xOc7VLUWzf0TEai0VWSZj0KEUxJ8/1ZCEoLXRuWSD19IabNk45bxghFxYyATcsmdKBE34/40Bzwglk2nVbON0nvWvDTVqjmOyyen0pxKVHxojSDI7fvcuOBEsdq2TxdBuZkseeeXjn1Ob4oTUps1rVH+Sf4ypRLau2+8R/PvdSI5An7BFmTgz9/meeKCT3jH4AbXcQBskN9Uw4BSBPor2v3A2yJfgG4FZYLxXD9ZB2Lnfep+TxGxogwOa2kkw0z84Mz3oBB9xJSdcsC+NaW/omA6FQcH5u1Ojo3N3W3Nw52tradxKbm/oUqNSzXd07w709LXPSCRR7WuCal4V7cl9Zmc3KvL0rvjsWb1hMJrNjEyNzIrGQtKU8LnYdQML4ZKJNruCdir927e0abmwMr4kYJFcyQy8dnbDN7TPGrTs7VsfkBSQcOzYxFomEkjKt4QQQxsYT/dOTC6ugxalWgijF8NDsSeNsCG1KyEJMlcdfFoJC0Yv9VCDl5Pjt0htuyaCIEOSyZlo6+2I02oAExhVvDhfMxUNZXUxDwo4Uqlhao1j0QD5z1CRMTCwbdt04arsuJFiFakS4H2ZgZdFLeqGtKz54cNeZWZ1auVb1B9UGCJ/8wPldRip3i3lCr2B1M4R42WwI3PrBP3vMTu4ZJkX0BVAzlDLOMChCZQxXQKm6O+oQoBOGaRHiIbf9/gAKyJcQVnKz1bMUtZvx180+GxogzM+P9S8uTtrmzlU+gkwul7bjMoCueXFp2lDbIeWdc9Mept9lnb7X6SlQhWjkPmr0gJV5Jp3NAwT5Pc76lWOT3YVW9OU8dWcd3pnojh80k5nEzFJyPJ7MLeRXZk7XZYwt0Q7R0rhVzK8MimR2znUkgShCMCjCgBVIbsLhcHh+bukkZbpUKps4dvRVPn49eqDOt1hKRUYW1EJQp+N1x+9UHOkliqBeS9Jol8N8yfmoKXj62bmC1f5OHTOFogjFogdunjNJlyw5LpwIvORvwS69AAjt7m0V4XCgaXExOTM1sRBfXkrn57v3YM/U9vZz17Q28nmt6g+qDhBuOu9mYZi2cs/CNO794G2P28k9SyZF5JiJNNB6B9MgJD7QBbPBCohGAboJ74UXzaJcJtoH/TD9/Egp49ClzDOAgO9gUkShF40GWGihcNZlkaFKZmyIA0L7jIYDDIRsRDgQ+dOlpL9saSowXkSOIGtCrZHrO0lDcww0z0QxoE9mXP6mWWBDA4SV1MLYzNTxk1bWTmJIbohlpP0KFSg6PWXFtAI4TrZz0fJnBw7kynxxIRVTAQL7EvYfG56d0msDWE01N0dMt2F+ffxtbU3Du3ftz6mtYsnswsD00pH8Cla/rhxjd+zMsVCgIW//2ZWhweX0+FYvkQSOg+QmaATPMA3x/OjgbFtre3SmrSMWG+qfEtIZuP1VuwEJ88vPRWUhqH5eebzu+GX0ANCp1lIgUOWVuRKH+OjR/7YP5kgvAIPjJhZ+lN3R/fY1UQW9pkDnS6BAsa010zE4dceseqxTFEGPHgCOxmbvSenXLXZPiAoEwqnZ5GI6Ljku7Ai84OAYn/9hn55e4Jnu7Wl2LDRsCm8aVJ9XOZ5a1R9UHSC8/5wvCge5ZyHM+Q9++kk7uWekkKH7hd2QyAFV1QgwoY+ALDOEPqRIcago7eLMoRcm8gBQQIMAEACIGFNknknPQmEMxfB3rOO/L4Swk0VGL4HrcS4AC2CCawI4PmypLOpS0ghHAQyIMAAMOA4paiSkdWnov7YAB5LUgEmAkC4NXezxPW2+39AAgbs4MqKrZjqLITlRy+pPgx3hUTGhHid+f/3cR8c+OyRrDmTPf2tr02p4XOb17QCCPJfqhNUXqVfnLM/nxESnggT2lekOVnVED9ZWj5vJ6cWjCzLykL83LgodDxzqTS4vpTp0MLS0nBo4fsy5+NHpF1wMJHCcLAS1O4dd3QP7NTaGh1UqallLwXd2jk/Wl2ztuCEkixmlSuHC4kiPpJZ2k6ZQQaVdjYVat6DzJVCgmMkNZJFO1o+1a1vUowcSHLmp7ZD2lC2LKC1GGoK7JMeF/F6SW0mqbT11JJ/pSLB1jAiVYWYzEytHu81cZrUeZnP88JTa2si5a1l/UGWAYPzZ+8+9wzwhz3zSZgiR+8Cnn0CZ107uGeeOc2aFjxotqotoBdxK7beltQAIJYz/NQsMACxw7Aj4odVAtOGriswzAIHIQjFZZCIEyDjDKEg6A2AAWEEcivQmYMROShpxI9QQqT0gbSE1H7jeK9Y5pTQ0cs6kUJgjm5009GkDAIpNdMMDBKR0VRrkYvoHdtSyuhHVjgS7okO71ZddO5ranaBfA4cje/7ld3Jl3hTqHA5luvfFm5tWUwzZ7PKQ+pIEDCQSSUNfZZWSikDopq/1HGGIwElhfh0kyLGq0QP5Wc7MTI0vPdcsX+TFCh2JXOzcvjWSW+6IBqJz86QpVs/lokiy2MOvfi+Bg07hq5/DrjUTILfvQLfQmf2opVBlriUFdi6zkpX1JWqUQIbds+ncyq69XbNDQ7MNLY1npwopXzI+FVTyfyeQEAwFAzpfQiwe2jQx94NRqY6oHyvbFjNpEdy6pVGoMuB6asWppkO3IS2Li6lXGiSfBxwXao2IJLeaWXx87IXhT22Xks2cR4KDkyMEZnJ2eWAqZ2aCgAYZuVKvXcv6gyoDBPHJ0iII0AlLcHDciiK83lrxs3pHchnnDYjgXdBt1SeoIkxSKfFOS+iJdAEphq8LId4ohPiSEOKTrA9sZJGJUAAQWNGjvwDgI0rxJkueWQIEXUoagCBFk4g+qADBqzS0l9fGht93wwCEd7/nz81Dh66/bXw8GZf939w9td2wkPqdeqftZHXV7yWDYiFaXj2HS/1BUyzV9uOj7ynaxeDkpIgeNDZF2jfHzlxZTCR7VYBwYnwnXpLLmamC7YdOqQg5Rz18GzQiiU3xQ47j1kECKzu991ye+6Sow0pmaOD4dItMHYwNzmRkwSWFkb3tBzKZ5YYz9LlOLx6ZemV4ZHl2cmFNmBlQ0dEVN0upxwAkROPBaDGWPr3osW9L25Aa5ZFzVaMIhd4kRAnCwZYozwbAsLendR8kWFNTi4PjY/NbCzleXYxLXsdN5EHue3Tsz48vZX8akHLcbo91yzuhd+NwXam0KAtQdSZQUjPLyaFGCSQ4ZhUgO6QPir2ta1l/UHWAUFoNAgCBkDwFijjWT1uggAgBcsxwm5N6wEGjnkg6QpdxVgHCR62UwC8KIX7PkmtmxQ5AQMTJThaZFAHnJBXBNYgAIKREOgCAoMpASylpwIGMUBQDCEQ+kKEmWsG742U/xeD8y6kHgECuHcRHCItCERWNFvvNr37//t/5W/Psc34+z6SoqvUtLc8Oz80O9engQE0JrCQzSyqHPecoBBJkgWKhokM9ikD9wezyo7OsiApNygkcSKfd2rT9OJXZC4nl2MkA4cSZVSdsBEKp7sa9E6YRDMliQXl9u5SDXW7XKZ+rzkO9pl30wG7OdtEH0hQvHRnfHDCM1IEzexp6m89JLiRWOvS5prILA6PzL0aPPj+6WoTHMfvO6DEDAREpBoKKPVhqF0apqZn8s5jKJnSJbD6X6aPJyYVQLHw4H+qdXXyyffee7lQuk+sBINhFK9QVvgoOABYdnTFT0m17qV94Zuim/t5t4c1SjtvNsTJ6QPi/vTWWslNTZKzd8cuDejcOc7Xj87BjAlUlmwHIbfHeNbTJxe6j+n0t6w+qDhBK72L4U0uq+QkhxM2WZLFMISD5/I+WTXHKrOzPsAoJSTFMCyGklDKOHrlo1AnZeDeTqqAGgPPxrv+hjSwytQkoJrJRo0CtAI78acuRAxZ0KWlkm50iCLo0NHUJ1E8AQuRWVxLLXp7p9d63HgAC1a1/aN18+m/LBgjSaM8+N5dYWloRc7OjsyqDnF3lth1BDCAhsTDeJtUXZbdD16bdbQgMuSk6VG+gLLjSb6pa3Ga3epVOW13JFwIIEiQsp6aDbU3bOlWRGt0p4/zU4r9wyDip6r0zum9AJ5up1INpBxIGX5kei8Qbktt7doTamrb32c/VTI4uPmNkM+kVWcHe29e20hbfbDQ3dJsy3eKmzsFuLlD0RpsaVgv+ygEJ8vxSWCtgGFmZPlKjDPqqmuPsxLBwvO3xc4VU6lRTHKqTdRMJoN3whanfnc6zcypy3MWOldED2TniprZD2kGCYEDY4kIynhNijRCXWuchgQT77tmzS6trcf8UJpcWp3/0d/+wRn7c/dHl7xkKiEQkbpqL80Y+TffBTz/xlvLPWvwMHnkQip/wRGoBPoQVIQRyzIW4DHTZY/38TrLIfE5aQhUvIt0geRjcSEk7zYViR7oniDhQowGIub5CLZxu7HdK7VNrgHCtEOKPhRBEEQj9qACBIpWPWEUnhL0KbmoEQe6oC+HweSGtA7cscpzHbdGhOuiHj/56grxrsbnI71kR79zTNRFpDOWLFNWVeTGAUOgaTnUD+XlZhV/BQKhJtjS2x/aE7eoP3M7Dy37TSy+NzS9Ni0AwEOptOZQMBxsdAMKrnRHy/ERLemJnmScA0Yl0y2JqqrMYoZM+Pp2iV9qrEiDBzhbUKqTTuah8NlTeB5z2yy9NF2xVtEtxcE4iE8XqF+h+mDY+sarU6dSpoY5bjR7s2dO9WhfiFC3R5yz5PABhmZS5e2RwZlFtz5WRk2gsPL59e2cepBE92NrxGtvaAjfP1ys/eaz/pQcfLhi9c3OeUvfp7owcP7g73n5saG5ueDizrVoAodTxbuDjAKOQPrER3bjJA7/CBjaL/dRqCRBAcoR/qCglvUDY6SdWBAFgQFShSwjxG1YOquDNufat55tX/Nw7P4P6oCS9sesD14Vt9JO6BQnUH/T0itYjo59ZpF+dHLKk2d3T/Z6krjLIi/iluY9limkayPGQS9/c19ZJuJzP9DB/OQCB8+kgQaYigsFXOyZq8WvI5FJjE4s/23zC2R/OV6U7zZWix7GFp1ed56bowSF9/LPL/cOzC2OmE6GT3RztKHqlvUqNSBSyJVEEvpcMkDoxVLE0RaH6B73NkrTEzMITQrYlUhgZ7Phaj1pgKVfwTp0JevTAbm5qRMGuGwcQBnU33TihUOBF/f5QkxCJBBqJqJUbPWB8tU4vXHC47Uhvd/ycUDD3/CM/Gxdv//CjtOH5W+0ssInGFistUrtR1PmVawUQoPO8z2LTIuektprQy/qfrPzTWVZrjWpGvTUn/93rfvmg6NnWwrlEd+yakV09vwYAEc+9MLOYTgfyIcz2NjGybWtr/vNC2+zswkj/YLbgftu2hEZTxk/N41P/56T9gkZT6pydf2YEA2GIO/Jb/8TXh3MN94baO2M8mAW3aDQ8vnVn5+p+IbN9pKt525rrLC8lo03RSFlUpSvJpcm5lWEjIELZzpbtbQEj4EibXGzMlfx+bO7oVMhoSna2bMkXW5Yz15yZS00sPS/SqWRqfm55fm52OZpOZaGPddz27t8629d26KR95qbcGFkAACAASURBVJdmRxLp450vvzgu1ouQikHlsmZy++7OxNjIXEgf6/zc8uT4eMLIpyl2dbSFgkHHe3b0yPhUNmd28jzu2/S7s+ncUu7YxF/maajlb+SF4b8c7tk+vqaoNZPNpo4dmTSEIcLqb4njFlaGpp4d+qPOcDAwvntvd8FneXxsYWQhsRy0G2d7Z2x4U9fmSHqpqTHUPBVbmE+OjQ7NttvZdeuOjsm+tkOiMRJlweB5W5yfn3vsn79Cu1zNttde3D0cbWrYG2sMLc0mlkcu/o277XgIajY+/8K+BewsUCuAQGELhShUy6ohdwpSAAdUllL5+jdWZKHo3XvdLx80t+9tzxcpssnVj0wzFOo4sDt5sUgC9QcvjH1ieXbhydUQq1p41tp4aUalj33spZsTe/YHi6YX1EK7Qqv6ciMIRQ1awx2IIgSMQEj2sZc7V1pAx5eeLyj3LNMHThS90hx2EQnJ6IfuhNyv1EgD129tau/a0XdgbnDqhcRLRweIsJW0Feui4DeSSD1o7toba+/Z2jarEmmpnRpqJIHogSymbGgo/jw7DRx+i83NZ86uLGZ3h6PZ5yHdsissrUT0oNbpBeoPfuX6nebCUqa3JRbO59V7r/tqVWoQSnpw/IN8C1gWqBVAkMUpDANiC6pQodWktYUiRVppWOlQ6eqqwvRtv32+uf1Ax2fmZpfi2UwuX4x0wZ6/mjayLebYxMqyqoFgJ6xjR2vrBBKoPzjjYLzhkWO/mdq2rW0RQR+nwjP5pOlEOk5P4O693UPUHMB1oBcYqseU6zRPpV9AJeaq80TYgsLF1EAkEo7aUfS+uv+J4kiVlEd+RxFpU7hzJtbQGZte6l955ukXClJfAwZEJhuQzJfQSh/Yu2+xIbc539a5klnsf/gn9/eUE63Q2wcpEIxHm4TsOqAw8tDhviB8GXqNhVPhodpZUMpzxLx3btkaphVW3lv1/qjgqtzaA8ZX6/QC9QfXXda3Y34xHfMBQilPjH9MrSxQK4Cgz5cUA+01T2ldDLSj0DaDgAj5IsftXTdfah46tzcfQZAvtt626wd3bnrHSXSsTv3bxdjgpIQt0YjmjlfM/rlPmk41BTpJTiGpWvKxkgeALoIT4GB7QS6DSjjNWj10Xq9bubmu5YlQHXo6t7LEKtZNS6cekZCFnSo5D1GQwamnMk61D7IzRZJFYZO9+/tmtnQcbnqV48JMPnX0obGpidmyiutkZ0MwZGRl0Z/8jWzb3j521uGdi1u694eZfzGQQMeNl0Jbu3uNTkJf61kZ7LX23q4tLI3FGmbK6Vzg2omJyeFH//krBX9LXp9Hr/tTf3BgZ/s+HyB4tZy/f60tUC8AoWw7qABBgoSpyfSmC/Z8VtCSKC8gowdqa+HSQnZJrqgKgQQpYbtrZ2xscvnLRqjloXA83miroqiHd+2kau1C02sr8Z3NUjmn6c70tIn1/+SpxX1XXlZQQVA9Gy/nlx56KLD/qiuNptbWktQmOV+15kohYjjQGNUpet1Z6OS96MhYTs+eJCSkc03AbpnO5nJbuvbmdI6LqYXBo089/dOiaQbO2dHWZHghiAIktHZENl1w9rlD7fGtu2UhJm2mqjqoGknQBbEopmXmuv6Hnc3k867ScNvdW5nGEYYRKqdzQZi55MP/8H9TS4n5oqm9Uu+xm+PefE3f8ZZYpCYRhLv//rJLhXFC7lmYYujadz9YjtwzQJW6p/w9t9lqJbNM6yX1arI7gaHh2xgPTIxyoybsSRTd3dy3Mvahxu4CIcQjNnTWZZy2+oduWICAKV98cWz6YO9HFluazlh1akQPljPP5FTefAko3IAE+OkjDYHmx4+/z9i7P+7pxaNLINvdbrtKfLv9quU05bVlHnfbOecOuAIJ2sv5vBtvGGjb0ucaXKhzrvZcK/UzlB0ZdueT9SUZkc2xcnfiuNA7NYqRW3kliCJ6dfG5l89KngtAwsjM8w2QVRWzg6yXYb9CraTe23VPpHEajNiMEyNnsbHx/fAzzx5//vv3FpRkd3MeN/s0NIqx7VsazHCDEZuayszMTGfjRkik+ezCM/qiAcNoqWYE4d4vvbbLXEndYgpTk3s2XjYaG269+u33lSL3fK5Fkfycg01qJbO8x6Jypm1RSkhTmA7REkJOcxZgYKGIaBSf65tXSWk7E3zOIoLCPjA+ki6H2fGU3TY0QICqdmmuq+nQ1o80yBbExeTLcTvefO6gmq+VvPlSSEe9w0QhXpz4UEqGa/UVoVOBmhRa0p8WNdTtZvXKyvyBL3xpX2NDcJVIpOeMA0OHrr2mSxiB1WhJJZ9KNY/rBiToL+dwQ0Pyot94+2IkGvNMVnOqAgTsb4rcvC6RrdeX4JSDRkODTFEUmi+r64m5kaxKbhWPtGXQH1C5K+aX5zITI3NCjQTYPQ88u+fu+7kWleeCaxw5eiRY7FjqZdqa+0xhZgO0kqqU2blsLn/9YCiQpV03Ftk0Yaeu6DRX0jiwf9ppKrh5rosJM0mH3twSyHd1sI2NZQbgKFDPb7ef3fXjjZGxze3NIhwINS2tpGYmFxbiAcPI8FkkGN5sBpsSk6mdRlfoSINhZhrWu0jx+//nkptNYdjKPRvCvPeadz1citwzReSoNFJcDvUyK/e3CyHQa/iuVWBeSGYZqebP09FrERTdI4RAs0Fu7TZy0ghAQamMNsMHrD+MncgAnyPIRPca54SpUTpkiJZIWQMaYF+UG+9HKKX/wGJkhKgPOmfGxQYFMxGXc4QQ77G0JxCI+oQVeQBIIGDFXBCr4vwwTqIKiA0AH8hlv81ia+RcSFqzHzaDLppnzM5+bh7tqu6zYQDCB2691rzwyh23qZrwtlS1Drz50uo63asdD/7Q9Df6V4J3Bjo7Y1vtqIntRIhkNXZ7dOcqAZEwgvkXu6eXoLUyn56a6VEBAuPHCZ9z4w1Tzd1dFc25FmKhswMmTi/ntp7NU+f9yi/FvYKY4ZeHViaefnx26pX+1Zf5pf/+nWPlpC2q+ivzeLHCgOjVIslCXS4yXaCLc+mpiJ27el7a3XPe7rVDNJMD009MHnlh1LHzg/Ps3rZHnHD6J49JRkY4b6G6jnLBny7A1Llz+ygprRd/cL+pPi/q/Po2R8euvmjzSRGSpZXkABwF46OZtniLMb1pczgeiwbyPBsSAODsPd7OE7s37eqfz/ac0RyLTIul56f6rvorZJTXbbv77y/7omGYJ4mrcUHTNOavffeDpcg944zRaJggQGs5PRwz2gaE+KFhdpJZRkWRFACcN4T5KUhH9Im2drn9Bxs5ab7H+f6+FbIHDFxlST+j54CuA86eKIIOECDe+zcL0HANQAPgguP5+4OW2BSy1tS7SUlpQABUzG+wat8YA3Vw51lRAcSkoImWc3rUksJGBpvzAnykvDVMjXD63CuE+JZVjM/+uv0YQ8E6u3V7WAqceMMAhD/41C+YF1+5M1+kKGWHWQFJqlo7spZCBrer4JZRhZ8N/M/ozr2iIR5vXNi5u6tTfwHatcJVohqb8cqV+UoqG9MBgpzPhb/2tuFKgoRibWI6MHnq698YdXo5u4k+qPfFLlrC9ziCs9/y5lXAUIsfz3pds5jTZHWdSE0Yhbpc8r+D7MKA2j4oQsHc7q07A00NHdnJhSObxoZnp3Zt27dC/YE+F64xMP2MsKtpoNvijAOHEm2NW1hF5Te7MXH95fScYRc5kMcVm2shG5eqzvjGq/qOd7REbFMPgITh2bm21mhspiPeFAsGTgCEcjej5YLhuZXwvpbYCQXW3gtvWrc2R9MUxj2fv+wOQ5i2cs+mMHI//1sP3mAYnuWeJUCA5fZXLAdJXv8ZIcSliiaDncwyThcJ6MPWKp/icynhLM1LVIA0hionTYebFGIifUBBO3oOAAMiF4yFNMr/s45VIwgABJw2EQ9sAYcOPgLZarQbSAPgmGm5V8fD50RKvm0NjNU/v5GfQ0bEAivqXAAWUE8DeLge52PMCFQRrWBOjAsZbFiBIQJEuRKAIe0nJa7LfdQqevyGAQgf/7N3m9dcf+i2peR4PJlbyP+oKbaamJwPjQwnkrp0shsrOrV5SX36LTva+jd37Aic/AI8uRWukMKhm7Gwj7oyLwQQcNhXvPfdIr9SN3PJZ+/+/mR6eTlYarHgerWJydWeYySgQLQEe2zUKEI5TtPO0UtdCrUAVoKHQjobJ7o1jrSMDE4lZBEi9QT7D+4a6Ws70KNqfLh9hvX9Sp1rqeCgvbVh9Port1QfWLZfI+YXl2PVAAjYuMQIQjG5ZxUgAHDoPJOhfB0g6DLLpCJYlbMSx1HbAQTC/bqcNFw4UogJgMAYWdGjLIlzJ/VAEe/tNgCBFAPO2Y5QjvTE+y3HD++OVKHUJaWRA+BapAT6LXXLD1kgBeEnHD+1aGkrTaEDBMCMnDPjfa91rG4/HyCU+hJxc9ynPvd+88przl4lSuKY4ZkXjz3//FFCTxXZJGCQLYuHz9472h3db/uy0Vvh3CocFhqoujIvBBA4B6H/beecYzx5+x2d6VRqtS4h2tyS6Dl8aKb30MG4XT3A8tzcWKHwbEUMWeAkavSjWLRko0YRSnWazmY90T6IiJVKRQ1IaAhGWwvrbJw4dnZxPEhNQdemluUdm85tdlMr4+ZZKWWupYIDxnP1pZuO9XXFKvZOcDNHM9IzbEQP9VUTIJRYg1BI7hm1xnIAAk4SR3zISlEQhicaIFMMLFZZsety0qqUswQIRA9ID1A3QKqCfD+pjdfa1CC8UQhBQaZcDFOPQCSA635cCIEkNY6blIuUlKbmQAIcVV4asEA6A1VLOHroVBiCakMI8S4rOsA5UZ4kgkCU5XEhBEBi0JKvZn/m7gMENz+eSu1jBxCoIn/iZw/YFmqp3APJZHpJZZErNCZAQrwl0rZpUzxxaN95mcZQa1k96m7nr78UiwEEN+eVK/hwU1N0dmBouv+xx+Kzo2MVCam6ub7dPjL6kUlnUvd/9m/zXSKF5rpexZmqvdfrGk42KsVplmpvt8fxW0IuPBbZlIoE4yV1o9hdy+tcywEHFBz+8rU72wwDMa8qbvGz+kV40/ZqAoQyuhgKyT0DENDPoSuAf/8vK4JAKP8KLcVgJ7NM7j9Ph29thNlZ+cvt123kpMn7syonAiFTDKzyGQN5fLl92YoCqCmG+y2VYPVmAyxg6yXlgWw0oIQaCpy6lJQGMMjxE4HAybMx1hutc8KvQ50BG3b4sDVGxqaOmToGihTZKG4EXJBa0e0HaCFdUlfbhkkx2AEELK1HEey4B9jPq1Lfrr1dw7u6L1wjpbxed9bupVgJgLBe4y33vDhkUiKyjqHYXGUNRKghHNSjH6XUY1CU+eN//FJMjbysVwGona28Os1y7V3L473MtRxwwBwvPa/jyO4trfvU+dJdYDb0zAQifTGRXVwSiSdLAj9muGNMRPeLgBFpMjPTMyL5SlykE3mwbbRdNW8awZZqAgQ5R488COv5KADKEN77kiXj/CdWPYDKXcD1vchJo0NC3QJgoRKbKimtng9Za7gNSGdQM0CKhIJC9uf/qiw181S7JjgPhZx8Pl2JQVbzHBseIDj1otux6OVy5vziYnJG7YSwuxnkYc85+8zJYmyH5dxI6g0KreqLOc1yrl1vx5Yz1zX1GG4mZuaSj//rVxecIileiyzdXFLdh6LMJ797X/sFb3rd/Ebt0lDn6xYglAsOiB780s/vCFF0iDM34ufYdyNkpgfcgoQ14MKIFI281QIgeH3+1nF/fA3RCbo36IJAudeVUu86jsk/dRELbHiA4PYJ0OWP1U4I/RxdPc39Z2y/MBQONla0nVBexw09bDlO061N6mW/cudKRGL/VVe26IDLrh7jyP0PDgw8+UTBVaQTSFBB3b6rX5v03EmiFWVWqwizFJbMSjwbOP2n73uwqxgYKhccMNbzzmo5esauzjwjpdl6yZgRiLpqVzRzS2NiyYpkR/cLt8fZ2ec0BwjSJHAdsPKmS8Df6twCPkBwuEEy55rMzq2+SCRo6N3SJbZ2nO3qBeP5/pu55AOf+3uhhrftzlGu0/Q8rhoeUI9zVcFFLp1J66kNz5ELmxbWahVhembJrMCzINM4iYXlDtp1nYpn7dI9Xi9P9OAt12w9QVhUKHrg9cQe9l9OLE/f/ZUHG970rqvDRiAQWc82Rw/D8nf1LVDQAj5A8PCAyChDvKGvvzmyeV2KE5/93t1Do8+9UFCamCHXo9P0YEpPu56qc80XN77u2qL3EmM4tbBWI4rglSXT082z21lJ49jd29UITZF0j9txlBo9cHt+N/s9/LXHBh+752cHmuNN09f/52unDr/1lnUlSnIzJn8f3wLFLOADhGIW0r4vR9CH1MHPvvntZtlmaLfydDucU9Vpup2fut9Gnqsd8586X74/8w2vj8n0SHNP35KdFgZh+Oe/e09boRZWO9vbsWR6qbPgmea8XtIpahrH6d4yBs5bLN1T7HlqaQ4MXHdFX0MtowdmLpf8p4/eLvLRkuAJevSP/vChdSNKKmYT/3vfAm4t4AMEt5YqsJ+eI7V9wbpMHbgdzkZ2mroNTqe5uokO6c+XXY6+KAmVZWQnlkxXIMF6pjnVKjFXgQfYjmNjPe8t4ODCc9qNnraWvOS7l9oDt79DN/uNHhsb+NZtd29byWZjPkBwYzF/n3qxwIYBCO96027z0K7WPFGS25djJW6CUwGV/oJ1mzpwO6b1fLG6HUO19jud5uoGIHixu87hoEcanvjKV8NOcsjF+B/UZ1ovBA02RtIwdxbj2Cjn3qKpcOGhDtHQFGgaHV+Zee7oXHxyNpnvJjgJHNSo9oCxfO3Pvz012T/dWQuAMHj3DZcGs0Y+zZUNmkNbr72jkNwzu3Vbvf78TRQHSmHa+9SNQkMKeeER8LcNbIENCRDk/SqlB97LvWZF9NAXvrg+xYpFBlLOi9XLHMvZ9+DulsGzDraEx2YS4qlnEqn5RK6kHvNTYa7l2Ek/ttLzlRwO2VQq+/jtd3i6B7b8DxZ9t5tamWJ2KWWuAUMkLzi7o3/ftrWcBlwrmU2P8bw1hEJpGTngcz16MD+VGHv49sfMgeeGTmJCjXc1Jw5esmtm/0V74+lUJq3up37X1Ny0qkxa6HzSBtUECPP3/lrXQjp1i6HJPZvCeDkebri15ep/tpN7RicBp4+GAIJKF1u6ARD/HLdaE6FURpfgTRZzYLFb7H9/CluglgAB4gkUtKCyRBkLtiy4rtHQhtbTE6mEGkGQ96OUSnIv97KQKJGX85Sybykv1lKuI4/Jr9YOt6d/8uxEenw81ZrOiIKyzVs2Nx6/6sKeHslaN7+c6v/OfUPxYsfpY2yKGsO7dzV2nLGjc05V0nvo8fHhl4YW16XNtBw7VeLYat9bN2OWUblMKp3V6bvdHO+0j9e58jxcck5Huq+zxVZsye46eufC5NDM8Nc+eWfVn51qAoThu2642TDs5Z5N07y37/V36HLPvI8hLfodizpYmvIXhRC/JYRAgRAaYaiPYQtERAn64BssrQHUCoksfM6iGJbSxhAJwX/A36gyquqN5Tw6/rFVsEAtAQLCHFBrQl3JQ4j29gFL47siAAH7eakk92LvWkYPGGcqm1k5tD86y7/7h1JGakWsayTjF6/eOhaPhzebppkcmZmfGhhdCDhdt7011P/6n9tykhLedCJ5/K4fDPfkzDyrWNGNleLPXdwx1BqNHm6JhVW2MpE1zeTtdx030mmTnuqKb3t3NPdf/JqufKfKzHxq6HsPDnev17X0wXt1mhWffBVP6GWugIPLzu/IqZEBN0NVowcUDP7Ln3wztTCZyNN4V3OrMkD4omEYDnLP5nzf6+/Q5Z5h+3teEUCSpkEpEb0DdAhw8EQVYBFkUXe5EKLVYkdE7pn9PiWE+J4Q4osWNTF0xBIYIAdtF7mo5m3wr+XBArUCCCiAEbK6yPobKU54sBHd+C9WBAFeamQx4d9GIrPgZhdBsDvArf5AsSKtWkYPCN3v29lyAKcpQ6qTsyvRqanMzMx09qRVOvnYeHNADA9nPIWXpf2IHlx90WZbAJLKZudl/nd+JZnZvqXBPLy7Kx1tjNhea3RyZeCBJ0Ya2K93U5Oxub1ZhAOhpqWV1MzkwkL88Z8mkstLZn51t2Nr9Njl52zamljKdOgAQTruO38w5KqNsNjzo37f1BiYess128Oh4KsvWADJj5+YmFrvqMXuLbHhltZI/Mlnp21f7l7mcSrs6xYgABavuLhtbGt3u+v2YtMIpYyWcydEoHn1GXnx4WPHH/jKw66jD5WyYTgYGOsMRjZlDHNgJp2Kf/j+HxE5XZcNueeR795wh2EY9nLPppnrve4OXe5ZqjJeqNUcQC71LSHE+UIINBf4HnvCgoj+gJQrvk4I8WMhxE0W9bEEEqgmookg/78uc/ZPuj4WqBVAYDYUwUC5yYZQxZ1CCPTlEb4AGPyhEKLLLR2nW4DgxYxOIKGW0QPAwflndm6dX0zHVKeZM8156WRf7l9akmCA1fw1l/YGjYAZev7Y3NzzRxK98RZjetPmcDyXEWmiALmUiMrPNnc0ZXDahni18Ovyc7szRA+82K7UfUlFfOueoc3hUCB1w3XbUlDj6nNVz60ClIZIMEPRWjT2KuAYm1jJz9FthAVHdPVlmwZ7OuwV/xYW0mOPPjsthseWKm6PcNhIvfV121ZWVnK9S8vZ5+95aKQkQOfV9gDAs/a2rdz9oPvojtdrOO3vFiDs3d3Qf9Ghvs2q0FIh/QMUFEX0YKchAqvRqnQylfjHD/1r1SMHzH17tHnUMMWeaCiUj4Td+O0717XNcfiuG7xGEAAIrPRRXWTxJrcrhRD/nyUy9IQlx0zdhq5GiPgRQkw3K4qKKB4+p8k1V+rR8c9TBQvUEiBIkPA/hBC/bUl1/sDKUaG29ZIQgrDVsmYHhDJO2t71pt1i95a4qhRWcfM19/ZN7rnsUuPYgw+ZiZFhwEtVt11b4yMXnNXZy0UXVzLRWGPITudcLKykJp87NruQThmRS87u7AwEArZhePYbn0sYuVyuMdrQONfREo02hoNtdpNKmq1TomlHpiH5bLthZlyF9ZOBnhEj0hc2l44ZEWOuKFe9vO7A6NJIKGzkejub8iu/QnMt5QbIec8vpCLjE+n5+blczDQNQqViS0+k/7JzelyvUp2uPzK1PPTg42ONuazhet6H97cPH9zd0ifnW8o5SrHH6y7tnWxrbeianF8ZfuDRsVAmLTa5Pc+W7qbxxlhg6dgri4B7L1v60P6WofbWht6VzMqC3b2QJ4tExOhrL+o1WmINeVBGZCAVOTQTaWrzBNLu+rv7J8ePjVX9dyuEmDoQb+tcyWSjjaFg/jf769/7LhLA67aVUIPAWKgbQGWQlO+U1amAZgJKikgak4J4DZlbG4CAmiN1CKgX0v2A/DERDCSdkT7mvESD/e0UskAtAQIhJx46dLz/jrS6ZTf+jW44D+nfWN8VNel6RBCKXrRKO8h2LnUVX2hVvR7DknlcU+SSYun5KSM5WrDIy2zcNmg07cv3n+c3DyI46vg5TyK39UBLrGlNDUKp53OyjUzVED3Jk+qo488lhsz5J7rdAiN5jaWV5MDzg1NtTqkfdSzN0XDiLT+/Nb+6Ve+tm3MUavcr9izo6SOu950fjQRlmqfQ8UQ8bnz9DhMv8KOnRkaODyRdgQS10NDuOSYNJaMnMgLWGA7lwaJdZKDYHPlechG42beUfUgh9EZiZtgwYnOZ1AxphGwuly/kJXoQC4Z6ljKZWLUiCCV2MVCoSOT2o4oNflUI8RVEKa1IAICX1AKyxarcM1Hgsy2QwOG8219nKR9S2Cjlmksxr39MjSxQK4BA3oo2Gh5GtLKR7GQsCSHEXwshftdCqYSoKFxUdb9tTbXRAAIOY9eO2Mye7S2xaENwzSpUdZpSTMZIT3taTXl53uz46wtd9yRwUCJIkOdRRW7WjLtE0FF07uHmKTN+flwNT7sFRkXPre0gUxakRvJFoI3bBqeW2jo7I0PzdvdU7p9IpKNOzweXcFObwn6y+FQdlkzzFCsmvf6qLUPtLQ15x72SzgwNTk23tEZjMx3xptjEdGpJT5GgiUDtyY6+5owsNHQCuoCE48ML5kWHO1fTCo7PVRGj24ED6dBx3F7uWSqXTUgAYOZEOB4KT3dEIvGmwNrfqN05qwkQ5PVL4EHgUOpfeCcvaFLGfAeIoEjRaUMamfd7pSSYvdwef98KW6BWAIH6AxAm/bTqdq5V5CK7GGiD/DUrL1booRRf+Nil5nWX9OaJkqbmk8e//8hwo9u8c4VtWtbpeImef6hjXtetlyct6jSB7FKBLrcclVr3ppnNoEpn53TsZGsNMzsvde3N6JmZUlTseDH/9J7nwpfceL7R0tl8AsBkpgfMlf4G4aCMtzr2YCwtIxCOAAFUqYxTpBOuw/lONylf2NZ6cUI4yPeuKyCzgEliMdmRj5isFwDSJp8HgNE9GTVKMjGdPP7dHw07FvPJWph8HUCgIWsXUcLJ//ipybZCQHdyPtLS3XC0aEFmKeCAjoUHvvzw5JFHX15TyBoPhge2ReNVqe9QTV0LgFDWy8g/+LS3QK0AQsUNrwIETu4lVFruYOgS2LI1XDSUTGh1c2fI7B9Md8nVGcfu2duw+rLqiMcGndq41JdkIadZ7nzsjocI5sm7ns5c8auXdKFGV+wa+qrtrKvPGLj4LeeV9FJ++djIypF7XphVSW3cns8OLEnnbwsums8ZEKGOksap2sQrkFCByZp7WwWQ4JQ+cmrvlOCA+XKsCDS2idkfGl5SMGuAbmT5eZF40tbmdp0IuuO3Iy+C6+DOz9zdmV5OrXlWawUO8u+kKqYYiv0+/e99C7ixwIYFCEzebajUjaGc9tm5NXr8gtd0NKokPnaV7lTHX3Vp52hPR3N7Yjk59ejT0+GmLSEKgwAAIABJREFUhmBWP3Y1UhBsSsjVv76axfne/hd3HZS87hzjxPBWztzUY7/7N/eN4qDDTQ1J1Oi6trQ71iA45XvdOnX1unZzld+Xcj639rCNfrg9WNnPdYRDASaFwJ8d8ChUzV9syLbyxwoo0ds714ADlb44lxgSc4+6ajktBnRXQV2gIat3Ijg5/mLzzP9GahQ5kGPzAYKbu+TvU08W2DAA4TMfudx86xsv+Uwg0hcT2cUluSIhVPr9h4Y79Na+SqQf1Jel3U1VW/B274xN21HD6sfJl71TSN9O+EU/h+o45WprZSEVXBPq9/AUEj34149/3bbGoRAtrd0lGNsZl+9rgL6W7wuNyc1c1wMYLSeWp//1T74Zk6vP9biGk/mZ8wPffLLr9e+8bH41LePhXum7FgMojgJGLiIXhcSPCgEZ9dn2EgkrhwGx1uCA++IDhDIeZP/QmlhgwwCEL/zv95rXXXE4X4OQ31y84ApZXK2ktttPpxJek8dXAIqbu2pXA2B3nLoyV1nZnBzxnvN3BfUwq1uHru73wD8/krLjrC80N8Mwkn2NscmgYQRHkotGOptzVUS57Ywto4CGpdmlFAp4XKPYXPVxlOPQAVRf/4u7FhDXsZufHJ/qvO14+EuJbkhgImWBSzmHm+dN38cxfeTQvWEX9i/luhzjFiBIyWQ9ZeDmuvUADnyA4OZO+fvUmwU2LkCoEEj4wSMjbXr0IRYJJSWVsOOKXwModmFgU4QzTsV6kLoMvTg6/dTdP4vbOSuvTrPcBy8SCA53RZrM4ZXFLtM0C9YgsO+OWHNnUBir+81n0kNujj3J2QfDA50NjQdle5j8fjGbGXUDPKRDb4pHoro97YDEI19/fOCZe58ruwaBcXpx8CowUe+tl3OUeo8LpY/07g29zRDQevxnQ8JrfYmMbI1NJDrcREvu/9KDQ2qxoer01c4C2VoYEIGElw6DUm3n5Tg/guDFWv6+9WCBDQMQ/vIP32leuKPvNhxqU6wpvRq6dogkqKv2QhX+6k2SrWNd8VgKKuFSKqvd3HQ3Pdsr2ezK/ua2WdmmZfeSdHMtfR/Z/pU1zax06EQD9sVbBQ4/K8zk8cXEVDKXPakGoVjrWKFj7cYqnYD6YtX3q9S87YCJrHSv9DWKAZNSwV8pkRO79JFbUKI+pxxz3uvPapMgrGfP5iUn0KDWEdjNtRCo4z7VS0TA6++rFgBh8JHbLg0GLLnnnDm09eKbisk9w0+D7gI6L0RkEdBz2qBhRgp63NJlgBLjAa928bA/qpKwPSY9HFNsVzpoIORDqMrfNAtsGIDwzkMHzYMd7a+mGOjx/uD1w4WK6Qo9DcWq0FersG1kY51esLxQX3zkWKBQJ0AxcCBD9yFh7NdX1frqOpsVUbmKyplmmhW3+lmx3m3p0IkctITCrgrQSvmF2Tlg1QkUAgjFrjeVSg6MJ5c8RQQKOSC7yIUdMHIb4bADJiFhdC2KzLzbtEwxG5x0DUXOmPTR+AujOT06VAgkOLUP6tfRz2GXivEKhk5VcIBtqgkQ5n/yua4Fkb7FMAViS6ubaYiX4yJ8a8sF77UTTULACUIj1BohefoXIQRUy05O/z8IIV6wJKKhZ0a8CU2d9djwVWhCIPAHy2Oltj1CiK9bDJE+0+PpBBCouP/1j98o3LTluXna9B79Qs5cfzmq+8pOgIbGUNBJk95uPGrovhyn6Wau9bRPuXMFJEwmV9r0kHMxYFIJG3iJPugRk0Igwy6EXkoap1B0yE37IGPuiDSG3aR7pD3Vsc+urETdgKFi0alK3Kv1Pkc1AcLwo5++2RAOcs/CvLfvwvfrcs844G8LIT6mrKbPEUJA7c7nh4UQ/8/S0IGbBmf974UQR6y/AQuI7QEq1A056K9actHsjzbDh4QQaD9AlPcBi4IZFUg0H7g+oARtByjPL7VompGb/ltLyG9FCMH4ueaXLTZeqKuZA9eHzAn2Rgj3YHPVxw2ZEyJS0D9Dz4+S5VsVDYn1fhROmfNvmAjC2w7sNy/v7bsNVjO5WmYFtu/CXUOX3nhBS6F8vt3dKhZm1cGB+tIbWV5M2oXgvTwVxXKo5TpNL2Op9b4bea4SBEREMCVTGvp8VZARMEQaSl8nBkAZ9ckZZlCn/pXHqnTAPZHosh4dcht1KbSadzqHfoycqxOQkhGz9YxgVev5ripA+PFtXzSMPCPiSZtpivm+i27S5Z7ZD3p7nOldQoh/EEKgjTMihGi3BJxIPxB5gOTujZbzBiBIGma+z0vQWxvKj8g+8zmkeF8TQuy3nPczFo3+dy0n/3lrJc+40Hv4jBDiAiEEqUxW+PuEEP/bAgi/b7E5AiYACZcJIT5pjRmyPfblGOifj1nXV8cNvT8skRzzB0IIogg+QLB5VjYMQPjw+ReYF2zatCbF4PZF5/SCKJQqkBX2disbXtJHFuaEWsxnl9vnuqWGTDey09Tvx+k0V+ZeD/Mt9Ntx67T1c9g963ZzlaApYBpZvdi1Ws58Pa5TLYCQl3v+yW13GCfEkk4GCELkei+4SZd7lvux4sbhkmoAMLAyn7EcLs6YMDxOFbZbHDEAgRqE24UQOOf3CSGIPKDOC4014ADBJsZCBAC9Bpw/q3uO4zu0H3Dk/PvTKL1bwIBUBxtaEDjz9wohbhFC3CeEuMiicyYS8YgQ4morFYJoFNEHNuSpAQrquFEK5lyvt+ZFCgZQxNhz63HfT+VzbmiAwI1xAxIKCa04tQUWe0kS7h1ZXmqxq6SWq7ywEciWSvlaD06kWg/+6TTXegEI+r1dL6d9Ot3bagEE7t2w9wgCHUeE/P9IEc5jBX6rEOITQojfsRw8Ogts91tiTACECSHEv1lO9iohBC3NfP7LQoigEAJFSAACDpjUxF9YAAPgAWggIsC/JRAgykDU4jbrWgAHogcqQCA6QYEk6QHGcomVukBxEjVg0hlnWkCEa8hxMxZUJ/mO4ym0lODGBwjaD3/DA4RSnVih/K9dG1+p1yn1uNP1xVqqvU6l4/x7eyrdLfdjrSpA8F6DgAPFebJCZ9XNRrgfR0x9wN2WcB4RBOSbAQ5ECgAC05Zz11fhN1r1BEQLSHdQ7MgKX6YKOA71Xqm9IwECEYTfsCIByHM/ZaUmiCiwLxEIjrvHSnXwGZEOgAU1DkSSqX2ghsFu3EQRSGl8x6qbIOXwWj+CcPKz7AME97/vutrTdyJ1dTsqOhj/3lbUnHVzsmoChBK7GM6wwvebLKMNWg79FSHE71ndDXyFzDOSz3QU0MVAfp+iQN3JEpVgdY40NBuA4Q6l2FAHCEQKAAHIhgNC5PbbQoi/V46DxEwq/JKm4LoAA4oTST8QeaB4kc1u3NQcqArB7PsOHyD4AKFuXhblDsR3IuVasH6P9+9t/d6bckZWTYAgx1kCDwIpARwwXAO6ZHMz+lxWgZ8XU5AuWPLAX4CzbhNCfE4IAchYtLlYAyVcVppAKv2q9QiAD7nZjZvjkbT2ZakL3Ek/guDlMa+jfX0nUkc3o8JD8e9thQ1aJ6erBUCok6l7HQYFkvCuUPvgdqNgkqjATVYKwu1x/n4+QNh4z4DvRDbePZUz8u/txry3PkBY9/tKnQOFh/5WIQv4EYQKGbLap/GdSLUtXr3r+fe2erau5pV8gFBNa/vXqoQFagkQKCihSpaeVapbYcaiQlayZak5pKJzteNBKHrQKbyD70RO4ZtXZOj+vd2Y99YHCBvzvm7kWdUSIND6Qm/tr1r9ty9bPat/o7S9uLa9DxBcm+qU2/F0cpjcnNNpvqfrXG/89p1vOeV+iP6ATzsL1AogUG2KKtfrhBAvKVSetLfQQkNfK8QZ9KsSVfifxe6MDxCKWejU/f50ciI+QDh1n9NiI/cjCMUs5H9fbxaoFUCg7QXGKypPKSqRgAG6TGg8AQawekGSAWFGUXlPHyDU26NVufH4AKFytqy3M51O97YWAOFjl112qRHMdwQIMyuG/uDBB53knnknQ4qUtpgUaQMkDQwXAhwDp9LGuNFxgIKZtsxqbixyIZ2CQEpu0FfTaqnaEenqAYuFUu4HqyPtoMsWTTXn0OdR1bnVCiAADH4ohDhoRQokQCDsBk0mf4gsoNONsdSt0A2HSet02WjpOV3mezrNlef3dJrv6TpX1YFU/J31yde+tmslk7pFCHON3LMQxsuNoYZbP3jffbrcM7oJqDTiEyArgggpYck3Q2Vc600yPaLuiBO12+BN+GvLEf+mVc9WbfpkWjSx+f9QBshYAGnqZ7A4IjY1bClLonvBAhlxLLgo/p21v5wH86r63GoFEAAE0GdKPm3+zw8GFS96X6lHwGDUI0Cp6WYDONRqPm7GV+l9Tqf5nk5z5Tk5nebrz7XSbwZ4kK+45GbDdJB7Nsx7b3ngYV3uWY4CR4zSIitcCIp4N/+ptSomLYw8MroLh6zULxLNbMgnEw1Gvpk/nB/GQlQhL7f4Cf7KqjNDQhqdBikVPWbtw6IRUIKT/aZFowyd83uEEF+yRJ1gbPyPVv0avgImRQrdIT36nrWwRGwK6WkYFXHMnAvf8t8s8LPN+jdtkVwL4SZUJdUNVkl9noAozqEfR9QAjYlRiwUSKmnooOUG8RPHSvEpPodWGgpr5oB90I4ALGALiJ9YLKNZgdAUkQfGx6JZnVurRSb1K8rckLLG9u+22Cep83MCVEWfvFo5VMIkDyoAAKlNHkIeBtS8KGDEoEct/m+VFtNpUqfTi8Z3IkUf7VN6h9PpWfbnug6P6sevuOyLwjRt5Z6FYcx/9IEH7eSeGYlcvCF+RB2YjO7i8P7J+gMoeNSShf6QFWUAPCC6RFgfEIFo02ctuWfUEnnfv0sI8V+syCdy0UQs3mRFjEk5A0pwZk9YFM8oP+Lk32A5TvZBHZIVNmDjGusYOt8YLwqSOEc0GqB0frPVIUe6GoEmnDiUzYwdnwJoQOzpC5Z4k2RkxC9+WwihzxMpa/04fBby1yhSPm6NgYWtChCYJ7LVOkBAVRL7sghmXiyKAU3YHYDA3JkH/pGxq3O73rI/IANghKw2tNaMHepphK2Y95AVSSnpKasVQGCwhGEwLLzfoEYMTeRAbXMEKWJcHgR583yAcMIC/ou1pEf+lDjIv7enxG3yPMhq3Vfj41dcdocwTVu5Z2EYuY8+8CBiRnbpWh0gSLVEHBjv4G7LmRIdoFaMlTorXLQTcMgUlUvZZv4PEHm/Jb1Mzl0qM+Kk5bVYRbMalg6UsLq0FStqnLUedca57xZCoDhJqhUn+n8tIahnrfGgw8BKXYpIkdKm4J1xE8EgxC8jJhIQyZtqN08iKqzW1eOIXvyLEOKwpeVAVx5RCxUMMB9qEFj8yk3aATAgdSzQttABgrQrAIDIhJwbdsXuMEdCFy3vD3YFMBBBoN4ErYyS0yy1BAgYikIYimOY4Irnn9vaA6r14ytzmBU7/HSa7+k0Vx/8VewnUncnqtpzXMEIAgABB0YoHn+BGNJPhRBftVb2hOGfVvYBIEhVRtLI1AzgNN9nLQJxzn8ihHhScfpEjwmNS3lnHCo8OPgGHBwLSRW4nG+BAcL9/Va6ASEo3YkCEMjbs8DE9kg8s7LmM1boXFcHRDw0UvRJnyd+Sj+OInpAh7wGAAIVSRUgAFBY7JIukBs2AhhxTimV7QUgcL4fCyFuVgAAEXcUOQFPABciCAhduU3Tn/SDqTVAqOQvuGo/vkoOuoxznU7zPZ3m6gOEMn4UdX5o1Z7jMmoQ7CIIchXLdzhN6g8AAqQNkEqWq1oZQcD5sdrFSeKoqBMg/UAE4Vprf74nDfFHFnhAYhoHjk/CyZGTJ8XAiprrAFRIMeD8CMVjS1IDnI/ONwr8viaE+LgFWBgzzpqwP1LQdGMATAi5k4IoBBC4lt08F2yOAxiQUmEcXAOQgz3UFAPRcuoHiHQwH1b7zJdifaINqEmSXiEqYBdBYKykadS5YdfHLJCGXUnfEDEilUEtB2Oixg+AoAITTz+RjQQQPE3c39m3gG8B3wIb1QIldDFIU0hFRPLYhL/VCAKhanL/RANw+jghHBxyzqxSiTLIFAPggBQAYAEnTSqZlTTOnJSD3AjtsxIm33+L9SH/Jowv5aSJIOCriGSgNMn3gAg28u5ED3CGpBC4Ls4WAMJ4qF+gSJHtR9ZYcaKAGTh3mC+OllQF82XjWnbzZNXOXPXjrrQcuJyT3aqdFAj1BHK7wnLk1ImQCuB6ABAiJkQVGB8gQ0ZvSLXrc+Mc1FawYSN4hSiYJKIDSAHIYV/qQkrafIBQktn8g3wL+BbwLVD/FvDAg+BlMoT+qRujJgE55kI8NeTeyfPjfFn1y9A6Diyl1ZZxXkBIIQlmwv9cl5QE/6ZzgvNzbqfxAHIYpyf6fivF4WWejN1OmlraFlswbvYBDMiNoks2wFWhzc7WnI/5qzaTUthcpyiHUKEL+gDBy8/C39e3gG8B3wK+BcqxgKxPoJjO3+rcAj5AqPMb5A/Pt4BvAd8CvgV8C9TCAj5AqIXV/Wv6FvAt4FvAt4BvgTq3QL0DBHJSFKRQaEErCBWiEGnYSUWTf/L6eb3dnkrOl4Ia2oWoaKVg53idTbZSc5XTIj8Hh8atGg96vUy7kvOlghnCGUhbqMw+Vi+TtMZRqbmSX6VKnqp1erv5/U+d4nOVw6eyngI5CHDYnN5ddTZdfzinkwXqGSBItsUHrJ5XWjwodKEVBPpIXSpafubl82oLeRR6tio5X/pfqQCmupeXK1SltNjouha1etYrOVd5D2mXYt5UM8sK51rNT79uJecLA93nrSpn2qUACnaaJbWaeyXnCksctLxUjVM5TyU81eAlE79U2CilzLXNatWjap0/sh0O9li7d1c9vaMqbD7/dPVugXoGCPSIImhB6woKY7TT0C7Dy1C2dKhS0ThA2lh0CWmnz3cobS31cJ8qOV8ISi6yogb0xtL2gvgHdKj1sFVqrvIe0oP8x1alMgxi9QYQKjVf1N5YSdO+xb3EQUG5enc5fOsVfiAqNVd6x+lrBxigDcC9pq2OXvlySdUqNWWvc2UOqPNBbgPQgwUPgCDpjPV3V729oyplN/88p4gF6hkg0PpBzyv9tmyEGiF8IDTHy1GXimalDAGG28/p84Vgol62Ss2XefECnbAmRn8vHOX19LKp5FxJLdE7jPMkvUA/dr1VSFdqvojK4DSZL1S5tGDhaADG9bJVaq48x/Sck2JEBQ8GPLQAYK2rl83rXNV3DsqDAB/od0nJQAKkv7vKfkd99Q1vutQ0Tsg9G6YY+qXvfLOQ3DOLKdkzz5gQLGJ/ohj060MnDL0v8sUQCRXbOAeaOpWQi4bbgPd+WW17BQYM2EYIicUn7Zdyg1dAVcSkdZAFVznRWCJ/MEkiGkWbpvRxjAFOBezNGGhfxEfzb6+/cTvZ6WL366Tv6xkgyMFC9gBvddwCBxjNTioa8g1Cr7qEtNPnsFPVy4pavTHlzlfOCy5xXqyQdvCi+YHnp2P9Dyh3rjhJwrSQr7C6VHne13/03q9Q7nxhhsNJQp6CY+GlyQscatd6ArtYpty5Avipo4HzH2pcUgs80/xdTJfF+50p7wi3c1XfOQBZRImIIAAM7N5pJb+jvvHmN3els9lbTHONcxOGIV4OB4O3vvkb39DlnnH6EAYBtAGeLMYAMaR1WGwQtQKwUfOCwJIboEa0l8glv89yNvwUtRqkTderBgW/AhMioEjlS6COi/cn7xeiscwJEiMiWXbPoRtZaqKc6DdAfgTYl+9m6qikDgWLHUigeEa4H7SHekk32clOe74H9Q4QyJ1TeMbKidAqBnKSiib3jKF1CWmnz6HslMxZng23TgdUYr7Mi5UASJioCy8iFRGv09A9n7YSc0VwhXnyA4KERG5wtZOOqqetEvOlWJd5sZJj1cELixcI566nqEkl5goDHi9luarmxcsqm4iJG3XXat17L3NV3zkqQHB6p5X8jvrqG66/2TTy9MMnrwpNce8vfedOXe6ZZ+l+K1IDiRGsf+go4MS4D4AFnDS2/0fLmQLQoRqGzY/VsC6rzHtIUhrzzEIXDMjjnJwLMKLLQVOjAehHv4F9iBwhgyxF/FhxoyCJAwUoIy2NyqLcWIVTl6NKQbP65hgcMLVK0DD/lpWW+09W8SvjIF0nF5jyfFA+Ey3hd8aGnYiIYBu7sXA+FmZOstSMhX0A+hQbSypp/T6x2EErgkgDG7oT+GuiHIydgl3VRlBIO8lOc5/QzuAdwXxcR3TqGSAwWdQd4eNGhIIfERs3xU4qGqfAg4zUJj8+KSHt9DnnrZdcJvOq1HzJceI0KdjjB4tOOvcZu9XLyqtSc2UFzQuBDRYyfuTIuaL+Vk9bpeaL4inpIp5xXiA4T1Z99ZQ+qtRcoZEllIuDIewNbS8vy1N5ruo7RwUIsthRf3eV/I66/Y2/8EUhHOSehTF/47e/ZSf3DNUx71qesW9Y+gmsRKmZ4F4AznCyRDsutxQYv2S9owEXuqwyTpX7x7zooiK0TuSC9xPnovgUgSVVDhoHCNin84oIEu8v/i0BAlEEohqknpgDKWf+lqtrVvi6FDQUzyg94kRx3pyLfZgLhbA8a9dZVMY6QGD+pEpw7LxHSdmiYEndE+BFHwuaE4VkqXlnMWcWb0QinACCTijF752U1gct+mjdRn9p1V7pstPQWHM9bM9viBSl64L1egYIPCh63oVVEy9FahN0qWgKFu0kpAt9Xk9OpFLzZTWNbXgY1A3nQvFiPWyVmiv3Vt101F0Pc2UMlZwvDphaG3l/WYWoHO+1nnMl58qKTrYBMi+cAy+7etlKmascOy90nC7Ois3p3eV5rqYQxh1vuP4O08ivdk/aDFPkbvjOnTcYJ4escfo4Pxw2Rc44TwAo3VA4FsLqvH9RMPywIpX8DguY28kq4wS/a4kTkbYAyJNy+K+Wg9TloAEEnIeIBKF4roszx06sonH0nI/6jQ5Lv4FIi0pTrEtBs4IGpHBNUhTMByBA2hrRJNJ0TrLPRCmZK3ZgI/WF86brhIWIPhbsRpRPRrLtxkI0Rs7fC0BAnXLEAk26jbDTXTay09RMAA54N/I8YEeApyva6XoGCMV+GE5S0V4/L3adevl+o87Lzr6n01yZv9f5spKgaIzUUSHu93p5dtVxeJ2r3F/nr6/Huelj8ipn73V/RxuUGEFgpczigpoDwvQ4RSIdrFYJSxMhIEevKyECEAjpO8kqE6LHoeKccMRsRByIJuhy0DhzUmmAAp5xUhIAFY7971Zkg0ihdHBoGgAiZQSBlT0gQpWCxsl/1nLKHMd4KZ4kBcOKW5We5tpq6pmQPLVqsjOqy/o/KRMitPpYAO+cj/PYyVKrY3EbQcBPM3+iE4yNNIluIzr+ZOQEW0jZacbL+4LxAxBoEWbc8AkV3U5lgFB0cv4OvgV8C/gWOB0tUEINAmbCH9AyS5he1n7g0MjZI82MU7cDCHxH/ZeTrDIFeZz3gLXS53yE+im0VeWgKRLEIQMmKN6jIJL6A/LtMsXAZ0Q4WL0TFQUI4PAlN4Ys8tOloOWqXQUIo1YkgdQK87rPoQZBXeWr9SKAIn0sREmo4SgkS+01giABAlEHAAJz121EzQORC112mjnSGcH+AC54hUiTEGkuuvkAoaiJ/B18C/gW8C1walmghC4GOUEcLEXh0unKDgtAA5EFHKmdVDLplkKyyoTHkStmo/aAsD3gQ5eDpjaBIkg2nB4dE1yTY3CQsGsS2SD3j5MjfK4W3RF6lwXKUgqasD/1AhwPQKBIkvQEq38KLEkHsAFQ6EhRnSeABbBCZIVNykMT6WAVro+F+oNCstTqWLCjem71ISNyA5CgsFAFCIyfVJtuI1ImdrLTFENiBzpQ2EivULDoavMBgisz+Tv5FvAt4Fvg1LOABx6ESkyumKwyqQrC36rUsS4HzThk+owicgCBHg4nZN6qSEjrY3eSgnaaI2DBVU7e5gROYykmS12uvZ1shD3tZKdJH2FHTzwSPkAo9zb5x/sW8C3gW8C3gG+BDWgBHyBswJvqT8m3gG8B3wK+BXwLlGsBHyCUa0H/+FPdAoTqCMsRzlwvljYnG3Ft+CnWayPke6p1OayXLfzz+hbwLeDRAj5A8Ggwf3dXFoC2FepfCnsonEFsS/aMU2xEuxTkN1T6qpukHyWHxrNJJbJUpZSFNRQJUU0tC4s4nqIiyFRQ/CT3J89NIRSUsJyLSmgYzOQ1aPmhaIlqarlRXQ05C0ABoi34BeQ52IeiKqhx6SOmnYmCJn1jXNDLUgglmfAYM2OiulkWfyFCRNuSLj5EURhsdYXYIJkj1cr91jntboqkfKVSnIInf/Mt4FvAt4AnC/gAwZO5/J09WABqU1qSqEqGwAPnC1sZDpFqaKp/YXaU4jCcGlCBwwYgSEY+PofVjaphyFBkFTH9vV+29qUnmD8QuHAdCRAg2oJHHcY0GMVw6BIg0PYDqKBKGGCBw0W3gzYg+rkBCJyLjTHj3FWA8DHrO4hTqKimIppCoI9YLGnsK1nZWMlz/WPWeSmKwgbYhv5ldZPzLiRbLWmHocsF+DhtEA2p+iQebp+/q28B3wKnuwV8gHC6PwHrN3+pUIezhhYVog65GpdOHgfntLqlLQlyE7kh2gNzoroaZ5XOBukJDGPI50K1LAECzJsQmhDKp5eZDYAAfz7RDc4FNbUkRmGcsLzRX81KXgIECSro2SaCoNKxwogH+5zsG+ca+mdyvrC/MWbACQBKnofWLFb6nAOSF6htAQhEEgAc9HpDNoO9oLaFox0iGyInnI8ec6IR8NOzH8dAHiPvAWCGcfubbwHfAr4FXFvABwiuTeXvWIIF4DHH4bHhrFWlTRlBoG+YFTYiLaQAcHCskFn9Q/JBRAFnjvPHyUmAQMsOQi08wzh52NZw1FCncm6oRWETAwwAIEgdvGJJ1Uq+dHlOOTWZBiEtstm6HoABoCIKqZzVAAAEJ0lEQVS554kUqACBManRAgkQiEYwF6l/AQc7QAOb0PsNax5REZy4VBWVFLTQKAMQSK8gzMIxMM7h+ImU8D3zhesebnboarEd1LT0jAN0pHQtIIdrERGRZDIl3Er/EN8CvgVONwv4AOF0u+PVna9aLwDhiCT3kCtqxFMI6bPR1wwxCCt9VvA4PwAApCOABfLukLXQd2xXvwAAIRVAjzUAAZYzUgqQn8iaCFIB1A+wescpI4WtRjAkyQqOmaJFVuyck1QEf6MDgBO3iyDonwEQiJhQhEhfNuNRoxdEOjgvLHQwuAEAAEISpAAQqIUghYFaHQ6ef/M5mhpEZIg6AIRIX5BywV5IPwOqAA4Q0xDNgCQF25WjYV/dJ8e/mm8B3wI1t4APEGp+Czb8AGTeXnWgEiBQsEghor7BNU4ho75RuEctAAABdThC/qzQZUEhOX2cLQCBMDwOVrK74VgZC6CBWgX2gYGNY+UqnygDfOYyxUB0gLA/q3yiD3okREYLiFzYgQYEeIh0yIJBoiUyvfFv1hwZM+p5UkwLCVxAEuNlnAANlN8gmGFsfE6qgvEDYCRAoFuBqAJAiogBdkL11AcIG/4n5k/Qt8D6WMAHCOtjV/+sr1qgEECAZhSJbrnhSElJoK5GRADnSGEiIXUcKrl0Ch9xjjKfrxY0yhoEvgd8EJ2gMJBzEXoHdOC0AQXk9f/YilAQRUDyFVAhCxvZR603kOBBTZUwbrsUg/6ZBESMhbSCTDFwDVIZ8M2TCiCiQIQC0EBK46+tlApRBboeKKYESCDJS9SAOgO6NDgWCVeOo8iR6ATpBr6Hw57IiZ9i8H+VvgV8C3iygA8QPJnL37kECzgBBKc0AY6NroVftRwpl6QlkdbGXisHj+N72SrQAyDIVTeggOgDoXrC70QnUFaTjpkVNw6Zwj7OSaEfoX+5kQIACEC7ikMl5aHWTcgxyPZFjuOaakuj3Wd6myMKcrQ74uwJ+1MrwbXVjboKogWABDZAAPtxLbjVacEkdcC5SMMw19dZ+zInBGiIJlAHQacDc/c33wK+BXwLuLaADxBcm8rfcYNaAJIkagTgaiiVj92raWQrI62V8CmwMQ5Ay5x2MjowiKLYER7Rvkl6hO/ZSIUAmOQ5iCgQraB+ghZSf/Mt4FvAt4BrC/gAwbWp/B19C1TUArQykjageBBwUulNcj+QYijElVDp6/rn8y3gW2CDWMAHCBvkRvrTOOUsQDcG6Q74GyhArPTG+TstQqb1OH+lx+ufz7eAb4E6s4APEOrshvjD8S3gW8C3gG8B3wL1YAEfINTDXfDH4FvAt4BvAd8CvgXqzAI+QKizG+IPx7eAbwHfAr4FfAvUgwV8gFAPd8Efg28B3wK+BXwL+BaoMwv4AKHObog/HN8CvgV8C/gW8C1QDxb4/wF1eXJjaEDVLQAAAABJRU5ErkJggg==" | |
}, | |
"metadata": { | |
"jupyter-vega": "#9a46626e-2a19-4219-951c-18d082f0333e" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from altair import *\n", | |
"\n", | |
"Chart('https://vega.github.io/vega-lite/data/unemployment-across-industries.json',\n", | |
" description='Area chart showing weight of cars over time.',\n", | |
").mark_area().encode(\n", | |
" color=Color('series:N',\n", | |
" scale=Scale(\n", | |
" range='category20b',\n", | |
" ),\n", | |
" ),\n", | |
" x=X('date:T',\n", | |
" axis=Axis(\n", | |
" axisWidth=0.0,\n", | |
" format='%Y',\n", | |
" labelAngle=0.0,\n", | |
" ),\n", | |
" scale=Scale(\n", | |
" nice='month',\n", | |
" ),\n", | |
" timeUnit='yearmonth',\n", | |
" ),\n", | |
" y='sum(count):Q',\n", | |
").configure_cell(\n", | |
" height=200.0,\n", | |
" width=300.0,\n", | |
")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python [conda env:data]", | |
"language": "python", | |
"name": "conda-env-data-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 2 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython2", | |
"version": "2.7.13" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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